From 57c2faebcf0fb7dc37cca0202f0e29118ddfa71c Mon Sep 17 00:00:00 2001 From: "localizeflow[bot]" Date: Mon, 6 Apr 2026 20:21:22 +0000 Subject: [PATCH] chore(i18n): sync translations with latest source changes (final snapshot) --- translated_images/km/.co-op-translator.json | 722 + .../1200px-Girl_and_cat.89bd70951181e86a.webp | Bin 0 -> 114280 bytes .../km/AND-OR-Tree.5592d2c70187f283.webp | Bin 0 -> 153152 bytes .../km/ComputeGraph.463c9d8ebdcb2215.webp | Bin 0 -> 18194 bytes .../km/ComputeGraphGrad.4626252c0de03507.webp | Bin 0 -> 26536 bytes ...oreferenceResolution.861924d6d384a7d6.webp | Bin 0 -> 22374 bytes .../Cross-Entropy-Loss.dc7ba633d2467ef3.webp | Bin 0 -> 25346 bytes ...iterature with a book.56499a0c282407c9.webp | Bin 0 -> 115258 bytes ...ience with a computer.081e8aed073e2fbf.webp | Bin 0 -> 115186 bytes ...n front of blackboard.534175cf58a361d9.webp | Bin 0 -> 268486 bytes .../km/DIKW_Pyramid.94126f7d2bd8db5b.webp | Bin 0 -> 24610 bytes ...FeatureExtractionCNN.d9b456cbdae7cb64.webp | Bin 0 -> 52028 bytes ...perceptron_wikipedia.1f84eaa2d4b76ec9.webp | Bin 0 -> 33876 bytes .../km/NetLogo-Main.32653711ec1a01b3.webp | Bin 0 -> 109714 bytes .../km/NetLogo-ModelLib.efe023afb4763c05.webp | Bin 0 -> 84590 bytes .../km/NeuroArch.4e17cdba5e445721.webp | Bin 0 -> 21632 bytes ...ctionPrecisionRecall.d2ef5b6081a0b094.webp | Bin 0 -> 10688 bytes ...onPrecisionRecallIoU.96b4116fcd30ce5a.webp | Bin 0 -> 29336 bytes .../km/Overfitting.408ad91cd90b4371.webp | Bin 0 -> 34650 bytes ...Rosenblatt-wikipedia.294821b285ac796d.webp | Bin 0 -> 62658 bytes ...11-17_at_11.14.54_AM.b4bb3769353287be.webp | Bin 0 -> 371322 bytes ...male_teacher_of_math.5362e67aa7fc2683.webp | Bin 0 -> 17198 bytes ...ence_with_a_computer.e0b6495f210a4390.webp | Bin 0 -> 20232 bytes ...terature_with_a_book.2384968e9db8a0d0.webp | Bin 0 -> 18998 bytes .../km/aae.9d418a990fc75bf9.webp | Bin 0 -> 18604 bytes .../km/activation-func.b4924007c7ce7764.webp | Bin 0 -> 1156 bytes .../km/adversarial-dog.d9fc7773b0142b89.webp | Bin 0 -> 8126 bytes .../ai-computervision.6506ebebac3fbf76.webp | Bin 0 -> 386344 bytes .../km/ai-for-beginners.b354ca904b22cd70.webp | Bin 0 -> 40938 bytes .../km/ai-intro.bf28d1ac4235881c.webp | Bin 0 -> 369510 bytes .../ai-neuralnetworks.1c687ae40bc86e83.webp | Bin 0 -> 331946 bytes .../km/ai-nlp.b22dcb8ca4707cea.webp | Bin 0 -> 321310 bytes .../km/ai-overview.0857791951d19500.webp | Bin 0 -> 323480 bytes .../km/ai-symbolic.715a30cb610411a6.webp | Bin 0 -> 348528 bytes .../km/arch-human.5d4d35f1bba3ab1c.webp | Bin 0 -> 62214 bytes .../km/arch-kbs.3ec5c150b09fa8da.webp | Bin 0 -> 29118 bytes .../km/artneuron.1a5daa88d20ebe6f.webp | Bin 0 -> 11934 bytes .../ascii-character-map.18ed6aa7f3b0a7ff.webp | Bin 0 -> 16464 bytes .../autoencoder_schema.5e6fc9ad98a5eb61.webp | Bin 0 -> 5500 bytes ...bag-of-words-example.606fc1738f1d7ba9.webp | Bin 0 -> 8764 bytes .../km/bahdanau-fig3.09ba2d37f202a6af.webp | Bin 0 -> 14048 bytes .../km/bot-ner.4b09235dbb0ad275.webp | Bin 0 -> 63286 bytes .../km/bow.3811869cff59368d.webp | Bin 0 -> 63692 bytes .../km/braille-result.46530fea020b03c7.webp | Bin 0 -> 15304 bytes .../km/braille-symbols.0159185ab69d5339.webp | Bin 0 -> 43594 bytes .../km/braille.341962ff76b1bd70.webp | Bin 0 -> 12086 bytes .../km/cartpole.f52a67f27e058170.webp | Bin 0 -> 1718 bytes .../km/catsdogsdataset.a7aff8e6085fd3f0.webp | Bin 0 -> 20388 bytes .../km/clip-arch.b3dbf20b4e8ed8be.webp | Bin 0 -> 11092 bytes .../km/clip-class.3af42ef0b2b19369.webp | Bin 0 -> 11318 bytes .../km/cnn-pyramid.85915455759ef0ce.webp | Bin 0 -> 57698 bytes .../km/coco-examples.71bc60380fa6cceb.webp | Bin 0 -> 55640 bytes .../convolutionExample.634615d5ff7081e0.webp | Bin 0 -> 9058 bytes .../km/data.50b2a9d5484bdbf0.webp | Bin 0 -> 285378 bytes .../km/dcgan_generator.b500988ec2bc8ba5.webp | Bin 0 -> 21172 bytes .../dog-from-unsplash.426f9fbca2febc93.webp | Bin 0 -> 19174 bytes .../km/dsh_age.d212a30d4e54fb5f.webp | Bin 0 -> 29654 bytes ...g-classifier-example.b77f021a7ee67eee.webp | Bin 0 -> 57794 bytes ...er-decoder-attention.7a726296894fb567.webp | Bin 0 -> 91658 bytes ...ing-words-to-vectors.fbe9207a726922f6.webp | Bin 0 -> 10672 bytes .../km/f-rcnn.3cda6d9bb4188875.webp | Bin 0 -> 29508 bytes .../km/faster-rcnn.8d46c099b87ef30a.webp | Bin 0 -> 26414 bytes .../km/favicon.37b561214b36d454.webp | Bin 0 -> 1918 bytes .../km/features.6291f9c7ba3a0b95.webp | Bin 0 -> 11474 bytes .../km/filter-horiz.59b80ed4feb946ef.webp | Bin 0 -> 17078 bytes .../km/filter-vert.b7148390ca0bc356.webp | Bin 0 -> 16994 bytes .../km/frame-difference.706f805491a0883c.webp | Bin 0 -> 67732 bytes .../km/gan_arch_detail.46b95fd366f8e543.webp | Bin 0 -> 117820 bytes .../km/gan_architecture.8f3a5ab62b8d5d69.webp | Bin 0 -> 87096 bytes .../km/history-of-ai.7e83efa70b537f5a.webp | Bin 0 -> 60108 bytes .../km/ideal-cat-loop.999fbb8ff306e044.webp | Bin 0 -> 46458 bytes .../km/ideal-cat.203dd4597643d6b0.webp | Bin 0 -> 14864 bytes .../km/ideal-zebra.7f70e8b54ee15a7a.webp | Bin 0 -> 13556 bytes .../km/image.896e8254a2c60d45.webp | Bin 0 -> 111822 bytes .../km/inception.a6605b85bcbc6f52.webp | Bin 0 -> 27274 bytes ...instance_vs_semantic.eee9812bebf8cd45.webp | Bin 0 -> 79858 bytes .../km/iou_equation.9a4751d40fff4e11.webp | Bin 0 -> 6332 bytes ...e-modeling-masked-lm.34f113ea5fec4362.webp | Bin 0 -> 32554 bytes .../knowledge-spectrum.b60df631852c0217.webp | Bin 0 -> 67000 bytes .../km/lmfilters.ea9e4868a82cf74c.webp | Bin 0 -> 8926 bytes .../km/ml-for-beginners.9e4fed176fd5817d.webp | Bin 0 -> 25812 bytes .../km/mountaincar.f7b7a7f6d4f9933b.webp | Bin 0 -> 7306 bytes .../km/multi-layer-lstm.dd975e29bb2a59fe.webp | Bin 0 -> 12316 bytes .../km/naive-detection.e7f1ba220ccd08c6.webp | Bin 0 -> 35810 bytes .../km/navi.2f20b727910110ea.webp | Bin 0 -> 16222 bytes .../km/netout.1eb15eb76fd76731.webp | Bin 0 -> 1248 bytes ...uence-representation.eb73fcefb29b46ee.webp | Bin 0 -> 33108 bytes .../km/optical.1f4a94464579a83a.webp | Bin 0 -> 24482 bytes .../km/original-dog.8f68a67d2fe0911f.webp | Bin 0 -> 7428 bytes .../km/overfit.a0bd57f717c15769.webp | Bin 0 -> 31258 bytes .../km/overfit1.f24b71c6f652e59e.webp | Bin 0 -> 5428 bytes .../km/overfit2.131f5800ae10ca5e.webp | Bin 0 -> 10654 bytes .../km/palm-movement.341495f0e9c47da3.webp | Bin 0 -> 153224 bytes .../km/photo-cat.8c8e8fb760ffe457.webp | Bin 0 -> 34276 bytes .../km/pos-embedding.e41ce9b6cf6078af.webp | Bin 0 -> 28202 bytes .../km/protege.274177ceeac13b38.webp | Bin 0 -> 57960 bytes .../km/r-fcn.13eb88158b99a3da.webp | Bin 0 -> 22722 bytes .../km/rcnn1.cae407020dfb1d1f.webp | Bin 0 -> 34992 bytes .../km/rcnn2.2d9530bb83516484.webp | Bin 0 -> 34158 bytes .../km/resnet-block.aba4ccbcc0944434.webp | Bin 0 -> 7644 bytes .../km/rnn-anatomy.79ee3f3920b3294b.webp | Bin 0 -> 29844 bytes .../km/rnn-generate-inf.5168dc65e0370eea.webp | Bin 0 -> 12808 bytes .../km/rnn-generate.56c54afb52f9781d.webp | Bin 0 -> 23674 bytes .../km/rnn.27f5c29c53d727b5.webp | Bin 0 -> 34942 bytes .../km/segm.92442f2cb42ff4fa.webp | Bin 0 -> 40212 bytes .../km/segnet.87377542aa5a8b76.webp | Bin 0 -> 89244 bytes .../km/style.5293e85e077ab22c.webp | Bin 0 -> 281228 bytes .../synapse-wikipedia.ed20a9e4726ea1c6.webp | Bin 0 -> 28440 bytes .../transformer-layer.905e14747ca4e7d5.webp | Bin 0 -> 31516 bytes .../km/triplet-complex.32094972c7b4441b.webp | Bin 0 -> 107712 bytes .../km/triplet.4b9b332587593298.webp | Bin 0 -> 69152 bytes .../km/turing-test-evol.4184696701293ead.webp | Bin 0 -> 59646 bytes .../km/unet.3adb555bf39d3657.webp | Bin 0 -> 30956 bytes ...effectiveness-of-rnn.541ead816778f42d.webp | Bin 0 -> 21486 bytes .../km/vae.464c465a5b6a9e25.webp | Bin 0 -> 27086 bytes .../km/vaemnist-diag.694315f775d5d666.webp | Bin 0 -> 23648 bytes .../km/vaemnist.cab9e602dc08dc50.webp | Bin 0 -> 18976 bytes .../km/vgg-16-arch.64ff2137f50dd49f.webp | Bin 0 -> 34654 bytes .../km/vgg-16-arch1.d901a5583b3a51ba.webp | Bin 0 -> 22178 bytes .../km/vqgan.5027fe05051dfa31.webp | Bin 0 -> 30700 bytes .../km/yolo.a2648ec82ee8bb4e.webp | Bin 0 -> 46568 bytes translations/km/.co-op-translator.json | 722 + translations/km/AGENTS.md | 319 + translations/km/README.md | 233 + translations/km/SECURITY.md | 44 + translations/km/etc/CODE_OF_CONDUCT.md | 16 + translations/km/etc/CONTRIBUTING.md | 26 + translations/km/etc/Mindmap.md | 80 + translations/km/etc/SUPPORT.md | 18 + translations/km/etc/TRANSLATIONS.md | 40 + translations/km/etc/quiz-app/README.md | 131 + .../km/examples/03-image-classifier.ipynb | 389 + translations/km/examples/README.md | 87 + .../km/lessons/0-course-setup/for-teachers.md | 30 + .../km/lessons/0-course-setup/how-to-run.md | 71 + .../km/lessons/0-course-setup/setup.md | 49 + translations/km/lessons/1-Intro/README.md | 161 + translations/km/lessons/1-Intro/assignment.md | 10 + .../km/lessons/2-Symbolic/Animals.ipynb | 471 + .../lessons/2-Symbolic/FamilyOntology.ipynb | 589 + .../lessons/2-Symbolic/MSConceptGraph.ipynb | 532 + translations/km/lessons/2-Symbolic/README.md | 247 + .../km/lessons/2-Symbolic/assignment.md | 10 + .../03-Perceptron/Perceptron.ipynb | 1213 ++ .../3-NeuralNetworks/03-Perceptron/README.md | 99 + .../lab/PerceptronMultiClass.ipynb | 271 + .../03-Perceptron/lab/README.md | 26 + .../04-OwnFramework/OwnFramework.ipynb | 1339 ++ .../04-OwnFramework/README.md | 93 + .../04-OwnFramework/lab/MyFW_MNIST.ipynb | 177 + .../04-OwnFramework/lab/README.md | 27 + .../05-Frameworks/IntroKeras.ipynb | 757 + .../05-Frameworks/IntroKerasTF.ipynb | 1449 ++ .../05-Frameworks/IntroPyTorch.ipynb | 13907 ++++++++++++++++ .../3-NeuralNetworks/05-Frameworks/README.md | 127 + .../05-Frameworks/lab/LabFrameworks.ipynb | 427 + .../05-Frameworks/lab/README.md | 23 + .../km/lessons/3-NeuralNetworks/README.md | 55 + translations/kn/.co-op-translator.json | 4 +- translations/kn/README.md | 226 +- translations/ml/.co-op-translator.json | 4 +- translations/ml/README.md | 287 +- 162 files changed, 25247 insertions(+), 261 deletions(-) create mode 100644 translated_images/km/.co-op-translator.json create mode 100644 translated_images/km/1200px-Girl_and_cat.89bd70951181e86a.webp create mode 100644 translated_images/km/AND-OR-Tree.5592d2c70187f283.webp create mode 100644 translated_images/km/ComputeGraph.463c9d8ebdcb2215.webp create mode 100644 translated_images/km/ComputeGraphGrad.4626252c0de03507.webp create mode 100644 translated_images/km/CoreferenceResolution.861924d6d384a7d6.webp create mode 100644 translated_images/km/Cross-Entropy-Loss.dc7ba633d2467ef3.webp create mode 100644 translated_images/km/DALL·E 2023-06-20 15.56.56 - a closeup watercolor portrait of young male teacher of literature with a book.56499a0c282407c9.webp create mode 100644 translated_images/km/DALL·E 2023-06-20 15.57.43 - a closeup oil portrait of young female teacher of computer science with a computer.081e8aed073e2fbf.webp create mode 100644 translated_images/km/DALL·E 2023-06-20 15.58.42 - a closeup oil portrait of old male teacher of mathematics in front of blackboard.534175cf58a361d9.webp create mode 100644 translated_images/km/DIKW_Pyramid.94126f7d2bd8db5b.webp create mode 100644 translated_images/km/FeatureExtractionCNN.d9b456cbdae7cb64.webp create mode 100644 translated_images/km/Mark_I_perceptron_wikipedia.1f84eaa2d4b76ec9.webp create mode 100644 translated_images/km/NetLogo-Main.32653711ec1a01b3.webp create mode 100644 translated_images/km/NetLogo-ModelLib.efe023afb4763c05.webp create mode 100644 translated_images/km/NeuroArch.4e17cdba5e445721.webp create mode 100644 translated_images/km/ObjDetectionPrecisionRecall.d2ef5b6081a0b094.webp create mode 100644 translated_images/km/ObjDetectionPrecisionRecallIoU.96b4116fcd30ce5a.webp create mode 100644 translated_images/km/Overfitting.408ad91cd90b4371.webp create mode 100644 translated_images/km/Rosenblatt-wikipedia.294821b285ac796d.webp create mode 100644 translated_images/km/Screen_Shot_2016-11-17_at_11.14.54_AM.b4bb3769353287be.webp create mode 100644 translated_images/km/a_closeup_oil_portrait_of_old_male_teacher_of_math.5362e67aa7fc2683.webp create mode 100644 translated_images/km/a_closeup_oil_portrait_of_young_female_teacher_of_computer_science_with_a_computer.e0b6495f210a4390.webp create mode 100644 translated_images/km/a_closeup_watercolor_portrait_of_young_male_teacher_of_literature_with_a_book.2384968e9db8a0d0.webp create mode 100644 translated_images/km/aae.9d418a990fc75bf9.webp create mode 100644 translated_images/km/activation-func.b4924007c7ce7764.webp create mode 100644 translated_images/km/adversarial-dog.d9fc7773b0142b89.webp create mode 100644 translated_images/km/ai-computervision.6506ebebac3fbf76.webp create mode 100644 translated_images/km/ai-for-beginners.b354ca904b22cd70.webp create mode 100644 translated_images/km/ai-intro.bf28d1ac4235881c.webp create mode 100644 translated_images/km/ai-neuralnetworks.1c687ae40bc86e83.webp create mode 100644 translated_images/km/ai-nlp.b22dcb8ca4707cea.webp create mode 100644 translated_images/km/ai-overview.0857791951d19500.webp create mode 100644 translated_images/km/ai-symbolic.715a30cb610411a6.webp create mode 100644 translated_images/km/arch-human.5d4d35f1bba3ab1c.webp create mode 100644 translated_images/km/arch-kbs.3ec5c150b09fa8da.webp create mode 100644 translated_images/km/artneuron.1a5daa88d20ebe6f.webp create mode 100644 translated_images/km/ascii-character-map.18ed6aa7f3b0a7ff.webp create mode 100644 translated_images/km/autoencoder_schema.5e6fc9ad98a5eb61.webp create mode 100644 translated_images/km/bag-of-words-example.606fc1738f1d7ba9.webp create mode 100644 translated_images/km/bahdanau-fig3.09ba2d37f202a6af.webp create mode 100644 translated_images/km/bot-ner.4b09235dbb0ad275.webp create mode 100644 translated_images/km/bow.3811869cff59368d.webp create mode 100644 translated_images/km/braille-result.46530fea020b03c7.webp create mode 100644 translated_images/km/braille-symbols.0159185ab69d5339.webp create mode 100644 translated_images/km/braille.341962ff76b1bd70.webp create mode 100644 translated_images/km/cartpole.f52a67f27e058170.webp create mode 100644 translated_images/km/catsdogsdataset.a7aff8e6085fd3f0.webp create mode 100644 translated_images/km/clip-arch.b3dbf20b4e8ed8be.webp create mode 100644 translated_images/km/clip-class.3af42ef0b2b19369.webp create mode 100644 translated_images/km/cnn-pyramid.85915455759ef0ce.webp create mode 100644 translated_images/km/coco-examples.71bc60380fa6cceb.webp create mode 100644 translated_images/km/convolutionExample.634615d5ff7081e0.webp create mode 100644 translated_images/km/data.50b2a9d5484bdbf0.webp create mode 100644 translated_images/km/dcgan_generator.b500988ec2bc8ba5.webp create mode 100644 translated_images/km/dog-from-unsplash.426f9fbca2febc93.webp create mode 100644 translated_images/km/dsh_age.d212a30d4e54fb5f.webp create mode 100644 translated_images/km/embedding-classifier-example.b77f021a7ee67eee.webp create mode 100644 translated_images/km/encoder-decoder-attention.7a726296894fb567.webp create mode 100644 translated_images/km/example-algorithms-for-converting-words-to-vectors.fbe9207a726922f6.webp create mode 100644 translated_images/km/f-rcnn.3cda6d9bb4188875.webp create mode 100644 translated_images/km/faster-rcnn.8d46c099b87ef30a.webp create mode 100644 translated_images/km/favicon.37b561214b36d454.webp create mode 100644 translated_images/km/features.6291f9c7ba3a0b95.webp create mode 100644 translated_images/km/filter-horiz.59b80ed4feb946ef.webp create mode 100644 translated_images/km/filter-vert.b7148390ca0bc356.webp create mode 100644 translated_images/km/frame-difference.706f805491a0883c.webp create mode 100644 translated_images/km/gan_arch_detail.46b95fd366f8e543.webp create mode 100644 translated_images/km/gan_architecture.8f3a5ab62b8d5d69.webp create mode 100644 translated_images/km/history-of-ai.7e83efa70b537f5a.webp create mode 100644 translated_images/km/ideal-cat-loop.999fbb8ff306e044.webp create mode 100644 translated_images/km/ideal-cat.203dd4597643d6b0.webp create mode 100644 translated_images/km/ideal-zebra.7f70e8b54ee15a7a.webp create mode 100644 translated_images/km/image.896e8254a2c60d45.webp create mode 100644 translated_images/km/inception.a6605b85bcbc6f52.webp create mode 100644 translated_images/km/instance_vs_semantic.eee9812bebf8cd45.webp create mode 100644 translated_images/km/iou_equation.9a4751d40fff4e11.webp create mode 100644 translated_images/km/jalammarBERT-language-modeling-masked-lm.34f113ea5fec4362.webp create mode 100644 translated_images/km/knowledge-spectrum.b60df631852c0217.webp create mode 100644 translated_images/km/lmfilters.ea9e4868a82cf74c.webp create mode 100644 translated_images/km/ml-for-beginners.9e4fed176fd5817d.webp create mode 100644 translated_images/km/mountaincar.f7b7a7f6d4f9933b.webp create mode 100644 translated_images/km/multi-layer-lstm.dd975e29bb2a59fe.webp create mode 100644 translated_images/km/naive-detection.e7f1ba220ccd08c6.webp create mode 100644 translated_images/km/navi.2f20b727910110ea.webp create mode 100644 translated_images/km/netout.1eb15eb76fd76731.webp create mode 100644 translated_images/km/offset-sequence-representation.eb73fcefb29b46ee.webp create mode 100644 translated_images/km/optical.1f4a94464579a83a.webp create mode 100644 translated_images/km/original-dog.8f68a67d2fe0911f.webp create mode 100644 translated_images/km/overfit.a0bd57f717c15769.webp create mode 100644 translated_images/km/overfit1.f24b71c6f652e59e.webp create mode 100644 translated_images/km/overfit2.131f5800ae10ca5e.webp create mode 100644 translated_images/km/palm-movement.341495f0e9c47da3.webp create mode 100644 translated_images/km/photo-cat.8c8e8fb760ffe457.webp create mode 100644 translated_images/km/pos-embedding.e41ce9b6cf6078af.webp create mode 100644 translated_images/km/protege.274177ceeac13b38.webp create mode 100644 translated_images/km/r-fcn.13eb88158b99a3da.webp create mode 100644 translated_images/km/rcnn1.cae407020dfb1d1f.webp create mode 100644 translated_images/km/rcnn2.2d9530bb83516484.webp create mode 100644 translated_images/km/resnet-block.aba4ccbcc0944434.webp create mode 100644 translated_images/km/rnn-anatomy.79ee3f3920b3294b.webp create mode 100644 translated_images/km/rnn-generate-inf.5168dc65e0370eea.webp create mode 100644 translated_images/km/rnn-generate.56c54afb52f9781d.webp create mode 100644 translated_images/km/rnn.27f5c29c53d727b5.webp create mode 100644 translated_images/km/segm.92442f2cb42ff4fa.webp create mode 100644 translated_images/km/segnet.87377542aa5a8b76.webp create mode 100644 translated_images/km/style.5293e85e077ab22c.webp create mode 100644 translated_images/km/synapse-wikipedia.ed20a9e4726ea1c6.webp create mode 100644 translated_images/km/transformer-layer.905e14747ca4e7d5.webp create mode 100644 translated_images/km/triplet-complex.32094972c7b4441b.webp create mode 100644 translated_images/km/triplet.4b9b332587593298.webp create mode 100644 translated_images/km/turing-test-evol.4184696701293ead.webp create mode 100644 translated_images/km/unet.3adb555bf39d3657.webp create mode 100644 translated_images/km/unreasonable-effectiveness-of-rnn.541ead816778f42d.webp create mode 100644 translated_images/km/vae.464c465a5b6a9e25.webp create mode 100644 translated_images/km/vaemnist-diag.694315f775d5d666.webp create mode 100644 translated_images/km/vaemnist.cab9e602dc08dc50.webp create mode 100644 translated_images/km/vgg-16-arch.64ff2137f50dd49f.webp create mode 100644 translated_images/km/vgg-16-arch1.d901a5583b3a51ba.webp create mode 100644 translated_images/km/vqgan.5027fe05051dfa31.webp create mode 100644 translated_images/km/yolo.a2648ec82ee8bb4e.webp create mode 100644 translations/km/.co-op-translator.json create mode 100644 translations/km/AGENTS.md create mode 100644 translations/km/README.md create mode 100644 translations/km/SECURITY.md create mode 100644 translations/km/etc/CODE_OF_CONDUCT.md create mode 100644 translations/km/etc/CONTRIBUTING.md create mode 100644 translations/km/etc/Mindmap.md create mode 100644 translations/km/etc/SUPPORT.md create mode 100644 translations/km/etc/TRANSLATIONS.md create mode 100644 translations/km/etc/quiz-app/README.md create mode 100644 translations/km/examples/03-image-classifier.ipynb create mode 100644 translations/km/examples/README.md create mode 100644 translations/km/lessons/0-course-setup/for-teachers.md create mode 100644 translations/km/lessons/0-course-setup/how-to-run.md create mode 100644 translations/km/lessons/0-course-setup/setup.md create mode 100644 translations/km/lessons/1-Intro/README.md create mode 100644 translations/km/lessons/1-Intro/assignment.md create mode 100644 translations/km/lessons/2-Symbolic/Animals.ipynb create mode 100644 translations/km/lessons/2-Symbolic/FamilyOntology.ipynb create mode 100644 translations/km/lessons/2-Symbolic/MSConceptGraph.ipynb create mode 100644 translations/km/lessons/2-Symbolic/README.md create mode 100644 translations/km/lessons/2-Symbolic/assignment.md create mode 100644 translations/km/lessons/3-NeuralNetworks/03-Perceptron/Perceptron.ipynb create mode 100644 translations/km/lessons/3-NeuralNetworks/03-Perceptron/README.md create mode 100644 translations/km/lessons/3-NeuralNetworks/03-Perceptron/lab/PerceptronMultiClass.ipynb create mode 100644 translations/km/lessons/3-NeuralNetworks/03-Perceptron/lab/README.md create mode 100644 translations/km/lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb create mode 100644 translations/km/lessons/3-NeuralNetworks/04-OwnFramework/README.md create mode 100644 translations/km/lessons/3-NeuralNetworks/04-OwnFramework/lab/MyFW_MNIST.ipynb create mode 100644 translations/km/lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md create mode 100644 translations/km/lessons/3-NeuralNetworks/05-Frameworks/IntroKeras.ipynb create mode 100644 translations/km/lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb create mode 100644 translations/km/lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb create mode 100644 translations/km/lessons/3-NeuralNetworks/05-Frameworks/README.md create mode 100644 translations/km/lessons/3-NeuralNetworks/05-Frameworks/lab/LabFrameworks.ipynb create mode 100644 translations/km/lessons/3-NeuralNetworks/05-Frameworks/lab/README.md create mode 100644 translations/km/lessons/3-NeuralNetworks/README.md diff --git a/translated_images/km/.co-op-translator.json b/translated_images/km/.co-op-translator.json new file mode 100644 index 00000000..f0103640 --- /dev/null +++ b/translated_images/km/.co-op-translator.json @@ -0,0 +1,722 @@ +{ + "1200px-Girl_and_cat.89bd70951181e86a.webp": { + "original_hash": "aa8cdeaa9beaad5a06610236cf22f296", + "translation_date": "2026-04-06T20:16:46+00:00", + "source_file": "lessons/4-ComputerVision/11-ObjectDetection/images/1200px-Girl_and_cat.jpg", + "language_code": "km" + }, + "AND-OR-Tree.5592d2c70187f283.webp": { + "original_hash": "2674b6cf8f768491c6b5a167f272a002", + "translation_date": "2026-04-06T20:18:50+00:00", + "source_file": "lessons/2-Symbolic/images/AND-OR-Tree.png", + "language_code": "km" + }, + "ComputeGraph.463c9d8ebdcb2215.webp": { + "original_hash": "7af66742d6bede114f971689745bedf2", + "translation_date": "2026-04-06T20:19:38+00:00", + "source_file": "lessons/3-NeuralNetworks/04-OwnFramework/images/ComputeGraph.png", + "language_code": "km" + }, + "ComputeGraphGrad.4626252c0de03507.webp": { + "original_hash": "b0bf679245a237b1e7785ae2357a5376", + "translation_date": "2026-04-06T20:19:34+00:00", + "source_file": "lessons/3-NeuralNetworks/04-OwnFramework/images/ComputeGraphGrad.png", + "language_code": "km" + }, + "CoreferenceResolution.861924d6d384a7d6.webp": { + "original_hash": "25b5719ec70aaa44858076c16f7c208f", + "translation_date": "2026-04-06T20:20:42+00:00", + "source_file": "lessons/5-NLP/18-Transformers/images/CoreferenceResolution.png", + "language_code": "km" + }, + "Cross-Entropy-Loss.dc7ba633d2467ef3.webp": { + "original_hash": "11dd0fd77a272755d0ef5db9f71217da", + "translation_date": "2026-04-06T20:19:37+00:00", + "source_file": "lessons/3-NeuralNetworks/04-OwnFramework/images/Cross-Entropy-Loss.png", + "language_code": "km" + }, + "DALL·E 2023-06-20 15.56.56 - a closeup watercolor portrait of young male teacher of literature with a book.56499a0c282407c9.webp": { + "original_hash": "dd063fda04db937ab7210064af9d6151", + "translation_date": "2026-04-06T20:19:50+00:00", + "source_file": "lessons/X-Extras/X1-MultiModal/images/DALL·E 2023-06-20 15.56.56 - a closeup watercolor portrait of young male teacher of literature with a book.png", + "language_code": "km" + }, + "DALL·E 2023-06-20 15.57.43 - a closeup oil portrait of young female teacher of computer science with a computer.081e8aed073e2fbf.webp": { + "original_hash": "2cc9ab0daf8e1af7071fbc9eaf84970b", + "translation_date": "2026-04-06T20:19:51+00:00", + "source_file": "lessons/X-Extras/X1-MultiModal/images/DALL·E 2023-06-20 15.57.43 - a closeup oil portrait of young female teacher of computer science with a computer.png", + "language_code": "km" + }, + "DALL·E 2023-06-20 15.58.42 - a closeup oil portrait of old male teacher of mathematics in front of blackboard.534175cf58a361d9.webp": { + "original_hash": "e300d75d78f6050bc7b83df091f95775", + "translation_date": "2026-04-06T20:19:50+00:00", + "source_file": "lessons/X-Extras/X1-MultiModal/images/DALL·E 2023-06-20 15.58.42 - a closeup oil portrait of old male teacher of mathematics in front of blackboard.png", + "language_code": "km" + }, + "DIKW_Pyramid.94126f7d2bd8db5b.webp": { + "original_hash": "ad410ec7f25454482fd4516c4a46fc67", + "translation_date": "2026-04-06T20:18:33+00:00", + "source_file": "lessons/2-Symbolic/images/DIKW_Pyramid.png", + "language_code": "km" + }, + "FeatureExtractionCNN.d9b456cbdae7cb64.webp": { + "original_hash": "c9bde577c8b279b5199a8b294ee9494f", + "translation_date": "2026-04-06T20:17:27+00:00", + "source_file": "lessons/4-ComputerVision/07-ConvNets/images/FeatureExtractionCNN.png", + "language_code": "km" + }, + "Mark_I_perceptron_wikipedia.1f84eaa2d4b76ec9.webp": { + "original_hash": "2cc48ff435c89ca1e162872a42b4813c", + "translation_date": "2026-04-06T20:19:41+00:00", + "source_file": "lessons/3-NeuralNetworks/03-Perceptron/images/Mark_I_perceptron_wikipedia.jpg", + "language_code": "km" + }, + "NetLogo-Main.32653711ec1a01b3.webp": { + "original_hash": "83a9fe96394620fc703a5f2de2d15ed1", + "translation_date": "2026-04-06T20:18:09+00:00", + "source_file": "lessons/6-Other/23-MultiagentSystems/images/NetLogo-Main.png", + "language_code": "km" + }, + "NetLogo-ModelLib.efe023afb4763c05.webp": { + "original_hash": "edd5b28318e2f43274a4541408110fb9", + "translation_date": "2026-04-06T20:17:56+00:00", + "source_file": "lessons/6-Other/23-MultiagentSystems/images/NetLogo-ModelLib.png", + "language_code": "km" + }, + "NeuroArch.4e17cdba5e445721.webp": { + "original_hash": "5a3b1a4c04e6b6b5a65574d5ea92a272", + "translation_date": "2026-04-06T20:19:32+00:00", + "source_file": "lessons/3-NeuralNetworks/04-OwnFramework/images/NeuroArch.png", + "language_code": "km" + }, + "ObjDetectionPrecisionRecall.d2ef5b6081a0b094.webp": { + "original_hash": "6704085c522f47ce42ad8402dafe6429", + "translation_date": "2026-04-06T20:16:54+00:00", + "source_file": "lessons/4-ComputerVision/11-ObjectDetection/images/ObjDetectionPrecisionRecall.png", + "language_code": "km" + }, + "ObjDetectionPrecisionRecallIoU.96b4116fcd30ce5a.webp": { + "original_hash": "f31ea979f0ceabdf198899985ac84c37", + "translation_date": "2026-04-06T20:16:49+00:00", + "source_file": "lessons/4-ComputerVision/11-ObjectDetection/images/ObjDetectionPrecisionRecallIoU.png", + "language_code": "km" + }, + "Overfitting.408ad91cd90b4371.webp": { + "original_hash": "82c3203fefc4ef74609e8ab61c1c683b", + "translation_date": "2026-04-06T20:19:29+00:00", + "source_file": "lessons/3-NeuralNetworks/images/Overfitting.png", + "language_code": "km" + }, + "Rosenblatt-wikipedia.294821b285ac796d.webp": { + "original_hash": "c21d9b47d0106208a0f35a920d6bff66", + "translation_date": "2026-04-06T20:19:40+00:00", + "source_file": "lessons/3-NeuralNetworks/03-Perceptron/images/Rosenblatt-wikipedia.jpg", + "language_code": "km" + }, + "Screen_Shot_2016-11-17_at_11.14.54_AM.b4bb3769353287be.webp": { + "original_hash": "456419e07e4f1b5ab90c6f6d36d9817a", + "translation_date": "2026-04-06T20:17:17+00:00", + "source_file": "lessons/4-ComputerVision/11-ObjectDetection/images/Screen_Shot_2016-11-17_at_11.14.54_AM.png", + "language_code": "km" + }, + "a_closeup_oil_portrait_of_old_male_teacher_of_math.5362e67aa7fc2683.webp": { + "original_hash": "9c386a6fd2c04edbd78dc9d688b59872", + "translation_date": "2026-04-06T20:19:46+00:00", + "source_file": "lessons/X-Extras/X1-MultiModal/images/a_closeup_oil_portrait_of_old_male_teacher_of_math.png", + "language_code": "km" + }, + "a_closeup_oil_portrait_of_young_female_teacher_of_computer_science_with_a_computer.e0b6495f210a4390.webp": { + "original_hash": "7064cd71a562523998203c756842c96d", + "translation_date": "2026-04-06T20:19:51+00:00", + "source_file": "lessons/X-Extras/X1-MultiModal/images/a_closeup_oil_portrait_of_young_female_teacher_of_computer_science_with_a_computer.png", + "language_code": "km" + }, + "a_closeup_watercolor_portrait_of_young_male_teacher_of_literature_with_a_book.2384968e9db8a0d0.webp": { + "original_hash": "ec89cbb600b14e86f353a347506554ba", + "translation_date": "2026-04-06T20:19:51+00:00", + "source_file": "lessons/X-Extras/X1-MultiModal/images/a_closeup_watercolor_portrait_of_young_male_teacher_of_literature_with_a_book.png", + "language_code": "km" + }, + "aae.9d418a990fc75bf9.webp": { + "original_hash": "92f89b37641f659a7d25c91d13076f69", + "translation_date": "2026-04-06T20:16:08+00:00", + "source_file": "lessons/4-ComputerVision/09-Autoencoders/images/aae.png", + "language_code": "km" + }, + "activation-func.b4924007c7ce7764.webp": { + "original_hash": "8d357884343ec923611a319d4e910b99", + "translation_date": "2026-04-06T20:19:42+00:00", + "source_file": "lessons/3-NeuralNetworks/03-Perceptron/images/activation-func.png", + "language_code": "km" + }, + "adversarial-dog.d9fc7773b0142b89.webp": { + "original_hash": "cf7a833a6f82bdf5049180a09f9bf8f6", + "translation_date": "2026-04-06T20:16:40+00:00", + "source_file": "lessons/4-ComputerVision/08-TransferLearning/images/adversarial-dog.png", + "language_code": "km" + }, + "ai-computervision.6506ebebac3fbf76.webp": { + "original_hash": "69793d04780af37a3f32c9aa5c2d1ad8", + "translation_date": "2026-04-06T20:15:28+00:00", + "source_file": "lessons/sketchnotes/ai-computervision.png", + "language_code": "km" + }, + "ai-for-beginners.b354ca904b22cd70.webp": { + "original_hash": "4b6f076798ec72ec7736b2e9039730e3", + "translation_date": "2026-04-06T20:15:31+00:00", + "source_file": "lessons/sketchnotes/ai-for-beginners.png", + "language_code": "km" + }, + "ai-intro.bf28d1ac4235881c.webp": { + "original_hash": "9d1e65416cc17cf9a373a1cff01f04a4", + "translation_date": "2026-04-06T20:15:50+00:00", + "source_file": "lessons/sketchnotes/ai-intro.png", + "language_code": "km" + }, + "ai-neuralnetworks.1c687ae40bc86e83.webp": { + "original_hash": "6426ed635d4beb0ee499d634dfb61d65", + "translation_date": "2026-04-06T20:16:01+00:00", + "source_file": "lessons/sketchnotes/ai-neuralnetworks.png", + "language_code": "km" + }, + "ai-nlp.b22dcb8ca4707cea.webp": { + "original_hash": "fc9259e7fd3bcbc2ce15909701a4c284", + "translation_date": "2026-04-06T20:15:06+00:00", + "source_file": "lessons/sketchnotes/ai-nlp.png", + "language_code": "km" + }, + "ai-overview.0857791951d19500.webp": { + "original_hash": "7206f99da5c2b99d21581f946a660235", + "translation_date": "2026-04-06T20:15:41+00:00", + "source_file": "lessons/sketchnotes/ai-overview.png", + "language_code": "km" + }, + "ai-symbolic.715a30cb610411a6.webp": { + "original_hash": "69d3628566f680ac8543651aa6fd520c", + "translation_date": "2026-04-06T20:15:18+00:00", + "source_file": "lessons/sketchnotes/ai-symbolic.png", + "language_code": "km" + }, + "arch-human.5d4d35f1bba3ab1c.webp": { + "original_hash": "3b41c1a38a69fb1104f5ddc48163538d", + "translation_date": "2026-04-06T20:19:00+00:00", + "source_file": "lessons/2-Symbolic/images/arch-human.png", + "language_code": "km" + }, + "arch-kbs.3ec5c150b09fa8da.webp": { + "original_hash": "f470e6ec071db529cd3149052cfeb8ff", + "translation_date": "2026-04-06T20:19:03+00:00", + "source_file": "lessons/2-Symbolic/images/arch-kbs.png", + "language_code": "km" + }, + "artneuron.1a5daa88d20ebe6f.webp": { + "original_hash": "c2d8af8285e1eee1cf6c5ba4762f70ab", + "translation_date": "2026-04-06T20:19:26+00:00", + "source_file": "lessons/3-NeuralNetworks/images/artneuron.png", + "language_code": "km" + }, + "ascii-character-map.18ed6aa7f3b0a7ff.webp": { + "original_hash": "afc5ff2601be320926d89f1ad897eda8", + "translation_date": "2026-04-06T20:20:07+00:00", + "source_file": "lessons/5-NLP/13-TextRep/images/ascii-character-map.png", + "language_code": "km" + }, + "autoencoder_schema.5e6fc9ad98a5eb61.webp": { + "original_hash": "3fb68572368c18bc334ef8d6dec0fee5", + "translation_date": "2026-04-06T20:16:04+00:00", + "source_file": "lessons/4-ComputerVision/09-Autoencoders/images/autoencoder_schema.jpg", + "language_code": "km" + }, + "bag-of-words-example.606fc1738f1d7ba9.webp": { + "original_hash": "a8fa84622ff35939e498d06fac3fa515", + "translation_date": "2026-04-06T20:19:57+00:00", + "source_file": "lessons/5-NLP/13-TextRep/images/bag-of-words-example.png", + "language_code": "km" + }, + "bahdanau-fig3.09ba2d37f202a6af.webp": { + "original_hash": "b5cfbb9cad3b0d3fbdcc63dcd2ed514f", + "translation_date": "2026-04-06T20:20:30+00:00", + "source_file": "lessons/5-NLP/18-Transformers/images/bahdanau-fig3.png", + "language_code": "km" + }, + "bot-ner.4b09235dbb0ad275.webp": { + "original_hash": "5e61aca4f94182c7e7d509b8d2de3c9f", + "translation_date": "2026-04-06T20:20:48+00:00", + "source_file": "lessons/5-NLP/19-NER/images/bot-ner.png", + "language_code": "km" + }, + "bow.3811869cff59368d.webp": { + "original_hash": "bfcb38af6b1cbc8c2e86101127b642ac", + "translation_date": "2026-04-06T20:20:04+00:00", + "source_file": "lessons/5-NLP/13-TextRep/images/bow.png", + "language_code": "km" + }, + "braille-result.46530fea020b03c7.webp": { + "original_hash": "7c069b6ddda38dcd0b535a840b954ee1", + "translation_date": "2026-04-06T20:16:45+00:00", + "source_file": "lessons/4-ComputerVision/06-IntroCV/images/braille-result.png", + "language_code": "km" + }, + "braille-symbols.0159185ab69d5339.webp": { + "original_hash": "5a7fddf66299dbb4eae490b631ee3a1c", + "translation_date": "2026-04-06T20:16:43+00:00", + "source_file": "lessons/4-ComputerVision/06-IntroCV/images/braille-symbols.png", + "language_code": "km" + }, + "braille.341962ff76b1bd70.webp": { + "original_hash": "ef1d59d4fb17f1f019c18be162c5759a", + "translation_date": "2026-04-06T20:16:42+00:00", + "source_file": "lessons/4-ComputerVision/06-IntroCV/data/braille.jpeg", + "language_code": "km" + }, + "cartpole.f52a67f27e058170.webp": { + "original_hash": "5399242e127ea1c18aa6ee405daecf51", + "translation_date": "2026-04-06T20:18:09+00:00", + "source_file": "lessons/6-Other/22-DeepRL/images/cartpole.png", + "language_code": "km" + }, + "catsdogsdataset.a7aff8e6085fd3f0.webp": { + "original_hash": "3039ba35434f67e69ccbb44d9e6ee141", + "translation_date": "2026-04-06T20:16:41+00:00", + "source_file": "lessons/4-ComputerVision/08-TransferLearning/images/catsdogsdataset.png", + "language_code": "km" + }, + "clip-arch.b3dbf20b4e8ed8be.webp": { + "original_hash": "bdd1638453069a216e843e1a8fd70db0", + "translation_date": "2026-04-06T20:19:49+00:00", + "source_file": "lessons/X-Extras/X1-MultiModal/images/clip-arch.png", + "language_code": "km" + }, + "clip-class.3af42ef0b2b19369.webp": { + "original_hash": "bdd1638453069a216e843e1a8fd70db0", + "translation_date": "2026-04-06T20:19:46+00:00", + "source_file": "lessons/X-Extras/X1-MultiModal/images/clip-class.png", + "language_code": "km" + }, + "cnn-pyramid.85915455759ef0ce.webp": { + "original_hash": "7233ded4a920332806363d704bfb59a6", + "translation_date": "2026-04-06T20:17:26+00:00", + "source_file": "lessons/4-ComputerVision/07-ConvNets/images/cnn-pyramid.png", + "language_code": "km" + }, + "coco-examples.71bc60380fa6cceb.webp": { + "original_hash": "bcfe5693147ca18d88cf43b1d2d5d6d7", + "translation_date": "2026-04-06T20:16:56+00:00", + "source_file": "lessons/4-ComputerVision/11-ObjectDetection/images/coco-examples.jpg", + "language_code": "km" + }, + "convolutionExample.634615d5ff7081e0.webp": { + "original_hash": "5412e092848cb3cd4fa527aba3be0545", + "translation_date": "2026-04-06T20:17:36+00:00", + "source_file": "lessons/4-ComputerVision/07-ConvNets/images/convolutionExample.png", + "language_code": "km" + }, + "data.50b2a9d5484bdbf0.webp": { + "original_hash": "e501593d25b15c8f8860fe11e3f1c4a7", + "translation_date": "2026-04-06T20:17:45+00:00", + "source_file": "lessons/4-ComputerVision/07-ConvNets/lab/images/data.png", + "language_code": "km" + }, + "dcgan_generator.b500988ec2bc8ba5.webp": { + "original_hash": "a11642e50f68e41c69b1580c9b724ef1", + "translation_date": "2026-04-06T20:16:34+00:00", + "source_file": "lessons/4-ComputerVision/10-GANs/images/dcgan_generator.png", + "language_code": "km" + }, + "dog-from-unsplash.426f9fbca2febc93.webp": { + "original_hash": "9669f6d7c9c8b74efdd1a82a262d1766", + "translation_date": "2026-04-06T20:16:37+00:00", + "source_file": "lessons/4-ComputerVision/08-TransferLearning/images/dog-from-unsplash.jpg", + "language_code": "km" + }, + "dsh_age.d212a30d4e54fb5f.webp": { + "original_hash": "61b9b2e2e29d9be9ae8f2edd8fa14ed4", + "translation_date": "2026-04-06T20:18:19+00:00", + "source_file": "lessons/1-Intro/images/dsh_age.png", + "language_code": "km" + }, + "embedding-classifier-example.b77f021a7ee67eee.webp": { + "original_hash": "0c4233111f66d9c6925af5b97f9519a0", + "translation_date": "2026-04-06T20:20:56+00:00", + "source_file": "lessons/5-NLP/14-Embeddings/images/embedding-classifier-example.png", + "language_code": "km" + }, + "encoder-decoder-attention.7a726296894fb567.webp": { + "original_hash": "e0546cbc8252d764df7f7212b371f0ed", + "translation_date": "2026-04-06T20:20:21+00:00", + "source_file": "lessons/5-NLP/18-Transformers/images/encoder-decoder-attention.png", + "language_code": "km" + }, + "example-algorithms-for-converting-words-to-vectors.fbe9207a726922f6.webp": { + "original_hash": "6e976f26b9bb4c7a021187e834132123", + "translation_date": "2026-04-06T20:21:00+00:00", + "source_file": "lessons/5-NLP/14-Embeddings/images/example-algorithms-for-converting-words-to-vectors.png", + "language_code": "km" + }, + "f-rcnn.3cda6d9bb4188875.webp": { + "original_hash": "fdafedad20701c95bdcf6bb923822ab1", + "translation_date": "2026-04-06T20:16:59+00:00", + "source_file": "lessons/4-ComputerVision/11-ObjectDetection/images/f-rcnn.png", + "language_code": "km" + }, + "faster-rcnn.8d46c099b87ef30a.webp": { + "original_hash": "067e2ca96344fd6d0490e0530a922b36", + "translation_date": "2026-04-06T20:17:02+00:00", + "source_file": "lessons/4-ComputerVision/11-ObjectDetection/images/faster-rcnn.png", + "language_code": "km" + }, + "favicon.37b561214b36d454.webp": { + "original_hash": "228faa6584f8ba1f7e9a75e3200112e9", + "translation_date": "2026-04-06T20:14:59+00:00", + "source_file": "images/favicon.png", + "language_code": "km" + }, + "features.6291f9c7ba3a0b95.webp": { + "original_hash": "e2727bfacc1156e045d1879bbe86e189", + "translation_date": "2026-04-06T20:16:39+00:00", + "source_file": "lessons/4-ComputerVision/08-TransferLearning/images/features.png", + "language_code": "km" + }, + "filter-horiz.59b80ed4feb946ef.webp": { + "original_hash": "b081df9e2042850983a46ff817b88d55", + "translation_date": "2026-04-06T20:17:28+00:00", + "source_file": "lessons/4-ComputerVision/07-ConvNets/images/filter-horiz.png", + "language_code": "km" + }, + "filter-vert.b7148390ca0bc356.webp": { + "original_hash": "bef527fda3ae7113ec9ebb3ab74a6298", + "translation_date": "2026-04-06T20:17:41+00:00", + "source_file": "lessons/4-ComputerVision/07-ConvNets/images/filter-vert.png", + "language_code": "km" + }, + "frame-difference.706f805491a0883c.webp": { + "original_hash": "a141e72f08e1b8f7451392889af90072", + "translation_date": "2026-04-06T20:16:44+00:00", + "source_file": "lessons/4-ComputerVision/06-IntroCV/images/frame-difference.png", + "language_code": "km" + }, + "gan_arch_detail.46b95fd366f8e543.webp": { + "original_hash": "ba3b25748ca02c3e725e9a1969ae5c5d", + "translation_date": "2026-04-06T20:16:31+00:00", + "source_file": "lessons/4-ComputerVision/10-GANs/images/gan_arch_detail.png", + "language_code": "km" + }, + "gan_architecture.8f3a5ab62b8d5d69.webp": { + "original_hash": "4993c22b32d24c9d2d087645c2a90d81", + "translation_date": "2026-04-06T20:16:26+00:00", + "source_file": "lessons/4-ComputerVision/10-GANs/images/gan_architecture.png", + "language_code": "km" + }, + "history-of-ai.7e83efa70b537f5a.webp": { + "original_hash": "644e648b98fcb10fb9713452ff02934d", + "translation_date": "2026-04-06T20:18:18+00:00", + "source_file": "lessons/1-Intro/images/history-of-ai.png", + "language_code": "km" + }, + "ideal-cat-loop.999fbb8ff306e044.webp": { + "original_hash": "c54e983c591431338bf8ddac9ab8415b", + "translation_date": "2026-04-06T20:16:37+00:00", + "source_file": "lessons/4-ComputerVision/08-TransferLearning/images/ideal-cat-loop.png", + "language_code": "km" + }, + "ideal-cat.203dd4597643d6b0.webp": { + "original_hash": "5b44760be530a91be18a5cceebbc2cc3", + "translation_date": "2026-04-06T20:16:40+00:00", + "source_file": "lessons/4-ComputerVision/08-TransferLearning/images/ideal-cat.png", + "language_code": "km" + }, + "ideal-zebra.7f70e8b54ee15a7a.webp": { + "original_hash": "6944fb46795f714f0ce8e856c405498a", + "translation_date": "2026-04-06T20:16:34+00:00", + "source_file": "lessons/4-ComputerVision/08-TransferLearning/images/ideal-zebra.png", + "language_code": "km" + }, + "image.896e8254a2c60d45.webp": { + "original_hash": "0033165481f191386403b85801811833", + "translation_date": "2026-04-06T20:16:27+00:00", + "source_file": "lessons/4-ComputerVision/10-GANs/images/image.jpg", + "language_code": "km" + }, + "inception.a6605b85bcbc6f52.webp": { + "original_hash": "ebf0f6b0257fffb906b532d86fce2a9c", + "translation_date": "2026-04-06T20:17:40+00:00", + "source_file": "lessons/4-ComputerVision/07-ConvNets/images/inception.png", + "language_code": "km" + }, + "instance_vs_semantic.eee9812bebf8cd45.webp": { + "original_hash": "f21d7fdd7090fd9f8a3c1178a8521076", + "translation_date": "2026-04-06T20:16:10+00:00", + "source_file": "lessons/4-ComputerVision/12-Segmentation/images/instance_vs_semantic.jpeg", + "language_code": "km" + }, + "iou_equation.9a4751d40fff4e11.webp": { + "original_hash": "0a27f4ab37ead8d77cdf94a0bbc99e4a", + "translation_date": "2026-04-06T20:16:55+00:00", + "source_file": "lessons/4-ComputerVision/11-ObjectDetection/images/iou_equation.png", + "language_code": "km" + }, + "jalammarBERT-language-modeling-masked-lm.34f113ea5fec4362.webp": { + "original_hash": "47f7de9ada12b89dcfa75d81eb0aaf15", + "translation_date": "2026-04-06T20:20:27+00:00", + "source_file": "lessons/5-NLP/18-Transformers/images/jalammarBERT-language-modeling-masked-lm.png", + "language_code": "km" + }, + "knowledge-spectrum.b60df631852c0217.webp": { + "original_hash": "71b049ee26a22a68996034585436ca59", + "translation_date": "2026-04-06T20:18:31+00:00", + "source_file": "lessons/2-Symbolic/images/knowledge-spectrum.png", + "language_code": "km" + }, + "lmfilters.ea9e4868a82cf74c.webp": { + "original_hash": "aa029ea2c45afbac3026a0a558eeec43", + "translation_date": "2026-04-06T20:17:41+00:00", + "source_file": "lessons/4-ComputerVision/07-ConvNets/images/lmfilters.jpg", + "language_code": "km" + }, + "ml-for-beginners.9e4fed176fd5817d.webp": { + "original_hash": "cd606a24083e039082b0486fc8382823", + "translation_date": "2026-04-06T20:18:11+00:00", + "source_file": "lessons/1-Intro/images/ml-for-beginners.png", + "language_code": "km" + }, + "mountaincar.f7b7a7f6d4f9933b.webp": { + "original_hash": "61c868cc389dc92bd2b402ea490cd162", + "translation_date": "2026-04-06T20:18:10+00:00", + "source_file": "lessons/6-Other/22-DeepRL/lab/images/mountaincar.png", + "language_code": "km" + }, + "multi-layer-lstm.dd975e29bb2a59fe.webp": { + "original_hash": "27b6355fd86c9e8e6d443015653be763", + "translation_date": "2026-04-06T20:20:09+00:00", + "source_file": "lessons/5-NLP/16-RNN/images/multi-layer-lstm.jpg", + "language_code": "km" + }, + "naive-detection.e7f1ba220ccd08c6.webp": { + "original_hash": "4c96961c12a09f8e055546ed2e7de470", + "translation_date": "2026-04-06T20:16:52+00:00", + "source_file": "lessons/4-ComputerVision/11-ObjectDetection/images/naive-detection.png", + "language_code": "km" + }, + "navi.2f20b727910110ea.webp": { + "original_hash": "fd3a1b48f7317e152edb2d1d943da24e", + "translation_date": "2026-04-06T20:16:15+00:00", + "source_file": "lessons/4-ComputerVision/12-Segmentation/images/navi.png", + "language_code": "km" + }, + "netout.1eb15eb76fd76731.webp": { + "original_hash": "187261e2b5036746ee9d9106b1f7df1b", + "translation_date": "2026-04-06T20:19:24+00:00", + "source_file": "lessons/3-NeuralNetworks/images/netout.png", + "language_code": "km" + }, + "offset-sequence-representation.eb73fcefb29b46ee.webp": { + "original_hash": "52e7632a2b668957b903bb2607e953fe", + "translation_date": "2026-04-06T20:20:58+00:00", + "source_file": "lessons/5-NLP/14-Embeddings/images/offset-sequence-representation.png", + "language_code": "km" + }, + "optical.1f4a94464579a83a.webp": { + "original_hash": "1be97f7f2f58285c9960a90e5d5ae337", + "translation_date": "2026-04-06T20:16:46+00:00", + "source_file": "lessons/4-ComputerVision/06-IntroCV/images/optical.png", + "language_code": "km" + }, + "original-dog.8f68a67d2fe0911f.webp": { + "original_hash": "3ed859629b4141f735fd0d3c1941f520", + "translation_date": "2026-04-06T20:16:41+00:00", + "source_file": "lessons/4-ComputerVision/08-TransferLearning/images/original-dog.png", + "language_code": "km" + }, + "overfit.a0bd57f717c15769.webp": { + "original_hash": "810408efec3fc8cb44a2b4bc53466a6b", + "translation_date": "2026-04-06T20:19:39+00:00", + "source_file": "lessons/3-NeuralNetworks/04-OwnFramework/images/overfit.png", + "language_code": "km" + }, + "overfit1.f24b71c6f652e59e.webp": { + "original_hash": "76155698e85340d9dfff8e0a628d25c1", + "translation_date": "2026-04-06T20:19:30+00:00", + "source_file": "lessons/3-NeuralNetworks/images/overfit1.jpg", + "language_code": "km" + }, + "overfit2.131f5800ae10ca5e.webp": { + "original_hash": "eb04381b2f222518ec400b98ebf441b2", + "translation_date": "2026-04-06T20:19:23+00:00", + "source_file": "lessons/3-NeuralNetworks/images/overfit2.jpg", + "language_code": "km" + }, + "palm-movement.341495f0e9c47da3.webp": { + "original_hash": "100780b2e1d5adff2739adf58fc18404", + "translation_date": "2026-04-06T20:16:45+00:00", + "source_file": "lessons/4-ComputerVision/06-IntroCV/images/palm-movement.png", + "language_code": "km" + }, + "photo-cat.8c8e8fb760ffe457.webp": { + "original_hash": "29d10fef28d240c48995ef9dd23e477a", + "translation_date": "2026-04-06T20:18:18+00:00", + "source_file": "lessons/1-Intro/images/photo-cat.jpg", + "language_code": "km" + }, + "pos-embedding.e41ce9b6cf6078af.webp": { + "original_hash": "f0910082dcac063f3baae2e1f28b4e30", + "translation_date": "2026-04-06T20:20:33+00:00", + "source_file": "lessons/5-NLP/18-Transformers/images/pos-embedding.png", + "language_code": "km" + }, + "protege.274177ceeac13b38.webp": { + "original_hash": "56d5a5aba9b9e89a927f7fdc42ba16f5", + "translation_date": "2026-04-06T20:19:19+00:00", + "source_file": "lessons/2-Symbolic/images/protege.png", + "language_code": "km" + }, + "r-fcn.13eb88158b99a3da.webp": { + "original_hash": "38cd0e0105546e56fa17b711d445195f", + "translation_date": "2026-04-06T20:17:04+00:00", + "source_file": "lessons/4-ComputerVision/11-ObjectDetection/images/r-fcn.png", + "language_code": "km" + }, + "rcnn1.cae407020dfb1d1f.webp": { + "original_hash": "9cf0ea86d9dadf06a31cd109efc49796", + "translation_date": "2026-04-06T20:16:59+00:00", + "source_file": "lessons/4-ComputerVision/11-ObjectDetection/images/rcnn1.png", + "language_code": "km" + }, + "rcnn2.2d9530bb83516484.webp": { + "original_hash": "cc44ad151b6d88e2838db475e7ab5dff", + "translation_date": "2026-04-06T20:17:12+00:00", + "source_file": "lessons/4-ComputerVision/11-ObjectDetection/images/rcnn2.png", + "language_code": "km" + }, + "resnet-block.aba4ccbcc0944434.webp": { + "original_hash": "cf2131c7cb1053d6d2559ef83df057a8", + "translation_date": "2026-04-06T20:17:19+00:00", + "source_file": "lessons/4-ComputerVision/07-ConvNets/images/resnet-block.png", + "language_code": "km" + }, + "rnn-anatomy.79ee3f3920b3294b.webp": { + "original_hash": "cac3c7102f2bc410efd6230b3bc58c63", + "translation_date": "2026-04-06T20:20:12+00:00", + "source_file": "lessons/5-NLP/16-RNN/images/rnn-anatomy.png", + "language_code": "km" + }, + "rnn-generate-inf.5168dc65e0370eea.webp": { + "original_hash": "d3ed5c87de90c01b0b77ca02580b3707", + "translation_date": "2026-04-06T20:20:53+00:00", + "source_file": "lessons/5-NLP/17-GenerativeNetworks/images/rnn-generate-inf.png", + "language_code": "km" + }, + "rnn-generate.56c54afb52f9781d.webp": { + "original_hash": "67332ada2d0603921bba37c06956c70e", + "translation_date": "2026-04-06T20:20:52+00:00", + "source_file": "lessons/5-NLP/17-GenerativeNetworks/images/rnn-generate.png", + "language_code": "km" + }, + "rnn.27f5c29c53d727b5.webp": { + "original_hash": "bed0f1884d1a2c2620e6ba741af994b8", + "translation_date": "2026-04-06T20:20:16+00:00", + "source_file": "lessons/5-NLP/16-RNN/images/rnn.png", + "language_code": "km" + }, + "segm.92442f2cb42ff4fa.webp": { + "original_hash": "87d6cbfe87db8fd64b45fa75ba863e60", + "translation_date": "2026-04-06T20:16:20+00:00", + "source_file": "lessons/4-ComputerVision/12-Segmentation/images/segm.png", + "language_code": "km" + }, + "segnet.87377542aa5a8b76.webp": { + "original_hash": "fa6d2d499aa2ae589a14caede7534561", + "translation_date": "2026-04-06T20:16:23+00:00", + "source_file": "lessons/4-ComputerVision/12-Segmentation/images/segnet.png", + "language_code": "km" + }, + "style.5293e85e077ab22c.webp": { + "original_hash": "f797246177c68cc33bcdf7abae8c9b68", + "translation_date": "2026-04-06T20:16:26+00:00", + "source_file": "lessons/4-ComputerVision/10-GANs/images/style.jpg", + "language_code": "km" + }, + "synapse-wikipedia.ed20a9e4726ea1c6.webp": { + "original_hash": "88212730ecd9b0c8b848c319951427d8", + "translation_date": "2026-04-06T20:19:22+00:00", + "source_file": "lessons/3-NeuralNetworks/images/synapse-wikipedia.jpg", + "language_code": "km" + }, + "transformer-layer.905e14747ca4e7d5.webp": { + "original_hash": "dc9e2e401fa5e5c36a322b6721476ccd", + "translation_date": "2026-04-06T20:20:37+00:00", + "source_file": "lessons/5-NLP/18-Transformers/images/transformer-layer.png", + "language_code": "km" + }, + "triplet-complex.32094972c7b4441b.webp": { + "original_hash": "56a2e05839a141c311db52655b37f8ad", + "translation_date": "2026-04-06T20:18:57+00:00", + "source_file": "lessons/2-Symbolic/images/triplet-complex.png", + "language_code": "km" + }, + "triplet.4b9b332587593298.webp": { + "original_hash": "302e53ea355ffb556d99e3962d0a6516", + "translation_date": "2026-04-06T20:19:07+00:00", + "source_file": "lessons/2-Symbolic/images/triplet.png", + "language_code": "km" + }, + "turing-test-evol.4184696701293ead.webp": { + "original_hash": "80d11b1074d61e5d6e4a207f72902e89", + "translation_date": "2026-04-06T20:18:25+00:00", + "source_file": "lessons/1-Intro/images/turing-test-evol.png", + "language_code": "km" + }, + "unet.3adb555bf39d3657.webp": { + "original_hash": "49a151c11708ee9a3e94d21448146bf8", + "translation_date": "2026-04-06T20:16:14+00:00", + "source_file": "lessons/4-ComputerVision/12-Segmentation/images/unet.png", + "language_code": "km" + }, + "unreasonable-effectiveness-of-rnn.541ead816778f42d.webp": { + "original_hash": "2a37bd4e9b12bcc19e045eaf22fea4e5", + "translation_date": "2026-04-06T20:20:50+00:00", + "source_file": "lessons/5-NLP/17-GenerativeNetworks/images/unreasonable-effectiveness-of-rnn.jpg", + "language_code": "km" + }, + "vae.464c465a5b6a9e25.webp": { + "original_hash": "0b658c7862077e139162c756bcb98071", + "translation_date": "2026-04-06T20:16:02+00:00", + "source_file": "lessons/4-ComputerVision/09-Autoencoders/images/vae.png", + "language_code": "km" + }, + "vaemnist-diag.694315f775d5d666.webp": { + "original_hash": "0652f5a95005348c6b1533438103dfcf", + "translation_date": "2026-04-06T20:16:03+00:00", + "source_file": "lessons/4-ComputerVision/09-Autoencoders/images/vaemnist-diag.png", + "language_code": "km" + }, + "vaemnist.cab9e602dc08dc50.webp": { + "original_hash": "8159b2f649e6dd8efa071455d6f222b6", + "translation_date": "2026-04-06T20:16:06+00:00", + "source_file": "lessons/4-ComputerVision/09-Autoencoders/images/vaemnist.png", + "language_code": "km" + }, + "vgg-16-arch.64ff2137f50dd49f.webp": { + "original_hash": "9fc348503d0ec03875e4b46f896f3aa9", + "translation_date": "2026-04-06T20:17:33+00:00", + "source_file": "lessons/4-ComputerVision/07-ConvNets/images/vgg-16-arch.jpg", + "language_code": "km" + }, + "vgg-16-arch1.d901a5583b3a51ba.webp": { + "original_hash": "5b0f835d04dc20d097a0b89c88339966", + "translation_date": "2026-04-06T20:17:31+00:00", + "source_file": "lessons/4-ComputerVision/07-ConvNets/images/vgg-16-arch1.jpg", + "language_code": "km" + }, + "vqgan.5027fe05051dfa31.webp": { + "original_hash": "845e5593c927fd3c3c125a90d0f8eb87", + "translation_date": "2026-04-06T20:19:53+00:00", + "source_file": "lessons/X-Extras/X1-MultiModal/images/vqgan.png", + "language_code": "km" + }, + "yolo.a2648ec82ee8bb4e.webp": { + "original_hash": "e8835638234f5c21fcf36fdede6457f4", + "translation_date": "2026-04-06T20:17:08+00:00", + "source_file": "lessons/4-ComputerVision/11-ObjectDetection/images/yolo.png", + "language_code": "km" + } +} \ No newline at end of file diff --git a/translated_images/km/1200px-Girl_and_cat.89bd70951181e86a.webp b/translated_images/km/1200px-Girl_and_cat.89bd70951181e86a.webp new file mode 100644 index 0000000000000000000000000000000000000000..47042c756d81976cfb99a4651490c927070950a4 GIT binary patch literal 114280 zcmV()K;OSoNk&Fsz5xJNMM6+kP&gn|z5xJmk_MdtDzF4}13obribNtIp(LX+>G+Ta z32AJ~{3d(PeW!Q4EbwHa>0t#a(G5C8xZpr@>mtRKz3)*MF+tPfhxW13i zKi~WQgwyQusrKd8Gh}0too<^ z#nbicf&bH`lh%VAbK}4M{O$aQ{{H*@75$s|pY;E;zUklh|E=@Q?w{-b@&9e=KlCrl zAKL#p?Kk|N4}OH|7w*43=#+Lkg1=$^GyjwQNAG{5AO2tMJ(~SX{iptqaF6I8-aqSq zkM~FYhmp6Qf9?N+@EiSi{D1yG^k1CcOkd)E`Tv9eBiL8fpZx#Vd!m1Z|Hb}e+f)C~ zzCYTp|Ni#hw*UXfgBlySKBL>WwcGJkRaI40RaI40SzX;Mdwfs!yHt2yzKBfB0`?PW z3ux`It>A@Q2+K`qqyEpRMQXQqcX!Ov^C;2&7h*u-kvJ7aRaG{?8X?|!Ww0n!S1921 zinM8*%aRcLfq@~1^ct&Jql1Bo$M8cID$#eLZ(cUj?uaJnaN%B&qX9Qs3K@aQh)xm< zlKAe)V`=anL!#8=$YgvPQ{=MSP3`I>3!v6Qs0M4A8-2xacZ(w&xQ#&Gj1Qh|5d8y3 zp%j_3p=I<;%*bLWSNMOd`(miYNZ!!^(?uSP93C+9j~USG>ce0ZJsHfsFF;5=0IZ^> zSgVe{Dx5KBKL75k*4cF75fLl506}3HsN*t|U3kHr3?eyN^P(tf`T1;{G{XmOiFh>K zJDG=Z+0xj_KA`hRnFh;UHlL~>>klh2Lc8PXOF@Vg@3eOIpsPSWu0jcfBSVgxH_6Lw zKH5T**J}%Rw zt?uZ2l-gxzlhjgFn4})R&kF!AW!N7VLJNrgs26fpTRi??>sN^_DYI@{A)joDFNt-# z+WI474@JY#$FUey3Ub;I)1CHVo^$Kj!LkBpxQu`78w}e6oYdMNvUBC7S{mH-SO#DF z?9e+HIW^jT^)HMuHp^@PMfU*XI?eTGTy(YpAC;Pj4XL_F2kbU0u|ni&L?iCvWX>~j z{=`_3N1y8Fdt}Cp++T2c4E7VQ5Ss@$M=Y0}oqD8b#NK@Bp*d_r;~TlcKu!R&0eD#< zZSx%rT2ln3Tf{rRa$tN1&mLXThmpmNJ@^#fl8S(ucccEmua5G>zUPav8@?AtAZ;3{Lk1WSjl_J9ewLaBYsLEm$~T<>I@06F}#H*Kyjk z=ZmMy$Ipd7zMnVCL9x)x3EqrLn2osNk^81GS-fvPiRG~do-??48rJLAQAKh^}EINunS%oY?!<65f z{VuGY`1K_yu-CqU>6nKYA$@TLD9n@zKCiMXVUhJB__l=n1J&~12H|=Ev&xJhGE=Fm zQx84`Ias%Bcip&02OiwuKVVcFgcQVFF1_t$;?K^-U{U_lE!bz~?bDzh~dZ|gL zV6`4f!>8G;6R%2?~Rc8dC>cw!Fpz zo!V9ZYM8h>;iN^^0UK(F>rP@2heOH{_4)2x^z@CfA)rmi1Ay1wj9am{BimX(F*n6G zrDjabFBvxDQdeZ*yh0s-544X5V9=8iR#- zZlFC*`|?!Q<^m;%++WuzL4X(()Bz`Lfk@+C=;Kd)SAF&2rqTc1 z3x#ufUc>#@WYf{c;dFmoN{g&+M%DMDV+{61P54IsS9lePN6DO+XEJ#VRail6Jw}Pv zKs!mwmD=O}pO&tcMu7V&9dnPP+w-+)zCb=*9j zb)Z^SdLK!f(j*t{z#TOaj$blp%s$S~{dfqpVG84q!ksE(HQg&y?b=h!c+EPs>-0v` zVNcx9F!z}-hWnl(hG88bv0vl{?{TG7?qq!W&zw85*yl-NMtjJ<&PHrpYo^D*Z+zG9 zDiuYLwdMT$VO6R?G7z#T12eV;>TQ0jy*=i6a}xx%HpMbk;;ml~k{zDo;!xq2zaMP+ZF{d&lMAhd%ULX~*<8Xi{ zAWbjlga$~LjTJP(kT_Ut;_tFBT!i@99!eNu@k~kl|ZMm;f ztzymQ5WemrTalkg+O<55zMV^SO;|6OqLYy6IfM|IyII0vf&`sKf?&p0@L2Gw-L9Go z0l9vYi1*N^MjK6nR;O}~{^+JNdW_2ZdJHP}N#+vKeXi9|(5Ggn^G0T`eG5(Mjz@jg zHS;VZ57Rq(lC!S&5G!QEGcDuP=`7JSVEShlpjA`KrGh*KItOs1A2@TD-PrFGp+DfY(-XjA-ZGuoNAvW6{nW_SPP~1UYyz z^iHSCxvFzIZ(P`;TOj6IGhxd-cAYweGgot|-EgeS?qp*((Wf_JoXTJ4IZJItbOLgR z)V|^Saq$_K(TOQ|-?o2cTR#j(6&Y|pG^J##I!RJytftU>Ct=XXt{!Td zgX#4RO2mfx%o;4aO)_{{frnXcP#=$s;e!%IZxo!cq1gUMv*@tNCNw^C&O59tP=Zdq_Mz%DYU_ zz_CTMVNrs9`kZCh!XSW-f4N2Q`hBX_>iiCNou-J`|ATLcPr|sLN=?H)%T|WsR4>)CQXt~=An+x0MG13>-fc6hQxf+dVp)Q z`}TTEjk$LJAzZu1L}GQ)uX7FZTK_kO$~1SElGYFV{`*0ktzuqMnmZT-PBo}z7ghui z8H#ho{Z|wy=Xj@q^Zybc)W*KGU1TtUH7d5W_wrDE)`s}Fc=?>DJ5lh8}~u*U`2W^`yjP^f|>MvE%DWRb-XIt(F2}@xG$2pqSLb`Sa!c?AiH5ovILQ`DmMApL0rBUHkte z%3+SveKqDRXK4vpeC167wF*#cMZ!c#?pAEo1jK3=~6uo@MwEA$mAj zW-5p0U;$9rRMT}#<24(+ouc#g)cLMfDs_he4(SY6R!Ud5@eP2iqYv}Z#bH7Q^#aoT zw0!J1ZT+SAByi_;PG(%G1YaL?_i#>Yn+DrWZsk=XDC)=_%C&3_xlw7D6h|4w3ej*s z+|>?6a(!e%lnyw3q%dWaB==O+eGWpBHf#u*y0fz8*Fhws(}7b+XsD0v|L;bWeA?mt zqUm52gF~fPlsFp3s`#tq>e+WyvVqv4R=Q_7#DYDcr;)iniu#>C#k=6cW6wA;#D`$t z|5z#aRBl5j&|pLVK8(43BU)X<>N%gAQPO50ss(Obc*9}!`&Lmo*FfnWe$Do^Q{){1Pyo@nWRgULyg#GSvvMur21pE}>y|Lz}_@^Dir3rQyCieYMLW&t-Eq zV}Ck}YEpkmS(?789F3))_;39Af!*dS$El+6Q2%ZK&*`JO*`*g*vww1^?~eva%CZ1y0i?KEaYL7`>#pIVGMp6~(TV29i&}iezp! zA@b6~cHMsf1T{WG1J0dV(h~Re2uI?{$3h@`yRm^3JXZ8STtT@XguFK^!r!Xr1n!tA|9Yy=sPV{cp*_errJhMj>G$jKOK9VOX`1xHDq_Wx<{ zZVCD(OvB|U4}fWdA{Uv{_Y`IFcM;<>q75TS0Fml6mz>l^a)WIImmQ~;<(ih1^0tTM zS!tD(22vn85avB~Z^3}3>7o6R@HjKPk;bh2>5yfpv8$a@{F!Cnf{J?a7`ypr|L3_{ zMOC1MnCr}2@^65&RLLb>>xm2=e^i9PYI>L$2X_op4YYRlmnl%jGc4Dn$#Z}oaYDz614SE7XkVsW^DTy`RCpn1 zYFh{BGR@*}(=X1S*DKF{NyK)$x<8+cN`>@;<>yfX7a z2F~N>zsC^8`bcf{MatV}=OzwQAkNZ*5-nfL_IHuMfR=&DX$9QdGAqh&O&sihk!)R6 ze=)EmjA!MlTJ=(UkwYJ^;Tqv(Zdz3%_*lkZmmk(G zvj4#}9BCU8pV&QIGC8XWY{`03!0zXYO0(S*7=T}5;4)QY_?d#Fh`;|WV>29u3vlXP zmfs81#E{|pK9pvxt9G7zoX1i4=;gOBtrEL} z)v^ZL9qz66_~n4&CVJs5?`OBqieGe7@AUwd>h$R`^IY9xWlTwx&_GpNFH4(Im; z{=f#(SpPG}pV4}0(%9b2Nn-RDz*(b643{!=%gj{$>5h$1oDD^j?_CIlC1eFZ(Ow70 zeUH@^cc64L;5aL*ptlLu4TG-}+J-*$%G|w|J&KB{6{f+X;WPs83B9k=tIzgEpa=X< z>6lg-Kwr;{kIe5OA2@q| z>R3%(D3l;?K5C({vO%Z*CVk5g=?zg4nPsQKTtnMivkm zv-CHE=%r6ib_3mQ1r`x_r z^og8R>O*o1S^6b&bA<2YZV;Jz8+ymipki|MX6^Hq&{!J!JaZ1_q|xDfcAOi(MLBUj z!2&~AcK5f&EDnz z4ManO+b0R@tegE$A%DJ4FuQ{xfxDCikaD5#4E+5`t&QwdlU(DE6#MLTOr@>7yZH3< zK@9P1JMvx^PiEbWKg{fOt@G=A9r7>f_!hGuew_zc=sL%5j6yGF5oTOsEs0i=AL3_+ z!@rLA189K#<>ECK?%t(TRz`()T^ou*L7rall?pnk%YGZK;!o7K z*s`J~7Yl>bsU#A@$r;)BcN#Bw-b20A8kpU`t{Qm-zMM7*n4y$UYg5J83|n+>hMw%S ztN~-CxMTU(^S#{g-085J`xLR?Y?%rJx;>on8K^>i94zic`vYCo32@JDT-lHo59CRk zEashs2L;+YDnueMkqW*$)`WFWYSPBsZ;`sq85^zX8!Ev>&b%;MLw+y^bP7fJ0=2|% zrKg0~->s|3G=BE$!scU9Q+k164Z1~sVgjPa-%Gq`vZhXuNiKvA?ZS@4`KrTBb^;iZ;)Uq zbCoKbG>)jCZ7>?jdn0spER6$Lz9a~j-NDd+aT=guu50EeiQ&-f7Lyy5<%p9}8^%w_ z34FOi#2d+1@&!Tzp@*d}{jp>A&y~^1*YR%!i>X81w74KF4`5#w4rl`Mp;3 ze3uHG)RAXk2=1eyC7J{k$A;9$Nnm`#F)}33Ct|Z69yzq^T)OGKIsm}@e!GREh{Opn zK8nV!*KhSzu36ONQPP$i06W=JOrUXrjDdcf; ztj47{G6QNA1|pS1929FT?IC!t-}$AczHgtU>!7P|AJ)uj#u5U6^+XPB=8~)-sB+$4 zW|h8og?p4@FgryL`^&XU^GVWBOo9Q66dNPDmUKI))1Z0Xa6|B)6w4-`~xU z=K1LPllQ8igMq(B-o{i1L8pHF{nbr_c>oK`2zn^dKHo}p=&)|LQuTuzB(Gb=7SNCZ z)9oz7m9#9NWR^z0ypdJC7`r6-{hMjoN{K{`)TwVzj@1T(jsX`!J)01E_TbI1UXiY_ zV%@!%T#423`A8eUF1E{+60)Zm06TOlFCEz=X%#H!hH&`4Z)ZhYb)NS*%gUksHiZj? zD8_6P6*4w|)ey5fqzjB)1*Y8!K-bb+PJy*#DPPK0bfdG*&B@XTg8<}Xr>pjO`K^g& zeY~-_g*g%xW}`|xuIawwj48?70SpPy@9OURn^L3EA_r_HmT;8xijE*sN;zmkmy050 zB?5-EtqIOG<|qr^ocAA{%#44Jf*Dk%gsrs1OeNM)tR%4?lWg&168}+>s3w(a4CC0( z3`;44ro^U?BF{tyrTKTx4Atk`T#4COXb@?D2PmevrMs+iocRP|1t(Y`b4jU?9sB%L-3#a-f} zqJKv0R%$aHvkOut3RlSxVOe7-lsRs?)24mL{m-eGocpuKty z{#bS2oK@T?S+^qn2MsM{zz9Go+$UvoMrG|U!=Ig#QZ}Zi8mln;a;JJ$mCn~yu8Wi( zv;hGBS3GJ3n$v;Ic)ehFAP%7JnbGm$mI}mllf~!8A*pcQy0Vh8-w#3u@SgetF0WcP zu{uh>OGm^*h0swvPxyFdlrh*^3a{;Nojzj!f6(iSB+J%Ltp%)dn}WCV&eMw>8%V^5 zEcRuZVc)F)??gF86*S+8UdPS#Z=SfIX#)VSW8ER1A_oU|KE(akj$}f%r(dt*CGxYa zIT;`}Ttg5vs4fk{j@m$Z;hKx_+EQ>7M+rcmx{uikJGqa7xCU^hL&VHavIYwnJ2 zHu%O5O(QH7(C_cNKhno*Q-yY5vSJ71;Go>m>7Y8JHoycZbdY5vLX^-IXUCm@_YWo(f-^wl$+ zEYAw$aUWDJkpYJ_mn}3x>*fDm5UBg1LZZm;C#U$6xndb+fKR&8|2e(f=vz%C&mLWB z$egBi`*{{NrNyNgs5R*qkC!}^ozSPa|NgU3dzFX@$l^l#7`H~FA|DBTOWM+*bf%lV z_*ETkEcC##CKUo={2$k3@y%En+9SAS%nm~+!fF|~Cvs6_dn0`zfpJi&W`BCfWFU|( z!RAmK6Dhxo3<>wQgdF0Wu5@5OU>>Tnv5Jj$3SLnPPB_1}Ida!b-de!{-HNZ17ZD1- znzD~O6ROuh%7GuL35jQz@y}(eMqc&~lZc=YGnE9_K467jZUVp1Dn;NH0%FBV`+lX$MD6K$e8FA$Ib7MZzsWv*ngp zx6*DefR>>Sh|Fsr_R-4h^a^@Tl`p@2t&HrLD5{DWYP8N2we)GPV<&f9(@q)f{XDYk&5+%WH7 z9sa*ey#auJ25Qy-vGyP0X9`!zHQSU*fB&3D55!;e!g$pKaRkB0aPNqQ;&)_a4ZnHd?k&#tQwBk>|POQJ5^ zjC$7XSJ2zOOgYYNw1PQgT{`lrHr;-jD&d_LPd(N&7O+|caCB=9rqOS-GwkQyXLHd8 zc?I2+eY8*i2RX$Ui@yn7i+-B#^@a(6e_K+O@WrpoPf(lQG`jFx@~fZUSSa|6Lrjn; zP&crQjH%AP6`1!%7Obc^FK!{vA;fphZi>?k2l-5iI_dQ7V*KqHndn$JtANCoP-H8r zO3?!W<4&W=0XCKKzVkvxEeIc;Ey3 zcSov!{%zJGBshqu(1PJiFsx}UD>qac%4MSwZfUY5Z*lB(3!G0Lv}ErK*OgKJU5M#wcHB%z)93cSg)fH*#6XM1Sn-`eO{^$n$?$G zh8MoBb90_;dn|A$ph4o^K{!!qH(ZlrFFDdBDknh1TBpr^F;NEI?KxSC+vG-D)N)|t z(k_rtCZ+)1a(@XF&8i$2t+U>87Lm9@QRpoKfo5zt(UT#XpoPy%qrplr5y)okOYEo#e;Q8Ai${4R{h@z-&8g z=Aww28Pk2w47ef`c;Vo+b6L~Ic7d}BdHq$^U8V$`^D(!|-5x5~vQ7akXnnNvGGVq9 zcpZD3V2rAAn&X4l*QkEPBpXTiPE_USgK(7?=?&cmX>u*2Uq<*`+h-0Fsf7o0M*r`P zuwi5|F5Wx|PSBRD{AqZl%Z#s}_Ko$zIz;k4L*&G*I_gZgj@H8}C$S9J)~Vb>Zcf@2 zD+68gW$;YgR;sEETo7<_5oG5g4s&=V{cvR;!1*kvy@D!I2tt({Wqp@M5D%+P;tR>d zFqBIyMvzpU&{?E+FICND4!56PI|1)q9e=-TAp4cLZEE3Hg(5mdwR8IuW zSabyLi=)K2iM{z2bkTX>_$J!%*P&W*KFPV$|GvtMr0TC9m+a6H(4=#%goCqM$P;z9 zYCFuJ)+3VshB|iqUr?Iz(VjDko>$@~-!ooNLqhw52}GQWD*K|&eK#%Nd`ur;p#(+= zia~kszsJOhrye5U9MF3jf1uHe^l z_*@;$xc}_eJh$`yn7$y(w%NwNq|2O~o*s*Nd3b(6RLc_HXGZlJ;7r3$2z)vHL(9WZ zKu$CXktI)l$&08yH%_i0I=)L3sPGPH5gaq$@MsJ)e^YyqjYEo-BPu&)IoclLJob5) zuWx7Szn`L1D0ex;FeBs%Cz?wMr|&x-%$a8SPDW_!GSMS%*vYfvpDo3E<-EZ`5^cr* z<}Vu(!3g0Z-L!{%#=-L2aEaPTy{Ld9RtiFR_ln+cDX>zwHK#7*93PFH_P6$4z%mGx zzGc=2;K6Pk{3v5!(7GNm>;$|zGbD8H>h}0E%-c_n2^f;p+=)rEKbE7jpujalWsT^% zolXW2;u{ieI<5f{Ma@EvV1H7t`RZi$D#bFvfy$l}d@u zT7t(5^L^Kd-odS?3;fcuc(dG8DL#G|#Wv7}R+ZTH#+e}2M94zYrGKZ07fuiKZy zIIfmmcyOd?s~1bguB~|C;+e@++`i_e(rm;4yrki;Pn>{pFYUChMl5Fb*z4f)^=8y~ zD4HbTL9sBq;W7M1Y6+X&5rB97(6&w41nrW7fY;}H^Jm}_GA%7ai=nMa`Mw?Wmb+FG z$%m}}h(+1__4g|M zk9cp!3pZ}t?OwNmi!zK-T2YaPB=&xo#|x!5k*;Z!*c&54e%MW3x6S;e(pou+jj%h# zd%>8?e%L;DjY@eui)aIhb3Fr2or0uCj4Lw_t^LAae6V$sqPJNEK(btlh<*&k&iS<% znYTc@R!`e4+2+3zOlyQH^m|N&67$=mb4&CkC!#9q#un{aIlNQ-=CCv-h9U9(!@SgH z<+TBAZKi|+>u;fJ|8d@m!QHM|@NICCR|BMVDN_~4@VP98NDkY*8{$Hf;fn{yC6p{O z61PJwW1DSkwYO+Jlta>BqS)nLumajS?27>aFxO@L2Z*~mcHr*I&O~B35|t1YJWTFz zwjRfd5P~^1GB*}ZvS4(+MWH2I@;~+>90N^<07+dq$7eBY-`=N zE?dc=)nlZAUf#j7ZKYfUJW$nkiW~#s)GM}Xzk%xlIFczlwtds+LhP*fJFV>z;7K8`fnsAXMc6P$TEItRf-iXyB&CztubHbdnIi|i%Z1%l7-VF{Qskqha&C3Q z3inBuj$itVK%}Q6*GrR2GQ|H=z1p(*dcJMTI##m{zq#yo&kINdLya-$=}|nY{=YFl z3m)~zR~}fF0PH`moJEn}fE&R~O9I~kZBHme?z+B>Dr+*q7h6Z;L}QSedZ?J=<~0gg zv<`y_5Cm%8UxU#H&)D9Q%P?3VnxGSdLmSpPuuD`L+{PXL!?^)CMJKF=eBx{T3Kf}# zyY{?T$wlvqAT-)l9^B3i*8HYzs`Zc7t43(Ulu!)K1DxCC5;58KNy70nnu52CwOse2 z5eC%@VF}Sy&}SedDMXKLTYkqooyiwHO=f_&@W+f|WbOky!8hRK)I`6~+mB zFalpp5}fDlB3+A2voAXSAjXq_5olbe5srNML(2#=VG`pfp7B37sgVJkLv3XS6krG@ zHqf*XGvY=(oC)D_E8&Nkvwr^&w8dm#oPgt86_kvhBt&Y=i zRCpWI6XPUbzQL0qtOU-FJ|b)QYu5a;lPj<4z;_zv@dH}_S}Fsqq86j!;?F)GL*tsH zHKMSgM^K&MRPN3x7fYV+XlR7f1n4m~p_QuI!FasrH!6NGWoKq&K zszg&r4@jZ^F?=fUg`LO@Kl~Y^Tw1m{ImSmK5HFGi1 zPHfwrBU=c$gfX1j9Sn%q;Wk9@|G_?Jv@Jc7CC}N-T2O+kx(2ODI>LuHL*@H7f9Uj2 z4mspZp{Kr|52F|%bJ}S}0+B9}q{p?$f{jJ}GREt4tUb@DP5XnuW#(Hr5=_Ov=tV61 z(x=TY`HD^xickGCXW{x;eA@|^oX@_Ac5}X=Yh#!M}-~m+cFH30M(8an7llX-5MGF+> zIe6|1?)Lz79t08K8U#J8d9=pE^+iDplBtdzDZTZi5&hEpN*qcu)k| zm5p?rn01o!4aV^Mr7vW_QNu_=(IcL$8r22p)>na z?2G5M{{>u_A6f7v^&l*tz{In3Rf}gRuq-d9+>p}`_9l{>alhhiYJ?{@MVbOYEV9J! zk|KQ9!{^J&CbS*{HW_sA%~Iz1f5VyGXg>?51;t#S*yqw^%eUS8Qh5r|e!S2k zYV%Zly8YSdN*yUdfCZG(h4+~%!1^hZI16)maT$trWV~n}kfanot+*vhw$TdDHK0ov zHpQz7go-Czq5>$g*I8Pd)OTa;RCP!YYc~m#B$xjeK4e(H2xcN>hw6RX>6i_*{Z$|Z zzFzA$hSAN(?;L_rB7kO4^t!E3oEBkW&L}zd?10tjp%pQk7tesXq8+i<78*9Kk*jB{ANn~ z&h7H6*^rl`8Co?W9ZNxMqgzO;7k9>RkB-||t21#%yjx~^Cg2K>WE(rm>6dga+9Mzy_8ndyaw&E&1#QYyYaa;@i zTRC8bveWUeC5L^iJn`v4h?H`katyHNW=1x=YmI$`&I*$rznf3j8Bcb`;T(Nmv6k_? z28s5p?_~`-!eatwA59}!6&tOp^g{vlMw8FPqUsuQ(FUqF^Nuw+X`yGw$)GCd}yug#iFL>c<`)!HMsB6gsjScx*8)Y42 zeXaR;28WVPp9T}q$1Z7Eoe|MKs0x05WYa{wNkDp1J9u?XE|tD8RXI|qj*mc>QJOe4 zgBW;v^T?L-ggfh* zS?w(j7m8S2+FSI!eF)zavY*_$YvL%zd)n>bcYEm<+8Cqh;f{N3d?PO$wv2XI zEgI%;tS_j8G|hK>>{q`Voy4UxY@YY$P02fthNtG^(~(G)3lWF@Ov8=ctSbQsNi3!B zvN(aE46chrP#vF~XOx|mbmPXS+)^^=S~(kIg*@~&uX}WCBJKsS%`$IX>c$Pi#&gcF z%v5WZolRo8Th!ML+bv4lV7$bgq{j#U{y0w{AYJ&+NFZ97q=qY2-Cn#Xk;W}8m@8F) zatEp~_94LlZmi3n)WmpXu4JHdHt{?Xmt)D3d;+J)ze{dPkZZ_RcdQyezpKjIJai)QiZ5h45C^Yb(zV&?;(tEtzo*8D*_d>%u{ATWJX=ByC`x zDdsEj_@w|)7tH#TjKcDt#%s949J#{OsMAdML{cp@UhXt zP;MB_{KhWv&%;s_mNr0Ehll#*bZhGZFFUp2G_k`0L@p-O3j7%3^qNg&-+rdm!YTTu zb+N3&hZN}l#61sodjGuPdU>RC zn4!(a?g>8=J?rmeA^$!hYaP{-qZ_^(TMD;=99Q|ZaK?qe2Nu}_WoqT4tsKz3h#ggq z#lXO!$xM!n(%0!HpNonXI*7fjgS7qUlE|${jN|`R zHNA+c{>NtC)Lk@7<6`omqT{T#X=u24rrXaFD+ckfK0#ABj@+r<_-Gi^TdRsM_#_n1 zN7~MDk4S%Joi@Vi#ItAGA;#9SrJ}u`t;y4NxH&M(0+ZuDeeb$$JN{>;`1gb5_4gLW zG79*kylbEF!DQ@9&|+DE^p(nTM5Wl~DDFi{2{L2wW>e-PqmIqqgh3&KSD zvtG{ zMn=oxAHz2zh}}0Tla& zXL&yaehjYybN=Ix=_zIv1b?n{`}Bd!t<;E013AEW!f-`T`48wU$i?~ z3jhEB09Q~9iRm<(U~0ISkNKPdC|$>-D4__1fvO|hn=it6v!{t_)P8@Yl8y&vfxjZ3 z5rB(e0E}Q7>kx|fEv_2>qJ&P#I+QA+mdnurUknh(BI-s*w$vmY{wa;E{cUW3_Fh~# z0*?0%YfgX6`glkdy>HrgI8TCz&<(5f^QNlH46Z?wY8)GmK(=24zu*G5X4n}%UMWE! zo-gr>3`yEx9>84waUioeB-5mBU*F4!klTD%@z^inBsTig?+4fTSjs(smpi?9<-qg{ zUG^KPF@K4IGyT@O?qjM1Y-3mi~(p5qanK(=%%}By~QOr3U z+2J4n03~z=G-NQEIer4_pxeNEYf38tVp_YWlbxCT=x6S$vhRNJH!=vskPQSQ%bd$t zBjTw24FaVZx4bdLNPI-?7Q{y3$C4cgU|L-;SGa`CrM~Wh2^z3KEo=fYf01tpd7{>( z;cQATEPF4+084uCaAwB@%m`7^z(O%-;PH;{c+hN{k+(5V+ly1f88$U=cp9;~VSrVS zS|9i_fE8Zd{j8`d;|ipfd2tG93Cj-x8no}BY8^itjbpiuBFpt$eeH3^)9${MQG19Q zzfIaOtX3o#qdssCgXcoDP{C^RC_+lge3LXvR)tg5Ao*lW0x#*>5Xu0qM{4VztpR-o<(x1>8^i|;00002Iw-PYOshgwa;rhIFsA%)_gepmi0s#Cr@ZXQQ)HJ0RJf2i!@h@fdp0{06OF72mno&Jx)xRbn6>zj0O#l%v0S^sI!o;5)ZN{c)|pS zDNsrn|7ZQ;g+UD(3vM^N*|w=&gaCL`p@9vw;e>(nkYi8zO1&V_LZFA!Kv`UyUZ~55 zMYCG9%-2XJRc&fWzhJ{)sK4_&BL=2DJHrlCh7pBxPPrmA9W=)S9+p!6a$2W#YEstl z+TVm>KBR&g>GTZeA+SMsRK1*YjmxK1YzTd&=rNWSX6}H_fJ31!?-=GVWjO?c4|$lg zu3YI{gm?XnR(kUOP5=Q~nxnjM) z?v7H600HkBZU75UZr?1CzzGbgV+s+VV>f@J_4oOK7eC<FsaMYX4S$hvLLdM^ z6jA@ez+k_m9}W%|GF43v&v-YJNP}!P{|HV%79{^>E2W@{08H=O&j#WBbt#@bZsEWN z2C9}6^S6CN_p%p>8_uS%24fEUssewg3`M69F$0L*&H6s0!qpP1>M^3c0N zuflAzUL7{5yQf>hA`iI3v75@w0)q(E)9_FalKUtC0w5p&3}DA-`I~0j9|e1X7s4r& z4sLv1TcklqakjB}+)#x^cHpP%0|a3@%KJ+03+0F)Y%^;XH818pAlmuwoMVE&YG_$n z(?P|Uf={nFb1!;Uu+c5AO;Q+)b2~9#Tccfy2|NjGK6;%3+I5)UCwN zv%}pP&$#?u#523&qrpE#T|DCvTIv@5K{6Y@Sc3v8|6p}B3#+%( z$85obi;TwAQ|>j8y5Ju$E%aX-SCGN8jnO+mkuN%JYi1KL7>(97^Az9;t%kV3ze7iW z=xQ3MyFW zn;_cYaOK-K+}U5fCM*w81!b>Jq}t+a^|H$jNT~9c6ONh6s*jKv_hyWD#m|OIaJLc- zEy7vKrnMj&1ENG?0eI?mkn<_UpFG={X5#Kmg6q3iP!(E5bWn{?XY#%oH-p<@GajXF zo+-wf>9`j8GZfHj{r3006uZflDr*a(_V7Yeg0V7WK5&(lE2C>-9xNo1rayOAg=Pd> z{b(60U+hbkm#s9+U`c`h-?CVk<$6wrSFag>5Yj4GvY@>&}n%Q%p(DkeBs?XkXpq4tJKj z2M$A(&24^^xL0wkXa3FID01J=* zc#1p@yW~L0mV$0=`QFYeqX}>Y#4XE^5J8I=02B>nvZF@#GL16}g;63fXE;$xzPtFFwV>MbBl8(YMMf7Qm@+=Tp2Bpo@DL&9bCGOM=uZCDN z^djqtzj?GVWkjht6nxe?DX|gIxT%S!k*orh*)5jb3wMD;bx8!kp3~nb(;7*wn=^F> zO{3vd(ujkj|C)W>#jJ$1t(Jq5$B#}nOjqqgDvsV;KLNiF=$C(($7B!hY3H$OlL5J5 zBPL<6G`k&vboA8LIFywOvHIumXn}glt_g&;x-^3k5KoWN!+MRX%Du}OKkUyR31fgw zCF-0$wOK#FdpeFQ-F_G%==PD)^vd9O>If1p?=80j3OXGV{P)obKTo)T00m{-hrxqV zKv;189}@iorB+Fy>~^`!=-OD54oi8uNj)l<#u))p<8pFL00B%7H?^_=a6Y|&GzVze zM9KFRd;&!C8o`13j6;1<$Pyak6s79$+EC)sz^1@uyS$Np|xE@@1B=kphzQXhBX(IR)KZbcP z*%UaM2PGN2_VzH zjpuZqDNN(QDt%gYxOfrWKcvicy{h2AI!1oz@3AW&=nmtdCiVaQuqiOXgQ8Xtz-yZ( z{>h|!DwOizpWv`w1vP!*6>}B#$be@X>U%UB0HcPk`#7~qYWyRl!!Ub;Tdby`bSZ<% z!x2?t4!zWi*AO5Sn{pX)h_1+LGgmlJO5;e;?)#psOP1zg;?Q3uRz2d^mW0RxHd^fi zb|k2Q#x72ZmfvaWFk7qC5cMYwxj;*2Gtl?Mykw85#QlBObMQ_!3i*( zNimFS6*n(RGFBNOtvnIfaZ}w2p4jrN8Up;6*wCIvInN%(l=oq{z!|$(obq>&bsPX==`_6jeBfZ`e z?E~YxywWL%{C)O?Cx*qtvUtHE+fFG;HRn$Cvd%+@E2Z`}7yW`a)GXJ3uNqoO^ysMK!WZw^hy&N!o(g2-y3=DV%Uq!0&d)tM?=fC&k zG@8TNB_x38V5g?OI+;K86qX)!|B8V5X&A6R9f!M#%3kJbT>>z82vP;b-b(fmk zXoqEJwf+lthbM5{8{^657xXw9>aD?x(ky*Ot@kA)$|jWsoNe32<(1adcJ#E^T||Th zwM=s^0@aPWo{7xd$l!#fE`=Hn-c*FboY>_B=e?Xw zl*Q0_@#!fS5W;NLdk4D@!uK08B7M2)fr-SEnKA0ZiOqN;+Or)M%stLUl=t)p8$6$0 zOG$CluH754Bc=mnBHFIk1((Q!)31t|4(D^k*5X;k&hEkiw21{568Znkt{>{D=Wyvu zMC?4;NCI?sh4{}1$?_**-0zL~bFL_Xlu0s5cQt6$=Wq#LZd>@jxbKG7<@gVNGMv{MDY+lM>eMhWXNSUbP~$S9&}2+P>yI)w;%)6oC7cU9?~k zY%;yf{^ubWg8|GcIe6*A1USIopqgLnyxRlpkH$rS0Jlvfszk8pVECJy6G?L?E0vU2 zCSVfr(hKP3{i>OcF6Jv|(y<5OOyEVQ5z_k6 zwE15sy5}_EOHYZkjFlm-?%L;r^+Y>Zc#Blm5CmlIb?@p+iib~?=cRv19mKCQd3u%6RdiyM+uoxYi*U{)uDX; zf>)@V@+=is$CK-ZQsJanhQV!UklwDSZP0YNfh{9ibHJ*1NS=O}Y8(`b#ABkIjjCTs z1qBu%bH(|UHj5g-*>4lc%75SS55tPVx@N%Be@Ng<4*ugiCERLou>pU=;ptIGzC}6u zX;JbUPH5Jtjl2yE-zbqeSN=eKw*(M?219E_{;Aagw-y|6y>QeKCq0N*tMS}_`@`wsQv6WG-J?cts&Z3t6b=DE{WHZm-7MP<5VCkO`RI9wdn=v+(GZL-nG-m zj;uM+SMp>>Ex`WDJ{N4^j`QQGAG-1X;{R@8!^@kCbn^d@?{!K?bqsTDE3@QD^wT^N z{*~KfVA%%i&yntp-k`ROSXEJ(DuH?l^O&I;nZmAMI9w+17%VE(ryK>BvQY(0652i6 zQ_lKIj{^ab17+$dH_%q6yaLf^CM2(Fg)?H~crxY$>J%i^^{p!*UsW;4i>Z#)@Rcl& zihNz`y}-qESsYDDR1SLGH)JVpNtw5S-ezJ>m^e(g+qSfrz6mR5SzB(7{0LQK{Ph$HCBf) zQO;L{NxyYiX+aSoM!+VWQWL~| z(wUt|?kmWZLNZ5U79X-ZbQ>Vj2>eJAqhVBH}s;W!a~b+DNJ(~f8~<>SX#ye%;5-6g7@ zNpsbNJP0tKe(Bhg>FAO!r3HewPFc%pxqNdyZvwOB`3(SLBd(s8;E|u=G{#WqBidqz zKYEimy&sJ$WWbPG<(MKA+^V>Zqm@l)lAbJPu#^onFeo^dZ$GvVW%{56>L)-PdIf{v zumj1#O!whF_ceQzNVGn*nM;&nOQfolEXeH}0U+SO6>tL+6a~SzsV00GP-hua>7t+# zc$t~Mb)E1!ZF+=M4hxD!yhEoD%I83bXr|K?E2O^8kT7%r0wqwKbQ;cTygXCS&!%On z>6rP229g4D`h8D0)R;?AZIqVbL%e(O!F&-=#1C%4(4@mVB1kd14t}K>*9-M=;Pi}S zO}$`I+7f7u;AA|p?fhBXcApEo_VJ1i2R0Kv=>-naJHe8v!VU#4)Ef9!8lUHjGP3g-FNdcnon%2Oqab6x5x z1lCy#EF&J+9ZIwW7|wk99B|Wp&7&vl;HLw2nm+Oz^BP1x) zSROI9n&Y{1t;DBQ3_I<1+aM4Jxw)R(X?4WeM{M1nuiyYFU18jq3e>58ST^${co|xT ztJKZd=H$rqSnM9kVn*1c_>f_Yd4dCDh{^~ftXtDH)w7kvHl z>ot?}A5Sfjs(TYy?ybojc43?IJ!D#$EUkm(trg_|-zV4XE&$BOt+18M@cbhIPTO@@ z@`lfSvyb4&-1c!yL%TK*>_(|BlB-TC?cEV!b0V8WtyJHJl>kPlVq?OY{Qcl`C?=tr zSVSf>mtfX)xn8LlgGOa+{=S{v|3~YjzwCsavAKZv4F`G|aN0i^X<_td&V3CDIp~oJ z8Chu{IXs^<%M~CYL(i1+e=_HAUjeoH><}rdW$SpsZb$7e zz2Db3>QZa<`wYte9`z1ap0X8~#%YXav3Xz58XvM&gT2D|%5`3QAK<}CL=m8fn@lFg zr#to3$7`^U34kB>a;`$V*Pe2~38T_}kk?QMIC+>?RL-+eJ+-#S>g8X161xW78h~)P za^FCxeq3-T9b%@u*KUcD1liBw%erbo$>?9V6)sU*4k?y{o}@EJAV7`i@pozmL%uv2 z{mF>$=9jBrb_A#5^8(h*ectoY1$&N8t?KoZTI#^cJPr__--bw$XdiU@Q^Vrq8S=p= z6d8hhX6au&3lij>$$!J|Dvu(bW&noq~n`7R)dlN&@Csa*nfv6EF)46_t$9`j9Fr8_oC za7DC`4mr!TASTL#0ebBWyfs$-Ry{|eUEmq|%)<1hq_*4Ue zXJWFkBO66rnEnJ5xp6D4ReRv=Z}{0=jn#+}=tZDpoIYX3iuju)+-*JC1UV#+vM?v0 z9*gH~gg}J3AM6i%grnHNC>uOO|D)j?op}eH>*CQ=21n1MJrWNI_pQ_>kgAc%$KX&t zI(B)jMgLlqnKH79Es4{vATD!`o_Mz%5tJ{U)PC)lX8&ndvp?o4_k+gOa(kN4P4c`m zob|RMwhXmcL$E2nfj@M~;yvO-;bRhy&jSg(xjv|TfZ_&#cdb-FieTTV_-Ezm@ zmW^}z8;AQ)K_!b#88ZK<69>a$!HOB4l-qZcK&l9%+-1NSZ@k+vzjoS92is9!y$nN0 zbO*kyj*KF|uil>bH)l+0vP3u}Bp0{T35I%#vCF#kyA>b9EO@c1UI%3rG^o@w4l%gt z7mCT8TPeMdTX7DA4-0pW19Xue~5f>0VWKBb>6ssvWTgQA%!U@Hzmucc?t zmhXf8oCF3m#O2I{joD#lHq#dAwgW2N_MHLl)%o08dVI$F$fwPHN=Rmo zOR5R5rq2fc`Q`)QabI0OlSFq~?z7v9zV$7xC=c=~{KQs?jrOE3V@$#;Mc}uk6R=jW@kp8!SiFGljH+NOLZi{s0w`MCT8+(NL?vEG1AA z*4u?VLB%*Nz@~}%uTaZ}&STb?mcZNflZlmduld!fdGAt3R%p}v0Hy>`!$+vmsn!dx zr^KBar)-CK!$TgP8(DjIGV zuT1GX>mhthtm^D}YOHK*$Kbklf%!}z`eTk2rXQ(WzZ5;(jo=~zB%#kwfXTP}{y8CX z=xgCj^6bd)NIoc#?Y)jkr~v1zH#uFpbor0SZEiwod`t^PF~g1?7E)%;=k73r6D5OH zRDt{@KBX1d-R?xH2wVAI#cu=}5SlfZw*Bi{KZ*l{+C>sf5b;4YTwuN`07os|QhXSl zY)U9@fb;VXxBmuXNoZ1Nyu5Wd5l2uFYa9?7_@rAMsOmN6`A~o&uF83ihQc2az?tF7 zAgz7`4L(B8ebX1SntslK-yM!VaN9r((Pge#iPIyn?}K&f`S=30n#7NO%Vk>#A8e{$ zT7hl~MHpG#@vBPY%x-^oL5z7>M{9FtAw9{e$NoalId@}(e$@c@f z@U%B38`&k#mxAoOnwd-TB*r3Q_jw(1x)KEbXq_ku?cebUwo#XIwS1L(mfr9mwW1@X z54mD*J^o6c`_b0iTLsDtgmCiRGz!t15TF|KLT>&4KQE3tgGKsr#L!3@{i&H)Wm!rW z#b2v8yEx3=~2dft8nbd8REV~i;df^D5gB$5 zt2GYLq{c%wxs`n>qpuZjpTM9i7-{vET&j{Q7%TS+`o0+-s769tavzF#svYpq|-AO z#x@VOUtAWcJX4F2(rGmwTfJ$O;K_E3iF0-rjiRJ4gg+WOF)GT0A0tl0d{R37Agz_$ zwnvhY99%{wE;1A9dTFt~$eRYA02=+?6XqFD$NW43e+*rTAh4pSRnkCCdS1L{yMo&R zT|Ga}m%P-5SW?O#;`{Zo8X55izViiCg9`0N7t>OcJbM(}TG1o$OW{$%0sJ)~SF?G1 z_IC@^CREt*QN|xin#Q|PwV$war}!GO%D%A>edIJ84NpXu!s9}Bb6@%kXv9MVwJJ<6 zL{ewcx`&brT(=Et$Z8T-YBjArkE|hz@Yf`bFfQ5oFW@w&0bJ{3$&;1CYhZK#(mPF} zwU{A@$xEfzO#OafXN-g_^L$J16Ei&kLYVjzd?`Xp3y8k>>0mBJRb--9C_o|!VUN4D z>Fa`f0agkt7iQQYYfuhnT}{E^lw|lk+`T*MaYlyqjMR`M2Ik4@tV{rp)8&jQj}5qB z#=pn<(H6&p6)YBtXp^dD)@{r*eDoDIyUd4zs|;2qHoV9*6ji+QE9_q3me{(if?(_R z>Ux>XmOW zU#pXhdFmSC;2`vwwt@4ds9CF1R8Vr;Vs6A8S_Jojo(4qb3f8XksMST{Xz3Xqe9*|H zF~MY8jN=;7Yv}fC>Sf?b1tJgr9R4+E)5}`5kA)wdaKKeBv4EO=)1{k(mJ^Q2tW*eZ z;Y=)Joo@;HFGNpbsV>@Fwk3$iZ^ctvd0k%CPh=X)2womQzR`pL}F| z0na+2A*L-i=ImZ0Gk=BA)C_bv9%10RY!TW2uv64b$)NLiWJ{eg&NJ3OHMnoVP$hl5!r^o6X7dj8MhZ$zO*UdjZ+D9jI}F#9 zBlOo3%XsD$yolL7ZH;-2;%9l2!!C~ip9~3en#3~qpy0oRnNQ0S zU!*Vle>Na&(M0qmK(Q#9`zFX$dABzw=SHgwjEQDI#Zh|jSd7@9xUca*g(P`pBgn& z_Q6K)KmsA3g-ce77nx_fu z{aSAH2=mTxt|TFvaT|>*1lNn4GmjmoZ?zk>`i8IFqXnV*m9i_t9+aoNTn*1ztkM&7 zp&;5+tf<|rye!VI6AzWO41J+Sa?6foSF8@ZdtNs*mMS$@BG6d}kO*$}B=i~Lq$iOe zArGMvro$30r7b`Z?@3^x@7E`UdL2O*N};8tRuqCB|9FkA*hQW3Xl$F`zVjGh69gX6#0KPU>Rdf-XVHo4erJwRUw|9skjpZ1(Gito+Epu7>lR) zbE_P9YCP`tC;0U>M@BIHUn=#0NYM8@_l2q7{0|?l6V*4)M=^`^_!j$~^|FFbVtohG zMIpkC*1oZjL5ulLVdU;RfDYX0Gj9PM<0!D2q?Otu^4~6Mo^zQ|a8tLEw9zwW?unZk zMY;V-=Y$=bhMOvvR_b8gdk3jpv^qY=zFHhqtYQUkfra(>@j!j%ki`l`{QI~0z{If= zpRVze%sktNBIGg?O8%xfC)HvDMELEO7fATym#XgEKkVP8#g#;|Uh)xe%LUKhTN3if z-+9C@(lG7!V$S->R#N;Y8-SY!)CX^AMS&Bh^L%zgC3Vkr@o3(B`~NJLsS|ZXUa1Td zs$HI5oar(KGtw|iAzENkqTcZiY?mbo)Jj62fPH1&IhhL129|C)RzmxzKgc`5V@EgQ zhWj=8q+&o%=gAo7kMWR9_+;*9GX2{@1=qYPR3HO(SnQmMOQ2+I{zacEpAmLpIJPQ2 zahkrS)oC@22DPh)VRy=*)R2O`f9^RorVf9!~)!dmj3yX4Mjmka~tkRzIJz4W@7!?Ee9&-xJNvgS;z56*GK8$MfJK{BAjR6?`7r(bfQU>AP7dP?jsgXJscqv8)4_{^3 z{{Hg%7}^pj-DvD_Z}c(|zVq&M1NhXt8c}YA0vhdAD2!`h7U6q56v!Xn&W}A6xZJO$ z#}TDWdmhz9hz_!8c7wDaB<381MDOhW6igNid^8VqutFZvQutlS@UQ_djm880&N;RK z6Wffp{)a(Mugr^%(tCWZ;+sfU`Q%99aSr$)N6dQulxzS7TKD22%nJusj#5Faw4k2Q zPbrM^5{yQzYtb$-2zBNaJMk*BO_7E6PEj5!L&v zfcqf9N(#=Fw#VI|A>6-MgymYX@jxfcyhK=-iNe95D$zkkI&H}!D!$*<@+Iy_5U&>9m+w2y zDh+6p#u7H5>As7|C&$OTroy^SG8(?h?C-qT;8FdkE#b!Yu&(P^M!IW~wV<5v(rkz* zg7>p~!ko)S8jPrHnO3uQ>j0jC@i|H=*}dKEgh!dEp<4W)_mGN=pfqCKVooRS8ib`N z6z5Qn+pAA5UzKq$BY{V`$!c+@s+k3zlpR3rbU}K}vCG~6J z+T5J`rrP0(^#8)=1z}F3+r?mfrOc*qaC*xhZ<@zs?jX7H(_u5~l^dIeN;Kt(fJ0K?QA62DHOBDs4O1~rvH1GZMI83TdAwGj)$H1M>a6uQ8YXu6ncQrXh< zjg2-Rg0NK4_R&GrYqxBg;1u~k=jy2vh>tWRL>cVLxBkudNxakhpUfu88s@B6#WT9K znRz64pra6lR%37IGJC5=*uR@oXORKqoe7*Mp?_q%iVuN$nGbFQ2mOqvD0CinU0G-w znC1#2d8yK+4$IMSA z6o0(O7{RUss&B(+@CpDhAW0>4$70v+af|4L6+@^0!Bk2w)5U>m4@P-Fo0exb1$~Qc zyg*yrYZRAu2yz)>VVl&YU!-)D9z|ci3pA%X#kD9HT@H`kFN4nJN?b@R|7uZ%X**P~ zOXZ)w5&WaJrj!y-5VJH`dS3^Z?_)uy<;^Y%^V2*9i0HpsQN5#lkh{%pWM{ddszPhivi1ZB>81qul?BqM)(ii78j(k+4=Q4-ivUcf(q*>xE98 zrK+P6ob5ef7UVYKvM*zRkJYK^A8C?+U`iEX(^9SKPlzbKnC+<_(^h;ZB0yU7Zx~}E zkkEBSp{5`H{xkZv{TwKM)Z@U+fbs?b4oeTcVxbSQ6)8S*5UxCi`lk#nko}5=bTH)# z^Md_+-Q)f@Gb~Royv$1CXnf28^vj=O^49KIy^oYdUoM>HvOl+kaFUH+_4HV^M$Tl; z@d~IeKbvFeyO7)HqinwpbA(~59{fJWJSGMRxBkRm;g=S>)_eYh8y+5I*11nIhN8+> zlQA;fOI$2`&{0W-pc&RnGkm>iBUvtqx%CkPdp?~&T_`SuLy&+svR2X=m$mOt8xR%w zjjp$*xp39A)2a5jvd|H`a1?lSi5IUmNBD{)8P%77PJ7gpr25jfX#p#q(1|Sw+&D$9 z11WIudtn6;97y9KRRRa$CWy&q6EUk)1OjqN5iqHSx;mo?Pp&oVL^&MW*z3E=ur7(P zU4MZ*k~$*Ct<@Vi;_<+L(75McvT)F@^o#JK?I8_d^IfG|-% zMn>41ARXc&oPYudS?5cMh+ythQwz-H?8YF729FK~C|?I7F1OHI*P_i}M0G0Ceq1FA zBmCAQA|(b#QI-N5cRsD@_D*#e9g=+67!k|aG+Ht^+;h*M`FE4TvSLvPx{`X~0=s#A zXvzgE0-K-Qa3zi5MZWbF&{eE*3FDL{qeKcKP`+5m{ib<2jyh9Hw9GNO8f2}if{8uEPla~W=F5+)TS(hZAPCIrHOCUz-f}u@c#bxP8$!5 zP|2_tVir>AGF}Dy+*6{!;b`p`@jx9em4VcQ2Mp~blFyBb>JDvMAI0(LLIrHZdf99; zga+i_~I{08`IiZ3cOj2b!*7EJ=c zCT_NHW`coag`-<(q%;?2alK1yyZ52uB*%0|CX3cBr6uJkhxUyWmD^a=7ee~I4@yL` z1?)N%LG1}UCNM_L;5o`dgMPg~&?Lf&QaU;3kNG?@r{XVi?aH53zf`O#b7iOv7M)K6cO1dV}Wv>4?19J|lk z0=xu<9h4%@<^Fc+bF_AcgxamwC9af3sw`rVdD{J0&(z&?JJ?F3wLq5bCOaL_#lXYM zH>F%Idbl>H%fbYA36xWUl$RDE+_&o6xAcB4<{9odbmyr}R&!D?j36QmC~N9>g6lB^ zA>4GP8aHGA`vuC1Dc0OfHajb69TmYI=JlJKq%Yw0{Yt{~(tW2NrR}G9RmgIcbI6mz zaQ8{#E}54x+Zq8}xp0+g2|r-6*hkJN5a6P$qE0ZpRKD%z&|Wj zw!TKVgBf#<)nL$KO49ISqBM!)9)Y~if`nB?1U`5h-A&YUVvKJ8B;DSsL7;Rf#pfAe z%+e(oAuQEM6~NZ$`$UXWDl6}1-7$e*qHm*$cZn#d4UpX+!i8C8r4w==b1fogRW4TF zc!e%Ya`q;linc7Q9oiG~8c^Zo{|DlQMS`^=B}ZgB222QjZE@Ry*$gz@fn{?+zlK~! zR&bVuJ7*6txh-XQ2%;j|q1evtTyBZ+x9^>z-_Amk+Semj2Y1 z4mK~tPu9MQuM@DSHtE49Z5@iosMY(^G4tFk>?dUDdiK8y9)2FC&yfUb$lJ?C>-5lm za9bKv7dtE+oRVV!!83M&XGWLG{bqL<(hCG4ecTyoH3p|tb>Lxl?n@|Pv{q=^D!u*C z{qYosx_Iyq6)NXvzr=Yg;BvLzX$I!G7ZB`qiHw7(;rKqX5KyJklUvFzq%q7agt#0H z)-dY=|5uuFB}(U2)2n3>@qu7Ro;ec2jouq3)Ie6EGo7;~JN$;UK4}}_?Da`XCU*Tt z!z&l_^)p9v6;vKUf8DJJU@!5Y{OU$bfe7_FUssnlFeldbHBB1h-{O9kWX&Q{I))5- zI-ov_GV8A2hA{B>A+@9a+aSGnKB8}J3Q#)r-Ov(Bx=eLhiSiAo)HeiYkgkY1S5p^R zw`&tiI%b0dT-qRJEiLz|TGVJfY2=2XILUI&-`ayMA7%ca=95TtF3H<_p*;)nH$??GMmh<`3(=f6`9BVX&2mb}`#Fp(+|WR~;w zg(7bh#abLfGIC5}=ui7{>xv)RrOFJl!A-sIw%|<&x&qa}e70yVqfR`Ayc;=1yiVSX zx$|55#>f#y{}b=OSXX-!OPF5b{-pa?IsVC}7sf4CAD10z^mBFYx|}DVzOs|dN5;A* zh6^71U7GB~!`uvo^po@Vkw{`7-Td0$_VzD<|G`7+W|q(%{jD|hio;LBByfU7M7DLX z0{*k@_dQ)DRh-09tx4thI#Nz(v|nX9U(0)y-qH1%)YuGzp^j$bvZ?^s1Y#VG3cb9r zD8MYI?3eJNq~p|l6-rV(s;22&m$|6@uS=@Q_YbBedPurx`SdUHgT9^l4OBpjYlS{sr%a88p{v;lpl1ZNx~j(uEU{$PL2b zct8~RE>%3tj?Aee%{*I=N?cIJqN$eEVU|=B4W$3#6XoyYwxIRf!+=#hOBQZO&jLOk z!r!k#c?^;jzNl7c3M&$rXXyrLB3X18{{6*(kO66rX@r@uTNRZvMN91R6>b=%&Zbpz~jUS3Jpgeeq5MZOH(tEX_Bt*%~g@U^VwbuRv|>Kw@uAc@q3 zYASue1e3r-4nT*3DuaV(^KOTxss3uDoPP#gJ3x~<=4#o(AW?0?=NPb=W;&$h@t>K7 zy~vGdi47EJRlpP<3%;?*go2)L&Yb&L&!>a%xI6>D+3MaCp4!3@e1y`doF^H1Hvc(G z!;ZbrsP^n%uXZ=TmGDAG)mGkY9*V89GJl1THR-u+pL)v_=fQOC??b=^`=hLZ_8E+f$^R7LKM=@(OU0;^SgikNJWT3C%Ll@}oVAxZGq^g@~JhYHd%CMGr`* zv^gz$I+q*OH^;|@Wj)lIRCKzvvZD#SXEK+{`&HbtMTErmpOhbD1QrxfKrkQg+r~^* zeF5v1zrHEyt80HNXgD!{ukT~;7$d{p{`k#_jxskaj7Oh`{^5#h_h)gjlI#i?g|}>^LDWx!*wrJLy}< ze|&AhQxow~wFb7;K{mKtf@!o)`ptb@7$f5jPB2ut^9+|w z%VsGDxP|LhC3uB(&-K}X-$|G4^}pbXMn%8nM}`&ekDgG^3&GNmU&fr|JV~LyWGZ+ zS>0OE1{jQ52ez4f+_uFuZ4$ruB?+|%ncsWbc!_rQ=l4C^E$YBO^IvNOR49}y3BWOd#{7>G zD{pT6|2w46WK~Wk&-VKE?TjC8?>d29@&8?GAxA~de&E`|!Bn0E)u%jb-}Cd$*J*8i zIo`xF++cp}ay0?oR^m{dO_p8idw3=iNaH{bC2wN_=LSCQ31ZZ;KY9H;kH6P!w`*x? zDO&1+KvVxJcvw+QrDnR=_={nBL(@&mu%$@BvEWwvnF7;T6<6!~zf$3s@Bap9z-+~0 zvk}dV7Q*Ufk}bslu*A)1T*YosI|Lw=7rJ4zHQVcXTnoSxq=n-KnF^Qqd3J@U#7EsJ z#Eg5!kwFN4X}uP>u)P-@0dqEoS+qkJcoWhEf%Vptr{$*djyRn_Zq^zF2M)pQ!g{p0 ztgHJ_OA_sASw#U~^%GE1*BDCA6V9>zuB(z{WT8@rH9)y(G%}aL8;_p|a*?8>L34o| zKgK@WRk-8UVndyTbXkVm6IXf?ULIIF0bYW2<*QAAIOvL`19=B0hi9dzkIjIk=&g)7 zYh(*4VDvwP^v4KIFJDbexku*styNS|&2F>HneB*=Y2{h}B8F`y`RHh|a*(w7_u&*y`Sfv#cFXbkA&UK-r zUVjA*3;5f{&|DMSVdw7Q7+Ko*dWtvz7QsnzAO%KKfP;5#d=)zD{Y=mw!&h<0Tta}} zob|1X(iz4l2IJ73z`?fu{12KFBXBDv9hYm=VlU1?okv9mB`cW|7Qy==Y?K{2zFL!} z>RK5S@w+2VU13pjAr;I#-4cQ?nq=D=F1)^GSPA81d(9u+PL7G;b>ij1#+)&} zFf?FZ?+jv|EHKB!rAdhvvd{XSPxnB>uxD=RUi+GyRakF?SPYwfD_=ni+di7k&bz+) zUe0m~afVMI$qgzjfbzZai1$d5m!--(qX6e?cEQ{eDS&dVEI@u`a#aR8>RZ#KZ!$>} zx21SPFJkG(V|Xsg#PeAvDj2BLxny`&)*SHK9qXTqy{%P4!x?bfsJi;f6M2=5*qfmr zUHDBN{Xe<|kzoIr(;CjU2t<;TEn8)mI8I&4iMtF?tU7<9ocdG7C*6R7?w>-b2LXh> zd^-Dq?1z&Ups5GN=~(Wr>q6#x8$aGGkm}+aUX;fu5kd1|$<(!0kIZ?W}5@?b1 zH^g2yIY|-HNb4rOeq`6cgXKCPfzJYiHzxpmz*qf5{#@r^2_TLN`cy$$9k|Rx98}st z|EA(v{IT+*Im4O}10(0qL8l{zyW|6NlQhTWt#;IlM!|+SZIGtV6d$fJj4gsy719|` z=53G)M*Eg}87Ao}wPn`UxSD?LW_z*M26o@${ZDSjF-H8yyjG#clM21t-z@+RqKb?- zPd=Zd@tYFS-10X;4lU7y1g_LR6~rn%kc%If9rL}SwQ1P82XDLHLKu7EONf`p-4th3#ESu4Iu);=z-muq};RQ6^ftYl$xg(8cx&mylx2MR3Iq4QvOpj| zPE3B8_V^l`od?#C-~BN}ONk>Uy5yu$Yh_!`)t1E9!t)JwP zNOs5lrO9^&h;jKG-|bJOV6g-FU(NZ)=%Pg|qU*>uS?PfpX$+CeD(3dxb9Z`|K1f^7 z6av34k|1ewAaLKkC~(tvHkw9^oUlbXzYt@sm$5Tk*en~7w^W^ko(Dy*L&inlzWo)8RO$6gCf4zq0ZEeUQRXsbi>4b6kkXuFkhBQp?NyLt3DnzUzMD*oSmaJcZkyp zx!RC1V|Ev=M^Ac3vzV#tGlgwQrKDZUHE`1CiK0%_QFt^j zYsoS+EW1f*J34K4NpEr?ooYmBuKJ8pt6jtr!9=~J%nR;UFQiY6mWVzpGca!L_uBVl z!amtAonn*j2R@H^RX=k<%HAu6l^7fPUqg7)_SvB_F4Py0n};r9!tFL5|NFmR<-w`2 zQ*|raDKkrgQ{m&cipfv%b$@0lLq4E>825w8QWKELfkltC?p*WFK>@I?<8YibAtSdt zAFs`lts#Davs%!{1AUYjPYl|!HQu3~CBbY>CX^ejy7PtIw+TEX`RlL4808MG5Lslv zfa20==ZRoW}XO`S6>al+x@@(Se9USN4@KvYuALGS( z_+?YtB?TknO|c;c1wf<52?mgu?n-i(92UsCYVYBPzjrf!3M2=!p=CJ>99`T5W zBjN#~r^t9CL~dw@F>mVA;^TbYO4Ee2g>SUafDwMFTh!Uh*KieHt@$9BZb}^F=sxIZ>aQfJl~-D52wM6fKvdcQXkcr;Ylpn=3Ly#L zcq0juvY_cQmAD_hpyFxrnPwGvJw!q@WqRG=1Ct?-V;vwg>ROq?7;{7Or?j65S2#-( zJsGke1L8#D)4c7>!rsu;l1>#B=M0h771@rE&R{NN*22Fgp>FWo!^ZnUN}_}@aFnwep6EbxfEqk zy?u0y^JPnE2pM$>FxEya>&O-^LoFm{8X9h<{3^YUw%Nwj7i4_`U_Q95H(nmW_hazf z5+lKO>$2SNrPXg(qvqycN8*if4N%2}#UIjMtdmb&3sTq5jk{DNs_hQCU4E`xdUuhr$c=`0Q9l!$Ah61Nng7)HVSq**w$ri4h$+FQesv(UP~`P z=zgysn5rcaGo^>W_$6ZkV3Et@(sE(bRs}Z7x+ionoGVlHi(}do;gM+q0Am7j=l1*l zoFt}-AApPdDo}!7HBn+s4|5`miIffiCQN4EkOFu6D(i=_HbY*j&>{ZRA)`e-$mb2G zWm%81pgjV4!~p+yH9ktKkFOn@GAeY{?z@o7lXlR!=jECEZ>!h_fS1X&s$^T^s7|7&omZHP))iQCd;HNTe#qn zonFweEC*J5!dKs`XyyRZrxZ?O$_O!lgt?QSHLPZ4Kz2Yg;Os|ZFeG%tqB*hp>lyUX zSrLec0eD+rFcs(GBz#FGF_W8y9@h~vGgb`c$nY$}XN3mEgBRBWt+_75!ZDSo5>Z+6 z9ea9*lEBhZ_w2xSH;R{JRio{2QwI1#W_2YE593A8*b7rr=0ZvF=5o!T18vV7L7!}MZ?W44V^mwcY_@nPna z@Zm5IlFPZr5><_$yJL+a=OgHW_>Oib<%ZLX%6DT+(7(8dkqmiAFfo$=m0A~)W0Z66F+s&D(&H*xb4H+yJV8cNhB`y*)q9S z6~D4wlYm*`hc|K+fkZfPkthw*H8TBHSBuu--=Vy~Ne(+aJuX_8L7l=Hg`+&z-r01W zLXsjHL`S(>6&vKP7<-pWyz-F5jcQyX;0j>on!5}M)N0VT7e>vyizy_WzCEFPsfg?O zCmWX9QJ@=l97Ey!lib%&aotz{cJuL&1iqzjn%y&))mrQ4BHU{!CHsuGQfsyzNUQ5V z&^-}vftA&n!Gwe$)M(XZ;tG%e)m~kGjKsocx6H4lR0 zc%(FTyIQ>68e{^Bzu+OL5UL;&OAx3H^x!Da zjB4H#h}!0cBD@x-uT@a%x=){f2tF1GD_}6B=_~_smnQXj(r*4mMo(@}0>Dy8L*v{wRtA>$~$F z8Vu)bgQDf}DvErd4o49iM#%PVNHU&C?8W4G^5)$2*k;aq`hr7n?Q^29#9^MBF$ytTwz9`Po449EtC2#oz*t!MUE!0s#&=ji^M=PiW~6HY;E!_23GRSF z!*GV|{a|wc`jpqkuz>cXtg1dEek&|I^;Iv}7BuSD-td-9d z=NHF1a7?wQxOHY(Ve&%p0hJ)Q-KuA0g3mmYUgM6gUTDI8gTB*no%1VrIqJq;_2m$nSY)-Iq+X}OnBW9YjFnxKH~w}dZQ*b z6ihTXhdm3QOudBy{ygEdP#3Ku49;TvD>@l8VG`sd+3f%#@I5KoA5m~^WA??QihLU! ze_r6R=WOqDBR6Ab>*zvjU)6;tGi0bl-=(!OVkaJQ^iXSPn|9fhJd|Cx$sx%Q9&r^D?Z0I1l2_JkBT;St67K2?^$8h_8K2gZQ9uv_HbbLw~3?; z{e{LhE|3AVe8Wl8>oX>pnI=VCyJo`|qS1fYy^D~ZF4*Gu-2mzTaT9#pXxAj|of>Kh z>Dwc0I=27ISCIe|3t_7~X1w+-;ES{I`jj)M{j9mZd<<%ga$9>9srI)lt~WLX5Bg~z z+^fon(3U2kJRoIrCw92-o}H>9bv&*|=<-6;w1w@hF~PQd9uA7{!e4j2)U-7p#Av-P6n`}U5mu4;1)HDM~Bc%j(Txx zTLk=Sq`x|-jNaI^1mlT4`MbOtMMkqb;tH@4l8J(zOWP|i3-U1XY%og^8TgS!>z*DN z$`@g>cba@SmkkEjcX^;1BZr&;`HgKH--1uMCR9&wWw@gMDWYHl2gsOho!xRCbi zQ5d=pYQ}#_Ikz=zJ2ozqZj~Sw67Qvi${CWNbPhHRF#8>dKF|n6im9sV6U}7GO9Qy$ zDC~f~TaXm1{;R0bD!<&g)(M`tJ?!B>RYdZt95l+`$E^Z-n`;cCh5zrpYH!OWR;cXB zeMJ}c{|6&6Q;YgL=o{g<$i}qVrStvL=Fp_pDGanCP?~W=%-5?rA6ejRzfcS6kx8v1QFNHYwl+K)T#rcIFUc**rC~pi?otyhu!Tjn_hzYzJO_8ubMK_2IqkXqPlOwl z>;RfOVw6K27as6dnq37f!J{uAje#HGN&7W0q@FCn2FK*oH%Wqt-C^(F>k1EW46#>q zZx8F*kaui$g&(bQsXHcRtRbgg0g6)GNiQMk3itUZ4xH{2W#zYR(=Tn1#-jmDKC8MlJu(r z(R5@}a+cZ00)UywMPUDQ0C{uvA_$QQ6*g< zASq;ux_n=M;#lN>aInE-Y&OTiqEt@)9%K$x5Mq?FRwDFU?rfNJ? zy82caLi9%&iBiF`uNH8m=!20t1(TL`96vc~Em7O?Yc zTU6GguG+T?uM>%>wp*60yT9`)7jOdS-seS-x=lO3U-#gaaU-LR3Id0^ZQrVi7rPAH zxZnRl{rt0@SQO4m{bAyCG%6tbobE52z{8Jr4-kiV1vrD}UrC-H4JsHa2_$V^XTU}R zwBR3yEbH-e=2kJTqYg_EMyQ_`09#blMgrbBNA%d*CD{Q`>|6K0!J8fRmjA2tq~+d} zyu!WU(9A}IR?+IL=>d7by)TxJw2ouxn)AU697(y6m=1}P?#$9e^A^D4wn+j*FXOrG z!I1Lt_gH-P1HTzH#5f957S&Ye0Wj1U=Rv{@@6}K!K>}xUD*F~oq=R4+r*-;m1dZ-p zbX4;hw-8pe$_ro8RqwAS^#@nlDu}j-&lr^x(7PCWsQ6WCD3gbYy5! zb$hk~kd0`| zK7{WFk5E0R|J@yl-1ahT=au-Nf_8oQG6q+QXIfG*mylk0Gs-_Z3v|T(cDY65iAhb;cj;;<+;5DDK>+5qYd-Q?!JliwB31?UPY1V_K zgiH9#jKEwR@FOq?8y9JA(VKnr@k5v_n;CXnu3!5#=gdu+PR(+EubQ_iN}R%wl!Fz# z?RRa3P9ZhKSU39W6Qg-Nku_AUr5YN6%Ii3~@Fa3H&NY^BvERZOEGc~>Z+oOYcSyNS z1N4JA@3HX5vZxjGxgz=)eCk5l1go1P(ust7L*c+<&(9uYa!-Le6-JO zy$=lrj#Bhc8AhJ!eR-x~63(KEAXuGZqb&FeH=qdaVUXe1(j%|{aO%izMcsB{6o4PZ zHOPoi^usNQJtt{A~7iQo5m?C^4}i=CV~V*pW*n(H6PFV>#n35v=OCXyIrf zXrji52^%DxX_BGX*O0~`k9NNk?xy77M~+KkX#bAxUiHC0hTGEm!SGEyp`Ito!llf2 zhDXDcZ9nuY(9(BHdrgl6*n!4jrq!Frj71^ieITHUtRN_|)80I=Ka|kcpMJFAzwn-# zSr4K|cPw)NURKOuZlc6YvL8erl{hfz(-E9sEAhUq#*Gz95EOtxZ*Liq$^Zi#(wyS$ z5K7nHL8-;Af9<1Qz$Nz18Lwx%^-D@+<21a2BtAsufL^ua48*b zq#=fMGqQ_*_?%nHg?TULlEHfY3}U@!&X74Q2*NFkfKYp~xpS~x75#Tq8lWm@5nxI7 ze+(<`Ip`N^R}9+uId;(XDAYG{06#IRCRbm5y`wL*RC$sRV19I*_>6^-BCS{4wK@mQ zF?$71K;zMjIix|x1DgkwdyKaF{h15@)q7QC+c3clv<5es@?gn)QQfKb1VPd$^pLJkAq289`xZWM=?PPDU)&N{u0;jdN+s=+G%bD$uiR1n z5R*n$35nP`LX=8+W75jF!d_m&Pr2Vz0&g}kCwYwJevGhOui~9O*TCYMdWWbvJmP?z z4y%+`)2x0kpDw<4pZrt(I}jn25)=gOszqt55@?0gcI48C*VGelf{u}E&MQtDhhiYt zB40d9U)KqOo>LWGo|mEl`+XOa`l`Ko8XyJNF3qP7!2~cu2KhUqNRv|rsnMR~O5x0z z|Lx5h)l|p~71G-`W2FSsKfd?>N`jhP!c(}Us5hyGNz?~ILVoaYrg(ttghb0*1tSj1 zQ9v1JdvMoyZ6Bv91eQxe?1aR*-I&jb$3@5P)fcDsfl$$6#*x!-1InUBC(^Mi%rEa* zw3Z-SEMvBh7DnN}&2G1^jb9XEpW&|j8KpiHh|}g`R{IlKAZZRxY(B0~x7#Cd3Pfy1(zc3DdsxF$ zkD%-CK8zbVfUiSvIH$`0SL)Q)Wf3Krgjp3WgQ}dgA6NQiryd}EYLU_gRbmO*D_@`$ z@6%vi=HPa}RCe+t*QbAdjIZKAPP-Cq<_s4o5IFDcTZbf9JQ;^!VI6~)p|rN?6(*ZK z0zoEM))BZ_6v7xaCB*UUzSX&pg6)L^uDIAv9GRAbnW@2_xs9z8cc~x?_Wl~cxZh7N zew`l-;uTU3;pINVxg6cfh*A@=(@5Dswk)o=K=O3=dgK(w$?_7;tbuzbTNw)&kt);( zY6|FpN}-oGv~Q1bPOIUlZ@+Yq2x&&-$4-Xy(mO-^ss=!dZXHnAv<0k2~Wb0J*=gnl`awdH7X@(BI! zm+KYfYIv(tpGzYE8VkfhBSaUp&A!*B6aLEtI-_snZ9NQJ@!*sSn%r`-EJmoJ^gzZe z!%uYC&#}c3TF0ir;i31PtK%@b$J4aV-l=+Y8PDi@8_QHncgmLct09i}`g4L>&PTbpk(E0fPpR6k^LE9DC6!aEgD z1L?Xg^)K7oDK^U}&K$vdaIhxpq-{|G{M0HmgP~PK(#0TQ`c#p)o`6!Wcx6yRCsW~4 zLdV0eu(?J0EGXZB87y02-XQp%9TNJFydY=g9K-JSJ4^_gSNry$LX9d*zxJRM1D5Oq z?oR*UV!u76WHqzz=!0t)AA~Z!0?+}Dj-__w0bX*k#eB)8YF;9oUrT25<_%#{|R7d0`aABIFO8u9;(`O zE2ezAlBJ3wPJXcQ+))5olbaZjl)KIq+1+ulTfK?ECNaPBr77kK{!J&oQJ<+E(dc#C zCXDk~^1p`5_cx%X7FFZQqg(uD4O4Fv!oS+MJm^TBRkLm4~=+R1k zkL~Q)Zw!HI^T0<_+)swzgU++KiIYu*0j{Z3W$K8H5W)Bj2g3%Sr7L0xNswDUiT`+b ziM6W-4?z5^5$yOo$rFssBD%W*TnOoIg+&7R=Ui?yj&A#$US&2?GQo%-52d z;$-1i_!KCQPOVqxgW9EEcVaRt!SN5TeU5Yl%o4Rt&*3DC5Bn5TlzL}eya0c$gQp^U z9QRg?wBP&f&CQwQ3FYVc=TjEk08nmnY-8^D#zzEszWi>}>~sw{|KA{(g>Cd`0{zt^cCJ3vl4`0VkY8BzgVd+6K!}k* zsmv1Y6lZlkd+f5`>?8aj+FP#tM6dtdP1=fhY2FpM2A9F=))QPY?%>#n|#v^=-;xqp1{GL(fS-Z5hFL zbYMv1IyY+jW8#BDo0L^-#n>-st#VkmiU|v&pFeYyx0~q%g)p576K|`jJdd%0)!Qfn z@@}4j{^2O@mo!xVblwYTitdN&D@=W`( zSgk~Dw8sYuZT$9hN)wsBA;4(E`<44FUv`!08=R51%N~H8n%sxmO6gm{q@d3j1X1-U z@6R*K`gp4(9FOxd@r)Yix6FahCyoMe8g{q?&vA~&bMiw}7fO&>3u0;2hO=%3d82*M z+IfXxK`1lIrzMtTF(yrCSjocn3fUrH?IYno)NeenKV)od_ z%*YEP7iuE{xUzz6MsDB$xGf5uYKIY2*TfBPkLX{#i+yZD@ahh?_lB4XfOKMp(7NKk zrci`A6}dxYh<+i*866Q^0zBqbc9z4p z!|UoA+TD-i!#>YMuwW8&gnl`3e0hTyht*G-T~<%r2MuwX*01Ht7z||1$nq`T!;9}X z#9I(;0#x5~Z8lwX&F4_wAzfWa6E*7G&|p82NT}R3O+QRhkgvV>yGy{@sgN;1b$=l*1BeSH{$=HbO z_ZdsH=a-?hP0OfY`R><_UU629g^tTY=I4B23G#6xKEnqU; zM4ZS+s5H)gF`6HvjujpM#aa=4NN~h1tl`%hvOWtgih)5E2RdhVzf)6qoR}ZZsl)|g z8h?RS>@a%?YBoGR?RS%M6j|wAf1*Jr=hzx%lv1}rVN2f>n%=X3{bXT4VYOeTT>5+) z06$A?36YV=h0HKsBa~o8{WbL5rg1*&0ip~bABurWTtxa>(wIA6K<#BhFN!pD70HTv zFhB@unwN_CYDp^#c(yyK`eUwNRX{+0y^@#Gpv~r2Az>Dovo?bY4WJwbPv}J?0Due} zX5MIW1sa|qk|nPl;1Z1u5TqsidKfLTd4Xhnv-!G-rXEVuxbztvFeTPDi;-(ezaMtv zWbc`_MOZ;hG5Ni`?*Yu662SybYM%?k^IxVt^9RJ~vb$vZWYPOk@{_%S1qjg~9eUF> z-zArw4fgcno-+ppPy@tWU{rYe#OjUr7D!?T+?>TNz*mt*X%YyfW2E|}p+lmq=#Nwv_Fb2dz8zZqG@YMZO{O0@^Al`{nk8wW>Tb5>t!uo9ObN=->WFdT}v0=e>6O za}I7haJT;OPVTqLE796T-XIf(hSR>Uc26o(yls?nvUkGByx=n(($pX>oYk3?SpC%c zdLbcLTv8Oc36cF%0GRslsO6gkp0sj;Ch4W^>1R3D3#jH#?<$wcWaba2 zYdUBt17@@0Nt6N)?#Wm1B5kcjR+gq?&crO$*-}&@hCe7&>T=UWDfp~5+|~|QDaq3l z@^qiOX!Z7@YG*aoLqAI<5L8dPyFMg(bDv%jS#_dCZlB&OGk zmL{}gy&DpH`*SGWa*QrqOF-I$2+Xz{Zc*2x2MPqPRTG6H30*`g{x_0EfnX2mJ70L$ zNm7IF#kdWo^PEJX1@tnOD4(LB=N5wuy%POY5Wiu_i7o)eIGt~1;vC+zC$o%_&UoRS47Q{8(k_?|^d|-Nq^Pl!Tt-byDwHG2Wt#E0!Kx7$Crg7!| z)kC!Uq*wE%Vz23;Lf)OEIiPYTnCeiat-by~<6d&NLtRqM@C`S7gS@AT1`Vq?^fAL&dQD;bVY%0Mz#?;B3OgfFMo1y)xmqT=p5g%IvESU zeJ9Emr%i^)(HC8^)){!tB}N)!IaD@wW<_S3qu$fvnI*U>v(G`9?aTU zwwAT1o1pZ-CHQQJZ)L0b`ZjVVjH}ry`9c31m5F4*Xku)7XR8IyY~>$hr4hwtzU895 zOx53JOe~xFfrt6-}k%3-WCSzGL0%gpl2HPi<>8$JegCL@_z+8-$_{t8P| zTN@>NS>fohnU0{e6vW1+n~X9o%ku)@B3Wy|Ig*|ytQpjc{sTWdgwjWO$)D78FMYI@;2ClH0ZtIL;li&!NxIE5z>VY*tR4&n@*gu)4cE10Egh^^9TR1$E_ATT66U%ZNP`nm<<={{)Xf1V{mJI!-pTG?_?r{55 z%ruBLw|zo=Frsf6CyC#aK|V>|MPY8MPSyNNw!qJD20f7BXo{&6?JE@^t+rPd z?44tDUUTj{2WiUZzgXhcF`l~|T}ZX?f57xUT-g>}7bw8)e-$jyXW@ADzOH-xG{CC& z<7kFj=ljoqUdx|*>G-HpJ;3l^*~t3xUJ2|*W|0)G76krIxWeu@!r`cNk%35xNU`_n z*0Ln=LvVOc$sghINMJTt-TqxYv<3PaX0&^uOWn+ew!E8Bj5Dpf=<{qvFDRWlJJQFZ z?^o}wnz@D&L-1ZJssEU|>3#dW1ZtMxN2jyy)$gwVGy`g)Xg!)@^_jjHXyITG8-*9@12D+dMz&i%CIs_LU%Uq zI+6GA2ZHes5~ArAySVD6cHNsan$en7=@J2nCwY4mTAbATm-EBZP%HScO`!9^(f* zF#HK~hz#j%*36GBzNpeclT#5ALyNyMG3PHNAZN%guOkKFdte})7MOGx6;4U7d$U`hN;fPs|4^N znQb6N_Dn#ug7WxxRg@L^TG&yr>)yVW_jE@Xz3wP%p}oV%wh8q|HiZ{9R_!0S0&JoI zMXn)fn{h>c+7a80Rq23|=XJow9U0)Zgh{8CM;6+M_@&440#K0FUyQV|^y~Wp4!;-T*Og79^(*cZK`C zjZZJM6?*&1PA(4nv-77V15F=^FZDYw9v`?cl{{%Jvnt8SGH!WGBj6L;c^!1%l-af; znzq*A8-mwPqC%T+kj)fYrjNIph3XUai=lClOeD&;AqqxsyfUvW(B?8mFQf3jXDAuw z>Imn|(FO@^_DwuJRb8MdmOCoVw1bUw)Zisgf7n77FTg#wXX0B^ci!q8FoY%fh~a!3 zs7#*lSL75|!DV6YLB7P0k6KNB=R6q0{2J!#Pd&EJu{lgR^6sscjK$MeI$DCPO1v!V z@2$tgH^9EvZqL&eHz|iq)&_C>TP+0OQjB?-R5bTHZVCNqGi+);Gz7(!bT4CyDLoo5 z^?HJ$^^-|9kEECt8ZJ0^ZS(V%JfZE2;6~&!Z>Y(7lfi36nH6JPO6`F9L(u zs=yTwMW)^_S~F410M{=UjR>GE;w4Z9U*ZCwA2>e;k@QOt%4o;v&}A{7%J{5;_!_2f zf9ex02}+r+rD61eIy1B@Id_z-!vtk!_8MEir@5h~$~%ia%GF)3v6pF=G-3yL=et50 z!=8E5Enk$){dX=}KL}6V>;Qv)&#XUW3RPBY5l(iQEBD zjlf44KtuQ6ibmeU)hx zF9(Yv*fYj2wMLc0T{ih-sMqb@p(Dbgr>m=*#Vj49@>`D`ZPqAMVWa*VgW3 z{2}aPE7#bv$`GSjeCPRMgdq*G36r5HQPBxRC35_t^XB_b{4pbqid4!dH8y`~JMJ7k z5P4cv158$HA^X{zeP*;m>4^u12S)2?v9W+>gZ2M1@)(@~>Tm&LbxbjqmL9weK+wEj zv?r89gTw>!T5N9z*ptfdPMeMUHexg{oBc0dcaGnP*P#}0Sf4x5z9@&pV;_t`C)@CG-*FI>G&ZarPEi+!&c zl)S2jl92OI;)+YRVJ5OVj%-`FNsInf5_~0s6s)72fl7<~3xiJy*sjdV*}>0U1i}jF zlydN!v=Zj#n`pmlOVK+pFk#VOGi%eC;#DDeOjE=F8{r6)t=)n`bbdtKY7Ua*WElqy z1oV_x9_3MU;A7O(FB;kN*^lY!9L*o9fLy@hEAY~Iq&o|bl*0-n$zSFbG)%Tr!Blaj zWnovHt!n5Z43><+Qibj_b@GQif3#M4xVIyPs*tbtvKRzfCXKb-9D^Eg%rKd^s0gh4WOlg5DVp+gaj*eb*s8hTF4>(!HDI`=TI7l zR9kvDMIgoV*kDvT8K~>zJAyXlXNB^0;rjA0^DFD@2?(sad#ri0lS}M0jQ9uKr@1hp z9kNXPaUs|G53T3?Eyd<5by3YZcHJx~SaZionxrT8DbmY@pNLraD`tBxtQ-O?F2)HT zA@U3~?}7T+gyU&Edy}?q=EDju;v#4Pf&R#1(owVl{7`X1r=%@0h+SkY&)9bYI618vnV`vEB$|lh9nN0s^*Ran#3i6BfpB$F|7{~3VS$jqS%gm+@9EyJG(fhoJ z2D$Rtal;x{=Z8tTHxGwIG|tn*IZ9{>8CmK(F#OT{&23(PAToK?zY9_oF_xA>lFo2uLk3AdXU)(vpKVwaCU*{gcMs2Kfs`qps(4P^p5`YOU@@zEsFIh}Le8Y!=_uSJlrS z=_<_wiNy#W%vUlD=+2myqzVAfT(Zw+JT|O=V;XUT<_Q^x$f}5MT6Nb*e_dDTdz!um zn!SnoUxGh>bk8H%^^5vkOx||C(H)x+g#h@w=_JtI75bRR7OH(wc?q48M>V}`R#R)z z6Is6Y;6fR~7Yp@OAQqIhfO*3hPT=aV%?o48mGQX~HjXh4c$Q0Q7G?e?`E-Lk-xkHU z7YjLahd&ShLs8g10yY72zn}bCR=R2?OEu7P)}{_bdgkXlDKWAPePMfKY;&gS*(Z_r zhDT(=jFS=?o*n2tJm#iJC|a$F+G96QIy1k{t-SMMKfp~W(THN{!IZOG%7m=cAiuXR zPdWqEA;vQaR)SeeO+zOJL_p~%`a9QonTeBMee!&1)L-`7E1>ui4s19dSQ=Do{$>EH z%0&QjdtVa{=RP@E^(S@t(r>_HAzG6%v7LX-m3sdzh(#cN_~AAqeZ3B!?AZ)ZPCV^3 z0U&jm-`bG6-(H1L__Wx0u>-Z``_AkEJd*{c#+kZ)Iu+w~>pI}P=9Z0-TQ`|D-z?ftXv?;QSfdnPH35HqrmtgiLV=nQCkm*-FjCKJNg*3*Av zgEPoj0=WAK1%L4%*pH8)W<@qkfaHbBC4+!j0d-~!|Gwra%e5rc+RNcS6cEIO)92O) zT(3O3mPhe3%^n@8WWYaY4Jq}5!xQtp!)6i1Pp%kpVWZln;`wsxA+4DUsWZYrF?}y! zzNx~vm(nBV&HlSDXA{v6F|bsDG$U7t7`_W`_^m6WbIe|$>})-K`ZM~trbwMCHFBh? z@5|e2+2|J-ST;8cb=E%Kq}0Kk@UhAb1oDZP`*&sU`!VQXAyRIW0iq5BkMWrLc7N>$ z-RHqkk1}Xhg5)a1*V454RgjZ`D?=UePY4T}Ohl{}to?dt)0GTD*X@?SUjD!OmHh`9 z^q^zn3AHXMrh`^4(d-cUFcJh-aXGsG9gHp_S<6^%3re%_&ud1W^r6Q1l3_T1bZ-El z)MhEw>IVv`y1WVjYB%&}mP@XP{v8IS4La|&^#T0M`yVTf-r z7W{h+uUC+K>sOSJ+P3i2Jp5KiA?J%imfowUeClMNAPXF$?F7>M{n%5BEG%>hi&~$I z0ItD&#&SB565f;pH^r5|ERP=;aXMbfe?@h%8>_Sgfsw zcUNyoAr`}}yd$Vw21`E~!z%iLJm9_21TBmf0OaV=-Ep2sqntnmdfx6@DH29AFiZbo zM5V=H@bPz>UE!{~2xLoNq~YgaYHG%zM$$#$9U)?MT51IFMLl9C3>xFtX?!2L(-yCZt8z5(Dle)4_g4gJ^17?+^a_4QAlkr1lO(FoJ z23V%ko9v!M>8-s#5|79mtFXzWZH`=K(kErwnkxcgVb;|$4ele zYKSIFsSeOikQh6_ks0d>at6t2nw&zKvH;-X)!UONLD61yR(=7FTgln;d#PKV9gB8$T%ZSzU0vTUN+V*EWJxiB;puD(i&X6^q2ZIrHrhjh|vRxkx3~GpVE=rUj zf0^Mo1&9e+0s7yMf#!Fzt=+LIIVvb|5}!9llQwUcSK(?dO!yhO0==O6MVWKH{nld0 zDMB5<{zBjZ@9$M;lH;miZ9;VFyf{f2{B(n}aKtfx23(F56i)hO;_G9(FyaJp6f}`(HR|g&Id&=~mzthPtCW`odV-GtI-61SUP_tUok+ zV;xvH0nfqNElf3$arU#opdf4_j86RL=%V@wLf5awETO8|WW}a5M7$Ub7msdT_v9N7 zln*>qNe2>Yuue^=l3vykU3!aWXopf1G^ajKShSdWWD>uO4itKoOwT#=sMAu&pI4<~ zDFer!nQY%E%37+SqmgN)vizN&4FtdOAd+Kz`u>1qK|9rBB(aEOwAKJSn@u{ttzMNX z;}0oRJ|r2)R048D(-JBE6oWDv{i<;;W>l0fqbe=NqZT}wp zMcHn;qR>(Mjt@MGB8$RQDr94V7<5sAhRA)Xn)_)ju#)=(ElpNYI!+Qt#I0dB+a?b( zAi@1WRAloUfB@3dlot}=L9Q4Y+e%6BL89Ru7#_<7G4ie9zl5oCKQ1XbW%sejC`SIWhk#EdajYMZKimZxM1;In!k*0`$%G^^jDG%Wco<{IrRB*7R{_< z%w3tLo|by>)mrz50pHX+5+>(@+^(+*MDg|xt~@UV=CMT;1KECn=AOA$PN1z+uM<2% zV11i=NmlYe3DL4=d$vu2D1$Renfc^c)}{nvMBI|02C4=InC;%2`!zP{N#326&Nsb#zM zD=>OhJ#O+h*GLWv6dAoLFO9IaYFVx~(N`CX@!kP$KcFAE3a7cUX%e)- zN-Ik!dm}}hZr*0~#Zmq+`DcXl!oJoVqV#K5cE`H2{9a4WJ}o1LHBk4U_|ipRcZ1X> zC;LezO&Lxhv%$PriC_yWfBw}N|Fmo>QtRk6hZi6FUnm}x4rE%26+U6&Pw8WBa61IzJwqMfaN;&)`v|?ng}xigEh79`D~o7oh?&FoY3fIuKyN0%-o@yim3g!B zy)0UJm7~-`ubviUA2s^UN0)?8f25#)poIu@^na~(H)9auc)I~g_w?BTgCj%V6&7V_ zgcE95g}qwydxP$>QvWD+7hqq(5#~K89XAyt!IM+*^k?0-(kIk!Jn{v*RlVU*dSI6| z!Bjdu_D7SU!rlpm%gQG|zxZsv3hF)dp$wW{oSVrHs-@oVC7|8U(X3FHWi)*WVl}($ zRUXMTY_$_G0pW9>3F%q0$chy7KAQVE+T!%YIkT!j4R%n$Q2`yb30?w&>bgd-=xUrt zXs6RmKaMJos9H~}DsJ4VaCxdCQzQ%8)mNNp?YFkkA9F(u&Y+sPF%v;>j6y^b_Y!!N zBJ1&R;*O(&3(IU(76pysW;2;C!H0SbjXeyIPc%L4bY4PN#j2GG#IOXWX`HKFx5vjW z^JDoo)mU$JH0VXKJ`@?IoI45Z$~W;b<0e|tNf9M__%p;M!v9nZw~4kylwwiL_E5$B z1CQH7PMz%*xIq5&)|)+>arXY>jyPz-5;8|cAO+B(492030c!{1M-IWN4p>fLBa$Vq zQXOwHpDgOU@@yge9cFD-78CV#ZWqVwDGRSy)$S>DQUh=zXd?J&Z4z{ zREq1b72`O{NK}*>-@y`S0XL~~`nrXGBAr(@UZR5EdVT8ETzh#Qx0kJV_?X2gsrjZ; z%!K(2yWIbUg0{+T^;zd}TF7NQC|R;hw0>H~zV5o~x@e=cav0sYVGOdDs|g9X?$u(q zuDJ_QA1s(Rr;APOV0j=aLdm@tW4tS~d4qDxq)=Z-VRkjRb9P~}p3sr6P8hgwb_z>W z+@mPY*j7feDhNX8L6_)SoSOm}1!U*>LYrT|o~zuh5C2-?yARfVo;<96oY4TA-ed&# zB8Uj5)e)0g+h56+2+@;B^FD)dM|&8BMl*e$i*e5{S{P@GnY{PI+=#|PZw+;ejjg&IH|7IPGMYCYFhFaUkVm5eoN`=lL*4LhUQyyayowvWZy!ufPfr#NDMI{iRIjRrRgwSel4hu3HEi()ipR+Q-*wJnpfQ;0cb zcItqlO~7VgOm91ihnSX6cTN64d7ChrG;ub0CyCfc)kMw4)vnY0?e(|ZG-K({<_8=n zGPyZC)jP}=Hn3kWe&Uuse(PYL%`7uvW2MA)X>WW`%MVMm9GIBaI92B6F2h~4te-87 z6sKN5ddfiO5;whbdRhTC8P;7tD4_XmxqcWqj9d+GY_74?arY}9IWUCW4QGxoV`Kau zCQmv^=Rr)5z8>0|gC_RR>KY)hmvuU~Gq2EAYDWynI>LHO6@^(?HSD+LfJ`P-!Gab4 zsY@D_=@tVc4^MN`FxQzB0-~!58x-F^M`$}#9T}9-#@|__9=Qj4VfI9>gfyy3fhtsG zg$5`3$TdD_7c@LQ$ElW7fV}#nu+|n+8meop;yb00fWCV3`L_*=_l4w_mT0$(>RKJz z%sSCcTeGUgGh<2^K)3j^edwglhtA}m%Da0+RDhJ*`SZl_>A+`xSO$NNxyI-I5Bs_= z@o6wASyvCI-)}6jE>rWmHm>XIo%8u4Z;|Y{d|1&uYV}o^rkNALgE9@!2_klIgn@Gf zw`ZkUzE?>qb2o*U+KhszRT`BZ?jF%nIDV$c0~K}hqQW0bED5|m5~G^AxEL~7 zjVH+@qAQ_Viz?Qv;-JA2vEsNweOd*f8zsQ2w>$EqNgvq!&W`6-qzJ*}B(q-j@bso% z&ozkF>pATZDS&6tPuthW>Iz-1Xbg=X6RAvhq`=6?Djfvc`vk7YV4>0dInvdd6-WC% zB4DzcA6q)O9F3`=_YXdiZC-M!XaF0t*ovTD*!XFLt+aZt z`*JNKd8=0{Xe!_W6R!95rF_@YAq7YlW&S)H8X~P2=<5#Nq)ClE5mSs=@hK#r|-G+uM`Wos9PGIOa6VyJR71#ca*dlmoXL&pU&{o?H# zL4V+#u{J2K;NPRcXAxy3xZmW^5U`)6BjtM!I1hYnU~=HtiYT1&aN)=!`i2~8NUSd& zvdZ*#;0bpm9f7k^MUf57QtR%Pbvku%jdNEi4|sfGMM6Znjwa`5o7ZdRQt>OJ2uE| z-T|h};bx;G-m{-3!@2;*Zs;6u-S6i{G5b8CjEaP^xbh~wnEruJTD)rR&gnhgq(mZS z?98}9?I|bBpmKe*RCy!3bEM!tp|dvh+3?XUM!J+lda5*Zhxsht$*H0N^|2Ya{ zes%^GPM)4H^L`EQ%9YNqfX+tYN->H7GEIgRgV(2ofiumv6c3=eOn-EYYLxBCSH=~c zW2}XhH_!!sTP}LaX5wJF9=ia(nvcbqo5$}G!?pa#x z4Iewo5Ih}{5eCd3BZC}9+d%Iq!_m0BpmCC&IY3$BlS`@XEJIKi1i9B{jAm`)2eo_r z>H6-4sMj+KG-kU_@}29QNrHWmD)h$3Fn?0kOLD40xE(vF@(FOVI9*u>@|+2q*)!4B#av*B;C7UJrY1iUXfMsdLftUv#Kpq( z42-qV8!CVPNU!Y9{trRdvK9v`pFlbm+ffq~5bvLiST=ro8U7{Ws-;K?{xpAY+PA|n zl7V7K^}%Zq5o|}i=|Oa_s$z_*dMBo~J?w-mPB;{o8jBU1?A@J_5yBr&`Jv}~hH2u`=m+GAA3u3b+Z!PZjBvl%qm=R>TLQR%dO$NU5zO^QK z#O`Kf2!vrfp`+V4+`}$|Un+eJ`vdoaS$U{u=fZ5Mx$y1kJw;l=Re4w4=<4ud(wQ%K zGzkDTJP9D)$JTBQtC{c+o4v)?T-Nplk<<7e)k;#4dwe%?4nxDNJ%92Y+w>hUpx$zo zzf(GMdp9^kR@eA3X)gv$LV@?@W!b`qnlD#*L*%-;Ub0V+v| z2w^=#XrSUtT!e#slY$}6i+{aOQ6k(TH1Oxk11WE_xmAf5x#sspyxEd}kcGJV9@dqR z&0K9_19!oC-YE-SaNJhmp7YXzjt2W9E55Y}@ZLU#TH`H@QlZR6@lvuRvxzE15bD4> zpY5gi-0%`C8W8%j^e08{oUSZJdfVL(K3xkKeG+(kE$}B}VMh*LKH@WMmKw~VZ~s1& zl<MG|5 zD@d8iWK9PK02h65f4vVtw-sFZ-z-=47LChnQIYu^FRK*EAn+GQf>6$cY(YueI$b@S z=M#Q7hO&pRjIce-h>o~Wxn;_kX>2dw8frizr(;1G2WCctUqnf3yt7H?sva?2i(K}3 zJ~{(!&6AQGE~DFrHF!Z=qE6qRLqvLCu@AXzrMD-{ZL}tgAUmq&cEmz%eX%@5xW0Uj z^yj=&7Gl}Oj?P)%K8}7N(o(cT);9m}zbgH>7S<}hBr4#!70DnM`+&g>Y=au?K7wHy z$aqyoaO$jwphu;vDFFYC6-GCR`Q%g=SU_dLm5=YXuE32Y+S?+R4OF5;@Llb4FIAYT z{j5#oVk9MJ|68z06``XfoG07CF#o1Q9%g4XPF<2+-C|B0Iak8^yQ;qmPi(oo5_kqX z=HirakymfVVqeGNF_xmHBkf}FI*~o1Vut2ozaS5-vZ=L4Zo?cPe{XY1#D>~_Q`V;6B&}>dO;fbYRmZp^i*8#d+8v! z*?>XyG%?Zuj5xmi#?h}(Ut_@svspxNJc79zgS5Jc_rR&mY=0xmFEUeFCsUOB6;2cy zZ?rq_NEmMMS@`d~oh1*ZZ0(YSxP7|uv4D}O-_X<2XmcBwRwg&TKv2k^Aj`tlpkAL? z5z8xH;^Vx~uoNyM*UHYdKGz=^?@qzeJly8tHQ0*|+C&ylal^L8em*^Ali)EGtmZRE zk)ro}2OMZXR;PwTDWkd|2eqweakfgg7HOeDU8qx&Qahh7z3kM2%|7&2UfojCcH9EH%w^9pEan`2wz+(6m+T?*EMj3$7aFy8MVieg&huMFOLn-NgX-)R&hylx zGDHzq5uy{TfVro&n@ZL|m8Mb^LWuC*qC=b#*RBK@>9Asbe1ZJ~bAg)(? z+Np+2>J|6gRBf|Ij?(L5bTB|`VoVvBVv=h4<@XgOhlGZo^3WPAK-NH)=<3gP<+>0x z4)IAk91pCLq<5qQ*a0nRPP~Ukp9IQ%GqKP!{KHiI54|NaN&q7F z{A!fEvIm^74gWT?96?WydML?`1?CeXh1W%tWTR*b*3BePL+C1P*t~W+3`Kha0QV^jE}5QZU^C?)%XU6(HIoK+Dzhxg&+We zvhTkxh1J^|eQoK(YR*Tii_JR3D!Y3vW5U7`ocqX-4iLQTi$N&k%qPttE zy~co^SRF|yoV$j5z3N@KS|=dI6At_xOG_roEradtOZq5t8I^n-H}T@EiJ)htsb{U; zy_Hg^CP^z~o}+Yxd}X-F)56p@wY$==aFrg<8UIW+ktXMbgaq$TFy_4y+5Ulm;IHZq zr-X<1bWA-s8ax!x_lJrQB!>IGcQ3chN=e@jkXZRDMYX!IUNp8X`Clt|Y+l$jt4_YZ zcd1SB!P#^NJDMH!6}IVFTu7tocY4{=!^|PM0Eg=ytyE^igWRz@-rG*z@PGpEv$;r2 z&S^;=l}^9OY1{iZ6@~60P99D7v4TvAxKiH+9Pc0r=my17@R7AXyd!Z_fFt`1&4s<- ztD4z5U92c84OLo9X+mRmy|wTw?f}JQ0`LK9L2Ic-Nk!T>m#$!JftEE6u+uhv*c%kX zbcZuUs?=Gke;YxRjfUw?UM4ku6N&K!D!n}hek_Ju0GZc zTlQK&_aL#p{vU663kr-PJxAY*C3N@5eVf_f#^@v`&E5wxz+e1<9?qHG=a zD9l6nIJTd4u`<8YE@upNo};kv zT0d8%fJ4?(m$FLih$tmlGus$E&qj=_w--RCtj7h0NcgrDUWv7!jvwV9o;DF2#Q}r7AC!4X-oZ)}w?Y z!OV<0y$ya&1ncegCRUMf086WS8;J%c+87(9gVIdo9(RqcELU(#;{S{qRd;FGILv%! z^(^1>KMffKX|#4Jldo=@^y4?y@nzXTWK|8BiD@K&&}DIs1|<#4|7Bm%KV=PUfsIn- zOA_$Gfj@8%N^CA)?tRY)IWZHSEjtcOQPX4Rr3?HYz^7ZCzU&rkL<2zLKJecC=Znzm z?$sThp_FZJAQN#oV_V?7eecwQR_fb3n84~|GcP@b`RxIwwZCzL_|xW6 z?&h6y!iGzE<}LxAoFC)n>i{pan*ju8F#_qEIGALq;i43}By0?iVRn-wLdqnwrXotn zRT^pfAf0aa2P9RHdZ_=wx7HUqf>jjtjX}@&@9@2UF6#N2&_lI#M+J@8ntbsFMhN4S zc&T<#1_$tQtbF%`aI(!`fq1g$2CErCgXs*NhVV=Qqjs*m;uqum=8A^&wHp@a(~Trm zC)|Jk^2$!AlM}t6(ByE~b8()^78A^isV_gwpx{XSsI-yz)e{ehQ~_{`jP zcy_Nz>sU{}!5&BM=njLSXBqEc*Irogg`f6ewUaQJ?=TME_^DVL!<$F!i^EehJGjPA z&E~je@c6uRq5y*+-+?y&h+D7m()MIaJg+@*ud;bE-&4K{!-QI4g3uo|;v;*uB`Ba< z9mfb`;U``M$yuy;S0-A#OT?d8Ff^b`GKnovQU8OjY!{(9YPCgB^Op8lXznLNh$!Ek zEER2}T_&8=-87`Be)7EG8e)mFmfko;rN%3?0Mp_zUei88dND8kWw-5!tR>X+yD)jg z1vcaPbUKG&vl`^waoz4UEu_#frda^FWcx5j7L^lTrw?k5aOq;;tH$}8dJso+A;nR2?N#he6s&-_BM9| zU+kf^hbZ2z|>Z+=P62UQ|m9$&7Fp zt~EuNXJqd+T_^YWE>>+{o@AcZ#>B19c|PG9xf+?;3LVr5_py;XAxj z)Y;Bq*Lh)_D?wedCD@sK)s$&6rlH`p4Mg~6Ua_GjLgHN4dzxfoJaeB?UWdOMFlT&O zsEbr@C?=J2ry<>TynY^er+QlD806!1_RnF&vk;96fN$*l#42}uc*-5{zCa9ZeGHGv z-hv`MmQx>b>OEox1O(DltiuXZ4$q%g%ZV&x!}2$MWLprz-+*3lY&8I1OHOzp$NQ`; zVC5Y5L=Cugd?hf$zpgjNtLR*zXW87*X@8kB-fW>^nE>S&z=Fmbh&@HahK+v z(&@BMO=5A7I-)k}-bmEr;TkCOz`*g>D{0ovB%MFIyY`X}W7m;mJuWDJJDw*CpCB(E z>?-?TcR5z^{UBPd@$_?cDcFEw>%o)GomXOXGgTgUR4`0p7@#PP#DHPic-m9o3~Td} z=3J8T54{Phm!;Ym5ZC>HPWq|Wx!~dt6m(d~BdMmt=b=+F0hD`rfk5&xaN0yanSZ^XU%32-{ZSiQLWUG&CA=v%8q#jBljPgR9dcL;pG1Ghi<1&cnDy1nRN7 zOV?>WiaAR~c_+6ppbl0d;8B{f`(xX$NCtXZUj^auU59bH(`K-$lp+(*`{K>}?=Cre zPK1~^3&7w@{!J1bI9P|r!x}Wf-lr$diPHB4S->CY_%J7*>sgL_<7XHugGD6UYca_0YjGtELm0lyBR@Z>%OCR?&nHihb>N zI_(vQ-<3jS){F=XR_}lnQ9hi*C^G2ktVdx6y_4TCHWxB@*Z-PF^JbT9v|vNfG7|7k zT(oUE|>2=kom^N8T6H`E2vLn1lY6k1|tFl-LhJ-k%061y&oIPuy{H=eW zWOsYYok_p9$t1lyCA;TYRF=3!#2GE<(viuv4Zt}T3rxjJU?R{4$~`fOCp}@$p73a^ zVKtGSYufQ8fR}%JHe7X6hRTr)`H!>TGU&3!O*s2#sW2+beJ{gVKo8XibP0MgOHR* zjVAE~B1w>PnKp#JQA>bVl8H{J+p;g_w*KurpeZ^1a2Owq7jy#RGMv_q%G{gS3#ZB7fd;n?j;->MPZK~a~LZYbaqKWb#7bdZrT%Tj( zhqnPjD9W&2`aU~^xtQ4Q zraM^5jJB^zFZrRkuw5Vbh(tWq_&Ke?91@+2+rP3bVY-r|&j0GaID~ESenMxc3FJIb z%fw`x-qCMxTW*4ryDNQ?6ei2F&K5GnJcGOT78-1rJ1>+CLzy-TOE2V7Ez6zsgSIA( z?=4VRb~@S=-yGTL>m{zwtUT&9F2cwHY}1v!K|Fse6fU+$l9AaKi=a3Xns;vIm>NT8Jy=83(g&i^lq?_s<=6#(m*^_5_rfR(ECX z8eR`7+M41m_n zD)mo%xmq>uv^B>^p2|yM{EB08p09vrjQ*nnZuc)vSYM-DU&`QXOBnbiL>=36X`SC& zX4(Rq#XGb9&|RLf{vd;Hvg|d%)7?mI7dr)af%!46?V{0ivY-fz1tyu{i$Pz=HYxj`=-NZGj zGcb*fNLweAsUJR|kdr-b^l@t%J6#3sGP>&mF6-XM?*8UvI2YFA7@bzMIJr1eCtv=MX=`A!XLkxVL~83gqHS-!>i z$75D%zPtz6w<6vL>k`OFXuBwqq~3_t*6KwrmLhD^JDY*g^lX)`vO|#W!s4k&*nJ=Q zN6D!zv`zmYlo&*qgDgVC9(sLkGC+Sshj=(1_7{5oAPqJYmE9amw~~oymk}AjHJ`oc zyv3G~gw%+jY!CmSv(M~^53EX@4LmJh9}2=K?wU?!EMpRLze~-WD4U?^>PmUt=C7*QFCJ%?*5yTQDmBf z=JX)u#=Pr>gJG78BkS!2Vx0~E3L);M^m5$q9TcA35ltaHZ6gz&!@i3c8USV7! zpJjE?8492r0jOPj3TMHWSY=#&6GKxSZ>rEXR3y$$ZfM;nQL{=N>IzNye2M}`XW_uj(>?B`Fr(sj=Zd*?W zbep!Y;n}Z`@L;{+vo%4qYDE8=d!dpi`ZFkX*}BrPJt*O&w@`c&(-yRmEX$8JtieTKy}|OwQOjbB85|raK<>tM#4Y-D z%uSOjNaTuoK*_fu;TlTh9a^9?MX<_h7yecpA}neqU~r4j>f$ogdWV@Aun-e3X|5q0 zL%NRtgE#!T9uyCFHP1~|w$2Gv^DZS+4&z(-K=n#Sl=U-wA%jS(LqmcB!u`Wgmvna0 z#DU--KPI%8v&k?U)BGW)pi;f@f_p$Yj*=ZuF3^PShOWUB319r(>o@LwzxL6!v<2$Z zOMo(fEBlrscX5)S)=zi672Z+<1Fh80SG>-oa2J8g3k&0pZWq*E9r5glakw;P&2PVx zH|f5AykEm5_G5R>Wk-;5V0(Gbz&ete`2RUV9lQ|WrJNBfZA8xhpdV9lIREiov_C<5=1R3d4Gb)cXLtq-0Lm`48IO(9op z<1fF|XJ5loo8T^_JvLyaTO7zB8e(qmG$K4oivGZ$i+Rsn#urMWGEZ(3Ilq;oG10dG zG6dOIzEhS$2@N@c#O0&#Qeo|75{F332Gq+C$t}-XAri^b$DzJ=^&t1=eM!7aSs{pJ zn=(dDs&)AucsLruT7BuJkfT5F=&jf+u0_TnN>n&M1Q6XPt&d8)_?%fVkcEKl04~Wh zsZTp$=fN)Ve#Bqq-73^tB)Qp{88HAMn7#MBFha5g@oS2=S#5OWpU@?p;?^2OS&NO} z@|)@m zoa=!vAGFS!^&7n4Rs%PQFRgpT@?GDd*v4~gY4UsnHD6@J zhnYUWnkF0&wrDtaUVrpr7C7SM&u`>TgAN|A)&*W`&TM=k(yUWgb;1g+NAhytXEC3q zA-(x%_>JbhM!oZrt*Du01VnEGHQVEjSocM%C^~@l1ZOIcjbG4@ z%iY#7F0$juD6S5d83GgHIx6YtmRu1zR*v-R?Tbbb~Oa+`E_&vFw{PdZ#eN$ z^;N^)B@_g(IVR+#k#DM`~RV)d|4o!EeZmj+{Gqqr%Zyj&Hq2R>_#E0TzA)MQhG$MU+ zyeGY}8ypb)*qH}1t$508W^*NBMC0yRI_&ecU_x%LS%KL(y4Qu2!-ht-cB!~(o`^3v zFtYt0;wTZ!RDLk31HP>?sKR${m*sLgoz}7P`)3fIAznnUTGg^`Dn+#aiLXxG@dKZ9 zhW~OUvwuAo^7fKDQ8zmA&9cJiJMk&%=pA6=Ox|8)5p<@W7^<|e%@$cH?f0FU)hR~k z4vHaeNcYdAP!IUlwK!K(LF!%e3WbWk-QVo=`H({LXEW^EHF+fctY=!V4L7O7c}N{a z#1(7dS-BZ*26^YceU6&ePW9gky@#v24szD7CtxxYQ{!OnA!)!}Q3$U%`A$V4g$fkC z9LVP7BzW|#kvG8fR;~b*7QihYkcU3-ZM478e30pe13PUjPf?Z01*-bj-cp7GlEeZE z?A-*vsBKM;oK#{<4%a`YQu_i1qGDU0VqOr(aMauRMdd(NK!ggsZZm=bs^(QqjEZ-C z!JOn9Q|IDO4BS@jhjTduQZzo8)Gh$ouual?^Gy0yL*imu_DEXw? z(!|Z-gy8CCh$Pk~`y=pU*YyUIlm|R)p3QD#hV;FbaW5Lz+S6@fNO0X_Y)rupSwSKb z^GkIh0RrPkDkp>kg6@?)BB5%k&i|)!40~6mm!)iiM$3~$%+3W6B<`u_BXN5n#VaY; zbHc^*NFBow3gI>32&|E0qiV<`NEU2e3)t8pSlvv~6n*4T1UC71-@LXh$A2(&`@by% zyPir7V_tS#jSmr^-q~*AhzLyLOQ@bsgEeaKFxutL?*@zqqU(e4NbMgn#T4)XCgn%x zC$Y6{UhdOj$R>`Uz*!UdZ3Us4aMH^X)kG@EfnNX0>@US>$6J+ZO@0wSbAKMLgWT4{ z&r-d{)l|j4!+%Q+Tdn}ul-6D{cpWJ|*g}#ZRk~POdbpFQI4gQ_%*rOo1)<6<3El(o z?CCupA*H{Neb-Oj6h88$ii1-uHtJh9f=#;1!U+}-2v31);k7(iX3y%&)H`5ZA#I3R z@GbPB+-s1FV<}HMFdsANKaxXx%;=toTu+;fI7EQzEZ7doN1EF2@VGZ0wONe z0=nR0-dzvFBMdv(ns%^%2kk^v25eKm)d^i^KWbjpRf8y5@xk<;_GQv8Nz;$;JMiGb zp=>L*^HirFRUITo@nuW>1A4>VG}+6%@SnY57KH z{uVd4-eWG|qcy#6mopvskgOd>&yWCdTAv`j$uM1TS+TE)4@90QF; z`(#jmW9j`Z3;X?d8=H1wk-|aOjLR9pm2Vp7W-tJRS-#Qg2vFCd{wEVPfT2i#DHw}Z z)eM{@x`UstI*6RE_U-TjEV6=QW-k!Kux1^qY4G-B5NZ=1vLrO)Z!Fn?2_E4N1@A!& zA3MWD<(_k9VfWj?{CGYejq;aF%U@CH`vGYYV!k?&qlxbM&aBT-jogkp7oJ=7uSO?C zwPwi2+%g8}QY^;Q4d;$@q+RcT7}xP0!rA518!^wt0rRz$9BbOI}M7FpT#QSG3TN zbLa0y%y>USQrYi5H!>|!Z?Fn0b5A|X4b#ty)vLbI@!h#DlJZSj?9p?JzqR5;W3UEc z2Hy@1v^?@(FQp@QW?HlFGqoibUCjKL^zhLh7XM*-ozhM`C}?pGO#im6XuRY?GIXa| z!=a|=vlZije{k;<7vKOtC#z@eMb|B0n?dv(=g1O0eZoGGdU)6FM#DK~Vy@|LYp_Y< z!GNFZ6Ojj->aEj|^Mw084Md;({X{+@d92v2h#JvI3<0miIF|i7+}v|+hsJOvIr7!C zJ}6^m8-PXCT(WZIBTtHjFU>yiruC1@q1hpv!xc^AdkaU1kr_&oGEb+=nmE}u46R^^ z;=`~SLuY&{-+GS&g;1XEYm+(5zD?@u zx>~`i;tx?w?4;^t5Q`-gSTn;9HtRbd(@ddFt<0~h&^{v9CXz%&;P~5fFnnyt&@##T z8i-?MA{Q$)^Lpd5jRkwlUbpfA&BzX_!qF6B|CBT(!0$uSA_r%NZbG$Gg$#k0G)!e5 zi#@{x4o~6bV`sUgb_}8?KjxQ<)rba&z{vScptZiHR$AJ0q2Iosq^_kU2Dng>OvVi6 z*>(vniw#%tXRzCkEX%DzCegXb_OrRYZV3(+4SYfkS0%FEpJp-t$hkc(`)g;jWEfBD z#kvX}f)uA3H0v6<@gQEY1MNo;0*5N6(Q^VR?TvwJ>voG>Ae+DmVMhAtQvA)I=RZr{ z9kem>JyBCvAf5m;3gD;8XzH!C!WwUQR$2ef)gi@DshJ=c=u6$q5-ikEPbqXb5J0#)Mry zyT}cW#^h<;4c3N1~ zZ`{QSjW8QLiv?g{K-_$FnE~%=#-&P(P+bJFkE(d|g%e~j=;fhB#QA(ru%MVf)fUH{ zWL|pkC(6d86qSt9Hv_wzwDbq`8PW)j>49)z#Y5nJ{iQdS{P>WZRw$dM{o2eYI1*6t^6L%V){QqfBh+?2_;#}}k zS3CLzQlmIsND3}Q&fz7fZ_oj^5d(aS!}FXRbI_b$3R~gazlv&=jE+Mqn^u)K_N^0& zF_l@lqYWHN(^P1`q@55Ds5iUXX+!G?kkaeQ+bV-g#9pIQ19AaXWOj`#{Cb&JTm3 z_EU+4I#xB!m(Za3Zyl%Ef=1p_HBaY6X8^w~WjV18M96xe7mOY+xJUS&Up=Vaxo7CC z9HKjefJVxg(u&a%%62Gs|7Fc~7>3VbpIcy&w3=ynxf}3xlo_44s8jUTxOISSf6T>9 zkuwBbYc&hSXM#fI6aRu?0)2SR5?)X(@bN+ZxdJL{#0{;_&j*f_ysvr4!{g?^b`_5v z5N__sW>z{h0eC)%5Z*0}W3DbuwBGCCvRfj3{?v20Xa~$Ombg&4Lk;x)1&~m5)X+<1 zqj1(zqf-%uulTc(OL7E1CCg13J7F>j`{kSH*e1{NFEZt>cYsnN(hmzR%pGj|V{E!w z#CjZ~&cJ`Ui&B0EUozSTo<8{v=ZT(@Uhl3M!I@e40rEof(Z<;c+PC_75K)HVeiA?i zS#U}gaM&ottN8!mr$_K`kQs|$(;t-rf*>ubp1<^NpDFbO^{#|#5Gr+C*^Id}`Zj)x zzlG|A6GoWF@f?3Pm97%=9^S7ySrmFL4|_RgA{x(IDXfcAm$sy!mm0v_)@1g7m{+&EgL;Ec(bJ)owPHY4^63;7f85q-^@)S zB;c16t%&TtgLS)tq#Jq`Nq zVeBx$z{~@hKS3uI6&dBQansr?=-EPJTTKd5)|Q1b)M-Ge&XmZ@p*74-s}ijF-MvO$ z?{OSSOjH%bFw@PiCJE=polqi!o0e^_ZL}{N9Vf$4@{5n77oaK3uyn{SxmlcE>MeXs z78`!Bs_%4r^(m9HJ+2F4v6yT={>Dktd-@2>u}m!nw_F6LOi5(WHjlIO-H|pl7x8ah zS!_tdoZJQW2C4ZrndAiYCYMZ;@-CfqWn`ubQBWirs!;J4WHpY_8BYTw zw9aU_G%z!E^*x<9Zwb6w$TdL1=^y3fx<)wwN)`T z{O7n@fLiGAz&E;he2!0`y(db#WEus_4zHRzj?iRb|&fVZ3! z;-y6C4t%HhhcY=HP&mixKVpP`3WG$NMK{9u0Og5UP#)Rxt`ehCd{O6Gxo^5+92J}q zy9KjL-Lnm!*e5lBgvWTy8$;yOQauL3Ndm`5uo!pU8?$$7tY)b@V62sy=lL_@oSNo+ zDAu=ViikV>RwEI%88eu)7#fmLPoe=I602s^Y&Qc6+j5_y&2Go0hz$A9USy`RDfQIH zOTG&PhSKj{%LE=ctzJNeLc><2HGy>UhK?X;9B#u9XbamRNde*8554F_|DCc1*JlW@ z`T(|Jq=6>J4v=`P2ZPoE6gA3m5@2;(PBVUXtSG)quft;?RTmdJ2qv=Dq0VU}-5gw$ zw-Nyy9*t%9Nu#}K-_`R)E}TC3uLgsa-DRVeba7zrnX#8-RuQcK7C=0i8mQtd?#u3R z&>x1>Zk8c}gPKI|M?s+ecP^t;Mztz8R;p~&6rKls(}KQa1kf_XbL55YbX%c~RQ#Ub z8=nRORZUdq^J_3l*D$#WKs%X64%=W+$FiE^zYCcIn&K{d%@hU?_&24E3!fd3SCf7n zYD^n;(2mVbGCcIi%3@ELwR|7P-oeui!qPB2pAtpG*vONbd+g^89dPe2>%wTe1aW$_ zXiRfx%Y{>_ePg<2sJ09JDJEmE19T6%F+W$ly#qZAW|Mv#`R%>-1E^e|>>v|PhyzA~ zlfeW-a`Nx%DmbeEKDo8f<>igeMt!sSX2TbpCrdJ<Gl^|cbU7isDsss-@KgP+E^j(Ox*1`eH{OvcW zFc}og-GYW>qSBiur>LJl-Hsd!PYjaVA@-Dl5J&8_SE^ClIa-4GNm_@O)#XtcK4|E&EXeHQhcPLRMDIfs55`Cc z{3cXyuFD4#>^x~rW3vrCql09T{QR1Cq?$l9`S@^C*&i%(v2y!^&L70d5HkV@6MHP4XO`JA(Hh83ZuQsdJH8ZLEg?C}S?ge|1qLv)*=w2$%6 zuW(SL1o3rfMu=SHwGKz!Yy%e7_&(eI-*S+d{Uyn@tqOe5nS$&h1kL;rK6W~iK3AF4 zHOF;F*5k|T_%mi+&cGDXrk)D+bu6M-AG{G)(&}CDP^rI78H52|L5Ws|I!ubJfmPpa z#`K7kjlzFMjEJv+8Sjd~?feG3C3@Mg6|jq5KqYU)07Z&QZM4oj#!+te%Hoy&+nhy< zVB@@uk3tw5?KBj~TI@dtL3Qoq-oQkq7~2B=^*qzjv94>LnLu0GY)V77h^LufI3 zl}`kpPFPzrUJKtN=ceZfywCe!3EF#k3@`ME!WN&9{NELJuel` z-LqU!N402N_D#=I5VJY=5pK;DO}H^{TanW6`XPm!b^D zuL4*j{p1q)7jRR1cV(s3heg+SR;yUk5tHy6Ge{ORDjfz}wjnAz)gJQ6@QIu>$+_|) z$1#Snk=S+AUMwi2Jurq*_^0MVhbP#^nn&3cM5C5GCe<$AA0!6le8wC6xOZp?WelVN+=P?7GHBfN4lil2};cvj3XPJQ!6f^OQa1ccB%2+ z=vVJ^!$gu9@fIl^4xpI-S`z&6C*6V_!6x`qa2XZl+4WtJs7s2lrl~>#m!H#~Onfl& z@7vg)lVx)1na0po{zj9+NFcK!S8`D6`;=k81=?raAZ^9ZxotMl3rFBq@!2_?JYCXZ z3yx3B0OrLLNVT48f^bj?KyG>zUF3JJWSmoKvmCG8Y=hnPmXE3TCs3>nQh$|>fL+*5 z#m|pikgVM24>v1|zCB7@oi#OGwfGRkeqd~d$&zP>K$x_*nlOzCH7nF5ou9GOeCvT) zq@4Akq5;Rtg_yD<64~-%*|*`j`Q}Y$xdZcI<{hyO2yvVAYn#yQB^z^y3VkC6`BC*3 zt(%7BaxSx0P1XLp#TJM!F>?2TGaYn=f1HP}cK;PgP1U!I>LzmkfpG}{+~`veXekCG zVO$_5!4a8PWP$gYO@@&>KH+%^Vl?3S{5!U2J@%36*ym`NG|nBd@@WfNOP3$kYiWD$FMLs&tz5X0Q>f~cSYBuYva%FJ>?+pUeUjI z6Izad;taCm0+cF{XMoSn`+i<>Fi>^>WQk6&;G155C)NXSUnV%MU+qy9=Wbq1ubI%x ze>xj^8Js(Se-pVjC{tGIls_XLw3-Tx!-C@Z%<`r4*Xu~fX8zsyK-x{4FZ>I|OYd4B zUM#5L-R-Jgao6f<4_3&2OP_X(>xilv*B6QOew{Ueja;UV6$jpegq{ho%Hu^Ev=Dld zu+nZxa^77#30f9{mrl@jq2%&x0POuZGZN&z?wkVGFq$zwm*v~lI#f&gDAHPp2p{Tf zk#ikp<*C{L1irCo){Mb8jA#(%Y(Qkfvel^hu z7UX+F0@W9_ebTc`jt|xWH|*xQe})ub*{TGzJDRMwIbagN)vr#i)in}Q0eFqbG%W7k9oQ5tES-J;tq@(AWhqiGkhRoVO|KjCX~(Si&bZ!y zxaDe>TB-915LiUNYeFRQtHw%V90r&hE8Yd_A(W1Ff}jTCxw-7t?A#Su&FFb260|BY z!M|^`mQaebe!pq_rrO6B4%MPy$y>WH1wz>fWEqOUD`=nehpLJ+;`uDvf?v@|7 zf~pJ1v^&247Ey#xhQxvwP4@P4;G>TK$eAV&-`-$=63)K&?_^GN0LR$>#;LZ}*$yaH zK>$xcu)pmXr;;3GfX3f#R~f-YwyHIz7N=jQ%sz}Ofm>6=po+NstEhz*bJXZF1s+x& zup3qLOV;YJTD5D%=LB%2mOQ{PnAo6TAgb9wb+4# zsfWv<9aS!Mh3uWxuNu7w(6v}26wr#=tQ!7x#&eD^@Cr2u$B2aXa$n7>eeTc62aQmn zE=#s#$FS`Z3gUg18z&OEQziW}C4iS3zg&!La!*+F8qiHUpx5D`PSelf18E>zUqvIj zp1VM=AsWa^WnjviV+fbc=Y=Ikr-QY5S*WLf4Oy_t9U(>a-Q6~)_@r{{poIaT(`@_e zpv|9Yp-XN{-~27Oy>_py$P_LC4ee`z&xhqiJp$WI=;1T_g=E)#FIoMwP1ixoONcQF zj?ubid=io`Ahfl7+OSK^&_XH$?6%>tI@Tf4rn)`|1t1B}qM3g1$Z--%AS`NOESaA` z$G5=oSGUdv+zw%aX6Ln^?IxD`(~5vKtj~zyTgaTsK(`o;*?hPL$w16V11J@FXxBXH zLtjhfR}&)aN5JipAmR|V>CSpW%Xfti!Vh~O)TeQC=lx^vVxIp zF;=UWrC>n}UO+Crm-TAx4S-qi>$9u4ll=ajN18pAAI~=XysXOZ-GFiqNa}uDXi%?v zKg8Dk&&QjX?V3npdx_pbi72Tag^a0;caM$dSO%Imz4ac)K%EfsTAqQBu%6!980 zlSW^p=a*Eezv{elT8N}J!u^pZ*_daF|5ShWjKB(;Yzko%6aGZc-K!;@>-MAtP@o~I zn504eSvG8Dq=vj#I>w0@4IlrscaL{53Txi=yNC&sMk*l7X4>smALhsps9qk?Z4La6 z=hkd+tT?pM4Cizlz37smC^7EkH=lw6Ko`U{05-ZbHCt(cB+ z7(>CV3)vq+KPN{fL_qgh2&hUM6rRD6G*f)f#II?iqP4G0 z02ApnRO%I7ng7gE5g^MT0|}JCxQ&U^lTcSQ0<8cPEM?zv#}J?OUPi1n5aWiipa5luqeJbPH(B&=>7rapF^hf?Ng*^`H5cSsnCExxkCQf1y2PlU{6jEb6Qy zH54b_eWjcqxGN|t&3J}%r4B5nUt(@qURy!Sh;j3a{US><4^D)2t(@nB*?HwF2a-aW7(uvcpspox}G&1orm|j|w8LN4ud@*%fk{+`5c5w0kJ$ zMpxLGyxd#{wm{-@K#VGktbMrsDo-x1SAt^HqdUrW-q1yCk6mAz1BaG?KIt9O=)WPk z^6AfN{0F|$nw_tYp;7Zb^@iHDa$^QbI$qrg_HpuRBd#JZLE_LEes|=2?K6F7-#esW zx;87qz2Sf#I0j1%M^-cQ>)IB?j5!bhjbG=>rr)eo70RgSCY-xCk&g; zeP-=YjC%*k6Bz9Nba;CnCj_QJ z!oTe;fyTz%WC@a~!sfkTzmMM(aGK_*V(vL|h(BJY=Jja(tE_=L#D;&a)KrkmKNAZ; zQkXV4w(Wk1393^eTyVdIefqby3Ro-HvvzD5JYoZnzip;Ag3pzp5XJi3S zTDfD0#+sRW*jils5PEm#7w-0b5nd5$p5a3*AyBo!F#@g(NRPf!kQmV|`6LCAGwAL# z2qFuC;o*W(XF4$ap60oRjZ=9Bd=pjd9iBzn>5Rx;s_mqx1xG42%&-lcVGPhi9sg6M ze5lp}5ESu;G@qm$S%3-x+iP|WOq%&bX}0s&JkghZE=C*x0q(7BSmP7ba&3Lvs;u;! zmpOolw(Y>Tq=vTl1v_9Eiiz6mg$T(iocW7HG{DWwu5-0YY(=$mVkm#P{~)wk)iCvJ z5VVs^i|`RE{%$iE4BU%}`Eh#*yKio7b5sb?9uzgMX4!Nn^aSa~*Vp2#T={13?mI_G)b!HysfQbc} z*EUHm*DDV~=0yp(wfk$GRFhn6&*u;0-1|g8IUrPzs3japrnMXj1o(T51zOF`s{_OM zY~!()yJ8FlBVS;;<+f`8|E+8btQrvN{_4c+K_=-=>hCSo2yHeN6S)r7eRqCMr z)oFmH8nigjMJ9fl)Ud^P1n(_|&IOYvxd(gi4=Qv(FdXFqZ0rQ&n1&%{v3lmQ_TnB- zYA30a6&<*Pm-8k9Ib^(RI>H>aJoU$*s-3Md}=ok3>gv!e`db8n>lY^FgcJT?Sotju)I ziziT23V{09L#zVH*weOYTV^n@DvB86_iE=lo04&xlBQNWi6#&5ByJSS>(AupUTtmB z!`pds%v`o zq;J`vu)O$el;>|TeE-tjjXzp5!;sP9W19kWadncP)oFwVdm>$Cf8N-6HCN|vxC~KB zt{dE-!?QpkLJJKPH?S<}svxe}1YITx=?D_*30v;|u|~@7GzU4XTJf0<7`d6jSIfNU zI&dy-Ap&k$OoLk~;vTHms#At=Wh5qc1S7*O#^j59K8Mpi3g|GG~glvKKooG!tC4Vb>jG zR;Gt0)c+bVS(MeeZvODGAdzVexz-vJx(F!#Y?C5U0R5q#FePWsE6f()U0BdBu&J2! z(wu!S?QMnPPS0rz&7=}Mrux<5lk~l1PY+h5K8Uc{PEkDj7b9za3xz9fOXc0MF3o0u z&1%@Jo5@@MDK6~;3tVv7ssi^vYYRt{%j|61UK${BEv!euNB|yJ7+z$fm>~=15}I(S zy*OCjl+>h0Z0TfJe2JkAw_pvuXXBn``PV%O07Q9q<94>{)3@NZ#lbS6-!sE4tK+kP zGg2l<{#`dEZYE9WjZOrz;!6EgJsK-8hCWGs8)N(G2D+Ywg=^o`7A}QAP2XiRZrA;K zj?xBS%NSoB0b5LDWhPoR%BCr3BtEBC1;3f7tR@D^-bDCgZ==WPKiE!v0xd?Q_`C%| z0a4ZFp=MSG{-QD083|t=WM{Mk`$RhBi-N_W#@~(CKxq^Rs|19vpB+#3z60alF6iV1 zHve0AUQJ*PGOC$`%CCDqc#RW3Y)JU^9iQ2@vIil&zw=!#m>s^YtRq9IcpvvRW&ZMh z@Q2{L=*s2X@BER={zyy6{32tORKDKCCsD+V@s1ma`u`^Cxt)7j3Ar8UKUcMF5L$6K zEd189ial1%Pt;pcF;fC-huNhUZh2{jk$1;#j;DmV{K!|e>ia0Ap%l?ouw|RSg`&s* z@&;fEXb20Rj1N6aYp;7TZ#^T;DuT{bwTpXX3U10Fn%;e2tCB!qs5=NxS|x)CYtXb~ zr#leuKU`##TJKpLBfaWoL~4Ru2RDpN#QqvMvwR+{GG6I9lXd_5IGsLgb>JvDn84DvNxAp)r&E&q$-~K&G>>h{ z9dU+TS6>P&k@(>Z46jgtX+|I63MKasK%bE~A2=EmC-1&JKd2Az*xm}aUjCDzGIc3N z|EZxUV@{I{elhqDM8tPsiLYNxN$*I@4iXh`u!a&yWc~c&3JchL>`!H*;U)f#&l(+d zrf8NVmFGqhf|J?La@ZG?lkSnbGPKGNO5fiRHBH~Az4~m^#}t+!b}Q1bRiP}WqE4t+ zI*7nE7pr1u?C6Z@k%+eS2}O4sMMq@{z$53RAs%F@>0^SsDi9{1FxaX0j;f{j=AbF# zmuDW($m-{pR^@2`$QYStZ{sPX9EfZRB1&w*?IY+~lKMx&jG1;Nby5Ms4D(aOZ4f}k zVtgZfzP%UqZguPj+cpo5%bu<8Yuwpv4GOGHk%m5Gf%=m#ty2B=C(~ELDH|W2G^BE9 zLb>bpvPi!^J(5lKapD@E@2c7k=eMG3NTk3$I}l~&18X2ku93Y2(M>2-3QC&u9b=ue zA^I<;iu}j8JRdsPvFaVDtn}rUD;4?VsURX^ONP)OwVpiS#fvEqQ8bKM_vIfxX4}Vi z*Ry}+1Xc{wXGLYTRf;SywN+3j#~3-b!4JZbXpi7qwMFcgWTpA9Hsllv!hg}y%o%o6 zkaexbzv*Pn71hXQe28Xz#Ezj|iv4a&0y>OoRrf?d`Z=tct!z0c@Sj9E((oco9S64N(%a^8k?Udc}IN*dKp$LBt}&nz~&q zlZIrQ&f36p{!L_G-rZ6%3L`aJ8dCWF9-NNjhez8F$Tp$)SG`kdy?t0d{E2c9{<4Yd z2Oel?*O+nOvl{El7-!!7v6tfwC1*9 zX>i|atzJuIBgKO_a61BFWM~;DsEQgeq_u486jCR~Mj4p)@RcQrB<-ZftDEUinWY~e z;9IZDT`!2GcLZlQ13fwcO-_SPGU}qCka14690~{7tiJcu;M>V+>ZS zCx;0mKV8Ty#)xaLX|SARTJ!w_UfypJZ^ksWC#PJ1*e}3n133({CYSb8&}@^_{JK&^P@PoJo_C_&?&}C$r{#zRZFN<$NvzU@TQZ3LE=hoc_8 zc%=U#E+g*h4j4eXN~jdHo+K|fEGgb&JB|YLsc#!ytBbioy^hNW4{UyhaS)W#x}*5Q zcw^EC^+O86g{v3Es4H;f7Y%#_o#%}H4HvP@G#Wv zfU0`m&p1NuVsa+;vR+RRa=1){o3AT1MJ;RKErn%$k!P$^d%b~>MvLXt#7#f|VZ>}m z*Itq4N*KEIWF04KCsIJMv^aG{qvWpnztjV9wU5w~5=V8mo3)V-MgHL}1cnL@=EXD3 z;RC82{{JyC%5Bipjpi}o00Sf@ZBZ=o8@zlbQU&)3{yn7TZ$JjU%U$*KhnN$%itn&# z$`#<6Yk?KTIMhgga|m~zd}o@AbLCPyBB(Gd8FEhaWb?Khyk=Ol0fGkHXK6YLRb*NY z?gE#*e&KHg_9Ojw7#+&q*8DwcsW!Bnqw_g%yh2D=r-}s~lb$BCjh_r5(6Lw!0Qk9l zqXOxTAjpeq5>U&4v~AApvBY0AFIZ$s_?PeRc=Iz9H5H|--V`)(%_c=i9r`AhxlXEv z`O36K~L5~1U@B=2!8LI@|OtBaC z+IEAZa{qX2`4#l!TW*QivZ*gfWmPevCR2rq(QL`Oa z^y4GYY8`YUeGGta@44@Wbrxh6Z4E}#*_VvMv3lz1Le*f`)I7hJKZ7WSRZk4T3c&$E)OuB7wEyXBRsV!O!&9eF&( znujG;ox0916oZ*MEu`x7SeImaW$-n1sv9*W?J|^qHy>>i#7ijRF1!oyTW|Rkg)7MY z3J%)vQ#fCxN#}3R>;mmgyti(R+t!*OWwNq4A)Y=B^~jdVsBbe~6Zt0*bCCY8u)rN0 z5q^4j%&!U(_@p35LcPp?^ussSbzkt*D#p(ZMzwGq{k*$VuuP%TPQAkiwXVF0bTHv@ z5zf;C44HyJXIlkQMy+#^^S1yGpFY;jElh!J0&LI$L>B?n3*C0l{e`cH<1X~;_LG>m z-rV^HqZ(uSNxJuAkD_iL3Nrxaq$`1fOYp~Ok-KCp^*2)$TUUql-k);H9ZLhIdtB*rr8&_>_-K_92*K%QwU7CT?*TPpo3LL6$lfL7V3 zm%ABhoJ_vdF(r6gOo#6^DtJM-L8N#uxSie9iIxCVDLE$7ftf@O^X49ZRL81c-PZ?Iv$BAG3XkqM30va6%Jr5>uYP__$eLan4 zEjq(NPXhbmJw2S1a8CarbjPu6w>9r`j!@ILSARWIn=6X5xA?+476xwbHABag=JXcB zyX0zU@kTC9CKUb5wer_z&cr0H_u|{f^Xi~hpL9Bn=FAWhn-*1IObA%^UGn8VkDDCu zaJj}^Y6^u?8-LuH7RX&hWrUCkYSxAU4$No?Y<2Z*kf8<%yqQmmQjspKEUPyaI0d|f zI#WvzT!;WYYIBCn78!|YEzi-Nd$n0@$}?> zNM5_}U#UsHU|aDF&Nn{aX?fdhoTCfZLx}OLRzl^9&9>+_={4CF5_HcWWI2FN6wP{4TgTu|aKlU#K#3+f_lQkE!rBY+!yXyX8BwpyKO6N! z05p6BiouQE8^fL*brd;2yQw6mW*ue%jS&Z$!M5|v8+YHl z z^_^EzDK!4gpzKvJz=uV+OEUZhWEQ`4CO4E=^fA;yvlKe1NOosaN3!ORIA&jx*jP_L z;q>I4NPijTOhkn5U9u?Sv@(DE?OvLoZF}^x2+wQ#rOG^T1jMaUj?IA?_llDag#Kwx z9K|Gs+_PwTjDD;OqmVdF+&|v8;sH7*j7GzRn8(rmMcElDS1{*S72be^a(5qX$?0Bz+p7 zDa#gNYCkUOJp4(HaIx6;wH&1X5}6jzYCks;3Dz>~F8%zgvAXs}3zW0tZiR7P#ChB& z{uIwc{%C&}F?1&D{x6ny3|w?x=C&MCTNt{@A;CrNw*TKOsal2gzi6 z?=hv8-4ZS;v!_UO%Sd<+00Mk$Pqp21TOnAat<5*Uf(U^i4L9^=*o)VfnPB~V;VDy0 zj{n^LXUIrUzvEnnap6Xq<*KB6%#E=pDMTDpy7(5HX-70?b)i!2S|PPQ8)b{3m|Yx0 zw9rM31tsht8AMijJ*Iqtan&Jjr7PpNu2Gq+$qhcf>^!Gf zeH{fb|2Mxz0VPFPuW!d-NyHemSQRAm7Tx!v`RRyoL!G|rk2awKQc5)WY|i40BEJ7W zxi)+0nK9%Vgtq!$_7>u0a9LY}gFIl`oqi21(YPN}xmafPJ#5zG={}}TNSU^M@TvXEa`(TIG{vZb7L$1-0G8UzLv^A_KQ#33};Dz z>Kb9Kkm0@Hu$a3ArZ(%r=?d3~wxiedRpR9$cbGzd^!@q9tODR=48r-If&zU!o?iwi zG$Q)JCYeMf4b_?`G@rqHvXh)pJenqV4+a9!h%hHfM@P8NT+#9ILiiPEJy&T%xURG% zs=JsC%OAzZ^_U!^MtQtH?%&A)1awr4>U(7^lKAfY>V2v|3kzrw7a`V;;wr>RoG^Ct z1zhxXmJU*koW#l%LHU=cJ#4KQUyp0A()A`|nZCdoGBJldYFQe4GZYp|F(%J8->CYV z6p&EHvUhYp#w@qR&#~odqowcTV;0~JP`!&YcZuzo3(&%eK9U_Y$mnFPK?A|=*5a9c zVhOcYVoU6J%g0qYe{?o353|{cBJXN`cniJnOwrwkEkZ+*$_`GZCR`X`M$%{qR5X9J zu;eDO*Q&~rO{7Hi8E(r6a`x)<2Ffyi3qSwi%c2`}!~SyE=j-i-vsMx4yBQyyX|d>; z67uI0k;whvPE7Y$7xVGmDkA$r*C*4vYz5jXTdEkvAzr2Ecc@ID=#ipGk+K_QRv2ia%=AKKX<-QPDd|s6^I7@zrDIl9%qObCwDR@b-FAS;o)zU(hYQJcmd6f7iNBUnFGaNfVmnYIq!X#V@3gV7x7~QsK z^Wt9Fd|k&?Ug#3S=)U-}7RJhm|Iyv0Ny*<)KGnj`oCP4zfrY8_9Nn!UF-uYCx?|;X z#S?CfgJ$TO=h7m8ot5P(m-EUm`kF?))I)8Fd{3tDs^Io34}t0ldr5hCOyW}c6Dvg}4LF5kAe zpG9XPzo?!CC9<{_q^hG(zJaPE+1sB(6xi%k=$5GvJcRZ!cmkE(V@ZbL}rxk-4h8dQutwvF>s|eyc%%H(@5ZZhaB?z5Z zZ2SGlR8=n}Uzeyo=z3s~G~cTH?2<`GV2x~pM8yVTr2zrnN#1E5D!AKBZMy^6rCwXF zm3XiSpJU3%e7I-N)XV+Qqv8Kp2VSo1)pAR$Cl4vh>=M>zOOGO>ZCwX5u*n(-{c1e^ z!MBd3aHY|xO-GL4=L$KkJYTEVi6uVpQKTAE0oyHT<66TEZLgwTv~rM%%g7szuLj>S zwt`Ky6JmZ*wB5GTlu&lrKUyx8Mi44!1WMH*)k5x6MF51~d5GD$TZD_`u=1OKFaucd z=LN!-?=ikDD7@r_Qspn`UDxdTV5{=i7(SuG5ai^dm^a}F!%DV2%lTkSl&Eb*DGsP( zvX){g9VC!9#msF|>80w`DN0z1EKsg0GCBpfxGX~-{WK75SvuvDV}L37bs_(e0|Fv# z0aSXRrx6vi3l(+5-DNhO)2ZZF@anCfH*$VYcZ4DFOh<0EG5V9%QV=s^`pHl?>UG%nEhNLG%zbQWs1)E!q zY@m9e1O-)O?adK6RGUSmt9iQ!zC73IV!-$AmD3y)KVVw-(ZkfO;2ruQ1gKm1wl4Cl z14{b0D6z_}_FbnO!qTC)*Z@S3bZfeUo?s#a3n?76kusgGvKA#w zNLoR|ilEQL=D=*N1mHFlHadf*(vXZ5i?Y2+Ry0`o$KXBzW(Pyye{j-|PkfeuYfTj<{*5-N zzp^dk{ZL6V@2nBd8s4G)+nlxMV=g2Q)yKa>|GS-doC|-S)PL(G=5aV{U4Tu?e@;$lUARF>Lb?pxRrp$10kfnp25w`54 z;$fCJVodaUCfs;ZFAc>-lS_MUumP1I>VfW>tbG&w$^;`mjfbw%C5?`_kJe)G?+Ypi zRyAeHZ>AVyK4Xg&i3ep{bV{G#L60OcI9!vd6ejF7Ax#4&01%zBN9oGo%Y)Hz1XP)0q=(|T*3bD>tf9h)KJ%%@ zM&u=gYQPI$?KQ)rD(qwJ-fuCM$&8FY@!N{$css*!$?{SZfE|0R(g&JQLHOd%XJy_v z${_h!P2klLvO@O!LGM^IrI16}R`H{I%6z~hG&$s2nPoOU_h`3h(6v+sp10~n^I=CY z@AC(3K*MlvNO7ND(1d9mpYW5A*0X+JY%2Y+=?ve%s;mvUJaa*e_iNH}QP|x44-@d; z_X%mi5>jFlw;Z9Q%4f`CMVZ)dv=?|z91d zJH@=K+vaQ#d2X0B$*WDo=hi&ZqPGf+k#VpcUd8QWp#j9PUny5mb&Ax`zttn~pkErB zZ}~9C^8E$k)hnZKv+kp2Z;K~wY|}hT;GgUCN8IccyKp!SgxkoJN4tx0RI|xV@Q`F& z>mT9XBB72}^Bij<>-3}1{i1dp5y_L-xcDlZmt|4G5EKFMtqceM%Dyg{+^P3XN5iQ& zW?rOk8xw__KF4I!=c!q47kxhQPh&z#a-TZdxqmeP0##0FS@r!ScHlTHLY}UO8TnjF z%LQ7_bX@pEuV17Ha|q|(J+j<_w+Xmr1h_g`*D`$L=lwVJ_Y027Q=*WCm=div`_%=k z>Xn8A`|({ZRgr7W{#jYqUxNN89@n2J5u{K|q@S168G&4(#& zfNNYBVHEH}35nCWNLd&k(F+DQmk+~459AqofhR(>ENEdme3i^Dv>rxm4+W6R1?Rwn za{&QK?33CQYw`*#X{0DZ60kHW$H1e`?JZF=yH-y_^iT<4w8>>mT$cZ~L*p66MF+-_ z?y@;X_Xv&Ji9aB^<`?jU%nz){n$Y`p$_id$0@tS-NydK!HEtRS~RuVKn4L)+bN z#I?-rO)QmUV?o$BCJ}EL39>l4{j)Wnawo$Q=?^`lrm5Dq$D;8>`x;!yI z;#x|mdt)5s5D+9&o*PkKfdDcn%jfkleeLYPl883jIDiz`rkPO3MSF=LS^XkA z!2ZBl?x+^Xafk9%A^{KgScamY|G=zI{LAOuTfUkuTKZu15Ot1#_eCY=3tB$1w+c`0jl$FRm8<(Ywf zaT$88%wstLbReU|{YAH_$2V;DE~mbc4h~`PLSY&_EI;rLu3Fftx2CL3#>tu3p4*^v z>&>hT5a@v@OZV;4KL5O@O}VCe@D=hEf}vdH8y~ETSE8H?EvPgMr2i@c6KvTnBN7Be zQ2UIfIXVyqarU(kM9Nq~Py2LYNshF{2ye+cjGz+r!^tGk6i`O1YqHP?Jjf12F3NJjFREKK4&C7)+d@kKQcUUH8SKU5tKO8lt& z;D2Hg5~f@;BSzl@keks(T`D7z)(>c!Jr$aEhu1J^-NM1Y%%deNxl4bj2gppCB;}D% zcNp^es-^In=_R5}cfv-_1@Qe>pSB?Bz`eLH=BVOJGf*SPq@E1R{RE6&0&r2L7n>NN zckVnjBs$315}3g`eYHV*K@TIAbq_Vteb0dZ*>}jad{misAPaOq;n zh-oS{n7RL#zH9M1kmU+tiz5zo@Ag{i5cr>D2FJcp!kzeE91$bLvAzh4Bn>^pS&CU` zgT%K5G=NH(yej59^K_}v_Vgq?s>{*ouZq-1k=@v4T@Pqmdt7I}j8luPP-1nUE(-Mj z5?`!J4D%hvm;tcansS9d?{q}IBzvRBV%&XZy+o+rpJVacfk^3F>%zEp6vMh!IDoFx$H{JXNj>`LRrY}FPqXCy z82nRoYoRASsM2(K)G<2nYkY|^2nZlw`oG?#zBNuRTcClcuItIrU$O((Ks2uWwsxg* zR|S6HxN@fd^?3{i3WQ3ZUUfBACIzWJwr$%X@u%R`SG~{X=Snl51*sCwLLro-x|dZ+ z`%Mv76fgeBmVu9s>c2=N^9I#hJ=}xBT1gfKVs>WeT}gTi-oQZ@+FmeN)LEo#*VPa% z%!K!*-w&0!jV^cGxrb}2<_eb`nkhO*^o!$dtP6R^Ma%+LWW8{`Bz4~1iZAGgA8<)~ z1STI&%~WCdzPs%WXzd`Gxr}->V?$ZmaK>%TAD_lnq2@ICrP&x%UUi;v@PIKFth>~4 zU5>6S{^8`PNQUS#qh3TT79*z2DEBHf1#7dSF1tmUCTM)_z?}lafr($ejL}?~cFK5re_lt6UaFV`4TeDFnhG3mRw$HvqSRs)uDu!4 z$FM@JRR5&h7UXB}D(ME_)9bf~(90**GTO`XjG+i~BXyC@X-P#Tc)i@_6{jLqa6cs@ zE=J>kt?@rj2l`}IT#p@y@^i4Sr;{hXCm5@bgZfRK#d%6EeR&5)>yEm$^O`5!Mj6@? zkq?A@c5~LcDpd{=()5h)%h%V^3l8N!8AA|!4M+zD|HiL-#2Qq#&eiX)O-ip2s6$ot zlw*GeMCR|9lawa|26aZf`ygkJFu~O2gL&1BguJg!K{X$XnLJA>u(Uv6H4VbPPE*&W zVyE7+-*c1c7q4D$7fsJXYYz+)=B620=8~}oydV{J@7REwK$tqUE*R^)cObzK-?J&o zY3~#^3BS*K!>1J#k_w{5gyt|djeP=&J#9OJtYcozHDNeJ$Qw}RSIbhEO_D&=QpS;P zbhZltX8d~G&Op^4F!>?lHfWL-=J@L9H%*0JIgvp@)%Oyn4ubDNg1)eCrOWHvw&-YCJV7M5w@UvSBDFw4)p0Pqh8val+21;QR zI2%(Vn(7)&cx(?MltA<*SUP1_vF`J0(iQv+Urd69hJ~L|lcM8C510w}jT>T*UHn8u zq4W~a(n)5ASYD=JY@GVnDM3GcOS)=;{|tL%^94x`>t;-Vxvv8;how(5J*UGpp!&N@ z4j|dgIEelt^;{-Q^&WkO^qK6w>(P{ekEn{6jwa&FiN5-V8LUK0Jo*w1Q!!86Y1nqK zM>=r{n;kF&bO80*tDI@dYW?5Y%~=eWuWpRv6QB~2EdJQSF&k=r4RJy0XCZ!Y`Le@P$r^ZcFlyG7NM|9*JT6rIfgQ)1L%kMG4J`;)9rf?+qq8RnB)EF z2al2#Y4*3SV#VZ&wTfpXyA_;`Y^kzAIeJng*}l-~MAG41{kx@m`*p7u$yg8r2oB<% zplT^lAg3Yl&M=qUx8DA-Sgpgh^xbD99SAI)Sv_EpYH!tYkfE5*opEGH5TV z=7MWU#4^>A?vgOMFEi;&z;`abD+rJB$Fl8IA43+2(p(tV+(xU~-#dys*a7R5w5eb& zN&mhk5n#!}&jM64+8UMcCudTpUAr@zf ze^YXTNe%ma=l8O?nSC$57@-OM+1ia<5q#c)! zE^1jX{Ol?MW$-o#{}iR;U*~h@o-}yO#ZHoUwKqWakF6-W3K=fqrIbwZoh!O&Bx#(a z15B8dmx;$4ASBh3+H471z)>}kHwz~tQ~haECDJGKtiqv010_AZMU6Ur&SIFVo^yzu z$fCUOf8?M`GRTSxi=JA;9J=6zRb-~YW2;W36A@(r2wUo&lR6mUXmLzfEbc_hjVbn)n0N-^{B-SswdrR6vAj z=_rXC@b;v`-%(L@0Lj-(=|7PEAYHTb!fHpr2oPITs@s1G0#XP4LGC1U?kaqhDwn>iO2vA7u=8fWv z9f^U2I84tAN5B_z{*zI`b1z7oANdlU__{i$HzsO3Y4yi66t%lk?!0c_TolSqXzpkI z|3YgxH#LO~X|FB#O`JFqwbseBDgsSDTQ_eT>}xLIh=;{6<9A-C_Z_?rv0TqL3=rxR z>a0r`C}b3|L3b|KVirVb_t{0|c+g~z5hJ57Dn@;Q;GzLrxn_yxV7GbP)(;kWcU=r3 zs0yRhoeTkx8t2qIuvmuV3d{4B2NYO*7tfj;onv2CnYh|$K2l|Rj0qmNwSRe<=_(?V zOfe9JxqWe-!s!E29Gi61p6>_|O=?N8ct;2pTix%>5dClOIT58eoFRP_C& z&V^7|RMgry4V~fC$uu=$_J8N}H`txNIoDB*r$`IXe7Eb34|%%CD6CdnD$w5I#>ixl zE7;6!^x^dLznjZDpv%ROjdSMb&JugLqVU^<_sWq4{1O7eVh zDBgCeAiS#9UjzSQRWi74^1%~A&N>t`-ijCKCbI6%xX+b^B%!fgm^BZ8rKcO&X#(f~ zAjW$e*oVctBWE0KqN^#HQd8>PBpcWsvu9B}Z}c++I|hS?+5kU5z`w_LTX#lBN?=_K zm&d&qvy%`I_%e&!7)UI<;?L>zXdh#Ad}qW6S4{kCu$)3>#MI}#wC{@n)#VR1+q8+t4(92ec*13-4tXNB40ac`Vw-U z^eFzv%qZfktCr28Vl)~Rf1g@PH3yuZ!+Jxg1%dTRFi)_k*r~Oa-Kb7Y=F;3|8Bpkk(^?37I_lNFau<7z)DRZd$99ug&F`xc4kv5(=U(lrt3Oj3s48CxGn|@GChgz zr$BQ|Kt5$xyDtgmh3*j^VWD*!3~+|`|0lIh#SOgwW)+8Uk$FmslliJFVpq3+ZOS*; zt52e1f_+@Ak&yvf^dhde8wf&d4UuvcA(s8_$BBmbLWHJ%o#GqiTO9#YU z*2x)MJ_T*a$2=8G_i}Xm>>^Ad^A*MuB1dP}fS}HqbNeY&2)e=&|w6CIy>^ zrzGRmQ=DJ`*wV5#mQAmOLuP+~GJ&B5K#vQC>(f78qXJ@0_#18C*+DJ zTce$rJeg|iYg}9t3C|wk+dIlc2Z#de;0j*pliH||rDs(<-2>^;vo0D6LhXbjbz_^g zd+0$a=p|I`;8#26?Ox!5(gwv6R3IbcLO1(`x;K5-8U2 z;lKfTWSZ^-74M7ZoQ8yAtLZDEzwgJ)dMk&@Lq$EY+-?=^$wzrs8Z8I0M@aIZQ19XV zOn+le38TK0{r7*iV@++S5L`Rk4iZ1kK-?Zh^QV+${bP~?n1VEYh~v^~n)>S%d>odb z^b>P6uRUx92DH4`%CPZ&FGT5%BFtX>Gtmv2&H9TUD|^E>ivn1)W48m&0ulI%34c0& zN4lekNf@tAzv&3)l_xzdeoet{dZG`X!B$mBoAv?9=Ck#~3H2#BKtq z?Y%Td+lvM8`RNw{lV8l<&ji`h7psg6XxgiRR2b`s#Rf0H^V%cNa-?@KklQrssG6Tj zDYDRPkk$ZHFo+3!6xyB4#98mJo!sG}U}W@zHDqdQ#W&xQjZCeAin5=PNB{w3AO8~M zgZs&O)xHT+5;)HjD2M^H;5VLnOV9RSOZ({Ol7aU{C?+ja|Nd=Od8AE(hufw{#al5L z)lqaI3{U;#4nefb>`a{0TkP&~ef;KI_dFP{}u6%y@)qJoRHAYKHPD*SE==Yea~ zKXwEeT_Eq_d>f8qJ#^=|+KT;N?YSg1>*)f*nWj8|EYi z+RNAe5X8iTUI}`YFm)gc16unB2arrhqj%ZN?n)Pomp6QPGI+>q`Ek$nyV@$Qk>+ne z)^Kq!HG@y({o;8Tj+Wsz^_xfC_|sqh)HDkzga_h(gd&FA{R1qmpwh$5l;_N`71A5! zz|yvC0mCW!BI4N_5TLMHd1b3=w1+vkU3SWwqXev3gq&r924QXP?=GPFztpC{Bes3C z${?!HKRLs0DIjWi=tue3pu!~m_M~|9unkq2SqB?QgF}|aTvQZ0YjV8&cKYf5CA!LS zj%d$dpE_iLu}-TJ@}i-$sITHtB%dNz-AxbtQ~zy@3e90GyS)Gg;3$~sVg4`TRfYo6 z6D;4AR^|YPewgq}2zVTURmj=IZiivu{dvB3yaPGw<5sO&LV1ql&_>OdkLWmYl%8Nl z5(?#PUsT#`R41n$wc6|p3{P4O{2{qlE=0kZ>&6ab0Tmm3#2Tf$_#%XOI}6w-ClX-$ z@~)-G@5Y;G+6&D`y-8TybRE5y*(IF#G32NZFMJY5bKyBCBo=Gz=%od&U1DF1w7OB* zl=^RD)qIFI287QU{-d+WK@vCFWjkCyYmtA84tzOHy*H;;K#~y*_5Iw_bF9h;-v8on z?K9Yoab!N?YMhR8#YCL+InHX$>I757G}HYx;3;+WsdeoaCd;E{+Q>)l4+#H7^KFbq zUcftj-xca9j;?}SFcEgRNYIr`-9kH?+y;ppI6uQJ+=GG67td84VCq|G{f1cr1oJZ!st z@_1meY~U!2yVdE|(Pru)VC0TeWKcd|>h~;F5Z+{n2uQ4x6H5ii`~JX_(tB|c^|-yj zBa6SfuJAF7!cS`f`Ug0)H%J=#TV}pHi4r48}OX-xj#ACzdUnKEUJTID&v9t${Jp9%0uR314I7}&6(=L)i3IeHvmb-fG2J}0pa zu(LOiCUYU=00jR%4wliJRA7Syb6sI{Y#k-N|6l*wRFdr{Q&hU_rE?IzD@~9)$r*j3 zN+KPEZ@h~EJroBwnHaUiowgg8mtxJ4eFlBUZF``_z}#}SNMWA7SYv)fwtfaq0SCYFWIlkKc3l zLBsz~W@xJ3)C%gsrs(`qz_0){|KVcy8l8F0TW08W5_s!sec1(B@qrP^cNV?DXkFcb zzEkitvpEKGF0NxDQEH#;$tLylgiM?gS*6Q#J!}`^hk!;Xz`YgnDRu+_gag9Xk&cRx z#4`~*EJqhL-L=BBQcd7c@hClxWJR{u7%0^pDP#67q7_$2pi7^K>9Y!p2Ni`n4wyvn zl~h>Laq^^oOM$iSXH|9OHkQpH2tQA7I@0NN6UCSCmcW3gmiEN-(;6qkuNT%1I0K9B zHD0iN7vpjKjz$i#ZiD2*?afdt!|yvTc^a9iV<1-p2tv^45y$SSYPNA(5HOneZXY{T zQE8-4U0e=OsJwaZXw3HU^A!Qo5j~p7{UvAQHo(YwKMt*vNh#ZULeN{D&;T)eU6fc!GWa-J6!i~48~HoY6L$yY>l4T%~*o;6dYPa{A# z!JZ!{CQO|l?`j=%VaF;PAzp~AGHCupN7MhG{H{r36QS3ud^ZVYyII%ygvlA9;ZDsF zCQQ7JI`So2tKcfVb{habycexLH%#0{=Fn1HPA3_&^XM8bjm~)DR4hxjS+%2>;S9*7 z7%P~_Cd)r=%@xZ!5y_eL{V*@Oq;SPp=pyE(@5YP6M8cnbU`yeh@azTr@|@%*O;XgL zw4rDQ1UIM@YcZ8_r@X_X-19}oGp9BAz|!_(F#iyqh0Jq&vP;T+aafI0Gu*tKfPHl- ztjsh{7p{>a?Vj2Qgapz;heINhX#OFe2_MsBbI_l3G6!f;E5Z4pbLiddE2CSkfMJjD z@kT2VD+V26X`kOWWfetPJ@ht&>=FRYO{#UKgz(Li`h|@ee52LskFdf_(z!hAt`&OI z03}eJ(7qFP?6a0A!|Q5ut72&YaWs{B9pl5w4DjyiuOu3!zvrj5<1)IZFuy)5?hz1-wz(cTcb_6q`$nBPWFlD! z2bw`#kraQD#RFQ{xoC2tH#tu4e&&_n!MeLeeA7l zVGs);rO3dxGL!h%V~&@_R`Cl%G=iV2xLp{ya=Vk{5wnH)d_W9Ep-v@A{j&dmN0fs} z1e@To0*QEwY@E27li{3h9*fLyre9dHu{f0yJ*hChCU5)bFUW zg-h3+A9>CgDW67gBW=+<_{$Yz`Su(=_YP+zqS9I}<5bRklV(GW&&3$^37J{~ANP?-)ijn5f4?;(5+%R{tT(}Nfy36oo2 zQY^E`$pUFwY}JFS3BblNEb{g=x&9pC+ULF^i=*j*^Ko7;o0wfhMFnXJMv0QnZgSipl4y#oz%4 zj^n|NF#i_sd>C~51Tn(y=`{@&ez^_PLJBJhVMj#Y zn=|bM0X?$^NKyKyR??jTuHY%W*eiVO)?`eagwQ@&MAYX15-*pcn5wsN=FGR-VLJ8U zD7hJ4ks|+jJpr)cAyp;tIo#%1-1IEl!!DdxGMEPHjLnWgp_-PWUm2kcrwcOFv~K|q zbg(kKd=;uG#o6LzGnS0$8D!Y z=j*-ShY_a%ht)wofaQIwW+k-TU37P#gH^}q-6A<4cTJT^QneScqfo)jE_)@(;lnE) ztH$&qGj-<^RG|39!L7#iRATzdTio6+BDqP8oNj{K5pMhi|N0ymv&a21`ABX(nTHz? zQ2KyKD_hNdouiLlgB6x%fDhUetH74_hYLpD=l43mh)W-T#y96;7I)ZNNqu;VVD_;1 z&VS{x8^z+wZbI66-%tIw_(iki+;k09DCF{zjo)Baj;Cn>7SBm6I z?^AEkxCCo@x);QCN?X#n^#Fm0&`E=uYbS5=)1(bTJ3wte1_H+2t9(U zH4P{&I?rOq>zC(3*5x___5ALWVjO*=Kc4gn-Iq##~y3mrzom3^lG0DZddT?Hgf)4yZt0%9f?aoE-YVB%x3Q zinOd^MDHQt*8Wf8OQ$$IH!U-N9ga4D5Q=o;)(mqBV(NA&*jmx1D0DJB9hSp+grMR$ z_!5M;04EF3lFFwtTkP$$ZGPtIM98Di`mJj)apeYKXt=?A1|eKKs~JzSQpHQprAHqR zaj;pxoa=t*J&rr1xXH355Z#lGo`40(k{~~)UyL#yEYN!FnNI(_M$;jtDPb)A&NwE4 z^=n3-7NJUqp4ncZA;&QJ{d?o0b^yQEtE#^Vo1sSBGQ?HMpWwLVZ28(@&(}AFe_5s# zV^Yq^-C>qwp&Bcz_)WZl)yQRakZ5;%xZA*1-p)RS!=|#_!K3I45l%AMQWV5hA>aJQYaIZALey`_y3?5@BTxDACM?FWUB%Ho?*_ z$ZOYsU}50hwu5kt37c!9($r&eXMTl;CJ-P=5AmeL;eDG^e)i|ekGMkCki_s$!dqmF zjePGe`jwUHIB?K(Bj4bKLN>*TU<+LwDR9M<+;e&Kg^n{1=9I~(<3m|nd6TQ^uDRC2qE@U*dxFIc_(?Fy0JRPOk`XXDHqaPV zxQN`MRY+A@%hLKU9+8Ro&u{(Tcj<>J=`LzP|E4okLXHGPoYUUT6daH6G zpqyBGZ)?n;C9)#?+qZfu1TVPhLIB$!NFVWOu$<#{$h;`+Azyv^9zWW&-@!?00%#3T zN7oDr<`0JO^>xtPOBp1l5X0J?7(gpIXhKf;kbE<~FT2d*blE1xMARV|jv=guP9dq8 z5$9snY4;1d8o3vffc~WoJpq%GZtC;+eebP{%+$!n zv;!q7)D$b0Oikuo=~vfP}@v~wj3D9O*J3#uu;4JKjtfN%O4^fzBrA{e%Ms*Zt zomWQ4K+pkFdzSAH&iKsaEgo6|ANnHCW97K~eJV=_VsSKwzB)MVt3@VgKDFoS5ji;U zg5-Iu6Z&ObtKUtX0cG`9=864V8kxd_$bu({8j}|r{#;Dho66z)w-u|IXeAn@(Zw+| zPGq#j(bM3Jx$Z)ooH6kLE=>Em&gcY`iRk4Sh^6JTxnP56nDaNHhfUIA&ho04KJV_k z_9iPgIVRn9SJyK@2|21$*zHqa5bJ);M)QVD!nWZ5ob&<(`@2-u zmaNB>H7^$-ooTWPI-`7;`d`;a5om8rin$1T8v+KT;wRmSIGZ}=+d^7TzN)_%6U)M> z0WtVaG1t0H0g&QJf0#AMV-~yfOqVw%Pl9oM`YO_c%?Td(NSq(@(r)b=z_!QH#045j zAOkzOpA}%jHYU0MjQ069I7b}n6es(g)alzELm^aIo{Xw-5^IGehy$@_Bnynrmwhz@ zsN|drikCXnh1)9#4`&m{@>xaJ-g@vj>O~|ABdE0IOrEht=ak~**FdL@iW7nDCxL|Jk@%V-pDn<=Q zks@OM>M#>I)8P56LH z1BZ-7&1FTavce)By0u;Q>N-jYV9ie6u|w|R3pVhhi%r{yUy+dj!}(H*vkHQ?vI_;k zP9`wk?%Mi;4xW%L5XEe0E9*Tcm^1eD8WF6N5o`(6(hSkY=i>zp^n4X%MbuFv4#iS`Uon!nLNo&e75S+4DNk&>$p}zy$c7&xU z=e(6;_rEG085bAW5lrB1t?(fu0b>7?gN*ujnA$Dy{<}n`?)=PVgLJgcPN<15{}!a) z#J{%^(j!eypVnO@t|&#B4Uwk)wR!DZ{@WOFoFYpvlWc@zKqoJ~kwxl=1Yt;D)bP?o zPhS=@Qw9*8^?ZBl@^Zs87>b?K5?%+_)7v?PS)-q+q)@SP2=)OfGqF1U=ZGrn`{o=x z28LMwJesS35v=tM%>PA{kQ_98KQb%YWXze`5+x#5m3{K~7TVq^e87Gve5+uoZ7kjH zymGC|>0)M14X*xHW#hY?w4S-wPPZ;J^f50(yH*Axd#deKoh>Gp_TgZ!F{=S0; zG{9JPU7z@vrQ-jY4x&Gz;}yE0On_3oqj*2LF35|fdP*ha8qkW}-DgkWYtsF4QI{a@ zuCS`^E=gHkMl{T0v;CC;9iqI~lvR|$p#4V?Vfr*I1%9jX6oX&70P!u75}RRURS*5`RD5UzaM3gc?hD=zd${I>RFB`y4zjF}PP|U>5u@ zjpM4`_zTCWj)xOJJe#KP4)SVeS0dhkF>avG147_ejKvp^Z_Axz>l2)PuDQ=G{)`z* zRfsz`aZfv;eC=w;jJY=CW835U4Jm&7HR)EXMlc@5m-!gda4T4hHU6RAbR2n&o!K)vHBS~RW#l8I zBcT^~vXn5p*Fr``4;=v^=Vj$1rl6Zo#M9sXHZQ$~rlx8>121rM!`qnh?YFEp;_SRj z9V}azBx&^%nNMlvuCf6rKJPbC$Nt{0Ri7?FA}kKiF8=8HJ+eKM_ibaBjlgF=dV3eh z1w$y->0 z3OtQ(V1MRe!+4@ukh$>Uet;k;Wd3Ej!VKJIMO zw&70@Yn{kWVm=w(>9*l6EM6^+ii`lSG(a9(Gs5=;QBE<&5EPgY45(og--@2O;tCmF zIyyiNs&M;JAz&>~ME;}UaH+WWX_^}xCthJT+2{)*ht{)xXWnX#V-Z3;HOZ;|Y~;Hg z&r8!JtsyBzmdIaHqA6x}Y--Wr;9!E>-$ zI#Nu>fW_J6b8X?Ny(7|g)+oD1Bux<`sks5Fw+gyXro%& zl|4WeO3CQT;;(uZ#dC=S{c#UolBti++D=5nV}NcLt7SQbgh|OeFy!COsaI$h?4;V2 z5bbl<7_BCz z+vz8d!4UMwg|Sa)%TUEdcfF+_P`CgVnhy z>njFuHJnctm&zI!&}Tcv6|jDw6J7Vp*sc{6ndijI`d=g85Hk$X8xZ&TA#tAP`_?lw zjRwo<92rs*vr0^uV8Gj)9FA-^;F zu-<+{wg&eFY#0_AO9|75x|iESpj}{}>?z;J>Nc8#e;aM6a4cE(=Hq%&w|{Y!STQFr z_nSjNX&ksuFPq70;(}ErW%qFN)|mPDg_qRNLQfwJ&mxKJe?lFljE$MWzn=4VM>ijc z84zLoy_GOMXYjvBMbb2Q|8lt^VWK<7PO!9;s|}H`^>$!0dE=vgX#XbXvEGD5)|Jmf zPquJy=g!lNrg$nUQyZxKw`o#4ySA=}Hq{p@JovdHxwBIG&bx>&wwEx#Df2>$|1Sna znspKqXxdnu0|*8z3FqOv=0!h>1rH4mO`Gz&U2~HU*#-T``AZ1u+m`B+c4Td`)dnHd zL^V3|gCVDNZozWlGOS64sN62~@K&Tu36n5@c{FQdMo)KfZidqB7ZuXNw)Y|bN001C z*9F#QvYA;=^MJlF@_!Np4KMw};~k5cQ0)$@&p==eBUY+OI9|mobQ~(GRg&>Jt*Q)? zVE~5m;aQR))pWt7t&YK`Et7xbf_W|{Qv{kI0-cD&Q2E9o4NPR#J8n+rLC2d5X*IdM zRep3Oe*eTY+WCUgW(eGAyB2qRtB+%%;>O@#@-;%`X|ek!!x?&NH;Oa?wGS>jQ(4!q zt0g0A)RAw&;^wFkH=6;?m&(9oio?sIKEX6d_5vnuNtBt#3Vf)^s=`%Y>wRsi4-!!S z`sD_OM?tE|Qv;QV!EUM2(oPhmLhxJLczMZp*%{If{`P{zT8Ii(FvsS18x(!QCg1$&cij2?s19)535NlciVau-E zni(`J7QSk^;K}ws7QzghDAD4hJSzE*^Tl%Pu7;l8EDDrfgPtPZyeGWeY$>IXWEGn7 zFa~hA?@ba!UmoxI(6$o*EOxNn<99$bc_|`SS*E{Tze~ikJ#pji5xKx`I_=l_#AukZ z{bzy{s1pa{%15uRU3U=0xk`2rKHOvQJ*j%B-T(Ff3sXaq#A2eE?3I~ZG?pfktbZrS zcNjvpE#?r9Nsd*g5Ef>aOolW~WE zpaY1bla3NJv&&9e5w4prl+UpJ}l(xi4zw*xS+iXTZW6{-`XnjJK zMK=QlFbv8ioCe}q5af1xw$Uq%UHilyj|myxC(?#z;`AqDop(7RPSPMh>KfToqSM-Q zVfP^}4ugst8FZjjx86j-bqk#%HuIcxIS2&J+U5-{6)Wr>}o`IIkgH5p(&i>g2FK<%wOU4-6i|ev0JEkJ!T4fD_ zv2-|f*t;+4D4iKj1q7Ft0X?c^4MGqaWFiW6Ne5!6HEe~T2?05f&NXb#icF^PLl6&Y zYCMX2X>2k`om$Rxv1v&N&q=D328)S~CLrVsS-D>1 z9BDpbT@9*+LE#G^jrQ{FV~FxtC~v5ne`7!nGN9vA-0wOyltQ8cFZ`&a;Ot4$HK9jk zMb5w;lsD!gmfZg!@f~1_{T*TM(OFTn10iu-(yW9!%Q4SUojn^^99!%$dqCdy+cT!f zdQGv|0dlL;=|B-LP@o)CK~Bs0zT?w_`zB#&QHmb)teSsZn14hJB200y&h6-yc$~e1 zrd89X?i^rPUH*TT$2C?JKUflI2vJF&sdhgx4n@ z2F8nvdpGpA1%)nmS>IAli8x_n@`TJO;i5%hX9iS>OAwk#$?JelUxThBwvD*`&rl?N zL3&!w-0-f=d;6OR5bEsgZLB<0QcP zCY+_R8{zG|BP5wk3z=odg_0IRWYwd>+xy4Ch2%Uc;X^1^C@#^af2O1jr{gvM4FEpL zv{ToXlY7SmJ(aH~kmVK-j6|m`CHt1?yIAUC30D{ln{B6MMcGdVUg%9$h= zo_t%ECBt)(tM~m5mE-(hszS;b(BUyz{+Q*al4<{SVS+?cucA;(3g}KCg4@k<3>8v$ zV>z?N+HXFKe-5*3qMqJ7J54T>xmFTG0*Pk_GtNp`3WYY^Fc=t+(x8~K6rWwPkfx%? z?!JiKY9>XCivX#x>_qW}SS{NWPyHH8vdM~&)BlNp%BG4a1Z+8acv2FU*IJMD@k`PS z9l0~(6ni7Mu5aRR{Jg5GX@FQaDCU`ybkDNCKs zD0r*0qtE+d$cZwIZsT&ACouD0b+c23@HsrlZbM;;OZEMx^C~D`Z4#@y<6If^Sja!P zZA#r+L)*56-E9RCh1Wvy7L;yDpj8sx>34Nv(MnFzeEf|Z974-ut}2%kRQ~{{TQytnx2iLjQP};@_vuoO^|Yl zAIh&hDSB44*c-zJl|xZT1(~u}UoH%jYEEH)v>v@yh0NJYgxL1 zPYq2Po^pJkvpY`wNKi->S<#~KyVe{#wHr%-;VO0?W70-J#zEF#j-EONnS0}6kk?Il zv90VX_*Lm$hf324qs;c&fl&SC^nEFaT`tn3hu?E0#t2XTPG(&F0P3dA$S<8bSrb1q z!g$ZVZS|hk=U{;1&B0ZtsMX(RyI@;fUf?@89Q3=a=#=){P#464;u}nQ!g}VhZ{6Rq zLaQ-g`27R#3KFDYKi7Cvh7wh1$~{(nQWjB1yG1m^fMRRW`%k^3r&ZL2?YWJ4P4WKA zL^(vt;PGP?5kybj<$pPlQ$M7Git}0*O2hqAGAO&mRc} zEhy)?JgEKbn(3Rr+&AuhNk>TVPBRh8R?TK`RE5ChqI$M99M3I$9s2*`9!EK>9s{iz z{q&-5Y+o0}hZr7_JJC^x{P>)CRXKh%hT^S9sQ&w#D*QrxzAO@#NGpcMMzj@4=|dXI zadM_bWbx1H2qdb_OKRvnm$;&r!qF^;D1T6dr3-H#Awm^$+a|J{k9*C!5|vb0vQWH5 z6p)YNSJ&h2vk&KyTtCm}WQS~CXXAzm6l*?_+$~_S?jaC#Hda^id>S76(YO`hhQ~K( zM$*A)-!7eX#WNQ8=>kSUrVpN^%*8BEx)X=Iat8`4H;DN>Yd0G$P zXCBubbMXS1W;1j=f$OaS07^7ho_2cc?tG$F?#S65PV7zoKbg^15EYW8R(=y!$aQ@e zKlX{ZHiwUc{#UP9H`L458?^+a_TF4onW_|AFshK-HW3o^$x4^BGMfWrs%%|-M zS6xQ?r-sVD>b%&G}b4k=^02B*Qe9*q(4=zpnrB%>^7XQZc?Oj zKF#&6XPuSlSkCpH53}vR>6S%PRk=Zo;Hz&H*jq5xOkR8AnZDavS3N2r5xy%Sdt2#+ zL@7O93ftnmz>2k>GS!h9+t2eHvw)&E6Gn^NINQ8TSe9z7wH&?6iyNY^r-bZbm1C~0 z4`O5J<(cLA{Zet7j-LgMC;vE|kykUb8l&?-G(0-|zP6ntA^J?zf?=v1vg+ ztJyc#%zw%hnn1Z%+f_fdw^Ui4s=}^sdFnrEeO`hBR8E^N;u2luSr1%0u0V{Hi(6Kn+Jma2g+EO13RRlOC9cl%*sc?!Kx}}OH}k#j)rq{ zF6-n3>~=rK)vHY&m};P&j1O7=D>V*}opdRTeH2Sj+dHSXD8HKG%{hv}#}eKClA1B{ zSzhcubvAu`{q#j=czsMI5Oe#~hn1mz%06h`f=>i%$GE>6e zV>x3M%oomzFk&a1>2r-^ldx#uk8P3Oe^Lo~2+t#RVLNVKw@Y?QP1BeXK!5@|3mxz)F1 z@GNWe8_0HCn5elt^sL2eR-fWroRAdr)jV2Uvu>56Ja|e&?!t4o7~6v<8!@w>J7{e^ zohLL1R0r@l>p_gM=)Q^`OyV-c0&eZvgv+?fp%4_VZq5h7yZxEazf#XSski$uX_har9 zPN%DLh<0_kROih~j~uPHRm&3Yd56yp^!2&LR5F?oDMQK}x4PHqzKAccDO1u9z{rv! z1LRN@FeuOSnWhd>B~vSDb&3$X$Vi-T5zo)Pgsa-fW5t97G@YoLqUABf9_x#?;$hC* zsY8(>>2GaPNIyIh<&5m4Cpx-aC|(GvkU$VC?4fb(WdjtjPI7SQf|ZztvYu3+k$28$ z_Nv;z^PKCb< zPG`1&F;$X>hRQC#TgXP;sNKFZb!p$V^S`zM{8ze?_1;O!s|Uke~K$gehDJ=l}a9 z{WN3NKvpPAcT?v=ws^t&`CxlB`c0j5*O1MUdFYMcxD?zjn86tI7q01#;i$5BnSjKt z`NWD?6Fhx>E0#-wvfdU^$NCW1f~4wCV)C!BKjT#jWcs>;5VCDHMP7VI0RPgZD zQyD5!&>L!J))!>{av*`8pAb+e_fcPkq=HD~mf66Sp&uHOMpp@94H4J5)l2{f;Pp&o zVExW)f(<9!-jmpb4|bb!cAu|sy?G@pWw@H@15iH!ir)^>T~C-vR>T*8p8wqYAG>!_ z*Ip)a@2rklU+jN_KF{>>wbsY=FRLK3$mwoWAYy{7NKv`vRcKn>eR)-;sF0;$_~SC9 z&*QLchPhL(j67njV*SfD;=|+4MI_v3rBW*=K&Z@FRMH#6wDUDv2jPFgw_TQFdWJZ{ zo*dBY<@Kape{vm*ZyzsI6UI91c$`^^vmXDXCf&>sLJ)*pL4BM97t-YcCp9cTGwLVk z&@vxC`Ju`L-Px0&sB1X$BNO(dQ+>evlGeA==RTal5mEv&<4bZ@Ao}DVSh9|8->xKo zn-@w1`X`U`vchLti&K&aHoPIJXjy>XvgwmZS{gV=wMz`n0!+XEdvl}x9P8OMl^Wdc z-rR-ADpV`-(lcvrKxc_YsxGucP2XHb3-&#Y0o0gCRHOzIA1>!%iM7xy?VD(T3}o3U zl$1(FViD~GS6k+j47vTS*2qz({F0trjxEAvkm5OM%1&{Er@zHel|{^8OvfyFfc#@B z2ggQvPgj|V(PGnhoC{7Y#dp~qSroVfOjht-P9tR+9Ca1Urtv>XB5xH z_X{BKu9Atq4y7MOy0O0@zZKHX;NLQ6cLTtJ20FU&?YIVfbw-pmAE~R$ekUquNm)!K zO~OW2bz0yd@2SxK3B(PddgFg#8}T%SvnB_sJM6bi{=-&G`OlCVLUfV2n{2DV&VZnJ zN&tx^^OLqkUqLdM9Z%paca|`W&SeoN$ro9_f>T6`HgGrG)27Z2qfB0k0d@ zmZxNdK6B=`kEX4CExrO{YI^DVW4t_P_`5q2;Evk!j}F1uH#O(b8w#$<@j1(6DT!k2 zV(Hv-q)0jaW)lqE$)?aX;c`Pg%mXGk*nl5a_JiNxG-`#jW!f7S4{q*flv*R z)^$`xk-yUmjD{!vPF)*4(V2oy(UB!~5p772|M)HJ(z@Q1P8rptR9WLuiUlz}*{?U| zw5E%mo=5y__-I&YdmLv@jJs1xSEuwpjG|CY-G@q{2L|su+`IN{Zl0eiJb{f&)JfWJ zWihH{5-`@mZ(v&2=p_#y^+GGNer@JZyoCEsE$)o;TG+n1gc&R#e#g{Z7pf0Lz zAP809V$D1C7!H9d!e2T)u0QAB6@atgk zcC!E&-sxzfPiS}pF;&B4#DF%0%|+gRYJa&~!b&qEbFWAE_3_>B&i8a>_=11bq?B ztbl(($c`A|MEy7oB3MwCb11P9I+htzY$@NdjNHDj2vs>+@swZ=D=RM+=hg6G;ZcGE zjDksp6v>uuH&7ZELMqt&@ED^E2wK+CNt?y?Yx~3ULF4O7XZmC;?sBB1l9zzSOQ?P$ z1-}|O%`I_prY(j!<8F6b94Qg;LacQWH#U<>qx$t$U!fksgsf=ZUVv+Mq2bA}t4C&) z{ha4)O_A;g{RS|V0){QY{^2rTjS3n{Xa6$*42xfm^m%yz=y~0e=tma@l4%L24aSf) zK7SE(e%EXUnLxETdFZ?#<2o^NAA4Wi_IS*-(LxglhzzF{T$bAj$SAmdg;7*q9fNJ@ zG8IqSPAztJ{}6TSJ99xcb1wqJ!?y!L9}HrScV|QD_vVR&V54QrY?RuBXAq^{T0Zxi z?9nrJUe+x0b{W!F6X_NbyvhMVI0p1@UR|m2(&T=H7PukOpC-Dod+0`9~cF)(Q4c1#IckbzSsAm%=JFO>w z5DO4KObY`FbU(FC?%LrloL3hXVC+R>`X_G?V z1rTA(aHOU=j6^a<`BdpHUBX+qTk^u`ktGU*XyEN4U}F@FuVVJ#_Rtnm>yE5K&lv(` zdB!Fm3{57_^IzwCjMNdAKMc~1>j)yJ4^S#RSgMsr&yY(7j_1lpkdj!Aj|@M>M#=^g z1)MAyy!12pst|F~*&)fMP;e54=3n+?gSt%uF2q_$y9 zvGAY=mv_(CYA0Qq(Qh+VXq#q2%_f>M(moD1cQp1K-_(bh229v~(Bevsp97>y)C@h_ z6XS34G0p#JXR!Qn1ZK$5Hi?lSwp@jO$gd`1+{c61Yj(^Hi>{*}kDuyXU|a2_gFeP# zb`Z*sJ?Yd$oXIFx^&Ji9i2@B_+7TB>&`Xl<$l&R|!Z6f_$UO7w9#(*~ixK-Ve|fY= z0Q!+G-b(WWp{jjW!JYprLU#^s+z>N2g_S*RJpY%KO zIfN6!6dWhYQ2Vv}*Y1E4g|}X5gg8R;EVmhfG*;y4MBP24J~STn1&h0!17ZZp5*l|D zxBPcEK@zD%V{(bG#29oC8hL6+`q1!01okfE2&OibmJ;&-QG8ksK3xJhI!40wMSOHh z@lyD_r8mAJhu33~c|bl~jvRCUhr4RubdqF=Z`C(*4<4pDm)y2f9$?N)+B%f1+shLu zow6qO|3CQ!c8bgG!oTCuvi*H9_s?;|flDQS5G#a{zI`22brMw&p0if^XxE8qJVOCQ zgOtxbwL^MrB%k z6?Os;5{K+y-?^rkC<}l%kh~EsRx(YJtGA-&*=`>|PuXti)YZ#v^Bn6CM6jKm?1cKO zX702$4!Nc<3KQ_wsaGQ~*TTr*iOWlioLm5Ttgrn}H}7fqb$; z_|Vk~x$s_MHow}TIZcm&Wo1P|uqmSQnG#UjC_+xIOKo!^SWq zUdd)_kpdJ>=v-rsFOTZ>1mL}Z4$n55NL~Gqi_vGtzY;L$xByMOXP0V`vFAs>5xf2(gWi3jh75 z_8Y}645ubLEaxX{9z9Wdlc-)}`kNJoVHJ%Qn6&>p+lToYtTbISZ=KPDCT%EoMN5)6 zf8cQ8+;psZt<5Zw$2mCWCZBU_8y?5$1&JpH(5K>Lm&`ncR`!lW`Z?0JK$S&x+N_;Y ztSax=%2~{{m?9>dMHSc)Z^S!)CQQ-*fsQD{qII^(4CV(6_ ziHQju^32%zDv?l$tH4tBT+&L#omM@88uM%usX|lBz(hj&1UZ=h#GPrrB#uHa@P^)H z$X2EulmqFUIX;EvxWRF%h=N$mRbiQoj*C1}>%JRN494GP)^D$>_rkItFoNZ5JieR- z{Sgnyh&E^2#(9Lp)2KD5tDrSLHZ4@^^Gy&?D#D%6wI47%Qa4pLc&iYY2-&%g8xtu6 zA5dU*C8O(WRj$357 zBL=jwB;k$lWI@ak39;QM_7+PW6q$93KqZ!@iL|CWw!}NRViN z3*nd8wGQgs*F7o8OfF1arjyJin}^COE*b0=>8Vh=nW7yf{gg`U$^kDu(83;nD5%n%o5F}bJ62JkB(gM~0{MFTKJ9bhQ&o1ga;2F1Btv&y3}!}^ z8}F^5za~v7{3RK&^huw8fSJ0S zV7yqJ#yz~by)x8q#oPY=<9|X-@zRhOOT9AMj&sMS87jc982xe?G+Tgs`vJDR?rSC0 z%4!JsL}^o1a`5j9dSKtbUPOI7Bq;_B&4HaDmV@4bTN(mUo#+Y{h0le>lfB3mfIQ`$<`L_QMk99M(gBU4V$%QR*( z{;hcSfKnEOp-n}L;v!Ax=y$P*$bNsDJFWj{17iDhMS7 zN~oe;7w`Q}dO8VC4`;)e$7fpSK-P{(Z+fwl-KS^DIq`I;W}sc(kia{M+Hr%)Ma($X z*eKNRiMP%7*2g2&bONa1OVghATt8q2cU2l^<;2H-UsD4N;Cqfy+7h_(5Hd2I3BF%1 zk(*!k7n%c}gkML;aPo&*~?%KyC%ol}^A8(>6!g<U-3IK6sXZmLz1+*sl~i#rJZ9G4ThfS$%?76uNE1NPr0mWOXBf$}-1LdlmIk zlB=or?kG^m-@>@kuYcl7+s#`ewJJD}3C)N9j9xnc zb%sVu0rchE)0w4X3YNOc^~aa7bdLQJ(Lyf?ZV?GE0Hi{=!fk$%pao5~k26I3*3&yb3iEkHgskaLS^6vSTN!M;?OOs5dPU$_$bk zC1;U*8lz_zSbd!p3f`=*a?kckunBaNR-ie1*QuJ9u?`H~_6ifUvsZ~8`iJOsSoGI@ zln=Oltnq6C<7GWSpyX&&R#9%7iT?aX*4fKb(r=c-QadUPLImoSt9sFrduv zJDLtPnt{xdZsbIdL|wTgR@LLa(gRl!wu)&55m3ta`p0uSH&ey%p9PMc9Ws0Mdxdab zaAOj8p$ke)p*Y5=y;DYkOw;P|RVPr;MOgbHmY%jqS<7zU0PnZjVqWMNj*!e=>#CTd zF=j&lgP@iW53xJNIXPYf;B;UAq^JH5s0t%hMei-?D8)=9T|q{S=v2X0GC#O;ck4A$ zZB`uv>z0O6StyFZ$zFc22*d$5%x^2j?(B11x;O7^JiL)iAN5RtZVev`{M^(UHmEsK z6<4WOX9Ju=iEqOlk?^Ay;XCv_M}hYp7^P(D+f^z2rM}8tR#{nZ>|9;UGUlaLuu2W) z!1te;1M(3HADV+a`dqeW2brGDy6gb^QEIUhT=KQ>q4dLgN{CbMgdknFd>iAj@N4dG z%{xig_?%nK=t;i$U8lhQlB|yvdJe<- za?DBO}f*wY54nyBHga2sg#0&)xLv|9lD!9@(1G$bV1y<_3G_XC(3KO-H%egm!M$dz5(#_<_c-d*8z~2 zdq>k-`pBEj&*nq*VxE<5MYazS#}Mw)om?V*z#`J|KVnV)FnjX*oGM_v7WZ}7C z{a9>QSb9R(5kziF&5W}qq0EHmWkXHldPu<>=?E-3cNnC`fc4zo*?9wk+PBg+qNGFT zpyxB1IK(RL%6}9MX|xQVrpsLzllUprALd0GvK)%AzbI`**Aqs>jSn83R0;1tgUr_* z+MLKuYs)1^o zx9+l+Q)KkZ^HUZ+W5MwVtjqREf13KUJ57rdVYAF!4(9KBDoUAr!=cGY_&$$M)uzYzy^ zy}i8JIJ5Sr=P?#*CAW}c*xzD*NEypzqLue@=@9o;8>M;mq0#vTJrSPcpjZS1!TEy2 zd|!XARJnw!6G^-3!Php4hqY-D3laocfjj$5(b@om&mo|=iC?7QxgO&ZLLu>G^H@8? zXTG<&I8P|0x88gXF>>mRnW{>o=FdUGx(qW{_-7o1JX2TXOkZcnT?7LELEkN`&di9R z4f;Y#9l#6riMB_E0xGX^RtID+yt52{g}bTt18g3VXgaZLjh69 zm2bk?cvh{`j=U2>ucKEJMCyIh z9cbF`1FxJhr^KGj`GED@6L^_6hhHP=Jpg~V{lbp-mmMucHAR%q^|NjwT>CvNfSe^% zPF@{~^7zlBT2H@p-W}2Kf{~Jb<=hNW;lgNSr^B*`9kd(c2k-kPyIrZ?w_Lom`Cxhs zvDsiOr4=^fIR?zmCok>QgcocIV5J)wp9vOcXn=hwQ^|!0En2W(j_hWOR;XIVoo#O+ z0|^+3C+qhKn z@Q}hj;~BCbM{9 zDsbIiw*lFTeQWMuP+-{tIHuZnV~6c_My{{?;hRcZmoK7i=^z?#DK9>*CTHZNQ4Pq? z$(Kn2*!!K_Ac={XvD-Y7D_BS?)&QOKt(&UzXjMz#Ts5AM34tZ(({87yFpcF=6mRL? zJhjOZlraVs#`LXwU?7B5gc@x=c=MvrnXa_i2f&gd@zXTqfzCWU#LJt8^jH`Co}9pA z@YF1pcnI){F-TM?)!QbDB)rpVv5uDUbi12%X~M zw5Geo7M)U$aSApQ1Wt6E%zGcU%1~LZ@RMXd2ryz2z7#`@g3O{bjXeD31n7sNT+$bJ zo`8^Ja}t#HZsvahB(m#?Ct<#I%WQI6GSVVF!wwi>Pn(qm6NXOs#Af$H?+cNaL*j)q zNmhNM-PL*>E@u_8pS17O8o%536wpnITqVHtM77gz!(mU=0U;7KbMuMq55z{B-#s)( zr4PmiilI%@FrYhQb;vddvfuMH8@8Y?Xyj+O+v|LxRtH(>9(z`tM&`JP!Tx~^O#gNt z)od^C_iz=_u#AI<1RD7Q(Ps}P!m>4qC9saJ6SEG0M3`C}9Ji>{THp_c0%m!4RouHg zj^$3oD`>>=EspX-_UR)f%7Uquna=%=zP6eLuoaa8{^G7>F$_ldzp&X6O2uqEoC7P9^EU`)mpuGv zXG>g;LONw>u~c?naLi4B&ZdN$ZBW*-FOja!7q(xrv>%-+b@ba2&;f&S*2yT3x*2>f z%n3SJ@pdE!KvvJDqV7R<^`!o?FB$x65aQAZkpA+_W6X7>LV}4@Suqu@QbMXsW1VwL4fp%+Jg|} z-kAH()HthI>M?G2jDG?9yx)vXgk0;kazBrwb0I-xqiK~n-bwMeUIEY;Et8wRo|G_E zIzazMH;zdV3SYI?>V}KghyjnzSy$_7fs9r3Bv&Zf#}^pFA^{<&;HlUU1}DYPF1OW2F*K0*qjiP*6$}>|U-S=SV{t>Xs9l(ce0>%w*qZJ9 zU2tTtS>)lemAQM>O?qMUcpB@Prh&tkB$j%otMaf`^_Selk5d#Gkpi63JrpVoX_A)k zWU!WFzMXmv9S{AE1WQ)Hw?Mms6=wtyZW7WSG)aDxL;XHW^{RX)WC#WK?N`%&0~Gyd zC90AN$xjb=Gb#8k2VPL@WGVyJsQia|Pm3fo>l@OtgbQu_z{k=24b82g-ibx|`~g)k z63v0+Y_7qJlhJ+A(%xR~s2hn8G-xrJsTJqOv;v@K9h^Zd1Y)~1Yc`F?QNl&HsUU5= z40W14_J9Ip;EBAr5PWYDP550}00AjA!A*aKyB}YYcP%0Kk3yVgAD9Y@;l?;fCppfX?MD-PI)kZP93q-3+g%kSs z%T|q13}W7iV9gAk$`fV@k;Jp;XF!h%N<+I9#}P#MqJ&Zff4>m_&(hZg81@&||Jh*$ zTA@wlnO=ZjVBHcY7ZoR^20|C4&3LOTN&{^WklSWKPvZJM&$nm{Lhh`CU~cgtsT>BF z`jh80JD$u13QIB(d6OY}g%26Bz;9_f@;Jv9SWifkCY}qu%YJ#b0btXuReWLNazvUA znU9rI6EM z*^Qm5*^n6@zoiEDNs~n;N~#1XMvmslA|}tC*?+j?2jsZp5ie7HkN<|&o^`tK^|0Wq zT=Z+p{~=16KCe^qiIeI4B%o*|auC+NH1C`Rk*xSTg6qi!zPAPh?$i1hy0v1mCSPa&iaHPUcDHsbCYz~6V*e}!AF!<0{MPX#$rJei_-u1n}lG# zP_d^VVtRM1x>*nuh~-<^8~jDv!u>(B(7nDEa8g7tjsOX)DH&#us~`xdNw6?6 zPfno}4ldL`Iom(zXZoicd5JMfV2urS^jdIN^yE<4kn8%uD= zk|A=r#*q;=d8V%ij$gF;fmFLLeSy6AQD-ls=kg6Gt2;qvAv??Qq0}0g`?QqwQ-je&@ly3-M=Oh#Yg8a9RI`Mpd%J+;S4ul8$*_ zCVoIOncifQJmuW4-9;S6$fVqCE63iB@@g6Vm*KPa_8F$;N%oh^SJWV6Y-EzrMN(k= z)IxQLjKXphT>0dZx1}K0a_Pt$YE`poYXVjkEw4URe zm_defPr&U5xgLQ4xyv9LR?>DU93r-Gd7Zh4h&o`_5dG;iFEj_r!^yP^vL)Y_>0P&e z(SA7?wro@GZ|d+$6P;DO8f;UrWQ;I3(?5}(BPZX`XT6V3@!4jB|QCh zi8+2s_bIaUm=__Ia47CsI**ru9qsKN^F<{Y(Wj-hd`ySNn9+A=mS4NRYneWCgK4oo z9^E3la&{Y|JlGAJLY{I?UsLOkc%g^39AH<`x`_|znKJZe{5Oem?{9Q9hf-x4&16ls zc=!iJH;Q_3z%n2c1Un>AgV|j{;c?acZNPW+wY7x7GOOree%LHH+PA%>a}q(v(S}*AY)7B?>sUpQ`N`_tsSMp>%RGdK>SwX z!Ow_)<}Syi5&kEz>i;osBk!B>B0pbDd)t7#DX6nXODYsfA@2o=GuO1SgXn`?4h8Fz z5ms@2ck^)kY+!ZGT%VrdH{1E-Ip%WL(E9l;VX?d6)&dkCVX*rwpmFCpEWfrN!m}O6 zPFv_|Uh<>fUyg^f&Xy|$yc-=4gsqgClYK@AJSS1{9ec|VX%ZynHs6tXTfcz&fR1)> zHjX|!r%B9)x#tE7$RL8$XUy{?SfusQV#7e3Knt1G!vzvvUYim9!Nxvq3(e!zWB+o# zp3TaW6vNF5BVTM=C*U4qFXu&wxG*HBq-K3OEIwYOLEs1 z$~JQ*Tr4w}C6-JkBMBW4rija2@UfTI6^2*DV$oD7Bj&U#kDc%f!`+2F*wde;QW zSBpOyFTrndezj@kEvN-}ucJbFLAhdWc^7LkolPSRxTI7R8s8e?SL=66(mo9!8%89HTAXZpPu>y$gyCA+qs7JAVV6l$Q@4$kdssGFa z?eY4;Brm0L3q_Ec8?PY2qIdYbD1Ya-m5rCnMUhR;2oY2?glbm-Pyr$NNIQT9AT~Gx z`~VWj0ZnW&Kn$O1>^m7}|D|;whhwA-nm$6G|F`Pyf*cy@*u4p=-(37ln}PSv87AVa z@jFLs@N)F1yli**SKdbL?~3uuL~vQxV&3MuSSorAqsjrxj&mI;98Vd^>NB0EhMTM0 z?uogP#Rn)RklDJ;!JQ0a=;Dmrb&6+O-{_63pW}6!k}FS|VGHENiGf(wvE--EFM9pQ z^9{JG^8fPi0zEDnu-ze4H*x&WvdMVpeO^cYwv%X&`A_L%W@(wuMv;`IC(67}!~>3> z8=fjeqSp0--v!0WGy7#PNEGFKmx=j$NL(n~!?$E)!DI6KbT<1P<=C37^32jKzGU=d zV9avffE8{V2I%?)>vb~gh|k*55jQPQ(Uaom!>XdzXKiOD(*&Q-^g0LM{bgxmMmN6) zu{eVnAe?bq(vI<|CUW9HUnXVJoJ#%U}KN&hY)vR#%571*cZ}j^ zZ=FylU%`QYx`A%)QmgAwW34Q~8~yS)2w#FKqs;@>&OP_t3i@bTewV!yo zR!mtTqCP>!5P`pfI%}cyGLzUN#mT33=lf)om@?qc!pZ+RlO)4O1apPo5eeKl`F#Ia`%tK1($DyUp2eLUl#X{$Wm1|O_d5s*O{I`f-*~mC~txA6{$asw( z6cay{vg^OJ{?%~Pup$RFuL@V9TbKM^Z`f(GYw2f_Yw5isj05e)@e0>KC-tP&u5$#A zll2qwT7i)p&vAg2PSVC@3@Io(T*Vf4Nx+C&Z0?m=3N|&e%cU%5Y>$m_wP8dd0L`DM zC?h0@!s;zI4{Ap?(T}LUj?UC9mdJ(?lX+=24z~}skNBD5E$+b$II-2pxuotB!wlAdytW>v!A?2hFhdF*+U*&k$HrkFr1`6CKRTU&ccK!1+F zmhjRiUA0n27pcCx^&53YjjZW37DonsBO=%Mg7lf7^gPqf1_#pD_Tj+>Hqsu8=KMIT zY*d|C3LIN#U_0RK+Fi$yPJKfOuupKKV%rnLvSw*x00fy^GV61D$Auo=fcB~7=N19X z9jg`h<&P<(gCSQ}U0Vt`0znWXV~mrR<+e#p?W2 zC{#d^OCn|~GK@G4M85D_>BRm4aQ}Nwq`)_x9Pe*)_1a#GQt+zXUSq9Z&zCGGFEXaJ zeSXiflO_bEN6~7;zGhHacdP`cf~es`nyW z9Dp0F&Y;6tx9tP@^B`?Z)8+M>B^{-Ps4~h+fwtTRTza!YcX{ZSTw#NC4`UtUGTLXo z#hOy53gD8Xtk9$VaW8LjNG^h&lEZXdl0)5gs3e@jGnWq|PBnp+v*5oOj^UE0_jEgB z<5U21BMxgL71{*|g26~?RS3k8J(^Jopdk)pIMocilXan`gQEL5c02{ItPRiXja2Ya z3XP%xm3p0tfT}-?546LQHO*YSD1pM2)RQX!!K??b@8GeqIt&<6+q9GsuO&@a;x4veCfN0cMF72>%O&{!L+ni`=ubqj!T!st?0xXdlgtBx_uG2m-70Kbuajr7>xVI z#U>H>OIvv3^VRTCX|1!w1@IH4X}?Yki;y|LM#2z{We=*^x1%7Z#mcb7E1xT?weD7V zV8%EZ(nd2-2lR5ykh8-V#M@t?vYqeiZR$o3D`R?C&up*mj)s+egAe={_+}7^Ns;IA z^kS@h<5nH|w=>-;x39YRZM}ut4HgQOzVoyzM9tKj^>eM?v++nd=|9zuXP^vxtJiaf zOyi!f#@j*b03dg@Cz}LxTky4h7(DD|9=K6daRx)mb1b!)wydHJ##)K93dBA2w3~Mr zdaaj?)2XvE7>&53zy28yKLl-WU4qoWI9>58@xWk>x%=b_!gMnlN7@3$g)%fIb3{lH znlK$@(aSxi=Vvo9up-U1A-8HMSoAx4nPeMI(WN8W3;Y|kFlD#LOfvz-e*Xrm_%yvZ z$>PH#n`0)i5}8CEi@c-*N}SW}j#MZJk79Bk<-FzO2-!nm-u7EG9Ue=(N5xZJox;g~ z6}N!8R1!rS>k>;}R?)&rnn#`i7|TW-12>}$rH6kUesCl>kLy8scpHe)v&b~?1Wt=_ zZPjLLV(q- z)B|6~W9Q;|QOb+GrpO+BcH5`?ls&YD(G-qq=d2&hG455cGLu|^2Ra~=r^tbR#N_bG z)e3r|Lbd#|37hMlPhHXN2UYFJCoFm&G?}50wE%@t&L9Lz0U_pSTl{GdKxiY3YF)u~ zXd0xG3q`4zuvz{P#WlL`;M>RN4=+G@=-THCXGnp~h%mu(wd_pXj}%az&I+Mlvsn z2#Xn9OLo~#W&C?CJ2^!t4Cv^y*^0A=6#{0-nVA3 zVa%gc>VZWPO_B{U4LbQY>q(%d)DRqgnud4H#){If>xKUqyDTk?!y+zy*(RM_bG%IJ z$cz(3I43nQWy#@abzCN{MH;E$9qcK*e3?J}zkK;Q-alJ6-dV27wGoB8F9w<(EKbY2Fq)0@`zOF%t7!b^hR^O} z6y4P1>i+{;LFR!njs_OCb51=~0}xZ2IZ^sU(qqi4g6}|5)Xs;=s8A7O>E!v!hezBR z*U@&&`l%S0cGr4cY}B!!kevpW(m0g0RNB_)#Li_n78St{a=@|ye!q`RkE-~(OC5OQ zKcTQF8j^vb8Se2LBf93NxlCI(Hj5;ygd|6wj+8zl=)+EEn?WpR2+(y^^dwNk9yG;S z;WLPO1--igMT_l+proG1DdN!DqFvINtzN5mGxMGmvp1FFccl1l&J9@J>}WwCd~lm@ zWzwx;_^(xP%hitR90vmtDJPcC+{W{u#GB0z6wLV{^t6_0#Azagp(m4SFH*cNnDl}V zbaKn>1Qk;|aV20xy#{iQa=7gi?r5>W(fiD|Sg2?>2_U>ktIHMobr<(473SWpSsE1JE#;rLt%3C91af(Z z!@L86p)?jQOk#@=dz*W|dZZR*X1SG@+ zP2z*rL0@c!DL=IB-QpdGvk3Mi$F$c9=m}D#`P>s?Ne4aGcHpMOqi%q3qK>zon*^Qe z-c>E8w&z{7@WK~VKBH3g6;V&=dP&HHi1gjnZVlbKIQdbtW&I9V2|@g8WZL~EY#V*k z3-{$2&R*zg2m4#9JpV+cKcs*tk_*K#v7Twr_^%60C?1*khkHc8yRevkexl9%luN15 zM4QrYkb^CCBB0fjCAQwbd^`ilZQ?w`9E3fPVG9bTzbM&zac;4G6ZK;|$}CTP+t8v8 zx&(`xwL6FQYG!Ar5hS1JDB`V~eEpkHf=lR@$k@1E&WumXZ(%_5#s{kDbuE@i%^eHs z%Tl^H%^c1pJEdMRUg{$! zz_Wn$9MC6k<1cXvR|+IJoyP5XTBNW-buN5Jf>6)f?^eREc^M9^Fq($>DM!zch^GeX4{>>lE&c^`ZPx}hY#kyiLn!p)`+*M4 z!o|(RtL^I47W?r*A?1u^BT57%>5;_|4O1D>l_DHX|ULk;mfkL z%+~wn3BW%*J)m73VM*%}nLc?UJ;V;tYV#%!w+xy5c$>3v4Pqn&rey#-qD}j?43_xK zL}<*$%qqt=;>d)MJK>2-aq@TCRI0+kC`p{c-A-7#`ky)Co2;#zNJAnQkYWPSQ`hkb zUX)>tlF%}x;URCSEYzz?NRgK~H17k*cuR4Y>BhCr)+tNe}Y>S=BPd=I+Aa96&y@4r;1U<}z9PexKu^ zfl>$a*CLYK#>{Xw9{-2^2%w4IMR#jlD&OtxA?XHK5k{_oX6^P+qN&4w9Vz353tp$~ z0Afo}1o>+IiSG**5QG7IMj6D^jvW27>@w31H96CE;A43b`hs6d%b7N87^1I==S?JS-lle0DT(|+sfeV=MU4pwyI>n8}!K!a7`gu zcuz}IS)3v~h6P|wQ~k3)JZOT%5w^?3)=uehHK6e4)=t4-GgSu95{<6xb-d@v2>fVJ zrDwQ`q325?U4LA8*8aJ>_3G0dpr^S>GC z@*Z|*^{`g&%*?AktR!;vXbOc@-}gLUuNx=H*>wO2Vxm<#KR6cqD4;WzHM~b5HbDBJ zEGU2n0mCn$n6SaXNA5u#;m8+&dQ;1^@L(N5NdZyQ0ai``P;1fA)XdfBTa7v+~*jW$8f-m3i) z^CpE)Pv?5hl{Q!}cN*QPS^SsFaj8ZWLdh*0*v|iM6btA{;7bDD=eCC|ED_u)w{Oi5 zQYs%iPLyhnqLm8@=cJP~?iHKh@q)(eF%i!4D!uMfdC{Zp^puHvGOf|7Ub7dc{oFdQQoluaH(anzy0Z+C}}+@Ee1wW_?@ zqL*aDoJw(=4=^gM0 z_u=5@tQVe|y@^WowkBjlhfdNKZ^j_02PClGV&@g6MWJi+iM^k@I9<44Oijs22mu*& z&H0^X&>xEg`VRJRh(CPM;oc|qTC=Eyri zI=p2bI-c;g!x}TPg@q)|Le2<=8(L5OMaHC+FJOn0wbIZO3Nic;0=QiF%C&EJ>eUWG8eBV-N# zUJ5O*5wPu9=cf1_SdfR+@FIfQ@m>?SSG!w$>)EUhHp^wv?oZh6D{(`{W~&R+rQ4si#x1aKij>~|AH!r$bP z=?zo|=rAT*NRNGV55 zuzg^E^?DbmF|gg$N&dW$iy${xfv7Mjb@$)^zryEdJeABuFT&|%R7iQR8tOJZr&2$T zj7;giT0|bra`6O9p#g+Y9x)HIN6y9DlMR^W=^#l!W{5`!*9KBwUbqL9LEAYiPH9)j zw)P3IPZNSY|2Xl~l-Tc|txxTr-CvX+uKzOz3H?mTt)$DSAla^*rvn^@3YkANV)8um zQ{i{c5^MlYBAHy$$~QslGf>*5BA&R{CCWZpiOKd|0Y?ITpI>nctG%DD=1vZ%K=S2I z6!Nr8@ID89#Og*v{F)JTnOM(euPk_E=;o|kBVQlRgL;s@(X@?CA z+ja>3z;(JF!5z#~`|;t0xF3Ca5F<-;_bV58NPjO=^)gmLisV`pewo}F6TH~_1OmMR zF_8k)5BDPjx3;DP6%oi=>qQT6^GD+!WtL9ZDac(ur14jDz)0V@(^ZzoI(Eo(l+p3A zb*i>qg^mzp3V_6vr_`xt_hdZb40S2Z*e*FH!A&9OWizK}NUVnhC)|i7C1Ge)zt`ORCdb2jEe}=a$15v!rtd{b7X6?{k+?nbVzR+J zUmfK2DwiPLoJl1$W;+*(#ScU`jJyy zD-3sp#m4K&<8OG{)tT0zHN4Ig8Cg*zp#fq^46G+fl@(h7vj-cX^t2||RoCeFu*R+-GyoGh>K9oT+wit+VKJ18(irURR*4nhIa@|y;IsN& zS@U>E4?Df&1D#elOuOTB`vv5j5e=SJ29?iXG(I42PA|F!v=_}9?bR1>@#I(Qv-frl zak!gKxb3V!wMd-rI}_GYjQ2j4bMq#XV%8nGj~m~AoP~QsfxJ@RBij_6fm?s0uSMTU<^BtKO#b2* zjp2BHv*kaw`Wbf#M|0vYonKw{CpkK_cUnrhTC!N2V{$0r0{yG+BShuV=E6up@ z61_ne)s%j8mhgztjq=T-HJDPF2E5Pw$8SrG@Nv9#A|>X~6O>l;Ufwpw;Q%MMDx8M* zu$~z3p*q6WapdFUp97zSp|SapRNO^d{xuTDr4|H#LUxG6q3Uq_@}o7mYAbP>uUUPd zudPJ8ahpTeS|PoP4$QxR$9&bTRKm<9kn0p+iX+k_vUYORerur~az%PTI$nD6oJ$Ep zrOOXeWc954hlwzs#jy)PIu#>V1O5rEi@P!AGnG4f)&^fI)OXa*8r9yE88(qNt1_`c0RF;J^o+%u zkA2e2>j5{Vg0tFHxuZaEL&%cIq_(BI!Ni-ne%u1~^p{L*N-~G|+P`E}ZL>cNsx*Zq zt7Knzrr7`hS>TcHL(am>!mnh0F>se0d%qg_c*R&258M#fXFglmMH`J}&`*E9crU~6 z<39A9tKb#rcI(=TnnkoJ!I;Hx^c5`bLZ%#ic2MtGRm%H&5l z7)PKzlCpT#xGvo2;$H(9IrcjrEeYmej4O17Fd^(W)j6O@zb`G?x3p}2rIv{a4M)+&9gg=lg1p7_kBJXC~qwu706|Fv5RKZ+Hf8dbJclB@C> ze+QiPm;Wp&sXl_v&B`Md<62aS0(5V?cXb{D!X4dq(tXAM^ z!I?6zCaO&AnA3LfkY*I()yEP6Q$Szc9$3r8agvoV?_w+e+x0%b4V5=XwqjCdfwFLc zcu=H^d=JX3^wN5Z-&tA8x*L}OlVXaGVGLW+^Zw$n9e3Qmd zwr9wfwTSC}|CsEoA$ObbE{;Md+A3x3<=UtLsATV+^QtY~hdZU%oR6B?Hx5V1&SmU!qaIBd{x-$)!i)zq=J0Aw z_fj-VFy>avcEEG=B({Ka&0JV&78@SWAW0ZWUYQoeG@can@1FPn$$4VC`A_>haR+Hr zd@v3k1qE^*ze%j2^ANc=aSOh#l~6U4`zYl+b9tw=4uBRTF+cx&fB@W7bdD7pbNsG5 zflJ){z?T7c>os+Y5+OEoY=KTuqIkP~laTu|$n^$dcJ_N542yf9>Gk|+V%BRSp?E@I ztq5}w75dI|8~#6U@^ha{oJy2UcJHHH5dyl8rK4>F@qUoz&sm2Yj~X%71`fNl2D9Fy zApgm{J%KylSaQ~t_Q8bGg*Fb7J&}{Ca_L_cLdMUyXH0zIH|*mt--LSPFG~e0%MvZY zh`(yfHM`1XrDH1iAje$b$I@6hcqP)>gyNoNy?KU^J{GAA8~6+pO=tsLPQg~*U}5Nm z1cvfgbbqJtRH*zRohz2YEHA{mR5JgMK#GvA2OdDWg^E5h+LkW?i?l>%V*F|08eU}3 z44*B$LV;cD0%5=xn>^VUSl4w8_Y(LvyRbkV0Hb+5**H}&E2rhzo(DX5g@4ztZ+|xF zE3@*zKm>+C3`+_@YU{W>FV>B7lNmWkI^vwUxu;{Rjt~LleBpxG^V11hF0KWjP!G(W zLvS%SJ`4#|F;4Un6)!=UI6>IfxFV_#sD>L-uIYV`dnS+zoGh*B+9dBue7dn&%U@jk z_tC@rZ*u4A7&iJkkUFyA7JgyfpK5#N3!xY&ym1mCJQX;iQOwTcZ^`t}Zy^lu&1;vq YO7n=@%@-iqQ6X7f7r>?bS_%LF02A}_#sB~S literal 0 HcmV?d00001 diff --git a/translated_images/km/AND-OR-Tree.5592d2c70187f283.webp b/translated_images/km/AND-OR-Tree.5592d2c70187f283.webp new file mode 100644 index 0000000000000000000000000000000000000000..19e705b217748fa99cbbf7b0a278910d2f47c7ed GIT binary patch literal 153152 zcma%i1yq~ewk_^%#oaYH6p93QFTvfVKq(Y=cb8HeiWPScR;;*7aSAOi#mNi(&$;K` z@$PuzjRDCw*V=3CC3`3N=1w#fWMzfk!oldu0M*~B3xUvJU|?{d|J#@_`N%Mm%Ifk9 ziZC#+5GH#0Gss5=>Ee^L-C8Fyh58F+#;1&&to5!+YFb8#z}=Z-1cGEdLL6J}N^1I& zM2QrZAQ=5RYJAfu7SvuHAl}IIxJw3y!gwS@Mf8q-P6r*4=g4@Ki1|9*g8ql2NYG;c zju{bda+aQ_w7k{(gB2|`%mWWp)p`w`srBUiih~~p$uJeshbQq0!Oot9$#?)V9Yh>A zU952|6baD`1a(nkU*>_iV36f1tQ(Zz~dJ2ii#n%)%h78XJ?Y`BM&sw_F z@9?Onc)`Hh1z36;#g>G@FSrgguwEc!yIoXsrHsyatHsd-I@%2nxzOA{a}SYI2Jdd3 z<|f{WHlMbftRMT-IJ89Y@M2$2`JMW%&H8P0&~1Zf&zII$_W```JtvjBJUf;aPpUs> zd6;}ViG1|WY&-3`_8wqU>FDTq_om6BrQ>wN+jGF%X5D8$!{emDbKOX%>E_kq$)6>0 zqMo%!3xBr^|MPFJi*=kHUMWnlvc^yE5pUz^zAiJ*BA|dxvCc3eiQjKrp+n(il^wkG zn>8{r$np-Dgg~AHba0=(^sacU3A_$Y1mV1{beOQuetgV>!QF)f$kWnNOD9|EB?Y2a zZNZ5M0q2Kes(m4^aGx>|SDn`cexbSFXK1Wr%Eh4C9;`H%EIA`sTR)Hq>43uJcbrIsfy$1b)maWrWz z4lPXR)rYN5F18O4Ke3M~YP9!UQBHIU$z>*H{(hDdG=hL(u91NP}wgzMhVl77M z%7faX33|t4vo#o=b?bV_*aKf@GUobyzg+trbr3Kd=d}9a6AsB6CdtWp!Pu4*3hii%|zTmfQ0j!eDbcoS1w~5>Sag5dMtZB zUR30>h~w&Tl6!gJ0Mf}bG9^r)z_ILVPr1`-GxTr0xY_ATv#>SyTW(nqkFT*$F2`wW zyK6s}9lka+IMd#r!lu(JCDSW-r=w+|u_T`4>p?C67Wh^~W+_VoPOAgwc6wvbV+#bp80WGS(B;ryyd3bn8t_4b_f#!!)AaW3)y8uJ-m&5xvw#9by406vD7$2Koh_MYvOHPbg~$~2!LJC|rc2=3PqsTK>{C_1i! z{K~+F9RHmf8bAW1jTst0EAk-o49-gMSvmXBtQ=Kin+F)HB7uQAgJ zN;BIEFXQG<0T0_w=f%)T`Og|5kAhWlvfi}ytwz3lGG??O zPoQhdY4)Ap=s^MDLvm?eCAa><=W8&jRL|4BX_!md`Oih+)47h4I)A}6*kk{E zA@-w&X`08_FU~(7?t{Zt(T~Y0;Ec(FN#3T_cf)7(ng)54eXhY4SdWV^M5-`X;K&cOnYgL=`9KN* z5CC@y8J;NGbV#jN!k$5uj6Ie3AY_YG22k{cT0Kp`xmF@LA6u4<5FGp2D|p^8TM$Gn zIfYzA7-Nd0S{_I^IsgVn28$6_=_BwuhQE{8_r;OLB9b7!0)yshGtC;_PAQu0n!*l9 zQeo(D29xlK!B<-t?VE1F1F2%Qxq?Y}7=m?2fXL{Sc=x9H!MNjrBnx4ahuUecK?nI$ z$UEAxrbA<-uty=R9<}*Gon%=tuv$F9Bpk0$&E*Q$zXZFFk}1xj`ttmD2frLl#$Co94`Mh$ul<;H6!g`pxIOhV}62g4L*EC4ix(qKd%>Ew zVHi=hiGk1{8EC;6;jXmm<%uZhs6zLq+N^lvAZD9Vtz2$#QvsML|js6)STeTrkvOYAgaT-ddr0WGxCh^6Pt3bsoHN`OH4B1ul`_rH8_uNPXpUmQlLO%&rj?lpqFbm>Q9ARj0=zRHh(EFB^c4!cdS8 zCPAVkQVfv=F`rE%I}nz-BodF?6o6i558$N{+#ZC`peg`Tg1m`V_@+=|(4Ybh$-s~Y zE9&7sc>QgrI_Z*sWcbLFqrJ!MH(hFQ!8(y`OR6l0glCnN9@M%E?%Pl0^HR4J?+NE+%} zIf)+Cnl;gEtJ1C)mk1YT2H7H*8od(DQcs@6t{55=3Jmn^0}PD^u?Q!QfmP<;Hm1Ib zMclQKFo|NBvQ0-JRzRb*{x#8t++rKb?QkVWa zq*(Q`CwvD5y~U0*wxF#PQ4ZAlB=O$MNB(L!2^vN^b6W{DoI5_U6fpHs!q<=bkhu=H zEt%T6_uAxLl6%!R!%jqbs@NLw#A4p&t!-?CV(g*C7Q;o~A0^~wEW+Xg>b&S&pBx(7dp$dt7Z~}lz>MoHGI$A*GFvYL3mlRIxoMUSfMNFgk zU)-|X5u4F?E(JLdjq}xbqQ%tai+sF&(dcr-%7CW25CAU|EK;VtfJB=Ypo^3J0?70J zYG7$(KucX^3x742OfP^B>&3z1E~gAAdJ2&<`@W$ycv;8X%7~7Zb*oF+@2~b-r!;7@ zYpL-CbgTuv0L!Bn;G=^m4N{yQNKk)baz*5ops=xAC|bTJVmMq4u2&lRp|%m3lumvX zR6?xMM}GqmHUuBBPCxmf;HKTGmhik}_$FtBhW%DGQsM=C2F1{@KdL&YzJMo!xEG*m z_yUZkRcY8^)VS?mKv$gl3n2LT0w@&mXxI_dZo*!G9}>X}SV?&S>wSbTpsU~oya`yO zW=B!WuXzEVMV4PcNS8N4!vX6&4w9J$#rkdu+P;-VBaJC2&d@<)V*GuBV+ zaAqvWcw=oN6OpKeUWJG#p)y`qvAW(2h@=f3g@$1PT*^5-Vf!W zy%xVev3`WU*|j*&plQ)j6dTALGHMtnbGDwOlwv_>6WPYBn^M~$pfHUC>LuKInI2$Pltg_C47}v&D1QMP4(s6HOY^LX z7f=$h4DP#3_N;sX4n^}|xT`*$su#fBGYtk_UGN^u0JIW2ozWPX(HP#>Qg=m$zQ-Nk zFS>&L1;gl83+N)~d|8s>A$W-)VTXvHO=3(1=&Z1L2_>RJ5Pz-K!?6c1=cI}zyGZO| z5>>scCN4v!i)C6X;Er3DuANIDvOCwJq&7dNTa!{?G6n06I}JtD zf`NaI6(g;|%9rnx(FH)#iXWP--n~{Y`wk}7XyJ~pM~YFk8>=}i`S5X?J=4zLdaD2_ zMjZkBmwcfX9&dTnK2rjXT`jZB2?l@BYX)w;W?O%Mb#o;2Y{4BV25zbuTYt1jO(gVB zEpyP1mV3vx{^>nDNJ>GS-0>@yUZ;(wrFT(lF~sb#8$ZksamKByQm0Qa#Y}4n#y-u} zROU_Ff!SdMHKV#s!H;ieF~UuWf>&wejcNn^`FwXdXy#x(hD!x`Nb$|$h zf+WDl_gFK``t}SLQK`JEyiL@L4`MwKw`?VJfq?#}g)tWep+OLGjb#lxg3nHh$G+~w z`UxJ)&S(}aBMY?R)A%4oof*cUP|G~Bpul!LFne|xLh|~nwyQZ`K)h_Jc_>3c@v=r} zsr>wbG)j7(X8vbf+-Piea+yDG(Y2i?3jW@fL2m=^PJ1r%AU_{7AkX4Y8_;{)NAWJ1 zqaK^ZPi8aie`OPQHLV?gj<`Q?;6QJJk-LR`k083G=Z07CKY|oj>DFuhTz}oZO0yFs z{MrSRE}Ft5NjfR*z{WgXT)r610#ouZ-`%Zybp0K| zGVd@*5T?8nWqXWZmCbjp&pnvu-m|iJ6Z5&d4G1;0&P9)l6`sUpz-by&pR_mTophj` z$~W;faSDAIUEnvNm-90cFOsy@`|Y8BQwj{e^x~A?__}K5$=*c#t-K7|$L?y4|7k`GHIw?^%nbi!rVll9 z@2=MQpJv-CeLNxmo0-`thv7v~O*{H-W-yrTDJp^p5260=+(NWdP*)6EgL zLzO-rr>Ocv*()>lLWw}~p5Oi5C4YGdC_nK+rM&Pc&<*r&@Sm%Hi~s$63W-nhaoi8o z5glW4(3ewUTZO!D70Jr7`)j@)0Kxvi!^^8IqS`zTt05hu6ugKF6}~Vxe<_-O@ihPN zH80>_numnbW!D#;3i6cT@-Jtme4Zv`|I_k6KA^1BPQYIR=(Oi)5$YV88Uz+146$lM zd8~zOYPF80|5%|4j(0hrBN!-bDqE|Bc*my&PS~=kxo2hlF?n(I8B%>Dv*234^QRV4 z%o}uZ4EfDGx{u=?3iHaK$L|Y2Exkz74?)$xVL>N6OBkZ`U3y`2dLYIs4qy2_nRt1R zdpfPga6>4V{!(QDkV+k%mzYogRaWuLsR#>m(MH1)o(F~b7j_6b?>`UX&oAuIe=q#M z^7+5J0L}5gn56%uN&jwF*&0qWrUbp_xIGdT;Q*=ldVye<~oJBTc+xV!fO4 z{U7S@pN6yybqYh7$KxJlB(;a}7Y*bjfPAs)wW>Ab4mzv&CbY5t>7VD{-PG| zz?C=Op{PGG;McfF6=gFYb8#NI@##GTk`VQ6jw7Jr_i35v_M~iRle)j9;hhsj>Ey3r z!l9>t1iDGTN3v_3b5h+nY!d&+=+yg8LmK3s_Y%hyYWKe0M4pN}B#DQZ?>_ne)(W3q zeolQ5xLUnZ-tlJI7mfB)n4O#_rnEWXF!^(N#qR85QEHJ;VG~OiJ(%0Ed~+cnr#!h$ z#N4Cdu|XtU8p|V4&1;hQK6=r;O4iB{i|uErbs5AVLS@o_&e2g;wO&xcH1{)70?H~nT1v6exU@%y2u|}8D<+qv6(9bNgP&EKP<0s`Ly34WD5Oa zvC#Q_!SStWr1VD@IRj_vhcLV4KLX2d4YltLHIXO3Zc>nPwq3T~8-F9c96MikKSV$juI}Y zO-}T?#=~e+T16ebtHlN2=nJQIgyjP*N+byWSbmWUEojq^ec|u2QntPVHJo<)np7pC z-5Grt0+lC;T1>aRjnpfy7#`fw6)Zjx{zfRRW#~`on_*|6EzS(`*zwnQo#XiG*FzZwa< zUywQ_1Yg*N7x4a|7D~V|UDPM?yPlD_#EH=}JFb5zkUnF5rOD~8LLB~KOKVH=&mB^( zupx*pFbvsC@-~~@kUp{mzReh=BdkvYPVX)O&&)CVj8D-4a!w>K18g#Vd$J>1P$fa! zi26mvD*<(*pHIN2b`9ouz-NsuM+NJJD$9|}N)+I?9c2A1M_$pFKN0A3D8h-i5DmAO zVJp)fKMh<>?6uhxXpeW;Vny*7-)#E)5zCXPniPwjXcKK%;U}=qs?R`pDh>pS|11uF zv{4`tNBt^(N0jCy2hJ%oY-b5Yk4Bwks$`>#aDOyV$o^39wZubOAP=~DZ3wkCPdov| zh01wLV4?R9D$F9$n%krU2L6fcLk&>u&fsI5{$|CKc!;5CR)+&|ct)Us?ek!;F-lz{ zm!wy~!ED3luNx8T2Yl6`&dtyC9(#N%1(ieMMw{q)+`3DZ%^QKn_pw%+I;#O>U20-Q zFh3mc`w@HGNi0IU?eCye6z2}Xt!m>V;cePjD`NLg4)HLP)>!PVPnZEYDB6@3g=f0Q z-8n%Q#DoYrPB%12GZt%-y^c4ZF;c(XMh1#!cNq|%MR14qT{#+6=JiRwjx8r3x4kyT zst+#+4z4URhH^L##MOnSao#HAq6Yo7(ZN3pje|oLgOEv&8y1UN=l;|&H|f8*YkK?87s_@l&4_Z#89xN9Z2Lvh z#N23Da{LGcf;!D4%@;SH3t-5QZxW28++*Mz$qNlUFdIeC@?G=Sm-&qt*#n0TdCV4z zJ?mgdnYv<(v~)+{Y;)QbJyaxk(eqv5vX=>E;h=*6c&565kF_wQA>a@rn$KGOiE8*~ z+#PTYXh_4vnL0;kHA2MH79R)e*yKsg0%Ij-hO5=(!e9a6uUR|b(le2IiE9Ur&_rBF zVJwz{8rVMG+QGzv`zNaz0wv)M4dIB7^oMzcdI!Tq`>XeEL*eI>_im+clB%QNL5A86 zNBX1@qJe`YuEW)coTE_DX5o>3X}7343-s~M{s6Mvm=tUmqw>i}X^4{L7oXCQSb+Ei zzBrsFHODz!Et{VK0C8rf1+gO;fU1SVftpgwmNqJZIIUTZ(Sb*cqYcAB16RlPRd`+~ z2U)M4P1scfaVi=ARl8;^>Dx2*!Lm9wjZIjjK|Dmtju}6i5ZF3*li?1cV+AaDa|NGd zPmZnva-@FEcg&~y5+-^Wp$t>HKbkQ9Kv!ip-;zi!qs{=lC=xh%ndekLxjqXcxTM(e zM^kMMFA0D4fScHmP3r4PL!_P=sW+!9yNF8|{)AqzKbmx;ZUd&~b8QJvS6trQVt5l8 zV*hAzst1r>K`Dt&hs#+rzD=D+_m7K2;k&PZf**~Z6)vmehNI^tbZP3hjaE@fYJ#fW zfI}Suh{DE2=2`^1LrdREz}O%yLUHe2ofXK(MWpouL32@zlC)9U)VzF;5hqQLB6}@s z!5g)T3v&+$?v4{}i4|_F;}lBj8I>zoP}(3B!GSG9l{LPhF(aH!!?#H(q!Tmx5+Q5j;Ex3 zIb3=`i-u5bReppk6Z19Uxi~#*Ac@ooLe%dc(m`zD)=8ya3aNKX-MMOT2Pjt@srzVu zbWeXCI7P!p8P5~^97`#u7i+Dhrk)wlIcUb5rDGMOoSJ5KR2-RGyg>1F5obV^klVr0 zHZZzE8I42H1@h$bTPb?!c_nbNBDCW1AhiD+Czt$Q#4U-e7>r-qfp4&ZJ@Cxm6T5L; zSmi-K7r=r*#7rbi>$U@o$Z!gO_j@vahSJ!;7vbOxuFG-&!wq3q770dREcRUm=((TA zN(lz0b{WHoxM?@?TO8(&S1EA{B5+~nw>mn^(4~7A4?4FnlRE3kV90p^&5$)Yctfh% zZ-fzTM`~$%!a*|5bPXm+zr3NY-2d!ay-TjpgOV_r5nvd38Mx;tQSK^*uu~S^B6YTt zIfp#omqtx2C$q(Z$Ei+-C#cvtSaBA0D5o&{;L)qhUMTj%oIj+yvT6XO_={yu;(gj_ z=axv9_SBbt!`Re_xtihtpiHz(tk9ag#w>fB9S!n*XRY|Vv}S&PsEaEh=(&QlDTl+6+&1(5!6ck*i8!OGW-3+>o8$x z=5}aWEGs8XA*r2AWX^ENh_{O&T>6=0A4ud&10!5>ct^q1-|9+#bq)TI)>kXP`S;XBj;VeCVk%4nAm7I+Pz%r#(*?sjVJtl7OfEf9yhpKhK0k{-i8Nm6|l zQS#&?inOE@F|bycbdb75YErYaY9Z>*`}!a;-QcxHHcwdXXOjf9&E#i^@L(5%(K#3R zN1>@4r5=l@)hzP3VZPZW%G22$>PB*usb;wYUH%QEA7Rg;NU$dw&Aja(<#tk~hOrDe z$pibjQXs9ff}ME<@?pQf=oQagcY-EOTyC;eNwOVHq3`Rj*a;}M|AJU8H6Rmx}LPOJ~*2lTLCmY5@{ z2>ZE#yGD-3kAjuSopxYDtDYjn)ZC_TD|h=^aM0(22OdN?uj{k|T{WVPAuvXIxXr*N zR`A}t%qit{=3)p)%Y|Q?-nvMQ<28QV=ZQG06w%B@DNynT>>FEkV&{iDN2@F&e6h?$ z{7fN8MOODwaMLV7=qeXuwY_t$BKL)wXHw>#&gAaZj3jr8?sQcF|QbyVBXU#>xs)T|2CB0?ZwT0Dt6^ilS zEJ_8YQAksyd7m0g2jzF#=j^_oAzXTodLt-SBI>`fKbeQqz^ZGGRs+;TRJl$yI3%3_ zz7|!KxkWZ<2L^k+u}BN4R@9rJkd-CW5*`ps8dbza+rN%1nc}*}qFbvOLhL3tcOob> zHBJB_=NrGz`HmT*C_JFgEDue4DJW3BkYd3^iCb|G$ETs&uaIE;w;u=02`4wZGe~=k zra9!pUy+V&#g)zMms(0ptL;v5%TEBrOK%fFNpZ)ajc^$?s5?egaA)q~#MB3ck+cJSUH#jzYGrP;C;KP; zaR-t~7q)@Q`lr5%DL$VBQ>%V+3E_biYUAs2y#qxlX*g%=Z}R))Al>_^)~Awe4v7&J!eZ(9#{@IJ_(Sz`&qmAoYrg zZk3p50;_HT$>1Fr$j?xWKO33Ko=aiAxI*ek(TAbqhvm)6VNbqrS`t=AZq9+(A|@X3 z%dxD7W|P>2qnN@x#el?l{WZ?~>#2DbiKzZF7W-czdBziV7OmH7a@zcOfJ7r{#q>F> zIwB;)pGVTyW(O$DQH+fph1Kh&F}y| z(D7-}Vwi)xMFw&wZB#b*N{}=~fUlSd*JTtJ&=1G=a2%92ODNGac_mf=5oRdRIqA=! z8_16N2vVEP;>Sza&n9(c(#0KP&D^6S?ZU+kA0gEk(pk_2z zGcXwCr~!yq+i3kl&{jyES$UIbT(ca=x&p%FM?{ZsI==gFD($~1Rt+abWz7YQ4?x!l zyh%4BZ4;V%lp-M1j2-HS{8sYO3^N|+TG!>`XP-mMh{tAl%F@vZB zItKVgsUz4=5`fIbB7LNGRYG}x;zA1ZV^}cs#jwI3aXnfqI3aa>8oI94Q^OE-Zh(0> zBZq#OMHJ>WsZ9aq?5Pz`1(>{%W`6wf5cdxa-PbABW@Xv0+SRXZ{fNInmvtTndO&%_ zDUgd(=2ud3&h+CBngf=`jpmKHuv$Dq|DRh2iQ;4N=(LGo7c zbL<|@?*Kq(0e2ohpI9t(Cv}qs6!ac@$Gl6r1sI78+^2T#w%e1tm%F(Z%8vj(wR2}k zRehZu@AK5ff5bSD`q3YFjPsz!pu{xZ=c7y5ekj;cCZfq>3AM!OjH1adh<*}w#kOdc zVn6I8)B~|eEmqK5$tf~AMSwKK3vlxHUc0xvL-EOMqA*9b(NDB|1NZ%dpk4sKGt>dD z@(I-lOm?T#e1GpT&Tn0SObda$rpf10ItJbrsVXY4bjSO%&P(@b$|2_nP;#3QW3zLZ zc>ryi{KyZ|VKeBG#SNJ4$oEv-rBWF2BJQLx@2OS=v{cV5R87s>%Z~S79pj9NJ4?I| zq=auW48)U3NRPN%rAarOk%w8_Q%`nEaVxgOT%t+WPX@y;5>4%mDu3%&td(M~D|W}K z9)Se+-7xIPkJv*c<@DBR)!sy-atf@JZ$l}}Ss1#uKYm7SRqjtpPJ`~=*9yt9JItCv zgoT@CAD|wUH7U|`yU;lldQ;EmRkKsa_uV2Hl0zAgh*&r0rFKQCa76};E2Ze{kX4C1 z)6XmC$XN8)JR%w9cejvNHAwGYEk+lMR1u2|Xv(9S!c>~TF{(QkTh2p0i=laiFTDx; zhUy6th8iTe`I?_-=6@AmhKLV&{QibjH>aWPFt87s*D&=AK{{SYq%gND;=_v5IS32> z38A_W!_d)5%=Ll3h0Bm3az-D$W=@d1W9D!{brZvMN-gKAKL+QjB#tKC&!P#&s2D5@ z)!N__kgu_m_*h-b9IU6IVmXtF!!=wM%_r0MLFKc(os@dM(7}8k?G%=WWJ{oaNjv${-@APZfjaJ-voba2 za@6(_kj#=COME4vt0t9|%*ks@GLO?KD+jgXH6>}KJX(OkUs1KJlzFFcU}D9lfT2Ewn$>kLY+5(~W5qliMOp?OtpAG* zQ1g>75jyoiucd_G#V0aoPJ=Dyr1N|oBeoca%LscdPx9WHa5Z7jwCW3B11cCtlxl&!sDop4pRmUIi_NW(5U;Ktt8YkU&>tp5^*Vk4)GP|Ro=OFMqGXNx z{aKnEu3<1qKk6>qM+tfe1SICd3a82FG9exR?N#H)={bI_>4E3AJo7PT&_>T?9-cA; zWR$0BCjYeE8UFfgWzSa%#m!HKi2pl?!=PGXjSgq*Ey7UqRIX)3XZo8(-0M0=(j~bF zW@kFMg}BpV-;@_ZhxPKH8tkz98~vm<9#SWBw5O8fvT>-{kPA?Rl(# zok$9QvMy1}H@!<_A$cmKejcWXz&EJpmt*?igKGMC$glfG(#%CQ1o1&kSG~8Vls2>p zBkAy$_XC2x*@QL?&29555d)W2LEq-C?GA4mTpm8M|Mql~1dF7lT~G>LSF)!+J#ZJd zO4ScSrbL9;5jrZqH2#J&;D2+AG!o4NLir>6md<@%&Esh>5#<@JAL~nHeKoe@eAOm$ z(7@yPylMiP)W!mR_2d5b*U+lHui-nlJwG(aLgI&!K7NwONoiO?A7P<%b#+)dK^6*A zT#!oVefwZ~r#2vm7>J_Sz2XfRK2y%Ty)0mPCYG8~=jvCYb+pUDh#J8g^VaXu4Bd zeW^XKNjCZ2KK_1~!yi^vLDEmV(eZesqa7br)W^3LUNzfm4I_8PERyq4G!D5@eh9yB z&{#w_YpMUr>o~uV*aCW0mqjmXa5HP@1fLthDW%5vizAWM+BJW1SM(=PfU1*;Eav;{ zYZsfLLC4V=?1jD}=fn)+R}Fff#h26_^SvV9%%%H*S#jNGJz7M}3%1pDz8un;eQj4R z3TvLWXeX-v1!!wc{i)lMu2%`bl@Vqlob&KB>cdK7-P8C(&8^rP5!t=JOb)-{Li; z$IbfIQM`@dteM&~n|cX<(VNdZ1_V>>q4vho2Gn>>aOV_R2DfPaa`tKyze4^#!Ti~M z6#niVeugekPz4(YJ|4G*&9GTYH_Kj|72%EnzkyG8iERdcAn<*Yovm0yBSt5!kxZ37 z99~wqu41qt{ygzFt|8^OcCk~sg$Bb;VH5_Ls5XLe1CzfNX zCDk8GXyO>fXg3ou7(VC!$wkPJ%ip{Zok?RT<4fv!%igOsiHn)0`KPR~+B-nfDmC3eWW`hcdSwIjI7gXlwooLK-}) zD82H8*FeP+wN3EIZ!7gdUp&U2vl|Tf+jEHDgTLXfJ#GWXHrM2;UL#yss;`XX;xhz8 zEiw|aTB;i)al8wzRU+_OQqEqV%LVc05ctNY<9_Et?j-!#|834-Uz2UgcO)G!4eWz{ ze=YZ5=$m9b^5+o7LVEVlpP_Hz0Oy1i2wCt<=JW(V70g@PY&J~+!uPvTe5iCXPLk)! z1ZjK0Bd`P{c+aD%XTm=NtkplVo_+`07+#`BISjTXf%sMEmljEoBj_F`i~$!T<06go zV^Vg)2MIoJZeWu^{Igt?8$#4}1HA6K z-Z_Zm_-}J89+JeH^Mgv}z`HK^6ijSaqsYxP(aXUjW{mCPpKsC045`I35YqaUd?RW4 zZJZMN67zUJdNFet)Z$Ue2*BjvE$@%mMRt>Hj-#Cf0wtn!lz=B+E{@don>E1{M8)5C zaN@_dG2V%_uf?Yjul0}wjfSvIdEu#Hl~@@NuFmS_a@=*kj2brI(X3Zd&)6~B&qn~uW+?=v&`5J<$4F(`9S1) z;Lm~k7~DL(?~Tvr)b%~Iz?gJF_MRgMa22A+h*5NGt>8`WkK`kBypU?o@EIWK9Up8! z`cJSqK_|kmow$NV7+yf-Gj=}5Qc#Ka_9K-}P(K@|j4j- zCFnQ*0JL)@Er=(@^s)(hx^P6U@gWiWf?GR4^4sekDV~a~EK)Z7?r5%8U{_y4xb-n%&pj|l@m&C#5Wds9i2O|#)B zaTS%CglORQBFjh41RE#t_aTvacHb5DN~b{Hyf*A6Hoxve)QH*;?zRWgl4~kog`B-V zh+d*nRGJqWEZY;lvYWWsi|nz9JC<7)(%6)Fz%9PH1jm@)jh*Sl&-$5lWg=9I1}IZ? zU@L5UAA?dG$nH6_23pvD?+@%3dFOab9S>BLY}o|IbQLttCEy=8WM#5HsbvOa$1IUapiF8kKC+Jx!$cghHu)B< zu20}y=*0dr^%g~!SNd=SG=F6HCxH2iZ_n}}GQy^)JlSDar#qiyms4HvZ#70I6X z`!}RMe-0-_K7NQlM=5;E;)%@s)(PV-5do_feletn3eFsPw(Ru&9XR8}@9q%4V+Ya| zcklfR+*3cYZQznyZVh2z+IToVWft}KIo-wkO7bej#MV#wO!v|K5q0A7dYv%NiP68) z*!4tSO_fA#J5Jn==Keu%lb(mWAmQC(!cdrh*s$U-ge2>5(7*4s5>gNJOQn00Y1ERY z740*9-G$UlB7~X>1!8@eOe&hX`ct|qkln{NqFQlFgPV;sB6AXKDZ3IywQ%ps@O2`u zr(6-GA@&^|#y6`H-sVl$n{7qwjg!@lE^wNilxqg^6M1a300jfJoaBjQv(nvlU>c&r zz+)ThaJ90Wr;xB#YjnZrqEzu?8+-idQ2`sr0gvUF>mi~^%CUKgk7}= z)$K;ym<)?^J>e^Ae>ATua0;_2(ty(vJu-li-wY@aAB15;2aa7T(&8^T+bm*@xJK>e zfYQ4SWnUcqi|Z|07~)x~mYYu$V+@yv^|vG=GWc3Mm^-*Dp{EeYFcoD6x!zWEV+b$; zB?;!;->4YTucy9{)ONd6vK(&{RkpuE-|^BfWaK;yamIUkB<>%(cxd@p^uduOU|}r= zX-BGGLofWw64TZHnS6FZ-E&FPG3)2lXF2&qeHP*BF5Q)ErSu4~C!#szX3Kd`*kD)f zY4|d7(=3|d$(lz?yu*0aCgoJmpaFxbA+CJ?+QtL|@tzBzxd_LkVK?Bf#a=G;>GH*t zt)JR?zlkE*S?#kKVx_)sZ=b-yJw9@jVQ*bf^G(577z7!$j>jm`6K@n6e|w{zHyXAj zA(TS=aPX_(N6Bu+k%R1y_0HJ1ZMJXE(lbxPnpIAm+hi|iOk)!X*LTDpur0{OL{*M* zf%R6VBNeA`asV(%8NoYIb!`mR#+7~jvc*|NZYoIJUAmO21nc>x3(hw~16QuKT*DuB z<~M|tR=4`auJ;Gb8 z04CYtPl2W;+;z~>@1J(bD)?khpq!-2eV~+Pc7gMor?gx*%(nGtol%_&M^LzLn7x{c z13J(?#2`^0@fGPsvL)<^HTqtfUG|dW&Z}h5H4!PTmMxckw7zu=pGv#fcLC`)Q94cq zGy<6FQQT*G0YRlv#{y`2b~+9PG_Rl3DJBozV-999Hm^#|%1|#JNtM_TvEs(u5T?61 z!negSSnAK~*;1dK9eAvHe@f9#wKMO>eC2S(o$AS*|7W%gLg7+IKRXakhPzu_Q9rdQ zF^TQUa>w+IuWk>?PxMTvp@?{Y>H#++IY1MmkwT6mjkRtnU-A!%rQ-7lKt(_!!TCUd zprUurNV@Evn3Dk_{i!bMHOXhPhq&x3LQ?gE*cE_2XCtm@_L2uYU@x;rE2UkJcxXe) zFXxt%X*9LOQgFyQ{s!$8#-5SwaOA@pO$TGh*~~yQnXHVQw~Xct8m6eW#Mhh?&u=4~ z&}tYB$Y-r=oZom>z#T~lbsg&saBgc}s6}TbUYL2V9-PR9K%0?D{2m?}u$vM-*}KjT zibX=ZI^!P7^v=wq{G`vj(mhR?F%?vD1HAO!JbmM0h>eazMl0i+^ zWzrd&pLz!#YuJ3xawr%qh<_oCiRoy0=y7h4Z7lJ2-LSFFYT2sOk#N3&Y1t#v{dl}{ zKK90V`LN^Y6@NJk->?S4JSHbZKudq?`2Gs*aRGO&=eXxt1{T_&t?65@Ig$7ywjK<= zk~4>$PFiM`u?`rXv-gII&kC$6jye?nIIE&Hd}@qq`3_v}pCH$3HTh zY0p*H+gqxWK9uvF*LNyM50vcY6`NP3s8Xegm#_LqJ~V}&52h_Fr6mW= zNyB!PaUMm*9M*p62nf#MRbA`X#jP455_1Ce0^ zwv`GoD+7eGf;qW&7ha&AqB)U4^UrNPBAa+0xF92|=DQPy}68oQ9D z1fkhh%=)P=wJcCdU2R0%j9#~^@Mx!8HsFShmO#n&?28Z&0|WtgsjiR8%G2@?54(Cf zq9U-gHTCf~LzJ@m;DKK!UK$>$y(s`1uj(Q$(DWNxK=vxG1o3DGf#mjG>&VV9Q*dwY zECY$T+!b@mlsXckhEMFTy!UvK)G69}vU1RjX>+!w#cW-$pml@aP2m6Oj+!sz*U8L} zNBX*8g9$npzBGn92~f_xT-__fIP;nex*6*u<|n=^lP56>0sA2Umb(nmu@yy;p*}ST zALe|yYI7bVdA#z7ILWTD3-p^<>8NN@UKzm$L5d?iy4f*gN=gBO4YjP=WCaEErTLl{ zr}7HtJC3b=?0m{X{YCsqm@PP{oN64tYg|fqsu(QV#03Sc6{68l>*>O87K4PATd-lH znm>N-MwZ^37u?LzsL)=9L*5EaWf zrHpjXh?M@?%}~YBdPjL>Xh6+7L%M|dbjE_jR4iB@)4ep3^ky>sOiPzVgQXt&+de|= zV8~S>Z>|F;7cz?mO}!P*5t%HszOEKqv+@#!z9^WG@46RiLqg&vy-Xny(uYF-hrG88 zh^md+M(L6+0THA_X#oLA>244~LRwO~Q9wcI?(S9^l$H`CMIaLGIHig>fO#r34BdU{`SVSeaz(KL~&N}sGU&_5b~Q*4V~NRq{MsB+xO#9z9F zXGiJM@Pq%05~umGMf(sBc(t0?`_PWm!$@>ZbK@RsC^GDSRn4!~&;c}ol$;;>6gdYy zjb(uscOQ*Mywc5ld7WgG_NOrrlmm#W2^*)pfhdTU!wZ<@T!7oRFW!&yhn9ZmNax&M zN^<$|UD|Q)K|;9c>RzUDhKZXAC191oG1CHY?d928DtVnO#G*TfZ9Q7E`SvebA3E)q z*2!fPHdGI+s%%mKkKh*&HfHo}V!7C0C0=%w>F#^PKC+5kF;irUXS!S2jiW;v*~5e+ z-_eNNt^q+oM1kPhQsQ_ekWs7P2Z}@i|JH6YCw8;d(lK>@l-kV(M7IEfd_QtnREnpCLx+pYY5DdIP@vVt@r({>tCX8X+6YBhvMP54v+2w|5fKnOt{cDKHG}8~)t}&s0 zPUkn1HjVzSr~+5!U0;hEZB+X8ZYN8NEBmA0G}JQ6m24CbH9vbq9I4z>z}gu`coK1a zgO=zKr!RNfhzLGD4&{tnwV8pp(*!V% z?+#CRcDIS}X_$^}MrjdmTspK{> z#n$Y16sO3yJGbE%Oieo_SW`TB8Slx3evHEY@|>GhM=hJ9iwH}RG`S0XjMb>;+kk%a z9p3l3=5OxFy670$ixG26QX*Qr51X3zOIV{n6Cpx z@;5Bbl2PC(H>6t%inLJ6>~&HWfak^OZ5o*N9>Lw0l*Gq8tFr zoc2x-`wi36Y7PWZ(iefSkH&UTyVFxNCvZe40CiL($=$a1o#|P@*l_)=9JC&7pV}?( zU}E_031?yvWwEW}HTSs4_EyEVz*4Hq>ILmCB?iTZaPNPRs4J?$?0zpea7>{+5@U(( zmyq$+o;E>)nUKl%L6D&C$|v4qN?lkEFR5Ntd*!~8Hj1w}pnI|Fi5bMKA6k3)inQ%i z6Q0B~SFXls@fp1H60L_?DJzK?F0A}pM+G~;m-BhOczE3>qGsOI zpqssD(}nvh=@%^)146?6BjC&MuzP~LSf+tXqLh74zpvZEDN*rLBX)kD>iN^)Z0(S5 zquIRG^SNBkH_JXY&)N4VCB1wI6Ce&;6jfGdA*pySK4X-8koy&r&FB8@So{wjRZ&la z%{jVP`M-sI18yIa)(a7d@26=E9c$f=2{CZ(G$+;yj-|wmhfeyuu&s~>V%`1BLs|3$ zb)m{8a~=FZQ5><S)6R^Xp(rF<4>I*IjS9Ii{h|J)V! zxNd1n+q&mSa8F|jd4c>W#M~?X#A^@Zz~rc|8-BxQj$)R!(UMrw{&m~Xb*JIcd;Uk|Ti5-PslRKa)@GJWq z$DpIhZO^5Kcfbp_$FoPTKv<=u<8jqzTxErdJ1aUy$=3xslq(@oZzpM5zr&_63(ic6xu27dF)BPM!20IsIl?YnT@N3<^J)1w9y<{3zgbD7eeA z1zfViYY1fY%jKAEUN^Nw{p9C~SB7BQNw-Juq4hqnY!jfTo^v3<6O$vS)tDc>RUq1i zOc42D$ce-*$IA81khzpmV7Y@qoW~`W0CF9R;f3ueZFrfLFaN zoy|3*oY1&QB77}6fC7P8i`o~v#xxvTWLnpuT}zFvGCfMxGWYDhMqjHD`FGL?ASpNy z4ceSwHZeKVwI#gTa72CDBye|J(5F=9F{-9CW9*ocbk^a)3mP$Y!_Ej=*|#Y5-akiFL!s|XBsHMTs+q4IshvbD1lqg9DTiYuzt*G%<9kr)7%*L^lfgq$p~wF z$l=k)mFtBgb2Z__7UKK4-u9^D4p~b6Ga4V0@UyL8coEik2l9ea=L=HdQ{`uifCp3v zfBz-H{6YV;yByzY)xDYT3Ar2KTfDMZ!0LsjjFg(H51%d}BVFF_V;OJE=X}9&w|gE| zW=LTIUzXscrA8FAb#~(!IISgb!X%2<3|T%QdRUWN2l-9aIw0~oxLHnGR_f_w!Y8GB zvz=ea?3YG-nWd(8QoG#LY-BwJ2|dXRqk#;bakD)=Z^#0xwgJ0#xsAd-8bY`nZ^&=* zS*SR=QeC?bk1FQnOcIMQ5IrgG^DNx*XOyP_bXvn^74N5S>QAC5t`P$bR%cH(%}{sJ-`{ytLQ zlA?G5VW_OQ>o56hC(oRxv1MJA5Cu3aMnf8b+hK23y0}kqssP>Vuu}oNem$ds<5D@w-^X z#k@QL3Bj|OAh$0X(OinU(`HYvX}|AidYPl`Fd*_dtN;yc5O;^v6nI!THB{D% zZOn848q&i&_s;s>_p_nWns4{&zfNmXGF)eACCLj~qo(_PhxlV7vQV^rkftIWykqWa zA$Fh#5@CS^!w$~%)sLSCVreT7M%!c3MPTIbCw zY_givz-xe?^Oj-iG@JnO@(9kn+52wR7!ac#!^Prj_n*)}BGA9wWislH0MhHb_8B%q)7%FK)YIfP8UWtnQy;tHG|tO>TTrsy;nDgIyh)$?`CptxWr*VlCACFx#F0J&o|xC8LHS}Kcs7~< zx6UOH2WK=Ma0(dv;+uYvLe8TG@B(g87;0sDkoLm~K94S`GC67Un9T1uatS|3bHfT(adUuzT0V4U;#Wakd~G_sQB zBR|`D00Rj~Z>d9rlk+qOSr8J*C<*I*K{3N=^(dJc5oy}Z2;BoFAEHPhl7fk^;CT0~ z_azE!AF}71^0s;kkWq;~AR!Q3C?=+~I(S=3@rv5(rS)*{tz) z{fDDJIszI))D&MetzS@u%!Dfm^lb;is;sO?;=g`>=#8lyL$1UwsN4<-Tmd}QE8+B{LyY;wuvNNk zD&d~A+CoGpSl*`3tU$c2skDYbISbpqxbO^Y=Hx$iPzdJMN`CKnD& z&L9H>MtJ#=S4a4&dWL2B+PaqZ+6eskt+z%jI??fo5Pf>Y9G`vj3@?K%Q0aC>u8IwT z>=r>Se6yJ`U6yM=@J$Tr!8ezyb`Imt0_&;s-kEOcm-|dM`O;g0CYP9bzTVR=j#kgt z-;FD|u;7U}EG;28=>SQ_3nsoa6_)63C*$OV9LYOr#yb{|DiDwQw!ZbcJdOGx5WFIN zyZR|&&O1>zhqi`o%G@4K_6~Hmf@4p_+}xge1#_J*+#B*VJekKU zUzZpZ3?w0CjingFinKFcbr0zs*JCmQujG{cl{i~Mn3}KXuN^;rVn?zRgX}6eI02{~ zob9ITHV+inZK22SiHE(Rqib3A1&0Hg8S72M}45g})rQWP(D6kiZX4hgExG zM+>es;=~7!g+$Uist7;AMCz9)04e7@k3w>;#n+N%GYcIb{$X&`#;@QnE2S2PrB|_U zJqu7^WRcWnD!B9hv#@7kj0~`UfgfYm?2& z;`vBqm^lwz1G3l!Hopqi&Nj8eF_(}X*RK(`=VK#$yj|A*$5Fr@?WSKqwmuVr&*BSX zwjSm5N;7f_*3K3tR2_Y}9#_F*gZcc>SakJy*n>BtC<*MM={N7PnZ8{{$zIqS3h=`dGD{w zy)&rk>xJQ7l=c(5y-INKTJ7|@0LDEnT{M?hlgjeDqfVpH35kaSn;zQb;Sk(lfVEWsX$+$2es|j_Q>o9W+la!AHAvu zT(G`g!-hf-*^o?>$@ar7ohLKAc=;PfKN7Yc({H!tAerLVM&1EvY{szk9^|sCXSFnV z`D|dm-OM;ZSz}s>3tz3=^pq+Yzp?x1RwYn&1Ab?J4rd`Xp2fm%9kI4Pq|&A3b^gF_ z;juTp$C6e*^M6fUXa({mq@wsIoKW z*VQ?v7Gkbb5b-V!>;`n!GSsJ$?9AY_IQoM!4ymga!dS9uRK9sj-@;H^TL$nLWVIl> z%`@76!#ByEDGHo}AtfB7h`eg3&_D%v-vv5K&TpJ4NHyG53gX6^f-dkeNqx4?UUa8U zIt4kWS^J{azVhUD-#keQ5C0$}HnXRXZobgkPyoJtV&2B85E_hL)W(@~$KOsFk~cXa z_jqswANZ6$U@WeZEL{PJjf^HV(N~^4@=vzVaqv1Uvmf|ma-RX9ucLYs)EBG@z+7nD zelq#kp15d(_Te}py>`DN>JAwZEXA6W8s-m}f&P?MMwG^*Oif3C$QYq1 zLD&QHE9EG+E^2r|&${pUm+TF29o76P@;(t3O;G{UsoU%l>`$8SYPC({;D9+I>g%7L zUMvxGP~P=v4!+*mWk-MQ^ns#?RriEw1-}Qc*K7}*FXwMqOwP|2D0nk zUM`MkjkV{{?leVQVM_!oBdd?(IB;A(Tx(QQcHM8K6jd<`*);3w7By6?TRh0qAzDX{ zKV`noOPTV>8Y{ZoQ9J|vwX=AC8E{&sy;Vri)-|&=nqtl}$3^WAfw>(W1Qm$m4ON&r zCrFPzhkXAF+jR~omHa0;(X3(t2FRy>hZ{`VT-F1rKQ=k_iS-%FFOvURo%32{B%JCZ zsGrkvkQcz1l4q12{x4Pcc^M8VnoJ~CPeQVvLBb|L8l4ju3gLyTIr)f4=9lJiM)Bly zYS*5URe$C)Fjz=gI7oPPfd|h($N4j=+yDX%v$wrzyf7~SN2?u4O|@$0!b42F4+qk5Akyn5!z>=BSM`3 z=`z^8(Ou7JOem`GCj5E4&pM=f15KFD%f7CVhd7C$TK<30qOb4nF#YmI%HRDf`FXZf zQ5L2R%Nf5x5`%mq)>{yN+MNB%Ka;OeUbyrD(W4j_ODRywOqXXKBwB1Prc+iv5^=_s zfR~f_DQ~fM&9fh$VwnFI|EN#q*}!~x3?$r(itSJ20x>JMoZ}s{TZP=wn$QXL2;g!=>LB#iJ~^}uUzd2l`zMx58o(ag39+9d+GBph=;}S zy1x^tSL{Y*By!`7e7WLR(6?;LlmGLQ^?=yqX#u)`mouhD7A8v zS1`bN=m4`Ds3#$L)qkVP&YU)d=Gg-B1%C_)17``CPN6bide4!>@0 z0NydV3Q(az7?nS_8H`xLC9vV@qT%VIKyDUz@C9(GIk*Aw6%=bxpFevEsZDRWs{fV2 zhjza42Y>BA{L`VrWOE_SirA0(07$#CTTt|~IknWNFwm6&@tn*O@OF{S@56!b=&Hx1PW}sS{k$w z{TaS>ry%yMO)L5zofSJ;LC0HWvr-rRnv2I^zkd$v_yYtDni9`hwA1+L9yMQhL5!Vx z9R+_Bz%~8rYBHP}UPM(^II;7X0;beEtj~rWun2@ueIDZ%tp(FweXjcDXMGX?Ucm2c zy|z<&F%q>v2HW4PDbCpa%;Fp(L6*+##LA?WE96eSwLk};L&v($-(@pZ7vGRy)EGe zjwZV~_GtYZ`vj3^P9UT&-BHP5Qb%XDSYfKOU)|546C!TWRP`1jxmc$LM^W+~v} z!=V|Cq^QU)NIHf$#7rXnrf_(+vZv&zo;;426C-d!{Y6~4i34-f29tyObwiHvQojG) ziNJV#!)njqEh)RjhSKR1tB~Ngg*eIf2C>9wa&^0gHQG|T`jk4o-Xm?Mvngs1)Shdg z4|cWJd+yx%gkmmoSp$N@TI#$n(%zFR0q(Tzbh_=(H0-}7Se7X)NDVZE086BWYSu9d zyI8jP%dRQo3biQ;^q-3eaFmwa+Sh)qDj8!GZ<^cv5TCzvIzbVa zN8wsQU`8^c_kqD&)x)*Vwez<-KIQg~y!7ZMcpLF3LyXt*aKOA?Kg(6#}L(!5H^GhC@Z@z;Z))g;LB7v&7N%eEq~DQs^t%Sa z5!_5^>MF`XGCy$-9cAB=gd6Z&?JBhLlP#V6Q)Mv;lVym_GhqDmW8L723}3qW5sf8BdH! z>DV~kl#)-20@tzb`TOR=fc^b7)YASC27WH&Z4c2r+ojpxdbmbq6=pjR10tkM%3y#J zI|>;sZ_?vGs^sXzK`Q89OFWEul(K&Rt#W*k7tLt6 zQg);PQf-NAfU|j1HaxtUJx^p2Z)bbJEg7oJVI_`oas-D*nEJ(f90DlqUrgu1C3SVJ zhPo-A^2fB$w*n}brx2!5FezmB=GwY?YV3ppoGz)D(Z^`~8w1X;8&8_ie0?Owc-8W_ zN36;xZZo4N+U~ykIZYhSh`1$Sm_?wtM=cr8%CrCW?L+aMVBdD8u%~ZwB|fV;WN$xZ z-26D~GZ(S{6S#0Zq0G^QjB7g{p18_%m$aeQ3%a@ z9p<7YyjaomiUa&YAjRTUxr_JeJWuMSHvR!rTydAd#QpT+vZj+Iq zZ-2VSMMp-c9+}hpjm80m45v%xeju@3TDh@eI>KQ;`PidTi}|Dc{s%s+w`H$`?ha>` zi{!x1J*%oNi8V#jZQ&y1!H{B@K8cC3)WsTo;0yDN6rcpqBJ~*OUAX zU6_sah1#wcNeXmg+9_0P&Pz`P(M^(LPYjAM+CCtt>T+tr_XzG%T6t2MEx``IRhfH0 z($wtQpUaKH&!rvkqNbcUA*kk(QakOff!prq71ZByJiFueJD^lC`vn1MV-Y`Cz7pQW zue=`QXSngQm0WuNOQz(@>FeOyFY!qu?>$BQT6sJIt1dbf5mWY$D5gcs8z>CFs-vH| zW%8TYVJLI6MZANHWEe#%45@KeA?=yHFK>uj&5*;|s3vgdC3(c#?JPQBxrHQxXIa@~ zOvr@h2rjQGnPDP`11PzCCi2j%0wjKDjAvi#99ArwReT_+THTbPN99t9jNBnWX7F&Q zEDvdgip=Y4SPTWcGuENruYo1cP%{g-G~oyt2EE*sL?>8HmmuP?Wf!8Q?UP4kSugCw z%g^-@|KFCRw&=}T8sjhGRs_r6Rhlto#FyN_w|M z5*AJB1=2lz+1E1I_@QeS5&jYV0nUeG%ks6q^2%JQv09{Nlv}EY0>9X!4}EPNf1>uI z-^MiaMOG8*&-Wdpxf(Bl_Xihzy~UDLVFn*m`kH-U7v^nN&Ksv|R<)O1qH}=#?`16* zO`p}M0*Yw>7jWa5&GGU~Le=7XWf*k?Q>MGW-QZyt0fx^)7hsT;c^^GWKp^(l^thh_9(ag&03On>fKtI&D z?$$P$eO5_}J0xKQ)o07qda1}d?QG@#Lk4sejpHP`vcKYB!U}J2^bGkA@et%wlHznZ z+(eNAc9qb&q77bk#0*MJ%MeVu0Fse`N)m*lfJY=52379$NlF0k^Wj%ZgHf> za*hU(fAo(3O)YSq_0Mt?(EayA2UBfsgpHrcejUGFOBiSThMn-YA{YRBiydBFQiJJX z$+gjZGc|mQFzzhJ3qg}dU><4Qx!yK2t#)AS?#uC4mJ|3IIq{CaDjhv z)oWw>FkuZvH|p;JE1rjx)wdCLK>YU2a=V3J;JlTDi2kSnAS$uHZUD6Vft6o_owqgP zlxqsj9vB8_vH4MV=%}j^Z7aJ z5LGUN5Bt|7L}xwp?nPgoIorIl#+vJ^G3tiJ%(g@Fl*U}5Hz(~*MQ%>ziL|A8{Yz$? zJ)XD?_i~ig*YSZV0Mp#)o%}r1N}>A?HxW$pI$Yn}c2hBOH2f}&%6Dg6rkU9+K zY_$cuqMv1)?lziboZ7sCe*=nx7-+Y!Ww>_t7_F{uA0aBAeY1n%A2)Z=cad zB+l&~{<%RxV7k3RrMaS_>+NoKVhGoVIJ}G!3_fmKIw!JmPKCIlW19oDTQQAR-?%`p zDjx1OA&oTQzj%w?=jCy)x1nZ+)#j;`J;6Ie#t}Aabw|t(1gs<0zaJat{X$-DKp709 zLfhk_aOV54t5l`n*~(GIti+qM>>+(JXP)$WWoFjyteXf8hQI(6= z*kb`Is@At~in|IBnu($|$*142tR1Az3GQF7k7#AXyVHV@Yb!t7jIj5zsQ)v@xNwct zKh;J5)?)mFYXX=%EIctj# zaXb^WNk}qfSSH-|$B%!2EvuH0H!{iw!!E{U!DcDFaP53?XB^+xOVx{3h-? zEQe;il;B65c(9nu=0X{eo(T6i1fuJ>B5r_gzCn7`=QP^Y1PD~)Gb4My2sq&~siU$P znHnrm(e(&Im3Fapp@Of|I%CQDq+`hpO}1eAaw_TbKUneucyfHHA5S z6n-#?_z#0Tmui+I-^cfs@CYA3vXfQGTcBcs zXx5+`2jFI11&t6rDDndG{K+DsS z)uAo`s3iZQTe(!7oK|;Nz8Q+DIs;}jLiud`hhd(U#-l((@N3h1U8&Ql3H zhm_fq6tvd;1c7{}IC7@+kaDHlnBvhX&k(D+V0dBs0eS4zUM=HD{~5J(+HJgOB>%Av zr!>Ni016xu>sKw@pgewL@=rknQzL|e((IqehG)7ge=9a8Y9j&}>%2Ajhhd$DLs;>N z&cqK@_t~PJp*g1iY{j$m{k3oFipvDmZa){hf&1F049t19fd*^Pi*Txvvk!RsFk%wp zQGEQkww>hWyFfTyMp}^@F6a+|9t)5pF4cLLknmJ^N91UwzwA-m;j_kcBEHdh&01$c zy(#c&tM(im?QdMM-2c`UFvCkDX`t_Fi$CV-?y&P>SL+{F4C@2IicQ>1(OaRMp{@S-XT{7b^ zGYNI_mq0%xK=Z^v33hIR4cy8C)XUHq`E)1Gv?GjhnoE^sK$E*dzcW(onF`{m*c)1E zX}DU?E^%G?%ir5YK}$e~2%=T}3)q6F4O~&x^SK=;@`u;T8ysDtN{>{I(@12i4fD=siCnNna3N3$7- zV|!l&%Tdzk?G^dvg@HgGy6WY_+Ydwswr_C{mIm0~44svhYXE~_nhnj4aT49cYuMLL(;?5 z$hj}ckLuQ~>Yo@_l!`SVZ(n(G8&U9)TL47YW_&g)@Mneq<3Y0}Ly7EpQ9N0_VWjc7 zTL;f*))}}6?Cx9R!J7Q8bYlJ=L{yY1g`2{@aEYO9urS4u1FeNZsICRm9|&w!o2$Y`CbyWbv5mGO?u$? zscX*MK_-v#VDldQjx&w&2puf19A%FayVcjgyLr_AqwJs|UD3Gzfmv;mYbg7J)t=4+ z#DGRT(ZdYdpn`ZZg`xxDrqrM@l62jhT3Tuj_)d znX|yp-y2IiGMig*@B8^P`PR?Lx5Rl$0shfkKT>*9tko5eCgX6D#8~IwcTQznoRrWu zi3EJSV~(vm{1G&>{hpTF6=Oapq?YD-8X$48-u94d`CF$FESp@N4!l2#&l|MqtCCE& zr`a*`*b)0C%)-Abvy<9<;cvrP;L~fv-T}&Eo*b!xXDGjvU?%@;h1*Tjz`h^Y6MOTH z?!-R>t3OAlJGKtT)0d5jB2(vh$7CQUyx51g0+n|60NnAsB9nwFM8Fw?5QLhzg+|yH ziih}~eY31*xc$egB?i@h;h|46T(VapCjBz#!Mh*d7#02ZTUR%}N&xBnK2*|A-gK_aY5=Q zoCt3X4%dUqgzn1EI8fe8y)q*L^+2ZzGL)r;yq+>gt6{{xje2_i5u}FWS^fL3mi4Mn ztU6kE%EY~f@2=UfG)$&0;NHojqgvB#X(MXy@Al{qd~kn&_Pn3+4LLn8 z?(J!*UWCl|oHkmZD_AfMPpidG;k68bbQ(ikFJ?=L7LRI@iMqkE#Pci`ex_WHnC+E^CxE*%BL|zrqO%`AeeAW>1u_Ld+u676ID2`@P%;GX< zI6&?y)X!Y677P$++VDpK40Sy@3IhC*Co7*QBZcF2mQ{fHDM%Q&F_j8wf&5vp>h_*$ zssON0)yphS&T8M{--%x?y`dID$o^*%f)Fc-I4Dot%Td8l0pQnU_I;&bx=3Q{ zZd}YioOf;NLGy@&6_v5s=TTMxaOXV+$?_&&Ek;sJ2#vr~4CnRG zU$*c}tqF6?seJ$M1i8f!i08ZF!DX!z`8%d`6E&3qy6(z4g58C=5p+<%i2L+7EpvNv zAW!a-mQ){25?JZLsZm$_mvRHbYM!bxCb5@ZyF)!S6hPuBLbs0ggeooCL>8U6iv=~W z%BvtVHyg&ejmRRW==9Y z6#}Q2`tsu7|8pu6O3w7h(B~E2)(KV>JQ!fT;UKV9ruW6~YEMY%F$p+BhxXA=tvKog^KPn$Fywr^ai>&{TwJsKi|%?rvAxUqgFL zB72LI`@_~c&{mBLF4!8!FWbsr0w!y~a>23;z+xj!QI^d>c1(;h%|l7hlNbMND?{}# z!$(KcTEqV6x{t*{)u9kEheG6;vI+vxF4_a&5;{%sPU)lWm;r3#Eae9*hz@M`A|KGn z(lnsI|Ceg)GV?>2{+t&Z2tRBJuWo#l0UKtDf{pUVfU6zb7f*1*QwZ#2uD@1beWKe`4Wg>v=c?DgYtXAvyX_HK<=ZKtjed!%02FCAS#~krAR#J3o zB2EPDU^TlAYmzrSkTR*$O*s(Ao*uXFy8Z^qRP|_Wz^f(6oJBnPcx!A{Sj1}sDb?VM z@cTIRBA!$}!EydzrfRBjKY2~T)+o8O`l(6y{)JwYfbYjD;|ZiXuf(6QW)6d=BEale zL=`6lDBL7wG99z$32T~vx?lr9i^e7sqFO9D-jzMpv~v|VW+ZHokkHMn#eS`|F*X%< zyJtYJ@XWn|WlT`8x{2}$6^yek@tdfOR%7tiHTdzlw$T8_+et(SV{C*h3eZ$itAYL# zYYi#;&z1)77z`UMCzZJ9ONLwkD9!uD1=2*=8hc1OO zyka{W7VXqJQ?g2beN|Rjr2eVgrU}<|yH`x$*fg7gM6kj#Sihq9IUzfgrE0&z2<6vio z+P0<45D#_u<u}B+2}v>n83e|e2Ao5j)oI(*x9eQk;Z;cIn z({Yz3-p?Nvd>k>=#@$pnR_5gHQGK%%#I^neZ>!>tS30Nrpr%jbC5w70@ZHete!C#| z3jx8Nr@sleKgg!wY2tm-@-`F`t0yQT&qqZ*9yn=OO8qh@E+i1gI6PE^pPOy!azT3Ih0UM`D6>GXs6owStjcUjSAjDoL{X-BJ%73n#yoH>wU zcdcPLQLVaLHS5iB@yCT`-}9b37-1HQ(-NwXT7GOT7ve>%xC1d$;gx_ddd*VbOb<*{ z-oriPO|bqLZ^7U(cJ~D#ir&}!eG%_WW}QoFCu>>xE%gFkRhrnADLOE64Hr}wza5s} zlgdBsjhItmL^w$({>&9GoIbDBwS0hbdiUWCkTvfE`7IuHKN)EQy#T*hCFYr2*+8bv zh7v^*3gjqbX8SH`)Gze#j;NSqG=3JAH}Z*G zRnP!>@luT9-^%S6eE<&Tm+6OH1RgAOj)Tk~1(1JQZ3U7jG!3kD{r4vTuXgV|GfPmC zPG{L2W))&U4G^I;jjk^0UqL{*{%ShOBMa*jZMuY*TT!MdA4Pr2$L$4d!bx#bgJSV8oGPMZ}wb%Kyql zZ}F=bd^YAE$d$nIe~-XRKsy@NTR0At_GEaipk@mojg7L4Ha|Ggb&l;^ydhrl=2PHt zKFfJ|v@yOmVyiUHv>o>L_DLhPk2zs4{dj){-UN|#`{bG_w}nH;o5LIaj?D7L=%gPB z?6k682_SI-b(IYUYiT4D{55BgPg+`bsZV(5cb83A_g-kV=Z98tW0{Zx$?IWEG~x}= z^7?3dfEYPDC;%8I27^T7DvuZogl_JEEJD{D$eRn~I(&Ef z(_ceNKL>fYcc$XM7M~5L43YIS)vPKzMO!{LzN)_L777<~wF&JV?lCe%Y}XvLNHb=J z0uc&+t(Pj)i-PR@5Rt}jdtB*}^E8|)rKr#(F!;<9Xz*yH0`nzF=N$U<kcEms+Hbsi(CNU8XB$bc$%h)ae_`?)>`!Gh<^5U#k<&BaZPw@pJu z$i@O~z8U>u69-R^r_s)3itSOdE#EQpK#cY$r7p6?VTq$MtD#mf+?4HZv}Pfulvx=F906mx*)N0SViThMUDjJ^!JjVVAx* z9;0l#X>#_%>Lh#&Clyx=9WW_%KJj_lf~rTP}X2} z2(MSp-w~**kQ{J~1=?YdY^e}Ben{nPVEWn<^`@O)>+cz9!?Wh*BCw!P0F57=T1DH z)!RsZa0xWH!XYf&q38>C8I_qBaBzTbbQ*W5h~Y+Eq`pzyA;xZFv$U5p{*N6S|3~$t zn^)#o+qW)-L6*Nan8GpsRC>yc?L9{a7rUmlA;O~P0I zYV{eh=l;=~Plzrvmbqij*Mqa+m4@8-8tbha z#VtEM|En%O^G{~xyXVL&YlDF~xdr1jRKwohHI-Sl9*IKp;D3I&3<9)r>Q8OAp8M-M zRA(6Ly@}upTe7~vh0Sg|I~C{own@R6+LoLpP90^Or2=a^+%btdwZknA*dXnE{$bOml zefJ-atrg!mpELzu@WTL;Wn2bXH{2CCdq(sECtgMR(wBFKKJAZuh0Elqn~QdnqCCvG zYgJ*N&Ea0WP$SMy4qWY{Dib;Z0gTsWmfD6Lk6r=N#tG`-%~&Tk4U?PSD53{2smS(@ zf$nTl^n1}{!ZAHP{AD{z6r8xNFPWXex~vV6NW261F0AIFq0fcxzvVQgzmr##cq3j4 z2{_u!Vn>X3)E$^6L~YDkW%3W;$6fDP=3rBEI1J#sV@W6eq%bfYk;)Ca>bv6pM7e5m zIN$84!PPY&C2hbs_4=w$`Hf&VB#HjqCrKu`YWvZvg+DA!OB&yi%4JA3Q@qdZ-GjS< z(&WVZ%3|_}ID*^qY6A+t63R>LYJ`x5H_yoNY_PPnJU~=`r>XDz$2^bV;XGeedG`eN z2Tb5|#J~ucoDh2tz6z_YY71H1Z#CF#r~gMFDFNfKbsvlaBMtz>{@Dltdbs8LlF)5} zGw>X_f9;sggC*Rwq?cf4F40Wi0|||4kNlgCxpniKmqv5Oc(MRU^_gk*@?)y(?P?M# z4n}>~E4OYX{aN-NM#5`$P_}h@CF;#%b&>N#c17ID%sF;)Ump8WU;<73e zyZGz5l(%CK9P#@%3MoF?h#nWl%fjDPV`t(xn=Ah(&zpo`IeW?)LDu0+hmuM*gx~PU zGR>u%;UvImA~{GA*s0MN7_={es_k?q%9Ht4NLxRZXP`02)J-ui0>xfZZ3rMyWEJ&_N)Tb zd5~jVa)2&<^>NthG`m`Avb&P*aXH3pn0wTE&e9jgQNF|X};6h(1*bQ3ECB2q9RKa`T;{7Qh`n=(%4>aiIC<4>Lw~Id$)A7i@R%4WWoc(1F z;fwD!cq~sc@?Klod+RW4ekYv4pH(zghh;ke!vr3ixonI;_Xhqc@wf!z#Qbt5dZ_(O zSW0@xFz-8s8G~-2?IbO38JQySS2J9%ow$LeSMD4(5%^@d%*xjn97%IgkcHPRA8&tj zh?=sUpa{en&0xC~w^|a-Odp=%C+7)UY^qq3J;l4k&k+AQ8oNi{;fY3^?_*e+FwN+d z6|b=0*N;?Tz$YJ(c!SR$h$kMyB7IB_L+kYMFna?-?CTd}#Xtde9vsFJimC$`fSb6e zX)iLs|6=ham8SNRUusLmcFOFy|p0ZB`4yd(1SUZZA0#E@=I^#^R=?( zZ6ksEL0)k)Dl+YQ622y(lTPXDne77a;_+qSa&EM-6+gS51^joLmRr)Ww~MH@R6?}< zu&i8{lj%A1;UsRhkQ;-ZWhWbj6EeK4<1Hho!3qemb@iO-IAB}!6){!DNz3^nL#~gX&G6t5e@4;(WXiFs$=p~OA{2*=1S1Pb%U@--c ztv8YMR1J%UI^3!@8-vj;t=vEJR{DHEqwI4>ci^~_ppUgKHwDZrr;2PpGK6($m)4Ni`gmV- zsAl(q2JVbWM9{Xa5){=H=<$6Yc~eZM06t|9a)uC&A6q}_FH0v5`zNL;t@FRLdqY2s zjV8K80CN(S-QctHp!k^oX-!Tma0d*R+tWB|lj`#u^g53b1>(tFvnB3i_$<(hn|*yQ zz)IRt1R_~*e5auLzRvS$P3!m;VoztVb}XeJqnwT4uaCqnHZ?!HwH(cxy~0f5buz#Q zxOy(FNnFoKyTrU7csFQ^KmU*<*om(KA6OejVNHu$f5&rNbm!xLOqa0!I4s(a1DCA- zZ#O-sV;>2il>!tECfhf`$0TIn3TyZ;)JChSRBawfhz(VkCw*uE2FuG*Ka&w;pX(f; zTBxUI$^cB#7?!QE*MBF?C%66>+4$cZ=09kV|Jz<*hk-d+R57X8@-UqHW{8$!TZbI3 z-AmyuR*jTDmX{)GQp;{7BdK)6+G6SWV?D z>L7eZ)|}l5n)&jaS~XB*z3}Kj^}Q%0QTItFq2?Sk)8*?yIQJfFMPb)Brl8yt?%-nZ zk=QoUKy^hva$!|A70ty>#v+0j5lMSX7`kl1PR)1&#|*Qwh4TOW3!`j?DfY!$P09-W zgs!NvUqlr|=3!uHnFVGZEZhASO=f_(Tc^b-+6jZ)Qw!5CfeqW9<_;q-;nmQS$bY8sdRQf+R2@Zr zx&a{L$}TzJV+2I={0?p_eui2=VeNq2?9u}(X}ZtGjB_M|FJBg_!H(fSR;0>^pa41g zmAYJJCZIH4Hv+5-@ZOn@@890UcdH3m+at=1QZoo5hm%QD6uFoBNSGJo21R`-%eOiOGCSes zbbgi055kj+2sqWrD5lb7_B7!`eDSO2Qq&^6s@@+*+q}E!oJWjqVsf1nIE*;SJ8zsP zQJ-K2L_X>MXHTgBDP&GJNKPct;YQ9fKq2`-{@mqv$a!DsR_=f*-{0uPFg>} z8@Gl?L(Z%z6=D~XGd93X$&*HR)d6gnTFUlvTcQFmZNY4d{jc7djfMN;@zTfW7{sJ= z)-)T#v1OaT8_=g^Q%81GdH${#+!b?-V3CCd0=J8~cbI+iPlm)*ykz^+%5wm-(jpl^ zT&tc-#*|-G+Mb^O3!Iy*{>B-qpfD<_u_W+kh1rYfaK_!@ z-HkQp6HP0`;VGZPM_mDaOy=jj0!ifej+ZnD9u5*=Bwz+(R$wd$lu-(PPZ-3SgbCNv zgY4ZlX`1Uca8k?-PqWUv?G_Codvw$nbVDi5{W!&d7?u|ITv6GkW5{2Cu zdOatr@dmirsPPETO-_Dnm}Gi{H=9A-(tu>v{}BH;VczaIl&1ZBlF}yDZ{=SO6|>Pm zn^-mgqmu3_|MM2#R1jfOGR;>mC_S%?_vnEp{t&=)mK3|^-HS-CXUoY1ScG_)Asgn@ zR-c8@&CjYQ!AQ1*-GzRi>}TLP;XTuRlqG@0X<)E(R858pXyW}&*6(v?x}->2pyptn zvfA)*3EeG?<_x#j;btgAF8}^c8Pk%+HinV;^B(A$P7x0er&)lgu{v=X9q2Prc;;b2 z|>t z*mE`kIgWJ@8Oz|}X4|M*MRk`#vOB?#v-mUqed8l^SO^wwp8%L!HEU4Dt`ODNC%v?* zn42!%?}mZB626gtm*}|i;Og489lGrQKU*&fGbtlO5E4;=0-KU4&=g@PUHCn*x#}SP z2}V2_;-3pD<}jCRcf9}keOqw&x$x)IFmJQ`eljcs3RHYoWpl8&9^qQzw8Fn3{=#RO z_^lZl7EV=t|C$xObw=rGrRz{9*p{~8rD>Xb>!H3+=l>q9N`I#~A`9M*F?bN5;7rUC z#jR8G;^?);NI@^ujBZ?=+0b>w zt*fFv4_nz=_=CM5;9EIbLxY(1ly3N7iP0*=(x*eGme`$M`qKKGj~VQ09J87$r6k}3 z)V{rT{3^(tRgw+8J1?CLsm6bP1tMwyB>md=ta|-z@~U`aSTzEfRW9vg2b0DEO{;-zk$J4Ad(t#7zGa&`^#&9I*C5&yzeRf( z6G?Xvm{z<4(G&^s;O1Cxe6&Rzg^1qv3V~Yk>W(|L z#}TK*XS7?*JvBeDxoCGTv2T70wRPuGiCEBnD>D!@(xe{`C(mqVUC2+fMnC(vwECcH z;-s6PxHD&}dYuOG&;uqDYnL~Gr+4G*$YPvI>#8LFoLzzNswoqxgz zs-c({6OKo7-{nEOutxDTWivh>kwT{c4rVFQqfG!Tis*4e@lsTd(K@|UXaYP_m#S(YZ600nMmA1&ru^hdPn$3~0cz;1W;H<;Hyu^}O6!HSXe`c;O_B)MID?FL zre{{MFaMdy8mu4o_gSa5~Yva^aRt5lBBM9TX+$=G?8?ys(00XnYGHec0oELx|OVv7CXankBf<0SX(b7?~V zrap*7rgFB2aVG!Z(1svWS^csh2c?_=7G2NL-6IzlN4gmafNlDf;kYHcKI1#e6#umc zTlJE*Rq_MOBYIuEME8+u*gUs@T)3ez4m8P^K=2zbSyi2br`xzYK9ed5V_<+elM1Zm z4Y|GQx?~@Qnhz&W%476KY2M=hDOF0&88CrBY`K?$s^OiB}h)ub%j&^ z%}d7J8+##XpV6h6P79eXIVt@${S5>9X|&1oG&z^rvN@T}NCO8{ML$pz76H}^-+%V0$*gNKq6ex+Fue~S7K`Q${bMzXhSr~J{)wrl`U?R22QlO^FCb<4 zdfIIl!CK7XVt;k`!f-Fg|0AJwSW2lEC~B2x%1uYc{ROb3`fSqDaNk&TIz$ZB`uQMi z*Ba1UAv(FMJ8G%KtSgZ3J3cKFdG-4RqBXH!Pa0u5)7W|?_nv>6>Ywi<$w)AvFrxf= z+x|n$=(D+3;rP7zLmp0I^Ce3Mr+j?b22qVC`*bU2>nSa2rC+hdoSG?4tkaINb+C8Ev1fT+-s%Dczw zR+1;q#N^*;ad3U;3=iJw}TMws3Ah}3{6p>M4TG7t`EqP{ExaN z%DekdZJsw8Qz>h>Ng|w(76r#=%Q+{D+@+CkFUB&OgF3oQ_=&zoi@Ln;X5?{$o%?jb zSG{wSY5@EN0DJ|r+b!AL@00zJVE!DDbt-#=cpk^>=R2c~`XHw=zu6;$A8;l$B)B8A zV_+c%W0y(+0G)^r`eClAB98BvzKyN`<`qX^2R!(G1BFDux+1_S@L;uc_ot(iDk%I7 z&8Zne!tGg-Zbj{*e^kzEURQ~T&;8uk-u)pyl9S)mLa&YBz4&Lq>dB^1o;%f*pjiEc zmX9;_%T!fe#MBpvof)aX-umnsJw9+j)N52aD;`1F z^LIV(^gxaJW8LB$=Jk)f5PeMJ?13PZjm zS8l%B`Nj;A>c{CNS(D8xdc}e0C4v~h%JvlOVl$D`Pt+<`P`4mxP(d$_h5|kZkt>KZ ztGsG+D&c1=kcdq0hXHv`fb!MJOD(_fEvdHrW5%?wDjrbZTi+PnE=~5^U4p5YQC54c z8C+5RVQ}cOse=`S#Z1Rd^XR97J0=U2IZN%9*PZ*hCjPZNHB$j0&LbuCVM&r38QwY# zZyydIlbXD4Y+sZFy)wZf!~pY`%$tK9T;yr8=iOYY+>&M;Kbfq7j`%8bC;!6V`1#BIp<_+>OTuWq&c1DCCg?oK%)N#uR%6LGFKc~_T(J*rYbJX(mq%%Mq{^j0^W209y*Qs zgEHaVZ}H|6>ls0`G&RmIg!hd~1fdq8-M*52%f)_(0PYE{mr%)yP}e`T@a8fBUjs!; z!#nO-RbT7aoWZ9TO3dw+^c~*u8@JvK(M5hm#s^>ls6;O9bA4M666Qvf=0KI&ziC=P zvJm}-IcGl!NMd84m7%1Hq{&QA5Ak(*`bnKY3hRHAm|@Lx{F>PqOG3yZd}+Oo`OhjC?&u7J9rZQZ`3bbv z{GFs~$|lwfPfEzZaBMP%(q|*QP5e**0?unIOH@d62qD@XJbn8(y;AM!P(Jp643sgx zUZw5WuvhcgzD`XjHQtk+b|RKvXm^W6c@j*Zz}Nxikl{mZ zY-E3W8iwm~GE^mYR$ft%Cf{O0S68@>&;0G)Uc`e0X&b6CzHGH`jWALpr$Qb?oa_X`98 zN9`!LYTyyha4^_E8wfO5>L;RYHR((u8I>IVv#@E0y&eD*SHj;x0{d~VATAJW_Fj1Sn%n6@AK?xbD~&SbC-ssf z-#olIt{!vqZy@st^EedmdRp710g;cwhld0Y2iZLMQXtVzql}P(m3@Z#=sWI4Kq%(& zKjqfU53=S;g#RFISz59|UTV!EtfMd>;5L-fr(s(SsFsGmW0cY)-;WU}#53z(7Ne^5 zN0-SP%O@+EMf8KnS!UYKUeK8le<|DXh)b!?Y4NM9Ehz___2I>bzV=({)=8OtIIubM ze9x08!vcAI)3!l0HXFP=P9}I@D$03`o0v&Fc><6_A8is`k86jZrLLeN5joo)y{#=O z$+LV!B>&9|fxlt%PEHNStebczcneq;0YbWGRl7A4u_Fo5Qsfn+x41*`cW{M_`jzS~ zzQf_Q^`Zs10=8%X)#MW5^QQs>_FEh51f+J+07q9Rr}C=P+l=(1`0|fd566Gi(nd=U zGGaprm%;d76<2gW3fpTy2E-VD%{cdaZqQjx(lBTeL%K#dFHTc3-Ds^c=|Y{;`j43X zlzlsiaVC4vEBjm;2d*t5{bgf{r|`7aA~ZJgGn6;IsBl@)D_i#Cc-rku3WCrxfWO}m z1_CIq=&Ba>jgQk_98GNba5rGC9Lbe9Y>`3*I~i0DbQyID2&>#yo}{Pz&siPn6u3HA z!I%`h?6%O(AF(a0{yq*gJ7;h7{y6HfN=Hau_}OB>$Fo~(RcCatXoW1Mj9GkfCF5{RvVAM!gHv!u0cNu%}ICYjmwc%KG;Z{L&1Obk1-FRLiOjf-I}JM^QbI z4Jc0svn-`8PW>IFtO1uryf@?ua-nNvQ+iy!UDC_3X!@3vJ$JO|%QTY>J|2_+Bc^4| zq)u5V^^!U*WFCQ0@uc~nMu1{kNDsdMFmQ<|?2u-Z00i*_qM>lM6A$OQ)W!v@=Idx^ z;b*v~U@|kbhykMKD1ZPz*yYlI0V?Hb4gds*-~a#=Z3K1z2#V?e3uh}xZ~!>U002}k z!oEs8*UbG0gyxk)^Gu*&JH7TVb$b=F(phQf8 zh|0X|xj)fb#4;i!42Ga{#=mkTDdZ6+n3sWpa_`ljcOgP05#W}*=V-E|w5QqB1e3&- zbQamtOje4|;DI2rd;T<1kl*(V56T7v5^B3+5`ZhtmxhrquyGg$OY&LFi*zm1fD4nF?)FQq_PyA7I>yjS8XRk9^O$Z9u zdTFL}YQJgP0ZfjTjp;w03t#_DEfzo6g^xYPlxlUWF5~ZqRufy>D(Yl^l+vPXZgh|!SoNL}0ZaKN8_~FzA{dw&t><)U%Qf|x@a}){xem!KEg;@Gj$PX7 z>H_xpzOr&-k?0y$8PM@>T08^LT#M0;*7!vxX`_-VP9cqm%I!j5*F~q3MS5^aG;64d zSc3Fy>jziI`^27s#5q3ctX zyH(PnSkr{@3y4Zf=xJz|TNdbK&uv?=yB-t|3ot&%YE8#n1tJ5)BJO;?e>9}P3CV7K ztgbvgs5IK_O5zD8mWy?)2?D!_&ZC8vn_DQQiiRDV9Ooa7vdSDp*KwM#*wFSct2;~} zvTcQ9`vI5o_#I??#jAeumax3V8{ww2(WRX-1q9EW!nLZKYk}N0u5`+i@S#!Z zjL{R;7C{p*Uq~mAO+`UEJN&`GKB{foVTu1BaLJ4&W31a^a`yf=Q{&HPU9oBM)j@Dq zJcRUZBn_#OqG5T9xUf(>>CZY*)=J8*R_oMhxa)i=0~OEO;-IJ!c=6mMf1QT00CB#lJgxZAK4CG&z-jQGVm&(^7YJnd^YaLVVwFcySp_=BpCu5Jc)Oorseyk6 zEU&*LS5OMGNk(nLzOxE!t+PcxNfuys=t==dkjJ!2@)nq&RLg3uwiLF{C(L}K_h~r|SFo`))6`FXH7ss;p-o$kE87P$ zg)jp=M)ln>JWAlhJdvv^Fpl^8etDn?1ee*C$(E8jh{>&uN}$fn(BJ?FMxiN{p^^&4 zwOVoC#ct$yasYZvk?nr9lMcH;HyNmZ5 z4nPi_Y>$nEmC`18nCi_vn*D{tsdOID$)ELKCa<&u*Ko={B?IUQ|FMU4!=Q`!2HVTy zHV=Zv8{&1Y34I&!1%O7B;s9&47^8uX zCql*1^C(S&(T$XX6d?E@sOg{Wa9>YeYT*Dttc(D}$zb!-)PppOb@7BMU&t*;&OFqR zhX-04Sr^%9BWKCO%47^X${qAc4${y>9Ag)!()2P?mac#d{h}?8@L0Uq{EoAK92Niq z(#_e{Et?_YpZbvw8ceqC9pPJi1T{)18G7l{Y7ks8ei>`U84%!4M*u{%g7eb+S)LOj@|ffi01mXk`9D&*#nh#N*yHFHXTqto{)QXj0+i-aaOAIXo*e{r!R#$qy)Q)Z?6Ip@N+9iYboP*t5|wAH)jnJu1@(zz}lN>r}p(4 zlSb3(oz{+qvvgt!G3Mx?5-=vhtpiE~aGuC5XjRBU3beJ#H~B2Hb%N^0prudpX zaZiK$_a1_N;`55<3d+|7TSNgxU&f|@04%6J<;gZyxIq6K5_O3g_U3TDXzO|1sAeU+ z+oVqhEh$YvNx$U-VDS_q29T?%_Q162O2YPFF;PF63t16g19T}yeIC0*7Zy2K-!u^yRD?-kqC~{!|2ZADV(;}0r8`bgY)bxIc^b8m1CfR&h4c?*H#w# z01q1IH)FLZ!&^R8-m0hAZfY+Wf=qer0PC%3$5JcE`9c=gsJ;Naa@N7uL}8~%Eh663 zgUhWB)TX+Dd>EjxDgows-rX@wxCuybMN0H$RcnOI(iA+u+CI-MA8@f4L~n3 zCnkfhinWDwU+TL46{_@2TmSip%yIM;#FS*P#+hF9-FYY~3Pog~zk<`3_>PjeZ~z3% z9*j-WbLoom$aY?|>ON@#73SZYnsmuidR2?W-%m@dW}tb$d>$y$%O&W$IMG3}qf^ZY z0#EM&lD@78dd*5bx0P0xui~xWqYl*`p7?0es{#N1VjJXbrW!(RAj{kk2Im~&*PTBJ zby#&mzj+r+r}D^3z#x`Le1FL+NO@})Px9nIg}8;XB5?lh*zP}{_$I>e*~nLZRJ_Li zLa6$^wS=rdid2ny% z|JuO1Uo1e61&D5RN1dc0Sxe&1AN_DGKXlO7aw(?tpKUqN8{jE%ZLTSRVQE61#TeJp$o~6`R}anO(^)!x7N(c;5y&LSs^50xDz2Riu}5v}h7+7lDhS?P6fY zt{bL4$+dyNO{G+0zzp1=_|pKEk-U>RaO?W6gk71w8#&nX&t!qd!P8(0?OC*`f}fmA zx8e|bAP4$8yWb~Ljuq{|MP{t!X$}F&_?rU966^Ye`#^j1mZMyf<}Ka}>XIgOJ^|LC z@=!gZ{qa3aycoy|d51EFjnKBGjx{%V=(#ZR8_e2WPAnb+v=O$TCqdh;v&BK?tWF(xE0pz00Kl0Fyk4Whs_cYnDSg zI2cWoL&hOEyrGC2>n_d6W>#owW7W5jpWGLzEf)RKH9y%d^f>LYz`mhO!B|KHbqgLJ zuLQ^;cBAwwFNAC-IxcIBJ%RMi2J}h@J^p~^XKn&5SJ;m`S^*d z3-M&)47YPFI|!;%ql0j_%B{=+jC^Lzy%M?Jugfen42v9?x47G5)JflOYBdHtkG=TkHQZElbtTyt80-rso^29Txr$Ib7e19~ z%sFv8WPv;>;Mh_HF0!uA*v6%WYiLl@90T!9RxFi4eYs_CiFPKyIr3&tSB^lm83WWq$J>tBAZHBtN9KdM!FM{q-N|@JRan_4raQICd_K~ zF#Zad$D-!m-uE5gJGP&-wIJ~X+8>{bw^lCVdU3~Q(#*yYGifx^?kpa2T+BfzbQ zGb0_(WSl_p!p>sSTq=C!c+sGW`MmGv^5ptT1&^@~vduiz=M42NHD8{{vq?(+)NgA9 zlU<%~Eigmkks-{J_st`VVa^8XOdF{G3v#@~xP^^?TzsWGGD;C9K?eFWC+q7_QEo~e zJB-mB^df=Pg3yn;ure2WC4Tq3R&2}yc%a!mm0BY5F^xon%bv&PfY!k`VZZUI_pOL1-JdDdy{ z>s>bskb)0J)dXM+$mxkaQdk(bfJm9w89xMuMRCz(`rvz&%kr@a%`1@$3I+In^y+cz zkm-UHf@vEYb0iSNLXUy7}DCu^2pr74(B<4n)VS@^EorMX6I;%rb~$_u1bE&;Slq z3@IQ{3zj<$1EqXuwJ3EMTzz!}ewy={K1Q=8h=lgte%kb_TV=)F3Px{KRy7@-DeUnP znQYjDXfBB((NZ&onIV8WgLkaIcKSx;&QkvN*Ts*eppn=pA}gp9XywP%4kE-F%@V$x z)uZdK0y)9Q%tc?F2q9fM@u*n}RaShYC$=vEsHgA7=CK7$R*ZxV)|puJd1EF8RYhs- z_ZtF<(^H_>%+L|i_9j9mc^{!KTTz#qTPvtJ5aam zSAxVUFRA{-{?Pc{@?4lg%z4Rr-N+|r3pEfNo&I3q5~SF}82v;96B$B*UkTV+Ge^xLr zO1U@w(t^K1 z`)8!()MGOQB>n#FD@#{Xk-ZEr=Tj89)FNFr`ud$RZw&OCRFkj4z+FT0dmp>9$6mfF20|$+IiG z6{`Jv=rUuYbaK5qR6*-I5E{Y;Wr%$W!5p-0n2b=K0yWT~;4B_YUn~~7i}{otC67EQ zs*Bm81mH{^P|tC<&!HeFGrMOxZC;GlOs zYp%dfvF3-MdVYyNF|zQ74P_O^0xdrs@e%tA@XG-jsI9|O{<2M)CGt`DfQyK&?z*9r z8Ia)eyW=BSgyCAI2$#mWP|4^!76X$mf!z^m>FrR{- zG$D_Dnl&hv5Q#n2$A2%jNSTq&YQ=)If=1)KwlR}Jg+L8cpLzbo18euFo`RCaw|%T4 z3^wbb(9nLBuA} z&&7fPO`a2Af!6B{-Cbkg`IdWp9Vw+JUb zR9EA0d2Xdyk_2jJS<09THAUf9K2;J~U)+p>m+j(Hn!pWWgJAU=p&nx9s_UUs&9CA5 zJFkUI;*vNw{`fi^!b9sADcRg#qQFZ|9Jybd_Fj{j(U*>H#*$<=>=oQO-Aney!>U+f_>4zH?tci#m!Cp7$yyZd21e+))dlXdj>jd1hmDmuLD3$wiVM<22U`pJHb@6bv(`V4 zs-O$eA07A?{zUVkuP3R!1M#$kS-Hh)>(`l&3Nl$O68amfo2au@-XCe)cc8kP+ym9s~ z`ebHiQ>zNg3!N#1)CXMksRK< z_cJmP-s@)*Hvv!}78hhb>sJ;PoAIAWWp=IwQe>Zx4$}cW4xd(W=nG7mOX(YnSB)iz zXh(@+ORY){W}*WJrXb~lpnLdsGZrPBtgJ~$ z+P8C&N+PN^Q!ywf()-!Rw_zbUzYn5Y5gM;@hy`GZzJxJGr18NUSo3CsEsa*D$-P45 z;SP*$<$NNPNxFGJA_cN&g*iw0>ht&E_wboY&TJGU0&D@q-v`sG@Tg>3{r3`6L?jI_ zLM%L{fs!Y^p}JP{6pZD4CdlI(DPzlvVIHtU{(|)#`R6VSah@V2Zc7QRQm9fU&MkDz z%Cp%&U8OLkT#9iWT}80rzfFt5OKZ}A!G(6j>71Zo&M7aCBIlg>Q*^d?B}KVdk0~S` zNI((L>T&froK4Qd}Pea`g??iq-XaV!F`%Pny(pRKA6zeF7;9v#n=#ffK#f+!i>Q!)75tr0L_ zgT^hPExpNWsNiP`})%}J@-6ClY6w9k>n_7jA&$mQX)8~C= zD;4E-r=u~gpCrRGDd>R$n%N2ahcidsjk3wl!IyHhhXK1g`|fT>$q|&895$_6oe?ic z44dabfr@%0ZvnQ+{FQGp<(>??E}KIH(bg-9MZIt&qQ$>tM|$;lA5j$P@RL^&)&l2D z0cvgzpYg;)sfcg;UiF$C#}tDypDzc6r3a+ho^=1%B21steII^GNXavF7_y8M(7ra2 zNm*EzL}u#L!{jVf!NmaLA*$*FTq`A9*|09N*Hd8>JcPrmIsVUu*eDp_D0b+!tJV95rbyS z?Xq)LFsB`ABs_5y)d#_m*#Sb1LS^e zqT#A$OGBWYb=6z4Oa*rEBnsOM7;Ycuhwfn*p1~uf@ zZPU%>WEK+L8f6@t?2L#a))%PQxK;;FY&ptW0JcB^Sop!iQ3kv~f-#^&xQ<~24V%I# z@qxc>87^)Vt6GX9=R_t@uH*5KJV94o=3hs=h$`{_YPd*hV5%Gd0@vj|ipY9gHI4_X zR=*ARn11EC+Cdl^F-~IW=ek{`=Hswcsk#+o98dHN!o*13I}mlm(y`A)XfZ3xwPIAo z*a4GZ*N6~CGzT|MADr9l4JMo6P4kqgejM;ZJ||aeQ8<}IsPHe?Ynz;V7)E+60iOK= zx!hKphD6@}98Y`^=mv(Ztpqh~5CAVzlyCv3C?+U|)i=?lO3S%GLCg=$%DON0Zct4W zJh4J?@BE1H+;->?_#D|9Fk~uM-*ijd6+~p>eHm$%HAuqI<0@Uq7pF>KP4KY4VELQN z`ILD7$&V4ov56NB@j<86e74vplxr3j&Ln25R+FQ`WJ~7SjtUZ_H`-x!{x}^Rwyx=& z%S`{8OaL5xuCAa@l&G41Vw!OrC#X1uOR^r4;8tgiP?JSkFq<2R@zCAedT{vym(kD( zOs&zB`MM&CXdHD&rGUM8Bbpr}<=@}~R;>u$;}kExs{|ly6hS!n5e$XqORmfo=3eNz z!mk6^3Dc`|m4)Q3^nJ!Ih#eK8r}ryMzu5I8SA7eE8&mWfUH)L;4j|o%r5-ki8==es zs+aeiBi?OKGqalrDg7YwHq3)`9^W$};A-v2Q>&yTV>~ey7$`aZTB4|vKbFe;?O_S2 zOS)3)ZL+-?YJHbWy6YoFnV^c4h3@xzAz_xLK0Da2sxMTj@Nq`wgOtSV9hGH8y{$k( z5JuDWK~-O>H5;V>00(GZHul!1$gyluM-96>?HH1%)F+{>2H? z*$US2bRdZeOst%5YSqs2)85C5-4X|Sqr25RERgz$C68~tPnUb9hDhEL4)*)87Ta&K zo0L|K@;LQAUF({QyEY1gk+Fuw04WQn?6|)ojC}-AtNns@{v-mN#5jTHD7iEBf(*R# z$RkO%Ssn+zzS-6FAw(o^;y?b|xO+DA3ydy0m`3faqngn_u&Unt1+_-wM*|Q8_lgp6 zXX_=KLw*M!NAhoyRxZa(gG%$Z@^4_`L4*;So$OViBkCMR9VwlK`18M_-OYCuuvMn` z19H54ABYa{C2$5R}Hsc|f*rlP=p5b=<7|M2x8iH7{jJ^M} zckA*Q?mp`}zfmeq;XmUK06`k+cx6oX7KO!YG(HDo_-()yL%;#$-{uYhhPS*&dm8E= zINd_!>n?cwwb&%8La$O$H{anOE-Y(I`^%r{+W(bsuk*+KF#wgOHb4_n!F3&lnm7)W zLYrdS^^8^TCrVkrv_Yo)s~irW&y!u2cY8rkDL~-InU46?bLm?*(dIky^<<{3Pq<5e z;V;Zbl0%Mo3-VP-2!8f&qd6geZ89rNjzu51qxBteIP-->4IX00Z)S_`L9yDRCO-Dq zIZ51zgR?BX&@+;#x0YsYc`>ZG$=<&EVU~aF^y>4Dspz zhs24PbO}8~>H=kkX2D4fhJaOogtxg3g{7;pj^l{@N zkfG1?Q^SsVa_%CIl&o!Bjp>06x7>R*;ml71mbBIFqS1H&>M39m-Ew!nx5h6zH3(WC z0%9s`)DKoBigT-+Z;hvqgVOg1X`QB-tPrf=+Z(ic>^Kpl)lo&)$jJIRT{{H-wG!Ki zv^Hy3HF;WIIvRLh;uOz>{&?_QGzLJr{+eE-hyXa`C13zc;ZMX}z2IT`PZS&-q45W#S9@E>W;*#|7q(>JI~9f4m{cESZt{_`6g?VVue--6QCC zr{?DG!f2zm%G#^$Ud~eYaHvDFP&)w6oA^;vHBlFEP17=auVoVE0=|QiER_VmkpEEg z>HH_3$4FTNR28{>kmG37lbZFPb{hVDM=8>b|Gm{a5T{vmJ8m^)HDo5uD*vwqWV9ou zVKOx>tMS3tLkr2FVStf#Wq_Da;X5+}L64TgKH!i|iZZsc`&co532uQK;ARUhicx7QdP zb-ReZmFsf}C&mwMYMe`tAM)v0N-RB+;8d91*C$u~^A>kMBRGvMKFVscNV4Lc?5kJA z*w}nE1Vu1#rH|8CD?p8y#5=}&R&3)Dt@`iYpt7m*&sL5ARPzhTknHy}jqY{V01jY0 z|A2h?L;_BmIhMMRJ>9z&y~+wqSeF=}mgg~I*=i0Lf1R%!ZwJgMG$UP9n&Q9y4_Mqg z-AT=fq4!4BbE1uKVubk3D|;G_W?2sve_phv#zu&t{OD$UsNJe$75`1~sv=dQkAc6g zTqpcthlHXeB>zWH4VOFES$1~^=f9DfRKx%X$16y1i7Kx0@Bw-HgOnCW<8A7jX@XwL zv};#aVs0-@q(0m|eV9UwtvzYWkxuys~fHxk$mqB|@M9oJn22jG&#_LH0ys-7+ zCHLMb0I;0#<2~~(=2?TY#drl4v2?RUx*xJX5O)hlu;5J2Sy1lssWUqy$y6n|j>lnr zl(5r>&hMP#{$$8zPfMYlhL81|KmF~>VoQ4^C``?wx(0?H=;y!A6@UztRu z7$vzOypSeo-EjDxM5`?<_0T`*i@euB{T{md8=pmoOO9#Rt-wDvLN5kt@*#*K-MIDC zWQEDX8fR&u*8q(_Lk$(A;rX^UPQU`wzyJVU$$@ZoPZZGuXGC#a?*k|*Bz(8BwveIU zo&jpAKo{+7HXzn_TCTfVZZ(Hy9S+*<4$2c34=^eJ;}9qfCvFgB;kS#)8>mPKJ4+*1 z;0yc#QQzOiChdJ&j^l$`)m&b;arHy$w6syfo9QB?gLxys@{*mjlCEqP;*)t*bN~`4 zW+ngt01$RLbf5xGRGBnGPV1e#tTaH--jP&Y=sEIi(y)0W!cQMnwE7NGcYsDn;MTQQ z7p`sCvDt49(a?6}mja*t?9{nh`e6q5AvhSmjy^4uRXT}XmNT8JKmg0WS}T ztoJj>_j5{(bvIKXUHKN4^`2;Gc1l73(~FL^S}Y@~qYT$?WA1JdHk=f@a4A;=JK$QVRURQL>(1$e^?en+!9$k@(RA)hi^}G7vUI5CXxPP z$R1kM=O|!s6|8|Lt~60XGRNt{>+T%nTNl=m8nbsh^*#KB*i7><4|`Wj`@V@X#W_+Go1(YT3quS zxn@N`bn~N14Czpaj{V;L(t{gEFu5hW4mc_EfNAP=V8Pl2S^{UYHJ1-g*&=2hG0<+y z(G$+Y%M;pGguc@D&v9+rWQHfN$*jFokZ4WNE!ehg+dOUCwr$(CZQHi{v~AlwZEO0w zF@MaRiHUid{Zd&Og}tL{M(UvZ99`mK9{U+(`VRF=mU4BUN-fto>j@XXyQ>d4uSO$bItE5yGQ3@+KE*a3wX9h zJ~ywU0CzPcK7~SeH!j)69N7;08vF5|*%$5m2d(F4erRG7PA>GpUPephi}cf2e^llb zg~f{$plw7 zuo*^g#Zkwp&r?UUS53~7GapMvJKi8^LI9Pz&I#v78y~U+-w*}Yf43A)S^vdn#E6UH zBEBztm&L3qte*P?>6rF6C&X?O$(srg^0zSd)Kj!*S(;SWa1>rM!tFPNB{#MBF^H1Ft1$3;?|YkLX24D0TV zvEsTRXF-pvyTv#qW_WZ0N#oal+dhynT?5zy*lkSS0Em5Wq%QIS0GLZ{@CdBe;bLO4 zy{sKO<|%9^{!G_dJc~|;ht_h1K^x=rRG)P3@}S>uomQNkvXI<=24<&r97|DBp;_0+ znX^ov>s2HqJ{U(&*#~3@=BBa0X1ODP1>H2|6#V7NLcAM_J30aGAP(}M$XXl%v}5oG zAK>-1K^1uLS%Y+5rn1cN^p0B=2C?C`3NK1_`lvI@0NSG~i;Pm0NkdA3IgceH=1ta2 zFG%gpb{+Ldute|%bVF&tg?p)SnTSeIJBL}J9>@YtUv!91^w!&pV2?#gTI)Iu0$EVK zMqY&mFB(s{F8lep>h&I8o1t=i>EO{p0}V{pH5ux5sDs_|p{Y*D9@zdcC5Vh;;xdAM zT|q%WPl(V3lQ-+*2I1`_&{>99&S7+Ma#S(=oOE-fRh+mDCAvsj$_2S)m%0{^fJd=7QZB&xat#yka``Gak`@41 zmJwkQ>&q%tBBcRn3|=W5{~@x}lAd==2Bfd; zmb~RRqRL$}Lo214{7iY2`s|e>5&{`hN$T5zklh1_M2nGnr(w*37;qU8>0*6csspHP z-1dW*{kO*pncK198u|Wn5R4W%Q#GHzU#4|VUVK=LSg6TjNMRk80Btf7I^0v=|KyvF&+@t^bXn5By1@n6+n2GJ~^@jmcbL2-2z%Jhf{}S zJRiK5lu&A(CLG*2X8KOdP>Q$oC~J7=#kY&ms5xMJz22(o-es)nYe17R=bt|g*9{Y= z!UbIvn}1CErjm^7MMHZ9cw;hHq#ptP5Ef7TCNM>&mp3Z#=2n9zXzq&{3r z$IDwMg&ObU4~$CCiciRectp0=EBFBb6^LSIrYye7zrn?O^Mqo;lWGPl`uCl>#*;mNZy@(RM}GYk)4z!E!Y(kUqb&kD}Cw&pezA^b-oJ z4Ucmj97Jx*%;Ve&RQ`t_pjsqVH362Nv>9qX`xS=vBfmGYbOV`GA()3zmtIaBl=^Dj zfBxOt?LZp5$}w>e!atY@$Ve2#;>;5?KyV$|r>fz$UX)L_`SQXCl`b@s#EV5xONP=U zvj&R+?n+~~0?ZV`LuXDf5Y{k0KoaLHzIZDR`_BNy1~Fd{dnBy&N@&urF$a&JY$^oN zYg@gcVb7D8vI`EBK*RBO@l>jCfetzNCUal8-tac|effL&7Y^9$P0)(1TXsI1YL3&s z2~Ebc<(E(6_Q%CLEPG~L=R*|l!3U36y>~QInI~(5uHYaE!A>?Z!eA4##1UV#T*lHMW!N9Y>!{fxW&)Y{ z{z}sZZ~j1$0sy_C|Mq*CMSZmCq#`(e$q|WFAmM@KiLyEfYJ7F8+a5bYEXK7e*SW_y zMoX|~usT&R(?#>f$(&a!PWyg3abHpHLBh4a)6T~ag7<8yM~0l58LU;nF*6rqii4*;^1F}EP*;H2HG z3e>{D&5IzGW)$Wlo`t;?G8YUg8my=zTj)P`ZYz;Y1~fn4x@M-hzga^M;=Bcl<7XU4 zFm)jl07#<>E`*JqG@tjxdmK1s**lgv^`wzo#r(hRNz5w$pDK%YqTu4tw~f53HqF7N zv8I`t7Qo|vn>OJD#RU1Apv7uax8ZYPNnVrMF4o9;k+(FRt%)DV;^GBG3m3=Lma7gx zshXnP)s@om>&3;XSLC|t9b8{#fZ6HDW5+XRPF%P!p`t%N$kgks0C3BM9#y*s=r_B( zuD*bn-!y))73~Lzc`hIPCkW_y?rj7p=@Bi(8=v&z5+i(JJ>EUyNmME za4L1?Jv*J+j{v2UglT=Z;__pEiD9Cd82*1tAgn%j8kzrD@R@B;=6ctnyJ36@(YIAmv8-cKhLrR}}8`%jpnf zP`sO?2V(S5WAP_Uo*^}&5^%j@F({0de_5#h*8}T?X|++`AUK+^GVx1-RXh`#$Q6}^ z6YAK3+P5y79M9b<&bKKt%sis!nm!qBp)-Hz&3Ra~GAtOpAYZ_eOd&%Gg)H&^mI=a# z|IS=9HFj6o@L>DEpJDrj5U5qcLrKv|5(9 zhStLes)F+m_!FG2!=rI_j%5S=zoLLzpD9isW4z(@u&-mFd{DnCRU6j--kJSQCF5b^ zH(y63Y!3i{xQ1o&KW+Y2gdT#(2LJ%`;0FN5qiW*y;{VmORKv1iLXyv6aulk@3T1j{ zL!iNtx|d%0C*k;eIZz3dM?p2(f#w~~2mv|k2+9wfxq{uHGV>ME1l!SYpbc;5&7%pj zrQ$>x-rktcks*-b_EKOOt_<{vvD&Cy9up!jyn+7_IJZbBGW0%T_T3`}juZS*RbBID zPk+2ja^7Z>k-Y!0@%gxNF+r1rG#3vbl^kT~wNX4+=%T7#9P+hnE;@MK=2vaveMF+~NB2 z5!@=@?62VHHF3rOoD{Egj^edS)92{zj%bwhP4URp`^r!M<#F^4fM)zVwhHk~Jq2mg zZqy*h^&}joCo(oavFMu3IJzqY)D-T!7xTH6bF$U8_2WYwke659{NmvdrK&IT!GEN3 zhsz~&pKYqThK;=mwsqd^@rld0q#t;`nCL;LAZfgX5)NDC0>^JPc%jJ$j9+Q;K$G?w zz0v+R6)k?7VJvJ4O^3J!#pvYX*E?~5*lK1oWAgp)+EowlQMX^EyvM8PHa7#7Zodow zP?~igmYE`BD30zAoPKC-sqf9t%4;y>gGYl`a_w5$rDU`4i`<0r?uAAW`L2dw1yQq1 z{+-%@ZkM!VNuy$XST}FNL?<-KU$Dh=Xi@l|DKe?Lyt)4R5)6189_P{pCc7sm*kjfJO2LC z8@8Ai({sv}dgQS>OM%WAmGmm%S;#$?b1v&t+NS)M{37X9YtJ038{{U8`ra7RiQYG> z=~qxR{e*b9jNY098YF9_i#h&Ou=eP{1mYyuT^|*m)=BLKbk1S04}l*B=%1I~y;UQC zcqh}k9Zy%EZ!!Iujuhtq4f-Y(pjXa6-C<9o4?6~SRRPsL!Q;xqnp5KoKmck2W&vO_ z6DkQC0&*mKA3AH<5m0z_uJUwZ=P@m{#dYctpaAuYzJWi%N&v6b?M1iKK=e^gOGJID zEnxWo#zZxgu}hCAwD$6kGU;wS<4Wml{5{DBwT;mw$;1`?0J(th@kf(WittC;xsC2~ zgi?OW^}T+QGYs=Zy!_w?pJ0^T@%|j%X8%R`Cg1(^MNT)&8~XT(8+3wEdd>5DaqWcH z_NDCZsaRg2jgvhO{AJei-tu4&Y0XBg0WPxzOKA^R!q$0a@BF>Svs&FbQQGAVdI(TR zWyvQYmB)i*)hMlESvJkA4tb8(@UdlM`%1*LwAku?wi4kdP1nS6Rx+)rFP+|3B@);1 znpC#1r_4JgiuKxJT*uuqSgWVX8M(qSy_98-)7oCK)zBt6i1T(JRZHYh%R7U}Pr1No zL^Qx$@Kl%xkpek&(l8K~gmcgbR9_eC8Ph>eoYl9F%ZUhyOwc>B`33E;wX|KcK0pXj58Sx`7&T^Xu)1j|eU2T6(R zhs$T}-o{Swqm`#ag&yAoB_O%>BSp}nyteVKv`N&Pe zUAz|R^2s)oGXV0xa~aTsxvQ|X9^rUn+WKWD0w(O#y_zHxvq(K~a@@oX^hbNJR4X9G zfX)^JA}nYtVcj5bc1;Vd?KMCdJ&nKpQNe4!o(N>-(;x+8Sg2oF z0eh+L!MkoZ>iqDrX?>x(qvVsIn9D$hf8rKY8E<@84G3bJf=JTR9d)=Dh5inAwpQ+P z!VNtFn}E#n*6PqaNlzpk05pOT(OxZ}LP^g@L|9xliVgtAy0<5FQRq$ksv7{9Aa^jJ zdF2Lj(TRw5OjI4Px9D*|Nqrh$-iN}B16?TZ zXvURuH~hX7B`K0t%5HmNQ^U*qzyijV%My-6;*xoa?#n0{nt~UKKE7)fyOTsu+TLgf zB&=@+^+K?T9{FOBWsw@>m`m&0%Ksx0sGeq&w%ApyS8@m}s-nIuXk?VhkEVVYR8)$Y zt4zSOS~RttFK88r@b>o`E_|Q_e)w1pUNNt zdDLqUhVk;o2Z8xvDTnhlUSoZIo+NoZeuarrfLw<0VE+spM}Dik1=9Ct^N;6wy%h_e zh04&NMko%+J-U-V!)6&Dod{P^;cgNS%dGhR`j=mqj!XW?CYvDSua)esH?GcqMLaM4sNZtcM{1J3F(F z^JveOrmK*~p$6}<7#A62^8Bx9y)LNNJzkv#>{dXXjN75Im`DXWmESzLYuh<%ONq(T zU9!4-hS3na;C~T@!kdJHqhs!jFud64S3#Op{E4FtO^`sPQ4g+5^&pAt72CD0h|#1n zgKGd-+>Jn~OsCzME3@5vk;QY%NAIN%$bC^)=v(eKQZOB8*RJhSSoBnA&>`+7r_dcs zyTtH>H}KT?b{BfM?-3en>q1-6+O*^7s3nV`qQ(me{f!113!ZSLDS+}|lBlIrfle`Y z^Q^Lqj7Eylo~b!ks5~)9f0RYyN9`C1-zWWIGZ%OWnJ!j=^U=Y3Ycp~KMloHCWRN3t zD>J7wPg?%+9l#fHAAZ`}717;zQ2n*g%9-G*HV&*=CdD6wB|LTW zf9U`aj!({SoSc&Z&eZ4wb?jf9uopI&YK`mV1)P{%{Gle9&?Z^a!xi9Nz~+Oaf4SnB zy@itl43|X@La$Pb-W_YX1|8F~Z`>@?OYMgj+r#V1x^v73K#r5>Sm4<}EOAIjL`AXX zW;|56^CO1*G2qP?+U+qv`Bb@j%1|^Nb96ma^dgsKb5uAxl_PgHAjtey#CsLRi8Zuh zKkv=|Ok(DQD;rgzM`wa2%)VybO?vKUbt_eV$5GU7 z{WC}RM(wAJCJzI6Lpagqb~-WRSC-RcR{lzF4ZbM~%qbyP`&07RAO+9DF{g!2%v^Po zfFR7QOqA34+9s?~LYZ={o~;!h%MYmH*grq8IN35{m=9BK6J6cnHWc%WZzdQ}Ju!u> zw}w6L9H}$SmH4U_I(R+EvJR8UHghaywHoIAz~H|nk|MbqsuOR2+?+Dtoal$WQvz1? zL^F_uNxlHd{*bQJX%ta2v!h;$W$At!{rauHDFL(5UCgll))Ls;i}h)OPo+Awpqlw* znS1=2dQQoU+ln1RyPigCg$nMW*=;_%M_QMeG=*ess@M2k6O?n9Aa?UWQ4H2BoU(OH zA(u*~m2-X=k^2kNX_*Irj3W`(Tsb;B-s`#!7W)J?1ETHiD9z)|*>l6Y%3 zfHu^=DTY^e`D7R`@L*%llSBPD@1CQf19n}Qdy91bOR9^&+o*9~pc3qh(fW$qew7Hm_nY~1{{6kbF=j_h7@w50#y zNq`mwOy7|oPxP>~gPEA5zP$FlFd%iynskFi6O>yRq**;;Xfcy7FgG=)v5lvmRbS=1 zSYnlhVZ+E=;+lxhr)lFFqpS8`IXv9YzCI zg75M;BZ+HBuEh8xI6fW<*OfTQ@O>k-xHJ5iU*s;NR0AjSk^QTHqbSzw=a!a7K%s?y z^p-z0uGYP!LeDap4}4bzu#pxsvj1^=*f@5!E^%&ke_!0QdWQ9J;#`rJeCf)53U0f!9O6YaN zAtEWwc-D{lvG~0hvKMnzrsW2KmG?O*%bKWx>4pBKnS&c<>@4M735H}0iK)k>5tJ;q zb^uM*qB0_gqGol*g?)s%_k{0Ri8u8b%gK- zFD4ZI8K{Saqakr%!KuBDk4PaN3U$6W{F8@(z>E|Irt_-qEjF5fLIK(zO08MzL_^hh z0XrMLL6q`4+JMuP3GIH3WRq_d*}gU-)s)(7U8^XSEYwITdNrM`gC3m8O=L3J2)Uq0 z{L&#NAE6v6@AV*AZ-x8>O`x7IR<&|QAdMbkMt8U@4kXk9FdouD;YqzT;a{W&RutRo zVTaaC`$+krI<)I0RFF&+RRUB=fKBv`^8yRLUkE{ez_7577gEI`if{-Umw_4awbE(3A~(=o0IJkuKbg5hWl;r;%c(!>gGvp5D;&OoN=m zIG66R!~Y)U?JTdTaQN<>MNzBb)QK~|(0I|P3Q!k}!}L83?021vE26P|73EW2=wm(k z|FqAMyzy7HvvLuuK+mhFRx$Sns3`{##{sgX`V zdQ!9yP`bHA2|mM7pW8q~_0GUsRyu1F1n;~iWqumVYPMXc>Tj<-@BT#kEV{32DxU>O zq)Z()1j5TAV9C_oCSU_0FGYEhfkh|d=D<5}O<4aa5A=t_q)jc5n2KW4u|XB)hubp- zDhw=H$bM6JVp!>OZ$>s==!sF&mf0jG=aeZD5w$0A)7ybVNK_o9R z{|2&!Vtd%gkXgv{%waQc>PHl6g{WAJKco&CT4eXH%cT_Vpd#M(z1A+%eBQZ6{unBYz};j~yVHO9v}?ftlJp|3 zU)>#6YBk4`AQ0Xo-F~vfvt~wJr=Ys9|4zpykv|C*6cWV5il&xbQAK}@ToSvdXkGj9m1G( z92xOQ3b>RsF>Pt59c$6}I14D3@!7eP+v2wHnm8j5_AG(H>yIA-bMOD_;>vNv3p?Y< z#Ek%-JWXrF_(JK;CPAdM=wxmCC)dUWoN}}2CWOid_)0s|J%F(UkOL1J%0SbTX1P~x zNYvR_55nWynyuLobOp0g6P4jiRBpPUh~b$+2}4*`H7PA4jEzab+E6v7(1V@uq$L&o zj^l_>EVPy^?eEATE(e=omCk^HI%dEC_TMZ7`l0oRwrH~pc<=Nhho2%kvgtoFZlwT0 zv2S_j7^g_k{&#^r&$M?@UIBF?Wtz{`aSBhMX~3CH>Eej09bw?$y?Z&qqbX=%Dwmr3 z!G36Yk^q?UQ5YML&{se(h|niiRY!`)b%v$I0abtb*cdv;00??J3)W4-1P00d;j9TC`Ujg?B$oedOJ{d^ezSf!(f{1w zf}VdW{GgEBLAgpPD&n>td8xUqbSh_~e?_d2jrwDRe+GK3PHF?5*vQNx$xXdwsV13z z*o-HYek5kZLPGM%V$h*KVAf}51^M|H{lQQ-_{xdd{tLOYa|JpQx@(_j;+`8ec_{|& z7qB7q^vI|~UGM*FLUtT9(oBw;RNaST!0zuMwII+{?SW$4A2^t&Ftgl#E7`ij^Lmw6 zJPu4Ef34NY0FEDewtmVh#ALH>fssvk6LMFQ_GyvwSK|+D|-8sgNmkiUK%9t`q+PVzSYo3oq!@PnPnqVzDhRnJ+Z5$Lf!+VVM!I2C5DY`SHp;w^XJr*i15Yb|gkfd8loHE|kZHY9I za!0n-!Z#XeZtyDD3q;Ez2VKV^i5;0C*Hs+t-J3b6)D5&d>}(eYfxZQ{${sw@+RCBQ ze3F`E!DyKR{P4-$2+LUeVl!CUVii$|b>ZpfRv29AJZhLa*12C0e5CpS7S7iu1D28H z4Ti-JNi=Y1(FtpF!IR&gi>t5tUzm5X)ljbrSgl}Rq70$tuJf;ZGZTPg^caGQH?i!( z4x0}lR>83iD-N9XL%_g7W1TMP_RP*>wi!AV+rj)Lj?1LpzQy7OT59u6&dyyQ%J)0H zV6Q5FINHc~zIRik8&cbyW>o0{vy$q+R<*AqBR@&d>T;RQJ79j^bPaWKe%-CK#KXYo z9#-{XN85AnZ3HDKBSE-(A;nXKmy_06nTSD{ZS~Q*Sa1SO2(<)E+~P!SZw;(l=QY*Z z1NouhIQqykY>Yvtjg5RMPVsQ5aa5cv&RTIo^Tx4CasI%Sh~&P&=L>%53%AWx2hU2_>U)m) ze`xM^|HcGpy62j!@w?(mk+;qOvxm>BtB5g`;$voBMe01L%mpEGx}LcR32ST`{%C3W zA@88Jfr?9jG*m@z8lY6>JnN(9e#)>&r7J@xm)q|~L>ltax~YwbR#X%NXPF%o4ImPa#%~{q}ulV$a~oKxw`b6lejK0gsUHbtd!$0+gd=JE~>q0Or{Q1WvwOX2&s~b!i_! z-7p|>N^BV6bz^nKa_2CE4TZ2X@rxnueYG%nW&v5(tF}O{UL5ZpXP|3O-1U2rW3MpW z6y1Kuy;e_ejvgNzf$;%aHAFUqa3GAi?q${f*u`XOe2#l|gvG_U$Z1=bloG~$(?Dc4V)O7J5x#p8sfMIA7510;QJR3ny3wp#(_ zTgQ~1^8gN&jo@^?M4m0=Iw}y+_!B{0tUNv{QR2|j?DnTOtVY|QP93!pacNorE&l3& zo8Sn$)DogO%nWfKoM4+-UZj|dJr05c>^w7&mT-N@U0{q&dg(XH&b|z=GN!hoyXE_N2Yq#R+lw@a;IZQ6O0Xey9$_Q3JQC zTU#Pj@E<`j#!!(SY!Q?lQe+nqCT;1Y@j72oE`8tUy|Og{!pN1+AKggQjqSi10Yv_} zqQYO(;=6M<@6RxRG7607Rx$WZYy_(M6IQimkoGZz0tR2f(C^#=Kk0-u2`VlrR3vw3 z?ra<8GQ72I|7$(}wUD1R@c$;jnGy=yC0iL5K%IG&WRH;bZShrL&S;=_2sDY|;2zcW zld^H2wNS4n`uH2-8H{) zJ?>lKONtPw)3IuJa2!#* zzGRp5%*p93fj=qzN=B!U$Qb|)KP1kO!eEI08^0}wH*^FO zz~t(m31e(j^W)pXBb@7VFU{lW-V00P5=}@@%zMkwtM9{70nff}q>UJpfS&tpfn5sQ z2z|`lrwjbpQ6m3^QJ$wRqdd(C>6dKP8E;jo>B6JkuJEpT8^_l~*>67=vPoolm!DZ& zCjpikyvGXBQ2=AhUi!_lP;8xZW8(5i6^+6vhcCzk-Q`=~F!GBYKIz#DtFsy8I>R5`0W~PH6 zuqU*@p}r9^z_{+(=XHY*xW7V79ePg)83toOGu-+(WH3cGoNU!HG5IS z1{mrI>gV6q7VEoXF|I+ln2sVK@SBZw+o*ntjI%BSTX2Q~`<+g6k83PuAN99e0@lHj)_*@>aje#;B6KFeHyBdvNfU96Qt)i~s%Jd)S;2kyr0cucJRZ(*dXd0Op? zqAdZq!9>G!rs^ci9A`?NlZ9wb2+-CUv0pEAae0#ky%~4tp zd3+?hYyA()D<3&V2*N?IPxfo`GTcvfA=5w6-o_ijgb-!)XJBv`w<3`v-r$+Q0_$$-WU61fiR^=v3~MMGxZ~Pg zgi+s}Q%WKTSf2=C7V2-z z*={mBsI$wT5REX`1pEO)uq_lvh3x z=~-|GA+$pG6!@iGsmv)f8{LrLZ|b)4qt+>R&3R^TuhwOoUi#ey0kSTFV{ux ztA~v0M#%CTP&bDSf7Rt7Q~@|X4yayv5{}9$e&Ygmw1uMD(eSb^-ey0DjV*~0_weK@ZzVBS`V~QhWKI~4j%$0C!6!ds z_%zaMKF1-zT=jL|uS^npt?Z!+4sH9npYgCZJ@~5BJZJut_W&l@b;~eB0LpE;Yy%9j zD5?1gu;*H$3 zkYJXoScBvQu;6h*G4!4AiWsODSQ7<=lVVT>Z*vwi2IHyN^f!{S8I2D$PUkf^D3EW~ ziXX?afVS4DQINaO9i{}p*?u8u=(5uG`bkG!n0Ghi6_3dB+dfgJl&)tdvLl05s9X&x zNTU1!0e49_;i9?!rUvOeKqysOvR_0O@#3of*;?#TUgI_iId+4@XGr&!j_M?4{&R&G zT2poge9KO;(7y|NoMnmB?Xq%GPln*^ldziFfK>tYs=f1(eKLioa3dE|Z(*JFrT!DF zync*b{_v(WR?B`iW+`cgNr}EJ zSE)U$b?);z25e#(XiJr|E+Sz8wAsrJh{Kfp^1N*$VMeRyY3g~Sw!s3 zOeZ(PReW6t4_@jh=V9)tK`EDrvA)_LIb6(O@4C|%M?^(50d}e7bOzgw9v&NdA0Bda zqCXD*F$$Le2E;8n{o7d+DLt(bfua6mbG0*f9PC97>THj&z=dP3d<@@nM!0ZB{Iq&x zKfZOR8{Kh(Xg*6NvR@1wE>$bGkotQ133Sl+IBbt#Y`gnH7Ma`=Oou%L%Df9`05H}V zcK{uN^hu9)X&WA+E*(1uOJi7pe5jN7sdh-*uzPZDGV_N#5lvR`^=THm!l+72n-W5c zN>VDC7AH%|vNX>=449 z+i^oChBsPuduXzB$JmD7QTDBlc8|CF(63loiYJRJxq}t-o|nhTqpcwcqctIDyR5Jf ze(*j`+{h~KKmTsr%UDi!AsK0%-XI)0Vlcj7e0&g%L7$Cym?%1IY!#w?7Y1upSUIA= z^-Q-w#`x4a=nv$RH^bhIa}JnQ%|u2|kEt|P5gv%opiYzOk`jDJ#a0al)pfY#Zr*?f zJ-j)KD^#-p5W>@gS>cA*&G)sLlt)k3xodS_cQ8KWYXw-;Li%$yWSUHQ14c%JVsQ8+ zfzI3m103!Xtm*sy*sLwkUs?$}0Z~glN_eS!rCTIxsa{J28_x0+PP#8g(;qVS=I?n> zw4{t`iL?A+-*z~9@;Qiub7Uk&r9@49x2sW07a&*9ro)jQnS8Tsg+h=2s?Jb|`sK*m z=i3E(t)iz$QVy|7`{6~XY-=Uw{!nq2TzSUnUyfDjLCMMlt{B_DN%44!^d-gO=z@dK zCUnL%!+KAhikwl_G80NEKURtIjn$9w;*75$3vk|aJ|7J4_pO$Hc0<}|#~hgRLmf^# zq>_PUF6*Mo?~y2f-mTkaPr7|@WE(#8L|d;smllla4Cxzn$2ta+Rniu|ri67QEMaA% zklY+N+eB0NA<=A?!n2joW339uWOdN2P9_}5m@E>^qBRYY%39_e^L>eB)3#nzA&dz! zb@VUI+Gu73V1z1@SOyxN#q35T`lDJ@OFr~ODC}5YE!l)YuZFT zh&y@rWlJ>Kj+T@Xo0RdcN>TCpcz(ULb~O?rfzLtE#6x=^yEX~@ZyyTb)}(~u z_*^T(lC;)86(5)7Zh79^P6@1wPHGj zOl^np-{pzz1)(blPIR&U1tUO18M$iTi4C@OZgI~{)82;^+~CFSj<^e6#vWBhpj(b< zWlba8_$NrfTTbzq4s*LBpfXi0UW%#^7na}=0}%Zv7o#ze=+SKHA_9zo*cAq^gPL;8U85fQrf6U>T+=s}Z% zko5L6+X-C^LIC92MgFs{b|9hcCVGeUpk@sjj=`MXTxN>(^44}R)v0EVed`>GN4x#h z!=VeQ8gQN%A($&)yU0j%R$GO10ZU=P57{OQ_;Rk>|TR+X3x~jqv+zDf!xHXW91$O6u1^|u+%#?VC^lw`gLSx zG}hd@GWQ2JRaM%8aNoG@{S_YeTHcn26%P+TyEZ4HAfm!yX^Ys5u9QYn zd?b>YUEC`b4c5=;s1m|@wYV-PrqzMB=7`d;iJgp@%vk?8YLZBvlr)crog2ZBWfc9lT|SDY;Tw}6q= z6*Ys*LWOy70rY&DzAtU!Owi`!?@S{(W!5-C05(*09n0Q-b$*yc?7ZW zD13t}B|;Qp;#S4Ds&W7;MO*;#XVdHe9bH+O&I5$%+#q~$BZkx_qwCn|TH9c+BTM#@ zJWq~L01LBW(9BOfg#i_on({`nhq9(J2pSqewK~X4cQ;a*)h9J8vcsZov2%Ca5gx$|M+I+e3{kI9o*4w zit`s7Pec)HM)myTa(j0KjD=<0kW>eI8UBim=8Fivu0-3#j3^PF>C6BG;_DQ&1MjZK znxMZPIf!ZAP^O;fipL$^tybwr%yhB%9ZtLsqzykb$D|S6DVF@^fB7n)`4qV~BKz_! z_%_q&*>1K2PQk03K*4*opAG^PL=WAQjcE`oklkfdc>hbJNMTf$y5CfiTwg)MVM)@ zMR-$!uI)!f4k11>6+XQ+i~Zn@WMw#fuy5b8dc+k-S*$b97jNMjYE>!f;OzGecn72C z6PAngJq5b6Nh#?73RqijAlDw-L4@XT42L$Q!ZP(R75VAN$}Dp()RUI+IAjMhG9_!r z?zB?fw^s5b(vjjDhTW@qO0adm1eAZs!tv=dLK*`K$c>9cR+k-az#_9SbFa*Q}WM?@(VEcs;MJ7(vFi!fnF?tDGx#fe%*NZ-w14M4tO`|+|r$O z^;#AzKI=k1j@Rk-wRyl1KNrhg@fBmEJ)I%9z^zsG@jH)Z$LrvIge{$N zUAgTB$FFSwVkzDWRpk|fE(Ex=xw8hv8wtSTBl*|R#qOZya#mPUx-pDoB)o*(L&$c$ z1~n4xDoJrHbxmBN`;|#4MgCp6$3+KS(S)D_pwuX;8YYN?I|bZRK9S#gg6PYwT^2WA zJ!is3VzqTpYbaYJ3Y2R1X%3f(H@lo}f7M_o+L5=Ag^$32PUI{@WlvJBnDFG243~(W8k$c_XcI zSf?=wGV&J=2kE1V<$U68w&?O*(i61kiSl!K{` zh9>QGC~de)aYTcJbt|PYfe#2N+fT%4+wAcH-Pm)bGXmV?X$tl`RqAsR(DpU%oMd1U zd$39Lq{BwmUHN-W9jWtEvidzV{p|7f^#5S%9fNfDf_CqFY}>YN+twc2_UzFf+qP}n zwr$&<*)#9{KhJsVd^!1$s&pll)XM6WPIdS13f%k$VW%>}UzTS>CXA=VM~`It7q8Jy zx%B3-uiFCMs_Cx!PPn7hq>~Ac-$q77?d89{9r)xrJw4o3!N;3s_#9QYk}tKNxaK&< zk)5lNxW8>0!hqC|lwyfcc{EJ4izXYMO}Xkd;Gwrd z#@flY7GYAl0Ix2~p&Z;Yon>YMiK}KucBH=)S>=V2MV?gT?|c3YK}?QCGFgVK0j3*K z_8vxUB|_}SpTN}-NB1}szOyVH0IWE(S3(X9?;#) zW727j)`2{2qZbp94*d)CHI9rV-0}LNixUgAp)yM6VA4EKkLo@^I0yG|DzhV*O0~`$ zSE;Ne;t|?v9d%`T$&4$>W$xWe8k@A)1?IkF6uGU8$oJ}-aHX29LW>T)_EL~VE9@@$ z3jsy1i_>s<>yK}FpjeY)WV-n**ej7`Fr2Sv{OA+nQZK!2M6(}dL;P{ z^JezuKEsKZcb{70-e1mytWAV}!Yq%I>o`cXy+}*K4fF*-NpngolubC3sxv7GQIcO| zF|Ckcg|nO7K~@q+kAY-{{FuSfAAb<%)^r4dK;7aBMkU2I$|)-130uQd@5RWBT}5Og zb>>|;oZ^BF6Bo8prMnNMa2?=PRp)(`Vs&-jy3%qPoGzv}Hi=Wz_aS#XfLtC~h@Yb| zXgj+tllfr&q^$_=6I3#g{5~!5r75I@s>Mr_U$nOfS2G~sMvo2t1Wzw{*4(Uh@v5vl zUYu_3;(u51w>G8}w&AnmvSzfXNs2#y`E&(^i-NLfUPI7E4p4dzM7%oM7^^Sww@zcz zU)lr@R&_io35iQcBZu6)M2&*&Twp z;n5$7JVuJz`kQ52AL2Gf0M*45nxWz(-t^wLs~#@DRvfw&~Ol7ly9CMg;Q(B|a@-MBdZ|O34}t9-jK!j%&~? zNbkh<2wVbd_--P$fbRI8T>87{P+y!!e)oO#S<+1>78IIE2$@^I^(QQQlcsk2AU*AW zJw|{?e5>JwR4h$Ca>-*d`uGgr`(R>bbUiy*qqoJW8;DSzJ_Ec(nEcbTKyPyMluG#c zsM5wte_fibl0#7QO2he5nZfsFAk%iUi=N6jI03i`L!E`KfuD{kD5T6dyWO3zjKFC;2O0k*5xW z<36>-*TVDY^8^>-Wsn8|Z=I2V4f~H5F@RP4r3z$MTB@QSNpP`%m17ag!~1>Ck~OnP zrvNbRlr%dxsArY+?Jy>j*wtL=7+)+?%@YxcJG9jC(uVl^o0WRsi3q9MDyUCQJL61P zv-V^H#i5S3NjX~6Vg1v!k09$WfgOSv-C6ewP`B$^yoW^>J=Oe)sChD|C&FOTXuNGl z;iq#2?66@y2m#%?b_VA^?~&E0&177!Dw~?%rlfARAGg(+nTXfjjWn(Qid`z|n^~Q9 zALr+V3I<~~cbD@MV@sT1D#U(qoa3-@xZBWRe&c6lo>@gI^G~xW@bjxKu3Oj$r0J60 zg);=EXj5i9Gf^sI0~6j=Inhwt_<~S6?<#rVQ2q&*g^r1~o8Xos>IL|v&8pm*0tJau z3QeRx%8E1fD8HC3YEnqrzEo)y2b!fe)V6-B!(d2i<>e_fsl^ys9Zf*p+u*v6$l7mS zjDv2F+fE zIH{jY`-@*g+6#0^{n(Vfnr3;3Ex=Pc)_*n)EYwmZX`k0rm$a(E<84in?UM$%jnsPo zgBq{cBE(v8sZnJkzUjtazRgR+bRFx;ul+UqZ56^dTkb4K}4ijRVUN&ctBqb4`=;vYb!=x6bUgeC7y^pSI(X^Xkw{Y4Fgm|uB zq>_yJ-nfO3B`ZGj;;1!uCxe6T(9?r~oS9Cy(V0<+pK4bt3lUEIPj}&7B5T~%Mz;9l z>|x^8`xW%Swg-5s`k2fP&Kd_hh+mwxHhT+r()S{ds->$?e20M(Q^J?!O0}}^oaD<` z`VndRni#*opYUWRL%E!=H)GTJw_dm=JUohdcF>8Xy2MR=(Pdu3F9Wj8MXf@kxNKaypk#;pOsqppLJodm zmNTC2GdD&|Eu|3Z%Y^*aJElIluuhLruvWYA0WLHA#4j6;Uj3ZC2QvL^iR?8Nq4Xqe z@u~NH`7|ZdruHbW(K$6po-;?2x?3Nf%b4^P!T_?hlYxR$VyG2Lzk=ZfVrf$?j$k%p zPDhFk7PK4Xkg%J>YXtN+Iq4Q2>3xkk0pAR}sSMN8=V}Z>Q;5;WHGY=$pk<8fb%ew0SsGXY<6hDJ zsQ2~1w)|L%+sATZISka2bfhz{@|#M4K3G;5-{%{e$UWgPs zg`E%4j4PLHsy`c1d9gHD?+xb@w7eqxj~H5tnpBm2VWx7TSOsH`zqzRk#_mgDQ^JsO z%s4`Y$)4WAh-x!`&uy?x1d21*6;>v&OAR;FA4sz7OpgMy4s*aO$Px;D>l>ZFB}mP_ znIj$!B;bO}V>MOyN%iki^^?cgEb`0;?iXgHlh>y=;s{uVco>`GS{fGSEDF%wJ|*q= zR~Pog(Jxizy5B2yjDq=Q`wma~5#!zR#wYGOzfkZw;LjF-K4elg<)zWmsfYp}H+>1l zGdDt%{l=K=!>wiJIX_&Hrdcy2OD!L4(1?GVg0JSm^{^XqKZy)n*&o>pbK_Ip>H9tP z*t@!b2`sq58A1TM(zOd&8N|iOnI}WWf;!+wMe=rBz9Dh=bP;vH92e8IJpiq!0?)G_ z@XMYMDf#9KQnDek(2tiiXUwD)N~)sy+~tPI;FO0{hsEXs?*1?#LSZl!dXisKw4G<) z8NHL^L-^P%^&Jj!vey5W2c)(MiCp-#P_Mea6^t_E^=JwACjB^(XXBf>0X~cz@hTD2 zVfL%<2CcB<5<~u{v;&nH;b!@6br2mjH#qV z&ctuum}EIA`$Q(%L7ZFX*pK?K9YXgM(R@mrCQf_LK$s92_W|c$&w*stZ}sEwMMIZ% zo{O&8CS=Wegl#6)rjD>S)J-}fgx_vjt8ip3C*2$!+Bj=?|n$HE=>PZ^gXjYD?%3aA;4Tz-IbEhYtmvu(m}XY(y0r%NDJ71hhU50tx@PA9%cuA{giyw!a6Dy>yvfsV7nhs%;E3Ye7CW`L%>Z%}Ta@>>AHxMnuIKMeFoe~btpnMxc z;h%_Zd%GI6+Gl`@T_Ti14gXcTw<9JWC6WoG^1zekwTT5C@%1DlXwH%4M=Bh>2tPig zI<;{Dl9Zim2&KhOgvj$szo+xgHeBd{uujo3tX?A_JfGodw`cByv;?nL66`n_7oK4Q zb$Ij?_D53m6#Al&?7aQ3(hS5Gk2aTK{zxgN8yRwy?d4dQoRy29Y$!nQ#7G8#gao@R z+rRquUt*R^F}uir;J!`df|!8My;Kf%PnaMqT2|a%%S;vN%5&ar&twIom%`gt8vxMC z)Hq4_+^z;9I2;&+ zjGVx%WQ{r|mX>OLrL&MF_fqu_{sV}fRcv;mx`r9z_6p|5!yb5hM4>fF9s+)2SdfBa z+35Ru>|!jjYwUC3=@N>I=e~Gz=1f+>d)&|7xXZjOE&P!$0`w8wecJU+rzD)&Y0;1L z>V5GIA*D!bkr?VRC+B}ZDPl2W9$`p1)j4a}apw}E1&bFPsIoiVJcELDWvHGDQII&T zWZMy9wr|pS6`b<{vB5~|hhBLZ-bHily$=xd2FNiUVRY#ys7xhl=m?gXFeP&EfmFoHZW6dcE>6IyW`ixm|}gy!LL`0o|2a< z0u&_T<}_W42^qQNdhA%^YDs4Ckx#Zv{s6v^c2o`HJk+po$r zgyhDhSS$f9C4w+ZB9AGoh=m7q3|_eY^_Cq+xV094wTHflJ=+BWq4% zpQ~8$%D$*gq&%cIbFHlzqeO$XVpW=jEmPG=k(g0t&3lm!-c@+78#}2tVSDlV`ITa* znz-S)im@y;E1y!J$}$_J6|ZA+{U$(o*I>D0RKhLm9GlV8=}aU@dL zH2ag~#NObO2N~%Zq7ZWh(ixAb1+{yh9rh$4WGqaY+|IJTq{Mi{QX{7r0Dvrl{$CA@ z0XVH@-oGgWgw8!;6dp}VMyfGr6bN=O zQL_I6O@H*^RP^9Uixt?|@KG&-Ad8pRxMknlL{h^(W~zRXL--#y_a7$rKVB{$`1Ib3 z!VkQ-;~|625G~>*cvAw6L{Ng2>?8z<5cS_(`Zd*5Lh@p-cOm}U=(5ZGfj1p2R@5}j zV_WCnY9w~7WId+tQ`IksPUw4a4KvSO?aGU?lmow%n&?l)nKv^0CvMYqA8G92AbB;` zDFRhYGo94Z0*QJ8UAQA=NsOcovOX#;9=Jt+Vae;DCzS=RGU&s!W~E3aEiiHUE12D@ zxqNf0mK8b@hie_lP9?G5NW_)5J$}P*YL4HZexWxg%#4lzH!Wxg|AHck>@ex)hYd=}Zs>eFQ#(N-1r< zF_5l=OF9tI+RV zE;tAM&~n>*^T^bct0G@Pv4(06+8D4kWUu=_2D6@aA=)2Rij_e{>cFr?H%a0{sXjbL zUKy&@Rq=0k!i{^G`Wj~~8}wXAs8r8?MCI<+t7QszBnIMK8Tu_jE+frwTG13@86>i> zgdr&-(t70oHAtH{c~6lmWu=L#WZCfa{WTy)9dis?nj=HiOGSoPDB z0Db>F>Hln2u$%N8Qb?N88{sT!NTziYDn5Q3S!3nzt%4lR#ikIoH35UtKG&fThsI;!U*v z|D92}K2>}4=HfBr<2Uhevxti{#CZVlykxyb1`*WJy#=58Ec_ITdg9Ua$^;3teDIL}ZD0r5qNVUMk zZ2r3|7*r+h-l5^dZiJLI4PzNUx0&vogZaRCDy|G-ZcN-p{p~MRGf2p=-;oAbaTAxx zC|Uk1l@aNJ0DKnyx}OHPRy=%7{;cyd-s}3U##C0lXr=mNIcKBKeqYdkje}54k_dii5kZZwWQ>N3SlDbP7t@cwaA#BAM&iDuRgR96TWHU=mLT>>9Vwx z1s3@p9JnPDi~aLmyaxpz&@VV-u;G<4C3R|jY%~Q}NK3Azr$IW(jnAe_pl$YTfVm8! zO&dqJ=?3_w&&O?jReryZ3x3;AQ7gwiKFoh-ifZ;d9`Rb3lVu+KT-?br`xBCVw^iXK0FGOtPpW5qnzEg3e+p<%zE%wGq^R`GY=pi+Sy6qp|ue=)vT{FREZvEPGb z@D_Rboe{1aFO_t~(-<_>sOIoUYm~-o&7>koNW7zYsU;Cq;Q!dqFZ1oUH8jpmj)#Z2 zVik@4^GNrrqWuJ;pNbc&Yt7Wg4vj9yNRm(Nrh%=V0c9>zzo=`VCRa_RXiqKN-*Zp# zEc`+(7C2MXk!tY%C-iP|hxtn~gaRZ%BJ08K!C;uJ{94_z&mH&6zBp+TlBu}0VME1_C42#c>*|d!-!-+QE_q#I?Q1xYWbCRWG<9Ej;2>-BRA*nrt zB}L>fi}-v=I=YYBB#04eUr>w_#|tk|pIr$7f~Y2u4OUwhy_<`Cr(@qeI7Z6Rkpr|> z3-1b;1s|UBe5R!q)=Z{^iMqHy>B?Oj1O*9-F&dSd;@&(nTI(nx7Q|Zgr3u@S9 zYE!;>Lw%pNhqq0h@M8kOk9Iho1ud2WBq43h$%Hp}eZwohxkkmm8462~T!(Eu+l>D? zHZ+@9Dj;v9Hnf0lAzs9!lqHlo-6u{X8tPDb+pw&to_wpnK}fL+_soNP8<{A&6a;qu zAdNBgd9{qdbs zcWNx%Jt2YC@r&n=gK5P!|C7)qcH7gH7px~=Bj8_aj09{Pk7HH(8)k|?`ZYS%U zRX`X;7qJ4fugL9+6$pMi_Xzd~3?Dr6smS(L!ztrV$)mFmgp+0a8Y>WeGSky% zgy9}Pw<|~Dy0IXEK78ZYLaoX6gnbgIH#9x8?+R3r{3|Dm^%=Urn8mgYe##ZQujRx9 zOh(|nVm=cL$-c$0StM>0Qe!slOyJ5rJ?;uJGamd-`&O&p(!%1r&Ph%-jc)IatkT}G z){Z==n?bD}+0P~DYixEkp5FeQVufaKx+bX?rRK{c@7_*1n2q^}N-aZJj)nSDhL$YX zYjlD+Ar(}p-EBRU!gbL1iu@S)*YoEm&njP$+|&3Sr0s5tEQBHHz8P7ecrrsRxWIA6 zWz9%3@>dZ2fj^-6Sf}aSn7*r|tPqzN*+l3eS2JxXDt58fyzF?5VG6PwEto{58BGLX zHkxJG@JHv7wcT|;du_3v@mOAaTmF;M1a=Qe9VI4DOGsLxrpe7$ii&3kL{dMQ*$D$C zj_VPsT8Hw=`=eeD=5qosGRB~kV^pAl)G6vR4L>PachO zz9oM71)X=&htF((Ne15Og0SeI3E9&u-=~fRQPYoi{$z||4^`)SB$b2T=`bYznd=S~ zA?fyNM0R4vhTr{aQt}XgyS70kXfDT0Mpu~cbRxwzFMf*aasO%SyuugW%O2rTxE*k2 ziSe#%x@Lp6KTo$l8!pHV&-8|}fq~Eq3f&A?Bwp~;S*y=!PG{#LN~4ekbRVvgj{Ky5 zV=#5$;!804catFmy6RMQ>(Sz5@Ig*eOy04}l)e4frGaNz>Ij%^3tQD$^g%g^vt;5S zeFEsv0N}t_m?BmB0dF|_FW*`VD{b3U8Q6rfvt^s3xwp-_QM}Xr+@fp7-NDh3iKgk# zaUGcu^ho9F`EC_z*d_(-vlGukM3yL3oj+gjBZgi zuCm{f#AIFhOJ{~R;=7+iin=FCk)bQBcuW>H@4>{3kW0F@vZbxcFlV)YS?`zwDq%25 z@M$QYZ~PteNUO{f8?m#0UL959yos{vXM<}aUI3#_XE9yKB%M0GcQ@~Ni1!+fbi%rN zQch8Wo4*ad%8B)T8Ca3<^aw75Ki;80XM)cGsC+F(99j^}jjBBZB-$AdT2TF&R#d&W%H z$mz-gObsoiYKUA2(`YZ1nFlZ1*fYr)G&*pW2xi7O^yv-#!@J=oP^7=cpMuRkZGFD0yp z?G}+-vPJjel4j^!t7EcJ8K*g5w?z_7Q6ONxxuQs9!Fx$M=7 zWpMAFyO&=2q7as_{Y&jb{s4=kFL5(pJ z8PU7;X0`ZcQSOUeT6}8uiS3q|ag?#NdL!~Zk%rF1n*eccI2j_cF?BY$&o=4D{&E~H z(ATS^H#&UVFEV%_RcKE6c4(@msU~w3?$$EYX11un`G)Gqhe@G?#~rSZ z@4H8Cf<$X%x$>nEU~YvhtEN3ozGsYL_&i#4S;&(ea`E} zb7!r=utrtPmc9bDMob4mK)`|I{?_AQAp!J4T$Z#kOXywgfX+Im zpSM_!92b5)vHO$2bcnX%=o97=*(kk7+bs+Itr6E-lAACA=`!rTB}qW?VX;^QR66aYpz4Mgtc4$Cb>xyO zQ2A``k6&zW3`&UEM`(i-_ekrJ522h7w@zUEu^a?Q^ncD z{Jh$(2GVT0W8{ys-Y`yVHmGs>{5;zDed{rOc`rP+jxa)^yzmO{{AsjV*m?3eCZL#X z2Ouvc0T{~@Z<8R#&aJF99&n|80&(8Wv7n74u~>og!1E45Mg9=GxMb$cXN zAaX$bikB+ayNr;$QK09SNa&r7UEtQ!yGJSD!&0-U&R3qxnrp38|$hI~_O9Usm3*7|Kadcbg4{H58@RYN%n zG9aRY6l8&6I}q}*kiK~-+}UiOVU%m(lo5)7h|y+RF@M4uqPY=vr4dB$k*7MdVA|0X zzchh1-(Gailxgb4+M9*FOC&kNaR96nZzM`^@}3-8;x`>o&Oj9rW!rtz06v)jfgmlY zXj??4O?f8aw?9Y~Y;aita{zHJEYL1IGvJ|7cNmI+v|#=Oz%+Zrd4>M3K8#VP#p<1>Y@$1luuq>( z8S^HDxh_oc$UY}Xgg!5sL~oW)#zl3oK%4UijH%_b3C(u88w>K}A1_*7hcoJwAPOwS z)}$-@UmG&Kq|2Vo#X_z~HP-hO3u+D`Bz0yGidV#)NuU_$bHIQQl_@EVm~no4YvQmq z0n-9@TRV-`*iro`l2cROVhleivww!*^4*9MVJ5goI~lIq=Pu8RbY{~U2fMzbu|K+& zF~tJrLMSoDd^QrawCg_JJ3Hhx#z;fdW(H9*;b5U4H4XSR#oG7yxFq6i5vUY*q}gY= zXTz+d@e!sT z()9z@!F?(DMeK3+0sAL8Fc_ zZR}iUE=Wzi6Ez;Ybg@lYJTa|M*G{vtwjn+$3f&Ae}|3UL~8EcVI|Fp9tH? z9bqIGe58uG`7$Pl^vGGz&*Gb_`wEf)s}MO%Glo7vf6{iKldGaL#BGVU!Dl+FDe9J* zA*n{oAu=r|^*|~R`qk=7HJ=f0QF?s(h=(U%_Xo1Ag&EaeR2|{@S;&?ztJ1NV@XXf9 zu#X{UpiIkK*Lw@iro^x6R?HDGQ(c6*hauDXGvuNNlB@(c@JU;(}3sRVz!Bpd~)*-7dF^$l3kWXAH!uC`+NhN^SE;O{dE-@#k|xJ z$=zt0cWZy%G9kUmhCe7f=45d};CBIm&4EA4BvTw?E)T;`gzGZ)oYUgE1M`Hx_ zLP6)CUrUy#uG!SyS!|@s=f|p^*R3!B8<)pinD~wqA%y%+D-)x$Q!g0C8PGjCjH4=d z5vX+i6cN$h{YQQ)L^@4?e~$7A8^T0tR*I(VO8XGTI;@J_n@!NYp2lsMo`NWQ=6x|e z5Meeg!xKnX=U``O?$nDz``msWfFO*B5x96J9vDGZqXp%Z22pF@!b`6-oluqq4tC_O zjXC0-Ny$I&q|CNExzTw6CSNn;6S{S5lAU=hrTdshdY|iT-MOP(n66GniYUuYprU^# zz|!gKxCs~j(!t2Sp+~NmuWq1|U#Xz>EgED3iAu9Tt)6j@aB7rr-*yd!>-yJ~4B7^M zlyfaBbTjNmUi}_ku8e5XP%1WyR9!wiMxZm`8OYi4a`g9G|8-Yt*c)Oa3~V+aDXxlq z%6kmjP*TH0LY1R@2gv2J%!eF)#-GB4U?*@d$-1%Bq3G1Io7f|o5s%P3rrG!}2jW!4 zv$5mKr5Bfclz(_CX`BF<3l_+?NYyj{-AnAP6#`86wn`d(((P| zE6nb{NSC?|(}vlPwqB`}%NdBgWg1;8Szv}Gsi56Ff%n8L@$T77bF0s9pGz<}(7D%z z1h!CIQK5aU{^(bMoS7@ua$Hq2v(&D@#}p&)40$oz=7rPLYd-r8{}2o-#Fk*7?gYm% zUpQ@WqI-u(fm&D=5dUkS9HO8$s}x823Os1Rl7#$St9DbTJBlMd%s267Lj?SHH&{S? zyN|-|09?cAxlhyqW@fg-^@g^KQ-4d(c42c$F^3tciI#1gMw$UZNm%s5sMpTgaIt`O zUz7=+&%R}QEq7H`APZ%F8br4RDa;)!0q))+60QtxM}^rRe&70c3nHo(E~ONbZW%V! z_yplS4W)kRVy0ziSzNXS;;*iYLL{S>P0s4Xfoik&Qt3a-<$Dj}Z~rnZ(B&sJ>#TJe z1>)I|zM0j4+~rQi@lF^|K4LNuMvrlaY5iqE^#Y%YQN8-YpP0n)_{@niD#~6@*)oI- zFUZn3c7>!Hq1{WQo&prsiGs449&Da8Vo1=q~Qv4D3h0al5P?6z7-&$5gc)t4WN`lL_|5;vPR*NuO zw`{;|#HumE$mCLU=BOMQm!+XFJREVIp^2h_5DR#cw24PCpo$d`zP7-cN!ZP9RNr8- z@jJvZ+=^jCf8Z?0HcPF=)|>G*{XU3*0?)fx|XR z`lQuB`2nxpBt9huFV#_>;^+zt3AMPt^%Us`R2(v9DNO9L;HWqMiN!kT&>>gVDu}QC z0m|BgoiJiSAMvO@Pl62bH+dX4!bY5CYN}_q@q!O%WFM)pf{JyFU#V>aNm1oRC13?RLd^i!#z$Dn6biXM9s$||INB|r}uIzK>%>u6e^AS+8FyB7S!HE?125YXU(1iJddSg@Tg_#emC0c|GO=Z~7r5E(b< z`n%0Q8cmXVn@=rSK~;`?Ic%2%6Ce~Iw zz&2>UOq1S8nNm9SQ7%}!ZTHQuSAiR%wgmb@ka=nJ%G#$Fmx0Li+y<33_vK@hfx^OB zq5-YI@^LmCDEdRP!!J!vvdi4u({(^7-jjgv9#enOUFJSw`*Z^&j;T7x%o9yexkp-H z@<-3`ZF=2uG*CsRqTj_XU15pB+KwckM-c^T!X#5)6UqIC&yNPRgNtujJ`Dre0a%r2 zAKg^$l0?j%CmP=Wo2vgWpI`I-p9<>#HJN0}sn=}*oP}h|n?mjS?bmiQ&&WKF44^Sr z(w#>V$L+@-MbWqq&rpHM^K#Vxi4PfTdjOgIE0RH&tE)9tcN8I&p}Kkl020wd*F$=T zL0yt3FM9d_Ks&tk&i?;1Cjn5;ZyMtg8SlCIh*=9Q)3}XJFjF>+uJ*qe5je?Ht;HuT ztu?Je&Yr-xmgu}^=fdPICI0t9K(tP>V)hC$g~J7zoDcqMu>T>|pQ3tx+}DI~`!vhp z&N-@7iy>mo0%TIV%w^I2GMbM|f zc2RWg!oWxSF!t9+L*eAVpmGO#2@=n|iPn6NBvr;P2DmW^d>lcxa7S~=$;@~PCTo*w zanwQc+9LQoZ5wmMH?(RZNk3<`@=@4!lY2JT+{4H7_O?WaAsn%5e(O} zZOXC+ZO$pQZhuSe#m?ZF?w-c}J?5yTNtLrKtrUrH^IVyW)*cf(IQuuGaFTrh77Mam z*_g_KO=DF&HR>$S!USr0qUi9sz$kZ+5VZYihE8mx{+iKEBw)o9`6{8Sq!eCDO zGW`n&r=%&_8*VyCtda8mN1f={2^p^fnqXp3U zfpTtQ&GHtIw|rPVc6S6gUm1H_lhP$NPmifuT(4cz;m!bnPLCM&I;#_v$6-kf<@o?f z`ZpR?k1FbRros1C%$Q=}A(p+8YYQ&pYF9*l^uW?ND2>iRo^+8SuJOZQ+J~>Skv-WD zp#x#7gaOqo8O4BeX2W1eOyx_gd8<_ni_PUj^n*#r{#XZmcq9LhOTsb?7(9FqeY;pU z<1uhd@w7LO^~}hJ42h7UMOrnTk=Fkd$lCOXs@~aUr!0wkjJr&QY)!dZvz(jH{i8m1 zd|!@3%qOpR7Bm%LkmH&!15%wE``hQYnxNQQb2kiGoz9uv_502{m~gOAx+s7j46 zIJ?Kffw7pOzWbcEbhHO<#kZ`9rT0|ld9NK4oA#dX5Yn<9u&-M7T&XMXK= zwUKd}7Qjt;E!}K=w-;J@ejRN0Ly%ebgHpq)SJ*ny9IceZ0GZpmmKAMkA}^)ZsS7G4 z_}>DB7UTjw-gTa7_E1;k4^6~Je-P$gxGASrSu;A}S+vMd(WP&~Rw1Xh7$QwBLVKvG z*p$~FPzyTEH6?l>WZ@KMKJewS%nnm60_~9|C|3hy0w^BIvOsdL&z>)PcR|(ts-)K5 zO%SM8Ec@|E;?NUUD0l2cSNKVk6m{)o;Hb1k*z6?XTc>BW7si;sL=i9a2QVZRLVBk> zl&9Up$~sPu4t`T>oeVb8!AI{~`p5`9Ln;sjM5Na2n#A|>U68r-{q+k(+ko~*pO(_s z0Od0)#^0Q%lv%x3znu@YidFDtwIm*pUBU{ur{X3R?&rnmS8INa=sfa9&1U;1hi3(X zO7v|?rtZbTv7-!vc!0|Mt}=qSR4M76OYpVlV)of=r%E?Y-BA+-%KmObLRLG$D!#DP z@t9yP)YitLpO+e7T?7^EcN|DM-Zw1xPR9s{vAATr{eKGO&8jP2MrplC;A>{me*YR^ z5e$dKvcH7X@?j(a0HrB&%@Zz?t17<=qfXvVoNQ0%K`c?nl8E@V>}10dEUWZjv_YM* z2Wkk6+3B0}jsO@%G+uvWo%e5>&6HKCA7=cX2t&Ej>@(R}Vm`?Di(Wn;S7 z9Gks?SxSlYJ;wwa6DCn1hZ!!FjVF|71N@f&;aaVbpV896Tp0G=R?hLEhEo_>4wp7A zyI)Kz(x~ot2}30-9$DP*f?D=4MhO=%mUb#B2&NN_a)4&$l!KBr)$|v(#5nqe@LBv% zmam^ytxHJs zrOtX06L`!&9nyvKf7caf#>c=y0I?<4qDXMMI47B}*J1NK(m#@QLh{}bZI zN03@a2(Mo3ESDO9LiS=tp>g|8#r1|XRF3OWc|Y8c<#uOnwa2mt#iB&dHy`_tZ?f=D z>XBPf2H&0EzZ7yFW{AquVf3*!TO$k#D3a_SrO7E7Py$FH`km4HBqYPvwPqbqJ&D6O z$g;;A`n`b2+*jIluA*8SQ!^ubl7#rxV2}^{xh8(mtmiN+-wKSL0(HYK4Zp9*Q3!$w z(}zQon70R<@eh7)8@jUS6$$^qf^+wX6_V0FanS2Lfg8Zd7`?iWRCsj3o)0R#cr!4| zIla0q1g#8+(L8^p2}2xB1`U~Hp82r=^bs>lz}ysGh_d%A8v_+%n=XW74Qy3f@D6uv zF&852zRfvb{mwoso>@cG1wQrl7iVUgh4vxDCxPHQc!tzf+WO;*uwF~0GdxxZI9G*&}vxKMMfkcl6y6iHd zNi`2IpCz5MTMPO!f< zIfO@l>11bhJ~4S6!28BH1iC(^qZ|6!8@wcGS7Y1(P;nbc;Atx5j23b`*HW?OeVRBA z)NB?UDE2SE*A1&jzCdHN{^`9MV@rqoZ&b4hZ8&8KC!^$O+Ox*9hYRV6qf?oal9^rd zIUKJ$7WAARuv2d0tS=iF%k6o9#}n|i6Qo8?tJ8MKq#>=rI*{kQTLF@yDABCx%+cy zvFEdb!e-L%!SK}taESbkAoc$Nl0a?0vxD-|=G#5qdGU)rrymag!pm^~+^E!{V#g~5 zB@szApgKH%tdGz$ZXZ2Dc!M@*S=6yuip@Q)T+2^@*Mx9ry$O*XGS_kKEs7SgUI(bd zyG`Uzk{pxj1i@08IjM!8mlGWR>Pb&{@7QPlR)@o*bHAnKOr~&FYV+lalC!hcxwg0e zQRhyPPeBG-Uo0^-GRb>jW3csr-vW(P&*~!iN!4$mx9t3uW{|^H6YtmMV6XuHP<*rc zbi+adYGlF7^Tp+9_DRCui~^{j03a8ojg{{vs0Fe&Js1wqD?>oBrR2Fi@7JOIId>l{ z4G1q1->zHC{J=7|#VE?^K7y1dh#BRI!?{l?M(#Vd+ZJ1G09cs)f#>bD%#Yd9Q-H z8WFTK5Gp^#%=<09s`ahiTt?wsz*D@_@-mO%ln;eRUr-BlWTNBKpUmJ~Z^P8h@*fc( zlkOOE1fbfCwSf#G!P?abi?Y_|SWBX>hfQ_bSkrJOCWv>5Y$W4@T*2iI%#@-Djhbrmp;# zT@P;u{y=I;8V2G+>c_>8De+9-cF-se3uFIy+?U)&es$oMnurRFo*)Q^jcy=MnY7GK z_6j+8!46Zc8qpr5e9BpBi zP3icU*T9b`?C6pwzLwQL23+kPqGv7a?p3I1>;S^Cn8NO6n&A-vr3i*yGiSLcOy$!1 z)22El&9P14>7AQk=U-Eki%(%*?saV6k>I@kbNM+&^5J>q=y(O9rX--X6Up`9^dD3%FHE}+X) z5N_~5D2w-UbR5Cd$kN(h&;ph3?&qvKY)I29k}LZ5IB*K}d&A}_w-s|{D~_4g*6Q6I z#Q-Zjy)wl6ReM{F1Gg7OTz*hchSS(S4BTqQK!{YuqNqa-C~TXvfh(MRecG<6SF45y z`>#rehaP8OxqW2_&JiuIJ8VT2*EKT}!g}{PHD56g`|XxTrv%z~19AwIYr>c9D+kmW zD4Mj_KZQR&3TGgO!`XebYQ&$yvE!!?U9QHgks|g{c`0*v3u{0_7uUGehD6Uw!8(TA zk(N?EBJ<2D!Es?%h$S{6DW|t2OAnvGGvAJUM@&?Q!jSgYlts#Xkl5bBKcrIb2O z1btV%rj>OpOhPA-*-<1Wrf*o2Uc9xAH&k@dEPxNMie&d?j1dS zc4pp0N5wB3^N-)pM={{%xt zQ_@OjT0+|-4)k`)CvH9(TP0bZzPiXkt-Zc2A+`xW` zbG2A>-Y6>L??4)K4t$rhj}{10J>ogaa0=HimBcj?ko8NP`A_mb59ap#El(g#P9{z| zkf(&*jUhxWDm2p-3R^~J^z~H&7&AS4m^H5mceC&K-{kZ$-H1xAQUw~1kh0w^OhPxm0`!PHM$Tiy0VnreeC~d!Yr1WTyy&uRm8hu;HZqC zv>-UqMA;SSfZX?RUY;EGKmH%Yo1%6pzLkbJqM(<+*a@*aauW?U00hWEkd8?3{A9wj z*_w#AZU1|^MGX$DOTpF{MMg}r<$!acD1RpVG-$G`o+}kye|c^*1>e~Q*55s8QxH9< z;?MtNOqp_E3oY4NeK0LC3aWK`mIs@!g&@suaq7pi-4l| zj}E*QHdfm`vEV|Ki0YMAH)`IEf;~1bD*ef!`RZf{+q!!GIp?&+>VFsPu0h}{EUs9np$V7nu-q}E>qi!)bv=j=du=s98N z34Okvr%&42gKeNBXJnU-mZ_T6^TPJ&ulcJeh1+$%z#&Hf026u5m~5&wKUXrEwZ9Cw z5hbrZk7)sTIsunsr=bny;GarFK3dlObA-jsSgf8%c>#62HZZ`SG18T{w|N@ag+Q4m zUd?5U)FIN!%=g3@mg@MeiMw;8uMZID80};DYjZ#%o=9?_kl2hb+PNDkJtgJ+V$IeN z@Ozf*s0VWV*}HGySkE9S0I|sGC|M=iUTxRK-%GiJMWO?`BcvrVWzYVc8~T^*sh=G= ze55a37hai;fABDWL8ANtQhKG4fw*qL5JJaK;~}jStAeNQF4Qux9tn;eSkQCCF~9Vq zn*Q2VP6JG|odsd_R-_=CR|DafihwgIH(X3vmpO=Iqv%OX`@>7D7Gf__pcjIB7sH+G z4VUA7F_Wu-h<6NMl^E82Siy~4qN~IR7Wdmfy)wAOK{knW@cvy9LjVrv3bB2S-yhoyON)|!O@%a(G~yz0k!1tz{j?rJGq-QdaGQJ@v-M` zD9MSRezEP$j#3CQ&ypJ)m*a!KKQJNWL4Ize11i~S38g%kKjAN2?6|_wD}yBJw?X(z zD}#^qUBP11u{UpR%A|h?#du868%AAp^t0EZe>6?-yK0sMVA-62qBTivGaxYh~}=j(I($-QxhoWC3$Tyi^N2rbSs+fwO)g zb?1qv=>*qQtYhQn^IGTslbuCotLzhCZ4faN++Y2>6rZfF$GUn|MDjZPNvF8_@R-^D zOc9U?guAbi0ZA|QxPlH$^1uO^*3+=aY6zH4vn#7wS6||8)Sd8zzbp}eY@uyC?bFYL zZC`-rr8Ze-gjv!cH>S6%DfabHuyRl?7*(+syB68V)(=>~6Wm+Nav83*jJost*MHaD zw!cc+#Q`st#3{W8N`4OefCm6iceTeJ@e*y+yr!e0Jq*x;VjC0#fBbNTWJ+#1WS2!o z23Zgt!(F#uFt1l^6&EzT(O7dYflorl$?D~tX#TFT^HAkTIKm(07nH^8lNg@4{>JngxtMh~m~+ZtV9CX`G>Po0f1C3~Ui|Kwl=O=IYk^2_ zDe$6CS4;@Yw!%$?ln5dSQIpN>>lJ;x`p+bZD^!c;D<-LRD_z%Ju+=bKi$z9=7^;>< zI;pZ#=+0?MD?oPMz=^m3RtV^nmx#@lp^-W?()36jp6~aN&9LnBEyd zkJUWx;N2>BR6=aMrKPlV4?taMVaO72IegCPUGANIRvQsr6`)fM~4bG zarxeEVIm^^gsx)Ol#(G?!XG(-%gUlzFR0rm)GF^B?^9L3qXagxr+$gsI?A+0rdmTE zAdJ$0`E(?bz{JdMPo3xHop5=s*I5DD_`y>l|J4!*7f8NpR%HS-8~Ag0@rT-DfgnLs z7}k5yh6Twd032<6uP;5MR}pSpZK$%=z5B|%XX7i1)5d>sedygqmY9U_0K&$6dq{5l~!T!eFD^J#qbt)xC3}msA^3DZgaPelfy3k zNfhPNSeT{vLt5_Aa%c1rejos%*>w4`yXB6m7XlZZHXWfuca(lS%Dz?Vd$0M&Jw9QM z$4&l*_YX5gYRs}(@(zGaR-u)FqEG+<@qanGJBVV;LazQaxPK;t1hu5#=VqCZ&)k`w z!)mg*)~ozkD9+b(haxPShNu&PNQxjN-}8B<7k%ZhdWDu970eJR5MolvHc0h@*KYyR zEq(Lf?xC4kq$yUavFok`zvd}BYLK6^k7EeWMW8d^pjP_%^vUzSIpqbQ($}>t4nSDc z&D63JzyJbrC!U6pk$M0f5ZuhcL}q=V+y?x*%;RO(`BkyGsux{`3_WTe&p$RpoEy5& z6vjjPd*^cofM4+VrdBTu4FQsUT8?+LgRd$R;k-dj_7wH*$30?yKf^8W=dIK+nN=7U zsR1|KS8wU!r@sC{0z>q5JdHsJ#->pCBt3pHNy375fhuv|O3saJ4m$`StHE_`Ng}Ss z60PO8gwuqYp)I6;d^akB#tB#kA#doy+GY=lh3Tn}`EBA+0Djfnj=C z&VfDq=H49~Bly?W;=k?r`|s@?D39DMC;iKo7pf5RCDwK{)wD^;;>NV7@3=jWiZ~#$+G*f;PZK`~HMM%;!U&8W3#1`t=@~!Dq;geGu zw$L@o0051<-P;X{YDAE}7|9){4(&0A5)5)A^ngvc^6qg*F=c*LIx+Y!40H_cA_MR( z;s!dka1m$s5}uVB2dqPt==*-d>Ju6rLx!xj$4iDGHV*+Rl8*NXX@a#X()87Jl7JM3 z2*XvS2U^G()d+O*tGiLr#;cm!Qwj0J`TfvS$+tDfg<$!c`xGZnfuB=oH-|x0J=w!? zfu)ZkGMtop(2IT%T4-o<5LoRYox^d(E;@*xec&|kBb3_`~3EH+1NrQz)4vsT{!cYJJ00004 zIaj61L`d5?L$^LlLZ;A_(Yk^`@z?5EMw^U; zlj8qG%jIYoauCN)o;x5enKEN&+xJS@{mu5l-DGM0jLshcC8ca*eC>-t3n4wlMf=s{*8%^4xz(Vg7xn@1@hnQr%1$#NkdKF^;q*L}x6QXKMwsQ1XSw=hA~%@h-AM^LDae5;*Cm~`&yC|IsS@xanCMY#8J|f zjjNHpFd?@5vD$#12Q6tnyO~n_^Kpl)lo&)$jJIRT{{H-wG!Kiv^8c??v5)zye=0>ON^rA z@b`Wv%kL99eCoff|G`v*kBXF?d=q5Dv9Tu>jwf){F47N69;TmxXKbQsd+3+>e2|wT zwR#6PUkDJ|IAzq^$yIo54x)o;Ih@bPAMZuZ0zMcM-^(WF)6b zX<3r2H*%f`v3wEPnGDioYwszA0W!b7DDHe7Tdlpcq>uP3Yl|X8$EZ9~wc=GZaBFx{ z_;8s^Uws{cy@x}&0j~6J&~SE0%*nMpZ}Ty(SFNM|7uHsZ?6??Hu`1Z{QDr_zd`w)7 zvAF(Ws}Z+xcMstksDI+pjZ4zIRKwZZ@dW6i*X5cIpe^@~iJT!k2& znY^DleXIoYGCOn~Z-ERlDVxXV^m26qFV^D$MX#tsO9F6Vu}q?V;CLlV&6iwb@^~A7 zX>S4JK##8S5xQxvzQNac$c{AVk-&1^l{&b0iIp+4xRVu9$jrEhDja>q!08896E-qX$2gL`lX6va&_=pU0fB>Jx zkrj40Ia;9wtZs+ovv=$15q~mlHp=eXQ1d%4xtuleQ~e!&VE`BgZbDLvaZbRi|Kn*nmEBiHfg!EW6Mz z`l+eSPv;cW`a60uP2NV%U$mypk(EM#C1cosx-EbO+0<9U2+SMkKpO_Z5IRLsccIo< z9`u?!w}4uzkOli&4S?)r3#gQl^`;~5ZPSNxiY3WD>-a~P@rV=#leY*m@Y}`YgWU>E z2(Uk1#UA$$i$~jMi6|&(Phb}AyV^d`GtoB0wzlpS{d%j+W7aUW{+PK*v4rs9iUhY$ z*gybaxiB}m-x$oZQbSMRs8x=YdsE{H0lRG8wRH-6tN=F?=W{2*2q0UyLA?wC6Sm!J zywFF{?%WGIOtMv53*n=s)f4})yY+ls+nCC=CyJ2Ai z3A@jSh!9l$5)Z{RK-tN0*8NNvRyaFvJPFwAmK@T1WQ*wF%m{uR;Ew2n%~hQ2_I?&6 zfb8l^7yZa_zCX4z%g^a3g2$b>F?yYQ51Wr`Y}K>xifT};&E!LMuuzAS->ZNi$wMvHkx;c&$){3H_TH6xL@NLpP!u%)c}y zJ>Areq`^_I4L-bQ;Z+Q2_IMLJ(y=RILz*km&?5tJVh^225Y;K#zaFe5!JMD~7qpx| zNyjXYFs-D2!cI;@ zmyr!R=Nv1jbE72QBnp}Kkr70QOu_w9iOvN#z>ReKVNDqH>e95vf6Mt-KSp~+j|F$_ z7<)0V2|Gq`t3EX-0A&WBsD+`ceFn^&t<+~Hv}aM+4z$;F??GUV z0mgi%9x?(Mfzw~f`6S%Kc#`Js=Yr_h<5SRU0m~K5RA%Ag`K}S%0l8YK6>%A)!+DzTX6nw zD-rtKxX5oyuJ>iSKA1s}D&4>JN~I3!3ci{&u>`5M;^mIC{d0bt*xO5rdC+vNDM*8nKrJ=-< z6W~=Y91(!2rLOJ=oJ;_5A-X>iK(^HF4R5ZkZ*T;*7+M5cUbjUxBE*sZ3HenPcY>6`CN|+Onyp`Z-Iakk@d;0UGp?D(Um4bshzGE$2?A({xEX&XC8*s8 zHr>PGdwElNyqL13k?DNOh?5pA`!aNqpQwD;~^zFQ$89i)QLIt`ce~X1(A!R*6w1s`~ZUa2s&;V04JTK zB2Dh!H3p*A2Yzp$z@PD0v9E%)dHkn^OK@hHiWa57sdIY$br-sf_2@o)rESp4TgDoy z`WkFY?+Vcd)xq-hdYb-J5KiRt%L7K{Xv1F9kn2k4s{Ih(avuR{`8pSCuk8E43tcb( zf$vgqsU-~ghaG2`gez$LlJ32y6U2@ZB%9Mj!eU5!omciKUP$#{niB)8K1YRJr;w1( z{svj-Q&r6$N~6F1mW_5q)ljX`IE-(jB&4FrEzhmHdf?p{POM-jO* z9>oQP$La|VbX!D)V!$X^H76US6U!9{@BJUhfLaq!0PwzVtel&&R7ky5PMkgVgNZ|GtFy))$ zIWWv@X;>&n<6MA0fIDrLXq)5-CNBvxBc+Rg4Q2_(CQ-gEwA;poOFa>4m>Ff)aYf$) zgi~Om#=d=qHYBd$wMkb18t6{b%>YOz+$aS%SGee0y;bAF=2O1XfOPrtbq8vcJALCf%;-}-|)Tg>wyKwhSgIVJ3oD_B>I5fGpY0r(8e)Uvj)1`p7d(`3j!}VYIBiyRm8}^=z6U zo7U${vQ=AQz&u2pAz5Zg3cz$v06wjk)zg-8Jp)R^Ivy?SM}T?^1oG-Z+l%1YGSCL$ zotI76B5b+QFsautr)e(FhaC!j9l%4lY{WmxQ)$%^;1e|ksl)D4t9KR$hvQR>02zSf zC~qb-%^A16F%5?Jgh%G&K)?vw0V_n4DRJB|tVH;Ry*d47-eiXj<>9)Cr)`b*U0Ke+ z002QfA=xQzA>RkEY6+Bg#8e1J;Z{0s!)Q$jl<)uPUo2*~BK1ju;0=bUTfw_#FR}cX z02qf2cdQ{_xfGISI;Y0f(f#M+FQ)@I_y8hNtBr#KP7D;300-?l!??2McfD(_R9uU< zeLIm7oSwLmffL~7Pq`VDa_5F z9|-|iof_Vpm4*DNUXs*Fy0>ru0ocYVYXzO)r_0d$Y@o{Eas*J%IBbc%R~4amX7DLc zZhh#DJ!RTb#jpezSYN#J>~DI0F`7iC$}rGhKBvp=t}>yWaNz2uy0Cb=}WmDk6J4@d8oJZwuEhLOp%MejT!sf*c;~bVG9h8UW!FLzZ&Xa6$c|YJ!Zr%il5x_yOUUnATx+t> zHkTVPJsSC32fH%)tBV`-l7mxYHFBC(6_gqP00W9Z*2G-A8u!3PQnkxm90LNr^-7wh z1<@I&Bv2lv-fz6BK5q~OyFgK3)*k+1-`E3t#0Xux(|DR;cS!vF!ds6|3I5^Nx)4J# zqksTsOxiQO>s@m8j;|*)a|fVE&%eVE zdIt#ai@h+8z??Mf{|y6%B{M``J9otj6wb`v*JjWwE4`ziW8X+UU+U4GYS1PW_4Y;Q zPJY~7STcJc=0pHFK88a?g4LP!6loqc&hKbVfy=!lSO5!AXQ%)Gm^7tJ0@wy0dVVpR zOWrr2+mwjCsr)WC-n#g=RlFOHSefk5-9spYMOCHLJ zvE#1q z$<3)NHK1Og@evn%lcFRxDOW8>Us;L>000n}F@@kMT;8tZA)P9l(ce#C?9-(B7@E+- z>qC|h6bln2)&$nS#k-TwDM#gtN>lA~Y;x_4VM-vG7$Ug*di^W6fe74$OKjFD5B}yb zO<^)fv0iG5hB{^qs5xv|S`ylLx@5!1vA?GGXT__iPLnR}7OyuwvRP&`dV3uk89b~k z@#&i|vniz&wx9q2u0|$+JR;fmacYe>^gOTg1JHw8rZ@VpBmK=85b1p4V{?4}MG%Oh zL?y2aDX%020G)I>c@WdCKCSVZ(rq>O{z&y-niByUO9kXZPQ5Zg;ypE5fEQvt#~41h zj15m~ovv81=AW4JYZC-!6lEa;_>H1UF|!2&^uzCM69||IXdnUgRRQ{GT^hF_4ofrD zZ$FF?1ksilasx(4fHyUS2Iv0)qs7l`H^+3t%4+~W$n5{Xh9;Al!jKHI-LJ_3TdluJ z!sVOJR4*^1dJ;M<>;0GjAo}a4cDaqpoj@X@jF;}X4>>)ceii!qMp2zpf8wI^nIN@L_) zU8450z?d$)9e8SM&OWjGxKE7y^O%J&(IROh$svZ{XSNM6TC1AVci%GS5PqVNx`= z)Ai>DVe?#?>~mJgzlH`>f+(;G77a*pVs5e8RUQl~&CKc&g_c{1O{Fgs8B88J&pR2``bwvSv8C)hrN+khktw#X2*+j%3q}$my3m4f0W#Av zxlLSUsjMvaXVj*cK-a(Ksr2*fzC=YKonL&M4NxUxTV94~NUno2;_awM#Ud*xEyDsG8yl!$8wK3qkAI7lkjtd&?D+Po)PEXrOc%0?qj4 zGmhg(VivMnV{B=B=#eDa?egv1Tgv(;fB#RR^VlbvON6Q=e|?ZzWG9dC7gK}Zi!=9ZWk=^6La`vt?Vg2qY zx6;HI>^P4C0zhNz1jd7r3kc?sa za*`{rd#HatA?aDk5B}szy%=lf^cxx04J76e=AW)DKo@tCR=b$Whx?lB33Po0H{pID zeS5g+9Y0*lq?iCaHcN)daM>;%Srtq7`qU9Ku=!zS1`=6B)I1?!>iM6c5S-Geerc2p zCwIQZ@rLL??4qd)NHW3D=yW<7*M~p;<6&pR15AK{BRUOFYpJF0n@7&?9o;J*7KS=_ z&63Fi;1qkmukM1luhI7%ua$J>^*S+=1?t`D)Y=rfXzLbImQZ-G?l7r9bDkhMAn$hGQd>E>EL+zeLk|nfyekcwGf(p zV+gc|hMo6Aq0s0k9CSTD-cplM>vUIhHfZ%$xgp`vxk;T8B4C}x<%Kf8xnN$s*Tlco ztC=8%N7(%*nI0&zZ5x%-7|vhkG$)g)W+eQ-0vY}rwn*Z9G1rngFWy2k;)RDZd5MI?5PP+>+MI9-FxOyqIOY=lZt- zbQ2{v2m}YEFJmyX<`=CXe;Gld-=2u$Z&{g%hAYrD7(br;XAIc|?1vxL33U`_SR_!G0sxr(Y_+ioHj^<!Q2>=9;eq&$c~7xAo<6f(PjVu!yk5d zvuY9Vh?=hDd_yP{05d}-Qa{V7MO;ww_Q#HJbPsMz>V3y-0!H3~`#;0U4(s zK%{XT?K_x%{00*KD)OZgqXDXlsVo*T#Eu%91L7rZdd9h&a zx&3P#qLBJQO>i0Zg+P0>E6O*Pt32OJ0un$~=z5GndZ5q+v?3@D%|l&I09376FbYYO zR^VhvRp?SUMMNWb9fTcV7*z|u3N{IP2owYygMUMhLkgjH;YPtPK>~n-kZaZkxMo5@-15|z}H-&0!? zH2d7f>r2yo?REN>kdI%mE--syO;^I&RVP&RjWx5@8|fnmNsD8w&$2B$Vb{?{bXnk= z!vn=FX|b#GK9tIZQ5I6OEL*oJ3CZ32y?={@x?~ZD@sSWou6hc_MzK?ophcFY>4!uu zwAC*aRQO<(9f)Ep`kGZZjlbj@9iUVnRm741`rVd>s7>JP4_f{8Ympd*ah88OMZTf#snlg z#i?sU{>Y0yj?*oZ*=QLZVSqxcXY4sPa00I=C0088?P*cVLFXE-R)G_$=T262WRCd;jQQ3%M67+Y6z?fUb)~2l+Ao_z(=Kl6a%~_zbN1| zwc%(L=mY|{)9ss?_(QW($=eMezqdIpUPC=!cd8&Yd;CKE``IQj5&N2GES-YvaR0Xj zWN00U3~=g4d+Ez4=5_*_a-DInDd2?*Q62VrDfes#skZ+xBhJDV+om@ZS64;2SMyr& zPk19Ai|aAEH7_oQcIU4k*5ia6S!Z8XZ#}~(jf3>R-6#rjPjft>`dUT1M8iEY8vC7$ zX)^hxZ<}sn|LPdJ^J=^SHY; ztxyu){I4rgEtHtwp`NhHLxctSfe=tmJ1(s7U3Orw4y8R$Y-FEwJSL~8LTQ95V=xm@A57O_$_J>oP z5)Lm}tfZ=00cr%*z;Em|HlLcE#knT=mFGN2y9Hjhk8A<)mq1~k39XxAKv_X8m`Um zm+l1Nl8KPZIob%2E8sHq-BpTs$5h9t(l6Xp(6FZmti(E)wfed!7m#h2AVKAV+yJlW z@p9$D#NV57%p9q{sw)RMZ1vs2A9;&2O5`sl+D3o=8s7nMhx{c*MmDl_(Fvsi8ZTi(z>_OUEa zO0fRp6$_4wPvrh2v@$NkCsSfAx3|MUZ<(tnfEtAe;+gyYEr=cCfoAJKP*40J@Lq-t z5N)~JUxmQem?rI_*C==X_(t1S8+#W}99^|*y?6rLS45osNP$rJZYohQh$C;7mzpQt z%sSZg_S|z(Qdy;~w*Y#puhE8!XKs3XOqg4fclp&Ek*LQ4r*aPW zy?Tg26j#MJY3LINp9dye+j=G=CjAYSOSxVgNXwgPU|oc3%I9ZKs@p>9Tf|Fjm1KE@ z86vUMi=AcGF}_fytf`Z_RJZkF->c#M=?4JmAg1k{RELSRAe)v+gi$!5Jqu6RBALx} z0wlQx#OCos#Jw$b?&Sb9%2M7E6L43UYmfU!Focgy2#dGBZ*knN?};^NC4n6hha74a zpR~kfik5E&5kO18p$KA93E>B&H&{VC7cS`ORyQ0B1!Zg7$twO55Kl>pP zeC9f&=0ZFgAR;z^uc#2md)B(;?HyinCm9JT(wT7P<{#id zjgG=<3)4e6s4E|-$#jvPk=kiBzczVK@E2TjefR8{u8?M5JI+Gfd{^ogw9E^x(i$! zF z4lkoXmSON5nj$(0HxcOCi>ADG+l7>6@6D&dq{X|OALm>FmZIb<`*3Mk^vlg0(b)-W zXlAwj=KkUucXb*mBvfd^wW&6o*ULyc?AqXQ)WUJkg?i`w{PD{rfzzq-s_IdA#2T0M z_LOXNe+8JGY^Cs~vvMSDc|qVa@m-O|J_}ilGf2YP zyu;=HQ}dc8t<6^2;hAy@`$7hD9M{AmhQojcc%fLyL+^NzSPn@^VCp58I#y*Q-cy>Lv02iD2!AHUI z2HZPwzE%Svw(MvyM^Yb-0t|rpbo8XOU0TSJoDqowrWXhJCEXigs@TuXpc|bLo|dMn z!t)oqKRKG=$7ajSs$a5p+CX^@CpXP_vY3V31XroNo0ea{9w5E8YiTVfLPUUD1*LQP zv?GD05`UQo$Din&cwlJ{P8#kl&!iUVf6|ir`~%lcr;-&}N27#Azk?31 z*WvY%*6%9;VUJa2^-xJ=5|w_!_o4jF`(IST?3~?jP4IxjQN;rD0he9u{?e{N>WB9!Ky|L3r{IG|tr8k#M*7MpU%zTto=Tv( zN61d=;~GfUUP_D&Za!!x=VVHiv_s}{2$BXspr{@VaHuDeNzWc)BtOpiGl~3dCQja zDdaSOhd=lqtm01_V1hX4y#o*5oC=J4?3C>q`0~mzrrp?IWt&>3d+tbi2xJd<%xZr( zX$M-))SqYZL@O?OXYx!~?5w7BOH9aeFz2Qd+ZnfDAO>n{L?p#Fs>k_+t^6H!nM7p$ za}A?f9%EX$6jiWt!<-}eHRwyS12U`r{i=kmASBZ;{XJ`SKE^Hw%x8odMmfWaH(yB7 zYO6U!5|l}4H}4ClNRwG40l#jLNZor-$z6|@Cs@vs(z@_}qnZqk9}oz1(S5@_A@TtY z3|((8FJb-8a?Kt7{%8|ZfV_^1(chnV`IBb(%5#)bU;w+zBOXmHaAJL+5>Re=$|_-4 zEfAO;ujMEBDmY#!(dZ zyjIOa_P=1oV$HeqXyN@O!zYU>&9%Ai<(mlfQr?}FP!ct*W2k8!ucpof_gI#P2@wrW zv-@W{Gc{T71w-e7M8Z2JQ>)(Lm9x?ZdKn@il$b9ljqwaAU0KNIviRTUw?SSMtEThQ zIXe#4=9CxC4B&bh(7O#)g5(Yom7$5cmA29YN-7w1nTMax8eWl%EJd10ea9T35W=7X z)3}3wNF4w;Bn8EQt2Lc%fP5dqP*3putiBtzb;GI5J^E=&|4HUb3V~^W3LK*6yN3Tt zu>zh!C)@~eZ+L#IjX}9CgQ0~x^Pf!x#0?~{B$r3=}%~lI6?2hal7}eEir(X$3K)~&E+Yq^=M#`Ix6}1-}y~G5;NlX z@*R~+k{Fnbh^T{>;WYSRIK|tJEPrjN$Q5Uzs4uqOa&B8#?J3P>TxW+|`VWWd@iLay zOe$2LsvMV%5BWpCajAy`P^>h@ve&Q zMag(W<8|%rGNxRbE0D@DhAl7n<3_C;&r&DV2DAViQg9!}^{Ezl6~|SA@~K6ES}v<3 z*k1Y`*Mg{V!ybR=F~Aux#Rwvsy8x z=SCH&D8l#)(oAzhqqxW`>Ad)dZ4 z-|`y5cJ#CLGpWK#xu*|k5>r$-Zf>cFn}gjhwP2|>;hbvu1cB5GBq5BAjpSh6<^7D( z`KD?W0b`x##7d%q)S?s~{pZyc22T-0O~eE>RHRt#68+Y{3apNc+1uH@@Cu&(@$8gh zephORN|qD~SyCuuL7|W(>%=o_#IH9)eDzk~nZO^AOGK-MSzvE%tqjaT@Pk$pWYQGq z_nR~DL;O|`49GPw8yJ96rMfE+8+}&-VFgYYf+vExGKmR{65sY~1FV?BHNa3ljERH_ zdK}jPeTv{cVCkt~j-e8Dj?06AcxWS7#n`Yj&}InmQZQ!+u>-EVGNu9cEhq#QSVBcu zj!Q2Yw*x~d1%V%SSs;bM2Vcos&f<556b26!NV)g)=HV+~p`|0NzzON7l0a|;5Fv$4 zfIOtUEITSaKq@`De};1Rlbd3n-7A!>wHo~HovA}#hqX#pb@^`*%dvt&OTm;<@Sbh! zE@p)39HWg`^@wr&py!V6KHs*4iS76<0|UWMs-$H?-7A?VS4LqDPmdgK0D=AdjUdF zLo>}Fo7tOV)#qo8gM}_dHeuDR;|#Dpp(UF`RLpiGMJTM}MOu2*N@4HV!jy(NZc@-I zDN`*HJ{(6X$;zVWW#c_yAHrim@}qA8p>k#7*^5e1=A>N-)j!6eR{LqgH%Rk^m^{~F z@X>pKujfoqzAVhIFns&c61-y>Hl(n0kwbtRF>YvZo-oh?p$_3w7{E+krAU%yzhn~j zu_&V531IJ)Cr z$bMcBSXmH(OhMXcC^THe_owLm_+rN;YVm;r)fe=2x&~T1s=pQ>-}8 zV4z*lJ2j%!{!16ikZ?RYGs^(WLrJ+%c^`>ZS;$}ss#q&fxPg8%V|G%wO6Mnij4C3p z+Q~Lw-yr74`z!+OVe{~pmIZ_!;w+I}zgE1OqWF3RR;ml`%-2c~7}pPda{3e_k%f&- z!z;4d@dh6u+10ldT#$FSLiu_iGlhGQ$miG^%ASq_YE_^P)> zuHDPVq)+xnAEpp{&l)jX-r`g?s7_0xc;F)h?V}dPuWfRj#)3y*H1vYh1gogR!iGNt zIS~S^H{O`>coWSZV@4wMeuT$ckE^_GiS|d$TV1%8`U0PtnY!P;cfeR7lD)szU)?F( zpyoPQ0v+6c37`CQZ?P=Q=cSg>{|wJo>0}CnmG+iro9Y*@Lb+aU)w)x zUci0e;*yv44f-Vs>CM~^7fT`T>Vz%Eev@4z0?!AGEZL`b2aIUw#0m4YLKsHVARxrJ z7ZqAT0eepVOXoLzV~}7R6B7s^#{8VGT^i;ou|V09XolvOO3hZrC~O^DI&GZ1G)g+Q zkbavEXZlIuQok+1t7r8p$*G%W`6h0m9WnI%M+HpCv8!6Al?OPt?c|jkDV6ITVrGy? z?dcr8z~D&`@(eRrYb|grqA4~YHGYnd&Uq7^r54G^;jhmL_7LqjLSl3NTI?hJd$yaU za@aj~Oh6MOiNL1(b!nVg=G;Ucwh{k_J4I;O6R~%)NoMzYUObttqgf`|_Kt*+BCDmn zI4p%v6j+_T!uhk)KZLL8zlaOk8`&C~GGhXY?`osT90W1jN3(U4YL{d0q45Wf+hW)MXuS3ZfXa>kDR28KJ zdiRd((3m21;8CM5m9)w~0`n)9;Tm54>WP~6pp@dK-sk8d^LR8j)%B?o(c;>L)Y{RB zo|QY;@mNg#tyIWmhtnKXd`96Lz*I6|8Gh<2{eflxKg;)!)bYXt%CLB=?gnI{GzVjV zTwW&zmbw(3{o@G#b9{>PQ8VV)jc~K zV$n{@l}o%+C+tuLPjIc;D+#N#Lc4)Xi|C<(F+Kp~`6WmO?)MtyUuCAVn>i&10B%x$ z57S5q8@$2dU32bqX}orfq!TaOc8sjm}7SjtHG(R?In%9*i<_q*hV z^od>szqHSLO~z&*qryZZ6=;hON_cB4YRb|B$K>AvaO%a(n2xY?Z)Jvk(ouebo5fBL zsKY-mGYUU7?@# z)$}(FQBryRs6h-Mt| zo_jB2hBS0*hY?lz`+TN}z%*FS`Na&3?>yAQjAkqVsBTJ(vt)JIt?Jn(Ao5^e0}C5V z6DhYeMu|~%Ye==xJ}w$E<#L#;g=lZmXC%xwj$~q0$&jYIySTdvQ-tp74!k(!kCT?YJ=p);xrzlrNXlhw& zZww8vOvxYqHK8w^{hON4PIW%|8A&>E@o9Bcx@AO0R6{_O(R|G+jr$3$#J=|}k5CyS zlIwQ^?m@&@5|1m(xok-RInYg@2^h2(-RFmx%;6Fr^#H41>JGwU4sIre>s_ZfNB6`YyhB&JPiB zW29?h7Eo%ix6}SGRXXf%XZjv(?Vw+dg$FSErO@QaUL|3aCWr1y^z5izn#u+zK14iY z6m=rqsfwxEzAAefMO`sE8K$QsMBKV8YV^2&1$0?AZMzI9op}E(q{OVA^2&fgls`k( zNy0v5M8{qHVUDvg4qdh}qUs9}0}>KM)FIEAuZWF~lwBR{Sk%aUSufOg9Iy30c?A}Kfp=j%e)dE0gUmv7UByzI(et!Gc=F%`TV6!IZ zbx$&Nho_<)V#7b{q6Gw#!4YhzBf|gU) z+aDS3*tZ{Yc|Y`zXpk92=LYmO>c&Xj%)vNUdFJ#0Q75RGA`~e&_XN*o?XaX_mejKo z)^I{$$ZtgVhxx#)o{B>mkc5OhE`GugsuU{F~W_O6p0)UTej#89Hrp=PxF zi{kV#LGQrK_3&_}`B4Ruexx6r>+QVwt$Vt9E{TZ22dMoh%{q!729tS|vhm_TW7LZ=v;0O*8=;}y+9iQZGWEoXwI9%`?}v%ZK7-Vx-0 z33crWgyAoY6Du(Afcn~u*o?y1O0^qSHXLucn*4S)BS9O(-tOI?oIe<-9(o1p`2;y* zpTUCGcSMg*L_$8f6hYkrI8ovhpU5*d(l|pxFR`~(b>70Qn*eeaIZHbGYw&sUuR?-( zmpb#RA^%|a^CfS@GiSw26EHl3rRDo69a%3wP9T?btcv)bK3*7mto_kGQ~UC?`b}ki zt>2uewIvU<^R4;~uGzT|r8FCE3Du$cgp#XewaP>f2xC$P+mCz94*@RXbc+nlItnL> zf_x-??)4SJzAcAnXJ;lOK%?N4pV2IrCPuZFAvkqm>2ES<35J550amP3N~p6`>cnc* zMk7h5sCKgfPIyMgBnb$_GLe0(jZERY;=QEaQo@VSQ9izC6CO8`ob-yndNA}vim&vn zMW_)5qE4g(I1W)0-poGouHsG!`sk5viEnoPa86?=7>m8!hJKDlpqI8cpPY41N(j}; zbF_c7*??#PaO+>W2-2CmlcHm8&VC8>=TZXt6k^6D8+{SZbjNNS9+xFlejA$@x!CbI zIdZAL_Xxo6VRN;|H5R#tARWW>eAKMbs{rSY8-HZj(8-K21`ypOEq?GX_uRYLC zVbfeVv6iwO$E{C)wZx@kHjDPjQN+f|)?eAz&@EHlu#6)={E;`Sqy;hu4KLoW^w<+| zF*rjbfp>gmZ)cdz?0>7UOl&QcIGhaXBT7c{E=K2hz4)TsU+P@o2_sdP_jGGNTnlC~ zw1*$#-86f2xEUTIt}GlVwjnS%J((0^@~-cX5T__y?V(xkDGXg)L>2i=oh@NTSTmY7 zTZ?zrAo|JVdEP*|N3al{Axr#-GZ;AuF~3ET*Yp_f&-;F`qQjuyt}wW4<@$R@v5e%1_o*Ll>;PSU_0kj*hdY7y$tKV2fFuA}L<;x+7 zdcV$~o6bcmqL}ciz;c4~;f+1H@AAz%I#4qzq9(UM_OT|Wn9;kP@Xb@Z9tBLw8FBKz z$>jJ!8OG$RR5vZLUU=Xa<)=wO9?Qh)fBq;f4^;+_+2JB&ebjM=pmlw-_8pfd;*p_d8ZznW_B&@r)tGbVCi9TJ+umb$Gt%ShoI6Y;9+yrS#PVQ1oyrw=UpY}Y$D3uPers%dCS#7|Fs6j7?Ga!PFP2y z#Pif5R%6>-iBuQ@RCKi(oYRHlX_@2lc<>90!Yc3Sgtza;m>3f#7iJ+=bZ&K<3W@dY zO_Yoz^rt|0!DV50LOc9|YBPI-3F$%%R%>hF+nOG2kI+78gJFH2&mV*#tNI)IqT3aBnKO%IP52{%-G{_^tJ< zKeL1La5OX)E-oXQ)wqIN_XVYnV>K}ZcZ%NzhtTyhsQc{InDMk^s*6#f`cq136a5&y zNDLXZoiIMC2QZGXD|0M`xYEj=7$?!aOUNxMzR-lQ23L5ts_<=>{p&Me9qey!7AKM4 zwew4El6Wa)=q;1@se2k$v$11O*&nA><^E}o^AV7PiW06WjFs_gDkLSs)Wq-* z4?HBn#FB6tNcRmF^%WPca%+cOu1uL{Vp538Px zjRLv0yF@V-unJ6DCk93J@Q7o?U2Jns4vG@j^%?JIxQv4cbiV#Et$IQ*kibuU;+y5P4zxtjlEo5z^i*_BwwH(h7zW%Lv1 zHlQh$xU^t$X@LgFP*Q2<&wBXux#{olo+)R(2nY+d;_x{Jp@Vio_TndO5RDfqTTz4O za-=^6M9PLk!eC}w1-o;zX6j*=InCLV|4WfiX=W+`I57d!Q#&0qta@NQ;y7WrP0rTa zs{jV2n>0yIk%BJNP}}Sy1=K1*)Vf~sL^O!&rG9Ofw<}}8W>Ah-cd2SvvUyYxfHcm* z_Uxv%I*l!Bc(hUw*TW4_ z`nsQ0{svk(aL(&HjF_yg+ITc)kx{?%h{{;>vq`@xi@={djAl>_wS#zW6f9hs({^m; z0n+!|;wZ*rAap!9NR!nR1o1^9y;?w_3{%N)WTv9bG#Kk*7%Cp6J!At$b+)v)NQl~g zT)6qX$M158Y0emKA{XtZ>Zzlvb>RbV`S-6wh~&9L)Kj*#Fjf?Oju7i36D-w{8CU zo!!3O*qR|YeJewya}j{2^`!^hmfE02*z(+{;Ury;L4|fXO?L^$XePb*Kz)-OAb#|Z z?EN~*xzPttazhO_o*_`yPnQTB((K7vp(Yc2^TAfIW{foM0jT?@Rs;a(kteon*g#q7 zufe?Jjh!*9HxLjkLKa%|L?Fqyt{T1)G~Z7gI?j&Gp{!1EAqSLL&4&T54Eid=5|zGc z1-3_|3>kbdSH`19Bi=!7EycRQEkhD~+GT@Wk;avyBTaPsZ8U_1aghgg-wO%Z+3SSLwtMj&dQD+dm*^F)28k|^Pv zKM{n`vD&1MnGl_s1cfIfuWpk)zFfbSZDJI&ji&D);!Y`TmO?PG{)vmu#$bU%0a9c2 zKlbd`O7^XNe&jtv1i-<~A=%xr*?%%RXxF4P2T^Vej#hmX5+G54)(8vnq?)Yvq@Yb` zriY;qiiOVg?i~3Gazge%5Rk0xcl!imrXQnJeOUs`=-z+hA#u+qc&8(M!I^Y)^nJ)N zONZQ;c4qj_yq@|SqXQXN8TI>#3isT02V;qULSHZ6STZ1m?AfTVAf9pbF(OI~*4C(Y zDeJ7m$$nigxUVm9Rn8pYFY_huH(h)zm3n^vm_X|?CaeJSch{xegP(79iG`r$mgM;S zCfK%xM=6Ba9igCUpgt83$!gww$Wm!KNDJFz#oL?*7_yg8k7mgFJv^TThHH2ce?u=e z=9DVlHBwgeLN*8*mVSJlv#)FGaAg|#U?4_xX|6ZqeN24hs*o6_X1DqpVMj&j3v$vl z(KUvLV&ng<_wEmd_2Oy#Gu+40Cv2vLmt8v&sf_G(>^6@kHnS;Mw%<;5y zl{z`WRJQH+bI6D+1axR6NN_rqqykn^w$qCt&@N{9-SKKFBbXUo^4>&CC~uF`>mqg$ z`_KuhjzYC&;c6#q6{`m^RsR`D6vRps9wOD=!TLs1n2H+yUmW5bE;xZk3foaYI}2>(RG=g_LQG9Wb&HXh;-@PiCFDa^gf7XbF6fAOH6s*ep^GHs^bSiM{RdamC%i@v3qYLAG1KGVl zu?on#h)0@awKjKI7a*)d^L<}qGDF?*`jB2I+2>@7v}x^4u=|-;EMR5=M7kQu@fEHY ze_wmZbfqIG!{q~Q5{*15ch?!FyqQgc#ZRk5ssDbT0_EkjL%`HXV5!pelIM2E0_=;| zB_=ho3x|+BIizhni9GA;DI9Lju;5XZ($q!>K?|lj9?44vLEK?S$oo87MvlgF243H;`~)tj9p^e4Z7Wd|J+7`MZ)h4vOtAnG8A;)uMD@v8Kvq3TUp{J1=tE51h?0(nKYomrf99MaI z4HNy=d~A>nW9C+3q~8(KzPaZZO;d8tabEB_@+tE)l@8ZPF(f!xEepKo{ciFp`8Xg{ z$DckR7T$+)3<(e}{Ub90TS6w>kEUo%2Y|3q0$fz@TF7t92WbqP8wo@bINx^w#RSTr ziNXXz>1m>nfZ}$TD2yYN948712yUkRKRBLa*uYWz{!g4|*keuW(vm7cH{WEXUm35a zMy2i3v(K&geyejvskZ|qcL0bSgGLy~?SgwKQSZ(Ec(5j!9=xqwF4ig#=+{A578pY6 zZbd3(pzf4>l1O>mTFdjV0u@@Er5-2$CS!at7uFFvq!glljgqe9AIqU;%v zB>lho-J&C1?wyuZDmu}4(UAy`BE9A%%l2_eKKiHM;&R}k!gvG-!+${(68l>rB@rop z^7LD!_=eEeo)2-B{h?gwLO|K%bTTHv<$9sqJFb)dFbbsGa#!j#t&VawRut=;9#_%h z)}LLx>xuD06vTjB_u>A1E7_rn4&xM-ggZzHf---9n~edxc-@@%_Iv&gU|$UuL1!Oa zruCSdf!;=!x+tg#;kvTp>oG}{9EG?+(bt5%or5mH4ZE~|=L;3M&e%RY`?FF7jERh0 zR_>94FUUMU-gXqvbBIA3Th?0;n*Y>^+j4s^hh45zqgautjqroJvT18+nr55cgoseb zh|n+~C5E}SW|v#SlyNMkmhIftR{}mNTi!sL=^#I7S7$S0M1M!gAy9Oh!x zfQ5Ps$++|JX7Tl4CrGpgIFb(5#%$!Ev|rEeGb7%@k7*6nBM;)zZ3+3}5}gCZ#roz+ zw$P0zavrY4X~sbGC)`w+^BDB^LBn_aV~R4ol|b#IIU6p}co_>_xU+S^9Lw8_NS>=Jr{IN}7UJ{`X_1w(MD;`Izcz_4d!))!QXeKBswoEE+q+FrH zEzyrEnUxW&QA3-!2YVx(b1P(VS#eA`+Fxq5*lkuAqQ@PTxJgEGTGM7ua+o6}&Jd%} zI;i7+GJMfRf%i+B6IX(*=pM6LKZEg_kWhL3!T|-Bz^Z8~XY3r@wjP?}Rz7{wM6I}h z24~DMsb$K*Y}Al=Q$vT+l5}y=rb0M=v8Dlv{PpMQD9yl6bhH+EjmK2Hbd0+|WWNwP zLD*8zYo!}#jhXk?6d#451< zGp@4RF=U`U)7ONc>O_T=J_s}h5tNKXD_I?0qfOPI6#`E;ZPk}7wkv)_IyQ>kYlB>F5x=Uo zQ`wiQT#rJ6KOr2-XYG*=y$%++v7l&*JMk>-r4?d3=Z>2>>|@z(>6XPRF{Tv4`fvzZ zjy8D&Ng+;HOfen175*^DnRM#{Q@v;4A!Zb7ENW-U#&WOfRKMg$JQ6!usXYe=z}cnN zX%G-J;V|_6)VRKcXC|85dbJC9lsJo;W3kS_ZR&XDuFD^|Z9W$^y(~3hD7`*yPnCxKlG@(Ac zHDRCLtz*3fU;G8}fvm$xFtqT6W(FR_umqWD6g<4-ZQDAxzc{&Ujl2VW`5qKoVhRdG zjO#FIxh+cWMNXz~mQK$OBJ*)0_dY`PjGQvl5hP<)C$rzd+2L~0=4ZX5m7Y{013DFx z%159!8;258Rhz#7m#|+K2KSzypkMafsbJRe=@KhZC9081+;)1n^*}&?7V4m%NL{ zm*m6-T(eqRuaoVgCjI5Ln<`rpkwRVUOCAl26s@iw0k%_*0+&crtNjra&|-b!ArqiA zlLA0@QPP?i$2~qDHJRnBB82*;n|58jU?Av}#ck;WUj+#w( z$ObAOiEe7XyZJUipeHlPHKKWg168EtgLSn3%}-F{gzn6Q@q ztA>)oCzZ>G8({O)^9caLP#*yh)Z>>uZgcdT?>#Cc808C^Vo>v4{KKpj!})0LhOK7= z-f?I*)(Xd(e>%>-7BYoM3I;WZZd-aQb#w~PI|c4v__e0Ev27ydU7G_`)kG%u8umqW}AjvcqoP=l24P)d4C(6k1xA zDRo9=4!+^_qDeWp(2dinvG29&Ac(uUTWFZw$1sk zg%6It$$dsD2Y^^!_2`xr=eH5^1|8qVc1@QY+ItDXcY{{PxAY zV@lbpZo=;0{IE%Ln>w!`BcUrN5Q@yECCnkDJm~}=nUf!ST1o|Wvok-a{@D?04bW-p zcRF_QLZ*Nxcm%>P&4VjOT#BscyU7Yfs<-)6CJnYO9$Ej7Xw1Gr5!Bl-rEBp!+!B;O zzffJhUpWr=M73$yA|uPCl-QqU1VVqDhDA~WHgr)174T&soz3!Ca-vALsv~L9dPJ_b zJja-TQR-)Z%YCTzqN+xw6Dbj6!h0o~Z(sKGGTksDv88Vi(r0C3alKGcGA1|Q5H}a)=~hf|H$FtbSQQz1DH(OSQf$q*f|BZuoB>!(?z9jv-;+=!hjl0lLP}6$-H?ZHGZtVTN7m6;e1U3OqmvI)xun3U)UOWkD?>YOnvDrp zyPHKN**Ib(5I zTg&D6mXH;ktv#SyKg=G^vZE~W$bsCInd*wtAyny()uy*fuiE3BC?N(v4Q5UEY(zyi zJmhNv6lI8}iyAK%UJuSJ7^1nYBd(ROJuRl1FD#o~e-d8dwmZq;@RF9QLN0y?BJL}P zi9-x9AYH=Rp++bEE&!NM*6q2RFEdyqrV-Fmed66~kYPTW%4OBZ+V|baxgxqU<^sp+ zS@Drz|Jgvf^5pgz;{am^Q&u&5h5t|AqdN(uM60Y=1?6IK-hZ})>}`rt)7X?5X^fqu zV20D{SxeP2>9xw}#iDEQwqhgeDGy4ah4m^%wSJodt$qh}>rQQ+XnIWS2U=-tTzUf! zXUr?QwLUzo7K_`_)4~Rw=^E~9e2mcSVYyVQ0pVF1w#&P{&c$M9IaG)w z2o+T)4+T@%Jg@B`U#9jBGT3VCB4&FA?$@->$OhqdD7cu7SM8;h(+$AZq#)z%v9Pc0 z>_D_?XZv&t7w3(ZCe2Sh-N)>i1k)(y|M)FOR)#e0t&&BPPo>n8Pc5heX1)TZdIbxS z`f@0K=o01Q28vVR3G|h7gUB2T6t@2q}w+etlr@L{w9%?Qh{&KVO^P1nCe1s>H>wX^6#6`4DXS`3!%QWyn4F!2MvH&@SF72 zl%w_S#CgfIr7EHZUlpe!Z);}>Nze-z2>BSktVQqboHWJosX(3Y7;Cil*qh*e@XYaoEn#SSz36J* z&7zA%H;Zl>-7LCE^#6Xaf(JstWsR~M&a*UwM~-=72e_M<3@aNic-v0$E43W{k3C&^ z2Rb@^SILN*eawKa-9Mu`lGnajqw#@OLY8x{M+U>rOBmUrIObX2Cub4dzegt^9mJ~m z?eE%KgbxFIP-akv5j1hMxm>j>`-~o~zJyrASUqsiU;T+W$8w~rz*oY^BrV&eZRlSn zehp5Trfe)KJG0iHb-qh(Cuk(;bjY|ehhK>?>yXKw4Bs#5LVZsJ#fS?)>%985;j2&_ z<*JYiW9FykrN=yVTSIL-ve<#++|%?^#owdix!;(@-Sl*xCD|tbP%%^LsvV{7tfQ#% z54o%e-1s(;Ncs*%hF8vKHXQ_J3?4&^@hhQGdM!ay$tY7UzN@SE#yk7NCgt9c0eU<5WeNxw_^Xu6-^H-R>3C;x9)u#QxNFLr_!e?R#=Du3ATfZ-74v*V} z!~fc&^vbB9BeUcLfLWq#PR>s=&KzGAIc9sEEaixrT6HcoNBx6Z6EBB!@m!_56iLBD zmIyKtqXu1K(BE8%O8|994y&EjAwM8aw0UR^eUzg%s%?%MnR_1;^x>MKC#YOvOz?{x z-Lhuy=Y1{meiTnJ1h`?_9onI=y-N`aCyB9t`8Dpj?}^wI613)Nq068y(d3eK*FICY zZBaTn25|x~_VR}eieh~irMjFcI}#dXc%T@mRRhRh#<5tdIa>TnoWJpZxT>4sCbC+| z;q^)l`B3(CedcoJ@BCJ?tQ|=`4S)|xE&kJ`00=K=J6HB_57l!_c6LYA=*1pH`18|8 z!5*a0Ve~ElLG14UZ)VF`N)2H0hcIO`#QF8y!mfarEbw_;$OmYgKF~7wbq7~?ws4xA zH!qW9aB`2^)W9UD(N-?TeN(%uw;+qkXpsQlkMIgo=mqvlI_0o*Ch08BGobOt{u*_~ zjgxnnF>AwxT~WN2%XS>bw<(vbM~H%y5V&rCp)>7ldWI$YA%zWc$tRK#HLa({(#Ewe zvq;kaov!NU_r8NGtdBek$>x)VCh!&Uq)MYmb4&R)GXJQ^e;M6>#6+E~Z3fYj3EhUS zFWc8%biKAi=P{K({#%@1H{=o8A7?acYhwapK8EguH^-~tDicy2IzSwIhg=d{PW`Xz zYW+&_Oe~}Tzx=l8LHC0E7(VdcWDCQe2$SCkM}OfVcy1z^>PIrzN8ng z)?}-SfNuW`MQPz{>>X1lPkEi!Mau&1pR<%X>!W3X3@uoy-1MY{JF#OEfIc>dNcPOj zO`=NJ)<8WwaweHNY1gMTh0tlCHu}G~!$a~;Ne3J8C)_tmE)NB;D-dpJfJvRH(0A3T z|M%)(>Z*o%6WG-TAb`cAkb3E^hmEf-t$fjXulR))p7P7I{w*B=1aMY_*RFh>@C@jq zzLzU%xNhG_O@{8>Nc-mU?u6U0;Bs?-eqB{<@8INt8aGV!GA?K82&dY=gX-ZzmmgNV z-dEy+;EQ^*z}G0U6pT~PFr*e2!&Z{7z7~=O+d}YVLV!u35U(a_olCj6wN1K;z+T&? zB|;2`P(9q(jF4vsLEri(O5jK^x`=LMQ<8!3yOz-5^2CjB*P4DbQc~ZJn>qSyyCuJ( zY?{NyfHrcL^BTx9mlU5s9B60VA@+|K+VV-g9Q50wPJxPSnJD7(lv4XzZKz{8r{NcS z+qejIeXjZ?Gt05=WIl4PcZCvk(DO4&iV$s^Gl?p{ftlr-^;f;H`paH}__KrGZNGL< z$kI3V&s;}6Nc>j*_Y>iuPu?dcivBku>dm>dyrFF4gZ3GgMW*$t5vL5Kpt-$fPMZcM zk<+xWS6Frkz^?JG$RiqL*ZQl>BN}4Ya#QLN4Y6&#Epv~C*ty!7c|b$#TIb3d5X|NmLnNFNw79jVvKx#Vy`Ng+#X=eMXrcFKz8O9O3pgEJli?vweiLaG34!W;4uYvc zj8lU@lEde&lV6xQ2Z+*1Ro9T7_Wwh2Yja~ibN-`mAB>s%ka|K^RFy8E7Zr^{M`W8B zf$2q84B=_33(_;#_$I4`TaGEN5n@+BV@LW+^G9?9656v~gRR~`=s*&_4zEwl0e~D< zI~9>+=~(SH(IX6zaN#R!*Z7Xt?S>quOH>f=MaZ`$6NLrZ2Kd|^AJBefZVR@9=WpI} z>EtirbyiN*!OoZv7xLV8)~JB6h?n`l6F6)B8=hHsEvw$i?lR|q`>KYMWcG^fVCa{X&x0W_vWy6^~9%hoTsihL>X8}OW(L_{N4*IYDu>H1||7= z55WqSo&GptbtRD>MLixdYZwKr+9X`m*-V}5(@3FqGCDn*ayk&4nYs7@-BMah`wS<} zL+%7dhBADSo+MEp#8zqw!Pub?ZOv+w*0>KTe6fs^J=g2W1@;hNE$)7ZAx?QTWgB$#&&b&aF%&7Q^tuR5{N{|GLTY zU_4Vn9UVYGD)nkYbk};OEPaq%03%n3Z8R$jGSTdwM|e{#lHb@23jDG;3JtF(jlv=8 z9(}tQmk7s45@>62V^rikB$o*P*wA=lHVK%debH|Ckn9k7a3QK93}ur|pa9uShW`e0 zz&c0vRpj4j$*Ahb!$#pK+xVJP_}C(dD8n7J<%HCG0;<0Yc&wB=dKquG0rg_SD6_6! z`p}jqW#I58g*p_0gt%06tk_5Sy+m!A{P6)BP(nQQhh{yidu`he}ZZk)bBT;hoaKf^aOGd+X|_{3vlj6 zVcqX%0O5<@16GwhAE$3~EdNtZiqnwB8=9yxQ8lnFI~M|n90(-QR2_5tP%G+*f!g^b z#pNd4jC*mzBP{{~;m3D?C{VAL|U%U3eZBRH<*WjbvOA=*)j~-n=Tp6W|#ImG*89igB zPIML1Pfq^>AUoBpeRB%=#q=Y<-o-Xa)9r-X&fBY{8fRW*nDIy6iXL? z(@Fjwb$^Uj&`Fbs_!}mG2#{^@&mQg!dLMn9Rx_Ui)F5$@Xv5F=Mp$(RXI0A$HB|CH zui&B;cOL%A{Q1ETqrz51@q6ZA9MEY+J+FuMG@BZ%65m_NRQ$SJr;p{l;^J1~Xr)*ARh@_JFFc;#rtaWTm`l;vnx zfG|F?Adys;CIBa`j2()P#rw{ptstUIGJ{b^^zL81{yn`_%R!Mu+|zlUI&|s;D(q<> zRofr$MT`BpnDqh?);S_=XQjyt%XwA(zS)`VtMM1rw>+OaiF&YH#`fXSwXpyuDWRC_TGeTZ4;6fqK!mIWhajd=Rc@JKe1 ztWZZnh`JnvBe>Ya6O_fU@(PIv^GjB4LN&)rbcs$ob;axZl5B7HV_t_%zs!^7-;Ekd zU}vd?Z?dX{s*e9Oo^y^4u}ZUuN@p!6kLW_^9MQV8&&GlB$S*SBav2QXJl$9!MB1)n zPpr4R+Hv%E%gJqe8G7tu>OX#92IjLQma3d9=Q}i}KMQMQ)Up`G_fQf&U>48R9fr7w z*2o<|-svrw*9kseFn*xQ{y4GrVy6Z`dGQ;=T{=l?^^#K;PxF&%fuc#W9rlh~#mUz5 zjr$_Q6xtA(w8s&?tkX~=JdM3{H)kn1_AMJpND z3(aLRn47-^D_3MU%qz+veIgpd`NOkEr}xoIEm{?wv~Srr3Q*THgNpB7zp4EAn|cEe zNFI6id`lJrF@4xzDUBE9vomc~l_<&rd&O)$u{-I2kQ&up9J-!nHL#yW8XKBGA-$y+ zCwr>$zwdLx?-1K<)FdCo`y2kQr`-4ZggoN8?s2N!u;hECpCn;9j#YVrcU*o-P_U*k z`F0aaJ0f;xr2H(28AX5A7EuBZDjHEF0P|@qWMkWU)^+5_$rhVm2l|0jX!b>&nFv&KTsSm2hehB$%Z-uW62COBYAnlN8Z>%jVu{ z^*j*wtP4&(o%J6D_xPh>IHABSjihvp`G7Q;V5^rgpC@YqAzX9yJrmPG$0jOI!|walchOLL^iT`ONmdC`YOLU)uBU2VT1+Z1nKAbTeD_`GJ7YlMq|+&Xu|d}Jq%C<1o{^Xgk;N5=~sZO?0Lha zOqcf?G5S>_ua8%sJ2>LgoUlYS-U@3PaqEw4L>2p;dZB0c%BdfiBCr!RI0#TOUpiF{ z{|aoa>wNNucm^yD$MjS3ByUH`CkYY+*?M5nOQ$v*B<=2SlIjol_1`$d+Fr*fN!y(w zDe>vEF~^o`;6Q#}#U)}OP87b9OzJo!7{(!_BXrP^sMO=nlZD$=x}30IF!8(G(V-$> zmflgMwhVdlqZ{w;rF})iqF5V9uoGP<7y&S^8M=^?@!C}T!1Z0Gdq*RRkYm zppe&A5SH$q1!~9E3$@Adn2cI4M_h2Czem^kfvtI-R)^U)jcAfe-|;NRp%9f|K7(%} zU-Ip;h71Z3I*rQwhSmOPw)a%#YMffHNGH^j3MF)Gawj~xeAx#=Z;`5ee@xl$AJkHp znM+nB^B7le(vC;YN&9>&nCQCW&Sf%VGcqm&5;nC(cTUbrvqmH#p$2z6F&MpuN-ox! zNy!aDW{||v-;9gp%ApDXJqii?y?kq1x74s8_u$!AQ~BN6=42 zi@?6rb!i606ywcbddjd5EToeY+2sBae0=fD+3mV#vg`cOB=pT?lKI*>c)<{9sT%{pQP^YEM0@wfm2!mDB5zCcL28KekwU)R$?0e`N;T4;Im9X7SjwFwUsx96q zdI9s;cURqwcN;}E2W%R`6^&T$Q%k4e}d|tfs3a7I}ISnnqBO z0OYl6n1cQ>lpe#zs{y=V&0}AZQohHL40N1`Nd>#eyCU+t{wlN$(Emsdo_l!D^~juL zB&SMWsk~^2whl#9F(H7pgSz2*D75i$Kn4m@yAp#04|9Y<80!5(J8y=reMV`B$>|+L zIb7sL5?03CxcEP?RoA&Vn*qw0armF&->!92B>$-mLa)fd6q}ixVZ?(RH6>PbMXgTa z0sAye2m2+69Tqg6Xw0;2a)9rOS1&emcAoI{>Q=3yu}c!HeY)VZkeq~f%^utex<&3~X}#%?CM4RR+y9ChNg zFhZWyFI1sYA8rxPD%Kt-4g>-o(SRLL3g51wV?EOwLs zwZ$z-b<`N?9I?Ny7H`wo2aP2sji&%+0Nl`Pzdtlg3bLRaX`+XU4R;pbgB!sg)VTT% z%3PW0?|~qQxSiO#G5a5C3LN+0!F}CJe3MfNx3bWtQ#;c-knzm3gR`d9z zeFoY~LL3M9$#|Mjf-NT%*ybhVwh0$iRTB{44x7?!x1 z^b8-UWA_R{z4SyJR-pMp-fpM41SjK?lo>mCwN$iCG%ddW zgA^NBDH++xaoAhL*Kw!(FQrAw;jor=pB<~H_3(T|Kb!^U)^cYMs4>+x#Cp0!8iq`Y zF{G1nI25~2>5&GMK(Bjod;4auP&sxv|BgPiw*fkn?{P>Q6=0+f<|m%tmh{YsOv`Tj zC*O(Mt44r`iiIU|1s*MaKa`P1_#14vw9&*PQy73g>kA>#U@3+_s-n^zQx{XH3fI2x z8)?GM-&L$&Y`nqG}r0qAy8FYsI)b`IbVk9Xffc_!Nq zdmwL|Ocb=v!b>gNy&jyImB}DVqSg4<|E7!JVUm0xPtkI^feL$$+XF9~+MFWMJ!u1l zU^r4DOPuC!*Xlb(p3Aare|QNR(;yi2;Ggo8-D~qT9BnD{fYfl8JXx&NQP@gkESBTb z6iZRRW$xM+$bh5Krw|9N?j3%>ni@DYOG5c+>~h{?K=1fG#!qPjt}CzIedWD#-?@mv z)1GANs#6~&FK=nyuuyoZ*f}^Ld{@FcLMYIWC@>JgpIE!+*Tu?5q%HEP4_mKu7fmj{ zdlLbqKdDmaO2Yz%0N7!_;TvUwBSj|!9M{@sx;2=6b)VICTXD*1v3DlX@}gIE!IXJF z770mjsG_rlp#?K^Fr&8aU-(2>!~6ii)uckKO#9nkA&!Qt9nc0BvbWJ^NkjWKgf10v z+K&Esxfv8dznVtDbi|T=WTX+_-34`hOUWNr4$vQmzST547ExuQNFTeWy~fasxkHL3 zk*G~%Z&sF`SiD*7iaPx{5ON({oU5{O|C7E;l2k?P(b=A#xgyX$m|=!@in%_+tj5qyHP z30~>~T{s1&__(!)u1JIDWtG~u_H%;KU!`>ugPI#5q=7c&OCK~Y)3iqUFq;m`Ft1)l zobGJwGZ*O7BSFuyy{r^Lq(`N53kasHd9iETk{0Zt*={G0GD`;L%ryQ~dDbal4(-Vx zrcxaVdV}>BF#i|@ply&-othM$E(cGvBCnFh$54Kj6%7CY1U!^;>-|qz60~QUv@s^B z%5q3h3}IEYbW*BUH6c>lz3dN0M(?uKX9DGFgcgIft|}*2WN0KBuSlFL!?d87_VuXh z;8f-ZROk&E!h=d_5>q_XpAyyL~@Rk2OaBqhFJb2~M;&puARb?>xtb(#nhg02Z?u^``35G8x7?bLS0C z6?2!!2x?zWYD(2kR7bMfLYoH~M_Xb3!+Ob{Ue-R)>E_o05LS=L#hT8~X|}*lgC{xk z;gCs|*m9LnycQmWhWf6skx`+0AL&Z5$>SW3>XEobcna3iE@N1wdRO`JI<|T(`*|YK z3_uCk&oVBETJ05}7l`BJ_qW-qz-5mM?a_;+sc_EV003*oP+x~v!Jy*1d16!!06yM7 z6$%9cfk2>8C=?0>0)arFP$(1%1p<2r+JlmcK?N;qf20>7VZomvtoSC$Scu6`AIyl7 z_v=swJJ66?!xf3X=T9-n*bPq6qsE(nDrNZ8HP)>w3P9(@o&NbkP*5dPNy;msZO4QF zR>NU)#sc_2Dt5z#A2dv0+N~E*)I}u@arn{|AJNw<+o2X(iBMbI091u+snG4MKj2wyTimCRjiGzbGx{F9?reDZ`C1ts1{Rt0PX{kc*Z91M}fUOyTYCz-h= zuk0I(Wam}~D1ETf!hHy!#N(741gANMk|xz60$5MQd}u>}6UdrN)x9bI+9&HaR!te< zu@aOM+30!PO=Hm+u8m{p7dPBQ)t*3q32u z!Bo#;nx^1na0mog3oyx76bRwHcKNF{c@n~BdIL&UJB|hm3CaaTBekJO_JsEZw^PJ> zb^f%y3l@>?EyY<=C+FD7&JXkhzEJ&fb^P^})&}d_Dkh#o8&j-JMwP~lPWfY^>OGO5gRu6xv0P^M^OQvy2-c2%RFN~fZrMcM=Bu#SoUe`~>L=N-Pzf(qfbKjG z;eDEICwvCqE?0Z+-pnDYd0ED&tBkHTGqQLdjFyWB69aDSNsfH;6J(TOI_#Wy9)~UD zy^{74akZYFD40df^z_W-ncyiNkH96r+)45>>sydgkf?HE{Sth;ajdma(rpl0B*vr0 zFmUCCOK)C&gJrwG>-dzx*?UbSe^*tw*oyA-*>&v}Y?+`~70lmv#C^dO5KFQIHBK*^ ztUo^>+1jiXp5=b%io>QD?||YY>fppsRY1MsGXz^{3*4Z90i82w=_3vJNalQ!S)o(H zgDU-jgzD?HiF60D6EfIXO&9ZfU+U?|TLHLr4?Am-R1=w426*Iqn!oHQ(o&tDyi53~&=|5`nMT zr;h4!e+-EkRtTS?cj*RX!yTA^gYt9;Zp87SyU_m^Fgyon053SDQSCy&Sz6p-6f6t? zmnZyptG7!}PbbhnCD)8MmDtZBa~K#BHRmM-yc%-+n&9I67?UDH`+IG5+@prIj=Qw# zmEJKLLv?>TvG4zt|7HG_MN;wO*<;x8Mgj4?jPNFRrD5noMV@Ru@`D;f-G00Fj6Lcg z>eGmnh7IBJtAcyIW`Aq)Ri$$YJVQE|dZ0--M}WjT7=U%v@>@Wg+7WG%Hz{SrDpYRwCwbY8Mx|dq4>Z#3++mL|L&8k zr++n!>XhY-Z{f!j3k1P1Riz_@&;iYhB+hy`n3X3eAXYq`I0iRB7xyszHZ}&c2h6)P zhYJr~KOrSgkU7X`iUs$2j^cv+P1tNH>3x1b^PYH;o8`&53a>la9Z+ZUCTui8e#`zx z`q!-{0cDdNrI08+VvvNvjJHhB=!8&<#F!R@yQr~Jn4#{nW!Z%(z#7jG93*{+`>Wjt z)`H>oFBAF8dlAXQhBthmO#y8QF;X{E)fG z!Zi5oMQYPXlt&!^(`JhS9yWpDZqQ#M0^k1FJqaeXW6vgz4CRH$$y))ou4nCIP0j`Jfg5bZhQz3m3z9#!GC<_yKx%#=-Y%g0$~ zaz8O^pgAqiOob}2wx9-Zj@dmi3$nwBOWsG-rcoi z;sL12Vk+f9$$4x_vF^im%^4gy;x&RFcWi~Jt zY#)%Nm~lWl$q``sk>o%Mj9C#+ZQyskYpzsWi?@9{krJGqxRCuF?IEaD`6eh^+D78S zLi_=Sz8`Vj#M?7s3Tq$_ha()1yX$(;b#Y20)cQCKQwfTD@N%-s$BNmV@m=w7B*j#8 zh%J+3-hERgcQ|bgp^liXIS#b0dau%?w&-OmhOGI}BlCT@! zfNc;hvOY)^J6re3B{p)|FLs=Lb&=h7?IX)5Bi1YKF$}Uztll! zR=Cxr&64D7nn0M-qJdT5tL7nMzbdi0;#`l$xb%48&SR%}jUw+h|58JCUj*^ap!u+v z%*pT}L!f(vnh|&aHZg$x{3-NPQw;^L2W?RsKNX1dT=>J`poUGow~Cs@yAj% zC;lG@)08CdKp9>KTr{h7Ti^FTt%5twk3rFMNj_fEwHvluh^Sb#slsJW@?lcWMYE86Mc zPSsyNf5GcwY3a86T)_48ngA_PR;!ABO7m2oED^&`1$}K=XVJkA+JByz$*c9Gd5OLq z7+xvS_-V>hsKA%A&*E0J*JWSSQ-hs0_6JpFq(!~LRkDU%wjtCIx0XS@u*D75VKIb2 z-D?XO3hhF#mioG@Iu?th257XTWP%LEaF%j-1vv$*ya>6DJ-rN1OWXVzSWl0ThGA+2!F(%SY(46~-pPg{kw06FY*kkqI)8vpG7-AxS^ z#?q9bJlss1SGQ19RrF<%HM2ihKr@Zj7B4`R9lWsUN$|&-X*4m1P{*e+l?~x59L^)v zDMFfGQDa0v~=Z@POC22`HSGdr0fco9*B}+mM zxugXIY!0qlup`<2U>65>sz3h(fSR-SzX71D3bEV(J_;tS{N#m^1vdKhw)e-#Fe8or za_#bNHY9Z{FnJhNsOZLI%#pSIY2)%TfvA@Z|LfRydYGfd8wn z)yBe3DN;-tc7#{9d>`Ehb%I82N=0%;y`rsqe^><0fq;N#+AtUeK;h`v`=c(yy@Q3Hx?2W zUG_8rfSRllmh=_3Wd3A?UZgWvOpr!cfos1`1L6c#L1toQCkP@}S;{i}mJ?jqi0rl* z;b9!m6#0lps060kw#*53Y+2j#LrZ6MD?U2?N)uW`-~a#`ic}2K-cQT2jT`L@zosR5 zgg6jYoC3oRG-;Nb>geqm!mS7+3?^u1w3|!=%I~J)KC^(VWcSFhXr74^TSR%n?L{n;F04+eHK_u?RrB^Z@ras4l`t8{ZH$?w zmq-h7!$VhetaOgm`A|r1w(KB~uAg%~eQ$>u0P2@L_-t~NdX!;E zkF`>rtI!B8x1MKOFql`rKpixc@vo!yJ1QVpH)+Nme58FSD;0;W8(878j zfn=R@1Qr_NYsnmi3%nQ%o1`5cXFWFxF(N63{h$chwyBo8taVt&kJsL{!*9b0HqcDC zB9K;KtM9J4Yr~2BQ7U2Vht`-!!RN-KACnx2zL=_}ktXWNXGH0FxtO1Fw8#V3iort+ zM-2T|*6mWe8XC^n*$kj$W$=KybpTJJ7gad~W@emBD;pA$NwS0X6Rv+jb{t?R-HTob z1(1tOz|8T{M6LRTjDFoU55Wc~i`1+L95)Q{Gi)nvCWd@_t`6Fa9(*Q<%%%(taYAa| zy%56hLxE!)RXcd~Iom@?kZzPHF*O0epazcNUK{WXK40bW{uevn?<+>!M8;!qSJUlS zKp>r15=YbK>#~+6j06X>PEs*zROrYf(3>4vQw-$tXH%N**cjP?h)rt*ml-)iTXl8w zqQJP%{F8bg0I_q{%=4Vt@UK%fO3{Gkb*G=}>xW}lk9|e2sC)iw%#KO1K`HJBne7~A zcehxeMqc!vX@BD;i;0wS89Q-=I>yv?$IK&5{`%sRA=DsMWgo5chcX7+6J9P+6PKAQ zoM9JUK7f|e4}3;{r|E+?=Mfe57eG00IUR~B{flVXTQ;g`kh^^-<1QLxNrg{?V| zw!ZMUiycz0fF#@d>#LcIzJkVvDyNrBiI&Gq+R%w^i9| z{cqe;EH_GVc`Yi)QeV!5xA$esw((tsL;sthVsF!pV`A#;wn%FZbIFPXVJ}g?nthn*hSoB8&sLC8RC;Q7> zc)S#Vvq#D2pQwnNA%rk(w-HMoxne{neunxQjs;9+Nd*FdK<7grG~1}-QB+T;QPr~c zosPuVGp8w2=VXb;9~m6IcyVOGT6$E!8d;V&{cPM+ zF@Ni)9f3ApLTZSmXS%V^(!|JIrf0;Gz0WebPjq2&U|kvnwveDLrIA$IV|<4BV~9BS z!MUW|0rZ5Pe=-2GUsAd`!J%SEJ6nN03g!|yAYZw(ulPoVf}NQPMvV<2C1=j8Lba0g zn@1+zH4}D^w^sSE+%IcFrS)#ez0N0}rfs3g#P%S}S3YK$alz%VF@{BsO zl=|-_xpmuWIne>U`x;8T#uh}NrV#)DL^c#jkCF3!qjJT%h;9+nb3nfC& zI!Anay6f;ovIc@WK9_ykJT*?sHFH*aR0aPeAX^7u^X)136@-+ZU#F-o zu#f1SQ^^k4=ETnCM7|W~)qW7xYOhcWbQ=G*pgZN;{~zSbfXy5f0|@_lLmTJ(JoHCw zABPUduzOv5XM9t2ye6A>d=zAA;wEF9h^xXr!XiYq|BA_{bP*4Sa>orKlR-p@NIp*+7EzIyfv}cFC&%_i!e9U0W6T5l!#>^yFr*Ex2UbO%O zkaF?XL!Z1FY`T$-|9$tC<}SRM7VnF52h88l#X^pQT&@d(zV$9tI!=N_zUu&I9)rbP z=0eqcTa%rBMU3itrnlDlVxORyE13?YMi*b>fzeenTe4;GNt;!Is<@i`$((R%d8jOp z@K_eC4*3L&!9cl`dV7s4$W2O+2*9vS|H@v2=}#FD00000QlP@_@8^IGC2dn7hhqkS zh^4l@u?ZDnCd&icO(`U~-9^o3R-T@&@h9$`4QIkOH`X&wuc7Ny7dgE1I|VHgF^_U* zz-15pq-p0F)YP0>PHyc&0nIf&I9w zhaD(kGwez-X*f_8io|+6L8_ZMw&pxDqHMfY9)L!d>Fkt6L06UAFg*vySH)&Kwi zA5oMMyLx?S_#UCrsg>U{yXIGX%I}eQGK7&Zof~}0@0nfkv(RfmQyih0;MhEQRQA2O z-3o$#F`msBnIDJ)A0cx!1%$7-G)`iwLqPir&L5?3<30bZDisPHvDDpD)^<+&7y6}GwjV>>S>)V z6WtY=ZrRGOi~J-{6PSS8Jl1+EE*?Kryk5|3u|)vbVWPf^w0dl2F^f_5{p$@uX$ zKmL7wb-urjKKC_Gxx7d#>C73r3!)PXBQd4xl&-!Y+HTGx@OJE#m^{MZ!+;ItfhxYF z4WuhwFj_qVS(EuF-noZaJUcOge5C}O)%F~?aFU%AmPK^xhG)#f5Y1zhdx)X0|E3*E~8VH)<6Ep?p$bkz2H%D9G zb(&?mN?swsf-2s8HJei!26qr4K|*x=iu~rD25bj<>ThZ~w1d}t{0tI|5QD8^w&^!>JD|9Ke%`N%q{ipt&sB1-XN1%Y-rgFjz zWeVup?=*5nNw+T89ZKj^dB;E<5F}vDUW&ok&$BoSHf6y2%sf>}qG;)*9DT9E$&#dS zqIivBkV!f84L{XR4yqyD-qRuG-O9(Oz;HBAr9dJwKt%*HeHvsD{8qk5DnM2@+k~Vt zXe>)ASOFa;{2gd=!nvTl*dPE4)Kjz4HaFlJoyLl+yn{N^p^WDHW*hSudFj ze!@Jt%1)3zRvKdj=sAYLtbKteerreZ{=FuT?;wXdR=4SYhtN=9w!SlB(2BG{E~Ycd z#Nv~nJXMebmq7*anjznhp*689AVj5S-jF-!^FikF+LEGksWw}=lXag!V=0-cf?!X+~|KBXXN-VYt9=Y?2CViMfc7TnL=$Elu5y|p& z{yu|uqqm4_hvS?ch_qrB{+R-a;<=BSkf!B446pjS+7T$4m2(In00B(cP@p`3cK8fk zYQ^v-X?y;W4wqvE0pUmS8Uob#K+3_Fl|CgaPPv_;-tIG|p&dK)7IR&WMz_O2_QNPR zzvw(U5P#V;6P;fIx{QXG&9Q`u;oy)VAr2U(7OZ3QpZ|yNFM>PM&{c5bv;3hdiyw^* zMRHoG+PGr)tsL|31KBD(M`Sld1qtza7Wi@FP}RZ?E%@M{m(NW`hmq$_doCd z%cP|_dbt1gnLhQV$MR{-2GQ_vugqCZ)5F?uXSG?woS%#k2+y(Oidk3oLr7@c^(BJD zlIBa-Lp1Rt;jT7hlbqyCciVMe$1l>ihL=!K6C?T{VvwjW)RIMcP2ViZYiroGMeXEE zj<`!1B1ye8Ucp)=eG>mKj!AvmbxQ7hbF65C{|Hb5=|?{)V)%<7E`ngJK<>jRxg5urFTUHq;2b*FP)q)+(#;587hH161Z1~+&O~VD za?bm(?^2+a1ojijlLjZwHoOkDv3COE5wOq-D_?e9wTh5)jPgr3{i<%2CI}=UzK` zBg6cffH9H*KC?_J=Cr51jZm`Yh6f!X+ujkzf`>`Sn;$)M2HGJ3l7-*wxB9o@!aG{*MNJb7zUT{uR`o-h&Db3LQE> z3&N~^j2npP*x^IL3yOcL(Bd|DNh4NhEMCbs<(jP@sp^;My1Usj7i$~2INoyLhpwB# zaJx(^Mk|N_Lgl%o?Ve$j_T&L1^J9PywddSy!6}-fdMRK#8y(3_!S;ugE(OYAjCD;2}evMRU`8^SnL=V7j816N% zn?`6(6v}I(37a(_8vc8~cap65e-*6xX*>HR_q*~$wRrL4XW#JtH^5p)=qyiLzn%rL zQ)Af?@%&r_dyWH#>>oW>uCQQX>o}SjQvg-%T}8QcFTP4QZ-M*4tib8G=bp z3LpLQb4!=oa8^Z5LaDz{VjgAGje1it;|-njEbWhdWE+mnbD?nP^XX7(TbHyg6plj8 zwnUINb6$daeYrxNqcRG!X@&x{C+g_N^gEpRM`K~sUokUquoR0QVF&tI)) zW-asW4)qK69H`+Jue>5m8Pgv?m&#J2m!Pis9+s`D=z}C`Q0)E z#uQ_=?;Sf7|L2vAc{%hUgtfLMs#@ zhpZ=!lIfI~lcb*BMPuO5mGX6OwAC@N@w7AP88}}H2YQ%~3Y}1(wSYCBV`Tm5ON$_4 zg=9IO(+)lVp`$DuOF{%%E~NiZ4NGrC9$!LozO9I2{vNV27O`c`_B_h>s8m8=<+Tmw zGDUG$7!5x+q7%(5lbyw!PrdJHo=PE#jr2|4mwr*yFu%k14HA&~*F3N!Fp+3rd1)ZI zuE*GYIs;dq+#RE{QzfO+n977LW(7l}WpQL@)WJX!K0{PofuH`|rctKnUtZ=^Y*&0> zo|w;d4J;4>iLTy`4bt=V-X126%{5 z()sO;bmDteBJ@lXQe5RRg*qdCj)Ww8bYpMttbEkwlaah$zt-rXJPX$ zTK1s)Q$!7%!|5^M^qM=}o_bzTmD=VKGoWgUa~2t3k#q}mD!-r97#Pd) zqu!3UpFN#l&k_Fc)2k&w*g23ubx1US{*(l@S23VV;IzqXjFNwB_&*#2b9^>yxK=_7 z@vGm+m`KBV{v?Y?a^Hf{CR}iB+Y>+`rIv1fr0iL%ak5aF=x}a>0PcPq+ub~qLppsv z|JI1aV^WJCbI*=<+N28T*J2PwA|(pIEwl1I-t)NMF|E{{s#hh0yabN-QNEw+jae5o6tb)m_D zXfa&o;^0Uy>2Jg_=D~E>vF#n|zK~(1s^S*of`3W2Qs}{or#!Wc4IN@kCc0F{L(ca{ zDsxK9N%jT*67nATQQYS%ue($Kn-5)g^Yq)T!b~(Fxf4ZbE1(rSnMJqxA*(=aWr+TM zl!-d9j>=ah6gkhEZ?m8-2?nTe&n0S<6;#Or-bm@TdPs5P-M8w)CXM2ltG9x`bnd@hZ9Kxk$`_v0 z{>G&s-tP%CXD&#bV%7U#?w3#9HXVy19^Mw#C~GVtngRPzCss&}P(85&auv&eO5x`E zlCW)+oWal<@i%h37|KqDhG-(QrUoN3&o}@u$)hx)evV>lq9WXvnZaauw#@?g67Wz1 zP2Go$95281@9SH^$M~e%TVo~c8-=AS zEprd*mO1n{o~|pt7~vFxd7w3KZta^`UoOQX#1h`+zcD<-oWwR;lzzDJ4xb1V9gX(; zqGx&D+K*DY`thkH^sE+YWP}QnqA}WV*v@=pbH-V%K)d*sy0@V$RdpUo<l-6DLm^aIr=8f>OO50utFPy8coOF z;M{-~&^&{=VTz^b04lOP|6Rf9bu`4;~% zk^=gDh`%Z*GT$tM!(>yN=v~|f3@=7vC|UK}<|a$fxus{O(5zmGEJwK;bP~UU`b&+* zjpMYD&hE$m{`m!H`u);0cVsoYM)`wnObTnh2=-ZC$34IR0CA-0t(A1BcI1LROt;AO zkllF6YJS8-C5aH0Btlq`31UPgi4c|~LRgUrIkfb8m41eqd9jS}{*AgoKXXEp(XUeE zx3BsT%m?Rb8#&;_E_8_F3+2VcRsZ_Y$V5cxJd!OB7Xnz#SuvD3c;By*YH?EjT-YvJ zr5hkz^Xi?8Dr1zafUz8p-|d^3T_U*cYa~ND)oEPbdoI&WFMQ%Yw8{YEf7{#T=1AnI zC=17{2$?AtH@L@Isod}l=?XTwzDs5gHmvWN+!KFyp>q}ve*k``Bd#J6LmNAsx8w9^@;hBO0j6+){X(9H}+hyl!Gzv&%7nEtU*$ zs@c77?JovSs%d$v1g3R-*Mq}IKt69|Ip~ysNkfIScEbdceFj+cnh!jX#27Ni68vMH z>r6h-(q_Z4cO8#jVmp;>aZaeMN(%qq!^Q*-Du~9nj8!Vk62on|sVhdkP4nlOvt>ID zisz{2@ExmI@PuB<#>#MaE0i^G=*U;Jw5<+_)n>@FJ&cESta{){u(;X5pf`X)w2Hk@ zQj({O&Ri4^xB?I2){{HeB`eVSGj{~fHyz2k9934^ z??Yf$;ZtoB`LFAcgBU?GA4*^&+nKP-`-9cM2hXLHmuH{S4M_BbK)djtge!0)KEi4O z12|iVOcn;(1*Xu$;GrlXWE(RDyX?OJ@Hpmo*3vW&WU50En+d5#O8pZAyZuJL4)b6F zBitlS^%pbp(lo|$;H-vmQEd8*kLk0BmufIp8GqTF%S~hXH8Gn&)APk%BEQi8!xixE zwXBu9VKSm6s%^P4Lhi!)xFV(LJO;dt{NcwcF$FbIJo#;c8zrE0OIcfFl0Ap3?d2PK zn3aD870Huy2ouwU3t{=E?v=OI6bux%b6r;fwFKTNos7q29gNP|>Y1HOyqVd z`BJEI?LT2cm#zk=(z1ZY?qDAfVA&(kfE+0yL(i*}FwRt|RT$Z4r46o+8 zl|YY}j1)A?m7{?VV;9_Xsq58eOg)VGK3 z8Slg|YmVOFPed?{ezzT~jq>HKD~6jqAx5eEg17hSu`z&)&I}>5YQ&xdsTMH|q@=14 z&)-6mLM$OrAs+CJ;C2vofMHxPkSX*j93q|(ybfo^?VYKZQZ8#!IbMDK$sFm zWEe#{@Pf+a`}h7)#S(V;E2R*MW1F$_EA?28LZ zHy_RV;c^1~;IQJ#tO&Mqwy#YD+9h~b2Ch@pQ^rF0@H!>I*#=iT4i3a{GUk(QSJoQ0 z0rB>L000000000000p}Yi{i)e;)ruAyqfU6h^;@u_9C?U3N5!FDTD+&l?qUw1?cTg zrSDW{!_A8zlLEFKD$ZJ4a>=K3#IfiM4R?ZywWJpv%S4sE;C5X7vxGDW~W+wtW!vCso zvcPTEr|No_}9TN9O7Ut9$9QD=l+t|YwK^Bc#klt z|GS}r;a0uHEQ2X-NshW(`DY=Cf^2Ha#i@EbnbfX_9vXp8;;->B_H1N}qWhoQn5)kn z$;x~)ZL=$K{4h6h(_%a@u4SgDm1G25Y+XO_fCPRFX!MHPfuO#8084-U0}~ZwiA2*) zyo7&k=!iy24cm5HbBiUMQiCu435BTb)Bp}t3K>fA)`)%Y5;^N^4+ioEuG7ci67o_0 zVA7?i^I$-0a8{boiPBoKtDaHeVP)-?7A@ap2X+J7*i?6sfOd|S6)?5wXj94ZizX4~ z|8+Xza_2s{1AN9E8XYc%SqKmaT20000GE3PC--$MX|EyZ+9qu`Lh zz#dVkVXuu(Gqp&r%FC}v({~XP_r!yuS{3iu(S4=5dO*jhy|fssdY*@FIFR^^O#HbF z?~(CVEC6e6af*dY^4qeLAr-c;dZo=m>`bfcjwq51vxoKTAk0>#r!GS(oAW}~A5{gY zXe@R(XG?n(p6O^5j!GDP$&BSfxnkx=F4%Orh>l>431v$J7tzhB zu5!JBPKW*l3g$K+5sd<-g4<*5m@+Ikw|_408Dab*d%2}TpX;Hc7nU>MgcPB7_b|0F zE0q=Ti`JkMLcVD~K65J49Kn)w;fs3xDQWaBMzk+8<7gtMoAarxW59|xMP?Q3t(-t=J*Ei>G@0l~v4fcH|;8tNODUF2DsD5Z7cAo3Sq{*j6ob zTa#61jQE@0oxxSmY~(#(H+F`&QYtZ5WmD7hl%8%sNuWnNJDk753qtxq6mbxY#TlgB zgaBTU?;f_Jk91faD$nzNX&7Mc5U+CeP*4=Rq-J@<0QQVAKh&1JqUs!$v^#?g_)Lb3 zf*b~i^zc3WU*b89vv@CmK3M63gWr*KAe3n`>t-#3#2_87${q8IMwhxC3X91993L^z zr^N+J<7jql?#Ocd^nXJNeC_6GR|HoFvFp_9&_~_Tv#0rHx!F2R)Y8Yi zgp)CKRUEP7sWY$LH#f4I4G+Z;6Q&DNA*f9jRxd14)K+fzeH*@{iBzo?Wg`1I(28Wt1{d%hP_+25Qd|2`=Jr6y*p5 zGJ*eMT$wwpHwCwzj zt4`w;M+K7o5(p)%-9iU!bVxJ7-)~?5ZJw_9$%dJmOl?{3aNt~E97QH(?TKJnd&xbV zj`Ursc0)$&S|V!m1KcE8o}(U>F&eQ4zs#X2v7aB8zf94ZR$1R4@2Ra49|79($s;JeQ6Zm@49(&ExogQP1K6+a`NPyCpb%YzwWWqw#{aLYGZ-^$%`h9}m` zzJ=qUkPJ^%*l2-c@Xp{{QtB}%tn5RUc}P=hw=DjuD1R!4(=N?x9#x`aM&&Gn^BOfR zhIDTyKmg2?QOGGO#scB(66c9>Hodj53s!zzV)Ci5n9RxWB9z{>O19iOMRnpRwhl$T z>B$!HeDPtd>Gy#!ym`DSMKxWKgZl;xd@&h?PJ_W4_asK-%=}xpqRnFFo@BeG!}aY^ z!R}m>ZKId*0;Wp+v~&b;%2DqR{Ae9Zp^X1`E)YsQmMs~4rm+XKbGm>ZZ!uil8~di) zaXQ7@9RsdtSf+T(Y_GRsGNzB1)g(lfpg|gP*+cqOj{iuwPZMVdLxTVH2qZF6739=I zt7fKdXhk!xS~Nolx9yurtg!G`ph#}uzmc?_9qe>W4W2jtH5gm2KF1^x5i>jrx!_*h zO*&tKL&C|gS!i50dE=+-brESAs4&R;{1$*8bjzu%)h(s+g9e`TSaX9 z!Q-)Y0X1$z^MD4pVkizO`q+qG(DNW*?Z)Bu08TBiweQQ8BLXSaA~GJ!D-{u(`qqyPndg4tKBtNU)1ynR?nsH+B%##Bh3ZT=6+POn3FlcQ8cIKimN1&{0 zLU2H{fe9LZ?OR6Qwq!I4q(lGMOg|dpLGsi#yVYX_V(k4RLcjHmhtAy_29>hLw@{!q zZ}d9V#b@*KTiu8~cviDDBCeTmxHEO>s^9-U5wy^%EM%k{iowN_3 zq*}xge3OVYyj=rRnTES;qOLQqJ))8h@ItqieuIn{zGDs^)7q7Bh@W*^J@!0Od0J(P z3P!JUGynhq001XUg}a;>vRo7p6fVSkSIfxmWM9>n_oY-XSAE98Hn@aA38@1T#O&q` z_GpwetRj6u7sJ-P7&SgMQ)U8zMM3aAmC-BP2_ ztHkW|vo^Su20GL9Vt*kT`RxbGh?m7&l>zF2H2S@=!cHApmNH=RK)$kwtD28sXfQw* z`pIk4L~CPy-V`*~8?~AD1CytaBrPHmB>tq;#TKM!xzRfKnxgIXZ&Gki!%kgA`2i?Z zSw^~v{XOFigAjwO=v5gsaz;E{yaBH8V@BIL;{%4afWB=iqD6@CM25LcVpM3La#~+( zjc`1=HS#qI2z8w;{M+QV-JjvI5iwXNSRZ4|?RYg<`L_$KKC?Vh;L7p`7L)Q!Fr1xn z2agke&ySO}7PT0LN{8WzMJ?Ez`(qx`uRCUMb}|4O{;WhOvgu$;1bFC&^WB(UeUQH& z%EE)Jav&gcq?vbkw>!~s)y5-D<=AObJn*mV4?i=^BRRXX;3OolG| z4w%!=soSs4aog+e7mx|=J6BUG5(38qWH&7Dt-g4M%fO2rftEp0C$UBq<}OjZ7*gvj z%UPj!mG!!4rkENHtbx-5g*v0EBka9l_78)g>G6;2A*262etEE64kvD?a zG|c}1bb0>9(QeM={Af;QSCz#jx7$p^g0N!zaRZS+j2nMVC{I_JizH!!lcuP+rM#@j zo;}26-mB#+ik*t!BluUy&^HvvD1W~; zF^>qdmYv?a=Jt(#7LGK@!@_&i-q>Ryx%VL3PGTb!OKU7uuTyPutRF5JLQADrR1fes zr(e3uS1OAQ&3$CMP~_Sfl0z+6z^WNOEQ9Kc?ErrEl-!_WD)5n8XE8Rr*jqcz8AuV{!Z8~{Ahqn?s$a=R#Kv>UALGZz){u8AUO z^=SWXvdlIL&x|=WdFGdlqOH2TgumME z=2`bCFSbfgjt$>=2OS>mX14Z zZ|YIMSA1kuL`3%cHlFWHwb{8zFn&4_>fU(eZcM;;9Gw{qEHD4)>NsSgc>5h-gq$uS z&0yjE8|RAnMq{nl`$|ba07Otp#&K(+OyC;bA!# zzIEt~hX#Wju_gBj`l%oDWMLT6r4?~FJ~qvz&^9u-lk?%g>>zFW(b8!)GWkkOtT0RV z)uQr{R4HC%1Fn<*-8r_zU%|NmYv<%~st8-{x{mwUY^2SwQ={RpPgdCM$-8%uAn%V3 z%=_qR>waWfL!m3<^Tu~EO^BHec!Lo6d=T@B;PhGy53H@msdn7Xui@}&)3A96f#pq` z*csF+2-&HEE~_uz9!sFIIrCcayyfO0pX{pRa^p_WC@UaBS1drCJ`ewny6et9@^Pv+ zMcG)wL~HEE=iM69x%se7sSFRyJ=HoBKH98vu$#AKIQUtU9m*9z+KcDq^s#qnQ29%j zIw5o9CKLQ0#dU2q1_G^J&DpR(vaU?TI@WMtp;~Zl-6w3(mqzoy3E(scOI0+q9NX!{ zDE6wl1RVdgV6h;0Q?Y`X$C{i`v%ag9{F7P>9n}zuBQKKAYLpp69Hxi$twuryuyu32 zTpqqtfYWkR8!z!Peq$CZL}|$yKbuY@+P42LCgiqzFVO63Z8(sJFN${qz?_E7jz@2S&o? znR8~r08vXI_m#}_(&9(Hs-MH9GhF#^ zP^%UIkxEq@?(T%gF^uQUb2y4c0s265f98HiAR%f9H85de&rMoGDiBP8Sj$q43~m4D z+KG)P{UnuAZhvaDfRj6)y;I&o5^%r}2)YMTLc57Yn@F~h^ZiNjh@zgSn%}Kwy!YKr zx!TzbgM~xR_`T~#V=ZteGQkh#>|c}B54BsH5B}2EIu`|s%Rqiav{?*}zOV9$9Lx`e zvd1C*L?-lv4cgXmn#c#of`{#SKcEM)JfHKi3eUJh$}0JY88R|LU(g0W7C_AgtyrRh za95&zfH-6Ncj;F0r!zDk&16Te+xXG%l9LLQf0QThN2Ft=BwLVDS=hhD*Spcdx6%Vg zbAyBI>hQG=_7(#wb%2@2p*eqJ0cSU$e(VFPN!x>1;@yX<2gWafU<7(3ao;buu{z)B zLQkO*l$$OXpd(}&q_W>LN4^P_OIO_#sCm!5W572UHd9Mx_R-G@l9>o~tHT_+ z%;v0IIKx>nL*YMhZo+p{Xu0KbGPB&QY=RmDD`RrPwzvKArdKhAavwiC3a+n|+xrBY zNgM0MB#ldt@H4`wlCFLUv*t*D`69Mx7MnYJvqrVsZ~^sVlNZV!+YKf+(>(P_l^P>B z_m^lZO!?DtU-zcvypMICme}(sFq{^o1U((w&6<-BZXLoE=D*nKZiQ*S8Qd3i-p&gj zv1PM&>usAe5en%X<&W8J$an_oyz-#$@0buS*X2o!e)#SIn%F$dh#IBXF1@4f zT?To4r=;)kY2!5}v#WiaI!R!eTIYOCbr#08^vC2J4PE}sJt>o1iPGxNFJaJGF|~fX z%}t3uhZK~QJ&=jJJmvr1oBX9A{++Fi^w(kHAu;cm#`OxL@jD*~0@1>a9j(g?ejobK zsViQTia{G)Wzc4PQvj|uRMXNzgi7_CZF>@P~!UA zmM8kwi#TjO&wz2lEk|;jX#5bdtrNIZPx@HsP$E`67s6Ff`;x%84+ik>c#9H7RzD zADKBeb%=ojIt<{FhEX+1OS3ntYHIg@Tp6zuOl(_y@V0}$z2wLKRbq~A>mzWC=^k5S z!$w7E?kyqnw9w~FpKX%Lp9gczAI52C_E2ln6JRsm{c863*The53H6kDz@ zI$Wtj_Xgw5%;DZu7HesneO9QW)d532qgxj1bIKEvIk^%T4!457-$6msDmp18Z!&Bx zeR0LoDqKxUxZX4~up4yPsncBQWUWb5 zrW`L~0x&}gP2^^UtT{Jv>B<_ss3d8yJH|5kc9M&H0Q|0GG~vlz1Do=x;R-1jKYE?o zplPZ~uGn9!?XT=m8slqDT4?j%NO=5YcuWwZSoe^2>#blCfmQ$?8KUzDEEL#!MbnpU zvSaEkDO&D@o+n<0V=uZn1W1Bbt(X_+e5w~ z*J&MaZvrg(T;w?260ItheoAUAli+4ym0gYcx)S*B+;zSei=v~1W1*qe=3*nCItTgIWLS$?z!=v zF5cbC4>BFD=|rrUt{{8W32`YTOB?kVPCzQ!cV9f_=_iy4=Hj;=N8hptMnJVmpk>2m ziT9?PlA`9y#?UHkNq1D|db5NbS*Do)A0rr(SzhawqKl(?el`?&{g!rhE~hhm8#0> z6kcCTh%+5E(7fF;lx8DF1eRQykB?lx#wG{-u=2CvHB4j4xwN(>FZ9>E@SHMvV3G|C zvu|MObF)8}_72cKSH=&dd*O8%a)rQ862Lb6Fn}pM_go<}cm5UpC`4nwu*wG-W5Nk;JFYy{l^hOgj(jf#gsN3_9hBn7c9|JW-I}Wd z1eBJ!NSB`?;N-9LJ#4~{DSK~_zPnya;o>!&{Fa+fu|lc+56yOe8x+N-tI}qS&xw&O zz9|T6Lkl)}{D_jTeElGYQegVdxj}ttXM}8S?YE$uaBqPnSaI;?)suM&9^D@2xoLP1NxG2M=^V`HV153!9iy4k z3)v3w+hwt=NVNGUQe;i9yXH-E84vflwLgKX^}8_wKC={uvMd2!@de+RxURrk&d<1~ zdoOVn{>JQq*ip13+!x_GDFJ^XmW|wzM%pQ#3vRaKW0uBc#^)80BG%j% z)U+k+yJC*lL+}0`K|G}OE0ky(-}W9^DYj|RE>T=4d={xf{PYPqz66xspJqBf2>DLP z446zpB${0a%R~d9rm1T@n(PYyCKf|(bTB!{@Gh* z$lXj>v%{xueWd#}KbsCe=Om_*Yry%0FO;B=mI#Oof#ke>9MjsP^lA_2U*q(TsqlR! z?U!E+n3Tt4m)Q{l!D8T!#|x13Gf$kXE6q9N?t>NBw`1i^pm5`0Ypn}xQT)@4Meg;A zC}_lMK39u(cqfL4FAqS*A4(b?D?Mno=;#0@=A$r;_-WGeF3#J(2^Ew!v>+w0bI6yB zJ^;nsfIQ_8`|(0{cmtHH4`b4sLbcry`td6R-@-0fX99;=-XkHc`}G-y*ummSGmB}# z>Ulf|U33AFc~`NI3pYAoBFDYJB=YLW;%n_a2UB(;KZclF*x{f@`iNLs)v8Xs0dZ~* z9mHjF?1Ca_9{sE#KJ6)OxzV+7dzvQJ($7Bg`QUsg^Oj9Kj1Rxzh3s+=(a+Nxvzpo# zIeG>6$KX)>ij~U?2ngsH>`gPOBWOUREYEbU?H*I!nchtw&(bV(4+Xf&h)|;tcKDT% z`NFz?+-J6T14tig8;Deg)jv!l)}+-9#6RI@phvUk-o0o%G>Np?@vu2*XeSrQRt|F4 zJB11cS>n4yrYQa3Cp32VH2|i)5o?0wj|kzAgE*Eb-ym#^S-M_c<8JA?1AXb!NZ(YD z7`sJT8-vgwQV$x9FxvL!>8kM&&-W*0=0*i&v$`OeRD3-Tmsw>E(_7!}(UV%H)Vb zMK&^!TQv-jt|>nHQr`NzhL&Vn#SkJ_;2(Zrew>b+eL!yfJu{;VCfUKygKZYKKgIC# z@TUSsbp-xp?gUI1E__AAv)!Dr<5+bwA~^MeD_TpJ7&*R?CeCW{7)}uc&|GPeiZKZf z*{UVW16s2P2aj#@{_NIEXF%m_6mwBaHXzpIc@0wOf|qj&g*{XM&9r| zxK~#k{{q@6S~o}^dL816u+C>|ns6Qc31elv87x+!XUjg3f@ztILQV`2q1YY#ij-0aj%6Gm>9v4{F9hb57I;YWCAZu zmvIDpe#}kR7#-PO=G;r;7VHFq`wTZ{LBd^d0%=tESIaM~Z}`6Q)$oGWkLXEL6^)jn zs&nD(^^Z*EPlJtBsi+*foZ2(? z-VR7Jk*o6SK@WdRBIg*J)1o;0k%Yk1T@z$1k-KO1gwCskP)BdZydQ}(fbExD=66GV zL>B=fbH0e_X9aRfh1o$d-~Pcsr^4|tzr6b9hYQr5uTI+?Qd~7^MSw?q7tS3^$twPS zc#qiUlhm4ZL7{0^2(*vr@Lm)7e(T_nnIwcaUwM?^mXn)U^3* zJ5{4uRKjo19b6)&0)%hM$$J|{tYKJAC7QnNpsjX$!7^%ii-vkDX; z6u|3Pkj%v%nGmJ`cbY9g%d@_aGz$~v6(~n~U3v;EE!=itpyOHR7I&+SQf3?A=}Z>) zIcB-)h68QqL6F+5E3BhD5l<;)%kbnzAoGeDvwVBESk=N`IA;p zm>ZoIkcovnOj4w@4eO|=adkq!Pk_Il#4QRS)3o+yC1EkxyBcGrPzjU}vkbUXE^Wm} zORa7K&u|yVvryMcZd<-Phj4EznRA3A9?-~7qpiB2Hi97Esr!{>aK^4uF({b1m7U@dI~Qa;t0FX#UgFLzi#mMmLo6<<8SCFD zQNRMaH?t!_BVZrEHb^b@vMD{bXFGKjf!W5iTrX6F9-JF=g+@F$7sT;TvAUM`K zfSA;BqBi5FOl5hTkL`GjDAIG#2!3m+YSkU3;rA4Gy!HN+?;?SfWhSf0HGU|JM+UT| z69MvI&+)Q;=~E#2;s)pwOAExp`S)TC&%Y8IDwVS61;~h5^Fcdp)&cfwl>?z4rVy55twv*ArU+4c^OJ7ffm=>FyVc*`q z4zY$j##Nr^H0p6cWZ>lGR$~nIiAh(tS&zmu2C*5)D zXBn|nxnLnPnH6H&)tBbm{(4Z4uv8%E$xAN6E-uet8f+?qzM!FCwJuvNNVe-YC&i!T zXHJ&2s7YR`vDsXW{(Qx#w+;4A6!(Z&&Pb04Mk+TJBX>$54TGC7?q# zv3JS9(ri(x+drf(IQVyRiIE1rgA~4y0%!9;dE+2z_)vracb+*E7Vqzkzpk`d^mvZM zbmOM?c|^=a=1p2(CXeLHQBsEAjgbor!n)30X$Rp5Oen3 zh+n5%dQ);@5*Rr{l;FxU7<0R$`-3X`6p$S_ZNVi|W>q>>T-|f)K{g8;{xJa`Iu&U| zN0kP(gSYQ1eDMgCb%Dm2T{LEJEE%z{C~RXtq@Qz;&}(ecR!D_VQ}F4l87{84rt`Fv z51zpr8GOoTRWmevGj2*oZ0k^apF znLjMnY~X*@NMmvoF(_f5%@d#U8~iLeYWZ^ybV~K%?>kAcRis4x_YkUZz4Y9D7~(Eu zKZ zy1u~c7&SiTdSU(IXe24RR~wNnEmhU*JJpdbYRzSPZ67R~)69?@r~>Bj3vwzrO8O1I zqL+;QPW6e-O?`Z86;>ZA#gHr+L;kwY6N?sDW5e+#^H9QKurb0;v`LJzC$c8leG`EHabm3qeY_Y6<;85Mc?`|=RHCDz>< zMi-xZmbM=LcFzH^Un@G-vE6HyhkF>&r8tS3IGX2<8ATjx4&OEiRnle>M6dnISL*`8KHa_-0!UG;f zj~cq_zhF!{8J{4&EZA$_=ji{4Mnpo5^A$C~YIA&zE_gjGbnrz$S5{*~3@CUZ%8UVI zw63f2Z|^3eroqVDw#)aitFjbs>`@oScVT=RIlPrIW;ht4ZBf=AuJECD8}$bXc(6^YiOt6MQMsu`bg|g472-bokE;C;U1ynz` zCs2)a3@>wa;SKCH;)=USkBMMFsA`R*a9YrsD!Cs+*^ z*S`Z;x08Fi#96u!Uea?Pc%#nJ7ge5gwau`q=TJ+!3eQAy2JtX16#%@Rk5i z53&GO#~H37{|s62#9#^Ga1gJwC|=5EIRt#%FB)p9E~I4O&1)leHgi=QG^Mch;g`Sm zI;9qD6$bn_Syke`^I;wBMM{l1W?DRRzQGL(^~Eh@ED0h|>($)9%~*ZR3O>2c{tRD#PkEEKKjXI>fN=tvCe>lM^hh{P=6NdjhYUeN zJ8U1+u{cx<%o1W3v;oqz23p^JSv?(&03Ai&3bhw2I)xR-1C48KuuO4$R_-;sS2 zAklarn(D|UE8-K$5G8co?&Xz(#*(m~5896+@6pI;N_t5a`*Gn6e^r>zq?R$KtVX9D z71@54I;-j=pFydJu$;0Kwb`}G{0`g>bAVh(qQ7WJDo(^6*UvxTqf%aXuunK#U{SfM z(4bXH;Ly~4;_DIa2fIfP0pPm9#YD7e(O6~5-T%F5KC!@*G8JxW#RHVLAzzERN2Szo z7|{pc#2+ahpIdqsql8$VddQOM_)&_(?1p)5?=h|Fy$~2#_7ag>355m5Zv4BvKYatM z6w5MHeqe@jxB5oWbOB&sjo#6>Rd18>H`Uny?rXRlWkGiM`Ef;7&3C`GS27Xxms7Mf zyy+a(sgdeIce$K4k?4;*S3-vby350u&jaV>x>rpX_o5`CI>vL2Xm6I2M*xL~27-y2 z)@uL8T7ofotxMr$y0?Zz9Vy~?yUcLH^DIr_y*ofvU_8>!QI5c$B|4jt#G zVrYlHLQ%vZbL- zcrHZsQxCnn*25AXGu3bID5%=@GYZEOsB!xC-^S3v{C7M6yPqtz4hwU|K+}p&f>99> z`ud9Ow{p2IcwV);N$ro3;UkW#%Of`MQ_Sfwpxx)Il*VoomQS#>uTJUV(}bSjPd?Al zl_VKNTqj&^{~BcB1;cXnqBWK_xOf?&1fjmtmBS9&!?gfzfo{#|x??$zJi022c)*~~ zv-Hz^i%C@35vGKV!Au|=r}x95GisgYf;hvp`F-|4i-(;RYwK2`OUUK@veJMjU26h! z__j}96L6zQwdF~14RHAW8A&|nb^Oz(j*Bl0O~)jtny=2y@wNRFm^ogJ3{YG*pzn4( z)07EX-VIv~*u{^OVInle8u6=_PUjd^$je0?4r{Mx$_SdLX8jV^SW2$NX(62(=}xLK z!M=gQ*4)-KaKnCLD`?Q??q)2WL3pkWk!=M1*5~%*zc<`4L+H^;tQ66gn^Fn{B`@W3 z*n;jIBm?5iGaf{Fkf!7z3wmS3R?`Y!htV;^QTgL^8UlRM5TE1_!0$-Z4D`W4nk(2P zFKG(8h{_X1MeYuhSK3f;z3R0C>pCyrp}u`J%ot+C>JXn$u3L|dF!B$%bY44MT250^ zr^Pc52z6Yr7fx2R(i>db4UcU^*;Vu12_8&j@tn6R-C6NJEed6glt2L z?9||_cJCcv|A_7mWZKJ7@n0Zz!ME9sCt|ehmNHsB_rt8!i~78%ckHNzuDq)B18v;v z7~M3?uGtgFjHLpEtJiHGR){je!J z)XhN}9PCjmnnv?~7QQiTz)S-hw`+{$iI7cF@yNlEfObNr%0dxyB?RoMN`Qxlh*zzmis*^wfUq-sDG87M; zNa;)_Z&_ot^b-P{SNSC`IR{{_N@bZP=Goii*5cT#mZV5U`LYWTZ0fQa$ys!sGWhUH zN@kKiwPo_Eubd*}qtmbMkaKikjg_$st$h%Olt_yKshRU&hpt`dzqkUZV6%XafX zg%FpA;SaqQZ%oWYu!6 zvz1Y_6RYWh0O&3YrRa5)81(g`i=l`wP7kmD7^O{hjfrz>0<`d~a&RU>AsQ&A%ZQ|< zeq+T>inK46NqlFdv^FdKq4rdt0C&xA1;f0og;yG`Klfc2f%e5=4d`jPBbV*2c(WJ> zHYR>`1AE0*{y7L^hwwXM4}pimMr)Xb>jjqUT#XEh)Qq+T3YD&K_~fao^>dlCaC>!v zLHk+XV;>-`JAWVg02vD@e&hnoJYHp@0Ysu|uBZK%G@B2Aw}T5{F@y&YU`sBkeOebd zV-VKcrP@e|&rq^G_YfOh_=ow{j1m9gf+dIJw)qw=;r!gJ*Mdba8mV<6HVz#JIRVdX}e54fUm zG=!7W<=n^NpY%?)g2Ii_x6I>#KW>pxX757O#k$9wtcWXFp=%lI9!XtHrH8M~lEw^W z)BAoRcWg<91ZuGN;Mic8gkU?{vg+njm&q!Xy6;Db=C7SnR!qQZb|RDCPmHa-@|`6( zZrID=UN-=~DeI?{A~YQ?PQ_VH^8<8dx!$$Nf2pe_V0n4mXkswZJN3vG&m_TD&W>0B52Qu$D+gXom{inFp$7v z7R=Ze>m@YHbkd2T3z41{s6{ zEH)~Y4JO$HAUhODmRiD%Zb)F$e)A|j2;$^t&C{CTFkxT}Bwz3yxf}SPM}S2E?`F7U z1}D&ASqB#)iz~k_dT&r$R5ZHUcnq*2q+oh~xE*4miOhyqN1gqfpvLF?Ozb9W>o*W- zI8g_z7{@wv#Gv9f4a-XEiwpTWxeO!Wo9%VMhH+Oif5vib8pv&tcy3aZv{5Ibp7224 z^$2(9H>)LaSu*8;|7gr@)R~|rr=eCMC4`YS$icvx3|sJ6b=|r_1JI*)3LHrf6>e)o z*YUv_>HW?plq7sQtb^suxk(ISny&@FNMhrF#!~K-Lc&`+rk<%5^>G7f_L>ua$2h?# zBZj zY6{vFvj1Y(X|mT(OPhG}CC(g+)+G{lK$9N#haT2H8#!G+{KCH8#K|C`uU(Vv*wQJG zII-qA&}&m4Uet|H7`vrn{3kW>xJcB@7`&|nq<-6=Y3C2`fgmwSo^Om))m7R&sy(PZ zBOe{VfawHv)_`aDUNtzi)GRP5|ZeX(?N6qebc02K7TyTL_q&+lNCBPm3PQ&_Zx_ ze_voeq9xq852~PvK?)!cLtMj%A+FiN#*XS~b+KI1Q#X>zj8g5-xu_r-YssP>)XrD7 z{w-^c881w(R7anR#{Hb95!Zvo#vqwrx8(F(%f86WgBn#I~J@ZQHi3i7~Nt-tT^I-M7Ab*Za4+YggA^ zy=(RADm6K2X#^QCFfA!@m7gknWZ%+YU}&#kx!?@qkWSzt?08X<6yycy*80_CkWh_n zK4eHg^uaIr*^o76c^~uFe5Olyx?Ly_r^(M!V@fB!u8 zH_JD`jo~5a5aoq*3YKTzGuU`zNfxQ5a-3xT9kA*c zKspDi2K9V@ebhZ*eoK7yy`nk;_WGtlJ0SXR$Ro&i*k{8hU=9eQxBol9a1k^OI(&8p z8G_V?e4l7v(^vA_L5d*iZ{R2J z+wi3i12pt~@Rt>gbqEv-a{V6okoo2WIlk@v0j69jECDvW!F}u>`|b_*L1Vyr5ambR zHEH=;FlhH904VsK`)&9!cWwC!`tH*Lc7PK9^1c9{0XLu-|Lrd@Am{hccm8Mowd32( ze>ekSf&4)}|6u|3YOd*K3e*D{0U>^Dd|QG*`!e@{Gtk9<5K=%L|7G~B>xwraZ6$r^ znE?F+p8Eqqi?|wWg>NiU_xjOC9k>%NtVu_P)Z@MKiN5J%r4QAHAjng(QXwAm)eJ75 zn-IdOZCDW`GFO9p(D!jmL9(M{5R@a7RU(v$l3*YTiDm!akcUS9vQ6!8hztFtWQ$dW zAF5VQY1VF-n1KqI^W4{fk3Jf@O@FmR71TG<)E6eNe@d(JriqSmPT~sR0>el;;z%Ac z-ghO?9TyP;KT}LGn^ z9#SIxJZc}o+E}H7{bq+me^wRQ^9afORnGD|F~br{-By(d{Ri@#E$Mui2s+a9DloCs zKmE+TElDl^%ApgtPLMFoviR@AA*?mEITm|=8`G;lU_uj(B zlmJvL|J_?%8G3E2hGU(u?W(Dqt@!m~%wl>0hj1kICI;haxsa@XDY1nXT^s9HoBe)H z_Fa|Z0SgiP-H0R9_J)>_oaxu5*B%Z5X&lKH)r5iQoo%1@ui79;2);#qC|S^4?~+Wz zBQrIi?iXB@c%-dM_nCW&0ClnqyTslfH}D1&^O#z4BT|p}jZp^o79=Yt$zhSSc>_}& z+2J8gs|BqHiHy|xt6L(QDvZLIO`hbHY2&UY^vvkY`=S#Uzn&`3&pw`24+r&K3OZvk zsmuoxNrCvc&N!s%(}4LuqK<<_=8^ryF(%ZsgA>#9Wc8;RrS8=p(_|jTto+pNOFTzG zecxy-&HTD237pf<^Z2>S6SAmU)GVaH5X9O$*}Zj%Uj!GS&X8bNFD~>=-^a~Pg%q_r z>jhTzmIJ@(hFaIXZS}pK8P}`8BEOK@K3b=b-khK*^@Exhr+=^fD&6hl?3)#)cw=Q+ z33rYqxG1=aQq_v4eu~`B&_J)ozcr5EjBvrpV57$uB`RIf|Hxh$}w~;EinnaEhtJ_)pFGbCwBmclt^-ZVv zZSovi?BaNLN?eLcJ&7Fl*!GJ>j(vj?*GX0|HJvO zjb;$&890PYbAf;@Y#v99ybu3*ikJdtT&%1fVH4*yc`s(f=X&o?prLpa+i9zv z8Fk%E=Q(2HKQzr)NAP1(X6~MMMoCf(U=&aOZ||cHoQU?DFeJ@qA{2NPkHhuHWwXTe zDv91EeMN2BcGgA)(#`6sG%$C6HZRXG&-gdC+urI4#s`uAk#^v?QUkIcY5uV(Gf}+C zPW2kCPo0Kd9;Z9kq6K(#wKk%CDJZNm*ZP04{QBUkeKR@S)d<-UHE60#0EOZ|V}764 zT)L8Vse+DDZt#HgGgnIz(|o-;5**hgi;yHQD=Pc1_Fo^)#8|W+PQQ zfB~;V7((=Ba1}e-E629a!PA-^PXMnD9-LzQ<=*F=AQlJ_M{T$w`v~0c zx+OK5J>&*d*rx1F(iFeGK^A^Ht+aJe?MeBCH z@Us*q86noA4@7pUN?1MdJ2gth?IvSg?8~ddB`CyNrZxObRLw2^Ffril1*&F=Q!AM8*GDdl}q0jA%>kT=*1vKAQ+C1MKRqQ8mw+)rnvft!( zSbW;Ks(L8b5>ZI317a4i7`E+tD%lnGz=51Sa#cF;OiMzpRRK9A?7cl5?_8az_e_4y zal8`?R1^n5!Jg)y_4hv38&oiQ_{IuGm?qtYs1=ZA}MhlSq_haZdec*r~3)#Zo-(pKMKVr4`kJhwevSyZFA| zeW$6SjW4R!<-~Ai1d?w?ccA%HvRcmNKwJeu`tWCSrZ8OEg4U-?i5*=ii>5I!B$wZe zOmZDQ7W~HUW5JJRXR03??kUy5Z;tm>a%itCK7+v6xpsmrZY_%XVr9@$N^*;8DsIst zs7ARifev4qCfIf)x3I(9C>N~G7fuF5H6cx#^lO5P8ESWefli{iQ^GMf4@*8ux zB(UTUOZlUq;^d7OP+Ni>5g?g#vnEC$Udrr zH=YT8vv6yOhBfn?KEdsU3m{kt|8C$ZaO$jlo}R)V&S(3^svjJ%Y?VSl|r`Zq6R9eNnyz*;o^hp(qOy~`iyM@2` z<%dYw!nX2*5jj<2{Hiy7Wyj~T@@s2qkD6wZ*Vserty(X34+c%^N&(MLd~?nb4VQJ* zK5TyXtzd_>uraE~#}Mc}eo?w(k4a%WO|>b?6u}O2z1QSx*iRa@x%68bt#wZQGvKPM zSIP~;`@5Uc5ZU252t&X(OQ87n_3xC1gx%lF_G}#|#~r?=E+s~2ZTo=Q(La7%9Wh^{ z;p;a~V3W4{EyC5ajYmf&X2S?mT2jUsfM@~uHQ`CD+3+!kT6`S0rtuh@xYZvVLwoeK zW`j^g1{si;p|y}E`wV7wnp`9@yCa!;s_b~?Mx#F~0xBe(!LJ&kZN>#2<~C9rjs(H` zp_A2k8=tlzDSx?}{JX=jOExXiHEsQk<Buc;YX|? z*1;PxVuVbsCY;f3ue2p(1@Myp5{G21_ow4bcsX}(akU=WZ6YlZ*G_K{WPqtsQgPL${xs=oWiOHz?ay2}e%Poi`w{SCy76a)@jO|6+5`q0`7?PA z(^f!IAei%~Ty&Hto%5ZAp-r>n_uDFbWD0LYCw&zEdHcmiIb`0^d!}T()e}M!%@M|` z@ZV^y{4K(1jaLMic^UauUa#0341Nt-IF;FB_2wk!)U)y`Q zs*O(F^Csd|w#VqYpS8i3)$p0E;8Sm~v`Y{O{TZEDa>isiSNvIuU_X}MFjpq|b_Q07 zsXYb*j9l}#>)ky6af@K_D{pW)roJI5tc9Qvd9}M({~vta&U$g$(gFW0Gk?Pk&%P@s?nHoItYQKir~(ZxDsa# z?QFc}(wg&d%5H?XP-&y$625AzOva#K&Ks*fiprxiRw^1`H=-AL>#-Sm}KN-|Sp*jYm@vpwvK`F;H|(vX=h z<>{%l@dvjjd|%xhR^wPlGcBeR-t7GH4hmT@tGeEJQOOmn1wCkMuEyd7pX`$48uh(k zHE?yOtE$!*ZIn1BH?s?4s6&$TvN3D};1&c?@d7dw zIJG=E`1b&c1IE!?VFn>g)B>;zvblwyd8SSUzVWvJ{^tHwVR8%gJ+ch5P3J`&y(k&5 z1lr7%z<#4Yw;DfvVh8jwiO>KmUGw$0FtkU+GhWLdenmmeHN|QDw>L>eTgcmqqa!q$ zhne*Z2LjWw85jxVao%!pfJp@nRGxmz_0}goJB-0H{O><_AXx|JHQYDyoS0SB^CmdX zO;t34egFEKPDDL|?#r-@23)+KSu5sW+4%8MV*IecIrrcwZf0fPtlJ+!c1^g+_DNcg z80`!Et`#I+E;T%_XTP6Vaa1#=utWxgXP`k1y&rPu`LY5mEY3SPT6jwFx zdlR2FUaHM=ypIl2A_ZCoZ2jR1X?aQr)NdJevEhO}J+yLlTZvku;HjBF@XqgIZSkBS zJS?La#pIr*zRa>XNDHOWH;k*EH0;XPD&&<3I^N`&NCCZ|2>Ox>nsmVN7H_B1Yr_N(`vyHy|7+H`mL z$;0lGqwEg9qq16~+<@g!cns!xS!P1byqCbpOK4YCskAV9=22!|K*sHPHE-)%^ZO|2 zK5dAjmfSq9Y%G{(b9Sr?sEZI$Bu(DU1G;4h@}_m3MC~S&W>IPOk7=kYU;>Z`aHxvk zPFCDiRUY_IRZNiY-g2z&qs1^yYbIW8CQ^C=wvp~)yLJ1KsL`D`ptD3jiCf6)jDlX$ z0rp^|hv2SP@}PoMErg&_HxW4;yz zMGrSQpPF{kJ4ct8*=;ddf8M?}$v5TcNz3s;bdeB_>NQRd{&SAyNUXV(PY$h31tUBt ze;;sl0_lXKWokZNvULIHeV-jxq7z|&N!Vwt^vb{-Ey@=6TDzA3+)BLbh*`CbNniJy zs)5u$e#GCqvqWDV3R-1*rv>RaoAl@o?{aAqZWcQ330-6;2DfBz-*|O7afcQ}eDjwt zoA?ZQy>n&;TEHS2*pPRNmWpnCQf-5eUbQ`3a8XIx|#rerS6 z!W|>(KCLRKQIQiDTH^HTv~@D}!IwYzo&SCE+0RyLv@?U5XO6B7A8tikh|Qv0^om{rO*U`=FVpGETfQc=eleAl{)40DJAJFecN zX5KHHZ^XyR9lKPeE)ey<<}-TtdP&m*8IE9@{kVT)%}7anv5Otr}4tPa1_Q+4AK-E)Z!<>4}Z8Nk@- z!1&0E4=NtO-@%caH3!Gdm}%rl-y51htLF|9h32P7r?{)M1eGe@6uTSx5kLeMp_xc8 zR02bMdc6MziqYi0)my`k!T6P5OXys*Z>mU|G(wfM_AmUy((~Nhc6U{lB$~i1s5AKd zbeY_Z2g?$j6a#wF(vEH&UoIx;!T`wQ$lXFm+2d`2q3ke)^K^5lN(((wD!Vg$ZeexaH7?{4WZIco(nrKYhZN9CRh|>RTCb37Vaf zyMkLG#DQg;l{~*{NB^=Kg~ITC6lC5ke<^~oG^2B5@BjhC1dN~%RMd1INgk|dNZ*5| z^}}$*=|kA?7p^)Ve|Tfb2|ql5OCe)d@oVpv`uiY?9G5wg9{#8EN3yOIus)X&#jbKQ z_J{DjwK9*t&8Hm7k7o2b^MhXJBtPfpa##nox#`5$YGu+y6Gq!nEV4)@;qUrfSj%_3 zGr>@wKwVI~&B6wKBfXsSU`S%{<~7zwz)>dBPW_Q#iDfIGPS>w`fyaF@?N4;PiSV$!l0U1=KJev1dvAjQpV8)#WlA!XwYw`;<6Y> zAyvdL^iA`mk8PZ@D9${HjuPDaPkvJ;`tM4d{o}wjOIHNIqe{&hL_dR|8pb4%j>0xS z^M$u{5y;hXn-a%~;O?I4A4fuxA|Xg6qI2O4W3$Ufjx{sg@f3MQFtCcdtxI}8cL)ob zU+cWduHn#2jNJ*LWf5o-VWZAW5LU1QmqxP>Ch0T5K-PETs>)>-I@VYFP<#mZR^BJD zm2(zMl~XiUV|Eq{!+daknqBp0*5W2x-nNX2@19}GoYt8aeCuNh==2Dxu_SV(XD54j}<4&{{zAmXuTV+)y< zy;7RQqIol`PxHJ&B@#u|&;w^1VhAtC)-w$s{mjjmI3zAHM502bEPII<2y`Nq&6ol6 z!;9PdrJ{kO`8dT)^ER=c>WHE z-~huV8IwJal=CC1)(O@Nz!*?ht5`n_SeCz^eo}sPVMKhbQvHiLZ@C52#nRi&aAam@ z<~G%?sGRwaBLa3QRRbCu4@{YojGNO+!A$I^Nj(05qQO=I^n*CR2;Id2jPtX_h&jgM zg_H^#n)<8`c{m%=W0qD!eFH1Q@2|t={$hElhUD2;UMnW}Rjjo!WsM;^Ggu&+v>{R* zVv&GsXZw}L`PD_c>Tfd8_lwsLRS^BUqu@S;;U0=s?T3f0;G$Aq?5^?EJUJO*I+?_w zYSHXXxj_%gIu-L6Wj)sJ3%$@cLj0f)FOOqP=te=)Y>+rCq0DKIdTMKaiLbFE9g#AY zm3q_a_F*WE$#a0+>a$R;30iB0 zHdi~pEOo5pW2PpZv1|@u5#?B09Aw+i)odp}jr5rO_?KpFDKv_Y&C~2nzN)hcVq^?;PverPAi;1SH!+3O{^=VX z%%(FCD$d1!WN&?T)=C^Y*}j(2aD4*N@Tx5-U+r?(6%L{uB50JiidYQ10kk$n3)ZEiKMdLK{G~*Ee@0Uy=G(MNiP5X4wXHYg~aDrHM*YJ6Bl? z94Oo*yr-OWc)Z(c*zET{57R2vBC{gOyW?&hj9iBUIE9IIavvDNj#)Nr4naPQ1rUS| zahnkqi*m!|K~9(-)5~7w8+=uGk-dH&^w$oZfGWjtRXgtEwm-yvF)5-xCo6hZ&MxyU zP5=?^X%XBtAXagf7QqgeoCA&ZWI~s_MaY;V^Sp3G0=y4!RSr*lDITa-+JfT6Zw#1m zWk8Qk=ajSj&p{2-_!9MFmB&_7PSB+O0i9S=XJUGc1vE~!H-OmZ7L=`} zwThboN9`s;u4?(8Ce@o!^ftC}U*eP(E^*`&Xx-RGu8 zdVJ_vxH)_7N)u53O7*D6F89noG_ zq$e&`$^Y5oLR`qu-S+vfPX}4EM!q{G3=X?lynrSO!eB>UXH(Z`1xm zSDA45VaAzWQ2)7f4%p&hirqi6;QEW<)y;uPs1?K52 zWynLM|M@^qtb0*pG18hAp8ip+A8p`&QAwuIxMsu-{6(By~|u^Xtz=t%M?F$PY%_HLRojJux6xS$-qkvqD22)zNUxZXRa=)RXn=P`}gU+4panIER@RX*UOtG;1L~Oq_W)+29 z#4h)O_1?mDJYp_wKP5G55{L)Jk#_5GWe~>f%Qyx>*GiyRN!qP_rrq9rBO#ZsN`~jL z;_Gr$R3?7Q{+G+1Da5kM5AVQh(w}LKwnW=0Tl(*tHf^{%*R#0Qc&pZ$T#`9|fNe-DP9^4OXKNQadJtk%7|C7xPo>Jvg@2!Dfb>p$LWNvX#&2*EhIY2V-bKcT&P zE1TmZi#1N`kcxF{!7g(#WletmxTS8R9^`V#N8CfNqWH3vl@La!*MzUZ>;*Ji+K@~o)(7*0H^l@X%;5hJ5J z&8Ue`PAecH)ybF8FbM!>@Nio=*_RA+&QXE4CDx)-(N z=clg42bQ9+A;k}zh}y!WB8Cl8dAWtoY|4VWzfMda+2&-RDZcUPO7LZIcFT0!qc89= zIAyGl{^eT0kpzwaAk!{HJ`rk_hhVK9vH?Czg|>c&-#O$(S0`>_%__QUXdfbuA}%T6 z=<6WaNA4?A(u3Yh zom{yPPqg);ONG4oEPDx2^qAAn1w>`s`I<;BE?HS3#o;&wx=vyN)nDyizpP%P{U5AT zhv7HOiK7TCc{zLeC+KPv-t%n!wtY%@GE2R7|2P&F^c; z@a9%B7HKp!c+Vj}#Os({Z>ZPRyMXYIqv~d`I@J7i0#Zz>z;+?P^#H z>?RJqjIz$=VO61s**&cPkI;Am&yUMErqfu*KJ2gJw3pLl2ZP;A;kqbXH<3q+V(skp|w_j&(atSKgfxdQ3 zf9SUVUoyA450Hs$vhl!`kMCM;D?ymR-BRo?vfQncbNxdMwvdbu?#u%fv*9{;G(_Gb z=$?5umC_387zUaZ7%*EO^Z3J@*=~gyXHnae4X|rGFMuL?L~MG`vmlUcfjX9r{L?s1 z>|fmBz^?@XSZwSSun-O~_vhehGV08Cx7b0}aKO_>Z0EIjZdAkH@Hlm@j9Lh-ol5u` zn;dR&91e=hb*Y^MXw)JjJviB6V983|3Gf1>1#oC2?ydC{{vMqEy!Dh3N~jkgLMJ)T z9tX{YW&@}~BV;4wb|9$P19=|arWng!b2j}2pG1iXsD`(T>x3()KlQJvY?KrXoMju| z)06MT`IGEgLJny=^mHDof6Yq~F*^0ANFz;cDHi&o0b?}BiaBNTIs$4@VPmGSba|kXI!3Xu63Tz48*D(~;{rSET z7-@lZC`|2^8m1YiwKZ0Ao#y7%fjY_U^KyjBdGCkUr54=k76EwEzJi3h9d4R=QQB6Yo^LX!3)(FFL zA?pm0t28B|x-fTfT|fxMXU&cc9Xoh+Q(oSIK_akFG z!@!XOMe#;w@AJD{{5H)N-I((XtA37W_|RU&i)M)LZu9V=#yTS|_a)MZ;HOk7yrAnV zpTV*$(nC8!o<5ulCPUEgeZ-1c$4ajzy`Mu`+G5V&??`Yjhx7LH$d?U6roKIe+bJO? z62TKs2f43e)gz^PIx%x+Mg0hgqqHml^abtXxb$um9u;!hL zKEoMKZg{TnuG{QL42@rxV8YIqNrNVv0j8dl|KtML1k?oKmOKk>AK2=N8&~E1?$s?C zWy@G+pD^kjhBQfC%T{?i{=KtEma7S~ zhpr$iQ$hd9($iAKyf<$ayy;KTH#8DI)rMr#wq+my>M(Fn{TU6hvLNf^%CiptI5F5c zEZe6!xqbQN)!eq45#?r>AtOt$Q0nJz8Pe<2I~iW;E~Uc|q5%tcI6Zk5f>;cWBH!w3 zY$0xCTVX#jpt(4DjIgD3U0_7O`YI8pwVfrmc)YQ>qYbe_D?)2 zE?Bl+b6y>YVLfV(XMQ|+&bbzOri0~d&R#mYD zfMNUVYTBdPaiu#p(PNpjWl16_9dEyiAjBK7z@@4BZKnQ-w63K{zUAduA#>n%Hnte7 zEz`y{ZUTMR)cZCxMof_7uP92pf8a&s5Tp$^mGlb8;)2D*{e z))ld)`%O8jPiLZ0t%G$jR}RJHO}*p-f+GBT^bP#PH9tr{dU5X(;gl8`n}#i0YxC4j zRV+-q1#rTZ+><6<#+gSvUkk59ccuec9<%d=0YCT~5`$LZn!rZZlSr>~>%qY6{Opkl zonKTmLhMj@Z%Tgu-Wz`|ssc^(^P@rbWo{!tauqy6k6tC&vKyaVyyB+t##Bha+_SalUyn>?{i(!@SJ=Drev#fjhvEZS~QW?ehvvCHp4xy}ieMVybv{ zQ7^s~<;sz1{U^?4u8T{d20+-e-3c-=MqC$$rr@c}ICIM!=AR=>-Pq zYH`K6TPXoIC6M@spXd*#TRj;D!SjM&uPhEuU4m1P~SxiHDWqbn$;?c)d?3m90WIIvM%>QMJV9f=~S6o4sUK5dY~HKe8-zTd%qI zj379k%gSlwHWEUCM1bLty*U|RhmlnFb?lUH!yvK(wT>B341_R^YKUi8E z>E7T~j9Za2Wzo(6^haaMjBpQ*rpCj_@Bk9*>vaia9g&Pu>ws%zbpTbto~M-<04@U$ zq)EKibYOyd5@xo>SA)O}3^#)An#*7%dda9fDYXiL1Wvb08Lb3HCqct7eA`{E-`|KJ z(L!NK3sriw*wP|^Z+VF!Hy{bs%Zd3ZAdD-qpd_KrCHJz_t@wLupzEI?8C?4au#~F7 z7%#e9XM|rY`vMZ(^{bhoP#5dlKHhdy!<|pK?T5Q<>CO!IVZM_C7)4i{+2_b0+ec;R z9AwAK^gU2|MOVqWxBfbA>8ZD16>#u*-?Nu{E|e1trHWv1ys`WT6W^);5xjJuD9br~ z&N^grbq#41GbLNFaEPlz#U;!r66!W`|L=eyRtUSMLr0+xJ`TQ|BqoiTbwwTjo}iuj z>0-S{t$BOc*`-Z5!Dh50zy#wPipK(9$6#&d#)F15V802Eixlu-cd=0K_n4zyja(Z` z<2=p2PT2XQ4-MJ}1UtWnLx`b^?i1#=k&Co?){we8mq`OyGDY@%4YP~R7~a_OSbeTJ zl5)}f%Ta6YF|FtR%x5d7Ve84;wq+I((2ly%Ig;MT2|S~X3|GJvN~8fZ-aO2D%1wSp zQq)?~)TaPM_KsqUat}C@T3SjdNI2)K?(9MEgQPo*+Et}PyF%Q1PGpMR7i9x z0x;;o3VH?D7!{(EK5!yT$e!JO48n_>lx_q2lS6j7ny`Pyz`1@#awR2U3_+ZRpTYFY z7t$_Vs=HAvAEHdv8%UuG5A?K!wZFz8%*^yEOKSqpW*FR~YH%CaRWF7mY8yC18X&#E zswkzF5jrIG@OqM*9s*a-{O8}<>(>@n=iSMvFXvqf-8Sb~M*wtgu#PROh`r?s8f}9C z{!*jdmnXc<0y4xf57V8%JRhR`9IzctFCQducsA>~3d<3xX)$q{*e__5L z4-4K&EAk~7Ar0ax^o|t?}_z{B=yReqQ7+rjNSqhwEToer1%uGhu zg(U-6a-XbqnZFN@cHc2Svx0cK=PitrZ{FIL58{*JfU6&+e13u>TyZY;p{T?#zdZl2 znamRm1tZtJ{5_u8&ZAq1iX^> zg{$)bAAe&VRl1qFa~8SR3J|4`r{=+4NzL|R&`^qV%rsDfw+G@MCeNu$mDg7wN#yH? zCKC7aY#7(zPSWs2l;$Ms6`S>yfO+@*ged|nc58K|Unu;MTeBCR``KBMRduZtJmO>y zac!k%L9wJFcK&H4eY>wkS>{Hm=U5o99#^Su4a-nkvszicEZ(z_X2&B^X$4Uf*S^}4>_q2|kb<&}r>!mFhYpNHz-2;dJ^AM}ukPX+?_#$VxbTk1b_NJI7<#NjWtD+T@ z1EMfslzZsf37sw=XV?H(8SoS##g~8*|A$iExUZ+XjJye=z0eU#6-fZI{zIqh`R{X! zi(_uX{staFXUMD<1=+=;oMQkvx4_wLH6WpIUN@H)eaOWUq6WNN=k$`o|Md?AvJ;Zp z5!u+UXqewx8P9fRI(1GY>{yRrm~#2!JYU%72X$@%CQ)(oi`%pp?|*L4)58aFV_;bC z6Gg(?V93{1*EG&*CyT+%2;^T1erugmhc-$nqEA{LgrEA?T=c~n=%38f)|OgZqg$_` zC5o*XQU2oUt_|Zb{Oe~Y=BC|-|KhLmp9Z7jl)ycOb{{Tg#9#HaqdTdEXaCPlR=n(& z;hSua2^em65+}O|Ve-W~jnA57(>)^OeJ~EHee-C>@NaS4`qdwcNKK+)Sthg;%BGy+ z^IdK@Qxg70v>Ydx+E1iShBB`@TpG6HC-IK2>H^hECb_(;1r)|>(Yz6ILJ#Xx4ZgDQ zAOr0+2fUX2<-z8Dd1s_y(07-`d1pgm%gT8<42?K-ZW!(3KV(i!=Npbs73O~Eu0j!; zE?KzSb})Qb9O!64lU!tjA0>J{8g(&#aR@aQJ2f<|{6TV`?B7zY^7iua zi`VNC9I9Er#>ct}IKlRDR}Iq&+r`Ohzt+rHwj1x{K*iT#5PAH4lRr)TtQnHCnE45v z=&F{9`iYPr%&5&YHo#V&)Rb^GX0F4RGx6jTlb$>!v}AD1$aZF~fAbHQh~6D6(;tny z@8n4|22&7L=!Y@~$J4&u7Up0@Y}~+RIcrK~N%NXcdKi(=O#7$>rc@lS_A>kt&%lrN zL0ZfZ%O%tk?*476c2RyU`DoL+SU3xWe`=b3E3jeRzUy93cupP2+YKK~(*7#c-kE92 z$}mQd2jc~3D`G#NqNtVF3(_wqeULxRzd6TH{16j9B0Jgy$l_GwLbVwO%r4WGwzsTO za-}lj0!)F$MKhQGF1$TQ#T9bi0RSm>)B4??SYiA2o>GwP`MC{t7ck z4m@RM6lk;x{CDdlOsQ!7!fu*4$vOwStt5)ka~|a$xnu>c5%p(M@FSl>f~f^^$(e=j z^P$<81x4{(`too&ZV?_vi2i4I487rHaezCqfZFJGW(ZkfLj+s+hL4nH5UL1-?E$cb zs%qC>pR#$J)~V+?W&dl3B|%sW6-7z5gZ&_co^^vi3Tt1B>sBuE(I>hk&fF9t zjT@r>+D_yM!Vh~4qEDo998Qtla7npNFUxGeh|1(G~PKr1yu=St0 zgjE?aE^xa8cs{-b<)w&!t6W)s;cvk>?6=lXndphYI4-qgUYQQ+6)66(qw?F!&u>-L z%@{2jLOf4e#D5Wtc1l{gR+e9Qt#9>B9G$d#jydK9P{`P1N^>%|(j|#F`&Sm>5ahBh zJ_6qPdT%k~d=)mcnSvVYaPRZZnsQ%IP5-(Y{M;doFo2Ksv!TH2=feLj@g!EZ`1ekB z%Dq$MEbR2Vcz3>1CH)6%L&iKcdep!6WF5o;T0ZPOr3g2zu8IXa!Ddb!uQ0z+p+d0Y!_t}6f|@q#@Y?TEF5AyBxHyHWBF_!pzio~33? zq6B(vB7xr@dWnJHSdzNiJZG%^JvqPyNYSPV1&<5*)&Dl`EBkI_BfVDU@if^e|1r@_&EmEBr87OaB|n)+>~m)aIYyRy&^3yz{Pu5nkU%^*U+7YQw3F9Flow`y7>m@&3N7o)??zeh90;7xa%i5dd{|Pb%&G~D^2?VFkM(#ndLOh=hI;g+haMgU1=b!a6 z`zfZkuL6|C)s>2#0R*I}p&jo)(Ns5_A~y0D?^(A((zprw5>bRQjqy~cqAVCFlj{n` zlYMt-ijA)vN*AdH%9BR;ihCI*O5oSN_CvM87iRp-6vVs?oDr4;3uTxG$&D%_15sD{kU*mCMKMZD# zZv-`qj@3kjtjn%xORn$*aqqyJCM6dNw^Lm6Bi~K2rrB5#I34mimA>=l1+S+||cj z4R1fou)|x#jcSQ|530sAw&1?wMaE5b(4q!t0eZRQ=>i^L-gH7Y>*Lu96Dk2Lx&QM= z?`THJ@Lrmtb|WDEQ{HYWAe%879%F*F-s(HKTRMwTxOS&vC>p`qCfXnRsPRo;)(C;U zj3rNTPPnJp^5)#tcg#ak)$^`cZKhFPLm@kY=R)r}??*}}< z0{3d&RXQPKcwJ~FMKyHL08SY_nU8^R89gHgpz&Fu{4@ z8kbJ{4k@pIgx(PzeBSsQFG@M_F}6`p4HEP&MLS4R@dsp50u(agP(?$=Bz>iY9kMDm zAUAZSU7H8U+J1ZAu3a`vUCsg;_)DDp8d_`&F$&j$ltn9tKj;w585a6H;wfC?Abl%K}({+cP> zC*Lh49;<>~OIbe9#X14tEkWeq-PRHFqi z$&)Pd+vge~puiw6%bTZ>q>p{e5n6;6G@?XqmO%$B>NbzXwP!^z z{RLcJ75}<-13u-Ha${PRA0B3j;SG=u}WVk zXIpT`R|x{+J6ytq<7~&*`Dz$>7_DfMg3{ z*E+$gN6=?ImMid;LcEH&8sd2(JjjS+ z2>A8*yh32s!p!fO)oolf+fmo<)1%$vhcsfJp`;%uX>kff&f=5tru5X zI&4czTqz=THLVvV5=S?34F2^g0vX8!d7iW3mR<`U>>J}a=@-W0K&gW?qUY>;Y&F$6O- z2B&IBH4B2VBfEbS6+mzWT@CIIcMbMhE3LdDIsqQ=CU#BO!ahzPAYi~SdTZl9Q#HBT zn*6_*Pdz7$-($3sRcB?4bM+Ws$e>+dsI>|1itLbX;4qEH%@exFDcAr20000000000 DHO7<& literal 0 HcmV?d00001 diff --git a/translated_images/km/ComputeGraphGrad.4626252c0de03507.webp b/translated_images/km/ComputeGraphGrad.4626252c0de03507.webp new file mode 100644 index 0000000000000000000000000000000000000000..2901c654f6cd62c6859fcc7feba18fb3476575e1 GIT binary patch literal 26536 zcmaI7W3Vqi5G8nR+cw_SyS8oHwr$(CZQHi>u5BB?{ZCEp&eTrr=2NQjA>AiQpHAmQ zNm5L#z#IrjT~tUxO@V_b<-fjzA#g4*jRojGU_K_SC=n9kLgXp379vovrgk56FqSQX z=^ukbg#?}>C@c+r_214f&qH|L&-_>ajr!aEwtkiu{tLibzcj%7r}KmN*So1M_X+Bu ze-bd}uM0p2fPTvZ0KWit{|bQJZ~9l`BkZ&J$GijLq5mXc1Yiy@1h9X#0{{SimHbM+ zL;oJY5`g|1^yBX3?v3yW;NoZIKlwZ09sj%e`}LcC4LJe%)PK!?$Is=**c-@i=Nr&p z3y24dUZ4FI|Gs?y-uwZ-(fwuq8GzAW>z{alf5F{Z{$~IFud7dh{|o?d4g7lr05m{W z0Tlb|{5U=mzSlp)U;Xd$Px>4E7hVAOcL~4wKmFgB@A_AOH~uvr6@dI+^{jt7pz;@Y zW&W^V&2Rok|2zLf|DOL7u;DyhOZaAgPf+p8{jL7Fr=UL!hyz&u&VLdA!oI3s zgrE2yyER(p-|zza7Jd@G*WUqJ3I72ce=_{*z8BvxuiifLr~L~MPx9yc`~7Wyx&Xj{ zub=rnz>N=7KO#VS1M-9arT+=A4_Nfy1#td{RQTb4_TKo90Mh?+(jEZl*_-O``wuwk z-+X}j$2j0PK>&`-fj!oPk3{yh#s6+;w4}mD+jV$m zK;M+zIW_F9QT{vOUfj?C?uw43l^x!Dncr-Z9?6N7;~W?A`8;JCj327-p zxeVir^ko~-nhxsNO@T%=WSc$*-kbHnUDEDTT~#5v&IiKe6l3hlpuN#Ndt3gaMcEd5 zvh1JD8#RXzyExa`AN$ZnA_&zAdFYB>3~8g%p8o~A44qkitG|lDee8~94R*p`nq!|g z_7i22W<=mdp-t7aKo8ugPRRgba))fBf0Rf6bKRiXxa|6WCpsVjUfiBd$z_RF0X7Zk zTBC*50UKvuuQUA&rTIw)*G#VL>+3Be(WYvef9qi>Cd()qc$HFk`lKXmutacN>qoh4j2)TZqO1cpxGq#i*6S{SqlKJd* z5d5_zlf;kUJiX*oBe1v8K)_2EAp<*XzruBDle`qw+XK1?NO+d-lYmGT5<0SYVRE!= zALM$Y2u}!lfP6v7CsxETqw#G02DuJnDo;@|W{66vyD8|P#KH?2gYX(jKC@i+3u)EP zLz14MEYxLg6v`%B%%*kORuNC@-rd0h+!Dhf)?0dAJp{G)S$U@3u%uIC^!#2#)$Tn_O zj{f+Pmk8}^)6BKQlc)WaHIJ~QmhEbgl`pI@nS1gxONivBn-M*X8WuSV00v)w1-=`& zueD7%;s_Oi0wVKXxP1yXnvz&B-i1_Fk<_m|{x8}I%v#M1*fn!diS-)d$2xZIM~f~X z-r}canA>-_y2zVtPIPh$Fh`NF7@cxKQMCVkegxA9a#nysCoX3Iy?d0a$yT)gKSQY0 z=)Z6F+&N>$q;ri@M8uKi?JWEa%`qv!x3Er({&m5S&q_n$bL$16^)BmBbG6og(HEu4 zAs}E}Os6a9(^Ylj+)WE(s-}fL1@JhhAUEe(DX?px%t^Ti3DW>52pmtu;u{U#c; zT3wb-N$v|fHXqh4IBx3R!nR)Xj8;rd6bX7}W@g(K-=+)aTbmO$V!i~borKhI<*Rm_BqUMZH-em&=k3X{lF2ZEzWeO_RZk3f1+^b&OE3D_bV}C>V&juAI zvq5H3e2DO!07XIB)S#_ZvtkHZIPsPa-?q3nTUyCR3@KZx*_ywUsW4Hb)k2+ZWpM-_ z(xa{EJ3EhZQG-=B*8`lt##?MeoSyDlis3L=q(QjI1bYH2z;cVJnikqLO$%+RriC`S zMpGsfR}{jZo;fK2;<&_sRp`0#mgemV`{$C_p`YQoH`_{b^3B#g_HLY8NLNDk4W12KATa<9+ac7kyK~()9(rz~Vefq!i z#Q&h@(({%fL-P)7YfKTRQyHTn(eIH=NFRk@l1?$yEoj~QT~q< zf$)Q)yYuqPl7V#zFYTW7RC?}kIH`F(EKGH3ssbQ9=DwU9$|Q&I^nWA$Kem=?T4+-> zdHGa~Nt_6WSJ^+0b*nCvYWX961O-P62t&Q$B1o1T?Z3oSME{Ep|7R8g3;tJYPA%jy zBXMmao#r<70#QVVM>h+Fr)h)N9q(=ahaj_S82sY1o4zkV!521=2?{B^E`-Id~s7vc~s{^o2=Q3qY1wS?E`^i zfI~M{&2D0N>$cl2yt&DqtCtq9@-Q*hb|F<4g08dJiqr^j?Q4vb~>ZSJf=xdZjE(!@vHzwvuk#j?jWN-0na8xfQv^B5X_X%|-mKsg%v&Dr&H?e|@(aI>#4 ze&~2a1>N^(QP2Or9_3hAAAi!^bir)y5gvn2DUbI=M3oP!hs}5=?L`@>Jd4oc_{P#* zU<{ox3Xh?SP7j;5ag+CEGyY<^oZ`X`rf%TuVXLnVrk4mqpQqSYs(GQ@S~ZeT9VfT* zg*Lu;J7^>w`qo^fxyr?bD#2NRSc~NIe31mP?Vd7yjvhws!@q{-4%0Pcc$?EV{)>(c z7YQ=pq^WTqI;$8kF$2!J{NCVgm^9+JLeUI%Ylrcsoe^#wXG2W`?RU-{@rF-U*o5W6 zM1exQ@=&sHfH#dmVI9ctOHPw-Go>sQp$|_qj*)3X@R`q~#-`f3joEZ~RgVXi^a#M2 z^ei>q5fVvd8W`Zw3TRRh@c`^z9Y#{#ZZ_CX5V3kT(0w9KK25OEBfcvMuBRa$Lk9cj zHCo)G6JCvp$7d-CvEEICa8vE4e{R7oAz-sKdVSJBgM`=~8d)>$<%RsBH`zl!M?V~r zL!y+=#AG(LVbnro_|JK|8Uaf|sgpRG3}KR7$$WMHQ%v9bb0XR=zjrF7jfuRu6<@Yt zife389ur6reA+V_?3u3M9PL~1?cA^9B|08p4vVC-lNxx&&%P@S)Rk;ocrOL+fpQ_5 zw{V*seE-NTcis9LY85m8k?h25|MFA|d@6E4v zgU>l-J_21q>r7$@C+b$;$>DJ_Y7u2ei0Ymn|+iq>PAJqh1}ipF&VzL@c0lul$m30(No@)f`5B5k-% z7p#lSM9VBypz)D5cz*hYm=HOJtKvN0Wks*0>tlPfR*dLp5BHx~WGRNRy>dnGE-};W zZGvQU3TLP$TpuFb2SgmZ35n(faZ7&<$4nGb9~ULXGEn&tuQ$<+HlkrOCpu z-Q=9rL|Rw%5k#Wb++VR)GzxGCE>q!XbyhEHFy~M<&RZ=(if^C8-m}I0aMIMCZdW-f zshZt`3&`+AODcQ7Nn2wGY*Y7_=rCP;04H;tnik)c>EB111b7tK>kYV$Lil-=5jMUh z8-W{YLGhofzc~pJ7F@U+s_2vEAWro~DDHOsSkSg$Z<4Mz1I~Fl*EmC1V-64a$_6zn!p}ZBTuI93Lib^R_2`r$FLmx_8KSs&PM{L9;#Ud!Bzh8o~ z+UTU)kgiN?)8Mh=O5}(MmgDHAJI}T@eP@GKUKAH~EvTLGY8NGwTXF15D zH(g!;hCD1rXe=->k`AqU;qJox-Qx_e@k6YTv7JkPPVGFF>^vZ#t*AJJYa8>A+)$v%QQ`&();>Dv_7l z4HWE#MdwSIZRxju`Y-A6Hx?Izbexy%f5oEef0r=IujxgI+%F#^Q6$?-=qw^sNTzR9 zV?kkNjH9rA3C(ORjMECNX zcg(EAvT)Nt~ui>EUM0 zsJmv$YbvK&9qU8wR1WrTN5^~J)k-9p2yn^!>iR-%fk~12*7u67VLXCNU6YnhOsrB& zu3IPm^#qfAEqWCo%;O}N*P>FclZSWjw?c*djD@{fi)ZfUYTSqAYNQVUaRd)hf5Nq4 z8TgqEv4)Lo`VG1hTkq&?_v_98+t%f(<>WGi^I|hcutF)sjLMr!1}!`f8eQ;t%@`lO<588s zT0^R*lHF@nH*Y#}Xjamq=rn`lg3U3Fe~?u{PM3)>a*Z^t?)%+U%dqk0_dZK* zWx=je*elkngLej=&J{1cgT|f)ZJW1eg~7m&VE}fjEI*-+H<`fjN+~y zETEOpRl+_P%;<^$c3993{)IlKaF&Af0kYkl*Dpd^%doRBBsProjHqQl>g_)rvBboOp5ylu(xm6KD5YEjPS=tcG36|{TwX1cibdVfg~yTVF9Wg*>=OHiU5V@p+N+8$(uvcs)0$x23r zgfIo~DAgEb?tcB1U<`6U#kUJHMWCXb_dtsuy9Hldp*0$b3>%gZ_rjSrBS+cF-(8uR zbi;`p89}bAwN1itji&wwVI^atGYMRH*rF;7*$>=j0u8 z%KNgsCiA{h^9#SOA}=jOOdV2GKabv>+z@4!)Lj#Ycj{{{V*!>#_FSQBwqj%_r$VhG zvi>s_V4*zUf;v8a-3n>+O&EQ*$a(wbB4!>AZh9^%ho5EBO>SD}_bdMBMK0D%{2wO- zCH*O{;u38YQ4Z@5(yy^g3AXKgs|(uGa^yM+hwY}$iPve7?$+N?&&26|Q_YdK=7%8o zMkK~qSvd$DBX3&}`T1+e+>(4ov{-)B%tCIiebnhIxL?F|@l_WX*pjG~jBy((u@~3D z_|T{MOH!V5&uyazMVtzYx}Y{&Y}MorsN#NaYef<$O@(Yn)@e+SfVUah>5N@I%4w z%>&65ho|m#AGYpJcC>{9M+z5(t$FIb(9^5y6C80CY%sp6#RYrtpBU)9DOiDMn9i66ZY z>GEFpJQgI&h$0vQ;;g7(5&$o;{(w7Iv_KVqT}nRxbeX)Svk*&L1-b9p%fG%x-w4VO zp7m)V{GF}?!BK%05PP-TGr@qpKNZZV@gh`Mz zlo)w32NSF$Qbj_wykg7RQWI}qb`1-+Dqa7g z?8Ry`Rk-(QwtIYtmrBadda25qxCg6!=FoQi08$>>AA@rxy@-(C@un@Ti6`U=n7gN! z^m$!|hI$-MxnP&fI@^M@!DU#{=Z=-WfQw%c$eAiJFp`P&orrg9Hh-)Y?`@EIr)y(^ zrjb`S0P}R9s4~W*UEq=m1kqP_?nq!H-Eh${9_0)%LhD{H^H21wr<$O-;2d0<;jh*s z2x!4*;`7jqrnDF&aN#4s8**2QS3MUKNvt+D%|NuZ>uE6b*yYKvnP+>;qL==J@3>wn z@9m>-pCcg?>YVzKriAaQd742Ya=tONI`(%%;Q?QEYkJ}LyODz2bz{u~qe z!w{x#{V79T>dOzH?AB2YaNq%%x2oDTTRIW4nlHIC?L1Uk*Ek%VaWhGhJ;yXQ3snm| zNvzPh#>QmIRfohIbp`#6c9KsG)8ts>XXhnPD*|#n%i-R8j2n_$2$edw(c$HUAvgEX z{%u2ElWvq;vpytoseU)$08zg1QL(O)g?U`l&bl_I-%NrKs`Eh=Kvw`KeMQG&Gm^r4s;!YRU4*B z;X)T@ywy=>6V#gzj(E_>U0Z4j8}mN9asp(ijHwrq^%9B;ws+y$st{5q_u+Dkag24y z9SC$x-sfEceS^#6E0-fhW@;A*xOs;%ksG2)jEHeLzSYky@ICB+Wpu7Mc+HhMOd8mF zp7fDP<^i%Mx;7IH+8S~>rd*WsDH7pt*3@ccGew+viP$02NXI4aYh_gj*+DVlaMU0> zTLR7xE)ci1B=(SZ@8?OiF~2hHhn#9{taBa>Uqbvw7!ybftV5va()19}0@2+G=&=qx z7M}y6Sn_x|?^B^f+;AhyqxbfqxzA}NlvlF80cd03b(i(bU!+XW=`s~OQ?WJW4$ZfX z+W`r|y&gBDpJ+HlRxau-m15$QkG! zr_e;P7v1em`0>h;lLvyo<*%<_`&-LJbM?G1=cbvn8}oHJQMds>(3)VC%Y#^qQAOzA zT2;*|YRuX`(@D<&nhjJ2?WJmq?|JKAF1GUOD{pt*R*cN2n@Joxev#z~6nYWK7cqEl z%N`eT%kzY#e3ULzA?K#nE=;!=ixAQ3$piw$SFEKUdbDVGy)v_R*&7Uc)*hNuB{sM$&@wSpO3v#HQ3i&}Q&XA#j`!J$+T(chA30 z9{Is^xAqqT4wp0!#wTe_-AA&CcWU~@Q1{rV+9ErzccJgZ;}%VdFHY=vehBn=U1ony zD1LowZRR=QTe8K|B1&T(mr(R`Tr=`L45KG8nKp!X{|{SUZfxbg*Fq~J2yc_F8==C6 zWVf z`tSo9lKHXv<5oD1Rg$Vy_-*XAoLw&sNHWjeO9_JYN4kOSszg7Ildb-HKkJY&E3Rb)X~1TAOU#<-|Ggnb<;k3TttaCWi3keIF1D8A^wtK-+yAF)fM_{YRp)^xh%G zyVln6ip+CK!noYhI1;W^4;`E-d&8cXEsMFt=#Mw!m8#;?bHJC+H9cJRyTJJy>+DW> zuFP7iyW1#;jy2@SookXkYFvBTZ@?Hk1;jO2bdej$fBrk?Tuam7R&ah+YP);Zc8lIrw{P$RlBfOaJ;vCr0SbK!Y z_ZCq;qopF~?1#u5TN@0VP(BTNqQyVD)gHh+S9gcVQCT(AFLRK0u9$Q!)FuJ6H&tn7 zUJYG5CJ}+zcmAVheO}j}B*Kx3>bya?%_V#nfOBo28SY-H z9xBm9au1D?be5lPwEsq4bFhmn zZD@QQhIDu&Qz=|S1=BWN42W_RWB?LYD|CObdftaf)Y}&u-hZU59L>)sheYMN`tn>l zah`uf6pO~-UZoJ&mJJ>G;Z)ZG2xtlz{tvhv?;VynZ%UgLEOX7HxT16{GzyLqp7fUp z?@T_ndMzD>O#~j*KyThBr6nCc5rv0raDAOGsUQLGKl%`^G5ny#Zn-iEV9nc4*K;OW`9c zaE@KsqCe9-+^TgO>rF0e;f-9vJ6~hAf4!QZQCkMfoK&;I{*$R?~eS^z1%p3h%i^VwCTU#h({aC1NdeiP*jX6pk zcC{rUT~1z##m#aj$HkFVDplh>{9r)}8)U1?c^5*)ne}p}2U9ltnr&iLd_t-|7_j!LAaou@ z?hSse5$Svq#|^(w;8Q{kLI`?YS~ z*fhoiI-{7)=6eWBb@rTnP?WJS_{XB`zbipCnwYgf6GX-p+i+BJ6STgqGE7lBw^75! zNi(4j=*OWp==%ZUjw0x>5$f`d39B#* zvW4lazQ2enbW@a+#@qVrb}q*ay!a~;)@ecL!~M*K$NTvbzN#Ad@^2zi+{oC30`j$4 z5smD8z$Ws?Z17#j2_mb@xwC%Rz?W;?-YcoOopCLsmc!USrxZfPJ`3vEr#h@Tb&IyZ z?e)XX8;Y*L=9XcD9pN8r_0@*W#gwkJvrFdkMOwDv`GxP;e+s_wPH)O$KasV*2h4ti z#uzPBOL=j}T-VxP@qdj7nc5FnAg;WK+;tIzl6^NUuZ#nu`g)r=BXI)jx8kLC9o9Pt zK;aS~S+Z1Y7pV!~7@rBaX5T}5l$xsa%)mlQn6P4DE9-{}Dc{aj%;l)zU);d6qUY+tz|8BQ`>wyHX z3N<;3O|!Rc`{0Nyts03tYAGhVL%z%Nfm@STqpi>D0zbTdfmuouq?gy^FW<_q7J@K&WZ-LTYp|)2^b<{)yu-v z-EWi=B`Kj%{*p3W63a7P9$KIb-@}W!9s0~yShXuLomQvGlSw~uz5~0+l)sU#w~D{H zSq}wHDykKaBr0fBQDyU&@X4%)n+4QJjg52zw=f4G5KFFgQ-47_KvEqYh2@3^heu0ebss;M5Bs0I zgeY9lTVV;yZ(cYS2wqqi5XuyByzpN4*}_4_HzK%F$KpGOBaprms4dN9lrh3-u<6*y41p$N821>nXj<%5Rg8aOjS*5!CfE@6~+_o~{`;PNVg-s<8b; z`-X*AJ{rLIAdS(6`_no~*j%tDh|G`aPo?D-%a#v~s@U0wdCi0IR_ z{5yff6;_QtjT+sBQywDFhe1j*{cc^8Q8%s=5+1u$zm-ndL+X^agR9#hCl7g5I z*V>4j9{wgiscy+gL02ern@qhtbOmKF85-NG?ObjE-Ug0hR_JupBoN(NW9mjXDSz@? z7UCoNi=+!|Sc$~mO3>QTfHm5gRQICb;kk4-CnMB947F7xUOcFdmr)1HiX`ETwaE^8 zvA`IOf70)M{5#BGy5i#g--WZRDIBp*=+h`Hhs9{WBFjLy**10F!yQANP6zcy+QmBz z92?Bf!kq{P1U>9;Qzc`P+VJ#R--OZvS$CGXNPElDAcDwiv8=xUKj+bDw5xd1^^)zw zVg154i9e235zdQ*r>aq@M!+Ma_=hn^EUf}JE>3HFic?SLB?nIT_U1_MG@G>xh*cAX zkJK@2-zVB9u34vkLL|aRty~rb;dX@9%v7lKp-OlU(GMkWou&mIM}SVcj|N(6e-2Xi zBIDC$FKRXE5hG!aEcyiB)h|O^aXS=GL;=jruWcYSCp+;{g8xA% zYsEDiX?G3ZuId;&o@S=7TPS=t zpLsuTQWbg34sN+4%bi%3>v^MK_gfOtVmIpqZ^hh%vw}i{vLa*BSgT&jdVC?7!bFsd zoyBgeCIss&ORk#?cl79mtAMKBRpp+*Qb7!3dFtK)7%XBkFsjq?4a*^>V)z3eqpX6C zL^gpw4J+$&R)^a&A80xcZWGFMW$gwFp)sjK)?;euNZ9@mg0kDuTb@NUz}2zxE<)OhXx&m?OT#FZsr0eJ4ddSJ0V4y zHZECJ;GBRr>TQ4o%S-@m1NX=_W<|a?Hf;Q@a){$h7SdyPwLU4w9Nn#~&n196u^MO1 ze`QGc8T&+X(@7oIK8phFf|)BCXJwzq_RuP#gUu6T{w&ow-Z`chK-jP9~!9AL_?7_o~WtI?I?Cj9#@Vk0m=$o^LR&-&gw87 zIjn6*q%p+w0$DijueIkUg_4aDmT zI8bJWbCK(xnq;0q6wL{Lp%EDrK9w!(ot;~0;2ELuAO>bTe_Yym``1Z< zrwI)F!;C{HdG({2qCmPivoDuc`-#NauLtM&%9J8~e`sdpCX(r(`g8RuZjyv1eBQdM z1~T=;RWD;V3v`3dx!fEm)Y7>Txa-FmUMVkKW~wXvBxcM(%{AWit09PP9VL}Gi_}c8 z??{(qv|g>z*2|n~_r?1?7*`u!jiNErLziJ5c%8^>QG>fptl7Qg*>$6}z#3y#{J#=M zw_Zq$q};x@v|{Ed!Zioo0slCZ69}*mqx{0S>Qe`1w4k5X&}qigE?tk_Pbk)?rJP)) zGcBnG46>?nH}8sZT9KUIuRgJkXnl+j_*Fnwv;BQjFs4|{N1Ru0MJ8yX+g?LhvdK#i z?E+Rjf(yp2PMBeQnl-RE&90KUBE?TVbwh*5MG@B(0bZKilCflqVwOG%j=APhTGVo)ZZeB#4VZOT`}dMmF|~Y`ud6g? zU=r}0qecpq9a1`1i&4xA4r88vG(N%!j5~YQpTi*|oP$=GU2FS=5G7`}@*fehb8DB2<4XAC9llk|I%! z-Fnp_Tn|KUuU0WiL7iDh+R&tIO+^jMn!}@}=sA`5Difz`d2(n?e`AT z{+SPw2viv>qNg5CDd{a2bVhymeLK6(*=Xgu@8F|F))*DBM9jWSS$)7AcF@C1NyW(P$xrY z?@E=_n#WI=IE?{`pxG2ktRXOBd+@Y&NGS?j9+qL+9l>6I*;!-k=l4U<9S?DH#mYQZ zi|+v2IUb&=fs-{x$kit^amUwNVm|OU79Gzh6guAMsQ_kQ#o&>zVP|?KtnFgbx05nY zmJN5z46+0LU?5rlApGgw4LEiMvi;5WFRdZt+oGPd{yt=hyPL)MEjna>M-=G3NR{uO zjBHC_eKzH;&fu9|gvP`@TmK2(0r8b2dKDd(%eXv;Bo{g`oO}4dgA)&}%T0I_X>wP$!GI;5(rCR9OAQPi$e(*zxdx;8t^9 zBLbq~Yle0Zf6V-*ED9xGPPGr!#OC{2g^Aqgyi;&EkXQDB|DXfcf@ie3qywu#%ulas z$_Fk?R4xaM25Gg7(H8Q_WzZ9L6K<27Qc+at?bu#z&(4;Hzch8U3DH|(ZW1j%Ryo!l z*>8kFXq8|VdfTfGHn^o@fYXiFbUhM`uRC^-4aTv(u!#M86%SU}eQ)to+Nj?a9rHm;vHs5H`Kk zkeQFOZ9{KlKeycIPNlsq*R(EIokW+h5=U5H8B?;Tt;=L|tf6Xr3*gbtum}x8J^ihWB4cE_>_#R*ig*h$bX8-M~CO zzswktzG9G*5Cbj+zoHDLs3SkR@>$l2(ile%0-xE&YIBDeihRy*xYTY5i=yr1Yu7Ht zsVihX7>)%BQPS}Ru{gukUp16+rp>R+9USzfL7g~*Yc=x7c-8=atr zb%2^4zF~n*!cnuhV0QVpz2g#}k4$Lwc6+Xg$4d(BIHP%fZDSmTe>p;;kiq02*|?!c z+nA98?(iZAN?QS--8Yb5PNMijbymIiJ!$YKG9v^E>rfgAyTipbMt1~Qcos#)+_a_X zSB*FP1s20S*{_t~sR3F5*XADMxd|uDRUxfmFB2sbh_tqN6CU`}hPo+Om0|nIhqdVH zAqn*DaHGBPBcr>%0_RDZl*DeSGzR~L1K#db8sG>TG1S~eqE|I7VCJD(;_Tbi|py^A9Ka-Mi&ox2K-7@1pAf+UdQTR0vZpBRY5V1D7DRS5}Xf9}e^i zx8_wIV@%^NY7;JkV{cv2!YB{HZ@K(FG2v5*?bdVzgBHwlbV*n+e9dq`(PR1-R5Dyzlg4Lq6SL*LSA zqs+C2{Uo4EFq)9Yq7GfSqgU3vbEv5KkwYj4+aZHuPp#yt%{Flohp_MEH;~S;V`T!; zoXpMm_x-**@O(UE2R7ZMQvsA59);c)yeVtNN)*kx%Iss~A9kROwr-pmyos-V|AE_I zdSHT&aV63Vfd}7Yk&y#ZGd~ZqFw+KP)Y=&|9Q6~|TN)J%_XzR39<=R-mJb2AS**Lk z2<{}3938z*F~IHgSM|v?L+vLR4^L{ZRLbeFvm=}cIS}bU2YqmX4-D!#RJ}XyDCl(e zug8AmRyOM9XNx26Us|RYB+W={>{6zx-4Cd}4t@bY^2VPkMyTatHiq$ZH^F2B!0PE7 z{&sPGt7xiO?mUDxm66i2(?dwK^mn#m;DZNvz*`TIt0N%Yu9MjlsqsTugAO zuzMeqkvz%`>Pu3PSF_`52A8`uYlhd`y67QHXXdudX;IPeD-=_`6Hm3f4Q)F?5 z!<V zmjUn|AQ9fncYmjlj8?>21n5)s8apBF`QGgt4dwF!L0O~DSh1SbIvh93#3E94a`Zno z3Ex}SBQ~Ws%ju7kC|g^m{O{?3MTEi8_&lE78!)3Qx@KG&Bsz|4_sVxhEY;=4WDg$gnVz#BQa`r&Z68d5sB9n8=iiBf_hZTpg<%DZ3`8X9T zAfExp1EtZBbkN~xW^j&cnOHHvQp-8FcOSd0E=`E|^2(Wdah5l>A?!GA(~`JHMFxCy zfr^I6B!c9ftMD5i9V;Rvfv@&xZiGRS1TLyP00h+wrnV!nvnl{YvUH=I}!4A}>t<+{`O39Gs6J zXB2ABAN#~$C2uW9;qRD_HpRxjjMEg6b&$1rM4H5bL6+N=8F+Ir z;iz?ZJ1h@^I%)M^xf+`?g10*2bAhm|kE<+mbC>+nAjI{^Ik#qC??hG}ETGQS-PVay z5yx7Sw0fTvMm;?zyd%|coQc^p^m0_HtU6=ly^6hs8FKM${pw8fKi)o#DBI(j^tj|q@Q{4i#*<&6CR!Gm8NC%Z^?+pp8vWsOJddD^{!n_TEPMeiY zWZY|t6|{b>%Fd)Os;ZF)@KW|Vd za7~0)ds_WGO+No<{{s2|T0Lvma1zNvN~E>gmka@tGS5AiIgadR9W4Fb^bC&BE4t5M z8mOY3{$60wxrsLlzh&D&d66Vm%jT`L+skQl_b5z#zF{!RzA$aV1ONa41MP~y?e48U z!nkPUE}O&z$a`y#{fgG>UO$EKZ{s#n+-EnjeCl~$bIi$~*`*gTjjp<$G8l=Mk7-m_KYbcM3$pfHM9Rpp1?F2lJMbaKoJHmXBo0(fPsTceiP)ZFuc)io^zKFHrKP{ zCL=3^sMS^!`ZIDIcQ6pQxDGRZ4u z8+MQWXjy8Kvf?RUu0Dvq4Sw9_dy&^_gFfE28#X@8F!d1KqU^f)xx~AZSFWLYzRt$egsG$>=o^LjE}X((@KwR*BewVxL{p!hWj+eS|N0|pgg{C$FP2b^j#Swx+?oV`pJ7n67``3z zc&*{Yp36F?-5(gDnXDzB3`er4sm^Vyq~PriCY-*)6?w}f&M)16+n6K>Jv?qcoYSd=*ZK z2@U!8j+AB~_>+fHASxz34MYqUpV3$RO>_0pZB>^}HqEo{RYg@ACQBSPt~M9{Oj*9X zts6Zcjfc=l?-ER|7{r*;-(m8K`zs@aPw?><{MPOJlQZGM3Rc-T)Ji@w3EjW0JUn)_ z5{QaV1uoRJoR?TrACZI>`7x|%WnHdS9xxCsY{%~I<=Y(9a(!(J$5P&LERXMzNOgC#sS zB;#{Gg~7{2I<@B?}k!@Vdp2=7U;@KWWO7A zhg9X?3en-RpD=7#@E19~d^=Xmqa((S0juw)IlsRXxnS*eFj3esArLkb;fjw0lS~|o z21mKaZ9RibmRcCiZko$Gv|H~T{;b((A9om*$7&Wf@zGuQQfu%^VkuO-@a0)+ zpt4L{4bhGEw$yXU!yJxTVIiO23~)d1&eX3VA_#Gis3$lf`34&eZ5s|&vr{L*t`LD~Om{TM{z z;`a8zRnYe4yDfb@0yKAI0z8`Sv^i|KNa?$@%LlSaFygGf5;ETWjMasp9q{s*|0>*~ zmiKh$KPGAj7`jKX0S!VDwa_)g*xb-+hBNM#?N>KWx9)XhO>~!)M5>PIV74L+$g@ko zST7abA%mg?+wGS{qm;qBw@YH6j-imRgy(^4iPjT)pA4~z;IMX1oZ}}C{5!;%8e_i# zX~HKYZa-sNWXZI|g7}X&SA|R>S5tY=`fU`w<)p?3`C*$b_RocF-i_Xf4O^eogIm9! zgx2n%_)v+Qmofil{8nFJ93{*;wJ;~>LGJVMdwfRhSs%LZAIuXDmM^U{0>7+~mpEud zwg1qidx-Pr7SN!N>j&V`4+O4zsa>!5 zrrR@pBzT%|U*~(FQfhtut#Iop6VG;7B`u5U*hNF$c36@UQ=XG&98%zsOkBxhQL@Yc<45ro@XdO|)Fh$aDZ`5`}(rWYdYw?&Rn%d|~_oTaSzu5P}W+ z9mRl5M3P<1N#pPCsnHlKj=MZ=wy!yB+wO!hLvJ?{?gz|=8M&Lrrfw87t~vLrLvv5v zH%C@0s}tG{ywfQLeB*C8SROPL-}3OnXbup%>~*bZ9b?8L;ywQ;TCxYvIKvD@CF28g zYsyw@L0MkZ*p|d@fJ&sL6>$1YI{DpOw@=)6cXmuiW(wiaE8(M)x>20Dyg;;r7%=vn z3WzY}ed#AFA_LCrimos2EU>P3 zV$SqzuFVLxyJU?_(A{ioyp$&x*7v_SH++AY+A0bhtCUCVxKAFMGE-Q@~Etk{k`dIBv zlfdRxF)oP}YJvvJ1oa>*V|{$!19d$_NEJ<_&ktsN!J}Uu-wsdYs^<<_0(%_N8Oko^ zA=;FO7?~yLl(J2!kH>Mq58sO8;RLKD?hQ03!Hd}N5An5rr6z69rQf2|gN8o-VKts@hZl}n_YY90S{EVU{VvP-bBEF;V{gdoC(u+6F(QS zN0WUm@VE8bbW%;Cuk9~v0ZSwW`lXv5hkY~_d$qKiv}nV|eHnwmEk8e4VW$7BLBxvP zCd@fx36gYHs%>lPy%4%?fv>fh78F>Qop&#*Q5tgr5&)G+;Z@;FgMhPJ#5Xo2v^y%? zV*HobNkHw&8?4_n0v57joS$KeG%@qZ0e6GQLf2QXncXkoFN|xECc|XCx(P*yJccZc zl=8ivHr-3Ck_Yd3K0Ze_j)jMO6&Ci5p(?M7yqJv0*|St30}?cObL~{pWFKcr%m0K8 zY(#jwXiQldD22D;+fMG=?)MFaB2&eDn4YmjVSJ;tXko(ny6d{qb2Pg=da<)8I$-l%1J0;RpI6hshk&tP9JsTDzW1JU*^e-$4b-|Q z1sj0k6)t^R&6&ZSB0NP=E+5`@_JDwTD_Zky8WL&QIE4Arz@I`z6H3#Y^}G z)AL}QnZfqS|8`c``SnhTM}J}bXN)7&Oh6(RGlt3(x5~`s^m%8#F(>bdLhKMbp&ysv$gGS-3M$GbaoWGBm$HU^X}=x{DA`pQhkWHjx~>C5HvcfPkDHAuLMjz`d(T1FU9BTOTIl4BgLO0+{!G& ziwBOWjJCKFkeQ!BX$6M;$5lgNxbs5^cqRihQ!{yt=&^b8X#%W&Sxxe? zm-L6|plGs5AzR^0e))Asrdup(l0yBlrM)6{G0<1;BLx_@2{0P#lO{~aS{f`!0c?$+ zkO6MN_Z33L*hkPXPg)qS4`O(q*jC76Em^)VTw9C^rDg=3BeEYL0ZUbStI!iA;w76- z!4ohz&qHicL68w~Fv77 z<31s|8sE;T>iB~h4_>`w&x>?R-oolL9d!@6l#S}pB7ItIuW9Nt@$vgG@2BF4|N99i zj{Y&MM_&q(3Pf!e7Hnq-v!%OKk{XnO7;eKLP(w(YG2uwFRTOH{ty`-9pqgw})Nh9r z@9B~QAU~y7*mx**)e|}>VSW(PRAafu&B<+ISDTZ&wu*-0;m#^B`Q8{`l-2jNR=6ZD zLm?b%gG04DRBmQQ7K|mK1mb>@gVF3gUn_FC#BQ0G++yzrhc+VNZG`iu^X` zlfhg~U~LcT`Cb)*D|mzUpOBRPX%#Z)5C)V>M(b>JrVp%UIP9)`t^Ysf0ymEQedV*! z&8o%N*v*5TP{87z@ln_?-jw`FN>UIGptnd$pK5`cAi>pQoee6UbXHgX%0(tjptsYC zR-Fgd=M=uhfJ87CjKAB!f@r$%J*-x;D*KCX@5m7mwRuzOvF4&o`b4gbM&Fo1>}s1* zavsLL@z&yZ8OKd6PL~I&pZrG{E+yRl+GCTM<^17U>iIg(ZAzQfaywfO@HBhp#omm_ zx`j9fX{?aUjtrFbG*S)>cfuLJnx<+JBzQ@In{>3=W+LL6?k%Gh|H_m^Dm(?e&l40Q zwvqy%$q}#mNN@jAn+mrQUmD0$As?D668Sa!z&vVZ-;vngwR@{CdGi@;gTmwSvNiL$mI=qA6vvSRcVk2J|{>I;~MHk zfm7la#NN_s3H&d+bm8FW7OPkJn&8;rd8}_KC`}iz{Fj*zjAxy9nEB0IOkJ0m*!586 zzObh&n0CvjH)rlZ>6s+p#EHZuV%J>0D&Zu&n7fbIP!U%f6Wvl2Ym-nNA9mQCJlhdf zj?T~pvcT?4Jg9VZeNX5R@ewd=MM zWR<^oB)gfRZ7cGq8MMB@s3$yMOh3uOP`Xpqw4myDZXO6Xh_b?eGoB3V9?54=CP~43 z>-}lf^xpZlW0cMbY~(97$Qc_ILJTo&I!7}(Z#-VhyFEzdq(ZD&GEXf@EPO_Dn4+%L zK3!g!0k6HO>Z69>EcF5PS?uzPvmEA>$AElUGiji#Oq>$AjL&b!$SaZc0aKBBUPXnt5K3i_KgL%o3i4u(SQO!L# zF@ZVBXw+~%s?p!kT3TniH~-QDl@rFzaZ(*){N0GXph-4i@%>M{z!jc_d&mLTTz=^% z?mJ-lehvct`Wvet55&{HY*^o0W#r@8g14XD#)5(}XXw+E|J>xA7ew@E#&A*JXE1xz zU5!hYgBn{Q+$8o$2au9a7L;G8bqO5Xk?oraXaeup`Xu4D^bQ(@iyG~EQNm?*&7Pz+ z^+534+(HHE93aY^za0f2A-xSid8RM@Dm0k#E4I~4n}9!hF?}-~K&0Xu1qw4#@s7nQ z6aW#CSmqwQ;XZk!L{rl+30SAKZA;BCB|$V`;;>L?*_^yQw;KJFLYxt@g&Yyyk=I?S zWrYH^Gg5DWge2+T9*6*@f39$>@gRol=vg}hSmN=S}|O}g_bkuFAU4W^|%dA8q)%K zEAAE0^*hzp#@d|{H@E;2+Pg-Z29H309k*%D!)BmN3zhs}oI zC*iu7Nprn)<#2tkFdPGz;YuL1AY8?wFZ2f@0A90&$V8lKY|6}=OM_TzPG|lt*i0)^ zfe3&XW_HV9yAqmvC8NO6_89|iZ>_*(VWb)3{64N%H-tT^X?mA2a!|tJ!z6p<(x|egMv8Zy(~;Xl)%f}E(MherW@)GU4@qoujCv3~ zzk_jUC>_6TEzs^95em~zVOkN4G;hkl1O5JZ;-xr-A&BoqS3E{kxu&FPd!mXTl?)Yg z5|BMYjSAn7t(&x(6%42y=@_N~M5?kA2F8sB?5Iu*aF=Vx7mX;u~R|-3miF+ur^E??Q435`yFQnIs@7~6D-bplTNKKz{ zJjp$Tx)oC$i0HT*JggKr%C4}@cVZ&lvij37Hg_WyCUk8Cq`&Ez*7=O+(Y;b-bS_|} z3y)&bNvh6}Af2V^*X@@zUOC7cQ3>*-%q5NvuGdSEF4N!2uK?R=%O2?Xd}RFS|Na}% zyObvyJJdBU<0+U_JT<)kNezJ#{X?%nzY`HD{oPM+M60i0J6mue$7TuLxR($sai&Ji z`mMmnynnE`d&Yz0*XF9N3_cip?0E6N!f6)KY|K;q+yqT?aM!n_v2m*s4+}+f>jK^N zWSql_gp;G>j`ToG6^EAP=x@M(uM!H{ z_z_GS*+P?M$H|}c0rR7hH;d$Sq4)7?V&G_N13kX9j`&6>_SQTlq$)ohqTPfh!m*c9 zP;U@n9ejsnh{Hy!h#sMG6N;VGNN>3h0D{=}_HwQ9T(dT-4co*-;5a?VR4ZlbDWESdN+Fu$E4}jpH+So ztS}QEH10$ypyjw}SCN<`k?kbc>Il3im%BAY9=DUYI%{q~H^4V~l)I6<9j8Xje$g-K z&^};OC7=`r32~85iRaX|c|zUlOZyI|?du(Cu9glN6?H!ujZ=bRY2YaIpKjH`x-Y_Z z*l(EAW7Fg&=}h+DDq(+GJIzoqLeBL8E8liv$hUX14(Vq}URadvAE~qZ!7v3Z-$lHQ zCf}p{G7FJdf3Cc(IUC|J6^VG3n9W<}?6!%3#gSY&2kW$!tN3iR2%s8n>JDjU08-Bb2h#aC%h|yt-B&%X+_)3wa<_RBNMTY z$T54PbkGAbwGJTE%*jCefB+LFs$Q2oyCs$6eu8Km8Z7A!AG+m#DKg(6IM)kyuBy^G z%C4|d#jOM^M1Vb)dK(QE!~a=mCWxFW*PK9BPkCkuhI}pjSl+}uNj;SKu=P*I9Nn^B zYF%ABgg~a(ykh|*9zgP&z`g72b?%!;`tBvJ)CBOEH2&10sISd%i)+td4t&Z%DC9!s zYj1}vS91I+>|{rX)1MF?mf8wB9o8mC!2?o47WH#TyTmm^ZSp4AT&|1{uuvwIiy>UM z0}!CUw_>7U-qwYC=OkXhU?Aigo1~IT)#s8{GSxdjaL@Hrs_x@_@^RaO!2Mu4Xt~0! zb1^G~VbN=|DI0BZ78GJ`&{9+$Z7 zqG>aPB-voWnFz3@p_$-WBH~SdX2RFaYPlQm>tabtZAEAE=}oYQ&9E_j8Lw{8Fd=Zf zGbyQrJtY1U{Li??{$nh#5?L}pB+sduq(H|tBf%`$MG0G8%Fa>_$17G(hJ6`9K*VH1 zeFxG3dxdK~mTPS8+>QKOuZQgCex5LHJMb=cg#}?a0Au`gu_3G^g(UczI#nuHjiBl5F`pv3<0+rHUt^X`C3OW&=H)SF9KT7n7H-cw4teU zz(k`legH9gj?P!<=E94-l6D!=3d9E7_+E?vd2I9~=)2pD_BFVcRFb6bSGPUWX%1KC zTrnF$+2jEsI(JBUzQEEZ0^A+Akrxs8JS8?_p6{^FbuYfwS7w>QU=C*N7V|M-d1G6H z+zgp8h;?(EmuqF^y72@&XX#N$tV~`h-yLh{So8=qOU1f`0T$ON+-R+Sl$)QI3@rOK zF5{8d!e$Q?`cST4w&K2ymo2(qV?JoK&z?vhweGX4oP}KJ?z&HruYdAQwTrvp?0Bk% zA5T`RwB1xRwpw&+n~dToTQaw8gM@kX^nP8aH@rT05T`rq>8vkfNVOqM{FKTXl1-4WcSL0v7zK%JEVA^8yNC)fY zcZdB6pDY!vazdzFUfem=|0Bx&0LBIGC!0Bl>*G1^Pdb#971EFZ3&7QklosnySTG6= zBg2D=WpC}jhxb+R=$+N*x7zbz8-^LYyU4$nLP)l~142Rf5TYX;zTJI;n`K^#ZTDli zpx`|rW*k^GNHuvZr>unY94MpTsYrM+h(&&Thj{7J`e3VA>B&vHq<7LC1|fd5UG9aW zO9PM$WJ(TgL`R|b+K3lB07FtvD3aFoALL4@1xEBzM6e}Rk_0v(lA~ge5=!mhJh%Q+ zl5FJ(5w?3*6;6(`R-gVaCG=z`OVXQ%-T^c*`MV1`b8qRmX|?rd@$_JbW0x{Dt+*W~ z#o4kE&_?Kb)UM38_J_g#K0U3pQpje)h=@pfjKT5LAzU~8QH)klz|-A8#TMVBz*`#a zL(K^emH!F;cHQ`6!@qF(HbmlT7MgdZ*TjWp{;e2R(?v?F?9|+0H2oqEX}$l&?7RxF39LH2E}v( zR;IR?m5U2vb6lIf6Ld9!cFgW7g9lr4+lECDc(;Jf8 zdaOIZrx0Z7kiqN;S-t0t1xxQZ13%QW4q`_*p>6$PHhPle`$(&q^Fx<8Jd|5w8>K$P z9;DarAa|cYLAvj)q3uLbY9QND!n`ZkV@~V4Pygh9F5<`N3pgOOb=;#wcKixh>;(vk zK8xt9XTU3T=+xD#Z#@cgLr((_I@A&aDTgV-_?AgEw?da34ZW{isGTmX1>CxJ5W>#~zI;5R7lt5A zl2~fm;E&i6hVZ{yPnJRZ2d`HY6GpcgIp>T_W5`JuEf_$(XZKI>qBk^>b$b3%Q4GnZ zR8_|dDQ<@GY9`B+GtG=OJfH1;cF`Q;n~|H|&_8g(>gka1%{o!-tSDoK@^&!FdkfgoaEZ*7O_Lye&{c>t zk5oWFec#Zlx(I$VfdqJhpC49U!#E*kItY{+#8buNYsn&ZY+Y~F!-aSjOT!-hol$*) z5s~9LD3VK=b1cfeHWY2)LZ$j9;`dKu&5TN-@r_xEFj2<3&vd?c@Kg`Ezt4Hf6ZmJD zi+yKM40mzOu`_+Hy#&lOMLNR?4BurU6a;}zM??-M+#Y99ft${zafz-6Rp56=s|6;m zZ@<11UaXT7y!>ooOP>=Al+_i=#6+m;b-jq1*Qdc@YkR;fiJI{l4sg<_X{Y2ke8(F# z!eiV#%?>prn^A4|rAiz>?NpCQTp2zGK1bx&BEUna5^Aqz*BpMz<`N;CsTx?jI62T7 zaLpp6-O})1t0x{MMtx?!v}NEG^~`q3<X&Y|&z=0VV^H%9egK59Y!9dw<+=z8OCS zmPYWHF@))CcGqUQYJdXC-1+4r*!*LedNfO^E41vjjSpplcisOI^F@yR5h~79YB+@u zd_DN+1I0%%+RNeOH_((w=pE|}^ErC;OWnwao(|t|Z>P7GxKvXTe)|JCgHbW)d`EB7 nI0=_ixG5WH39G$aAx{vov^h=5KAr#o000000000000000KueG4 literal 0 HcmV?d00001 diff --git a/translated_images/km/CoreferenceResolution.861924d6d384a7d6.webp b/translated_images/km/CoreferenceResolution.861924d6d384a7d6.webp new file mode 100644 index 0000000000000000000000000000000000000000..863dc292b986186c3c0e19992361a18eb7c429cf GIT binary patch literal 22374 zcmb5VV{j%+@I4wk+1S>`*2d1pwr$(CZQFLTv2EM7ljphb?~hye>zz+iQ(ZGP(|t~# z>Y7%P6c^W12LVwR6IM`D;38J~Z?514nhQz;0#Odi&x{=`$3w@*BF}Jg) zpuZ?E=05<0|2lZw15CZS@0fqYzXAFMX8*Gtd|7z?{nPP^0EhBf!Yh*%l{X*E^%#cUxW|QI}5-=mmhk(tiEEabL8b_n&@Yypi~* zpU!{KH|QG$X8Jn;_P(S6jKH_AzUaC8T?u^;pf4c%hVdHy1Ny1{foNO6R$$2g`%4dy z{p0^3ziof(4+Nn4X#&W8);{vL^&k9!0{4I*e|&%`fc8t`eePrLzlR0xf6cy7|WkHx9%r6l91>wucpFuh>&FN5{r=5c;&DO?@{vS2%Ljb z_IwRKmk#WJ?ZGD#Dab{xWAwU== z|3XcuhW++Az4>{N=wM>Q+uC$Qa7yH;>tN@y2yt&Kd*J{ulz>|W3MSmQ+c~4J>m#;s z5I-er42%=(C^feL53Vy#O(ky%g1B~KRFJeIjrTYWhBPv_?cf@kVi;p#t?xUTj}o@H zl}4&)TG)Oo)Kgeo0k&Wo42?_^$kv%sWVN4?Ea1Q}>_j4zEb#Cr@cdVj(jYjrX5Y>? zdV*$_LZFco6%HJk&Da*nJ?)PjD5?kwx}fc&&P*zUa|6{`C&a;?RD=4Bf9AkqIJA-p ze~r;)-}vOVirw!w<;$M}l}dLCbxo)idN9X>AE8xEPL}O?55i6_-^4nuhTGzC*9%Nt z3HsiDn|Z9{9bLjmxi$>C=?I=vulY_>{&rB-WEPHjAq=|f<&HDI^q{={iHm;F zDjKI0L%Hvx1vpqvz`G;cs_b}XnX+(SE0S*g`fWTABDF#{VNVv~PFyt5Ytrmg&>W@} zQY`^D@Z?V5i0prl=TddM8W!BBZvg2^ZrKJSXa-dgoD(KtC%_zN8Y+%6j0gzZE*)W+(LJ zU(mkV&Z8Un{D`DC=P_Db#6+aQmh(63YVK%B1FY(=Xz8)X{)waMs2G{MGS zty9v-kW|$|O7a`>CNC;*CdtZKJgq(t{v@;xh_>e-@55L~#uNZKJr)3!f;h)XBhwx5 z>}HGb;)7VhQj|2X{wnUftEp)W8f$jJ!~cy<$5op;B#LMH6LZpeTj^p0Ed! zg-gsV(*NPGDbL5BVmE@=v>QnE#{*>tc#)eiBoE7_YO01iB$Cem-Y~ncdlMLFqlg_A zjewqc?g8(8*-8ypV9&V*XW_~@$iMSf`*`d>e>lrqDegVJ-{R!jQBzr>XtjZu*ijVH zg-;=}9NtZ7!n6DjNj`3-`1`yK9<5s_Jq=D(DnRzKbM?BEs{k?w#gsV&a4I{^|A)pz z>Uid^`@Se887|B0H*S1DzHe$1Fj7b5h1U??_81k_FP;9QUCNJWn{m&E^Hly}KYq6b zZ4i+{3gDqs9kF`8yU|=zKqkQgyidk0BdUNoaI?sn)neYu<=t98!Zln_@ZuctaY(tI zgQ)Y>!{;kuW$Z#U@Rzhx6cOQ6B!dbx#JS93MAY>1uZtY=qKdO^BG{7u?s%0CT;a@Q z=|7BLNLCId5jWqX5*d?D$$lpAn>ZOsLZfQ(SL!G=j!OUmcJ zbH<{(k;@{4$kg(+QvB_N?`1~mZ|)P#n@4|N^&IxIH=k}#6MVMwG$|5k<-A-`CXMbj zn~)xsp74kt^F~Cru_E(_WQ%)4x=0^jhkxIL@3rf3#07422A`-5VUy74_x+DOQ8fD*8U3PxKrfg8r-0*N?ZiIVu1{ z<;cT)#{`K^?C{2uWuF1G^OM0F^>Cwh{DsTWdGY9y5O=rCvcb6A)7X1WMz*>ul4*oZ zjk!Qf(RR3W#tZ&I7zaZRNeBdeMwdP8{T~O~5z2A$pq)RSnWS)WS=j({ltB#BL85LV z(U^M}!lqyU8i(~DWj_7K0yu@CL$=#*M`=df4(>5|#n%pazk4I461LtihSt*G>LVjX z9Vk~)YR>tQ%mQBwK>VGqz+BxoJQYYLs>J+E&wY(>Ck-*=Qw;Adq%3wP10w(T@7|3Y z?Lq`qK|jZC9CTq;bwp1{G44EuyFb40FQPB0oUiF6K@@oRPh_lEo+5C71v|yiCnBy_8lfGCP(;$P|08r%vM?SRyR6IOEt5=UoQ2rjIF% zmu}12T8jQ4TvF?YQ+g#dz$c*T%U~04eD*BFvO61lS7@;y^Iww z_&xevdnCeK1XJTg?!*AGYJ9Xa&sJe#ZeaXO|DrS`f%orRugS^SR@N))@~r8daV)wP zIw$v8`jmc*a2fJM*R&FY>&UjQd2HUyKu8U+PK`53`nESEMM>lV*ZE-rFQ1<9@lye% z6XH`YUWdqp+M~iz+U~D9K(Ev#lUE#zW)#?1Rx5<4W>xY!6DzktRUYavU(jn(3C{hjB8!H!vZX4<~%@o@f~?juhwQZ}w)&Gf=B4r-c=w_1)L`$$kyT+Jyx ze(d;HfRKIp77Bc0xF3YzzHeZy5MUQaeTZEu7%mwW$##m?#2`gK_y0?~{ol;bXdUDMsx69I@70sfiQz7RW6=29w zZK73p?8n#vW|{T(o%`fds$I#@cs%RwoD$x;-@cH*2RUaxyjVOx1m_{V=-Of_ziYgW)?f7|7ZwtnoW`Ys|066x2BmI(Ig-nk# z(voy%dx-3_#)U#VhE6S1n8|(2fV+Ut4 zp(p8tsVWJtzj#ky%!W{{i_D3{F5P+&x3f#&S);Fp9y8uM=-ze@?n)@O%tD#z$*fws zF1qJ2Rj2*Wc|jQ>Bl8)q=?lIq#i9m9HMJ9Eca_MC^m~reO$my7+I>}h(bK^){_45@ zcBqLB3#UOx?`0#+?$=WUs7op`0_Tx3J3lJ^(dg_+LU1{l2^FL0cFWhw3CN(=yq6P$ zW+_;X@h4q-7$npWEL&AXrW}*z+Z@6BAc?Iah&BrhvPzwPueUr_`D9(2kEU@TRiQr% z(WDz}O2+#Pd2bf)s}uGs>v}yCPBc5bL6AHCwF3RzKvvPYOlhHZ9IUysty&t@-G^cbDQODno@)>^~z3GnN33l zCRv8GBo2%<4ha3S$4C80K(l5Rh>&E9hr59*R(XyFGpqDE{tH8__O)SO6F&j(CIG5|q}>h>jm!X;KMagw^NIuHtnE z?t^6uZWq=Tg`08MAJWSV1rU3|0LQIc~kKQZ@|gb`|W$-S98Bcp`4{3%Tx zYE|qO5`X-w1UEkltfJ(yPTuhamm>Azd%uLPNz_x)Y%3PR)<{jq=~$MF93YUzT$ z?ZpV}Om$1am`@;_$d(;VNQx68n?dX~7alM$`Q z9&H57yCT0V)xI%tpEw@UCZ|B2oG)b$ZZ^E8?yU*Fc`JWUs#rE$(+*YKij2;16DyB} zf~Yco&7=}MHocwTu~YK4zb}!sdZ&UDg!@-dMRVCO0x6+Jv~Va1Z7l;mTem_+~ni z}?}oU#h&thuS-s~Qh*~(Ucsx%faO+S! z>1Is3&1-4MUbs&k{!I1}OjlEncMHf|<(Tj7jOk3)=nzvq@yOt2rO3dv6j)apU|C?UDng!QVZ(*AcDgPazOk9g!i%3`L8 zmn^GxN6JON5xx405c=T5CIO&v0rLJso=dNm4)fzDW+S0Y2|qhttM?&9@Nbl;N=p{@ zv3NPc=d6i^d=)-5zbovV*`fb3)ELPSnLVboBxr|knL->f&0|iF=ds{ z>SCKiR!0b*M%zlm2>0_2DA8cJsaX@5pT0WwYr%9HYE!ZtZx~H$M`%iVc{kxBeiX+( zm0XHAI>yANfL&X$rGa6s`PdQr8hIVNs{VL(%gUZx27IK_FE&uzsx6Qrn28w2bz3XO zjy0}dz_ErzwP7Afr;UY1AkoPGUv8NqPShYc2JIn@Jom5Fh(d@k6^rHY%AJX>$OrP} ztROaAP}K;nP0LRLdHf*J808ul-!Yy^{?B}>+do4 zCUd8Vd`bwe@nG!X+a@1fV7D^ey9CAtqVAxJ%gHWmJxj zIF+`n4@BP-+tsYEzii;mX$ikJ>iHk}Zk%y=5rPHz!2K8IPV zhV`|{Rf7|5&3{ohVjGt$&Fn0lH;ntNT8w_W-2~zy`oILN8ibBlTvgOhoJiwR%>MdV z)y29=*wa-;(EG`AMpu;Z+75CL1V?aoN0!ttu5j6Q_XTO#-WyJt*70F@z|_Kw9ZeDA zwW|}9ARWOisCm4sCqP6tnw?O1&C$*_yvp|Vo#;lqQEq2O6q_PduAD98BaCPeE)_eo zoudqUexZGJv=k8&!m;#=1EYPiBgv~~);RtW9SY9cl^D9n5`fM;rzuh3?(9V;iZpxI ztsM%1C9}v9kLwg1_~X9SRQCBwUSj#nwmSZuA!vjdW>M7+0u!O4PH^^Vs<6#ZEIRhl z42@>Ejz|oYE^3@kuAHFT2|uf4t=@F6eLBmV_L$dJ8C5rpHBK)9xbMIazac4L&)xe5 zs11`1v=;nMfxoC6BYWP(98&cs@KH!mo)I1JQdp`McES6JwrOKWF(z`k3!mZh$BTd% zGwjmRE{#SOlTW^Mf^H2y!mWYNNEL!~9XDMgtULcy1qN!ut{RNMMHZj%EkzJYY_viV z^HwWLEjP6e<`O>>w1FTIAOtcK>$1srR zR#NB5p&hHmyk2|sDIgMhvQ|tfGm`w)L$B0zL9Zm+EG6IQ+eJ8S$v0%Do}`BnK=XPH4~cbTf3r;jxnYnR=s=H z9HbY$4FN)1h$zx-(&qt_&bC;%A(KFxHKv02Kd{VA>Bt1&mZ?#xv}lhiy6^b4SPen8 zJ|6a}V})aysb8VOa?uXRj8C}B5rS2b8Y14(vm%#;FDUHnIK7DX~r2OsPCefU8k+jHkjPBN1K=3@jcO8W=96BDUEE*2L*F@lCOyDRRu zPl6#=X$h#(WA)m5ppC4r1xT9cxj6N81W_%D15~wcE-&Avv_8=!O##1jZa(7gt=TE( z>zQRM416-n<$n(v$JYBJ^EB{NdYi{)L#3mLMNBfMfZ5;G=PrNx=mlZTXOuSf#Iw1_ zbD%OB-yFYAzrLV$rB&#JGqT=i{KR5m7sepcc8JU3O0?wao%7=Ij@)1-s<=yFwNwy} zK{ZNDv>?x#>{0MMJW~Tu`5<^9SLN5tv}XT3pWB#bq(;4e#_c@ zGy_xZEDZj#{za%CDU3YBHXBpMdfbR-&1g=P0{%c^&&e`m%kx=i>Hewa*PkzXWa*2K zR)isaaWBU1>9`+8yb|r;{mC`6upq)Ib($yKj*qn5Fmc3xLJ{r!gIxfrmw6PR`Ct28 zRs3NwR;%=aKm3(Zx#=uk7O7K9R|NRi9XXF{k`CEP1`Ktw|M&=?lE&~vxk@Byk63U zZcY6SKoeTTeLuJ6oN4w7xYh95a?rG z4)?-#VBYHpJcRnK+j*E$dw=oD!NJy1sFbJ*_>u#X(|Efjf{^{wH8p>d5k;(A_!y06 zs&F4)IFR*}MX;G$C`F@((8=Fvm_}K*@%v8VlH(V&M$ED54#L2GWN+~+^5a%KYsE+F z))3p61Hgcg5v{J>xeHDf70leDA>(57x=;6ym;8CM+Wetx^gT@$@SFCYfoY7zqRMWv zhy>~^F2mPr)6{wf+OREg9oUpj!SJaoGRG0Hvj*mLsnI4nE_=S_8mm0!GEf@jk@L-a zDtKVkTehWMxF+p!u*|Y*Ym5pakk0%9`b0w?%M_Ul`8u7{11#ZEMtTK}N(PbvqA!0w zIoSB)t!Cv|f-3NHU2HQ!5E$=d|OUJb(mB6+gEAU~Oe8fD*24V%o!(Fn!4$nU5s> z5XE2gh>TxifWx&vNGDFr89XAl&_=R6e6x`cJ%K;WWajORYxy2AS7!&2|0rb; zI0cHRQzxL$JmCB0K<*YbuZ!((8*c5%O*I9rUY=VGmdc=WM4Yj!Sc3)BzC=znh*gDO z+rP?TFPNHYBDW(J0lNyaxU%32BNr5xOcpJiT1j5eJ}@wjlS{5EN5MG~OV~Y$6U`+y z-2Bo0ky-f}MR1U}+3&jP%dB#}cw21!bxw3(9>%J4v6!xbyQoE3^k2+30TCcv8;&*U0ixpWN&a${U_^sGf^NebtK>wJhT3ttZmsj*h@_@%PvCvQs{N{ zc1E`pEnXVnaRhOeX>+%hM!~&O#zuD8`HzD2;)HXx;?%@)C_&& z%tkR~eqD}8?$sV9N%PFdI{w+QK7ox))GBY*G#(vq?z10N3|~kZz0AroQqY-m)pcm0 znPO+-DsXsO4jkhD3$6CR%;)vxbKgs!sMTB@kY5mmg`y-RM|Lm;m>|?8S0tC*Mon*P z1?`z~VKJ^c-BcOuN^d4|H4c7~em_?k-}GCkXGLN2?eo^~*9t^C^`P%CeEk?(fo29yU8+ zj>Vp^6ye2x4|(d_)0F~JhVj}eks0p4hT^dmX!l+dn8E{xc=Ss1QGbf-l*dig@1^%5 zLc@n{CVd6?J-#e@rWhYM5f!4Xycwp=^OjO_otiq0fuN`HN%R_F-)B|QL(XW1lxSXn zUn3HA;d+2H{wI8^T5W9ro?wRYg;h8{TEyb>mqq4 zTaX)Ovwvg@TH(rKHc(CJgHkLB<(J}Nj076e($qd{+#=)Qz(_>=^~U)#A7PvK));_C&~%`l`ffw*WG#aCS(k)~c8type_pMEdOsQH{(_ zNAgIl;m3%ky#w_(`>l=g3Yy`eyK6}xELGwNt7j)aRg5rKtkdRFY8u{kh%UY`&WoH! zYUk=&lTb}^OaEjL)a4V!S-KoZD!iw}m}IqET(lue^EIoPPCayD>O^?;5rAAI%L|Ug z88er{s4aC|&C|t{_G#~fdd~R!L#q-Q@UV-dLT?*7d#(c;UJCGvp-qFGBAp%gn_!P< zndklop4v|pubRHe1fGH7HpcwN+(${J;_?n%$KsiOa^s4q<7i!zsjP#xQfurr_}#(M zdXfBt=}I*j!h4oHmq%BscHUsGz(NM*!PO@ovo&{|#}YxAi5mGK4V6O0A!#<}udj9PPD=a3no5Llve*y=D({WB1d@|kJ?=ha1jj0`pl@PY(9{AAfW*x{qIZMcjC%h zh90U=y!!S$HlvNvGRwBo24PJ%gZRwIk`4%xn8$kgZu3hm9O^sl8VCA`=Q|F5Ojq4c zp?NmEFoq?KVp6PigsE_rz@%&jMW5(O^!1S8P{OZ=S+#jTLL*9hSjGZ z&DaV`j^NJ*538}Td}_R@iy5b};Q;DG?LS^@g}>Uqg-vVm9WeGyV>DcmJq*jQ_bxN* z^P~q6zMnN(S8vcsT(Sv(P@w}HAv8Oah~clQEtHjq?!OJbIiqr?Q^cGr zQJ|hZ8s$KJZPq%O_O8>h!W^2JjD*ay@GI4^34TCd-6F!-VDDiW6DKRm8N&;9g&$;0 zAQYE+<}6mtj$fGsU&kHvO7c}xgsSNxI0r*ZE<>+3Oxq;kA;1BiR)1kgV-8jgE9*1! zpi>H7JHYtj32q%?1_Iz(zU-)c!pmp5*&sUJh3R-D+0(@JDC2pk#wA~U+PhU-32qdB zQi_j{zsZ8;%{hQqzs@+GYva{^wm1_7qIL+!hg6C(Tc`IUOA!h@Y2s!9miE&~tKvzz z8|Ng7|I`#B6V_2`%N#29fiAd*(tWz?v`dMXfRw1ff$dP0@$J&|G9+_UotW*Q_=+oK zJ*B5vvu5df82;LgWHdiZ!=!i$4y)4{!4^u50Ro*+wMSFyI9A>sE}O<#cp~vh^Yr&0 zR8*%)qyRAGJy`Wu+i5h#)KSrR*LLZvH3B$i-y-4AwX=^GmYa;gYbX7`vop126h@n{ zjLIA@O3+yX>7?p9f!o$aDd0(YG(}YJJWP10me(2Vzd4dOAFv{ntd@Eb%4y{=g5c{L zBM6~w{%sddfQ#!NDs1ZpfuuAD=wibl z^rAT$Qj^EedeI!v)6iY2G%Klklk!flBi2BeVAz)sSlv|$e`(s z+x|Ua%}KFD==aMyvD^ov3TDbVvG*y3_w@U<35K2o6kp=rmQ^yMKFN?-+QJz268-ok zoN$FZEqCA-9+hefAzoP0m&v3>Z6~+r_^acuK2E}}G%D`HF405lKO^zNMVz?K*D0C7 zBkduKme7Q7xi+fHI5HNz4d3~1FWoRjiO@7AP`bU7W}_7Mcxe#U)WovnNcS+TEn6jf zLQwaH;eQ4X<7bHyRi8V1NlI>yxVrp+>(LJ0BbdB@#}iSH^u3vmo(I6C>NO3G&g}T; zF3RPh!PrC zJt{m@#TTS6OrYkTd%}uKW{0Z6h)SjU-jeR@%FlW5_xYANGZY!=f`6?w*@Yz8>bR?9 zvQ%St0wGoU;oh3Rm`RKl3QsQ2htT6}JN@G>`rz)`R*3m{v5~_QprjWgd@)3^sv7H6U-_r zEGN%;NvC#8+H2l|m5`og;K^aitWkq=X!>e3<<_D+SGhuZF_zlRy^?0`XM*jQ01A8` zV5NJIm)};|EF50W^U|1Ip{{OBh+)nVRPq(;h}uBhZ;=lob-Z1r@IYHIOqzwL*V6HY z7)MY*W>|`mk#RJ^>gJ+4&HlSJdW)ktK!CwRDRpj%(=@LI8Ukb)V$1ikLF%PQev*g+ ztxf;sp5|?TW#Mt{b0q54rgWj;8*8uurnfVxGnS?lfU8VIu};xXWz92{9XMgSYqa`h zDZ*{m4eMt%(8~f=%~bkr0wznlb{!w;*oL#tXm_#m(Gs|ez;~p-1hPu|jYq^R zstJ68f4npHaL|3~BUhh~$dsCMpCClUD z#%ABHwk^!#7L#%ZK~-e;pA)D&RYgUYF}pndoYRy@jP*OORMmBXPp zNqT1>#1wvoojz2Ml>CfGW|N*QvgSp}>`nZfvYp3PF*k4s2iu2gWHz&r>VJtFx#dZL z(DZJh6#nqG{cB@n=;~zf=Zy@dMTJzBtz8HlBk7`yMG%CJa>XwYi~_~UBlveo%M-e| zEFognJY<<*#8?1gJc{d1c(}sFdm`b(dQ8sea%@S~I zG&<=IG|40La5-7e>uSF*X4h>Zd}FvrU&0@WGTOw>F@xruC^uIZtmyp;pWmh_8-E~# z_7^7tgmJ}YYYvENl$m+Dv(l&giOX`3PQH&BG%N;T2#Ix+ZM;?g9$UcRtGhPW$fSB| z_~VfO0!a>3HgT|?DgMg-lv%&r2c_VhtiLG!#uW&tI(>0wbCpvGTkJBV z2Gtb?R{FEznbGBk55l))T~klrS4Q(1bEdvPyEPRvsksQig`pqD?)Vj|6l{`+>WI}B*Y#40*;<&k|T4r`5 zT^jxfyZA^g;gtdN<=rANTShqlrAA&k3lcL>G5xfCZ`4o#BLb5vD?jo(S;wGJ!8W#E z#b#H8lg70BZX$)jLtE=>7V-oUz_Tj&ynB!ikSFM#F&(p0~?&}*|-X3bE zlrv=|Td@;E`!B2VuRwcNK@c-Rn&UI0rvE;nUhKyBg5f==Ba9v>bRo_n_X8~gx>JAvoEDymAkj56-WH%PY?|AVj|&yGNFn%jvT1O;4F<3dit^U#poIa z&OV7c6T$_60bV*?IB8bNPPpcI*^|5TFxY=sIGT4a>=tY=iS40^ui9kHL4;06(o~@w zM*%yWauGLfXXdn{6I^vRXKze>q5mhfh~ktF)2Bf0pCp*`NlB1#*-3|yj!BCTjNZ;g z9w?%h=s7)XzjDT)_NF?jIY)*Urip;A9Xz*J#Y>}UBSO~^#RQfTyOyPJ+kK{MJneeW z_R1tayz~>GM>qkz1ByfdO%EC8Rn@?ohKJ<`D(y!&Lt+QbkFtJEZc!It`io-M#>^}M{LKm_ z6702IBfktlnhkWMGN$#j?&``;J+ zHkZV62}tExr|ay}V(us#k@oG?t#t8njKZph7PIn64kKk3%A`q7DQB%bmuU z6sIA>S(#&@eaH;e+G8e6OvaH zv2)+dZd5!N1qJD-#uzxldXq9WO-zWgu7hRpty@vhN0v2}X{Gy(h7A2^7NH&6sQMHX zZVZ8lY?!FVz(aHyml+43&TviRZgzd$>gXFty4WKBttBJeA&Zs!>VE1M6^aNpWL*63 zcGoYDURyKxAuGAZmCSG$9?Gb_LGgtN82UZ|~_SrNpTAz+Zwo zn-7S~5p^emf1z8aOl4`hd@DEZ!exs7;Tgvym<}G9YvH)KxQDd5I%6FS%jCP;29U4j zTDd2o7v=47cFhh!KBc@%*!7>%jDz>=pjAMdBe(xOjLnd$P6T5KgLKrr-r3qGEAcisYr zv(h$*Fyc*nb^Q;d6A8chjM@#qQDkY8H{$Z-#*p2U^235`*G@?#ZN=pa^=i>Au?jFsA=E^0=R`?5DtWCO zjYc>O7*9Or6*;uZ&5OR8I-Da8Vy zO5fftQjYiMS3hHD)5o1NIzs~p6dVZ*%#U$^-je!JY4hrqcPnv)+r;m_sT_-)eKi`~ zxQy$g&tzE?#o>`jB4(tbbq#zM5P3NP&1ms$b1qmw*XEOHL)$LMDs0JFB%iJ7FDUu| zk_c9E;YEw9Ubq^S-Gf`r;XxfFCV_i-ACwX zSjQvt@d$&ncm{JsydHg@TN=ELi>Rr3O&Ft#QklS`Ux|W9tNr-Ki{q_f-{>>H4dOnT zpwW?iD0M8?NzgsA!;KS1k>Je|6eHmYaTeoeYgjUB7-(2tEwit3JoD{Pv*Y1HKUt)O zD>r*e#Z%^s{-WmOjywE)b}utJ0L{b>fo+)#VQV+v88MbFFp>iAeiznE07YN*nQAd? zPlBuk8LG>JoQ)+>*f(6mmPTCf@*!yM5g7tmmh^>R)o9|`(`^JioZGGg)dh~Tw6 znGITiUN2AKmL(gnvKcItkY9Dl@@<3mek1(k(XJH<&r)FJh?7qk4J28#G@<2bY~Br^ zbQ{yNIdCU=iPQ2m>VT=1^rRg7DM${aMHT#jO(|%!{klCM7C&^IP-`uTU6kHXQ#8FG zcx*a}V6V0R0}E?sReYO7#{gb&unBerE#k$TG}GX4#6L4e`Ou)p)6DlJ&SSP|9 zYFE`(vt4pHc!_o-0ztg^`no`VT!}Qlwo64AJ-Jo1I=SEBSY|Ap`>3{wrNT)Yb5ms7 zm0pExwek?#0>8OLonQDc{l*0e zM&FTG0iwyu&MM2IP7z1%^-G%Ji$GjkW8!Sp_8Y$CzJdvyc1@5?6c=vH*EdQq>i0I} z56A36jj|$XE_>pU&NJByE~M5%0WA0(5!ZSk-WcKW12XRcE5j6B0c+>qA$?EPsV-Td zJo3uTACAmp$O_!;*BD3t4z2BPZB>^R&+*;A5DXeoH~~4z8HPk86WRaUHMJ<2Ho$@D^LZ7J)&=rdu!cVMlPmb zo%s^)y{0nFo1P0L2LNj#Ok@20Qwyn)vzWJ+=G;})DuKNZ4s^PfWBN;GQMS-aFFy%4 zoLN7!-7s-sHBr>&w6UJX(d2?si?OTcg*{{sRQx^SKQ>vw&XjPK?_S`yO$n-qwiDgi z4>h>j5pS6%ZU5ashdHEP#D4IHbXZI0M5RbSLsZL*h*Q`4BbN-GcKuiuw0gF(G(>n+ z7{0XM<;Bmj*`4Iy$#ADrNTW6P>1360yPxBa{E$s7NgJ4xwqo+z(Jn3$=B(2^&rtQB z)kK)aZ;O&wFCb>m9JYbiWBg{S6n)22jqCiDFJK_|9y;LLE?bb))~Qs zl!cqV_|DeZlJyK2$ZD3PyGrrIKBA$eGRftDf*6aJ3Yp}Bz_EANiw;k=e1py6u&7uA zds#rpH$!PV>U@@cGZ@kQ7bbD^qP|X^hTz$8Xv>Fc51am7iGDReZMzSW0X>R$-yBRy zIyxXWgd2Q`rSKvnb4%jCbfU1QGfwec70i(zbSz2)7p>mbPfRKf+3aFr7v*6@tsjtl z%{jc8&^BatFU%|ySyw{QM%o8i)Obl_bbCHX*KsAB=Y>^fX#vKBPkx6Cdxq-| zru>OHt{ldrO>dUmB|qM)b^j15&}vi9v&WFS@IRtt7s({9wa!yA53JhDD_6o_gHuzw zruK&c6G~eey+NL@y8_S@D7$`Cj7VS+jJlq6>oNGM65{%0rekQVh_@;D4b8IC_}m=D zvwQ|mv9>!m!K)Okf~dthtu(TDMfRz9QW>@Cxq&h|=~;gRC<ahm*zlgq zOfmDCHlFZc)P~NslO^dl_mjjbQ>yeu6RBrU&2=kiQ|`OmB3-5l=(L<{a2sRYmh)z@By7u1V8-z z__tp*Y?<;hFb+TWkHCMOUsI(@yvzwyJm)fPb{+1u4QAw8GMko1o zD*2!CYmjM%OvX)LTU;bksNmc_c8cUS4_BF^jV%wmZ2TT8F|Hq7DYi@~Dnar=o3Phm+Ir&2u`;^xW`S## z2nz^jno}4TiPOY#Yz#DbaA*8w$Ml9Mb0izBI_!wM`Twdw{bq5Q1nw&>>rF}z{j=P;@&5r%_;S z201)4)IZ=e!sM7V+8cb1tSD4=rG!Z!T1FI_vO(0fHR?XUR+qe&WJRiRI2~FEq_}q! z=LpIEN#Jmbxx>hRQ7qFM)i(#TP6t4146YJt{8wI$%C5WKW#L?JGtXM0e=V`>!CSRl@O0_6V;OfJtZPlF(d`|qKxK*@$ghHj)yCeYVSs-J?{^9>ys zWv$TaHrv@g?Dqy$6{dMxC!4LVwwMfQkc;{Mm>nDTnpF;D?8n&ls+w5;My?Sb&>9W< zgN(ZP)Mqwnq1P_-mg;RlBw&Pfzmb)rsFyB?9LD{($@>+f$olxf!m?#CAOi;Tms2bV zD60G?y7yWbnJ53Fqw|G1Ir5lWb#NBPd6`+?DmzEmc76t}3cc$b1%*Q8Iue}DBwT*) z2yuluLgGWKdN>C*`?C%+e>@G0XQn221%%adQGROb(wkYuS`ostaZoVid>CI z8fTqJ^c>AfS9CX2Xdi615j4KSjem%4RMJywrHK&xv|abEE$^1z z;}k6l<0~LW0au4Q7I90y6-&ZC6xg&nxdIE)Kkh^Viup5`-o=z)_riAk9jPI1DpTevLjJfijw;*mB?epHBiIq(?$ zRR7MPPG%ym38Y-WHFjMHL+|dDZj6Iz|1C9asI)N@cYh$h4$c!NG3rr`Fx)^f`0INq z7?9s8$fW^2U)>0v)_Bbw<18?;R32IO{gW2P!!A*1GS6-WR@#FB~XSoyts zAt2Glmpxd|wUzKWXBPM!z0uNX!5x3`&MOPpm81Ka31EvG-_~Asr$w`aa@WpePG9Xn zR3uH+T^zb?P{zTOg?|C74ufPl5kFZR5_+{=MTr?8tAMDNS95!@l66|v7?=O!QjC`4 z6oLp)dpNM)2z23Q)(}ER4KQ;DcJC!JYTG3piFk!l)Uef z!bU0h1#D8wAnP*-D#HD3q1;TodcGW?X$w9CDIZEM4ziViL7ns@N8J##1gaw4qQKKF z_tjk|MS0An#*r{R^qk>vcfd8hz`CnF4TCgaU9`1;7~_qpRVZ`U<55Mf)|{B{c7$X6 z_ri1f`rf@J%E*7jD_mCOpUYjPYvF2(`B~ai_%S6s-53t+3mqWU0pLRaj&26EGc9a# zAMuLY-wVq|ce3KYWBqw8Gzgr zUO1;8eZD2Fm-1BXFxS!h^K*M#;@N7J==yLA#+D0vVY*8QRh<(TY94>*LuWaX5 z6gW}6d@@t*vN;9~t569p(tWwiCd!hDwZ-sr@?&!`a(Bo4huVSEqWDN|z%)V9&vo=% zjuK3=ZaDeZ%n-BAcxq^Bhxa~i*R>n}hAE*-rt_Nm-82}Vw(HOkJ&HSB%g_1!8^EARSR)4tb7}&dWxeuk zG+B<&3kZoXd6d7he6z5t6*_U4+KSgD-VkHviblHZRuO6P>f(yFB*=t9xZl(1a^rBT z8U6sWywguBMu5FKLm0JYWmmCr4 zspp~zYF%a`ch~hCejhNbLsb(PWN@Dx>ZZj=+f@Be&T547p$?^2P5}AAt_|p*_*2i0 zjjjJrJ0KY>JM@Kqnx6uGjv>1VP0sPg;%$3K=J=m)n!q3YGEBf1U0o-M@XUu?h#*FM6DC1tK4VjN|w5ADh zdrTQX*BJwmp^(TMAnKR4eA~&?YI3-55+BVb=YT$?*t0d*ULc+Sl7&fV53#k0d}ICk zW(Cblv}7RHr~5HS>4wVJ`O!X{tpiHhj#Vg9!>T?l)H+`}lXD=feyz;#4cG|+JAv`3 za-kxNGuvA;uR=TDwb6FMn_fb9`whJ1#{{)z0+`+HK#ed}6rKNSwv!RjZ1_xee*le8 zT{>*^VGGmxIdEn+s{Vd3J0<8=R_=*fZJ7T|XD<)4s58k-Nk?5%m-zmAZ4k^>ymycy zg41Jm(U5(_%HBzx9V&&6P8UCh+6Vw4&`zxYdpo5ItBy!)-}8ANQthqeI1`FRw?^j??1I}l?!{+*ZvnS^ zy6Z@p9bi3uAx8dGdR4^-&ae{GhDLKfhm#rwFgL17^R%*xgrOofpjW$?GMr$k0UBQOq3i{j{gNxuszC20dk_2g-V*Q-6Km zXXeKGJ}}Gt^c^>`|Ka#0;1wD3dzybs+hc&U;%QQvb?)Rc6>t~{a36a>m}5z^K)TCr ztr=Ki8T?E)bKrqZ92(YdD6IFJH=$d+)hBbIm(mnQ7}y#k!Q?LMXjqG!a&-uitp)O# zuFlao2bjGWTMg$tt_lb8gw;_|BJGavt*s(m8a>Q#jK_noG; z)PtQ?MGG4BLa$fVYoPI!Jr`*YcMa&ZS3kX1sr))zFG)|S36UfczHAsn`{FT$VY?-I z*afY#SzXk3lLlvq(1(f6ws~*@^d`iwOK}a7O=7{z%3*wj#m{LIJE73Ao-f`1|~7p?pnBy?5+|bBg!vIW?oA=$xc?o!-z}9wH<1jxfUM+AfL@FIuWOHpQg~Pc_MU%t0 z2(m8pkK@m#VGVrZVw8RVC~6<0XE$G<(`Kf_C(+qXYX@?HcD}P)+hWt(YGtv@_(bCB z9zwrID!y1!M?{b8*@H65EEEvt-|r!~IFKpFZbEsUR0Li`V#A?Vfbhs3+nnk^wsjBN zt4E8cII&YRp3&9;Y^{GCk4O{O!*6b^8Klp!SqA|mz&RoZt*wP$eLMp86Wfu%Y9~yP_RUTs z+|NeGoLJ$o9Y=u_EyT+79+G2*M0Y3TRyH2uaV$%}XTQ%l zb%hYPyyPQ;N5r8z7J>f@6Y|ZHEE%q`Yu6U?-W0+}2Z~){@&!W?zW|w6?ZCUmiLQp|0O$O?m7iA!VPp6jk9*s3;zpLJ_ZXsh1g-xQ z=d?|zx&Gh^Lk$Q}8*A`y=P6IZZ1>!DVcjykNhq;Y%&erg$ViF#0qqrQyo(#iAQa1c zN)2i9V5;CB3%v1O)({ufflSpX*{DL(26dNK)76<)+6|;^9tAd`(mn_vS<43yd#g)~ zb@WLSy29dE_wYjl=8qDg3+>ung6LP$u4=hnvSq+}BV7C#?B^@3QKaWfo0KIkB#BcGptnTQNy-Ga4-;nx}DmenWjYl-y>F4ceH1%x@v85n* zW6zgDKaXNqg|jR)?JM<7i$6UZ8*^#R+IL;*>z>>CdPspQ)v2X7{xmmhC4LaxgkQ@0 z>&w#PCbV#)89RSfaVGmTik9ZwPCfOReOqLMp&rUjwn$Cqp?RYDWhD6rsSgLVXi~?v zhxmB9BW?N$Y{GghC(!up!MI-~3!?K<6@+0eFVB88{4(DeIq#PmU1H9u+q%z)-- z>*ZsrYub~{>aWnhTs{M*)G+b%&x>YE0y0bQKD(a>*cpU0mQHHI4|zp`RQca#vwy*w zb!6;jLV-;InR2>r+PX6@BUQ+O&=Qp`dU7PkElhHlJC(d>KvTx@r?ki`Llne$}$W~2CJ^IYQ=Y!Q2P7HmSp4p-ah`ty-M zHV!{UxW6x?0_a&nKYilac{cFVL$7oz+(->%X4t4$54)MKVY* zK(Q{;PXNTi@`+h7cKp!RD;Vj8$MK>H`U7L=F9K+%R-#%7gdjD)_dK3nlEb*+iRpBp z4%u@`;so1-}sk%stxj zidr9Zj|{$wgTP+yvKvZ1M~MK5X#SoA9S#Vq16A7cM^7_$#oF&D#8mwvp5w2}&M#Wh zn+6(Kn7bmWd7V1MgGcPSXuJ>jqz~Bn!nMJnrHiz(gFUm3@t$ssFG*#HIue3w8)AJH z8Nh1ExHlo;c@1a`B=txiq@)vNF%?wfG@Czzh7yMe+lJ!~Yu2PvE|S{0R;mq97d37n zA&!l>&*7)CS4@1}UqC5X)V^3%&pwNdSXF&7SuXYc*wuKxRAV+-x-c-p zCoRoK!T-VPvwjj^%-mshG4iK7tHpvCiIjpm-+j1y8MpOwWuKXet0*Jc@57W?h=$~< zy^(3eP?=&sV4;?Pk}KyDAPhzu(JH!EmjX#joWZ`(Sq zzImENJ9dfhlrnB(f8hC56g3QuieS}->qdqw-7P@PC0_d;uhI(~8i`h5{kYIreNWRC8qfM4D2o8^ z(7Pn?!ceB3{xGg))&7Qr5EpZjCZz2u?9qqZgEK%%xa$?n-}Tan*3fQ!zh)rP9%m;`H_cLa9SVYZrC7WlI>#&d*Z@*oTL3ztA9Xey+B$ zt(;Y96H_Cvm>WBJb{%g*lhhGPbSFxjb8%QH!HV+fnVYfBuEKS1TM!KRIkKR8ipp=y z@T}q(K{*jL!4G-!;>0>JZd`q-LpLO?Z>%Y0zQ`_*w<${fQvqLPMoOsudlus1#oYRF z`M4r&HKmaMb{LQz8ZOv8s3Gpe;(Dk}=`?6cL&c2rSfLDIh%T0tMS|4gYcay{lC;lu zmrmnZtz?ami<}jlNhO{W)K{cSVqh&&~gaOt7xc)vQ zk&*7md6TWnu%^9}Ca2qIl4t9eavB&W;c>wy=qlD0A|A;~70tE?XcftWPCk>G`&>XG zju$8QYmJ1K$GZ4;N~p0rCT{Q>d4K(U*JP-rm!JT94qr6z27N)t=h?WnVCUOqQO#nq$7Up7^B(QZ0xN@6!)UxP%zR)Mt?E>v_OS8jGcy!8fkRe2PEE z6?&#SD|Q*vg%|T1UZwTK2A6jgO!*2@vZ*7}HYNof!b7YqX#Yu$yNjN;XgOoI576|w ze2~o^YCKBRqbdXt3nO(V!x%%5dqVx)wwW{i90e-##4>IZPHp)sS!9O^P9OZxmaf>q zdK~(3Fw+SSh9e;4;81f}dKfSvYgyOb-ylBXn<~EDxAcz9xdPumqpnJ2gw+SJCV2Pj z@AC$giE83Zk@pf;|CQqW0U@CS1cemt0^~;j0^=9y?tZg=RzFVuP?~$JsH#x5W4TM%=_pTPXUgA6Z@0^&K5JKnhN7-&LaBV@)mRSI0?m$R9Y?8 zgWyOeJ{?rLz&R=2+h_BsdYS3wJKJO_*UbKwxLSgjrxE}A$AY6Npu}XTD-iVXI_4k7 zLGL3xyV{cCQ%z4gjhzXhG#kF0&P?!00y7(lllS!W*?<|=6UxCO?nNC92vXaR$XQBJ z<81B^rMfo>Vrn0+k;C(1weQZ*V9it;*kKH9>{RAut1RrEPA-#8x3>V_pP#elcii~t z=WaXHX5Uj}oWsLcj`uy;WZz_DssaWdn$m^DXy@9;iPR-TX07;-vNx>a@+sd~kp(A@ zwF`I;@{^|}U{yhFJjPgUWyGXB#JAfW6THnDW~^(6f@G#pWfmISk z_et2}2MuS(lIsRG^{hfBbte}umHMg@9#p$TTg4_-e|3hJ3=-(!yOH^6G^}V)$ZDly od48ltykF<^kWAFq`WpIaf_ziWBs|g}st^DG0000000000002s*4*&oF literal 0 HcmV?d00001 diff --git a/translated_images/km/Cross-Entropy-Loss.dc7ba633d2467ef3.webp b/translated_images/km/Cross-Entropy-Loss.dc7ba633d2467ef3.webp new file mode 100644 index 0000000000000000000000000000000000000000..2bcc7641d64c2d0c7331783c638551ed79b4cb7f GIT binary patch literal 25346 zcmaI6V_+uR)-4>{M#py2v2B|jt7E5Q+eyc^ZQHhO+jwrDv-iRM?)!fK>POXDbB;OY z9HUm1lBAf}n;{U8x~PzXngR#m)t_sH6W~l>YEN)W5I!cXa1mmnT%?uK%032^sZ%Y95737=n=lDDOYxV>G8b1JV^XmHr ze6{>G{8s(+)x#g+Lj$1uEPpOOI)1Y~9d407*W2|m=mO#|02lyLUr+CCzxn}y7PCvt z8u43(o9;I+E5HRH_w)IU_p<=d{uT3le8T@4^ThuG$m}L0c=i(De|qzEZ+=*QQ-3B{ z>|USF*TedFe=~coUdle_f9$mUU_a6;^yUL70lKeG--{y&q`oXaC=QNWy9d7VKh@u! z&$plDKLA&J8~~dox} z|B6rMNA?T&!}3A)dUq4R9U%R={fxW1{tOt)-j+|`Yw_{>82oyE0{%#NwSCsR?rzfC z0DSq3ztenHKVReOHTu*6+`fwMk}n`%As=Gyx_7&0eU<DxcIJbw8DaKEg--T22J8QZEI@(QclWTF-cG)=!`}Jb98xzcjb<;{U zMs}4@^^Ml=%TKLM%%=`a)W&%PSt3y>ZmNw=+s5~2$z`~tmF~nDhH4%N zj_7hpTdME)OM-FL5P=)eDgs8pNmv|DLgMUjopa9pW$QYGEt(0WMl^wF)Zcml+S`xb+ML?Y5z3nzXsCcf)3&eVgOf>FENtZWRV+6;fFmgy^SEG9G0` zaxyQn^EdWjHSsPI=;+grcXGF`?MOBDS<@DBGNXPX==ac$#%T0OBUxzffK%uf>rKzO z@jwQ=pmUG3`ZY{V8~XC+d}#a@UPdUl+2+%fQ=Q3ZDHM(*U{sd<;6baPI;v%774{Ep zG5IU9r1AI8de~+Z;u$%%oJv>|MPh(5ShNkcN5OfBYBO-%CT5$Z95~$b#Jn1awde54 zLbUEF*Y4u~$O2a&N4xP&U5doAq%y72pMRdWgJjEh>RX*|Q9_3I3<-IEDT;4l_!yH~-a%jb(_ZWawcaMacYSIMS8A>h%pdzkB}Cl7EU*nm1Bj zoh0n3Dp5<7R%%iB&lWYublJkV7%+2^Jmya1$N5J${>{pk-jC~wTBogGNe{agW#S<; zRw9n;zvpoCORsisfo!;KQv8rsFNZa&fG=D9n$9ytPucxria!@sfEl3%+SL00=He`~CtN2!F1c^wr>FhnlLS3`;>b^dT~ zdvrcKUtG@fZ+8hdoEV&E|8B}x73NJ|=`_4#*jm^`aiHPQ{ivAUMf*<)K`6JDoyuH3 zKB|?L^zX!G@w}+tzjnJ|@!iuRQXabLjb8<28q#ej_HtZQjhhL&fSv~$B#5i)P_|9f zI@;COB(eeFS3yN4tIZgNOQJw9;=c(4%l!qBE8z)Yq>oxV%iWcXMbD_2;(HV(kBUZ4 z$#2ZAMk%9^lJi-wF&)I=+Jsnb2D1tACD5vwvAt0+si28cw^eGCB3zVXNe^$G&*39OcX9t@Ww{de zU770z3*tJR4>|HObM!JMbSRK*fOKShmPP1UMB~k6ZBqIGwS^qFI5HUGe z>1Ry%!yma?d$i!YEIpZ@EzaHD=GL+e|1)#K`S=|XIy^oY(Y#s%vnjNKv=t4P5$Iov z(1$=^Gb6n*Lgcx#1q}G*Y5T@A-Hz`iKMw0_fQRbSfBZE%XJ0Mg3{ZDC4h=4FvHJ8O z*`XKQx}Fte(kgxH_Ba*BzL_Dr5UNif%euYGZm0}PQKU{*4M_5yj4=+%ox1z)gGWwS zx!NpbI^^?|vX`$Rhk|O2jvDicyhIj#5=Pfbpod4{GJGngaivJ=w4-Z16|aH zA^@9%nl3}Qg;KUDI}2v|%(YWG`A-S3i?u*X_Zj+DdBo?Ge*I;J zA}yo>z1JxcH@IvAvd$qbT$zrN;3PK?3VXE?IIa$6jsKpa%+Q?OwT~{kV=d+ES)^GW znY+oY$eo=D)W70r`&dJ##hkGGlVU7sO{gD7Zjs<>ftU}}J4~VkW_|y1A%BMS zMbey+)XgkOOS^|H%nMLgv(yZill+k$n%0v3PQIl}=sJ<{uI^5=2wwSS0ZB3#m)D=rQsVU%-M}fRW2QTLuiWDyt9t+%(XJ zv5lKWFLn~Y%rG}1L?rPHHhJaW(qxNfy(j;b{)AYU*c_pzQ5Px%?sTPsqSr z%~01@VR+?iX}fV1%kcKI-pdQKeevoEX~a{VCPcNVjy9ubo%`z3U>C1e;kfIi*6{Y9 zW9Z@{q3y&*unAJdQ|9yY5cxy+yGx@jx>PKhA*Ww5DINI2ZR}5dLG%nzOQ9avsah$0 z{gxoc7y_-!0f`^`Q^8>A4-JX_iNB0FQLTI!c-aK4pw5^;r?tVYSLfB1;K<*;@+EL2 zj&@0ju>|cXcy>UeF5;j@B$R$OWJb4!)^CLEjP+}cSN>==f+!=Rz+vfe6a}vvH`!p^ z2Q&+!c=?w4{!3Zy%PE?eG}?}yE=rC9Y)xBX+Yn@eG%s|KJ4#3$d;OX?lbw{xxP3W- zc2^3fY#+z`Vf=yJlYoa&ctCpgGu0nj7hGTm`UA3ORG5HH1z@4j=(Rhw@!-2R$u)4| z(E*^I_@y6!4@~Wd`hSn-KZf$}*=N%iHR75ckXklgQ=#2)rS{Tr@*-@mvkdYNQC$BR zZ4H^h6D)rKz_SQ%_j<9W!>`LR@%@)`|F`g!p#>o~Boce-GckTd4H*UIo!R%}#-;+- zi`1G;&l)HG<@eVkOLx$^=V6#>YvOl!@Xux)1Csw|yO3Hdn1O+l13S9*II`X2I$9dp zR5%`^2F&C%7J%@Vh1uC!wa_boGY^)Cb2DJw?anp*UzA*H5zof8LJsto%N5TZ>ih21 zzdhW)OxVBe$-lfQ-Hs>E_~pR3x&+O8$3NaQ{^uzF?WQJ@#(z-RUMZ*?E&uK7{+}iP z@l@{Lb^%or*}ojp2tHONT{-FO%O8wS0>= zLln`eu&Cci2j*Oj!qv-+VAtUy@wH0A(A3nDR7c>=cog*|Ddv}Fw2vz+fFN?U>iaPG z!xFX6p7@c^XWm6s09TKLgndrJ4CWM`{x?yNLD9UgQ1Rw!d3hvyQ__r_^d3t{^p5yS z4T@WI5Yl5Xxf7_R$Cf9ecx@E(ezEyD!rPyg2Ty#_Zn-z9OG6th|c}ex^uiV;uCVkU|6Zt1O5pK5d%I z%CnGf+SIMdqn)afFqGM2mJeD`KZ(tMSV47rh-)^J%uL-PS$Yn@Hgk%# z`O%!ur*(%ki6|Yx@>5@Nt;Asx5?;SSxn*Q3J`3T;iTg0?W~Ek2sa;T2agZQ|rnbU$ z^L0uP{zCo@=`f?xMHlLoJ3+w8^)awb)^xkGy3prg3l|d+ZQHKcuo#G8Vl*gy0iy!# z{$Q5~C+Xq0GMFXMc%V5{{6ZFuhL;nZ_A`ih)swWagXAt6{O;@5PgK2dc6SG_Jt?UG z$9@-(wpxmq@RRT(v~#EGj`Z#dO+6%}f`~m&;l}LK@9Jb1TlA%%rrOx6UvAN8X?Bz2 zZ@4KzCOC?jj65?jbFdx9S-Z z?!jJ;n(T@>qQ_T_=M~})G#fYH;`3CZa%k?^BSQh^;^xjubU>)|g3y86b-f27{y;ii zVv+MJ74b43D?Z0}M*}_P-fP%YDH$@WP*8`S7;Ry+isD%pKFN)VY1GQSa+FP9f*CZEAKos);c@nW=at6 zgAppGDz=bCbCfOfz2VL@cv!j83sRmnf&u>h*rwMA*I4Zh1QEyE70D+FeK&|cc?MZGi8wodI|oM;?Dc}Rpy{tD~d82y=Bj4P5OK+GB3l$as91r8IX{>Zm# zCI7l$LXSuNwC-^cPzaVrhpFDrD^X#PZvwz}IV*fl+5-}_{#KdF#w);$?}T;~^OCzW zkb0*{YXsv;b!Krv3@lOUifJ|Lec=Ot zLgb7p5FA%Pe`aQq5@KxPk_fMHDq2c->Ck+oEqQ(BBts(kOX!o?3rg7yF;?b#{OXc~ zo;T|0g`$;HsCAh9>d&G6642gS^p%R^dS*11-+lO^lOd*^-Krx!!SgDBZ})OY8U|wW zo>{>mk})q3VybQ0LovsGO(apNAh<;u)3?iG*m{-{)Y7~DGH(GV{Mo%2x@kUhq9bKa zoq`~RdTOObCk#J$0zuiR(x(!l#;Os0yzJ!Z2;R}`%`aZJuTj2Ab?g>S*Jk0lN5)5v zageoEh(%+h=7jt@-?i>OdO3@*)#<3z?`;Pc8xZp=Kog~k_?BibxmW>c$ZUV8Z&y(^p{?d>F zUTv0XxyIJJEjpLNegZe12n$-gpV@pa2I&DTQheWj-dBHQ@J(-@q7?c}F_GeRNnWjz zp00qWElz zfiYqT2&sar*_>vRy-h=n)fzgjD}}04@BEgc(7S`CG4I(+n)j)hJ-zb71V>~AhJK*t zUPz&DZekR0&sl;gHQ;Z=&<3l~=zSzCucIs&V!WiyZv(fgk7yOrJ&6@1SfbWrteyiZ z5{qO@n!RLepPsrOL42s(nzlMoY7Tdd2+cUio8Ywd&xp+K%KL@}^I2hs`L($2%`V;9 zsEf%0+xyJOPob%<;-;;Y?N-J}3g-zmZMBx9md zKi-LVXitY4(`IS0rdTTuJS!lhP#QCJA*XirS205s2x5nE-Z_`$k_YeC(8cS}vZ1e|z8Rw;W zZYW2#LQU4dXs@{m3kFt4c8=uQ+|}!2C|E!;EN1Gmk8qM?Rf>bfx`NSyIuchQU?qo{VOL z0eyprr%brI8sX(9O9x_8Xc|#595%VGhInok6nzeptx9#rkHS?vpWB!SxViBM7jX5j zp<6)JY#^7Avv-53x#d~$tCT%M__;vkoh;VOnmp?jhU3D$v2(8xQqCr3tz2k+cfz;NB&+kECbMfE}wBEmccAV)n6$jQk$6 znqs&fI5SVBu6=qy|D>wW&(M$C z#5hte;)ozsv4V=g#H~?W*IB?#@>p0tTK(LXAeZ`DxpGFZ zki4NPSQFW+<;lR2M2DKE_$qgG(M>v9Rl6F>&^QXGe5C8<<(W)fIUTyA&$ncw^CY3D zNkm~n)6B=TV$$Av%kP#piXc-!ndrSU4o!nEC+ql>6cX#s$f+*JjYo?UCE*NYe3m}_ zCU6^2%OMadtZ>Ie)2xKhJ`dwz@l7kS*34XRN!J&7dE4JNEKCe&&%QmpF(=rfKKckA z1VWuMxX&j$82m&uh)eQvTt=(yBnXHPY(?mmS{|=5v#VR_G9|9%iL_K;D4-Y{GwN@o zgAD6Dk^#DS2$sEZgxxQvA1-ki)f-MZz(5wm^P+H_?k?5DvS>zr;I{OtNsRNl-#11J3MZ{Iwi$;xDCdpAWBCRZkzL;Pa;W!1LuE?Bt5$JH9V;fCxU_*< z0>#b7-qT6BKZ6b%-ffg$>l}w3UNys9BC9dz2N>AAiW1`bXg!MdNZm!1-SK@=(0K1M z#8@fTZ%81BeOxa1k8i`jWkyixl+gQNzT;(9A4{8>A$2$nDWrxC?stp4tDC9hCX`4{ad*z-k|fC=v@!b(t- zo`Mak*&xGs!tPE)`mZDiZO14&KSA8|=m@!D90uWcdT zyuMv@um<``AJ>wNvRPn1T>hkV@ju?d*>MsTfnQoZ37_9c5Eaz_At8?+)cqWA3#9I> zO4Zj>fKC{)b&ar?{Mw}}YbnW}B$q1##b4*0Vk?%)*^gg=-PpV%?ehes4x{Og#)MM= zAq&sb(bSS*j>d)jcpFIwI64^D*;w&#P)ALK0%E5>8>J2C92>;e! zBO<9wKT%Ie8J(y?Pz~EAoBXg`3e&~ZlkeQ)%Hh=1_0ZO_N_h-H2=}*9=CYc&Myuu- zOSK%nY1~r%_bg*!p;;eynm2^-uk5V_g;=*%k0&^rd!D?)FhlBBnARBV3;})ac5EGQ zHn0UK8@lS4^8DrC4Hk6^K`yNh+A9NQ=W&J0K}!e&z$=1v%PPiZ*$!y?TpbL9f)rcJ zEeu~Av-PD398I?p_ZX*fU=qlOgi36W4D5wO`kp7qeg#x59{!U!E9u#;L2oaWEs=2L zCQ>@%{&Kj7|M#i3+vtjo4S9Jycyozc@!ZNMr>a)MeVIV8(u|MA(W8k#e(X)IPQ+t~_8aQ(1ub#9Hr`>{BW5r*Ps z<^W<|VF_9&X|1OEJ;$$`;gB&}^;(hdQ~}f^Zp<~ptr=Hlhh6VjY2T0VoNoZEwONiD zS*y7^{ORjHwu9Bkcuuyt0*+Kc0(m&f+l*!yV2nlK!>j^8n42I-E)PIJ2-F&B6R`{S z_q{Ga@8LiuRS_sp@WC%h;L(IpP*n^TZmLa2A|MZt0CB@Dd}cB%LtSbvf9%+!RsQ%} zRjJ@7jSdiDXS-=hR{bAQjhapCo*82uqoV@B5Wl!eY8;~_spZjkR$XSthqilir#7Fc zu~AmclNY{%*k7+5-zCto*Bs!opIYOPL(51-jpHB_C(f977J;s>pcS|D?yU2UZ zj#d2YHKM3ZLfoQWV{{3pZPkzoR{B4BARf(!Ds;}|*rV#d;ZcdvG!0oMK4)M{>+T(4 z14r@Uo=CpkNW5~ytEB}Q%hO&Q3O=fhizbdI)sffD<3Iia>*G?ZDx1eFjmM14{$jwO zmy_aJoWU_?4A(f7BWQX6O>O$2W=^TtP>GObOOE3tF(a_i;$r}7a)g7Hc{VaKUh`Xk zzdlPg2Op%|4U2Zv>l*+R`QxNO1V%z$UQA;px^r>>ho6=lZD56guEYty`Uk;L50xWv z>-=g*ix{wt@i%Fn5;^{wMZv^H?nbK=0=N_S%3`23wkM9|v>V$<6sGgV?a#d{D6P^0 z?Qz3{8L*9nd*q`E`>O0LMC!tAF@x2i2E^CKf#hnD*PhF)=#D`Th7TQ4(lhwrB0_}Y zPiM-L>T!*>N|lNsh7pOJD;-1;Q?tPZ%&=THWY-8lYo~|Ti=X&UJ1LZPD4vbwC=l1D z@jG*r0dnn$z`QU&?~=DcKLYMjL_YnysTh63rWQk%ug=hLR2BAL%;AhU`;gCmXh}Z` za4YhWBj4AibI9OiI*;fcYScDUT5e40hpb{4r5-w_9t@|C9kjr^7gt00W7#!3qcuCUPHAE$6U#d{45Z@YUo_qj5jjQdszAkya`;tB17*RM z4$KIFKvM*R@^4{0$>6NkAR%~rWX|yja^8>UMRsVPUJ!ia`mbU#%Ing@OPF#zS85u+ z+9-Z)ZK11$9m?F7MOq@B(d&g7-ah#Vr{;y1Ogb{-li90bPm$=Z6u=T06u0u5ZIUi) zNVb?O0lH>SwcvTEhs`p8@+~!Wucu$@3!dj_Cb5D7Tov79WemxB?NA+c*eSQFsNPggYOo0z*s>dX95T{mnYwX2A*Vduuf2< zw=mK3e~qOcjeT%35jKhXoRG;K1)s8z*zZqjLIJ=;ip@ywvFZ*soYC{zJY*P;*kprB z=G*kSLa5HHcCQq7D|y0JO`b1FXfKYu>ZH}fb>;hmE~HjD+OkV%jxK%|NtCQk^ojk_ z<|Uh7cu8twhJXRD)zW{7D)jgMrO$vyd`Z~eu@@ozVp?^^gDGh$Dx!W1)>tR;&t8hFbAC&ijC=S!Ej9Y?En|6uHFTsYN@l9g8 zMLJfB-*A}m%Kq@uy;kBm+K9?0{7}OmBAdGx5{(5SS#F{W2b6v?k+W8GU~=z{T1$}e>nuJp(#uJFkmPUG z&uW#?Uj^7XyT2Vvuf;1O0|TBoggeo93SHOHebxkGa>mE|`&)jLD)HdO`b=P7a<8u0 z_iouyh+yA2f&RvcNO62qHkqyvrgl2pkP|&G@=iwiXMY~^PYCP07f=nzJhcxC+W7=kLE5+5twJL}Czpmb6vuYvPwDMutv)BQNIb4+qncH4)+Ye!CbLlvv- zE?yT;(XnvTGVM@2)f_MOeazStVO zV-;Cfj4!-qB^^^BM5kESDDCJ{yPkK{QhE-57m3`|7Q%AQx2z%_U^)_H!Nd@@RFxgA zuY;0{YCUrs9}B57r0;3!>5Wsy(X~L#0rO?q62TQu&t_h zt*ar6lrkauVlh{Pezg?)315=F9C=gbT1u!z2d@&Zki@DIXt8hZ1`cZL=LO|fGqrE> ztqb2x-^#7Kpm;wDUQ2LWbPG+&&4ld9?T0C(ly#g4eVv_%zRTGa!;lyTL6fU>=vP;h zm|tK5?QiRll=wGiXc+gFw8Ho?u3UhP7B10pg{FZnn5eYm$$Z!!xcNW> zeS|p@!oT8bBu))Lb^ze+RaF){i!`XzFl$S+^BM8k08xrW))XfjsT*&vOPUpI&jCZHCu-1^=PoZ>yH@ z!$`K{)KCLfYb7kInwEmX25c~x(!Do*;?QI|vEd=`=EFt!D>gg!!er4`nctyAzP@Kp zxjBe2pp%?A!UB<$>x)s}c^)W71H!R-_c00npblzW;V_w4Ln5_*IaThi)aa#|y$*fE z0@r)#C)30jYuwWz=EO%pG#9sqhIR((avv?|4q3)Tg-B4XeH~oUkM5d|$9%X$SEUkE6gw9{*HnRK9x=;2#P7f#Nc_V&xN&*TD zjYt&vuTU`k@DYj*0vXO%#w2rb7cEnuwAF4Kl^zrLqvXrf!!*%YOd5+GEk9p;ACeI; zg@x01=5T^Twbcp^ft#D1wiY=A3-ux<+($2KF`&DFCaROC&0quhwP5K&8)ylPUzbw0 zUJxx2++smA%IT69K|UJgii@K%VT_Tl83>_iFmr=J+h5-Sw=tGd_V*_Jz@K41v=9(C z&kyeL-ccoL97U^AZqgyoV-T#70OBCG_9C(a{-mA4I49b~Q)k14%8&u1(^z_d9_8)H zAp3%llak_}Wrx%SW5jlpXBbvTK)vdF@mN@;3ndo~Rd{->G)CGm){g9CkCUzt4uenv z5~fZ4*NrEIKp_>I&h)HYEmSX6vu;GnMKjdVEQVv)BdR?$Dh`Jya~pt#B`^BO9L1It zoH0r~O4&OezMCP;iK~j2j@ektB;^dN<90ZzUx5e^v@CZKdMHv&u=HMV+wNd-XT{;a zlvX@S-z97YKd9_hJuHF5JRSByb84*6sZ4%Vr{KAD`KJetfVCOkIzhi@Y3|!95pY;| z^pmc?BhUl))HP<6RK>UoCk>!fL3kYaB8B+oRSAKtMKwDUazmBeQi@#$m*r5hCR3dE zP4}VSGUUeS;y8CE_#Rb!&z!8JM+3d8A_Tfr*;d4IM-U2C(5#4fJD)`lTIukmMIc+v z-mvR5>AKC7B;#9yjp`;A$S9y2*DsjlFKp=fko3iw&A}z;-C3&T>{1Dcpee7WM>^qp2))xvX&K zse`he#o87Ap+`W;IHqhck$|g3Dpk{Mu)|Lz;V#U-(7U~-xrV4}6*G~sLqwr*!hZ^p z&3i-k{?wd)hvsYx705k)L6|I|!PFuGh}T0?lWG<3Evooosna`SOxn~0Ua@s#T}qS# z|0YdnPtl2hYJtPOIbzFhm1k#kx3IMQd+tO(V?|V7bD2T!1J^g|DSh9-EYa~CmFmqf zQ)XOa1JSth@=$W?Azv2uB|@gY1Vl{jIZp~Ukff%s=}SxycZ#2(A9S8R*<@A|h*E@| z_6dGq;-y%4Z{WnuaY!YU@-BGvBv0X%93!h#3!k6P!30FnewbgtJhmba$HLsZew!GQ zIi#YaKv&Fxu$5>DL!w38;pLr@I)ac5UZ)j&&2cyqZWzA(-7q#&-5&0SpJeK4u6wy= zbtUBUKfje=?(VnUG39V0b#5UDn_CJ;&}wkQZKQesP83(kDj+YjI{w{{*5iQ5GP3T7 zS$#G`iiUy}FX^fUo$&E2QmL(Y6dFE-$-rzWuJuOSyl{EMxsJQK=jmY7;p~7C&Qr)i z$?o?%I_lIpN0uw^tku4K1InCvKmb|P5$!oH*8b>LJj#+oHHB)zRLc|3resyluL}QI z6luuf>PH`(2aZa%E(pE&ITjL+8rlf_5)liS<|PqBn6R+nL7@QW&u(S1ruj12i1^+fXu{r;UUjs+X(+Z*)hyH{*i0H^NJe*{# zDuYDbgKPA_E2DZo13J1{9qne6bXg5UFcypP_dA1{Zc&7ZaS6z5+15u>lv zfevvCh;Y$FgiIME@@gQ2qxglpUh3XNoU2$D`ax?NmK+iN@Oi^9gJm2qIG419{G-`q zQ{WUqMa{2tO{+5+mHV(u&9(}D8m%em&%%jb`dUH;Vz+5BC%VnNecFYj&8EZV>hTE& zKbcG}rmhpo=~Scdxcs4BwdAwWj1oc>rVtOv_ruI!XG2K%&px+6k=Yb=d&;ylskvN) zns7gX^Uozyg}IcRCMyVV(Y0j;d*%6b?eH%$xdCC7NO~;lbD=Coc;hJfCSB&Ko`LL5 z_lCfQ_9@oRj$5qwjb0~R(D&N*lnN@DN!sB}_+@+j@0tR@PpoeT%r9{weS2Nfh~(|V zd=vWQL((=z*+3>*B4&g$hn`#o@{qwqEV#+WbX&u>b+(%m+U&bnlBSJPD#>0E9#0m$ZAW17aab^DcJrTAR=uFEm$nD#N+1+G24%gkM$-6-` zD@KW1HDMDsx~6#{HWg*MrrE|Mt}(K?N2-}B8LVYS)@Au5+oy@!3oBqe8bxym+9~FN zEqrB(cwBe#^J4dyBPQ3zxoGDEmm}{}b|hjT3Vb7aj~d*IeV~)#4JJ2@D*2O@rlW!B^*SPPSua!IRX}fbe{LR>I8c z{R2q^qV245hM-oXKqCCIn>K=Q>a4HY9wU_ES-fu}Bv7T#0OJJb)VRhQmkPs2&?V*0 zqOu_vdS?lXh7k^o?xOvqL@J;JN=fwdy<1#0EpyFk_Ao3R#^4k}5k_@s-^)c@Tg4wt z7JI|o(-e4*#yI+?+nkddcrZhLD%glcPW52q!oJR|-q=*#)C3-D|! ztt%U0U&qmIv`#N$da*z+k+mxES=CI3((tK<^+_jP)E3$%1maKH&Fmr;){65w-YFO= z?1|fn>_{OY-6_i1bePJeyaDzZ*;EdboHUIW|D|GSi)m{8hF;S;q!lwh7jrt!vESmg z?c~(Mm=1!R>Nv=E@sJM;vC{Mwie7C_LNXba8V%N$&TGE~6hkx-8&>6OC2AoUA0(p+ zDOa^}P2eA=t0~LTEyocd-7v$4(U-H@OYBQiV&}PJ)@_kMUkw%uW1xqFq3l&}XCJV2 z3MB;cg)i-l#YkQMoYi4PyFi;)Bm+-rMTO?wvFs$~$6xwDC}Wi*vrmdh{N{IwF8R*O z8ft_nQlmT7{0q&5ABz;m*&1X8>6t{_hzRB%B=~NX?X(atsU>xV_*(O63G#D`Ga1YEnBFua*uw)vYx%5YrT07bi28@p z)q#7rgB1K=Cq{4zmqSUZ#7Y){Yx8&R%U!ag{GR@r&2;2&iM#vr zMf8JiQuKcGpa5!Lk;fq|KHjC|h6>mpK)_COrQ+WvRGBr4uJ3Y`5KVb#f?ng;xQ~v9 zb>~BGoM%!Yzx(I?uo>a_EJHbOZe_>P;Q>+Ef_*?~EoQPGN3@e_<5qHgJ~1*TEv@5b z%V$=}QK^yNlg??KrC#_A+Qk7%zy7>i>7h*qAJF3^AuVj?F1d-FDxhyHJiA&CvtIHG z_+;RRHPmk^JlnL!#ts5it^v1J2&PmUFoc(T$8YLb#l~HW2BQTX=s7;q7uZY>l=k>HVE}7vkALFHX*VPk{GCoqw-5ch(l&2^2S)QkO4X`eijK`;3&D(^3PmsS&83-Q*_6iO;I2Nx zOEPB-DFBdtYyBbImnzdyhjRxl`$Rxf-ksr5=f1I%63Z^tZ7izyOPIYbJb*u~fG%++ z7ar%Hd>fs#3pEGJrjop`IZ0bn?UdAB2xrTalFL(iJm1`Fg=!}q_sj?aYP)p4rI9X7 zwaweYLeqFG!THd&`pbi)jv4D`Y-CDMBoxZi`$0Wg{rfiLum(O}|_r#uTm$ZZ0-cU<`s3w6s!fD{LVgm^$i6FOaok1{5Zs=8Cd zY=KgWzJ<*2<_)OxK|#WyJs0%?-3C$2s@4SQQE{4$h2mi2!v}K0GM<*Q$EAhjxH^xyYZNDwsVm$iWw%0G%S7e zknpuPxbKC%x97Ah55#QDc6spW;?U2QYc4c-e@!@{)!oenU!9P-r;7<6x^{9w{8n{C zvu*3QAkZx(X6SKWgb9)PS&spw&9QBR^4>4=S~rr&=lf07BWkL*@Lrm1Af7KXX>7gx z8&Z(70NvTDTF{uRohdCuYZXw0GSTRu{~nnNkZ0deyaU(@Q9C9Bz8nrKRh+H7)+0Fx zkY(-pMBNDXaPaGy3ov`ja;JA;98g=plqDD>HyNlivuDU!t5$(c7!CTM=9|zqDm5xY zJ=RDiefU(FLpjn?xz2-xm}2H=->jv@DX_EtmUTJ(c~6OLntAq2!Y=*;jI&mShod2{ zen$$gS7@xHnUh`fgYnMX*Vf(R(+m>_-lCt?7WT#EhxzI!EJ5B<&(Cc$t z!Qs1zjjMp(QXh;f27MlHz|qB#-xg@&?Y;!UMU(wK9>r>dAR!1o)@^V0+|jR@>dfy&Xv=gE%N_^{IBCRk)415?*h?mQ~MM1Qd~o^xewkrp25`>y3sNYb_WP zF{OKQxK2!jT$G08^sxttdV}L6S#T(0Zb#h>BP$X4nsl?)q-oiv$sJB%Z#ODd=aB{l zi6Txb>7Y+Q_0YkLu+NjzrSOhW6BMZafrz0Y6nY-8czXVp^$}mkD=W%34mgG#5SYqo z)zWp8E}( z{5@c+<7Ma7Hp}`=G-E}sX%QckZSUBuhAs2pSR#|{pe2521NW+ZjAboGL9{ftdulBn zLnAO6)iV9;3bd=0?+Glq&z)VIw1PI|Q*x2qnkuD>2LqoE$WI3INc90f;~^oIUsq5K z`KJ3dxg=5ZnLi}E;Vtg(#TZSsGPS>Aeqc8H3OC%IuxO!qA9#-dHybesfET%Q^H9Tl zx7PL{GMBLt$-#zHm_WR~7T7%3vot`tC|}A`z_Mwcj;pEaee~|reOalBP~msdGyYO9 zSgfBqrSguV68)vnL=T-*jlIZsD>=506tDh<^xGEO!#284Ytj&p&Xqg;e5^o&Xo_;- z*va8t3j*y%U^!j4eRp_5#7H*Cx_kKHRhd;i-z-fL%Jo9sZ9O7PoAdmNYn!C{)Wr1% za!AAOu13tKADy7Rk@dHec^XCJEUrzHrpI>$%q4D4$?v1~H35hnX2#`UiZ-ii4nXvV*Rqhk@F9~tTw#az5t zB@R6VM<+=b+Y%gM^5x|0rcef%gq{(QC+Uzox+)mvaMFWWMV*mmk^(Igx&WQ-l@qo6 zIh9Ckv}8hu8nHohGi+Q|t;u`^Q5R0$KLgjHvfwHnudfi6SA(M=o*?+6y&~v4fpYa^#j5Qj+Yg!b`t>cT@+=-4uv<&dz%8%3C8hERwdXYL_WoMcs*$%5v}mYp+CIU{Q0&aE%BohPu_i22%z>V{2c<`^@Pb9SJ%U zjFD7Daq~R)Sx;MJCTwFE37`2f$C_HAi{@Ar7OiQISt!-C_zolhxzlrX3=b(OA~m0x zOn2bqf5fD7=%W-anI~&|RcyZU;N9^$WV?{3gg!7}1XtI9@1{!^ydabWjguK4|Bbs{gF z_kilTG-6ut%WtEc9@0rn1LP~mHtNgPZ>soiRN;NXbwNckpFux1f+?;TR^oVGBe38h zvnKo_(x8I{Y>NLjx`gF}8`2Rr?31IWaSEG%ZRuSB6$zk#r5k|q1^<4RHReKGxa_>2jMc)&3l>4;W_9rGjt^}1bHkNAYrEx z@I;|Wmq(&)J5XQx5gpUV{9CY(%h{dcyjZsk>WDG)n5_i6p$9}S_4giOrOqWj|8Fh& zefvYf>otd=m-U+KV3it$JMb#`vi$2cE%-oEuuPRc>MS;K2#Wo9sd!o5*CTzn zQu`CZ*KR2SY7gbQ{5}SFa^WyBaSB;`@R+L&r=QTBMKy_ST>S-=wrg&Mq}6`e8HKMV zg{&cNw(Fv$XJuu2F3+)-`kE5WH-G-aOG#o;0*5cEFr6Z;A@Cs{bVf|2R0&I5+RMr6 zt8Gq9CH?J7db73atN>vS{F0!Srk&kRjh+_;@AQ65FD`M0FKkTdFSqRtAo30eg`}b} za!eI)o5ss6L9*6-G}WeTs(rXUz4xbtHEr>BBW83ud>WOUg67Z1Rp2}?bXZor{=u)z zg*@PlOpx1<>B;y)y)l_JI{yhjW4M{Z^`nNn=!|M#Kk$b^!ED!OL&lo}9}3gdQ23C= zrmNq%;F-YHC@!Qt@w;?a*GRE2-as=jj`#kfJ7!qsA_y4q zg`nR1^@+Hw?Y!;5kd1-Rb%i;%Kt^6c;|@d^Eo=Pi;hn!C=3=PPBGv;hPv_Np-CJJD zgL`i(8^8{BE5fbsMRVP+A$yynhF$k#(FmnC-vPKltQ2mS`v;Cc(&mINIeBl9(R+Kr zEi4ILMVt@CHh%6fxUHh2ej#bEqU*0oi4TF`#IzeM%9h2`1eslML0sF1wUK0#uno3R ztA4cftikV`<*A?V?#ml>R23Imbg7{HLfnIkb1WV>cWogPTiveIe$-bb^`oi#gyav3 zNod>av5%vjj==|1jLs$cTofYg;O13@l!UoFR_7dUh}3x((z-PFigY4xR$drek949#a;j1Yge=}kwXXaP>ZLO3K zL|-e&NO5W2R9_N~d!2u+coTv`pk?QDfA_Z!z6wE(@e+l@>7eU1rf$9wm{0>-wFPu) z)+dGzqi(UmBhah6((G_=%iBqsjm%eiec}|dPl|&>S^tx&oC5Gne8Y{amwiukR?N`Lic%Quy!cCwqhp$!l60TR?VZ~hX%@shA-@sca+md}FN$%tzeJnR5 z)I4>;oN(x}pA0el7d>v(T=y3cQ)qPvE#HV|5Q^&!rS4C}jeBxi^azU2K3Y73Tlk7k zJ-%>omm2u$LOKkV7m6?jFiu*)aju<$N3PrzBH-!$i)Ao)d_fL@3Xx`2lOOd4exVwI zgQHUS&)th*oAWGk@|u*=2Q$Y>Z^f0k@Z!&7$6LFp?C@(smidA;Y0iqL(|Dt1}w9W|A7cSUnaP z8~-;PE#+eu&u)FmGdxgGDk(oZd;YSfbiA1m4+}%p-H5~Y$oSFkkiRzgGecWTCE+2r zyouF&z&U`ERia3&U9X(p^YNy%;hW3Ud4KAk-4UDipV?%T6!Eb5$|;6%4^vp&ZR19j zufl#{hY^icvtlqhTHTg3pZPmJ>Am2g=gmJQNE!O|kOS!7B+oVyjCb1DtWMq${KF84 zM|MNc-dfs5>KG-R@mM;6VB^h(FBq0OX@QTUnrq?w68;QN%x1KgaLv!)27F$`KyZx^ zj!G9GH)*sa6vv}SU!2B`mdO&2-tB=vg(p#Yt92XeEKeY`ol0T&x{T>B(ed%7$C*g% z_TDUOq{1PN;P={GTLIyVxdmeYKQ?aN-K_I#?K^Z`VCkUMjtA%aCBM&)YOdMELm_w& zHe~E_^*HScr3K5fgn0}>Ko4SaPw#9Rr>6r9gT#q_E*7_Y=v7x&OF&U(YF~qy_^}PM zCNkC@=2v$KwUp+(9`U__zQiRuKnf>S^57XObut=jDif9ilFvu$h|Ntm;m&(`b0XcT z45gWH%GBuUuYKTnBPm-MMgOz$yc?>1Q==aD{0EyEE#PR%-Srh(5f|92I5FhV2%$K& zV#(`7(v`dpws~R+DjtqN#5jn|+#@)MU4Q9(UR)H;010*}w1`j9$1#D%Tymdrk&rU# zOBBMxrX0~p1U?DyGp6|_qP@dFiRge9;TPXIr6Iwcy^(DP z6oZ!QyI5dPfos=wh8}hD6OAOA`>3~U{i`mK`x4WXp^{%@x8{qFVGWB24%44Og=2g* z9V!#b67nOD43~p`RjZXfljufS42R) zx=pNz#=ZDhH?>g%C60x4D?qU3i^e7q%{NALZ&wA)KZ&Bx{Kq^Dsvi3Wg=V*k?f|M@ zisN{VoVeHFPa&{aklt{60?jHgfiTk~AJ$!aU;Nwe6lVmCYR7^p7-3&6<$;{TrFK`V z3#!P>wspk~^ZlW?J=Z+$iVv&wJOS}^#p*X$>Rfn}S=qe?ng3Y` z-I~u}zVlk{(Co@kSm`6$84|FQ`)hsx(Dr}=4K$)X4^7sblq;df_K$KF+p-wsNb0wF zYXMrr-$8z>bWyUO9-o{MkrRSAN9e#!?j`#J6n}a%q;hc_DqO;-B*ESPjgcLISx&)= zA+DUTJnz$6>Bg1Ci32Dxw}ln(-ZP1V%)g$8R*ZN9JntJG%zV(>Dg|)c8@;jIv5kVx zljrCrN-;ZFb=Vo)W#Rn;$&ZkqDu%eiqz(-Pa?d8XMcp3egttwK37rn$Kj`m5)zJ5 z^~7qy2)8g$+HCt1dZzLu8J_X~_-7ZD4@N5SU;8JP;bSo!5FUs9fAv@4eQR!RcnU!(18AN-!T0la_@00$N4 zRx+D5(eG)G_<9KghFM^2Bfr@rgB%LmAa(isEB&hQMMyRKuic_b{Y=GoWOn!TKMxa> z`=sj~DS%g}m7T}A(ENU8lzBTWY%KB8pZ~7DktzpSJw1p;RRBSU3El`Z6WiAul;XWn z(hF8DIUjR-7M?rWH=OB%#44IrIEoCg#83@IR_0fdHAVyH86ddif4O(X?06ske+-No z7Be^l+nBgRz9~Xr02tVcE8oJ(QlKz2o33^Ol(=3ttQHqR>CMnv4u{ok_9=%Z7p@}w z_T-Jt+#sX)AL5<5xP)h6L$x?zA2c!TwuOK_F3(Ww&*kwDXGMsGpOh$fN-=TsAa3U5 z^eoCLl)_N#nqkHs2UC|AKFI>ucsdgq-M$A^-f&FsYfLaI$>2P2SQ4w6&dI?W;Co&K z=wJ%wtnyxZ;Dnmbqz$C4!C%rFj)HbzVjkn0)+I%Fzx+E6vCzBhohd zUMI<*AW9~eqa#%*n7qVb$0AMmeU4;8YJ6@BYxO=hEBIXIlXPY9j9?$q&uwg@s3;}X zAo}!5(~Y;)J5r#diGTrSxK<;Yb=8*GAdz0SRhHp!N{i}HSis4}%5@MIEIP!lRec4} zXGq~2cD7a@kdR!3t?3>Kp@O5UZmzl-OWisl57>+$>%4DzJF7rH#F_q!BUo?m$C&l2ZW&S?FkUUyp>W^?8aPN=YKS%*OY>KyGyyamd3tT1IZm$~8#}hF1doJ3j%I5hZgvo$k+$LDuB%x0MoPV&_ zpv~TWfR`A2>E6-g0;b(*is8p){+jgNX%!L~`_QQt2QfYAkK@iUA7`)uF9z2jub!GQ zLSucrtp&6+1kgIai;nQgorhMNn}vy4UO!zp)s3?s8PD2IjnbmQ3}Wq8fMui@{= zhMXfi6Aakx`E!{16hbinXh5_P54=vQ8XE3&z z7SO2=EJ(fbNW{|@L!HFSUhZ*j#Xy<%gR_+x2*`Jqj(O4 zDt($oNTj9u_a2HXv7)))+-goVmp!a!ISWfJR$~a%TMR=FMp{-_r=zE{Gh@IG79=hL zcnqSE>eqNg5!OG_788c~k8vITL5$@CU>VlWQpt_Wx(>@K(&3rNLe8xPM>;S} z0LX{DA=6`+9OB_{eN3ZVO09=29Owuib#PMj$2C#k-ZM6{uWi#x^6G%6Q`jfHr6m+M zDgZ$b#WCf=WgV-C=f~HX=nP@QZ3cXd_gIG0SJ`4MNa)3t3bF!6Lp|8i?BkOxP^NR3n34h95*ZvVEx z9a_`~&8XcA_k6ktX(|*sK2AqXP1227f)SN}ngM(S(XPt&N$Q2)ka}>v8}`=t$nWno z6kR{6hJ8fSUM+6O1~#s069q2OlmHp)+Ju>g3C*34PUPyt%j7|h1yXy~Z!XcFCK!J| zRQDLpphs-7nn>SiJc`CJ-N_mkR^bKnKM}#u=oLEHly3Ul)+-##arTDbXsI$=Qcl9r zs5e=8N&y3>W}I8^<0*`IWmQQ$Vm^kP24PY{pzS(g-d5VB^z6R5g6I_`ig zI0iQDn?U=$q7`h$OsK#m1E=ag`S%(OqJiHcE zFVU2%!XDFIAT0mbvHyadHLmPFu2+{zD8FsUgCE<-Dpak!vTA{D|SX>f7`dq;Zi-rf|pr@tK!y*%$ zRaCB)6bs7u4?&cZ2`JhBnrmBK&C=>GrFFR79J@!3_n|OiV&FRg9Y*C^o2!FT2$cmk zX)g?Q#GQzlneGg+)%?kHO$}l6CIGf+gY+(oZ4yrTa4VJ5bdu(!8WY1<|JzL~!qGV{ z_o*ED)Y}D6rLGsd(EA=E3OzbT2H%^ll<{prs=IOsj`GfNTJM(#t58D@4>6v=6(rR) zUfWUD)vIkf<>Px%6F`9%y?!9qjHgGb8{9I$DBN<^-E5cQK9urytn zph`E_h0GzG+kJI_+ikdjVG@2U{sR};g(x)Rm;5J=#GX)VIPKt*hHRQ1Vi~tlguN@f zP)5q+E;Ao;MDD*+J8;;(5gMRht@^jM)Qk@6dc+Ye5Rj9LOKtk}%2CVUQ5OdGdtfMn z6Xg{%ScUEiT9&I=-tDW*Ozi&=U-CUnz(wt@|0kOIGi&o(U)lTL>r~ew%a=WCKuz!W z|4^kv7OD-qP731C+}!Va$(SoW50U^*oCNsnZ_HJ7!I*wLO4slN1R<~?UY2f1(ADl{ z_kPN*fR)@`hgx~?%2#wYm%SRE)i0QTr(zUH~3lUu-hN@Bgx&^(RqtfyW zdOa#NkK%yvTzFV3BNPFonDmSJWSdEwXxZF#AEXWd<`)2)2X9u6U7`ZiX znpvg!wpkjmKccZ*WcC^QhEyiulO_=;2io}~e58csdHblqeI14k%ZVLARYRlay*_a* zh1m2O(9xh^SQ$tfp88x&HGdyT_wBtP0IXLlRR{|}o>RSs-geWJww#!qyn3^5NMYt8 zn8eo<^^e<`Z<4$Id78fr3AY0B7% z?HxWQsD&E|THcNv?;MfISa`6vL*i4X9OiRd)37Khg!o8(#+zWKiEEh}KU}Ns{eVkC z?GRzH(L3;k&-2w_?QmH27Eh9$W_1eW(jpF~Ot0)$eAh`^K~N3#482u*9(W2Y-b6t4 zCd}+AW*Aa%@qljJ2ia{M-TDOL1bWGlV@P!fC~7-eXua_(QgGuPB8>!q+Hsb0d7DlC z^>}CGnvnCzxY%p_eU4};`UPm5(j>wRt4f3{+>fwZ{5ogpK|-v~VBVK@Hhu-->XZ9U zL82~pS=xPpPq#q#n*z_3*K=AWl-x?h$_nP)o}!J|~8Y#_%8%YiRM^ofkW z!`I!O5!8{Y`)h`1VcmM*2~YR#*Kl51Ib4D+xDH1|i^_rg9C;n)p%bjVVbQ4Qp_?wj z8cd0u?%tAsC-U;1E_~Yq@S_WxtXl3YFw+2v+T9Pmz7al4okXdX91VcaEgZuvshj}lKxRO z@?G2UTPo{G^;8g)olK?Po&j=o_fuM|dcBddFj|1T3hIpd)oj@jzjqrFb4x$DkSWc9 z`Fxw;yn<1%2Ak~<{#+)M#m2Wv4vcvoQzfuxe~l27Qz7pTRa(5ox7jJA4vUXG9eO#_ zY00V0T&mPEK{USW13m0UO31)>0qcYCiVZE*j%?^q3q3!Nvx?=*+gqF_hz``l`qn`) zU#ArHyQ7i}{MBT2Ms;R^Ir400_(R*l24g-$c+vVB)DLJU8il8eci3&!6{**BT-yQ; z_tC^3y9%90PJI*_B@Ne^+Qqjb%cLtSY^l*8e0M^UuLB@PxKhp#a^y8I?Wje7TBO^` zWV=_Dw>Ev!1K~^e%kkuDQycX;OT3~3#uB)BN*yk$QZv83Png6H#fZ|-cRpP_Xh4%L z#)h^w&B1yM`mOgv`8n0*&WGkkg}eR2^2(p-y<3Jw9gBRrag;aa_LN=HlJa_anK}te z9;e9dqpy_PMz&Ym@6Q!m7Q&}Hv@yR;8A0@ZrEQ%OofgPzYlj!&d)V-S?sVAPuNafr z{n<}Y`FoQrjM2coV zpA|1-D#~B1plgP*VIXQBGh1B*A;kGAU-3ql!GzC$cZ@v}_B;Xd*$3ZavBF7Aj8OlR zKhwsPvPr1{Q2gOKHJM~2wUxUoU{X5dj1?Um zNcP)e-~z_8f|N2_;Y2Q1DAZF<<1tl((T-760yEN(1=}ky10TVj$mSQJP*L?ALKSM} zX3z5~FxqLP=FA>^(T4_Jft zFwrjyFavVlriiX2_f2mmLt?hk4!5VBt|EfZugz$ON-g78Ew{o8YVco$X!`HhA>T!i z9HeHsD&ZC=?qh-?;s#URArY86cVIn=0jQ0>00zW+enC1CdKGtr5k)zqRl5Ec=U=s5 zM>b-^m%=`l9bJl?AFouHb04N_X?&g(3BQZ$AB{|s972^DqZAb&+nG6IaVAjj9RCKzYuK@SvZQ z!;;D?M20repeGUn#Jr50g@4ISSe?6k?tmDEQNGmB?v`w(KDtB-X%OXW^P9ceENB6H z_TVYL>Uc0>eVg$Yklan>aVnZwUv`N%;w(^Lq_Z|h;s5tYOKIU7Ms4FBw~;2$ zCA$0_4Lrro)5lzey^c}a4}bi7a(R>hot1)HB~5SkN3bX6!oMA#?#;$S$B-R0Le5cM z-><#M^rvC>%VQN@o(-ez>&-Fd_=}x+jFs#;;FzWayj+_zV4h|GS~u*`8rbs^K2psL zdt{6klnUlD30yDYEOC&^zq zNd`aw0vCskOBzv({J;sBSI_?<>+&p@(tm`7#phUQKdH7Qcqw&6(@MS5B-jM`-F{>d>!1 zVZa$-`mtPg5Q$d0H5lSM`71Jlt~WOG*%l!E>n2|zaFx6|hakWV6BIqgIL$nBo3b*5 zh>3Ge!9-n|C%+WN+>}w)snASK8Iz;RWVNyx&j80@xUJ)-72<=>j}p^2q=MlNe!wB; z@Jo#ku73XG0Cyep#YZ7a2urMp`ogXcqVlckUBfDyd03-DR?PT`a+)6rrZHr(!e^4|<~>gh!q# z#6WCXJ_AAGLy9Q7sSUY1{}t{A)Q|l@3CKB%dRpJ{8lpFboV5yTQ(FyJO_@yYe)` z96~yI5y6lYsFKbA0AEb3Cq!IOL zEQcUD9yT)IpvrYwZNc_Cnh`|JIL_RJc@1A<#d$dzP9^yaVN9cpnM@SGf44IaQP~@T z8dn?F6}(beU;ntIY!y8_SbxjczG(wW^bek%xdxB(hy=TC3Gf#@!bh zLTzM*8EaBTO;;BGmxkxv3+%3$f#{ z*}b2&=|X4X-pQXbN{ws4zP4sqge9cC5gMHx;qQVx*h)D$ z^8M)}4;D5#2=noLZ4m8XQ%XF2CLv&Y#0uhdFFrONQQiq8zEvmjP^bU^q@3E2L#cH3 z0Ta1hvA9kZV)7xGf-4G%uQH`e!L`KK>b0BDC2IEi>1;&2wxi2+S6mKOIdgq%_~pzL z-39O1w4D!Q)$ugmMsh{UgSKB!&&3Vm>UDQ;&5NZO;fMBdQ=y|f4uG|7fJpcg2=YB? zL_rFiHqC@?dX!4r)#flGM2%&3V5t5hr4JruT2>YtSzBZ$t*8mmJoRVk`p5>fd2TJX zr4|uzm5TXjLIxLHNl4u3EjcOBCxklbd+O}>>$yMluWh$1ao_zUyQXw?Au@C&iol@| z5ikPdsx5s-kd%v>=Ufz%FK?Pz`Vw9iD#y~;h7sxtPuam2B|=wcRA1mSz`pB;9dTNY zSxcz2gYSZ^-_P~Bwaqad_pIlav4(N3YtneMf(4Cp=!Pq$0-POY2t+p78O9a*F;fI* z_95?Yzv*aeU_QVDXC`-==5Y*1-Vn6h=QN*RyzI^_^Hd@c_=(EhY**eu-9yHWc)g4O z>=loHRXPKPDebBmmN%8%slCVb)ZjKZ@4EC*0Eyx^2N(n5W41l!b})=lz3*uoNFyTS z(Raio7=qHUo%lw86pLiQxbX$ooieu>j=l`@p-S;82ljnXW zS{ZNa!&S|2cKD)29t7F(lqg&+N)|)K3LS4K5 z^YXKN*+bZsBL|*~BtHNLX^@OR)le53Gz95E{AMBvEC8o=rBbu`nTb{F-mgBwq_yKFb zlpt6$Z{H2>nn64O22}hNQ=c@BNs-ioQMJd2SrpxxZosr;`@TKO5G literal 0 HcmV?d00001 diff --git a/translated_images/km/DALL·E 2023-06-20 15.56.56 - a closeup watercolor portrait of young male teacher of literature with a book.56499a0c282407c9.webp b/translated_images/km/DALL·E 2023-06-20 15.56.56 - a closeup watercolor portrait of young male teacher of literature with a book.56499a0c282407c9.webp new file mode 100644 index 0000000000000000000000000000000000000000..222db344dc9e2015db01ad29cc9bd75a816d9d4d GIT binary patch literal 115258 zcmZs>V~{0H*EQUnwr$&{7*vizyD{kz_Wmgb0q+DU1PwX&eD0hS?RK8NG@m1%a(BM3em8G^YukET zPyn@0xf{3lnUtREo+rQJm!&U?&zWzAhn*fh!JZ1h6`&tb0$BQPIrIC<*|PHibm$iQ zHTdNNcD{pN07oeRifg@Yf@|M=y(PcDzfZu8!`JOI-Pa-jaQOr%cp>;cnHYKMdE03v zc;=JnDe#K}tgSsP$nElf_@Hc!MHY|T6py?9yE92{?0^&Uf(Ansd_K|Um@*(@7cL4y*?5~^vI{UEliHY=T_KE)i z*R-(u`u_*h(;JgNINm!URs(Ry>XAL?IH@x|ABU4 z;O~tXj?P9FZwhd*7@gTW8j(Ga9UB|jv3?9a7g03xk;E{(DRSAj=LDwG(`bXsku z(*(^0hMwyQLX4*u(ASxVo0CD-Xst{-9skB=vO#;@>8I3Yd3l9SxuS4?yL==8S7g!R z%vQPj$QXxvKqct+tefc{Af!}qe`F90zse5rBAfB*=+ujZDAh|&@L;H+nxhaGDXpeN z3@yUvI%7E-rf#O; z(^~(9oGCR}ti(3oD5?*tfe?Q2xVR3?E|_nD_a~ zCQS4IU0Vz#AxLZ19FR7dGMRp57iu$+mQ(e2tW}S<{`QQLx>Ri!G2P)$lOfiy8>c)3 zik%?0Bf)`K^RHe#p~`Y3>KKc~_({sA!<9*_avi}O1FZZoPrq7PFk}iJciiV9v+Y)4lJV{;=jU;~2p;p(IVfLLgvUDNwle-UyVV5B z_LrY4%FkG7NwcyYreA=I;PYBYSu_MU7|u~{&6D+l#>=7mEy*^L^qgpsCF zS|+~D)oUo7D;3zk-+pqz`45*?XJQ`xB|^&e<@Qx67PIhkyBBQr17Yp=L?E^V<@#|y zBlBDiC3D!P-W^W;OtWDa3WeTq>wEWw70eJM)CH@4!JE<&w1Yoe6$h|xjKfy1g8cYB zJ}r2(tIN965*sNl#!Mc|CVD>!3-%^-j{v0yw5-N~rA`-g89}Gu09y3O`UxWsej;7J z`f^8x=C*W@?e!(v(qAE~2#=eZbhc4ffQr0d0(`v7 z`fCb>{ZAPa@yEg%_Z8FUPE|ClOzPXFshX25iiyg9kRPG{CqPqU5fVKSw(1(C9TF#} z!;EaL0i54?=~X2*4?KQ$c5I)*>TK@Zo{NkG3Th&%{R@W$~C!NR&PVn_A%v!yNS7J=lo? ztv$)(q!bb};Hm${hgMC=<#W6|FGl-+4E`^DFLgQS5@(?4x`b23zydCWl^a8yET1I( zSc+zh;sKn_!x|t;^&w0ObE7ss*bjzYTzAB^Z?fbylcW9!P?6U5Mhn)PUD1wP>A&}n z{znHDcmT@F|Hjkw#YT{M%8kmrN4Mb9QBmww{vz%bV+v~E$3kTG@VEJe{#W8CuwpD) z8P3_Eh`b%>Svh8KG_*rz5ShZ4@;MWzMJ66n%jrO`y7-B=u4#Qa=F&wE>JTmT4dJZX z-`13mRQ{3AxaYs-OkdnAhs$SnJMhYOk?)AxU{?0-NLN(NWMZTCWL3gW=rX^uy7*{Om^b0g z)Hp1IwC>BSv5HQ^uh>xa2=7K$Y|w62UrmkjzaeskhA#gXk}==Q?e&0kN8x9`+*{@h zJVX!hSyCh5Hc-$bi&(RMO}ZsTw%P*2I(u8uM!1>^t_&pj=wFqdE*y~=gFR1EQ!LYc zG3A_2jGKRukdP35d!)tL{8v5LJG}m}tU1?ya*GTp{}a_ZV)#?VG*wx-P3CnYm%%mO zoly&#Aj)TCyeN2Gu0h2c`l~-_=%G(Y`88rT)B5Vogiyvc3BPA$pZ3K9Oaki)Rh{?7j%GYTcZH2AgkFV8oDO;(9s2g4dc22Z;! za-b$L>QSiqX7kR6#5br8@{Wi!{P8dMnAC-Nu?yHYSh(OYT^sxN-s|UO7af1i%_S<@ z-;_A^H-72kft^-3K2$rur|G-lqR=R`^XO6EcI zdw{9#N{}|WQPSgwA9JZu3Yn_ynR}J(agkmc9lS|n7XtA_Ka-aOg0n$7BS?;o*;?>} z_R;3`l)o~0Q-(V*pMa(vJ@A#exK7KQ7v4*FsBox?iX2(5)F!?X3k%(30V19;xv8m1 z`d^hh+^zM+YGGQNX%$3)8nRt1k>5BhC5fY8#m$Yzs;^-B*dTu|+UUDW=C60lrZ}L? zEiV2jj!N_^-*sP3^u)DDksFB7PPyE^zFv1>77-EQ=d59d`%9`?)!o){LgfU&L1hiX zMXx`oD1|kDC5E?4#L+76#Sr_{VIMDJMZD)SWmt#HA$ z{b~882cA!y9!%XKZ+Dh`+&3eljXG~p<_z#5Y8l@anj&0ZhJ&)=okUmWU5&R;{cMN# zt%mhl^t!k@S;9csFVEu#*SHsOO$3!IuD?cbph+m8bj#uLZg!zA3Ooj9y`Dlw@`tI1 z7e8jSG`qFAU!tyEnRe^Dl>Rwi$A5=X!+)x>Sng=6$rcA}#(x#FjqOY@iQu0=Z>Y(? zwTbc))~e?^DEoqzmwX*SxtjF))dw&PW8|^9Ur7eDs9*qURvgQzc3Yw+EM1)8HJ@ro z@_kQ1gc&wEp0CwzAx?Dkbj z)wQ4IK_lE=KC{s``7Tp&W~WGk3h~%X-&*Kn>!RRleOV=^py+sOU4O0p1lv>zTVIQt z%d5-|z?6*TbEcxwp9jJDXVO9Mj2`F}bi5NOm6@#ormwCSt&XNtue%3j#*I<%L}yrL zj2E1X??dybR1Z!$m<$7*kR9(Jp^B5r0Noj|REel8NJHrXlsRA~sW6T9JK6me%)3^d zp1p7}OQUbE+;zey@W9x9%m1h)^%BdZgWC>TmglE)fzgr#5%AC#p(@uz7N;Vfx~&P+ z%8spu`?i~y++`gPssuuMozbmVJpe0 zS7Klu?|Jx77J}={j!9_+A!8&q37B(Rb(vW!0;m9b6Qdj)b-*u6ZUiA++6Hvei zW^=E*1HC66!`_}p^PL+!ddZOajpM1~Uuc`qQcpeU*MkmU-CTk!E*w=(FTf0khleb1 zWdgH7(^mhu^v5jK_$pgNF6D`7t3qF0&y4L2gb#285G3K$sqpTN-7x#w*ygl9>-9&K zWnXs6Kgalp-e+=F9^zNUWW?IhD!0ja1hrOmKcvBUzeMkpl}-FAGZ*_Fp4KQR`jOAr41Q1Mym# zPX4@|+Uk%#zAuU7jq%6riJ0g<>R$yLzXnlL-r2J<^m1&C_2U*A9zS{0Dtu>#(KoLO zllqydZb6SIKNQRqn@c*zKW*yfcr=evG4{=?kMsDCwMN zNx?5qX*)9TB5aM}N?8ae4D0=1xJyr8#G3wltf-Mo91i8UateOBKc@&{0#!#z9EXEO zBF>`@CJ9w(qMcDq*$ZVnS8#&|Tpk(~RUwjj*<%&Hwgb!^lmE?xxu5a2QcidxLm%nH zKO-as9P&AwTL^;M!P${+*e{LFRT)8g_Pei?Jc6Bu_fg(06;+RxugDKc;h(wJ;;Dgz+zjBM`%lwI&o3hA#fQN&W1rZKBB zvD?#GIBKDkr|o7UYO=i~jsYrmSKconr&PzJGz)FsjuFW5epA?gsgZnNsZrvhu@x@< zRLb#7G~H(pYHa$vfVSTP=T*ZXDQTrXVS46t+|7|?lRrZXKoCqzjih8j$c;h} znb9Q6-j)1ki~bp-?GF1yG(O5n6x`wDum+|CusM6&=&VM-j?F2!NvB}K3M|-zv#kIg z77`xr9hd!&KTK}S2pReui0qbGthk8G8NFzGwM4;{}HN=Wm ztY7NnG{MqcEkdNa^D0>0;uGM-!)HY(nWn75K%eY4aZ`DX#&mj0*NTrIM`5EKzsJZZ!pA>Vp6=! zqUaIWAN6Fb`iK2P=m|^E#3S`K$0F%s73l!mOI`mAHCry-*s`9j%PL{8sq2I6hd)=3 z5q3uz%dC;Zchtgh+MKApuwQQ5(9UyzkV5}kMjBRpR0<6=^bKf0PL*^CohhU1#rC>0 zHZWT#UqKruFM5k}D)^Wl0LJb+0GQ4dT1sQ7VE`X!A7#D?XFn$&R76NdNG)PuK1C-* zWk$_CWDT=o4Rq*E6B$#o5kz%dc1EwmgI}KUSVd7(ft-PC#b6fej&>ml+}D8P+V6!9 zM(`wk0JCa`*=6Skh;)9}T=5w@Mz{@Am8^U!{T zjMPEdsUAq0!WEwZ22u(w39#ZSlPcl1lLBA1Pj2DUhZH!re_Br*p)tyI-vcx}GbI8?csJ?t>Q7nT1R>BR zE^o!G_n4IYV$$SF;Hp*}7GII*P`T|6I?CmFy;#lL7U>z{*%o!HK%EE#x zk4hUN+WE30>X8kBtt=b%=o^?x2hQiB+wriQd>{0(o>ArHl~RvvP9@lAT+I)e4qdty z`e44qF58ayqmtLqK!!5McojG3x5$%umGw~5K5Yh4gOaH+AlSo+DioZRC)M4tPJ5PG z2391`VSBX;`tK6!D*Gi`EB9v`P2!OhtW2h5=DO8*93-sVmNiA8{Y0lO3~`5oAn{8b zezmvF#HY+0dDxSo2c7i=S>M@kF@82yr>AcdSD|E4vC^*XiI`69BC6L`FYTkLu0F?3 zDKJmT>uzOYHa#OqE5^{$<@@k?e$yCXryYfN^8T2>FBb`)ulDxTU6?Z6!psN$I;~5@ zFC^*9%PP$iGkAHg?ig0JIWz%R367)ZM1jj z58UMJQ{N3Ti=glm4+{pKmwZ>onXIoJw$jS>@~PI{JA1s;QCS@57maH=z^H4nq#$yS z$+$0<{lravJCkQ4@j_?(hy}*0ION{DQA*<#!V#|82EjWiECZd)H&n4`#_?s3oVX&G zra(|J*wIDMxZ}rjgooQMH%qJLoq##Jy=3TfY;5zdT}8!Ck1RnUCC-yDb5Ep0boSk` zanXl)nR!rud`#vH18o6PaZye3ne{Q1l}rA0OfbXh1B#+!2ZOfwpA!8T4F?(!F>vhA zkYw4Jl(%MnlqyMFnSQAH(^3}f9R9f3s8x?mt0cWnoXF|iw%k;T&ybG**8&ixp@A1DbtV8&ew_lF9zOxHZ zRi=I-f>hd$TN7aNr57^&*o->iBdR|f--)1hzczb)D$bpLC)u@@o$OZLT8R~FZT z6c=V@2zB$8v3TUSq_b?V{V30Xe}Cfe7j8gKh38UWNM|MGO8j&p^=PGCab+t_ttm%{ z82@nDj^)TzHpguSfClqC^AfqW%GOf@L#)op)xT)~EBkmHdLLCVDb&f)4M@CTA$cGR`jvBQasm ziCMmTObUkSEPRY&;h|A~U8nuv_OLt@ZjLJMNqdEBy)8V=M4=}0xq7CPi6G*|GOO{@ zf-R(BDTo#K+p@g)5XVhF7w?;F`$`GwW()Iija2XjXSZQukF}H$_Bdx}m&+wid|2Dd zAFe=q(_>dyyKiTEf|xS~RkcfBeey zve>!2Th&{E{_!wW=K{Nt_1WTeLDM#>j%BM>kbzEwH$2@h0yb+|)KJK7xZhLK$RJ)V+N;+kM`uOTs3Aau+$TQ|Zs~lUZ*2MrOEg*i$y7aQ#wGvX2I@ zW}A+TUu%W>t;I~GN@tdP-Omv{Cw8Z+p(iQB;Vj_v21{7_(XNyCpuSdT9JN<4 z1Q>tb-i-mbNhRy()^_9!#J;a&P!!iC+s9_as}z}D4;^4*)B%%XirSz`M(urJl6u%l zB6zPfjdPu&0By^qAae6T)5VdKb~KD^Ai6p>88Zw1C#e;p1d1aT2{vd8DNQQ$i$|J5U>ChAC&aYn}&$4WqjA zxtFykKNU!%$DWIai=p_YUv{t~+)vVkw)y*Fg6i zf>>qBQFU`V60HPMdh&=7%)u}`zt305+%@??@Ec8h_YtjnQL40x6I9>?@1;uLVyT%} z-AI-?mJ5lFeLIP#qu}9S`?IlqG{qd8b@lRccp1S?Wo!xr)iQ0*oM%$zbgBM#(F2BF z_B=t!#?%5_;ojQ<4tjq@*1)@2@TeY9nn_ZMPN$Jw z{EOg@n)O0j>h~|O#~Hf^-$!etTu0nfoyHsx)%?Wz_x^;|-^Hf~L-tAAaz( z$VC;H{Ze@mzPrw12pfZXT6i#C1HrlkLS|lN&Um@mZ(5R_FlU+R)-|g}GE zpw)aBTl?y6J-V3_*L-L$G#B6X*4eL(n)AZtpM4?G1_V6{RD40AUWBzxHoL#_DWm_~ z6_Y{Y5C}JaB%h2-tfMe(jM0O+p{wM%*WhGcKrFO<(%0DnDuI>O#qMk2fb?6xKn(F| zH_Q6q@X@2=U02;u{g;w6D`&oZOgBZe6>!8|q>VLOlCOW0KCZb{rE}YR1GsYIq7C_{ zNG|+$HmsdJX+7*=UGZ)*coZ^v4*+mB!^$eZQBPf~UAKTwA$NE{oYAp+Ay=4aN^9-z z65)!PvW9H`E^$--psD}6M);G8g70vDol2*fbWq0M$xQJ$Ll&9XISr=&*!)+`)VhLT zD5B?H8K{%EIEg4)swZVY-KX_>4d`Tq8y(bIg!8PB+0YY1<%m_G!`0QppGFgLcrA)? zXV#glLQ;P%?R1}<_!P^0h!$oJTx4xa*VM-5%cqRm&sLRJ8AF7#*N4oRwcAGiqdH-X zQWQbz=EIq8z9_x;FWioUvhT4Q!q2!*td>Y0V2_^P zQ5uPHYS4a`!pv|o))kac7(`2|1M`lLSEFJ0P+jGE_vkz738cN4rIq6We;0Hep2KnR z_3sTm?h5(39GG8j#`-z#)gTqhhZFOh8e2W4t5^b0LHMdBMZA%9#|hLqAem%67(+@5 zQ_WEY+C{GFnVr99ZIj}n)hce?=EInw=|W+a3kEvrIYO{`UW8qHWVt&JrqXv9ctlrBpc4WC`${gJj1v3o00q{Z#SBOj-F^L09K zRMiYzebTqv=az?aTN$D79vyJJtGBntzh8fcy1pI6p|6gzNL%p;h&VU>Hqi zI7Y1zO^Cy?2*R~autc2KTcOgpf~i>6^R#deix#8o>3_eXYJlo5iC#VF+c;W9kLo{ zKtI49g;Fy$57S#M`FH|>q)KSJ8cFVYEWI|2c$73$N&l>v3zLG*BkLNUmJuT4`J%R> zH+am+qDhV@Vvm;VzNk%2Zf=0~;x6xNBxs|ro#=i_u1rG(((j`?f=o(3r~78QL;o^X zk?`A4<89vWJc`lZAyYiR4CwlOO)u0OJ3>;;AdIJ2MmSiT<5CgiCy-fmH{zCQM%;XsKj*?snM_9>5H5fjz$sh(z^o-z<48b6#_@XXvFS9uDa7RQ-ybepToBQO$J z^OHRh!q~>F%l6`?&^9t!&#=lKapkVw;IiH3GOJhlmD>mdeiraSJ~~E%Q1@D=gp&JD zZW8yRJ?hK98xIgTri*kMWx8)_fDaG6ED;}`M!Sn!q9A3Tw4*DyTfZGzD**CYr#Yd1 zZ_k}q63DU8kwUD|mxN(H_R`W{qwZ9)vhRcTW_c37_Fytc4xx0RLZg_GJ z(3iLn@CG`}74YeRw{|lmHAUnHAbOj6&bB!U58Fl91uIcE4`3R{ zkiX6&Gj`exB9;4TW2-@@geC1AJgQvE1qkT-yRyo=auB2Y`p4GCg;>HhjC*61+^g|H z!EbbsXq)W@G4pbhbk66>-4wB7$lmI$PO)sB>tt9vmC>wfzoZ=hZ%lidJKQ1X5KD+V ze_QIEpHPi1{pUb2O1nH)!^@(Qm3{jYNLw^%8z&Wed{O8A_W{{Fl4R{ig9FK3;Cq^+rhlOb|Z3~?dXxE&~9#3Th`M+S~L)@eZyxYg( zoFU7OiQOv;%R(w{XJ>j+1tbF2`_=KFgc=jeu6VedG_hE*w!MJOdfn7O&#pzGFkoocCD%t zHs%wt@-UtUd=8+QTuf&6X&&^_;Nmj$jl(hyfCSxc+Hohf+=KPFOavrZ5uCjX+v-Gg z@Xx|k-T>1sl9Xx(aETL5MaC4>ICY`pXfuaa)YENR>8}|240^aZ!q!HyyeMR7{gVKV zS3!mE>^Dn63H!3&9s)@9^bEIDnLV~e2Fj3QqqW_HnrN2@mIp8ZNVe(QOS=Xtm zeal%^DPHZ^M7d4y=zWW0`60)LUpW)Q{@TzXJ@Sy0N_NK0PZY?eMX#DUu8aFNRPp4@ z2E!?a)Z8{?KKG;@0A@W0?aSqQ==3b=>Th;m%Y+o5u492*q7?r45S%aszDqC62tXit za|y!-W?P4JrimN_qU{ZE_nEQBA6(nm`9eX9s+Rtmu(1#Du|84=<2DOgwYd0jC4{Bt zG+P#t(8&%`^;Xf;ki}2)ZLWKwzD;L1@Ek#z8@EfJiX+t=>PRHkAgCxhYlReoqCXWQ z&q0T)W+xV64k8!Tz55obVKXxKM{4nkMO#cW!oEx80V~$(PWqB-5K8rWwCFh{xD1+N7LQ8dv)Xbt z@GFQ$9}-;yw?3>wcny`=G@fOwAa1c?v|XQS3A>C?#ZcUbifAPB&Sk$%ld<xPiv@ zpQskVE7lM>^x;o6fZAk2^Y|1PkcJQO0W9h}=VXt8Qg$&|WSf2)F2yr(>i)cRaVGZ1y2o8M4h|y}*Y5+>yOt zfZpC#+_l+fZHzy*_Cx`yWwsLBU4FY=RHrWPmFEmgnk;!)n1^5TM8eqTs11lgjhRP_ z<8kWT7%nzs9HlA5qj6aV-sNr!%0GUL%q8>0zSGYu5S{eIRGo-WJX47o469jMHor1N zk5RSj$fn<-m}sT5EV#cnG97Un!D=mwnt7&KitypWo}=sk6BWA9(1kkd&Q8b4>1NA z`@#biUDxQnISc>AA$v_b=riVHQ)E-2r4S85!#C|-x zR22-l7r8px?Vtv^3Z$K&2=_ZLFF^)t(U;-(BQlta?~1&$Jk}zqPj9qTdQP>PLNh>hD_=t5P0*q%x9+eEJ^C-bM*b321f11n&FjQ$81kW~Q;iQnLV5KDI<1a0 znnblR3oMlt1x%-vmfaIH9eW}FbgPmQfTq!k=iZQZW~~aG!EkBOJ|4Osy)+;WO7Am` zF_ulE7?fvQ06s~MTR2X51#~W5|5SCmX-3^$wSh&zMbO(SD^;2Lj1HFVS54wXZBqIK zCdGg&Tw)E$oQoyRQi(RSmIRm;G2ZJRo^W6DAtXFaXU3qmhpbAcCv{o1-N@-V2zAS< z(W5LEH&vXpMbk1Xk$F*3*$8(7BbEEtB^;DiZewg}_gcl~z<}&6kx(;^ignuCq>u_= zItO+eyG}WfoDz|g67{B`ZVX_>Hy5}VHf7DA8?2K{bD*J09pJ}alZFhCo}){fF_p98 zNfPGPLTp=p21R@mmN??8cw37E3H5$UKLRo3Pc5J$+4-+qQYZr(U9m#3s_jnZ3oVcf zTw?4B^pGt9_+L(wz7}XiWqkPAzOI6jDIMP$Eol^RGnj7PuT@+gsv0>UU~1UvY=upM zOT=~~iCt1msd9B($?9jC2w8%o0gDO2S3`mRLskXE_i&5L9%%!2`3^KVMuFyMcrUR{9hIPkUL#$r z!5+wrSx|Vo+tnD~v(Lo&554fGegsPKNUSZ&orPh<#n0>XnIf}Q6U%m#yaHTMGL2$J zq+zpV>NDiFR?M2l4HHbf!hl3xF$GF?B)?Hm3w(MD0ltP9#bu0wt61DcW*s|*BIxu% zqu!C8_dl9y^-*7sVi58@<>N^7P;eURN4SHGSjq`}hWp-elZ}tKTDQLYxZmiK0k&%O zS0OWx)$aag4Fy3rtcluNCL~8hNoZ<`)1h#|_qDhvfkwx>8Y&Ly+VvWd=IU5S;T&O& zR~p)Gq+F{serbYeB1f4|E8{(x$7u?6QQ+byQSmanv+H=HQ1rCUS!*|4I7L^-cTOpn zh^{|vDxlb9!B{Qj%ez>Ni(yeI4hsS|;C6Aj4}W%M4-N;|JZ&ubxG_7H2i@g3mTBRn zpMj^Z{GhqfWZXSSb4a-V_(+mPG2>{Og!8FFF2V08i0L{vOKXB#!4M5Q$`9{B%N$Eg zoZn)G7ydHdTtH_~yXw~pPjY@!3_Qf25|fFk?oFsBs^1HJs2<%5EvXfCFkpK0jr4;y zudeshn9p@TDfwj={s#r6tE3)lsK$eX!2p90(@79%xz-tGW*GfDj2I-S@>zFggP;9k zJoUYWGx4e)1AaN>v9{gcJk5UV*RK=D{M`W!$qcCF9(GYZp98!l1lH{|eeUQsFj3oebR?>CQbNSd^^?1I{PbdFB*p`(kU}0F3ZJPkJ-eluof*sp zD{T7e(Xc}q;B$r-9kuCbeK5ZGsr_cQ%Lsh!Ka9e9CFQ~M`+PcXSQ|!vWHklGz^&HW zf6ijkgFqqT8;k4X$raq#7!V)2zWkmS*k=FH&6x^}ElMB6C_Ax1!ov_wD(iiqFN%{t{ zHyqt4)vpDG0ld@{28Dsspbtxxx{$n>#Mo_J@o-H*@XF?hXN1*#d)BZqoGpL0jM)lg ztZdx8b|ay&oE?#$BgV|)z#8a}_}fINv&8+w0ObtJ7TnW`x5aG1ELuw%kTu!>p&9G+ z=T_SupA8!=7LCLk4DlyZmxHq<7;AJw71o3(8|mkgZzTBOfVejCoF zsnIN~xBWh%zakVQ_tvU}VJmEq!Sr?J9G=v1>snKDN1DP4VDZaBb=1=_l<;n0(?0tW zD7(XL?V5iQ8z1*CrGYR8B7N#tr){0HP^DX;2&9R8o_MbsfO3drDfA{bb>M&k zlCFF=G{?nQ6Dmu0$?cuZ46*RVgy@pG2oAi3Q*NBge;a$h1|2iyl~bL0uXN>2>RhqH zV?X0;-l)W^iXT=Ut7^mLk{l4|bG zQbxro^;7HH2Xv;a2gvA^_6nAwq811ltiZ&uhhhGV)sPG<=eBwA#D>nJ6`|S^O1`eF zENa_~=~W-3Sg}uVP?29(3S{N*wWHcJtK9+3bvq9Hml^y+;dbkB|HpwbD8_heuYNcrnQP7RQE*hA|iEVZ1#e1m!#A-Tx+8= zVKvW_M1{YPpS$Ey;oGI`B%bT9(5{Y$>EisDLhH>rKvA&NK56m`B9@qmlU6uWl^2U| zx#VgD4s`VWyr&ceqJH2Gf6Qrh+&*0gP39wKk@@TPlG=Pzf-wgk?vJ==(YZe;G<#1Q zk_|UZ!imwE4Hh6z*4U;mpOQ=;K1jR}i8g+;5)xqYQ1potka!O7zA$q+kE%!r49$^( zWoTy}opvNC)(OjYbWD!ftE|y>N0)w{r77>HU6;RN=cSRvL6`Kvy3Y_Os-Y1UFl5KJ zsIM5S+NoX&!2IwqjsP{oc}^px&75-SAI zkFR-v%R0IzyOO61@KzZ7tO|_sXa@3>E$^8%kr?qp?!qM|5xC*A&bYhp>?eKey_CTM z+s{<%BW$u{?Dval-?$ykF6^q=J|l7bSlzk2VDKhEH1Ryy>M<6YaGB=Ld;`=SL>?=` zben3a^6`FZ^)OdJ@b;mkj?{BOk`(|bM>2n;t@sdvwT?gN36L{iZE~{hknpM;PLV8d zP&)^<^=19CjT5zDSw8Olk;VJg@=^EN%_4`tw_v8*c+aqtZDc0dUoGjmA>HTRi27Y2 zw6O>oV`!++^HTN}wpnRFrXX^IWxmSyCMe_iOk&^B#ivg_mRaKCxE2W50h^?SnzK__#lAj z;=tH)6`7eQlN>jZ23M~mda3*{LHK36DCOBYXmH|Gs&z+v4YRah>ArDWzqvj!R+fGj z0x#UmL?WxmDPNIphL(399oo4wMrXhb^jGwhRLjgBl0bJC<*CROB}Nm= z%)U}77v&|)*V!nL^do2G^e<_lJZ;o_!e5hGxRS`l{Rz`pLNmj#JX~d%1bX%+Mtq0* z;1rOp5vk1!W#k8I9Pm|kks8JOPdn~;)dUM#InK8Z_8lVlqy`_-1K~=tFc=A7JD`w9 zC3AoLA?#CoexnGAhhMdlppJf3bm~iS{)FI8RtBkvpYgXJAsRWDcyB-zh9X?3^hNz} zzd$JSaBrf;L?vp1#6>rGB9y4op~cDa$7y5?p?M1;ES}YBV@*bC@f5KiLFWY{T_*7V z8AWW^1LlSasYf@B(zBVjyAw)CGTNjR&tS9!iAgUGZ?$)hyG}cM(R)^5w50hfa4P0c znl61z%>nY@h#KFRcC6Dal=zY;j!gQi7wqScsdyX#rM@iYb`d>SoY5$UzlFEjoD4)H`_ap?u zvV2HuwNx`Lu}#FNF#Sc*7x1zMKR$;I?&Jxdm5z5G!PLm{Bl^Vf*mfLo^jK60clmTfDua!fwv(Uyd70vuoHoo-;7wPeS${zmlD)o z$}~5hC`zwdfzXS*sTc-174I;O@ehqZiEeh)8N@)c&yY>cWYivz{{3nC_#L8=leVtb z(Q!>;E#7lgVu^7I&5(HsbR7}uW&kpS-pi)MQ`NoIVK!oDBkUlKLAs6GxGmTO_C~$D zyMz}V^aDx-gMFcwn4+Fq2Um2}^1b_zU=r zje85Ou}mPV#gsXcLuh&mtT74cUj(JR-}LXR_`{VUL#@2<8M*pY{sG?j^GtBAcXTIa z?7E0Gz{{4Quuosj$>4QmwrGq|+clqF)elTcXMMiadaET!Wrn2^N|q9zL6tu;)*?$y zPanaze;+>1cI^~~Pme3=QNX&cCZz;~Nfmae_)SO~J5;PX7L9`v=-lef z9I43<$B`{i?5)6v5KjZ8R z*8;K!fLxaXNzC&+mR=5=NM5ar$QjNo5@nX%g8VIcE@EkH)?ZIzWFC8$7R z2)L*Ul$LrQqKx={muOF@$1}nGC#K)!1RAqqY1WZee@Y6Q2Q@+gn3AkFv+NO zf$nLrDDKb2s$C6=qchiM8Q$G-3kKLG9TVgHGVLS@(;{g%lvo^@jv(n#)TG~U}-TC=}9h4XI>yx0A_xPqF=^Qq@f|m z>%Bf3&kZu;`}AjdCN518x#;K3pO)k%mV~mPK`<h$kfZX+UuIP-Fs5dw^sO`LRX^*-j(G0JHon6>H zgv-Ut5yBz;0MM)uaZ!8QBWja~7 zmW{9~!^4v3qo1@jGo3$(r5ayeIsV1`1Y3vxrrc4y+k0q_akto1h|H9}w9!4v{WR&b z$9}Bwc81m9WQj2?Xc7^6xe!yR8XBH`EER>n$i9>C{O)9HuYJlQ!EbIR1McEQ!`c1k zP*M6Cm!Opj@fq={$$T9lBii>Oj;Ki0Xe$1@|8Ohksd)C=iyr#;%TUm{Od@s>SNoF+@Y8xF{t>$K1Im%-KJ1uLi00p*kloniU?M6z zxuThMUoT(G2%BoggXCY-wZ6uABlb*)=){va{$>=>WBNsED;Qd-v57NcR zp`|qpuy=~gp$F3vU#Mz)6%cWai~5E1KHK)LWDGhPi_il4_I zK!EGuBfUaTo>qD<4^JuUnrz3;u`fG>n23cRMvXy=tf$kP|9tF|F1&zXH(tCwDf^?M z4gPx~G!f4xM9t-@AGnkDR&X*NbR!d?Ga|~7OU|(n-*~MeT1(TqiqEQfm%|@i-lwg( z)gn$Ar2t*#-?b7Q%04@_8&l{M^Cf+sxoj#yBIdCnIjk)e1zZaTSx2C4i?wRTWN6$$ z(7xyxJ=B*yT;qfev~sOuh3>d326)Co9MMVDNtUcbWXAt4$eN0q4tM3cNGD>fe>bA> zz+R8wR|Ce~0aka&$0?B#lp0=_Zhl?dKj8so({<2outvq?Yh3$)ztA%Q)k`w@fYy2ZbeZTUfwUrJq$8K5A* zljJ#@`tBrdWcM?3Kb|GCg@b2>I%s^~(w9@HB3+LZ*6lxy__#{4#!f@jY)S_~D?6s1 z@&=M;+8Q@j1#uYXeCq7(+Ksda^4ij(FEYj7})OHYCCDA7xUr0O#&kZ5yCKeQ;Fb3hsTJYhm`hpK@>|@-Fm6k9p zfU1tW|Z^4Q|6y@-yjNC>-wK})t9&);0fB0gtJk}9v=txeOS9dB<1B7hkT1DX+pXtqI$fZLp) z#)ZZ(9zZ>3Ny;*(Sg4>Qxsqn=gKyGB z82s`So2rwkkh^)*tA8v(?UPJ&!ym&eX)gGb$&f`?h@s^bA zoBkVxuMyZ2jwYz%8^71GHG;rJV(X zrwQ*1;Qq_Ds$cyrce?1=(BPmZ**H8Zb%X;Xz>RSPn;V*_T*)|qb4EHF`kC4hxJ}QP z`5cEZJJleiA?+nT{T*R({MW&{@&cKq)4P`>ik~d{5xFzICoM;QMcbM_OT-GjMS-We zTWfQFAA89%D7>&a&hAxxw(83kSqq4XVwBz6;a{}owCQc@*zkSUL|?517NG+VmBOs$ zWz_#V>{7K+O&gf>wnQ|I1`iNXyZ?RgP5Yg^4=Y{7-|UGng!lgAv!4+yyrHkt&w8WE zSx*xfIRcSv^lgvS3nj>$zp*i~%4G-h3(%E0!{8mbhUuw8%{D1g&DB=EG{a zp)(uaA&jY*)8x#$_g7+9q)5A&{E1fhW)Br3!~C)b@vGEy6oXqsg&ZLr&9TDWq!bq0jq(M|Axx7%q@pmKJc^>1-z{9@=(P z4ZTn2y6!Wf55K|lybwFO64#+~^173e-lJ9j(fQWCw5KAp##HNiD36d;r{4n&3{g=U zwdm}e!~Pi;Po;V`jQE0U)2yhDGi zM+xxAyLafT4cvn7!GY`&rlUFo*aE7()h6ifRL#AC9p#LkY-gKUVY=kSRo@|ZVs>*} z7{_X?Ev7d3fBPMntJOTC#vYZ4fvB)o{P#(Dr7rJh436tk0CT{YWYE`t&pj6;r36gF zlbUgYFR~2finDb;PJNBKBUsQBR@M^=v&~{p;>R^SZjdy^hhbX{c98`om1LPKGxmFb zk7FAH?05(3t4yzoC}LBD0a|j@=`79uGV(rEfDn`Lri_@Kj7;%$Z9S>e zrNmE9{~kYu-6K#PY!a(EzC>+{dDw#jw?Fxmm0F-ks@qQ?dSf~WIz7SNyy*bFHL#-s zSdA6c{R>QQ1uxr;Ey{s}MhK)d$>~#r)o;;f5p_Ly@S)t3;87SOvs;GM z74@?a)*t`imE7E>6!~rP{xYF1GsI$J+vUUhH2QX7t41H3!sNAcX%3i*FA<1HbwWd-%|ljF)+4EZKxtj_}U9CiA$b9_Z(^b8l^WhReQi1!kKjs&*LEI}vt zX;;Gt4KoG|Q>1C|7__nRhUVDuY|&NQSyZe`Hq>vn=*7o|YC=t(eI>gS zXnuAdd#>p9dwH?XN^8Y1R>l0+Nq;154LW3iwQH?#J?V*(j;iLK{yeE|-<;Ll7(a`z z574Oy^%aU`Jix7ne=$SLWYcVjz8d?TVa>lB46Wpzbo_89faBHD-R4P8W8t6Wlfi(UCO2AQVI(picn*B}F-{@lxM9uq~Fb#VD4(_W&BrHU^ z86VM{#60~f{IjM3WOR`lcDCTviXN>AJ!P^#aBBF00@Up?d-kSX;}&qNz{e?0rxIkM zk)6QS2&@u459tjan`{-tnqD2eHgu==*VV5u?ZFKwhZ^XxHJ4>(~-6e4a?1j$t9#)Hse43EApUd1A&I z-n?trDGu6$O%|{do#6%@%0qe3NL~Wb^hyobLC$jo8`;7-wK0SZj$bNajn(9Ut!Bgf zjM75oa~^vfE15|FQ|6fK+_G?Sq@R_Kdr;u@^w!4JiC_^+S;$o@(A%@NJ3aCG8XEFG zQ|0)sh5aB4zj{o^JXtP=`S^B*WzS@yANeP!P~&}tl=f^z4UTjhpL;ExEmo7XqYC-l z3D^rFGHVSK{8NFl=r&d61TT|abym*>67tOLnSY>-E+`MjSRK=c#)^W%J23how7E}D z(2o+>+n(VHCO?x))|Y?cy;|pW)#>T@=LO0*e1l0^i&g;4c3{n!;cxZx{#Yc2ZIYtO z%Y7%eJup&Vr#zof>>vvyM;UiV*tJRVCG~izSG1b`Xvo*XDbV^Q5ca6*k7Wa$#mh7I z7Lbu-yzNXxRGp7geh3zE?Wll4Xn+chuhv!T9k!c2+O!Km7@-zmB-^FU^!UHVmo3Ou zA$$H*vGRftS3+dUAk$AOKAI0ppLaRJ7+aH_i7awG!28TrcgAuFePy_J1HH}&wpx-% z z`j$s*#ES95hB2A1DbcRK%KX$c3AG-6%L@$(9PgT_BL6oIop-yG0}@iF425E-9&GMz zvQN{=p!JD)TIl@=IopTEMh^1`_GBl1SiT2=;mP1-wjr&FGw%cUeE6HQy>Jha8(yX) zEe5DV9h+{ra8ayQkz&ihEE%6ScAGCReFt@oR^Wiqo`p<0DHTlNtrydr%UaZ!tu=hx z+{(iPfSQCU{rJpcn2!c-zN%cjN8fqkK68>c=&#t0c$}gLdDUO**fUhu!^eUaVF%j2 zbO}bay6+W-TY!ky`(zv5+$O_xy$<8viSGSh1Y%sLnYK9I&2XaIX*{`?3`vz)A*?B3 zxG$b%D}(p))LP1u5?wjbIzg#X?xel?9-MPiqp>L8N9;qSSRs!@2~A@GiRFUnzVj-X#i`^pz_~NIt;?#GC+0hwpy6T+CJt|p+@w= z;;JYTl^9Et((xcYSPR}X3aQT|p`IX-cw8?>rIjn35c8v$`o(6i6M^T;aF?GmmyQh< zG%>qC+)Jf=jN<4!ep*k7lUpVPOq{kzq8(;uJ&7?#Ua|f#)ELeU`3`(fcSS~GDb<v$K2i4x;k=Q9!G@CM*PjyuCuRc*;h!V4GgW+I`HbGqv-1F>Bg! z{tGc`>L~x@purE<2Ny;?Tb6fPvUxJ%sT)&b?M~7gGS2k?bq}0mPqR$4KBmYtA`dl9 zG9)G?bdNU8@{WbRXvd`@(@40JKbs_l4>nR~9WPEx)3=63^1kQo^)0n#PPjo8ZMtDE zV%T{GW(&)1f;?vLYwK%?5Mme=Z7TfvZo*yam;Cvnwh|CXL|wMcr5hk&+SJF;DQtO~ zxO1`(w&NBJ{JxXXJaR>OeAoD^m z&lE-d$ld;yfze5`L^YxT%K^F|{gh@C-Mg%0;zNJ{4kJj9`2;}tjs!mPfy=uFRC7lBJh$xD-h=;BXn85)y^Cb6gi7^)8C<>-Wv8{29MV?;m zuSZf+l4Pz@8zf&N^9GJEF>p=9O8B@cHjT7^XlZLukmdPYaU1Ho$_CL!U&%;t8Iu2Gb&G~*3I}}NM5mS$2z|hI)@(#!0p-lW#`rLoYp;jCi-p75LgTio9&Nl-5 zl1CClA~y>jBWPpzdG+?-po5u!B>8%U>l@R|cn#%Ee)k@gbZ5_@ZH!SJdB&YLMF`92 zI$lsPQvqVPi{Z8E@(BwdrNthVRj)|cmfI+{y_W*>mHW!XGgEfEG?I4yg4&D=x~vHU zN6$OEa36*Ze&$Ud!Ol!S2HF;4!7P#g5O07qDsj;#GzNgq_&w1P56v#tGwJ4kPYdr2 z?%Ct&srN2WzKK%(MlsGKeI30q`}8Pxd$OD4G8`PI*W!~avt|RiXCVQ5FSTbT7ASX! zHn|+3EbrL!#M$47Rq+YJ^R4d>;ymX_ zM=nl$U6+z2yLUpLC}_}^wWkqmCLedhMBC(P4&211on>;hqO7zjA^FUkm5&-;lAwb4 zCKQ$4>xeRbmJAC2vzWMJW_BYisd-Wy6Z1*u_Fi|>N2=82)`>DR*gNv+XQ~d9YVZ!Q zCv&NCY7qyTc+g$0A}5-o$m;0q0W2Jy4it6@u4xO` zGl`owSib%&1&Xc$d-PC6(n;5DdqqB@y7%#cVi2h0N_8PI#W!~EZz%$O{_;V>m+N>@9+qZSfPlA9GEKLK;VMf@L->xqxp5028EIHsaN1dhc zejCE)h~)X&$1Qd@#zwh0s!yYP1OwWgHIo#B4ptt>=XJC6_1kjy6Dn7YqteEWvpX66 z$Y|SZhDkx@2Ef7*cJAR-4(=Z~ZO^-V2ql@3>tt*0?z@HHc}|jT_1H|6m|LpAs&vFp zqjW9GYHcsUNnQ^Ta>4FqbT4-VzR_0e35N=ov%pdPMIG_wFpnIHcww{w7x6vI;t)kXcs*KJ>Oh|IJ)B*N)}tV zE{q#xmY~FNodY+t=FkeD*)iS-_ys|SZ?px{X*OkdG07eNxvBW2Z#k^GAA|*es4pHy zDQpG$It%<>O*o;K6SMk35#*M)S*C=l>$(0b|rjPx(1kk<*NfReC*X1BgYc5wYPts1QCu`rCt+HVhVEqhCClq z1Q{Jt6;wI}+rkD0Cx4pI#RND0c;gES61+J6YX1JA2gF#$U@jn~O_sQa3*XQ6#40Zd z&wC>b`J-HSdhCtzvq;L~!FfU~s{e(PF?A?+-a>`+RiXlRP~dX=m865^J?!RJC&1{~ zln=q!MLLM2Fv^>xYKfj@hIuc1D06~`BhUHgdE412JRJ(HR{CCMAX)(* zu3b@XE_s}a~Db3qkn^&R|uh*yy=hGYe zAwau^%#o3xGFpv~VWhHkE}XYvN~uos!M0#$8@vgmMr`9Ceb2(%0wEFs9*LyAZ4Gdy zC0&#qew7+|U7UMZ>j7+vTZD<@21zh|6YnoUgUNhpVGptt7U(wR6|vlF*>w#BxG<2) zJwBlpX6=amd(3%53)T-bK+X4wU17!l(vrArQZvG^>S@9iT!`uG5;-a9Y$ z8uO>C;@^A54h2LoTz#Aw^pSupVPNu+vC(=K_$~X7J(iolDs)7HtWsf@v_)`%xU$_% zsJQ8^nU=7db6jzH;#F~FNfgEtd7aIP=~CG%BQ}WRGz_#xO0H^{T)7m?rAa2q8Erg| zK*!0wZj1#1nBqb8ADhHWAe*X;9yEjIe1&r1P~KV1YkI|oqoX~nsUZUg#v(BvtGT?H zP13Ck-x0FJJckK?`NUSK>Ff%bqa`~d&b{%X(c%nE^Sfbb{EpPoVDjF5ocG`wNN$i; zk$^h7Ex@O!%`DB79Zt)is+vF^6w^hckh$09fWh`HSjmky4?D*7N1#hb*r~A%Ix!rw z&%Lq^D&ssx#%JgDwWD*kRz7oXqiGQC=bAS4YVxZ!xW-<_)vHYl)jNXe6*89R@4s|> z0H{)>t&s3yBdCCMt&X^`x%ub-<-NIe>yOK*U6sU`&>t2^2-FY9dB@__G{AmTC74-0 zpR8VQJ-GMeBcTqqE%QcU?1KIB%Q@N^-x2oQ8?C@EXXTTLTN-a7h@U72zg9lF>v6Ds6wCh9OAr0tGshV^m&X0Jq`zaRGpE6?r&rFBr>B3A}sOE|N zy!}{XmiEard<_P%YX7ae*{dux0O)R@A_T@lFFR-GpkHa*-GZJ}w8CUwl0ys4;D+1p zh8*!hEDsDI{4_TE5U){3QJ&ue$EieWW?;gAEphsD;p0!BsH3$Ronlt#KUs1P8Oojz$?)Lh0XP5P z#M@PBch&T?s$Y$9vNUl?>wEH2@{j*~;61)rwy#x%|5zA|hfDJ;%^Qrri%DNhgSMe+ z-~3)=tD`3+Cs*wCoQ!Q78A8^$m>?RMErH{ENy*ln;Zw}Rx+idu>B=_mWlFp#>2)?7 zdsyQ9uD@jFPd%%e&CmVCGVEBIMa?zNesj%{bkaOvz4rM2hE!5a9+`4ksJCK#mExqi zU1-Jm{diPcicO9e50Z=4>VF%-=me1dT0isYrrlQw$N3TH>rPm1&ar1WK_-N6!VY3>`gy7(JAP+p&fW%z!7in$2-a_$~FTj zx!AV(L9%*!er4g_T=F^IiDearng$1E?s~$B*lY zj_M_V;I;fG^xs$Rx)G|>%lbYz#%27b(S_P-t=?-`y-E+6I=)!ZS&?B)Z^Ks7QtveV z1q{d+y$gn9rGq|<0WFB3^->es0Yad+v^$4RV3=Sx=)n+ z$wmWK<^66BTzArVjK~;Cf3s2^AvuKC^Y5C<{7^4|uc`dYV@{S&ARdn|Rleh<@+5Hv zzKl8)w8|*A9oCFd149x`IMu(EXnXt<6yk}~Kx33)aO*g2KLz~<@~Zpe&#Rn`?F_Xl z3_bWg>iTc*6W1K=b{3hBM{bENfsPsWvDv9-Qv3|ihip0E)8()OG}1pnZ>q13D)U-? zkC6WxQ6M9Ta}5$*wKeybT|-IZFPN>8PGSV?|M-LSwG4iXb$hll<-=h&^w3Lzeh#I{ zb8`Yo=2TOt)PQVYra zZm>Y`_8CQJcGGWB+mwPnX;E5CKcO|f^96U~0i)Nk!`g=TU_Pz)5VZNncHs-3MA$!b z6P_jWUmrpVPij9MlMyJE^Cu+#JtJ9Nu>Nkl<;BAxN1`NC4}LjL-0azHWx|D6CNjem z`R2nRv!Hq8m`+hc&68bk{Fk5dZO18CUT@O@_bkJ@rbyYv(cmJ0G1VU%8`Y z$2kL{fGodSn*+HMy&DIgKaig;#n>7dk;wYZypZ6yfGZ;d;xuhUZxx^zcitduS_Bh) z9y%vaTgl-86{dpl*JPEVuR;uaD%;A=v^24X29<|Vh}Vr|K}AR2Mg^B0kFA)?>8H|s zJACB|r5?jLNPQR>#dTKiN4X&tJn9ZK;ln8`nW5ODb>O*-qiL~G`h^q<`#<2+x#^=d zT0DTE>{Uj3h8>L)A`LPoQ$l3^TAPiqYHr?oPqRX11^b zX+V_)d?4-e_XzBywM|+oM~SWlGK_8b-$EZQ%ZW%j1JGkN+7&;il7q?zN**3>X>>i( z4VHNV1E)Yr`z2QbA#)j`^P_TZ zoX2U551~QdQ(y<<8Uda)I`rciv`38T0O>ge1-HuK7qmhYD8#nBZt&9H%yfZ`uyT|z zm^3F$6^X)1N{T(qYCrU2H)=?~-8S47JDZ{8-x6-8e0BYlLteU$wkk@L{V;-_!cr{n zzG>tg&uKp=HQR-+HQR;ByqvvWadB56OH1)eFa-DX?0DiDM^2Qzz4@lC_^E{BzMv6d zjP{u?uZg1=_s8?H0C6U!oonuKo-JwNgbIYuh~v~W5c9Hxb&?oL0=|{g2OZh`RwM>f z^wMIGAyzfz7BN?xhi@$_bq0eQsCRL`K&(Jn>azwSnoTOPgdl-Bsp@px6@uWCsdXDJ+2E)04t7*GGFU*-Jdm{XMK7Gf1GPOWmOs#P zLmu$o5%*+rvK^_EX2`(kntX!L#=FLnXQn2w2HJl8dfiSC|LnRegT1;IH|P-+x`sMl z2&L}gcqzc_4`h#>fxl;K2j(~soHLJ!=WTebf=_U;eyqS@c%lMA%%ZDM!ReE{mF3MR z3VrNGQ0x$7^g-2+l3!|84|0|t45c~`&+1fdp=Xo5%(RmGXvi~eRSAM z2Gpe#Td6*V&CUS!l7asy(*-r#i6f(qf_fEMQG#e<9Zo&Qf>dz|;nAOD#qPgXV01H8 zlz3_6gi=uVjXR}DdjxE*c!itgxO%C;(y^agDdWx)Iv=yC#OD?Q*r~56!sQc3r$CHO zkaH9(L+dDHIAxYb=dm_o;k(@>*x#`I^hw<)-n8vkm|d%KOr)2z%K+d=ZdLjp=EbVi z!|*3D{-u$BjpLzj*;cR`aBA0@^e!A_-Du+z%yVraZOH7N9;_sS1% ze}&hX5FW8bmh*Y2J86~07kZ2knO&BE_%v_s3~Q9v)tf?fS3`v?Rb7l4c~ zVp!+@zfr1|vGuD`h9$Nr8hg;z!TT(O^gW=f-giX&Z51BtP|!-CUDYJv z$i%|npFmFq*%cM}$JX7; z+8rhmg5QY3l-6iKI!#^I+DU2ghpskiSEOIi5wTX*QPS*b{v|G!s1 z%bDa0m8Z7c7lNS-ZLnkMM16ytUge)=6n=qSC>#+d3PoL!A!JB$#o9(~9uVg6Vl>5n zSb0A&8#NnGOwcXf`o$k8bivuF(-`Pile%_^2W|^niclM9W&Jx80tM zKXA*SbCuA6_(Ke`8(i@}T_NhdPCoLnw6%W+MO(jh%}(J^`PWPgxY6MKeQvy9j6E+v zxUw7nH@4fNr@n!FyVW-Et-`PJH$8ovY*kKb{f2W`nU`eVTP zK|BAUq`L0;^Bk`+2Di4}RvO=V=}@Y8`oedBs(ype9VW9D3=Y?rKq!c89q{IP87JR) zlH)ALhO)&vZIIVFJ#g{s$c``4$r%gjOgf6_k#^RWItu4$|5Pe3Inm7bqwRWco!VO< z&8NwoWYsN?l*Nm|5j&C;ZEMs5!wczZfPg`e5YZNEOfVMWsjfYzg4E2pwL=8b!}kbC=34i!+hYCl*3pmfd)sQ~21WMS6aw z0xUy0{fW!;Ih^H8lFjk|z}QDkk<&O+X`%A&*5?TJOn27Ywm$t%X0>yXt$L!(RoK}h z>mLtXisNDY& zJd&gY-5V>VV2!;hO|Y@E_1&w$XmE7{eIY44eduemCR`(oiUHk25r6;*-5-Fhs>RqA zf7Ntb1-Ze@@qO_v?nGU$4mQ1Mn=1ONCK!jQ4Ey7Ux8n-BXP0piUs&P}wzx0GV)8p% z>fRRL3GgHfwdcmTAnJ~J8q~WXKF1<+O*`>qHL`^Bwxu6DxlnHS{aUj6IL0S{$>w<# zOzqGWapk6cK$CTN93;qO+c+L8HUFnr>WICyB4WewXp2r~zpcoGIiZm%-Na;^G;Seo zOwEagU-*vj&PAHV6kJe8GaJiQ^JbEI<|Q6}1co7zU-`+@usPdu0a;($kJ^0o71js{w*DX>^ZPvx*} z=z!wCX6+pzMga=BKYUNa+kAm018T=x49k^{*gp+p9wBqRtqk=ustBFeJU(VP{O9fR zq*=Lr;rnX>X{p)kis34+u|B#i;p~LReO$=5vRY0Q06|H&0h9&+Y1lio#P7}1Z_RB< zW0oy?lGhc=fCu8cA>T2x7Q|3YS)BE14n&noG@CVI;livABd~u0f^z6&xWv_gHi<^6 z&rtss*t#JXayiWMVJDa|QtcW0Jp50W=hJfomasMd_f>2cC8!-*5Y29j33AWQwj@a3 z!fXmcrp%5tVmx=?r&;Xkp0rgGZg^XD9WC_QQ#f+z*a_r|V`X{$qpB{PDy*92>2!Qf$!D+aP2SG!ZX+ z_!@Q7Dm)Fr-zIWUqpxOk#<8$AAlzN|C(8>9!4vrIiTcc||gpoA#fn;j3A9$gC@NN4+Drv#97-p;$eGohe}4i$`& zWN>xxbicO(GeO9U8pEgXq_8!x72e9)j*XwB(>tIfm%|Px^-tj?3ukxGs?hbp?SLbz zoEJH}Q{M~NgodJ}r*r`{&^_Fcf-ALqb4>;;pO{oa|9(x}(S#RKD#a;fYys`Mqhbips} z{0g>FTGfBHVwmk(eNv)oE(&}Kmvf`%h5fd{%jHYx?sUm%-63;SX26C3FjqOyNT&7s z^A`+@wqoIN#oy{VIvu_^&y%!t)Xb0=pa#GZom{`)I*H;v2xZs}a}G`ibK$m8KOWj- z35C`3^|N*Ir>@rg%2>PR9Zk%u(~^tUOx;I;Sk&AS@l6~P5ty?V`k!h8-NCyjbYj!I z*nN`xCC@QOM&F1D{2_wqnt2+m8y!4tIsa_O?ngEY+87%fivtbPW7!VOGF&a683J!V zfvrgW_=(J18S$+p{t0!N6p=^RF&blfe%--t$gVH#ApR<2~5Pmer#Qn%rb|QTU zUn(&jGfz30KjQ3V>9{n_VF|*8y<&2D*~OjX!o#ElFWM%JvuqT0etZp-6sFYr*_0xl zxlzhsNOrg3)PKC}f0hh#!z3XKI2C!!Xm6tna(mhp4L2Ck2y!)Yu>Ihj_DPY|>4u6s~LuHwO)n&99x7BP_7k)jk|= zG%|g z0}mJMxM;Dq%qU>jq(*0hVRh11U(Lhc3NeQKl_!r#)o0;cEuiw@s*#@K09#9P5ZcnD zVt*w)K<&r0G{EID;@5C zcl4UjNP3Dok#aUJ`ub?c68u@av#S9>MT?`ULGntXna@6^&kGxcp){MNtT__+o{=S} zDMP|LD{gRpWyoHw0-)ZL=WwE75SuYHv4HDFbwEj5&Ww11jW@gT2%$Xz#vkrToa_Ii zsWV0o5up@X0!9qkoFy?yqiOkKkS52)S@-S+Qg6p_b6@SIYyI0rRUY=W7Uf9C0`YTv zozIyr0b21wO+MbS zD_48hLgEWi9T#Oh)RZKB5(uY9vCS$NP(l;?SMpdFZ<8MbpPG!*^^~h#TyS%~USoF# zP~kLTo=$e_M0%M(j&D}1)y9p`S7^@`@Fqt`8#-y$B>zWFR+PaR+qa6|xpfcU36P_F zy^*f3?MqR_w>AEfw+S7Gy4Q7rHmG9a4Y%+wjTAypw((W&FN~DA#2nT{RsP^A6`45B(DE3lP~tpYb?`?Pv_4_0`ld$qlJ;ep=L!n zY-Vl(DtJ{h96DBdsYbw$t3+y^A)KyZ+E$cQM)IyvMzXl@ef2}C+8pRA=qp_5PkYqq z?CrP`f!OCAKP4akxnCrov=L0|PilWH<1gp;Ha7;FZWuKWy=qIi{MS(d<70*_O(a4X zT|lIB_q))+yGg?VjR2<*ac+a%h%Mbq^Zpb|5Xt83ZQ|r zOYtR)RNA!q_xjszB3nEd@;tKJfUB=Mhh&8IvQYqz!YI|<$mc*!!a8MDvRm;#aa=`- zjgV<;oiK-bru|+(O84GTP7o}AuhXM3Wahu!358&jJ>bdHC=|Lj1$9`KQxoR(ggT|6 zobw6af5#M|Jg~LnNi{XiEFDsVET<=EL&Iq~2=ZaIy#Lbh(U(#iIA^K#Ggzn0{+K350^n zJ}!|WV3;-4RxTY!t773~h3f6GX?#3&pig&oKZWxB8%^Z$v&t>Bp8bwj$(u(kmm`i7 zAbiACQa%j4-z_qK@x0l%!>S1E(=mqK91CJM@QB@$b)RglGVxaJXQ!R=M|&7q{tXt5`X8y>pIBlyg^^wrcn(}j zRL(ooC&|)OrAAdw{K951WnifslG>@Y5BhcZwYCnDFK$yXEkb1-{Hl2@T}W=Q{10fviGf ziEWzL-x!g=UDX>Z)@q%ixf_P_(4%ffQ#D*)nGYb)zMy>cua~sy{nwY!3=qS~6oT@K z!KLz0tnxYtk~!@nCL%rBIpP+GxAW!n5t{4epa(PROYiE$@K=cktq zcoLStPsDPosH}Kxmazh@xs%YQUPje0^vI^F&yqPZh8L1yQT2q2zo?vs@0(K)*^c-@ zc2fG#T};axO0E4tYG~tRr&fMc!w1X$JGsMvE3S**e{;tX;A`5n<;-u+2<>vg8qCz^ zsyaYTupM=&)owP%_gl&J{Zm4?Ye+jsX*1;zFw3&Hh>{%5vN!;Dkb9P-1ttUNQv%EuG%@UAL zcEbnqdf*Vruf7X3M@(+cxjg#>ej*q&!0M)rO((5-4wPBk#goZjy1hlXneIX^d~*hl zcM(NkdMKSxB5E>2Zjj0#Em$7mygeY*-4u{lTTo1$*_|v?#0=7k=0}-QEJJ->%X4_g zt+q#j3fNeO$=AXT(0mblEq%Q*cFzrY=emccgZ%>ja5ZwR({D3M1t)sAy-7F| zUab%bySCj4FVTVx+$ArTbGqKFZ*VDwrZmq|+{vhExX{8B(iy!o6Jdy-RU z;3i&tFuPEi1Q+1z2RSOTL`zRrwkD~?bvNwuvPzR7Dl7;HbU$)Y$StrN8at3n+A1B! zXV*zDP4WltH54*Qt0ATAk#BE{`a##X!~Me?t}(k;s} z&vo?iV(dZbdiRj&85`wFRVPZ}SX2$WdqY6`T|GN&hnZ1AVN*Cr*Capn zI^)IPkuKm8f<6vvu`Cfn7EVM3n~`eyynlY@_E{!VA9G%{XlrWAy*y+EM+Uxju8)os zQJ{g5fH@mdK3>AL^j$;}#OXj7{9P)~1dxEudS)q?84KURUP(_+8bwpei${*7kXsLJ z8elZ#5QGngX|*Q|);rL8-MzM~e$l~qiWZAI6YMLCZZ527k>j5hRLgenU9FB!El3G` zRTOn0wJb^-HbgAA&*-;@#D13fJ_UcPlGoAVIb-qMx&`2dJh48&Z?&r34xmbbfnw@q zO4{36T$`Iw-uVDJK*hhS`yQ3JfZz}_rxyD5)ivdO>BQGQys#uUhds(LS6RCX6!cbi zYsax-Ko4@eWDH-KQw;&S(Ur(e?oXrx{lu1}Y8hZWN4s(O<}KwkYckLu(LZ6oznFvT zVrFu_t&JO_T1G`n=wD&*CWj=U5k5O+SqyxWagSaJ=?OAWFWp^q$nok$ISZY&;Qk~g zRlNXc-R~Lxp*94$&;}(LoPVG?487r^^y!FXqQkC6AbB^Q&FlX>ldf&h!}A~mLL5r9d>ZnnX>(@gJ-AB4E{JJ3rEMs-fhC9?fC6jXU_jf0M+`m0YXJ%}<}^7xPA*P^kQ-y-F1Cpce@~21k?4 z@S#`xQI1EjrqihK=eTPb^*VT;!h&l7i3ncJyWP@~hwas3X*p3s_tv*$>x)Un;hTaj z2RmU?3@G*y7_TV(F~lY8hqvLIMN@7!n^_Z8(n0BmnZ~Li_m7ee;_wcPrjO&>H|7*)pjy@Cjg7A}b1@NChgo_dyP)(-+ZUrcdG<)pG{_UiV8S zFcBP-rBw&XWcc=v3&Vxd2+_NvBqH@bg24c==#d-~@`{G;8Vvrs+HO2-Wwr(J%WA!; zyJT8szBoVOSp0oc!!mz1PE5nvjTCC~bS3g4UR+>t7QLJz9PK(=;jWN`XH}{4s(rZw zYOuW-NaBmyoBsa$YLk(E94365`38ME$I9B=!|amr#0Cr!fGtTCEl=$bsXKv@FJj4S z0rFL{?jvR`A0Qmer63LpI$@V-dzuxY@+XUGGD~FflPZOZ?kZ=hzjNUz7^5YG9n1nO z{TwEdE-LICia5!lDv0O#>C$Vqk?!~O#Q59^eUH8p$a%JX?4rRDh-o&BaKl3cGsRk= zY&OZx7C2~3XPqoSNwk#vo<%69!0wCcT~260@$|${F=P<;8((TGWc*DNRb*N)VfD@u zSm{E6=wJIUcKfwpo<|cB0nfBbitm;wVBc!U!Q~dNhiVGwtt^q9>}2w*&!iceAit&1mvD|4!3a$T!Vf0ONEbTgYU`b<=(-(S* zzbb1Nc$j?tNBZFib+N6dwDdN2igMa`QTXif^qMs-$OPq3u(JjM(t5)tW%0bD_5GAw>L>psS)zr1`9is$^)IOnhoc_nXPv zUhW12#pw}&K*RZ!WVxKmJ@RiqIeG}X6y)sN*{QC0SW2}WN^Hs|udknRRCq}B;Qo&DrKvK~JL~P&?yQi;!RZNo(S=IbO zseAsc=Tta*$J1fbE3(O!LypXDoDO7?FPnj#2h3sFhNQ~M}h zz)h^dK;S(LvmIjv|C+ML6m;W1UH^Lbtj<)VT#EMF(Fq+k>oR+-Ta+6325r-twn}xV zPNp&%nJcrp6jk@G2d|;8V4vH$)i|NG`Jcv-yi2dWlK-8ZchHT8xj2nK8@zvlG{9CF zvU%|!S4>tbNokw&-vJ8{{ux^mso-2SbzXsQAPD&ddXVA0n$cokR7Ia-75vu6(-mim zfZD^r&ll=Frl}j&zyzAqE?1bM^( zsr0q5im-;E7p?n&5!PFhGauhUP^9&{W8*^~LpnKeR`aC%^?P+G^Naoq(V4ZUt z7RX{ydv{L7MHdCk|2W@0Xk(CW*H(R!AVw`&ICP4@;{ZSt$hU5oBAd>p)l;_~7zw5q zARk;|W}87{xf(9{C=z(aO{61tr<`$@ zjxRVO;_+rKPH!0%I}u!}rf^O@0811xqfxJfFC3)5Vcn!UwgUi86U*m87{x%w=R6Jz zH$y)2P^273F*snMPG*l4nV+{4y*nP#PKt6c$LC!js~mL@ds`X78Viptmi1l=cpbD| z%hxlKVbF-QoegtLCU}rdqAEZ@62vF{dvoS=mFrs613=hA_Ob7BM}Fh0x&`Nl+qESd zjPhvW#DJ_0doj`ULs<)Fyw#oUhKNle!2}VvN3d0v5@ezFpc#3_yYc2} zN6?SXe>-Y*BT>R$S7YYT zw5nSgC^HO!>eC?d@_{{I#$|SYu7?7Nv)l24S&!8$^n!PE$H-4lpgqG(Z z%*@uSQm)_}>P3G%upILJ>|7&Z=3Lv@_--EZ2d{}`nc_a`^b|wE)Y)o0Mhg1h6ca-# zaGcJ5X|S2)JPU&xqmrZLX>%#LdxK9Q$9&hb3XxTto?So(IA_1Yc11aAX4#>!lP7kz z+&Hbw_;IDqk37B}=7nJ(T3$4y-ecQibpoG?v*5jP)KJ-ROwsDAJ5LN*PN=g-5Y>>p{7im;<|JO?*w;l47OMW~_QM zeIFSD^%19q2sX%Io0F|=4N&%4@Y7b9Hq3M7j}BvL7GRFQ1UUt+ivU(cugpDQCxGzvTR@bens+73NRC!+eLRc4wTgvV`6JQG_>BeiwrW`;PvT- z_F(mE7u(pxeY&H!#qM2YR%ff5%)u55XncxFt5^hm=S`3p??dIgyfH;geh$G|q?&3R zXN2cxW4*yF85{rHZM;q0oh1n*D#<+#U32uHSV(QTsVB4AvF*V%wo|Ob(z(x}r>v&N zOweU6(&mNKiFD=%GIrDl>FH3N;s#x|p@h<&?9q$id?j#OJd(#tRtjDRuT>z1J$izb zXsZ~^%DGQOM~%{JhWyb?Yvj`mvvU7dp!;C$!Uc{L|3}YaO58|o{6ehNdg|= z@r8LqvT5b zqzt*xBl4xYhsTtXslw#jOg{Wo6%3kMK*ineSFzw#Qx?=q4B2z#0j(+|HAFDReRGcJ zrRT?ON|j820s3)j08Mbp*0dLxhW*rkNYw`Xeedj#0Ufs4$l>&nV%x+ysoP}B(dSVp zh*%VKMpH)nA=ubC85t(iTD|BdO3Zl8uP()TS}<^Vcx;U9987=qLd$rRComw%?p1k-6IxNY*otv8W2KE zLTaj0%p^GD^#6I-5LarhudP?frn_o;)jh0oa1)BPkbL5IKjFEaszuuAFUHew@M+uv0!7VU7iS(#6swAgM;{rel#ot(GQ_+~`8?Aj1L%mBJ^0 zJ4a>G(3a<>P2UyayBmAIrjnA?4c=!1Z&%v}5xTksO@Ms#6#)D&5x{6Wn%Tu;*k1t@&{xeJ~}NWtwGohJ`De6$j8ohD{_34*m1#z9`wR2x+u&Rlyc z9hX2z*2@w%u%xw}gOkpX)d0$>+=sMokJuPbRyHySuuK0o+3F(*Ua{&C!Fo6t?LQct zlw#K++8ry$Jq#7*CHAqNz(2kAXWZ%J>F`xl7t^F%d9#RMs@&O@Q_f!s<6O6HNG0QX zph>{$YDpJY_fNE81n&Yyiu+}-5r<0+q{}I@6S>zgb3!in2{ZAKkyCCCu!#(hQc`5> zdg4np4DJqi)cSm=nK3icS)H#ffDz67N1+yFa6`vuy5MvAl!KaOiy+7m5v?uKP&_&2 zk1%ZiMx}RwJ0oWv7l`RG@SUId4DwuOOW+#|*h7~kq)6{z=X~K9aP~L6ue z#1Y>%M^OwpvN{4B4IfHl^uqP#HZGB}gfW8Y|9VRG5J;5DDe0*+oL1P4UT?5LOPm~v z1;zpu|4F3PNb*J-GMjEtOf=ZcW0I{$xTE;;CeFQRT*hZ#x8U2ECaK!cc)SB1l#-|( z{F}BvU-eOar){y;R?)lC0)lM!uq+e7En2(*p8QQeb3yb{2~GqPr& zUbA;gCfr6M&u|Z*rxwpX*uJOh#6&bXYu862ug zLF=H4dB+-}4B<})hK!U(v;CH!I`RMbLX+pLTg0!upNq2|eGBzcL-hh=b?7gbZ?D z;1}dh2$KA|w)FCBmm0UXV2HY`WWprl1@4xqBb0vc_r=a{Xd&@u=m$f7SZ1wrpnqPoSoumxZfkTPL!4NQ+HL;O zl5}S2C6K_J`kf;E2yLE}M74gJ^r}QguYb{dMu7DeI@wJ6QDsjoMk}rj6_>f8od%@B3y^>TEJ__orFOztm_ z62M!;st3q7L5S})RUxsXXx$8B{y55pbKlY;s{QNSoyzg_eIopc1}@8)r#xDNx@WE5 zXaAlYEQEqu$g$2y7g=?e;Ggl6Kat-I_@~$$pUh0tGW8Wn(*TqD?ybU5|saLhKy_ zGwLk#Bbo^&7a?qaN?@$Jl(vXDha{M+?BP=-8c3!SEFSGle*+lLMW9nMG3!#qF0|_) zP~3Ghg=ARn#fHx49{t%BVusE1dS0?N<_7&KHvQ?)Os22vNW9ei{b)M5qvA*Q)6^dK zF0kzlJUJ3lm_b)dR{BtwxK*wpTf?Lu&kQJh#T_0)vFAHt<*9hdGuyiH=?wu zR#gS&S>RS*OAB`;y-brM;+{kR^DrH=Kj(ncnNBr1wQlC`TjfwVW|OTGd6-i+%$?sT z{-PW??mjsb%Z6`ySOy=1LuMAPuavqJ9?jd;iHjr|w*Thonsdf8@kdozNbwR)02?b+ zW`89tXMKY+xtjl=jtLh^ik0eOm|?0elR*s>vH)BmBV6)_c<2r6hI1Gm866tXU`mr} zrkmR3!+OsZbLgoy4xZOFFDNOf&xS(nvN@s@e7=uXX z`^Z=T`q;Ul39+V?o00l)r@UHsAK`(nq>`_7;Hg?6^OM{*NtgHX%fz6~vw71(X}QE0 z#+dr6zC`2Sz&Km^^rnXhG}3%~n#!g|Yu_3@2Zgo*^`g2p)!sR+t_B-(f=1g)$W0gg`XkR_sNYM}|x$?BJ+S%voZ2kZK&Hcl9P;*o;sZJgvVld#86O2zJb4k~{sPsGbT zIyBgc_MsBaap8;n#Y_}0p|z)L7Ji#3v`}ZY5qdfT2ztuest6Jj<88I|_F^?^l3Q%c zQb`Yx>Ex6TNYT`{<9af#Q=7;rq$THDf{82ND=mpu-jD34WEVNrb{3g9V3~CUMXQnh z!cQwizn0pop{)p5Je!D=1x+H-n0<`_XM;Zio}D81bJ0L6ix5756mMpY|63b!*pbT7WUjpvQ)e&c#D=S7 z#E|cs8rR+G#YM1QD1qx=urNI>4#Y;RHRMld6-$SH=-^G{iLZ?BfSaXH zvg(mP1pviZS1_6B%<(5y%2zUlM(%2;ByoXXYC}MtA43%y-U3oD$7wo3^3wrIL)id9 z1m0AsEj^_;SXL=>@5-x~716okj3`O+1b|}&(Cqj-!bpv)SiY z6!q_G`iPk`$h@kD?)v-G{ENHDX}q}0x2V&f8Yl?NgSmtf)6~;n~HR;#E>lsj%#6-_um>NcBJ1Tt{EuM68)kA`&rcf zq>+!jQnmE4*WVXhMRJ58tv??HJ`B$Z)Y4Rhm{I$8?ek|1W;Jh$^Szfw?)pJ^6mzc0 zo=U2Y*n8q!nXY)Z>5-Y3R?iBqU9!y>P+YN9Jh~o3--Z)(NE=?4ojVFC@efp^&JoQ> zbTHe?3Y`!*ZziZ%%z0^!Lfkg)kqh(`T|*3NP|-%Hw=RbTfz@&=4?HXfxGTC>J-mGriMDTVRnrol(J42N zJO%G6tM>L25WIsQrbinS$4`G>PfpFg;i28nDq9*IaY68x3yQuj@{Oik*SUPeOOX;9 z50rR^>)#!0o~B5+!~D|ao`LNGa5^E|LFCcLrj6s6D5lrqo2wSe7+$s+nSx;q4U)|R z`zh^@IdiUn(hC1~=&Ngg8%G27=w&M~|7p40b^Cb?=Ie)DR zc)m9xdDGmv{AI8;d2yqZ{He6z7%9s9cP%8@*KT8d>00QbZ*a8zScJ5W)uR(IjW<>W zOab!db!N*D`VZ{vq4P<3Oqk=B(M**X5UOlMc-yG@7(pZv%Fi;Xpu-w9GZo*1TM!4k zwfzUwv8=&aU^65KRsazL7b7EmM3atgitBoCh(hwkJjRhhxG|IJLTrn$iin(i+J#N{m86jwv6cR?C}$YxQY61;#5&X3~%;9XP-n!1B& zR!Clr#S@~)k2<)mcbC)}ved_}U7ObFbBEH^ufRcXo9!046fOIs!bM_?s_=Qf^U~0P z%mH@i7YB#KG~FS3m3AX^Z|ty1htn2d|-c4(IBPa;_2uy+p_w;|8gy1Or7Ae-$v z8Ovp|-=0@W>C*RWZI0E!?;^R(6SEPN<~llOSXGZ~n2ww> z@N`LP!~$ga7Wb}Sv>c3xW;Bx_Hj3LVBD7{arn9^sT5a|G;lG%Vu@7l^@?`fb6Gp)@ z3e)T30=s-j?{hA4L=5Rtu9pZB^06g@x|1dn@Lyc z>8Va`C0o7@oHa39x@ZVrW`KicvOoAusXpbRDBQnC3>UK?Q(~6shv6%10eKPx!Tvd( z`|g1&*nagYRjoX0abiTf4jbBfnSz`G=%RGP8W91*9)9Z*Hd8vEu8)0TN~zhCt1t45 zQ98n0)!e!bQ`NTy6eRqtZ~KlCOR4QG>L-(%F|hv5cvNc}U1XckCHN}ohA&Am7}hfT z1e6VY#|YaQx*_0`HuE*$+~voHEVLNFZK86~Z)hw)%N-PA#uX^4cKWzX_tM{f3@-Q4 zM(w$lXZ)vc;AU1qlvY+Yd{8#ezd}81;RT^;ZwFZZP5t*eI?)n6HYVFGQ5Azi0s@WA zVM=9w$^DElCh1I%Vnpkz9Cf7d!k$4!9L z;rETC*L!UBG5rifqpfmYI?kNL!@5+H&Y45V801C|W|}6_4+2dY=b)2|mfHu@Fq(ts zyVGOCuG?V#Am_|H`q#2B3x8=DK^F9+Ez6lniKPB|?s-^BH`0!W*l3)1jhwdcSxul= z^@EIWUE$i_<)aZ24m{GHa0E|ru0N?npl}aqg*3ElvGlI4#?X+|dd4dz+bU(hhA*+C@zDq7dUw5>diL zi(rj0jV}@`Dl1%jR;+fzzGm3izyfUZVhZ(a66W(HFxOAIXH3LC>O$R8bdbv1L6GVr);-H>nTL>DZr^wt6_f&GH8$E7vxlL$LAf0lZ-2=_PQ?R zt2Na?*G2IZdf_q9?U{F{V-6X>u{w7A4~Y4uEOgD96rTo|s~#)tzE=(6fVdrr5rbQl zT6yei{#~5e-(GaYPgk|%+$N2_;5~x1G>gI)tUh4( z_hS@L`6s}D>x-FH-6A=ZV2L?l)0s;9tEcBbKO7wKF@beh|5i0Bv5*HMt|xqu$j2&_ zkAc?y8)@rgH-uHyb)y$175qS zNO_iS8UFeuvw%a&{}PrI=(c$rR3VsbByvE(O2uacvXhmoeIL-+Q3l|c^HC^oCbLp@ z%$$PZ3eD-sN?#vumq_A47R98_mib9;zq5OdZ)_ZJ_t${*5>kbZnrInd+Q_P&yFI<* z-3!F2rOg+?lBHNz)wy5S5O|c`%B$ox17>S8cxgp#D$Jc@2HQo8JrITdug-FCeUiu^ z+;v(_g5K<`#tDVYX8}xrJA%)x8=PAhhJpIup66kQa)=6+W$g!&plt+DOWAF|F}cGY ze7fSncxB?#d;C-u^FWc%DaSPw#&Xc={kdiSF{UE%(iG;%d|c@R)07UO z{hqeM6hP%J0{2Z_QWcCICugtMQ05u_lc4AxplkD#2Hv38BudIaBiwNwCgRrNz{xW% zUY*8&dp|&rkRgJn;8#1dU|TpbW2cIb*(%|^{%$5mh{MOz!JVXt_o6eFbe!2~NXnq* zsh9OZ9*JTqvIN(pz%#Wjlkh#wsW*BdUh6mO%)t?v#?dR%b6l}PSb;WK!5jI)#*}*E zyxd8f>v|yd91}wdUI#I&f60XiH*-O${u*;mb{d`UG(aoF&qk+oc7F@y@(B(C;bjMW zweM?$8R^XNt13uxoc6i*u4i0#!fWm&CgGdIOgV2y455cE7($ofAm5_MYN_9~xV?r~ zWy<7{HiO?abt_%5Bq`h;p@RbGEJ=_*S+|qgJL~Y%x$kOS2kl@=j$G8EtVc-EZv!`O z{93)K2PNbt1VnC;KlmB|+Is)6pL1p9zD1#sa>p;|HshMB%15D{mlToH5Y2RLu-q;y zUudTOW2EIEi@izJ%3u!1y$S!Rhsyhaf7d=bx8+)co-0V0T*jQr11SIkiiOc1yFQj< z(nq@A$SDP28}s~Z9Ykio9!T`zvOL{3?rKxkA(JzMt4T*qWmP~V$kU{}6QB6WYZ{T` zFbLAuoPo0h65Mal`#EME?`F&+yA*g+>f#M1_kQR4S>i02uXc zp(=Y*JdFqUlFTVxIDqYB@nQK^t={ES_spQcUBXrBBZbO83{p%>i4i-Mm}yes)LjjS z>`yygfHWeXZQvgppMWl1Cm?_5)hA1MT}WP|z*cJLeC5i(Fts3s@lZt!t9Oew!I;cx z6tOf4PXvDj9qd{z+dVPb&T9OlVB&3Cu^L}HSeFG|q7-l@u;~STJ-p~0L!ZvOA-q+0 zZN;j2yn7cz9@)ft=F7rkC}m;XQ$k1|g9pQVgC) zsg$K;+~uK%P^dMa9~I&I`dA3>sVr+X+}zR5wj;2dn@=Ms|5lOdqkA#FL9LPaH0Of+ zRcfiTu&)Jj8iy@@%>X)4i08s3{&U0N{hH3uXGdtSHFJ)v;gmIu7^sKd07+BkKl39e ztQS>@W2KGO#S@6=_StzlMED4n6iGEQ<2fssXa>xRp6N+>w}9Y(lm$37`>SjPwY2 z9E$msg0^50!w`G&2!r$ItlzhN&4DuC(fM!F0z?R$E7kmxG|!1asWL(dVh!a5&ms`Z z*dLoirmn}~Fzh-|Mjx~Q@JO0K3q~uWbXxfs&X);G8e}s4&91^KeZL@(aC+ygPy`{MkIzHD zbSpdF1Gd6shjwhB!I7TIWo-)CIs()q2ZO{n`8pLlx*gUID3Im8@Po!u#lHDt-yivOy3uLru={mOxgR3_9v! zjxNP_`D0rR$n!`&3J102=&R3>;cKR_6&z5Gj8@^3P0Zxz8VV~2y;MPP>Ow8!o?4hE^+rV)TZKUsuJgSDtm35Q?n1L@kl-%F|>npd8oRW?w1_I z4nPa^KsD_;RtGNB)6||*3Ha8eb>v=n<(s>`ZS-ef_zY!@3@B75Q8uJ^lWWJWP|Q;Z z(@GWMDx*A$uhVFCQ9Ye&wAa+XAlBv#5DRo=dYvRpQ5=9g@SPy)`w6Pk%RltrM!JX* z_r6~5+NSM&Gyhqe9pH1m6;tz!GntgOci-}2gxtfmiCfa^z1+`)UdKZWYp?f!x1YTH zY+Gme>$(ci!#4&n+c8jZH-`E{B24t*(<7-)Ytrvb^0R}QGhnUCrANM^J9g7UGsJ^l zPf6$cfgY4W=>v`OkvOiOp1xIw)_Yg2OBC#B!oz;ndbsW&;qUQZVrAeo@S|Xj?lGN$ExVtUCPmH=?`I#^QIQ+ zSr;H^Y}UM5`b2UlWlm0g6-UyEsLp+7mv<9B>u7EIt#LSOIO-W2&AGctuek@kXOIfx z#CeCWp*ErDDH=`B?t>_2rrA1vjHxDd_aBf#f2I!Y!PBF{O9oDD6p}v;M=v&95I|q3 zG_U_v@4Io0UVJj;>YT*KC}V3v;#Ws5*Yc2+33Q)~Kd>GBY=p7zbVv`&mQ`q|`<;k4 z_6FQw9~S-(2ogKx#pHZH-vEcaTO=2g`5ksH)+o~dR$OaljjdeBQ|6^Z00jx`ae>p5 z77D@|BPJU{s~+3iRPH-N`Rqyz9b08A%lFQSP2N%bR@NqU67?qK=RgCzDj7q+aQ^T= zhyNI0=l>g;P8V#gbdlNr(TAs#u@lXU**<1(7;Zs;SY7titRHbnD+H{Xg8{=BgpIHG zbvrW)L!skKfqZf0?e}u$O7VC8bkK>Yl)6fF5rJXiwJy{|3NC8XxVgUQcmwusf66gX zWZU$vm#c=w+2|eP@5{P*0rk>)sR1wMvf#7nckpma2;%h*Sm9st$jEqeeMAgbD8nRP zv$-E^4uWX^p2#%WHVH8k3^?(eFAhR)CUS80V4uUUu4<@W^B+ICq!-=kN|Pm7{Q2a$ zw`FbY_^+0w(C+p=lSJExJ6XQ4dAy#Su6y7=xj^+zg?s3RfB@=HJ4n*jl-Osf^ZqUO z2xS->EOvWiY@TjKDJ95A_HPQWaA6IfH_SCUw>@dfd_mk+eO-dKgt}Ur1X4AE_6PAYr7wM;Cl12LkhZ-du31_R=yL`{2 zyX9C)Es$3}_&u-w7E>|0yRmxzsgrC%DocQ;wu&0D0!tt7ISG*wX^%l~Rp2s37wy3b zPMk?~>C?x)ja3aKqC?92a*1UEp$P3ZrxyM^{luM6x!6Rts5)GIJ=Qbyoo(7X=x4M* z8T&gHc1)ySVpvhN`ToJcy1L-I`tFuGO>MkzwHqUSY;PKa09hhIa8w_p&j_wUt^%Ex zJU602YbfaW1J>B>mE*;mOvTWE306Nm<*N7B4%8L4v_4ugsUgz!*gY{LYbh*VuL59=OUQO3CVQ#q;|`%Zqf0i!njM%q3>@~C|Ix8|ix(5VbQ<t4Na<)S|SJ;b$3NThM=ZL1GY;;7e;J}-Lg9N zHF{AK=1q!henIX}?bBu?%Q?Ge3rBIUW-;jlM{-NV2-;V6o^d5?)SLj66@7K8r7?jULfmtCnkU2R zX7;g~IUtYv@1?TzjV89^WXbeD+pVUdDIf+WaU>qpdUx{WL8_Wgmc`VwFXs^j8~Wy~ z5eBY9+fiP%g>fW}WQU=?X##ycRiI(9?5pYKa;85BdEbb*Ci-1QVRfIr$QQ!->GR6{ z|Eou1+h&pKaM)_Kd1}ZbsD=b$((z<1cY|9bDR{9lG<5|7i(=X;hf{2+lkyJ|-=%rQ z43C4*d<7=PX`9?iyYSo8=z<=7Knas;;2~5-nx8$x*{C9>itI$tE(ZL;eoh;oAYKju zDy-dl>AR<(?=heEF%Mh0rAwU;0Y0&T*{q3Qacble<2^uLv#&0>4tHSYG2R_Zf=f9m zpr@+hxb~&e4PeUL^KY%khtAfa)AD)&Rg|&>5V<`%2_NW^ZcHx>E?MZRX|V9GK|pA8 zC!!33o-s=Bj^J$9l&#OP>TGis8Gri9Q^t_^d_8x`AJ$|Oqdmi2dP~j zc*nSPGBi~D0fjtPjI476363Cf6cW}ZE^Xc@?0=`3V1>6)fJ(0Cb-m|oFCfGT&`(f# z#uwhmu+DCJ;)tk75>|vbU{>qKdT&0q7WBDO#9@Qt?kIpP0}aVLO?i)@7+gR7SbsMc{r5*1$xm`}PzrOjfSEY;bm-r!4~*)^sL!&?if%^B-xj>q5e zMa#JC7Up!}{xRs%oAX{a;z44?>KhU;j%Zvkirpl3aC={Xf{$OX2dh}S z!`qpkw4CsX=^Ez@2}LZQJ@CbHnP5&P5Il_!@k*P;u*Zz=DtUz~v*oynVnJ!pq~DoW z)iGsec@TQYWcQFtsu#K<$4kZKz@6QCM$O=sYS^0l>9LBnYoZ&4m$5nSf_t#+^P!68 z1tTOBw;=Ik4THwC$GF+qNQfIC+I0aTYeP0G}41fTN0`dw2NE3@;#)`XI@Y*EPOMaAiIQ>$P>eo zBVV{_CbEm%@{vkFrBIqk8=30wNL}d|t-y_3+)v@44w6wm2<$33@)zE} zJR$juBH6?|>m9VJ4g0vm<$dLzqkMPCiV|H zo_F4918y85kp~b54wFcm4)5tSPi-HJE<=&Kyza#63PFV3#ad*Xn`7HpIGtgXSo^!^ zK2#N+Ax7k90VtDk9%(2;LJg&h4Bz&70p=X!(V4g701}^1^vwSx>p}&DiT_;foTgGA zq_6MlrFuECz?NGMXGZ)>fzBD0^~Hz;G^}v^7NG9dP7zKO5H(Wqn270?z{Y{ECCwF% z?0{RY-r9&QIMg2?!Ac=+13l#Rmj2s9xn=HW8O3VV{dbPt7rh^4m|IU__Or!BgB&l>Eh zn7Q7L7_F>GN{bIRW-Wi#1bmGvjM(afJL~ZT`Gn{ohRGqk<5~=XHdU3<`ObpY@Pg7@ z8Qnt;ZL}vVI5ILjRQ7ZL$1J;6^aGtXuUA)<0ht{+P9%SFJ*dnF2Aw|(ZfVGWLY^6f zLuHDdRxeblpfK}B$kVMPb^H$q#tbDkTW}$ynW<|`puQBr2D?Fmr{<-F!N>pUytDIr zk4@vKaE&JBW}3MpAwlT{RjTu(LD$`1rw^8&-nV&k68C`>mV-&u0JKSh(7vG@}>UhE-YASh=B8?R?6_@IGl?U$r2>|XNNyW ziWi`${Vzh1_*)iI^bj$dw_>eo^pPZ;)IT8n8Zfu0!_oQ8Fk@XQIyaNzS0u+-KQO=*X;Ey z!5U6s+{;qXV|oMJmyuy&SD_48-i54ur2(Q)Q@)r1tJC}?2Oe8GX9U#X=3E3OM-|_I zmu#YtR73%y!w$TdHIFk-+5P^ZLo>%57=Q@nHT2E|32k=i0iM{wZ~OOGYrUT=UXKhZ ziKJzGd&Bu$HD+Z3gP2Xu1#C8dpiwVrsMb{1O`u8Ngi=RE2Uo_n&#idC(VD-5#hJiE zNMdyMl}BqCQc^9IBTTv=$_{J^?or^~Acw6M%t)GeY=Ku`(l{b6M6zyAANe9|$tQzQ z$XN!mTt+H|;;X*E^c@vqOV(0v#8r6~G&mY1ES2bw;O+Q}D02epxL88G4Sh z1PY!*Jn)>P+_5j{MHFvmVi+sHxs_fJz)0P+rig3zn8qQjJj2KQwrt7@&dU_S9X`Bt zDjg>sD9J;I{5ZZYstet65MuaN!TVG!F4UL#BX%`kIpHU}W?w^>2G@)PAC0=E?r3zG zBe!|@E@gVB3dbEH=6cNJ@oYw62kolI2vaNyk=n5!ZXwK4mh=^Ujb_46!^7w0Sz|kx zF3rA&x3WE?C^BF1rfBqm_=q#viBwiur6B7w(f~EmdqN;Jk$J3GiWzzL8~8+M$j}s= z!Ww$Dv}VkUT32{8TF!AchukT>+>x;(SAcB<^!5}`LV$nif_nz{N6LHDMnh!8L`-@a zp~cGM0&`##8|-I{{lL)wIp}1nk9Mjpq`mA+GquAz@quG%kmVzaL;Lof`)8_ufi|)n zVBHXMMJrEIyQwGT&Dnc&IqGgv1xa5ZuNS)2sba>XZU<1Za8eXW~4%Ff{a!i6kFIW|6hq5a|&v?pHzThf%`Nk^=} znZ(@P8T@)6ccs-!*>4Y9pou|kqLO$bVPBKiU-#Ze#aY&}NA?LL)8d*Ur&TucA$In)G`GdTK}aZtZd#u4HB>1^G#QQnq9Q&c z*Qfhu`bgg#r|F?)*x`h|>}%spMWy)1p$d-YlB?80&}*P$umJyIv&=#_U$Pjpe8;f^ zbs`~%w|gcasZQl@5#8!qK&2GEZ=3=^%HZv0sQk9UKG?Rr7mZ!RPQRFKfyRs8H$+2bX6`*VM}S=~(z}p}0|{ z8h%-|HO@;2+iN2Yws??KS$Ch>k1JM?+Ozy5fG+J^u_L^|^~q`fg3=?ey_9p-6zJ4R zjzHhkz`Gng;pihDVXV0*|B}*Mw{Ud=w0stZn-l-sj-h06c;2`Srj*(RH0bS7mm+0V z19rbX8Dr>GJ~3Qb8NQ(g>@;T?b0m`d6YCF_;!v9cRP9_A4wRXMYf5RsQSjk71pB1= z50?UVA{6A}yOkTX$W|<^w3x%=L~~>!7}_B4YYx7{Z^0_;md5)gL$mKsl0YHRvo}?sO)t&;Dahc>QaYyFE$F4l0wi9Q(F6d{RZ{AZ2hBe3c-T1U{%NZ;9lO>m^sJ50$6a~BJ&1YI#jCz@V^M3c>9sE;zO*W>2GWsB(P$--tY zAvBmBUt>PfNrtp|J5`MQg|9Szr}okDaz`{B<|-Y+zO+A`1Y*%mL_WV!c(CTqXhwv0 zT~+TQ#VfI*pFrl2&(jxQM;DBAvp+-?ZeYR=NJ)2wrKSSK>)2!*>Bf|_jG9P>+39C# zc_+=0sP;1RCdf{~W{I?(cZ^&Gs@IE&$$yMDdu`UPM|vG$2`N*%++pO164&VRcC~Wf z*%$EH$VPKyA6h#G{I>wFgniXZVDiP)O0~t+QY?iE|31<=3A?o3B`rl!0pemO-ZlpTfyS4fsf;}y8^wQzY=bK+%f0ZsUv=rS|LauVk5_i zhU3W5(ytPyBNZa=yB&FVCNsy;)TM2ImmYn%z_t1Cjz}xknKje}tuS}5W0nm_R+2xq zZkJ6dxSnBZSzA{c*aaH1?K3IceM+BK;$&86XAp1(-s}JPep$u6CI>L8(t)=GpEf%ttrhwdl z_0bBjj}SxONiM!=V+s8CNGgrgD>JL#iB>|-32gA-&w7m1n(sRnxBDrLNSiyn6VuoS zQrHqXqb)e6s1qB*tY#flzBB3r4tfdva^w>0`eNe%$5kKc-4ky(2u$}zFYnnpB;932 z1hSR||EqL^U>1-`+C>z)wDUzeTNs~?5i*EH5FJi_p7pK9Bic=pL&HY zDleyu4IL&+;N^Ej!Mu|gaOzpQQF`#OH}d|+nXWkIurkCA-9V0L#ICyVpOFW{tP@MA zkM|Q>+r=b1CR7IqAxSgB;%&;6;iwXys>p!WJ)DSm@pLN?T=~8V_cBIm&H{A*Ra*j) zMt)xX68{tCp6;Vr<}(3al#J)!4-yz?CLZmDT8q$yU6 z2WGLl(}oPR!8}a2Xa?yGgECBDl$hycHt(V}sp&>?N|xluy<*v80wb)b#&m&8@#67?`c^_Xer0RyGr2*g>9E}S%YL;4)`!pf${(1nonb*p* zt-7~mB*n=NIis_J$-+dvoF$rA1Lx9$fzMe?NyeaI6^0E_5|dnG4a~Ay^Dz>lDPrf= z3l-S%fq>rmZG6Q^JMc&oHTFh?2?NqLI(P=?c_V&F0wL^AZInMR8H(;1I41`wNR3TQ zT*_xT&R4rqMWr!p!XF^}v9|5@_9XDaqz@qnLkkfM;obB)syOgXo64{{K@-^ETr?-t zl%IdC;w!G{VlF+18^Oxkte>s#Xgm0^0z#XI=3FfG#gB=DwB5;VUOUpFcoc5}Ea)VV zJLUA)qxG9z#=J#%otVEp5AaFUhapqU;l zh}LHBZ->ivhBLnOJuz<37O>V&Xiw8}1a<}BO<0tU$BY-*J4ZC%xG_s30Woq`mM?`g z$s^Y`B&YIn+KP$E)a_ubYAz^=zz2f>Mh^lTQc@vz3c5h|4x0TNwv9?}#;^)lZxjn* zSZs?U7R>l3TO1yt2!ZuXT)}pC!d2Vs{rQ#%sQmJvf$$;`5Ijep$Zl*xqh8ZfNSvQV zvb?3yHfRrPs$~~inBNB6!i(Rk1!k^qr_wej8I?3Bo5kz9A3T_PUB9Shfm9pO*W3?9 z*z;5{&gRx)rn{SXb9^6RKT&K<=Xz1WonU06fF)txjcVCukLrQdIzMIcUgEa_jiETJ_bp zcim(*Uuag9I#>SS(qc*t`f-%p;RU5-%mIkMy?jPiR+YT>4xnyIFS#wyFVWSS0uO1rMNd#tKqE1|7Yv$Ao1e^eZI`*S`th%vp ztv1M4cL@>ZsG#-bCumYfwXIPW_%7V5_Y}L>^76+7DI9Z`lpqN1Z{xpXM8DKFK~p+0 zB~#X81r$P5m;R4yl_~;s_&Zch7W$9UE6jZMaBeQb4KKneHvA4+u4@es&S8j?_~P(F^urB`&Hm zRkU$xv+H`+n2&|Wc){AzuurT2Oje2@eIcpig11oda`)dp07&lUu-x5(*pQ6xL?hu) zcxiw6lw0w9-yVevOk~buSn8-0+ZyuFSHr34s8;>Jx4qHpR^($|q8Yqxa7!Qkcc$Jm zEgads7t1iLkBHbs(d%kYeFZ(!V_|NP^=HBn%VO92XJ2K6=ZR=^1S}$P9uNaSuRcFq zm?NnlFT@N@wy;rWfTN6)LH*-x#v7FJREk~2I^y7kS3;ImOEnqH$h*Yi4n}>i6yu^( ziKICMzxYgwO0L@isP?kT$=2c@XZ;$LMxP-XZk?4+Rf39#<|tobdt&e8?l0q)Y7Qiu zX?n648|17@cVE=(KGEJ$>aiHyqYYZ3+3Dh+Izhlsdng+H3-fPGfkuW0oF+o3!OR*k z2IyW(D&b<@q2#<;)+f2;8tSiz1GJB(9-%Gr&P;RqSD!yoHAS!Hh>0J@NAKB@I*^i! z&DMb$u#(i$BJ(tEW`AuUZLaAxC0CHsAg@bD8@MiYBu8__H@R51lhBL>kbfyw%5%)r34nx8j3L40U!qUWoK<-uHRfz zJV_iIKwkZ-la^&X|1BwJ4Q57XR-g>LB^(8pMmwZ>XY!NHlNQ9yUi?_+{sOs7xf)FjjjgbfE^`BFTCE)f!a{2b=%cIc2N;bocmpV z>P1LT&&YwLEtnOqd$Rr4S3BtKIQFa>1|adnfsSYEm+dLONKi0xxnOmUmkyM)l&4a~ z%tD0ZM$$aClG_PRm<0d|A zmv@juN)e!Ir6}&4I>px+kZffpHV>mE#;|Km%-k*e=eBCR*Xxxr+!%2?nWuz7Ewl|A%HbG8YZ0#epv^{vupT@t@lr zkysCjC)hx>oYaWMV)*v)2tm#O@Z&;iM4#_naqhgO9r2fYUJJyR+qXP4Mw~cy=gWM$O*2p zeni^tEE;tj+k}PT|+x5NEgS^5}-aexl5D{az>sN%&E z=Rd@*2@9RcB3uefG80poirqFWA#@k%kLolGL{Z>h$~OHI_#5Zoh9G~GyRndMgal6* z3Q*lQy+FW23mya~o!Q>3M$0Eb1h2E;67N*uqd)h#{M2+fAYzz|HnSRHEPmhfJ7h?) z^47M*!?Qq}cx|MS?*1`sko!>o&GbOrb}P~hE;KtzV<+#K>nP=-jj)Yx-V3CpYr0^xgY?*j)(hS z(xwO^-cSsW570p;$rB-LNNqc@xcJMA@Ik zoK;K5>q0^n&s~!Zc#)8erX~%9Qw-Z;q0fq17nGZFD`gCQC#PpSWEta_NGh%=hC-F% z6OJbg`ZZY?Kkop{d|bWfM6p)&f{V4kmee1om@T}Kx(Uw3KwKGil-kMCT}3=qsKtWV{};r!1MeE@YiF+(&?pG;)BbeV2#Aep#3Pu#H{Chh>>4MkP9`7Mf{x@ z)>p0iXkQY=Rba-Klxt=5jAi&KMo|=c*)&RKrwT468k*S}Ue6kQtJ4NVf-hj$qN&PR z1V5iTA2naF^1Ntt)dH_#%oUBHeG&S`y{_jVjoiX$rz&cHc21pZTHd^*irQeg!vc&1 zpfHxV)-zkF9^7Nb&G%+^{zu)&ACYa#RuQ*B2Bp#_$3cdC8WagMQ#X}5Nd}7*q4Z|8vpsX;gIrx=BkmEn( zCd}H6kJ{+#Y>gSIF#umK03Y(bv%aG4?O}>51{G7Yst9kDpx&eJZn5j6PK|MsgEz}g z9(FT^&sgIv*v4Y+TCS^(ZeSOl}7J=iIEGJzp zCz-F&Ma`4=w%GCMxcrsW!a|)Q4T3RUe@4Tz@T6K=d2)QsSI%j z@Rf)Vf|{cEGiI0ewh&emxPQfto?p!l5=cUxA*aVxjMLI*eUW_m^!ygY8X5mIoJQwI z7)cZE)jfTu|J1jI9k%;i95>yN?>UShGfjO|m+)K($RAqNFI%gSJ`qG-v-Ab@Q2<}^i+PLJ_V zD#*G9@X*^~mIXY`u%Z@_TQ_d|p_*e6Az7aji#ils77nClOS@7zLi-HK^62f@T0!Wc zPs;qkm+G?*63AB00VA%PFv;&uWX&q80IEBHek^Yvc}w*cz01_J%B!9AcjkNt?k8Hi zdc0o)4Q(kK<+EOnv4(-vC$+C3z}p5spF+XE3nb2M)gu=dPyobFrk3;!_{i`sx^C!D z`TFu-@uaN?Xr4#TpiQ6;S3d6{lcegW73s@QNQnm3=I=ECME-jlsyY+r>Tx0Z`c(8C z2_+*C+pPaI3Jp)p;i6m@+7z^w*6Vwqgw=(+c{2ZfL}iZpNOwR5Kn45_d1tA_=7Sbq{P& zyG;!wUjEqSm~2lxb0b4-ET*^XP%VAc1cvEkOpA=m^DiC9+Pd&s&mhNR=&=1=Av`sO zzG!V*wh;1SPG-Mt)WG$qB1;l!`}Z5v<2wM^hW+R49B|x6&5KoTHd^ZB-$sjAV3T$+ z3}r^a?Do3LyG*eDxX$EIuudy;{61S9S?vY|%`Xro+(b-G;SL52b)bx?t*U*+Byzq< z#pj;%72Z#(Y6^JO%h9CsG1}idA8WK~iR#Oy&CX#tU^gfa9DjOpbtoSzj7xQ1EM%_( z^tbg+c$#uoQp^smDw~^W=gpe_kgq6(g&mtdS)USmZ2&6W((fE;c9xbiC5#$)9R;0a z#RmjYduTSxcYP1EXvX(A=guWNSc2*RVB6%{4C8*>v(J%!`9McajBzmTZ)T?6J}|r- zEZLhm<2Gb(IWONs$KbY%pe)%rg1RK*R7X+!6||*}E@PR#(<6JRzYRg_ggnY$Tz;#! zME4rkf+!IfSaZr|8=GNNNW$H81mu^wlyW<H@dU z59qi`e=kCDcf~#NUnsWjdVZ;%E5V3c(MeeT-ur_px?cb}c#46{U2mrRdVxrBm-grz ze45L+5`Wfx2REoJ_O6qjVIXK>X+abtrvP%qoy{=AW_`glRTcH@3*4)>E~v%accnrz|dLyTrPM0W11Gj8^F9e(;xE^~C%p@bXv3Rtdz)Hch)D z(7d0NZM0P!F+l;ZFYfvo;buLv1pfCx?#z_}CI_5M&^ev(K616vTkC9+7!)jE8^^in zf~z^0>kmzqb#P`+Y?o!4&?V+g`gl}1^0nKwB0l&y!9#Vz}hy@(eA=H$2U0^)%Ej&h0TUgC9=&Qjt z3-a||`tH{;w|3CifmyTOk(t2KctVN8`9GmQMUQ^A^s4B8VT+1=dCW>^&Q%erh0PBsv# zQ^W_lv?rEhMpX60Cw>drL}^rj3^h~$MB2VA(vRb+I^gOohQm|l{8l*P+$)wN;+CYy z8pY#78|p{RXCG&u2mkRz0y3>>u6qJW!g~^=Nnya#cZK|!JLC+!x;KE5qN(L? z%nU{b2PmfBE+r09+_foRPRIcCGBJ-xi_-(yfa+$>1R7Gq@1D@G_NSvyOZoc6mod85 z(s<_eDJQ08xB$5YQA<8xb8=IIvCY93yfC@UF z&XC;pN~aO{E|{Y!ldDoEaY8%zH<+OZeVvCunb%bFhW`*3WmVwqNTtLQX(!2#Y&W$< zH~Q|FFQcxpmE*(rUm9xDemCzbP=85J*HsO@e=e~s|7{7}AHtmfvvQd53NId#*bCLZ zthB~0=vYtPPE(yIXnuLup^EC;N8!4n7FZe^fjx$Ec=@3odD-ys-dd28n*G841zX(0 z_*BkNy;o_yqI@h#$Lq<7;%Mq}<(pz_fyjhzp6zc*y2Se*tT@3sM38a1Jo){vjEZ&j z`2@^m#^}5ORhtY|A@=+YSsB`J1npM#hi~dCfoT7v?Ff!Dp=Q+Nf6)!q4AOAnxeTIw zYN?P)+xE>3%uaY8sJ85oKGB5Vpm&GCYls++dBA?Q`H56;EiDm*J15` zm7xA_VdynR@)HM)`twPT|G}^Q>~}{bOXiC3_Jd3z=Z9=kb;8yk#GPyizm?5w~R91Z9-JF7}?E3Nvw$`zsSRu?1+Hv^t0=Fq4ewTGLTr^6x~L3!XR! z*Mt?8)bhsG8fd2CM~=}?lIEm6Fv!8MVf?Y_VNSvES? zX85UnIUyVa3{$cPF9O@MbU7?`@=GV0ibWyeQaZ2WT-Bk5v4PLjFv~(ZiDA21=pjTv zLgq$713jgtDEWUS-18=k<#6(XSjC&3r!De$QdEMKqdz1NzphYAQ(mo}KIRON4kBTD zXiOsJI8=3?H+kVBK(-wj|H~YF$cCiPdlqz|j%D;t;=w1h}?Q>LrN>UQKX>Dz*BKg%}-1@F#_C#Q~869g`7|)7vIvfEZ72m=)%qU!Vgj zBSK_p?VCBV{N$fuyUUtQ4)V#wWJEOd%<#6v1P&=gKLeW))uoV&%kA>*IV(a11tp~& zYUsxOw2^yw7Weynhx0>+Rk*FHeU5>&Cv~4e8;j?f@1}T6#gde!LBIsCWt>ZKCL_r? zQ}HxRS6q^@KQ6n};t+X&ki$03oK#g6M7YB|X3REI@mnu}l(6|IF};g0Q(-R| zE;LUgR}|>pL$1cKw>0-nt40IYRyE$Bgt5CW&D7fQbZwd4tS>np+fo!eQY`Yb64E!&xR$K6fh0}w z$K@APT|j>kz0j3s<%P|3Rvg?)B=z$M;eEL9?I($JR~6dD6dTDpK+6ML8no78H_sAr zn;j~{WnbDW92CNTPh=dr^Xfos(-8up=$` zVNC`mP^IWKdf)eN6v=IVYfYxq_WpR(i{A3JB42uEg$|jn2%p(4nju-2H@xOoZ^?Xc z=NpA|yrVIc!wIQn?UX=-<&SH#qNsJg*_7a#R6KXHTqiLNZ3vK#3c!bRUU(y$A+G=c zh!|>83H#ak#PoUzsj+jd=ifb{3XW?y>rjW~Bc*%*YjNu+?J+BXqF5B6dw}{|JDMJK zsf{wV7vMG4htCtV{1n)CiR&hs8)9ksT?ZiCtFdD)^Yof7f+t!=qBM3M4SsT?v@7CD zMH8je*l`NKGcPqhV;?9k;Y~3Uge6F9FvyFXepNd{1kbWU)wU*AO006*&5fApcqK20 zhUjENnx%b?QTeNXR&x&9OA#BRuII6M1R^69;Xuag)@KvxV>CANI21&EvxXA&Oco({ zYphWdWhZguO<41~cFVpFf%W{5{G;DHnyc4jbmc;PAkZj`Wl9~bN1qs`c2#GE-g&6` zRx0IDg3T4SaxTjP>8;@TPEA@Or*q%i|Al}LFLAt;MS#L zX2Z#-5IWkY;4b!c)TUB(bRd<$efJB;`d=gn0_G?`(+iC;JXdcWounp$jQ!&}^Pyfa_j4KsO#=NNK z*gF3ik8yV5@V-JVqs+%nB*2;q%!>^57h^+3w?X!pkg)O~A6_^_%rSmMSx|2l1h+IF zf{96La5dkZ){&CA64J*xTeRKVS$+vtIQANG_CNcSYE+zLvK%HnpBL`Xz>CSDkBDP% z>c5_H-!|luMWHY3ax!Z9++|wAWMjI_jJqQlY?^=L9YTJ=iaLrAfp*<3jx79jzU{Su2m-6wfxkl&owsYW zYLyt`=46JN~u7RJ<`Q;P64N%tU#=(>T zeb5BK7Vu@M#(S(mZmLHmF%C-DjDPb;EH#;)VRGiBgc4`QnC0JIY(EM)61>i2`UY)u zzqZxVT7e<1(|**EvduJ@cE|U37WJ}X8XzB^8w$e(6wkaNN~~Y8-s)ng6jHAfgFtEs z(khYIYixwraSKaw(umU3ywrfThRVHwhRH;y#k^SgCb# zNn82#b-YupbI2GtCcrgkSGp@xPc_)&KjifI-26l`+t3?5+i<^}4wtAWx2H!batz-p z!*CNcH(ijMT6prS3z0N84OrLx&sS{!*F4S-n9{s3cp%YTZV5i;Hyod*5MI#FGYFwB0rhl1~0@ z3{$q3IK-VvIQ1Y(9={7jrzBgEfQUhU5OR^`1X2~Dl*H!_|1eBbyc@?m!bT)v7{`EaS;;ek2DW6neFbxBP=2_TyE0it=vyO zDET zWi9{K2>b5w=OfgTeQlYxxU9C<-)l5PUDL4cy0x?NHY7)eX_2O-{sLcz>h=K+l3~>Q z^yU(%QK55_66U!JrMhwl6S)`+VZcd_1hy*ryEB}4#ZZ+xx-2xHgk;PmR(hX|f34$A zhT#V&f^ER>hnkt3Vf?t$P`YA0YHc!DIxf|#qDeSSY;F6KY+ zNpk*RpFyj!p2#LHf8+Sb@A+f@OH?+nTcEzfMeOeH;?yAa$3u$p;rzRKJKk~IG&slm z_FoFArVBIPn9;GkT*jwsjxHU?k%l=D*v}M#OA@!gx*r~`D5PQcouId;99a2w&_Jza zxiOen?{KS+o9TZSCW2H=1rItkN@)OhxOW)&9y?kPDp}&Dt5oJ~KOjA=pA>-xm&DiS zrVh=b?(wiSLjoFOzE{-}gf>o6jI~DS(xXGi?a|lLCM$1Q^@7BU4#HY}* zQXOg;lVE2r(PuD}J1ftO^^kidLAt;`8tmwCiSTn`$aheKOF=xL5BOc3BLpi4IlXHD zR(;8KOCjxc=GPzxnC3bT4Vx8=Hf(K~$^QNn@{wK4YLLoF~~& zomBL@&ks{n4?mpYBEA7I?Gla66XtPpWE*+FIw9@)LsrPF(U5-h7-Z>1$-NsKu;l33RdGa1+Me{&GCwJg zC1hjQKr+>L1RXL%IS>D?*92#BremX&unFrV{IY@|20ig&!bf}k;kc#E*YHe9td>j#7|Mb@fd5ee3I!G7anEx7r8(NhuKj8)S3o?e~%!Z@yCoOvgTJSWCHFzJt$ z9FG&TN-$1(4^!ohm&RJGW?M1)xup0!9d=q=_mGBj$iNU~S)YA*vu;x! zXwsenc+~TarSWYJ8NJKc@)d2SYQ}VwS?sA$go!Bz)UFz-UD3EAfCowRQ}1{bx>-6_ zOkB zV;sO8*!e=xN#^o$^k_|<+~1P`d6R} z)Uk|DFm9U9*OV6DWtmSu)0OMPnaV~qeCitJq1m@9JG@l!mJkTaa>*46;3rkHl6M}l zb$^|7=E5Yfrz(h^aM@79aJhez?UY+5Fi{=?)k|@!n(zi;45~l)k(iOz7fnH?z~qM6 zs4UymM?1XVmZ#OAf|V@K@V$OE5F>7kQERG-B4SCwYEh{FM4$v4Poxug02uBSl@Ref zbx!4pbtdk25dC(`TB?vryOUHJ^0GcJPHZA=*ZKYb)kuNWO|(Gt^{&+Ri?2`cz5E;@ z%W{{nM;Apgi5vI8hUvZ{i^)1&c281M*?g8c+BD#9K%y7y=$vU9y8Sxlp_}YvdVM7+ z9B|!%V*Ds+#wD~yEMc8hkj)zm4RYTR4;-CD^s=*ltRn~49zXl$5 z8%mKQA36bQGA0DCowIf7LW9iS$Vm5fB#ifYR)~{-SC*OQrJ(gW7p9HYc`+7T=vA_O zi4m&n&Za5PhAKIEpCK3TM0g*AEVQ5@4BQ0Swr zlM4Zg2#=hK^O8fs$P@{%3W*Xk#Yc32t?dO}g{{fVN_&+Z(t{NhAP`V;AlQ5`{y=DG zIl6sB_*zC6zi2eM{Rosu5>r50i#PA`RJD|2HVgLp4bfdZrIhvn#c}ek_Bzos?|##D z9A0dIH2wn#5W4-LQ$B_rct_XCitF=9HzmWT0TR)-DS%_OHME_$tvm&D_j=!j-6_oN zT!ssL>`UEP4iFJWG-R|V{)R1O_w#e}Hz0h;&jVvAIC0mS5!^Jr7RY@1GWu>zh&P7q z`mdBHdS%(%`*Jmj7LmE|3c@y!3V(U^clgfbr2Fj`G0N!{K4%TXWh!&D@9NJypd!zD z>Wr4y#4^S>6eSHTdb}jxiHZ|Fo%my%cf8(qc6K^#2PP~9vo0_HV8T{7{3T!LiO}1$ z?q7dopWyD<03haH;rtp(yZQ&W8P3R;YQH)_ptb0perJDFbA}S|IRCn%{VM%YU|RjW z3D5S`O8T{v&g*RRxSZ1#^HurWkCaVjQ{y~Tkk(?x#suO+V~=voR>#IM^qWO$9Y;|* zKfP)%;W^h}gNb+7gu0qg02H7lX7RjxF$#sfD&;29BaW`}nmAe&=|vE7I>Ob}7nEh3 z{A~|k)J6LVE`mwFoc5m=Pwx1Tgqx=fZ->y1FNE(=$A#vDq**k$I7 zkD0%8%?zg~x_vwOk+OR;g^9@wXTVUQp}Nb%rrb$7X&=o(wj2`)Y|ILBs%{? zB7@dojH17=I>&@Ws^p@e!3I-(hf!d}CnE2ws_`>t09Zt&L=bHN??Fj2W!;1gxsb4l zm{k<%rT3KX{i!TPz)u!3vC6D4XaZu= zdCE>v)|a&XiibI|q1Hq|nr3|d(%V(8?{-3CHAO(4TJ>y-yYAq!a>p2 zMdF>~$fWvhlKeXLs7wVS1=Cjqq&&)3Pa5wWWr*b+XWp+U?`rW%&MWLH{_9E_st2Gh zud&QB{LmA>-{nRZ`t;r}M%1BiUp<`dhH2{AiU$k%gS?xDA_(a-)(8%^B@=2p#@2KOYFJxM@}?B#A~$}*QYP6 z|L-wkkWEkLv*?rY=|V0QOpS`)lNzpMvSr^qr{)+h#1i)Y(M9ed8b&Mx4X2`4qEZqb zCf$$I8MQ&*kqQu<+F|rys(qv3Sg>g$I9eAz`GCZ8&^V}a_uB|>{C!xo*Jw>xA%oCu zR52DQTwjmoVL^VhV6YkErfPYvk3B~MaB4~#y+#8g>1_dDMhiZ9s?T!gVO%5_4fnLF z@H*5!*m^uQ-}w?ZnI;b!*(9%aBu1X+CYg0B*2El;G8j3XN>;VOxGrfLA(*y5L#3BWO$#}|!=OkfeN-82J z(r7pFjYJAM%kXSHY&2e`O>wF>X%zqyMg!64J3OTi~&Q=OQqCVc`3r3a14J_;Myf*Xm}G|7_G`xih&c5 zjFaLA$S0I_(+zM@bGu?8Lx=MxwrF11N#o;n6raQza(Nw~n$M<^;wTw24Ie!@j#Ru? zEA=(G@mY(vyHuDDulIZXUa1&C5KVffEwCuIQ)Yi;BmC`C&@9N{`~o3l;|g7=+B;B| z6zRrZaY#BrOAc6)Bc^w@lzg;QE-Slm{7{o;K{i#z@AO}YFxm!ef^XNkv5eRlIPG8G z#UAsZoR6T4{BQ2;3Wdg~CPv8?8CD!f-b_OSOUDDDP0ItK^)EN#N7iQ1h+8~JAZ)9c z9w{I_16j%LO~w$-Ykch@p=Q~vGTVI(ydUm{&YsvMqJ`bEmC&|*Q%tG;?OI_fW>^HU zv}jMGlQ>`kz)Z3ZZOMCXY2@~g`JicoInJzRy=eXt2(U>?shVtpoDj=Q#wQJ7A8FAc zMry)-265AUQ)zjG9}RYF3XDI+{5#N(bR`s!y`#I1PF>BLRID-}!R{RwX)Ry5*@>yM zp=OUno}aL7C-9Qkt3HC3WfYK=L{O$KJnw?B#i+;j| zP7haWCt7jh=|%ni z<^K4FrB~~e(4)>fSf1_TceK;QxuaOLUCUo@zt|j2Ug>5g-QvT7W3%#KNT<=0XzpaA zDT)?s%GR_sDj(Ozq)lT>CF-iBAP{!C2^ZXVRz6j!^!V(!0+3j2+D=F2sCDMwN4_ZA zSRaNPHDJXBWnjQ95k?(WOIfyJ|GW!59zU~aFR0-i{iT%nO3thywdZyu;KTy7NNpZs zsdkjo422<5HQhe`Gc=@dJSlFwE5M#sPwp;DCSF^q6choQvx6n}E2e{N&^vDNSkpEn zq7KcQ1kSb})Covu?c^r-ADyC)C?@1Ia-nWI%$3s&;m%sOerzUrwYQx~aqJA#b3gpo zbsUYOgrWZq_wJH?L{|TJ?Y|*K2k?M;ilPhGEfUL zom?fizu)B_!^t?P-p95$@;fdy278Mn2<-Qt5C2bo#rw1G-USkP7SX%I_Te~M>H)Z^ zK;P*TjDnh&dr|?@_=L72h#asg=eDvE^ug4*3z~GQpe7QVOr~EZwrEGJl9mN!c3HB zBDi0*%p|Van7Nh*W8JR3KevW)=&GEhKH_Aa|CSthYgP2yW@3?;y+a1g7h*(2^XGV# z{4rfhMPWAL~UO}QJfbR-f>2nAY~J%7V16qU|@bPxoki%{B;3_4{t zPVOo@>c?>%l7mG8T;mk4Q%3sk&2<4o?m0{!P~ahgVx^On3iaM&B#M7c(|}JqYlf8S z<|=FaLVB$TfHe0MJ;oNhrl5&Yfg9V3!l0?sZJA**6eH<-K;a9 z4b@L|*Si;ZJ7Pv1ahW-|^q&qTSc2EQ_|T?d!$@w-!xyzZJW%Ho2NyXKH{_9aY=K|k zzW3($QwSfljzGck-X=7toarz&tb{ydrVyG| z%sY-v0=Q$@wh`bAJjkhz|8(x#*cKdc?l*r`?*e1ia4^QMjt&~lzp?tqs&l!g7OSFT z(^@D|l}SlSpuL3^K9MMmg+Js>wLjB;$?*+w-vr61$h%Mn1k)qe1?D2QsI_-arkv!z zLjY4itiNY|=<4ytcbM(5eAY zP@vc@>l%ZDiXFAtasApF&AsO!8^5q>8=`-YuctdoZ%NseJztr>ODULx&Yxru)pm#A zRORHU*+-7+>JtI(&47d-hZw!(e|#9^tNVf6 zT5Jf`Mnh`+(o}sp-`Np562xqkcp!5i?vyb{lQ5^6goVL~(wWp6H3ia69sEKV2B&Az zD3|UAKio+D_`^)u&qADyt0)ZJQsf!8u+a(rpl}XXtK0}4@{QhvK>bhuvORx@I;?CFP8@XDezoU1VJL8|(9>_Gh=YDPM&r`M9NQ3R~-I7#xf8~EBZN4oK)Z-6Y=BJUp z^#Pvq1Zhf95XzI?xI#BMUdL^VsUZPtu@$;ZOp44`3&zXgbLd%ZD}Ank{$SJlsrHWe zF&hjqQ`TQ&1#g2f;LPyh=yQ{q-GLbyRLTLg$j!sJe^Ju+?=U=;heVfkc3#LuiZZ>}cAR&J6&e+D1w_>tl z_9BCARTuEuYhd?8M2p6-pH-qu!KwIM`Dyi4zceSCe@I&DeVf$IVi&vtHqSi*<>6@E zyN}skA39b0tedci*>r$(ll^~<)E+mLeWO0oAmQc;$;doBiOe+tds?QCpccLZ2E*rM z0h?E|JoM)PuK*dCi*7&kqT_HH!$nIU)EOS7T~1ScFZ*vUfYVT~q$!k9c^e;)GS>S< zlfDcQ98Xbp^>kPg_)-5z1j^KIj8&JJxARR~~NlrJL?k^@)Az&bQi{N9bNa>bu2U>*c5Ijd#P zyDA{U&qLT-B+nt3+$$&*@Ol+g`;!SK?a0)2Y>fTVW@XQ{YU?T)|^ zr`4Dk&|WvV?=MadQlMCp2BZ+QOx}SS-1$YwN+687hh0;+S$PN_ckVU~;o*7LLZa|m zwpmLG?n{3$0h@U&nflOrlsmG?vHh`LwNXMM0j zV~C_2;YJdXHo1l4@L7%M{Bx1E7?Fv|pF@4o^W4Dzj|!25%mIYDe39w7anh=t&3Ubo zYvW-MhmE?AnOHEnba?_|Z^GF)EPQC|$u;j=%pYNIJ3A1$6SXC(`&u_Z{%hE%tEvymv~pmF@TVvc zVcMxaz@CW&%uf{E+{q{hAJAk5n~W=r!%G$9g|DhgrnStKGY9Tt!Ka z7kQ{dFJvF>C`zoEK2ByfkZBPOEaIiOwX~tN(C^mFg+wE|yga;785dSNA! zZmbWWlAW-eP%_p@l4amP*4~ln~p`R?D(ZDJLeByDRz^?TTqoOlQBI#i29u2y|(NopCd>?tmH}wM0cq zgkA{}5aI~jQ}E&^jgX~GTy@mzjlyf7y&PMXZ(yT5*2PTELcJC^Z=Z-lth>DrS_Di#Q0bl5IB^sjyhOFAEF(_Qi_;Gw=>{|}T$ zM(hc50nMP{iCR@V$Yw&JJE67n1>*2kSFoejC}PG(Hx=1#s+lrf zu=+QUvQ%cLY3)W}tZEDvJ#bdxJuVe3P*)YjUtnwD|3r_&oP+rP6ruOD-Vs+1>b=<3 zX4;I`Z&NhfzyH5kxwFW&5 zJDrAdMG8Q~{1yDVVO&IRP4*%=uKTfN>K4g@Dr!rSJj(Sw11@C*23SVc+r=EEL#Yr=#9@ zZ}=V?J{_D0c03(sjJJNaw#u@U0~J-NWq%}|V(I|>f%ch;mtL7@wn#{eB#CGbr}e09 z48)fXy8-OhX=CNosBpz40OV95|ml;fx;b@wkOg0nH zPWsK`TS9sRMLk;_@!4mT25PoTEOYhB*_o#~HlcG>9OteLVk`xm@a)?+%|p>wUv{5I z&@txmGE~E=>7n!(j6lZcgvfv-FfA?#rg9F>QJmQ{Z6{+kM4=u3pAbn`T$*fF=dJ3# zRwk@fnea20_;0B1SyO2RSs7iJxhz}z0)W}elE;Meo7MFFTH^&-u+FDAJqlvkc9hP* zizPAp?Lywr;rW>cP^j8_q|w9UQPl1+??YB!!)U&?#PLF8Ch0SY-j84z*$@i4JMgI4 zpX~!V;7GwBeCTW&6jWiZtLa*H#kS2)J*j5#g>2iqvk9X`Zzip|cU*8IrDdCURYdyC zLWrykEL^yWbOT-7ybUw#7`2g>75Q=>^o57g1x+FQC%k^4o47WWY0!8KWXQbLtu3r! zTdZs9s^&+2bNtew*}EF$1_{{+XtKUyH(9up96T>gaC($~0ft z*P#Cnd{?*iR@JS0dz+p@_-YLWbON0%hN?#Mmqc>b=NAmSVf4Lq9~`~X$O zGR$Kge46v&qQ$d7Io*Oyz=_^$C;y=Gs>#MivJfN()1SJ38-z>H8dqK-Jo!YbE&-5h zmatI^Kt0u<%~Nhd8y{wXg0g@=e1rQcd1u`7@*I~R6Gp)Y-8V)8J)XSma@Yu6fEVvh z6J{L@k+@NRLzeQV18qVT>QS0%ij}81P^jKV0pdkXFpC*t zLMkv@A|`wA(aRe8g?`$>y=tC+wV99+JHRz-JBMlZaOB6nmLvUqC$syI^F}%QgVqHU zp<&)5*2b20h4e=uhS_9kcF6EO*;3Srdhgj3q_4}ihf*Pn{TRB*q4lfmsrr+bYyymZ zd71%;(C6IBrDk2nK|FG^Ow!$f9A_g*Y_8itZiD53zq0bB5AwXfC8$v@iOw|%e@b2+ z@s-!ElF1PS^3*9${6zAt%kjqCX`QDPLk+OJets(Yr}W2U#3 zwOLI2<{R$Z1&uSz*sCCh4)VYT{AEttPEaWufx?jpo!qXGYglE6GiJc@>PYEea6{9r zapaama2;VjjURg83AX2*N^>x^-ZyTGph4k;3JplJq=n5x2o-QMJ0DDAU38PF*pBB@ zU{dkfueYa@gPp6_JT>*Iof5LS7OF7o>+c1U@SsN&RN?;v5%~~M4-#9nF~Mw9lYC=N zJc*NQdsJEeWWT*%mjEEGy4K&bT1BB8R$y)S=7Conf{^6 zn=Y>7)kh?9wa)Y8klwa;T*rmeSZ|8&_cueYQ6s{+TskHNnKw22*ah}B*IXioq7C!i z@8plb01%3wy%`#(T|7v}{QSEPpK`&z_l|{isPSY497diRBNl(*r#0+VMpCYiGFhnx zC#RX&of}%LV3e}4K)djWqPB=1f{mQryuH(>f}@ElV#yC6u(wYUl8S5?buzX(><8xw zw>ia7t(20Mvo3n-<3M~ZE!2u6>aWEwC!Yo41O5ag6kJ^^m5wjaOU7alKDyg+fCB3~ zgk~}nOjr`g78DcKV-I;0%jVHt+C3?bGZx0g*K6I_aE zPQ^4X#G3eB*GA}cDTHyIIZxhiX1=k{37LUer8aPkDzj~g#f=D;7VeNLc=T2SUC$!b z&>!VbQcUmQV=~n9xC+QW(vQ>pn+OS=u|gE@8D`t#WK@FqN7?G_?2fU&l zVc6YAWh0TvfdWMhFz|fYLxY+TP}s^a+7#%jKxk^1L@efaeWFyK*(b&`FTYVi4_=6| z3KZZh&`}pO6O!;ML0F4T3cku3VV?Vxs8f>h+bo|-^{2bWk&jGaC|tN4rG#5Fd+iu8AtBnb>ce+|6;&88_GcIF zC`SQ>>R)sS=d**m;+;&0x;L?S`O6!VU{{HUP8)kv3d{aM{x2S}<&Oso=A&6umGhNo zza^b5z_o-gyAZF4(>Bl4v!g6Cw9D?~*+f@S?7_-u688XYa`;QA;N124egGQA3ut~3 z=S<&Sd~Cs^K)(^~%7hEnAZ2GDVO?lIVpZvfoqyJ)sRuWhH)zBD#u`@Qr&ITlST6O0 z^GaVT88xGBru>J%A$dt`Il2i77RJkBXda~bA`$BjPOY3;_6L*hb++=>Lwcha`G2u# zpXPn(Y;@%z?)aC02VOj690IAvineoJrzS*7a+n|kXzY(^VCyzpa|!1iljEd3RFt0j zAG2s43c;;%4cSwQ<$Z7;pEo<@rKY`5^C#<{X4g6P9#$rj0f~&%A|EIi4AyN7Nex6i zQ>%*el)iEga_3G9We?6^{prk08`?9H#(#!$qs?uZ03%P1&Z+UOD|875)94Y%ZF%01 zBmK~9-RxD(K5gqX7VFdXqX7g1BDmhsf&wfijk+6-LTP6_N;>m?9YAhX1PSH7Q#3~d zO1{fqBXzf`SDz?OO@B7+hppTNWM}@8RUX31tEH2&qcI2`F;ti;L zPnY0PU0&=_*y8_CQ%yiv&9hfbq{?D!84lVdx~+FP2&US??X^ivD9KOL9#tPWTxsRL z4hK1B=bGkMTK%Ca>f*~Jeb8WbNkE2IQ6E$r5WE-6C*RV%c(2uz#8wmgjMI$Ku7aHQeQ6_ly%K-%` z;FFUIc;fTx=?nVkT zdrgHptrFXck<)QGGcxrZwf)MWpX`!P#8I&4SFKkg0%>*5-8L3_13!?)7gX*AwSw7J z^eEK=&nlWb>RP5+S2xJC?siG<@$^1h7lJ?Wbez#03^7^C8=r~&HfsoCY7PitH^{}_$MP%jK%#@S5U5z6o2q1SwKu$6z*=Q}4)))zZ6-Tj;iVI%VL zUW!TBqEVAO;Eb-!HY3R`1Mn?(M$!j%A}|R2B#6aELhOCdw}RIAcDHH+4Wi3oj0JiMe|KFTrV+2} zy`*Sd|j@u!aDaV5t8A=9zpW(u6uV!?py}dTML`{sq zFRepFPdUeX77|gh>4bxeUw$b2;3{Z5A}&U|^N?|e`cyuT zC+BrQ{jH@Ko&jc9GM@SiUEM3x-1IhoRH(9idtVTk-(;K?1x0iS?^85;AcZQllUb8Onu{3qzzdFl_wuvWMXGh2KNE1z%&U2|aFo||TO zzS#ktPJ6`&pCm?o;oDNrxnwuiJe`Pg?k%?f5F$Io188&r66Qe?YviPgBnk4l>A zKZ5`Xr@dm;yNNV7J*i7^Xp6znrs+Stpw@QB%ZVmteoM@@_4_3ji20-u26FQFts|Ck zl3q{?3>ZvceP;l?B)}zQ6jq6;05(J^LZ&5B&twI>F%oZW+G-a4b3^L1p{z9Y2lEHb z8WeTFgm#y3@KES^QM`^YxSFzh5wX?y;m?~DEv51->+CqT{h_)?7WX%XDbU*&vX+9r z%xfJe)9bW)+U)jrTrB+113;QVhkW7_pdLDW&nQh?2~#!^h0a~iBYR9&cc1u951$l| zpCHEm21PftaXtTs21-Dcql_-i*l}j6uf3J8)}wg|6_0~qMd6a!r}Hu(b9nQKL1y9Yd{88Kexc_eat@ceIq9%An`#G}(saA8Hocpy$;jjxIl0s{M zjAh|2wjYBYA%dO=95|ry@~6+MTVo6Ido(F7EyHl-;fzgTZ|4q-2563a3J~|@ zndf~M-9hoyl<4e#lxK$lhT*PlvHC~%`Ld8SlVX8eW=X<@_GszD(UaAiF8w;@I5uB&$CZ@!Bb6!!pX*5VNgJR z`vu^*H{AjO?z7K!jnX3Ul&fC$({fkpH_%ojRFu$O&0d1K<5`Zj+i3@mCy7;;j1F!j zmIm6V*`vH=TR+;f2y{@4rI{LL9?neT?DX__ALDZ#G;gNxFIXSIE@yfSq420P5*SV4*OE*qAz{poX>w|@7I;(YkU zo5MqGca9@v(WwBv_lRJXF$yF}2KCtnb-r_njRXJ-o>Vh2vzQ~E8{&K~Mo*}eWxEl1 z#&&qPz5Ji3M*wmNBCu~G0oQ?~dO(6WzLRs*DaV|U&R-S5k4#)>k$8MC1+US+Ee5~t zYyJ<6ZHyRZdA-X-{LFzpXC!rM3-Wt{Aceo=SCeTbogPfKRy6mEfxRL3GHGVo&o5j- z4w>6d9)?KJ4j)*lof$cUJgy|qV#2V+$!Sr~Nv=h{UECNOlC20h2NWGe)D5$!K%5a_VF~Js%*q$R?@oNQ-Y8I(TO9OL ze_l8@K2-0j7~zAie@ChJ!zo$GtvlX&L^k#-HbS+~Bn&p)0DRjTClr-~#swM5h;-5= zwxYTgBCe=nv!-w9?C2a(Aiv9ook(!)#PD`dzj$2%Ykyv5ta81jSmElk6uFh9&%GUy zBLBrR7CmZ)J`AXW@M@wP$ZjjADyd!+Ur=gnpEPRPGHP+KA`W30v)E z_|gq%&Rfw<{Kr->^=UfED$?$TUtoZ>ZAtB;mn?EMLZrxtWwftfHi;Z49t?EvC`Z@D z`L-lD2T{WRm<=t0)EsxpdfJ zVccjz%=As}tMX-GJDU-~e&YZ0F)co>gwwMMwr(~kAH~9)8Z#I^V$wV8Gk_Ipn}M}k zfS8+m^qv@C$73pnO)&?eJb%!#o6tF~mkna?rXon7e3nE)2FW%R)ryo}vJ({#K%jV7 zI(3H7JL*dYtU9}wR?O@Ml3ax)K5E})dFM%*l5`a!J#0l7Q-TbRbWUrZ&8xoW2qKW; z%Xs!xTjW%h(r6N!DI&|a$hMl_mLh&H;|9h-H7Hih(a(63YN76mz zp`CD5NWG4|gHBTh0MB!UN>@thekR$B z3kfZGwmg-)ee=EpwD8$OunHVb*1Ho@Mw{D*OZdggdw`(r~HKB}@?@TWDvdaw-kXgDVBu2E>DEHrqTc&hx$s2x$IJ;5Tz zh5FX$tQXtgGBLKlBt9yOJ2nq~tdt8ML990+Eai;PkmE zyjmU>78iu@oOr5q=vcsrAcVqGonNZYbXI(ybinIR&7hw7==rB^JZpjqToD;uXida> zpm&4zS&1_i>)42z*+-b9US;IBxrEd+$1g>)@le$+5_qtpnhXDQ??#Rl2)^Fxf@B)3 z%M9$i^BuK)-#Dd?r%%8n!ffrlIlJ&$2#X4Pla^oEPGrxCW9qS zX6I)FN8dq=1$@?tHMtcD(>OEUvEnGYwqCuTZ~II&GZrN8NR#*aEkDcy;X^dcY1qi9 zG*skPsZCA6zXl-K0GQF`)#Dh}$acxj2=0|XEY}5O7VPk(RCnug4JK0)<6JqhQ@J4& zt2Q_purOY2-pFh<-RyRLx>Bo+UyZoJOakEN8o*V+bnRb!quKSa6^hidc+JB*`b)s} z*b2K#7Gq~IKy_FA`vwwSNe>Mhb^^ZCt&Zy@!7oM%hTCE>(Z~hI;l+aj$#`eCm4d2>Htj-N;xA-P2grIxN2X5i!GuNWCCn-O0_HaIw}B0vxsiuM?}+)?M-4d7A;Xx|RUAfrAMn_^oa0_95$ zmD{u(RR$j-1R`l!eixcjmV!8$k0nDZLDtiM3T7ME09jF=7eN3 zW)l%v?JLj`k?k>t53C2umq~2uv452RpmqO-HYZYgJR^&JX}{8fb8j`fi|#y0iP*v= z^f%N84gS@V)|!*cEn}v3hrl#2^ZT>te{Q-2%q3PvntRCWX2J&AKv`@@6x>(p1M`j` z8p^jBOsux=hC`6r`3wVi`KcICu8ZJFqefSa$-A#?J5C{AOIqUrF0EMi!|tDbCGGS! zU;0Z{o>1>7_myh6%ARatyqy$daEVK7F%tU#yrNQki^=Qld^+6{X7R0P6(C)QT!!O+ zrS$U@SsG03r@~=$ad0SiLK)UCz!k0;v1}XZqN{W%c9U_| zs_EE%>}7o6R=jQv#NDg8cLVS3 z%wQG=HZwY6Zsx)Quh9G-Hx|Vom~U2n#gsU>FDWR}_j5qSTmEd}kEjujs zi|adQnu%12L0yZ6^6L%L6r`*}&w;@!R9Z7C4M+Z1nmmI7h<_YY{awefVB3qH?ph_^ z{~b_hX%J{sQ|H;Tz{CIjS|<~`@AI^8_b%i1r4swqc9JYTQ5{1wvuo|3KWPh66gJ1T z)aLycvir+`z@+YnR2=~S!jC~G^3oq|(%^bPkcOon$hS2P^7Qi}8b%@U+FNiqYUojYYekDLhni}RRvz^aQtZQJo+TN%bN=g~toEQ@^ zeW?#>h)No+Z^XbfPM9_Rmp?_HDRM2iV>i4XjHZootW}>!$|>26$K?6+yRd+53m7{8 z%3)fSL_J7@j6Dx6%yP^wZj5GY;hOdI`6UhSxb^X ze#|O5SZUb4M!<0={@;;B#L-d?_(ZEffxIGQYsyYI0uI#llCFJCp)!Ey8jINsIFx;9 zAh?EJ@s#sleA#jz7~gvF zVDs2YCK>PD8S8*zbHg&>VQ~ZT^p){r0EfY&^;bV#dyc8h;;x85*FTg;6}g!F3bppu zq}YKbS&Zypy9;UK8FVeG@py*a#tukTt}>ba4aD%=HLOtTcfeo5;|rZgD>dDao6C>m z1!u$$Rvw4)yfP7l(w)OnaW}*1t~RHf zp-k4EfY{Tmmb`d6a~9;z`U7Q@0SQaaU|aQl!%Gy!FkW1@*NW^gr1Lyo>WQz$iN!)O zVd0+~^}X5aclz$tXm-S_`~Ocy?PV8>9mO9H-~gijq`m$QGvJC&0NBPPT(R5zoq)tl zx5-{7jnJc6U}C0H@So>+q=b&^$&R324c*wvGpXNcPM6v$h2%xd#fvo{9dv=;j=4e-%3t|2`U0Q+ zn!jL~C`t9!mff=}Reic(wP!&vNq?rseaF3FKVgcVg~h>Jm- zx_Pn5ES<6ByJ7Hy+eLK1QR{<-^}nJXG_|tBnB`2(!^V$k`b1o3XXUakfay}CQh@jy zycE?SBcK#rqG=X(r=3PHg0}?Eucu2jU&F+-{hXWea!JxH($&gSTs%ubqKMcMa7kZp_rs9-*iAr?o=`^Cx(O5f1NFF?f~+(lY<`8)2J0$L1B{>sE7Fcz z<+I4S>c?|6=5J>snAPb`R_)8 z-9Zbg9z1VE(Ra~b1xM6STC3#w*D zDxeK%&q!EUwj9flOy{s=y@Ux*K|JSi?_WQeyp#d$SN&G>bHJ(|oDlR72*;AwT71XO zOJOC7xi4Ejme1EDRa`)bi__E*fdnALF@oVM2so!#hhZcA8+8N4zkVa0Ii@SX`Hni5 z;qMAT@TYs1@mj4ky~Vr&F73ZotF@K|op2?fjh&ys^Xicb)uc{wTbb@7j?)TJS$e3H zhGYL-Ep~MrW>N8UNk!O`B0Ne3_zl1$;bO9afEJKtSt`Y~2bg?X41@0Mk04%R6l)kF zz{5&X*(4W=x9^+RS#?e!rvgCSg$&RN*gwcRVkcc1O3@q@eLY@Hb8Z(TTb{*FiJ05e z;+B~;#fX>aH22ce>BriTb*=0)U{N-?4UZ9{=3ce+`UbE1hNQKuaet>N!wK6Sl<_E^ z;ig-?wo=i;PH7O#KBSNN%BEkY3qR=SY{K9Dc&8C94sE|&r9vNQ284uKkA55j!Fe6} zYo@8V$(sH?U-5?0*X$_n`bmMgXcc!8uD2^f#L11-CmT$jb{jU-s`RVr-EzegFbtL( zU!hVwj%;?B>n5%w#~jRWOCb}Mg13Gh4N3Aoi=jYy5Kvy7C%RT$ETM+l0wPjO3%nAZ zzfAs_;w5ztkXP20!J6VZ(P3g?P*m!FFB0UqZ?XxuZ<#jKvieKppVRon>UbrKPAS$y zOebE8`-PT*6r*1e2ZUNL0p**H@Bm`3E%3d&X&fQyX z>hV2jY==CCk{`!A#Z*>pz*fpe5}l?Ex-h}zcemf8|RnAo_S=8eV zMOb+-I*neI)B&Mvn~IbF=rtDGRDkknZmqpEWYSTv%O~O&mDg!tORZqBX`J!(4s)5& zGCppa6;Z~_OK`#7Z)RH%zJnXF>;&aV;|7Jz)LM2Ta0fIzG@t|aUZFUOC^sGXcj#H6HBxZ&_LZ$_NR_GX-KIVElAGt<9S8C23- zNXDwjK!=wkaRWVELaZrG%Zhh$q@w;ACslc@idBpD0*pdGyE_VR!k|NCnTNv$MiqZ1 zs(x+a1ZFo2a>D{wCapHRe6JCG7X>^6EcyRYrkEM`(Bznmp-@!(11$8zN z9`!IsPI|}_yf9KyWBk{gU6U{C^fJzt!E~A@ZAFubJ1^*lI*!YuO)qY-QUcmvgPGE| z-*8$ichHUrmoxm)P-|#t8pWWfP~k=Hr=%(Gs#sZmoHTfJnOGOfeQ)SyFhvuBV!h^_ z^GKD5?@2t;VQy4`QlyjVPVi&pzqC%H{-B4wzCDxPWuc;97|ynu5HFeV4(qMb;QD&)aOrIIGVA)If6J?G#DU+9voF7nfIo zmrMO8kpG82#;-kmkr9)hYA zbPM5+_&V9ugL?L6rs|CCcalUlcn3fNnxpzneK|c&2{-;4SzT6fC&hFC!a(#tzOaG^ zJp^6$MDtKS*3WA&&?#q&l6>mjOvtcxJ3nG4tdsYip|7^z?UT@!Sgg$FJ2rSmns`SN z_E2Z=xh5j#Sk>0NlJ916u89&P$K}t^iZR~GDEEV$_7PPHvv#7B%eeNEX0j>4F^$%z zRkE%sd99nsPe__RYGZGB-_ejRlQ0IdOAu7X#gY;AsEoaxqh* zhv}vr#zNDW0)n>qE0!@n#~uP9TV}s4+&2jg>1Kj|6Ej}iPPu{Uy~m;zlR7|{n%*|n zI?b-O73%&DVMF(yv;5Wj0COjF{zOY%=S@NTQB_eLh0uuBoO>&@a0kbI9_#8-VH({% zOwbFe30C#kLiq}IxGEuI;DU*I6@mEl{pm2HBbmQsYXhS;_i$X5%z2MNiI@fd7%jGc z@>ljfe3`j@01B#Goz2|yRxP~Qmo&aW&pQ+?FM2AjdOfV#^d%yBT}**CDgnex3%sKb z=OI~*I?r#ly$ESaZg)Nkm%6a(;a%BSl1I23xtuxTEIRDI;siw?U9K>%OK3DBfcJ#8 z*2{<7Fw&^~I-v@$lw7Ehf)G&NC!2T$Q;4^(uK?dvHBNMwA@K^fQ6}eLo9s84W{5!t1 z#_EvlL++Ag2B7K-s4x}P&(En?69X|bdz`y4;PuttE!v`?7?~b>(A2TLAF^X&K|-x$ z1b6O_yRR>{Xy4*LBz>eWUiI?U)}-$TK_gl3I1%0f6y9z;%gp$(cHnJOcKO~P7&>RB zT1@QdFrI+ufy|WoMOG6a0`hB2(qB9aCFFOy)vksoG_fA)mRztZ+u9oC=ajDd=7eqRA=tvKxLfJdTrmPm|3-ToqzQ= ze?&HRj*mbO9>X=0ZsFnV0vM zZluOO&!`x*H}oGz`~)S|5_9<>!yf?&MHe{S9U`$(OTdm(EQkv00WS_Ru6` z?FBIv7om=n7GT4Uh5dy>W1LrfkIN)N3`0FkYTB6pR(L+ZWh10iSe3 zYw)T|{9oSkqsTVsF*xSvZqd9UXE@WAaYVoej3q=pIHDO$R${l0_i)hrsR?d~fF2Kf z><^Rz8FNZN$RayPj(LOfq^7=QwcL)dKy+%->?@A1JG z3)*|#L|&vUzM)jv)$V>QqLHeA8NRrqehpBuvqIn(7UOCkuRQ_xlumSgM-zbPxjS zcpw-fpWxo#UJp}H6NJ#I^*qHJ)YTV>>=wVj7G^i9*}$vibop@nV>iXO48x&MA0Nu|LSPFGYq=?jB|OYg7vzKf&s*d z^bJi1y1sSbd+3oi%-Q`0srFU~jQqy!2%;{0OD3#g=3mCD#Mn_Sg~lHfR|BIc`+GWg zKPWL5e<(tUk*(E*pbVRub9ZZ9_SzEf0Oh!QpwMaD0>2~dbpPZUtU&9VV(fRlq7{v4 z6{5EV<8lAOF9frsG4MoL<0A6@CQ7Nd;9mp+>`p)g7d+*Hws4xK)P1Vh9#Fs@XzqW8 zl*5+q88i0V3i4$w|Bho=nfW*prVy8XU#?blyqMNZtUzIzu%7ct8vuAue8J);5HZ}0 zzfI@?JQ{gN?N}$rdn7uUrF=sk^43zuq*2Zc*TvLQF}vZK-vcwl_qqY74&Q){gEdmi zH7a>Z5itY5$Jg^RX52{>hj@afZwvWB2E(cjqi~0z<-FHU9bRQ$M1Z8KHH&wR!YGSR z*Nh<*EGY$mxl3k3`+TI#ZN_6u-;_;ZBI#=8owB8?gL%P*4nR$S5aO(HQmv6@3jF(v zy!~*JKr0x7tZP;D=h{${YUMr`LgvG96@#mXsj}T3*@~6psI8?^`0}h%Rlu6$qYE1g zdoJ$G)~(;~#Aw=RzjP8kogC;Z3EXg8DMtgXg|p-RIonXX^|BA!`oso_J*@2`qa#i zyR0c^t}#(VdS$>>^Voh$T!PEkOekXVo0&=6i)iK%Jlw+ zbtBA2L3kWVVkf~`IL+P1S+CE?_ zl2p#Nv!8E9hB-{hw9Up5i5Whr1kKVyNwm2dJ^S%n8N6FpiR-bfzXSLE*#pl7bH3DN zliMYv9WxalZ4wi7sUFI>YXOouk0(QNK&E4h=IjGrn954{w|j{>D=^cuv{G#`{-85T zTkR5jnQcG+j7elT`i_1TWGWs%U>vw0p=*MFIdcJZ`wBa#QK?#m)LvvPyn(jzI*{fR z;K(gH`DL+eNaNV#3zQDm1otbz#A3L#wl*G{BhFUNe#VT%n8M@mAQ90-Bh>2PMIS7l z50IAnv;e?{z==)AI^Rb?_htDgcU=d2sN5fCUR1sYjG3+=>e)j=13zFtdy}4D5cVS| zAieIYn+uh%Ryn=s=GcNKXT|BDiZ#zGK7<}a+tMTyvzw*~T7fM4?frUsj8kCV`Defv znq0@dEd70veAGq>SIq!Y9%tkm%+(N*fA^=SYe#l@R$a!y_U{aUYL-ldE0B~P@w>-o zC>}5IlVapZPb9(fDP8D9^%=xJ?HlD9Qgda28Oas5me*Dd&|ckiU^)whmFMQOWLq`0 zz2YLLiNgFHXj`ymomRxe+Gtl-VfA72-DQd-<7ipB^a_w(tT%4WL`~T3w=XiYMlxR% z_v+<}oy#{4h>3B9q--nYx^je*MBU38@T-6>=I#zuisy>PzX)2;B?6+8YLI8@JqMBt4HM?n>JUyi^$o#>cpqySWfa zeRT(+Za!&B$`?|~`Ecq}7%#I_!gU1@C2)UUVh#m@M1{MzmRzz2TMN#U@;fKKYp8Ag0G8yD92|Crg<$KM?u`>ye6ES3D-X+5kiZKp34V+KT!aXlPoLY|s zBk?x6{m)asEa*FCFA8Dm1FgELEt#`US94C_>seiw`d(fS~NNRf61M_gU$|qaSHnW z2nr81ZdwYxr$9K=eY3NSpr^PerzEHq4Mw|mJ+yg!Sg9s9W!d9HEbe?aHPG8guPrk? zu6Nnf8d^z|V8oakXHcwJx@jLmw?Pln&Wc4N(9V8WMgWW1PeUb?h)h+c`Y_CaLgNkR zmBNFdCboX1q51O}AHK{+WhWb(Fv0|M7b8B<2eh95AMYzIGH zgR{=lG6LI1X=X}{!l%v*O=c8wg2TsgpHCTe8j1y7!lrAF5LN7@^?EwV%H8Q$voWro zS}{xv_McNP^UU?Eyo&!Zcl5(|wx(y_3?RHP@2@s;x&LWQo^8Rbt0VZVE&ML%Lgwp; zsk6)pN|i9$>?9l1$#5g>C_j>!AH9%1DSQd$%LIt4Oyp)^M|Ts`OUGn(RCTl|xmf+f zhclK{JD&}Qi#@5G=~7kb$F9__g`FnVqK|&dD`HPFdV4Nx=>qS@0suQe#J>#z^?UQcnWJ?8{XeQW1bJ>PXh@5?p^5twoKn(}Vhkys{&n?HhQh^eJr1cL=onbK zAQ8Is29ln!j`i!W_u;sMVQSF)4BJe$L)Ic>wG`+`zX{0nV^=ULkS6AFrh(cwt#BRWJNO12$LeM2 zUl8^2PxS77a(9`-Nz+HHGVPV{5nCIR-Hp`ge*v=DD@^NJG=AV9cuZ+V$cb~zeh`Ez ztKvSgex5J5dJxN}-N9y{wS-6{*Qn84OSOSaiXwU}P35*B{GC#?7erPmFZ3CLdaswm zuho9Nr&~Xnlc5bl&P1M4b5?8ULpSy-xukGJN6x1mWn=*YO$#+eeaJPw*e%O);&~v* zd}^^Uv3l>nU%2SRFYs>IL9p#rX(y?7({~WfL2NpfGqQwN0?Eo>J51dk(*|%6&4DA# zIAoZ_#}IPE6^hr3YDx4KyIx0x4zqkRb#jppK5me@J`;vWK#(?O_@Oo6iHXmGL_wxV;)hWDX=>-f-{y}BrZyiSV^vvc zSZlEBsa#=?Gvl7>MH#ymPF3d!cXbYIIyC%uCI|d%j}X(-@-8$h#)>C>SJD3pXnUnz zG1Yd_I>sH!t=e3vG@5&W!)POB6e?Z^=Rdant$9PuYQ8E{RO!@KEgxhJ{EAyy+a8sF zzatVtHPw}S-`WVpTEx1Hj5AuZ3YRRYgvxEHTULqAL&b>?xAV65JgwHWqV^nZVi{p& zjTA?GeETBHI_eJ=H(;oiE~4Ru=%!!&0m}de4uk-KU7?NW^>UBE{`CKdnA zh{v6e$4~t&2Do;-)5d$YnaCIb`gKK*Ze;UcJy%FIeYIFtgiQM`^$*>AVJ@cpQu$k2 zUFxSTqwbIQLIi%8Pw*1C+A<8OL8EPdQt1cmexV4rieK?)3ubS-OX~D;Z@jKdm6Aef z&^w|!2D#S26+U^+%i~&#QtD1lQ1wWbWoB4CIk7HmxO=tj+R287CFkgg1MwvZtoo59 zo4dMmu!swt!unzu;gNyPx;#J=`*okKpr&>=WyMlUHTI+B?um~zkd|G1Bo4q%vn@IR z6Ha&At-K-|_zZ`g`7BVT*-A`tlB>tSRF&T~rwpi3+tp^QXNGg;TOJ$Z4q3m0Vg;Nq z>R4^oRh?8b%!I|_!v^xJt4!X^DQi9fjS7G%tUYCiB!Ac+D>&aIB^Wt74xy*<8Q%i! zA6G0TUNdF$qa@!$GfH}UzY%Cor_;CKMkD2~T>e*M!8l?|t9hGdPtw&_gGd^dp}J3; zKw@AR1_78l$tiwo$GuX5Vued7hFMK6b1aN!kIJF0)^1&-J3S?+R#drYnNR_3!G5^@ z=Ne(c_@RC&YOsj60m91MLu`?j&B|vAl!!?cYoXXEtZx)&KFZh1ih%zeWvxdb#c9_5 zl+r@0LStKiQDm9Y#$TU2d>VE8lrGN(C#}O3>yw+oOA5c@(Nz8Nhh-`;a1Y&JlIMDt z+5+oj#L@hQ=c?Kseq}x+|DCq`V=J~wA}wM2X1 zkfU{#_;;O2RuFRv)-M0wKqU^1Flc9;{>P5>ve(u0iY~ z#Ld%Q=nRA$G$sve_!^MGP^jHkoJZ*cgL?U6*WizOF1hHnX`O%`r85uOWgAXH$806V z=R8eyT;Mf!$`wzx4IW7EaH$BVFiH79D-lx3Q{uO8njJ~UbOcrp!I(MfOpk1|S|C1< z1{dxK0g}FX9774}vexy2W}#gY>&+l)e;{^c;l)i*bbm~iME@svU+vmIAa9%j#Y7p| zHtl~%x;g5!TmMr!jWry2h@nspKqff=g=4kjW#l3MwyL#SSXfNdqCQGo`L3;^N2>_! z*U9P-3j6_97m5pl>(yTbz9f9(pTXJzX$gCA7Y*-R#mxAUQU?r6``E}!)i$xDSf$d3 zab{|%q{OnI3g0|qsN08&;Qm{_de;MIZOfqeYtH$phT$fe*9>SxO0CVHNkM&=A-njh z6t}KyBSbXGvlvMwl2J7Ut%nq-p?}kOa2hTH$=O@#Neo(q3i1cMn6%puIh;&o={lE%qx6)L5*S>`~jn7@p&Wc)Tk; z(eMhyASIsy<7?OU`D?9Y9~|FtS?Y}$tT)ul-OmeJ8iZS-I!rh2HgQxW%|J4) zXRSm45A|jTX8C|LLoXu59eT{UFGW1$AtGSUC3t_z?4|H4x?d zBCzPHscu6eRy;avzi`mbOexTP>FbbQD(V@7;;VH{*uI-{>mc{VUYtbYL2@+SLJeW4 zrKD*fAWY2)jCw85C>p>bs@)+!o`=x2R;avFUPl($JLL0}dzEm99gON0GmR3Bbj*#v zHX}-Br}uLg0xc16CnXEfKq8u;LcQa>nr|R^z{ey?-u9FgAHE}6%~YHB zB+e9%`}Z|X9o_fY1d?%sTLINky4A-mK8Fuz5mE7J{Y$i>2pd5MIRknt&&G%EkG>WJ zqEfaU+T}?Gt(|kd6sVlOy#-OG1Lj8(D_r=|H+5BQ-TbBgP6OK$BGY zi~?xYaBUyf?j9IXm;F2HaMNSnnW>c*J7nSoY5R@E;-oO}wuz~mjgCh@A12SOBW~A8 z$sx+(1w;jQTlLmJvlOl$`kf#?$jbn~f&4i$MBs0r)~E~ZZ!Czx_^EYO?B)1Jq);Tr_)rRRcM$=70;$`fa?S)WJRGC>)9oX^+|Ieb1n9I zeWVy>5D3@Nf|Os_X1!IRR#d3WIHi9aTW87hbon{O7JB0r+M_#uAJ3OO))+=zPSYn2 zTkoqIiaU__0*v2-Un-2$fpiBDOI8bX*kzwN#c1O|TTU9<%wxKw`)tWZbu-TyHW+xQ zd7N_k4=!(1N-H`HD~7)LJKAbBRCUPyia|i+2slS|^e<-Y0!(Nmeys5I*x(4{!ETP8 zo?g05T^8#FAQ;?QSD4C38%|B(?hLLOKGsdp8cd=wo{fhVeA$Q;se5z|S^!n!t_b;y zIwjvf)(XEup2*YzS8DRA?E?~#5ZnOa!m$w~Cpe=uy%@#frumZ>4jpU%ErhQ%e#Z^6 z4^JRU>_;2(W!4>eg)3=WvCab-x78v!>bv^;dM*KvlnZkLgu>Gl9HdenG;Nco;(6%u z_;DITA-~SqeIs?M|(_PBwGr+bJ{x!PqHLS489Q?fpI_^4ujVgnA(r0h`fOF2j zmu$GsC04zh$B-4edWOZxWIsw?T$S>3M$IrjQ^{aY)?Q^i(hBolYKgv}8Xny#|xVCUo^ZWw|CTuNGiq+I z(=hu)tmAV73aJ%DctSsY_KSX=D4kw8=l)wdXK8Hq1@?FfkeLR=Xzabw@_bDz@JLDb z9rBIY7`8P4s&1T?FHeJ#wif;5_B&}AxwPptNU}?9Xy#rLFpx$02Wyqrn8&4c1 z*ds|)ArFbY%}(nm_-#`A1xE5%fWwZsvBEP0O1fY5J!2BKp|^J%8t=w6@3@a4RL7j0 z%U9MoU{Bsa9MQET*V1&|^}~&O`RMqblApQ1c+TfGaW>BWek5?N?%0v;T1>NdIcyd`Y_8 zUTr@xpo-PllE(13#DNhIA}!6GI>}*;-WE5lb@1p7H0V{UkV1-`N|hlXR4v%%?zYR? z_m&u$qR=L5vtplO+Tpapwp0TWn_;r_w=gXiSaQQF7gV(hXVwWBnobXJIxKh@^*n6r zc3OuM@eNz(Tq|RT)+WE|U?8d-B;o&c)(BXk68{|JQjwC?i#4v7Gi}Cl0@72gJ1v1^ z`wpqzodV028=b4Egn_=spW)*Z%$BBWKO_EBY3*eo+zZK7gxI@I8PkBcp;-_~(j z1f{z{&&@qjK=ZvI0>uWqx>`j{e;{qlISMt&f+9F#^X87+s%^d3)AxO|3=JC7B>UnK z;;l8Lpzw$HFHCf&WBki^VuJ^ZS|zizY=FWS!4vjs%D#B6ooVts5hOf#`*R>Bn3dxR zyjhuxhI|thz3ECMq4&Bi&0;B>TLMVG*Vl13{z8iDqJ0CQ(}fma&dSXj)-}H15SqCv91aq z4}2#-!Q`CiVC};y2K(*<3En-h6vNuF80_^)^SCw_>>V6nABj0PCSN9bTEZw2{k-o- zm~?8#N+IQLTUd+}E&_oe0Iw)Rr#sX*z?R~Lj$ZN*6352@{)iSlAwzMVL9k8^W%{05 zMIelbKVDSRVq*``3fsX|Zjlc?GlZH;9E&W2aI4}>v8}^ZvDpG_wKXXb^lbPocK3`ODUq#)M&o*x^3`_enNp9j zAK1v_vkV~|>Bc)Q0r+P6mAEaR;I3CICS zc5OiPu9DM=Di233rCZ%0YiO&YO8wT8TX1!Q8czf*e(Yf+tXIB~3=T+Ib%=m^B#H^% zj#JEuR&|wee(RcraHPF>a6$OavIVm)xBW_szz8B5o|2q2?9U***h?o9kN6pVj(XGE zC0p%Q6p|B{4%{1Dzj`+JBHqK+GO9%E(M^TKVw94ZGo1;4Jrg{lV<}1cMRJP_<3$(G zt5akFSORk=ue3d@q3E$R_%F>GY4o~+lG6Iflv5DQ)C~xDxkiOu0bv!uh~}FaPs61n zU-fxy1}(1{+_hqNrSDcX(<@qa^a<;@K++9OYKqjH#WoP3-HmgEG-H4bk`2O8j27!X z;19AMtgEGELio$^?7}C_T^Cfmh_Y!l^t#OS6!>>y*03tl#8ZP~j>IkX{s);EQ@ou} z(t`qam@m4?U6{o}lTV?P&F=t_Eifw;faG8F#_fR{YFy2u8;1;JbmP?j;M!Jl`C)C% z@E-_!;a%tJI>UJ(Ke)L(@NH_h=^^%BaqiDjI8^O}jw$UtammjeoaFAYT=kmUT#wg` zkmrI1OW04>bfV9^wy<(FpU3O1id&-3id)oXk=|3B*pO!1rHTeI!VN2KlpMm!U4p2F5jB;1kwYx+dY`0o9(BJ}CX-f< z!jmVo6T0*ssyCrpGk?p)*!Rq;DyJAdHbAg$-42RS5|pkxlZlX|=amkkt(KX`48{f* z)!)tv5TvUOWILVPcS;=Y6u)8?a4;mvzU{O=ipeJ`7yFUiCkVgEmatr17bE}d(=_I) z!G`>SEG%bQWbnTg)X=Cx#5EF;S|n7_MpAMZWIZXFP-G>&j1vyLYJoF4B1<`u=2Typ z0s-7zh06^aD=qCRA4X+^_+TI3rMH(gkOsq<-luwN!Q~MfD^e8o9rty~YIF#riVQAnzM;Vh}o z)MB%=|CeOtZG;MKD8u&KODfA2i&w|iBsTsI`06i-zsF9EE^lnOEFGu_%r$FP{-kvh zFFTPIIUf$Lw5zN?3(Fcml(|uM3S)1t6)Y0K6pyizvuaCyb@)De3Z@9sNO@T3srBq& zTyEq?+4ngU=A^|+VQms|Ma5=IdVSRPY?sy6)mTU~Q?EwjFn<_PI4+yr*%y5Ck{;{+ zG6FuQmSS=4?UefpE|eEG-MRaSzgnG&Y7F=f;qdDGY{-!5zst$VUt*(H#w#QD)XQ}V zw^CR31}>Wd?hx}A;}o)Q-uQz!O_a)CR2c6Fev12f59KRLJ}M%JI`sY5J4W$9=5b89u`=@ z=!>#@CtsZbZ+*1Gk^5h4It?WA#CN+>75x0`s|_<&mjY)2sy8`32i6Q)A$45SP}9f zmA4YKtP@eL$+6Wa*7PVypD%cxbBVlKufvJIl#Qj-XqvYOuJ%1OYs`1MWs9hRa^DJ% zZau+UZ!MCo5&*Yc|24PJZ(7K7;`33QT>pC*iXcpAa5c%Wwe)A|robq3@?BUjM6KAD zL{lu5OS(SD?&O^5YKdHsEm{6r&p<4oSJm%N8Lmh$2aMQ7md0dIh$3=^hvYvu8zJ1R zU(fL<29tj;{P>6}=S>Nwdy+Zn%y@S}lt~FnimOcPs`In&vS&T-K-ZOmcqb5K26neeq4mA$8T*gSC%CfO zP_%o44iJ_DutC9nng|u)8kZ(_X&-xUCUwu({-Y$a#m={%%)9xh}H(p6;{j2 zHKoc#;>UO-TEouZ9t(2d$Sb*&_5~BcsPnG zE@`rbBaKjwi{?^lTdpP={X8M)nYPW%%ba*PgrBIxkaetQd&8oFtI>%vC>9 z^QVF7kuc`02;K@1c9BeV`tj->eW4Bdb=t&bme%TEBEQGnjh=n3a1vd;&d;?L@YIvr z%PnTQb~VNt480+_&(OA92lIG*e1D1Z;V_8)3MoDBJj56AHd1edVxPhBmvr(LGyO}2 z+u-`}t9a8-kO4MJI@=suoN*_yM?&S@+S($Z#DG_$ajHdvWXznRtRDq2LsBV3ud*m> zTDuICM+Myz^+Ikp4=p0Mr&+L7f#x*ef*QXj<;T%CP*l5XWwXV z1w9&I>DAQ?T|5wR!?pEX{v|z+HS0LiS!dIxQ|Lzo1WDwu3XEp58WY+@WsuB<$ojnQ zo9fpp$CinRGlq)L_V&eFzNKww%vuAoo~6a;0awvxB9I^GTaR|1)W1m8OI zPm9}<2#EFp!@U1btP-yLje|TbxYxIoVEfKumUd7rnChJ#CmeltY?%TPs`p52TKF&X z=;I7PH?L%i%to%~B4zawo`e5sZripc8o{vnop6lXkNi|`W(I&3jj{56F!G_1__PwO z!*=7EvIE~Kfaj-hO}(UZmlosSv`-lg#u}0kL3>@DNZN{B!I$7C!aWr(Yim_y4Z>nK zp?&^`Zry)s`hbb*n7KV9L|FMw?jzBpWvOH5XJVkL(h-NexT3@->Gzbc(GSB|jL%s- zIs5iE<>u1($wH(ugW&j+3pFncH1Lo#Y8~abRQWpYZF#p()67vr<)()07H`R4?zs`o zW`(JHF&vbpNE@tN3+cpz=6_u|qPchV5j>uMV+qSI5M62$fZ=GzjOX$SCRhvq_lez4 zL{1XZC#q_#)9~cBb!;m^CqL4sV}1OB?YVAAVHCBwZsJg<&M%K-&Fz z&pCT0no?f1va&cAL&oW+g{1cUCeWQmsPT8&irgV+h1UYEyXGcr$ zi}&&3&bRo*+_U~^Sad=RnmLFCDlN@wM%VHWii?mJOXBvIzx6Q#seamb8?HG2`BvDM z-Mv19o9GRTHci=5Wf`VQcKY6%-sH(voO;gu>aA$_F!0UM9+KSj;@II#oGHGg&`No`mFqzyv{K1ruiA+u|5e^9dO^x% zF66LP2nBO&;{iX$jARHpTj2xSLyXc$<+}G2+kx@rl|g@Ygl~nLP=P3#EM9k^B3$ub zQQY{TJr$T`+?+Fvb1xI?IDgI{;%%c+L|(=}JfY=Y|FS<;Y9P-oe1fzl4^W5%)bs!v z&;#iM^t2r?OKsug?Q_Q=weeo?i}dBhGHPINoBG1U-7Ky@9`J|d8i(`l>Fh;}padH? z!b;Rgp^~cQ!arva23dYTZY*5vm2LHrlj1s1xEMLWTfV!*1O#%G@b0w}$z5ykZ6dVt z5jj&M0B>28l zI4tnWqoud-5zaK1KZ2upL8p$Ogxi+vS~DaQtZkhIuV;x^bxlIL%X*}81E2Ojr?bp< zzJO!OZu=*c`V+hSzadrdUO40y31={Q!9P>gQZ2b|` zY1rsr?k+7!Hp@!&CI(BzxsKaWveIgd(zJy~%~U@<(!-;j*Yw7Hz)-B%G>GKd8H?r^|Ox z6~6Sq!UtkFMzKty$My^?nFTDkg(k#!$Yp<)PDf%!d)37!fCZ)im1`lKP)Nta@f3x#}=S60AZkUajv> zA?I%tX^EHm%5?Zqa6uehzLlV!n4x`k1W;}svKoN&3S%RybZ5v{dyu-HD8{eYDIbek zOx-7QYK2%Re}C-o%a$-PY55`XyM4#bIahZqX#4T+4JFv>hXir~ zZ?F7Yks2R4S}|jpqN8!yc6Hpni=@E|Y3^GU)ngPD{AHq3MwRLkklTMPCuYwmLUQl0 zpBseWLuW5_OoI%9z5YaJS300Juw0eFW^cz=gJ8kA2d&j{DwyK%D|-%Cd*vn-)V1>6 z#SEXTeaPlaB*U=SS(xGs95~hiY!0#uq6m*qYOsvTNTy#GsWghOJCYxr-4JfF+0{Ts zGdDPxw(<{`Pxg>RE03qwhT`u3YKySiUns%~oP)mJ9g1L$OTp`Nd z(_1J@s*eoDXv`D!YAVv2a+q)Q{FpIyDBq3Ezi?08Bw$lL=<%IiH$*A%_i9*m8dg0` zt+>F-`EWXCgMrVw)#CV*EQMj+?{oJrr5Ty^c7DQPtwa6(U~m+c{Ufm1<$;gW9XweVq`SnG(k-h?YI&GM0tON3aU zKq$WD`|EF)=cTr;Z*x{zFLs9Ma_+?pSCS*VGD`r8ZKof)KeoHF&Ay{dyI@7WXyy`; zN|CFOqwxa zGnwjzBq1SD;4&Zg_sDNV;Kx+?g*x++Pn{M}x`sO?mqGtJ(c>t5o(xt-eufeNUNR3G zAx{vlL25cmc(XUWEE52M^9ZY;!hBJ&+mqkm@kh6I(O?j(ooz0r^!qxU-swBZ%=!y- zQaiH9QNXlref2x#9kxAera5PbRMBKDl$+y3Ebad=keEw4)TqB*3{r9-6iz`{@%=xz z_@rYx8xD>?mSy+2hKI7$sE6fngI4}{_P+ha_=xe-$LAI$3k(fSmS z^F20VD6Ns(kE%uQ8&p;*EbxT;Mx&U4E6SRt)zpk0l|9sXB$Tm|+L*s>NT{RTd$qxC za)!#owU_3!r9+HAXti?XU|+z#u8iqx_$3`fV8)_HWU>!vShRgj_Fub(9#V?G>1*sX10d zK$SL-U_ra;oN$+2X;B7O08LuQHutY10{L^-%+HHqoWhaaHxr8}bxTac=E`!wEUi_+ zSsKvCqiaeiiVFCfKJ63+xd;EAFuZom+0tqp_w+i#e4cG#2FR&fUavOl=@V9=aVtcB z4k&jj&a|fwjP<&e-Y$B8MO%Bi^tHHPAF;kn+9g#oFeXQKWDRcq_{~1hR?dsz1kqXb z8f%xT12k1JE%svtyma4n1iP<+<;zrs1CyFt{vcVXpYT-3M4e=9^H>xw3 zMG5$Q-rwmJn!Nh5ak%WQ=BdC$6(h}-99VkZo*_dRyywXws(P6zR&kuv7fU7;&Rc_s zqg}|-YDjWw9iI{I6Np=mMw8%$2S5+@(Q)aYGK@c8*SNGN^5E+{BC=5!lhIdvMp6#) zB$CYUgp0rJ;XcP9F6UsjA3gC**P=snWfvxUe7!ipqXy0M_hRwF z9@7C}K`v?^lTfEJ^u)pG@M zgLP#7&<(k*lOzV}3>`MmEaTMu+Iq=iyz5;0Wt%gIw}$bn+J92veEi)4Dae|olmLhC-r@03B3a&Ogtf)-R~B!EmSug&*l|V&B%~Jg!l+@S=!#xFtMEnwXv0O9I@|h`8QZ%*lQxuER6O0^ge|Da>oZ9UW$I4oY4VR6)^?`Vi6}}MoMs~C{^11$Szrd0U4;A>7!vh@+__) zdZMIVP7JM_QvwCZOZ=hIDONQ!oD=JK>jU&GCSPQl0F%)UHd;5d1DDTYgY-^_69d9l z_vI0x2Bdl4Pvo9Wq#rU1OYKJaoJqr$PXM48QaA=oWnY#=Ty#9hpFhk9)B_+w&)#;C zxQMX+pQJuWC}fCu0yLYIuCY@3u#(LgZf;bYhk}CS=1Mu^vw!XBim*Q(0;Lt%pLFW| zY!$vv$kUSy$t$Ngd+kikBeeb}K$`FYVcflfq9m~#k&uC9f5cDuvW7RClJ3LT{)z6q zlOK&XjdLb}B>zwJOf6|vunX%lUij2INk&36qs&kzN66OyI#FtBP=$t2YoN-kiGbG!P1-*fgF_LvVr=tRAka+DAu!@01`;FvNNL@ zKuqG9aN%nakZ6ld&vF@2TCuA=`R;Cj|Mz9v>*jbyv&ql>fYNXcNwkyGWE1JcoLZEe z=;9&ruOi|rFsepPJ7&+$1$P)GC8G#~fR(o!fYV>c_}JJ*FSv< zyYdQc0=rL2&-NHu#cR#zZ4u+H@9UGa`|q}oCBEESY>Zh?qU5(G`$uJ<8(5i46MLLwWh7XcgVZuW#0D{0z zIw+h%!Z^p0}X=clqIX(V>npHWOGTeLmF$G@( zas1T&Zuf8|MWKW6vp;)~5&U91-3$?86LSl)hwv#FMM(D(gD;T!Q9uEH*wV@rJhNG0 z!0f-;j-x!r0$H+&nsZh-^K2|Sx=7GEY3es(6|5_E;z+=F1F>&zGO;wjI*b9_(gQwo zb;vfK8l%@v429n}n)Qt3Dg}-WT7Ocsc13%^tz)0x^7YUocJcl`JrgcX8n<_sMBHzQ%VEuo&|gw zX&nO;h^p<@Sc{$>9RXCfEd4K+wP(DK+HYm7Z&R9n~!f5(0LgfckAwM_2n(#^@b zN%~FZ1D>mK3Up-JIeH~;JitV7jz^L5wJTqA|I!RejqlM9)tkciGs=$Czs{g*4f@g> z^j$q2XW`Kbn3|F(ot3sqJ~TTpdMU|N)~*z&jFC%1>fa&kwN$@^iuYY#C3>RK9ttB+ zaAN?>Ig>-q2jpnQ7r&8W#r2^(-+-OhDN@#-rwEkCsnPdX1W^!@3u3Rj(}k8Tq};L{ z^@z4gz0)C7*mQb{-t&L$WNlc0vH;k_zwjFvb}}JOoiqcINbR;zy(1pBX?eSpvLz&S zDSs8SZ#%rRE8DW>M*wn}xWpqkGxme~<2fLJX9QL1BKQtTAlQ7r6;+l?9ccb#JZxiV z&<2`?4?S+S{LfFOgh@I_ukTEtgF08K$vD4Dj5GwpUH^p2OJ*8-pWz_#wzZRWhGKB6`ps~X#Q6U zXT`*k!IGJQ3&%MBS(H6H#AV?1X zP*4ru*CImhBqQX;9ze2(?LWP6z!Tyq{$0k#em(itW?tW(%J!5O80UD*HGLP`B?ei* zrch?74I}K1F^rRe2OpoRNvMGU_6XDTZ~~UI6lQyy#_MpJvc}^!L4&$P10o<9N;U`G4*GajjZ3o3OP3{`Lh#zK z3X-(#6NkA~Qrb5xA5tST1bm?s69y6m5(z{H{^ptSmzMYkMv7RR(||egBd&zh{MWhN zlUHqu)t$Sdr)xYF`8~~v|K|A9W17eF4VJdMq4AD!`?9t3E+ya!czgsqRJKG0mojLo zSXGC94t#v7XUut^#-67d4J1YiI+V`6YT2hBNCGRNtkJ!sw}oxAcO68#2htl#gG;*a z>zGYKh3N5noo!IwgFeubG z*REv+>dB|ScMhs0bemkCtk+#h&f>>KLA0^6{GZ{Q5+n(AZMn+-z8_<0WS18d@@I43 z$Q#HRf#Mf4(|TEy6-oS| zu_Ji$lrBq@dRRWBY^(5Gy3`FA5e(Fu2ou2OX^bE`3GV)jNCF|Fohor$ENk&|W&+xj+LJYFtr&cU0C7@X zD1!7F{Zrq{uct3A6nw^NgSMb63(Cnw_(SKj$K3a9Jl*~+P=)cry|!1{W%&iPV{3~x zZVIX`s^b_$x8`mn1;_BlYgxyYyLV>{+@xAY{CYn|Cm?}P0nplqa>_|5Q;1ca6{$sN zW{d0zcrE728nYc=C*2g6lPi5BE(j3Ew{6tBlx=2 zXh|*TOp8EQjO32TqgjB;cLQv26|VR`WCzg(XMpKtw|j7DH^Z&_gf6zG&AhHuNpp`W zDw+kOCOyYo`xdsF!|Z2iH_sob!(?ewCT>Nlo$ePURFN)bC!Qdt9FA8QR zz&(P@rb$(9hVJO*@BCA!1?|v9)+B7r4f5~dCed`zpg_>6ssE|_-gDJvACC3&YPo8+ zWY9jBs=ZSPGJ>Z2Q!g0V-(h}olRV;dLb!!-K`a&4CRqP{!8YNNu-H-7qj84Xp>mi~ zkJ^Ok*XxGLTwaB-wgYbeA}_cyjeTMkjCAkwWvg`eP@dQw4v0TVwU(_Z>)%@ptc0Gk zY%|alOZfz9e!_)}0UplpR9UdN*hE`{G78g8%*oG#!!I1U0l(7GI!V2tDWg=bofF>W zAUBiiKPt!U|5GLx2RSp>*ablV+^3l-A`Z5Z#-Va!W+shY4;AEjY`=|9ZPLrD zG`^5&%Ei>x9Z~s^gAO*)9wg?~i)cA{LrGs^mq0|dl$cNIW64=z4I@vbb*KL|D+wa9 zKr<&IL!%JNbCXEIMDW7DA<8>@Gcv=Y{qIit1Sn)x10v;a+HqIgn~%kj#*uk70J=M5 z6P7NrL>k?H&N^Bct6ku>`YjR(We*3uLQ(z67kC~#!7xTtT?qv+#O|r6qLAX?=Xm|r zerxt=KAn=u-Min2tVf)V@^daNc50&u)~G_uVQew{8c+^Vr7QpvNLfQj!c{&0_^WA| z6F){%X}~t+@DG~rs;*RC`tQmhTIl~ToMYAf*GgR%$Qu?nHjNfR)B{N)jhS6L5J7i9 z*y}^#X$_D|bkiSd#n?2p3j0D-hJ^0qwcnWpsz5n!*YEy#!mzwU*o*UW8dhwRx$E@p zcx+)7b5-ZK=hS-FhGmXqQE>O#jMgn3OV@z?+fxRSo8#tbW22sqR&Q>ujb`AZFk>%f zUr?!8BtiZs)d+yc(0{8u*X=%*i=UR;Xr(QHUU6Ht6S!9cnD7x)T2bBXhWqoUQOFVP zRUVldNeQ|ck7*Df@GjqOH~Hsi``?^Gm}ju^9-8(XF&7?aOgJ-@jbj4ZU-_ipUDfUF z0i_8tH7rWl%~N~MadUJ|XQC|Ll!zLnZcEh|h+RBN#Gt65+8>~d&)7WV>W0jtGy?gn znpm^4qC$YN5R4n$+Ybuuy*IC_ByG=Tm`4SGJGpLZy*g$%$Z0{&Zp1H0f$TfGiw5A9 zo%&J276w|#`j?TR5^6IejanjhwL)G+)dgJ~kyAxgLOL0leFE&2cQz0$9 z4%EI&{sD+^1M^X7HW58hTwlqA&_+JHtfP{0S)ujWffPybE$fiq5K7GNgCQ<9iOBf{ zBqlqta9CGv0GILM}4tyYKLwSX;IWB9k_^ z#Id{AW&t2F3;}AuohSFlU-`jeq+?GkC z`@mJh&u(&vt|bpzMoi<3p`=Y0)I>=cfzt=hQbT<`k{Y9+6>3!7paNA^gy*kFR)xP# z(%8f%P%wq($2S%Geh{DQxG@5LY51EZo``cx={{j!xIuhy8>R&>bC5IvE{u*dzY&Uot^5p7^sJN(E>E*RjP&m_{D#j4hiWF4L+0wJreVa`7dAu1ralf9`J70_Heq)t#S#^>xL=SKW??)J_ihXn8&8R48 zldjVDNQP|ZNt{GUs4Z((B6EICe<+a}4+koQl%UOZd5#!z)7`45^S*d)EF1&78YD-n zMTyMY3bBb9Dg`q1#dgN=T<4nSqt8z*N~a}Nb>U18XD0<)9|%2e1W~XbS)0Dewey$a z*2!+Jto?-2Dpuju-a+X8m~eLy=NR;x5H_$b2IB*4XL09jcNEXGe|KEiktt;2I zwpG7TemB(ZfB$42G!w6ZKiCh;0dGUMjGU}{Pz4;wZMQ)YVJ^?f$iU`-^Te?5cCO+W zPEWU8FJ_8^tRA>kcKIV0%!ngRxc#@nCT#e^fP9SlYw-4~0q+x+;0)7;CvcmKz$+~X zQ8NeMx-0T0x3dpTtS|{7>s;>hRSjnE1S-8RsW~QzLa`@z6fprQizA!@1K^=}Gvo=f z>KTa%?h0jdQALpi$?}=sgUj%rXHq4B*eSH;gC6Sfu70h~i~}hv`a<5;q|FO1hxVJ@ zN~L)28!j~vPv4@>;R>Z`#(?$XATf5wSe$`$W)$0TdO4!n8Ya08G6Q;t3D)8}K)ls) zP`%~f45E)jBN}+tlDBGSq3qigaAgkB<4YKrA~WhPU9)8;wN^9}8_Bk51RcHC&@dD% zSXJ(H^u2Lcc&P8TB{rE+vKX!-@vzNiCIWslHhnF+2;xeTydk4kO??uArOdcl<(;U{ zQP#8l#HjaRixS}iXgnX$W(eOyk?eCcvPK#Xv;G4EY`Ie})_Ej&{p5?;4x# z?%Qz1GQ;&GVo9e#p`WSekD)G#BqCqoBF94>!|!F>z2!iTTsJeq%97#nMj4ZFVEVZZ z9_V)^b|&Yz9<}%CUY<1%$@V@A|MS*)%|`!d?oiiim%fq|F{X z8ia(Vu|2?W&z#j&Ni87^GOdH3qzsMC87~9Qb)tu49)8%c1pGf^NQ%ZLzk~3mc#(Jb z2MNCWnNwc~C!7YlBX_Zfy2t7fc%*+G0ty-%!IDq!T%3~UB`k45i!7bVdRkZ>x(vLi zVt{jqkyOAbbm9Sc&iq*^PxK8B3DI|h<_sKgP=nIGG0oz;gBmEqA{`CgJzV)?|J5;F zAPa`D2|*=t?#o_}Xx+5iGa!_c8Nir&Se#>GA@cff(sR3&|C6eT|*xOEnZj-%% z6>=wnJI`+{HryaJV_3cTD)81LCXy@B1Ltd2ZCIYw9uG?r8%k z9o>FMG3oWq4##hAjFo`akdv<7J zsGA)6zX8raF~Ee(R;VbqA{0DpQM=zI5oRpK4c#*FrrMYf3kd1b{PYpL#BU^Nv1%;Z z@7iYxRLjb4FjT4e;__Xgj~Yi-z~2fpm_|^>162y!J(9=R`uRyt3s*^X=bpBq7_Qij zLfI3rf$bhx@EN_H*hABnIs#dIzav$ZB3v;i1 zUo`1kzA}&Tn|qYZu@%UyR@IwdS{%9Pg10Dz63xV$$-opbTxR~nD0rc3Vy(xlx`B0f zP`dC7YvB<^t~E}?-@E|4F`WR@CF9ps>x-2eq!P2({Ssfm@>ewF;Ru4t+&HQCSy35z z=Xk*xqRoa%3XoV$rRqK&sPCtXw|e^5uohVVe^rF(FJ+|bS0tp|1R!N;Lm?FFh&NpA zu%ABi1lW$PA>0I3?hylW(U_(z#?uB=`cnRnBU3Af23i!MFgkKiLMugt*&W<1?y@Z&QAVRv=L?Lqtz1r{;PNzz~zNAz^$I>S*9y#HaLp6;PZTzxr zk+P^XlKG(GSK)e;>5?nha(UkgnUeBCfIM88{!Tc4)aCO`@_78+^w0G7i6M=$ljrNO z+J?p;-A*9+4@ovr*TyEpf$b!6QRakaj=-%;l!hch)M|eI7g|Y*n=ZfX!M-fM5Ziq{ zBA^-+fiySWWbGo6pwUROsr3V`?&l5+#<^vaW3J+U9a0ia_rO z&O){}MuU~TDaA4<^53Or#%(Vm$xXN)RH>f4FKQ&IImIg6O>EWCVUY@35Dl`gddxL# zFO=QQNd>PEG!EJ^>G2+)UeT#UlLp_rS9ozD*1jP~;{&TqUWMB__=94dFpQ9vA*6%a z9=W9{wDG?*C(A6{mR*s0_m!p+I=57I_tP&P5hVf(yc9epmQV7DwxFwX(Nm72e#TGd ze65O;JIz8U)HW$kC;)$*-jfRP+A0Tt%?v{dnza^g&Mnss`K-1UHb|{<(XrR^j!Dc0 z(6l`BCLM$hkpy{ToeV(qN0uQ-YvDI4hHJ1DWLXnle@M?u6_uYOug?y%?6Xr?6L;M4 z@Bm-zGmmj3&hU>a&QJvunJE#tFNi>Z2j-*_Vd^?df7-+~lS{Uj&vUj~;2xawsGSyG zaHw)I3fJ1{Ft|%W&o8O4!w*3M(Wy1Xkar}m4EP_o^WMj1LzM z^p+cIldhWX!w&n2eSs}vznL^&J50|uC*|c5f|YTI9&h8JK{(*l6ohqrtb?UG@~9lu zK~X;z|jKLxl4{;#kfk!rPi_{Jv7aM{b@Xnn5x*dLv498Ry*WSZ3p89keAvuMe z41rPTZ*aW2I%g{@y~2|J0Zr-X_SJDPgG#gpva%`v3giX|%6SQiKAAK0FDYkUWd3N~ z`IaRc(@@F*UuFBZ1c7(3fftt_PEpe^zpAWx0lxM}!}d8pPHwvt)0yNuip(pQj9v`V zXHJ@&dwPnXSnF?C2Bi-V!6tF`0zSIsN2|45&g(&r-V+4&MH>^R@X)Zg zE#N>{w1gIUf(0}bv=sERMpRnVog`AmRn+iOKn2p7VRAZQZ9ZsRj=ta$T3aY=Re=4o zmehl!uYYwJ0;`x{77Rp8o7chl;CJi;$3dVDDA$~tO6oR9jLS48wN?ObEcdFO?Iu;b z=DnfEw9xPpbKjh$?iJ}MBfaw1YwVvQy%qg?&PLW|2l!0VuK(Rx%_T6aRK&ilM6NXsYr+?dobrfwwoHvSRj!; zq_x@L8X{m6jt$U^X&2-H%Sq4KBZi{a`W`x1Yn}iq}DM|Ly{pk#r)qI69*TlM(o7*nDX^X5I%s0LIHpO}{^0Jgwz_RRVq>Aq0MY##`jdxq=Wbny+;{xutEgyf z8z3se-6%CTy8zWQL_;uWVm2Vh%3jt$HO9k>jNDXJbUhcKGyPz~`SKsp&)w2W(~3%l zZ!9W=YX8+$nbe0viU?Svgdne6;bCc+|=G2i+3-`jnlVD%j>DM$^m%2FSxhPFjW13qQ4>vlzQJUTUaA%LixnxvQrI02aUPo1~mW*+IgB%E{n!%*3> zp$HJ`@d9+H_U_0HVc6rxajgWOIFUn7UofoJf*{0Gtiim%y6|2wS6a^j{U-5; zGv&s*0h!6`w1*M%2_xk~i_aQ_7e>Vjwp4)IS@Jwob|;~#0}9w17a%7;H&$Q&_L*0~ z%k5+Ovp9OlJ|~}2gsW~`lE9MptG*X*t{{#B4Qa;%a~y9n>@tnN@;)fXD{QYcz}s|< z+>L-c-_O_>K!c$O3kI8mm;cY3RHtf^X4*93ssWo7>n#u%Jt^A!_Ce#JldskL8vW*h z@eJee4j4r19fP^+CFkC38c5Y^RpZ8pu$ieJ<3*gHxOlUh*#WI4lur>XM}k9>hYC@c zvyik;QK8Oz_|^CAI|%G(^3$j@&8T8O1J>`v0 z3LyBkZtm*$GdPOonUlJ}E+E>dkcWTOSyXcwZdR|-H^@#j537w}1&P@Oy78TD)Yez~ zPD;%WX5HfQ6trj6kg3U-#e%%zmbs?spp>4SX;x7X(v!&piKLukornOak2pORF^X_) zy1Em~v=APWMs(x$ysjK;i8JC8sf9YhYz&gC0s$jLE?iN4xJZom=;8PW^jmh<8=w-7 z$*)lcCOXB0(9jGbm~w0UCaCs;{{aP3n7ro{l-4{X#=B&Mt!gO%y(Y-iOwj7n<`94h z7>KVZ^0|o`m4YS791M|Hwpi4!@?ln%Fd1R^t(kN8F(m5&vb0bc=12Pcby)$J?)^*0LyS8uFa>e z!;#78f-^f!6Qu5U|7h}SK8L&?zjs_418dEG+sD-_mV46I>-XCA?*qmkyCMQ6h=CcH zpE|zPwHK<85;h{t3B&18wjH8r-v<(a`o))PD~$Oy1+mp008JZc zTpiX4bfpGJ*rZ4LG%qt!{&OTw|K@Nyk?g~W;!8HG#~aKBqKZ3ak*yQy^E$lMM!ej<7K*#6Av&!u!q7*1KV`}pG#{(h3# zo*N&Gm8*&0xdPnUq}1PcF8Kpy&`kqcf$N%9qb^QLSEVihg}xEso!`@|6W03HehTpk zB{G*jug!2{O11Gfh8t}LRh@?Kn%OPxln(EYZ-^bBc^o^J63w*eVT=WjnF@APvRms1 zqu?K^D15~qHKRdOMO`&|xbpOUgeM3XXh}=WO}jQop%NO*(9=L!$bhNolyz1VeYg9g zg+8l`ogXCV6&zxFe+U`MdLLOHUFC?X+xi0V6jyvejMDwMdX8+t`Nj~+m+Sr(#mGSL zwFmW%3W&Y>A~*9f!39A93q3R^I}psJ@+xj6!mj>&m*BTX7Ce+)0x3{oeg68ST~y^B zo7eQ#?Dn4EX}9ce+Bis`7?Z_+Vd@sG!y%*KDyJazdw3JxITr8J&*yD-^Vh1>5@8f% ze-NuBy{^ZQhvG?bO3eWn;cd5yB5_1F@Y8}3^#9$DQDDQDBF^1kkPQ?X*CL@d9CcUneJ%pQ>iq+0= z?ojhqx0^=9yAP7a=QW|^sQmj&I+h-bU~aq7ZOK_w+sbNKM?@kXv2jF_t_i+OqXDrz zH!UgQB%UvV&h{pR4RrIdvCa5Xe9VjX6emQG_$`>qShnY~()#EX^SSye;S1oncFFX1 zb@F@bTNm1oJLU#yz|F29T;Ps2XgMA`$}FuQSc>UHDaFr+dj>c~UjQCQ$oC%rf&EfZ`10hH_2>Cy+b@ip#K)3yVeeMPTeuad`3gX?uvy~l}?wo}5#KQ@Jy*nI=H1J8AhDKJ3L~TQ!d2rG$Nd877=&kj6 z=9E)x6logm;8mK2W77L8!&+6zOenblQ^H=)k)v7VrZH)}fwjW;qdswa8<*=ydltNbQm5m%<-ahieQc+A}pIlTOfd{wOS7J3j6?9@UPHM`%lvs7G-b z&JR3}MlJ_IjQgXqZxf@R?Xg=HId`+V=u6ik>PY|RKa|UWsAoF&{t!*?!A9^bS`wOt z?q7%pOE|r{gg^+7u2U$2G+=4T$P2fk#)}*4)gce{Pf_{4g=GU!uBnm60imoNP0(#a z_p;Gjw9TQt@LuMkxp7Xmk2Bb|lB{R0S*sh8i_i`=_iT&ItWMkZK-d4mZk_0JW5HcXKzefANMofz zk(CD9O17BFbZoTE>OaA8QGVa7E$`(YKzK_F#~w2Fz8-Uf?qnVTHSu&M{K2B>=bMa_({QHw5@HxUv^}%WxuhM!A9`w;sO>kYXt`)YZ@bnV*8kl- z6I9eZ!Ms5^I}7FJLw;!sXUw>NB701?-o|ge)Ni^C2DA?lKezC_KFD(CS@EWJ#Gqsx z>2_XeiaBSH+{bJiS8f^C#_zezrX2|DF`KwORRT3{o*5bVkG?!YA|A|C0e?XCGMZZg zMX0tRq`wMfV3e$(iihWB>mkP zFg;~aVwyRWm2qo7*j`@7SN4{mlI)9>y)}`xxduIb<`kamg_i>VkIYO^o`L%efYy7@ z?V4;H&fn9mE+t7kgXq$N>AP#iWo20};~S=;%Qn>{hke@seu_-!wcqX%0jOby1qnI? zvdyp%LvU}qhxp2&*uZa^g&ycTkgomPuIk~RLkwMPa%tZhPO61o zPwWJyTCU7k?`6E2fUT|X;Rgc`pnsTKno<&=tBa{#tfizT(3vyS5ZQ}AnHCH4UVoUX zEG>N{w?{)?%ntFFsmseAd}xX9&nHWmq*#Gd;y_KtwbVEjv@@NeBTrr;I*)irEI>t+| zX0u9y%|uRabIT{@NRDk<1RQS^i$kbX}7i$X;3y=&UM*jE~t&b8u*cg__ zNpwq$T-}Yb6%!R6oq;|Xnam`{vdv{0Ylmi$1sc!M#kpPiW^}p49Ss0=iW9_eYk=qZKgnogcC>qC&#ZDU38vPr~G6O3nKL6=Ib_aY3rF{Y8n) z@q=o)fr_V2P*BZBLSGJ}u!IF^$vGEK-E-LS+m>Ckc~Ir@sB)2MmW{tDQaBcFpY=r#{d6o>@#M`z@e?1MSr*FWsP{F`2WE{zt4*&?yxkq4${f_Q$tHl|gFUZ4Kehcc2Wt0E*GIiL$dvmY*zYiSj|p4vzQe{fg+~e_%<{>OB8VH! zyKf+R$bJJd#mjaGNH0Z|Do^K}Bous($x||)Zs*{pe)Zf=eUnIX9fl%b+N_60gDQT{ zl?HaR@Ax*k3dhKfiJt&*E9EZw+53^b5zW!kZMTPsWJb0Q$S-YWKDwKKEVoX1yxxK9=;wjiy=I!Ix_<{ zqVfoP*g}V&5BeuWX_jaJD}yBULlfu_D$u~-h%~Uk&8RVIha9Oob|pElpY+&ia%dou}N{7zeoqz}$@nBNK4Vbe)%;lPT`)26cayI#9E&K?3#Q!|*S zgJvJz#q3aZkAhiJ-40>5JVP_&*B;dzQ(a|;vnU6I=Ey}+KKbK#1Q3}M3bN!fV}eV* z^Wvu$&$o)E_&bQ<)r}z40|ipe!=PSrr8fg_eVUoU3KA$T$8rbiFmuyb(;~?s*bS}^s zW0$qqXWq5gaM=-Vz{eYu`g~?(&`Cnh*mGdN6~h|%hG&UP5wzqY^ZLN1<4M<_=s4Sm z6KE#>j?j~E)az8{&Ms@T)XCsYF6#Cudw96$-13Oy@5<*(AdBSgqon9Z9KE?|ew|-6OasuTbH2Yx&uG7z==-@FY@vua=TEa;A| zTlnzku0`*;ssHv-!Y}r(Qz7sfm3^;(*J&QSdvd}h^=z3NbI{TO!t1~&?~@oxZVuP| zkUUBBt^)Cyuxbw}E4uHNGT2M-7}^%@IljJz|*LJM=7=T%tm3 zj8vRc$L+&Da;SBDdrD3;#~&Me{UnO6uNK+rrCBx#G74W_EdcbZGu;gs*rGgs0#U5A zHy&A{f}Af9^exJ?5a~CBjHF|GgRD9yiR3#NFp*pOLJR2v5SE+8LB|F#2B=(F==Q z_14lN;Qi9!%O-6im}eAGs2rjkOL3bqVEt4hMP-!?MG*UEMzbVnDyNTD--p5eI+5m% zkQpL@VL>c(8(xcg;F)~{D~7AJy>DJW5Cfipe;u&N1u{54z)Dg^e&vWQ>7HzsrPWbE zL|34`b>DA%OMcXG$NlFH4G^6C8~l_%cL~NZ;u0icCTS~+GQilZ(6CwvQi3kuoKr31 z9_gJWpGT&(G7LlXa`oMPZNwr~08FP{ZPz`MX2|Tx#6@I4v-`Is%QS-c*cTk8SDOuK zG#D@AQ8ym|T@>8EEMH9xn=W%<iPLnrMq@gm0Jj_YmFQt?vUX)q{<=eGK`t);!g-u0eG z;f~zaQ*|qxYX2m-?tRka>D{*!QQq*?cRyQr4e(2=dYjEyBk1v`E{FS7%*4e{#Rz6K zg<&i<;M~)i5XdBM%7kPOr07VWoDNKZz++Qcb6#P9}evN*(pYfnfJ5a6&%P=b;J`}JWF zr$DMJ9Df!l^`v}wUE%kWe9NPPxTYWKgZw8r?0rten?Hy!wLdW4H+0Y*8C|Mpjpilw z#KUiL|GjxNrRmFtT{Y(>a$<6%NT@{t63G9FgYsx>or8de$s?3fIPu)VycKJj`fbnS zD!QB`4mF?`ky0M0x4br2IXRNH*!x-h_o}HkM&MXZI8`b-fr4ZL9kMsAzO&k;C!Bmj zcF)&J%q+2oL(VFkl;Kw~@xFy8O{0e7`bG|Sq5@$BoU7cYz5$+^(qmvDJ5;-8*_?L6 z7b5K2dlozORpeGk8*O%(?s312esFgld`N<~S+`JkNJ5TFxSw=#=>2q#-=iaq9r~22 z2o8`X%`lKDr;v8gh>{4e=i8O*{?g4r!$5$&s+EcG2zJg+>J@x;!$Ev2?62)}C9am$ z1))jd-BU2u3=RYI1Gy>i#OSD-jm%wPPxdxs5uB5E1A=MuQ|p2S~~6)$;E5 zGGY$~#R21tTQ$2;x5|_;5^6_TdN|0Ns!}p%}X~!EV zBV2njQz+N7e#=csDK~e}z7sSEOb-?%w-$fnjcb{s?S`I=-#?98k;1l3VbSAcL zoR!R-PRCA_zsv1}K`0>w%?5I!f8r;)(Am>Or`y|nC;gmC&nNwk@u`?S{eDEVDucdxnsjNJF+M`6sH_XB`ITE`%~l&8 zz0ww5#7i%Eh{}Op3DW-kfm<(XKymCk&Cna&8ct_F`0E}Gvzma>V)72{Fk3xe*5a8C zLk}n_iq9-cYEO-9E{p=~%>ma)&c{l9lgAnzXderPDEMsX!}SE%8D%hO2|Il8(eUQ# zcmP_b1K6b^B;Cjikau?Cv<7JrXp?Vl*FMMvTmLKBg$HS9pCDZk*FZK zPd|X!D0{mSvpNmzZ^tRZXBeFoc*O8(2>Akc2&hAqwcXhC4L?zNEA_L2tV7>F$8fWY z84<3)UDCk5+W==~q(kb&Oc_8q5W^E<>|8CwLP_uFhJMvKv(%jWn{J?X^nRS1hFTo! z5VNria7!>22m-9z2&j5DE>85f8#op&MtlAbjhLglNDHZnu|3F&yXK|0+ zoV8KJq98gEC~@?Rmu#%B|G2%>t*D$5GJic{>lr7@67Q5*LQw`@GPdOb{Yo0vtf(jy z^9a5=GbNr;omKraj0q}k0DX7_P~!mP621FUTQ%)tiJ>tR+}|17jNG}3Gco#^)o*sz zn$dMrQ_lG#RSjDPj z-}vzUdIu{H8Jt4kx7wACHDma!e)F>!wolahljx9h-4XBt@mM7h%5y)0?oYU63&fCR zzDiz;YvbG1tQ@MUhz}B2WtofJ(wMFekWg^pi-Xrof`Rz?-?-lUQDBREFfYEEhEMXSaCs21GE73I%BYFJ%8U@=s8Cg)tl*3y-8|UTs$)23m$xo0C%p&v!9t1H zw!Kq*&2ar`tlQgTCbIxVK=+9$smX<+cno$jO2rVNo2uYA&l?&T;hMmgrl*K6GL28P z^cflk&FRxV-3nJl0!t?NQ-Dn14`1(`l9+lLoT+7tvEVdK=7Q%*ybsHtbL5&a6EsY8 zbTaiZX#U{jiZ`O6LVEochwof3jM%b1wSyP0Cy9Ruw)yr;73z4?* z=IldSBW#fayNCH9(_Hpxw0B+zYA9H9Si|d9$rJx(UVt}CMObO?GQwLrv8@`B@?}cU zLdY2X+8$4a+=T*(7?8WdZo!JLr=l!-Cf93?tuv8iZ`uI z^+`kE*XjU$fAv5E&})vo9&kB5^$bis>`)x0N<(>t|0?Nnni)Q`xLqlKHu@P=DVOQr z>wddG(pbn5)-s;8JxnWRbG)v*AS0hH>$_g=#2B9nEBUXm8B`?sR7o_&b%m&*#ixvw z%+;4G`ZK8z2M|Tt7qP=8ynb7VaZ%U(r79o9}M51-s)D3B4M zk5fxggC2a+{1Cgq4U{;{zw77r8)pC;hMe)Jan<~wbcnn+`(d^gK1dm@?B%FX8Yx5+7nH$(jf3_6g9~FD zO{p)qZ_V2WLNA?x&FWzL*)LTKDMIa9oGbACsa#J3vp7J^i%pEkp8)$g44}yZ0C&n5 z*m}Ce)X`X@5RZSd9y%PxHs)4fR{~}5qHC{Dr8AMxJ4&?}{Zx0>t~vUTm<^7E!G$`888vyqHHl%ZYkm`brl z)?LS}fOAOp=&cPKm9d$I0R6wq&Muj!)_k7k;iwDToBPlZ4_M0e{gfs^OvR^OPA?KD z7R(-SNkqtzEV-bV>6PKZ!kT=Ie>MS=z9l>8@sz@{Z&WReRNtm65hZa532%cfV=54u zE1ny4Tn6G77BSM?yU}07Uh$6mN%bi*YdFIjLKj1#fHkbZLr((ekr}n%7}Ue8xPipf zI?PI7p9xQ3^3FtmzEt7o9bHQ_!+>PgD_}9}-&jc?`9euSc`AaRc?i%l5~T0{(H)jtBGs|lDN3#-6LE6>F6_q@rr2V&Vklk;fa z9?~%W|5zH?oh+(C^Y1_BOmKXPY2YUp3)3Ag`CbE7>=(03X7vn#w7Q(GV)8fN{{TV& z9qpD^DjSI}VB&qK8=J1TtL2Foi;mvAhtqux2E1-tcx)~`5S!<%rFKMExLuLnVB&8P zYThyKQ0EpA#*h)7Y^t5!CVS=rOUgPx^JXfql5xuJl_!av+wq_o5ag#0_iYK5eUNIZ zx|?RwN>>(7Yn(4}eN0N$Y|Hz}TzPA(844OlvWeXDJf?!-MY7N`U|K1$Cg*t=cWHv> zJVIzxFU5MBF`-t~oZsxON^O~$WY}b}wiYmjOywrf$`=BvTY6Li@zl$d3}FK_37wjvGyBReQm`eh(Z6RF7~!+=!tSsiF>m11{R@xvAg_0wI&h zR%$e+2BJ7(9WaZ!We9#wDUJz@?eS>e=clw-5x^r1903mxH|>ct>4tj{#a8uG9#N$bhrL*aK(z_u!m0gd@lJUuOz0FS6KVgB zh&S!eyFy&I^>BsTud%8)=JRo5?c?N-D2+v6%7GReh18hTYNt1})M5T6_gI_<)B)ph zTn(u>3q|daO6^z(&Xag~rfDwH$V;PB4Q(-7f6jV1!mhXbXaC`f*~D`@+3UK3GO2yz zZ)#y^iFKY08k=Dn`=IO0vX!t{~ zyOQ#4LyjB8L2(Zcv_K}#`McUxzkqg_=MJLDzHeg2p%<4K7t#qq$0hu_#U~wUMCK2) z+NPtwRa7ffqNBujL?pJ#UA4tWRSjTQ0864G=R@#F7e9RwxihN1NnBt zwh2EJvtR46y8g9$wn!w`CPc@;E#R(`qkGvLd~2s6a3)7sYg^TQPuo|H0gPX_OA9-Y z25Ve<4;r4m#}oU#mIsL=OC^L3-z|>`Qvckp2Dv{(Ml`w3md`tuaSqC?e^Hc+PD|1~ znM-Q6ZU(tqgDyhyz1C}qWpKsvQppSL`_JH>`1~K{by%N=2+RW0Q z67AWxkl|AE_y9y{>F`zH=~?T56pyNe&N8ws(nDZ$(o8H{#6$J5289~0X2GsLq&kFn z$b&ylzKyId;Gka8SddlfOHM9pL`mE>8YaRgzZ8MH9sP3>%_~W#u(ee>Jv^*eM5Y(S zqIZdz?_yl=!G#CY5T5uKW)n^pyWUufvPyBW_!pxggkoXI!Lk4HN4;I*ya5tT)%+BZ z$|CG%37}Ukv~&Q@;vr)Zri=L!1#~`Q*i{&6as0(lRU0t7M9pX1eXZuOml+Y2sVU-gW%BrGEVqq3YI#4bVvsrg?j#rMDG zB0<0T^={$;dsw7ub?TuNTg(Tf=JNXHf;J?A!hAW`pFaj*FJ7c%|x976yiNdFsbacO~r+ z$36^ZZE z&ro#R^{!xUI!r__x~sl~hIO(?i&XD?AfngcD&fMg(o^#!r)Ch)vBtm61fZ-jC6xG~ zi~jJH_)qBFI;#+s84QVu3cn5-TgwVUfqo-iT>+)GqxOdG(m~R2RAbO-%o~gj_94`A z^30(6rVU=F$7EE}Di?zy4PPh1sGeE~eqQ%_AmtU9ez5gSi;H_5WM`AD^z&ii7JL(2 zz9n(^|Hof(LV)UwL1@B>vf8eloG|=wRx_K;ljt|2+gbU}6lMWLiA_o|z}Z;t`RBmK z4`=(DMzS<~Fp_}(7fZ}u(JoxXv#L^0m+&8ueU%&dY}Y1JIq}U%S{A1aqTCTGO%((Y z6rak-l^}#Pn!_vkMk(T&V(NpA*s{2DXS`RC!TB)NdvV=OAA3>ACdOnG+jTvW9g zvf}IG0%EPh(JVip51OPrjZ|G#1&E%q;n$p;%KJRsAmTb*Y9ivn4<|)4xEyRwbX`bb zA1jo=OeB7v4`d^_ElA3h)Q#-%R$Wwt;4EXiGLPiQkR5|W(^3-N_x;KX!8Q}yE!LD4 z{+MXA9bO4zWqHoywxlqR7cyf^w?oVhBppp5^HxS3^pnRV>=>r_>twl0OU!tV5%5eT z-PAwB0d4+I8P!+8?!%XsP*nvBLhNMkJDUKhJbBe`D+tmXSkTYZ5IaCF=NEQRTApcpjP?6tiC?DT56KHpM%-RB3vfUv z3@-BlV~D6+iWBZghIb7KL6oZCA3{!9k~+^6;?Y$+zus|T#X_eEN+-93BGCd-x;D52 ze(C@ITALsj2DbPTJ zDLp(ta<$hiP9!bMxT$JYG%Ed#i6Ojzw62opOkx!FFWWGOyPeuhij-rMK=6ZaLZRJ8 ziyaU(y$RcgF5E0QU_&Zg`YjZkKrnJ}Op~CSP$FL-fflHkdpemO_ki`H~-NMXho;gom$bPUV0rE1z>ed>8^@^t%O2J<6 z^ZY(Hk81#g?7sS~GYlw?i<|KHu9ayZsVWkG4N}1CuO*LG9>?<9#Vq{fP|}GZraQ?) z#hF0{{TqbLRV|w0v5`r%IGqJLcu5M$kv3fY-|$fdeNREoq(GXJ0z8$`Rta#jY;OL z8ac*6X)uVYT+5dzvgeE;-Y=hNQF>g2)Q5Yw(L<(vwi-23h77Kn#~g%dcu&4%Q8~m2 zE8THQ!T53utUUY#MGd}aa$bZqUMCnz8>b<=OAJ=IBXZH?>3 z$K0+>zWeYC@=^`boxui05CIQRE_;gj*3(0OrvPQO(VwDk>MHMQ(KG@n+3eOt-YqD? zxc>!Hu*#bczd?qW3UotJ@s3dPN%>m^A7#Va#{_?VpMs%d}t%#-g@zirt9CL)aR`RoMS=*|(q^fL)&5JuQ{sq}KimVRF8_r}HK=wpS zA%gk}-ukTsV`(?4eM8Hsc4NSxvUFdviE{N`85PhNMTxpqZFzlVNkrng4cy|!r3NB+ zR6Gn42@B4tFPn=;Rt_tu1XLo`^BTRNPB`afsm7eIko=$U9zPmw0oMiv7Brv;>#L5B z94acBoiJGTksoAG4?%ItU&Aa|wSFpRodH7dR(M%tB%409?<^sh>Z9I!4u@qnb3s}k zw$(M{WJ`t*6FU`n?^CS|>uDT0yRBVE@_V!qUF6_k7ZGyu7QXF<+V{hk$!TWNs9;T+ z&{Lvnc?I3<3IA3TkV)9Sc>1wigNzDwF=(AKmkEs70G?2nz#1ZuoWEse!IMZNP>-?xju+Bl0q3}wh`D6s?4$#@z}ObW+oDzY#;7V zJJPOG&cD68i}_c6uChQJbR3HjXq#Yw(j~(TD~@w<&Se=`aqMI3^L|t6Ul2>k+@5v7D$$bR^=Jvh|RLNES7*D%T*vw|v-BhkckU0rhV1wlaGQm04m|K#es z4AfDj8`?xjUPWeRQ*UxaR-?UYXQyk=Mb!o~H!gv;tVU#Givb3JX!ZqY4qdC?CBzPp z0i~~LPx$gA?pmtgrmW$2YJlxhlk4CDZq^z7<@i_OW+^1h%9pD#lZJmT23<%IFR3IC zGm)~;D@R!04z1VVA;u0wgGq+9mBsufs}l|B8|+ma{gv1uLn}Jj)x%x(oyc_M&$*Lc z6SsY}*9Eyk4p>B3b6}ld^a)QVtdG<+p(^zxPgb5t>K$M*!$#hnDBXNaQB9f4Rsf~g zxLt5H#4r3*OOvG%Q>`mt3-R2dV7^8Pc#_C-)>W9Y(olcZG$6MyFdd2uB~CHE%0*VX`4NYcO%TYpuoVpd!C=yo0n|9>@`;KGL%!{ zm+jKuhdLy8Q^foY#y|%VBH3r|f21>11OfGRvdBG3hxyq;< zr&!tWm|CN{1$~9Z<6axrAyv9N1lV}HUxdUKEN Twm!_W`>l@7z2XGpbN~PV*xg<7 literal 0 HcmV?d00001 diff --git a/translated_images/km/DALL·E 2023-06-20 15.57.43 - a closeup oil portrait of young female teacher of computer science with a computer.081e8aed073e2fbf.webp b/translated_images/km/DALL·E 2023-06-20 15.57.43 - a closeup oil portrait of young female teacher of computer science with a computer.081e8aed073e2fbf.webp new file mode 100644 index 0000000000000000000000000000000000000000..f3b973c5d14295413db582a867b2d2fdcd04a042 GIT binary patch literal 115186 zcmV(jK=!{|NWf(|1SK#KYP;&pWpI1)&KwJyZbNy)kD|=W>FgS zy$Rpfx-h-izpiIrp*tkJ^v?oZ;QPM@S!{vy;Ub{oiU`F z_9MZCdW$7B>KoEXZLETMr%WU}Vi@MxLRe}rAu0o8st^}YZ z1d3P#In}fs1Gf)DC2vg}`o-uv zQRQ|W>!pFe#&+^wrAh2JW6m3M-6ygKPQi{z|0(M;csrn~Kg=>i>dZof$rv}t&T1-(wlNCt)0$~Yegfkd6yxmY&#D43&*5?-mm(iEYIQj z*@-O#SB;p=pW@|8i~r5C%d=1t+4>E~3?nE2yo>tm)nHfL?dS54G0j8?y+ZT~ScpwQ z^vCh4l%5J^+joFkI%No*#heN?22CDQfa+CiJ3(zy3U2#=&U8jqn&5_ntOej;tlv^KH$3)fmDCCa>BIAUdteAwm_LqmJfTB zxaq5=b^DyT8)pL8OE!KoqVsHDP;S99Me0kikSlZvU;Ek7c$nZo(vpXgZDPULVXi`$#VGbbYlnCJ}(_<(YeV2VHq(S5I)!Ptzx03zUmsr zHztCLIt7=VZ!V%l{N|+1Y2)TMeXR9!|~Q_IjH4zf;67gy)`YgFQJ> z4XQ\otL-X%m{6KaR{P_nJ@<4N)5^i<@GnLH`4w=sj^iarU3Mbx+ubb7a|@gsb(y6on3U8Ha%_s+k-y&m0$Ab4%hdA$m+Pp_C* z)1jxyhKF2I>Ep#A^bVU$aW76cPGitv^39I6E-{4M*d!c*hSDl;ZixZ|p|9kF;;Xdf z#BMoS^6qv3346~lhpyMnBZo_s8DK@`v?5LOda@0TLYgt04pDTFFY-I^fU|+Tu_M?i z#<6SIPz}&6T1lC$+BrXs$U$GJ#NPWSw$&eTAS} zI(hHye1h0F?&Dr(8GFojzR+sGLK^P&^;it@h47#1&DBvFU{WriOR?py#=E{QVr_#* zoVC^tpiE+Y|Hc5jsEp^)$E1cCn7#7)DU{n(P4wsc`gncnUc=}>L^r1@CE5Zo%uM+- zP4fw^{-67!zL@WgIAJr;gZ#&CQ03mU5&UYQ6?aTp#Fzym-K*WN6Ri_!VTrT9>dHRE z9*SqKjCwS5f1_3mj2wMvUi1d`VaF>16+OlD(Lo4>m&q4swv~_kLQ;e=b9wSd4je%BK4~*teB+!_sXc<=ipS?B zhJ7vEOFVg{S&8E+bN0R0FUE0`Ox?=9DrL;}ekQ|T+>WUNhIK+_t9@$|1*t%m*942~ zvTWOc{V_YSUebHo93xTCRT~!cm=zJ>dqc+Wj6@qoYI2+JtY>qdL@x-8UFpx0=>E?75c zOW}`!{6z5Qu}WuyyX!~NJ=}!zs9gQdb$MA7NlE+!?H!KAkentepmpoh z?pZw!65q>_kAub(|KqtBabj`L=!UGMyJ}%ku^~4?jg?>3|3qmILqsjyJ@X;$!IJ#L z1+m*$NW!w1)gf)yvMVkh@w~o|vUNReRv!#=PB5tja_2FBwmz#M4cwO(_Qg0nu22l>k1n||FH;Xzs$K}OQsZd%ZgWX zlkHxwQ{VdEakcFYjaKwlLWK#3vI8V=a}0<8KNpB0)%FY+A5dm`;vf}HYVYSxG#>8# z`Rcz_HrzK5e?b)R)(Gsc(6X6eB_u*^Mt(W1=x)Eg)huXe%!$|LJM>N|;YH3yjMunm zdGLL?ZOh@~>9||zEiOu+94KdgC+ybO zpn?+_<2*dzjbR&KElIe0AynFPU?U)43pfv;5u3C4eVv^#2N5=riJJFKh6B%Qu?_8f0}E z3r7Ssd-ntHx;BgNUA??`oNU$||CcCJY;tOjHZ5MKjEOFncT;BL;{lqvuo$4l%X>|6jZ9x8!Z6h8I1_CJ|5=iK#FHdI;M}yWRl1z0#|PhSlCFHi zVhT|AVN(HwIE*sj78%mP-6_zg29P00va2LJAc?cHhNc9GcP>CeeOvScWn;ys2Kori}5> z-8865QQ#~cw>dHnVJZ1Fenr>4vDvr#@F@GUP{Oi!xKDI^ie-cllJ92QaLWM{Yg{hO zYH}K&t{>69$Wai>*H+wP&mAz`XESFM?Yn9is0ai0e%s^tR9Dx`&3_8LWIAmqz;^9+ zn@q9jcYarpNG@nI{-EX^9n{&rdpTSElx&~zr@_TL+2u+fPs~xC@fqq<$Yeonum4I2 zSyB2G0}Vye1)FmIS)>bYll*tUvJ*5WeRuPcUbP^7{QG(Z zzQDzNU+@*dmS>YwO$m_Uhi*$Sm-~b%lyK8pi=lvK;{+VMh=FnpprnF~9#D(Vr8YB3 zV@tlk+Bq#$|HzIr;{fk`nQHR3`p_m_)g=>$h3&9X|Eem<>6n?4Us6GsjQqDV7d^S( zBQjKfN1Yb6++s^-2NR=%w5%Q|-X^!az(^X_+i2TbX2K+tA4v|MH>Id`qg_>FS!UbT zm&bp?jHD_=^aUS2J|*u0T5>`_;+D0BhP=3UaP8LS73In_HaZvP(Mmw;f?gGkk5n0k zifVlr-TJkVnlgeEyN3I)&B4wpOvE=>DKV`@9|S4};H3wL`XTyW7+ zYt*y1|3@j)We3_!HX(+kK}{gsN+*T%cTRjrQEi9=j47+%Um{4dU?)>9{HEJoj#$s4 zfZe7_s-DeQ^Ku~&Gw0+su1RBDZ0URFjB4{uKN+paWLhRdQ7du`NpgoXvDfWw_1>o&- zD4Iq&O9AXele&bSJLzD5x{}Kj$cp5KS^d(wqo_tgUnN54SmDr9gdEPb07t~@2BW{_ zYoK+JDBiu;Mds4scXm>i;4F78tN8i+&1l{W~pt!7-yWy1_$p-u*<%QOQ2k}MgV z6mw9#nT}vr)xIVbzrtT8_p@0n#aA=3OA!y;uAwqL^#8&p0f0Ooq+)F-Yid1=KWto0 zxs%tVbU`yOHaymRha0xdJ!Q+@Y`X!vt1tcKcy(%mL*PjDK4&1ks2>2bop9SONGCC= zB-8Bnn*pJ!IxSAMWQ!n7`P>N0fF5aFx90T_%|x74tZhPM_xnN4gvOtNkrcqTCM$iZ z5eI&s{W~Up(1ip$rUnl)g8K;17I0_kN)w!M<{JTlNnbK(D982f4zP0JJd$ZmeE>gy zy)9T=7!y;E%#_|qupFKZ_%;2tUXL$F>LToUu=wjALH1wAn5-UkhyZn6wMUfK^|`l1 zJH%qXTg5ED!s<~N=dR7Z;QUsjyBnK2wI6CGbnFBpgeHvc0t0JN=WRJJ_)c=6d?opK z_^9tvor{Oih&AzqxuMW=5@7iPY4|@oC2%WL^hY5zKNVOB26*L=u^+QO<|RjO_3XHn zhQI3vQ&2D&w%%4B~W&VJSJhJ`rqs`lK8D}ak z*gSlmz;z(-pZldtKhu;u`&={VXP&$*-vI+2=2yXx#C_ZU_0^Ll^kUtjc1}_NFC#fM zCCP@7jkMbvS1cO$i`KyZn7kP|sL*S#)$M{7pS={X?I@PG1HN4nUVd>5epa3a*VF@@ zpe&n(e>jxEmh4qwaA$GMKxd!d!A)%{aeq-+e#c8`x)5CGdSKlbeR^^@AF7-1RF&xU zmP|nErJBN(&6_{5)#+E+6GcLA>;N<-UbEtRG@$Q4urcZ+6hK&aF03O-hyD4Mw3kX9i{Oq1N8937IdPiDd1`4AK*MCI^uw6q zni#8ckUq1Eg%474{$=$eE+67{E8YZ9>q&?O=|!g*xKw9nNkS z{+xh%$NXbHTL0&JF2dh8M^hQk`OvJGw@WL?Vo1)K#~k&^Dac=eKyHHX8pCSMz-C@^ zuu1dxusEv97HkX=vTZ59LR*PY#xy(#iPJb{Awg%Q`xJR@4=xuRy{ay&K_hQgP%yQW z_|LS;MuJwWGabMYmzUY#;=Hive>(#34mHVWOmc8 zBL7TP$C&+!)*|X4h-iN<_hH*xPV`QuHV(Ft0|!!$vjxjfG%wwE@c5l!yHV5s3~RsI zVW5%PbI}Lm)H;p>b0Cal@w*TALNbk%u(6kxM_@N=mVW99$N0Y?HI5x42>1s1xcfy3 zO1dvJLgBPQ*U$mJFQmtXe-F0XuI_rVF8wmk#%G7gR9JDX zNo=8ja2P={KgE0>iwzz*&LQ&JlXk{D zou-vsIaugY1+4`dc3a;{M_p0uvi%oQ`T5UmnU3x_9+|ktLGe$tzsjP#h5VUBa}jne zukDW6U#{LK{tL_ngY~U3lJ>(4spqj*HCnUcS~B)BR{%bnq_GcKKbEd|+!nQvLF&Pn zzq+VDT3u;j7hHI-`3g?$bM46={NqR#Asz2C@1%lYO$a;KYLBo{f5iphKj*}I%2K<+ znqI8>ZL^sha$qai6$s`|o>}`qTbZfp2V(T7Ux+TiDlrLLskwOki zP7onSzaO3BYGPp;!{v~88iv4Z*4Wpw)#5;4$+s~(elcX!fUV^1kKE!W@E$l2o(LNP zKsS?}w1SK+Rp(!7u76}9z;nH^Kyo^xrx)H!|0|75ITOx-e)#@wj(Zh%@ckp(E{oCy}1kpVPob6bHlzvNh~|4s1g+e4LP<1kMqFg?X2|c?OP^X8v?Ub z$%Oq~s!5q|3C=Ah3D@Z&&l0nD8vI{UfVTo7JjI-~WF4AiK$%zjSiTjR_-xeWFIWA!Lok?% z(*uCV_)2X>(0Y%|H@Q(;T9Q#?`eA^7S&N_Qx#VcUMG+X(WaS=O$9@WI$1E~Qk? zRqu-f*0jg-mgeS7l56;hUv-aoQSCTvMt5xFP1jImE~MOV*-)!eX%^X!5c-?&T1JAn z+$~;VQgY$zTjhbSQNhgkP%igFZ;p5ERi_)ovItbJbX?~y!Wq&SyT*`V$`WnNgz$#V)<#*YHk;v3R$pm$!8?=3Ff;Y=O{no+) zw~6=UmB0egnl3@|6W|CNaT9ipySxrKG_oSo>2o>hZl9N}H}lf8>iW2-ip|obg4Isi z(RZzS{27i{Yq*o8687>U%_+?v>E7SOKtkwSv0!6vvEpWE!GHbgok89|r)y@Z3&U)T zZ$@MA_Y!x@Oz*JBs=NY9S0~$$tGcLoF^U_TuzwssmKd4)MJ~osn`fmB8%kW|SHS=k zKVvZmScS*%{^+UPQXNWALdC(Tv%b+Xl2La4OKY5?Ph&!#Ddn3MFNDbEVEcy8B;nEW)u!TnI<-%s*G zL?PR@+1}o)uRzO#X2yWKsD{23u_?S8bL$zAzF;s9S7sULBfuv4)pG<5Y+hEH%WWqT zy$UmhjRe#9-s9tqf@CO)x1OT^a`$NpAaH({s5FY>kpSyPX5F{XLeG;jC-WTf*>Owp)}x8pQKSD}OMI-7>kY4yx!jHb(MU8GA+|2$1Y!YXNAwMrlUB z8GMjgHJct=Wi5JD1`YX=ey!>E(1LHE|E06}M|x4ILpv!S?GMl&60i)l-B6)LO*OasM9SY8#N0_)@<%sGzH((%p$(x|SVl+Jtm=>NeWd{+nq zBz?}Bbf8k{eFzj~VPXGiPOxo| z_~lJ?+3xK#e^RJ!E&_WIo>z=dT6HC_GdSYPX8G`+$U^rd+(BmK9aJw8$-?u=#2jn+ zg>bULHIR%tRmjK@qP~EhJd_D+q7iSwZ;Kh_5g@k=$&W}7FD5lx6O^(@fZKDpull6D z3taPFK)?fI7NN9P*HA);-}V(mUqtQ;3oJ590zowmexapz2YW~ZGEvZnsiUfeQEU+f z1->r6h-PU?9O@0_)eKVNZ520KlR~_6C<2QCO9`H!JtCBk3lCIF-qZeMt}S?l3Hq&n z*I)k<0vBL$hAk)*-0t`BVH6+Kdzw0BpnT&w66{FeL~e58phGW5L|K66fU8ci;m|If zBA0F|7uifA4@)8YMXQ`PT!X1vKkw`C{vENj!;SmYpb@Q)?9g^68vNZ zc~Opx@f(>5b3#*Q8cRP=VWFI)<$j03`XFI+lRzuq!ayQ1|DKB&Ev4f|b?}~QXjViM z%nUTKT<+d8DBg}~w~O@cU&JV}5Rk%8&wGQ?6H3RtZsSwA4J=hud4|v|LhvuvE3Q#2 z`!2ar(m!qkY0FoM-cR$hm*larS*#G7nsFtcPVk8X*GY__*KxrN5cUhCKzufdbs2t& z?Va*{?n>(u8R|)C;xuK^$35e3bn>~4mgP-2!n34r9n0o_@%oCfGi=&X*Z;e*qAft< zJcxx@6NIYn^TIUird=sG8UwY6{w(28&%U?T)H3q#ya&*v&J@SB?t4>;34n2vU!3n& zyJOIPxsUI{os5dEbGJF|<7?wBt-sikq*Yhu1hmivW1oIY_?-8z-BukFyZUn|ltp|e zcnDr|H`@GSr%Y|y192FZ)7g}je%cWTuXgS4+wezOW6^BM8Xi%sA*BXyt#P(T5juML z!>wWb4mAkC5nqZf-KEkxLXsXC?ZqB(EDicjC$@7~MLzFk3O7dkaUMq>vVEdPztQ^Q zX%20LAEoeP{~9%&SL9TXd1P`2sj8M-E#s8U=% zG0bX=8dc85`*|W{DH>-v6z@W988>^dML*PNWTuE^Tl5bOjLRU09EA7k!FlD;Q+#26 z>69sGm&Vt18u$WRZ-d)JhM-sfJ@3sJQre8ZX^UP(Wg?8oan7gP@#jrpp=&83Dg6O6 zE^ApgCng7kMc3CQ$s;M(4|Y7%qp7m%#n?S&$A3_NBv*ayi3(}~mtg^V5vXWaGP3|w zRZ;Xn>1)Q5R(VPiCrrlsWtzd6{u|(p`$|391`7y==UBVF(cRb|Ci9<)63h-Jr$@p@ zn~pG;n;ahiZD;PtXZ7Q-3x1SqlKQXK;Sigzpq+FWa3>k|I_RxHRGv<8WE%~5Xnx*c z7=mu;$nR}LGj?DgUeYd<$dQd97X8~E;*}wNG*kFpbZ*POP>c;$r#3>HBfD-S>Hyt`9egU^p|68DtY%m)x8yQi{l6C51`zUsPjiq@u+aS zS)|$W_UkPIoAo-ri$^Tu}tjvSCK+GkF$$^{#D2s7NImxL;gpPm)3uBC zG*dE}L4@FuZMgpkD@_F8 zEp~3FEOVZ#ByR@O_7|9F0E89J-|gUyVt~?w)wCgYG_4sE5&fwa>4Y`t*zNRbIF?Se z3WgkW=I^T4s#|qmO|AmB6hC%n-GWumI(=U}o zc4)3M%AdeHAwb`~?Z(uufJ7y+(9txozue#eL^9)y=xas;OS;R%-&+=8*!#b+a-Bv5 z%T$_$nWP9$U78_h6n49CSvl4s}g<%b9HH@$$oBcCb1dTmp4jHu(1v;_{FkrWTq1tS*a&T zlI=YQxPw!Drluc&4#`bIP~@CKzLem_#*@uB7GuxVVXa&Mz`IQQ@(T$NzjY!mnN^eL zR7x>wH=s~^(?gSYRLVSe@?!=5^6%_V1y6B%3IGtyHW&jMDXee_()u@i&BleJ`3jQ# zBy(9f&c$?D5M%`OCeYu|E;`(M7T_lEyU3=*> zDUQms)?BJH_97QU=kl^5tdRzGPXC>VyUa4-{UpliR1jIh;s^0YKrSzq`Ib*HVsDA1 zHSp`*z(Dg|gJ;WJO!XT#__syE*+FzOYNt6QAQaUf%`O1QjgeB|9W(s2HYyYkA+7sd4B=- zONa2*b6HJGxaG9v`woL$U|qAHG$toGfo(A6bV_OM52w}$ zm=r!GV&9%XN4~)9<}(%G$Y(1iI;-<;uM@7^4f>wdUrVz{J3i_f2+y+M}onD<#Vp#5}fSb*gLz?j0ik<%? zHyaKltUM0+4tt(VC@KG)H@~6#5fcY*oju^J?>|q{Snk8Cn!m=Ri;&CVV(lVRNX~*B zZ(h@Sch%Nxx_JC?s1EKjX;s13_A;^R(6DrMP4k3vNDnx%R- zGw!5}_<6-D*W$t!b|6>tp$hQkeT{$ScIjZSiQ|0%JoH^_xJ~0e?~aBj-|Rcf4>v~z zxyQO9$xa9uKloIPpAQTiV_>5f?9S%T$fL$v{(oLBR*Y%F4}+5?LJwaqRMWQ5`sCp= ztPRjH^0W6?(ozcpAig0QDZY+NDGcjprS%~?}*8h@a+U^^0+E9KD}N*ONA61dkK3a0AKmbkt@C5-oaVfd{2gOq;&#* zwrdij-9xLn@11LfSf!;WLHdX|e+)kJ=@N3kx`hIXzA1_V*sdopGjls1{d-hDz%*RTG z{B*7>AbeDWzsIw%t1MT_-O6jXtB5`ohzJD^u z&G1R{=I3D)WXkS;-%%#`QOKLhhpKN0EUSZ1#(zGvc*j}$=4mG^m4pfCRZIQcz{X-WhCM<$p6tHXf%b+G{Q>G$u+7T^S>`LjU7&J3B*&V$t z+uGCP3cKXt)l{r8ntbL$TkG0V%$TB>IvJ|JLPTg?$fv|c>`v0|J}NOqNoQ zZz#&)4xV=ocMTlOQds3lwwFh;2+^K_SMO`gQ^-;Fb|UU|n* z&B8O&292sJ0z5F=yxEr_GpwHHL)S&M>ZT)`>WgUKibJ;6no=vxXKUXru@7aoErJW5 z%hB2L1u)QH=!1oq$En{{{5+@OfRiUvi}T6Vd6jr=Po5>8NSywPW}*F%!-M+bos9es2K@R z5C{j3i0^RCc-N(GbM$Y(OCqs?!tP9y{AXb1@rx0@ahcTJH7{Ffs?~R~?jG0Gqf(4S zjJnn!^;D$msX(#AmKjPj-Xs6r4D$Ly?onmYw3VSi6mwwhwiD%~s{N`L{}0$f01KP~ zf_x4^iu$hxmwTzdoAjasLpE2nmO>IAmkQpam*MKDXwK;I+s2*aUW<&rw9`d!pw*Yr z_7DIB14$Ik8Y`;LrFe#8vPOXfBbV3dr7l`#3p%`9it?yiy2g$-MS0n_@HdyB;1slT zqd`IWARqg@B6H7PHMX8hexUmhXN`db!v%v7Sz%3Y;osxJ<*>hehq^;logBk($+CulpsR`ICLDKWs3KDXg$%0>ny3K zFOreh_6jmBD(ia)KE;g|$26V8tb|qB`V{vq^@e3Be?G=q^JI~aBzm)9a85CROefOxA1azjvNVNu)Js5c546o#K zsWFyST9=7aI<|fyoqAS%sZ{)%YFWNf50tkY3~yB3P|jlShR<4g{^~YY>VW$RClSpG zKM^pD-g+E`?1jk5Pu(>R*gg|(MS2*KHQjzZKH=-!r(j9< zfnr=7q>1+PFp<+`=&t;60x}EH@_Ejg2<2*@b=@VSw>o2yqk32P+OP=YHnKnMc#yJ6 z{FPRB#U6slws*>{)-g}5C4`La*WKB99 z)ce$D?ro?20T4YUM|NixFxAh^pgb2n8VcY?n9@NE%%0MdaKhlsrrR$akh5-Io@Z0$n_U zbIz*S`P~j_63<0Cl7DNCA?@-aR|DWg(TSsNwOCT3;TiNiUZ92Ur2aazXGA<5$)bP} z_)(~Dx?``t;Gno6;YW3L`h>ut*e*e|4P4oP?JnffJ>UiUk?aWVPrE1!P`H-bUsghE+0^^5|4 zUuPl|TTDzYM%72zN!DdOcEzb~C_wK-iBENoI~U)6^li$o<1Fkinuwf6hjcG?u=k@s4nSfJ4YgQ-mK4uXt zpWsI-#^>7>-zvEK;spRI+`3nZlBsT}*gI3@y8yL#X^@}-UE>zMo{GEth*=2t>`OL0 zbvU;d%m3_g67eRy!0*Ov%Hmd+^}`P0%^=(dL8*HrxYT%*GB2|pNEdEAi*LMfY>Kzr zl!|8vP?chF;yQ1Spe>z_D2kaE!fK=e#AC1Q@uUOAeg~qtA>^5s1!e%oBmd7&Aq!P7 z?EH+Lf-jdW|J2g0+?yY}(0lZ*VeUxvsP}s!p~tAY%G*2E%PYXULXeugV=K}N4*7Xc0xcc);dhc_W#ou~smqxKVsfLcK+PGm>oVY(0 zdhVmwxp=hk4AeF>ChV{SaQYHm3OqjVChH#8(uP4Wki_tBJr2Y+w^jW5nroQf z+q4Z*U%D}9E7cbEJt+B#HMgBHx1Z}oiHbZ!TD}bjGf%bNj)8OV1nk0EcslyAjqUo7 zfYjXGK5VU(0ND^;e12B85165E;a_KwPOOLqY}yLz`_qbJkd|Y7Ftm$?gaV!e8&7#A z9U0kLe)FVlOXa|pJ%6^I7#KW!0I(+_sXgQvZAIGt3a`H{YR|(#F}U;b2Wv81_@{Of ziXBlKKksnp>C$rUOzJ)`s5AXAa$)68$uuEgi*e}j=JP2S-y7$M2wUCO=-QoVZ7>a| z-3A+tLpS14;gTVi#3CE2bNN@(rRVjX5in8t!yT&7^WU!J5%?WdH)vdz)2>{SF@vs+ zY zGw5O!35?z1x`zS9>kzvppDzg{AL$f2jq$rY|Y=0>cqdj7Uv zyS_I=MA}@vb)p6hMNYb?TC2965fX6$ z;xlj^h>y4xIc8hEP-D~O_S}RLc&1isgi5C~p?Dd6gX>+sFa1Aj{J;34GU78O4qj@- zzrZN8qyb&5&wA%CIYqukD&^~BDP&Id?7oRwJZB3YbIB zP#bCyIPh27jCBvUFxJzE($EsW?L|T4H`zmhF=bsod!HIrPXVq~fu^|;Oi4))w-#n4 zr3s6nX^L%TS+RBl_yx1!d!iIezjeWF^0OJ4aN;ZYB&=jShaO#m<$QfhnyO2Z_WT*S z?Q(l#11;9Ha5|OOF6wM-bD*l5MBNB!Qc?f88~0pjGPHEGRKQINFF2$+;G;c*wDG~y z1?F*cXSkiXt0;~0n#xud31PD)3WO=3OHiTei=KRQf7`f`3f{PXUSxT7AVWFG(;9_v z{yx$)*4%twZwiL?=ZwvQWVUIh_DlX9C(po194-;jOe45ZNZOz>I!%{ zNv3pA4M~p5)J5U4R~C+!eGi@#EJv2}=0aNfthjK^%ON(iRaEV?l}xM=h57WEPe1;J zOU=uB0tGf+oO$ktw@TQrfp4`)q1|#118jJ@Of3?-uJl(CXM>!%CWZ=O(&UNkD>t+L z{G`Oo){XAPF*j|?@Zjs^~uq4Odw^S@b2vS^yhHv`~ibD5d1q2(*olB`^S?Rrj*oiIpWn5P(61Ps?qLJ?wAl~BBbyc#s zLpI04`}6$1crbQnyG)TOX>yuL{%qzF_veF0jpWSWo=90Svu0#P!EBVlbRBm zcpdpbe)|dGbHN2SGk?cyZH|S~DIch+8G56nlfo+hU$)T5U7}ht3M)2_4nFSO@CqQc zyK!YnSUK4Sq`pLNH1g7bzvb<4!M&lW>VaEsLM;(gYUfqA7qTkvp@m>{f8tOu-Cd!t z!A^7W=JhzS8(`}#EJZ#)sAC$R;8fB%wFiwIpqPG6SBFwHwKW{kZBJ!-r5djkNSg|0 zGn7AVWIWeP3C4*l_G~-pD17rH?SwOug*;p<<}T0g)%}{sO*e;%&~t!H(5CFKx+mUG zjS#pUR2wv7Cr0W#KS6n0a>YWBr0B+bS6bW9F8}0%ueGxo?Sz{Qh%Pz)M(?BBl3wWa zyjT-%j~X98_?)So*g}D)f2wW1>WuHzYjBKdUT)7rj#wC4n96CR_I2EM=-a5cAVP>r zW0w85s9wcmB!!ijm3aP)Nh}`TsAwB}2zb2HWe6W>_Gr~>cJHnAgLQe9q1&Ef%rDu4EOwpS-%;cvYH@6 z=>Acb8siT!1U95{DJwl~ z3O*2`5^~nAO{rXb1Nrt?8g>WZSjY5d6>)!?aY3ZpI{Kk8I3(a&O53=wgBPME>n93Y z>HGR%5E=5+)1s4HT2(vK|1VKXgCjqgcYzgf9~3E_>J6>OM+C>Z zFXSd2kx}3MO?I#|Wl?|R(MfdO8C7%y3;T=d^v%cujCYl#X8n4X*Ylu| zsfAB)Lrt&i7Ur*6&*nQwuI&OX%9z@xkEU-?IvU4a=Go0pN!tI%ZKaxYW(G~TUtja- zT|4(IMpT6!)cuQE)f4B!RkF_Y^1TkT6&;g$kzt9d>vCxQEg<)xc&~iQ2qz9c0@DG8 zcnO{4x!`7K*61_P_qta&QiKe}Z!gPjIQ6@a3jqy7uL)RBowCJEA6KV7IY{ zzAIi9hjf|j*f!Kq)KPqB4U+m<0m@l^o%OpRQ!PpNYVW<;g=m&f!8Inyy9WjuYh3bLAYmcR$Ure(IdU8(pa>kL*55s+8enO9yt~g6zNY)jIl1H@vj34nzqdwE`?LzguMh|x z5)Z@VZY-*dlY&WErsI6l&|rH6T_XgV+Q?v&lb(}iZKo^Y%%R|8n?t)4wZOops0#sX zYgHi?PHxtARb6a5K&#mk5LZB!7F8psIW(6S4R7ZfQ=9a^7_KnZRNBWfuH)-0q@GB3 zNOO|ANSyHpZPWcx-+uFwANbB(onk_A@YkzT#M74U%f#X%=R*+G3Ei$BpSckFO(e{; z14lPiozt9@%y1QlhpY(5j`qR0N9zrTriZfy+vNzcR3e&G4&Z6ir?yt}6;+zr;L17O zS%dr~cs)B2LiILAExoH6(&x8p0w_#$q62p4LGnQ)0CN(y_b5SEU!JiChBW$tVhX7E z^Ob3FgJCNnNCzqCtbJ!Xfa#-}7U1=+GEa0gmwd!L0Q&G%B+Tl%yL>1A)+qd&?~LoG zfq(qp-+T{HdiU&#*{e^zauZpnH3V ze#CRsA@5g>p)oRpa5SWpbgS_-_2dVDv+nCNV-*kq%tpD$JLg3t)kuP1?3k4|V8hUO zOuUz!V4F;DP1o{D0#$7~uHnGw2B6L`N$@5~6BT@^fvZx#;7^c8{8741_p?a!n!AV* z?);c{@ZRa$i0-?(@64XPWZm?C6J(moR%mL{62E{)2?$HN!BsCpN4lWG+V}UgNvJorO2AVRY z@7zUFI^#y_tpHGZ*690dl(i~NrMG_&0*N!k0d<;07vk6z&ZSzEI2@!cX!q$=AebI< zSE+6XdIkokPLlGtnD8@S&;u5zr76=^gQ?i!4UI<2!herQ>H9nJJTYP^HIC@Gj3?Jv zZ4BYcs@mlQ@V&FzBcWSL!6FP5m;H|kXifzooe*5Z@UUwH<4b6Xv3eJ~QK1e}KWYvP zpr5^p2?SDMOLQsG1S>omAxH)lgJC@@%=|ol&u4*I&HJg=aB98T#=4?lubmiYqi=uL zWS6MkpD8d^M59Vaedo>Sl;+D?U(82oOHhW9O^)fq%xI~4sz3_ps4gA zyFQ`y2e3ks&j=3IPS%kRv0I+j#u}iVVrQ~Dsp_pr+Z{EZ#iv;6`>g(`R$^7%(;Ta@~IHVJkLMB z9#RT9XfbcjRjCjq2uYffnkm>Ze?kaQ906;%-P>q4zogy*t?2tvAEm{k?I89?(V|Bw+9B zRsvBgZe$--y<4AS}BRkBdkQvGmEr zvGM~dc5)o%yXwekuS5p72W7Plb7?q)k;$`vdnGsfv25v|e{N}J3FK{nrlIA33ooQd zgMO=mx5ypZb{j<5)9GQq^eRn&!vYEOgx8|QAfS8fNloVVOo+>_B`+8c>*k9PC$hP} zbBy*zgW0ljYeC|z`5>s9wqYJKuuL@O_vGUg5Ui`cf7%KvBkGz82-P$c!fNxVzr*eX zk)0@Bk6igp;({AI>*df2fDf<8d6vxq=e^gZhR^LbXZp`Wb3FF#w=53`u$M*qI#Kkd z1v8~ZOibqXp*gc~w#}FPc{HNEs$oL9GDtMAhgfxH%(U1y(5YmAMZBM?#*;u_o?~=s z8e{4#sm!0cR6R8?ChX1Z;#j;-9=8raHS7qMHOJ+IjWB7u=8i?~T*R`sr4HSla&)4{ zGD1McVXCXojra|8Vp*my{lnG1hci!_3lZg77D|@n8EeYiZfph&&e2CB7z%}c@R_U3 zdD^@SaS^*OrIW#$M9fOgB5hdVLb9o*<4n~L=Fcw9C)l7m3ReRFHW0hyI!B~{5NZqH z1UXGc&H!t!>tf4mW-maJhl4w@G7+KCTq(Whwz6#nXO%sTvmZ>qRB*lvQ05-Ya z*2xp>ur)n)?a-<$uw!F53ih}}ts`S|J+wp!I**M5DwkIB({sji=qRTr-2LK;!A~oE zFp5ZLUGzv;{P$^BaHxN52^c}qvX(b@<_aBt)q;hVEEgABROth!q&T^-5uqArYvc;Z zj28Mrk7KEMAeuqV*rdYxi}J%XkI(>S33XV}P^6+f0+mbJF>ZU~Rjx88UOf!?TbwmD zHJPu9U^{S=!QzJR%_O=6KTcmxEYn{rx9#Lj$!}As4~#HDpH}^9hYWZ%B6p;cNAQ(_ zqH+op6id*`>wQdeA%A6wte;M8M#ERbJtiZ4KrBma(*^(r{AB*kA1Xd?rGmrY1#Itc zI3lJdy}V4vOd&JZt)Q{k@ZhQe>PZLCWOt;nfV z_}>4L8MB9Vpuu@{*{YB~o(P^(sU9tgjT|4*5TM zl#&@a8PpwmUn_inOx5H2iALGXzF|w% z6pDj6g7(Y?H7BA=kyU>kr%XaaslVtYYpCKw{-R9J*P$hp{sz5DsN)z4@UqtR3DdSh zsLUtK&vB(J3f@JNiX#{zy#t>}+R%!ZlPtS3kU;tquN-zym;awRb*R-`@!t*01a#JT zPba~l0__Sb^%U{BY@}qylm78;)U8PjsZ0#9ted=#=kHWEJz59y9bmDn1!#N(P)-NB z;-b5yBq;5@5{tDt`tL?*7rQ{0Mt)fQa)$)JORnW26)q>``xSe2oBH1PpO^uXT~N-j z(@zi&9xU}dPm0QHanYQj0rf{!_;|?HrU*Zq!QuG_lnzRKaOA2X@+1?9Ob-b#Vr%mh z^1FKSKLt4dRL{xv{&Zb=-szRcTnD)%4VFg%Ojw7z=gWw)WHkaUS*kneef}pFB7HW} z35k2b3$^>BHe|4v)#Z*p-|j3LkDPDU2wxf+JO~h^1+e51& z3m=F>8+-7tAyX)p8i$^iXS#^HV$ zWXw%qh$fS(o2K~EsfGxuY6@q$-S|I#(1Hh0AG3zr`lA_%lY&3%#%w@5l&Wn{(G5=$ zj1Y|wAhfK>+~ce;l|cdNfyDk+hz-)~Lx+iYcF>t=L4Q_d$RX{(R9@p|GaS0@ldHg~2E%g1CC6ulf?|P1RP9F)RbN?M#fJ9mTvr) zBKXDXv|YuSYz8yg(lPcnMsf?|t|~SosZ@~op7TUkN-Di+Wun-Jn4?BMFC)VvqL;(2 zM&0~Kx%$UE@MjMMeA_iw5E%CLLDd5rugNB*2`>@uszsMjT5s&CMO1VT(n`&ztV<7L ztV0`xJ&jtRbVeZuCjKS)5^y3?#~xFl^N?q?p~rqV6{%(>t;WxdC#=R(7T{qKYqFiR zeH_(NJ(ZVr^=LziH{oF5Ilg8k3}zb##9|A-@pCpMjY;!HJR9R#SF4GPB6wH<82D~% z!M4V(=TiIXvjo-+H5iD)H0db-`Ex#1$A_~mbc^k)gP`Bm!kDuh^>yTBmd;R14(gr^ zW`m_FgtxIJbq+~+1$>y*BEoK%fZFJy%Dc$Nc=-gV+b!fsa5>E9a+2PnLRHYVJ#EqE zd((C>*mC($tDc&Jrke;jCf87ThJVHxG>)MSCA_LyxoQ*;&INf&o2O}7$KnK$=AVy| zY!)8O@HPCg>3R$_7Q)qAI@7=K9rL{K)`9GPK=Q5dZKTh*`G@GI8`6g6kZVY2t7I(wg-D_4fzPViwqfi{i&U+RHM!WP`_aOm1m$AKTQ z^^6wBxmu`N$0c*T`gMi%7YqYtiGWJkN+`hD;RV_j)W4K89hzxIo2jir$4aCU&iotj zh!qwB5{mG7wpW=k#7is7Ix-IoTx3FPN8^&ZL5Jbn6|_tFuC$KG(~n>4-2&SHX4hP^ zBueKug7S)@<2BKMJh+}%LBln7jV@34rP*t=Gx$!8V%0GDTL`xZZ;&NX#&n-mjJM!) z^Aq_*Lb%jjZ-{br>H*`fyXwFci)^6KU!Br<1Yr*1ZY&Jsm6JePQ_6sttWi3y`m)~In>{akjYt z1d4i)0mgGX*h5T)s@fA|$__?R7L(N49e9`r{wGI60ff%H<-`GQ@}%YFcr362VX$cr z*Fa4qrHP5i2|-awEoU)UE*j^~EdrCO_nee_?RQ0_(%$D!muWIHF(L6yQQR+{q=zxT zwnqdz0&S>+wJ`_Kn)(L+y>f++Q+5b}e)0!qHY8F!a6-^~_ze1s%$>_Wa7_owHB&X% zp?XSh6CF%XawxpzTCBuP0jQNvhu=+-X@Y0urD6*x8~)TncG=L1Pa@uUa)(^0+q9Lt z8)yyPazfV!rGP@=l5E<;D+F+_Zm4+ATVM)!EJ0bA8ROe{sT`X9OKTaNXMC=7P@Mr8 zlE00C$ub$<;QYgy{U`Emr2K)`C^EOuX*_{&CSVe$L&3WOd-#!AVRuS7_zt|6R(?K4 zi?n}C1#*;26dDYL5>l|J{pzVenVD(YSp(^m9=kQ_WY#f3wS5K0r76VaD>BDwaX91^ zfpHOi>uVW63@18erGOX9N2Oo^3)Bc;g0vLIb+WlqfDY0-LaEo{2}SVN52(OYfKh0O zOp{8!01z}_TIm`K+*kB_-G(L#)$CVd9y#C0#TqKOiVI8YaAjJf+F{D-f}iV7IflCG z1FdP&>I;gQIqN0whUS4z=FMwA7>doBnMqj^c@LPtgLCB3yrEdu@H2QdRukn}J|O%A zM9nI_L^_E0yS@6bq-DHBXvM4uXblKw@|J&T0H%w7KJd#7w%@nePlSKK#u4j_%+54OHNO}{po z%j-Y-np#D)v3t^wpCMhkk@CN>?^kx<`8a}t!+OE=|8n*)m~eeU_k)N%6j**#jLa8A zT;p(#Aq>*9yp-mj8ZRS9ybKJ09_O*lUYCz!xwem!ulE#{{UqbVaO=uL&6L5{*X)*% z94!Y29({s4>%fbS9ls##wi`HHUD^;4R-!jOo_3Ff2s|IV(|eHBo-vr#sZ%8AP@_7; zMZ8I@hx%u2D_&AyU~bua&?g^N>{%sRbWr#Fk5p5nh@Oi#9Uwi@%Tz}xZ%0;`boOeO zhkP9fDwA^r4HOYgrIOOiMg@L(|B`Y6)q8GMolFr2vMBAxlU|wke+P;2H{p z+LBS6KsmtJJaMvPG$xbrMWJnj1!aHNj3{}EDR!=9{PJv7K{>q4SfjiPg+o!e!zkIV z__1a-0}*dl6RzvwbOB!5b)Mxzl!+uJ(n=+_7DP*L*IIl|TY*~+U;o%i#ETWFKF#?% z1$ek|QCEQa{dlz}8KpO2yCNmke^1nRz9HH}Ux1?)qZgGV8`0Vf{9(@lL+1hdKB`Kw zD;$KG0YJ2_SHWOCB}F6;x1CYSX#K8LPqd${X zWN3?tD17o9f+YVnE*unaK9^=mhA4wXe7Nq!G|UIs&0nv%D?EQBV+c|}aCSzmIV6FX zW-Ax7Tik+JcZwl+uEw4u_G7Bx;1b#w$q_+DALl$&IpA{otx@;6{|^swGA2iLIzMFa z!c^+mL!g{?4IdL=_21IuNJMNw#x!@AexK^?ACuxh01JvAlJh5I;C+pBqn1Byin>JK zgKBr;efjf7_0ecZdw3dv=XXqs!jMtcB7|A^5%eEbF(D#`b0T)v$|ErZ%sMz%Eq^2r zPAQF)lCMF*8kCQA)}g36i!F*!&Gj#H)X#;}I<6u1^lS^-T653<04#v%QApGU0-#!A zy!OlX|0oW;M8WIYkjx@Jvf!Do6wEw_M60oD@`Oo$)zXPsk);jDN(tM<8GJk&hKhV* zvw&t~$3sQsjM3g&f3GnCp*dj~xegx>k>Ha7zL}1B5IMvnKnEuCvm}4YVGfaXdn|SO zfWdbv{d$1}N-z0M%g2tPD;g&6X>+>_M|Y&uI=__OmYCeSA`;_<%JbdYM7{)NIeEQ9 zlqB=}c^b}0uBnB4IUc~$)WAI4EJIKkb}8ig3$Da{mo2YwzP5$HEh$}pG;s^0VoJ2a z!1;T;qusczc`DrH$G5G)1>59Q0fk5F4=!HscayMvm;wWo_%wQk&D0W~g)t>nx903v z?xjQI%hOQjq~FoLk})%QQSNOI#n%Pf$vcQn*B#u8XT(h-1dwf<%(Ed^vlxN0gEwj8 zafRpelq|LBs$;d!wUEVbbmVu*WHsaEPG@eAIy$6c9$Lw&G*dlC0QnifxL5Ixbk!VWhh>JKfd5U%RJbz@1;$ zT-apk_CC->e4qMU*9XaeAE0Grt3^Kc<1B<(x{mhp&Fk$0AxCy!B-3v9CjvFq%aeE{ zJvJAM1Zl*P$w+BP%e@o8>$i{B9F$Wp*Y0+zH3JNJqg10Bc!ZjVQ4|pOhr(NrINAQ4 z$JSh&Sk*eMb2UkEwj@9khS;SMeCrupq?ISX!Z7AIk?hkT!2W%{8P5tT3@qMT3L4E9 zX2p76=0r2YtF7Wxn5%a8pUnHilhshlP}g%Inyp{R-~EEn#k2>|mLYauE1`I<6t) zp^b#Na`41G$i0n$q*LO}hejq#1(%%`4q(sAO_x~C_XxV_Ji=&D%Q^F~rUIBQ7Br@e zH6JN*)HRX7GreN19eGu^9Jn91UGnuRjUh~lHJvfEpmPE(vi(a8ehrx}o+#;7~ z{*8Mnv%BVzZ?heQZsLyDMKcs+kK3wq7vSqpe`{%x(VDW(b?8Qt@OfBeP_N*qJrjjN zjvHOWdQMqu<^oYMxcs`4egdYoM%wdR84P^37x#r*GE*aM))ZYibmvxnTi9YG9B34x ztI-MN7LoF~q4eDHd;vvQNr}Qc4(^G??d|Xn6w3+-2%0()bE$pAk*e(MbzvkO<{E)$ zxaYiQ=1^wZOk#wF7b>BlBorPmC!gi3shdR!#Ge5O5B_|oX!);h0QXTDn^!nnPp;Ql zJhbWRp8m_8teFMw(U~by`~`CP8?!AkRbMWj`!cP?&HJg8sz1+wy6fL{`cqv=U`c!k zFoPK7<;+Th9S!HM$mKuJ6jr?a>_4$Nn51&oG0_#S8>=tdLVw{9G>VzwL->L{lXgNC>0^~rYxF; z{XPqcMG=Iu2}qqqiEcX&vK@#nKtTKlp=sz;0EfC%n5)m6Apj_YioW`>O!%O1(sQG> z-((fJ{xdG5J6(h0A1YAitqAn15f|2Wyhb+G45EOxKG76s-~2FzsSUMg;^0igFG-Hc za&TJd5sYyb%M;wK>&=ZeojY}RD$e$%NIC|v=xY0jYy z1dud^TyA_s;46|&awnn5&6Yu4<`O=RL59H*{u8yo`JZNkpIq7pk~BqX-LKR`~n4y6k?5GnXJ;A7YluM@r_{8+1np7>5J+;iO~I0Hd$lbZiKi7EDu zOs$EeEdB_!tr79LsBf|-XPi@eg~Z3x_!!AZvwe%h?V|_k^PymH&)x7gg(?=o0e>J> zX~hY=RERt2mfEDe@Us2ev}u%C${SA3&kJ0gAJV1y3YvAr>w>0Yn(N?cTOJy4(4IYa15#9VsDPS#a#NYGxEMH28${y5!$C|l z@ZT=oK%?HK66fvZ#z23a45Ko-T24mE4uFO~I4%k9;Q;X?4VH0&$AhLk18+zCD{)5$YeMf?`K9SD_%RVj+Sc; zXwzvb-^zO*b5ZZuX*cELIG&L?7bnQt)n~_a%#v*!|F5vtM$oe1QGgq@^=;h?Y5;}^ z%aZpiA$M6b{c){3#}=ZkT}F|*G=a9NTJXH$vEfjq|W{uOfp)U!uqhILU## zRu{*Rd$!Qt-3aG4)LG{wA>~pX)PAOZAyV>UnPUAJB+ba_cIpV&+&9k*%B{)q)tCo5 zOm$}PcRVNMx)-1^T5pnfnWWuauf3lKo}qJHT}K zZ^%37>Aca~G8c!K@H||3Z9X~lZHL!>1;5-Im$$0{*sxbhx{OJ5N{jr^p6lv2DWE%{ zS2Je&->sXGYjD64#eDymkoo?>^mwvpIv1T%GHa#=uT4^K_0BSp01c4lI@Pj%MOH`x zvJuRH%9O~*R%IMA_caXs$<62(i_O=Tf1s9`vQ8MqMH)&63S#AfDgz!e?0~e>8-4<* zsXwr!Hk&!w3<0RT?iG`RqGcYX%Y4J8a%~L^KhC7Zu|s4n0&rWw*8mFPcU1%{t`=a) zIHOxeOnfaEUfdlI**XBjLJd5t`yUlGcqS|gCL_OFxC5P#L!Jp5<6uNQ@=W=%RQavz zURVCe0IF()Z@f44f#bOfW;+ko`~{L`+BKJqp|a^U0SxkT)S_;J%bTfz5fCWCCZ7B+ zS&f0bHXjyhYH*$H!m@+JqriM9p~Q8lng-D4aLX5m>nU_KL=q@Ni&bjLpQ>!fft~5& zJnnt8$UMp~4=@~9{W`t@m@5k{SWPqY>6>Vl`~O)_uGG@$$?kqvL=Ov*5JziYUz8i) z_5OQ(elFQK{E32CJUb-wxE!NG!CYN6k2KkvKcI%InlVS_$9fpsJ%vsN;|86M;OHQ% zDihRC5daIJ4<&>FXt(NeG&%Oo!#6YvwYk_zVyqou?O)LgG{CDazh)u~rJtFGe62>N znfanu;FcPlvlFzk`H_z?W!<#8)MDQo9YCgz2sl44KEN(Olcsf3HL*T41}-#VotOj;7Crwsly%1W8mGcBw1aJ z8dKCR8c6yFNuFIui5Vk{Y-~jVpNR`Q({2#WswqR(!>qeSQ=lILzTC!Z-GeZQUk5b@ zh1Fws>AQBt?R%Ms94MF$aTBl_gVc)Uw<_k@B_r9YbyDn93sqVTyp02&sFDGUBanHA zgD`+S`8HX0Lc5O!Y&1SoUnm6vtsWJj-E#u7HYazu%j0f^B9eQd##b+JZ4w&RxQJ8ktS8Q#A@ULe;M%{MTg8 z*Y~@5WX`RO8c?(C=%Fh3Y9SzTBPS;}7fRv~H2h=T3p`BCf!h}uMGHVqkQ}5NffYRR za1+Znr082Q-;8BI80$MNIy?K}?J^9UgDz1p6ba9+y018Tv)-Ka)#1##90c>y$V^Ci z(9gtN0(C+qO?!(RzMDuvE5zyo@DNMR29N``cH|eM(5P<-PNxhuUg~@`-ap5G2{a6| zg@F41f`Am=ZWeG`E_`4@^}Y;oDTfKd5LmzD7h|Jc#?1Q)mM3S$!boASNK^GDzaE`yUV7(5#P3@tLRlZQ6kgYMAb! zdasur+xT4u+o?WseV#$}_*Ren;gPK{n&a;LwbZd>XfKLy;R*p!i7c%p0UVPjbRZWmtEC5s(cVLm9*^)^n=icm7`M9s)G*uH#Y<-YPL34gNl{%4 zkpFGa*9}(y6}vEUU(X$RialkO`$Ao9J8xyyw4meAAY(^&NpXBc1D`K7kjrbHTBx=7 zI!LfLu*h@+6;#|w^pijEx-@=4%>S?YbhLZjSdU*Z{57-;oJ?(jIg4)>=SwdIUy@08 z;Vut8bK;IlwN~S0=x!0bQIK$#P>nhBFxVi2t-aUV2zoJ1vVrJ!D3($m)@|h_%Z%81 zM+WFGS@~CATPq%Q`bE@dJLY&|6fFm-Yw~Z6Z{<7eC&IGzIx4w!QOXzI9`X3cL=$;! zpCf!Vh>snw0<0JJNZhh7$qyE#K%4}<@C3}rU9$?~&?kXe`AON-3h85O>d{l@ILvf7 z3Gu(gtLe;miqxZyZ#(kO)#EOqQF+5NPk{@J)x=&=f_8es{gEfb6FM(V93fz zu3}5yr$BL}`My4@+*nC}B+gPNy7k`~d=V??DvbvbkJOdq^a&19$`W)}WNsfAH8I+x6npT_WZ)zH?9n_6cKa1=SxfDFhN zHx1W#i%vFjn-S^h9Re8>Z#5EQP5apeBb$qn;hhK~p2sLilnrF@xA1XP@jOan0D1OW zBM=dSvJ=|-dx=cX){ktof%S&@O0EhveOUfOshF*d`g7})MHiO6b-Kb1X8lP|`@!bqxBW z+6ET|iwHb>`(z4kV3vc*{5OdBkjBwd$pi4azp8;+R<~=xn2`uLzUfH8gXQq_z(*7* zntD{eBTF9S2FE@t$@elH6+yo}c?u}C{leDGBaUCni}LtO_a2;@|Gt^^90)Xpiq&iM^^!2RUc>2|sE>voeRp4LxVIshJzW29?1=oHZz|2)JRR+G>LEg!RVP z7AL|@o&$4rj}Uhor>8Yok7kvklhh`jT_=t6UF}4K%q1IqxAdAfD(_SB^qYjVL) z5k)9CjGEjJEe9Pp$oL)Fh01yZwC!A%7f+8*0f4XsbRN|1<}1LYx(%(EuGN!;Z2LM@ zPa+fwo?ck&(Z=h-Z0dtv)ZtcE9cQnlPe*UL1Zr zj)%7FKxMDE_o{Wb{qa>OWP23>}93@-f7OfMEN=$lfdP!~mnK z^dPxOzvzL@Qbil(I^B$Nu1ClVifc+3)_>(SUv*8>%Bm}RXQh~;)gctju>{Zi29V1L z&|?sYkG)mf1ddH;YE|wSE6BtnzzB~~B{tAN+@ThOIa{bE{HYK#i#8`n))(byCejiH zRBD9~*7&zG&gP=4ROY*HVlz*wZg*gD3|F zrzMpp{~CTTr=OeOsj?h`5^gOxJ{wnZptBUZR^FtIca70y-pw4cQ~DX@pM-f1Bmw9v z@yH7-qnk9S0&!qkWdQa)H~LSwoUrQON;q2Zw(id1CE-~4(xc~m%FR_d2QHQGe>8~z zj~nLv;L>-HseW~&3U!$j6C+SGg*A!NBS!Y6{n12f+~soZB%g4WYPq|coMiurp{vZI zB`#8{B1^=owZQ$p0bVs@oU2>Jf3qQGSy<4A#lI>V599nNjl>03{O(r-O+#Sz?>nQt z4XS@1tFanfUgPr59}%ivK=x9iUeq>Q7TGxcJcsRVHo|A}I(C z-5tk{!@^`FvooCsAi4^7{@`J!%X1@6dV-RgR^DCVa4>Z2TwHW?11(B}8 zpc^#c6Qd9mg}JXNhP;l9v@wjQ!(P|jyJ}E}A-UZV_vPTWJ_a6r?-*Ax!~+x6ZJ_#U zQ@1FglmMS;|1PT!+%;pifnj_^Cc!W__LLXg!n*t);!kTbDL1`UJw&$G;oFipMxIOq z@R-a7w1BW)r_~9zg^_lg9Oytq$~84lhbYcc>_7;80{cA_^{ct#y{{nzp19P!MP6rL zz#AXOUyqhTCR>^kWbyYhvJH$TRkm+InA_MQ-9~{ggEHmGVPIP!H#smO@*@z_qOX$! z7sj+uBk2~d31u%+4YVqy_(b|i)gM_~^4g~2KaL;=%nXoIeGN%`S*vJ%XD__|Q{gR2 zOeSXhHyN@V7^EeVS*#FU9)aSZtf+Kh@hzAalhFr;+NXZRm>Oc#8K9zis9zdIEwSK8 zY{k>>(bVj#H0nRyFIhXCO->c(u}0bru)k#(0OH|UQpF`#%)PLqjVpEh@6}UP#|0y%eVqm99HqAps{`Jge4wQm|^$~)-*+cES-Mp1vkS) z7T7HV=B%bRU;b_?L=k16YyC2kHa4}nAZRq3yPdkt3G9Y25$sRUXTtoKs{1nm#+f=kzRx~cz&(L?%9TM!jHGsQve<;Yd9=Zu{^{dzIP z44}zsU%Z|_{oi%T7}U|kZe#J zix0ezHk?=LOKzlmkizMl-B0i(T}o)@Emri>Jf>TjE3hJp%+J*CcP*EP3jc{_HimNL z`b<|PW|PO|QYUyRGc91}wq%hMtHkOTc`U!FI%t^#WOyxLJdhDJ}mHOn$x7R_zvtt?;{H_wfIiAjZ+Z!%C`vt&tO zVm@9h07F6lq}5QhlTi(~x<=1^y%?;cA)K=OEnsJ+?tt)kjJaXvDPd?7waG6idPNM4 za&;H$qEMWB+wJI2(VB%$r4H)TUer3ozOUIJk~4iYr~OKR)*5#{v2t`*m7*WTr6Lk` zMH^lVS?IqZ(_VZ3;lj2LHri8fhsjm|DT9rNzp>iNka(JPTzyFy*uZ{>pHm?uDDFYz zNq0$C#kJ1_d9ah^kJz3n_8o>YEw)opnZUt9S6^XU=Ot_tz}4Fh|F`o}3L8();SK|m zvXRw>X>O|})S78b}5&y-@*3yk(>{gLjFX}9XBK`Nyql9FV?Ha-~E-y-t&gyJYLI`$6iIG z!{|ajb%DB7F16L>Q<|e7A;T>y$OP_$ALd?LSM1^&@U5;*cK7|(rk!Q8nx^1gAy*Xk;$Asb&+=$wCkPZnOu`+2%1iyxBRY6Bs5mNj6Vbrk)}%@8=Wx z6o4;^Nic$p9s1K#Stsd==I1SN|+bf9{An zqnI&rLCvR#0@Vy!jB@iRj+c0iUHe~bw|NmN_ahYK?=j2={z9E5;tTT={ifGp6zDYt zd>8V74(+f$Die16Ar1QrMnumECu>|U8~!wbcg2{Eyi2yC6@8NeM3yJ_)!2@u($PC^ zebRMr^{s_>h1xWuhe&){#li`aUg_(8DBN-Hn9jHtyAcwjluJz1SN^BPRMhxXeWHl# z@G52vDY_uzOp9B3eoHI-f)vjIX}6mdR^`-AwCzJf^}ST3#V|#j>N@`k;Dj%r6rjKx zIHgbH*l8md#1Eja{D&h3Z)ew)74PA71J1lT{KzWG9^ZmtlZ&#Dm{N>Yz))d;Lq@+0 z+E%P3O9`;}K?yOH4rhy*E>xCy$yQgn|Hf5NqYUlL+Pn*CiXeKyc({KrA zQD2LX+qJYuxk%}OWOfbqZI}FYevFT3;D}D3I4N8Q95m_MMjEX>*S%kLiYxjtH(+4X zflJs~x%A+(&2C3@z?aTQP>f31>6waUKg-cAz*~|${gO!zW^ly;oI@Y1 z=xk}jE5RvR;N8Px{s!d}50jtb3rNTMXM}3Pf=oV!+%==fvjX~~nWHvA%SZZ1S_V2e zDRZCQ>3{nFJB`O>wbG{oJ+Dl?o%|UmJz5T$`J^8+a>A6dLf%kxs*>qbsYu)=vSByA zW}|1MW%kRv`T8Lb{1`{w#>{5 zV?zgJ5$5&brEzB#g+SuS(xUfl*c0i(!>`8y@X|xFg9t-xwR`!U{a3QWD(?Mp&lnSa zc4*w{?LxKJ8|X(j7S&ZVYl_vYK{u8$%hA})lFeRdSimu@=x~hlA0?t<78k-C2>vcY z`}cCsNV+xsTwP1a?kN8nesuYmAQ$}nNO3rDMy!%>4;biSf8<6>9aa=0x|hR+QBZ_H z*3KppKH6~M-oC5c4=*2Nu9`|i>Jp&JAiRR)oD4v}``p4&X0?mR<8j!ow3!v(HL z7IW!rh*Ld*7+-1J>*hMcO=T(pqMn}nJ4F^&i58U+;>!2~7Nl{Fk;wJ(fRXGlhrHe> z00(N@MB3bl+7{*AANTtoHXZChL@uXI%MIvpY2X^ylQyI2EE8n@2~59d?FLFCJ2b`A4Z zuK(Ce2!Eag=*V+%iidvPcmQ#N*$uRjhm-{R!9vgj!FqO6b`p~4F#P3S>XpSOy{e^2 z@u-MF(1yT)TxF1*;9DlA0e2W@rKvBmC&}`5 zN-a8DJgvS~8L>twno&V*FS^8nuZGED?KK^Gd`chISgAn>{@aPS9NrgDN;y%_AFz`=%e-Ge-()rm+R9b2e`9O(9e%iAs@mbeTrTJ55<`L@(0 z)i~ORSZ^dOdq4G6|JMk|y>;ezysYwVz6sy9&p@=8Nk69Y+l@^Wk}3O%Ik^o7IpP8X zOb>3{z^H+Vh^C)2oxw&SX+T95JjJZcI6h-vPglF{UGEPk!5e4j-0H~8c@oJ^(jgDQ z>q9Jrb6Y#Nd0?g$6Pk=^382;+1xXq7sA+Dfl}VMIpZ~`>+;JMoRDKTBk5b_}sARCSb&b-4g(@ok!+^gv}^(vYj6e&OB{m^(hV+UH{ z^@TR!1N5&Yl_vpz2M<(zV^EV@OabsHzRP~3r{DiOUK7n;1X87YiVW$$#>n!&laU{- za!%8dzLASc_k<2yNlayF?$}I}+N8z#{vn%_T{*>(i;D>Tmhokk}WwED;WOa%5*|EX*k1K984;*}|spZw7XeV0u## z1Q1=p0pqAwGQ_a%G=fTl3GKVEzyMg0PcqzykxIfrmqk=b>pz&`xbN%r%S(TV?|X?j z2_F3Wcx|&kG7k@9XDA5mM~t4B@%o8*YN59}VVPYw1;Z-PYAP4|VsQcLT=sCmQ6}JRG`0{7Jj4KdIL;ektI>oD+UAl2U1b0Q}b4PL2UnjNMfU z;>@39Xc!-MT;ejnOZC!PbHq44CV+BY-j0UIrWE*V5RgQ=N?$D7PzWK3Hff4KYu@xb z!>KS&Iq~ad?dQc6n1{v2hIR;zRZHroxiW2>aHPZwi$WXkGx0FBg@;c-2%9L{Jt=Zl z5ZpImOdhU|HnuA0d!e9n(}4h4aq7cP(ZAqUz*jbW%Joi`$}1g|WrRb{sRH#ux8gn& z_sY=JtilqZDH&d&&jdRMzXyO3p@MYBAzaV&_UcHc{1}-CRw^&r{|eKXMp}*XkE^%a zePt6pb)>!~`!$d;lQPtR?G)<~!c4$hV%` zE`wcKDfFYea8-I}70p4@erLsl@OO5XipK$@<`a|8$V$q|wrZ&z{!b$^D8ZJ~o-7EW z*lq9HX~+$IJXfUCMJn^^b5R}ON4NWa746W7p@;^TBw%@}AoJvAxvS^E#@AD2V zTK`#5i3c1fTqViVe)E6GP%XA!o~vsUuW2LAwhvqEHwf6T->!e@7Z;4eIvnSk`dc{4 z7u64~>^OY0(Juo%DIT-k`iVCo*_+~V9Q??G{pe2K5LgV(Wt!Ly4-MLg8BS3Yr&v?j zMdVO#A?#4a06EMW_?H!tA%U94po{7|!+Zfeh+>grtfdZ2@V0Y>Ta>bo>e zLmQ@7U7gFR%(ihpiv=nDqmL#?&KpDLJYiv&zD%bcpOYOn<37XxTOvfJpRE7U8e-~k z?D9I#qoTmT;(MXv8S(~f>!%KTL;R2k^{%P*mZzd-J54&!*bbtaO!18>h zvFu9v$g>aIceS2c#l2!4pylPJva{2o{y2In}cQ5 z*Y_O{dxk98cANq~#XU<6wIrqXXgX|W6?52DXo)SN1$NFf2$29gK*Ya!p4%Y$PE4^I zOx2E5mH=p-JI35rTLay8xc6jW$Y{{RBir+6tP@!EO36mvj`&o2GCsug>`&PKMLX^k zy2}vdE!=4A@9rGfYXiQYL_CN zsH8@NXrXneah%P5mqjGFjjHcstw)~7H3Wuv%-%!0$=|}&3 zhpl-+U7Wb}Nhc|?hKncN9IPwX!mLqV3MR{9&M70(i|2?pHy1)#0EoJI|M7F6(+Qd4 zVIioAcdtZlRF86?h5^=s-}5r@qY3|#9_z;_swZd0Z@ycbLGh1SNr4TQF$B@#9KjwW z1=w-8-%(DxvyUakKTk+7|4rXtC*hBNR`EEKa*z3kpdg_1P3l44srBixw*$QnM%~4Z zrV~$F{5}C}%O)jKSl=A0v}T`69>UVwCYYf3PdZ z^EJ?q8UQ!&$-E3FT!5kgDOFK|EtL;Wfaq?t>xi!Hi&$yR4L)?11BK>n?4&UJ2~cdU zPE9dP_~aa5=6q_XOR2sO&m83Wu&rojv(RWRY>v9M)ya<5(v1VaBl&=~#dUr}er+-h z^ds$cmZyCj?hl;$V^%M?fUC@OjAHBol12W#Wk;mP_5uLL7h?5q(b6;s&zH!^>b}F) zP2|XO5%U6GBC}0gJlhh#1D1mxB>iRj(@itMJ$;C>Qiy6>CPttVpJtYpsEVlN1{uN- zVt+Vdq&^r7f#BP69k|Ie*%zoz1(gbrK4cY3p217$qC7#z_@?v@^GbjR59keUN}l^( z+29cOoRHVF^75DW=E^NqkCeHZR>Cz=6Lxo-klq`{s#%D9^t$%DkIU2(iFF#=wwW-K z#ErH;(N6_KjeT&9>SmmmPU41szyCLHODPEyPh0N%Q<5AZcB#Gh6bNW@BLmUO1aFS~-fF^9^99>~ z@w&}^&O_A#{#)GMLRXwHSj?TE7wOkng`vyq`d;&2y!)9(3i}n^PP>Xk{jDaFWFl@n z{a_@Aka-DQU@g*S);MBDfH_Drff`od{68->2;!CcvHWg~1B_`Py`8VM-F_iDAYU_r zrg@G}qHYvg-}6SSZmLchGQq@wVt`Z94Beb#a%(xW?5_{h!UhnA?X`=5kjuTIdd$hg zA-NzNtTiEBE<>1FH5@%65z$8~OVaWfJgMGe=eGd*NoYQxy?ndYzBe6AF(yGgZ$_D` z8+iLWrHr=ZO6gP!F8YLp&qaDr-3+$24-f7%#%(*}mwmn{w zow*Wt&-)A_Wn0Is ziKm0w1Z5*CdC}L_+r!ut!wlD=w`|Zs;CDlAv=pY(8EqIhg|=Ag8YPTtBY@y$U7jQ6 zI;oYp(TQkz54K4McA@UfmnUs8z}EJVUjf6)@`;-u2z)0#a8#;xMP5vz>vhJ-$RPj&^^_FQG<+=W z*p%QCaR>cWUcBPp>-Z#)MIgW|{GuGidtxGaG9nSiJpOUvMHa%eT`7v+}Z`na{+I7vXxgg7{>W^@An3pceFcVyVU14gdW3F1&= zmq()wmf)E*numoL2RYlX;2Z~cM9NOY8l#c*PDv&Wka@K!^1vLMr47&3@NC0i_pzKH zcr(uz8Rm8#`bH<6zFbrdSOeubgw$76DP|L03W^x>vE{W>-M;%YCd57yj|a8zGU4r z)D7)2IJYEyKd(Lvn_#m7ImREF=`V4tF1F<^Fpw^NfobqF;v-hHak)LPqA zpd_84W~`>3%90LPlSQ~TjCt{_zu&#H|9<)*A`-Pqq}pWA)Z4hN052;VT_mw%vVp?U zDGo|eM8FJ>oL&9-4CIhvCut986muo&vWWUR0-1$(1WXc0Z#rBw|s7D0_nL2;r zyKY=7jwRn0nS$4=J6De97YWkDtmi36poxT|&*1S$^5#RpeYt!vlQGmoiVCMuP*!0- zanE0oKPX?p-I>R8B*bpZbKNz4pQfr1R=pAdLOK5jquMGaE2y@u$!zOo$8$so*`Yks zK(o8*HrPN*vu(~e2nJaZdyUuhyWylEguQB@GMiUjeEwGEC)T21w+n-p;>ED(l9R1b zZjnV5@te^h=%tLuC#aj8brsmn$pRxB0I6U9t?aN*E0rynwc-bJGI3)lw-)#7uPr9e zCGdC=#sN;_Z8ji4030y6Rih<)EC!yqS63W%fmcOi0RGaMP2T8-~Js7<3^=#j5nV7jEgn_oayZhFj_f}v7- z@Ac5`v#FJK%*P>CdUtOcQ&Jd|9s6$90e)g!&}%}^Lh8__>|>AiJ!G3PZg*boUs>`1 zq4AS|e|5s^!Tmt&=09bOPLNa`9y2L42PM;81&*f~uMe(fvDbD++Bxc;ZlCo?H1H88 z;)GpoSNnIY_{0*3wrHKW`&y~SHQZazUEc4%&_nI@`}@TiSr(&1>PQzAhFa!;H;uP5$B z7ZJv3j;f)Svl}Mv{Ee`Jj{OTPk|Y%t@ca{Kt=7bpK+Q4S{HdpHY83k)F0LF5i;5&M zi3BV8oz+$`<8cRR7yOjwW&aiXhyV=9X#YadakVr2@)Eo#^Ctyih|aj?M2^!2$X{>_ zoDnMyU=Bj@S(Xg=gC1JhxX8BI5Kz^K@~LjdWUo4ZrJs;xI^M_=-U(K%vaYe3QM94_ zB8vL|!_o@m)6w^dq6D7|rTd0&H*DB^>Eu=EYk$QPID>L78%(CgAvGqs0~9xi7O_;6 zlnWuX8l{fn?W01|x>n+||eof}-37Z60#U4U!VP0^FvbcYogRUztVc!@JhxrXBrhUZu= zENAf>K?1NCuc$kQ&a}msVFClE^2fK|Jo9&O5xL>O;z6-bNr*ta)%e4OqLV^c-KlGh zcy<~%Sp^u~JLr)zn8;=1N0@qwm;>!xB|%2_u+EyMsJ|(7!PFuMWB=ptR-)H2uTBh# z_#8o(YvYp>5cTrr8xFz1sZP$&0YoV zNhlQQXvqv{x&5@&GA3o)&N?I`M0*F(=aAy#5#bl8zFdFj#<`m*u)S31*)-SX>Lr{M zZrxCk?X@=QNBU#*DE_%ZP3)7gtK9hym@K2v1T4O1jjO7I?1ced~HWd>|I~Am_phq*>7p;?DjoAg~vcUTsM_ovxFm+9{Gb*~5OUo0h|rc+?AR~lq@JpM zXn{s~W4UQ5=_w`+A`aT0wyGh{j~~D8dGo?^GSXT zQGCWq*2d9cnZA7MD;hn$pr_feJ8n{7Ak@c$dE~Dikl|K;b1pLlHJI4g=!-*ZMf*84 zT%I>p#Ch1-q}7pANm#T*>7z=iervu}y9+PI-iBGfIuGXXUfG>EO>CD`P;*{*X(nTv z0gc#reEt4dj1IL<(goMJVr2x}EWoDx=oOV92dIkO-ihzbe67)C>{e6n-d)}IgSvL< ztCSto^oyXG4gCZ-hdW1z3>h>!(XAUODtHRb4zygAak*CazI^a$1Qj9M8n6f#uJ>PpIC8p zZ#8?Lj#p()#4@IrYNkyCbE05MZ*56eOh{tiq6pnpJo)o!or5h`PR~N ztLw0mTiL)jf`|b-#wf5Gr!{|SuSW+*H?z_99GJjm245j2 znxbDei+QJgf94aDW_~-u#aUr59rJxX+7Ijxwjo(6j-SDzhWCtUzT#nhOP@iq+F~v@ zWo*48;GHp$o?O}J5nLpliw;gD&mci3*Iy{`x5;ttMn&_ zo)~;(9rC=mnX%_4gdvP;xRy&x7Yf9+Dg3ViLF$byGjgVh#QP34t6xR~s8}SGf<=SU zwMyG^Bs>kDiFOQ}ekN}Es`UaIH(;BA{}WrQJdS&%j469f8lsJs(91-vJj+4h=9ChL za0-kpPQq-$KON)2+I_ohvitqZ90@(|X~=z;guebXM==pSay=1a>jX&wT(OrpC4gZAxusTrW51ML>>^*qG6HVoYME z;ms3hysMTG$(dwgF@r?~f=@M)ds#J_Bq*oFOFqtuzfM5ExY#%Uxg8Rwg$!4ay<#*= zIjNXmbcz}5i_vg&n<ZMjMyr@QRTBM}e=jtbN4olF%V*#LY2ts~?t@o2u4?6tDJ! zDLt@OUL2lr#Z(^vU~UcKw7{S6@s_MmO-Z4oxT(QGcd|B@mO+w8izuuuU1R+*ox8Bz z`-4thuL&E`)T}2=!4S{3YgiiSzNuBdyWPK%)Vc=UTmvG}u2;>1CN5uKF-XjTk@Zy& zQ*29iMW_H(3-RJhw{&y+$8(?m(~BVUfZ>BS_^)r5v9Won49mWI8@I!@3z3P8rttFq zE}eREfNTw3MyMfinb3|Ek8qKJsci0dX+9ym|FfOjBEP8#8--={2a=*l!7~cCX+5H1 z!r;@L4Eej6bT_2~w3RgPBLZ{hF36T?yyQayS>1D&V4D>;NKildQOY$_Yr!9vLW(`# zU-%QZHEtOD)PAGkmhhtaN#-n6=!Rz>NG7ui44qk+kk&q{A(AdUl4hJgfL}<-ZXJ37 zH=P>1NelOD10Vd0{O~W-QE}uq^a&~e#0m82DUa9-^|iA+N?`T+$TyzsTD~$_St_Q_ zeC4QOYZ{c>{!Zf+CVn0!k&7}S z>qI*_l*u0Im#T1RF7v~h_4>Ka4iCxteDpY2!|Hlzpuo%crrxFq$iw;DE`o*qGEK5D zKk>yGHZDiF2qiK#WvQkDXwCNc0NWc0b)5VVwKi5|6N^OD?fdLX>CG+cW{C9Y5xn54 z@swvWY9LVL~qwqS2-YLl`RPJuc%JLQ&RA(8f;@gkzwM3$&Id5K|@Z!k`QLe@ug zch^AWl|sIjlTf@AVY&Ez%M}n!`;I~BRDS)_8Ft^M*fyc z{kh42BomgtkD`bZ3f3+F=n!}n3Htoqrp*eW7NeCaPmVKC+3*&S6(x;aj<*g51SMxT zUFIz!-S)ah&Xd>G@9Ou7T z1D?xKCuwwHBr8RP%qb0om{=xbC9^qYbv?c8V^E=VkXJkN9?+qMnb{Ap&J!HIePnnL zI8iR_(!{-A7LaZXuecU)pM6uinM|QW|Q-ku*Z!G1nk^WFeR6BBc%pqIUAVub-+*Ec0K1k zxEcqUPEN{#HxJv1*Rz?OsPqApH#@esiW+S7Lo(wT)myS2GNYo2K&v)I8M)1V%_2;Y ztKpQj%o-p(E`|*21v;n~z`6%AuU+tQC0BctfU)0FBpNrjq$grZ(#FwT1{62IxOtO^ zMVRQ0A0urVRe68xt1QV}TK=wQ+bDjwzYD%E%j~-V^pRaso}jCk~T|A$WplsNZnT8Ta-h z_PdOwBFD}=)MxwD`*+;pFGJ54ZlhTRP{`hBmeJfGsK&on(*JK(`Sj`Dija?&>SSJJ$4FQYIP=An{uLXMOY}%0AZ-H_mae(PJ;gmsGF{E7-n@qgFJpLZlvd{SA z36<&c4|YJD5{|Vw1ni^FX*q$R6E> zCfkv68>XhyInPOVEl>1D=ZQA|9<==q0ogo)5N~OBCJuM7c&&4yDA)mtu^tXu*F3}-_6oV!1` z!XW2Pt>)D7^rvn8nMjMdq>y#7+_23{x}n<%>wa=NKk8yE(@_-DqENjE#5 zW6+V9ni|Og3)fC=qu-60NCZ3%*L$b*cA4>KAR$B<+_2%6@yt|o{fK1a$GwqVb@xAi zkTX5Mef-&6ylX82;CK}re>Gpei-!)fyyGzqgJ2haOVlBoU@q=)hw9g?5hIJYLVR?~ zx$w>1-plxgFU@E1Eb(;|0gw{6XSubDwRbVl2sYoaHrIG=FKC9^?M-hXITm*PxjUSO zv2`Yq{r8ksSeDvpcO8yX2XotxD(JSZY&@ zeRSV{+gFe#8GJyR&)VL;`GLNI5xhBNu9RZjc%n;oHkWDuQqAYe=Gx{?xHtC-px79p zwv^rSHLzYrKalwM4}Ms=#EkdKTdvD>8e1QG&xP{(#lddkx25|SQqM3|oZA!#-ERT%#v# zvC(ZmwH)iqBCGCcbDlbYtX5)6P?;)tc!@EifX)Ne@;RrD-atsaJp;2REH;_S@sfc{q{ur6{%gqILxk3W z1&0>lp9o$(k`2ubQAFe5g94!FP45@9jU7;O3Y8d3I0#+U{r zGzWp?9RzUqpf=2!<}2pLv7z+~DZuCxsJufM#V3I9jFHIj4gqA$YMMenf|G&{!_dQ0 zE+zHKjWH-3%GrVTs^aJ8_~$8)rXMXlEEr~$?Iqq?9?c9gB^*Isu0YpXPxa=fls>dC z5ozk&i9UyU-E{>>uONwB<1j4ABCvL~*M)bn(HQ1uofzoGEg6T8kJwXuIo4Y3{+D-( zZHr%Ex39mehed^{){da?Zb35#flxMQ1Xbyh2KOP8r!*gWqmg!>>qpkIl^(Ebyb^Ah zR$L%R7W?OvU3-Y|8t#NT0<02lCRiX8o^!|mhloklYN`f#3DEpJthtqf~ie_ zvI!5@YF#<8B)QfYG5%6n|CF?OU78`)^DRN+z!Y|Y1>U{9km-z72J0oWtt7}HGJIY5 z>z2vGbQYCHr*N5H@~aK|gnHPYP%#YRyiMz`X(rrup~7)V!d(GIrMbS^fF<`MMU4HB z{Iw9CAQhfO%6B`1kHfo?L;xyU_nl$yZSl2lDD7g%6JzD9Sa{w2)w=z#hfVw!shl1N z85xNEVyRwYXHol^ZqKUjecfGQp%6w_u|s%lY-D@-a_hIDgd1=rBm3z!*KPxvfi40# zIf}`Q;S(LP+IBAvC%$eCQufj9s*!oBe7k~Zk#O#!^7GWJ_~E1isO_%O#i)-LCy(x9 zOw>TLRD9lIVuZ9D#bX3X$^JIxtTe?-n*AEte;-bMh)Nh}5t>p4m-SY-54$Bn7_r53l|>Yyd+MGUPumDS0zjM4Q1##jA0_@?gmiaqDF# zfiIqMq-BI;18wCeBhbymMH%LS=rXbAOR1}7BRp5{>VYTT6a^})4mOfWY`Z}dxuLc1jIz|dmR+FptR174$s}O+|KRvq!Oagz3 zizo5$P{E`tZ1ga54bSLf294*Q*b;#{T)CPI8>P7?gYCtU*?pH1$gm6@aqPi2la48W zcSxBvV()5gPUn=BdGcfT+2r0DNTXi~Agg+>JMHRX!a$XD>_D0CsAIcu5Ul-SfG_Uz zdV8C00><$PlU}T+Llu85^64mlbnVLAIdVXqk^4=u=a(v}>vZV7$`feodk?AQzL4=e z_h;MnXZ4E##ZVKMUE?dzmULf`au#?odMO+~M1+Aq`kb=7jBb&u57){v2m|YiF`xb0 z(tasu0u|;iZ+mGDzVxs93hE8~%@}77^mOy;fqHYC(LtVJ<2 zpBk%?bSINK-P+zJfM=)adwa1-=Z z(5s1M@9#J{z(c#Xm(|RY7LUK>(!ULIuF9pYw7ntpG!?9}m#PW{p}l%>`9Le7y961M zCwKx!(*okxXRgtjfJ9kig;o3sE?%0ZTG+gab4aIH#;nbXE36UmDtL!04yx?HPY#o! zgpt_jxkuBlaEp7EnNNN|cIMfVZ0*x;^j(L|PSB`d7ofGJM^?oIu5(S8F@iw4Ccz)r zH4d<0-4fmCD?F_vR+0Cc9}%Sjp}-oFL1Vj(uZokgQSWaO>`lJbHgxAAVuN6Y{=jZ-uf61?{jC6XO=JMV&kAf=%fH?Eq^OpWV>#T5ikHF;1CJIN)O1 zV?t~WFOE~cALR3WZ*>qv6y;A60K0QLE1Y=71~6y-qODhYRJl{Yoj8IIh}S8fk18LD z8CKz;6KgKD7pC8rp`J*G)s|?AfIAkJd3KSd|C7}iaj(0%w+No@0+)Jk$JrA{=H6-FN-QNy(s zfDv1&1ys1K>P#;;<5b({Tdw~Q2}57E#$pT!=Dc==zjBXu1f7Y{8z={r?n)si1c>(3%rKP}IR{=?}$mrDUQgt&TuM)o(2n#+g)lU3H| z#d=U}Vv}aMl(a?XKVcS-2C7o`0YymE{TdxwkY|b*pEf924ir*KDNXkK(M=~==M3hg zc0@Uyx|Re!x%C?@_v?3-)#@aVIApi$>&-9K5FUXBBxlMry9*cU{!vdNJg%y%Vf zRIX9w+0r+bARLC&ts2cua$vcKSTx8`^zAQxd16LF)<>3f=QLh6pg2i3qirYNYxB{1 zE^wqN(OHbp@Y5Gs^TK#X*97@w;JQkhNchMgYu@UE5hv^5yi6$7&4W_ zcgm3b-H_qMwsU!lN_wezi}Y9s<2;{BV#V;#H;715FlPY@IA=}x$BF>{HgK=>|J2!M zVZMg??kGqa9T(hVL$ihI0X&C_$C0Vmkz&Z9AWE*TiOrvy|E#ZZsGx??H32%)u-Go!TU%3v4 z&gDb(;iRa<85)q#Zamhn1OKKk!P?+l?SWLY=(YPmH7l`IxL#4hRq3_=l|hATro2#6 zr}UqmWGg#!NP*vbd0bcx4}Av^JiirJ6xZFRfQjA#Hf4Sxz5K>$3o;uF=u>qINj+w#fj54SKyBV)8>?Dxk}^7U z1-Fq#Ju&$Udvo<_unxa|rw##kWKwUrf}0uZ5QWhBOhT<1 z_3seZh+^(^p>Xk*2zk=I{u2r2p#t`KTL}yTF*3FM0FILMJ&D*q2fJ=R*YOp;h^#maFe3CvzSQTnt}db0jpc>A9pU^ z8{r1p^TiFCOMK5TV1HY9nvUv#M4fVcX8q$w{AWEU%W#41Ju`JWaY=TM0;0tLv#N=6 zeOuUD=7yyoAp2rYz=%FMB;hcMSkx8(>p+YoLtiM1%Y%AxgFaL-b1z>bVi5Xyp&x(RYg_OsH3_$S1z;MmxtXXE z6NLDbI`iH0Rb)m+-Xb8W)G?nXTd}x~#CFA!dLzDPrzwp_I9I^>cae1hYdr(tgBI%{=31r5sAt%xcJ829n)K<#Vaxqe?IV3=rh8TW&127jc}r9 z5?zPcXp(3)E`2B|ls!3XtKOSv-%DebVWkw4|Gv5%oi;~g>D}RZQvwyn>b|?5Xp%GN zkX~cpn)hbkv&Dd9*L&zH=tkXoPn3U_{v&T0D4N`_wTfc)YLzYw6E^tr#dB0MYR1$> z$apU~J+l{^xWcc*U>;S4ycL5uvg`fLqjA!)>B*l0I?}{s;0dG5i_Nc>_&Lqns=+#v z%&$lZW3rk3(m*746d)Jm7N$Q)qWs1-{QYjw5C*~vUdYK-Uc+n8$jluR(hnabM-0kB z4$D#(R^-T1_xChd{n@gYX}h9IYt=lq5~E&b(B?|VJBu@vV%sS zSJDn^B|=jk{`sPMb*2CXedG5nOSW<01Qv7_lt|GSqnIoKi1Cat-~!ad>4mf?Y}2KW zGP@OEI8?QzDttQ|kT|84S4|`Xg0V3JpUK0qE(rsO3ZD5;IJ$|hCVTMpI{A_arSys{O(&Gw;bm%dl`RU=N z{xUfMz&?zj!Uz)Z#m?N$mSdS1NZI7+@OGNtz?u1=cc2&s!>7f+W-g zoZ522*Ng0wEACSI5Nl)GdXV5Hix^2bx#u;LbrUhF;A(De1)9Bp3YbWT_0-??so&lm z;D+IQ%a0}=LTOu7+~%nP*uurL=Gr>?e!kYM*)D!>AL*9dmehME=7$UegSwD}EBgJ@ z2*{F6TvZu<4SjbLTb{VEbWeUhQ}r!%d@ zrCYFJ=X5p%$?Ys!lhyMOK@c7s#QrNPmrlRY=4%j#Y^)01&Oky`Asz*u4BoPK%*{R> zuhfuFBdQ*2$RtTy#~rI5QY$u1!=L4}&B0FwYzhJI9~+GZL)r7fJH_J*PZI|ZC^Hy` zr`I1NqDkk~mqu>TMHR!zCaB!8v! zMWEZn_@u4kvlfTScPh`*Eoqh-85S$cF!7iIPqqmsF&)meGMZHnT>*3c9tg^;19HxV z@F#VzvWZX-On0v60!j*X5LEL{{=|xV5@c;Re!h2QVm&fdYz}*C~iGDg99qHI2 zzq+gmIde1r-a%_u&|MgEXqHnEWBk-el>#ISZh>F!ne*$r$Ix!KOoaI_;ZI3OM<-dJKP7|bcRr8_(X#JS2w(95JWbtK^dKRZ z(jDew4zO}6mK1&1nGa{Q2`5e?&hy3jKbO66X17r77Gc~1+GLe-wDgOxd;JO->y6ON zOeF}3pRmCv$@C(ysBqr}29MOB_NC%0rk^lp=Yi=9f6+cI!)US}MW+>lVT@-D@imE{ z`t)S-d&9cScqaTETN*JE0C>Zz_~1c1KT=Wir=?7~vf3Nf@dWuu*eZY-&<0pEPX}Bj zsA;=kileEC9k@OJ2un9iPbHB&+N&}}q&pN zV>e8=f`p)gP0+)YkRBqbiX5+ZY0A@Gw;&bad>)Qxsr|-);Q43Qoj;8Jo72&dCpNWt ztk-v+s1FXjET9zF^ZM?99bU~px(*0rU^J^$qwI`guAZc*$N}PBYik%zm_wIU$|{gS zI2@zr7_UsFn97~+Y4dZ8b|bGlNASH8_jR!7hcsIHa{ee=0Cw1c6hZ^XSQ>B+%CCXl`egtYrhAH%+$BH zPpjl#kvQT9R{#2+@1Fn--B(}9-XnBQJ&!!`c{F9%fM9AK z`1+l6W`h@7U%|xcAS-0vz@;Y{qV$Ecs1p%JF=uLY2pnKeug_61A3!H<>GK!L^oVU~ zjGiVJExjxCpfeEY>8*|6VnmHGp^9aZnUTK<(P{dte4H&aJQEn~&s2K(^A9J)dkjNy zt{a3}I(HCn~v&eW;WEk zv46V|I_D?h+2eOJ4#h?X62;d5aXG?}Fgs=OGvoYChlh2gbfV7yie@Dc!{UrOp zZkBW%)&dAw`XUM+D69z@D3nxSIyMIqM0ydEkcG@Pqw5kpP73;)_ks~LND`aX_;|~r zxtp!OynNB7Vjt1NtJzy7oG(nTHxsaiveJS`L-bOnNKMRI@G1|i(I9a}xDbH_0!nXD zKK+tG-{9zN@pRArAH4BcmyTTA;L!p~{+e|Eh$Kj)3(|e(2dKlgNc2CdeK!+~104SS zCdFfg&Kb9O^EqB?q%2}!6=iU+?+6o2j%mfd=5#KTEypUMU?!H!DOJ``2mNtIJ#7D4 z*GvZSTc=ujG4SdtDZ86q!ro&O-OErq;(ikkcKVV^aqXPDp+gy}DWwX#OANP<3D;a> zr|Us)Xp6AO?pX>K3uTBNEwBNm>ZayP1mDobE%WCjPoDSK5qA1P-I3axB9Ba7uiHir zUUi>!H;nS25^8ZXq9YDa@{;I0ZuHy}*w zli>xU5Ns0bSF~7diQP+jZZIRswKZ;V&+sWSrJH6YiV7^0-2uRF8$4oPQWhl>JQ7+o z?t{xOeR9HMahe4!M6h~gFd*oYz!_pc3> z*0b1Pc9nSkid^) z!lK7LT_(-#y`zUwYSibmI#8^gm3+|yK^=yzau z)t&qbMepar;}IE-MC>1jzji1FB>X^PR9TYLJasJ0N~+M-%mRU!fw zx}qz@6OHr*BUDCo=6ugq5KmnpofeBZ|Ezy3Gq5TOa$wzYpc2hnTj6Wl5-8)uWE;p{ zb<3<`BCvmN>2ZODay~e#9$w3|66aC&)t=w?KI8GSpfmz2)VlN9Ni12KogG1%w8rJ+ zPWqA`e+OHk>V;b7vRJ9=_!P1hggPZ;Red`WGVBtb=9NdzAf^kn4Kq375B_*3b^OM7x%**QnV zo$-J+pMeF*aXG(_i#sr>9Ob{Ez?qQv2 zy*#fWp~?4wO^B>h{(e+FD3IGx4ul8<1fWG;dNTnD!H#P1l!e?*ls@))(64Ndx1b`W zqJ6}D&FjKa$ld*>YmyE`)Kfnky{X%CoZPR8s{WPV`1q%T@ z5N+alpC&tPO${ z2M3)pGlN!L$q-jxmt>KvW;SQ;+-VTVpF=lT7PG004(anC+kKlJ*Hph%o`HlLQ2q;( zd~ky*@MXa6sA|r>LU8?^wKH@<3(Z$uXETw|bxJW`QPG=)Cl#daQ`l7zGJOjMxZO^( z2{l|y%WR% zw4OP_ykktTo};vP%@tnw)rqpthPy6ar2KSNZD6t@x|)rNQkWnpN{OO#(7nrz2mb*M zC@zm@?$l^32qfB?HmY1>CL5)bG~`b7SW~MPgFxFr0(J)MN=;X_seV&{E;$-^0DARQ zpkS6&+?{DdUHZENB~hrVl>)>1u`ifm#PJff`rXlUBu?OU&C5Rwl?QN}w15V?*8+>( zAmD{AWWZqFBD)|w%NKoy7(ic@+LM3?OQqPUPchBvN|K34*5hz@a$vFP?})}R`{A#l zr3I4T4!k^Lk#+MLi;CSgs-Lgp*!<0;KnhzudbgVO3&knMAaPAbG^LenY~FNk#DX%u zLz4kSSp(`3UCUGYpr{Os&hKRn@ZXsTQmC0>jcj6)mu%EXHkW}HOE3wnrE4Avs|I7L zntL(8=eP&)r5KNV=uT@-vCNRRk}mVNZ%Z?1psrAqFJfm62jEpmq9IZg4PJtp%H~Ob zGjj{C3}N*+QC#%}hfLjpw@5+ef8{EIefAKEK4QC;Uap5@dg2wy9`=X?YSz>Tj+=OY zt_inH36evq#1%UYVgocKo>A_51h-SO(kncug4`r>*!l!(k_yGrph3wG`MeCLT1~CKnC!UrG& z^Kg(e^jPBG+=V+7Y0yM#yMatPda- z8#C)JUR*Zj*)#)$8eHO&v;#Qo;TB$4#f?5?{qB?WavTh=ocrv zYg<*nNG=8#Y2?2Elcpac&CQDxfwOn=Qmdn?I?AfbKJ^WKK!PleMb_x6pwe$%)+}5_ z&5*Febrzzx6fA=V#%8SvnfFLQDVxg!`id@s+ggVGnN%L+dT_u24GvZ;}Rn z6|7KX4FB2oU+LCs>Iw<{o(xS{0&rvRW>92?OclUqT*f`uWc&A@b7mgSEYyBFCEYfm zE?#p7`ikM=euD+sdYSCq$Rn=a=6(Ui)9$JeFFs&dvgFx&ByUY)9$b8r$M>JzGLxe^ z5wnoA3L1UPG4bgy&rNS0ff}=e%^4P^r55<&E7HKb`G!A&osfry`UFG^Nbup=LghM> zEJjIW^*W=s7T9cPF8NS3T0*nJ$G_m-(x8uiY$4)Bx?DKe9)wRy``(+sWu%)PZMJ)T z;2pNL?>~gmF0ej!pGpphbl^$(Gn3MpQ|d4Y7y=|83>QdBN7$o3p5QzgA#{e+vDKolJjfIm7vm!)CC=( zvdanig|w!iwu^D4?i~Y!wY+}x1Yk~bA3UL?FFSwRdES|Aqfb@+;e4jZt<*f|&D+}l z$4?pJUF2qu%O!(6vAXfP2}DZS#hAy};m~h|pdBL+ zsYc(m{3#~@s{=!PXx%JML^9xXjPn|7suJ0ZH_KgxbT};RTDhvZ-g4&RNdoH8VEN7B zaN10}-M(!Uia4;#T$gtA3|j7oz7Ns(qWVIzT|YP*gO4A5Y9$@}9vCft3(ottX8bWn zgewNsovwi`T93Z?S7BLlI_mQ>mG zTa<-$z?vs0)ZBygeZ$w+JwuR6^!lZHA(>CToEZzSiMIRk#J~|IfbJ}6j`b+sWw;oC zmc6`6-{zrFDIzgY;h?mUw>HK+NRXR0*YV&GkfP=!TFk zV)qh^^7GEw>@h%}30FW^THojgU!9?WVs=b8lXJ=`1{YMsxhsk%o(={7Xt-$|UJ_Ox zxCPQ6sE5n}`t;Za{J&q-gKWh!6UKeZXea7PKa{-Vbh9^`(Hl{N!-J@3@yfSJN~y1S z!(CZh9hnp=5jO3g?y=h?q$3H2R^z6}JaOvgQi6T581;TM?%9ZFWW50$L`KG1tQAb= zP8ae;IFo}& zdwyQjJ~}Mr(&_y8G`sfcR7qOT4T}KWmuc_&zuB3b8T8M=Sf*5E9NYcsTJ*4_U3k5Z z8jPi88-n<1yt;Aaoi>BTn@jx%j*7awbVRg=*f;^_xurIE;}9dmq(n@lG^~|eK}L)_ zchjmFNQaN@1Z`KtZNseT(77mQM7|ya5j&%$OhvfW}~A>Uw>j@7;Z{OXeuJqm4X~HUQzN^Y5u-HUbwxZNUl(_9)XYW$1D+ zS;>loSrHifn_K`tb#w{QlkZZVME7AJuw@}h?J&xRw3$DE4;Gp-O-drJ(m6tq` z5?jJj4q{hyY@R2V_Hv=|rM5=G#m{@=96u8u8)9H@jt`6=&Xf-3U5Xk=` zrzEB4Z0YUD(>4_h#teJ$?_#HMa`TZmSGHfKi-Ik|eSEf$e9yWBfwb9hTi`rNFA!K> z<@vF7G=mRWsh(_e>waMKZ*K}Wzu<_CRV59R=sdDdhC^^Ybal?;A+;RWwXO!6;olBV zRG>*1G+ZL^FKiv=VR<6!^n%k1cxwGWX0$%8m=#V+r!lXEqTc9ooml8KN8526_@7}c zt$QYua!ldqDSWxpI&_K{J*IT5`&Q(Qr&6lV%D~jUbTLHE?DUjvjasEgDEoNBNYsoPh?J$--A#?*fe=It%reIEDC1g zZ062m5ipIJ0~aBc51D-{W~ZVAbQ|UTJr}{6!spd4v$8KDjm#KbNwonD3xoy)`xS-=_@9RZBwxU z?T6U&5S}R}&fSJ-wcU3Q+E|VgJO~plw;FF6IO<9u)_O318}fVrjF>(CP@v6L1HJf% z)gGHz5iNganSo_#f1-G^xE5rENsB*(Nz+vqlQn*86Dwm3`Y|MI7F!HThX3u-H}}X> z&}%R$ou~FLuZks^zwDJe)6BX-FnVFAt?T^LaNw}O>YI|KJ&k8SDW1~5ecsDsMx z+TOqC?7`8u4IEp>s8{OJ`^-U{xZqLoK8#A^&MgJ-{eh*ucpRwz+Ji|FzbIkmrUJkk z+oG`y{o|L$TSu~N6`H?${VagW!G=LkAGjBDWRw~y#~qTY*gRAeo+(0B9c?W`59i?tiA&uIA-;NzEd*Vi~P?{XdU^AkHFlAY1qk2D3s=h7q^by@Zg=eA8CbS+tLSpcX_8YwN!QAc@xCo3q=J zwVp)saHhCM+Ys-7#Xq(+(x#^l6;SM~8rH6vb}PIkE-d#^S|=YiS${TsO^*Du!eE_GkZ^VW`$YnxBwlY`_}fZOFVkso(!z{)vI1n76oE z+C7`fj9&n*Da#aD(ri@x>(>k}P`20$GW-&)<0zZgt;RsLZ*$h-l_s(YAPruhvtx{q z3@U&3hAbIxPtA9IYnG8Gv8%5yZBX;|Ppi6nb@{eag$|J;M2;%t&wmiEG;;h!xzs{{ zGR)mUHI%RUioNm>E&F0uuO1HebX`}pr608glYB2`+C^`xfh*^V4Zm+WLv}C33r~jOy9{Ylrs_AH}-!QSmtaW)rt8r+Fwm z?=KWG@@jJU9j5GTFPYOD;Ir*ef6Pzc#$zOpplNXX_oTm)R=&ZR9CxV2^j8*R4)fnW zF<$3)SP&lD{0NM%IgIS`7`&~tT>b7*L8o}n^oenuPlo^vMp~owX*gKmV7VYx(cei4 zeb^4BhiV`iqQkkb6>MA=Au@}|$C-ndI-T&-yZ5I^^=elfoF;Lh9c zL#N%co+%FEnPIafORRbWGR5|0z>9uw37Cb8?Di_Ay1pq`3!bz5m^E=(@^-=a-W*Y; z=UekQY*q0kng58#mIT$kyhq~%p~Xou=}ulFGIwUj~n>MYdP3UObf|P9K1IlsE8-kGI7gNK$FNrc~cxmjB$VyV$uTQuA2~P%krw@_95gu8z@WJf>iC^00WOVJ*h!ZdKulK^waPA!{9G0%-J6Xb)G|J!_D|p?)_U*Sh8~+7HW@{c zAf(|~HA%ENLCYjZbS830kGZ<&&AO>+`QB!V1f;D=zgQ*48gCCfzuGRinB?@=0F~?({{yK z9+>5Z#%mWrIGki|(K!E+i|%&nu?DOtCpq$-bo^bLVU-l5)8aM?|AuhW6u*rzpfAjt zHe)%w`pv}77OomWN+kL+kfsLEI7Nss<(!hFg6vx~)?pgB$he4WjPDfXNvJP=?3cMq z))@iiz{)JS3`Y=#nGfjsC;mDRc&`Y)T0(2F5&ZVVxL&1}=o0kW+|P63t{_)>XXTTg`}uR)QEsk=~ZsEI#QiHjqp# z;N0Q7Bt&1A{`mvU!Z$-Dft1$!XLrS5xrET?*ditnm6-cc5gZk~L2mVYLnX#4x^sYg>@XE9E|l0^kf2clHTksVEADg`qiaf_VksUokzqgbiM$(HJ_lz=f7Q zTHBY4yI(G2u*qBt`eia26jn5LtKH6!H*+48QP;hqY#`;80Sz{^71R88R@U)=Ig69^$v{6%l)i8)-BYRo&B(AwmuwR~ccs47qT1l!oicTW5?v5etZ*n&k` z&6-|cU|i?Qb(Nrh7?L=YVJuZOZ{SYTJg*_pbR@al_iY#}E%ZN(Uy}*wuV;LQX2O&@ zO0fsIv??@`n4{LxoVRB8~dgCAbu5o##iQE zdQ<;0Y%tebza;un!cd}HIBidmqaRQUk83AR1}cLKJuMXNE!dxeyWP-VFZAr7FKBb3 zcP6I_&E#F@Lpi)l0+VbYai_F_xSkPpkTOd-P0)NU7Atis)vdWtm1E$_y@M!$tm>%s znbp`=H!}dF#RVRyN2le8B*L^W~7nu1GQ!aoLhe8 zD$jmMyB==(ar1im*cNS!51QS1PBlrN%mCNc3knfuOp2)IzOior)LL0zyVr6RrZf2} z7B@Pfs_tg%I8k@x5tCj$1W%}0ughDItaU-iJu+V8SL&V(|Fey?t9}HxdmQgT%Q~c- zrfRVw>Njx)9fBOK?nv;R484%$yMZqsLjTctw?NeRFl@rT^b1#rPlxUS&-K9CWFS;vkkeoS!PF$_1G` zV!1k-(T8pZ1Bgr5{zZTYrxw@9GKZ3^4rbQ0H!iZZP-o+^Ez}Shk?S2Z-W6Qufkefq zf{w#NIuDCUz?~bN6wviAnm{5SxWDNM1EeBvykQ^Cb7X+ky0S1$H9;Pvs(^ym*ZBC0 zCg}*rkFEL~rVrKfk=t@t(W>Hqs}e3@CnTm0?`n?utlh3Jt0uU>Q}#^XHfX4r@%mV% zTDIU@m>1eugJo|kV%)A(2ghEkmNB<#1l!~nNBK@-sN`IoM~%W=piOMbRS9+9Q)i)= z@Ls?+_)>T}Rf)-dJbC^>?Z8WwO=9C)6EPT{Tg2qyLxXa!t+VqFZxR<8GxrJ{CQg}I!2pC_8(l|`qkoN_t zc%~brOJGI_>GE<-&JBM#Mn}g#O}1uDe1u^E1)vVef72FTiWm~$k-D7Rdko4p^oMkO z;eaC@gl?OMG&aKpD46SfOH!4fEzr6|qx4SoEI7%LE7kvN^YF0w`CBem@tRR+|GgGW zR%bLGUF9uB${|?(CL!R4$!B86y4v#M~;#_hYahv053CuBjZPzbh5p#2O zfngd|%s~i%S)dixd>*>#liJbLPEMC1{3k_EzE&fPr!YDFilv;AS^CjdSq7=twB?nS z>TC5=srF&-`Z&Z?bR{M{6}|%HFiSRD;rwqk%(zFeK6$+=Z~*m>-tO=l^E6umnnSyN zK)Kz^sF%8~SZ>Vh05nh&gLl%dw0XzZpt!VB!9%Ev=1*BU)V;TsD~60auwQ3Ya?>KS zW4uo?70(tC4Xe^Ca{!aMKARnkQx)?lf}uqwmPYfNkSgO`^T*81De^yKOdP2fnLC&8 zWyJ~x-*-{sZ3ph@SqRvJ6whZHg;7_vvlysse=RsNO~#fUPmB>@p9LHJ7P=?{Rg08I z(a7la(=ij?0ODi#QkrvOOOh=-SK;zIp%k{>x*Onb`kfq4{X_a_EOP-1td;6`q3Oqm z*WKpT@r9ckzQ4b5ijaXeHXA1E93wouZ|G8|D7(H|BszHe+b|T6ct+y890v@P_P}Bv zB(ZkU8cn}*D9QJ`0qcrgTBQq!t(vqDvx<5A-^j$Zs?KIKC?Ih_$LNBBv`=nX%Y3Qe z+%^hGR@Fwvr`NJ(Cb=gE5~vQzo3&KD!;lGLsbCFFa{Ze`3Zr8X(M%M1$ui+s@4cU} ze-HB$fHk(zh*c5MfV~h$2IHSu7=*f%8A=5!Kg&$4jGoV%4D5#>99ath9QlTVFov{+ zjUj{a74VJF9j)Otg)FQPDd^`J&<`kSZq4xYivj|?NnxpB zp~hg{G)+f2<41Ce5)75(Bjc+7p*O%OHid{Nr&G+VV?5yhJ3V4e-cWzASzNpqTM?qgKQPZ9cLltC_t4fD z&JX^wiILa4Nn@&{XUASGr0;sfn-Yl%+=KDW|MS!NFKI!}0jY7>s>BfI`Z7BSak0*h zX>IH%<0Bo+j1kE}4=4o)rL!pn_6CUH;$MJ&6(5ZmKuc~O{_9{@Zu+zu&KKYrI%9AS zD%2Is3CpZvc?6HeiA{S=UFq!t(||KTV!96XI1(O!N>b&vIC%a!d&}$S6xUM!BEDN@ z-?uCv1_H_E%S3VcLWL_1aPavJ$>wCBv59j!vy%PDBniR=JUsp-CIWV-rA>qGz$ z2|3)QP)SRYC3$E>m|rp<)(-l%+mlArTs7@^>c_RW#32!GD)x;L7sN{Onnv--usPj?c%eay?>0 zH!d=hhBn6mtOmekLu6{)`Rtx9*yn^G8c)T>Yu0~|Uf@Bj|NN;NDF+dAvV0*q^QF0& z^UjcbuWrFu!To5kP|buv=E3YY&@>d%DxEyuoWd>0>ld&C20+VZ39V@;<(-1TPd!M) zgboFPwFD}~{R)JTNZ%v1Kaj(uYVC>0#Q#T~mg!NMF;k63Laru$fH8GSAVCBi!9)_* zVjO{~@qu<;?!=*d?X1$%G))#uCy>2%6ndiJLjCS(S2<3a6{hl2)F!&$c~{c(U>%*X z6bP2KW3eX$^`Su z%brr72wYz?8VkBx3uywAEix`S;LcZYCYgoOw6R;lY3eeTZlP-_Gp;bE0hn`c_V8)5 z@Ao%@<;7;Qmtio%GIMPXk(z1vWJvxJr4a&b51@VU4_reLxx@&}mV+FyoG@XgWK%xA zOe6tu_s{rw3pA8~d=l;*x{eNHnDZutQ_>|h<(!g%M?o?%bd`&u1fCh5h#tomjOk_O zI!|P##^lx6_UHf90-qfY!WW^?+vC4WDaOKmrtV0hLB!NVLW1Ook}C%Kgi{qB*If~V z@Y4ppdf%+(d%=;v*p^dU6IRI5ChGdP*XBc@68a-G%O&7AQ;dWcOJU-`SR1O5`p*p% zr&dI7xgn9QWj0lbJ!3cqM5$<$Qmlrot{HIvPO%e%6yz zUAu1(pKp#=33IPXBVBexj8L{)U5m>=6`B4?!op zL4tLapz%|}S=`^%R5X(pMyJwQ;?q)`BB$Pe6s|cikC26b!u8(DM7o2i%wR9r?mGTO zS=DWfKFLLhRJ#{VwoC$D!z%5H$T^UD(DCZfbSLnsS1s?j(n}t~z8Bn51B{yd4jH!5 zIyONzr^}rkp=_>doM%MWX+k6~B)#(k1%gpL)8Q1wVGtnM~cyU$oXoSbpWfmI?GS~LeHVI+P?UxAH454-t z;MBi?J!AX7i3=)8l5v~MLL7GOXJ5x`a$^W#bMM`|l`;wRj~7vcFFlelVpQ`pY&VkqXM4*M*1t|dT%0&H36x`F&& zQxey_0sP$9A$J}L_@2l>+Sb1x)@10+R%>3l?6J|0Us{A&rZ=uQoMG|4v8KQHD&0pv zS(G5j+8eS=S(#%&1D@S@iIV66J`L2^AtR4tTOOpMVsFUYX~|;&fmkgXxxo(8BC(Oi zC*bKh|Ir8rlAy5_teC$>rZ@LuN}G(XCzZAJ{DXp(a>O@snnQ9-!S}#;xoXsJ=;$Rw zp7CP&4yYo;JV(U-Q%(~G(}0k_Jz?JBDpTzHTgz@S)m26ah+Uv}>e{C07|WL)0{E-q zpZ`HGqFIMCJSU5Pv8>{}8JS1=qF6AJO|QoazX@M*8fxEBlOIWTn#d7JpCqP`iwA0t z5HVl(9+F=D)Vw4KD6H`$4hB__8r1w}M0QpOJnVd$(@TwBr)$7hj?23!F8ECQDn!ke zE5zbDw)b9MELpX4RRqIdS6N*LuR*zCUTXtYWvU+*b<;T8 zdFgS8Bm5>R@#K{%>0-vG0s#QmcdqEUBW?qPdbA+^c#%y7Jd{1h3sCsXyeb#7Kl2w` z`D}NsrI2kFq+$IXP8F(}w&srkH_CAh~zVVKg>u{M+kr?e+^+E1%oi#8x zcgLv*ctxpQ*W2n_RXqH2)K#Gt>~6jxY&pR_zXnVP=8Nd(PED{c&sXev9F6>#4*IW5 z(o&941@xIUpD32vGBd^TusuT;1PY>#*!0!^qnbJkAF(FC1Tly~V8elH`C6@2F?b%( zlWI*b?xR8;YL)Le4KBG$v&|!qI`|p%KtF7m=YCKxXck$X!n@;vhvjsxn(wZET9G=g zRW$9bn~9S5Z;w&-%M;U`9RVM0@ezMBZI$-*=?bS*tIQh_<^>$jMF1@-p~jkX>5%^@ z@W)56!gSEczz@)6t9JRL`|t6X7B3TjDhVtICS}PoOokkaPJ&rM3d<%oJwz&cndZQ8 zU>Ew1maAsLJGnI&aI_r%BwT?q{-YHUwo~9@7W9j$i}FTRfKryAnkEn=D_*d!IlvwA`XF^g#hU6hg`0xZAwm`He~X5EX6OT zv>yvv!An{QgT?hX+*XFm$jR-2;D`5O2>Bp))bTRR6TZ*jHQ4S`Txk7tt$0b;)L1&} zIShL?2waC|*8IX=3dZ#+W7@$p%iH{fBxK_(=SqY6gUiyQN?d1Q?)C_ksV#ZPMcUd< zG_SOJ-NVnAz_oYWk=tB-Xn#)vXL8$XyNUOwqz31VN>ZqTblxD@<3A?x_I32LyPb7uC_#mvsi>j{pEs)*;YgXsR z0=Se(^AA)E)WWS6DdD$w>eStsSFBZ^@FURVE5EP@5HE(744O>+JxH zRtx}wA%HRjIl^P;WMmR!?#3YJ+98?}q>c`J{DNl?gd^YlwQO5A1imMoncL!-euHCA zD^!kl*k&&!MoUzPS0C9(Lj|znuG!|HtI{Pz4q}Jsu}>Ef7mSYF4qfd7bQm80vCI2yyLQWKV`yNqy`TZD$|T)W+^VY zE*N{v1UwdT7cc?Iw74+4$}#-*!O;{Pz|`g@JVSih*fT292!1bnGT_bRtQtN;6$Zru zgioFjS-uL%XZF){h=#g* z?&#v1{5tdKjm-asV!d~A4wr9JQZJ7rYJcLZ|MX5irqoXmuRa%%JnrBuJShWzM$2x= zk(>ms+M;b?_Y85SP2IbykIe$4IF4c9L{@-$52^hPE7AJ7^*5HMy1=gZRRycl5D~FIXgL>d_jkXwK5BO}m)#jY8&C71^9L$!yel?Q z_&q5cGTivR%c!A(tDr53J6{9qjt$R; zI`A$O;~BoG)Rf+SgurP)OXu=%hEgBzk1u^axH!Gs+__CM+bZa=T#+ppGnK=TThLtO z-(^`RpI^TUWK9g}fYCNJUymwX>yiD;jT4G7$PAC2=c1X>1ot4h>3L=;nJx(KGrnZd z$0f(~V1qpzJ!bPdcq<s`9Rtk@VH)j10M8GKWW4>$;2{PyDUVkZoEPl+4s34RY{wQkL- zs@+sVP&LzNEniZv&3iK<)^L8@?`LaQM9--Qa2ZuX9+37JM?HUsR@*gUJ(6PR$*yN| zDLGNEDgx06ykKvX-7e9*L8_pGe5>qrZ-lBIaxT9MMHE~)Qz2)-hdEH5zdB3|)qOMT zv@iEN43I?Roo(J6=;!QJ>8N^x#aYY*Q?I#bUOu6juTc+swwA)0S!2AS`Gm`N^Yg|` zLg&oUG3O#PTBTuDA=hiZKgij|YlP6vF6j1NGAEn8?!DWC>*ZuQ8rb99Gr<9O!L_n z!Wy7`Z_shyO$*%AA*u2{i0F@R39g6~Jb~|(3%taE{-KiZXFaFDTNHNV!`!WEw&}a+ zY*463bz;v(LtF7+XyNC(4&C8Sj}Z`tzT_tsgU zj&LUiv4y(*lbUAgr8$UhM~=NR!D@H(!G*SC)=9LB%Kv}7l{ideN|{kz1`5uK9YxKv za_E4@U0d1a@EX4G?&m}P?xWvMsbvgD>rA=V|fI$pe&vky`9o`R}~cv znufM*IxZQZpwV1hL!I?K>S^1582F2%D_*!9nMT)pqTO-cg!8(ns#ZS|G~QQh-2l-R zz%4Zid@@qvZPhxnYB4Q#jSJ`0W(2}4&xC>*B&!;Aa68B@Tr2-IEdguV24h!2NIwW4Ej(fC=4UL)5j17e zfo-woZpBkRg1fUwmUiB7E9y>|wfMBss}ADEF4B~gOIstmB==Lf8$=Ifi;TfZiAD419tfTXGKDe}) zC(qJDYweZSF<4`8S+ZmV9SqB9GdQ*et2Q!K@*AA5@j-(zh?{cvnv4tyR&Q!n^FxPD ze5t?+l!m_9w4}O)3zURK+A|KT-Cbtwa4gE0ApcF&ep%U~XN!(WK7w*b38Z@zs)Q!H zDfUBe#m)aStj&#lrr?oXp2l%|a!D7h%czo6I@-H}<)Sda%FMgVa8;^3dcGP)Z ze5YRvmPzYo>U$G&<=&S>1=&G7CM0xQ?=lM+q?wF`yUGoY`UA-!G^9(S@W`2}1y_R&VSj!-w0bdzJ<5xT+ra=K@#3k4~<*Q{0ow&Xa zW(uIOSn|31=5VHpFdx)CF@x5~74Cv7080+OkyuZAjh zGl0*3w-@==f&0E-L1ZGQF!a(kAqYA}*RbBH5A_k_j=6z$irWU;rqds0hOpi$7~;7YQ7|-1sbsy{zJpkp{fU< zWJ}B9m-pJKlHXTq$OByYFBLmo7BYyz5KB}x3CavSh-G!N(F2mM^SdAQqCBUtQ7Cb5 zjS}dGg^K*UKc={HO zLaaC#U3~CR4ArOtCAmD>Q(=CVu_~2c%LTNeIg1Q)!2Z;2{<=kb3-+#4c5pZ6*;=n} zGMz&a>0u($4L-OCYyHOhE{Do!!WZ-=Pzmhwr8`r zn0gR_47et3L&QtxRcsT8DeNTm5(O0l_eiP2w-VBVyrEH}kj@Uyj}FVW98=`ZZrv&% z(?GAY<6d;pfny8U->ekEsF3xOKO9R&$rU|Gfl|5K)C$-imH_Y}qjr!OV7>L%V3jxj zjdjZii0HX(>&?&87axQQZI)7t9GHJ^OB)qX1Dja{nVjh^Ek)Zoo{=}rv(IOP_PMJk z>k{_w?x+A?5?h|ZKML~zoHv$tRsSfja>^{j6IOY;uA*FyL9Y~!6({Ar_W%>E$d9m+ zp_sEe`|^_~?M^igl3GAZ@1#>YJ&*%-F=0%&%fkhA&~q@g1;8%3Z`lr;UanC@@11-@@NjGO!Lm0uZDkvzi@>}>i$VwW-w}; z_2LvWo2z+3u@YYV8+&c8+wj#)QB; zQVO}0OtNVB3sf+H0;v6^dd~hDs4piJXqXITC(XQru|e<7ItgXnbIEHaOD;vTNP_u8Lrv4om9+1Nu}e4qk`F{=d*$WbRTF<&u;$n!n)S6L zEtzCPuWsey3Pf}#whFr?Z?ws4bG1ET(zL;ioXFPp4?Wah3ZLc4Kg&qgS_F=eYqmZF z5MyUoJsR-~`@huJGK<`~5s%}y_(g?D_fQkY1po?0s4+N#tYKi?mI8H0l5;Z?$7U&J zId^1H?=pKyg5PT#&1l&q%f|_!$b$3_szLtcghHbcL~G(fAhn*FnZ-|DlK3crm=h_r zCC)_)<5V%GQ&s-#BTcuXKYq$wA(WoJ4;+Z3+Wz1)`8k^ld8(DAm1w-9-Lo1QA*;5A z035tY+v$q&pXAfSH!XTqJacgXkx@Q9VmQg!!@1d)8sGGc@)LYFy_~Z27-mQK6^i;j z;F7qJum6`KjBu($`_0YEC{-$*=3_}ag-t|814Dkc{7ttw%GKe^AaVJExj(rwNWDYT zJ=3(ranUc_sM49pq!AF=8kzm(j&BMU#+@hEgi;x(!mjVYdDz;RkWff}UFZOFlP4_V z|L`SI+247(WV^e$*c16aB|@0SI09BchO}jgST=pVoI3!(zkKZxo4{FSw;o=3rt7V) zMrMJ=QnPYCD-4w-`=Y~WZdU>UA3=q1x$9AvY)?LQy8LXYOW<1LroMZ#W|#wb1Egka z8bP-SO%&|?`oJIrmtqySyf0p_ST}L;fF%0%8f+q2GW{4JTbPz&`>clF zP>{`}8;xs(aCrUXz8Kp%DIfjO85sO}e~V{lpy5^9BDzcqwA8nOz&=G(TX>KDAb{Xp z#4nns#z*5_g9t6$mCEW~{tM#e5MR9Ow8u!cd4OI%$Ggem9WMy602wW7zseL6y{9W9 z1u<|KZlc}pfQR#;%U5rAi+Y!JHf>W5$emIeV(S&QIpg3bMF=D0L$8ACYQ+vTub+!4 z$T%n)WcthAq7%kq(yxg39|?xHJV7-C{5*FvT(;190fC+5165C^qpTv}6X&b+ucpBY zG_U!kV6PK1YV{b&=ux57;^kPxY2qepj`jm6iT?A&J({9qb~|ErBD?Je5#^@n$u=jx zx>Z_d^)pG;E-?`1r*cTw4q6o>9R4R%cVR8_Z#A2`$rOZ$A+pUqLf^(F@749@vl03W zxtT;H(LJw5P)-;{sowSF8K9wlH+W?0xEBC~KA^ltR+^|D!>k2~gF|nK4aJj> z+>Ne4)02%ov{v@$>oj?aw9#HbJU+aTU*1KWs_RRp;9mcc<#|Z)%Jd7l@M8V=ut)Q& z>BWE44;*0bz_+!tHJY3TBylm5R$AP?cUt)*ZYx68wPNb3FvRI4jANPoB0lLU@!e@Y zU@7VuQJZSp9NnE$agNAlyYFm5k$tV7``#HV+J`m{+Fb=zdhPyVURKi zm)vmo8y(hu?fl@na~DD?A{5a-Y3=-qRxzpfE{afdh$ru|H5m~vSjZ=Z$x1p@fab34 zIC#(sAAL6J*g%AKD5GNxI@0ke{=IR%fct{zn`Zg-7RaF&2Ubs=k1QZvUfHkS!g9%V zRFQwcAH(EsrlTO;ZEiHU#}GIk5~CYVk)x(EOe{STi~wZR(>^NmOAEvRq2Yvw*^dKe z7p#KG4{tHCXneSEUPwhqU5SXk=39t=I$sQnY3+(iOHr0WVOWvgIR@(0XQ~;0mhLXJ^W8xGk^|eH$i`|=r@^usNpP7GD_t9!gTlHFpiel;; zhvoF0eFxma4Ff!m#_HZMQ4Hi}VQ#~bVQe7KmUHrWDn@^?t?Z}HA9hLd>gq5wb7Cj| z^&Akn(A&k6p3ql}A*RGk%UJ|a+T4^cq!C31%uvepYM~4IVEq6TGO9##VjeiI$%eO3 zEQeK5QRuG7W*!)(wR`vg8}}wmPJg17@osjYUQ&uHderb&ttoyDtx4lW!l=Q|re`6_crfhK1T6~N zFXQ=bdWx*2z*V?C;uHL`KJqP#`@qVZ#v`6o6Z0#VL-I4-!ef2FQgTg*HlwGnBXPGl zPT9W$UvbF9I%f`f#{qxv)CDZ2pCm8vF^qB+Hr`6NxTHUNIW=7%D657a^WwfSgqD$UEXj^X;;vR!uiSa~| zAe(VS?{dIdebe?1oXxcn4`T=y2CU~M)c6Yn+fmg^F;Gi3#j08c%8?VWs}x|ERtjw| zrxNt^W%V7eH>s z=(n^@=8gEV5R#U4zxbL&>ZHT5>tsAGf^$IC6fZlg1~9|9Tldyb<`8=n`xvAXBpeh6 zH7?}H$auQ3C2uAL3i2iBVhh}06%+tBK*+z84!3Xp3BJ@v_gN_bL4YrCMZt~RN6^G1 zt{qH%X_^QwDw9vWwe|e#|9s{wl}^B&rbOvy&pVodmvre7qXIlG_tjyJY#_Ke1q+(y zwCa}%)4MMQ?M?HYq)GS=xka%Kr;C;~o1{S`v2D?p1h;kG9T6Jp|38>2#79>Sw2<&n z{<5G6L}0;Tdu;KOVhG7WIdDExRS=4`#8T$Y;&-p&1>dGte-ud`fyQq9i z7XBK>sxZ^3gN5N)$w6Ha2a&y8n6q+STlFjjwkeA_U_N6OQ*V8t z)hBU8_BF(8_gbN6f}9n@JW}sD{OKT_I*9rI;`fpQ_i#sSXBVEUHK&ESu2F9?<gR{A?9>er6Zbf1-dWC;i}jJdFGYX>?cUIrz*@Usi9T)!A=D1C zx*eW=O54QXt*~;-YR6&pucIf*b@vJ9WA>K6PfJV8jt9t6Arj%8b+*FB%Kjxat`c22 zXjE@Y+@${As(HYA>D@^dBC4$qFpQO(_9ab)`dAqiz0&@JP@|-@Rh@i%5 zwcviV)J1mL^=U820oE>X5K<*~Q%vSv#bz2PLJp=+OL-#632*L&=z=Ns4B#8yBybp~ zbO>?JZ*k9S@Jn*;tbt%SIHSy~jc5d#*TDIklZ)oGL{Pf5G>)_!5fpBBOgi-YSNj^0AHqV{lTznY;T!ODlhHju}`8Of&+|10%(WV`ix>0x@u58*2#(?9S)KRSZ~Y=A_Oj3umRd)E>^Qy3XGj(|O?;8;Pm=?Q7v;g(b>N!Ty_|9(i zJF>_gJhO7GOsv9|kk91D6HWTb7E)7v(=ogS23{fp@c*0w#T$X4tkoWQe>-xp3{e94 znfb{~R#1%RW+mTc-->=8@*O`J**fK`0o5If@GU9Lqa*??KoJz>Nm`NbQnr&2ws}$E zM_yQ8DUYctzaDV9ri8)synK~!Q)BnPx6N(`M0gk?9M=S5mEACPH!acO9nUXFBYBAa zPvSky33@2q=hTIqNQ}^?6FFU`Hie{{UX5yu>JNbCcy-W(-+SPdr>NC>*rLV_JoNQSE&>YKWH1r_VM+c$9GM5E$;GdO)>v< z4bmCfL8ELJRb&1K0P7qAb`T65LJ^Re^QwNXt3F|8An29uhvQyZ1!r2|=&_-X^y9lh z^`wLf1hwk;!~YdU!_zZk3E0mx`BVV89?6f{75hUD2`(%@qetKdyJD4eR zHyeL~e*%}Ks_L}|s|=FNR*6~B`D=9oB}3|4#!xEp+m?LiNzT6Q_Y_5)6L^tu4%XJA z+s2A1z;<&iy*B=P1#dF+acksuEBC2}&6kAl8p&8ql>ejSVa;RS%2gL)&Z_4A!D_Ky zYlZ2h)K1tbioD+8%E~>h;l)t5``GsV*O|U(Wk8{P+ zh=mG+1n+B=hupRq^~FvE$JD1+pj!1oMK5h}&rFBKl#lH3sAq_tKkTZjGuUeP#9I*C ze&Hay1Zi>nl79KFV952e}* zeHAg7FlW}#P-DkSiNw;#26P$(*&$hQC$1w@->E}{zX(~ZN8E50*F&u;TmaI>(4kJB zN6mJ&R`+ED1OGxwQZLMn>al^ix2^qz&;%Z$0bMfLqw~@gRYt(Tn|?}&ROLUX`%v4v z@mY_Q*8s9PEk|$@-=Mwdx~0_nK@F1i zSw}C(#w+;Q?02tLPbnb%v=h)U-i6}Rmk5F9gvJB`9T#Ii%Wq^05EKj`e2iyCLpJHN zB7LLljE2Y$+-uQZ24Ss$F*>=c5VJGEQoDy2SvqqeFca{l4bsh^n;UJNfHql-0CHRk zIjv@rH_OFP)Ei+OpH+7KeewWC@*Fo9kJExcYTz}5tWzN$;}pI0j1&De{SKhd?SMqj zP5OJ7)G*XtpE?jFQ<>P$S8vk5LiVsS2v+M|gS__fp_S0N#WM*afW;q0&_g936u+fX z?l_Wf$ZlzTfnY=%MrPkhDP`dwx|{rEc6j)gHeEX?`etB#Ry<3J7SR!WVw@uh+urgB zJp?jUw=`kSqi3b7J?7=}V}SLe&r65qSLlqsjflp-fD8sNSJpzS&~t1KGn$z$*gww3 zark-58{^q@i_ZU*!Rm4B#oL+u_z;RRs~9QA66mrNi4owuS9qAbAf80;F#q zt>3sh`7$#N)tt^iY+oP>*C#kVlNccTXy4+FNDLXUKFZ;sSpQmMi%=r>p1l8IUl46? zsQMWX;L6JNl_FCYeq->I$ZE(+;Lngvf$4}ZB)?h#`_thvC2;4q&4d>yf zagxu+v<^~fx2_oGMp%5ipA;%r(9jHLS{*lQA~_vyg57&(I9m?=bFL1(s z$~7$G2{XID1ca;ea^M-Uj}@(ejEs=JN~Uya&=pd(Z{P3_@Bl~)&j8)*Gkt2cHp!NW zj^|i%q(LfNJ2OL>drPnK+3;gck<)_>ooT0YygaZ;p#G3-3NEuAu>6KrZhlj2wuepk ziq67q0?`x9R>{bewqB-}1#pPl@-3y6DzztO*jYz_)vae%di^n=&xapVzYT`;%=~HE z+9MJp|L)UpnFgqNt9+c@t9o*|`eG=)<`j5wiP#DX1+&$Ts_lF;7|NV7a&PD@g}5?2 zx_W3cDYOXRamlq|{aT&$E1^+PlX~`s+Xg@W_~Byfo-M;G%J;FwQ&JjaX`$-pH~-tT zZWf7CzCG@p-fZZnYo+oqe`^RWS`iJrJ?yc=S_)1O}_s(8hRmZ|m zO5}p2-MmouF@Ox=e4>3W=2Q_55(BkE1+oolOZ4nm(4s?Iy)`TTsjAWcW%3=A(bzm? zZxH6zoC44|A?^7L_e=m@olT-1eMnxb0%c$Ql%Mmj51L9b;Z8NefqBs|Z?IwiOj zhE^(hYj0-J4}n8|2q$6&b}CcIs6QE4V{Th(+I)9yYl1kQD`?oCj5*!S!uB zg_Ip-jFJGxx6~0igywtagIKflqwp0uA26S5A+`an>=N0HW+1ufEjV;KHm-iKPDwAJ z7i@mMy`wtMl`9NH`A{e$RLQ3AH55V-oPbn^FkX}cbSs1$CDKIQB_nBLDqOo{y<_^V zEE&;{;o53A+oJa5_yNa!?^$8U!;vFY{{4(TmFJRP}H`Hl(cG^(?fC zdZ(v?EPzua99LC^)yzM(->&A3yLa^sRC3@*QfyG9SoxQ^1t81+k_7j(hzDryw=g^?qNay%=4e*Z6Ye0j}Ru=>Yd z_EJ-&iYUHn1EFr`nDf$>jOhyXT*Q&!9rKmzrs+gZF}T@7Ks)*`4{mNM#}+b2_8~1O zDR*5l|A7cS;pBc~V{;=IZ(73rkG=VrhP_Tvl9(TvfpAyXY)1vgriijKf~}Vj>%4T4 zB8~CC;5dR~Xq&2|xB0z#X=?}8a2it~PIr&lN-Cx5;|`rZERCrdn*8qLy&9?__@jyD zlzud$;7@-ULcPww{2F_D`67SGJZ}R`)Ac|PRl~4&evWJ{($o-&lDzm4lHfxNP~26E zdfw2~c@Pq8r^FeBxr?IXtR`k&l$t2r2;9ke@C6e!V|Wx;#3`{|CRSE==5np~y(FmW zfOr*Ra$Sh95;H{ijfO)`x`Ln3$eUC62#f+gTeJ$> z>FzQrEvB$)`!rl(M&ovRGh7}qxU$yo{O&7%EpSyWz8wWxDG)^^l@m}h@jze3_3n9w z8j0@4MAu0}ki6^JxDNvf>`fYCL&A79LbaPUUWFtv!2H-lMhPktG2VqDyQxeqVx1%W z9Q{j;GsO8WntmeTRU^&6{e0z8{#fbHmonF(#DMI9R%31X^tDRuRE*vJZvJZQ=JO&W zs7>%T>eODx7XDi0Cx;R83@XfUs{9hr(Q!;`B@Oi0@syvIJQ_3?Urv(F+i@3>V#lJ= zHaK4jTWw<}Mc|>~xdYrrFvLyfax3Fl)P^CvfDNq>{P#!_>0At{CU+S zm7q(!RbZ+g#~yAfD|{AiAwDC!w?k(yl|pj9X=9DakF8pgxTZ$P!DGhc=PvAm)5&Up zj`VXajKNKQ6Xm~MZ>;pjR^^|%acwT>#)Kt=$DO$oSGFQ1nAGi6Fy!={g+kKyxGPj~ zWbnqoE1&i)UgV1cut*X!2hTsKEYny=1PT#D!9X&OB-fJ1jTwvbVttOIUHK{;0BX-{%p*=iT8bKgF{$EB|wM_JEj62#ZTq8GMS0X~=B}e;|fqH{6 zvXQ;6A&*@#LL*gx6^jN_I}*oV&=H6(|~5n z^G+%0l1C4fpTR^fP{%|NBE7`rLwjb~12<%lq<`vAuxr zxQB!DxCTQ@y%60Hkn}-2HLKWhfbe2mff=GT-HWM*Cu7NLZUqi@xm_y1^jEmbegVw_ zwcs^aeEs+_U`oph3yffbme6`$W-*h}aK=qVw?;5od<06|b`F;iC5qf_c}wQ(%vS_9B7=z0=jNd5i6HAj#`p=AaZ*y4sZ-4}T8 zWH)hf3L^}F0BWZiOD0R8j_cM*^XJbcF+BiM38tRQgMhBMc;4+eiO}?+48QEUTtXpt zV}5rRIZ0YD0-jvezaLY&;AxsOq|GZ~TSn;Md0sMFaOQDt$zyk5;0}O3Rb=AqxHid~ z%+9{#iTW`TN)X*CqK|+4!!zQ6q4wQnD%T_GaJtPrc2V2owOvr*PvxqDS|Fc#!GK$Z&3ZVy1rd5~=i%SJA@>KM#6GPV;;6W>%7`_~ny=3g znufO`B25fhPg_~yTEyVfPDTas`7sKrd$c;1mko~ILM14n7_#(%vM~T>^P4lb1F55? zM|l*^g=0XxjGu8he;YPshvX;^ySqJ|DWHYTp1EFLWjbFQudDHl&C5EoA~ZdN3i;+lUvkmBlW0xxrk*tu zm_}RGb8;J^WVO9%^3(J;_Oz1w%ZZPcnB20de1ey=slXPybce3Xe4Wk5Lm2~t^Ra5`#U&8dR*^}d_epz+T{50L2x;|-Fy z&G-37!&&h10)!@UBbk3(c`danRwvRp@@ zW3s9|vh2o!pCuP)0H~gRr2sh}B!a(-VX_t=kuDl0(t)SPBzTEHoDnl0;+Nwiu>Tn2 zX20WCRs4caS_LS@e&G!gj7EX=T&xRPIcf?&~^2)8Y1Do4z#Z5oG_Y28&{>jYX~`hHc}GbpQM0sdqAQP+;5vl7;w zAeNi;?l^pUz)wQ4-lXGC7XdWGdpZ6!F;Jsb+-`!DwSYh=OxJN!Cw+V!3DmTN-D4|8 z=PT-Cdd!$~&@G)Z^ot_?mXUV~?Wzvl;=oxfwir;=?KjwWOF>s(@Q=q!KO!{3Af+hDH4+f(e3lqC#NF1ZR9=8v;gOM_;Z)>_pOpm(|G%Yv71bJfT zyA5~aT3Vmlv*F^^)>4na7>ChO)o4x*&zg-87#%Ep2(UCt)HFTMTlG6o)R6~6LPXiw zuvZDUoE&Q;dq}fLNhin4Cj(<&1y`t0!Asi&pn)*Oic?5+#l{D5rEKHY*MCJY%RJVk zE(sOEs*vdO*VpCYaRGPW+dT`q3U?%Na=cFJHdQ=xC7qDYla@n65uW+m{Vgd@jLl*j znD)C}%q>J_?oA~`Bt+Obqsq5BCFASVrCYXVL@GHvtTh*COP~=h2=uG!KQA6jx#j1o*4sfolC>IIT3tckZMirl+^h0|6)R0<8;J}ToBJp^*8M+t~430`#vxwS7MwkdY8%_W)$^}8wN-*A1{-v{m*=% zd($QplZ|{j4ac$vvLU?nquK4Ua%P$HAm7eXJV=`o@`q97Nx~a&S;t8B0R2OmWn|5x z_;)q5V+Tjc{-_T^R+H}$RNo1Td0A@($|djS@>_fB2!&0gX0U1S=AA68pW5mI0FWt5 zH$-u%T?=e=4cw#h>aVK-=4c0)aSWE#naU_kn~^JR@n%zcA7Jq2rtLP+kvPY;&)8*3 zlNEcHlMfq};jqFw;Ky4~&a$j>P+;SqCO808NWq-;x1$#FieJQR{$&Q{x|=D!n^3Rw z32`abfpyWD9QL^( zlORoz4pR_R$7V{{%B+{<8g(>_wlx6$8?u+6+v$CtAaS%ts;DyDpll0h1PvF7b$dDa zA116$dWEYi$5{PVAeizFiv%y!Py~kNi+4Qm^eVKlTs)j`B*5_&>i2glYRETHn~t`^ zW&6zte2V2Gy)+*6nP^)RsPDSl(JW|o4m|Wv4SKM_S3*H}Uoron=(cnSbp-&VX=2D@ zkMU;(AL=CY(}swk z`vGxs#k`6-kh6H#`AXB+#@3=1`m@3PJI6leS+A7uiP!nGF2B^3OK_ylmx!IwymK%+XDNpo zdX}+(@qjf)4!en z(-+J2%zYW3SXw?Bcn&7!fQ4Z{`2zPs6~Ej@qq7au!8vq8tAR~fUw~CUT=h0P^Ks<; zJCmVq({?F4NP%1)Q^#J2psTcykil70hI%^5#5J^%_8e5~-y1~jW(FN72^GF4e-4lA zGZ@&+)MZOM34*2@T$KGn&h{Ho2QypvE-L=Srm6&h5bwPHLMwCvV`+6HQXa3mn)!cub7;JCYFwP@)CpcD1D zwl7@g#~Lq;v%zp}z7_vbHy{Gp74<0_uE>xy&R!D9xB&lO^})jbw%`ZN_-;ZCTO#Yh z>$`OH?{n<%d^RPicE10!io1Ct+vje+E-Ty>R}_}p?dn$2<{!J-CFvbBj}IZw^XhFn z(wifwY=dgK`9^GSdXP8d#y%`HpqA!!emNY#f^YOCd?4s5*3-?rSr)nf@2|!u&Jlo2 zn!p6OxP8O?dZ4d`G6nOjob{y?+u0FRg|K9fS+@bAQ(=?W3C+4dDm`QGKC%JsA)&&| z$;_FVeFEBx_oa$^)T`Qm9`%sA!npeH&=94%FizBgIG?_mZJG5Hhhld8CVJA1e2p@c z2&*KBy0Ol{?+zFIk=-Q0vGi zDoGy(W;groNnRRkF!nM`bjxKHsk|udO^6XUypU-#E+}bOJ8$h}_B3| zL#cTQpts=dgKeutQY5t2Y~~5Dz-^o&&wT_mfm_(Ms=797v2mnx?D}>Wkp;6e!Po5d zhSq9!H(Sh94kbXFZ^1U1vPT+j;;HQMO~@Q`+|?zv`4>KMHrwtn?#JQ7#xvH17)PkQ z0CIbGfGJe?^nR8Sgxug}PWV4GQ3HVD*yyVde`ut>++x9NW=)0gzSpFSAizTX!t#Nc6*qq_=kJ)%qGjS#OVRC8v&>0-=U_zS>rtiecJx3 zlOyM!_FQKmtiI4N?7%QZ!!~x7mPGj~fqzc<$|nx9r62fLP8;1S93CZz(mi8dn160>l@aEBA8)0v0AXx0i!OB zvH&r*6`#@mCuoZK5OJK#)}`^>?w*>Mdqt+OgiSw2XeLa8e2qsPA)vx)g55LcTSa@? z^%ItaV*dNy1m9I+Foans+AlvV-YOi2wupu`(l33RZZNdk-h`lXzi|H9Gfv@EXH|BL8spE+eTOK3H>ef#-T1!EBGVF1eqY8LxUu0| zl_+2YYLONdjkPKRR`_UEFEV5+poHyagoQYs1d#B>oELx6!b>Q-3^&&jZ(re=Ce28fT4qPq5 z8YL5`8)XC6*ww=#@G4)sQG+5nP>39s5OFrn!d#_%4be&Ns_6spt`$;-(nM8ojT)BN zv%JPTL^_~e=^E%~`WuZlU;QAw(9Vv|0BfaoayT~!RQ2ZJsBg;VGiaGAw zw@to$+EAur6m&}xO^zfi%ixU}bnv{3^hVhpeE~PNePW`;5N+4c zK?Da9ji@FukAa@UoUfh-U!*L9PooHc0|RV1#A_kQE%e%)v!P3~9ldf81~be^_5wYO zgBLy7ve0GZg-@`s81aD`J7O5@JsOT?r_G`Xns+U~x!L5|`TKKig*PR9Z(c7XNmH1B zUgaz%-H1OEl~L4Nyj=jvU9eP@Rlm(QhA77dV}LozB{Mn}{lVMO%R)c~t(i~CYQb8^ zWt`s4hn`h{p|(dOzf&a(V>i=B&KZ&pF1MFE_EVkRiql9vY2HCEX@cTZ@P{WY!ZKCd zbYutJtq=hR`AAn}L*}(fkrUuSuDmP&s^GtlkU6^TG;#lnOV8;3`Ac3MGogN)`fWKDfLn91)(N?ro@YknXk|J?r7VSE#=j zCjNq|ptnwx-g1NRsY&zRcPJ*Q%7klb<@d_W7U@(L) zVGHLaGoyV}Iu`p9xc|7$F#0I->4tYXQ(C~quB6h{%q8s<`jt&@ z9=mbjCSD&rX|F^XJtKtYAv+D&+BDg2t#PMn1epx2GCo|I9j`l z_1qqNMiL=*mC9r3W_`8L(1&<#Kb9(bAKj4S%?aFco8&fC5rESZjt9wJDb*j#?QQMg zH_8}SaEweX2Q0=}LAgXrAs}&|&HHdIl2r);0vpNA{*hLc?@8z#Mju&IPeP|hSai8U z)O90$FMJTN8xsm)bVN>RxZE=IF!ENOIGnHFEjIg!RCPe|eyV0JD)^>0&JnA4@-He` zO|KW~0O@wsiJM6P)aqUM^y2!g^;a;7yW9<_DE$N%$m!9zR16aP6p%+W?ybYN4rN`q z6u$IcQ(1PMn*Pg|ep^uk0p~E@BWJ>TFLGXJY!mToKho9qu8<P}pQ|UD1BTzDK#30}D*|ApJD5)5>vJkM z-iNni*$mptW1b_2JjR*R%yL=i_{2yv#w(=Q>k#G1Ld42#UqSgvr{U#Z0J0X6z3!s` z+aH)s_;HF15fF@C#aDW|hK}Tz*X=Lg%$j!>eM?dONRc#nsjX|M_C#RB_6ctV5cdoz z=YXe+Zv|olxrd@z3 z;G);O6)JU!FXf|k1LpxvMY?G-v033x9{Qa`73e_Ap2Bvv?^sS|_+6TN@FBhJ^iFIE z=E234CqzPu+zVa^Y{*B=!^d9O_b31vOz@J}z5A}zVx)eddd%cEL7iZmosmSP-z^pG zeRr1Z_w3?2!$Qe-XRbVOWN=+?*%KPTpD=!tc;QphGo?L|MiW%a{a9ifW?L%0va7}W zXB9@byBp9X?MO$CPme*7H;-`*A2l+y)#P_1=!Hd=??-QNfLMg+12|?FI{Lbq2V+FJ zrUbH++(xp9nfb|JCR7+bd_+|Sa-)&tbz~|rmPsXNYtxuIajz=NC=EuV{j5Y&+mLj# z{#;HO#SCT*$!uT4!&!HZt49!{Sc9N^vLwuvSoQJX&I=0cqRkCQ22uOj<*=allS7EU zac~@t1lcmU>gS5fUSUE?t^^& zJfXBx9eldq9*dAg#y(0(S9z32|E#1X6NN;ER0>6F(sC0H_hY!G#tFhD{|=!(E-(`r zWcUBpyEq#hB<-@Gh~{q$c2urnY>viIrvnxIl2W4ph*t?0ot0|SQw66n>@*|ShrF)qupe02*n>N8zjv36 z0UIG^dG8lFMxpr4f0E|U*LBBN(epy5Q#0RI##(iFf}ZVA-)j`AWLN+$AYwTYoR zIjqkvt!h;b92g2r!c&f0JFJ8qnBKEY2@01?x7OV`?ft?&UJj*-V`7Mi5C5jPC$GpY zDs6Pbc71I4O6-~z&2CQ~h@-7iOt{8$uA9_yxofqZziyYw0`{F|T(QD|*K> z#CxhXzABYTT1blsZ#9>E8c&~!;#AJ5kp-qKuvXpUWCCRUXl`BpBQp&Q=`>Z6~i>*m^-u{G}Me8h~V3%90f^EMI4JJR5Kt)gM$7+QV$dB zgi3)Fs^SwWB6i-_y+?(iYeF-RcLtFVD@;WbZJZ75iUgIHnnq=cXj_tLTZn$u(3Tvs zfe-n7nvid)N%xGeq@S_3e+TBJi`BB$Pr<9~oR2sP@hWVRv3p$CLgriAfk* zsqbKbxKsd!E)fLBoFQT}59dAV92A%_PEyV{rc#wJZe!rmm$(G~(-f>?2!(Ij2Y4Pf z_J|E`jag{X=N{h9>y2$Z0QkUw=0yWmLZ^SdGAT1#DBOIN9aFkY_kw!4zuxI2U8>CbCb;jCphz7dx-XigxMUV`EsCmh znH*vArk95ahd0>$x^%-(d`2~NQn@HD;Wh>;OfL1)(*`y=Br4no*%+{a2SX4`o# zL-@tRacss7BQyT+5zr`($ykAll%+Y3g|6A$9veSq4}wZgn^6J{g;EowSsuW>_c&Ob zh$&`HfT`~_XtC){9$clXMpbq!)JIE@Xxf$`<%tN_CIuk11=etaTK|sOB{J1xT!c+ZGv`IbFx1C2arn z(l2Pm{ODSSLrNSVb9~$BGkPI;E!Z>=kzvh~O+$r}H8n@U(qfcpBMY87!|Se><_iLU zeYdsagHn@zdx1(Sj!xs6VTqemc#1#(0TciO{1Q>ojQlSzl1}e=gPTaehF9vT;Xk#E z?O*yjKeX&F z*a@=SC#_Q`Xp~LvJ(abVs*>XFwP|naza(b%QhcV$toW^y1bDKahYrN1M+ zl+LppUhi^*rE(%iT6)4R5bqpeB0)XX=OmH)U+n?GtLa!c60TN3ilFp9myVo^68<%T zd1lZr056V8Rx~)~w&Pnj&Ti&fT1_;Bt!UQH{?4u@+`*-m;QX0kKmsmNaYFdQi@JWl zFfU(;OnsEL!5}_9YtjqGT~#w=*8jD{My@f`VhBDPBv}&<2C%_Hv}Q0V3XW14jCOLE zFLa2hlAr!ALUlq00lhms)B>3J zDezPqs0B5;3`nLusqYZSLijzS_%&eW_Yi_w$XcMx?%gB=W{g3Le6IxnClk%O8tnEcd=_k2-gZJ8)j{fvh3dhFUeLyn>3o&M`cH zUnA1U`)t9kxPArA?~v~jwMUHv0-r-&k(8%KL8I+6*0!`!-I6k2fS3YZ(i91?shbEx z#+{EwU=ASvia%0FmGh37MP&}Rgz}l2a`L;T<(9aB`FdM>n0EUUIv3%km*D*{MP|fN z6MbM5;#9=x-+r$fI2yT=b2Hb%umqP>3N9OMt9ZcH&rCN}oXPc`(+%p%RRBWv_6Qr4 z-^Hh6Tc;^0<+IJQjU%H=h@$ztZ16yU{~vtf+nRiYPeu+%pH3ih5Qjo|2}inFt=FLc zdhvVvAKwmNXfQyh{|k^#FqsBA+?#_7LagU4O5l^iAi8Tbv}RH5qrK50z;(v{`#F#3 zU7%1MOElgtiJ!vTJkv6TBD57%nEm_`nldc_WuJo_6nG1kGr}%GV1JZ*YwR+=tTM>V zdt$x)my!-d%7lJ=e0D!@YcK9u+vH=Yjj79IHxaVqwscI@_2)zrQdYuWd10o zd7WCHkL2Fq@_l_ShFA{Y_`d5ICRM^*N01BUvaPbnSn|+uyt3$QLRiZFZTrjk% z=w!(E8V!Bb*pDqo0#?qL6rlF!L)`>UQ*DzFpQI#Tf0avroxU>L(VMda-fh-md4k&a zn*TGak|f|b_-=;v!A5Sjw|wzmDuCf+mSuY5c%USlA_hs}7I|ih#*m9*q&RQY8c4lWCw7QTw7k0@OVU+1i!bltEl&o%`|Hx&ZbX%%7L zqPG;7y3aLnmIoJy4n^!nvvg56R{}rnx=@Me6~ZK)k{E)V2U~c@|v4v_WsZy#ciXCRHPBST^0hWR{0q%^zt^jAp*2lS-7%>GpCn4~$PP@ewNC%5PiC zD18hfBGT-rFpHkX_>x?oZmp|eB~J4ZF|HtRNi`ujc|x zBIP1hqhim%t;YxN89mywp{SoxKd==%6NZ&FC-^6e1v`XYZ^8q zc3Q82St-93n35SBy)fQv(}}QeIoLn|3i?`tUwNVom?Q#f1ZINr2RSYX{Z=epdkgs2 zWpYp?%>x21T^8i0a)zF4&G`cb{613og+vGC7R<|ce?Z<6zxx+C(6rCQ@NphPi-TSp zSGSG$tDt)kEi64di@ae*{FKKx-LROeRGZTO<7LS=vf`5ELOk-+7rQO=s^cd-TQ>YM z2Z~J^k^f%|2RH)p^0f|C#a$3wuG8(@)92SBS7hTT|AwvfQ7*D;cnlKvx`h7( z9i*~-9`BIl`nEs1-thi`zF@eBJ_vt=dKgaSR;r7|eahh@+T$cJvn;7=7)5z`ZTRu3 z^3E*JJc$@1_!Q?0w=M?2qgxT1|L(&NYaT!nYOUC$=i> zt0@KvgADkCvS8~VeT)C8V*#rhF>Wy;0GzbsqJ`J`gCm)Vkw=1VFOw?N-5sNXr!^XK zeI7r(&xlm)GvN7sUM%9X*t8;kfZ4`VL87ZIf3LekpJ|v4#^cJ-x5$<<79>isxDC96 z(lJ!8CPC-*l)q^apaejHaY!3!1b|vqbg+^<7gAITFCwY1 z{!$uFEKO;f{NPYxLB9lPa0;bQdU8aLwHc{^+(e`6y`wJ?phdy#D+{+pyqe1}zy%18 zXyq-Kz>6S5ARUCIxikPo5@VcIVNo!f|CV+#mxD5TD|&c7eN9x}RRnH0oW7l?H?hgc zt&%STc9#cW08`aGn%M&1pH=~k#&(ee8P$!9f_tDftRsf=drD`}T;@LR8q4^CHY4C( z7m9Of4hk+~$?;oHe@PA~33<%qO@fq7nI`iq87NtFQU{~a1b0`Z8%elj@yw19#z}Yr ztV=kek=aoO>Y%_vrS!1AMoKs2vwQc1*#fq4Qrq|*8F&IW%2h$>%x4S8k`dB_pYO)} z5qi)f^46}(R%$nb_;_UT!TNDoKuCZ#hwZN_Na@Y#oV60FQ17~+F#~PK?^%LuH&li% z?AkCmGkt%-D3oX^w1TSGEdSYS1pO^vy8Ynr)Uh@&3tpzCv%P63cb}VGGx%GyMwkz5 zSZA5vfW8(@FF#(D5(mKzu4iDw!IRQd9_PceWYbn3@OrOQ1Cy`ZB0Blwt@1kSz9s~w zLt(!1O3z3)GG(q6JPkO@=UvLc#p-I_bpC>fwp~;Zl$tK6$$a1MzSG(p0~HX@$-)w~ zq5U>!t_MM7W`(FL`_TvV{f~ml1v_sHy;~k$OZU(dtjI)g4L+I@d?_U+8yiqfRQYZf z9n(iK{0dj|i4|uVlQqD6n{KE9fKuw5GJ~a@5S-+x2@24Xv`rXyp?xg>FP9GUGN^zq z{j+7M{t$UNsYyrHB|}j%psV)l;8ZBft2T=IWCVwBM8>-i4Cv2VG5|%FvAH`v{)xYM ziKX=!fBZ9unEuJahvyTX zPmT!QGmAnT5E8Pqa&hVmRNFb1yl zs_1`gS>`aVrBX&XHiA|GjOoxa@hCaIi#cwY3&P8t^+-Q?B8Qv+MDDByjr5fX_L@Yp zA-1PN`BnPBxiGrqR^2A_*EOt2+vcM8R5Us^sx!y*P6l7f2K4iYi3$Z2{Wu!3SqeKR ztEmd?jps<0eXFy&8|mdXJ{FC3ZM^<@NZU~6**!h!*~sw9VBhQj09IjzfU>UGIe;hP ze%gYs3YTQ+j0*HFVlL6}sM^(f_x;EDRe-?WP>Hd9tD9U19m~eX%#x1u3QHMN!#=B$ z$?%{aW}UQSMbIB}-duk?<|$Hw8-)M2K!OI?Nz4@^Q_ud6wf%52@1gmhvT61O01OAv z@7AimU~}#vXC+#lz~PFTWsy6FyT}%Y0nYG1$vMFf-hf?ON=`MUj1l3c=RJ>$-dys2{<9mf}Cj zS_1k!q3AMMM(}3}mxxnX#&BWj0^JTObq(&tRjaH1(>Z`M-mHWmW zH(06~*6W;#3bFYN!#JxL1jz%C*7q#vA0z4<8Sk~;V|N9&0?X7YnxmhqYNa*j2Z)?v z1xaWl6fCx!q~w2YWW%|BL8tVKud^bb_)~Xw{x|*3I$7s`b=t*Xgb(Ei5a|K>5`Hhr zQ`-7F^);`?N>uVM95|>N5H`Nv-SqPvv?6dIzFB4&O`h$TQGCc>#$p~a%kmc){-DbH z0`c5h%Xy-IWk52-mD=fYucIjYK`_@;dSIdG;2K+5hI{qtr0vVM1_wucTf5=RW|X50 zv)N%z?8!w0-JZnV_?ldM&mQ!MUlmKc-*%JlR#)YvZd-1}L=QUE(M5&KMNq6!lbyw4 zmQ@mi4Z^202|y)7*}<14q84-p4Zx_K;YY{D2TUU;_Q-R{&r3v-L?j|GpNN<==?{cR zpWmBinqR4WRGd2mRVR8)UtP8 zVz1SHAs|#o$75}6V#0ofW8@vE(lbUw}{IlHV! zM|Rv>S6GR_k+;a-EbIz0dFS`6i*3&Pk+dCoxF4_SBoqqCTgiE?OqQi{kirwoPCR&o z(KX9-a2n{aVJ#CP5^E{wmPB-ZVD-`kHOOp=s!aTt^g=tJPlYd8kn<$jU*Pe=E9eX? zt2|2E$5($79d>h6-i_J@L4Hf5UodCVmYeFzHPG*iaKIMkDKBTT0103K1gK&2AXfUc zNmGIxRd%ct{_F>^n+CRpSNy^}>hFA}t(*TcD*XEzBLv*DpC!9b9#ERwxau8DxtBuY zl}kx?_+x8X!YQCLHp}?btK1<~qOTHlHQ~VY&6vuC^s&=_xN7A){RBJEB02}8wQ_}Z zNl=3B9V{0VIyid=a`H4RYPRYvo|}(1*KfREM=z@GLZEm|1~~Yd*mL9-A(EIBwPi;d zuY72smnBqRc&W8kzow0ryOD;3xkO1*57BjPZYQu1V`?5CF**bkD?fe`_I&%-2pnu; zaU#{-x6%EJAssFW^Y0~@pyMazjiI7Sv)YlBl39+8?|{L7R?&doo_J%A_q5;>WIFjO zj?8o@KNOzrbwpRn5`6{Tft~(L_Q=;!AD0Z$0v`<<7tW9O>`6gEdP*Dix zC&~4=BkXo!U68W#&no9p)Oyv{m?qZUHgrcJ96=4sg}6wP70+p)Z$ihq8sG3RnVb0OEhx z;3z9?Wo9uIf#G%0E~(?U-qe(c>N<6y!qwJXc>Zs5Ng?$RfL3U>T#kx*Dv^a636)MN zXjOI#ce&7$H5k`Yz=h5J;CJp3$1V#UmKMjUASUJUpg3)u)GOnY%8xz(o)^+HlIHPD z_wqSqs&J_3nDFR8R;5g#b0ntJ&os-v(OK3* zj)`S^z;TXih!M3mc8VV?9J+@gGQ6q1JhX@@s zUDgfE&D*k|_c#z1 z2x%&Qo)KAKnOB_feQX+R3hvhs5zGYaBAC3jaWMtio)*=Azi0qPJZpBEl2Gf8ma(XQ zx#$HPzI?tEx6l@Z2bX{f93WrS#gwPg+fV(#&lf`_aLA;lCz);2+`9GK!)pD(Z>{Rp zPw&-tR*X0j02iH9T2rNZw`??`)}q+>%U?hR4~r=J`XkJjot)?gSre~MyV%h*={ zp8)lKfIcRly)HqvHz0&sV^I3Wo$jYVkd0?NW$ABwGPs$yiHy|htK9Zj;?2E~omVcX zh4e|phgMUl;!#Fa+Gq^56VFW1h96=36JF}68+Rg@OsJ~>+RI~Mb$f|;)%GGePpseR+Pa z3Gw|t85Wo!^2^S2Kuj)Ksi_ac_}YyOF<@u;Q^Hfgv{tch2275KQAfsvqq*h2MT$=E z=mv+{i)Z{{;(2I-BZ+86-xa+%p;}a9(RX^!-=`~$KcevGy}EYg$|U;ItprMyP6eMj z{WgG^2A%H#Y}7V?SpOY7g)P+wN&28KoQqZKJ|^hVj+hV~J(;7IziI+#6c55WV%p}D zdSga6y&m&V!9Ha8M*~TSVWPQ~-PYZa-MCx4U1O?JRO;CnLeJ@5HGH-MtMcvNm4hqa z)PE+;1sM7JD0-$aoP(U@Q9|Q!y}68mNi&Ao=pCKc_Lv8M#D*su$-6cWp7+1zJuVWS z#Sr_w4umut=dTPdCDHLs^rj+)ekeIO>Q=c$AZCTfw|_sMiPd{uAOP`%ItwGU+u8 zjpOR#d1&iZkXAQkjdwr`43<-*7$rYj28b-~k>FBQA@oR2LUBI$JIgP&3YDC}|(bv=y;yIwzZD#C5yH{~WsCNIPrKFr&Pfn@U4D zCRF5pDaYpa2BQG5%z1<$V~oc*?pagHJ<_z!d5f`EJpwf=0@cJ~Sou?3`Z|hZgYoRf z8G+!aAAH6glVMf95f6+NR*B;dk)B`rFu#{gAtudRT!Uz=vWNP|?LF0x=FRsnjUCm< z+8VWTui)DNcnHS-)X%b$_Ca6(rE}m5T>V&JM>eyi#F3WE1bDhX?|czDUm0741HHE# z)B_HzF2+DT7wRpJg)3b!vh_W7_@Bo>qR719-Clg_OCN`h(kswjZ$%iv2w-`LJ2sJJ z#BmQ4C=n?MYjhz1L-njb-S>t%i{-D{Z%)@!PG3bqAC4QE`l*vHXn6}UFv-NHP)K`Z zZ6QIj_bXcb&er0n$F;B?WH$hkOh))#cRap3%n7I*AJ83mH-J(-{X*t1?1B5Dr6ONqJ9Z1opI1#G9cuoEI?5#FD=+?RoRKVx)G(~ok za1m`W-_H=4?#Y3#h$67Hy9**yaJbON+XlHNI-xFwY{SaBPf8N}ycpEAxGwplvFT7x z2r38WKsXV)j()E)68eZkwQtWDTdu#Wk&b*}wXI}c zcB22PQFpb!>`Hc&K?dV^z$}=PP6v3rZLL|dzIUuH%v@j`>?5GKJFqQP50weq9}=!G za(EJ@&bQ=25`r0x;!~zcnufI-noa9~=ht8foGF^&WKh?Rh>utk92uJ1#Odgzd1l{m zB4HKNoJ*lR>dk}<95zx>$n{^qB$q7pQ|;>FD9G_tgoX+X&t1}yJMYbUKbdb23%H|& z{0~G8UANbqO8DJ8A*aAZBaW(y#^Vsv4=MPm2U^DK&XGMw>_;7<(X;nIZ6xn0DbdF| zW0g0%;|!f{I)2|iJm2~R+WCWYtUa!AWiw(xTeOVV$W6`W`-rK)gOC}zfYSZqo$(%m z+>9yzX;*=G-78C2*h;ql4?rFpUp5J1A1FvS0pn}JFi>RO_~ZV8{ z1sS^Rk_UpzaMmyv@O;uve1mo!Q@qu8R-E(;{oqFZ+tt0d;GR{j4A<2oc+0gdtBi}y zvXv8JiNs86O3?=%=aIb|WY>XLtivGM69BDh0q2IBZ~_=nzAx(cc8&HavYO!yn`ESg6Q7keq^I?4N_AZsmc4#6IM$% zb_#y`!TNgwVZkI!86<2J3O%0?3~)LgTSQfk15>XkXzupD;HNSst)sYmaltT~lv706 zznvYT@co&1jhp}vXaQ8TFShOU+#{Z9OtA4FPkKHsmZ zCM?O{*N3YePzoKLo<|>95y1t#SxPXUIwq!5{naTzLOuXtiNyn&Mo*1`m;eO1AV6TG zD8rT4vuY{3Fil#vYkxnd@cyqB+%4a%7D^ReLTe5L>x%q%0_(p|#EafpUGGjS^!L^p zkLMOTjFa(p!e_Qw=ti`b6AEy9ONpC#eWmb-hg)w|2{TrE@6l#{T?PuY-H#{-Hx9YA z{L7S6nP0u(M>xCOrC1k%-LL43^oLRJis7v%%i;lA1+?9`!POHmnmJ>eRQm)78JpO)HA z=VK-VLJrlTFNT=+=BfxMWT?7#|Cb1O9Z;)((XbE0*LB@VTZB@QqXA}yrXjfD z_@Vk}a`H+4b%lG}g3jxB@sN0?E#Wl}k0=fp6_5^p7MW7~lQ1iNNq+)+wg^*Gl zIpZtRq`0RyI+0d-94^6eh;SKyY1)XMIG?VfRa2K&)A9?0q2(D!xI=|vN(98 zq@lP@{@t6Rpo={Vf|4G?FCwMyemJ&MwT*Uv(8Rcxw)`=g|0EjW0zEbcNasRcq?$eJ zk;>*k#2)fJ8Pbv2f9YYY$Ob3(c0oE2d?@rz)n$@a&~yyJ_qmKl>GDpfBei7iG_>QQ z(C`Lx#-m$pMbIKhbOs?OGl={GENC-_y-jWBAF1|O>MVTrY$Wlg(-BtdF1`M#PWvF! z$_UU!r1Fa5()%^yo@8YAK;r{wR3oL$L7gHU?s#JXiX=!VtkpYR zpctzWi_6Fnl)M@hkO2qa!-1I``>7DkYUmd3a|+iOzsmld%VX0Y$}&B0N;#bIoz2?$ zWVF`~E8Y2`98 z;qBjY@u$lbBG}Q}>A^_Kwh+$ZSd~t@xXciyBprtIFfZp^t;V&dI8DzmMMrCeQ7+-< zNrC)RCLy_^`IY+374UhFq|*l1|MLHZ!QhNGA6UtXlx+BaA{Q>7A{DS}X!|YuRvo}?e^$=hYh4$i5~*siuM(uYe@Qn zL~w4!MEU&jIl;=`GuB) z{AI{Euq7gk#eoZZt~+np>SK(JzVL3FcN+8(p@H&@SjP_u2r}zUi$h>w25LV|FcRq*fp|qL9{>#g0ppiz zemI4Rf!GIm5+vS&+q)_|l;oWsRE=0z@dQkxIpJFO-DuX3*Dr^3CJS~>)~LI0;lhJ~wFM6SZEskR>UO|du;rVJ%dDWuKMYQ-`O zOSnHK#wDXY{=ZrGXF%Xo&vpj64f&=x57qM z(I()L{up6U^vLLKTLwtgV?m3uQ?H9?&)3r;5yNsT_`q7oeAa>6`C1W6Nu})!FWkDU zn52Is4JHqM3(qrh42)%x%Inm$ThT-NFnI<|0157iZxD=zjB|@Xohm$y&p{L@LmB%@&2CsSN@JY&}m z`S|uL@hRc&1_<}6M$VV>CW5+(rzt_|IOn^s{w6mR)!1N=d?@x<%GG3z%m4^! zNgvk#RMYwd*J4Lk+%&u7-#gy)MC_c`OX)h9$v2%r`5Qq@yjwUqW&fDEbUMK}knrl? zK@H&E`fWQ3l0f&!Qw$YXBZvXo&~wKn%x$X>6R`sSx}O)B065@X^R6rz(jnJzWOS4~L;bevba{Q)wdo|8C}l+2 z8hyUQ;5g#KT-d2hCMv9VMSL(ai}Th!jt4%ZU{+wmO+(dv=zJn84wqStIde9|F#TE?N=a=xQwBy z5cnSuyOSy01xdFfzBdYW;2k{h=j7PwzpGr*bMC=|AUY_U3#RyqBA~-5#_^7ouknze zhn)%XEe*i>P!qL>U5CWM%;Uos=>+g$1>rhV_fcf(Fbj7)U^|d<0u1RNJd7zYAfJF= zu^D4kkX$lUZd02m#s4H|s;)i>W<{Tv!srf6zca583fqH-iH)6)+^YLN8a@ZW&}m_x z4_1l~Z}zNP2MubJ=UvEUm6P#4ot&;1N4XvTJ!fca@{ZYpRv&6r!S4A|iW~4TAbY^Q zA#w)H7K*^dQ5-lq&%wYe|MM1eE>nGNg&1nlHtux}r7qIw2r=_Go}TD;8W~Dm(97%P zP<{q_QNh?2dfaEyZ`9o;@{ks#;<{)+Ha9io7Ylh6_kOQ$I`Q&EUit$m-I*BpHmx{7 z?=tmZBK*FIGKrgddW|$cSWh;`jIEDK&#U8 zK)D;z0D^ZGpaAz#LpKQ-6-irO^&2gT^GO=zQZB@}c^bQMQLUc{Aw~Xk^2kCLV)kOj zPW3{Rg$=b9Bu?Q?{BdtTSvI*QZcax~^SnAQW_`*AtxTkg*ga@ zwURT429c7Fna3D_lcR{hz|+-YIRqQg zI`^hbd+)0+2m+!gT?^cg1X8_^p=bXpNI-PTbq}h{;z31d>)+cS3e;5rr8kV}wv_NK z9L6-|YUBfCeafgg&lOJkTz|%>==TVlOhmMqHM|vcBx5T~Du;-N|HZeE^7SpU^6AkV zyrl;c#}CcN_2V6Tfk;_{B|EytCLXA~&|>w!ZI)DK*P|kut{4Sv*oxMGHUo>7A` zqPw9*o8KT3Xu*Ro(#N&KG3b+SeP4*EsmkQl>$IYL%o#UM+pdegJjZxY!2>q@-kdT;(OTRreXY|Pc)qg%x zP_fMXP9cbK7|l*#(4JawWL5_++a7cNDoTQVNIx9bWP^lm%ZGE-_&8cORa9&`rVm%E z*0XOj{N*Cn_3Y0Cu`xspi0kk7d3{OEVzLTklKg@y`jl;Cl}ND~8>+W^M3L_4@sd8Q zoYnRn{f|uCx?$XSNUA2Q}>`mkWRS zMiizrPF_Qne%s%|N2C%*buJV1PG=}8q}am`3fto7qj)f$)JMf&V4%MihyLR&`;~C-p?WYa zY8DpM-KdIzgD=kK&#yPWCT^o3%F~fIw|}?OgN2B{W6Ccaue|3-S;5j4>X1`Fx)aVm z{%n6xjgRio&pcC1JaWw933xVwE4W7g5}6_r@YE%d*-Cf_*kVed97m#bD-9F=h?LBN zQ1lW}xQ^JuAp`9Ag_me0J3=J-t*nyyg#^X2<_P7Ah6ig$gsV@xa(zE2Fd4?PqT>^gsBY6RVk#XIhiTHN-(z`Phe@qdM5hf_0oQGu4w@)^ zN-&H65?r-ox9m()pao7kNAA*QJc-VsS1SM;vWlMk@ny{AJCO@1&^hpXPk!W_s?mNN z6mrWx@#^$8;^>@F42Dz)A(NOKVX1g)^3gPAX35Z=`7e0`*v1}*(Hh_A z0YY|$fq+?-Zou3dI;Wkc&dv}d3$&eEJ6I1(vn$8@s*qCE&VW6PyJDdf!;3s-00;Yu%Hz(^(yD$RLi1S| zChvEH{O`I54_tA#K&f+Sn6xV$RC6T?FlV#&&-IZoHKr4EbL%!?$ zjU*0w8X=9cA|KFd-B1)$m&GuLOI$SVdP}1pnVhY}%Y~s=Cb}BO#qV5vs z-@FzNvs>hg7Hamny9!{xXP8=v@A%NQtmLJd&ugY&IHg9YI9Zc>S7dC@ZYnzWT zRn?I~wTAAfJd2$eEMBog1|&YR-1Qw;kF~z5n_q{_B9$tB8lVqH}6DVNqiQrk8r`yY(TLYSsAcj+j#krY^5N zpp)u%Lio``uEjJoyAv%tN z%VG?j+>3WVF)EW|eBiCW!$38SYFWmyA4j!WN(_&io|Bn|4@wR)VUmcs#WiGW;=%3m zE#zZJ!h*x{9^;@yT=;HfF?9as$4KOOOj7H%o`O|3`Xp>V#Aj{FuT&7^;nlYqF5%MWsTS)91hQdITdR!n1O%}!#gF0pG|&iuFAd{@`3D!= zUT+S>>aCcIyH)Ht9ocz!3sKt8Y?Y8+#a5<2p1M5REI4S5hst3RbP)!KgSOzl1s0Tf zB*bpn^cC2RctW?Tz4+M6L2ZK6dxu_Kktv#AV1AXO>a4jK?yH0Xe<0Z;kJUeHH%tMu~1w`{Q3vC1$JG|MQT%juI{WxImNa4+!rGSZbIQ5}uY(6q9m9~E8|1wI#WH^lHzstWB!%>_ao_ITIw>yG>61Zn%(lv zd{$IhX)2m8j4wB9*tD_~+wAygF;z*bTg2u$X1UpFG(kF^5b5A|xkVk@Z!Z9}%9lIE z*#9D#nzA>=*XP%%a5 zoO0{rnu^ZyAS_IhveWoLxCsn6yd?IVj-3*-%Yt=ZH&xw$d5eqicTn2f=5J+>59fOe zN9|234O$Iq&Z@Qr<*Z+&g)ngSCP{{+@YZB+7gY<5FUY-w@e?yZl>;iD(@tbXb3220o*Bw_?z8n3D4sH-z*r3t z23sg?(s!c{S*|c!Cn~uNa80C$Lcg-kV)iGJD%}@h5g*&fqG%Im>Udxc0Q{5h2RKu) zhc|MJb0$;!1)sFS93_-&>0GWTjmkxZ-Cry{wx+U}E*>q?1Js<=gzUKn3rbI}c96qg z<&fK6a^GWO&qxOi)|0Yn$t2KP&mq-^{z}6c9*NHC%91Y@ho?ftd=Ed1OknR!$N?wc zmP2`Y93+!Q4lcBnO*HzubaaM7{Nm>>a!vIb)*?{IljsdztO@%aNrxGfA0FuIyPa`w zQ9p;u3Vd`7@~;irA>^iR&p8rWcKkG!L%_qfY_`OU>j;s>3i)s#mp99vWtsA6_f#LI z0F1@26?wpU)7c1V01Csy%E}c?pqX+DYaq_Y8n+&d2o`db#uS<5+Dnx$NHtGg9rdy# zvFqpeDP`h9Zw56~oL6+!>6<#L`+b(C@os4*s-ToOq+`N_@pf*3ckgQg`>W6I{=5ep zWvZ#p2zKcDlYGEm4p#fZyDy<0Bo9VL+!zE@FBDYfx)1+n2K09^z|CM6UAmi-=V5p^ zA=N#2ULIURM`qK!7-u(x-w3!GZRJJ5xl&nWmYTB$rg#R;40t^s7nFfKLV5-hKybAa z*QAIyU@s5Zgbq2wDO##5e~d}$3T_e{`w%9#0jlE48wz7`Z@L9W{8_$Z-g<+!Smzud zmv21bn1Nf%)tsYofDqa2gIY8|jWN4YGd*>o_fO7)p9j{pmW28_hCQ_?)K;$A_y;p2 zu=oC#Ru%@lY3+-_rWPqKAc;!Xv!T&F`-XASx^{$FZi@^r#1GWX$@W#jeuXonnZ4dc z8!x*}>O2k80JP4xp)OaA!Lp_^HPqwy9Or0%0tc&F&1(R1N9y3)IZfGSRG%$yrO>Bh zFHBq7;|OWFleTN9MG>G9Gg=LgpDqFzhC_%)uFxt7TT8>yNS0h6Xlz;p|3+IPuso4x zxZrmmSs#N2b70Oi>@#C(GI+#Z6J2F=rFOXSNO8*9NQPSkWI9H=|$D9%#s6Lsv(}BPlKdUo##-#Yc&7NHW&k^z9!@*meQ{*6W zdd{e1n|LK!Wil-SapBOFy??6exskYxL7-%Z@!!uXpaNi$kjsf+oJ;JHvX+ozE`Swq z2uHlsg|IV_b8f^@oOiZQgw`q6)d_z-?f~jq$D##7krXIHJK!=RP|NshihedEw~iZw zzz(g@X1d^Gd>QD{n4AZM?ks7vI3G;EM~9t|PV!G25Kt4JKHE}fj=r9EN_TvMQn+Nn z+MeXmLE_XHg{37pso5x_EuoRo3B@&_b%8^Bs$qEjd5ol*@`|(6P2-z-9(br2rzo0w zTm_o8Gdkzs{c?RC5p&`!Gs^ZPMi!1)C=mh_YY~)$WD3)~dq~0@C1YC)LsP?%qt2_XS7(N$F zpK%a*vFLLzr3L-+2yYWY~`Hl=r9VIZ?4!(U;%X)1gLTah4+6`4V zZOuw6sQM#wg^G+h@`K`Av-vRtks=NP1MFy z&Hmmo0abQNr(i|so}+ol>7ui6B9JG}u`4=y5ubX^S$vgBI0VgTGqCCrwk!cGpqxU* z=`ru$v^|HJlvojmk?P}QEAfNv1LptD4pZON1ai5%E%K<|Psm=j>8-@h;nf%RaoS`S z_rT@1P9A{#dHv2~0Z2^v?gt`fstdYYC2Z4tu%k2&gak8>Mul5TLt;=*y9NkAgZQC-L@#ANWp z*QQ<#?RwQ=Vrl;6#+>jI2nWDFj0;M8tte9^yo zL@wgqf^5jXl*H%8??6)-t;hUpT~SULv`Y~urWt;roY+<4$vGURCDN@O!Z%!?>SRfA zy4O4?#O^8uf5ne9WS-1J@l9tRQ6+B-{>!QB2w_sW9xeDz9Lx&#mll|C^o3j~^FdU< z&vG~Xq9!8qT0u_(@gJ2fJNM;>%wY~jTXGC&bkT#wl|AW4Dw$K+sQ;3oV@^*Hb>E_i z7E~`6U~&$8zlk-kNib1>Ub!sF=pYp_uEi=P8Wd85YNt&Wnq$xC>VhTV958TRfqK^_ zJg0rjZD{4C?`zYmVM#?s{e$0bzvp1?*#S8hhtu;E^u-vjc(lYmAa-lh48Z;dIRPI- zBj!5G-`jIU^F3|5Cq_`-SYW*75F`z@afybI_FOS`8synx-yq;onuF*boest8Q1F(& zd+P$7h_5$wag%FyPqo}f`iUq!Sf=$PpfzMi1-fuk;ekvCW5A;=Qs13BTV)yY0b2&q z+FLfOF1jLE;IP@zJnJJNP4ivei*(q9xp4tl0&Ac7@)xsBeoFz$JXWj38%}3sa*jDo*F}86C=;pdVVGwIH2M_+98QXEO zk*#wTlo2A)_vVGK z2nr}1f5XwHk6`nXj_UvnYlWOv6T8@i-6(WEhc|OGsaUDSqB$l@IY~-nasq&>YZoh6 zZiX!6N6W@Ku6OiO{>r&_Ir4~(;E46}%?K3HNLl>^n`?pIiwA?F2KsT@;tapuCyP%f zGV`9(QZ&qaKxr>l72;*SBe10%4yQ9m$JdU;Nq-a&B2&)ZS7SFUu|Ew%aeVkvjG!$% zY}*`t{J3}+Yjz$Q>}JnVZf8FPb1eXZo$|2&#X!#2G8$w|Urw`byV8p8Fya`t1|dwNh8>0KI?~ zuET#b*Td+lVaJ4OYa>h3{QO$RqShU6rBJl0jTF;kzF-fbf! zOI8;OB>lOAr41;pIefF|a}v`Di_lzj2vOr)BuL9Iqf^gy3ARrY%Su=DtAo$1skmAi z1dUuyC+-kHR92iK);pW(yxKU=9q%!;Xfu<2MX4wjQ@vB=J z$;D+O2hp8++R2%h(AUsVcJG8$7F&R`GndSZpRIVZd&<~q5ofGazJDz`hiAbrw7J{B z!S-&K;Y;8#1)U;+KLcctCLdw%G8&|rX=?@Ef^-$v+^0-w2-ApbJ6!jvFe*>Er|)1a zZ0+Pq^tM7|L81N8JD2B~ymP%@I|Mf7FNjY#MbZXU7}XXJUKOS3&U~*`=uZ95X?6`d z&Dg9-r8d+k2wQ1-e02=0~F9+;n29T6^M z9&{eIALoAwcO`t?yKU!%L7=3ov`pFEt!u{s9D1B9tNFDEeKJ1AJ#~=K)85C5nAG8p zHJ*qqom4aCZQRtK|E%p`tXQJq(?n)0yEW+;agNp_738K92Y(8OIdS8pXr4Sd3)S>+01fF`oE zitTMpH7~iG(Bfm47`o@7rXU0JkCffN*BO&Go1`RPtRuGwDvrFcVFx;E&B7>sE+2}~ zu1j7~2@0KyXPXb5@9x8D_FBObPHKlAyVNu?`R@K990qR57h$@wd~Y&ee=X85WmmsK zM%4|=sGQ7SsrI%uk=tM7OU#=e;C&t--#KpSPSgi>t*etV755%jBW*1Bt@>5*5ALchCSQ207%{!*j>V{R<6Fk05ndCNp+Rp>4j%g z`)N*>`1=?_8*jk|Y@N+2XOfwvy)7!N;?FIAY@Lik*alV7+P7wg+;zdnguD5&6WyV^ zzrr<-mQ}{Qq4Hu5p8Gs_iTtodNBEgFNonRaNU%eFC|t$snCU zK?@B3$iD8IOP=v+8S6_J*0-@gf=`0dv9K3t%>d{fi?47&;;iXKcKE_>J6#aOd5#)$ zAlP@~(Ppi-F4&5L_NjzC>C>iK<)w&Cngpr8-Wbz#ARfQQ3vL4TOnHq$`VuWaJ0z5F`}A!<B_I3LPy;A{1o0 z`5hHPYStEBSq5C#R}SG}$W45=(fQw&-l7H-BMd zMp>JjiZ1A{MWux~*ajB1g46~Q6 zBHl6293OIZ(+2D%pCOYAkI`HH0&#z+Lhv0PItE=H(Vka6{8C@*aD$zt1o>8V+`SxI9yw&yACt)|bM$+whxlJ@MtphVNCpOX=v- z`_xu0NaE}$49V3hvuv4KKAJF-O1-&(whQBYhB^ChTD@NuZ|%V)!VH=p2>|gOntEZI zejg`3Iy;P{xN=yF#!~w=n&S;n!EcjgDup*N98h|!feN!=sOs<#n&hNGGU(y-raWTM zA$Z1RiYC0^IbJzwy~eUezWFy1eFeHshB63_`aD*OcfDsF1#CZq=m(3X@kG9Rk;iXJ zG8dqsdT}8xYE1;luE89%$0sTNI}_E%sQu?!ocHZLe+U*Dx(MT%&EDb3kR7ab70lcG zBVnG&PGlM;8;gF59g3{V__Pl)^)l=fwlXr~#4L9ZULaAvjS?SYP+fej_cwIHQYm=l zxnVNUKX-rAHh2{!=l8$rLg}q>okB9WcA!Qdu{T4qUZP?v3lD<%2iQ6N;_H|7S21H* zON-X@e>YqnGulM=h;7dvwzh>c*QUmM?qonwEF)z+qYx7F)ZNh|kQglINP`Et{{Pzn z%4BBpxrQ3pmuhSRnG#`?s%4R*LZw1OqCgd|WtX*1Sw!0|<6EBlqR3nsh5<8Bc%Ui4 z11`tCc4Hld8_ALCK`IOGz)&RITWzydMltl+LYh{cq0Q*$_r%cM%>i2K`ftoU$TtZ<6CJT{@TfPQ#PKj%_dU^1~YApMw_+dWHrKxOOSb@klQ z(h8Zv+t|hKBX#^t@MCBodi@13b(eP;SfTqVwb(Ro`kYh#&v5@UqXFha$~^_n#@@!R zpm;gtr~sRjF6Al0A|s@8IYD{=fF!wMmQ@&f@ohj$>QJGfboaa2+DTcUgldLQ#vrBn zkt<2OZ@!ATc$hVYz{l%n7a8b->wx0MAOi4o00)gizm(Mlk=o3pr(P@IzfazHH z`iNI&sqlVYM0@fI&XJ`H$J&OI?8)?Yy;PV6O{PmjQ{c*DIRW`Knq~p~{2+Rr9AE7`b;l8gZqf0M3 zw+xeVK9clMVDWsC7yEvo@Asz5$6vrkZi7%rrZ3S1IS;_;kyXVSHI$M0M_sLkKL?;F zw%>_JApbf!4etP`7@=THz(rkNy1$tu0_Ja#1o|APX+c3grdlbTJfLmr4I?)jIC0`& zf=s`uc@!?>3W4Z4vNhDPHMNTpsV2@D!Lm!Ba+WcJKX6ji=XUt6u;U>ES1OCz&RRm|Nk( z3uTaWvl*i5zdY@NAKe4Mn*Zb`=>9L?M*rb>ocWiFX9o{_eWe4k6ofKW6FZSVKQL_o z%7XKRHKG3Ko`82X2oB++0I1HL}=|kq^QW-He`zOeJ>ZLcPp^`+^m)h`T+g>9#t63dyS< zpa>{?1{;1zv=R94M%(SmL;(9{G3yxQ$c^My&Ju1(a8rO6vy#i**E9ePyRP8xWr*b| z$LT=OYKBuWLP^LLkNuW$iGRrfcEd&D>8+KDLZ|?rl(70`Ls5cg`wM6M8r_tuOB-j* zm$yfpVHvvjza)_M)E6aso>X5c>WD8o()Bl+v`N;UN03@CIE?-r{qzDPBeJGub-xUf zw0#mvNdA}BRE=tenxmy`X&N>U-?2+eB3$48Eb@|aDgMJA1RW{$FJux9(nTw0X?i8l zFxuS)M48suvOqh;L?GB&F5t1{)G2S)=v=Hd83>JW2QRLXB(9_+{ zz%uS|lhafkD_splmhU{P&602&L4^DZOmqt1POb#W7mB;CeKcUp^mmk~16yj>NI3(J zwzPEmYS<7Jpaq9!vQW=%^O|15u!a}r^)%D_-sMS!J84J-fwMOtW-%FXpD-E?mmWd> z!sNFU$Sk;AjU?Bu{)G)+ zZGDanjn6ec(wGLOWU|T~C7~RY!j_Xhd4%9W<=(pF#P}5f(l8f-$YcOj&AfxqhaIHN z&y3NhRHE!hF8OSeqy&nDtJUVE*B<7Y!l|jIALJ@~*^|g4NC`E7BgTNCeTfCD1ltg- z%2EQcMjy!u^j;9}J_{cEGKHWPW&glzSF>Rfr@p!-VNOrJCbkqvm)eXy<#NjxJNaVGG(wXWr@a)JSfode({L!MzXD77-&0k zCdJBT#t^jNbP1KiA&0z&XaFP~?9^$lr9*CnM3VuRTRWj*qriw9j9fzmTCY2I==1XK zzacG+*OYP~LL6ied8ibKzy5H6))R2T&^9`Wt%uk`kgyEQQmnLs5~Tj%9_1!`ckO5~ zgDnvSS=Ad>7f`a#IcfZ6oruS`PYt3S)(5NxIyC%#hM)G?|O5$xKilUIfqAN*%?I5Q>M-Z z;`0(+S&r}C2fZ7luKgszo-hgdvpT+g38w)~GvLQz&7)eo|(6=jg z*|Gdk^9vw=6%i@l4b+v50$rw_VmMlc-};K6@3P#=Rn;Q3fBqXKshx>J5atjC zrkLXjy5-oPz!U$k{Tt7OV#XC-TB>RnDd04UoxmBk2#i20b^ujsK8NxPwfums_Yhm| z&wU(Kz~WyTkpYQ-HSrnBh-Uyoz0LTl#c?oYwe+Oe9R{f(4jZ~LH6_Pml*_4A%T2XD z4ihx$*DD;5kU>8{$KYQ-iOv2DwOmdiCDgDXZ2rrR&Eq?Nt0+qwju5s3Ov5V7m*zLi%}OQhbyGNW1K?8Ofpsr!9! znJMwq7-PF+CJWDE?5j7Hx4>!~>bKoX2i{m+%yUQFvS^ zET4YN1D9b>)wy^nb6ZQj3|e`UOBiuMRexxKye@=Mc%AWsdC=Y8d$T{S91&%$mEJ~x ztRk2JJ@C81EwS)#tM8Gs#f|56q1T&HeMNNgLuJ+NPxFJ0ds0`wS_vPr&XEZ0erX9HpkGBWYsY5t8mr=(>LY&hk1j9DQTDCkux{m~!{#mjQeA#YIerEX# zypZb705L7;yAH_602+owEyi*cPGUm}4=bg~sRAP>!7}4tK6FjZT(Uopewo8S-y!?L z?&bx&(T(#vP-&##BvROK-?lA2SN4$Rp_2z=&Iqqc+#RvG%EYB~Fo*eknD1Q&)q1POQi!ifm~=oa;C zhxDgq6Qe7aeMCxdnLW3K7E**ozF545Xd_`g_{h8km4}u&>IdhW@DEAGH(ub9-%ZVR zDXTRq40)@V4UTz!9ii4W6Uce94m779ckEyi5RhN23iV28^OBd&&Zkhe5MO0gN-y%d zj6*k#9WTh$^^e`&8Ag63le`H@QsQw;@iYRJl7s49)|=m2JwVpwyUU4#cwf)-v(7YE zz;xH!IR)9_mD|0K`B}MIXBU95|H=z)C zp>+z;PaH3TJSUApRsiWeH%*ElCe(pgrFXLw8gxKmT_}XdXl9i#eouA&LOXX`nnsPXH@K3ITg^Axedz)n_Rg z3>QW3FSeB$5p1C~)yb`@&PR*c&52;w+-<<;zi=RX<155&`~(M;9w$f3n0X^%JsUxs zfA*+}WWyI4h%9H*8%EuCG35o}@1zD7x(PRHd{2AfcX3b?sxOTYyVsAVflOz4x~L&} zw&>e*2+=?uTRNFp&P6-1S2BhD#H56QR+-)7lPhdWuwUXyhTaUSw8L7}M~isDsjf2D z%-W?(rIS0eQ7`RlS1D^nmJM!npRKJd)3YZ;__bhTJG*5+amr5N9;XQctvGt31Fhj{ zInR`jsyLutK>A0)y#HL_f(n^FkB&asV{9P3a&=vvmJqd|5C$3WOk~~lQE*mGx(@N`oLUY!8=WB{6e~o zwJX3EvtKpES_|1cmt4`R88sPU+aT)Ier(T%aC&=N4?>4zfRp_GJn%eP{H&ZGtsZ-!t5!4 zMZ%!H`YXOu@5wJ;VpDoZ2vJ+~Aw|!?{+P;zhfNGb~Cx-(SiYSQ) z;G#Ygi=+R`3F8^Z(V2~%$3AGYxLu9cpLDA&%m7wmOtEWTv?pc zG8-y_8r5SLdy#ND*9u1h(M?y4yfJ!W2ceh-xT`Vr7IRt0X?uTRTAqDJx{ChZ7kW{a zg}b~geF=&*ovp^N(!g;Qpp`|L1&NCUO*G^%9zIkDF%^J2N`eJW@_7}v{}ff_`12g_ zW#Io`X24+9xY+1JJo<@gLWvb(&rzLS(f$+&puCMe2b|fx$Fdv1tudj$io5_2M|C5P8;cv63BBNLVj zE9n+WD*K}uUi$-N9lDTwNe}voJRogjJ-Hs{fTwTKThGCF z!7FCqoJvK=-g?zYdFY)8E945phQ`U6aC9b?iLPlhd8J~43YitExgtoUNJdIi5E{n{vShyTR(?Fx=`uRDT|m@KCS^FvEA7@gtD}Y}vIrF}u3b4%ta5|4 zE5mhC1-+w+IdkADhvAWka?TcJlI3VS-($tQy6_sE6Wet-gkp4~(t|$S*coZjgW1Ei zkVLR1&@OQ?m4B<%@M*U={`C;ly}^45+Z(W>5|Q~%ArjSHphG(*TY%vz{DgLD#7QY- zWYR{rzTJsM;Mk@|^^)SxQ;wfQw$kS2oL^I|Pw(WT*M)aPI%0=K*a3HJqf5faQxH^C zjO@CkDuVp2wB)y~>^LGCkJfQ{FH&1&Nv8s7UtD`N!zQ0e5&4!@lEy4pCeEH{{URSX z3@FZt)qQPT%}vA1P%3C-xj_mtto}GXBU)(((U#x8>bP19W%R|ffmixli7O+~K!RY< zY<@7J<2+=)0XZWfe?UEsMb$PHR6$XwjYhBwh*K&nT-LqLsW4(yTZr6sqxiDT*RM3(4?q@S_kQs0ERBvUETZW)Wdk#*#6dMvt2kQ#I zb_`v<645voOT=0xu78ag;gdh!v>8wD)`7aEoM63TY2u5O?*uKFJKWz>?G0<;M+IG1 z)DT@T+HINbFph~yk?iEmgQR#}lje$H3p9x76B-5L_z)N($V1j!+9RAvnBwLMVo<)~ z#O_6y9S~yc)x^-H4uyTfV6Q{2I~2^I#`O)z+1axLBIW@ehY#Zi0Xm(U3SLy8_eHeF z{Q_$arelMC3Y}k{47})pZ;SG>et)f|rO3alD)C))J`XX_`@!|ubU14gUVZTR(8pib zo13*B3Xxu4zYm)Rbjep}f460Uc{(%c01b&GB2BVLw#?BWUnVTCVYxk~{NX<({FQjKSUB-2A(yfe2Om@dlvECWN1 zbGLeYG~eK%6JERTShCkT4%lO{ca?nv=Z>vGvGj;gyVG(oN)$Em?v|hr;o$z zl0qBT^#BnuuAFWk^atAumB(mIR;f^_v4JkuOPTiQ>P^#R^kR6~>2a&Su>Zu=dUBM0 zs2=w~m;8+#jB(XJK@Zg3PzC^`FFT}CP>SK7`o>7$)eR7`@5z$@QC}#k+VGg$$>8=l z5f0zlTUnyPoq||yLbjnY48D0F4{J_MDQDc)^kQttRmBkA5>YpO>JS*2H#N=)A|-HE z)s?w`cZLdK6Gcr*)YW?;g9;99CNB!m1AYStY)Odbz&Zh|ByUqqS9<1Ao0ijjQbk?0 zIqvL7_799sRn-~R6z^)C6*OJ5)WuW`HI*g0F>Kn`uAn@6glS7iD8$e>9Iy+F;6)(eUU-e}1 zx5X-N{NXt0q;dnSJRbqUvn4u#RF3F~$}o(8jRzn&YPvs{#DOVbtlCc7oiL*Pe)Z2G zi8^jP$Z9qD$oEJq6=0+Ce`N9gB)om0ZV<5SMC$`xWTg=hms~AeF(k%$%5p>B>BCzj zuujrOMuVnI%?CA7pz*5byUhq3Tyazr)ZJW_3ax4dm7L>?Jlv3fUn_u!-)t{BSjkr1 ze4LXoC`^Z{)6Qekm0ZXdqXkN17f;+%>;9VQW@mv zGhcCD16Qvak&fE3W}-98eA-j>DO}4dkz^@#m082}a=46rC#6p5+PtlJj*XRi=rv(0b;3Xay#@?HbK z@1|X%B&U;;M7$Mb3K$*kWfJr$D>hN~XQ_^)rNUl*uV9vGT`^ML*7Msm_u^wznpwJjwjJyf{5J@vIH`eG>2*n|4HIE|EYOsDs=1` zq@t2|@8_IoEbm;Xq&h&7Uvxd!v$(hsJILW+O#**==xg%P{oLf7V4TH>k$$GbYVz%7DiHv@fBRC9(!qu+IO`QDW$h-Z7ic7E zrfc@?NF+g}>!-Of%LOfc=mb15goKL~>^Bv8umvUvR}Bei0;;Xcl2Mk?OmXXaO*JI= zx^1hf3BGWQR4@T40NDbmzCbEw#N1rjoG35i2(mtlAxD~7t*i29gbLLVG#S?{%+VcG z`5TOE8KY{R#cg8tq5o^Put^I0C-Lzo7`?8zJ7dyb->xvNkk!3$fmaCT|5j3E*Xysd z@Iem2!bQv-3MB2jJ*s=tmpz)iN}g<&%jlsj7d@Ihf9A9pU8$DYeNf@KeS2s?X?>$D zgYPeDbe@)HZg)5oOnG6Hgm!GjjB2*s@N|*Lb2~bF67n%rJWS~m^MrdShIxTxU+4TH z2a0)am6Voj_i$9}$2iLjZBqW@^Nv5id@2LQc;3x1kUkwyjmLK1;Q6k0K03sdbo7wx zq)dk6!(`1%e$~JtdR!M={iN$pJ5=93{hp(MKph-H9Ti|v9Sd0C4MshSM@$dzm<7E@i!C|T@J<#sV9YkH$}Rq$ z45Pq2FeBrn-KgP+M*x05m%1mbKK!Tb&M7DLn5hhHsl(4?ER`$~^Okk;?Jrh6m)AVW z6WB|Jd~>qtyCn>P4pZio-M`ZTxQ;m#fl=!Qz;iG$vHl1B=^qnro^-PuA1Iw@VYyvH zqCiEjk%LkQK9?00iL2w9t-+_S!CqDPU;ZPPakM0j`!|5UoX?B+aDOD42|DY-02tr zj0RUB)7IRH)o1@gEG=06^LL}$R~pmWc9ra)mr+#54e7G-1izl~-CTD^F_}(OK3-Ea z^T_&N!XdC{HUg)^!<(~l)uPNukq_z?@2DoO_xwRvcFlYuN7*_igQ7R{i%|t2)#?|D z2Y`5!1ztIX@T%-XqE{rwrP^8HK|g_uqS$LUKL|BWS(-PMcy~!?r9=w_@Rjsr_(Sv0 zb4eWzMg>A%iX@q)-k@c7*92xU9B)>egx-_P(Y<|L)zI*#D0dWm!h~C_u#QG3FsW6b zp>lKHxz#%j96O&MnU@;vd=Zf#@)nORC>TySUXjN8mIE~|a}O@imhe{VrnC0u>3*y23g6Eg$Wk>x7;s+V2>Dn=$X(A06<-d8hhf-$))_jIt9PK>y%88vif+}f+p1R_ z)N%DCwme#)BH1wF?Ti$Mh#yXUO>yN7@42;y0r){c?xyQ16B|TFP?nwVj+=YQF1rkW zloN(m)3LLB1_jJVdDY@ZqNuh4={S(#sHNh883At0$Nac{gZXOXKQcP&)O$LLwmWa1 z&okExjnNe=ElMreqvM>LYBo!j$1rN%LK>NMA0?+5S!vDX=`xKwlp>dbWi@Xh^_qCG zbO&jic4#XsfQ)FN>yY=ntDgTZR`Eu#OD4LB|YfH)OBgsV5>ECihUXt+r zg>8^-$i9X=OH7-Fl*Ip z$=b}B<7s7|yk*5G!n+WIr>WCsJ*rA$bPw!k!;aHU`q8kny|{*{w1YVFNNf_a7M-Rt zDa~M-NO}%S%YUe8mk9sF$m+KQ0EO^Q^3O1hO&-@GQQpEam77yH%-&tN+XRY`75!#{?}5n^GlWKP{frki z*X*{AzNf#F0^fi$viLK|zoHDrFHVcU6UNqtkJxMfw z#4{8f(6*$FpJA66`(hAh&SaY9Bhf5!Q90Lnm%Hd@iKEPve`0da!y z7?dxcce1`AAx-p|lG)343k3XLRq2>Ou(QmLe=G4*R4URONI!C#Ob0kLzPh=fyQ3F6 zLcy*~Sf3(q#>k1wtEfY+_+10YzA);cyV(cqc|Ky@h?NLIzVY1Q4gHE~tJABlI*p?| zo1I{Y`dIcNlbIlo@bdzoDgzs$mynN-%IO%0S}7n2c&6xcZ3Bd|&{g~zojF|#9OA1o zzFnuBD#hbo%Y8tqXtu{RemLpOR zom4v*PSuI~pGE!f-@o31HlRWDb8k`3UB`hZ>T6tLpBeQ|h0rq5QtzbyU)okDzcpjR z%nV&TzEtbP>f-X*FHN(H7@l=Afi5ahdP^Q5M)4UIfkfRR{|2?PpAecrG-s{FjLO1q zA!0#SSSBIk|M_1Yk2Whj?zn*=m-;4M;vLs!HSp7ep{2>07a?s2j}adqsy=49vVDO} zK6fgS#K>G(^43}-g;fRp?f__G4V$EjuoQf$dPb>RrC;e2J$!{Y)|dH-@yn#zv>KkB zAKI(?e%|9rJJ$zn3Z%8U6UJQsHPEqJ@LoW^UvGaHd&p?Qyub+bb}mJzzum(+v{Vk1 zd4-gZgUharskW|(z6fg|`hQhuhxSAuA_54XPd(GY0LDq2JiCsaRzbQPys(*?3@2G* zLytWS=+$Ymm4nCmEW@^5cNo}8^&J~+W1er_!lC3KIF~>%u>M-V9^IuD%^ZhSKb4yN zCF;)^ijCT?_j{jhU@(n1{W{E*$Jt}bu)rHAqV%$>*;rPCrn^pX=?G28*MeYA89zI) zk}UhqDgab&RYa`iyW?#4$rP0p-q8NXEjE_q5ex<9uAC|VV=;pu{5L)!9#|)_9hwk zTKSemk4AV0H}wKc#3KIdIDlC`ldc~woXDoSUNTCgvADQXGePzE8A&z0Q{2q;pV%Hm zqMgS%4d6XdW(-QXn2h611G>3kh(GdG)fZpJbb-bZ2QFQK{OCtdmNPf+_{EYZ{0C4Y zn2N&8Ue-F?yu&vWg)7@jpFPby?O>yj1Z7f?3R0gf}#gl%7V*wzb2ndwRg7rR5n~RLslKfVpuw~yA-V?8Q23Z~% zQm_-CO3U&gp z*ASD~1?dpOd%IN`23t2o&nVh^55fb-Zt%rpNXj+qbsJ_eikT!`3kr<0J9(Tu6N`{i znAjh{{f*`FOns0@)O2}CXdrPb|F1y`Z;#_IArrjx-Z_@{Bggp_<`xm&ftuo;3o5a_ zu8Fdvr~M8lqZI}pdD8c*|4{StyV;5Dz4QNXGI>)r6Tt1zw3|5N54~#Zdbgi=-heaa zH6Ax_vzDwN)q#rc|HgUqQ<9Ot*P390v*&9)ZAb_=#2cFz3J*5ffYhn^I=__O_8yHa zMUu-lk#_^|a(;+nYR|SiU~_Lz99;ge8lMmgzI6{i&s@pl77PqaZ=E-xY9?mI_4bpk zHglt^^O{fSE>Gyji5~95<2UygQOdQ><}bGUPRxGe=@O7zi5U^46V~#mCBE7~JjGDf z$Lr~l?#1o0IedsJs+RUd#i(_%v_%YRx(C(~(g+I{37RrGZYp44p}18QL7 zbziUJ@K;CR2CP%2AJ46JxogfjzuXl!UhI27A=OmcZZy-O5_x$S9?zjnjxjhEu*o+U zTk&X%XAWc^!?NvJ{^lg9PYT>*>sDtv8vzdjSUT?&`ORl{CNmy|z ze4nX~;aAF0lPuL)gKKi1I682T!>5fsZxuN+XA+wum#pZ}8)`FIgYh5Tc*-(XD*m6vYHNRVLc{ni$=(tBPMNp=Ns76C4LkTbFKe;nV zy?)}Z>4|zfcV+Sy{7HrYgB05I80gr9(Ozm5!`QG`(G(*?I@qL z(C>SCD758ddaIkaFW+ zvGeC~NqeGp?@e(xbB+HF2Ep$1F2pO6ZS0768<7O$!Yw)Ts1f*B?1802GExdt49=_a z%Cqv0xisBtnI6;m5>&e34kU-XvAr8*@05p=wrcZH6`iCE3;eeHCx?@5KjW;5r_g2v z;WqqX2utF&L-rm0JZl4fs5xugk#=l(R>Nwlgm6BiCQ8|au2@Q9Tikqdr7WI%cyX-_ zm|rD4ohNIv`1vnDyFEPJ!q1oeKF#VxNr8KJGrH&F^{#rLuI8+s=aGt zT=rzxbt+L4EIFIZA@WL}#IauIbnqLD8Rh|8?c%Kv5Zrr}>@XdJuXjzho)fNuxdbGN zu}hS(H1z5&w3!qKr`Hl+Hk?cjk0p=hQC7ne06AKI^44 zb1=rGZAB->g|dGy!2<~fqgbT#M!#Sdb&j{G>Stj|)#YRx${a<10TMB&h*by>zXOVo zApHlMz>FP~A@?i_x+qjEqREip?(mDjI|MCp+3hd4GeRs~9o%?E>2eKq#ga0+g=^uK{F%`Ve<(?W_vuXMLKO|A^Gu`+WDxQY;OVJ zpM{#i4gWWa(dAOlGJ_BUJ_HG|wsC7CK9VTYJXtrp58O49h@~EGUFcm6P7;?$stXhE zwG(xdG`FfcB}?E3EV2~g3~ekntoWZLsrI*=B!GmPq5%SyK)P8?eL9t% z7k=#s&N39|y*0XwJG@d)SI_qmG@qV9*t3Z5uI#89(rmssJQZW+A& zh5h4|>4|4@UrHka&OkYo${Tclrf1Lks8LWbT=BZiR&yyRM#|nD`t;nM0 z2RnwJyE@_kxl#_rZlj=i)@6W*+3Anw3eyneF}+5_Xn*5_0JHXiA+h-*E<`h~2vjQ2 z&?;H4c%mOh=Fj?y=OpAFRo`2MA=u_@6S)b;FI05mjY{J)(YE?DVCaoV%R0m8s>2g- zKJ(`Btcngj;t2;yqAo2lADvjcSeM zrt53b1H^_c1|Ppcw&b~vW~jqVA3YWj*!sb{`rRv&1KL5?UAO9D;3sRM%{3ViI0#!# zt56Obp^g6=7ia08y~{~x+I&tHr2cILJOD4Isnx6@Up9c-w<~FAZ-E5(HL)|R@B6`e z@tGD2S!4xBLy=x5B@BDHQ#=4PN|T5%f};ab)1R%S!f-Hky|4~kZ0|Nm+j8ySTX!P+ zR*w4{bs_RB-p`>gL}uFbSgFQsWngY1oKeWy`+-OHi=d{Tf`Z0y3Dj(USmx_B4fv&e zBS4#T!~C`c>-AQe!AZEA8d}T&b4JI;N(k+K?f-?&KkM(;{l^5axR;gcq>tqEkF3Gc zQ!tGil{9^D8=t~0==+f4e#Gw>_yw6G`4oSr3Lbsuiqqktd)E%}M)|M*Ekhlt`=ffR z?C*SXK>m3a&Mw;TFGw&Yi_3ev&CmN+OuM>8_y#MvKD;A`53C~@5P9ygv7eDCP8mGB zhsMBG9Ifh$l6kOAua>|9ij*gR7QV?>Qk>&3^s0BbcPU%-HLBF3?wDKee~_&W_H)Nx z_LhDefX1HlHMkQq-d8nU>eKeEN-ZG5u8WI*Mc?+{+TakRtb~i$nq}pwvfm500*up z2mnXJ4=)Q`%-z?<&^%M^;Foz0SE{-)p9b80?@^KDVxYjkzpq%( z;^?~jSc8-qns5&{vZ;1+yQ6`xQO$zCn7IIgW%`WQYnzv&s|^=2YRyLiXlkYhXyTvb zmlgWP5|!*2sjIL}&ZuXHAXmz_6*y<$FzcxNY>4l2iWy}BjRRfj&G_v?6TjFwCB4|f zo(#C+>EB}aDf`D8X>j4eDLbcyQ{Kx)5eF1G=2Jo_lYcM)GJNM({F|~o#TpQ9Owhb3 zOASX!lesj1kxNUw{17wB3qcBYm`nt6NF^)5MzhQwyhTL$f{pz$%^E@^Z)?3({wCqB<4xpuS!fi@WG1L3cadoz>%}%`RZa*$ zQYj{~6PDFgGc|aZwx_rZ4ro|$4(GS=G+At;rPnd))D?uF)H7##6-qa?=NT`bJKt6e zn31O02AU%h-X>8JVzHYnts0C4I^9i|%4l>8bw9()uncSMfW3v%kkXEgJ_2~{;{YPv zR?tt2I*PIB60LD9(A}meW!7jEt7IRx42kBZnLDC`24~r(64fHB4PmMoR4V(YYKdI( z^zl{`st`edsE%Hp0NDxC5oL?vo>eXl@2{g^X4bDHwClH^RA!_;(w#d)g6GnBAQ5QC z=IV>njydvkw7BLEG4gzB!am)*^3H|nfHZHa@BRCUYuJRp^AGnm8lD=9va*r>Uy4Cb zCZmS4Og&G}IAYZt=Lzzx4$x>Q&x#)XhqXXULC9xx=6Q-whW zT)KaC7EqL>ij@UYN$~835UC`>%K#qO$2)iG&QWOH#shR#qw9?bk(-l zJ&0gI8+q9YJ6h#Z)+erEPIto3E@orjvqkI<2z)Cq1;<9_OSy5}RZKHTV z6KSO($(f`Gi3Ny#I($Y~yY*l-$qvI0s)mJ<-6^#&7x!1sgLIX#H|y~yfQd{X<_lMD zPH0k1wB-e|ImC)!<}`_SaxlyxgahoOd*#PcgfAfI-!L|myg@}u31Kf+X`HuFhQ%5L zA@uaTx9|k+Msah?a9^D92}#EmNqB3WF;IXAs9?WGBdZ;h&0==4F68?!ONAy8U`u=D zZ_%{koxb4tb&w{w8=d>* zbM&c9woDVm?CGTN5}qp;o2CI}AJ<*6;D`qnIm0XF9&4v&uNjmPxg$#!l@CaSW@xTJ z_LcWxD=?vbzU?ek=a)C|jNdk9p@d^tFYM9{k?y~?#h8OA2b{OKb5=IFEM(y_L(`88 zFLDYI$JRNI)`fY!lVigjy2;RD(wwCy-yjKHw-J04Pr;7&%83gV#P>>1~=U8G?5< zlLU4woWq%UtH2O|c;#kQcYxtlMnlNS8Tv)vQLW*3oV>+&+SZ?ki9tkW3E*gP8^enW z-MQRyNO1rq_A?R$FVvsnfjwt#*S7#BZw0s=FY{h+J~Wn}`Vw@U0rKJZTn>R9FN4Kd zwMFC9Xyt1*LF&QOcPtjJH)(Ih!2R&IV+%d+PK2z;zCS#cLNApyUcvN5kyk8>9nREE zDm2krdVH@DgrMXbX9z34(hc+8M5v?6B*sr|jjKOBvWD~UhP(mAbDx5-`?;c~!^uJm z0%K*g%aR3lA$B&Eg2dsET*0oRu&}FZ`z9D6`DDEe{CH2KkcqP!`F5&Yx8)R1UDA<_ zzN9tFYw5@WXFd{TEa#vbdEjaY%xVo`ACyq&pPD6vRlE4^8(_6 z(j;&F^Q|A0wjP~K3zOJLU9D5(S+p?(jDeEoXp5f@B5#~LQ)0QLgIKSu2U|e;wlz!4 z%^8?4!G%=P!)Er5mytq+Cp;~=+vW>LglO7_mOl?eT*mlM`MS}T*45G+diZ6#A{RaU ze%Je0gJ|`2 zH-)7`)n&L9*_^vaz99bOJc49(cc?37J`jYmI-C_$o5$iHh!Dnj@UL;{ND_XhPFS2( zBmC%nQi$@|emv&XqzV|K|9~kNqg#)aPT0Y9kB?CpaUA6J=_j|` zKhX);Q)xqUi;HLMFYtSQ6#Ohgs%FNBf+N9W2CM=^QLIV=F7k;Y zS{w$i)t25BJ=S>hk^^8RK%l7~N7QNp&<*C4V4f|K^3&rb)OcUkv-Ut!QiPu8{O6)Z zTBomHMKt(rQ691ovrzkRG^((1%9j;kPo*LRR_7zxcC(o-#qJ9i1)^pF#1`?^uBBBi z$`uW5LAJGP$={MYy`T(=NgK;3u%%%g3GtHJLvqhMY9Xd&NmH z0bc;1|De5@WBj literal 0 HcmV?d00001 diff --git a/translated_images/km/DALL·E 2023-06-20 15.58.42 - a closeup oil portrait of old male teacher of mathematics in front of blackboard.534175cf58a361d9.webp b/translated_images/km/DALL·E 2023-06-20 15.58.42 - a closeup oil portrait of old male teacher of mathematics in front of blackboard.534175cf58a361d9.webp new file mode 100644 index 0000000000000000000000000000000000000000..b8f4286a4ee019311b8ce78c68e1f3a348e059e5 GIT binary patch literal 268486 zcmV(zK<2+vNk&G#7z6-UMM6+kP&gp67z6;2Nei6;DgXok1U@kqi9;eGAtR|1>sW9G z31enrs#`w{!!zdlqNB1@d{$eTv#%YlALgn@u=dT52qcdIr7rU3{?y(E5<&k_#b$sX zm>kP=2LFZVv-Jl>j((oQ{g?L(dm+*;uKs)9{QsE$wBHU~tKPrQ{}uj^{)px$tk=|LA_)`eXF>{onK->%aJaumAu5&+gCtzuYf*Kh?kE|MvX&`VRhq{rmqH z`G5Bxwtr23`hN2J=>6~YG5e+apYF&1ulHl$Z}so`|GGc%{zU(z|Dpfg{~KTrTq_}N9bSOzwv&5d&&N%WFGhb zH_#*DZ+<-mzdOv|+kfDH`}YF=r~X6I&;7m;f0qB(><9Z3)yMvS|KImL7=GLTZ}(f^ zEBf#H@Bd%!{lGnSdRLwGygq;~%b<_mfj&;@8n`y8SsADOQt2$zLL9*=GCw|$-HYPo z@j_T@L`M-2+?eVq>x(ca(ln`Ba7W}leI{ZW92a;|8S&29^u$tYh6`f?CT`2X`-3d9 zb|Sc4Kr<=xx-n%V=b7NchR(-2@H+oGmwg3#>YhdTSfF_&znZ}*D&uowWuZLktIJr` zUcuf!)mg&{rhSvQ;z=gw6?es*XV|GwX(ZQ?^;(qp7GSL#uF(2Cj8UzCvdEGry< zAVVLh*@M=FHIXsE;=ISGYiMHDJlI9@`VC&A2uPxE5_!~C9KPT_PADMO^ zYaaalBIO(WJVf*C^3uy2#_e2GU&3RO-2lInLBUDC-HdD~t^`kQ|ABF-0K4dkYsE_- z+>F#5O9$I}y8KkEIXOq-uDI?o@C7M$!a#%|+TA0L~n{$>Vy zGA6RMY~>g*96l2}n80H9J>Th_!&4wjg_@fAvTz}06J%G2NKoBAn?w&s-o;o2u9z(_K&#{GI+v<)j}ek<26X9sKPEUsp;7#ACN2S}&eD+zvA(Qr zRg$)y*yH;F;Gy0Z;5-(dCR_MllMOQmcbb_acHOZn7oxCSa7^ry&_zndbV1Y!-+cNo zKK~L?+~^{GsRG5uJF($w&%^L#7rJ~ODBNefx5kmmf~s7L@Fp0fHEhB$9hdX^FTfsQ zK1b5AE1Q^wTw}-HSqO6DzdDS6EKU_i0}f&W_&4qy^z+FEkFVlOl~nXV?IeE4#lCF^ znK(iR5XndxK*!VCKk0P}I#EQWFs?mDM!1xvL(^xhY0$q}r50I+Sqq@Nn>r^g0M!uU zaw=0KfAzOjAV%{=3C&#+FKvGwbNl*Q5KsC>u`aK_-U7f=oe=Q)xvz3< zR++gk-`_(-<1woPiB~Wqr`kD53AVkW$r1B}AA03;#y71gcZ)w=zI6R4yPNBuHL4+w zLl5}Z5ZZz+mC$JZN>zZtvmmQx{X^20%n#}2GGZD>)9r+(ZQqteT}Unc5<`r$#K2xG z*D}964=UX))L|Qa`4pBj6xBrB^N%0YH4PN9a@*-lBh)F`!@1m!_|5)2G)QNI=I3 zfGQ#P^$9zauH_>dA#fXVA9^!6(E7)ASMa}BkSx2r;rx}GpT`#al-iL{!}*|PmIHQx z8bJn`ZvC~)!83W~7<1sW{I%EP-6-BmmC6?d#-X>QobLbYS{E-SAH@%o=Ck z=-+qQ%lLH|Jl&f=Ko?WE<+5&ygsb#_6w2$6@_mmiH}`L4o;DKV$(y;Q zhUg-tnNy5OrqyzuoZmLO9E=&^*A&$8CiRX}+aEZc-L7w@;%DP5EPC20kSx@OP;A6^ z46VG{ODcP|LuM6X7DN^fayy+fV`;Fe=d1$EBb?W3)A_|YP*h(pFF*Lm&{enjY|3ql znu-zsGa{)w!c#bivHgi-)<)U=W~PorVX{*3nE>r`L&!AS4Ja?l_=lxpqApR6lDN-E z0~7GA&=ft&Qmx$R5nlzu^P2m_0R}0H1by4XOrH8Yl~7EpG$7{65&Ik1`mAbGO*j|% zWnhWfG=652&3e&&4rrqEq&qbDeWeaHwH!^yLSmId2KgDjuQTs)^pWG8N;=s#$1PVI zWN|(FO!%}q_reG0Os`sW-+Z)>N&T(8zs&|^|K;`3ZC_jAUmaZ+ZV6+*l;=o3#yzW$ zX)>DKfZiRo`+jO80&Dh6>UTyW{WC~X9|A_MU53qr;&Sy)0{MgU9J{%4%S!3{`yv3L zhDoXMcXf(bJB9EvOFCxR|glE2B912>Ck;T+yNVBO0Z;SxqHezH9@9JH@DXI{**rW?hbf>YWmhKQBPG>z&NvYb zkCV8Uo%LoLX)=%obRQBgixaKg&N+a`F>@23wbu6L>0wE?lcWW9ud&k?c^0jiy-h6^ zF!t%BKNF!CvvXSofbU?cFxdZP_*a$x_Ifu>Km0U$`rCDGrb?}=;n0A zHcO3^L+{m1e6J{T{%iYm3>54F1(t3O9GYAgv9+wwqBwKZKP!tPV>W>Kc6`kZ_eZrb z%`FJOg(prm-U#j2mx9~T+CzkM|7D2WEAoBKzOizM*=<(Vvqj3IMHDkPIT0$7@bh5M ziDZ4RQKLw~7g#SnkixDAUpjKEPyp^&a14NJXB)qHL4uywSuN2|K}?6+NtIxMjT#`> zu|SesmL=7h`2qxI*5UgN{FB8VPoFMSCk0dvg9j9MeA1AF*>wv;$ITJyZJQBXo;UsB zxeiI~-3pn3C3(q>?rR9&$U38XJ@CI1UahWz4e5~t%(+YV3HZLrP8h(1N?PX>+&w}j z2axuhJfD56F~?Jg6_7(e8Jaaj>%kAkj*9?NLNfqzI8Ko?RcKcubvl#IjSpZPF$^wdf|4kZATj`|1A9Xh7D)m(>|a*;QS zCL7qJU;*)++lO)hWfOH$rcrx?TG56m3h1R(ayove%Q~LQ@-BBtiLhB#r^br?f!dLl zRTioQb@*t$o4d9Gc;6g{Q?qtHNn|Y~lTeuFPa&k39 z?2^LNI+dHU@}M9~yBWw)sv2aZO;*f}Dif-Oa~W~8Qc$w|t!@J@<{vMdEh`sj&|@@~ zAGzF`V74@o%&#FF_1imBkeLNV^wNiVH#)&Fk}=h=toNr&F35~{a$YHTu)4iIwA=^O zFF{|QF(fb)+W!}K(%sAXw~kDvkvU-w9b#YMS3eDoqZIn$vN5aKw|24T9Ua~>6by34 z|1pKVR2+oYfB%A+R>E!#kyHDe;2bs-7o$&=R4-am_gT&kCQBghD`%2OlG zi-#rj_o9Uu+H#7<=6EkD-^_j{~?lNFZ?3YNgw8BwRF4DfM1Z)jn+Q~h{l_+o#N z&KJctp&v&3h!)pvl`I&8@N{_5UvQthj05$~dM|0luOjVqfLagZ4`o;)8!^8?Z&c$l&T`ir zgl*5mVsFInGeBM?L(t~RUOVz{MVt3;+v-Zj>qXqq=T5ac3y+0&$X+pXp-FM$OWY!% z4LiwVo?s_JX}{)UI?EqJl?kIm8s~C>H(AA1#+-$`sUS;!>iB>u8XpuiHcmH$Z^vuMrC_Y%vc%-0 zz#5eQ`JkmmJcY6f9@kGlSf!LA{6(;|>zjmI1RQ2R9mfYFUXR7vo)dn6KHKX9 zIZ}NIe+a|ZrhvwYrTj1%eKD-xgd}eD#``e0@kvc;)wro+V0t1#i*A4G-;fz6 z19#w-1zOUqqr09SSTv>YtSO||6I^M4$`<@LnRSgMX#Pzyd$Ug9$DS1F!!b;h0;eOz zWfDr7L#UpjuIp`a021gr8xe%Wi< z9gXsGw5{q}o&C>~W{S`7)#OlkzW9`1P4A>NS1oX-DTswxz^+2u&W1dDLOA<-(+V`3 zsH%LTnDlJ7T^DHOP}`i+S!9{7F6H&);MP0EsqedSZ=zW34IwV)PmAnfw71|~dW{Kz zt{`^e1}OBjnXHqOJiR=)Z1qI({4Q{d#J}{Gkl80?QYk{S*FOKTe*HYdeVQMAfPa+Y z*ruRo9d4G^*%`3gb5%NBk_zh52kztR(=`21E4mGVx^N9il?G2lHA#Esdj{lXQqu0rF!d!W z5Dbx)9?Eo;5WBIS>`P@y;Rr%Kt_%h@7lx#~$g`5mqI>_@+{|%Sgum7L$JVIr4Wdna zXp=*0U!*bl{i|4horg~=sHe?={d9$p^u1xx;4xZJrK}Nd;21H?G*Iu^L$Zg zMxd<#2ZF7)AKGD+F7Z{?`ZaUS;b2=-J=k%&gA4Y|3sjzg( zbDZY-1;>?j<3tEcJk1woI5K(gy@TmVU|QPe@ulqc=KfU(TR1lG%n|G+TSx*ZaouVN zV`n-HmFJotVk0+WMOi&lL{avUo7xrX<{k| z`lc^zF_Cz^sQijJZV*)y}@$)6u!DoS*1OR76W9 zD7oN6wXA0zyZoV(@W=OR7W6uY4mvka!fQcoHn}yXTTNUY^6TqG=f`2lO;&Dz#fA6L z!NayC06B5+k^|5Bej;RCBMi!<0`|c9U-EDK8K1|&#;BN5U zEP9cODzC6*UyJ%%lK3yS7GJTXEi9{D5m8LHKq&$-hu`RGP8?%rC99|I9f)J4b$aUZ z9l6Zs%#ytVh~`w+T4eu;8&=k4d|M(!x}e6SJKj_QM}92Zv=WlUKI#`s7f~<&8-EFB z3-qSzeG{PQU)GgD%RJkRJipb_KB!MQJp~p2rO2v`&#z0WZ`0VLPmN?jUPHETkBpGb zki#6udK%&<+`7+7QEV0!k495NS5x@MZVKhYL%XMn4JFC!{PX|*+>;_sqvB;-=*phP z>?Gc?%8$#6N}wnov~&5Z0k&2_bv@?Zfb8WE4qKMRWX6oQVomZwo0gf2kuZ_c?ZnkrPAbl)h!nx~VL9-aXr3$wr;pxg(b+*L1U>3rj zVZ+~SAp^~f@0it$f1eBOti0PV@&)q*PchO4hhEUW(4+ z@wcHLb+#Ik&Gz-pcH%i8%2pn`r1m)fm#s8*O+`}9#UZ@7x>48h1}EanU_z7jZy2)0 zBP7`GVzIR+@KaHz92_#sE=(%5j5G=u)m zTa$uk08k*do9r64xXX!Ka#=2AlqC#MIJk5fM4FT2zzXDJWGY{sOQeLJ39cEEmpSwh1Sc1X0?15<^$k%))& z#(h<fSOy2V5tU1<4qc( zp(Cuud&%$ilrLiQZfw0F@EU6F!>3J@x~^z_f~R6%+W4$$c+1^AJlTT<4#snnIf}Gq zCam#6Xt!jqyaMg>zId?mhUG4nw0B#-EwofRwDe~ESdBi&SB-B{=(p(%-Zu!VbjE8x- z2B~i=@w~qD4@ahUpJI>a1l`B2e0=p}x78GO(fKs0EsfRRRTdpV$q3ffv1<5&>!SD6 z+7e2}ewdWt^ej9D$!F3CMZAC|!y>r>$S&c3oAgfbGBAD;ytdg!kujtFF_V2vBO=w2 zaG#*Gb^H0Aey5{#GMM$_Q=C8Ek+oGyf9}vHlm;6Ij5WsX8$BYey70&pO;8{-%~$DT zs|Vzi7hD?P`a>iZ2lJha0il?C!(@#}14!&B>sCy9O~3>>p>bdW8{`BWDMdZ0-zZ{a z`RADGS9+9xBHD3ckCd68!k&qwuH7pl%u14F4JHnq^HCiq-;|eKFwqA5Ug`~XV#LZ! zJHj(TtCqA3ob}%|QNQx$ZKIfT?tHh08M!(c%12ss(AZf#?nM?78MJStxh zBl8apL~gvoN!jtb!j^Yoi8Q}#(pDiHYSYacOQ>my=4VM3QWgN%38?t>nYg4L)0Pmz zsu%x8v+d4D)Yn+M`Zs43v`riUAl^ZsZdw2EfgxhZ0Wta6=jyni9nx*4R5cZplCZ{} zU9ggv;lGOum%ow@pSaJJJzLkCxFD-X36)=vS^(Z8DtD`LHMvCK*hxuTuc4e@SKt}L zF*q`BY^15Y9AjFr#1~mt$gf`&FLc^E^NjnsMoBJ<^AjSdmiMB1qMlrg`CMJj>>A&f zGOR$$CPfcl%LdTFt9LCTLG2Y!2kO=>)N<;q=wB`BSK=_{;9k@g-jMBCIO3knO;5Gc zrL;#F+u!K#65tL5pU3y;e%)u)KRLHID7i{ zkn7A4&ubinxH=T1ns5pnOS!`%Z0-&j!#OWxv8O_8fo|^DRzEX=%e{n=j(4xdPY>*Q zrg@lW61Gil&f+8Q)F+N!TxEUy-2PTmDoeAM3;dy_3qtC|q- z0Qcf4pN9oi$|cbJ>$gyPAT5geq0RiCL;()Z2|hY(&+E|z0P*X_r?d3$G30u+Q&* zo!pgMd}8sK>&EqL>0@`?v%PGqFThvGnogtn`>26o3Cc)T8NcX~dz0Q>I-i)*K)t1n z#9HXb`wJ!~@>?fhf-Ncz;9B=Sq@hVee6yTWtHLr{L-?JgEHy7qx$ycjOj>~9QXW&E zy5AK8S^MfQ>G*)@i1~^07~N=Cg)|k6W8+ZmtrD8sFf2-v1D%sA*lCd9WS4!-BtNuC z=eS`nPs+T!jX?hu+8a-0be}B%Lyv_0WgNXusd2*$^9{YG;(G|Lom-K?$6CJUj&@?C zT4Bwr_YRX&{a?k3nMk1TV8l1?u~Y=ai(22ml*I~|81oBkTZXMIK77A!V8~i%y9EzT z+b>n_c9-fxPOZ@Mr;WyO1nY=C1q$TlVy83Y>FikBtrnAT5e@W_ZvulYedqfqDhaEd{rxjS8!sb&Zef ze4{mAB!q2NE^V@T&q`3=-83fc3XB&Z<^8<$2zgh0j}(IK{3fB&(xgQ6a78Mtr)KV1 zS1&#@GXiBoVu?Y7ABb$5hcz=U zu_jwCB_)GAQNhVT;;Z>5Xc(ie7A&&l1vKcWX3V8+(nF(I1~eOl(1pZ}wV?*!$&5@< ztK6J$cJ%L8;ts4{U2xHg81pKYH8g?0Wn%wtmuV2tY%l-USsW3LV$ZVgrEV!MfoHCt zKNF%F+F!X3icRl1RzH62*&uL}RYBrZY}cO(pg+9===7u+A&x`R!u63&RCU~38gtWw z_TG)fTZC@|5^oaZ1VpW-6{tM(R>z>S(3Gc|O};m93Y4Up)6}JJ8vN5!#Tzz z;G!Ft=~-j)Z_OuIz#+GU-NU3$6x|LHt^P%>t%uCPra_=|fB^d9-to~~SZNbDZ9e|) zx?7|+3pw|MvUSo-Dvui#d#e#HzAF8hz z2q6JUG2mSGpP$Lz+f`xOcdE?IVqxlpKXwU_H;O#e%{{(49!=U4x;rQ?d9{C}iGMaD z$aspO#tw}*q)Rl>H&vO&V6EHoRjYyUt3F4`cb%A02{eD{;xx_f5N-oklQJ>AwKw();+ry*Hlgfboq(J(QtJca%pWP_21~9!Fs#Ebv4j0%)ihrlGbER zzJ!)K9oQ$U?lLR2$D2x$2gWB=KqO~977AR>(FB6bPoWQwDC!UqdQvQ89-cOS`MiGl%Ci)vQ0c!ith4e68_Tz=u z)$Df$4P5ht0;xL6S5+mVuoygl(Wq^1{5bpzD`yHVVy!T*FzmJJb___hZ?f!@?Lm++ z>(x_oFf8NC9%r+}Z@>00WN@kmaQ?c-gkz71I2<4Un`u2VnV)^Fa=vk#cbFuVA}5sj z5-`k^BH-Ql$cfd|zS>`J-^ZPrR2%Y|cvOt#!O8FXWkn@)@q3TbHsI-Y=NSRB&9Kug z)nG1dO^3o!75Q4ke0RBwqXI3ldRPEQD}iq$jPZENbLek$mTiZu=Vx^ye5Af*UuzvD zp?wF5Z$OYnnMJ6UeMGR7K4S6{bx&*N7MYjFMeNDh{!9yo#3qY>p#7tav&AKeRm zjnpOpf`9n_jCyI=DlUEJcDdo`jwJTWUTwCf+MX?=kOerC?qrGAc8}7I`hrc{ z_rb`kLr_x=s7SNhxE-`sCsWJ|b$3C+ECKSm3d49cYV3L~#^*?4s_GYde2^t7B`5JM zGvw*yWbUAD-~c^X@NqhrEE=?w2k&J=|$=oid)`S$0EX0S$;hSNrAlmZw$4lAs}1*Xs2GA3?#8@#~C=$zVQFB`%^X zzryUl)6wGBSRS<5K6=A`o2tJEqB%zYEs^d0m`se7+(|p%qqUI3dP9~V{Da`qrl!m} zHeO!mMC_XCW)gEY{0nbI-L=df?}Pqzth=c(0O!%$t@ai&IOSrV)R-i>v|yEgorOAI zTyuJ{riTV6M5X#t)Y~CS-|{jL^>E5wf0Os2xlpZH>iS8C1Em##0Mczn)#Dc6V{5C} zTHSN*UMb3yN)B{fZ!%Z_gV%gkim`uWeg7sc8(>~fAU`56Kb4$m_3cwi!thE)k2WLc z!O+wD%ix`V{+%HtNOhal1&O|6t5Lnf?+DMq&Mb>!)EbdFqW2l^fHEWydDE`injn^Q za(w8h%jE%3?_)ec2SvDcCJP$#fUfrU7*`fwOa8#Ey|wJ(0yB|ZP(k(hr{+#a1cKT) zB^|l|caLv28Y|d^b+luU(BiHGW(K(ldCjRg5mQS{(xe3POch}9+cl7Vbb?dvapCFV>_?0%>QOf;fdi z;a_`uGGZdlpVA#=NQk%$frnrmQ!tu>xe&0<1ePdKgIUjDAof!BJ(eR-!C?_mifKo&57hM zDue!^Vi@b&E`oYTTI*Kv7zCYX3!ADQ^rx3V1sw%cXZ`9wPk7lZPI!{2`l1~>O>t9Z zWq(2Syt1;HMQuWV1j((2y%!!b=#I&C2=!;ohLpb1#}mZyij%ga|I9_bFx#nr51xJFO8@Kr3MOZD zIi$DP21qfLDs2!|cspEvnFEBdK@X}UeXJgx;wT8DVOdtx|2KnxH#$?=r3Pu_jY@1;3R*s(=KE&QoC1LROz ze8_3KMfR&_$t1D5==&K0*-{viNORQ+HFe4(u*5e<{?-;J2Y6?Ouh9Wf1LQ)a#F-Xt5c2xsIx;EgmpIqWXm}<%iSzoAg8+wisz6hc z6%JR{^m$+)Cw$?-lT)ridSAygzQDJK9Ee_M+|^Fy@(nGO z3I(q*U!dPK{1Rl;#CGr`t*W$ir_|nz$6Wgj(Z#1;1e256&#j_!icX2~QP!)T`}o^{ zy`wCmbmABcy=HFn%EQurA?#}W6jZXkMjQxDNPRLg4502QC|0U;M`0@6rUwZFR0_x2 zt&ehx>K_@+VUQUWi)S=IpN}L?o_Zh}>{{Pz>#ncuz^thARu5xvjp>Bi3MmXqA4Mb0 zjB;!^)1|H07C9*O0sBvZq9CVqVcDjhu{nb_ph z9Pd^@V495x3uMZ;F%2Qux#;J;x~uIP%JS1P_~@nqE8pY42YH9H+MP76wqdCSyW}+* zozmPBs&8B%{)q}sF?h?&!*{Y`aKw>(MT=(gCky25>Zy30oM$k>HVHp_(o$|o_ptpT ziI}%q0J0$NQtF?)X7Hn3WTZ2CTo!j>R^G>5!Y1L&sbOBfc2G7|XjMf!VqD1_Yj70E zCZdW*);IhoAY}mEMxEE|G>=#I7Io*KA(!@muvX&Xf92@D*X3ua275Y9y%j|Qby}~^ zvk{@1zF}lX@1{!iM^;dm$s7k0cM|hMZ*)A{u37{~jKA4$CdcE?vEu27Z^vp37;O5D zDFV@fEdOs1qCSSW68|E3 zfQ#y)SiLFEsNCvdX#XQ!hwXiXLpmG+p}0fO${+!ej3Z^{zw)8Tioi=>CNgLyU&DLD z*@Z{$)mP-#n)H^jQjoy-uX~DBFV64r8%4XOhbAWI zIDY@Ta6%=%3@m+Ziy@pD*-B*7g8^lL`DzU{V2LFVimcrfR$D4H-P8OyTYAA|=3!v( z?BViG`rO|4Wih4=e1w4HV5cloHq1t~%A`X~S;zKRf$uhv)&MwaG7sBx%yZ#bNOI{7 z?J?T@;UjmO=ggv@Mq1d}jFx0M6uifz;d6kw-frY5nAr^ft;8#~|HBI`(8ftEXbZ<& zDV)E-7l~##T#q@R=nOBJ@JIR2?=1my+q_}l|5_>Gqwzr&#QO%nK%MD@?EUU2&hab2 z1QZ3Sm-}g@-XIr$cMOqu@mNOS?&P56vQJ}zIu^|*e$E~0pDcF8<{ouvejkrK!IbjdlLUOfF1UY;pobl$>K9-LJw z&lLUJ$o8;1o|FZG>f3csObd6o3HSn@UB$*bq7FY1>*y|}xZbszlyQf!!0&fQOy>Fi zEjy8Ti>NYE`(>6`4>L?gO`Wz^`7m6WPuN5SUAHr>WkZm53%dLrV#d#R88s|0MH>#7 z*s|rFdGJ>+n`}a_&dR=a^1(_SC-)A^7B;nF_dhJbLFJ=@u8y z%rhRrqnA}X2RO}>M9%Bd)>zICq{&ChI7)1M&l3k|9)KB^bA}9W@)8e=OG#;39W15B zFIs!KvVSkWbh=7prodLt+=>?0qq`KBDJCONQ%vt)zh$OT-J0EE29(VkBvMx(!?ei# z*qx)UUKb}+(k)y zTNZJj{UGT^H!cQe6rJa{g|$6F*PvRwX5U-W@jjwIA+}8hc;j@Z#(wI*27hwAXgeQ> zzGLF{V0QW7cv_}I1*iBIE9-7DTu`z~tj9}VSK51g7M~pF(F|W1Ux;BTa5n1-6U|49 z&t!4@!jNh~0TJzd`HbBhCa8Bu(m~>GPar*7MTiqm^qFkOrd-$tvV~O+v9Ud*l;Ua4 zapAWx<&>J^QR|zrHFO8*YhQ&}$l4%jxT6tLu8R*f`fa9Of_&EZf8u9AEJ2x~SX^*? z?zfDPL8^YY#p>Rc;r`p4S9w#0Q4*l$RbG@xWbAEH?3H=b0gm^BZL+W*Az$@NO;7sv zV)-~(#rf7lRLXCVxNEC4s$x}IW|dxqC<4@diEzDk-EO*;+wIqT`mDHa5jdW9G-*YX zu8{WnA3=R4xUS8Ia&m)`_y04L4d`~FH^6vwkXY^%0XG4L z8-JFm$xpb;xlbPo7}r69*Zfr4sWBVZ=e})s zX0=UZ2zeX_3sh_h{|P_(O40bICQer(^;?? z2t{`c<*!6svb^%=qxh902CkezIA@=cWuY3IHZD&UwCYTaz zo<~Noc#>p|I>vg41Gse|1TyeqENqo6v#nwE*eTh>vbRvlQ2p89tL9Wx2=K7k+DF?s>JWBGXe}!RX~Z^TucC^JK`=T@*T{$O<&nG6~UltHyY9o zihm9M6E9*NAW3BBL}KiJE=G<4$4KnQHwMo}^@d1vnx}^crn+$w8Po8OXEH;-p!$*M zCU#mZQSGu_s+&=X8UK2k8&#tkX?ke+g)X$;YlAd$*d) z%)u83iw^J zc6(!0w_!a%MX9~2NB9l{+b16uHw7z|{Ma^&bKAzuoK>D(VUL~ls2`V4e=2DLa;L0&8Q~IwD5>%&{^xkFC9sR_L?+q{S!i%m9pS1Ayb9T_&c8c(iA-Q z!A^qXs-{frN&Xmv57(CsTqzc~hyyk)^4N>jv4o1`i1fjIHx)=EuaFh1C(}(O<)3T4qY8Ce z-?IAYP`!g8zev&qjFVpy)rb#eNK>LKs^@M!sSj#C;(Yk(k~)A<6md+B@q9lPYUE~1 z)Fh!4AX7&>;@b2R3Dhn?ww7{2T$64>WNu!H|EtvzW4 zvaaSVIfYy?A+HZAKABU22`y$?2!*#awsev~P#sfyjze?jw3~qad5MhXAqqGz%tp2c zwm#4NxqQOwewoJ6U_oi;5?84*wn&*i2wC6$HqpKtz_ME@-OONjNo04XUU)&P)>yFg zEFC=gFXOCYLIR^+lV*B$Ri9|_S=N7$R0AR5ibpKk*TB?$)|KQI#M+Z4O&ap+n=I8B zBc;Odtx_DS@q5iMO*y5-V{vsmaTa7eLgzCix&KxaX;+w)SHV?2K_Hy68+6sRJ5OdK z1gP_cG6dqXVn*Z7C^_U<`zqL z3@M}T@!D0o$BEia2CR`k0BnlSw1lDZbWs4`e$BL_7SW{;B)^xFHp}!!4s$tBY{1Bm z;|%Im@=gMw?$}+laBq@>d@4SZOfb^$i;&9vl%Cmv1Mcx3YB-vH%%ad*6%vHPcHtcG zy6ik?5kK;~JqM@nmMA=*B|m?;yW9;x(+A@n0DU=|)N3)FQdO2C*&~g{3|}vdhJ>3m zSX5QqT_flOLZjnY@(;7FUP^WO8?1wabK3%fIXAoYXrv4Vuk4&LzG_oWr(fwm#p`}o zKqwO_>@#hXs@3_Oa{2^P`}&Px>ciA{giaso7zvSAuH}e6rU3!ZzVG*NPsYid9^Q+cePx)_(!u$bDnO;Q% z<$0j`i9Rx>VbZyTBV|H!>odN+V1F%es7lo9SH5zqJ6elm*;!#iz|*k#Bd3Xw#I>xk zBSvCEPBt&%t*j+QHA}vy<@@g2`|=*k&s)kqO+cH(!zZE9MH{Z`+nrb)E1FM0N+}S` zIEc?S&+2GlFivY8#!_7Is~zRf@FG9cOcRI>0%ED0Yea21WHGA<%{}a7mplPCwo9;V{_K*G2weC`38_Z0@6yYmFE(l8^e6*acL)OD zF|{ei{84B7vu!a22hH@3vF(n?fH2bm;_wC7Ipx6V-nIH+>zZu5M~i7VljGht+4_@^ zhn63>;3CAw7HIEGX>9W5M1hd-k$JMKtAVASEQIQaGj43C9ukwK&Un;&@fUF6nkGhd zRxn1FPk?kiU@BGN4d{X^VNwqLWdL!PKTG6<)-bUFS@5ctt2GH5HDeL#YI>13>HvPP z`0}%oLZ5`JS??VE0kuK4u~Y`zsU@vK%Ez&3KQ&G3>PB7lT7mImp;dlHwQAre6Iy*y zfmbCM3SyjKKoJ_;ED_YvEE1AFA{o>} zd9~tyAhnV2l6_sQ-08he>uwm|`seDgf2DzOPPJ8s$r-RgU2pv=ztH#l*(hC*Cken( z)kvmJo1rQqGVq9`=uR0!FX%TnO;_5}hX6xoTmhB#MGB+8u`8`f%#q>}tEVnr z@-3L(BPKWB5_G+UrcK%@bEk zKG<`-7zV;GLtSq60?TInIp5CnLqPdV_F(k1$-#nzB`hu;9MJPRSUWw=|Fy&A9SvFZv^K&JgCD@~5`Ls;9^qoXs8o)t;>Qi!Vd_KcO zN+?fXB*m15`2^ZHXTrShX1sM&QBO1Rn!b9d1$Fz*YghJ}04YG$zbLit+W$g;GU+~g zB#Gp3_ww~h1$7_85qY0SG7*rib83!1xtam89R)phzbMkim1E@#^3CMiFvi<^Q z$qJ7aJIL7;pin-0&>RTs^M;6zw}7L3ivtvBQR3Gv7|KI~ZKwf#v91<+DR#;KJ!p6h zSL0KPL_hBVl&}$!+!D6_;P;hfmqQXOl^x|0^`V-7yUqOCodp=LGXJ@@?30ZU_q^2i z@@^p>O_DMX+D?DO=&np(a^H921++7ag*6wrqhg4n{|1i^QfyLlO2^H zm9Xb9z%u<}^kO4J3p|%hfOk(wR(T&(PEMYc+6rGR6AM;HTR_U8gCvEYN)D!D75@8; zfhEynbiz+)DKvhlTk$U^?sbVbvvp2*WK0VDK);Tt;?sH{=CmyrVkno{S5GtxrzE0_ zjH}F<3HzK|gCH-5l5R>xF1bYek*mTAJkL)$SnB`By2B7j#~Wk-h2li4`c-MIc!I<4 zatOLd909P0wUd&r(fjc`7?QCZ6Xm&m({X0D>5i9K{tqDu)q=jT#7Wm-2G>lajH^+G zd?awT#U=5{d`pm*Xd2TrPffj|P*+|G4gRX0f;fQY81?8+$$rRUc%@1sJg6!$__mpp zyvm(}YTgH%etGJy@p*5sK)=vQTln2*saEKsW zV5e`2WPqWWi3i=eg9FGE@rqaksW@7Cgd^(~g_AtS&0Qv){=xt`2t8cc zzs6&d_f#OK{408kPi~I)N*Vy{;I7z!c(Z4cba%_WSscfpS4z9dURr~ zi0MPh`eiCqzbZf5F}(SHN+B4`>o`{g+cLtMjU^OxHHWJhnOCen<4d-*D3|_7=DH0g zW@x{*Zq=olBgpVhD=`ApUswT^$^oM(z6tu4-7_2_mchyUTnLO`PAwe;0!uGp`WH7a z)9Y)xMh&l`M&&0LKpUtwVuv`o@jqu?zH{D_1)+d;d)zp=4UCS&d=Kfv1)#SBo!$Pe zr_O-6PgFv;_N?p-l7%17O09rt(zt<7PFPdL19TtQxWs%0rw=D4ELo%P9ciWhDe4F@ zn#Hi&mwn2mJ8C)SBT_rXJ9YoKte7CH&AoLV-UC?kP9y;yI&oOtzdcB@iaqrr<;QKX zKc$s`y-(^Wgt$a?B!}%hSo=&aD7=tKkQi|$!WtR%zl$t`2x9evxE1Td^+7nCVY`Jl zoP^rFX{R#~`z4sR6QJXqXb#azgNWblJ9LEFwM~u(37rt*U8LJW>M`IlgWm2%89aH= zD5dSa;-BIu7${Zs=D10zQO(l9er?`?3lbxQbiIjHg$Ol!GJXgzD5i zt9A6P>L<9V_W9gmP(oMFZ0O)Kyv}8%d@4)9xUKU;$b#3?g8MU*DIGdW$4sZ#5S|tV z`!y?x=^@pzDrv4{g!A&sGPKYp#mIvdMmit7o0HJQHe^bt(|JX4V+|%VBVwr zcY{H^jFI@j>qN8$BIdk}a6;VpK&@iW0$Im2&Pvc{cF~^90Cu5jZGNLzrKhONpsNem z=(12EgWIJJ;$-X8$NcC6NNm${4{NeL^kqLnG+_^?OJN-Sbdt)|QyM4R)uCqq9)jAH zman*mwn-B2X_5X6ag&Y0*}oCo%LY&lVi`Qb2r>lnWJp4{bG~-tRl-a9xsp_i zoyE|69h4hPa`DsuDoM}7&DM9u0-#zo>YHlA@xe%X8uatGiH25U8Nr={*W)tQ?9zKY&o_Qi; zyQ`cQ!^(A~$=<7ze+|LAti56`kMR_}x^dp+1UBT*v78aQ=iNq7{8&fncoJKyEkq0a z+&rhX#sX+_m$Q!IY!Cs>qEam2H(Q`phdZdlSpeFzyI#<~|e#aE~b-udY!+=A0ue**LGg9xQ!-f|E%$-Lu+*#4Ef1F^G z`W3HPpA6S-;fxwQ?dHT)M78@gHEf1Tg7;MJRUmyG5d`R zGe$7e&0BB^jnYWjvXmQ_SD2sMEenm^sKzo}yo>=^ovA(xj!%wY$tpFq=&hePdQ!Q@d z^!7$6-0%iW9yp2Ix}D|vP5Eo8L*nX+lc&rJ$6z`i3fch2(<5iVJ-}1fQAFLZjBc?d zp~>{jOqIC<0YBpj7Bf4$pZEQ}ep%WjP`IFDsrS~!5jyQs?06xz)q|4@tykaaiYZq?)lej!&JkVXr zu0$>#$LYebI{_(MwDwXJigvHk9HlY~KSNYaexRpTJ)QZE?M`@qKoqarBTH8m zX=0?nQs3#1?*86tJ=Wo`d*l%P&W|FoT+PzdveCRB)8OCBM7!g%$0PyW?G0L6eTQ5W z>LI{iN1`9U_ho1GAOC~YFci@m_W^P~1#M*t(mkoh&bQ0y%zhO|e!()=6*=1Ig0WcP zNk|7RsX4LmKzzXpya68*9TdD%cB#cSS7DEiizZIs>9?@@2`2qXY&z?C$;msuGX-tI zx|B`-_P+kx(G)$%V!a*pbiCZQS~*DOUhr{5-&!< zKXx64E7WIGq*wng0xRLdQDg@au&Cb#c7mvEb=~v;bXHJ+*7h^xPuqcYyyf4J$n(Eu z)XFDx!(7c~vFHnCSU#R{clF#8d*r=Q7dgVkrd;B<3Cm7OeZ^d|!x#5l55<5rEO)tr z$<{NCaMuMz6(+dAs?OobXa=*rYy6=per4sTvTq4C)T1*N$ZRVc(ztW`z*D7|^Dt!8 z*`~jWOGuC_k04sCA_iDHC z27YO11SH9eGjR3mlv5&ST%pXxdR20S`@+jySXrBy8_A-*f&Vf4A@Xufw&wyl7fH9; zkDz2r=4CaMt~Mg+UwfU(pMlT9BQ*^PDrcvgDLFAb+Rv~~V^PTE$MUUuy~zA5=_enI zlgE*+%xx2Ad|Jzm^*qTCOwNMkXq9D)=l(m`-d&n4FT_CP zhS%|ll|(-u`(%%cu!#JF#$O#Ah-Xc*aTIU~GFDyMp@NJm-hhW~UHDWoYwor^!Yg#1 z@$5e@5dcLs$^|5;X$mu=GjnlkSx1t_6$gAevWlg-fAW+^J^LTrA~eghYMxckAiO{ zf52(N)r4sErd&00y1Jx_7Vt1vZtzZCTY(=w%x;+Pl`nD>nDS9Ngu^%zPBVaEmf}w= zeo_iD8^%qH&=J2%oRYjCHHm)Js{-N_7D}M(nF0~s_ox`35ZjaMw;9h2$SEFBr;GS_ z+Wi@ElZEmhw)2D;Wm1dQJh?OLb%c?Yz+;C{K$e$%F%Z(nGS67S7ZP{ntP40`XBCgN zjMR?;jux_;zNrFbrw`#6$Np{1!>bfp&JOpxZbjULzIClh8XDF;WRA_+-4d6-8y|~V_o-Cz#q&j3sV%|T`Ud)C1Ui+e<)1Q%XoMgs-u~{&e zAY~ku6?1)+pZ0Y{Q{|~~aZ}w7no^u41njqlIm~w`)3nsn=b($AhVa=~SOAU$aUU{@ zBdA6k+>I>)uu$WJ&q}J3vTE%ANomFW!?uzOX~^pN6wNanTphWrZ1}UcJqSr)PLfVi8y|G^dfYE zVow4&#NzTXI@0|IvSl@zNt3UUT`Jwx#1=>>3QYO z3JYNxz9^uI(Hps2XpCT>?h=0_5c~T>-6xwWmtyVWqHW61H~JH)#2|6dOG4Ec4(?JV zG^E+zU^{meTQ3#qYQ801Tg06Z2O`j4___O3F}PN$%fkp_F4iVrP2OiHdXoyNkIIEF z-|ilRtQ>hv6CuQ=rhJ2_lKJr8-L1;TWYae{;O!5{ubSg|xepyZp7O5^ykoiIUmuP9 z2PkN=c*AQ`0dzGy4RaYcIvxGOHr1N2znS zVL)beqPRUOr9Vl$GE*0602c(S_7!5w9CM*u+%V6i7$@O`M{f(P;w0LGOGRy*?MYos zP*GB_>{c!fZZS0`tj!dy$b$xOia!GL{hYdjzce)BX!ddO+$qur)rkGSOJ6m6w+XP6MV#BW5?wub4vNc%RHXn2yL#jJ|l?+hTQaCAz6KcN{y(>9Qr_dzd`-J^`{j7H`j!(Qh zdrtKF{di;G!WJY%dOw)og*6(tG|lOols}4n;xMe0ejv^{iKKHvWhQLf)QhH|%8sQc z2t>j@P`3(hax3OYrXzGoz>}a+gBChU_w-XYNF)3z?LS4fn~%>qWY@S)Fyc8x8PV1; z+XZIO?wQJTpSwVdZl$B6_m>X<7DuT-jKfBrz59#ZKHxhxW(0d!VQ5tTkzdY{JEb}# zrF?RTMN0{I*mP1?NB&RB2P-YXRu-rF!j*fviK?eMg|C1>sB?IE0k2);6x%fMpfSdf?gws~mXwvQ1T`#6$6895f05^G!KIqKWy&U;gv2j2H`$$1g@8ez*H zi!ecTUg@Xbu3Nv^UEcO@0P^cmG%ZcgziW@h+gaxmT8!G%bSq-dv|@?g#@vHWr`)pT3LHs=TlOC|AW*MvuV#$BM3wrWo$8vUI=ijp(@0Dv1(t@NAo zmJVJ1@5&!!l%eo7NnR+2p4t(y0fjJ*B+X5hzlKlGyWUho+i#my%6sv1{K$~N+b8CV zP2pLg3c`wv5&4UPUK;ux+(Vj!j_mjLi?zHDf}&|#a{p+3t12R(0CrZ|2z|ea)O@! z3fTVO?eOj|nCvh;6gdCJn>ffKth%YiH`~oi8J~$Qw&x`kD%QZTWyuH!AIx8=cB#Pm z6?OIGmH2$L-5t|xY_G@!-pa?0_KVqSHU>DCjrz8nH?%DOyV}JZ(7o>kIXs2cEodiM zhh^-$yW7Cq&1`ri?U@`MchbqM9ykqly4UQTPx$IRuGzbu?MrK(^KNJi_~ztrZ_alb*A8>35LpRg>ID2 zws}Jm53Bk2Bu7RkrZ?(QEFa|pZ1awq%685L#SG|tax+Vp_o8BU!w~f_Dmj2P1Oc7v zSM0lx**deoU4#zCSf;JhcJuN{L=G#()-1H~iyFHWpRHqeRilSS2-W(QGl!69hwLZB z{|ZTo)7D526;^MB(E5TKHSKoBECcHIan1N;EC}l~2+c7mvPo28VQq!Wf@3%AAMf0$ zGZQ7bF(&=^vn+|};r$H*c-JqKgpvB> zxpJmK_)*ueP|-XbR|y|C3=ElJ5+t~X%5B{1i5H@9ob||>lNGwZp1Sr)Gk(QJ5vVWU zOA(x{p1Fy1Af1)j6AdYc0091*kHJc+Yxb_yh_y25tw5SeX|f6y0Q$){_Oyz}(Y#}& zv!$79Tfv@R{9~s}wJGxe+;utpJn!#2c(ms45;CZCzouNoYY8nAfS~6dB`Jl66rUjj z9AJ!M%t&_6f+2`+eDE95!#v|R52+~_;^@jXkv{O)poxVdAWjZV;`7j@HI?C>TOo>T`=7hq)j z5AY1Unt&C-+k4_;JRsOVi9nep|){icZ-@z)1}u5O<9gDcqc-@InT|_UpI~@Z(lvm!Qu`nBVAHc zRZ>ViRH9s$+%LUY`K5^PT4mb;OXy=ZbSUh~x(nM64jp<8q@bD@&CGM*UgJK2}b z$I+9g8D2669$8ryr%f3UaqVz*Z<6EL>`ludz1P72z`jQ$e*+YDQ6ys==h;D2$^FU; zyqc~6hdbH!Hg$Z!VR}6b!Y{o5N*4kRLP9yQ8XR?7}NNmj2BMRni_E~e=mqI~*%3YjO3@sQh`%4A{v&5^Zf}K>tW_32#8;L>J z(0p;^(RM#TvSiES4fN)dXi4=XkYS~L7Pd7<1m*h-cgOcL>s?WwakP}!e*_e6<8aE? zYiB;+2EnJlCBwpYFo}2rQsrHnpYm|wanZkRBI6TQL zFNrmZWaon={j2BHc+@==mVezUZsg>-FNf}!5$v#KpU+t&ioVM-EHe6`YLuT(59c7U}Icck4U7JqY;G}FBI_A;FHHGsy1p`T|E zO;*1(;h8~Z4guL6S^agmzNI_WqY*O@a=?w0FE;HjkN_btEKUrj5=^(ETHni*9(SKR z>U#Pk^6WgaRT4VN35E{7cTFWx614<0P(wE#hDfTVXU@;LHM{)XB9cHprF1srX&4r1 zPg8uafo_+Cx(Pp4$fxp9sA&F**g-eRG}xNq zICI^lNPq0L-~k>a55+1_M0tNE*IPviSh~FX1M=~>1bbL>-;7~@d~Cc!No~h>J1swn zM7dfMnQ{x!J$iTebS-2C?9|u;`uOV0UPk8Y$=q;L-3}Ea!~#7&dn?#kl3W2UFwb`@ zp-FO`<08W&G33lR{xBOHPl3fGv&eSUbJ%-nB^@*bXD;ib_Sn$B59d&H1nI1Q|^=dl3qo_r+?H+0R5oCnVSj zQiVYwb>r>Q$%1!>oeDpFuP!Sfb*m#}j9`jEOAGo+jSihGfmK!Lae44BQngigmJv5; zZr`huB}X4O-Xzngfl<63;C+juJnLEr`@^*c%{5PuCFR~k<9R4IziSwhL36`oBy0q) zgwO@}SdbWLG4yw`ob7$#iVvxu78g7MG~J^{An7&xT)V)d=L78hdR~wJk5YqD9(Z#L zY{tg+9}s229LMX$=5zcAba_rpXjTz6mJ9Vdn3l+|zVxU%)hlk9?|^$&;%7PHjV zI_;}<);dM8z@Y?0QwpSLX>kQ2yVud+0v;DKW*eR8IBR(zV)pM;!Sl#HHENC&*zcKt zvu}LwUIJWCkzhb_-uSvm}F_A zQdGrLUsft5Kio}(eKg#r8Z=o}D1*n;FfTjp^Kk5Fk4^XJ|Mn}uG<8@V9V|dfBn^4! zfw_$dd1XOfjp{;^SJ*%Q#vWbcJqv0e2*RbGs+1A^$l!ZlUUVHYQJ72L~TLj1bWQ88NWjp45FC*HBZ->+QtwcP=?TEP8VD#spH zgPzj%@;|j(_X|AI+M47t?D>sE(=!X3$d>iEX1obJr{vgA|FrB?g3yTgu;6&9t~v4Z zo_<93ef7GxQJ>xXF%X7LKi&72ebV!!)+?mEUI>+f@w)zbK{EnKe55QizAYp$_4Svw zp~_T(MOEc~q_9kkQ5dUTy71{b)%q!AFq1eCXShbGJ$U;nae{mNYGF^g-oMcBI!^{T_$Dl+K=%-hQ=IrVZ>te% zY1ps=V(mr05?>>+@9MP0vnFTpdf2854xERs$1<5e7HJz8ieYK25=?Cvi{paweGAXI|Zh6 zFGR2y3)i>uw%x55reL~qO{R^+1^z4!F~-Q_wa&k}sV^`+A)qpT-5{e9`}&$_jl}pa zhB8sza>9SA#x!%UjOR7VRRLJ^*Ht{vYXS(}^LwW`lw3{i3b;ff_vHfUmbVLs=0ZZ# z9#tG*{NSbYEDtX#nVucS93DVo3Kv2m;ckd<)ge$ATUG0_rTWGrd6gN$xF-Io16=5* zZDN++fR3$d#@6j8NHAXsX#KiGgRjoB$|X!TbQZTUU4C#@{!?5{Ivn3Ll?QO1P8lfq z%T#69=)q*?H$g@G=_|zJ$kR|U{2DY(lGzOaKxzb)&=#S08 zI&xzh;IXA|T36|A8e~Yr;XUlFCMZa+f!5chp#86!J{y<~S0?U{gx4aH2zGysT3K6# zO&}Zk^#V+QnqOS~+F4_(0-AAbOb{O}BAzjh++C?4 zSJ$s-g2=Nyt5x;gx7M#>{dAF$l=7xUCV5(=Wz$QMC9^<^-2bzKbv^xI2EnN3K}FzdGGcSk7`xn4L_3&Ph!>nHWT=g{EvRtH6?3Z!3&!$N#_!pv$9U_d>AtLDTs zD%Es+IJLpzLtPhe7nS{A<;Z75$P8wZr<_3AsiY}QoB-EcFbEDX%IjZAJ|K@D+Wi!Z z!umI@I%rWQ?h3h!vC#;GY-|6(UPvr$Vdg2bb#H~wgp+&ld*n*+ao6ba3rxM<>u+O^$9y-~9?jsOk(Y9k0Hiz~7An^^}-lYfX#`rPI zwUtv&sglT*f;W=-x!JG2O46qraf!wldfw`D#3Y;YE+%y-E$K*CuWKL=eJJg-3{x<| z&GEiR#jRk3Nw6)Kham~%TD@ZAVKivS%-$3wkVTfzJUGImGs&RrEqGO5%sb$Ckg7yd zRCP?7>NJx%LUN*J-wtp+G~TWPB>$XiQjd}_fNl`)u{O6aKg#JH7)~+nebhJhY)KXj zipp1(6qBxM2#K?&Wpi*((yY|YZ1+Su7)gu&SHU`mO7Q7DnCiJ(( zu)&^eo{KDK(k0A%{E1D2x9GfQgl&Za{X6zcwHp?UK5bRh)zPU($mP*oE7P+Yliw=O zseMKha9W{DKi^o#lQ1u#F5zadlMgGXb$33uozGrtnCj2Rpt*YeCQj+&EB>4B-L1gB z=@X>p3YaS{8AeZf$-1E+FSGk)j;3N7_<6bFspea3LD@`T*T4^0UPkehx*;yAugf# zLuQE5x~H!xYQ6)*^a>xodl*CHkTq3n2RFB(1ZY`PAPT6_Cy=#oog;p2%6{GUQXRV@ zaXaF-?f^4K%}e8gNxSW4l=0rlX>HgzChF*|=bV@@zK^$PrBB|yG{ZE?H$at!(2(w1 zJ9k-6r>!U!WQwjutIm4vf<#wQ3;8bJBt|8sCfybgx4(!QQ z=16UOpGXK90pS4H@bKPE7)aQM01Uw0sw#}3v&*6^lq1Dw%4l&6*7zGtfnkD3v3(v3 zXf5=>N{#QYm;j9vaSRpz-J8$t`we8t?5P-X4dMZM)|>R*G+YzSS@Nr+ps(U3a`fd{Q@Vpf1E#+g+Hc5Gou4{}NfcMy^|6Y}~MDohwd2XxQ_TNIZ-Z zbjXy^IggewzU9-r^^C%;a?%JiN`;Ya6Ci~w3h~ukV@ok?XHH?vgS-lz{8_T&;@IGc ziNDo$Z4vf$D^6r=rZ*|k&<;JlMITI1f|yy99#bDe-0hk?->j4Y%ky+^Ww}U>g@Y9? z0eY!6=)G5>)+cOc?9DnyBm)s-eA%~U+Qx2Ln{>|67uoyvEcz!V3ha*u=s&H|3gLq6 zP5|EzqxXX!7&vLiPHU(|-V~O~D-`ASH1^WkyqTkDTbOH6f|$)-BOKs?xU^yNK(6|E z7h|Jy%!HM3zz4w1gw#T%yA<=~e&QciaG3sS+CUu`7&3eXBJtXJyYIdSlt80X%fh#d zm3Q#KfH*nadbr5q1&Q&{?pIH7@$L^0lBCixAwH8JqI(lAEY)C46?n0%^Fi%43@H-46D* zMK3=^Xstb6lz?5cwof0^svv>kFK#2+%nnnW#%(ZwCk5 z@+24e`93IvfG#uKn2k!{D(Td>Bw6GHy}WncU06%DB12uiA*6v=P`57n4XSgaJQoV_ zEPj0uPYT~Rc#yWkacL}2zfg*NAC>L7p9r05(@=oeh|=s#<4J5yHF583Vr6=%8Lh2> z?Nl!3YzK#SN$+ofC}SVA;t(HQ-znhgRR*c1&SL&2@-6er(Hlqt`7~&QQ?~W&pzrln z0bHtxom3YSJp3pliTgObGHY0CL-~blYvLo&pWe6p8?;r;0lym1BH(t=$X_6MhPs!1 zrR^S$?7VHzLo#PywQEjYDTnB9(7ceR;(B+DS?B)2cDOVW9B1Ml!TnJuq~ z_S>X0-v|gyxuQ{4(kidIeFOO@(|NWzc!Diyc7&Bfe7#`;;qjd6(h+d}KPPh|?56?k z7Y2xA`9I`|xM;Xz)zt~^%*ytvBmz!&EogK&D?ghXNVY^sm|_9bRx3*86T4-brqQc* ztb*=mj1EYr?hDGtQ#Kot zbEV@K&jHfV^A>!~azU%XOoqQPzuPD5F$|Uv2v`l>1>S@X4{KSk;~}=iCr+n*nFxoi z9bM-=`?9@o{sT|f%~N3UK%T~jL}{J`XP$;zSc?mUU>5dqJ>YlfiTfPMKtB{0C*%?$ zxHe6XU~Iitj~Xj1O-U#CH;Gb9oj_o8fiVmRE+srSFFb=~1sPw^ncKI_Lu-c1oljy> z3<5bJ!f#iNP{u$Bpk^b>+j;_uFba}nH~c4S%{S)qeR$&j!a76}sL+`zOVjwm2@Q8c zaDFEEPTGOJ-r#*bbg@x@DhDMalxlZ4B<)EK2V`rG6DXBZw48A^Z~QDwtdiiKx{+K} zXLn=n`Y_fO6vEGODrov873jX{BYk~TC&g(y9eF7=hPn8YDxRbQ8%jv~6xmLO?$#2! z(uB6OGOCxN;|+9C9;Vp!;}-Wblg=nleD1`ybP%vK_26}$?{HA9=tRMkb`uSX+8RI4 z0Y(XHsoU}&h4RQ#I}q{L%RpmO4q#Aj13P5TbuV^Rt~Jib5o^*?-#kFX{11o zGqB2I2IFl8_j{p4ABuxCU2-SgE&;hP`;At9Msw$c>8A5^Gt89|To?1yQewqH<1;xt z%uE!?3t}vH@K%)i3Rg1KO?%XQxZ73l33n<6ntPL2@=Cs}F{Yw|ZFT6W9oWCp0_2;l zaGSIG$kSlaZ%9QEEd2f-3^T5shRnA|di^xzO#SZ=l5Hn;D@(Hr#Z=4isGKU3gz=C1bXhuf<)Y0N`S{c9|Pet`fE_;v4q<}DtYOi*Cm2V@j?>6ooU`9oLQDWj3aTh{eDpp8$tOthyX!a8x5tVdeP99b(iZ)$ZiF81`k-0$z zIf`FRwfpU$7R0>_F1^=7xmuZGyh&lN?4E6?GtyvA634OB!MBSLqi3ru?PPPwL; zL3Sf{+W*6?JUV=4=J}OLKqVwT4?NsF%n>ntlbZ-5s-5l2$5|=R0$H~==j|`Y;BFg~ z00c?gwAUc* zk*Ww0VRv#WVQE_QM>%A)v7d8R=)SS^Q|Y|U5DR8lv|6W3zBW9#s3K9YnOP3?(s41T z<(*U4kx2%j?LC#&TJ%8IY+P>&-FJdeeY|k+he)rJ&<$gj#R~af(|VttQd}a?Lw$op zj)m~@Vc4b%!9=upn7NXJP)`;__R@JC(>rV$3wM(P1GEf#DPJaQ+Erl*lUVr54AIpP zNqybrmte_HUf%-B?-e0E`# z`2UwDNT36(FG%0}EirDh+(*gfpK{%_!53dpgxT(~ib}S~B;^hG!nUaLC5~f@5YjSqwOLfk&R-d$%Loc2^SP9)`pzVBjdd`0h# z8XWeLGj*Z+2FSUk295Xjz8=N#BcZ>66GvK0_Ix$e9tw%C`;A(kLsqHYO*qWyir#=u zB<9I0_@=z(@?{MVbHUmN{%ON_0&{Cx`x{8b^fw0qefIE2=} z^E9YWdB?<{<_BCGCR%9t6XToR80L_Dt05ocIpq-?mnF!z7S=T|Rla4uUTYM(G!ohO zg5W7FT!EEE8zKhTH`;$3<@&V5KGht1U;7)@eit_YL_ec(N05NEq2mD(tus02 z%z)ipJ+HzKxtN%uX+_!6+A7#}(<1z1kQH`c(!O_n5OZKn1S}4ZiH2keebuC9S42#KUmT>i()!A1(3bzht z7}mwX(1oNM-4KK;5NCeH=0RwXVn*qXz6AmGgOS8Z5A^s_H$MU4~??t=v2DrIUWW`vLg5<<){T=j};Gg8;_M1+u)9v!(zI&IYtWHDP@8un-eb(HiTMs*=A>{jP=% zJuztT%%Nq`x*dqNxT>7`Gg{4*5L`wOF|DXDovEYAQVi$q?>egOA|@R6l!wf=*GhQDLH2|d?0Ltf=(1>F)!#)0eGktqr38jP=St|0Sz z7@+J$ZzgNyBN5reW;P4c$XL2`+gpQF&leH22^zN>iNAsM|ID68mKs#GJe5InrXoMyDU`QdXhk*Lisd*CusSoMSv*J)~%FU>#mwl7l_Vr z5C=8>{2{X)eAr{XstlxQx+hUEvW>m@n(wlg-G5;=usfu2Bctx~yR`g6PyJgN@JV`! ztD2BN;6DLd`x(YU!50@$uNGqj-Xg<#ysy&(Mn3FU(yy^8clBce+Qi`SeuZ?dI%mkR z{&TSDIMsBmVG_R`f{Pmqg&j86MP-5XWP{|u@kw?R$a*KRZEr3drM!T>aqyI3RSL@n z#!>iH|xmfQjlg+cW=dNJ3;nFgn^ zjO0ba;w((HhQe1Qz$rrTh&a0$`bB?>T6c4*NfDlTLPI?};*~p3%WP3e2%*0GDi_Ov z&=P#m0~dHLPshEebdZzan!d)P)}|~jdRm&L7K_mDm>6nCZ-cJK^6idkhF9pVMYo7I zU1T|ZhL$Y`TEmA$bP-^4at^7DU-~&qzcf%xn^7uKHSZoV=HO|2$fP-)s);XVO8tij zE*pS2ji_re>eQ$4F=)K??g+Vp!Y-cF(*AkME!VDFfd3Ko5ZFx+i{K<6kAA--Vm^-` zF?)LIFLQ`)`4~x@z{-Iu(k@UbXEV9-M8g~#-*BEuHqfrbelRa8;wO7rrGJcsEQ%UX z_b-1@eEm#{=A%196@C?uCHd&YYmTC5Njqdyw{>MQ(8eBcHqM1^7Lk~?!P(S;0;vM$ zda4ct^9d4xEGvUGCQe{#fa=;aIvY1E%BEzyPbARLz$7-H_nTdKzRs8T;}*b0@=+zu z-h*ojP+-3AxwJF7F?x}mI4_PkPmgjmbE2M~FkE_agEr&!IY_xOH6wd?>spnvwT=(X7jO}}a>PF%#Vwb0=zIefqCM~Q(bG7UW^AKC9E<1O8jHH=I_}nTeB;F}i;f#ii9@k2)2+PP%Ap+-mG^;yPy`gkxQi z%bnnaZ(27#s*ngG;k7no@-K(ZuuWkatzZ*PI0!dAjE)gQC3S{yv`n?<*tSzr=-?5Q=KKy0FuHH0V!Ky=jw=3G8sFw+3X~=R^-v|(^X`6x7uDEeW9n+vR_aRf?aU5ppb<$Z)-2A`DsXg)HKpDTv>q5Tvty!a zWj-$};}}iW>_5VRavOi2TlPN~^JR@J%4z)L37Yb349+tnZtU&lb+zLfxg+u+q4fpgzFh!Aers_a`}x}a7iJa$2AEBF#TT+XQ^2d4 zGJpqH9I2E4#$ODFY_1F^dS=gms@kkf<0g*TKt8Kgh(Q2FK)SzU4XLW7TtwlHh%;XK zUEBsFfbm(6=c&EYAJ$`;ZDYL))2vof#ci$IG{4*_&RXbtEBPW-!>$Q5U{dmtSP0G8 z(>VOzpgF6dx>_4NLdS1D(G|+fbMP^{-W;fq`kBV{t7)DK|6yFa%r7aY`Kuxb+McN zF=W^Z5!ceoo9hx#qfL>XV2HY=&j%G5Uq~$?T(z;@O2E3I1HVQ`axw&3j@Qf?GcI?s zc&2BRF5-Cn6)O|nW%MLFePrEz%L$}?3AYvE<}eJVfLDS*#xVS{-UASR$g2JcIy{_k zSVs2SeF>h=59I>T2H1T3wYj)y$Y!nJD^aQCBaw^rP|U>lv#QWN zSm?JuKP?3+>{SXdM0RR9M5#{H}8>^N{;#!=C%`2|Cd4s#aZ-K9YP_KN2qw2%Mo7PC6^`Z@^5CnB`Lpa#{s>JWJh!Ra9#B#Csh^h(hes0ma{%OX{(FsLL^@5W5YQz_G}gcVOg*zvBepw z^_gyVcp4dZOE2Wrnn6SMP}a$lUiAyCQh15ma0v`_C=Wsyxnhd+1}3 z02+Gy=ZoHF%YcOKYB_7J7V@u=gjp%cGy+HI)P};UxQ`a?Gbzii@aG&aza8iaFwsxQ zx|PB)Z7tK(@{y8b?Z!!K;j$RRUZ_dq$(6I$z{v&#&p&h%0UX5lWxBRIvw#QT0t4ZDJWKl@ky*4+^p^Dv^vA4t z2c|}YA7?lXhV18ZIRI1QHM(O}PT_Htv~(>?(D|`wBM6i|COpxF8q|-3SI!<@{XF~d zc!PXrhZ?k!L$g`L@^A97DAZdini;&-S?l4^0XKChg7U7+qm++esk9Hi3Y&cIBl%Aw z2~QKn+SR`n`lAbhK}D!H2=+*>+O0;1hWi2VwxfiA#vegPnTCp8eXsaRW+6U~6Ricx zCBFrookcJ?E0}af)D)n{KONQthpDD$ z`+=yUcFf=F!UL)UWZM8Tr0ftG`yX*gNediZV<4Fg*$^(FbBWMtEli09y9~BG=q7SG z+aP!vNnM8ELL*f#(QbT>SLd44%{snVN0dYPev+^7CT|Tf_x*-Qpwkikx2(vTy~bqk zSjyVMrv!Yk_CUTmO>zpK<;&8QzUUKW0!zS&L5d4fL0QSlK@(V3kj`;zs(<#+6K*Gc zy(87WNMa4Ca9D*ks;zmYdmqFUTd=(G36IeuTm6+g)esFUnV zJC=mX{|T;z*e2y0e(7{*SU^;_w(>ejCkB$qCBx5R}bI+Mx5{BB|+}7HLRkN;XvI zIBDcX{)ase`6tIrkgzEuKO@MA777CxxRF+|ae-6Y)&gOIdLhiNV zB9Qqqd^wy?^A;uY0cKTX-rp(j==v<_=KS?19y1~5$`))7V8+GanZE=yHx3*Z+7uw$A_@~hm)wVN1} z4;|-oSK9wd?-H}0Hb4`;-a)dOc?zE0%S@rtgyaU{!=+P`gInXY%bGmuIQPpBSF=61=Pbc|C``U?bXx5jf$3y9 zBS0#adDDLL6ODx^TsHA@VW5Ns{As}=Qq8Mh;ZweyL>gA$K>W`YNCQUc-%=!eF*^z` z5>lAb)>XFtdq1CQ+hVoKSZ7(KK}WPN#KQA@nS*SYg~}2^f;TItKn2kq>E3pgQq+6n zz^K~{{BsK})Aq&bX{3tomT(yJ2EBT{v5(CL@;DPu-pNDJ?Vs{YXchl9snwtG21481 zB8mm{W1tsDgin96jvYUp&m|UKmYFEsECP1s;^(rookA&2(nd2dr~w+$73yg-B5?lVKPz)g029RpjL0Nx%s|BL(AxeI#J|--ns{0=j z(;;F>XGZ^*yVChROifOre&w-xTW_+}Wo7~MysrySU=q+zGWNA}L^XY^gsKhtvuknv z{ctPR2Do1R5`j;|QSol}u}NxBHJ-r9g$@K;`<_ypT4Y5hGyg=Pv&(E8+vsvC4BJ=( zS&}+$`4fr&48nbPPB)e!zXqu*(e@7yhYj}yeIs&>7>FSckq^KuAj~7Dy}u))<29sf zo3LLtnd~n@*&4O+8CuoaKi$5%s+rjVWye8dx(96|ozyV#CIHGMrx9|g=R~N*+N5GE zxU`g*z)`5*6g-ykSEA zGNTW0+u55E@B&2PXlyYQHmc^4WkGBH(Vj7`$SeiStELH1E-Kt9JHhqr8qdtT*Pa!b zM<$JvvPDfh+WstAqv0MasME?kF;vxWtMOk-izpnH*v<3;1uNGgK!~ec3n8nXiapdI zDVSjh$F>dsZ0EUA7SnC(|8HGg3o%NDL{={>$9feSqVN{NDuU^VFzR(f4P*<%>3&VL zKkwbbIvKakqSi%_V_l?$IVtwpT{0$~$6aHCV`I|sSOAJcyl4n94WePI&p}+DAv?6SGQ@X;3g`D_y2QB~zhNF;8CKo5dqW6O8MT3=a3uR9;P9_F-Zgi|X_wMisIh34 zh{p}Vqw%5$xR~sO(j`ra*M^f@?g8!Oe!0stNH$yQanZMxk)dirD5WWP|G=BqFW8~e z>jWoVq%VtdXjLrVDxCFQ&JCT_0zN8C(k;>E>O>keTt3hh(8^fCbA_F+99+!Q`EYHL z;}YdQ#5yi4QK1S#dI5I;a7h;_#N}qo0W+u}TNB3o_qTFftdAu56!NU;1VJ7k9w4r~ zL#eAqEj(=b1+L5-%rq)?PROJ|lLin?Lxqj*{O*oQ7bC$BBE9gpki5f8gXo*R3vYPQ z?*3@~T~OW`DE$A2b=^|u&o**fzy=G~MRTfcIhKF0Wz<7}jjYyL;w8ZZJ5)rYZz5J%uanPJ z!8?^TUz2IV!SWUAIjvG3ZQ&CkSD~^~)9y-AjI$W58Ft==9Pl7v%5hrN{Nx$!bDSZi zT+}o(fiy{C>=o8la)rh**8Pfv28hCMq^=B=Z)c_Dqik5!BVMRx38hGOX0@cKe~|w5 zi^BW9M`43@y(4w>xwD4|S;dHyDSj^81~OI?C*CPAfUi|&dG)oLP>=k@D8^KkzTPH+MuMs1H9N!pSis3)X<4F0tKr592<*1&h z!gUGcO8i?uJGzVeNXpv=Zf5LEsD2eV%=lWh#&Cv2=1;mCRsb7vxQI60U7oWXcz7ZN z+{zuI1g2>9AXiacCh2sH>~b+msElSd9l7dx;70DEI3ms)pgo}SpQ;u(h#Kj#=sbp4 zRrSfJpYV2IbtG$vZjs)Q4dz10ZUG$D`xx=+*F?Bk9LM=zw{k5VnHk;}2Vjk|oN)46 zKYCIc2a*MD&Is_~ss-A#;7mHW|}8Ywo`pc>e6}?q1SXB z(7YlY;4A?UFiPnT($MD;D=ku=ZP55;ftMoqndG~_x z@LT;n?Fi86HH=1K91K>_{%)kX&$}t*pWn7qt+p9UBSp`~*53=9HlzY_NFHS{5O>l1@U;8v{)LVSnCBch=;nKJJKsvIHN?`r$AV2eIj z0?^dTi(7cz)dhx_PIMTAW^?el%fL8Rl#Xs+!PU40P7T0`oJM-y%D66ai=98MW<3g&h_-_3X;&D1Z=e@LI_~``<7jKL@qmh*I`cKnfQLfyV$?5 z+e09S2WrHVAl0NlN0tdasvfl5=kA;iVmXB=hiIt1juk9xPS*E^5+)5tRvSp?g2Vv`)PwU|D&^nj`{RiHeVx-Sj3#Pa{K34Xbpzn z++!0uIMYqWaer&N>C;JMMgR44G0Qh;xFa?r`$t`f9#0#Xv`O=C!U6Ixh^Njn7;wA$ zZX9iUU4c$)T@%%40v6}xCMR+gmh;<$v9`!do4y2F(IFZDz60per(X{V0L2{0oP5$z zk^o)%Xhc;c6?;B3Z97cto+WO?ktCkWQolra&_PD~)5XL%x9kFAidYB?*|dMLhFGm!CHufupaT?dqj^i$2eR{^l$N2R=DdBwu0f`q#Bf zxeub{iHf7dJ7#6D-F)75%bCOKD7IcAKRknDg_Zf|)f|!7f=`Wi#xv0rFZ1@qp|U-5 znRVkT1VYHC;3q%DV@^I$AsX ze=TU*X}si`vU$Fq#VvmxKDfsFwy70<1nwrzpsBp0k$kB0hRWifH+UcN1lDEAXkr}? zTk{3X${{(kq#jmd5K5|%v#ac4X%%-ZopzrJEcf5YZ}JX5 zRAe>jZAx>WfBexMTR5Y~DEUxkMvy0(Z;CxxMEOJo93fZHOfAQ1mCRs!849?<@{7zg zPPv-+8?Hpl9W0G^&sMKBRYCai&ESGzM^WlLrEduJF^VnEfP4d;(xs!&b0n@y*G!DY z;uV=-!kmRB$ab6;62)J?{q?BE!im%2hkfc+D1&J|eQ2DWunBW!ug0GTQliAR zqZGv7+5T)v+=%)A10EE;Y zlap+ybrkrB!(9I9VMPdkpkC^2toJE5Am*+bOgW(iU4|gTn#pHfJ`K81-!!Z54p(t? z4pLJbTuGo$dtp!?+J?i<{K4WieBzP?m;3iE03FR z-M8HO$dmHOb6KI{%=Mc!xXVW~KJ*_ryiHHfe)j>A0XgHW zn=*U(k9t4Et`2}(EuN&7x_W<-2Cko^s7g~E2+vOm$;L>!F7;bW$1NWbi#3HFI=8$`w~u$( zX}t2`%w9eR3t^HD3TDUNJe}8N;%JSPvr86Oe#~wh$|M;Ayio22<^;IglH1gT4f(L< z7L-w8C!OYP#4!Xs-ECW1Po=6lkVD6w!bJMr2z&IOlDG1}7#Jgu*86BMnZOO-m4%Q= zx-Z`&NTRT?cxRHefCvZwgD%yS0W4^E098%}*|S4~<{L!09~ytNsRzEO9|_!Wi~PX{ z$pPMBGeo2>QkHW>le}ZlV<-8OBRZ=glo=^dV)gmFa5G=Xb8iSGR8RyyZ9kram8y1` zaJS-ZWU#5HSt>{PPHBHujwwn&0QBCwT&X9t`L1iCn9=xvccH@J9s=#y1f{}Y57|k%m#QXA z=q_iJr)vg*xZK_Czf5_Cm%?aPJ)B@i^#Uo{206# zi{ggpbr*Apn86(5D?~{a`M{9(b9_@K&!v!FM%3n=`JrWK0aKxrq>!B65*^BYWG@G7 zH(q~<2h0p+U1gRz>Z$CHl{D%#W=9OcDU323T9xT%50e1pTH!B`xyX-G49+3hb1o=* z!K_S<{I2R{LXgxffb+B%cov62hAm+_^4kdW%kOF{J!l~KC7qK6{Nq8{)Xk{8N^se# zLMAZ`wZs2rk_%bzsHEr}?@Sh#f0oZ!Q^Qe4n5$nx891@MEJPst?teIMD0ev~#5Vky zL$9-Vg#VdW9e4VFbWP*Wl+PR6M@wNfCEsgfNhAwRAZeyoM5(*Ryu7rW=>aA1H z-prO4?|jyRCGf8M{i_p87P&p|@-HJV0fXlYzQDe*yk|sFH+{sp1*LgzHgom~xqL@)#@NL=smPooaEdbKm0bh>WqNRlI$rv{-~@_z!&E zg=D44=Uwn)rTSah+b~xnG^o7_YP+KkTjLNhAlmsim&(wTyb8CPXA(z@ocxwS7+C4+ z(7N;$x7^cc@I=Y*Q70f>QGpPkYBLLa&4nna63Bf8Ftxh5od@fsAZtR5VsR?E;0Y~v z^glX~&|W9XbC6j=vdX1kl}5<7 zIG2<)r01Pr1My3Sq@`?ukiTvUl_^4*ne0r%`bInCRz%HNv=$o!Q0x2FiZwqyT3tJ@ z&H(eX{TeNn065!D=J-wT839>Kb+v=TosGV0G+Ig%BJh!fam!|&bluK07()X6`l z+m2~lvi-S$Zbx9UCng@Ow|~dysuJ(h_=?SLnbwUP^<#s2*Kd?IY6~+iDeGJOZWptS zAgNMIuUPLHO7uHZtc?J~)znCO1gRRbK*!UjO`J>Jt%bB`%X-H+0e)S9wf)^OK_jgQOt3xW*fKN`gy9 z7FM>LXNy8TcA4s}uct-VBF@Z+c3P5Gxe5aWl>ftF@TI2C_RyMtK`QgRr8(p*85i@} zN_-p2`%;h%S1|+sbuaGziBgmgROB$+rrGbinAmDo#Nh{xYr535Tnf+OEX;cxfoG#S z1>=MDZz;bpZ}AR5mH2X1?iByKKCR>d&HxytVI(c_h1*!|<>_6sKRNVy!yp#}4{q9M z?N|*aS`r+oC}%}6WOzR(rhN5ZS+TR84TLVDj>ItJ18ygyd$pV_9`8v}Y!Uld%oU-+ zbnv7fGPRRThU+0^7gNkV(t0jP=o;k{|E$=m;%| zA{~*`lXuS(UA4b;g;r-CWZ|z1nBL#v`MDF(86$FaIDT8&^E1^*GHBr)uCF9vTsc{R z?LzfS>>)Ie_KIQYIiA5RADv}O`6W}09t7h%FbDW@vf_@>ZU;FoKF;&I*hqH=zK)id zxfBSSS6&82%-(0Lmsl!Y!Ln3_l+72jjF~%@w$xpoego zQxic`4;CIAj*z;2<)Z$#E60`In)INb}Qd16}+1C+Ll!e^>6 zUt0&9@uW?I*N%H{Pp8df@+vY|Xo)b!@9X>~n0VV+oC?}ESGwEw?+sZAZdEH4jYn?d zD1%4=H$3L3@vb5%3qoZ!40$m%w`F9qR>xT5$NCQk0ZVK-D9yd?~Qn z@p(@2w~njc63m@oF+$i{O;z(d9x=-As!uoPx-PZsTI2j>O zW_P{n6zvg02zxLyGHD5jU1e%DXFM4v6OSQyLBE_`zC;!4k)Kk;t4s?)1w_hOFWovq z$si0&_*C^}KmcKRwpSBX+2RVBaM-;%I_oAC5mR3#s@jq8jqyz{N{_nWSPCVuP{3|1 zl7JXG``f8}dWT?Ki2h%q^THs=L}FB#v2+u_N_bHX~0A!-df5z^j2u+ zUpYeT-pccw+R^$dWjC8m55HcT;BBn>hoX}3UtPdiq>J=WPd*#cNT%rOPhGvtwLHu& z%8d!sKXFZ@+BD&6NH?gr+vam6!{+OXUFF$(pM0xdz|-sh11@?8@U7ZF>784{F9Sf< zz*jtaCC!Kvq<#6Z9!v}=6E{cV{np#dvzGC^Y|I9fGWAm8DHiT=^;gOifaaliUT$Fw z5V|=H$d~fzrS5>R7ffJKRJ2l4tc5uqc#T3z*o( zB5*40EQ`CXeaaqM!~T4?r}{=8b%?FZsF(l^x`KFC72HnId63vG>%rO!T{Lkev*47< z!?d$=p-Hc5B7m`S+GtCYTiR3+tCs>X$bZXm@c9f*8&??CumFAls1kl7)$9`4J7s{A zDS##ay2f*c61ZeZeU-m#7dX-EUmy%?!yz1ohDz@2p-RvkTveR-SNV_;7)3$hT)oMq znsIcs1f9(%!w1w?RC;S9`3d%))2=unOaICsfQmBvDgUr2=qC4jK10_6lCtPcD50;D zhB$t)JW%X2B)lPx)s^ENpSVj32`l4@)Aj={ZoAh&0ixE~D3Q9%x3f>hcvYXG?A`N+ z&2mC^xriRwcMim*<6g!HDwB+<^2;ar{g$DqgEr%lMwobxoV-S&N;gVZ{!aF87;IUK zZ7TVt$stLRBRUquSu12~rJ9*hwTSy$Ss$d3TiP%?ZPL-xirJo~owf`sXyifco9R;_ z4Lw4sSpTjbsC7wih%C3Rzn*S=kM2{y)?3hT)64yDkoj0zSwQ`51t{5!_~u&f$>a+g z9UHA7{KuM0{cMq6>VuOOhW_AMRay!@UyS@fW#kd%2=)qJk=W;|%rhdsi<|w4`6}uS zo(8cImIkk;by&Oijo|T~BJh_C^G{AR;`Xy z18Bf%pC;01G)kdh9by?B0NAqA890Gwc3xJg={7Q%cO5Nnvc&6AGV)CEDMwb(1NnyuWf+vS5eT2Y|#t>^?ucY!Zok=0Yo zoPH-=j4!;SZ&P%{41s=*ptf-7wKWn)w6W0alHoHZqc+043e8~4A4p>Z6*J1$5- zV|VGRe$WR8yU$|Bus-Y3O&-2Z4K>^98lpOcf?pg3@~&?P=^E@UWq9MDk6x~PQBVmS zxCqOx3BG+R$Qhb+YI0GD*^{BJ+S0OP!zfg`H-O3@qd)rX|0#FhT{Yo)s3}7=VA73J zPLs2g9l@-9KsEv+UeK5#kYtPWzI6RiSgQL=&u+XTxf*{8s&)HC;S8vAqDtz5YdmmE zT4_qDfA1y+k|iMc^cRe1q_4i!m*S}eC2y7~OWo%D<)Wo$TYW$F>_JAgAx%|B7l{cp zMn1uK0)+s`N&Rdk}VxW_}saY<>H;Elmlmk?56uF`~30z5atmQbO zxV^V=Eo1RK+G3bzRqXAhn#d|fwQcYp25P95fDRM{b;cFB!nVkY`0)G7?!+{_bCMJw zZ_qfY;LP3$5zJ+#Uh58tFZ(jISh0^yqGTF-K*pnPNdG0W$1Z+rNP8ct zt!aIFtegy6e(M~fJIG?Ke^WgzbBhRng!lx++r`&0eC(Skri+|OCWNMT%0C1qMb{Lv z=>_zon~C4^{V}lmT`$;JbkmWr<4>u6=Pj|M92oy`AtwS*r(c5-)x1o;cO)%3)Wc*-1VhoQwou|PYLx~R^q@@3g>=|UB`HUlPY8?6DoV`(EMU;Fm^6q|!0O&!F7t3MsIn=P~c<-)S% zRVjx(tm$k0=kW1kM6XlH-#;?0soH#5yd zaC`ds`&Avy&-cgH;nCLCUn*AvG$Z#Nq;r%xVAmOsZbZemv({*e%La-=nYI)M%j?sn zXYoO^ba1Yi*@-_z8zHxammLLa)DrFHF?1kMyCM^XLL3N`qG^69Ca4f-sPdP_;Cb86 zQfu!mKXNEC||Uf9TR&bgW+E@r-8D zwxft#Fty2B=?x{gceA$HuBZaSL{<>#3U=w_FlrM#ov~Vo;nVOM3F@OGCSHJ)?YcgCJX{4Zi3_ee02JbOX z4C2P$zi+fPtQVR85t~DM<-vJUXf;?gTprCuH4ZY~GpA7ZNyxli!;fSZB*rAMr6P@a z-de)bZ%P*zxp3nM8`cuLm-es-0qAsV$djZ%-Y(oE@&->*Uci_Z!0REgN($`EKd3!k zzIZOT2yRu4Cj(?M^gPTbfItXvF7JbCs z!P2G=BSEF+eU9X$)}4tlf^z~HsuzR@rpVF?%=MD}HgLcBVOml!?n{a=p&9;5o-<)T zUK6TSFFHoP$GS+m#Oqbj#IAnw;43nB|E5+tBXj8)9MrKO;l31bRbfx)eBj{4S#XSg z0K}j=aEQ_e2c5w?H2zyU(&Yj+K)2=$(BqS#RO9sU1b>R6kt@7$4M;9kS|QNgt!P*V z*MWT8=N@y>?SWw|mCZIwJ1U9rr8}VyHs9=+_`qX1GxN(;t%x=B0A($gvMUHr)Ha~3 z^b;XcgK5d~Kii4Z5ZyyQkuXpO&Npemu(hvhGgi$hVqsiH7=S|xLr-x2@PFa`aEn1e z;-S_<^CeWEZX#MJHZdaHxUNZJ-+VM22{G0~B8ahPwb7(MpW$4-oB6*8V)u~+<|hGc zY%{onB_#`YL&mVL!ljfkcmZ}So$R-cLo3t&A~pg<12PU=Ht?Ea2R+K(C%r{FvAvzh zuzyyAyWk$7K@*%6LJ$kbJ3Rsi#`eF9so9_2$heNNgk+Yi{(N>8cjH$X>hH92F61wL z&@#~gbWb!`O{LH{)hl_~yA~4dQiPcf?l?$5T2|PcV`~UP8ByQFk_U(ZZ8V$AJmW9- zpqV9F+vz&+Ii6ojAW$}Iai6?~Sia)wEy&OU)vltC^lv72^dnI(FF+qGfmE*r%_wQJ z`l16Fn$vspI6hHDsO1bjY9Db{pKGTcphQo5iqBe(O%V?>_1`zM$sng89PZ{47Tl{WVwXJW6w>xcQ^F zj8yr!3!nlXPx-x#jwJs^w+zjoJWTfo;GG4>z$I!NVQlp&d+S4(Is!ztSaZ*&$n{gEHW= z->76}6Epy;I=EvgkkiMIw=@ZcK^O+-u$?guOsr(LR|8(Y-JtSeXB<-br!dEYNa+zG zFFNF>(w4)R714x*V|w!)jDgYE6fP%L(I_cbxG5i7r8a|oPeJ@gc_7y?M&m9&VWV6W zj&hjZ3JtK@7togfcp8ygkkp9O+jmLs!c~pXX#==upq%{vFHP2BNDIE+WC1pAlFWgc(LarUz^SF?QCMp*e46CoRElDhnvT)tGztY zQTQUfW`jmth^OeIq;sohjR3QUTQW=)?Fx3t1J6u+bLO6uKiYbe5zD<_B)soDBEKx+ zf1XwzsoFbp)1wyDxalggJWHh)=aP0)V=&fvtl|Yy1+0p6UtEdkDJFTU=|eUoCBGlC z$4{{wSG2-HxmC`WUJM=K1pjND{OT>Z&_!I%Vd+uNyk~-$rz@z1>luuiUjw+Rt(}LN z!&u9Um9`*8w~km64_&&X?^O>K&yXWmCk7KQ#L4PkV@J{c`u)S+!^4#0UPwBIHc9D$ zae&_KiR;H385O948k}I-;nidy3w7+CFF6e)Rp-ij>wbjvv;A+}EIN$fV7vE8nF*WG zE5TX4gLH{;U{;hOtAXh3R@XEHEd!S8g`-N-fGuUri8m@|O%wVCV zj7WS=5x1%xt9%L?3Wu`qzXJBBT2U5iGSpI|+aw4cfQDz!v<-Jrd#e$q<_vEbch`$1 z%m;LRzF>Y1zC>)Sj@7O5_m(}GH@;DOK`l;l_&JYbRK9$JS5S#GiQp9;osk&m-kHi|fj&66LG2{H;a_;E;!`cX#Y70*Rp>J3XYGx<)*YtZuzm|i zrjK66IKGpGSLPpB*`PeXsb2V6R7e)+rveJp&sG9M+`2lj5ge*5umO6Zt?N5u)v zaJ(W!-%Jj7s8RcpV8<*eg^xn3o z;(<+_9aUu!UE3toc9sUwganU8W-P%`;<>h(!Gv}X64KrGiYCi8#gzCOz-dE{9v~2K z9!$6cUv^D86*1rG94KAeO{@Qzxm+@@T|KANbOezSW&`9;c6Tsu!5FI%m76QkC-5@{ zz3PBfbOp?F)q9?Qj&$K<==VZwX-RSI-P2M$3C~Jl3aR|VkY4sy%WwbnY4c=@93$Gx zuVTwPyZ8~lWzkd#@Z^Fs-!LMny~<=pnmgJS6kx4bEvn(>1uQ@An91V5%wV|u5oedT zeBJ`|m#qG6=v*QTO-T_~DQPaz=ntE=mo`9SxPVfb;Sb$^c8jvLxaQt4ZjOU&C9MtD zC@VV~s3{%Zzuoktch}w*Bsdm1j>l6WNHIF}1na^A(ToYPolGEJu!!*8iVrZx=E`=* zqVp?)KAqKEyaFOGcLJ5ei1}DT`vVI%fuB-J93ccR`?L?ohQEh3|fq zKyy8Id12(iY07maguv?9z;?KdAT^cxehb0QzqF^BcQtu0RUTUc!3rNztF z_^{(V0l#6-GdzwZ)D(s(%^ywF*BV`aNPeq#9}oAhxA<8sogn!y!;p~r7k$4x*r^us zCqV~;@8kW}jGS^Oc(^=r!|K?mB|gSm-cK&4of{4${cL&PCn1o+jqL%T31#O!Nx*FS`x z!JkljxK0^&-V*;o^h3wvm2k;oBqtgP4k?syfv)HH2M+?VK0JJHJo~)6JtKS_{Fmv7 zS%nQEiRvx5J|6N5)jX2hF9-ppRH9UA zZOX*9Er)7~WwuJD=S)CfVQ|lwQ3+FCLedT&M{+M4;j+qZKFZ;> z#l%Xl_JA$ImB&1VJhdi-x%GB)Kht&$+!g5l=M1C$m#07928ZZ;3KvCdEY`juU=MJ#|1 z;sQJVcL=9SUmIA5Tew6p+I}N(>8K*<{yTtg6u3M}_xttj&S<1r44A(?QwQJ-4DRZplJWs`|%JTuFb8LP85*!)j zde)9(AeEX9Bcru8*NuJn&E>}8L9u_^GwhWZtfeunc6bjT#~{&AhLNsQg_%#-oPCk-BbG-4y{}Ok1;Nm!g?A4=41-Ee;hFzscPLI@BM{i2L!JWTUl5% z^27c&Ps$OJ;(omNEODkdBB4`R59P0 zWQ8ADxRn-}pL{Lr%X%r>>K|Jb({+z_lqULJ20}gDLsvQ{iWdU_0k)Kz*A4qZv|k_2@?A5mx`jGKY9!ox7|H_@Bp(ON5r3|hu7MB zlGsOKa&4~=-njhZ%AK_=E`2nj$dDf*<3Re^36YK4@bXoamP4ShV^W+%4M*z z_+}2$cqz#8^3ni@VQ_^3_PII8<_%J>YEYoYF99WY`DGvLH{bXyYcG@k zk~<@ES%uA$9oXrHi9LTcH)CyYMZeXhp)DY+GS=y{N#Cc}h9)fQSet@ z>@%qd3`?;(wUGE8sgV?vv>f$P9IjZmXQQVJ-RHy9yuWI#*z~k;f6hdPf9f&#BFR}% z;`~zPLi=bOF3I}waLWzg*Nl=3Gh*0`*gNaO`kE`?@AI4sGnmIgZ=V#BQR^K6=*Ov* z;2yM)&4=O17xT<+z(zssWWl}3-r)4c= z=1$6Xi^PR$9-$>m+XHCTMOC+n&we<1eT&j{VnNi6)t+k6_fY(9+h(AXSB-#G#3Nic zw2QKu)mZc7DX2P3d`d?LRW>t*upR>3@lP|MG>t$%_!eFNa;uTt$Is)e*k7sF*JaK8 zx}4YlIk73Py(&1R6WB}g(5|M$C8KiK-9S}A*L4N)2h}dNf6A|#Fu&LP^|*{gH^1cFhU$*AAgc@9txq9@rh-` z^MdCMkKM+On_nlE<+>o21K45n8~79`>tL$eUp6$8wB;=yb^k^IqzM6p$ib%Gp{qIs zvS2YWZDL5dPRHgTTv3h7w6k#_QfRtJkYZg_9;i8uOC#yh&^6e!+z)_kcedh>Uh@kK z;WeqT{32lYQNwPt!PDcQJ5<(H#Gh zGzU9gD=GR0S56wc^M#6VAo6cOTG}u~vQFTiKA3B+tE0_~rojlQ$a@9mNzYcbG>1?` zJpBh;l9g&WhZoj4hpv#$uQydvji{(2SRUOsECu{O-M)aiZI>0PtUvV!A7^rQ<#g$! z7NR2S0>-55069R$zncf4Ugk_4*gF<+Yk(WbU~rAT0?AAXVsdFq9b27BWQ^@Xe>=9P z1__Ck*HokU1VP0hod4?tR`fl|X-WSs%*|fC**jzTLQ1NV-kQkkFKjn6tqh)biAXl zh>DWRx0nu>o}s@TVR*j%PXHB~g1iMYZ&%h{%8o)Uar$FNM)5h-@#|V77g&H}?f#_| z>*AT3SM~J%Ns%~>Q!T`)f5T8V%>A8cDeY-&&nai3j!uDq3p@{lGMG~^ z>5&jLpT0CodEa>H(Pf<#wsFp}%y0SmO0?i1?_(lND@-5N!9XGH|ke!bwZu%qptIR;TOomsKy@a*~(hBXy#q zp!;WzI4Yjw^+9L0V2s?qfS}n`fB!6Dsl#YZ!qrjDIKw{fuBXbfAE(gk9~HgkQYw-a zj%z1gDQ8o zSAwgGl=>RU$fQQ#Z|T<^KvEIRQ)e|6f2I06`FK}MfGIqul|Rs{V?$rSOJ8Ymij5_$ zQztl(c!ruSI2eoW(i@AJB7IKspuL{u5o1T;NG)uJ!{5@o2q^6l4tl`;PWs)7Mk{z~ zrC{=zka;LF)6HW*oPKOtZXqzuYnXc_&8S(MD~wS!`pnaZ>2oN~nMX$A^zWq>uF4fV zEsugEmSp8M(q?)Fno%E4CG|FRNU#;uK=^~M%?%tp}Vp8yxedav@h%{taQ zziY2hZ5Y_r75RIrwE&5|W^`ciJnfoIi|3;HGEslBb8&z4aH4%}{yFV@n&kr~>GCBo zmkKOqSdkDCVToUWI0L6Jy4Skb&$@tPgy3&Ao4W?wBK)EZnZjw3S*9haN@qYeKVLUWbkhFi)Xe`DQOad8xW(32PKTYgL*?F z4|ojA!DhbawbRNAh%$f!kNAaxBiLyStt9kG` z0Abl4cbQZPp-R<5{dzRiIy{*b0d59iCLx>@QCH$U`p0!?i{fa|qnnDB7FzswNKyJ@ z5x~)KEq5Cw{Q?AS<4q7)4S+3`-;HHl25}9UfndW5X3Od~KPrnzWA>y)U9AI@59VNp zN}J=zx#tJRNl3e>wwsQmv9J&BQXP`@e&URTEeeO9T6~aYf)7gQEpcM4oF&8ZW4~Ecl~fvRWk#z;v|#PHe_NDeHX7#PqBNlmktJjgt`Iqi+6np$lx+ zeDlQ;*jea%4s-$f#}r8|`KX6ZNiw%3n3EPk=Ed8@D5Gf;~lx@awUOPU5F*GoupC1kGjEuBr8;1N+hE=%O*53 zM}hh0uCYmzHpd|<*WZS<-VnRejHORFHc7<4N_%RTDTgNy1oe;3xLj8YzEoe7Pq9D6a@y2G{Kgm`L0MbBTX&RN(P8ie!;gLo=jm_M(%A@cAp?4z2&g-h;_BxxAMlxKwDd2 zmg-3q`)?5I1|z#y*$`KfKwBs0$5cMpnj+2wo@tr}_ujc8OHsU8=m?Be4P2j5iFW;T zF$gfN9A^k25mNN^Pcd9RQbFh4h}vIBfV37@iXcO{jIe2R$pQm1^lPa%DOb*&!T`(v3LK}sDWD3` zwiMd1dmJy|UnlrL86Ob8C`mIjU)0k8;qHNC4PnHFZF5q2OGvCJKV8x--}`#pyFaf6~sI!>kJ7sEpdqR%P4NxNe071Z~rQi!VUL|4L-FJ0~NXj4kc5pS)klt0zE4hzeG))l|hDtuS zU4$Uv11&l7!MC6owr-f0uPnvdBS3z1!S&E#qDV*)4Z!mfQ1=C}3|9lLkJ$ef9aN}+ zeKu2gwbO-@MPb7T{{!79Mi9F#Y&w&HhpB&ZK-8^TDvq}$o0^-Qs~tpkUG(7aaPmrw zBZMWEq#>6)(bD;99NvHk`&HFF5t(0+5!M`GUStFZ8sbH(`Gdo|Yh)C11e^*2L-aT@ zl(KtnalGEVie$_Pg3Zg%wpiyvV<8|txh#bXwTigp0HOkdF2W|61Js`_{nZv{876>p zz6oHG)$c;{Q|Y38bk^d%m$9nlf?3!HbiyF6wdaBw{EB(}MB|;uJnuOfCyTA<=h@=Q@a-9U2!SZ7zBat4$)EM@93B-`0h`-CND8@$p~Z@4L9m34+j#5ZE^3U-aE&Y&t^37f?7um@KG~b=sHX5yCYez;lTxMTmC;9#~hONcwLU|GSDC1cYCDyGp z#M%q66;{*n5zchONb{8S&*tchS=&_L#)=&DX0?OoC_6WN3#abj_~7TqOuz! z!U-^S>3`fth8Vfrwe8@h}EAd~X1 zg6(H%-j(2F-7}$glB|wa8R4&I7}Mrs=6pmp1iZ7{q2uQDB&%n98$gp(GRFAb#q!e# zN^EYb<+`;bckT`aUx`)z%SO zav7+Yg_SsJVGGxSLU2zD1Smvwz2Q>Nh$v-Ojf|>E%M;7_aZwmmPfsKP0D);@)xT-_ zkbM71QOSHZQlQiv!8h@$FDQ#V6-eQU(fA70#r1jX*37(*v*|Loa2}J+Bc36sy4^*H zy=pE{yg^}UNVZA+Berm6zYQ1|mV%-#F;>k#&$i58Q~dShe_?Nrhqio8Tcq!{qN({s zZvAd~X_IT*&|yO}J9~&o$ogppUdtBlim_z`tCl2Ty2Ee!b-BFMi}W@7+iwoCham7j zNx|L0NM(~{@A5If-f98Nlt8QIEiGK?rISzGGN0M|qvXlZ5}!W@i>l+VmX_C{s(CT- z=LQUza+^Z5^_X$0)@vl&m}mA%#iMmF;+eUf-;T?GIwlVmGt>1q+fIn?ZbzhGog;Kj z1dNOO{&boIByQD#U`4y{o3~ETi2s9y+ld0g7gte!Q^SoP53z87)QF?mI-kmmNw|$! z^9&Yfq??1Jk7#`Uv2k~Ns|o;ThrRkB&Bu)O(MG+rdXqSh^ULweG{$MiL!l!p#yh=R zShsHINEk_o7W%J4nsxnPo3MuCJOSoIR};n$nOfb!aT-l{cRhE26}&=1;Q>Vq&74M& zU7>nFGtuhw$3j$8e!?L=BQ@9(;ukat840aj*}msIrkcH6f)!Pc+Cx0cW+bkutBb4c z_LXNZnSa*9z7w~x=F}#taG@_1Q*n3Sh;?wyfVz?y1{`ouUVU2fjEb0X6E#K{Zi zN;DcCgzkALV&X!AHyanfujhm|qMb-Yz*0-K?ibSuIoIEO1tF=#_2AVG4?fkXF@=5m zO3-e}^2T9^sLI|-{*{5*#G@@BM)pQ~Zm~>;h>ukdf@17gGltVVa;$k=oRzaU@%Ihg zN?p06&Ex-m;$%KIfW`nrBVw4I<8RY~rSD42oPO{lz-BH-z_)vl3a5z~BqzKVPNadp z7Ta>tYFqV=msmpO$YJ{u;%WnsAZ(s&-qr=0L7qW>Qd|2`wx<(!vb5x^yx)sy0~oXM z6#DD9n%uCzRNp%DvdWHF;TUo`akDKFWfj`2gd}N28y1WkC45!z{ejqJiBLI)7isJI zN#idfQUY2^uR!e)9^y5{o>4WIGlSAv$SlLMlGd7ykM1%Hz8E}pWA5Bja`sbV0B+*& z{_oP>YN_s1IiTGJAU27+%Kz<28h|Wv(DTZsP<`Ky|V31@$ zX%z5^O*#~x7t0;WoshFbR6I_+FU}T8%RVm8IN>O9@yt;#IL2#>ko77fuDn$~Q;t^g ztoy?7m%_3XUTSuK@*^~a&a_*vGjL9<-L}!^sK-g_6ZxB~6w*;sYZvA*6aVoQGOVZ> zF^o}VDXb!+E>wIjDdw4FE(chX+hy`JX^VXl$#^i$s^?D@Ikq)@6c-$zaEQ#5zaJH6Fu;3UElLD!l}q@KOwSbj69(v_)R)`H)b0$-TQ3Co6)k_l zdK{RL^me-(#P07ooA@wNJpXa2RQ$ykfWb|ZTLm}i&;;^5P>#5lH4Vt=LlJRFK_l;B zQDoT$73)G=3948E?#9=Ygsi9a+r%uSnrSRY07j3w=x5H8EUDQn?mCr&+)CKRw=hoE z*FHIM(NAs#MYroMW?!dGtGLnm#EeoqP%Q+!C5GBzqLg~gHK2P7!|64= z?sW?Yh_;zyX(6A&PiF+^G+wpJ4AU`gO_GHpVCC>5p_TI(m!A6Uk`IW=?}=X8P6`WIxv0Yone@xz(?Sth@+{F@Y0j%VfQ zh-c>sNS3PEys8CEfc1FOsc~Ijyvs#baD_C0#}AN($=+DyE;UqaN{NTd>cOB4_M_z( zqrJ!DI!thNc_iiM4z;B*)uw_cFx`bx_76cvl5+C1ch|V7;FtZkNfLY6L<-}Qsu!@E zr+trV9Jmc<7F^!3orCn_JoE;Uy+bT`(b0GO1>$B-8}*)7ng!EJ*2si;FK$I{z7`f| z^k!(`8FJyUu9%>#^o&!IqO5V@@FILN+=#{U<(C9puWSPGg8bH zBfePK!aHb^dv0ANM_r^f+bdwfk@o&HL;6gM}15U%3WHhiUi7!R;%ax+l( z9gEsN{lInJ8;7$~-Y0qey+;Q_Iv zI(Hzr2s4vXq?N=uL^xIDp8hDerwqf;qB4?s8eA0y;$dxEsH=x}MIL;Y58HHqS<56; z1R845TyiA=Co{#}w;kk3Fp0QQP87>U6TU#(*xv8k0oAqj@@~jOI_HfdmFP@w zh-4Gy^v7FdIfz=06vuZPc)Z2VPmDAbP^?Yjt!UH2xU99t(f(k|Z;3KCckY-JP>ur7 z<$wVSl5T}c8=)Z2wXT^^P+ty8C!1bEM#D^#v7gS2ak;zY6H~(aq&;>WGU%3<4YYfh z8HHEaR2M&w%I($ht&P($D+G=tx;m%)OmkywFaoqC`bL5OrJ)WVs8a!YFqZEFw|lgp z94vWk7AICtKM}ytwe@`D1kdk?5UUBAo|P}|&C%D_(1%ABFmt$@F2*W_E^1f-e5y$K zErZvfKSmDkuL+~7&S<>*XKH};QKE=1{&;h$Gv(E0AnBp}_@44;`fFn8t9twmio%t- z>8*&q{z_tngk64a$bx562|V&?P@Ndv#Av6jI*M=U@;uF)b3Oimn5Z$-l&tFq)HJ79 zJ45U#r6{ihyXX^4(tRq*UU_d3s)4m-$BCYkDmE>$9H5>;sQ!*Xb zHhA$!$N~L15;1Ve(TW`&3xrT*QTPj;Zw0TNlLwrdRWhQ4WH8!=ccEf_(*K6Mq*yOD z9bG_Ri*l`lr4;MLxk@db`{>= z0{r2*Ln zHTm{UVWUUIBE*BJgdZCb(+?(!5IuSWCAz}(j=di;R0aIZ0NHG?x;l*45|SL;ca@U& zaBvMVvs@RBZB`%D+%O{JV3KubTD|1-S50Cp?|FSIzglU zM+K(FDb5oymJRqGBEZu*v7pQAM4`0?`OHXzUvh6Sl6Ei$DeM>Uw9B;XFDC|JhoDJU zW;YeK*9Yw^OK0jnCn328J8w3#pG|+WWLqN#}qZasoJ^ z5kiQ*_2n>}+3LIY0Qh|=`z&XFLL&~^MQeAp`WO!8-vMTv(*DL6LYy0+Rm1T?V z=g!7vAJLU=#A3aNJI>&yw-H>6sO9PyNY(>Gm>Ni#@O4z*pX9G-={*rwZm7YVn{`c) z24bMKZN`2YMvkeNz$4-C>!MMkCefOegY-?5IiN4rCM>6%!_@&t0 zCo%x?Qnu#w*l}UVDjA6m`Wz=3Xp(R9E#do=4f=Iynf)GaB3P^?R$aDJPaKZRjPPOH z1WP!2`HA#e_;>U!oI5S}NT2!nsxpm^eVup7rwoQNBx z^Sg?0)ylOz#1ZD4HIN2OZ|Amp10G0?kwr?S@IPaHQ95D>(YXgrXov{5@;6HkDVE6` zxk@I%Kl~ljI37@X;mK=ulvFzK%%6!*L zO`etzK(m^lS;7B4eL7^7C$FT?L_ku_i_K}7F~{0qnK8u4%2>R)PD=*b+CQ0z5B@J% zboTdmEZy|E30%Hf3u806_eW){>Cn~C>)(cvwR6?d2tTcu^XDr4=<#rV1g{=~NTrk;H?A6yNF#)uuC9o=09~)0mz6cBik%lbgo9U3 z-K~&<2Iz`YiOj)74>^9GRh3bZ;01Z@)fnX??E6H%0{IC>>k~Ot$!U3y%4);WIV?mM zR@)^{bJytw1$xPwbYZA5sBmo$f2-buIksuAT};O--q17fGEU;mEQ7ARdBh!x%Y?UQ zhB2wGNJd%wTH<<$%Y}#*&2^$yM3}Zdd&{YdI)xeH+xsXqfAdI z_lAH2jb)pH5~Cn#vI=zhItflT86@$4%r4}jviC;;_Q7upv{(?z9LLE*S#2D`v>ja3 z30dkch?`iIaBP9R=+hV5CR8hG>MBk|p^db`_yle!$k#pB>1YLG0q38W*cWl<0z0o1 zrCqxY^wm;S%W(XWifklybwOa(ZduB!7S?xF7cy_GYU?d3gE=L0n)v_%b!7s z6jQFh+aixl2dYJ@oI|`)Gl70*pgTSmLh?L1tj{Zndpv0ikm;->hkQ~4)ytYp@Jl5S zKioLa8#x*INH_A1UALKH z9?@69l#7{8dy8#l3VKkifR(*YiB?<_I69AEzV{i-Q)jYKC3fLmf64g*;A@0P$F+e$ zQFA775vXS-L)y)>$jEo%_mX!+ zk&o;5^xsIp(>9(hD^iF^sEhEoF(7kL1ZD?>{X8sx*6@zeq~1yp0ClFq4Z7%X>T;&w z00V!#(As8Kd6Y+N3QBGHDrh4rAzJ&6lxN3hS{%%g*+b%zt10Fg_P2a8(gv)Ljm)}T zGOJP7YNOc<30+Ox<<)!6Wn-q{fqF`=+ug1u_mqRy7(lL%KE)4sYokAr6jVkZhqhhC z_J>#~GSWFgl@8eqTCYcMWZ2g36aP$5x`m8KtJQLwdmiBQ!%w8tCJ%Pg8W6#cj8Z1& ze>{Gp%BTM>_){ZtXvdJ@4J-{vI+pQ zJAh8Ckcsk3vIJ?3S-EI*gYk!Fz10&r-L@fqCe}>6d3n%+MY8x~EO83R*0R#Q6?|LQ ztGP1b8UMvFf-3_zE_l6-mT0RK{mVoYEzS-ve#5b0mb0%u>7&(4aEp*yv#HQQe;^Uqg!DbnxM;A7A1R-O zegzn6qwyu;#{;m$My}u}_Hpfh(J%8FsW#p({v38c|GGCg$yLg=Kief1cUvNMasY29 zHSgsY*g&mIEl(ndF;r3el)ZmIKDrs;uc)w>+;!l#Q8#g8u_(AHMFHYm-%$8LtK`1u z&=%47G$?!nzY)%2?fY@Nkw(Ef%Q z55?FPSsADKhC?zIGVcPXPh(>yIUhp_Iv;7=K>jpCx9zJ>s6QScp)(_6T)GD_gzSgQ zbQas}{zHNQ;Tz(hyM=JV6KFbN$5+6bg+QT-^TM{opNh)qo}$YFnJ;TISC=(@I^M)) zQM>xV4sj2`ER-WwZUtTPla2aM<`*vKLQja)iEquqq$Qae*3I)?q$9S+LkPfkWdVHd zNS6JRt1{5Y^EMI74H44*BeG=(uXQ_-U%3?3996})*3lz%aa2~VFBzZcfBpG^_#)<& zxo?%NZ#Cr6gX&cF5+je2-U-0}u*O;6js9BY0hic{ zP62<-!!+q=dqj`ux<(Y{zO%O~RJy_4v< zZOM;3lvH^#Os+x`f;)d}kz@`ZE~dW3!xtyb9Z*i_|^Mop*D~Uc+cz0CPP|FD6B7-5JxE7pLXHZal>N-&uVrWXXG!#pVo$4PuAjW z6N-OlU&aN6Rc!Dafz2_7S&|FVXO8K|0b8k*B{T?x`2DP^lhB9SP_RY#k#cruHnb7# z-W-Vlwcf-DRjEx(pDkd$Al7eRw%RM7#68^o|N8t5RHRvNetbah7q`?fuU#y}ofI!P=Q)&)f( z_ShkPdO%&H{8PX<(UNor*C3mmN|ka+rcG}ljtky;!YO#z`8AXFV^i{~+6Bp0Dr`!& z-11r<3}>9NPXsPL%dl!aUmCcM%(;$mKqfv`Sd=6((`Bz8(HH7-fFQ7#z^%n2%C-!`Va`h~?K6LC<^RqBiDy?Iynm|imMsnN67e?qr1$0G3 z0HEE*pie8l84iDO>td&_32A$j^WfwOsJ)&QLWQF1ho2QO$HMSK$piH~94 z;t`z~_L)8$2yrut^$s)*KvlA=eV8UzYC;u5(rw_Ci#UmFa-ws@3^7v^@7s`ElJ!;p zJ-mu9$!d5}a0(2gzV}M!9<#{;%i=Ik{=hX>o@{piu8?SW>x#qfoz?>_7pax2Hgd=o z&iYbeEwY*`$E#?c+VQAGntO<|gdN-ucgFV^Sf&RMbE_q6Jt;?9qnvSERg3=b|7RqO zyN4Je7_Z+tT!xkunH7ogAyZf8!~A=17>e~{G1+GRu+kMTe*e2d{jZUX(VSlDH-gga zFLVh>^?5|>`h54DK;Ru=y>3VLl>mShREJwluW59#$PmeZ-A*l){r4xDt`G@%ZIa=m zQ{_3Xd?YVAy36 z0}Oaxw4p~WbJ_XaH0MJ+RDoA2mDyo5cvaWf46s{f14ai_A94z7>Z(7b08Y|*^oWkI zPvgw_F3(t(U4Y(LiSlfU{5-&xzej}I!BXX=o`8(z^#1c9477=8j?w9lnUtwCL zsoW8I;Q!WX|Hw8ALeNxsb|N79WV3a~sy!F_kY!~b`&v-gFpY}KSKU7=aqdmz0Y~Cc zH5ZS1<56bAmWjZ}=K{1+_B!varr71%J9)}HPMC?lVDBJ=MI=wX*Rvy$>>#`?;`d-r zCkISw(2K&r;1zQjgJ3)yUY18ZRE&i#{WalEw_f0*Xq`+_(=>{t{ zGX=^(9vW4j1rkFa;tD!x+cG0cI`|!C)A8DLq>tA=Z%PWG4ur9s{Sr~z8A-*;V8T5$ zK8z-a%Q}>y1YvX9T-*|ITwc6ZOs*p166KTx>rIy+5id$dpGV_=giU0eG_*2Rv{u6b z0W^N()gT&iE{N}axRBG#Ucl1(3& zEKZ{=z-~#3jFs?9AZ#)r2Y6eF@%=G_Tz!IA+>v+Ikt^)sCa)Vo1C*-STxp=tOH|DY6Gln|QeOQ}xNnC@T%>4~B zJV2ZCj7?LZQuAvFLuO8iQQLEtjiG%<)CUnlT2ILqjwlESuTutG&2=C<{86uS5v^th`;dtjB!C7 z$ctx3FFpKFetL>y;lO3+0w?dP?gxOM?#0E%Ac0aR+78oMKumnfm-t%AXi$-(=<+ix zoS2_-e`+YX3<}wmNdH20pe0CnYm8+4tuL5ctg`b zNEr`w9vYu@T{~RCP*5J;uI}eV*QUBWl$^>Z#SEMUS;8A)cj9)WH*)>rqJS?=^R>!i z%oRft8IB#{A!&+G>86mqwGeIuI}(~tXE~4PmJ&S@*C#K@X+gWmR543if^k+P=qU$S z|Ch06(Esx_YqFm-^v!;OZXqw#vo!j#qz$oIR)`tEc9khb5CtTaV>M_G+M;+tV zj6*l7kVZY)D0&6V0()gY+>O-0v^s6rDBJJq&X~?rTAOXf>CisdbXj-QjnK1hG(TEz z>E3{SAy)NH;&*oO=P8F>TmJJPy!<04a=r+*zuwZIhc0bGBcFPM&D9`4TcaBE5JgfC zvnoeSa^)#Zr{j*jOA!2m`UTl~=dGnf0cM#`2JZs&A=9sAdpNvX0=#z(%h;Mx&E>e< z?ISRJiv>Zbvbcwp03o7QKUj_Pq*(DEPYa+&z~7FG0gJ$JJsN6cZeg1J%l2?9@FhoR zY{nI4*7#gMYZ=a3@O-9!?1*59UV{!rOeO*~&R0|#a)`ZgT3fJG&%b0*1^%rAOWq0B zw`EH114C7sPiFQfI*?PMwcdfZPJe{5K$(LjrjI>FMY`%Ox;bCU(Z&nzPH|5wmHrx) z)bfzkImQV*Y)5+Pvd+z@@W?x(Y-X;*v@^&LzfxFnYKPzI)lmEiiEpz`ZMB_aYP)2D zTf_|Kw+b+2U0u%%;QNoNA*DfwM>@xU*qqdfUsH?n2!K9Mr&tZe9kImc%HveMR<|Po zOu-MNPyRQP)yGgLG(ULVR$Mj$2d;sECy5oNWx*@9-rQ8AlrEymdfgMHW_YbHD&F0% z`Vtv~k?@i#b^Cp4kENCcxm)kEH$CNqm;dbQk!}U59=Km0vDJDiwu{sbHIOwR9!CgU zNyV6)%NYY7Tjci+K~WzY+y7_&VdKUcTGgc*AF?Ob*ytLkkK9}UXon)X%3Y_(rJ zzWKWm{k#&lg$@~MLdWVxKOzw%HLfw)b+L0`r#|3Y#@l}-%m>Zt`|=p7XPbsvB|%ab z6P|ZGx_ku%1zmv4F92vx5(c^lIQ~K`_DJz?4zMQ`+S(->seLn0xOES%d*T}>V<`^~ z`kwhfxphW510}iN$RMaHX#AC(EpMOjrn_v|>)X!$U7R>*Wr<9>3bOp^WB| zw&6^|9T)rofQ*p@$=}G%q8Y#Jb~@z22HCX5KSooi&H`2ecv!m9+#RvmX>!<>@l}7E z;WeS?tTfA0gqH{Wt{>Srkp!J_n0&8K4W2{HBj+*ead+N*@I6AcmGS}o@OQRYvTuf$ z$}CgF?Q2!gFWr5v7payT_s8t)j^VDGn#b(;b|O3#Bd9h4E9<(i$f+Hn;CN(0dM>PO zg3pkbSCw(s2jj_&0UOA#ZLUCduw5Fa!=N1tP|!x&z&$_UcySt)bKC9>G#8|ifm(+iMgbNoLVBoW-J)XANt@M+`rt zT(Jc{5%>M2BaAfrN z!@uQI61cl8Xb#`a5{Uv*%5N;m#ZL5N;Hb7{m2cL>UpWJf^VOxOk z-Szl_?m8SQU2XTL4LY(Z?oukqQn!`q<^R+0S=M?UVbG8XSwNv6&zt7&&9?4r2vv$N z|Mhofn;xfEN)w&-(dyO;N_!O?key!Qy;`y1R6^flMP73?;G7iQB%iT-{|Phk7^R4w zD~e)EnEkz8>%4jyu#X#;_y_|b@`S5dNA_!SxZ-cB9O|+i8EHNB{h|@t4)g&3Qqimp zF~2Uw2QLw9cYe^JnJ{+LS(~D>X7ye7JZuKG5f^WAlccqRzgix%WSER)Bss}MR@xEO zu99e*Uf&bgi2K`laS&|Sj{tclwtQZD!{-J9tCw_-plWKG9;Re ze43H32HR`W^IEMA;Xku-EyH7CB{oUM30tazNt?=k1+J5SvjAM_R7yp2RRte;)E3Me zuF|b)@|EQ7xerl|QXCI>^J>!rxBMPCl~6j)&+wmhFv%jRXB|U0PIJz1MK2hR==yU% zBDsTR8L^qYVe(ASrWJ}1msh5J=9r} zY#Vy$o%)+O&5Z#}(!U4>4StMeKv+Hos@6e&Lz)pnc;Ps#bsTKII;)Xd(_$uV-3~(+> zU-_dxmYRSy-lWMb%PJ;Q)mcmktDxoZZWKtsZfcdo6?RwgPkF+8rlVe*{KyIX&8rhj zi-0Sgb@H~n;D9GjoZ=Fi*K}_R8;TZq5go|dfrGcX*dHz_DaafpR9G8Cn-Hc+%@@y0 zHa3#L!ZdKq32hOfm++xfd$wF8-(ur4#s2I7vtATWoJL`UO+ z^U(y9$ss!g1y0y_7tx+7bM3Yz9(2*mpOvvL(plEYdlt{TVWFHE3@pNJefReKUNaAH)e&%y} zLMlc=q{gfk(iAkAH$A@>2{7+dg|^gy20_Xgk)#70ZXzNJ!fpxciZ!x2)2v48rL7>V zYP{>s@Tk1Oi$M$6|Be?Kn-q(V=6*eX!4#Rbd{bnnPH8Bmf~Yf;YHa!Q%sb{T@n9$R*})3K@JPwS7K1`=~zFmU>;;`22Mc zZM5%yIj$R+mTnz~S$V=7%7b&p^BZ6gmR1F=<2k}ctr90?>y+gjTp~V$1ORwP=4P(# zAdPt)HQ~h_{|Ha<%V7aVZnKW+dkg{Pq)efx7MSYRG3HRH;i;2a4_4CS)xUR_F*_PZ z@1q}F>-G|; zy*`kLTMz?N>$aY)GG`*Fo!S+;43$<7TSE}F%U$AUO-xb;?6+q3&j7(7D5|}N9*4Ki zH-FekAp!oOW3@kB(UKiQfUysv*ctZ9wzg$E^Aq@@MPVx9)`g!E8bfEUda~L;WTM$=UTPSbShYEI$)rGJhKi?s+mV)nB({PZHIaGHq0TGbb$OA)U))iITtHf4vd(S>^Ub^E+7+kFg z(WY46awStFGoGiuxP>y$oztx7sK0tApz%P@d}@0c_Oc;}*$P)%-Axeac@xG}u_oHB zK5GPWAlKpX0ksf8c$}AKZOov@O(;NvSaDgx6JHCiu@^m$$hha|IlD*EWedrd{?MAK zjiIJH*(ord$zilw1x8BUVXzup3vD%lDsN-z$-q??oof%dkG}ETI)cay15uqq0k3#d zpu5gFIE8V}eofpEardBzPu4x29s}8b8FEDid{#eR10aWO5k_CF%b^nYq%6^^o4mRk ze9qjd0sn%RDpV$B*@K9dho6+p=sjM9Y8$O4n4Shuuu;1Nv+^E{)vuFEwEKa50}JYV zkMWNwo6Egd!7dwpOzMK#_aqcq5UvAgGk zFl(;@R0ZnNx@tw#c5A)5&`+T+KTr_HdxVK5BJV{Ss@yfF^Vb{6=CS$vteL{fSL+7n zYqwb8ZvY!$AhPnE{u0u^S=aM*P0HVrA@=k4ORaf-&zER+Ds5XeK%-8-!fRH?4XWw} zr88d7MtS2s7s%w5jTK5XAm%V*SxNSca;=~6@Eles7P$bQ#78G_ps3kvSckuX?@F>% z5v6WW8b!8reO3#z>>Z$K)h_-y%a}!q+Nmke$y0gii?dbC{8cn7tf;Iv6`E&1a=rALeE}#sO6Qa%1oesK8$y?g5rx0 zI_d(vx`P17TOaPf#1~LY4^Dn+t#ZzUy^YyTdf!Q~? zsBp&)LO1yl@-1IrKB`j?NNJG<&W^g{UB5mW6l+mRk5t=}h~}=mmy~3M>LJr96}$_c z7a0K7{NqW1s%LQ@+(;$LI6wji0(sZi$aEb`J_1@-jY*=2afGLOyFD=pyU+s>zSoxT z@2O)JUUnFipfw9C%q?XD6X!OG<+>p`wxQxYq4k9Y&#;>t^)B^OdFv6S8Ot=~ac-xu z>j0BQelaCjoSsOkRx`ACqmk>|w0<_Odl-&-3jY(}F!mY1=ZF*)zp0JhPS|e}vTdCU z#rsb&5$w>wYYbkdc+0c2PETY9X55@9KFdd6B6&pItHzOg1>F^Pz)oY|z#e$kuN~93 z?DkE@u2!ADjsgB8`0Qn7!zmK^t#SXN_DU~#ER-7Z%5JJIk&pfr zQ+(cfi#{TecN2%(?Ww;`REq-ZqnuXa0fg1%-Z%jJ75h!paNf+vOj&eEJ=BlT$ug*d z?@$r46q{e+pS9M8?b%JEgAw~}+sv`DS=PJde~!?YvBlB-=$wWBR3UIoQupVGArh;$ zaj{N<``x){PozStC31|7eewpQCi#c@yeB4Uxf^F%AQ{W<%dv^ybk(bjklTg)B87i~ zr+$eF+xaw3&0|lRSt>e4QPhp=usYt5a=tQR!fww?E1^eo?yNgY;nhNmG5E`Qhz(>N z=@U%4Q-=Z|-_qrL!GC`Q66F#_M?);E_(n$y)-^-#n$jvTv|z#l9bsnI>V0u+PB&qo z`4f;=VQE8%_Ue}ylEe&MCESP_SS7h{8fmzxw^UH~hAt9T{p9j4CgFMLgWt>s(PS-O zhUb0nC;#kel}i0E&|0Wx7lzUp5$0YN29CI2gROLCm!%Gj`tn62QVma zu?JxS#}zMg-x=>>`@x{=AbK2JZM)})NcYDdrs=c*xaaKrt65wzscHXNf;cP$B!0%R z=1qrbFD)M@6Y!bBgGrsE?uh=r?E(9jm40}k;xGKdG&b`zR&Z!Nf(f6~dhJfha?R4u z#o}42*K>H#xbzpsV!;{8w;WU)4yV<|N7(N2x;;!4jSK| zdzit;@(;PyI}-ks_!=K-BOO2y65dIp`=-Joml>&A$-EnJ^BHm27XU!@SHwxjHRcdu z%QELH6|y`@j3cgDIs6Qalvz=PlCr(Gq!i=ha*1@CUzgX_#{_l^(-euCx}PH9l!U`_ zC+uX{Zpj?Zo7kgI(s{N0m>a5Q(VCjKB>?UgFaUdrCLh{{4!t5$dHfXe1n*Z!mko6} zXybwZaR(>_unh%%ysdmUbjr@NJ3sI7KjM#z?v6l1tDm%fW<8}eehbu>xc)Pf_Ub!S z7BNMWD2ZfzBb$T!(~z0-8bwZR0vNHx%4r)$ye=%nYT8+d_UoKsd(F@)zzqGh7^&l0D_+YGM#4}5 zdL1f;V5nf|?XtoCB5+oq!UdXP7o^f4gOThYd(E**O8>XER;7Q^q~Rw{$sNi6`FED2 zc7kzl0dQmNO@U!Dj|=7&NL;SNk7AGafT^s$q~t`sqWd*{RuSQ>02eXS6mf<@R?-sj^h2SjPj~+Yu(lt1H7X?D1(7Lm zK($p4P{2|ynr-5dF9AB~WlpR|yyd#CAKh*XcH95%<@| z3e{rBWXWY7NncEPz=Hg~L}fO&zJ*_E+#>Ky7OJCX3tXdZAfBmLTb}J<3Wn|-8|8hL zjiN{#-_=f&-eMl7o(3EXrEwMSUuo@;hDn7e6xgp|jtg zf*h!{Ry8_AU`(uk^7#O&cG|skH z160XI(!A(T1Ck-Ff0VjBK&(C2OyQ2AY28pulD2QL7j^W?vNK{mle|B_NNq0|1EIzT z?FD5X=>JtJ=M9GWzfa(6vIH&efuwQI9%~NWQS$*~IA;u^dCBR$P)NzaxhmC3?MG;iA*8|+mVcG^+Ev>-Ffz#Q#vBmIX zyq&rJ3VGD=h-*>9!oRw|!ty3?W$~?kS0+iQa@9)cW4CiTsIc=aVjw z^3o9NL2{sq0R!&Wvi$IQq9}Yoo;ED<;07wK2u%n!Zi{cHU_Z{VQklTQ;0*%uc&+)g1Vog_~~k z6x}%t2s4#|GI-EJ83WgmAr0Cd7xe+hSS}vJ-toS;-H=|0PM|o-kf`p&q}~>WR4sD; zN@XFj&}6jhbBi^B0SG-I`cv>$9=DfFU)o78Ejs&zx{cWD_eVdAX*gc?9iJ8As{(Wh z(pn+p$Fb_Ef|$t)jOUaGAWMW66&!3DlT!9*h?c22o+I7o>6Vt3;G|9|jFWkCM z@qE`~03(zK7ffzPZ?(Rqi=YF(WYf1n!n!5^|NDA8es^gg@UKEY(P`?l^cHwxC=mdI zh`H&i2m22HaS|ffi7-NN4Q}~dZGOs;*R>SG!BI5<4G+!)YfDAI%-!i2Eko?8IB2cd z>hU>`C~>+dyN3bIqOvZHqBbp9liK728<2Mw?KE$qOC@ZP@P*FeCh)hrpQB~Kq#k%v z!62)bxNZ)8Rie;fzQ-P$w0I-4(n(2LJogckQUoUT<3*QpY5-l@RQ9B(-UcTeq1hs} z$)s@J9*D}pvD`cJCX*eQt%6l;bD2;7;qPWLnj1n;?ufC}7gryFgKVIZam&Ysbn%g~ zkA@LogbkVyR)?w2dKS%z$=lK_3}G6jlW$7VGGf-Q8hj8fLnpPnS7SWwmFOt~?!QQV z@%JSUuk2j8WO4&@l}($Rf3w^-zR=pHJ5HN72B~IV{QvKdDV*fmTsdT%R!|(D-KNAy zq>#4igRGS|B0kPr3&GaQ=2O?cnFjHQecCUjDr`H${qWtJ)q@?kHxVgMzttFp+y=y?B*nF4>7v4zy7Kfi` zX>)1_;(tTC)p|gr`hML2L}m8&zkScBIPduabS+%1`@=@4?K*pJNgo`w;Db5520q32 zC*S9)#IkYBB3U(V;1uJpr%Xat zZKLB=$uNQB#xQEhyaw;&J!#+q+oRaz<# zSfp^w0?e8elnuE^>PUCU1^Z>zfOhtsZp)7u!+Qlw+RFa7^Y8%oc}=y{DPWd>iJT6F zy{*P{7IW*x*0OE<5_y{Lmb`xF*$`NDg+7-*2L~oOuUgHIBlsS0r?fhGhgy;}n{K%T z8D)h>CQF=XPs$Y6O$Em5<5x^a z)~hw&cMC1de}qK6tmF0{gwrk2xsI*>r2fhHemc5hEr;)Qz$S z7ne;;XKS3Y6BT)^)eJX!AH_!uCe~Azt|4tmqI0Y)CQ!w7QazM6zW}THO5`!{^573C zL}@|kl%k!fR0_K{&Ax^*-txj~)m`$t>u>AmbW;O$_TJO*UG!C?gFUhf&Ph=13BWaJ zr(yT%vbx~e=8$C6(1$ERo<{muj`fM)6T+;D#h|4Wb(uEk=jhD$~8%A zR5ajIXCuU|ZjHuXP`-XX>JT?$G`Z41+gEIuu@ZKplA5*bV_~mHQ;})o3?a|cO>{DLZ3ZdLY3(S1^{brZV+?$VkQ9v=YrL%QXXLgzU-$ z6k#u7t}Yx2@746U@`Tx|hrLR5h9QduDY+0r#yKR#znb*66gU6|#bI=MS&GC4zW`AN zy`}_$dH3M=upG8j%mz=gkN6&?Uh#Z=x~kH0sX1jTPZt#Z?SxHc^m9+^Tc5E@9NO5b z#xLOq(B>fY>sMv`x|w-+u$I#Dg}c!Jjw3gsx8{~Y&StbYC~l?660=s$5hfe=WmWr2 zIm2jBQq5AXI9^=g^OA1(pVVc>UAX0luRTq}UwepDov8ezM6sIgXfa48HygBDbAzDl z5A{cTp$W`QOS=K)k5!DJjzh17A5G#%c zA)Gg6f)>4l8uZbHK)hJ4QIOnNcMy(GI7{*`CEOKRHox2m!{DU2gqzs}$?%b4)r1O% z5@9-3;6US!CzJi2Jz;G=QsHg!#zJ@+Z%p-%b_2d#kpq|!vCGL~l7l}*^BCG{r`omW z&+y@0&dxj#&YIHE6VJYf-g7{UDi2J%b|>?ESV~|Wc5;{OeT)XA%;zpeCI`+G@%J`_ zNj=Ms%OEy2>~pr=q)>(#QumGG(`qN(OLo+f8gL7l4Yw7WTKDr@h|?wgUUkX zL`wPD9W#BzQ5$*IF-jz89ED6=Edrsr6?+kr&{hJ3n$ks}obWueDO4b|{Uw>6A#(g8 zM^Rz^5TbStVG+*aZ2|xknPFI!w6LdLs%}5g^>N|`8QglM1uT@iTis=DBe+Wz)YdM7 zLpE%Wm>yoG5d+=ibSB_+c-_uaSQ=k?c1xFs6zQU7ZCX5f+5hk{T^$G3%Rl<7FL25% z1nVsHd~?5BXYo0g#TItg)d@?hqve|M_qg1Rw6>UaA*${lSz2vx4!rw#R*5W2Hpj14 zr7K9#qnu#Z4_u)@V<7qt_s2R}0=-~$5(!+M>nkhf(_R7_{CB#uXc z0$r~>j31d(<#of1gLfq1Z&SKTP=P5#Ds&hx9xY!Z^{Us8t7s(2$IV zjs9B6M(GU+yx6X3@i<@A z-pu1NhtNLwAQ!-;U-iCyc4Yd8ewMWKiZMo#~&xHY@Nya+yJQ_brvhYL3v z<^3S0kSzW zzdJ#D_z%J5qR~h^=OULlp3=>{6NwaSAsRYwA+J$~TKow^8+x#5kje;Sghk0!=VeL4 zo5(4c<;+H@$;U2K!!Pjq{^z1bdE7YqjZ7Pdrcm7L?*^xwZrvHATUJ@CF`nkI;+cE* z7{BuJxD*Jot*(Z zB<(42Qf@s4PbCK}k1mT!d)EvLl#_2YqSOB-DxV5;W-C8=Cu{h%7m7)UO~chXxDlVQ z^~}JO%bC&MX1@FWI;iDY+B?7GSBL$+ndDZX_nADs6fsJ~25slL1tP~aI}k6J%`V)J zWLAbhHXj<3eX!9XZ7gf;X%vw|;XL#vu6N+NrT|WsG?J?!w(hhPt~gLRVe!uFA0D^G z{($3~n+<8(-|6S*IP*ZXiIR{!t(qb2M>MwZ2vMkDO znn1=60VCJIp_G&H6%le1tkrx+SFLVzh#wQVX%a}11L(A~ya>7wpdz^!_YE)8Kwyms zG{r>7x1wLv#KPO&;6id)-)1*`whUvd!#){rVS-w?xAX(IWnu|=wjyS$f8`FvEAkg88TQN8lFHp!E~t|4jVYgsFtc9JAJ^)Dd@~3etxEZn>(TC-;gnN;MpCu&H3OOzeh9b98DlgHQGfpaFZZ& zPsSpC=Ft&fuj@Ya!wKDRhiLv=crs&PPf6S{?up%w<8J4CVE`ac@Ff#zbn54c+xQRm zFOd4c(+BEL(>nt(_kQh9Lfe7lvVr_e*vE;R_FbS;dh!PHGo*KnmdbujevIL%?fY)@ zMDG~G_?O-B)x~QIa?qxYiF`9TQuih87Bcx9I=?NO?QHAM zfJ#SAs{Js7!^np{(D;e3L(mXvQ`R*tUJ;7K%*G7_3ROr@_w`5#nRT;qLCo>z+c zY9PsTS>y_|{*UmZWj<0&UTrsi2h~Np1?!ubpogWDB+)oP%%>VE*PuJHc0?l8$=VZpE%78{w zLiZ7Ci0&G`%*8dGM=3PauiP_T@74OG+Zx5LFgdRo%oU%c0?ET@lvkj8}#Q=g{LnyII!1JW9c`-WVD6`t7P5 z?oj^CsjT(=K6b6LK=yU8R;Vg>v1d?&Cb)6MqO%MNftlknj`)7R>`#8E z5u)=F#XQ6&{#${ufPt*t_0%+|g(kvR6wrG9hP5bNEs)TG-7RCUje51b!7AUz@7Hlr;4lWzE7Bl zW5zVyeg8IwBeq}tj6roZ=l_OC@+uuw_BA3}oxuqwNFgn3Do$>IJkmd!F}scp+TxXT zU&ir_$_TYMO={_{$An)Adz`RNR%9OqLrZ4K6mqZq@&Xw|3eLMktRDb$a6uFP}2SFDtZ9bse*vpS9)j%Zv!*aOXy*Y zp(6SL4@ozjxn*5{@UAUpl1Bm#u>>wK{9?e6!67+t9X*@i+& z%^};L;ji|x^Yx}>1*i|W7LR3~<$GBMu7vyc2=2{IE_3F=@0Ad=nzR)$VbE<71GnxAntF;eg7ihxaG77e0PBt2%iA`_w5qbsowTQ?>*9`Lw4w?4H0^bdF>tBhB{4# z4s&V1Lg`fX1?EiU%O-`s6ukJW^d=oiC^=jI$wn;X2(*$;+=BZlfNt2Pc&KUcs6;9p z<2Ch5Hrm6|)f+S#eNDbmYtx9wJSC$T33Yh`#sf1qCmhLO0w)~VJ)TAP;1FcP*0~|GS1vnHkFW69JAmQHc^v@5k?yuGft8cm zfGD%4VEA@I5bUVrS^`nfn7xnKLOz&L)Hkz_8UFISe8GGK)+8vKE$^D86{0*lg+e+G zso`HupM-sDbd_znvailIYsYU%FdswhZx@#emUS{%VZ@Kh1<&`Ca=X0Ul(KM9&d+nu zr}(u+Hs4Op4V4eBwW0ZsK&htHt`UKI%?hD&_Bk%%gmL7`&!Wj^Xx-e-|(SN)2zaXz3n}rqijWi=@~mfF|mzTP(4i z^n({ciNm@MD6|?hKA{1Cx6b(9_<}Z?1V-)hWZ7vj&zd-d@0v)$Qjjh^cA1PX8d&nr z+UUsa$!MCDYL{n@ttT!cx}=1M)7q(()vAle@1zu+;RAn4LM~?6(QiT-u$9Q4yxF9( z$+AILj)&0m;lS28qrLcS%GIzVjj{t+H+X{F6p9|k^Uj>!_Vm%4hxpCw&JURdQ1&iW zkL01ACa@yyD??)sT0LXm158Uc7t2f9rRUD4f+r(R-B1uxKX5;D+ggI4R3(|u9R(Bn z=0ukRX=kkV|0GpA{He_x3$@URUO`RSd&BxhsYek6H^et0Y&4vD{yKktAa=>Jin3;h z%Kj1~bli0d51j_k6Mg(=1xnIM`awK4@umb%&`Fp2O~Xtl0-~soiJ(W)#AA{ZG9AmU z&KBp$F!s7DyPl(zC#UO6H?7rAGDKj9r7QZ7*VBi@w{U?Z zA*TG|XN6tIA1rwG%d%^2yB1?64eirsRsqXJ6m!(8?Ey04Fvl?@hi9(ShKx&kuzGZw zK#2%E)8pJSy~4?r{viqz1ScavH(K6GJIWT2fd0&P?%_!v2C5l+vcqQ~Qgs^!#ZMtJ z`W2~tY*R3uC@jn4oT2dUD@4 z%E;UASBWtiLl9LO55QEGr`*^4er*ZtbM0-~czVO1x^zR*Oz^A4>QtLd|BRu&hj=jYF z6?W&SH>`L8u06V&M=RbF1nKA*v*D+x-?%dNdiMU6VoYWO!+%sZOyZn!adxYF@Os=m zf$n#1t=E{E$m~3Bo9{bezU}hHuA+6~X9(=)x43zj@{T& zvRUAD9|#kes>AGs>w{(G^h9c?s8(T4tMXK{0~>L2Tbn3&`l46rET~hCS#FEtW&3Y* zmHBCHMf7QE_F^VrWi^FippcPLEpagt!sOJ_gB9{6GnIM`L|GTEi?oHGSQtJsk(+|V zF$>b^iGHkALnsFwyh9om`ReOnhGG3@9Yk;;cq|hUMXobC`(paG7b`I<;>y?|F0f$u zdc+nVw{Qqba=&}rkiuI?Fh2RG4l1Dlm z>yqz?m8MWLShqX1%84u>*=H+Ar22#c817h&EyT~|n?GD~4)fZ`gHk)`pO=7W4XVmZ zAIJLW>3pL()fl)ndS1a+Wc*v#^q>y(2sMXr`({bd9rPLEH!JT^SqoV8MVzO)n^PSG z({K{6YxJlllXr%+8WRuB97)8v!j)glR`%TcS0(W}t|Gy_!f%f<;_r~4C|zx_^1W(y?`Epkn4bGJ6k)>ADG=+6cV zE1-4m1Xg4GQx=r`z3T?;8d2d@E_NC3Rpf~vx`+lk1UMcKhrY~G2b3P`@z59JI9Xf9t63QAVPC}D&S-}QHY zzQ&}FUM>XfHk6qs2DLXEA^#3EB%b*;$R~{c^L??lSR3^12W?a3rQ6U@k}-c>w|`VQ z;|}^8z1m)j<@kuMHmj4z_cco@RK{}0+(GC%@^ocU6v>@<&iR-<{Q~GY=}L0+{m35( zfI9Jb=KWI0F9ngxn0@{~tLtf>EYpYj$8Jn2{Mwoz5X4VJ(PMwxxC8qI)zMj}nl<(# zajQf;9YpMNF)w{gk1G>2%ln|ui~gl*Z59D`W+vuBt=F}3%XUbsf4i*qy$@*+?_}Ci zt?8meO{fku4)1Kmbj3i-E{ThMO(G}h42W%j zrm2uk5L__5T50Jype_gla|4tBk{`ia074Q<=T#;F=1>5Dj}N|?H@ny)CUmXW3Kc=PlfIju zpjlI@$~2Mf=f6P~NQKYGH;w%l>E08Jw2z@jYim9AQmzFR23i!9oGtz3QN{_vLcJHc z6Wla=uwP6cczvj~&8sy{B0Us1)+ki8YXg<$Asg?-a)x+Axq@c(N-5w8;X|hgne4@N z!~-WI2Z(QLmz9LOd*QBk5bE8T&vp+tm@3m28dYbO$f;%iZ~srp<{JULa4O;V{@`J1 zylCq1TcCpm#iBd_zoDwwp-v?mF*SHL1=J$O_e$y<+h?+}!^=DU5_Z44H$(72{87^% z2DgP}Sst-N-q?8p?Co4Tx6x7yk#rj?GOtkMfQ8Uy@!v2DdHU$&kE2?rt z_^#_Nt=T~p+?dE3tWtw)Sh9T6)j`B3=`YuJ_yKQu4=n^bCs0B|t1urE)cK4nUE)v# z&tVIfCq2O<;KRvas(i*38vGB$F=$zoJ%P3ZU_wbQVAwqi$(rr6DT-02wK+AS>06YN zko>}P1js=tCH1s^t3F1uONf7BiW3T8)|O7o+~D;<&_BHQuC7xR-+ZNKyNZMQCFeh3%(Ym=nom(zvI ze4p_DL}+-q@x0rpDT0`%9#oYXMd`QYk>)fpT!q=>oW|=(akDKaGp26dvLN% zn1S=|<|L-zb{FiH^iMFRv_XNV{mX@ly`Qs0a?ya2Hh(it834V9e0zqFCg)Utr3B@j zXhJg>!iR*VR7?wtWjq*?lja=!49;LI<4FkmDHwI&Xz{!}hu8-}X_&a`{)-o(utPaH z`#Ek+QeMG}6-yE(rh(fZry;+@)SAz2Cdm`V1i@Ykb_h5XP$gL-tpN;+mhpY{f38}; zsth^MR<)$ICAO9$+xWh$+ZIudLmFn7X*U&?fK3mlJx_FI1@OG{P+FTdT~T!=1^s=$ zvr>lrjCweZPR1xKf(iQX`??-bhYhvYOO$<2Y9>L6ex1V-m;(sQbEys89Q>LnStqQ| zC*ekVs8P=}UqZM?J&Lv>t?!oIwFbTkq+GNC@tzVn;Qj1>r%mgj`f*mF+7fS2g$#0O z%l2}+-WTTg-d|l0VeBxgOCl?A5sXupxR6E18R#COh^HfWWslpiq?M17;flY)+_^mc z8c@tHtBD@B1UfCE)lBewd9&}R=?c_HFph04f4C*-=4CplJ|HhD0Di1`;>lY3oV(0vDj+EMylsnQh)U$oEcw0Dnl3Gsmn|gMs7F~ zUv0;E_mRgt{2USk2LdliQzf8lJfGv4qR?bHfTBHD>cC8-fg&AYDj=&*x%CZ)3@VHc zdrz}6jw0qX6Glh`uJPu%_rvvXr{`ozP=Ly|1xZruiVA?M@BpySkmHtAsYVX#fzg<2 zW0aTK`Ocms0I-{z-tNm{pjaW8$aVMwDSIj-Z3wU$VUnUqMta%~hsnGlQ#ekosxfY- zGA}GwB|~T9MzW!r>}8VE8wl(BT#pzvS>%Rk9)&Bos&1%l+$?|Su}rJeZO-) zBi5ZtU`Lr*(}SdPe7(kd&JWm|xF|FhlMus@6~+clQTG9yC~FchulAozphL`&(VT_U ze+LoKF=Yw4XNDm0eeMZK=T1}U++X@*4Yl9qlL!_aVm;Ck-yN34ADU4|u{0G;?kga*_c}#s+gyaE9AEfN1$q?8@zq)GaX#Cwgh%vmJ5l=%iR{!B`4{agRC06 zClzC<^SwM1Ek{@AJ2K<2zHDwozXo76g6;em_fW-R9fq57X=Gz7S4$-!q}#Fzts18f zcX1-BG7nID)yWOgt`LckC;Fi-)eHjoFBMpZCWOWwkObivjCfi{X5eArls_@Sf^MAF^M4lx|3L!lbqP$GV+1;|z)@W)H49h=Cq56J@fmcKq{zbG zFwn1!fEa+}ceS0Tck-TnfSkzD1P>QvgAj|G?JmF)er# zBZw4XEE?p|BfL7Ao5t#nMH;U-fV#3W6wkCUy+g(kMl_C(YeApYpggCLJT6eELyp$G z(@U71OXbjhEClDb#r&Yu`%y*Frs<;Ta(!%<&e=Tg)2j@=vjz!UNrTeqxURf%KmeJUXr4X3FkYg*UI-F3OL5_U&C zoX9{itT21s8o*iVt;qrO$G;sb6$qpNkBB0+q=WtwignwJuNgxIu2Mq#R;E<+*6x9> z(dYo&XjL+snr=K=YT*KF52j_7LBhOJ?l68B({H7=9!m{jkb0bPGA!4=lrcNeRW#}) zupoiVNRj6`@+@%A?$+^Xol;YJcPD!1o7bt4zFd5S>BH>{eM*~PKmKUu5jhKSV=N{& zUqZ!XH}x|7@B4oz(O&bpc_IHLq>L%D5`>yNLJ4W}JeP$ksVwugYFh>>8EckyBvJ&W zK34x5!sctjg06Zsmfhdq7V;587PkE3qHm+rn+(umDbUw!PL`5thn-zC{YFE^Ros|=onXUAHgzhYANUpSp-R$4A=MXN2RZ%i z=ki$Z`lv`&jkHxnl}c+nJWN{j>xvp%usZSk;m^ey2J0b&@;Ff@8%R37t?5`i3j)8$ zD8j#kTC~lV3H#Jc;0e-8iM^)_cC`n~qJDMWkW=({|qy31KozPsJy&FCrMqiv4&E zN?c!;VBVkvZX@1bl%Kd;!llL?8ygoYQaRq_zvev%&AsbbB6lp;41YUOf=Vm|sw{R* z_1^-3Y+QHMfD`6#lU~+k&>Y0@vIUfg-ZJV;s|5;azk=!_ub7>-8UTGc!H zV3P1CbOm(dFTBVslE%EqgSB*VGfOz{CIOvr!uHvw+T3XYH8)BRoKpFTyW;Zs3Pbu7 zrbc(}kQ2E7dU31WfOFkR3CYN~pOHS;`(MmFD0ko(E;FN?la-+@FeQX~!yZ4rvDbC) zRwZF_!wC}1?h*v=^}R+|StH0$^~*~QX2n{0m&tkxy}2!A6f&xjQaE^<5Tv-0{6`*o z>j2%Hd7ptR>wzjsYzyuedrx1A*ynnj%YlwH-r7oI*=YR@1+ih?V*;kRar!4Y*3pS) z^O2O}w_V+?zU40ciRc-`HbthE#WocB)OB-B`LF=(rZCrqM|bx5x1%A9F39B;)d+t5 zEM0g9tsNMvsN9Q^94Al`0ir*P*EmW`IES*2sTWdYjkjlqtMxrBwiy}6mfL2ou{ zBL9-Ha3D12F*iT6pX#Jmn!~!p2}DV4SL>wmh1n$dd$i32UP@+e^81?0own*qc)FmI z#g2nfPidoTcUx{^95k%+M%XTA2GrB>3+-6XNA(Z(`mFEvW~D@Htj%xI*E{T{=I*|y zTOZFx>>JdS;aA!U>3xp~JiMY6m4Ya{NECh`$r?^=yi57~+={gQlZNG5z)sXGaP+n1 zCYonk*%sY}D3O`fotBZu$Fx6gxVz09Iu|y{dZo)#lP@{TT}~TIf?2G`Q;u=>iT)FU z>!>+evn7%3at6G!QH$j5kZE48qi#q#t?FZH5!;nTI{&3DZ;jQl12;N>#t94Z-ek$4 zoi5ukK`6gn^;hnI$06kYdCF9)D3JU`);zTiC6N-Rq3DEPn0Zw$)?nI!M9y1v?yOcs zr<3}eh8fa9kRmxG!m@e-n-Qz7!MCT)3MiqHBT+TVUUdl6`%s(}*r}@SYvbt|O+ubj z(t?xVs&S;LCJ#124jr|dPuF1_+(^X6Z|0lLg)JdY6O`266duz?8se&+KoeHKlg6;& zmW#woglEKjwPFQhKiB)hkFw$n-dxftYd2tqZ+N~x?)D>*G6^O~WR^8)n5_BbtR!@V z9Opr(y>I1tciEK~IJf=#^eHQ}ZD3b~cZS?#4BbG?M+JpSZ{G`AqfJmocJe{P~!) z_KGT(If{8w+w|M~SY<9aT}f35x{H55Q&w({he$yzj`0mng9=1XroRU*?SPbGCu?Pv z-^6&CQVv4?Jcad?5uczZIQWgVc5fKLf1dZDdMc>Ni{np+o%Iu$=8nhn+nFiJkXCTq zto4hg|Hjb?m_Al>VibeC5hiu8G}UlU02+G=UM^`R>k{3BcGBadQW;c)5B<@s$ku-1UCub znA<|^=hv2Sa*N`Di7Qx+qG^l!w@KR0uoTV^fbtO&eyB9x9?}ZU#W`w?xBB}WOblvm z?#u_g1((;MK7E3}W%ElaePLBk`OnYUpADsXp{&QHMAfxDQ`{Qw%>#|1^%3{irWgkx zToGu@rVo>Aiz}~)ehx^|y*GZgfStsf@N=e<-K>sZdb4B_ICF9l|}0hM@VPl5e-?q6NlWKe@1?xbn?!2fvdscKH%V*uoSGKPUg2 zL!>SXbKcIuyBbMmkHgX{;dkO^Y(r4sc5hRsZU(&|jBQe5#uX2duTrkDPPHR-HkQLvC$W z!icTAtEI~+jWt5?THBLWtGcPY zE_R|KzDaK#$#_BX*l>9DJH;Z-1bO2?CTIa@2cnoZ)KD?IIwYscf2L2<`sqwyH0E@Q~juaYobWLSUcC)l38O$t}JM~g1 zXB!o_okCu3@23W_mkBv>ZU<1E>S;k2fV#z%@@Dg-EIVWW(-_SeKfWs)aiJtsJ@HFPDvJ9ef$Pi>>ytZAfOt286oAViyM z=y00ANorp!^`pp~ls~fFL@~@2v+Qn3R+Fb=jne~Y!j+SrC;*KieP}7Vfi;MxOb!x6 zsS!c{-`DCo=?x4u&zoIrRv97$!tXRp>s_|-kg6-^vkZ+4>67n%0(Qm;l|en#uQs1IFE1{ zZMiJiLb=)%A8q^P>9T;4oN zHJIxS7ZwSwW?GQB^6BSa>xUx{fOTnFh`uzt{YwaTW3K7Yyk6u79w@bbYc#L&%q^!AFW2)Rr5R#nom3MSwe! z7sTyJ&p@O!Xg`}4A|S89Q$_^|7?cvQhxSYOp8F{V6~BYAk$p19=Pj6Jd1#@^$y$PN43D;3_m#J z$z!;Jx>3tKcy>DWcXT&qH@vN?xSE)b);tu23e9IJm#YLB-DW&w6bx=_^##mWEm1bS znIt0zEtPQJV{%+JWWWu0K}Z>*M4{Ex?$NHtx`#aLLc&x&eBhwx%&~D}h_Oz}#<9*# zxdtbq^1j3wiNf8a8n*Kki&z*F3z5-etjsV1ap7f2rI>UW#{rj3;|eu#G*cs2uc-zb zzXveW>;A)Kg6Gd5qxH54 zZcz&wWCYd11hgdZ>C%6KBW=LXPjA~=F;S=*_Yi+O-S1ALses*l?kY5L9&8vjv;Hes zg1aeCD(&yFYudq~-<{o-VC(&G-h?vAb9hd z9QY4&c*cw2NXL!Dun!+%q35ZAB={c&~i`C-xqOTfFygHu`e8=djyMo^+z_#a_!|~T6n@~v} z#@A3?NeZ(9Coe36hGPDCdq{<3E9v!u#+D2VY0&gjH8D(0a6}JG>ih2i^U(g;5xD>) zI9pw;s+vI9mZ2viwsn6v%X9x;lNAz44g@H@Ox^r2-d4T{Tpv>z-2T34@4dJM7P;Cy z-bqJffV-%4Di&URqsObU$m#zHjCZTW`0CINJ?i~1COC!$iIIoFT|s2OKNfo}6f4c4 zK@7ie?iW&Vkd+@4hv}~4tJ%_5&JDtrikj-zr=*YX=5`?L)H3zN!SqE6fOGb}L+e1G zGc#+jeDc#2?F@vzQgN{b9@=JhaxJZ{B?4{~hC zy}I_V?$R8Ri9`p@*d%!SEZDNKUiVt3X&Qhlh{%xIt2aujc80ld&P9t zsg1I$t6M+rR>VMRGfPLM7dnD1}=w&+3K(%5X}I0Nl{Ym}2EX=;kfK-ug#JOA+m4ldulF zG*KWyL5mf)6qn@1JTEHs=egnJN_5f0BfN`y-Q6P4ZY@MFN7{X`qg$&qec5_DxOde> zu6pdFFW1)1>Ns%xId;@X(8cj+o3;ogeivO^{>5M-z3P*RCkv^87C-+3r|uu55^K18 zwTsxY?_yd`p$1$+$HFFMvIevzyiE)VzT>F~KRgVh;XB}Ao;hWu?AfXUB?YB$(w9rm z94Fagf8dVZ84$n~4J?+($W}i;6ql ztJt;*1HG$EskT&$tAUOn`R6@YJHyGhZ{&zR3XC{-q`jKA54uuw^p za2`AiMkrkFNa)^t*$a{TzkI;I20h>m`Rm4R&gcaDZ!Cr5xapx1_fSB>YLXa_zP?Q! zMJW};bUklUCZJEPbV!VWwrZG|x zzKuo+O*Jzo?ozQ6+3N2=E14ov(f-|^A~02onDlbXc3<=Pb;IU(k;`CBEB#V#Ld2M= zoq{>96JZfSom0VRL&-VlCEaQP^m72u;TriV<~EvK*A9TNl^PuK?1LBYZ6+)ix)Bfz zU?C00cd<$-r<*)xThT9$#Xhy{LRDRxCA@D>>`$yZ7<$nSa(V{`yj2vL0t4gf_o-0~ z)cuoQ9%~La=V|k$e{HEF!L}#)kru-`mkhRE@09u6s3uh%8aiKwnPMM3R>D=bI>pNu}C|_7G3S7{x zuqAm1Xh0PYkT2au7RQ53j{EoRNGwVP%1Al4ah}SAsUC>85sc)c*NL$M+)bYU4ba~x zfkZt7>7V(gtB#J{_Dw<^J+~J{2wzQJM^qe~FJ}S`p{tS;7E+07CY8`Ux}R*!sm0B4 zv;9v*39sZJSKb^xD~nc`t-D3_OE0!k`oF72OmMr}LwSgM+lSuu2s2kG8?4RT30Mip zcUmHWqo3&}FT8BwcNRQ;jfYv}8{fH$Erk)()^+>IURo$$1a!lI-Ji7*4O0kN#%3Z< zvmax;av}rZ3OFHk<2f2=2%6E8?wzc&#}~ZO9KhX0<3n!KRkRH{$oc1X z1KUDRHJlYR%TiuST4~i?pJ{hWiy=h|;2!QV%DugRUV>biqb)sQEPhm2R|qa3pCmv1 zm#GZ48Vj)v^S7RQ=Jo(X`#;PmHqcnkm3Ma?y@}exg2k2`)U1`?NIgd+w&q0jOp_F) zuOJ-oq`{XGm(&WOS?*OKJB^nM6_YJ(?=Q!?@{B z$th?e0+rSZlWz|Iw{ITg%A5{fhIM(6B|Cb%%ql*$)Y&?(7_xkyNxFO{56))bx&_0# zRN-W}a2mvN(2s<;+uOl8XZeKZ{H#n73j*a|XEFAAhv=WcWOjNgbPz)|oFV|eP6l%qk-TnNCt(CfK|OBQtqk#HjjxORCv-iY-; zmp8G-491`zhgBmOUCqH3>9{ig;dNAxX@^+}z{+0a7%-JV-%9snB0ZkgZN;6`G68^R zC9TDY41Zl!7^;+Y_Jl}zx`AvvA7o(ureSf^59?E<|5`f3PM)W3?Gx)Mh*u) zx#f8SLh-wtpVrk+J;uhI%gc-l2EI{ z!UgxbwA#MruNFd&S)?%Y;n85gZdwY2I&Mjtc3*x2A2_r54Adcb3babQE2aw$_ksLc7JU$KZ!Pzu+@5^C!fyTm3^5@WKp?w{5IzDl5Z@nu(AV0 z>U=Qp0R`;bTDm1Gob{j7ZJrm>#+Rp926&2{#Rs+dcv)#_>~QzfWidAOCP9&FkZo5? zz3pe23`_&iFI#+ItS5OiAW?siF0!JIO4a?JcXG*NNfeQqBG+Fb4NML=8p7zSzdM8~5;Oj4NL9jL3^H~QMy}`AmjwSb^+%lgD zs){rre_8-@lEbv>2tJl+OVTEzuTxC~1Cjj7FChJZJ+5~BtdtV2x3vm)C-p}?+Y4S; ztqHN=5zdcHq9jA3@FanErWSqYVICd2`F=NlLanm)mVwy|I$i!Zw^C}yw<&=_ZP8mC3N7c zoaUO+2r^ePsJntYtEJ?%*F7u^<6kiyY$`{Yke}~bBF-~XNp!m)=vF4eo|r6Dc(TlC zB-?tRmQ`G;E)Y0qK{VLgX+5JCP9qQpL_KFm>8+q>i&FP-)?7)dW{7Dh!tiLT{J#6e zfvRvrdmh@mQj-yQ#VOac4H<5J_^j};!vstFsnm2m8C3imL@=*zi~0d>xC;TDo>>C@0`(({~T0bu~D z+mbr>V%nEJK)!y@AsVED4JPZtRXJ4;vbo%ptnO0W>MbLEi*3^y5^Syipw_hx7UFgZuA{50B5qUOZZizo+g(agLt? zK@5DW_bL9i1Cq3;n1o!DBA~2a@-&-(_BaP{J&@dXci1`BaLM+;q>O>GR_u{0tQv?t zvtXM+fa_l}Q)`u%glK`DdG^db&0awr zTVso~zBAJnL!$DCf*+u!EMqi~X;VGvKk^T+jvekTWomcUD#eTna1SP_y$Mb8^~uEM zdR|ToVUyADny@Z>rgHv`F3n2y%RMQ;8*gkRHPnp)O()K{>yuQ_HZwNCtO3}q8zDO& zMU3>e$Ht=cvEs=@1raq&e>VYb%r1YZy$7Hfy@E!-(i!S>a+2lWBog4A90G!93=SgR z%xz=iDIfGCsQ6ZNcdbft#SWj8D=i4aBrGu~@(^hTWq*Zs0L#IzBeEE9#+jbCYeASl zZ+7=M&_jPw;Y~6n3O*%i!b^WT$JyiMtLg zqdLSnr)Nb%ln1v;cmG9eiN`NOWVeY6|ln5a)nX(84ckZG#rZzCw=K4Ry|95C#5XeP=a}R@CIku;cXsN@eW1R+lAfyT)*7+6S7SarK9U#^ zpz>S2RR?3uUXYgavCGrtv9u~i>p*u`@N7gc*pr84YZC!OJ&d3&F^si2m!m{DEz{&R zT+IUvL^7FwYSL>_XFw(NA+hIaw0@5%ds5ZgnayaR;6{WxxTdKL(A4a5ndcUk>Y8(2 zZ0_bCR0i!JoyUe#gmQZoJrVWGyB{NEMevCjBNIY10gi@K)^C{oiv_+jR19vhp7iT&tBg(Fc02BFiwP?+ArN!2+uBaR zRsp4CRyWkwW8s;!oY<4BIFXNXl<2mL3#!mJrqdut)Y z!OMnw38xwN2RL8Mi%E6GU_(14E~R%!t@BiG`p#Qs>T%U(qx;2Q9&E9dHR}GYjTP)K zF{JnuW4v2b(tF<2rW|jWz`KvxCopD|8i1j~06?liP+sRybFg<3W51-`qw;npMI6jC zD3>1ruEShh#7#0*@L*;Di!pvp0|a`(SWp~qj0h)-cijFM+kEQ4nOh$WBV-x|KF~uM ziUaB((q~PjUR&)cu(HhbyhXRmPTSNyQkZ8|m&A+^R@7U2I6Sr`_rm)Bk{Tbofxbd% zhimsnjEOTf_&^Is8}b-+z+JoV^9yHzTvj9cj@8*?L4ArIC%$NuwsoUBp*!6gID*j> zaVC+n2jgY$Mr0?o=uX!r`U zu_+?a>BFy$8L;*yW&A0D*Q6w&QHoXO`VwXvGYCw%dEg=oG zC7ZLQ%U2)qz!kmC#`BV6;g**$<$skXA`@!E#_f)F@~!*ZJX&sE3hqV}YJ`r47qCiEbsf%GHERu|ry&ynO1&q^l z$K5^+^tZ#9ooe$dMY%-R=uQ(KWI{M{$M)M~MAEfo!o4?g*}@L!OVtVu>#i(x#4=b0 zwy7pe)8KLnbBb>-SMUX%o8k3cODSX$guacS8{tN}L`Vdng=ok%5D~qDgpFVq33+_W z8N6`$Xe;#(7HR?&wfxg35>k43`;+0oqmALom7pvcZu~X47@J zM5sLZj%gMwI~@TyYrEVTymENP(Lz|S8JEx`)K{Mm4dgjg{zDhD$Mu%TvY)f@)&T=m zJ^3y-&Se$AKj7Qk@iM2y7FgfHx{+QDh>9rs8uUeBUx`M3ruNSV9|^h9e~1>95&vkW z3xW{BQf&`rq2vC`xq0;o=Zvw!iLT)0W?1VeZvk6mis@2F6GZrd3-A>XEA2<9OhQC$RKo)@?p)XUsw03g8zsI_NMZyPYemIL9|_ zB8EZ;O@uZB8y3I(%OIQP5CUil?hwN=ozgoxV1EWZbmK>9*R1EKj}P5_@`4Aen`XpL zR2d3iF}!vK&VML|W%7tY``mIcabDBH<|s+{1!JPP%Fm%0=eNO&3#-(LHd+QQuCX47 z&oq1uyX>F_sue8}5?=>f_@o(XD=VNZW5}@_zE#!(#H96IdK-uidEn;m|3AwZi0gHVo zU}V-WWUGOzrZvF#!coekAd@~WJFz=;L6pUS{`6ruW7grna{%kb@TJqaidXcj$$k5E z>U28yi4(~fP#bc`qk4F&rRdC)(uhGGkOZ-)CHn3AVg&S>7-{PuPWBjfs6g-a3F}+M z3=q7m6&1hJoUjb2PQEp`Q0yLPhBFC{Nz*F?Ria>q_yh~CwlJI)Gj2a*=wo%v+gga_ zHJ_S%yZD932j7q#pBq5&qqf8pN4|I4eYZ_Nt>b*8<4*vZ#!p^9munQoShL+GvA+^d zv#MhBPO17^+NJojH=5rBKxPYnDXX$U`eG(lu2r=Y_R zlMC1ZE8v;b7ru%zRE8T_1-1p60WEpJCXK6}elXNxuwCNW+BtF%dvA(^M;{rx8sH%5 z;k6ndZ}`5v(hmo5J8#%0xV01-B-7zkIwZXp6TM@Ltbzn+SIg=^a!_fB_1toJJ^Zd@ znVY_P7b&-ugi-!*0k~6*4=FCw^a=zh35PA5ZB>+_Udc}G@Zt-eu&;O=PY>L!_~>?h zJOdt8J?~)+rvB9m*y4HkGINvzX*e#?GKd1VS!<^Xc>88z+2zM?Wqkn`C`9G^@Gp|H zDnHyYrnd<($2PCWf=~*TH)dj=NE!awg%HO{g;UhUdL_}_SkG@9Z_3p8l$a{A*6yz` znzgE$n1kj;_(5FIQzZTj++bco5o)H3EJ#oDQUS{D#zKMfa|l<5xjuB*H_%oP+tstU z`3JMUJsBT}KO>uA@j{M_Q#5k$ajcc6TKn%jxFW{Er~9^Rzbbjf<}fL@%6nx5{6maO zsX0a;@KSMvWcJD=$Y3>8ghuVEyGD7$Syo+6GkGd^7ZdUsW3%4qX?69CHi7{`LKFwwEgM#;ptCq-0thgPA%TG9=N2qz#Yi=_TW z*+4lFL{*L#8FR6l?0!AD;fO_^ zd7M8Q!(RqHBGM5<^{KdY)x=BULD<~M!Eqvvg;3>#ha`IqbrkGayIuorZAE`z_K-nG zdZ~Y1br!tBFzj>1Bk_okZ9o*HE>eAwM*Rh-vFfJBGI!B>B>YMaeK#R2Qj;#iqul&L zI6m;95NOv=o%~oJSwS1YrFxa>GRe=6QVU29oU6UbMzNa2Suix|c z%q_mPpJ_T2tWw0>2+%BEI2;xOq5p6VC;}qWtdvNgJO)C@fCh3FuVgAj#G<_#bWCs< z?45yr60jfvcngo6ws+yO9GZl z@gKjY4HS0F#0wP1WA)FszFcvi)!#ot9B3CB(xZYx$OVpHX6pfyIdV3ZLM(d@1d~uA zpv#>A{$Y=9PURbG)zhfXchQK7{yP79#H$7Rvk4{$QhvFi{P0dfj!UNIf+bMlfy#2i zYav(bM!TR-NV`SFDD(~?JJ{cx5(Y;781P7D#Nd4F3KK-{Q=lh778}@n`f0v;e;(na z^~14IV*+mXYd_DpI!c`q4FH2hcqYCvrHh9(uM%izyJPM4eDKf`d{x>wP&}xRCtxtH zNjK<~+;1=usu(7ct%yTHXOHIu0vZf=WkovClq}r6+i4JLJn$OiD$Li7j`})b4Oc(i zj&1RH@%K8cW@OG~M4!WRW|XW`V;g2daURb~-yL~E=ZeI_KJsr^olSzi8FZOEr&4?$ zfn59^d?x-j&zKSVAdHXpXN++1(jW=Z5npM~R;pi?ZPSyDu8R&ZBAO?Pni9QZl`c1G zen$e=$@P!?li$U;i}z*5cXn=!ibn8{Dfk3WX5ozd2HN(D+5{xnydU$&4OczaCq`}7 z*yADQI+vFkBs>b93UQV*p=!IUipZRSp>THe*JYQ zDS1}v(cbg=SjUj^wK)pTeMrYi71&+9{&Gl{m!;?a$U5bRvL}~1IY4Gjxo7-#7*I2M z1(xx5kObvM+b8rkNo;r4Ln52!4GWK&G&tsn%+G1Jhg9R^Vu!1t;dT?~%$W1x6i>w% zfU4cYwzr?K{&Bo+LD6`q`2j;8l*c8UWMqiApcW_E#q~HjP$TNr0HYuS?(_crEUzkbWe0H?@)FSnRnx0Atv$rb zSa~I9geGhA-9Wu%=@b$WmH^hUsk(ddbQc!ZzBDeSI%YxI4Im}>27&NqMd18=LU}GW z2_$W74IZohzkx@0p4_ZF>qFrB;o#DM7L>01C~*kMvY0ut?+SIRHLvmppeH8AdNAEt zj0cDkb8mq0=MOLDTO;W(s|uH2we#I#if? zvLJhf2)VJM=*{A7eUC(jf~Fq%ee4{2IX#PF$jX}w=y2~VXUyS>;yJO#uY-(!+fZ#9 z(m9O3w*lU0p{B$bG68v^|@UUE9e zb7EdSNRs1L7oatwR+qqX=UV%Z>zEK>?<0a_O>9nKs9VfHabP`xrXtWN0lm;%qY|Cm!@l&Uluox+{Rkt zy&$dHa)K)w@Ds%H@`GdZ#HxWV3z_tTu@9|Wiow|+ZLnY`uwCVvQMiPEhN$3E!d1Vy z?PLc!u}0z4chJ6`*Ul^#Xf?XG!Vl=1^5SAJ_vyssO8B!)%|loPosw`SnpO<-MZ?}k zC-C@CIEiySZ)SFAmuL@&LG6Z$eu%F~$Ehvdxfxl`8d)0Gy zAdU~li0~d|H>zl9Bn$J!ifXS`pEQo9P1}BUY#p@vZ1V)#lc`|O(dwNS50rpcIPH*N zh-Y#rAiNaY%>|5nSSevvS>I@Z`|rQClk=?Zy5IsNuioCf%Y_(l7;FZK*EWpBo*VV5 z5%AT3-dRLvE?3u(=vY@MEPwoo3GFQedcS8X%FT=eai3>pN*{j4ulQyVC+3U?t(YaB zcQF)dJ_qO9wQs3h@%nk$UUvO#qLdU(M+nnuW7?ET*zMCG?Y0S-iZ%<+5EcsKPC#Dc zO)pJ-_o}~Qd;>e3pUp?IQd4rj0@Qa@fbQb4c?TTFQAhIgo~$I^rpGSi%Xfp{%_Atd zQayJ*$nzSYu$X4%8Ck-XV(yuURDAHyL}lIb)-ebeM{5TtU4ZQ6$);%j)-qjrkYu{d zjL%mF`qT@EWNtGD!lwN}43%&c?OId|q*pgE3XYzo5@3Qoq|~KqAT{i{B)C(S&|K%(JRcQc*d+Mk#1kH{ z<4qY&D9@~p4Lsjhw3YPhL?x*KFAMf>+mH2w-pJJ0T$wZ!jC-+XF6@o$Qye`h3*;`2 zA?IP1hm=-S<5S+nEMZ9b`{$REx@WiwnGFo4ZPsh}qS!Hpc5IfOrj$B!Y^=as7=h#gd%Y>*Fd(4AUJ=DX4#KftuIj z)?jp)qDG6vcIL9_9p#-Vy%NG8swnqLCdm$-pnbVSq#X&(d2dW<4r&lRC_iDreXl8T z0q5<8PyIOQ>|Z6l`nIqrT0`Q7DbmhxUmV=tToCEYd&!f^fHY+tKMv z0+j{SS9A8)ELEX?O)hqQc3ESN@E}cT%Z$u>7^6l0MmA0ak*r4|$x#Zfb$6pUfyal1 z=ueU%Pqsr00SYeThz+7pJ}*C2u|5usGib3A)UJn)W@*J;d?7=C_%}e+=5lLs9}w=q zyYny`W3HR(hGazVitca5ad+VH66$?YlB^LLP!_OXw}+DhF3aj@>eM~HdYZdt4VZ3?fpGBc4X@YrbX?1rTGpwf%@=7&VaQ%21_ z3W-tFy9=>d>;~N;9VDTu2Z3Rs{;nUr3j>a)I5fY7#m0qlCXXxCh(cLS8@r!5&NWl&$P%yI&{#ev)p}F`pdNwybl{I-7Yif1ApkLvNYezscLnw3QWjF4W z>gufGo*R9Gq9yjquqk}QHw7%c&~REc&ob>0n_(ej!Ho}ie|Dkmbkt;U9*EB5KWXi3 zM`M+=!Im&BiZhbwS^=lYaxSuB+|p|W8{sm;i1bGA!GJS(eytcuJun#S6kJxKm+|zV z5`Fc_s;M|X@ra^aqDzFIk#_%~b$+M1wSyfC;rkBU$658JvYwAU$IZgf8tY*BowTz7 zY?>Qbt!@(dcj0l~_d&s2lofBq=Bl;Bg6Yc;2^MuNf?kmI-UBK!WBrGO4D0D&$BBre=2^{ zAjIBSfvCf~s2^Fd=`Ua|FC14gMKPTj4a9^?`k4YHTw_3I_A9ayj>VGRaLhX@wXGZb z3wqJyI}`*0JAhz(VbTsxYUz8Z3>#mD_L=(-8S>=*pbd>Rir3f7}-z9ia67i ztzYhpzzn{<1kWIl5`w5JJ*>)_=W5+SeKj(2?mjqWM4#JWpKxN&1&q&i36K4}%3Xm$ z=V5uutk@HAsgH%K{(ekjJsA3FSC(*#n9EDUKTK$bAloLl1NIB*(+Bq$YhQWvHJyfz z_LD4gm3oBbt;EDq@JK`Cr+lp`U#j(%a@%*_C;1s616LJZ$fiq6Cw5sf%-6u{qbZ2L zU~gifBcgPs-XX(WdD~j(52}+;z!lG-4a>=e1E?op&CE6pY=uS&1)SWUNP@|;Bk z3brxEp<<#9k(UMPn+i4H!6t#YY%}b-OsTy`xpN%dPB)bjvYRe;<_sqhH~2x#>(5rf-HwfKIiJ!mCx8F6uYZ#Blg zZsQcBz{D$D915T6uAaS06!c;j3ZMDhgnPOcekvnp9^we&G3v%mdl7WdVN*HA0j2KEh}3Eh|{|%b@cgS0$v``nO!nt_xMaYa|g{K4&1?7YDEv z!g653LyGUr-TwcLmr5~Gb6XWz!Lo2fx+vOeJO|zgoGmDF;eck)Uw)ZvAk!y6)NPdU zZ|(C4r>EIwn$FBM-hnJ$WSBb@kdXRT#EI4u`~wblIevOBL4VrMzNvBQ5{2qsSCcFP zcG^v4YEt2{KP9KX~RoH<&|n}?$vpJx4p3OTy_nHcn~J(bX-wx zIKTQ#$ALNra4jy_2gOBrZXn;6Y1g*6m5tFMSBDS{+%g&eAb^O=6E8MD1k@IEJ<1VK z?|j6y7)Rk%x^igDa$~J>ao~(^gfIcd-cmdDf$YIwoR;gB5wNG}IyV(X8`%qt{+zwy zZWGt2q<<6gZ)*(J87IGUa(hM(dC%uWAEQ%)TQi`RLv8jok&t}M?uUK^TzPvb3j&OV zB~f9Mm4r5{E~oTuLG^LEGK{6>jaj8BQt_1YesWqpb>qc&#+VMRyXpZ-DP4Sga)EB- zp~(u>N6Ys{$|gV*ob{TWciAE*e%Ml?mrHtfZwHu)XD)r324NCrx+8uQ0ip`0 z(HcR+aeD6*isCe?KRhZZp?Cg6LPKYHJennmL3K?uz`DKnT5T*uz9wz_5Ikc_QYb`g!$d+j2&I6z9}bT?hL?% zF9>zVLv?Ol1i~Hiktj6@rc(qHm`b@Lmk2`XhepoeCtTyPLg;kWYou3CC&LfFqh`=C z00zd;9O(=4V6L@02Oom&iLDSlY@==wOwcTMKI|=vO4KuBpwj&p`ECJL+$;K8xMQ8_ z2IZROS~M?jw$d032IdtFppfuq1Xs}C&4N`0L>>ircF51>-}QJV7xCvM*rnW{ajDp{ z(22iHay!aPfm?^?D)SePd_9n3Pezs?a?2J?G$B)vBN>-@H2gS63E%zS0$Vs*+9JNfdouYEvOIom}UivgiRRAwcC+`)51Bz4}4E zVo}`JCKTyIu6X3~TWl2XAwMp^E4p*`BNqk5*ZRITNnm=G3Rm|`Q?v6-UG>>YMf7&u zKZW{2r~z#Vp?!j+`o%5Xd!OCee>sbY-9!)0!;!$hU{(GNt1G4vc(t_a$Q1Z#ZC@cM z#k9W(>$OO(M$9U0)vWkD{0*hjp>*%4$1cMPC$iMjO@N8)qK0U|8BS4F+!9{alcRCS zanS)4HSEt}HV*fVj~wrQ|KWg9RPTz!p9$@zWw96}DjWyJV4t@uGpWll)VW8Hu{*%5fl^Cbi0dMVpw~}W{ zTq|SwZt+b%7}&@VqmNEhjG*s$h^OQ$BX z28znniVI$5#efFBZzpC$k6SCS%2TILQD;!I1mN7&bc4kS^UBgf(*b`rlUvX?8px-f zu_%U9$0wrzvx;x^YF?YW@;3K#__&c(Nz(Zh5h~H_f0zl1Wc&T@eQ+X zu7`5D`vgz5f2*v+al>w2M`n9Y>aFqt&p2mwo3#p=oiht)G0gFbixfx-C2&>l!piwa zM%##-^O@mshlAdHHS9@|nVRvLOxqu_)+q=w@?0Pxy)=7vQtqvrr=&#c$qfR_yaH9A z9Hj0f2vxC3PeQS%+WnROtPjkqld3S}d&UcsEmaty&m0$BZU~7I5KmpVaqI5CYJqKy z_SiEq4X~B1vWr2v(HzAl(9Dgn1@)nnKa`h;MAC&46Gmg)bl69(lO(E zuPD)Lvpu7)$8cM6=62|Y={T;6=eM`uskuKm>)HLdc5JvtV__o=_mUUZqRM9inDgR) z#SQs9v~%2VUkc^iaHQy-wV;yJC(gF&-3jD}y%&7sx5XOQ+X;4;vlsa^&C}sJTgps> zFJgfZMWj#J_*tO2#;2c4WBqfY@t~vq-w2+TEe93*m5Qg9tN5|2!}RJx*<(>$5FXGQ z%E*C^$W!dYm*H15X1uzuUD_O#$p3`L0ixRp6T{0eaa3*y6N|>}K*Me-K$jcYbpJPq zhG~R#ifH)r^6-drK4Ya%2ZU!9sO^blrs;V(c;+m|#)zy;BdUXL`yn=KxW1Wo4|9p8 zvIlNpz%49;^C;MUjfV-{CZrK+XQ7crzj)i?s`U)yLgCI|t-lXdx=2tJlcq>UJ zUVeg8&{(8?Rh!FBhHaOYQ+6DhFdXKLhtnpzO@m;MN0Lk4-0*W~)q1t@0 z4uNNq<$ryyR%s_Z1^@uS0m%)UogyZq$|-@o0Gk|+BZqSV?n+7T@lJ+0U&~u>4|son zCvb+bg^}Y&0W2=dY5rF^dK(_GeA6VxKEI8Xl*lsxT+CU&dCP*#0+ehboBGbRuYhGD zf~`NvBxZfuEp06jg%bT>hzreM9lH8p090jT|8ICkdF$kEC`U&+IU2g=O?DZ&&vZ4w z^JJEfbGowegySF!!R(a=4-3mo-$`=DeyC@C{WbmTQH?N8*G7+Eu|c z_(3$X=-t{(;GqJX9(w{=KFJ!!bJ__#`JsFQ?L8UIeeQtjy0*yKxN*1?H-ZHJ ze<1IHMh16yp(!kBc-x@0%nb_lhw0aZc-FDe3Q$|8L)$Aeqpv|VK5fUvI{QqDg8=wW zJj7M1oX-gB|HVCnHv;5ku#P`rLdu^;FIQ6ss{VI7270z| zFCcVa!85@0WurplibJ6B1$5?gEBFy^r=J5K8;xQp5AA&z{~0Nmc72LE_WaDrC85ZhH>Mr&7z2oWfb3h8&nSbc)^>4`HqD2S~ zocsV0+@sh$;{oBr`&B`CFM#aVRfo%%({L(f6eXAql5BP&EbUcRv?zaSrLWJsjqB!< zgB`{p8iyn|G&Z&GAv8WbAReR8m&lyg*;p*(MK_M?2jO4p6n#1Sek`2Cf)Q?FMp@ZZ6?#E-e)POv`YJLsmUViB`D>USiAaVc$vRd%8;T$`1v#Q7UJNi`5! zAtJy!c{p~cCq`iqW0`2mg^KI4MKul4p=6uWCM@A66B|UX8y3P5&t4rKzlzy4$%ld<5CRT z)u#Vvtc$<#NX$Idt8LKq!2H2`DH6XPPYbN?hziPMqsT7^v5l>prNh@|803dL2Ynd4 zD{~QXA3_ny;@O`d{Avf|q;nb!jv7tHwnGVD7#0}xcg?F8NH;iINJJUCFhLZO^V^tLUDT0m96Sr*e+4M@1^We6fm32%ir4NARt`Ox z{xTM=IT}{BruD;4*yc^A@k5aLHkG3AfnHpt1!J?K6Ur}Uuiwt6r7nHAo@qs(!L;f| z4dO~aR%+!W&J=1x_MTpQW5>3PYJ}XnhRtJpHa0iW$T^SL_67E2W<`UY%(@^;FGxuW zi1J=h$7ij6h>tT9p-crq+IIzvoGf+{_gMkXVvl-_h4okY5{|aA=AMxdhXg?^gW>Tk zag8U}P2%4o>!G`2_~_!VY}?ZJj1k(^X7kM86BW}1X&2)rq;#A3>-#FNGLubdT0OYTQNH1h2?G{Qr09}WQkC=Mp+r5o=CEYEUY)!BA zypTM}XiH3On^}#a1#t*u?CpFtJ|HB3zZMLA@j9IG6Rk_bz^s*xh(hQ@Pv(B$INa** zg$nAY*h90d1Kq$-YzMF`Ry(~FA5^h^ur>O~E81$8nb`Mv3LXI{uj9HYr~MocU*$Qq zWbcOLL{5y~ixg-`(!tbVQ4h_ef$VQ&Gn_KwLxqU3cmBDmJ=6j|$fyB($q;t&n%nMot*Et4GnE}E?Cs}i&p7fPav^&gb1b=Va^n+GTAu%e`3QMZq z0q;X@0rH35(6N@kj=aR@VUXh{r+TdYT*u8+B)BRmf~uL85R5(CP4dH|4dn6dlm3Ye z(7c(}iMU&8U=U`*9quqxHO_rExOJSH-kh?f1iGJjBQT97+?djyq^9{_b?LAppE(t3d5-bmdIN4=N*I{7;h;vI|v{mVn!k< zh!uw#}6%mWpfvccpAZY!`4?ErRK4Wp46h1p_~SIdV1e zZf#ZA5wJT~?pVi79ivy_gt2iRr_k%$m54G=9S+M8qP3*U!!9Pwm*yz-C=<69+NzW> z7cNTXkPP=Z=C&s(5-<*UO!CEa7GdN{IE!&6KF(w8nwD%Gf4S4CF{iX;gjCWqH(y5LeGdrRs zIVAbVfka{&fC=OmVxEC<`Vig)9m$B|Nk5=DTNR%YjbJ>@DxU9?-POdvV%E?wx-rWz z7@IlkpB2!S4wsylq*omi%8QDMnmi#5>fhn=`s(`h`T*aVR<8~uoN_JNW)GF_yM4XG zr^FcMNb=qXojdN%-~B7`+eLuGC*llvYQwz%y$gzXlMg9cOHl5=vIY$=!{E3zlO_T1ys4h{{~QD82gxlPNPgX|M9!+@>RYDUOtjRX+hB?Xw5! zFPhNy!o5W_Cp62Sgra{K}@ONy~&Eh}S12jjh zQkDZs$#eR%qeT&ww;5BsL=}DSOp$?T4>Y?9If?HDy6ToIdPi{4%-<8x>jj#=6Vu|p zs2+4O$?U*6jGPX>$1T1_ex8--!2J@_8QJ3A=@^hjDHlq>ILH*64|4Q|<^%OUl(%Y= zvBJHjE@k1w_|5D!LNVb~E;9r2jCiI#GADi4y9mhpIF?=<{StL=loLPN@eBM4FpHGct~PM)A?9XeSG805sl@ki9&qg4Oxo zUbBV?{#Cd*M&=={=?|ygg+27{5JV2TVi`m3R>tvPAOxJ->=3>oIJjza+`c}0VGjvk zyDJM&L+0urJ399@UM`JM3qciq2z^h-ankd$rGaz3mi}bN##anaMtavoEml;>cLg12 zL2!G`Ou=(4kBIpVGu!Fa_NUteVW}^Y8`UI(Ho)Hy{vaMO&4padqq_bkQld~R*^^Tk zU?$Kmm;7?&)OCiCs3tNqa2<8K*lN~l&^JJ{pB^!+ydy82$cXUaC z#H2&GUncpH*ZAF4~YsOH;2zKj1*B-dL455t;jRD zo`^<~;}zPf%I}awbxX%nu%boI3MZ}i-fSQ;n_Z1k4oxSC&f}@{j0dRtdcR<_pmM|# z(}on+OLV!In1ze?Yh5*h1R-^d>JC>_s68NLv-(ur|l z$M-U205wT35VFgfZ-W%f?Ei7-&s(0@@<?r66Yze6X)d|48}1b}yeA!x4t&qsDwu z=6Q#(dYX-T|LC@0IxszCZ+;9wf&uI$b#Un28hP*`vv%u<>szqbQrnBwp*RWa& zP=2eT18m#mE^c7Gf0Qsup+^U(p?POjUTl-=xST$YHf{MD7ztuRj_?Yi{l#` zlR*sE*}fIH7+R|X-v$e-`(iQbgic6z5$fSKACBUo;-EKn62Aj;&mZ>B4&jmoY!5mR zY(F&va2}I?byGE1IVseLTa`d7#jtxv^&P_8+>OpIyP*>4#1N!@>-m(6NlqGe?d%v} zLxs}Nbc2ICkRUzHY{?KBb?paiRayb6+n+gXf-{{4GigWi2dWO7!FnXlm6eh|1?^jD zK7dI#woT8wCeoNRC;sn}xai2QG>4oxW*ldmavprFnPYPGN8h$xY*Qh1RJ?YctS3ds zw8ZuoMuBzChn&Gv+_r!bZ9Zx|a5S!tQajwEC}A?Z}VG#mB1(i=wJ0G=h#l8b5=7J8wS=^RxX=)=QBS~cS9V-V79TT`i_-awkLw+6l2U^W ziJBybh!d!uHlqw4E5>>86;rshCTM*v{~LSCFrl-?7Z($Cz|H~tJ6H>sZ z1W`r!RM+2mIF0zcaGV{ziwgcd8E<-V#CV1`mmP)Md;us+U&_y6za24FX8{@9+n!Th zX`xLQ6luB`ZuN^J1#W+zjnmuz0>IRi^@ZU_rRjU}@q-SlyZAXjhnifVNIIdJ&<=E0 zd!9HUbi4Ae%M|>}F7!OS4P~4w>iV8jnr_qQTs~D_<91Hw>d?C0vBJ<48{;Rqu~ERs zH%s{kV0;f(-8I!rwk{I`q)R==gE|%8y-A7e!6H%F$G2K+Vf%ZMjfh*9m>inLD-c=E zus!$gSU;Do*SFk)OD|uhrn2d6|GDi|6y&LMDHz1^Mix#P6dT#@T&7Rk|$~?j5<@iV=2(zE<-R62m_swq= z+{anDNC8a@<)VvRLoDSOZdZ~3MdbF6@UkQ+zFqa;Wq$yjFYrH934Y+X^pd$=6u(8U z&h-v7i8r%Jw?rFYziV@Ddr~E~Zxv0PLzMotG_nXMLpe6JJy58cRYVKv)bh{!O`WmT zl^Ua%*~u_D*b*2%*9|;;WbuO;@t{@|F2B;oe(4^ni%T0Q>_>8OIC-`V^*;()+FaN} zn5*y=tEEppq=1%Y?3^AyF^c=_bA^u$*2FG-RsuNdg;d82G=Ylby`d~%7nCH_1J%|e zzp>3)r>;G+OQ);F``Og;#^X<3HCKj8javNMi0$Ts-$gRJkA?3)iC%?>yBrMh%6z6B zs-t#zmRS^{?|;*J26xx+V-FWq4d=rI>YYB~g%&t&9?&Dg97m^7+$>em$e!4`JW`8q zllzTMQf1Mm@&>$V%5mjbVGVWwNND`JP{p(@+f1XTwX`5*!rqKCqPpn(e%Q4oAJNv? zDHe$*3_4g|bmNv;>Am2lhq0^{^|2_u;Us*yPBFHqfAA4sv=|;4tS|tix0)}C7%~8MwwO8=$VG^mNO4kx!H&R z`W>mVhC3VKNvyscdAwlQFJ(yqEhJfv}w&UV{r_I&oeQQ&Z^kWM$qjy;IuJh~3Gtd@tJ52lYWw zVBYi6ht>{C=l^KhNsH9SU+$RuR6>}_$-iNN8xMhd_g(M&;i879_TxXJs=p?MdtrB< zqK_~-9Es>@c<{Uy^_IO*Q}AZM0BDy*SNKMXFt?v^dxh>v?fXQY5EvIvRYW_= zmebQ*Ho~hu(gT-WcoR}>`7a1t_;{^J{x(0vKQCD4N-6SZ*pVU-++{=4Xg@B)a*#j^ z1fwcglGnBCV%yoaB9e1#(cJhaynxB!BQeX`mk<$7(>1+wiQd6Zw$iinai;O-Bs`mT z(0}M=K<0~}0X0fRoqzq@AFrQ^p>nIpkG9fjvCd3Ozsc3*a`joulv#&XCet85u;K6X z!C5-WfFygx`{XYDx;2TGo$BG9rpJ?XtU%ue>5@OmiK=!`TYN}<p+*oh>|VaiFKm?F;bWqV_a9r_4FAfGMJfcOv-RGwJ(m+#r(%$>_36+ zu)*7u40C&``Hwj4CrDNns`s9J;x}@vEWWi4f4Jv>SB@Uwb>bNo03g0P{u;hzMxJlm z7fY!1#{50MAoxPvi6=ng>7d-IKnT@p2t=S1I_xn|$2`Qr#nYL2qjzcn)ZQ?&OC1Kl z&=NHn4cq0MDE>#!gJ2^3V6bi=nRV$-H;7h-CxBLR=z(}``AO=T6EdQ>b%bF~<}G{$ zidOu~Uaa<4=AAS2o4>xbL|!Qe!8Z-#%gJ!| z4q*o+b}8N=kUR%IkB(1?q@>#2C}n}L8Y~*F=xG9c9Be5K)Nzee04v6>;1>mCZBRavviZ0?Y`JZGhKw&BB9ab7?lWEk zDi=w=!9X%(D-r4^0j4yMyV!Sa0#GrP1MpY52=RuJBsogGQrMLkYxIaEQR&24Ff41L z!#D!FF$oclTJQ{-@h2S4Z^@VIhGaeJa>sKZJho42V9+-g3*FPcz~>q4jHn@dEj}UD z;y<951Kz0R-b}^_?j?mzJeqTdVI}y2vAV=Wf^Y#WzYcFRmBVK}2boJdqUUDaD~4yS zRGnP8L2G3Pgv=Dtos0@tvaU|qZyznsT*%#I+F{p5~!%X!NP!zx9hLibjF{av{@ zKb!oCOzfX#!UIO5kA?^J_w2es3GM|^^iodVzMhHs2|g5DS=(aAyQO=EmG;eSsg8T& zX;f)Z*<*B4Vf?zb^s9s!?+FWZGX2`FfN9s(V({Ucyy{ftw+`sj?4Z>MqNuCK#lG#6 zPz1TWVVaCq>AL8j5~2Y^RZ+EKn6Fyd@W}mkNwIO=vh`Rw;!p`I^y!X4L~7RyA^Jxx zN~1|7xQur%lE?9IXS{pDJSMQMo$#8@Ui`F*`DI!RvhM_4_ zin!jNMw$ST*g7uNbqI5I2XTvUQ&Rvr$E2(AairZQ%SrbDFYsb;F?X1Q(jh z7WRj}J|iRNq^te!LfaZLn}1-m<_RpL;s79w^0@*t6C|j?Jq-(jJ#EZp$-*l*#BPS^ zRiU~&!bFn&o^ac{Nc{eI1e73UZ|&FnyC}+L;`4;st3a~kpcz{Bb6)9w8hG&H+ybX5 z%jU7DpS&AsEYQrdby>3JYT4vQ#Ye*Sd`n3U5dL5>&bhSY!-aa@;y*W^noCP8q3DxP zK$Zcb7iBN|*_DXOTQtYqsCVc~d(ud?XV_?f;yD~^%SV3#+XqKZo^IP2DM0Y5Y)z`D z(K-3P3BBuk@`0s4(lBgU#f057hz68Wn&c6<3JEJ%HhZvM;{_t0grx2B3U=I$UX=pl z$hZGn-e7l$ra#uo)utDk22mN*v~I7!v!RyxT}W-fQ8!Zt z2%_xWDVh@Q_=Z+|mWf-atqNOG0amZ$GBEr*H!l$&rw$5$ruKk9&x?ZQ{vYsU(pbc< zfsp&-5RiWCML?4CNxy9*2)2KY`!cT8KD?u*aY72;Ju!@!Euc5z>T;ogbmD3>If<7hJ4&UlY3K4AfJ4;a` zxe>1mQ!&IB&kU)W7#DW+hhVs1= z`0nD9Xf)z*UKeIC;p!pe)`wiDcYP2Z`}c$*Da}$q?@i3N1=i z5?QUyOt9e#0Q$OAQ6B5}C+x|VvW`Q^d4_%j=RYUl1ga&I98w^X_dqog?w=>@%^{>^0jw4tZ z{`j<(jFE^xbL9}_kGd8%JY|I6IZBQUPW1dZ0iQ539S6g17cJ0zk&3hoPG!-O84+C8 zMQ~2)CeR-QG_UulS~*I-s+w{`&nr5GG|Ysc*dzqxR4`LC6+Q~VkpK9^Xi%V4!z7P` zQ|QzNxtr^R;1Co{J$JVd9S`G->fzp5ertm!G_k9#{Ow+}ssg>6kif%iz7}93YgsJT zh_B;!Z0?l;Yb{UNO&{$%fD$rYnuIUjf)P3Q3W-F5GQiIh9I03{W0YeexUq`LPrfz|KY|}w4!eX41Efo*}kG*b~fjrD7z4Y7juBofx#Fwl&*28X0e3uQg zESeN%Q=-z%!LRt5>ZM_grsUw%O2>5DIF;LMg}hIkOn3jSA}S4+;kQuw>+bcIM(x%t zwLsOwsi=imICAn<;qW`O0Omr7a{b-8Q1(+%i1}9Jgj68?5Wk*gt8@d^$WQd^#}wh! z`~UZg768Pxb;whRLU>UMDcsOiqh`0J>l#jMtn{tldTE(MFq4)De0KjFfym3?`e>nR zD#K~DvoGgt*1E%Z;9BvQ$HkrcYG`GV3xRtvyb7|&;mr1`9c4d&ub!X5|M&I~OHR@( zBZ)?U{Xp0#tU@fWfrcb@nQKQ!?zSanp34VHGcuW7M^k?f?i=eoUG{m|!iB}#IAWKI zYbwvlUq`k%kEnx#;uDF>ch~sK7XE66>LRkFQi7^W6IpZYYuXpuYl=lIiiV-Utndns-969(#Gb&pU4=}4V7AYSJeWE}EFzVs( zfEGvefUZG?Fi!+ZDg@K<0z#2&@JlcxVDPPH4rufj=rq^OhA#`lh!8GO!+~y3lucr) z#4;QoZ$5068!`0MdflMcE|ppKyAAnBrMmcO2=a6po|uvjBt#$~y^18gIIr*d{H{-6V@#%6 z-g|t1fLbuHwEVeMao@q2h7>5&4}wP$_*8!Ch80I#vZ-iETW~dYS$SGe&I17ZO(3o~ z)<+R)Is{v0%CFR3<4&@6M)lzj%9il4>;W08*JJRrX3@O4bxl%EEBF1wb&x%)n0X-t z-xkWbve!60K$H2|UoYi|yWpySjiFxDuc?`7eUQ>WG znxcrvS{+<8IVvCrdPb)M^u}0Bi%Eq7?9ssq&9JkAM@@$}T*Y4!^pOi9OPVe4fl~&K ztw>l$UeRI{|DfA$`=#~?9IrcEr%caliilz8jAm~doN|i)RI&m7aUO?Fy6{$$+x7vn z_7xwI_w+j~aBjD|TqG{IaF8nSiL!TxeKDSqppK|R;BkG1t1Zr``!|zkV$0$xueXz# zJw`(>+e+>$+lzViA>rBNe3V&&=+fZ0$1m`6)*BO~WcT*V#bGf@`TrC?v(W#?A@c3c z1eg-7Yr&NtmSdRQWs(@tRZPk+KA~LFX+rG1$Ai{>cGM+T=YMANW>!c2L{-i1Q`0=2 z^RqU9a;YcMmk&sWwyd)WoNJ;=+$|jV*m=tZDVD7b?uujveVNU6nIbBNna~6J(`*50wtWQ11Dh4b%%j zk}MS0#~#N)&K+9d$+Xn`SWoQ2^uo`gN-dNB@~2i0cVOFS0hgvsRGOlhvAU%niWTe2 zcr921eFt~D4uz|~KMHaxl2NZ?R464C4IBNHMEXS>d6aK!CG`&bX)t zhR*fXf-5knY+l82=76?8pZ^>8g;ut2B>H2U3;O*bfNmX6`3;+uu}rab5@cp&b*w0W z^#89SAs;OBy4mDu0Wp+l0|kk<^Qy!AJVCv9ny!9k zP_?ZWvmPmE8J3U&4J*#nDjk^RNKNUg1XEkN;;XW4Q}m#V`%}pEWA!dn!RknzUEX;s zyX%>#BaFqB!USG26RLm1PQkpvudTvHK{*Pi6o5?t)-O6CHPmg+IJ=Rdq@zAj{~+Y< zClAU?#2&#J{p3ORmE(fC%xig4@P^HwT4JfqRXnMJR?kWo{UjSwBr}mQ zLjoVGu?RBM#FS3gwf}D>MZX}DI6B%I-tZ#z%R1zd6_C)Cyn718Y1wo7E%XBr(vxW+2 zSJ_#m89P(ansRDN>obX^V;Ij(u_YnrfX0rP@Kf`^G4!?FStuCd373=6h>!;I+qae9 z9>`$h*6VC~OQ#!vKv0CLCtQ=jdPr9A=Fn-12~$6P7Ld$Ej35#<+#y+PG~Ys!2;QZ+ ziu`-c-EaZhi>%fzmxw3(pip&oula874bH(Nxl%~!Gp;9%aDQ7sdyVqgz5#GD$z^IK zA51@WxF2l`5~SIWE*6nQb0*peA(0Kl-L*70+F&%7`Jpsv{RV2nPkv=bH$G+(hGU2+ zaN$%UY@_*aNvRhBuCQZMQ)!LcysecnMIfi#)Q-#5=@)^P{Z5z1dVqgzS8kzxI@xgX z>QGo!5u|0{^eb;5ZwGN*u}n)GSTPvF4ToG1q@@FAQy_D`qXDwA#!8aR9#FF(Qs`DL zVT2AZ%vP=Mu6_XPG)oA91OqGKD{lZ`y;!Yo!f+#6LC)%Re+}m!{Q?r{u>bx*23>TK zePd;C#1~QTJiP|JlZ2O+9{(H(H3=G>yO8cEUI5embyG_=8x*k{uR9MwKI>Ys0>nm@ zWO|Vmk0V5fEKEp|N4L)p#*Iu!>9?5TfuB7`UiUsrqO*t46V~XB*(`kiyd6|3GU{e~ zOmiXkpnYPg`MU8u@dmTueH`wp^I=d~3AcyrY$0&@vY0#+ z70Mtg{yjAU1J8|@Psxu%Q&p$Sgti>IlD&zfKR#UxjhFn9xzmFT7;Dy%=17c2fS05b zacC36n{9+GLeAvQ83tAuD`9mo^f}AAF38-yE*=K2)1dM~$&xQH;j&v7iBlWq@u8@R z$w&dl`SlPhK>*hO(`XPmlK`y7I#kePX1iZ3`SS8(X(35Po)LH$f?c#FlFB31UQ6uP z{Pmp;19%`)hxZ8{A-vuvTT6+U5VnDQTowbR#O+zxbz4y>?^eiM8S9mtu-St%%c_FO zrZ$Mcf|G@5QH;S+(&^Qf;R5h)<17}+w!IILCFFn|`FD{uI*QDmOXB>`*|QYgIkcPF z1UXZ@&Gt*nPTZBZefE%@<81X!{|#0`r3iJy)xGOFTH{dq^2xDGgQGCznrJcwN`@=C zK_e*+gg*g;I-_~{Ft+5TUv!VA8>TSDCy(gh0QgvJ2ON*w@9mpi3^C_@ zCdr*BU^hkj9MFthqxjFc4hbgiW~O=1z+i&!F%0Klw&30}nr|c?mx?_(zeMYwNzkIR z)EQL&R{Ye@*KmlO3h~=jp5~v^cqkRQjpWC|Xa5m3+t}dvSd-{v~y`lW@tMpPN7s5Ob7zg@qSER5rWfjp;lSC?r=eNZZ|1AHLbY zk@)lcB@eA{8W)C9>2_3ARQd9@*AX0@PrASJ7qr&K;W0&s30Qc+C=Hx1X*5wmQjqAJ z;IC>IyAS=tLbGU~&m~E(pj4%ZtKf{V#2DA{A?Yw&$kac_*xvigN}OD(!5w8wmjk$d zcRVAFT`l&B#@~nX=Et`RCvm@5f?Rym$Wr7Dr{gzlkynm>7JeWnEUeO6h?7B;IXm&d zVl>JNrxUBtrRPZvGL&gw@O-9}>iMNZ+}q}aNvt>K7-<0_krr>Twca`4At+TeWh>!LGhS5E{^{)uqy^jmIY%G8yCzAvubUD# zu#EJo0Y5n%2ei+J^Ncfl#kIXmo@CI!vgCRYuOC%Q$tyU7U`Nc3VQIKxP>$;Gzj?wS z8I=9zGyY>dJy-4&I~l25d<&Dmv{oYQ(j~zMjH*OhaCSr%diL^BbqCIbgSL}M$9oXH zEQUGp*{j8gJOAH!F;Ng8Xx{XCmQpVwA7ViXn&%=f*uf$-4tcpI^$AOJsm$RIJ`TsIK?vxBjUa9ehj#hgelN!j+;h3r&3`D0Cei?g@pak)V zf7n#TG3|54T#L5C(`;w|4)zSqox@k?RyTA!eilCsJ!ShTa9Gr{fWN+|D*-r3bi3A7 zzLQbIibtER3P5<7$w1snZchmzH6jm*&{vUonvB31Ay&)zEe>bbgZ8auGRsowUVZNs;afg<-lEd=b6yg zFvkV2niDcFh64(;1Le_+z*MY3-z1A4BisF4D{@5Ri@fjS+y2RLaW6ox64(n`lwP02 zb%~?GH9d9r^B{X=thiRrPcPtj?e9O-2|eJOBBDdJg)OrZniG`n+x#1-@WERL(L&$W z?>?apVqS#nY8f=;4i*N>EVRVM( zLSv{vWOzxL%`m5j>Ez<;NA=f#D1blbSF0XPaBAod6I{zF!yu9@C`HbIOl`B)aX<;8 zHhgu=cb*<4AFSqB#*Abb_LsKmYkP(G3Du~JucLo$Ef2V=t7!kUU~p?eQa6Q1C85#6 zNmMu5gA{&YhB@U^ggqjI=xv5jUByH*JE}OiA*r7K~Q?lv|GYI)~@QGQ^zZumTa}+brj*gIualfTRjr<-~G5Y+e!EuvvO!p6_D_; zj7N)Q2}|8$bd8rS5u;!IDGCmzPX4uVFwb%T?ZweyvlUeLyfXaqC6hEb3N%6-%dRV$8=Wxy#mHW)yuJ} zoO#)O=;d2AkR0zkzy-Y$hXZZQTFncixCmu%5*fu#JhWIT{*6aa7 zz4c>bJVU=ZXVEEfq&GUdN2AL5SQaE7cm||uyGG>y$&a{Gv$!~2ATu)g!Nw|35M?fE{<<@{As17IlrmmZbd1c z5Hm(p5+Dw-3R%KvU*>nZTL%>Loy1z~0_CKAG?VW_fpTegIXPcDo}9+VrCgFIk9mwl z51k_2XS03%-A&D;b_;0%tL?mAV2<8(Mget4>fVz%>fzryfD|E0@1)!nO}*v3uV%`c zgQ6#d71i8zZ}Ozcb7B7-ua43x}9490h>B~Y?)wEPW1wjTRSa{{`DR+?sNv$m-_~2Qna39N#X2A9`RI2J3b4|2vdXW#9A*b5uztx?V^JnZ- z;WBuYqe>X@odXJVhx`4w;u-l9@&c3ftVq417L~fHMxPiFEO&mHKNsV&EJt+efHxlK zd*O=ibcsCVhH@=ZN?^9IT|e8CKc@Xn*uuxoQx=tIUK4n#^XsJZJapvLRSw+I3q@S+ z`a4&-n-E2S8*Dwm>m6aQ4Xvrx?>`lKC9rs#dFY;X!p|rSE4EDh`m3J=Lo2pnM%J)| z7&$J|zRuK&anpw~7J+j5YDC%6rW%?9MN|9kFP0XeR!eE0i47USd+-?485&6NumNRP zf8P9+u13rZp}PRXg8|n(Fr`z6?@KkrS%Z>s9f>1v;lKEkQPpyr&xb~-xuW+cAEoLO zs1FwSx~-pm@30bS$sJLcXiWk}+$C8l8bI6;uXAMQVVTLfLCq0+eq`eM5lqrvpZdE= z*s>{N@o#kVX@6yMbyx&K*npWm%8++39*?J;Oq|LjJDeq({hI%9lz}mYi7mEa{=f08 zv)qP7Fs{^cG-j-}#-+Lz!1!VPgf?N)*I0UJ2~rmb0x91H3Lq6l0QuHyD>s>dU#`(* zoF|hpc_VxY z*Hkw)KoEYmlBwDER-ye|G^F(eGA+5bFN&(ZlG)d&A7?#5_l@bxpQBPkv2rNyjuT9A zYNcW+u?nwL3pf8ZL_~+Xw`#Z!);pru=tHs%YW=RbTw(r)yo{J!9P7zjUm=ft;gdke z`SaBWlgH?7q7`dPG0*011mmbg)xz#QL=`<2eLfbG;5)#^o^E zjkIVRgWVRIK$}axIP&-pcU?}Zjs$_tTdlky0mN&+Ft0hhDhl}-D2+3Q56!Q(#9tFb z$Ghcj-{IlKuIX1_(Mg^>jA#%ExQpprot?{;rG6-w>NwrFa>dZ{;IX0lj`or>OUT+j zqXgAcF~$HmxXPSLC$(f^txRGSrvG>WGzmUER!!;| z=3-^R{qZU()EALzdt1CLLaed_Bst5_s<&Bd&7c1PH`n!IjsYP{xIVv|Db6Gy zpRo{qFT^L7JmF&;#02uv@!#v4 zdL!}#cEBm{J#**I+7Qh(iYyMS$cMie(B_Rl1GaC%Dz5_@udCCdbvZl zwh94YM+0LG3^zwi(f2VrVIB&MXAA%m&iI|peUXF+(Jc{n0~1;P@-xuBSewpMn>lE% z^~>`p$B``UHmTJN)?#@+s=l^kPxB&(@m+l8+VEmVS&Lwx-)P<4mL70m-3YyFv@UVT z-+F1y=Bq)Dq9o{s$y;M1KbSPCZ4$ZoVwT=@(pp9HzSm`Q5FMfF()PO-;LTO-n+t4= zba&S|A9f&ywd(S5!ZBxj$*N2knvd4cNerb;kBCi0U?8MCkrrU;`DXGHfPDq^UM@(i zrDMg(+TVD6Lpx-Q2rndOOc2g1*DbmxG~AZ4&0BC6G3e*GStRKBMwKm`d8dQXI0msiKnYPHjIa!Klf?2&p#KDS3=DabQs>wPj z5;_klio>eb9H1=rAkM3pw*q{@s8ftq>fR0zVUf(ZR$ozg+>fL?R8HhyTv4Vyf@3mu z9tN24o3J9b)cf&$XPNF3fAYC-Q^0M^(d|*%X$u;79pe+pk7TN|9%@!880*p2A!VcC znYQwD5Lv(ey{?elK^E*1iaCB3Oykshpmu%;Ddaz#`s@P7=kLUZ)|V~Pqd zHw+)6MU(wsT%Wz!6jk>pX`AgfH1VZ2o6KUxgdYO!H=QP#k=xj12nd|0{^H_1;{Us= zoN3y=A!4=ApoP(*c z=;~z-J~y8l0g2p&it0cid4!pws2NLO9+$Aqp{H_alwzB2Q|vfqD_)CEQ7zG3Y46M_ zk19}T^}O@Iz>e_G$lrX?L0R%ldW)y&zi)*Nue5enH*gSR^FU|PdPfJ5X>8ODS3248 zC^3KNlUwOvNdRs&#u>YcU3kGQ^txZ$jp4><&_3W?`SJ%Pt&7Psz+gf^xU;SeJII=D zg5(U>BcbwYTiIzGi_ht0-Svb#{N|RTvo_RK;ZU~uH@D_AK;}1SSS!|-!iwd3!WY>) z`*N~y+rE#o8x?6bB_e$hpfie$TNSdjpF8ynmL!Q*t>vF~SSWP*%;{pg*#;nA$l^F^ z=j2(8CY@nJ+)U^>Hox8G>a#=yuzpc7q==>r2^17EW_jurmHdGTJ3oV!rAt{ zTZf3>wXX>m%Y08|&+N|KR&~Pk+6F-7lr!piA8J=l-71B;S$l2!Yl+YdDhCZOPEa z<|^a3==9NzkYYwPt}%ycx57y1qtH>M$1&2<_WQy@)?!(;gdYP$olyR%*g#|a_G!=8GS`I=Ybz+L|$s%`YH)!$#I z75hj0K z(m8!|#j4UCRNaXxG*^i2ueaJAeDIUp)A}ykz|;6!MzJa?rvU_c;l74{QuC!9YKH#; z5Jg){`puaHQsyw+GG-^I8p769s3;5v6ouok+N3JIK_Ps>ufW%#+y$wKob9SM=~Lhq zUFIx7YMZ7c9zA}(*dU^FpQ;adMO4zfjDU15x!W|5==ZWE4u~XPOd;ui_6=kO?=6pM zqv;>ILR?|oQ={^shY+g13LO-MlU$^3VrSu_sC$TF7zN#%>7#b%(O=c}5w4`##vm|S zBzDmkf(HlvK-mxh2`)CTLjVI6jW~x(CI)0vpOn6aD_s{ncD)rogg{|gE!K=y;Z~-? zGWYG;tzeY7_}qrZQx3I*ZpJPj{M%UM^*48XvvYJGNF>GtpYo8Ms_<|!j&#-|BxZ=y zJeY9SASMG!5H0@p5?0MLCwSgUt{WD$VXS|PD?6ew62C_1b}dT{&rZZ9DXD()?`WS} zt!>BEuiOZ-HRRfHuqO_YUQvf_uRv^_o8{{=EW%NS$|OXgJ2sf|6^QWX8KsgjQ5NWh zdM<%9Z%_Qm+jd1D4`$ecHH39l{BMis{c=`MjXF_oToodQ#3d|81#1%Y!0rO8@ zmJS5BWl1}yHuQhSs(lbmQUV&QcJ(k!5Diuciv)?`a!s&w5U&IH2R*X$1NOEr39wF! zDl3a*T_QuJx_gMOu|KwfiD5ZJ0r7p{u4C}sRL*mlyW@QY%#(fC=Z=nVqLP>eWaQJ} zgbXaVZD;6CQ0>0K;O4tql^s-C80ODQ?r1sC9cV(+(+_S^FNtfM^(C>d7_0ybupE&pbH^ct3yuEd+QB1!jA6iD~|B_$vWw!ij@hkYr)F z8^j}kEHLGo0K;{8M68cG*OSIR<|!QCmFb!|lDI^m$N073k1ueJoGZK7EZjA|zZ-4B z)0%>$7_~2VacRbr1~bki=)@rIFci1wIP}@;{1n?rot$>otLLIdz4}sFTTpsFyq2$I zhS|jB#s={@voR2ST-j&uD*fu;MYhJ-LwX^Lwig?+Gdzu28SpeolH~@qRIeeu2CqV% zdh)e-h{LR6ooY!{N)8@CoU6mo@^pvTa&XfYi)&Jp;Hbsdw-=rj6$xzEiI`!}6vDf? za1K}=rXmNHU;a$_RkVzh<4^DK^%IA$zEx0zuPvmGD`UT=WaPH_z!M`ESir-p0ruS_ zxeHwhIOCnjPz6P2Yc3f<`T}h%=&PO2mPhGMcWHb}nx3=$D`W%b84v#ax4F4qq@uh$ zG_z+5hHkE}Qlk}Qv`I8RHrC>1JvTt8di}R%6OKpYJ?i183JsYN88+fI`L&---^SQNejr15y%Bh1=^Slf zCK2=esJfipjk5=o$Yr&Hc)druy{x}Ni48C#v$DwdS;k-mY>D%q9E7&ib5nW3)=m@e z8VwzwB{d!xT=HZXx(elHk&2m%ZzP@QXm-;Bwh!kz(o!I;$aL$9=#|)?DQ9@>EzRnr z1~=umYZj32_lUM zN{ipI3$|+mctjzHUYn&dipT*lqpWhrB+epTeygCV=Ac*VzLdcqRK}_`9U1K;5gO7v z`A||Zt?F*`!euxcrzK6~BTjxxImPhpE;D3Sr}k$-#-<@{U-)TkNUIzVbbe{*9= zn~T%F4=975OLr(2U8S&hvd+ih%+Y;TN23p?7N~P)6+uvbhQ0X-pKw_)CVLOPuMHN0 zRJWX>6U@Qpizu7}f~n0UtsIfDG7Gc;1oqo=nq|od6~{`uV6QicNOBtq{bN$Me=l5| z@X?0651ORG9CB*q;e})Tr;3M{5z$CS9EiD+lkrS$#SN@1aUZ=Oh0mm5t4BqP$MKcF)3= z_2(OaDMjzd?L0@+X~PLAEr+>hOJW2%F`CfB-YcHb7PcMH zWZ|RmVhD{F!s@B^al7s8)xGI-R`2@1q@>D!pRI$=<;^CacXE7iL|bz+7?mq5b~3gz zI@6pI>md%n77ZzdMGGcsRE*`wew%}0G_}Q2H~nynStH?ebbDln@q~z6&U6g~gT!XF zm+b~mzfupAJfKjFX&+ulx|#mu7!C95q190VbEwpq0Bi3Wut6Q0Tr2%hgSNa(I=!JI z`52s8|DNn$svH0Sw~&mA8UXVe0)yCKIX4}$`Z{(VmvGmK;Y}K$J*prf8bV$ozz0Tn zYdckjGtd7cv#tc=DxpvsVJN1CAL2JA$;kB3mSJN_K4T*QuL~Wi^x>T|v6^@{`2v1LtDtjyC&+oq{n4%H4%K2Q}DTBl8*f}yy z*;}9uW?&~}mRK1!Eqeh?&^iTevzd+rkrFqoFj5d0=#Yw?;{jI&DirEIagz++m1@#J zbifrknrZ9=zg77|&o+2gzqu@-b5N$p7kHH&l5pLDlh@I4UzZ5a z)}2$0b^K;*sg73{RNN7;B>;5nUtrf(voY3yL)yK*$)-~bl6LSN(Qb(qLCjZ7A_MSc z&$m~Hq-c=rg>lF0AWlMoi!HpzuLP}JotOcZm!|?KCoD60dyREHyqCJ;nL%2C2O$QP zTUqw@4@{6i0q5#VL5`6Oz1GwORiu z_!3FxUbxx4YQBLiD+?*vfqua_rk*&ZHf7A$^;`@`#z)jgUMY1WXRbCha-`xQt+Q?p zXiTzKEPJ?e*5r_E*6|SGPj$V@c!94vCr-Y5q>IE-z%%?`@0xaw(GC@{>oYEvN26eu z@WPYQ$m1vIM%bAeylK|S9FNA&=ElMo-9zk~6*5zC!#Fi&WP}LsqWli+FX(-u^yu1( z&8=46F+mL1wXPBkOS1y>LuM#DWlaMuR2t&*IS97$Lp+r0iqw!RcyF$BGI#-m{F(Vi z4{55({r3&j-c<@B?(KIb0fViu8w`nupZH2{hp{tr3oF|)^Ygh9LkfJ?Smh2ym=sfN z@$g9_rdl>^7R1lMFe;&x(AZYN$fIB0X>!&x!&qwSrqoJBGMbY72ibs~`%J}==(;JoX#mr0MjMCCt*}S$ z{!Q4Ci+!RiZ^mNXs%D}!K4amv*hERcyP)(fw@qUZ{I5D4ThDw>8SgTsB zHt@HH&q^$@LF-94{k;U@2OXqc>E%|FY}-)sr2%tzx0u`k!`N-v@TnEE>2hrHtt@W)BbgX2= z_H!Lpu&2N)&3{*E%2yKLSyUkoGZpSBXqX7SF{=z04V@M_{7jG7D18j6@f*{BB@ry| z3v8}DkgrJ%1AiW=Kw*mt>^(>^Xbk{EK)k<#VPskE!2S1^K_1D(huiJ(vxJWZhus)> zoQDX}$L(^#36sPOd~{f{C65vg(S#WBZU$B!r8%7?+zA+vnR_{nM4@=*#=9B=wm7PK zpd+H8gux^to(JPQftwcSVscv;P{g`Jr za7FKei2R@i4P|?S)|yzSFgZXN1L^g&cs~>dl;1b>x}@=Ak;Gs36r*Htc`6!&b^j%t z80sh&hk!f$zIzJw0BbmgYK)2u+k)`aU~w7V`mkHldY?VUxp{Ip=U6uzkjULYO6una z3ZbM1^mC)}t1~jX8=#OA{;}G+bThR)HgYf2wah!Q`3O}S8xi-pb>3M&fp?TX+Un$| zdq~DX*3#I%?qVD9JuhORX}^x-Y7+KoH-ap(1n+2_!CSk0jf=~4%?KD{&}VFC+dBZAXnT(G!Zw-FYI@d$IoaGn&n_N7DQ z!?v|@zTIkUGNMNEYk%R%=2RTUcO8kUZ05hh;;dsDUrgmzd+_gEx?oM$IO@qc-#zzj z(OwnM!^!0m3tX=ms$btZC_^YVG3db%o}!e2VDq%$sA91e`*S5}P(fU5zen4ikf>=6 z!(;WbL;jXeS!l1u6flD%%PRREp+OK?l1ByqM5W_eIV_~}Mw4M1<&f(?e}ED(o`^O} zYTZRL_1x(pU``puwt4@&BjJvOvVRMqg__G7nu`{q(~5lqP;Ug3jPb2{;v`+QNUg3^ zr}3ihGk7FZP;;*dpQQ^!Wx`M;upO=S)zB#f441$iA9Zs@s#Q*_L^4*$pe5p^%~spD z8b!c|FLHaBrLQQwU0T!$>zn+cvI7Fm9Ro~E%!3MPBLhLar1)K1)uxBNREyE4J8%}Hdh}2gh;r0u% z2O26Bl(=7cL;%M_(V5Rt*2J3=C#3K-s`)onzGiaLl;W)-eg6SPS&Vk2Y>z?qzJzF+ z3=OX0Zuz8fr~>qVRAXCfd|nH`aUZuMI7@~QM4E&Egj@Nxh!lMC)Qjz{bWEdt2%ZcK zh-s@LzpHtRPx*A;iXE-bb}+P$8X^9Kzn>-*yH3>o2251V6A1wmu55+9GLSL;p*tQJ zuQfA85Yo74QykfT^y6_@7PE?V7Y9={3`Z^N+Sr*%i}zE~N80S9z)K~eiiEC}^e5oy zQb@FGRx@Qr6ShV})z_f`=@OiEM*-*JbIXMcGB7#UdzEvi)7Mn}Fp zcT-uw{q-XrrW;L9%98vKr+;8c(1iFf8Zcgl2kj-%vs?MR^y4_Vhkh4@A&L&^h3g~! zfJ6h+u;{v`j%+FspK&7crAj)nvSeMa$Kro=EzC&$NL3%`=!5oGFRWfscx``&C3Gyc zcAEvZ6K_oI7Db;*8gjLi85lwBQ3Axe{6BRrZsp(e3e5bxkD?YlaKZa;;h7=cfcw;8L}0G7O}hf&@8 zBK$2ABCR4*xV*^lye_DJC!=lW|;1PyM_kYx2;(=NZT9wXGAZ^bCA6XnG+5 zv){Q!r2aH0cCaILyed zy5X^9(zP1X18Dq$Q%c1T!pIAiR0h1c}Wl}5BqLY!Z?-w0jz8m>oc<5YcO{r6xYCxf(bT|`x>IuJ@lBgw}1Ag47FV&^SN(!5V!eZ+Iv(g_+=1ya}B7opW z?;jDkF%3$9vJ3B>3^z#uD%o)-;O!xAo>^o&XjNv-R@w#kfV$u3W*8fm#MBU%Gebcc z<61=FvZ_y?x2uq^=%&AWP~oMX*-B7Xv9sS_1_L9m_CII8N~m#g?Yo z{18nwZy|lHFSP+15-EtCHT@(4A42(AMnZI^Wq=ZS_6;(EZ|?Nv+)SgP;+*nCHII}| z=AD4sDNT>1_)9g>$fCw&MNpDQ07Va%;+p8`+NA!scdu&CWy>(5VV{GAa#JvAIi`3KX^B6t@;hxx-F9gdkln{uy*MdSeT@ zxRwlrWFZwoKOv3|Zgbg}dFuahNpe4rBF^&&FdG`QcvboewJCir94z5^J?9R{spzi! z9-kYQYbEsbIf+w{IDEvY)Z(4X$sTK)G)&3Ga(OG?*GN81R+G5i@}aO9Pe`r4E#z2G zura>CMYQdKpS`M_?$4`KI`tG;uBdYMlPrrhscOfPgzU5GldBi%?^2m_m>8H(BiG2r zM^CK3n%=5wa$N$@IYsR`MALq4+azl^qeN`v56(KJp(-JyiL_Idg_fK9E zr#(;KGo4&fP_VFv&W=2}@3G6^#a*D(Ml{MPeLwcSI;=1{?^9uif?0lUly}c9L&J!; z$kUndN7HD&HqK*6HW}cdr_)pX;af57>)jUn`fyB!HPAj9v}>E;!2W(_xa~oE1p2cy z;qlLgY8v1dTz9dp*=Vc7HPO%>Lg|aC=LhdUR^bCxvgEbiNs>Fu9=T`6#_YeBb6Q}W zGMmvP(Z?ct5Od3T3tfC2j2=__NnIT>s8eki`|3tw(xev3(O&vFzE2~j6df21#7;g$ z-&xenfuu*}T(V^MzYV^7fUESgSYZJjNt1MiIi3Hk4GAv;f5aayAOTPGY^S`k7H*U<>0XI&3Yl1xHssDK#*e*%tGn_7Y;N%G#viJ{>t z3nf@F*aF9>iPm5yBeqP?(f=%1`huic_1wj4KcHx}>2-zSc z=%|A$b9wrgCs8|i1gHYUiy?rb&|)hN4eeL^^~udAmvfc1=JB0J5K76h7X7LN*FZR zZ)(>`+L(#_Vd7dv&FneQn%jzaV+WArrLcNj-EgivJp!-1&OqUdeh;W$kdpPGO^3k; zFiHVDvXRqf6fgm_`%5R7Oy=Vn+xR`L6VbuUX-KkHvT(sx)jrp%f40m!?q-N(eK2j3 zA|i3mp@%|-6$D(<_`g94r){&(XSNT!=b!SOIsjL*4&TuXD1#xYx7h;a%A@Dk2+n;@ z+~_iFW0gQW=dLVm%w)F6>@qFlLePoAQP)np=z?CvTF(^PPlQRK0~Rc^q=Jqxzhy4E zqN2WMsiVjRnszpb5*xs7{!=rl&OmdXZ&lq*Z|ior~?dR~@l!k;iT5iudf#|+ih z2E~Z?+{qN#f_la19GY(ayNUfxq9uJaU%bmY_wM4LoqK?cmjdMm(eo?+>O@1Sq@`(D zJ9PvAB=Z1Q`*+MrimzG~xlIG`s-d;ZLq2DN+8ioZoo932CxHD=Fy(`-^9zWXn)On- zD!k8=hdUR115|0IuOda%2JZ8DLLcV$VS6@@UCW9>9EAI=FL+2h6qXSxvj2@7A7MzTJ&?;BDY|Owu{T#$VVSzlfML$Q4Xo*t45wOq54O_AiD9Qj zgH`8zydye(}R%V;%T2O?nAR@lgL%9@>N8NFg%*Uq+UH(p)OQ>NdPg>a|i0p!%+x^O?h5uueD1}Ed>edc;*G-JIcw^Tj_u)i4PzjL}j*U|2 zZ+E%%!t5KYG%zuNt%O+4y|`IK86}iE1on!4i7nU%Z?$ z<&8Mz4Q1rsM*=}Z!d9*#NH%61iUQXjvx7EPK({4u;0N;hDVzE~?$SltMB#-?WkG0T z8vRc7W4MutPoA_vaBlnxw4ASHXtyL`m<;*gvR8X$TDTA2Rftm5du>VdR85^3Lo}wD zZe{fW$W^6HO;GwTF`ZM}7>*tBAbWL59P{OoNAak~Cd`#*OzWUPp$D-Ld0WWUY$ zZ^xU6JWeGPP)YSNI9|o(gPq!^8m5KLXSL;cMtodUkux}dTGK41)Z1hQ?D)i+3qcg! z(lv+K`!$c(F`7`Mj0~ZHyj!AV-8-}9HM(aj=p{Q?x%R4}h-8SQFJ0w@ttFIX>jPNz z_r#qK);f9m$V3;~Bn`u!B>AHWG1k>U?NUP6Ny0aSIqtX6Xk+IRANifOCunP<%OgGL zmm62yXgWiePt+9|!tY6rE#{oF{9C3jGCr>4uJWB2Q$F1%Aw)s&>7l6FFEhlcj89 z;2mZB>EVjXGz!|v9j1|PBAXLe_xvzC6K6XZN3jrb=~|$1)Nk+AAnC5~dd1}~O{A&n z!`c3#d6s@a^0-)I@Xt~@Px4O0tlH;D&!A6#D`>HVT_oc3ifL7+uLG0zUwMP|b1q(?+@L0FGXSt8das;pY`A3RyDWZR6>k4ecjR>66Gr5%#Y; zuUtI$9Y}-vO#_c{+b-F~+`p%;9Uzvr?m$gns=h+!C?q;gEd6?8Dv-`4L z<2zbH?;o!QKD8*ehkc8eam|gbuEI*YY=LZt5Mq7bf!N0eIPLz+VX8r8U=H;I zu*A+ULnK+HzILM`Q?YIE*w7^}8`4zFIN!xu&q^U`bpqOOxSl-m{Gf5y%+f8QF1 zA+@>qUQea;HSl!Y5gE{sWEK;pO&{YD66ob=E3Hz!epVzqzHzISC1{kJzd|+XEh04* z<6nLy9@J0>WrL_$#ZvcubxLOljyEmW2$6sl@$Vcd7^p?&Bl7f-sIIKDHJ1$bwvMoT z_S%$VzMvWJOl_t;JSaylB*}g2i&e#Hp^)L-_*j0azFfgGJi4-x@vIkMb1Rtk)$iHU zyDhQx4}{H3>moo{^_?I7PErfm%n$W5z?0191p@#nU*c4Ujy~i7C#E*cjW=U5WkNvo z8Sy(RXH6^4+zPXQ$zTC5;I!b|XJKz5kW_V{ot1zsn>|toV#a;9erjJG_cH4W6AB>c z{ODutk87v*6?I9>)Dqyr{VosFx9_6fZZ;KiNDH8nEhF=2<2YAtaD}d%DkGC?+pwoV zt|e9?N|7vDl6Wd}OOy#eL$W>IT2EE|D=8~Qw^mFw0P^rmIl?WT;q%U+Du-zczCX++ zL!|AIxU&n=>AySz%vA2mPwUnyp07g8+67w zBDEKwIKaLcTAZMO;RV$(@d^xevx8dW&Mb{M5Dn_97QbI$8Vfd}aof_RXdU*oI6t1= zaLf4uH^vFTMiv?r|HAO%m1D}J5GXh<5SeIq2Ho3DfM@hNXbJ*a2`=PK`0(d>KlBmD zrG^3P(n*uD6x_b9#0Ul#+EVX$1810ZZx z9}=Gc*9%Rq62FxgWOf9BYGdVHK88N~tg%{xVfKo+kk2;F- zrty~hivW;c8M72fr0GxBj6Qtdh#8pmxVH$_%y2XG7Mp|NbctXncq@nM^J+hY5Wr5} zqCM*$Qrgpkaz%y|hns(^G&Xva3_aa$Jpn*1WiI+WrOQl&&vy^=+29Q5KZ=pFS$WRZ zJJTmaq(N5cYIJsWkVqlqr;0B=tP<&ewdNh-Mo+#-#p6NGX|D9U+l+GAJVLm^g~g-i zz5#yx8(cW{vSw!Og%F>Qt|@Gzx*)N|cpYZ!BVEV;Dx=zF8DnlWbQHF+%_hyZ`tlF= z$ryp(S?q@Es05xgutV&+m%SJcpHk=?726U_2;|yZ_&##Fm5Z8rEx7Zy1fH%g9mQng z9UpkUnHlfPtIJm3A0SI=OO1CZng7?+;09va0wkzbR-{Q=>r(tqJYisSs#(27k{}N^ zk@X4B+gwV2s4CLn{PF#k|EV1NOp&I<%A5_kTm*ch1CcSZP^hdEz=lB#Sw#FsX#A%3 z4i*A3 zyCq+!Oz^wxC5wx*QU-W4%E$~f0H4;c+p;&au?{x*p4*eCRnc3T)N5?6tCqlLu!B0t ztKkliaO*qVlhwudG`TZrd#sEdxb`Jkbfh>^DtY`j^I#B5^L{0!R)Of<4C7aRtQQN` zaElbXyWg_A?MVpr`088+yysUeu!>j8o<>FEltI)HJ32{`Npd(7AAZmHP@MHgt*aBr zgYUAbTK6Qre#UQ%6Ux4UIu5Dhy*F3cY6@U-as zWN1Qh!5+Ay!EqZ>{GjBVXPqkCECSiaTrK~sPsXMuJCfRI_I&@?PTQh4sMq$!)Wfz* zeNH*GC7VL9ejG60y0Yra+`eHnM#csk5*W{|t*XKHk1bm4y8?uaPW{u+5x=ORr?eSv z4@6eFCLb!6aHIMjd=i$mEe2A%fwlGj9AVMQD*ZyB$3o0SPw9`~Pvw1}% znzK-yYJuk?q!2XY)_Bd1_ zFCE{is!D%M;dwJPR;p+0z5iY(xCT?0W5mYn-#;VEt;Il^lXuTk6W4>5d#eW0YX6Nh zSdzTNP7ZDYMs!Fv8_vqRW7o`ut8mh%)&8Q`_>iWy(NZfa=-ZD3*LTc+3XO+&ZRGb~ zO?xuya%Os~jpyZlj&r+z=Dnar`u<*Fus}E_%PGz|ex(4*XkcG`<<&e7|9=j~pTx|9 zn;UsUecO1pn##F!#VfenL-!Zqib_<1DGWutGzFE`uuW;+#CNt$-V?EUCg?L7I(&87 z8`W6VI7i$`bFFO0Z+&j>!|oW0Go5p0{~DKffF^H6INpjR-XwlJIhTp~wxKE{EqlAT zy@Y*EyU7E)9zJQY$h@w%U0ISM6Cpi6 zBfp=a3xTxZjFvXC(1E{jTA#(7a zWAMOBMLs5VzphmbnH9@=1@VCTnTCtWbgD?>b!CWKzZLq->D0kOdsYDtLNvdfhR5AZ z^e{RsZb+-+-{Uyb>43BR_|`g?mphgvV`J4X5o=C&eau%MD50imVm&$hL)uR~lgAnJ zu7Y!V_lYQ^RMAiPZD^)mf50GUnfIjAsdJEN%KzsQ3_n+*;SE(`?)X41=0)LxXyorA z`HRpHL@KL)vtvj5FA4@ol9}$L582KM%$VH4F=(zLY;YZ=fGL#;mP2Xp$0&sBo(GVU0tTcfanNya10ef-EIwdg&{j?GT9>OfM^m8Dpan>2SE3LG-c zg0#b5bpK$Wjr0oUfea6`dVAGFk+Q!od=09EwJRVW1BVt8YGoAb= z_-MJ73MFpl0i1`>3$|xE9gt=Ry#hn>AwZVYUG8*BB#_* zfHAU-BnJ=4M1L$FROuYrMl}_V!afa^$P=xvk4o@s&?^gAo~;4%7n#3T(E2P}3On2r zwneFf+9BR!5w9Y=3sJ+E1yvHuhK)>PpB8i=fW#odIPXa{54@qC>DqBBv+9Rg=zV?x zoqw@L5rH&M#dj8X|esfCP{BS*G zPJ$%g4ykd0x8-_mDHy`1rJNyfoiT91e!Mb$1r1U-=iZa?w;W-Ba@#7pJVo1YqCFlyt|#FS8G3Q;5=9{yK$eDb3yu9CSKMir;Qb znbQ2Jd7!~cZBf&r52+msZWyAhu^W&aV4Rk~!`q^A{#&M}hPbOg6`kF~K$exKgC~I9qjsN{_|niU1(e(t z1fB&4URBjuh$(j?1HT{ME}9H`q&D-C(T7~5nlA6`mOx5dRag+mF|Fjy3+jkd&wUXj zCxw(Az<_xDj(IkN#o{2Y&e5GHUZ&t5xDonJ7sp7R>{U@?xBB35sBeam!Hc~Ax zu%s1fB!qow9#>DpP}~-}7zIwU*iF$%7$*I+_E9u9g&@eR)8D8?N#{n^Rep!xsX3e4 zrXcgGELm+hok_eP@;iIJ=tJNsaPLGRFSV%=45Qs{Nhqm`Tt~>QmYYav_b6r2;@nU* zh2fL6F5VbX&;+YV z3jRaupu^13(EVnZrli3=Xz^-*SlnCI#rU&|CQsy5sGD#I)eHW;&-F33GB;oC$d0!oRIm-H9{q)S z*l^QL<3hg|s;bSxR;-ph=@iktIleP9cSadMZ8M+$-_Qqf*qo1y_>z9^6`Q?|PY6jM z2mAl6pwMIA&a4>l0WaBKwPWYHMK1leKTp@+kxMTuTB9anDKJdtl(&Vz*aW%&I8T`y zNkZXAzGT$MpitCEa0jl2irlTN^pfnizg$Vu_1w)Km(N_HC+IY}s?-12KnatXWo~*r zc|kAIb!cG!PQ3L{dKpsWsn0;u)3C1ko_ z#V`8RE@DJaevzD3Lk)IEnbG+hvB#b?hsYYQGuB6xat{8=lzeOqsrSFJF zF)U~;N^^7OvSR#D=rH3G*RCC<;f%m~^Q^F z#V&QW@UZAFRb6=JY{2bG*5WKoooRs>?Tm2V3w>t#15eB#7BecFuJ{X1mUzPBY1);% zRY6qGI)a&QS>XSdx+f1J76jiV=6_S@dyj8_3ZhyD_yKqeMhYA$mHSWc-Q#Poc@w0< z+y!*7MTcFEYh=rjTpw@TAP!CQ79L!+)jDU@q}bL`ytu*Qx45sfVcQV6^HqHQ^tzE3 zNP%gK`kdp|^lL;w=;{ZQG}K>qT&4aGs@h)?A^4j347>`+{wMnPSO_N(n^bRJm2O;~ zg=FF=o|u$B8fBgE~Xu*}Fk0X=SHUzlz6 zx`zN<$lO^4ny9!I z7Ib`}H$;QJjfJ;=P^{_bCydOGw^>+ZH#Z!JP#tazrFYI!C736|O`|V)(8QO|U~ob& zKnWkIP5ZeN5FoNVGaQ1YdFzzieblaaFY6qTv1AjwjVLN&iSUI>m~c(iWHf3Ff!fo{ zrXSNUW=8EE!M(}cyIKLwoh@xZtG{d*Q~cE{BCP=0*$9fW^GXVkU_KIc)13(tJIPo+ z#j63%fV;Vie#ozTdffS3fB4qGFShGbVG1dKB#?%zNb7jAP@S!J)6Q zlEVp~EY2vSjm8Y*7&|HZGz$Mr3RLCE<(g1re+l(#&S);*=!oPZk%B`B^rbk+4AGT3 zlv{R)5MqbZ4^d|&grnp+9(y4G`$2}n`_01Guq2lKjdyiBLB+M;Ma6J{_w zs*r&>-}o#h5>0r~l-4@NSq8ddFcHv)NM}BI zHc)>&uB>43QRDYJ0`gVRApJ_R%+Ulk**o#p+zH$Q-f42gTcv5723A!J7y;~7>nX$M zVIofzRe$HcP{`9nocw18c+ghcrpu!ijqr$E5+DlTzWuob8b=8X$*pxgli;PlxW>0j3k1!K4MUpF|G~gZCuH_gXj_(?B z%9C@dB*BoWE;iZOE{-~yEj@nRgg7S%I17(@7rp3j-3a}jMG!yCfObGAVG%JFY1~8mDOEwd2i>3T3)vFL>%9!tGr3cMWndN9M+v zu@p{t7x7~BK1>Tj=p2h`|0=qF`XfWTHU<*Q67|4Bz`dKHAGp7-|Ef;v!``^~O$wkb zFjlh_3WuL`Cl~1Y^Z(nV#+h})?PRFUsbOY6COR5Gj(k27&i){WRav@P;3gMIgX
  • Ae4m9JRA2JVR6V+EMuHpd;b=_^%vck9ughZ$QxynHlCnjZ*mR zq7HfHA9~TfU%U;H&NX{SYOsQN_YF=(%#6& zxIU$EI|W_py!#6*o~tf2@2~7f=3CHduYcPMA!P+JlWMBvb=8ek@Lgs-QvE2%yS@m< z(hTkMNrw;;is5hJ!JlLQT*n##KxvoT*}Xvoexm1tL5giCp(o9Hke`|qZL`1>gj1WW zrF;3>;e&T(oYCbTwnFhGG_aBDH|F+1HB>0WSMxE}BLf%PawMo2cdk95At9t4OC@?H zNO-0=Ong;SK1&WVM$qW4@F=5SCKh@d8SIwq@KY)Hg9&?jzyPp`r97D1!@19p{N8MS47aPYH%1cQsqlNnGN1 z>nFAm64hpP@$-U14$yc}|FryY*a2>t)pXd|eroxHLW zepo$wT6|3I@;>6^R-12>LEKUV{Z;OK1BfQA3Cq+KMT$^CqkF;9&}VPZ%P-Pll7kog z^}nFQp_FBUyVDuXuXy%pT;|Wbp$2s(vwkQ1ak&CGV%G+t!{~wHGIhYUc@uAFy_VsK z+GHVxsf(6fJv$n-S%8V0ug}jyQC#lw%a0qs01vhk+R&CM7?VkyVsjvp{{DwytqBf{zfy5P_HWE|X+WhN z4G_Lg6+tPy17wxfwlLGKUSjQ(bU91C0v8f&-?>LgL98{2f@-Gklw6Z5p`RXcE+*7N ztPUG@y`lj=B9uQ(v{>V@kAxE?43GzsiVKKH4UF14I!8;?~GH4RIk*^O(w8 zx-h_0TVtrHF$q$Ni0!qzgXXhC@d+i>M~^rDI`zw=Cd~sK>o9b6Dvcq7WV5Y8pzdc` z5!6Wo7|1JJKnPQ@Duei_pyg& zAt%AX(gU`?)g<*k@E*xR{zg7w5c>`H4rG`|pr#S|e<&5VT{(=-h9s%Lx8I`VAve9ZM|KeN=OQp3pUH?5X`ni4erMe9|kU`oB>N zTg<5|WEo6TSMRU*u%71Kmw3-^fwUF3mAh;zxs!}g$XS>n9$mRRjN@soeo*phd~KN< z37>vRdX=sw^aid_ty^+z%S~)uiDyjvSg`~hfvUZxI6vZ5L_#{^opx{!5~HY3T4I2C z!MtS}|2X~5Q~CndgY8a<0Fjm~mJLE)q4P~8l+O%~t-V78e70fj%RB7vqp}24?A#jq zLspsn@~&~_^0rDkOMhIkC?&zhC&7r{X&V5VoZ#068O^Z3F96dx7a6}Fi66kbOs-v` z{>(3`S)9|=Nfb*qS?lzM?fa391Je?oO}PCH_(axA6~Mt9U9R(fl2wbbb5?}7IcEbk z)hIKdV7iEOqtGfa(LA+lLhbXfJSR4@kkNN{ado!Yfr&DB2;3n^Ic2#F{nh#zhNL4g z)+wNp{oHIoMUv760CVG!lAMi8E3PLi{6AK7ryfq1=r4vN8=peo*oJ)^=Z9yV)Cw_T z&7YypueiuYqV*{8pYZA2W44AGqPJF^6S2TLo+l>g4L?_SjEYn7IaKO$2n{I_#sbm9 z#3Dv$KFssW@+)GRh3~2FjtAYeyuTKd^E$M=AyRg2)M4pw@8JT|-eZFyeQ(bEGmCz~7amwN&W-6TD>_<%su*q&IV+V;^YtK|N0a+nGY_ z3{I$c;H4!7hR6O3TD)Xa6t~m!Qb`qgfwk>+M4mBtxVyY z@91F%Js{ScOy zQ{=WPx4SLlcbyh!VOF2*-SWO^6k3PeS&WRcq=|lO#x#C)E9B zc&;wIsMrdU1P2=}m3>7Ji&T&uRPl>>Ei?H)&4SgVBmMmV90-LWSS8Ezzx;#_JqTU_ zp&xKB^!v1jyM{!JT7LAqVDU&ub@nek@o9ADlq(CH0DCluJ}TLyMFwZVMuvNMj;f&6 zO6V2!q74J3yjPg;=q9AZTM}L+)uX%YWK}PAyZ^uq^e2c_jXY>bP|Bhg0)_4wwm{M0 z!iUTT?O$bHNwv>XwW*z_*nLB^A(tW_V@Zr38Z9D_H(cX}g#v=;MH0DlzKwf}ME-AuYK zaxzIGq~6Xz(BG*U?U@yE@E`b7bwP`=$0RZ1dEn~!BmyJ(oCs^rzF{1Zvu|q+C&`MO z$hDdT&7tK10sku*ZoSvi)ooeMia11Q2?IpnkKLm#clz2BhGO|;UO_|i|KX;v^*$S7 z)fn(I&8FJA{wmAm{Le9dW|_pD(VlaWTH#(!80{huB;QoUwz{&DV|w_VE zpzTK|XDc;1ALV0QOIjx69xRi81@xAvIFo*uf4vkbdf8{@6vyV7*i#S z#24hNqk!(!S@*6qXX*Or?4W$&`U^6k2rj|y{pGinvG5nq^%zXZ8X_0h3AX)WtR+sc zAMT7QUaTJXH&MZ!h&L*bnZ zb|%juU4nfu_R;DVR|v55Km02)&KqcoX@)DaT{Gd118<6C#CLIYc87;G`_5GeQm~%- z-f72{bmZr|a!ak{1#SMis_b)_U%b0laeaUCL2R6KWJa+JD)o-WthglHgxZo+0+%K0 zyhwu0aMHhh=Wpg#C$Sgd3~_Q-A$J5#;PdLTq!B!r8AR65=869+K`!%1pTbFx%~Yc7 z3<>2%f8xm8PbgSqBF0T%fN3z5xUM?T0Fkr8RV=s4KzOVMo>&wLwM=f%=Sv0ehw$X45r7i4;+DH zh~ixyCw>UHegAi}Gr?EtQ*amz#;FsrKg{NP6b)H`aWOWA2Jz2N)DPS?Z(3;}v=R&N zK`;hlLX~rf$Mkf>=%Ky7oUH6|A%Id7tK@GM!}6rjGx%P49E$u^bmDhzn8}j)dEy8u zq?ia}x1hr8dwjz5+fT#880Zd_s9jX;HigmS*K^`Kh_^Yl;~QmSb2hbs+qAXGPVhBQ z)x{SL95VX8of0`scY(=SzY*9U>rRn?+jDqhS*27HYO(nCA6KX*4|Y>X!y_x$<7Y?t z!Pi~?n9+lZmV zHf~Xu=>o@z6jIg6T^_^*R+Z-ef|TXOiSS}%9X|}c9U_96k==~o5irDb+d$)GNlJ+& zzO7yPcg5_YiC~pxAlp2szV*FfoZQ{q2gCS`j~b^*1Tv!Q>th>F|C-J>Xm_Qk|JDDS z&Nu9j_7wospi8pd8$E%RvaU!B$-WQ}xs(!u)QG6~S`wE;e^W}rb-#&}4~ljk!krVC zUt!?(32GHzg3aFoUtSphmG>g`ZjQhj*bq1#C7PtC0fzE2MdV*I({OBAS6emRF@~pI zFlmmlID7_fLy~RALroVl@zUcHgId~Me}{U;=)W0YnpJP2 zSX3ZHH4|k~y@Ei zH9y_jRkRrXSJ3^R3ZlQy#5WUE)WpIC<+by1%3YT(jD)Q;R!@VJ;(&esR^rjtJ;8)s zYm}3O*E(@amm+Q`Ap){(uc`fvVt%E_7?WwRF>@-jsjx9Qr41~BOTi_W{AL=c z=%(#)1z(#tz7G(NCGDjwvvzA#zl=Um!=CsK0?~HHPo5vbd->8N1``zF!sEb^0?wOH zDv@szFPa4D@Lur{aLWg-{+RTqW-8TXnrPWUHeF zpFS{AIijreP8J@c7St**V_p%=l_=Z?tirZ4EZvAIo@pzBB2A&M5Mn8*WnAh38^|`! zOjrCXGfSJT3XOEa|=;iT(8t&bHwGPwi064)2@W4R2sHheuCRY(bV;viATS zAXSaSCCx)XL{AzpQ^|GxZ4w&F(uJsw8?oMM2QVljAyT>=IhIx3mFN4)tY9~Z!~_`gMNrwb9^C<1=jdP7tU2 znq()D@Pt3w`riJL!L7hE4gYd=3aNFowOK0z2?&>l>hE&Fk8pFA4*@D2|0!e_=y=pY z!-Qm@317v$Q)Qm@FH4YU*ZN0dKBrphq5x*fWy)0)@zHc2T#i|3SmIyUHoKk_&OnE# z`KUk>5JZIbLfZFU9L1$NcweuHD;8TQO%)C5qaU`n+a{9L&UHccnCz-7lMi)CJXiHX z$tdoS)Vnv1r)f7Ska#vvkI6z|8R>}*2Peg}P}CkUv*3^Y>W&J5H5J@fyQwsn{qu(S zuNK`^j0d}`@(0tA%`_UmYY=z@D7yCE ztpDT1UByd|8=x7Od~+F)0$B~Nt%#WO z?Gf2!>&Tska<(m%LBGUOAER7H>#$QG)a41E)Qb=5e2EWa2e*sq_>-&LAxx__pveOs zFPd@P%`o1uKciXp(n~L?FW<{!jZzs^3$3@t^)(eU+09G&+x4_vmOSO=5*d4sv!6%O zmp&&3KLu)X2KGUO6IL?uUdp}9cUfd*%=ND)RGSH6-lo!vIoX_}3*G?!IF5GTk6q8% z8e*iTqZ>kIGsZcKRLK{fBtW++;a9PVEdR?`y4S4 z12ZM4R5)>9C=t?eZp6l;7qc~eDc`I%sAxVJcJe@0JLv^GsU&N!WxAJ$LNtoEyn=PP zEW&-FOsd+iBn~raZgG&1NB1nmaU>@kquA1O4x7Ujmv) z3-WODA&8LB%1p)_ZiAwoqU`c;Cpr5bw09-JT$BjIf3Uk)4E+ zjmq)_UyOFpilY_j7}X%9#rmTt(m4MJP3G>Uf-S~W%r}nNxIeF{A;bRs&zx)vI`b+o zqw#ofaVAGPU^51rN@Rz77Fp+VPniW_;ul+|m14n~h9=}Sd9w$zb70`kL2ZHJZ7ux-%~mALPf7W-`7B+8U)y>_9`9AS1b`~WZbi2>`X8O1-BYV~kmmX1PS6)p94kK*TMJSPWT zpwaaT55NW_{@Ng?*+)R~NW-XD|5YhJg^T=ZS%$RhZcC}aZpMvZ#t3NZ0+;=wO1$W# zHTf?|%Nh^mEOJT4d9d9LkxlstBKq8iMU)#Pt3AJa;+s@P|Lnz+F-8;$EKE;m}Wrh&HaJwdnR zCU%NxY2+(49pY2!^;=09;xoK(S2|7T`cs0T!6E)28`2u0e-YV7JIR{N<7oBS_@%YL zR=5E2++u!5<*EncKpZE>ks@i-Fd#$*bT{3;NXCdN7tTm2ww5_EQ~R!0bpYXRj?VDy zbk0vm3x*OuDdwM~sg~1%xJ(nrTWsfR$|6*;F&UHEOvG&3uKu2Dfupa|;2r;iHzoR4 z8$D=KeG7MB4K2CFZ|{cPVu=vGH)^;GyyN?1cVE)A<9AC#7}%76wuE#ec~<&Hz~&Sn z&bKi*MnM}Iy*8_`JPAMaT9!*9r!9l?Mk%;_n9f<}Pmv-cz;4{>MHNW`+`S{DeW|Nz z#-i06USRN9D``&P*a!Q4UrmiuSh8BxERY!pBUtTJb-|7lmwvSK2Z8K|*%O-Ci1TmG zIdPcZO`Q&X^Wv86T?Q@wNMoV%az}lx`xt=U5Fmg)Q?`(Z)+Kb2kczCIox~6XGaUf0 zi+U!(Q)PxU!Ekoge!28tQh|R+m5j2@p?+V%dQGC)3a97Z*!6=STsh2R4mGMRNXN{7 zcr+^qaYOS+tcOLcv5;W>zNpq_Dd8JVFzxxn0_8sic*b#XSRnl{VnWKW3oj${R&mf) zKPGQZLrJTXVP>s4eVY$FT3X+twbFrYB5kc2WDBC#dQ+|;?;_HMaf;QI>P7cY*z1d1 z%|Id1)Gji&D`x|FqSdbkI(Lq8pa>L_$p;3EXOZ)4?SNnkb!H6q2G>FBbm?Dcv;as# z{ZGWUR^-J7`(9Bt?USzR0JQ;U>Pl!B5RxogOh(ux>XF!6oQ3K=Zc6XY57~Q<*ssEU zyBllh010frK41Grfzh}p!g~T=y#6<4Rw+q5UP5#1cl0Jvfm{2!glk!j-Xlam+MJ+^ zy4T+Ne<`xtF%(TC1LvUphS>i6q#>x*eIMclnpx{!m|GdHfJq}yr z?54BhZ+I~S8`s^v`;NeG(06&PFUU*L#r^Z_UB9H}UNgQhGVCRdW6p}!=}V4$U#N&1 z*`YZ=5ZxTU3w6O(AoKSyxAt!GXmN~9KPncTzLS1WQyydrxR~f)#!7Q}!lE;Iplyy| z>hVJ4=$4p?n9aSk+#rpS$RbwXA-9WX80_zrspK!(bQa6~MshOvL(EUgrJZWoq)p3+ z_Z?YLUls=+U^zE$r9)Wb?G@+@Iwx)G?&_xzBcWm(EX)?a58=*9x~b3@0MxOz0T1W& z-vapo=v-k~(kZo=cyzqxcZji6xnD&orHWDLf9nzxAcpk+x|(YWOFJ6sn@S`ML4+xp z;NxF9L!HSVqjs7`gT-TR-_Sqbsny!`Gc{~Y3a49(7XX#b@z1hL|uwU%JnOHv-MJ+ z(wx1qxR#CpZ}@J4uJlZU-Y#XX15T+x2jip&SVq+LzNe7YB?!tZI`u_>PDrgM#f#%Xda2QzMT|hkt0hMz9H_@ih9p%8i!2}qr&*4p%+CbvoHZd8bOe2w72IEze1@8eK7DbA^wUm7@rz5rb> z$d13dDo(JM$?c=f<&)iA3V8tEgkK)N&Gk(vLdQ`UOX`M7_xLyx@6SzM-f7aXY1);Z zYu!D0L}b)2{fLNg3da9l8mu(joDPHic@Oc3c>WJV9yzw@9b!o`ALSAa`1ZKkIoB z`39pxEmU3~S-4wrikRN7`5iChVg+W3*cxW+XM7>UuFPMR?$F^UXg82EM^ANV^h*g9 zCI|T=5FHxvY$DS7OXgBR@u`NR`*meJiU+a}{toN+Nps_AMMEIWx@+p@Ie=c`5v%i{ z*0fP(mPN5`_o4mX_yf5BUAH*z#W2?WB)vO=jv~3KsgP?bvea1&3m1d6>PP8dk`{hU zUwvQP4^%hJyE4>>Mh36$MT6*yG$I@IyT>nRm*DzYE zpyi!)iy~fJQ8X$pQghy6#mn%E+)I;dTqHxMIu*5{ItE{-#p$sNNscOrN6hRgLPL6!NyUS~~x6(RQ;&6{O^YExdm`}wR9O=l`6 z(5VRt1Qz-37%9rGY1h;<@s zTnKpaly1f)2E z5C|!Qfu2>6mm9CA=>JazKNotVdE5QV;j)|?0vpue@2AEbttCqFLZIUg*&)m0y8H$H04n%qTz-2y&1hU!meZRbNDYJ!rbZKFDWfO)U~^(drn7Oe(I&9d37J87Fp@O|}BK zolx!lM{9YWV6WpE=+4FP{jYT@?w3rcTRbE=o|a>kcaB^$!C!uz2w{*?9aL42mWA9X zNT`;hx_wMjN!A)SCOuJ12aGftI`(lk<6MVb4S}cgh6o9)9{sM3>R-8|jTjoj9wsj_ zmaBfwUY3h)$d;lJcbn|O1-};({fiHS;R1FZ72C0f0=*|d>=F*WCe-GVKX0o^!5m#5 z7lp9gzYzFrt8m(EQDNK0OPS(4o>uHo*<3RlDkMr*rP z)E|Sx=5IdIV3!^8K473cbwXnkw)xA6ZG(9BVB3JPRKv#SF^n?tW_0k>mRnQ${;D_P zs&VY-QEOw&tok_ybqIUYCrQG0>x}{dplX#O@*i|H{dllkwlcEVN46|D!IR+zE_1`! zsA9KQS}4kac7ORW)AruC5kY=A*9qo(PF(|dQ4q(?ePXqHg3^RkZ1dT$Sq_5`T9!E; z$oso8ls?I{sK<*m3@0)#18p*H-4fUF2CR4du5^cIaGjLvZ*Q)Z8C%*_o=o^s(C$)_ zkwIMSv89|T&HK)%)6p9FV%ClT(e1;?J4plR_fm<;r%lZ@x)dRj;1dJ{F$n5$$>UmBtjeCv(+61>8l7BmaO&W5R3`o>Qt2_K% zYBc^1NiQ<5eCH08f4Vi+2Wlp8Jlz3B91CaKk3eqhv$H5go5D+nSB-1OGK4Bh$2eTzUV)_dmHsF$k?$)+Gdv3x{kAuwRc?c2B7FW05B^- z4Ur3JT#v+$sT6=!w`Hc>zL?+9THJAmmCSy}TDkn_tN>C{r2RfRfqtAmHCk=F11iPf zxvwXQ9;L12PIk$lAaltlucSel)*ff5j9gnjpTm`ukQMHt_S6abM)Np%Ta7#)&KR74JxMV)Kxc+ za$eEeQMcIZ1(&r@jIorE(3bPyxKa=6T&T;}v8A_&&#TaBb59u_l!y%Y=#KFh_I)l+ zdE|t5mN^)ln*u-L?x~bw-S*1i9|{Lp6laEJF9d~simKsLoyzo91n)%7$;pGun{lA* z=SsUYHr5&jA47~5_bqQ}GX_~(C7B4zRF7AiF1MhlMei*5${KWCSlIfsE}%me6mXTh zx3DS&R~#(}D3Da`qK%*0G~jT9gFV8whCrtF3JcFlV1YTelA`N+n`O+aL=n_*(^n$D zEFE!L;IlU}QcV5uBhc5`?m`p&Ww?h@bo=4A9Zwy;K2;(em}3&yv5p_LO(k>_DIPIs zzd+dh2a_Vy^Zfw`ZwAHB%gFBjD)2- z(}eH1l%g(^0Jm{H2z;)7WvamgxTyx2k9d%f{98ib^sp=b=lJ+E%T5VcqdT@8cQPsB z!zuf~)$5sO^LeN)Z$1fr1~Y(};#5X${mMm*1uJC&=(l;c?AOT%^V>9f5LB9|_#gdq zthz3w?feM-#e_Hu6il?`a@JZoCtL;yBs>-T1GgTpvn{xekNHo5o zD9}_C?SNLG+k1uKsu!$Qtwf2^Rl~o5j4Wd<&aDXK2IA!w&KW%|ZMQ^AmYFi+*KML| ze-1^m2RlmLw<&i-_T=y0wPN2Zk%DdTz)N`)+OcHKm-jeyznuKvCdfltlh?){b;@LD z?7rU!RC^tFB^2NfUw{8EO%tnjH940CTAL7gHc6mA+#gtxODd48)cTr|egp)$BCQOg zl3`CbqpaMIA+DbNn7JeP01_*>4a5fKfIJ-RLD(o=?U0zGuP=w-Y( zarYO#`RclTJF7z_Aq%=+jg7Mzjq~v_NiniN91v&wG>@hGZM>!|5;0NoP>~+H4=&J0 z2Se1ltB8ikl|7)L(&d@mIFJq@$HGMKS+>VEfcibPj9*JK%wFDp!YdarT`^FqohbUy zrHnG8V+40ZE}Qd+loVnkQ4gd@{UO&9zwvMiIZp{Ls1=zpNmu&rY?Ivaz8v@bCI~B4iH1jN-_=Sw zOBo?@@|q;uD3>lfn*{KA%cF%kd$a$#AJ$a{w!k2%f9bkIoPS@nri{8Rf*l7vcrV?l zo4>_GdRyWPnQz-^|8EcTqqTSC%s8|M!2kI=h-5~T3ipO`Ob9`TY?{T&x-!CG_U;L(+bXJuoQU&01exG)#GXvf#Qe8R4#HOIuS_3*s3;5dFCKV_eF8 z&}d#0AWlJ$R3T))xA};_gf>_z@;w({nk#=SB%(3_OA{Nn8r0cu;6Om^EftkHN~#+h z(4uqZKheE3kpjIKM()&g>v!0GEDm^riU+2y;FYVz_+i5eg@WV)MsylES4}3*(%`Oi zqNqVt4)dnqcU8LkZ>6o;`$=z&z-eH;iCVLaZ(Kkv64nEPF7{bEEb1BVTJs@0wG=xO}-$WZo@|uT~i94AH1G zj{R1%rp#?j(+Y!vjL3D)gg{F@@5nq9QR`TwDk5UvMu6cO83WG0dm)ccQbB&yrJs zk_{Obgg<>E%01&v?5)nXyP%!+M)}H)lBzy6%gD)>vbP-$%rOm|mi9Lh5qy_M5DD#V zzI|C#ScSSRIPSK4C}hLw@5xAw|F(}V9{JnpS?AsUWj7`C0pPMHW^F`@vy86ImRMsK0wujo1EMXrb;$H?oSl5CH6 zBLi(sScdCS1wlmxQjGBh9e013slY~B)A7EzwU0Wg^Xh1`3|QO}H5iW&6OU0PvK`r5 z;k6an3ouW|8d3-W^ZTCra4Z=9?!@8594|z}Sr}R+gG;dS z=Snlli<1q)ZiBX6#F2awko53?O%GYOkGCEO(s$Uth7@TgX~MJX+9UfG^J|1GqYXd?Fh>j^o=e^=JL*sg+cIxOR}74CWnP@(H+l&Z(YPhE;J}iI7kso82AiAK zd-rML#CPyZC8r;(*WGhVKCb=j>;V~N&xmVyJaoIDx8+9bJE?$XTd`>QCwjH?kTT!c z3xdKFu6dn#2TOuNjPgeJuVHp@XC|n$kBjxTTkW9c`3~$_xrEFKRdg{9Y!3M(%U0;C zVLlc03A=c%~jFZ(uZS!Yw%N8VSi6ii` z4)Mz@>^QQQjVea~$>f5pU8b6hjDH)hLx4i^Zk}{hAHb+boK{v1la6G8#FDv)Z&P%- zQ7tGu-vhmGuBLJ0`r?kcq1GFC8gnBsKg+)_`6Jc3YiN7O&&+)D$p7z);=4< z3-&xOxKof!QO>)A8E?)z$3t7DtF}TeJ!WR8X(EKC)1Wuh(WmJ_YM}z z-IPSIj^tvC%YGtKSacp=vJsx{zA)j{AYCUqkGZnS_fFUt|8f!NK((}j_H36LR6F;( zfNwFXGbG(=3k#W?{i%K_E+V6+aHw6#*lhoa=`r0?wSuQ_D^+@Q*L7FVC^2s9GUeH- zinEJan3*5~O&(FPtQhIAwA0UhQ>j~Yrv4^<9$MF-F%xvyJN)Pps$2W?P4TVlC#a

    r*KlZwfaAC=M^y(lDsT@L6K0U~Bs0$+ ze}0L{a2w#U z)GuR~AgBN4Cjk|q>yA|JB}t3V2W3hh{wvGQ;zNCZKoCycu(_@%SQ_H(z25cO@0C}z z(8^oG2d_E#d5HaIxSrM*<2{p1p=i7LC>dMpiRR{TlMr#7E^|D*XcwMrJ2!z@h9vys&`?|jB`VL>Zg58RM1{g z<+^FoZy(S1*MU(PS%(^AEsNy9_RA`m?{K@$tswyStK|(y^!dLbYSR>zhypg$<#N?y zc$a6rmQBMWup)wndWRbTRlRX4(&F$U3K>#+AlPhCt6~%H-9WvcFPcrg&MF}F$^Jml z(sUr&B3?8#2?N7iCv3eo@dG#fQ?(E-*f82*@2}>K>HFz&Igm{vGb!^K;~ql)Pfeja~v0_Pt}si!{<)rGlZ( zlHa2Y{zupo?;jPnt&6W1go^nzp_{xH7ckqjc>WM;fDi4AA5og_10MPNbqXJMd zK75m&r`(lg#cpDF{6dRrrxqtO@QUNaZC(lS3K}NkxoEjkGX!XIy@n#wRTe*^0Qlnv z_uzcD>{~KdY}K~YGBHDG)FokTnRcYdxc4y#amzC1Lz9rLgWn%gCi&`V?E&`h(=C}q z&l=VpQFc2rg}ahql$%CP7=J9@+x(~pz#y+VF>^s^W=!WnJ@s!rY0?@`3m)Cpg|0je zE(SmpCHWc|bnwP4fSey~?Ls<)tw1eWn7Oa=nApLg7}m_M$E^6;TN}a)3Tne##)5z_ z;oK~X{5i$-%7Il2FwB!cg(gITZ*M?t`_$0K)}t=s($!ijNG$8)o#W&|bF!E2C$5dH z9g<c#$EE^Yn~eia^kP$G;gl!?E3mLp(?EngDm~SvP-OlLa?C6L1ucw|CbbsH_HM_c~&{rEz5ntjyaOT>HqJP zSE5}~3br(iLnI9<*1X_RJHU5a7gsiRcd`1nAC%Wsod@e&O$<{GH<=;>Upo)j6Bi87 zDuc0WFB~T`#upY>d`d#`ov`G7dcl#lc!T;&XszFh+>b^opl}g)2-Kie1 z_tP9hmWqo)8Rn0ft6yfB1ONVLNgjcBMs7jf-L(b^#a@Xc1u5ltFwcbQ-ugBff&TYP z;j37dU0=u*&$$NJ7TYuJ<7NJ{wrDa5hu=*rSr^?zl)EYvuSPEC+(jAw5?hpVoT*;_ z4#;=MZ&1DIeaxJtEIm7Z@N*nraCbf0>4J z3Jzbqj@Eh(WBmV;_X0wKk#^vQXn-jke6lOfyQ<`Gna+cw-wjsdvefY~nuVbnAG z^l0`T+!R^|C-b=Vw|||i1olx4=AK`V0SwD=w*ggdLZp5bBN}krMn2Tiet^q6`%1|2z_6L5TiXAB}DVfOM?l2vfI~Pz()ObIfF&g{5lG><};9=#waz1BFX|61V#TgPq)^8 z>Oxog#eEC~kZos}h{^Rjn6~;oYb;^>(q!C$QhMl|oS0W$vik&6cFeMwTjaIzyBmX3 zk^kWNww1>l1o)4Q_yOUe^-&`?u>Es3(-`e$;D=Dqp)-@LOU-{$BQYARHVj=Q{wLvVD>G-xHA4vQ*rh z!>!G-X*vS1+HL&Wp;6w;O^OxV5?(frfXd$(e;W$0txN(-~H67rEf) z`DLZRu*J{BYw;=9LxHZkzXeWSq?`LEj=T4ZcHh2Rc|c{O_J$g9z9*Fuk9~Tr*a>uK zIwCDoF$8gjQes>}z!jXpvz-Z4IcUYqRL=(KlA+etKBJuyfu;taJE{R>4WW){4-$=J zJcQa%a6GY~b8O#_x~R}?TAVa-99)&YiExwj7z$XBQxLu4bHzmz+AL|LK{j-^0m(XCUw(fFK!2DC%!gq zp>xj4cgMR3A4lO0VJ&?hjH%}@m5c0FV9oUW>tB*Vr6F=?w_6HKh1(mj}2VA{ZmeZ8#KgT@~4kH<}+ny^{(wd?4dY~CYK z_o{4O1p>KZKZ=OpHnMo%06nP!Xj0NY!J+4gh|EBh;JHdF6^q7xNMSx+cho?WKc5`% z#fEa3^RsWpd%slU%Dx9Mb+ZDj6n9`2N0Dea(0Xdq+!H#1>{s5$qU_ow&o{2?cO*y? zhZv_PtppMfN%>Yhne4$2ukJwUY8DHr?xOW{)x@m;5F;gUX7zxlC1peJ(9T>pZ6kAB z2I@GIbuO?`({d)2uD3X0xCql_(gM^1y%C4qaXh#~%v3RiRJzK0@d2FTuEv|oR&o9X z$Un962j7=O2_WU}mR`W}au#G4DDHuqBb@A&2ED0NZ%efgtmoN~4rJH_aZTK5lJ+i0 zBUluR@t{P`QioLlx?7XU6V|8^^pHq&m_om?l-(5JUF(i%uVKbfU< zFWkpRVO(+vIS99JpTm10f5nwm+xa6KpUa(*cXuF#B z4M9>@P4R;T`e75#(TKqn@LPjsx|3-i7*tkR3^mx0D4}d8@6#7krxn?oyeT$tM19=K%|2x=yqf)Y+voTMIHloUb zu*V%Tf<@e2M_DP&2*Z<*K6cd1ZgbyJLs!LQDZ`BU0W{V4iJ>2cvKE%X&s5K5>;$v% z!V8nV_`NxH;2cqeg!vfQ_VwW4tA*Im9X6W5&=R(!hYEzlA%fqx1f48Q=0E`uQ1HSXzE(+?hLL2T4*hfgbN}d9`=G&}4ScLFTDyYC- z^Q;ZQr=W>B7>H*EfmQPd8 zh7@zmX>wFi<8W{z_@SY9k-M}>JA;3qbIYh37JE%=+kjjdbJ*mYdez#L#_$+c)s$tU|CPX{+NSFPkqAM32rFX!PlAJH}rZY@nEMTIKtoJR9s;y;cY5Z?Hv;3A|GDg8I45_};oG$T2n0;BB$kc464czS~EjdRbXp zkr{q0?C?5b)FRh`$h1bvwe>Wpf{DP&Z(k+DzJ_X1(3cK?AS^#! zdDYBpQBR0k#2(DbNuTA8Ussq&`p@$!=VaC0vaN!==Hzu19+IIzo5rJ}1|rULXZEM6 z4sC)>zo0+*cAB6_O${RvT}D8A0FryfsNI$Vs!Q@?IArryx93_>RpE2(Tl?(s8lp4=|ur$8W=Xgbo+S=b@lxLcnr^ zMXp0c6LeuI#d%M@TxbC`sLq2GuCfG^ha8p#BTYdNEhU|=$QQw^y#eQdW7MfmR=TGK za@;v+B*v!*)rDfhRCY;LM!&Dn&%5R0f=IxH(@G{P^c%V66 zlSn4!8sCO1zjV4oFJlyzP`vcu=b`3QI#hM^wfdCT3>es()&kA}eY^^w*Y_zmI@re! zZ;kBp(LU~(!hSwiwQd2c(KvM4l>Dq{%IsZcOb1MQQQPpPgJazu_<>KZ)Uql|RSLrL z$EjYE)N+NaE#Qv~azvm(vJKCJ3gYcz!3F8Yy>RsSEs&xvcBqXCD;ohi>I_Fp4?*Z$XEs1Ng+a?MW(&DZseG#R?F@6=xc)6SveIO>N*LB`N+kw z_^g`fY{!hgtO(~5nMbCFvO-Yc&!(bBe1C+aozzzeq2$GGdcG_MOQeR1E}J{qr+$y_ zc1}OBgdhPbr)#p=TCX``A~cmN-q4*z?mtASuBdIY6iB~X`f1mzJ!WJ_)IF-u5iRbp zYDRg8`S3Z~m4iys_rMRib{xp&F$+%yQ5aM{3xKog;z|X(P*?@PH0+uE>!MJ3D0g$# z!bie5ry%kRSpy*NJ#5k)s4&6*UbVn|oHMw)li6ZM;q+^au3HSx5H2y>YT2Lt2lm6X zV8>L3DVx6_q>>)P^$7PoIKHs6O+B!r@R>)dqQtxe*+XX3Gj|MQ@5i9@3$gVR5B|lY z{rA;9ev}(Hi(8Vu-cp_U*(iV_5@#hxU*=^1UffZx{NH!lnc&3s?Nm5labEv)&-(R_ zk18%FG9>cpOU0x}Laj{5^DZ$LHL5dLbP3ICIs2_y)yXw*DA4cB;m&~;XQ*iA4L;8x^BbqQ(hw~nB-vKl&XdE>laR^=?p=>F2J zON^?DX@uJAvw&%gqxwE(rM=iB!`w4zxoZuLeb{vH{#pR;TBI>=hs%72{#Q3cOWO6O zIR`1%2vM35*q?4i8dg1KMJ!J`ZHRMffZ{PRRD|q5>Wrw*q z)W~UF&{RE6_<;IPY?>%<9#3QHOV9nxp()ct{JR8l$h?KKeukWP;$T&60Bw6fiZwfDqn^cx4>ut4!U4>T-w}p+ z1c)hrl{d1^7(HaJ=$|>?P{ye#)~qt`!m`-8G79<)xA5!6E$H$}X>ZWDfc5zbIPBBA#xz-r^MiPh6AVts5@xyMhT^LfJ(#mBlzq8j<4RN3ePP?B z(Ga5Q`~$!3I3YB?%?`~`w3a=06Lr%V+EqZjBosX#aYnXV^+6&A>A%RuQXY_%h?EZWB3Cx%>&@)39pp7bcvGU~lf zw?lQeacCN0{rHuE;~5qS5ro*a+{FtsMkPK2!bH--`k??(nrkl%C0C*pEE?eAcLaT{ zb4dyf-s&_)c_5|@zqNB50W&j%oB_W_+|Y70NF99uGvxlE>6ESiL{!wSt(rTLFePNs zc1|x_HW$K(YZtzW#tTKNFAKFNnrEoRHybnn@Qbo5M7O&`H)AqcAQZYai_6OI+nKmo zHvajG^$O{OZO)@EP>WO`d~;qr;jP2(5NsG`XEiKNf@`Xo*XTS#IM9ez_Y?xR|Ml9b zNS`(+bwBrQ*AB43`d)dz_-rMyAx}Rt{r|94rsj^4Ro*4Pq^ zo4N6`IqJLNX8-z0Wt)IXwm|aipp2hmu2cll^*lB=emWX6?ImFzADBWFP)c!Q`@c)Y zrT!e-?$yX%#wnS&mfW@nH>lQsNBRKWgfIP+i7Vl8hQ z`BHN3X;UVMDuQI~XLB7fKq=HdWolyWr=t;L1M!OUc<#YDu<`FcG@$Hd`&x)@_cQI^ zC$SANA)cWpM37-1o3%Vjj8Ix*x~hZjM&FG-Hl z_!3oDmX?@0GbT6(0~F5i2SLc)U+>@HrPtaLhzx@AROHlkya)LsKGFWSdo>;yxaA?v z^&*gTUQAp`Z0s_NnW@Dwg3*-{wli)0Hl;a_8RU3pBez|?edIrZLQuQH(w+yZ)xJ~nE^{Y_Bq=ZRds7xt|x6LpZo;5Cf+N$Cu~GS+r+$U`}0 z)-QIPE;WSESgBr}Y{h#zE5kj&rUaolVVN(+t@i*T1=^rt9yNkV!__}CDQ4KQ1@c6|8d8h&D-bc2PM@T`B6mb)i5Q^FtR02{G@vj3fF`S>{X$I?1UY59{a;Tr;tdUit-W*3<^ zXG(XEVrVubp1N++Q1dUM3@;vMvXrtACO4#}k5d#PGUL$d#%TRdmFw0k!FET{V?vJK z?Hnh(bTu>VrN1ut9y{8sZ}5QXdQ7q43B^G#Iq*HTsT}6|T$=LpFX8Dr3?+!06Q6`@G7 z_tW&pr)W~L6i6j*87X;dm&%sC-O>E;<>Laq5O3uf1KQBaBxkdjBD{L@q+8Nv+wnxe5weCW#JQbX;D*U#iM-yAjJ*bKwvWrf5CS_XJnzV=x zZ8LI)fu7+aM?u><2(Jxa3i&$LYpHa*N*Jke8_EeJbV{?_cDH{@aXStfV)C%sV1blDtr|c>M+Ber-gr+gVG|U6Q ze3HLR`&209h)YF_ia}q3k(V~7mN4SMbk&5Z7;j`g1|zA;-slS!FPe^Z8Kwl4g2Y1(Jt)M81oCxPvx8+&>MQiDRiu%QaLLsH*SKd zUIm{5zyprsNlH0`nA2^<^a$eV*mKU5w+_^>w{`IVamb}|X!0s!kZ0K{aX{Ttd$(@e z7d+S5kaIDDc^xYbrz_steYWss4-?La}zd*gZ^~COs z>!i_4bSwp1d-6rHB+5c>=H9tVn2815mOySlfn%1%LebKA`XQf?JU3%SmG+cf;;3LM*o?Z;CQ(kdtM#+n{&J&f z)o$GNGS!P`lU1(2@gVo$W<=wSV&Xq}HNxgQ)K}rV$AX$x9bJlpXZnke=BG54p=kk) zqGD{wgRtpS|EXj)B}KkUDQ)f%PbxB$0!4vDjL5NxH#7o?2@zp~%0k^)BpB+hW3?*z zZtHk@(%n(NhH%*ul?Db!XiSHKvhORmpdFTTF!O%c-2DvZ?QD4Df}0s-L8YOQ&|pu^ zM%f5UxYmCdRX9xGMp#;$LJPT0Tl3|#8by>K^wD|R2%fM4-7a5Dt=o}D^?8FnpaAKbt$hiJI*lAf zFPZ5N^w_^98w)v*|Mi#${MhGo7YwnSXZ*Uf5Q+7H$oJx8!gI#FL`~c!V#Ud6qOGDq zsOKSpt?r*(KWcllPLcCEA;*7lHp+_Y$gu>x;zR0H?MZb86RhLY-Tz}gXb{O%MG3V2 zkBAVZujuDJg=3EVi(%T;-l%g$@4(>{9A_fDJbcY!=QMuDUVfu(QZ)W%HpSD&%%RV(L<<(Io$PdlOic;nmr4HTs^?vW)JWTI2? zXqxEn-K8#+3cL7h+vy>_{$K|fZ3(Z2U#ORx#>>$99{*v6k(?^p zXT>~Skg8TJe^&SPCc!EG8&(X9)LQZjSY?{c+p#)HK^;U`F?>Cl8Y0RK8A~EZ)Tka_ z(}rYSD$^^Sj#NNG=SWDuq6thog=tp)6NXmA5bZ3E%QH$K1T+q4SDA$+m*vS&*2Pc? z{LiYYjs-Tg&nl^_o{0*St)H-;hA)#1q&YJ!8l|1TPt$o8kUcmf4y(%ap}82nL)`mR zupO!0h*!?^___}@NiV#m^c>c!%4B?VbK+X9Yj|VbN){`5fur}|E?V2??Mqj-OfB_r zfg3CGiE?6hBXew`d*F}X3-`M8jsObs(H~xyXmxLUXWy@GV*947&m9j%R=I2zR619^ z>-i2CLrItKj0yZ`@=sjJyjOXoJsEV5Ke|Q;%`MDtGB~9W+GMwHtz5TKMiKwvEy6&R z@7Wmnc@Eh6j_C@Va@r{)tJUcP5cP+oU@STo3;n#&^Np8@bBF)+2bzl#dSx_pD%U}7}FKSyX7GYucU)OeEg|7aO0Oe`JqMqyU$cj(E z9;dmJP)-gyeLd#+ zu^Ms{SS@XC2%CZGZ91}%E_{YP=9ONb4re^1!>ZFz*WKk7bO@(xYyp?5g{Ky@t}0V^ zPF)`;u6LBy8TPE|4GQ#kMVTyFZOt*yZWjPGK+3|$&jkupoR>@r{)H14mYv^{3llltJ{`jbYztDKDf-N(NnM&P$MF6q5vn<#|!&HRFB5^%wgXG$N5#zn4+_`kc0kSc?E2%O6YSH3R zSeTAoOCyCFEkK_05>BeyN~&45d`7JVrzqJ|?PuWiJhK@cZ!jsHIbSkgy;1|;N17J^ z%lOB(rudrHE6Y4Hi_%$E6T;q-{%u|0cYVbfum?+|1TjHHjRie1bnixDO{k`p4U-fm z$+2mO=T0@JEzq>NKM?$a8SPmK2xPxjW091#?2 zb^Ihx!<@0%6=2{Ufaa0}c92oMpu7vJZ;KVLFG&tfd(_PJh6-CTr-azMWqL8)if~z( znt@tM4&V{@iHN(InF~*_D3oABPtb@1c)mhb*Fa(ItE2kw5P=?UETM{zZn^_h)yeoOAEzIQBszx zfJi3xz$1_k!ZI4=z;bpft*ylyVAOWLx?cOHb-St8XZ-2rdO{q4d!7(T$D!Fi|0e59paH>-KiXG_zq@N&>f2-LK)m`^|nyJS5_6*et6dz+E->o^hQ1 zbSP5`Np-Vy#Z^|$-(3je3Q?pBXYm3rUuO(Oe=t z(GHQRspRV*#(WJdy4gtMfP>5wZnNKxguYo+&%&W@&zp(>oB(d@`7qb5-#hh)Ju=~) zY0$2xY`Y}i9)}stRDPuJN6rehO|L>FZZ~%jM849;AJQ%FV5Vu9bnv0#Hjh<{H1mu+Sr5MULbWZrofz zL?q{vU)3JfbSX~OBh|W(iATT|+3k!nlG@I&t1bsgrsVlZPCmWAnLVPXVLY#tckvu$2BCn2oA+8ZQW zzzzmWuw~Zgm^rn-;d-ige%?)M zWW}IWxEj&B0b15d(!X31vfKKHkWGVVT4&m_MHoR&84S_&fCSf3YyqdWc^DGDM`F*4oi8<$46+#Z?!Wb#(TebmTt zr@lm=Qw*bLm;`k&pLaky7BCe^>{Y$*uPm#PS+JdG8@lvR`tEJP{d~!u*`$Q6QS%b=T9_EUcXr+I= z%4pKIR@qK0vWp#G`&-n+W93tfML!=Wh4vhcT{0_e8L@;g=4)o-es;Xg+oUVH$GPzn z>2rag-@-`&cJO8?A&AMZv_;f14j!X>mW6aRoXxHJnJ!wmi*R2{K8?%N2QIwnEo|B8 z>FVZq`m4{IZ54)4HCE^na3@q?e?)nUVE^)p`kHRBiFiAm3B0`$0orJc{3aLE!<0U> z$1kr(NOor;)~Yd(U8S$Z7lNaiC!pAv8PAh|6zO2qZ1%pz#B&McNJ%XtO~C0Bi`lP| z7;x~6CsEmCJEraqqCda(U3FE*DqoQy*isDOlosQ>B>`5$G0)N6ra7MHhMJI1HBUsA z`X=455mwt4!@;hocSZF@|2Ubtvf;)#8O$Ib0zRmEY&(k6(MJ-9jW^YcB{Mje@Lqdx zQSAJEQ4}UGb-xDd`zpcONELqWBj5Nb5i{00(jUcJeZA);=SSCIf;UdgjLIh2DLQl6 zVdZ~4ZurTbVHyE;PAv(<;X~_=eKUT%IiTnUl4kNRL2CA)^$4z7j+Ilyne52NCFgVj zzT}`|CoEX?&599Qf4axzur4+pNLE)1k7;==*(e>TMJ+f%-HB%bq?WH_* zwCFBW@q-Z(wSHuLmY4=V6HOlMe550jz=OVR9&cmpH>j3hvw7~#TT)TN;z*@IWKbc_ zQ`xao$5!SGvXZ)dKeT zBVVVs>qg<-vg;Qt0$Zzd^Z~`l+hM@ml zyIA>akFX-q$$cmrGyEj3;bcKo3zmF_%&dgW`)BEk-f~(v9e+fk<6s!(l+jw@j#ggG z2^6Jdk=u*A0doJO=@YYWM!eI!=Sd*4GmLmMJ6mXQdmDdCNvZH>hj+A%DKaV)2)fOk zld**T4kqI*a_0iW(Mq8LQ8Qwqi}6E}7<#y4uz~EWpN=!a3W1h1Eragp;Q?Gx%^v}q z@0~vu%gJE@on_l&4omZj4kK5fvSGN_=A>-Xb|^UvzG9`$v`LnA5jK03J(NZ3XD!2= z7epL}Hff62mb91?IDmuaEtJ!KuI@s|PloqG0`&Vyawne6V(Vgzo^)vLlK3lE`IKEG z&b84Kj;Cu3e4c7)>TmZ_h{Iy{#9gk2NIk9`hv!N5GDd8KxRqxiDkI^nH#NOkW-(H` z40ne83WB;IB(%ueP44AFiw2O`afpa^oCGIqakzNelvDVXY$xb!#%&;VhiO9~Jmp6V zsOzGYLDC%bPWd407IgU7bu)Bvao`cgP}rJ42+d5P*sB!Rc7=#OqSEe1z4M{Yj!kF! zB7wS6j4i}#MPwlr8oQiF4(9Zj=Sxb4&+pzUt_NK>=~}^wWf%TF$l#Z-^X0?YKH@h1 z0PAk1XAGZ?Jt8U&TQCYVTVIMc%Xlb;>Vo4BWObB8dY!=A>tq6#=G?3oH}QsDmykHm z^w{1Cz%?anFIH!x$S?2`!gUn?i0aSHY=>XbxddApe%Eq2Yx)_l1stZRR;yhgfqz=m zvZcMqR*qv}fy!&r$b>N~E>}73A23r*dJfA{Cn#=2(i+0Yg>gbFnK^714RKntUIDLi zWsE&LQ;rd6Pu2iISXsQy1a33zH=qtVvH=hG2n6}!st>0bih!$kXEIpSRD`+uaW0y7 zq-^uAY$rAk59hUqOgww+z3dZe&YL%Jyuw);?cS0sU_-6W+?2V*^l(E!qC5-5R)}MN zD$~2XRJ*cQ?hJR@+A|%COvCwUh@;l$z-vU%l!pFmHG7JUqt-$w3yT?-|Z zq42u4X;QebtW^CH#e|n7YF|cvE?ykDeqFHhq}eLY7MxJY?F-M7OIlw2R{!r(YG}(p zv>c`fY_nOi$r5DlDWts~X0QvcOq;vgy6 zSAMyTn7gerL{{K@l@M@;ZAcw_0r3aW!fl-9{_^4h^uU-3e8p2Xj{P~6##qW_h%Q`6 z#&mM+)_LyT9S-KjOU6aRPl(Z`L0bM%>MX46QwjU>3-SvK!b8Hz%=`7dhObtTonL}i*-C1On<6kSMqnb@-NHra5(wPUJE0k;@3jEN* z&UmyRS%U~g69YCv?M7^&x5UOzKT#J+dC;2t8$2gqB|erNuBAW6){z~bO?|2Mq)8K# zB$-01`~d}|sOB=dotpGI*l5VD;roA&S8MOo>x98Tf^`}@rS^)SGaCb2bn9#lTmk@R zmJB)gE(1;9^oTaFOnbL6fc; z;CJZUz)3nhsL`*InO{97YlAHFO?HSVqr37N6rG%~@$tu8W`JwKpKkMRTY`)-OBty-^4LEJ7hglS^JR;J{1BHUNeg2nJ`A zgG$ztHMmY^upnJ%pRFOXNwbUZ>w{G#4*tl>{H(X{u^$ZE2mZkpw4{UPq`AEa1w$E_ zvwLq4a<%;E-nT(q{o_MYqSh|xII;aOXyDPMW)PnfnpAa96;reh9_Ce7OGqJ~se~es z8F#^ClBY@Dj-><=i7`8?igB|-s5Uy*^ZD{$`LFNpzsU}^!e~*=0vNfM6f3buBE)^V zC&TZ^`L)Zja}z3&@&-ae;umOi%LmFH_V%!kQ%RKKn}RAYM78u9_7^&Mi4uqXDX-u{ zto1(2n7&ES!{LDk{pk(pTM5CLK?zZsYy#MPOdrc{(Yk`RDj?(EL29^;LBrxm2{y>$ zD!+MXE;$asX7cS)=t378@E^oQ?C^z*yfz2*`E&rTe_*cjPG>sX~ zz%2b>O}C`1x2xvLg3BRnm#9mll1liEf>bIRT!*L~v7FWUwA_fqn%@8{*Cl{G@94jv zwhhgwv4tYO!{NCg8*O==w2zKiE#(!b%@I3cTzQjk@(*w1#N>dXnUD{-Wb(_Ak)Rmy zZR9$_7d2$g3OF1IAsU~*LrT?gV5Gw2!#HZlXvHp@XDu>$4V9Il#pojsPSh_IoyLex zPWxP(7Q357odZ@(^9()y3FE^`kJ2DVv)Vat(nC<*o?O^H^ewBHb>h0NYDQNYuMBru z5~2Rjmq%n=y}`@D($s%w0?xSx_K*C$z6H$^S84Mnaw$=T-cQzooYINVtsLlCT}$Ld zdX)?53t4&mX*j=@#?XaDodM1xg%rCMw|1J(NJ*cXp?g}W;+b`^DRBKf4|mTbcCS=~ zUHRi38RGU->ZwW4{N8X95d8QHtGgB?RAsH5Ndw1cYV-?n-cnS-eHwaWcZ^#3?S8hV zD!Vf1xVJna?9iQ0l?WiX(0|KuuC>aE;xPLL)5WS;w$DEPuyHXvYm-7CG2Q)_5Hw#Y zCVw-JVGhW@@Ft;GyUlUAzUhW{RrCJJ)$E|?ztkKMC~Vq*GKrsQwsVE6bSH7GyUZK+vQG&jsgz=X*8x*7ZxBVy2{db+a_wYVP*&>^%Q0Fq~1lUSVT+^mfS4K++f&s5|Xs2=|T6{Ex`jmRN}WZkU~NpxXBV z$8as9eBe@;MkoZ5Q=mU9gPu>=&i2QRfye4r8EEW1D_W*C-Z z2d@&kQ78d`A|`7rv-g0;C4P~SWH~f69ps*&g`(_LqvrZ5FL-tXesPVxspowgj$`8~ ziSks&c<`z#$E9)I&IxI6D?giCX%+3ZRfDMxg14DgrAx;w&2=5%oM|Y3O5A|s;fQ_h zDol!iPU2}d4hx zhc2MZRTp!KBwfeACIONI;-EKfGqUT246nxp?NSdeOcA^hmGn(-WC?4D*O z5ZIe)_R+i|-27f=8O$wml8Iq(WQ+B z^9}$TgnaK9Po%|0h%*HvmNNVZcv~V>P5d&ZA&q(&5(YODsXU;q|bi=dyi*SYwzOBr$hD z=zCavyy~G_gfh1}H4BH`RZTaSS`;+eIiUYRI8)5)Ozd!SD$$zCsQU2C$POXZ>dcej zhw!Z!2e$5)0EkI_;y_6)w^%>O{f-H_)G`~7e;F;KXCevp2^mG4l?e0Gj&E~E ziA{AhkfgZ**tDl*UX~6I74o}*N>a@08?ZC;r!TWZAdTr!O2?swam5<4>58r0GsqtG zj7_k|75f}bwirX8K1qK!rWq*`ydV4W@KOx%$ZBShZEpNJXAL{7NGPA5N@{#aXLXEI z#7VI)af#Z*ec#=z_uCAqVoBU53+Uabcrt2uMR@~l3eUn^YU#?QKFeG!*yuLmT8yiff49vr=UVI z7dlWW;+MMY0cW594{zrFjh;e&G?ucw)u^9VkF~YRWlavWg_@s;T?gq{MLdRXUVG0h z*`F?ywf*_!)RjAkJyf5852P3#Z#1*8K$v zeZmO0_F5M)nz+9Efakk($PrG;icvVk??DIl?z1v4 zA0(s)^OPY~1@az{T;SpmLI0i{`7+IvYYv{-^$%v|KQ08(f;Ws*iS~MgAhZOc;>Wrg zw~nwTIQ)uCA~9slqL}r1p?{W&)uFFL1CNG!Mf#sB?0xgYJa%UBA-iPH6qL}5gv&vW zM?MkK9K#W@w|}t*=%g)+s&;6wY%U*PGYbZF1C3P2w=7$nI`Y96IuH(Fq7l2IRm@If zldkSCb{=5;#G&7Y6^gBm;g!_) zRGDxTIF`rFqAwK7iD0{PJxa6dNiU* zNH+XhTp+(tZ@bG-LZ&V#J_VgXb6SW5S>SaAlZt~S zhGTxNieldO!82o{oV8R}(Nb&Fte;ALkMGaEH6eoHOMUf>b)FBwXPgBrbz z+f@tUgVR~5+8G|<-)_f#_b{=d?=~Nyt$Y1HUwhJwEbHp!di>ECN81hrXUg6Y0!?X-(N!Ui6Q(hh*X0 z7`<*#SSKWoF@*P%=egq5F*}p=Rk-NyOE3v0Xv%W(gXKaGk@&Ch+tqF`5oeF@*Ocl< zQJ`TL3r<;Yq5;&T{k_Q7NHm#7OQTuWl^3^mbnVu(U5d({msG95!m&>n3ca}=VT`fB zp{o`#bl=uXl7RUN6Sr*;63^8d-MRfa&5^cnx0tOu60xs|h?RJH*)+`PP^TE1r?JD^ zSMj^qxgCer!Vc#%B2zrEuy%CpGxLtFH^2!;}i+437nKzn_L*0WQPuC09@f~n&5dq{C;EsZYD^fX|GW`~oCptS| zYZZCSKp4F%uLcJr^4&ugX}B5-g!QMr(EeIz0p8X6#&eSdZ{n*?899gvxOC#9tBTAF zEN1V=digibpSp!v;Y?){`n#H;Hip?QK|UqgzfCCQyz;)x&TPRnEUKezBl392U0wM1 z7|cH7^HEdCVLmqdd-h6F5B6n>7IimaO(nFIJOXszb`@K=3XDl|1#gA@`eQOwukI;X)#8P zb8Iy;c)X1OH89p@xum)357b5lH@Aoylm#e^=zUgQ`Em|&DgHadMUj-$XduWma8Gb} zwBOpFc&1vOXR5)3-Ptmfd{v}GwtaK^(7~9!sRl17d{5w4GS|1XRlFy7S^@Ient=XP=RETERDW?eS(;PLg= z`m6_HWOPFdg3Wo&< zMy^EXoi8pOi8(RQi!L*=%=Imf*-{t|i$7l-iOe8>zL3<;@mAv1v)X)-whj>7VTPIR zV-VHjY^B1mEWf6bDXO&DfI{KKiH>C+Z}dT;+))&Mk-uw3r)PmGIA6<5jh)(@L>?HidJ5|!+@*cSDBQW8eO;bd_ZO1ycq^GEM4Z^tb4lRQVnVSsRhH|?H{ z_)W*9;r;~qoH_eueg9?`NOYTj_l!He@=_$QTqUV}c=ZsfK>Vk{BN`=O=q}^+bss8T zxd=g}rPgBWnBZiiH)tZ&?JEGvypJM9>$mb4e;ANFoo>nEq_(EiKt2~u%`6OVk7^Z9 zQ!A>5h)!mKI=pU0VJ08_Vqk7BW)pT%fF&zj{?_5%deJe}OqhMdtK620a>%*=%~?|6 z)e$PcmdJHQE{XA3g#`2?-8`_1X749{J)4rd8IJ9SQLE@s;b5mdSDgR~%9{ab9na4r zWB(B3NXHG0vzoyWueO;pSId0DTK9a>ri?xz z>zE*Q8>-K_BXslqe`2&(LDvrB1-ZRk+iZLju>193ycAE6N*M_~Wt$Y2h0O5YgBSx3 zvTjPF_9`l5vucc8i??&+*3CUty%7f{X%hFYm@M6}gV2yW+lG4TGusp4%$_L6EawjBB5&`OIB1@?3DO`CF z&M<}HnBu#F43FrLe=;Us3#7)$Cwy$^>1o5o?wqsJa`C+@IculN%Mpj2i$ms)618rw zllJVuZb*Odx|0aK%xbZ*l$dGW{uF>05pv%De|^&z=6T`V@t;7$ycJc;%qmxk-&$$` z{MOO<)Q?%=wY(C-pSF|s(QM(g?97S)4HNn;`j}+(v^PL+qKtsiiQ8)@l)d(w{k?Y# zpQu$Cc?!R^RusGv;%;`N=*^Xs@AoGrNiAkxt1{6jwtmMILDj0YR$sAq-+HCarDfcd zZOLDXu$pVO<66N#ry{FCpbRpZCz)TLG7^u)%eA|E4clU$K6sTiWmlF>v)bG2zTyT? ziyt*P);=(;Z5cHhTozk)$DCQfqAV#{LS>nMF^zI0@KX#3>U+@Iw72#nq(~J;^pDd|GgIVTs3ytU= zoqN&;8i#}Y^~jUT#neM{UI0w0DP4Hs{-wE6LkBEUQkqu+w*r2HktYH$4lI{paDC0U zbC^Z#ZvNF4fKAceYedu~C~qY0x%_A8OZ18hyve0AAc7rM`CrHWOQ-`1RJFCi|H`LT zw84zLxm3vUk|v1jZRpscFMtb0ZmoIu>}2UEq(WSHCae9a0hCE zAVK9I_id2%bKYqui73Pt?;doFttlcITeD`}&k--#^M(e>~RVbaDx+2Yl?f0*Cd9V<+ObEP|bvV(H< zQRIsU=qHR_xvKuZ(GqTaLY{ST1COc*BVyPr3sl3m4R?T52Pj&yD$zI(3`61DnSdhs zm%b&~fdXwm0a3Vym)?jiDTw>7Z*W|QoZt|-zup!q)W07y5OhpBXT&J`&_^6sS?Qc` z^-|?A6GON^>x`TxJd>B1>tzzG=a24_&Z;j1{&bJL=y4}nER<|Kl?T-2^RSyxhSb)6-X>rxR?I7 z&9Lu(1f2Q2P>Pm2qx$(2Fvo>3f48E3yF5u7x2Fa*WtwN?&(4>*Et_8+-;k?B{gE$a z)iP8=;0U$3`AK_P3#2H!#J>x|k#qrWY?r@VA`N;&M7s$*B8}%{Ln}T>lOrnsaCjq# zV?vJWI3quMtT~7EybHa}3sqfF+bj|M?KM%|6XPR;7;caKoi=4)&w%C{gVm10VWyO{ zdc&N&!~WRZpCACfc01a_X}r4+W|_qcP3z!JltcMl*&zLhUq5`R5`0KX%vf-+LY?w` z^h=+9ABYjQfl<#QP?6@ni-`UegpxV>=w?{&jS zmmK9lj7#N$P_1HNyPI<;+py!_ja|?~XykbzvEy9NWktj^S#P@|SsKhVo8J@&P{}z) zy3f(N$P077J9-)}u68TzcOgb6&CMepX8<1O)-?c-LMIdomUw!sN#s}AH`>ULFG9eX8IWcmaxVS*R9C~CwbS|9#U zqb>b7z<+9h=?JXzzbMZ~7%~7!b@uTsivR*&I^%tp>mZp8~^KWy*0|u%Bo%^1-BIN?M zJQ5{SZDS5%Y^=-safLQ)JUP}-VHL)X-}TsV8#TER?Y3Xb`bA^}P@fpfOvk-;2G4p3 zR*Et_s~dyD(W5v|IzDOGBM&3s!pGt4cX0wGeU@C6*o%Ccs*&sb__Y>2Pt0r&N+aMM;PQy&U&DPCG z&R=fplhK*{kginc(NdYL&5zd=FWKj8&JhbB_GA;{qUvZI2Z)}`%3|Q3JpluW__`Q7 zZuff;2#F(%Tv8TkS;jh{9g6I$2%#dSVWSbcmw7-fDz+YVS@8b7>OH5_I- z{gx@lt&Clzz=3kID5r@*4V}vjh=~|?!hZx0YJv*_avyVB?=Gq*K1hkq2=K|SeYig- z2nxiwpP-)0``2t8Wkewhtd(e%;y{6KZ=JdtRPiqe1bqA8Z40tD2KDGwo(R4a&bAVg z*uR7t;w~fWU-nSAN-uAbE{x$tpf-axT2-4&!I2ZNc&iU-{Ru5W7L3wik&$^(1RJ%4 zEgbN1&Yt=l8w>Rqc;7Y3*Rqn>pIeL7pGML3VQF81o-xy7XN(O*;^N4dgEC?JjVYa(-6 zB> zV9nGUcr>>|ALzB&y)4YWM8?~>ZJM#Rh7P66v7&vF9GQ_`5ECdSXh>m(K#2!doPan9 zV(Dgqy74_d+cxQP3%<`VUEGJ9rp#l*mIKR1c0!O&R!`_Of%i+c5P~!3xP^766KSQI zN}=}|0vB1V1kW@3Ugf_A(+IDAXWST~}@y^hXZ zUFp&40jwz1G~umn$al=sL8q^tMw@|exioQBR%8gCo~s-R8pu>X;ZkC`gok)uz6j6v z<_|x~m5$Vpcqnb7&b%ns&Y3&MerBB`cEM-r17xM+7u?avOLw3IGR#T9LJNrdDSXK< zWBIyI5G5g23oYIcGkpop##E%iolIXEff%;i)au;Uw!OL)YVqCT^Jj+SJvydnObZSC zTNTyL^$EI#7uIonY(-9c!gJ)HbT<8P912@RBhzUwTbwd%Xl@8P`n?NB!aQFTiB_yU z*d~8@;fmTex-Jk!-w77JQM$_fWTIi#rZ3^CJYgHL|4+836tnc7dNGMo(mYkgKg9(9 z+C{V#y77wqVq7F(Ju|2J(1*t!GF^g+_yo|ac#1cUzn`Cm;y-a72IB`^N#z2{HW^N- z{9krYMe#YNm6j3{2Wle}(H%tfj+nA5wR*w=mvCI{2JWY$H1Dg?^ypZz1nc zyP<3-Cx>;_5tToX+Wbk8b3M02G>)KBRdu-xlNk>#3ZnTuEXL;?R7|H`ir~fd zu0&Mm&F)$%-v#bJcZ{*Mr;rcsbBYNw?sfw`k+t-V~vM@WM)w=UC#bOQ*TbzP> zn#yt={8rDiZg*?ugu&l-TS$4k=r|Y~$;YNyJWnRR@BPzN&X@pHRK}8oYv!wVb!eFx z7Avd`_v8A-gxOSOM*BCew1cl$P$(Z)loC+`%R( zCeuB@j5uRIRP>I;+{X|31iwT3 zWX0cb3b7N!+HnYxu%Y!P{dCjnXG9J2>^ba2TbnuF>;#)5Xk#@2;V0UBlnJRX65xWQ zrvv}Jxh|yCEqBCy0%ouWv%NUp)P9h5D()R$OMEBT}^r@*L+U4We`>ganP$p zzw=H2w6v%-V_e``OYCO6DgV1&Do40hFTUZj1_e_a& zrgegUQ<7&FRXa)gfuOAKD1{VA#@r*)0+!4ia?}smpPxUL!{2mXvi|M-%@n|{*`Qk) zPCsnCd&_jlw*2GOoHK`L=fhn^zYU`aw9gz~VPVRjS>|4sk!(Ay1-HDiax@L;d3ijG zibCvrT!OnjtJNZH+>pIAh*LoQ%nT`8158Knjkq#Gf7=;jB)V=@ALpXJ{$mz@bcyiY1wrs<0P%W?);42t0ixQ~a{eTV=d+Pb2x#m80UB6T=I|+gK%<>`OrQzkg>hBG+T3vUpwy6E?1( zsi!sz#Iz5!yjP8V&357uenS^XtLX}%f>Y7**?+Td<(`kGH`FJ&bd=MIWEpzL1a43>1O) zbGnq5z;4x)3;SJWj``o2&$* zh11@k!Ez7_zRSbkVHv!zYi!P~#I4t&6r<-|b(JC0QcWpGWqyj~d8nt-=-MYxA7iFrVpT7`!KD?X` zfMjYLW0Z6SGj3oV;4B}8HSbG;Cg3%fU$&6OZUC*Mv*q#qfHd*$3+i_yZ@aPCQT*|% zeOM~?Z?KOvPWq3`%Di|(qNTu@=V0#LRtfEZ%7o48#xZ_~!uChL|E!-q+}@I=qP+v1 z*Ytg>?EX=S+gV?wVF*hwvUm8Zc5g=I0;me$#zk@cxQcx?8-m;Uz|F=552Z@>jU2ry ztJ~~8knB~4wf6KvgTm!NkJJr3$ZGFl)pVUTYhJl$LW~q#c));bN4O<+?`Ac)dt(7% zoHi#sPdgo6h5NwpC^mh=?&}O^{QjZl?+0@ruihN_6TIkTdp>d&p6>vw-b-IS#I0?FY9NYiX#m%)nJ5jJdR3- znhk*U$EoCaNJPbF_w))eSM3edlb_b!h(OgriX=m99Xo^%h_lPjB}pSf#(jF->fF$NyfH@Wt%dP?JC}s#~FV@t^h@Ba$dMyUw?t+Iw37=p&z>uSbUi>KL~v9YTnombs2C3v5tu^NHL1%;x$5uelbW=!utkFmoP< zA{SXVqTlq}tNj{>>bwK064<^Y$un=2jUJm}$di@b59Kk1{)f@bXpT0E@?R4=JUQnf zcRs=!=idojNkdg~Z7b>{!^ez`>LM9()4#vW;le>vd^#bk1ENUIf~QxEz$<=6s+UUm z_0tCQSYN-MpY^c^md-w*VEE#uLkVvKCuVi{bu9nQuI`JI<>eSt+d5AmRBypo{l~6- z*DDEvzxV$m%c^(W^z9IP0P>6(u<^S{Zk_v$(z1vn_Ha$#NhpV_RJR4f+9N@je^j~Y zI9vfP#m`a~mMcbh=*cNdOo6Of8-!adm1Bjs>_-;e@(C$hik+X##5hptJCHF` z3UJr*2ZO2tVORD?n%|JM*giDW-v+T}JBky|Cy9Ni( z&&4S2P6trde7kQ4q!8^aW)I8!G5oDl{lS;dbtQS+4Zn2Fige9N{>XyjTf>I)e}6O& zH@JFRi0k!_a#qn@&_NgF69AJ)*MtAS7dgv=}h!2$z2>YC5 z*WO67H-UcP5dTB7$W}Udqw&NY<_;3lT5aM?TPU zIYDM2`JWbiI)QF|=br_;0<*}v-iU?mztFMThFY_PV%|IHh5(DF^KD60K;;M`qe(1V z61Wy?N%Q(3UUabH$3$^jflHKKMw^aT)I$_N(lBCN)!t;JW)Mpi9OM4(Rm|j z_Zsswob;oLaopUS)A+Oh{zL#D-36?W(}QUaDh05_(;Z~QuGnLj&EK(De|YNY89OPX zy9EDRc$v;}YI1G1IadLpG^-F{E+DWEWi^8k8PG|WqjHQbde)TP3^>o$e2D%3=7eMq z=jZI>$yt}@O787Mpj$pKrMiqnHZssCU-XzVnRQ(KB~^wZzZN!33ce9mzF*}jp*>7} z7c{3@0 z22UZYEcNFR3e9Hrpeelj;c0=h904R#A6glRusATx54$2)d$X-Cicvmca}vPU+G3OS z1tYPn(tYp(D$e?(TR_k}lq(JHjeHw&Hb2?bwKDeCsRt|D1+uR1T7RZaE$%I;ej57$ zq6?07@eSRT-7G=8Uc!4UlN~l1Nnn0XjD3vP1jgUv3O`T6O|(t<=l6icfx&^(Vp)U3 z^MndmeNlEnGpBr}COM=i-%y#9J#k_}fgCR{ZvMMUc);|Gwe>?!zr$H=}AtIwdmG$U$gg#P;$9J6`Tfg!`Z}1Ws zvgsWZ(3!{(PFRq~nEMm8#&?_UUmtqINDqIS7N zF7`aW#(>*ht4LmfS1u2ykB*i{4mz%GA@<#o+N>jdsvPvDH}DpicQUo0)Q_vZ=<4-# z<6N0bZVLp&f-{Gqg-}k);%jzOF>^T5@J%Wvhi6cpup%rhT0GHjjsTZ*g`Uf%ln_gF zo#t7BzA(9D-4zqd5nE8glxj)vQ%eWyp^rf@>;?N5dGv9&0PmsSMwJ~z|Csp1rR z@^ZvY~`k zur650U3pP43rm{}{;1b3Y1{n5sArAJ+g66^xoFp+%T>)8$5NQi;MMFc9#70*D_k7z zQw2WG*G69wIM81^M1D;I0mfE@a2& zm=%0|8|rJLoCF0OFrTGguG;y}tiFiO#7j%gTl^@AGaYLFffT;QPhrkaHOpWr05P~c zphMu%0y!`fg^6j=)jg-}MDzI z1eYePv0!T`l+PZFT~$cHl&N9CXDt`t?Bze0y0Ooqj*fC4Y^_hN@LXFR3eFE9-YRZ~ z3mnVNU#KbR*k@lHg{w>3ZkRfENtpM~F%8g28Vkjou`1!do%7eTa1L)5;eDJ%EXsIS zFoXu0%SOou0j2hNj*xoL;knx8|Nn^~mM=s}+;LS%gn~Yy+=$55R!%xBZu%dhdcb6M zSD4t?Qb~ufToh(zv8-dM_M#HY|KIPXFjNtu_Xp}lf%L1#4vXdtuL)TA)!segNkEn% z?EP>U;25k=mvS74Mymh}3_AdY(B(KXZ5rwrBkRf1ybQKAdbL@ZKgdi$j6gB%I45fV z;J5DM(5C0DM(yT_XOu>K;D0RMLpliA0GBJUEq;6ETDj2yJR63MBtMzvUVg_OaMn-^ z?;2^s9#<~&eo>h*DG-wckk4LqJ6>@2geEHZYwM9q58IT|LCZ82Ea$RobHh4Go|Pjd zFW@KWo$g$2nqDR(0k%Dky(()U7NBqRe0^-~KDoLge5qkj|78!nU0oD0(`}frQafg+ z+up{aE$fr4eY|}YHt9taL@0o3ix)$*CnFW71?z!sM|5b;+H2HizP@4o#In-VbXbt& z5YjCi6#%WrZKt?BTnvYvtq&4_E`&Qe?AV4c-aYH>?LZd98jHJCb*oun8qY01ts+r3 z2330ly3H_nYgwumjNHEq#JI^ewO8Rd_0=sboZ^KM!;s>Rv+BDOc>I|Q-;5#3;ipZ* z5^u$wVFqR|tJH*~6^pSMOV3m;Y*c$hNx)khz7LsN$0w&WT5RISc1KyJ=b9vy(xl-p zFi}P4K9ZGYtXt1?NKlwc`HB9ksr%3Ko~-)imGBw>osF0hQ6#&{l;W?vwZxj!m28yy z*wJmeQ|IthmWg$aeuVh1qWkH}RHiCT^v!W@b5ydY3|_dA?eXO!Qjbyo!w`0wnarTX zkaa<5jf5k7wTZ4xOJd$>+(z}#TP0)jRX}zrgh5*JGr84t-PE8xL<4=C5vtF2FP-SZ z$@VWEv(Hl3l}WBhoV7XIPJJR7Iqh3xO9rETwmS^1!&N!^dyyp$hMWD5_~XTIn%YzF zxmFq%Q5ct?GCUQcN;o6IM$jLJu3K>(8`RAF8YbM844AX4apIOu=u$!wOoEzY1QBY} znXjDUn_JePX@2&z^-PZb1)hTa&!_FqfI}@3lmQlf6$^k+^e7cmCL#ZmGK&60)Hw%1 z*GK{Vo2M{nu&TFvz8C~SH!xv_wLLjig<-47Dy$xA1^I%n_e4o zMdLOJWFW`&r%p=Prptm*SRHe6es5dTuwNLs62!r_5Ck~^-W}P`B!pH$waVFm7mfQP z0kvK(o|ryB-xDL^e!)|i=4YVO^p~t@&~$=s=#72vJ?e5Mv3V#_6s{BgwjVI}zC@P# z?zM}sjHx4L+F!@c{b%nS0D~xd6$dy?@CTcvM7rUL_sAZqN*B_|=%PUB5q)xZgT~UT zdO)@HuH|JVN%5J}!ZR95_CNqn@eX*dL(V1YY-BM~bH#&?%^cMce z!^jyb$MFY{e9BfJ1}O5E^OMP&q_W{h$6*Ei*W;%E;HV=f!2M~doOV|e=N=nTQ4QcG zd8Ue^g-B{Ak41>x7nbWa_|m0j4@L%$)wMw?>yq*jgiLuW6u0Wju;dk@;VP#~72sba zvGoapdlIOMrb$E^i=a4pBD+Py#lTGngU-$NV04-l5ZS7GU!CZstxA+tL{IiRcr^*_ zzz|x3NH|)$c(apV7|dmf9P)u@N%x;J2+^XEv~`Y}oi78~AV>0`F3iHi6n?ie>;X81 z>Qp_mAVRQaq4Qap2=jM~sgB={~sR&dKJI zfQlFl7+2kMCXf24*fL6W2rTSqotT%twdHOHCDyZua+5Q&BR9Cvo)v4J2oFZE;iS)P zQyBZN)b(3lJyc%MB2Za+dGUgGPR@Bh`1Jv_A<(Jz8|qoK{J2!Quskl%r)9Qv>o%+M zM%2ws>>LghHG)gfg=MLT!S@s<47z``eTgoz$8&D>D%-XBr+d$Yr>(!Tcw(h+lSv8~aLCJN4DW#R)=*g1L)fO? zIge`O-?H=W8QWmBN*q26+Ry2+p1N@;j>>i2KNDfaIi`cRG|p4Tp}#mPLQ7g$J*&SZ z@EAl3v{Gyve^M{Dp)Vr-GNaWS#I8d*r(S2%UDnzB?hG#aAnG7Kdq+e!8t|Y=JT~y2 zdJ_z_R;J!}!;)ba}+JzU_ps;`zw4aEWqqaCjyS?GKdXg3oLJfnn6G*&v z>R%Wl~XP}s`xhZ!lf|5P01VZrUc#v+$eJ$CO4(1saSjJBGg5e-R z7k1qF&T&HeiF1e;7O0e^jb%5`obrp-+7&$JrWAF(d!SJZm6)uvK-)Al)dh+yVAPof zkEX3R5P)YbTnTmV61S2{67^HswrZ>yKk-RVCe0f=Io4x-04 zQCFXOQb-&Mppt4?Rc~7fuVu>CZxsREAqzNOQ^ z-`*rfCoAc7fh zF8K6xx1!SxZx$mH-(^UM(uE7Qt~Pd-lU#+9yg7|0ENEPE1!%foB#o3%Eeddo+ZT89 zjra^TD0C^{KD5omvt9d+kiOHhJb%pl>+qx43e4?XMem>gTd>iPJ2`nYhvz13z0Aw3 zUWAb9`x%QChun(o=jFkluT|Aw$#*D%8T?|gZsQh--|BwG4={oFE-Xk8*b!fv-(TH& zUV4r@(O%5df4N1Ttz)T=R6SzLFd`WAwM~1)Tvb4c1;-jj+9?P&b$$`hKF zT4AnZ-*_ya4O-_&qE!`@{0}?tOsmrPf;xW?e-pW|FOH)gK6e3|orrV|=6I%ma*`A3 zh5IG;qZEK={nP^;pJGut62lc{Qhr=uk>%g@ROMFci4*!=Y;}DT8pRyeVXU>xJ_Mp` zG0EY`2jG;#BxE?z4;RqGqgr|z=aXmx4-#@5Ak9Lzc%;qZ=R!=s1P+0&&|ZK+o99VyHoEpTY^ZI(o=;T z;{@3hRbm>6@LAE#0@+khu9E#e2wvYM5FNVEg1&L*rn83?LHQE#mC1ecbLY_r{RU7Nch^z8VPV?oLW<|-JOBy`m-Lhel|+|;&YfNazq1^QlZLlWmFL2Czn}$em=dX2Qo|%r-SNR=QXAW;{fOKQoOV41R_N!;hl3<^(-p&&FKsIoHH5H}lmf7eq9{w{*XHj7eKMUjF4_2~K zeM)$tyNP)vZ}}bs*&XVpUp(@oleWDwr-|pST4;NsG&en;VOU<_Q zig@&HUu*X$0Uo(!qw*zP(EHL6k`v%~fFKdgiLe&ZUFRls|*NUz7F3l$0 z%udA(jK7ya`0dgQ5`rK#RCJ<2H$2V6Zvu^Tq2|(DL#44BDVOBg3TA!_&e_0@?AT}p z4zNgYek>YrbIF)J+;X?6wsKXH#s%eg?Ks>!g_ROuIS7ho;>? zOOI9^HSNwgJSv+u_p5nXIMnWzDpB|<5kiJV+2Ho?6GM7`d7WLtzUsD(%~= zeiWGTu^RBV@s+P=0{3e$)NMnfNeP`nle4LDap0qngAx$%023a1g*BL6&i4FyQ4*pK%0NYd=EoHA-V`qT(SKO6Xn)E zoH3XN%U7wV2yHw#gze{Sf!8f+3IOLqJ0D=f9$63=HhH(=;iHUk41Y752w<{lF6+`J=Zi2mRxnyI?8o_?&^jqt!nk9 zUj8i zm=vZ>>SQ5BqCNpGJ+Pmd6>w0tedes9lxJSmBac4ETEU%zF>BGbwM}LE&~A&$;#|zq zoTcxbq{CoQX~GL{COZ;P6!d-Y_~=q)W$<(a>iiwoBx_ZOeC;;D=*OMFp^nuZlv{H5 z=!F!C;tyMFZed5rKP1a$`I(*qdqD3D`t}|*;eD^SMwrw$9rBWu2KrdbdU!of52Fy% zw<+-F?Dy&kkF>S7wg(cW6n#KPd%G}#AS%mabh}Y9KL`PV2y8uq#06~0nfuB>29LFEba-g zK5F21{?_Ce+)mQzV8vc|TJH#)fVlr^TC50foHXD&>|p0&)}Q#^d#$wcfLa%8X%AAv zF}a_%vC9yM$H)UtPj;>rrDX_&A$w$UtPe%8ypekmx`v6a%3(U2pPkMhYk?A}#NWiQ zaq)@N6z78Ej;!+lg<>qC*X>7Gh;rziaaLo=-7<;nkf)?GCL|G;)S6#dDkQj@IEB8MjUnKlPX zZfSK=y=MJ=3$*&z;e_6`e&9B^u2|bQ%){{deIj{yN`+r_XH;^u-k5-nIxA29%=8CQ z2*$R)k_8JpWW#P1;mz1onSbOyf;tl18{#$ZSO#@js7+Mt6AdDeE`G%9Fx1*Uv<&zD zCd{+8kjj$4M!aC1*X`^LSE;5@>&7aEk|zv9B}ce^iCvavlSCz~k)LeS9YOV-IxdXk zC%Y?1*TrMmN32;Ed*^S!aBZK0dpR?P(}x1cAHGqLh-**GBp5hG%um+;l3>tI?CLXo? z9{qI7SydNp=PGEjCreh<9d*qkFx_9EJ(C&`Eq`Tu5F++uQt@C9HOsS>mtcuGGJfr8 zP)LImxm_SS?1XnlS_?-1QXHDU&SN)ka8x@SIy{Q5QUj?l;QU8vlRLLjzckSO*AHN2t zc@4Jj!O?uaL5BQg0~5@u3@|@LS1RSz83=gWy!CH>_@WK;6#F|LCe1(kfMw@;N$y~R zlN!!DWnv9LDo;k)FPG`5!xP~we2@PzvK-$SJSd$0GEV2(FLz#nFDUjpXU~RXixnPM zr#;eV+TaEDLYXvO=sGnlp6P=*q#uqC9BYIuJ!nyTU^hvxA3ta)BNf4k?s{I%Q1!2u zvlSQJMFiYJK3bk=xUxDpKFW%Nc)t8!0O1`YZ>O+X;dh`G zIhy>WALooPfEkVDL#)`5{{%FeK(}2>3E;^oA-!N?xyA*~MCaa~*0uPUxPO9bv&6cI z*O;N+>Z|m1olE*nRU^M|P!P`S{19}|XoD_?RE~&Us`Xtv7)LxYJad=8WIb0gwvVL| zI1JaHOcBpT_(U%oAJjplM5gpZi(zW17+Nv^-*jx*Zgw$vGa9?CrZg>pGo^NTHyG8e z@&J&(UmEY$>+w~+(S$2 z!dh}j^$r-2;hb<+76v8UVW0=u7_uf;p_aByrj&M171-m&8-Rx)@*gjV$3MO6McRtV zm8vaNa~LZEng9mcaF$0D5Nmv2btj!I)c4lX_JTlfzG9&g?JPnUcN#DU*vd%m=8r;e= zCEbKsC_n_XHfmJUY%N6f_h0~EJ{fSl7;Iq@N}v$(WCt`M^| z;!USSb5w9KjrfuiJ=yD=Ol7@sNFvLx)*L3fwm<^w4TehCc|N#(5fbMJrbzB8-nxDI z`6I}+E(|H0W~IPORTS4==c{^uDR{l{^E^P=8`7z;LOZl4EyWVPDG1->4~Kd_Y|%||VUZNyD>-0F!Ig2io$ON-@@5>Oqb zAU31a)eJr;Xx$Z6eemYTa>v1{2<5zl0;nN*TQF-O{aYW_f&K!}Z>=Z|b$aqLg{o=A zAwr~z8@Jzsp>AYweI*S~im&&;&xdF5#wGT}1IJrFYgjr^%T5dr21lAqO^P5eV$NI! zo1yg>GgavJZX)pn{FOeO;9kySeNg2Ref|bVV1AG}*s#!QS^-G4EvYyNDNXCP^Xd7@ z#yb&*ik~Fe!WNnPGlu&KT4FK4Oj4W0RUx}PEaH2cHUV>8jzwpfzBc4NT$G*hn>qf| zdZ~o5^}_c$Sn+du?#panvL&JV=i!W)+FZ>aUH;ruWeiIs&mU+k4*uc6`5Ja~4hI{L zpHgpEJwGIGXQ`L!<~Js1SANH>l#)0Woe(g>hRgbw&C=aT^TaFK1qVb?nzif3(A+?Oc^H!VqZ9bz%%zxa#b!e$UuB#&awy_g&dnz30iIfr;(^o zd#c1r*0Re5El|=dEroulu<~mXz(yW(8hFx3S7mt=tZI>TT6dj7$#!+-iOE7or|$^I z0pB%Pcp3P+nXr2@)@<6}NJ4QBS4$5=9mh|XWKEcR8JS-4FK_@%9em&Ul63})!q6HM zk?H0YHw8;YthXMjakfaa z2}nTW>wMG@a&=|YaV@i4yJ8)th%9W5x=Lfo{HNdZZ9MBp7%`e-XEJ_e-_R!fq**sE z`bR7{5Iwn0f4}6k3W(sJ_yt z#RiTWLw*jkRHrM%N84rkO?N7~9R`#d0Ig)%%;%*1}`t zrgLz-6KVq`jZlTPy=zKaj#tqy^rdRJK9ZYmbbYVUK;<8`yzoH0UZ$ys-S86$$G+F< z zvU^tE@B82=bM86Xy|CR@v)u$Q9U8_eUKrCdwfJ9JXmKU0a zxL=D~L0jM$>1J-Eso{gAhBE%U4aggJizlPy*JAx}*^8s^CuO2KvTn2+#;ac@1Ffri zr!fP7XpbsrwU^_IH~$(<_90`Kz&XC&(Q;q(7hId!uPDJ#-OiOC0WCxMoJfGgtSffo zXX2#-0=n|)A*e4yE;XwtvY8IX!9arYCkeKlMKeIn3{iwa&Qz2@ore^G^V(~}iO=&% zcXXL)C|=7xqJi-Yc3?5t&IRtBhLw*g0~o7`_G2xJ%?NYiyNqs9&UHlfh%?RualJi( zb>!>qyl|(eg^28s4QqbxQNBZ~)Z`dxEl)D9`yyNJ^@VefGeCIN?W2io$W8q4#v8QINxP zK$9B};133FSN{6|M>bgm{{iL`XP7D`MU4kGsi5d+A6CJL$wjz`!8`5f`+^Ix6Pk?+ zBRHE@jHr7@ZfZ844&%8g%M6%U*o}Q|$WB=wVVkmVaAXDE3?SK5GPS9SSA!ASs}U)$ z|3Y0j$Fhzsn5bP0fq%I>p-D8r*f&Tc`7(Br3yY8lec!d@&2?}A5=}x=BA4vnsj^a` zdsek{MMq$<(i=CiBTee}`bYec#OXVT=r_NGnftsVc)253L5eF>p0}G^8NY5f_3#BI zA~V3iNP>`Da!%8=0nQKhA@azzI>Qm%+T4#94x&Y1E?7AneUGCRcynP{3hbL$U>Q;2 zX4r7apUb{i+efaErk)U1k|s(r6WVB3Qy5>U{@!zxe8yF!yF~pz)Sz!^As(W`H<0m_ z;|USU&Eew-4e*t~Q0jhfWLeY~(%m`=*HX0}noF;bxxAS7qK*WqiTy9ze^wlN!%71u zTt6b2UsL4uyRAlfzxH}N+Iwh&-HyviEzW>=){pP1Ebu2Td~_1o)z1}Mr$V{X;}ySy zbHp0BQ5n%FscEakfiJ-cKTdbv(m)IgS&VSWWw{&{+3ioDka^^AM9`*((TGA3VUogd zT;v86k3qy&PGec0fJ;^}_nAaCbs~i;W1o7xiPsX<8#0HM_Bs?QfJc9SuIco0t~_xq za-;zb`2>*HgI@AqUTJjgs=oW(UH5S>vdSGuP@eR!fQ(iikzt9_HwUk1E)sr3>d%^b z+xxgHD_R9MWHR?Mk^96`e%Gh(B_%_Xt1Bb#k+V2|J*D`n_NOK1;4{+auUA!IMH2$-IK`hg@ueYg5_NENkba0c$1R!rkHVma%GEhKlk%3x0SVqp{%DChe7U zNald!a2mDA4PJw=FzgS^E1XzQDT7T1fzp|BISi1bFRCgT-02!t1bAGx|AnRvYA^r; zW9Y<&6p}QXP)MqEK)fU7=84EdR84Cws~kfr*nlycEQRRF@sRe4L~ks(od!RWIaZuH zJ2Y}eUZmBFCP7$N^zuE44iF3#?&6WyHRB}gYeK#MnfMV=F$m3y?fcqgo7F^My8|$= ze_azsf?IAku#%s;OH6Q~yimRWqVo3W;|g07OkY#EfoeFIEA2ttihe&L?NBO7UlTdzE%+=C=^dCW@JaidxSD==I&+Tt22sIo4&_%RS< z2g1nRlp<~95-J!7RUi43H1ZzuMW`dO_OeMA^$vWXlzd}y5manXp$?d zI_Q2&oV!&;D4u4z6Y41JV*S^HKPDanRA;YB;wop7f3(D3h1WflXy^aPVnC~pUbA%J zRj4bp+^Q-3Ou>N3bIL4!9!u|me|;gwe#i9v3L<=wthxC`x6bW$EE+tEm)fqb>PwB*=4MHpkdak{#9e^2 zoQDCkAOc%E=ogo~0vQ#<_BOmewSL!i><+Y|g3#<4FUroJ*M7m7Lo`-$}w z2}2K~BN}=$Z(J4lM%rksekz-uu{BYG7Zf1O&q{;0ob@D$EG-$6|WQ64&rE>jG^xq!3h%M0@%E;69&p_C5px!G856@oX&FNY`o)f21q<< zfjIiIQ%M@XT|@xk<2W4%=F$A(yTOb10pH!ZVKWK>Ny=R~)1>Gotb1J+A>T7Hbiw)E zoFHYQ^y(kI!tw?5m1?~_Pu;rR?#*1R!KcZ$HeA6F10yh z7R>p4!^af7`$}G0ReosP0OisXRB1y9f%muIZ)UZX;n%2;x>hqRE)^Omyv!pEw_Dxm z(Pyr#uClmw>|TzRt!XObdO#=tB|>{(h(5O~B*3Y)Fu_@s=+oxko|BT?1fBRJR5VAt z!i^SNt+3J6K}fI}G7l0h3xDFwC<;pO{3~6TnUesQ9|vZ(wkV;w6wqe3FfXo4Hn}E+ zk4(_)@rnwB7xb>BH8J+vgsq16^NP$`0r}2q3^niZ7a}&ib4WUdTz_nX{<}F2X~U$I z0p3W6B--uY(S*gSq!XaM?Q-?uEG-f!gH9w<4=|+Kq6H-SxcJ}M{EGPsppNBr*t(V) zUejU@-rM?jFB=>P-np1S3t&DVr!hSs;0aHwP&HVMH{+=ttj7C0crNVKNLAAGAZpEx zD2BSKLo+|WiAmQEKD}2_Ht`kf=VPa=7~Qi8Ii9(A9NC0GVjl`@tA-CALr!vZ?Z@7R zpm?|K_(OJp`(i&i*Fyd#TAYDn3|0`N%IvB(uF=NHD)!`jA)xA%AS!MzR0yyfq+`x< zSZF~!Fgc)np~}_l)5^#oSQdv$%@ygk&SUW02ixcx1SS212fw?xd!qd3j%SnPI5jYo zj7`=wmC-R5m&+X@iHdc1huD|T{yl-0BgY3+aq`_hTuwzjxS`JFrq-%F{$p#CFf0Ok zZEccl+l3>s{G)@CSE{9L3b*c{2x=^9cGDlN130LRQDJDO>)90&yy*7Jwfhb)8#nti zuQRy0#e;8j|52oqFSqbRl4l{$2bzVP3>niOH;w*Ck*^ikPi+G2YxfTUfrn8aC7VV? zG((@qsj>rULrJq+6l%E)`5{8*j6(IGmwXLpQ(I7!Kl|BBC8A)!a* z;7rh-x4|Cya+&JHgIlKiWe(;a_#^INdN@*F7*#O!z+Wag4ZV~?B4y<9z+tZb@6oIKJj&MPc_GQ+z^;98rofLS|ZrW18v>5r2PN8{kqFB6(bU5 z=^&h5tcG_-w(vkx%(UIbR*ajV*_i`H#D(hfzDd4JzJIpt+XK*QPWkf_)nkr04)B5^8?loXh5S!w~(Mxab)Z z@z#gRrv^Y^;LOmGf0AkGoelU@{flZ>Wi5JjV&h!SBen$<5K@p9%1kg{ zM!^!;4trx>3dW$5Z0`ot=3|G~nwl%tXL!(hve!eCP9Ud&uxYdcgH$bbG+N(T9pha;4$M0+V8#MWDp*$~8#n02pNItmImjxt#`9v4u_}X_x z^143+m5L_PV2aY**9nX)iojj+8_!5P)Y5O$!lWvn|=4qGv zLrg{PgB(_}4WQ2m=mz-A;>lC^$QaK-zs z0<=V+@zw=Da9Oo|cw;kqM%0BT$NR^J@W|sf4aNUte=7eLWL)Jx((CYb`0L^jNqGqU z9b;a1wxGYid!ngMUw2`JZa4l&#G_tkVTieO1QJyY6dZp%;gsergloQZ=>{rsf zp$k@}dWR3U;4IaWuNSaCADEN-UFEouhPR%Eb|jm71BPuUlB|JQ;ZJ5>*=JAMa|l5Q zbYp9+;=av?zY5p>-#`pmfy?VF*{V4(R1zdJO|x5(iGe`zs8Xa+F?29C>#9}6`VfxL z`@+)b*RCQ`XDTE}4;`-uAc3hcZZ>wuhxE4(6)*f2xHV2mq5MN?BrK^GEw5}m-eIPX z7ThlRoy}6YX#DbpA06Y>2Aq@0s05Sx;$72xIt>RSzYQ=7RrqRq!yxxydcm(~m#xG2 z*OcqiO8&E;)T4}gSyGD?fu(+!aTwa8#o#>OJ9-lM2#rwGf<`ahLd`)+@K@olQM!+|CG@}D-(bNzA=|p#v<|uuv-k{$TKs+&rd-jPF2jH*?7Inl%@f^> z3aSZ$&hB@y9gyA+4oAP=DS9H(-lC2UZfi>t*LhvZq;rL=gw`UtL?hJ=KR-9^jZNTk z9k_Px+5<1vH5{vah;GgzDq~}$7y5FC;IY2zCt(L5$yylJYMVmo$2RpTcikjoTLoP zo9tEia5qrdFCtVPrU5`{zZH7*1}M^9%la<}VSmRyCic-t@W z;V3oK&9Kg3NoVS3tX(ef^X7c-S_sV9S@?f>u{dUJDW`#qNbJqD93@6L>e(XfCSS zZbC0Co;Y9V@l6uffESH8cy(LHIPc*1cK`}*;|HTq!R=fs83=oXo=*(6Wj>6zt|3Zm zRSaBZ*&LH4ru6npe2#G-IX|({RYm#^Ph9p)yl-K^0NlPIpqjeet`9!hpB5AoBq0f_ zeR^7oVo|zyMTauPO{H}^`pAD#z1Gmg2IR>I$*mOmI2@VGyEkxcc+Bf@^H|{R4d-$n z=mqoIr$AOs6;XAM9iWe9`dn68{ZPt4*`KjsoS}K9Z5DYUuBIxcR%);Htaorj1%Q6C z5DXCl6{jfUo9803*pjI}e-;KhD}?-+PzB?mTQdb!?#TRmPg5fy>%YEbE2Oo+ok+Mm zy`jA{&c0-eL#oq?b47c#S-y)!xroRbq!Wbdctbad%w9HlSlXx;-EYUab@^h6)aoq- z!wX5h_3Nl)z_$ZRVZv98>Qt=R9E^W`j_k!}yXy-wZJo0h`q=jyyN6~|}1Gz_h_G{N0bMnyc2Y-V1x`Y)`a}wqZB~|jl6QLE# zLv2p$7l7grnE2^2bOIz3Y`~>eJQ2srmPIE7RFzXFZj2b6+BYl$l)yNcqmaI%LvRA( zAV)M?0b=BGOAl%%SDLDNHegi7Gop@$CEyeRv|_Wh>XT$?Vt9GDi(Cfb$2VA-Gi-Jw!8_PouZ2IZ;~v(DG$yov6hVi zZUlCvc$*Q52-=ikMwZ>IDbk9Wz(8e|fr}J0AC^x)=xM2gefCADBH)pq_?J#PWqo8J zAWlGw(CtA)4ZG~UD#e$lKCG^B+!|r8Cb6)KE4$bjk8$b08Ufv%Vo*$8MSx}ftX^vA ziI6pco+hFum^}V{8yGI!_bEXrJCQ1aSKC%tHSLPx((;aSnu(uqlQy~6z(yn)w*wf& zHBQCy%Av*w`t`J{kgl^g{O3kFp*@I})Cr)6W<0_qC?Wqadwc8cza*jja*5<>NxE&P=t4&Z ztS^`fmyDq|?1)bX&?`dEak>Ok%Jb=QKdPJT6K)|h@=QJ-FKc@cS>jyF2bU(1V93Bq zTT3AJju@HH4bhG#kE?c#Hp&Mdloy1|`jF5bFULXTgF%BNccKL#e(qzxY!tKbJ8Xy@^?om<2?)A;WTRlBxXNQ=rg+2Dk6?0wYzNkgK_t(fEHlJz}|hg~#-bqXiz zI%A(;B&|)|pY8ck7#r<5$#VD_$ctQx+RF4ZQr0~}7?MYQM`leb%@B9Oc1ki*6hXzl$89lU|v1Y(__s4vZ>OTC{z!exuNcim!iRTF0FCA*xsc!y! zcU3m#1XTUEF}OlyG70zWN7}cmkhJl{X~PtFqef`W{v2Y-ofri zkc7Q=yF3j|RwRQ;O1*#g%pc~vJ{;DX2V~09=H!|Lg zWxhBMZCN%F2~qrW)iv&O0%dCX6{<)1MuH$ahDQ++5%*Mx?+f!@yY`=(U|Ni8Z(vht zm^SBOs1Tcu$3S^jsMlLf2a-QWRQTQWr;Zx~Xz?FAJE&6qc;!7xVq!=Io_M93jzYMR z6-*2yIi}!$5B)6aX#s1(nwN!RHm2*X4cHm-i=gXGAss+RwkPY|tFQ(Wl8v(WSI78s z#j=52$Cc?=HSEquMMtS3WfX<#~7d@Qq3~KQe zb8fx|Xz9(X06(Y5e;_hXCS>uwhqzl2N)J;Ai69?rNcC|{RYdL$C1`;N`R}JR+IqYZ zhYlE;0T=Fd_|;v+Y3&a}dy%~h$_5@EECMhXAF>XoJ(2rOUu}!y3;Q>_+ouemEhd|x z=D19V3 z723hcNU>8)lRhWyCw~IAeff&HLviZ7mJ!F z2@% zU+M&|)2B3*-B|p9mnRzdheTtm#ubF>WsnDNw%^vY_uOf$qxo#$CT?q=x7mg|dYZI1 zhJyP*(TqTfrVg)O2E!fuHUh7VZiVg8KKsvwD~@guoz>1{Kl=emW1B!>S0IxBoNhX$;_m)}8Au$(T%QFkCwjTunm-&^UUMpyYprH*AzO5n1W)fm-fp&r=)0M7yAopY2YiyaTR$ z)MN3+Yk1?TjQA$Z zTp($&r`}cEU?Sao4Ia0NZ;rHYX5X1~w&xfwg8IPxA=3Fwwm4mO-k>(vrwj<&VK0qS znGoUH@1ZxMW@1Wq^gVPzV>xk6ywAd{b@uj-w}+ieiZ%75^w$8P5*j${Wi*l`M6)k2 zAQCu-a~LibysAIYe0YLP`gn(99SN`2iBH$~(PwWh_Z;{+O}VoANPth8Adk`sYvXv2 zP@14!te7~{@M(pwjn*Fb^Rxu(!AV@4SF?cQZS&?1_jbS(Y$8#{3vSStrsBKK9ZF=^ z!aqoR+cmGTPiaAKY79k^Z;g>AA~Z-natAO@{*8bz{;HU&tp(b_*3>wHJf})k^)}4x=R}Dn}D!@uXK{Uay zJx16E5J_w?1e`3&vvADYoiJ5VocIe#=*;;})pjK5AkP!B@O0*6LnlEO(aw2AhC7vh ziK)m#0Am0uh5T}|Bau1hN$a2XMjSYMv-gmR>JGYar6KCa3cAw z;0b5OPOBW`e_eEc`-BaulGi4eMAFkB?^?UPrD0M9>W7mifilX z`AUcf)E`Pz3`%t;T!BWNZ%=iZ@qm&6*ihRtfsQ;z^#;&5Pp?Q$zJT51z*s0Ph%hBv zAi>7im5_#2`Q~w9BB~SDcN8ZsWmzDOJg|RtsgfwSnh5sTj%s{P6zDXZK}(_hEs!{I zPX$wxt45mtEmW1vTYEf}HTm!xX1V0g@bgr$U-Y(>(F~VX>7L1wZw4&J`juKRSg=n= zLsMa@XWJ}P6J>ywpN;L~6f<=P(?<VU?PuOSeWZLiTu#-`PQ)mp_7aINyvRdhPf|P;}DbPI(Yj& zigFwTM-l0VNEa;WIu?Thb;(na)SKmPA*C6AXeAxolwz(cH$o=J16^fK|{M-wjkgax*Xxze|FDZhb2K&&TzPF zQUrQi`hGOygUTg@C_6}dZ!I}}^43Zqv~NITo$Bs%(YuWhG?fNFJ#lSubgNzr!sF%& z&TK|VD*U3^pbF`I31!Yhnb?1~3dbu&b~Wl-WZBgYSl*~INe5f z(l+QI*@8jvoG1h$0%RA`F5d_|0m* zQ8q+_NuA8g)CWGXetSFhsI!j@7FA6r;`f5LtJJxypyiiRWP`P(Z~1_F>qf)-#@{IA zt>3w3RH2F8;^UXy>h^fg`s`X=0lvIFygXr|k|&D}-u!rClFp>9kYa+Zt`z>9G4o79 zSZ?yVxI8Xq)a~Y@Efj(4hM{?V-7mv!C}r_QJra&JqbQvWGg9m0bM0Oj<*8$NNiF{f zJN%cK+RiWW3=f+W3Tamrf8>qsw3(&1;}tgSJ!g8HbZhmeFRQ-b=D%4=dxXiW$vW0y z@SN@mePp?a=i8@M&JekOI&c@L{jXneo}Zmz7r2bTG$2{en{%GZGk|0X61|zX{2^_+ zpK2vbZTf88X~*0$)GhI;I{_7R3Ij6YW1oUqQ1YNM#HOlm_f5g{*6-vs5V$79)_c6| z)~(0r>b=a>`%51D!mokwhe~r4NwLiX|yA;BU{_gK4N=Gmrg%}hzxSdC3 z83UPo*Ze}Zs7XiN*92&!wz}@ZiUBDgjRZWe6}5FN&o3lRogloR;AWV^ZoD>i^E+{bB&y~YURv%-0{*Qjtk)cKeh4J-oJCjWO9m^p^qz_Catnhk=z3ZgWoxXk-3 z!wy?aXuY*xUr43QaYP`ofHM~dS_x#QRAZZLVjQxPtJB_ZAUdQoDbOm^Prd-^T6U}z zNpgy1R_)p^ z)-T=v)QI-f7W1;&S`vbpV_mERf=+VrEpMVfOi5JD%4EOQiXD~n3)n6o=1&_y&8ov=0;Ifu^{^ zqargz;Bi})Zlp3Lvh>_0u;!V|)de$?HZeElFv=*fTSPGCrkeL$2ldI&B(O+OSCqg$ z0uQ(wZcUr>2R=RFsz^%Gg!btfAPNXOww-;T$))d`Tnt>XbjP2jlHeuTH>q0?*(Ot2 zf4j9^J=y+n@^r*;F*3zZ-P~+$xRj{l%U2(P zm39QZHbVQgKiu;3YtPO+7}zaq3ge$kh#$n>=Z*Lu==}LzzT8$P4FcA{(-|)tUkR~=@5?@CgrK3H1S({`#;{^B)ZCU+IR?{uji(BGzDz^{5{%j7FD&i(mJ_fZi;sHx!czSn+BngkjZjpKD)?n}t z$)R~y;5mhG)NpLV8^Rw;pU&Ca#&BPqtj3lvPx-^Ix}YCi?uVA1a5zFgU3nK)p0Ycn zn$!dYVJ#A;gf!o|(G!d>N@nlTH>25P6#6(9)BLYC7vICT)Ioucmgsz*YL$rw0Ijjc zLQFd&2?Ih#1YOL6e=<&i*@$ECO*aj?No1$ZIi*oI5K=!Blzg;)3CkI)?H`#EQ{3|5 zPFgm}Xfh)ph!HGT?Jws=F~3#GaTo-Q#&kI@%3AK#FzRl9+E0T?p^`qjYr0z?nO$fd zu(ld4{!Retmp{H9mW9-W%xea0`KsTgtyATomv*12`!pmv6x4@IB?b!WyQ;l0c}T{Q{f>}{Q1Bua?Gl9j`Ipp3a(i|Ed) zW?M_jT3-4-c?q}|bD_ziG8#eU(wB?!IbW?)dTw*_i8gbS7bHVd_E@sh&-yuX(2p2o zS+EsRzod;sh6Qt<>Ra$8LYLkPHgpvOP&$@eIRM_xp}iZKKLBYQUqeF}dp6AzN)QsTc&L!~s{!xP^S6e}*wii?5%0e7 zlcP3_f^${QH<=>yU-@m}#e?Z1V84u8{Y>&*I-%J^>8Dd^@>1WzqLP*>gsv3L@*r+GAi=H#=+g-~4GfPVX=jEY8VJQK(7$#j~*>az{Fx38d?9;>FEm zX7N?u)&qnWzL1`+Y_`zmt)g{J{hG8w%O=V37v2Yv`wsMBd5sI`-5nPnW+T&lWog*%Tf10Ge@v-pH z&GS%xb41Gr!+jE@1Lg$et+MSZJnCuIr(tMSr$-F)6Iw3H`3a{QY}HKsWslbrNYhvW zpDz|V!s=8vrO7B3*7oOJ-4f5^?v|O*ju#hm7@;B8gGMtW5rFY{HMZFR-6wn+mWoTl zKnjN>BqjV<9**D0A~H-Q+-x?BRz)Mgzs-$UxrVlg9CCXsBsNJlSQP>7HZbFsPAiYr zn5S7DiljLmLsU0_;C;FA`?3>{BOGV}&CDCg5tG{*l=oL}tsqj(k@ZnFFq{O1)fhnkb1()Y-HKOQ2o?piYf{o;BY8)}@otj7xdJZ!ok+6nj2F z5_}4uQi}H03nqdZYhviFnt2P!ZZg0Wg6-@Mu8jXI(nwKin0azz{NX&HGFrE8Pv@Bv zkCAb60APr3GQ{EuuuHVKmJlNREE160cOt5PlE)9ZMl*=?9}Tj6BqQJl_2w-n*0F1Cxhx7I4d>_cYvx2IE>;J8@r%MMB}^}p9VuNK=Ob>|5Of^i3eHKI z@WPbF-35-I(Ly|P939Vu7NfXZ$^{rf1q55HBdxz{O3v;pB zN6R}dowXDLX!~1??S+uaSj#^ZF;Uoh9H=8E*0w-lyhZ}?r5Go1pYbG++$@?Z6+JZA zjZc@;KJLE$ucr1c>i}Uf=2>v}<&+_|?<{`-F$p%k*tJ{GZChuL5EnkX(%`OpOw{=A z{TW<4ew|RGj|@682w#-$DucZ)e&4xNa(g+tA$ErTflk@TF5&9~|G9WCT7k%Te=axM zzvJ?&UUY0ehx9#6-X!&gN_2USF42)7)lcv9Gk+_psYbj@(9>vON)duC7(erM0chOp zAu^LI;gs$^K+WV;xB5H%XTg{m-_szV^V9TU?W7+{g?-DG+@g=1Un`dd_Mp%w!vn18 z%e=d<$%@b1+w2;3Vt^Rd>$ussHsn#nhh-FebMcpM%&Wo{s$1hU-V9PsBL{=-HC*H@ z3f(;1ir3v{{Z=Cd!V;b-zSDgZc%>1%R1A%NO~JOhgqY`j7}P@4k9C8x?Ss_N1iIYMeUm#T7HDND0A|8munxlB=Xm5i%~I4L z^SURGu9Vy~bf}DQuEFKIAyKMhz=La}BTfCEF-C_lTAA>XiEZ|5SO;##2G&3!45~wB zUkq7)vcvJar;3Mn@ejJheBTFFb)vs^th`33C9|w(bK$SR92^@HepVF&&ELBoX7G9W znxqM<(xl5D0NVU_OLSgkIvW^W&E*wHuR7dIzwuZO(LiRAhmZsFE;i(lVG%wSQ@e-`aVP2GWGrMiYkM1i=S#mh zhqPb#++-QPmNCz4pfgHx)zz#uL+Qkk=~J3Z_5|7(yyeD1n%4nPxCT)4SLqBfnW*1U z!g~vj#xk-ZqHcP1?XAWl3y8KWEV6gUxW{DpL2C~94OENxEIn!TbilKvK&ZlW$yV1x znIAYS<&?Aw2cM{Ps7P5))ojj|`uCku2N0)rrllt%R#KB41dweDm~&(az#S4u!fO7I zH?Conc6j#x)HwVUu?}T1&aJuIpIy{v`f@PfA~gAdsv^46aKruz=20$IK#q9eVb-Ga zdqVoJ3_QxT>7Ur!#c!)7O_Xet-Sfru@rA4E9eh<%Cy+$Mi38R3OGD3UG4j2GF*|>- ziW^A`A&dqelCuSZiOZoSp4JZMy2lz8^B z0ElV4ePi<}OXJl$XZoVl(5-o2y-Q|*bBa4^bwHmO5GiLuZ$cQvJW%rRN}1P@;g;Gm zTS`rI&rPhoMg^0&KtDR*#v4j*e%GES0ULOB<^UZ4DfOon-qQru8_qw;lmKu|moR)Q zV7WSQ&DU0=0pCN5P6k<=tQ(1Q5&kP9Nh7n>Z4#>v%CU{OxqH$=Ai{+R>q&`W>y12? zE^=S9Nvz&L6UkJ_8N7-gsgmo0ga%1I2nBe$2y)WBvjf+$IcWy6CI;ax-So8ZGQw;4 zi`TUR7i)_s^n&ZiXo#lVW}o~lJBWON2^7L{NqDE_ezFz_01;xpGI_h3z2i4%449ona+|Y)SrTU+` z;IM z!rL}v7&61Hny6m4jpQAH5^JI{MvL|kgrHxCS`A}>A@q-p@!w4LIyi)DP<#>*V28yc z0@P#wQnAD~>Q3spyVapH?svzYdD733?-1?bb*?&wv`NW{2fGO4Y*&fF7T%ruCRA zKaEOtsMtiQVtlJpQ;66-u%9yHimEfp&81xFa@0OiO&W} zO~wQ=ljOsZpQVA$P>IPYg}(~^Nh%G-%0oct$zakN@?f_JO)i2LPD#4QCT(Db5qH3f z**y&yWZx56Omi(I!eYMaWA7R9 zMf&lnRsoKLlaM9dHwTIXL0aLqo6o)HmIAUk>ohr9lUlH7O*UyWT(ij&)aO-%w@HH& zjWEX1Jgk!5Ws`&11p&_kq+UsHLc&3o^tt)duGS#JuM8&XVif0tKH9q=&c)O8k3gJ6K1 zS||QGw7^7Clz0CaaJLxUWI6L0OI_yGdfd{BtfU-eGZ7H&tvR?dEkKArt!y(v&yn{p z|w-(xjg8cOY2}PA(6%i}*tBFcsHe62iPA#P~2rMdwy;>VR0Y zi^NbWCqL3wC^Lql#aT1>)wo4KSjc`xi8qUp#mSj!>Pu=TF<(SZIe=WZnH37vJ1z82 z^7s2Wt8!MakqDK|3S?}5>sad?Cl>=%lEQta5n%5Hu-#*Dlvcc#3eao^Ad`#>>I)PL zwzCBZR0r)}i~C74g?dxSigr>5KJC3hfoO+Q8V`$uX+1|6>0F5J$;03o<4kcM!#)#n zqhf6}E_%CO5b-TxU-@jl>h_=!ZVKMpbQDPU-}s^(XF|YPduqW&>?VMUaDa%Kny|?8 z*55ZuNhfm$O(k%8iHRfF1nFcqg-|#HU(50?qvmAd=!+)!?~mzH7ap=6I2wM3rTd`) z9{pVcf1GF>bo;{i6zzCXuHIbhU@aRD_f_DieK!)liggNl6y#>Vq>Xh9fdxz}Z4sns zfOr1UFd^|}Hg_TZWmOM$PE~KgBHJ$#O>qx`V>-YTV5-Wn)U5qqm)KFf;J$Six^;f4 z^;}w6c&4-pjtYwLbvK;@?hE!U8+MQ|KT|LE)@zPJO=lC9eWyrm2#@d7KAII`j~n=~$pf(0g`sK`pcNlooM{8pP19 zHBqk*HDieq?M$k0H|CWCmmUNH-d?R?Hb8S1rX8Xo)J+v~(@+EJYZMJsI8Pu(_uy`TI+w4Mm{Abh!4cW1ACk`y;Nwg9)+Z{AhemXo-}@ z7@TPSqte{P$YCrz6Mg;UpNDMfC4MMNM6kHXG+Kk_n|B{g)?t1pDc4p%=M%hW;!Ued zMhSYW-Rw{XA4Y>_ac^Q;txQO5Li6im>Ywtanv>j0i~h;%Zlbh6)@w!>HcqO8n+JLc zqhd(ErQKR$g_Mjdlyqaahv*pNpm`S}w(2Y$DUS5+nKz=m^>wlG}&TT)O+PYl94;p-xLVkA^f+0 zSKn5al&Xo^CFs0@8m)$Ny!i%nDhLL@!=Sb9#7IuV$dP~|+$)M#s-;mlEFktxRM#EN z(A0EQ7;gy@v3s%uM>Gewy9(zEpmioj?HB>n3z1c5mq~6L7toyDX6BK!jM^0z5y9pT zpoU)JJ_PPn6;4lUohrnW2KfNYS2Rq76}s8-TQp0@6(_e~qCzbkk%=|Ol}^MQv&;y} zLD5J1tN7@f{271E?vNrreie{{7?8mnD%9u?NroC@Rb!FHp{xY_6;WjS#CrlmcqAQR z#$wC<1ub7O2h-MhWx|r&GF9Q~-RbWYl_**=GZ^%bll{$FymIQ8A^2YR zVw(Q@X+3(z>aLP()sasx{lvKH+*_hc&?r^DsyT8Iq#5}zR%~LHAnW)Co7oFU!rE4P z8q-Q$KuMmsW+KR*Zr|a&a_;OD)@k=LUz7}wmQMv*|Iv=)>>IYjbxq;u2=Rk|fuE=_ z^PsCuNCWQ%s8am$@+SZgZ3@oDU*TBs-;X&-Fyj@S4P2h3;~z2yK|FtOeYOLHQA11>IXFff#^1gH-E8 zMYTG_x~3%W@FMaiAzYtz!|@&xffCz~K`~%A=9)^Ib-XiKQKTk@Wdo}0XtD5~c??i~ z;>(-PW56SbyBdTaj!7bf(v?13asgKvM7xjR1!$-CYLf9jY^t{$K-*F}L3V+d+DPEO zb`5;iN5zzA)J~s>P2;;plvh=x!$T-y#Xw1Lrty7Cv}TenA)Us{DanYL(Z+y&rsN#) z?(=n7dtvu~Q{5igEUcgbrj^`6QL1YHz?1QHxY+=^yG!{)|3b$0e>^3LNx(bbZz4NX z#p60_b>SJ~BCX(4?-#H)MU99@_9}`pEhm)e1J0kHc`NyxmyWqhNyI@nnbPY&He+yZWk(*d3hGw5$Zt8j;*~MwN!*g{G%6~ z_e5;cP@q2&3X6^qUTavSZU5> zrEmzwV-L#%4`KeW*48-B304i%P-1u^2K`CJeCvfO;YZBiHhi}x@+8c7B zJ5;Z3-enY}v`;`{gna{Eh~i#DWC&>{b3`+}BGoDrMKG7peQq&I1jux^Vy_)`RW4-mJc%}D%^g55?9lBO7Itx5w#T}4pZ~)g&s~JS&p%neVIHG^|FWj0ao7M96n0$&KiD92JfU+r@C>;KXGdfz}EhfiVnI`fWKb zarM=q(4G4@B}>tH9((9DB(t7mNp>*I82sDFUPLJpEPfiLc|j zanKStnnx#6!xd`I4M|~9{+XTB9W452)IL59B|)owel;gUd}rv{C^h#g z*HyQtK|0sI4MY1Z=^&KDjA={k^O~wf2?3zfsV0`B3m_}|eaHSp_^x@)y zlZp_8@oVQ&Jj@cf(43l6BI)kS?euQ;<$01!5ib`=VAt*3ARH5c+UrW6ZC}fxC7`NuF7`y zcVvpak~pt9Mc?Q(Y;aMf=&n=_PsLZpL_pN2TPS$E$tLA9(xquCvZ3xv9(uU?ClWpA zbcAtAd^^#V9@UGrsAv}53#E+MW3g=Lk-6AR%|)zWchY~p=WzL_&C0?bTJ*mz(LZB+ zJitumC=g7#i~^Z9sf!Xf9|(8|6QQZU4zow{Q@6Y^TcNSr*4N0D7IWZN&5l zIw`Pd!1!%sl7Rm&u6^DX|aL8%o;aSN(j^H0H=$y z8_0r@UPL*?)%2=%g((I1bX=AC(-ej|MYs0Ovh@B|kc$Q-k>9N1Kl7J_kS}d|Ui&f` zTVmZ%x8Im2(QAJ0mrz)J`3)z-ZgWMv8$rGqS~1-v|7)^1&uq@r!rE+{ezn+;-hvH* z8GJPf*nf3Z^a=sV-hX6nBPdBeg)H;n){G`A;H8XZilUK@Twoi|*z9O8Hu+46s7n1> zKrI)Pv3!y`rQ1x5haLDf=%P8s3^MXM*9i;WnWV6y(YpRNjCa5gPNM@r=I6A~!N@}d zj+kuE2a%dpJB!x-Z_X#1H+Zpz~bs{646a^z=P!|a}znrT-_x8Aj_`x{ZPt#Kn z%>nyf%yL)Ri82OGfC+$fM*nnw=r36Tt!gd=U20ejJwW>Ahf`5VrrqRjTQ1j^v`i3U z*iQBZNZcO2b<5={N{btD6Wz|*aaL?4AP(W%U$-MY*iQxc-x|`{{}9ZB1u6#F+-&Iq zlRX%`MKKRFWlh2G8hZeH|0$zL09g8mPd* zJC2+R?mn7IlW@L{+nusR>1iDs=C*{OXp;I%o`_Gm*_@VHS+hOVyY09|UJ9;+sAijN zE19{yA#fMjS?l03%|AJUJ};xF23AE@#3>Jnddn@WJZ64$u&=FE(3J@3RyyQ?^^nPbezhp7e!YmACORjB0}2Y@mh z&`ql_*y@yY>$lcESL6MLzMb@cZM#GFemR7dk++^8c9@d@9P!QyLhvL{tgS1-J0WxXgfh9@qWs>t zanBDHGx4q-rXQG~rinSl4Oy>WU~rp%sf8eX9h(8*m976sNttouAfU&d{97TvGTR)i zW#@&&nQzt9gvldu=7v6Hb$~cvax@X=LqYGVuz)5x*Ij(nxiAWeoge3hu(3zj zL>MMt4Gt7~0rKjsf)j}=QW(bB+y@=N$)Px>N1d(*{&_iECOwQQ)C`AJ2a5SFk~GWL zEj$%1SrK4@YGf)48}cYfdK7NJ&6TC}eS4E$d%&9bKVV$wSvIsa{`t4o#$Ti_&$1&O zjfTPD9C!+CN`zG`#IFP;VB)>G7n1pb7)n|w+|Nj|09ppyOM}gGG>1Vl*e|9B6q0G= z<==kDb`e#V!(9io8O$=CKThZ+w=Gmyo?13v5a`#MvLgWG>r$WYli?oO1^cnN7)G`M zMRIK`_e2q=UgD*LTF0B@&84)|u0a!Iz2-}GOC$(mxvdT8dP!UH1)2NZ6us)jD9MeN zo4MP39jZ}e^U2KW3t>;`5>f6mMZRx{>QtU(*F`W#7Fir#uzNa2v0LgUZqHAFneHf~ zR3;j>I7H=1NIpt9i?74ck1})0!c@Q*R3a|CDKEk~22@I&o_EYSkYcV#7{c40H;=$) z1F`23Yl3Mf(8?9-{`uWk@@i=HRewcXMgPS}8qpDp>7=*LyZ2sf`UskvoORMoq9JQ6ko~glZlissm$cJD` zzjSyIZxcSi=b}5}%=i`fRVrZDrDN7mtoZ#-ynam#OAUCqqULa>5P?^6fW<*HQJiW@ zc5F*fQom&k1#C{|&3a0#zsu<>)s)>)*Qt~;P7Ya<>+!rj+$cP@vZJB}4$3RpJ1|Qv zpX%N>ogthdUxQk!5ymHAB)7%g%j_=q2El=&o@L9UPNa{w0Av8AjXvir(h(fWBQ5*S z3<9l6OWz5B#0E+^16KBo&T|T%W!U+BG1e!glO6EiPD9J99c5?s!6hCCzykXMgNuus z1bz44pnm}f-Y$l;_tn`SgETYIm%9OOU2QwfveVFx7_9cQ6H9pi9;!#Z_RvC_mLon- zQQ6>5U~;_0%Z`B)l@Ox}4qu60gTDXcvRonWb{MD2EP&uXWDZzHtb-hdG0j@wAc;KA z90e1r`h2l_XV7mMjI}hExubiWB_21wdcF0g)`P}X9QMG>3w_wDY+pZI1Pog)!WP`H zibgszdKTd8d^APe5*ct={oXN*(VC0-y$)#&Fc0}kL_-OOhjOm@KGL=+vtN`{=R^jt zycw0NxooWC`UZmNNh#fg_~muf{-RirJJpjK=b;+Q~I~Q8%|y9FGd@N(n*6dI&^A`^-Y#i))ya5To|=423zKWQOQ* zL$9mR71|n+HB}?rmO+uyTTji}2c^~r1vQ!6`lhgNUB3E}TFTZyqO~!RGIzCZ-C*(P z`kHeczI(?bf_eg}KEXUUL9&N1qJ5$d6iC zj7%|nVwR6r;;q8fQID?WP&hF$Jb(99qu~$PthX_Ij-u7qWe@9Pzu9#Tiw>2UdU<(w zi#8>$Yynd%8aC^LA9|`+6j$jovGrc4r%{dozqJ!_(eLgP^1VM27#wA$4<`F`vp_+= z*XH%`T^v^$jHnZ_d?-%fb>3OqtCK^`>N$Mm$WfFj|Ln?WYxd6#7X-#YB!rb=fR>Cd z@A0L=qYyQk#&Oq6?4L$AmQ-*Z+C)#j&mWAb1qy}B7*FvF zn`G=8+VbChg$-XR9}P)O&>{AmDhAVFUMPNxGN0G!U%oa-n76I1jR^Lvy^uNxQ*~AY zT^uePI2UY#bRo(_<$5Y8kp_0oFI|`JQ>sk}drY@8-?Da=I33wnvNQ>DTx#t8T>IZl z>wW?P5vQYCzFRTEon?H~l5i76J=J1a<^6FHCsVY)=kK}%x}@)DuAWq&aF(TS9_XWw zTD$tdHPPv)C{kj{W)`^CGXUHQTzaPi)82LtocI`Ae7GMs2_{`zm;-Bm-(s{qLckA`%{=T%{a#Y!egnE;IJT&Df9w6wY+~pZWQopcz3%; zJw_D^cxBP2<@7rIx-~zVH~WmU>6qvC@MGu($Bfi{CceQL3HD*{rrcA#{QW4#&|QfH zxg5O_LdgxDj~tW-2Z+u76pC@I)kJ_D(9FI$`8d9+LMf$3b?kX4J_Dt>>k@KcT(x*rA$R8I&wzsDE77%+)-q=zPk@O=G9hX?24f}UNV zxak`uFu!By^k3D^5V&`3YH4=KqsEtqKJM%+uv~8P0z0ipj?9|CaXwTbibye?`%pKc zy!<8Y<3wkn%PAcVTvB^7?KkBNcp$7Ola(4EjHzb=MYlJA`nIZ*o2Lblu(-WO-auqx zZBY1NRwC54$id4;fKn}t3SvRzG%jc+~pVf&p|PTxG8UJ7tNbDR|pdApBJEWQA%Hg+;}|%2H%! z=_YdlS$OWV{66t$t!?sp!O^yT^pgurX+e9#_Ohm*qPvu3tH|6P= z(o-RHr{ab)>I%INJ`rm!l5Z7Eo!_AC+1QU=2~Pd2=mZ9=Zj)l}wt(yM49Bu4S(4F$ zOz$3TG%B@fP9vYC@QoN@y?bA%mly}P+p_ZWBmd~2TWuoC$wO&fWK-W)k9!iME=xo1 zfETA{=JtU=fh4I-3GJQ^uQHG00Euy2x=`4$gkTie{j5^{v(v=f_{o z^pYsjq{|}f-1`XkBZWGvb1$WH#2MtM=BEra`p?G12MT`6CXJsp;x$WOW`;4ZZ$bJw zP3{8v5K%u{Sj5QL?i54+x`P(talRIxKT->Nl`EOrUHHqvKR{z&N8Q)ZN^HeIT5`PH zj{qQQW1T3tnL5h6@a)H8xo5e!P*an(1h`hr2JNxB5WvxvBh%v{rAFxNgDOB*slrJS z=b`tY_Rg3$4e(Y0!yNhvjzhT>Jk1w((7F8^+HOH4Xs}S^P_+Av2HG6 zLs;@xYrX>@#f&Xf!xty|g@k>goO!XvaB4!9RV#YmnQ|15uZf{zNLIQ8`C};^?V&NC zD1-i-7&QthWQ|ah$rk6&>4ps2OYfR;tS66*MsB`_uwRC#>7e{ncyN${zquZ+C{`tTx1TqB1%$pg zqz<97siS2~nAA-NC`>_!2~{A#xpRG#{;1xnVyeF)sQwKbSTb*bk!`s4x$eQ{1T$qv z(dB*`$K<%-s{<0;_rZta!|OW6m!|*;drx_7(G?qh@ll8H-2kI}XeO|f+<)fDg*gBq zd(rAfzeAnG7UTlvI6t2scHQt&E#QYzB{8W=H=S1GXX)U}J87o%(G9aIeskPIA_4TKWJx3h)6g_pDO>frP@Ls7a9lZR(3?@5CWMHz-kJ_#WzHc4f1 zd>(Ltjcf;!O0KwB{mszFwJ?ERQ)CC@aqbA`_b2&c#$U~YHsXeByyKB5NTWJ;Tarat z7ASvw4w$gj2ZX7LSXg)dmZ<1W(MWVBCMfO^vEa!#b1#{G$U*DI_eP}+A|>f(+fa7C zC-&aJPq>vbTp|Yl~-K1O2=;AVoxR1 z;BB0lgf`Oc$PJa97Gp_JkETd&j0ah z=hZwISWi9H+kwHe@@nw0d2w?gh6aiM1n(mUUm}iT4%x#o9f=ECE%< zA@uPOyB1ffhbq#lUtu&y7WUwi{sm1*iCeYrLnhKLrbCEH-z+mgKUeC!=<2zS(EjxG zBk#KOo=BQmXkETv#&8LJ6RSe(&vVwT%?4DoNGu@^HKjZQ6e`46|NNc3igd6-I;5a7 zRNfodyNpv{FI3sPAUhm)(;2@JCJ&yLl^Ag1K45CiXrQ5>#Lgm>{jOwQ?dQ-Ryh38@ ze9qTOO9CBs*-TUh5X*)wH9?|Fde~{Hp?Hhm5DD$#(xemM{1AtS=2f#*a#SNv>9H_|~tdv{fowI<4hbbhlBftwD!8V`kcQP2_*SXM`0ZHp z3M{I)4PKbB1OK*@-KuyDAgZwu=@+Y321g0lBff%l)T0p;SB|(-t& zPpC9|z}KDs6_*4BNyA_67s}M@CKAW5P6WK7hcUqkPpS<~Rto_gNx+vM)HNo z5fzXQg#8R5n;du^DKu{}(g^dXq9AuaBMEFRF~eQCyhO|iR;#hCqX}|hGT5FIBo-WPG-{JZ#B|Q<{R~JS>4j)echz!J;IAHh8p^qn*L}NZw0zJk z`@^;Si$N!28Iy?8?$jrw+<;t6sDuT}xkf4AbFv5!SwJK8?_o2wy&ruZ{iG@G-h=;L zuh!Q1#7Nw`*z@unDNp69U49Cx3ebzxquLKe>^ytz@~C~H$0Tw%Qc zPMMD9)kkb85os}Y&783^gksT6Ea_OTZ2qzY;7p-7AZDSU0x|f2U`w4Zl7vjL5s?Y@ z|3#d_P_!{t0K$@2!Ko7!Lj$2&9a!fdlk!{YD)ez}n?2{?`r|^Bp=RIW;$m0{gZyBz+KxUeaj81WMi9l$U^e zqQ@CAFM+i9(a=R*pB$ZkneXC{us^?HAdAB(1`#KQr{-IoNN|5TxlD{c43;R_q& zK*1(cWRAcEQwi;STe-$U7b7#{7QaDxiBkWVy-?daH`l*DCxvVExaQR+J(B68#!sdT zBpfPS1Ow=$xX2!Hti@k#R1xAf1%>vK9^oM?osX#q1`H_R=toZFV|m~nrJ0nIfgtt! zq@z0}x;YDSy@>q*UipGBN(RnIYx3#uF07f(Rw%-+ODTB<0<_g0zhgi~NPcg}e8XAN zQiVqMpwDA<;JKNG@oqSc+fT}FsO(>pndV!PM{f@?29cfB(SLMY@fVQMwS(z5OE3qR zGr7Fp{}F6+|L)MAL!dZD8n@WeZ_AV0TpRvB)9kfGC&m0>(Pa4_C2>>}#3u-p6oEY` z02%u?+HQCiO}t!b+fO4#2uB@n2nVhNqF-M0CJf7kuhloPNFK-O?Bs(cxRL&& z#yzrH+v~`fLj#LMPkuAE^C{Dl?ZsULW}8}DUb60Z{<(<# zv1OAOP3T?e`=0~KE2}A=y)qbzj3LO1>EqLccr+BIYTqwF069R$zv^ia7kzEeK#CV< z5||m=-p|kfT`GY3(I44cj2!%TcMrzmcRleBIqR|hC^lxbLH)%K?@*iA>qUB zAiSk4nQrat!7X0%3PTtyXYBGb4|r1{4@V_l%~-Jg`^RSB1BzjE!Mn(3)h|z?e`>Hn zeT;l*-;zT+p!t(}U!l*MxmGYfaS$DuTMBAbp(Zcj8?xIYO)oDKzvH1Sk@EqOvVIrZ-m*N?@lc=?3dEbwzG< z6IZ(U*wh8jvgC+Ns!#kwKOh-y-#3e7xIHdV>?w#WJz6(Zdttr6oYh@izW{ux>dVOG zaS)$-ssSEeuN5TU&dAr}KODf51SN5?quFmUJ?GjDkjwLVIb4m=L_2j284F8c^}Ki^ zM!5yT)G0w8V?6Z1>f{3|_c?4XQ@{~T!p;JU$H#K}%OR*GpJfHpO3pLdiBajY44qAa zo2-3-n%Xnp1bh8b!AW&C^qb~pIZ58s^QI~RKHumVoSe+gED1o&TNF6E_=F^z6`u7xMm=B4`+?iqv(y_sWj1VnTZyJnr`t8e zr%~zET1I4>S2HUtiuc;yVzxfL7CFmH|AwgRTNmjN#qgl;w`{78!8sK(RV!$W&9?b{ z9AfN>pUt7L!FJ5f$SZA2SdOHj`qil9@qlumTG_G{CIS@`bW*g|xU7WYObY2v>1k_E`R-1a3(E6XAFi|mAv{*xCTICINWN~$M}L$aPq zJ|xvGGv;(vGfN)#g05x*i+?W_f%-^fDA#7xt`BnRCEs34!m@EkDtJQ_b~T%(l--ld z?6{#8xYHexc!5!%Mu!&d%_(LGt<&KevJ7gXvLBT2*Tv$;%kM=W_Fx3`vlwBg7}!0W ztGqo0m;u-yj0P+O49;Hv0b2G}keiZh3`_pPvc@b=evR=e>t`ug|CEea8y z=I@g(BLHdoIh14`u+Yp?_^-Ho_s(XC+9{R6lpPVITIs{_$Xl(LQqci*>ELw=TDUm_|9AtZ zty>a>FY;Yk^^HE_5%5g;^R1m;1AY_Q_xObj^VwndwHz(Z@LUSnC($+VH6d!N(-c)p zwY$gvyO*k}q)O~n5{ql7c_4+nkKO7#5eC_AFu@En%Yj%>R%%wgyVM)5KxXZG7Q+BD z8#VWilO=xPyr`z1&d$y4nMN#q2l+5Km!#8ibEcvB5xs(6&A)Qh)7fgw+c`vEX6o-i z+tchkCG)aU_dBGJJFR4CXdr5tj|%Y+Bg@H_FXcMs*HP$2at3|mEzYA1C?VE zDaA!87oPV3rbkRg zF2m!XOblZ**;SRkPqhZ<6@Xu|O)4aw>$O;bkZhMy$U&=z{j-PXnD)^QE=|~sjJe2> zhcp}IA_ZZTRs|zqwLh4<5@gA64xx?qo`5Gd{*WOln8|kvl)nnKO|>n4;u!cb zc9(}<+$gK$u6;XlcWTwoAQ^I5Nz-Cjm)c}T2Z8T-mrH}9SZnxQvaQHu$W3w;gvv+D z|83Y<3YU?k) zc;9^W3csr{W?{Y_QzSBTzy?=pFS8i-B*vM6d@dxmoRsuO@M}E;L|&gP)Pq!34`Pin zCo=R6b!RerA-Gxp>p^b}-pXx-MYxOwa#+D>GR}@C*w#&;9ory! zlJzoJ#o@d)IBOv?JK3cqb8f73o2$=*YE)eF7yRHX*}GSc-hm}ddCj)YROjo>WCN5t zL=U8n`@EHdWT=3HH*d|=vq|Lt+p+0WF(jsH)P&2mVR@)6>&~J*tD2PQj$Ote{#P&E zUB9sLP>bejmH$++pU&-lRx)u-qY1O?or5 zOqiZA1+4R31B#zBqA&smR8G|!IdW^FD5HfSGhOfS!UFyOn!|p2+UE%~*nqDF%<-SN zbd_=cALa25L1U(z2aXu&!dyS~^~u>?=Er|$A-}miC?wgmZ{)2mgJSc)*|D|2s2jK{+`ZZkmWOAV7a1`K&=B59Ve;tGGYn(xUSBm=HW$B6JP>~YXo_G4RQ z-q_1-dPm;X_|+HH4OS_%&934(k;eKznb*6k5agE++)pInORNFrpkIW9JoB%tIN^3z zDPbZ*e4k>@ykCz0aVy1W@+0v-)pE~9e`JnsQQo&ycn%pxIR$uL%XFhU#KiZ)7Uah7 zUudA_@QOV&<2|m;HFM$NW&H#M9+nDNTJ7?t741}nHhko$tA!zi;VB`LqSLO~YdhhB z)4}i*%8@{p!XQfL~484Y^sChx#S$_2n`azl--lDz+_S8AY?4(AMf^<(|~f%D#6k~dy|@IUMy zd^DkH@O&{x>I$RtZ4gmrYtJorrjq*RJ<#ig_ZCR^F-ndk)6f)j28G3ak&C(Vu~G)= z8(gveXMB98i7ugKmN@fZL=*L-9H|F=x%sk(R$G+m$&?;BrRL};P3*5I<4}zNRiuey zBSu`c6Z<@IqgTBFwAOT3Ao!$vsv_p#pb4743ufrX8LP4y%vSGWo{L_KE@H(ho{^1i z^KEXS$*42mhi6!pglZhFI|krqNwn`LN5$SVw%bm4*w;-KOPVNg;@*cEaP-aj$0P_^ zZbTRFAUHbQZ=C=`D}AY`*~1e<+>`L5OSU1#OqN#sjp+^zYC&p7w72_96N`(<+yCPU zXLlVU8h#*EjE?yhK@u>#KxSsuYSe1hs6q-Kl+OEh89snVnO^od1Y-P}#plI^uH%_e zgWrEt-fbboSs(m()Vz&Kh>Rj>pMYTW*wd`hQh_<91#PJ37>>tD~M9mYf*)hhof%(i66Z0^$e5Ysa$zo>a{uqBw= z2a3Cs=SM24YsZ6^Hd5pezgJ3%@-q{_wsPjEE-6FSm8n+yEF45=bmj6N5goV691FD5 z#JPSrJH&p&l0!#U%k6Daz;=E<`C5RZx`a?s4TN0t3-k+q7?yKQd(lFXGYbzdWghD; zEGoxipy-2qx-61ZFq{+0YVRp$21YX1W@MoPWd_z zevNp6iu6%p3ZEuSvk<$$VndYOBd=NX84vs|3pB-P!pF)eki{Y!tNXecsg8=lP}&!V zQd)-SzKfs6Wt$oSskm~&tWS%`PGDEi=Md1w<<^;WBG-T+P3)? zXok8c%g@N)2$y2JdPeQU#Rn9JYPF!$&wbH=aH`ln2dsL5>jfxjgscH{cHp&!V zuGW#}jRn_CW?G27l2HjClg)Qw&{kF=jAmm20v*A501zvb#Kbla2YQCf*B2VB>3qy~ z>blKruG8bAm?y67##W-E#W2aT%*eNLpR|WE`y>J!hc}JR>?-d`185^KR_QV(^_<`#ql3Ed}qISxb5I)bYZEKr-a}h z@6ry2R;)ckh&c?fgF6eErm?aoD!T((UffGm4pf@p#YhR``{@9m92nDKk&wq~n3$~T zf`raHmkDf`GTb3DW|w}`7Vu|hzxEu99^aqXRbNApi!C#x6OsMz5J;=6Nl1;M+KjP; z58&9cf;0C{0m3C6Rj`Wu?0(aEC?we~f2AsJwYA|vn|%@Hi8Xyb{8mBna8tBxPO((e z{H$U!s4V<71nddXsK=;VQr-1T4XgGF%`fWJ@q#m=Rs)rJkqqGn#*2RFyi$y85bkL( z1AE=|?MLaPiynNsvZ(l|<3k17VsQKWsEou6!wkTJ%Yp*k!}C%u%T}^5VH$?u(r_!lg$5i%)}0CxNE-U_PEE;D6zDfjS_5WZP> zLP?U4uKJK38L4$d>u~glYfNj7U+ue7_h@<=Z-?Z{5}{xbi8I=HN3ncBDhCmqN?%_N zeelPZovc^bRb3IyNinBgGhj)%WNpSXT&=nRG&!T&j2C_cDATp|rlK)+|5od_O zB=RR_FDa!SlDZm`#&rRZ(;azaeeUD1%Ph?Mv|pmqHYTd|x}C>wdL;c>zFsBs5@8!3 zxj7&bdGfl!CU2~It{5f((@?15bH)Y<##R$_s>=k!ok-w{VE4We>B77AKbDRqT}Q{9y$ zYxZJ#)c*1*1FQ5YZ06CJW$08kY$?Yusq#{)4vv`+8rurG))1YDU@lUjc-$%W zLr&#!cIV>LjpylPuYzoap5;rGl;G%rA>-vCc$YRJr=+SaJTi-XPd^tL$Z^{454;BYr=680z4mPqflCXoL zguDdYJuZ+_bBse2hXG$H2ge~t;nL-mTkk@YntXLi*sh`uGeXe{*3K{raRO5ifACRT z1{mbodL>Yicf&}G*192}l}KsBJD=u|3g5btoE9>rwnNy%eO`k)j`$iauIhcF)A<_K zw+M-fao_A}i)dy+-pwqp-0KBY_?$Y+tIjy&53PrFb_Yq#yDAg)nXU1Fsg`J(G`P4r z?j`7_U?UTXK6O7ci$_ywS~f5pj5|iLu!txgeQx0dC+-+qX%R?@JQz8^JCfu&Xfp>! zPghGl??!M*9*FYgV4ZusU*EejnY;vFbVTHnNg8>`C}3}^!7pQu z8wb6E(tBQmU{fw_j9l;#B}2W3akBQ0f(Awi+4lFYc<(_;$!92>05R36RQ*xv*uaPq zUwuhxN!5}Qyxph)IrNN7Isg~hZwv6HzfExNVXddPakm}V^VFP8xl1$~pM&8hDKhJ> zSJ*ub4Kd_Y$Q<-wau4#UN|+)l5!plpn;A-x?NF$;?;_)|FeN^!Y5Wl4jj32186fc( zt8{=zA);_odzeRu^utpH@tb{`9P*#xSH=zHjzowK5BSKA3ls`&xu3uEFS*Acm9h=F584G@yUEyy+~9T&S|E z^Vtvg!+Wl`GC~>#U(*<%C?BGF#IFD5sQjK1!Kg0=!}~#>bG9u&gk+7!!2-&pqogYe zXrI{9e|FQ)ZQyy*w$oPJ63e2>A;v4w-T4|@mINf&HtVRkr?7^{N1+Ugj)93{{(@k&CvJ$*uomZ6D+y~!t1$?R9&`iWMTsCTWhuRbHcTMzmRK55iBN*qyMHUN>V zDui)UrLknyt>TeF9T~Q+7=!!aa%TX~IBh1{aILZ?KuWgi!w#WZKlkMXYGy?mEvYLI zrH7azi^*W=URfjkidZy%LHR`6X^6-GvO-*ZBnFx6nh&O5^+ z%55zGl*;O*kF1s0w1@-AP)$N?xc}!1r9Wydp2Y98D%XSy*j0?nGc@PF4QuH>Cjjd9 zfVow4FW?({_&Qr2$f9I;OeG-)- zV{f10a1kb}xv|jBaZKiKyMeR2JFi*t!6aMEr}41lFMQvNf^MLN4E6f|^E1jVQd%uT z)`jvS{#1l4bM=uX8l*MD8fHTN0ux1F$A#x! zgum%NvLIIJ^4;iujC6lSSu-SeL~o)G&-m-G1$-KGbW}&6zBTz(e3GyE6|%|++){(n z*tNkOX-RYVcYd*M8Tf;9fW3^!(Z`iAnqdGCuP&d8K>~#sQk!PmZx@<}+1cx*2T#1F zuBM{BtkakUdQJ~ocsf2^kx2-bUbL{6n-He*{&o8$`>)kD&dj{BmEPd{8sx@9UMkGP z@!4J#mQYP0)l@9^;{~0I*N>(XE~hT2^JRIWdi*P$1D-`ZD?dY+-cV6-F`HWvzh3I;5V#VDl%v0O)1GLmc-_QCqkgY}CEN1(5zMu_ zPhkpK9z2J!GZ@k)?WhST2!UkteI3kT@p79?I57rD$d~9}5N9N{Go^Q&N zdQ1KZJ24MQL_ z6h0CXhko2SW_>RK?SJEwmhDjLuP>3SEFar}Ax&p8q~Ki$%Dfk&iDU?tu~J z`Oz6+egD({_*K8SHK@)AflR*x{S+GEWEEMIT#cPU23sYi*br@TrSU@7oW2isn7B0d zPw$<+X#dFksQ7ruE45DU%jPi3!Ag_4m)G;hw)iC*uu?aFc4`q3JVNOZ!sl~}?Hwl| zpI`LM%In@6jWT5G5?S^9&XdbI&v(%*6*q&HT0BF5fUi>-T&${JeOy+uYvmd6#0U%} zv7KCu)B=UnFGq}N7oJhx`4c(Ho~u>+@l8D|;5sC3tB{y6h0`}r0UT5LKKIpkYg}nG zfMU*Ik8??Ht_`w=-R5x6(24Yu2!?KbIA!$d^pSx5MvwhE{%3-efjTa7k{D06brLMo zC;Rh`G@wJ-BWTDE^7LhRxu)}rkBDq`0tm-<(8bp^9`c}b-iKZ}wVl*!xMNo&RqzUL zo3v9#<64jLn!RR>Os%}UiE$9|L$?i4Zu&(yY{yRIB+)EM*fu%%AL`5_3O_LGisR!l zf&}|U7z7HHJeKmoevkTL)2kw=t z%xk^wtnUmAe0+UM614cYph)I-XgGFCLmV{^tM;pMmJb72^+$E+!}oReq%zAo_1iTC z#O4>C6q$ek!`V`t!BopWhz_MN3)k2pSk+pHONfkXj*y5wY;Zxg`GtD%NZ8E$AO(OtdddmQO-W-N_1Ogp@U{60(>sd}5LQAN~$}$&3N>eL4sr z+u7>psVGWB?UAbzrD)UdMv@7=YiNPZ#t_bwnqY?hI{mpG_!BY?!%3=w;{dkU0NkHM z*=eNGuO^>>f8vXP^U;e0TYXokoKhr*HiE5}fN&~K`h<61OopJsHxYUTUXD6O*I?pm zD8ZF55>lOn%OT)l&p+~+v&U>YGV2IhQ@b=F`(vS22(eq#TN`^CGO6JKM7C|I&L7Qm zCgH4f*XI???LY@*ZDGMZ`j*5J3HWxwD7hjAllAYwX$l>P0zb7)`YR+sNjT&^Afl;d zW`E-6S3kO+a5zSjsZ`VXTYft3zj^oqAK#R6OopvZtz)(X`3;lolBrEkIaL3&0=P-& z*Jus~49b0e7_duAY2s2?t-D+}J0=5&al_Q57{FK9vv0~~k;^7ccz|=5SVHs?xyM$WQ*qvLjE)N+x!m3wo`q{!qSlt<4&R)*!yiuPt?8= zKgmQx#m~7_&9)3?+~}oEW>qGW99ik(1avH2F6@1;bD6Lx$TziJQ*9g}0UJ=LD_jdUf!_aKr$^Z=g z5c}$3p!&0IqVWN->iH>oM_4uaW}LX%}UkgXDtyi7qkt|cjyW=!}MLa zUtdlGv{@CG?`ED^B1m%aqK^n0;bUlLYx3XEB1r_xga&t2OdDwOsl)tSUk)yxMRwUaR>ELkgn#3^;T?SH`!Qxj_wG=fa#t6X^R-`oa5w zxfnWcwfkM(-gnF)T_?Q`o4WOk69;W|x@fEeN^SQEdi4C4cFo_?37#ijyLlfLv(_EpVP+a?a%dg#}Qglz%e zmvg~gvPDyE^N#&sflolm725h9b#si7SVec&Y$7s%REP4>vuLa2 zSv#q$Lc2%W(G-QDZEtv!Z+`6a#IBXjiX$SU0`+kXD45$SzG=qBnVjwfVT&#zlPsDa z@B_rrazz`Yc~x!Q{ANrz1=E`B#$U`F=Yhh>W8u^Pkbz7xA_C2}KsjTCW5V6h!SKn8 zY;V7e@mTG^CuWh`F*{tfh^*}c*3m10R(Sd9tn5$y|KA1%AkaTbH6@Vn~ zHSy}~!3lyp+(-A@V^u7OcZ7|d0EwaiNy?f{T>IZQbfQ&0T7Z@B1NU=h9GRMln885n z$?=hd4KsV{jkHu=WpDm*tc!c^JNqZrqq$y<(E~1Rs?&v_K{ovrjm}7p%<0;&gzU#L zlBch1Mo^TJo|kdm2y09|Ilvx@;=DIMy3*AnJ_|>AOdgp!e4CVzXdD)5uP!LD{7_r1| zu9qdGQ?V&0ZQcENTReOK=HKQ5--+q0MV>@@<`$49IfOG8#iCT}xas;PnMOWNYn>$n>KJy`IB)?L3 zqPd#uC%R}3-ROEh$9vM}V^!Mpkieq~mOqq21m;F;93NANiWkFeOsU}~V}TL8#O6`b zxP-#H1ZYlgm*zCZ>tq~7)T26qk&iO^x+-@xF+Hs~g73$MIChJe?r}sX!)Yh`Gg3h^ z+jInw%9-z;U&vsIsWo zVaj#I`k9QzL&;=G^Od+0(mWT9=LF$sru?wJUwr++EZ7TP`;Hj+R4N@@Vo>7Kk)e33 zS2Je-U-Z$wl|loF!|J&6+$C+J1Fd39h|9wdUfiC-Y+WCl1$`1Pb3a1>BSuIQYfQwV zfwbPk1=+f|921Nxob@($kBrm6@WDNSarc4Yb1o5@+H)0P-$GCgH&@73w0e{)J)iIM zVi9Ev5taGvj{_zf<7D^P$0d3my} z{@2?+#ti^|xn`+wAKr;8B-}wAWaHRC+5m%PleQ0f6Rro}Jg98!R3uQ#=F*CEb>1`k zdH;ZYlgRTpm=!mDDkY#e#)xT>&*?PLkmuO)wuZ-vOP{Rt)8*YbvIO=3dD3v)C~Rp8 z*$5pdjHhJCWdoWMK>VkzGb|uxt7ILJ?|T7 za<4ARfZ6?TE8(p-hne`~d&CrlZN}^L!8(aTxJkM7JXp$RvU#x_1MRvlxTy43n^{*U zAx9^$bN+vGMtqQbHAl}C7KyiIrM{GM^N^#_L1tk7@E-@% zb>OR-;IJD=39;)CKPpd_0p)n}30(o&^q1kA*{e0`MMaagsar%V7t+`9Qvgu^EVc$z zi)B48NSTXeWW&kOw?tCzpEECb-*y~i1N@>WHAtThq5)cyW%KgMkrH}B2_o}s;a;4dw1QS~feG~hOwET!9?}3ULZav(0h-;W zq12Ol+#_k-kV(JR*YRh$bvw@OD!mf6^>-6vdTe*FB*Mt{o%1Otk zUtCH#CY*3d;pG^9+0H^a=Z~$wr2L-Rrh;3my;*_ij50F;fy3CDoLe#`Q23r)#Fy;` zlfuy%|0cNla?9k_xtx~CK`}d91eN*~yIuE%X+Hm-oX<*jT`7KkI2aoCaOFO}|2b08 zl8hy198<&kQo?5u?9pPM?+9svDtyX8GvVEo=FkQP0|{BKwFOM zjD?k83(0N28J0Iw@z6!s%*bz6SS-xjnhYfZ(PQj9*&Ck$on?8;h)Mw6kn|tad*Lme zCJ~@uAM&4_nQdhaS&EvSY-SBssKh_pB{KGj z!$szJ$u69MJldK!3&M!<{@hJQ?a~^H%P_AH@-kfxx;C)!zbTi#3_vECJ!|cH zp(xIYtQ+=WjcN< zzwm=#=YxP{8jsQ~G2f~n%>j&8C@}5|RtWp&W{6CItx2G07@AZ;h~gH38e+)$F92ut z9@$?9Bv-rUK^50VGE%$CZ~M~nL|UsD^PnmMQZ>zH4;kS(F=$}^II7!q{IPS*tPk_t zhYY(eG5jj|jumPW1b4S?rC{(Y`-mVtIwmzxw7J!1XYRcIOyc$Np#7#6fkZ=XyL6x? z!wujuD#D?S$*WxWutvewyfc55Qa!yyEPmOxxe+9+lEcW-A}sWZ49U0iBKi@VAL-0u z_bAwUnpL*TJk84QUXC(JM3t*!_uJ!vwN#S6JxxAu!ngTC9x5bY*UPd@ zM!v{su+LV;DEzco9CX^JN=IJ&HVE7wwE@i~@FE!VtzK?=g{xkGAKbg_Q%B7PSS!;U z1Voi`WYnr$^?2$mW$*NGNA*{)&F_FSRfhs;WDwYtvRM5Y2O8m+XLtcu? zVFs!S-{u*bC^FB%BCehE#5EnQf$1B}XFC=1ShiuPn7~3lXyE96iVus_tf@VNuQPHA zlJ+H92f0;=Q&@*Bk;~w;A;P%zMsankQ15?ddG-|$pOKzi`gn1rH!~m8IMMyVBMb`>wZ+dFs&IGGeCCDDPjjGMukd%YNnfr_V*t(JL1ZFtl1OPpB zjGPI)ZhjVp_XE}*^4YpgCp4Ajcd{J#Kq8%6oB*aR0e?%H&u z8p{29^@CLA7f{R6u8}$_p5uNp*Z*^ep!z`EQVRhP7YHxWdt&c5du(Qu?&duTlpsIF zHts?L(*`|O)bmml=?0`n_utN2wNE-gERyh?EJEWFNfRm)ZB=iNvuLvOO^Sz&?5yZY zFn($)?%dFA?P)t{$-|K0ydyDf5|ub6shyi$y6v5@Cm%?oa96Nn#3D45$Sh}rIHCdT zc)v6%`re&lCfRgQYVn1$Rv4|%CRWpOb zP;&rFcV;VuI|()L#uy^UsxZsC)YL|0K`Om2j4J7$C<=junQ?9eaT=Ftpe zOsM|I8Vn0C{sdkeh9WO+K2g+&qCW351)~cb4H7dqyoJAFEc@+2zd-Mh!yMv&*)s#o zV?8T`0NgEa)rxaZAGf$9>tUPQtFj3@_^29wnQHhb`(=44--(FdIx|qRiaZ|r7gs$ z$eLu~G6}t-+5(2((6))I9EIl`ZiEh6!Z^9p~tB%>%-xW>6%u8;B-`Aa9IlTPBQt72yQ{;QOveu zF3-~%D?i2M%G95{kkHch_><9$sZ3lcU$>5zLjbnCjhIZjMG>u3R7X<=YM=Q^=k4Ip z6poC4GQf9-$#T_5wAosho{M!7f0>qnYbP5{1%bDaG1LuxX!3maSbYcQdTRUjHfO`b zbvu}*Lb>WyW*z6GySM}@(2+qEvmcdz3ohbQgsN|HPWm0xAfphUBa|*|iYlaxN_vS$ z8J650BzJr83kHMtRCeB`@T=+ck^g9KhkSR?Vrg?U>reBdH(PS4(KDd~Nt~yvh;*g2 zk3~=@kLMI(XEKR7JnnB!_j5Q}fsTBmTa%%H0{5on86Vj)h$BEsUc_ESu|h`LqVQ5B zKKMw!Iru)8OPiUu7^Qo{OL}9b4)X%b8o}P@3sAu91HavYpJi+G#fr(937T1cM2{e{ zPN|COki!ef9w*UY!+b4zdRJC<<1XrTSg6KQS>jgx6cl^b%g$BrurxI6Y=f;8H~fi^ zveG}GJAQ>@A(ynGgD|BI=42EC|G1!4faHA@Z66Y4dS&$9HVIPO?+j zVa!;vqmAKe&QowzL(cthC_d!6;Z%nwF2&?7l+?bSb+FJ;9zRrXE2t+u5MdbpN{D?n z#~KXqqc}%yTqP|dPY3d4;7tx}?@-v90m=A%m3DGWpMt{>TT1@TRg@<6tFC)^I@F@acT{@( zXiP=iKR5*7Sa;O9^#`l9TPnBN;Wpqlwv}UF4%6xmp@RKFV(|+G04$thF?0}dy}u%| zh(z76XJ*j-RTbA;&#f@4VRqddWOx{W^>t32_~ZC&t0fLFIfgK z3`6w&MXqib6#g-vE2ssjQ`M8zj>H|3lr8BrT=G(Ew;~R<#3tHNbkH) zduyoeF(b)DOS4K55&TWG42gy93QY6jc2EY6fvw|d-D)n1}(giG=K?s{dQEb1`Iwg+(bDzRG=#uY%0Cf`{fBlyVl z5X0l2X#6q#kFYMyr{kY!?imWQM*%;Km6W4=&;Ee_oCcqRd0A;E0rrS!__&;M+oOp* zzDV4&)a^fcECIgNb$;bqfjjtK-hUmGW6!V%fMd7J5y;V zc18-E+6d)0{m;u5wXUlORF9K`9!83vWb`{__5^Ea>$Dq==%k?KT)$=ejWsO6Ltg;? z%{P0co@wr5VuZj91O;UvUf;pHw$lIK;+;GAU%Li^LbFEv)T$@dp`2pYSqq%SQq~1L2hjd z-ic~{Ybg#FCe4^VJ2;JIq3TYj@TvqDa}KLPhzOkC zzICQ7E}}_}mH)yNaCmASu>J6+c$5>z`>d7UP|uTYpSd^7-h4dL1L79NXE!1Ci?@7C zSU+4(MP*lKmgG78tu4_}!|%R{N-2ld*wm-RdBO}nqvY=!Q+N@nasqztMo4b_G04?Z zcSZz9ThzG5$$DmDZG44>l#M9TE7Po5AxrGB1DeapJ?TS!22C!d?Lbw~geVxJ6<=Np zWTu98s_$KgX?Y3+@mmT*?z4KtM)$st2exWf@P-@UfVbgY3}CruUrMIEQ3o@IG!F!U zpPj6N>Zi?;o>MT-v@c0NK!X$ya{r^*$hI1={?5>99d!IOO`Ggz0~^a(NMCs~>RD5$ zy)_U0SlVnWKR#$>8y{r=A@n?Tk%z{4;b}wj4k@HbHA?H3&X!Ij(f(m9rh`%@Q%gbS zE_(W^K%Jh`ijTF_eO-1 z@`#PGVrl#we0d5&Z(VtagV1|PBCJT2chd1E0@0O*^@}>N1X4vYcZQPq)8p^moj7@J zzICbl*%x}P@Wy4x#{LI)P^Yw+XJ@0-gx&U&@&~JzoH4z4l&b23 z=ohnN8(XnUxD=jLikv=!2-Pmpj!&$>fdXS>-Hyk-)D0BA zro_Hx2-!+g>fw*MP?+~CkW01;5owgObNmMm)1(mU>E2YR3VT{F0guFlRbt=F7E)ELXc2Lh} z6MX=)ck?RpQIF;J1RKtw+`P<{zH^U2b7X3iH%dhp^}dMK%>T?bl7lHaZFDqcO)u&& zCn{>){oS+ki zcdI|9XL5JpHmuq5gSqcYyT8P=Hiuke&$kal0FZ4y9+r0LI1ANNm_OBiHb<#$AFd3PB@$9Crr`x&k1oMGhW&7Uzr%|VDla`+P@ZV`duNMpYg`w)) zIM)d5p>4sEfE(nf#NsWbL2zJHLN6r^Mj3&>jV4cs z0z$;!ajmC5TWYsbFmZ<=@u`WJtjeXfW&TjT6vzKhD_*2W*+Hy!PL#wxBx|rBhs783 z!t^I`<+b}8yvGyWeIu2Y1|wle9~{E4kW6Mt^W0%z9!Ncz6y0dF;?-WhtEijXE8-~S z;#-v+yP%VF9LeMudZMR$ZBUC8bA4DA%Tn3I=&Ju>SC9}BMCRpv2eup@{a01rAk>W6 z_oM`M25<~hWDH`c!^$Xe5BbPrnfV1n`5A#ZActl8qMOQfUHlJKRc7HY*_8VZa&<2G z1Pa!~iH6ecx1RLzAd@c>6?4v${yekitgO z)LdEl<_+)ZuMz(~aG@p2`6B?+vK}j@F9mu-TxZe(F@?a11T`OvB*1kjo1tL->x}ek z<`=@X?XC4zT(%PFS4jAGDls~SqC&t9!7FwI3k4KMxPX0&i@C<{&xwfn(@Tq7Tc2)B z=mHf*veY5eWCs4_MJ_`dM{C0lOb1wKEK@9s4rGhtN1gXfDlh~9k%sj6JxC6$4Kp){ z^FqS08l$oN`dS-F)sew$nC5khTN<%?>Qtkq%xKo&D1En`=gsS80y%o^(T?$*zj}*W zT-}O5&>t9rz|zHz)rGic5?ZIN4P`#4G!FW}M_E4Pt!qkoJblsWTcO#fytc1Q#b1Te z?4Mi>9$2*K(P}ucB6zteGes%Un=94MZrYFdj$*Kf**Jjv(tN0L5TFT~kyy-|c$xGP z!%nFFaSaPV;OMU#J(iZk-Afrl_C25Mr))DCda`p8Zf@*n%MNITB~+KkJa;wpiBlCL zqVlrC3<@2qI1%?3mrg4B9LfA=1n%JTmW&REzL<&JdM)fmn9A{F(xXJ-)a$0!ka5{! zy4iDBRntgh+V25|vsP>&x(^)j8>#rUIXYH2&7X~76ENETV5=v(%$_Xf1OY|NOAZYH zTd)SYb|qh!J~8=}yGtOZYhahe`~U*ohSu76RaEkx*QdI>Z&3&BCc-2vTmkZi(UTK7 z6F!1~VKdWr4sKGm*b(?6Q4uO~3QO)*?TGh;Lj>@$0YeMK&)wIkC8UDS1y$-F79@CfrDK?l#ZktW<2TY3FBSkHTXc)`9b zIjpm?qD`e19lF4P5lP28?m||7kfquzxm9pvQy{D7?r*{UI|cL(lJwKYi_^+`?@l*ijg0k0xi64z1Elx!Um7W0zAW(^yi z5jI1MuUX0gEbz-R;hPdt!@Ya7;O+RptU@K;miPz~SHu2i9ib5y)x=U$$Zz%BrR9eh z_B(6EJmSfK-vin!F>tI)OGm&*JA!^5u*67h9oF> zRxC>{na;P@m^`VEV$#32}1o0mu;naC7kt5Vk5U_x<);vjh12jgrr@i zH3vA(uH$S(XVk(~yKf|&kHrSeOOGcC=*s-U#n?&OjBv0WIFne?=2BSe^5cE^i3k8X zK*hi00WSe!<^QlWCh=lXE9Qcysw^~1&<|^j=UcDfY6=gD(!CS}6C?wO1ac^{j^BI|&;sv8=zU2@t4q1K@%LHZp|MTW9{nh#fAcUM>zsh*kal(6 z=%l#mX!h$H64m)(V|B&^p`t(O9+fRn2duen@A@qghZzdmUqlHT-h8}of=N4JV6iQU zD*(gAarvLZqp#q!1ch>U;21NuM!1Z%-H=0zNhMwVe^m5TSi2Z%qmJoOH`&6|+*xZH zBtT7$Lb$zEg|iwnv)bJ`tYeUbOgagIEFb(Tk`Uyy>O~TLJ#OufR%zOF{o~m+@<#?O z3x)H5u+QP^oNq0Cw&InB;8D%GA%E1( z_ybg;fQvxrV__v1upo-NM!WsZS~J2la|oXdtX*p$!rWm>9(CW?yW+|S;=D1vJV zLmChblD^OvDMdk-vLv~5f+n3i$W{3yH75v`0m4NhDBtkY5<$D7N=eYTVDEtKnKk8c zRx_&y_G0&Z z1^$0K{l70UOy7qSrgkgZf-M&|qya!u25g>-z2z`A<XwJSal< zJK@EuB!j~CVEa$2IrZL8IFyN<8zAf_h#Hp-*!W*z!AZ~OjDMqX&+Z3E+6Kk`h?pvm z^vNKmB6?3iJO})-WJueY)B(}{wSFG{(+hxYwt~wca`0W;mmth$%_A_hAKZje&Wokc z7bMc!n@dK?EA+3S`tQ+s?=K~om=Qn>`3NIGT|6p^WW>?5+=kx(>8P&qymO>r#J-`K z9v7d2GD>x$7*WE9S)D$4fLSt^z`e9VIIH7>S+n&K1D=_;h3L%2)B?@Y;kNzL$YDw7 zDf^+9{5tYtQIy{xj-?oa4Y|c--aIJlMypE1zj@drkeB?nl3uoXq^gYL%&7iO^X-Bs znLW74w^Cysy-3}yb2g@uzpeuzcDM=JK%VZu*2fY%szo0xRpf+ggP7 z4`}Yj#FBy1?EN^DN}p|Rcmasq_}vPx>CC=Dq7@IkN#nGt!tQ6W-2UaLmrW%d$!?U( zV{MAixWEc>yYotlket(~{X2g=hF7cF4;XtgP2gL&8ev33E9i8nxkp9Ft*>?wQe zdIgMqTtU^PlL#uPi5yv#1+G<;j4#AMkaRLJYpsJoQj`UxCbyn^;b*f@{Shqq7Ut2A z&fCy{ha4>eR-IBdP;iF^Vwn00!y^RGd?oqjSUgs-z#`?epV-y<5AHjC4@bi&VyXh) zlV47n%MnH?gbVU$H+jl29l6RF*6#mviW>MwLGk^-#M&O@8@BIsvIV`{fIZW}J_PWY zkiYK$7!g4<3W(ABseHV#lo5tsdGXYDwm5@CLQP(>OkN;$!X)i-)=9u=xA-=P1OWY+ zK||7J{+D-nZKDNU@VH9O(mAh{*2D^gfvqHxgb&1V~$2Xe-kAJdM0agQGpDz>*2XvJO;K8?%C(hnNYPprRe6vuR1Z6|0(Kq+#k{q; z^o;%yqEu7YY7M0;-fhn0qR5(y_7zV+@HOuMaUJ5b>rj{JM?NSvzqxlPknqyOs8rQh zUO5?rYL=8h?6)%8yI++pR%7+*9{PX{bT4Z%>bKS?c|o4#(`(k5YN2gkR@;CQU{Go8 z>qC#%a2CHu`4dCCDut=BC02*YNMZj#PhkHBVm;;gWyLN zoOqn|D4OX2_`F5l{_F^g{N+S8FHq7Nn$y?6wO=wLOTuB)J%K~}9bst#qyy9JkxyZ0 zc4gVDfn^~bzp`IRtmZ_JKIOYwjaEnYv(P!HqU`(w4YF|e@BcWFUf6scRYhEz6CU2g z^0SwCFKKd-Jt4kA5%ZKgIhJ<-Eo)h}KK&!o_IR zr2K~rx!>pVr!a4>g}Ll*Le%)-3p)7#U1XMV^C1H&*1ktu}__5D?1bdMPNbSF6G(|a5a==O1X z;)fpBB7XB4BjQL>pf@m6N3SF^za1LE(#m8O%tEnmY3>jGbp(NxKQhX(RdH`j@}F)53w7k%>lJ%HPl|vU;Wr zDtiH#DAs?wo5FMc9b@Z!wKQYSmn3J{VyCiex(^YJpmWwx-IQvq!m&a#9kxCso=sB~ zL0d#hqN)~#Zih;syJmUH&gbtP!hi$%|RM+OX3yzY_zn}Czbpop6QMaaMxc%bpGKqb=s8@}{pz~=4 zhZq1sl{J^*slLzDl#g-jgmoO6-}KtU(s^vj*~4gYA?Hsd+4%LwinIX~K zw_VIdx}FMT;zLal>lFVKtu=MW@NYxaA~aC?XKb}4Pa(m*1#lcB`p_7p(0raq`6tJ) zcSE5Kv+?&Q?v6OGe8^0LCgTa?`%3e0fnJToLCm^Ii@WVn$)7~(BtGL)MKrgaQS0Ps zXzFK0T56c9)oN=*1$%pUnq*fa-;K#OvHdf&O<&ElV~>~p3M?Y}zVF+G!-mER_7SL}xrvSUHyO_kicZzg~ zr2Dnm501{jpWcVEU$kM0(LZtGx3SBQ+{<)a6??YxF-bZnn?#P7ubDVd1&6y##3lXN zthRiOcjywp1%KGHE181$#Igp+j6$gx?zFT(fh<}I>|(qy16dh}^U$glynvvu3*#4v zcJIRUg`K4NA3c^qTHnYy5LN2*gJ6tA|DFe+pM@lwLh~k7WsrNv2w1G*_G3Nk)+R;% zztQFiOlYLTr-5O#2^O%Eb%;5!UEY9gvxb63V~4d8f=wUC3Cr@(H_=L{ZXs+ewWzYQKMY$kS6Ccf9tMuLzj|C?=U}qSF4q3;6=7(d5mRI#n`7tDZY`Z^c z3s@W{CYb#x!^ElgY{JOO5I_M{)I8K4Mlc-vTF+v2|1u_a8Q00(1Z!TBu=u4mfA z4nnTY`ge0;L-)HS)7nVk?Iq2z05lbOzX*8Ixks@20zOABaxX6`?(JNW6Y5a&;wEZt zQo+sXx_+-`Nohh5z96*?cbz!Ej9mP~k5ah@{jn=~Vg!yJD5D0(xqbvGVZ++_lBCB# zOYTwn_La`g*LLwYWofW%jhS-R;ji(;APB>OxBH;5yJUn%{=`G(1{7~UuR*?L@NL{y*xido$l;RchE2ZSY6fxKM%EXExOn038P`LRVu)F z_3?r~+r_A{tQHHkjQVVS+P{d;SkLMe;k8gPtc`vwt-2Am&Z+QbK#0r+6Qghi{{>Wy zl0fwEu=10{a?JH@+DF#PcOe~I%rgkzVc#8lbS(_EPi{mv4eG8J?`<_Z1#|Btb_0|= zw=CpAq;gm9>R0eIU!$xZLumD*m~t)x=eORZB4)Uiu-Hm2%!J-)g1e#rotizrUvdo8 zSD&<+yNvsD0szUqeX|B8Ve%1${U}rk_2PT0hbuNg!6-e6kNh7@0cN`P;ntcd>Evj7 zi^5IyJwrYwvQU&)0|#QHK4#_Aj~MeyjYkiX{q5W5@@XziaLVc4U7gfL&q`-vjPn+_ z=9*xXpsf!`8w`k>^>5jQI^ACMe8c22^!0VKNq zpXsTPsgm$Q!?KL%z4iWP=i~@K&nU7hyng@H*x{sS@lE|s_%3d9FZuyP?{@!Fg|vfy zUo*wgn7P2IC2jnHsD~orwU3y`f$d{+k^z;g;_>|^r>2sQ5ud?o#?u zK#~nNkT^?uKpnjL)XJ!MGz8+VZZ(n`-=aeQQ-B@Q>e#B6Q?@>%g05ztnZ)t=U*XA? z!9lHAH)c9?(?QCBY%+Lbd+J*1`0F2;ni4oiDt7+h=ABb!S2`u92^2VyU zm)r1~0Y;@AUw~+Q)R8sZ$@Qo+`b^GN4}slRJmvCky$ z;BbkuodwM%)+SI^pd)|+@z{TD7>!yk2T_R=d2TAQ8QL`x18xNo%F4psSWzxQ+c^L~g}JP{zmA$pN!aq+Ng% zn%Mtv5>31WVTHXf9^pN^jZ$-VqJUroeEoSKDJs*&=IrfcvoE6H3#Jq)rFi@S0%jd9 z{i0J*1Yz}x$gprKTgNzY`$R+g%_woQ`m5Y~1{0ejtP}OzSlm&ar6KMYUHh=Q70N27 zoN({qwo*~D1d{HPMTYl79n#+oi|V#_fcI`ri~EeDyN}*+^E22sq>$z;>6+L$*UE*r z5QTvt;Aq4QF7HVtBc~D@4C$L+(3;v_&YLWEXaigJT*v7Ukh!P>N#*dLIQ@UyY;Nq8 z-2U2-${#;r81q$xcQ7s8)%3su<_DwSWw$pjy{}py`FOKoz8lV~m^jx9!x>M&ZD*Nl zby>Haqq&br(|lxs?4m7`MwT;4h6LHnJfri3Un)*2;bNWRSSkNI=>u!6f~LJdHiEu( zZsa8!C)n7a3{wsO3z=6Aetwf>lF>RvrR!Q3bf{1^n!p(3MFM+PM%dHkE1;!M3;sGp zdLly2=GMGYF4sAgiKtKA(1C4F@(DkjT57Hp*nlq^>VU;qTE~MM_vSoJjPAju0ylFV zE1!w!$r=6vsUOw7Q;ZS0-u{!k2yI@xBL{!BB8yC@*-6O&H_K;X?0jFhnUg`p^Yz+aPJa#>>cea6 zucLB&F&h*gR@8vf6`3ngzVs6%s7w+hD01}{(DuCy!6~EJi)P4YLx+K9I?u)pB{_`X z6Qm&Z^5K2elGbN3zI)@1pLRa&NlMDg2$HoAauCZJWkv{2aqsrA7a(t*@(pEnryYoU znjq5pdm;UFf@uRpQY*eWh%_^0Ea)1ALBmW$NA3|h`BfYl6)jQubhvF?#W1B{6j(A& z)GA7c(MP2ZaW4u<4VDWDsPzbvr+8wwFMNZf^B8iLT^a+n+KXcvNf3i}09N9AY0o76uj5^uEa7QF4HuL$5=tJ3&f77xh^!nxX{28g?)r8Iq=_jt1}0}{k$ zLsSdi+9=I+D7f?h&strFH7Z<0LhYD+0jGN9RF4~nx$JS-Prg%*bG?m-5)bT9R{=x7@q27?R@)*y=iqvU= zHNCmEEI?|Ip9G`QOK4A+*jPRcetQ{(^11jB&b3kv)AS7QgTmT@4)uYlc;Wq*tjpP} zLoS_~44m`E3K7HzSR;57;fdF5400lo?jm!D&{8SH7g`i;8qI0Sm$Vw+MQ>Hkb7(tV zClwv<@MuQkleU>7Yem=+CE(=bf2dB)XtE>><&?sF3j)sCq&5SqPevfNpjsAZbuR9c zA8763@NTQz)ef<`lhBdxMDy^-;{HB&Nq4wsfpg4G_e*Hx4`G z@kqTtf>td>BR^$}SLf%Lzx0=^1on;YruLFC2?+tw@rbVA+6IJ zx`)Fdyp`%+S^VFHQwT00lTf1CgQmTBlH4h$Dq+d+#vO-K`ok7*`nY$RKavq!>gRj| zb*l5y#W?9nTsV}`S&w)2Z`3KE!1*4W@cExMN3&&M%KLbDQ6@W8M|-3&s<7Rnl2H#y zjI~Tzka((o7?Q!x>+y?c(xf?Uo{v+KNo`eWS?#9k~9o_TGg;&U2Q}K>RIB zFwDxaNUajAuNk#ZpSFDgN)&EqiT?A_#2+-+=u`k z>B6;v0jG!KWM99iC@HR=oIMW~tO%qO;8SEjRg~W*&)Ljc6 zL$&st8M|jLuLz7pF)1Bc#KkN$2XidftZq>GM=ck#ueSW+UZ^5iQsJLC|IIk2qm)&H z%Nx}JuUy94WBqiax)Khu40BnIQj}*nqOLK`4jMag7qFSudG?!toK!7lxSs_iH~Hju z#3s&pBF2JsDD7xv^@5drYXT=>P9sl@CEF>0_yGdF}|*rrqG9*44=Mp zV~`~v8=79rke$&V2)69%S<2O$i$RnkQh!WR%s`l1#{h&l-KIEP|NINo zW{!*Jni{Wc3jsu)*J7Wj4+lsN2(`fEKAQZol*D*jC_`Ul9|Rv zfgn7ZEt9+oGQ|7tKV`Q)IT4LGWco;DSAL zjL__b->~^m#s**HG5{pso>)nIEk}hEe|l@|6S$03Uj*p=0NH%As}xmGl$kbK^c|bnC#=-nV~3Zh{E68g>kZA=4~NwK2&sj` zX^C;V+IrTH0Z9v$tvRD+s>CpC481o}iWi-XsJyer4q$VxE0aw{>9!Qsiir~MLVrgP z!Ie&X1lE^ol3}K90Z!bR?qs>Xx%5Qrr!^MU_eZmRz~0fK#1vSp0Jo7ZWMH9bwk5Nk zTyF97uZzqDX73bJ~ISvSb(P1)xZa6q_;W*y_7rquo0vH?s1RPr*387p|xhN+$ zi&#-0u>d4DR-X+Yba2;e9otsV)SmsbjqL#QFES`r@n=@13PrloulZ+1STi-S$Dk|G z=NrWn7TC`uo4$iHR&^=Cfx4f42n8O&*-~q-^SrX{tO2?o0MdbN`vBw-@Ugs8i(%Ac zoM08D7VKtZ=q0+zf}FZrNZSh*-Lqrpw8BJ7&DCbaS|=^dA_qVtIw3w^ANdBl6WOt( z^MRs9+)*m~vU02fjs4w~+Ys%qCJ=$$y;`W%XP*&U&O!ZNL6`Bs=1VitqNoHfrFQn@ zw7OyKJX5ECiXO_(S7{Pw<-z^WZ!O2rdd7vx=M}{98lP-~^cGy#XU>%N55N<$Yoa3m z`GxRameLJi(sxIv4xl6NQM%XRb3^G0ESqcA zjQx;?V=xQrbrdn%2PxL2`*pj~{A~AI9Vz|w)}zKL0`9>>Bf%`yNYvcRlbqDb246+B zK)g5a#IXn8c3!zvZ&pCE4L{Zbr zA>%Gpj@qMaX^s`m@T&-WzN*bCn{!MFw4Yp5c^BM#ETko*Rs@O$v?9hc1T z6Yt*!2S9F%PhBPg7Mv0{tO#ti)2 zKovQ!TCHCl{dp}i#-F?^%g;&e4vxLp(RP87fC7IA64_RBN!<;LBOaS_8XjSeMGbA@ zV8}n=v`pKyu_mkCFHKxPGpU`fMPTgALcx>TM8$@9Onj$5z;L?SxSR|y0?;6r%r?!E zER~H;IcM{B(qPGXSAR2@ZFCz^?gU(rMOZ zQkN?Od`XR8;(d)g9XRj^q$@hn)3|_bNnd_jk|HBuSFF`MxdlCj)79=snUx-s zF|yk!5S4!NLUUG3^NKqym*j6Y8!!DB@C-4Xg9`w=p*DCauAsuWhW062km*Fp!zBV>h!v78yjEXU}EC1e~F2Fm(I;Q51-(^mY=dO}Gu zJmybozZJ7!ZH1l*niqGP(R9{WMHrcsLSo9DWwPW;MAJ$9tB~)S)Pr{6Ayb?d_5QJ} z8?6D4Q;CQ8-WH( zm`!N;IEjcKDF}eXf4sFE&NF^Hlq}~Be22<8QyhG= zThlOE4m3I?BVZs?m9PO6!ZN#0j=v!+ca+b~Fjv&ary4w(*57Ia^cSVt{tpVFyg9;v za#au0-dp^?S@JzK z7#ylj^nV>VOZWPGYepb|5p)685~}AX4b6!eHclQm;lt`Xr8rU47XzE+P^~)iU|Qn5 zUf20sH#?+4pVLT6*+Yai5&}s59x+3vsAkCRYy#3@M}mSL3-7Ljs$zcoP_GPnlR})I zu{)M}HL1>jT~J}QpRp$Kjdt&#lJJg5L){48mhGU|l_&}{9^^idJmDeqb#yml!0sgh zNq_g=pS@p91)|eeZ2M5oHSs@pxwZ5FMir8dD}pg9HZTmwrt?8Z#-VTVAc~Gc z%Z)_JIDi@qt~2bhSW;Ph0W7a1@bhT3p&=1mpEtj`Q}Jx|9Z9I!Uk7j57&ZW7-hpZp zOpfV$xfavGd=6F#s>lrh`?=xIwYM#n(b$8vI4j1kj%HTP4cUczvW+61MOy6s$x{?bmlRxj>vGRsbIi z1{I5R?CeT*{l@qpVg!kU@uQp16hCQ!1o9hZ^dDn!Ca$yqUQrN^p=R;}Fhx9wQlFyK z4P+(zMD@O9kAhD3?re`2Nj=Nd7pxCHuUwhD|p+*PQH+r{`Z<`1JAqh37y% z;B8^Ia`kZ06?^w&$I4-feqyxG>z@{1^(jQRqAJ(ke>^d;)e0|;4RedCEJbIKM1Ng* zhpnt;J6n->zHiVlsJ=Tu0NlrvrkdP`yFM^exwXS3AYX_ZJ0?$-<0}0%#BN9bDLVj^ z$53j7QqNr8Q>P^5m;l5~{eXrbwS}1w1X{c~&N25eHNtFj3p-E01*uhVF_}oo*SU`v z-@nd|^{B6!6tM>lhOF$TA>98#=_P?kh#e$%B*`ab*1C|y;`lWRlM>nz+W#)Mk7s9t z0l|k1j(9F=8+#k9@SZ>?ff`{qYNC(jQ#SkaJnL#(^miMI^U!1i3bn5*M4I|FGdf*T%& z$tCe1%dmcUXe3^zHkQ(CW_(lvwbf$NlMQ}kLSzyK^dybUm47As1eS}%4+APD_PPWg zleL_LU#FK9vO0%lFK@Oop@lAs3X}qMV<$s~YDvIP3|?J*XWEq6vG>(eP$8D;3yb7E zK@7n#yd@W(s&dfsfBzYXkO3hsPhjj3<%SAr*it;t{NFiR!&6L_&dlYVAIIW=#{xYh zr(KSR=ht@f`%+tH-t7%}EY*0Ib_w-5UNiIe+!U( z0aPz1h=d(P)#wgEyhM!mt*`qdNZBI0%HuX>1cIZ`C!s%KcJAMhGHNYh__$SH7qhw#w0V?n%VZbdX6c44i;#ai;ZBjyZ=4Y zM1A*3`E0kEr4O=q(UACV;|ZTU0>2k)$+(gb(PPn5iXEK#iDELZy=22T>hm+m{8UJz zz~LiMG?;;!y(O%0I5sCgrj)~d?FO_|Xz177E;9*We1;%Ha^``TdTOP6UCoqPHYEs` zEnDAh{ZmylWd-GyQXpp2=Fwn`E1eh|o(oX7ODx$M33W{|Xw!1($@d&tydY;9yJZMR zmCP<6Lcz_3eo3xRH>^2?I`&q|EyIQeK1kK@5l8o6E;Pqv5N~YX_`Etiv**u7o8g^v zDL<5Z_FzSQis=)kp#T2$Bt=}fbzUxt)uoJxEU2Pl^3#Bdn4RMygeB_@HKzykfdAzk zgGu5}4^hH#;L82J`;xeA1p4^0fip6GCg0QXV{5|**` zp1bHDN8!~i3Uj}}rVxx1;$0BU*9+>-)Kkt_Pc+CTm^yDPJr~OQQ$W>bo9(B?r}fA1 zvnp-M*z|VFE6N*@6ow)FoCYsR>XcaKEyipJr;FKn)~wj^HLf#p2Vt4g%o z!(y!dZ7hNV>NBz06iP_>bZ=cqSm$?6;BbHluVbrnP=*ozXqxdJf=mw;<8_+8fo4>u zWfCojfKAo9nsh@ecuK}BrS<6+6ZG~DTo-O6-b}P} z+e5DVyj$qQC*M~_Z%OBxnx*jh{HZ06 ze6m$`-)uWJJJrk2SqN(W93@SO_WA=qEq`|tTu|ZfFYJ|(^6ygomVShNH%`l;@(tNx zI$)qOYhXsBc;BH3uPA|!Fr5WSy_m2v!SsCORq!7?Gy>@vB6|eCX1j@qREI~EH2icc z@XhgtfUE*mrXClc>>J9g7d(B$n+8L{Xjm)0O1A^#3Y5PNX+VFwBy}FvkTEEW?o+%% z*yNK+RXMDH+J?SJ-#Fv|a zziGYtSpu0d$G$?jashGO@3Y%XeuqEi`3^1zolH{^b;*3>cNe@_Tsz2p!^+*bJ^+nh z)@|o!wLuVF!A$a@&P~e|c3n36<{2zHSl3f`xd&kbzb zdZxw(C#U7>V9&{)Pp<@?OJFz;-Aqx}n1-em{f*M`a$9wGf4N zQex-(zA{5<)QS5{?d$?dJpEV_%)i-)q9Oy8r1;>X!HIxSd*7H>yK;V zM3t?9KK|R<6qLaR9t1$`qLRK@?G+I6#Q6I-8fhT|anRrX@yPqsV>u}tZ)jqh1?@b7 z4+qgkhZFzehiKlwS-FuJznGw(C0~nTu;u32(XZWHg7%4T{R^Cnf$$ z2cD}MMfWRs&tUYcct0z5#zD=%|I5(454LT5Xn2iSP!$&;vRt44NUkveg|$c`HY)8W zshNhNQ9sqk2FH%svb+eA%1S2_!d*;(a4_<0mX!#~Y3^i`asK@nim!GJZ5_L&V1iYZ z!X<1M`8RVdPMtDp-%`)<1&&9NHJhMm8KIM7V=Q*zSpOhL{Dp#OQc!CQ-Qc0dsVLWv zXy5zg;4fj6C#C`BZKQ7no}{6&};9Iiza)NBd}GuRoeZtk?G(B z#5x0A4}KPe%4=G!WlHODGMB!D(E`rcn!ooezMvj(d3=cc zuE98<`kD1i2Hu&otp9I!Bdi!5H`$;jmcj!L6y8dI2mra)cR|deE4TP>T`w({>e%|t zt~Zen7nUIR9;6X|56-XY^Rh@t4o9jQ>Me0m(qwh5>}ARXF*ynQS?iJ8-tdLb<{=5V zTJd^KHnzW9KGKH%SQ1!Fv1{Z`+B)K7)h*m8rYaQ}rAjzkU10H|Mt!fcIV3{)2{~0I z&2r%MrwzO>=FKdpYovZC({Gb?N*K-cKwm=b+c@JWl55_s!lbx@{;O~ru*N-gauE%looNV)V10e>2LXgrd0 zeQRye_8lF)GHYeB1IrRaA9>9CV)siMR{lQHapQqjG z7~9`-y-{*x)@17cz6c&F z!Yl)bXm2*?Rs?@x%dCX1#+TJDEkv7gB#4Bv)U?Njcx|m5x;RwZ2BK495}W<7@wCnmT0X7!iG)0%!j1|4qusn65x*r4(AflUJ;)Q5j3R3vT^X5B1kxIzE4x&*20b37a z;cV%X8S}nuTnC|q;C+Ib-}5bG_j!(!b3d}zY|D&!+)#PA0fUP6&6{N@MPXuLn#|u+ z@6%!eH~}DPypA`Po_$^8gM8a}S-&t9A!pgV{{EU-Ga(@Z$m*Kp$D$))QRF9zR;SV*_E%WC06 zT$1GFb_ee4e*%}fIlGMI^FcS4t0Vt4%q!r>+h!LcZyMx4;aDaXqv{nkA0ATO*A91M`*)QGxc* z!(cWq#(&BCfNVP!9$7NwrfZY;)$ERzE4}?_pkecvk3%0HmhW&8V@i6~WU^5%l*8Dy z#x*CCLHJ%-mPPTd5FOenkyWUh583!JFz`F*o9d^DDqDN%wL=+C3Pem+lN zmV3o$4!^PBHf{D=HjP{bWjar3i+W+FqkH~CE6S6T;Hk2;vKqeUx5&DS&l;Hm(im3L zWE}zOD#++3lT6|jh-{?uOv-J4=qb2nDnsa+JQnhG%q#INFI2Bkyp9XSyOeQ69e z$dS4*vMVK>vy0fZSz9!m3)?fu6C1t#}viN!?8bj~%hH z?5f07_l7$ymGRD+afv2+NYCK=4Q-I3Ju*Z;d|`Fs|NbSmM~c-ce{i zJtG2a1!ZuvSK$wC-VTCstvunrMz7GUlzzQTu%C9&l(mAwLdI@D3i`7hz$<&lmX^|J z)0wkdZ*6rKc%^%0JE(<+28k}_2WiIvAt;P{>Q1W+^T~A;ut_Sv-aJA4Ed7!^9F%;? z_`qM)3xhxNSX{rt{64Ss6&x2)0TlNPfU_+>rUC=to16-)zkXhXQ}N2#+k^P6PjmW_2HqJMM$Kr!RRR1z=m2H{m7mPij28&*u4Mr8W>a& zph^*58ecJ+E6F@H7BdW<+e!Pp;p>t=cIUz3I2q0ACc=oDm=uVXqVS`pLAt6 zvu`9#)2cg68f}pa*VIJ)HGg`%2jLD#6<~_r3o7ZmFG~iN%I0clnc2ZE!3~ofj6hg$ z93jx(-!bhpBoD8L# zUXAQydAmZxZAiEP3%}^z+1B&3l#;Cxe@|~AH>hVY*rh=UxSvkR7R z1AoSkGyrr0_JA1|kVcd%D{l}E8q~k6Dj3;7htE{mK%Br?I<^~-#1Y(R7v24e08WvT zYD&-_5cJdWPS{x4XE=A*0-DSaNpnPk*{{4|!cfsT5^cuRNf^vn08deog)eRqD+zCU zp(t}1vVsO_MljFOD4TbI$}9A2eE)z03u*Gxk1BhulTiFN(9m%WLo^yD*Ppeyuvc@V z1?k*$>F&K>vix@v?V|6U(I_{;&0xNXw}Mc(h9&l-RP1G?AbFFfJU2Q5hEy@8Vr@HN z!ES%KT+RmjNx7}>hM?!%u8K*eX&IUZAkli$PNAotTlgL*{v!6a71S;k|xQ4Xr_r7 zuA39JhLLyZlX1S;dqIZk%0%uu2gj=*vS*pIVDX1!o#%`zZ<;2MZ}9&`aHIL+ zMLD1B4Si01g3B&RyJD&>-ufm6mKIvFOgbz-T&A`Z%FTr8Y-w&HSA~h2Ct?!A3HlN0 zL1J2=s7Na`+?Z@N0;!2ypj>2Sv5N}HMTXbk>`y!@XNmt9hAFuez=rTa;|NV~!Q1JCq5 z>|@ZA%D(W0GzOt~W4$kA-kDdAH#JG&cj*h%G;-)dO$c6&Knf-XfF&$&4*=lR16c-> zT#kV+C4muD<@m;p+z1WN;7-sE(rvv~aq>5|PyQZW2$e>C2c0t;jMhBv*{gEOzhJX@ zYy8r`-1gWR$z7=Ixu>^zj3`As_cL{j1wQ!FYR?oI&5tfQA|y#oa}+Ifne(!f*lVJ} z=mmfeIz{m$AU*(PHJUexw^LRoq0tIN7-6J{`ovV(o+rO4gH#h{fbV7F-0Gbv_q%14 zb(0N^70B<&qt=0DEfhX}6->xid2vdMxi~t0WO&M>0t95a{+nOBClKulnF_7)R-fYx zw=3^qsDcaTnAQQzf>U`TU&|JaDC!kYY;x9mF=lmq*>i^3m*CLZHk}DK1$Ogj!OE8_ z5&m!_gX!cq$-bFK>dJI12e`0Tc%LGr%Fzg;@o=OIDNQnItQxeB)BF%q` zZbf2LMA#0_^uvTEi~Jo+%)aNVKqg#nm|CPD`bAw5pN}wVM;6rWr%G9e$=*C5jV;R~ z2KKGk$hZlYJu`ePUv*V-2?Fqu{}5%sKr4n2VV5eZWI#na6UB3rI~3h)H!NJ+qidt!!4f*dZVEFTqeUV2O9uM(^e^AqSCl*Yz@7d_r2xgtPpYa=^4DL z*Kh(!hAGM7{_?`nr|VDe{6uo#6%^0UOw%>3bJEgvS$f*Q;l`x-_-QvdX^b&fl8p={ zNV_^6(NXl`Yy>Qp?#G^@n*@Xm6p=y~W94cU<;;dT8o=DB^N$~d6KgM4!oS0JIdF)M zD3Mtz4{^K$p!6fsg{{oK#oAEMq=9%sV;=i)d>*OcuhP+s-(?Zv?d5A;%2IY~;Cc>q ze0UiY4p_f74CFJiBe^k5?PH&cL_C%|X)PNE10+1O-T$i#wS;sFj1YiqA``mx?u9?K z4D74V(DZ~D5#ti>=12f!GW@8wWFY{cELx2NSg)ZvOazsZ2e65Dx+(Axyxp3_>oO*y z66;3*O={ZVAR({XG?nr?PMrYn!&Qxy-m1(G;>x8AoFdO>VA8C+de;CDbn92q;+uti zUj!`&8iXN>K;P=lTrXTVYXNBcog-dx#ZhH(oe|k*I1u~0R|R{!FbYh%zsH@Uoe;n9 z_PWz$y$K)Y>D!Zm1*XdzV-xW(5`?&V`52(EWOs|B1VxIY8N&jvzRG7+m9YnBqexWD z2R2bCu;CA?Xx;Nm0?i_y?!YgE(c;`QYHSvREP#IXRqcJ)IT`Rh_!`-X!-AhO)@jo`wR|Jy79i{(}&T&T+D>8mnR;m9T9c!D2!Q(bxgNLhF z-c5R!kd%h=;oC`35Q#0{kJ86HfLs?`JSxlZ+=7%>-ZZ}(a8y+l~s4Djrw87k<3 z=kl9?2QO$F%ApWw=~?}R@@CQ&G8G9C-xPtlaMAxU0A{Y7FqGt0fWtXVg`&ptk*cCV zVmCo;FcXMv$Y4}gg|-8aj9wxX-4Vfi@gi}otFBgok6Z=w*_NIA8M2c&0FYZQ?lxOB zo@?%IeGpKsoCj`g@PM>-{7j0oU%@#urjyaDhY(X|xl+nX*+nxXsDhnC%o9p?=dA2$ zE!YZzcbb8-5j_&#&HzS0xxf8%hWGCs_t&eOxu-?{4o8`{w|-P1f*HNL$?mL9r~cEf zCZ{`3hZI1PF0$qw{Gk_m8KRV%fcvyp2qVxozOhNnNcnfhzWrt@L7%(lQ=tWtL)sdQ zOn>vAcBa+wJjEt9g7x<*(?gcin;ho-L+b*WDf12!B=C9`MGjHUFEBPvE1Dl|Z3^eQ z$XSpnIfAgYp9qm7P67iCpUk6YX%i&`VBf7UaS*7_eZN#r9e1lptKwkeO&xatS>l&z zSuFJv*6EQk_Ez?cNR~ICq_H2zqDp(j;=rv*k11m=hS8#`Kkych_-!sQ0)?sT{>M4% zuSRMQ3^~_gNQHLRXx$9}f#yL{l-xAvHf>|8?!BJa*hSBBOgWP!)|A`#!WRO$APz6O z78A-cU$_$&_#~-@WH7XwhK{&fLM7%L$OhS1HBhHPWd(edSQDMx8)CbnJ*`(mj-pM^ zrogW8u1R9UA=e!mlCq!ROPTZSE`ptW>Ec~yLtgK2paK>B<)Al?s}ovGx~ zkfeT&b+OeyJ|P{dW(exH)xkk7vdI6kzv6=TTMSf;hzr%8HsFUK!n-vBuf;8FVnQUi zgK1<6KyuP-@wPVuD_UN6&<&#bbwn6L1H>}lLCXStqB+`XxOYXXLKHZ?ik-6m)$eQ7 zlVY%N_M|=hHkCx88xZf&4DBx}rma*yd-~jm%_5;5m=OpCHLvtTt@XnoK39(;!P!vm zH&aO3AFF!X0?Y<~yiAqX)}w#A%ubQ!v8&u_fqD4eE6#VOp_4wE2p!K0DH^ssmn+4y z$4BEfBT(40m!B1}llUjYScW*Wvc$IWG5MZ9-KJTt6x2RnSxQdLPC5$zLDEo3(?BfO zZ^2>FQX+Ktr5bLfGm8QqUJ zG%^V*)izMT+5X@@YQN+#m%-6HZS9Ffd8rF=(qqA7bPTm0H@bv$EIS5vZ}gh=4;qnW zoe*mJo;nUUM}M;v^eEP`|6w%W{l_RLg(SJXxRM35-J3H( zK{ivtXxPK}ive6c2k%AKbA&F+GETa~nzFK5@?5QPB4`%hjx>jPruJVN@frntrAQjK z@jl#fa6+M+0_7r%2+G{&2RHbW)^}Y(n;IT@2mdLA{;9D2i6-Wd(uh^-4h`6~N<+CK z{{EyPoxMS3n~)F=dj*mX8;xNn%zoaAV_v4cq3#lHynk5Jn=`(>K!s(}4MaomS?oH%2dz0A2?e>IOI6>IF9#H?qGwHGWvuVGPhs z_Kw$=`6fHP2Ljzu^bEwlZ_nz|45dc%8ItNx3L9KoQ!g=Ib=m-qCxv(AuAj`D-e2*ZWp^HpU_Llp2MlDBGvMz? zH?IY;Z*7yNao5Gs3p{8b#)0T7kt1fW@2{y`7_9&LVFzFUCekaLQ0BGo_8C6yFPZmV+TEAdQDiSQBbDtg}`vOKxEnjE$DnHaybRU3C2{b?(YuAB@-Rz zigtgYoQN~uY^s>mG&xECU3+Pm(C7;v5muQS( zv5NmzT3l6!Axr#*o;>v()iCVDjlB9byG1EwY)u;?Uh!LRgN|z=QgtnpG26&v#u}?p zlB3{?f%1OhFzzmAlA`>H$d38D92KLl*$2)%O?Thk{QP5je_^W(vAu-6(T2Ka&Rf8W zKlc3d=E=ba)M7wjiB)?G)2bG&Q z1hp-6<4sE(w+0h%OpBB5^44{HU>=Lkm(Oe=y)A$Q+)A<=E$ixfG6aM=xwrSRLX+5_ z9Cb`Be5_2@khr@-{74yN9~!atgZ$iNqHUR#A{{FpZWPJMWy z-Qh@-%jKFt)P{}N!+T*=W}oGBDoFc?*;|yy-1&q)IauYal*z+p&*XVz;d`RMGv7`{ z!hF0_YT}H)pwr=9A@Tcx<{Z4%zp&9hVYWy6H){6FYWeQEgj$RVYK`OY{~63h2YtoV zNv5`n;<#^e1Z|%BIN?Z?%i5Ej zh*0g0@kD2Ys!ZKi3;S(ImV)b!>b{YH-xVr10cLOhtA|&e|Lp?^0aT4Qy$`o_AG8$h z-eb>>siy!E7I-!s#o!4-bEpEgsywsQ9VZ;z(4EmMkJ<<75Lp`Zav7SzS5fqsS@S`I z)%!%zeqW(dVJ}Llk5qTTB`53O;1FGRO@+Ouwxl!<@lg_&kGte0CGS4k1amq<}I!m z02vLWIB>%blE#m7lV?IwU#_D6V>kjZ9g~@_S zS{*wtl_ZrrT6ZQT3P_ed=>j|((62yjTlcs1C-%&jOI{DxRPko)iPohvYhcJozuA9m zwt(7$!Kn=LB|@cUEH&})0i@-}Z+#BkFz`LwkCDx~SK6%<{xrEz8RjW6%bj321y@>uh&D znt4QbO{w3-8>cPCf_0OS7UW&MLjj%bfRaHuJ{Wj+X?8V@ggQTQmNg=Sq8Lq7q%%|s zSM9#;fz47M*%iNr{89EI83wY6IlANd9Y@ovNF5$m$@lAh!@Nq~RmhZ@aLvOzfGxB^!* zx!C+@Jmpoh;#wq9d1i*(=1*x_qL>>pEet&e?aH;7LVA-J%#@>dpZ|eoR!be(fwrY9 zV8r?5>xB_ipo%UJD7dVGZT?`*cQnrPpwn{VW>(%V^Qty@!&Z+{ntG0tem)^OC^sgC z-+AfR!j4NQ(>UnGl-e@CEAn`H`^BKON8N;FKI;e-C_chCDC4+t2V$SI>P#3(up1DsD*WgZo5@Bc$>?6oq%T zkB=*g@htG6e`}B_M{0o;%FhLZpWw8HhkIbZ)X$5zl*epA7msL{I@=o8Pu4czcT=h) z>?Qi@NR2<=c1Q-Wl{>vwe*hU}1!VTa@H}-a76xifCT4~eun^YuN@l<9IVv`Pw+&^R zw=@H&Kgv3b+Pe%97(88qdg%5Ee9N`vba{M^dl}xDuTTUW>q65yJ*5IT{%+3MYjjxz z#6C-7aM`KvlO$Tjs9W==mgahCAiC=WUFqd z`CM;p(@&qZ;?!zx53z<1cb`6NCaotu`OK$JG9!-E_|J+MB`;LGF9bG{H6;wDdVX-a z6gT@n6CHc{sp;A|NSjVd_lNOV45XY{a(#d^yqn^@AD>hUnh5P#$&(h0q%xBS8qpoj zf{gx+D?b~?&fs@bfU;KJXwfIsu1pzymiihPb$`~@)wmksx=gvQ@3_mYfOFR7n@BRb z9yMGg>kgV_Z}D{t(U)=2Jzu_If=FBS~DH8S2$Y znEJl9L$@q4`Vjnsqwg1var*Btv3J=-1R>T;Fu+kp&vyTQ98V}JptyCk(n^cGtkL>)VydEHQk2k21#eS z^3$*j=n%uyp3?F&Nks-MShPGIICQ2^3ysbb;`1!PBWoUuGG0`Bw?FC23^Fkvr1iOH za^bb8ywFnU?z38(!-8Nrmg=QeIMv`N?n?mYmT?&hsq7nE5?0PhnC_l@q=8|#(0 zHmmn(VyL7igBrnGkoajO%pG!o7_k6NSD{AdY45SMN}QMr zWNF<9A>r@Ci4#jbp1V}PNy`-zjaK^nBVm0&bhM$kGZ_gsX7y53H1uROSwJ(i7w9{p zE%A*~Hw>ZP88brY!Am$%5CO*lTDJCS?-#W%yftlHf9S`Dt$xE+zfIo5V~2hE2`g#WuLAY?y2ZzHtuWK-JxOrCx0L;PTs`N-cK0XT z(&|+UG_$FQpr^Q!BZ4K`T^EscM>XU~>IbYdRT_QAt-Jl~_tH|4-bzKU@>|(1)Bz@= ztL6e2jdiUAX&YSaw2IC@EJC0ethd8%1D0PPDfkB!DOlGR_4GfbxNu6U3itg@``>LT5Iwd>8YD&< z_xAsv<^n4K$QbVMej_&o39BL-rU203I-f2|0fTV_j&;m8t-w)$OPjwwoH+Texrp>< zpq7)lf59#?7ec3P335X2`}Saf>X|~DkW*AdSjUD*XXPE0M8j#EUb^$hWB{4#voPC= za7b)nc%}i>fpiF9EEzJJE<-_mS-~Nnlm>?#8AX)=Zp`R&P6stbb$TFvhrH0gvleJi zL{Daj`2Y#{Ue*|bT?d?5Lgj+y@tc7acP*=5=d{OjUz3bp3}^w2b0-7NPf~M#$6GC6R8`qOM)^h?e0QSnzjX${uLGsYaExD}vQA*~UwD$RIUEV(hkz=^Ju>uNjPf6neK{opsmf9e|wm-sEJO2l$S^heNKyCTc_!IN*sL7u6 z(7M2VJhxmCG0=i9PZsRS?qD4fF%(yFhb8^>_s>bl>9sg;aT?a+D*?5xO%Ly=2hIhi zHaBA};+n3wJiQ*^X&KgpHOtfJg% zzwC7Vqh(uV4|guJ0LRQAqXk$m%wh>$rcTwwZXdVzA|6vXPSxcYXO3I_yWPWgb6MU9 z*484H#UzJaKQ%`e`Rab9+-lA5K&+EbO~`sCSO-n3<*zy_O_MN5#Z()`HKO5jvFz#N z_qNu1w_jqR5;W{SjCHPr9-nm!*t7Vna({QaiJdRaGVAa|Y>4N$C1aBQBCi`6MG2tF zuu0zB8=;2{S+!3k%vLN$|BbF|el7xe%x7PnEsJr5SeY~{4qZQOelPL#C+<@~Rw(Y; zCWq2qkz|Hu_9u~Za9+$I@YRF(b#)6L4s-Hqy^Kxdx0!qrYZ}3i*dkA3&m{fNPc{k_ zt9&|!g`=o-c3^;kd6nICMLO`-zp9F|cz-(j9E zjzYs<8*BJxzaMf1Q}u@TgDE3@madNRmU@SJ<_L`V%jcg*sE|sdc*mbd#Zs|1VcIdh ziIKUz$(D~d%Qj@=sJ0EnJPJ3!>cN@^fP5bEq58@njD@&-vva~|eM7jE;%UR#m*g>& zq-V+zf)Rvo9mkO@Pyg@9s3FVP{L?AfXn>%x`{1{ z`ja&EuDfVJ+rcoo1eTp%z9tX|aqO(HQu-FS@3&Mq}l3o_Gc4Bh3$L4Eh zOO=U{YXrbVlp5|1nIyq#+o_=#6`s_A;PgrCThg&_0=etXPwjn4>x+s*gO>}X zF&i8ev(1eJ(2X-sc8C%t-#sp3AaYbCEbiizYi2<|KYQDKL2Z|!@Xw0gI_?y7lO3uD zEpPki|1a^|u%sBAAN8#_t~XanEqe)KARAokFZ`CC%VLDNSq-jH#kZ0bDuZP0t3u1A zTB zWdUlC&cX(V{j=O6A7}so!R&3*>blIsnu*ssd$D+R*A=!_Jbjp8!K|o`{O>vpvP2c!XRNS$XPzuNl5nW*##8vTXP~Ydv;c6Q_3Km zEk=8^RR@*Oop${x7HaTd!q0gQ8N|yf_$nI%g$LbS(`t=qo8Ob8(hmxx3QrH^pUGvk zD~i3thicd6c>rGsorSwJUa$+QI(7SBX; zgwIGh0jQAydvFMWvYHAuL0@i@#Z5-BMyM|+R_v{9nU+PZTgUOx6_8m6zdxXd4{lu1 zZI_55`Vfo|KBfwUDR%kuIEYuQBxfzIi#98vE&I!(&Q%O;7XO6LoEfinC~~($>PYSd zzXFUcS8d8VzEoUneDpIq-$g4N;cHn7kk#MmOPR>YO&DZ+WM4=u>Ru)1OgCyN!(PQDrlL@d($Eh9?C6v7*F zj^2D5hQi6+7Qstbff-tkDIeV6YI&9Hz95m-z<;sd_8%$IiIsRy@IwJ%5VG$02{fx7$ zLucZ3Sw*9>lYG5W2kj|#0pr<1RUgrvnh%&bS%%9?_cL~>*EECE<{B|8xF4x1BZXJ( z`?X1048p2~PW#pcQ(g@W9qoa>vStFsn7P^IBHF--8*WedzLtulQFsMoQMWhoxRb-* z#bA-6l&hh$fS-_t;WBSmw1A6FW5-+xy?v`VN=P#%*Xg$cJ(Xzf0*ox)@1T!>f%jPo zfzZiyaslp);GzHFWPqELJJ%7z%S!@^%Ni(*Da279RP@Fa(C ztOdd9OGL~8SGrT89iy-!%nj`}THe%_$zh8=KSiNkTsngO zJcri;A87z(jF>9q1&FcJgw+VOuA4-{G{oqU*mg*>^?{H6)vb_SaGGF9G=%Rex{a<+ zdN~{yv;A!h&zThi8>px8|FkY>w0wh-NOi7dPYdd{{9miB?3Ry2A@bG)d zr)J=b27-TD)^XUxJNws?xmo|Il~IerzoM15`yI)Z{)}OYrR|40xhzi-%qrtL6V)7k@M5b^)a=J!^5TJuIettCF&~FuJ+)_!Ye2Vr+yFfxBU%OOmgF?0o%gzXi z(G(ypVh$4@=~v2JnZUGX7Rntb;u^#YHC9#%x-}rlfjd`{|EuEL+yKXmy*d@vU$f;l zL;in(RDb|}f@T{h$#b!KW(N$8p+1Pv9}wls4MTC_#j1cmhV7A+V239prgK(Z_g+_HE_|8UJ{$DN z9B~#96wFftPUCHvvowlXN`>IiwQV4BuyKDe)+T+Q{+qf-^}3cGE=m~Ihol&ZM{Tk)&%KlbrIt)%q zM9UL91`Z&x-30NHN^%-4+#F>C$76rdJJa7cJ$tOO;jXk7JC43Pj2!4n?_6~p`n-?b zqhV9vkXyk?QoN-Mi|X+VAR$}V#*_b|V^iWS4{We=xb4>@Z*2$`e;odZ^TF$vgdcosiLf7C)#l-3FYtd+++7hTGEM$-u_T~;o~OY2G6d2 zw)_1##?t;JXDL}c$hvixfd&kKRAgv}(l#bJ#%M1T4I;B6G<_8zVs&Up34~DPmk)bP_hkdMYB61wR*JmqJa95Aizc%T`w3hB?=Vwjw>DzG0`+S;C6S$lbT72ngGp67G)KKe#L zJ&vYt;hqnU*alDK0Ey%9CYSWu(n^7up|}nO{ckKlAAioynuCCHla$4p{)(+k z=UO#fWo&$Bl3(2TFu!?X$=Wm8c3PASQzz%^HeDzTJ7OjGNn zzrwc$CMHx+KCmcR9l+lBEDxuHl8Bf8~ugD$AA%xH|w55JZ zaySp*S_IU!k0`0bNy%rlAd1C9&BT&5+!^YI9kiA0xcXrsiDoHZ!9z6v7>@wb=s}bT z6MNDMK1EBBBr92QO@NtYVBq`G9x@?D+QG!O#!>P=v@zOpS4)O8mA4#MrL_Is%kp_g zd~x>4AFNl)8zKfUd&V5bqzc5TEW}5qb7HL!_v=h*9hkm5&hcA;t!|o~0nH8j-x*iS~Jb-64G0~*b};5S&x;QB)Dl< z^$luE1`7}X7zyDpC0A$hMy2#IyY9x1uMc>b1bYW!^Ta^Ty5spsYpwbvYLm1MrpH}# zOjm{djacA_iTRwyWg)%ZuyY9hKo)KaDl%^e3Q(BjSQLI_Fv)TuxKA+j*;x~8nrCFj z#8M4fx`67E!U}rV_D#?JfH`=9syUE4wh|p82qMX7X>L2AMyWcZ)sCr zUDoY$!+IMDPP8o6ry6^nmu1zgnpGzvmR(*XtOUPWzp@i}_!u*8e%3Mg^u}NEsHxw5 zVV5WTJ-``Uou8-?|KIW^(2~_%XN{(u{*e)%p9WA<8TVvO%<@nh;b)%jjWnN zH#7w(s!m5VYX|MRvLR+jBqRYJ~PT(9+!G9=E{RMQS@RFapk!3||D03c`jx>Udo|&&3 zYHGyqLFEuE)h=BXvK0mZc^B6k(l22`vOOv_wSviaAvq{%^VTaxXYp)Msog0+gZM_a zqmx)o-C*D2zDntTzxMEPaU+zVg~<#`MCfaKAz0&vWqofjfHNW7=m+rjqsS1C?U*sr z`whJ}_VTCjlyEbcG^Agh-;6E!v8DGlMdLt}r!jDxJeG8p`%~Ep20cW)x!x9mQ|FpQ@2!QBn)szrF6&J>H zHN!jSMa8I$Uw~>K7i8_yfIP9Has3k?2X~5qkJp#%PISLhh;}eo#t9_it<>SShQKpR zo~}%iGpB!t!y~h6>a)4j7cLqym!3%u9H+}OshuAvbCYLtI1`b)^4= z?fNwZN^9^Z9jnz2fqOPXVbS`*i96s7@rejK;cERCd$21P3S-0i;Oij`lR^v|>*q(q z))@{UYBwpIpQTQ$DRO`a4V6OJDX2u?;I#-v2+_!Op4U%91}HL%#VnUdcFKG_eM zEEH;MPh8LwE=x>!_e~dEit-)V{E199q9V3NQG_g+-+2x`43X8ZbjYF)!kb^(iX4#) zV<f=4#GxR#0ML5anYX@C^}d{D|2a>L+yqy~c=Yb+V!aopyRpMD#bQ4E&1dso%`WKxNzqj4DMVDRYCI!_1Osji+_= z55$fN5vej+X3=I9sn1Xh{`3ic`Ns@9krfUu^UlZ6UZve-w8MLFU!y$o*R~7ukS3p4sS63O3NQ?WpYI ztImT))X7Efm_{qMuQ`sN%rtOGCsK;hMT`|n^khgoNQKJh0dN13{ahdbOiZ~g9WQTu z(k6E3l+titc$hry`1qOX(YbxXsQC7Ryv)UJ4Nf>K#xMKSCcaRLX@pVgBV#ChwNXmK z#-oCx2`m|o1ErdmYcr;OuH%a=l=}gKX!v=z15TZii6X&vZ2(F9?+!8?69NM=9h;rniChIO^lBMZv_Zwg)d z&%!byuitU+KV-dy0Tn#vZAjL0c@3^iCZmiqpX#dT^X)!M#_>U&S4KBUIkf-W>VrOI zt>$De*KMYa!FREjk#43;s8wtqs>^BEA0{_S(c3%A!gaGjs)OLe@i+J|vd)jJ1!TP% zv2@N2fQ@c)^82lnf?JBIa@#iiJnY}f)tvrN_D@v*eKO^ozZA=6hf1ZxiY}6}Uba9D=NJa~ zjYtu4p9V|pnlt;Io%6m+3CaOuvQA>HXN#$TF)v4%3beGqWuYU3`u_okZt7c#y zZ_`>$f@@Upj6*V%0@kS^U&WUx3M6UNlvIm}H6d6jHLtN@2DibCt*AJ(Lxm2%3?>#C zDf@~6+hGU9;m%$UAf?^HWxQ+G+%u9JrUvp&zXD^hje&DjAKl@b_d>!wn_#z8XIE?i z9oGYC&VYSZ-Ern_aXx{Ve^4@+d<+#fgDFG1CVQ^2)4n3fmAfYG=FRa>a>oLGSdoW> z4mvCE>u^5)iph>IS=LFQHB?>9zvjWh$R6+bipCDC_6k?1E6%n z#&*WpHnGIv-{Ap?V)!JCEhBVQ>@(w^y4RkqwuCx0mV?26+mZI~07o{jjK87=RJ&a5 z$?4MVqCv5NljxSe(RmIIgXL=f(TJsj+lh=Xp&tMS7Ia(f>R9FSIF@eFZ5%uW0{#bv zrO`+}yg$_LBdY|f6v7D_FhIobLpY|^%4D)y=7iC%TBy?-HR{K=bN|wJ9y|_IkGsEe zS&=rdwnben4T`+fXuV^H-lA0`q50jbi%6cNzI0G|dD^jFt+H>Kqnh2B~r8*P<4 z+F9Oc#PBp^0H-V$`ssJ7V;i2hURn8uA-LFIawX@Tc!cVFqHxGyvgT$G)}^31G)F-* zDbI?`=8nEm5qh{gQjU5E||OC}0DuRM0Y?0?o9 z)DN%2T*vlr|XbR?m<9*_2QSaW*WOZSg5k%h=4j7#o5%V>NQ431(q?48J-13gy?E`B- zoE)F)MP!qb0qR;C2(46&7&2*5q*{y2=|J>{g2n;y*HD5&%s{<7Opl0OItqmB0N%3X z(r(BHy#NaVbgtBKkXhf)`(W#drYkXzsdj^AyE zfJFp!w&j;7v)~jhF(rIqBc4V>Q}#6Uok`f8{fS?Pwu{37Be{z|>JK~x5?fu8 zGBzOz)+*=8U#3dXg!H@AwLdd_7D~{)1d!;24lx-jmRt&Nl+Nhc96~R?W@BR+h;6t` zRZZ)8h={2UsKy)cvug1J!f0R0mN!}iKmYy&WO*kg7jVxO@1zn4M z8DDJyF)F(IR*6&K0f-HoIROj?b)hSPNPJ;JJ2aATUgSUC53}=)*bYT%A}f#h@C3zu zuWDj+VX<7sbZ||8^os$i3q&POW~#xOuQ!zdQ!i2e#PCx}4C5-!+2?36*+cTA>%0RA z?{1%VGZrWw7hLxWh?GNZN=r%hx2+)>V9e;${x!O}6Box6wH&1|AY#axwU_I^maX4; zB(*5Ke63x)`{`4@krsJ}1jJIr*jM}Hrcmx_kpf`kHKly(RCPli4#Jp~*Tuo3#esa) z&UFFEocfdZZMr_vpJ}A`T%pz#H%gdRSb*K-vN3U{MH4M|JRX(A7id*5Qk%&NING+7r6;!>?ERNzdj zC;Qw1Uto(Yln{RB`(8$Bd&}Dd|9al!X%mNeVLGZo7TX7V$69oM{G^dL94!tFAd1s1 zf`K!%3YmuHvTXV}8@*H(Vu9=r^LX(@mUIXi2JqXs8Tg*@y2_BWp;keEC7 zwZK`rQGWx&BEe#ILBb-F$_pghMl$>rzMCn0xXXMCsdAGgJyf$mKq*+mx&OunTXWmk z13Z7_oZzSUw-vHz0dI2Mr(DB7oN-{FVGYnggttJ|ahjIk*%qb`jXwMxewNt{mIvic z_Nag|x4PBV1OH||VvalXO5ZS0a(5#kqxsVScNpVj`2yu=sq2TU-bqQ|i{jwNvNRsn z3#w;xCfRbcVj?ruPD2nn1rroehnXc}by6MqO>>P!2&a;ojPW`fsw1i@Kn23aype_KqGpsKRUG)SMUo-m>DjAq5%P2%3 zc$WI&phdB5>*-?bXYaKw^sJP3=aGu4RS}!`!%Ttl84@uWrzx~c-}>K1{T6R91Q>|} zsFCWnc%r5&dqRf?R?BZqUQKIUT9wlCQL628B!y$(MEHFqdZ>~gaOBjP3q=DMRE!c* ztO~)hbuBmf2%UKJO)$JzrZ1CX03GA9X$nY|!J{JgLFYjDRxh%Hx>JMk1KSuXV9D+E z_Rtp`i*A`tE6wBjcGVf7Jq*S`c`YEtwQ4)vBznB90s%F-yE1am!Ql|)=|d_oBn>!D z$|_6 zy&v(t7>&_JC}N@9ji+nhyjS2W3u`ntQ&qOX z3?E#z^lJjWD|@^JENAIy{tyb!Nb}WI_t-q5$#5_Mm5(fUr{#^bBRxyG*Zv$5@#fLj z^;49|nHK{O#o@Lo+%M_0|KJKqjKL~3sM%3Trq_Pg0UczHV?30*$g``>f!Ov3dD^nK zD7{zefh*7EzR&|cg;}2}IsAe?@MwJjNKJs*=T-dpMjKrC^a6Pj}MU*$TNtAeB z79Y50Z@7$za@p_e8-Us{B6XH+OBFtJIklnc`0%|53UxSlI=N9fZwTBD6&Z1I<@?JI zUoAc0l{6x#T#e5gmvwH9U<^`x_}(Cne3OTM7p;0^10oM*TN0pi&L&h#Y5~M|6dV1( zP#mOif{z#4^#g|2!|ME|#{}*UDPxz0=&Hz*kRyjJ36SOsRk=W?jHwswyu29!rv*N8 zS0v0@5a$*rII(?d_0UELAIR{ zmX}&Sc#Yoj3@d`8sH)$l`2jC$%(P9KE?K<6@Q`YDq`+EyPCa$TAtfdBD#gU_n<`9O zCFRfajsBD<5NXEZBAPbU{;&`NdEzB zpQj;{UkRx9G-a)}mw?QgV|4qw!u}{=QnYl!OH^m>5F)$3Ut@ zYAD8Xz&i10T<*rhj}wW>Z+-3~E|48FN=T#^UQ2&Q8kHW{-n@&BrS$6tqf(CHXRRR- zA~sU;sa^lWc)M=&#kL&D$J{kdANdA0fXnMGgr|y#B5-`vCL((&XN_v2Ffs30AXa_} zL9v5R3Ga52lThgPK2PE_e;QDbp+{?l%{s3TUf{D{ZOr_ia|-(&{E>XI4Yr+?hoS96 zN$9}9IOS!lnRSk|4vBQm_}40Mp%rRShj9Z{|0e1JSEmP%VGN-%=t?Q2Sf25>pHa>fsn!OwCxAk@xlo;j_O!?) z1QBv^J9O+Q^!a4g9}S=C4Nb2RZ8jbef|ct<{EPd@_5kIyL_Q2|_Pyj4BYcmC$iar8 zFDe|RlzY`=i@D@;HSK)3RDcqXh!?vub9ojn77Ko$D6&q7U7w1lj=w@k*n}fk?j#vkM6aB7&yOA~H_Mx)!gm87wVB@`)WJ`91*Smy86?aflzoKB(jz=&3zz~WRmNC(CTK6j}FG{7Vi@=tu&2GbuDF!bJ(Kk{m zLs=aEZcG4h?hZ#hh%dlT0DA-Js6zYbIgvQ?D0?V6UL`g^L-egWHNjIL85>xk3%DVW z<^5yW@Bz%WWi)9kAj|}`Bu<<+zAR26xTo>%J^LWgn8ws#_h`$M+da2N+RXevdS6+q z7t&5=2ULUg%;RJPaA{u1v04Nnoh56vb?Pve>x74?n3|T9-IShymQ%F8J|vV?0{Rp( z$@js_G!3#e!qCAvhX|@y9%o3>)lEt$LL~;q5#E;pK&QB|$_7`uYM2s-1f)<$=syW^ zkPy=oBFm+vx)P)n6ys7pt)6TNiEadPX>-bn?yV#u+pTyI92BwhP!YGdZ`6&xc=4c{ zS2(t6H^X4rUp&E0ujs(&b!&SlC^PXtDN$@ccqqGRg_UUGB&W*Tm&-=gpic=vVdmnf zg_*;V1HCU$@<4F~w%X-2G1A?-)jGm*fs`FcP^fP0au2Ey$LiTa>GER!)o*gkxqVSl zIz3$mXKwwz<2W?*{@yt(PkCTCm9|~gE;(3&L>s~u+siOd;;5g&2<}^(DNmD>VYNLj zTt~VI>@0Psp46y!v$x$Al;@{Y$9MThNT3WP3D!3~)EebpthPimhWnJ9Rob210$OX7 zMSIQSZeW8`j$2;0?!f1OhT-@7qb#muM%QKcX8K(qf=39f$L5SaUjrti;x0?JvGiYN zj&28fQzlRD1=@^P4^9|q?70zH2mW|Lo~)C>diC)41KigVsWh6^Wodv9&gYdW5xfb7 z#=8mKISszz?BzwmXhIW@4I-3|-xryqt_k4yPs6aZ~m~@wU!I{lYD0 z*%d!|Xg3s=jmPD^<}tfS3VvwM&yI3LO?J;*{|HnQ@AJS0p1=#nuQ@=!AN>GY6HK;E zx_C({f}@N~fiP0eXIU|J=}F7vyd%bz5$8+PMhGb4%5@HdK`$8l@>{5X57y^w#T_-A zj@KEi`UA;$#jO#)W{h^z)NJ>VnMADPv+?L0B z0`KJ|#02E^i+vmAw+p+T)Q-VP{GOiXyBU7THL%7~NvA2r?;I;;Y^xudGc|nQg5`GJR_zaW|GgN$X1NWFjUbC{x!;;iC2zJuh8i$v;q&p7S z|LGI!kV&IPcb+4SMJL$CEYJocr-5{!QuPZQvpJ^tGCrF0@OX8HQaDwQLc`^tM3Nl$6=rbSJhe4-N;h$Qlhp4Kuu;~fdgD+$EVC#W z9)wvjW-&0;7#ieaW{~R<)PgQTUBJOC<8Nj`#SL216;&2} zwSAl^Q4E;lQ(+!lAnLKloWnAh}@H4l~@7D*`5>yzU5 zwN*9US%*PB!Sqni`)bR837`98Jg@v~r7aSVn-L^GSa`JMB(H0WMd+P$X(C+@5iEeh zo?KJrSg!EcJM&Vay5f{9CC+dh&`2r!)+>;Akj>$i+xcdDM$|2~;2z=o#^`!Jx-4fe zuQ$CjOqJL;8DHvGFmUINNK8dj6+VH+wxh4oHZp;jNrOw3ug0YwmDGO3-9YUH0xNaM z2npw@Ub|h}QQRM_nIu#HhhnK2IAmm_!Has?&uyvv3k-L%!7r=co$|MreH z+FYK5%HDU~l~hF#JE`3CmP5@>yt-C+>5nh5q^@lv1k2I8mRuXZR|bmMeq5nlbEE=H z?drO{a=`;6>o^c{2M%$W>aqfugL84Z0iU}|#YoVL_`j$6qcewvq&Q_@<&?fCs=`Zp z&TRYMjbhIa$*_P=iV|mm#$jfIdyr}hEK@#jYPhWWFLsw_9>Pyj=%(Fpz2FJlpCS@h zwEl#2`46Z-Zs~Uyu~vM}9GMYWKKkIgpfjA`3Tjc*YC>nQ9>Up-v!RYBPj2{O6KcGc ztl0JBoA~~U#UNLn`iBL_Q2^7f(~W~qmmvF~T+Mi9o!EJCT$oE!#+)2ST$qz_E1RXz z@td#qmHMzo8Bo*Xu(nB6WRA@k9%~#@XGF}$>Gd@=OS@>)x4a(YLYll|ISUbJn0ng#0Mx$w{O_sd85 zELZGo2e|qsLIH+lQ>0}cnMb?9Y7}l7zjcdwVy+67MDI8pUZX4`bhvznTs}h7*`(^1 zZfT*!(WNv+j7NvDqUQLGWlpM#))dg5RNWgYe;<%2u}j%Il``3l#e@;KO9s6)$EArK z)Ze}>k3FGtjKF72 zhK0wuc6bt{1|`!YGk+G!Ao$V~%%(FXSh@I{;1%d9Aib|hfJo|4D@KSs6Tg;2DpC*f zTk@uGOo{>kV3<3xNx=yvpyJ;zt${P=47dL2rJ0gDLUUP;^otd03=ya9V0;?r0>A9> z&3?L+*gO3FU&Uh#yC3Axi+Zn5u9mwgF6SYC#sD54rE*9H+JAe% zc=MdpJ(`5Jib&wicQj~GPl2xrV2l$;Ry$R|c@z#xuQk0havL+5w&20=dBUD89~8{Em+CX&Dgvg+XULrJVpA&$AZ9I8;ywawJST0T*TKH-2ze&ZFMJ#I36$3K29%vO57= zJU?If=&&KXHg-bG(G0or?&8cNt5BIitS1uwB!sJ}m6_R7NvKj6w6HWmayh)pj?r5g z%=)?!AhlFe+#Ub)w!_r387ffpT4vL-$ExhHzBupieT(=vZJ3XkMO-yXEn?a$2U{KAnvxvvm3si z{R9me3~5I)cNiZZu}wO3^V}1y9f|Y3r<<_2%1u%BFj;g29IX8y;rCy*JLMnPii{7+ zByG-m;;d%Rs#!G{q~!7Gyw^BV)D}G}^Q+toimgjO_?|iXj1bjXZ`WD*-=XtXn_c`j zv!AnZ=}QHFBR#IcG`O2Jakc+JTl}~HJq-HBG^^nU!eB$@xMFY<-A)iC3n3NhB_5PL zvBTmC%rXavQHY!tFaO;do5UQ;oJh70Hw&in7?7K)(QJJ5TZTtI%T9FpzGvrO;u*CX zQuJ*iHt2c62s3-;UYR)Lp9}W^Q(p-HP&UqBzu>))y{k$gb`Gx?AM2B3=`wFXCv9!P z)Jh_&-P*>d4!LI=w%BZTAcvWq>h*)&lK(J518zJoXIw9jFiP69sVWSu#U-Uk{8+y% z$DyxB!M)n{e`7UFQ^e%+1)`xqSK*;HM>DWkVDj*86eRLHKQX7lTinSzU$O_%v=uDU zng4y5$M-nX;AJu2-Jv)auMjU@k8RsacE2u~RcwUh;+)|>k)Nm8POLfz7%unbAs?Hz z9Kcy{r0Hej%!n_iaj+7L#CUK{boIPj=RckS$Gf6v}JTXNF#m2K%p z7y|=(XmL&NOS(m(otXRt8Z|S<_FmOpY_ErGslGUox6hpA?Z<%F6X4?EEQl)|w6cC_k5@#%n}_x(WRpfruoXl2r8Pqn-mZ zBSNQ=h~|*O&wE|1V|zST0GZwhEdz_=)myjqT>W=dqfYtSFx$N5Jk1nh1m##rAZ%WfQLs?D*V#56&n zB|={k2XM#QRh$CF@3HUN02V|wgH4HXfZ!nYzL9^Udk}OH=2G5&N+W>NJY7XA?zAJI zc&_jE8wl_G4u(CZOV9Vy$7J`nFMY3GkQjaE3V|X^O?={|d9w0h5aCnSEKW%@tzAbl z*7Ot>GT*uzZn%Du>kyG1RM2i`)@SyQjyBOKEveYh#gP|kFMAeG!X1j!fqj6@XcgOC z{-hpf9Y%6N#-_W@?nlJn4e`E=U4&f^;|@cvdi2urJp!+zJ4aJ&*G^`v&H1f)XC8MQ zDdNTwEO4}~Eiztt*clexDCKw3j@sgE!eCSj;W(ziy1sl>LTIsucvM^FBy1!D31GN8o4#;d<;L9$+e z?uWd6(@k_K5!iB})Yp+chC>j$HLsiF`y{yzN10_wlGb1PGJg@_S`8ln9caEsn#zTRVf@#cYK^u-n8 zHZV-86Ejm^=PB_2SzC1o1N%@%@~Rn3&&~j`dDazRA0|&HyP(mJZ}_>2r9B={jgtZ{ zGUkh07*cI{;)lR&#{?iFU}3j8(QtWW>9AvQbib;|vOh<|APN9UOe#BLNmg!XAX8vDhfGxkUsta(+PVKI0`)wWV>O#EUofA z2M+2j$=dN~25z)=t&1(+i_4;8lw9bA=5CWofU)RUD?`a{P86^-AolI??v#wWU&#>* zv*^}nZ0j(Lb9s>Z15p-P>QOPmH{mi*1}SB8Yk-2~*|y$Lnry)QM$*tge{((2FE5AP z)9@C&*`@bi1|~rX4ALu(9knO;$BQCM_UPjv42;OO#ope zV9Dhn55^dTaXsYNfOtDC+%w4Kd!6u~qIdao-IN&0@^Z}q?Vn+=qiV>Kt23g=d1A9! zF;&TF{qM0t-CZ_V^!U1PmRg>10}17$fZn%q2CFk(aSus>UBP#_@LEz%ClAGMa2mK9 zSwN_+4RKpFzWcO!&$hsdzu9)f6OY<(wE5KQf4-R zS!1p0I%@$ooG90{w_I%y#9PV~-fzDVEeTc+!DyO#E&v;e2Tim{L!{LDro-Yk0T*KL z_c3-|$g$s6fp@>w$Qvmt;G+#o`bulo5u>eHp+R5X8nT<|&4NN&|R8OaM)40}w zxLHecMRtXNy?kiCv!xxStHz85I4C-lb`atL!uQP@B51}euW&Nc`XOLwzyJ=I2fK7x zmRjrd2Xl1@5&+s4OArS(9jibBpfmvN+-OCLfRid^d;)&qc4p2(vRm@(Zi7nFU4I>| zgjLfa_5Umj1E1*t9M3x@`#3A%eoimFj|!CIKU?>0rV5$Mb6fHu!jtA0wcRX`q2b-; z+?u!wWg^06tR?kV$XY)l)R>Jl=|gI*vx_pk&%i$^BV#|L7HpP!$H~iI%oOu^S|rQ% zU01ZBd~S_FDhuO$C&(@}cZs9%#+yiW&d6~hlU{F%F>#YU84w1iu%hq}g(8r9lLZJ% z8%yCi331fT`%;xw(zmtDe=UG|Q~y2GUA64D)k~aUZWOrExSTur;1S4T zEv-;6gn7Z6>QE|HWtc(rL_cD|uhIPW4iEoNGNUr10nO%m{AUDEA9~zP#Umj^PLrq< z=2bpjrw}B|b`O8D>cu*9>smgHX8qTHz;GMy`v*tw7DCB|cL2+J%_u$6Rw6rY#yp(Y}VnC&9c}AsAb_!o?a|W>Oq=0V~5;BG{Sf5t@ zj0?&H#syu&7TRivoqwh(dEikO_gcXdO%LDc9V=2~Az9<*63d+lqNv?kxj)!Ijws(u z3M9@doW03+1bzn)Gg7gv{ZZOCM4Rd(BI5%SFSH`+n0H0n$gCWE;jmW+1$f^bI6|kjmyEH0LhNmkvV%PTo|NVpE38K;J;yG=G z2f0QwZyS?g<*=qp_F_9f;r`!h9kg#Gc*Vx{f~8MG&g%J}u(t)QQ0(;*u+_;~y48Qe zil7{HA3EiKxY?bJaJ2*=R?m@8(wEPw6)7R$!*@&*#w zvwYMp|9?>Xe_d74|KAjU>aG|5;V+7udol!~?WxCbm~k`BvhM5aVV%;YWINUlqveK2 zs0(O=k{7iN@6L;+E;8cS2pZ{~)+loZN3dQ(-srp~P?-_pb4jcisPr{Hb8l9QaWY#6 z@$uX8@s-jDs!x`isJ>qjce6IHT2nUqwL1iF0b+BHGMX22nP%SRn#cnCI&ZNG6IlZZVmty60N8%m=rdQZAu#eKC#6EMgD5IdGfk9UU0B+a92R-1 z&=F#ux3pNDg?&ZYs(=%92r|g(&YE=2d{i*|>d)ZVOYh?b=L8)(9$bTFpx5{v849^h zwqFV|CjQRAhgP-(`76XK2R&lFyJ>8}8Hf{6bI6GyfI zGn!zUkzpEXPe&dkjRWLE3aC>P|_e?=U3D7GbRnd}?LsAhTqntSPp zXHC+ag4Ie5_ei2$nfKuR<;f7S@fRd_c&a)#H~_83k}UD3gZJ86Ed1RZtq$nZP!K5k zGPqmRi6i}&qMgm5&VBev39^s+Uerl4+&F*h%8E>U6ICTP$5-ev-zY6s= zm)BUlYgPRszBn3f$|h-v`I1mACh+=VPq`1Vvno<{W9^>t`oete4|_0bFQ0+GaMQ=r za2?}6b!DX6Qb(6!2L~TA=lQyzvo63?2oSB)E>5Gij)mzXyXcM-O1lQ!^@;_S#vq;p zkXKZq6lN31G@*$*5>9w@!66<~vG%2g>Q+>W%&H`@2M3!<0iW1}W0Zc@-)SV{k{gNu zDwbWdP<>Vm=J9P?(zfYoJweN)Z_&(kDnv9>9#4UKN$Ay`)62Ze$#EQUFvGliV0Ze) zum9y84Ik3)abzjnhSkae(@s7*a>@4Doau$H2W!+Ac`Kh|Wcj$T=OZ|6?uj8hJqqSr zmqx#9$VS9{7Sj9a05=h45I+KR;Lr~y!)kN;GNm?b_k@}eW*U-47jbMNC!mA=8Txlt zqYg4J5+XTfWEcRxIB_R>c;aKX?ML@!-T+UvSOkzUIuZByhnaLgVGau-y~^HjX*}zKPDJu+H@T?{wxOhE$y*;`mE@ zj*~rK1q*4I4o}*bl@t7)YkD(%+65%rro-gCBUd!N^%FC_f*KJ+?Y44XAx2x{@vegN zml_=}T<->}8cWbz%Pmsp7&K8R(qL*F^^KXSGk@(U&GqiK)%sV_IFk&BzNI4_GDN9W zJ=gE03+NcEp9pyJS|z`~toWATg6YoGdSu8kS>Y70CB?Mi8$lJmES{QODPXIrgaH@a zNng{30ar5&h$uHaW~z(I2meWkdl1vc4vSgr2hJw4ByD!Y_c5}rW7JJfTp0i-5K&ae z*v+uJ9hb9R<<@15Oh^)-x2c2$R6aNv@_Oo-3r8n-1pSM>F9om72Rq`4D*vjTe zF2D(%&&gx8FMV7IcE=tQTFom#{TSu)<}wo;m&q7NQ;M?Y0FUMbwC zb22h82KwspTAi0MvI(kH3LTS5b0BC1!p(Z2@aF)i`_D{sF{8FCuUt1jI|qSzCDwQQ z%x!DRU*Loey!-=rTCpWFGfWo7x7GZT^BNNl6zbhuux^KV{F;Q9sO~IOua5z76bwKc z#mH=sN+AIBsx{+9boHS^(t)?6o%t@Q=r($4A*HXkfjX)|u2P#r=&WZpWjR@+)c0)< zo}KA#8PAHho<#ecgaN4#kz>u{cBMAEWrDgc6vYDABJ$g4rgu2x4#sILD=L)=ymit1 z#Mz1~XAoS-$gBGwzZ=D1g#yb5ur=`6eO1@|;L*k>nT@ctvXKrgLm!)&8#@XM=6hC* zbbC(OnVITZyd%`O+Kab1<vp5QH$TLI|Ae=(ee)@Eb{`{QZ(8_Z=O{teyhfDV;E#F(` z;SoG_TcJL7amVZ2QVt50{f^jxo!E=(0|Y5B7%n|Ags>3ao_}D0)hG^_qv3EWE*B+4 z4l?Z^69`ah_4;qfX$xaTRLDJewaKK45xZR>QI?T4^E~0ial+p~HO=D>d|1ecPu<~f z8(PR}<~UWr2+R(7QyY{&XRM6<4s*veB(knMe%9b`wiHnCBE~B|Bz|R2{^F59Zla4$ z>+<=iuR_VGd*2+h@u89eO-)phaz*{}VC|3L;TO4Dvos zG6Uo$h`*-v)77+??`$Z+Lo9~|GQzvh!7pF#Y2u>~KF271-=w8#wI>-#`J1ZNI^uf3 z32-c*XxUX^iQIOMGp4dAqpTNDH^6^7b=Y!5Bi&Xp3eO4p%X@Ub)Owz<4TDsJT}H`2 zM?ziPqj$Vl`84s)ac#|zAaO{)B?w@fVKgd2U@xyYCU#Y zxXVA+{=W%{OmJhFvDqND!98P@%0)2M9to#^z5?6;2Ytf&5UyV{%Bf+F!^@K)?y16T zQp9+D(qir{RcSBHRH@ZOJS%n9l2?%rqp?(o}u2JuHylQXIG;3{=48rI( zBsZ={jac0M>bAWzlZE8Ka9JFnY#@OOf)Qbj?O!+`9nbZ#a*S*AYaC+F!3%NaM;9r` z29lDl#U-KE$PES8vDil2r|z4Ehx_pk-LV<#F;o=-ZvA}y3XDe$kq$vYRLqWdIVS2Q zoePK}nD@fcG`Yp@Po(JeghEH*r7Ni7!-H^u<9GQRmR`Z5BH$~1UUu5jqMx1T|FZ|zx$W>ICBC(R8qFeNT+obTm3K$BZ{v4s`0D8&&T_XM z2Nh{#_(-ff-?;wqn#YR=ri38!8W#yi^qi7f@8O3ijoOY(LjDKBLVwL)v$?(xS+ud9 ze4e=)(qpfP>)^TL-fBBVA9Xr6t*Vg;S|W~4235Z^w@4zbtR~$DA022NBtfC+5G1br z|B`T$JKl!#?SvCi25OfMiY)jr9<3%_j<( zsd49Gq5(34*wIv%dk0g~H&{V-23XAgozMC=eY`xd6d1-D$=JX5GRh<}Gi??+TRGh| z;cQG-@bnT>TsPb<{IH-ZV`G#M*0i-SSsv^6oEl61Pjhq0e^9wfQ6)MX+*`Rw;U(<2 zEEJZu5(KR%`ZC>7C830a8*bFqR$rg>B&?N!W7$~2>{@5#&F`3MZXgw^yVZ`^-ZI37 zoGL*RRDS0={q*8u_)wP#u(B?4Au7p1ihFp78#8<&iPE;l=w&Z>SguLG73ey)rr1vY z`pdyCsCwv##QyBMZXgvOJYsQ(csdFVk)YP-P&CQG;l}*)Tfa=VS6+KFL4X^lw(~kk zNuxX}%_XN{PpinRSU!W6m2bo+#Rr=j#*#MeroWNtUFJm)PC6&JEu-abT!O2SYsE*3 z2uUX{1=J%k5Hxt-UH6?Ke08f2x1i9QuNMwbsX_fCc}F9;?rm9!g2@k0;u~0Kg^zIo zru;1ioJmuEmrt4y6rS7bTMtkq$r^BKGXgai8aZ$RUtBarQlQ2o2C*Z!l~_IEpFmP8e)t2S1)wMhQkZ066D=Eu<;Nv87XeoszLi zQ<{WaX+t=WMr%b7*oatl?Lbcf+}s_S?zmDG>Oey1nNBv+08|eR+{MQ|R^qT3-g#pB zh5Lv2&PHNW?@=jgQA*lCDB`I7x}N(~1#(!@9`7aSbRXiiO(m`*E09#NOU03kz(W=o zWH^Q+1(Rc#rs%k6Tn}>DdP4Hu>xfA}UQM@Od|zwNKAC(@6UqpDPx)|HtnMb*UH&rm zX0Jx8k(KLnbWFn2Aw*y{ScVXW9f;hkf&@_O4DdV~{Fz>*ZBMUi=vXisAV$ z?O{=74uui>-Uq;mfJz5Cn2_wC$^`bepc|41HYuPKNa$%q<;{-`dI_dKX}S&}9IYfq z;m^adMeH>jGQI#)c)y4JWonBwCt(&n&&C6r@+KNT50r)0u@4vMG;AvJNt~D){y*>P zO`_eh(M5q;w$X`}xchI5L%(roe&@q!22;287vy$G`~7c>cDC+iDxKY)?()<3So9eG zWN7lQ(n=Fh8b?r3;lo0ti6!YgIW@!F{x&xPad(}!B1G~HY^dPl{MN#vliTdNE&%Gm z?ymx#1HIXrVHZlkGTPGo#!wQtV#IP&HC!fVkrY&<9W?@{m0B9-6V8pw)$*tV0gOS_ zuR&9uA8RdL7Hqq~NvXo)l#g*7$MpS3+x9Z9O^+TJdel^BrdnU&cK?v!DvYqtT^Lf{ zuX-nXc;NC!vq9sa+PmzAaxe{I`B8UvonX4SIG+N+5+P==v(?7?S<{v_WK+$f+guy@MWQ`wj52S&&i~Ocm=0X|~NcLn_3AsY616 zkH0K;zfCRZ3`+SUkq&`eywJC14;7jU&!-RJABH+f^RPzRf?d*@$6IJFIm~RI;u}Aa z_w_P%bLA}*-J0wS;6EZ9#1(ENJ|!0MI0Clp(~j4wq8NCP#oB;#=cFZEGE*)|fhQ(r zbVYnHe4}*hSWKC21u8cy488me^v$6mKQ5;T{bBg5Yv-vC)$2USH+Q}vKq#kqWE?1t z-l@c=u)rB9EtD@#O(Pt~-Y|#dZ@`m z?FF?gM;eAJZ9O0<$@rBp;MX~|^hS?0YQ%|L-Fyeh-D@MHC16yu1>NtIv2J*RX#qp` z6v!LoRugu6Bp%5idow*99v`}i(vg-H~+vM%-aW% z3!*O%Ti*wQdFg360A@lMXFGswa&WU0H$G$$4tVb6HtWfT$SodKaGm&d5X9Sd!63{(QdF$^f{MkNU^TiDAZAY@%)6^?Oo zxmY0<2^-8;Jxd>=YKoE@Q5tHP`3ae1096F2E8H>XW~$uABz7Q8MVCRKqpFNG;YhUx zvo9Y|Gwl^SbN)35ZE)A}*p388(iZ;BIVF)tEcuzYC#-j*F%nw{W7!-CkXH1&~$wx=q$Zt#dFdZH-BpCRLBXs)@UEFNSC}J;>IMVNDMJ=c6ZFYpT zfPIZ({$t|e9)>|YB_X1@B*>TGq)CNGuwc6*>nj=A3r^mQr-8vUcz8|L8+*yp;spuT zzS4J^>|~(Q<>}4oqXj+$`?!0mG+c3DDlP=n6ObS~JUOsbhDVEl#hSd^a)(aKdALLL9D3gSB#x}#yM>vwty?#{*IXT2Z^2@pNBBd(1@21R)-Fwar*@{nqHH3^im3P&=~ zysJNo`A&#;I!~G4Bi;THSO#}8+4E|@7{KOfoJeNQA-I*J2i4A*3-;obf)2kEc%r>2 z(Vu-J9R)n~SzgQV4KoUbi9`J~z-}|pYpA&x7dJrU+=aS}|r_^U1BCgV-RrW2a94wayN);qm> zcy#jU>-A4==3QQ7-*CX*8v5R-c1`UNBA;zy3k% z+0b?x4CwwcL(nD=;?!8J#VpD~D#iwub)CeS+4mRao$gvK%)deNwfL#PwfTOUVX_bM zTCMK^?c3n*^MnVfxM>GC*93nlHxTra`<%XN(j7G&>vKDc6~@yn;Pc15Y=EWt8b65O z(r0;1KE^r`?8u$_y;DiJHL`wW?0Ip{*BkUIX?$PvVht<@%g}OTgus6!t*z>EcMkxw z!)Zy?5CU}=Boa;S6+zVZ5AgrX;3M2uKFo?o0gtVNS6yvYxC8j*4WV5ZFe2uFh&xG9 za%>Pdu-h^8E~;uCDk+eS)BuH<_y;0kdBZV5mtYHkVR9i6CD`#`pm~+R03k9E8_P%` z!fag@%uRY_)Ybb%gz z=Xa9i5>pQF#iQP-YQQP3GxPf$Ns3}%%fMS17WO$cc?o%K>33!15(nA7G?w-YvD>rx z0s~wxo5^Ok5CJIrX#OJvX=EVko`g!Z8ag@4^m%*K9mnC5{8Xu3Cv+5auEn;?n1HU= zVI;6k#NJ-0Yl)aIOj|S;Ih8VRMgZMG;s!c{YwEq9oa-4ru={;$22ia7_i%#;$uUi( zdGEFZ9m&K@^Re6%y2;GQ7OGHwLukN+0l*g|Br@AY^hqqxw{&g=gFm&R9ysom@@vwP zEGY|FT8zIAG1t4 zD{3JXZYV>1E-hAN%EVyoBls+11(T{KEDIi(em4EBAzG>I+J(<3qDVlEA&voJ=J zYBfF}M@Mc|3HTP=JWFJA>%%4&5p*wc!OWe}+XsHLL&Bi#&OMHKb;bo-XDJR$Of4&T z0%6rmMzF#(rl=_^ZA?~2t?YIrfk~D_h6ZFenTSbUqY5}n~D(*^y*KS~_u|wd$)sdK% zR)}vIe(i_G|N6qf6%Rkx>9WWpC;F|+&%PPE{{8%N9#62bT#CyE?BWUkV$&BGo3E8I z;n!Iw?Fkg^3Rd37oC}`EU=_Fl?hUw(nNp0xzuQIY`NzwKL?-AVKB@vzBk=#KS;lco zF@sf(@=?8j_ew}`Qz{k_-=&)j3H0fdrZ#HdRO;(q zDNQ71j@zsP8&y?)7_%-NI07F4aLu&mB5c*R;$kTdr{7z)|D^4}a-7^Hs zBC+FY4M&E6328&g99Ep!Hn~a;{l?-~QRH~qetyWsKjjPc&!Erb!bi8%6T)cn9qz97 z!Nkxbi4oo)@eRoNdum(W0|OtnGU|dFT+aSmj))3^gtcdfHFoX*6;De(a z12Kz`V5A=#yX?{Rib*_UP>2qAEE`ofVZa*AmX0x+Zv;V-YXc9y&1C6) zBmf-L-iokS7XN)XmBC?~?D#$8F8bl@NF9yCWNWKpsF7eZ83IOvR}}Vy8Tnrg&in!2 zUUw$=Z@OlA9YOdD_mX^kf@2_ca2MCJ;QEe(Rj;Q^N5iW}PiRjAleU{2Fr&Z1X3YtF z^WuXf7-ds-xwwjUY;_!YJZ;(qa$?PtsZGC};OMpPc)-_n{ z8WHTC=;SYQt}r56qKU=k+2xVXN<_pQ9*gm~!M;aKO#^KSgwyO~wqXD>>ojKp6!%Nv zdlE>Woh32tDAR-RJ<-HhmFNTE!JS`y*+o)lEOFk zdesZ6VLs^=2}w7H6@&%BF(*~Rucyx(%#Mtvg89#_V8pNV{O{rT?RK#7hPKRtD#R?_ zp@7j_PV~aipEWoap0Q@Cq%486r)g-*YRfS6Ll;b19bpW0!qg}R5~Tz|=(CEs--Z#X0AcqeP@0bg)$a-m&(K^Wr8^PG z)xBK~fcB;ON9xh6yc~&&GcIaOUVSr`P;B+3z>(MhI*c!?qMgp_b$|+V$LggJ-u*rR z-Q;0F?C%gZ1+&OBfpcnVizIp@1%K(&2R9;#$#8 zNLG$EjS0R2oM`}|RXa^o&wDd+a=6OtDLa@S;8fA{WA2PBGKJl!!J2Nt5g91R!%?zn z9sCCp0-r@%*=_U-*ziOj>48k$B!GNX4wfVk9+^KknuZQ&alp?0CzxHrPk^rx<}H5* zjt+e@>*KcFIfQ_a@P-mQ4;Nhyznj^Z%yLW8KxL=z#QbJ4y%r1kvfH&v9;0e&5x&VHCqZ7Y75rBw2_h^k0(;tr-JqxdMm~D36Sz$ z>AFfAxyMGaIT8o%3Af;UJsD;lGYQsyg<>a9KHicO^ycRmNZO3vwlB6qIC!L%3eUPN zW7OB^(V4O8%M`Yy&;q#9=%**M0T$lH8$KqfAn+ge`Fg;WDcBXF$pB3sPO;k_l1rV-#wYr)`*qqK! zv>8Z<@{aXpVuvwsFhZGEK|Y>CZT%4)P#negL^G4u=5QL@`q+FX>ld!6odlnlwDDGB z#qZ3G8j)Rl<+gkjZ}%I+8*%!BB(%8_mW#`AmH?`6e*$jP2RoUyllRAlo?(F0-fPEx#la&B*B7Qv7)uWUSC~}xNuw-LR4@|oP%Fk zF#*@O$rV%{Da1w;Ua>fn8mmMOI+*KK8c0XFX##{x1}sqmCzE7osmKB~IQ5ph5 zAIzrc_;fDi;;pU7Z4gi+fG&!T`^KUW8Mdyd*sQH${1pkddEo~imt z;M;1tM8>$pRlRbK@JE*e3T6vZ*Zocr6x{7XtsMuWw2zVFS)>IR$-jWT9T3pqO66DM4GKD)5O(Nb?r1|-G zbT=Q-lW7>V{BN8&Qq)vB1pzSFMpM|X=ZRCkDjHq9lvu51@>y1TPA%k#^uauxvy=E@ z1CYl+CY^h?vh#(Ek@TcIXg^%EA0Y@+1~Qr81|xTewJz6jrt&qZDd7 zQa06bi6bri**=Cz3M~h@JJP&+L$K>nvOwLD32C`2eCHTh2Qf1S*YysfyW54n5o!!B zX_V@y19^k0y_PWSyR291&6n~24NsATrAIZ^;#c0P&u=9!vf4974cffnJ>Vd)P~HZb zl-yz{NU6*fG1bzB6NzyY05f`VL$F|k>|fb>bAE?<91uWfpxMZW4@VCf;-AaQi-<$i zLPm}SF(=W0fUp_P!;Nt6z+1|d2~-kbth7A(L6quPYo;*rMktbWJqQ9Wm+=f1sD#f( z&J2qw&x{i{dOlKLOYh>X(fNZxN&}b1R?HHs=6tr0<8<2-xdF&=G`g;tr`c0IZ*-rh zJm#m_DzAk>H3k`G=u{*l4S$OsNIj!qxe$VGJn2OM;V=j#?o&rVMl&xy-WYzLlJub8 zjC~Lmv8wzyx~;YS{V?q(wL%$Mf-v!%BeWwn25t!=lzhvi@L`+&gQx>kv zvE#Ey#wkH(?(v}c8`cWA2+B*XZ*&u8OmCQEP3LhgdE<$X!hkqq&4z;2DghHp zg%YHyDHz}#qh)4jq@v(O*p8A4M)UVQW<5IFYqdhHx4g78sY4EHDWsreOXiYt-y5|7 z5R;JuT;?ZI3wPWPDi`>E`cmC~Sp#kN{V-Gz@5;6_F6dR10yYlQFox4gm2RMid%=0p zIK;!@|Hl4;J^-6Q0kINs^mzS{$*RQ0nBe)_;=!`t%~P2w}15gT^{pDCOjVNQ7vNzr6}iK;Z*q6u;)5kfn5jAlUa_j z3?}~kSW+2D2cfizFLQGKj(JcZC#(FV0oR(WVPlj@mvkjkJfi~@J3Km?3xc=_WiQ!H z6j8{j<5D@wW{ELj=@JEv(-8G0DH57&rvM7Pq>S3?J&IQO7X(v7dvfX5g^ZOHqS2C_ znLps?kM=gnm*k>g{xOEx>OAnqd2=wimY5(B<343Lqlv_c?8t&o(+DnmSwpxut+?u= z$+y*wK-i==t(wh|;VpYvV)J14E!Ptk$6Sz;glO0 zrb_7u(6Lz5MV?i!+E^l+D?iR3DQKjR(Y7J^vc9K`z|jrGj?kh>!sGLrGSnam~R z_IMIjspatZbI73uCQpeChMfwKbg_VDU_EyuI?if})HYTpMFMwO<6(qs<9v2l;$`|B z!dk{>oGw*@v3@ohjdYUN>g-Kw!=2p3Q{YXpHD_R)Zy8sxSAc+FJe{kdNpLT4!G=4=oJPZESR z`W4xAH*t;wPwK}SR4t6q70e0E7nwvbIv)9S&}c=CkdiCJzRWof*`ksI$AkZqUgRaK z60Du5cQt!m@ezts3$=Iqihai7#fknpv`<*(pg=vB@fPs=b25h(>p~niAf~Do7`^ku z38qVf)#p_taoYZ@=)?i|nU%05@-cxRDyjNhOm3imlEjL=)42$+7X`vB1K!4h50fsR zKjKQ+7F3F#nhs>6wnHKF;GDO$o;Gz*QsWsIX6p2esiIuqWikt%IT@+EH43)O=z-SY zvvmj8Mz`6$WvIf}tiNT+L+F95Nd)*@92o%OEQva;)77$kDSX-~Ob%#>s6A|wrP)Lc zQY5UWKsdH5^xb{3VF;Ei0)rSAJ<(f&e+wW#K@^;?SU^jc%$t!54$g_B^qvo`W<+Go zIi@Yaq3maJkdy3_mO}&vRk-=jZ_xt&g5>Sbbg=^LDCWVMN~FyJA)@g_hGh8t=_OwVlj#_rvJG68)K5$_Od|Q0q?%vUn8Q{q^Amw0#c7xqQJcfL z8?L~$et{tKgb*P~8YvMk*9XOuG?g{Tt@65coWm|uhP+i7h^6sqDty#dyW_Rv>fW9c zp9x$phAS^~%TX_}r2(!l3dfBANgQpn4=nARn6Th+JM$tI0q_(L>(D?roYW2Cgzm-K zkXsgDZW^72wYeN$Dv59pK8DI)r0*sCEtO1WugTs@7b_iNY!)qy~?~jDGAVqHBtWsGDHbN%atfg?~ow{S%&J&nJWxFuD)mlu=wW0=G_iJ|J{c2@s#piF}gY0p0Dz?Z#rBv^^OlB*XAAW64c}VNl*8&@pzB^-nid zJ2-h4PHyLDn_GbKA>4r*R0RBq!X{z9fWZY{;9#EAx(Ca7zz%L; zxNSY@Ku<0jxr;lhL~f4m6vzc%LIcu2h;7NQj+Pb+vYAdD?wmtKKcF1?%f*x60w@=3 zGJKS!#^bGDyHf>=qS1nrOTn}R8B5OslD7VHI&Kt(^C;mq5-*Q){175lYTGHEtt{i) zQ(lBDHCcc82XVYea1+bQry7Lf)91h^%p|^<`5iULfZ5JPSc{?qRdtrQ8r32opj$-_ zjNdsk|E#_^0GzcevC*Fl8pw<~7F=ai%ZYxUtVCuWHyH3gI26G%Bqg^6jTgek0?ca* z>wlg!;MnyAzkoV+4Cj#JaQ*i)y6L@Vej-qX9;>h-0TKwD6MGbV^NGk&40Yvx1L95Y z{B}5lb#)tDv9`f#Epv=N$*@xR_$d%E%o#tJ(^=fRYkKD)n_x+56My=*Elh#V-d`YW zmJi?vwm}#!bzQP_l-GAuxz#2CGy7}}OdTniKRE(_iV}>;s*$%)tul;INO059|5)I# z*ny&FyA2~}ddq_jdc}AdZA)Vf6rS+cQFhchV6D*PlSPAsYKh7t#5nBm6rW>wya_wA zM=b*8Im9;l`Enjsig#sGNhx#PO=iY*ot8}murA3mzcQg4zEiq#b{j|61#>g3jb5n= z@r-$xes^sc*uiTZCl3&0*3bN%NJ7VhU5#*(7}uWo_t=IC980cgGR23qV%PzTO-&SU z#;{#yCc3niiDYI7iC{o6@}5fTxhi`gur9ARGlYK3+9tptV+&k?Tb6Go8U#^Hp2X<^ zKxIvpx$(?{Bl=48lKBV#ifImbb){f@A0TbbI;G}9p;@9^spP`M1Amf!>(STm3*ccjC4aghY7 z;?kO_gK{ugXGHh2Co0_To{V^nRLJtcu^iCB>T_|A6!MS0!B8A536_st2l(klz%3ZW zz%U6^;zZ3=F2^Ep+>H-w-B885r2!7~P2jajm3>Y>i5E^J7clIY4hO8GM=NvK>R+a% zmz*!xlk4al+jeFbS58t6=$yc2I+hElLP3MQR^rPR8p&q*vF5S;N6%+K!Z1S#G!_a= ze*=sU{TVsCH*pb%U(wxACh$r)g}&T1kj=R6%%^0Mai^RJ_zMTTB$n3%B}FH4>k>Fp z?e*Y2vPXVC)}9&qs|d8F=$9Pa?!TC!@Hw_3$nT}#uFPx}=~Ux@Zk*-@TWLhj7c!G` zQMpW`r``$UPB;UNO^~`r2A|`@w`}x_D;nqI*~mUrGp6uaE}z;M(Nu1UUD!oGCy9>aK&cjltAJ3HgD zo5Cda`^5+OfWnzkdzt}2i)c-q`mnJTF< zSuyaqQIfU#Xd%UwMrv5sd~W|3jr(&lml*S4CEV-8#tg7nS%u^_`cEA zQTo+c0xO9*kI`r!O^J~0jsc5Pj&i_ZLQB^nI= z15XVo;=>)Y(%Z^y0_r)&5@^F9#;qWbM}Tj^p%g2ql2Fg4wR+eI%4Om#8*%S5z6;0| zvBN<6HGlvPp@Ny{0GiUk1hqGjY;H%w2rQ`V{*WQbe*$i0tRdCRsRj(HIH;+T%rSoN zbwOiEj7@Q;He9o4@|r% z8id8-9SAu-d?srg?jZEWq){R#AuyRlLr^~l;D8%)ZG*5M>^%M_+38&mXj^Uc2n7rs z(iJ>lQyAVrNrSKn^7k2#jhSf0)b6o`GB@_$vJ`)Aaap*BYdFGinhzK(R8vk8FAg5T=!`n%Y;AR` zfVrP8V>)E_FUJzp$4N`|6gjI+JW<`e5))Xh!OA5o>*$uKP;A*vFq zZE-O2B~dDQHoqFvetZeqXvB6P6I>EkZgALHI>TL^wI-!J9n@({?hsu{%}J@rN2?$ZwYzhE9F zmx5;)TBvpOIEV$~7jbbP-Rc1PDYf&9@tI(mg} zgYvtm=u}5s=G+rw9hrdG?V!t!Uot~G)WOYwh^7J+MZfPdiE==nFm|@GOq4MEdE;JF4Krj@t-yX@_E-s*HZU1550V5kMac?G^*Xnooras1#($QZ0=j@#mg$X0q(L1K8s zeFzi2`vPVL<*8E!@c`9NLPAs>1>LM5Jm@_CvB25FalXLIq{mkQfPTtMzRrpWa{5q5 z**u4e5RRa4B#9%~>r`LuylnwjM=A7fV5&rzHc7lpaY0g6i^mmXmoj343jgyK znR!?pq|WVU5ck2=9g5mdzftugB3Wyle0ELyM4d1&?>Oe_qfnpuvfrYj)fO)rT+}~l zceWqqK{@2pjj?DKffSl8fu$nsp=9sK88(nmM1QMjVylq`o3jMAKlTkN!fUYuqFMi` zR3&s^=Z`UwDND$X4qAubZb%QH9z(AMY*8;F0pp9#3CoLCrvPe^ipnj9U-ZXZ$QN8k zGl%!$hLIR?S9s^OCB>q{FwKCC-8Lj3*FsM1qh#Vu5=av>rDP;#cge4yk(G$E)nG_# zgd@E{!0urE_$@!w_3>mhm#tVU0fH=5o?ALv^JitvgLQ&f3_YS;4zyhc*sSPx%>IBH zWvw6p1s2LXfUQ|UvsfU6@$sPtJct9}07}c=fN#d<_e!6e`tuKV*aHs}KfYrrzzzrs zg4O9x+WB#~2_$kWisfL=h#SH?P1Rcm9~_k01;j^yXp$O;CK-7;t-vX@$N?O*RLYd|~eA*5xc1`B6U?ID2x9F!oVW zV&!sUfqcnq?eZV!(c}v}n1>pwk<4#ew?Px#myHgYMs_b4G4KaOfWFbunn_Cduh9P6Aovo_tY zTAw$QrfuG8#r4MFL zyT!{j-aD96APf#}N(l8cJ8tC@kdDT2g=R`>E`)!QH3NM|KO;VZe+v(XL@RM(oKI?GhMEW{UFC@C zr2wjOKSph&J4|S0#!zC6>7PWG#kA3q%>mVC_l- zha#-7Q>Qp9HYDb&M#{=;X0^Vm?=1)Q`UY*zucTBQ7l=o|hMC z0hl5S7yD_=+rj8Z@pPchv5lA$&c$Do9eZ`s*)uTflz*0%b-vGjg%-Nq@Jboq3$w>V zk)Rcu_5C47)?Q8JpIf;Ud^UQl513O5`-LMs2}caD4$6+?aXN1vCdTZLk$BMVQ*tm8 z_dm|drUR<^qeomMS^;Q%#Eo}}*Lh6z`!Phe&%0IHXGBC74uh+n0D!k@+sPedNF?$eXOuSrqj?_HLvF$5UnSN<=`xaZ;rX>RuJu z3Lgs662QuzwCDJ#3N@7s`$UQg^K>uQfq*$rD8Uc3Tbu-ddaT1EIjB*n6k>R996S># zJpln_fCf?kl#;4vH!&9mc}NqogCT>9Mmw^AhA-HUO0a^_PWJ><>bvln&h)R#LPaC7 z9(_^RDD3@yYhDAm8tN_2fksht@VQ{r*Z@4_K28N#|2}TXbij*}oN~`YTh80H8FWfT zbh>-VcLUE|AOHc;&O?Rp?JU`8ratGu`%Z=kT5-qBs$xGgxg5z>>N*_eXL5}?0RUH0 zx`Ox1xJY76O#>h8sw3zT(sUfocSMp9x;l{&IJ>47x)Up`jBnmxc9^bvTD|&5BJz91 z%q#JYHDA@Eh>OilK{I*&iDh&>dP=Jo&yX46Jp15hpjnemmetq4XaADHA)7e^sy8`I6f8)jK}*O)U7XRhtxl8VJa6e4EpdCkd)A?M~AP z#|Io59eiB4ZuJ2vZCeiv9b^EFoN$FI_>vA9}Slx5&Sx;(Om1mV;|tTLHOmsY?GT(XH5z+E+#s@UU zj+ipxgl;VV(Tl>kG3zD_?Js|=0RZ6W=Fv_-a+#Ls{hm_|!`sj^boH!?Vtu)2B%HUC z^gm09Dvfe^*v3U9r#!P}83T1CPVR|fs6q(cH74}K3w8W0bSx2Uq;Gj{UGc97)!Z)% zGLz26DEc2b zp7ci6Gb>_Ar2A~~jCd}A%>ld#cQf=v83S&1ABQ$sj*zLMA?BiU^s)Wrpb8)VxEcH; zPy2zN`+=YTz(8WT2_6qlbSw7 wA1^xc6Om;GadGySAH6mI*Uf*}d2aLqL-&|3_n0rRB>%j@bwKPFG_@1}0M(Y)_5c6? literal 0 HcmV?d00001 diff --git a/translated_images/km/DIKW_Pyramid.94126f7d2bd8db5b.webp b/translated_images/km/DIKW_Pyramid.94126f7d2bd8db5b.webp new file mode 100644 index 0000000000000000000000000000000000000000..d16ceba0708607d143ae272e8c00121f0ea878c9 GIT binary patch literal 24610 zcmagF1yo(xvNe2g2=4A0Ah;9U-GaNjTW}2;++Bht5Zv8egS)%CbN-X=_wMb!ukZI~ zj2a0$n_a6`%~^9U_CZ-nTpZ5;08kebR#a2u(s%~|08l^ygaqtD0EA=}B?piI05DF$ zR9k|i)XumSpufBkDr(h=BSwQQ{?Kzw7Oy1`l^LwJS#HGahc#R7yR0j(MD0=&in$*( zUyP6&m^zAftd>{n!Dwi%{U!TtV8;quR|19~p(;598=v)qB(fhp*4D_LCi-oc1$;Ln{3I2 z;-C9g+Ysb2JMr6CeH+eS*+&}gs)idlJ)aTQSC%2f4*9vtgeEe*xT z)SD+n%PuapnBxhUWiZuDxvgI0I&f0yV z%#&jXTLm8xB2Bwi>1szAmH4L_`!yThUZ1?1Z_j&5GZ3#!*+v;vm|6ys=Nq1|R&2Qh zzoo1iKN}z~?ebZuJ2b%WUNIz2I53Za?#H*$2J%Aue~bfj%uPLcO8A2xpyr8eXazW<+KW%vc481tQwD?YTLd$L&}qN zi#ZK4K8TOWlj&L&`ZNTi#NX3LcRbf&UupaLJm|>lHPb>Y`G^oD#vd=P2`UFE^cU&K z01{G>w>(l%V9PhloCGNnV)=|RZJ;mIBUfVOV)j}a%(N7EY zZ?6egcW06C1>QyaHjd%7#qKGmfHB2AGj-2<7R#JNYE>PYUDmQ9NcTQvjFy2rp{ASO z-Ct>IZIv(b=-9H42-q_8#E~4C-f(B2O|nzu0_6#5bXhXmylUaaP!Is+De(s(K*iG? zbcODd(4%Ze<0j8Rgek8e>rD0H*R?jR-_;Hb{}`cDTrwgPu-hK}dW zA2d0eTfubSyh9QQyRsY}R}p`J{@o8VFTqK#f{3POr(9d6{Qf0n3dDQ2Xjg8cWmB7WnFskBT75Gx%@Lx_8}^@Z}L5 zPHp^4&B0EHB#zb(I^2={cUf^yc){x@hGcvlu)$Zg`Q1<;NA`Ctg#Ji_XuR0Vi{R-_ zaAWt#C0f1ec}@hkyg!=Z654&m&7B3~es#&{0P4Sm#mdxV`jZKS2$KxqpBIL99}PpE}eTK4o1OLYrd@>1#3}?gwptq$*qY zm6nl#h7At;h*P3v2^U^OULHK8v+i#Op%NX@G36h0e6e#AB6TGsTaetX@VCmz=_7b{Q^EvpC4tXG#G zR>m?ELET0@m(Ph#;SXx@|2_>iT|{1_30l>clbx+!%+rNIW{;T&YF@wls=Y8Gvl9iZ zJe&e8zf%*m{JsqaCoPwQ#DmGhY0&P@Z=}c>I$(c9?pNG_4}??9 zLC-$&kke{-^GVPJfh4|9+*v+oD-*iye<`0m1Z@qXe8KNs z&V+JrnoLW`W1;T3;`YEhS^bTxoto8@>pVtkQC+u~54fklAM4;Ro~)8zy2eM{>?H4k zxk4$XDj!jliP;946Fxz<$LkVTO9w;Yzq=um9Mdq9oKmpCz|K?ceL}*WJTYWQ)0hx5 zFXL(NRl5Etu$FeT3QXF5-lJ_y0I?-@r#kXzb^2(1j7ugR?(A0qPO%i@ctSFWv)LsH zGLM;G)iP-d7xCX*|d;gVC6Z}3+7Rdv$D z&{;S4^q1Xjz*!aLah93gOR6U&C17 zH(%>)@oEj}kw5Dqgf-%XRX$&pifxvf6m&@O^@Ulb8C;+S$U(IH~PMPb83adLI3a<&A)X8mBZV=V|;ctH8c0B`;- z6lbG|XgvdQF(jH$3utzF(VR-nrNYjo4$fu{Hn}q{L$JYrKmFw8u56RTYOfd-0m3>9 z;+X;Jcf&Y~bNNV7xk#5FUeQP0$4s5i>DV64-Y*XKjUfx->216$zl-@bIyejBC=nc6 zyvrjOu+wi9>Ui%fU~@0-0_DR;NK?Rb0EvIs#m#~1D~e$32-4C3{MwD8`U zZ@DHHxF#Q2Bh>O$=cmT@q>}VxAQo8RD>rP6(>+Iu+jVA%WfgOB0S#b@z_=A1et9@a zP+p+JAFC)_Ka;2v|s+X)S!8@gSi4m$pAt5b1jR;GL2^F z_V>V&%+k?Fd#{O0tJLJBBjQT_eT|TAWZz`Nq`biFcMkC6#NRozk|)xT_1e5ZEX7|j zg)nL6g-v6CYx354u-l(*xi)>y^yo3}1nqNzyhCWJ!wR3CU$J-VTi=8CZ>X;WZP$rA z1aktE&d2Nh%x7BWfBN}Vu60o~8p~0Ij9qbG3k`ra&8{&8G1S9;-*9bb^U6`GdB8gC z++?~%r5bZCqBcrv_u5;Pq;xSI6V4F}G4l=-R2VS>y-a|FZl{^~N? z*F&iBGA0}0_rkq@Zw^W0HwEzi2~Zv-erg50HZM?ReVum|YtX;Z)c)B$W}a)|v2Oh# zrIT?LE!E@PE+B0goE7!FOrC(zC1E>}vI9cq^8M`E%VL zz1$f`r}a|J9jJe6t>zMfb3I7^Lt6&e?cBzz+*3eGCKpoQ;|+Swo8%3X0Eil7VMEQo zL5pz8$4i$F(psk)^1Y>&lvA+uzF&Kzp6)WW6E`YGbE1z3)_Pr8G)1OLqd(j^`^s!0 zaPQ7MuUZPqBCc>5xSPBaO}R|5S1>`4p>C$h$r~DIPt5=gWj-{+(f-}-L>iDXQdX?3 zs`#cv7XCIuX$yF)$EzcEfUzxGXQH+iPLSHZM~npB#vZvLPnb~2vp3n&VvOWA;O*&d z_^A6XS>h2P1=N8f)=Ve3vv(=$tLOoV6O*F$L8HCD`4KMMe|F_4O#zbIc(HRmkY`D@ z`0XCH>LvCztN8?LQdbCE&+Xzt8~1LB79_V(+>HrCu^$pp@6R}Jt87`G*4i8%v*df; z>ph#aVhua2@|80;JJ+_gC=Z)k7}crtpMuaGBT7r|3hIp(=mFs%dV`b-owtbTL$cBm z{Wq7##>Q0w)ztjR^6}k8b<gqS-;nd9T7x*0lT^Hfz z@K?fP*Hum5Yb5+MkV}rq_&wKA8QsbUjDF{d1m%gkRFZNihCZ$Y+|RklwPC)w=r zGsy39)ijl@t>S_(`<+Gx#4Bs5t}G7vL6Ae-Kpd&!q_1&Lq3lSQaG>qmtHc-?`0aPk zPISc28IVCflyZS+$^3zaq;WcQ0A$@rPRr(|`K#R< z!a#lDnZyGbbWa@zYBb~;FB{@i5Fb;}ep^@GBn0Y5gjeR|@KBJDFVtS6wzbHEXmMhn zW0A9Ie7_-2b7uRv5TKkmaWmrB)&g>=sy~=dElTT8EK5Hpf`|kCv%gjU{0#HHMq_2n z2$ZH--N78|z8aLKQ4Eyk^|zDaZTce((Oe|&a>I*VZ$*~=`6@_dA-798zTV;T@37KW zK)GL4K@8F49HzAWw!gDBvW%M50&8{?jVZ3j>o8OOt#u&NXP=A5sl`5QuFLkNBYCC-OG%Eb%%3 z1is3(jDLHrxy^a5IH?%xi+qx}BOVu65ik{a*WvZ*eg?6~pbG4I%6K-uVBG461b%)S zdYuQF-y#Enz_%m6=(qdVi93ON&{tc2W57M1PJwVBDp32i_*wrb(ixT<#*AS`uxz0vrBkb~#KX`G^{(D7O z(8NDSU79HZn(@9}h0Xqg|2THbeu?67`_G|QN{^yehfvvOPw5X~AD{j+TDy2s^flotsu<*cHAsR z%=%x}-vqI$oRS>Do-J1ahbgV zp1Z;Bm%b|~CAs4RZZkq~$0fRjng-$ABQMw-4$Cg+$u`9Nq2B&$eN7&82 z){L)BV+Wo`-5Uk3B%f3aYYxZ}w(pPCG-sm~QnpiwB*&<)KK4O&tW6XpRV1C3ggy=J zQD)muy<=uuj;{MBD1olo24$ujoA<2#hGupJRTz1<&GkR*US|TIMqJvz;iE~iOJ=xy zAomZQSsW3yX3Ynhzt88 zo5sJwQ}o6f>zmjArS-dI4a%SGj#f4|!c)R2RICIUjG`ZqY$t6hHnXXmY}(%K-O^kO zFyF3{#iae8@li%in?TAf^uUU^!y92cz;Z?t#_PzXJoN=BVzXs$e8Zh@R!(jU^-GA| zH#s@;Zd8T8MOSV$a}@U-3RD?Yp$5EBKQ4hr!D8nTQz2KJsVtLw=5+oU3yv$LW5Ib) z+Yw#V?k(2np=!7Rn-Q*?AJqEt;A~O~HF(?#Zf{pfkJxBb_`W^wqEq_#H12U}by4OPCrn zKl|W{Ld?X=9E^b|lFr3LdEA$AaEL3ya5Xj@_fi2f3DCbfE3Sn!oyMw{yP=x+n_gfF zfvzmV68+SiI4&5&Vqs4F?8RbNC~-&V4=&*e9&eL$j@<2nRs`(tq0jC*yaiAF_^#PX zUK7(P{Q)D|U-&=vsx^DefGBxgMZ=l7U+Sp#!H~}M;7dVEZUm_raC@}}y;o>ieA!B@ z0QUE6{7Yo{%*DXf{Kx1uA9CsYnc(xc>w0GJd;d9-LhUg~evbTI(>O5;#7C3<0_(qF zoPK&zd=U-$Z(7)(?;1huO8Rj8pM?0I@3eX6e0y`6{a3LeE<=Xi{Ri>Ij53JEm=>(NW#9W!Kd5rV@aT~|6<7O1tTZz0O$DN>g^E}hw5WLlkOOe* z5?#6cHxdZj4=j{TK+y1ujLN=+p0`BAyjs=9Q^2T&d?zl^U@#`1(^yN-saNVQ4~-Xu zBsZ04g>vY=az_>Q@;Qu8w+y62zQ%ta|0}G&1$R_R)P%^Ju$Wo!lvj+osL(B|5rLey z4U9ld5VE(8G~Vdx7nI=!g{+GlR?Ua(v-sRdQ|wQiQ4)f}1KD@9z7S(J_+-^ea93`7 z_KBY-N<%@@rd0`F$L4>rbCI^lBPR2Ez&Zi6Keh-VMAA(sxOt5)eKBCz4#{Ii8*fWb zZryHg?RrYzhGuadCVofZ+`B@Mc6OKmAqPc#2&)-;dXSf)l$-}b-_|yW_;Q2Gwvx30 z{}N3i;se2u-$?l}JDwx{q=P4U1*TQIYIJumgNVf9WftLr(zjQB-E|K2sej_zm){`% zJ8+>C|A4SUK29{6?xYx5jlUH3uem!XO8`o3iVG@rM^d)rZ-w<$57hb}dWuw?%z+)+ z{x@g!X_h!qygXL(4>K27nOR!*kLn0gOiXl`d6x)&vpW8f5Sl1|D%3=@THT;zmeWE89%5P(&~yR-YXOnJu3kCW+CzkOQy`-|c418cig0(YnQj5Ocs>=FSRfSA2=X zU`8d2rzD7;LvD0`BB%ZLPJMhZ(CK;*ypMg6jQQ(~=Aw3Z|A4y8wv`#xtuvA>VnGTw zMJW|BgX+hrqFpWJ>$}sWDKYaGgO0Ssv8?=oL>MOY35E18GQAPfH<3zFzC#wLS|rzl z^;hV`_cIbc6ys(53HJYXatWF!EpYDdHZMhEexVH(&jtkI(UEZxCw}lTK^g!wRaf6J$kEX07U8#_?pUc!^6jKm&QT@~T@3Rei<&Wrp@y;BG+*xfWGv_nINeaW9rust zKqIz#DHtOfs{w*zeTC-(>j2vLG*!5d>LHxIRL?9QU^mnrtCt(jfrv{nMifk4qe{fo z*~7IKjjkTNqgH<9f0wL0+r5v{nFV&G=95)t zQkLw3j$CEgMvL?c=O>>+XOwc0%a0x$LHJUrH+yArR3*ngQ^lP!wq25zEgaOhBZ-xqk~0sv@z zG{&u5k+m51&hOGvKb2@VHGSKyyH#0J3k{W|#E)}x{_Lp9=nS1O2dFS5ClEn41Mej~ zjN8R>@ey1|MJ0Fg!O{sJIHDl$=mY=|-m_#rf}`%PB9_>91Y8kYj0RkWH>e+2WTzk; z><6iXadnWa7>wr-BMHc!FP}m?#D{%o=bl+7C}t{|#bZGBeMx}qe@KsJtVBuY`b?}N z2mmDW6g~W89}5(0|4eS5+#B^13G&`Rt3|Jxs+Wr|=uAAXjkE^PG7^+VEv4e@yk?#7 zv%{Uuea8w8)N3*gS#sHqoc=GoOar-|@}`|Spsfp(57DQhqPS$^3HiYoOewTO<omHJMR|KUu%%xwQH@5Je~Z&+`;*k=Y+(<#uX67)F>dY93t zuDRra!V%)dbT#Pdch}q0X_fT+Y-6P~2awBxT))@Gs`}C*Q{q zp}?q9#4w&(s#coQ>a5nakAj-xcLLP`BVt7D-ud3iA#Df5tGlG0Us(3YBaPb9Y7`x7B{;d>>9FI2jE9z(DsFZ_G?~-J_|_c_DXb zSobpWL3z3H1OEfM8>JUK#|~Xl|&Q7?)X9QW=PBU z-G^sW0@vy!jMsqzM(ONEGi2K`3#IcJ_FJlH?hoU~yK>28 zv8B_dW*nnXcN=9>MX@>nrY;MlM2tFE;p8Y*WFmn8*e^&$y`5m2?gA#J1ONb9;C4Br z^b9U+nWw>(k6jY>XXC~lauZ&?bPefx`OK6XRNqGmBfru3Fj|0jr_|D?Pm)`aC}GBDegM7nszz$*Ee6 zOVC|b?riAl>ZdJw^Zn_Ghy3J|SJHuKCz`8pDJu;oXxG&9)i9;Bx$jVQXFB`=NFQP% z{={o*=StFDVlBBiRaR*=9;c&1;E;Dm50U2JG!0AyfSV+yG+$g+lO7!qVtU4!2_J4&4iioN zA=aXEIGIU4{^q0@(!MsGGdI;GS={t+j86o7Ly-bDR2m$jbyahDO#g&y3rf#*>c2VaI(Z`xF$Zo);?0v+E-9%JJtpRKmIsQ8 zHoj`DZ2F!28c&Zz-T7p&ws&PvemHwE@Ucl=n|+LglkSov_koY|RzjWZAKvw-I+!KcDD{LH9<7$V`HFGq9Nz#eqmyAH{s zo>cFE&|I<{*JC?hN&Dv(5AoiYg*+w2DE;jzsKUl&yl2Qk6c1iPyOuPXd-6t1E<(?+ zgfD7No2x#8=we@iXO_B#eq5avm=k3g2x2J}X%i&Ic$%a1dR?y&Wc;52=3bfFn_;^o zVqiX>d&piAhc-tlWdwF9g=Y+D(JZim<<`P%+Ej$G=C=F%GT3CsrXdliBQ;8R8q{gbAT%j^ z=A{Qiny0Jm)7*OxzUwtlgR&ed)aFn9b%Z?PAKke%3;v39nW!5_+j_^=)SHrjyZ!?Y6plCF(~fokd-h`_&dJ z?9kx$o=SMh9|H5wi3S&_`Zr*;uEn?)VB-=_<=c6B1)a7xXK2)Pjdr=~N>?kATm@`z zXfqE&Ma5!|h~1kcth<^gOUbA2=hfyC@H@5!uvBO{99zq*95G#3E6H6XbcW1ejC4yk zq1S|?Wlh%YE5 z#XimQyP~l3<%U%O(E-FB^VD9Cwf;(2MI4J*JhZ)cqkw9a_kD*UboM& zMN+~gFupnaiBR=TKh@m?l>qe&Ar;X+hGU%E&SOAZ=8Pzz%WwqR0H7;y;$cS1h`}i3 zCz$Q}OCGwUXHtc%k0$^*(M339U62&{e&KcG#qA#R3{(+xqnCQv()yJF^u1V5>HJ+h z6ZL%A{$aQ_PI!tDyl=44i2;@tlRD5p7tT&|CSu27)D^S8^CKq8hUDE~85cGb-SsN7 z8zPY#=x4tRo{&j#))8RFkTFhSq{+X9s=Sk3i^l#X1)PuT9i_B+Q+UYCO>klR6|g*R z3&lDK{lJiq77I?Eskq*8Iil^QU&7ulez;v5XJ)+;XQ4#Udj=}`vuezZ!)Fgo?BaoZ z*2G$6X5G}+T@|3tXKoDsN*LZDRpLLxy>0lS!Hl|ODMwy>S=G)l2E z+p_Bw!FWY1&~7~rI+iODS8`mBBpurEe(*U=cMPd-^5>0*>xmVdQ%lPR)RpV|X@8kv zAj+9hSRTP7sMQT%%th;*l*|bqQ(*0cW$Gv5Kj* zoPk6e;=h$E!XAudAVRWo$1f#>)*Y@X=eHC#UERaC_U(pvVVp$^j~79Hr@AO2=5pMv zIz`9?8{iwFE-T^M2|#d4e5XeswgkVwN`-_D#aGJv5mw9A{SS8>sL{(*lZ62RN8Xi- z^9kfvL4RN?`hPJX`%#V&+Y~3@iChZ9ntT^$bu>gYBk@lDTnPZvPCM}p6aLteSBH3i z!7p-(8_UnkarBCa{%bRf;KFKy8hZ!-EAI66=D_~-R^J^t%P4?SzES_DgvM2~b>+qg z0nBldWpoFnzAD?o`CaGdTmXSKQLTLDTWduD;%z)BS{e0NGl21a?h??g5e=xO>YAq5 z<}lqK8D(OEwy z-!Hpo#AEy`?zxtudVFMPA8+pWyrB6RKK>TmS&-Q)|n}8ndbK*_+RAA2Y}N z1~Xc*;Uz};cIcBz+|o*&h62FRpDdt`AvKbxU2OkC_R#OF>o958NKUBUtrn-oY^} z`3FSKGJjUjdeR9GE-sE_<4u4Q*9&SJQ)E$)MTCZ;i2TRg(3(Ae_-dZg9Kvt_*icn< zm_ySo+n%eIz_w9ul^b{MCu`bwr|1aho)qH1-^moxH0Xx!cUs8k`f711tjZN{lRb^|2FI^&d?cv7~b`>TA;)J`jO zF8m6v$6}fpd zT~n}Q<>NT(Pi}b2*nV>8G^_GL6;)fCul<&}BC2D$n^R;fJEe5FK7JH~+?3;%?fQ&F z@F{O)(eP=dENyr_~6;$q97w)aWr8$9udc}5&G?=5pJB(sI`Ql9HZL}xje4o=ep z9vSFEwvh+~NNAZQhIaQK$|ShT`j$~PZDDCuG86sNs^waJd2Sc<4pdHqk30Yi{%Tp@ z4UJ5~AHkh%TlbAdouMwJr?E)@LezqTyZk=vVe@^Kq#unagyQ=6@G0LMPv!L-rLRl zcB6$%8@zOl8$C9;5l{N*c4OC_y=BMY;ZnxRD0$A4S%rW?$xyZ>N(v+S#~Yq1e|(@0 z#0Z?-Gv0fnNLHA>t-Oc!P3Iq_Yux=|3J$4-{tByh$fr$; z!1VeKO+1_IJfp*cS-L!V3o@qC3?7c2aqo`$MqM?0IyVclK*l7)1Z<(ihXaD4NJYjL z41&{l!Fa~VXx}}I7hg9UU_CzAQIyf+7c?MKTHS*AKp0E0IyMJ(!cmcA^2z?{zTcUV z8HEx&eQfkX8k3pEtufR(#M~Ds3yZa7SFzB?Y&@xOwEk(yD+s&S9DkiFbb`~$8rave zsM9$)DO*0rwf^NI#mH{O)@67O_LJOuTo=;l*g{Hto9mZ5B)qfnkb#nbTN?W@A)8nE z@Wh#LjRqSr4qo|poIk91MZan5e!2f1{J4eMi7JTVcACi*77>bjo`lBRk4tMpn7&t( z6d{eLv+l@VvO@o*Qtexs2P@GkwLMCxmCN;=HoaowY}d3W5lX1JM_ELj(n%NQivP5l z9q}@cnZW>-z$Z*zz0t_I1Zl?B@b&JHEB+SeGpN;Efm`BMTMle<7;{{voJphx+zmY3 z`kyjdOFdklbNkW{CBE*#1`z-c3EvKC!5TkNRy5r<6H4d~>kfXhOHn0jn*RQ+H%AgL z3P)rrhq&J75qBdW5yJorF;IJ47q&)8eA)WzM5PA(Ol$8BZK2|@GU5FB_SsTE0fo`% zvh?rh;G`9BfgE+D@Z1|qnem9rBGhd7DXty9 zORc;P(yM|W=2HC`XRqc_iMT>4~8kd#kAsW%NSg>r>rJ^igumJ(F%$$w8=%BN)=3Es7$M zq#*1^olZmx+r?HI$KhJ6d$Y5~RWI8w&cDN09rHP#rM)XU3sqH5Ll4W>)Oy4uNaw~B z%qr!Wx3)Nx7$7myX(|{K2B2rm*gw)qJBEE+Q>ehAp5hq1c7Sy^VIf816tG-K*~6-t z3J|3ZVoM7$q){>+o<6Y0NSrS^GKp6IsOPx$xyf*{FQ{9yIc)MogS;5z7{+GtO#_KZ0GILMiv8XGOqWy*;(+XmTR4&7E+_05tZz}r+erFF0P zlPwszf{-dN0vS#rN2Yt#OCF-^@n?%Z9B|6MsEK5>x3>a*osGon=;o^_U^N^B;ZyN= zt2!|eG20M(G5dPV69v&wZ0Vy)S$Z@0;a{71_n+itLE6eWv^&{yqur?fS|^ZCP-$M9 zYZUU=?wtAzfzaaT<@JCNmVg#P`vv-2F^lTU<(CK;I*x9kJW*15ixW0$uC~-Wn#^p0 zL%~;U-aQm}W=z9ZlQ**gAGlMLl3YI3Gk$C%p&TC+R0M&GvXP=l(bwR^aZU-=k4`;8 z6gxtiC0`nwFfZlMM&pW1qL%iZ)J+P`(=ds!)-wCZzX;}v7m^XTpl$Z8f3k<-Yv*Wy zhLd2d`>?gtM&vc!c5#L0onRlIvxo99KY8wW>uqXf5RZ@dy$b>U=Em#-Jy~0z@EL+| zVwsFP_^JY%-xCkK%jQF<`}_pQkkkECs?`_RS0&pp)nuey()FNQ!YibB z0Wo8tQSVo%!ITGcl@N%X*OeFJfPy2)pujXf*MfD~RpPf`X_qaS?``55TQjJ%`P5aT zT0z^k&$ts~N;y2~{K*`~tJ@#wUw1IPtO{a*li?3G#bkF6)~VWk=+-mXB|U@{#44hi z@CYJ>9?#LpD+SlJq`Z6N@()3Z1(qe5ufTNF(e@nL=m{hrK$El#r&luW15cy-#`*t*{e2#sD7Z*d)pMo1; zqpL2B4&{>j?n@Il=MIqv2g6JoaRZ%bk?@nr=a0|+q_!cQQbwvp7&R7=^id`2=+t}9 z@g{G=U~TvZefkmV8MbJ}I8hUR6#n^m)L&dYQI>Kfm8&xcp@^&rNp;}g^aY;0p=Oj< z%>njx6cX=A8AkkZ%OYr0zA`UAeVR4ptJuLGO8+FTgFe1xlXnY6a@C8jN@rEfJBO|r zeWES(Lge|v^O_N#aQ!j0*v;i^{W?qQ`!JV%rGi#Lu*L+b+xfCi{*>l2G=~*+-?^M< zI$YyvLXFkkKELdY&izaQrh4SJ>fo<*cQ~(+GIJRRH6KQx)y71FMw&=SZMg==e0vp{ z`|Pl|Kj%E+SBcfY{g~W?$_lBo6rmUSA&7<-F-mHxxdnk8=NJ34*&M?a-$W(+ zY_iwkr#xiji~uNCB(uSgqu6RX1ff1^92|7{AeBJK{@!2W-)Z*-Tt7Eh=dxtm&?<;g zkkhE)2($7<))}5tG-0yJYtK?3X)L0>%M^jri)d0nF`au(j(7jcd2wHOFCQdfi=@+G zybit>q_d&#*Tv-^f$B@+0@M(0y(2DC8W~dCHPIfJi7p5rL8gwfS`?}c_|Aw`IC^7w zHxat{6LKe=Z4Poyv`%`#pC-nFv-0|rDcW>U5Vj4eh|xJRi&_*4hs0~50Z*O|8E-O8 z>N}p)qUaynJAfdl@pzyjd`GH5bE)#h7Q>`I{~?n@YGfh`@ltG+)T;@Dj$Cv#=#6GF zp!;E5vd-II>0_k=J^Bdb@``}BzhbkAlJ=`>*y0@AZos1}fx*3#nCR>8JKz`qifKPl z$oZTFi2N$G(lK)YkVVux!ZdYDIlR92X~Yd7N|n@z5TAK0d;Q^zfBes(RhA0?JE}1` z5wz)iWI5;)8*da${G9ZCUG|yH3G|llxZzVgJg3_N5gO=+Cc+SAEmSIEhJF`e^mufC z9$>*M3&B%DQQZPN-~YUhU=rJ!W#2|Bj!`%!b=tBXpJ+{E2p7A(t8j)+Z0Q7mnaqH_ z34qn;9qnQ%o6LP8et>hgg4I6zRWEs8ZO8?nj84mKv^B+(QM9}(rvLC*2-m$oIew4k zH{w2pbEE&`+Lo7DkGCI3HiTKp0$bXSKv4CCFc19$Ax1iRSB$0RS_H;K)8& zC8ZkzB`h~`%LDz-cb8apVIm6J*DhcguQiS-T-}fA*^Tm9mPdiPW(0*^+=z;Ao*uK8 zqISySfllfrtmVt%lfIHvu*RYxC1FVUkS!Sf8_W>ybYJOMd^n`sWYuxhOrC7wPg2X7 z%7$(hDHoY_3^fxDt7WQ<8oO)QJ|n(oF!4rI3Ji9o%O?BCe=VwTvkyK!%YVv=Sotm1^JGqhm%RwRL$lM;=Iw2vSTfjIB8_8)Ywjd1j4je~i zsz$*Q56UscUQPb+pKoQpW|E znwbLsy-~P-B}?66VlzKLJwf}sU!HlDw%-37`<)eY&nT@AKGm0r?;Gb~dXjAJhH&yo zB1x#&PxoSq3`i1d>soQOYb17|u}jiEc*&Y-ZF~o3DVtiQV{?}tBm7k(;ZkO23)4ZP zLiMr#9KHr~Mhpu>QIzj%Ta1BsSo^n{@UCj8g1$;`^$I^8E-o2E)nxxbBx<}>vW23mesotcM?0hhW5@?+CJ zRYSMwZ2D|7n8gSgh})f+6c3-};Ct5tri8NwLo9bqyOmd1Z&-0r1!YAv!b(O(N+@`& z6Lmz`xy4p6 z_C|SR=slB|n|@7L#?FwBHB2wXqG=}ib*w${T#yF#z@x)<=ffV zOmb{O2Iu^xr}T|~YSu2{5KPczxUkR6tdD?G*|wPfVYU$sqU7GgQ_4n!hlJxi+f;>k zBJKW3vnbQqIOaAfpr#Z0+o&ETRylN&u6U0r(J&Pzio>t6!)@Z>I6auWm!kTlIog2? z?>3#W;YsLiT&Brp?7($iu5g7XwC=Rnwv@#m_x2iJV=Qa-DS1c<-T|E66wXisepbNI z(Yvft2PcSya!aqhf^DkIfm=rqhmL`j1j1yv((hFUa1U`R61oXU%X*(ly4OeV-gAQ; zO_{5Csthm@K6?tRu1es!!gy(>?;-FxA&+(FLwjxMA?hGh|tk9C?k8tM!j$<;%c zaM}R=?D~T_#mv)0shF{Od(9(CH;l*YQfE5kaSUV z$rZVce!@&ax^(Vd_eQFwx8{prr+gh}ap9^J9?EFVx%p6Mvo zH8m3t{bIyd{e^HyZux%ql4O_jb<$ct z!OtsQ*}>%}Q+0nX<<%*k3)4Qr^VYZ+8N-3GKKVxD76p|QUo(6vS5LY-l}myl;g2S; zHoW}iXD8H;X>5wr7)Xvoq66RCVh!BA`c}j3^um6AesGc>$b>LEJYAhWN}l1xzhv?e zEyMHAA8f*U1V8xY)A4{sdl#lI#TVo~^0FuR-V0>Pj&O$eiM4;n@;0kqMR}7nD~ryB zt)41~n=z0Mi}l#Bg6qAdDkM(hOK7m5<;ESZ$iFlDx+r0#;!!K@k+Jm6rv4%r`r@J^ z2Hjsm5f0wT_r`zc2S=;WG>>5uz-Cr2iud~2UAahC!y?pB6AMklZFYGviC;bxBV&Pr z(7S)S%*mk*sa5i701&;Zr&tQZljRz;B z*hUE-ea(x>YKD85-ZT8N8Z!a^MP+;2{OuPue!N#8SC;iBJ@#w1c&M3)$$NUc zMWq&l#8Jb;NCVdwmuSx*eRv8!P5-M(crZCh%DVhTnJ-VIG0*3oCVY%q%+%Bpwf>?I zlc*Kl)o`d|XJr5Ll}*8BFJXmA={%hI^n;F=GqlOfhzg=%~ec$t8+6*vr6Tvh1Y9NHI0U{RDpfs!zcVhn~nc^&h4jZN=BlqAqH(!)i>S5P>qDj**Qp=v? z$J`nc{Vz!--ui4@9G!3teRY2L^a$qGP?s7iJe-(^%#`|>fZ`WZxUv(0xR~yK zSF-cZu$kuU*H8~u{?>Qht{?qv1nJ~wDyvvTUjn%6*PN@&xC0*wEhA$I@k!D1tGigY zpZ~wk?J6n?@9h`(&?((rQc8+2zz{<>BHc=ZbPlD2v=Y+Yp&$)IBQ-cQ452g(Aq?Hk z@%R4Lf1Pu2&ROey_toAv&&}R9-{<*kl>Zz(r4bujWfZZX*wf%rKGFZcB0w0K=N3yS zu=q=b?}0O5CqOsE>BSXKg(r6uKVf}*d`qH%MkuykGX*K#Ny?tSup) zE2ASM3oo@xmG5`LI9oTNk-vhIv)lHFTO6Zu2Cyfxax=;jb_l{hJg6 zbA8K~g$cD9X=wj|zs+Ok;^^iq+#c(i-Z{h-KjVK19C&V@ws%6e2P;Yx5d2zf@6WD% z**{9IjHX6>xjty|@{~dI>u8^Q&(|~d*Xk;clqQY2*i7InU&^D`ep6l$l)X2z6?2mO zaF~=JYI18MA9FpyEYHPwlCp!c>k5N6L(XH)-+JUDY5d^a@QD$j@JBTv1;74S?0Y$9 zd`&&ctP3s@aK%NJxV4w6e)2t#x7Pcj{nOXl;lk8@)!N~Okb-)Z`fK*{{!tskZ@f1U zdnJ5!E!ZBkEjDgwRHB<=p#4R{?bm?eK~@{X)tM(v;KCsvHDNo<2J4(+vZ}=?3)k1V zrD)j6XzyUChZ|Vw&pBf1Y%^dWIgMRM4*EoUr7FSX!r?FOxj`x$@Fi6DSo$kwAJ-wi zl9OF&p58lBU2dSI)^?^;fH>_ct!chpt}j9PKF^~@*-zk~A^0?Yq#Dl9TRvZwIytVI zGLVSm^QfH!i7?Y8bYw*#UgYEe;CRxqTgf&|4(e zSR$&MdBH^o>qx`^AA%4@xyD?@nzugh6s2WgBYuqM)DPay47*Cw&&rhOS6o3^nOq6BhcHNB?!hI2v_V3;T-xKI6nflhY}Al4z2@6 zTxue$PROS$&b9q(HRELga@SMUWfmU}RB7&3sgC;IMJ`1>UL>4`Bv|o)e$FMWcsxlq zTRy!YqDb)EEh<)jt{}gkw6zmX@B7*bW)hV(qmVR5fF>)ci^jQy7V$drKpjKY<$f^6 z#IV2MbZ*X<`#qKOT{p)bKve}`=*t$LET&90B;GyyH>wDoQ{D&LlttyFGNK|A`K=tdy`%-J~su}o{4}# zS$&ZGh#R#3x1T!nD2(9L&1W5_T5T0&{bnl0{qj?KwB_4jtYj9I$w)C^3*Nvr_68Y@ zH6r`XUyHy>PT7tV%^F1Iq(Y99{LzX${FKqzJ6&2n%rEQS}=r4Qm`UKzw zf<+9dA92Hain<+kp{i$@5!@920A(sPO}8AK4>#ZA5!SYZJC3|?#Q6Ua{#gJvY5fH^ z+KjjM{j7uyxJtbsW~zV_2fGfjcTMyAzU}7KbN`b~;U~v9via5?+9ng&NmYSor@b(v z2M&|zS6qe&M=F-Xz6JdB_2sRFm15irgKm>8!Gti;YiE@O@UwCM7qr;YJ2Ta?hAc{9 zWF*f&5-o?SepuHs$lgrue;BZL{JkH0l(*i&)l!3Z@T@oRzkArn+wuCOpR&2A;q86q zjF?v})g4c5jC87Yi~SHn?Yc4e@Vn*Lw;obTldJ!t(@igkR8w^V(|Bqn`4FFvv8cl8yY zQ7*p@W@ErLfuUAI=oIZKg6%0qkOH(VqCAo4I3B5FSq^S~Z!<*uY9Y{WFP==5=>d+@ zU-U}(SqDMBZ}vwZ=|QUEnoJ4!|2*r@{}I(df{xUlB#>^uR~^1-e*T|bko%hZgZ1wz zBCI99r#op^08B4CM&g)4xjbs{Fw^>mp>!ll-9=lfwg7Os(U0>xqq>N@wkV8s&vq{m zV?*(rF-Pl3BHx>0X+fo`xGcDPT5ly^Gg&Qbd9>Qb;`#qZ8}4)G)0rVJYSCELSVa?3 z*(z3Pq&JA|J8+r@_HQCi!#bDNjbDU6XgCgCC-sia8y;2gJ7GX;GjJG%gv?zfF%B$7FgrjbVzV*Z2R z7$KTc&GXM+ihC2$cL)uQmT4;DhK`#ovmTLcUp(%in^jGUKjV?T;d0&V6M=OjuZkhc zatIE?MP==~+qQ(@o3KC5qDAXqlcB$jU^^}8s73ubo67LP> zN{a;7+s}x6i6vc*!e!#^M{JCA_K%(`+Qn0k6o4{1;Rta?Bu&Osj2CSjbvT)zS@@<2yr3JENCU|K*ShoFg;41$yqbuneso=jGd(-lYr@_0KPG;z{YU1% zR60jx)dlnW+PP?p0Q?J`VkLPi)S7@dk=JQ?v*d>~Nb(`4HOu1p;tv2u*Tl`1A-h2u z9341~(MVsXCH=EdDfm(Tm*qjgBN{*C0*{z|zwvjOd45+_7VIP>2^h@u>LjEuCDVy#JS1_84U~E(;eSpCBH$EJc++e_*Jm{oRAS}iqf~7 zUCrtYuh2v8??w2S=cWKp4V%90Pf}1>5GCHsCy>-xsyrD^EI%w?Cz8I8158#ouC>=2 z+_$i9WKKx*Jdl_=zSpAAu(`q;Q{lUd2IzhtVm9`dk(jN?Uw^BVNr5u4Ga;q5l9{E- zSvbM=0zT#=r4=_LRvP2O83a^U+j03w=|&y3VQR7xP{_{qP}vc6^4dY9*Zm4?p`y!s zZMKVk1Lfq->jDuPn^)|h%A~Ho*f3`pu~VJ>X2mb3>Vt&6@zLRXXhi9~clzz*oAyOp zF!@7(d6YN^JEo%~BV#@rl~(^Kd83Jy$86hC%*Bho%1!=cIk&8uXiG~;!bik#-zQGA z5oBU^a{n~DO8#g{DOv?DH{jmkAvj`yhNVhC?OEhA>GrvplH-|hKPp1Zw4MtF!=FZ2 z4<(Wj4-;+~3o9-A#Yii!8Tje zTBjlG4hv|dvCK646AD2^u}nYJge$nzuTF@6)}Yo!n7^36uis9_M8*eSBlamBKhMWp~&Hc7l z@nf1}IqC~Ku~M2pMkL-3+>egiDpuVFiH*mDR9OXrgSTUZJ0c}#!^Z2RCo``G*bj57 zAy2YFc()9OL^Y*~Hy&z`D?k2p!c5Y!$dUy#_<*`Pa2M0+f!PGM>LDb@tp0?n$Y1^G zF@qZu56PqXpk%#_8yoFVdyIM|(^CV?kE)NCy6Yu!Ju)d$!cPDP?DBk}fiTOc%w9)fFi19B4ub~>Gw)8lX}I!Qc-r5s8k1>v46K08 zu#JD3T_|FP6V4<}128Vp@Ye~!v=KONBUsE*gr4Uy~#E2s0r@?w(axUVS@O5_D?vBM>#}E)JghWh&{)c z(h?Qk+i+Tg6|Er&98tR0S&ySgNb@nvI^pHsyN@Zsw#0D~%Os>xQVk$o|mUH$4IV>$X1MWkU6y+J@_Noe0PvlSWmeBPLv6NmeLT-G(S^`oKx ze8Qm&^1+)%48A)T@n=j;$8qP_31iDxkQvNiY*qDX&-;CQq9`DFnM3G91|0gCwZ1-K zGELbR90>t_nRtOMijvb_O`1{^;HHgOQI(W15{XHH8;eNTEr6ZZ2gup`>$WX-0(Eyf zo3>k9d#0YG2)D z1FrBIUmCZ|n@`Jc-E(|SV+$O})pJ;%jpKRvAsb)LNipk*<&q-}QU$Yq9&h$#(PPVA zE9lRr-{T09GG;Ns{ZcU{yjqQul&g%B#tU*ho#~pt9ed;~Jj-DS=I72k23*vCr<=6q zQT`*mbjfI}{;-H|Xz#IFh{zL}{F61y{4UE!+GoD=dmGu)YA((~aqj+r2`%aX;)h?c zG5(*dc383>(#-uQ`n=-rvhk+~Hsbng)>z}Y)wYjN=6~=)(eITNOOv8$U<)&REwqyy ztz1)Q(W2szeZf4+bp+P3A-`r$&HzzZVT>AzDZP^q;u9XWAmK{qQeRn)=bj^qn<~Ff zGDb~~n>r$Y6mi{@eYWj%u6ks29>r(S)U-03e0B0P+MUTJN-)abcS)~=e%_>d;Z)>~ zV3JpH6TMzkjoq7PIQ~hkQ~ga#KWlribGJyuvK-^~Z+v*p*aOlh@zsyy=HNWg9NpcA zhgiH%`h0mYg|5SBP7~R+wg*d2I$He;&i-+9I~7M^0V?5E)ci7_UaK>)ic}pHgr9Wq ziwV*Ph8tr`B2Qqj*oAyD#yc%)1D6zkqOrw$t^l&ryVsYNhe*d>@k40)NEqQ)D*W+q z8o{N33P`(nW9Sg(PjCFB)PVIR%CJO;xSt(k1B;z+TK-h_s6l;@5qj5l7|zZN?u&1V z8g@`_z6r1Wd)632P;qsVfIeEjB)BvaYvWhM{Ri7cMAhx=bx)qexm49u(U6K@F#QXYKBZx~-peb<`vRm+1uquwFcnbVyQI&B|g90 zD86PS0nwXPId~f$$*Kdrhn%Jyh;n)CF>0aJLtKTX?Xd}E2d-rMm{s3|G!|q{y%UQfNMJy-Q!x$*&?vt zKWtwo*0pue72~U%hJR;JnPdAEBODVapNT3Owz#mc{?VoC4kHo&l5LHn_t2I=i*MSi zT2!0V0z2~NN~4hG@ny99Y)4z9<21KrU}9Kt;nIs*B6w|34Po^ZuMs^h`I5THo+_|52z2kP~AAcMgk8cC)24NfRJn}z^}vfXA;@dliqJ_*=ozvZ%x)TdLw43Gm1A6?Mbno@t*6ovflu$flf7O!`_;58dwYUUHnrJt1?ZD zL{!ORL+Bi<^-DCfPcuc^ikmgOjVh86E}r<#<>HE=g65{g&uMOZvfJjnmHW{pR(YXD zddw530Za#UNXjKh|7yI}YuOZp%6FWKMkzyJNr{}4V) zd4&F&|7iZJ`#b&1|NnTO+AmNa!T+WIn*Ry=>F}TZ&-=Hz@6=E6p5PzKKeKg=e^380 z>>K=l`wykx?gznt?T7tu_P+vu%s-}oxBTSU!1E9GpT(a8f4Bc|{h0p!=s)6rB>kKF zKl!iqf876ZKDoY#|8xA;e}75+`~J81?@+&v{kHtC_W$$0^MA$u^ZZx;C;T_=|M`zZ ze=YrQ{eSpx^Pl`b&U}LYIsDiBSN9*>Z}7jne@%a1`+MCTw11)h;r^@GBit{x|IGg- z{c9W}asQvick|w%f2{xT zepCN)`dR-s|4;i5_dmJ61U|n1#r~`E!|Y@ExA#By-{Svxzs&#t|E=WP(D(I0MUR(! zelX8j7JVx|6c@Wa2&3(kxTms~f0zT)+|ZcObM_C<6>nfUgo?ccRwCA@v9t&n*v?u3 zcwX9b_k3qsIeb;B?VC~Gr6ou|S)i%dRp@MTq06RDN?&pZ@>v42ehegpy0_FIvz}Zi zDZ;i+Jbp`(C?ZbLbDaonkpL|1w%=NSNwxmBG7CMU9)w>L`CQi8`8KiHR?CiBqx^Ye zd5rqn;{iT&5cE)!l-W=u_byp)`Kjs4CH+6+6qj+YWBEkHTZ;zmJ7KYLv+NgWsyc)0 z$hfRvD{i_Jmtt8g{XGV?NOes}sWKy(<~Hq%wAqeRV}x#aF&aEca*mE!v3)Gc#A!;{ z=TUTcqm3)3c2m2+s(GCp0xoIkRl=wphcyDebeQ=SXGBlxl?243bO?8|iNe<6s=`abbn?|pqXd=%?(I+iC%~9E#`t=2+w21)))r3YO%%a_NgkM@Li18T6l= zCii5q_n-eI7Sja-!#J-48#)Yi#RlhCbavk{Dc3`RckupKE3aZAcCLZSJr&XuigBAeN>rS>8p&J;HSP6 zM9^VXinO0n#)j@cWi-0JyM}Lem(~Bp13y~JO?iGi7|;+FOR*KRqA9lBRt>4aR8#?W zqwbaj?IVRNE>M`jjs;@XryN$X2%G`}Ou%jv4B{11Sj1U5R|0Nx_>1J@(%gHGYKBH% zighadU83d;J}{xtn*85cBe7NRM;vXj14slW&iPG~#{~BAR!u z(-Z$;)&5JZK^l%aLO@!_``KDKq{H>8k2t;M<77>Sk23#tWc|a1ldIV}a7(`|wcd%v8@;D9^w;3Zk)u z7~f#-5mr7_%S;D1hFovU+de--r8tgv&7QkwU-pFny{pNFB9t`cE67Yv7`z|~k zbU^IITe{^XkR($%2f&fY{nm^fH`_$}IUxCB&r1>cC%Bi9g097$(63#|u3V;6yS>W& z4tX~ffbq({>zySlpSL4ngTJ>Pao0dX=vZbgL0m_KX|LAe!1fvPwr@eN?ZWfeqh zs}1K~+KqY0#Tp$^0kA+hl-(P%{%KTHe2K9Ge)&5gCc~^O;b20*nn< zDK@NCcIfb*NBt#da@6&O=*Tsv(%TX;2@<~u&mWark;vpoc7wAIk_#fl6z<)HrM~mP z-QIf5NGTTuGZf&S;F1_90}G6{0{$dV6AQAGVd;6<^`2`$BG&qmZ!>)Wi`v%QM-2%F z4ENnw{33p2G|X%-4V6>!F{SbTCag#!b;uw}7m|ZvYUM!Q0l0|2%#IWe`$HCZG3goB zSO!e2$ogXs;7+AdmD zpZg6LftXHE+^^WvEg|itxA1_#o*G_*6G0s&b8~~bS$1Rcg&bKssg(MObbtDTFT2WR z$ItSNb<9>CH2VYM^E4N|wcSRN9X#f|xuB-@$tp`aa;5X&j=R31D^pusr>Hu-b`ad^M}#1mMHptM<|?Fy1_xIHDWLwEGm$-iK{tT7N~hVQ+V4WGe`cF$btR1x!g9( zO1rnys{93;^i%sughwK8c?FT{dol?P`&l7g!=h3XLaqq>^3B(>=_V&nwyzxe?T0Fe zI*U;ih)W2Ih`WP8sEi;gY`|Fd{RzW-&|eB3&thFdm}rmbENWaXZ!M^1#OD6GmWm=B zq0pzdIj**ZGkrn}J);M6G`+c7L0ru__a8wLc8p^yLVR?jEZV_{iU^amV};z&B%?d0 z^*23$5VtB5hX7;r0QAOC1ygSN_(?*!s>02Ev|86sQGCD0M|hk zrnv81v)4?wgI3SC)>ff3?@iM*kh*YTQYtRbDM!9bg*&kq>y+37N%rX1?Pp3s9pvlM z6`^ciYR@8!tw*YR9Fi3Emsn$Ki?AFYyHv9~!qQ$(XSC30QW+MySCz}Zsx6pOB=l$h zk}+}&X2EH9*51)kP$ZRVCH7{QZ~G%0xnU}?$qumsp-5bG2&&gbM*pPs=Hk#KY$(Dm z>6Wb5-wl!iANzx(bQT)iZqD998^qbe)Ae2qwC@Zo@uUFIjwsd-RgFBcWfN+M;-2Tx zvV6dlDjHJBt6@Ba?B8c|PPhwze@E-o7NaWwQ7jKBvKwGJzsGqN8gTV2$~Kn z)NVogbX@O^c>60YV0~;l@J3;93jGiR$VQ|>-3Y|gMq)8P&_PJVRb=Ye+3#UJ@X?tu*na-GEcK8-`%)_K1*b|p3%$qH94FDW=m4W zA&9S&&u)+y(~4xg%p~0y+I?yHOddmVjNTR_`d2ND)jy+Y)rHsm3cfg}4rHBBcykv9 zY3e(ZstlJtjK@GJilQOo6w$HhhjQx;4fGrNY<3u|SMhBKvGMc_yI7f-d}ep?s>kuQ47l$iv| zmV)ExJiZc@!ckzSu_t9*DI`e>bpHeU4fH-s7QXl=i+Ztgaz25uq+vY5lX+p^<fP^)Sj@(tRDSGb!2tH0^STYG2HTT1{_!UlXe(Zc$kxn~(x>H*_z zH{z5D-=*1YpY1Ifm%2&3bcYJ6H}tl((P%wUq+3W4a^+M~QgMnmK5^+sowD^F$xCLi z8Ze^fi8Z!fstW2SSM7(~rX`lnt-Pn}RN0~|VmjS;Ge)-&lMta6qhIe>|2r#J#ws)4 zsGU*DN?%MCjIC1DBOaYy&L69d>XK)2Jmv9QapA+`lJ3BRat;iXMXkfvL?UZrY_;=G z*PTGSYrR6j7I7bXeQU#2dyWqHYME{#d%`78HoA8almW5!jWeHR)TX7UFF5;(3Dv;) zNK>sGJS{m4GHAC2)gtU^x7^;9y~RBaW~Dtek*shjiJOE+-nGnQ1#8l#smhxiNtv5o zaCX37i0rIIY-xbGP2ZGiy5+!N`nA;e8ccr=CbZa!1CRvf8Q)JR$ zCSH(kRI^SA1&j$vXZ3l?g+dk=+A;h}VW{cUUQ4|r5SNAQBHXEw_{G=MX%8v4HsQ!^ zC6XOpBs-2l9c1wFXwB8925&snTfmzo$t_8T1H9Q_h9vq=JlA+>EyFa6H0IUj_@Tk- zX^?!>WeTO+IleE-r}1pHj_vv*W|I5TZ&K(ZaEvJZcoJ(OWTwlVfzj3mfszdW+pX}P z4fue&nO@k87*&w2bfm?woaLgS|BaLtYD@r!$IU&-$v4W*2le94IMKMwZvrq*ts=1x zG`OMWkLvB>ejmAQ#T%-4s&^j1nbB5EEpsU$-&^U-uEBroYq9LE#DqS%xgIxGRVKA{ zP-k+OBeIBNe(c``_jJx|aprCfa-f=+abJywJSe^%!|z@eJ^>j3<|?vnT5{j=_RFM- zVrB1oqN@qD7dlh{H$e!sG^|}WF8~s$&!s&JZUrRZ)q&E~5w|Kc3p|9TOE|o&WFkN} zvm4`R^hOcFC$97H>ds-jy+b!r+%+1GOe@_m{`I_t*z&(E6jsC48OS{0rP18bI$N(vePaA zW@^uU2}r?$QAp~#6Z%`Mg0aJj>p*_|5*|iki345&I>sMar$^#GIDY=U@-hs~A(-b+ z5_@3w-cZ-Qzw*nk#oA*G`Uj0vaMwU@2*J}Z0ckF#vM(=(@+c1TUqxCoguKgW~j zXi}YBF@1Ga@K^FqFt}x5fmVM$T{|ED&1c{8u&U}iw=T4(Zhk_%5_XJb8(ta3DD*}e z41y-fwi2IE85^L0h7+&Nf1*AotKjjmFl=Dhf-^(Qd7}HCT3x+Fu<9)jYBM0c_$sXJt0eAml1l=OK2a$ z46f5oD4kP;!fpZqP-_FPqS-;nHQXkn+4uuDi=s;yLQ>_(__IW7Q&@n33N|WuW3_uAa+gq%(gH|bRdDdUL$E2z$mRY+k#I4U*CU-2F$BM! za3t*#GuC)9zn2;->SJmU!~@5TcY{YkIVu|{EO*JQZ)oB|Y*FupaTF09IbL13CxdHC zR?kyD!?OSkYN-R^9#~%pdq`|twJ%2vpdho-I`ljh{wX(GaoWpeSR;R`S;v&PWmV2i zjCf_98R)Yd1e0i!6c#K)FqV-ZH>#)2pp z^Q9LA5*Y1LPDr^`MkNKyL4Q-KMvcLYDy_<6VWu{zpBIobcL{ALDSKanRC_$K!=IqM zE3LQY%gJW6f{LqxbH%JMJ5b_bc?t`4RmWqASqu`(48_=p%E;ZE(#F}8oBsmPF;a+d z^_pn;@h^`E>_yi01C)Gd$Ep|*!apn;kgK^avNySuFimP;kEu@f0yOfr-5{Gzx5UPz z*%$IxMA<~xY&dhVc9Qvr+5Y6+^=hHcNVgo%+ z{E?3k@c!@;47RE*AjSJJxpr=2$NnB-jX}t4AaC%COlQ<~a}dS0q>BgVYo>qE=VkVY z3XAhVGVlS@s*I(no&%PV2lDk`w7OHE*2G$UG$wTB~x1DJqJ_dh=DD<1N`Iv^)^ z%{}#_HuBghJ1j@FNS4lvAymFE!#I*x+Yk3sXZSpHSnSgVpoRnNoUcZI47U95-tFa! zx;LHfwSbrpOeD~`lSDz{)+yu)E~VtPcdP@VasHQYxycL!hE77#`@i$~d+4>>4PVY< zUG&AzJ~(IN5Pon_TRqC|@o{ed3_N32etNC^&4BW2C-S_%m|k5uiHF<;e-g(37=Yc> zJEB$ZVpW3=zM4AMEq2r0zGj8abi+DqKkfWN@5qdujUT_YBv*ldwc{s_+vnq0X8Yl? zz0%oVnsFRu9l!l0?xD{=RLWH@{U+H}9V7+4L+uBrIjA_K{!dH(&kjjpI=c=P zC?BBG0vZo!vu1#w!Bc2=vXZ3S+@s#@_hZ?;{H(@}q!rCw`^(Dz^Jjl1H=SSQ`9=Qt z&MpnSWb_sk(PH#GryoZ1dnJ$d0(rDww^@ioV*uBGV6ItJ*f+U8COv-+h)(Gs1$V=v z?^4P%a|@(i<#iHA#<42*BIGav%@4q4-RfBkEg#a?(5SJI*y>!&29Wih@L*$|iRTZX zHoYB!;HXD2hPIP1>Yd{s(>DhkYzB##f+CmBTO(RKHoiF=HZ#)q+#W8DOmg2gnCn%u zEY1&!;^kSZ{6X)VLbu5C*gF9=W)=

    &sRy)ol^aiUfF6f4^;jM|X}BPVI+DPYc)k z_=Mc5q2Q0=_(w`-4;uL%f3Dx6NQ~*fWX&QOcLTxcq!VU7JLy$cYwe4!Nm^x&^xR!@ z;n@u8BPi>TkA}~Db^#44G9yn9(;~v2-I8k9L#`%2yxWXs-echP+`6TiG3}J4usL z(Sb$kUCo{Lh`D?G8Oq>SVD>pHxn2bXLLv#pI{R;1yb&zq-yY4^sMY0biS%AT#QP<* zU`HtU^C4O#P<0_H26OjaM$&)|&2`^Apckn{jd*$T6iq8iZ1Kpk) zs9S-#;Ke2BI7Wy}aLRLhAbY=ifCp(MuNX zbPm`V^JvIlMrNmP(j2A7apEKs7DI9SWhdq{+4gAD#y)ZrmxwcuXCsDODUew~$3}t$ zGrqx`{VNIHpr8CAEz2Hn-?dUPt#g>{#=FbIcHn=4wG=>t0OnM_Wz zjx#c{^}@x2M6D>NalulU2@orH6&~*aAl(V7NA+R#@Q`{*!}m>8j$br8|?$D%Oyve(!WxHco?(UzdTIXCk$vofcL%>4n-<(u6=TrS@ zn_0ih*?MyA&9lWxlX<^5h=ACQ?CVV$0_=-1Q3N=?25=jLE;ByuH~vi<<_MK$XFLP` z3w^TtVveyM_}6!Yi9loX*o&NWyQc1pjprNbQUEFB0tB0tSu$$Plx8y@bVbU`3sE-< zr#}*^3I7Z;^$f(&udq0ljxs26E;L2-4t*S%BMLZ923Z#xr(LEmNo=IP2Jp;vO-^W3 z%wt-;_IlI5RPRU#y%Lh5c$X`tB@c)MQSpSx+~;mSZ2KLiUlkUstB-0Afw>DY1bWK* z{ZLOxp^hMo(BAXLr{!70@;(I%N$VFfAO|`dNu|(vcpg;J-c{0*WQTBBxvz(BY_N~x zk7k>>j+4mIv2Vq^DroOnk+&<1m!7w2N(}o==?~t6OM9&AV4d9E`JfbHbw4c_k4C#bIj~ zSBIq199Ki!SM%fI3u0tay5bA{0_urleo$K{T9dKwtu>TGBv-fPOUDl4EBaq0?=7`0 zR7(7pc|Xk6k66(up0K7X)l)(zqqC50X2NIKDK@FEloplWNSYsiUyV&1Z2x zKu}PDg)~RyJaN%LU2s2k4k*ib6;V$i_bT^PvQf+?U+a=D-%4zbZv0*4UnHS1JOZ)<}jt*#xdocGyH(;_7;+% zrRGImB4=eHI9@kCk3wyL>T+FARuXljhZOXKvP%H1X&ZcY08E$r2cNZI-+Xf>fjjA~ zVhsR@hyw#0wVj>5{~g|gB3UKr_s%nkCvtv?KS~^_Zk|>YUlE*He}&{Txc(|ZY=ZBm z=`lUR`AxQ5?GqRw1;&)b#Hm!7jc^F=R#LmBtGC{TOiSGt!1@VsYL4wxyvWyQU=UO} z^r$#yGOhxWKv)!u3KkIo&*99xbhVV@mz#-71!AGzR3%}kI%1rran6g~Q|q{iVw|SD zC5w5p2Ok~@=jlsxAF%_&q3)Ah@YkiT<~WN;xA9_54&ia+^>dP(16a zqEp-*J0K*L%!>u6FJlh>jWPrT|MyeP?E$H2UUqz6D#Sk~CnEKyuQ-_60dh07faOw1P=_(~rOhGPsxdmxE16L+UWjIos?4hZ+yK!nl(Rxi1x;5*y9<0f^!SoNM z7QA`|nSK}0&KCdiC-~GDA@Tr~)?GDlL(-~8*7E@#{$dw|0pV8AayHPKjzRnUL1kdh zmt@K+4u_!jJ?@8y&cbMVe+tErAp09>_fFl|4y~;Asa;84|D_68;i9QsNaC}l%Bju5 zb&&}ZwhAUp3de=j*W;w2#pq*SWwX@APyM{_Lfvw%VAcJnKgS@w&LjB-m1onDVM)q0 zmcYg@$I}l!px4c-CFjPjGSR*@wAY7?(%2I8H}a}xR*U=v)cg|l;`~>|c>&ks$;_0h zJHs|+{BhOS4MDF9RBy&bbFtfLpOD^~vV0$*;9e6>dqYBg-pxi^y@K$i+Z!77>XE~C zshW+Dh)jJWa0dfx&#-r^ze3G}XJT=?HJ3x2v{8@NG-Gs(hF z{;JnR&^^DqHex^6vsvQOwcElaqG)T0gdI1Hdrw%)|DiZt zhp_ZVSQncWCyPP}fYI^royunb%~TVoHC0VAPKe&B%QfDM9qhWd1^DF`Mh%YQs0n)y z`;hN7p)`-9Sw`@Wl3*idqb`ko3`61hnx~TXa{1W-sx~FAv`e`m`jkpPG_?+;F4z`pO^GgXf4CnT!H(6C2 zM=|yDh>Q`1*S3DP?QA{Z-?rs_!Da~jcEXv#EYMJX=jS}JmP%kQ9ltX-BiUWdTTlqF z>MZE}e8Hu7WeaE3SO^xf;BOke9|UMgO#h{~5mY0d`itG}51yF+Vnj$Jq^RZ>EcD<) zOI%G|n*$rRZnr_j-Y63nERG{RmXidp3Gm6AKmo~VzUn@mvN}c+Dof?=rYRB|6sk8t z5{lMY&jP1Zp*6Ualz4M?vhG-EWDh?&LDreUlD_=i)__6{`>CFnkcf$j1THT!z4~0f z~YTr6B=`(*mF1R32v z*@w6@5YWAV0UBw3_6VxZB~W`QPWdTcDzI@g-kMalt%affVX+obF`&in$?NNjrCiBN zXiJmPSO8n)ZyYW|j`xZ5>3-bpZ8)}MA;2t8X6!m|PZIF|ujbDqZx}BKkY&mRe&0Tn z7l3(lx`zczald@h(OM_bbrRg-Lh^*L1JIPs`izQJ74=1mu0~*GNLOA+-*3vx zJ9aXBtBq>N{vFs3!-j%L*$~wui0_l2^uKAcWS2p-y$@yDPU-|2uL3nete&~W9CktO zQRXp_`vUaNZuyOBjjp%qncGEL+8$;{egB)WL0qgsGhrOgH2;g zwal(NndkcO!cA`itOS3g zhgV}JIMsvv;;r`D(sFEPP9-biokAGuoS(lN2(+z#bH9JXaGn2sx>81t`~eKqecB0r zQM5@MVEFVguv?VV_h_P45alWRb(Ldh3HUm2%tzI@*tt^PjYn-Ktg@uA_~Ja?32k< zmgi`Z1R{EO54z(Pfu}(iP6o!LDR9N#di@AAc^K$wzi{|eTxskbz+(@%N+P}RMbh|? zju7>Ou%%QY4vq75lJy#-C!D8$qr&0mT)BaF!-V$DSYfxuPKg&96;FG{TrCt^YeQ>N zPr+9t>UV9Di)O+8(bL(xCt7=5o=_cA&Ao+b4!Un9<>o3r_?{whr?+hr6Z|TYgE3|p z*duSsnd<0We4hiy8?RnOTeOqCaXz)+=zHdPM9smzttJ}rT4PQ_Fs`A3=qENh;mbdf z9DHoPA#J?zzpX&a#n!gqUCU4@Y79ot#4zzB=07zFZ88{b(;;y*qkrxf1T0IbQD{W& zUW^gM{3}}_Pw}y{$gN=UmtHt5yR*b$5y7*?K;n<@xEO4A!nU>z`zbHWJtU}{p zSE)SXjKV|g`oi&{O95f_wFihR@UOmPd0lp?sAr-f$we-j+Mx~}NZdJ|TDGz?tw24? zWXA^qCr-ej7P3C*jLJQ7A5TM?Y&eb6;A@9#Eb2Sy z_VL9Sk-BJO_IN3C^a6dZA$#eVD(;Q$zz6JPL6+Y0%6|<5KX2-m^&R#n=2?>j5=Pc= z_FhzTlR43=1g`;)!5A1F_gd%G;>k8>B2`Mdey}p+QWzmSLpzcwN}`p(B%US{!r|>F z!9l*qR(zr9Ns}=Tnz*ih#<}FT=A$b`oQuD~7j1(<&v+Z7P$7~F#1stwS=;!y1QMnK zgVvvfI3g(;lYbFaue0-S-L;&XMPf+p=)2c$Phz%_gh8YOR#vu?S&ef?rDvFxrz%v0 z@YGrAuE6#B8MsAs1_}g^yJsS%{%Bbi$Mv-Q0^)>5sTxX4$|CUU4Ju03DNj)2CtX9Y z6fb9zJw=}aJfYV+1uW`+lK$dna@Q^NQlmk~(QK^aAb1-~ZcG-Kv8eNBwiM+ba{GdQ zRDQ~VOZQl$a*Lwqx&^KL5m7*zwzf`HLK}~6^U2Km1nZt!ATJ^h2<~8SD$slW zjQ!IFe#BSyTE{=8C~6ryx`eZF1{{UeXwPh!2b3P^n!EtgDwP1VStG}oQTM!`U&m&i zy$C#WQ+g7_Jc5Z!qIfU(!Zo+G-aIBtS2ESLSB@B~Q zVtc8(wIf-*$;z#N4gwIAG+HMQ?$;HC=+tKwPB?D9#(~2JL{ah~A?yTK{NNU&`#1@B zg=hOAn0emU#a05#+Lg49E5nk(kN>aap1}fUJw|*e{E&9ecdz1fIy=SZ$$zkRX-5CJ zRz*Ip1Cq3~jX-5}V)}V5{0`cM=6L3m%d~c?oLx zq&Jpml0qf3HD9{-URLCENe7E0K*Yl>4Kt{b7y}ORww$`@(q2EOvDKuy-63csC9uk7 z2AZPJoOB3^iAsq5IvbXcdVYel5?Qtdg4c_~4^NyNkmON~m{wE*xEE z58lZgjA_e-XBMTI*Mcegwh^M@)91YMZBHrQzI|Q798{p)D7H$$;3^mk=f-##t#TNzVE&(ZNTG%lm& zL$C$ZoZF1El z(Y5PRdbk6VxP*fPgF4;!7itnQaeqQt4hp>OTn9v+@*mS^iKQ4*N%f=*V@s4oLIV9e zR2Yg=XKxF|`nDHk8~Fdeeg4PT-@Cg-`&gQ$HR&oPjQ1AG=H&4|!#1T^-X74xw8iYv2X~ZHK3PQnG1d9D=^OxrDKGBT$%pwVtKvt@c0JUB=8~&Yp+3BrP^(amdrpMot7a z=(%ewvp75c3^Uj-4y(Nn)QTt|QERiCdDw7AEst4U_d6Ro)clPf=b&to2d^xkQ{jDl zoO~m2ZV=l2&!l!we7eE%9kT>bZEUanL_-uL%S-99;QqPC*_TK&lB+y_Yt}qZX26l8 zAW>%4`nR8KgclF7MjHxkRx#_+Fa-Or0&Ll8Y=9eRc->o*>6x$!98IYdjh**@N)E(| z4|7uEj@Vtk5ykosdO$bB88@Bm-Ij0Q#W-mmy=49b%a_LMp7Sl$AGXo9X-(3#M7Awi z_zw(f$LAtaJ^WuYwQ$PL1!l@)RCl|aq4+W90wPs>*Adjl*M)scOb%6547x;vu3cF8 zo2c3pP^_nrz4{EE8ynM6M^-CAWJsYy>o1ztdtuqsg>`5t^5#JFMhjNXSY$W&G8)a} z+r6sEqtyS;9E3Hp8+obYpl{AgQz3jzpJJWpDY0HC@iM$9Q&i`TR2?dsuk2w6^#BmJ z!C6vwF8VIyl~A4$TvzNqRG;}FvCI^%?S?_KU`(TMI=4&xupghjx4a-SU0x)(>p?Sj z-0QjjAp1VwQ;sIiepE_$5DamZ_<64RsI*YCf$!U(v#5&Mu<$aYv-gPc?nz1?E! zZ98}T`@J)hY^YOlOtQT|M*POzTXTh88<~XMRrh_!x|;*~ItENFaSxV?q&q z80!);1Tt`&tfMyOY6F80a9uw?H(|-LC9J;K7Pc za1k!ol`@`MbL8QHWS~yrrhsU$!i~0^;?-zWK58I(u>;K?fImP)t+Wzmfkx;H`$qsu zFK_5YYnX*f<~+Mjb`9^jmHgDl4QQU$UXiTUdH+S|sZC5~+qWkVRgZU4oYiIElq&Fv zUrLT#py`u$X+}<7=EYAL8Of$SaujxTE+{wc0WJd|4d|{9Jt3l}x?dA~HwGQ8zgi%B zNS3}DVEu<3PWzf3w<0N`!tpb=!Wd;hBO{%5@Gu#*R!yzE(~B`d+}0@7U=%)(z81$~ zJF#itM3!oou0%Dkl3E4d+H5#zO>yZ(zywab*K*V$yzfK5;=!u;s0P=nF?0({k=eIoacN1q7y>w@qSI1xv%<#@@+ ze#ol|>22U<@4mz*5cw&WMd%*d5u6X&=4u~s~o)tkj0-?jnv&^6$JxwnK z!EuJLJoXgnyuwP1`LE*0J%$a?{Z0hyS)h{rn$f8@2Ff}X#%18il$FBtb_Y?SiEysN z>>u2}@i%2sWP~6i2pQ_z2{% zt~T9jx!SYj0Y!nV4+ILisjsnTRBX zV?JLG1@baKUFe<`S-mvir1)!tZAhb5sD}l0YVLrO7vSHt45@C^Jh-y}f)#9{tRuT- zpdwHzXtvOgtAsD;o&Hh80?BnB1U-q^SlZ1c+sp26Dd7L>L}5SunnkL3!^^+8#3TXX zU9oGZoYPHLR$#n3T<-H4%SY~5y)YdmIy+hl_A{?8#eH--ha%%eeT$1_v*mVz@m`*zSym-VQyx17Ew<#1a8D`#srrfxF;5a zEMBf}Tl>>wh&as&Eygg%ag}!{6sf*tEAj(-#TNIfqM)@k0*SZ%&^)i%c3pScNj($N zw~3du`T{IZoMmF6w#aSSiv%z*rc8pK1)6oBG*AAMh9fdMU0{KL8eNis^pc5_y&20D zD?y2{o~{zZwBu*Ax>+Wq3l&~u3K+!%u}hEVfn95L-FIhB%c>dG-4dhqcC`jKk;7I* zLBB;v;hg)I^(Q;H;QRjV5Xrxc>YGay<>2yN1Hs}s3sr1^pS;;#e|Ath?jl0c+vqVM z$$Cg7UP5YLy!TQ#GiZtY7qIR!dsi6eWYB*`kEGDvk%{Lf25hRra-sqH1swopgzaSm z<3^l0`v47YiFIE7AVmgC1z&_84HLRoxXi`rTI1l!-cl?F$kn$NWuHzC$3OeyrrMV? z{!A@F658Hg$L5?in)eO4;_EY# z|Np1%Q!DyyL+`iu#0(&5DFnV9@cxEQ)CiOu@_x+0RF$*Hx%3pFX3x9(_e!M4s?S0? z$|+V@mIy%!Q8G~Y7*NLMvuBoi0;7V(1gAfoF$15~dT=zunDkvb&ovKUp9M=A zJeOL9HSAz!9FvoqQFgH%SuJoLWzkZtfrI?I1yOz8sDADP81}JKg^u-tiV;}GP*D|8 zQRYHiH@4fw(E0k1LXJTfi1%qyiD9~g1oO0^l%8V(AY(fLSRpn}vOM=E_D^(rrLCfi zS0eL%0yXz_IyBwbP9HhnDx4M4Hpb}JYkGx)e!o9SxXJSVqzJDQ(wiB3l6cVf^A>YY zj5atcJ2G=zq_d8xj}Y8WiEhQ3x2W|E{sD!-!vJ&4;6-CTQuGom>{v4UGtYj@hj1FJsxXHbX^WD?aaa)O-KZjHk2L?L4seRYZ3;#Tf<*n{`PJdN%57+@~8 z`#mKW!Cm&Ix~=~$fA zKl!Iqxf?~n&hu)3g$K?dhkxmW52ITgE8BLS0iaV1a#OcMN5}pQqJ84-2xpRw-V#NJz>TLM0!%jhJE$YWM=>{adM*NDCp zOHb6V5g}@L>`hSfqdf!8Are*+@o7QDDwsJFS2>Mk4XJI#l0+~bM(+eP1=atxzO;c* z#TN!5Z1i|m2k|Tww6@z~&QdffP(TlW^s0ZjfsU<-+uZ*#Q$g2O6ilUZu2<}&Pg`qT zAHgfrQbWsOrt2J~f~L!3cQk+emu49O{`NP>E#-hSV)kD^Yy)1=5}tUfC}Z-|v%M#L z(QH;>A{4Bur#~s~=@^NgIVLgGOs`6DX+5$MSI!3zYrE~?G;6vJ|12FG1CNkrWImbb z4ZIP2Xj-%br^;sjl?uOP3${*m7NScROZ6=09vU2sfF5P0+%&qPexP3@;)2ndu;{T^ z2OKsJj8!B4l;qiZ5uZ4Ryj_d!W&aIRBy(42&_?;!Xoh4nIdT$uH+=WCz>Nm>d~tVI z$EG+`n`xJ~2x1C4TQB$iCB{x}S_a^NiTsCOd$tXhy{|;j;Hbv@SC+Y#F84n?iwcec z7K-MPu(qRmVRX%`u0S}N)3Di-NPF7C<$`^SA+D65qDcE5G4_ZMasgkuo+4gQFUS!N z&bh6>DU0jm3Av?C`3(9U&KQTKguYUV2_;hYAcyPt`|m(XF$1%rr69xYzvY}JJ2~$Y z$6T@90%8U@*~ly{D51^7W*qp~8H^u9zQUF@#ytm;;isbG>pI6Z&2NCg_#UqUoazsN z=?Jv>KU%+>|NwoshL9#d=bzg_&i_oddB5K@VKF8L@-cuHDAXN9xz!!uKomZf>4M@s8R8CPuTj&AV-c> zFFyvJjxK**^KB)B($C1D%OF`GH<`@nbr&%$ZY}Tv?rVJa7*h?0(*v;CxwRG+v%>A$ zUaTl>P#`d;%zh!WX}S%{_+DYFO#q7(+TO7;PIy1mK*k08Z2yR4Yw~goW;2)^PB0BK z+_MWBHRooMxiHyl)iC%J*Ff{rHJDHmB8y7W%xw}4u%zY7kNi*bazA_jWrJz$)bgs- zk4>Z}e;zx-F~+#GJy~mx@V=s$^c+|&UNMf?C6@8?PGWBx`hZ0XV;-Wqqf&^i{SV)Xn8_2Uz*}bX17~q`>NXARIu)5SRXa?5ONGS zO)E2IOma4RHH#ibsNW;={P|EU`WTS7eoJ$r|EN}pTihw31>vz^YRY;WWnx?#$4w=` z3Vga!mt>=jAE9yq8DhmIqAeWhKph9!j&`8jUALo6XwiVJVh~i7Qio(-?9?0A+UcgI z)Z#JfC#g)xkdo`*^4;HdG0x?Cu5W{oJLy()K>@4p{*vN7yZJ!3mmZcemwnpogY9;1 za#Q*r3FuIjtHY+4yVFKS0Y3oYXodYWao9%_is~ZmLPCCIroe5yEi8J*;w895v0)sL z!5J(Xi)AE>i{Ma-H9FI=l#0u##jH796SO@Q@UhilaJ2p#lwJwf!mwG0r(y8~4!nQ;) z$O?mavse7QlM3YC4|H*13yIC|{U*H_rbKR|9kkV|amn%Ft*#Wp)u@PZWl=9A1W(Rx zk%IYHw6_{?NaEVtS4RzP6c{Y-_eNyy|Mu-XCoh&XjR6hy(x=@Sk~YfDi{~Th)|s0b z7n|FcD=IHN2(x$hERIw1xAbYyu|aFIsLspk3vlX7)TsG7UrC6L2r9q|SrF6`D$d2` z#@iX~MD7a(ubpDfU0jdO1Nxw-Q@fFnQbCWlCyI0+oUti3&_pA`F}#y>3%J)+D3U7HDKd+Si29_Rvb*f zJy`ER@IA; zI(-JTLVS`ioa1ZecW-nVJR17r%1AhDLqKKPfj?ZvnS2_aaz5h-B@hb5eK zw7JU_RFlUntAUI`F~MO{+Dw{mSao?ba)qEIX}0veiB_wG;g8o276B*rrclCdyzl|K z65gCmffua3D-pWc30v3L#g~{FuJZa{#Jf_0CbYS@hVq4BZXStZk!n=lp(F>vhiPF3 z#~+h0iEwj0`g+-}h~THa=BW%mX%Qy!x^$xZ^vnpuSim4`h2>)X<7{jwpQ;5ykR67i z00)Z#KY$u9STRG8tNm|qU~ZJirq1jgRH&&lZ9dfabW{Z6*@3?ym)B{QQM!Uq45BJd z<&ytSO0H0-ORY1SZ~B~Eq@PpfeEILs&8 zr7+{6xFYn|kV;YnfxCJOvxKzu<;ELq#YooN^77%Pe`du9y|{mJlGYHKjb|N|&)5Q{ zB9VuFzidn(j-9$*>m^Y z5y{^*fW~QH^j^PtE$8s6I*crDN2bf&SE*;0_Q>h>t+n{5DI52E*LKk#G*78|u_)+S z+sMan2Ko#`-AKGi;x*NEpI@)iC?!6BRfSjwa9uNfQ2qgE60z24gSTNkvm(h6MgF<^ z$`_?XLZCP&pqFnJot}az3~Eswdia1FQV= z8(}HmT=4k+Z6MbN<-42iJ4<6k-nI@ zJCUfRROmvT0JBv_SUpGY8e5OHGYV zntO=p!_07>C;14TIC9#;N1vm!c~a9T1YU=Y5V6gR`{$#h>`7panQKL<%c4J<(@x=G zLMh&TJwagP_-txLmv$8)+4?gjH4&##zTIX%^Tp{zGquu~`-DY$*of>P2ou~`wC>j1 z%2$-u+_=MPPuWiw>YJa0Kuu@Y8UIx1mx9ndv5^{pg2=A#iqb`m5w!(n{b8Nm^Pg>Y zQds~)kMI#Quq9u5d0)=h9)V$e=F`yW1+5st;$kaGr+KcFLx^J~l?|>K0qv0z4oUb* zC=@54EXq~om^pbvqX-q9hSKOB-Ue3SgDyYmg+OWGdllNQO$gj9gv!%KB+JYa;toKi z$fcnre3oJWbJ&Glox%Nn?3`W$$n;m$Bk2_gWnU3R7phs3=X^5jj<8fnW9+ac?@4t||w6>4}Bd17g_zKeYw{Q&h`GQ6-9t-L~_L$mN}$NE9oB$o`W(HFBYFMr8=g zmj0({VdHT*{qDCpRhCp7k3e}^z98J5^hJg3Gs%654L;oEH5kpb1Kn##!(^jIhI-2a zcG5zSlkHbde%cG~xbk&=S6|tjFb`$aB;u;+=(mDP%ACfj#i~TY2TF5dl6r?7gk!*ia7ER}& z1t~x$DiGE?Naa86U!kXx-$pS%5l^GnP-*vzd^4BWBLWui+JI91x-xTu{51|l zkb}!kFfwANB>NI?2AxkD>crl8c86d7; z9QyFmey)$+39AUfbDsd0dCY%G!l>2|AGb#keoLyMueB%dj=&ux~*-m z@OPc4HuVJ5ZuC^01DeIX$KQ3ECvRmHD(-7ZyDTT#+mv^oc{Qm!jtB0Xyx?Mn5OE{u zc)1YEkr@Q$*g4P8H@T@=5+?0{AOBwD_Y@q+g3$oHNWVhJy34^4TN|?cu$&u;Y5LM5 zEu9ssP&$*n_m`> z*Lt_nQ7=WSY)WfHRaCRT{xD8vDX<9>f59H9GP=kQpKZ|LCZ zaGjrEy75T1Erb-8Y|oy#w>}_8rY(+}fe{)4UwHyVw7am3m)Adevr3YQFGB|@{DEp~ z;lc;X;MM=^t|-rOZR_~h^HAwSTx5T&z=Q_|&Zb^u_qdbFzjM>5y;>A{J^}Yt9<^v% zt{Nd#7NpYYER~;s8J8_E=j@=O*er|>y>Um=V5DGHu?BuSyGNp%Lu?9#^2H)qCbn=X zO$vpS3nE+G^s`!C)z(`#j88E$_Pf~lecSmN3i^v>w;vv{9rzHdc*@86e4*-HrSM%Q zpDZlYB};N2T0UE4&F$+@ysz0cyAjHJdrYkmRvCfT!XW!*8%j4<8j4ViHC4(RnU$%K zfxh}^?{{C;<6+tpVKN*8Jq1)yQLrPR<2R#bVE_y<3m>t`W^=HmjLbZ4^3@CM-h`H) zvL}nH_Wq0#_K0y5TO;)pH`D4?g#$EzP0E}CyMXeY5$L-LDrFiJ!PpH~n3UeF1%vJ% zTX{|Ck>Ukry}^N$D;O@H3A7SuZKoB~ip=GkNS_guaH4LU8Qr`AVbl*EOsfvq(dD`( zEoFOAYc3bV5PJAMf#o2O&J@NPi$K2`dRHL7J|aEwm3&?IM*C_wNap&Os&$zf#Fhnw z#g-dgB&aV~zTtQEl=QYYNcOMUmOJA|BhswiEqMuqA=($&UKbgwjju#fl1_-Z!h?oK zAkl(hE9psuTFvWl3v(a6Mwu9BfH{WnS1k+%X(6XkYeO|z)&#fFeZpu$^4V7ZohxM- znww2}iydkzpb=a+nX)Aos6zb6 zXUz|TY{F6Nl_UWlo}=1`gTfXHrXhf@-b{7XpiPNJWWeC0;0<*RI!aw)1W+>>^?&}9 zD<_!JQd1c%eIGYgw9yGf6ly-ezi3llWj7Pf0k;xlMQc@4gEX+w(k<6$63>4iPZNkz@&=;XS8DKzth?!TXF*>k_|R` zEL7&GXel-$Bs?Tl;Zb?QjEHn?Mgz$^LabfD9m&{WYpb6b%sMJ%IFm zC?>cg{mZ9VvgYW&UDtk%^XDU2D2$&}Fr^rA+eiG3Mh9{+h4D#=j|tsq|Nc1Y7m8}D zgh)$N&RUX;|2z=ls!wU9LhGgt>c+b_pIc45R4|81A9)w%tL2b`I_y)n_t>CY_7$cX3KDQ1vFOL!j`f-YUn~P4q z{jj4E4l(WucrJA}nT?EMg_wU%|E3a>Tw~=G2$2~3PFP~kpu`H`F_w?&4pg12M10@WIVCa*ZrPYa_1zUWIqZSX+`N60sAi01 z5Y8eVn#ZgSwa?JzvUm^FbHqEHH==W$$RY)LiMf7Y)buwvDSr&obqc@g#k z5UAEW$bqK~xV6Whz&l-V^yhQnn0U$AQ!nzTS_Jlp3V)j^Ct%d_|I%}Yyoq7)S2*uG zjM*H5%PhrR4wA-iR@cjGB%NN+NMWjyPdWn8QQ|q1IX+Og2PObTMo^s)hT@j^qVXS; zYcpt|zeN?k{SduF@O`ZWI|C*~6^|*&*shG%N zM}u2Y!?jECix)RGT)il$hi&>yeaevwjK^Q44pG6YFll?T|4+A3yOnY7+dbz(rM@Nl zAlI8H9AcRMTEq0Mrb$3q^6y=~=_y)O^GV|>q%_Kj_;71~8m1$JSn%Uq2qe;l5$>pM z9y_6tiT)=4NwN8am(DX*jb?+xjyjC-aP%$FqtGpmF!oP5H6WBR^QEWv2qcW?y}fsT zDES~g#?=0c&^0~SF_Lh8aCs2L45HSIe3U;sgbPm9w1j^4+A!d^q3}Qj%+uhWjweCe zXz9U`U00&Bt9|uhbrg?oXeDT>ML<^I*!3~7VfghKE3j`j@ z{4s9a(_xXC7)J{?tHxd-mGsE*~RnX@<&?O{wG7gr3*a#qDIs=1MHkN5|EjF*F*n@=~LyY^Y`U;h~FU zzFYs>lgVX%7&7Yaf+#&knjBX@i6Q7+E5Q9fcmHN#G}0tpLMhdd_Ph9^!|pEQZ*Gzv zO!Dh8u4RYHNu=c72dIVFapc%?AHb4FtNRMTsY!lzUYm!IPfkE}>xoNAnP*qux;)-) zPkHoCzftsBRz%&zvXd5Mfhn#^65X9%Zk z4PY5&X8TT*=4D*yt+$ah`iNqDnRGg{zn8fd?LYb_AcAwjo(-ci{0_va&}P>Al>Xo) z9YUJ@#g&^mZx^aTO8qb9{CP?WnK>nd0SyxDM82;#qwIV;TLfmnOceR$n226DLTWwS z7mOFH4o99^6p+y#gTtlzs7yuLsb^cyeZEtJBk4f0LBLQS)Ok$_p|OrAV9*(Kgc4~& zgRD$41QIg&2QXjAt#BGT)0~H*gDZ+@PDMr(?qB1A&z0?;{}L0{Cbag|3y$st#J%RR zGFnt;5RfAkCm2PiBAYw$Sfw?w2zCOwv)7)LQwKv*(cD#6NHhY0ae7Iwh&|jY7(AN5Lu0}QiA6U z$Z1BR(EYIxyY#*lA-FAn*-Z1`VuA;**yq7`+bQ~GW{OU{M9|K=l~Rdb%7u~=j=?k+ z(WHAuj5-YRsbIIektM9l#i*)c%>6|iApKd!A6@z?5SQ33h1963DYJTFozH$}T^egQMc0Ru7M zovY62bM8(K6nvJIV3XLS|4Ws_76;|$s4nDZyS#OFoAjG}PX}Sx_$g;iK*L06qJ-G; zx28aw25l|SiHH4;N>fT<>2^1!7EJ{0eN7X%VwiSAoR~0Hy(k08TPs8{JEjNG9J6uO z$X1tLdL6$OaAFivBUPdYVTM)-y&a$chS4Lzcp~xulF`0mwD8pyzyZQDngk81k#GH? zoL-unJd>HlYjXzqjRmSdYTbX6`?NnL)JMb$!Ui!;r<6SGUCw--(n4uEpHP_uAs=nF zGg`45IP-Il9Dewwo^;Jl_FP1ru>9(sW++=72A3e9GVzs1azz_?*^}Od#># z6MEEEN}ChJ^DMgk&RGNRMdC#u=r8|%u!21tGMb%9A>(ypb8qr$ zgM#U(+JJ!hGPfiCF?$TxC%k5`lde!`TH+w31>`5cgX!|RFb^78iLWj7l}G}H36B(? z%7^t}dzj)f*I3MNsV}nUtv&31mYL4d-_<1C&%P>w%uo}GQXp--QUVGPH)%AVZb-1fepmkbC+Kw)vWax-HKJMa) zCmK^ENVu+yD^`M9MZkmn_G%pf7UE!N{>z9~HEHD6FU_-@M|F{L|4h6$0^^$Pi!L7m z@(-=*3Juq@LjnZk-M7VrURqs*x5?E@rwZio*|Q!csz3uMKZh_!gKOyiZRJa%KiiC7 zzdM^hS#$BV6K2#FvW`{$MJ|-1^`Ke+1DXN2t#-k!ovY7T*m@Ew;>l`O`N%@7dqLB^ z4CQ6Y22G3_;%*6L9owwJa;l=cD5s)Zc2HF2C8L|m5i__j&;W~DGA;2dO`fPH>e(@l z1F$F+PpHf$fD8Kn*=UWIjheQud>2G2N%tQSKcWiMJLlD@zn5cR7cx9R0$ED*B&GhI zI}`3h7^*zowH7wlL*D^{-rVeo0*~9FBF%pFxrV3iI5dR!E&vs>4~{hMw06|Qb|1_1 zcq1KcJ_Qwc&>d4QVp`SHxV*AfZ@2EK_tsEJBTWITp!tKgaFSj5gVDOmStG-Ejuc7M zto&Pb`{v@!E*AJ)oEz@qk3J&XiJZ&mv8R0@S?7K8vXkGShFfy-=XoY+kZGkp;!EsVQYUFUo){G zbIvuhh%C*Qz=SCQU!!mz36kpZ|K)b-W2BzpElE0YfnO!2(3jTtvN&@IgS5S%01jc~ zIlD*;6OVtC+7kQ(*s2ieNqa%=+Jfoyt+GHUqywks5q|46`;;bL)zP3l zU6r4D#kd)>2&akKRWhra68$=kK*MWd&V+Bn-2{DR$Zj6j+3lF2th2nXznR27)du;v zy9Icaqcux)$NmzlI%u-rB-iT$L7L~S3DV){_qzDGdN1oWWxTfB8sj`3%vB0UtQ}6~ zkQ?b^fI!7ZnH){aO~;NE7e{pqUQ(kvSxv_b(+u81aU(~P?u2c|Yy*kX8WL}I!EWR3 zV^(LY2f&1jI~@D@Fm2AfNkXIr@xzx z;HARCTLi&ypdRx47Q7Zvu7_?@ErdeTU08H#go-Ha6%olhul!TA;vbG51AB@xT>=tA zLgx!VfHB}9+mV<8fgK*daDoVUaKA3;vH0{GNh|RZRGT{;34wE+l_X2o7%yrL*Zhl@ z6`0&mt%Q&in(>|lzA*|qD-n8{%K|@--9n+nNW5$8!Njz>oS(v9zS-x2je*w0!ya%w zaXXsd8mExd*Vb(x&^G66~^iUr1u^U1? z-)l^HRAxoom&(#poC4`UOTd?#jlB?rnHZXp%YUD^8`J0EfL2Qp2Sd^XRof`8u`VCn zLAQQ)s7_TBQZSx!s%7uPU5;>S*za}7 zh#Q#EI>?o`m#2IU2U1y8#H!Nsy!matYeZOIWV(fGlDwp1& zB(6_IK^p{#z<=I0qeX%`U&i_Q{u1neI;sz5qI7MSln&pSx3PwnVskG#El-?{$04J_ ze64?{d{9u)dG7&#=^c}s_Shkt;vRUY`N{eHKhFwU5T;djUgMXEc9&OUl&yjP>40}1 zH}XIo$rcpDNC0((RdEZX9ND7JDTzi!Xz{MWuTT0d6=>3%lfC%sZC7vG>x%`3`WbX8 z>7~)|pixo<_pSMZ?iOeF#bEDnrtLJ^MEbzSEpxwmq7wREKCn$v1=s?Lr4;FS;VLvx z5-4RJqTUnWvf^+A64H&D8$j4MV{x)l)N1n_z~6wie=@MpZb5ov>jk-y03Pr!%)=^- ze-bOkLoj6nP*9Da|ITsfLDE6QR}C=+vF*w@d$ArHEuuQQlJ0r?O2eVQg&^>lBr0#J zL`7$84HDVUaW!e3Do!_ZS{!D)0cU)YBgXiK`Q~?Jl0bt;H20^Fr8hMSc z1F!?v49#1+&)` z;7UGOUWsItT@}d#wHxN9`I;vg+}LcSrNB+|bu6WCx(13+A_S%Bm2Z@6XD4~5KUW<* zY0MQk<0|DSHm99u-aTr_qtg67N8gYgOaGta4W}dd1nuSlH)1RjnS+C%!60%~Tl(bv`QHXHf-m~m z=HNx>(x;jKhfGfmwATJWuoy!aXo58VQojnxl+wiXoCy5JO%d|T-Ss9 z7|eeny%a}QhN>K!5^X!!V3r_izi5&oEv@oMNt|;~jgdi*NZBYyf00S*r95r{c~K*8 zDSaml!3a(TguiE#zF9^(#n{JBX=dhi5PQ2RG_)>!$sa-j{F1lwb@fdW(DWfvPaCWG zRx#7XVmlEiP|RO`EaK2ffX$9VwY>9A+d=c?jny>a)W9_N9+0W3ES{?g8F!Al6yUKu zUn(6W*H@_eqb?zLjZz0oEo=0m)yJn>YAt#??7sKIf1~F{X54RR$v^%X9xbqo!cEPj zKn~yS_Mvvn*Gis`C2yUf0l75C_ka)T-dTUrq`2!)e3OO1BJ~XHJVn`4a#@pJ8beK> z{se@s2`^qw@H4Z}qSfS$@d`s=BLW74}6=FOiv z5q({}2eD8##L+Xi@kvzo7LW?^npwT$LRvlrL115j$kxf>n|grLokE5PNi-L(EZ(>I zMxyeVXP!~=BhxY2G1>;W(D1&aAYC`b5iFzC))1y5c71tqYRX{-aGGn?2U=gQAg($J z0J+vB_opu;9x9&oR!*4LuI#ef|Ebg!?bI^!)I7xep;`1? z4R*;^)RsK`aH|rHT{O{{y+pZE4N;4tp~^czWYBK2QerZWN=h5}PU#nRM=rty7Wv|N z_#4Onn^3tRjemN%6k7S{+rr#y=S%gz0q+21&6A~c>ulqM>{+1*lZb#_89qKl<*H)N zdAAAjdxKlV^{p(Ze)}lw=cp}ciM;*ezgFjgr-bS8@_9;2ow4Lwb$t~bvOpZ0pwg0Y zC_~*dWEDwk&klU(9O4Na9?6&$l~y2TXNQo&cj^r;@sz!Uue^R@Sl{l~$@@0M|2%qI zWa4w1e!B{p6>St(u?(SUX0|`hmCFv*8|tCU_94d%0)Z~)Fgb#vVl`>CUVw}?6FZWZ zd#L9|A3Q`$W_yi5JvBom=g)VnrV5k&$6#I+k8In^xMekKZj76+VV?LoQIQ`ye z!<`f*p+Qo-iy7po{u_8EuC=W31fUrBZh6AvBDF!UHy%gzz)KtOaP{y14v==51fI+M zJb;1cE%-4)3F;o}j`}~p2Bj-_jhJS*i6H67LzkOwdx5lmuGM6}#;{V~U!Ig21_l`K zCi=p^hzR3fGG^I4`?P<%9?7OL7Fg9-E!bruF0nxIKA!CA@x*aqBY5Dj(3r%S-s7enyK}* zVDcv~zkfI~z`baf=vH?aG++M=9$JTchvtNm5i+9&+t?5glGL85HU;eOCuXYD(30~g zuGpw$Q`dG#5>E7bnAu*&py7qRUxP$xe4rgYBN;Xt-H~ju;myoJc%c$3Nplr9#YF-agJeiK|eq%TG{A& z>82#+1Cx}9%`bIDHea>$@7^UBhZ}xjxi4WXNYG;Lacj|)P3@qml`j)iqD)hd?A4lu zkZ}4`a`B}vqq{fuaj6rsvw!_2q%W#VtiviBO~oUFF#`R`TSP_$_7KWW-c2qUfE0GU zVW>6m1X%+g3KZ7*;1u30mqsD=yYF2cPI}0F+QuCI+_f&&b<279WUi2wg}fCxgu;v- zVAmLSh#Qe}bUryZ1jcEe4y3JjEu$t#3|IRZI*&MGFI@c%Y{Md=A@}ej^hoZq(5QKG{h} zu}e;0B8&kXUp{`MenSYNbyw8R#a=eNYTX;Q^XZIL!yafR6n5WRWX3Bf_DOJ5?2dJ? zUOcans`ozt6m1U%=@6_l(c`mcDk2S0@H&VQ=!Utu=o$~Yi|0io(%RbF`x!GV6T#K@ z*GEV&DfARwD7Fe|$%ZHu2K|CjGh{qcpQX~0Tj=+kB3TLyE&Hqrwp8gRS#39*#`7nM zE81APDnlGIGR~EnyA8}pdM z&oqFE2cRPB6K!MV@zhVADsQj@kzO}s?14Okov=pY_{Xp(lT#ou8JhqAz{nt>B?DHp zrHU9BqJ6_WZ&xO*8VsT=m^b)ll86h0XG9X`H-0b>dj-fZn|@gYMg-zpn=zS6Ye>{n zFH6j|(4eQUp=8&8HWmE}QE_gp7_q33as~kIIBO+L+;1>ec)LHoF z^oy*)^mw4+W8|cK6lBDzhgtTf74PkRNZ$kSSj#-DPB>NXV*D}sEKzhUU@JKrLk$f> zN9YG8Hlc)*jkN{vf?$dFjyM0B>+S|!yn0Y)49h2 zGIh#GY>b46(c59@9%HBJJ>9nt+Lq$44cX3syHeGZWV7BiL=W zx-||`;b=--l!HJ}W^ZL-O@XyaS0V^@a=IwXo`d;+I1kMu=kM$(8|V( zzFAX!h1t!=TAvx@lag=eG=&?~t|&=;QHz{(J^Nv~_P!WHWZ3&4aOMOWe9Rho8dKEt zvWDFA!ckwM{rmR{+=Se84dxrP2+Sbr%8&g=%~?Jh-Fq#8Hc6)=VkEE;D$&R( z-o%9MrqzUN4K4AU(`tI^-{*P+QD^$kTvMQ@cPn!)f%@6Ih#PIL+ydSTcPf$ifL|7h zTt=fSGdU|i!_)LB?QwI;D;tZS9L?2p#~OImQW<-M3n4mn2aZ|Y44S-5St$?RWPkv% z%1_aBOaADtLru<)R%@)t8bn>~(vCjH5F7a&Tx--@BBnJpl+GpX?3Ja$ff$`={-bsz2+;IE7Lou87D)HRpbXIOy|%DY`D z)D|CJ%_5vADoxI3^bsA;$J5X`SA%0}SGeH@HwMvPHLNM6>rVWYDzJt({Yd3- z9M_yJvM1p8E0U^=ePVP5AuvgbtPw3vZ5_z0pMuN4q61#FNghLa+e$gQ?h|{9{PZ4D z6wAT=+A`EIk-o5fce@*62}~#KgU#y*;hNWH4?S|BH!xu2M%MXQ15AL89O?OcMyXOo zgnwQ_jh0_f&!XE~t_aV(u=<@jYHB-1v|B4)p zR3Ye65kLpL=6q5mn#O(_i+^vq?r&s*LR@i4b4w}3`OdtJ*>-L;EJ}y2gby`Q9?0kI zjqPSA{NO~jk^oQBFW7;6o)q-X@t>%9_y6SkT6s`vS5M}KA{1{>H2rpVmnd5c$79fY z)A&X>=(buXuj^qEZ6dhhu=?|l(yfVzvx4ys+tn#KgM;OcK^#J#c>mNUrE|rN)cWvg z_Q{VuGU0chvwmbVD=R4{murF`0gTqKjKj5lnZN>MssfF-n3Ll8fxex$8NMMZb_Gzz*gD=hWc)8UxpW`n zm12L!LV?wY`SbZ3O`vc0^b37iFW&;84Ej4A9W~*cZA<lxb4WaflQ zQB96TJs#UQf5AMwb3QRAM3@RZr@eoUTOjF4rcqWWV}P{$8&gAh`OXYjL{J5$65bwKvw@U-VLl5rKThyXxxwo*h#IDUg^t+Y|u-l?s%b@o|7v(v~S#4%F%yp`|v*2z};qo7D5vF;*?oGYin&2VZ zH3clEI>W~4#xwtzI(`*yTm6kYG_-NMRnHy8M&470CH`Wu=}zHxQB3943h2+vj7kiX z%xUZlWJYkhWESr8@fp0j~sTr)7nnW{?)&%w`q)|Ipx)J$|H$hs6CuW#L2Qcf8<<)Uc*Ticw! zV`It5F(iv)=jjaqJ%%6a{O=S~MQe9}GrWLRzR>H8AI+GkOpKi2$uEEI?piX!G{O-x zKo)JWc{mYkgffAf+xsFuDkaIg=WJDY2xLXSM$6Oj_>qa}s${UKm zk-CA8pO;<^latipbVu3c4gw~8jH5n0%g)x%4CDYe&=*M1_jR}bB2}b9xiQy#&c*73 z`d|qHvw$K|Q`D z8QEFsm0xct6Ykvx)k{C|t?0&e1PpM5eyajd)9$i5A8mLmbMMG)u&CzmgI2czcpjmB zQyV{~jcsc5w9kRL@I*^|OF7pZokuLKMEV~H8j;73ny@&d1#u2wRp|Jnte4$-%A4>3 z+%J1EupR7!QEw@kxhH2D_OAZR$|AqVuZ&5fN(>zCmHf%3SR(*|D4_A~)=b)b<|CP| zmS8nP8GUG$@NPUPIb#5W7XN|StTns92(<`rI5*wX;TD9tf}(IK;4wx5tgMoPA5;%q zc%7)nT*5oRfe*3buf%GkrQJut%383$WQc5wKZV7_gS;`ZuG{ww<6oIZr~1%Ti>%uB zC$qI{=OsA=X0zz^A)nCuq*c1cZ3i#Xb%=z?;CHn=wZ^Y+oj!U=QhMPrs(`z1{Zh>6 zztcomcjI3|DwB5p&w2f#goewla(%M`=%i}c+F#4^I{frxgEPB}k!6MScrNT*vaNAR zDo!-;u(e#g?6QZ=qtAf#JX3q*b0lUaHk<^>QLa)T=@-{CEUO%{t>Tsd6lx83O$&I$ zO0n|Hj0(Axy4wQgOX(y+K`_=k1W5|qZ%$Gu3@6f_--);1!48pJ%FuTtMHh7P;DaQC zmggK#`ZqE79*}e_-qvkERx{>nkF+#~nF>}?&@567+I?bs{1(O*k`%nVj^<%961pET znf0!oyMHrzwRI+MS4b*X3@d<9J14noloj(m&Q%rAmWw51Yve33Bi+IUl1qZ@I{Gt+%kVGxMlE@a+lnKAj*U^>* z6(t4ljrYn7`5M44urZkv4GgeW>SGAO>%-b#(; z*s5`}S%w8ugn})ufo>FeGd}`(2rYXf2H6`1jIpn2#~*`BBz&t+0Vr`^_Wv1aNZyba z3JbFKPYujiiXC1S&;bW~!k<*AbAAc~V}(8|(L7h_!yQ?EmUuM0n%18E0879!ij4^`HvQz?LDsGxJFhakF2HJ?Zn zld60%^0|_L)kP-$(Z?MbmC_^*2!r9qUw*c{RD|1ea32%PYeOA@`;!Ym)ct}k*fXum zy;bWuj}5^9Pry|cI)fzZnXrdt4cUM4tO_<6FWW6yoNqS|tfccQsJiKWHHK4&TzBBs zqbHMHd<CUrs2Q-Yj))W1=??QxMRpXt&MsfV&4i>y4Tj%7&=oFcnz)49*e=d zUs0ZK|6;p^FJshtk?7E2MkAm~``U32`$LIT9|Ol1N(i#^Y-iSua~Kwb$W7GfIb67) ziXQ`^{gWzS7tJ2$kec&TvCIsc(4gvp_x}x2ssYD#luV!SK{_Ok6y|KOoc{8avCmPa zXMNe;2M!orhIK|)Ct($k5|$&gx;mzHkWMKx3{{`M&a*NDui4u40P(=;N_kjndZiEN zU|0i)kx$N(slH2`fyir?``R2?PzGIOIvWj69U-#))07 zk1)`Yq>#x*>Itp?GGcP!m{`+a?-xy^#*S|*lWL08Z53a>>75hPFfd|3`ma1B3gmiu z&POZQL#>*~yuVEoD3z$*N(WMP*zmU6N&NK;?}d+BO^8ILk|VX`!Mn2&poKxb z^&3S@g$2Ouj9rV3ej`R!4Lo%G?33&i)Ck!te=O-@UiGh0&kTVtq&pokJ$~a1cjfpo zfys_P;5FpzS{%g&x*wKt#t~+y5OXspw%3H={-5;F*xkFtqsCFll4n;k zwcQ`RJsz*hrOn^U%n=a$9_ksY;U5JP7jx9aS5~3@_2@!Y$L$Qdt`ktEGpTBzWh>LE zb!$H5{7@^UeK&x~K)4Opz&7vxo;VCFK};ltM4*kBNVKn|E&)z^8ovDw=7n=sPz<(U zt%3Cck7M)r@K<3K4nzuJju18IsrUe_x;L!y`Xq-@cs0n~UZo_WBJzGlZ{~7?m-rT* z>~m;WPl(@wfnQ<=WbVuf2;y7N!bJ1DT8=!F)2(bRiAp~;fdN)R2&4FV1OhGb>puK6 zfwgmu68;Zobj=_|k#vjmq&Sk0{h%%mN`0QQC6a zdl&fsJgpcry{#i^=r2w`mOcuRfhHSP3`EhM3tRS02s8G#2D5#3B>v)WV@SK2dz@q> zA|<ibm~g1aR?fD!|Ix5vSA0fu{ocKMLuCc)%XC+`QHSf@w^W~sZb=S= z(xA5IR^mEI&8lnQ$8~5S8rxe4kY|}G&lOm4nsECZO0wSOzGca84O<`>T`#g-+eaI# z+aBF*vORe=6Af>rtqfe~xX^-xpgZQ^4%pg++T$*QaPWP=r&SR?h3XzR6Grt0Sc0t` z=c^ljGtklgrp^#+Ik!8Spi~(-5N7k^XxSCjl<;Kr>=p|2WNdLP?(8*n+{kxjjyj%x zIL}gcYqq?wfhWv|_&JZQwy_5MTy?Z$a?K7zNu_*cJvK`!9`Jqr75^-eC8IXR6>uXA zT&amx7#^wY_>0HVUpp#{8i|4RB8tMPt?#R~I0ZvP;*x87DfT?^q2#kHEtUXV;aSZY zFZszC(K5&C^nhX&FSGb|`>Kyc(eF-~kOCW}4ZYPLSX(jtaOAv;y892^`k3f5a!aqd zCPBA&vnhvHa6<*go%npD`ZaG8ZGrq9;Q8lXB-mvyZwK5fi=42cHhd6xGW z3NB1?b<@>8`{YH%sn-Sgk-qybUpWw8@PB9VHNf`G(mZn1t=Vi6BQ9k-(qSg7;K?@g z15-YoWgGbI3c&j&1+m5z0!k0Z#phWE*{04?aM4Oj|COYQi9LpW4Lx~$T>3Y8-|$0G z+FmkduY~*20@}GahhBCa0@Fr~!N!ci{ifo=GM=S`coPm-Fq3!_87vVO>BJOK?iX8; z+d=@_fP5b#$9&BQM{f%8#3ebx96wkSBhJ!B%+|;UdqmR7YHWA2%tAwe#QOgNX*juB zS}`T)k-_0#Z*0g~a3VG@uGhRY*psYnNOghobAX>XhS1bYCM$c~C)hXqdaV^Ysa0`? z*;fv7^WpUSKv7nphly=&D(}K$+3(yfpx0YQ@+WpPKF(O6I!UdLeEQ}RM(;8PfVy!) z1VAI?tnj)a*c~zbWh9sdPihx#{#~B;&ZXcwH6{z@zdKa=Ubr^sciG{>2u1R!51!~}2q;;02#f7TM6p2wb^%Uz_SYK{F!eh^)u=1xHdAJ$RQe^>}~ zk7Is`8;Lakba>`nc&)qxG(;^R$Yhycc}WHP)@WF7t#fi*<%vh0y&6CiH)Lv%Oj!6! zT*W-4g#=|8;A%BXddvyfy8WYbqNlpD%k1XGcdXf`uT5Hd=e7a;|q;ofTxIf>l5 z;J=VjF0h@7=p3Wve!yi%M0740I|%9Qf+Q|gA)TUt!&wV@>vGcd zH0ZJmk)uc>v_v<-8y`eJXGF-LrZ}=0Xz7n}c#&Gt)TJRQ9WMSuGz-zRJ;CE@5Xmw_ zT}#l@+wUAnp-N1+j~>Fh6W_XfPj_CLr7#~jlrdQX;twbA4oc2Eazd)?8V6I$!ABV} z4R8Dl+-jpM#qV1j*e^s)gPvq%2ac@HwY?)5wi2$&RU>QwVl7*F8IDKxCp^SovNdUG zqb_%ksDhV$Gcn+2=?sPjG(Irac2_Z{OI$6YQIgtLrfqG1-pl|oK+eBY_|vM4RgG4~ z)_fA}Go-2P=mw30zG3(22iNq8VaA8ae8|Lmc3=$vm8i91PAgKxalq&gvgiJA>e@tx zRSChYJnw8qt1WnYerrBj=+seTpl3pFosrRv%-sCo4ExD~Fl&pNb*oGU9agNr;^M6a zscaS~(i%5_VY1xt+j|Jhz!g2d=0t8eIV{N7Y&J9jr7m|@2Yp-m@%?tIJ{JhTY*6C# zaP3ud#eG6J#+4oSTkV z%d|jTMZ8N;9_CD$(5GKU@!ZaKR9Xh{C*bCqSiU;3eESq=iAc2*PaIH-w$v4-SGrt` zhF_QjEL;X^01#KXE{-JNt4}oPCMOabQmT#QRZ{ec-1j7P3jP2r$h;g?(s86`^MW4i z{@p`CtDG?q@~PB&jj#M^_#+`ohvG^9P4#x@KKN8mjORO|lEV3^zAUT#FnkhQA=(<{ zm|!hxP|A@syRoqv6I}BM9*+ZvydFHa)1UtOH%Oym`I$JCV?TUrOIbCO*|^GOpkEeDB(B_vj^SFaA4U#w|k zljEN~&Vb=0`ah*n@-!4zZu?a8eCnId1X?Y6%Qq>gFTF98m-QX-VlX;UqMWbVXqIg?;vg4l6^g zY<-7DUoG%7$jHn7n(e*3^&22E0R|8KH+tg&$CuR3aUb4!*S&sUy3J#|9Wm1(CytOK z=l>L>soUJP^MBHyrBYi6lfKvKn8s_s1Ix#}VyVHU@0=DITmv85rfg&tQ-zNyStz$ zDWrj!j=Ua+3CVfA)#VD&kXK~Q ze&-q#*juJI4@bMoRUKtLRMrvHvl4%FHc*vfNETpq0*Vi+>*}~GEy@{>-e~V=ww~w= zTs9Q}zQM|Mb3e{+w?E}9r29-^UGPhK)RB+7Xa|V_df_{Y-yGjm4)q<=J>?ZQUP0&r zJVBV2{zoClwCdm9^-dj+l-!GLoXhxo;c<=tpKOvVZUmyPvW>$T2i(7dL3h8YG&U3$ ztyHe&JeaKhNQ)D1>IWcDMY`D>2Nd2hY-T@3i6L{HjuQlPk}MqHG-mhhw^0SnfFoPZ z*$5&(bBBAf8aWLvY{J`!S|G9*0vS?Xh-iD}AoYTpjqzNg#kz8jyx@Gm5-m?Zw=NSl zb5)E+o*R)rAGVH|IJqEJ`c4N+JGzBAt=zrFgSmUVZLrm~yc47)8pL4Ct3;VDMU2=z zvoDv(0z%~Uzj25i1S0;%vn_Z`*KnBPA#5kace0hPH|Ho==y`Lqm0}{76k;h0yO1lx zt$WpC`HtG(lOCd*oH`0rXk*w(Jh&lHwxBEPMt}*Mc{;%M#y-xSSH0a#aU{tCv+bG` z#kU?@ALr;38Gr(hrz(>=RO2in!S5(9#iM)LYWrxxHZ&2Y$Tsl0t8~K@mUgPa9@Yn; zx2-_eo>DTY+&qALW8=aM5^RMgib?&t38`H%F^_BHHgwb<-~UN3n@2+ItB!b2`WoBB zmN@=VA!gvD5#U}QlsN4@}ymeG1s>AU?lO9=vz>Z$N z3N;s4@+Sk1e}|k?ofF^Y76{^%BR%wEpWQrAaQRY=(x-oYTn%mvlJfa3vlTRS5!cX zOkgH}5VSJO%7E5|5L@vbu1O6^V&eIa%D>sPB`VFgkTvHvEcZZd?1uBMxt(*458h2R$P%( zXc+VYPLLYjdj@&HnYqaR6JJC3CHfbxu6|`+*&sE%xcO0b@c-_-hmv^oZafu!Dw85P zIWOr_#w1q-r*mWF94?jU>va9(%^3%`RzK$2I-8NEoa+Z$KW!+ncV%+K(O1&G`Hyc| zG)fih%)?Ye;@q5hSa;Aw$9x)lwLIDcPN zsg0#}k23+UL9BX8>2q;IuV|0eI6^|@XrI;;+2pg5(+j`Ilzkk@+xm(Ve|oWK5+Nal z9}O&Li>b`bZ3x6^?bo+<-%impqSr|+(fN)x=F8ib4vPtto!PnlnR2Mj=Q?5t0=lC| z-t+LtDA98!(9!VCJ?DqCg#7`5ezl6*{n0%X=;%3t1=GF1V zVyBYGN_NKC7d`Un@tvbmB*O;qw?}*Hw-_Tt5J=BZ-CEdigy<@~bq!>U=LcCGvAweN0 z_(v#2yUs4PTZ+@^OAx~xGCkd_tLYF}PI#DiuCG!`O)bi@gd70670W+nlF30|xHiM|>l=4+8%c<%m%b+1gV>iUJ_{Ip` z9&}o3GOZ4X*aM3E@?owb7R@X$7a0sIERpTG^qHaN(HTQ~C*t^Wr4kf(3l)y{R?*wl zY9Wy+EOSx|$n(E-Q&ohV0m)gQJGp}z>lR`-xnB~tHzkTm`1_M?`l5k>BvIDSIp^Zt zW~4iL^<~HsjNWtMB}8dVpyQN?Z*A%}c~ElJ=QO^3gTRcCzN+Y>4P9j{zJGq4t;zn_ zhKe{FxIiBm4?==z^DPyTmzKL%a%$D@4h0sXli@>ALRa)#nPjH?n6v$aDtM`;ciFm% zv(0RmfFE(MbGuxSGG_KaNyiN>En4d%R_-WDogkl3qde5@2|;7~dWb<~LjqS*4f8M# z31K~)&F4`p_RE6eStyzdO*l1GVbGjrHap8IIlwq>um`063LbojY0Jr6|GJuL{OZ<7 zNUJhJrFgA24kZlzUY-9~pPlGwK;i}qhY}=+0c3=la?FWthy4+D-T~kgU9V|oHSX1ESLiuzG;OLATl5U6g%(O%$inA0*MlPp@56L1c?PqTK+D^v3My1u?+shW;s!-h8RH1crmoj5iU}l%Mn`o39&tif z2K{qlH0wAO)NYzlQ|^L1-mR~^1+G_`hhT)I{qbDD%d`|c5b`EP=o84Fk*UaAdC06+C>@r-4(1;REyXvR$3)dX` zG^X4$a=oP9{!%4Dk_9ruC$v)nfH)XDK?6qS%6=1RJ0N_ zkS9ivc{rdLpZ^1mTAUze2a0$kw=;;Jvy*GJ}&aK%VEIU^Itztq>n>_4;H#+ z{LdenHHfv9`*0ZlUEVo7IM)DHK3XN^R2g@+-jhf++FW zbe8N|e-1241;liRLAtSqy-IvEqbDZEL1G~0xaDgXUyohBa+ov-?doMePKbGN9}va4 z0O3D(9F06{&&(9OJ<34>+?kh=A~edJ31^yYXNFw$BF^rICA!6yJZROy9^7wcf1;WlaII#xoXdZ`k>#G)XUnemvEBjc& zuUk}12E7Y|=KehM&@8HNFws?2M9}ZE^{7C;nELv%76DVFoy{Z?W&XV>- z6!FiB^tH>q@YMBlPChg6NF^b-kj^R-Ii>_^AS*6q+m&3s(*8}V3%@(JPZ(AKTU*N- z9E=6*qW+g2_QJ+$K>}AGyf25roOeR5u)Ko`zLYcQ8BBNkAJWr~D zwf8-Cm4a~&xOX)#*8u1K^p|yk_wO&~6d%7nr&<>ej*Z_jcUkuJN(uyOGmimh!E`?_ z0&y&O-xlctduY$8Q<%yV40Oq^-cV!;2w^cXJ1G7E4A7u8L)v zkW{h>T~Gii@hcBaqS5i+`@R(KAG_8WK7I{6um04mnG}o>M7$-kfc+a=&Q&wqq4FN+ zfa@roXe<;{z+GjSXmc)sdn&j%mqygE$#S5bg@^sEl?(^@?jj_fW1)WGBZ?@2KXBHuI?+b@VTNp{ zl+WisWP$#n42qqm3UQ!EN9FXYyzi0a0})?&r1NpGyI{0Qr7xB$oSZ@^O^?vKmPA=T zrSjT4IK01G=2gaJI&-lKm3f5kDBB~Zcpt(kWl;N8E2w=d^`lfdtkl;r$7Kn4GeYP; zh$a-aZ`Jr{ONDkVA>CtYU~h!Iym^x85F$-TU=ItQG3@>a9d+*0^} zrz(#>djQ5-T@}+T%nrkwdeUDuj-^H(5$rM%Dr+k2ef{FCS4S`Yd2BxU&a1_XSBYBIl5I;#S%py=WYq;)+%Yfx3A`0TUC<(~;7Y5^CWq&hT%`Maei}28I3l zCR#iOKYC63ayoF0dP>&Qc?#AChizv~)%4k@_^1^2pCC%=pYZ7Z(1$>C#(sxon{=U( zv^Xmn$v@8=juTR62k<2zm=*=(QKQTwzS?*?QQ?yba~JAo*G$e`47!8jpN!jEerIuY z8)?+l!C}X3RySelT*+?E{diG4maiXEux!(W9-Zi1W6lHEt@;-mIl|tG( z`roI_V$*03B(?%W@5dMdm+GI@n+5du}Bd8CA`S?hGWFCueyYd-Kzy2!!n+J!CJ!=VLk0R7T)GEVSmlx zS$}tFhv!^dXmbH35o#~YuE>>_v6Ka9O2#KdBTnSn~caO6uk9M*v!pP z2|Iprfe=qL`230s-O`qoe;f)pB&;1k%D(5eUQpb7cA#Z8ri7NpbV335C5@ouhQ~Fu?Ur8@fwLmfFci{BhM0cZ_ zDy` zOermym?_&|U+;NshLH%!sI9+dWL@5i^aLL^UgolFl26ipYDLU=SOdhivIrlY4JNGq z68-?@xC*@q=TXJsoJ%`GG;9jJF*&}-X2!r?9<>U602#BuqpY*Ljlw zrxsB%TRO;9^c92YDk1x~!on#3FeT|p!eraIvRGJ<|E@#nznuuuU>V&lF`|qBo@E)q zS}sSvVMLX$YfP3E01zg(HP`Rxrj$N{z5#8DB^aaQ6s{r@g*dSxXn7AW(qgk>Hue$~l$pQwR!Zm0 zIMD9c`*1_6kKCRw+TnWYt|)hj7sZpc%2)fhC^|iA&e56U^&(a>mG**vBrmc?(ZB=$ z4TB$Wdu@0L=_b+a`P@9B_4; zH}z;WNOccS8MAR0ySsh5vm5Y;zvj10wKw}^b22mM9De23xCIJoF;7ME#`5a*Jti*H zvu13@vn%M->9)YriI@ut;=g7kje=%Qk|B+F3Ve@A>Se30U2d~z18gH{&X110In zZcmTzsvNu}+>KyTYGO`AFIw`IyRRhbY?===9d-d|1@iykcBOV8e@L7UiQUFW#a|t9 zHtW##Vs7Q59(+qXp5i&j9ke}LA|$v6-87yiPaV)hswhtsisP!04~**q^CR}*v}_Y9 z18+@>hwhK9`Z5$9{o!!E3Du?sI8hVAhTNFrbL(=!VL8-j0!vAiL@_1{@=Dh8iU?$v zQ9eiXZlAy;XEpn0Oh+;8_B!=`T=ebj7G}$DntA*gaOkpcJ{75rx=f|OiZ4~|mZkSj zX!EG@RX9XS_|!^v?MS-6s1;!H?fR#v^rw_(WWz^{ryUXe6MdvlL#~W z8lo3o`hKZG#JM>r6IlXRL?X5~$GeNH?fEMN_~6#A7PP~J2fz+}sCRKjZ{=oqHvTG+ z7Phh6*r7V5bxfTtgk6l1Cn8i>5`@oevp8Wgu>rCavW%jRKgSbd4CaI$ieJ^EY{i$3 z#Y#}AQM~ra61O@G&Hjz7i+r&Yh27es;Av0ocT9lvLDnZM*x{qeMm$aQlD>(&P&qro6pa)E*E`*k78C*nIoE(;wtpi$ z)$Ny^<4uS(*K;!2w=!Mk$BM>wS?KFMI)Pj2YUlfr1s>GHizN4l*pOw@G)d%6$Oy(M zUZWuX?8qL0<9#hOgdqYrTE+2i{ol{&V2D4H3X!cgNeT=DK5E!x@u;^czo+_Qa^Q*) z7Orh!>RR)nN-RPlu2;Crt7fM!w(fAFZ+q^UIG&ft^io0UKAw((MOMJl>Jw4++EjKc zOv|LoP|WS%_lVWlC<3lOVN{Z=gSu%h6n}b1eZhaaIo5PlgI}-&pEtEY{ojC0$oL>F zEnivO*Ja3+LLNO_P2N}_WW>1ed+L`1B8nRwj2?t$JY=W7hB7d%pcW|NsBYa-(ltl=W*yWY-qK78dc@k&qb{u3o zrZ_|YQ&^x90pzs4cBVyMXwwbtZ+MlsWiNtLL~NVH7;&Q$H6(osz3idVhF*(CO&d6& zrg&BoCB<;FCnc1^2c++XC-|`b&JqxF#i{w%f^QLikiG`u?$wzn#4U*H%rnYJwdcSX& zBgk0?;XJB`$v2tEZUp7KInQ(7WB>VzplQhXqb$Q_O*W?6I~=zcWcHvd7raC%yRWYN zJi1ofNc5!17@Wrkv-$F6Pz1AK%_qyBAeBb5L$xZ43`!gyPbiot!Wp+MA7&PUiJF5d zpC2QFfl2ftmhExj*|}Iu?dZ^7hLj17V+OedL2#Fl(9PX%pV`sGxZ;AD1#4NhqozQ! zx}tv!Ch3Yo5H6dwDjb+uWYJlMB7)E`Z${ic@dslMQ9ct!Iz)L??SDJ?Xrl$tjL;cl zua41Cf~BT`|Kx<3E)cr+>NmOFW4tha5O0FVft9m<20JHQ4O!T{3%6bcq_K|=IiJ0mM97_&RYi;3i)p&afB-_0UFiD;yjhR@c%cMEvls<|QIaF2}y8tRb6^Ljio zm=fCP0Nr52u+UglWV9LcC$BJmT%%rb!Cm3klkTx+t{Q<`y2O=&V@%QboW5TyVp|{k z&SsKjM^M6mg+F%LGdj+*w|6np{c1Xrv9;+oJ;C-mIg5p}=hP|fmLRI7GgPQ@7z77` z_WG>FgUHgac$mrmX@@*uSa7%j%O}hZg7RF>PcnC^BYpVzB`51oIIrTl;x7e{_-sCL zzOfscxA{Iie`^%4GqUdB0t+>gtmP>_QBs>8S+89tHinqsZpjrMHpIf2Fn4!XYdV+R z_DiLm`p*0E;{lSM1TBgM{t<33-e^T^JW|V>7}e4Uvk?>LJ4u6!x(jCUG{^?MJLk!a zytBwi+2PP&Tk{j1(UT!qXt9_NrUiHL$)iWvX9IDHZ#v&QYkYx%@Tpv_q5FY_dvQ|% zBXQodXw^AKYiqQK2e`MU0Q1z8#x^XgC*GNO%6J*{e)81PAK}ZKecg*fHL-kx|ti%!CxTT^nQa3jLv@Ob9CD3(15?e1Plikuj0u#XE(5CbPOgIzHBx%MC7dxy%YS72V z&6kjxYm`~UB&5pqtV@-*HRT}%=5P8`@lE0G#g*c_c*N+s?e-dw54C%qB~*$^xQ(If z#X2<8sWA)6O&)(Hp1CV6F+_Q)WDKhFS5 zDIW883d<_Lfa}jFihzBKn$EVC$L1`cV&HAFWKtKe43%Ea&z@TXJfHSq8A-K7zPS|P zxOB8u^a%Fx!)miFQ}yLYbVy`snC`(T&#Z4u&8bH{prgv?KMx zxFO8*DZf~P^$~oK05Q}?R*stmbCxh2s+(#clZU`PyM-s%XaE8$46`03*;@r@qwyu; ztmikvcH(~bn+t7NS8E!qZQxYgxJkl)X;O*wDbQqDa9`-J=cw#L3_>JqwaZGM zGLjP@BoO-2b!5;b?RmXc<`r&9t?D4Cx71L^_?^Dv;h zm{N-5FYSaqOyVLY?9yYtgky@m)`qm&4;ORRPS-UyRMko@t%YOT3mI8b6(Tf*P*M*u~$CUmo2NdGQFE#qc zS`;ZY`aLzDb*Qg`7ytlV%)MmNYm_lU2=fyt9<-#Ab?A`hl(T$6MPY zU=*PlvM40ObCk`SKCGQ=X@eM|d-hb>pExP2m+813Mpp@_M06<4XbfOyB*LN;v2d7I zPO`=<1P5_UxbiM&k~y2&797TKVs=D3muBp>SvRexc|u`b*v;)N3%s-nn8Ju*waZJY z?~B~4E(>pI0tGgi#llj5K7mJ|i04v8Zlq?_keJ$zlxkQgMWe+}@P-M3X%6>n*`fAoX6mk5_S zlf+Q_VW1JPD)mLMpJcmXzr1<3xLL`d00V%VDi_lIaFub9g=iLF85hAn(lIMnHF{v$ z>(+zhG3zPx`=Eb-xvOQKc%E^2%xZp({`L_galE-&aH!yqSm*e>|4tI69U6kwk%V$J z;R*@DUe&gXgT(xJp&Jo*Flf5i;ctF6$zLrWd~Y9S?h7*}@BDJt_iYf2pgac`XprdV z*2{hBIa9WeZBZ2Wt{(ck5=+F7RKQ*rnrAAN`tBQcA-D8G)h@+$BYp;3ig&)vg7`UJ zrT{+1g7RIcN6nnN)yQV%GQFx@NK}0z#?x&+~G({Z+&%%D-LE3rbIj1LrV5A7=2N2UOQGG)O8yQOC5%F{}bi z48T1zn3S_hg7MpbXOxiBuE2EX9&~L6%UBi+Sp04nnPEJVg%-#G5z@oOV*?s213&|^jRNpgOAj1So{w?Te5+qHv095c9WA0 z#b=05iIf;6Mi7AYWKEb7@wGEUP656}Q2U7Ne!-ai18;7|w_wvlPb9SP_0AHGEI3|a zHTR<<|Gw2psi<+*w3dEc7;iOA^v;`mSMs=Zsbh2%9{%;O*fP?u3L_4=r%c z?ux~x!7L1NGCldgl{UE-IxUDuVVZ|r3+x|x6$l1Cd(*#Dx1#B3Can3hU-G0ZQt#h7dNV zqiwaCOHi`S!Il_HFO}qWn&m!z1zt^pqU#m5w5IC_4->YLWUv!Tj41>i{;$?I^WtIh zL|eh+UJcaPWGck}G(6588xG$JHXtD&$$iFzD^O9gjwPI~Rp$Uhl`U zVZO?)g)CZZgsN^9;(=8@I9GlpH5{%Hv)x*D{Gm3HUA+H5H4&+3z81Z(xAnfv#3<~k;W3~Rv z(O{rU(v3KdKC*ojVJFR%#ivKiT}aj|a<6K7)cQ-soMgv}ZV*@>#+V5yQ^C;lSuKEj zfF?F>k45B)J<6%1dnO+YBC*3uB<&fpg;TO{5?J6L z#ERZm6B1v&@x}b#z#xXME$LVDFy{9yl)Mn;@XO?xltscxxk1LfRG}Uvd&wMRn%0PI z8WgVX6+}9ngK}hDaf%oKjuesESC;fE&b++@E9_85lbnayj9#}>)99}I^K80@f!ruh z&(qRYOjSnAj5HT~+*2_=bqS2RSvo2B*-VVhEez)A`MUxl=?8pCX56=54S#^@wU`jG zc0-{+7P^dXV8qOzWvieBq_cB$Rm!~3|F5ha3>k(~iF z)KIcZ1pov?H-cF~B&_!Cf~q$#e5_(^===_6uVA(Ga?~|NRmdBrs`vhH07?s=Yks@B zP@ekR_RF!t1mp%A=+x>7c;X$dRa1x44Ij)7r`YzD6mZNASs4_~Bl?h2AiX@=&*vYw zDE23Sgeej*t^K3^Uc4}}CFm5P1<5SzqKY_MTg<(2(8i&vjc{3@w+#1o}9wNws5^ zOwH5~Mul1)gDv|bEIEMz>7eR)pM3pn-{-lfI+H_~{?-=as;cM~3$9RVR(euFL+IkY}*~$bYVNMey+B+fN>jFbGP)hY^G?0}AE0 z#eNJESdC|48r*i0q8aE{O(dTjSVa}}#!6QZ-MSMQ=BA2T6=a$86Ce9ip?0-EZ8Ibb z&Flt!GLdp6R@SHx(_`*_&ZV~F)dfE+1Jl;%7T>2|?2#6WKKzn@zO>Wv`db9`>XyI< z0>L=E_W?@h!HxA%yrYF}z@U2BOnxgG#JZYKLi``XAc$sa7!yN)%yMO@HaHjJpY>w7 zJP1^NqU-KetyiAK4bWzD$@H#6F&Buon(5%dXp4h7iJ{4b>6khD(kCtoWBPj<-c@v0 zSCf8YyS2Vwsz;#q;@&PHi!5Dj4p-0y-vvrgpVCoYH1yg`@FveOatXhRJhMbjFtthUuec6~^9DleVxrR)8QeY3ve;KGga!&PMxWiW1m$qC+A z^D^caEKT3(%s-oUiWr?x!mw3;K0G~PP+MNjscsp9z}oE zHJe#xIMW?#fn()v@Q!Vz{Y}o2dr@!M6f)Re6l1p7h&vDGSV}%oYozosa~cBL8FcxX zODmm;0ST!%e9o5`NA}+Q!gWsIQ=zhM;!-W}y`Dk*-~+&N5=#Gipf#{>s9HlE`JBqV zZmR^8>K9Qk59Rkw@)m3LMVwD1tAfA6$J1Gk=j2xyi+$^$(aJ+JyjM% z;tBg?$ZQGg^n(1^MWG`2&{0%Cqu6j0cFsY zpw}$%#v(O)JVsd1LrP^nKc)9eaq~l{U-!jGf8Q>*`btAwPfQSF4mc z9=N5zPeo^E^6{~9%O&rF&{25@YrG;~3#3ChP?Dn#B(NzZqR2sKCRS8`R@l#NyBQb5 zukV@+dyOV+Oo}F=S^Des#Qis=O)Z&=Z#_SdRt86l2voK?yiPNA#m83<$j1LJ{M@VriVzK)7yd{HcsQXj6A1k)obqrKU8 zyPXyCfZL%LOP%h8Y3%z}uVAG2!W<00ikQEK?LTU(Of&9orzIM1WsMX0vZ8-WnAa_I zC5mPnR`xigs6`TxHJ|M;$Oky-@v%o|iAOZ9{m>2fS6{`w2W;h~N*BgnUvA0sK?T*5 zH>E!-6G^2NN6r$67)+Dfoo}y`vLY?zW;D}H?Fm&KRr5t2p z&*PIb9k6$vr>pOuCu#3Qi5v?_V&~$uFL%8N_oMQRGIP_1S}*u(A*c~3QMcEwZV$~} z8Ek5KQ0f^Z>&XR=@)7UdHTZIJOZIyF5xGwa!1lFMOVJyKm8@prRJI$lT8z|M$;Q&t zv@Ap@&gy;_emQXsE-dW#@`_yNSBS{aWiEKOPDXi0M#Pqui(9VEPbZx zVq&IIbj8yVP#_CSGSf^Uf87lZrI?*~H_EKU<#1>lI8+AFlL}?WzYJCmRjEc>^dGYj zp;)X6AgVPsmgml*vAMZ&|4zH`N77dwjxrWr>-%mI_hX9n@*t$ty+0)SLs}LCz+Xw- zp1ii=e>atgL6VOSrhGN6KCks#-c19^g4M%IdPHAt%O5f7=RlnD=s3bbKG7R?dhnRo zf>F;dx!v_Y2s&tkZPm3QS(uk}B?E_5w{kGaUC-BFaVlvS1CcwX0*8g%3n2Dl7R=~y zUb;=J`%of;?1Jr@ZQ7k-bf>zk$HZ+|>d=PgJ_Mxv2iBEH?QuyLlX?W?0EGqOG{9p@ zZF(i&6RYb00WbJ?S>Hv$m6CgG;Dg1I!h7+0LgcHDS(G$yLG05a8!o|oQ*2&AMEWC8kPrWi3okzwT@H?-k+`73)8i-m6ArSj&Nyd-wd&BI zp4|(J!`k}PEqKF>ZIaWJ^oq_g%43Yx6z>6{ACnVF;9L%-duX6hpXXy$sbAGc0xQE$ zIG4U^hw|fD8jMjtQWD#sOOFU@MSix3|5~{BM{XF{D!-ALJt|)@r2B`{F+^d|9B6$d z#0m|kEi1RB5h!^+WGspUc$OA^fBZJWRY-!waMT|iap!D^g`WMdD}BvOQ??CC>}z_{ zM;qigm%XaLow6F**k->r=JVWm-qjrZ;VAb(ip@ywzHk?_q8Iw+ zBiH$4&UyH@o!-3OZPG2Gxi)lb%AnDadEs#v1Z1Iz%P+8ixgfTpl1109-W-@z}A(xG1 zBVNfh{v=+iI>BbNO_~s%yl>!2E2>|#wt%DD$sLnpc`$OB^uWmEHf>~7;yl)CpntGS znd@u7<&(JM7I_=kYJQG?WCCx=Phv%zvpA~XJIqKI82?VkLE1S*t?Xi+r7WXOxcuIg z!`zl*6LMA2xIlamfwM+1JD4q%4@v*ozj;uv_rtIOy0K)Z-9Apxm^FDbD)7S~q;TrY z!GK5ro22v7Th;xmfXtW)Ypw!|*qZ%vqx>(Yqa`8y`4eb+5tm6BbO9oA;~pEX^@t}yy`hFQNqmJ>dO!l4<@Cw8#QvE+ zs|!7ejGNa9en0)xcLX5u`S16h11RA_F-gc{nqO#Go%@+rFckW zu`X~5HxZF3PPu)F=Rsu&?uBs1ohU>%yyx3H`YhEv7Z$?4TlkDGqpy@7koTGsn>M0` zMUmbQAj~-&%eCr2KMmKY@t$HxZUM=S=u2CC)A%5Gf6@z(`&6BTpDlAM&V&_R+IFoU z^Ep3`FJ*fHLpCSHA8tP`lA^LL(_TIgUEf*gyw}{5hSbj!Cpz|D6!6336kd9DOm-v$Z71gw<^| zDMK8$PzU?T`5=l{jbxm0-gpdycet=-R>YfC_?&tSU1r|Nj>%qo&dwWQ!p!3T$L83< z*G84}%MRBr9F~E)=nQxW-qm@g6s%`4Vm%8ko(Uz3^&?M>|9o4Ue@)D3t@x0I1V-Fkk=lgFNOk?5vz)rl8NJfRv8`W z<>s_QWBDfLfa@NYwe7rK%PQ}MvC6t=O1)JNUW_!hxZB889@faS+Ic7429}*7IJPf~-my`+ zt%5*FCIlTy0E_NU= zk&W?*(F&bhvnuth!=lO%Wy;M8a}7jg?|%-M^pq$)*vO-8~}+^+yu~`YhD`RO5K3AqwjL z@n-3F+T2DnTLm=lAeaW|^=TzAW5Bh}-;)1Rw7rZ#pE6iCLse6tB{v&XqFeh`1Xg=m z6HGX)BWFB;$=6^MOn~mH(JU;l29{4DuGfll+v5$$ykoYt*>$C0>Sg>>FSlg$CUmH;?IKw$7#?4?~C6!`!l+`|!XIW&dB+>|a%E7;so32h@Nx z(P*fuTf;RjMDKHlQg?-Px!)om^E9LA(h*eLvcJU+(2?73xZ$)K5wETyEQlThMvPnS zY6K?6(xDFB|BC)qKxh#cx}!7b*QNS5#M;=7vRQm+zkn%!%uc2XzwWacdZ4?rX7-v3 zC;2F{MbsUVZcycR5bpERWH!Cs8A$mQypbA%d-q%rKio;9Fs?6wy~i7xg15KrtbdV? zK~fr29duK4MjDIci7V{)h=4U_v7sp%`FP!hq8V(w<&;HKiKd#Rl6j7LfeY}|tl8)z zdLJJuq4{h(aT8{NH-@m`V-b?M(ft-=0_?Mxb9ZHCv+(dz%;>e_wm}OCz&qmi_un%( z)CS6l50Y=yo||p&jT!LgcJGhP|HYc}z1UL1(1_h@YpX>HR4{F>a;k)W`_p*%b1<7q z8Hz}g6RST`Ika*lfR;}HUVimAB*X?w67<+5TVbqi3}ft zp~}t{r4;xI`tj~-;^SMbJ`RHkj5cnMz33FTZGCoYZv`Ufa_<_50CZZS->3C{5UL`1 zo|2B9RKhHNW3Fa*$Do3SbPZ)M$%EX=w)+aYEjsW7Zh)P$mOyrSmcMn1K_;S2uVpwn zc})&Zg&Cw18KT@ zaQbxD=N|(49!-P&4Z98|8r_%?V#N1))0$moqz5f%A9?}qiu-3+?`tKt4%TjkAZO7X zN^pFL5`7aZNcv#UL+z?BIDy(;cLf8!2H(BI06$@cN(74qCz@3s1w|(qXXYx{j!AGa zoRm?!pUUucF_r~aCq08{h0;L2_g07b0v@BOjBS26pmJ&rrT@<0--vpkYu3u(z+xU+Mg|+K|?5qjb+Y+_z?*_jfYtXT3K?NhJvvU^ZV6@8X zSO>N~RJoIT75=(Y1J;msC7DmPv{M9{cR9`?_fLX~{}6;+Nh}f4Mgfg;d$yMkKbn2%Y&g)n$YDJaS-$ zr=H{*u%-J@sKr5$A|qQl6lkUNUW>E=XZEOcZA zh!dZzze2~=?XwVD7lFKxwODTgz1+Gb^z!na8;m;OB&}$5yZ2)| zW!zV`fA8ql{)))-YxApHd}DyNef0zE+{}*tpr)Dw1bcws3bk=kSb*`FULa}Vv0~&_ z{7&jE$V9VeI0kUF4hgZzbn#6B@`T}7ZesNzyGk>+8mxUqJTH9Si&7VwZ}JG}K3tjek(>XO zG~E0=wLcgrRHg(790Ag#rWP4qn4xJS?UopUI@2E{W}|Q|Ha)$m$j3$CSm=FzXr^)* z%gpcI0h8VuQrVZ&EJg;$-I=9MA3cFzyMgJy&`A&66HupNS zmX{-FOY?k1pd}-NV|C-u81mxZYzy+uDzR3omHg#?xj%J&ffM&ql4=?72HBtaH*xvY z-8hD|`z5eo#dq->xudqP57HztnytHa0B~(!?!b8(SD3jqDrr?QZ%bm2IH&9rykj9L z=xlxLg$GI@-m6mduBBix?Z@Ujm!thuXIdf^`*jzVjda($qJ>pNE&1GCu-o=sRxm?ax_tNTHw z({ebrG_VmO@_D=g1H6G0PXnjgfx{G1oCygZW@N_X??VYdE%K10^M@_;Ql&U|S|>f( z#$#>tr5^z~d@|P5EB<4c#=MM~G74EJaHdz8q$8jdxB)SQq7S#hdr&EEuTx3W+^z&O zVxm`TrHkz2d^0#3XXYg9EFly$zTtlU3Rp&6-~MSVM$rGL;@S@(Q`{h|Z?%#lNwNz2 zNyE-z*8w@I6y;4Y80MUwCy-=e-2yIvW>Y+AtY9Tk;0Q}Eis&8QhvspFm*0gFlB%_(6qOi!t%+P& z%q{hdBr#ymiz5*-zl?{FlnEr3AD1SHZ2E+JH0A*^o6{hp+CRCnCvuKco9&4_X{YTeOjeuZ z{XhDCds%7GIi`1G>hMZ4W6GOFRb2z(E^2VczToeZ5MY%b=;;~(hNNupcjaCDxno57 z=OPt@wn7V4Dk_2;f#4wT`+W-hBqd<4@AHRWNO__asU_TG00h8)hxTEzreR*~2l-b5 z)YYg-iOBcyuI20>I|V+rJdS2U6A(!BEEe`a$KGz>9@fShai;!d?74QmW#)_&6PXA4 zP~11n=ix0EHs9S^i~e(}`^%u(>NDPEl8bpP9&*SM~O~Z2N8D^cIpmY zTqtDn2nv&5%ob>wy}=cX*F-ARJ`#a3ld7&%$l{0ZxBa5p0Px*{5;Ry5?4py*tagQ8 zC2rE7Pe(q_Ogi->l+IRRE8RD`I;O<-B${vjaI(8pzgqJy2T_H38AmB~Bn{6=##5^1 zz?b08B}}p*gx5*A3V6j-%jSY*94VD9xSfdqOXCB`%&Nm-xOjAf20i8}`p5%CUb2SI z&Z{KttfiQZ2sZslw{>HpGm=BdY6lXp+*x9GxC)OOU*7r7rX&9zLdKHRopWPaHqoMw z_1RHcp%!v`?2-`rvK_uB+be%_HhTTYS;!KF@MvI1NSy6wNLF>h1ovf0V6&JIA6Bx6CUw z@TO?I<@dB=^S2+M*+yA=NsZmc6xlqZ{x`mEb?hw~;cV@ml?Sc^$e|8raG5~z0lX8VpllUMPSf+Y$9o-%5kO)%@g&RJfpF7## z>&jh6VA0m`fsdJ&ubOrWg;dZnbeJ1LZR`uj%~Fa1G&)1#dC|a2vw4y}3(RuPw6|C* zj{N{eSKT5v)Z7Y{g^(b<+vSZvvG%4{Xj!aQRdK zLKU10?*}rPJVQ)@Ad9b$V1!D^y3@MkTlW<4-@57mGdr6SaxNp0L~*E4>{=>tPX#+g zV1af=(NEk4cNP}08`soQC)a>d)W4>cq^&wrIrH&!sY%)*Scvo2^SP07vxFPHY#@rZ zyOE?pa)J23_XR9$#1hK)xO3A5h7cHavA|$6Wj=QaWD1e9QLkj|ZAE^@5Lx~*E&=9O zI=fq4eg#n22nv^mn$+QP@Urs2NCffyO>hNr(ujre;u#Vr3!v7zF-DcZvPZ=6^Col| zsWZ99NTtSsNNM#e9iS5=S76yHpI}`QlP%ePK4=I0Nb*bHFVVl+>HB2?KRU4mSRtXGeM-YXOdR zzbmxMPgJYF#F^o);J+=hIx3iX2+_f%I7&cPwgu*3v5f0LhM|=B4>A@ncqBj~w z?Af?+*lxpDd#g(0xQ*B;_$Rf%TtoGCLDoF;rUzI6rTokdw~Lc^L~T^j5?Pn<008=q BeJ%h1 literal 0 HcmV?d00001 diff --git a/translated_images/km/Mark_I_perceptron_wikipedia.1f84eaa2d4b76ec9.webp b/translated_images/km/Mark_I_perceptron_wikipedia.1f84eaa2d4b76ec9.webp new file mode 100644 index 0000000000000000000000000000000000000000..857e27a3d532fc3576dcf2f5a1c758e7e246a198 GIT binary patch literal 33876 zcmV(%K;pkrNk&FYga80nMM6+kP&gn!ga7~#NdcV!DmVdv0X{Jlh(jVFAr^}5@E`*O zw6@Dpb_=^F%8UYYzX9k9J8q?mvbClKrXB|VLG!=lf4qN>|AGD&|DV3jH~nMzkJ*p) ze!_n*`|JB3@Bg|#6aSh2!TyWJKagMQ{%U?w{eu2!{Y(8{_wU_r@xQv?Lf=XIW8P7% z|CImb{)^Zn+3&9Z%Ksbt-Tw2^YyCg*KBoS8{hR(b_`l2Fupi|A)BoZBef{tK|M|Q8 z_v`4=|32zJYybU!v-pbrlK=A1WXulgN#w|4K|S~2Lg(cMPJTacNUeW-y;{F*fGepS zU4Q9W{GcWWWLGmgO4}hL{#*)I0#$9o{cZa*`-dLAV}l6k_m_~G%hni=Lp%9Nlass5 zwK`7&B;!w8m7Y9|FmEVT&Gq1*rB6&uN$Gy0D#D7e%AgP{N+@E7GWtn&xv-Fbqo*X9#{E~% zmA`Kfq^k^U>$caM60z66|Lv`@^uKY^Owz!g$&eCSk+!M!nIN$!%saWg0kYzbu{1n| zkSU?w#7iozsK5g5Oc1Z|@@4;4-v<%mEL~rTkk#6caZWNW-ha0sUDFJGWs8nRo{zpi z&$;N-Kq~Idy)MH;hc=^0Pr)0$+eiQmj#?UjCod$THYEZVEZ@h2oEdtvP!QD-5K`Tt z97(u%PCe1>>wVCGLG?J9O-0VNjc%H;TI1zVd?g>DauzEJ|Fbw$X#1i0n3hg@o+_D~ z(O&rKk7(ZXoX!+SE&pduPWVGcqdvUO$PNvv(|2|Gryfb;W*Q6+yFbWT(5;;Rxw;ST z+)aB-nOe7jTEEUP6CjEC`hkqmoF@to;um$4tP zZkwh)dZKKP>?DmylV)W;gZCv;V_LAkZ%0pZE{SHqI4)i_F-TN0TW_gib=2cTmEYuL z@uly{6qe%#NVKdJG}AwGYRW3<>bA>baJ2Wb?usX%;C6F0y0xMZV+}(2rdkC2D&wrj zG5r*fu}}2!;B?`q+&Bdo7$xwVxVUaqA4N$jTmf%mQj34Bq2i7*blBC&DO5^RjIdJSvfAwTV(HFLKJ)#Slq>10?SB>^1&Nwe@m?o{&fR%9lYOu!Ow8i&C8KfNV`IghWbn2#faMz(`$hO7u21 zoIKX#`yCi><`xJq->-#jb!b!3_Um1GD9W8OUvR2J5|4MLP zozEGqOgJK3PltD|8Oc4Xl(PDMMG-aPjvB6<{6?M+8i#g`0a2UWjM*mZlK4BpxT}xPvS(Rao)md%PT?MWsBm3xGYbd{tTFqGLUp$elTIT(DM-mj=xR^6*Q>1gkkn~spW_C_Oh`ST+ zcaPAiphI;#GQ?0k#^|%a{k~QlMk~+u-616KC?+U+cbZmm(AnIAPT4$Zp#l&>2L@*N`pNPBqcbu2_6~_j`pRDs@Qtv`_Rn+5uqGXT}NoW2p|j=>s2`5 z9qc#du?uivpjO@BYU94!E9T0E^S}&O_~gLt8m2be`L={DhWEv@n}hR^%*To3zJ>Zb zO@7!mtruo>>QjRCGoGAgGqH=goKsC+G`by>k?vqy=X^^}W|hmcW#7NIiFECCe^W_VVV``M%tKR9vF;~U)^Os|gorGVJn?`w%d#Bh@%h+Ro^dgBY ziKN@sS!E^p-P4O>^okP9e9`f z#e}wm*taBQ=oQDWTzn&_wjJmc>e@X0^`t*A&W4zX%Hz6sl4law*M=E+j>@~esEtsL zDIuzAKy>AOSeZ%ANdRnRiqvPE5j=IpFtD7YQ~HUTz~Y#5X(FbwTb-)9n8u3UR`=+^ z>KD5{7zl4|Xr0sOA$(SLe!>VZ?Ct1Z85VWpXO2MwR87wL=D~F!ppo^`E_111q?xQt zUSSu4l7GJJ3$)tm+fmM1aan7(hEaT;VenAmO=KA(K8R~7^wq3b#v8qgdHGWjUh0mg z^)_W32HC&aOx^d2k(wj?ntwqCv)A9pL0b4Y!S4;{4D(cin~hiLPXMBob4N{e ze7gnR4$34N(1*`oGyjT|i1Yt*didGW*~N~U!l514*y92cE-+h~@Dn#`@D`PmN3-vv z@B8Y%45yn+M|7qrmXtQxkvR2>1dvfOjor!MSFhg!)O#&@gMICPvizxsJzI7lT88vO7@PLAt(t6<2DE|W+>*bsk=KpD@y#IFb%}Fb8HTY)ZLn_kD&$*^ z>>XikT;7(2_NL1gkG1YD$t6i!p?T)z{poqR;Pdpu=p9?X-6Vze)PD3G`XWhjzrQ$h z8mf=<9r4p3~Us>pnks8{_)s=9d_2IiZZpaE5)(X8c4VQdc+Ud@Q2FTka`>lBA@(;WY& zq+MEBusMujvVjY#uU!}>G+*6t0oAd@#GOe{Xw0}=`HX-BbCJ7-0B-OE#`0xV>9QXD z8Fcjw-L3nuZNkzyn}Kp8(%ILl6obVmHfJ{d?78a+{}mz}j#Rgnlz=ibj@4*JMHRR}JAKSDvyOF6-hk$B^uJB!2QOek5Vfj5gRx^Al zeRa`rfA5}DK;{7^8+$M?rj3MF$sOO9zg@PEm&`U~P6gL2pFLyfn=st>!9XiG{+>Ks zBH7(P+#GzkVOLR`Us7A+%KgUE&UMDW1WprKYqiL%ZAHEYQV-qGy%AWMrxoSfPB&3B zA)E`MHiRnQ`GS@zxyqVwy@bJ{8ZQ$s=4sQ5yt4IC{9t2)w8_`!2dHf+34T0tH_W}+wb&fj`P5fzCpc) zP;>_uXyt040DRRqXF+twOvL;JCscc2$;&BF#+>-HfZ$CWz$)1Vf1~xE1%}iQ&1R<+ z5t%=l;oNH2a_4s9%O>6Mm9e}PWu;WL`8?MpE2!{>4nFA*Cl@e!4^4O~5(OisZANJMOz5p)AT(N(TVcGmyH4 zNb?t}h#ueA0Ni9ba!8EtoT#MMAh@SMDRvQJh^A=MsYL>~f32*=kN1LX%Tj;tEX`8n z!DBp*E;Uc~NmEW9gS7dRs}iAf-v!Z#iQ61r(fIK4nh2i2w)(iyxbH#a;Z#+V;mb zBt~yYx3=CN+}F(3zGqTZ(aQ3ru65ny*@aWb&NuuF7vN+QRC3Gbc2$$w<~?Gph&SmD zd(tAc+&0uv>(YwRHj9cSee-(A7`s@2C%Q+-@^?S+;D@OM;_}Vb5~}Zxb)OMMN4Sm+ z9W7pAaSeyyRuG&We5IOn;*(^uG#B~nJk9tGY+irhazQN76zHzWRe=<#4YAcEJ|yh@ zwsPhD!s@koc@AI6s8okEtsVv*_h0SZTyNkhvvA@C7GxP4$;S5ZQ^Y#N0)`|T40jUe zwC`Av`e#dpB)|uK7*A*oIkDYiS+L7S_nNscz5N?Q8qx~mbCClc?9#u%-zFY~IRcF` zKI*Nc(F+A;Y-SJG_~BL=<5$22JjdA~anDi4slyP+A#YD_V$vpeR-6ziTbt~tZ@myU z@pp+nYB9ZyRa5vJf_f^TB@z!|?hN zMmg24+&#R_tMeW_w4ZmBBSS14mqdtRI^Am z9ip=1JMq=PLMZ7iNuLI4Ta$H>uAtRkFbK`H5%oOWmnTT)yKmYfb{}F?0^}^9Ix`YG zq(kM_nkVwYFGol}naF9Kx@Wk**`;+_N>epe$=?~jOPIzFUp8{0GJ3iOy=T&9{7#;; zvkoQk1u`;^R^~I*Bx1uvy=QTYy)vnM`-%Up-wFc&t$U9PYezuz>+rJ*yQEK^bF)@C z1EYGnrZkO@X6FzX2Mz{z;Ng9!Z|nq7RYiU%Iq5Sf5aL$ zg>a2PY%2nxLyegPLf1%eykZAR5#N1Q7Z%l+S^p>=q0_5ehSpLx7^jaXov{R=YfmNV z+RzC!X}Qq52Q~c#x3(HgXZA%m2Txe_IwLoTZt3W^$K&qITVz+`F5uWHA$&YjEVWn_^OR>I zTb(71bDBOETF;m>OEy5YikHbj^IRO94RGMM-h}eQie#!;pp@6yfxzQUi_Cpnn z#pkAOi}0?3diNogS*j0)BzE%>_HEeJ7Pr2i^29v(*E~)J48^c;1JywR`+q;q_~_sO z7+@Hoh$K`cVK3)95N6KOF8Sei_2T}eB=Knh3Uqi^5Mf2_;dn&nB&K~Y3Mr%jt_yNfmOP{QGW8Ogo8bJS4Or8rz(b6A>j z9SkLjm>lMu@9UYv2pvc8ln0C_`e0#Z#ow@_jdOCninnS1UnvtNniQUnu0dCJ8hOmu zOw2JHyhMM6w*--D4X{T&T?LV%rj8}?J1vHc3pnLd>*=`ns!ka6VEJ1!{br0q4FPu9 zh~Cues&1nK5ct0 ztsE7}vMGCB;E$*PGhIJ7o7)c{%%Yd7OwMldss+>KYCKCxTxELlwe@^vCeT4rlo3?xhHD#%mm`eS2Q2T z?u^-?39-dNRHqVz-gXb1o5&^MW%K#ZPC}r9z(3YMhyh{hj@bQfyL~Y^A`W3RYTchB zTD1SnM{uVO#dB3XP;ErcSjezz;{h`ZPYyaeWi#tg$KgHKw&tj z|In0320V3NkQ?k`_MPWgTU>66d4zkQ?Fa3dqjgRGrBqh8_IP)|O}TLGT1WY9aYNtz$4X}Y)|2=M7_jWB8Z*eqR^PMkY<<% z;=Z=XPy6 z3#Bw2Q|5S3(Fog*qi6KEzbpOwB0RM;=4~f`||<+x)HV5QuT@Eb_bRZ_`xguR$#7kbaC}7opPN>O zQpD4w5~+U}?@~WIC{;dS(w!DL?euHy7xNlidJSk#8);VS$bcNT)5Tr$0*6wQ1S8I- zE;i?fc?UDeMV-}H1Bw2@fYY#G;j+ipPb_*H%`?o`zVhOp6HMzfR%hjTbY4<@y`b9n*7@;wIyi^U4$Wy z^#$d*z!$vhDM}n%w9iQYov`pTJiUgl3TN|q(2Y7Pln*orpPPubSl{0u{dBLvkNB8p zHup_6&i*`7iU}VOiBf*vhaWTzzGxRp6YX?ei@yiTxx)g<9629o@FJgmlCRkrOeYhT zEOG$YzQ9Hr6|fa)eh+gI6)$N_R?98*LDuz^_^whA>|(2)B1*_QcHdH%%m^f)6@W+u zOMPUPSn?3)^=?{GB-E>VB_=FJxO!bNjaii zjRg2=1B0M6(Y*Zq8p9SMuM(qrV3H8C0X;$_6+m!CS`yD=$_1`|99*GL*_l8)Cw2YW zW9BLH$pI?ICZmc&209l8_^sLwu?bd7f_Fu%Qsn}F#NrSE(6d^pA@kfWJ?IUcqX(+|m#%lf zO@3(YGLzVi;QgsKH=JI}TZ|h3zf>H(O(THpB|!jGGABPx$=SsW^Ogs_nO_zgpX2&C zAU%?d!x?B?<^kr@H>@DY>Eq&E;)Z4|V#XQ$L(J3sA^DlBS4p2Ti{+7=oe-GW(7AR+ z!_W|fVrlspfv^lM<3~E5H!2!j@O%<=6Z2=tf42!co(*+>!;wbZ#q+$85T@JMuy6CO z$Lp12eYwN=_wOYgkYzxdQW$lu@QKwp`Oz8vHAVQwlO}Ov;b&c{Yhq&O-354Z%97u; zrr9ME*f;Vl?-9>HHgMP_z}ow0UwRM+_#O{+Wy7+@()>d3WjQL|Ib`rM#r9SWx=P!| z#u=fBM|?rGj|=gcCj@#cdbswDEke2Y`fvdD;d<2khztUE zmJpl5F?deJh_n)V9}PqpzQ+gob(1iu6$2)p#6V#2C}G4>$_~)35F54i|H5AX2#N!& z2Vq!>;;iYrBpLjBam_60zde@a4Nx27RUgBR$x_K`Lw9ReBwhwXqd)mCoPoAFAHSx` zJv828ssQ>wV5E1Ku0^pc<+>h08!IREaJ5KM;E0>R_ihtbN$+S3DMU@H_+PMwktw(} z@?)MCYPuZi4PNtXQAP(ad5t|oqy}M+gN3q~W9ahY2s|z1U@fC*Fr{M_oU#Hryup%Lnhyo9A|GG>o z+P?;Yji^7;<|}5vQ?*95;#zWR@>ca5=!}M~ydQ;RR1Wx)g&X-I>;r&GNIgh$lX(?k ziMB^7LZ#JDaNheiCL|IZ$N5}3leN>t+3<(4n%d)y(pm8owAqxz#ts}9Kq*=?M4KYotCRPC~df04?86WI&(jz{WuTLu64^)BC z=54|wcRsxqH4V^qn*}X}VgEkKP7}R~zH$A1LZhmZ?-`~&$?9IP-`<6kg2|MVEH`;6 zLz?ZiZ}FJ-58wf2el``t;m-<)b{eG@=XDEj7+1A`RS#QB<+9D1_+Do6OJcV0{CK*Q zrYQ;@lnwWdVP)Ii5#4Vipjd1R)^LRcI;5lB^v$WzRL&;Lu@#Ih_?9~ zG3pKcodv%oO02zOhJQMG*=uxCO~`i5wDerR$rwHzmFFk@)?!!zGY==eKnA-^lwU;U zKGBJLmKwpwX12^ni?&RCudj5H4>zwP}6A#L|{iL5@3sqB2-cvPFsOjz%@A{ z!LR+7EB}I0TKtty684Cze`5=#dcdd!52Tc|W9{(QHDm6dZnMv&3!TMj7AnGo<~?`W zjI*&~XJn6 z-h-|Qcny@BtBs8(Ng;w!-4o>7V3Cj{i!E~zM7^6FgVZQSWNBb`j584L%jWmF$NN_v zSvUt8t2cY(dgWPzItNfG2&IGaYoPb0$zDrd!@zR|j855k#ULPc1k-m)Pkn>;LLp{oQm#6#L)L2p0YIIh#A(^JQn=XY3@? zrd3Jo-bjL@Q+~wf`D;AbmFpyE+w_mH7$q~ppgh{Etr0YU#1rFS80>S@LC=>nz>f9X zvkp?*i&g5R=Lh;xF4JuV-Lqn{Oa$gF0KKOH`-E`^QH8|Xv89r?oXGe;UVLklIU(#T zL~S}%7{<$9O~zv)S3vJUCg{Zc=WW~0<``RHv3ex!=gi4U(O*&q+k_2{!?f$=wX>1J znD`Q18%2uYgu{epVxcx*EP%C^eIqUhDeoaE^0_%#rs60i5nWM^E6gSb_e7j7`2q~Y zLCD3H{QiK9)t|r8_GoW5k`EsJJW)y5&GwX#?URCRskn$)zoz7;Eg?0E_o8D=T_sGV z^aRJ$P4$j?p30w;Tt$-xf){{>{Y|9yOcCYWcIB6b@7>2Ba1^M@+9#)1>ysOBEOd3O zm}*y!kx3~$G;S9u`*&C6Y2awZ^&gT^0jXvgmzSK|jQ{%OWr^l+-~7^f6}-cJVS1Xe zdg{_eJt8h7PoQV7&LSS7C`Puz$n1STTVxyLq7}=RRCCx*#5C*5udx9>f&=t+m7a&QH zo(;ZZ4b&KtC=ZL6%D{Rf;R3E)5c#P|1^6uFteuq+kdX1M!eqB0j|UkJm!*r@hN>!r zJQ*--Al@lv2Ey3Ibr)Yq2x49Bx9GCnoo_LsaLcJN&=yFxIS7|#j8^TG<9_O4hM`|`6gr{ROVJJl4I-%b#1q$b#)o+t5bquB&T=rPE zpE)HbTfF?e^g3(hAOI@)a51cIwcTSJakKp}-}$#bdg1i=Q|~mos+wZbHHf!5CtjnE zzy}b21nEega-U)%)VqWq0gfhKRQYn5TDF`P6?$L7)IC%N2Ez_2wPd6Mjsfi{(1s-W zwBLupqG&cQrAu=?%ZCw#$_s~63?WvATm^rC_a7LagN7tnBx>%R10Q8Zp_FS9Y&azk zk^TTz#CN3?45#7WAZu0ZY=0ql3=X0y5+6Q)}heBB`7}s8wNUD=Mq{ZT%rQwFSu!L4p;r3ysc4 zKK{*&W#Tc;Jy}19B3j@k(z`2AqNQKQjV^K+s_+Y3^YD3BbCAD%pIV>3G*j(Kt87tD%GL4t$spAk7qm; z9|}T#p+vy|I1-+*@c+=@Kn@ODd;#X!IdwRhr|I(^1veRUD+c}ta|NY3D7{1Uvy4Xk^&2DOR=y-EKekI*g7k* z)JHnzTLaj3eY=xTFQXRg_LzHG9GHne1gPO)ZtUk`WPEF7NDVvdnaF{?9ep*VXp;GO zZ6ro{hwU(F^^{?Iq5jLCCx0D>ArRIZV-h1~F6}-IUItGipP`Yq@`GML8!@<6xplbT zRz`{pEK(e$0wa-KzO^hT@#sX}dSSH4^rK_#%`cL*sI`^b>s5Os=!Qw!*p{CIk~oTq ze-mmu)@?hc4A`Sjx&9fn+jn*fSSwB3-I$rCKxpy5t(Mr5T_lTv=c5)W9L0xJJaE?Xtyj!n(vUIkx0^9;o~~^$HEyn7 zQ6&rsBTnIGx-wDQpmmT{gJo$j`QSz&9gGhq?tIlKcomb-g~Ar8C&b6vJJwN>6K2(h zA-Fd`Ew?xgHSoWG^4fn2MAvy<(|UEJLDt5L^~{C?%XP5`e8i5NzPE#}4ctt=5m9HQ z@K+Vlz8LU(&({uVU--=&wkCdeoR~Zy!+C;WXa>DVTmL0wmLuPQ>&TSYgQ*)j{ILG? z6f9M#$Ye}Nr&eMlJ$vGomBro8Y+e2h7`qOk9as2wRP)z{l4vvIrax7xXN;q z*&&nwvDC-8I_FB1G!DXsyUy>Y&9sGNF!_Uov_H2a$&byXcjp#s(NT-59D}&~>?G=0 z3VBY^->dwRA2ac}vWPm0sLDdxa#+9w-3%gWFtA z!R4yDSemq5lWNG`i{0%*SRV!H9Qb@3dxMhW=vm3x12)9HPh7BHqu}zo80qU`D)N&A z;Nh%?CQEE;9eth8dp*<96jSe2BG%TRx`j}M8e7ZMC3gY^|Hw28GrXoPklkQuXdXtR zjPe>YFRIK~c@MARE&8FivzcK$wrCcJvi3@SdSC_7%V`1|Kjuev~r8xso)gJG7N z*`n}+(CO^NQ-#D-?oLj&aZSY!o>XrO()dR{2O%U0@Vo`Bn}S*UHlbO)>z8F;3)<2& z6es0t+(sGfz)A%11RwFTs+u;NY67gRC0Yih-9^fDp_T&7!aeu>1ef$mjVB;Ti(0^Y ze)CJIUPjXd910>YB2k^k@79HfJ{=^;_+`=&^)Gq zp?NVj$q8_zboKdOI|^#}C=EK_$$SfZXvKXIaY*2)Y`i_{0n>Y15d{xfPC%ngGi~-7 zC=q}fQ#Q3&8FQK2F|gO$4)(EZB!?E$Z?Z1^%YT|!S5<}#Wi0DpJy7OcOkV=<7f#hj zIQ%NTyun$(i@&v{R4+yADa{Mq`lRUA!OQC-mt9i*0U?yjeP^Dy%qj^|W&N@~(rHXB&f~Poga_Xy7{pZzex~f4reCV*dbLzad+`{D!!@bxe}nIIdvxKj zZkb}nTrOv~bjg5yDXsX=a^;^s4(yq@18!-zcgk5P9TM*Ket??1%p2;Dn_G(C?R%YI z{IA+>oaIFizI8$#YTrmo#BqhkD|WO5uFn*S@^Neff4M!de)CRJIddrLgGa$RRXi!B zS+$#ouBiiy!aW|YWJ{?VH#$B?2cqd~(K6;`I=-HYQbe0-tdkx_K?t`hc>c|jJI}80 z#s7A@A6wW7W+Ltd6lV_W+Qb@#wf#G&LcLD5<-zU-GT8?izO1MFHdW-bBSdr*hXFXtIyz5B~Q#gJw|SZ%Uqt=sEQ#>mVmsc~fW)UeYPr9{^T-JfacceJ;tx+A!` zScAA@z0&i7k$LKDAT$e|H}bX#HUnJH7F}91?rTHWJy6;=(cgJCv0|`k9H%(e42fo* z>VmXf|C-V;TY%H=D(KKM?SD%9MOcjdl>+RrFe8J3Dl31N!l=QT?%GjmA>byp1fFL6 zW3MJmY``LadFq*-J$@J)Wn_MIFQBNoDujS(XpdhMqlHgi=41Y#Ys*f7t-#T4;`e9f z7t`&zI2I)IOoZ^#l_xJYa%J%JxkVpCVDaKT>%EJct@f@Xp;xudts@KO_qqNeyidv? zb_=$C-xga!Nj3Et5iFEt=L!PoLrs+19w;MPX@$c!8K=c2;4g*=1?;@_OyNpUPTg+%Zii zNY)FXDGIr+=_iP1jfbzu3=2?=S#7R%%^(Bp9-%Wwr}k0qZ+{}}*KE#{XJ!vjvKQmQ z03rB!&n3+LP)=XjY-Y)yjqrbD`+O$d)4#5nH#%{>E#Wn$mgnDrOEI13Pw%e2^r|y9 zRmT2lnL@!hu;V?m41iB2CxaJE@^=yU^!^9&MG=Fz4?WC!VwXF#-bP zgoMZjrD6Arr<0@UTQ>sK*#n*8HD-d}Ie_wb3kAyQ^FU1cQ`93qyPx>~TZZO!AnDwz zf?xh(2$ZrK&NRc&<@mH7IMdXY9g z|NUp@Ut6CT^NeS(`;$&AdpN&23P8d}UeIcWF-k)Am@jLNt^Hei{u+Y2PtF=imLvtH zRA}f4{dm`^V`SVAe!roP*&w5i*Zpv5T8t_Z+~vbw-G*h;nNsvJH(!Q+22@e@%QqI1 zs&Gf38QGqwh{+hW+^EQ@S?ioD_j{j+&>~cvq!{Na{KF;H767L?6SHvOOPA*XWHDeI z+s7}b68JKT^xJmWz^fXnS^p~|KL!%mg|KQLfgl-tRubsaz{6H~xm_UbDeGg?K+)Ij z#a6d<;>~$?a&zSU%b9s?=z`VnOCtgLPWy9GOnE3_g&TSlFS^E19G^h6ix)q(L4F+7 zcz3r|z~36Yz$VtTjpFes7X^3ZKvrGwM^y8Ub`}Q%1tO*h^LdDfg_J-BH_g*#=Vs%s zs$eg7XZee0+dF=AWzXN3*D%M&uO;#rzakRua)Kx=>QCim?{arE%_hS$y_^iniCmvS zY##szZ+an2mNlgb4tn^AxCf-QaPVEQg?r&*L7ML8=j-86>b9k)XK-2Zi@r}YBA`n7 z%$uTyDOQNdW*Mx#GP@5kiCU%y;iZvefRAk=8ZHWpKjpWj&z(U=SZF`}cXXf@-GOHish0*y;H?*Nl zZ28y#0Rpn*a#e6%ekRw^4?#4#s-%->X8}B7&bQrYaU3<}8&{>-asCDC-*0fZO8$G zyu;kf0B(4}zfC-K8}Eh4>$fl|5`fqChOe1^7TBIC;*|WJ_CQK|V9sXS&v`22ex)4> z(4@XaI)OJX#JlJ-+^iGqRW*9X|4PB zio~P$O8UFF*8ACyMx6< z3nO%v{5pp_`h>tR zX?<)|p}?N0?M>zQE;+b8mM7VOT^xdrGs#e#`AVfnEz?ggletbd^ zcL1%SV1sv^+TB4raa)ujJqMO5s@(41&{Cst^vrBYrD{rzYpo;L#}}}a+KO1ZxL)I@ z%^b{%src160p2=8o+@F>dK4%(C&JV8o^&-G=3drMw|P(pedTu2@P73&q0Db|8=nHs zdKdM9H+7l7+Bm6>NF~?(0IjgraF_hu5ZlQD!x*RjL{SZN9Q=Fe^x4KFB8MBtzwMde ziCdo>q-Su*&G zo^$C} zLR6ApzFwOHV;RmD3ppE7(3bX>2G?{mc$;sLyR{sNp^*~2KcjlS>_QDmlv+HgISEhXsZ65NA)|Go} z-1adRw>JjxbXCCfxHTqTY3B*)giy#Bf=xoTxhWSF_x7Bvq!F3xakSKzk|!ZE=ZK3< zIkKyF)+u}J2wQP7<$QE-?oPr{b)iN`7$PiV`jc!o2_LZTa#?~b|vN(0}+A=ebTMd%9Xd}2wYN^sosHQ^d$ zJ{MT)*u&P`_G#4|UU#H#)!fV^`}oFWoT&Vpv&ab=Q<5~WF9|$5Vg^`)k|e2j@<81Z zfZzvd$K=dhaI~w<9BXct-NlcVW%BYN;#O&mxKSv)m{-o?JqBmm^=(;im5~PL(`yn? zj>>O*@Sq&YlUFrf;#;tPY@GcIr&ogd45a6P+e#e;^|_J=#(h4=-x3807VV!@&XwQtpnC;JU=)``w}9fe9IF(s?*ix_|@d>8>Wtp2Xm7f zkUzKPq5n?}V^vl>3ct^gkH8H)k#lBN3QG3{PiLw9fxjX%YKF3v#>gnos=qV^(3%|$ z01C#Dcyp-q6K~!Fru=lyjnVjI!!8PXBBlr?sQhenJNV9fpvKzmO^2qgJ)3H8iLB%( zk9-@j6N#}3ovY$dLMDtsZ~8NyvzPqj&h1V&>(Y`vPrP8g>{DR%5ekOr0#>wI<8Ebp zXpR41hB-oIWJXKGfgIxle1zC`o`G$&a9akp(8y#`1%*a{Sb3(f4*lT(m{wQnp0Y1e zEjzr4@}2N@q>deP%y~m$lOtk7QRs*{`Tknn${_{1^9fsv-G(T!;fU!^2EAEISYBUP z&vRwWF25HcjHL`FC>j&_3Y#Q$ymgnmlEK4URoyZPmfql8c`7=A>ExnqA-SN){^ARo zpRXJ%I)?OJuG|lu&}=y}906*4#`6Nrs1~J3@sgfO@CL(~zFHKnMpAC(h;gm-^=(i4 zM{Y#-R=&2)i2Vtck`BrlP6xIhVKp1%Ck4h1;mhf(;m4zY%yvs~JD(tAK?ndU7UDDi zh|4o>VoM{w?lrJc#TAK+y&RvW)-%PE^Ortd+f7=cd!LJ(9QBjbLN9VX0C?x_I}UxZ zhv|=A)Q7hr$M)Jj)uVg7D{ z=@h6&5FXrTugHl8VO|vK&25hgnUYA2?cZ&Rn-C@OmA44(-_5Q(0-yR^1XV}`Z%dx~ zek+rUyykc(X;;ZC?lYT}=;c4dpdo`I1E>;kE zwA~;F9G5niKvz(Vi~xG2thccIz3k~V>2j_q_O=Raz{9(x36ZgYUuunDJ5S*ZoAP(d zl(fd^Ewm_rYG|lgd5`!2T zY$pq(V0l}gfrx?o#?2w>E>|-03V|4wBH2iQ(JFY2c%_Sk-;8 zT<~;xw{L~+8M{&IEvER%{@Vx!&_j6pKgZBe3gmWz*4DCfzBQ z=@I4uIJkAbZw}s7VLcUpYP=>n8k7n=DML}Kt)r{+rbRPiAQ{?QQ*kE*eJ#<(9caWp zM{(ZOC&Z|xm1j60AbQCUh(uaI?SJ{apF0-8e>RD7nj>vBd(q~+$D42I>$zZQ9tdl6 zXhBpoNFU4`hmO&u&*YI#tK5>+jp&hT+f2_KUbz9!r@zQ=iIL~M51oO!6sLsnd#@e; zhJ#PJYm?Yeg-6%ezc^MsLKh-6Mp@OHrDmpvtJLNJpA=l5pky??gha?*m`d}ov(1bD zja%ZO*Z}?N|BZ@v)xialY!xfJPRm!&Gexi#x~QC1Msu8h`~|&a9-T+a}3`r2&YOM3g>uflC*__`uwliD zc&myhpWn~qT_}eO*ezlQpb^ZoF%Vq)X&P;Oo_vf-a1F>ZCBcr5p{^gV;K4b!yHWN` zdq#%B#fahH%x=A`1xEc3k-S)sP!ethMRGj=VBRr;GZtyeQB41S z5TF_-T3;Y?Yh3;ED3*z|KLldkNSw$jbR53ruFViGp=s_beyvGx9Eo4xTG~V{f=x+F zWua2ywe*{}!%5HVnb;-DWY5yex#$(@WJIN!1c{LgnNZWk&)}XqlN%!Bgoc6D_ffx( zUlT%~i`AA3Gr`8@_LhO=xev^FdHSbO&g1k;w0#e;fljlXHZdwMSnARQ1?Tu6B5 z9hJS6d{;=dv9qOsqzDI;)++;XuV>}L{+sQt6o9X)j^ND9uAS)QH=z*!F?9VVXFY!p zq47e4`%Bf7K3@&H?cz)1Q5G?YH86LE;lF%;NA=#v z%Xo|`wVOYk1CN52jb1m_F-QEo&b3eQLNQ0(41HiF+fOy;6Eb{HP!M`Ds5tA`OLpSS zuOS8DrXNB&dG{0?R}Q2eBR>2izD7x4ESr(h>j~7(!dg(!d%-5917}BCU}F6DwB)ZT z8|3q{p7c$(Xn)+Ir!<-XGJR#JS|G{)Vm#+x7~CgZ1YB;|yOz~UP$J$a&7Mzdq^EOr zI(3w;ycJEbv~?qokNHRAs=D1AhXCg5+NH+7()*S<*|F_j7ORdqEjs=DjYO7EjKJl0 zQNu*yGkMb_`!cpnZc5eKfUhQF^Ut~ws?BY9O0nutQYVdh5+<3MdE;9GXbLzdH6Ayv zjNEsnj0`n>^EW@e^w=^k=oXCSYbYm^FL^elK_YM=A>MzmhqX=BKu^sD=g^KPi1($Z zc$@%aHjw;l+I$}f)qdi592~S0#R~D|n2UD0*^3bPROplTyH!;KF5al|c%79hpxyq? zF+Ysl&`jU^pv-z)^R9XTHroyCL5H|SEy#}#@tTZaGWJ8&EKw3({6ve#K~@Slx>5i^ zRcNm()yV7n2;BVyGJ6lz>pSq{4@gK0X8Z9sGF4kuX2?R9KWlAT7frGaUC1f zT>pHwG3zdGOH&t_UI@(Gl~`XhJ)$(My~ZTiErd?I39K(pZQB#x0qDSL`I85HxTetIwfH135cUAV_~i& zYZVmLNi8i&KOLHT?ErU5NPqgkfm8V}Y@jepKq_Sk_!Xv-;Iwpg)%AofCJ1aWqL&QA z1!8HOP8m1T$@uSkPE&SoSd42x7gpO1Ic@TUf5#3Nopb0iy25U!wP=m+1(O2RcS&4> z{#?uvmH=l1GqH*ZQBazhnYSyZgw?_H9o|TUi5A1XL#PtL(Ujc`ku(*|#y0Cb@?}U? zAbKX>H7BreoFbP%k~h);SLF76bsnuO5;lB3rmWZrj1fw9eDKQ|PwCQmIhbl zSH=HdFA}Z-{BhyKX%kaN_wv}aan&T+f?72sNX_0a_&mQ)At8>}lm+}lVaIZK3MJY` zmz^nSEwD~e7Jw6ADuP6d6-J2EdOP7e`^Y}=x)JjbppO2)qZ)Z{l?OnDJ<6dm8l}jL z$r-JD69J^c*!t)=6*4V_zP45)^YIFzu9U1J1xhV%=v}y(dpvF0mC?8#n^C_RzfZPY zX@cGcG6?Z9mpe7sD+_R#qVEgqSfWH=o0nh z2?L4Wqu@kDLc$gwpXq!)tYfX(xLj*?P{)3Wy?3f1EQ&{3q&=$GM;tE7+^aAix_$A% z+aT^7h7LG6UGfHtk^8s>Iw)8GeNr}$Gh}&&GLRmC-J+Lht}JmO&~}&D51dJQ8Lnl~q}pQ#c5v<_5oqGk%8@wWV=;gjc?Dw10pol|(M7<(wZ|9Xtv zw*Ow2-%!e}bWVG8RPD^vV=46eSq!FMP?oy}lVqLT%PiF1EEv*YWm zG3TwLX3qY!<%*Ti1e5`z1IYDPCrqojH3*^xyv#M$Y$*{-3sTu8_;c_-68iW{kD53& zlAZSd25DiUyZr9k>u_KL0kPg|Y*_}ea_EXJ$+9Z5p4CfWko6rRwg@9Kd&@^%E;#EY z0YTFni>bV*TLW&mLkgU8f4<13*PSsVa+$i7Cq>RO0Y%bLto0t*;5?t6537#`HR>a? zrPfDwJ6<0}i*v2*#62#?Po2B_h}qMtYvGQAr3No91kq_qR`Swb%{iD?{;KM<+Vd5* zi%#wdm&I7MV1cI-AEg`G)&3*$2>+*_EEac(=uE)_>NL`lS&o+cf z;iEpWu|6Fmd!o`OYA*BeOc;9ex@lH?ieNs6HL~P(r400~Zf?Z4p<=ftv!p2pGO>`u zQwYdzIAgNdG0T77rsnMOk>eU!6Z;!S8FaH412t4$tKDbh}Y% z;GXn%K`lVG%P&%4vrv$*O%#@K_j`8W2QDeO2tgDz)*P+f_eEz7kwkp5ulvH=e7!q^ z;c6Fu_|p$4*HW-#pi3HUvimfGWp$9P+%h7JoORLJpx)39aKJCKtG+7KshteRRz!r7 z>D5@C+MENYmQS^jMFaOLfh$^PG_M$m)V#%4Ph4~=4 zOT>qc+G}bLUq*BHr@H9hsuM<@kz;n=`Vsl=wPgE+EH4@s12!P9tc|`ow?w}YLCwEJ zm(*{4`Rlgbm~+iCqg&l;X0_gl$v7so*an_qQx%+uyPuhcp#XmdD7aT7{AHY?;5yW} z>MtQV@c9SVM}7i;Lquh=y?HD2rn?NLgZ&x|L*m~{wy7UNE?pRlu`qB+SJmR?3+7U1 zYb^-WgKY58f;f8hsX2>Zcuvz&db$1H@^XRy6mGK_4MLkS-TGep63Tfoty2@+P+n(h zGjWo9+s!I@7&ozqll$;g*rhuQrb9R?aB7(scY51i``pz&B9S*+?2en~ARb`u7=UzQ zF0WyHhfHyj;{*QyX*8dya+Azj#TH+QwO0Mx>|0isHrNNIBP~?uT#Gc#umJ<5Je8DkF=u|-CB3%)7)135vq@{qIk3C zJ5Sxb(atM9>)W6z-0_u%)4|+q)NVBTNLY$3b)*6|Y?^$nxw;m3>#0DHY@u~v%pul2d@1-Z12cAa@gW2Ic8Uon5W-=N3pU#Y*Q#TqA{4D@6S zx29dJasL34xx4L}5k*W>U5V<-xS~VO(8(_99~$3+u^k{_@;vHG1M432+g#6^Cu)Ln zW5H5I>J>avF0nF(d2jevvSo@>oH=1z21Om8-B$vV;T04% zKjC#NT`@)ubq0!hu)guh4iK9>5U(G1kW}xq-wpd*Sm*Wh^R_qx>986fiWD}6_bwcK z6Z=zRs@mmT@7CL~a)MHj=bWY2$9@@_AYh3dQ~hRrqW0O-;Wwv-ao3ip^gSfHRvx(A z*~id9pA>8id4Dm?*3FIAck-V^E7K9Iw@RA_+)XowOCBtDx4jiRepGt&aH~(wM6OS_ zV<5nos&m_}QIdK)vg83q4NX}pdMo~^s?2j{NZCFIv{?n?6AHEqDe&a#yU2F(Qgem; z_tMgC+KLxoaU($HqrR!yZ-=B~uOkAZNti*XBGNg+O!A7hf$Mts$2e=O8}dk!2&7O- zh*yI1!T<5CmkW|#diNIMjyhvxXP~) zK@B&M|G-vwn~0ZlDt)}4HyILaHzpKJQOF`Y>@eCLqSK_OZjg0y`PscoY0`?>%LUeL z;47{fFg$>VM2uYJ2r0!rr36Vff=A2nsMe_Kbhn%s0m@RZw{M^`mSz-BigM|4AZ|`v zahq*6lH=K70|-t?fYi>7m8jIS`A-^vt>cg6`(9{;y7E*Nc-wTED9+gw z|AxRq#81Do%NLc-{PKy$M*ff4jV^(@yZ3VN86J&QOV5m#YTuRc=RrdfF9=-iB)Lk( zLHr(!OW4|((lr(;o^XTVSR!_M&i=?7eQz2*Xcs$OicEm9ch?UC1)n!O^q)f=<>E27 zsOn)p%v3DsGiC^u66ckiTP)08Pf^_$5|KHYsfu&|q z84iWkB_a`05%pX^I>XAAy?AKR5HGtY+u0Y{laBI40$MQD0%t*|o!L9BNy_J9|U zzhrg?O~a?EegwL zPzl$I3#&KbBn|%LmLSVT*pDwC!Oi>Xp!mgo?7Q!eHzGrEH)>mU+=J~vSlVFYL8i;W z#*6cc ze3I;JG1DMMZ1zS%tPO?j>SwDIFUfPc(NNwvP>|}JnE)r@SGWE($0+ej$HyK!16)yz z{e$$xltr}8p5KK&gF;O)w@C!PKG$@*2M(O~58kp}A`40wRQAIaDP8H?m~0NGK6}XS zHs5q`sk)2WhwT=MyGG2Nz*P!Bu(pYg=BJXr>n=PX44Yx;e(3!>(2W1i?mG4WD%C)S z(VikFNMAQfVF{(?WaCT>JQb4zRLKv6_3Un1w*x{tk^fu0II$xdfcjMQY@FMKF}U`M zjI4x#D_<~_dJH>10C-tr@~z>hKEcDxH4~za8GNHUT7t5pqJAqz{+J?cmr%O5!Slu|ng+24HSUoCqs_ zRj=nszhM(XIom)^;C>1WGSj)z0a|b@TNx;Za?h4dVKjOdg#+Yfr@h#gTZwq4D&Lq_ z+juCV1mT-`(#i{z&(Do#TLoW<0aqx3GjUr-ezXZ)Z3BbEEiRamA+YZ-X)L{Q!x-uj zGFU^cz46T!nHO&Xz27~~+e>yl!Hx9X1b_GJb)rt)VMXorQ@E2mTG1q8dLe=B+rIbd zH~IUfJP&{&J?lMeP}3*pnq9%AhHV%6(>@oECQ@ut?nCuXoj=0{zZF!b%lO}`6?wRz z4%yIE5I6wYCbj%-tRI@iVP^h@QaL2@<)((dCT{<@F}-Z=87mQfGIAP|;@d;(@f0Ld z-H&CJPboTm)8l%J@IQ-caY9TvS_;5)oW(P@{+_jxJ3(<)cxaO3SH&^orG#vgx+Tif z#l=*%c|(}OK48PZct|zt|= z9`~pA%cFJ$d1{qOqh=SPqSNoYpp=IYOXvYe<)u6Ams6PR-z1vA8l}JT* z_u=_H_|{&v^>};6OO)EM=G{pDvM$J$3F+yoG#}!1q0CIj;W@EBio*^=iKq!8(Bz9M z&%MOZL)P{fV@$U6p2PT9m@{k4X|9jZdDD~4EoFiuA4_3})lB~8KG;wl(C^JnoJ z?lUYLSvX7YI&secNUO)KMbl7?#9^9Y=CM!*Wz882o7a!7)?jEV1|^5Ju~AD-S2)|e z%D!^wM_ciz|8=3*t1jFa;+N_8geyH~mN#sbSn=wu0FhE>k`eN9;+7AYCEu&}gNeJ# zX)pf@o6t+EsuldFMHH8xklZ!ZW_KFFoZBG1y5DOo<%TT+LeA2wF$y}-_H<_+EU|kx zLNn?(@ry})E9`)27(@TMaJR9rUkE&?RKcoA&O1#(rE!(cW{%i6uq7ab4+2rQxekMS zgV@Z^>o4sGGJ|_#!b}662DMV*@6WAUQ{m-qpZrUI-M}&o4T79ioAfIp>&*R7-Wc(*I*n!{DY3PJ_bcUM=E*$YC-el0ozQV?IPy=>-=LSR>_ zDTC1wIBJ}t(`6m_@uR&*rTFIC&WD(=iLM|z9Q~SW+hVVfwTe&Tg3X}-vop#o#*OLG zK8oky1ow(?u)}>zu_V=2o=QmHq9!@9M~ zcdtV<&@HbF5#k7YE49&mwi5xS(dTLwP+eC|*-`^ut<~Ex2ZDa6qSOTV5 zo+=%)$&u((>=lx5{{!k^MuV-COv6wrUVbHZ3*tqgY`u9$&(gi4(DcXzPfB0?h6LQ> zbDV@wr@ZhGsP9lLPXdi9Q8e9_(qA+C5_625(NQlAFF^x0o?WgfyL@f@L|}@OoVwzX zm2fVx%2t4?nPwyTy2E}Du= zkf~sX4VReVKp9+2tDOrmJ==qI(e5H-Ym^eBXS3YqmPe)>y6iuZ$~i{bJg74sAr6Hx zSFq6R_Zljem+@At^4yGdknN+b`nzpOzH|9NIx@Hd@*wi)Pe3Yb%)@}A1l-*4Xq9IZ zQvtA;J6Q8#f;_|aiR1^4F2GH9txJ$57sv^;+Xf^S-b*7z1dSDUr8?__@cX|9;4^l+ zBSGA=wVV*Sm)uXPS?LcI^Zpx%mVBG9voD63V60^o=;$eK@4AyndJ`|uQBS`O&))Zg zTmGgB?X`TFZ7pp$WG3q=7WaPs?0tDa9Ky7l9l`KSC)z!J(~L!J7dp+_GTGbcv{a`Jz6rEtLOV3%()~ zH-kBUg{)M+=o1-`L5T_VR177WKnSCPnEeL`R@c4SsIS4MP=+0nTY)o?$f>|anoVUm zAzR}TA*S9~Skop9g1Dd`B~IabT>{`y|6NL6^spxq+DqJA3dhPb5<9w;M&^4Nd7#O5-ip&w|olkAAkX{Ez=8C z;&gBlhy1@*Mx9wH{Q;hT`M~*5M2X1kFoze+Z_XEIEt{lJr=zNdrc_Gs+-M&jFalP^_}o*O4~JfMOhzo{ zR}#%u@20vYPU9D9+n{dBgUaY2{#m#JtadYAOZu^?BP3}>Cg)7n)xW+LuO0APMl#z0 zEWEx79bNruY}V&&Iv%!R3hz$@uqGzV@#A`)r!Dh+#TdRJW6NlgfFh4vZzsqU$g}E+ zK%XsAcz&{aZfSX<7nL%rvlwvUytQ548`_@M?2a_KG#a>qbES&I7D9k}7ba_vjz9l<(xN2)WLd~AP1svQ zPX1^zOZsefWz;BsFy<4BoSch>>L)OsAH(H~WRzYn0GncR7PWq6YpK#8uwA)P5=O;i z8N5Kq@q6K@AlumH0p(KzCfP939M91T*Y+fJ=}|B}MUPV&&w>q@&`G@H>FiZZj0kO5 zkJyCl%rolAOj4pcA-8VlRfZ2%13RwB2h6ErfLzHYNu0k9t4i((K+9oQaUD~*Qt!Bc z?P^s)H$NWgexO$Bj2wz0w~cwfy~S>QR;=rzJD$gEdp6b)Q&%3}Z6Z8`p3>>4SIjK1 zr@Zgh;Q#aAcq*x>PQloNi<6+~*|(B)3B*deaW7u!E~VfXXl4?S$(ckM0cBcWikBqe z6BD~&;;Bj`Qq>VRzow=y??6I|n?e;uXQc5z8h{ZbTV|iPskBKy6K*saO9`a*BqaL( z>0xwXh4t;iEi;qylM9V)^9s$0B=grJcOH0)&#c*XB9VXd(+Hq|d&**dXf+2cnN?AC7AE9$kTA52?VMUPZ+pSyZoNKQ(PGlWBke8GlsJcvT+Yi(xEP z_R;0qvX+}DH;GjR4ORcoog0c^V5v0H^+H5&t!G}ozF{jLxIBj73ii!pz1KlpRGCs> zb;k&oQepJuTK&ai3zr?8n?RsZ0EP#fRKrQT9CSFS&QX&@eKhw?PF^|_;mHfFC6!J;a8hxx}oC6u(1nQsMj|LU`=yt z@16q4vNjD-@4$jmdxd>|kv_zvLP#^>uYKlMw*o(%{vqgcJzP$kx>6(QO6t|?qKc0- zA(06>RnQZmNxWbC{F2FaXmi2SL> z`=IwQmv#{ZqJ8gmI!tK!3!^Pof^r|D447u)<8O~mqWgjTt=uNsS7M`I(5W;pVD!WvJ|3fUxwo}en7>Fv6b(fiF-5h!SP!oWhuTg#Cy zz2K$7XKCs{!)qgh4DLggV<6*y^Kjl^zuyjb%}d0?aP)jZC~62;=+I3p1*#uCi5KCL z{h+E`GQS6jH>N7!j_`MNy9PRavdkk`BrT);go_O*YE<2gT1>0n@Fuv{J1y_YupHgZ z0y4OTjC+I+Lidr1MzW1!KG0LYDMaPOvsB#Kr-hZ>8U^fISNxLAU%jaN;*Mo!7gPl3 zohB7Caj_6DmKsZzb(e2QU$Fx_iy6otIMVeQTQl)c<90W=<)q;>&|OK3FM1VY!*qy^ zyy?X-+ql-Z?43gveWQ~VqN&S$!!q41PrOV_>d)meMEF7&4q-+Ir4!l%X(X1gNQSXCsvpw zZ>RNGH`XFBbl=|n!{M20RI7562)ZX&Sv1iX}{p%bm2ifj}G=7#b zfUU{bC<--e#*^5WnI0tJQbN*PJ(L_xh1FGSX3yhaLkE zrjUS42q{)T1)n1P^@jk=wYNdKv%DRz(3cY-~qNjMF_uFB&oN-EE5p*%j}zLE3vWP`ATNLnTZoNv_VW0i z6B+a}H0PwF6~3kD+1MxT(&d$CR*{rip;yznvZ$HTv$>(1H*ho7oWW5(4DT+Fh9$f; zW@4~#q-HMzg}hq_otEov+8oNxwIbMK_8t8y(LOfI9i z_oW%oyNeMH06>+p{$2vS{YgYi)i2v3&U-pmE867{N#_sV5%s!%UY5RebCp*ytw#+}dZa8HPn1U}|k8Qs1D~kF@8Yxcp4l8rc=jUU zV_;me*|YC+iFyB?BekYIhS2jQEb>x$PD@82Hk&i9n#ebRwzu{s%=gzCsuZ& ztITMv+=nAY@G-o!>KA^aBWb3k5ok={OZM)r>AjsK<$V|vd0zibL$pfd_LMoefPqDI z{h98Xp7cY9*v_jS;p2Y4*q~kRFNpk?R<`29ZBYDa{m#;07S?oCr`}B6et*VWqUSQQ z^vSGag+3}>x?Ea(P>^ha0wtCygHQi=_& zzvA*#-o2<)URZSWKT&SHc+Tn^{lE>>#=<{+{I1yFJG#URKL;cwLOD3ROYl3{0f$jZ zA`tz>1ktH22+W$|?5)neQF+E5q)257eQJW5898MagzpSpHH*OM+Y}u`&9==aIiOog zr&*+4XMW73S>^;AyMLElQzna=y(q6x$H)YW!o{P0_8r%71KE&Zmm$NVyg<>o;FOTK zYA`X|P^)%M@KGZn7E70As`rp33tDsGjEIp(g`^dDSyZ8Sg(PhXFhu#23z9MBgFzi*s>kP|$B z&uAnV+n2F)<6&MhhW($waBz~LO-2(W_bRPaND6l$@_}10&uk?JL|wP0tUCKPLX$4@ zk}z8`5w*N4b!HQvD!V4^vZ1na2;!S10k-eP9J<_k*rc~<2nXNA0V{I(6-y&6>?A@| zWUX>?BaAzeD(-hMR&j+$bG_#0z3cmwxQy(8$hH9iq)yqRV9?b z9=m~yfmbxOMJJS)U@m}v-n#mgwHOn z)MC?EByXG0)7`ck(4h+pVp6oxN%p((cHXf8!t8#o37KH!<@E2n5AbA z&d2J@uenw-GrGbh&tLRGD;gTS{f5MepUd&RREJ;0KCdsdv^%?w?!#!XPf3m0MSrw+ zN4C2%CFV(-E+WTSg6OSvZvO?W9s@!yXf|7XD=|_jJ`b|~C>6p*dacdqx_){N)t{#| zH|&&VF&x4v5Hzv+6f0%~3nd|!+Cg~9NnY~1iu+=nWbSOcXN zlnDcC3NKUm+eC~AU>fq77XJmU&P3;&W|dVba4pJiD(5F=s6EPXX2bmWYtpMG=O^Z_jAlH)maXqt!q({lF~Ca z_$Kc(oP4p==bbtH5iq$i{5u9TOwIe{@U?R94xSl6WNMxfUw&KCcgjMq=Nv^T#ddP(d4LKeyAsKg?ok>vQS%F+Et~XwXyk0QZb#Eri ziN8}?xNOl1as$1!tS*qvTR|%^+{RMYBi(7PBL`Utl|6&fgRgKb#C}-!LqiEmrkx$d zXv%5z1bhl~v?e<@$?~Lkx2^xOm$J*;?meQm&i60TQ04}p{66cr1K%ReKWr=H3?L;F zo{^R5`v-M0dBJJOj^1gny~s(jH~U(3V}3Gqs~4AU?BJ`0ys|1w(|=ZzPaWDq#XG!Y ztgSoKt*}GFJE^$|$xfuN33>}Yv%f1 zXIP6N9%6V}ZF6YT7;y;O)W#?1Te-hVsy?cE^8{>VBw$3`v~MP&n*3*rV^SRQMWkN_(sE znT^DCRt#gmAI$VjKap*W-{zp{d9CAA+i~>E?K$s6>qpR7BrJytw$oycFnLkZc%@7g zLZ1I4`zCI%Lv=>bp1&n(Yr1FRrQiD=Q1#$3s7-8W+ua3(Wu3c5A$Z3g(Lb6?{%$eQ zQ$10N=MH&3yt?G*V%d|AZ)l}9gK-JCl)!jIIw4COYzUD<{ z4^SGH03F)VSY-zH8us_NU1(bK)0SWjh9R_7g`25OON_uT*$XEM5Saw>Bdp~nMIzBz zYaHO?Gl zOE(=;7tB84DOUC@G5y6IBUqubCDNJ~4dH9(CwrWa-xHJF%Hu)Cz*%F6?o;|x^ZdIp zv`GSzHU#<(YsOmqhyTpKHCwF}ArH$}ovOez+e~pZ2grvLzJLxmgBzsf@|eaJ35RVW z2TKZJ^jvPe8hG{IPDlqWiU4`x`FNKBEcRV`Ri`efoe%+c1!v_FV6wsz zQ8*%o>B!%F5^KPpAX>8S5lpp#*)Kf*7RZxWohS%2m1?vd26&*wa`l*LgzninbocYu z1JJFay0((Ct*l>v&^UhQ21HZ%l_CN!i^xP(AV1;)Zz&4ugcc2EKWgt^*2rCT-^ z>qv1DuiB+R$nzx`eU3Leq3?WHPZ5t~<|Z$gWAHXCluUCxO(96H9dXnmoxl`EwBUg* z05-=Tz@}-aLKXRdSV3K!Q+OSG+OY392^W&>kxuMhe;6T>z=_5P(k*zS5OhOCNb8M`A z*K4;z&aP;ZNVG<>{2rKVT&F+!4RS9m_E`MEE)1$AUpdTx{$S&M$lfRI#}x+zLwP{M z?EF{aLN|Y)DubhE#2SA>Baw9Hfrfo$U~Khu0Nrwo40`;e0>o7x(C5gMd8BK&3}%9d z#>;fCDaeJz!95%d{~=TY&4L6q+^(xdHax;WZK}|qijIa;H;}N)1PbZWSPMP$hN@M9 z6=x5c)e@s>aj|MJ0V}VQwQ~0fQ-HqPyKUKTsl)8{e}mEt6)>!K6}H@FvNgpAN;+8- z%0S`L_T;V!?@*nsJ)S-N9(i>idUirL2f?UdK=r@Li>FEq?^CJg2#UxvB-?&~T6fnv zil*i+Y@Ekvn<&8jm3_Q36YuEAATd!%uv8^#X_jmGSL6~!`!A=3&QE6dBe6g`QQv`P zlF1V8JR1I&*2^O=^bIl^776;NQYAH}quI7{YukpJ-7sO27a(`CjfXAd&klUYsy99Bt-y?r=l*0t+ zkX_MTyaP{2t<>lKD-)wXoo9qF`1pwJmw%|~ri2Kri%S#?hh}rs+-#90u~A56)~4pI zSX}AN`0xfu;q?CJBHxuXHr_?U@rrhK%*@epy<&-*p?w)3){4@uhvJ58+FN_#yWNsP z0`_{3;wIVf)G#6BNg3&6wJa2R=#BrpPNUru6f0yjqJoCAg=5Q_&a`ImmeBhxm)^op z;f`sx2r3#?_#<^Fq&VZHbdmGPofHu7d{2_(BVuok^x1=joI+2;s)zU4OSHW3LJ9m$_;JqL z@dveXGPRw=nOGK^Nn4d%J>MkgY2Qqjy>QI1{Z5C)iT}>vCi9qho8dRFJc+L!)k**v zvUhl5uqPYFV0@^UZ|w`R*ebIu&&Qan2bz${rW?JL)`CjNlI-LZ)=UqY!15z>R-+(X z-O-zf=ADvJ5H5$H7!fqrCIaNP7KBcg}NF?X8VRv~l%7+lc5 zjJ3K2qgE4IsEh zC>1(%BS}Hsg;)D$K-PR$oJ;7SOKQmb3PK5K<8iLzGYVqT8>|O-xwO1$jrY^18px^! z7cyYA=0RY?k&vw;!K#-H58&9ysnX)>nVLT(T=(v(qY(cnm;B{0JA;j9r+Wd*#vjy_ znWKmDdRGbQj%5RoJmC(c4kzxDL*teEC|0fm}CnS=*FI^BY ze54F=L+${89uV=qypLw5K|=4g4Iw~7dY!f;sW6x@F%u5HwR@)r!5Hclk!Groo7e-6 zYm}9TzaRA-NHZ_UQ>s_sv<)&>qO3}%8zsJpsOtF2%;kCmi_=It%@qE$39<3(mrQ94rH|OkZg*aduE?&fT9QHEQ}J{@|AaWR4~7}tYbP62J8QlJLx+%_ zn`b}qxrvBP00pm4c(jMAP7Z2LsL|;(HIE=OaC-~HXNq$cQ+_C6{v2X<8;Ui=a?6cZe12?p=VL)tuyNSNs7UWzi|ui6m7fm#^32z#;Y%qa!$)2mhJ=D@j2hY_* zKF;tmSsG)_y4@f`Xmq0&D~!)ow$8w#xI9M7v^cETdVZ@XD!5kyO8kM?I<&H*wAFa! zp%7ag5$H3$7@#=^ow${n#>(f@T&2gY7-DObq>vhl4^RzL*2eb#8cl*PD0zInRIH}e zjOR85ZyVyaC)}>`JIg%Uki|8nl>XTxh&~n=ZQ_@RXb)Ine1t{fMP^J#+v~0;rTxRx z3U+^hCfwIp!ZGNrcH-{1*@kZnesL+sS>kxcW%f{TMVNk^ky8*2R?kCRaGg2x3jk6D9-gI5rm&0v|V zhR_1WNOvYw7hANLvx?MOy9q4@6LL8Gh5Rcxh!(_8D1t$ik$7 zC5C^~K=A{TrrFoIX(pjgL0wra>}P~Knj6a!3VYE_ckpU5DFr}!E-hT^Jo#{CM3DHyle;wxl+N-AiL7Lt7fe$>C`$yj1QggNlDcFwqI|@_!?d_e>@0^8DuaumJ zJvp&ZRaRr?PHVJwoR0<3Wz0{J?t|JW|5dSX$3=BM_g6x2^9(AoL(5C1f!WA=4W?~d zdPn;J%xKR3>6(i)HZ?*nV#o5(2IwOgmE!&u`VvV(`<-SUrp@;ssUv4IzNaz~FL|(v zWN@fwgIoKVU={H1f3#Q{-CMnyb zCh2mic(?maVpR-pT6=zjQ5v8yVI0}6bD{V4C9oN8;00z6FfNe>bD5>hfn&v8oojbb z%*#de@3PhjY_c&r(YM~eut};Ghf|U9x&EBPp$z+Tal2QVt`urg2Xo-M%#8eVaAzTW z8=BcnT!B-tr@MAxABr9%IOz|%|C6pjO#8Sv{VHdrE@qX1fWHY2)17*^lBHk%v^)yI zYvJu$Rq8Tb_mkgbdn+H=SooWvWLkYPj0XPAqwT{vSVQ8 zK5bkwZIbGmxRWKPoa;_Bh8##n{l&Xy8NwnSxfEzdRL-`70+g7cgQ#AkfN{ZTZ{3)v zu;_OU>Tm-Q)HcDbeJXa#Sh;wIydI!z0|3kX40p{XfVywkzer$}V34>lJqhsmBxJ7)G$7D?y2vz-+QGl2=L}68*plqWm-(?YW{wG_{JVRKRd~qC<#p z7A~7ABL}`RDD5Ecie&D~B+3Hh_H<0jIANkBp-O52eL9kw=e|TXcnCs6=@4U?&)ssh zX3&b1^~Ad82J(eD@V#%MDQue-k=L|l6USzj)u>UOf7N?fZkQ$7XL2m%TrP;gN-W8& zYCLWzD2irF6JoL9gHilo-seN&!F5+j80#v4VL4a$)F&bXos{g=cqTcOdd9G_4QneZ zc4(TV^e5rJG>^3k$a{Tuj*1&fYqgOfK>EJ3@is<7O_|6C+E26aAgVd*3a&g70}f33R(NPFKhGF~zID7Y z>2!-0NodSf@ZT{Eol$|!lPfO@Z=F1JzN4;!i)Y9MbJdCa#XJEH1o8VC=Zx<)0o00R zBS;`13DKh;_K~`cF`@@D&2NGbZzpb+j{y~=E2f?}98y9Szw@C3J8oD&QGQNSPQyw6 zrT>!`w&4*02p1mi76g#DXZ0s66J3kp4bv8*9%9u#?GDX4}C)?NFvq zstNBi;T5c)YG3rwpSK%#ddDoRaNuIIC^L&2?}y8is%eK+EHKB*015+)y_DuN#l|-7 zS|U{|Vz3W9~yyt@qHVx9qz4mFctMG>G8rlRg zWy;%McD+GO)e4>i7(@p~5o8FnN&|vLHZ{arh1;Xlw5Waix+IUA!fr;ur^=OzAXCDw zg*_orI^Zu8R)=-uaP|-4Bw#MmrYtBYLy;YqUO#H3s1mh2V48cIxq&_-aNtqe+AUP< zJ%JCYj;PUgSl18ZRuAzl_&b$1^fJ30rKbX`)!h0NaD+rzGbWyNq%Oka{Q$u7BC`L0 zMV4p!g!T&AuogD)P=QpXz-14npnqQ0v%BFdBm9HD*}@ML1hR|=`koaqsIJ`E$2| zG41DIAhO7L;_K2RZr0}i`KPoztX#hMX9E%mZqF=ke{Jo9pJL-UHp4Q@1ObeK9zBTu z{PLt^O{=;NeKTYg`$yn%B1Y89-mFY9M#h*m#D2iXJ)gDS zqmF{VkC6gemDi+h^D9Ws1u~(c8UtoMzm_0Ej#JDbOl0-{o{L}63=SWQ-<|Jk>22$}v4#-*UMl@MSGxreHHwvX#X>`salUD7oz+!d{s`YlLU}S;G(Z(^rpiEm1 zX*B!LRO7^h4MFnwm4YifMr4!@vUcu&bq7X5QzOq29^O=jo)^PFeDBWKe;t}6gbsfm zb!d*+)(eFW1GAUi?kdG~TohK6#4!bd7Vw^F^?1-_;K&Bo&w}LcBp^Kn5%yhuLQZutM84z+s=)vN0LXN{UjP6A literal 0 HcmV?d00001 diff --git a/translated_images/km/NetLogo-Main.32653711ec1a01b3.webp b/translated_images/km/NetLogo-Main.32653711ec1a01b3.webp new file mode 100644 index 0000000000000000000000000000000000000000..f94032d0b0ff85df5ea7636bd114a5b6ad6bd2fd GIT binary patch literal 109714 zcmb@uWmufewylk8aQ6gv2oRj$?(PuW-L>%m3GTrO?gV!W?(XjHF8x9B+FE<A{Z@piBwtWYk3Q8RdEe84VJ$9&I*1PI= z#Aglt8Bnk$*1+b)*6~&(a-v$GU?$uu5L(?jW<&G}e4&LuZ*NoZ0skCu{Pg7@=8=en z=%O04=H&d_IZ$N#1X$}_5|RN>zl42?zAkkDM9NCGzPrN*HxjVTast3*k zfoG;C>8rqYKseCoDgCB%hdInc@;qU=wGR;Yyz`KA)AiH}>oxH-^K`-u;Cga+(!Bv( z5Iyk@1Asu_4ftd0BhdxXmN&Au9nj@j^X6d}=?eO(^(Nw?wYn9Dw~p`_P!CwVf_-9m z!~)7*04@N)#~MKWQx>rD6mY-upu5oenEqCGgtr%X4O9lot|vSv0D*QR=en0Kuit$O z``id50j8HR9M3#4#I+u$U$@!=wmc(&MnGxc%9F{Ht`8EBZ~@rH3%qK*VtxSJ+RW;D z>EbNDF7)DFhc^~z^t|#Q z`|?pWk2DW?SDuYr^$*j}S~tBdJR#gGFL}>bR)K@SP9W$*>UrL2`gUtCFb7EUYyj*T z;7tLz14*7$pNQ_$PkEmKAb<$qMD$>tGo(Yg=V0epM8(6}|SL$nQC2gU$Jf&PysK;S(v z1K0~p2PQmkJc~Z}-0A{X?z|6q&%E89V4o_02giE%J3!`(ji=RXzHr-;oz7x=)Y1Ys zsztbnox2m&w%}$mE?@aaAkY3{en4a5ce!vK2^X;Mch4SEr^F26GOJ1e-Vyf}2;sf| z@RVB=tn55nYTopnW?eAi%h+SEZ9ll5?^B|XgVN=p+!_nGDBH^)kIVv1qMg+A%`wF$%@xby***8W5Lu(&j{1O4B47YfydSkum|J0N-c!$s?dS{QhWtYeENR%jHW7-T(5B!rrI&a0_V zFK_xMvnBuaa@7HWHEkEk80^P6{!ALF#!JtNS)?2LD|UOV=#6^K86i1c1ZLo|V@UlK zcAIjm$BmJ|$FP;+gp|qpd#1&j6rskCf-OU-g8+xKqkc21XfdL*9sH73?)Qq+q@Z>h zB$<&JL7{L~#UEma;4yOPg44-+uPx)fKx!lp_{OmXD+8V<&BLDWa+xgjhq~_;wZFH< z$*?UtR4ST3VA333RE>Yha2cl=`+^H;Rlk;N%|VZzJy>cHq;sbc8{+PHvI)>_b|cs#%UoZven@8#LBT`qCWi}e~oO; zD2}U6ByhYKiMT!K!H5H9Ig9#*as-+##}NDr{(Xl7BJSnHk2fg1KcvJ zvZ?FHl-q5b@{jAV0Fu60HCjQavq%r8(yb$RC*)lizhb-1pb56K8iXeJ|G5zUtv;0Q zdrE3))8boDdqZSdLWw@aL0+1+I%HuC3^%<2jbnHSzo?-Ts2uKxJbQvXd0NuaQ2c*f zQIMh+k2giDLORi@ZTZiDv@1`T&*HKSpX3{~=X|Oi88uwMeI85I$Tgp2PzJITGu6p- z`pp^Gmf(;?{Cs+9Z_NiX`pIVQ#y^m6vG7@Z0?lm+@15UA9A>@LIp+z9m>1gkg0Q{O+MZXT?prtaH*41lPl9Q7^*XXGyt~ z-g~U^L@`yJi6*dbE`EFURG;D=65-jWFB}ys`d^pXzs>G{T$GV?_<|iD2E^a+IJuX# zn(tEht^WAm*WG_tma0d+?qu)}|GMg5hVuij+whWeuXUC!yMftQiqfoNpU&`mZQIil z6<}=C14F&8CZH+75r?Q^fqm8dMosMX1e~HO6b>8fykm4PWVpYy%dRCglgicZ@+=%mtYT> zp5RMx_dV5HIWK7Jw%fnF?%hvo^x>eh^+`dRqaeMju~um_c&^#9{-Hp^)H4;cxYPxM zQCosHQPXFrUJT66r6j$5j@$3oO{ya+-IOND#=Q|Da6->frRuC~_a;K#Gs&FYA=msI z#_*aU_j75>i%#Ei%;aWnkY0+L^|qYer4=8}w4F8(fBx^rUuJT}HOYd{JGRnn z^0N!1?V;R#edV?{W`Rsqq+U~R#>WfCW87B2u2rCu8(IjD7z0dznSXdm)!!un(9JUQ zp}I(uh;x6=zAu3cL&&9bkmP7}5^M_zwHhIpDVqVzdXVz+qz)h3u+BLNHMLUOF*Y=% zxQd6O6k)RsHZA2qi+QD#QKYs(D1}Pz%A$@mGu2>FgGr?{s?4M}mvK$Lvv`ZyR!m8H zzvMq}(K`o6*JUu!W$`khrfWE4rS-b^@Qr)!U5lsmxGjzB3uU)R>s9{M8I(K$Lig3S zTlGuSw%(@TVoP<3h>Rwd*npsp@>8y84SkaB^8 ziMpI1Xweg~C6Av`*D)nz@3#T3jM5MPl}<^NlAf{pkISCqxh~81|3zy2hmG;exMCd! z(a6PenJB9K0 za_Juf(n!%f`TbC-vJio06A)%nCtnvCr9ThHaSM=A4j}c*mYcc~kwsBnav|Qni0!a> zz(+_fxy)W?YMdOeJ!lWf_1IYQ=SNS!ehLT(7$jgb$l&ua+okJeA=g2`ITp=a4AXd$ zpTYY%Qli^dw8!L0HF9}(6xy7ekH>FHq9}Gr)dBtp(}y$pP`#(4d!GY`;#v}{FX}3Z zNpM8v?s&{5n<$}ai1KsX((S|@X3+NCUU0^C1@r^AEn~lOx*28_|BlOu1P)o#I zYZmS~zJ4p+m<7)>U(fxrYW&`dWa5d|*peG_xKYhJoaU&x(r(7-|EecvbALOH)DwD? zd)pQ1P=jm>0ihW?Rx|$`h=kB)ltu@x%60}}ha)8RE`?Riue8^qW0vDv3Z+}`qPrjP zxMKQUvX(8h*zV=`JY&B5g$pV1enjT0yRazXSA~!D(|Hc&M(li;$+hkl@aKQ4#nRvU z{w>^v5+mezB>(oZ{`f6@)c)Ep9=sXH`U3$#?oaJmz(Ao2; zul~KQsKZJl0$w%>?H*|2t?%Ekf57qpt2zx+n*!H_>`cwli+vHwvqcI~)a5si_(&14 z>$DR*Szg4+v>)%@rv~s&8R>)cGZ_yF4d~9e`ps4IRyH%k=7mT@8NQxqNxH~E*s)w) zT2f`9b+JIvhw%?9T;|snY&CBif-UJL8zv5Qx+gPBr;3{sz(t2zRyxtV?`pMJd7tyZ zuR{&XMh98EnC0d- zD4S{}af+^<#qy|ISY@Wj>9b(wr#sva=+70MTb~dmoApfI5Dc=9GV+_8!qf8D(fIx7 ztW^6XY99zZH7SuI>1_$9|8!y z#6CS5D~(0nYM&@MeW=c})AXl!5%U>8Z#^A?o@A;-6ql8$#b~M9j8#fc;ERY2p|2pb zsy9@TwZ=Gko4{5TvAnL)H|_O(t?u`d*y448?wSuwM6fRJ6a37TDQHV>AP9+_YbE%h zlN%10s17F9%J9?eqc5SbDp-;!tv+gWvZ|M&N5UJo+Z$-7@HDyB>Up4XzPW_i!a&Jf z-+D9$i<^$)dl-b;c~&gBHx_)R_NyR}6nQPB+z?$TLDk(bVdR^6UR-OLRRf61r?q6r zz(Z;B-<6DfIhxT38z#DStr+aeui-#DN@kLFqO1t=A=}>LHmwZBH#5B8>&7|4kL_AR zvt9AwX5P;QJp?#FYPwZy*4e^o zZ?=I!J5A~%r49dZlFC%KsC{axNI4BygdXCmh@}a!xEvcg2UAuv+NF<%d0m%0G zGvO88oxnS#*Iog4^7Q>r_IQ-b`&L%k{fP8>4(hKOIQgcu0Zv@bM`QkaBsBu|&WU+_ z?6O8}N>vO^P9w}k6k>M9RM?nbsj1slw8{b;^ptI(f`quQ_kgk35dd3$$!%-eXACC1y;_A`&gyzX)4Lw*r{!s;IG7vvI;p>RjwR_z?s}@3uj)k3G z;=7rUssa+ZNRxw2(|-b$HmP$eWM#-1<=Z%q_wbG*Lw;o$sI;XLI7fg6KbKN$7u5)B zlDs}N!I&X!>6r5)Rt8KSC*|sn=8y=>bZ9Xru+X=tDLhW&)k0Wq(Vde`9X)zLkeHw< zSt-@tJ#%3j@8E2bS*eVv(C{K3PL@oWga}>2J9X%o()9T-w(}8(`ad>Ly=cK#kHGwMc@X|Z zJx}a6>APS_D;j1z%0a2!(VIe-z{gWWJllXicppNSfC>Y6t7@q(@!?iRPStk--*OlG z{jd%=F`u2Ij>!xlhZ?G_#UBlCPx^UN_$A6RyMm_^&EAL)9$rU2PMvEPz{^%H7S8S| zm(XY>j;wJG9GSw(RQE;lCuK3pCY^|p8+MwNxs2-=+OGXje=9UQ97rNANj(DDDC?on z{Ad!YmK63P5686rT_wWvC3xt!KP{_Qjf9Sxn-bKnCPIWH8nw=TBQw=4($0-UZxYkCPsdLRivr0vWa(|14{c zlM@!-H4TdC&mdz=r_wMYe99SyV+M_l2i?*2f)?Bk;Dxd{bvwC9G zFGr4*oc{12cdUhpA3eX_Z)Q| z$$-S0Mjwtq$iMc`R(s7+e=P)D>95G3v=29dV%8Jf%^}$Ntf>i`k$Gx zWyA_Bfb{#2Ydil2K7#+PFVN`EjfS>mG! zWM(|{w8(4cF1kPgXVhcr^m2RS^rqnRCz!AKgEnp0!bgdTXOXbz>iKVr^y8;1ij@2J zDYg1q{hLGcRo!zv2~23}7NS34SF)0+LgyV8M0q)h>_yYgY92l^F^*McMLv>D8?DFf z9}SBvmO)22k~kruXD>iFAbIPL?OwXlY@%49McqoM$?lW@QzD^6(8G#}L_bs=%KEvf za9^)!zWMZ(vA)(2D(H|l&x|p@{WF1O(x+uk6EM)P7rj=pe=aI43Et4Eluwrr-q)7}U4IZdzfB6(F~LT~8;MmS;P2Z{?+gyh3_bYDKxH+XaSG)zrj zr87csNOZ$@I8D@>)aK$qv!lscZ>%hLHuJg2^V2OPMtxmZ(j?#pvtphtIJp+lyRr-L@;j^T--*z z3ZqfleeOYt>Pfx{N+2kr8}C}vwM*~B?Bj0R9o_Qio$FyZDb~ZCQ4hNuiNK*7_pK~U z-o^=n+%u0AW`|prB9Igvw*{T~I9tL$cf+|O-E2Q`J)Vz&NWlo5x+a|AIYsmYMPdLT zQV0V_NZX4N^pB7#L24iA1+0^lR*nCdjO`5&)F^FKhh$_oH8s%tqy2T>#gRa|5hY!je?JZb&n0W^ix({GkZg z9gUXGEWDbRmQaZs)@=h;k1yAMyfph74^K7ggY@rWVy!UUj7IQo-{lK#Yx**T9+@#9 z-@*=sOP_ZN8Nf<_8SY~+As+RXG$ByM5T7dZGaJ8EES}ry)UhQSWX<^osoJn zUj>GMM;OB9=IZ^?uTJmhk4vjg0r^BaU2n3r@0aEY%CrQ-U%Rz;_euOVMMdnb<wvxb2JYVWV_Q26 zK@e>!h?fKG=PgB??xP@Zt*|8J591Q4VjCRERg4za)R8-Fvw?|&$G7#S$5j}_D3Psu zMFFGrWMv8S0WqduV=2-WcAt%)<}|j``X?8ay)uW6sNS&JiD=K}tB>6^R4Ca1na5KY#u zkkhH((z3}b9bYj8Z;g?Z`t^L2U^RaW7^9E3f2>l}o-gyKcx$KWj6J5JQt$?rii>2; zMxC4Ty709H!~o+F2?&emwcy7=rwI;}m1k|+8lC>!HC5RfuWYjJjF&Gs2`3donsj|L zxrjKK1d_{^usDEyQe@ojVBJf9$z(V7vAxvtqwcL3dCE@Am*oI)N_4+3p|z+Jjdydt zW<&i&;hB%$^9Y+iuiPnams0o?hh^f#Bl3a7i4R&;(rFlFNgR;cKMd<{T7wVwl|4nfM6(G@0T0hwW$zmte1^-Bz3XdPRg|x1Tt(3 z=fkf+2g$idc~(M#%^cDZ2pdqu#w4nyvG){lNP6ramkxQ{EA)Xe>%$KSJvyeM%(q{7 zBRraLF0BOd7^7?=I4tij!A8S_LW~VPWjs>&h{onTZEZv~i%^2AB?ZVnsh5niqorbf zVe0=*faLH2WiH(p9nxB$SK&NBOGqx>KE~iNpL^8%(2Qp(Trc%a*}J4~fu=M34`nY# z1FB=O*bYOTi?o5K&I)Sx(2Fuh1fMR&7Ey6KM=DoQmtZVr;7deqO%G)sr=@9c<;t6W zdze9n}v{Yn}TeHne#fB0~_ekdwtExQXTJSEX^Xi8%;Bt0+1=Z)2~DFKV;x{+1P79SD%8?s0DiQbR^ zWBls)WUZ5tut1G~9}1uja0aL~((m5ax)u%7&Aaguq)nZtd}CN@?{?Ywh^EkFo&+C8 z$VE9LfhZF-|&@u?XWj=b)V&P5PL4*7Qk=Y9w9X6%?;wf>bgx*{V> zp%yEj5)EK@I$~)Y zBN#SauySQkIRUuAvTM%MU)c%my=iNaK~ndHV#s@ryaCRZogH-8m2#b*qmUP~NBr3R z*q_7#BADU~ov6|Ly`s5#G|f{{HGUbL7*=h$o$A^#2|fLB$JGt!*>OM~`mEjb&Tx!`-4WRIm_Z79)cpCIP|+FF zP%53XymhB;`?wTVk0`^OXF2Wl>N|s~@cQKiC!j))@aUr(8V}GNi=Djy&WQ@}21P-9 zUkR3JdoYZtQi$J22yL3)`id`y`weBe!%Q?#mvJpG5lM&OXtK1TNms04efpIx&I~+k zOstT^O7w$dco>~etRsX+#2C7jyw5vq%;~(Fqhj9VBwOWf*1@!b1Cv3Q#(TVo>dEt7 z&mx^m{HTj>Z1dXL3f?BMr>J9H+w2Nne&D}!u1bi(gJq%;3}&MuF%AP+IMTayf_k%x zGnp>u4C98cXKp6GR_5Vai)UAZ2C(`>6gmlUcr$kRn%|)&1%kBbmKz6JGCoiZypypG zO&|5F5tUvMVxllOxd^na4`4>s-ZqTBRKa(Mz%ltri-(lJ3o~mE`lBZjh(O8``8{d| zWr>AL&-_lGaEAhJce*Tb3uEOlo__8{K zBFoPAQ4{L<2ig+;^V<#PU$HAuHJX6Y1M^fj-G^^w8;1f%t7H^RpMi>(`;!}8@BM-M z+@`*iaL!$Ru8PVqOrd_)<8L#R`)5ZH%#Dc6sJ~f>1sx$xxG~5I*$aaDl-*b1Q;q{NMRt5y7kXBSpkj^Q z{d^La#1sU*{_{fH?HX5Sf@D_4OIvwtjG>^pFaNGl#s^ ziP)|$TIW(J8-AakIosVAX+;)AQgQQ5mDLUO{Y#1<%WfMJu*eTxp(yn+|ba)}z(}&WkA;GL>h)#64EOz~7=o zVR1ci=GB_}8be}5NyyzRn~#@jBKj1VOUY>nAFoC%pU@b$rC@q+B9g`U@i$w}GU%H@ zZ_MR^d9}Z0l`95s=wv=t(#aOJ?i(&ZlkRs6Il6*=g-rOOl;mpaY%BPS|Gmfj=_9+Hi|IR}lMqt)XmDP~H~j)^@%wARHsV z^H+coh-+B6o9?N=vZ!+3i*=t{fJ!`G{x*@1$XnMWNdE?S#U5_`WQZ~nQ;w6^*%bC4Dy zWR}?j1vIV{e&fJPE;kyNcEN@kVzC#LIq+iAVR{5Zd8RL=-bq#<G6NAl$nE8E2 z1KoDH(Z<%75^LHHc5_|rg0|SY^WuUC$s*~lwY@hV*9 zOJZ=H1Fs>Fk72k7xrZGj0~MLZCwiYsCQ;2U7SFBoO{n*F4L6?4_m`_0_#jS^e#K9& z{u6N+t7dgCZ@z2*{yo@_E8O5Ia3Faj3jf5kZS;{_Qc%~Ab`7LCW*=FeLEn6)wYR8cK7HZH|@0qz1h>TRFU zX%*J$u&ZZ-DRV(y{6%{5@F1)v$Vf_yhp1)1OG(IUm|S(!B|{!coxM${4Jvl`l5Kdq z{O#VNmnBt(MUo*j49SlMtSDB$kdw_g%{|Oa-9UTR{?W2?HM#oTi_Q2)Zof??L3AB5 zoVLD^_0qB&Ui=*TzHStru&0$D9w=Rl7}!qUNNQ*9_K64U%=YkpB*mrJ0RGii^4owj zIw8)121wzH;)E>!L^j1E^GF~4+TjZ3t}SFcLXx9Wyvm5=gqN#w1*bp=Ti2|dYW^27 z)2AzbxhN-n^bN|Ff|#$bE`1h$h(CMxd;veO=R^|xqWdQV5q8Dr4zuK}s%s_)`eCZb zbJmcNAxTEPkXj6j6mCqC;|EC`O(25HOr!SRRk7&o^#*#U(?9qL`@8pwQmq33Zpp zJ4}nU+?foeMmM}=Mzg)&k;^fw_vT+Wgg{+SW7{ew&NaJi5xYSH#ILo7lFeB__W&F+sYBCrN6PrP8YEXd3+`5V{~e?5tXdI> zNo=w1?||>+o5Fk-CXXNAkL5a8FPMMBKKmMn|HhoKZvwYggMOEB}^D)wxC{TO~w!P-I_L8pCu`7#T< z`{c=NG++x=9USMNBJ0ydCd5UCSL>0}imh8w{)2F+L0gq2)6PcNV=r;qZ;QJe^5u!V zo_o)R)zeN*Kd%Ik!2X8N&R%}C1bvvKc}~O&t?aX&{AMZB_8CQ)x%YD^ohd|U{u9C# zUG<5H;G%1k2r6h=O?xwdx!B)9<$DKiph1=p>o7_3c+%4*O!ojEYk}O%0X2`sk0aKM z!FMAvEl?BQ2ojg<5{W4u__N|a9LzNa%Dk(W0IC31>iraY=|arJbzOQ95LXYFQSg}b zKbJ|kq~(hj`+LM=O9+_@AYckbvTvgVli_MOm4E4VFIby6A07kUsiT5K4kOPZ6>3Y< zwXcwx1FFyGcx{~UnWpgTX7+7zMal?|)`Rjlh+lrh{OzRFo~AGGY9#r_v+w3!ykz9gkw5GAiyJ zr;&n;o8cztd^54j^Jj?tYo9|-)H78&dTW*W`8`$(X6;De@wRlO*5l4F8yud=vdB@9 zbM%Q1TzCN1(`~#6gPYoH(je@mO0=RrQRNhlb`lpiMZ!xm{ST&Ugt40MOh#4slQ8ple5>y4$5|HY^_F)nL`@#h(NZALTryP7T5cZh>3khbn^;nOew@Bbcs+DN8V@lj- zE2?UAY4h`66O4I=WP*kzhzT|w3!a%XpY_TIunu!rLU7zvZ~D{79=9~eCJ?P@gUron zyza$yXS;oM%smnKLh0ntgTWf(f>n_YV#rv9ce>bEiT z38@Ah&;$A*X@e`eT3L=ZDn7m(rZ3K^TV7|NV>MOm^a5=5N`luB^`oaVMO)LsRNurq zd2hmJiofVXt8upe3181gq5u5yf2I=uMlQa4WP2|9iz4Ws@Mp_wk%YP+j?IX+2yyxc zK@(8h-$q#R_o4VNjGJ1}w{q{_G{7qmDfz0JaUSJE^DjOan`ifW`~!#6=7Rq+C@c9o zEuVqaHi(5Z5|{h9bXb`oKJTE#n7Vi_hqzh_NCrm1PEq>D`Vy6VV^|CoHU5NHln`f- zs{dT!)l^7pHgN@%4TqVBc*1RTOjw`(eB8_H)1&a~6Jr0O@3KKU9-$L{R z!V9>Aw89BUqH`391+xI8AS1o3{Z|I#H-`F=C7U;7@3(A8t@Oy1c{TPvfjxVGe|ilq zB1Bkd_gHWnwvnL!Kvr!{-Su7R-kkmouf}vpDuh)Xi;~Yb2VNElqy#M$+6%t@!|ESY zuXdr#PIH+KzCBdAxBCO4ke`f$qA-=B;@qmHvXZ-x(Xe%(`aK_3<9Mrk(Ytt#<$j)5 z!I+_~`Pw+(Y4NOq76gshrY*(ei})%GL~{yGH^Hv16~9R(n~E|86ik>xD@|SG-#IL9 z#S*9P#7c#H8*3Z=uLM$)+J<6cYH|oCPh0<`1{N#Bb(g*?1qLjq_ zp(HPyBF7AezQI;${c!^K0;s-tg9G231jy8oa z%p;EZ-{g-G_I^=+s1+#G8`t`d1+F$lCYgAdqIq7A{JORz>-jwbh@Q5`s?PD*5p8e! z2;`d9*pykp97=ZJ0-wdXmAbCURXdjgdg;??LT_q4Q!HQ1%ctH~)L0>v@2|=dB1Wd$sYyxFWh!j`xv(C3#YCxKM?j6I_fU%FSK0+rz7|uO6Q+MnSH4G z!{)z2W`8^q^qr#e?62%B;?Bk0g}4$}@slM&XUgTk`^EltRb(n_JqL0l;;yO3eh~S) zApZ$jr$c81~Q1P8x7evhCST{kiL zTC-@HdSP=TxgwsEW9Q;Y6vw}T;Ymg5v=gcBfBabfgrIl)o4#l@ zs=I&@^D45}LHwOu|I6G~Q!b>5LleU)Y7G?Td~cQ-xo{J`u+F?pA-TsI)QC#c&*<uJ%ZOIh9#u9h(q>aI%HX@nR2;XhVBuSrMRFj?@Dl=;7@k=j# zIbCRVm&{}6-We|C(3`DFMNrVS3ETmppUbTFZFK+grTr47vf*Iif!Z`=qabd$t>zsf z;-7-#Ul{-K3ha;?#2QODy?2`D$0i`V0S}en~dCs&d+h1K{2qV zsW+fTSM~cxWmrk-bjk?QyQFPyLZKR}cx2NfM3j>x34hb)|5uQu(_G=AyLr%S{J&+& z-@wd8lQYF@nEfiU{uwU4cpymWFrVOa-oE4}rbN%a8@KRT8uR{1)= zB?-YPK&NVfR6zb5ITV(4@XT$DkK@P1&%C!QIp;{EogLh^m>dW3|J}e|u#JBX?2oVP zkAbbGDgSBN{K3AwnALyNgFAoZTQ6>pF>27F3Ll~wz)WRSAr>!N<>O#rDujD$kk-M| zwcD1HQyw8WKSX@gX50iS*X{p!cg!C=aQoih_s%Fj@a2fVH*uTRjh^58uXmjMTiO3Z zy8Zk8DUWokAZo9P*k4}5|J`i^1Gwqxd4<#e;jWkeOx>~m}@yfaPcm-cNDi4w2Ws3I^5#S;BcHX+;FTGC@mZX>v ze0OBW#(`z`7c>0te9XU`dH(^fuHS4LAf@bq-Q}(|vAY4$THzV|SXsjKtxoHPvkEUv zVfXJFyZ(Qot${onRum*pl_KhXJ|NFoSOZaEDb~B+I@xsq%gGk8@gdHPt9g4N&72Lb|;BmD3*)t0^9rwuQ=!%lT-o-tNZRvv z3x8&9^wMd)txrKG#}`6c517Tj|EkNfzUusJlKkNVakFF$RM7@ahPPJQf`B$;LgRT` zh*%S*`>6vKCO)j!;W*Bz?BP50rv=mdb#Nj1eRt8&35xjnc!|?$mgK;yFp~A3Y@}E- zuH=2iloGT^PDqrvHkJD;?>C=P=b6E7hOT`wcdhK2j7wLydhF@TK+CJec?~yO*QB#H ztf%5M6<7FG4)X^G1bN`K7K#W4a|}69W1_LTJFlaA5*OG8wKxR^uG6GTG}&GFGI?=K zek^y!k5WwhNSXXn7;pj&7s09M7#Zg)R2;R>#p;CKnA}Bgy3saNW`TJ_fu2yyKq)P& zJo)9I?0hc7l?9>9ZwyVdO1sE8V>+jKI)U7^xjN~m!8KkX_9Jq3_j<)b6qk_oP~?J> z3oCTMo1hAgy6VUCs9XCtE!bbR`&V;4E9AV@9uJ*E*sA{UErDq>79@<(!HFdCAq_objoODN#7cvr4&48Bpca9Gfw|?W7`5T*uqxZmr$X<;> z*JvUqIYPx)emL#EN;{Gn!B(!=+RO+hixGx}9PKYN%x!ugqHEh+uvipt@KKiYzRSvk zS!~aLlML|^XF)jxU@Sd5$4BONOk=N+x5AuZ4<`xu@h|KyQp2>isAy~K!^u$L`G$Qx z=^YCrW|Yh83O&J^7Ifb3@fEIt?kxYyoXu;;C#*kifgSjG}&MQV6Bse*ZH(cBHf z7<1?UFisB6v?Cij3TCah1BotiD(ti18pQoX`L8S*c*l{|j{{v?9F)RF;8tdJbUS4gV-R4n=rz7udTn?D6uwE`%j$fj1vogh ziea6}azGUjzA>z|uB2-ynj)sskM&Qb0#hH7Ww)*)g*PwBCx1L|btRxKfDUj*P{qp% z81YGLp;I!N+=%sXxW1e>U6900TYV@|Z=WBWWANOT6V;wWwj>r*v(#@Nk9z3#P6Yj4 ze~6%C0Fy=QjsE29He2uT_?^xhtMt(|)|&Z2u5AXdo%iiGS|TdtJ4RmbnQv0|W%Z6L z0&51f*N{d?OCCIf90Q(~YN|SO*gT!^Z+Ue@yjRTQY&4AWGp*?QqEUlUf8?4hnna94IF(qoNa9 zQp|k&JYOIdAxj6?ht1P!ofxyb7536!xK40f^8LmjD;baU~pC5X^-i}HxIieo3A4pSLPG}YO`6BGX z1$%g?5kAVD?PLLs{X59J4Yy{rtJRsHA*ol(I%Ey@I%e$!CV97SxjpE8uSlEEg%(+^Ot9`CC_7o6j&z$IRNO^eea(P^vMt0?cf$g$%5g>P)IvlKqo+Nzrqn|@4;`hae2l-e7L z(a%@faoeJw5`PdqR85$pDoD+u>q|049Bg>{D%7XNt?JOQb4yK?FQ3k{m5?p2o=aZp z4_YcnE?*AjCVqC{$^>GZ-C{40m>yeyL$TP8UEeScmG|f=fGToxYPE0iSLDe|_(H7aO55-Jq6Men^k#NG zJ@8#B(0FP4kVBO*o%woNQy>juwp6Gw>MA|wMfG&A`erpEG(%G?k8s{{0G4vj)QjTK z1LW2V$k4X3gXKyYcKcxchn_l$H3osQme5SPANydOB=I}i-*5V$xm<^2c!;>a>9*#f zk_|&#r$N`ktqn-lD`2GSEvB>qEQ2H8OkI5kQ;Z{F=P=Q(N>wgUT3F}3`jIlwA24DD z_2>!|gfg&sW4az~nu&L!+8MAok8pgs86v4P9FSc;CeoU-!#R=_k9O-2p(Vb(8vW;ezcDXOLEj*3n(NgDxuf|8zY*l{SHl zn9JSl89>+S4J1HkF4WZMXV&{P%hSBo&6cR}UYYZ3Y|o_2x__3Tg^zww-%jK#Oy;qh z#=;xBwpNpQ$JvyHPhWiXBRn0jBY4mBKCSTKPDTkS5^f6_e~LZRwAZH2c5&!El}yap z_vJWM0I8cvG3nI>76xHf@-?k%iub&$_g8z(2` zx{gr^_k`6v3V<^NjU*e=SgQr1GFB)(UEd^}8E}GqXY9TPh+|U>Qp!&Yq#{A>B%#Nt zbl?LRakkmNi)qSGRG$GpN|r&zDJIK4H^6aC)N9pfB#kbujIBG7=qBrW_9)sJ!i3XL&T`459NoqC zMsE2(foA-4Lr)JRff_ymyUCJ&QfuaLU4RY{Mq^PL!+}GZAWR?xjrCj}!$S`AIfCRe zqIE@9ENWMs9)6TiFK{AViMtI0L4H{L>357sfFrk1TA&8l`H2&89O#=j9tu$N4_-kq++b`qMso@uK!jB7O3SyLQhMT2u-d8BLQG3^>js+A5Ms5H zwU0TJd-6DKXEtCqsRt(E5#Jk*mLnSq5^E?48PWbQFO(>D-{MUMV-T;$T^V|&c~Qiq!a zoR3~WxVR+3@{z?*TN0`yr0n{vF_HLYrzF1&o7kc!-vysU0|SR%?z9G0sBv>kfqRo* zL#$79o5ev88oW|M%ZMcg`$`237VP>2ZGFpAep7&(21?LaCALN|`eMj9%vsc5fvcsW z);b_41o??>L=2X9SvwhTy1Ws3Ug9&gp3v8!|BtzEh!zD_wmi0N-(%ahZTs9~+qP}n zwr$(Ct-kN~`@^1hCK+UstV*q_r1su*sdQ_Ir{^RM*Po<6VK<#P(7ZAf^J|RC?q1Kc zie=tc@Cxxs3XM2^gP}NpYn@ILQA*nxH`%#qG2$D~`1s21X<%z2t6E}oC8EN$53(9h z%w4oT`{sqS5!n5(T=Ip`2(nhlYppAe0w$#_v$~P2H;f2kgO~Nq$sf)1X5!V6Yhc*R zvH{?mJ!6SR@Lq8VsxC|In0vsL4p=YS0>~2Z#LnocNMFEwiyQ@oHocongy$-p_q5%% z7|&1l9K7;gSHHF1IZKw8qvGW+@6EDdlu1aUt)@uR%A2vh!Z{-c3jTj3SqTDY2zLP$qyN6O9eYHid_SZ?=J7xcANxKIUiY_dG=!nv-}yOI^75G zJ8!pk+}@uXr78_JO!`sf)XdAJjBw$0hCPdPoB)G5i=6RRTm24}KW|-MiPKCDWy$dT zN9weL^xapIZCKQ%<@r(N`;IV>`q_(w$jsiNOA#2=uLsI5e;dm&$nKiT1Cs(6M~W@w zx?)s<{3?eQ17FGRHK?hr^NcQu_#~b@+0yTJLk0hWIra5Kz~_^$;Un+WgxPr?B6PCo zZ}7gx?Mq<_5lBIDzJE72p*my=|Ect>wQm=`A0C5U}v1EeOdCl0>Wq#>uE(Vf&HX&j z;3q{TU81RV)hKZ{mXk3VfnZPQ$GlO0Hj@Y+YK8#%A2c=>-1#I>qqj$dv~y@(+RSSK zPZ8=9Wc)wUX5sXF0h!ahfti*wHHR0p58ratKlI1njAm@mx!w)kD1 zc`xJ){T%%=R0CzSRA0x_MfrjkTzifMNbjC#Aftu-X$icdGfdGH{&`}_fgciYL2QXY z9Ic(t&>x%Tn`yef+`gfM*SeZ~D1V=o*IRQhHNxjWvu>&-SrOKeBTeM=I{E2KplfT& z#E*K}yVS_-ZHXFiDhA?P`D$GewrqUKxjr_c>D5~;?`$nfmvy0>!4-ltR(N_@LEBv^ z*P*7wt`k{KSe(fm;aGK3YK&BqhzIRtVvKU^>Kn!u_vGUh_6pdED~HjwA2sjr0wC&H^HkKl)lbEv)$Upg%FcYh*Jv+iu_-Y%+bV zcE3OFYc`3w=3e%Sz2n_>)-2;)J8+gNu6(LR-kb8r2lGI;(^C+@l#rwOU=zq;1Zkt` z7M)YoD%CD%`S%4fmK8*XMuFkSX6y(ms3SYsK=s=Em8zzD6^?hU^FV24#;wsomk#SRKyF zl7T*fYa*3|GpV_Vl+FV82fO#NItQ+8ED=?(0DD7?v2fw=&9;e|5PXcULaV4JKQ_vy zBKT^LrxU++Jh3C6U%IiR{WEk|lMrNedaF+gi{xL(6bFp5^k% zDttum0FjgJ^&Ix2{?TPZq`PlU$Z1w*=9VN8vHHPD=ON#lCzxmCwX8Jw7W=wXL(dS;-nHP>Yz4zLAmzad4t-K(#Ew8ufRt9EFG5QEm_QXUK~87EdYe+4l4o3il)Nry z1v2zT20HgmleZbP$(R#cdc02JdMD+q}{Ys8=%I^NOD7Y9jNI?*P~dcc>p7bK&a zCB5zLM%~JQh-Ywb9|pnTGw{+3!qR`O?S#q&nwgW)Ayj+y-NtAFp94HXiKL^?aLGGH z913R@;CWhlB>I40x1SuLg?82E&QqN6V80f8PA$*HHMvlRT1ST5D4lOD)!K zJ|7LQc<`8K{@(Gz-IAb9rMJk??aRgg8Pmm$%Rjm5ypkH*qFtH9v5&tAsJ+UHik?o4 zu`KP*c}kBo=qfAFRUuffK_*h?BKEo#e_6Oe)EPc%($f)hd}`7f<5V_J$#?TJn>_xC z?IqGvWl?l)e1H=2dEl=?3u|zBEx2$N<^IT2F;?6#B~X=a7V*_OYy<%8GH-!cbMuB} zA!B&T$%%LP4$sy50%Rx4a(L)>3X8b*VYgVp&kfDX{vdlx@a}3PX9c6oTIJC*VHI~n zAo8}!oxyn;HBM_RHgfh!zP3#TR;PxKj6qfSq0wJdUG8Ck?7&=D%-dn^9ZeD={IYS` z&=^^x27AZmjrK7pmX0`geiF^QJb*a;yTSSv(mZa~$b5x9sviGA6Pa$*ajvai`{=r* zgr^72br$8~2p>u9WCp?&*=S_mIf=eEe9@lJG4s^nrt>T>w=qi=m@z>sKT=Lr=wV3_m7x+A=h1t8rfY+7Iy@L zVo-BwZf8E4GV*)jebWFjld`2>BGS~QmHdLOFiYpg^G4W=Q`D;WrUWZoP-Uf%uJg~f zsVU~$?+&W-?Gy#@p7Wlay_>MLBIMj-^?{GD;>+5AleeV#`eRj!tV$_22pYLgAddlPmVSm zw^LrZH_wlO8LL<&Kkh3!8#8gJVa7$5E~F7|zTGn&2-n)&qyLIAgG65XUR5!wRt@iv zuvOzoW{p!xD!D$fZD@@ZJg;ruEzW&`t>EmAoPCwYN0-Pu#Cp}H0go019%NTm^$rnUhGHLN!dsT~t;!uwIvC*BRpnDAwNMha-% zmq~^KO&YO z7<0I4flHPEz{0x&VK~b@&}vjG%2A$gYE#M(dn_Z;ZA+LyL%)iQS90%&7}#kOSEcRM zI7%x6zd?Bzyl%1Xvn7ZeaXYHCOfwO(|2_W?CswGXw(UUi;u_;xQj)6D-OErcpWwN1 zubM+Owi*%ED$@uSlbZxD)j~i~9DE_I$pSrm7{G6Y_E@q->EasZbgTmGP~qRM!oO9K zXQLv|Mp=fPtPDF*0rvk`Sm|Giuoo)ICLi`*5k6i|`zYQ1__8skKcYn6@OR6upxQ1^)S< zplxkO+PohHK7?8Li0!o(&s57hr=u@*y844$=i5cp*6obsX-Gy0rV~TIO#6@Sg3KWdM?-Mx6F` zG<`Snlr+rD>#z~p`MD&8sQx^2izLgvr&&`iF6qjllJIj1c6aZ^)lIoxzkP~q7>!B; z*XyRh6LWp`c*WKQ{2Q^OxCNNd6UQxmseC7mf8-A1P$d1eVhmCQth(VnhX9s4 zCwtiWwlBI$SM#!c1M#E^%P>aS!-2! zq_$Vdtm2A?1?%=Y$%2)5Z5ERueXh*glBaaWrsg347poIP;j;p#R^3GKRUHV64PC4{ zd)2Ym3ggk;GdNIsWVd4x86E9EiU?msdDBltsP78sVGm!lzpF3$ zPNA=R;~8rAO0BW0pn=~4-iwtU)!QT_sOw-(A->JQ73y=4uux*_cap(1%?U-qt<8rK z;l>HHnp1Npy(Zuclj0WgZ%I{`LP0(9FSy|%5zu%vx=zeEpVcm!oeT3&I7yq9D18xe z=Hp###bRyo+0>hAlh+}C1uV*T+m@y{!10CuFx)+=>cW&P`PCA05)-Ie07yx;bh2J322UyR zpx^ERi}Vhr-{za8jXwY;eFJto4y&3LmP|-zTsrR!>apUw-3qg0)puW*eJ)8{Uk9-b zUD1h6$aG9nm@>%ix`iKb&_SK9QT{L*kX@6?7TsH$4~sLxM#7#LVlk&ufEsja`qbyU zAM*I`jRM?XA%FE%J643_Yb~>oqRG17cB1^lW5s~Df)S8?%tbA=RGW;VW2lt}9;00A zj1AvK$Y~~Q+3Wt{9wq5DGVw&&B1$wv2=vAr?f;khUyCqBdF0x@}KRG4&{`cTB5 zD0$Iu5T`GyLNA7_FC#Z8+a;eiOeRBPBoau3suVDU!yi+*7e~&Yg^z;sT2KcelesY( z4J1NM78u46h_T#RiQ<<%FUZnY(PcBFlc3eY z46`~Cg$_Fm!xY3s@!NqHWcjR+U@p!MP`^Ewj64m%8^G{j`7`=K{vrH90tr9bnK zjZ*CM`r^e-d-S99#FVLr;di8^$7DKXQU%DSDfR_@@sj6#1~K}gDs-dBdopqpvYqm& z|9>8m|2U>Q6C= z#yZS6wAwr~w9fU8BR`YoGC~<;oSR{mPW0`0Mi|hlRqQwIc&6Ku=!w(8lT8s)cR@dT z;GNo>U+a|^u9kd%mUaZ9#KCk3&!gM%1X`{xa0MrMP#^8iZe=H|TdhJ3ikI<>0izZ8 zLx5|GXmQbk@LwCApt{UNkZYkhe zZpN=xG7POyc>0Gz^KCGCZtbKOnx2~7&F;Tm_`egF6E|U7TMJXmo4tAx%t23{b=Q&x zu8RAKSqsxYKKxq2+b7o*`hin z#+eViRFyiLjT}lvm~D&CP)W5_2-RicJcuqt)E_=QE8BoJX?4o6Y>HN*Q$c7ysWaUf zeGLM`fB#f4^ePX**__m{%|DMPsvdvq(h%LE$_#kfP47d-l7EIoui=!wkaw+ZKeTl< zqGrc$&&=XTWsxmU(oT=ucv)aOgN*<%-Q?(l?|f{Ey4TgyCc=g&|7LK;kkoj^Oyj^8Nmk|^wJ zxGfsf@~0n1n;~Hr4X+@mN0+w3LU5Dl8AH>XM+8rMp?&j1TtM6UmSs57sc7=)*hxUj z{M2#HoIzZ^c&csmR@zgQ8VC-k&Y9IBxf%F=UgU!^32Q8PA^df+?J~09V2>@Y^*mz# zN77xa1+JN6pbb3*W$~a8o+=q^_ksyeQXWg(AnLKCJb0(BOFrp|F;BYvhY?isTu(FI zlsNZEnqj2GQyQd;ncp{=tfPhQi1o!=(u}6ij#J!-s5L)>YaG5y1}T#}WxV=M*PTpz z{p>6Oo&&ujv%xyaO$rd#@)JyB^z#${2T+A=Gz*uRLzDWBol(!-zaiBgwN5{I zA^`-WM>=;~Fi3hK#+@e!$S@<0(m=!dQj!y+G{o)quHH40PF#`vOCf?|=p=}-;TA$0 zvq!%~Kt*qda%@t$k=p3N9bx7yD^ddg8tR=NTXP(k;qq~ChDAo(Aynkg zBdfOL`3Wo2BjmMuPW0z~Hus>8^YYP*mKr7&=Xns#=xCfl8+gO6xnRtKi>vLc>QukV z1H|Nv*m23Wv{Fry?&BG;6-}U}vN}B#XdX4)k(^b}O>x$(7YA6ae(0@-j)*z=JDwJ0 z4c3)v$)OD{z!^j~1>$tb=A?zGv5EWfW4SAqC^~1grUF6vC{?WeUc`^KTn3Z_3%+i|=PEFR%n>d)ZnC=}=~BC5GdDTd>QW(Gq#B86Xh$Iq z*vG2F`A(36!4^|MJ&ZT$!Z17`)6^?3-8hSebZ;_)$0Tz7`OD#cXN@*%n^fzr7tkv+ z-J)?_q+)?3zYdP^{F)>crZ`IeLi1qLMdgoyS)jHJSKXqSKNwsq3FHPW?n%I6C+8?) z9rP@yW4<3X{*K%2cmF<@ndZAlIJ0FZ4|F=Tc*NjC!Kp^lXY1eO32gcu&?#15 zVYJ4tTI&Ed*sicx<8fbqEC}k2k5v>xVvElePu387QZ7N_tiu|su4J4lWoSrX%e3+M zdDjXE_Q9KqW*JeVyOA_Cx%e4YS)SlWw+&t_$K_5iVb@Te4U|!2mr^O@VJ?3vQ3pt9CE~B_Qn0?H(xb>bw7r5rDzBJ1J461y zr8wJg{#Gl(FeZ$4lKCTsopn%2Mx)XxYBudY|LxKF}}8wjja!*4;7asPd9 z#Ppxoz%xr77@fF4mRPYY(AknV0;eiaS#-v)^Zbii?0U6jrTz5u#55)oBBXE+BY;UGO_(TPv5BkcY;EuqZCx>+TE0JBsoL>tQk_|ZEv z^{=!Rm>VFpK_x_1ENh)R0xnhG-i9e7--@X@qRtV=-CRviv30RL>AKMXNpvKRzui3H z#Ll0pm%`@Ml93%eK-XNb8u#X7rZ21}gW@E_WP&)q?bI?SF}xR{>pX(aUDSPg;d{dr zKQ93kYEh^k9w8w?eT_21JVds9g(OjA9$OLK9k1d65mTLyug=&8M0{N*0+Xp2-Px1vdy6PX;g81W`I?5OH5alrdAKS zJe`LFVB-=5+hB7wB){9`O}YyGhBOQ41bw2zCs++p)Y|rg>y4Z*vKYi&CN2TvD(8Y` z_wE7kq4=CeDwuN$kaW44Z-w*M>V5`*(Wbo=#{DN#w)@10w9a=vV^G}YUOWPlVn{sr znhb>4y3vIVt{x9$$@&x)ciWrH{!a`?|F>AO?a9>$V8XCvpJ<)G1Av0h_5mODetmDv z@=I)1?oEDW3GY(I7mER{&H;^yQAk2|+baqBN=G|jN>)+ERN+z=7)sOi(zq?Bf+6boAsAPM}Eom zv&eq&sHFO`lBTZGJgEzKn|y>a=wbO_m2UdfKKE8`gMaWO!5Q`YgF6O+jL{VPbH8G?tmcajn9#BW* z5FA*(*H)l0Q6c9(i1)Nd$xQ%6ZhonYcq}x+y=;8A+g}9*i1;lpTD?L?#WK1g>6hB7 zDc2zI1-*lm&wm1su`;SS1*^cSO5qezAsb;6n8^4}4zZyjmxHUiN$icr2YR5kz9wOd z+>wN6g$;281QR^zqEm4qu&z;G_CZrGA7W}fF?v?<@v)g>-SbOqjAZv~faaU_Kj?P@ z09FbU>7Uiw*1ZXa?h&UzjPs$#uY(`z2PgZGuO$Pkc zPg`YgLrOhxzN;Ya!Bg_hxOj0R=%!%Zj&q|?-SaDaQqDoH@S$goEuXw>wzN9R$og;V zhN~&&n?@YDQx5Mape5<%@7RrbGGK5AG2uu5t^siJY6}s?VfwcjJy03c^KsfmATghk zd-zV>Oh)P(F)wLLjd6+}CG<0NH8k%?GfDBkA=y33f1>_b=}5udbXf;RYM|46HpU>W zPj`#h!m9oa*i%=di_@8os&Y+RN>A#sr5oBi0cQl*5GGDfbYPDsS$~$D8z4V*8H-R1 z;>qCwvUMgm{MI%w9!ehyojf?Q_sp`#dxEzpZX^1X3Q}SwoXMKNqHcK{PlYF6$KCmUBl!nCE#T}$|6k4nPKexqLgx`*K%x+JV#qIImWd zV+0i$?F_k#e}n@0Mpl|N@R%bH)pYhb@HG|vo7{M~s=`FWW`aHp$j&u-9hE7}^A2(q z*S*=&v<9L}zZXogyLG-F!-SHWfVAIk{}}fvc4ar8vLMp%l=usPzY8Enmba)4%2uap z-n1kiv6cj`)}J_7s0O97c;wAK=)^<8)3Rm^5@B|yP#p5Lvf>uhI^+)i=Y}QnUjdVX zTz9z=0CaSADn>|22F7&+#tuQZH~Am?g`y(L;$+XBy2BotWr1u}w99?z{zJU=FypS} zIUDrZCRCnP{R$)o=G^*b>Btjj%gH~saEjSH;KG*eOBQMlss`RqYq?ASoZweL6ocah zt&3o$IBI9lBK51qGOkxf9S{K47$|z{4lK=Ht%?*+rf6vfIrw?c-qS}#({Rh+lHXH#xnsnvh zQk%+x)bKGm0Y>P)Xl2sD6b=EvN{_iD5jD8dulF?4EZ<&AGm5ZcKGUy(RT83EX8%TH zSv2HCz*|dgFc*cMUxZTlUi>Mbq1;3iWkEFEGGbH^QHU^O?GR!lL-)E^nQy)n&Bc;@ zlZ$3Cx#l)6Q~)so4Wo9*f@4~S61h$(uDP6`rN&qjg$}4ZPD=KBzVSpMAmYD{r0_cV zF0qj+Njh6qGy|Wg_&z1hTZS3{Tcj~oX72M^6ZuM<@A9r^^8(#BS~)bpLm-{cp=K@~Iih>hky zgp`pU9qpBgMYj8iTg;T`Dsgfco+HO*M082RBi6m|J>CpE=JzVCb5%am2;d)^gd5G0 z=QE{}?V7lRid^_XOx3DVQzlPSU}>Qkcz;NYQt~U zSOD`+2!?>`9Q0Q%!p50cL2acofAG#O0S(XfA1$i}F3I|tiyr&DFnn>r_8=D$ArTu7 zlT3SBu3+T{vFFJA`qM=F@zXMB*j=w`cBhJt!7kxufMJnkgK{IG~w<%QDsd;;mZ z-&6|YuvKY#R+*0OUkkc{Rpda00RE!o5P)k8roQMkB&jk~7y64HygcZzR~2nXUwGxx z|Hop$Bn1Gz?8zXKtp8@;1a*T4t4mm>&;n7y0dOdene zXUAa<06;S`!wI>rCN1h;D@Ip|Hf{g_M37|4-=TopdtC zo9c|?J(5S_PJFV)m|Ogzp8jDKy8^;NTvwnX% z1pSe9i*maUkzNeZBNA9i9`Q`}MY$)?@-u-B26o#DyKp;RYDFcsgYsPOwvW;S4O^ya z`s0^GIakbqfoIbT&Ex!a840y|_30dS_R(kGl`5!RuD+P-fou4C$Bgk~^T#RYOY$z*+VugYyd6L=z=Car&=v1`{hv^@71R-;VI(Nif` z)JVLy0|p0JV#SSX;5DqIvqWk5AlDv*frL(7!-jDhJ6r~wK^n!H zcaxM0!4>~@zHu|T+~Pwn1{U~BpIN>cf_FsKTsVrI`-RD7!Vkt;)*1^J$Yq14gpKx_ zp>jIp08SxnV*uU#1DJ;U3w^Wmc7A2DBJv~vdlPkI01_nMSSL990T+D4fJDF{j_@!i z>l>gh2cFY-6wF&Jc8~y*OR!-I)>b3>*w>X652}%vt{J8xxFrt4z)c41sCD@u0JPNhv=H%n{*)rxi)w zysCn3VzJO$HgO_M?DCq~7)csERvvuhGrIPfn?bCvGqpSf9K+_L34}gOWRR+~>($^} zp1Z@J!@dvARdH^lo*c6-tNLo3=DYCX?-UVz_h}Mq4jS*OQ4)>%hcj&0SV!;bWJ>iK-Cs)F}++mq5zthI1VUvCkG4zVX4^XQ1%_IDX zu~+EJM05VrukWG*qRFk)rCLK7PZiv~D{7tIp#f%uo(&hi8k}M*(e?9;yLl*jaSMPD zGYckLkmirBsq7V}$@PWh{@1HndO3J#J`V@ZxY$!@l((IvQwrn zIC&OFr6u2oxj|>&wscL@0R)Ja3WX1o9{IXWOyZ-=ZlMVfg!vS1l5SoQswOtaTp)jc z4#}p3ThbSp=Xt-(n+iIp3SC9vn(_Wl23yS6cqKq$sYQ`BB}bv=JdMGsIRW(6Ry;Uo ze9c#}>0AW;H4#9_y7Xu3T>hJX@&w86n2X~nkVmX*y|rzeNes9f%X-%^s2-% zZpb%}-Ao|pi;QRoJ}$CM z@xRQ>`R1q127P;BV3#Yg`3;7?rU-fXjXh!#c{xFNV2rWo$Fu`0fwD+9frx`~jj=4R z&{Ig3cc$gQ&Mk58`FSrmwv452xWImWuxp#%0N|lu&2IpLUBx6g)QY-XSuBQ{-6dQv zVGUM&7t?pWtsho9gsQO;D7w?hI0@z`38p8gbN=UE>@TJMq;b3$^$ASWx$r^aMghms zAV>Yvp=2^0Nw{{~B_>sRGR<8Sm|~hxBtM9Kd0O7)VOvewil91qi5!yV8`>yPv1XQt zB=l{DKU~T6FQa!{C%uaF};F)og$ue=cBlw+rdtZ+~jPw;*^PJe;8_CxBQ6P}T=hbUt8 z-gjs&AtYKZYQNWq%K((tfEw>t%G2&{j43@7q(Ege+~TyEPSw0o?NsNJsKGtIu4Pun zm7iJ{em={UKwl*^QU&3LIDh)0^Zz&nj)p>fck+o#eDtaP947~8_hLFiQQ(Rbp-6~z zkpTWhvW|TNV3LeQ-?Iwio~}zUN}7bJxXT6f&`&&@zSvL>wi$%w0=!(#mWwmF44%oE zSzdc{TV7u1-t&+*YAP%!gQ#2kc#DQkP-e)s(n7G16k|b#a2aF*1gwO(iG06;#&_oJ&zC0Ml60O03B+O5>L>NH+g257Q`e6#Dw%KS zL1KBlw(-=4gQ>h3k@hpY$zRBwo) zuh?-Ne_shy=(<9;e=s0&zs%X2L!isCvp1KkSzfsGD^O!?lu5yF5Qh;mPNHg2)g&6G zgs-yEV1`x|SCU++K0hCsd;N`{SQ}6}rRh8VWo=1Z!rsJ9cD>M0UjJv-Uf~Hz*I3X2 zVfI>kQxaqP+ zKVe=0$nb^?T6+KfJcX<9NF%I1K3%=jiK0h-9_&0A6tJBGQ47>6(AqVORQTd z?~trr8ePG-oSsKQD@fhN#2a@9s4KxSWofyU;w7krG?){vv*17^iFo*e>(S<~t=SBT_2LR^&_E4Ub zr}jFy;BTL_7FM*G=+;O`1GxBS?ZtbzOTBflT^3x@78d7_t)U{*vm8>=GOm^N~Fi8r-|1#OoNskJ(w_V%PB^zThXotO(@1NDcp(NceE^0V3-;f+w!}-kLVOS)hW@%4k&EPKL zjvDzI@`wck{E0`O)E$fkuz)i-4-GnGy2^ZXl8yl^BVuJvOvt;b4AqE$l_8XKBtpra z36^Mb0Amq-h7(ss`ew>2UeuRVljvW5DxorwzDXZrQydi(S@<07VkuYo5CH{%al#|L zPSo@~AwoTPTR`MyXn)?JbmT_R=teu~*mN2g_MwiuYWH$DjfE^P&R01Ut+laN!P-r~%Ew4$#|L z9kq)k1CB%=^sbjvC`y{R9d9KiSGp)jQHVKPJP+s#`deC-Na>jtBMbo+7{U$yFN3D( zI;D9E=K!N&JGga?S$?1mF+wVa;Hd9im#bmC&C;*i*l3LgKWxF8F{?IKBL*pjd!|}_ z8~DrRxWaHd0G&v9O=~13__>iu!2&Y?x@_RnKljnzQJthX_3Bhm&fs)sy`xH&guxE+rFes7-0fuk{4f*0>Yt> zL`xie_h)JAT*<)QjVnAQ>zyKILjK=;I{WNn=Pu#rv$kpDpJY8K;re8-Ei2lA^e=`p zA0rej%i@X9(XMLW_-yHhl*`k=s=6nqx{PO0a1*jQfaoSTkAUssn53MPXCz{V{7y{D zrevT^a6K%@+nkQWeb+Gd-D*6W>s$HFS>yiOAN z6PqMCzF;{&3dV&AhVm{|0dq&Qm(&#)AORozSKyO>2lfJeQheq@w*svaT8%$<0pJ%` zVj#14`YyQv^4UcKRVX^|okIg)oFN_Ww=x9;40a=eQjT9lnn3u}dO1Efwa1|m=0W-e z#0@ayL2i3l2k{Yy*RFYIs)Qu0h~M|Pk6J5c_*Fmx*L6Q?JkEJ1^`2x@X?QkLZDJ|e zokxqJdO6iIi5yulY2OY3(57+$w~h!`L->#L7XK9XgPzu>IMb{MaAZWKdfEFyTXVsL zT`A*DyiOjl3~Hz$aD!(vjs6A%@XWj`-cT(S%16T9$y~oYuf!z#pbT2La4B#zg42N0 zu;L`AL{}>uW5n6;zMVfHHFcgM>T@|enUPu4H&aV-d7dDxL@x$NAQysbnP>iGL3*=oR7(*p;rTh*w#J`F{38V#t{GJ8BORd3+_uCn<+~bNn2b*nP6VDi>d6*iVt1%}Kj%nEPxV zs!I2+1*DQhnUHyiVcd{<*MJ2v(~IYqzh55iO>zFCbPD9j%44X5_~PtR1lv&7lEtpT zn284Lf*DWm@J^5GTeN_URFoIq; zma8(x=x46SkBW>H_(*8-3Eb!acbosZOV`xUq?7$NVU!i#SH)!WIQ=YVgsZ6O8YS}7 zse%{s^|)#?yOTHBRHKomu*p>i1}V>MNHMwct7Ogaw=UgY092vqy{8-HS(yar3z!O<9V?TQrI$iYd=g;PkNcLsTzQV7Nd7T3X1JIf399?EKvH_xe(rl#~uB^i?+l}>)>U&d0Au-AGZxt?$g$0!a|2!dDPmjNh^ zS4w5uchEINFX5xD;crsfpz)LfGx$5Q!yL&jwC<;fju1Nz9jo2tAcPmbRdXX&T+xa| zCbEZ87p@Nh4gT3;kNq1hLo7ca%BnmT4o{6-#NELub)alBz%Ah5E@8MX_EDirb6;qpK%9bUJ=hxYu_xVMDO_)`RI4|q;LxJIWA!teI*WryLz~tyxZoZzT`$~s z4CZNFeEpMoU3F917P z$|7mf(lI+mk4~{_Bmdq8HJkYz)OyI2;*nmTbE3gHrUh)uZv)$)4-a>yj{?MJzm2ib zzF8l)J?2<-Ei*!5a_jeRr91q1a+9tNnK=GfMBY64wX@93X*2M3pY1^8RncG%?AZOQ zn*4gR3Ug=PG$+f2jr*ccTshHk1dav*M`QkzQJ$^9D9X!?OruEh>Q7)F*~&>xQv zbW$GZ%Sd}N#B3w}uco()8Hr0`G@9kq!<9PVmP|QC}vZJAxlMrY0lcNshA5&d)^7k;8DuY~^_Z zp0X;UE#m`$Kd&Wh?IL^u2Ol*n^miKySU8s(VDxXZEZaieTK8B>&Tg@Dj9sk~Y@{i} zoQjp@rt+wzofQyO8(Y3sATTb{hvBU&YPlM_U4cWYti9M`qQE5vuJwt|oUQ$E1nk7e zfWzN2U2qx=Pbqvue5{s3^zK_JGZ@#Im_>&%M1xCkk=6k2PQ7Y=4x=wO~MHOO42+bxhn)S zi9A0jFR{ zSPu6!cOPnl5rex{MptsTmlMsye47ucN@H@ahW`ggK)ApA2J9#vM|_i$Tpf9R2`yQN zOu}^CWuja;;zMYKfpghi`8pGwu3_W^5gwsa=j}&Vb;`I4u}se#C07r&ov~$5M`!8B zt#V+c?5lr&u}TD^J1X zNv$mA9eS_FrnVYduX3$?-e)~Kb@@~qW^tzL4 z8RdbfUUZmSER@?in(%jl&E&@_=&$ixq#80MOvqD`-^c1^Y^Xkr?25QFI^~EcGri8M zB>a%u#Aiz|BvcaQGeDpc(k1}iP#?QYeu#* zMI+cK=H_y+agI_)MUE% zRxM8T>Ky_fjo}AnpE(Y156a9GlQv@-z34#?1PKpdONYy7?}=vg@|sc|o9K@a@uL~( z@^5Nhz@lH%HS0hi^TR{GwEqPj!ki^VRIS<0F9asZ3GjC5*{QYqJWe zdIp20!C0#1zg~!vU^>j#pirW|mnyyE>%orNxH+Or7+=+{aQz*@r|Co!>U|Vi&{Ryt zU?)aPQJ;-4v?9usRF9682gkR>tMloPvJT{q2x8h9>6^8CtP~Gtwnp=oVepTPUv!|? zDC^)jmvfpHbT)pu(!hT`lXGH`;im{tW^CnVxCDm?+^Y{4BiFdK^5s}1sReS zj0J-bjs&z*0yVaa=I@(7WB}Ta9#2W0uJ#T3%%H29oBXI~7DXy>dK|H)Ys2F6XTWZ$ zsexCk7H*!t2=tCC)?V#ZP@RO~(0BIcO#l$lWw^ni(J$nR#QqZTfF>7Uf@`ejf5lPk zMGVsmxD!^@D5|gM#&mqdoelyi$>bN!!IgZ8uH*c9>#?CV8!-Ko{~WF%po+MB!VED9 z!i*C%x6t!*F?B2Q&q{sqqXfg|myHaII-X&AMu_I$X6T!Ee3;o)P=)^L%lMb{@&K@3 zDFi>02b!UAc2v02dP(lOVauQZx?L*~?0EC%=NVf6$2jRhTA>!(l$clZp$gZ^7=NA+ z17Ry}PJ0lhlqs%{$Is{mDcZ@~V=+IxrvK5b-Ym!h2|?qtNCYx@%=(U5UN^tXl5mjg zAT~?q>#U*S%b}1O`ycdQNg{iJ2JXE~Wk+$;ivV&gVxoGYA}|uxRaN6Rv3X>u71QV0 z&`;ACwq>XF-;4^k`-nP?4N00f86*$Ns@NF{AC^*wU*!(0jelUzgoH&>MK8l_Ee7o=}8*mw5AiTg7xmV|?%;DqHY& z2U^Ot`q*9hR1HSkJLJt2YfZ$kQ0Rr&^WMeEm*JGRtV186jOxWhHDXt}M?dEq((a%Q zmUew*_-DkI==JfNJ;9Lju*EwvJlph>K7MqaxuYuiAFcB_8NHKg6AI@H_k8V+{?gxd_GQca98g>Fgh{p-w$3%^{zZ}UrJp=Lz;wH*5<_64h)D$u zM9(iO{F*Z?%MSzk@341SNhST2a)$mAm42Elj_jbKw;g@wd>I`8=aMYsF%u0_F^)DV zfYuMlZ2{TS$)=242(|&(n~?o_X5bL;61H#MCxba3R3ynFqHf4~IwD#Dh1%F9%bZXP zM>wy}_47}Newseup<yaW_TSQZ+!;udG;u36lP{2}W(M%kzd?d%R{DXoz)~o$xmZ z@w5MEi!VHr?2=#=bF?=}^>m(_pf{S;eK^{Zmue_2L}5leyKsxe2hAIj1ktUH7~FcU zzg;;$l)3^vkxs#d_y7PKU7Qu0QEno#=!V0u8%LUbCZ$7hZNSlTMvx<}Fd}LH7hmIc zh;=V_F|H#FLFX=11l0_MlE)*3%SnZ{)&;z59s#zM7pef0ge$?U0jHr$D#WSH*#=$c ziX$2x@r^kfv5G%Z`sGOa?M$C=ML>;`#kx2t72=uii5cDnAUvZ9c^$=F{%4~D@mAA0$@$eR zW}#)&5~q?QH@Oo_3XFG*%`b+JE`y(QJ9J4n#{1Nf?7|mN&Y&<|&6}07oJ?d80ieC3 zXBktxLmsNj5-J+y-R#yPKvG$4ai{QtH3Pu@6X(aZ@19bTVgGh}#mkdYaT8kHit{V~ zU4Pvl#e29>bW#~2V;|Qj)3jV9$*)6F?-!uZ1>w#4n}$()&S4^#1Cn>$uVoWSl4t?p zkXq2Md&%M5ftJU5M+g0Z!vP!*`l3cr{WpxDACz&wOm$xN02TJ{$17dyugm@Y$u>fZ zIOB<8hL6BNKf_O?{Dc|B>rAWGZ{3reW)FvoDq{(McavD}f-oLkU}2iW`|699)EQav z2Hrc@da=sF)M-f7ZGig5OBMDGc?_@;S+;nA{$H!)bUD;_jNC#6NF%KF01UZn!&|p! z?d#N9$#*NBv=&?1^M_Es1;HC9Nk>NsA1c^mndPZhH((Db?kVumE+iFQROHBt!{%@| zDv8h9BfzsdhF9Nufo+S~EuAmg?!Jzk3cGpGb>e?DA6y|sq1hq?OjN%(4}>TGbaQ4> z3{v>D@l)Jv8)!)er7{T}k^hVZC z6vIx{bPI)_{jX%4iLr<&2fp$w>f=On*(?uW5gRwY(?1Mf4LCNO=yGm?K)CEdd+68j zJyF@3&W3Vp^;a4W-w-@5v-ZK0`BAK}=53y;&be9gzqwg~u8-R6&Um{#K$-kz7{?92 z9mXzYm*K|7dEiokyF>`v*oHb8%o8^=yAvBnBC4a4-DNRGCj^T(0O<-sRCL_KQVgK9 z!fMa#45fh|&`Y?aW@qFn{c_`iCJ!McJx?mBqEeCjULms4f3la)ZWBCW!Y50pbv<&! zy%$@c33TqNSeFM;af8iV9a0Y+D$jdpySKX{HO&3-dUA@v012Kp8f&Bt2t_S~8DW9r z`{ztgs3c@U;yDYi*^jv@IuzF`Li^?>EN+nme08ofub_r{#jmRPxNvz`o0I6`55puF zT|rU>M2EYTvbHI8O9#c8hX1e9SRsEl*}$GI6NnALO+-V~zC-DlwN0IPfUQVO_x8~c z>p;b6Ww2vYo1RXpUT!E?>%lavG%Hqk5=|a#`d!^5}l4B`Q7UY_p$SKY zh;YGVObCz%8c|GNLZc4D6U363uFQ_fdVxL zL@6|Clu@bAi|gP%&LeHD*O#s1%bc~MM#oubMx@8g3@NMRLQSunAsEuY zs5|>m-{1m08?-T1GH;fZ?1SK^Z0{#D{7@Lm`|Gbbp=H~}={R2H6(jE}IgvTTh>bT5 zHWVuqb4~(?bNWYE|rY|mopN; zI&7Auw9xKBaK$HkfhQMm=xaJr>xp-3@XL>8GjHc;O(9wrUR?C=eg__50lJcpS*RWbUp6gy!XFjyn# z5Fkc3|Hp~9Ax2uJ6Q?1^qT>RPE&4YuHP$A$+J3)pZ1_Hp`@v3<&BesuAnz>@n|89{ENz#H znEBr4+oaN(yFj3B7Y)R3B#PdXj0M+X)yg}73s=Oa{_jx%I`_%p>`aIwmMCUfMJ#bkpFw>%+=4j0-jma z(urrRMYd*C=1}<0_tar9e|mq z#@XH1ka?-7w>&Y3pQw)gFeu|?O2uzYDR$*!imRbQ9wyh(*FXEp*}%l%9BH9fbNGRnrvdBY9NGOi`4ZsF?~e>o7gw0!b6SBR{Rod_2=)JrZ)rOX@wZ^ zDF2N+tFqST+26-{OyX0MDV7-)4|>j%Vsp5b6gTwNNDtg5d2nT8BrQr9Jx1&ox%^aO zlI(ld0H~dQ8ImOcapOPVpdbe#jolqvsz7QGVPOjPee(!On2CoATu~+{-+R;Z`A4oP zs40T}O9ajBh6m=OZoq3Et9(qm;X?$cPm_6vZj^O_4kC4-BMz$nRUegnW-sh1$HSMeaNOL)&GG)wZ$w_pqE*^9+B zBWqqrT$>ov#~zc>lE^-gvPwnFMj^Lqeb^5_S>!}+(H0ZbHad4FNQ~fP)hThJ6@3GqbN=S_Ch_&pK-$&Gws8Cuezy}ZYmV&z}IfsNt zd&JEiTqxD{5r24iOSv3>UErwNq1`z|IkySx6O#k0>u%c3J3aSjC)Y;wo|`}x=m5%4xnv*J z6ZmVU6*jF$DR4@Td>yO- zr*LU1%cbQ3f8iL2(|Snq3;5(iOUl&~|=V0QG`Y01kGcV|>zogMEXnXeA__ z)#1JmB=TjFDXxA}P)D}L?sRbY$ZqDC|GClQO>4;?i5-HONCy|g!+;wK-p-ffeq;pw zG84{9YSUtDo-2EmD6YX(7jIX=%+zwZMTP9$R9rmk@%zgXX!=WDx(e-|NhzG zBC0ch!%&d!0Mj7UoW87Ti#rpXpd%*-2#Y<&IYuSGm-LSOZ#t7qGhp9^$h0>AIf0Lk z?(?nK$q0jzpBmMv?1cS(NcBjhkw&)RS`b%~(yz$uQfSrjfr9dKun4!Z@dA&XEj6{N zeIF)m{fRPGr0t%c@2n5{Mey1B5L-Dvli1~+Inor&u!PWv z9@r8tM;x~lhGrNn|3yJWVXz#%C7$sSZQYM0Yd3XrlDRh`6^$WVr;%W@NUD<`)`cu0 z*_&`lFN{)%Fpug#8Vv61@twU5|2bpuZI6tQQi`C zL_cue7hws5cHZh52q!s3K+QGS2URE#zIB_|YTVa6F(LK|3IF^<5q};Gp|P}~Nm}*X zIN_E`LP+L59xz;z__+gU@`u2SNl5M-@D~#=kZT~XD`721h5Hc z3K3Fs^h~xdE<%|%_AlTbzv(mX00#|GrOBNk)EPc6p5M1iS_GWRd4_####x^^R#S`w zacLx$qA8sR)idZ+ucXY|B!?bxgJ6AAYzf)m6v?1bm?^|10oBczk=gqqf!2-_ zzC(UCV>n?a?&Cmu7ep5WUEGreoM&3i)g9gyPFhi3+55rmw}n2hn+yU)$t^uo?=F_$ z{Zcbg60%RrT{Dn7XynZ0`MJpJtBTAG)nzin`kj{f@f=*G{X*gG9CYi~Qoul-&woZe zlc{jL_zw$DJ-0PFnGJI%a#B0gQ-jCoG5vH!8U@6bL|1}$$G6YVWpdBEkVOWK%}yxL z6HNXON(`|)(`wFb|Mp+UZ+GNJb$BHtCMM<8789MfVMI*CeG;ojI;x|7xYrbv@XJyH z!gib2T|i{qKI^k2VC*_^o|yH#=nq;8#M8m_gRb^BeSBdb#x*=U@L`X5UUY~E#-O7 zfGpf1;W7QidJJ5=`HE>a&Six}ugM9>QKeZy(uyA565K~m8{T9^9v44D#DBnXAE`VC z2xDJ3_DxWY8?n=KMhfFTI-CZ4WOuoDGmMF)^-)SbRqay>l3D~IUQd{Jlo#IQ)&lQ3vxar1>9hSu z<<{zS){Q)$S!NU{Vquf!+gI#RlMpptQFLD^D>H|R(8fG%IV!%;3@>eV8tgS+Bb3k? z>+c?5_t>3F=w@T7eJ0QB!diggGkQ@(ly@Lg1wFH4^(c8N*3u2#Gg20__X8lIHaM|M zwfz4!x9!+yruP zvRx(=cG|Fq-}K(gNK%R042;I94} zrIvOBAO@^X^Fm#WF}l?qX=|9>FQUxvd>xsC`B$K{RU60oD%eLU@*wwfY#dBG&d_}D z-sX|ArY|I>D9o6mJCR+3z~nz6gq^(}&4Q=FI^5wQF}xfo(JQU(ghyDwo>Aw_Uvg5G z>J;_$GWZ}=5vk1aPQQU9X=gSRD7DlPWm!~a=I#~J32pyuyg>gg{9NPxa^1otzSt#1 zMi)j$a=BECd;_T6-YSWVh3(&v$dhe6F39Pp0xi+qO~tfm@XbhDcyiWJEOpQ7=v-%1 z>*!w}W|#04I|98FR(XQ*M(fYZeD)lkR}dZoO8SNmJ7Wgr;!`uTZM&RSv)#;u{MKx(e#TTZ=xsA=Dk^@zJ`j!V_7l_el z9Q;!}K-#uUmoK?QqyQwlB|mFpjIUQ-%(uks1!nm{cNS4^aK+`AwdI!Ue2$-~_Vy zb~IL~;D2PDO8xXun1A=Ki`xktKro;1pIp1~HCJi3rz%1Vg`c@bRB#P=DZ%avh$zCD zojY7(!>QT_6a(*+$WT-b8SrTS^?y92DcocTq-Hm7D>9)jOnbe`_1S;K*g@@( za0CFYR1e4{ZVsEk76w4}>5wYsAf55Y>aDp9ML(fGVE-Yo;kUOIuoojVwWc7!s5wE+ zm-yoqQZs>M_E|F){bp72)~ue~ZR1#n;f1vApqc)Ag^ldy&*m@gUGnnbr7#8$V`N|T z65#q}th%WdkCiZJ`Vd{s^Fs$n*v9&=g@ZCn7}ACA>~#cQ<8?6K%XLwd+9b4Ri(Xlh z!Hs?wzK+xykN!?41dA!F*4H%j#@DH#RJe5d{*l^V#Wyqq0T#io1UkG>;Q3T<*8blwl#e=T=w% z0ZR-#-fckiFDi6Y1ThJ9WkRuAN`@>Rju`=7DLZi?00KVe(?1Xs@tis4W!eTMpZKUj zQh-}db~I=k(VRviSvaoY0>#(=?skDfHZ3Jk`{-bP2E>H)QEF6b!jh;bkiqo{-`baS}%bd|I@?L~nwr1^O zx@-rxNz!&VH^CkR?h80LM+l1j`|5&PuAmx&J>tWyH7zLBohI<`V-U`mtiCTptYWDq z{d3>0d-SAs>V)Ih8Q=ftQ5cG>2gtW8i}JU7j7P${cC*e@vmC~T-(ja@aZz}D2bE<7 zSBf`vBj3@+QeU)|Cn?^K(y~-wM7Yuy*>XKL<);Ts6Y2=4r@qSSJzqP!w+swt?3r10 zqvP929z9}d4$zK~bp}+ff@Q)4(cz3h2_Sz1;$CB&=Iq3OybfN;q7*`CHK@zr@U^uf zvvI1IYF!+)y*9YKgR8Y_D=H>15fp4Om!YSfVxlw100Hn56dCvb;D<4lCe5%0BPQfY zqAX;#!L5@4rQH`ody)V%<-7nu_ndVP&ZrAl-e!sTap*(6l%*7j5j#$V#}n4P;ialWwZA42Te-~)S^Pdy6gHkDAWM>iPRH%~dTs28SQSQEolKRR>!NIaq{b!?W z%>8MW0IpWg|H5U1NQnA|>SUe*o$tTO_aVeC)F`0N^dZ)REbboBEQAW4rJ@cZ1bMYX zf%~8>A5|v zkrbGL?I?Sbo)&XW6e|R&|u*^(Q}=?Xes=V8`5( z66Nc-7>!@nyQ&lZxg`Qs0J`thbIy1z6Nn<-KUU;15O=-^B#z%y~M2(pr$A3?a76%GOnahSla}dDuuW-eLV%=FG@)Hb7 z@4(s4B~RM4`r}M8GIt^TKw4sgY^7vE{P7>9LnIc315WwBl9XF5ytU)&HntLTBp!lL ztLJ#p6LTrA0FOZhBoAhV4L$F{KOaoEl6KAe@&BHrW9}g=I4i^`K#=GLX$GJh}!f>FdA(8 zdlxX+N;?a@_iPjo!TMK8;9R{#4go397EBX^zP^Pd z@7QG*FCT9s1W#sLLVPhMHYv=TofH^N@Bl$W<5uT2wtgcLTS^GJTL`{*wbN0u1!W;` z9rvPuRKR<^B^>rGtn(C3PA6%O57K!YmEbj3d*>8))$KeoQp0!suZTznV(lN z|EX#rt#+$l=9XAZhq$53FT(01$vhW-_p6i~Ie1Ap){la9Xmh3D%UK=Mu`Va*w`4v0 zFSeFlEefw&2zIU3Didk|W*MqZF_DDpL2`I2Cm~yxF8x2FPHCSP5zFma{W#vJ5dc84 z0bJaL;hHRqGERiH2TAyIw=aOTuTD6YWvj*&993lcIqSAoYy&sPT+GnGI?jMV&b%6Dtc z2{5F&laALoQieJKiN~ zc^Yc{7Y+sWxk{w=!enkviBY(R7%{Pxq#PPeB@k{TDcy&G=rS+=0(Ue<-n?GVZT<~H z87l|U;=FH3r@Lq?(Wu!vR?}e9i^}er+C%CEBfoJr0$UL44w|s>pFhp~1$d9yb?lwU z?V~jY1|>*xySnpghC%z;E!g>fYNvFRhVLLP9Vd29uiF9BN|jq#rZKso#fOG|r+yiy zUQ)&}-VEhHz1~swNegcokXrZKHi;%h!bisMStBZ1i{+8$gKE_@nI?x-x@2I)BB(#Q zG7y~wQhs(b_6b@(!$f91S2&gTf}1JAlmKR1XD?a~868JdQX-g}+mVly{P(Fby|5)2 zB$u)qRS_s@gDSKze>Hj538x|ez85XGsyX>WAb;IkwK+Cy$o{KyOMu3{vptX(6zleC z5Vr#{8#S*+NmrnRu1pIZKv<48l{@>S}>*vrd_>` zNLol7K7U$(%Dzzzk8erTIcelk?{HIGCK-6j^;;8YC_RyJvZa6oRdC0i=YOrrrW9Il zmnqVrCw#m)`@@!COVj zI}~k?t9XygZ@qQ!)poE8N<1&As3+(-}?Y^WkfDd z($N36zj-``!(Ge?yOJJ={(=g@KTuGo>N!x~x@#}r5aNn(x7Ftw(V=iLi`(LakarWZ zw(gR5@REgf@KI87j;CG_zV*Hw$NSQsC!We>B>YsMAK8Aqd?XrXW zyD|?ViwCeoQN>0dj9B+!V0bR5vM#D0F-h1m3KsMM7J0*}x`q+dM=b?s>~Czql#(tZ z|JCw11Tr20a1Rr67={Z|icGPV(Mr((+xg97521+yOv+FhJUgy;@yyJSZ+cb2J`1xC zW|vsxgmjSp;R`yl?%f>t1C@gH!I(HdyW7P?Rf8I%m#6wtEgtmN%E(EA&DCqr9q z7k9YU{0Y^_$-AHR)#flGl$v2QNNTBT1sIf2d6<2+Twke8RON0aoL)jm5rej)#=#)M zXfr4n3jmVGu*}*(Ve%l%pkihy1>p>&e_AwY54?k)qV+&!$Xv7m-UoG?C{-|PVtUe` z#l|$vvPw6w8Ciw46{BlWQ1uF7_YZ}~|JOG^Dly9IGDFRoTw9G^^An&vb64l9&pn4dw~2BX0&AALK|fffgD%jo00kvJ)1@Yd@1u!e+j-gfheBi_(^OgfE6k-Ec!bV?xy zWqh0|4I9*j!cAGG8Ybbi;eDRNKWKXEnaWHZ7wbL?XXvIS~{kP*P*o&^yVAq~}E+uHRB!G6-wf;bDTc zr2oLK!@=!#^X!O+t-f9;z;ch*af>WP8>=8XaT0515+=qBxXM3Z-j$dTsvhg-6-`9T z6Fb%&XX=CQ{k>Sr`Ne{{7Oq7CDgQp=N1w~fLh*}HYQ zOsN(`8Qtt1axmNO7y6(P&%X5_OlKe*U1lP zo$3(IAbEI{wvEUcQTiQe8KEf@haly**2mr<*}(Q)D0{>L&{9k%^%`to8i=nYp~=cMHA64}z9$SPDe!yD~y%<8?GT^uEsAwku;L)PH;$ ze_L8MRUVK#TfU$U9$Nz>^&7I4lp*9(olsdzCB!&1Y1{Z`Z4VBP0!g1qNrwE`k?(WK z#~C(230PDNXsgtoF$FZ;*ijs#TH$d@IRp7`9 z1|Kd3ag3Q;_nam-qUmj&N?Bsvp=6&A#K>wi)E@)sh5m8^Sa~T3gV@~ZZ7%Wdr*35O zG56%g*8-pIXk7pQij0GAdYRr@Q~`-%0SD+!u!Xy#Na}nefMsy=EtD%egoNZ)NimP} zolTaVsEep22lvsCa*RB~lbDmAi; z5{_IxecYi>-1?hg1}xO4!s*ME`GXQ-;b%Tu(`cDmjI?&t1bGw*G&d0SF{)8z&^p0e}=bu&7v5<>LXI& z2$K+!tGhViuR_}0gkUPh-K>JueJbR9bbEAP1_T_g~bhh4X?TYv2S7!)Vu9G*55F+QF6T9nEG`QflL>28Wz88$X=C&XRDj zjhS$Mc(gO|*hX5%@H#<$1=1tLRI87qKM#)BMKlWvdVe`3Diq-*z(_g5$DhoxMeV_W zy$9JCOA)K?1~m1Ss^56B7CKNPxQ%+jDLYU`yLJSrD#Yzv{wIu%cl*{}cEXu#DRsee z(WJW$KWczHq~mEla0lc<4tNr!No*&GQ=^h00W<(y-(qRALlr5vhG5`qJ}e=4QIRg9 zngamk0Z^DzZh&Xo2jS}t0p1-mDT?M`5OVN9yUThZXWCAc(5coz3`n7g+Td} zt?ocr`s5UU77fg+CJC(LuXAVenbb@G2DIoPE+({9k{W3ObB&IUv3OullFvSdvUNf? z2Ww*QFa5`u;_bvw5`n_B87Q1rg(_|nFWb<*aZ3>gLhEKv zG6j9O7+7W`=T&~;$?Pt~&3I_`Tdc8HPgTza<9>q{%1%Zd{){BmtC1H`?tm;~GDvFf z!_vuZS$>=xW9nnmD|~!)`|~){u7AiK_az0r(G8gX*z8hJ2(t!PD$`mA`kS4>&e{hQ z4Bok5Kn_2~K@cy`tQ9lkEyWKEkh<-NoD8GzLYXAK2^j|8i7;IF^jaYWlyk=&De~?;FsVRA<84Y|W;mB)zqlt=)F$-9t_8eP zcL~+3QSOK!4I}|j6sO{hJlw=bvF&w$&Jw)&g}a--V*Pou6su-6(eBYD-9Bv4?9V+_ znL$pD@S7e}b)bph&{vxcRw5_l?`F~_h1e!~dqHBGm= zkbFrrw6~Zt{x7ggf)fsEZVpDks*ttblge|eCY9x&o=0R~&}mJ!erF9o zHO=&TiIIps^po7t5vVkQ#0dMZdgdV{13b5#^=^84UJ3UiilCfkYC--u2{P_Ct77wYwz;CKx5jhv5+5#}5PMLG`)Zwd0l*q5eI_&uEoeU~ zi|@8su(Q571{pwTH~JH;!h>ja|IwR%udZ4FqTE(1kJ~l2+}1nOJuAaFTa>6x%e!S5 zP){j&HgF%M&phM^!+9jWr|*~V_lSVk?!xJ?J)uOuyABRcDe{qn5KrAXXvFzSQx~aqC6b5x z(!*l7>Y;NErIfRNuZ3sS)mRGYGNvNccr|aTEUfFaQAU3#riJ3Rd=oG zvO(b~2In_s=+z|_Fv3VSLmRn1bAcHUWIyc)Iv=wtl(XiHEdw% zVfhh0LO0EZm=c()MUul?uF6@7TRQLZcP?DT(MTy`srC1|% zZ`U{^gi`nxQn>Lwjr}uZmMDHbRxN^0%U*ct)Q2Bw5IW)0leyHw?bW}>V3SQ!TF$Y_sytUm-FmUmF2Vc%B0qRf0>ub(KR|;6%XGwiksSyzfFu^1e`?R`w?Ng!Vpm43ngM z97((^EhvT~Uq~tNS>65x!H6KW5{erQY#0b!7=jB?D50>;mvlgfkV8(|2~g8q@pv2` z6e8qn@I|T50B|`Nyu3D+c=BECT1n>5%7G(;ceqbHCrCYlNZJ}!I=J!8RF0C^BoX>c z8zPjmor?dU(DY3j!nXG+GC zYKjm3oL}Tdn>n{e5nLa=*tp-{kz(j&1N2l8Rp-EI`DNPDwi9CwQhitP*7`R zc+Z%$TUDWo&)T9}tID_Z(=kR8lU`a!K76#$-@f;*^_@{OYH`X~9X@-4`;q0K{NYQL zr|~q3a}XQolcbj)u6*yB&Xr7@IE@Y4zHXl{RUZ2a{kPfFRp!bZlZ<2#Zh+hsgz1HN z^9nEwZi67MfUVAykGrM&&}X`#tX2i(A5Y|3@*IKjbT#(DeLPSSyh+0hexE7&A!8Vf zYpk(9hh6?O=envMS;KEb!}e^;XY8q#Un#I6?mHltd(<2<4iU<#XR-u<)k^(WljoD1 zX#@x@W>J3PK($DeOp5?;feq9<64x=Wa+l15c%EsRpt2*0jj?RptrT$OSo*A^>FL~k z+prr@no-s;g7jcVzN{+%8GRq|Mt|iS-!nK)7i+3XJPiXi5`Be5(cMf+ zhBI`YdNpx4scY?KTYVNx33^xeep1#| zT!5|Eqk7)IYS@Wl-nnuqn)4qnUnW<&a%`n8dbnr~N8R!LkG21+IguH(hUD64wc1SM zwO#Rka7IcwM_sUV`fa3_w%(fSa1jl8ky)nM>)29Yars;@x`NeIVXzP>i>4_IWV$9U z^$`-pE1gorN4!wDg3i5YB=@Vm)!?ugSizBnI@A~WWT;de7iKiuzM9HwgXB{%i~1z* zZnW*_`Q8&7TxE@>>r*cQ%R`K)3@ES@IBFBea?!`sCU)6=IYdygIoaSIzZzRGN8#BX z49Jibu`KT4H)HIbT3kxXo?kFdIc+sZSo}?ggpNk68r4K^L8WxYmLIAb1l$6LT$rpj z+6Ks{G}JTacGVb083d8xckWarw^_99`+xbIjbbZ1Exz!6_-22p)6nSbl5|KJ`$b{n zg-Q=L3pGy5$UOUsRyrkl`C;))X}kvh;d*^}Xmit#OWad03AK=+#>jT7I-251H|d)? zHT4oDX9JXu8hP;P-B^I5Qygq&S7M-I_(f`)_O6KTmKss_1`F%gHJ4&-K~#gFH9w{+ zTy@=+0aN%@%MzAt#m?J|q*IAM&GXI_LPrO!`|=aUuuKX0BLYvg3yodkz73TWga79w z$(W19RlD&*W-|9%@j(HpnZh;Yg+_Hd zudR)nkxP5g*k=Aq^YdPwjOBuM$ZD^r%G86Z(HQ`d9W6i+xF7KxAs|gz{@zoXi*#=F zHOP%Sa7zt zTm-W52+?7(!!vvn63yo`Yc`~|xJ(@tA5v9DS?n6fL}b$7m^DaS|LsU4Qr#!jpKg?$Zj?-(6RgC%;8ALp-6v+-r6*gY=>Ca1072QJxUdkb z1aK8;H8!kAjhduWrs%sU)wZWCm#rKw-mqEtuHK5@%nFrJpz%Kga1Wb18*rc!%G8n5 zyg%mJh`tkrJMF3;!*rM9f(Mr6b~OB`^K@nM=>N|>E{vMtNGx}4Z*TvAzoh?OVKz*8 zWV>K^cH0J`ZjY$@e}E;Q1HJ%$E=TyxME*56@Bh>Ug0Eh9V}zM0#JjR#iMp^;&HLua z2X1Wber35cCbtB>EPtPDq8UYx4jlylwUvidBxh!8Xv+#o>1^#9L@4XT=+!`!&K>xW zqRZ*c@;L|v@?sB0c1H3$9j&he&Y=HxPDg;zjO6&_Y#YdkZTZaCMUU3lATf^`_H?*m zH3mD^bCVA46uOzYV9gtjrUommWhfHNG|8TK4@pE`tmXa9ko#y2Q`7|nPO~G%ahR2P zXmM>J5_bSZK)b&Wrv3V2E^;i;1?tD>d#iz;Oo7RS;4cHR8EkPEm7Qq$&A~A6ix@b; zm&}i;yrwr&y%m$*5P6umU^R>|V!XJ)$iEjHtKAP17+?X$n*M=9u;tob|_7~n0qv4Y&Lb|Jc#Dq+qE)UPfS-Z0$hmp8M*DL1O5>%=ZlO#>`}ygno%R|F^J{&T~1_r&&XtN;Is0Sik!E zpq6iD3UY`=&u*Q)2UUN=OK9?S*ky!CrTmD&IA6gzEvX9y`f5qLm#It-t@WBKE7M)W zgf=S}gpu>H5Wlil(f4~RJ{I7=zHzvAXM7BZ74;0kJae;BU9XHSiF5<)gey3zo@B_K zzswdXLrbVUT+`D>l*Kx+1^zm3V(Cq%<)P4g()DoPTj-1>C3gk6bjgr0a8<20zQG@b zq>#JW4Ql!Bz^p06UE*S>#^R2sS*7nI3DckT-bvf(nE4Ilx_?c-kO6z25{6?8%W>#| zGWz|b@K_)2s)xj&sUdpiVi>x_hkMSabU!s?7KcR$nzT@hoZ_wbH9TGX$-46-zE+X!ynwVZ8qw(%9s6LW8m7N7 zMAnife2_2jU&|}|Uv%vxWJ)KyAbAnHR^X?A%YisYJt!eZB`Hvbz~hAdv0yWI;~azk zyL45NQeOn-Jp2#R<;k9gfEJFJtS*#*%~uc#Zk-MKsL&R*Rkx6XkX>sNHjuQE?j+wo z2Q)5f#;EaxRX`gd9JhQ4AtmLL{8E)stY9Ytf?szf6iJZ;XSg+9N#9rq-B(S=L&xO2 zR43ovG_m}rovT*QwwciqI1ht3j+6;!@A%IdiJ)$z@#@?WVO%U{?PgakJyPV}7t z$CsH6YVd_rUtUnP&|&%ifi}5W_7I2;CzNLytP=M=na$UV9f^%owg6LF-jpX5_Yonn zDX@^@LxZ=C;LYEu4fShDz>;p>S}pZi8-7=|08N9!aT~+qJR}Z;Q<7w ztfbK~4tM31NlGQbzIb=8JR5UPl{~pon@#|OgeO$CdeMpQouhZMZ`PjVdtHm}wSeAg zm1HP%aA|I_85i{J{E-6M&ijPEk^-PeHF|(SM?uYsUl2}*>)syVM|_r-FuFZ3y=;fp z?@<;{1)q%ke|go=oj%;|r4YYxPoOY7Go2BXKP5)dknk%OD^iz^W!TsUsgM~u;UsH) z;QFiYwHB)Lorb>=5LzQlYMh)IqKlQ!Tp|}*gv-%=;iCBRFhkxm)q&fKTwN}!XD=wh z=Q-gAnb5BiI$^uS-Ef3}0Q2PA`!!x(Nbt^4vEn;8(|ih2dNs!k7Egx)kK2wCE}Nw) zdB;{;!s~jWxLH}KzTRe^N$sY)q+=1EbtL3PwY9_Wv*xbF9n5Q(J37n@402PlWv(I` z3?{r-Ej=hqk&+3FBKUwPFgFzOnirm$czHc~vGp@_-a@F<);I*R5I^4Z*3EI`Q&l7e zwT#(QJVH-Cg?~64sS>O{Zq~WrQd0j>{8zT}cn4jo4;v4jNRLX>qA9k72fJe`Z!y(r zKxEs3;scV?|6}lZ8?XTe2W~-0;vrRT5P=Izd0+$bv#`-Q^cF%Wh&d>|zufW|81kGn z8;1M}s{8!z1~+GiUL>;z zDM!O!nggb<^BMM?f&oE&-9VIL3$I--Fb zI%V@y)}qB#f^iTm2Ic2k+dC)N?&*!=ta3WgtgC`s*&0X!!Ix~x2dLtLwS>2U5p#aJ zXLdz>+GE3Ky`coMM}CC^;qu5VMP8;{4#mYF-#Y_KyGJmbxqBeNwGTFcS1Qu9=Z z-1rG0^;MCj@(8@Bvt%Z(0eSun4yoRMjlY5j$!28hZXq@+oADf6_uxYPw-EcCKwv2g zN~h)&!Yj9EVueHf6Rwu+k_Sc0{&a$RH=uDwXxs#-Fy#i-c^OZ@*Qb24mM`fT_0}uy zVxv8PQi*gK+x004j;-zI*)#=7zsae}rU*B4j(gz!Ysed@4F_4B;ZDOaI@O6i%)kjq z1j+ePl9jf+2QR^0DS${Z7Ir;zm{X13*S*OuJMpPag2;*89^Y4>j|bL;D;%BRZ%4Xv z%$F)gft$QQ6mgnlHO?-SAj9D%5O!GsZx19MKaa5AEdvUV{-T!8C!2S~70@gTGdX=* z!HXXPYZyN{nlGG02j4FDBAs6O*$zVOJZZpO7W73)AhJK7oV%a#y!11Z(3dX>V_&Gx zrz-<(M_4OMDd$j*Cr^SF*k*&j zS!fb9XU`+LxsM5Pdg$Dmuhk~uOh&Uj{fuUreWnL)C=LMBq@+U`U~oe!y?tpPWg9?+ zm3FD~FG$K3d*=p$+QwG+Z7?=gjtSDMqX?JuK<5|WV2<`a)dJd{qwgXSnopJl&!kyH z%QFq80tqDgne{2x6Gy+lBmv|e*tiJz=*h*Om#YN-ZWJu~ufL=3ee&2#M$TLge-Om1 z#-6egNupDCCI&!unu|3+S8{DX*f62VAlru z2m@C+3%aWiaEkUX+(j~L$}EN}E0KOy|5!R{B=+&o*VOpXGG>hDs^Rt+{_I=n$ppd< z6TggbY35v4b(iGI*|&!%@q(Y07RNXdu3U$>XqyES2@@<{j-g{y{haA*(t{3?=ERub zF+HJCzG4k-PvzTv+O<&J7wL1+rLN8N&9_UHWwR{ZhiPV@(Q)ps`!3`@Uez#?F!e!a z-_;vi7cIAjX=a4&bX%n;ytjbwPaIYDA+wb1nURdmM#%~J%=e<|9=|2E=VT^wHUJT& zBG^HeuJ_wRJvlm%?= zn&V-SIQ)2PHRL5$TrwOjh-|XhtoPs5wI(0zj=dIjI4l7vKwXtukI)w;0EC ztoeR7d|G?7a5jW^htjW7)5k2e7VRRCBNWFNN1H;uVE~ z`2`Kqw!UtE28Y+|()}??hpWx(X4;3-CPLLb=#m@c(+lXjaw&5?3v>$ek6XfPLe)%L zNH#D$b5|qzfPM#D)H+8W3le{@1W*kpw2NXVk$ht#^0~97k?Aptl{avicn1Nwu(abn z-X<%oC!+YYJ{ulGAD~*@-^+bIxxNX6*qb^Xj!k73?#LJ&4ZF-6DcJS}ow%^c$H20w z1ak#AO(^VsttWhf9mRyTW{X?5+WBcQG(i1bi9Toc0rLdVC0g}hFLox z76hLO9r!g4&jr*Pigcj`7!01yiLG8IIM*E4I$Mc7j=iaym5qZFTp!bWnA^?{!LK76 z>Gr3->s}jdh@%OJ>ly?!@(vnkhqOu*vh=EQ{Cw7%BT9)6PEs|x?OO7@tI}e zH})4R4mnSk0$eddvqku}Gx_FCH&JVVs?0v0NtqXoM+zR$J=UF(10npMo+tv_cw**^ zhR9@thiikD`g8d(jiXf~8f6{`6uNEnh0B$X9$)TAY83=8DT^vokOD=c4>7!S85{EP zN#KmkpR6v97!ivZGCLr^nS3_bz3myA-G#MuyHCQ6?rZgf0#;}UagfmQrEPq0@YdVv zH3nqw8qJqS9#`5IHX$(HmK8j1vLDP#4Wa(lqOUBYm6^z{y1HQ<(X|f6pJ|kQ4!xEf zpy|)$vQKG<8lE($7(xF6Q8`^Hd9q^8LkbwtK^s9*V`zHJbSVzFL-`f0x-(ykY1&~wx=Hb5l`<8vKtrD4g0 zz%6d7*lx9xKz?=bDg!Lhi&pnC)RKEpt?-aC#8~#3Y3ceT0%2)P5xLI!Gm>tjB5JXv zys2{p$UL2bBiMV=A15hMO?e|TU#s(c@akf}xq?B&W=hbwYj5mm$s_ag7EzxM?_4#U zx4mByVjEu*B16z&e~Bx>`A)MVUXSqxvq}mUJ~~-RfI=_pf?rH2%>UQ3U(rh=y+Nky zzNRVTc7hpOTas$r2oS^2Eaenwtis}ZkOA9cWMTic!^1Dg` z-acuRA~H`=>uH0>u)7q`%e$XHV5IfhBKQPE6f}blxsum(^Iqq#xrXcX5p)mH6bStm zrYO6Wwop~^LAM!FF|r&GcATOMcf}rL`sNKFaw&yyZZwyQ{NOyG_RS>Ek-{HOV}RfQFHX;I(68^g)^hve+5}E5G0Mck@X3g^)d;&C{?X_0V> z>5L3W8RlXR-sjl91=or^$=ZJzHMK9)qH-u8Zsh1E;6s`p5{iRHSS`2h;re_&F+HVBHW}cvFWyX$caPD| zLeCgqDX1{_XMQZvNpUB}88Z}v&ZA1pmFhDZrJfyE_jOk46K>>GH&%GoE`8jqBmDiX zC!Hpd%KIzvY@zi2^{%X}BvXZFVXWMeWQTzDfkb^@ienM(l<)@;saIgKw}2A@%tn>f z(vHErLtz0<1bOhh2H^wFSpXo_;t!b1qS6}Ge}U`Z|Jf^U-uE7uk&p%)Klbx%TYzq5 zhu6Zfv!8i=#EWz_O7)=8a$2B4RN18r-mMcFe)+KQ)HJs^5#c1jaomZR1(Gu@uR^QB zC-%MNFy@mI@*erm#;xAcEC`sfAR;)6kxiekGOResOCDt|?>Z|!Uz@ywh8sHu=-Aki zA;yHZ3ou5348{ICmgg7JM&K|)frl78Re}H&N~fGx3Q)K`xi{FtWIx7@Nh6b|Y&GMG zenl^o(gZ!B*1~1i3eU7xb zFQomGgQCGWy2uv$&2|NQu&Y#6n0w1dkMSJB2{x~4OO%XA?>qRx>n z)>B7qv2Dxq0=(I+H33IN1W)S%yR!0(f70FZZ1{IAT$J8h?s(Iu?)TC8DjuE>Xs{js zXZFFkbnKc{mP_wV;y&p>UvzEnavrt^w;%;hQYKD*xn;QwB>|{(4OPZ#)>Idm67Oi* zuK$w8yf&D-`Y)>lV(h$1@~F{CC{(@shY5hp`y5F9ZDauWxx%(N zquTs)qo*|4kIfqbBIY{>gvR3ejguki@@74V^-Dwf;Ki``t0b2a4xEf*QzI3-oK0y7 zWp9LtbH=8QF&s=$qBB&WTnqL{Oiyy&C`yA(>^(|&V8vP5%}#X4mIre!VU)zqeHpMZ1#R)eQpYJIk?)83Qc5`!ss zI^8ZPxA%D|0Q8(cjcbyV97> z*?VE<7_T-_m}FK~(}|_k-@Pkb?AFNSe`Wp5K1J_b`SH^vVU3P#xaa>;$D8&Ol*F2) z|8ng;q4%*pn(C2^UH04^)doh4X_QzHDX3XkemdNgw{`1H@N(jH zkCw$-KP?zSCvmeP5l7azJ&uPLYa}%NsF=kC$a)MPNJP!{J_}t0|_EiBmu?+*BN8K0}N}(Hxc` zF0DPgn5FP{OwMElOtQ6p7Jz|@Tl*ij93;v`n{zdg96kIvS^Z7z>Pv~d;;OS0>LF0Y zz^WUNZ{FcElxikQqlz;_+;i9EJr{)rU@)hECG8AA#j4me5Ozj}p~7+Cp1VoP2Hx0|1j9Fi0KzdPyj57fYX8y_)erQxmGJ zq~{5=4V7&CB~in~SM3F89xF(Ln!k*b6Yg$!1<|q=3WG?u z$cE*U204)G5a--sBO;8Qy#2sapvH`^bjqPqn*68A$%Fut_Sd;5AX!x?^709bApQ(; z5x`@s_c2=np;L?b0SH0UsWks4qtZ4L4Hsh=i$5?Gmk8@W+SlE!P!v(pFJ?_zn1l^% zc58EVB3>215{!7qv1({R9g+j+*?3;Y#mE_Prw!y$cX7jiSMHq%M5unJp^I5*A#uDM zwznQTNI79EZ7M}#H#>exaFp$16B=0T^~<6y#n9o|8Fxy?;uYU|eX7xf=J1&uy@4g` zyHS+NwQGTatg1u0j6D3C!bD9I0blcwBpR?xiIA7%XNL1(a7S@=;d(IgD|Q8*(9fDH5p9$$b?>aRam$0%v0WmqzND=ZrU&NVXFd|eAD#b<~S&Xed` zhmu~sEs{8~Nr}WDcEg3!L788+yQNeu^PRnoI9pPHt)$83)xgsq>J%}^mMxzO7L1PH z2%hOSA_inL1dK9XuT_vxNu-MVgyLAiafc%~{3HNP)QtJB+$Ek$+V+{c7IFTt?7$YZ z9W&D)p7pY>>tUc+g*0;#d=T(iy)J1=pUJ%=d9}}}=iuz-b)^f6fN^0aBQxK(t zl-OoONURolnYyy~_Xh;feZj}-WjNnIdDPKnDtN1%*2NITpE1|h5 zzlM4ffRUB2aLw%x&b}-6p~TlbapDto*oNI9?$Nk!1Ui8X?_a6)&V&#8MsWmgLv(i6vF4u`$EYZ^7jW?{Twn*k{cffmF`71~53&rX?MLiXF3u zE$VOEUZxh}A9-Elm6$HwB7-&0H0uO4qz^B=P*YZsxj6pxzTaKYq%RVVaHH%M3D#vwdb3>?G}j`oxPr2dF(7t zgn5?zNn;e|9UFEmp5Tl~L#Fa|hSq-k@CRh^0~-(bSA4I~Ze}NRfijnCRw^_Cl~zsb72dOoquSAn;TeY@;h*f%UJn zob4GLthml&T(;k3X!}w`kJiFK zLX63Pj%9gGuq;9UN1eOeFiF@!+_rQb@i^^`nqb^U{YFQVNk>`*OhFyA+Cu(U8+#N+q0WqEYM*&AUG)%wZpq(7Q%@xek zPdH4M-^Yx3m3ZmuxRhyXiWlQpmw`-%8m8Jf%dKFZWWIU}1dcBcIDQi8JkkR_)(XCM z0Z`4CV$W2p2^L#=CQoiFUgc!r;{XwrqaHO+***nhw1rc)m#(}@4qbiIMW1BIH;%R? z3$#BLFrlYkVA^?!vxe=+a2k1+d=+Hq*WLI5*gfFGf_fdp>T;arrDAdz=Gj#yYkx-f z3xg~swRHc4S)+fSh=!@<#O6J}d`*iEU-GVA(GrU=-=Lr%K$S%2lMF%B4OD~V*lTU= z-g}t18xr8qUhZCI@EfSN4O{EV^Dfhye9^2mI=fY2_rnXnAMH!_MYPK95s^%^(w$yGTO3f= zn{_CApvftWQjdrKZp5szgQDg*53F6Wny^mNiREHgQR*_Fo$+M$&(wvH4W@=eM_Urk zx^5ps@cC%b4(Ysl0#0%*(s((Bs@V9%_zS1@0c(3aIlDxU?*01o+T$cLOxS$r@IFra#+H!)Qm>!U8v6M)=6M+YElH>Y&s1bwKf*N}D*0av zi!)1m^Vl!Me%&|2%XO3D&g_HDN@pRku{S8oGpbL~_3}_bt`D~Thi{dX2I~D?l8^@r z(d9?;b@^&x0a~{|@}{7`?AJ#75WcG1=NQw?SWa3Km-4Q6{W0)9LzIM>4_}ij>3*$P z+pm`MR63eM7?WVZdRvG%aEVR}5Sn=5GGA>{{8r+WSKdGdbbIvoqv|FC zJy}I^`Urj8sBCxGK&Z?K6m~PdkY^_7#chgZclB!bvS!q_uPdLf^izfLujUmAc|rSkR^jLLxJh zN!K0;`m500ZmGOAUR!UFqE3k4;Z}>nLvYo>&jN`ETcpdr1zqV3#EuL3l1;*eo97`C zT{fQa@Dx5kk|PT5{wgl`Du81%JEEQs(3oYr9_gO^cu%3Jwq-f5Kf2R6AM@4hn%IE| zuf^Ni3lke2ZzTH*KW+`Mu&P^vy*UIlcHu(vPH1{?VWHND}9>SS~AR8@38gP)z4r#P^2D<&V`R}R>!N7qugfVUk+7N45G*l zX1XdmRjRxzhv9I^^cvd&OmOKzIvHY%pyJza$fq}S&j6sr=FW@jooju_RaU~A57i$q zQmIWvlJ4C?vpaAjMbZ1GIyyRcV)J|RVU3hs@%F1LkP_@Bauy+!E%o9Cuk5ZCB|J*l zG#4WJl)QuD9N?x@0sq&h=PB;|H`^@+w+&2>#+nh6|F8x48kMlvtqC}%Jj2L z`s_BFqhXGj6f`{0rXXtYArMY#sW~zIN&(HXD@@WWj)IZI9ci*wEk-}L^@7sIf(50H zy4uCpN50zZn+@FefPi-+KqShI0Fz2SayD!ymBj&#NY?!U9x7Z|ft~TTe?Ps=s2JDl zuOyKyyZzhfEjg z>}7R5`L@biV+$00Gsjvtg+-cbeLk@D*D}>oAp@m#%HbReT7DT?XtugTB1y1pf%^v2&JJO=hzcgh=5F zMQoFyF?v;BwfJU~fB~waq>N$k2HJP5ysbu%ZVhKa-TMp02pK-$Opz34LBn~i>a{bl z!ul5hc(mcsjJ9qnXhEA2%5*xww&|kVA&nt0u96sK-!%fy+dB9i({Ybffgy0Evb$_l}Oz z)dk&%z9)&&F2^q`9ORXeLMi=`DAU_2JGucJ(-pqGpsExjyprS@CfSa#0s-MYoWFN2 z*mR}gs}6k`P}>%&xFYju1@xk)WDj6>xB)Ebnw?k-0h67rxzReZ2Xv47HJ9C=`UR_~ z(aEs=DK5l(q#K;27(dXKmv`)byU~C7lt}{L8^5~N<&Z1y6jbt~8)68WO#3+{6g#Ng zT_+n|MJmRBaTp%53-~{U1J$cAp@L_P@K3G}0w|g4*aITOaX+v8I$Gy@$-ab=W_iG9 zME?T6@i}0v$9eXUC%M~3HhO&8y023+LJ8ueacN-F@~Bkz0%$nEIbyv`Np>gKX+ux5 zCAWSG(3&+~lO>CvW`t6KF6MCT|K%JO>s-5MBc8(Pd6O_2T$S?(pl7o$=hizzFET>U z^)@WwILC?MIzl?fPH)@c-$Lc(Sm4rDmOH z$%Q#wpyidoae@6N5Zi5U$mU&&JalCa%h|OCM)t*Mu9hjIrWmaUC<+PeAMnku9i&>; zWWw6iSFVyr27=zR(RA1`@tuxdO#if#oM=y-@@&oYpC$uyKk>hPEsJ$Bb;jeE&FizT z60$`PO~bt!Di&^%Hwo;R<(lJ?Di=Ly&$MRd#QV3lef|dA7e{N-%wpC#a{$)YyTIdQ z>Ppqet3cxwWkhNck-+oVt%j-esHz1lK<9I=L}$OGn*4dPu+B!&4Y`szk*8N?1|cOh z0}Ac~b2!tby>;RL0%(%1G~aXJPPRm=5+7>2zDaPlkgg_v8g z@@C?Gkn6Oc-vtQBsz;}APopHrE*D(=;XgO*HdYYHWbKG=L!7Gssb)m>51Lhz)EQ)m z33OB_Al76ciLTh>GITmUL!EL-yi;8FSHBE!$!TqZ*D!leS5k||;%^Dg&_vqhpDgly zYylA*0~b>!cMn;K(D&Tp!~#Sn;JPFwV~OFM)s|r!VK;yu+nE>qK)Pp6PkZdGW8ZU% zvB+Q~qvh;7B1d>A{qI$ikw8uy05jKOYC$!&!4cs->XW@qRd-3OqRykFrW2!tq{*PV zXtw^j`BdI;aeFu?9RO4&TYMr4{>A7<5KdEm(g69L#;g{zY3z@PCBzm-$w792jZEJ& z3Wu!2>2DvoR<_MQlnNBYv}lyAuZ{H5VO^L3zP}ODJFU1Fqh$pfQ=L(Os{Rfwz2nhM z@XbVq&3Sz1J2^?dY}j4M%Oj=ckpm!rv?k+nMU~F^UzxJt?h3vG7ajVpE>CClPckg> z_-+^$y=*GJRI;jCg7xX@Yd%M*-#3_%LA?<5srJ2L!e+^u-)hm6T}>o*fm?9f89F^F z<-+~XXefG{Ri;S)n>;QE*pt9GQpiazqgG6t)^9Y)%tS7G;0;~^Yi z1Jjk5JDeU8@>k`TVIQKJR>E^PKYY8ZLz;O_}9X;jT2+gKW!LhaHGCqCz zkoM(OnX!ROzhV`)7noP=q7Pt0|tj@Kjxjv*cKM!vYIgL}|jwIMj zrb0NuQG4~krOS;L9ncaU;fl^8mOPr5TD#{6dig*Js ztKsGp=tEy%1?PJ9-vJN6q*7p&KSC-^^SBF`|G+hIX_^*Jmijk; z0=S4#7Gu1- z)r<_hefQK{agb}9e;q+i+x11I(n`gtpGK^DZ#f-at8&YW+E-}Tz4x*5;wY+|~w zs()~!hq-ig>M&pkNDu7{KqBu#oMcqKQ_FVVG2lZdhZpP~#rZj228UljdoW__w@u^{ zmg$PQ^jp<#bKIV>wA&3vE}9$rCjZFzt*f@7^Z-_GcP2@v-MFq%zaFVk(TPb(nU1;f zNM=r>75xD}8c9C^S_ap!u>uC8)06-Q1dHkj9{^9c$I_q=4P1hb(Jk|100e2_b!I!c zakno%aL2T-46mC-h*4|>L2Q>o3L<(U&w$_QG!yg?`1b^l90wyI&;-+RIFNUOKzzy> zgit*2S;w;Oqcj#Lzd>U5qfN*t4mbb5CXdBskRe<1vJM*-n3SS64|Ny}GtyKKVub*Q1U4OtHkDo6lcJs90@lzaz3Q@|P@ zaI!d=s&zgJ&HZi#T6#B%K zt)O}svu8r0xTr;U4{mT$wqPd_+-Y_=I|j6aFd^PI(_2K+NuSNAeiwt2$t}?kxvMGc z%F-A~s(CXV4X5VO#dqz}pl;8l6urer5^fAEj}}6I5|*(PuM%S>>sObSBm|iqv~!kf zYKv`j87zXm1J<6_Kv%n1@fuF53_$j1h@ASED2sC zqs#b>56akzK%&)OaQ?<~y_bo4KywEOc$4zPYk)agipwQ-=xHF#&xpsfC_l&QmtWa? zVC6Lw2pmq3IP_T7?s>}Q)eFkcRc9#FfNe&Aibn4Zl6*ouTNuSPw!r+2EW0KHT(kOz zaY2&-GeAJmCn`|{zRS!fMs^WH7T1Lc8{X?6CJnnRQgW0{A!k-A3^6RBU9x=D#f{vp zX_U%i?bxSr)L@a8mgF@y#lDBor1|5W+(kP}A7aHZRwr;+sZeIJxvargy_nLE$$Kii z@!ly&Ub_z8KQ1-(2^NY3%c^>JIWS{n!!D-=vO2EJ^16aJt?G~o4UlD{RG-f2Q-c0V z++2&0u*=ZWZj28A>()luA|+CW{xt^{3F&pGVpMjhDPA)@>P+0AUaehdrzv7vgTzbq zyJ+B`h~CG7H$R|t?F<+#i7zRZkzBhTBub1{m7b$$2cX*^=V?J>JGe_YbALH~d_}3d z$yDcuvpu^F`Cy!#%(oUDY19yCqOMR)vetZbhc(0;hgz-l{~US~B@R-;?7j*BhxALz zyOHgM(sf52HmN8dV22213?`34_HX75=Tk|48XWWZ!oHtxCOoVi#$k+yL!4W z7(wjHkaKJ3D$Fva6(|o9a7#`wK2Ns#OxSbFKZWwCmFtAkYF*shh~zzuvX__bPmsXS z=&vJkIzdGi1&w(O$Wojphl}^MX+xoi5uES3(Ak0GG*qQkn6i|$Nkr(YR;Sdskt8sY zsPKc>6OQDwuBcdviydM9X!GRIy>uiS%XcjKmznr4d`ssRcOLh1Ij9vvR_OM}P5M)i zJ)5v#@nT*4v5DH3xd2_-QakbU2f1sBUWMrUhHz6RdCq>XI}1?2s0uf!y~uqTymC(*^a);tVHK*LT|A_ohTo|j zG~K6ltGkwZ_|){Lz+jGUn!W{;FHWkKt$sFRg&2T-|CE*=Emb?}2c+ zmP)}_6cb;MJX|_8^km=)m#g;1!Bc_e&P;sunu)g%IMPGW{}}C-yE6MX;CBjlwmWvf zt5U7Ca(tKXAq$E2^Brtg% zXJvZErHW0D&^(ZCY^MU)hLYFkgS%eu2)jre6gFl?6@qFvl*fMKr+_senWIkR#EQp` zc3iXfmJjw5bjw{fgL7QzK5Z{}Z=!-cQSeTu0^)|?87F>ueGH#e;qme&f+lDxyDaKH zV+{+T`|8Rt(TXjfXqJbs)bTZo;2#=l_ha$6*qTHEa8VRk=syWok^B=a8*a)iVHoGK zqnT!AysD4n-$Vi19x)*jf7#$Ut@x=hXil$j(d^Td=YO=&c-N6{{hP1{y73ahbsK8L z47!I5ZA+&%mFg}UtVf1kkv5|1`=+Zg&V5gMA~jB1GN;Rf>KO-4fZxBBz;~kbN_^DL z4*iB6RuqIGQb$dShZfCyoQGhz?*tgJx`nbOthxMUQXbdAIe{Ym##l>_P?`d=;2MTd z5I5!)F>rMI%Sk4mx|xhk$2rd&HAb4Be}8pDN6xIRUP>WseC=DRl$P>mq1Tf$$-I<3 z$HOtCr!FF3LSO1p3B zIp}48_1Gi1M(H_(5EN)}_vZYJi9Hi~%|{QX)+aZ2UE7*diHq2dwP<>Ryfc^NRep$N zlmU`D>|s~GbDudK>|%hf88e=TX6+0uaKQQqunxn_4dl~F7QR7w<>F{@770CpHhc7q zF8EiCAWv~0b+MZ~?@fiK1TeeJX1QWip1$dIGIf}-0*D7mRv==Ry>R8j!Rda3`kQ!z zaU~C}mcRO8^&_8+e{B{6R=cgQx$$}aAtM1#^^|apIO3&#$YS=)?3vs1u2khJ8f!q! z2)q;p%ibd`$E*#JXzNs@xTkVvbfIq_XyxaBDYNEs`ND$oaGV#UCl5lbSN#C&I_-z; z)jb%dB?#}#yzaF71uCP&%b=ObooB3ao zu=CW~NP!%T>j-84p0c#MGg2wDTtA}K~OjMJwC51H!ZDsa6CiMu| zZ}XH}+uOoZp-fd_^Ed^_h@XwVOzx`d_tS2*0mp%Uoob55k)u#UA`83VOox;p^8|+r4?|1I=DKMex|fCewmjs6}dC z)IhuQUq8;Ue_x?hqqkB&RWjy?@FS5Q(cftP{+)~ZCZ69;eIUEjx1O1}*9l<-=R!fx z^1*-)O&cEBbO;)jtE7;4cN*cKoU7J;$8Y;^ho@XMn~>hkAHxD0El!HNOUXx5hlW=oD_{_6uS; zVdk$aN+Qr-SDf&+Ok`j7Kv-GL7;M>SsR`cCQE4*%$1)dJ;eI6J&gX<3l;4?^e z%rhNgL7H%>yKl?NA_)Fv^Xo7LbBR>UZK$eOJ*VL_Zgi6`W7D{|y9eze?b0Kt!~UF+ zaB~=kbvk;h=c(Mi7hSA`E`2SMx2r4pT8$4OIcjb{sI9ZT3xRi7LjsptVj1?nRSJJ8 zoBZMZDu?#hiZsluL1_1LMq#w1EzUX-K%GbaUF;Eym95o|rt&Ae2D2joM9sdwa!|R~ zmeQNJV-(J)#BmlhM4bQ>eyMZZt+gs7bN>mWQcWeqc@q0V0}eM!QmEnI`coZ|6B&SW_oxPhYJWuXAyONhi&A70FPp5fw{ z0I~mN6!p$B&m5bAX%^})bSAPIVpUMgP7pcetR^GS?Al(LWddor%KchvP`UyYHO-MZ zz|BPymN0IukYfg^rz7R35rj~Pi z@WMaS=et-~MIG5?cBo4U-Q zO@S95rez zfcRo~5(9hKCocw}qoai$&|&{@?|_ zQ$@9|i$;L4Ag7&=yLDU#NvFDxc=!U#;;(c-xCl>2wPt3>zSw!zwU%mssRvP|=m1R9 z0GNQuV!aw2g_AN{*e%Ijb;=22q(aHxVM#Dnynp})gmb=}i561ljp8smQX2og2YJRj zkZAWLpA9yI0O$9zHw)lAe_=Rq#bb=yXU3~+z7)k(Nc{<%ITB6S-Pe#5Gyjlfo7IOz zkP{}s_qIS2sc84E!Q;gCSF^z0S+)p};AKeCwCj?_eS(6XW3Ebjm8C6->ylZM%qC2f zjIJxK;YcVieQ|FeD}0GwTg9XmGIB5&1HmHN3m2d7d{=>;x!rf0TNuk-W>VvsB82Xx zh%s;yM0qetKKA$zfWD2XKY!6AMS1$@@KTww8?~$&r^*$kb7Gj zJe>l0M)CJ;JIEsIHdI$d`UzpeV<;_AKDVLtR-$Vyt06I|h)@I}J3Yt)Vz(Fpi>fFe06gXSZOb9^a(dc=kud2<7brMfYh0hioV zqB{fhHT~Cg*9Db-PSSTTw-4C#E??`gXVFJXUWTg!HL40 zg1AD-0Bm}6n2Ak!$hC+37R?B0Ygyt3^$6WEFnfm^Fq?5D@kc&i65!vke6oN0_rlFl zSxa7Gon5JRK)3(01)P$4XWvS-hBCiK_-yUVjPd52HYnSc-FR7IdAdQft+OK6Yj5&B zNbDyfN^KZ#0n6P9+&^r#FooAQUi{gDr0DfVoq>HFvYY_)%D6%m8)+_NDN$L#Esgn{|6HeT%^GQ-h|}zB+4bN6T|lD0X0dN#g7iVW(Bjwc=rnCi zBW#o%X`eq*b+3Jwf{cR3NX64=?Tkbl2-ib%bWu*m?0*!B5qn_`L6TALp#lwc5^+jo z;u=QBVxoslGhveCHDf&Mh+iM^VTA4z<(^G%(y5WLx4=+R`QZ~`l{M18;D@9(gfjjP znlJUEf3Y>m_p7dAzqnV{N?lQ*MQu~!q;feNj`le4v9QjUWmD-3UI?xGkIEk?y^Y(^ z`fVJ=%a!Im1V$s=JmMyO)69ScF~`D|IY!~YS9lX%HKYgZm`Dk)nWqaIUG$i);V$z&(1Dk+#zCk6GD9M=ve-*Q?Tv@B%`SA$uoHN-VX*({PtPIGn{mc1GT1W_;<{da)dPwTlQ49CA5o`DMwB4xu` z1AL9j&9Bq!qlI`2b^_ClwO|y**k*~|5-3NcC|j96#1ht()N0WMU9=>Idfnrx&T)Xg zc%!z|f;|W?TQ4H3FD8$J|JKUE;p25zUJN&VlY${g2`q}L_`m}@Fh{DDm;cFJC@$|0Fo9KFt3B;MNt-G zS$mhaewYpe*zVup;(5XPxi5BX1sgE2S)x=T1WTKU6B8I#DiJ$(k6(KEdrMz|G+}fJ z=IeiQ<0Omr9 zV{U+^=5|nW-}!R`Q65o=?*$TNokdLj>PM8Ez}1n`(#OJLBI}wp^ekS0b^nx_7X6Wk zKi=OZ{jdZVM6La8!q6Q7?*`K8Cxhiu4BGPMta!?LYX_lfB1LKW7{m^*uG-ZurYVa8 zQkcf*&E3SzebhV*4c`B)+SbCx70}F;^aNgR#1@6kB>R-y@9b7&tYB_$Wco6lpQc^= zlm^#_T_-~hU7XHF#~Tklur-2vGskW=mhmKan6jl{KInl@5$^m5V=Un%q@M6|8kBmY zD%RDWpAju4EgiO2^oJops1j%Z0`K}k81BIZ@d>m=Ii*xy$ZNXI5k2v9k{ke zSVwbr9N=V?Tzg->&a)aI*c!v@R#>;FtC|@gA2*r358ue8Q`QT5JsYnhMs8&wX@-Po zKP=I~?^zYUT@lecV%NV7Ll%)qM`8BeonKChE0;``Y-@$0(!}Trnxw1L#}8VxVj28w z`_5H%?$GU6qGmSk(&9C6ZhC|2*uB4BTp1J4atMB%ibXg!^y_Olz@Dtth$E_Z@0skd zh~2-9o^A)5)WrF=sMhdp$`#PyWQy>ymzs5E?mTi~1Y<5!q!7_re`@Z1AyC-1i(e6| zo^u{^7RSaCy<{fZ*b9@ju8KR>H7hFvqtYj%h)IaYyHyPKUZechloL>TU6|?=hrUP7A{He@Pt6ie@vm#%C@n4td zvnb-4=p?wKKJP>1sB~HA<_JaO2wSa6LL$q)#Y?7rqz;^Ab`O_Q%bN;FF_Q2Mb#&~D zG=v>fobFleSb0vu{~uYZrh35ASrd$BV2AfV?`X&Evw&m-KpDhGCZlk0V3kEof`gBI z(Vk7xLf%(lY7BW&{s{x~g+rQi)dP-Sc2r_-u!t6%M<#VqP*PdT%EKZm6+;`6N_<-q z$O}dE#MMY^XBfcc-XjP9wAJ(hsi_=7u@g7Fi^0?uJrIe+Wt34KbNcXZb`jjw0#{Fg z`X;qS-dGcw;G3Go`jL4-(UqA7Fe9I@F_Y|pmmSXlF=wWjpt!et$N2x1nK!X?hhdcB4|(U06Qm+4@M=+a56X0#ie`9>fW z;i?f^80=Y!Z4@`i$>zAq5E6c5Cx4-UpxH{^mR%l~pKA}2zGj@l-?{+_Y%7z4vUw1{ z5UptDk$$YCoCFv*%3RY#ANWC5D+*#rI%RPTl}h=ME!008;#9|dWFkYg4>tC#!ancU zm%kzOoog&s3F=i!y;0~=8cxox0h&=Eiu2FtuS6)PCvgHd*j;eHODmILC_93@tnfA? z3$16D_Zy``pW@Xk;DnkMav@!VD6J_`c5J$12#ETCPS|#Ic2z|>>+(0sY5hqIEhvJj zRl@TU<*Zkh&|rZ#;VC?h_yWv;ajzd3q3L*kevgUVI!)-XEsfzWqKYQ8#|R-6Bh9ZR z5nc-NmRN=D@lNKJkdwv-Cu(=!BKw_J zuX@oSbQS44iR<9?-uf_Kna2JTXR};F-BTVsn80ZrBV@ zHw;T^0Ahs6tB|X?TEyqg)9QOVrr!^F)jdF0l`)-ALbQ#4W71E7J{jn|QL);U{wWDA z)Ay`}%AFbNqj&MQvJzRU0}Tz9m!4mvXj0bEpseC3xX`VOB{zgqxxRBtZ$(t09zy?< zp(%Oo3dN>RAE!RH2`qtHiAEU6x_2$QZ-|rwTnzynac^dcuoov3{>Rt6TzivSP*mJb zR`-~O(fZY1{n7alXrm*1Kqq!*AlZX7o!Z@JgK;Ng-<)t_E*!kCuD@ZhS6>mJ#5>XT zC`6XK0U}mRyC5U`-VQ%xnMu9Y(KId6q)m)%Yo(G>XdoxS6qCXS{(KPUDUl2a7-n0T zuc6_;9zF+?@&$6nUd)nKQZ*_#8zXFU+1v9NTy=qx{KuECOyS*8)_C?$5T?{?b5VEB zYJ7LsfRw4kFUm+{_V!q+KaDrF3G~0uLAjR7p_OatqTNzPL`ZRm>Q;DMhpwK781rEm z`(h*x%zkPv6xSkn!%-cUxj_(P){ZbDqPM~)rU)|hE}gQ5Ts{}0fjO%z00LiGjL-tY zUxhiE#IUiA{G@89XU(Gdm(;CXCNmRnuPsh0o3qBCSBEt=8@eXw9E6t$u*dZca~-J= zMK*j0sZIN|&*w&z8whU`kG)V(d9;-z6~E!UNS1%%0OD<#Y;|iX;(RWH6#1Ik*O*`O zkixP}`!f)wN=jQV;k^emw_MM5XcV(DoTOfC>aa32b~+>8#t0M3WE5!cA;w9*N~7n% zb>J{K*ljY)oJZThpLTbxi2z#MS@F^4qc}h^wL$oGux$tsJl4V)Fcbf{wF^H{n^3gB zbz6zV1A4zMt&x!JE^)`od+q3J(5dC*{a(_UETts|kl9f#^r+L}*Qo)_q8IBRvJ()M zE)j`L!_@>wAjd=L*Afc@4nXx*%{UV>dDiXMCg`bbCDxUyS;W@_$30UKTX~;M|2k`A zjy<|!Y&Am)lU+w|>o* zSHmy-9n0WAvyS|?C1HO#Om1R6wxL1Z4+u6Hd2}(lV8W4v)AY5z$BxdFce%sU-jS=6 zUeE8)CEm;wAMl+MTyASgBPDWfbC$3NA1oD=SS+aHZ?JpiTJ>(cHgcLp7*Ib?d4}jV}nKrpRzE2GUF7{zcR(fL#uZ52pue`ypnFITssqQ@g?# zn*rc-j>1S$KT~b`iA?{INk+@`uudH^sk+#WVPr`Ebx`#2C#PCX&#@b)Sj7Y&q;HrH z-DvJBD5Q+zb$Zchd)DSC+9~(q*u_Ok4S7)a$@SvC>1o0aT+9K41XA9eAz{dc`>3ch zXrIIk3uf4RV0~MbNjA{(0&1I@ZZW6AF%cx?K{n@Ybxbto(6z6)pkwsUU(88x8EPfH zt3dZzmEqr?x}{9>pT)!)t8d4qSuzUygj2a?it2eI=vuUUpIzIz3`Ygw8FEUmkCjs{lW@@&fjW;^ zRckxZhd~85$I<1an8iF3k;`WWWB``%fR29LZrM!m6Fxeyflw;*2!&+pUz^=ZY7D*@ zW;U(m=WZJl7FeWHP8UA190|t+UJa_qY*L28wyGt31BPH%Cdw`Hlx7IIOq~0@pG5NO z`w6y29rdh>=4;TwuOmeyiX7-i^SwjN=XyKGoKE4dv~400cKrMJ{s1m@Grr zMap`5>*{dpW#f;4G1F9&{6*@Wq~CSJs3-4v-(Q7vxfJXzp1GRv0dr%`ha}FZQ18C9 zPyVW~s09S9n^mJU(molQpo6p-Xfj+(M!~uXBa`+@ zeyzskfW#s~+20f+i$rI3ub=<+Ul<{lqn?88dTh?g6t8!ugV)u!L z@3!6=Fwhs>CpGQ4QjGaKI53h&*ii^uS$12z*zh^tKJt&disZRYNZV2?#0LdH;xj|` zrAotwW;G~w!^*t3o$)6`qipKW_ZGSc<(257)kjREodZ^}YRz>|ryUQ@5zKe+oF z0UNKZQuFdhIt;sP;$uO%>UH0beuv839c%?v5E*uld1|~YHn6Z=WckC^L2ZMyi=!-! zm;>vFR;nT6LisWGdgTOaXP*L=OTf4C{}FguKo)fRC{W9QTEB?{H>pP&N$8Rk#Kkip zKyh76TpkITz1G{-08!D}WoawhnA!xt-&Z|?y+E39f?*)!^7KIO;6Jry>2S%H+KKVi z;tHYMkNnLlG}1{7MJ&*0v?Y+}cs}#e{t7zv0dEDAzk>je%E^^aQw{p?wG?!_QzxYK zv}(#z(SpE+@GD8HmFk&awFjsxE}^Y}@;z*rJX^@U_}8hMEiy+n;?Fi%w=p0+9wFOQ zCRQQesWURZ^tawt3fHvO{U{_zw)*=0vE0Am=w9{UtNggcW7mE2IvhYS<&Gci->^_z zLw%-q)jiOiQYhBSmSWP5%n&f-9;#l!JX@|z8@t^QE^u{k=EbpP$C_3di?48)x%4mP zvQNk3+m2Sd|$b0!lN^BjbRLh|O%IvXv>9&?SOW+T{ z00lG5)rj7m6?i#bivap^sLBT;Gc|=+N&OwAsSyb`r8E5qg>Np5i0)_Qjumh`mKwR2 zOrXj$zXX4vx<8a_DWg%MA&z5vFN#PS?fi7Op#j|ns3iU8#E{|LtkE^REEnZK6*>5% zTY`GA40RFuXg1}s_^FO4b)T{pKh5j0Tl@@<*)(o8+Mrd;IY%hOcjfx6h}Io%JRk#j zmY&DetW#CP>Hqi9o-|_bPKYXp!KauLF;Wm?^i=V;lDk{4uHDt;F9S=*v%X1TYzbg^U zWJ6^0tXo58@qYpw_ce^r;jwmQRnJH}tZhh37|b1((waA~6p#G_i~XILQqX|FQTR-^ zgLPNyMjGFIy3) z?1Dt-HYCWr@~a}uOXI8Y!^M9=!8D~hP+SZ!Bo4?g`jl)cW-Crldw;WM>gsE!Z=IsP zY%Z?=EK01vffy+8pIs91vieUE+!*M1t`FEAl2=@g3`3fz)JyD%#G4^#_tbjlfGd^a&sxmMA)YRIfSE_O zHK&PIiIn~)@lfQ75H1-^oeadY8DE4)IJSRsyr*{j{SzVeAo0&Rl75QqTs9c+TaHx0 zZ&d7Ok2K8Dt*@`fPQb;bR3R6=u8-iF>BGmgPpdl*P;9(QnnVF?FYQ&(O)-b2UJ&Su zj8iaaFDuLAq(S?^_-s56D0@20?b8t*+C$I|+|zUf@uF?M zvn0H!NX5_Wet-`&#wmujA##|V&)|lV%fj#Q>#r+dPVNf4Q^_loT<^jHHN`E76-@eQ zJxk}6Zn_M@(vZP6?mGxTrwU&c;L;>&%TgU7z6=rct+wx7peUwOr&$3SPItQ+>@hU* z&xD!+V!vicL@y&Dv-_uzG!hn!7TFrzDiV`-)L~RYYtj2I1QzGie_!yqxtVU<2fZ1g zKncROu=ifqkN|pBR>FbQ=;nISCIAIXa|G>1i{(U)Al5>Y z)y2fBm~ATJsG$9XA2RMTB&iMWyKY-HJwj;05& zXKCpv$7bFq{Q8td1j*r*e7c5wv6Q*`IjQL%Ob|-RVgL?=CU1gKD;HHX`KhH1t+rQ1 zoYUzSFsv?W?%TI_&VBgNhPkR?PR&8}@P#*03Md;Z&v!z6JkCA+T5FiwQ2Q3xot$V7 zku&||gwLJiKAP`-P25eL+w0jwLeGAS8(%Cl0WijqpvRxHUt z`9N}+(XjEk>0>x<7F1e^*{c+B?fJz$<-4frP}*Jg(WkfaW0bdKiU{7XOUZQM+3*KN z_DF=TyHxeCCPv3+h9*ayRfuJ2C440kk_7tXo>IU#=6}Xe?6dP|Q0p)zlJ5*p!tiX!ssjjh^F#F#gN8z-qEJS*ELGCLGvf- zD*ci$DTEUpjb;B_JA%(s1ny4TiH}x_Jx#cN403T_|4#%`Fou`?7^I7MY|$pgg^(Y5 z8n~N!_dI0fjT!Ausw;1>{_iBrfiN722aG~;ZSsT&lcEKpj>mLIt2_bZ_ZxErWAaKB zcds`ne#uq_z%xeeFnTyFE~mj^j1MkIcE6{v2qMhr&4j%a>i7))FU+4ZF;UbFJ37KYAEW&M>k_X{sCEmR@5v?SUy;J^IuJL*R zjXoX8anIb|%~XsHIj+Hx+1X2ktJbjM>kTJZ`N&^R9t~1$X ztywPK{xhlItF3IF#l^CZgK$Z(0+ztG`{FWlVhY`%hyk7+9{2&>Rh(~Ln}|Gq5GFS1 z$wmvvjV4aj*V7-YK%h2HoS{?yxB20Gw)n|*uq*Y_sVs;z=FZeVJgL#+S`?(7ZObo- zn@}zmI>VGOr#fLm&U8~p9V6XW`q5DtBO?ge&vm~-D2@LXb4hod{OLL+v_Qh}ijL!j zK!qDKJdHi;wwOPT{2dP5(W$8Ug`tMtrklRw>l=LD5lwQPieUTTfvpq`!=cch-6tdq z@pBka9>h#b2%$}4&1%@E#*micfz~?Vc|=lB0ANRK6tg!<@6WO&x_pFGsVH?@?6LSV z*a#o_&*kNa1TZm}&GyNx+H~_X>g{85KJ}g$9iEq-9OMj|bxMi6V(6%1$5;i1b)1PS zwx;KR`I2?L!Epi&)Gx(xO9vFcbsKlmMT#X}N~!i!>B~C~=2JZJrSF(7LFywFTrmEh z(&oDI`2Rwu+A|`5vDYo+dsQID(BBbhHLWLf2GiRNTfyN5ig#`W=@ zd$rMsEt;b`wPZXFX;kEs$T)`T8ffi#i`68l-WC*sjvLqSvOb`+xKwpcduVePEyJHx z#EpKvyr+pG)HRB5Dj7N;BveS7h78E5b$k<(V^Oy+44vEL0R8X z(68UN`>OxHzt6B6COHpbuc9{3?*D&(4yFhI82GRO9!*V*$2+?QEz{W+hjosASd~X2 zWV~(vdj6=_9!GHtt>WhJn!XoS!OGearfduZ@>4WP7#5fpbKECOv=pSjr%vF~D%>b# za^OSM>9-90|AmAll>>75bb=&{JE z&TJ$0Qs03TL=CW^FCq>uLs7&BgnDf5dro(x&A!+_ac7iWHHk&ih#w&k32@6_%WqOF zwhfH6`bQ^FmnHO9R;A5RQs@k|{Jv&O(yIeH28M()#RBf}jJ~MWTL!^dasZY!V2QgH z)@c1y2Yj#oGT{WkYfOJRssetwtTP_5Z_W%_AC_$}G5>sYAE+2q5+%3Qp3%P>%8S&M zgk7OBy2qhQ;q})4b?%Jw#H48FHdHW!`4xf4&r2Y%w=B!uJp$BE zG^$C8d9H7uKW`vQUo+ZbPW?>9M$BuQqQG>UVb0?#ely-3Mk*?5%Gn5G0{{sPm{5qa z;-qYvBt98cvH1Z6@y)LmX7PaHDS$zVP{B}jy%cdL3uYA|C!tz@UMwc$vVwjbv@h{X zh8Y5ZhvcAG5Bt7(WhW`0yXT#z#2nP_0|(a?)7wcRr!1(9B-HJCNr`ug{aau(9@6CC#yfN-gSJEiQdWmnT3=axPfsCdrhhAW;jQw|Fok$Yyc*Y@>I@1Hna7RH>;ppghSP&8@dz@XR@4i%>at|NJ2 zBJ3`v8jN4{j%6gRCj;p2{ci@;_}1v`PRI3K@7guSI@|Gi6+(~@^qB4uE$$kz5-icV z89qtEigN+d3umU%YlAs3g;He$Km+76|R?G#bMb{ zzu%+2R1yFt@U-`Ds)QAtRjZX|OYL@4P;}V%*h>eHdnT_UuXVlH|1?ijU6W{o z501p(5I8$D=3$uG1@E-s@tP&DLO~$jdz}u6M(3{LZO$Za`elN?pHfZ|UD6PQg)@Kh zQk%gghXGraStl(Goxn7ED$A#u+;;DE`9dQ~1Tz~}InX6y||~c65k)v-adoQnXyc? zA3%Ml?`-;1H${14eP$pf6?pUmO~&cD+Xuru=D`gsYk} z3Pi*ci(Y{Xd)cIX^HJy+EZ^O;j95oLx=`Lj%d6drgDul#YY-*OlHy@&nIU(eDwp)EEU;39V}2qTUf`QtH^%MfuHOj_GTzKsH1=eRcY z*M*-VnhS*>PH~6eQ6+S&_#Ji&XZs6dS@Oo#Eb!(E!VSmc6=hXdH6EwxPYebXP*x`q zipk7zFafASV%fCBiLDYWr_PSE&?9JxJME{-8(6c$m@5c3ABx0W*YO7uRAGE`X}jcZB2vw$koxXs_#*&sqXnSFe5Sb z+46=l;w(Pk-dJ0XML`h;#5s!~yMQHYH2{A0z2Eq165C@2piMZic-D@7p~U&Dl$2zR z3NjQBqNIK}FXg?BQ$?zR#cI3rEKRs-g(kk&mE@YcqJ&`B-RSQSF5Q)TE*0bE=xcMe@zDi?4#E{ zJtdb!6Cu|SxHz=}e8*`|W3~xnTzbAfV~aj$&YpE>}0p ztQ+dQdMeP!l{4McxyI_I;z4*T=q^{(PTmX%Q&GQB8rdA5qGz8qEsbb-+`c%v4 z;M95^@u_hMR2q%+O*L7B5V_4di2r^iF>xA}>5xrElM~MbVQ&EGky5G?9Uy%&*+r}? zjIH7?H})&mPgswfrXY$uB$gY3=Ab^=*7ru}Anx|%Czc8jWuEI3ph*>2a;Kd-T{r6e z5t?ap=@J8%OZMOUFH&l}z-)l280gXmsFiwOQYT){KhK&v@ICcZ!&h^M1();+7p1{|;w_7`DE6(JDaqkWY9%Gw*RY z+9^W941j*F0il^ykOLZ?Mog3ZRt@DIDuQbpd$8KUFo%;1Pl36fbsPr6_Y?bn2+m>WD*s*KfKI0eSx5jITAFU>E_& zdx{V=x1XtXP8DAW7g+x~VE#0v!*>?S@4q|+oI|CPGl7=N*{ins`HvW`6)_IjrZt=G z7a*BHROlh{a2+WBb|0H^;(vp0WpFsnY2w)cpPRKaCd|7@W*k66Ni-y@6@xolF@~Zb zF)7#FKns0ZEg)9b7;E~2=7`MTf2Ng`ONVTA`0FR<-mYbt5vN-W@%K?Ev=;elGhRMz z^EW`QH=sHT7;SAww7Rg$V~|oJm1U+*My1P?>MQTQhC~p{e4hZ2g=?!U;!X0qrtdd1 zO3U1iZP_GSNj=#?7a#)A=Q5Vg`=xvY<4MBjfh9L5(dEK%$IWP}#c;)Nv-WvF%&wdl zacz&EK_i`J%RNkmK#TT&S#DX)4&%ABl&w{*h=c<7mVZcDyG~dL5$?p5 zV*};qvy?(zDtxYZq~wS3Nl`2h^R^;&=0q2p)t=ldL)#C(+}@UZD;tl!K;a?{a0-Zf zIXraO0ZOSwwvT{c*qj=__Jao2KeLhj2VF4vxrBv#V#|h)>@*4loO`^1)HItvQX>@~ zYo!fLJ>Q9)m&%;sESLSylqXu3ZAVI<{z7V^u+$OHyEOfBbZQsfB)mJ0HDD>Q%w7|B z4ugv_i6Do;B9cBQu#1vQ>^wqROF+tnBTO1f1|$I^uf)Ed0?*38gti7d@K{@m2%XOu za1HMsxc_uuOiNyhNO=CYM`q#d2aQ3R%P6V=d|ZG#x0h`r>x~DvbYm*{C^e56nA8}y ztG3Y(Ubg`4maMy9ap>dF000FyQtDYysBzDJqKat@v{v^-lFaq`IIf5P-BKgz3v2hM z=a83|Iffj6NgI={Jw#(A)7{?kcbaqdUz##}3t($lmRz2wY2JYOZGQL>x2wXJD4>54 z8Ux3A&_Rjxel(@n1+XPv#OGb4I|-}sQ(`|$Eo(stJIf2DRQMjPxy$}T&H8Vw_QMIW z7^Mq>4Ja3D*pLl~#}RQ)4Q^ms9GP5dN3Nb2?nS}Enw}yY0Ob(RjKR{RCIp%sHkEw| z3z>X&BHkl^2na(ObhK@jFmyDDEaAuJSY|ydc|Z+@M3f+LYUBU|o+ggGR@i_2#4tnFgtsSqy7vq;8&cOv4E zKRUWro@#lcB&q08ksAv=*%Cf|go}B#EBnpsA)(HE&I0dD1Fc#A2BaqLBlW2oCWgAQ zXtW7$BcwsI(+ZLXL|U$S=6gnG&DT~%4`zKe8~{=+YZBjOrUurVej<734Fi48pf;W6;{2z;E@hqnjf&Thq<_eFVCcrg>1A&q71sM8gE>r@NNvP&` z$bo=$e;&TZ<(t;}vb{^#Tz5A2_(tpldmo=M-YRWtn^giRsmxUc641+mt~4sH>i3Ap zM=NVn_BaMD^?3;x9xO6hArKbo>c)FFj{FEWlFQ2c%Yb{K=R&y`Ps zs^hyq*Z$&PrcJ+$X$*>9t!5vL4>a_E)_3c^bysf;c+PDsqS15A?h9~Wp2NMlYSOU> z?Slkyf$5-1YjAZ-P2p`ly8NDmVbF%dB5kf%R77^Ys~ z+OT9u@kV_-6Hg~0!R4YKZJW7TaxQRAId;EE5XXR#p<*+xj z*XVyONZHXBxHqVS;I=T10%_PdECr^!@((zY^Z-El^I%;9F2}8#ev&OocB{233Dp@~ zqB-PjwkHHM&&#L>I&y!aM7oq?+11Ih;D61w2s&3azqzzAHMjFPN$c?@(>%q*yk&2T z(*77aYf{>v?n8ovVfJ?!Mv1a4snG%zm$n&?nuthPpdq_ z{BR>7cln|lHum-wLT%+AI+ngLB%SYYbbm}IE}qmyew!MLQ7R{i2pggc-%28AQ=5+F zklprkc=~eaUvj4903vy)eqR;D!dQya+c0Q7_i>$P_^Kf5w5InMw~8~&TnzB#y}5qj zLWQ5}dW~ohY(GV}!9h4qj_rlk^@LZnV@(k+HV5R?9pnCE^w&UGegA_uM~z7vrt|SO zPQbA^SQ>|ZEVv&1yLsJu8~n{|rN;aT4+Vq>KMyfGd4VRhJ5%qt-m{%9VV6q3O@^ry zngT%WTm=l45teZBFjKQlCd}`mFFCG9AeD@tU1TSQUpMYKa)@_9 z!&vOVIQ=wC0T>ov2iYz~#E37wF|9!EoR;}2+(|YqMQWeL2SY?x&kBxvV1aFSK_aX& z=b-~g4#!7=NK}c;eyeaW5hxe~t91ON2d-nka~f0$F%bS_-xBO?7-$rMld7wDt%Zs3 z&IIE{<40(vC4a3tg4PPfgVP!jNK!bnD)J1gLX+31Gl@%yvj?KX^+-+2{C;2KWRq+u znZ~_4;TnARg^}B~HS(4`DrmC1))*;P`y8rt(fQ}7Z>)$q){O_gESGI*ZH}T6lwnD= zc`JLbwM%(xiDwK&A`PUEflsszE8)4$xjf64{(fV7-M%`@JV?w0Q{i-5W%^TU&3-!t z!wQ14TpjY4Mvs*++1c*0>vY&?9(c{Vjft-$wj4(}*cC(dN=8fU&nZmlDQ2w!3{Cr) zhcpu;l28Fm6K)8E-u^s*UJkfSUZx(e$%6&vW*JYyPXF`0m)gx+6hS+##^E5}GrO*? z19nhTJ*ix3F7yk&g+N6`q{+1;R*b{i8jAabUj=j*Z%lj4eGo=1KtQwKtpP{>%dxl7t>_85qlA@_G{AX_t$ZE4*63Va9G9Ssf_UZU#5iM^^1{0&)ZwfB_z35E+Oq z=LnDlTs_vmjaQTRmQ(OlI2EAQ^V0X(#l+bEi(^ZPg=u^mb!RcZkc~AbIP(L30X`}^ ziR~-b{ExyG=!RVIxi0);%bP6_GD&~*?qVu%E^9{~fLWKcaWd?ObkzQ>^bDi$8f1f8}Y=coZVxpI_Qe35TC3jG~VP z7=Cg)Q;s>Fz~ytIJZ>(-qKaQ>u(7o8)pzwD6yL@R+MbKOBXa8_fi}++ZZ(Jodu*>0 ze#)_h=OO^Y3i=S~%ZM`wfR;KGB5{}gpxn!Sa+=3x*q)rtyn(%7!3HjCFN(@|tA%lG zwlaCt1`OkXZ7=Q%zj$YRHwOVidmWjQBJSnQSpiUJ5sX4~WSK78&RUth6;ov7uq|p8 zJQTGZN{#{0{ZJ#L132?@jkC7h2=6=w)8#gcY4KovhN>oWr6~7*=%?ZPybq^5G<@wE zr=IVi(W)!*V2U>{u_*$A2|j5@9ES%>b%dvBYjsh@NJWdm{dO~G8p+$Qw%II%l1mBg zSgtB0UM?T$b%3fym_5m`{ptEZZQ8eDU~{;ul{3Zp8q^+z;x}S4WYshOw6jj>YQ1A( z!M&hGhLws;X!Ava?GPbC>Tsd(xF1YT&Wx?pm`%?Mv~p9BA0vsOOkABb@wErn3s9VM zVm?a6NFoz<{lckP%==ted~UeZJrf<9?%yZ(gm=&G5T zE$v>44K|)BdFzxNK&bdkI6?W0e?3NYZ=dAvuJ|3mYD1joa8+m1l*5ndnsg3Sd9#m# zutK;(?rwe+gB*-RnA&)ny2fin@Fl&Oj7>VkHAX1M?=EIoF~TdvPYC@&@T7QjQvPV) zg5Kv@+=ZM+hcz6=O+nSF42Ed}OyPp%w5V9C?bmR>gK=ewCgjH71huO;qh&3Q^0Or4 zrKVbb9E7qf7E^F)(ZLfD(Z!j6Q9XS`O2i%)U=U_*#4BsqH!go3YJqVzQtKj}{+QBk z?vwW+5O;uxV|v5S3TR!UZn4cJsuq{gCqKn>@leDYKq^7KcB0cD0rnUTuGNKq%7#-c zWsrksfF*qwr|Ije!o6y)7J>B_wkq>^j%s6cP8?a#!gN%U5vdua+<+LPz$~~`RmGAs zryWShFIi~xz|t(u^9-Zt%kQOS4EuBZ(s`Yq)#6@|A&1Z`S*1%IDlB_PQoaXacbH#V z?(^Ri99e~zu3_4=Y`m+CiAyGl_ZTqIT>2^C3!CZEqg6kI#V0y2k6-|dcO zHCfrhjeWx9AoXQB5U`1WMKse~vTLMxU{g(k#mMn@v&+kPUH1Xv5}t}H!6-}|`+D9B zzbc0e&vA4)FsS3tnX=w8Afv_um185GIHRItl=!Y3D6m~tYddgE=_7Nm1iqSNI(=9F z1NL0is$lq);0iWb6!~8#1myU#*t|tf$f`!_H{g3J3;}iWjz~u%t5dzQtY)s{lA(3G z$X#CCs(IOT+&K=|!s%P%0#-^TR&P<;sDlsyI0|+5Vps=)FM6))E|>zslSOb{pp7IT z%%w^zeiT+tJg0w4m`eEsW#HA37*HUnvNJ`6*a!wZJa>ObjD6#tU*OVxr#_pH9euE& z1`1nZF!*&LtRA}aV+}@aCJ!bGmyxp5qUK+1I}@C$dXdFvs%$q^xKwBK=jk`nqm|s9b{Z!xRf5BWrOJry1pBj``G^txn+C^-9a>_b!3@#!MsG=;+ zB%XNhdWovnkU!)i@-*k`9%Hk>1<<`?s4<~iRY1vl0~vXeej&gDsv6Ww!60}B98VXi zZ*6={&~4mz6nt`PI@JKBgOKe|OjGT{JSPGhme?xiJ8;1cgU4`1DX5CZ*$r>WGO=!o zcU!+FTPuL~9fu?%8uWn5yIB4Qo956))@Y7CI@QX1<549VKUMDrFk zHmp9GH)3U;(*BcCC*Fc{$(Lm<{iXdTT31*?NFjL66hLc`cKJRRw_$@AUenbZv9GSU z1d2x84Y|FN(oLWyh|9X!0;9ZOwOFkdXxh%Br4SHWGcV;ny=t~Ad!+% zR@Q_VEy*iQxkI6F?L6Mk1J`Uhwt(!z53K3Ap}P{rO^F;=lw;Z>uXev-pu2zOg_9jR zIq>?NCz}sV7y|)EaldJgnK~@s>mZz?^hQw2D@JPh7lU)iAFh~ z(_MW}MJ=uV4p;I(O4DDqUqum9W75QsC+<5sipErrI19vj)tXIg4vNW$4XP9{%|t^U zW{4e3@%}_Hn=lsu4`wE8-#ckHVn>vGkE7(5Rx1c%;}VEH+>Y2feOJCDO*Lj9A6XV) zpcfbQvz?(zrDG}XVG#VS|8?s9CumZ;gHNP9q=@Zt=uHWj2)mbROXACS+qVd-B%_XF zjc574IOC%ss4`4AMq8VOAW>?8JA(n!d7fcphxOjXb7l&9gNI6p(GlqAldoF!zu z4hP-vgaV`_8sr`*HIZRcCHH4%9-VR!9j)kVkt+qFT ze!?b1#2||N3dJUDt-583tjcL+F{d?QDIQP@zTe9eo1~0zj{>5K$JP*s8E<{yQ|yyB zk8Z3CqyhA5VA*H2cs#5OCifZ3u z_3Lm-$=~>aC#@!)?)=~bs}xR6n!8t!U{g~v-}v>D5&@MvQU>+kZr)I5N4>U#>rAQ^ zoyp?H@)|6{h#ZCLn)iAFz6hdV&P(UAv022C|nWO%s86ICLxZ^!Nfljz2G| z;ugP+xYKwa%B2~wg^$0!kvktqk=;w$JSiu*VL*^jQ;`o3pocfuRym>j$HDC<0>kZ2 zWG1-q^~bgc7s_dHM?!h6i-m}!Q!6IDADaO&#!&w3cyG_7;V2K6l3JTT8oRlZ>&(J9 z9)u&eMAsg>K#RCwqAqaDQljjnXc|~|DuyjW5#8&7q!~nAjm$#WVjGpyeJ@q~BDTeY zTtlrOULS%%^32e;=!H$S4YN&DIx{O5!#~u#fMV+`T}eB`dGR^2y%W70$=y2s)p^S} zA<#V>$dPA*gArahXi!&5NI@~j&5NO;lxbP>X|UIVMumK zn$c~oxKA0Q)|r<5T0EaPvDm_QobNBUrOeH_{zQT5wq(>b1Vq z5nrfDoHt3AL-N^v~pXU@;g5^o(fUAu!;WZO!s+ZFX4%_=TwFSI3VliQ|$hP$SwtS1C zK#<0hQgr(C;?>LToQbX!V}(p~;_e%kF51kO`~AE3(D9~bl$U!SuBhzm8N!x{)kxmD z^6DkqbPg8~KBrgoIJKOm^S?aox|YRXY4I9~bvWlu+YKj9&}#A`CILSq52_j|n~CeJ z7yXKLNF(HuNTmG4v}9|>o>kmTfHR9;Z)q*H0e!Snd+S_81Arx-Igr%@sYYG$64AYT zfXi^mB5#AsF_1;udcF3$%w?pQj+-SW(YK(U)6e$LyKsvvkP9`kW%;)R zRF^~?!(ve7?H*M`a)32JyZ6_^UOszol^k?!k zaMnbnRid++N6)OTV#G*hgf&G4+eeYV%Q&n`@fUU+cY}$EUU{ioFr-ZeS+a_fvA{uj z($~Vc+M4ydH#Qg+Du6888hXJ~W*fbK=$KpdnwPP^)CH^+xwgWTq2G2yJ!1p&2}z6FRDs|*tH2hoeX2#b=;QJJg^J5lZ-R-mTJ|7X<#Y3+YaI};rNn4Y4K*@&s zn{w8eSs_Qe8ll)zQ+CbAdeWzHWF~Ta?gC!sMc`0n$(U6OTU>lA_)193z@G-l%j4C} z66F!V(>CPUuwh)kMqsKt;z?^4${F_``l7h5RO6zr#%0WV*i+)gpH~^tFT`}NpJT+N zTWVbPBee2iCoay%u&)a97lI@*02wee@s{5bi~QGOp|V{6v59p%g1xT$JBA~~UCB#% z{+8iUh>eTM13cT{AkD{4L%7H4*x)N^kqHHM5y(+R5!VZ-Q2@~V*=u=7D;EZaR?RP*Z^`-h zEGOEQxF}>_16L<2IJ~vm9T)A4Zaemmo_@u7-3D`QZ$4CaI=_WL-szvMUG+6R{Co~U zj(&4G&YL$a5|yof%j3f~=#zfz%~+U(Sk04Y7pubyuzh!5^?ZOd4z#?d4+2B3fg$BU zc%RExjV>gabnJP|XdG17I)=KZU8nQ8JiI$&vWzYgBwImQ23%T z8`R49%Ytea4WjE`F3(en)0)P)tP3h@|I3qP;j>{(6fBd^wd#``$4=hf@dpo?D)3w+ zE!t*JUL%?omqWA}YV$Mv#&Vfp^^>2;d)zb9*U zDx^jyXK!B2Gs1GYH#&!=7%LVSlcnMo@lUFF?1uN;Ns;H@M+O1W7NvYQO#H2`(xT!3 ztcn4am#~+$^00h9BqHhC(k*-jN65}a7K$@I+hise+phWd+Sxmms`ilD6&b13WcOcF zW^_lhJ2vsE*My=ej8iXHQJ<}?`h|b5miSTyg_K6jseVz$lBhph_8k+#5Bzh2%^@rY zqF=;To~NL@#`Fl?p*&yzoQ2wsAWi1)oflpGnQAtvcNWi5H2HcQQg%V6E{=Xa<9S zHyy5_q_D3-8NEgy0HieZwoJ28o#8(v3jYHBj~knDvV7alzayA6r62)WX)^O{S656E zs$Fn8bA)`0zyE{{Ws$qPL$}^sx}##@n^YBNToPWfIJ~xnumsec2P1jdfPo}hUjYNX zJZ^u(Fyt-?T7=uvT<@<8Ru=msY(mxd26w4>qp*Id~rddgX-pjXxhnQF0e!eoDBjis;HyWQPQEL9v7Wfr26#eaw zn&gv&;71lYB{+a6gpNu5Wy8Fn!|;b*$;#rwl6tCv&Vcf=T}-N&*O83AT=7>z48hYM z53h|{e<(kXwp@1fBgXt@DdO=}nLG0@~5udQq0Eta5c@Ur~mCO#D)up@fyD zq!<1<&NrhN>w;qX&wMc%A$v$s^DiYq7sW#RIi>UZL%jXqTw&QLeJ(+=4hpqn zr4}n-l=I$d!&=8XEX%OER^?0ucUD)0lsoH=?Nep$r#pj%=EPIyzq8{ShZWf;? z0)gV4i^ah5+ZsP*s~xXJZb2t!K=SilF~x7d+G+(QbKH>9i&b@T zcVeg0;N<4>RRml}`x_3fF5dLV)IXp&!0zU=wqH-^aX{RZyEhe_#S*H59s~M2HgQqR z#k42>!9$22KN-4PB;BSmif8n$I}e4U*Bame0BBH93YNwRfR}3J1%W>p@&V zcUFEbW_S@$4n%SM@o83mkM@pD3f_7jyusaSCN#n~dh!4qjZf6FyA2K6()-3;3O^f=+)NmM4kMM*tK=u0B4{5XE(z^^5B}r z`TgPNg;4RE(~J??$n3<^(&*c4T=Q%IHBF3C+Ol-ULM;YCocxeD+ZcqJ{N{{U?TTfA zso|CIqZ!o$%UX7ws))qHa#td(raWH0xvDUK?#cYN3_|k0N<9)PZMtCI){_7CS4|se z!|114;cr{cGg!ZvF=?9;id6mr5*Ei3yi)9EC4Dt^ei@hnKdfb@69<9_iG3KzPb}LD zF)bYk!Dl+D_sLl-)F@pQ3>h%GE$9D8Vs476?>Mf6PlFh9@zBw|m`lpv@eWM^U^GL+ z*XnPVEkfw*09**g*()!Ed@1w%^HODnpTjlXRakD}WWQtpL`t4Un(yaia_cPH`j2_a9?oDpWY?Zk;0w*fqm8+nehA#6<`iw5aif* zMPOp39vYIaledFwh@hHiEQ*fj&?;elMPvz>*fZMKA^6)tj$Yf}iE-y={O-4)YjrI- zm;woojT9gn1gh`+^7E4ed5U!EEtto@C_YxztO9YIf(MgxrpEAzk%PyL5)~|^$bJ2R zYb3|UwrHmnO&|503|85}1pGq#4FNFw4@jb-|DS+<tbBhC)bu^<#6*5{WQS%OQ&xl$!Z8iP}v9?|erm zKv>lBvVtASL!*lV4wM=6g@;y{$|6|s|ZY{ zwiXBhpC&#dLF^S4%y$k}ky}F67`S+0rEk2*Hhp^XrP0hKlrs|rMbvo!&Z87%bmb_qi3wMxG891o1!;!@AS=4nh<>Ldi#ndfB*@QwtxUF6bCqX zcjSZVi8VE(iWv3y9QUA)exqu~zkAdEj zUtZUJsC39-M zjgJU47g7;AR$(LhX8t{qMsi*!8f2m{s;VF_nbQernrVGk=$vp~v{dFvtB)SGMAb18 zlX)^$7(Eojwi~8Ijh$F4Uaq9Zcib;yZ{KoI@*VT^Xp&%sumRuj$Sm;umR`m%vR`_OBD7;N0V#DUB zoAG}5J`&4k^T1OfANbkG*H75B7hOqa@ZkbzE)Orq1i1mKeFrIOdC|r%#82xwV5SS* zYB|ykH(lH%y#9%Ox*rtr4A_cQHBZ>VjBM7Ss92w?MfBYGvvrJgEAcRdf<1mvACAaV z%#l`g_Rkp>#$B@(&Y92o^LAGfP1zJ6S&i>)0gG*E-Xdr9tqfT30UoPu%a(w3U`A5P z)55r^_8#uw8>YRkB0f2O7L0^Y(#_5bfZ(Z z4mc^K{H3swa)+LEtlv99v@ZKPe+^PK0<9vALv=R(@Cgny_Zo6%wZ=I3L{e4xKr+Qv z{=ftEdP&dTq7Y|%a|7+c%{#LOEkuJh7)7*g)i(1(t{Ej4wJVSQHlvcI4+dro z@(@VW{i0fPS=}{TuK5AJk%+i?Cb6aKIuLHWqYDO@p~lSl->O-d7XQiVmv?C$?GfYV zP$Bz`;Vu3U<#XJ(2La$&*Gi#klj}c4eut>KO@}SmRJvsXAV)%N>$=oAX z8DMhyuk6fzBV#>Zr2D+n{zM!2BNXp3Kz{;z;Xs#ulUy=NSi( zjPhK)2C?LPu9h%fBk*6hP*G z=9Emec!{G~X0ve|qjqIZQzYSYdVaKc!Wz`&9^-SI)q@t>$i0@_!tUd!)!xc z9R3oJ8sNAx-|wZ++o906yZx7$!Bz++U1e*X-jF03)BpiYAZfUg>YhcYTgziE*NmtD z0^MlzOdeCVWy<9RQN%Z8iJ-@QRdDFOY8<6!ux?c z;QYq~mRS+}7J_z(ScK_PDgq-EDjSuWb`#ZMmd zjqSbSR2o&-YWIUF>gOHpb!6gWO>;XZzgkeyO*hWcX=$%U(UQTlQ%~n+PB*i28BkD9 zY#`H%8e)z$c1|oP$+O@$9oPDFt~>|QgvRxrF;M6%*ym?YodBD*v<3A535{`g`SIj6z_ZlJlw z`ijeT(tV8HFCQkSgftUnoXeW@Q(f5#&-BQ|%8-?oU+ReXllX{J4#wV1N{stn*TCR! z)zDH^bH(G`)Y+f>6Z!`RSWzJ1%!*>NJ>shgZ#20R+6IZWKw{M7e#wNOOz%@mWSuwvTSWp-n$87^p{} z9o4D>-(e>^x-BJ`vOKkU2VcauRYrM^%|({4FZ8frz+9)nfnJcrw`!+~WW~{DBD)g{ zz`H1l^xM-^aJv@~x)7+J8}1x5nX>U9UkdUzg2|W>nZBi?ikp^^=pn~f_FH1|M&QxGn?BfS435k#}mmrna~t@Pr;Xi_wx~2P|(p zRnGl#_Duvh)LZ1o%(K%#8MgK1f^etGoOwF#+r(fB$!ED-qUsyM%E7c`=8J+N+)y5} zk>ZpB;gjEBT;-`e2a5m_vjIl@mYA^|7OE$xzsiI(XhqpE2d>IR#|8cn!ctPsT_j}of3>=G@3=)q&Y{L^ ziiNs@+#_?P%5whe)7fguUo4ZuiTv_hDs(@A4l)R)xp}=Ez~J>3(C2Vu(y4VJ7joP- zr=W5v5OnLJ&_2e%jL-&7T3h{VynwFpp-^&FF(K)AX4SgT%H6PjWX;cJ=a<4zwqT!8 zQ|&?fnz=VV)gjf4-1#;R`xkf-+i&eJlK`BY0s@^5@ zFjN3qYg#}j@ub`(skl!pFM^;PbFCs4XTl-*wbodCaMNFlYedP}%qY>4%9*w!cq}5! zjCDL*9P#Y3+q>;yixUxJ1#ckL4F`r)Q+C&xn+bSsp(lDB9uanrSoFkg5Sl_9T8*~Zh!WC z^+!h*O4N`bFTd{j*ItFB!KTc`k_LJ^nrxSlH;=%nxE>;k0AjRo(E}5}f`oE0&M^#D zcSo56jag<F48MHoBz>!e;f|%_615NG106Y61b&cw{;AQpXCd zu=hnbu&3!{Y5tu9w|-$$q?-b2D4Sw5A?_s&@GOL!`%fU7J2tT2iWkR$cZfh5BflPMo zVS4)EaTnq7Jpk(LO!Gac4qG&dVmPzlkNz9YUSO)+nG%4oA3y*fX%Ox24~OZ}pG(b4 zcn&7RF$DIT>vM{#q&p%fkarzO9b$S&c2EdAcFr|%9s*vfEzou8BmLT|`T58W@`s(HndZ|m%BQ6sMOs_Vhigs7^O!!YK3RC{D_Zp)pN^Wvu z$1xG4{{n?UnRYy*ayP)jCaaI%bQPU-Uh0s~zHCA-Lio!Et zWo~rRjf@cziYAxnJd@+Kz~)pUo~odeiZ8$I==k9g|F{cdfq*5B>AE(_B+ls|YgdZr zm?i3;@%n##%;=>_xzrDgh(BVDFUTF%o!74*e`3-?H+8@jV`Wz)Pv2AT6{s*8`0Swn z-ows=>nw5I;YUfTnzM^)Oa%B&~{J__q`lF=bLEay#zik+OIfVn-7T&8m(W z;k>kIPzvqbf?+<^10{F97MN{FTdXnc;H9L``LJtmAQchBV6x=>68s8X*nAm5_Cfq` zr3WC@H~<66IjpjopM60X9yoFf2g2t%@RPK2pI+S1JP&pr->~w{bLK7V`L+w^uWKf9 zq}AQ;Z91hHug^DjUM0g5{2{`#IhsqDjejHEgv!SMk=Q!8X{3bwtjB=W){+(?9Nc#D zM(2P*C+aY7gU24U3eQ}CB>>n__|$p8hMcvM;8x&jPXsDD)T2@9lV{hQJRa^c5h0Q=CzLwYBq6u=ZPgI!z@@ zZ3|yb!K#pNDH`@yC;A_2;PaKQoKgT@pYj0U-H3zZdTeE-0}`d<>6TkVfnNatEbqISS6LL*hQEF2=Q|nS6p*2ylJNzN$;#nR5LLcT)y~%{rk<6>LG_j zD6Wu6{uoo7M**Er==M9GR}}a~zd+LI;K`w(2oWUb_@h-o%a{?{W2hF1*uk(dy$wqa z=66XKS>KL&=^9jqM2-@5CpOB7AcDGEX`#}fDstk&}z-rf_vmz_rAm}tXe8hZ-MGs2UIt9%~|SA0LSV;b<8}IMXvw374`ef7 zCVyMM)z0ixq-eZh+T1?f$v6dzPv@8EWAYfU9&jw`6B26@2nMVT&O`m9s>zp>}GYWK>)&iG=g-*ASfbjbono3VLX`iN;UdPD?05giFQ;ZZU{HN>Jns4 zw{8Jp8u`)N(C$qqV5GZX3=q~Dt}q?(LWpMxHG;m0%s^(Iw3=G7e{W4dOo+B8YN{nG za7$l4hR+>SE>YBc=5*lgo!(IS4MzLneUmT2Z^NqN#02dN6VJPk4afyv`1I%e9QXgdj!8rAwLhHq< zH**QZpss-@*!Bh38&uaRf9;Zb>~!aN%`kV*={R?A{{!ui zyWYq?iWI|-$S&a0=}ddE5@AKjuj7;l#{fN%6{ds{;nfi=wp%TT6ra&^Zy-AfY=0>k zlFWH4lg{|$&j09Dmmh&iZXQagl;}CZU@taBU((cpogRC5PoseNy?^9F4DTzQN{tZFSkqr|YL0EfY^IPuKh?PmL>u2|MA~RU9vx8l6q!Grjq61v znkKSNAB@}94tDf$dR@!M7>wVFvK^Q+etB*k7&oEU)Q(7DH2#s!1LLhZUg%SJ_=8-> z?UrsiNSq{DR;S(1^ATG+uwwfE5o?Y- zW7|&D6r>;WF=*SBpo~E-HJuEpFZF*;wQFLFn{ce?*z!Kbn6~UB)&ScL@r@$J^on2x zxd+FgKd_gu$%(1-bO-zB6U@v)!B|Q&e4<=Ae^)Bxz8R<{6Akp*iEJ4+id?pNC<0VO z`tmr-Jlq~ifWMkb@|mFy?D)paGqt`#AmP~80^CjaSd#D)eQ#(qL(Q|^uAh%Pf(!l7 zf@<*vwg8+F_EnmVzyJs8KG>810RQzXTq#{qqz8oduTp$B-h1hmWzQS-E>at$_t2{J zD(P{2e4FBlVi1TEIlQ755mnRqn`K1%hmQ)>pnqa~RKQd z27C%%?WB6aZ}f&VYJ)3#5L8m~7D>O+kH^-oSqK$DBGWp+NT#Fn&%oc)Os(ueQA@~O zE10H+5XraT1E*^UMb%|kMtO9yfR%_iU0rr ztggra0000000H>Ma%BJjL`C)40000000<_400*8lCZnZjNXYW>hUpq$>000H3qB?S}e1q1`>;E-?)ZKFVOVk4H9Ys7MIjqh639GAd z_q_=PQ(hx=-iKOq%m;BThmG-M&2QqVsIn+5qA`It_#8*$L3y{ll3NKFT15jCNy1Ti z=BFN&6z%e_A{~=H$;-@a@G#H8gm;gVa%J#&)n!##XDN5#gr!CO=45k&l`^y+t@h(l zBnDqT6Evt<$t_NtERq&Qk}PH+Rl8UPrA`uW_6iM!QjrF5OQ%^VUeb`E&ikh8*$iFr#4$iNc zE2|WA(v7(F2#A{Zg`@BVx@_1JJ)9|JYpFW6I422YHtD|H%oR4@w^t1{PfTl~+|sV< z6wg+u|NgIht_~{x%2HF+&ef4wS>Hf0L>`_|E2)|fGtB0bSv}AI00006Pj(h^0000p zI{aI0s9i7PvH#AT2LD7h{x`j~AFEJe*KC0+$6Icko)+_A1K1XF)Wto5G+=W9f4;pE z+cQ$^tQ4XrZn;8W6&p)&TY-sQmaQtbrI)V!BR(!kJt_E;kZO0FTLl@6r8W+nbG5Wy zy!;S4JxQs_w?uU)0iK7`{X;p5Oj?jyO)VJiP@tmZ_$@2id>ssr@`aIYn=@+Tn-8^> zWvq=aN|@A3bWlXkECvnZcxE#`IAj`vqNGH0Q?*!Z@tr{ija`#W5jd=m5cb;-jrM+F zMpknWnTePM}CxeAg)W1jm(dLA3l8g0$dZIFmKM+Q>RgU z2%4M7;53WCx z-$QOKdpn^TCpE4V7PE;^RAiPZBHo830yM<=|F=HFN+go}(^dg>szV1-e6&JuZGLk$i+ItqZjsDIwGX6GX>ra~|eVnammSKDMk-Re|7dZ(jwe zy1sujBoGWURdGER4#nyJkF?`EGjKx|%%}QV);JF9yHpk!pNJOOY-cCa?KDZ58|D8r zFzom#Z$IZG|N9o=qz7l^e~6-T^&AV59TXLm8j`=sjz4hc#{G94Y`^h6zH58(81Evy zD_W*u+Pp3)zwbpKJkmBSVb2fxSg=~;w_fpCn=l760rs;j(Kqu~w%U^Yq^u*ny%@%2 z{bYZ>-#;3B8A!JO=n%ew^0+ULY~|Cb=Vx*xd1_5F{21Y=cMdl?xjWgC5Dh}Ic{JaapqSNZ~7 z_^V21@v({yu~^>qPu-8`07!QCY9krplxa0#b|0)ad?8-K%2$6zDZ+LA0qX0_*t`Fx ztV+|1ox#0~Q!Q7~L#BHVvCXIl-deq|e-9viEU=7PeZuARx-Oq1XnG7U+Cvn!u6I$}{+xqfIzBIhUnR`#ux z+K>R6I&~{P!;;s&W7IuH69}en2!*ZVo>@PrK>9++CP+VXMUv|n)sOZUfXk~hhL`20 z<0L(q@cPW)Tl!)RC{A|U-7M}5w<-7XAG^8zIiS~L8F344N|Jl zqF+BpOGuP}KE7(M-ntt+-wD9#Oo%oJ&z1dMb%(`hTx!51>B8$gW=Wr39)|!#tXN

    }*lH9#iC!G z`k{W3X=RUUenUr28Q`s(^8ivt(b|^L$dTN)D<ozoIUo z7Y0qSPu11$`Dc?&CoOtc>BZ%fJ#lN@LmHmp4=G-=oJaC`)?|}VnK~sKi${DwXI13= zI|f%^00002Y(Tx3=V?+x-!0+eB5t-?!D#QNkF93I{zE%&9(KOmR^6s&wc%};0001Y zIuh*Ubl89Zr)B)AqyPW`TOa@d=Z)$)?l=MU_D^u(#~GKhDdu)?AMlH=EfNUctfmVBG9ArpYPK&Vr|Ifi5hdqpJ;)X$C` z+bV*@D(Jx1tWZ#GlCA$X339Gg8rv#@#46~(*Q`)bZIZ43HVJaBRS_nDfasn`IKtMT zG_Z&qp6EwGceRR#EMAE1ZtWX`4MOFl0C4qFG0w1##5q!=E|Wz6>&8*3q5{T{k;d>H zj`8#BuMd$sd5Avlj!DeE764Bn0S|aKO47w9?vu690ih9VB$cZ^g!15zMZTQS1Yk`9 zFSOY*`l$R5JWB|ZP$-l*2DVXZcJjQZbWwtdHXSVSEn{042qoI{K;K?ll|68!%433Q z!TtaM9ZKNUw8jN=nKoT{V}zA#J1KPKN>@3HcN<^3{<*#3JsMI=g_Kt3nW5QT)~RSR z8!aa2KZ}TC=DXGW{Q?^Tr(TBWqeXJDfw&1&bA(t}Yx9#PZ;~c@<)AnGzk8I&JJ@O{ zKc8deej0&LAVR5liv_>iNcDo=P?r&+v{HgaJ|l|v2gJ}!yO#qUjCVb!U4DmgXsH!4 zp~{>|8n3XezZoo@NcXiM;dTh+!as0+=?cM~1!nPxPSTrA69x93jJkQ9vABveU}JS< zUlOuf?0l@$S%Sy`Jl!K_-dP3+iUj5`A_cE)r@>CN=o>3h<*C)a#L2WS!A8S1A8_d0 zYu;OU3A46k9T=Vi-dcz3GX`o^H8V{H*s3a`pBp_&ah~ZyB{Y{;rWUwGv2a3}=WI+5 zEmsP@f5bqN;z6}(%J&qv=YZ*McS(}$!Jce zAcE+Vx#Y_WJ<@1|clMiyI9@=pb+`0|pPHA@6#V+pN#>81UO}4;%-h9B6GD!l!qz9c zmKtvuarlyPW?Kj9B0ZI|t_OR`84*|0AW!ou!Fu<-N6~KYy+<+?z*(e=Yy@}@2RKLH zOFI`lpGPK-&$uQq9Z5o)uv7Y)icnrt{0RbJ0AxZ2+~RyvG^Pq03nxftt;uq5>YHU+ zp@{1SAAd}yGmys|=Z)X1i)(Z_Y)ND}`t5il6f)+0l57`4NB*KpZ(t3p?-P>4tC?jOM2XR1+C}C*^(=~TGR#HF@E70@@qHy$VbIG*-^JNg? zz4C%&+y;gFTp}oB9cnxNcCx_J3>Wv}qe_G7q5zbpbKvgPMIJ4BBUK!WsH;Z>mPUtJ z@jz3@Jv2aUlP_UtocSFRZLc-oPJA9lS)0L8V5s-&-;J0yQdFLQh#tJKMtUmoT>p@u z4+hG_D!y_Uoi%{=P^PIk=<-^8LC>W|!IT%ICedpbU<=cJcjO|l8n9}y5I{=4Vo!(t8{GfOYJNunBf`NWSEg*`-}lvJOzPk9M)aK;33bauPN{E zVMT_UFb6~a0`x4c9mupOaTF!8ZCg)&PO;u~f;k?ENpX_0C(x6b=CYgw;K%KQXQjCa zb0N%qxRP^mBi&aR#g1CW&dObpSBWHqRm?|5LFeoc)L3Bej>&Um$moSqUr=S7L_i1-CksSMRd8&FW)^BV-U0sB|Bw4?u+k3XM*o? z>{CLxoR`n@zIH%v(kt!au!KVog?*hpy*8V862HnYocLC?3zVL#_1nq&xO#x!htIfx zdG`}})yK_7JQlC*gmQh9i?NK`0m|QmG++{gkrZgX!RNSSaAkD-U)-EM6`EPMS~4O&T28>wSQ}mpQ&wsIV(Lp=oU?J@OeohGIs3i6_N=;D^J}Uc-!UwW1*l0u;1`TU~c)De(hlS8+oxtsFo?4>Eb(Z5(N`(4kHV zjho5Bk@~Pe>#Y^Ln}7o+n5P=&o}cjGIyx<%6!BS5F#_X-5g$wb%qhNYs9@O;{eZwtpYns>}?Q4NNNDhMD4iG zAKyAmJLt{E#*xvyC_m_b-T7qareQb5U{)yfOJ^FBpbv{Lj1auO;2Nf>JhyA zaBhymsQxbNQ&0cv9C$qt<1I{nSC7)=3UW=a-_J}#6m@#AF(pq*)xw>a3X^h+o+lbj z)@W{EkrHeC+;ZB2=evK{@6dBjH{Nn3`;Cn@Ic5?yguHmea)_&)A%PEIMgkol_{0};0 zzLgNqiN1&QUdE36p_0`tr7(nqi50Ln%t{cYZKr9FU0UfHP0@=y&e#h4Ryb&7C7G8o zh~31gpufb7&Li>42~Ui5UV^BJb9>WC68WcKKL(PFcX(Qg)r_~#W#&>hIZhAC<8^%1 z{X8?@#{XB0vp<+U*4+)-H0hEHBRBaMBHvagK^l)&n|tzF6q#@}RYGqth3>MMg_uv) z-2BM7p}xJf%Hj}0{QiI(&IX%*bA3?g1KT5%eUbc4;`lR1?O3Ge%z|7tg7RHC8*tvY ziOA8cT?GZ^v7<%v1_5F>3@!d&)c&kENCOVg%M*IQl=@~ED?2xT=vNR^YhTy+NG@lw z?z~01s;l>1614S|iz~X>hX(Q;K}-xC*5>dy0ov(56Nyr&fYrZ@Oxr}#r$_uf!N)rd4ABD zDX{%Ra4SIa4??1zEfJs#?6{BogkC_|DR&@z4Pw5CqQj5LKjhz7$&X(#SH&SS5rK!_ zrt#?c63K`YoqBMEH=eqV@{fOEjWNH63W}ZPl$Z`mXXqOa%-6eg%OToC`*tR3xb*S* z`W(;zzc>eVP#J7O#VyGv#GZVYZfZXyXBW z2nsBp+X9cSgV=V2H=C$f)62AUn0?e zD?Jt21hDlW5Ue5uE*%-s7xIIWB;7$!#GPP$GTlMB@_`!L5%pJSN&MgAnk3!m50NaG z67S4aw8=5+<|J;Q$UFlve|foIU;qFB02g_DT4+bUUj58sXd*7PODNOiEhKAiEKhtG z@kwO>iki_bKeX91!0j*u6&rcYCgrNP2hO4yjl%axsae<2D zVtH2NR%rVtj-hbSBB~ar(KlyjN`Gs*Far3cP{A?-{%p8_J7~tWPIc5tR1YgQb!YnM zR|8(>`$n__+%Jz+1@~@Q@~wnv0VM=~cZJw;`~S5zoNc-qJ3I>lbARL2#W0d-h93ZX zh!}n@)WB)b{9X6U90eW<9?Wa0lmTPRV_%Rl($DqKt^0DjLK#5g<)sbFglOlqRqNC&()W-{gi0g9Lkzc1+2D({a`Y7!QA}z^?rTMlNW}IY(gM@R*H54OCnY7&=J`%X zqX0Ct2;jxEE;B@529T^`dk<*=Y2)js&;65hGaXy|^f6 z(N>?aXC!V-wm;8bLb7J=qcNfP^!%-5;@Lt)uu4q*)l|$&qJc^cc9=M9*$>?dJW-KWmm)M{C9Zd zSA;hFV&4BWjgUElNRTT-ZsDI}7_r(3oXpXx5q5&L%})E_R6ZUICzLDpA0FeNnLLO&s!R`F z>~aUiE7ZnIxptf)gnL%-{?h&3H`Rb7KOp3tvkyPz$|v~%jdtf)$k;3*iThKu>;
    1}T-eIXubZ<1d&ue+AI1ry#(0^vyd3Q5i7g2);k!)PO(K;Q zkTe2otuC%n&d9u4LWX9nt!+%D*Gl)mX5I(JfLcy*u5KY^@(}Y=V@G>$%tZ!8t4MrD zNuM-7zj1P=GNBwZnAuR3kcT)%_A}+-4aQbTLuao!ReN}87FtcV((l9eM%*+f8Geg5CX*dlxoQ9d1nVGr4hEM2(nVFdzy1BagcePKu zPix8c$R1giHMTV4nQs_Nqw`ZycF#|1xp1UWkoCm|hUz{jX2&&GRV(8n^>_Dcig8Do zW}y4+-+5VpfU318Z+U=?D%iI6>h35)(c8K255-81lxPlTLXzK$E`Tbt5*l*NkfMzt zrzQVfe%;4^AMovOyjFc7=qW;XKF>wI@%i-;%h|;!TwZt&hON1Y+D*KULeH|>d_W-E zeP(&WC)$RsCFulTW{N?ohT;C>H*0`&V>_3-R-+1T&x%?zmi^0RhTEbUq@oyx!Deql)fQ4m;2%C7nR&DsVRdO?^`I6DWFpJ1@`1=+^)= zR`~RwQsqwfr%P)$rDzXrSU0RW)*$zgZg7UQ&jI6Kl!=Q^fO-Po@)1y~nHyEM^-$BTU;kD6k?m6v{=O`-3xqb-O|i)pts zpROnQ=mNn8Mp$1+6gOwWYY{5O^z7TDm6q;u4>DrD%RmfWF7p*+(0OCEkwtvwyu|E4 zo@zc1M4rAuj4cjS4nlYI8>l6E0n!gd3Mb?rl?4M`FSAvjJ=8SS~6?Sf1m3hUk1Fhlf zykQ8%KZfn_#ToO|XcrsmN`kbk=MHzC_qgl4vzp&}qbyC<2|ye^OFFS|9nnt8XjJ%#Fy3JM2^`I9h^_{a5krkm9`4vH zQfG!O-)ifUh*CHD=pc@pDp8Q>p~0r3Yr4j7g>1Us@fvM`hShSsaACxU_O~(;?c1LE z`j}_6n#XL7y_iXOmHwb8_-|m=yfYosE-!QwxUW-P|5kkBPW9@hR@2QJ%Wy5b7y04% zt45W6nF4~1b$aECklBXy6e$F&&hjCY*+Pe1Tvp5Fav_1UnHk$cx>iLfXA#MeD)R>G zDCq*~<VWc4lkrpowJKEpRn}7aR7YmNV<2&8V!RL@+K$$n22 z_{=iJ4fn!*w`Z)Oepc`Iy+^6P2fM|WU`SFJRguAttZrbM-OE05BvD4e_;JbHAL*x<4oc~o2@aPb3FKQ`SfzjW>q}Lnsms% z7c3w%(UiRGZrx(S`?aa9P`fgEgb`+)KpjT1KPUE_cm-r(lPgvOW2%X`ra44#>4GT09cu6Snd3MR zl|Zrwm3gg5|4c`v`}eBh7V!t{dq*LEWtXD4QOWe8=Cm0S&cKRI_*KMZ!kJ^)+TMr!@be{Lfo6q9O*uk_3I#zrQp4D2^+iKffR#&YIW7|Ni z`dz7*{gW(q2J`ApyBL~aj2895gO=$Y@zEwmKaX7wMh7jsVRVxKRG5kjL^FE~ykp!z zT7&Q^Sp0F28^6Yiwl;}|?^#bZ7$j)8sTetr?@QT{8<7JLTDP8cxYrZvgg+NM6UILo zubdQG9H_SBhCqmO5zg@@I$h4IM7TK*CEI!oK?4hg`q&D@NsE9m;u$BV?O^7ERo*4u zbEm28%i})2cbaiQ&94+I@S$4%vGKT<z#wAM_8^G8~DfMeqpk;zQ>pcs#L|35SE&}!j+>B=uJ8AID| zdszN2lBoglTW<$B*ZcF?AvDjZF%?$Yn`NF|c?R;=o=lfRXF1{1$>Rbv8M*)H4U4Mt z+{tAbR8VsF*vIw4yKT&_MPstQ4+m`tX=1v|vSH}^2C81c=eNLqx3HSAxlWt#!y-|e zAi8@O{Bb_fF?6E?B~Wd5FH@UYChaYWgEmEKBi&nogS# zk1-DYn25+e_5Q=~HUvw!$VJQnjU`ty$v9lL z<+g1r6xV+Y-K9*Nmc3$!TPQwv-?Gx)uDV0{o*=nzWmqS5?5u)qFn{Z+>!Cr~E|KmG zL4|f302wlco}{hpS6cDhk@BSQ3y`Sqk}GQEi3*=%e<8d&DI=5)kdXuYW+;msu9aE= zC;s$yY%eX_54OSUR*gmWDow4h1xp$F-_;qu`e571Bq<4de<3%4r97e)i(6t_jJHW{ zG5*^fuX!N;=zCh54fYBPU|@4RgrxDeDPEY)E%vZ>S|KD^AkB9;_DAxrwX~*&aTZMn zvV{j7eIR-6FGBSNZ)!_96IXIh>#dv(*gh*{e3>n*lPpRy{={aU(!A}TRoIjE3k^sI zf*Xw+R{ijtsI^#HV77=*l}Mdvh40^*A!7b;p3jTrJC#tucQS%vC6^k$VN+c;1rIDXNg?IHZk$s5^PP-!O)JW-2Oo_k=?=J>TfTS{6b@JwOM=|Av zX+7`6_HO$o2b01FB@hi342TZD%_a%J=u#lpUih^O=R$&9i{#dG3DBHmG1(fBC@MNU z0$MNoq4O57?c}!1EkQz+xxg3L1j{U`Yd>@>srA4vrcWYY8xmRVR~cu3aB)L^pu$BC z?L`Hcq~8r!18`S=#+>pWhLA_Bl<^+t(?& zJKr(`d_z_9L(WEGG8LiC*@`G-G1Izi;LOEYmsSpg9nVa|TzcFY1qESCwN9onyg~&+ zdbT(LTrpryB3;++1HA9C-Sn$u)xmFx?2p5WHECEESMR8WO0`ng>h?YRVuuqk`+%;w zit4fZM`s&+Z1#*EBcn?Z5KkM>K$0Z6_|j!Z&KIj)4X0h#Eg>IKs>;!0%h)+{{j&ay zN1gP)l{Mw1=u+{pgI?&JK*Gs!TNJ`(w*F-_gpTYn*15m+IA0AWhHe}T8PH*V43r*N zor`P4r9*G!B@ad?yj+j+G27S!eyI@iC%UJY)5pKy_V&rk7}nEWN}n^HI5 z)ylAzmiw6Xn?W5Es%ul!UyVRBS2xbr!${ z1?1pj2H`dmWMgo}xc?JVAzz?l8IW0G?BHG_?N5hF9djXRU-Eg8xtTMY|b(=CDo;R_$sYgM8Y zO;$M#&tUlD)Jv~Ab1e z|2s9LrpGpnvOdrb@V|dZAdb2ce+c4BvByJ#xM96B;k#@bF2~m*c|GvimX4F>p@)4U z06n;OH4)kt(Tteq3jG?LybN)>s*5m(ur_R?;SWGd9SX^OCPi4K{F2ZeBF($86@Kc|9>*2Vo3-C>|Pa|*t#+GPr>l=ZpG?C#S5yF#Cljq*WU$i`%JyEn& zY;$BzymZHtfV=YboYvM4RdmD_VuRpw80de3Rg0Xv}dfQ~U}U-$SX$&e0XlsY<;f5Z5ad%HjJ2HCQ#viKU-r)A!Bu6+d39gyFgsPS zPf#w2U1(e6;iPaf?yai}=jdnoI{Ik#9c$cgyj%Jz z5tde?(>p?|r4K2n2P7jFc!nPO-n~@@0>g{kEBmy*=@RZqYh8p@iMXsI8T$3V4 zF<3du>JGBcsx?CNk z{R=Is?Y|qh2*pw)%evKPXWw+>oKE}0`JE$Jxj-tST47bp=9MYAt>dj`6q{lx#W*}&pMRD5pG~%(AZ=*&T~Jbjn?JkLr+%jB-q+I@^eK0jTM8NV+*Q5giuwvfg{N>(Li zCX|O3)bE9+iaWc-g449|1O|I*a^Q@g)|*o9#Mfshu@nv!_ z=T;zl)2O9Uu0`bQ58FTinPxCiGl#k$_|wE-#{?hsnMs3Fb>ny3kAbvZ`vcz~qTY#q zqtKsGPF~l-s)x~KpS-O;gJ%Qp`ma9BHg?R%viZvd+URM=mn7b4|DbcS%>|1eaZPz= zgOa_C`dMR`hWOZGKq2b&_VUUvhr+pTxyiRQuubDe5(iH4R6T2XNrXS9gPr#kp7D~X#hcwUpF_^ARs+4sp!ET zq!xll=45@)ZjWCb23Pr45z_U)szipBIQkq-Lvz7_#@gJ9-)bDV_u| ziwe;`P>~-*=kG?ceg|^W#&#M_vmxtsTM(K__y%ZR)%a1jHo|L6KHKRfwCF zrOZYluqQ)PENF8sGe)v}SlE6aNQ_${Kj2s5i>iKticd@ z*n8L2Lcn00wCP%ju*34xoMCi&i}bNX?m*?iKc})atXFok811&9l(CCo7mT&{n3j1Z zq-_kUoSyl7r}|cdv^>1VDFQU|%)(FuA!Nr_qF)DUZUtMiekW(QvS4kfbInS7VZU6| zY?=PGl>1LGFZ;f5gUH73?5qAoSxr`P=5+e3*9ae1avvI1Z5H7dUytBy_E!b7HP7e1R7xYH8$9@1CT80E)_|x(cbyO*zWsdzA zt}RRXUnG%vX~?d3S6-Gb-lq2}Mnd&sC+UnHieHM+eF;@SX)JL9uVc}2_L1(I^OCHJd+mGvuBKl*8ZV2 zr8HzyZ}%f`1M?GQU>>Qe$1_9ejt*9K$^wH|A>151b2FnVLlDNFSQVZdmxg~H>R+&* zYDW0EpIFwUfmU!s7TcQ?)0Yx>>2IbUhKwVeFOKpSf9ieT9&2 zE=(dzeLMxunxVNOm&5-QK5q?ZH-X$Ou`QRMZq{hd-C2KYrt{>kNNIf4>uD)wk(yUq z@QrkPm@7V7snDIgwtHVm>LS#X*Li2!Tvbag{8?`OZLs6zr`nyZCX>ZetFNsbFuJ0+ z>I3KU{69->@XqfND=UWXg@He&I}RINmm^vx;dpFw(Ck(PN!MH4MO!;L>!*DLqPWC* zxKm{janw8Ny%~^X%+`2ZrY2Cz~x66yI{_`s~ZGVTUpq70E0B zBY*MllmXa9GNOd0W7;?lmG~;?T2`F3sHSdN=%gGtH!W0Qm*cMp}&OQ1qiIzra$lu-n`(rr@#Q`Y>$)H8e z8j>C(!G7iH`M2}g<&S;x&KsljVY|$j6a74B1gAOUW+(58I)D`O4_sgosp0?V6#qwy z=gXJ#--b0{zF6g!fO17#>Bra2XC&FUiwsko8d%6WQ#~n_LUOcb+X$O z5C(Nn#hd<$ADJi+PyTkj#u_F{lzQ@wn4VE;Df14RtBOb@*zWbJVk}G9C-7jcYNeeW z2{!v9m7~DGG|GANL&r|FG!bF!SF~W-cfBO5y}pLELS<^~|DVhw;g@y_eN}Tynb1Yh zmAX2b@LSEWCHy_+C**`an`~fs1IN7^C4|N@l4>>AP0MgjJ_v^43}DQD=;o%+>C@kf zWf-wlhK(S?$8lNpcUxs98a)vU;dI`Z`>*J5CgFu7_*DP+`M96SLRL~J*iYo9-#ECN zac5!}dmzhd7Vu*a>g;3LLwob->bltXzo+%?_*JH+B_^Lr_uFO!cEVYtEw=ge6vBz{ z-I%*dE~D;rGVif86Lz(`_+^K_IQ~*~^fe@Sjdplr67RQ#!ewaj25lZtIiw+%E$zWT z4MzRRnN**mdMEN#DW5oAR4VI@_bA%ibBaZxcYIWr_%*^5WD!!l9X=@=xPj*S(Sgxa z!N?vWAOP8Y<9)4VELd%67F2;kh^suT9wPQ4_ZHhMZ_Uz~<&De!vt*TnI(sZoeKUIk zw?QJt11UlOI8{1q(ImfBB3%Uk`qp7rsEVy$49bD4%m!&xLW9npwRWNH!%f+E>Gc_i zk4w1~u?>{`({wU#irq^HMi&K2la!@O?#%Ifq%f83!*FKg$R3_@127o!AwugPb89Rg zg1U8mm{2eWonttD)+qif8s(pP5;LsZVMMHpoAN9pH9`Ur?-^Uv`rXn%SjlUbfvpWD z^d!(RWpOL^dED~8t1HH`w7lN>~sz3r-ahTr6zATf6ymTo+INlI%_j)<^q+ZI=#`t+4#hZT#OoBxFpR zMuTa;E;XW)htWh``~9G}5+ORPg=x0NM$a^V7L9U_MB=d zbNNRCUaELV_;1T>8v$+s(-&c+=VHJ<)M75p!TxaN9vQcUS0c6GNv&YmCYG;kNRtV!`@3(2!*RBR&3~-r6n#CryFtz3X!r+DUt5(RuyRbM?x3uh;fcZSf{{n)&rRe|w literal 0 HcmV?d00001 diff --git a/translated_images/km/NetLogo-ModelLib.efe023afb4763c05.webp b/translated_images/km/NetLogo-ModelLib.efe023afb4763c05.webp new file mode 100644 index 0000000000000000000000000000000000000000..53ae0012107cd1d11e300c1f7adb0d5276d0b434 GIT binary patch literal 84590 zcma%hb9kLww{M)rwr!(nY&N!S+eYIwwyh>ge@ zwdOnK7(a|T6(mGOO(cPVR7C{kROC1aHQuk~`oS`RsqerR!FZW4!-a{7a*@J}9tc6f z>KeVE3WFYTN?i;uMfM^qP3W!{?5jjMxDiTdU?#qTJ-L2-J|E6PIFo&u*g4-N7|SNQ zd)&{4@ilnuezXOso|(?SwOJlNzC;4^erSZP%#P`W}*h>}g@loOsa>h3qK=RgkFZ;v* zu#E$RdD}eQ-!WY3?gCnU#$Pnwa9$Bki}w~9eG}g5-&|jcPY3S^R?n+-`#Qh+8oj@T z@(Ov6usY$Odk2`jH?!c|1kCxmzfQjbp1^N~c7AU1H31?3iLbr)vP)m?J1>7$^KJP) zzob7l-r1i2{0Zmt6CA z!WF_H!5*LuP!F(u?F0Z`V*0Z8e1G~T0Js3zuO9(`XI}zeCIA`$=Xw8e;zf6-6X1LB z3ic-SituuNZ+i{6>Fjuq+{C>yC#(flg>bnnevz051?CAn$X9EbccSL=Ttm0F4EpO>RQV{Z}j6A1pYS8;ujUC8V$J|6$q4e-npugxmv_P9uLy!2ot(6f#5 z$~8Nj1qG6>F_{?tr=5k?68RJh-R4sw<U?TnJYm4xV(}U~riBRK&&a4dYz@Ysdg;wQjiF$*Jo4i&@2%eVzBu4r^_cY0wFV3{8IDyk1)E zoiA6(nrHU4?wTXdd>KIKaeMPl)G?`k)?%;}Xr7*5(Xr4m59_tWA{P=l(!BK7`_Zc; z$g7iR6#`&1iGzJTtG5;4246D>8Ein(>*R8_rj|7XmHfVs2x-$l3&xj7L(+O`-AG-N zJ4B?F&h|$ad?C?vupjM=^=Kze!zeF@+5@|)2sQ*|D~Qi??}ko`>k)}V4l~JD{i-7i zw+*?@sB4Ha)4})|bu@erJH=jC%u$3U20LRZZX=~=FoZJ!UqUo$8@c}*xW;zqP$!*~ zJMl6i1Ko@n+7_-k;Q*fi6v~I0L{?;3;j7meOZX2>YZjYeqUTK&7DbWGenr`gYneNe z8HVD+7G|dN51v@f)$6~W&A%A>6Ma!!can(B6>PG@W(1hOBWcm6n1{Dn!D%l69TkSX zX0}go!>-vzaqR)y=J0;Axg!ZQdFxw_fBwU~V&crb z{>Hu?+7%OzksGnST*TYiWN)yy6O}|f?vye|heXh&P#Pk{b5wDPqov`6k)Jp4#F~TO+Qm=x#cJ6&CE}`;WT`4%4U(6hu=VS%bH7V znJ&QrbSIp@+D!_9U%N6uXiyF{hoSJvHo0-l)aQChXO<;1&Gnn zQj}NwOw}$JBvK8_c%6Aqw8XDsf1gjXDEuY-^yqo(P04|gOU}t1aUIo-=M^G=iI-}N%RMGI#Pwnm8L;G=0XWsX8`7p5B?HemLbsk2ABHXM!lQDCwEf$lTV7#SP$wJ zZiw((0U<_t7emN#mi?W8V_K*3-je~St* z9TprC`mXOPti#M|CQqjmC-WiYjjrf-Y|RwVkSEN}y#+oz1SXD~wSoOirVHFiDV4lB z9rYH=7dW9RaK?0CvkKwN=ec;n8JGBr^ea6U^bKjjS4xg}pMpX@d1)@Ggh5ZW$&<~J zsSD-ViGtj%3#Ht+vX?CfjBGk7FauHdjHS04R>}tw7sG~O?hT7VQbkSu7%1;S#e%u^ zTPm*2&HW{Rl8NNGGf_2uC6nsn13c>b_!n+++0Q&|Rk$CEDXW7$HE(APCB2B?5=)t! zH}A-mCyI0|k@ofC$5%cLWAPs-b#`pND7$bS4T}j_|1uf#GuZ_QN#NZAm8(S z>q#p7lNm2dQIdVy5&XeHjio>tN(ph&ytzZtjj))lMWrY4LDFAY;3vbJz#JVhTZ!>N z%(idBi^nVQVuNR1CQeqq6y=1lx^{Xo=ntFdd5o7!it0EBhE1!=5p4GBoA2XQ5`AXK z!Cm=IFFa$4+qRmKHlNk0S37PpJ1??CqKEtxWK-_$)fnb~!B6LhVBkmgK-8OC}# zlqyRXCtVJO^kuj^%7ni!xU~L9o@Su6{nKJNcPkZc|BXhEojA%* z4%dNpB*d+byx@Tq3dhl94Ho+>%gBQL;c~2-Vq~+^)iA#&lP`~)$Y&jj#k~v$ih`qN z!I`CJT`JmZ1b@JDiG!yPd}H4%W<48N>FvfJfyaOl85LS#GyI(Qn+B+Wt}xuy=BYsn z;aiRmp@xK$2t+Y%CEB#XN-9A797&1#3oVWwZuz2@Rpa_{e?m?xOLQc?ZWu*`kKt@m zi2S80PW~zXeEoU&qVbZRf>=fB#l)34UZ)Ed+7Qdt z{E=_(+RY$WZyJ1>hcWW;r&*=tZDl;-RT7ppvJHThQi4jJ6n4{~y#f@q0iTwM&NDl} zE&jP|^S8P97a&=NvJ>$6$7>ohIDrP6a41=?qS_u=G}kGJDIb#lp5qq&@+TDfJ8VB+ zlcksY>c-2R;D2reU8ooY1Fd$2xJ#8@x-~_);eus632~t z(&nTG?@3SQ@n2{VXEVC^s}BD9c>zmPXOAIK_0t=`D);jAs^2TBY*evUSAdL=49k`; zUqVJ;qkXxDdUfQ;O$rLg0s1*s(QlFD2*l9;pZv@%Yhm_HFEVuPF}_Z`wJ=BP!;*cCF1;5?AWn&@#Xa|o7k$d`^j{?ZqplKxp z@&DrUe+2wr7ppt_4O2U|^9&HCEIQXSp|3h1Zl6aAsUhUUNBj>rpclqY?FCMQ?a@H^ zzDH+UQSYbv>!wifS0-&T{m~!q43{&b#qd8JVQWou@iG+k{458H!cPV6U=crJUs>*l zP`(lKb!(T34|Ijx;BPQo=xnr9Pf&_b`T8*N5rqNa7uayQUTHDcKT}p*vHbyerh)Go zLtB~#=x=rVM+^K#O~2S$|9Iu4w(0{tJV{x?jkm9Hb^ht0cRt-W8)|Yshc-slH{Jfk z>RBPD+zM;q@N)RO>I_Ed&vDgV5Txs|3J^0Ij=yxl5b>*T+#e+R%bNUQ+g~wnGgjEx z;^X2||E^hd`QZa1vM)oco7~UJ>BGoP4#3Cs*&2|+<98hT(q;T6!Abc)eDW>DD}EK{ zm?GRBmmHwN-9x%AB0aSOfY3L4BKo7)0HHl51P|27j%hxWmfZupX!Rd;+Va10Kh9d zvYdH#qJK-!7DCBdPfV_9kA#F`<3QINXv_V|Bo0WXv;NCTy{CI|Qisw1rFi~y25wm^ zl!wQsR$x;Flg+X4;kAkE{T8f61rp3X0zsB1f{DE3P5u^7P|c_Rn|i8H9z~`~ngc?` zjz-=p*w&|2&ssV^zF}0OQ9gJ%(ebt1 z(UlHr)%!YUJm3FMNwpy)l#l-@%YVPTrwe-4A+;a+;J)cGyHsGoqZ$i*yasrE3%cU0 zj?p{cR%N0YWtxmS2b}*>i9%P)jQxMLDBk7l--`RaFy8^1yvI4|3EG(8;+K5>^M6liiYtbP^2CI=u)lE%6iZIcMr9VCGjD|>3H`8FZlVaGeqag5=nld(}InWntS>3epy;+ zGnx`d$&>zL=JSJ?zovS3JOpz6Cq@7L@+)2cooQQ3$0!C1viRg$AEQ}JjL}4&XA*SC zv3*hKt+B{gI@|5>7mUG{g^83wAmxEGYRH;6!}x#M(N0B)d7_+z@Z<=IKhofjDW`Dd z>U2`qrYLPb9fAZEm|@G3@t$)Nu(QWgDlT{m?tBv3L|~}5n)o?6Yk0lI6erXlgF5ED zrB2|5D^gxKpB)34W;(p)M6rb_RqWxDZ@%yG3#T-JK+n;4t7a|`sm&d*jAO#HpZ<0Z ze+O_(dbV8HF@3T<>0CPRQXV4^f;vKUrRkK38eGwR!mi31c3ChQ;zm94#26wj3*-BJ3=pOxw<-~F2XjGVFf6shkfHeKNj1~ zjy?BbCLF?ehNd5tGF%MeF$o@IyT`KbIlC0hDK#i*MN(6Tef#y`m2%#G{H%#X+hojwuBizwRYOCPC}>iZC}ot#Kd*& zjf03VN$mYG9sl%rr_HWRW`E8}JHSk;eI7~b9if(MK3#eo5j6nA{o+I%Z(pCZH>lz($fqWbg!n)q`BHuz_0!GPcWH(6Bv^d*`{Y6U^WR`w6!PIlH9Fh~s|I9$1IBV%CUyynBSJS2q_=P&HIotJARR-%%pW*LxU7I$$ z?7)}45BNT}y)Q+ZAfCz8mZCtsS=f=D@AEjDCQTcZU=K4ND$z`FvHGFsZfrqPD$sz) zoHB#bLep_ZS%^qV@etmEJPW-#7$IQhmmyE`H2BY5aq<|{t!RZkri03R&p0Nc*GU{fm)pKth2t2xMY4+{L`qoZBgVl(lO^Bzvt-rEE2B*d^n|`o0R-jCDY~ z75I*REo5jvp@2Ns0;%+M@|&v|!PTQigB64QsmpS)W~=f# zL!`qPXBF%J3UsT7B|2XfVNmEXL+w@rSy6T}QI$-w7+}aBW$F^k8SgVdECs?g>b|L7OYxZT5^J6R_7sE{LR-Pmm-%5J{`o2l zfP1s?q(bODZ#|2J2|T9dm?OGfCCannxrG;;KcW9&p=CeqvlzPY*Ako@k8bl*yb8B_ zo^QJ-hDXs7RcAZTU9nkRoly#sQ-1}T^y~uiLL!EYaxJ!Mj>I1V6~0t1s)3oci!veF z{WyOefwaP8n_0O{t10-aspHl;1ZMNB`!_1|Bj;1+M(>(zg&*AO=D2-0m)ttzWlo^@ zrX?TkFJhG02P<0Tsbh1?p zICh`K4QpIG)E9y0p*4OhPok&!WMkAs}35aHQS2=7;R7O(?gP!p0e^=A59 z|Ll;wXE{8N;+LG2v90e19TF>=7M%2iac|)3AnUNhRNyA|$bls-Gpvh2^paXv8%K2+ z^%j$;NG2IdX$xT-V~!409`C_~E{)U@Vwz)9+yuL$NrY?(W7`MVb`L-&#I1&h5x^s%3p zi!yk3v5Ku?vcrPNOX4SR2UZ__;cAR=RFcSEn@cJ*6_SpkO9g*u2~N9>&ye!c+t+?2j;DgNokEa0u??@7rucn zI$5-OqHfZBD}kiR-h{)807961s$*(bO^Et#gguX@k~tW@)nnAxSK5=YC$b$8x58DN zSuiQS)w5ypGJBKBA()nwu(_oXboEP89SPv9OypT5Gg1?U`ILWqCZ81E(ntwnB3=ga zD^dKy^>`6?vPPc`JvlP{tJi;Ys!AQMdw%g(o7cWq&SasKeBX41yj5F;@{1P zq|}Uctd4|>dc|to;<&6=b-KC@L^&Fvtq0Q1QHlU17*6ZixTbtIAEhkf1d9(Iz#wmfBArV>G%?jB@I^n_$=_dAL|BsPZliO z*2Q@9i#x;et~LH*+@j(oj^l5cPHbX~y(um^k_nZ~A$<fEm4_$@Ru>`n zDX*^X6#7xSI{yJBmPO3L4W#oybf@9;qOpL!6j1yj3(aiwCtwetrtARJk|F~6K zFtvSb&B;wzFO*3h5H0!aLX(XE)+h%iRTx#qi~Rk2=~jOUO|8`F7ftfwoUSiXaN2N~ zFCM(`tAt@vw?>WD5>3ay+S~nzRR6*2w!Tk(Cjr*}rKH|k7wV&t?y!Zlp`dLUCr_qe zH)~dBbu)zwDB*|m-h}h|+%^A~Of7z#^8FLuYV3$OUU>cUKdLI7FX$g${HOc>?)aV3 zxUc-0tR-No3PkXL9?F-bz7}az38~D!j`3!&)F0-c-X>HvOZ$KC*4GXIfZOOMt$ov- z>Lh1;5gwBGD;ds#e4+l?fBbh#{gBnI%yl!K(?`2dS=H9UXoN&V*Mi7vZ;4+=)kaRQ z{&o8U{ZM5`Uos3-+~5*7fj}kkYw_%sIjI&ZR3075ns$(3!IErwIW$;k4goscmzVs7i+_$Mrr2+_z{g`tzPz9ShvnxsvtUH(hAI}aA*u*EL(8~pd3i(l@j<@4DFbJ8}*w z9qCnO@&&s3GD7%|5syFn^lrGvbU7djDWh-j!p$8f+#Wxxxq*S-;sqluH;ddjf8tel|F7c+my(7o4~0yrFTb9MiXplJ=p)DvCA2mS#vrw$2s_$(fyN&DH*1^$XY5XiZv+j!VrE7HjmbOX5;kbGc2cKB6q0Sgt)U{#xSBf9RNNx5IzoG zb^ct+8Q>xFyrQGXmaCjCWLV}fGUc!P{Zki{g@5zESz~Q=z7Aw0i91%9dhjT|eUfj* zgWd}{q)Ym*mCSNQ0>L$UfTuQj|H4ozZ@Qzr-@(eOc!SZ45>>s0O~e2ZRl&gB1%$D=tNfXm0ygyj2)4RI&+YM|00lnRS zq8`K_gf=1FhjzMFi0c+dBD0Iq)3Xv~w=hT*z&1+FA7+}4fN|zgt07kgUT$4pu#$mC z@SC&{a;tX-@n-fwePVucWyw1hwf|PA;x~pL;&)U}gOqN??}%*&L=px-nA+eWBSVYV zsaM)#K7MwJHjYU|{jilf6S?%plPoB?qflmd#GVpMM(^RIp#rpQS!6y%>%?Egrg#hb zjAs`}Oqo|q_PDHIxm|!%{%kq>AhQd@Stn zh##w}DhlRx$Wz|&STH|vVzjtIv-IYfCx;j~AGExNxG|pnR)N}+U+79=f`?0KA3$C3 zj5FBZ<8`{t5KEctB{aBfsxh%CEtSwN-N29Y>}PtFrg??-Oenh)4F~+CEsBu#UW&ue z*mai1aMH-ZxQ4NM}-;I(1ygtBkXM;YRO%Szwx*h zC3~GwxW~o8;?V5CrUDBY8&=C`g_^y%KjQfl+@ZN67!jD5G%2jq%n4c)<$mP$3sy=1 z7jbVhO`N1g6dm3CS4Q?E-}r`HzHVlg>;(Z&tEV1c-uiZ=xeNT@;X677dYF`~QHFm$ zobn1Q4S@9kE2TeTxdb*#zch-kB(D(Hc7>6IQ&F`L8l(b&GXD`8V=1FCElgn1od|{& zC(fxvVp5oWmhRyRYDS9T)s~BP&OFP6I}djLnVLtMocXZS`{zb&e)-~7IaQG#^!^Mb z?%cp8T!CL#UfuZ(1xNbZ{0DFIIdzr@Gt_?I!C|vHz3Z)$q-lf%w zZ&@n!XJ^!)lJx*aq|yzqx2RiWCqu^|PJX};ab1iy>4l+l)oAe+SMx_`Sz9dRPXhwO zRig*1&jGZr!`}Qzi!+r%0)bj3-i@*~xu)3L-$H?afT}MoA6)T?B*AbUpbeh_AUM36 z#dNuJkVmi7sK?qeNLjA)kFVnFY?wDQcF5*yN(afzkyS$dDS;r8$vE6+o z^ZQmU_q0h&aKrzG<$AAGjfJs8VS9^TF{c_y9@}G*@4?(=mWR}@1^6n7Q~;quK>LD#y1EuP@DxytE{KW+7WjXqA ztgOgB%$6@Mh!UpPRO*x8V=8yD(-5)QxGBAB^e6soZZq(n(cF%KDM;ml02wy za2VIn(M~VQgQXFudKCcL(RA=WGvix(E%UkGI8mUN#{$K09-}@+Uzw^?ozb{kExR%A z>I`vcCqVeRxiWmpLv zj?J>y7~560{=_QQ913_r?p_|n_{K{e`Jqp4zHAbPxwjE}RfBEAdEOCe+d21@+VG3y z)f~jrg8xTJ3ohcO6qAFy1*zpi6J4DLUQW7AVp}E5+2Ydq|*U-~M z)IK;p2D1y|hWUGVq&3G;Li2<9I_Gyf7pRmF+Bu62mj<|=anrlTr&)p1B3cy+)%OtT zPGv1Zj&Jg^AfEbSst@N67uQZ3)vmIPnU~NC-J=j4(QH6dm=*M@Ep?NbS)_H}HkU74 zEp@qce&(T}BlUa2{21+6JYoH`p5XU0;R;ojHb49(=yjDg34_+V^XJE`As&^qahz43 zjjwYO`J~`Ovj~wU)!&8#uA5zj_A~CgxYIYBCoy}PzE(MRWf9^XqpOj~+Fiv!Eve5H z%GR~47g^H96h?HDpoxXfsjav=S(9J@$h$VMzFpOEt4JVZ&jCC1i}%5h3UKaps(UiN zKU{BUqT)(h3mh&#QV0?$dQ7TlzI@57`Q*nfQ^jjSr${BdS*8;*3o)qTOlP;n78W&b zLx0s(FdacW?XzmE-5IuCs_;)@WJW0mW}BlV+9ntJwCk=1Mt-Jt@Hhuc-H-&))Nrjo zEc(VGpJ=$26yu5p#oBn3AHAhP@t$PNNYQN4+3_o@M#>E09>omIaTBk?ot9Q1|TkesCm@Cefku`CwUPA@leG+ z-gXCGN6g8}_VQH~9_5S(RBVW1l`3yozH?l||Nap_QCnZ9LFNGD$KB`f>g5y%L{_NU zFQ`2$zR2>K(?&B^VhViHe6f~%i&$4JVR!Yfnxa4sP#e1|RP6pY>2arBNXR8NK@el9 z9e21%8Q`RGFXdv~5!{yMto6_x zKD7S?R$eg9vnnxcrX)*x5XAD2fbBFvrnCZL5Q*HE@!4wgY|6sHIqn_@pE{Mk-%U|= z#*)Zf>lZF6&JJ+Wh5x!qlDq6eAs%DlO`B9=7%KY3FLjWxsgW*yr4*t>9LNF-kJZWF zSEifV*6G}vflivyK&q^H&NrDJTQ5NwUP~3O{IKDpX6^LlGO)9bUeVyBkQuaKpbNI} z_G<~q5DXCN?ugX*o3a6{+BadwZfiU2OzMhwP)uBR7%2xKSU9c!R)qlX)$V8^a)P&F$)!e&&)^@FX?88)r=0TihGu80>lFwV=g1H@0 zaji4>Wwm)z!)_h@JdhopYZMnOfao5X9({T@=Um#^fGxTw2yotc&bbmezxH|0nEvyM z<1C1YZFwu$?IaUO4zq!j8ij_=0GC2O7viOb3I1pBK2Jk&o==h;NpQ!+t2c0w>0F3h zro}lVA4iXPOuDYp9hI19g9u9w#$Bg8^wxP!hi1z7H!<{_#^pP6a-8(!6ok5WRYoiu zarh~8y}ez6R85siQLwhJrX z1{9N04SDx-AJq+3PvWD&ZRR~N$F=$Je+PDY>9T~4DP}ZhOFEb}J{R5+9W9f`P=<7k z_Y(^$eY&9R7W1fhxh`kXVuw!N+cV}=dTgD*W)bv|BlUNL{Q*bH-vQMrpCO#wMp(B?^WR$qCJ#p4hN(CW*7aK(IeJN7lkG+<_Br6MH_6*xUB58Z?D zSU4xZ1754ZgAjt%;ZX%OMCp5mI;G)YHAZYNIdxmPs(-=*Bh`Q={&O zM82)@D2fw)i4BPR>Wz4w#&^Mc>NM*eOvOPx$5H}RRPu}}dI+Nl_jF;Qta)TrBS zp^W$K+cc3B%BRVn{8+v+*J!4bi9XuFlP7p^j3Ja(ec?{`O3+*g$N8TjJV}WB0wR36rktp-I*0nY+f07!KKQ2K@NJ6A6Iw zC++dE=O1ZOAtTqFKrh877nIs$x&uqLX~MuDB_Bl^1`1!}fy!qU9p2md=!DKiORiMh z^dWSY4Lg(Zl<8ica%%X!#7MrW!|W7xBU+al#O8SKO@-b{9xZCPdub|_L*&fd zmS+k@E#SZ#F&}}9ybIRg+jH4&O&UQr8e?2lmHEtyvt>(a^N^yhDIa>RgPMsY47-qV z4I&nqb}$ISXKe88KdQFFtf(a5bf?rvBgMLz>{}s4 z7M~wEW>|bOCq;D6Y<*brdTt+e!)b61<|HL&t^C$So}{rup@ouIpBbto?t?lu-9rHBmP4^I+MBtNh6n6GC8d8_>Nzsl1^DF1`iA_wlsuz1WL?=qkaS%~2 zPGo2(=xIo9CvI8UT9k%+2ih`KpQWgi!6->(NC>pRF1}-92kcp@IXDg)GOTiMG63Fr zp_iMLv6cc3bm1j<_1HnCR3IrJbxWt{+g$&PQ%yj?qDh8DM)onz4aJu>?iFUN5ip&$ zvn@VVvFi!X0mme$fGP2Mpwe+>=c%3F0!Y?)Bufw0<4TULvLPcwXahfS`# zvSwmHZz5ci?A6eP>7HZE^|7m@SKl@9bl7nQrQXb`hJLiLZ~Y*KcxrM38u=>r-HNhH zn-6X`QG3q^Vd`gGD2}Y1zYHQ|e60VEMUKwa5n8{aR_I3Fm*F%1xblc^CzN~|6R6Zp z;-w*FH+ALy+}tSaX`DES^AOCW#@-ngyHI2ImUUDk?ik%#v6D?fAv3INUvw~O)0ZNj z=)t8Fa6#N3NVTP^qy!hXC2%jHoTQ6><^U%$*#u>+sD|u^7t~=Mm@=&jCrcYlU48l> zP*(r2gRkzt5~0wzrehPSK2|)`Y1DwB4&n?WnfWYBDE}yKg<28hF=KB?KgzfKrFMqU zfPRqrixY_3{oZ#z9D#dTH9NJAk2uQl4j2)QB(FL*n`@$w8jY5QfQd!8l~jd_(Linl z&tpA>uIJ5<7+HAX!(YHa4t!vYz@C_1R*7|gw$9)=T3mdGK`NEbnXzY2k~gL}$DOe4 z?|FI91JQPC-ZF95QS!w4A-|^eRr}HS`z_Bm^oZuqsk5Zr8o|L+2{dw^o`Pr6F$Y`d zu-%UXi!sIgnj9i{c5B?9yv(QZ)6F+S8{@~0f56E*Uc6{Ik!SS{L)U*=D@D82(dmEe zEZ)#*S<$f_XQgp{>R(|vcOp)T`^Hgdol=WR`Wivyk)=R#cL@p21s}+F8@6@F8TK*p zTQ5*y3BL&jm5rqgV6LOUyx0%T+cNk|JT7 zFgL5nK|$oL0pjzIQEUf%42Z&uiDMTfJe9oF(s@`9vs;_}`Hr7@6(Nv*W_#D>4W@D< zm~Lot^szU{M+G1AXb`=Gq7&NbZ{e{gntLK$i|O)6pYyjB6;BfalRmi8;R)T=0tHsy zPtkWQH*XHkme0u1kPAvjMDw7MlRqxj7+t@oqdB`tRLgJZVJtit(~aPc&?18R;)0;<$h( zM)UGv2#gFrLpKvdP^0F+7gt=e6~Z_bo6Wb5$~8j;C9hdmKVy*K(${mqGNUXe+_cl& z+)h>*^`42!GsE`M)yZK^EbD5`e}1jQ1H|iFc`CK%d!5S}fg;kX(-pHKb~qOV-bHqc zp?7TF*-w7Y)noCAjmaO0Q^e4ON7&*VHehX}{1T|Kf{WEW22POV6~PpE=lCVf<<1?? z5NE8A7b(l0)FmNg0J;uv=E=4qZfZ@J7xnaJqn5Bi!5>X_Orc{uPKaedPpQ;0M)~b1 zA>i6pltghfe64Z~dv*g$KmP(NkcfXa&L2-A=Gf;vK1{3d6^qE9-eyL!DPM+}01o7G zip4X`{)2C0*WwPNOHyIAUsy&Kk9(3>GaL$xf=cup0CvPDLDROH!BsZV3v@<@`?tk* zjj3iCk7<|?ldt~b%`baf{7Bn_Y=rS6NWq}lm2{~AUQGeLGoIlZ6vTm!FKNM%Nk;if zB9<(XxcMKDBEu05oGcN0cYPb&$wBfGSAeppUAVZz=)ChMEg2_{Eo(Pm<_&P$WyQP? zE2xiH(aT~4tr#G6s-f0(szwPn6%BlDLkaYJa-!2ZL{_nOIV{$j1GnU@i3r1A0|Ht- zWz)CXl9i#x(}DItV+!x$13h8gcg^5$&6j1;E%}KV4+8LoMRv0LkJzS5&3Ynom>@_bIXDo`%`fIVQtK z;2QICsxE#=b@_e@4`%n}t5j?WdFWwLk*)V*Xe+>EH%YjHE>>BW!1qYJoB0 zb;GYYz-VRIoT;{t`IwrDU6LO!g;pg#4jqSMF33YzvOSem8*>C1?-nTB=hZ4O8YpA~ zB^*AF$}SfLB40x&(K$p=`?PXRZDg(#fe|+q7mxMt|D3hPz$2kDT-#D!lY@&h9}1YN!D#gH-?ru49EmB__OoqxxJ) z*O$JpV+z2+P+98}>N)DQzra8}^L}PdC7LbAy|-bYbu9;Wd44p1VnO1st6;-5w03w~ zPFQv3PV(aNIYroC5vJ_2fH)}bN0$_@uo_VB=>iNjoNplAZzibg+*GuWi+~XL_+W(q z&k2HlWA(;*bP4JkeYJy}#F}#C-5T)l-}h*aHSI9V#~Z#>U1f*3XMveKS{bai)ICBw zAy!b5SJo>zQEfud!f${wDY9FlB_>h5BJV3XljWU<8D+2EeKPXi9@QynZh6k;IP=ZAOWG6;&AmxM zY#M1+XcNi@Q)29#C&_7aM9E7h-o7%HIOr|zQ?`}ODLnnYh~y^PRe1(=u~ZpV@-0ul z&MO1gf1ITHj64%(1uLp`vQX5e3s)<33>M+=N021hI_-M{+jUZiaDT~7>_s4Az0rW^ zq-9~VR6;Wu`UxuKRlkQ;yls5wf|bg|qYgrRkF%0rvhC`1vC72^t+J~DVaHk!!;n9d zD^rJ!*e1!FlV61tUch#zAfer~|ck z)~}^a`0lay8CW7A#43^?Z*>|-e6yr#dzv;F7j1)63es%}3! zr!OD0m=xQ@eU%n~WNDI)Kc!zIa|KJSovp%bLy(t!$Vt4v+LK!n&5s1KXuo#G+&on9 zR#*PGlJ|v#40)jJdx&bhZB!u5jPVAu2NnoBTRGpU2>B-Q#n|k{USmyWn+A(Yl7oR| zlRi9UHCr>h#LxNEE9>6HJ2TF3%;rM;uPwfgCd}1Kpxlvsm=weA0f|a*LR%m-d+>f7 z*?Z3?yq`p@2{vm%{b4E*QV&j67i)PLK1#-`p&W6+WEE{yeO|e&x0%|zqAMy?jg;YW zY>y=ud0`u_uOf9y`O!9sJkpyv7-%Jp{^{P&w^Fh|^EEX7`5n=@noc)H&JJXpH+HSdVAYM5@SZ;wF6dIP8j1bZ^w#COO0~L8)CA8=2F|+W->Faw z9V~=G{tb!W*t?zT2UL=`RYT<1w;nc>4)2D;s$|au%B~;twuj23!Pg|GagCy|Ad^dL zCTtQQCgvZPU>19O8#}iuCi%bC0{;ja|7ZmaSI+YICqgEyb;tZIU4Bft)Thd#e_yYLc?X1n ziQWgh(k=_??D%73E?tR#GLb1A8WkS~v#6Va?I@I!bwMD860)-W0`Y{nK@Pf2vZF<6 zVss;#Xu4$7`RTREHmu89Ey!6{SeoHjJTt}qvJ$3f1JTRBtG)OxP^%?fv3^*fIfU^$ zFQ+cs$F*MjQjOBvVKw9h=D9#%@tBZM~3<*zFxFFsLrrK*tH^Vw4jKW>_Q z?zq5$y21lrg~fc5jk0P*G@m+PjZb;{3dOz01vT;zgjZocN6Hi9S!CDAdh z&D<8%qloZ1dQI6e9=r6-KI6V@D(Mw`QS54Q?Bj7_OF9{#?uQ7=Z%q-oVb$Vz6CmO# z6A&SXt5P|Hp#ynm80NtfnFx^VU0cEy!_ck%WPi9$L6)j2p!$(N z84NeY*gSNhC&S53*1sQla!4Y_Fk1)@TqF?!xr>1|aF+B!h=kW{QcaaH1GMbB%ldTl z7tApY+8FgFGDosL(g@<%M688V9!Y%X;WQOBAe@gK5qZ?1w;k9+C@C4dT8kymmKj@| zgjTxH5e4vkb!`FfXR#o0On95OTiYxKNe$JLYSMi)%q28L|WCAr|5NU@_3VryYuN~G{i!um_9%7lm>H7hiDUrQ->~* zDh#YFC0UUPNT(gWW2mH9F$tx4ykl7O%dEJWEY_o(H#0l@4th-dNTUN0G94##vhf;> zo$Qk$5whM|CbV8o%rrSSTBpR~r|rQ}t|R~bv>W8wzNJ;lrJ)W=Z14#1)6uK-&-7?X zvxW6!`M@L2<$_twzEK|MK8Mqb+%Y70kgzF*(oV-arr+MeF&m(!tdW;nV1KA4Y=fU; z<>*9OEt_M5S+NIy+nR7ueTbz`rMfhY&$aK4-b>+Tpi|!wrw8O4oXMez` z55JJREtj;z`7AxoMFg7DcJ+Qn%4qlw$|bS>PUjns?46Xdc*N`{9%_1gkQZz?6I(N! z5JW8xDixCIPcQ@7clbpu4XrrWZm2CBrNhXfw+(3A^mxi?G$^P#$F?re2Axn_pNd|r zbg#A+6=bW8gh=KN(=4*|3Iz2ctZzSCuZ^%iigqawN3nwbz{)+(r9j84`YtGea_U*# z+kc#I_VF4z2#)K@UKZD@fbjy(b5}$U1B`YMxxU_0T6OT0-`8sN6tPWa?_dL2&xzV2}yMxy#Mn;m&D&5$vl%$H~{(u_6QDXd(;%$a-e#{TZ4$6o{-rEbmWd= zQp2)_MBdbLZX0M{>ep`|$UO(VP==7VAW6rkqu<}+bpu&IHXUIQ!09M= zKwG$}9=*j)fmR}Wi#;9Pb{C{mclORigQiViNNCQiCAvzH6;GpZGZP=70l-Ig%efwy zLj%kxdB|&M@F}2u$ts5BDm?=DxJdB>nf--v*%#p2c#p|N-!ZzW;}T~C-0_3)Xw|dl z61|4mP3V}Jk4_f*Wg_x~PEUUgBONf8w3V?E*U`19A3(#j#?7esy6`ko^SCVt)Ii|^B6%l$W>e* z@<>_w+Mw-{baav9nHB_0YnYb3B40W*#a#nDQ78}z3LdXY&#uhV&09wmokVmMN$#0^ z)e%r7ZqNXW>N6$Qh%LvUP5xPwGlfhc+?qCC4USbmV4Bp^>`kXVjoETko5*F%8^c#Y zD8hkY^}%Yk5?*6U9atEK1QM8HhkHcmtFa8EL~ok@wu7I)TYf<#jiHT?KyAp{CS`tt zpviu(<1nmwNw=Po?f^d(Ua7T7<~+M^A5xD$A0v9oE5Z{KjOsjsv#qUbzP@E2j^z3^ z0UXNmNllY6lb!=PM z?ZfzPLzNR9z987?#w$%+b4sO!^f?kCH+?u6g#QM4>*mHo%}qlK%oretakX9;|Hbix zGnWkY>4T(r9!@EIQ2$=^yHOGinN!Vh1WLb}11RD0^*@Oniit#4=@{pLlSx_%k)}3^ z(xu|SOQv;9g^>4m-eYk0<3eP;$aTEY5%i9{7IOwsT!^fFHl2}G+<0PVWTJt#$4(#> zIvV+^ouKMZSdMqv*O4FW)$}%?0|w1#;hgQRkd*ejh~e;8Js;5c0Jx%#{7b@%TXv|f z;VvvHD}D#^ZAD#G!0e6|w>zjXdSdRELB}gd{%`W70BqxFO04(1l=GP-oz>OEb@Xo2 z`Ob1yXW6+qM7SfIQgU;vr4XH+%v5wfoT#`FUiOaQ4L=$QAQXe=naHI4>mzpI)|H#p z)Xb`iw9Jq2?F({YWUAkY?HRX(Rk~B(iH~^^HtrJ#M;H&M9Duj#;F8`%D7Av|0?7z& za(hTmQEuy*6Z+u^pIb`|o5O72S2o<+6VhQZ06-go5KaoQ!XoFA1SnPGKwsC^HXfPp zUAV)+M}5NLq3fqg;kurXI!`lLtO7WJjY!YiSex&AqpPE=#0W`d+7D zPMox}GX(ic%cPXM*ofN|Xg4x|a>`O&y|%g>1UM>Mv#xe}T6ZBo8Fjfglc2G)ruk${ zZdDqy*YbDIkM7cSTybL`cfaB>qe3!XzrGBy1j)Rl#Vta)NAstj4v%tZb-T|FoR@Xg zYyAsXB;Z>}%`X{uQnAg^uh^mUTukkN%;Ndj&KO(f6K$)7`EEI6^hjtba-U184`0Wr zn2RQw%i7X*J<2tq9dr2r6LBf|ZZTZ(EjVGVf?m&}y=Zv6a1Oa_1M<#d z2XvO})Np9$$cUv+*>b?nx1j7^lrb^ZKj(RucHPhzV6&Hp@-XAuVTH8ja4Ae z4s9ifyVx>FKDZwaIbZ#J^ty%O+u|B|?z9Cmf|E0Nv+}ztt5o{n&@xahm$CUhBg)b` zJUbJM@ST8s+K}~5DaU~Hc6}4?!H6oi$JhNAKYIT!gPb?i1pmux%~x$HbY3gn@uoQz z;`{^&vS^al#Y17|dY7wiV8t37(@sI6!|BI5RDcwoU0eWdBYtF8=bs3BvNoz}gTwjr z`}_vML3f(-d;Iwp56$Lq9uq~qYrzAZLr!g!%oEo6S0?_FEb-eQ=CtIhTuOw=(0Lq> zvZ09>Bbo81?|TUx002(|-9Zqx_Eb8AC5XA$+=8E1?QP;c575%4Bxxw!6nQ@vtDxf7)C!6oIB^2+A%2)p+7b(&|%p{5b@&#kXH|9)C1BgGIW}3qsRN*3{1Lk+z|KSEe1=^5(`iH z)%r1(Xi12QW42D0kEtGw{kL1^2{r_7wF_#NnfD*Zo$|h++Lya}BZu#3ezdR7^vySR z45l9*T}(s=Jbd;;m_T3&eITAW-mVE2ye=Lo%K2CO48m5UFfN$2cJD$S-Fn81%*c00 zEIw}jdPhx75g!#%|J2;25q0f@Q%D(vQaBsLK)z!YM|+G+q*))enk-zV3u(<=hvy>k z8a)|llf8fUC3TVbje%?a^5Ge06-Jt%Wc<#@SR}5%^dz=E$2C}b@-7S;-Dt;gG0Vs6 zlaHFCD{tV3S|jI176P>pxWAKtle+KKQ0aMr71~!TsWhSn?XIdlz#9aNn{paAqKfYZ;F z7uwrIx3`;og_ZG{0n!GUteqA3CThzbGiXh8`;B1{lJb#5e*@~t-eRMCy%W7j(knmBjSG)OMj2j$;EfNW_6H@>QqRl|( zcBlGVX^c&aRb3d8N=^p-3MRa&IqQ(qllGP^jm(-o0l2}DnWR~~$$gfh({l~*$XJ=3 z)AkF)X}O|V%t~z1iV<&kKyDUqTNz%rwsSah8OTxWA9YzoN6*g+WYhjrLq%QKSBLF~ zp>ObAA0;|{`j8eTdd25?RcmIE-?5YbIdG<*Zqt-znMLw-A0&@k=t!E*=jGf^bv@pS@rT6&kM{^zS#5PwLOU!sB9%)`Powbds6pC2t z=iOEoewtL;GGS{^B@|POl3%%x*WMisOQ0jx5HQkD+jXa{^&; zpcOe^0*^|}GDtp58`t!BG!P@eT&rY7@X^a4szJvRe|g8tYB|6|mSfCu;v0g;M*e<^ z7F^<}fN3-=_<-gqP@@FDZfQA;9T(h3woPV8)UuI})h{H}`@emy_Ka0t(D zy9a!RiIdY-+y&MzjhMgJWlRPMRXD6ru4IMJy-zQagjX42kz&PJw9 zXPh*D?j7YSW3`AF)2I};ML|b|L8U}l@3JJ?BmG;Z2gSh$aB)|#$>oY3S3TKpT_n>Z zNe?pg)-H(9lw$y*t=7w+bz#mEC%7k(drxGkC(&*`1X#%q25T}_zwPljHy&aJ_ zH~An~Z{?h}*mf*w(7{;Rnwrp=khb?jq&$HI;R>{G1x+Tz4akPO2WL{5Gtd$-8yT`Z z<85@T(%0biMzO)Rpv`=`ZLYG;PYl!4 z)r-hfuuT5f2*A5NxAxXM?OtTMsCzi_L~T^l=Uj);VLw|IoPLx=r70ps;Q<|}U zfx8YJx4~}a9EaMR+Rd!Q z`8G$e=~ckXZ2t%!TE{a)QEPBAzT0cY4dTWq6%vb)(h2`y3C^nUtUJcd?s7n)O!r2@ z(%;iGrcfDJw^D^E3+i}*s%D!BT+c6UNpsA`;sBJH`yetyU`4l1R3<02@r!W8LBfx%$KRo zkCyqyFNeItK-eToW;*z~VeGHQ8+aE`Pj)^`tGZP_Fatgv1*O4m(m7)vMZ@KK3P6)O zF4n*HlsM9G9D$tnJ?hZ1L@}u0tr^LEltQ_fS?}DttNov^2jn-o%K7;T8Eltln_d%o zSuJ}NG_k=2Cj74S6$n&XBRDeUS`_~>VvVS*csM(D^R?(stT_hH*BM^M zH3C*Wo5#_aUx}#VAcS{wjMg8_Eee(CuO}-# zLlKcbDBE$OZf_Sm;D59}2&Pt`;Tr%Te%LZh#O2O(ITiDFa1B`GCrJVzJ8g`Jrl3OE zezs@6V+A=~1Qgf5c@b#JKwkRJt&qYYyb(12Gc~x&0uAh;cuzypjGoLs0Ay}cCAq7{ ztMWT;e8bXi`Y+A_uviXm)n|Zmp8%_&@B+Neto}b(#R^A=Z<~YM^kSTg!(_E;Z1`jK zZqXSAT=F@xi7|sk3W{edsZ1_U017P@0>9q^@_e_colS&F&(bxY-P(MbLT?R}Ir^+5 z^#j0dVSp9_s&mICDTcC6F?<4OcB5J3*4XM%P6ZT8ci#<;jdANBaFxjkC}>&W%r|@y znsr&aYFR0<`~IQ_>nmI1!`FwqN;P&&G^B<#H;ebnGwo4C{sHoesN&$>y6|4L#ia!H zY5sH1pS)Yh_fB!7fTNKH28qRhNwm7EHBMh=XT0ONJaahcPxQaHdGc9ou);Ee5^Ydr z3C5jsBD#2@OB z7;lZ@WZvh=#H7k>uG^A8Aq470vSVy_3|0oHFeXH1Y05r>Mxz?9g%mC?@Elce7=)>D zzHL-gQ}i9zt#f8j6o`J{# zfC(mKTX0T5O-Nw&q<~h0_L#LCocf>f1Qh~(*F}HaO_{Qk`A?t~&5Jv^Yu?}k9#E1kQdgZ9CnE3)M7Oc-k9!f(QHQf30(w zmkxwDW7HsL<7K^cD$cu+~ODGOw8!375=fHV*>EoT9RwpzhLN?M7 zcZxw6v2{xbf-1u}J~(#-;^we{3kAvaq5NZ>ZFWmK8^Yh7MG+wvr#@_+=s?pF9hD5j zzsJ&)PYTi|Q5p`di-5dOyUGS7MpLN4U3Ms;d@1I&gGyCk71+4W-p{YS{wL*I`vDza zi`&nCSEKiD-)w)6tI2PGW$=DfP5LFkKj=oFtx__LQGfQH4S}ApRchtO|0;1WzMe0= zF!H9k55VEx2!-_G+>Qh+4nPb_Er3cEnqPTSJMTFPI?Q@@cyROvTnxl6ay<6o)#*n8l( z`7_OXq)wsb7OoTdo7$U6gPzR{?Yhui>xSiNDrPuy=-<5~VxutVst|}uT?`%1Fz~2l zZ+IA~_qJ==Wh`u19&U&n$tO--SzU{vsm<4GfQ##Z?FX;673Mhj`_AC&;aSB#Sc#6qa7!zJ^xnUnh5F?}2Sz>AQ2Q9`E>?L_YM% zSJbjnR{b(lFA`BES&3TDgEw?QM7Pa;*fSsj zerg9;&3_LMG(2tt0dZj+L9t)cbSE4YYCCPeB>+-B#I-N~Ce~ zxF~^!WY=^puaVFIo_4Q?s8_Uv7xHn5?^Ndlw=W0+Mel*({hC9=^Qq1DSiHe`t@TH??B4f1csKQ=kK6UE^cNYw{@ zU-N<7V(pj8GaBek3a`E^HR^#w1!|KExUrxX&T6O_up4|tObpox-$k8k*l1mVs)z~{ z1oQlm7A>x{_>8d{^mFmu;g_wG1S9~YzF<8iTU2UuOfEvZC>)p|1*#xLj`q?Bke|_Y zMc(w`WrrQYxJ~}V7->jS@Gi?)KHF9qtLMeXN>Dt5Y*pYc@+4wD^!+wCLlI3v{p6;I zc&KJBH*Z%%g7t*se)HVLQX&gfv$T0>YjDrcpKk}a2wL039`HEAlpFdVAiWM#1OTVp z!)uk&QA&))C##lv6YfrG>Ns6W!SFZ zfO*6w!IVcJ0pvIdCoP##c-_jCjZTJi+kZHu3yvJ3SEuhUL>usw7a5UBL0=trUYF1{X4!iwumu|1NT987g4?lTsAQIM9b?B2OoGiAmebDaP17&`F>^wmtJ|b$aZg9!<$o@DSi_fWw~#-29_yIt z=HG2fi{^^@53-WuX<$px-^BbGG3paD7ju435$l z1+FMH9u;aN1!aOr)g!g*fGfu+n~>O`T40bX3VJ^+*7_Xtjc6tJB@Yeos|A_ny}R}@ z!1?}3q5k^i2~~LsB9}tO66b%VktgH1OVUc3Rn!_| z9YSt+Ru(g>0EPu*@NHMYJ#n;9l?p5+rDg|1Tt3a}QEL%KgRcdztD5W+I=`vac9D?bwBI5foy$+8Og&heopc_&r~TNiG)BuGlx zH!Q*J6(Iy)#Ksz?B3Sl)nbcN+Zzb+;HVRWXijo7zwX%j9&~vuK?bQ}SQrbjZGy4N+ z6jJlKOfkI4bM0H>AH|jQPL2$N?ND%4_}6kxKJiZAX06zT?>#G{7|5@*mOpF0;a+0= zLoVcTU{>8PtBCiVo-KIg2$dbjz#>kj_}Qt-9(mKV$|TXq!4V^b9};uZG1Re?=u`94 z1=kY1@57k4vLSNW8{X=hTV>07%yTy|B)L_H)e}_Lktv!V(gKdL`rshN5&kpZYi|Z; zv^)z@SuPg-8AttyzVFc9*F=ArSIECIy+)Z0H4h*TYT^IrDa@%7l`x0jiEarKYt zuwfzXUQ;OXT34V?Qc;!>BG!w}1-Pu^M_s&!B7770i{T zU+(mJyuFZ;@}YG8Svzb@ySQ{dCjz079%+y)ZTTo)^lUKzfClAh)ppeP(936=^-YwU z6?6ZFY3g7BWk!hw$?Vr%d)YH~R-OFiO!nk6HkAs#sd}A$FnUm2D+VBBuvQb)ZO2$d zYf{oadu_Rzc8mAzdsi7Jh7Ly0`M_OaPTxv4ekbEvKl-}KVICzIavRHpq&9(c-}$rp zF0#~>dW;@0MfH_}G@3O&1t+$#o=wbb+Jcft*xRgK*&~-ELzgQiuW|)xL*=QD*yg^Y z1-^(~tFVs~geGO4=V3968kenny19R_PrLY*;54W?L`$ks23lHu;{O#X$!F2ezl2n60ng z)$DaFLeMJVEMNSu2K%vp&)&WQ&l7w4vKf|GXbhe#D~Eewz_wTCfo)4s!o#9q;L|v; za&hav^cCP(Nun|*;Ijn<8|>s#aBhccYPgNqRdLZUU*zP6Dl}OdIif(T%vB=DU8&+| zBW53I%fPbS@(`~|1LtFtDB72Z#uVauXa)M;dh|m&D7oyG1AD`-Ux3iX*%sd8CRl(C z?%j|ZbG(*6g-P9k1~a2k>5ZqLPMQ!J^nj_d-Gl$7)T8lbSKXsMlz50^v0!iR#`fum z9m6($lZ_<#o9S%kpkIyJ;e*BvtgzCg=v(wm!|8pXfM^F}Tc~5ng*8WJ^&r2HYwqFO}^ zdKph=mc3=N;|i@P@uD4g*0{TJL>kc^-;)O9hw}yx6S&{E!Ngzz%88?cz=B&u=Vq+6 zfc~Q~f>9v@3npc;RaaB1i1|n>A-M3Eh{A(`ZIBRz%h=Tzo}Jp`<<3meLS-R^$rscv zqM`?&{SSKUJrissc)gu{IPsr&JAcsZSzVV5AD+Do)pRUS6#>HX4N<*yOK~T#8aP;R{<(j%VpBy^?!{7`9@A-wz)Dp&avrpEk-U{vv}f|A( zvF1YMi6*PpgbUiQbB7-yQs`hqkqxRlN((?Klb^2_7ViqYGjt_BBv?tbV}bB{olB() zdh=%&IhJ7#o$83GyU)#;8X&~90hmj#rk&p?k`y(=E1q5w2aXp$b3>KH$`AG zEzHR#X;i_=9%o>f1ESCnmNUu>R91KmREAy)3gS;Br54u{VK|Q+7Zxa|Tr@2<2xV0G zXNEwqFLpcgm^>mq6c>3F4Cjum@`~=&`{2*z(xmbpIWR#bcdpbi;Op8!HxPylpMKgr zgWaney8(ctW<3p?!ACCvbaA?^DOWb3l;h=w+ZDw&PBQXlqh8IT2103DRx1Tm4)YzYY-tnoi-NW0dw}%W0%0KOcZoqWV(cS4tHCMsi>YO4GNYzxIxN23=6Kpi7nY(M zZq-L|aspveJ^iL#Wu!J9)8}ZF3M(IxJ+@+fybexN09nJ0pV9ih1bUR7>{qiplCQk4 z24TRYM4bq6Vy#1-6eMA-j|hDHfvTa=Y@_2AkL*k&CfV&6aLRw+%O^J}mBvCs&kLpG z%HhnIcHy~l0E;8DH}Y11m$${#BkPbx$kk;ow>>3QyxF_nKAO(s~gC%9mo7I$}P_n@uuvk0U0SEQQ;dqT&`6`=ps1-C7Yg|n<};;}4- zn7pmCQZAYn8-&s#r;@H!EY0exBt=Sf3Cn3-Ua-SrD?F)&%FzB9CKxNw(WN$~SA>^! zOY{=t`|S*Nn!3C|;)Lr<_tD1DP{iKX6&YziI1BZDP!v5AT({B?rk@E^y;`N)>t1CD zp&4NPff_dJeXZS|K73L*5SR$4PP~P3{0D%k>}gG$dUktY`Gkl1C<^qW)h=<94-usj zji3@0k&--jhh>>8#Vm*3yF954Qb!Y`&e6RA%4OLD%c;k9xqdi7TI8!5pu!gG<4M55LuyI6w%44^x0VH#&M40f%vIFdeXUU^ z2RANE@^baPz+_=4K7X!rm4(Zy8*4lEHOFkw4C$Txz+N8_N-4H;eRW6!!ieJPE5sG< z1Z#4QcFjKLWS+5%)m?gwrWF{@THqmgDs3xn`)VlP522M5ahWSyT4#YVUiY)swoFZ) zLZq=lQ`ie{xY^vTOHIZNcTQW;kRv(fvR`rm0k&`#DKC<&f&-r*_x|`l%toshJeVpY zzYFFhG7QX*=b$&$DtRTPSj^PJ1W7e;x(i8i( zDE1@SfP%sMS&+`hk-qhiv?{K22G%f|3r&}6I3u7jzJn#>90+=hkZrVq3StN21$ZQ% z2;pWoX((`EWL|orn<)qGBvB+r7Pe`q=EtEcJ3WFRnGFp7p^89Q!*fk25bwoZP211| zx3E}+MTmVNP_qN)E}a+m1Y*@n$#zoVefpFl_LcL<5S*4_;uMi)*se`G*Qiv;OnQs^ ztpD1K=B8FUJq@<&YhBZRpDyQaX`H?-o3ovKpti);hgH3DWY2nRdpseSc9Z4%qwBGJ zFRIay24^jOcP#YFUIy)bfb5;GV7I&r`^bVh^o+$yYylTY#+TIWi50KroE~b6k<0ms zs9GrQpv9@Gg(4eQMKISl*66=^NbM-$*mU(&+~5X*+KoimC%gdDG6AtsPvsUTnxE|d z-6xmK)&(YjR`w?fP~6tbm-pB5&1ydAPL?ee2VtkvDE~3;Oqr2W>{)qjUr4~C`+28> z_q-&nPvf(idGD#U&9S9`Gk>!U8&sV8oz_6o3QS5r6b?!|j_~Z)ct*9S?FF`0|DEr{ z@N3?XlJnE3zn@J({~Gz#et7g{o_`A;*oNtJhce9;7a2|b{o!3c5R~cNAA->_M~@U| zb9BDSoe+D-DJYH3ADVpCD<2))=qYH6RH zoF<}A`&I|2lwVFT#?eP*GRx-B0B)>{C+Quk2-l|A;j z4S2Q}18f5A+{5*_?*-`ImdBP#^L|&>Ppi`vZQwW8yxZwb6*_BK%@OY37|vwHU;R$r zLJf_&%(Z9a$my)etPJGb?n(9J{+ELqg$c3DyC8LUg6nFpWB*(>s4vW{*7>aBe!NX_ z?@c3Dt+{60Z?_lwEwK*O=|&vMK#Q~de&%?I8&6oY`DuxI?_vKZTYIU&vv0?2rP~`O z%efpIacqp`sXT}#d8xsVP$Kv!jSCu<& zOoK7)HAhd`^08U$iG-OXs9a5OKL|2ldQ`Xj4UOf6u4T$$eU{4HYWwj|5rZ<@y%TX3 z2;=z~1*<$1(;!hXwrsMZvY}rQ)srQ;mCL|v924c1 z1HC@v`3hdMi{)XkfKc9qH@*zvAxtny9fzzFTgZtdp}l*o6~imYnDis9%0JJ6AYx!l zPAmIB5{^qGQjM8lezrtY?ePXpMfWqaNzzi=5tcY3kTcsYa2CT^Yi)T7DlWD83s=H(o_Cl6x8b5NcH9l^Pf2n^9`tcsbA)_Stil+m@GWu4djRXe5R+hf z1EFbNll})nNN4MAY2nad2n@Q@IWJIo>klyQqz@r#{_utYB{40JJQZ;#GkjG#GMDxF z1%NTkqvfJU$wKED(ZcC+U+&odC=@_TJ(>$Kz;K$C3DMBb(~u+ERODgKP3AzR1;{rR zA1owqperp(Tipl~M?|>|nxeBj+ihvo9AOj%$O%BHg^{lJwE)Q;sT{Y7Dq4bTL#ZoA z9qLAZo_X&!stR;L1jqY<^C!X~Gw3qPV<=-bYX-tn5bCSGB${JP!X5Mx~zC_9m>XTvW6g zY@jA;!cA{Dv5KGO4MJ;$^+q#*4-^qL|L=40@}pji2Z5>$tbiW^nHim#$vEI!R+(_x z(WPsQdYY$gun8s9pr=LYB&dPWr!uPoVZ(r;KI;bHN)VZ z(Nlp#)$*%Q1z!0xSsI+_i{I;YE)23INfAxP0bS@FapZ3*kv>`n1g4D+%iz$5zyM}; zfJulnE#h{0knqhTcov=W6mV=vpa0;d5SG>)0?g13EKJ0kK5KjzK2r;j)axcVmZDAi;DImKGt5IXyCBg+_48Wn3; zEU+(VwZ?mgR(0dGuVaADD z>{^mQ_94^G?5kaETrQlX?}%aXVM1r1-Ofzm6rqwo*z2LIL6ma?Hg zs+1OqMb^oPROYN`B>%XrIwwe*dW1-Nj`gBw70aU^CV!8&2OEo-HBeGojT;eqGo?p& z#f>fzMds@N=GW<}$4y;HcsYMAArqmN3KzWZ zWAQX@OR3{P*kVOQNF{DC{kDAC;;GybJYA=#Z9{#wi^E7+o1+p2F#Ne76-vsEhbyop zjT3XY`>U%d18;$TG$Ffwf%H3|i0nZa*sUdM*HKp15G+R6IyQ!&?2}z{OrO%UlK>dAb2D-_0$@3LWabD+VC!p8WKHiNKrU^nl@k|t*a=#a zj!jgkR0v3WJ-lDTl~kjdc&3h#MB>9@Qe!PKSBg4Q1Hvu;=oVrzq~Q1}mbh3EbxMaL zlt>~AxI|ARKC_ZQ9Gi?Bl|nQ5QYDzVt?+1;J8(M> zWN74XrESCuL1214QZ;#ObY@&7&uu+(OMoXljvJaw{0=vmUABC%Jyn;*k zL0VpN$5ZP*GM@Wd&QhlQW2y>mKgn(!2c;@3o*7S#3?zWS0kmWE!pU|+-eC2L^9Kdr!Z{E?!z{&NIe+m)U_}Cpm>VUo zBFuDq+W%reDFP0IQ$FVF2jerLUb7I?!Fd0xXuB(150(4h59$9mQb{-RPv|oB<)=s; zu|HG z0CK*;w3{MuxH-6yc~UI#rnLlskVAJTC8PF#_qe<=(g5Pq{UbeV-E>KtaXC6=PMsio`IyM@FB8U(i>>57FtSB+KwV$W zWs04@#QVcpefSj;SdIelPectuMVj(VbkjE8WePcA?Ft zFi%&*&xE=TKZmXb#Xl_iuyvltrS4OV4-VyePut~B{g%`48deBGJMsfx!=4|nO?u$x z(HwgOOtW5hVxHq=*H+fP0`eY0I@Q+l?ZwBTFSw?;oo+E|Mdt6HY6*OcgbiXY+g-Jw z*wYs=<3&}O!ZtTGs~1P3;6$YiI$0)W9+SpjLra6VQzkej_+f(caNpFt@!n6EUi0MqT`Q>_=~f)Z+^X5&fuyC6pJ z&DwyT#+BfoFd*{{2*0hr6?pzZf8KRz{W}fR3zyQDJE2BP#$J04ue_K7| z+W3^EB%AP&ej+sxZRjA5g>ut)dF-w1mNhJ@NH&U0hx`TZw7sCTOxWG|NJw{C22v$! z!7!rX_ub+nS>u#7aSBrt3|nUZFX0ZnmhmZ{p6~1&oEKjA3EW+C7t;ZsojK$BIqxX2 zhac{VHMxtD4H+E@DEQ2bt^nvA2$d$bfwoVfyKrpt`k9@AUK#Sey=OaX|D9L8WJa-UZXI=ebJD{dS!6EkQU-URNAcjjI`z&jt8cjCh3H>M)(Pr@z zs-7RD`q8=OwTOx#!!9Y;_bGFRDTa%0!s{m(H)szse&veusw5iy2?cl$>7LpnNi3i0 zR~n+~Hj9}CmB`}MqNj*ToHrX<-6TrgTnoaYg_Y?BW3;nZ(ds{K2_ei453KX5)Y#up zc|6f@sN9O-^awJ1oJn{_6yD(Je+aa+`@wDcgh|(QWBDLp2OGisu2rw)%~qaR(CTB<;dR4?00Q#bu*I%Xbtf zgnCkH*2vK$jEv$#!$Hi)QWUM(2Y4oBz08nFYQtE(XHQ$3&E7A8UgBqKVeAwWY}SoI z9w4G51GeHtpwEevQs&kAs7ak?KDsWTRwn(M`EyIK;V0_F7uie(#A(@edw#!kh&EI|!g&Yy4}hy?FxW5nlM1Uf1q;MoUw*7Gv!=TP?Z zABMQWce-bp>uosrc+f(s zs>}^b5ZMDSlV)y?I>ob6pnYVQfw~R%jk*z)YK*&<0w5P2GYT+VaXz`dXfo>pIKPe z6#iH@IOl0k3}-ppGLkH10GB_8{C-dj!w)w*Pa_TqC*-wxeph=+_BL;8>&x7k7r`~ngz)ET#eWeioFf#dwVk>q6>^6H$oZM zzApp`G?=~Nsl=eDpxx!JknR!$3o}KAgk@^EW+U z@&q1})?1F71+Xpj8E1(tm2d7z1?Ar|p9a#2{_dB&TDp?ZrWk$N0Wc4IM|!LT@0x(# zgqrA4Ma9>a7>SJab$`?9%L)pPxf3!E+eZAvq(V>;NdEmGmZ6)2L6-2y2tF!B@-O-_SbpG-xJ&Yzuo%dVV>g+w+EW%iB2L*XI#$)V6ns> zR}HKgpYg1Md!MD-i~y|eWw#Tl^Q8U}(@uqs!3#duvhfC^=B~4ftIP@whye<5P0-pd zr!l|ulZ@^q_29&tmjNI|@In-EA0A4lYLH zIlZ$sg>IO1E37hfJC>pPTD1ZZ%=}O)+=l%tw8MHDw>@ua7uSac;R$myZ54jl%w=2&T0SNUe$aJlzm@f^h5wPvdi0e`<&0`GN_=W`Es zE;HZbIx`?f7d9&tY)FA-*R+`tN==NLDbU1?kY!`M0YhypcR zx^3IGZQHhO+qP}nwvE%a`?PJl=e+l3lAD?NF#lj@XD7Q>)ml&WZF`7mQ}xcB>rU0C zW>^IezWla9Nv8ewup}ag!uIu(EXB*z=77mWn;4&^Tpj7fNrFp4v4A)O*mdHw%Dgm| z3|q7ggP!`k4aPYZSpfIVH;uE^;eYqve&3f z6YBW|sWglZ0Nmj2yXOZH*!Yl%XlI&^W7-G#Kv027n`;9-26uG#Z+^8dHasYcKypxs zhoDOc$!h=LLo<|o)07H!Diup5L6sfJB4$d+(OWIJ63@ zOveQVsjMC$TGOpa*SbQg;D~9w@V3@}%N#4Ge=uM znUoZ!$rA4Pt%z6e^gKJd%bwmm)AQnWG9Elk(a!tby&Z{Sk7R zFw&z{6~=dnylhv+#XQsOmh^%4?VzB@Sj*;G&D>35+LWRbs>>|kw9$RH2Uju zQ$hCiiLo>%TmCXYxzxC0^^f5ZPYzr_((ljo7N1S?ys5I`$O5%xz*CErA5hx5n3yjt zB{uMlP9mQ@@IjBlOt4|f7je(pl!S-J0Ex=%KPQw##qOi`vt5nxVge|n2z0)ze(ICw zvumk&n{jiY&{Pdwqpd%zHfx2`dROqbxNDsN`wYgS8z1eZ8HRW0&r@nuIQiE^u+!sn z9H)s5nUAQ!4sw4_!?7_20negh%pHirfZ^^uG?Agb)& zYZ)g*6}MM&cVBh664(23HcmjVmA7{McWVR?v**~_virOo(^ssScAq?P+?#$*O{z@YZ3>wBOjD3WY zjhq!}-_^^o?QwXF1_niD>M3g+fn%tHX4? zCIGgI{ut5Vx-a}vkxdO*pDw0c77?ix=2^V{eQc$D&m0Ruwf*?L6?{&t7t^~q`BMd4+o=@F=AsW?vwxbc`?=H5ph`6SLPmzcP*9AZ{_2u~R z?8>_nPCN?QF>rO*dxt`gMuvkrd!-z~aLh|9l^UyG4fSAtwX$q|s@Ca>%E>i*tyN*i z6heq#w+0Zp?LAVp(9}$J;KNuIni7POapp!ZBzc8z@eI%fVd zbF-1X!RR$q?sHl)1fAYGXaCG8N(yuV{dU+RIH?pODFJVF>_U1zUB0<}LYv+}f5?)4 z!_uo1hdlqV5iYB;P-&k`x6%Noe0ub9tqXYEz`-IWtZ~cM-SAh=u{y0IsMt9Agu-sIwL#j+t?V_E z9am^YhALf$>prrNUjN#k=LPGH%{a)34ttooN#^&E*zp(kDCB`NT3t4oMqVq*R@%b> zeMnlbqi2^IkWM^I2eLmCLBF|71=d>0BvQ+i3syw5IsQ9r1AaE+Q+U3)5tAY3tr4}Y zO#Cm9_FMW`3RkS1ZRRMEnw+|P5jFU!m_Bq^e|CrRH!0^|D-9H6$GiTDsf9e^x9$32 zj-{I(v{TURJJm*DtNda|9%`rIv(E-J9sOHV}(8<_F8m2JZ6Y7SAS+`@IX>s+HkN?-qP)1Q-KY-dn zBUvIFzE=hylEmAFG1*`hae={VPO;Fr7V^jwu54S3R|~~ z=#lcR5gzmAv9}zLpcZ7KwI^4IB>q9l&5}-L~vVI@sl|t4caf; zfSC|A=w(Y6@sS<4@Twl-bd8Lx<-9BJ&n||03V&pDzQ(ApD)m#bAyb zzpR+j$w0q2COQQ8z+XgxT8AffniCZv+=Ngy8`dfw-gLm7gD57(?Ch0oQ|8!+3^d8Jo9nAz*+S8i3>H7o~rmyYF)4kPf@!&=_Z~p*bg{t2jZr zOyf1!AVp$`(OQNE8!h8{%S(nFeMIYh5s~L^o)s;aX2{acxKuqTw&^Av2Rq35(p9Cs zCed~KNaMP5Su3LyCH&U-$zfFD2T{uM0d#*{dCL5Ud!8wsmM^LJUnQ0AyBC~~lY~2w z{(77nN_s};1IKCH9xgyocQ5;|5vv9!GB(r>rl0*-B(VW7;2LaaJ<<>^U)kPB73M4P zNT>?md3Np7_7M|{hLxa*u~&|B!1<+sq(o*}(Fad(dZ0?>|3ezYjLitkwyVarpU}Hr z{yw1dx4KI7PY|Zc^LMAckzj$?bbB9>3XW;}Mk{zr53@^CeO@e_jk_KOe zQv}m)h``~V(6O|jC-3$>U(Sj|8-E;*`mJy1y@2Bi>CoNwF8Op77(A=D zg7<554<@^~)5|5hkPDTl8aTBt1GEXq_Jg4s7qVx<96OIiUL*_Gg96&RcP!5NaW2{O zZ{}0AdC21~*Ov6!;@3Y7183!?$yX1xl*St?#*9*kT@RGA7#JY4DDqDroESjiLXiS7 zTCWis;SLG330a#|O2Ay}A$V8jsFZ(|G8s%LfuIs#!ed1By%jIaYlcmjOgz%r=Mom> z6$?cCfVQaE46KDRoWKP&X(7q%aoPHA84Gl1)LleDe(*|n zRVq5H+6w-e0S9XgMXq4|sUS?>!i3v`3h$rT3Mb1yZ!m&numOVJu)T%(?>lbC%EXjv zlUq@8<5L}_nei|Bt{C7-%I~cHPJUNp>Ey{RsAKc^UwRGYI^)6IH!sVloF@q|3&P21 z17ii9-~0e?{l+rtr0Ytpd$ZK@&zrfbY&RE-!;7Wed_8=~gOxGBN~z+ttYx^yLkq`+ z1|amN6KMYtmoekbWB;@3CJdLT41j)Xd3gx#LKWE#?%GYDxtGEc08gnVlkbw+MN>KW z_abx0Y<0#<80$!xT?lgwCLFkOY^O9-f}zO zlfkeQBWu<-PV1R|Y81DlFe5W?WK$xQzv9m8b(8JZ91mWLQI%70 z-qNgl!ttT5faql>o@5PO0tbT&&Y$zCh3u$OLO}A8c`_jLK!q!Fb;?NGFhYom{Ew!t z8M1$%3mrCz^%gYdrE>uEY|W?PCe>ir&!KG4VX%zoT4eP$%WM$i?aanKl!5NAMOBUYFUZq7 z1cwtvpM@b`rC;tPU^wNjK^d2eX^g#l*S+rFscD{WFizDK8DXv(1yet1nwYJBY$V*E zXyr}B3|&j$(})QPSUluMgHJ z(aPa%yRf>>5HJ3E3mb%_3A;ZU2fY8&h6PZ2R>gGnZZNRa$o(4_{?|dCKG&)5w<$MJ z9k}cJ9T=LIlyO^p_M$WAsEsok``pvR~k1;1;Gmr6rp1R znJyh!{d0Hkg=X@b{&>^HJ z!`HL1BJ)hAM3+tvQ8V~ksaq&aO3;bNm=*X|Bg&In>93(9rrP|Z$HNYubmoB+%m;js zS&~o4+gOgIM+GenkP6f(kGs(gA?OdSSPG`v)1qRbwP^Ocl_rK(4%3N2zD{L}CM3*3 z>xije4{5PvYD1TMrWfEN<63X3q-@_Ln)LY8md{MCA%gX~G>vLkV`%DFR8*)@HVEW7$h^~z(e)Pri>L;5UFbquv8&^LQ1LBXv`vyTQB zAmHISa(uI<2V@ez_!LVD%zR15Wq~1!;qX-vg$X@QGt~l=yeV;#LQ1tnxH5R~*$Q=8 z2B=aQ!I*#U+YfNhQsB@ZK##`%d3Lc3c<8?Bf|n%18*B(7=gJQ> zc_LY;39SDZZAI}HXMa*-tpQ=tE49!KldgqThOWmlRG+JsA%dCjN`>37zlFA0kK?xH zOzq;`rR;ZVVk-tFyCPOIzj*E4Ny2Qwt5nzV;U)@q0~Yc9E@7~`HYh$6kylI8)+>I? zAcibYt4z&65R{bnK5UUu;&9#2W*C|W{ePDq?l8Pa$NgL}(j#ak_q7fLB{Ifo?cVsg zL4kqi+rA<7y^za;u`p7~dS#U#RGnd%Ov8kh@q(4o6BL>7CRQ3S4jaXP7;lv;##~`N z#b;F+$4yW2UGYaFyvmf$xWJxDDx(i3=ZQ=z1T-VQ-!u`RjY9TM^Kl$pw^_SsNbMN8 zIx1K^>R1`Wk1kuVr)7Z#_QPKD+$m1Mvw7DKBuPptNp|w_GbLcSVYT<2D%T~+z5Q_C z`EIm$r2mRBtKS^VZ)(-b=@G;uV*ND|J+>I9(L7AcwhPAc#9(Ag7skVG32DPW=rVo8 z=C=NUS}wA!L~$igm)7xnqbKnIjZi}zyzP*EY&hQKQL z0)&a3=JeLhr362kK?x3>DTIeMc_8orim$^mm24*CmS?O1QX>igq^{d4i5KWleofE{ zX!wImxdk#(o5AYMJHPMUc}EAi5yWFCII3B%69x8{qiD0&-5zHPaOT z<2?pokhUqfiXbfi&8ha|_S{*gR426&W6@Jr+^CfL6@m&z>83lFl;K8x-{q{DYA?h& z2c34stFksUH;P#*$5)NX*KgE7N5*pkNdHx-9qaGMSo*Pf6)QmxH7+iDyUQ_jLh0J> z$9(Lb3|Vl@WnM3RasUAP+w(IWutC>I(mMNZ@^t9jBt(DdP>Z3)aDyPDI`@%ZMM>KL zuSvY}f<%$%MI5}pt9bTJd-VQk7k%m7no*3+z}Dt0cF7O;jaK4}^s{=(1=qm)IBp)r z5}V9m(l%)@Rv9r=kR84LI=W-FF?b0R8&3WUX|f<8Ns%;4_NqrcpL$~6GX0n#q1d!cN_z@nAfdZrv1jcVxO$dZ4Q!ZBuNkRitd&B;LoL! zSAtbpoJ@K=8X(+p$+{F!yYY5kh8mur8oguuPRZt5m^rR?05ruv7~Ucugd{X+1=wSCZjlDDe?8iLS> z-1dBOc)Rn_^l_lqtJ^$Pg84KctR}4EO3#=$M5aM*R74NG=H>(f@1UBQD)S|e0T(j$ z8(>)rEx8l%5X`SK^`vr1DrpJy=H<}nTwY@kq zQVgGY@*Ni#+YyeKFeAs?j)$Pg&Kb~D?fe1Kpc0~Zl-&T&eltw=2Id)yHo0|i`7bSufV#-kz@hujuwm{aK)4rfn^Ht@ae}h{RFi5Fp93$jOv^-y){0-&C%vU7gpWXKN zdX;5zs=BNY&}-ja?=4w%$Q}^p!HO!*0QHMvg3vq1uZn)zGP*!$fDd08YIlbD;z{c> z!oaC9)}hsERdT6|wpAC;~osWfc)p5gOlm%}020rgCbURv%dazIYDg=;AJ|cFlmcU<+kih@=yoM+Z z8p{|4002=m0=44>&=Cb~|8Q>b7{@<lg%O)kaiKaJH&>i@3$#3;l>Xj8a7(2gmR^nLy0+V}AR)9<%Ln4v7 zdIU(#F{=uznaTNB^vdTge_;N}IYW}N9#uOr)jYQh6Hj%KxjZFiB9~|X(cWQDq$t0m z`%vt^)_4B%hM|W)u;(Za)e?Z1`hJ`QH|(O+eYisIiIcgXsPN;4Z?C-)kfq-yZqz+I zJ*tAZ&T4ekQ5i?3d{<$b*JdJ!eEx?5ZDrz9q6(x`NwKl_H)0IHt7z9*=Q3Sd%|V95 z*?+5;u8^+~vlL`37DqC5L+aKa`{UmLn)X!{Dz@E0U4_$gdJyQ)RL>*E_{#!Qo2Krs z!p(+Yig#kDwHGl?q!25cu;h z-~sUXjvNQ;{@?G}%o2?JLUsj$Bi}fu20X_oDu`<7QC$-*xB*|QLO1P5R)rT}11Srl z4Svu$p&cGe1UF6-uA>Bweel9c^$lKa{c%w`>Z-KL+BdZaumSqutntu{5;kPw0j z9=JDFJIB&17zq?|t7o)HX4JPf$_uML8>1jUMY}M6!i>@Td6BLiblkcJm0w%$j&6Sd z4)Hf>$CwJ_04k^>EwEg~oS1|Xec7tha+W;w6p`i{!RnAPFzElP_=DfNUOXvlY3xLk zl**3o}1vc z?aP463z$jMT=`zCVaj_qO@4V*nW0Y1`Tj&QQ#?g-dtP=~zS$PHXY7$Fg_F`x ztg-w1Qs7)Y7PJy`emXso>6n7t5MW?dX{$*Cd2-=UgF3g7?UufQSk;!>HYU^hs&2Xj z5}0q~@)HAC5FEX&`RJRioEONYDc(u3fbAZq=sCvJ$AAm6{QkK@ERHt~GHVThbt;-d zY#ot%w*B)^>|j#7mdFQAx|O;!ASSUH^AXFp5BzUhiu+IX+=&sQ+ovz_np-~b8Z}2* zs>@59i=zji3yZ`XKB`hzEAW6kt0W5E^fT6v#30rwYjhd8S-qvGA70rpRgQ}Q4kPx*39r)b_faXuF z#Ee7b5V%RIX#_iT3xdX4+H6&+#+->DDIg7_hK7|fZw&bsM5n;Q|4dI=#)8=dV9li) z4gj2>;KbHf)vq0Bd25l_vq$@01@ToO%oLz^%iT6afd#>qvR$tCLNH8M^G?cp$*=~t z$IhSG$#t6EevHQN18|>(j0FDl!X7p9FQo8q`rY^6^1pbvbsZ*OJ|~t>qfF|ca@-yU zNxh>htBYqqk3LPUI4}ZvJzY5iL@(Om>>ld5|Lz4LlA~kW7uO^R~U<0%{S=?KBzB83`n}ZeY220P?H1$bqB~7$^n2ekhbK+k_Xl5HE(t) zo1ZMT=hILCAl3U=du|57MW+WuT2=eb-LA~1#*ek%{qd)#x}dO)ibiEda@(H$YwsUQ zVcQjjFSErl$VhD(t2gh=?#-i&0wn6$CYJnxrkrPiK21Y|RVKBDZ4Jm5C$A;3Ao*XU z_FqMd#1RVQ<*X8!4@5?zsrD?)iY%Y9F8W^mppj%-4Vggvb^3Ll3aqu9Nu*XNHc2jH z_hZ1C3hTAblAKGO>{_P28U!&N^Jal^%tg~;gHZa)dC5@kfQW!D#eZ?9-*VMLDrOn! z=xV@lOgZm~hf%_BO&8Xs^&UPvrZC}DHm1h}ioRZP{#GCskKx{C)!T2ftNg`b5k26K zSbIy&o%#2{t3LvJCIaqEoQPU+fINOYm5_GscoG%!Pku=7s$pb%Y!-LYW+}cQrdaY! zyqNcGm;9sRSZzQ1vK=lZYVL4;mK~9lUZ(s>r0||K$h1k6=qjNv=a^$&76EyH$g5eT zI@-ZGtA?p4KxYyTxXW$1bDJ|%MMoeXp6k-X2H`vxbz4L$c3CtHp`&4^UJ$`lr4^jO zxoIT8BP~T&?awnWm*kDTur{HnM4_IY@VZY4H#p?Z!L}5YT3}?sb~!blX837e}#5fPve&7Rqevf zx$I|aVk-tFyCT*Se|YW9QNm2Yvs5?m{ss#7JeKh7j$yF6HYvUok=Jt57ApSJAcic@ zvrNrE5R{Y;zHDl{-@}uSaG}cfHr~I@4XKN3cZ69jf5k_$v-7n1&xd;Cg!`6UDUlu> zKmUGzslq@x{A6-2yGH($Iulw2xM~m`+B;qN4lbQ`rmOvQw>h;-*A-M_>|jan)vCT2 zsM9gkiB9_|2iO03ZpV&ETd2@sDNOs98j5Y0a)u#{k3*@Uf|%Nkjl0FECF9yNk@xg8*ZR@R~Mu8AS7v$yDb3>10Q_orh9A8*K&iSEcnqstNa0md!8&@Zc0qOvszkF+p z7*@+UV4awTgdGl%l*tgM9|7oxDOHUb}Rt7w65 zSUm8(eugv>&|EBD{y{_6X%F6n-bG?K>syf@dHV5vw|zgV>^yrC2<|nYaOLM^ z2xS~P^L!Q%2s4|y>=z%#;}1PBu~p4SmhU~wubNM$6`F$Qmy-=4CJym0Cie)(iNA^v zqA|2zq6Bl=$w)KXr6{X%0zC#H7U*xB%NJZ^m#XyHwqecv--jK0w@D46M(r%W;U@c3f9Tm*u(se^3^hB)R<7L*O#TOvZ)Ns3 zCo6>=dQN|k`Rt(ipZNM9^xXg){%jBr^8Aa<8)(eX zvJ?jzon_cj;cCCxJP+o`K>(^l1_1QC7AYZim9IIkX?3HjKfQ%r4u;L zBaDh^hcHL`3oXj2I;|n7*f{!x!d|eoLE70p?JkiWR%k`KpV1tY&l5T_?&kAAii!uu zj&Xu1yykP{1eVc_4Bu?9#&V}&R`zaZfif<%yHx@Tdp0;H; zIZZne3Y9|xcySmpQZiar*8{*1>+8s9nTlF(@0{#*Fav=teWIGCcN?^^%+y&xDIG!E z;kZ|*v4k+tD`F0P!j;||ZBnki<*QjUF zTOanvqJsU9ws9cbT!IBn4_9CopwJ2LK-l`UR+?O5hG&CrsTK~DV)Rgmpp2X&Pg znWbhc!VZuD>K-le^25URjx+xyub^wZR7dc|2E43Mvvtc_u~e6)4SNTVuBTXVJpuxs zaqby*2x!i7Ex0VJ#2j(Yg)?r{B^xOs;k%AB#^EdUZU8<71prdlgY8{s0WCtEar1v+ zHUGbI(vdWH5Xgw)53WAHZ$#_xC2j_in|F( z^tvhy!*lJJ6@D8oq|E9lc%~qe$o+Jqr~i^SmjDM>bvJ1UF*wYe{1 zIMr>@!IJ*C}?!aWW9k=8_Ox8cT2pJYE z#_D-BE(xdh{(!?4;est;3fg^zmF$tT(+8wBFOs%&bc;W)tgDOe4~57*)1w1Sr7Lr2wn1%&C6gsRPZ@(JLFv9{zHDn64B zEH2wgUaTtu_F6^cm*0zrN2u(_MP$N)hy&}S9upX(#a25zMV=rkt;?8;WAB*?1X;8t zY=af1kPk2-PO4XjFT#@F<9XXrxyu@P>xICT2eOE#zid|N`dQ(7y}wZ)+W%U|*4czc z;1SM5)6FyEPASe@QU|j>Cbu@~W69B<;$latCtaSBWyE<4%%6$C!g;D6Oy9B8i=U)} z^1b(IN0@6G6fA>8qV7MgEN2=UB_cFxIF_=V=AA`G!};FK@ODzE3dKLMcnNW_%I-d$ zwZwKGg!MsJz@{PG54T;q>TT7nlV^E2Ow}}K0n@SFSnzc-S`i<1dp|4k9##tD4fe#_ zMsjht9LJx`#BAarVo^BVaELKp&?%0?FCDHlFu4r@+hXA#Wxw%242kS7WgpLB=U^N0 z^Nxu||1qm;;^yBDhM@(K9+aDf$;e1M^Pa~*Afk+J>zb+zt1w|up4+7RYFUg)$vqJ3 z)W!UqN);S7R-L`w<-Vx7Ptf^lD9Y9DFVwhV`MCUZe{vAam*t*3E7pywyLS4jOd^x3 zf5yBiYko@1Cfg(N^1k_5QA-qy>xOUCS3}Xs0D$4eMRCcxU-1^#d1sP7k-JY`CGl3D zvPYjvAT0VMv;NW>8GL;m;Oq-?mPgoE^GeEl&9Dl#%g&$O&2^mFd5XsG18|#zj0FDj z#2z*BE2Qvi`aAU7_PcVtdl@EQxhR%TqfF|ca@ZLLNxi2ltBYqqk3^Tj|DA*;UB8nv;lkVpS2JMeKR08nmH8eP}ffPJjIAvuEt zn$|_T>eU3vnG}r!iY;%S2KeiZ}eN>bg#c?w8-hbWR*b5Ei z1hP=}z|8-I%(W+brsiB0MADSaKdGuaOyGXr2NQz@C?~dB1TIW8)>&;Fj^VamCa)|G z%$tCy0a7MWc#NhmrqMR5Yp(% z#eG0$n?!Y%2s!=@GV7C_J;@_UvfI#Z_E?qp}hj4hLc>P4qDTzEI zU=epvwS=y-kQH8BZd`6g`d))Gw#m#%B8wwPDuYp32T6gyF()s4nws?-CEwh^)|+H@ z8s$y`i%N6_C73c+x+vJ!7rV~0JhVZeTE=T`}NLnXW0DdN`vLxedz9l_oZ z6=b#J&WQjb-PykZH=}Oq@C*%nqsXYpbAmnpo z@?RVf#(v?WNk6j#q9N@wM>5?jaH}8-{bJtch{OYM_kN)w4x9TKM>YsPk4kuM!( z$~IfKl+=Hfl9}1cSb1tkoY{onstJe>!C7M3YnNq~2yP10g9tPX#|qRjUkxLP$T=`~ z(Bo|aO|Lt6n?0G_Lk1&eotdfE79X*Qnf__*08Wh(t zCEH@=DF9Sd>z%RtbpQ&4n;}}jjMlzXfu&1Pr;}k{Z_4YF9kic@!eFt6LbdhJPrJ2Y9rZ0m& zub@%(zjSWBk`e5H`AcvnJB%s(ELTYnSxE?_+TT3o0R*=b2`CDK#z`L3Z6TM0ic6pG#S2)?Z5 zu*T$VrD*F35>|)c#Qx;X`eZ3{eSAN3lVs*KmKU~c)(dFAJs&pHEi~0ft=!$K2V?Xj zQq7>G0LgyDK@eck;->D$Lxl2dd?j*jomw8lg0Eg~5_Y!|?LPm}i9=E%PqxI1)4{9h zeAM!=NC4M2q~AOLWfGUf3dd*A!US7NfJ-nqco63eDHf1f8|8%B$!4Z_cz|0(t4`|( zDmIQjqOezNZIE_$_ad}DXZw_Sc(VMR$DMFs(|e!;O-poCG92lF?}FbFwc(}o=Tli} z{B^`EDRQc18{54@7~vqsV5-L%&4gj8|C~}Am!}sW;X;+28NAtWKG&u79$Ra_5X=nF z|Ez@yfv*%XPU47d&ewHlyBa4$aPlg3j
    rti-v4tU6#xG#lUDJCBQ_b3rN{%*_ps zv!T)x%5%l@$Xwb)4Ys8RHWxG5I7v&bWT+%-La7DbJ%jZtWhFX>?pdUjDL+hPVXOP994vhM)<2nPU8P@M9Y2qj8#Q4ff^^1JO-2$TH`g7C?>4q~AMJO-rt-!I_P?tK{u)4z6<&^{AL~h=r(2fC)SMjlE_B)g zn@~axM$%B{Qv?Pkb5wz2Qr=yHHLyK&zOu@ug~c7{=jx>_AJdr19b9LSGcdPM0jooVOA~xxUB#51Lx*0z=os?xP8V^8`^)f^D&a z7n|V$1BCi?-m_EA9Q>Z2RBLv1m3uAeW9LUArTj{7=I&C0qL@y41JqLvna2_iqJCsp zRCLim0rl!2UEj|KrW3D-WBj11mDi=zS)Q(^@C^su(Un;kt7L@eAG*wrSw?gMfaqu=+5k)vOQIXSU8^2pPi2drI@{WrmBlL52_Ku6wW(*&169h| zHsZ%xS#&&+4o=va$v_zoL-?*N*H|BDyL}hSVDM8KTP)VkF0O^Xkz9-+?t>4L91L+E zoq)+2*?Lfgih1jFdH@)_7GTMPm;l`tqs26F`EZ`%jp?vYta(NG!pnmnJ$7nt%jj+{ zz2!kte;fZri3n6QRu(GnbB6G<0syM~bR^crOi89zQX0(~UxFjsSkI=$Tp7Bd*$#JN zn+uFZX1vifl}VXhkv4>DJhXUPXaGWQI)S#w4eb&$-aM8@LIF4%%MWHkiK~lD^{KN# z`k+(zFxUA)#DIswg;~B$N~wktZuR}{1G4v9G!|CJ4cljOG02W-utKFN*{X|0sA;WZ z?XhGoxGiZcCak!&1N-mgIj*$$Vn%w_DGP0p!DSIwCBc;V`~`#O*Q$tUi`9A4=q|SNji5RB-mCmn$42mz84bZ&EC;1d!j7nlUY6tq#4b3+0?hX7VJ5UgQ=goy(WZ+0;q zMo>C gz}7)xNZfY5u`oELF3;(4(Os+^FL9P4wd_zRI?8rK#q?KjGqzmH}qkjstR zWbuW#XqpKgc#&A8PH6$4qHUOSN;RyZRFdYe8qVo{Y`2DLb{$YT1ioPU`SdDlByOZE z)f@RR_4SpJjL=Zu_=o+q^}*1h918bxOtemMG{@KG2sH}I^aQnFyEIW-D;oY{OU2lG zq_oq{h*$}OZqzKV8M?z)o+?e?vAXm~sd>7N7;+T7UVvQ7a=S}1GJq7}HbA;Z0f2Io z(&$>SQpIao&FK7p!}JRtd7|B4P$&yvUWb!CHU;2I__1(_xx3cmgfWMlPaa4cg5K@! z^30KR7C1~0-&wyx=dN{?=pP_VmFI4hQ_&(uTvI(T*<$ZYG3-hD=Kk#0va93mQ^R7S!9TsyxOxAO-7}oaNXER1jF@Kyt2YyOTym7% z@-uCB86A$^r5{~MPFB8klT|B;K8R(kt2F*fJ^{BC#zhGx=5`wwl;{O=(ILN1tU!X| zD(q0~?A;j@-mhLRSGA-D6koul&d;iCf9~pw9PR4*d)OmJWGkSNB4ZoT@!Q7(%ZVLB zaea4FoI5(0wx17+UG=ajNkkyjuxF?qPS~;bU0F4K!IPdq;}&%$VD&cSp~Qghre@9g zbwX9gkC%G6FCOCiH{%N+JiCsESzc)#g*Yd?FRTWu8W#v5$-^qaA7*{IS-fGMTaeQV zlWu2Sadb?LP%63Uv7|F98$#!Byg1Cu$)56fcTchtZ8Bx0-3TOoNzrlOLHPt2Cudh? zi>3kurl_W)@^L`GvCpNnK#>KsOQ5KU`is?(Ka&Dv#g<9<*ZlxYFQCw(ZFk)>%L~l- zcRvy8z;Itc)}!VuArN$Y7Q((blK~)5h8k+QU$%Q4uFfIJi|i->YITjV@!M-+50zC?b7uAE&@`py>T1quh(>M27>d{@Nre0jV)9?KFw zgF^R#jsQUUNBl`yHy>8;AfR$ijQ*}-M3Y0(Zc#bo8JhHHsD*4hkcF}bW&>6@C0*~g z5j}n1L)w!~?ov?K^lF8GDB(eYTbUpjzAZ|rh7xY&&F(F-&wDf$R>w`-S8^f9jv25* zrD@5kt0kxztyAs3WHz{Mam*K3t(W@2|IKO$6!0zjI8aWxXi97lN)ea@n=ve>d2QJa zi%tGr24+AXZlaiDREN}Krv^u}xBmL|lzHIKm)%)@S)MM#l6P1jTqF>m6Qi>oQ3SOG zuG&;mqZR$-@K-t6o=^;&+$!HyyxIHMVo+{%8l%~ekVceY=ZNzW0*)UH9N4De@{%;|*rm|{l)2|)4UdudROLF?e95j*Bz;#`q zo&Gj2ZJ);!D)?17HCDkI&k`hl+JFSSl>$$qR$jx>TaQYv*84J*1l8ch33NOeDSRuO z>{$Hd6;XuKoN~+ScZV-w3^__w)5mFShR3Q5BSq_FHZ*``IsjecC z5o9t;6UWqo#_zaHt^nl% zGbr7#II?2^+6GUqm)kq=iwL& zl|P@L{lhuQu92B7+rjm#5Jo#H{0Fww%Ll4rDkf}wg#g4pO=dD8^t}`13hqiQMcN1P zFprGoE|@7AXV0?F=8AEN9Z*b~lIMh2DHjAedlx z)UmPdn#h#BJ9&Z?VCzW|xpCxx&GWU<4sG`BXWK*3TYjnilLt*XX*NBKR-LnNmQ^0t zj?bSIL8!N-oY$eT`VW9=qK>qwXW4ZZ~+fU%loOj={J zs%i~xd|dBM2AJ?~x$ed!+5_MGd(xeS>lh+jP*>z0B4(11c_bV^M*@(@x*x-0^E?zw z*#)uU%~B%;!(>Tp3~Q;W1QS@%3BI5DHP|ND4@Pg{jC7BT@X8Q53di&k8?fw1%%&DZ z74|^by+@Y=Q4c~_cFZ66uN$|Vg*moYNxbbV>8s;TtIk?LR91TNc!~|oiC2yfL4VVl zzKrnlU{0enbnDqRK2F>xe0{yHO~cSIx_0Cyxp-`gl$J?{hWK;Qt?Q=bj8>P{;~)V0eaf_W-M zpJ=zUulKv8{3Dc}VE9=~+&iH8IyNWc$jD+yu?gia5AG&q@*3w7I>Ily(k=c5qrRS^~0Os;|M4FKM1e^RRKbXSc$eL^q zfl(o-LL~vro%5IA;jfjt(1(PJ9 zGGWuM{-Lq)BeP9=uG>WX&jvJ_4c3^^HVEVIW$4lP>P>L80Iu>cAR;w-*5myhZ>@J_T)f>n zOf--a6s4t=6VPm#!`#u}A&8}lBotL)4Uc0|qePPw1pVl!4tGL}3ydXZoYC~XqRcQ( zgPAwtDj!VZ+s<$Z=l_U9{~FQL58S0b*fBNcI3toKZ{S5%++YIt`ZAap%t1M_RU>e5 zqOneE^SBSTbUS)>Xkfu4&o}F8bO32Gqo%SO-Y1~&U|<`>2jVhz)Q4rIgb!jz5gfKh z(Rbko-ufdpnj(o&aGkX-q~`n{=f<)7>(N(mq=S{oC*p* z^OY)SIyLwl>TU`Qd_j;5SR&)mh+|KvT3R};uD>?@lY1QQFVmq8CN88sQR=4~+Qm!Y z{tau=^rofi7$JRDCT-VXth$aqMy3^8A1XkHHS=k9;k>5TjWfx{yD*Xn@9!vcL?$*> zOArxcI<6pLe_3|bNU;CcV&{Kx?qiVx8&?w9?_v{XJ(U9+vg$eg+X8gHqIPPZHNJnz zV7lH|egNL(;5KE7or_wWbSTVU6!I@_wEQ<%p7?hWbSrAQM1)QTbQPA=1-m@cUL8IY zxlxG#FobC$pd%ZbyVGr#?vQC{wI>F`vRULcV5nL#FtO~)EMS|d2H?UsHL-0m0<95u z1*@AvnydG0aM_XiH_(6P_>T#DqAM!Jf5Vb?8y|7+G& z>|AZNyPiIY3QC?QlQ`f z)sM6t9dp%1#zxS=bi7)U^V|0&e=hARKi~H(OmaNm*eFCIJ!2as)OdyjREs4t1czgb z}yeS>L+myYo4QxfgWEaF* z=6BECTZx!Wc;)H_-rPiCp1=}5pH&Q2mnKE$BJx_P+D1h`>BNwwx#j;UWRa8)I&Wyc zK>{a8RL}W7W6t3Dr!PCrpf3?A03f>%Ey_7H&1xekQ1|R!mr*Tk0+X5!`k=dI0OeKd zA&IYj$e<7<9rjz26qtkDHUOTMZ=vIhH&>QZngEam#HhOi`G9Qyg?g`y@(?Ct(^yG% z&yacd=LbH5xcRS;w9?)>UqjD{sHJ1R#j8eUqe8ydNg4A%{62+*W z4S@6|D(_#1t$@#gSv!yjs7C7vDVY}Jrz^Ki5yiR&_+}R=koI0sffY-lH+2pkq$|G%~j~Z_OrlANb){YEu6rdP=rgjv%M`h<&`pdxG3$HO}zGGkTgA z2X3d+o0Nv)R-)KhsEUN|^N0?Zid_iqnmKHk4#5ilfz~NTz%HOT$_?kO+l|c<>(m(n zmaXWM`X&j~wFdxDB|#Y3J&-AyxP-j|<9xbdXfDpokEj&<`&v)Q8!UiJbgsrH+??`Y#&3JipNL{D8HXuxe-Md7Z1>n4vOZ#@>R`H zE9qAsL;EWVg$JN`tzz4}Q>l^-57b=JcY@J~H7|uU2YNgZDuOdJb1rUE)p5=?_-!f2 zv>*#7=^Ch0!cnbv2eEv;N>-#3AYYY)G7^f}bicUmoEAa!5Pm97;(DuTom(K$@)&oH zYsHGDpbSuqy2zR5a4M7gye#CiI1yZ>l2q&FCxH^;Ik*I&sa+NJ=*!m!=t5(E7I>To zr%)K&yb(AB0d2jS1X}^{s@c6}(!#t(B5*>5dS=lKpOW(?Igz7AX0TGafDLfRAlM-T zJPLlkMzbPg4Qw$^P@2=n#7@f_sSN#+-P|}a2batxOGU@`{TOrwWgt?9+QXA`@Xz!{ zsr*tySH$l2EwN{rEqvXg5h60FzgcCt^osJddRRu|vxzuxhm5=4n?Y1-A_r0t8Am+G z!8cb_LB%(+_`+Mf?vG36*I*>>+B187yl}m*6u#=d197MzsQ@KH;*nj_s zeV7{igbN=;oy!FisI%hM&gMnQp+;|2iRm1WPu1T$;^fXT&v)i;dK843I>GTXn)h?U z8Ddzif)Nh8GaTk1c;1gr$$krI+=UNC=q7|c%93}OVBGYZbjmYZ68oG>|_V= zUKKUlkgMlHgmsKD(u3<98wa1D;C8_A6`5W86KVM(AKJ3b zG7^xeTbqOQ@4v8U-D11oL`eo-?Be7OcNC|oAMiv*MF4EHo2d8JJu|r1Cn+Adpw)RZ zduI|s0pf6hcR*I7j-^WAUU@TB;>I+rlsWY-@l0`CEm=-7o9DmR+@b!)mk6icHO599 z(PD`DS)K$$q5QBnaWF3ZUL>Q5Rks4w>iJ--8=;Bc9Wxgen&JlkcgAl4UWj8S)e|K& zS7@Uq4bO-Avw}P%2$|!1^|CjoWLIIE79Jb5^69MY#p@i-k_y&Oa1~tq?ls!j4ks zQuaVHGvyjkg`KUDy}mEQ#M;GcCMFlK2XcWk5S1y?>~%FBapDA;#a_cOs$mu;J@0IX zr&wzoE?k%0;8=JY0cs^y$2VVB{*%O>HU7ogpOmEL>FcY<1Ak)=x1m7FOCgsHJuh{tM2>1-k^F0`}orxlDP2? zn(S;(n+wzJwx5+or!A9>p_>4yc;-$8K~}dy!dkCYade<|u&&l!At*h@~E zDy0paUNzOx9M8Yxynq8ZQ`df8-fvDNmcT5cE)y~@(2+Dtr!Ci?GtPjj25FqLgcAdK z9`Th?d#rNHpUuEnqFFeSEn}{cx5w!y)dDq7wf1{#@g5pQA_|x%nLw>|m2LRG8u}Tm zKf+#*=Nj>hQmF$p4=rtg9&Qg*L$c1CVveW}KcClpAk7qPO}KP;o{&qJ(R=px+b8}? z(+^r;WbUMKTPN~hDNMEW=~rG#zxZJrg`5y~n2Ck$O%N!QpT)pLj5j+ZOh95b@8N=_ zqIoMnK)DB+Xd)l9VV4@4lh#Li@1LTvl^@tWtJ9c&YM9TcV_e;QPHFa5%u#J{H^5!KC)>;n+@NilQz^s@%N6pvx+*VL)Vrqea-?Gu|I zO%Ldzb`G5^zB+yzK$St&Z=vubAS3b`VZOJ~tZ>cCzI8DXwNj(f^`}&7fJ&fygMU$} zew?t%`s=ohExzqXzvNqKeHlFx1x(Htg1=*x0jC{RvcjmRd4gp~Ou}(Pj#BtfZ~ju5 z_?UZgsE~d63v>;KZ#_a#um|{pKH!!GY?Bjq>&m6g$SeYPJJ1#Q4%iQ;m8vPS`3R7YLpG7d+oTVjpe5{@ntrJu&r!n02Z z@_=KPexs;_%GLX2@0f(&(l(%K6|3k}}D|^v1M~*Xf z#1kKlB4g4FdZQx@nwcU1hXJ7e4d7yvRZhl2(;O8liKlOnv`T{UT&Wu5~y4b=p9%?$Chc-Q!5o#r7_Y#e<;Vb7TA zK<%u~J#0Vv72{1EPF1dxL_Y*VKSh5}GmFs{EO#!RJ}uIUik0Q4-Cq*5<@U{~VxYw3 zcMQPXk?Uf7AaYo%Yhwc-qf?e124xO%YF}!7ef5TVHPX(i_XDl1+Z@awsQ0d!%N?-R z9Ov|%e%daDg zfJ$8*q=4!*e5hTc8x1gBWhX8z%IpXL-y2FF_ekIk>W6*s*Bd`mYc(9D=}&=J=|5hR z!U3ncmC2nKXiGOfjT1L4GuXzVyCp5LT64|1D6|6@&>eU(u7{%uk;C22ChD%UF%R&o zXzh6HWH~cAF4mQ_x{-RUN8+V-g6bxA@zFu4eeYWYw3S}8fUxDJjB6JKwdAGli(+C6ZeMDAl zzDRD}B`}2F<5d?L^UnLK}N~t}9K+HRkhxxW%k(M8vVXmGOteEQmj*O=< zQOaKIA{vcHehP=xA;dGyjx~eDw-D5W!tL@C6q;oY}5FJxj7Lk&2|Jk77uqDAZy^C0i2qq@V@#klc-ak?-po{1Fc)(5> zyzEN>ICneADf^Vve>Sk*;pfh0oq|Em2Lz@kUKgJoZ zME3H}IHY>sum9p3o5Gxd$W9E6a)Sr;K5~GV2MXXN{xIRvNCUk?-6`BVXp>$5d@uk& zr2s2(GYs&*qbcS~>DwY1HbVHEoWgSB+P<~WR+7Ewt`j!!r^-bUHh`4mm*1-}Z9=7Z zj~{WmbBCnjE}-QQUtl1I8u|9i>>}4##y!qMrdY zVMp(n089i0x1bm%7$ZKl}|C{=3)+j?5{e0Ev3BjwOGjDd$nJ zoifPAo0aY`8ah_TM`>AL)QkUNEnW_v4Vns&XQwBGk?XZ@m19OUb0 z?=aPdTh|ik|8oU1Z!b}Y{P(~O#SK5~V>aADkk z6v8%}6r!1w`;*Mxqsnu2^8%$*=j2i@y2Mi9DY$LCwl#}(H=1ArA4ff{Cy>%{&qTFu z3G0l=fgD+QzO{+i&XP*FV3cy5lj*QDfNngTEJt?|fkkL|5qfJDnT{q2jnohAdqxwD1f zPu5b?8ag>8DhIVuN*9C_61b2Xb(KEU_0`Nn*Hz;@i+n$)Cnv^b`mqZI(ttiAI+LJr zXHY2TtDZgVA-$hnY*}#S1pe6BO_QA#;LpEl9cpX~c#W2Ls`5ae6J3A7E}t!P7prMCtcCmj_?WM5q$cPU3O)E4TJ-TKZv?Ew2-b6x zsr^~<6y6&Udx=d7DV}H01X(;QMFZ+E0GB>TcmlYL$8vYL@9F0G2~ix0vD@1+N@t#v zw%e2&`i=U`5m*yErjgT*B>w9z_CWZo0wnnMjhRTCm)$_cz?EBOP%82@OS}fywMF<& znV$5Dn2=fGg<#DMvslqBNN&)%uC`nM=J`_r2tkeSEvC>;4l~}OlaG=W$MSUC+Mnx{ zWR1T$MAwDXTUDNBJin5dK!6Lx83n)zGuxoe2ASaveAYd{7r0WBC6<6NdvB-Nw%|lz zPNgG2eS1lQ6fB=9spiuS98CB4`GkZK$CA@;vcH!?ELUjw^0KajUBv>Ua#9%>RjhLe?JP1reI?^7FWJE}?%TENQ~zP4gh zNkZD;bjqAd;)B^-H*@6Awqj0YvnPN)_x`tUi6(yIYN*bI=r}t@yAQi`rf5z3vR=QC z|5p}NEXnPZ&C=B^o`rGC(CTU=8`ExVIWMu!Y&lfyxH6?Q(ssEL8;wYi=IzEJ}6Kug)_S+;V*mE*wpd!9|l75}W5&h^vT zXQKi4+A4tz+D}?j)oROtF_q(U#*LUtu+jmRk17tT*%IXnDvE}@P$1T_M>lHV?&@SHrkXxybJ z?Bxd}b3FVOeb@S_jXd?BWy^BHq%#Psk$UJmvgM~q%&0w=0vRe?q_7UwDkeKxud|M4 z->iX6gwz%M#t6OEXMY`w3FQHK99Wu`uTF5HK?FWWK?E4ofbbH@ROHTyj2<9YmSUly zx+qbX@8%CyrS>3^LZ`YGWqcfK%Hac^M)K$(IX$-~vQS8{S@}UJ>g$Bn{Q(_ZuOQ;G zwKXfc?&*yE&wGl-e1dxf@G2%(Nn_pR*76Mxhfy|+-w-A z%_~+ij9SfRzx3~o^63v5e(f0@s6)#k2UU?^OW8@jK9`R8@I-;R*l)h=_xiHb383lD zR{358Bogd>&iAbAONr^o?5R$`QLS?Acjvf|i7hPT-B$TkS6hQxXFzp|cvbEgs`#Vu z?}2P=vG1CftSSdZ5hM3m$(=lc`I&<*yHKKrOzwIM-#`xK>eX!mX#Bf!(=KVGU-(G@ zb6_qXQlz5O0=l7TW4y9W-PMr^0svp*V)3@zx1kC_*X|@t`vElcUUv;^oWFYx!$3(? zNKSrgaCUKin1Lvm7J_3|*rxwtmo%_Ap=TqbLwUvCe`F5P@q`wVr|Bvnw+@a zlR4A`8AF)2W+m*SpV#qG-TOH=g%CP*;Sy>>l3Q=c4bwjvT3ln7!G>05YW80h@QeK5 z?x(m z_9%s?CCu%HY%H^XMbav|^(bQG!Exk^#z_2V6dD%xapll8Y2X&fP}=Y_HCf54Bfn9P zU`8QV)i#B_?$|FCc8`V=DZz#UU&^s0wc9Za52=W8emlM&Vhaylmfd)N3gk{v>gu=% zGMY9FNx65V>O(XV=AHOwpN|v)*;WywKdXuI+zNOE84GI$YV^G4CIo*85=Fze7Tebu zPo)8uNyqKK1pBM2tolcrW-Bi?%K~_7ZU;b_P_lP#C;QyEYHG(pXc+BQW?^V$T7q-G zM1P>A#Y3W=RZzr%dMU>BSodP+yL1NfYVUf9cIy2KADKjLwRV4sUb)i2D- zcWPp|IoKiTK>-bAG6rK{jfFd#>e6LqfoJ*YtqES5^dRMGjcgh6A>jfP)K~ zH#@1bt#bDWETxT|Nj_+|#av=?0SxU9pS?Q^&V)@y1SSK)`(6$D1=Tf(NI6{Hcbu{Q z9?nJ_T2Bjz(W}vJzeKJIWy6rhq`jw1Oh|gMuU9C?I0q%!jrc#Vzte-T5M)IiNl^MT z9{p`%$AM3}<^-Dw39vPp#G)ZfUuBU1(p1H%Zg^itnS3{^=UF7;^?`Ff7TfRBe+gD~#N4%$P zE0xjgD;87GCY6ljvYyc8R*ur5oM8S=y&vJ%PVxx;8sBHc6I=bgpo?syqSu{NklH4r z;pW)QlXf`&G~aOV1Y}32kE(hO5j<8b8!OOv41XH3yhvfRRo^9P)3R{1(%i*zx3il? zF0tsiPI?nqSv!h}&n(g8L16wORQniDDmN=AYXJSm9yh<=dp=stIkWgKn2Ys^_7PA6C6 zSoKbCfGp{JO6EKj;cpJth(>@HE9@7c%qHy+IBTPAHHT*k4Cz2wO$X`Poih7jlsH{&L0<=|f9hO?bZo|Da6 zv@ap>pSLef>RYSes4MJJ8gBl`2(2ho4dVt&6CA4*$~K)%pU}SKaeZH!6vN1&G2H1c zLg7p>%t$wXDydZ#e0+4yF{)uW{rToCDi~`AHSViO=zg)XnMUyp7GeTov-Zw;=U(64 zB)IS)E{!$cQK@B_Ww1N1VJY4`D0HoR(o^`N7=q`a@Z6r)oG#s@kM!q>l>j9o%p|Td`-$%v`=v zS1|}!6{r4XldZ1;d2>mXRum9{6QyC;jaA;PQc>a}Tsa4(N1A-@SJUlZ?0^>?s}fXx z1JP6B(cA-{%I63j;xDl0d|;qtFBA(URRufG@UkM#94ls5i02yEKcVylW^>FS9e@fu zTWhyG2nv4tS1+&|I<|U@A&dzHwajneUu{)w9vMMDp?# zVUOr1$s;zBp;A~!KUxqZTHHS8u6G${y>95!i?Tkh&}I$XrrV14Aaqr&l&&XS?hasGhHgoro3yY6p>9^#E9rUOwHZB?XU zB_YPla=g;%sHh$5RD;Cdc~V63S;om`Ob3rOw=MfAhbTQ-Mq~Lc;?rS=)z$ zSH#4>rDED}a^W}*)jmfRXTS<+RAMgHxlJk`ve}f8I)Pb;S`yDUXr)fNeYGc^O%c#< zDuV^0J&FB6vqa{WzWDb@5@6hTv}N{Fk`c;S6_LEiVzj1waOPb{;EUq@^o8RLzQ!l| zPQAo-nD1R|1pktJIM}Om&7r0u`Kjqz-dTI5r^*(DcOD2Uut&aDwQX7l7Hwp;H#bk7 zQMW%Jk7R_(1C~+N4K$^e1U51>PDe!_qA{7+{y~lgt5iDkAe(aVvX0?Fs@8<<{!56^ zG9N_x^jOb9cd?x`Jp~G+g|LF2u50%sq4q{lQbYHL$94aF^dvPhQ?eUU5~)30j1Ciw zas2o%R(Nxe_k&$UU%St1#SPo6uyXHHwvJSKr_bEP*Q2 zSzNX3#$06(SDRE)x_f^Z^rhcpOqfHdi3;$eFoLN+2l`#~g<6;Olq=iIT0ACl3w{;M z?XIBrq21Pf354BY`aO%`<)Lv%M{RD?fDgO+hLOe5-(vtAV7ATxPPLM{7WvPPm=MLd zJ67|KDY3Np8l9aN-LCwvb%;Z;TyGPZ5y@%aifZ9d2H*#GEh(ra-6L&X1b*2EK^8zt_hfXJmiYV60VmDGpSC>vTpiUKC z>ObEzQr^`Hr>N9@XVn@-QCx!|v0G9#XaxcQuipD+DyN&wTZxrM+1nE{k2<1BTXTl; z7IJi)rW7(;5jM$r)dFPtBs@KC`q$xq(JpPXFL6!84WgP_f)X|Rba;CkG0L+mj4J=m zVt^r3iUc~5ia#w1>1lG=%FN!3(u+O-`8xB{imho)tNG;Nt&|01kG&Gj)A zX54GULA}^!Yk$jT=ECD4_CpCFLcmSPL|4Svi%%LXx!+Db59a&;k&}y|l#)%~bI@qW zy#GsJq_U_0&iNGymv_N%2BU>({`^DMio0`3r)-zYl>-1Y8%qT)*6nWWS9bnAguemh zVUCWE38w;)h(_NV3z7lu-mLV8)xDGUiXJF2u9z~MP|JLRKQtyfrFzP9R$R`QY&p@* zje9r=BJHE{O^7WpV4r@omNQJ75BWXM%)Cde?ZP@gLo;%pX1&FVov3>DaY@>!*b%&c z-d=yk!?u_AZV3u59C87!r)aNVPibul&`3Vl2AjApXAVrSa`^K*aU}0SCtQF<;LMn5 zY9QS+YSI&2c*jI$5AMD(-mS7!gIA^O9u4`2)XBNRDZ+ZaMtf44zi9|8h^OZ*k$Yy= z=>6)vb5vxON~EdA=bqop&+1{r=am6`#%K6*1C)3JAQP8+&ctAML?$_zX}p*_O1`_m zR+7CEDEm}^Ihjl;PP7fr8qf6G{tmqxf?=|f_kSTDZ!4EASO88{2DL&&^E7msdh(K` z4%h;P;colm|1HWzak#Gzs5EX=;NF$7v}iOGAgjLNY4}+KRt#8ZoZY||;OuDp5Yf0Z z)!^3~U@4$aXzqhj*RLn8C~(E0)ul;*v`ba5tY7I<_XI35-thZ1g`nlbk$#Q?ha464 zim}i`_{v?jv&$cl4ZUwF`rRc7-OCOPJ1& zi`5U4F~-nQw~Jy-D33LM4HofaiaW(s)8{LiBILkzlCo~s9qx_;BAv0Z#|9JXzTKPS zMTQ82h6d9`CDvinf_;YC0mG;UBEg0X6I*!21>{A$es{XtS12%duBkOG+vak{val)c zU9EXaTk_xgLf~cl&nBvchW4e_c(cddXM9HLynEz{inNH|C=A1#D1}p>0-kH5N~OqCLC-B~5$5Z&LI#jk>w5C}S;(Og}^%=<$aKWrB3I6zVY$Lvi>bb|rF zj(@sZuI2(HBHE_g{$O$KeY>{CDUA9v!z2w2gA~1g{2tt?R~GL9$GFk3NN?f`o#oYWj2BC`U&lvk8R$J|@GLym>EWdj1*Fu(DYdaDVgu9YNj?!MgU@^Omwenn6!c<^-W&()aGoVCRIR!#a3Ev7MY5Hg zu4w?H>%)>7+^6bLBs>7%fqtScAleI{3pJew&6G>66?u(cK;HqBKveiTMTMhS_LfTZ zTOjgoU}53{Uu5;SYVb0Q@DX!E;QHVl4HpjzX*pQzK_>Y}iJ2~7Un+|HMcqGmZXpbt zALa8Qde3t6h5ARiqH6&Y)hS18)jgf6+k!JK0{E0Y{s|ib8c51vj$1^=X(bN6};@4=^bn;H$P0UMwT2Oia=rO$m)t}LDpN6!CRJ?_X-fm3nQh@ zRC+gMqJm5nKkDMFTbl$yGOwKDq^El1*an}G&!E3l`sY83b^LE%G3Z`qD2~iF3`ns{ zdwZWiqiC||jYL{5k16R70q^0T1LnE**mVVw)4Np3CxT%3p<*>GG_3H@cM$QY*jrwB z2O3L^Db#E`QMd}nf_l>(R9#^b?u7|kCEE}Kv?KEBD6Xf-KiBf|YN)_`HGT$3YA*pe z!})0mhuxgT@Twr0*@*>X2w>ELDyA9`6)D#JBv!ySU*wh7qC+cO zTH?(#a7gH{K0+_I90)7EJ4glMf?9XSgb-DJgL=DlV(V68dnJq5_Er9Llbk$*v>A2C z!p_!yAa?w!t1MDG`9gx(LbS&S<@cr*R{F*VPkk{=^!J%@!_PbLFGNYX`V7Gm&sK{L z;B^tA`niMOCSDJg6Z*ZRb2loEtasWq&dNgE!^=t<| z+bN&=o~t#kc*qA5nfeSST%rZi4K1GVyIUd1jFxTlw5uKwISmH=;5PiN**u?h(9p8G zpv?Uf>Yg{uLy}8dgm;Y?G2Dw@d-Hl#v1{Lr7;I|8e@F#ZrkI$tfv zAvWxJl#_ReMzx&DPdX8vaM~8m!5@y>yF9|=Ec7!sqj(T)oBk7eAwa(=Mgq`**=EnH zfYku}Mn$oweu+1Lw<<~)y7GmDh}>V4(XO|5BpY97J@<=WPIE5RYrV}nB#_0ew)&de zk~gb2;4iaRSui%cj@^$fzv`SAo$_wvt-9rq5pV>`c5BUc05*@h{Vi{|DFzvS-doV5 z%PgGkbt4fm6tN{8^_$>t{ER*eF5wpSU%mLongNU4p(Q>JK8Jo}Z5RwGQP-%P^Ss%L zApf358yPLV+&2XgjKA$*UFr=7`Bv6T(KUwg!_!QVFV4~@d91juQM(lEx+0t(M4vUqgz|wV1Xz1_wokNKOI>2$t1V_x5lfJ(eRFX+a((|hg}?>ChAMyuwp4>qDjXgnpd6{Ifo$C`BY?r`6Mh zYrn>sJzp-~lG9DS6G<9v$3_vvv&c4WeNWp+L5?;}+yaywr<*DiMV*{NNyib*lgw>D zu?_;&Qg3t@;$3BjNf7WReCyKhs+tjGo%VvFqAGi>Pc$yQ!MoUohQnO*00gd+=@cnu z#A)vZ&qnqt4LeV>lfr_8eXtvE_^-_QP=sZRS+$TVyo(M;3Y| zZbi&b-YwFpW^Bjf+ZJ7M`ioIzV>5#Gw$*r_SkkmwDi8JLe1XVmi=^abA+Mm;$3@cb z7Y$WW!JI~KJD^9jP0M>|~_>J_Wj`HBx9& z3#cJ>I-G5%hduo;ONTc3DBXe{u$>od3dw$RmB6%T+xah93g3Z@iQfItNKVy^%W=}^ z$YZ+pf(p3(W<8)vaCe%cP&@}L#Im!@zNLqXH@0eYvMi&po_`j7hSN=T!R4#vzaw=> z0q2va-5B}qo7$9lZ6NP1GsTS}gRb{yh3%~&i%xJZ3fn+#1qzyIV1G8=wVT>7{@vZ4 zCqz0!@P!VA#p|q+_9F$(GR%2rg;v9nF-MlgD78}cZ$jX#;!480_7k%#Xi3h)?no#< zL?LNEC8H^EVFmuCl}wzLJS;W?{q_sZX-Rr)k@IHdJ>rG}z>;Y-lCvxN7cvX-UqaAg z4R3GCDu`2EqN;q1D}1u-J$JDJdH#IziLRSB!T_th72(|jF~G@JE@C56QH~xAvbp5* zbqqW4m80tPpHgeWl$tGuzF@dmsJlYF9BAD0+2J%vwTC6N7R`V>O}ZI?95mV|t%kr2 zq;I6$m*%M5NA1r{7&tv^UTb`5Yw(-i@6>+)h;Xl&G_r|i7WJhCioD^%0|M5R&rn;~ zhs*eI_YE%AjfXd*b}<0aLO=C&+68K3me}9azKrr*KoeC^^w+uw1Wg3)<*mWplqnp& zM16^e;UJCZk~xFaDvb{6q6|4Txy8wW?Xqr>b)Y1~{p4rN7`AIu+>aQ~pCE5`NrcT3 z+zzQBy<&q!Pc_|gKsDpAa{4M6UrlLOCXhaSxUObRjotipA%{@BVz^vzI$cr6^{W;yBz7TT^2jtR;RV1hSOV&5V9vHs+t6v>G2}GiVEY zn8vVn5xgM_#eH2CBz5P-y(OE#lF!#=2Q3(Q&XjzPOyj4wvHz4-02)Cj^cy8SZ53;< zS9&p4pJo2-i6D({>eANc4x{0!2#S9P>>xSy-hycT3B&k=>PVG>n9~lV$%X{x)L^;h zlI#!*{78xtFQR$o}0i1Q!d*>eXfPZ%gnyY4ldZ|l^;C)xF z`wElNwX5oR`W*GeU@_QCA4&ER{Rd2HytVU$iHI z4UNgXvdEQ)@5d6Wf;iwE-jA@8CI|0{cfA>1`;Jy^GVSIP5d0~(@-%oJsE&;6&LL>+ z;*qzqkfRp;kmNYKL7>F1AmmRb*wJ1`-_ zjB*cz?5N7G<4)rsec+}8(6sX07J>ar8YSA1iN66FB*m-__{UyRc4q12=8W!gxc#qI zrLArsJ#l%M#a*UkS!X@3OhdVZ2F?~$T+u>UKmpTi##la-Hr&VMuK1#XSTp{|USILT zBzWjRL5ToE=hwtcoay^+7Ras; z(iLAb2-x2&gNRN#G2Sg_y~d~LO&mK+xQ+>H=t5# zmPl#vSEp?2XuLGP_y(5n4P>m$%(>EzW|AF81w?UN#~`RZQI5+6UM5G+f%7ThM>n+m0inf^-tn<|74RKw81(_2C7+ z+^kWK=P->sDgf7jxb}CMiB=K6sXmLHKBUITLJE2!4KzSLTU2#7BtTyJ3?=@&=W6ag z&Dc3IrT=X5M#m8<0eH`EVj}YHsiTgH3{CO290`rv{#8j(KT8Aslk)-t#5w;*3aPE{ zgb&tD^}CdfYydt@=3f-T1^LM4NX-KjN?p76y@nkg7|`0r=P>T^iyxJ;m`C}aMfvv% zxrtW~xc86}UMFJe-;56`is(&?%?CGe7OKVhtkqumfVBTRJfTtAq|;7A3%A4CxO&<6 zNRpc>zDT>4E_1#CFU6ao%gE$GUm1*MGpWYsIn|hG1U!!!5^MtgNLUwk-Xwy-g=Ld` zUXT0q&$@I``m9W(+3_$z`q*{ol)Qg!{Dd!{NSCM^z25R0@lpRC=QfMXFk46$a)V)( z_&c}n@OybIgsm>V%PyXCF?5{hW#449RV>7aZUIiW-P^@wq;)UQu!*KymK~m;@G*@? zIarSy*I3BA7f+Hp!9TaPx;y5H4VQCrq5#-u>ZlD*{F|do!(rKHAW@~8Q?DAqz=@~0 z6$4@LpB$m?wH0O-YZ8E zqXY=+8jZyb+Rx_wo(r6=Ik zmaxhrOqUJ6?Gn0!=Yr&TcHs3xSDmIz z_b)yL81rWolevU^%*(z0T&u(^(wCxoN6)Qy_V7^b2CZyfDt-B{d;Qm z!LFIA>65OmKIwz*>i4bZzV2(vMu|zrAz<06c^1=Mnz|j>V=y==Gm43Cg~A(@t>5R1 zrn55sLDlK_9LOmgF~OMmrGhS3&c5M*o=xjU_ep$_m)jiv9WJnL7o*v*DeYv%RGA*o zr5%q6CfwuSo4@3QWwIE$SOM%@Z+dD?g1CP<;AE>O>DajW?m$7;zO+^t<6b$gv9l&z zT4<8+fA7U<(s&md+r)V=F|%n6O8U#WoO@W-Q;O5SIdbygZm!eB$+tgx6M+8^WF&ak z0%Q1F!S5A`J1Q)xl$0YX@*QFO%py|M(-<~SD7Vu)2QviE>*IGIfy%V|UqKblJU2~F zdTKF`HgY66KqXN1!{FatuMDnoORH_ZLpfTho#_qk^2EvB^^8J)Rj~c0EDVDH zX&}^~sdmNbpuNStB03fU%q~5@Spno0IKHd5)najW^Ag&hLW^dKFH0ro7g%ck9$!pn z`SvY^M0Q$L--slTda~QHd`s;yF(D%;&4gxWSn^L>i)d`zcKWg)7D8|d3?0bMjYfa| zFF&ul*=Q5aNYQfQu$_og?{caBQ|33;Z%zppp%bUrgczNZmqdl7vXNYq4?^%R@q~q@ zP`yY?vk;l;Nx6pU?MxA9KTUt3(m_2t683@y)zynR#(Q2_i+DRYOY*HL-eg&1_ECl1 zIDKVL3&AO?+)_7zI@;}BaKpFE1nf5SJVH zQ0m%cM%(@Sb(sd){xnFi&gvRWy$pYrL#%uASAH-G-T{??H-loQ(k74$+aMEO4?!*-CrkALJ5!)-x3s*TWO=of-8v#!L z;ZM${NnXplqcj=&BR)ZAO4Xfx_4+Y7jYR{vxpZDe`S0N--OC@EYOqWFBiK-lz=Ff0 zzD97UvQwIq9!^A`>#GDQF14tU@esT!2u6Gy>lHSq& z)^3{LB;Ix$s1nGvRvo~3z+w|av5A+nMi;4H&fN_)Mcf}!bqLZHQbq-v#ZhB zIBqV6)NMI~KCJ34S*UdV*m@}1M}?uzHK?e(#VQQlW(+joxiDYa8k<~_XhG#T-Ri{t z23u0+Iz+lRA@|eWhe(QOd?Sv-MPX`TvCNMGfs@9w24zM4%*OoIY@jqIr&NV`=U#2m zeGi{8f)zb(c%{VY#vvXgRmB!xNEUMM?dp?7K-$67sQ6**7&exjpR$HwS>dAJtUFz6 zojwTwm$5DdPLyQ!%o)RY1V8j10Q$=uz<;u(xkO+1fo6w*{2-=O>RsM%rcOc9U)SrTMdxj{uK7H?mBrp$ZPz5w;tY@9z_{aD|Lh|JY?v_TnW*E<(82E+G$nxMW zXyj_ulN@|W&9JST^bdGB7qxe)!IL>qovB}h8kbpI@wLQm#`Vs%A>s^Pj$|1=!SYSL z!Jx7%XGmF%!ZYYo)2abg*b9dJSnr@`k=xu{v&oT}VlIebl=^)xY93ih^eHHCsUL|( zb021j1b^jU%@y5~f1|z~O^WCdY9<0fFRYa=`p!b@d~j<_9Ch;g2xMi*L=4n+mraPO zj4`4{g*8kUA5tIX;7xss{YHK0mZ-5o+1ftqDU}^nXhHiQW1dZy29E_=fZH(;mNBJo zk#nq}>m=}CqM8C=No~r;UF55rlxiX>Imbv$bwkRj>xMa&cV`GQ9pVcb527=dDsPutJFZJ38CfP>CM_=vX9-ht{{i0zGv-3|L z-K$o&z;h$7kAkoOXnuZ_??5S_eIoT&4re6fhUG;s;;aZXf%d}OPGEaDSFWU8E^M)z zR6#{KKOczbDD5!A_VbHH(`c~*t^3ck$_%2|?dwGe)Cw0e`z-05-(5qlA0js0zugog z<{=;5`)UkG^DLM@yy=LNVa#@{g%YMI-x!CtqZFw51ewnZME5Kpv*_hEqAQO~fxZ}l z7BrVULHP8)EA67%e=}`z1zHTw#5X1R|MY=anLq8?&bchql?LJ{L48M(Jt^!6f3V{2 z@xJlQU$u@odn@G80W`|sPWP8_#vQ76Awbr}5P7^5UpCIteMZmfkA2)@H8QBT3Vcyt zMWG$w-drLivI{YPo4D-7rXuEZY$24|f%5S;Au!2`T_7+H3yfSZ6fR`5}?Z0h*Cg zJ#9ncb|ba8O6}bzv~>k$S(@R}ff1wOS)6S%i_P#Cvcw_Y^p$DfzoaS(N2)T=vP_%4 zIm^AGV#Y>&@j;2>h?VEP=;B~sirRX9yvx)xlRTkQ?zx@@&yzAFA=l7WwXQ=KgqU2{ zAT|FagxZpWTu{Pb3}CE2z2-gAT^4VCJb#w1NoccLUy535?l+|Bw*4h0v)x0v%~+>LmQxp6(YX~y27S)aC?#Yh36)3^rl7G%{FoyWu0z1@(KUWIObTn zih(p=U&h|HTto;Zq9+vNOcTm{{LTZ)(-!TIy`qho9lrwk^1T1%?>E!)|2qKsM4$?n`!*e)P6`O{T2h(=t z5WfzfKf=$WpiI@sH4?jbjd|*k$}(3X?|PSO3M$@q{K81g%fB}u+O6KzGOsxDeKJBk z6C6JoUcA@3f7eOL*=S!NEtxB;*H9H3CN$&p!T|vVmINFn6A7lOzqW0r0e_C{4c7kSfH%!K;+mgDfYUHTVh@Hh)#j zo>XD2G+1tv@F%vZdi{s38}i%9v;x_a2{@t4LfLgbez%_(Nf)?Pay1_EK?1YwhmQ$F zy6w1tqvScZmc9LBX$F>x_bz{yG>h`fVSrmXy}RedqtmCO_YfF=AD95oU|KcWTsZ4iqIq6|Fya8@%9zI*F8Oe>vIO z`inQ!z4Xm_X1497eSo24>u>zte2o!HeUq?~9T0SzoG#g$7_M3!>@TueWdaVU(G`AoBFXU2IQ14UXWV|9*yyT(Qw@NA zCK~LTR@67oU1%UK_!n)Hz+bMpJHGAvg#b~kbJ5JWN>QNae*n+x+u?IB>#RQ>ODv<0 zpROrYM>s3q+XfAaWhjYZ0Sf~c1z}whiDDN4A?LC6r0(7|5lS0)CGu6p8r3X&j)jf7 z{4?VwE2y`zf7;wWY2}47%|-t%rW^?>X0s;o)Ay1TVjT!%?jq34W6l+%ipe|)Ockf& z8s>eK7Nw0Nyyl#vsD5?D@)Cp<7hs4@-{qYPSd^y)Mv@4uP2}Sqgy%vbO-C@;;`9S* z^1aMhw-q-Yfcn$3S>|Jq=A9DUmmX5UE(oLF1%8X+tPS+x{GKmLw~nU^8#$B`zo@xN zRn);nc?&7q=UaYl4?TvSdG>J2N^upC4RGxu3ssXbsQ5?C2B>s0uur%XG*K*gT4mW( z@alQ01`j_26`Cj5eGi7R0q4Ft+2cy0#3FrKxI|xH7;!_-6+9bUQUke4g}2s037{Qu zSmD@qR@?S5d)GN_IsWtJ5c;kMQhKC*$ywqF(5F^8~T^|R1sX?#&0P`%>kmP1XvEG6Ub-8 z31{HTa%IjJamzEeT@xkN1KsM|^wG-xz`m5Fp-N&L3N_fJPZ8jkuyOrbB2e(J)j{%v zRL-8M#-g?}VVq&zca46{F%}?^?mNDv79(XUUtVrEzNXEUG7qLw``^rL$rzps7_(yP z9^C%!Tys*&|3GGYIGe}Y&oK%ORhF{hT`g+&jeBJE1;r2^Arhc8WsPn69h2JM;90Um4JUEbZyAL~m4 zH`RPA!hj zxr=1GH~Jh70CpOGfjAejMt0y4)2}>RcxokLc4WzgQ9Ucp9$0PV28~3NHx(zTfkR_7 z1T=o%YHhQIo_B+u!Z-|LTf&%hZsiU>TJ#g`$xe_Pc$Z{f^wg=fw2{}u{2lGvF~&=J zOay?+x@uiz*SLty(`bfeG}u!JghW+-|IC=_CTN-PGlAId?#!s$H z?ceq{bW-G#C^JJ`Z()(^lg|uZ%5F_kTxEA2s=y}s`>vSH946RaceY^{+Q+j|F@#DDO^$@m*WoU_FKS&w2>Sp4agZCFrly}Qo<~Qi;F3h{jOD;LF zDx$r!b}5+J3f9g_YASKt?HRNOmpsHsKc>9O#Wc03-**$09{`sPLyQm&Fz$ELowK`; zShe@?Xe^VXwL3s93z06YZYq9khX%CHAN$5X8@lEiTSY9nCkf0|XAUeuqR87%4lBk+ z^LcVSB>2J%MmwG9HWNKvAHW~jZv+k*9f3TDWC5;XPP|7ZOXk zZs57BNU?(4U|qlA5E`>j?l?f`{3tXWfT*1e25S)y(BWd@zJ}4>{hg@CRM_*WaW>gs z8mEfw0UlLV?m|^v6>eXYX?Xzt`n3iItC8yS_ex^O@>)!84lX$WC?xy$q?4fL6UQ^T z!fXQp87;}R(USOfSu2(rZz?>M^8Lp&BtzEHkhhA! zm~nNB`?vJ|>HX#fU;%E7OkR;_g-}Fg-m4yR4VAv?gZu4D{2A*wezC{yyZ_KQyTR^6 zbz%V+5SzAPN}G!b>pl@b)eMhgOCTV~11%67n>RKzQeFtXyZ{{eWB^X=X7MUpV@2Gu z9+IMGYx!N9oucRPL24uGM$AT901)g7FL>Jr?PXU3F#yN-(>Vbv8pS5jBS*+k^OUM< z;-6(lq`BD5|M?9o&Dv~-$J|H=b=?wO_=h2CTNIi8LWZ~ApOk5DC0RgR8k3VQHJR^0 z3~d_r@neQe_)_kEC=2hk$@A^MwDE)(gj_h zkw3ooBeY7+2?S~kZSquf@<{Qz#4NB^w*nacv^ zeJ_O1^Mj(axYj4!z>mGXS~1Yk{8;E&(PnUafp&kq-n5Lxxfcex2V!P)Y$oGC=visPZO4$NG3;rcy2c?KUyYSG07z3q zVsE&j0kOsm{yS;lTUZ~Y&u}zcv!+0$Ce5=@re&5%8tM%uY zi0~5yf!yCt=wjZjeF+BE*~GU02VckU64O3*xUSHfJb7uRub_C+Kjgax0)@H*%$DI7 zRdO>GX~vwcz_jqkX8$*^&KDXIAsgvPz)xueCvgUYlE_{UfNXseL!dvUp`UPY8+c)Ivh-Jf^eQ=`HETGK1;+>5T;8Y zEDi~Z``nUynPqekt(2hwYLFwPK5p6`Ei5O5II7 zlK|m(caq5!5W|%uS6{)D0n5IW4ahyVMt!ssoD^b_pB9Z{S8=n%X;Iz~GXfjN%Rr-bh92eM9 z6}vVPxo6t=h!Cw2A|_-X#C!3xF~)6&JC(YJwp5Km9Ti=P0SHkx3A^|w!~ zB+wMX9p%B72A60kn&3fkh68^JtvDazYPeOHhrTBZAQtSIZq*wKw?s!p-b!)hF5?*# zC{!v#<2gDJtdW)-ul)+yMxY-#dlB90jvQOI^rFlv%71rWx;>8>Qy`fP;EWJ3D$Vd( zip0jpw}5ZB#|8AYGWJ!mSTRa(=jU_kqJnoqAUICqW}V<&@fyeS5s;Bp+jKWeNRpUr zs#F!XV;0X$>7F*2I&wnqWY3lXFI#C;pwalAV7`w4`2VRPz0}G#$ajIiCsKMnWtClK zJ`(JYAY%YX|Ht>@?oH>m<4x-lJ=!#qN=5}{j!(pcVOicQPjpP~l7ZUz@H{Iw z^$N2rY$?-Cnw2{p5P8bIC;hX9_Ol{V^MGdw$6*mwJATAt9(#8Z3++5lZ;>o$nC2b( z^4n%d#2Iv%Rr_87hj+n&-Fv*@1QWDkOCtN(IKKp)A6dHqys_aG$1SXyY5Wb^d$4U; z4!!L+Ta#22$Ke4=+w`~sc!<%gX^imsxI(XudvE1Oc831_g;?m9R~t~>`B3rZ)%ZHW zkR-wDdVd?8`0EY<^f$Rn9;K|1sEV7s%7>!LSj}}aLCc?kcT4~cpOZA}h3T?0B1Gf& zapJQtEAz&jA!kcq6BgCc0Mol}AlQ}%4KHAaH2~q2({dwp%6NHrU!cSrpvid)^KV6= z372GH00bT#Al6h{`jiTr@26Uv^k$_CBYluiJ z>d%xiXN;4{gs$YI(f=#&BbWX`|K<9Pu-uMi6Sl z5OuQ$xl(oad;yDT%4Ybn7?Ca0Un(GE4oOJQH(h^8JQkpbmgA5IQc`!WL``3_T2rW8jnm%oq!~!~64TFQVhb?OdU88mKZErl6I3%_Alm59ChiJ$L-%B@BITKDBz;9G zh%A+{uQfC>qsdpsfG|CiKOk^{kjRMJQmfeEx2ND39{Lr5N1%%_ln>SG9~O{{N?(<# zhuQ*S*=V~C+v|i`!k<74=hem)$VQF)8M%o!XPjG~{gp%*3BCMEPvXEGAo0At zxKxOGc&QtuQJBh>ta-atMkdU3iJ+(*_V7zuh>eh+S{;S+JI%i)(bPx6CmVTeZMOi5 zg0cd+rC8RX4ZrZwkN^E`L^WA*VALZ(`gC*YsAqQ9lr6os8~wLt%V~fRARSz88p5GE6DNV-=d2LedKAK ze_)eJ<)&vfl5TQ72$pxWxIvl5D2Pjg_{9%A$TuSl4(HJ*>GPDNPqc8rf zN=dwU2RK5@ed-n!OdfnAxTQ-qVg7KkpNxyEt`(0G72G+Vb&+-KX|)kJyNn7ZXkdD( zm#=dx5N6Q$xBE7JLj>b1f~F8>_c*uH;+0-9Af+%*ONb2Mk%PV{^%)395qKgngTORH z8jV>ZiEL_(KWn1tnsJ7bTlo3mHW1~UYvHO3k*_XxVh73AGt~TUMR4G;W3PTPJ?(mXZlV&ex=zBY?^DkA}k5DQ3tk)lz>$m$~VwVcRTVqIbwy>ICZKQQ| z(uaT69m!M?h%|-v!NOKO17I;ff>4p6+EQr7b?2t|^iio8PkopFoF?hE?;vg1eGb7i z*QrG+2pu9bOmhuLAS08u$I_?mHLEY1sUWn>=#IPeg>o`7G5lSb%vxFG`~vhXus9=v z(WAgn4Grd4&=wY!DY0NGR`x9F{CroQ!=s)f8Wc#$e*d{#%1htY;=U`5p|by1V81R1 z0FYJa|FLq_vq?$IkOjvDv0bhbD9N-UI)WtILDiR;?9(p(F!>v}#8JkVh%5ew5HA|K z*=I*BAT$8BW2-{zF=B6|uOF|BEQu;fRP<3F1!X)MC|&+QdoAI1g!j^8-het<0f@w+ zg+fIG2D=Nj!gUJGimTtun{56+<<_+Md~T2!@ng1n*`p*DAE|WeqzAJJU~;5 zsW=Rr^5$d!WjgY%kblOBvyv8lv_+%>&&N7*Iht_Xc0h)S)kR35)CQ9#7z-#{4#yiecKkeO=sO$EM&{au19(DIrpH)c3;2NHVbnp7?9CW@ z;=`e$>kN|=zL|DqM{J}}qO+^emo)J6C%QeDb=dsG=#jc?!n{M-1 zW9oot9JdN?#CRyKQfoefPX={;rpmt_q)NQ>z5sp$B_ubmdv5Ixb@?P)NH~MkAKtmsFBUZ5%MXCL((ZMft9L&*-E!j)LEJbgkAKC0JN}d7NO9 z*Y)y2^O%rTu^#$E8R4mAZo?WQ=uzbkT&TJ{4>}w$jXCpf0MSV(=~(HAhx@RfgK*q+ zEEixx0r@TNvD*Y2;(Etw(X-A~q?&+goBY<4I-;3M^(wd=>-aBb{7yYQi zzhXDc3?;FJG`O%C;mySQ++ZRBi-u7;kj6dSx95P1D5NJdO|F1wbI`ij`f}_qjX%>Y z@by6#1C{vPGS6Q&vq;>Eu=!`g?WOX}^OjC#q1=s;tf2R-EV$<89$$;weJD^H{HNn3 zlTLQv#YhOL(@eg-f`43+ccyxpr$79&+d|@6ILGA$aM*uMtZG+1Xt#{P4t7(rlpAY% zs0He^>f0@tFyOFspxX#+UjRWkZbJDudHn9v4ACKik?TuL(})!!k}#%|gVo&~d~Wtx zq^s*=byhJ4$xxnIf^PgRhEg5|kmcB14Gd&oVMdGIx>oC4@S$KPr6#h5+~ih67%wq+ z;H+zRRh*3EF31@!;&@cGeT;Kkn4trr6r1%I<2&4iXz)DOyMOn6N)GCrP+(i1A=mM0 z3&0#7Vi?9v;7m**6pqh8P#cVvJu>}cNw;WpneUrQj4=@s6S_~OmN8T^TC6d4-w!s& zSsjoyiM^cF^0GI)@i&0gWG#x!p#%%*hR&s*m9!750i^OlcYko9j_sw8#u8lPD^qtH zA})3{>hy@+D>LKssZEiBv-x78qknfbeHaQjC(p_}mp|*mq!i}QwsYfqqJv-`Hw_SF zGJw|*+hl@B60M&B7ri>Jdk~mnT@1WFza7%j7eT#&cUVmTB!^iS_rsl{{MauFq;)Hj zmiu9sC}h5B6(3!EcjyC?abg?H0{~>cmS2Uk2lhAb9YxXq=&WZ>vwY*e^E;l)1o*^y z8v5||JAEc_>m$p=9M*g#*vu_KR@Ga1bGIDYPT8#ds!1|nSA>T$!hW8Mebv;`z$b`v zsTzV79<76w>|anB270WKPlj5>k}a+_4^`vLIF6I@gP=Q|NV>5i(?d02{?C8?0n8Ud zg!zh{=;>d{qGE3LF4GR|5`d}lt4VuqI(;n2_1AuIiQGf&E5baNA-B>+;OEb#I9RA# zF@ZH45GL?K6c1|%XVmK(2_G&h7nBUMZ%DqSi)$dhGUo{(ET4go82fq;%jSKYes6RS zxrdU{zr^f;8xBn%zHO9`aY{VNm}$7Po>6#P@(7Q=L zhSLATiK!5?&)&?xH4)hw(ZwQ6X|uCE?EK{&aIVedUw9GG-HrUyQGN$L9ed2N&}gD( zgvhzSYK+3`+M%24ffcT2AAJ^xVMf;9?E&vu_rk)qIpe7(SK0UzWB}bI@AN0*0l|I1 zS;U!?AUY5`qf0(pq7_JE`HXb0YpjhJ@nDk{tp?75^4o6Vo*tGXP)+agVEF5c|8^-f zGjq0&8RM!7&AqP(X5;FB}K(;%4LTlM>(a#Y;P$yLK!~ z5f!JoiG$Cq8Pyb&bL9vpy=b|>I;QR>GD9(9pBdRZXc(}(i|T)eD`K<0NGy2xO8}eL zxZIl|kvbL^SBHFZw`%f&UqlpJeNGN};W$xJw*z`V(K1TNVAA9ZeU&Dv4ke-KxrZBlpWGfGLd?-FlSDwT+an_rhjG5#QSA&l9cKhPeiXi)4t`)le}ACO0Z4cbM$fVl zK#^5}8RrNl?a`%6-Te-)%_Yd-=`yKQcPTk`f%|vkA<##dbgI-Jc4kjDy?SNYF?x#K zCz#}W#%d?sc?pgT4SB+}OEvm#B6HPgzDcpSU~uN$MRByN2DxpZE`IQ4(rhh&SN{fu zo&J7F7vTO!3k+TNbswcNC%Q|AdQdlJo`rERr&yEKl}8^xW}D;7OH;33fSLv%*1_@d zrlkYD-wq9Rc>e!fMhz4}jk>Vq+XioDJvW@!sdlM1?2Ul4OWE_!91Gq8!TT{#-)&st zT!|niF}Aq<`?S;{_9DX3Yp8I4-N=TT!;#^i!-A7nDsuGh`m#~pS}(N*eIv`LY<~{- zY7)QKCydR0Lnh{De(@B@T8=5M!DqJ#S~bF-bn`pCzgDeIEHg{>MTqh@3S^723Yz4R zU1^2I(>h!5Sa@~ZT+AkuyTimMkmfz#B&&xvZRof`Q1w}Hbh}XV*B-ElU~{0Sg-wty4+J73se#tXfVV z3Te|fB}`Gk&niys&uIGSvxkv(c5)|GpT4puXL##6KjM9NzsP^H$pOmbrs>VU0Kt7$ z8jgZX?`^zYzZNb2YLXy1`Q^dQfgPE}V&QR&8Wn8y?}Pr+D~u+GrjkadjVhomELX z1?E@s=T60ql$q}RG7^<=jQmTBg+-&VsG(hUk-e2C(vDhqs?48{aM*n4p(SQfcDjC{ z$7AEMImQ`?$4<~OfL1tX54Yt+#?;Bky6B{E=g;mzoo6kaI#LuX*_uNdEJw!DY}Jgs zy(Ik>O=&}oLS|`xQNDPzxB$U9+_JN~T2sH=9MaOBWZI9-`o^}g`sEv*o>T=?R3tVR z#K?&{i~NQ|aa3bp1vMzNY@6}$)E`y%5{?w@{qd#AkuP84YdqEt4LC2(k^gA z6Z3i4Udsbx!)zeRAvnYv9cUhd#kh7mY_bux4AD!_kw|GN4<4XrB8l|t@)f~KK{k8q zIBwt2AGmctXm1BCcnji(jNESe8X{F9Y%}0)por^u1Q{^H{$v3C5_l(YZv+zk9DMP= z8=<#IpWvbzg3*H1-QcFcWdPQG#0kMby8v4vcmNn&QYrcB8LQ;=k%Ew@#$0)FSL@bbssc_l#-+>XNllh16$NBsTygNYx)uy7|L*caoQq%Y*Fn_R9Q2 znP8uVXKe^x<{RqBkbsNTp#-9*3W0`L=UA8cK&_ueg8HHz;{LjmS152O$w`}zvlFch ziR6^dCywVQn3v2i^Sg-w+%Q*?j&qBXUGJDZ7Mj-4+rhl zmEl9d7Lt5dn`^MLo|C)uwO$IiCN?e4{08;C@qyvwFpl{B!>WpuT7v2@ik}UrNCczpSXMOsNUsWX8A5=f`+fNnyh?bQb zv3&B-?B{=PQj*lyk*@>$GhN1~`Q|oH@uzO*sQ!c4`G8(fd*H95KTnqviMdG=!WIL# zMun#%>Pw0XiCO8{aARPFo=s`z=>HISvek9m8q=)916tLv5c=}cqytFutw%xR@1bZ2 zO)$$YeJrw?s+FXPIg}UvBB*aV5Z6{q2-4&>naC2kKjScmjQ6mRXyvasEE*>n9LiDl z$oAy87CMuq2&o5GFx_gFS~r4l!A-*F(98@E5UsC1!1fx!uW2v=vQj57J||6C7{Jx; zZMaDn#CdSIF& zP~##57)d~+@~HoU>3%R+O*S_K#$D9cxtKM6jjT~F6sG5%)h|Z#6J5(Q5RFETW+;P; zZFb(Z-JgaZ2kdWbYfEokQJp*Eek^kxHYz2yg)wjBrLJ5U+tm5Z>|*Vnz(W0XgOt*X z56xOHjhbUL>@^j}6Ct7wdwd1k4wcc-f%_NFK#@14^Zl3O%L9gri6j0e4p3%8rcr=^ zvRMH+f9yNrrq1;2KJ%^t^1TPp3Bjlmjuf0Y>ybspycb65g`{^(9) zc~|I(*8V272!;gEvapGFL;tZ!=-W|x`>XJK7)9xf)c}h-Pp>@%;}qcQ(i9iy>k@~t z{gv!ns6(2{p2xgkCr{=Bd)h40#rbj;$@`$lk7jq^Rg2GM?ds$U)0H`%F0n{9l%oO7 zFqbymiJ2h;TO(dZWr3m3y{nsUR=zbB^cW9ZB56&(`-1d@x#l6tBz8pY{Yb3noHvWT zoNBJK_-v~>eA8X6N4a_i`AA;OdWSax2TQpX1koQ=h{@L8Z37N_bp37VOo^yMbp}Vu z7u~m$^*pjCa{dZrs%hWOxfB-Lp*R7YP&>u2yEEV?cO;={D)HRiA&5-F7l7HIhXIyX ziBg3dD02V7$_hR2A;Npaz|%Zr?JHm`;htWZWG3!t(?tBQp;r@3BA*a!lTi;orM#hH ztZ21=Qn1|m12c7i3g4M@$ArwCdv}N;uxKYDz!f~;_qik~wg*smK7T zjPRp4cUO|FYDbqx73z~dFO7=ciBOxzG9VV4i|Z7Vs3!yGk5rj_g&2-7Fr5mFjg`kN zu9jMab$8OmWAHo50#(tZ9BnTL_g6Y|8+MVPg?;YU2^i2w>tVwib$Kl4n39<03@lqS zyMSi1yz*gsb3J+LEwHBbBTsr&APRzkPJm=cz#-5n(<3gvSb@q+XiHmQH)_xVcys6k zI2J#nC*Ct{=;dQ>Vgd97)^P3$`xyRBdq)uSMo9c4i_qU|ElbEME%( z&v#l7=--5I_9TH#`>hG)*9 z8>?RN*9)7D#V7#dtgli;D#Qm3+nxHUxU{fx|Ds@HAX~c0=9#XEQL2-{-OaXBXH0g& zNGgCW?8zIP#I*jDldtHJScr1=9+w7v*P9^*6r69~N2dMT)=v)ZMBcmv?FM}T$}->{ zi0C#~#DDl9{%Pp0^?;_#5!WbXGpu03%{x|c;am->iR!FDBQgW4_ zHm8%~FMs}hXc5m(p1glWyaaaTZ{$(ja!9>;Q`Cgr`N^C`L?O$0ZSA3&WF?C$b8d`I zDx(b_^Y0RadmZeOv$1m;1zQ^f&_~?LN|Q98JIfDUmXB5V(jqavB4$rVOCI9A8c+&p zOuD4(*>da4ULnkBWXXm}($-XH)E3u-Y8XlS*6ov^eY0@QH0T0}n$xgjo(JGMt}XB% zVF;N;g67Bd_@)jLI5d6s@jW7L-s2dzSE!+Fjb@Fd}m8y7WcPlyeee!kTj#v)F%-k zLev0^x_Q);U=2=M^dDt*mqWbu5(Ic$#AUvdOIBk1iq1DAp%G$J$<%VPnU757`1wBs zJift_Wcz;@og0xVp{{kme$^(6QNUBmk{qDP0U@S+PDIkoapao8~wg z6Okm3Y&jvN2)i?UJC(QSrno~a&sIHUmUehiJdyZ1^-2*5kcU$NVUM=U8x84mfs#BW zERoRf(p$kxl1vNPP-etSdg8^zNHgzzuW|fjbjSU+|5|SZF5Lf$v*34i(1%pQ(dMZg zPKD1_^F<*X;)+B5on!bH9`@aBOxKfL^);_jJ|#tR?axFFp#Aq|5R%l;UF zCLpp91Bdnj`$riG^CHw=cX(nA!q+FcMAbq8N&{Y5Xbl#%lX_AT!2sy`sUoBxi% zx+q1)O6AXrpy4FiKBtd;Zf1TDRvYg-732YV)v4CJkFZUJw_upMcvZFQF(O{`alfV& z8)0jMK2txkiv;{0yux}=IS4w06`96{ELXM6DyzG57?j}oHWmSuhBJ~12!kXw3+sf( zy?pcoo%G_(mDnS7N&I{#6Ad;I3bR5vQtH|!5m7vThYLpr2(PIx5UaMw+y`)o$71c0 zWzh%~DWDd@7i*-wRiQwS?~V^o!+%4g05PTXuIi%BgMv4>KH>!paA=tHGz;+Y8Lc)+i?>k6wp^4RCq4!ZN7AcE1hs&4~?`7^c7O+Skg9!&k_rco;d? z)K8W>?M&nE`hdqzOIvE8=)#6RopnmPJvsHBie7SKwrl1oe;7e%*x@~*jwE7o(aLHi zuD`wVuec#c=RtqurxA$xbO1OKUcEwxTXtmyE8+r-nq5a&lx?e<#foi_LUMLJ8LlvI)K3@57I(9JQ6 z{+b8e0YwR*OXBHcIZD@v{x+7bku(%8ZL)7+#uS?j9qT=$|I*NoIry&u>0Re=c!85y zqpp*hUR&zsk@1z$6TK)T9${DR=BZ~{U=0=v=dpE_QaZgPKC~cK&41i&S|SW{b|hj+ za#Fc=ckr3&r+hTQ0m!>^CF105TgXTWX9}X9@f502j*M3plcAA21U%ZKxaleW4$mN? z{5>8=KM0VA^sYHblbc1MeWnJogqPgC@^HSO!fgk}o@Uwj_)C2zAmB zWse~-L!||!-D`AZ7<#~*SnbzCLnnc=qEH%KZTf?4x5RU%3vEI6X;z31(wZ=9NLIL9uPWPyGc4mA0x^;pKzTOL0W~B4|(e-Dy2Md<7pW*jXx|~OqP*gpdb2CuTXGO9jU+^S{9Jxx-aH=Y( znYUTW3L}dJn(0DC&3kS}fC&%fkj=fji`=EF4(+*-f(-Sf($GKFxz4{W{~NG>5r-gl z_b5T~i#DsvdS=~GnOYykiw+=a);D2q840>CR;ar`k^1dWKVS2Px*`_>D__GoEICof zkOVblTE8O@h#;^G* zrFCNt6_<7d0zg2v2E?ggvKrF5Vc4{CO^nZr`pCw&$kFBonXR7Kjkm~r#o&GIcnhTd zy)dP0OdW#AZ4pbLc2txj4aD|-uZ@!+B&S~_u>yrRIRBKtGi@6;IRjH|Ra9pWK035)gfNH09?0g4uVHvmk5!teq#G8$JPDTs z3~_nIEB#ZnLu7)IipT*g{ZSxJDRx8QpTOIqQ8U5X&wjm*U3Pf=sBDF}w%xjpwj+rs zyq_BkRaMhx)`~Y@sV$rJf`By)tT^emK~`JcpD%lx#}sK1g)B!vhBL#Q^!zYODvL$( zUyp**Fm%LyW)7jh!kB|AMUlOAne{qeE)~83lxk@1IfQJ}N-MCbc9#d$O@(wo7j~3K z*UuP-m#M7t`M#1whOHAq0HoJ5U;$mvN5{8e#-hq3R)5H3fTSLTR_r2Tq{u~C-O4+l7GNIGn`_+TPK`bpNF;zzB?P-&IDdv}AP*h=E7^#Ho7M~@wJR4dzb zA;i9)W*cs`xt|&G_Eacpf)ZcuB;N#qE0N=|&Yh}e+zC3L)1L6(NUCu|Uk3Ht{}s6b zM*eVl{_2&Qf&um;>lzfHYzQ&z8c#}znCfu!?$`wwumB|O)<8qHMsYp67L0WPPkV-7 z5mA$6oJ*X@Yqe&98cp>QvO$5huQ;nN?RV$ux~kGJBfANNfBs~TLJ1*%kX%#1ufbco z%BL6H4g{_3?HFpSW2k&0dIMHQ0%A$xcT8KLI|XYmGEp*ScQdb|0s%0*a0eZkpvZ3z z@2->Y?pp{lFppMGpH==Y4teR#Vnx^6QZO?lR9T`Y8?1Mk@5c{7KfGdTnV{%6rE_{D z*em{yF@`%^T)CB{+K(lN_2KXtv&_vE0A7n^5o+KNS-I9WeO5%es)S@7ya4T0bIczA z_~^FdqZLxOWY_t6;^%N%h)W+Jms~&r$Y8$YAa>fYrN-uSM065suNk$;%JM?Y`hbKm&>bqDa#4luldd}VrvtfM>2UFtpejr@Lm z&-+;i!2YoH6I}AG0aiTye7Sxq0jQ6wUAeDxYq0OD@4g@SQ@c04FTQ2pfDfMUG{EG~ z=qupobeIfax`z9~}AiX1= z?QZgE0@{7I01^*8aeTZ#om0C91S&nl-=|-EA9T07^#q8%1pw$znK#!f-6O!1Z^x(C zJNOsh+v}_C6`%pI>ucJL$d$udyX`BlYtC!`WBUoXetqrTCNTFs^(Fb<{ABv++yZ?A zJl5XtZUAfmeZJ2hfNr^4-A5ij-*jJNfY?vqtK8Q=m1ri|=i3A%0B8V~U$y_Vbj%Ua?t_cQkG_M`XE7XVoOYXYpI?Z! zy~A8}4e(aiLY@D8W9)9b^NpZgMgU}HEyGRqZ`8l-V4_~+_z-9=gJ97#{pTBNGw%2% z4mG4U`dhW+{}O)7DJ!P?_ZFXj_6;wl@TL9Z_L_49JN=g>+`kE3GM13>t7GGbIa*c0h`dMe_|zc3nQaiv9Ysm9?Goz~=|<~FLgu#$ z#!pD2@5P|P2VQjOm^F@g+4DhVT5sG<^C2)s+=s!EfXDBv+eOG1eGM6ek-;O@Xi{a5 zdzC5OvHwnImf!={G%pn#p>|nPZoFj&RoD%+fz`f&0~-ph@=}acCLIJ;B^sUp)&^G|+F=A)Cj!+$B}`V$d^A-HO!o z4G70D_YD=WgcYQz{Ve(nrJi9j_Ao3n&*9vp7+APpKd_AgVfNv%>d^VYw@@o+T-y8c z+1{8w8t~oG#L(NLw|kqRgQq-L;cRwOC}vNVU~06Fr;;$t0qMk1;=)6K5Y}eJWsl#(tp{b8nsAX ztQ!mM|zm*K$UaVq^M%?X)C@IOe_+L8e`Bw;N za@u-?`GpdIro)5E9ZP?}P?3d;6kfY4Cx7@KYae)p4p5PRvcH1oZGBT!eylQCDu)W`lS9ifg-WT-N?wmI2YXg{%@`fX>T`f{S~ z>UNIUUTV7I-Htg@awd{d?2MmjQ|>~@$W_5^&Wr!F#ebyppCRD&S7Qh<>lqCO#ZPMQ zSoGY;sjIYHPL>-uOD`@kJ6qb%r4T#*ank>*%YQcN27Denb?93(+VeJ6RgFaP(YPps zN7YCF9b7_)j%tx5mJm^~|3>`aCS}W$3uyZ`QrZ1 zr0QW1A?)tdx!C*(y28N7QIj>N;pXisgfYmwujZ}>hgVAm?`9f!yO9{JkpDpo<>5av z{^vdX_xz8GH7>+h+6a4(lKztVDQ$B?Z5gPHj8pZT?Z2!KsuN3^tKk_E{BHt>pwy(z zy7%(h!XFtE?ZL!kD{h50b|C;=a{*W1(nc5pC-S%G&z-4Ye7xc5$Ze+j@QvelVLW=9 zgVuvEnf5;h`2IK3XV3bV8s7s}m6tPJdO9^DFjB!#xP~?3vEOn`!;0u>K3y(9$Axb> z{pfGlWg8VFKjZsSSOjSB~GORnH z;ho3+(Kb-W>jE@d!s5TtC#>7xVdtcj>M)7*EMO|oi1L% zYSRac*#0|A+6y90)_@is$oi(Gfn86WjbZ(`Br0j3CS=-iGqv8@o^dL}brDvv4w$RK zx=3?YLa5MFRdW9pRJIlJ%T(@~rq*E0HEQ+*9ZN`cpMi^6%-BY)ERga7BtKZ$Zk>@U zfN3as27JEjEe@rFm~`s4$apH_i(;H*|NZANXX7sFU4vzQd?8FL?cuMw2u89mne2g- zHUE~IAlwe?4M(j4XD8X3@a6VvlfN!SQOW=1`PXBHjv-XNRG|Z1m1Ok0<~Ivq$bU3t z{$4;`kGu9xgvEUrzVtH>pYSD|v{1u2!uy}_+b#O2|80^P{*4x@N*n<<%viHLsy-5L zxo2s-Nyhsa%A2MjkXE9y@jv)*Dfz?WTNS&4JtDhx{^YHNuw(k?7YKJa1;=LdD<=W} z_bv3Nv)vsrgONuxI@9vvg5m1_SK_`SH2)&KThcj+n@lVqm|*!Tb<*g6OznReC?59A zIT@!}=jH!k&41voeIj&bKtYb=+uwHMiC#1`x^f8J+&$KX;ot3LSZyqGNSJ&waVCL` zDYr!+A=TX+qmF^g+_Yw{{)c7%gQNfWcTiVHD)f3p$Zr;6QC;y^Zw33`h5eUxgC6t7 z5?C?TOi=RwuN$h7|AFcM#>0P)^uCkDzuz|5ip z=*ILyYdHpS4S6FWxx+T7n;?m&u9eCQj27UT>7EAtN4!+*rJp?7(%q2ydkP4M6kBq$ z!G{kumMId{`h9NvcOU0Hz6BO_cPaXpPHmW|R9`J=tX&Zg)WP7moO8OyCELK+Q3WH^ zZ|>iJ+Cr`*qTOo)E=F#oF${)xb?-Oe$rLH>zY3HFyLrU(>!(NNw+rEjPSyZ zL+DF7SO08Rp(go$D!f1pPn)4XD{Pa@$JpK}1r7q_W{Gy&k18Ta&T%wGYp;YFx6PAa zT2_Xlm8R<{#U@-I0vMn1tRb@%RfI=4DVfM?Kt8U7+%A5;=vxdd^&BVe%|Batz0k-) zycL_U(ruq?VX)+_T>Qk&q4YrRx@I>D`*>qjNu5Z1c|Z6=tY?3hz3RN%T^UWjW#e90 z$H9(poF%aQUMunu9(3(MP4~85u@>)z@PzG|At)s}WwWMZ6@@?P0|IGTdaHelIu@O` zP+8db{e5%39J38Q*ZvCYkhAWQf#3M+Lp=idZ|V)oYL+?i!Rw(tM4iLeu)^{T5!-k4 zxG=_R8PVn3=2^4y(tPycTm5Z0pD5U#z4P6W+^z?0zRcM+M1tb^Sj!#*{rfz7QIfe= z=^Uz65t73X2;Xfs5W@e@>{a()G@2RoBeDP~4c}AP@uQZHW#s&(H+J_=0Yn+n2%i*4 zhFLn5#|FYodekAO=p)@$isd($1a^=eLC7nen&EW!n3MvK#jX%jViv^n_nSa@b-^tR zVU0r#xOP|1jqf$K90TYe6sF;lT3~pk^p`@@93u8lu47DJytuupOQnHsK_D=$f#?EE zcnftZqB5v;?h!BrLa#6ur#Y#_nrW-C@y8DWG?=XCw297qowPK~?CU&d&B#e6R zf_Rg2;if_f$Lz=kwY=<@yTLL{MOeav-gO;N+33Wqciq3}#L;16{~oTh1+Uf(I^Pn5 zE7Fv;l8;D^%=$Q!~W_%35NXRTAFLNwSP5^z}t& z=<4tkDJW{c5jMOnXer&rrm6*Gm`R-mpv&dQ-gR35zAgi>n!MMlW{kt%N}eE3t>j+Y z7GymVuEc(nyIEP9eBJQ|i8${_nW$lbS&^dm{X>Z6yz~_Z=4%fF%W!sn#Z?6`?fRa{ zY=ac15+7AXG-~s)9j>=`Ia1ir5C4lR+4HS-#}UbH#5B!eqT0FYg#kGYDt6XVvr1Hm z95NOCd`_pO4k&nFVdZO}?~lPT!&FzLIlF~c+~*F~ak z>J(-Ed12!GW1PCR^R*p16h<6^0o;JBtMH4=iRw;1Kbl-C=ZpJ@wjF{o6OWxvvaRQ! zzFDC-#sTIuGKY{&Z{FYWgSETEj)R!91{-_W#HpG3sg975>HXJ<=ASHzu0jZ2xHU3@ z@~@1lCf|-Xz8hF22NspK)_u%+|J7hIU83wQ3Nld~DejUgnG=3fp?CDk-D(m1Vjoz! zxfk3XP1*WtugGE&kZHAf8=E1p#J%_%62A?fD&5~RW?gocjzwimIBv5TR@!@Qs>JO27)}KE@B|G>sopY~kdC82befexXo=V!0U^P1E_@&aF z9r8{44vj`=+h#P*Kh)qVhMwepBZxxewJuTGU^RXTz9F-ylT zn)k^ol~+ls)~SKpCq3-!|I2wYP;XeRYhm!kI~ocHV#dFAZdqfN-@uTMnTNUlE$oq>g`kePuKqeVJ8(OQk5c$ zNa$C^LNQGPf*MINBh8e@IiN(MOEDF8htW|DMgs*-GnMc4b}?(PAK}K##oTd{cZBO_ zXJ=@)I~<{_Vi`(hMF}z3ODUOMXu`OWqf;Qn?Lyw#Hw{(*;N*JS&@vK1VUc~KCurU8 z8x}L@N!P7S%#P)pNoT@J0QV)9(jrv!{^1BuO9=*n3c0(Et|54qc&3faGOUBTwEUx9 zhwkd2l%l0%6~-V7Pw`~>mw%OY_VxEgCG5$qHdUs0Jd1y*;Bd{U6>&0lj}?ui-P7?; z9^3BBkdon^#wYjgcBRI2-*4!AO%pC~sQ1>H`G6CkQtw7jQ7XNQ#{4Er()P5JR$lSg-D5kc^Wsk2xjsfoD)KRqV63(U32f&*qkN4O6RcLxNzDJHPJ zy^-U=SgfA9RTS+tN$kh~%}hSYIjwf?Zec%%J2A)L9CWcS3-9N)W?)6^E8m9(zwCPC zx=Y#{**BuK_K;q|BG~}JRF%oU4sFdIuF{QO`S!9VaoHmIO?3eFX>W{k)MQC|WaOW( zdFyLEvlv-6<~ggAk{3-NwyKSC7Amv_2dC=s!)^PHT0DD4UwopyP;lkg3h0G{aY}Y$ zf!5VqYXSArkZ-ElRV3skEqD-2(3ueimg~(vwa$ugHTM^KYU6b9cDsfU*w@gw%b}jr zaK;&|GoGkQ=;>IxsNeAWtCV0vtkiAh~L6L{ShaF@;^{~nSZlc}V38(Jpc?`Y!Sl44vD`x zU|icN_J{tHM{?+A&#yOqD6a5fyb(T6@@>eS`1pytQ!ZuwFfL+6-Bz8Qo8|LRE z>jbR~+{z8jA_@0P8^8D1FECh22m(B2a%;;X`XJ^R5Fa0Rx8yZ)4DKEt(kxcVQy0k> ze>AmFLQGr`k22%X-I;ZIhTv)rtiE@Q%=PiBA<-BQLHOW(yPLM`y`V4-HU;||R&<{2 zaOjqSl|C%f7Yd6l_ZLHd40&k@LpXyR*JSc;p4PRN${sL_8Vw04r-N<@a@G}zFHV?c zp~Dqihk1)IDtOKZ5>hE60HeDymDLYq;d0hRuckRq_Z#s+7%W19T4Aq(N@1>e)~IOU z8kSTSUWJCd+glxGYfdAELT8e`Ad4){oye_(VHexHbCOO+<7UKp7bz}#ei{L#>IfI} z?+CrARBkx`G@TD3(07fvm;BN2bz>N1%QFz@>Ys@#VKY4@#O23eP$U!O*>mFN z$h!;*3DwpnIIrz!w+`ai(ve^6ew55;>|8q9xHPLoIc9F3EhaY;Q^fw&F;ZEQagKfb zNfP%vWQPHrSY}3uo!NhL3XP#flStyj9T_*d;L!J=CnI{~D;cJW8y2a>D&VxdX=QT^ z$8l8fK5+P>_9X8kHb>PR$Zk^cxtreft<3(KOo1He$canMh;XHsjY${-k;@$G0i%I*H(CrCpNE+xlw^}&@-GlW>7(IoxGT<-tXSB_N?{j zUZ9_uAC*QN*tuGRTH8~u{z>o+$*+j(lePqZcZ{AnqahvuxoJ+Z_tu4zvBj2sjumVA z&w@!JD^KeMwt^CRn|H!h)r5K6ffW1!c&N9m@2?j?q*q$|5n-)Elj8mVDHtPxGM2^9 zZcVSw*6S(4Br7pyRV}KgRovOqx@RDusY=^nF#%<~7LjM(@p$j7#lNo!o;>g?B}^bq z0W^r>*z?c`p%Qy`YXbfhdBIj^R*Bp=e0whfp4~3FQtZXCB{0D^f4)Df=!Bcg)-0GOhpu@?N1`R!Q@a?r;iI4%dFV2hIjRLC zRK~0#>r38Pa(l6#rg*PgIlGwO)|cnB@mwke{5`-mqAwz z;QFSK#iXR<<-3ZW7@fW@l{#KwMH|9dVB3wSphHADV0#gp%6;nyL`bwK)T~jvG=kEC zl^Gey^e%HRwJ>tY6jLHYTn_5d>^3jG7mro9W?8y-G*1+((1L7{m>;S{WQ{sNCkhbi ztsb`r1vBcQ{!*!)t{d`aHw_MYj-vYL)0NDEEC_1VkItYJ)9-e%B#3}YBWBK9lt}js z&s+25R1cZx8g*;erH^IsBL z2=JyD?s|b2NR1a~NIW;-2qB)3|nT}PfNC#4MQrwhzviNu^Uc)dwU60l9>dP zjuS^rC*NMko3n!Mi2P`>Q(eAs3S-7dqnoq$A~c_T7P=B6!cCjl`k>whd7;(b`He@( zKkN~RzcxY6@iq?QuO1C?-azPxtJ;!5lHY&^lKaBU%7u6GQ%cv+5Mi4)+~_f19W5F& zO+NU8V8KGfmRhd!*kc5~#<7yVc0Z)KzA96&hpI)Oo&B1Zm7*kE9d0v;h9(Ir5A^hY zMv@QfRR+_F4EK5l=OIqKqMA(e^r9mGTxCdTRI+FXZyr|LxrcV&I4@N1G|^)m(;Y=7 zzs0DCHjvW{tKhdt2=WQhJb6u~Y!`qU3hc;c;9r0C&kl_J!3Nq=_0N-X$>q?8#vwA55RUrx#ZX2yG_g>5;z2bmOs+>p0%ig zdJ^77%5BBV>Dh>Wlzn6dVGkwe<7L7}katodKi9{t61CLB}UG+2W zha<`1{<_H}h%4Z0f#JRt9eP9CRaJ(*37dR(eL*W{-l}ca5q>MJ*fKfKv>g94)^u)t zw}mCp#LbpF0DTH7P)n=|Nq3VT>0wUdDX+f}DgisCdV(mbFyK)R(MUJ{yC{lZV0Hvo zdY9*SweqQMbZ1Rc@5fnTMRU-EjbXvPSdo}Tcgh0jkC+*<@tFhAYFh1D3TuDMXuAz@ z9*4|?*pldYeRT;G=*{a@TCYk^Rf(|D|OFL9u)cB=M~HA%UCX#h=4Rd zi}&R}H0@n0Tq^D<6l)3sj++?>LO5u`gL7%s&}VB_92=Ay%r%i=S4i6k5GM)3 zt*SzN=m}&O1K54c_*&^&g#urwjr_ai&o9%+!@iKC-(k(sa4^P7xpcpeEUt3T0%)sq zM%UainrDd*wr{lb*Y;vpTTzl{6|MeRBihQ?M^kPMQyc~dqfzf^p~i!jN0!v@E@L$C z$-2hck7i%8hclpKPX83=_h6kg5H_IET-*bov521QM>MNd=7tKqsmVlI+1~m5n_6Da znuM7T-5n1_y(r3nmSTlvOR!}S5ce$K|ON31M6BB*UGsKlBvPQlcZtF}s>x+2Wkr ze`w}QR>wOr8X}(RgTFVGVc5mj#1(620pP#L((X${XRSmsGK-d)SSTI_*VLl1k-|rs zKJ^&GMZxQmSks+Q%X1pyPtx~D^_8MO1`3wm!#TbY@?}oSh)BC!T}vJV(ChnrBCd9o zL~J>fi|~F1S3M;G`tc7|_7(3sBt4UaI6M@ZcZ~VK9J62Dv_ION?+$m+t0Ct$Tox)` zwM@pLGl}Sj5mW^4dn>j~(706^X0RiJyZlU1ndMSX_dBLHsg^p^T*(A0yb)K;daR@_ zPpL`Pk7Z%(>&+Po*F7Lu6GqLYD-f3Bf~#d55>B|bX_5ZHDGXU5h0|Q*DT!3oJ(C(3 zM(Rxx3Bc-9>48D`6`ZP`$M3U<47lfyHBzbOs$C4R@XWsT0$VGhB81vWsz2}PDBEbL zGO)S7N~6Y1H0LFvTmtX-MblD^_KfX$#ogX#Rf)z?K);gCl2Z8zANg}uZf4XxV7vl7 zrLX7;N0-E<8>2{f;fp*r{ha+0Rk#Uudp{$ZOcQ8X#DV>LR*Gfcz^Iwu+16>a;fwcL zp+3-Q>*6vZX8WPcQzwZHosNdnyjY{!0ySNlz z*Seg5>z@PZky13%Df=Hf(y2SwY-%TZ;+Q1V*sK~P~_J#QBxxLuzbU2$V?tFsy9S(n)8q_sBQrN4%%8 z>DcZl+j7v}*`UIsL(;O*@jAitEEvP9PG|^r^OMjG8rST^VLYXCeW@Wl3^gi{j&>O$ zew>T0w$Q=H>awGq_PO|Yz^yNT)4l&AwFALdV zD%56gHe&L%dx%a&tKlb?zlmxLpDX9qqJ*lp_`|>fOee#X{w1GU`v-^KyUj-WA)NQV zT4^KYZ$eOWO8k+Na?4lRIC^uV@)NLI8jb8sFev{pOEyJv^l;KH%WYt_@F5aRqmUFv zwX9JJ;|QfFZN(1WW2_J{iC!Tkk!gq+dDP=gyW?{Z0$*L<9waaKv*c(L_;gPicBHN* z2;7A<&~PtwN!0Q<_!KzwxIHSSo)s`8lb%_N0ItAp4fm|Tig)bGs|fa5bnuqUk4m2P zQ=P0q|MKustnR7{YfNnTYi|ZKS%83yoe%$BB{{Iy_<_|7#4yJ31+OuKw#=BD5(#Rg zRY8RbU7+J3d`(mK#6er5{*lh0Atw7?a!Nh6zyUl$y!j7Y{ZkZ+Kfx!@ib@FoJ`eU_ zTU!kFv4*a(q`brp2%+)@7L*d&2&E5+Ri(%kWy%2@dY)APhz(Ay8X*6)_I&->yfpy% zhgXGJGAhr(cCN;cuS!4VNAv(2xhYKl9dZI@i_sWLGxuQ4=o)?PQ8|g1Z-R`L7^T zbI_dEMZ9@XZN!a7LtJ6{qYvvth2+QP0Sc$LLyN&pH^=vl0nxTFYWBEO4jcie*j&?-%Wa>?Nsm3>u?<3ypk+4K?~#L4EVFdH&C07GGd z33rL~5g{(=$*J?Nn{#%_3;csx+K|B%Az4u@5xNlYQ=-{yz2iJP`&;-Aq&Q)dha{Hl zmZ@^t-=cWuPsxqyQF-?eq2f&d2=xz9oW9uaoJ-0_kXuv=UeKlNAzS$9NI*a_hQsUqv*8|LqS#v_ z#wwOtmpB6=5`mwl#q-7j6Y@yk3c=B~5Be|280S4h8e+-o8VX%;QFV5ZBI3B6giZIFC{@`^I{Z z*oXF9s>R187Yc{3GiU)kcZO6k>r|0vb^1R3)09njK@fo`GGI55Ja- z8L4|h>E6bxi;1*r*VqXd`E%5pJ|1BeI(qPPZIDxxA|cyQCWM;G_A37zI^8z0w7WaDK)_ zUG){T?)>O+nPXcx1Sv^#5#N@P z>^}9CUwP~5{ms*Z9gZL(-Ymbwc#kDHK`ffRbSs0I6vDwJ>m%hFbLEa;8h8(_L+>_4 z5Y{q4O#(FL*u2*Hn1Iw2KbRL(Ex_$eS%>u_M%}lcnRWwL9sd36nns2&bj*ekzRxnh zBlcLuZVy^?E3D5|V*QFtqTdOs98Bu2I|K(1iHJ7~?SG{$9|1Xcg>C1mU!W0!B+NO-OX|(ejMJg0hLJd_C+){92MHsfWlP zg~P5!^yr!88rrd=NXAnUTp(%LeReOr*k=y!y`Q69V^iO?fQT$uaAWdIE+g>O zCvPGIt#C^th%hce#*_E&WyAniNV3mY_G}Q8b)fyCv*SSBf&#U^jmA>XMk`L1oXqj5 zA~GFD9adL(4^;&mJxQs4GXageu;a%dAKkI}q2f#q1I# za*e0~zk$x6oZJQ|I|7-Oh9Wx*8AsI`VQ1DV>X1*SORhOrj!ZM8_As=T`sQvo7Uvjsg-?-QxH@X@Y53>Y1-!|uU4 zmA5M4ABlw#V7FWEqeD%pm?4X{cXD%SG!^3)>4{e!W4ZIw6;t#0B##BRTa`adZ-=?C zHf=)2_*8w>##$L!duNt+nznE}1%0MJev{Vw8bSDU!3Q@hnSb0zCsvX6qO%Pcqx7a1 zHvER!B?w4kHjvkF;@gi*qOc4(^Dll&5OdTG;jQwU;ZP)a@`D?&q@*Zd}EAL@zdgA;Ek}C)F#GOW~m-BLou~yFSe%H+M<%07Z=LO_1 z==_MFoyY;9xlfecA9GS6gqO%t9XRyVaD==eH=CFrp{NUT&lx~!Np<$GcMVwqHKF?) zJhDIP;E<>Hk7A!YgW3gDKdH{=G5(6#Bt+5*mV9#kZSkuWF0DEK<(AswJ67w_ zGaLu*78N(Oc_yOPHwEGnpb&s8?6{3AYV4WQXqrzID0jZS4u&0oVg&+1A5ob63L#Lf zl{)q#Fz1Rh*^E16j2>^0;y3b3feN!okC|agGQqb`$rY~H_>rJ!qx1eHmPIBU=0^oqF=f=CkYViwl?a zp%{`FyjCa@uUJbah0<@#w@HBo+*&`?#tql|9iz99v35SFtu73zY>=-O^md8|B=N)O ztefJQK(mKE%XRN3%!y9L8?$}kMf-HyBz^#Oi9mMYJ#$tpX7d#XnAWe>?im$ABuulzY84gSn%^7wUSO8ik|W`_a{u*zYL&^wNGw%b1%2L>yR7 zck)-KZtU&Hc?ss%>-oP+jz#htHxTBsV>iz_=WQWA%fr%>*X6JCwjP#BE+|lDWnxQ7AG*rbE zPVsbXD+xH_Hcu~6K!PEx>uy9={`h?=ad1Cxx*)Jv{xPLZLZIK}dd?*S%bW*mHLI@= zx<^AI79EfYhML|8(~6S<{P<>hr7P#5mS~wyyqdE>w+5eMEXhJK5v$4@B|>4cZ;Q>v z1l^Ks;%fVu?4YT7a$r|M{q59{r}q%g_Fp@6E5m6Z29g&o$WhU(OGDqu&oYWA+;-MT z#Dp`P0|EkGDHNpZd-Jq3LjSs@AagLjQ^JwvWiRnn%3?P^2)+sR;Lgkp%kxHcy)6qL zAY)(&7Be89xdZoFaY)J#_Rj(Qs7JRzwh`9L#5tWYZ55#2D*2PiBd^gkWKKHEmTR6! zm>0Qq&Zg2!T3?KRwX#Tnn(u0u0J$czg{{%bHe3|f(_J-#Ex;9IPxSGNTaqd2nK>DQ zkAIJJi|cE+P~HDE`{$r~yD(CEJO=g}gVqq@PHtI2O3q_Twn$eW zuYZO{k#^Mx+wt-tahtUitYh9vg!-Q66}r}mi(=A;XNeZ^5z@!xPo72k*OZV6(YICI z1h3^jy{m_PFZ<+!s6Tjb<7|gclzM?WBSp^mc5II~65!S#~ zTAh6ki|)GOY{44mLb9+Hn}{>7+(0Z3Y?&5SDJYFlk|Aq1>^dMGH)v>Iz>I!8=TU(v zXfij~GIdyec@}a-4I9M;fx}md85brXNu(8jPIs=^D;O*?O3S<8EGaFmq-O&8i_ZU9rWCt%Q3j$#%cxTGJ!4ML_?^B80 zI(r!zO~euoiI@-1&{sNcaVf1+@x3SgLaLl0WN{A?uw2Pb{Z+67z-f=e^3gEzW8)Vb zDxCu|F@;8id_sri@Y0L1yrGvvtN#ux?6_B^qKaY`F|eYAJ|vj0nT~bXzvYEr68B;$ z8pLOdNN8SQeWotj3#?~a@HTv6&jBv$^!;}ExFD@Dz$-YMdvA2_>30XX z{~>(r+t(GBp zmqG9f8?PXFuG%9OQm`FoClis!ss>!N`)p-+L{Q(W8)ey4PuFcyK}kk(l*` z=78=XwK8sSi5iX0Kh69~oxvoZgGSgRH#3v7TM%MIK=D^38aXVmE8>S z>57IOoPH^06$DH{^l}N@0u>$)A3AR<2F#ytAV8F2#q?ASg^wsF&8R? z;f8hCszMh=f|k@iOZ@X?>t@g7#Dk01szydUGAKP$tB6w7lX?&^vv;=1kc%{bErYK2 zNHI)-*0p02ES8K!A5aZSIRpTI1%lvM8G=)a!`!s_HI4DPZ7)GY+GhpL8hB`Pnp@&8R9} zOBM0O+pf%L_GnK z@J=>AB%)e0SDhnwlrz6VnGZ^>RT*?KZIq+y2a4>nB1$AoqPpj3QzK9JGNN2q zc};qw3jGcohkF&6BEk$oMM9m*`6aX}`3s=VZ3nQ^Yk(50|=5z+4=6otq|^h^J%^ zEKZse*b(5$=!}yxzAmxMZX5TMO0zkClCpCd?ToLA)6T=Ps8U=Un}BORWh32;!(Yi8 z@U74M z%L>dpF`yy_i9~0FXrD2IBbBksHb1;?5`LJvjqlhUZA5n-5@fy?l3ef&Beb80pLED~N!+ zjp9!^tR`Mgy0jd(!Mjz3k|n_?w|lCxh1z%)zV-Qzlo3%R##pLJ8$Ol!+LN#l%taRW zR()R_>@QV+{tApsmj_}(hsO51@929nCA?g|`@@Vuq;j>?!rFv-OyfKM>>f~tyuPqY zvo^$QzwCmWi*HA`_xO#~N=H=9^YYRXnXVeV`@J3Xo|p0GpM$ANLYOFX>($CU1Xo1g zP9R7fSOJsPSCDvYZ*0(bX;O0b%Gd8m=Ddj}`2p1fE{+&!csR_r*s*Q+kWL%@f60@jZ> zzY16q)+ZG@S&Z5E008S%_RGBl7LRr*2lEUBaJq&E%S#6?-=S;67+XtK$F zQvlMi2_hzkkAD4xnFmG@L-41$E?QU3paO4{O06@2k=LFhmio{!#Zc(^wZtGXu+K}0 zRf&cW&-X098xOa1<<4Qih*S`53tMSJNT))(e@Evvt?#csnsOqHU&`-DC^Zra+Eog1 zi!#ldx6U_DXnX49IZAR~{(geu>HKhQ?@J|{w-b!Ckv9NIgl1vcJWe>-K7yhN${QCd zDn)H-$>f68Fy3#U(3(l|tiExD(nf@sP9_goPQpf%Empm7;#pwlu^FpfaQ{JkrpvfO zyL(t)l20glFu%z^oUm9fNS7iIswxwk8&i)+nE8ElsR85QF2Z*fTbudGZyW3fela(E z+-nZ7TYKpp^n=|!egSumt|@NiA1H*5+)_D@65P$pgz5||~bO&9Ono+<0*(0E!iGVc{3C7T++M2SBW#H3hju$|5LgfW`w zens1SEi_f*C-thjPTCafF#-3yO^Tx_U5b)2A)~WO+iqgFLKG)K_q%wGf1!Y{&H#=d zBjxxlNLZ??Qk{-XlpTr7?Y_XxiE*L$Lin7($wI`+OmWM}H#dG1x@#20heKc>lpa;) ze#2*og#{y{=k}@i)({j0@S9L}s*Mxdf?5BDcZsA0wk7!DfYt4qMgHSTZ=pl`&$9nF z_(?tJvV;}HWA$?(vd%|^ZNbN!{x8Ii@&MO^^QEB=awkjh{S|_JOrpu%ezn@XOhzw; z83SwDQ&N)dP1SB4^prn8kOr5T!v~B)K*vDwCH-IPtaqWYqgFAhJ20cNq1TB{vFvZ= z;$zfqz-y6?J4%*qM5Ilqa1rB?#Y|^TDozOIgh^~G*nQeLZFISYMFoDqXoy$BS%@@R zBfZHAai;qF-}DXTG^xT+qIfev(Yl|DyFKs_lQa&?_7wGu|EA`Ey>{~Ki5)Y`8+e0Z z@#V3R)+;{sZJ|O$Iri$v4FFZ!$Ab4@r8}pYXPw7V@tp7qwiTRSJjZ%(_UG?dM_qKI%6??C%a3rFQ4QSAq& zzD$Moa?gOqO!WishE84Om4ke;MPP`DE}Dt-W`W~y@sYS|DCPeXe5nUJLFZ9c=6jad zCPoe`_)N(19Y0@rsqov5%%p6EV2ueqz{e)6RV$ueZCPjAGQYettA2fE+92?hlOYY4 zR51mDSW&sb(#fxR+;pj% z@pw%F+}{=rFXneAQzup20M=I$#0M_0f_eaIGP~@F?%x7M;+<5Zn)DK+`!N7#H8e4c>41xWWcYzq!Vjl%QY$NGs- ziFMrl4dEsR69pe+3ntR3MME2AhV3%kq&IJGEOS}gG$BZx3rBj;;5oUc`n)Ws=JgSs zo~<89<)b=Mv)#Bg-z3Hf>~nCqI$ad1yrMs>8>io^oZyA!>@i!%-`r|jiVOy!;@F?p z$i6hA*t&O}*P0@{b@s8ZU4GjTC&yzsu&E=b)fme}SYlZsOoE!=ZppIZC>+98w^-rz|$>eMbv{{SW<``;Jx9L7>Db_?*&_~cy$3)dmD0&>m zM88B11`ig?6_7(Y*icCKm*3YTd0oimZxG~U?Oj;Q zO}zXWCKq-k@JfL8d{ZKf+P9#fn*7Fz%jeM|i!*(?c$*yfx5uTI_-rgP?3zfo)`r4! ztNj6`KFKs5ho9Ep%gt^<*#y<%{+kdZl=*n~3u_TQI(SUh3~1L_?FTRNw?lgh z6E5W1*>>G0-?Em=b5Lhv9|aO_F7KpB9|)OQjR!sLW(+G|X$`!6AttDH#-GLpqr*88 zG^3med6B`^wOQcj&$li1bq3g{)-EyaS??1sO9}3p>B-=}M0@2)VjpH7iR(u;YSq(s3c2uIpeylUbO;u9Z;MaK2& zyNMUMl@<;hNIOphhdXEG1K;Ax>CEGb9W~EQw=2)BZ&)1?O6pVSo(UOw<#6G1M)>T4 z&o9%^N{GUHskf}x2;1d4TE!+vhJu_{{b_91qT)ibn7v}y7#U$Hy;xvCC zICX?ND?dOa``9!@Q>$8cewgYxE)2Yj4b4(IlP~I^5u6J1W_F76RnzsV6@?#U$F=d58p(sFqlyYAM*cMu&ZQ~jCp1l5M&0=p|k2grcUY?+y@u!LsF zWsi(zN7WZrOSSFKXeb99_#gR&%MWSo_$2;4K*Zv~bRk z+A%tui1}ZMeLIjR5q*vIGPVC`2WLqY#M(bh(DXhRhoXsbCTF_`tkxw_@TSfX(nI6x z^5ga~lXCu(_}lSQyKw50xpfhZoS6OydHxF@rPi5-_ty{j^Qgi=onklJpVv|Fo&hue zgd=D6^ipElPEYyq$B%AI5(Xf#!WrPC_Y)rs=vOf65AUPNp{y8j0EikuTdZ zd`HIQZ~z)iR?7$_Ozy@8v_u4+v+PsOL>FuhwLZ`;;JSL!S>>s6Z!26~%w62*qM%Zi zI`QjqmQ?b_M^&dGO9W2hPIPk_=2RVhhOI-f{@nOC(Y#i1*Xp}{#@AFUY%{6!Fixq9D8es?ARV+tNmeymlwFJL`NEC3ca*KCE z1o>GV5FCUP$iJ9nCz)`)VCF@%}CXm?b&& zVbe7)R3M8Magwe^^Y_hY8*5JCsYdX>A>)jlS=VFFI6qcsH|1m#)wx1s_$U~YedQ^z zMiIn9zRT{vT&DLEiF5N`j8xLYXQu(=nc#Y}25W$d{4>KIFXDNmh7Tg_8<_Milu|cu zY>PpQ@J`g~-uwYhL9iQ#58;A=i&d)sFzw7&v9RYhZb~H6JzuuM<)QxWi=of}!vC(D zbb+QEBvxiaOB9H%+rF9@->>TtT}>DZzED;>9#ka=`X;$u91Ekv7ekb4&R~DIH4hb- zAuAVFES>FUNtilL&5&ls(Yn7#er?ATqp37tZ@%8U=lE)}9==elpt-Ku9=~3)^n8pF zju%9u|!kC|7&MT zuz=SFRm0hs{Z-O6Eap32juNG?v5{~M&|2TN_)>7uUhIM@!-SZ}*K7sNUN)Cjw=U~r zM|7JVZ!g9=@}8F)7-FAjs?;XRgmJEVFG09M;ukeMbRK?d74#*)#vHqc6PuR2hpf;2 z-IaBE?`}2-H@a!UT13h#XnyL0gSi|Y4?-1+wiS6S9Np-V8Z!Es`Z2u`AMp|6SixdQ zVNtJd)MV%-;N>6`hw;w=(Ffh$uf`*&ymXdoGeUgLb#?Em3YVGoJ*}$%@VBS=iKwaM z^@m8b_?E6jqWj=ZKl(puN|66L*hvsS-Aw#~0FC9J<)xa9A~9|VokLfQl)qC2A04)@ zr{c@5t)#Sy5tIt-!c#Q$4$M?z(~qD30af2D)@{E6UdfA9Sbt>MdoU1FOg97bt%+v)$j!11Nu#P$Dp) zKU_t}z81kqr5I&wt1SW+j{K$nTOriD77YV9dMHkkSHWTiy8 zF(?{bXTK0Dvi9CApy_T_hJGzfgu_I7vR{Ldzx$4VQJM*Mc1L5T#E5S6%#xE>^D)sA z4;Am{{IlMAk#@B_bO%-8%7r{!*>)O#^hNTn>=-+;$2K|JO$KxI&#yDIG(F1&04h7( zi4I^IrG0K}uo-QKdei;NAR6A^{|0GukfgY?Nk_KR*->*}0{g&ZbHj5u$sahThssAJ zXoDHa>`5ii#K~%>m>UZzgA&y!ZAU>D0|sf#gM>&bP(Umc%8_|Mcezu%z;s9SDOu`*L_Jy@xR&lfmdWiR%a0;^^xJZJ z9&{F%!){pqDA^x1L!h(o)Y)cY*&e^Wu?w8@Sbj^XfmSH5v&dv9nMeX$tI(Z&qq!SQ zt@)d>l{VQ&Y8s!uLZteP+RgVjo)l9+OaDhHE)ue5C!dJHk-pyP{(4j$l;C0vjhO7- z$s!rj8r_Ag2L)NoeD>4{YpljU6Q)M+hK~2eteq{ez;T+}I#g}{!dZ@{{Vyl1Y!rSa zccG_XNv)_kmJD&6q@0c$nblfXSKyoZGU=>R0ZiR<=o}p4uSQ3?;j%SRLtCyV9!VoQ zR`Ub+dFp`D%6EtTzvJEUehf>#ZngP<+{9w0PT&4Uqd(j^vqv09ILIIXCipT?Tq*1@ zf=c_}9;2#}?@;lHqNGgkudi9E^#s{@ug{6obV{vVZ*tQ%NK`hu?xIobg4P^(B+r*j z1ArZ<#)s=%`bxVfxptBsS_&R*7ZXZ%jhxkLo|y~B5AdXh z8C#?lMh?eF(R)>v=RWdGS0-X8y2hy;Q0+$?OI}wwnMub!L#$+OEi}LyWa2CP*!4t| zUwRBI=7>a5*rnib?0$EB8-viD^Oqy@8ly7u}_MO7u>m$ohf& z#Sc#QD!iN)S=e#n+sAo%??!|_)B~jMzp?~H$%)T2t)5QIip?~Y5kd#qJBdt->1COp zc;CM(tzMBw`GZ~-EU(Pv2EPU}-PFgeNlM4-6dJ%a{DRIkp$9jVRT&x#Ht01Has923 z0k}XFWII_|wuE5jFJWlrf7>R83X(WE9HCQGd4iNE7oLPbt^O&Xd4b%-;;UsP(proU z%f3&yW`i;FlQEXTaLmIcwy@sev!sPyt&kG1a&ax>UvB}cas0rY@QEScGvcQQu ziky5qPSt4f{gSdXL!G+Z#SxZ`KbBzK!SKH;07h`+Dm z7<{3g635S^F&PtDy_AF*&-mZz5yUP3uO8V1$mOgYd?EB!BvQrVM<2#S zuJ+6eBb4u@`4$E~+kE?GI2IyzO9??H6KvSp*WJbYPUc@o?y((_q_ZkBXf!8?CL^Bq z<&%h7jd08a(ibX3n`U8{J9(6Z2D*U6=C5*p<**8@ejgnxN$w>8zO)civse81bKh=) zLvR@8?6Km1vVj?j$LiMDe2k!%p$O%sNcUd#70=UpWW(2ZpcDWKj3e^&Gg`!*a1rqn z;+M<7Q}PpCoX;c`Lz-a8KDFehW)}Blk?GO4}?=YZyyJ4Xf(%kE#i=b~imjz&qemgbi(AQpolAF$X zCD)5ff-!6b#I^yoXmg>RgYMQXqm6&DVgdN7zs%VEBFmB21U&fQ@#Y&6U z?yg55y6Fq>o#d3hz#N(5nGn*p$s`xV)}n6KqE{JmSVf3cdVMR|uwd_5v;($6#eE=@ z3!mC4J~lE*!$~>49mJ=A3Cm>jq|7>~P`89Di!zIKE95@glT0=J}9PMTq&~T37#^abZ4;g+p z4^aBaP<+28es6Z7nAq%HC+orD!^?mcCv%2>K|OI);j+Tw$3K_M`Zv)YV}C40@(!=Q zDR6m$Kwz@?ZYN#Qf=LkdNNLG6?;hSZ$4y1^7iQOaZearb`*+VsxD^hN^>zd&mfVmsAI?h#^rG0)P=>#IqY@1wyV(M(Vb&zklzh`g2X#{|N8lWGjeX?)83 z)ZV7~Jm@4$E?{M^AU#VcJT@sSxcAo>yqR|_+~ZDKHL*6Eg`P?Ip)4fBxVbt&%BoW6 QaCm*Nqip9>hyP#w4+IW(8vp?9rAPRAYFM#n~XY}>ZeF*~+xTOHeWvcGfhx!-%|j`3dosTx&l zjhbuDSv6{uvXr=Z3k?9EAttP-uE<4P`PaDS7LW}_y9&+${*47ELX?yw57lkIlo$fC zq1lI~@``B*8NrXk*Ufj-hxWN}taJJO=xKT*)}#XBF}l=>?gU~(VMss%eWs?VF#Ef5Nb=p{CwdtG2%z+Yii|DEWnvqu2*>gNkO z%RQBNs2;2W2~>QFg496Wr=Xo&<`3RmrdQDWr{y>McdA#EtK2%h0}$S8>m$mgZ{5~< z_p@)!bNxH;VQV>-!w1ion>=EI)`DW{MYf-=))bKfSvwN<8?Azg^^A6_Wddqa7 zzacOTN(K?Vxt>pdz~pUd35@y(djov2KEHn~zdoHmJ$8R=$@|uWEO%`mV;_8PynB2T ze8oU?pD6Fm@3~h*AD@c?2_WlFw#T#gW)R4mD9bk#r1B~A#P%Kv0`&;&>5q30_*#R= zK)`n*5a?ygb+Z@b@(}?t`1UD^eDiDk8WRg`b6G>rbWw>p5_9CbZ;vegpoa2tq$IWQWHyBub#dWE;4D$wWVTW{>^O zpDa>simt_Y2J|hfz5JL3ZkWIi6PdBV(VSgwJAejo*Hz>V#KH{mv$Nbv+yZm#>DLS{ z;e^9m8hb!9&q~8021<>%6E4@sEf-Wwb-uf%#r2|1Oxhy^B|8xhV;a0Z^SNT>G~2W& zE|D$B{Smz%5#Kc#=4!|LY1wKdCET|03%H~dEPdI0iCi9!(<-9OtJ^D56b`dNZy+=x z4zqD61U{GDPJhUP7&(T+W5t=Jr@Cl^jCaNV0gZ-p>0Zl=(;jgEug9ZIgYGRhNvlbo zxYzYK^*k`<8or>a*A>3i>4%>FUIs2wMm))v-zR%$J*DLNj1=Z-$h@K~s1 z=&4Ly)A^qwbd^!M#EEiIExhb7HkPEroHJ6{AwrhsP7y5C^WHhJT|3kwc{gbXvu__O z!!1(Y)J5x^$3aTR=0}&fL}Q_eR(XQP?2B-V&1>;u!55PGeg7Nw7f+>~iPt`-M`sC9 zOZ2oe^y|6lWUil)`7B#Zf3t5QBig*u!bS7SiFIr=#R;GOvA%KmjPuItETRy9WSm2gp`0xm8JYef9L(J*|$2p;9za2jQP+V@kq~k z(f4qMe`J@xpdr2>HidBIKS&a7vbR3L3Uj}TTe2qA zCQ{z`=UOpM=%HwZdun3(RvW{Aq2Pb7RdOCReCZz4tm?@?HB=Di270kB_x-K$eA#HhuTB2)sSI_-p%g-*tvEJNo;jw(m2;xBVF_-&L_V9x>E!>{#hOtNrOfevGG+E> zXbc3rTBEJIeN=>5ZqyX} zXoA0Nui8p;&xH=T(YEGW?&$eq{^o#up_5E7l&=!?%c=p#5azCQ!ZQ&tv7g0h>vcY= zEqPP{7{HZ4$dFpbL1U7JZoiNvO;{zNUYHFn30N{U@dw*;a&^wt4cf7!dx>NYx6>wu z2>E(6HuQ+NOX{BzMpnl6crTiNKXgqOw>$On_w_}kDF=mJa@A@eeW}Fa@oLAOG(W7> z{Rn~eU(WvfjDZOL_uTUX0H2^+S^fy2%Bc9YaK@3Xlc4@2HVcgs#ymg6AQ!lZ0<*aa zT*?L(+t^lO>d*(Br^BWIioh?BoG!&>P4VE^pQXN!Wgm74h&R0(jgY|EH6-Mk^W82^ z62=e1Rp*&*ZlQ4W?}^=oaO|Hn?x^!Xep!vLS#P{Q}iq+HP3!zT!=D?@7STB|lHZ>yFkukm>Ij3GYEY?IMZ zn1FpmYN-;?>SE06Ek=bl&9$ABhAZ~$Wm}@hnyAMWsZu6SI`L`VJ;ol4eIb7br*GXP z0I>qoI{pA!GjOdmy+vjNWXCag%)STz8&o(YRH)v~<|x%RK7n(|a<^3Ob65`kCSKic zNskQ;lp%emdW`Ev$j(&qQA=S);Tbc%N%Y#MaU|1(8obJ;`>HK@Z%YnS3i%_ctV=1k zhAM%Ur#s=j8n$j@!{h3y!2tC*$5e@|e(wPm`1AMiTxj8nkqM!%uakIYc*1DH2{iY_ zm%Y9)SE2yOAhUOH(Z`A|4k=Ucc&qMfvWH&mGDo7AIsfal8jYW5&~kke#S-AoA5fCt z@ZoMP=;HLo9ayR?XJp}_SSI(4I~6wYZ`|+kw??l}zMk1jvKzdrTq4F@wB9=nD>zAU z$@?c=f6P@S2^Vo9xy4KtER%4lBk4#4bdKkPp-=e0rar5S#KN?tj5b6#R6MVQZos6u{Tmg3>b5vm}GhYl{``NY8Uu^(h*!JgI59q7k?>Nntc~+%g3- zLH<@TQTTFBh3IFNv{$vcrJ=rc_w{n^)5pfSs9~&qorI|HgI`^z>T7yRHJd1fp;lJ? zC*Qpz3A$-V;J_rcXsL2aw$XR~>XCIu_%nAuor&Ii}@bR}nTXUl8l8>b5oNx+}vrMUZ ztjPwwg>GsC9DWkdN0EFbLr1RlGuh{<`X% zn*a{5;!6N{i8J|BVAzW@#WPah3ER53-9VfrG&07|1ps?Cu zI?6YkZ(@G$2RgK)C|G`Blr2BrPVr$fAE|Twi{3shaP4i+x8RHh%r(1^-;WgvI{Fulp zwz3mF(p`@ArVoClof(04A+-wwZ_xvd^-91VrxzSj06OrJVd6SOnQaHK4fR7+sj>x;7+1_X9H@16Wu7 zLe=<)iDVo%*QUZcdqJ7F!Vlud>nFqXN^0~xl^f0XeJB$>vlqkt6%Xm*jpJOZ%;OJ# zZNlPu^V(lG0pclw(P=39dq@FQz;0l>2ioESOZ09Ty@fwN3coWoQS=Xe>>M>K07FYj z7fS{bpo+)9(UWp^a03os`0`|U7kF9h%e~jqMH$tN>GjUEjf88}^^nlH#-SoNmtxEy zcyZ?|rMoc7BY;?>R8xWwuWs`>l<$5ky8S~i$)4$XnNe(=+A(rAQ}b$W42amn>U&=B zFjD%5;LI61)>uc|d|HKG(=cR>H5@8bWlt=c>!hq93V5etFmH zcD7Ut@a(( zNl;BkEpn)aLh86xxg!2>^uo<`I8}iOd^wq&^S0w9YQ=B7;q}eG8!CDUrZ#Fhfk9+GO04TMPp#rVX zvA+bOFb;=lIk0!Qx<_@}K3cb)L86}~_xGZ;@sctDC`$Dky(#=L3+_w>th$rPvAFu` zPNl)BJXcFJedD8T#k!!HBA)PYw>Yo>UN>qKEZRzcJU~XT$8+cwz|_+9d+j}g!+-k{ zc&r-TbX%fIIThHNwrYs&m+L9my_2`Y^D_91ou|_XZy|=ZFN|Sf5efxidMnmT(i$I zygjNE>%ml38tAC&Am+-JyPr4Z`2&?a7rMPIp{!894@byt001EHE~7aX6mFll)Ds=9 zU3|B!aNi`Saqe-pkDNA__Z=1T{L{iDje!}AO?u1I8YUIQk^CzAd;QjOOMVK|%_B*M z`lAUEi7$&^TX4o)#W4csr_=tkZsYRpf!V>U&{xts?(c?V6g}lnB6WK|OP9jqQQ;~w z7hfkg8*(^~zipDHk=#-38jHGl#ut`xV$^6PCy(@1HAt{pN)sfBOuiJW->0x>GyG`n zzuvy`8nMTGC2$aDf9ooJm+2yG=D6M$XhmRR)_C!cydWD#NLhHz$MRoj1PD^I{DUH?6Gb!r82pgPSJhFM0%Q}S ziTLQ+cPfw(<&{Rp1wKy>w0Dzdum+Q#>7yCp%MN3 zup4LJ776KI ze}=doz%Rk;+KYa91S|!tv87pQlS;zOIc+lzB3o!K zP>Xb`+L`@*tj954duDX6h0xpO5s2aJI6HBus1&V@h3)I+KKV+`W1+< z;Ctqk0{zyZ$}xC6KsZb^(Qw0p|0+AcRO9b-2}y6}q@mncdwTU#8RaEx?pAF|LDe7| zB?b4e{<(2G6aYU|weqs7ouOY|XH3~Aovgo=%H%I>CMS{(hhLe^9~So9DAE~U@JN@J z=jOG7*mF{znLzl5nd1__gsJ_-`6(wMz6QbT?jgwg?S&WZ^?Qy`_sK~w4Oe#bnkF0X z$xf=)FqOiAZD*W4ra zwpRJK0>fQZ63xM_ZuMD7dc(p8aTtNC7trdV4w~d%Xmm)WUi&$eG}lYen-So|L;USV zP*PqNalZZxWR}!={itShVTvTzW%I8h$!F2oUZEVfy>0K>*v?Dvy5Zr~%&FieR#<3N z;pmS53k33Dig=jBDMgw7>Td(_Xw(|qBWBG72D@S*RP=)3v<^|f;=^$8dY?9D2B2)f zvHd5Iu&v;->6g3CS3m~7Vlh*hAFNjhHkU%~#npWwz0@+gO#Ft2rQ1cz%oTyJoYCsy z;ZVm=>b-sDtSWZyp}tS zy&Ul5FgDtXY-Skd(`sbnUJS>`>c)Svm{>0^2CGW;tKXrEgoCW$h2(Yg^sWH^Zg5C+ z+<=|vQ%6n1l6HQ}d8U`7z|}(PZ)rV6?rHHSa3s)Hp6)&fNWn5yjnDJ!mD!Qy_%D>d z_A3e4lpTJe@$uURbHuw8oH-rvkRcwY&dAmf>s)$i@Y@N0r*Fi^3Lq3xGTf3Yrd>TS zmkk-FZwcoNLNDN6co#fpTI($C!SUW%(k|x@Vo$C4wQq_waQn_|gEpUE!w(9=wLXuj zb8}A*%^QETPBR8efoV#}tb_3HO&p&_Fp!;A-;RcX@eHx9vTuhX5X?SSSd&MvOH)0; z=;%O>&e9jBwb3&!xEdO&k60&*O*ZbUA=Sh*dKgP?`Qpwa5*?#=lv)aD=*4|z0F~el z;^|V7v^+}bG)TF@@R!JKP_Oj|1V7fYp~6bh)D>6e(!*aZXvCY@B$0eSKMFTeCCK&y z0L3jbY{8E1&(nB}weS2X=GF4qQ|?WU!|DJrHHCSBL2T$VNq8?=^J!<)`aN8s9%cvHCz7_3*(L zZ&!2hNfr-L((9?->NG_)yWL-OZs1E0c>qYaL@utgy#e!zCE_>8V7ZZq?Wz8)bcLQN8HnR zfHY@AlicCp^FX0Fd2*ODkr~LJcO&X9-USaxHlQE(eO;3fTCJ>UOC<3$EI)!)Q}83t zc5nkUFeITxTt5PGR&rfOwLG`kG}D)=6#wVNAzdARn7^0*#l7Hs)hF;kcUzlMds?(X&prm0+FleL;A`T~9MJpI73h0T^xlh)>aFb-#(b3dm?Ql6Ic4R0z7rznLI5Jx5^i4_XE}K_4dyw&oNn z8-SJvVl5_iLi;``_PlAW7fg8TmL)u>HU*AZ z{BsbSqVO>_NL{m7!ZhsMfvtG^Tlw5Ny5uWnetg@@*i?B`FzPFwyh_t+Sbn>Nh&WM< z3hv1o7~J7Y@2|;$>ie^qU!y0_4SG$fRR9&uK`oaa-dGtr(6qZUdanK|UDuEq@mlqD zs1Quf=0$O*Ax=u;Gq_<<8~MC0P^H5A6myAhA~+0woTZ|RM;sxG8MunFm1)X8{S`^0 zp(^pW!x(z&kGW{0Ni8)LFR0#y-ScI?fdR6m44j7kV{1}5%_U10h0M;M^%JM@{QR^Z zwsCPI2{g6?y*B>y=LPfYHY*@rEzWeq)jzK-AwjNe;GGiN^4~7boXOy*IHUcaF&k)j zIn?nQ=Fm8qpPt3QnrAyYBHP4z)CwsYntThQKBb?h5V;{-!DR$4ZYkDsD==QFwO8xi z+hP+gJ!p3_R2=b1*7@W#k>)5p&68p(x#^L7E;5mCxeuvuTw{C3*6F)wG{)(qwRLnN zP}9Ps2SxL~^C>p2tyBn5vcF?BlEJ%DIQLuRWVF1VtU0Ry&dud&#hNv_20fIk7=GRR z5D4;8jnufXSR$wL1r2le?_QcNJ0P^J*mKSgfVCI>;BtG11%nl3`Gv4lT1DI#=S$?V zQMvWY4IpFBf<<|QjnyInJi9ILzCu25=Z zjT#Xv;I$n&H-GYeq(wljuVgT9zVSHrAppL-!n})2te!rGUiw45cAMSLUR5+r(aynF z&{EB{|L&gF>mqj}J)_3K)~)6O796s&3V+W3V<9sOfDpMd|JY-Gbx(O?Y$S4`fE+$w zyiMN9(0@iw78W9dr_-DsRHRU1lCFEXb-bX+$ip>8lO^cjxn?bxD7ZjTg|AJexDXbr zNyIqoPhIB;<4Nx>2SwF*e=ttUNbEBSCyIqzbs(huQR5-LaV?53#EQdTJeIuwaE&rb zg>M)}E=&9=3m?m%hZx7bTGNpiPv~W z8n@WS@_XxN>J9!lddSgK)rr>2PqtGpNcva$%%`yY@N26K%UKDFuSC@N-wnjfOP`-pet;^Q0kE^WwDFPjmHVgRSay6k)>q78}k5e(;G=|DeMsX-6I(d)`@gS`A93jwI&xT=E0cJf z3-&3AS`vgu$o*O+QQB~ru*W?zoFya-^WVk25EHAiSv#m%yqJFp$MPhGLpK7X?+GxT zQ7S~pk_V;-Q?!QDLP-P3L}XON zwZAkqmwawAGb^VayK{igFys1EsUN$k+I3plE)1h*vNE~yq5Y8tebarxJUZgGqko)r zm%uS+C5kvtS84D~2)y=F`4R7}`Yp@w*NlT4d2>IPqvPVh)#lJ)*hAXrPQMVI<=w)4 z7Zrh+7d@dDD94m#ZPgee!+Wsc9PE2?ZIPq%tB8m`gFTn<3@t+4Kw2sUZ^H=fcP)st zzAl?l?yocTO*XY`sR(n3L#v2yRvA=T1oC+6uM@K>RcuZ2q~ z20`A6n0Hb3FW>b=d8@V0e(NDS5>Wpfk3LlynCVx4zRWo&a3=$1Z4jQOM6xm4-amRH z9(rlLa9AdH^DuE=_UuQO2I8!&oU%1&NJ&L2CIG4Mo`v$ zu@nF$81!)v8f7jd@>%KWt_2Oh4gh3Tr}AJm&Fj2ctKULo`wtSRm$!y;{pe&!IM2#kxBHw8MpN+ZmM*sO znkcw&s&k~9_EaBoS%Y^()Iydp=vMsrN6Zuh)#CP_?~yt>m;Bvo*fgIl0M2P7A3s3S z&qv6*yav%CZ~h?B<-w{3t6;8y3a}V@;=Q3J3;t>JH{dDAv~H2%jt&uMZrQKSrS-d8 zv?6IQnr2q~6Kujm6tNt-nu631Nr3Sg9`>PuEXR`JeF!+Fb{SCm>Pn6K3;e6PV>WJK zj^94DM;y9WQDIG_zKyobxhTwi@qQ1=y1Q*T97%baoO~DBC(oN1Cp(rh`GpwNbL+up zi?Y*xS~LpH3=v;Jtl-N*y{BY>*a1AUwmR=+m$pXh1&9MTW%qC+4~yiqk@#8COASg^ z`Cix23H#i>(&6*ci;~kWKNpkor|iyT^v*gjTDFz}U7nI%Q&mQwE$7lGVP|AR8uvYO zR4&D?NcA=+aZrpXLIO!X<>*T#skAIE^yF=FbAGow$2u|Q&lpVJzaIKKuJ)vP=K$Jb ztLKnkRm+dC!t0yv5+p7Uv-Xkc!QkRJKNwJ=I~}tNF}49nP3SOww6!*_GL;CiaIn24 z#Np8Ha$lLzsWq+aKnbgZ1S{YyKJx9Tgr@Bk2*vx1_FV&`OvW7=t6bv?@?$#o&j|Jr zG!=)*5ys-4-K#7Ct=yU`zy;`KMp_7ke{Noll@t#rC>u>2Ly8*8HPS2|3PkHl zV8?F=-_VhHhfL}>gy7wR8#zM4oq^$+)S}@&cV*u?^$-jTTDw0oz*vr_(0w>pVE|{R z5x~ngAP+d1j(J;&Pu;twO!yueCMkbIGAXqZBNt{2(7eKCB67C*9t{0B;{D?CgC#=2 z?{LZ{2BP$4q1vaFYb$Eb_7Z7CAX~8tjd~aWyvfvlT7$ks`~FD%`wWc(8}Hm;#(5!E zL0j7_!sL&Od6i@e%v2OMpfupaMfuq+pn0sObVTrjzpGyFi)|x*Fr!|riOQK`K@pB0 zDJ6h=O^ZRV1|j(6Ky`1Lu6W5g9HYlb#;v;xVX}1CKIBCR`-Iz5Nx8L|Ndvtk4#@ro zF1ZUOW7xQ|M=cz^OR3EBuO)h?4zUg+8CpS z#-dvm*s6_xlPb`JE(d~11UdKow6ICDRs~p@XHy0? z?qo~?KDNx&Dop&s*92W-t&=%9`FF{P7W3wO1!`q6Q}x3tdLG!${ZeX>NyPV=5+gRD z($h#C4Jza!B8EmX5{+#Th>Z6O$Q*R$kpZ!Ei2HJ-!1XW@&!jJ)NR6+pOzRFMLt-bk z{;bqBk=})Y$;n^&@f1^BZ-oM!_Ruiy&%bXz83N2Td>OefL*Zsu&@||)z8nD@+5(%r zARsK@x!TxRIC|+Vl45;Pj86jyuNpoKX3bc86E%`=>X^__vIPhK@UBS#ks5^^Xut(P zc|A6Y;P;*0yw4C{r6uqfOOd^y#nBM#-U~)yv60B@M_oQ~^jLpCG93i#>H!#=E-W@F zOxBJMJ)5X6Hsfjz>!dw1Q4-b|Wk*GBz9i|Y7Cnf( zP;b1JrQJ|$pQiQ-XNvo>udxv@WjzkF#9?FJ8~?iL3>N6>!`8N7-nBhrxc6UkIagUdRV-$}v1 zmLE|0jIf1dNV$g&t2Oo86;tN8z*$E5O|`8mLkcl_=jr|Ur-&XxBKe)Z!+uHk`*Xj( zjXeXJ@W|vUJ__=kYgF(i&ayGljY(#KHJxlWw-_uiI{%6n*uDe>2W z!p50ZTQ(n2Rm@!~;q(A@k-lu~-J1kC0E>OncC&zIhVt+&TnH8=R+6_K7qF`s|P zOw;G8eWI>ZM>ae7x55y~b51U9e}TsH*SNQLpQM_62brP-M?yX|dK?c7+o8C@y1*SxA4H+;xm#WzEJ|L%1SN zYyj>>g=t-=SikkP_zlBxNIP2G6AIL2l>mQ!>64i#7Jw>r)kPtQ4EjD^pJ ze;{N#63%~X@fI7!mW0$v8by{;zp@P6ROJ*j49n&St{lGSU=4tEA24Vie|tR*Dwg}# HXWIV&1kUb@ literal 0 HcmV?d00001 diff --git a/translated_images/km/ObjDetectionPrecisionRecallIoU.96b4116fcd30ce5a.webp b/translated_images/km/ObjDetectionPrecisionRecallIoU.96b4116fcd30ce5a.webp new file mode 100644 index 0000000000000000000000000000000000000000..025f55047075c522890de00f0204291797679da1 GIT binary patch literal 29336 zcmV)NK)1hANk&GHasU8VMM6+kP&gojasU9(1OlA_D)<6#0zNSqibNtIp%IwPG#~>6 zvbTFoH8jTmT@x?gndC%v?Ty@(ucM=GEMOTY5~=@>{FLzVnEZA5U+w?5f8YOVK3(|l zvL7e?i~E=Q&uE|WKH0m_>VKtQbgw7xbIQ~Qa59Rm3U*#Xn|GIy3 z{iFW(`-jIfyMEPvGJFF1zx3bnf8alBzq)?je46|}{O|FfwBGXmkN#u+59Al`|KJbu zzv+MEKfM0Ze}Dh=^)LKC_Wn43eE*aGU+&-RBl(Z^Kl7jCf6D)={{#R3{;%TK_FwRS z(SGUwvH$=7=jTu5-{`;M|CIgK{}2EF{=eu?@z3Vp;=j6ok^hnX^Z)<-zq$`&f482- zU#C$e?R zyum%Q_QkXDrpa!u+@lFF?vLaDHd2#z!gWdUpat|>vz#_y4xq_fHVIofD zA!7{#^JXH>sCK?yBft#~e~JaE#Qol_$l+<|s^V2^b4)RD_hpbVyTp(tK}?+ti!+eT z-L;JT1913&Izh|s2y!t;lWYq^khPcUAO`~oeCW+;Ku;r_rv@pY7$Ss&YE#e*og}^O zckjuu%u5f|q&k>wUW%bZ;>!O*6H%?mtyc$zjaY@^lX(a~*D94&fps^~HB0wXeFId# zbvMv8OY*+z0Tt{rEpn+?psdt>IFT4#5Jm8{$1d}twobWsofWcm%e?5Vk#Q&SXN1cM zQ?qvyg7l)SjA%CCziCt6MS^xJu>WL0*8?C@PPR_Dcbyfob<4cyt&^@@=aRn2vwTrR zObi=u{#S@JUq!7TH^^7s#rz()^l$m2KnijV~ve;7v1>>ru+c{hwrpF zq0VKUwi-AEhm%D9V9HB<2q2B2=mmp{moKpSCfk%vY?-xBc94W}K8z$*t!m(5IhGHj zi4KnKgR*Gw-Xho9P<*?QghIh6K zp$c2?f<7O#8oZEevRRnilq5DXEUw>pQw{H$*UQU-GL8p7;;wr?`6}+x1-Re|x-mgD zFJfvbEeIBKX@i5PmBMGFV{zT^Qk=7=B-ABll2~iWEpSAz*~?vHr}0m76b;;zd%I&j zjAyBhU{W4eg?`7i(q&*tCqLv%*#s?IdlN&rsV5rIBtIvzoHl1UM282P`^sS}c3==E z-V_`KJqb0Yx|ArCwdCKeXFv%R?(Zy-dqeXlnQeOX{xX>K3EztGj&`e#7Yc%nh;o#D?IV-3Ow1QTUb68=UPRycr4%Z);=(Ye~=vB~%cy|&!C{$bEi zFv6efLvkK^<>p*D4x2Vp0bL4`8jp4{O1Idhhht!$Q+=qvpk)zCZ^3sn9{??ESe0!i z$^q3G861c8?l-|(XrNxoiqWW)oTYg9aHBFKz;a~bm8Ra}dTJ?dGo)!9tocKMDA*RFqLg1T zE?rKbB8|KEw+Pmp1vcd-(Tvjx@E6o8nP5|6ZEJ`t7S)v1`41WakzP5lBsBaZ6RNE& zSq|JTO#Jffy?V|QJSb#~723nI*EkXvh{q$Zoikd#Tz4F#+*2BN7qRroa3e@0BM z?T%P;mC1zfPC6llCKO%r@_IfmT*!AFr0We~pxA4s%7nI`6VXhvKCo^aPEJKl0~BC!T$K6L%0lsg410 zOINk=chyL0zA0 za&d13$oQQNVK?_-{Gd*=;eYV{NZMgK^EC4cJB={E&#ld)m%|zb`_aHcFj8Xzm!5|7 zFiTXUbOp;d402jA?r#Vi7ybxs6HZN(r#-6EG==-s-TMIn{Z4cj8Hg%wyp z!~E_*LIzwIMEGQT(TiWQZ5NsAMR^pmoD`~)14&axq-d4^AeSwOg$+-Jz>imJz6QIq zYUN2ty*oft!a;m_j**w~906mSEkkCL^zUpWeWstJR4G~Ej@eRhp8zr2w`_`!p=W?- zBO~Mf)9@KyqI!<{+eYM~<91O(9uzcVR=didPT#D3OViPq?rVsK6AY(ss zt40o+JMn0tHqM!p7O!tw=PG}C<%gw=UY`>a3dE!|PRmpeZN?J=&k$)g!O?%7uC(st zQk9Nj)+!vA$=<}@=s9Ic{u0k441i-h-}Ixc+(5u-7rVh+budkVPJso%Dk((>V-0P& z3|!2l*B=`MFYfWv!Y%ItHiskAG4nPiJWL*mh%(e2ijq?%TF276$B+zZo zN&(?=FRr#uxb1?5H5{$owXsVQ+ZIPkJb*Hc<8n+0Oq$IZZgG3L0+Fkd*s=Zuh^5pw zC(urYL6~3wL&y|?ZcWyu+Hx*Fuf`Cd&qV};R>*?$yr6q!*Cgzd5hv0AX>F~+l@~Q+ zMS{5_R&lFl}B` zHMof03wG%b{UAmRu@op4Vlz#W*A7E&Yf>=w4$~IrbZvfk%1(i zFFm*;d(iXgs zXRp4Y41uZfK;+EANc|LLx@cLIhZA9A=+lJD)Fu-TkM}NLRTU0grf00nL99H92B)lx!?t=`G|} zq&1wI#>(i$4r{%!z(1vM`gn3wh^h9o3^EA_t!9a5a2zS+!8{YO_7wj`VjHg8eQt-F z->HRRuUx|S4-#HTIsPOy!NTVh@kmB|*Yi&$xo}SSc~$7Gkp<^@Kb`v=LCyOpy3#Y5JEIzLYtR)(DaiA;$EOX6={W7 zP9!P*%}CU14VpkkglX!(3y9L?JMj%*4p2hh2soi$)#^>VF2~FO&Qizr+LBd5yX!)m z>WkTVQWlO&F84j@s7fN{KlnyM_LIMU^ zC0o|d`DLk@C!YrM8t?GH!ARs)RQB&L2K5fX%W#tJ&a5he-eVYV78wh9$v|3k{9w=& z4~lLQ&%pMBJcRI1!aR9eB>iLCXW?kLY+9pAU-ACfhJoqf4LhPa}=GsAjuTgLwIcg>g z)g)t03t}ijk3=9$usIA6kk_pAw%qiTI_VWgK_L~gb<4cyt%&s#992(xO4TZR7#Yq# zNJF8)XZY0py;L4O7NXkfy%n-`%e?y|-qQxv=&h5kUFSt?oms3aG4v;^LA4z-wGb8y zX@hF?R>{{c+5iCl|H&{Q!^X^mV@hjN<4uMg2Efo97v~!X0$_5o`KoO)!Z}Zw610H@ItKFW!s7HI=>qL4s z(3qann;@KE)4=*RIhq}YA0k0&f{iDRk1iNxWNrb?Ntk10vHT)*M$Lio8CSDc>@1%x z3#Oo)fWE1=WBW|l83HoZJnRaeNb0l!cwc!~H36)RI*vMrShhX49b(e)YP%ZV8R2n$ zT4__)g)bl``Oyy4B|GqiSNdTq#?66iWMox>S-d;ZwdY*4nLvB>gTlI*UUENxbb4es znjCY7;bJND!YciNw8!47+YOcQbP>$q%IJa_Jgtms+}Dwuc$_j@iRhQN%$V}QeNEpr z2?&rxOzC_tjnTKoVL+|}@b1z-c^f>M%^l8UT?J9CU_WB4Q&;_MlJW^Kl7MwcNtV|UUb-=^EDKH z&pY0K0RzETJ7H1K4(OsrKh{qN)y4;NWU?grz}~wY((#YPybsfWvhOH9wV)xAe=6aT zWUOaQx^e&3wc_Gyd3f;pbZfh1_9{*_iICR1r*rX_T@%BCe@#NefYshQuq+k-ZkC_i zoZjMP;M*#SPr}E~rD~9%P;3O{RtBA{HlNwnDY%Rjvo~@l>2=LbD5RbJ5>lDkVbze( zD>N;*aLunSMF^$t<)=lS+y0g1M~v(;=wfJeF_%t9%$bDP^Sp(=e;GyYHrZW&Pc*Bk zUk}?yD>gx$T@2%P^+{u$9cEi)(y#Q4aUA5*{I6Si@+rS*Kjr)eyK2p|_3^@}+HL&K zxO=uomi&5SWuu?;R*%6kt;h!S)oRfAVZn8*reF@NR}h212-K&D-umDz$OkLVlHq_a z@e*@dP!lc>lxThD$2rZ;VYC0;AFYD}6V%o_jIEL2BJsJ=5WAvl z9%ygET0N!6{gTDMfAllAF-du)5r{SNK51@YVrxSC0%R-@A3C!~HRDd<%tkDWKXOp1tNQF1Br zEq{xxX(#ssq+`?bU{!#4;IJXpBUZD?$ad^{Ib|RZvas1nqUZ@0BQ;SrY|^307zV#4 zoGa7*yj{2?`v~Qr)*fwFu6?92h&*O?i&CHv7YLdbVLgje@_aLuPy%=HGC_pYYp>nY zT~PvY5L;N%P0x{ zXWYpt}~uYHyQJG3dWeXddB*0)#=xJG=KZ<)~x!x6mdhYdohIxflTJ~tIK!& zZpq%Vmb+SHD6Y0g@@Zp()ejQ~QK5^l9|^i;q6P0I4O`|g{< z^zu$$ATGxDz&@ZTgz*Nyk)PU0QRVa){#6KZZqxDC40?4glV-(zP)1O2{6R1btpjKa zXI?EB=;S|-=c+U&o(&05^F?0Jx@qg+35RpB`;3XvE|{m zd=Xw;p_6|1E`LZ=@&GBKWqdL=W>)ruzlbVZ`#qugJ*^lF)55g@pnid6reUB&O=OYI;X=l3!+TqIz_HLy^1NhBym}V(TvG?pbE<>Mid}RA>~6>$%klVAYb+ z#sb;nVglOSrsvIOyJL@2V-Mz8^PH!Q-LBA^J4x>ewFdF6`@jDI+hAjQb3%tEt3vbV z{iT4+C)Sk4a4Zud`PT{cB36y)=3tWBAWcjQKkUtE0RVlqvT)?})8~ER9T}nG(SFfA zfxu1#h=cdb2HdDJVzVo*9pyeqO(p&SzMo!(<=~Hr>-)S zS1rsE{quO>(NgbSg)@P&wyaVL*b({hT72n%2rq= z3yR{-e!;?w9m&ny@)qERb$m~qDB7d`{jp4!>w;7iL{iaT@K;Uwx^UlJCL$$LrbIu8 z=}@5Pz~iFXpuyQE{u$Es%#6iu`hb1xtx{^5@VT>2=r5#1ItqT;BYSR-fqm9us%00! zjW15?V%x;3Rz-$a`C};jQ5h}5erBiXZd2;{tn6YTF@eqdx|LABtEK!0Z;10>+nN^- z&E5_!f0C)MfC__$SDuND#&RS-u$-*mcUvyo7Y!=PFqkTTZ zu)-=Y-yXjvvZy5`uLU3jK*Ezgu^eAx2o;z3jNlMwg1U*zkP{GkQi)2FSaz473DuvY zC;^vl%SHdz&Ff09sn=!=$Dy?LQ3o@C8-E_n~SC{lYfB;&3fuMbiD`qq<-NX zA0p`Okr>h22bs!@Scq-6+1}rO%Dv{vmb}vbV^JExb_e)~HKgl#|L-LG{|*%it~NB~ z&&J%$^c9R52x~5RKvWAMe!+g!uPoqWd7lm?d2|AqLC`A$7a!ID8_l8$2F^ZC;Dj-R z3LB4TXVsUJo|E`T7F7p5ms5~JCP8s2#8n}x5m7aWuWYQ3x|=rh#uBg6ZN-Y|bi^XQ zqNC)mu%)OGxSM0bo$jO^R3$`vM_J6wyz2TU6pGGcjE$h(s_#n;Cs&>spvxZ@K_d|$ zc!#9fhvpG*`8b|-gktSnZC$4`3vwqhuQYFS$ONAlZD_{f$LTx{j@rd|fb~|MCRTMn zh`up-HtjITUYr`x(LDy*)$x%p=;z17rY$i_x%%KkdCbYP^ytC~U6QmazFI9iqIV8% zvJH-`2uT7DJQjF8RFbtWJ@1IWZk49wKS%r0*kEI2u)Q=Ih^}|4f0rpE0^5vKXv(1Y zt;m!_s*DoJ82}W_foTq#sw?MU)^N6uz5d`9bdx~OS)5Onh?QW?1g$tku?iN|;>RD# zWRvm18bbuqVrW$`>D!6F^MTml&B|X>T1;v8amFB-hKJ%m;`tpIyF`!k7&rd9{k?KI z=Y?$yRxCB4i8W7W?6bh8{VRIj~#}i?#w5=$$-_!iu))q3~_q0 zdNr~q{6OY+fRxpw!lwLC<79WBYn*ZAOToj-x~)?dt*Rm;i%q)h&L0@|qCj?4?@FRB zG0~;-%SUGytVyhgxBXX@dS5&uk?8pfBW)nmh*qwhX5jI%^?U$H5N{iU3s2JhLYwgA zE<{0*vMCur549F4TL|OAnGfMMY_~QwUftA%hF8H_5=2{Cmu+(;w{Rln4{$hPKMU2> z_RWmK0C4bli@QDLgHlo5kl>w*k1<$l!?aGn+>sB)CQ6kw)!_->S|7q%y?zt$Rft8)5iYZJ zsek~)!>diZK1~Sbo#Huo(#7nq#WQJ&q||$U(vFWlzDSNWGS(HlF>R#~qcaL-WCQ90 zfL6O=on4DpjGMzFE@PhO6L_5=+K~t%1b5jnBkPbhMX2D)(tS-RSq{!tYQQ8=q(VLV zgE5-7j}2b{=#c43R>BwDOZ*a+!M&4MlZk_)qC-wGr?c>y!oj|_^bo_Q7u{)P(wWcp z^aHuM;A7yzNLJE1Z9we!d>o7~`>HQdt_)a{yc3vby2@Gn++I<9<(Vmu;`{Gx|E~FD zo*DR%S;!$A39PeH<=XxC-a-FUTZSN+iAtkPdE!e@NEwVd2GkC7J7vd6`6nl73L%=# zoygwJl-Xst4z|H^loOPof}qg`RIuOk0{-uq;Cahh97mb-XhBV5kZt~Epq;K;87*=A zlJ7VG0000w)hjDEGT=qkqf{I4_yB=5avE55_LjB{jB}jN{s)%pbu29ao;2yqiRBuv zJ;}01=Hm4`XCj-Ia8aK&0eW{U2yu-B5%I>cKE1*Fkz~nmR3aCjBtT-v{{Q46XW#Kw znW?<;H&#DbibsV=33Vp;D+089j2+8A@bpeSZE@_qez%mwaMN7RedRO(RoOhi_W%X6 zUW+}^t&&Vz!ES6v4qvXYW6y-DfHEt8-ic^r{;EP1=Ptfs@KEQin?PQYsXFb!rc6S) zvvcLcujL>AlE|jU>EEj`OIf~gP;%K+mm&^Zv5l&70083GQW$YZ!au>u?>d`$sEj*` z;$wv}9n!Vo5S+)JfRG(ZF7V5XwHQdb;mqw;e*`qY#p-WJmGRH?R4^c@%Qe;VYOlP+ z7+FLV7#QbZmf@HM!$@Wb8Y(moVslLqEh)F_4Lc?4U@E-x(HgjQ~`dL{pv6Aah=WHKiZo=QLgF8TAlSkesoI>C&|2$p4VG#L^QzBl^{j=p$IyjjwaIbNh=BO}K; zr_;oi`FK0NnC=IszMV$NGVBDT60>*}EcU@MB7KyJ(*-P#LnMrgF6aSvGT>iwaT8lz zF3Jf5Rr?t1pZj4Bgy?H#Bpr4_GKxJO{K&n58f#sK=h7qF zQ&Cm!+qNxYgk~@5zg6=D46;7vT~1z%4)`(eo^@F$WX?!aEgXWF$V{;3eM#FTCKp|9 z*_v<)HZ{>|6lt)k(q=p}n>0yT!l2TjIrsc5^n%Zl*fsQ(0+3>WQS8DqO+Cvzf2VB3 zqRInvhph{^*>10|0TVz~mkC{z=Ie_SGW!8`v_zp-RN&4Ob_JU)1JFXQ$87{Bzjkl zw*K>}1?)8VaXhX(bH42y?=F)Q+n2G&T$PAZKfLkjovd8uYvY%AAYM6I3T-0*)7AGl z8DcT#9Gv;X&Y!WQ*YH^g++Io2_qXsAD4Tuf3o}kAPvLTk_8h1K=vMM^1?Z?9G5Jno z^Xn}qwa=D~1G}yN|CT3;WQg3&PHmMNc|7UmaUf|;Q@xy5)}+Qn+a(&|?0nhUoS+ME zd(L>?=%l*-djgaZWR!GT(_8pHlY^@DDt=xMBTnYvsZySG0;a-}V1)>F5^c7G&8Bq> zV6`ivA2pXk5u0}-=a%_a1f@}Na}i`w_E@uN_0r~h2xBD27)gojGr;lhIFsTwN-)*N znpsj-+imo=sF#jik7Q)pR7OLpC?zEokbNg$MCV1O|IBWGr>np|D4gISgp_>{s1Uj zf9m0tmxtZ{N&TFwgHwlzEkKA9O@crd`Q8PP=s?dy!d9ohiSm7geLDE*j1jLY&De0ORTDl)?DQE-trv0 z-lTQQoVxNd9prLhiabNmIk4H=UG3Xnz}{I{S^igTauK~D|H3D(Ou-dqCS7-DAw8l2 zY|%BJE%V*D+<9!NxcnVEGOSffmyJ&{<8hfJ)Z%5Dy{86Zf)u-&o6Kr8OfvM_ zWX%2aEpDfI&J_V*>J-?{Q6>GS=Q=dHsx_HdZ;XPe?498%0{|>$j&RkUGcUOGPl91; zMn$8GiJ1TOnGhPjrwwbyS%38URd+sEuN2|l6R8q8FV`~%VU+(^wI;KOyAGmx)?&W# zpM1yht2au%9(Rr8b`NgVm>+k*xP^H{rS2@s76g?4jnn>UOKc569K5qh|EwRO>YU-$ z-h-lHk3TuEMrefD1ti;`Ac7m*>s0l+2}AyL9boPY_j(eZaW0o$|FCJ9ri( zNZ?APx6x{5z2(OAokPFmTGo`PW^{Sr;w@_$cOQ_eriWX0b8p}Q9lKtAPt`$|Wy;v> zXr958$R{C}4Aic$MN&`yZ~+vD_HhP}6RfdGUwDTB`NJJW7^0m=)Mx?2k})<<>v-=E z@tSowCUkkn6pri&p`K}3!z7o-L~})pxI#1*oSH;PKQfdmz*s;Y6gP4Q{P{68r}}~h z%LRgJu4zpmbZ;SV%l+KcI?H9lULn;7dy+}sO1>_KXCrJR@mQb?dk0MJ;VZ2qa zJnnGCzMqR)l&fW$juXZ7%ss13ZkOo2mS=qug${#v2Qs;ui_jDoGk{A$6!TIcNU90_ zV&Rq8kn-z_(Sw-X-h1)lV$9PU7ZJ22zWU;3+!RUWX=skoC9n8G+kOUGRu@xz4G&BU zIN0o^Z^`HU8x6VK&vu+r2$T%*Tyz*lmdppYj5>@E^U-ESmA`;vsS<}$P`*JDPdejm zy>kY=Oq$kM)z0h`P@7im;q@SbJ z=a^z&jI;g=D`;*I#&9dJ2Kia^$auU(?}PyYg)gT3hdU;L>dOS1V$=N zPB&ddl#cYy5R-r^P(9hQ$H^b(wZwr5LoX>x*}x4w0NZ8@DS9*i{}V5WR0?{1&8^2X zxi45)ZAVuM=#>I3a&|rvZ%%pPtf=fD3SQLx7D7hd(XRd z8rTD(f0riJ7C|kgv*sjkKsT0lrCQ13ZfE_vl6VbyKB*I36;yQ6$?F4&dEr_F7sQt& zG`*$pTFYszb2Nd*KnS$&eY_G7^+-m}j9;zwBX7BKX;A1Eu1Cr>$Ezq1m(ezCxiFao zuq`kM28+bAl!;I=(T8?UBdg>YOo6;A3#0k^mxqn$zh`Qf=*{p~y_G#Hd1Gt< zo7;wI1`@C84-NB&J4kHKab%yhz#4G;q*4SOxXDNc&^N6;r76bQNQV-r9)UVpu13{# z=ljh};ri24V8V)8VAY^7q`{xmNbFxxm;}WiO;kr?_jCiE)i=$bBG$v&04c{o27LRM zOESPt>2ZpS%QIJEy6RGgoW+<;-LvZBCnw3koY6%KEsIrD9I9W%`$#@k5*NZmlv%6&9l3$%NLNlmaZ^#lVnOU< z1S~nDJ8%Dn(NGvEQh(M3cioJ1dhe9YEC_@DHhi%{w7w;Hj&!~w{{+EaV2aieT5td| zJ09a?hS_k+n2}deCKVm%;i`%V+nHC0Ia`eZHQ_1ORB1L-rG?c(sT6sCz{=}Tk8~sU zNf|2C*qh)ue1--_1S}a!$ED&y2pp4a;isOF#P6ERYJl$e3d}2IMz8PnT12w|j81l6 zyTVe$`eu&Q6G)Sy2I7bCw?MjC7v0Tl775K=c6}saH)9zu+XRp?hJq8iL%ztfRP_tC zLG_ZwNd<%vOCTkA<^OMyKiwvZy-3R2qBIgP4nJsOZ7l?v21rG6w5VG)yv~`s%kSm_ z++~6`v&hK)UldQG0iR^VxNV-GsV5})Gw}N69dgBo5kBQP-* z@<=*5skUwSlybuH+X8_>DiT>Ke11V()V@1w3=EE)0b*{F0QUX1rlj7868Z#Or6aeM zRfd!rj~4^M(I};Dpp86ILb0-&BWM;j?&WmtqtI#`VU_vfCmaGBPB(ZW#nLl*NJM2* zqRkVo{qe>cVZ^EyMf*O~`2xlNeO+w~3EH}mMFL=7ZLGkXKC0(`z{1ElA`Z{bT-$Fk zrPf5lqDsG)u+WN9q$c`%xK1g)pa++gtRsgis!_~X3ibe<$Vi?Hl$Jv6R2K^5keh|S z`98gkxP5J-2)sUj71*|iUyxM#sF=l#IY1Imj3Sjp~Va6k^o0Cr{6Mv$;NXo*rS?DqA?AEND`iyRN%WnD z3gOqYrdEV@(2~#Kb+L#|rgv>{Nt9HJbiF`RnD|6gb>- z7jh~q`5Tl4=cx&Pu7!t;5L_v`ZX2BAo0W#UXSsi9u@TaNK&z5prD7w>y5R}CEbPky zi8G2kv1R9&)+Mx_CeJ-RZWP9sEnmC$;)}Uhqp8JAj=Xz>r7kg5n#w6mjf!x8cUYU8 zOTvbShBPaJN%_Rr`G?~G3aU&YGSSH9*;~7&c^00MfHa3R4L{ZcGIR8vS*Q_;Xgyfe zF2Ewc^vK)kPOw%7X%uiq5TV}Bkj+v zLJ6zN$!GQBcejy|$}Ce;=y)!yz|YLJKmI;Ew!XEhBO1>(p+Dtb_6UzZ5;VA71j7Mv zExWi+(Kv+DJBc=@D%+rg@7mhpQjyi0;I?<(aD}Sl4T2f@DsG(1l++jp`fPG3tP8kE>SUnED3l;7H!yx z=R0?=%0E(92=34D`J7TmHm6p3tWhra^%?9Q1*I{DKoAXqC*L-w5=-BAJUW0r640E0 z>aqHu2EFAo~QG31X;=pFV}-UKDm* zMi}DkjOaGdKwak(J$n+V@oVBK`)6{;@@vg2IL_LU@_BR=>PU_(T6vssj-6pc8K&0~ z=TGAny9aFRST$BB<&ADZkuN$NY`AuQv~k*@`nGpRus!>%pyx>NUqoeeHpL$BljC!< z-lKJ=^LNTM=P1M`oAI3HA=?6$7zbO`3SPg3;Gbmd)rGm;ONSh`s7OR!4|=P;(JDV; ziP){i%|}UVONpg!8x$>UK9_#@ko!07!D_j0Lg|ClxLFhM{9pCNcZ1&8M8yfSOE3nx zKf`bSRIddX`$SnnEH?nIC(L?s@Q~mS8^f;}-VZ}EURqMTb{UJ0Pq5{$7NjGW4`%1$ zPzlV+S`B|lgKl0!Q0DZh;Hn@%tbv$7?@}p3Q}pZB4YkKO{kz^?U5tG4V#|n;C$Enw zXoHJP0YY29P1(&g_*s;Q4WRmge?6p0c{c02tS|;&8LT*tEWxB7i%c)TQ~=h~o3Q4( zGjdD&Q0aIm$EjF+@7=xU5uEx{sqaDQWRC~~X6YA4^B#GsK%SXVGPpM>d_{LWLtSCQJbWm9A8Rovus3Jw|TW^UsZf8s`(7&#U%8w??BLukY{ z{6oHJxvv}KftoFo75P6*b@jTCdN>&aEfD7Utb?#ObT@+>R^@)YMj44^9M5r8b;Sk^ zF_Evzp+7}Hi9}Lz}J322go0l+olg}n_oc8z0Tgw4$x-Kf7iLvWJFDv5z4kQ=~?I6+JymBBaW^w#my*&iHwMN^l zZxRd8F#nCJ5DvHBE7-*!a4&PU9pzQBH-3)&g~AZ0cJlrHjXTAWD0KImc!uUw^ZKfb zC)a1Hgz8`VACjD?8cPG>?gYZChUnVIZvPI*6&U0b0~Pkv?)P4KL@51{d`u0iuB?|f zeqF9%>Q>Xq%KeE%R`MgHFaq9l8{|{)7(Ae@O21ouaCBLCJ-sLJ6q7KM7F%_WxSD)W zqZIH>V^ll_V)bYY5h8*Lonk$Kmn&6K8z&(cUkO?mT(#VPCBm+#wGoh#%BUly8+;JE ze9sELE&+KtYFttu=OUf6k`fs)*UV}d>*uMQ$&R*P5oBf~{~-7x8C70udGmYv)U}JA4$riS|+|(Xn#6 zgF#j{kN}S6tm~l;-;2Q3L+oewHA6K5$miy6k_wK$N(umvI&DvoHaGbYUZ#<2w`Z4Y zQKg&%RCz?=^xrmEUzByB`&t&Rw{6X}e8+G(KpBfef{jxa|XeJSH zGCk3NGm;I4i`hn>1ec}(Yo~eol>f>#BH$l%ApXgSER4$wbx|`rXc(@ng16=1ADvx# zWdY{Z63{0AalP0QuRzmu!vvU)3P%dnw*QKP2DChtrVAS;z=c8@`B`mabOC8e8m?W` zOa(1OF$7oe9(>1XazTob@C{o5x=MF=X#fx)c&1ZnZQ=eoLR=OFcbZi*IQUNXr9GZhq)b zAMwJTKs3Dv!iVg82&Nm{-(}j-kLRMK>gXW#U={jsO1n>q_W!?vUt~u zHOy_hJ=Lj4r!VwTNQlP_sQY$)fIjPA>&sI)W8JJec75T@siJm-;_Ox2YAV?wP$FMrbaZAS7ty<;*mxo6jpVPA8P8%=8v4ltCK5nVz?F2+W}+V1&`rHPgMWx9n&V(RRRed4feVO{v*q=qC_PZr-$oer z@(agINxd$RskP)F^2`jUd3BKk&PfPmyKEe#+VdLIFTid{P8eLR-GW%E5rE+NRF-<$MuAKJ|H$V$L*NySk@p4}+T&ec{V&-koGr+nEt8W7 zMSE>HX>Tc({YfO^vYHmcVNo;x%j)$Q9LjFG9Zg-ngK>f%rUf;KpWEM7ZRUdrh@kn^ zL{>qvwb+_P=TS?x2??doAUx3;{O`aND?_n`vx7JU#Mw->i$qp?z>b(lkX+VsW5fgD zL{ejY&bB~D0I6>_-DJm$=YcdQFoL3w}ug1Xe($Ui|h;^D++ARBy+fdJPTv1 z&O74&vz1SE*tc^~O$JkbaDZ^$=HW4$Hj=3p#6ywPtjp-r+1K_{jZf5&Xso>70?9r_MK1jcwZZM2UqXsN& zosUYA@JhPKtebbpo%C(1O%e{c3OEAuwbXTTyWAY`-1Q%3}G*HMCcHWj@95ExU^vs(^?>mncTW$gb z$O3J0rErvks1saICWv{GLe0)N*Z_R3C)gKDgE(nQ4?is~ik){M7!o2wbYGZ!8#)lq z)O}aEVd^yQ#bGWpjpldLZ+9%2egcz>)|?PB#m2rLnvMI(oWb1|i+4%BWmFdf73a2# z$jImE;W?I%;D)~}A7k5FWJLNXYWRTdn@E?&@)DxOGJh1^eN41;n2XC}uYMl&aM;>f z;Pryv3-_Ck+VRu#KR_aiular0C!ao&&^+ZE|8L}k7{!9e;yVsqx)E4Yo8mv@`% z4RVo87hPfa+zMs0X3mBSt~^0$$6_*2dA@%|(A#JLId9!%dek%(&gpPXA(iey5Y zjTU~+|L{EZhHm>&*a6=1$FxALFi%RK|JMVdDAnp51DGbb^OY)|O+a^g)lsfbmw@F)6NQw4-^A6o>C zaoT47_Y*3?MkkrC0L2Fze6j4`f^LNqSX#xts<1%rx?TH?_+lSAcV5Dik*-73NlueA zwf!+R2MDmr%;n)37DSXvc>2)O#n}-5omdkK!W-sIX`WAk1siaC%I=>fq(=sS%Rz-) zS~25fLv8ihmB@jnB#OZr~&WRC$$3ab!j~xeXR8Y+PApN5|r*2bAZ~) z4gHa6>c{CwMF6-mDRXD0bEQo3zE1RQ5pAT;0;R@-Q0sk^j%8QyyAkt+N*7c~krTK& z5*^ZVDNLot74a+oK8W~D2%W*;L=VbT33LS21hZ2Vy~QEh6h0Pt_vD+RIhGR5%$HYy zRXaK$L8-|!a#x-}Q)nXjK;1G~5K2U+Xv2C{T=(xTh5J$1l%-g;4GEcvScbEucYVSv2ap_A5X!&vX@!Xs4{p$>8wU)R$)f`sD`!;d|`s#+Uf z>S94c^(T1JA zCd5M_5f0;+NJH$iFeXc#^~<#z+UCs{M&oq!`8I

    aiKq@b8rnZgxX`avK&3nN>W8 zfOHT;kO0j`*MTb}in(c#^er<6eLw&L(+JVRWK~}r^nj<#;DtMatJ4PoBe>duGSmwl z%7XLAX)F#mQv}KfOLBI2{+;J@`)q+)T5VVnTU0_{-k&W*>xRt#C|IQ)O;E-%%ONCi zpk)KW8102Nk-q5*O@xrq4W%K$cLy4cEl-G&Bd(?k8X-7U02h;6c}L>DX8BB%y>g(H z%g?lNCrcnE1=_v*^_LF&2xwP7omyQ@-gMHPfEa3jO1j4iX3A4rEy8ULxGv~;6ee?g z$0B38R7n1LU9`K!G<S+t2*VkV(Er3dJJC;W|;W5Yf7sKvQhHeb&O5?1g3U_ zY7_r6+A-(Mdg|U6cd*TjD?ivHdKDFs%3RNgdJJdZ*@Yc;^LQkE@Q0?4;*vVZ#DWJ{>DT zUT$>=o$-9Co4mF+8jMJR6b%`%dG8epYfJM>b2fZ^LSMwo%uPNLH2t7kvy?llm6eH6 zYn|(~u$olY(}jgrMwB%frFQ(&5MNF?zb?PdQRILDP%^L0ciInWyg>kwW?c@Kz}9U# zp4!>?NKKtTE{5{R{*7+$1M;cS*DZq?o^biA4b%)&?&mX_>pMbx-kdnV3uiL&a3HIK z``gf@If1eJety*&X%o{v+;wMTv#u1`Md#zMjMnn5;Y1{ej`JzqX+xG7jHWa5wFvGM z_JW9hRt_^(4B`Bo8qM)b7fUFkb`K>`AqU@zA3K3C{2BK&IU;aQqj6I;2d~0sf$dHu za4U7aFjz9;EfRs_7%oO-H+UCyI)qOmfE5%xGH~g0Um)=WIy>}gJLymwxqJ?j5|UO6 z*}=tzxqG$gK*1S$!Y_ZK{$PzcUR23?6apPg6U2-X3t@uXtOj<;2{Ns$P9Hq-l0+}z zz}V^kKw$vg*^9CoP!uGdR68*Z+M#<2o4_&`p-U9=9qAu*IEJFcUmQflnjc!h7OIV% zbvh5vWC-Wm?7zErIgT?zLPA;fbOPdmXncUPTr!L}T~~3zk3}$p0rOF7-uX%RAes~$ zFe#-HmE@0@h~^a!PKGeza-S`U6l7=_{Ozt2J0*|)#E3~dlDXv|uJgij{FjpQF|9RD zk;vt|z}g0^O2zs6_t#LJ3e%>RiSMGBWd|N(YjdLw`omh*VKgDxjMoYW^$=TI?Gg{2 zrwUl4HdK3>aRz1v%@4}Ed$wMSp(#iJzb#)r+P#rbhRAvv!4^Qv}@Rs}=lO8?*I?rmAr?7l=5O!a1z=Hd;%gtK9S>7#^lWioYC|FF}xmq0C zKpp~zzV@Ypp@fmz0AN%~Av7?74-1UR$XiiLbP}=Uc&{xSi|jJSOA?;jRWsf_wh4X2 zOXj*=yh$PIW`nw2c?~UpEPV`!$)pT*nc+%)9kWNALh{GKKz15eaXgi(Rk>s%PC~3QAp-?vFO0YkIw2mmyJ%pjTf_G0Epv|1uVXN-$@L;Vd<&Zk8}J zsYgGUcosVtQR7;A&LBuc@kE=P)Gx<>J`jiB=%5+?VUtW+slx6eY7Iu$8VY09B2z!a z@z$R)aIT1WSvBC=9BbPR?O}xiOJ}>vvJ*^}CF;~RO#@K@+SDwK^9dJw+QbZi+1k zwow?9(1=Q5gcP{*mnIlJO1eY@r1y_lev4k?1s2E4|9jJy zX;h&J-^r5!()e{T25gWS&rbiK8gJc7gk*;OLqvQ}@OjuSl`WscLbed%DF zv;FZg=Yd%BSP&{PE;EzBkj*!QXydgHbFET)exFMgZ7G(q#jXUNF{UNXLw4@N#5Ve; z*G-)_XXsbOq0wD1t;W!W_Q>#me*Cb^gI63%g#>y>5c4k)w!ld+7NpmnDoze!xO|c_ z{;te5h~9WmB-68C>&G@Akffk=6}zQpdce`{0Ne1xbHC!$bE*~*V@DvJKfPiACg>E( zPsv^BXMsPS#Xj`im}rUh`bf`mfr#D!WsWqnJ~Y`slZPDxUJSl=T^2jIrmfeAEN zRtNoBMDjN^{iGO7{03HYAee@CFBcX@9c)xZHh09PY8%0@DQYmOIgj6_1XX=g1hD)W z-$;%+Awptm3_%hPJ;oXPdZn+u8))vV$7B{){^$iGG zu3Jvt=47r%mV5C~wdBALU=&M}G7?FHedlFx{pDw#X7kS z(au$)kRO;IEFqshU^q6gfv~S?#UllF_`#`^w|3_KOh6J1EbJ#awN0~e%P&E{iEm!& z^5fTe>%^Toaqy;Um*jSb};T zJ-elKeaF5R86A5CkM2-p=+)xvI>k*S@-|Ay3qcUKS{w8Ijq75KSO>hG$+09wl~#t; zoks;osh)aUz9uS%R`aJiDL{*zn2p9M_Z*-oig5ixs-#s7HLK&|`Ml;QD8>u>bHm^G zCvr~L>;y=DB0aTa>C5D#H7Zj*EswX@=f%1SY9KaqJ&CIjSQh5NN|D(O^aPmo=xv(j zW+c`+FO4S{q`)urUQfMM$q!6AcriJBy z_?j=W)SWHkz>1|+s6?2Duw2GA1LnCgJTFUKEF(acs z9ey9~W7QG3y`s?fW2gug2%^uV_j5ibYTC9{A|9VcyIWsiWj`ec90LRp!)f9n;F8}~ zMg0EP8-i-)Sfv?(>-}iJ>2rzL*7rYx6Ccc;K$=eDMQ~$FlO>RIEv<17alz`;%PM6H5!I0bS z`lNc}b5FB1Ha)x|E22AftQ|D%Y?tCKf^Ec{dn`z zr2XdyBrh#gdtJ!<-O8x4;)=@&lLYoJUE2A%BnvG`k?|iiq+3m`15V}I29^o7T@RpS zP;|QXU+?L?nM(!stmadz14n+ug9UyafUmWX;EOTOax8PG^nUmi6U7kqfTT9e-dE?A zuVcZpr62K4z0v9K&%N#>>_^{A(56=EX~IDpCcBypg$==xs%&wSLleY`%mIr)kw2XZ zL&;jnM&b<*+5nyCo#e@Buo1uKbgH7v3OI>CYEUy)loM_RXcCc=2MSZ)H^JAF?WqXZLLoa&|&a{${E0MLet zTlg*MQhA&Pj^%-TF&hw?tvf}D%;iH#J9k(92FO^CPOIk~G$RtEyeWxt);;kH)GVhMOE@Vc!3qMbQKWRy;qF*-}f91u5^&Vkvz#R$_yVQS2oUpFlA^O9d@aKo<+*Gw(cZbtyzh_4Md~jE+74p z6CMJA^bMe9*~7YaNXeI;wN(iZlsrF~F4>D#c;smCFJflvBdgl^&&Vuw10F*7v+V9O zFd)I1T)(F2b~RUIyBDy$Q8G;>V9qg|BsBpF)0L*n(L%kY7pKTIuP z8zFpnx?VJ2=)ICuovAO!^E+=tH;C4ggltDqzIL#^aLME8lqld>6x#OsrgK@KhR=q8 zWaCl?h~;AkW2>@9Fg1oJ{+x^Bm`z$1c(PB)LeH~=EE^=GZp`S^XMii)>VP67y0aI! zRh={%*UPhdFz&iHrZQ6tIY;IyqTQ>`tZq-YO82@MKni_~^U#@LQu&(6tDfonK=hiz zC)OsWoy*sqPsy|I6(a|mOE+Zh2upv@7>>WKOFyAz`6iaRNs;G#0J$--ngnq#Dn(z8 zSdfz~LX7$Ytp^_75d_V|r?8+S$5-J!Z5<1%XSI})-5T6eY+V}+rE6D^6!exoSnlp{ zR90E!3@z1uXkZzQo6XO-V{arBs&QZnzIM$xXN3Z%#3!H z85B<@u;CqzDr<$<)a(bR`vD{HHgBrHn8Ut^Y18P)T}CD^LV`zv(z^zoNlT!zW`naO zIq*LD&f?jzs(Gg_A#=&UgFJ?^kQE�XadIQbgOU8r4R+uvP>?pQuwS~8i zlkew21Yn6V=QzeXdr;L-j0HBIU`J6j#iC-S@fe~-4Q?>6Y{DJIJJV`Y zt@*wjWrOY$d%iS(HK-(2sIqd)R@$4*C^%8Oj8|V|g(nuF1Rok26w)$6;p3YM4`94I zHpUo+VjqTmd*Ew3;Q&I**-DI-DDvPbn@FR~ryw#19MQHQi>eHarrKm#ZmNQ(b&-+Z zzXmy7=C0qH>r=R!zpw-Wbfxk+8_5@yJE`6${tkPC@w|8!U1OT8b~3;rG|aY|%Fu`0 zw^fnzwMB_BVWJC)g-WZUV|3&q4viAQe4i3Yk~WU2FLtCWXfrxamzS$yJ=_7}IoBYm zr+~y#aZVclz=8+pQZd_m2gkMDv*9&`i6J<#ig~O-c{E2`rV^ZW69os3v9cO%w~{%m zK9>6PWw0r#_U7EegNoo+S`(!=L@iEUzv-o#*n;PZUOlsuc^5Al|2mRZ-l|)5t$_v# z?)PO>i9Dl2_`@%}S$#zNgi$fXHLU-L9SX5Jr!AGy8QcD7SN0Z7!_keo8XtR|9SW;{hBF>>5iA%Z7}^ zHU|B`v!2~j$pM$DYZ^f44P`^(cR~jEJz{vb7GF8TNBcF6 zBIGEP&B!V@6Mcv)tWLUaroXwcsuPQp>b6*J^yg#Oz(hBlOhz!(qH@{z7`LTCYN$Qi zzEou!Vvg5_z@XZf$jB!Jw|?B{*F@JLmnO*}mo@7F750@?b}_ZptJa+o{5N>i-cYBK z1nj|IH6sTsN`Vn$^We)Vh2-F1#0Z6u@#F67hC=V>?PVcO&Ip!9XoY^xq5MCLCQ@0va~qw2-2cBNCNUhOhaf7V-3EjV&i1eb>Gt>pu6ox zSw#0~@>-qnA9cBe_{Qb|_ZrBOP20FPO=5N=9*S-_?->7pM}qntZ8jA9s8XVx}iA#Dw#fY_heioVgThxQF|P#*fn}0j(1)#FbM+@yfs}{ zqz!&QEG1UV)J&I@B>Akq*zEawPOA-r52=I+;eObBSa1=PkczmgvbA9$u10Qh#8J5lelrx-QHBjG~kK)R9i#3VZ+22#|-TEbRte!EH zn}qOz@)3g|n>Z(FiIl_aJ@EYDqtSuD<9*@5c)QJYQy>ADFBw3~7IPH8 zUhSnR!2Yle_$oI{V2VAfztAv0qxfhp(w3Ia0f((PAHKU6IT@%#aphXq4g@@THS=~5 zZTYt9SScCg#QyUlk$EST+0~y75-O`pm)gr-fi}xkKUeuRhc2XPvzp4!zfs zg?Zw!IO?Z}CX2X0>FtmPLonol7jo+rOv5VXAwZt>9+Dbw;c>rgB%i=rxaxh`HoU`H z-z{Nqos+Dz$U*h0k1SPkd1GA*`K-73j+v5oW(fAOdiys*S6)V(1y-|a$^-XV9@i8s znW?w@cJZE3$P!SCd1xL&z1D6C!B29$O5d1alPh1+(a?Ld+vW-ux=8HpR#?XN#lX0x zF(Gv0#qmF?5BGX{1oCW@R`R{4e(fm8ea7k;G9;G4?Z;L!w9I=Pe_F4p{I<_O?EoK# zWQK*_Z`>FR_e8qmtWc^^23g8Pgo$EGS*W?gZ-%)j z+x`gRg%p)PiV~CLQ~b|J$TLAHMgEFm^#A#Jc2ebWfsjnd0@wr4l=*Sa%a59hAv$Ed zUNls>)7cZfK{OS0?m=tema&Sj9&&Vtav?r$qREBgG-)(|w+tg(Fq5xV@Fe~L-O^{y z5>iMJC{~PT9gp+b4_ltAJq0SjW-+V0g48=pG?g3C1&~Fg3!h+5B?R>XV<+zlix2z< ztBF=(W#5p3mT|c+%Zwy_bjhGh>)Pvl;W9K#DHBW$Pk<3c*ZP3^@9^$Sr(sVEbx;M% zTR6y`J?tiK!1q8+N8p@M;8PlldyAG1CEDPaWA@#rEV2+o3g-9~25>%6lQ1pf%i} zYG5WZMwFACAH^5{Ik0z=VLoPfaY0oS`QY%pprvh^T8_?7!dBdom=uURRFwDRWau6Z-kV8KlCa za%~+eZz>5eu2uwlR~s{0G^@rSgiS!=J4xL$EKN_5|DCK)9S91X6`7YXT*Q&K5|%-_ z{=JinifEDQ(^=>+ya@jm=j)KV((zP}Ms=T+J!?Cbv?w(|Ynxawbk}_=(S+UazQyhC zYYQlRAWIgf$eLZetvusQQO_(8op)=Ue~}D!YCUG-DT+tnKWZBiDh*`YfLeA6Z+ol1 zNpi{nu#<9WHLA1OIHqRhk>a;>_;7%v+ZB-oT0-n9SW=V-ahnZ^S*!8QMyar8j06Pi zkOUi8+`R*9UjEOi<0B$OI$84{IOOVsom^Ta{ARJn6-KlT=%+L9#VfJhH+yVTbp#X? zg^)-RC6n2^I2Hn(@(MI7!n~ue;&msQr$fef*-n81clNw8kIi_`c=>rP&hw1$gG|w^ zEaL9^t+NlCQPvicSwi5%Gq$?H2H{0NCyFjq)eB8uuhk7VxP&x?|6Wy;0Ei0}Mwr}+ z1xqka%Ke+fW50K1;ullW=QyR0Aa!)AmL&~t&?f>nI7i6oKHn^{^)ZM$>HkEh^ik#? zDYaazB4J_=3p0?$BBH{kh3GCHP8$sGbhJjUA!m&vsq1LH$Wo4VkT}yOaC<@j9V;Tl zpi@wY_QYL~)0AnfCmoC_7%rijwx4;>&W~>}Pvi-yX#5?Pqkt@;Ogz3GrttRXOQ9hNMvpL3!bAX%xQ1 z7a5-s3E1p=BNTFdV4ZYBd=sZ07~>va(T!@8@2R#yG$Q#vT|5BF?|P^sIQyoyD$P9e zyc+O}&uircy#6dJ@LD7pV~#tZ1P#F9zcQ_9n=bOukOK}C2i^HqR*=}r<-sR`{g?7# zuvUwy!+xcgNq|8PcX!~&fR=`y18MLTyWueL`Ykb$9IM7|Vtjf-Z*w-AC$bzPhb=Ag zAGluV=o2-hQdqx~J`>RC%?9$Y^p=0V^4;N2dJ?iU`2BGR8fm6^qv8;_Nx#f9^=R+>Zq!aGVuVHVh!KuoY!tKXwsDD7;z~EtBya;EMC>84DV3Lt2b24+*nvB~oR$ z`iZ((J3RmU!F{+b+)nSD3;~5&dvljXUwn*I<-glj5@pxt1KDRBDXH z#xfcA<6E9ioD9MSB$9=z*wqY+&WkU6OPy+@j6R*o#SpBxNs#Zxj^hWG#hWiP3)^@^ zWe!N6icJJz(d;dt$-8T4El#6}0+NB3 z5NBM#6t=%p5-(I@a@>hY+$k&b=5vpaYB|0;@Y0gnl&eEr3D6my%)U6}xFf}zGUeL^ zf^}F3?cvZtaw@v5H;mI$4VmhVfCnykPw&Z$mEF^^lplm2C*;+3q+AU%5)OGrs@6`Z z+si|_MByegFAs)ig_EOd71Qp=HR>}WIRxER%OjZhBR!pOGA`&g=5!C>L0{N9stF)H zN;#ckLe#TZY~VeK5+gj1IibVy*?cwKw{!aaay&wrUIlXIhqQ&+y@*?##Mlv1ufvj- zVN_rlKqdX6vK8xFt;SM2HsW0^V;R^*uGL)^m(=l9G3>p9xOe)f!NKqgbNR*-LucWx|lPi+-Q zNc6}(U{arE&cAKuodK?Q>o#r_NTu+J^)RWpr_m~fLlKvfL_D2cM)$GH*+)otQG=oO z$buuqnx;B$%k0Hhh~_o*z_b4e2SNcK){N*}*i_wLYui z#|?P?Slb$3^tb`ry#)iXvq|}jtqKilTse8l-;Gi>$*5Ury~8E zk6wpeZb@Zj7O+vhR-#_enhr6h?@k|R)51K3X5qR=>J)q4b2J|iFb-J}@DdO=@|2^l zGE(-ES)xmqX6NJupVluSH+kAhY>6XH{l_P6B8DKKYW&B?nggB>W9rF{4GxFY z^UKsdFhGUc>i=ig1=i2LZZ9J@OlrR}PfO}9RFsd(zl-hm>I^(#pAmtiu6>_4Nfp$HESV=<~$dDuO?$Kj`NBpGTce5${HuCAi%*1LzdUTX>(cg9oowii|8H>Gv*h%M zR#7>?isZT{!kvzy`3c&KA%~J?z$ad9lA*&^-uZ<8^8l;;>lZ0btm+)T=n8OAVx_#O zBI`RA)z7tX(LrIl9;AS)=^a4{&8ED=WjOI8rh$UWgqL?fqIL0MBvNwO`)d1ZDnYf& zH8tWDKlst+aQz-8OwD}3n;BX^`fjr{lxXalwMF!A*6wLCe!1dEvupC6!6EF<#~9W6 zMTlE0v<#BV_L+l+8Y$Wx7m(VSX8a~PeVxC;fj|@#Kp~>|RK~@54+e25zsFxJ z)UnfP5Xw5h*KGTr0$DVKD%cCx^NBpC!?p| zrr45I5)hZ9^?!&cS?!DZcVFc{kg?O7&Y;#9@N1WF6{m2h%?>HdahUUVgasuJnVxh{ z=FceZ5CKXm6CHBzrRSGOO722h+$5OuRGdA5{m2tk7yuiEZTJ<~A?Lcre=+$`$QGF# zfW$lb-??xT$Ia}#@jVMFUmKm;=%I^OU|h@+R2c$mFZmr4dj0Cn+K(cUs5r9}J6TL* zGv{wV+N4z|7T1yjtf;mRq#8V_)5GKf+_Iw?Wa5=`CjhYGr4y_hU!;Npfj&%fH6$%K zl_m~x2AG!t#iVHv&sPV+$CHV2a^RuDS-`@stsLv~HP*z_fkdGRedaC)5P?F|E3u~B z^hf1}Dh^C}`OswvS$+2D&cr;@{UYKA*yYXCzchs?s7~iFltR^xNpZ`9K+6cB81(y^ zV3H=ps(Pj!wN3+&(^Ae}`NPkiiy#9~2^{U;2}Rn+y(TbaJk`GI@O_iKOD0A;0WyB zfjh40k_T2Ms#fiFSlTK|Y)`jN9_xS+y-MU?D*XH>diS6_FgTft8FX4f#mFM8z%d=D5N z>4!c>-nrW0vaAvy0Yr~0f*LB$YDktWd~p&TnpBe$#f54?Qx3sk_Mzf1*DH-1t6!1azjiBJrHCB4$5=z&b?DnkqobkMWfhd(|Mnm0Nq-SSqEI< z0XxI~l2#`EN_Q(%qED!;;0FyW$(~}`tq-{AQ@mtP=?ZP{YRq&pg~8sa4nS#a zWCr3ZXaMdYkObs!6aIeYXAE0V6IWv(`ftm}($aN+K&!W83Ju(j`TLx#{QumS;1Y|E z@87?y#~yVhEyz#gM+4_xb?*EjUTtCyA#|anELfDc-PfLLvP9OIf!S%ZjqaPW$M)Re z=J+maEq2!6$eFs6u9K@c-~d~iShSroo?v!&n1i?eq88@K_3xwN78ea|DOUT&F0Nph ziuShdQK*pYOzgGY`0V3Tv6#%6jq_(HC)jNH1q8$VT;oIrRH|t~Y|Aujr&rOEY6d;m zjYTQ@0EJN_LkBjEy|B5pXg+`zsmF%&5=Q~d49b|)!*^p{%7P>6Vh|D|Yy&g()O7;D zf83ZZ>Wh|Qrbz+;r8a6VEk(zDuf|TX=Zf3?zlbV7Hs$W&Q2BL02lqo*PbPz6 zh6G$F>o=p)2+>CS>3V0Z(`VqMlhVd;+cbQIk7K23D$ z{EB6Van&*$SA9a{LJF;03(g!&5)8qcLH3m@T>$PCjL6&L6%GUMD-_4n(~`}7B$kA!RAA@L;;2AV}MkP+a`loB+j-CD}M_L{oD z{1?w&v#zaB_R}4iSmzj@NT0Dy)E=&-`cfP5PpFj+tw%+!9>=$(wNOvWE2FP^=78yk zRF{nX1pzOYd7}v`Is)rC5(UyvTO8iANSe(Novgmw;o zQ8Hd(l6qbia5c2aT25BNGqTM|9_px0gNP&24agtvRNvJGQ&n*)g+$O;g04t!@ja1gUKi(PB_#8kssk+u=5oew+=mGDX=$?G7`1k zv7xf*$Z80E6mN93qA}oEIT%$*B37Vx{`_D5#Q)%=fBu8}y4>U-FYz<5;?Glp02VmI&80wfBRr5J8d5Lz>`4b2 zIja|@bXjRybezK^2%T1Q)>aQ|pUO(FGtnohH|7NCJA+rO2lKBW&%jr=WG%XxI_W)Y zEfqCRC?5H@S~`qnF9^{}f$frrkw=V&xrJce7qr+}>dkjr(rj^v+V8SF1d?r~fGg zx9dEd?;aQ#Vr*K`+1|B(+*H!SGgB5O%Dj=k6$Y91mh+r-$|lkp(};r4{j5~WAK)8) zW`D?bC-sz59uf4hO@rhYHji7pZ;WQ$wP?XgDAVkv2#cvr@)L)@ZDBD|o?Y+5w< z&W;Bi?*RY-qH2_`VZH`>p*26Xo-Q7v-_i_MM~a!xtOPqfF)Y@pmK#ZaLEAcJ+yF58 zNqf^b0|h^d+Z1?`#t*OKUvNXB&tyL$IuA%mB_7c1cDl~)1x5))=yDJL`uAN4TP|RO zO4Ilvh_lVfvF-s6_ekB?X!y&G^-aWb9os2^3fcq)lqmNWSM!C6kty~4=U1`p#qA&; zkR4p&a=VT;-#tn1F&W8cC(NMCQ`iN<#^0Y@1JlD@?w7`zqO2A9fgnF^Ud(cD;Q`tD zb)DC#+vJGkx}R{)G__!FGAcVG4SxN}LmPu%aIhuLDYgyyn=RPi^g5-Nx<=HIqd2y> z@-(-NU}>tZGgX#sAeF0er*{+ywjmRGQJ!S)vD;uK!8eBFAmYwgZj0t3IZql(`uEM8 z+x>&OeL8`clr$bhX^kK_Btfl8j|{Vgv$5Dps$FspH%+TO^*EG-Y;HPYk4srDjIH#} z;%TTsUp5Qm#6Woc>+x=od-mX`7t1E}HMy%EDIz7$XWOViwVee%T&N#;34ySx=*Qaj zka;73Ve;$9N*u?Sx-)b$^P7>AJKuuF6m+7tu?#xJrx%|od&oG?ja#;bsbQu3b`UF9 zO-$FHVi*F6M3o8?BRz)OqQ%#hv%t0}Va|!bKKfzk&*-VJGDYdQizf)*Z}Bth)<2s- z1|BDW@7HB?pc(N!I0+HdoZt$#uCYcIqWO{zKV~)@*#f<{#zI`x((@A|0kF0B5FCgN zJlWtEQJQCP=JX*xa>KJUuU((n%>X(USxVt$(DK|82pI^tS|4F_K-Zh~WCOG9dEO?A zk`4+$DYpEBSwTJ(;-9Do)Wq4r02y}0uBITEZ+<4)a)B~}9J?h{n%iD)al5N4{Zd+c z>VjDX>%wNRNfBsFTrI{(rv+ueQ5{?_X;+p)tDss3mt3IpB!Y z-_{pKDKZt2n|haZi?LWgO}^~VjuwR=$Rf4jyUdZNEZ7N}zkc0;H=tPNh`@z>^oRLe zw{=ya#4L+>gC?&iukNXFRc%>`k^(}{c^c3`?U29kt)0vfyq4b=&WE8wF=?pD+9;cQ zRD4Pk(~rhPF7vNnkif^>FIoEEhJcz74%SV_%_vP%err87_TgbSftl#aL!PcO`;NCE zW2A9$$c~}GLI&!AsiT?m`ridBoKVylg}V&oHAN`h;^0$-?vkNe?cXT+Eb@1x*+(|anwIE|N7PH+6H|&hpxvC zi>ZKL+H2mgLYHZ$uMKLW1x>}?KDirRRnk7zESy00EscGa3h}SKCqp5p=h5v%Oj>~% z?e4r~5((y{(2ukV_tVV5A$Oh6uhlHaIyf?F%($rALrxP zfT~a>OaQ-^CS$w~y_?2a9I8@y@(IauFD^{jQIBirMTl4QD;`JA$cR@YuQrU5Bl=Q6 zk;`P7I~E*v_{Zlo4P+oHU@KA(oqQ`@8E};}pt#xDrr4|$m$ku!zVIa-)BL+{bgQ!5 zd_$FbHd@Y1j}cqmCD}Bb6@y;kRK^?LB!dcWB0Bm%Y{#Zlhzc$zPj=o>7$f~= z5$d201ab6>=Fno)S^Rl$O5GOXy(=iq6aUm;ZsJ-Ht>`8B5>zYGpZxbIVZ0Ef*ur&n zb&o=Nf01QNA|`?)yw17W`9vDT=`ZM*;lj=Bo4{h0v(~Btpi?|BN4Da9{tFkt%@lWf%bN<)+0qFVR8$I#?;8mdqpJW5(Ug`t=^mv3k z$A8dN75{U{g{y`#{crM{!e))~ui-zo{=$Af{NC4JzJ2%nlKcSszxiLX{`dYr{8#%= zIBzZeFZ?g}f7##dpa1@#e{KJN{qy{H`(KgYl>gZOclZJRrTtU`TzQd_ALJA z{_EHq`3Lsjz7LB3`d{b2d_I}KX20owp8fgxJ^u0j>+`$6gQnlBzu!L{{pb9L^>6UM z-~Rf2hx|Y1-@bok{iXfi|5f$V^#{#fKKAN;@My-5B?_h0p&+yBgem;U+tarS5Q zkNdyd|Gs~@{Hpd>@t@AW@qbqK2>fgLpZb65zvMsEf0O;6`uF#b)bI7Z^qXh*ztk_> z4}gzezKQ=A{Xgw5`LEhvkDpZkIsME0-~M0U|C2u_{>}e0{Fm;>@BiQz^UvyE=Km_c zxqtuqyZx{JpBbOZ`hkB`{>A>o{2%SN_wWDz@qZD&oB!MXhxcp!Z~y;?pQeAS|FizT z_fPzn|Ns0Spl z8HeEnMc?;Rs_hoixm+|Im?eP85g(f3Dfj5vNq|`$lDm%efny8y(N`7qDg#%#V(cHk z9DfV-d+;I}1d`!cuz%g;RF1u};LC#x^jT~f3u8m|lUe6qq0)nloK;*$We(Dnu}F-2& zE9K|bZ5C+1?Rkq? zqT9F!`R-Y?#6(^;qXd(l27?~0&Gv@CE?`T}IWg930>n+Pa`7u;Yl@{<5`jwbhpNAM z6gLaA;0zVGDwL;}g#^8*TY`aByzI<>yT-(Ok3f+5r<$1ZqnCFizA_PoZ6iYi#!|l_ zv)-nH>3GQxq+AuXP{}+f(AXG%bS||6g``wh9T>T;D|W1>bj?r!g3=R`ikc8o(xl^d zLx^g*VL&xlvJN4126*FJdlg7G$OD;8vPF-uc0GWm@o{SD5LeT9CXKyo!ID^%jr^@2 z4H++jqsyblH64pP3ZymYW=$Sm;z@-~{aiS6n$e~?Gr#d9hiJHb#>Ggic9Y|~pHh;( zB0XK~b3UN=$?K2ld;{gcJBW_`_hsP=!{l&XLWX!&zoZT_H__b3pQAezIO6cqC}eAL zxn$3mo5Oq|KkWz=&ZNghJ|@V3X6nRvb*wBFsF~Z7@sW-0WSB!xwKiPI>-;+@_EOho zv|%mLq<8}^x#1bP^y2@fL)KKe60AHW>6qEUUl(f0>9TYF3~o}>mi~2!B1m9zqL6Fs zF{}S@jrU?qbX=3E4-X6;Yk@%a6%)ZU-Cxb`Ljf;2D%ZeZU2!lgW59q4q8mdGbXk^V6qc^~Ek# zCz1pYM?K{hd`#KLxp$=g-;h+wtU6^$KL7FX0y6L^@SGEhZqjD&gB`U2X=EpZu;NiS z2^taq+sI#_eQ`WY@o@9ZkVW87nQ9B$UBPyNbfTuif=U#A! zCJm5McP%VbR@@d3sVSXqJ3rl6U=Y-zZ5n30Eoj3qq znokBxqir2jwoB@&niM9=SsIuIE5c(9;;qpy%eDbpSw0(m_RB}%1OeHh{REL9-S=36 zK*%w^hzSIoI7&fapr2XkWaCdJQKAlw(|RYA92*>oV~@-6sD+XEngti-UYO8obi_#3 zYJZP+H!D9op)xn~Mo1*YElM1nq^n{MTK&KMGBZ$5vK(?eTIhW|eDyCb+bx`%c#>L0 zad1m7qL_DA0clYtr%5Kuzeqbsf-O~67Gc4F@hG76f^M*DKl_@@uu>pJrKM0`*!a@2 zHUJw@n5BT>KyA=3f=@11S1;vk zqG-j`k&iZtgC5{&JD<+U(;Gc=jUKDyo6p2f&`pI)wp*74Y}Cq#aem-=Fe}MVdu~+L zJ_kiS%2zVK&t6^Iy9Fu-J3@|aEf6#pnBnyaW3|`G+T3+|?k5)B@g+v?=X1()hp=36 zu|CEX;IU}e^KvG-w7dtHAz+py>amS}QlJCtPbLP=;}30*2y%qdT~E27oYu3MNEWDy zV9ojKbt%kwz`P$AY|%&T#TGbGh8 zDm{kB)7~LGcwxJ1k6DU|Pjo+mgyZ27zwnMItP*gVS2M!c2&G8DP$ zK17l=k0JimO`yB+Ri*FkkS2m((DtMIV?y8k3W_pyF2vMYt+%NWkfI^MwKd2OoOV92 zQb_i2P;v`Xd|K8mmA zvF!TuzKzrNuK<*HT67^h_yr9aCvd;UZ#$ZIy6a1X|V~p5s ziz#D==94{&Iyp$i&9hl_WDzx{w2IEEXD3Gf1Ri*kjF|vuRg}p`Zb;w&U2k-4^xpQj#&jB*9cyO?9mgZP%j6ahna*|+H`U{)djR*3bYeNB_b)M3 zHx~|wyj)9!oh{E@u{AuNnVIOJeE!QYil zr(STU?ZQGC&Zs0aVRBsuqP@ICN98TAV>jNmR1oN^kv3b|EwyrM!Nc|{uDi@@125Pc zQA@LOe&6)KA|398#00jrhW$kqG*b~wE=n6aTwIS!1Pi!;mcIwJKaly%^H@pDS3F01 z$Y84sh|j5Ek>3kqcu`e`-P{eKlb4*uY@NdGRIl1LPby(Q7BIvJzb%wi|NPP!Ck@9) z4T_4Kqd^PS`I`@}?O&ig)%iKlgwc~`Nd1I@;K(UTo|bKM0MN(s55KvroG1c!7Y_w$ zw3EBVYh(y@){7-;{WLL=R%~epgChl6|M_&g(hbr5Oib9iGLN4R#JLQ2yhtfvz9PZj zuhEhqgGeq*J$EE#XrTk1%$@I_7Xu?~tT(xF5;mvW1VV3RJ0W`zguPA}G z4%!KXLg5j~lrz+(SOZ6mNo04+LlJc%hq1zALxQu+VwKfoJL|i62mTn8}M`Y{!a8zg%Uc_;0Cm;{bW&%NVBA@?l|3s?(jYADt?!qtbuS)E=J zn})&KP%6Afa-GM=-KleJV96wNsRPOeggNqyDokQ$I#N7wXerTu+@%8?Fa?6$=nnOC zRZ2QkI8at!#%rkTTFo`kG1A^UsO)ZY`xDNKcQBhU>!t=+A^TnVc*ktdSBf?*b-E3J zOHKk^NbJV!eup*RV8#>FTYT=w88ewCG7QIl@ya^}+gQ4iOr`J&S@z@O$6F=pp6nQS zjr8Dg>6V!6Wl6NYFSm4V3N9)J&nASx5DVWOIAWoemN5Jf+@$I04L#wB1fia_O4(j0 za9z}j`d#kyoYDvJ+0RYQrDeUy?dpOV$h2Sqb6D)1)_ zRlCtc4KfP*Rvk)eh3pTs?2I3HT)Hw$VeQ?u5>c ztIsakbYz&W0092}8;^UG*?h~Q$DM&Uq*5$mPO=WcHbp1IF3S8MR&jLd`>8cvT%r=2 zKFj>k=KM)m*8BgFcfW9N&=DI0RBl5=sD>Uk;WCYDfeCT=W?^GKvZv!kQVY2O6q! zYnLx6zS@ue)gozs(t=q==3}tjVVQC5vSm0$`I16pBjvyC=aiwd&wxuGIE`Z~h9-O4<=B_INMZ)j7+Ggqf9n5kxaB^It(Z zRc73R4es6!aC6BQ*T!2bN0NL^2^vn-YxScC>Zt=aWPd+HNEzMXFE>@F>oi%#hxJ!; zH)Y|G48Y-AnxxaigtKe*zdg(3qcs7){P3!t>%4X;*Un}PiZjjVjdmh*FzQ)APIDS; zL^87gpKzOVf9b?E2%8%6qR_zIXSJ$Mh?|%MrjmX*zh}N2MHv@S17ison)2>4srh~v zwYrr7^x^`A7Y|?O8V<>ma306@20_e5=yzhMhXsjp9TC*a~Pf7vL@}9%a~O zWWfv0e(m~!az~b+?Dno$Fn9OTDl5B`;+jn?{zO~qy5CJPGs(|T_Lj==DX7Z+#}oG1 zNsK2ancCAH0ZPf`nur0m;;IHDq`gyC)x4)dskH?I=8+61#JxF<+w;5oSEEFx=ix_} zU#lz5=f`j2{YMBa!zxM)fwW*D&O6+bUn(f4RR1LN(t$rimf_cM;Fec%omBSWzLeT;@gZ|! z_1mT6gEbZyBYEi&g@F73K?Y7IYu`O^^h??Ex>5RX`gUj0Q6S@$;`63lbX+UK3$^kloq+0sbbe|1b#+@!Qmi_`n{4`9$} zyBT9tR?%3gJw&0&P$G^V90n@czEVc>XS}j*B<)CzHyTt_o3FOKUWCJ9X(y|<0Vi*a zt+%}TYj<>0Por~z;*}pMoyFrq*EGNQMJ@;1_aJ-*`u}g(V;cyE?e+>ps=&})RR z!bIY;b15h+q{x5JLIy`A>sY)E(XzU=JLkhEi0vU9ICHs|@6EMUhEeM>;0>`AOIXx| zNvciKw>*5@*JhtYmBIY(>MWo>P#EAthxF8JL-${}d?;QQFkKh95C>cCj{V&*Q3SrA zXuTg;50j@8yMp>^|K<#2G%_FeDv~mY23}rXsR!JpE_4oN-Y^80f^y{5!ae_0 zoV23%2k>C)rkKt@a>L=w@i8|ZF{kaZGdb25K$$2pME3s>+!a^FT#n!+V+hb$MmW_} zif&bGWn3A*7Oy8wWTZ8JSN*^T8=ct_7z+HwNZSBDrB)poHRyJ`pX7H}-f?fhLQRrm zGFgLjc7>?>fy@y}O2_`sjq}1KQBw*7yc#oBP4X5Ki@vn}XcKsZZ2i6@Rf1t(?l4;H zrM7+KmY_??+u5_}V4ZwVg?)(ge>67b^r!v&hJ*k@0f1EF9$6anpWO6vL-ps23w)8gs!rc z?#URTM8knpXM#*v9~cvPgRn))YOhI15%&NR z&Vm}YB}Ol-QwxTEHGx5P?h5|UDh=}9zm*eWU63!u8lFKV;QTFbX$j!d`Q#apLhi$+ z!MkV7XpHD%ZF>?|6qm!Cd9|jNNHk}e#gRRvGD6Xw3+yTWr3U8#`RolI25#r^=e+%> zB_961A)5*y*Zx2hjI}4a4EX;TLW;r`MPXzNm!n_-FTjr5x{!J-7MmWSM$B0<_s3Ah z4Fwum3z*6YSDmV8vjXB_i&iyeQDTn@_?!oNhshLrdJ5>lfC<2oz3JtnWlCDT+A#IJc36l#ebI%IND3X_{1g9O9iyT;;)IjaxRIe2vF zgC+1q#Ez-R)&Aq>IVcVeu7BcKt^}CX(eYC_8=do!f`$Uo_(h4b zQfU)V?@TJ9X%p%RA`4w!#)AczFMM&3$65V#R$K%6u>CbWUEZT-Y~`*kN5PrI8Zz3} z;o*5mj;Ooz^~lSImC7M6VJP{s-#`};9AfOXAE(arAplo`>FP(WTr1L#0Fxw_#FAsX zOq={$yO?$X?FO>#T(250@Y2Qo@PZH~#_-{&IDF&OD2yRR@;P1-3e9@L<23z}`2@~3 z9{hUq^pbf}6gg#%DPX<+mYk?Tbt?nTI=jGP&3rZh5Wip?u{2%*{S^5PAjCUeZz;XWPy>6BSUz|5U4q`*XQWTcpOdM%^&rI#m zl!>00O0&135v;5e7X6s8?9Pde@3;9^X_z7WYMqXDkXGzM-NSF2?p2|AHCqqBbsw*0 z`!t`@H0xdcxZD}XEtmX2fQsk12U&S;`~jI1mA#+W4N+*Yaf!6yn(CT%k>v1oIz}%9 zAP>n~gUpnxhlZ+7+9C)8NhOg4Tu{AZClf_`5z=9QiVD>*2dhtL0&EYS?5Z@qsUo|z zTIXk9)oeGd+lku!8yq_lW@Gv6GSB$s5lN=zTj0E3M0L=xWeZ^Lh4)Y)qhx9tiO^wDGVws$viBq#Gh;~sJw;E|cQAfnRQfKatGx@_?MhSO`pDH@E0|&qcX$~h-d=s>X0UY;-BK{KIvedZh4*wiIFYa1vP)dvZB zPZSxDtE*I)Ne`n>0+U6mJ(A=6p=kQ`mcTaLSxS)@0o0R`n@>HDnT;C4(^bFm2!WQm zG|z~I#a*roszYIY#)A3%>qyt&XyHYabhIWw!yv$2#S7kH-^5Ye_L5m7ay`2NuE@cb z)nlS?;Dc9A92~DYDPb{^c0iF>pjLkVSrV>5PR-1nLm)<2U6kkaJmPf!789y&jx*t6cpOE*YhXaq4e%<@mZa?j;+ zS7db{9Atu}>OfQ>NftQ!>8u`EPzn#0*xkh8FRyuk6A;}Fo6rupTK=vMYD5aWA^GBY zt~Fb8;sNn=k$RljC&3lLc1lDkxwH2-Wi6M_Bd^Zp8Wt zlIs~hP~sNyy0!UtBMk^C5dSkDL#?>*Z{+tW$A=!B>+ydzDJZ~`7kYkj_U&?0VT&`3 zBU^WD;KXISJ%*LRNG04`n^<*`)Qd*71OF_4|GnqH!k7Fi1Ou|A^zk2GB%Pla@IiN} z@S#K_f^?}7TB-yZ@YHlpBN0P$XPACuqT9O$RuQ9}m5nusVI$9WX(~rc!%YD+2G8mw z@Jv_~yMmT|gM~&V=8@5nOZEP^E7J2w#kO@G3EKBp@Gk-;+hG$ZVh)c?3`AOzvyoYb z(2zMOxeY(o2w8vTLSB^rn!8w;AZ2amJow31_ul@l7Evyakeuvl1xOUG{btpW0e}se zolszKB)dkXlm7wPgTmBD>491{)8Nu8B4)CSsS9p@C7(Q0ew|bXj*ONuZ~UBl%U(Mq zdPV~|7WT~ZBSJ~Midwi-ON&r*;ru9#8T#E$sX=R;F*s0S+^i+_v2Lpll;C%`^=LAD zc?!E8YkcfMAr6ABYH$Rdz37L|{%)A&ueRwTXIk+p6dIo6x%dH)1M$u$3#%Go{9@}* z!Lu5?>OcZJGYJX427Ko3bwguYFH_To66Rcu`T-1;01c*U0EI)uMB2TPcn9=@DJ{V_1VCX7g@`es)C5(8B=hMMI z8_5}34I9~uf?d3xPAQ^}RzSn{y(a76^rqC(ExqIXL?5KtRS;DltOD>|eTL?AEEYCe z4?YSbX{lxE)lwHp~|XBbB1 zdl)e=`^0^gNLckqh;h4;!9A4v*hY@wx@yi-J_Vy0ewzLCrL+}=)h&^{zv(O@c79wH z-IK6C{K#u_EZ^nVyoluXE{Q_iZt=h1p2%d^Jz}`yRfiUII3!yO9l0g-@6;Kqz+nh5 zuUDb<$jwaZ{1PeL(ECZ~w-HB#yAK~Ap9T(k&gc6NxIQybIcbvHAC@Kkt6Fv=np>VT z6WxJ&kjk8n^#h!h03G$ud<<6sMvVC-+k&k>Do@HM0*$bptGGM=k|QD}yKnNld;1mIc@1q9 z+eL;b_8K1+nt%{0&oS{vrU;Q0Ik!J%`Miqrm|{`%s0h;d0fd{$0B_LGJwby+#j^WZ zt)e^W!Tc`PbTnK> zD@EyEbL=SZE4nA8Zh7_T?Rg+XBbWoaUcoG0&$_6%M_gjt$wjlu)fW@bk<{ixb!*9y zd0I=A-aN#BnmT0uNkHW@f}8h5orO+_0L6<4`^M$*B)^;2Vvtr;kf(%RO^%syhU^OgX#6cn<~cWd5kKi*3ZF z@c-Uj?yePc0}vo!@8I(AUZjX#wy}dp!@6~ifum`lkQpDSYn_5V&isak3j_fP8rQXZ zj{KPAy|fhi_Fx@bf;Isu*#17=dBp2~iz7v)b|CQjf^+F*l#M+e{*0Ilc|lcDu(;w* z7N{J)y*WY$QM8IDp+J&9>DIPpqR}Fbh7|1PQBhcq#o?$vKm8!)9A%FUFc(vV`LR=3 zyjkGY0IaOn_76*G94+-)_^n6>=?q4qIikypeQ5vb!J*B^njEdeuNZm3t2R&226*^A z|Lnx=YnO)LJ$s;V;UL?lIXt|+rxkfk?q#`i&Irh{LVA9~7*kLBQ+Y7(gQZYd09Gq; zf@3wRTb=J8eK4UJxMOxc!13ZUcR_xIloV7QpVRWLBbaEBUHXXJZvqC=jMq>b?m4>V z_MT~OkLmRT)DKY4{!9pyh)ro6k!Qkqt%Uf&iOVELh5($CcHa+(vT^_3BR-O6=iL|5F-zQ_5)m{b`?u0A2z7~7D{3qx=(pUV_etKVg zxI&~_xW`g#g3vg=&l?#rZHiNUUSw+>kvboLotd%!;6iLyMcdsG4ME3~2qD zbd$um0b)u2<#ewyG`juQGd8n=cu1|p5)npF9p8sD#VGqzakz>nRHaumr!M=D4LKdl z`FMa&EA}>+0r~wP7O8Z|%aiwT`N4tIn42K|rZTz^kRK-G2N`l$YNtmle=cOh_b;IP zV!buBjpqAG0`}6x&8=DRQ-=pSeTk--wGt}wXb>#F=O>vN+{L;zib+1Pg!=tTf;qa9 zdscD@Nn=c}ZbRr!qTUdZwH+8Toqwro%3obR@hs6$8}x59yB|2(0sU)Zreu{u-O-}i zjPoRH-ECSpnpfh+C6beyY)h|(coC?3xBIq)?T(HKQpD2=ck(2Fo+*bmUCvCbN_Enb{#6}>ECf8{GKO9`-SI+85(fC%XzASF3CSSG3q70I%H2!ZvdBs>IOm%yGv z__rYgU6?P2K%j{Uj>XKGH?mGh(y*YgonOg4c4dVl1H!y_|ye7SPvc2zU7+lyxUJ5A7RJ2yG21^b>Yg6gdUMZK-Te~h7anx z3g`GvnIBY15N9n~>dnr~@*7v__yR`0Cee3xa+Q}QgxEG6Ne>9%frfAp9dw(OoZAmi zLBmOKhs@|F^3B#gMd1PC7XCq@X&WZQ7Ni6&XMT90V3Y0rE4qe)c`n4CE@r$-J>X5= z@r_u>_hLNWNdl7W8ajEw`X=M2rpR;9CKYtioBL~Ud?rDAQErfbOe(elOS2A~Ay8!R zkH68Mt5o_feH8X&IES;ck|nRDi?WQujQ#Qn?!vqdE*yfdH#6$SE^ZJ%Z3aC_k7&|^ znyJ3Lt*j^dEl&sQDa}|juwt2S7Sy>H{^-hod^Ix^#I*;Lgr+SOE4Pd=Y0e@=bfCJ5 zM(5_tD%u-}g}?5ZK(veT(-~t<0^EeQR9nt`PW8%vNv5qY`tI>3O+vqnIlt+XdTyNd z<7?JRiY!KDKUk|cvJe5WRE_na=rd6fsw5F++EMeHyQuo_$}gJdR4|}9d3+!p;F;<) zCbnZ;g8(U)ySDS~(skQZlHT%ikkX!JpOU{fdVG3 zs3F0&8$n7lzw(rp5qir>I{MoWp1<}o_>m7=Vp(ArGGWN(d^?icMbF4J@)W!^Ep z5l1JFBWZt)M#7Z%S+O}ArR6(`?UH2t7$hNr4JFt(pvZmMAO-i|!&|9p*4@y$av>sN z+14v?Ng1QkoJ>srKHegJY|uJk0N{-mB}7yO@ZC~mhSydNhR3;yz0n$?Ui}H zG6GmyIt9E`NL{k$Df}pe@)w8xNQf=iBZWe~FSd7|t*v{PNj)S;0C4Om)#~{5BTPod zyxU9p_?};0*d1l)7|yq=zBupl;?mZ~KFYNIaN^<`oS+N=*Sg)%oZy~4;q6hfh^3nL1e&XFU z;YRT8K8gxm+so6^%bX4AE=f`L{>Mp;VJVhLT+6Bz!#4?LhCA|!-MVUKG0f1}?hWp? zdFJBZ1L?7V|5Hj+@Lsz!r> z!rPulz`P+X{4p0rr)o9M1Ftcs>4&=W*4w*0d~=P=OA$Z73&X(LfxyrH-esVEX^do< z%_e@9Fu8vsuPSQOlIbzg;$3&%YranH3x1XtH9Z4Xn|D<;!PdxLk#L;OmiZ-iS6>Rs zMsF|veQSX*9yB4oL;qpvw~VIK)VuwZ=RDz=JQ1`n9^Wsr(%4#GeN!}CmFL*O@;1T# zwsJb-(N00YYWbP~V>aE;uL(nizHI}`@| zjTth!OdfbrU&z)RVvxL@pQP7qq z!=|PLhs=`y8^;Xj+T zIaQxY7T7j@bd_uN@)uWC)3KE2!4m5z%qCy4FrT{XULIs-YeZ%Ox=1VyWwiLOB1n#a zBF{t`aB@DSTM3ked4?JP1-%N{gl}?g4I*6G`}ok zKzZBarG9(dC^be#S!MY?oG_EeI1*y+q2StN*Vgss@Gra9DYW#Lx_MG=5s{MlZ(<%( zzTW0$blNbb8L$Uad;LS$B*>F|aHWp{5!Uyu66^s5JZf-iib9l2nD~lSg&Uex?zJLz z2)?ibH-?{cO4DAvYxNEDyPRihbSS&lRirSnmq)@BbBed>m94ZMzq!hpk(wNQ7_Qtt zluQ_}WR)+xPe3#rlj&FsmzjN&AV@6d%?*WfFd<1#BXI{^jzU!v!>V|RyFb3n)vP5uqZw=<&3V4O+IZ`PVR zjs#d}qm7@Q3cov257Ra}5;A9qagIU$4|*Bo{t59@ud|qP<1ApYf8swz8Pd_Vjn<)w z;Ph+|2;XWJbNkk4H-sgzRFTl`I*9+%0r1%O(tEz4f7Yi$OyTlF5?@$~5k{aAw2Q&{ zs&Z|Ld!Wrgh?8+$YCmLM==$Gf&=1b)Bli6-H=De9;;p_AbW^6~q|QRuF~ zR(hV3i+M$6^<7roifQ2tKXYyPf}Rwz{hwNldnEk{v`1)K-6A=r%grn_mI=M~-Fis7 z^&7L`JDRe!(yel|VJwwfGCyDg3&ZHl7H_wH1;K-QL8s@-Pd!%kZSt6^|+pD2;%PZWAtA+GKx*xU>0xfve z=d)zyP*Vk(dHag(*FoUbNMAwH^gyQ5ahpIhlrPkL8)ik?bfJdcK4{?Vij1{V83?Bs zg#z)mH!GBRh6D06w}x#nAROOxHPRBI%@Mm$i1&|ogR*_;CPGt$B$rJpNGp+!_Rq@Z zMO(NeTQn3$uh-YMbXs6dT5yUi&m0CGJ2UeF&0@4$kO&A{Xa zB9*GZMiN) zyXiZHr%(Oc=82_Pj!HxRYW@H#g?hH)ys@~xH`4s_q%hrYaQSc)=;XbzNAVRBm2QrqBP@LU+ z0wR!iz$ij5PtU4Z4F`LH?uSB2+P@{e-b5&>^Wxx*OjUd|2OUisMkf>6O6kaZm#m6V z%P7&uuY^Ad;ScNZetZCJhaXjOSQw(x0AbdoVrHQoMuOs@Gspq^M)BTZX4akTH4y}qIUY_U$-xHoaDxUx6eo^w|&L1<7V8(M7`Ko z%M!hCnK$;+W%}w~6-{|U?bG^^MVyerg&;J0#)U}9%4O$)`u1#h!hy0a_2--Rq zY58Wkna7-+>Da@D=aFkN#U;!QjzwU(TjtXIzcW`8id^TzmKRAsZ~QND@4}4{rA(T? zHKv|(sSH>Mt$(w%Dr_bR?Im|+byyQbq^HQ@eOjB}?-FIN8}~Rg7rE%>J9gYkvlyKhA4Zu z?`M@rzfv{>C9XgLduy&M7(6Rd;<^YUa)J#{D+SBK3><%$flHZ*prBV5UkDwxBVERP zHJ{*B=t#h#v0Iu;sy$-hF>)cwywmD8OS;73-ls`W2&;((Pi0}8fJq+shSRXSMPQ`9 zn0HJSS`YY+^g$PcuLyXYjgr6-y}JY{^thK&-Qkg7VaSSZbNrLzwH%uB*S-0VFwZU5 zhXOVWoJ349j%%SeQeX%3b8);1yZY)gd{}T_`v%mlAxr}GfPR;7KJP&#e(OwmbzZPg z@2xdO4}b$#@|}y+o2*d~UeHA{?iEy-R{-7bpXR~(VjgvkKw#?xf5M-eDI9zD? z^O%8e)33zr{IvR=_=AbS9TtYRrVtBy-Qks^%E=zs>qE^ZKn*EhnK97K0$+g|>b2&L zBpxRYax{7U$;q845v&kFGg+W_U(2}+0#8(ihZ8>3He!@{J~i*yV;OYXrqFi&B{m*EgQ__YFIGCa@a4 z;c1k;e)Lg^p;36$q0u!c@4A}-_Yo`Wz7R6k>7tUPJG&{0W^B#oH*sV)kBU+Heg8T7 zRbjR5b;+{a?KkH5EXtw+g?+ML|L{0?C!v6D98@^Z1{bmx2E(Ej%q|BL{{VX!6Ipo} zlb53fZuYW9vz(*rMgqAQ`o5Hh1v;_x>#&gKy=yp9i^!Xa%(YBVv^aghuS7t);R&u} zQ6jKi3?zqe$;xX(FEOjqPiX8_Ar6eqt~Wu?sFiDD6{Cq|?9@%J#6$QVw%H!CVDKgx=I zd_4Uvl$>Sb*i-5q6H~A|dmO@_eIHpmtjaz6=Ii?0=5e=}A^)6xTuxB}W)iwC>Q;*x z*fsHsViD092h}t$M-iU*GL9equh#v?29`2_u&wO{m>Bi44p1Nv{rLxNV^=_k5q4Gh zxRiD_v^i^c62)+I4l`SHL|0fK zjw{qhtiNyG?QGdz4v*@?v?*4Dx+^TD;U79RS96zu?$l^%n)oQjOt>h*6baxvA>3Fs z3BS^#hv5rY97`zZ+ugq(O7m>)&y0L8Jqm8d!sK2Dx|a5C+aguc||9R_Wrb4W&|3k5U!BI z1K@O@JV)KNX|7xi&R-t8{rHsQ@03TlLrts`XmlR;Tr&|_+1@x+ZPI^Yg;W^jl{jAS3Gt4`24?rQH(B=~ zo^`$R3O4CApS0-SfDWX)q%ypW&#%r6BW$)d&GQVwDW3dg*AEvvtIP5>Jqru$t^vGg z;#jU)>>RHAgOHZE{QDoM9pTr(AVbnD1)6u-VfU`0QAR)ev}8z^k^xPc5g&>focu(v0H+14imOrVW=fVu>uOrq}XG~FAh%j^`i z1n>;O>xGGaNT?<&iy*+g_t9S^Bbpg=I!O#_?+I^^+qU+}hcz93!l){*7NpFbj?pm&Q52o;aW27!%N+8!BZR)@I$2!6}maIa!@f$1-CwJVwyMdb2N_eQiYYi-KA5G$4so3!{7xx zD1SD!bVbUkr(N7M4({oyLqBB6x~+G^E&l9OovJUz6tK4X;E-(bK~e&8D#CrL5NFRs zZ=KYFMGld{mORz4`qOWGkY12bQz;)PN^r`#3xMtOX@$3nE^VRSC`NE@vxzB9q`z|j zl2xJWTb_6GP7o(}prcF(xp~Rwh0<|EfxDXEExo6&e2MLT@s{)jw(ju9A7}Z%;HZb` zrKxT@VvCgiQj6?u;aYEtoSnsA=(y)g!DjZ&30nKRMGOZ62?W9C zD(Gc}$|LaS_16}VbfX!kpZ^LvlD)&!1Y24_Zb1Kb^I(8M%p|`wfJQ{Rbbl09_;A47 zUe8ps%&H(z^gvl7zZhZ4Aip1&3s$}P+&w7~e2F_yRpOb%P5${AwfLL}!!nOLLcuu- zIo6Zyrm{e|JQvD?)&`^el$cY11wpg%s9q&9H3GB!?g%@E&v@vDF5cR$KizI)?<(Ok zn9aXsD;Qy#;t`7UM%?+(pG-<-wt4!!JQ?~-7uP6y4pPm+v<50}{g}n3+asBn$d=&Q zwlI$97!E8ER$Q%HfWw8wxiX85VPKHcsxfETRM=TyBN=KUSI|o zBmRE)eWjD?nQkSz!-);W$ z4p@9COJH-gxifj3C2!juj=Wy3FjW57-}cSKQkm4wv&m=Y|=>+{Xzk!H;uBR=Ows?gFC%ivz& z!dK^CTc7smP0@HGa`EJ&mZlra9y}(&G!lERb^fZJsr(nbV$igbd zas%kB*QHxlyPsYlF2M*S?PF!GtSvSxfRjg-IoXkjg+YHG$wL|t?xC60$DvQ%m7(k7 z*IsSU1n0sN>V>7>8?&7gBdE4G(DpoCF+L$4FKtR2=(VLn7Xn+6L{hbFMQEgJ)_R!? zdgA?&MFb&cn7uNvOzm}YvC(AI3_n|ax%mwrc~ybXYy1cNNkh=W@87yg!67>Pq|onz zJu-4*4V;KSf&rnFt7_wVt$}TH7hFGSRm^rs`}gHxHbxYY*4d~z?{Q)$KvvW`eADeD zg9{T-xYByo`nU^1N9Z+Wx&<~6$C)VS^pHj)!k0+^4n+gQbn3pyZK&+M4s~?Q6&FJn zR3j)YA=6p%;9aZHzuA;H9AoC6m{OX@@ek^e9qC;;pBXFfsWz9>@=Gd^yQ|hkkikz; zHUT0RyG}{`1M+G9?1}s0qMjgAyh{Ma3j^nXEP#JX8^)_c=+(J4^jA>Kre-aKbb2B_ zoMg5-u`GEO=|KR2;Eyg)X)QVCVq8tg|O)H?T+bPH8hFU@;xSG+%~056^-=EsI5 z9_jc9`G>Lh@EfIc093)t@n~zOggprcAnTH!D}l?MYi_Tby>plhqhznXsHL@-JWUSq z*@p;ZQ6ZN(p|5exYQgK-%_+4<-C6E?k)rRj7yd50d_a0c+&5dNSMkP7NW1Q>C3-u) zCR<~`fI$g8{7>2a^{p_983p9=oqbjVw%h;`@)%BvTMfY9K+u*Rd)XCC`{D=y-PJgxHca{<8l?wbRWqMJpz?AkYSk4jkdi+eUm%y#cxqQm46O<#okQh zs~RgXR8fweQiJK43X*y8mJfb=7rmZLHo=swwb#0+GRDLf34R_hdkbu|eWO97H-eZH zt3|FwbA9^HgSJ$POrLd;AUG<5f_yUFQA}_;QdWk*>cb9ek;d`PA@4Y;nAV~b7BUQf zLE?ET%ph8&Dx(hrqct%rTxU^p*bEV{jInU_f6Qsi1wwJEKtlXCd}IJAK-Rxw+=ijb z7%v7M$-5b5IKJ^KQ7U?SW1-u8AK#&rBCnP$D@av`SJse-QEkIKF$Xuto5;&Qt{gg{ zBNMl7!v-==w-K&{h_EjiT00-2jKEP1*=MEA(n2nzfb1 z9JU-^I|Ks8Gh$Yw))i%ngg&KLu))f@2^-_)CDI93o+k zkulBR!uxdZB5&0sQ03cYO1IdQ6{`r#JR`NH+l7rgi6a$ug4Es1D-;O07G_8}Bfj^5^ zg0B@sy}u^FgRa5oU=8x+oFXM@p9#dco?tclla49Wvc}!CnNv)g9R$@S&>w|jN>fqT zr`&WnNjd~mda<^6g8JH~swW{)%i@Mrz%2Zr5ov#Mety`;!#SkU@0RzTQAi1VJ3KFK zJ#jek!=HXx3FrKvPV;si(Ms1~=$aBS!2`i+0_x?vASA)Y%9gl=JDvn^ z4{QTq(5hk}>eFyL%25ZE$dOLt?w2VFiJ-BITde-_ z-Y9^)+tZ|$orvNAi}{L_;Z)gt?qjLI*ZFr#Vf?i~1W)QmgKO)An6<}tVd-6`DtK&>>! zr^2A8?9LkG!ymo1d#4~C=vz)lIGFb9<=Uc$w+@KA(WE)4a=}TA>?xI7&nb>MJ&h)F zTo@Fg+4 zq&uVCnV&GiQoLM&#KaV8fa}Q3fh@*K_fAje6{3SLr8$0?|1d`-lnyP)c~n~&l*4Cf ziu!d;T|o|PAF)8RAr)aoFVC|N?x^dL?NRwS>!1l{l}`D zX=B9>pC8@mX_GYComKf!@(aszhB<-HP=q-BdCnz|z`21tS8$ zSTE$NTldVeuDjxoHuAbTXJ31aA6San*&4;1I=a)uT>fi~FgFC>-%$+5zkXk(*(D(> z_fcGa0pIQrB3z#h@m97zzk9kMkwGj0T*FrZi0c|wvpYms`(w^P;e9Z09sjbmA%aVUv^)a@+o%>#nl@ z-eh?SdTc4y1KHTC#UM_Y6c_k+VBwrI|Dm2bc^qvu_tVgz^R zb>ES32_-Vc%_B2+L)aIdn5+pVr25?i1A5YRZGuGwMi|umuDnLkQ*=#0=xC~HS>}|n zhb%XErP#+hQcA&*vZG=cG#EhASbmXbeDPDHfsL?a<}B_WJ1b|+YgYtW^)ICl!=6lJ zZt$3)A~HJ1`99~!|4&-i!z=6bI}0JraZ`lfy}o1VHI5dZ{a^1P33a_G^K6&3$#AhMv5h&vNSIop zuiPlYiO32zS}}v^z7@$uhFjuG7dq)zbz>bR!v-Z|qybs~?drX&{J{TTL?Bm_=9w$*t1A7ZcF{zD$EN5~g%5XVo7JI~BM8-9`!IbxQMHuVYlG>3AP1$&nj9@e zW~YRkBPrxVi-VhrXH6 zdt$KVxmM;KI~5KY4(yCNik&5hmaK}&uuiMoOO zU@WIVpvvb1{$dZ}?0z#Ai6Nf_yKOWo?^Z=tUFoT38F%6r48_(;6+#CWP(Jl&Tmg8w z+TlIi#tAjF$ev?D3g}FIC2KO@EFmHbOvg1UlGe!kFoz9PXy^QXxtYNBSUv~1Ga3_b z%L8!q9LKt#PlN&2g!Wl-IP{TFns^Q=5-&uSD_FeGi3;LYkFkbjf-PH4uW5SSMZGN4 zXc;8T8}y|A^p}c%knifVhV_l^#HO91F+irfm>(HcSHsTpdsa<;JKp{U3@%)}WacJ1 z;=>I!Fkx_)zmUq*lufUhSb=BAMwCoHQ^nyQH7djY#&S^AZvnZiBXqEkKbB3v3L$!Z zNv}z2LCT+U3-L=FFog$m(W#?4jKLxk^o3QBruZi^gb~IjgMrg0a?@iglHKd->A9eV3BjdH{>Ws056RLTm(_@^QDkPU;8s1xhllzQP zWFYjlB?(|z#$uJ3zYaiy=t{-=drGbIiag+f{$8$@2Z-?J1Lh02hMz$n+cHq&5GNKs zn0Dg}n}>cwOVIR{2g%-l;U}L(HiY2UA?rI~FZ|KlgMxJK#RnO>T2NP|z$5tQaS|kP zH`I8=;Avnr6ZT`+M@(*rf>&P*iptD+@I_mbW6dOG8NeOEH)j#2G1>b%GR_lTj7;^ld)nsb4I1w;`g5Cc-a9vU;m zA_A}-WRT95Z1WgQIc!4KWg+)BZrDsP^8x4sC;|l%8}KDx!fA*$BxV~_&BK!yk%%zm z3H$|-%9P(ve$@cGiFrD9-@3KA!`|?ar-293jUodqrxhy207>P zFl6B$@OSx676)owJUp4~UPPfKY;@U{howSeI+^JED?;2O*>!RtwkAkyH}9RtY8^i3 zII?}v%j6hr(0Pf$oldAyO__D5sUH@4n2nbeE%D)*TMB^IWvkSHa2Ap_>Eg61P33cX zG_ll;FC=ut)y4ii6=N~vL`>M{jbP|tuNLwIg5f^lp5PO2i+~GpC^Qk{P_hj&{JQZ? zT!|C;7(Rpu$zzN^P{tjlIYzQ-Sm+3SMNtZhT8{SEvg0`s91T%3xbAbJV2t2{jRHzn zY4f=AGV&}gZYvJRF6`(VRGh051L})7+BTMLVngRR!c3_yGE_)=pTmo9c4Z+O_;oj$ zh4S7c=vDuz*Yks?@_+e}BwxtCq~|)y*v^J(f(2@} zx=b|Rr`JDK_r)DRLbX!z0f~4U$aOL@(<6%L=}hQFj-tU;t9*OAZLc5?qEysgk_rLx zlpT(00*SxO7+m#~Swi7LYX}umV(yk!qy3gkw zknI@WUM}YVTi`51d-7^;n1}jKe7wS&BHq`87MmNkMU)BfwWH1y^!Xy72bSl{M!)HNu-Z10 zh511Lug8j-mE};PvEra39vwICPYNL!r8l|Rf zH|l+dOtWscvHG;;5D7FMjbj*VKIeaquvK@Vd=kpRTnai7UGXv!O7|Knc8hyALmNbS zYNBXX!GhfUYV2l?)I5ZHTY?HL{9Sa}1Et6kH3}HS@mZj`CeN|;A<2ed$=x3CHhAg{ zTl4O;K30*({>+AIDCj(21Y{~lH1`xe=m0LJ%#Jh$^Rt1>EAEuI4Fnh`N6@-bccDD{ zB{Y)&2NO4eqFwZLSD*anSTv|vPEUc2W~t^XYh0~Ia_CMR7AEJ6Riv)MqtW-*d&oV{ zNbsP>aKSjmMC`ScD?gs8{dU%?3Ju0a+dFjJU&kfm~u!E*^u> zY&vhq${&*M<0B}NKSa&hD@WIW{MeezB^>X*4_q*RXGoI?p_`xT1r+R<8T-g?%#K}1h`(Cyr9;(ld?u>7!dTIVg&L~?^se`} zzWDLt$%Ps)*Pv~ zFw-(qQ&~T8I}gO0IZ~=EIaGpqsaDb_PcR0?AUZp9l+!try(cleDC zg()hB^$2>j99gDr25es=^_zxQWZ~y5>FU6oqGk=;(De)~Y3b&RuRt;a>nUxfR6_ar zYTIIqoaJW|7bR!Vf`rW5D zOadF_;LZ~0z*p_&xYc36)gAoEmBRsCUGVp}Ao`Q6XAa{&9 zj_Kt(-ab;FuZDuERrZErKAa=jRQj3NbScZbFU+-Qiv2=vUxxHn(~K%la-Ri*Y@WA0 z0+4<`9^*BVVkd0DvTbFWk&v!#ZJR2S3vEXV&X@4KuF_gwoy{Z1sqRplb$|4QF!J%tt_W6 zZ-cd&NxgUk0Q;IZYnzk@DuI`haZA}~Y#Ye_GT6B088C5lBDFL*vzOw$_n=a+*ilsG zLk?`K?{d!4{1a6JToSiS+Ce97=Z&EUkYd!^ zI8g_^U>j#-H+jXc&)GFm4JDn9li;FNr{4+< zCy*Xj#IHq`>dHEgQovFBs7Pc`+#9IAa)LP1zpa{Dy!~P-@n3EGuezXq1IKn zDKq(!7GjZsLoBelTv`u*O^ELwe52>A{!y`dV+L~0p$*XU$hZqu$NOaa-MFfu9D`ya z>K7~x0}I5%VcUBMHF2Vu@`HrSJl%m<1}MvE;Y7o}%8v?#8IA}#F<)i~Ra_avuaT_` zPw%PyNtlZRU%J_zqu4}qBVkrJIxnmF?xbeMshY!@1?E^|zJ=5-J|zMiSJ*V}*d$k6 z^aThP(t9o(v;G%EMhhjM2*SX@B-63C-7Bmu(l%6cF@4vx7XFlqu+y9)g$@_fnv|LH zE?>E);LfB}?)%*9N~vFFMxlL|L0d?Uy0-JXa10F~;3X*5H8-(za$|Fd=bEGmO089O ziTN}kapmqs?#-lq_f25p&(#-#%p>sOuaxPF9pRI?-vd@?S)S@WB>ZZHJY5cCTixJi zL!lXsC{A9}DTsJJ?$QELHAsQ8NMOvyj<|$?W8l7v z&)A3d(&|4@{nH|0F6;t#M-}llRtG6;^`2FZS6@D3UX&M|g>r`GA$K-1Ar^mh-@}Kh zg4D-t3(&j69#Vu zd;oD8@@KMMSn*t%$UZkVhmL zpul{Omdl8*LmryoP%wPWib&xwbzRdUa48g=tL7PC^#?XxLDPjvcCET-6%7n+Ep(+} z;kT~hOqtjR_t(84XK6JtS^6YSYNHcY;mW+0{InFsx8O$#8ePSF!GC{FPKd(q|H zM&>mHp<(Y##N5`nV3X%63|Z@13J;#mlGiC~iFBur@TJ^P#E~vOP#c0LpE-OnT^{WR z?IN$YjvOs%iXqj!3*Mi&w62a+a!2%9f)x0~1F+qaRZ zXf`R>|b30^6T_T+2=1w&|0l)eMaKr*1?+QZPZ{43> zmf3L``4%3(0^hSp(Pk04o;K$-`I>4#eL#7&Qx@Gird$^-dUzI#3Zgn;dX*f=k-HR# z?}Xw~*EE}~lSCabfHBNn`uQ&GGT7P>!#L;5BTFb(od(jihiq zd=1N|7npUgbg7|Wfa5O>_dVxPx;ga`K!v43$!6_Jivn8gDcTPA7R3HOrh+$5udlwR z1e$%y*knCkZPvq>$DT@Zu;lUxGnYiJ>S}3>alM5y;|&O=$=C3{=A$Ne1^GUy^on({ zCCd;(YWyVYiqjC`JquJrtul~svvqAdVVh0Egsz)U8-$(Ay=8$CIgfAF(=f8rmX5Em)BN@ixaqt`tPWC*BXpl zxOdD8T*K%e&{F}0xy?2q@%M>V0oAw2)kLvO~Ne=j>)IKm6Y&QioyzQ#U z1BxJ6E|7vzgR@e&VsmxL)#$0$AZP6&z_)pX0LKu%XO>~1fJ_Ikaid;x^VbE(SfW2dQu7zgLK)-$OTEdH&eDFjIB&lL@$#88Fr-&)*!&0F1( z$d6gX3s$b%@K{*zKEd?1QHc)U%G)A}t0Zer^jwpVN%Evyoh+tL7$ylgtF@*T8h&q{ z%jc~`aaxHyeGgX2&QB@=!Jbbv)xf7Mc>(4gO^{DW&}=;+Jwqv*goHy&e|qa;oPMB| zt~Q-B=mjQ1{#Cs4ZKjJNVK`_G{K$?^Ie{eI zX!}TP$Pdg&QDnYPpyrzED7<6Nt^HVODBh>UgWmU*-yhzoN{!2Ni5yWKUxC~4EBn^E z=>Sy4T9K}LvER}iWFVfv>^_0jl=WM^6=pn*Us;mUp{o;RBd%9)WtX*Q0$u{{1j(S^ z57T`GQOLN`i}nF~xVZ;~l-hAVzn?SGZ#ePJYl>n#Gc|0gcPavlT^fxFKC@GwuO~5T zq&X@s1Z80UT@|RYS{o^}F~;>fwJgh6fZ5tH)mMtAj#j8JbacEt-h-Rh z@;e{aFr61sk@NX%@5u{h2LQ=Ol+71J*RT+VRY#}1<_tn9L3Y*=$!!%5zy7LhD7uFS zxwn*xpID{8du1O4`{gr5lxOxW52@hrX~pv$qsMX4m|`Jbivbkdo@vifs^wkGY-8FL z0|0<*lM745q*Mz%`|O^{(?>Y40a|imBrxH$2KrcBJh9;saOFj}YTCHf=Fmhk4RBrO z>vaiz-7C}}Zg6RvBl*yeJ!!mYAs%ps(gnaGOa_U{@{Y&bo!`_}UrycTE$DS{#U*QK zAEkM6RVIM`G45{BP*_@3B9e~cw$<6m3QM;Vz+@#T1Go)DM_(=GL^Jm<5IuW7UpCi$ ziJ~O$LZbi9LWhXLF9?AZ~~LWp{uP4NZZxRSUrk zd2w9zXwf#Ifw3)QB*;#!vr~O^kN(BV@-_3EPHkbJkr_1mb9UFCDYlnoc%4F33WhZTr>ieCiwNLQ0Xn@|TfsDsr%cX|{SX?SWm&wLC$!jF z6DgqZ;?I}$3V}KwJ9QZ@-V9APo`(<9rmWoH z0^^Ey$sLBlTWW+eKyDpJmXO1uTY)x=cV-sjr~=LUDypgH;tCNnL;ha-F#&%0n6j$TI1pC)S(Xd z^)9)|$!JVLTu#XOz@f{+yEw|B>y5+D_(=A{%EZ9ee8fO&Lcx2;%*9t%)008VehW4Nps6 z;J+suum&O~@J}-N#~Nke>9R9Kvia`+o^aR!ems{ya%$@G`+IvZkF0w-q^|{kpzzs8 z{)i1v;mPl*1ivi(CH*R7f0leRe?nz~4tQG=<1VZvp$c3XYjX?*kP6vp_whL| zUX}J&mOjOs?lC+|2%>%3<~q})h7a(f;z(V5yivj0C;8(LTIt!H(M{*xHj{_?p)4DH z-I*06C!ll_AZ1}toK9a$`6D`mgrws3FSQV$K@qXpm5Ha+r4jtSpmcr})Wzhi0mZUp z1EB8~Twr7DpdJbNs;O_K=BtLQnawkGfvhRh;z8!@Il=C0a#N(m=uizVY%>t%u@%#L zmm;5s-4G|`E`9ee;pNj9jSTG{quyLGfL_s_k6Se=rYeOIR$5e6eeUeTNr9`@+t~79 zfeFx&`!bj45Oj5e> z-e&$ll}vvICFiPw+)-Ev?QSS|bYQl_533|z=4wD5wpznGude_fdqHq`h7{TNwOw~b z8lC4vlEQqi_oiZ4<29~83U%7xsqKB0g;4H%f0k6P0tGu^jlV_0O%w%Af3TXze%Ux8-EORU{lew9k zOLW%*pfb9IMpnzde0A6hias5U+_3I}5Z@kF>{0L`AR0ZswGPIddjj zg2MeEyScBbzle$3Ii2p2G!ukKeJ%KnF@mjE*|%OvHn;Pm5CLAk8+xRIU7o8oHSF57 zGFeKbwBe)>tKgYNQJrqSqM&Ao^7gFybHzxH%gC?du2Qq<_ow#V!tov?DBT)p5!7n4 zR2NMt0o|-+g9+BABVqt|`m2g%DZ4?T)W;?wPa&Y_O|gic^f2(bP~0-I zA<1_q!VTb&-096|xJo#Bwgg=aG*thuqH_~RK+YQjA>XZ<4sZozs8f~f0EK3w3B^wC z#d5WZ8S94_FCWY%s^PM9jNRA?a+t4n9{kpXamgF)FDV?`4!XlNhEWyuU5>x}X22Wt z+7RCmRP|muCT}kWmq*N|0i``o9i2eo5vfgW%dXtgq;t`cNs@e^3>oD%+9Ub#D}>Ov zP^I8;EHmeTrXRDc`-O?uB^7EWCWArr;&YkksVg+Fjsq z0MieK3r2|Y5@*5%QujH1FQ5MDtuxrbcCCRKhnz}=m= zX}rb9z(?9dWh@#?O_dMPB2`4jOpyQrvsDUTlKdfo65SJf$VEKjMH^TeFy74Zcqr}W zq1A)LL;u6mwDIWn^-y8*fFh4v54iG5Jaw$qft`e#-c{t3Kog}7SZ6FVM7<*~`@#&= zG}--`XSdw@SEcTrF0A&LyrU?hi99V;$%a){R?E28-XSi%T=?xc>x?X#%6%#7ILw!J zdY@cM?#$Au#A&be`vmm>QO3qJ#;eM79p%zx3Zy%kF4KUFIp_vVc#FVYXs}mXl{pLR z=wi`oF6q93kwNZk$63OmWDgwbB_Y9M{eEZK+tkRx(BErBVDKmJ;5TnFzO->4Ic9pT zgHmiC7g>%aX1F16oY(COYybBM@9YPR()LPq17!SliG4}1N8Nuj#*v1tivzl~cNSvA zg`2;f-4p+@1=vFqU+h*&Xl&m$wh?+|LapbxFrig?H6!r+vK+VV?h%Oa_RD^&BzjPL zC?~B8G`69OWIkle%vtzoOhgB_WiHml)zJ=G(1_;F+%Yt<lX&` zO?z{YGlz|ECmQdk>oc+{D1cr~Nf|v-j?7f3#d+x9Gg7%QHL)&EsYAd$Cz@4}2c!Rt z@=VWoL(QPuCDVWSU*wLJUtp4!dSCGIOPB)v!#ay$vMDJ92Y`d7DS=5=V1)~b+zV_F z9oi&29LDY{zl9*}?hd{(``EE&eyPOQ#YY#W9Iz7Gr!>?4S)=^pOF>^Ry+-%Etdlr$!&S$nNaQE~PX|imyL;r!NC9g&E{iCDo9){0 zErW@yt~(NdKHvPSopMXTFI7yUoI$!4ych^Q|Blr~Xo50r15*Ppw{}k6ED6~yjjg?V z84OcT$c$+)t4{R(J`2aWxJUdw%H2Zd^{(aAbj{9&0H`XFT z^!)^;aqz_b7vI)shBzI8N(|}ymk51TqDUJL$|HJluVMT5euDSia1`tty65>ZuXVq&nO-{{wH^07^#+dj8jI(D(G7j{e34#V(7&G#Gu%$<$U26 z$3$TTv<5Szpd=qkO|C0u>_E#-AW?LQdVF)|S{wu=wSckmm=&~e_a<)Q;iz-eIVW+~ z)8D8sHY!InTJ=msuXooUX|;Va?1fD))mq_jHdncX@*ATkjVLIaM#!3@&~JCzWKgnm zh}-=5E?L^m1}zkShL&XH`0GfZvU0)|>uTF7?Y@0%}dbYOtBgjK0xgq#cKto%Kza!TubNUjGOqH$z|~^a2Bz!Wes7 z72|t}lRmrwt{Ak;FwipA#M3t&1+Bb}bF)B8y~kS9AQJwh)7LiAGGJN;v<({~Xm&-H zp2Je{&m#kIaUGl;b@zR&!nZVs0Rf)iY1|FhA=>9+|Gpa^>#5tlb*o#*JHOZ96mSS=T^8FcitP4*aGXDwj7Y| z>|VP)FWw$I=Ti&h`SkJ6FKq~W3l-n)Ln_9m!EAaGMP|KHDl>BGRn z0N;iO1zWf#M%`BrnWPpRi|3LylW4Q6ztas#|K~-4a{hD=4we}iVvK>=JIw4=%5*Z- z*Pt5HZ8FBG(DESQ7)ODLQiC+ifq%4HCuZf51Dr`({>o!x)_)Aw^idY@TGCyptuXN< zP3?KtQnRpz?GoD#i)$JzrU{$KE|=H|eU{&zM!Um-U2^|#sXNJplsmz%k}e#W{n%P# z??H(pMlwq@&9%0mh$Twge0^6SYadgwuPvTYlUA*o%9~`AJNtisp|s%m!4;#j0L*)& z*EI#-#J_07G|Go6s`N*4_Z0SiS{HBIX4*`hC{LB5`+8mP5d0N!4roDW0VmTz&SGR>YyKXCb$rRA^*C5Wpe_sBcE?#J_2pB*x1hFnv@- zN!yK*ZRAm^B$~kPjQN&7w?=F9MB%L~i*bnhQ->gv_ALf!d?>%GEEu;UG0*rKkk#W( zwtggCr`ZA(VsJ40@7QkG8rz2Ik-=4mKOfjRaO#ZcLElIVPsk}x3M2su(`?etI`aDpBW^62}9fPQ0Zik zw_7KspB1leb#v+yaKIJ^6L^Ip5#m-n5iK6 zokbLTO-!3g5n5B?X-nQ8W+@hZl0KL>H?QC^Z7pZE1otlcK1a_@fFV!|6zs!cp!NBt zF#|}tLNRXbhox;KzwRqw_=hDoU#w2~vlbM`A^?Lazb^rB-#9km^OujU%YPW~*mXr3 z&d3d4Z4o!BqS%Mqb>`&ZleID%jf~p+DQ=F5e}+dRv^S|1hg(T(jGfE zCn$U-8?@lro9}K*ig0xwUySN`pp3+PyTAmmGdXA0orCrAIct|3K%BvJs8yNZ83Fi9 zu&qVlPPbXPgqCpbj^EXZR!c(!)v+NzziE=M%sbUFG%ioGghpr*3Z?imW~ZG~)@A0& z!|%~oxS5imT`UZy(6U#EFE(h@0Me}JSK`x|pE6Hi!TbXA#(OR>ZH#vfbP>npPjbz; zWyiHvkiC!gf^yDhSZuuY;(g;A)9b4=A!iZh-WYk zOv|CE))Oic1h`UwXy{HfRmR&A6;3SBSd4V_$}o@0)8<>y$W^-R1FVDySET29eDz?d zejdBl#QEE{It$sd8dGC=WS)Lft`%gikY?-a5|DF20+Q@cT|hW*Oq%SPprQcl;kW6) z7m{;S-(Z=9=EcRXPnKY>0|xY*<9aCeNeAb|i*s2Asa~EO02a&;Z{c}jrOTW61ST%j z+oIUdB7QjvK0D58LiRt}wnyIr8gzrrT0Bek?p$#KaHZK6uzII!!48kGARYEJb)eoJ z|85~vcsXV&u4Y6!%*p1%T3DuizPg}TN$S28W%M{7coV|=Hd+$eEUG{oN9d1t-U|HD zjY4txjA@+nOqlt!ViOL$#MIau9eYdih$8DsR-O$F6#!8aNp{L!^_H1Zch2k4N5WZ# zq1P3a*b)p=72s3A97vra<$p1Ku=q;fN;ip*MgDNl1~N3^;d(0Em$cn+Q@V=!bSXq7 zV%q#1rKvO?lVd;$zb>NmHM)bU-1Ml%iGu$&536q?1`*!X(JzIE)COjC$&*hk1-ju> zvkt){hfRy3iOL1$aLi?f2T`34>!jB#gJp?8(}*kfmHavW)9qeDh-V3^z&d0IM~f70J#Cl831ml zZWQ!rVSn^&Y64>65kjVNxyLW0H!4nylFFwvp6fAJJ;r+sm#eUL$?w9s+}B*dH~uiquUzJmVU`$T#qjrP%K-DwW!geD@Kk< z9=<{b|N35EmyUU2NU7YKsC2Z3Y zB`W9suciNe{S$E_{(2iI=}r2$M*~SPZ;hJLz9$!0l3m18j@xF&F7n{Mc($^F^;OgcxWW<1Q-xUEby#M(oV^KAlDT z7g$NWLLNuPN*{2t&ytjldtryvA{DPL68RRzVT@)?&&$`*Y}@oa405dhvF`DX)T_Tj_gSpyXs`QB`5azP#i4H9X|=})!I3CxQ2=2RyVX|*#=u@Zl}Iv$7By-FI|r{P}5*w`vF`L z{3fF^K3_MH0>5HT_F|>^tlNrk_>uOSA8p0_W7Enjv%)VD6((m7M{Z3 z8odepIHH(P*1egc=IMj1K0>g+;T4a{@mDGgd#O>BmBq65xko$z0^Qv zr?ys!#6KDH+lCg!12HH9v}R{LFetXLM*Z9=PijOT?C{ zbqJNDGjEV)%C2u2=tPNJr%r6)YU>EABaol;PmJ^3@!L3(5u%hGUrjt2@_U8=gJ+x; zm|29|!D&nu@?DyzCIZu}8+cB42}fn9Vk0 z$-8Vva!yV)m4}{{khZ~obW75dzO8fSpS&?>g6KwNV8xv{;DHmDKt4_y=Gk$}QDArD z8V&~><+9yg7jd1>^xM5{QnM~%m+9tI!l(mPvHaZ*h9{JQ{d;d6zyR3UD?)&mmAblm zVG%jCxDjfp_e;Z_2!G~Z=fsZM^+o3yVX!|Q%kV6aAn0N&0)tV_;$G>I6N4%F#&5K_ zNSprh!V)Y0oMaI{_5u%vyD%-=ndbSw=lT|ktJ8w!`wSfw0!w93pzoAb-_Le(W~#xo z7lloVaq;fJN5XL{T316QCDAug&M=ctN*blEs$v~(+|-;9o!~%yz7D>QGqJ)eq5|j@ zFGqe11%i^lf=j&T3W#Ey0Y@tU<~#75|CjI_wKzi@kN6zvZj#I3jd}$Am)+w=lFC4Z6MekSy9Yf_a29OEnztDgPve-koI6u=cIQAse1 z;35P?Q`8kGUz(*CZ0ljwL0d9ffUk7TT>*5d5q`ewaanS15$l{6Qp@~m`;$CtC-bEA z1l)1m5s6~eIkh%yA!pC#j^0$qwch4sUyzwf_7f&)8Y$9OEzkdU(X6+cU$?Yh*)UozO)uIm@<>(Mj+D}{3I(>FVs_@Jbh861vz6J(&iDgACa|x1 zqlprX2eMW@*N3XrDMsGqL6Y1u_7@ceE6WHADQt8Nn|x|uu}98BzU>z^z5(eafq@DW zN_pG*?DlIYD{Axp#+6b;5JV5kS-V}Ch89pk=)>xN8818O=%yj2$HL>=qTo5%75Vze zU$$T`ML_*AEe5R1NEc5SVq-r_OAqb1#PxVORm6V(h^e_N~Ku6UK-R?LD7TI9^$b`eU7*GQ%2>bAGvt{ z%z!pjCve$L#sed{AIG4-Eo_zR^XLLzMGLrBiL&j<8jveT(1m#152gm4VRY9T#ky3M zJ5D};9Bs?kC)GXuD{_=!G2UL=jkmv@rTBjy&P?zneOywey@$KUSyDH3i(2-b^N|%Z ziVM=d<0>`y>5T=HzTxT-wu=n)5L<%*#KXW?>hx>f15@;)7rhUWRxK&@IA7*?a1nzg zL&5koAq9?e+gdd}$#|<@O%>cgRiP9@G@}D(wl5W3_~;RHl23XK0TKu8_*mt^0I%Lc zylO<7*COw90$<4C@h5d7eJjdk>zK8F4GDB(_|GZ=3av_;83L~qS%}`Pzki;f)uA$2 z@%(oZoYYeKHYbNX;sLl#3*C7C)pIo}wJmZe@2uVU#W6rRXN7+pCPKqfa65Nxz4rJ8 zp%symAmD}bI9)e+M>(Qz`FYhlgp$sSTTPt@DBf32ge_ZCUZw;WXSIuSNWw)CslI0* z?fPj6)-s0Yb<5{T^0)YPnDb_ikcHHmPcL@(&67<#0Kp$(14usXm~hu70tc_e{x|hR zJvxxnL657nD>51JKbB;KXY|XG#t{?`bXB6BjN9q;U;^xXBMk0Z8Dq1jEsQ5}0 zI~}R!R~DszKdo!s?TP|5OY)#A;q;Yr!N6tD|2>nsb+pQ&!O+^f zf57g>6yAk4%qW5r{MYx=!N5-gGfMzG_z>zil?nlF-e5pVH|)*PG9)D9$#0XT+}P>o zy)uqf{vK_t6oEAQZ;A`BpBy)@3@-@s|D+KXtnU(JjnVMq`95GgymbT}saCR>*!U|5v4M zn7RXjsdL(K{FE|b;MW;u2Vh4{miL0= zmQ%RRL+{9qF2yo52luMG=^>aiw9|$(*uai zp|8(kWhFUnbw0Uc{gk33V!rGqu-t|^mszzZXVCCj0#&=>RnI3Ut5dHx-B?LY%-heq z>TsBy_(Rz8+~hqW?b&+T#ArLHm+3X(UoHVkRv6y-0Pry{lN_e$fr{v>lw9((IqairS9KRI7NmZeHl)vC|Nv2iz>vp~1Bi?aZ;Vlr( za82yMn?B8C<7*VkKyJ1Io-8DzQJE#AC0G z+Xj>TPd&6AHO&zz7J3CjG*I#E$>2u5@W@^umob0Do*oLvPbA1TkWTl*gSI}<>rD-m zLL!3yl=+bo6QeEajhSnN6US;mRvn+ll6q=u73zSa}v1 zIkfhd4Pp+@#t)tlgcXkRK-~V6mmOQxEcY^v8G3|3=E+k0xig~&BxM@h5x!#)imZ4_ z<(EU-=$c%slW+uQ6giAQL21k0^Vbar&HYC3H;<<6UF>nTb(;t|P3Ag>an;U1sy*QT z15#C5-7+ia9^7lzu?G9{r`~GzM5hUOqN)LcBXVPtdhWmNvuf&yQCiqzXREZr|5pR0 z^yFWE$^!pcBJoPri2k-QWN-_t2l}wJ$6-n^Q5B_&vN?O_?U(B_wc4JG*XexGlWcei m+ho8ARz0EOaUm~WL#BE$BUj(`3#|aF+!wy=@1BB-fB*o1mASeA literal 0 HcmV?d00001 diff --git a/translated_images/km/Rosenblatt-wikipedia.294821b285ac796d.webp b/translated_images/km/Rosenblatt-wikipedia.294821b285ac796d.webp new file mode 100644 index 0000000000000000000000000000000000000000..1cc0a104e6d81707afab842365fdaadce4122218 GIT binary patch literal 62658 zcmV(pK=8j(Nk&Gx^Z)=?MM6+kP&gp2^Z)>``vIK+DuV&70X{JlheDzu3#QJ#5CMW( zKsGZgnrQul{uA+=%s*ck~zKPyHUCzW4u``HT6j^V9M_w!if|%JqNozx@Bw`vUuU_P_d{mT;Ny#J;70scY#EB6au`G3-U z1OHC`_y3ptcluxapY%Wf|MdJx{r~>2_}})wwO{}L`h0Z!*ZXJuzwtll|NDQn|NsB< z^fUQ)^`H0O-+#}4^#42m|Nqz7-};}=zxQ8Re_DUvet!KHex!e|{Q3~%L(>pvI}Qx- zX~xjg(|dQj@-*f;_(cIN;(|#C;P2Y)r0$H?6Q%tANEW>oiHh@x9;EOmeVnqpzg(I` zA(<@mKWhRlYI|#OZ`8|j47V-w+Ncp~S9I5uSp}PxIJRn~t#480)W;ibGyc>DGKA6r z)}RxE-AVD+!ZZ$^p2Zj5FT9Nw_64agt6wKp=-!0XLlRMKh_J1!e^kOZTTX9V1^>Kf z9=z+QGGMqApfH=fd#8qJZDPCGR0KJC2&-VTjK`fHrgv970`*$nFiW2mU zp5!!o z$~o}SD<{#OD1Xqv9V^Ei3SC?*W8i3^>yogwxRT=jfkC^Ip!mzn<2^YUJ3+!L@$_;c z#-buF#>^o!TTOH6`(61e5&#V*$s<-}loBu2kof>rFfTSn2cKa!>l_N=j@e3nLz`#y zl99=?giZI6*yh(gwF|^GkPlNJU=0;HD;7A><)W=*o>kO3E;MSpE%FrpZ60}Te=8$Q zG?CSA?3UrOw%ns9a@^gHwa~YYt2FFwb+VI^xy=EJ%q&2>v z6;+a9>1tb6JU@n}`EfF`!PJD;i0v#qgL zHPsLZ-6+)-uiW7n{bqBqyv~5V%aD1|u;)a0u-7oLIxi&@7U*gF0}tw##s}nX2SeuboSX2%J%Q98)Tk7!gps?g(l`UUG-wZyyuc#Jmj@v^Mr?+%~K4rye-qBTA2+1s<+=V)l3f9Ak{=%nf&pF zc6-%Czv&6oDrEf9+JUE~ua+bRLrYk{034fb#jTEu*kfY!)s1ptN#JaSF~2}cLwj`p zs~6&RPgaUmPIh5rl=aOfF$d32tsRV6$rU?L869BpM)fO>dJpCtsTc}w&9yLM)7QbE zaX{`5jt>3DpgxwgRZxOD4sVGw*BQItHGk9fmVKyWL3K74vVxMaJg+tjVjZuaDJ=T97lqt!J3l0Ig?$4(J{t%sEE0cWi&z3dmfAEfuVV3fFH%os6 zQvvu?W+>dAVMF66jc52b9@~lI|BSZ)>0LVX_4&x?M$=IU+~<|P^~E=1`ysfLluXTw zDHCPo0Y0wSoJwSC--JO@t0ktV6VOw1I4%NGeq8KDwt^hby8D1#gQ9gCN<^c@*}+2q zHO$UCzI(eD(zS~r-P)~f(f98NfyL*rfl?4}JBl-SaK`>oEc!9>!2IeO_SI^d{P8!U%}C_RpYgb#PP!v%(?m-i7|H9r}@OVD0mWj0xBt9+}-xu z+H~;FQiS^s(t^GC!~F%F(NtN2tAlh6G@ala>J3OH&`QaK>T?5{(guysqzHos^j0Z; zi9W+9QwQ-7S}qDhsW`8-RdQ6jiahIp!9>izt&U7@VdBf67p;dSxa&G75ho9NVvMjT z1K$XB8<22r0!K~GUu^SN%0NSO(IUtq(K)jf1R`_A^u}&nZ!4T}&K0~M@5}eL5%{Ik z{Y4Jgaz#Oj&1qun(Hd+sJ2N4D$a8zA>;oBMKy|1^(VK{D;2SDmz+Vaj@IWI=n)S0N zi^78=1*!#THgJqBvcJ6Z^ar2jQqa71ecqezB(;s?(0$*l3?@j&Ga~(FbY;fYrD|V3 zf*2P7>9@^Cfeu`Qpap-{!|#=D1u2`+7wrzd^uHhSOzdH8;w!lzxr5_~KAJumRp3F> zZQjrC!YXvTupdMJyuT8bnS+Flp~8>9vo!P1Jd9e>t%&E6+zwTe0?|8@`uz|Hkgx2z z@U>g|DscmDYY)o@v4QYU_l>pq+fc#=Ep$>4#}faHr}rz(u}VBF6Xf0W35ln7IbQVA z3H^OCN@^BHdkxy4>5NIaS%VeU*M>*>%Kk{XT^=z)?}oYm!#9l4BKbzyX5dqBG^s#z zW!9c-NXMvH)NU7egeN-5$K{vxW*bNn1*r(_zrgt3^_`5pcM^x|ZMFCFyP1N2&XbG4 z-%a>9i^N`Sz*7IPO!I^P4Z|iCOpIoZvEXR-rM~VglCrHyFgC3~M!Yn`CWD;_PsG3$ z1dCFljp^3IwZvS!nKtLooa;nWfqziUqt7p`C2<7o5or;|oR1z6J1!@CikJgATOXd1 z-m0FaRLG+hAht(5iFq(}FK{+1|AFVVw02fRxTj!<@Eo%j+d2<4nz=|Oog`-ir5UHv za;^V846@po>#pNA@I_7i=zmS$ooJB}A@I%o{R%2IUl72u(e@KxUPotA*Cdr$aeg=* zJ0*743zzNRFj#9wKbq|L!bLpyGtDnu#@YKbC2Tq%M$;a~9ZAt4G4c74>&5&5`;>ArJhr22L`@W6efLgkB2o2}TUgl}qHOk7(_!XRV3CMbCba`-a|v z3L>5Mj>flQ5@$A9a{lQahfn+y^LF*i0OJccmEXfQthW4^g;!4V_pIiYi4kJ8H3r2A zm)OGEgJ#%G+5TxWCR8|Xg$H$3q+Sk1p90eYL~Ljb>zl;8AA>OQb|RSva6M%avUS$J z>oc$cMw!6>eK6CN;1UfWjuh~erzjIaTk70t?Mq33tdS_zCK`b6k@o5l zau>0~wSSXAoeAYVuy3kt5?||kXZz`;PM6vY z+AO59%A0xP=p1OtPJzy`|DIo&r;>K`Elq?Rv=bk zj7?XT8NQdqzaO!V;ELV-^leq+pKl{Oxb1~i91-wmqr3XovVh)Cem*B$3$#jHNc*@&?OKVJm2>aKaA|1_*!((3@*e zz1pUpx_yK8-?nbXuRB}lCD-9e#{Dyj!SDi;5Qe~AyRe{mNQQ;vS;0h-p@MXrzBfif z50(tf(}2h?WsV!7GAa2#6=s)b4CH~~?H18VNTm0b7>Kk9APs5-pl3!|&dhR)zD093 z-|&-hAmJrjRDHjKV?1N^G)Ybrf?jE9rh|nyzMTH`+|VC=f}GnRZdLz^Ta)*@Tf?#v zk98h~dDp|hTwBz@H)7msTG$5crP(>FuoFHb)3YOGz*##tIKR-# zf0*qwNxv?l7mqfceWUHoidEZVf@prGYy2;-Fr!LL3f?2UPu&{640oFUoYR&anUktuK3B+6DcJjR zA#Hu_c;W$45`n@0S;-Zr+~OXc>$@kc99hV)dc$=@ygW!#_m{@)8y%6%ramB)t}VZ3 zid|;fSFxB;&c1#yrfgTTP&<)5@YboTMPXXUTUzBW3iYRgJ%&2|UZh+$9G^GRZ#Q?C z(LUwsAX_56@!xk%IbbXM?bCLvywU9a@V9<%Zy0a2DRuhV;giKrodJ|veBG`F^!4Z> zPn+;K=y*~Xc#pH=UZGhNy$qIMPbwj=Az%k>6!1Lh4-Hvt&C;kWU>5yuyR ztwoaxbK(TMPIiMXZy?MFoS?x@Q3jdiJSW1Z#s=iLfdj4TPWo`U?b?@Vi?JgmT&Xa!XTQ$b>X>UP)b!CjNrxDLBCO1JI_-YX07c@WNfo%s}CqH~s zdhY6wQ2b&yUc0MTsp)-|(8#+gguN;_7*%2+ z1n{3w^%85fs)FQ>><0c3Y<)3An_DAw*f11B4Sd;DsH&z)8(V5v6qZ;RHm%WskQttN*B=0(4CXfFy($!hqMEP9)nf%k1hjojW?o{iCylF;HzK$lj)p9qp z2afLInl0Oxw81*JzqgyPYoZ$8YX5#}p8*z#YZ{-~zeK;IF?#0?SEu|);E^3G&Q3ioQ59(_#h(^E|Uy+Qf6+CBt>`^fRcZyQajb#8}fZxaQBULTZJ!ux`EG2ZbPho-HjWN4kaj;H5eR1SRcl>HAaSKg`5rZ+d&n zh``01ba=~ofWGTc6neZGC4i|C(YtKppPaoMNe%9o{O2!%==#CvGGBXW$KvYSXBFNr zy4tY{AyqmxWF`2otYdtZyZtVcPQPaElywLG13Fiz8XPMzCrqvZXF z{GeBQo>4pqPXxKdgKJq)p=#0D(9ceC=TU>Qo&$qX_e{33=J@%3kh93ut~9>e?0hzF z*y1l~ax2A@&I1tBbFu+50ax?;qPpGj(we>#fTZhr{79VGSfgW5;}ZKJn>uFs`HN;h zIF!Sbp(=aDa=J@Tyn+zh2XIWLB9t~`mb&2gJFe8i_&7bh)9boe<`Za=2Vt6IzN-ow z1qPQ9`9}n#BiyLv`5td7A>7&QgiyZAz=XLX6yMYvOCM$A;xb5UR(9l@pQZj=m`|B1 z9<>PKMg^`9V$8-AMRW&LFJtqWzQTDxNu%uMf%_zy{ul7%sU1LbNHI9DRdK!GU^(y_ z`FTqQC{a2Z?4*L5tQ1KnLR0xPYRD`+=Y1-vfTe#<_LBj1N@i<7?-Qr(Z%5R`5Av%x z1@MIBC0{SG(XGe1JM9$Y57#V!24BqiSru>|a!R+fN*r6_HsTymA?Bc8hycUx`u+X9*KG5vj&EZS5W;-DuQ#+3tD)|WH|8^0z#JN zvZ%HuBaUo&_DW<-9_=o<23F+47befd$%U!wcwK+e)30vGDq5SdtWarVO^=RY>_-D< z>7N!=Npz4jm;<{kL%WNj;7_o}ouEoLOHw3#xr=j6u&cPTtFK@>#5%pRqXn1VcF1R` z7y%qBK&G>n*OK9{A$C)4kX)nIS9fav(I&E)kizr(*3qQ)GD$MRyi5n;`8_|Zakavu z2e(uRgr!w8V8CLsR!!IY-skIbO_;q}P_IB11Y(;8J$|p^WFsww4(Y8oLBZQEctQ~S zn`bWUpA$nu#nJi#Qgy?a{G~J&{~DDQX{qUIuNrNg}hLN zqZmKs7G0gmdSHMni^=OlX39;D>x4-?FFEv1u3>f48?E~;dmIeN+B;Tz{^Sg$X0-7Hwgm@Mw# zWju2yKDoER2M6g*Rdor;|A%}L2T$ET^&3+^3%p%hltW!w`uj%?kgMnGhZ>`u+c-y9 zv?4pWP7-KE(BPXqXc;w*K1qySgsz%GL87ExC6ykXI80n%?LkW~Am z3rjR;xM*d=^G8#k9CW>9_;R#D(!Q!xJ_&}UIZ;c%outox_%$+PxIUBgXTnQyo?$qL z`jXRQZ}I)OFnc}$>=IfXrve9YKff@P7?20Bc}OMuAj5Y{8AfSZ-H8Wd@H-J1xNVkN zsQtegGhO|sD&(%DVI7N%uhtQ&NDn20{>&BGoR=AcT2pFE5t$xc z@7k!l40796F?#aZ#76>RYcR)wF&qUbT?T}1BUJlhSx%;fidwa8Mu@XDG}PXdQgw`t z4B6-GzKveXlPiz{buLTPx6>~Tj0%GmW?G%-@>ZUq5beLr!uS*fY?;Nr&AkK z0M`oa0O|d|22;^5+8HHJvkz@V0M3{L*EqoV+oPYV3i0=o6VzK=Dk6mKX5~IwO8@IS*Ve4T!KvEyJ`k<`M=` zobMO|L`?l;Yzig&12?0?KoSnNSA zLFs-+>1P_p{&|Z^Z#33wt{Z&?>mR}o54h44pw9Dv1P8Park~Yw5GmXZ|3&(_k`)}M zJ86648b6x^&N-oR^zJO~K;NMC^SBzJ$hFHltcd(nEd_l7hB<4DkIA8g?g!hVFM4i| z5cx$zvGS({2=5v&r$}m$88OU^5;7yeNP}o%wqtx@hCvW$%{+#`JlN21Ke3vrgZFF_ zjCFP$T_%JET;h@acJ0$SuJXz9^RV#sP!w;T@hQrJ9(4*PHuNO3 z;!BdXe;t5_l5-lcN39D$nZa$x@D4A_+m2FIVi-xY!WKCx| z_e1!({0%op!&|Kyjml@)3AU8-DH2`)dIz^W3Z%-!l53fW$QrQZq(-(*Yj<$^uw4%Z zLLSCjihvS`HV-&Tfu4YbUm1({Z3L*im83$zEGIGvgM8kJU;4i`r37@XrBF+%#?9Bj zUO&j*ZM&IUm-{QU7cVo2=+g&ILQ#Vp7@_W{aCEg5tdntj%LO~IP|-{Nvq6PsI$zkm z!Wo^~mTlOgRf0vE(0~;{*Gtb(iMT1G!JKn;zar(?zoAiEX?_Fc0D~2gi_yO`gM8ZT zsDYn5Ij75V15kB0psKm3-}0np56nO)X)6LeKC8QpTOrs`Fn{KBYV#@7s{9Hd00)M< z(eFl)vW0_rOQ4IH&%uv+S9Qzteo`b+xC0$xb9Rp!2td>P2nePo`JSW2+&i|Eu-}$%f@lgz$hi1*+wf}H`$&V~? zNd9*~Acz)AaE7o!|7b^RwYFOy?UO+FHmV(e(5oCiavlX%UtJ8t=Mc$Nxy@%^)7x9C zT1j320uP1zx;nNo;4{ntQWdHt=)@Rjc+1D))%3M*aeCRCm-uG}Y^FAU%0Wgc&p7I~ zs6|wX_JV4Z|bX028T!ewmZk}|&ww9T zwRiQ(&*$U!mlzznlw9}R0NijBHga?u1ApvkA}V34C67{Tt-0tRQNqsS{QBm(gg(=1 z-ZTc$L+0457lGM@7A)gw-(irR+5DSq>a2JXChF_R4lT9|=-TG2&qYOM$~gb&#|;Iz zGC_)@HJg?7$^wrOOJ6IG;dpjyOG9n}O}}nRI}b|dFD~A&VQJ3ijew?iGRysf?JmEQ zO`~(d6lbrrhY3Q3@FDWd&kM=gNh_(mTs&rorOl?x)L!(`z%@51u+y?+IZ z9(_roaT4Of{B}-mO@)jdN#&ashe^ofs5VXxiqksX(m;@!!g8!}u#d4!rDLH{C0>QW zgRJEw(rZ$2|JL%$7}}T{LT@%ASxtMzq-wPZ)+Ch=A0|Tc8z`Yd@X+*Dyp)MDYVcu0 zY{dt9y$nuv8P9*JO6dcS49Y@Yx8X08u zw;8vmgF2fF8t~;^%fa8@I<7#`eIG;f)*KTdP++K~G8Lg8#H68XyO{bTl%-X=^#70c zqY4_TioOMPZ;S#KZstU7DeB04Kd^LZ(N73zP^BP{xIeMh6*JQwi9w0jA?TZAuLujc zF#_(^px`7aNVDFVD;#<=vBkKj7GJ6aIESI)`R4v(i=%F8`k59_y8~?3tG)(ILU7PylyUftY4-trA>4 zr8X7k;=yW21X-b_*sciJ;>9u&4<(I735i00e(B>-gLEY16DT>BVI)DFbz81T zF{|K82X1oO5QGwA5PJd&S{ckK7r`;TU;GAp898SRkrBK7gdD;JlH`(Mf=z{gQ$q5< z+a}h5^;}CB4>d0J0>HekY)=?)Asx(esziu3tHdrIt-^YPBT}a%1T8fdc+&5%M!>UR zJjq8_L(Bopn(0Mq|KCM91?sc|zNfn+X|yFAZC zDx}t{HEF**HG!rdfNn0QC9TqjKERnLPsh&9r)m-z1X9qrPAbNr2QL zQl^qT(hSRBTD1NQft_ERv4B$;GsFA=_cn=1YyIF^tX7|Rw-XpMss9V^0KhXt)}0RI z=W$(3oz-U5jucLQfA{)gmr5o5ndxK7rMV~n!a@IyzoRz-Ni@J(eiHkBPyu!1YBz7X z8wKT>fy=@a`qSwe1go_Y4*?~#mErq8Xa!;WSm)oc>DGDIt#zmzc%~u}X!A_Q|5^Tb z+2!{*{$Z8XS-PmgDYj!hpfmjcKcZTfSc4#ubNnyScAg!qoY#*o!D9i<3BJih$dUC{ zlZ!`eKDYi7pgC_p@u+Y7DP4%193qWRqh4X}CgD(v+U__dKY&LNiA8)ah-olLcQl{$ zV{{!#Vuo_)Z|mEf_s_S1KXtvE-~CabB98l|9(-O6Dtqel;T&-O z+MBA}v)3c2nD&Xk0@~~AtNTY}P?)VCS(M+&Bk9P=$)^#iYRm6$TuYuFI5Ivbp9{>KBMHOZV>RNW ztkR4xC(ZmO>2>7hnw%QfYS&e~FArh^x>YM~#hue`n0*W|;L4R*e|J|PE>Z{;^ouaB z@mDyGjKxCP%@>d%|FXg8o~2&Y#|0~F4O2n947{-=x1gLqVHZvu4E!cx zrg}&Z&x`$(Ev8G99kzr{v$M6=r>di6)KZ&X636UOmu8Wh?w}%#ju9|?5oBj4E8LZa zTX!&_PJkQe`N4K+*O|$oVIVU5#$6ZD0N+!|E5f``R8NgL;L&#YVce&3Ec*{31i?l= z1z+z$D&5@-$_R^>xlOmW^1W5N8h44fFQpm8;W%mhJtTUU)rp-tWNflctDkT|3OT-X z9t*otUHsR=i&<2n+Df2rI(i_|5@*6-iihVV3WIQDa`+m15v7a%2fVz!;8vdH+UZL; zvgZ)QL1dD@_R-joH<$apIWc`qB}Jj>43VsI*u&|r5t&(I3W5HS-uJUE1aV$}?$>(e zE5ZPA$8SVK_hjV(N+gQUq|msCC&Ot99LGdi7_7bze)NDm9tGu5q~39^AgNle(=~V` z1xwly-D3xWnCNx`vR!|unc7mBv_VcV9W1pFtc?#7WUzBDh~YrP1@_z^!P!8<;MXO0C)pueAUZ=AYkiT$@v zNSQMMF@Ph5sl3_wE`ZR<4zRCLjDDrs7>!mn9B!nJu3wXvhD$Uo3a5mKfx(rIrI=%< z?25=UM>zZ4vKz(H&6(~%M5%F=dA1MeDbQv%+;c@b-&b3G!yxJx=Y_-y9hmuq;@9`v zTGUJ_4Mi7918I^RZ4nUI4#`{@`0-vMJFw5V03qV!ZJ19}hZhroz0XbTfd00FX#Akt z9L)IyS2AazWKwdJvk!3K@I`z{c8AZZJdt2te)H&Pc&R8?E*@0({6f0e=Fdg3?cfV| z>;C~0#ZYYJ#Lf03eb=`~@7k9wL|0j|V4!uXsU1XO0LymoB zB{V1?L;x+BpG<$pqVbeRQ20p2c2ePc8vUmdvUUXJPCQkhjV4>%vYAV0=P;;Jq|IJv zCP$gYPr}*}Se>j)wjgIiPv>#cTC;)y_S}+(cp*M@D{p5}y*JHs1$VI!FiXxw-CH_Qo+^eqXd^yYJCKk4U-DZ#^^MhNdb@} zL^i_w;1%{OX1sGpOD#X;F7)|2&o6 zQEYoRZsA#`1G=x4^$nj7mJXi+*C(_ToJt;_fy`y-3DiQhiSLnbOsQD9xn0*eJW_25 z>aZqou_=pvq-UI@!)E67n6{jo6_vcg%-W4X$NuN1Me1tnjb*IQ2B)$o(?1}JB~7TY z-Rxg%G+?W!@640GQ==YU)K>=b`fF&;Jq|L5YU>@%)ew6RZdsyQgJ+k>Pat!q-F^}t zp_1-CSJ%-G^^bDp@L0c9Tq~y2iIxJEN`E8ScYY-0{eB*3^llC>uR2H~Z4uN$MaRup z7W(@r`@A40gaKF30w|sJ^!;zDCtFwC9%Xm~_4jA0;g#t7v9Zj9H zU!V|vJjdkbF%JMJx>%JCvWZe=9qP4}T*(v~aO%M_tV|4_PySQyerVC;r#7WQb_j0M zNAA*wMG9ZtHVriJCOGhmqxHNI%5KsbsvJcb!DPxosvMUl% z%Dyv$YMY&y#Wl~=C{(m8RbEV&auvv9f_kU~L4WT-j75|4y`s~L+A0-zs#f$rK`f`Q zLjXd!;WnD3q!kclY43th)m62GlRdeH@ViW_wvTd==&(!WpJTt*Ctu|O&v(gUh`WdX zhF|>-`cq+Qtf_rzm(lNjyLB&)r)*jiRMdIU=Y1UI^b>AO1fXP*!`y%?5^eI)o$SAh zVkE3XMFJdjqAI(X0jXW3_5Amfx5@^M%{eeDq!nc%`4DV`Oqe2on; z;ps3yW4ytXR`GB-Lt5>yzqiIN8912twe?sl4C@3l8f2B$@&2W`6&SM_Ue z(oY$gywY+bN=4;kVnPUYgf@DQYrB6+eQY&O>BN_eggcMs(T3$a5pK#Sc_hbNQ7=TJ z?@u}pea(L{#nl}0Md&Yg1V&OSemaNqrOEgWK9{zqOb-!I36>8}DoI!h0$*oae-gGA zDCrh=`GPd1Bk^bFXoT1t1h6g3j+JdGxpNM&U~gTQ>9L=GH~0I_`53F`W~UHi3d_q} z)k|a30ME_KeOgmL!NrTK1cK$dh(|c%vgg<$wyigq731k2C4pa6El49QLpHAk55OOJ zoqWzy4_(P17##&A#(-bIX{uqC6>MkwF31-cb_9Sy&>OIT-^qOVG}CE@DNrgxZTn#t zEEWg@a@4l`wK7tMrRh0mk!a(R;2n3!a}@) zt`-cbMN`O--c1k7qFof45x0rA*yCjip8dnyx}_$tr>Z!1aaZO-h}-eKcQ#N z9Lg=FszJ5~9|T3!1@|b4JarZsvDcY%KVYw-AX~n*-&D}94cjPaZ&KW)0h`lk#85L! z!*my6tf!q=d-#ia0J8Mx=IF-ugD{|I3>hI?SVb!^4m@`nXy27QO1NO-Rn40Fw(?~J zN%=)Zs>tnk7g8MIOvQmLZ}mjW?|~4q1__8W=(a8%C5fO#2AXeaqAQS1Q|(Rd$!K|< z`E`d`@guU=J}qo-PGW!eWE)v`>Q%4__(qEUDJ!RU9T+ubp_>w7pRE&I;I5`)Nd69I zD8@G-UEP18GVKAe)}^Ijvb1uvuw>@Gxw0k}V`v+ee6xf56ue+Er?if^meC^tLf0Nr zg@^))2al>#|JP|%O5&ZFFW_6~Sn=gxJ%z>*yM=F03il9xA~vSv>g&TV0Q5XyCu*vZ za>;qmVV>%$21`OX-ApJQjhyw!HKn~CAwLd00}^);2O=kK%FWNMOzMAfCjCE^-S@)n zF|&J+rnn8%_@;)W;9~XZXpi9CS`#o@7xkk$IvEzto9EVpB_kwR;XKrPBhsB}2!)ZA zL~6?XOj|C&6#yoW{TDt8atwP)!lPpbK@LqYCCgx(;LN zi_+~V9Uj$0Ja;Cb=WMdc7t~}AREsi7H4YfgF7O>I`0&CKktm=XpPN#=_Ww(ll;P%r zq*W<^9k`alTU6W$&S|w-p{?9+QMOkO41KviemxDZA$RgpBX4&c@-kM*YsV&vx09Z& z0mE_y?G{+B%OoKa;F&2oxd4WHWy$xY|DmC*DYi6~0wi3t%R~0jaz+Xuu|qqH_*4^# z+~vbkL;(VwjlR;y&kPVw&+w}h3fd6jRXguuaUVhFJCrL-%#)axa&go_!Du!^~W;IOU*0cld`eI0$y!1vhJ zGE0CpPmww36wF&DoM>-LzCXJzIga+)8GA+Zb@GGrBy9kdG>ID>@@}kREpzgP*{gFI zc%3rXX5V012&53Q65lx?DJ)S(3BE1{I)!xm*j|}VWK-%M8(B5JDu4VcN8pyo%O(wF zCgKSmYZhys#j;P>Yuv~(BOqplph6OXAdK!31j2FNlEX9()j?M&i`_!*SoU0 zZJ7u(zXgGfqU~XzvhfzcORYwppUv`hI$5R~6?X|xQ+QA0A$m7foDoSuYxbJ^bQUU| zb_lpj&gUxEn1dAME)Ngf{nxzU64We&iFY5(mNn-YryY7?OSgEQPDT<10l#zgtv5pd zLr_nOgFt7t2xuxOMCz|u)6luFzk`6^>m4!0xF&1q;I&}$Vjga_3185t-IUnR%X_`7 z;hpav`ArFY)x5D(|JOl}-KUlox5(akN)7gRJ9<}S{P#_L)~~^DYLd-fWsDMvjZ#P3 zIjnncxrMf<)qgP^tb<)k3Os%0P;^f|s24PGF>{yyD_Y7*RQmA&F(@`H**fR}(({!}wif zdq3aE{@DWW@rlP^k8w{KgsJ(V>JXgvmp&=Hn>)5dHtyNRA9_$J$3n^bb}wKt-E)-F zc)skBh-57hk6+%g5Ju+}k|eEcTpdC!f)P7*_5fG3(bGM$|~4msn{JN3<(SQ*}oYGj1uv6mF=sYc#x>kIr_Jjm<= z;qgT>e62W(HRrbvf&iH#(_~$h$o+vwJ&bPw-dj0(EG2nXInG?13Ve_(w@u{`sG}^O zp>4B5{SdUp;CPsVTz@`}vlGh>s=I59MnIr`Y&6+J`%Q!Z!FR<{sxQj*M z`r)%;x$;nud}h0QOF^R)b#I>cIZ+Lj!xf|@v4Hc69e3!~C@%$IIX3~%#`WMZE|fGt z*28eKv1V1K;xb|K)%QM2i5efuubipm&&3$1`CHU&Y3$j!#nAw1OIGsdA#rzoTJH|0 zUgYpbQLW06UQCgy;>3^Jv3nbiJNQ`kfRzbt~Rn^jA91r~qb=x@`CDE~;m*BKHSx?{2EZOqP;# z+T}*O_D-NIT`0&JY04PhBgfBwz&fMsY!&JeSX`fL-LN%ZrcPtzL^XNk&Hs;|Cx3Kx z%Xdm{1+(ihhc?X^rApw#Anf_Tm+^!BNHX!?W~#mukb#ree1CkeLT6y?JMC>?5}YOL zfA>gz!-Il2(}1YvrTu<$oV{A13eqyjMqoYA{)A^V@R)yX*;zk6xhsj{U<2BKmucVe zVJ8Zm!yB*zlQbnI^fKd7kXUoOvF6@Q`mIFYCOjlH)bT0a-MK)-30kDN81FU45;*N; zz!I2`28&SjN33->R3LRCIU`WU43vWiQrQ!ItM|^ishO+Z+7SQSc%q2iAyZ)S5^4Uz zX~2B^MeF{O#Z$}lEdJOg87c-Soq}RmY5JMZj-a=1J1<7{7pK)GxY(6(EeaG?MtAl+ zr|NpnK-KmL=~eZKsMBP~Oh>j5M3i?ogy2}!opiRRrRVXL7yQOyS~4BeXQV9^r0V`rGQ7&^D@n_t zp$uSmKT*9_#WTG$ALM&OLyxDU0A>B>*>RCnoFo?!@Bba~WgvZ-p3rYr4O|sYs@V>; zWbmuwJF&Ft7eq;vmwT7zlY>M&X%-0UT{^Rl8jd(LY}JRzVz-)=p=!OtzAx&wl~V<; zk(nUF#dRg<7POhcZ2Z#8?-}M|pP;0Eew9zw9OF91>nUpv2SrWiYHGOFIa|4+h}tes zrZ6^eYMulEYBMNC1F3La<4GcO6igA4P6>etWN_%e^?44^Z-M{RnEu+%7aHxTeM< z{t+7?45bJ4U1>T@HP;E=x-8{ZbEIypLE9KkEN7rn7RYmTd|2MWOHWQ*PfnFOm z*n-yJGbQUg#NWug0R4BWvd>@cEdTc7w9aP^<5qSaW%nne!96_$2h!f(Dat4cz#53# zbCrQLuJaFJ6u!CGfV|2CJl%e@tJf7&Xe=RA`ltP4`Tma*)65A9WNs@^g>Tykx0GQ$2qLU`>&pR-s9c}`yP;%{!vZE$&E9P(ZV+L1r?O3!dO#{7tol_@j&F57tceuOpV zJwV_b0st_Cc-%q)qyl(0%JJ|z4y?5x|6ly4{G4w_ZEf4t{H7z`_@P@@2gJ`xVp zrLco#hDeTyOWN5Ee*o&~$)s&;a%(lC{M&7M#jE^@#UbseTrvOz}(F-l^tbeYN*VF=qR0KjM26!>r|%IRSsi` zP>))t*rUNqTf({@nmh62hl*2hO@k?J%wyPqU>$GTgJ*kCBK>B0s2;36QGlJS;k*vh z$4LX)z%=V#RwQdGit!w?zM80x5q4@6T;oPksi)=qi_3WQZy3Wk0Z8l05as%Hrb6Q| zOb>6DUd|=<%n;1*m0xG)I)hbyn3^N{k?VKImN-+cK}(* zEN$Pxvv*dATB>bf2Y7~MIXxIpG;iQC)n6F+D9iLV@<{(QtDQC1he1N{f@Rz)zNZ?N z?Fh3*y|`}ISnS8$5LpAX9%TYdVP1o4(ef*YrBhr#z#h7f0Lm0Mourp}(aLRVwv`UN zaX!L?9_3#jO<^K!?~N#clB2260)3l4Isi))$3tz~XAvm?8inQc0fR%%bmZ+yTh2Y| zM;2^)a{5j-%6vBF1^HoUMXr4exMB%NcAI+s3rT!i+$stde`z7pyOUY>jt`JtrPiQ8B5F}xHdAfIk%1We@*AI@}j_!7$xStI6FRcEyafDce);jp~j?#%Y?QeSYO zdl0F{&wa##gz89|2DJ3E<{mZ2xq0n-vi1!luo}aJWmF*p!ija+-@lEs6qQ)^?AQjh zm8aI`sN8kw;HeH0N2if2+W>K}!IG^P-#kXM)rFAena(M>;gv)Yg?ig6HGu^n8sR`N z@zVJ*xa#th_RMJBn_1AD-a_q%vB=`29Hd13o22r1Sn;+p{n7yaG2vqJK@Flhu3Zno zyIE`SDK84ACeb>*_Vt7`!WQ11n5Yknx3!3*3bl4QOYGiFaYmr5el901Mg?|Daz6u| z^t5z(FtKmrIQK}1PC-2KSFziWauVJv1Q(E{>cA@uD_fT2&bD4L&Gw6&JEj~Dc(c;> zbYMKLePOoe5_>n~R65_bIb>&^B_%;g-23H0{kv(AA>q)+CVNvo6m{Gkd?ZuW!W*9)N;gJ$R0+w{1A>|pi4W45pt(`lk zwef4U>eWj4&D1eEAD|1A(a;G4ED33C1G1o63VMJXqP1$x7YCO3+oIzughHIVAR(*M zY*cdXb~PhZyAV+43qn>#64{5Xv;!wdS*W>gy6Op0EYZRfcT$0(9$VT^BZ1zWQcs8_ zso|*Y!ktTKm2xF9tEP0VV#i|~k=Im$sD~K%^O@T(L5Wyu4>Wwp ztLjUTa>fd@Y-j7sZ;xwpQImu)Oki*3kHu&gO5#FxceRCpu`J^Xc7djrld-|<9z^bI zCCs;5Wy$M2SY3+RqA#844XJ1f^z{EMDT)(YKd`0*{8J38=I5)cRSpDpfOgrk(Ut&e zyn|~%_!#p)GUL+Hu)_bIAPx@}%lMC8W-(X0v;TwsLAL zdD1<(L(BL{1RrizANdk_DnwbS|B5du{ZdSq^8_tgkqf@M*^U95?MB7n%9|9@eyV!T z&mEII%p|DE@5p`grt!^q6rHbG(2winS{o!3v!QaBu=8kWJV>A`o#|A_ncAly2br9d zC8xeaUE|sjmG~*Fh5&6eMwC;SvDhnV4%)QsMb@=%q{sI$BiH+%UavGONtGU#wEk6GUmd-0aNgaqG=Cm>{|4aE{)LNym=@m5m+FA8 zqjrxPy9yL5K_NyQFroQYsRe*ebwvO^Yt5hk#L3j%`MWI+b^RON$jD;UFFh50+KuF) zw3bn?Nun3gMQV}gqYAyPT(Bmq+s^Oi7G=vj{mBP(eo{Wm7W?-n;(>Y^?qaTPs4{Ma zsIL?3$k*W;V-mOdS>}cEbM4_-5>lGSoZs>Qe*+flsaeW~%v+ym#B80=BjtE}Sr6-U zEVaQxmplf~mKMP(4Jfq1Abs(;^(R3Tz^*iiQM#$CmaskKkDImJah5k(H(W8`=Xe!NTrQbE4F@vI$5aNFK_Ezj%_d(U zoy9tas6Op5n!OFIGZc;z3z|7nZS|rxYV^FptA@(R=@FeAQ4(kaKigRL-WT zahf)hQbfD?fSrDS`C2RfDdms+s$@HCvOg~QjU=}$ULv84^`cn*d-o@vG_3}N7F{Cj znutoJT*G(DXIuct{FDsJ<@~ld16&tR0?$x=kMwto53)9B2kO#)V!1$U9?Dp$CufI@ zwbB<#mX~V0{B0(JMk;UxiAiRw2+vi?{5gTGNDx>1P(B#$jD4w9oCVS`bc)^AICj3P z!+v-2%PS%}V-(s56q0k(HgN(96*ctu+sQE-RHloQ1@>_oMBuZy(fsov0v4j@7mo_3 zK3$`_Z%`vTJ4lucKfE(40%~pF)69XHI-6zdS3}aw5#w?k5TqNXNA8F<4vjlmm$R_f zoVg$4p(FWs%}M)@PaLnLAt5LAu2On2p((CIhEIt=q>*PBx2LpqR<&utG6?(29s5?9 z`HzaE+3w3=1Niyif>!$!dStAfx~M=;)F>$sZI5GEW0pPyFLJ4fk{mt{qm6MM)`L%< zs~0#v6CzR~MF2sCx^tSMt}OX*fGQo8gi!_}C4in#eo9TB+n@VYt2u3|u3#&&!&~uRW(JI3r0EhpF`~ z=LbBo2YybgwAa@pe65q-jhIg{eA1+(q`?y~G3C3f>=HuadD|ws4+`1;}^g5GL9_LAIH*7fNg*znST1Ap8?M~nJ)mZ^EKDJWRs8`;+e>Frw}j-r7+ zAw9fY`A!al-_*Ce#eA9pLSEb<`sOVwqo%zd#cmGI2gp*;Tqe^DBk_YgotmdWk z%_-50yIVW`yC-Lm%Ln>4w%TaUkryd5$3;+D1CWQ-uzA6(FZ*G#9y4JW5KSlsQ;(R) zeJfH2I%~7;8tg2KVwE0V)47`~Xyn0j6;m~m)jgpT7(W$s0AF_P@eR2J5KVD!MdB}n zhIy#89JWhjeuuDj)fBNq&kV8q?Uhwg7_p_QZ?e18J&3fb4oBQbJnX<<6C?iP8UmtdbKr#(9{f~{+x~1UbX8_y zM|oK2lru}+oc^o97~?~b@AX6-95IaWYDN~&bE83A?H-);`HgFUr?F|WPkpk~A?TAc zB6i{{PQy7+&r-x1n9z*y=E6T`*Gj#`9cC8hCYj|-%}ep!_)&hlHFoWwsXnY^(p#{s z%foS{O$zDhFHS*JDI^ziYcU0YWT@UXuP}L>X>ZY7jiR;~s!^8OqGzKjAy=wd_(Wxm zvK2QJgBpw?inihu75tJ)3C4V<=`+P@N!kFr#79}D!`%#Z7O)h=q@pv$b^Uzb=%|_7R?w0T&Dp1W?5aQWP9c|gW!jpSpki)RSFXMxShPiI z;g5KoTiditQ@+6LHOEaCZTDKb55nu>}EA*p~OhLKS%AYYZZYweq0d)dYuQk$M3?dvV%bX zOWERC`>>Wrd%772l-$1OSevBMp)5*sZ%|h*1w;%W$&yp8)2P09b5#XFq``jVr)V*Qjrw0M3%hb~S{Dpm~@bNvUv? zrehN+mOuHqn97!Wj%J*3hC~LW++N5L2p1;&NxNF6ydw0Kk>mvBO46V~oQpjHD43Od zPqN-)KVlY$(z7nD+fQH1Ge$4(0VLB*v}*Y$AhZ#jG3M1DaN~4L3+Q!mx<~~Skn45xJ7swO9GY;y1?6DxRXE%aU4+S!k*=I3cnP~2X4*;*jg|o_4zTCoNTo&;hlj)cNV!II z)(m8QB|(0bGS?ZUqcuXWLIZymcdbf3JJ1m_lPxf!Gmf{=gTBZuCfc;#f3;-i%GMH z3=$z|UNM!*DyqL?>Dk#uX4z&Ve)%mYNo={%nPA&rbE&d`<l2@)9yM#w6f!9RtP(ShJx)gdgg?sMUa4@caDIMV zVKPQu;^Gm_5SqIQ1nK4oTWF(08@rB3lC&S#qj4D{M`fDA6j{D#DXFA2hhMSl1DoAA zJ1O9k$nxdz&29zpd`T<%B^xnwz3ykdX~QM#zFcTC2^Tki(}--6q{K;`>S&9Q!MDBvX) z(7sS7;jxD+t5I_4qUr=Jo~F%;(*Kk9Jx_ zPjMI64Xv&lIdg4xLJrl_gN_Q?!WRnYFao3POc+!8WZoFr@q%|SlPW7aa%)y_h7~V$ z-6?V5_M*_bu~ybpf3m#BW;-K4@jL2c@Z35)-KL)FM_}#V1V>IsZEO4_f0?fiK2A>< z96ey!`y%oOQMyYCq>((pr8!N*(-dUeVAnLh`D2*i6vmgEjp)NFr|N?Q40p^&wjspc z3;GK;U#D3&9_PuZh^7Qbs&Truz^s1kQCozCJ0SQq?E-ROEs|Q{`>Pa69@NqwD*OzX z*sr-V|JdO!cn2`}%6%(!lO>93xcHd7!S=!JYvkJacr=5~HsNvz< z3V>ck;f2%0_e-j4<#b=~y9?vGnsjm)f%wFo(ZkgNk-E11Quzbb_qT{+mln$gmB-{i zCKigOwjsz2Z}_4OH(RxHe+;$Il}2Gu0UIDIWpRg(0o~$H=qW~_&WVJ)4Wgq(qhp+` zO6i@6panecceTXFY7I`HMsJq+^O2%dueC|=#CLW)<})f#!0qB@MX27SBkqEbIl!)m~|UbZJ+l|CS+wMULI(q!BC zsQzl5zE~TkMH9AD)t>=sO++az+g}#@(pBVtgEdu9a6W1^0sVHT39#k&%=i0T{heP$ zYs{t-cfmTmVcK|dHQPQ@Z3AACp<&XFPmk=n5hp8UVzpy4ynvrVZ960j#qgC+f;qmA zGMq_uCH!-a&(Ds=4_LT*X3fQjT3$tTX}%4I6fjT%&|hg$9D6)3CEeOc9niUmSCS*p z-Sw4&c-qx9*}Rx{Eh$MM?fS>i7(!DLY{m!(+Z9p9YsrnkQZ9oz6DW8foPfr2scIYP zFt5H#>r7wU7ucvJWUtfxiTqpfNc)@%j7QzT^L7||e}_Cj>Oq)7jyV3S)rSf<4`?Xu zscOHBk04aDvsl@wOuop%$1#PJ_M^3=fD83?8nrL~Agv)0fovvW^8Tq$2glL6VRtpz zSiZ^CQR5<-GE(^IZ*_T*zosJP=RYQ9>R0Mh%La&|WgL~6!au7%V(>4GxNR0^EV8{0 zpa=}huW+e9iD#a@^XmsxB5pD*=@a!oRcrS8#_!zCEm(B{Lrim=7aT&wR59d1uKvZNEA*%~(U{yWdfsNLBwL&!#@8>NogHQmpidd6OH>=J zx)P9T$@E0Mlvh)=4K9CA>L@V%j8lU9;iGw-eIo`vOmAmt1k!PDrzc9;;hBwZlP94|) z*375)yHCz#!-#2caz+ znKOHcW5q<>QOQfTtlt^B(#IjnJ$&f^Nm(@;k6hlQp%*IuYoetAZhGX$8cgofHb0w~ zS`*JtFI=XXg~H&!mvo~w!|ezgY%)HMaJd-LifmSy9>QrLHbm{qpkA)oTTy9RraLQT zb?#?)NMm;Bj=Q4_@UU)V(5V*NZafXErhJ!{V`MyZ%ZMA=41|*6nSwEKx-oJk8-2d6 z#&|`oYA`Y9^93yiT|)tQ0}lYt+)S7P0z?!&zRzC3I-CGbz3w3t1J-%9K-}e0}o*wyIxiStj@IG z`5X-FcHIkJy3aflqC1o3m$aivWNIn zEt*}6NHr3T!=LZ|<$YuPQx}|xpmYSOFX zE*5oKjrmdKI_yP8g)_H2rL3DbOW>(btW6%7Ac$h=>&=+%0{)o`OXrR;JUewL4DQ*k*8HKNAO z@K|1}uJGXLnQEcz92gahtcdwt2q9-mPbkWH=vBe~JQ+g6Qu~)zezyX_h~4-9$yl9v z6h-BTcn0ck3+IyX6T-ZErNW2Te=9$yWnJiHOj0Ho{@;TeEZmLwfoA|I7xu0*BQim3 zb}7m_gXEF_XDeer%(iuJ-Q_fn)z$Qd#A6AdHaKOXaF4+&HlNs7{?2LSGdYXQt2aYM z1)oFEs4Ne^G>kbsJzxhTqqm2_44-KVkmI|$VoEx?>%uws=_LS9w*v*+;p(AK8mL{6 zCvF)-7E1Quv-*X0?uv8VsvocI5l-M@`RZNuRI%WU4pu-o=;09q@^@jWNv2Os!AJ&= zp6ZA@6-N_NDy~77M9P}xx2VpG~dfJ@PmyVP#x80XZTl z#$9T$4tkKh@ih)&j0P6_YZFRH(GRa3=xS-BJWhB_e!rUG_Y&5}XbZUUY7&)g0T#fN z_yPDG7Vp1>J%(H<*sdq%EC3jwdvA)pk(`A}y<+E-oTKy0rABA_%MvLe%ZFdBJRar5 z5n;oPXcY9aPnEZ8>MF?@7}}*_d(nhY0CU`&Nd@bY|MJB}Z4bT({(iM~2P_iU?zZJh z*uhCMTf?OTvUce_m=WrCd!{R*JCA(?KbY&ziTK}j@S*%3=gU72k3a&$%^F{$E$5kF zRi`l0k4w;*Dc-T-288_=?^L*u%m@Ou%;(rH8<`!&peFjiENE9LN&@?8PZw6&RSa+& zFzB}dlDwN-IGVgcNB$K!y_Rb(qmeyN3~v!jchB?5wpecr2}(*vNGGTUV*5$M(wX5@ zvGqL~%Vd~;zDhxS!CS>dos6?tmhcNKM{* z_56HB%;BF(PenYdiXWVBPRN?-rAYt+t7+vK;JQjwaM;c_5c4!m0c7BBWtl$a>!1Ac zmI%;UBQ{7ctqqE*8B&fG({(vh#%3SWAL$!E7f^PF2A@U7n<~5|)RDGg3*d*PU#T1w z4Cgm++pIonioZ}6k?egVJp93(9AkQlQ#d`jc7FEHV3&?JDMN5{c8S1==oC;v)LGiV7I!j`oC< zY5?q=3;Ic4nh%DpJXv5(0IP;Qxy#eu=zv2ReyB>X&inl+*eUS?;33%~=#Cdzgrl0K zZq7^`R}StfD~&kZ1L>IQntFLB zyFB0O-yu)UN`;Zn^vH1s60`*j+>eB5?BbxMgFiFS!X*>*gf-=x>0t88;$^=SPL~jf z=H5~aPxRu|p8N!6 zRT?{Vi@7G_c^Ma3RJS(@n6S+Sq?)q-YVjwC=2Q zgsJ~%bg_4wETq9jka@E+)pCg1L*b zuc;lSU>;eP5IIs%C3GA+&ZdX=*M-#qsbGxi&xJnVBx7^Xf;6 z?!EVo>t1c2PRrHg?>^YRsE@(t2{-119CVVSX`pI60F<2w8H7aaAu6przeE+8+g5O* zH0YC1DclcvoyPgBqAM&rL^efmu15tkDPvwlxQ(XgKSPHN>B)ii*ElniajH*L>2El3 zI``;vQF_VHH{s6IO5shM$4-?(dle!O%M65N4uuat=~=NWGM!;Hll zeu3&^J0jE+`GYY9xZu#X@p`|^-|Jty5vGnwq$^r-3Err<5rnejYcPV3y{s5G^vrG1 z1Q?9$T0u65Rb1aK8L1vXZmgS{WN@NUEJQ)RdN_ZY z&VNUCbT?^@4lBI@z0yQ7&ou~f)AHpX|2d9a--ut|tVDAaK&E$a?+c@jxbW0&YbiPP zXh$I;T3;nph$Y`@a?*NIBA6a#e#!Y9&M~67rUjwrZ!v&;h}S}Yd_*X1;0@}#ZX?4S zqIZbfqwTrBZxnOfIz3&tQ$f#{)h&MgZH<$S`FLkUwQaD= zd8$G#izg@`56zo>)ZONKi8M;ui3N5gPnelRI`x_Wg;aHAE}OyzNE+f(`#-X|fq1BC ziJhBa&WQckl+!wMbCN13e!r?HZ0$iqK_<|viLI~q&aMrQ7Ats6(tbsYG!uVfu@Inq z{uAiIBa3rIRBmZUWazFXJkG+iD_WyaRQsH)=uONwZ!1oMZgVBJoVXdCixjc6YA?qB zA=&R8-P4!fO1;X7c~$gSV2>FbJ76(Z`*sO%vZw6V#)_S#5-cMm<%>C7m+aW4BmXfz zi|gcU$6L@- zTEo);pZpcHN4T~~$t-cTb2G!dw4?e1v6fG5k1zHGQMsFM_6Xf#Db{K|A z;U-QkO6SF}$jXwe9P%uZ7oJYc$j#bJ8v7PfDPh^S`BjrZS6s9J0Br|t*e*JN73oly zezV!IWroKhtc1e|KV@&)G2^11DdrxK#34>c56b&mZlRK)AG+P98N$X)B%sm1cD@Y< zSR~>{*TS`$ibr|a69}4BQkOzBPmwc~ffwjAxij|BqzrRWL)&IjIQ@8^NDpJ?BtoKfk~emMdn{}~YW<=?%ttK2j#8{4EOQ7+YBd|XSa z2`_UI+TLr+y!iIE{EtrZd0cg8Ck73{(vxnlOmDvdK3R}v$5!#+h2vN-%O2Rs%6REL`@FVWt{Q7eu zke%)zQToOC?ysG?`&ODKULNbvcTsh9FIIYi_0qI*a=JnfJ(TW6P9=8_1$U!mfy|S8 z_|peO+nSIh@2kW?&!D9KhVg38Nw|CkBRyZR0W|3L(KfU9hou@hU0|fMM9gYv9+jg~ z+7_O)jM<6(HpvhJL9qzgRaEXAC0`o0Y7&@Q(_C+bRuaGQ6yJF+wV8{LGZs}eT6W3X zxS>_<_F+9!mQ)ElJ};s-0F>p*=G_8{J_=?A9<)Udoq}fpVy4nd(YE!(FDI4}SNtIC zmC(qQnDBFtG>evUozLk?CTPG{a}MzGU7p+PA`f_#Kw^;vK9pbRGlr~qCIH*7t{@@W zYnu|oUu$<*M7%V#*|7h0KlwD2qz=x zpMlCnoOBp6Mro24;)lf5c_kS#C0%4$ecIs0VQc?Iizee(6TH7lgYv@6Tn)5t?Zt9cEf# zfm{hC<)2wm;B_9q@U57I8ik}b?n?nRbVA~bt;j3o2egpHc7e756}#K&K~l& zG+dXJsVZLW8iWjf0X!vL@c1dr6q%JMtVATM%MD!F`7rlo^>;Xj%>O#fw&Q!V!;xYt zOBqXFF7@EbCv4peXOkZl?kSH9i>qyj6VC*dqAIlcWu_9$Iw#bT zDvw|K&MZ;}Gn7_TI1zJOqtFma@tHn->-W_D8-Ou0!-Y~9TY~%4`&SQ^%*pE7CkaCc z*eVOi7Pfv1ZRZ(9Bxl$#CUBN05=t zpQxu&y(R|2&e_pL?E>n_&0E;tW(I?|hr*4;e(1$!{dXX$)7wb%fAv2J8I#r~qZXp7 zpMd%mU^RoUr7Y~4WOl#!4=baMy6iaA2^Pr_luWl`Lk8mdbZkz0%9;!PZu{!7os`A~ za!Q*^te2mR6kpn@d3S$nzgC2vOmW`uu+dnJ;Mnna94~-294c($ZudLuPzKi1ixcTn z&;$~}L#Eb$(8P?1t_YGN6D|ve8N=_X4_g8u`dl^BNOrA?u|nXL@!GV4wy45aYceA# zn=eIBbTlo_vl6x*sq%bEM@4ZY?~e@9#8PH21FE@M(LiB zNMx(bn@9y`c%ZdQM>sAOJ#=O?_A>HduQw>goo|`q?;sCs-$SKZ2u^MQnkxP@{TLi; zuW>@D{6#kMIt(Wu(tXhN*KLHWwa?Kq!DFkj)hLVRxJfOGS-ZuOhM5p^$)VZ)7>H)Xro zkLCRu0Pn9DKQIzYR-+WAZD5L&pqfSo_@)I2UQ9bk%ta*L$XZ^kGSTO+8`zRLmth{6ov;7)JptL<#)wY&i}cI0{G}ungol^%(5&mFfWi=&2l4q7fDQgNmEQdFMirH zMCv^BE^}XAbXuFnb;@B77gZ4;_8&O8QkHxo^8vz8ranw>cT~I3vaNOieTxV;+Q=VnLZwFk-bAGt3 zDM;YI@DP$gCbJM@FXhy_3~H9`iFjR=3Xs*3}BZsz*JKw+nYb#b;{lS*16D`%H%Q7 z_|$=}_SRq&s^-NaH?~e%f~L>8&eQkFvA!GaO+d)S5C8*>m`vZOrG2{?C3pp!;eIR( z#*xVr{i2IED_=<>+fmf6K#|Hw&P)Cvn0`aQwG=GVeC!!mp{Uqb;)&B(AdaLHJxV`| zRSQSN(MXN{SUErM-@AHB`(UbH+wiKMxS}4~tFGm@L+16U%C+7=6Z1%oh-$kGRtw`L zwcg>b-E;fcAEDCutZA^KC9DGW+Sm8G4TNblrl>VJux>7vD%MvcZ;&kQ2+^v&tYFgX{)ak`nRCw~%I?ZMxB< z_P5n5bW{~i!IM6v3}~Gk=1iNa$b>dQ8+yi0l*$`ZBYyB5cXsHQG22sIU%n~UfLma* zyD=}Pzo9m8Gyt1#5(8*2o07HXxlSms!Uo{v5@;nO6f&$K!_XszhugWCAN$<(M|EHD z>u-N~%J!2L@CX!&WVZyDo%5e)k@D|&TtJF^z~G_u6$1rl3KXLgn{fh){HXyN6R?+r zRE&#x_Ck0Y_1p`%6(l0&W?QNtc8~rHgLWU|Pq0gWHg^Cw4|E*Gqar4IguX^Lc*rPY zdl41tI?Aipl({4}}8a^tgJe z$^!F_>k zzKexf5iP;sZl^R8tL;6>Or~?UbvYo1yC$^_t77a@en$^wxQ3HUFApD8kmIP2KM>M8 zM#}3h>w?-=TihsMO$ENgUFBcy`c&#HHu;L6LN8L7u`GbbsZ-_$irP)aa(q$1+OMAg z9qyb}W0nFbJoYQG?JJdQSFn|fZLPi@<6y$Ukd>)mwa z(SZ>VackX{@9}jlvD{@~R4x{7qr%Oi%78}w!) z|GI9>D7|XbG!-#tSJ0Xb3v4`YXa~7wLC=#9^TFiB<23o* zgbkPR<(J>If|`*w1LbNr^ZfYzO%epmr-Sq;DUue@BdV>k!qm$SoWdkyFbMRr*OMsx zCSd%B0Dv??v&-p^f|^L3gqQGT8?h#xO!Oc`+o5bM0P7^8V@y!WuNe*ETL|tMDch`} z-yRd&5t90onQkPirRVdK#1=UOisDDaG)8m~HQ*pOe}qb023N?8L@5x`_mDJYKOw85 z0j@S>c!HoPf%p-O`tTx)iT-zzu~n%yOpKlcHwXFN*k&99aDpo)RvgA|$%xsWPX>;> zd{6Z>zi(lqh7C=0Dy_Q=3bR&^+E1f*z_N}K?k~x}&Qq(!#2)VHV~42oxs`oVMc{3# z?pS}X3P@tGHr^-y^^O~eSoGzi=hze- zYumunbp^Q*8!GOo#AVB|@Tq`LH-wvvs7;`$tTt4MXyw?}kK6+d`u~Y6SwmZClh%cH zWYJ%nV#&Qdn28g4q>xl+r=?*DS$0EYxOW90367Etm1^!ql=ZY=q)CJ^^a(a)ajYv~ zKkyOb)7sNWbhipBzws>gb21PDe@e2B{eE0|s*TFR8Xr{olQ4`g7BtWNpX6dM%JR!Fn8v|w)y(WUuQJS+R-KtzL+g*Clb z1W?2kqj)>zz5_41b05wlrPb~W9_&|h?9W65laeASR@{kjx^PPb-z^!}&zdEvb48IN z?mL%L2PYPV>c>EPY_!u_5wAe|&L|S|uoUv4tCB&aiO1$?8wSW0mM!L&3UCCp$5745 z$Px9qD7Eg+d0V{)Y3pH#X}f@D3r)UPr5en}ij87l8Y4AAP$Mpm+z_mPY_bp1<5$tX zGtj^mY>;ha#}5?0wi6UvZl_%Q#UAFsk3i=Vq_K=oW;r}+v+VB>0(XX&gDRA;ZmK86 zzstj7+&ZY|PO6pu*~?mQFR58Tr~ZP2U8oMh6-$lemV?<=W}ASB^N3cwIq2w$aXSR& z`vR?lr)cC5burX^^{40@vO*zRRx4_i_*{MtFr)nF&Z$*=HZD;wqoS?$>%Rw~0}%>9 zQY>SF0=NW3BkipHkB;pQ*8Z zbmttzGM>S}&WSQAX2F9zq?echu8dL={PqFf8iOk^`|Yh_#S5U9*p&1~OzdqRRJz8T z+1TR1#k|!F9pxyBOr^0Go8lex0Zy@6^`7qV^oCnLrP^WC#9{LOhz&?p$h{Gb3rt93 zOtr?u42g)8U44w2-B7`>nKXc2BQIL}!UoBql*+qAJ2?5@>RoiDcx16WI}rp1PiFa# zUdQr~HJNl%EQ_tPK`>H-9{IpqFILLrbh$! zSn5>S<=l6VGsq4ENxvWKFrCAuWA|q-JbuF(>)%+Ba9VU~e#rw&icQXkwG~@q+%_~b z4eT7s{hPfR3IKpdlUCA=)aO&sPJ6;lpqPK9>gA7N0~&uoUd!vsa8T+S2(BuIh8D-7 zDmyCuR||_gGzC@2JOiKLEuT@SyHGAVbC!y@K}6CfWr z4G^tlzw2M_yhJr+hJYGGr>ldI`EdCr4jtIOb5$s@PjLLdIa>R~Z;#nzXI5sKb}Kpm zsch4EEE^!vf9I;tOhqeiA%w?0u~4Z37`Sw2qL0_)CkTH0<`#Mp zasq0a_%S4Q9#Q!;u0y`==K}qWQEJ@@2G#A=;*m)*lH8pme=GTKb%AT$m0teG&T-xMq;|T8t!CE*?{H!Jjx5}4hQysLfGmZeqJm`@=(I~B? zzbzKfc~&qiilKG@thIIR=En!@$OvmIK{-X5h(z9Tp-l~d?e<(YQ_il26d>vjWNR)ZMW-UrGcD+j0^k>c@(t$ zx4kq1kr*ous-btY7qI%JRrcFo^6nV$R1o8T@klu{qJ{~dfa6}B!tJx-+_es4!*Z@nlm4uO^&>A@ z5?{I6PV?5R6uQu50u~VMLisa(PhFLEHnr`Gb5ptVYsvX?rMxcF!fdr=bwJ#kLaloG zsYU&1exDyUcxoLv!|h$P(2i0|`%W#=^3}ou+)!#jugA$#vT(Gd_xxhjHLELc_Eu)a zv@~%=^XX300)z}toA@?@cWtf>7{Xrv2LytwhuXbmF^UWSq>8XeeVMQqT5sgG1(xg{ zFHg4oN#l{O5TzeLjc4|Kja{oyeb4F_i*Em&NhnG#CRs06twH}HuUO1n63%ZWfyj95l z+mF>lYrxuz2`Ygqo}SC^8|Fafmd;s9yRWnV4v1K?6X@Ca^rJ*os@-6= zlaJ>EI25%G5U+y_j-0^uW3h}Pb?>?#w_`7N_N@Sj5nj9`OfmYdAEI?~S}2Vv)e&`U za5`U&K=4Ju2mpS7!CI5!TsPv6 zo$kbL6#P*3lRCo03~GA+UmxOrXU-FbXIYp}#{1n$QrAM2G53cla<)a}X@~j%3c{kI zN11Ft>NG%1bitV@Esg0Rj}9JTg2ag45W~!h$~i*s>l{)}dYM1ra#aKs%R@gXJC?3gFXHy#aNn zo;XdyObk>iQjXU-tK2eV*YJ#6ImpXAFi8cPO->$(J@^{E@}ZuY1$|o2x-fN_9_tLm zBJkv$c>g0YvdX0dAGH(Brr1nd5|*`nZi`0hAXUxMmT-_q-srY$F9%aoeNqQInlyEjDo7-&-w;m!f} zw)<_0C@1hXXSNy{!n(|xV|dM~VBbnlnO)yV3}zpyRpjDK{df3Pd{CZhfB*q8=V&3R z3FJ_ClLggpdx9}JZ=;Rw+OYEByZ$IH7*dC*CW{LV2T_IhjE`rLiI&4=6m(Ih&{bv`N%`2gY{>qX2>dxfT?*+6` zG6^B*7x|!_gY{x<&Sp)i?;#V63fLY?)GyPMA|tNc%EdGhro9ycsON3!8ypfP1;^Nz z(Vn@Ih1nlj!`vEMa(0k*jdvdF&fw^YxJj4rs|7U{2fyOB05L$$zm(Q&sjvgDX{*RJ z&~vA$t3()YX3+ocyp6xrkcT6pzmO5zP`ZvZgwVX4SDXOFU^jba(5`e`-3{1-QJk?` zDPqSrB%KHCQf%`AH+)j___r5o&1B-2vQZt3p<00&=hTSR#qhs*d$2Ympq^jOJJH+I zS*%l)dk6Sz$^<^{Z1$EJC`5;86#r&M@HX7zVrV6w_qBUykvL%ghD&h%L zRu7<$aBw3l;C3>$x62=y98k~~W;@0i}GkRWDf6q#W*26dyvN58tS zyzf_f_3Fxw=mUzR;>F=wPoN6UBHVg>#noZ-2xV05r_{^&po~Kh^M~%lkqbP*6YI1; zyfIEtSjk1-8|R69-XDm&6!DYG{=!J1F>?LALjkr+3M;UowY>diXpDpKmTOBhnKfg8 z0Af62u`g)QXPIi6e8|t#OPx6TxjCx8$}VPrAJsT7fRQc5oc6+hgN!R)w@sqMwj$YL zAnhykiqN!=8t|cOyHA^dT48R>Tp2QYh_irW)@cpSBSZdcd6>j%@{56j8x>wf&h;d# z&M9e#jkVT+`R3!)o>pT5`5K@lasJ^4RoYxGYi=p2RBo7nrajv|Bh8&VJ11=WH{Hi? zf&wvgQ8=F-^@&U||G%hb6vs@y9q5^LoPLzMjpGs`eW}ku6<`uYLinQGuB83N6lnjq z%|TsPJ;Z8S0W~=(XX{viAonVo|C*rDI96jS9*1u83=&>oG(Q=&U#Z0n)OE6NR?5f# z3pd}pSpaH>&&4oIrtCsB?*3evua~tTK*Ax+hnwheVz`d|G7Kh>Gw=lw4MChesNhrE z{+7Y1HUj>bpT_O*PmwN#3_9m$-WP4VBols-ntE}mE-UAAzA87TCW)Z=q_u@SxSRZO z2Sq;?uyv0_%>(`Kyt{ePrnB6DmaS=pvdY(!V@EbJfAV0ub<1!|T|MKQa(^U=4UIPV zLvrUfV3WnG!{M7rFYKIW@CxAkm5NqPvAm%D&Hp;zSA?X2KqV=# zAdJp~b^+^hi(hL|x7I{YpfmxCQP=&y9Af#Gz|-)$Nx{P=VCmJl8<^%Z)k~8%=pN8M z#3#t+VFgl=+g0+@Hih$mgUx=EG?jCEK3#Z7#YVbeRX?W;q`p9`na3{MIzH)O^A{lG zP6gld8lg-9d<0XI1OlL8>`_r;HFY|)bG2hA=Z~splzlJI&`A|n$ueiptWO+hjlr?w z2`Iq6J6r1f%g<$*D-rOefX9s|1m>j5t4g&DOY#yt(HCL@fiYlmd9!}u`|GIPWnQQR zg-WHUj>6rvL!eaaH%GrsSy!m=QkMB8%MZgFtGiuXzn2TTJ>Ne__DJX1Ai`sa)4{q7 z_}5S%0`GaX>#+_GR2jhhKbSI3d~A2@8L+H#%bF!EkY>#O&)Ccmo=V?&zx$Xr zdTcS|AcXQ`v&XeLrZ1Dn$^)Sc~X}I?CT|nhWWLTpQu@klWXvzh#zyz z1betxCeUc$im921A=AoYJ7U+<$9c8FoejFB9nL|q{z<-)pk9>->K9NJj(zjGU-9EK@_CqX|h zGvGmjG-Ny44G7>YYvS9W$(}F{6I(a+Bb~3OM{!Xs*dNT!^k2^rE=lgn9P!A2OB?Ve z@zZjK1QAE84`#2N3IQP0NyGh0^%#D5b zlFl~X79WKf6w%k}afqi4-6tOW){f)Id2(kW6)ztOw~q~V82xPFKcG4URoVK22g+l-?Ss0v&F)-O7xSF;Z;%wHcB#4$#+H2FJkzO2P6#ECV z)i3p4;IL~!@VaK@8|Vsn@V{lNW7;I}Leh;94|3@8{%80>MP`2bhdw6aS0JG))}NS2 zP$X^jk*C(UD4%%q?R!+$z{ROjU%eY@?6eRG`Y5wEXmFlf-rQz^L>nej7#wQpS&Mg( zZG4aehOjotld;-Gk3mOVVav_Qdl+$r&_%pKQT_;3AfYG z%JlrpRKak>uUGW2^R&mQwmO+L3|%doel2ufB6pqlEq3OhXTtjZu;AJTc>P;VI+oqW-&b_jF%v z;jTGSgf?kHh&3%WvY0?G)g!aThPb4W?ye@`mJ z!v=|X%c#OvFyUR_vi;kHw5H}H%x6JvYy0W4Go&ANIa;zDQh+;Jq^% z<8h(B>`Y)2wq940yj_nun%`vN-D(+I(Rz(Pz0_x^_V`ZHb6uYaKcgi1cJW)0*Z^X2 zzpfyvvNasE@LeAZ{c5*6XdqTd{0eR?3MHhd?W^ERTRk(NuXj1FYwB&vRoN_N{4}@# zXH4r^zxp7_CL;?gyJdUMuP(N@cmO^E^^Ja|eYd3_MwXg@P|L59btls)Z(?6?YyXq` zey;p{LIsAbkL{oG>ff;zXdW3dtK`J%H{piWWQM_p0YsO^=qju=bzrqTGdrzohq#f< zQaQwT!b%p#Pd1_)iTH^+70`2Ty$CgMwD^v-U`4~-3Sb@(c}9Idtf1iFT%ripI1MRI zgov>qjvAIUL~o@Nk-@%V0q*^Oh)2zJ@5D@mlpTZu6B9+0`V?@X-MtErrDnYczKN8I znZdNNHlRyBx^6}X*|Dd~dBYrtlV({|dA{xk%H*dvtB?2H#M5X{Z;!jq=hRF7sr?YM zUxhM`3$%{IYL{l#&R3UU(=>2J@UK)-%2!mKL<~5v+Q%=|`?zd7L=u_*8h}!vSJ4-2 zt9@lD6|ep103Fbz9=A6RSR37-%Y)jCgOi&6!vDI$^WYtGKYL`P33#U%9tfLSI>9{2Y*$tfibT@oDT~B7ZZ8mYxL#P{p(zX<=O;L%{szu zSdoj>-PAX9Tk>6+(2M9D+(4nZIM&_{Za5)Mdi{f=c)$1}vRrAj>SLlHyfHvV9DJu; zoVPhg)p=e)T-{ttkSXvZ>*x_7pG+K~ z6-Q%x2B8VBAqk4XQR8yGgrN0So2A;};Z685)c!5cYLZoyGpjOvvRCXd87Ko%N4)s^RIG<5dDSWD302T^1nHSv5-+s_ zT7oSe#MUOvDyej+#&YH!&0e#+RG1;HPgHRKf74x8(Q0Z_7W)>~3^}|y-yns`Da!S# zYzK1ECKv6~7|I7uwvll64bVbe>~-#}c|Pm<%e^*k5sS2h`XIZ541oS#$yRt&Yw{^; zTEv?LAwjBqXJ{d2UYRmng6AfeGGdnYMg8I&C@M=5nsXCmji&! ze_@M2D{QGK5L{mIlU9;ravORR-%KQfK4k(;UJEE+mOVNwRlUABkf|yHIHVnz;stI` zlK1xFS85KZ;1mQ{U+*aN2G0~EuE^vqRGHyv9&PB zH)8VZHqd}kmwO=qZ_Iqpozk)@!4E&;Qjb4P9lc$C{6|UKO^n2_W`Vh82a!#X5%};h zK($MF{IMvQBH1L{(oN&`*!O-4O|ui18|}zlb_B(%pH)D~<2-vd6om6EhNJ%~-Y(T@ zP)J}a(Ym_#Sb5R65XW|xS_pi(^n_>Gl=yr0$hT%7>>~RoO(EW6E`tTe*@&$nHw9nT zDF9g4N_v zIjMQ*DQ?eiywA|<8=k_@3)O^mTS@}LZFj+BLa!Q*+$0>X#Tessif?t&=z27~Ajn+_ zYF`{^G{wjX_7B7=6Ia5z*Ge!sul#Qx?+^r^VXQ!W<8%r%WT8~zWi!U}neEogmVlY6 z6yvadP8WDNNMAARW2QMK#($U*{hkx?LvinWB_dE)Xb1DT+KKb$-yYK!BY>7GF2f|N1 z(b?UMQKX1n!w>CfGpbKP*oN=9WvDwUif(ot2EL@jqJ%MV5zv$3fGi_+;^~+-B&Y#N zJrI`S1OJDntPT*}aSPR-<8HP|u5Cy3In;=I8r0Wk?^~`oF6JFsco!uZTtwfr8wN&r z;r1LuH3C977`wBc_p2%9T0Xg7v}%rLGUl*4Qk{O$y$3Sw;Q+1~@xVAqmji54dgXg; z#7xf`E%O0YK}-AG_#md`!8cB&W8fpHylyGRVI&9;9RN9ID?JZI4xqPT3f48zBuTlAGAZ0MATO z<%Vfd`(g+?(rsJe`l?OwdA-rgE*$n!wiX3EH)B_H<@-?!w7zTy3|8Lk94#2SUE36> zl!h%fd0@iwIU#cYxF@^pAM(~qj#vxyGl;`Miz{=NA*O4bRiH;i+fPt9O|MIYz~x$2 zT;ggY1F>mK5lM*9?k+n(tvAP^b+T^I=4(=$>FgemQCft0uF|3L8rwbeWep)uiY?Zx zQRuz)2&oO@s_O8d_CaskLzF`p6R}r*ibBumpUlk$o(?9=1o!VRT}T_#(sH&-qEdK# zLu@zkz(y*m3#8YrCQQ-iqmENa!%_c>TKYLy-B2g|48~CL+t#9G46Ky6I2yxeTH8)l z&9{Q$669=eMwlm>(LA;z;ltfXHYtsi`WsG(@CS-yruIg{`ZuZ~hYQV(M>|b2(ouTc zv`^6!%WHmx-&R|YB_ByV4#$PHk$gO<+cw94D^HRrijarBrL5j z*6hDSy`pkGOC^^A*wtyh)91e@_$)>|LeVz$BbOT{knb;s-$ki`1#fNrIl8nkCj%l^ z>1CzR(O86uXQ1mvH(+}VnX1rb&f2e?r5V~9Tn?b&4)NMrJrPNoLq2d9n5puj!kAt( z+ZtXOFS=Ty-@xYa{;{7Os$jUa1O=n-DbT)IHV+)S8Qx{(u^tov7(v>RYIRll8|FQE zj1(L;f9PM!YtnnZpszDAJ*_;1zHXVRO!=owd}&=PSm`itvcvtr+kLk62gVd~U-Z&c zd#Mol$Md}zMtm>;Fb5fCK$GrDGz-&cGQ>9164*B@xq|}Y=}_(U%V_lS+RbF@W5lNVYBO!*3tzjcT%lN!CvGp)C_UAv`W~w zP>CD}H;OHjA=0inw6qG&WuZSz~}AFXs`T&BzU$-ZY+s{~^BP$CCK)C#;-_oX>S}dln$R zKgOk(yvGQ3g5?0-1K*;teQ$Z7^5NLVtij|+uDL7r_cN~^wF&J50G?BoYtWjv!Oc8s z<|m{(tlKc;r?%U(Q4?;9ZnR(x&&P{1Q~|(H=m#^GN{DLzWrhkx*`Zd_rKUaufyyhL zvP3^VU%j}vz4-<5&?oALhFu8g_7e^yo#kWj z_%hy9C*GC|H;1(PH&!YaFsS!|kEtjMtU(d8LO7eP7|Q|{H`scVf#+hX0p|A25R`y1 zmgnoO%o?5)stlVy#GI4O^`bvY`pAIL{-I`{K^Q&@*Ov*7@6o9IfA;m*{SHpJdwBIN>5rNb-jnhEtH}1#OEN~3 z#sV8(#Wz2=64FOG`){64_^P65t}Uwi1t!?qH1Gwvs6Hc3crFg=*_L1>OxKz5X~^3O zKz)A%#j5f-htJZHtXBs4_pae0oD>IDl|1=bm3Xx(&)}Rm)Z?|4i3CB_`*~PlG>-y? zEp%^5U`g`r+zKk8tUSNgSOAM0|Mm_e@p;n=kn=FsV5FkqP^Dw%h^qs*oP0Xq+;D%> zNl!{J^g6=M_Fu8P@N*LLsxIgnQZtUD)Gj07>M zPyUqoMiWwNxEO;9wFK&}$TBtUZk0I~wd2~TVzhH$&4Vm3B;$jK-BTQO($Y#! zog^Fb2FnL;wn`d+l9%mD}L! zR)ER9GE0hD4+S}i^o*&Su`rPNJxS1`klL`V`a13Co28QIT5sSdo-Y}Yviu&?hCsO9 zuyaZlzjw?Ycke~`^~!gNmE=DTquC^N>TRB8ztRf*UH|xQlFh6A==-PS0sRz;oXnxV zEup>!oC*IPI?y&ObmY0zpTX!oN!#;av#u(saFzlX=RLm%)7en&+eMo+3695sc^oQ? zqI;{`tE1Nu=ykII!92Z=kp@*u^9lfr>i`Fh8*mk^MGv^yl(qjB-t5a$}A7>@@k z2MySk{`+-e1^E}xE!ngJIwcg~u}?kHLXiOTcP z?qjfOW=iIfYyUPCv3sDH;5@hdbOEhkp~SSd+>lmr+XDcfZKWfImK{8pU4yX z`Z^x-^Tp$dtCY-RU=_gZL~SF57CfG>5Ird#Nt9S*I)VAw@3MeFGFG_Qm$&x zzKd`P_9Y9CP~h@~DDW~abZPp3HeTMbRGrKP3G%0oEBp?VFV;2dhAYaPwq7dT)+1VX zff~!l)MHcw1s9+cg?hPNix?uMj}4IeT2*+DiklZ)$U(;y(g+>*K=9$PC*JY2l0mFI z1oelIJ}NOEfy!Lze}W(v^}vkzQxrH5@!&!7|JBDA8?!Dou{}(JDYI81-PIz(+~U(E zEogi6xm&)a9q#+1`uWi+7d5?fxH{TatkjVh%Mj;~33bC9nEupp?3f-En?~Z!%wK`; z*%?nG%y||krwG%Ffa_|gUg)|OmX}HQ(-V>vp)=U&OZyzmA$i=6;@ImgDq@E^`9R$^ph( zALZ|9YQpS%_=g_<7|@VD7G2+L*>RfI#ycK(91XZCQ=!5F*Fy9?8R-P~J(mb4j>E}F zx-fey%$V(sHu_CWd1|(UID(O<*o$`3{cY0NR^r4&4s?N&e(ybD*O`0D&ZD5dfx)#t zXIX^{6fvF7qx$xmLYxuS#qEBIn9`zQx=fCGq-`DekwxzPw0zBH&%i~9s#}Em zfLPH|%!@}fLAW?T8DRp>dl*Ad$L$rC(15XA1$V2#PjBrMzfEFT<&5?$VYV0TMYOV@ z=QlL1>bdgL+nnsv;a_g(1&yOkh@Vz2Ec~5f;iOt^zvs!WY|OXReoN<;d(I1HULfKM zWus|N68=sup46>6PO9XGAHRL?N^j#elI-;K^k%AiArbS;@NDgKHz}18TuYb0a%m@7 zyBtUK4|K`)Xoq*555V0`HsmsdL-eE&02KIxZ&wsp~SAztGAxKNhHSgx3HT}GvNWcYuI z<;A0rOI)gSflm1sjTiqsM9i3c>PW9FQYV$mW-p*xLQ3KY338cUX6}b1i5K^JD{l&I z`|Ldgs`z5*C8cTnCj7NVb_a{oHsm^0dBqw2oBz}O39KJOxG7DNAm28LQ* z9nB7>uianKQuqnq0gdrFo*SoyBUg;hM zv|A5Jd$^usq5p75IBq{{RAYY*OD|sDo)dAn6yazKmbe0_P4mDUCcj^>Ms%m=C7z#B zXc#9-*a~s`7Cy~6x^`)C+pyvfsMrUDEn$-SFBSte!#bMKD+&T0K7!_AKD5|PA^2CD z8hkhF(svDBABxG{4JI1y%^d0LmNIvWtkayOVYiB|spJ=R(*IXZl5)Sw1|R`|=w(XBrA8xX8}Pa@RL@E7dP&@#H{hONb&P^Ja#4 zqUlXiRDhN=2cBxJ+GpYfu@Mf@+_b=ZVpXkBG$j5$KJV9~K?SOR{?HC-Z1mqhP$zs> z)%~To^;-ag@{d;5?ND_l*?sN)zCm{&oa1g2{t#3fst+2dS_mYg*<3CoIi16lN3c?FzH=0{%2$M&Wrzh75e~nv-q|JH2O*8+VdQ%C6Io$qYgM zO`%uvry=iz2ztbrDd9q|7t`?)sYx|J<^DeoWHfpVOvJ~!4ZAFt!$U$={ted_vY*+! zO%f^RD0Df-eIAyg0FL^3ZJ~kxFkn(W>^=8c7e*NKzZ8Ih!aX~Cn(}#|&GW`Ivd6t7 zyqQV{P)x{&mSkS1^r|l&I)v=lQ$Lt|xBH$-botP=_J5_MQ2e)b*HX0}P50{8N{b|{ zMYGXP@8s8tZ9{z4w)<1qJ^|RbK6@DPE2nQTlk0dnGR)svkud#*cDX+Pmw_vcdp5BB z5>gLm3Gc~C$Mlky{G0T|-<`v^FO}P40BiiV6IjKy2WF~V9SMz`^ zlgQ*N>nmX5Wc;GGHZ8RNb--HN3H5_KSzl#D=ffp&Qx2=6qP$FC#(QB0BU1nzYCIlC zOIKk5tnc&XKs`-KsY1ETst-fj~4yUdE zYGL@2Gz7m6PBW>vn}{;<^zJ^!_I5JQ3+TVAwetrb$_W5G6+d2BIXbuo_^m9$vFdaA zRaP+%RrmtDV|$uJZQ&oOa?bka3;$BX^jlJ+-(jI6s!B|p0f#9%+;D0~_!KBg`1&9k z?zMb-z5d*rf20_~iYbQCRwb`n@Wd(4*X9Zmy- zI)Xs(UuTsb-o|MxQWNF5&65VPI4IgW?WMWt*V{Y_goDVP!z)n$Qd6ZQH9HvT8$}PG zvz=R0>S4cMC{gaGw5)wfsFl=8PDm4?KZ}F^ zs!`)$`qCwgf6i3Yx{5$fs$ysNVhdQZdbiGKc?HZi??2I$sE*&^^;-SjAAm~qDD?5w zT8?@wWOEftz@-_0Oh4CFsVV2#foTxrA2?Rj0V|N;t_>^VD`h2C3#E&GZf91mk;*x} z$Igc`TpXSg!aF|zq2~TjXX-(?7$L>*WtNj!gXHxv=O`CBsmlj^KGhlXPWNF+thb}E z%tVPq%M~_IbPRz{i*}5$thdymD(QU<#)ULC7TaGO$E9T&9FBPX(+xDV)?6ftK0ms# zzX|X_aUggW97+!!;(R2mtlA-`hEQtpN#=MK1a0x&9L#5602@hm#hZDa^fp_tkerzK z&KRX|D~G5GL4rwu7ap$VG{}R*WI^-yh|T&dJwo;NYMpmOiElHJw0|SUTppOHGr)v8#vMq&2vNZl_y^`-aAu{hp3{S z*CTW1@`&(&BmP;3k! zo*rk{1r;B?u>*G575RtaaC!@VEMp*hC4VFvF=S;O;WI5(EbLdV9?VfG@79x7jwBA)0K zUkV9i=*U;Tz_{a|Q_3L51RxehTRmW{p6RQT%V5oq7A)Elz$@uzw1=a(`~AiPcxh8eId`3C`PldGCFWbFB+Xkn7k3fB(RNpV4WqMoKnl4HHA}ua}dUW*)@WNMFy(yj0-%qFIZU{CzOE;lHl~ zcm?>;PC!7y)1aczgP?v9cr??7XLvE{7r`hr^oT1}H~Uc*7wK&TmG~G4Ux5}%*L*64 zO*ud7Jbim%7(+uvu315}%2O$PLrp-G4dunZM5D1Gvm6s~kd@n%*|YI^m|@8eR@C4R zeme_|q@bXi(PNre#(0C6yL_1U258SGUu&@k%hw}*=t2VHw40%ix{Cubqh&D0XLlaz zQO&au8*0#u=t^)F)Kc_njnGEcj1Ejdn$rQcz}r36Ov@dhE;i_Q0HHWq-V?~0%Iy}? zd50C9Qlya!WKOeR2g{is{;K@tFLSvL);*Po)=JsMzM|h!=g_KXk64=c0I{!P7z{Px z$4*%GWe0YtA${A}5&G7nA8)jp(Z4si3ey}%ra}}j#DoUTs5MJ_hJq~MiEk0hQqgor z0Jp|b#)Qs2*T?RkVX7SISKuJt^ZBmid8OW=>aQWYr+pk3@}SoU7Bde^g1~&Iaw;bM zEKPdPRBL>TlL_2B>BZ!$yiWiQ^tq59auX!Hgz5KGmJ8k5vaYC7>5IP~FJonPz#-2H zM1Uiqr1xk}v_^-Q{dY`&W&90g0jfQhl3+`LBTgyg*xbYSua~j#bE_|*rh}0DJXhwT z19+^$>bu^kg8f(9p&!_-7G#N-Y(9I6Bf4p9AF5Hm!b~qLEMSuJ_-k()USb>T%d($G zgvCA_SGEUQU6f~Q#g&AP7X@m!ZfRINgpYsf5rVY!#a=;#4>b3w~~!La{G8=de$01FocoLpHKlL(}_yn)PEbR<$gFYA&CS$J_D~ zIiJ(hp%|VR#2Ja3_q03XYwHi&^Bvox-A7&!o5LR(95L}4eVft1WqH~yU@na3kBVcG zPK8&*_}OswR-3GA&vmD+>EPmh<4gvGIqm*nNuibwQzOYd9j)QlerB?Ssljk@ogDY< zc)$2PFJ-=Mr%&^k+?`d!@~@x1x(I|=`;0h>UveaB<~=IeEJE!C+>zy!yj=FVitVn& z-J5pL(*xg8KKvXXH(@z2VnDt&T$mbCjoKmw3~{y!8{c3CZPj)H4@A<3nmW5MG(nRs zGbU3LJS%hN$Y@NqAa(>TU7ZT3VxD+gm*5vhVi<`~>OF63iFRd^D^=!oqy8lX{<(yY zjX^7S%_z1&T-Xy`)|>`-$F{i~%SUdj!^CbXE_leRPSY^^VRL?bq-3l}j=Uzs6xm4B z%ADM~X=%zNzLaM*$^e}NF^mz_8!W1cR4hoX%_9hQ{&p2B0Jvhp@y3sP;-qfp8T9a1 z%o$)Q%F7{rfxs52J;st~?t|XMeUnouRp%&{Rm~`}ULdxQa332l#h%j?h%SXFqmZ%% zAwdh3CNbhi@7h~x-V4_%}r1k`m-l!dI0h{ zyU!s(0SNx0>zg~^!Ru0tnt&|y_Y7*@qnuFnYUchxiA)}ajkQ;gIoIu4o;>43k@~*SIph{Lu3+U zx|{$;W6qaMy zFgq|w2DnT6((r^UGy-YfcG?r>T@DZi(RYAEr{QU}^+@3h+H(Usa$a z*U{{k-NUr+J5)N&L@W|4-{qV3`W5ZV1s*R_?+?ZX%|1sz%#=WMSO=;8Kep<;u=G?enLyC6BU@B6MFkMfGucN|O1~`pj{R*m66CGgJipRsskp|vqVBd43Y$=)f%zZ#l z@4GYlIZl#$nYag<3361(R!`d%OP>icG&N0FuKUltS+HhvyLG@<)QY1l=Z;&jlEkS? zH?Yn+K(H?`V`6T~$MCzGUZ%$h^zLZ~l^f}Z4Z`N|%vxF_(Ueu?tjhF4TGmbO6B>}E zz3;1|tFznb*=V$%Om8qIK| z06^8aq4%AJRb{k@Hf8Toz~Vuzhp|czx`i6g z62yskf0*GwCaIj2tNbOh~lYYwD2^1@a5foI;~-2t+6n%7>H zLu>(MJ&*nYIfeccL%Jb_b~u9)>dV|rZ4CgBbg?w;LVqy)VpW}H^}#ULtoq=9Hai`3&@}M4&&`kJCo^n04(gPSEBXJ^V%t zqU}XS`Jx)|{4!tD4(rZ_oXpy%%@M2LCHuvkVan4=;I4!hW5-gudGG|qU2hI{)jxuK zg<7VUoc8x$(;O?BDSV}OpfMS>`2A8th5{g6@AwlV&s|mSSE)h!9~sF**7e6w(spY& zuc?IB%RXA2WWeKJ#Sd647q2o$FYo431Vm<^-8y`H(9{H<$OK5AY=>w-nI)}x>Hxe_ z%sp2E5HyyICTGeY4Mxe+Lva)?D{Y$TUXr(HB5-oDOnx%wKjsLjt_E)mk5KJT|GAb$ zDcm}mST72)V43jUhZ@4@LR_N7m)$3DLf{gzgqz7cgux|L#_{X##b~K&2M>rW)hThV z`sFiNDO`P9$uI!VkMm5S6tl?LCH6E8>Y^%U9Ji62=BowNE)O4KVRX%MKfBWy+*zN!p)-b=iG=9lQO z8-OkngXJl$BFO6Q3@fSw8unHar3|1I(uJtGc!Wm-pI;eNjY`Gx89v#JNYOY;E{~y| zt9zpB*`PdB3K-yuXp?Hp$`#UxU@EuMV-Mvp>~$wK1z!NO=b8!uTuygsTVtu^5YDM8 zN|ca0Je@hFS&!nxaXK4V4ZS^uD6I07;$B3Z?vl(NqswvlkrVB+a7AG!f?(MKBUO>U zfGX_uZ+x(qC?x|$C}tvL&+1-$B;3jq&Kh>rt`o$Bhb0DhVp7|Fm%NOQ!p+lRzfYD} z+WJmJn5s;0qLmye)$A_d(9QEd;n3x zPCuq7`T=|i6n%``E*|9fnj$V zYUc!#v8*qh#1r|F5-F31*>CR4vr7W+C4ol2M-+jG-Z;^B(K2Cu5YaG!x}=P6hyr?$ znW;cQM2!A3Qr(fgk zDi|FGogFY0`&Ynb{H%HZL*7H!AaI%p zR*031+K?V^ZlJm2Sohj^;a+*g7+39P&e3^^Qh?!HrBtuKUPGgB`q#9&| z9C2`&l$26Y4TGCPVe*O8vZP>3Z;!=ch{HRW?Z&zi3nU?FyQntt0mqaWTn6q5csohk zmz8PemwrKFk!5C7sE_lDTT7=cQX3F(&8w3g`Kf;9H;ciaz7x^wtt>U+JQ7^-A|c}= z(@&x*nW_#k&9l}K;-rnMAi+1*EV9>%HSEvj$KV>nRWb5-(67RbLWAuFsNUr+k-!l4 zUd$cAE}ez(3|onA`y95d&$;YO^QNomHMWRp>|YR-I6~mIiY_Pc-t(@k4F#;QXOHT> zF#ke%3Z3Bvq$}_qx+jyWd6Fe#&SFkT38~$v*a_AWArcMW06i2_klQzQPK~Q_PuZqF zlwjY>i+j+DsH+c#lRiaqq_th|0+7{^qi=l+R06L*8^z&1!8ElTit&p&W;0sOcnE5_#7uc8^9i ze}srawU=}9JRhqjlkcL}nbc_Qahro?X7)}L$IcMra_n;qiYIv+P-|p z*rirLwo_I)c&kDyA9&1)yv>P%8~+h8mNKURj5r;w&_b|x08Pg!FE4JDKu zcaaib8UW{grp$k6S`42&P{enRp0NcI2Tiv*dm}bW;XzB}#rPKL_G6JFHGSSP>i41Vj0Vs+?eEl7W)a<&HIO0l$G=%R!fU9oM!!@kQ){xF(!Nb6 z59Y}g%iU4Wk@c=;q7W&Ow@1rp+E%@DQ>Eu$%wC&rF#-K2{Z>SkQ`>yrb*oIy7R8Yb zpfp-gvvWk9@!$bbRU)%YBYnl?aS;O3X=uYc=BvsFM~|3zi?6;E&S(K3ZK1h5%z-vP zC=OV=1&?eAsO6B+)9hp6waQbwGWJcwrgb&B8Zq%Nsd&(vfsvli0{~wX60}>s+(NJ? z>ZBEGe%kcQ1ax2W(A1g;ZQTc0U~4wGYjBV`QLK&=J80F0;r2mp=D&lxt(DRJMIyuk zon1#nI~$Tn@j*MjFn+Vf(2#3Jnf%@j(m+-q2`NWT{R0ti2IrFhjeeAi-LgZC8#AQXw^ow zj3C~$!J_G)B`Et`qR@8wL|lpHsiA8Lw90k62B(T-SW;SH=rVz1C>kMrMm{mWWI)gu zAAszPTCV!rK-a)cYDwuV66N+dhD6=>lA>=yk6W(JvUmUSe9(zWD%xY8~W+^Iv z&GkzQAXtBo+9+EZnW(5_-mPPTlZ1*NC0$J#MF6M5))cPFTf zUD<1ach@N6xL3({b}DPb`Ua906$l=+~95%+AMa7B<kQ|0QWKxB>UCpjuawsEms19p^OX>7m2HVkZm|=@F0I$53CP4*&M6=a z;E{^2J_qpDil(*Wl=Ko$CQK;(1tkgFkmuo zfAA4<3P6MRTP z7I=OVJo3gORiOD&+r7$Y7NAMEy9t_;uw$2G+X4@KKUv!+@JGsx>5j-P;Lf)=%Z!?t zm&7(igAfs$V2_d&r2%yg&QoPq4FvzzKPfa39@9rR%Tyic-!UiI*UxC*n`$i4JV<`u zaScC}gQngS^hdJoiaQH(ajj)aNSVO)1p;AQg23gg zxEJ#<+TQrnXc2o#ZJnRwmr9EJPLrRKQdrLxc;30O4XBtHhR8?&NOQ_}I%<9xO^~sU z@ep{@3*0<^E}u;M7vH|(Ur zAFW@`j;%LdKH5v{+GbzORop(V%nXu;-BGw5hI6|-l!%)%hD3VWYALwS@d5}Qkdcdj z`+BBYJx@PH;i&5K$NGuyO-QRn-8-#l-K4D5;9z+VOH)DO9_CbkCFAq#aY%(WnTxCA zX>G-_47JW|a6#sshW025X@64Axi$r;g`H%hGstFScQprvlV1;TaicwW*N2|&;es(yh1ONaGeMuj?KCUpj%3*Yz*Qh!Y3fOS`TFVhKw#p9tG?F(s-^Zuwx zoxCw`VOU0p)^`SNi8%I9H?Iw#zPjz}d!=%7?6AsKd5?w5`ZX@M znJLf#UhU=~2GLfgh-i&)uNCY!f`f>ECoG;~yBe7}M*s=iNfOf)aS_qwY!WBhhIhAiT(!e`YY|VLc@c~mT9@4T)S}It`qO<^|;@3<`2}` zB1B=Yj67nx@wNKL>a8&NwKbCkf^&7M&6wX)M&6PdrxX*qTdVF-QKHk~EkrjL&S*Zs zEs4fLZ%rO(Wee(icWbJKC@(MslkO?{jdE))^@&bwXi)mk5AcSFdb)7!WCqE1j%MEx z7{z6Kk%i`ho;kYbDc_--y-mq&z0N>Yqlr+6pkaGe9m2FoupCq}y-kCq(HqRLZ9Qua zNu9AQrqm{ikhoNV`}{I`!5)JM=*aY4l!gfENS%0bE;iEG^~HEO7&Tw!+%^{;eIe;? z!$Oa?x$CB?HlLxg`c1@^nCA&S!LL;-*aB~5=L1VWn2L-`+VMYd>;pZ35k&})@dVgh z-?KU6+KVt+>^lP-h=Wz6D>{L!opRnRw|_ajDvijGHpNxkEduNy4Jzh0DznUX;^B3` z(hTR32-dlsC&t6wDZDy%t}|QIg|6qbNO)qiNAcqV!%o86*@LIxLgkaP3QhWT4T&AJ zt`|eTeSng6^>@e39m~agD;eAPGvXuh{Ipe)JnzB?XAGzH-M-2i8LETb#WL$X7;Cb_ zfL}Z{=$ zLh#yYY!4_A$rD=U%J^9q_vGaY+`I|)t_$cu1*z8GWd?^;J`D^T&>U-@v|E#Ja2%36 z$UKFxcTarpa9xn30DFxS)odK2sLJM(!y3}@{H&|C8{C(^{Oz+%9vDH_U_FU3Prj!e zOKXjE@$W#m-R^BYB%0`{2_Z|-mSdx?qJarx*XfP~VdN@3GF&+Iq;jA+Dg3Lp<&HqH(E&qcROpd&wK4+fq+^C(u>0syKt z99(Z7_lfC|eUG%-gUvTM7tPMZiUL9qR6fqvd&J_z+{DfXbm*e&#T3_0WC1YNNc!=G zWl;^4s90Qiv3q(dN)I;{fafb}REBy)1JAGw@-Qa}jx$=yrW=CXbcB)kXn$g58wZQY z)>-o}Wk=(n>{91`1b*n5TG${Z>%oe^8lC>W$57K?YvvvMilA0bIJL5$TC}!>8;Z9X zO~BWr-QY&|%SP(tL#X}~%Tp1WJ1t5q2_pw4dzY!g>> zNs5zh%G?M^pXZ+l=ga@4gO!sVE?oVGS_W>8w%>t_3DJg|-LmULWoX=QfGVMP7d3A*oA?v{CC$?% z*}-lt5W%`B;kK@iA!B`U145)3HaU0im~(aKBSm(Ca!~6`(58Z|+HamW`#LJFI4?1c zv7ezkP}|{7>z8mZ#vlbOHJbmC?hHCINFRw#b*)Dc0!%YLjkBSp=NzP8iq(8AN)pD3 zm~aDyLQm8OImWv+Tf1F_$f;7=g^GcN^pJlL;^)GLC4#F_jVvTv5jy6$$;+Cw!?1D( z*0fTkR97`oF3V{X)h+OMoz0*iub|###CZDzj@{iFbv~8~GI|*#a8Fegktp+y>Ynaf zr>8>=c^BWQo%gwJeH=6Vl{hu>O))B|Q}@AO%rWs$9TTk7)|1<9a=?PH^e`6CwwDITT!VPFOmP? zze1lM3!)Atqz!cr=mipBAxDZ1q}Vs5G9QQNY_~U)O=OkqIa&*^u0t<(v{|;eIOEu@ zo=vCD^BAGYc5qu^p?6-N6s_3;l&}uiMNhO|egiQYsgigR)m`uTVU#DQP8;W@wu{VU z_UvanMsMrNFl=7`HINC;OdN)lSUcGcT?Txjs!~%%I`Fcoop^(NChVhV%mPo0zU0xl zsF+uCm;YOXg(FBN-sLQRG9eS-@*@|E+{lfT(lCF5*1T- zx@*PjoUo~axJ?wv3sQaj=DC>1;oMdvFka_~8iNS9H^E<2Is4~N`?nc_&4!m^i_#t& zM?CHhciSY?u$7QPY_E=(1xrwfvCM@1T$w5pY*`hFN;yltGgu!GkS0E{s(zf^>5@LU z>%G%IR{|<^pNR^lKSG4TE;KBcy$o*7(_wo!y3oG(SCWc0zL`QreBQJ$eiCN8@tnXe zITmj_t%uQr*i`du8zQ$VNZ}_hxA1Cmg?uHS$#=mW>_~c{Pwc`}jNP5A*-iW2GS;Zu zCCO&T$_}eK85ZAMqVSo~NZUZL9RYw@#@^RPnJCMQ>}hOzy#FU{-V+DhUt^|Yl0Tj$ z%JBEt&0W)WQGf%UXMvnF;iWV;x|@?aHTEzXFfx=~fy|b7`N4JGn z>F`D3p*{t!lL>xGMQXKSdQ3dGaF+6BmydPlu?AAEJB&+}uK5WN^~{5TM=;%@Y_c6o zT~^n!vT}HHXoJ5EC+G?4^2H(UHJK2S$Y8j+i31JtIGz6h|4~hoppi`Qf-Cq&VqK)s z-?cZ1NFPieq$~ngtHgn#+xBkmu7-6)RN}^f1CJR^8M{u`4yZNmisqWGXM7es5s6&n zHH)}b;;|zbU26JU1LaGE{zPdL$jK5U&mZa)JL(v{Yhl58RG-ZLHK~{CPlqvmh zb?ufiM~$VV)|_{fMCfX(?7qt7#C?KYvV^4jt6$irdE6)>uIEF79Me=U1Sx6hw60(B z9&lujo7!ufc?m0l_d-%{ORKlUe=F^&cE3EBd@2;mu38*2n9aTcd(Uk)fbYr?JHt@7 zadFzE+1dXP|CJF#MVJNj*05sGtl%}OsZB4p>L!h-*^H7F^MPkR!JHuyFh6ZA>f5(dTW4p9w0Sqj`r8q6#pz7?()%Um%wOI zZNBDn@RCkW9tq(zZB-PfA!CNrNHY0w#UHzFyp=hnm&+PC3M9~@r>re;+$a~QkFY>% zbRBcx1*+-jmLq4zy98?3KMk^gkj;1oSMvcS1w`r+D?!KL8@|Jl9ur;Fb8ws7dCmxqaW*1AVo&_{|KCGE4fiEt?qd;57R| z2V0olUXt%krL>&n<{Yjfe1*}Y!caIg;VVqkVC~n3|yc8}Ro&HL|lDwn8(|*7o7`*L19pe3;51qS@b8mz8x?IRM zine#JPG`U$Vosp-r;Y6G4*5;Xuzcl0uzs1C|AhkeRbH+PAcX7&y31KOsv=xvy$)az z3@a-+3(}VpP%)ym^7Kk6^1Yw zLiEIbyjCA0SxwkdBJ_!}83L6qfjd(+^}L? z!WFJu6b=z)rI%mw+ZtnkBP&0^~f5j!gtYv!e z-eC`JXc`9DBoqc36OGo%NhIHE?$wmm1kIH4sl%5o;SjnPp5fS-No_{!JQzEOGUx_v zfml90Z@`gXvqdyyFEn*ccD^>%=+e1c_AJr2bdyJ&1uQShpbvrwiZ*to#uFvz2z_5Ag-$=QYo^Z(?m2 zGhb}$Z92dHC38-X>^}WWBCjZq5A-pAuYqcuD!>Cg=aU}7;qi}<3-SSoFoJ$$XdRH2 zkY&}rRpgttlu$0_xBZf6UiOh-BEU#2?XSNSljAz@%eKkL;5sZXtgKviC-&SKf8Pq2 zjQg?jcUoC=u*Z7VPc@`!G&Zv?7GH^{oTJqeez>iM#!?C#qK$(qv~V7Fp+xXctd}kC z@+=n?T=${#tFCQL^A*olM}Uo3uX^PMx7hM~FbC=DBarOdUKc zu^X1cNn2a`yK*pmF^}S^^xaT{`!NE&u_uP7A6YR0z+Z6afLo9eBaV^@Vhnrqh+VQM zZ0Gw%7s`npJ4yMkxWtX5JZ=Im>nUR#O$0Nm7>9{v+L4CJesyC2D9FgrW}7#o=Mu%n zpc=EROPk9uwN82%U2M?TbOZ%%_6WNV2jinyH^)g<&*lHaTLP{sj8~}?5zgO*dV}VZ zkndL~hk-(%F{zOCJnx2B+Bmcf8du^ETo4Ecdr}kCv=*I_bQjWUh}&!u_S}*hJ}a&y z^o){ZL`#7L^_{J9xmNSB!j-_}ZJk2S3mco3w_Z84);F8ag_kr6pWhUoIw{cLQguV1 zz--8oebj%lqyENbeFk78qzx4Qe9!zQ=P_Nh1eE6~_v%_Is57s;p-I52In|rZ79$Pf zk)Jy-tgn+T6=hlWO|iY>m9?Z8HJ@~3JQ}*gUc9A?9PsNvd#iUA{bP~HybLe|??Ky0>CC%XI12L2uLhxlpa1B=lj6=pKI;y?U7sm3^U zV%5iWiYvJn&8JueU-3`|-Sih1_MBw&A;ep7pv+HMPXEMVCuKVq2_?__Ii7^Y6X!Ar)Wv131Xzm@P>h;i=7x> zJXL~;xejTwkysI~bRyFUXmvVSQF)dmE6LYT31yp3QkB;jIENhneaEcV^iS0GDPZnK zH{a6r8Sp!%XRQbGxDs=0)IB#TzS@OH{4>rC{@nyPaKv84dK5_E*}*Ku%==+XNW9VE z#IrswO6HWb6fN)FRewRv*iiW0y;f>@7=r)DQbwACFnjB+Y&Bh?$vMc@FP@T{PShyI zvK^h2>Flj969<&0M^f-A zDV|jShpFX{3`m++>DHZfC#NYVz8(P5TmDgr|DRY4k2*{}Rp^~$a?XW-zQ&GGJ7kv| z7~=+y6Tn-c5Z<(pZMT7m_$zxl`#&xS38+Neq4_mCn;>04Xqb&&fUIav?#&yR>YjJB zcURqHXv&<^Kh8RQOA+xC{wZIUQdYFg(H*-qyeX~h8Y$gpL=3=wMrtk~*Sj4>W7fKT zC@Z%sU0Fc9^w-PHK?2ZQV$Dqzq)c59H&hb|=|1}}lANTZkK;)FBk;l)(f9``81cS$#3t`!)+V5Dpy6XqlU^WML* z{Swtx=B**GJ^D*0(fSVg%Yh-~=N9bbFE>ghwOlv0JivZU$?|`G2M+IDvw=GM^bBDw zHo!f|Hj?yL>Zj0*NAj(QF7RltJ%7=>%uQT<;*S1~W#^ps(E{?vND|tO6J-N34 zAVm)xkyuk$uNva%JE`K4*sCAR$aqjzxG1WsKC~6+$G+QLoo8(wGL5Dqmp0~c|0LDsg~e`6u=gu`Y7zwS?<}BYHd(!u#cFjy$9;)B;yrV5T!t3dbdfw zQ97>RfKrmd{o#{i;C$jvn$#5Jd2i4#d`M8Hi1MH7a8s%#5glxXVRihj;dXP(E5Uam@pk~nTmwP2NVlBhEz^$!%b zYc{Uq{#~Xn5H!|BUD#jXVSe$f8~k%PkV{W)quvLnBV0)OGqn0$aC>OB{!ytJo4ePr z+k2^~v9I|i?p53T4PB=%WIw?m`)?}tBS(Q|kyTe=WMi8SSIKRxE0I{BzCy%F%DQIc zpeB!eFqv8ubc@>qTM(UZRly=m=!3SVB?a zw^eAtNw~rKSlFDFw#C+%xH=DKNdO)+(RZGvezjCFe2N#v+N~b>tw`!CJz3(-t*r1V zI$vD?OhS@>%F#{$9Blv7P1j3+nzrn+J!Pyk8$U6^)K_LL2aCWr>lWTyjupHe>3c(g zb0D$mC!}(v_y0Bv93*0)>3EunKVQ*U)`;RKLtyOaZ8UYMV$cG;$~NUHC_(8i>n2-_ z@?=Rhyd)L1D959cA{^vW!BUd6HK#xQ7!Lg#aL5K?TkF17)IZCESpIOrN4b;Qpd*$s zZg-T{RlIvwx<2+%IwiC?bVDGChq}cc7)o8hiZ*T8vz(x~b?C!d(f-lt<(lb_wfckr zf7=DUG6&^-ORq7H1f24#@-9=9sH|A`uCoQnVeF(xr)X7#THGMoV}TU4t>5O#c>K7R z;h)sK+JWRSNwt3mfbEo4Q`ZCFUJ5npg}!~tLXWJgv=j^~%;90vf`Cpl+t zc+Vh(?Gm$t^Q$dpD>fXnUm3wVwgIc_+EeaKI?uPJ!dmFoDfs;Zf;|~pNa`DMU`Q_5 zIfFgcMy0a_nBvJUWUVk#u)XgC$%j*y|)ig|&RKTBUV61WeR6LdSvFmklH{G5gPaq-Jhl5kV9CzVJ z@wK4#0-&e%+-Vv|yu15K(5QVPc+l=->I)3X*C9{ykAhhtP~a&co@WkV0uW2qKD(^9 zP$TY(wvvf-TmAFSni%8Di8BGxc~^lu#|WR3=O~hbcAj3Pcs+aaY$SO(avuBUl1X6O zJ(KjeiC?IU_1x}WYa|?EUb9veiyK?5dGa8Mrc@b2G-|KChMb#Eh5noN3YapdEz%>T zZM=G7-rKL27m98LQ6KEVD16>E1+XB*5!xOBo_@Xw2f+(|!CT=+d#xdPXa8)8Yu-BG zwFuL8IWBPp`_Nd+6qk%m z*OjaJQVauepqCZa>Eig~y{^zWAOmdmULn%fs%)^1j0-NwoH?vSyvo+dxN$}}I)5MQ z_0;b5T4tszZru4`PCb)ut~a^FY)9NMR8E7!l#Dh>*P)E7nySs6g+FwbW!-OU;i)^) zzkO4lu8F3dUnrBh7SMa;s8WaVxF17#5XgjfXk8JmiIb+=8}4-5PgbYda&}6(Y-Zef zcwkJx=_XCz?k#W0n=$-jzW`5JqLkLe*pd3FzUFYpbR!rYPH(B}YE_q>X^|16d1--b zcQ95-)5=ObC85FI0a=9II}MvmTaFdXoK+Yx&C0Rp}vL8Za1Vtvdt4v zQ$N5YEge5KM6ppAWhO&mO?)LC`|2^koU@|Sz~{W^^wK25hFKm#>(d}{6-azD&*d1r zu0o!s8*66|Zk{3-%$Th$*k*qAiVhVPq4joPXpUgSo#1O-W2{zBG)B0>~SWGAv;n{o~TYt6Vy5s3O_&d5MM3646Rd`m>+LK1@j2!fQiDu3Y4iNu}U7 zuds9<;@YI|{1b(iR=J_2B6h1|uNgv=6;(mPDK!9&>8N|ld?jde7!xEt(Q`J&-$ual z-vPv;tfc3D7yifV4mOerfrgddrTZvIg4;0)FRrEQQQgu-+W@w*#k|N2rAA6U{Dqmr z9A&o&+S*>BcASmMfJAWvD#!7n@q^aj)$&yo)8F9?OvRMYfvGAX z8>X%!cuy0QcQuW0_Gd<30l-trz$Bp>G3VOd8O{p+Ta@ z>6$m`uctb8mIULWKXtKzzVeI2F}US}!N9|kMf%=rqwy@FhHu-855X@(@>zg_KO8Dq zix!mcqmE$`2EC8|J|L<7-|TqX4~>>mCr1DWXsyOpF6 za+0-QX29$aSUkb59dmMFMzdQs=jHcO4#R5^Mq2SX3U}7Dih=l zg6{sgk2DVDEH1553ATzV|mZl32I&`6!^Z zR;!^s60;--bOXfb5mVIKdXf?fh8^$NVqa&=PDb@u$rQ+U7j}O=i+MMo#=5=6*H1h! zP2B|hX$xSnUd`^=_=l>zht-G`pwL-fkh{fuD{6{HrZ9IxfRA1KOi1PIj`~FiJLNC6 z9;0ev6rG|2!6&+j_}R2|Br2f2O~|1pIwmUpQQ_s*jM7=S62 zyJBNXvyl2N?$x?Pj91^JZRZdKbNJOtgz+ zT?J~kCi4=|b@poz%4qy@#}Z=Cjh(ziwAi*|gYox;M?ckXk5^VEr|~Tx5}8nBIIIAH zd~X#q4ujxTI-AmRNL$K@-cT!^ZdlXUbA&}B(;QAG$Hfw{8}5wYUoMJKLz>fJ%$ zgc{q_Z(%l3&)Z3fqpS`A>Ar#8+co^8k50PZP750Cg%Z+s~zV03XeetZABYXtR?4kG-c^G@N*`C z-Z{Krf4s(k{s}#g*i=sPj`gMjnNO?BRY|lmVUhOVl|T#2Q!p@C2nZ0(W1|gLVb4mR zo@S4S{0t;6#cBU%%)7!HMLBb~l8Ga3_@zV+9L@di!;K5~W84W|KXZu% zMkjS!;UWkzK?!>std>tw9O>RFL=R9L3uczYQ4I0Pxm{Su=jPKRo`||g^Hu3r>x>~d z+u}flIWRVnJ=U=(cD06(+@VmhfVV433C*L9-1c8XM8_NxXFaVKzMfUOwH`kZ4~)B# z&BGvgN6*noqHq1R`OWDmg7j#jPByslQ-m}qYpJ0)Xmpkrqp$ZcBFuZC`9ZW`tXu#s zPE{Vm8B^ZL`|Y=?NV=$a1_rOpzVW3$=Xt~F-Wk28QR$qyo51(8cn>(=u%SJkz9wn# zzGHsJI{Elb%~)RJDx^4x9QKER9O?XaE|8f>LdDn;O*qy2Fmj&_CEXmw^qQn2_1yv* z0EJj-HN+A$-2%3OucHsPj&20uz$gf*;_sENY*3fYo`E zDP_Js4<5B&g z=W4l4Jv<#rT~cn_{>o-mIiD}oQIt>BjC9a|r4=rC0jB*njD68an!1vVp4rp#)X+ zFrq*D=#k?2_ids-v4T|J%&hMR_S(zVBS_Ix{~x8rywD7==`QdlewoH7!{x>WL{9O_ zYE`O;5doZRT9?dO@OFzc?}XOUWL-wc@l|MGjPv8#OBWXpAhte8cr8DzuI#zYtuN`5 zu|=Du)2hK(s0p-)^Gt8I69^nQ$0+u*6VJ-qg%r9zXLLNX*TkW@j!Xe}OLdz3OX`=y zH4>0z)~K8To&5q*mA3;`D(2M!!Q?j_Fvk zlq?34Nf-c8tn_A#L@f@<1|dQF$YrDsBhekN`d`txeuvH8T$NX8b- zVo^j0In(x6-X7aT^7yKvoO15p+lIPgDT>j1V@LrXcGot+2I7evvBlRLe58DyD1Vo6 zj|7qa zv(A;a0^lTblL&C+{vCxc_s_&S4T5>vL~OM%e&r^kn$GLT)o_n-X8}Qelr90yl4|^=91}IgxVFjE}8erVs=y9=%BmU!{Y+Y3h?#rebB29!0*w`sKjrr z*Qgwi8Ke+3yChPjdaJ5;Ug=pmS(E*>JJ}VahYiAD0PQF)+Sb(4CM2b ztd@o`7o$RmH#R^BRebPkSY<(_u&|0=whzZc2-2iaG|3(`XTur{3Y z2@vT*rq`jdUFEOZO*9PXU8)SlKY7-OLd`$8hZ9xWv>=eYSu>98)Aze>|Dd z^pj*xv~j|@B`#0aD;IX_Up5YxJnri>kDw*~#3r~6mx%f~h9iy=BQp(zq3m~IB=y~N zPw}^S-QS1F166We&hM9-vM&Re=Ac{_SLsu>Z>k5(MqHQBc?7Nf)kbi79 zVUgDCwL;(7mkH+#={OFMy>IJ|ADyn}u%rwI=4Sx57Mfnz^*byj0+G3fWq(2jpb+y@ zdChzWZOwSPhr|(h-gYNK7EnEb7L~tQUPNnVg<7|)@Lq_o!|hm>!E!IkDmDGKz3#zz zW|Z2{Y^KYLT-b!M2Kmr~uif2u<}1?#Y)zAZI1CvbNk%R4`(b_%bT`E)JEEEKaUf?Z7vVaJ#)(N-UC8!@cF4f# zMgwxMw0s$|tY^9=s`&SQbtQ4HlQY8Dp34v?Ry?f0Te4((@?V!mQ{(snOKWOH#{L-K zZ}+}g<27XwPQ?kBv3T!5)REwe0l$WP!?-nXTRq!#M*^@+(DU=<9&J!X3_Oxy8h!r` zyk6R{v>=KA@%_erTz8Q!osV%?ml9RO-i`PGb zCVHqr=fR#ry({trmM$Z7RH(JkUltwE|C9HxMF zJ55G~%L}_B9GPQN?CG@R$XNAx=0G%99Lwz%qTf0|#(}zL@mLb6f87-%wO~615C7Mj zpt24>kpfM*?CIBu&9O2%=^eyDDEj_`h}P}kT&rq^K;Tjr3rK3HLaokn1W$Le7wIq1 zaNo*p&e-2@Dx_?cwtLW0eoJh~4Y_ljN{!j%f@zJp28sJm<_8%!$4nxeopkAHYK{9l z_FbutVMC+u)#&%oJiW<(R2~IWK+;pT2TQgE^0XS{*vx~@91*OIN?JwZgAqO;$w+oV z(%If8z|HQE{g-&B%Lo@opX5ayh8S1d0lIv29dD98e>=RP)Y{DWdSzFAYWzz>nbtVv zaA8S|E)IXo;-jE-m^W$u19F7ww((aQZ|wPz7?R9+y!KIdcu#4;j2N=7k%|x3eGzNJ ze5^zKR4OJR{3Ig?7FsS|@-pZ(%_=R2Uiu{_7P8QI*eicoMiC!t z=HCdIY71XPo<)i}%FY03+G_c@FosW_zoAeTG4N&6v^-EB$*spzim8IURGkybT9&bU z)}bv-hFQri9*VphypW>GW8o{KA-asQ5mSSdn%DfzqGxzHuB(}N9?x9B!Drd!Aqn+( z7?b|wnRW|E!2KPQh3GvVP$zPH;r|nTAD^o9N9Iyt8I^78iD1Lu&-|8|EV345&YgL1Bs}B)8u@ zkZ!fiqMWN5eizMfE6yDs6@LAxPeR>HDux;)D|1@RKS+Hr#5pw13WR*ZC~Pgr9?42F zc0p+%;BDH#vR?6NjPd;6?CxN)J4AUz8sVo~AF)EabrvtW6O4i(SIQwb44JUfC;l_* zqke|p1bekg-zDZPAnj+VV3P>65Gz;hm4o1!0ZKT-`jG?8P<%y6=Z<4EG zLmdR5Qpi8RaiZY*AMp{SUQs2d?1SjHTj2pI{xTlb`NssZ&IW3s=u@XBPp1?qCYmdE zx%aB^A@g`^!A#=4NZG>vgzdzBAX=v{x_KG0Q2jIT;72MuTTD_Kyt2a#Mc{l}!n41& z{$PD1!JBf%(&{hO4V2QZ|JluT)B=|rt$^!Mp*i$F!&d8Ngid6gvI6%?FXbaW?L>wP z=Q+BjaPM*4uzdmd%}rfuNiRUtL$`Bo{8tsRm)S?E2Qlj@FBi-OTqP=jvt#+^FC&bb zYY`I%wlZW%g_I>3(uqg7n<=0!lG^b_3c9RFQ0uW&bJKB6j$Qn!kg(^ZU=nZEB)URG z((pj#iw&F~a6vHc+eVQH%ya+vau}@a>(J}P^qJ8D{bq(6+3R>wua}~VNx$0Q+Y1Uf z-2?t3>3?Ur(GYo+wwUt**^Bs4)Q#-){KB@|7cTC)Pk3&Q3f;N zAfC3CvOt_W8-$sT?OwpoPiD@^XbX?=_n4_cNU|*(L);PN{96t~^j9h!z?i>?Nam5$Th}3|q1|Z9HzLK^{6+ zQKR(j6aw^F8vH$qV#0POrxEAD)!(y^ov2;qAV3fc#2W;E23{x}YFgG6El35(f7Sf2 zOlu9tsydfH+y>w%H7n$Ayqfi$VFVHVZhPVWtVyzLA@#IxQ9}f}Bwpe)F9$POqgdSE zCHpR}q@+vN#GM+|!OyU{%rMK}RStz9JRU|@&()L>(Pzvw`=`%rUE0+Wk XDi{dOyCy`xK|$JpCG*4xpa1{>7usIG literal 0 HcmV?d00001 diff --git a/translated_images/km/Screen_Shot_2016-11-17_at_11.14.54_AM.b4bb3769353287be.webp b/translated_images/km/Screen_Shot_2016-11-17_at_11.14.54_AM.b4bb3769353287be.webp new file mode 100644 index 0000000000000000000000000000000000000000..b538687bd0e241491cc1de5df49cc3b9a1a9d1fd GIT binary patch literal 371322 zcmeEtMQ|OkvZa}0J7$WRnVFfHIWaRcTr)E}j+vQbW@ct)W~O^5Z!t4}`DZ)z7b>Y# zt?sVYQA>3ssme%7I#)o0X-SAGYbtYVBY=T{q5dm7Fkp?)U?TF$(okezVBjrz39;mG zPdL-3)E+PXu@Mo>*x)K_0$TzuFAfAPc4RWD<<<{M-az}C>BtCpu%?@nq!2sf8v&a( z->@PPVgt)yhmyn8${lwc{7FFadiya5ZY=c14Z`CRLZ<2*v6;9cmi(KtjVaRNuLU-2 zXc<-tnI!VIIXFB%Jj4}HPcz-X7O4!fV+2-Y#HkRubW%Sj54`5Yc0R3syD{RLgH94X zPttvKSmKM&MO4isl{2(j0`43@7Ho4kwg^p_EaCEVxbfvJiDJ!tlaoS;yo_ZHWGw;a z3Y;Uc7YC92v&Dh%JHVcoooSX;D=Nu$!Y+$`T{zJbOall4VBTKyoCNvm{MdvgPSY96aj85_5x;&5vP?_8`~D80%u_}k8TyUzmT@95XIX6a~RkyrvB)lI)o zRdUW7dkG0Y#&zd+{zfWiqscU_C5Y15eDm6h!h**%A1B1y^wuNUZpm|ihmEUX?Q{wb zhiTefKUYZb>g$jGJt(~@iIR)kDQnxe0)AK~UpAL%q}%k?B(FCRmsVDHHWnwVH1)Sv z#T)J*b1bswNoSxqPgy1ef3qs@Pe(x%FR1{{Hb})x?$-hnVpksG>KK%tTbf1T7tio0 z>xNmeP*3nhb;!oe?r&deW3>^bsam3)?&tLI_oc6^k=jyGspk%zXD_;R63}Zar`w!w z@)}UUkRkmiD8sxmuG#g^h&S#l%FM+9l1b^!vajX~B*>1<-IJBMq}lS=tqTbl-a>K5 z7I;q{>1}fWO5%W(;;C6SY?-(Pc&?=n5sbIiU#>;jeV(9c=z0aP*z?4CcR;V&?(A7; zOSOLxZGGyG05&tTg*t`bm2NEE5$agn`rD)Hfp8`WqpW2g+?J2v7Pn@*Opw|U z_}?YWAXm~wVV^B-%UB;@CV>#(=Wv9EgyEdm2)md}gwc+Y*Qk?FM?+wlkRettR}scK zaKt~f&EVpX*M6IQj`%!839-<65pVsC<2U}0V%SzNToh>&arou|-pat)j1vz>|4hv)N~MD{7%dv^*ufcwD4iQDSonZh#Ais1+9m^@;NaN4&d8Bf4o0%p_(@ob_$n(P zNMIgtLjnbL1UYQ?3uhTTZ7Na?j2t0v0+4S;GArpDbs!|7T`?c9fQu4OlNUvJa*C_) znmvTc1>XACzjYMjL|X$=2L(sJ!!%2_(HoT%OQ5jcRehraJ|k&1>2kqSq?z==tKdp z@0cCCQ8LH1!L(KV^x_KGh%w;gVMA(5##GbJg@8+!$029VljUF)bGft;-lbI8XHG6g z*A{SEX`>DBsm)mMh;r;7|$*m98# zxXYo4UPoXdd)}eLu#8K?*+)({A>Pi+!!9;CF?Z9@vbLM6>o*&R%hZ%Dr6~qOCpe z1mM}B<}NOU9r@cURq8L(=xGZ5qHqcN`f&(1*2Xn^^a zPmxv01mTNL1ZkE$RYE_CbDiqw`_}QpM@=^p3y;MkdEFLM57MC?=o|$6%Dk+rK(y=o zP7f}T(}f;oG@X%%x|L_3(F>&xZyJgx!1bF#I1QV2H7F#_MTFfPS-A{Nwp3dfyURAa zz=SYJ6r* z2_~a;sv)5$k^B*91=GI;$}!%B$yLn3K$!eWR*V&U+YTIx0-6c5UJ*o&(Y08uOuYTu z|Gvg;jLw^f%Zv*$Ad%@c=1&1l#7n($9W)-zYo-YGZ_@sg*LV+R5^1!~Jl!xG*@sUC zaL*lo5Ra%Me$0H}a2CYnaSHLGr*MNVoV+0~vF-N8Loh-4pLRMld3RQBuXIQg3AjI^ z_mtq+e^OSZHM-UJ0{DFLM`7$-I5Eg^kn}*QUi@XFMhh5-(gHf&g!U0+T3v^jgO%XE zAw}@l5Y$6Q z5k3I&0#72CVQV;K+?ctpqMoBxBCvN@B}f;u%Cc@~7%S!k8i>dh*oIf(9jTORQ)i|s zPyc5ghQRT%#_?9PfA~*7jU7iC)P*4UPu8(Ofw#EO27FAKQ2Dhu4ql5+X1Up0NHD;o zqe@=R4^5a=x!hf5Ds}dlZ#cgpi0L3jVJC{yiHHsTdM(Lavj-Fg^hkQen~-PD_${2s z?^d%_OdWIr;gLH13tFU#`NH{PWx;4wp_bTx&Bkr9uf9)w(Eg15sS?{3}xbQ2b- z2^3wgR&w`aCZ-x7$`VQGnhesB10OWI-#Yj+(%<{d?OXV5VL%Y`u`!R{>pZ|xbDa*p zpVKEm84g)!MF(tKus`_7Bm^dq1?ds%njX{IIAGh$xH3nX`1m|^06L+v+nRVF*aKrx zI*+-|;AAst`){7d+nlh3SS&oDlC*j-3|bm2qA9%+;76Tx098Exy^jJSj=-kxtZDn* zCiR|qn6G5m6x`D2Pc~5wUur!k5jR}2Pd-x1^PY~-9yD#Yg-7Ex07u<2i1WNHi*&=8 z!*StIfevn>hgiTP-IV8R#{c?O7XI~J+5-uY;kyuDw&kq3IrEH;*XeU6ebc<*B-flTf z2bJ4QE(ITzCO@z%*L}L~vG@=D{q%gq7aFPEnBH=8KNxf9bPEP`q$d(T;D1zmtgOXS z_1rCg1Kt=)22DC#wrm?%aOHds>v6sI_~62`_SElqdt`5U-s3xL?Sih&$VWei{V)DU z(f`Eg|KP|4AJpBdVE6g4&-s_-(47fn(Fl#Z;qBqO(Ur1!UA)dcd}V0=4?I3vVF58t z9qIppkF81fm7%QtOOoATcd4S`C^!=Np>e>r?v$MlWb zQUM_oP67v|pEJ5{Kg!gZId2yC7f;OLBp;+NyK`0cX9fZIQGbZ=Mqs4S+$T2;tiB}+4k7x@KOn+z;)U2Q`6-LGIEDNDIv3eX$VU(p5CW}nX!rZ z5b}fl%w|4yIow6n{Jywm1aXOt&K`^BI~}kg-FJf2Y5;;Tjx?@#fV^CTx;)9tck!_= zLHj$ojYY9I3?(6E)!ix#rLug-|I66;O-cF1c~Y1?=RjD-?gR!hF3^ErDoC`@7?(;O z>2GKFzdm@yfa5zxh=`9c6!gbo=DaJ?AzLut_BI{- z>1WM)i8udbLZ&KnnsEy+DSWp#v){X7qYCkp}R zsJ+5dNxw>P#T{SNPlFtQ0kvDI$)TNrQ5FV&0S{f&kgf>TgJHrK&SZ2T#PnUfZSgO^ zVquhkr^T9iV<Q$D{&{8L^YF{9(36d8dAB_H#0godM`lvs(_M7a1iWG)xh$b z^->^U)!~LHvhH%vl<%E_G3M(U%iClY-~_sBpArtNBI@9qi0{nuq0s*#*V*PW$|V{Z z0n~RAEZO24c>9z))OM)SX~mNvF6M3RluDw_<`@_z_aWCclZso? z1Pqj$R;>4{gwx|)0jaTlK-(8n7i%3nW3r+vj_D*NtdNa_R|TlTKL)3v`wuSVEAJlu5=+_Rh0I^V)_U_SE$Ji7pT+*t*P9(* z&yW8mMscjO zHh7HjpXW}v{db4Pn_jJ#l;S9fJEPd4N=;nF_tG|gj88two+wLbx9xA$6a7w4vZ_mR zbU4h+vfS^Wo(_Puela{)-loNRgHHHgq`7mry$!ygrFy<>%_Pz*Sh9q!ll4~tU4e)& zCj&1pW8OJU9fcu1ZPWqrl;*ko4zSh}ZCvP#5d8OxkEXBdLbarAbt`9$#Ypg+>7G;r zs(8-N^5`z*RmND$^~GxeU~ELFbnWl~*xndpS8}}493I-_PTyKVb!qQ!-^Q91#fHoF z%HNAlj~bpp^9~Z2X?Us$A|_=GQ>QjzmKd`2@73e&=lGdc(5$O9t>{OcKdAc{W4gg_hbsPkkB=ufKw;Gm{>wsDm)RA^N_SuO0*21@XixJGH~G7i>h2f&kUCFU=k z7_jnXU`h3<0t=G$zUt(<_7zDd=k0&=Ye_gd76#Q$79tc7C^J`o-)NZSA5&Mu59|LP z`GYJ0(<2Z$qe-x2=ZA!K;=g0gqvX@vS3k)L((;a%NQ#3~_BHKV-!krawy58$-l0vM z3Iifs*50~v|0mmpWr2Qo(kfCGd`hU%FMB}~QGgNfEaL3A22MrYZ0Df|o=5ZRzEjSd;)7Am*ko->-V=!+Vm0bTuB!1TkBWdGy)NB7PIFy0 zkJ>y6z^T?H*!DE3pD7gX9Bm^TubV|Ed0l+f{E)P4vQuQgw&?r#PwW@>G$r7*>UdkU zP$YncF$rPshWL>fGc6@Usdl$yi51GnYM;i* z;3!7csO4xw!;Rq6D_H6F)Te#psh}+DZ?TbXmtQ_5sf|T&Hwg4;mJDQgqEoRiYXRZ98OX1-MVakxvUGOT+SqhG$CmtVXWMRzKz{h3=nF!{3jW1w zr|T}xBmE1?^>xmQm_+ghr0;j_{s-thahC$HTqD7~Qo+a>jtF9{ta57296ZIDaW7Wu z+`8_rArqTCRF3y`JD&fce z9`}dmTlP@aM`@ir2|896PP3bl(2g5O;tZmUccz%^5 z;r8Q{GtyODEe_jyI|$u$V8H)jb{dn@Qz@c}b^PFAre-H0=cyz>gI;;+OHBgjvZ+w~ z`*YMR-{e)KbmTyp@UOeEbJzK%+3NXkxuGpOd3?c9XTs!xpOQ0@@&>PiKN1ss@*e1= zp>C)Y6lY-CL|=#VKX`S+gaGIQ5?C+nBkCe`|8TON+V1jVF)f3WPug5z0SPXIiXmmj z)>l${F*v9|uQ|sldHAw3AC$lnwWpoIPvXsf-ydJ6kB=E5us(a|^wWxlp+xrH7Y$7* zl8vTlm1^pyEw9@;{Q6WLESo&FmYZGCB)15yXO*}$&B*7`4u)Y;dXvy5@vDBaK6m&> z9Wfi^;Jkzbmg4Hxk3Y7VqQ3F!t!ai=bCi_)rn$>3B+q{`Boc6O@Wy^Y>bp}C&mT#* zVXYEe)ZF~?M!y-Ws~@5MgY>iQP;oTLIB^heM70*LStoDQy~UC7dhoC}42ds3wK-+Q z?d{5HZkCmAR5pe*gaucJH``HkXEXU7n)(Lo*ZdgKz;fF6V4DV8`Nq@~qX`|ax3$Gz zi#wiAje|d)u^XdDTMb&T_|434$=`Q1dhn*A*N@j;%CpKk-2LDXaja>WrgusH3=fb! z8JG*+nPbJGPDfF@k7}x`uvRpHk3OdmduLqaxav{yMZlHLVITlGr;{a-5WkoAk+b^b zp*gR?=vEC z!CV-h&ZiXYiX$al%fK$UyY*dj1{>RgQq306Rw$9@D~Tnhm@qaPB+BS#U4;+9+mR54 zUm-k_1b0v0TO?L;VmN@YA2xoc3KRFm%&uxBV>_o{8tWy3pn;btJi`iRR{TC|xIe3< z5j10&z^NF*8xF@=rFl0G>Gw#^0pqO-ad6#Fsb=j9%98qnz3}Cgqk`UB(bQU( zEqkHUDm;L?)t0i#l6K@TCFER*%DBxo@iFI8qfWmgF%~jf62vUIe(pq_W=~tX$f^I- zT6lRm^lm@7aZ2z#ZU#hzAVFWzP)oXJmzEZwU$_VZ!=*z^$i+;o%vKnepcfi7kRoA` zLR$}OiJca`?CA+flCfl1kTe6=MzYKfQoZQ(r9npcw`$k!LPd@l@Yl5MFzKi$3T?v$ zJcF6MNd^^1Uy+ZC!OtXCX z`iz&2Y4=@c<4(EQOXYt9x)FRJxWRhs+w}#`jnLJ80cI%Be4D}<5L=DePPGBU5>2pqR zI$PtB-sLSa&wqM=wQUfCoI5D?q#4UG3JuCk`bW@)-6FgX1##z9#WjyCQl^hzIfK+v zn(}bb(Sc!uy<*~J;1ft*UIP6ks$%<+3XgwM3^SIiXC~Ot_bp$t6YNksCx&9T+FtRb zVMFSG- z`E&`D7~C5-3Cg_Sq1$IH9~50+u^Z3kN0zrRAS^SmsLs#W1~wx<#EYm6iAprL+N;oMA#hICgxPrM6D$!&Y}HCPFZ6R}-d8Tn3y%*Kfiz`>z!b zOVImj%3)8Oim zCwN*7La=c$HD3L@sd{wT3^X)5SkWdqNEQtXi6dru&u&?3;*Nr}F)zgo+GE_R(Prfj zTHLr;blKlZ^@7Q1>geh2X|ihTt1y|P2I3ce|IWfREP} zKhok=?Rc#|WuX2RWS9lpQ6!;{lKwz0juQW4NU4tBOexEo0ex8HRAucPB(X*^g)~Lu z%jpz2vCy?!PuCuqa=gIrZGR8nMTe*xC>$C4{BzvehA6TUh~)>1Hmedcgp%^AMrL3u zXSacCji84c#5}aFK2^?l!#z`K*cr>Y>VGxnTK*l>;QogIeU_ZYZ4%bHdlawQ{ zYFl@5RNE*eATp&%Gu)>92uaY)wpx8vw72-gAYH9$8m`hI44x`!Dix`d#?A=`(J{%+ z{pzOa>(uktn!&9Xg6enUWMbWnR<2z&y;AwqM31FRYQLcu;U{g%X<$ zH)(VW5|+R9U9}t-+Rnz>kQE>iMk`kDUKNz)hu~CpH6s;E%ffEF#f+#cu}W1f3lq-g z*vpjlpgCR6IR$h+WZjkZinokwb7VRgNwhRp&R6*kqr*Q7chjf9RGoeg*S=pxD}rH{ zS!qLtzaT-NY`qt#(Zfpw?mjJ`RfKaz=E8qnJelMGQxj+ zG0biQ0(rFq<2@+SegXhPRXJ4il?97F|MlgDA{*Sl*D=J>;m}~Hz9`w?w7W1((1I*D zQDOxog+-KVmW0MZ`ws?RM6CwSom^i#K)}5~KR^}q0|fX4eF%MlDDKWdLS10)a~ZyGU+=zNfJV=NE1^d~ z?eonC)%(on&M9ckf71^M82<$Vdb|lefZjmMAkh29bJADuSIsNi_21^F(zo)x7M`!* z52N3JQ-GDA`&;R#LxsQG7t8R(*E6)4nk?5so0k{V$1%aLbz#HJr zYfq~XXHPj`0CaUt_xbPv`T{%%UH{Wl0Rp|iE^6JRSAedJZiH?Cf4?r@YCuaLnKz(M zr5ltFp}?IpzzOK!!^HpXqYn@dS^`~c%Dq{)h>*RzuB{&cil1FCg-TPZB75wm#v?gk}#MBUAJ1d&d;@ zPwzdzVh}P4NUHv{aC{4nLcu01q+xDs_3ayijgD7I$r@tm*b`se? zSTv)=@<7Sp&bxCu{}B~*;>V0^X2wH$0s9M4?WHgtMkWnt#zXess!efILsdNFVR_O) zEMt69x&JR?|F;dLq_9|S@xDaLt4osqIP%}K{9ok4S6}H8_{~0;Cu}@)C3s*mg7Xcn zlTNopdjd;YeaHX4ba_U`Z~=>&VSqrI3!Wt@&|4kpg$d%xm=__Tk)Yh@?fu)mp_HE= zjm56UEmB23Z9M3~SYmnTt=)x*Jt1^26I&1G|H_4@&m`UR^LP8EC+;0>?bK%&U2)+G zPMUt}$pC)x&TtHizV$5AwIaz$RvMu)lRX_8K5d02_T-_!KfMayv*u)s;%$;Oz)%n5 zX@mNUGZK@R1@A41y>OM}O~2WHUxUQ>IZF@NQ=OC^yC9U|8*4MZ@`s$%lCH`Xr=O8L z%tFQ*ChXYJ31&;bd&K1#e1gNJ@a|!JZXcKOv{~R13ljOL@x(j1O%DtGK+BEEseefp zfgBz8HX*igj2p!%L=H3oA*B71RMP$!%L_a-6JSZ;Xq7TWQVAFS2X8qRGO8-S!`c7% znclo)xV2{`ozZ{0YeP>9F(R(S6ZlI5-Y| zP*I}J6TPNMqFR`vIr=-QP~_Q&C7XfcfxPEzq4~9B-QPIsxU08e?%xW}#gq5&W3}hj z6!HM4$~SXV(L)7gYWLkc&`mX$QC{jspG~(Icm80&|7n1uLM5A#pX-K_25n3%{~eYk zDK@&w9JVtBp8zvUU$)EVTTsa^-*R~&cXZRiecYAf1}7g4sy_Bd10ojI-%y{kD-x`X z*tf4ruQY(MXUAl}RpFfBGB#%5c$6(!pE(?!l0nKSWc(P?2pT}=0hsHa1vEK!K>SIaNy?JCPVnRJpn zJ$ysYY5fQYi_uw3id4dX)bboZOF9uNo7IH&AJ;<;t7UMWt~5Rm>dz1F1T0C1gs<5= znEX&4n-pH!`7L)!XhZmH=Z&~qP4sP6%LH@c52$wK4h?-19x) zYA!rrZn;k*Cvy9*8^DStAROuzIS z{QG9x52wSU=~!`%>!QADy{y=?2rY8Dc#+T2uBaad)=JilT}1dtjxZ)*1^Xid(c&T0 zMZ%~{)(tYz?hMQRSM;h<^0=CK-afLW#=OFQ!Qcouf zbfcUUtU9km1;_f>jvA$i`cF4YXaca|txK828;hN4T|`8)JDwe|wd4W%gt}5g9!D{( z!(I+`3KbBL>fYx7twQ5ch8#Ion4su1^{f9hL8)3;6kgae0S!naG%Gu%^sfQ|1FrPizS7s^e0@#JNz`>m!a- zGG`7~Lk~VTh^h}RO!v@Al$dk_MIRVwoTT9voz_K<2`pcv*iKoq+z=-> z0EM*fHv5ya4xb9H@b4#7AiEg6L+b-1nE)~d%9ZVU=92~pB9~@?Ya;ev5D70$(O!jh z8YO!14$~|_peH(2=~X3XtvJch!?dYIZ48JmtQrYo(IT3rp*u7KNu}%BJ%uYaub^u# zoYXXQAD=ACU)X#Ju(Z#8?zy%`1)l?xGcb^a_Xhi{)IZviVAlw+|GtalM84xhVFNaZ zbM^0hlttKU<4xV=Hk1+AdtE;!|$A@4$xNIhjQW?8}tg$zjEkZ*}ituohij^6$(YPq zU)?k|H>cmSl04-(o$9oQwYUm>#Z6+)8OpxR;x8gJU(OOkcmB?OVQbVUJV8JcT++mk zRl;K&QG@&&tM5f#5Ai+pfFLBh`EMV`3qK`0GQtj8g`?_au>-7|H3H||jbQnh9<#@1 z30_tcG>#ox*y2?|=DKS#Y6Xc5e_AQ8#<%>2-OPzPxK{=h{_nF=nR*5E*_5LiSqp(o z-Kx_>5L#uMttBO3F-xn2G$4cn9zyDQ2uS+ zx`$2U7JI~-%-~svoSl#szc2qN(GAKB;8V9R_^FI9Ebo(l1=nOqBPZJ^qD>g~?@Gd@%H!D#}yr_ATj|8Y0@CmDbcmeZ;?l zb^94Iz$0uVSw<~wLJ$*9LP_WPfY@XdlnK6^-HiVygFwg~++2^>s~`Z6w%W5K{nF7g z6YLdo{YG(^@hmbQ?W=wkxK0>P!^Oi6(onHZ3f5G>t6erFn)Y(lPui?zQmzr*9UMs} zl2PQHQsB%hlOnGDJ*}xK1Al#z6(03*^$Rc#<#h*+&!J|ZY;S8f&X*o*7ViTjHaDF1 z#Fdafb--#1s(MTe7NNJ2Qr2?Uq~1>BuXHV5{Bjw3raEZdw0~pk|2C^F2JlQ1RJw zi8p5e#2ct0IC}{e?X@0&ZRHdaeOe#@N+yz zjll9pfGQD>n{0v4Su!hNHxal6V2RjC6SEw?qo16zIwpRn6Tn*&y2>}KKp#&sus4gA$h|C5BOJru@Fg1oQ>wj=Z9=dg9!2kOXVqsjK4~NkYlP~I-Q`2SfA=TK3UuWa_N~w6WXeY)5q zM(q9Av=QhK-hI+jFVt;)FVuOEqnG``z8unm%;C+d+x8IKytx05W2z|6 zPb!lj^TEm%KB;XkZqtyf)|2yIArkMlB>bx!?;F@TBEexCj4Sc6v7@ zS51w(f0Uh&GI(JQdv>c>)biWO)f(PTt`V#sP25nAI?`TqD6#35Z@&7NK8!`2R=1vP zML;J~!4pp()!jv~O0$5aNPx8~RaXT{JFzf=zP z9~JEvI}`w&-YR|NBNg?Ad0gT%l`phR@ zqbCbl(VW{_AlUjrP*ge5tuh@JP?69ae9{?W$BG$SsF?190XLdyPjb7muC4-&N!BAp z(KNHqVRDP^jnyLf1`;UWYq5{z+2hSa9d(7;$sP$F_e=HpR;sSAPw)o5o6<_ai~SoYJPh=bKT6tj&SiEweOx ze3YLXuDI{71yGpo+nBOA%e)qf9jWj~%%Jl}kQ52V!q9jn<74rVmB(p>2&Rq%iQBT? ziP;#!5Kc*VMS94PD#4R)jmgHsD|4J$)#%ds6r%}XRU#k({1Knd#kmicl$d?srw*-F zwjPI`xd{E-GM_afMGEYT6w!yUin^!5OV!MJIl)!_(AnnqZ=b`&9O#8ZeT@M~6`tqc z$`}{V$BQJ~P_x!naH2^?yaHKF2lq5x68e925R?cyIff>6V^=y->8rEMcTcNizI##8 zL;}?bBarGDD6+0_l}i~9NiQwghnmgnL>0_69(v$lcs+k3qQX!|+h+|!;WB&zl*fz#{VZ!Bz^I*RGwxHEaG!oeG?5w|aJ`%ha~|KY>h;Y!WE{g?<828r2k93ytx>y-GEE5^&PguijuM%KzTn$G+zI6 z`a=4L;sG4L2GKI97_Y}I*N?iYY^T)DYOc`pY69@j8CHzpqA<47lMTfH0@X|1^`Q<2 z0-H@&5$k|%Pjm9RtDo&FiK64gL&DT>Xz;DorpO&@CQZCJjdWfu zi9ff~(&CNFbKaVY9V=G_`J)*6-BfTfp-O}9!MGJ+pAQU(ezmMcOjan@;Fd!~HJ3J> ze53zM4{ig`W7>3N9}Bv*&cZMxZ8p8XE^cTWX&CGb+P@u--54Uga!oLz^{BAox6qW- z#J@)wo3ipyBcb*j4Ot?1dP$Yh#@!?vlY*!*VRqsTAn!}C=v)Qw6?kqzZM%QP5Ta54 zV6Z>TN+t}z500CL;7fgZu7%m?k+?ryyjxgo_(pDzT(7`%O$!pL*LA+?+?s61|A1)AML#~-KBoA|Xf2R@G=QY;)hs6qw@0hEtLw!i|Jkn1wb}Z^0o6xJ-z-XDY9lTw2 zjk0|aVx?I2I9P{wbuDU7mO@!~6qw%SpEeLguG3S2c)YaFC3GU*3ZrV|M|CnQBq^RL z1TS;dqw|{2bywmhncBQ9`58GJ*oyGsq6+P(7+*3%k$)Y3Uc(~WS6@dL90st#`&ede76Rn6hqNXVS%Q+5}8q9uH1LF}Fe2hH=x&o>2Ha1j@#aPFt`0v!H^!;eLcUbL>Q1ZSEB8b@66I`l>l4G>`y7E7M#iKej-&;hRWmF!J;c+j3 zBniIWy&X*J+@NY0R;Li8^8NNZR1h)(D^&`J`7(*<9&(s{2gAJaAxbzKd)r5iOq6iS zxqrMmj@A%S!?kG(zzo7&Ans_VQGO#TzMWnQ|e4-LAj6cr54 zQxp+1F)QHVFrFKOyn)9E{b`!&UYQ|9Jz_32S#yHQ{XyJ1<)hzw468p6uHI2o259BU zo*{xoGcNpz`rUN8t4wF*UP|}rzBWAm%)w{iuq~zXVW~;EVcu>>Dh;g=n!wZVth1qL z7xVD2TQ)hB2HCOYs6q~=k8ZG*!GhFnZF)C#ypP(%N2O0kx}eY?UL>tY_1;amBGb6i zL2J*Sz*E?(*0~+ooI(wD73YaebW3YPEQuWJj`x!_-E!s1pv(k_zChR}sp=L$)l6j5 z6?Fb+j+BWvGrY~Pk%Hs0h>0eNZ~Vq|@KCa6-f}>Bj2pv|l6A7qo3SAXkT=3G`jJ`~ z?FIY8q=K=i>#jA+9YQI zQUN*!Ll@DiBX&oGu$Lze(Mz|_*;U~36bhkLVvI>IjLqZ#Dke?Zx~4sy9wmm*c<~m3 z1d#y~BD1Yz{es)DJWE$1oQ@@TV*aIy}1mXc$OQ1Pf`XWpgx{4 z;IafyICePee)?s_YmNARu+Qi)Ij>wE2V($XI;UBWNJ}6hoenmJi|!Jy5DE#LrhcTQ z=~MLC{58BvdD4;z9mKYOJaQiPuuRy)cK31()Kq3rK1j-`-p!-9aZZiZd4?(+{HvRN z1Z5Jdtn-*THJM4-PJIcCcy>~2z`{RvTFNXj)Ru5= z90|!&AzYHz8zK5VK8(*=KPUA~1=0-fZ7mrbQ~9UNH~YzlL$9s6H_ z7Qt%pwgRN6*660kHt{MU3KlPPWy+#)?{Cdjv4vraJaay2OwQOL^0@bq+zKJflNpgyst;rAlAJg_ z*fl5-uRC(cDX-_rk-SYq78&QAG==l}HMUfIb)Uy6o-xX&qp`82V_$*>=zjl{hI=7-jO(fq10((wUsE%JTNz@M?KJVQDxw)d^b69O#1-5a?e->F z+d1fGZU_e3p^5}?iUoRdxktr9r<%$iq>yQ(B057$jDk741a|>w zvR0#eQrBTSF&b@spc)v15V^M|IbTkO-Q+z8uhS&!%I%ulTJ%|8k|_GyxyavZ?<%TK zO8HWJeZIp@vq?qC>gw0LGe+$+B4j<6&^Nu?vL;l{uZ=Pxd}s@z1H@6w43fK_jZLd{ zm&LGQgXe#QSm_Lt5It)n_aB z!}ZtdvC4-R2#VzP2e~%K&*%C1^$9Boq-1vLz{&EF?2(0M^!CQl3#c(SyWKg27GFNQ zZ?8nWdM)3!(`oQa^jP$PHL-LHYYMU z%>v4j*9V4Jn;?jdl6E_nj&YJG*vGsOlnYGMsf44Hz-VW85tz^ps$%64(QKE`+&q+; znL&IAObS@GhI|(VlOZa{DavMKQ5Jz z5S;|`TfdS6z=m|n%HJVg?@VfYJJr(i zCFFpSfhGx${c*j*26NmAWkGzFeK|9iW)&#m6ehuNv2a6)MO&j?h}J|cbF!~8fh$QS zO;=D&S;bg^mtG<3h!35>RIIu@aEHRGT6?%|zj8rG3W>k+++jb^2PeM__Yg~>n1AaW zX69d*dAf?qKuZgQ-j1s%&*#)}C==bYW1?V6%j7CP+_j)CWW{AlNa<(W%Jdi{H$db) zRCz|VLE;*L%tyoTFVJ9hVpLDnZ>}zaDba#bHTe6i?qMO#fRj%%khym zhQlVZNamE>FR_Id0hd_F>_P(zZ#~l(r}^Sn!{Lt{py z&Z3XW4eLX0ORdM!#08FW=lV)_V_z+hRN3`qNQjf51|*ggclx~CF)lAYkH<`fU5Dd| zsi3ZmbStCmlSFk*C$8W_;yI1Hz^v9xwU~FJFi${yB*C=H`~*yhFh+XDA*|-!Oj?Rs zmjK>9Upe{|}JX7%Q0F3@0a zO;6@yq_`fttFlI^CuiirdSHs050BO)++*g!q~U4Jr!q@}>1U(cik=FsjV9=+&oIA}lt04D=@V4y`n1A6}z@MzLHwi|bSNi-1yztK5 zxoz;`+_4m6p2>mppopC}LukUU-2_!1ZYj{A&EdG>Hf zUfhnQ4SBR=j=fJ0F~Qy2975BmOGIWbkIDZ6 zPe8E0)^v6p7bQ3!X;5Ylpxeu*O|15B3kB;y-2Pc}F(QVM?oL8OQ3b<|%Rq@W zi@;XIyxeUQwqOF5-9GwuiTrc%*>aQN*FuMC?LT9NU*Npg9kD zaa;0v5o^{8r%d>)@W6mL^5AHrK#Cz#S>JV0k!*@sg9TwH{QHPgj9raEeLEN6{3h>HImBpGmB%DIK!0 z;?6pJvc^)H#{vKnJ=j6T#_ynyU>wG8C{A)30D_~U%l)a(Q56eEX$LCWRP&Y3c&<{S z9VM>)P3E8W&pBA!GPM_`wY@k((nTKhKd%1p`6JPTpDcZ1lBm*3Y6NbfG2{Rk2S1qE z2!;-G%g4R)++Rmw*?MHy35u1k_b>}DQowaF`jRjhtR-gw^nBP|@5^Sz&sP4k%t!woY1hj~Y>&Zes1Mzb+e_xoIN|?m zgz0>DsQt;?@$aJOt@WYlHi>5PzoZz6S}a9;ZA$h_M>v;Bl}Q-c3BwB51Q41v@#{jg zWEp%mBpCaA+b88&-N2}N=9c;Q3`_!+?^H`{O?*|?D?HC~9bD!_{$AuvgkRWk?P_Z2 zN$MF5A$=hK(5}J-y%xXay|AERhH9#{Y)d`B;$p?itu%U4)|evU7UaXX#q#d&$vyQ- z!#eVS94fj9L@e7ilVrOFpf4lX+&1I6K5dHZ_nxuC;d}t$*WRHF00t27%UsBueFk_A z@3Bkxga=UqlhJ(T_PF~r=*97vH{q^lI|(wDV?HMhR#rF+;JmOG{Bf|DZ{wD`jYy8W zCB*vE9b6pa_LXUfZ>7gn?nYA%dTpTpv6&6qy|F=YyXYg>2QouE=AQz^%6N9I)Mf6m z_8lVM{F3nr&kk6>tk?7EJwmht$Li1toW!vZ$s2N=Yu4x`3G_V0%O(XMf_*1G3Ls`QlTI8EDDqz@lBFpO$VNK2;< zuHGDZec%}gB4g}2Y|UwzxutGHeo4j?t1*>gTmpf%ZF5`tAIt;ISgmqRv0k%)`3+r?H4qD0&SZ}?R15rBaNtW!wVnN;?35U3nq(ph%tH+0@E!yVxk9pAvKaD22xMtxa3XPpd@Z!; zc|Iw+=9vpri!^Zd-FA0R;cUEEJtqf1^ljg~hFIugB!V7sDrP51&W)XyS5>dmlp+BA z8T_Oq<&gXs#mtF8yx9pt>YnLPjO?Drr17=~iKo%>uc8Zj;JLCMW{>@)+<>ivSuOKT z&+boVoB5mAKg=)MV!$QVcF}BvIv1W(#Vj;fYcfwAvqCdUMML1pGeU?Q%GVQr23dwg z2{Dc4_JF)g#Gtz>zkSOnj7u`8d)s5ld|t;>)I78kOH8>@SFhV)*x|7v&rH7*?`&o$ ziusV^__1#9S$K@O7`Wo@{XSMTIFNCwuKQAapATA}0xUX-!f8;!THQW}DmT+xw8P5J zE{KA_3F#2yx@F46@Nh0Ej9nHQoG$WtSP$x~<_K@9sXwoy6Gy-q+zzT2J0=%OnVS&${J{#$5r}t`R0Gl0Mk`a930W!GO$Cci`|$ZR>-B>GekckkG9jX;9LeNl1t}!K;)j| z*C*yHqn`o)FVNm zL_rZ>U%lHa1yUP(x`R>2hF9h?O(Ixmy^qYq83Ai{;(ClYA!2>UfBho**% z$#iWMdZeOTR#>ej;{Dy;30O?8i?-1H% zSDWk^~1hO`n3KX%k>F`^RIqy!dI7;Y!qzL0D)tLFBqgkie(XaMJTfxdA6ZT@|3DLo38$0 z6s0`6Nb>C)&5v#@AxRs2^1nP#_R2z0Z8v8d2(FDRI+q0}hf>r*I1p868Q{q(l_r|f z<*?P_+m@VDns(v#0~7KSwNPIsV7-7&?)K}W3?TnHrk#SV&{VvPd2W84=42-}5NLBvZaRY~fJaJdkkQCvAN)?v;2DU}uocVIzlQVKZS0261xtlSU;C5Y?G= z(p(38zglk$s)B)`a<%gz#80;Gn!91=ULyc^s?6%0@VnoaMv7L?++)ZXQdeU*M*uyW zT8%xCn%3k0?Z<6Frf6B_ENWK`kQq;a)Y%r%n%)%50Tb#-I5Bz^7R#47nzM+Wm%JeFxkEP{Q?= zq9+JV{Zv!uNW9ilM*61c)xw)_bdKN|j~`y*3Av@?bwPgAzE}b5>C{C88WJZGl;E2> z_AgA7W(R0O?#;EC_7VP%jLzm0kQJX$c#neMc@X={{V-}vlA3U)&C zr^8hz9P^mqATT?on4GpUFvTY<+1udyF){3)uN6Jz?>%}!&J~U@qZ!!T15i8LH7tSg`YnhGOn%=cS z4S+7lx|pAQ;~Nbp(dn{4R@15@VIrhgERd3QPSb@>Q*p_={*Kgl8kxctNpt|@#6|fh z4Vlf0q88xaF;hMtGC8auszj542-=oL?h!@hC^;bdIc-^>N+Nw`0G+JymSdGy3eIDv z_W8E1LkM;0Uk#UB{Z-FagVJ-QeIgLg7Zc#P`5q~jT%lLPnQ8xY{;7B(~zW{>dpft_x97mDa#l#p7 zK}&S3NF37gx&u_sGa9tkzEkl;0_TUCTgkv9k_q&<@N-Xr)CC}f=mLi#BCy=rCt2Nf zD;b^(xV}-~$zfAq01%5seoxv{UpmK`D9n0?w*Xb@C5fhxJi7%n2B)L2l3Up1bs_=U z9Ilr|Kd@-LKc_B%WTAZ_Dj<#(%f_@GtWoI{3lFESQo^vQ7@O>a;KWls2{ZpxTv}n; z6HMo=*HEiw*um%xSS@B7_`ZA(4XnA++n4iUr{d}_$i;U~hN5V+uPY;^fH*3`A#l}# z&4<>B)m!-1&OX+6k1~3NNO}k2_BhNIYJ;Gxww$`oqq(&owd0FR*RpXL~TX&7HpfW@-OV2G(Jxj>f zGGD)8s71xFe)g>L6^1TgLA_}Bfg2m+a!@C&v}erNSXT;Fe)WP3h}Vw=`Ef^vU7wPZ zjzG;Kd1}tA7?najgTuE%n#PpB7%Po&;Iqd*4{t;yf_pl>i#_R}xDl;|o(R12qroPw z8Jp%W$h_8ayJ=Jt8_U;YnCzc;r>H07=yARdDs+Xl%I3I-A0$}VFZDLCcdgvUYZhXf zPZvGSbYCv7k?I2?ls> z(0FSoj#NL&GZ{+=MSg;_FkpORFPihkv2KKNSKx%|wCd8Olp$(LU^F(N)y@EAxJIix z@It6W@&(-@XQ-XLc7S?fdG`fD4)SUs;103Bdk0rn`xr_^0Sn%CLn&{}`XE(Amd+_# zbobeV@n*|yP#)$N>hhS>TUx=(Ek)y0>baJesYmwhkpSHz#7@|SliIcdYLQ>2PL~h z&g&gocw`JIlBNKJ$TD0Ra?|e-9HCOUFNPn)GC#Vtylh2q@%^FXPhsNl?ovI zoah$Pzdt@qYU-3`dt)Z)jhiPn704_PqmXbHBE&fyjMnC>sv@J1c=H2$!avw>uRHJL&y5Tl0gRiai-L#rx&>WssC>-e%+ zo4;Wyz0$HSw3O;`?Iv6T4VhU^i)~%B`%o2TL-o)_E|nJ-*xYRe!v?}cwV1Tx{ai); z1lHO~<>l(^Tl1qvNda5eT+tcEPt;aEIH+8YNC(zps5sCJtb!?wPWX^U0`{FjzovY> zCxopqR31C(G(SGmM8BBfAYTG5yX`&xtyF#`kAPiB6|pU-5sFnW^s?G=(`|w*5EJq{ zQiO^Jt#^&5qqRZT?@V&@oJ3p~N>@Rwn`B{w>Q$c)PNJSF+4t#V5!ZjBF8)C*UDscv zNcxfJYIU?jg~UxQe}ns$AZ+N?pI2Uf zAO`(8@kC7js}TS}uOcKx&Iz9dt6HB^CT1b`W>iESw&Td?c3DeA!p0KXv{BV(IwJl56>BDo~$(5Ddj|N_{F2Qi9ta2(Fe{vO_v`4{`W`z(rm8nY$rqUTb z=%W7~$cAfjTFnavICCGu3;_=Sy_ya(g_k;VzYf&WjMy;1u~2I2FXE&tz^pIkfsM#R zE?(1y;AJQSX_Uz8_JtDVUC8IF{pJh$t;FjnFE929zmNgGDceI>T@-N4%HrAPRJ+7|LtzKE`*`C?({pY<=vXyngZJstfvyx(w1-h|^jMeY|Ak)veK2mQ`VE zSHk&NCR;ZL+?!-PSF3q!C;`H_>gfcS)KAwGV+WxREV?UTjo4tayz^I2d;lm8)|5VM zLT2P;HQ}jbDw3L2GK3aXFii!TSu{=2M z^X<|3dXXZO$9^vM0W@Y@Z`W)ay%@>am*(kepcFYGlhjC!am5|7-E;V5$Va5Z6^^Pb zDvO>$gw%z>x9&L z(6M6fdIL+=diTz7WOjYF`NTUJP+$Hh|GYIg#}%>!oGn2q%ULiOTRcIOD$n!fI zZ3oPqQNyJSK`9!r{}FI2h(v{Sx|Hq!*I(r<@gX;dzHw~X$vXf96Fu6i_{&HGIs#9N zHJ(+xUhIVIMOGgG@SVjLknklHf6t@;s?;{$CG*Wpuh`kER$?R~>9iZh>Aq_NbMD?` zp@(So5r<0a^cgiQbl1CV=w={v4rBte*#b-9;A>4Kt=I`>r*=cg3OpUvEM0>xuMj%g z*wh>6rjlk$$=oEb81VBI1vML~wuyj_c&J&|4}PH2YYBe8hV*%b^b$cKu?hBS$1U+3aKpCE_&Rn8;n0Iy{b5Me7$*3@*8N z(*Q-d=s<1!!3D!?0W3Ik1>y4y7!ByfwfYr^V_|n>2sVrlf zU`>C2&1tC~1_}kDbzQNP?>Kym&=72}8LpZh!joKNpQNH-xN*o2>xGR7UBORn%1ZpK zJMr__PgFy<=_%};PLa53X) zLKw)4f6N%gY1iRtW$m6s>OeKolu?v!Yzo|hb!8d*t2Jczbtjk=`=rRB245&p$p5^x zSX4r>NHicBv1IgUFn1|wd822c%DcwZt6@WuIR!UuMG<9{a>v`ta6622Ij-&EcUyh# zrT+2cC(+-eL5tIwFT$-H_7qi;9}33R6_MFaqAG}ClB~Z_eN_ViOr?yD)`oIEDZB*M zG8GDQY{TDOjoMo9wsJip%QRTt{fDTw%bI}QTH4j|S?|!AhXVpykTGq1p1*SAFkO;P zy1J1OXbX$ionixZ^xGwk^?qB*l%~p$Vui(A?(M9k)6-(49hX~%$@TEsiWVlx@h@;K zivo5M;9_^LWick%_oM30f`fDDZSBU0@uI}6$z$wz6&DUIXtW+wrSwdhibFvH8?QV= zs(l_$NE|j4;VtVDIu)M6J#OmT7|5!dHoIs!X!psN(%ptfJ_sxoEeaKuE#!jx zJtSuvz#|miH~&%Ly)CPn=w)zDiLP0UqqUq!L|GD%(#sW8dFcR)TlG^UXZ@Ho(8b_? z8TWBL$`J)lb8{nL`YFrF*N~QfU%rOaM22}yWHzT|1`y2822KFvnQv~|MpLLs2v`gx z;M#TcVH@RIzIYVMAyQDgcgXLyCrm0cUBf!Oi+N=WznrSq>dm46mP>UaiisyvE+6Tm zw}ODL8*>#O^r=wk7<_2gzE14<~ouPgs+p zMs={)BZqV0GLQgvD=?X9$7=z$>*KoMq(jx7wm!k%mi8nG!))KTOoCp6h!(VYGuMu3 zf3JNT!~CmYJMNIDP$jrk4*zmS*E8sVDjNDioJE=k5KNXq>>xGUZ><(pd*^@@$V&zKD%K#{up+Pd~%Y zL~igWSi1pZLn~h>*X2lFmo|k2aBCH{o1Cihw6d72S28o8?}s6uc&i}_p6ck6FmEx_ zg@kX*IMbk?T<{JtdABF*1cK^EqG_uFi`y{%!6{;1?ez1k+|kVy^!Sa zm$1gUjs~2_6gUHebI>a+K0fZ*Zs}^Z#Xt1ngU^AwKB3&Pq35-l&B0_QmF;38h`z2g zTLTJ|2Iz`jP%K0+S$qs!=S zH@^vdBrav8Y(#RG;;A)cbPzPEs=dC3*c`ErYD}lb6oVqgBfcA$zN(xYp5G!Yfhmd< z6m`B!C?zufvIA3Nk-eZR=qj?$c6#W*ER`aBt7Co^K()Dc;x ze|UH^q7X(g_Rnz7klSl!H&#QAMI^Oab1 zwPlOWA1p&347yBdc|BCeU_+uGT;G6aisTc0EWCYRMD-KBI{=L7|(`H;^($vesYD zt-lpVa8^Y>-AFyQ?EyvamrwsEl}yjZZgKDa#fuH6urVJk_G)a+-nv;r8o6r0DqYIY zd_)|_r$h(ypbhQ!gkj5KU!#k;712%^Gdw`3?E|47UTfhrU(`w*#rsPsVtrm6i7-CC z)nBAloddsE%T(8my5c<~d=5Ai6OVVSU5*U#57jA*DJejvl%5put4zA1w?D4i>uN~l z^?$x^>7(nz*in~@MQdQT_H^}--^4=ov)!CrxZ8>&~{3U?GI zZ?U@u@Cc?326BI(6Mq>(iO^L5SsRyrIDCdLEKa)^>7#m?KdGVgeFN$9?K_!K=NC%w zwE2yz?3;_vHfd%zf8@=Xt@g8a)~&K#sl5Yn;nLKTQ9)jh@_f#eclAc`_@LB5+b2xb z^}6@sAIko6vp6+9H+;fcE^%Z;`n)3-K*MgO5z9IhwTIZopdI9ojgGC-zg zhSY%37dZAhoFmHazcmU`+0Y3(-*<)kZ53cn5+2lEoQwMzy~{|{00UO!nk=&L*JXrN{~)kS*n0|v;7JrC(AspcYiAxUT)dZEoWqR#mlj0Bn{g9w z@wCycbbQc%Q0eaw7O{8tgvzianWjQ^;qllmHm78EBqPG;BnoW-Te8yojFJk<8X2;z z(PXw~>DY3iZ9aY(2c!Jio|LK{vwcy#CEP5u2g5q?2E1vQjj5CK%9-6!Y4U^H(J4FN z;bk#Fa<-P?lw(1P!#z-Z`f){uhMdj)oj#kecSgHm2ILaiaaK9l(=z=e7giEk6_SlvAUQGA+?t4ot>jo!=4zu+!DbmH1BPfSc1D1xtYRL|=e z6(rnY3d%Kwi1Tsx4KA^ymhiO!;9XaBJ@oeYz9x_T@GBWI(W%-eKJh4pOuFvIf)L^_ zLFm3@VM!S#OFG=N+s{dlYMx7ev=`rWzXg$q`HJ6%y{6&_Dvp!#Sf4u-0550(_sF1V z3P9Cl#>l_Fo`&F_+(e#q?{ADNQc-D?ZS0#*kr`PPd0yX@U3@_&G%u(IlWw6>g?Eh*p;D({I+C!em$8dfK@>YSf`D^2!}%`=O#3oJoc2 zGpRoN>>tT)34NCP2a1meaG6SlTV7{0Q$$FfGB6c5uE^A)g5BF+-z<4#;hutH9K+L-AV!zbg3>byN>;sIzq~h zO;tFZNlIu?_;B2iba&qk? z!StZizhau|wCwO$^_V-z})#Pi(v4HYpuD6(qvg0MiNHQ`aD_*jx zbJ-V~bT62|(4B5H5E6K?SrzPFvuefF2vnUZ1)+_8`KEE#=M|eB_pMDLss9FU3wMQP zUSnkJr?+#Fjlu1cMon%Mv=Fl!S5U%pY&bMAGV|+jRk~$Qz_9{74|lD5bKU}Z4<@hE z70ez;H4)+|H>PwKv|t&Q{((5b1vy$4W`sdMEB}>Sc=(O3@rhcP=U#J z)qAI1!dF$8_@g!r+c;uja2b6+qu6~;+n+NF>V@vn5K1W}@XtUdfz6F6oYdm$@cpiJ z5X=$ggfIr9hGN-@5o#hIr{W#@@dlRYmN5JnfHS%*xgAl9&VnmgOh6T^v6d1kY~ zVq!Es{YKtIX{zqy-wF!o{e464##8=V?VHam#IM_zjpgi3JvfG~1utc( zB@qfk&=ENKaY;p4;xr|zdWEE23IFKYVk+Fp2O7*fy8ip|_!*qW8P*%;_}T8cCz9t) z*hr@P<`%xmYv49jha>QLGLXyzqh8$GBQOl^SvRt7e#sTrUGzuCUIinM=_{n)cr0<3 zSHh9T%|?`*#!1o@%%=&>bB~rZB%muzWKX*V_JkvEmAd4~;vzPMcw3tLiww8M79b0K z3haZ=QfV#i7911@fM6XfI6YsJfQQ{%c@-+`D~VELH_n&Hu`rh{bv8&bs@{^YCVZX| zQ*PHELP&mbXbVsLbv+R4nChcq-+pr+xzTbeX5NQR`WsA2Cbna%FvbT-V# z@9%V3%(Q{OtiJ7yq%=zsw%hC&wX06-JK80mxAu)Y7-&*%+X768n=j<0Akc&%3Y)h7 zkn{(q@%BQ0Nrvs#HcgA#*`k?lFjKB{dv19y(l|PZz=yOib*#-aWD}Q@QhSrIiLCXH zOOaYsm3dobl0f~9;8EEoTXXW&8RPe^ws>ExNxQi^f1ssvrd)TX9qh-!K762pMb)KR z1k){2Vy~Rz>$N|Zi?C`lQJPrN2q0wCt?@<_n4Nd#=q6X*qw4=RVXeanIX3?ht5P+kH-*DIPa3L5k1#<$6|pl zts%jvMU{SKt_4}o6{nU`|2$aNA6eM=T;nLrjqQ$lQBDs|eXYf0-A2g5qhxQSE&OQ8 zw6)1&`4<7-%%?=*sNLgRS;jnpsHM~tA*jUL3QPfB*&kI>5J_vHwF;oXX&QRTgcVe~ zwRT%Y%?Hnmpyqr4oS_J;!5t9-yzxsAdpfp68?KtSCXo7EpS&f>b35;y#mlDHY}Cxw zt(n~=d{8S>C%_&4`(uYHGhmd#a)AL?+mwFM6>Igg8>DnkPUkPkIO7I@Vag4ReMpWz zRN&L0<8Y_jwZjSOH(C(y@`nT7yY;TqmTaOp$Q{bZ94CU*g8dTkSU6qY28``&Nb%gTQ-1`wq_rh_?g1K(l&IA}-1iYj|vyi2ZcY z+eCqK6WNB3UcL5Fmkwom3;*Z2W9cugp$1GwRTEa|Kn>&p>IB~2DC0)M%T#0K}kOk_c zT9vU(;)Yp|SctSWQIBQffM4EN?0~1Z#xm*oSh()&2bZP(D$`9PDR^pSZ#JYJqrs8S zK~6+AgT8@Ur`xr%-uD6P#-Dd95&FR<1BpIM-#a9atAaKokU1haP-{u7odWz9q+I-n zJm-P&^ffr-r8xL|4e;^IJS0-Iob#Z}q|vz`9{CeT{#zSAMVZVolc>3_`88_ce=>4< z^bnz&I{V!U)_K0M)^syJ(z73bRtz>nC~uV{74Xy)Pjj+M``S*`p*Gc@TXH?V$eHYK zP#hC%tOhOFPtMEuEmmoY!QM~yc6io)WoED~g+@gc63WyFl>@DEl0S!^`DQ!=bG=+s z@bZ<g^Dj z5(q2N#Fyb^w5Mtqiw%HGQKC|e9dkq~$;U9H_C#S}KtI{lkdmYw6Kh7y7BrN97()Fy?b4~< zFA_}4HGQhpy>j(+7JDzgH$;rgXvM}v?}zTh3A+=9+=r021E#|DFu|D0){*k%q!hfcTKu!SIdUDfjqdTv|h!9yY>8RJF1=NxIRG zUCtBl#pK)|5Q&ezh-F2{?^!Q3xLMU=5938J@`m$o3%R!#Avr93w^Exo!;X$=#DFFp zdd7cTLF$Hxb!u_=f1&lERU<4bo>WrO+1>#EPA+Y3P@OulPf|$!nLw&P!YO546$iJI zm7Io6l(; zomflu{Uv581oQyv$%lGr_To;`1Yn@79ngt|nDKTe;IF88y4lsm1~WZOqThID94tG7 zW@m#Z0CG&W)0*l1+-)Zup}0*Rw{y$+AXE_D!}no#EJ2^5Riu&aN-#Vxe~}w zk7q=duQ)y{6`fydDEDj_tMu%vAd~gI0XBj&Jp3j6O!a`)3q?@QJYk=&sn*H?<*N<$ z{Jxk5#|y_33@arhk$n3O?%XrdpW@PF2zN*uowVCCRG+94dSyY22G2x=q4uM7UvFHi-ib!ZLyZ;$t05+;;R=|^*NMv4(Odsk ze&cti%v#tn0i-8KeJo0?*n-&*t&h41+#tvDXt|rSMZpc&WG2cjE}oEQyRTf#@BBQ{ zc;XbW6{+?xp;I)Vez)`GH4`1Npvhd6cqTtR<9J%yP)hLDF7oQWY>S?*%MP{%#ioc9BHEgDf3v_Aah|00GkZ3p)%m z8xmGHs3J*Q-7sJ5Yb%m=i=a)!cy5^@E`aF}<=Q@l{{gItLl`G%)dLC^;ajNaBHNw; znQ!P5j1W_mp5@})`8BBr;Z9X@VGo~97}Q9z#;2sToFDK`-!#zPNeL7I6h9B8V`l}t z8V8_Zj@;r_Cc<`DPdqvL8{iuBcUjL#@1`u>k<6EI3?P_&`*T9>W9Nt1rs#5BsgA7l zAQavonV?*;B3R?Jfl8DVdG*ztt;aA#ZFbHa4366KG;9QzRy#ny@w5zbM?fqP4+U5F z9J{B7_VoqbnbRa|`{%tW@}=b$01U^^&D!|o3GBtPqycKj4yndQp@l#gpCaOe-%t~^ zTh8hgnm{SDfUl9aL`p|Wu$i&|3|og8_wE%IX&VnTnLWJpYuh|Bc_f*G$w>Jy$ArB+ z31f7GTf>z`PW_2}D}WtKP$On@E42T1(+i7Qv7xg6E-cb-rX>`z2SPrl4Pq! z@u>(Sizt910+_Bxhoc&!zrRkjeO;pBf3i%uJ_~;__>EO#wnxvGgg@RPE{ND2>Fz&l zJCD;BvaL=1Q-^Eg%`tW6i!ok|L3vGWT3cSz`h+Dhu47pwtGAK3$)&EtC(BKWVhvmHZpKljqMd!C@I4JLnINe?;s22fUFbXn|8xsT zWYhIZeVNjWnEra%qLi$4PSZ|I%QgvN|AwvFfx&Yl8W9{*F8tA&wsoSrv25iar> zqb;6nB=#-MLE~d-zbb}(C*O1y5^)-3x{N+myU+We%<%R@xipwR{|Olx{78i=Dp4`> za;h6)OCDatq1m4i8Gay`CfX(n83(Bqec~EF1)O;Ck)^WYFg{CZ(9Lab<0^<{DaPl&$Xr!5@{5p#ShErg z<{z{Brg+bM03Ed(z@xHEwkh(VYxh}JxQDeqe>|kFLiv+*YR{hvKKfl6B;fme;}naPtbY_-6;s(F9Sjtx zRGb87m@M&;Jc?-gQXBRR-k4+4fh}sD-qGg}msvL@IiG?d2*6KKF59bIze_|kPEnYn z9%Mi7W-1VvlU_8BkqS2?0PFo;aWUZ<-`~jOH^2$r-rl5}>?$4(9BgFf-5a{~9u(0Y zeOjRurVGMno!&`?q=LhaA(q?Bz05R-Ea=$uA(=-T(1FvN@czo)UmtF1Cp$JEhP|5P z;nX(GSrLfeOrUgYvKXGqv+?{g`Ft__x=FwRys`i*hD8Pxvmrn!A3yoRl~c~!my>}4 zqw|~GxHh}sJDX3m9<(m4yb8ZZ*L<&e%v{y|T`KJ;XSBBAJ;NvakvK?LdfrL}=XK{0 zISUP9lMk;KuO5&cwvfbjjATVI0k>IzJ!_Q+Q;anokY_TV!y(_!N;;Huwd$l1i;dqE-$#r|Au4V-ubPeiL}tir7%ODBAI7E~yx< z#wMG8rG<^u23LEekzRy}nyq^rkSuBLhCPv77U{%)7M`F;Y=?nK+mhz-a+WXMm?|m> zUNZ>e3V0n*Mk{k$9CYa*aeLr=ER{(aUk^GqG&qQa)X|-+DDG=kbHYRI#$dA5kh|?n zZkPgL7QxYzdHEt~rz%=-dlF7~f~FkRp?>_XD#$XpT*?MX5(bXAjMmiS0n`=mvw{Ls zPY@30pZgYkVic?6j{^RUAC`OzeBGen{(oHSieI@%5J>EU9ky9%vd~1|M8hpcRn@TO zvUNiB?lP`sC(*83BbEU}N$2R=0>wX`*z=`b^yoKcCd4b0+_$=<&X9@t%&6E=lcfwh zq|wetrymAMniN3hQ{i_|rj*2J8?>52!JuHe3 zc+wi|^J_0Ki<-NwCUtw+v|Y5m?4k-Q5y+2(9h?c z33@MT&`}~EwdM5z*H4Zo0p3PPhvzmFiUtu_!>IHEE+K%2!W2ihWP-Dg<~|`b(dMZ>HINTOWw4 z3rU9hqXQ7xi^K2oPNUP&@rQy5e|<<8**6#Z;1httcs=uyBQfjO1oBzX1Fx?l1T-_Z z$V>!(h{^3CK{>aqN+N!&xq%rNe!<(L;-YX()ln; zjyXc(crtJYB+G3(P{JU+y#*u4c55o|G&R)1K_|gY&ipLM=Vhhni7PHc&hmZF z6Tg^b2P?u;eInX-UoMj0hrr>WUy~c|DPM9s$(RV6Aj>NQ&_zSe??;YBlfPW?-)&`YUh zTQL9!cNWMPem4c=@y|B7?mXbkL;}-Fp(D&S=)|#=ajjmpF;1T|rN@Dc(f#ioGgYBk z;ps?D3R|wK@m{lQkW?>G>z`b{5*DW>TUSF`AZHnPE$E#mQ0})JZq8{~8F({O7=XVq z^eF-#$~Ex{#e_R)WF%b)uTm%Y^Ln#Wd{qM#B9<8%M>F-UhrX?9j-a25r5KIIv8=x_ zt7l7D5djsgLK2=BbYHW<=a*)5cy7-I29?I)?~6y$3^Hk={Hs7HG0(>2~mR(!WVM0okc_e1tC-Qmp#-Cc+MMDGKa zQ?|;zYTUu>$icZ0C?eRaaUh0n^qd`Nob?g^k%+r!d|aBPqsoOA*%11i(}-UnmgY6m zMZ_mXKIXk5Hg7ay!(E^*IwWs_T*+6a^W_6~<_|lM5(Cu?%AYdM_-2C?ed^rONPS7t zoc)XXhh+~6nR&t+McZQEfFw(Ir`s{uOlys2#5__sxEn&EE6lQiz*t>9L+Oy+Rr9>9rIq_VyHrS(N#$TsJu1d{GySg;K4l zlhY-D%+pQv!nn91o;=v%4?c&1{f~Nc7i2*tN?^NpUC*>QnO_ozE;H9HdI<~d5+z=X zRq9Q7%07|hL4<&nJveHKcr{Zja|f@;$+GDnn>Mq?dNJ7yW>!?l_*8CSVACio5KZ^& z%nE6@&S~yVjEI9xLg$icnF)b*1VbZ^)}bZ4vKh?lJnak?+9+S&uEI1qF+_QQ9o$FS z*=ZIn5C?ER+y-a%QP9U!qlUKnX!Ohi6^%$4@j(PVg2jrgy<@B>L6ok&&9iOWwr$(C zZQDHCwr$(CZQI`We927m{h6DY$?ZQY>7=To*<;TNgp;{)72HtH5&GP`#cxyRz-1wY)x*K`16AYsVNpaE zJNz5OFjH8gDh&l4Z?uG3HuW*5m)k-KlODAk z^={LRk5nuH)|3nr@irNU&+C61zdCXE9yg}^>8hrJ8TwNEd(}E(CW6(5d?5NFhP*n} zwJ=AkZ3B#WC9JSPQ<@pF*jot_hVVl?>_een5bPq;1_odD@ALzbMHB08DrUkH@!Go_ zcW3Eaa(9A6-uU^vw7BTgNT%h+3}Mw*UV*zD5Pn+X<@*48NPV@UP)G11uJ={S51XoS zCbeK@+!C9zAFhRi%WZ)-Is#S?l+G#;k#D|AX~DS2QJLfo#%}gzz%{l$hr;yPz{)+yoxm_bZEf9^ST;A5okSw17|M2l{)bH$~s$l z-l$}qOnU}wzdB>sf;6RTp#%*>_jGn|KXq!r(sVz8W%m@FcK;wSmuyQMP^DJ?G)Sfx89v_R69vrI|E;S+54Mz{^xO_RFu+ z9zPl?gNEEqW5O?&66&MZs)ZuyqS(RpEtr!>k9udNNk#7mK5`hnGv=wBw%|}}o2uoq z(C22ZxILDbSCg*{uC_YC6RkiLMPnklyGb)}3!~~gcmsLE3-3Ugptba2pLjX|gY>wC zQ(*y~aZLk8f)aU5enrs8P{rxE#e54||D8L805ZF_c6|!4gps_@5AlA04_NtHr+m6e zuW`?DqP{Hsu^#yCVeWxjz_k)Rp<@-CjBs6FjTPYT*A5l`X9F$CgLf#8Te~CtVX6|w z!6)&c<&SQj1t!8a3pJ2rRujA#uGeHDibl&FU-j!*ahs>FjtNCUASHFNyib;Zt!&}8 zz=K-C^i;q?#7mQrSIEkL6dFm`S4fJ-vie=ac*1@YHAocV(hJg<)lNOD_KZG@Qe}M- zcu9`x=BwAjc2@K-#!=xL>isrWg}}j~;Y*8o&OmGXb=Uz;r-Q4op*pXGYiMMZ2>h*A(kKP=aCwxLB^D1fFlB;94zKpvDsLyJ(GpB-|* z=`Vh=LtIEF_E@Cv1B{G%FaFXQg|1)~TqZZ`LTz$Iq0qQs&2!K&(E%PSW~_+*K6~g@ zDb)j=T@@IO;35MuBH76Z@=5W_oews>aYo74-blet*h}w{q94Q{5t_cT^ZS0?xrJ& zwth`WD_sg3Tv&@(?i3ruXn<`3*hY|Xw2FL~;M@s9E%9nCvifF#KTC^ICY?eWb&=`{ zImxzt5QxEaOimM;V7h9Pv-+rfb;^I3zC{p3Yl)W(H2rW3ZAv2|hiX(VWQ(6+Zk;XK zvDSap^%SfHE7mNGS3yVJ3?410Lfe(IPv9u$8-KRy4KON5Mw9J7gKC*9*yk|pYY3Ui zsZ<%E`qpvHE8vGeZUnJd&ypxdu2kXnEuB9l1q+6hQNGGFq=jx0wOrxjFG?O4-Gznc-eea;V-n34&06#x5RFONPNo3Z4qynx|C7>uYnq3C2E8q9f>g^1x z)+7F~%ms40h~=5)W30CbrYS`mrui>K4RArn6<@MNs!vNZq-z>?chi%O-a%kw4N&Wl9PFp*F7N@f9WBP_DWmj@R5qB& ztg1T*s&*Q`42q7P%VS(>73j*h{XpB3Rbq;zLjdL!G7}ci1VSA9Ypijd+9Ict?>r5` z%pzSSuf2!2p=m_<2akgxrKWD2A(e4p^+5oGAmK7zR!shNv4sS#vGYvhMF(&W@{C*r zk-dU@n~`)3DkD9*`nnM1w!q@<+;V>bj9=%#mk<~PULn=w0t8Twgu17?3(=X9RvipL`-j~4~F0+)kO9CUuG-6siNMhM@^nY z6Tb!p1`%5nC5T)@Us*2V`jn1i{{gFbY<|W9k4cDk($s7O%;4b_g)_j(=x=$02*-E1 zy1Ap;MopJf5v(^GTK3{XI#%R!z! z8KlW`N11SNC{0DB_INv?Bn;v%X|vn3@d=&AX7_gs?qWl3iKQF8z7OiMy<3FhA zFjyVVz=YC|i7I4R>N%VGd0Nr8wGyEC;~>%Tlzo?k-s61SSV2lX3AC2&;N$k&Ar!9|hiBq_1&QXptl$W=4D2j>QR2&6R z)mFnQ;p#pz`=FnpGIv@+v5GqaU0GyXN?u#YQ1Pxy#Adxd)vRDrT}A!th%$2QlfY8W zgo?Hc>0(4bCem>sqQ@`EpXlt8Xd}xGm1`>Q5RnZtNc-&Qx3*oL@Ia1VZzkcdqzQJ;7%Zgst2imzP1P1Wl`Lv zHIkR%FgFiUGHY;Q#{#{xP1l|>jnD7*r z=iWMP1K$6!_uxL98Ubr?oT6lJs3+o!N2?1;2mLjaQUn1(GCWmyTo|o`TFJ4W2 z71Vaosc_R}Fuf?!6{h;-vD2LP4Y+MtYBQTRtYX4gnWpt8q1k7UFm^DylN|jK3feBk#lUx+ z8HNOG2=a`;FmkQYbT}E1S4cRmXOJqkXo~wa&`4u1C)h?!`UgkBPQS6~4EmM2Va)Yv zuX3G2V%)=U1>1_5E%jl{aeONT+)|EQkuAD30US*`eR@u<9~3(0KVmCKizJPwWeno?2nx7e3qPlM!dR0Tm3P{M za~26R+jTI_F;fHF6*#{p{08EVO*L1Lh>ESkVc-}wm46SSs_nfPQ#~_BrRsXERVu6j z{ygSCPXl_93PbJP44A3e$l-7=uE8{HW`9jM%VNgtAVvoJ>n#A9NeW{SHSLmqBocnCM7!G2K5 zBx`diqx|`-aE;MOF#XjvG3T>xJ(udi?jfvkoWz@b(X@wP)5Xu5iF%f>jI|d^LH<1Z z^@cFb9Z3=mN=YvcW4apWM&39hw~5pcmln2seu?yX*+d|b*YlDgSvsL<6(%*O#nM;u z{;29hE9I(Nq^b#aE(`!=fX{tGMT#_y*7e`91CogG@ znaWTqq>p`aZ6%i#fxx~MyEa#Jfe-p*JyGB=>3oeh(A+u>o^Ke%EVxVuIrZ-9*| zxOA{MIOD?cKHOFQCv5AUzcWs5dzRZvh-=kwByFcg!Y}Msi_51dy|r7U{s3wQX84w? zb>^U*S~giVP49Z6ZR+#huu{P!=0=lDE=_9OC4FgLTO#Q}=J!NaXABRm3IFZ^8Z13b zZ=FZ1P%~RQZFkZb(vMG6?Bdq?l*uqt-Fs7Sb~Hv;hYvr;bY%e%caIgu-&+L zUtD%t&xdf*qtB(nC4w92Q7gS(1XZ->R_Dtvgf~E!(OF!fXOj&dTWj!M$~S8=l5y5X6}*)y>fOij^YBhuzXsQMgk-I$&ICXD(Fq_2yxT=I;r=mEv>` zRa4FaRcayF*OQ8Ci1JYA)Ji*PwtG~o&b-i4O_`x*bBzm!;|t@tTw=5jsAv@pQ_MaF zMd2%hW4)cGRd)7dHGGN6Y5#{Z_yBGxbo33ygjWMoxeP9th!px4(uC%Cgo z(icT3Uxf)+$$_eH0VwkpoU57!d3_a|k?n}~tKUx8Ql2>fI1&UKe^Kw?OguB4LS2&@ zFdL!^JT)ZGN}iFlpllnvsgxN7S+uqJN1vQ7u~Pzm`_oA7OXGpVAsh@xOa=m5RO-4| zr3hKw8$};t9wZ9b%Ihi)@iZ&DoXEz)Xece3Ho3T}whSLwxM~bT3q@+6jHC97FR^N} zL=^4um<@eptPxW19)&4+2&;|^`7y$N@@UX#wAF!_mRzs&ddg-o*n}rw1^jOC_ql}k zYc8`V1ZHZ7ACB@7(!@s+sZ61!AP%(hN{`@2@xGs&j>jr3Mbcn6OFqbMkgMrza+c#z z!|}TRG8RI1l_Q+%3rwyF?^_L0b(l`wgC%V^s*2ySwzcvdL}h7po~wOa2$2$deRVp! z-mX)mvKTyUjGSlOxk)t? z&mUW)J7m0dPMoHJBKgHe`7Y%w-CJnFVZIIcGa#+=QB-@1l)X4GGnL5srRYtK!dFA z9%6;E>PhSrVbT8jP!y@i9oA@KX60QTirc9cH(>X}oy?!+Cjl01baAoXnzYH|IcUKn zpE8}(5$ke<6as4Ll;7C}qROxhAM9ky85$W}wd`4#2*sOkWS5Si^*uGsw6p~IV<{}( z_CkX#)c~3Uc$-t8#$uL7QB>JY9c?-_=8^w>fxg6FK@~9|j_PJ}|9z70M-NW#n718; zGj#lkqHdf!@s8oCt2@Jda`Iux+XOu!D*khTdqV{=`U#^xI6vwtsGvN0M(@E_{EO#H z35;u`-}>ONt?`~r;G84prDD9e!)9r>$Y|45Ip;O^!$uaPSF&X(IimqP5BI7YWK`XV zH2Zo-&}meezE#`mWXL)b)QNBD6Nf0~97kPh6pp+Nd7D`oFXMk2FIRAQ99M^k);Lv| zci7P+lhm-_<|jwW;#L>r)MFP2=h09+B2Q@AW_^4qBO?pQ7<;tqn}Idt+>4gitu*0N zGk!+5xyyN^BbQ~vzngE!y@|Y!bwrSa4W?UhF^#EyrJ`agg68gPSU#Vk>6xR)a&-KCAjSr+5Kw2pKa;=vlmOaNCwnf$a6VhjE-6LExxN+!$%7?V^8uan@OnG z<^4}CHQ^|R`zP^#8p)4n#r~H~Y1;q4t;GLoRGN2Pr0S$rn13blNB}3QN(tMvkxt@{y{ugZ>_PPoFR6EjlZ7?60>iut~ zob*u`OkvbNt=;TO<1bj-3*c1M|L_*ZDnK2Jr((G=&>c|%VZ)8L!6^RUVt*ME|NlH; zLr_N2|M^A!=iH700Q@9(EH3$A9E(kVZ*n4?E7Sl01-%Y5LiO74yjJIg(bW@?&UmN| zvg+r#B?p`+gW`GP^W(x~m&`1hSu{4SZ&+Wmx@L08{I^duOXtyV!5zqS(rLxU1mONy zBqNNQaf@t`>CgfI08VG#wG!zJ^e2HG`WZ;2CPUbbbbrITz$&BFBa(Q>wmina~J2xmXgJxmv&gYAzLtIV~)|AS6uL1m*hvNR*olVXa|Fa+S zQPicgJ8VIyJl|7?0Rb_1HLStxt0B^M9?AHh*k?o!ZfZ-$@uTQK9)u}T{k}fH&vyi! z;sF|hSWi+b&@Tt7bL!GKXS#9>(7?e?klEW1Q#5KqM)Ye1Qp%{tRxb{z=^;BJtrN8m zmS`RytiAuDYaqO;e5;CPZZC3>Bu$F`T(06C;ZUK&xE$gSDV7`&)gLm#P_TVOM^dK< zJw0=4$6fypEI?+z!BkeBql^0A+0HjFjUgK4mdMeWj`K1JtE17Er4O7WCSPfPsURNE z9J;-LKY5c1D2@}+ZbMD4R`4vl{u5!E*+RB~9= z)3VkQKELBFR0+4a76on6f?$cSj zCFIiMAh9A9b=5N@>!xp#+%fZ33KW*=4u2<%|blMXhT zE!oamS?D;IJIPBvb-R<(f3BN<^guont$8tk*AweEv)V&gSqO@uV*OKLc|!%;i~MI* zJT6UNJ3bWHRz|})#CwTed%|2!zh=fe&h5VgUEH0V2C`yE@B6oqUrTnkhM%_0P{B}o zZnXTK+fM6d>Q>Cuh&qM(-`k2~2clH6LxfiUPA|BQ)E^zQT$k_H&Ry+Ua{8_N)~)03Il*d@z2$=ee(Xs#=(xbzM`0LRyF4<``; zEHqypUcin#*t`9TWQ{3rzKi!F{iOQD(B|N7`Tg^SXi9*(j8hl@%-H2L8wxJ+ogoR-p9QcdvLLe*1Iy=bRCfGyZ7JwE?f29izN=kqzn+*<{2SY&_M;78)Wv4cr^TJNu;BcI3%`P%A{1eH?M9=(P{~~EBNQ)UTxSd;52nBBZwll7e+hxmD9f%X^>N}> zG*IIEatu0&joFX-puIsoKg|KZhauVN)A(JkF|LW>m%n#>F=!NQ6VKR$miR@=SUhi; zgFMy0^`{zT+xxab=uTx{brXIMZhWn)C~jQONpvskZ{tggHb3!*dOs9sM|*<|uFA;H z_1?#a=XcO8u_Z72t@ok|8}IEMOTG8vJ)xMidGZc?4qR>ro%&kcdL()x(Zn43w0y13 zZHhWM^W_Jwe%hT;Ge>IuV&70%KL4Z{xtt?ho;$g3#^!%AGwCAK&fsE8MS>tN4v#rq zeT2Zvg4!*rJNyz2%; z{-q}h`hE8_DeZM|y!=x?+pXTww$v0(Sd@CVQ@b{u1=Y1V&f>-;h=wnBPt6+Z@? zF+TT(7_xP)LPY7rMGj>Bkf@Yjw(@q>Yqe?EN?P-0`xS@Yqq<|NPwaGEr6FnT|3owD1@VYd6kKbAHc3mHKUsg|GdDp9#|7e}boyOn!S$NvQViTMt@91W4^Sy0F zFYl;VHfgaL{=U4<5KEDKGYR0C>*Jl9ag(7o zONe!HY+Wsxd$&A9=s66F+^(*0mq(5Qg5~|2Tjy|dU<(gx0T(8lXB|lM2=WDfa=rog zIp&e=uUdBGeSl!~gtnGP*Idje-xzFq}TyXOjY>BpvaR{tb4!MyN!rZJ<| z4R)jVwx8tdT4N&#{>t+PIZDi(PwC45I(->%>Whi@TRW`gwSfZozK2E|piTD=uS>VJ zyE$Aybo>mxoX}t?t8xY19`XGO8}!+kDL9Ff8?R*@UleJH`aJj-WRE0J0eZ6w|REkQ@m@C<1D~zl! z@jf`3xV0ak*Il|aZC)TbOkT%C59VVB`jN_sz zQa=1rb4scQARUan%`&U2W` zNl>30Y~RClfdIdhSe)rNiyXbh6`rz# zo=vWuK1M!gKTDmJ0J;lL4sP9feHvAwN#F$cHF@9VeqMaah71F%tD;zz^GnAt%HeVs3)MLYdW}O<1Mjpf$4Jm0mP7B}X7BTGE+@YvVS@IdB zj}4q{bRL*qNpB68txYy&;G4ie?q~bN6Q3&#X`c;{xIb*^ZJyj>brB%&R4YFn(&Etc z^GB@1Zzt6Kr4++Kr1~^MKC}l>;jeda@!i%0&5?`*KW=4BfiaEJzb&V1Ga?wrl$ z@@WUjkxFO4dWp^4T|-x*5%tw6PawG2BGW?WstED&!EKi@F#K9Uz9;O01Gnmv`cP3< zf~v^i%Tc9@-T6<=NuHASXQxTfhu-5RGq`kDo*kTmBjvU7*${*m=n6#pGw+;*Lv|A= z9a0Tk#CIn?!3&5!v7O(M6`%M8JbLazWi1iiEZhOA(W&G4YL;xcF>gFVpC(S7r`b*JjhmAgILl; zfrV&)#d9;@{!T{)L{uKdhwO(K$3hvY~#Ter>X{z56vAUF*QCwy$e($(pv8Wdu@|?zK)QLThI~ZF8mm1*qNLAx*Qt!j@}g;jye|B8 zNE9oE+8bTad|{i^M`)nMi-ZM0sp`AhW9RGo>)mXXs+7YH;Ls)c%f`XdWTpR% z553gF{Y@v9qMGb>UWed(#7=>AM!BYjK5HzI-r8WVqF;8fjJ)k2Pv6NODkg&edHSIu zZ9PD9(JBw!xyQq1%&m%2DY2a*vN{Z&DN*8jJNoevf9i=9wZZFf0+`#jvQhO(4Jp?x z8KJM;RxGhuk~Z>i*#MfI;xQ>vYZ?M}%V-P#iCUN%gRtwWLP5ii~zR>C= zh=faczSC!g&UU8<$yLdC zmsK&&68(ThQmVve#II7p%s(We{2raZzn6naq^V^=w5x=RpQSa=Rw z;y2c`PGBG{k7I7uhvnSaGh}!Lu;5qt2Y}z|Dl1DYXJ;Bg${$-3RTbq5Zl8)y_ylFx z-+#17lO;|3=7;c}Jd7W1q^a}pGx}kUV^39+qPHb*a`y;pnIaJ5Y__#Tl4ZIE4H&*J zx(E$(b66sZ6Uwx~8`0p}{B;O|!_PN$yJTziIQRrC>;5QuN4?%vYj1g=)%7)bORn49 zowQNOUM+PBh=n54x`=HXM!Agfl_@M!qcLp0R37@fgzOGYtA`SAPXK@N(#aFiq%a32 zZS)k)xNmsPjQAMZ76#~RtG8lr_=r4HUh#tBqLV<+}- z1dO3TK!8MBu1o;4tVVI7$ONPN2t2g}G6SdnP|3_c=mOG-jV$#gfsgI7giSrlD6U+n z&`_Es7zJJ;vb$1Ti|5dfWcW1%V?BZs6*L*c=@oYDura}HQx5O%m&tPmnhk<)Fjl|^ z@mHn9yT!oJfY-80AwaQs6(qY5g&w6~N5J2^LHe+oGxFk*{p^bAp7ioXtHSU}A_ zavTC1w;FKbT_nQfoQG;DiV2OaQi76HncEMxP_XW5gV|=mA%Mi@fYC(&Q%cz z?)g3LIoo|Z5k1XXTk(;-81f*iB|49n{6(*-@Q27#=dslHOfTH?0ipQf2H08jDDN0B zMXwgT*v|mE9Z8wRdWbXhU04ft?*Xm+9!vTjWox9%t^D9_DB{@rtO93j+FSW&bEP(Q z;P4Iq&0~<%G_bHpG(QKg>SrMUBj=|igS<04+U<+o+@8!k@kNcyaU8+{OLIEQ<3ZUk z(5Zp17lm@StUH_H=#2m4yrR&N|cv^T-lsvEXz)olfb6vJ6p{uTxqO& z=5rl~?yCqM?s`V4&v%M#Ff(Cy(3({>eYlGtML&trOTOEsrqnO~)Pb20S07(dr^$6# zwj;VS$Dl!3_)}-E+Fu4)WCq*pwSY`$ST-Mu8k?6&>okJjYY3tZVi~_r%CVOLNHi!7 zx2UhKBa7u%yS*T-AN)2X*&A#ZY%;jbbY%opZwj%&nXF*OJ6uK;a2Ew`B5 zCp+?g&NYS5$3z%94Z$lXDfo?!2&)Ic1OjULBe4*)Ac)NXg_(jN)H!)Em;x6n(+|Y9D0>F?^@fC>)C4zOZ3H3^pU)5 zvHsplRqO_a3sb;olC>BD{L)IIac1h$AgS`-Q@)0y^U_BJquUIsnYt6&{fzKDugI=i zmB=;ZU5S&NG8YH#KYCmesunJ*)d+yg$7vbs*Ec ze&o#==b3O^2$Hzih*;oxN>$YloLzfO5U!C?(MmM?cq|SU=%^Kdw>}?{*zaP?C9mUnuMSTYLEF^2ED{OYMmE36EAt!h zZU!)eyrm$h*Z?l_@KR$mN_b*4uiaYjIeZQ8{One6*&&OMmxfJS;c>2T3vYTLw}u96 zjQ6%$BM0b41^3eM`1TdNGyE@s5(;*k!rd&@qe&&+8>!vfeJ|b^c*Dwn@%rvFfb&3M z{dV$M>+UoB8RGPNG)j6Woe?BH&Cvk$KqIruM9;0NDe&t`H~7J}gp#llQ*xeE5@% z4*-B;>cD*`a2Z0_ue0!c?aywUV)ru@bY-^x=gDLavNHC7uEwqB*EI<~Ufh6`X*%Wg z8*3#?v?9D@ms(7Db;=gq<~P~znEiL`-wHXs=T!F_7?`FW5aj|D+FT9j+_t57G2O*u zdGtK-jgm`k|GP)_1*~?>1+`@D5*ZHvZi>!u#fl=-z+*aK$Zw>FlSSc?e8y}sGJ!AM zywbqwA+9fw$Wb|Z#z{XCcPXdNrr;JMHxx`#x$7(*5(rx@)y}=r$ey%k$SbxiGIXS{ zr;uvHPOz6^t^6gRdv;t47)ns@H4=JKCDA4PMPjro7~L`dQd=PSExJem4*yz1*Kbrv z9vg5&@pgiZ8~bbhCLyW?xWhTT%OY!Km>g$DHN9z4)Yvtx16@{rF6vK#dXJkD&#kun zw~QLMdEk!^{s&jD66PePEv_nSNan`L)~t+|^1238r*Bverx-)=Q(xGwGNS$r;|$mh zhaLL^f1BY>&itUT9ICSq{aI@W3vKSXFnU{>(I1F5T=nPf9Ngwb1Nyaz&mV=}h*BJd z`GNHH1yP9=8NCANj!c4|>6b!!0&x3g&*t1a17w98kZ?4A^ZNWacuGI_2CJon{U^mX zPy{BB{MDuxnCHSR~<*l_;;2_9sf_l zN<){dDIVyY5VA=S5cvc{4lY|!+JWtTu4R~y7mhK8KjUC#M4rj^MseJabQ`)}nY4>_ z19mih%=#HqYw2C9OX^mv{W1JYECxjoN-2**~!=~?MR()sC3$Fhy< zk4e0Ah%W^S^$zem)_k{ z4f`n)i$3#R?*Y`x!RaSHzhW4!IwEvV!V<=MpmB=_1iF=x{Wsb=WcT(;PkFZ$dmEgR z1=e7655Iil2@W<%DL%8cC9PW$yG8)WmuD7Qz&)Y%g1iBFS^oTKKcYNvS1S(y!z2L? z6;=%a#E{|eIl86CV$~2{Yxv4(;wBh4i*qeFjR9Fd2lKyG#JZgh571wUA!X$R36uYp z#QIv7&SWQ7S1>tOxN3tHWBRtp)ZxLN7vkG}SHvVdCCWyF*>hyO8VRzzXX3e{deft~k@1HjnPQzBP*Gql z*PmQSAwgF#MmD#z8>7EBEEqAiC(X@IG=875qpS>HZRo;#s4UVQI&m@jtESVz*U9amL-b z3GKipjtfEjQioE=l}_@EIL)#4P8L&PniabF8@6S{s`NeGPZ#mt9Y{oZmRxwo7d&Vd zHt;VfB>z)4!ni;S;Ggo7d24qioy&Xw{#Q`QHluvM?4TcRBpjFU4flpAHl|ynIGJQ7 zQJTP;du#RK-qlGUlyvHS#vKvsn*I6}0^sLy8aQkmL1vZ?FI5VS(#_8tGS@T12Z{Aw z1fH1{9%8VT*nW;h?mTja32JeOTG8VHD;WVdprd$RakaCgvASy!iJ7zSuu>b8$n1yP zElhJOm}mUXK=k!bv*cxSoHJA!=05&Cw`Ir;oW;%Tt;Y2@<&Gq^Rw?@P^+R4VFLInG z6RvKS;@>-~FT?PMf8_%k!mVzycCR0aZ&tsJ&raxjw`!Xl*dZ6rUU}&Sym}lbrcpO3 zP;!KotUxm%9J0XrB-iXg1k0G3hMP@dARH|GXX+uz(<)p7Ao4f)rLZE2aL0UH1ROHh zGkp^lwNc7Sz2bt1D}Njx=dFTE$8bbs06V~leQ1s44T>HsQNOR^pG0lXTp&JdY1ANU z*?cAS3W>{-e7-=Eq>eVyekrQo^iCRVknqw^sx#US>aiKHE?7KlzCyS(@|JM@$2tJq7{tomwEOyHRTWPUAoj5ma$b}xw19I&2%zDv`N%BHQYq(|1k*8O1 zfz$wN*mshe-6VBbL3RHtlpW4U1?vG}3*#IhCgu~Z9TvWs#FH=B&=w80_s4GebZ125 zAXKM~5si0xw6-wE%y5h>)_&Bk$m#}7iq)4Za^3;tuGVBX6PLu6RdJy?g1(b~ zaoH7uW$l@OG;v?2po%=k_^z5%j!d3l3{?>Pp969;?_zz@Z&h1&+@a@08FzWEKPtg2^rsR(n=;bif-g;x^ zY_4y4eV2hG7g%{tdxoDV6l$17NDHW3@5(ve61-)Go@y<6ths}he?KbmN-#Mn8p#Sf zgo>&G7oNQVNE{6#h4Kx1&UvP}5UxWzneb^AhAglmctY*w0gGKS9(T5Az7u-U86bt+#5t{JQ1f?%3%=hq#U*-pRUtnT+#sKLUp zq9~%Q!y5VAgLkdD%U`;Lo2;ivcCPuS!5mtsF~_Q0fMk41#S4749rKU1T>gawGS3My zHvFhRqvESkOp~Gm?ocV)`VeOn0+~{RfB8;DVMRdN<$a#Tv!Yutbgoq&xv`bcys5X* zEtZ;{YRcRpI^thtVgJL!Fav=OyG*itbAEKpVUzKQg+5DcgmaBm$=MF_(YiQYxA|pC zfHkA@+`=c5_z1)tY~xF64%Q|ai_qe1V(osHvtQRKomTl_lGQTgN48KbPpNk4V~R%= zS~2iF9I`^&fQ&UMt9Og1yiKImbhnkhhs$pr=H{TsIX-E%W7&9 z?#50k*~d$QAt)K}-zbV$&ag$16yZ!>n`EM`EPb0Qn3E1(dlzF&- zR9*KJHX9+l=mc5lAcLdF5TocN3yp?b?{aKBRc!4&Zj1BC(#svH8Q+rOS%C*Wyb+8` zPjU&|v$w8wF}3@viY@Jb@9-+f%@UVoLosiAqw)j<_;~mS0~<(yNNpOY@vLACd!~dh z@>Wuk$BJYg;b*!Tr~bOkbApnM%rxE__k9A6GN?U-=LtT^@v{LEPT9$H59ePOE)|y@R`%JmyY|P%L)K9-+zUq1B5I%oOHZH-` z)&hLbCUarmy`6&iU{7LQsdLZ4%;u-(!=o2gc+|S$qcnn|>?z^IybY?WSz@Jo^tTnR zn>(;bls{IwiTaAznH4qhUgw%_{GY1J3f<0+&%Rw+=*B@<)Fi| z*^8cMT4=W?y#&a0+{W)SoAcEZI*JsC=I^MGZR;)SOkGNxNh)QUWO&|}o(+sx`6kJM zCL)tW+LB!&zB zG6F%Uj1T?qRrjlibE0jn`tzGzJ5s=_6cCYhT82n`@$X7KP;MIvrRC7~@`1`)- zWP$sJnJQ4utb0a=E`{nCq1yBEc|(S*k&G+-M=yGK*llSU42aWjeM)zx99#uyIQzPK z`RWkgmkyMPkW1;jC-pB00eRX1ivhDqu?7j(_2z6^)OHg{$V%nkq%V=%u-onsP2}E_ zc|P;y8zi9d0~}rNyRcQ|Zr?_ywI)vqJ*Y(+hPAc70t;@5z{_vj4V9GBUK715HV}R# z`#yN%`n4wrp{x;A*=l6D{Cm@zf6wmvSzRJVPb|Hg-2^C-68_fBa6Xay=`p>R0#Yd= zk6uA5+<4vDO6!2;dJ2&v&;D#=zW3De-1}7OkYGv1B_@N_oW?{u_~5UCxwvZB@y9`JGWyD9WwrsmpZf#le6VGs!rzkq^ZV8@=_5c*fB1wIKY1pM+{EdSwJ@ze$w$U1D6 z{t8au)w@$Ydx&~>Bx8f0*(FcNb1*d7`S@(lokfiEx^TLOvi1`xem24LigI{@88Ogy zc?Q#O{)r+ZRUL|5wJO`9H?AWAauP#uix!*i;NlWH4#_E@X~?sEoagQEtVi5^RE92Y z19_yo5l{{4nPY4s*qFPI1?xF!KTTWuI=>V8KLA%isJ|EwtTM63s;S(1NOs+!JUGLY z=|%xjHmR2ml=Evg$PbsJ^JyIJ$Oi?=Vd@8*=QpZpTt4u$%y0qgPaPP> z!Yo!lBvM$-V|p|uI{~E$;&8NU4`I?>ZHmO26nKTPSCD1Pxih#B(np`xwId~J5a(t{ z!+DRV3f*c`B!}(|W0`r4=CkKT5+2qr;b`&eWWnpQvTe%VS0LC-Kg#sf_)pBNNkmG{ zO5G5RVMt7#{E0Na-T z&!YYVnyDAMuI_@3Dy&8@8_GUEQ`_3p4i4acQ=*M`eBwz*lZy}&r8h4oaJM|C+Lt5B z`V(=B&c|46t#L6wb8&T^`j_O34At+*WWzx&@D#b0wGLXVh|{&k4Jfz6v6QK~nfP z^eHIBZ&8!@PAck%ceXgv0000}NU(K7B`whfG7@mv(Y)yMY<11*?>p*}(72ywDV9}> zJuJYiaFf9H&PlclptxY6EZSGG(NGY}8y{fHU_pD<5-4I(bCF=`U)Ei&;hc*@R}<7| zAdzQmdjlndC&O-vIP=7U6xpuBk=$Ev7Pt~h2Lb!^GR9_>i-0B}QC&7ZghR?1SrNsq>3PjI3uzQo*-;0K z%RX~M60P>kypRF`Ee1S`;H{K-)y)tF!{!14me^{&BhA{=)|-73$I+Q}g!1>*j7~rZ z#)t5em#)e@L>Xbso$MNa%%z!_M~-O$uLZ@^83{$-eDin;a6~QNZ~ZdHd{e&FoNSKb z!3ubai{lH;dh*s^CyODrIq)4Q(Az(b7xyfVjjZo_{?zucx%GZmZ9U51dt;ipA z2hyFxu6jlJ8OsX3I)DUMzkD+xv`LOwfS9iLwkp&c{Q0J}7qzrXFt`)h{wS?(rG?(- zm@mvT9?Tl3q~1lKzln7$x+=(vu|@vRSGcIzU z>{y18k^)zAI$$TlOKnrv&1J+v1z9dDLk;~Y_nq+9nm9`fT!|Br!TKhxik?gfUp3Gm zJPa4#T6yR@T}#hRkJ&&3M)XlaJL}r+4n=k-0J+{;GzG^DgpBx1R6`&7OELcU_?w6e zpuUP(#*&8VA%lRv`VhpB`P6lcR z9rNjn!lvTZDK6q={^Y5P3SMWq3Ot;bJVZ1D&)Vp%xH43l&DhyI}!7>?*-aztX-6|KDFoJ z#+%n@L5LB;;Y?tfN)Z^V;6e?qfyc0lZkgoznq9mdU925M?ZO|5$V$Jo{D9 z)`g=qG`>cytjt<;WB#?sEQ_?lu&A25Az{-MXIox2mHyw3=(47LrXBRn%w=JU59*X3 z=TH{BLp3=79>7@1;2k;T3vi)y7V3`NN4o@wyYhx+g&F? z@Xmv9V6qb?K@w&|wEn-y2M?ztVfvc;+kZVy;hbP1zuqokVMM4b4}zxNbT zgX5NLB_*W*%}uQC{6<$vo#R{KHIZ%Luu@dC%ivFjVV|wGj2@|0j(A3k6{%!)0Ysbd zqkfYl32++n63>Yb*6c<)IP+_88O6+tT|prAZmg6GpUWndKFVSkBJ>bN$6J9e^{k;) zt9PV)>gTjlgCr~cNL3Rna}5*KF*tmO(x&V$v8Al%xY0KSU$9Mor>1Cg+ee=&LIUa* zGtx?*ptQ(Hzz%ynzn-w(wGZIRtD-*N?>2guZiaiEScspbO6?ZNNr7K}^Mgtj5JGwR zT;Zfr`iIOVL5m=rP1Dn5Qk=gn&yJxp<4HYJNpTuFf3sIAc@0q;8f!Eerz6n~y}Vxa_oV>Vvu6^ZJ`1ha!0Ug6Hyb=y&4?euUdQ|so1C5a1Y!sdg*wyxC=v|1|iw>=X9Lhl`$l?um6mvHrQ@D&3dIUu+ zZY~T71nhovO&U@lT*3re2+FxKcyn%i7D3MDADKux)#V(==8R&E9QZ@0mC|T$$|IW4NrXVyfx7wS>=hLNdWT7ghPnxwn-Q!d+lBzB8H*dao2CQ}8hySq>-c-FbEgrD(3-^q70b zuFTU%`KD37uAZ3==FL{}b}4_!;UiEL%*~yW7kM$`^gF0i0 zJr?x<$Vmh}FMWC)(nDDOmlish=gk=hQzc$@B$T-MA3k~$!v;U({WTm?n)ED&-O(R9 zIqtkK1t96TU?%mMm7vTFrmV5_%BPMg5*xB2Vu2%Tz$hk>8Vswr42zh+M~8%C>!eZ*6sTm{&SMusiwsFcoOX zM%14uy3$+XL+&|oLC=mat%lpY<(m&w1mk93JYqSg7X$P#!r{&~yGi>_!QKG$eMNuh z*)ZZBrrasW_N~LIii;I1jl(I zaKDP=WR}p4+qb58}kp zY-Ud(j8$JaD2dCg?7g9o;VvRO)G=n~>m8T+VFS7@qS6hW*+Xp}czIw=AX>cGWW|~L z-|ZPE?L;1HqLmGv)(0CFhjI`ibi}g&EZ|*$P>J}SpgIS4L&@Vx5D~!5`ny!mXSI}; zOyO#>Zq#(6Te0mZ^wkdwR*Avxp6@n~eOoXl2K$8J2i0>-Y~Xc4juGCV(0!a|vJsQA z;F0C*xuF8Kdr;6bs!Y#{TPl;&|H{uH9c7vqO)xJ0Zf8h`T2}7IzvX@{ypxu$r1l3U z-(p=aaWY(WS_~%%l4H3wA-ezVs|y5+}jF-#RXHo3Fi>5m88CYYhhdzGU4AZTz; zcj$XsXhi2L!0~MHKf6?ARd~2Rwcq_15CppF4@gtN49z&}UjO7 z8f#`7iav6C(|2nHIO?hq^c}^OJ769B;e>}@C{iIvF$r)q_c8`cM1QY`c*$*BeaPRq zr-p-p{^517GZFa`#+&y$g=4@|2g~rKjurD7gJE0qh3g|Ka%GEtBO83V{2ZXf&UGl> zV?Lw-bswQ1tmOEaj{YHMQs;*w7fi3^SKE(u0pJ!Ege-}G*_Mal#rKw={N5Dyp24!k zcW@->Nx`U1`yq&CrH?-(w5pzh=2Nv`z0x*l{H$_@+hymOy7yh=HE#~#63v;sUo>Kt z^<9sv91<7c5#T(U$}&r|^d0ql$2-tsK$(4X35M+)={|th9UJTR>yO!Yf_BiQ$ZFF| z0@Z=jvfEX2BTP8GbUyl-x1G6-$SW|}#Nf$>qr)lTJSq6X3x5O~>ri-81B7Aar?NsD z@9v#e9Q800I^&|07Ia$8oB1WMV34X#A@$Z~dZ^gPYOBD|Bod>fHKV=k;>!1FJD{dj zcP!5iid)aXU@+905C-o{_p?DrDNbUqa(*K4G(xewAsC3HO=pyi?(PQPgX9Ro~Et z%2gFujN=I5&z&?Uqg26~#HfT)*eWRPGo+EcW~BCVHO0mCmL!2YHN?YBk(AM)U^(BL zF5unT&f+Sz_|~V6syvNgmAMVw$Ih3hRYOfc%^Vu10%B=-yJv?0&j*eTCJPTOIrhQI zN#%kG({2Ch*9xxZU#a2;xQ--0SDrkL>#xPl{jDw{kaa|f^ry@?-sZ*k*^eB6>fEMW zx3_gSA37U53T(K41@kKxuwXSHxv<5v1NHMHVvf3LWG7&QGBgRLqh4{vjK1$Vz)IAy zWpqZhsq=!xO|niJa1NJ_1EdR!#E^?sDUmrb;ooITyUlR}9%o4v?^ry#UoD;Pg#!&X zKl`8Cq7OE?OBHxF`kxx);m(z16723756IHaz7_WR;08qqaZvnQ`eOSCT@coq57qmU z3f+EElo>7}jjGZ{g-UMySvcgrw_FI!5eqTr{%91Q0>0FWzL8(DbERI2WP=_5+$==M zW69^?Ku;&qO~qkOn+V*Q4L5`8JK!6%C3?R5M1Y7Js*ktKo0`Thr^(E=nreeyw;I}q zP@I`-NVLFkQQ?%FQeY>zy&G~p(;-#V#5|gQBZM7bg|jD*>gLbuRjIs^(V%M|T>kk4 zSknS zOOU`m+R_vFzXQyux5Gsj+$12Uz${;1?6)>~5M%+3>)Z&gmrJ|(MxH%VBJtA(evyb_ zwc+Cqo_`3h#(c@{;{Q!%!erwr&+35geVEWy8n3o^Pf7X^1dn^@U5$+}9urZ1np zl_W$dK<6@7z6F|43oYbl`#K-4=fzS*fP11#l)3YYUCVe7NvIr5QI~D&uUNlE( zAmK{>%5u#W2+XoylKBEPaLLwo&{SXb3h88~=oOA*TfYWhg(nO`xC(y1+p6%A42s$9 zRaC`;Y_cP9XFKHAW90GWp+CSE5m_9T5=WQweI)uT>q+UOI0Ell#Sy63lyhH@rG2VG z8+{dC#9XP_G(&GA2(U^8O;&6N?>eRU_1?#MnpBK8u2)Weuq&rN!9jb4A(!OK24kq+ zDP>ny9rD|EylfN}sno_IIUm_0Fs_m+s!*-*f@-_rSB_clI(R>~QphX_42&x5`_Agg z)%Y9A&f2m6mY7`aDAo3Cy}tcVFFfR{tE%_Kl_uQ)DD(=0x&N~Ka#8wctprIyhz8gdmur-!L+a);T zQ*Q2WPkNT6h-zlvfZFCR5ZMn*{LSD+?H7@zwb<$6RKt|oy`^GM35o9|S8n2l?MEpJH0M58MU{x#UXMxK+-n^(aEtF?*L2;3|!ho?q^ ze;~~)T3R{yp9>D=9hc%6|$OeDP37|sC5&@or7}PRx%9ZxoqxD zzg?()L*iq5KY9`U-EG|HF_6yj?NU!(Z_V8P>(_-33Ek#_4&JcUugg&kN-j6O8C*TO!J-Pk6d`n+T>EWS8tCWU>d3 zv5@TmPh?tfZ7&7_e{>Q_W(^ke&g&i!7&ua1CTPn6KPox56r4A9C(CGz4f-pCX;>|J zeUvm5L7@dDA6&~_hHTKiube~`b{Sy$ievF){YIZ|B=knTeDWPpo0PwO>bWny{G}sn z2|vg+o2{aH1H7^T>1*`6RE5ue-N1Jp$yOYhSTZ@(9{~)p(6-{8bH7-%TgEz)t)Uu= znuzWjlZgK)V{?P;yLuU7|BeU4Fq0g*M+1O_@~xYfS}tjo93i3??0mx6L2;H0`Nm_1 z3t51vjpoUUFaqMfRkH1kDZS%|+vKx>4n2%itgDBw4zxP1e8jz*AdF9bE>N%GPE1>x zTMLO~GL$@NY``?MUrevyr@ziTYoW!D5hx=|`Va-CC<1(an z$=UhN5!{s&*ntdEZ)=({g+9e}WoW73ogmN+6i_wz^Rm2K)$UE@Vtb=Jo%t}vrO-18 zT#+my)gCXyv3zZkL~mE&=Fyb?yNHu|f0Wr-x0zhXaS;*$1x+uK7Nf^(Yti;)E-9*{ z6IzConB+`)hPFmTxeEAap-uh zF_uc_HXpKL<0=U7S3!2DNf-@!>S;o3#WZ``#4y`a&vC5ET#tD&qkMb2z>?hec|QX8 zY3(OF)G3mV1^QsapdSc(zRLbC-j^9_(g$mkb~1_)h`xc>+K=v@s-Q(v>Ny@)?=QJBz&kt-(YJnC}JFAp}q({Xw zSyy@itjq0S+q_Ng*t*ZL9`-W9dLp*5X^T-lr539IFYZnW+SzQhT7z?TA@as8TViM1 zHRx<+?Hi_d-SYw*ymbn^jFwZhkDze#f}p;=3L^LqaOp;K8>sIGOtZB9CHLMaAZ&&e zt=O8!6zgNh4)$z7F>g}SHVA3Bzjv#DKkIc7v8f%uRZRLDKHeAT{)iG3rHU}b?;ZiE z@Lv=SrSxN^So4(tIlE|JfLQ8JD&ApYfvv?QSRF~<&a+${yg6}dR6!egek`<*-@@UuMSt0!2%}@rA6&5if6y=}inTeC$zh$}AD zyopW6s`sXe^8R6lw8nz(8I z(V(PRHpd=0KS4>f;mfju#LfIa@X18H&B_V&5&ODb%CmaRnZ6_2-tRFgqJeyAIY>-5 zsc0-4iK5Dq=q>SXb-RS`qXS}7?aK&7d_EIh{8ehxp;0&0u~X9we~o;08FPAQ!O|c( zWgE>F=J7GuA?pZ~u08a2VRUaP-dmgguFN97y9*GV8A_#fFtc z!!GI(%EXl}lDH4X5y~;PVIUE3H!x<|FQ4>CL+|W#wQ_;fcoh~TF7lFmGrpj8U~Kx% zm$8_UJ$a!(UEZmuMs$=Y-ii!hBJV+CM!}|L*$kwLK*4O0g!H6@+$_)>ze2yh& zodc`)6glzJcEB2CT9mlxC=peK2U3mvHDH9a?Ro+J&#&Kim{*RY=k(w=5fzkrjVNd@#HE>mng1@ICs-Sw8ZeK0)PIeP3alF4PuUc6U=6oIU?6jI;7yeRs> zIDHWfi5QLYFaw$BtKi1)efu2`{OjB1_fVJOhT{>D*6fw;Eg$eZHxO`sU98oGTE@ zpaZX>6#dd(#q|~-QM#8Sb{?YTz25 zCJ+!;X6Z-I0B6+Bjr&mM*QzgUrjmdytPf<^f_;Hj`$Up<0fz&lpHv3>sqnPR9gcp_ zMgnj_lj@tuMp`_%Ynj@>br#ucJ)7-=i_dg!S4}EASB|&*9ZJ7=A>eMsC4Oo_#!8L3 zz56b(a>xmTb3rok!HN{PZHg$9-wiRhZl@vy!mm-o*^5+v#E1<=I!a3f__cy% zxn9mXvlbffx_lirDFr`(YeQq9ExFS`P_I;p1#e4H!2lon=^j0$M)EU*U> z`{Vi$0m}tY>ektbjXCTo$#!{m$uu@aP*SyXB(m1gq3tR>9P;2peFhCAi&q2KXn`fI zN~y08ewS$hr*XrornKfTM;XKXP&6_cn75sj5*ukPEoM^EyuSNy+ z^HIsvlkhh_lmp;hOQ=qVHfO)|JuyF9Xka}`)GVF8k7R+Lv`+`)$%wyAx0dgD3LW*j zQ*N@e@n@Exc~yn_XkyGwOAe71uPbF9WUkMo7y$~{3zF-L8}fZlf{+OXWc^(~iLA%4 z-D)e_T)$9rB10~P!hx|btQB@KY7a~Rmr-l@>vFE+f>DHXYC=j+H8ZWE-{tZZCHb~F z@#gG=-#a*~Pnz(2++yFzn}g>$V@8d52IFt23i;_TTVXhTgKPF<-)PDVGm8bt&P5|B#V2YEcLi$!Z7FANszLN;?WIdg~m#JZU zz=m1L4sJcLHX>^^ypyx$Mci3Md*)2VZP`tMT+7Ww$HBwU%`2}ATiT6+X1-*;J(NTl zczQ}l8Te~hElO>e$DZ!l2_7Qg$TYnB~A(PiR<*&d!Kj|DLzSiSn z4qB{pN)FooV!7pJbx?8ozR8y!*E5$3LBGQ2Kb@nCJh%<#3)|YiB@UZK!1Y=ysGcpW zFajY!S4zRD>3Mw&XEiD>qC-}%ygVU{Vm!X2I^x`$Sj#mH$EwP@iH_(D;~f-z8zFM21HPRtZ3fMH z*wD*I>^A>F$DvkJ>8|FCqm#}n0osan;RjHr31wP&kf5c%QV@_LyRiYejxD;=u`un% zMQe^e2ERvEF1x0CkY~(=_0xl0T9j`M9PGHJd=8DVX{(C2fhE7krE^gL;llIoVl2y^ zhl(H=ok7bNEwAG_B{u`zx`>5Hk?4U;w|MX14;VMLr53$z=hPgEE7I+Hz!(KErE54U zB=r7?UtYH0BHIB1xe$w?{Hh?d>L2b8F0NufonYp=&PDn*;~R#sxR5-BI>C{9_w{XdRkuwN0u1Y{HJ|>=tE_{X?by)i&P> z!JnqFD-n*4V`it-3(scwyF$1t)&Qkjm@elkxg<3N)2l{s5sES>kdlGMGkoAvFE8(g zF_chkqlrr(jlf26o{?$t3%fPD_3=Vtn{^Eniw0*GsOskzKu|*LPuQ_Ku^QploP23X z#Bv9?W++_lW66n)UBhOg95A9y@zRz-%AGSiZATpNe0&87?@k;CvK%Q%&%cfr!^UD$ z-`MLd6<;YxWdPB9L$$)bUmX>Z!fR8@B?y1VVk+Um=i=)T=3Lbf4anGM{v_O1`?uQA@72^UTPU?-seF?!zDsubZ8X*fyvyRtf zajL|96WQExJ9VAe@!(K9S=%;uyW*2NEz26|`6{83l!V1F@!L^G{)pKaNNDRST3V7v zwTk{QIL`Al4Gjvjc#;_D@E7ckx3-|c9+ifPEDau9&aUvGRnjCW)w;JaBA7grr@POTuH)CFRepcON4PTif}?B-+{Z z91{%e7lYBILJci;p)Vj}+N_#jK|BM;kC{HYfrL`ARY!kn9hG`VwWQcxd(n2LtjHjg zAg~(~z#&^I92L-gYQp+JUq0xEmG|BqHLlHvw^?a}lLTk?7E(qDWXWd=;p(nw`NkHM zD(C|wFgFb~+)(0QH)cq3w{URV-k>c8@cLU|)-OK!d~{Jc2vDPeVn0%V7idh6ARnZD ztv)YTW(pXFIV0@p;G*RaNt);K^$|e&8*(x6<~5szejm!at3nGY>t}!mP-sEGA>kxZ zLWQxqBHz-2`%8oIb1Z9mwqwz6GmERdI1AqJf-=;koO$!^Hz|1OMvlxqS&&27WTUw0 zn5bdw!qfHSZ1}J~1JYZRTYX6rj_qjRL#w-*@mKwUqI=ZCb*+m`rV;`L4y0m)>yJeN z#sX4uM6+xw#mmBD1tvL{u2qFL71mj0%!b-^=MS5NYxqS&6jQ4$e++qBm9m5A$6>AL zOEj9}*ZB;2z;Kac*I<|P-^bH3V9pAjCACD?(~R?+vb?<8r@C{=z*UVKP6y-S)!7~H zu6s%1bMaW3Y#Kq6fEl2+U>XM^?l|y+SVgUg?irH_Xlylo$?asvqu& zahl|qQy^Icl>D-l=>-5}fJeh$C%${_ul{ZhJjcq#^}p>Dpsn@@htVe=(p1mMajU?9 z&Gt&D^Q&d_w06czAy1Q^0Gw2VUNJ##@tVHgQ0kc~Fxg|szp>d)<~*McLMgRcx#twUEbL5ZMxo!N)3^RIW zE?5RU#YECwAf-`C*WmwT3mz1fHeQP-lg9pfb2=qB6e9XwHj$(Ysg*&KNIkvh9ykE=tzpAjfYAZn}SXas1(SlmI##1E%M zcZB!?@cA}V(fUdmL2SghS6j&&FaU{p;I`Q3NR`>w+nT*NxFuHmSbV!*7=lN##2k!_ z-g|$%an`C$?i*pIU$mIoPw8)Rc)Pg zt}^bhm(yun(41=}#6%tapM5LXwOO3f(%2b$aA6UhPfK3n6}}=i%$7~Uh$dZwMKpxD z{PGBln^}=g=zmtL8Va2#_#4de%rkoI^IED%$&5GrnPvV8w~upvvX~MXo!!iM<2&h< ziAGNk6{{?yM(%HkeeOWcataiYpr0p6x6PPSchq@&wu*bYZj?qIN8{cW<<0jt>UR#i=^sQ~tbol#t(}E7!AY z4K5gLbDq(+%y0P`D(=4aqAl@+E$-A!yYwAYXZRpGpUcR0BZBm!uT|}pf8zPGj$~j> z9NcHK$~j3X46 z`?^IRU9s8ppr&Q5^h_n2c924_nfG}VE{Fxrw|67KRd5Nbi#!;Hn69uV?z*B_R%)IK zar~?nKMr!=G96m%40W@fC&U*I2{LhLOry&x4~I1OeHUkgf+NjR#1EeMyt4%*hTjsj&pRC? zfox`9S^P89SPK)MqqD<-IiBYiB`1+US%i5betHnGoG{0djgRY2>v(wnG~i|V8zOD; zFWrrbbi?x4rGYS7#wI7>WE_(hb>Mo2(EYcyAp2L%rq$E*Cwrq=m^7um6T?s9f+cTe z9AF=%Rg4GG(Xu?`$H)WbbKfo!mGfQ3fN*8lTVzo6v-5)X=N`u!5>pl8C<{zHi;>z%DO=+FDZ%VgsD7tv2*3-E}~|7?>OZKSFW(>;gy<#8S$@xb(Dl$J&UY?al{(-&nsj)7uT z8k>}US_#i54K9rIp+X;s0(*^_xd%kqwjLE*t8MWRrK&DKGPSErGx0ng&2ZU_GN0s> z$a;7~4rK{mh22i23;uGtb2xzkr4U0YZ`)~Z53E4$G^hIGElp|E2L#G-q&*+Lb96sxdRk&(XBZfcV#WIj*P^K_pz}Jg$WgLBK^I(bCTjiBVf(U z;QkR=o@M3;jZE06?^oTLX}P?R^&$&~thUUf;QMJ&_R!OXITo}R}vkv*2qvH&?By2Yb$?BY<&Y6$)DW6~W|5W$J*LH}7 zZteoA%*-z2$*jNKiVIBunq}icnTcRJT}q6*6h)^A@u1kgeRVCR@(OL-$yJw25fnF4 zberQI+pTNwnei0GAvf`#cs&Gh4&FiZ$$h8#c~H~tPpi$KIZOw~SC)L$KC14$?@IRt zy=ylc(PvNoh9jPEP0<6L{EComU(Sk?cDtB(17c)fUP~L)T+5}QZV0)MzY38Cia8Z$ z%?~4b{9aR0xy)1xw|niW9ccTfZ|Q1N-36*_r=2u9ePsS%U7X1hi>Ey(!*g{MQi!e+ zjc%)A&?ncrNZdEIIdQvHmovG;BFbK&YxKJ-Kb{XKZwm;7ePRhJ{sPP5$`< zR=8c@G{7w*;srpZLzTM4ty#}|Hr0y0kpx!VI`Hdr1&NglF6)mEe}(1qXAX=;TLjX# zBf_}}LwcE^1CCr~xnOjD<5j%4)F9uPG{&}_zF4;1o%7#dT8+7ZCn`P#R9*5&0E}`@ z_+Y|e^1~%)P;^eDV5@#*ns$oFn-NdcX&TFOx4{G zJe&`TYRMz~eHg@Mu?8t)%#1zIMM+Fz1w8Sb>@Xkyo-hy7K)Oib6*hvFkU-JRw0Jh1 zy~6f%FSkyOJyagIuWZ-4C{z#A!(dE=#dr5P*vd+H2GX4Jm#9>&hzn)c4NP8`gPNy} z$B&G%4Qm2EhyET9dSi1Ah3PDP@T5IyFSB?eOM{h@jnKH3O(#g3C?phpFO^%B_e{D^ zhaZ^a+Qv3YoFWr9EF8VAL`1lGch#zX$5r0p@PK2>g+kr8lZ7#y2#1y7N05P z$8AVpkb`M|8J~MaCiX>v$cOs6^n^wMR2ervTIHl)8DmayK-z$FCd5JvdaK@(ldp@PDH|m>UFFDdC9$W&oK-8l}p%_3Gh#LZj!Igyj;tA6%n4 z`jE%N^W4{9tuI&|>?9*s+G}bUI-z3t!CXBCJ*$1N8ivr*Tt}(T$eG8+PwE$-pI^99 zs?{n-x6EaiUAX;Y;hpQ*a>j3J{B182UKNn`ryC&dIFt2zSS_1P@Nf zf)U09%$!s)%)6OfKnFL%fGtKmm-kDdslzqkDO9=vUkB3@H3e z(`v;+MI5t%`dSFJPxy6Q#Xdt7~eKsEJ6$z4oa{(g@N?#&4E)FIhKm>Fg*JStcEaK?l70ANlLdV>6@Al1?R z#H7j2-Cg$^*Zj`&cjN|=J6_>65pgK6EC?`TKV)kKL6eQYQp_cbwFVBuo0!a&J0A}e zsN@05C&IqJNvE^Up}c==6VwVNLqH7}v?kcSR)lVQ+>9FZX(H;f1h6#^N{QsBX*MJ! z4J^v=l#DuDMMiJ7uTqn%B~E!skA4tm8CK;%50S2^?yJ3#4*1~)p3dg?!A_OV)(x)h zz%PbDCk0daKp7ZfLbZT7-hH25)pbnZAUmMK_KByKRQvVe<$^GlT|kA?s0RIeJ30gv z(Ee9*PgTngzD;>)dt8QTA0KdWfDP-6>s-xaFdf*ToukA|W#p;9XY#@z2+8T_4 zN)x~voiwco?SNu&@|iu)>3B=Lb}v&?mw=q)38x_C`2sS?yzw}gO9M+v6dW!n^|8hH zE|c+w87%4dRL66*$=QnFN-Z}n>3B~#p>g4p-blu|hmK-FE0xW$H#T}?y7jq+9tZmX z3xcr-Y{~4%gYWVM0_4J%e|nC;-n9R@K9S&(r}5=d={e{# z%AND$Fa;*h$nizW8Wxkn*o5Hs1)B6Q9c0MOvMo>9)kt4Po>HasYo-wNnU0o$GCy|K znVZ+l3ZqK{PLYSA>-m})vndq!I0eRM<=<|{M9dNPr{!+L4IC!Y%#Q#4+{YqrF(~G` z^U&ZfkrdZU40e2J$bEHU|BP?ErG{73mh9kRb;Wg=SB((YQT_qE?uDAo(yv*z8lStm zmEoVRkkLn<(UP0zu4Mb$TbEz#PWlMvQ~HRyb|D;fFc*5?Tp|;gYUH=uGsQQV7?Kh0 zPgh$fy<`o$w8g4pqLv`mYgn!PnEkR4SPQJ-_;Y#%ww~Y$2b6D48daYPzAiGbh(qvC z!-ido^bB-0of1*LmpBRkP_A?XC*=C@<$_KQ*JS()sWL_V||JO2N5CP-V=Cf zvmy@Q)`3u^=xp~WXjlGfW4Vxs@KL^=Iz?Y&4NG`_7$AT#K`kvM*9`(hcw_Gh&5{@-S*36DYXPL_73okmxtC?T2bA$lheR+btk6iA~&G#5Y`-Y&vdc zU%+9&MnEa42DdJkJK#`7(TCoHT$7)}i-V`@w5GGSAl|f!+wRWi+VIn`;j2a`+(0 zotUQ`T8pU<;U?nx`s9j=xNiVLIE}Aad~=aV-kY@ZPl zf{eV7?EuJLMf}eoOA5o>SsE3;}cD!-32m8h854F;I z8^t5m+4|Bv9lkOzKTT8eW{tXTPV(d`9Z>W(Y`pYl|8XM8_cp|+du^om^I(*|v&jFk zk5&FtY^3H}o3H?dK!EfqT9*UVif^02i0B6@Dpn2mU&M_O7l7s9%8Q9_e`iC{P7kRi4UH--}HID6tuk zS+LJ2>^&OKMH@WEVb2gW=v(h-VmUx0p6BH}G_LtC3%CnB+uBh=8>%RQFTz40MLFEfWve+rve)8M>YRN>3^ho(~ii zG@&OUuFV+>U!s8B%6?4}v=6Q7iK@~+w-h=hd=n!81nTq03)onWDd(EJA^Gs5Yv^`n zMMQ#BN);Fg+`VtN6oaaUrqJMs3GZ_qr9gH#q|EkG73}rIODQcWF(ceTp7&wD`!-3uOD@J^cP5;($2%Iz zhOW{wL=Wb>Q1>AA_@xbJ>D2v5i{N_?WU}wV>?aBHr(X1KkYtK8swe9+zq>|r z8%W|9sJbbAqd(A-MWeFYeQias4^2yCpJofO7<`+T%eK?h4@l4%A1OkRYKG-P+5PSR z3?Dbk??SK;Y~D%G-ifoaK)y%x)-|IlM-FW?PiidQHL)Jkk9sr1Du+_dVo69ZwghHoZ4(+zDrAKivyt~B8WEffjgHKHou7%q7j{6Z*BCjn~5uXbb*5Dw8~NqoQT5XHi=Dmxm9l{ z8~?N1?;ih}yQ70lwpgj&okQ-uT|GosP=$GI zJ?J?}!iN{{3sXm_2l)Wk+gF?Mw6$v{>*jfBqk)=acRcZ8EBjWJycrnD+ctc)fL8U)SFRTVa|@MzJ1JA(on!`~v2&f4I>X(|-2yqvKs4(d9gK{8kpQ3nG8jF90h*)W0xNFdk3SG0-M-{=)PF`?p($C;rH91kX)e z))$bahRs{xCuC!E8>n?|i9epMM%4p(%oMDcx$gp0V zI$R|A?1Cca(ghml+$RxO)8}5dNVPl4A&6<0M4P&aXWL;0nIvswa)2u05(#3>{at-{ zf(zN`MU_6>{C;~avPsBiAi*Kc&2fCtUQoQknMT)PFWwuck%gY-9Lc$$q<%@QYWDK%9}HSf*t_?({v0|rB0$PDS#4RPg7FJSnCpWu9!H6^H<$X zxYG6N1P_lS$&2gqcbdcI{$Kr{_l+G(+S3*tr(H?#94Ne-;<uwT$ zU6xVNkugNw8Ec~Lb0f;c!%o?oi)3(p&Ww(){-YEq?z6eo$xUi&zP$g3K=UQ6=_UZj zK&t@qmxJF_`Ev-vhx@@GLmV&+q}Gn{Id`}!k!B5)3eemKj<-3fLgugUt=Wy_pp(jr z8iMLYLGTbmBKT4_35NjC7wVE%GiyXUp_|P&v3X`%Pn!3+-@4?G&!O?i;|}Rc!$h1c zCfS%lzm(i(&bl3;u43Po+dGuzFgkkRPe97?zfdhtjZ)GXgUpIAtADxK#x{8yWB{*nM zTz+5!yS3{B!Eo#}uv3dtX$RRUj`uFzLCbz68tthh~b{SwxPO6?2CWsxI7YTzW+fd zBx}3QZ~qoeZCZc6OHG!i^qYFazXEbH%g4KHn)5LpA%H!u6+VRVf2NBF#e!?ADEmB- z-}etPB8HIc`BHjZOvvJNQjThcABuJTSC$mX=st^#C|*Sua7&hVzc z{C4DJemN@m0}`7npI5Gntw42W!Q|WARp8DBTW8`t2?+=74c!myq`aq5Ji7hhb{di+ z{26S|_DF!E_)swK7~JcNi;xY#Vv+SnZ?&1Hp!EMvWZDSbnawGCGu*pZxgjJBF>_5C zFQwH3$=|MuU!PHNAhuDDKWrB^lGV4~<&up0i~(|fK~frkYcyZ!HCoHzCszZ5N+EN( z5m;;+w(q)`ye+X$V~23d#HN1R%%bs!q)0Ilji7cw-~s8yt(<8yHOJ3ilC_u<9F+w&fEgWT$w!9nwtc261Npg7X$Z7O=TW@(mZY0%L(V>a>I1bDr%wy z*2-dR8;$njkj}S zOL_s$cd_olsRiz+YwRc8*rO92srE3Hf=$u0zz+iGMCS#))x?HEn9BY-j9CAlC>OeB zkP!oL=u5oENcbn%5bv*$ ze_?3+qAq=q&D>~0avbT8xDTjN>r~>pQdY=CbO|yHtEd4mIae1f3sQ`kcTk<@2wg#K zDvxLNXzO$PS-$oZ)G2(UEW%2d(s~VU7EIQ_Fgq8~^Za}643kEuX+a7LXVwseqgLbB z8DrKo1Z*oC3+rc(=H{4xNcXED(fTQ$C%d7#1546=z@hOT{5LkG+dALxA?5bceBcNJTZ7X+lAGde#bGcM;Q}@lr zt*JYRE#K}v!>+u|IwsHiu&w3rj=088BoHrXj&MRg9wV5^YAzJ)q!*}{f^9Er1J4f{ z&vTne3zasfg8?SD-=x}Xowue9`mD0I!8`;y!orp=|A$g{LdIYm=c7D$;PIPF%qJ3E zEbM<5J4amYKJ&Buu+CMr0ud5@zsSn13a97*3p{_!bj{F}r^-+LeiiMmw@V$jj!;J~ z;#WFgw9SCG1~m0`1`f?hF7s1x+iuI4?&Aq6gT z3KW_LU9qAp(k_c*JE`CZ4He#VTTb)`+n4LCTVs#mN3}fCD(X6NO^-+ticfaXp+C~m zs@%5mV$w1W>=cmCMRA(7TORRWX7+1v&G?TzAUscrlkn}78>j2F*5Jc?e*V^#5-9>= zH4C+nRodh!+%eT=B*%UZC`z!Gg=ei__ft>vtO!P zD8u#fe)-ugE>pOvD9!S-gExf`@HjqKbz7oFbwG>`B5@s5u3krvv}4Mdu+Toyy+UnN zO}My%qe&T^EKv|_U;6Hc4(@Z}#_UlQi(&p~${vJ`EU`qu$|PFm)f-!2?Qht{ss5hd zXK*B0BBv4?86Qmc6c_0rn{zCU9jp= znkO}QTl)eCIvOfk}weO}Jsyj(L5*TOV$5k~=Y1_8^0Pax}->Y`$CrD?-Ujs$|p--j9#0#?TLAI+gKlRUZ^Qe z?A1mu4+h`+(4y{D<1h((&;n$olg#jx6giiF80Y!mzc&FFUr<&-kS%k*;_d#m6l&56 zY%0U$LDzC1MyKY+ z;lgR1=kfXH^54rk)A)*5ub_$tUTV^q@+){whAy3)IxcYd0 zwKGLp<}k6nu?k$IU-ND`Vjx$kTj*DRdk5K^D;@*`uEy^(|S1kY7Do+ z8L}--Q9a?2yaS&ETXPWsLd5BovePc z4ijAFb0&P<9z;r>g#^f*sLzLX^Dj1}u=G7NdWFHjwaVM%(k`TgAU)PzfQS6G{?ww= zt6V!9YywalyI8`klRYX=C#MP%bj1oaSFTbh#>@~tC-sx)s$1A#m6n|uvu{o-#Y1wSMr6ja6H3VR)ew{s?!0TQB6SkTP5;}ei(liD09Hk#XJ zjcL2rF^%L>0e)nw7tUu9l4zG_O&q*dGn^8m<)29 zu4FcI(kA4pb?5Efg=$;P%>(L@-0er;3MdgKb~X#tHt0|s?JoEW_^6i#BF2=R7~~c< z^Z$-V$t=Lel)t1kEw6%kJP&K5!;ec$zFLeqKfbK=mEW-dz|#0LtJ_1FyC1 zXWA8$z8fa?Hb+T$6q?7Oa3>{nq-sul#teqJd4(2}m?KcN?WFRAbrv%4lq_z3;ilX- z0JN>M*KKiIfc##kV^MB@@~5qe^LCqytD zDs_w=;LY8L&m^zz(6VZ2qNYxRjEGj0#RT(odmDLKMbB0+znyJOjh1m-hf0wVdS3Zz z9U^J$9pAo{_Xz0vX^!-bkxKi^cb47eJQidvP19_cfSQf+M=QkxS(c)|(hyH76vsmU zdYM!1IA%$c?a?}7$$e*zy4Uvk=EISs-6xksq6UB8D-Z&PT;$Nc01aC>`O(=zl1Q2v z;LarXyy48F%J}>+6VdHI<|#IvXxD2;8rtkTM$y?cNOdANqF{VFO`jYfKy6Kf(`nQX zo_~ZafG-PbT$LYmA^MZ`M+JD8VV9k?!-AwhHASn*%8o#@`9^@W+nKlmyvWsluYNS!wL*r`{ihWY0#x&UEW3%trKqT)(^u1qNq>pQ_us7K#CrRyD1U zWh*y6d@QCYu1qCXwXP2ciN;n&zd))ti)iYTa+KQ9gvoA<<6A9O| zU%uVYnnFIS)z*!jsIB%}kvcC8djSs?;?DNl48L)4Kq+UV1eZQ33Ld)dhM=P??lHzL zyeS4Ka+!X>XIUM(Lp6s7IIOp6>UZ$N!CrSINM-`Xvt-`}5WK09ayp_wOj>bj6X3JC z&Nwqs2^$BAnOc7JbHd{v(i~;i*0WBSM_4L7F9AZrWSqQ4aQh zkK|#4saLL^i@v&fW~y_cmSNDWs6s|GPK3}E)Fc(&zsOAT5xq{gKb+-sGIY#S{xiI; zeSKxSJ7Bp!xG2_Cbi?tUQlAjl7_pjd06tbOfMQ8@;W5nt&LW|Jx%ieR;#G}G|9IE+ub3D?F1`N$@iwS)hM6avV(@7vW{DTJ$kKqaA=Ju7cI$>2)mx0lYV@ z^#$b;gycRx0}BYZf`(R3O4yy7+3Y495_6?vK3f#jS#ryZo6^X0`&9!l_{!+Lb?%2M0k7y=1EVVCdTN5w>3Tp&6^NnQu$ zA2|~^5E@Rn#4E0IA$;)BswUpY?EKC$p$C-sm=tDU&~W+--t(+mbl?|)BBFvSVFWFF zugbFu*cmav2&*Cl4`f%iT8!V+&;I)h!i~b_umuckIWda|&iZYmCxvFvnf^IQiwqfx z_x@r3T?+!D_>#vP z)?OL{#aA1pb;G|}j7%+CM=@`G#V}VPG4T%CcOeRE>&#;+3*e)FYvq>+nr?chF7Z1S z?j8a-%SUTD5nQ4^qH0k?5lL$yC+>x>BHLuv(pGbF5$e32c!OHUP4RB@PeqS9E~+%uy|^`i%g24yAWf* z1PE)Yn70$9hD;5ZCmDgM$uEa`pmzZNRcUh0po0%{@Xpjrj)uU=BVU{N%u)>4e|so< zYKQmfu_I(GpDm#Dz6A<$u4v#l$tlVKQ;|?a($6wI^^f6w3AY~0sy0)z)Wh|Ns)uV2r<*#>5v}I5kgjY4zhVvfjW@ij?^;#mF(kjZl!124` zpS5USB#l|4+e&H^T@dMfT#lqAPsqC_>FQni5*}&;h9vwm~<6pOBKbVdCjZ{D&ZTjVJw~bq!D6f<5WpOO} z#NfA5CkXrC_5FyoXiv>GUKbkcYBuVF5bfo;JSL#@?QE0lf!5t1o%+@=?uNs$K&rN+4NzJc~E5^KHMF{8~KLk_5pLh8Zb6x{AV(42ZzR}Fh_k}1n=QjAhg z{ExsjY{b5e3TQ&?5Q(ZIE!CaTLmC<_g(lAuLhR zPd6e~Q=1iW8NzOech!7U?6U98g0P_OuxeEw!s>gy63$4ZA%xwVu6p$em~pps6?Bmr z00pEc=IuzS)Z|c~3e8zeASCBuE6zjRO`y5Y;&Bf z=fEU5-V)@t3Ea4gABEc#S>-S$jn%9+a_n{bOpzDis=r^@7!V6evyjSTx#kc4*ehkG zb=bV4F+!Ia<|O?c^&ChgPqT*s{k!1RjJF}SjOb*JOgVdzrBV%U1WvU=%SfrD#LwGE zQm@tvaTn*8L=l1^0gDDcA5~uc=98t@;^Rh`go$?1`1h&6Iv^~quSiw*gj6=|Pmlv| zA1(F^zpT#5Q;%QiD**R!1Z}z_uSE|EqAQG#tO7{ZH2GoR@cO(F65CEUT*d+dXhyc$ zdp#4)waWv`fsc(8u|#MxPgSS*FI4*-TaQjtWnkK&tUnp_ezY?mE4Gnf;`<8vDSR#x zF5WS*K0n>^`88-u4Ezpeb@i#y*8_%!T}XvHNbK(Jt;#I=KFD+vLm?EQP{M}YV7pdN zw>C}Il3y>1yIl~-JPGxGoET?xH3M`UW{O`CJ>xQ=5y^7&P9-h-GZ?)Zc!zCW2r^j- zg^BcapNy^X>-q;Fj}eNOxTFr1N&ZsoosGcP1G7n!WTi29Wc3)A9k&ZRtB#YJs4PnHL-*;%`W&j3Crh0TF zEh|Z3n*nBk$K7b@P6_@qK@5bR8>@dGzcq~^8m8s3aFdNBSev{;5uhy0s&5WvAP=<5 zRa8W%qQXwD%hzA>+r%voM`3dEJE#f0U>X33POQ{5kt;xhxa>|cC7pRtyJnO*If#{5 z)i7^69FR4eAIlHiHEM#)A-EYm9hUbwvWR;K4Hf9#CNvH!a&;iJ!6vULmFag4d4Gro zbTb8S_P}2?Q9iA3NqvC3BH4Iw2>sw-nn8hkdAs=ap%Vc-`Zu!VhoSAya^rgkB;^-A zC~gi0^Nhwy?+|sqY(QzaDn&SZm@0#f3;5;+esMvmzuqbWw1Yx?Czq@8ABP=s$_%jU zdjanv+OfKtzI->wC0~O`x)CGPkqNC;3O%iYx@9xMF&-N4)zmDuGe)a~!f)>Ob#_T$ zjq~}98!I>J4|0m9DlFSIq|~xZq*d}ngY{8k2u4<4K)2L1hkh{Bj35Ba(4_et|5GSV z_Q=Bn!R7vj>o%9#ww(KM30^sh!WbK_3Z?6NaAEeg*R>+9Ky%@#sdmhU-&>4p5zbv4 z0bb11KwTs`WJ+K6l)pY=W$TEpuR`kY(ciY-z5}*3JyS-QgFnYUf2g*yj07sPb7E61 z>QuWm0bfW{S|7RE%6~~tB2!|=EvXKHR{DEK00JvoZ6<|Fr`RbX0@F{vVF7)iZ7JLl z)|a0nFd_l+fNi#y@>f*uE&|_>(%9K&EPQb}89G`Y^jGAZsE0u^L`7wigcp#;wICs< z_)edZIew>~3E0WDz-M>2>W*B$M|YuO4u+`}y^{aTu-6vEG;)5%Amzj)Ic*C7^@Hwo zXWY_!RO1=FRf1NHYH8-raX7kZvT@2jzk)w=`3f8V5pEMOG*Qi;Rt+ZE5e30a^DlS6 zsBFgl`DQq=p~-^KED*__a9(8*}_h|RVvd3itDM3xO=l*gX(e-{Z? z;`*7e@OFJ9=f_ zyGilg$2vcMUm?XU(QSA5f<+B^CD4ZF5h2Tkl07iDHn*avS7+>RXooRs+052D8-FM1 zEvJj!vQRk(J-=uR)bT~QKo3|wU6A}9o&AT=3yveM_o9WzXbdXpRIu;PCCkKHD3zXLtHf^^etA0|2fm(XqK#gaww0OFHEK1)dU8h; zISO*!68tytGNmzh4OsXZaq~|~CxxqdlFbDhuw9d*k>;@s(1@uD88BbP=_x}P@IX`EjbIvpP8+d#F7Bl{&sgU<<;`F0HyN)L)+wbK$IZP}Z zF2F|FJsF_Rc86#C{8{?+%&>lqH20H3(?$s9@)jJ*70ehlgt55*X>~}u+X{;yco@*P ztp%Pt)TySvuQ0lhQNOM8g6QT5<;l8$k1)ZirD~edr!K{>DloM-pO|4N&=tgk{X*pb zb>q54DRE~2SmW(RyNR@#1N2}cas5E=td_pw$!N}_ai_r3A>XO7m;y$@;20w$u*W&vo- zR)Iicr_(^Z^LJBuJ_OUN9yd{mpIKo_mf{r&H4=KzZDDw-VT97XJi?bj0{gfB^dj|{ zIJX2ie#AM1M=_T!-Z{m#iH^Z&L!?Q(_l-*D=^bKZ2fg&Mq^2|Q+0w7W&Vh7@a{!B2 z4UnxVXH9Xi+VAegVyegcK3wJQt*n}?{p0#vsj_u>Ph{c z(0<4C=m#54$_JV4CiA!=)3*=MfGMHKLS)783iDsa-i5nSX+f1ZlUPB&wYba)n*4+0 zW1*f6;9s1pZ04e)r%;xcjjCiH>NAot+n~P&_zp>rnFq2m&(Tq4(t5hY4p1lSFe#Y$ z%O=9LNYmF9M1|#lMYA z!riaO?f!!nW_*N|CI&kjwptvqO>Txz?9(Dibifh{4n``(?k5dX#b`B_tJu3v#u+O zcwh}6356vx6g2ai>X&HAgn0S9Q4NXPZ%vCf(NH=YK+?mcJ1mJ>x2YO0b6q=*LRv-v zWQSL!r9o=4MAtzvoQen~?E(z>=Ny^qtM9+Bul3$(gs3oa#Cv6&^0vu1)<7U-tZ_4K zopApLWyUS|wlJR{c|vtvb3u8R->|#_viybkX9_2Zc zsS|mcXVZ>}IJcAT7vBK%cmy=$q>1&Ni^udmBfeX;Moh8%De#gQBggA+N~}PkGS_=z zO*jK2rU}wo1?Z>Ygj7&pZRzSg2BpcHDwB{aPpsZ<#lWWk`D6l7mgDr%{~_d;BN4xt z2EKqZ+m+egJIrn|eK58DHSUhfp3&5{8>Jr!{7sn^5-KzBn+l=6#5o}jqZrE<3hkBS z4$xClb5M=66yjmNc5VO?L(l8Mbf)mF)Uk>vkxVMNCplz@*at!YZDOR& zjrGZ6v6Ony>)@(`S3nP946*?`rp&V3?@%WAdR|rR1uo%QFm~uvH+W%G%XTYn3(EfZ zYkFD!+@$}dOl^I}Y6*HE2}a(!?lq~}jq)|^|2(nJ&l(M69%f`=3}6IBE6EC6yXT_i z1)P6W2mWw*^Z6ef?6Z-m2XY_R9!2qSEH~_?^Gd(O4-mpudp$8bHbeglt(Ga@2@jpV z+ZDCuz34B8Ei6Z0%Q7AJ5eGzWWwJ_GDt&bO!q#MFWdH9dbO*g2%hpN%;NYykF&%24v6%YIr1&ypZ=??w>~sW)N{_^D^^>qUg=29Z&l_z zB-Ofeh$*FB=YD^8eNI>}{vD&eMtcH9K zrR)z`DWkhz%Ka(QIxOCR0eioHQbN3I@BzGgizVLm-qYI1Uo!}&Tz2>HbSI3^05H`m zd<@MHHtqfdqZ2**<OBrZy#8RvN__JRHx{xoG2d8(89D7IUwZ z(E??!?yA2Vb_O#MB#)}qi0YbNW($-OBTQE7113tBRu@DYvqzod^XIw%v_-#!=8)y^ zaNkXe$+6;;Dc{+luI?yCXYVE<*+pg93q#d-f#kPvBjNPmJqTe<${Go`010p-2^n&h zhE?k7)m8&vEx&&zc6M(uc$CLAu4);tl&_zW_`~VomFyoQqIP#hifGF5Tk6ltAIPD6 z(wqq|`MNr*yk*$}4J?tGep}QdTjHHRl@d>mrv)V{mkz(%Bx7dZ6sNx>$d*qF$bb%G0UjE zZcSC+iflIIW$6~{{QX6+Ho#2TZQ%CHcVtUKon1eHMN+9LVG1qmIZ`U`djmr%(@|XL zA)6#>=w|tq001#;w2Urnk{`s_kL6%^d+nMn`f%|ln z`K}#jp5D$BjdabTO0&~xAeje##S{Yyd^gw5Pm7ANrzs%+`^;W-v^)8?dLtg98-2a%Mmr;$x1}zxkIsPWD6ReMBm1e9b z3ZPg70kDOjqA}6l7vpI>R+x}x97jtZf05cTA9eoYFAGbr{Xf^hv-2*I-5F6-Xx#^y z_L-{6F{TbO3(<9qPaH|-B&LQp9aPQMaPrxB?Qr8aPs6Qk2gS&TjqK1!sYTd2=L2wg zZ6gL|F%-%y{tTrTXQ)hv%Q0#LhxU~2B_b&uzLBrqN-suwZ1yvetS0*fimf^N=%2EC zz18zt9qZiZG1Itel2Ye|##l;kpN2c$p zuQNPLyS7Ea0L%0_`hwc0Tc|KGB}Vik7h1k+RtxZ{E?Dj-s^g$6<8 z8c;~;6|?+|2^nwZnp(9c!2fuBza1e|x#p;eRo~x|BusMnT)HSZ_f=7);ESFKYIpVm zBrD;tFD&S=E6gYqJzN<;QI}8x-FNYBvn<&ZAJ9*4T|*@)PK~JPWg_J>)wn#y$ADN4 zziwvBXs=tIq?J9d(Ib2WW7EM(GEyrGpx3?qy*LOUT43W%44Jk4myOltFB4dX+`dgS zEU&(Qh4l15V)cX2iyXm$ad&%?u@9J{0x>JQo^807Kc5#IQQ4?js9dRzRW>?$n;YyA zKGIPs#fy&9V1-bZVj=Af;Z=#924|_UQW0$gu>?k@@LY^R^SOfiXDXFl@x;-6tga(a z9&o_?7N?Hj!#X%D4p+O+7?>=7-%W?~iJRSPiqjgSlsa3w9T&s9z&j*Fdeh!Qe5_Um zcSv^b#xYh!eC0`wa9w+lZ|Y-0X}y;(yDS2zC=j76(_)VVIp3BFYO_1UU7i9;u%P#s z|Lh!j^A?>u1xcUPQG?Db72BRKEN3$n+7o_w&w9#_(L2dP0PdK88h}0|&1>&HYY(RC z2c!^w2XQWk6u)AO;Jt&oN9|eo9G9*XrGR3jb5#-41qk>;QRtAh>A5fXw*N2QUJ%1K zuFb0;pBF<|n`dqZQ|ignRZA3(OA53>@1O<5C^GZ(9{kGZ{UmCXs)3pq)39+M&Zo{& z^ulF-wv}xSX=)98hDTNE&Pm>(#TZvv>U?!x#WJS;FDiw^l=YNBS1J3MBQt37q)&S3 zN&oV?LXY<^&m+Jc0s(~j!K9M1Ci9#oq?EfyNHxujXH;hUy} zm*#I_c^$Y9fMKbJZCXutFK04J7@7&arMCXpZxsNw{IQ|hq3qwxdVT)c%N}L2-Z2x* zQmI8)M)AMsl`qg}9*(6E@LC4Zup03b28yJ8D@3d^9bnrGg8pv;EoDwOV4>}J=VUn@ zN=L+b#`20L|AB@#(D7Q5|G8L4j8S(H;7dY~Zb#eXgbHPKk`+bIv$`hzP*Heb#*J{6 zETuLt%5fyNKlVgvpd8n|1FAE$-3xq-bZnLDEgq9+otMTi*w4oD_Rreox@kwEuu{i# zZ(8X1FCf1{UO`sVM31ABws%z%+BM>NE4k3;&vo&=2GbR}t3kaI#t{rkW@HNJ{LbTv zTh4vlt3W_IVTgEU z^%>*h1Ck?qECERl6%b zDs?E#2dF*(v{MDQTNS}?#XjUbSU8~$CR={a&E_1=lt} z!OmAOvY#f<2t%#@s`?>1%ydP4f4OpqZQ#OJBbv0%H0KaIxplr)iRV63vbL$~$Ka9< zg5%_M=^&sKgNh=m%zg{XPd!I^Zdv-v!B5Lis2c4tL(nIO&H{bYj)+v(40Qp=Ci z9Ot{{7_&2snPWl%7JUKSn%-TDD!5+b{unO)2N@Yv*Z~l zRpk4kRAzYp`$R#dJk9oun$#YlA9r~~$3Bv>qVZZ7uTDoKT>)*D3|ep3Z=3cfT_bb5 zv-qoP6o}=(e=v#+WgTq`5)I7_H(2%))n3PmM$85tmC2Y>D6L_vK3H*BUZu2;7<~TO zlc4D;670F$iH_dU*8Q#--_h}9rh(ZXnRXa8e!kR=uKYMn?^7P%t9$YcPU&cAQiIi) zPt3|LEBPZ=z5f$1SLoH-^Bd;5i&I8Le^J9T?Ji-NfH%Jkd{q7#duGV#ZA;)vX170A>VZG>yI=t+8*TLns&oo0kXs?604#v8XRzwe*E~w zzPiKgq9Wrn)uL~#mvc$;jJ)bKP!beAe1c!|U(pYsq=9rJMY#^%{Oqy&K^Q*iOMqij6tk07Auu;*az1zbaj(wLpdc^Eje3#C?#LEQNLxmli>mM+>pBT)*ng&O8o&>wT|z zpzPEONZO6odt#^=^Ax_r&u6$nyZ;{6z$^yA>c_nikk8WW7)@semw@LPUCK6Ztp}Ap zmW&1Y8Gy&&xTL(TI-{=>E=1LeV@7;6-O%$P6x`z%R$-7<^_!EsVY6U*Muw1Dt_74KXc?qhJehymxZkP5EB&^{jsmw%F_(>KqL)@VEm zn1&iooGvFHGIyaS+#Py|M%2b2CEe`}Y(wi;W7^A$SQU#re~ID*4Wx|d{yuX3n7M#Q z8RBo7rIvpn04WTNru+^Zc~rrP+;qaA@Kr>a`|Oe3s|kKP%X+z*y+7ahJY==32sKrnm(gai^mJ8B$1 zCqQ7G@yoJX`92K;G9|c@B)x<0mwha$ho^Pb%HSofIT2LHqC*sC&W!sg4K6319!Ei2 zAA?vgoh{a!HkI3->=O1Ed!1YavNcxYsB?1qPo6y`+xlUU;3PtVw02wZyr~(kq zMgHS}6f{M#qj|kzNV&ss!@*)nv1$1H2)(qEWQrka{pYw{sXI~nlnn;*O$ zW5%)cbxd1MV^N7o1(Z&VfWgHJriI+cGqxG@B>DVn7fLfsV=cST+XWnPsm=_C#+_Nwq%}w|S z@>0_g$1=|9z(tvg}zkvmcvjf zpa!4qapa@FKHe5dnS^5OYfz14squ(an0Y$ zzdCx0igR;;+^@?vX3ojrE6;8;gfiY*yr%4=iKit+3w3^5z^5#xdUE7xDe{*4){@*3 z2s7qWIDRQd`r?gJ6#w#V7QJ2<=j`LXB!xo;iZfj=`k%)4>J9FI8c>p}ATwEd33C;Q zkzbR!S*QRGckyt>*aZ1uF&p!R3WSpWXe@jzHG(ZqaCD98s)-L~iqW(Yt zSSQ2ciO{8^#cqwzf}v3G9J5nMHd4N`P*0!qXOEZY82nmiYCJ-T$&W+Gr*}2yuq4H1 z;bGu8a$r>?Rya2Cb;Pt?Sx(zDqt4o-odv_;a~P%Mx^yv!GpIv$E{ECyPth=$~V3n z>W?Bb2=;@fYwEZ<4-UylThoaIcE*Rl4GHE3Z|DkwPLc>O~^6@Ls~E1olF&c|V~i$e>URfpg=2j@(|jK>D=t zLlc-I4_?HszrrG$or0A66A3Q*q;8i<-C#j)5lk<&8c|%6?*VR!>>qOkPTyte56~z# zJvNJTP|-A3rAVuzkeY`pij0Dt_~#CXZkcY6%6rg0iY|dro1(XhE13sv7t1v6Bhk_5 zA&}anjxaE|L5`N2`-?}6iZc1H+g)b+nq=gNPILrR_O|!(kongnXH@Br@V>p^MJ9`U zbv(-GBxRYaH>f%WbbptXgDb}py?1G+BMn}b>jV*LV8B)w3&Q_ehV%t%zTX+4TS;YfmE#=Y*9V*kyTLGt;29Dco zrs-Ql7#s;V^B^J+WZ`smE4+*sXbWk+^n<@^a=>C09sbP$N#xMFmdZ~kY!78V-YiWi zva;%zNM|45w;XhcWq&9X+#|9LHuSRpA{YJ(ssq|ei0_WS?Rq%F1T+9~j#EgnU9@yi z-V^3V9mfs!wdH2Yr51$!Tresfdl){u|1BFfLof{?D5Z@iA2y)xH3K(l{k8J~thmYY zQuU04a8QD>wDs(p(acN$7n*x*HJ-Me`E|3axq_*S1&f!)lN; zNIb}RXc8@(jWwhxc-yB(-e;pbpnwKgli=DbqOlO-_Ahl}v>qJof z7@)ycCEJOj8!_IdQJoH{|5qU@*MnxcqH0A}!fE%`+!U$~xRx73(0hb}-`X|6mT8>& z5HHcrpR&PeM_IjhnjHu6LOoapsiGx;Vnj7eI-5-~Rf&{u^Y4UKpKaxx}3- zJ8&naetx(UP#s8DL}_MKhrCb`@{6=@Cv$V+h-zuH63fb~BM!D~O! zn$)J}!S+T{%2FVWfv zCO3Y6PKkcK=t9>Nq$hU|<*cQM2+IiE7bx4J-BXtpn$}k!Q?Pt zpajXGde^yP3Kn$Ye*#mwUE3b|iZeAp2#jFdgThf$IY4j^u=Gl&P>*&>4Qk;9tbb6n zEG-q6m1z@pU+X(hU+{8&l6dNtBz5V(0Le~fv?jr*P5gyZMge~@aX$)UjNy??T&aD( z-%LzITzhhBL;!#~=;QO|&2A-%?C<=4;1)Msz>Gz3^2T~Vz0M8bJaFdFf*f2`1A_K4 zdQd>*x!Q@{4Gz5Z4!w%DayANBi#tp12aR$7k{BgnGkJ#%N}gylm&=RR)ugB+AZnkb ze;d+}qd%(hO=Oqg4bwCZH6nxF*>+FnE8ONuf_x?C~tb=3hFwx`e_F(Vv zDCfG4x60kOKmD$8lQXnfM@*UxuTIm4H&h^vA2nPwz5UGwUKb{T|FACu1({oieMw2B zA@%4LYqFewtKk;s-6Io_Q`z1;gTBWSH60)Gy&Y0Ev&OFU0ffb;>3#{oD<=4$|~+yId?u6w`+uT z#ah!SJ~N~JE`puKUlu^5%)8t?q-mt7VS>|GBT8NIr7hV5wQrMyybN=Ash3tQe8?l< z|3ObKHZpF0U9#4mpkp2@C^|4=rM;>smj@kK{NZ)OE7+>)kjyW42(M`ozeVt5a;!P(*9`>-06&s&b!8jcw|51v=QcmnU(43{)$CUW~5x-I(!MMaFj-Pa44>+7TACcZ{+={CbI72X`!a z6=E{feXo#%JyDlzgUfj!6^#N9DXjh2dlBimufD0uZWVYmI;28ak<1tnUPY3VrT^O= zFf=%CH`?W)KYr*ehfC&y<}%qzwe5-$uI0hoY`UfSaASLEE3JY0Fxvutb~ z;$Q5#Xmx7ACbD`~Cwb6TXlEg6Ye1JO-LOc-9Vc-ZgVZza*K*bueV_IoKPwJtc{ZY0 zuWxfVjhIcDJiHWQy9#9yng`GVHfMsnO!6KVAFmS-v5|~tc`hnQ z)e}>Ll2C3hMnan=^aGydAxu!If}amHf+1vX0w)FwHY_C)3yi`0E+piP_SCK)lA9Bm z;Xb0Wb;{Hpk)mo*#br9_t#D6+92{Z=cOx*p^3Kow+44ftLL$rIxLUDKrUX8EEr=<@ z5zF;Jpf1@C(IcX8R{L1=Hck2ajdpSBsfjA4W;X57q_MoN=d&$B1O(ts5)|T{j}hXY zh<97N>(mOjh)%;|D4RA5w7R9+UPLJFVG}wC7bhKJKk?U7(>2kHfSfaWK%}M-odt?; zrC*k?_$1p=M}?ZxY|P5vN(CD`E&*(A-Xx!Ds+?C)V6oJ@v;d4YpBc;Y(p;DNF%f)# zG0CTIBufi3-!pcUguhuc5_LgtXKHKg1%QjqND(h}piw?GOe{cUi?j+i(fRq&h~nN5HE~ey zNc`Oe4qo^>C>x&`c2y)>&{5?O&pG)lVk7 z7s0l*W~j0YsrYl+&>+6KcU?Z}?ee$1eGk)Fy#-0}%dR@>sT>~ER~QiV5yx;3 zdEVzs;@|AIRRo6M=fV5$FhPYK{&(DO;d83JX3&rTnAd^=ABKO(2HO_0R=2OReJ1{gxJki3-oXuUB#O|C6dHpobVh2d#w7~F2cHWiv1YJBVW^_F^GpRm zfSJAbtE$qbk<~(5>>mK{|8# zK>{GF>$hLs#QJFk(J$S4r#S^W+3VP7ep7OTf(QBP)Wt^R?LzzSoyOdvYl)qwnSOmH zDojw_(DH7#+VF+#E58|&KlK~z$_VB%2;TtSftd<0Vo3K@%$)mqhUj>=DfxWyg;!Jk+wQ4I`Z~%~i zi60aF%T5B)@$w70N)^9T4^)w$8B2@JFgK;9H5}=^7`W4e8BnP9@Yb*mlB%(XEqGje z>igOiZ7Q$Zf-3iYrR)E@cy+km^CqN20k|9ekosu_Wir7dhhRZxiYoFw*r$d!eQSXvZHP zJYxOI2jV%+BIMNRzQj^VnU+W71xk`mV+MThL__OD9)WWE60>yt{v%l!4%-6@v2<8I zKYnh$gpRg8zFr>hk;IouJn0^tLpl z8^e#VD9SYR%bgb{i#K~)J>$=8wjZ9Ps!0nw99qh}-NX_K+*ij=$u_&*r$-j-iD8b~ zV401%n$D*Pia_Xk?c-KN7pf*S_Am5ufbQv8!u5972(~D`28WwObc6;5$+bo-a#^ln zF6NAvouf(52tz^i1lW*QH3pe52ZbBJ7T!%!aFel+I7MMTXfq-Srwnm}R*uIs7J_sn zy7PL7Be)G?nO@vYC@Ol>P}gzczmKImS+&s$vSFz(ZntqZH`Mp>X7`$l6 z?{KX@Beb5+`;TU%2T|%@BC7^5q)lRTpas?+EKAy*Ob68@gVf5ZO7;< zW_ID~s<@-$z&>ELCcdN7Bf0h#f}Bj*-I9c-Hn>KWQwgezt>4Ga#VLvnB*D3I^XHo$ zrl2)lxyJ{URCRl$^nSCZYeJs#ogCXPkvCWtW;t3ir-JBk4ki*Gd&KjJFdrF--B{TU z>FOBO%^iaSEp!UY6B04w9;0jV;DFJvu8*A*(O+Qc8Kd5e$8luQXJ}{@&(NPIJ2H`k zNP^VfB0a!(tr_-b8!#mQyCz38{w90yplmv8E2$aji2*{HphqoBJX|tU>+=;eO<-!T z;Z#T<@-xPr{TgDAnE|-sgs=iIt11_)NH7NXj)zf z)6$yw-oM*Zl1Y^bSsor0?65rSJXE+Pmd)>VlDbV7mmkSD5}LHCO)J&n?#( zEPCWU$~46b@fu$?ZBEPvR+%`Q)_T4>6qbRA5nUCMV3lM~Jug8Tsyf5eq>8AlE)^&p z@E57q5U^g`3ddWlJ)#7JxY(TqCO(uJ%$Y3lu`s_Vvqhz6ztRNpiw%ZnrN7s`G$W$k z5@I>&4Y<#n`$~it+x`-r#Cl^g5gt<9LbK0vZrsXsWI0dGa>wn=iVlCU0Yj`(N6g~! zf~Q7`GUm%uLo|X>J)SA9ZX`<2`_gYhEB4tGtK1#J_>sc`?q=5K zY-WViwzyq2tN|b(Rket}&Vo8OCsefz%aX3lWuOH;2V{!=9s+VShfK)v!azZ+UXv~$ zNCWg}<|pXLS&$Q0-*w~}33Tup2C|%E_%4gq4ah7nY-Y}hs|t;rJR7b?awDT;LR(Z1 zv5|`LBybgl#w8N$opGW?v}oP1Cj2VcL!$+OLI`E-9Y88VHi$`}=dP*)5A9u$o4-Xk zDYx&l7Nfod3gC>R_LE*XZrL?oF&~age#=57qj>CI#%VIZ{E2@ZINX2tp0}dIC z7FE8yL+6=g^@^@)D>aHUPN^cBj(@y4s2)W2i1v(|tq&Z|xf~dyR(FYCN_j&)5B70c zz~1wUo0`6@A+5C?D_nHPj%ma=bTNT$-{-AuPNJ8OV`9QjogkEqnk%9b zFEm$s(R$~12k;CqZ@clDx7H0&Z8GKP`qqJUSye9xXvStsGH}UVvP$hj&^%AY19vYMd6|tXldtSBJeV7eqXvrFt}~Q zV8mfyizOM;E4)=WcffOTB8P#O3)%n+3nnK=0;bawR4#wD$ec#R$rUfp%Hl9(?4{)E zlseAGds<8u8JG7RE*Pl$=0KscWgu1w^HkEj0X#F`SgVM6KTXb8lqpwf5YAHiT%QiH z-3WFKDjjonn*fhR$j0HMP;&J;4hz2Uj=(XE00qO9$U;YXV+iDZsQ-NVKkg70_n`QZ z3Q*wJnOC6eSK`x0!xOy^1HD+V#AEECZ`nG}4b@g3G$nv7Sc6deX}M#yuK-itUsZ>M)!@lCNoMFCm0854$Cs@#2`p&ppH65x&_o z6H5ssdFvRBoK|0{_>F4Swy{?Dn{qa5D&i-WDq~qBSm6tP|m6C~OaBj&3~+RJ{ZEP}uK>=6ZVxDB{_lKf{$1 zlZ=cMX6gDe9PMhUb_!i)js6=t2nyQam1!fEfL zN@BPkSR6y}4s<`2L}tQlky6+ntw>nudXv*$S{o>E1*deXbWX#&kM*p?Y#$y0KvY94^)MJA z7xM4(_!GETCX-UM7QCQyxVccir}v6pvgE9A&~QnZPaa0baqt=t+%Uh~+Ml%;WhSnW zxbR$>o^v?4OOIHJyqq4N+ZiyNr;xcr%z;6a`Nf*r*3PlsdDb6hEgK5e4*s#N|Fx+8 zR3I#(tGEIEBZw3i-*cIA^)D~Qd${^POWk?K&y&m6kQv0^k*C*HaZ`q@Xpnk#sLIrb-ElT(@qtqLI`#-U%8!>*x z3#-9uAeyyiEA*=#b%lY{|798io^I=fe|ySL(VuSGSQ!$7T>!1M62fNV(~!BoDxcQDVR)taKj1fIb_~g>9#AJYUlxI z94Oxu_!c;vA#6g+L;r&U)Ny@ZypH%k=!xRdVG8wKybM1}tc#S<+95%heLUlePS1DB zf=^Pviqkx_7~@UrOGchprWQ!pf4!5`O6uLCO?a_&vBf~KOW8w$yBl(l?!nzc0JW&nKDBAbl{!q*Y{ss^lhL6l`0?a*gq4pf|19)BjLC zyb_G;&0Au*>-!&}f`i&LGszDfA;bxpQ`@DUVKz-9iS-SUD5h$_e*SZKKHp)dXnt^J zVOVM3UHS*7R0>CAKZ)YU04JFDyAjn<%BZqnE?qEHK1&C|w90M>VIfj1Tvdh^e&<9q zhfIguk9AHQk5}d#O@^+lp}ww16tAhB5g7@{Hnt?Qig+Ehy$c8jQ4ZD&%H2@;Mu`e` zD_1if0$b_y&GJT#%QcgVOJ{;<0B-fx(E+M`Fgc!iH0j8JHUKpcrpZu+mGt6kSU_yK z(@nD5i{29Q-Amt41Ki%R>yE~IZ#kQWTo;Yw!@sNId2vk`?>@kvK_tQ(;gNWh^i-gn z=Y)vz(itMrc3KT~N%bNSvBhwZ+Ko~uZLgJEVo7YpvZ)zkEK~;niMTT6V+2*4?Xu~9 z1o#2ErSMBi*;_6RDWQIf5D%ayXtGPhuugqHtip?{OcpWxESVh}fu$yup>KiJv=2I+ z?Vym24$mF1JC4Eo?C=9cC^0N+(-(FsKNs|dOiTA;g6gFDxI z$<;6gc1occVhjOEnkhtLLmTzfwKTzY50h*|PstEj*W^crW11d`vUCH@#Ou0z{s0mI z-ildntszI1jAf}No*}qC3i*E@@97Hctpta&XpJ8yKDrZ&()u>jme_aSvWIG;(PTjh zs^r^+``P9#?i@?stDan|GN}@Gqd?q?4L8Mi!9tb+f+d7-B;!Ein82vH)lbia2J%Rn z$h&%R|Ejuc@*E#i-gSLVPa-SRm}dWs93GQ$CV-uW{lTr}(-e;HQnurBj$TC!Rv60# z7!`c$!zxjjFgOoQx9P$0sXDQrFh7^Co`;i2EyCbQc9;mbx;y{HRZn~h_)g$li?61C z&P-F&n^e04bAhI` z4v~D?mjk=c?0t46=z(j3a^iL5V39GZucAuU9$ASS-CJlVkSh9E<6m;fb_>huVsdyT ztm^*Pk1}XLmTdmgE~J-)C4N9Q_J_PZ90JCH_rNFZEg#dReh1t{(!(~?VB-(20q?Ku z5g~mXojaFe9+1s=95r@IN_)@mvN(U?7nMAP14~G54i9Mx^(C}rlDv#D22yfVXVtW~ zi#7|u&Zj3*89bXKp4a(?SV2`jH%)eZ z0z_S9I~Mg!+t(9GAPwgumNa|{&K4c1vazo2uzhO5+`B7A);r@E^v1e5@!8ma`sb>+ zfBj6cIo?{U+@kw>DV{)_pm0p2-XcWWyvyxB4BWNiSW4b>ECeGn|TyU!_??Q0t%vjFGw1q0B(Th=e)D(FZ_!5Xz6@CU$tM1 zk>}9ciADfNYKACo_#gpN_R|A z3)al1XIVqZIN^bs$!Uwcz-Nj2Om`fP(k&eCJPWfi9Sor#agiwv0*;< z>z(sG-8j?2i@K)bh6{gurE_Al@}kG{4KNl1XLX5Sa@!M$CfubUo5pov1(A!a9f$L z8@G+Ibp-MKq;Ga}R~5xEyPV|w3bk0PnA&t5#5u#|YgdgoLSGHmWATJqKiqs7sZ4Rq zs#^|_{NKaZ_;p5u&(tpQR&soS{C0*N#Zu~2oBQYNvEb)m_a2iMJB;tAWlJ!`!MjJG z|AEtk7lRjP)%QEuBSliirYhq?B5?D*&K(8Nr0!E-^%V*HSPE|nBps%JJr09 z(+U@lp(&(o1dY0W3z^}NkB5e86lscYCrT)iaKhzhLSTeX+c*Hv;l@vpj`c@Y@YZU+`R0xZL0IEY(3G;GPdz}tm1m_+55TklY+?5Q;QWgB z_G!@~zU z>YZd!$t8;|$>EN}=1_)%Dh<&Ml!yNDM25;Jd=WGjtY2^f!mhY|h9kV`z$QI6on_vU z?Exnyr{*na0eoD?%;jzzu@6C@2tPV}20+tzr&K$@jpgK~qc3J%-crFxB!k1jm3P~y zVMPW^m=XV>Ly#B!C~J~?DWDc245cx$tyZKe#FkaBPvjP0C1(~YbmR&{oE}|^oQj2- z`9_=Ph{*Jh$xHc5T+txbJw2zwVt(FIUhvA!H5D>WYr{s?$`cemk32zd5?`yEoW@#b z+q`=pYt05j>_wh(WXCy)&A@;Plb%<+)S+4p4oq50XB$=`bUD@gG0nTMyV;8$jMOQ$ zFA(|d*>M#R?+$N9!iJt4YZNP9h?)+w)(N>+0-mF*&UQ%K@8$Jn9?$T*-3zHEi%gik zKf*$BayL}h-R@LRb)*Ag8tdkyhJ|HsMF1X7Z^N?3Bx|EKsS8R|xXs*XMS>M17F9+xqI&JNZa6N?1Ty zPCM)MM&EbyH8y{@@HXX;J3UfmkDluBn&966@^tlI(3l)d=RJEMVG*n|kOTjX`v|SW zdeHe*=JR9?iAcD4L9IMs>pm(#Je0EgUb_f&D=H^6Y;iEv68|tIT2V>)FkxeYjs7m_ z;vr&PTEuP_zY8LVkX}sU5-HD~nc39mS9`i5>a{7xOrb+KvWI;OMnt78z%~d!uoHi; zX6t8OcIiNIl;6VJxh(lpsmGn*mh^V9S$FKn*1jEity*vAbgr3^_f``+5ir ziiA2#sH$o~McS=+LnbO@_c`IeAg|$$;PWjr7n}$SlK0YE(ZoqMl0k)`1Ja)wpS<-= zjz;eaQn~ZVJ`*ZZQ*h9)*;rdjCJJy9katdH>36w?b%s77SDlMt^ZD)Y2tR#Z&@1eX zz~Gfjk=zlkR1!i_g|MmdA5kP7vmIqWWV-7vfRI6ZWA0*piIGiBca~_<3u9_jha2!O zK#s3gCla6RZ;$#{(~TN{OGualdvRl(Z{M(@GVb)b1Eq{iyz`Xh5E}jIKBq=0wKs28 zw<-Q^Ls2f#wPy;-AHcxvE^VXj;Ob#l*4;=S4Qr~sJPMlQhw{G79{tY*UKpDGR&wXwH#5fd6Nt!M8Lms1!@3kTX zF9$$iw}2(WDelh(DYX^UOR1pYjSlrV1Bqbs)uuiK-73>i|8YM51Rl+eh?Z##4=6FW z(rUtqH}tlyMyB*)uq{~WULv##I}Ux7Ew;vDzy36^1djm&wS8BQr%ykvWMFe@HDnnq zzBUsW$04x8-h54n%V0arux~E`@^7)h`4iXX-}f6mXJ6YM2>SRU6Ken@u<|B=?>QwC zrGWER*UjY<=0WM#j{cOXdJx?z6CDsbvyvwv;2WfxRRWfhsPV9(ae7#a^rc)kB#O`G zr-s3IK577dD9jutkSEg9X($5ReXf38xSl*s4L=a3OtlD6db1cw%S)daIp-5yiF%$h zO(hB&{P<^6>ynaa(VB@kPR>fxuN)`V02{cn(-xfsp~TMSXp;%4s>~xi;n+HYY7#Oz z^?n1?7x|h~twsA-kK28UtuwS?!hY|BM(&c)T%rm4*&?$N#{76`#XQ~kYc0ki=eE)s=i|UHy55p<><7Wgtxz+%zpjKc$cge zkf2|_JtwS;h|`h5S@a%YvOH94Suh=rg}{pw4aI?B;;sLCducp|0CR2R=P3}5j8emE z8XMzZsQ6}d#T0yGX9aAFvMa^2Bof6A3=7z5QvrCuZ_cVgx5ueLyYdb6*~hcF-4)=4 z(QmoXoZCYeqC&u9xYT~K;oB?jd9~a zL$-4T&~h60f=#=69U@o8F$3&gk#*_|y7z?`sd|opz0rS}dS3py7jelw0CLbva|_Oz zj{8Q0;@yG6773J2(L>GWmx_5DW6LJQsBTA$60TFkZaVuE`N#c30p4bm3tjNybvuIY zFfel4yZ|BbzL=66`lOkRZxv|hdUp4f=Suk;4oxnm9k_c!;fQQ zVA0Rt;E|2)U7mX-lpGSOGS`FCG0@9xy61quG8t@(QS0V56f!HH#R?_f{uN8w_;i8b z9kTxly@4GEX=QvtxMf~FOM_bfwlw~#@`jpERR7{1atD^zWpLu2j{Jwzxh>cd%sn{YVDYgCI z$O=B)7yZm5N?1)TaNlXc&1j^*o5QIPMq(h1y3Dvu){F#Dp}dHEAxQn1;VBgj~tDIkF&waVZFQwXneHWECD(?)l#l zM;2+n6DbmLT8edbgk7*j=SPBp$uGnhFVWW`(Cqxkrkr+5Q_ze^wo)6eYJ}=0yhpKfbi4e9PR1c)!z!*-gPv zW?G<-8YtI`7UvE*lz4`G?OPU3_>{8uLQi5ujMR~V7ItGr<_sP~{__KlvyJzA7rJe{Nm% ziWo3}oYBT?;jaHsJ#y#;qHL4mOphA!hjic$8B-E4wY2qpd8L)r8iu%KE>eF`%#`~Z z^mU*nP*>7ueJVX0S516HT|Pg*xMf}V$m_Yra&bR-Gyz){;o1WtaOb}dd#C*2$*O~& zC1!5wm#+8sx!{u*9m*Xp=Gps+r0?bXe;;Zwr6J(TDJ$M@DoR$!SR#J~>tvPIw^ZjF zr^m`T*$4R?X2PUv7iphws_h!M=*@qZ>qHRYpF$LKGEFfWUUMUnNDT9mR-s zSOPjRir#R*ouWPa(3x__A0St2+RbJDV3-rwtQ1C6ByJU@Rlba4Faw3sLW3CWAXpsT z&A;8nxs53c+xKuP?XV|(Fh{tZtt9I8vJQ&-07E}9m_$RV2d>K^mg_aX6ejeZ|2AF~ zj2tN_Gft2+TGrc)|Th=_^EDv*uXW8*E?% zTe0`mb*F*})vYEK;4(Hl2N(5z7kkxCB@3u4xlGOzIiRuC)*|g?UZ!O4)aKt@qNwQD zN~|#?eH8fS$#+y0jS>KhrUn*hP@K4!e4-!!ie+w}&BsBe_Vd3&vfFMGXjL6wzcS;$ zMf<74to`{Oc!K6bgyTuFjrrcD1y9QZJhQEh4So~vu;^MzJ`cU3s&1#xW1ds6n;HIg z+SeHBdcNol@TIqBk@>w?TiPIx4iM^f0fy$`;8B3N z?M@F@Ggr^(HS9h0`E+0$1w*OdzaqJ3AQ3SBB9>}VAlywv_ku4w8ESSUD)0+!^e^1Y{Mn&iP#5%zOaR4boD;+*n4Rl+;bsp2}jAPUmdusrp11i@v8T*(!Kwm(} z_&*S;u;DM~TdluT^6#3IB2Ks}QEG5Ccqk#3TOw$gD&a;^r%K+Y$%ta?HQFgo;MCp( z*7uqw1vOSi;(o&v9VcGjlz=vmGpC!bq)9Tx5BfEfh8k3*zvxBpL1KFPtijSBwj=*P>N=!}gC|oq3jIhNr zWI6c$Csg#k32aoMmfg97@fR92S6I+KZiRL`raq_P1DHF@|KbeB4*{WNThg?}cLoASeTT;sg;Ub|2}y)!?ggc#`)z7qXf#4Bpv zMrZ#hoe(I6 z03Xw?116DWb*brkN109p5MXK)Y6Bgf^*F`)nrZi-8JC+ty+D^Br?A<-wJe$ltcYyz zj}&GVVEnR%1ec~(bnmoy5Rdws{t2$Qo?n{8 zR3S&^Wo&n(av7MV&~RPXQ?@X@pwGXkuf?z6MputjX@5udV~@Lj&k4@BJ3ZVM&8C0% zUW3HTXp-aYV_OLCmGp(J`$)|JwiTL-f2H1J>sPD*kM*VmR=IM#PY!@u%u5Z0RiGH1 z^?P2Wnc(LiHUHFenLSSv^0DYxJ<1<&(E3qH7Ji$OPTc&^HtpI^U}Q}9OA7t>hqgU#&llb`pOr8)hK^npE9+K+534MNEMX5Kob#x52r@9>g>;HwF~U7Mx0**P3h(%9#c_n4du)!hLxb^~S3A;z58qNO&J4FdXST%0#!IFX3J zUO8$O2d8(V*!SSJH#jzm56}(3%O&6;gX&Z*C=w41%K1}NfB9nC=^x8Ij_Ljd+ zkN&YC`FUhjdnqAxSzqua=T(L6F2QOj0Cv7F;=&-)g%0D~fyc|!FmHcN>3;EY9HoU0 zClXa;+&BoY$vD52m7jn&e>fEAhr4&qsYK-+@-2%d`Qbd|Jj<9EJDmIZ)rtU($pfHV z(OD4TBmpmusteu`_HS!0CmSY4NdAfc?G9zG9`XNJ^_4*;z-IvbK?!!-RR!x@e>L)h z;(*5{K?hl5hE|CMX{Za-n&>!S<{WV%)f)3Rn~R3A3In+z_E$l9f2Z!{uk zW=sGSa((r`D%WzSGJzPH5(=vp^$_XuR$y!#Wh^V~|ILZRl#&=f>dnCb)Ey>9=eDG6 zyDMn7$u-Zu)4)*K*)yMJ$jC1Grbf)Q2vT5Ag@hsvToMmi-h#|HM}*#Ikt#Qq zkiD*E;3mZQuMMZy@Q0L(K=(`rQDRf% zUlN{=Ax_9Hj$}No-3^41vwHAfo&iPo6rmz!zAum1wep7iFhl2jh{J{@%Us8Z z#(*U?Sc_W!1y^fNi?bE-Z4xRrYBmdmbQPpNDfTK$upWMMk$b*Ycpf)bq?+|t&rV&V zFZHmvPq=~1pgLh_`&1{!PIfRS-bQ~LN0t5i7s`GNf;OrePSyK2ixSF~O)4ay%m7<2 zRa3QLjJDI{+*mQ$XKsX2RhcAc!NMs+jMOz2H9_aJYe6ZmbHX(5lUUghU8OwX@fWLv zRIxHR58K+VpW^&mnT-fvu+m9Cb(1F;dExj#AnvB0Ia+k?M@SP8`>o zTG`k;a8J#%FO8;M1zeR{_Oq_A)wt@GuRW@@5ksg(DpF>yAFsG(-wgxxQV-)3fAgAD zN<|M?mdpX(QolBJk8I<&Mbt$e=I$x&ZDZ5w43#Tw#WEqhW9LeGC8U3X+W8loyxT{O zPnJkr;oHP;S%EfX-60&$3PA+(fQ)R{RbXKLlXMQJp$bLdGRauR02PWj2MKZv-ho}s zcj*Zip*HH;L8%@A*Qj@grRTofAs?)`YxRDhCj?808GDrBx>iUDhc_VDLl;!MjBnDI z2}ydg1N49fB`5y_FCNL46dV=O%y*B*l<5e7;ESBJr3KVn4vWo%{E+3^Wg0eI3!jgW zk<7*KPvHF89fGvP`0|=bU9fg~ozC^|&&tIAyMh?%p8TmLj}OnxQsi>r__!EST*A)o z^w%T_PaIyW7~qxm5lQFQE-gUf*r~m=|3l_|y4Ne!jE0TxMuFJylth!X)S_^*vD7J6 z;bmL)`(2?G)e16uNGUBrK16c`)J#5_r$jCS@|)(}2+;1#qlU?)p4^>Jp{I2LWOS+` zg9}`NhuP8V^G6W=hj%;^ybKE;yqou|)G)>Lbmtd#U_>LAk$1lqmB`+sc*{iJ&siMIz(s#136MtaANBT>)n`rI-S317=7yU{HwG5zQqY5h}L}c-fkv(5doyOpxLn7 z;yc>^Lv{J4p52+i(~B0Zgn4tOF*y_!3FI_SZ(4UKL!s)kr6!kmT~JLx1FYzSy0 za%!Xde7Cpc8-)q=dB9>>XH!vL2Qe>n|1TX`LgfeMQ_T(N7QX1iVp=TX>haERTVG*( zm20;&g~YAVz73g!&|%71SQa%=k{^D5a+5!nmLs9sxAH(S&c4=Mj+e#i?;L%~-y#HC z7&jtM1yFB94EQwqmx%C+STTM_w55eP`}7IrNDO3UrX0XRA#=f$j=z21z>X@hn%A)^ii;O}6a&VyPbK4X} z$ZA7n6uZC~J=>21nP|O%F0;N|=@t%#42Zi%<8DvzpsbO-6M8;kA$5X$*d{@n&2L&u zC;Q6SmeR2?b(--URR-SoWByhwTQXzs6$2v;lChhW4NrWWuKBB|vll_+dLq0z1sS;y zKM#QK;qdVVV^DZ+jmsU#TTZ<5L z>Ce)<#dg%OQ605Rr_TIhP0Si+^m4KB$JveyqKr#ydnbhcu-n>*K)j=~C`n>vp2Q}_ z+z?LSZwh-X#<7!lZn?b{yGCpqPE2WKWAcm>DWUgX9T-?2XOoRxruZ-T#*7v!3;vm! zmZwF4J^m71M}l*R=r?%RQ!nIc&{?|!!4clfYOaRR$LNa@!n*9?PXN z98pm8}7zl$GLEsXRD%N*qDs6%qDMP8hb}6vK>gHc%YO?+u zrPzM{|)?0VY!=X(g= zRAQr4>d}!*SsRo&^X)qu>6_t^L@2V{nEoOkzw8^}nlZgO5dRM&4;$ulAXqqvwCpjs zYUqPJl=4SXR0Zk!GZgppml+bZYZ6fbd8VZO(aVEUtbti;Leo()>gkZreLOJxXs;~i zv+EZCuL{`0pTVvYvn#j<`gNc5lqrPjzf`;d$pgT#yQrl2_DDzy%NiD%1a|E3-*qC0 zw(d`-fE^ur4)r9_tmA%2!gJhbY$oOVciI-9r}g|&A0^;Y(2lTy#1@<-&EmPBr8vBR zP?AKbQ*0@eO2ghnM*|v~hd=^yDp3P*ulcO?0R+yGp912ek(*+Az)cmv9UFlTZFp-3 zGCW0w=aYllGvrxLN(~Q5(%nd2wIyEOA)z3H0KOUfY%rFdfz^{|c^n!v63uMF?~6&WfImqi&{Ih^5LXQ6Fkxp6XsYIWD{maVg&-b@8YbF#HrCIc7K!(e0gwgVNV z{oZ;QKGGP{1v_Q+lt)qZeK@Dy9XI*#ad`BP1eu;0@Qj%u4Dslbt({<*3bQD9=%| zI2nOK2FI_{)lXK~`IuL+vy#ue_e3lM3=BzGp9W?wX|TLKIZIPy=7~o1qsCnpeEb%?sHj~(7xfLJL(Jhgzv}q^N7*iFXa-=}iyAh7 zxuAoVY@b)79F`qU(G4Xul4vlm0(XFTU6muNM_yH(8gjYEO73T&7fvl z2~L=JTp$;rJ~BLuo^{Fae2k`lLzp?0=i~wIP7^!6Q<`nP!BF!H7jVC9-J6@c7$394 ztPL>Yha_?V;Weq2bNk({DA#7(|30fjV=uwqJh9*0OaldQp?pXj?#UV653>VgZOsBx z+lViCj?fF1t4mgj7WUjJsf}9!x?5gT#fG>o>D?XR!HImK1~uq9z>ao`F}J#{|LKIP zRT`2}D2e0nt>|)T*k(*K5`!PQ>{Y|+S2v0AbVv!Y*y5MQs^ZeYY53n~$yduh2IIE~YKJ^un!vfn~& zmdsF0tTnSxMN)VNXVUt2iemc=7F?*Kv-ggLxUF`<>{o&PZATtm#`1I;okhBH;~~up zus$&cXN%r+X?pHue{HT(kbLH><%p^iCWd49GQ$S`^Eju_xDqzz~8 z-ewmxws>lVc3!Onl&jOA0iX75lbP?QHDzdU$f>;S!vXn?D-jDDf9H|sxa`7ONS_BC z&fEI-DiidN7YUbjWCF*0av%KZL|zEUYh4F^-%bt9;&L~7jv@`n(Pxy)>0vSjsi1oO zj#p3vpyyN$ylXFtmT7Rq;1x(W4`F^yAy3xWrs?@w<-LOC#qOhEzo%oGPJ9uV07(rq z9sFIrG=MrNnZYagF@}qt2?Ks5qM*m@Lfxc26elsbsYApoCv{sF%n8n?-tgBEgN#cm{NM zx{P}Ocve`Q9G$+j$-O(?Iw<`SeudHLNWPQSR^&cBrjt{6s;qh; zZ1^cNZ6gE+67F$JK7$q8=>xIp`8WtkDzT(tBMSpcB%BXJV63PWkdFZNiaTM%lMm|( z<9CgG4cih-m2&J)k%4#Ba-w6;ocyGFTx-08Qu-KyI1t5r^qSL2jK8Vad$G+K36|Ta*PWk>7(8+ z6}G?b1^yGd(cjV8#$hik0Sm~3WM}LC8a-+{Bc0?yX7UAGLHeGC?F5YWYU@U&HC*UN z@l}w%-8w&!Sm*l=VrO-Ln#})(AcjoBZq!>9kg8^~*x+4Ncg>&Ch0RD3Q}E04XT5|w zR-LVUGqPs;9DSiWVfyk`;=N7j%RvgK4aP?vNE=c0C^x#(13piD(sOz*gY93Q6|og+ z=aWxk`g?k*U#z7LYbZzMN0*~H=6ad?*(f#W;)~*bUh_=nM)1KGa#)=!V4V{EurKGz z8V)_?e@FcoGM`sb&_tsTG!)LGyfW-U)MFzD28^}tHr*S~=QJX760;x`hP5d%_F|QA zwe!|Ry7sOG5yV3dCM8>Bw>8LO4N$mnB$;0{QGn1Y@}mUdeVanitCY|HFngXO>*!$L zIaz=BLu0c=KnhLGCn80kY8DBj+UA3e%Qi@_dmqA>yrNcTu>lGo|8O*xfytfVDOBAH zGh_4mJ>i+PbumCdE`b^=|5!%^CC%b@LbJc4&)5ITI21XD#vpmYfwk>mk7l;Z9?yMZ zp^3#M8YSd7KfI_nPbnn-Fer<+KmnO2i&SOnLPJ!Cz;2E8*P*D0E_>U>RlDDdN8@Uz z{%$qQ4cL8lC;Mt3AQ{(5;+=m?6;j`g&MwRySk2jhSs2I?&*stk` zSTSkJAl)BNPPU9tMS zaCdV(MYQ%X)yAwq7>+~91VvJ+S0RSaq=%u~uRQ=&3R?8mpM|`FsjGx`1+sM7)Ia*Yd9yXp(@8ffAR{ts^1_qp-L!}*{Mqxxj%Jq;2|`Md103`a&+zuw zzuD;Kj$|qBt}Gj2ZZH`1Mq89yqL^zIZcLird;px^Eks<4l9?nScjG1!27&lDMI4r9V=#&S@WWdkVkBP)HCy z1`Iak4%0YJON-_YfD zYEs&SfgDKuIqf^G3mFDPN$iTs3!~P!ZHA=aHJ|^y^PDTUuaAHgYHm*Lw(5xzVg>ahR0$XAj(P|o3?EwXL4O;2y{BXHJ*{eqkc$Xz6+EuBJgF` zY`BALX0)C+mNZu}1K57Y(|}~LWd{5QMZYDIGi;SW7&a<|wU^BzntumHQ?bIT&*IR_ z9TQ^!$Us)Uz|xLjq*fd{nG#!;TBQoG#LZ90%h@wmgmB>LCHk9*KM?xZNBPhN5clin zdd*Xue5);x$mb>VQlpFxrTC)U1pNZdVQwz%E`dd%fpp~C5s#aAoXen7*JUO)6n*zW zSb4#gbmLuOCJSmSjKkO=JHXIvS2xOSd!X5JQj@0q6 z;g%FK{#%ho*mNX!l=j#z1=NG^%jr5{)db*NA>I?jv>6GzOu1=-enh^6 zWObj=uUab3RPLy&U&Mimo~2V!1&-lo>P|{(ES88}gMe|l`nWQr+>DW6agE3^nd3uA zEk18Jpoz3add4?W$dEIkki+8KD}@ByMDCpK)ZTy{uU&D@w@W!ECs)}INgz@CESENT z^gcNt*M|%-vwJ!2_E$BWM0%Bfg?e0&%lCsrF6idTmAJAepYxJJzdYJZWf|-CJ5CG8 zT*0o)wvx3AP4QGD1Xr68ZHj=^f!)QWCxW(BFYi)AWH73B!~@Q1-6MMQ(zpiV$13i8 znL4?C7wa_y7e^<8c-*YQ*bk97zVT${LJQ9dyEKB;uFg}S|uUb zg{^#|+srXuK=)*R)Ey29PccUNlPDa=6$=paQGzWxm(pw#$EC3~6gFQ!Fbri11WD!g zZ@uKgOQ^B^LviT}@G}4PaGf_|kAEAGp|0Hl%cGR|(5io#dx#$3RyaLRll3Lt+w8nO z&eO)0nhZl5eAJFN0qPV7dCk>!m|>`Q*&~MuQk@{ax4^1^71D|KEroL$m%Sb<%nFpC zVO(OUJ^^PQtQ4k+yRgcUgT_DtOu#$?wxjD-AOXA$$JndZ?Uq~ z@Oi#ZpWdXBG3_SSjzYv(J$ny9`fK0W#B?0Td~@6I=zN|ssC6hMM)c}s7KW+KjDs{3 zPiOp|ctV!DWZ-w7V&=UT2EDLRZxe+0w31oZ-%Z%Ay^zGzqc`S)WIOv8S4! z#*$DJ-1Y_r{qsiMm$W2fMxlJXzA7yd0-z;XpAb11nSzpsBn3!UPAL1{N;(VP<2R4| zlJaWQWsBwbBUt8k`L_#cw6vZdX?-R;`z+S!{%Q3+;mQ@fLa?TILZ&XJUM`w&T21bFuIPTxy<*vwu+labI z&0M?pBLLkORk+@iZY!&gsFR*%HnxYoq5vPF5%?Xr0%L!#B#{BU9mHSEbNadG5@gaV z^~JLTtn^_VJYjWObiW;Gs8oV#-dw{WM33$ujhz~3(%N&7Gt;Kp2T7j)kHZvm%X6(a zt9lVeljPVQCt$74OW!a_rK?9PCjLRYv!r;PV!(GoP6|r!>GAjof}py$=+Ft4kPqO?;gK(Zci!^^5^_ z-n*ruw&zu)LF75)*#6^e#zgKE37nT#boitVCv_CtMWGHcouwY-z;V7Yh_=ik2+-At z$nYXRM*Rlx_r?9ZxW}y^yS`NB4e^J3R>MSZrs#VR$E}iVqm~5`?C=fi15AB#LPW(^ zVmWt}qE(ZST@2#2yp~A|FMGem=^h5xHnCOprBok@DH0Y0InNHG zh6G6gKqE`uqg8aaj?&qF2;ol0ZWqp0UqtD516Tha07^+z6-c8LIYZ<-{L=hK^h8#x zIjLA0U@QRMvo|WzOE2AbZXY4THvA*xgK&4bjKn{iU~X{41Rn+#qXsYjTZN$}=PKBI zhMHRktR1)=dRQy_GnOS>-k^NaqOf1J1e<)lWCvdh;?uB(PNVQ|{_ma4DNf@JFNnkH zmr(E$ROpgK{-1q9%fRHhyBPpLrhwV98~e}8iC4Vw*cP3QIBfr$18}x4s00RAtY+I{ zrB=a7L#*cJ1V8}Jm2eZxEC-JJHBC|#0D)5%>Ruj5%7DPGW?TZ9vqPqbHBAX8EhTeU zQ4BdM=)1beDK>5smx){#XhW}kA_Bxk&v^w(2@g!h!^Qg>TjuI;)UfWWdLqc3EK>_@ zmUVy`peZLg%n{m@1aoc_mZdRpc&`f;xU@a>OUXk4p|>*Z@G88*Q6C)I06Gyq{IID_ zk5jJ(O@;vXDAhU$&GnDaEUDAx-_c=3#R3PJK^f!Ao4v%&@Gc0_{Cg8&gZF8;zds#M z?T!qKY}h$_PbNE=x2-O^g7bKypx)YWLi8jl#=EustsL>uwoUHWuDo4O1;2YzSS@9_ z9c%FIy6%CBV_{1z^4(HZ+Q`E>pNV@_-ua^(b|<{ScTdnF+5jxc6DR+yBgSRfBnIZ9 zn5TPEkFQ-s=9MsfXPe=xaq`Jz6Zgrv58GC-W&J*6+A;K`i&*JaPfqn2mxE*O2CaN* z0hPXhP!0PBrtce{#&(R_>CKDE)aM?OkT!+c&Rgr6J zd!hORTdFApC?=q=!(NjDW##$(ve#IlI0VRjR_W_BwBOEpHK&;ohix%~czN@yEfdR> zluClE1Y7ClqejuA!pDYrUhnGzDbN?dae0CYvUClnNBa5gtL}anQ;0k|`r+q}iZmp- zWSmnYb>f*izTt8P^6j`e(iR#c1j*s$I5WMvBoMfRBG+Zg4XvBO6J(YaYXqEGwexM6 zyk1ZR68}WNK3_Z3;UbBOMMemH-)oeGj@`PJ!twdZ=i)NphTCd$GZ+YOTx2-`nLF^$ zv6|zesp^Tg1gBPJB681XuNST+g`|8!3I&k2;(dH2dn2H(>EW#8PU>lXXXmU?pHlO^ z^JIHgFo&%Zw%GLg4a}^EEBSu@kWOt_*fJY5KVIQPt@_YUSJ*@ew*EIi<5P#~7I;5N zR~C)DWz>D``Nc2-@FCD8S+0&^=$#Ki2!ODVX1_~7NXKQHgKS$zwX=5@O^>(Anu~ZO{QMb4QqrVteK){OdkOmR{p}e;2E-;=yVN|U&`Vc zvIswy9tjuVPojK=)w5z@E`CS`cM`sS7Jq(mcHf0*)R5 z&EP&*U_C!&Ju&lnFbz4AqPe9r5ndek;%z{dAl=K?t_U`(3T-)I053DY{?Woi>|nLD zl=lmvarK%wSF9;kk&?%~_m;s+!P;>F?J@uz7daAi2)>pl;;GMILL&pUzI5u=D?nJ{ zTT;$trH*$!VXw(q%9 z89U9-uf>5Emv$T0B*;Tl>2~wUCoH(C9XvUmK?(LunP5wbedDePR$5cg-Lf)mbVyO) z@})NcK)UO6Lr^j!W_t|<92V6sKCP;FrY3=`hGFl(4v!LlbjJ z&(B?H_&OoFVYS50!ddwo4}-1$Vsxqo%OYvk(RVK$JoKtB7cUs}iU!|^lKU-6lCP1g z)oBDtT-rAma3w=*jqG#(*G{FJzk26*?NdDI1ZpJ;7c=?OD+ zb@Ep0DF&&MJIe`aZ}u?_t4Cg&l!Z<*z_F^Z3_p=)9?gORvE111&^3V4EiwRW3+o6P zMHAzxwG76qr1Y%r)&zmm-LHFe)VriX-J zaQvoq&gE3Gd=;|iu_s+7*F)PJ{jwTDuZm07WWE$!ajOLvj?6<{lV!a~V$=*7@w=Y* zhgwZ&JvYTNTT{kSTlcVJ0(l%g4F{0Qs0^BhTGl=V;3Lme=-7AlAIacL(LO-gCwuDk zu%Py|J(WZ9fJ`#DFWKhj-WiQACUKb%!!4v{W7R82M&nI;(Z<9buBK; zXLREJeFnE!R$l9ka8Ozk{j{zLSzBf5X^9BMe}~-BeYE zxgIROVgw6}@rl1=c5R-b$j^x*ZQ*LR1solY!u9Bp_s6JYgxzrcjq&!>zr6=J5W}C_ za<~Z+T33K`jU{(PHdxTgdrwDzxi!w*s;s#)KLa@G*nCrbI@MadVgpD zOl|KDj?v83FT9jJ4lGho+)>D7tV7NsblWt6Y%7*70=6rHWIs_DlGoEpvD(=LdtjWonYXoYmC+EVeJ#1; zvFcgWGsQ@x5~RnB%HA-|%uP@&UW6}KP07#?NC^;KtefGA?Jm>%Y8y+NLDQkfxeCwR zXIN0*uBU9g#!9I|VNH7s21yd}50SR)&+}qsvH04lCWGV|mhy=>jrmE+aAXeF!T^|g zkNC_NpH#psctTdm_Kl`?iSd>K7H$8q;<@Enx(V!&Jl+Plxz3qm^^@P6Fvj5c&!IeG z3+IW5Z|!e;N6^}${D6nUl${sY-(72=j5w zaV!g0(9xZ%pvOvFw}$^d0v_)BU9-PzlnmH=c_P`gGH4v0io!FYA1deLY8*uru`Hc~ z98k!5q(YcRLzTL|*VPUKe8%?06La`kot6y!h2a4Ec`28gbXVYyCUV(8D#7H{(8IZj z=Tk8Y?P9rnsCRppr585a*Ci+1>ddqYzrpm|^q;9v@-<<=_Y|b>thA36Zqo@J`s)iU z7Wl#JOd(}dsdtb=81%Vb(Nw7&Sc`2js*kuPjZ@;tRn(Ubcpd~fEZnl!OG$-bp53lG zlqNmY7?d>_JPg9o9&V*KBhV_NNT;!v{h`v^)u0pm&9v_Qmfq) zN7%*3Sp4qbKueD<^?`L(4ZO2u9B50od;2owzmvwg;l(UZ_`s>U*e?LEdwXrQ)#Y|5 zwJ}{%F=VNZ7D_Q)tvjy{QTD=?{bS8=*nfNKA7rU*dKJRl*JTf428QZg)xN&ZQ0lqxG0t30RUnFQwP`NHk!1PF>^ByW+cXrT&6};*f zw>QA!$@sCWW6e9l;KPw-?5mVi4ebcjC?)Rm9%#XJ-lbTVHIG{6^>PR#zb$?2&eYJ+ z+KPA1cc;_35Aaf&>zxAMiB?ppZoH>_1D9vQm!h)UyWUf?n)SpKv>}w%rnB!?x0D9| zi`ebY4UF1LwE|-3x#$ms=T_G|49@#iQQfLZ)dt_;$%yc;537>Nfn~(NlF~cA@NQwSun*dfkGkG zUv~K$q>$v@!EjB(3YN!%y#Rz7W2T}2?}J$YsQ(zLn8NguaHGlE(`*~&u1e$SzCyFF z1^2X=K9#X#kRU>_AJCh>9O;1b|2)Q8yc~OGM8z3PK$ye5r9sSPO%MvYUqC4Cg#!d; zh%~6|72&4AwGw#2Txr`3v7;Hx^2jaeYci+unrL3WYmbL$^`-0PmE;(s+_(oIEkiXQ#x2 zk2D|HhN0~+!^qsCWhG#CxVP^@#^_eik`#4?FR8C}mgPYu zO7?7wj!DS3cUqdS(tPzre2%BgTr8A691p9Kh7Jfyy0s8edNb=|$D^^V>V0J$%jcS> zpV86*7f^t%wg)^Yg3vxWRQJg6f-x*uWZ~N+Xnp3I>69itfVHm!xv)L5>@Y$BuiI`+ zAU0_zsf6Af_U^S;4`xoR+nFd=ik9hPAe)cL7A0_}GfBtLdCA}j(TpT=-3#@<#?AFv z1vCRoX(`6-MkXgappEcRi@j&SU%rG3kkcge^-WNy+~=I}U&Rb4mFkMW+aMQ)iQunU}6B z=fF{wj>CLsg-`XLK{}36@Mj17a5jxM$|tJ+chX1jJ|(DEJ&?BL`y$BmfMkDrM(Mq8 z6>k$P(z+N3QfoK~F!1uExsz2C7@Avsw-w*!_U$Hq-2bJmsSOJw`;O;js6A0SKvT1P zjM|-@w){JUDoh@Kbgh^d<=ie_*FW5qGC(8buH#>fxq?>G#u5F}*eSYTQ5w)3!%BpcyWe8bZnAuN71S>xT|E z#wcT|$gU6mR)x}%bfm!R7z3-qGv1Ilw--N#$x+BY_g^=Sws|G=xDgDTUHOy<|q-&(Lo#Ya+S(3unN5 zNN@&rid-bGN+!`1n4(Vvu6Grdd{puL0Cn@c+e>#Tcuu~8fOJ6cC6*QFBBah?mwd=uLV9JAtME00gGl)fw)Z^037)-|7EPJE+g(17 z@;pYpug4B0UrvUDCO)(^vv4XbZ-1_JrEIL+oG&}6n8+s;=?Uop*d=KQ+q zKgH8J(6jc5#W)EBuPj~4`giHpWi$`zg~y{3E8a!*7-vhb|BgAA@ER7E>ZP zjhwe7t6@0~d~JJw7M;C?1~1elZ?2ppsCyIB9?(s1 zhrmwDTeO9CEU|qtwj`=f0!s`H7hR&u_MuhttJor)XqU|e?RB5WyT=oktu+EHNoiuAlt>(BUhYr?$eVgYIuny zri3s;p}u5WN;z>P>2}9|^CIT1dAlMjg&}$3kb^cmk?XtJ zFUz4|RzwoP4p~gVso0fY7AVzlb0?TdGpTEuB8x;U+J?*=FS`DuYe>{pqb*}i{pWv9 z|E-d5NC~w9S(z8ddKr+M!lJZt2A?8G*wV7*^jOlFw*Xb|_PcB$J5qd+&ulnACv@F1 zuy5ZF&`w{!_4vvP20fYVSqq-Q4noRz&fyYdPI;v-A<%yE@E&u|u$WQ~-0)X-dmMD1Vtad}Mdyd~~f6IEi*4 zAqa$a)4d!iXk#w|AKe0v5228n1#;aY?z)H0A4HF^rOAANH1=ocEDCeg(8xbOXoMnd z>v}=BMk3wMI}^;=O?l^)x8%;>O@dOJ$TMbB>f@0LjYk;QG$oREGD)G_0wa#Uy@UYU zMfKm+?Ye=a$FEiC+@Y9%!3t(1wZq9SGP*}r?ik=ot-}$X{jAl@M|zaPu#Slg+T*Yt z;`h5Q`LJ$y`YHpYfdV3m1YHZ$PQ80B2#*gU(Loc?I*Y1#MgnnfD0BhOE0pPAtc?hR zx^+MSK{O01$;;^5h&*E9hL$Gh^OgAhbQ)54*=xZMGrigWX&Gt6@ z6R_&OXo(k5goH(xLch7pe*WfzO9(J;zFAW6{eTmK2Wm7hFXBHPsS#7RdQa(JPdf~wc5!`bZczJq(*dg5?sVMvJ0 zIPY5+n6NelZ$wLCeA<)!LHm7#&fVq=iVWB5O-3{n7R<3{NDCBkn*ymm2=iUkavu83 z_f3jQCJg3I)G)&ksHwM`a_^A6Jz3iv)TK$k-Dcve3?Ny!Y702i|L4`#nw2NnsKR&(-Bz2&Gyx^=P_v6E`0h84( zdbN24kN}*#uEurb0bu+2sE0O9!q&ltk#F(uMgoDdg>4=f6nYN^ zj7+{2GZv{ZsGV@yuId&^CKT^Ukh-J9Ry>;mkSCn>DG5*kwSy~94zStq01HPOkdmU5 zsbIEb8pcx`m@aP87T;Dp@7BN>FclPp0$ER`glhC%?uC+G%e*K~2&n(%IT?eF;4wqC8b8W^N#mcqbN;CV9Wkh05xVK1G_}Q47Ko|Lr*Q_3g}(HRQj&23J_a47s<$ zf6Oo2)?Ysg{8FEZNvkpWtUw~gke}1;h@^ICh>%fDt_OL@{mGfZ!|-p=i-y4FoXQhxb25Nr&a=*)G&mY1(jo4j8 zs%ql4cU(F7kLtlOTm-^Vf$M>R<`FM`B- z=VH9|lKNvKz(yDvZz9Lu)Z@D%jwiC&m6KffCd;P4$L60qyuXH!JY^ifEu4v3AkWj4 zyveD6l{yy{oeNXze=_3DUdUCP84H`}?0#~SS_*dcFxcK*y8pW9n=A}K2rJm5dt^nJ zhHGSbD>%AE8m}Z7-=YYV#X^y-7$U%%I8b?UkXNQMb4h#%=VKSMhBk!JO0iA=H?iCy z*?{R6JG!s`4w3(xlg8Del^SgpM`vy}qd2Xs?Ch$Z=3L91_9&AkPB2;>y;_!?&)#xl zc65#&MtQYb&J=!qo>R}~V2glObeUAUblj#fZN3+V_kZ6cE+)=eWV~;odm2uZDOWsh zcP(I7F**lvX1;Kmb=)5h@e=Ou(Q>}(2?AGa8-78_&RwB?UjB+WK!(siDNeRJ;Jn06 zre6=Nn!oTX#{@?;S8goB@+%+V?4jAw@oYMD7o$C*{wvn)Te*eJ)Uo3SDpwIp}3 zq9=|nm1kL~aTVLmVc|i5O*Ib)jP`#Dq%#s=Mi%6XC~953sC<;kmqWmi7Q)2KLR#~9 z6W^c+Z3hHIgF~rrnK)_Y*rdUtS4aa)uohEaIHZzUF37E>F~OJyvOj7EQ@V*Pv!{V6 zG`~8XFE);O;6vIN$Hdv@%xF_mz#%3kr7Iw(Ow}=n^OS2q++5oT2BJRWcBhDb`gxJC zk4RWbi6)u6b}>{x4gEd(75$2~pNg5Bv2Jk~G(Y%qu4^5>ZxIeCDWqXx(q=-Uo!sLq z&NrLT7CnhB2XNx{cRqHh`EAblS)C25*96Mp^zd|Mq`jqFlxa zn56hY-;gA#8n?FtPqd*b)y+#b6M)Pf@4xL&Ox{jbOW?r1xTTZigwh4m4d#uW5U`l>iDtO>ZfCohonyCA8^m) z9eHd#fx$bL7?;2YAbX84)S6WhSD1jC+Wk8epMm3}AJti_aq(_>ii)61RL`uW%zdDI z_l;Z0^+ag3Qh>Uj-lcR~l_X!+-XP%!*>V{J`=mLONb?1u((^L4Pv96Kl62|0F2&6O z1u?2}imp3$m~f0ZI`lMYhCrUprmZuvdx}?hX)4qU-P?Y$jXu5`qa?==g1(=X1|pVS^MD)W5FZjEQ?{Q{A$dKU&Rwvtul2KYV9>XMAihpzKrpcm_M9Uvp z|DcF{jjjCtBl)#J0G7^^V6UNX3X7|i`8G5tMilF~8i|cQn5zE~Q#Ef!yV3?)rEOo} zo5Gf0Jm&t>=i9N(@OS>5g&mB0ndcM?C(JJUcl^jM+q7$wAbdeE7FP!{cZc|TIos(# z<3}$!7)6T4eEE=Y{#ydqyXoo~n2sx1>?cz>HR&?Ud5&gF>5=1qgKk~iCmF^FX*>Y6 zs2sN1*?@4FimsTeQtpM0O#=339jGfYT2I_*D?_r7SmtUc&}K`Ca*@OYIad)!b|ijc zBZMDB*MhzTu6~g%B`AMYq=sR+?L74o{waetb99@zER?F8qUJ|(8#9}_-8qxGp?kQ~ zcxlkIHH2jaj?J-V(>g;MA@uVvgAn35JK1sQL9%dTBy9&5{*l4$K7A%i>wHVd*-S~; z3~NrUy3WKbpqOz3hqv2&FK`1wqiYY`@tqNiCTAvn@cfeekAB0Wb7Wu*iKRUVsh&I5 zdK9FaoyG^}jKOW>L2Tju!Y9$<7hUggKt&ZD1`yl)z1F0z`Z`bZpW3yIgI5nw24|`C zMh*;bVcI-m3Q!`W^_^tQTH&__lrUemZzy_0m2Ls#Y zXd9n4(}y?>W|cD1tX2qBkkquTO-hy-Km!E+px-{ZZ0!=*pNG; zk)l=A@H}WyNhi~3<|FZzZg%xf_UaHfN>US(R079xq`CM8npwe#2k_iv_Iy$3{lhB` z-yBm&xLSK0hgCxRp9p)5U_H!-a_zZ#a5Cv@gIk=7Xs*?Ay|5N9gXWU_AZgSh6{mwBUmI!pd zCGD#+NwiDl0|tSJBLdi!J3=&y^Pm=|iEv%XyV2ecV{V}%-4JXJ%Er?3p@fQT z2+{jMsdwb8P&k>1Et+d1pAop<2m*#q-;35K`q(ifL#Wjpxvlo1n`wEnwEl(2myk&NYZ|s5Bb69AFduqRf0W!(8zydgE%F zu$AG}hH{9}(qmzr{6C-4CGX?Q&U_aRAJ2f>bOW&#D1&;)84bPPPH=n zLlfyshElojg|BV(nJiUez8h{wHDC=orjIt#aEMG7M0S_@!QhB7tzd`%yC)0_{>UZ^ z$*W~bu6(m=x*k1H0bK|F;DtaPo}%+Zuv9!w_{=IIe2FF$kRbl$7ce5QndTDa6pqz& zL`(`PSTzLDJ~199#^WLPFu@j=RqH-_z6V#*y2dAMp=q2APuZ+dmy41rb5%_Pi*bIx z=D#nnJ((?OzhoJ0@IQ_l$m=&sGaUQ$RIWwMQ=rf)PrU`=v&dlD(m-EF=p>|QkLML7 ze+OC-B$;UUm(1+N8aS6`xpCUP8N)2om|^+3GwhtZ!$B|G5<=aDnoqlGk%=LYu=HWN z&`dWrQ6TfoUrJiFt3W$pK_EaSt-LV{*x7-w5o2EAL=;%I{E~2U9cC5qLWvUam6X{u z9of}7!yW?OxD$C8e2Na8$)`Ond(G1DeHz}&W9mj>(E`wvW@j;X5$fG z-#JC?{wqyK8TT*TZPeH>d7v`%HP6|PpYBip85Rees^qQhs}ld$}ZvO)yqq zkZ2|dlhX3Ja&sPN<5?nk3<;}z&-YvPm9<3fdI1W9;kidf( zG~j63@KSbiY&7;ZC@ezxCM0^f!96ztB$+7HX&dU=s9*v$xJhhRBg9zK>adu*EkDKo znVdUxMzy%W={&?OW`0iVXyRT0*nU$;*5zG<>q4TynVcv3a#R^GEXbnY2sN23I1baA zTF;V|oXnxHZ*Jo<&+7%>XzoW$@<#MIRJrqEkY=nTAsFx9dsE9`%{`%fO_Hg!R_z?a za0Sk>Da|;eYq#&{N!d!ec(yDTzo+L7=;HE%B|B9u3NOuCP`(ggJ3=85xHF~xDr=5Q zdObltHf6et@;E0_kQ2PHjc?70kIfAZvc>pKOyNWiP|_rjfP4ZUXC&_bI79c6HSG3i z-wByvm?u=hHYvKH$X^nX0NZ>{LpFvi){1z5vVdI;vj#K8g3RpKu;#Fn+=Yl<)D`zn z!LNPs4wt0QXvHmIw}+|pvdUx9NWwF7Uu0+VwX}!PUs00N@AUTFIr4SmCbWS`LYrYn zU}m!|uyf4p7uwq{-GZ9ZIoh#vq#rs&NW2t{+76gW(5f1svjB73|zT z>P+;l2w@l=i|~wy7f!^l1)p`UA9sb4olqkN6oDx3prnyCry>#oEoMwm&&lH)b9}eP zN7A&N|93rK1AyJuXC z*TP<+ld?nO3r?<^-bJRBC=q_^)g=U4a7tttP9>-O!(@1d32;Fe*u3 z-U4I%`)=M~yV|lrFu%98yrI`tCthyfq6F`#=UFO8KotFmv5;rdqxeSldnHAEmJ#?F ziTz5I_;azkv5mSSh)mYZb5Z8qpy`~ag|+YBJw9b_qBE>p;WwbZ=laBfw3lKAIbk;m z4jl9(6kSA80R&SYw=Pm=^4|#ctQhtCpQ>b}H7^US=SDsr9RlbdiMiTri`#?p@fLjT zeBX~Acn1Tf)3xD+1%(LA<;wEU&w{_L5LPn7uIVWEUR2$RnoATd$L76iN5&6V_AQq^ zZXR;4bxkILM1QVvp>}ljfgd8cQ=j%~Dg@^kl-=LN`Q&|%G|R|{coLGXxBiF$yM)Q; zoW1#(CBO`HJ-&CUT~?i6V=wbHXwE6#ds`(~<({S<2d8&k^BjjBo;VKLWsZQ4Axkz6 zDNo&Pt>o255TrTkmH@&%R(CwRG<{eGmhoCIR;}}6!pp?jf75jWbQlKn#9;)Gq@AsC z^wrx88mpESfEAG~XU6XivHG^Lj%9c9khDM4Ewaweqk0o!H6afVfeT?1p;-^Lf^E|; ztdz-c3J&;zWNd;_`xKR`i8+a#&hj1Ctd(e|7Ah`~xvX7Q1*0QfoD@ZuPXGWXODCgV zE`B9ms}iTQac|TSDCmw}U&x7ulcE3n>;0Fj?N<2-!1(I6e0&5<)`1QQsRJiHt_R%& zeh_nbY=qCz(|v=jC62Kr#H@8=D}NoCD(EBs=i0T(5BX}Uy5Q|C@M3n7-Pv%8cAK50 z0g^tt4CHO;SixzpYF)*{UE!z(h!!|4BLFM0;}tI4w?Z=SamO!Qz-IQN1qu4RZ3PAB;hg6WK+-{bBGy+W(z}}S z?MyFTUQ^)g9(A6P+TjRpP4R=4tD-gykg-t zUDwKpX=rQK*k0#0yx@ec%!2+H3uS`p%wWjtqJ4>=8IieV|HydMtH062$?jdI?4D=j z1+pP$?!xUl$pU1Id`$}f&i=7NMBDWuWY93S{aOCV3?N8O2)!vTL1Q7QCu4L*b`JsU#bn0$#0R!`u zUn2vNWiDzP`z9$R`dzn2m;@sXhk&aj&$V7I)E^PpOOkO<3bQ3{}6IcntjbVc^hTug0dYTa!)};!A-uoVm`=x>~>?( zpZQ}M|C2LR=rn-_6wy2xymc^ELXwzJ6PlwzM|^L{Z+lVAn!ln4)#T96OG{2`<}DF@ zaXq;}e!!l(?13$BexV!08fr+u;-cq9B6!BdUb2ke>oVzYpr3nrTJK-Si)HlquQu$C zR^|ve2V!M+GRlOkG$6eUMYGiBV4I`F(G$vlfM!)~>_qsIvLyJZQruGrnM`@aT>ciMT8`3+B@v6|90`7XG0Zn&~E71&>HdhqN8=8DQ98Y52!{ zxJ~DNQA7Opa_=`6T%FiOCA(L;kso%4Vq=*;_7Uw!iBIc40*MVPX$f&?nmLU4Uwg~k1C0k%df-=)y%f}HS^!#oXOlmlXDJ#}K zWLMY$A+wg5u9yRK3u16Z?(fjR1axgqlR0%GXkEU?@Ga(>6Q#`M8e0rCfG<$@VD#PW zi9}gk*hMrzKmG0N0=ydo>%fj$fKz2DIWAt%d%Myi+LbP7r(O7vnt&LX5O9mAi;!;190xB?O~rGFPQq38_Qj zz3i~>wc&YrT&90`2PFS#!{Tb{3Wb{SG07L0m@J+3+$8ZC&dqcp_vBe0-c{=|1;2&2 zH5}3~7TqH|0^HP00J{>vr1@W1JzLye+qe8UCxy0A*QCxdB*pbs_l_&er ztZ8y!`*1{=f}LbK4CzN68zV+AD}1}2n7jak-07`LD)F6g=GHHfUUS_w4Bk^qN@Pwy z)MQL!H9sJKET|n-7;&Z%1+tqoX%VsNc$AU4t^ZkZcq3e@suRVDq;Xsl4(qi88!7BX z@W}?0&xoTIiP1OngRYe3lwq_#Nfd4t$&Wijx+WqWB;4nDbopSK7|u9|1Lgsw$bvJ= z&7VQ7%;w+SbBgVAqpCCv&CYfNY4ol8sN)@qR^@>SpF+`)#VP6!iIFu`P2nmep)Uw~ zS~t&g$XbEnK34-4_O{m3Yg~n^f!xqr?^~>~En!1-&nL2WXQ9T1m4 zsb0U=K9+baJtgU$=9}dIO|6|$s%C_d{FaURyukX>!QN^^YiJ)i=>W{_4Q^J)aH=W2 z7;0W4-Zc?HK4(9Yje836nb}R(yE2x$g9?c5rH`MjEH2loU~?eLZ!2;dDZ=5vygRF* zdfr+CVcW^~j;qH_*Q*S{OrK-)4&H<+7yzIoz`1-YcG}G4d^S#}xis0n1?4iO;0adzXCg# z;MCjje3g30gM*iH`z&XYuv%&T$o+4ks0&vXd#hep=cK7$q$EX%WM<=| zzD(rJiPy_o4Qh_AjUH2Me!yW;3PZ{{G>)YhMm+l#zw)MJ%a5@=YGamokJmVu8jqJw zo$ggtj>SH`3X+WD#;F(=TEEhoJft{2DWG>dW=TBlfBVszmZaVCI*!%Ti_QulaInja z?q{b2?)io_&|u;LWO}3Qz_No3`!(pezw+?4l1|aU+?jbLA*e@0M!PKp>7L8^?K661 zZSpoe+`7@X%PZ+jd7>aDZ}WZ$T2*&x>O%lTtlu4;OMWD_x`(t5bQ3gFUVZ*D3me--T$s>Gkg163*(DnA6AX7_iW{B-qWnsZkkFklDf(&JHv$98FP z#gEp?A*nYI<$q0tWrIgne$ryC^K{mwKePl7(X1mas~*6?OGct=Nqj8A#xAu~LoDLL9I@ zjK1dO$0`{EgoN)Y;o|}8{*M5?5}Cc}hq|OETI#TzI}RIsKW;-pvAvQMB|_6XRU^1i z;1BQ^;w|olxU{{8I)k|w@}q!pCQs=FbS{vmsd@_Ety=YaX@-k6({JkcNJ6|31-60G zIT^H`r`rxWll(blz9BcoQ7|Gru@5-YY|G0&y#n}V?wJZ*#pVyD zczb{V2LjFp5IJ1Y;bzYjBI&i!9;Hbd{Y4$1;$LB<9pKR09e;dJ2tO=O!vgsKxUw8W z*l+a4MQ)^SPsQbb1XnXmyb@~-cA>lOj8$Fa|%rK~gi_dYgg36+Zea0m1d>?@a%jO0K;4MA_@XdHwbY^uEJ)%3ZZ6x-tT#VTHS{i5Z zOy$Wt=F-fR^ilHY-L$`C)fR$bM2{SO6;$8j7m?GdhO40}+ySL^|C)E1pC_qz=TnOS zJwU?0QuX}FLI15j9K+@=QzI=qN&auR;P@l;t9|2$HGB`22z>z2p z-MFXN%axM4!`tu;(sP(DNlV#Jpd?4F(cF38<(TJeo9Zc95Q4tR7xCtla{2|rm0;_4 z_8Qb59rsT_>=S9x4Yx!WGSN+B_Q$JSFxnLcxUuNl-VaLpQ^$4?mo}%ojuGGkmYo;* z`Y=jY*z$q@n=uIXumlL9+?TB3Br;_i7?Z#Ii?qIj&a?tOA!MoT-9hRyM-I^qc^tPk zX>d_Ovwu~B#vXo*YOOwAOlOYBQ_4kFDz_4oSc*w z+`3*gWIEBw60h-N3iH194YQo^&*30Y!%${{qe;&IKmbwSWrVp1{+|7=U4l%Lq+!&LkSG|r_G0ZBL2qIm-Bg1xDAXR<)MBe ze(Ab`^&wG*&OQzZprMp8x6DWx8(J1~-2{@2XmO9)d~{3(g*g1Q8TiR~L$+0`M82Fx z%d%ltG|bc<{6)J8^F>h@N1TshtB9&<2t)*P=7R1p6xc9Dl@`n$X?km4Ciz)B>kymP zmfVN@9*TwXY8xz>K$^|S+9UCk3oJqb|P;~ak7LCA8m8Q`v+9D99(Nuo@E;)F;yX z-97#ZyJsmqE6Krx0=C47GsxGR>~)QLH!^E&w2!KQ4_> zu*>sc2jVh4h4Fa=gGvB-ma-T_e+Vu_k{lpP*aeN;ap($~5r%yzBbv@1AYR(*D8af>~P#gb|T~|@60@~LYwdIOuMLFUiS;D!iu!%JjS(h zClx|zk+9`TOE3Dge5eVo&vI!g!9j1lJdH}7(KEcnHoPi>Nn8uA7YMVA^+~Kl5R`9= zE9B=nq0*nO;vNsI0Y1&eZPu=Fuo3Rx!B?`ApO5vCWJyzb2e@ro$G5rYprn}!Xqz!a=CLzAw(>_@l{SJg?Y{zF0EDUs!FwqGVOeZuy&`2G}eitlWB=rol#6Z1pXDwSYkWsHNp8ofy zS1W)Y;I|7=!pObCH<_{XDbcJ4#R}_hDyX4m{5CmdWIL<64*?YBAJ7hhn#a9C)<@da`OJ9CD((vj3@t_9GPVunJ zjJHah)_-cS*D=+1^(W(e_`<|qM;c#HK|GLnUGh(>W?j6V`PJK}cRLJE@@|f0T9StZ z@Fb&gS}Ob0)Gg(`l`f5ZCriyd7HIxFb0ZS&m7-#p+m_rjydSZCqZ8gu-);QQtRB_J z>ecYvDp!xYQKc8eWPyH0I*(Eg3L#_HHu5N{jG3|X&rcr!W>no|Vla!90O2POs(36x zm%|-Uz8PpY(ilk2*xLfqn0G7mczDsai}*kNxoO!v{aeKvp>CV7{^gzw=2v$6lw74qND*0_>yJ`Y$1kDgI{%Ea;11*2sukP zZiN(WnR2{FR%un_bw?g~U%-wadPZ;B2G0zOL_9rKEDB&Aisau@CziB&G>X0*p{NG< z5=6M%sRrLTV&=(>x#aZ03x;_Jv#=f2o2!yI=)#oOUaeb*t3p~xq^F$!lu0XdoEfL= zpzP$zB)Wu4+(uz2+h8`bl|w4*95`ctE*6zA=pfqNeS4On0Cu2O-YqgCXQ|{Tz@JFk z(=-~SsvZ^VKiQCmV0 zo6Q{~S;# z61tY%z#A!>`aqg0zNa#jjby>nV(|E3#5->hO}d;~n%lIkYqrQaq3`aD@Ms-RsHz&8 zy#@RY9qm_kb*a>tBV?gJ4yZD^iouMwFgi)cf|C)9SbQ11e|zRx2tp6_TIr2(raS_M zy_v@k8yVd7@u{zb>dkhi4GFwUa|wk4??E^7ADTr4=)^%*Kf>+KV!3UMuil)KEx|Jx zxcpKZ!SK^NVsN~+VKeX(uq4}2o(=84D6;Xqrpla^a~eAYrx0G*{y=9ITjrM;`kZEu zg|5Wx4JbpGz03BgtZ;#u7kL?*MWl9O$yI##lH9xFKbFT08|02=Stu*r+bfRAy;vKf ziwaE5!jA~MN{U97+cO`%OGTJE=Tm(0_`>cuyk&NcX)d*um4w?^!`#?RbrOj=zUn(h zZ-(Tx$%~BzSbotK)9A9p)^3KlEAu;mgqyBkJez)3H@HJG16VH2m> z^zqK!;K`2M_;gOgI9xID#qKsgnHo2t8mAAFcwtC3eM&IO^?B4j!4UOBa0^dvuJXF* z78yK70~*et*K&q1D5Ks0IHf3 z5N?!)4rp}e_D#t6IV&be`Q2Ck0@*aN5?I-aq2Ka1G;93>Ue*`_3*89sfhk}PQ72KN zAvu+|_4vU}bBA`mRhC!Ljtid=#&{WdXuj^A?!D+RLbp+{JzhnC3@l+Q}qz)M&v<5PQ*&3$uqIm zCEra3wt;F4Jx31xb6&FAR1?$`{wds7e8nIBf-Df-1>=F$q34Rq@1`I&6x~VvKf3`ncPCg3_0@#{u@khu(3lx)}~VF&2c( zL`|zV0j-@OWLjFd8i3q5Uh+f?3%6>NHRdN%(rs;`TFI|t@4?gO<`pn`ce(jWpP*a` z{4~O!%y>srvmR;!9_jtFim3hsP8efA(o?qHK z{HR)-DU`ebg%2B&T2c9d7Fw-Rm>>hDxEtLLVSSbcTKBGM*Fg$6ecD(av!~zbdXHj1 zB`sLcz!eLWtT$GF=Gfk(MyKNV!ty4+yT?P^oR)yvX^G__;0GEvjNDr|W4Hs%Q(kT- zaWcHMGj|XfT~YeeJzQoH8M(9R!cZSKh<_z9Q!wBKpAVhu0Wk2_Db zmZ3xrjaCXH>2WZ_3f2`@OS5qPfwP#@hVrFV(41@pL2p$Zc(!)LF%L(TLdbRgs;K{DPypc3jB{GCC1{ZlL?8TMLxFd8E_5p*BR(vSTAVm@AN~SP2@hmL|0V%Rb0v0 zjO(QC<7*w72(~1cyI;f zz?3PTZ;+k~kb}OzIbLR2;p3dcp4MX?uoon(Mqe5$fZ)7lYLs`dS-YV7FebGk z8TS~=xzc>OoU3_95Vd9~LobE%0soc-_B&Mc>P)^vDN2I47h> zSTjE2bp0VTceiBw9KVo`L>B=ric%NlT!bC=X}v2&7T(`u`pi~(H{Z0C|BA+LFTO|4 znVKF~-maM1^kVv{FrN+LWd57pCeLyI$%5~>ee=)qi))Axv-wIKE`uKR3qLihspJ*@ zFjcr(wyn0T%DGAOi@njk>1l2wXf=)I)b%kz2KGN^>b5} z-nZ1M`}ls<@fwB0+*LKZSnNNYce~)8X8D`Rt~k+g0Lm7F`b_VMiuGGM ze3<9?E|rWMO*{yuVtpSB0S0~YQS3YW_%sL;-|~ahD~7I|bNH_IVo$s=tv73__Bv*K z{+@jB$-}*?WSZ_&U#=qtS5b zRNXi6HeVo%;abX}3(drnPYGN+(?M=oehfkO&ElR8$u0^1X`Ro!Qo)2c6g@LmOtW?+ z1u2@3l2X5`K)Kri<>9X?_vK2(>~~d<4vCmprTSvn%2Wi`__A-9p1!I;=igAw^giaN zF7FH_i)f_&1QsNGI6ip(%spXtZ>h92af*& zZ3kASd<-detMuCz_7TcNarwm&5H9MHa)f%)g}bnUt^v}%n&1O_XBlt;7KM-L zgt`|-&(W1XMz|67d@SFPs@mTTQuak;%gwcEG4jVKkZZwVTo6&VZsW#Pn_-HGot4b= z3@|lfe7$1*7TB$u4nm6{{6;y%`s1?r5?@wKe=TRCE56Y=xMW@$8*rddsbn%@Bgj`h zU5um;lj{0z$a;PGR}6)al4LTrr5R=85JIB-WPArMnK!L+n@u6z(Eye7i9~F&aaVKb zTBd=saCiP&CA<&NS%mdG$_L;izRp zmR;{da(LmLIE~giPTHW(Tj{wB&cT$85PBUUi>#e{N!@v-H?u9F3d#!Q~bwtr~}@!?T`k zBH-kQw=De;hbK{jS#@&KuPLR-4R76oCe6D$@#8I@{j)QW8PQ7d@qKFH5oBa-$}7$> z(Gm;X?T^%Zx&t_V-SYB4_$qdhW5A}XIb}N z5EZ~@Jhf}sHix%p=ycV zs`0lUlc8KlZ?`{r%MG_8*UB#XSQLhMs^af7!xy@DtS`iVLkI(!BZu;Y$=G)<@|6Oh zn1-XqLfk=On^@IV|5Cds=v$k)@R~_xG}WfbeX0Gcx{$tgJ#Msx-}&FX@clOA0$m$P zqyhRrcvlJ|V$MLShC#iXVD4QJQFMkhx4ND~G4gC9O;Q6OEn0r#tpM5dsxbNrUx=+R zxwM_cYjbYXW)(tx53g2IH8oZr+_v22M1XjG7e$S}cH`h{A*Und+Mf%$^}v~p^zaDG zltpW_CC4{=T!)PcA>(!y_VAYU`%`Bm;QXZPoHU&elWA>=NQ`p-@i>E09Ro(@1!E>t zQ&)nQZqjV=<6?W(6k?QI=v}lg&6rAEhKZ#w>tz$ww&;roSn2E?b9T!Z z_sFr{&sj*QdXE6N9+J2xeCFu4&uVhupgV%}sqs(?hvOA=g{>6Vrr2?yt_f~7rae+U z?pWWrgcHV;otlVC+FqFM^{w{VPc+1G<2%syF`>uY=ufRaoRtB`Zwa^&PnC6*V?bn! zTAy5kNSew;57rqS$NYJ%imL#OWp#sSy!`I;;?8yFZyvmcFbfw!VX@6KFWTRIG66p5 zs^EXb&p+YNQq_Mt$Fn_bU}hnf2|xXa6l2XoMmR|7qCLbpfKQ0Orr=zZ12ml`&*j_1@dWs^MbLhPhgd~ov#FbUcBF~h9|dbqmD5#?)DL(eWaTjV{?v$#>Fo1T zb<~%jZ7%){dR_}Z$IiF%6sYhIx~=F{LMRwMfKHw6V?!k5r1FuwXdjDo09uXEUWT&> z2lDI(eVEld==D+`6E2rp4$2whlsU0pIGYb-l$^Ny^YedibU8!V-x2zz7-ls)1b$wa z`1=5dW-#VjtQf;g0r*RUxs>0Ov~m%=!QlxM=NP-Myk`&IQ-7Y^djpck}fLR~hDNcRt|}YJHlp4`wgTkZ)g3&yUh1LJHDYEZi(X^6lcHc5%%? zFJbMSkefLLx0@(j>WW7fY~xT)6APHSMioKl9f6&$c#JwZM$fg!PClS0LE$DxE}ZI! z{b6uBWsQQClV{;4S0_#NdwZgYNy~8aE_0#e$?^%stpV>yJ_Ca*3Cg{}$*uIP(P?`Y z5p57!^_Fia?6g3G_<{A#-)d2gReS==lV@zOcFMr_l@VLmgRWNaGb*XTKCM0yh{Khc zXU)-o@q4=GNOw(-5SG(c#9$i^+vC7>JRC}ykK`Jzzs{u*X@FtC1e$?B$&Axg69^n- zik%PAeK3H&aUJUR`)+mD4_{NQ#K!^t&mFQ>5U<#Xt8Y(mPg;OR3EHKuWU;uTEkoZX zbtR<1Cdpe!hlVa~P1IEf0=a>m!~5-2JX6Tq_$+Jw&&z|bTExt_NMZZfb@?`!O3<*D z^zbdwD}GEz1E8C$BYH+B?M6YA0+y#Y2Bpj8CI-e3NrdBg%Pa1?6_)_u z3n&)4u&yHyep;@_E2{D!x)7eJ+6Nj?3?z(5-6Hc;uq~z18$C|i%FiXG>9=;A1i!3n3a+}I~*t%}D{KH@?+_seHx7IMTL zKPu9qERU{yg_^(~8I+3lqPhzQJ1d=jrwJuc)xO+a|7K_j^A7W6nM_QU7Lr@Q_zzf% zc?@}&Gf0}i5Tn8kfBGnwMhsdsITB)U36I3t#DnTkTChyTUJ=HyINb3oUk@MGP`3v` zS{hWNdY{;2IRv8gQr%N{8^VWUZ^n7DOj=&dyT6cBIws(UhB`Qf2DbU4GW*teIF@49 zMo{l)eIRKpTz*qz8_1aAAZGWA>na19nCQTBV1T{0;FQLgHHg${?}wWqM!j&WvvMQ` z$`N_Q2N`hd8`I-EW$B;drK~A+d>+L%F6?~)mg*2qNe~J^>>wjNhSg#=4G%cp7dWYzQfM*jdvZ~^A+oR$2 z0&x-K8@6*eV5bHFxa29WBaKV_G8%l#2gq;%Q&ik*K*uDlBCXkhNe~rv!8~wGUaziI zDQwdQ5A%a_ac-9|J_}O7K z^_32SmrJnO3ieYb2W3I@Q2AGPI%8)`zbY8BTV%`*J>{2`*q3)nXB#psTq7Tmrczz- zx6NABmu*P>m|Goc%n$M{_>-L6D)MfD`a~bQJ#?ZI`(nDZZ z`q6F{^BI&5jcLP6J^hqVXS)x`s^4zj-=oAMj3_lP=VD~#rbbrOSCGaJrsd>diixL{o?4e&~A zze8GEnI%_!pZ!?z06 z^=k=x-K@K0o5VvGl3DcU8XsP^5JzDwylpr@WJ{bjp{$(mR0C2tC23{N4!%P)-Szwl zcboc!rlQvf>;=Q<$>fc>hj50h;vi9#!>H;zX(u5;tX{(T{VEGV#x<1k*{&HP^n*Oz zkA6g(Xo80Z$m{Kk;-^ntX>knVsJ-mo{W^3UCt6fm^$(SL;6~WuUh{P>$2t(|d_+fk z5oDn$mKFSMAUK zL?x+*b<_4ivo|C6TFf)RVWd=R1ZcC7$72Zl_lGguV$Jeo3}-7j?NI*(kIr~nNl(FD z#W!cZ<@D{-G39C&=~>A54O@tPrTs2gd3!6qXNl?^1hdOq(SwIY88rh<(5mIqPQXzT z*FpR^dxzEF3#j9@8g9O7%Diu_Gd7Z=IvI5Rn|SQmN7l!a_fh;;$@lp^FcGfKrXGbE zLHhI36ss&{PR{iF{p@M1h6Da=sgsC^enNuy3+pr&lm4p7H3gBRh)|NAtdY^m-yPKs z&kmkaTNFc_;o7**gsp%>o7m*C9;4h= z9O2_Ku>F9lKoFH5!)||B`>8>2HskU$j$^cS{o7=Fw++RS5=IsHd90_ile+Kixrc%przm)A; z5|UMfCY3Sxu6H={aLHvfs8VUN%WfUbk?55hcobHD4FZu7{;$m^k#1Myge&sOf@%*16@4`7u#H6$SSWU<_0dH!1Z zu{B$bx1q+&R_;H&`1|WFnKUPVfG`+RJbfOa{MCzcp{__=R*Stly^9=7++>lqBJ0ah zz2MK(r+sY(^=b@O3L=4x-AjYQgERM}_+* zgvIk=)l4scM=W?$Il)GLUP8U2xk3g(a1O#1)czcWSx-uDcpD#i{AyLW`7Stgr1;jQ zZd(gYfxRe?IVaEZme-@r&7}D=P~kZXL1GRk7jD+(v0UvvQ3EuK#^ip|*^XH`d!ztd z6m>{Ta=#(~OjBz3pAs0qRDaOxl+0GNHVVW#{177mNS}z&W$hPw{S!L5*qMITgr$w zLLg;bYsu3VCdbtCH+5&aNHw%NuKmyX#5G&J!m#bX1s;@uS z?egjO0@ZFv3w|@1@Y~UCG(aytmQu5}r_5B>mqz9B03D@0;H{^%Lz|a91D#p=SPJ~W zCgP-%=zGT!)pw#s>p9@mw&P-yY;DG#4RO&RnrvEIt{p zzwi#CIV|>urxNC?_MU>-@7cebS~3pVrOHLOq$Z=RZhE&XZ=Q8CS%1Ie?Kh3f6)%-! zOZSjk&qfCi`cBZtM9@Y`LV3%evh{4|O*Pi?9{9GLx-9<0`L?FScY7T`g$~zZ5Vy-#XgF`Ly2dIewchq94zvBIt<6p3Q zmv8^^60>t-Id>P!P#mSpCA@zn(~@HEUUF+x5Av8m3~|vI%kItFJ@?giXS@*Fa%W#c z|DP+f_>%iPBSU;cGn6f$l0qiFYt$W^eXkR@FE}TT`g&=U<(<53nmqiTE&u5F4)qTifpwfFRII!wNO%OO&=926RnP}yOXVs3lVK8X``O0d-D{i)nwieQ z)1nCaWCBn@OWYmD9&?8XYHVV2Jmd(G-lK`CIUNEx?l#2do@`@~%I3TwO3+#ra1w3G z5_jf{$x}t^SWJF@b&tBq;Qe@`R^^gL=n+JViC^@9W%os-8Q0gJk0dAkuV%oZCb>Vg zO~=l?eAKOz09x6DdriwCygEYJs?qMX<`1FlCzYS%juF)smA18oe1=^r)oeObv`4Q4 z^XhF>XnNk1^!(mJt)EQ|MLr!C%ZjrNts2eRIAfUtn&)R$q{Z|}cZ#$L#UUn6O5X-t z4VlBPV!i<8{WUsQAl0W8Y4^+BYioJr++Aj zM7zy=h(6;51YtQ%muGp)yLt#aus0DVu1n+!J6Zu*o#Jj6db|~3v57_fEsCLocUUzc z-wy$B)6*Yi9s3BZbDjFPMocyP93RfUEdKPcPz=;VhB0ZrY-UjV5>}n%2TVajbl#}; zRka!oImu8Y3__AFKj-lCjq2?!{Q@{Z02i{E*^J1~%tQYetb=ip^!QBbbsi|MkdGSM zC`Ws~>K7NuV2@+N4?wGnJmU3zEsk3zuD@*>3B|DLRvzOBAPi!mMx>o4@_^3wPm5~) zg`1T@EY|`panS}f5yZA!tKl8-6BuE-uw9Li;ChEF-y+L?)xV*R+G1$C1%gh9EehYs z&-)RGa=`_!mOv)J6=auSWRP@ZiXhZ@E2*s=r3fsT@;#&%M3;Ah8FVszapHr-1I}IB zbO`>{YJ}3@?QPNf-XHqKbVOUdOf1QF`V#)=e@;S+3(uOcBwX=zclej#Ri9xpb@dmmQk5Qb6Hm^UaHnNGFia1juX_m7)hWBrIHME*oQs`F_b zhifS|En0On$1ZML`=T#)535r&kq>G%s@wb<@M_yF!Kfh%gOVJqXtuw3jL(JpA3fYm z@RSVo02}k=ikj@TRe(>e;!r_pC~U7)IY!+}bHg9QKvzKe>UQ~!?gi|VCDi`gjpA37 zddKwk^wsgDS_tt?*6mFPc;R$3VkpuIRZYufkxzt=3f;pa*%pgPR@q@cPPVk0kj3=W z9+aZH4M0Nnx(}gv+~5K=-cS!WY%}Y-&7kRAER)2?^N3UV^^e?KLxT_2Nf3)Kt@Nyd zy?YV-%{Bl(q!#&pq6U2Iv$14DFhzZz7gwC`_~wyg72RP}y)^PpU{Cw<*d8LY4$iQ0 z(-kI5nw7Tor@WPMAg`R3)=~Vq{11)qi~&M67K+Elm)h08rr^Of6|=KDK$3rmWxMkS zwm>a87s}iB4|8?aFR%iMRCjkVGoI25oTmjH0z42^WWODjsZEv8h~r~n+3SjP9u5m; zpa9;{n0uC|_V_VxDpoib@@F&@dshWOTL-KLA%x;gP40oOIWvm`sBlrQoAFF?k4`dw zNS({`oK|w`4$tX|cM&gacpib*!wwSAshdowN>XQa3wjCc?7cpfCqYo+AjZQ()tV-+ z7y=TICL`hwin{Hpz8Big{$9H_!_T}t?}rGj`O^sa?%D>@cNJDqi=>(r1yp~hD-t4e zP@~S5v+c`8`;ORYyi)jrsLv669TGRbXTkOu##y!4qzOOQMh_$d%Pl=wS zvF+xV*TUY_02kYDwqBqr;e7mXM+s-&9j)ZTzn+uAF})3F@%cbF0wt(5lj2VK--_17W(pEFyA&HmTubo;4AM!@4w#O@`vukganE@ z@DWQ$wsW}~!qvu+?sSm4YHZ=3a3;>C3=IwtuE$RQz}%P2J!DmBO`ff{AsqD_6%8x% zeB~Y_|Co_A?^F2Bg@07FFYN4hH&D<-}bD+$lpz@A7tN&H8E=UaUy?NG%# z=d>31oorjtVHe)OY=m1*Ttw8{FasOC+#bl+fY>NT!Fe^$pkqU_og%-^&IUF3IK=Zx z`C<9xr+Bde>pmzXsod#)V}Z6(BAfJ@Ky`+%UT->kSsR!&^R6}U!`%w=E#t2{$vZMH zZngq=H`wee$~sT(31!!bL+ZS< z$H3g&I8YW&o&|j6_bIwopT{Vc{vsp*4mZ-)Um~+xTjxkX{Hm}mxX~WWzdp(Tg^0bE z`t;U2t2xOo2Wyk3viy(C4!H8OaGf5q9pZ&#PR05FS68dj^GzF$;Y?$ag@appUY=1J zI??3_>kRot(d@nUbBm-ALH_Wp{ZDoG3!T_`iVW+ywp7GlQLA3@{D%Q}Y+`v{3@}nS z?-)oqkO#{%6PXiBsI8I4L6?)|9ID{5gLvEB7bx`#j3I%3u~0)%YpMh}9MzS*8R;k( zvLTo|lU85N9EID|bbI2x3m{^;(q+?leIZ(heMED)mo>a@Y)UUr!HkQj@S~NVI;U68{aeR$w0hHhwhUUhV)`zjTWW*vO>5H`y=^3 z+jZ8{&M&|?hlLzC`?S|wRClg{aZmZkoxit?BPYH;wD+Q`!qO>Y7lkh&pIsCTO$w|b z<=>6?r~*k3J&!CbU%d;wD}sarkRrQ#L^W=cOnFgVA8b5y4>>204F3DDp!LH~ZQH#) z{%5ein!bxV=a1g*Z&$S|#>H3IT=e{NeSNFe&@H(|95no0IA5q+M=_*lIV722v%=6= z2B+QFC6l;5*r5*nkFmXRI9^yZ5|joYn7qw!4T*2?F%EF}gm>Q+Vje4B4`*W&Btu_d z1A0ZT`%xyWMcWg_Bx+2r!xd#vw*Fg~th0~AslY4k5|fvO@6t?MQm$1o4A?kA>-#gi zOpQo~y_ijz?lMAH%k7-E^NemMySlT0jZCgx2j`ys9;3z-Y3OL@qh6BuZ(Xe8ojmv) z+Ny}<$^+({>EnRX^a+(>+i`J6r=U(^6NyOYr6oRt1-B zKw8>0%EN1sc{^EyyO@@$ANURJzhsq*t+6bkQJ`>FH=xn)*~6&AFG*2F0Ng z;wJwb8<1-ZEIVLATH+1#vOsVttBbPMb8e;1A5(fBiX2hT7Q%?TT{!CDeKLQP_@Cb8 zt>4Erw{Ib*9F`F8uHpyu8MlKK60UAOghl$Ui`ZSj_4~E7(~F!m}7YfDz4#UC29CM4_?P&;@QZ? z>-!YvFn`%Op|lAE70g}eG@M+&vWVY3ea}%Ucg?4W^k8av5y@fR?(lC2F{09P#Qqam z)XIq*6RFFeq_>Iui9BI$pe$csH((sy+)hu(dGGNy+&CJkEb?odM0sf<tysRPS3@h#cS0HQm{Wt-o-oXy2K_ z3lXq^QFV78euUWIaqEK=w@QGgMSF0_WTu~Ith+UmlEs972|M$Z1KCnONoRAG68_g7 zG66^II-qPAaC~l|K;tMry=cj+O+dHZdAj(|h%C2d&%a~_6PDs|1%oDELhWXpm;CC>=a*q?{Tn=jd@QP&MyJQMehuMV^)PKC z{2n20Gr|l8td?tvmk7q+kq;2H9 z#Y!eA;k&i*U0VxY5v8LfaVvBburKXTG|6GjW@pMRuOgGiDp6zlo3o?wsK0S}_^n%? zFj{Bm4t=^i(#kZsbq}bOVJ7dAX|#V<^&0t$*wG&jps1bZh0U?0? zwzk*o1ZA_)j{EGB1JEW?X(}H$$xRcW;2rA*6-4@dE=$tC4frR22F~l7AC_&?FnY2fVw_|Yk3{~C zMh^`X!KMou&=zW+7kfkI)x(3|twoXQ=*Bp1A7^~}PA9VUCt!fk*H_!Vm72wQ-S$e( z1=Aq}V>Lem0*50?{lw7Nn=BG$tzAm|V*f{CiI7?_<9voHM>owE`io`Neec9aPgb-g zdDcaHu zX^=L)CSxJHk|D39#a`9uhjiGny;`WFPS8ShMGL8h-qe8Jt%(9SkiUfZ6?}UWU>|?4 z3%c9oMYV3aG0GvfsM`fFvvep^mv40*P_Wdv?b1yvyn+#uM}8D}GdkE7^+kQA@za>} zc8rICxQ8t5Xb^F(WE#CK+u77br0+?{gaoj4-Jk10y=Xaf%Xs-im;R7)_C)b)_^q1{ zhMgR@q^wUOKaU)6+_^sEf=@vKDxkC45F|6`mB@Ki z)LVGVn)h8dg(<%npW>L(a6RIJjUS7`5N>3;fxqe5ZZ_2*Cz-pfz@QNIjJeGei#gTq zz$F647i&}ieJt@=*p!dNitw)0jaD$tCVL5M6NlPYFJp)wP&q1XtaO_e_)a$k1(7iLnw~3F^zz;cECvx+!48I@3~- z8vEUo2#@bGsCWfOWtN&`IDO@4^{413{`A&$vK|Qc)K}0-vNtF`{#}euD<3d4_@9{y zTTKj5Ksp}{$7LA3>U4iCZOg}qHf6+r5rDlW;rAf^4JWxetkBo3JnSG?6s8hWGCIES z-aX>XX7Es@;Aau3IMQnCD({Y?Ytp(#s!PQ~G>I)R8`|MILUxD9mqiEGmI!28C(pEDlpx<;hH?~FPr7KlD0RNnP$ouGEWk8j$ z54os;+U^T{G11 zVQKdryu^n6S2GQcNnr}m%i2jWFhI+&w;aJI7xDB^Q#g)SK@O2LK^hGox|EZ$KM|I~ z3A-BEne(HmIX*^ef~I-hRM?Nou{gQzg6o>WJ9-Zbm1T`hca>jVcaC##i@+CnhZ;-& zYl)4y!JAnMu73w4qk^jgR#4tlI`w{DOkE2{uj6=Iw4<_1WeIz+1ttCKmAqHyj?eC8 zCtrTZF<49l@6yGgp_gONqa$aM)N80~H8K zLWX+3HQgf{r>nH7RhU;wit~iPU6<8saj%;hRZZip*EBFuM?*?0^dMr3pvn@I4`9%&e&TDbjSyA8qfh{}ODpKRq4zII*liJX_zT z*iN7XK)D}$IIi$0!7={95-(aORU%%KJ}+C72eZJ2chOB+tZo&I zN=fvxOr5uEDXetl2l8$Bx4Vl52^pl1{0>efDZZ*3LgeE#>!cc=$>YO@vti9~#eY`D z;UO_tb5wX*r_UYL1wJt&J#6|!z@!!8x}stN=>9VqFm_5KmrqqfEwyE+I3WLv(Q^ID z7lbxAuydne*eQwkz4_(RQXT)qlEi^`G^gt3p&>mZ9drUcPrL~jlUe>sa=R= zI$Ds!$qPG=aFlyTs(HG)KmI7vi6ax+X)42wI%zw^JX(2bTrC6Ujum^2Uh9E}a+RE9 z=gXc9B*Zpws`oeb9zHL9dh8X?)7}^Z4R~=rhr4*3RD$hv)px6d{yq5*RC_GNJJ-c zuMC@GdVKjc>mwpZ7Rbd_Pz-6V>sJb+e*Annv~2`b=r8@B_4fR{IBCux z_QJ2jqCDNQIbwPBDcOqL8o2|DIW%khM4inL$Yn9fnuRCVx3iQ`MZx^;!8eF>pk<1d zR?c$s?&>G1KCwpkyoiga<~Ml|3V&!%<=e>AEC`5=mO6zBbwqFH+^ik}#fFL!w63Ap zCo;XKo?ccvibnd$+7%F;q`=q)=pZ7J>j=afbiN@@XA~?W1BjfwlUF_TbCq0Lw_NA6 zF|g^qB8H}X)&A>mRl~UAYl7JSP&u7d!JbPb3nfn54}T&2?GflHKgcQlT_(QAw=(?C z;R;V+{C-touxl0bO8r0VL$mx+p2yI3=EJb6)>b!@Vi!{B0XgV-{rs7_V=Fg0Z{G_i zUTEg%T5rS9WBz$Ht+lfQiU2b}%)j;nxHaaBtYQl(t{Y8!Po~;1iX^ z^1U%5#wd+62?WuuI;|>t7t`1^5)UUHL!B1`#RBPxT2(hx4G-MIH-O7cGxHPbISsF> zEW5(AY;X}AlVTIvCMQ(Vl=UcVUh=h)pA6nEeZxmz$)h;e3-l(({dtt3L9`NHwO-{# zWF-A-&Jn&{z+W{Q@n}48xwNPb{lt+HWQZahA)G@3yDGjrE}oq)$#tKAI)G9;tUsan zE_?FD8{MT97;yq2p)`?;Apqu;SbT_<@3)$2(O-K(ygxb#h> zYYu5CL#T<~t6(KSQR6jWB1kRhoA=4FgRA-l{&=NJWQ~rgcS^MFk9oVo9hzikYwU3= z;R$r0^!@;}%oPiAVpZ_jIl(7q_4?rD*T^0b7D@&bGFAy89fuX zpZdt(PmU;CtI;a3DOZ;$eC*9+f#qE5^O$ghy?&n0GfBw89aXh`%s!xg(;+U#84KuB*WEezhy1 zDGa#s2H~Pp81g%et?VE7R5T*}pmii)ecnlXja~9J?t9uZvHdujZA8NW24NI7u>*c~h zm;F75OG+(XJfSeZ=VybhVaY`EK}DuhUb^!Ozi7*`QPPN(Qik9YK?k=OI5txglIs_g zJ~u!jn{xgVrw$GWYIlgEoQm$MG$3_-V`3GA`5bvFar+|LL_KWldlq$JxQwMr*!oFc z>H$nt9N={f*cG%Rtt-|>W+=$c2kWK$qr5GtISVY$Ds ztjr!Lb3qin;}eJxc?$&pZkf3IyMvlKA|5u!`_M{VIJn>=#)4tx`x*Y4@@?!mR39{PXlglqFgF ztqtzGlR*{&c1pta)Sr^btX1rp1Wy(AK`2Ah;ti&Cke$R?)vH1M zWu@|&2bxTBE7v{b`-$WF0=LuoiUeikc?J`T97hGcv*SEEWw#XA!u7{%PJ0q9Q0FL* zuMuY-fJvBV$UQrVuQ7HeN+3bkXDNLICF69lMBOA*Iv{{0q(GK7V%_!WLGS8YlCu49 ze%}&eI_(1<;g5Wwx(ZPjM^y778*3~Z1Oqf<`1Wx=5(S?+%J|-4#QqhCOcOd=5h8xQ zfs0EQ8G08{c}&CRVDd<|5ylpGC%yYV9*x#p4hzgC9W#SfT05^={7B@Mhay$RqFi|~ zZh|`0^W!PHyW|AW7+GztY{^uPhg$gFyZH_sWdO%k_Kvb2&iVq)gY3@7@5b$R)`qH#GZ~j!Cw*)teo>+A|!pYub?xoan`W!r1p`W3yg{>zUf>3D`K0s+Uz{eV|y^e z_}%$x>v=>7N^@u_o-r1ECI51RHZ9TM<15T)aIJbvgS2jBQ20*u0dX*UgyKoa@9T<}mk+$nzg9dDoH+llawnv0 zjhC4U`-qm$2R6)y7o%^tlarI!Q~`V84E8mHR!J+RC(|`CO$Ys^o@qDLB78>1apFR% zdXv)A>N61gtN?fMS1ZwX`G~1pX| zIueH+T?Y@uO5A1Z+oG$s9?mei^Nd*ZLWAi@#g*O7FBLZjQp`mtQ{DQ(=gx&UjfT%K zNxk@&BQF``j2w%|G!3#p5y(32ABYn7R> zCptRO*<8H5mAihfh${+7XMB%h^{X5&MU0_IF*IO1_`NQ4&7x(8fEtqE6EgGdmF-4Zk^Wd8{;I&tTE^XW8outCJBlD^?<`#3+0-U;7-14n#@c+H}??eY0N6e+#bI% z@7yb-%eqL<=z$E5*8LMGAx!4-!5BgR%-7vFcg`X3QWtuyhm-BcF$W(7l;s z8}IC3J9hj6JO@pr%PRxOKCxZ83A#*LN2gs#{NUU{4mB%@lFCoPEu=X9OneIPHbT+s zZ&aIqVLq3LjGi4m(*f0rw4(03@yWm6$EL?+DsNbARUI>4Ho%HE1Wv9~9P{^}j`%Mm zZ~Qp}g9f->BAvR07=sdjUvBOo=~)_H)TXOJXZ|tNZK*PiPOLS0B3dan+BF)1(yI;h z@nY6Xpm%B2gDj{4IqbXwEfOo4d!R1pKNueBvxgg&sa!C9E8mUeP^J3Ayv|khuk%1G zj3cI%ga!6-uJ={e`<0LMP+s$!C~p&$@Bh*vpprWsuLTfWr zVSEBYEvYom31yz^sogR%f$n{`o+Z__2Sn!n0fkkS4IhE28E>tEHHJ3lvlHLZweyfH z(l5IBBFY+m7ElXT+k~+0}2bYJFR`ZcxVB1_tBjG^YMZG7#;* zHHzE;*V_(wKJl-cg24@3-eV>?&9(oN1iu$#&uL}aqW zfkn?f5}6a8{!UJ({pI0r2;@aPCTlv>fwa1Tfx4Eo+|WI69tTNWn)&)(Pbg zUT!J0&+HNj;zGkM{Mpk7`#O#^3Mtw*sfM#`)sDD&i3N8xBPlxxuSLxdIQ4m9R~zir zoOx;X&^$+sRPg?XY|$PSEWlx8#@+@&~SVupYa_9ovX z&|u!3C&yALE3{R5nCvA`P~zBaa%6S@i_k2%X)Z$n+Qo18E9Fn;SHSWGV0CK5k;bi4Pp-ZSMO>m|NTOJSS`3aNjQrS3q*9sq~Ri)B7^&N!W|> z^!L!QD6y+|^B!X;Sr`K~7AyGMjN8)_tOUcUL{;Jl>a+7+R#&&pvpoG)5{Q-(dZRch z%M+M{275T?|D+74xZ9PQ1kiu5>%XZ01)v>?a#oaF2i68}6cDQ3_ZY0ENY<8^HmK6q zp(}WV$8XGb;C zh*KMi4g|a-S6lRp3KAKlTT=Fj%6`yQwp32NyPoe8t#KNyU=^N%Ry>fiZSt_q$d~Ga z+et&a^Kvt>SD`q=Pc~+hB3clPBFf zy5{H%ngJ;oyo&4R;mKiaQ^y5li{y%ym~?AnRE9i6@$`2hAq^c!0;P0vp8<{Y>uNAG z;0flx8ZvwW)WE^z5Uu-U4lUn)wRE?@WiA~xpP@K{fC;KdN3h;qphEIRy&ubsTDkZh zhFe71F`wXsSxYB)FFpAQLJ?br(@!@1&g^wDGAoTfOxBZ%R83 zxFzAe7m)Ljc%>^|^Cez%T+0&-7y}ms3_#|#4+%}3VFCIwwfPNK%`lT+3kugP5@LyQ#ak3w4%lFJ>=zOzY~^2daaxE%NObf}XI3r8aU*=Ezs5hx@D zNC;+j8@mj7nF!yCY1i9Fgs>Rqm@`W*uY|#)H(GF@aisKgZ_(g?5cCRiq+h+c5;|=L zhH4RLDk@wk;?^hsqn_O1CadN}3X~NyALEcWc~xZ<%Q}XUf;BM?xmUQGsGT5k<0tCQ zX7jU5kcyl1^X!-ZWF2SXt5Y%#xRGRL_lLZi$FW?@g2|{puHY4XzIg{41Sxc)A20>O zNw=+0lzITgBlh3upC5;cq#tNOfP(v}1Cws$SE3-U;g!v5#nizTrF)w*a!L2#$&}&a zx)nDK$+YKb(^ZXT)9FwM3YT7n;0AKpKiGLHUp2Wxc?lyAdlzF4^iPy@n)O||fV_V| z0vl-0epg@?V>TkWTEr0O&d@oWK~Zuz`pMLL=@{oRn|%#5d=Cadup&`^X5WJ8>k;FfS8o+T4A32%SrwN%x7>XDD2vN_{q zK-B0uu~uZUIKpfYF$=6r3!3nQDV+sCLe!pyT@S*3v$t!E1XKVaOW zo5+hagEqydaies+Q%d^1oJeNg#7I-n>WzVbKi1A|Bc}2(!gdT}8~ z^8UhAJW^82A+>#)=SFGl0C2^xuBUIzUM**&Iy9>O2b}V$WfM5%%G6G z4;GPffV?Qakkio^))w_q;(%~z#zO)jfA~D(H#!xk40o;#p;ufr&LYC(t3P=8G53CZ z;e(u>&S9NE5Qo#{;%KkMgr}#BJ3DbOp;km-Da4PS89u%S&MauKuzL!W5NqW(2H`<7 zk%AVcN)|j8jgt4Nx9RaW)VXZ2RUBEF`Dw`@#7MuUqoQOlA}gHG;^?2WsiLAqc&++s z-a;UOYBLaQyp3&>9qwF>ZI{7F-Q~)=L&(x_lSBf`zpJT(e8*y_9!*zd_1Ix6Ej#6{CGxz%r!DZe4UVowVx($g{f&@VL8g z?`eQ`ZM7O%35!L$Kd(b+GsSDi+o!cV@RP?wP*>ZjzuIcFlW7hd1eyiyFOnB7AGOrt zUR&S=dgmZ?Nt{RChIP@p>9(62{HV2-X_}p_rCSk_d8e^#-0rr5M~wL81e9THEHo+UE;D5dG5(JoHV z5yyWePC3<229%Vdx25Fa7TN^`CnY1CKSzG-sA210Vxlz`X zCm&8#Qo3@0Y-DvyQaKG-lh44>%g39y9hC#W7c6j3 zA;$ermLAdB&+$V=35^Bj-`**aK{z<-3UZon4ib^K#P}_>=*k&6@CUBoL*vmh&m>`o zQl0Si-S(PxU78>G&Em7*0yt1|DTBunw?xWP9R4hYAtc>eh5eY+>;e(Vjv|bX^c)6a zbFs|B3;PfXMm;0_y5~D$TNJg-?34*JHgf9F62%F?~NIINIXoMy%iO7Fq#6@gxcxuhj_wKZaUFnm5yl2i4W?*IH zBU7D@U8eHMjPno$U?_NPmc5A8RbBS4WMDMuC%qcXF!ML}z^F6{I1p5j;u|vY$PwoJ zYFL5m%v8Gxk;vvM6(Uy0PYtgCW<7%>dxD0*$To_UWafvxn7Yk0MC`}Pq_TgMJ?`4( zf^|G^xRhmz(7sV|a^Wkewl$_?x6hcZZ(^MG5609Y^nT<@Q{}a3!Xe(Pms3p<`)A8t zbuY%Kr5T$wS=>ImP|e-lgAhgxqwNKrnwSq7wfO5j8>OC2cY;N2f&GwzHEYorN$VNQ zh@U6zx3@K&M#T4NSudzq?02fhQhb08 z7m?F`VEtQI?EezcRhvwHR*qvvL6mjhPQN&*!b6uKm1I#k?YfH~SMAqc2dsbbF|U2V zeG6QzO7mJY&0grd3!S$)1QXU2Y54=?{lt%6*>iG`-n}`J$K9yd`A`4pQ;O3igJ@$y zDR>(yH3n}7I`|1@qsd`3R277%zCMoN9(wCI zo4>wMEQ>Axo*!U{H_QqQerU*Gqb!BJ0zQzFSnYWzdWw11w^Sxs+%KStErw|jNM3~a zgG8@dR!uTVYyNFpLCcB15)CdRyVR&bVx_0?Jf_kcn#)3W+->59yB=n*>YMXv@Yf^1 z*|}M$f=s#;j5KJX)yDF2N#t$rN=(QEpGyq!1d6%%Rc4I1*KxplE*5iZC~ql=TcBSy zzll1u3`oszp**WSqDzxt%>)5qYS<<;t*atu>!qiM^X;~V<`k-M+o+c##CXZRqh`_? zbaHELtPQr9nQ6q~Mx)eCrzz}`J>fw=!B)xo^-Q{nO_yB!~$+$?qz^J-SQp79v}d`8tEYb5sfTm8KjAdcV(&FjPvPznInP?k4^Z6My#N z9)>GVdZtI6AnEvuk$qowR|II_nOu^HmMHmpa>l-c0P8cQafT_sL2XMR5A-CChDIJn zws_bF=!1~fJw|&FJe_suPNmG6zk|AA@k##*D1t)(2J=P~;o2{3X5*;W=+p0#ye~$? z?-p@O*v06e>^RrjI|f+E-SpN||J?k2d%SC!b0g9NIdZ3eC^Ql)jNn}#ji?kP6bkU; zFR)XCUD&ssFpftqCl+D7Zn&Q%gvPfNl0QhbdCt;=dCCv>|NkKp;lo!?^s#5^)E9H= zDVhg;-~A1+h7)A-ubtw#zc;9f4eyw&ee3;85R0g{v5Zh)W9EqUg)oP-k{=dhaE1PG ziS#QW8KnArjX6g;4yu|9I!j#=WYzvH+NqyA?z!bzUm!wjBd z<`Mk@?$N;1AKSaskD@x7W}9%9HkU)>!SM(t1Pf)4w@3t(aw;?^mg*q zel+w7X}TY>9k7S=L%|o@#}{qVof(Epi%qyD&l2DY{`qY3nQ}q+e)@l`-2k{7RmcGB zIsr#pUIS#p#k!z>J!09Vdwj-l6#fd8*Kk1Aa2y9V4|o&+W~N^`esjGkJ_Th;c-w+` zBj=j)))7wMjS0y4tyLAkV3$gW9i3WFbh-&p;kwM?M`*r<$zOw_K3=u3UZrIRo_|Jw ze=a_MV9wYwzKbx!?@RItJ-aMq$h!&Sv_RnA- zpKwRuA##R@3m5|6b@spimKHX*$c3$}DVu9JdqdZ92Ia=sN(0v80l;f37T2gCaXVFn zAeb|~G|D2hEvM zaP3Hu<)e@hq(f&hsG3%RK1suvlqK)0$+XoL(x}jjy+Xv*F!p*G!WP+O9p*o5u)-xr z?zijh*|F6?L~%D#=tBQaVU=Z2)Xu|12X-E|d(`|~LY948lzNB}%j$O1TfUwW9Ow}o z6~fm6*ESt?^YcvyzvK#9QuLRj(hZtW{v0l~>q#u*GP5yY&}{7A2)7-L9Vaoe(<9Nj zSkr{Xa|z_~iF1_ldsZP}Mg_J>Wk;aZ|CbM(&+m-j(%HeRvKF$L%1j5TfI*I0O~_OC zg8$_0+Ae;eOeA@k!8b*j?g!|tWaZm~wJ`R6$rau##X;W2*28B`TgMP+c5~0}$_{3w zz>f-@V-OIjD?dWpFvk7IMiTdBLU`8m=DZ*r_ubcG2uH7^LZ?Lhs?*3K7bAt9+l|+$>n}61t3Eo6VQjtEUyYly%Ri$ z*m_kl^kJ!(16U123F6bP{j#8xe)XkEb7Z1&us7a9yPu>YpYekdLZ^{HEo1F5=fZf* z;ZBX7h@Rr4dcA5$Wr(66W5dmLc23;^P>WcNl~o^PcE@JPpI0*vvb0|JvWH5od{#5D zFkW&22z1@UdJRT>4UcMT&t9fj8t?yD?UO(X#>?j#}LD!&Gz%=UMq>kAhLIR83tA*z_ z&jB8I$v|eJH7zma4`MUZ4NW+@S#Hy7qcL7|)9sfYj`u zG4Psf>cbfd$$LY5;aw)_3GeX}ta@VdOAEDjJnsaT>BCRpt*)8_M$hBFgW9|6uOOZ-IOGX*Ke!G@XxQ32dB3%TF!r)2+VjlLzyFb zS`f(c=U(!JuZ$jbxIAGh^g4<+m$16P5J@p|$p-E)=7Pl9Bbdu8lt}Wx_5~>KM+LK0_3J~uU#gjx0OU{OS&&f33 z@pU;com5$WCF_)%q5+mRy+~Pa=KM7ahRfda=^0iHcqhtCMV+kLp^YbB$q@H!QXkf$ z9`{-DmEA|e!wrOx-(AMQC3MasJ76w%f(L6iH>;z{Sv!F}ve~(d7l_Mz-iY8}KS*8! zV~I|KhZ8>mBhkP7;dO?tLZ<{Gj)?9R*Hl$>i;k)%xAsL;%=Yp!!HyOq&N;U{1>34R zho5>GMwni{p9I+mso^&L@}7m>jcvlESAxjc0_)>9X0GD)>XpIDkf99Kn2_j!kv?V{ zGTD;Eqb@ZktfL6qMx9||JosFD5Sk^zAHaM^{!h4)Fc5|?p|1&<4Z|(=^CcBsqyY!a z5(6(~tZkYu0Q-8z;2ae#y7-7K)Q97h!VAK-A30#~Je&p|2~o#8x8;FAkMM+5qM<1F zW@>mv$*Yj$=;(-0(g%4yEj$+gK%sO_dCOHc8nFS_AlDzQjuii@y zLsq$rjZyZdc^`i(qy4^{+Nie~3o3}94esnjFjuk&0=@zMWtLCQvw0v&jwZ3*6i&N4 z=u=}-EkaGVn&cMs))LdPAxIh@x1^ZmrE1P}XQ^m{=Sic!PI5a1Uh!Rtd}0u(W5M9| znUx?Nq%^7h`|Ndz4@5u4Pbkl+svEGCft^$i3OH(TXF=*NrHJU7Jd6aDjv!YEvmU1kLH`ZJxa~-3n+@(7cOpuI|r2#52~lwS~h-T z^DS7of9vxjLg?L{X2XWzdutJ*2+qy6U;Jj=K?n*~EYkB;wt5;ak`q04rktBiC zk{3oKAvQ{{7OXCn<`TD@}QjPEf~@U}c2kG3vDRQHal~sRsH>F03|KBgK7inEbzz zNEjgi^YW0Pk~86vf9kgsGjl2KyDT5Nvn5pq_Qx6giGQOV2AE#CNW{|X-r}!6M7Rf0 z*d}R;*$+b#OP07;dd^PDn{+=WV{C$CV82A}_5#%NIYntn?fMhXl+YSC^ia&@vz-%$ z{_IwGHbbr(AsI-AalpWe0PrwxI`@Jz`xvfmw2NWw?9R4?bdwyUgcq$uv)AN8ajdw5!W_FdZsY=X=S z+QxFTzs%51?q^OhVu``i*uD>E?{4VYWbY#UVZZ@ASf`zdDDz<_;W~k1M?W8XqquO{ z;pRHimdhfg5)kuHYp0s}FRlo|?B!OAeOz+nG5!ljh-5X^uC6*kicIYwV5&%fFALsj zWb~-%9A?ldE8eedJCU@js2P63jx{29=77rr&kfJ#iv3oOjYDBu5&j{1_r^|3>URaf zUSYXbg;ur_jC4J8t1ZN`o;b_Q(*D1Ohh}k{r(sI8FAC@UUDd+83M`_o7m1JMlJl>& z12dMBH^_|+0ad?mt*FBnMZ^l*UIb~zcSdBhV^Yx=RlK{C<`ZZvKF z(AXkS5Jiu+`a4&)PJHWsF9zRKZ%_K5XmaWVyqYzzoMH%nJHTSQ3yT7@eSdi>JJjn{XFQ{7!Kix;NTEFNK0NUS>4Y zSjL&A{H^JdH$!~m*jy5%Q7U2K)nv+Z{06w&KANlMqNO|c0#;gg6MU)JMJUK~!}STk zLHP^eGvr^pBk_g`fn%y~4kzLnez$ZFk551N2sL$1M*`n0?v ztihf}vA>k+wN~3g`vE@NO9};>NNxVwqan^CiWYIy$1K{USHcySy3Ew4AIhrGcpQ!ho0|J=cV$DlG^6pexn7D~EK$ zaEf}=f4E&{8-sU{Lfz+oopgp$CpU}!0THX1@DCP*jd@Ij*-3U7|EJg5ch%`<1Iqa* zFjYj=6rd+xUzQg~yckfFL|(%7+){h1ZQ+%@Y6*sZrnxnr4b$+-I|%*)IpLkmV|vQG zyMXMMtWsUz1Y$st(gUJYfFA8k1@M`bV%F>)7CKwj5Bg$N)C}k>#k6ic{J0(Mkfx;5 zd%1vEFUD)Lhv0JNGQn=JE%cj)b?V6KiGOxp%j}iv4qz{KIZST>A;A{4O&s`9V~nQb zNoDn@$nysI_X)ik`YqEq1wPV;yx1Of6t3J*W5QdPSM)iyoOslZz6}d(dSXXZIjA9Vp~gOe2@EkFQAk&PFXxG~N!ubnuzQvLoYg`;Ot;^E0Lv>a6=)7vjm!Kq&4@ ziZ`;fLW#RZQX_B{gBlR~-wxE_DnH%W&CH2u4VhQ+V=~JB0|Eh;2?2Gb{qJAKwqAcd zJXd_*Z&yA3s*=yi1jaj8CK1PAB=40}?otKL=_fz_K9)Q;x(*2unzA73!`f>Uplhpw zLmN-|c&$qrUX_p$3^etk0%^3vF*}EBr3EE(M)G~4#xi1@K_lW(uR?;Rn`p+!xCc!v zKitZ?ps=OAo4X*0+cO8Tt`q;0sKKu{$zQGYALF&&3BvNI%%)N|;XOSatoa(^%Q!VA z-}{eGJo>Mqh@czgg^++o!5j=w(s$ka%x?w)6HOvlcZ*<73&}T?h3ziYl5DuuroCap zuhA5fJoOohf?5hz)Ur-ko*`G&^nE@P?XB9`+@ zBTYU=2ss4P>WLPUMhGxfGtOC-Vsah78d`z)3$0c?A~7y}l9ciPVF61`=0 zQ7Mz_WPd4vM~o!<)6v3!_UkPyu-dS29ab@RS!dQdw|+mkkLUr#j4h8w>j{1;_SjcF z;EO#w0NY0zY;wlvU4t^1<}}8hp#w5)0evVi#OzZKDn_<_fy|zr62+V~bojyP+xqUW zg6ZqasZ9kjxaIT3`r*kyL?&^R@##MzY-Lb#d_birHpQRTRna@QsXv*L&ILBz$dhEr z7OwfGKt7H@ZZ_A&A?5GxG>{F{*#QiVknczAqwmjM(m|3evxQ{gdRaLXFus(&)vW;HST^S(+w`Qq&Za@mE4V}a2Ty{XY*nCti1#VAQ8fZ zNs&6q%vKOF4cL292iFlWj60PxPjvd9y1{?DO!FsD3%YlqWai_}spQL#i8xt|wROO2 zpfzG;z@eieHO{b9*(-g#_Xe}zQ0#)apISv$YJzM;g~JCimbBs-5%>;ZhL%MtB$zqH z`2djv38{6oR=L_~o5_px4hau1!5U(eZ^MCBcz<|SpA3g(^m}dQt`eK+8tG zBkBdRCo;Hepw?%_sq6lPwmhywycb#z*VtaKqfI5mKLOP${JZIg5a*Tt`w-c0k%DoP z_D}b%2o>uT+VlVN8u2#-tVr6q+R_n8kgUb--WsVVOFXQ6@X%j}HYQzzj(Wh^OF_ep zP6>s*)9aVe{_mr$5@4=_}ZmAeEp@=Wn_Hh~y0cDErZ-cy`>n+Au#S-8U$u?bwg- z>jSTzI>{-T4pc}Y?Lh_y{)6fZGLAN$Si+yki7k2Qg;vA>hlqrIhPgKWw$Cv^fmL@u zb`3^{;=tLR$O*l}v3TlFYCqIbTbe6Z%V8=MTgt)FAkgYrXxH8=tY3~I4W`Jw=6J=m6Y@R+`~lJ*wvQ(GKJS^CWzG#rlY_&uY^2O_1j+o;FX(%mHqYBW zyJ6=~)H-CFrJd>PHZ>>7e4{R;@Z2KG&FgMpOdx8dUs1j&>#%eeQQiRBzG%{eV;hmd z*~XD85DiTnrlkYvkE&+g;{x6HXu)4hcs<8{1jh>ZT1HKC#LsD9+u*s^!lCFo>&|!G^ z^dL9@cImq1j6x=nFsAINzGz(O4HpEh$VfL>P|R+Hpus=zyj(jN6d<>@+;cS-&$DEt zeQ<(1GSUG8Hbo-fP@aX5EIWoac!5lj6hkR^;qP3`w?ai;Z1f!q0)1hYy8VDf`ZMZc zNNuF-C~PGE#dVfx^VgE?1!EB$$Gc&+`j?D~fhxNiz?t-hQLwp_6xvQS1L_I!BBLAJ z|12uA`0BcF6TI={N{aip5y0C)ZBc*XgVOJ0UtjYA!k`T_n8Z&>Iw510F+HeBkK{`q)a}IHgD!s(0V5RTjZ}ExyYloRz$?Nu*<;G? zLx7jNykZQF5+ZQ{^7Dw{zIEMeW(p27{2ew0z4#IUxcVEv8Ma+Q6 zq(lzK1%wFs-b^| zl&LGReAD=zEAA-}0U2BkFq$7L=(%9&SjwL1p;nyMoU|s&hZ-QF9EmXRypPEGu7~;r zj)K~w6Iv7uWlfBtg({EMN~shs!&+BKWSD4e1LzcBi1H%7?=1~W9STsO+|z7ICeiGi z+%ywco7JMecjK|Dd#vkchr!*z!t4Ty9+nv87zmq+bLF-0Hl8sJ(l4R)%-p}RJ zdNGtbTS)E%{3_=SGt>l*+}2wdiw~>D=z>G)?%JEqQ;?>EC;M$z#9lbj>^9Wxc=Pwv zWClMS3dd~I>9-uviZoI+cMAkP?O9mTcQQ9WAZs?#2Q5c6!4j8BXg;YFl0<~0mE^sA z7CI|v>hHKV_Z|GiO+{EfZR=f`(U_jT2M=9@mRf%B9#+E*#Kryq3F9y_N_xdCVIsdl ztceOYh|Uvnwcrt~Zdze6D4lW5>JlU4Fku;_Y&!ML%l>OyRnIYajfNK)ih0>WiLd85 zh|=rs&zc(R@ck93T$HPdQXg&S?407IbzCB&+G)C$&ys{V6TsPLq#!<=`i<&SBWUcOB4)6$f~yz`>9lWBdt@0P2;1Gi2SqwGad+Pq^s~ zM)i{BwfvOqgN)YI)KMw9sU3+R35FZ8y|}I=v~o`Fhm1(Rk0%b8)E;fZ zH3=#HPp|PrAq%c``KEWr5itfuxgAi%c<&998U*`)z}B^FBTn zkUrg|BZ#L3W$HWHw_evU%k0$GM-lZLhfH3{=OUg>HOMO$UZM6RH4*ThNBdHsb6Q0= z*x(2Bkz2yGN|b1_S0aC=KqcvqN{c)i3^g#hH`S)Miz2i7te8nho>0zebK>M zvT@w!^nq2ALYB&EK%v{u*Z&x?3xpb2eU(`5^eh$04-R1@0Pt* zn1M)%@nE}06czt5ePt4@q*NpzQfB}YU3F&-Lp zNw>0HaaksDS6$Mtrl%--d>2n^`GrWdR?i?fPx_P%x-tlL(m}olTj9FSH5>9hX{I$~ zcoyh_F4JuIY}u$^fSM<6W>bSn3xM$Z-C)G?XmcLkr+h`k0Nof^QStUGlgGpB&^g9) zB$Ng$cJ5I)w7(5h{th#AiK#@xquONaD$zwx?1w}2=4dNM`4M&?4CIvd!!yj4Nf+Xx zt1_~@1*lt8D%jB|>sl~5Jg`VW1>#orloB|w`g^L$@VaQcLG0GL9SK-ulo#0I6{MQD z=7{dW*vf2RNH*PI4=Wa05bv!Oav~;^Hc^rbcw@cQ){eDOVVz}JsD@=&$>m<^ z2vfL{rYs#|ymoWe0Fb!ml~+{f1~*F*`h^tVl`NZw2A^IqX2CZz`F3|toM@LZhw|68 zCebPpyDD+Yfo3m!4H|jDTyXhVyRnE=mm^^kE#mNF-}B?QqonS#6N{ytQ8XQqLZzQ# zR!ZZhNC+2sSzjs2VaP}MKgn7WQ$22h%K?q9;@@=! z_l@n@-!BK@@02XR9lv+^-G8o=RPBN@E7_HfNwuJi z(7on86CrkxfpIyE%S0%ZBnBbP zzH2a`Xuh=Wt!8{#R<5151)~;xu{#~_VT_QJ38f{19_335|ANc}SghdY1;tRg>FS z%T;whbRz40W%mkQY^TjAQzV5m_0GFKmVW}O%|CrQR`B>mc?pqmj0@yKR5S3x--#SV zE)xA;`OboA-{OT9n80Zp^*SI(U>3SkX1RtCsdRT8A}s@^)q!+{DmNmXABHJ1)TH*)S-G-~Bs_ABHkcTN* z&LlNnMieFl6G97ALjeBHRQ^F74%;esdtsYrI1Hl;R1uk^uC-az@O99-stUgP#rV=! z6lwL=4G5W{g`{BJd%-?YLmvA~!PDc;^h61btSwKsQ5_>rJjL&jt^Zk1mBi+D5e&|p z*di1QI|65_Me4b#3pb z1O5@4jU}=+q>pw2V4A94H!odco{0-Pr3M;d@hROoQ+r>r&r&P#9UH!=m`eJ=`XT2U z8^`Ah+xE5|Qu~N^SEO?Az&=VH78~A)KPk_S(E{OxJ1-~Yu?#Xz(I(F_wr0%r>{jJi zZ{afhYSF2C(8^Tp#+COkjwdl6VU=?BP}OHeET5o!^5FW*YKPRR1_Co6Hl+gLX+o3) zzk1hj=3xy$A0~AcyPREYqNPPA7_V)TQp57fCm_HsKVX~L43gKny;vi4UC|zniBWG7 z3r{PH=fV%ICF7Dr{yDAk*dbFXDM1(xV|gxzauVSG_W5v+UjH|3@CiZ0_1<@%g9bQn zJ$6Vw9F4OKm-!h(&M)K^k|u=)#;3WqLYyD;dG@OB`&gSpKm=v~wGu@E zpt*j~96AQ6S<=d{;Svb=%O$})J&%-jLBX$*(K34!MH4iUd}nI-G%Q;MVEuK;v-2~- zOR0bz(}R6wlsBvO`{dnq?DbnYUg8Cx(eXt&DjVfgcz5!e6E3TqduZ3O@ZN9sx++Ci zyW@NjMYMj-oI?|gec`YM3;?)=!o=)TP(QgM*K>7R)$c7*08XA)>D-~rIz#$8YlU2E z5%?p%a~H&Xk_h*yubN%(8zkhcLxJ{(xu1n^1Dsk}6wMA6AXf`)a_k}JyuJ@==TA6W zjqX06Rw=a}HPxgceC&)t`UXRg?s+Hg@{(OQ*f)I@3G+Si`*JO~wrQ*qv`ZF5P_5%1Lo*rt(JH;6*(m$wcir_AdA9<}MbvCNl+pY~x0Rx3X|R zw1VW`Q~KM!`u{^Y%dmd?O(6x>lC|h3bnU*$R3Oawd^lnl4QP7!thY@hM22m}rDE?d z#lEn8&rN6Q{hr^L04X^Y;kU3Tr!nIM__d*o80_flY8Jev!JKTT=n2qdIW)QnX)Rz7>F253!)1eIZ-4Xf(VkK%w&_I1!pl7=yT$j#@>6 zLFo*I(~jBp*)!qX&ll%kH?nhymck2;D4iC;npi(;9_4 zVGtUl03a}VefwRe05X(siy%toa&^8y@XkTn;iAFi*p`z|n$0dL?sSozd@P<0euCRX zC_`~aV}v7G_CT>vhe`6SM^c{n;lav^d~spN>V2MW+|qA672%Bp{Qxa3c=U!3FgxF{ z@xAu4|76WF5w+L4Zf|i7SR}yHwSYR8zn0$@z|=<~fwvIRIHVejUVg;H%{i=W(unw5 zykgD3wWOjsa|YtbnV7usc?1YeTH8XyoLXoTxF3nl*I zV!Cw}{yOT`K<`SATMb*@`=`>bmoQasvm>kVggE=4=^l$PTG!(3=J23gx5XRirLAOv zErp*9Q@kxUX+FJo_cUrIuR~tGw^J`Zs~9}3ZE32`Y5R1A6G*x056q{a=`|P zo}l1vK)y(Tm?+0oN#JXTT!o;_Js1)m7+vsP38btjW1uDgz|5u)0*$~uczloNnn6%} zam6TcI3{jbK;-QWZ%OGcqGzi(t@(Ofk;Uy@L^<@!gzW;(XTzkKilZMDd16^;xDtIo z(&$qvhOo!!bW0>h)qOe(&4z@~rhZoNb*9uji%xHMWVJT-uFPh^xA%35s}A#Gz04q@ z*H9DuE%-%?1?%DZu8{uBIhk3#A>X~%m~*wfCD^{-g{T-8|9$rbd|Z!pt(k0YG7Bnh zaA-=4V4XE0rQ`ztwcCYq3~sE$*i>Lx#huhe4SSJKe=H!tcd7WPLJrS>>U@$hzAQzH=fTB z%iT5>2crA@c$EVp`zuC$IYdI*Zn5GbD%#J( zHb?Re0OqfVTpgcHq5p&yZXAAAZ^x7FebY++!N~t(?tCBM#ekxFJ%~wU zP7m@{Kj^@5#Ji5b(q|l%*8W+otTp*xU!5ef&Fvav&baH_(I_FwP6Smz*(@Nb9~O5% ztFwzzfUM8hXj<8JerwulNUbhIhDQ+iA6TXD?c8IMsDj|JDwp3}HFx^=!G@n&F;y&z z6kifO5&$U^_d21cxo+8Ydtq18RN|dT)bE|C|MM-Xm)I)7&;|ho>d=?Votq4BkK}s7 z?Bqi&>YLSsLxT(X**&qi52}}(lg$J*FjKg(ITBJVxq5df7cOb+2|NW*j2>Sg^^h5< z03OXYCnf`&0X5CvRNB<|nFqMz>kJKRe_o)@!9koo84BqVMlVDZR54R#G?=BCNbs#*O)zMyAk2=)8Z%yz&?azs>rIHRBjv@>*nY81Vkln@ zzRK_;;-_YZLZI2(zGa)6x^C^{)9w=H5DT;EgWv(himvmZm7?ngn#m3l8I?Jy(T{C+ z3i=E+wI+wuIHS9L|2DPM0|(|KLC>k--^A4)rv~i_#*9D1s%YJi1HJ6sUb}?DIp1o( z+RB#2bFco`b14MVpwEYmp_b*Gr~(5^EKsASXrp{8SuU84NVW{jD<0KGHbx~G@NczK z#h#kObiLDijJ0i7xbvTS=B1o*`Ro*CEII}XLW(-~ z(j(zrx}@J@nD2FCER|aU?O*}1$4g5-WtY}gKa+Il#0!|+H-Uh-{!cxpLoV?xS4{Kl zhO{L69}{!0#S3bd0RIpf1s1+Xh!|f+A1-wO`Hnryv~Nw4`u^V0S^tF-GJY#)vKDgE z^88{<(%2R6R8VnsMX(BF?@RC0s+m>P8go5_&MD zuf*bs`#^!ynelr^a;C0$`q{_!GAW4SE?~?!F{F7lWqS#8Kf1h!54d31Fw^2Uu$pkSD=|ZygIA z^#pRkQ3|Zv0{^3pEDC(|oh3#N>M5rWMX%iNs za2Fga(n7&(dl{9$RXLIjN=~lbs*qf>_OP+cKt==B+#I|N7dR&CF1TW^74sciIV**Q zIbpQKK5f-$hP8YqBk>Zl-%LgAVP^PkqcfZsXE@#_>K}XpH{^g1_>a`AAMLa8C#Cxm?oiScK=Xp09jmb#O*19ZE)0CdDx+iwAQ!u+a-(_uiPCr6R2pFEwdlm#cdcXGEPXiX|@X)Ar(la_x-cbbS`($%ckO6W#h*KZAe;qPbSN z*XLd@oK}mwjxA&{4Sz2lg(M@S93s&J^B!kqS|0l3Em6)v{jKV`j;QWW4u4F znZ0SsBPcW&lPz@fRMB_2Mm6;Fc_C{cK+D2T$`M!-PpDGsnpARGp0mdjL&tJQ zcjMWf*GjQU^x*mvE2!|j)>HO`26n_pTLDpKDg$HVxrHe~(DdcfAwDzjVf9$ls`g=! zL|^K5@FN%ZE2LoGvd_tcD%tNu@xqpAES(F`luXUvGNn8R2pLfpoS zDH-w^?((kazmET1_KlgWyN_2VU;fXeooW~=vf1{Y9r#(ZQ}A}(PBy*w6Bg+?q9(TP zG+Ifyz4R84DIZ>8h79n2@!kMoLx`nVwkr^9K@E)&p`CD z-~EI8nk_xb5dJif7dMToHpy5s%V6+a%928 zkwmuLg}xC0UL?1e`ZsEi#2kFgQ+s?>g~Fsg~s6nLFIo%Qa|J#%7diu!|v6$4t9+IH}nrug+A0CVhgB_ z`8O0v76#%NI_zHE1kCXLd&g!e`3`j~jHA$ht{=fesu;`-wpOL}(B+fNTBFo2Rkfqu z9V~YMk7tb^HQh4vF9R&J2BaTt4ml{69h)bAQi?`|^=?tOENiB((PYo`*miV~g)lR; zvV+2&f>{frdkK=9G}r;@nqxbgk|Z6{V(2W#l0`q*_+;2bw<2@_f#o#rF??JH~Pn?lwiIu0P^ zd1dC$ogy2q>^OgG6bX~UgsKs&c@#4?Ndb?2;}I-{xk24?!SIq2I4y``bJoGFGg+qf zn%0C3D7*w4UD}A|LlCf24zZUKeNH%ya_!88!Ew^2880lCR(my3n|~#T+SltJ`~lls zBN(Y+adFmezZAOpq+90BbBv>Zu5S&(GSct)-Nn-P;Q+z}l zb$kq4R_ua%M{e=Ox0ww|fDTT|Hoc(tCMlB8(2dnt)iW>u z1y%XH!iZ8-rdH|5H$^(?Bt&dxnqnC>DxLb0PlsT4JcnVeBxB1gXJ=tffrPU%WxMj5 zymjk(P}qjC-lLR!NyNdt8hL>nx~THO@%>tKn%u=kC7d0M3g?tm0$n7>k6n6lAFIr` zKK#TNv}6h};OHs`MqlkImqu=M@1ebZG*)(R4gYCf)KojApGtDngT^;R$LNajTH=e= zL=UV!aPAyvI9ITDW$0MLb$+YS1b?&q?Bt^AmR(1`Z{e$<=rZc8UNYaR57?nvEP0*R zCNf-P25I*;dq2|JIus#ITNSrNv|8$Mg^|J1=v)$t`d-MifgaLX$c^?T7xJq*qh~N= zCo#n3tMRdxN)oTR;5JZEPueN#d#wdehkYDAn?-1lqjJFn_Vb?FGFMaPo@m>yRU7vO z^2t(kB;xp40ZO!xERr+XI*+UN7JSrcuSES1`dVGEGF^>Mtbj-Ct4VD;S@*j6U~RJT zWN6JbuKdEO5f|BH<^F(V2vGC}sARL*oAtix`F?7)r27#C9_ufT6=s5lXvP8;dL_zi zsKK_q+yOxlvMv_zD@8=hK&RqN3PIa)eT2}MnuzJC!3FU9d-!V&VLyMv*nRM9T1_G* z>wo^V;NLm{hjbjXXFCSPgdYL4@n2V#Ng6a-+E-PQLa{>_W3jX-NSj6{?l|0Ik2`O;|d5h8AhtCSo9G4l>2X>c1ebnAI#`+-!UYuvh z+UQ`Yx%UkrSOq?RHEN+-?&Rt~frhM#QVnj!5}`b$_Un%P=nRfQ@Q~CM^MSJ+y~X5$ zExT?l8*AEfOS^hE>iC|BAy92xYOd{rms&S)SFM z!kX`817ffwHF}c~T&_dAI*l=^?!)^?PP;VV{-opAK;!BTy~9f5#0+5i9Pl9I*6&~# z?*`|lv^4$`=k`3IVW2d3%yYs44)FJ}f;GL>xRJpn>Vb^7LNS4_D2sfd3Sfh@2Qg7t z9s_L`>am3u_d4v5EwyYSQjez074uy0m|}>dmKoMkN}@jM)rBY1n>7PebeQrkL|^6O z=T&3F;w^f0%be)7PN6blT)tM>{~MhlGxyZLhm8(pf}}$KgB-HXBiz7R2C^@39q$w- zo&m8LJPmsxSoFV0XO@dCLApC!;-WNJCn+}^+=ijYEGS>7;hF8fGC-(Cm)=ET7L10- zNNtoB0bjA3;m&2h<2F-vE14#fKeeNoiUfeItjjS)GKV>#)9}5G$=UVC!?`u?Z*upj z@y*tE)jD67YGOpDq<3i;ef%~B+`zUBUu7#*xmHn7o+oo~`Z@MuleH^OC-Ze2) z1-<6aLXas?vD?UE*HnFUr0D_Jv}{jPIgZ=7+tN%Jl2x!ZHWpdS9NR%#Y>Pxy8*+o& z_F+?M0x^eC6hnB<*^BsN4alo18;VWb8jaxAACTRUsX;U=2{NO`?QK95LuKYKZr__t z+QSg~>v&*#W09?Z)ghKDEfn@Q+bPTf?(M$2{Ae1joZ<&mk+kj{O{-=L}`)%B0?;q@LaKIuLK?`|+S+DCo%p0g?ydA%d-Jzz3? zNa*DLc>4gWN1~%WEHJqPi2stjc=T^^g(qDYm}wHga@sI%0Qgq`ZLN|K((Adj zz|>hTUJWofQQ-ZFwj!B4Ss&u$j{jk zq&$51;kLa-vV?A`lTx+-DXbS%4~qp{Oo`K1Z@VQhD#iUf$VZpa}RrLRQVK%GSxiy>z=v=)y<#2+J3wqgQN*`_JFg#3a2CM0m@iB>*D@zd2CG>SQV= zyMpwn`t8_UeF-}r%#X;{d{IETJebh!Tr-Y9O<={3Nby$u;YRyF z6GzwLy_erR1$!|;zWv;3Yog}I$w#h(Iba$TufJdU6k-u>?O&#!HC>bWv(^Idw*n7= zRK+22a;C&RGxscEt!ZZJp`97)`zu%J6tpHt1Zy>f1w!C2~~H!^-myiAI^gsmRP zuwsYkb4>|>XI>k!8jE32KlI-v>{+Y_PSvk@MuHv#TJjf^n^Yd&}SM^Ivt`;g1hKdC|r=Am$&=+j-3NaUjOSb8V&B0txt#P*o#R}{P} zx%;Z&o*ZNugN{nAI@FG$2Zhd!g%J={P5L?ANVh0WZ+}wY@5OQW_)#7fe&M{*EApIS z@;UtnPy)yd83uMyyS=h__{+X{;~yoP*H6HluS6|lER)&)xvCu#NHddyQ~?ZN;WHs= zh>R+~L7$Z8qXn!qi71o_r;AIG$V#Ysbb;e7BbwX!s}D@$2dcL00RjxOUhexFdij8s?9(Ry_yz=`migtV4%*f7waM`A2_MBaUKNGK8_Yy zI2$8o=zvOE#yVh6Ab2>{Ro&f;MFslMZQz6DS&fc-&|&CXRJyo1G) zB<;IJW|)vuDbKkNJ#7}1475jBke#7pEPH@ir^rkQ>?*4OtV>>yYj)32v2tyt&0Zgw zg`s|Qj}7h0O?qGHoUC0bTt|-V%TzJKT9ioGFsArPze|@XRYQjFxn}23_=%eTcdS0V z57ts(hh_2NahSTv>fWSW262es_ImhA@#Vk4(P1+koj4*zHx2cWi8bh}r2%fa)#A%w z0hjQtoyp4{tZ|iouBg*!-t=5&y&QPX;z{lT+;xuZi?fGRBCO>~jViu&mCaJhz!?!vqGKx>vym8+CQW9% zSdET9v_^8!#Mf<={U$eXc}-m$sg+P}L}?xDU1ZuKpJ{XBpiKs3tpkEE{C#8r%(-*b z{F4QI+mJlm3}~pbi|&85;3tOAS@xHOD?75Klls6rtR~Ius-7KQpUQXMYGsrdRE_Y_ zywZqqp?Vb+1B(4shoiVtY_^okUfC>)leU98za%MAGaQSWM5t4ee_qgz`1+$n_VhKh z=H$0PmdFIe?fohr7?gnl@e;<|?YzTt8ph8ov2=O@WU7Vb4pateA)0QVPt>^4fFXDh zZEH>kLX5Or+HG>R12aSTsi9tS%I*N&PiO&OXIEfO^_3#<=@8SEscV52({|h#=Pap5 zS2l?yBUt)jv8;2E+aRmq=cUaJz9clcW^+t$IIIBA5Hqs;m=eyK4q0YWByzKn%CX5g zR&!zWr1eW%PgAp9AI57qthRM&RT2x>$f)r7>EFkqCTOM5* zXA|8M>4pTfunka=Ut@~x9cN(--h^ASOUuGtBH}4r`0K~?bU^0d zcF)Xom@4fnUF^<*cuv_prOOgYZfLqQ5vdB+@#VI}p19*7j6Bka%rb#Ne(gefEDes+<3xyN@ z(8s7A5N6OG@}lO{{uIid7S9zjVuB-uIVw38#z-u}QOIl;_ZOMP=w(I2V1AUSAJGrP zX8QwYoruQ#D1@-NSIfk;dR1kw!hhVJhKOHJFlO4+Di14MWlf9<%LLu1USo}#Wp6$? zyI@yyYRe6cbuic&waER_e_t$8_{v()1nNIUgIw4ZTk_WN*vi+68JqIa4L}vh9nm5R zw5cqTnX;^Ue&+E1v9Jq4$i$LG4q)?cqPc3sZgKlk^sa3DP3e{i#qZd}<RUAQVPYiUdXe+Fei?`K;Gs(1jBM%oVObCl-iw}(`ZRoa z>Dg4a--)O!Det=7rA40cTpPfJ7F-m+^JiZmMkqA(^%a(o1McNsDQg|Lf%`(zQnDk&X+V-8ciqm`u_S z4`pO{fISf|tWxhdNwUGfYu*W5u5Dj>#!rULEvnoYFST6xj&~!#GqyTyFMsW=s=S_7 ztvh1H3~d5WGS?ikUS`+i%s5@wciGNj5_fmKNFATi9C&mgdn@Pzc2so+(&5v&4UiN^ zd+pBYTJlY|IPh1U=SY7;vs?fYFw@?w!C#nqcGjG!quOwq|FpEmARorc%peF6^$OAIBeCcYINvn2fUB8%A7^?m8S8gQ3uA@1TyVm`U03drrLSs|D|G(A8{< zm1|^deui_UXo)PQ_9Iy&9w{)c-OWs9+5_Axz0vGDh3^}*)6o$a2fPfMRvruLNSBcrBBF-? z($gv4p3XLTZxMr~nNZ*!b0T6dHQF)Glwg}{^zL0Q9=uQ1_zpBP1iFwF%0SZn2z358 zJ}Q@_fgykTk#=%)#AF>CdiV)9wr`v}XiR(IJRE}6P%e#8Ww_Ar>^@@EAa3`=?OV(# z;X`*b%oycsLe;0Nr8n!9xjFR@&EfO@3eGmz)#6a>+QNhD!N_&W)@}+!%{)nw{DlgK zzv(j(^EjqWu@`WhAJ9is7x`ay*p^GYY@H|#@t};^`NN#-v^)Pj`g&QDIn^)Nr}Vc| z-eG@abfEC>9-S#S1DGX&j<)|e>^`n=J9WO8r0Mr3k#y{;t#M=rzL9Qv5Kot(Pal`K zw0KhQtaosPyMBe%zOwMb)rZc+?prRD82@o;CV*hZI@O z_hbKGX_LeUNClyPJ8y>bcC6^Vh=$C(+2S(pKVAHUO$jo4F&af#6{=`r{DZ%#zp|%O z*Cf0+v+>vtg`mrrew0L-YhBy|j*lYWZ12YiI7$h0O7_}^8`yz2Qp@}CL!OZsV3~`+ zNFtsd1K#Rg5C^=C-W}yq&^U7Pc#MA;Q#OjM4yX^09lqPA_{a&&0nErFoR$jo3nfr< zt8K&_s0%5)YU|W=BZHDH{PqK{BTHB&b92yJEo4x*@EqW~Z6W#ew`Kw1c-qLI^q3jz}$ zYsZAQj}#gai|-boBZUbF?O75^#2q=K@q6WNt_2)pvUo{Fc zNIyIG8Fe*RmO;RJgY2|vTH97Ke&;%{B0A2f+ZR)`PRxuoGsr#>I;rXI=_Y{ddMbls z$$(1b$9Vldpz5%rw-*#(R+tGzhJEnQ_G3FcDm zONUU(qcZgu8Lau+`})P`xRcJWdzICwNQCl@d+7+MlU246Zj{A;jYsT5IPK$Ry(uKx z6R*HrW+&+>;6{;nZqV92Ed8AbVHeGbuYQp((g#3kKP9_o*PMyUx8&9Ttg6#dgYi=R zuo}~n>g2-j2Sw!sI5k$^DLxAQp z)>~!ioiY|lQyPsaZT>UeST_gIN4cOhwSCyrNx}AbP@Q?tI+$3_Ik$5sn^+Oar z=~mF#012KM#XVsDJaejcP<8hh5!lvcq~;!FmV_nrMm5x%2$138h>XrvD!+VRGOa+| zaVSIcywuj)(k}>VRW&j4zIG7cm{J?ND5&`B5#mbj+_R{f|!*0_{!fphvK5) z%5uVzpi#P4${E-&*wYpQ=}}(IDz>@BUz`rXyZY1D1lE9wJDW8Ra4&}iQ#FO;LT53J zz<*@dDmgjtM@R41_0>{1*2Fv$dqYD^+z20sFh`LEWz_rkU+f!YRuH_I#?`w^-axGl zjTL6+(r$~wT?}UVh+`$D1S1G)6f*cvS)_O?A9k&uTg*1?L5rO{r;qWx3rm3<%GEYs z?TO`UR(3d--T=S3zNy|vce2Opf}JUtBfU?9>-LU{l3h#ClwWc4O9TmBWnlcjnU6&v zwV6-I4O3H}w8QPm9hZ~MKl;od3hyQ`8W^f;%lb*5Q}HC;`(-rtwl=&$Cv^X{)twJ+ z;0)g&0r^`x-tqjlb%Qs=EehW}<^5KV_zfVpvwSues2C)iP*v{p6T11D&O-veEtCSA zkPAP0I+XQ-BiSu6shqt3e@zc_c7K{(n)WeEG%hM7CnB3=%Uoq-rNKBMMxUq8y4h}jWpp&S2#t&u62}ys_yz8gt4r?6A!>P3rO5gGu+reJS4lt% z=YKM~${X|_TqDMkuhDD6^+uOZt~h-C3F_trfFvE-maJu+P8N5RP;+8W0`#p$t9b?# z^&JH}c8q6mv*kxrVT>DRc<<~GIqAwb-WL#Ozf)RcEhSCyQ2siecUx+goo#TlFY4zv zQyJLTlKv}nPF8GQM}~T>(^CL5(m^ryU_Sd<{z2ywnVEXjyD6Cx1;2@3M`$cx69g;{%3vMdT6)G06ek>omUhLQ;2TwkS<2jcmdF=y z$d%Sc5lt?>)^lvXltBq&x#=n1x2C(`yR&)5Qg@gY1~qiQa{8X2__IsdQ_$eEvQL`p z_2?j+YIWyqPR=-Qh$$3?lG1hnEC38i$T@G>n?bdW)?(oQUx(I*|F-WzgD&BU!4TQ} ztzNqjN9+otj=ZcSk>p!oY2v?hbSPU1fr%;I?}{EE4JDNhXIO8X9JGp4r^?5J zWmMO+XAMlrE~&Ka-!X<1^-N!Ku4yLPscgF`YRRfBE58+xxJvF(Fbeo4Nyfqx)Ozb& z6(+`^iaBXcXZ?G*cWzGUW97zC{a<_ORRawYgO^w&tQm~bj-Nv8BWl?AXvuadit{|w zke;+9%^6?C+1e$5$|Mh%r*p)G`%oQ-T_-^HKSKu{`SDFK9nLSTkI`8{%lO*4mx?l4* zK1J5Oo7o-Nv<>3V0n(Tq+-$6?CDR_?vpw4?v<_mPeU0CyJr~JSfKlsJu#PyK?E~I> zPF@xD)fNPA+^lZsc>Fz$$$C7rVbE(C8ItR|eDTef zPg4F!D*>WyRTY+cUJK&GSylaN*<+X9AYJyqRD zhn)Wk`X~wlT+zEwcwjg57^fY|A?^l#C}xxr=;0JE&rk-U=3!_4$FkrdFyHAJ!VL#{CJ+OK!2MZy<|#Sm%U zK-emlGu_4Dt}HR%Ggl#z>k0H;MS$M#K7^(ll^lIb;L+GC67@|E$wp1nWq=gZ<7RI= z?-*5T?$VtV6i3+=^jyF;O3h@zPqJCtmQVBa`8l9cEZ{Inn(yRrtPk)w_fQ;L&eRS2 zC1r}nPW7E6C$O7wroh3&3d69d1MZ>4DB(9M8&$JTn}!B6v23=g4vIgMi0%smuwwST z*HjSFWa^uqhxw&)^b5ZyHW9Mp@v6gl(Ro<)3V&Huv#`kNLQKCfv+mX11%2)m6uQ4d`6oNNZq*Z)C^Km$ z%nY231VLw3Itn7YqA1a)vuI8IAG<&%)*MJIfxA$7P!TP5rcK^~H{@+~p*{Lz}nV5$25atFRkK5`2O5v#g>mCdB01Jwoi`u(m z0|ynibU0YqER{^k1e#gTH41Hu(-D3(t%TC&)_Mhix)Z1+88>2CT*34%5)N_V@yCz1 z*SGBt@yBVR&hg7f@tgd_s}QaFC#qNvV)2s%Z5jIfj^w#$-!TmGQ!(??WOQHKEc&wq z9>g|%N5mFoER@qDy!duE#pDH$mCYse-5$)>Zc&y0_Ox>CKj!I%0J86UGzl4GlsOhH zSDQ6&R1>1(*E|qdv8C_{s+NR_ueKU9YB=RJ1(jQxLXY$Ih&$-fg)10?Sr)G%ug>)~ zXi<2%2UK6Nf^!gsshpB+UW9|P0Y{L-_QtBVyR}<+!3qb{^!lYG!hwYhyYKmNO8)GzJCAIO@UA~5(82SA>z14 zxO3+;_@I5wT-#`qHL!@CexWO1xmFqkgWJrWk(~2@?&AkL>tMcF6l^)KZ8iy{xq_wX zl!0_gIp<;?$N`xwm>A7&|4#NqF=`*MRiMi#gytNnBZT%J@u7S?SOb_E2eo(M>NRB? z3e=$SkU?WQQA7-e*(4mokUeE#IE@Ls7cR({C!LZ-`uZ%0Y7<^~(Py6N=;&yfIll2_ z0C$kDo>?q+oM3L6FEB29B*|(yUXvQk=7R7g0xG-_R3@VZ+b>gS>>I>4K7m2@4SFT0 zgnpE75L*pO!<74UebNbq19V0C$ZwK{X}%Qx8M2;!Zyu~rSL)__*Rh$d3Hj0q3<~8! z)<)givihso;4>+f(cNr{H;Vkzi2o7HH}m=HexzFyr;J!I;`%zsI*gC zfhDp^`u%AhRTu~DVVc@yPiqDn!Q2Llw6*V@qxoOd))`i2K^FUch=)@t~giEOQTPu!{{5r z8v=PkFV;B~5S5BDsq@TCNxMO_j|vKazY%l|`Bb~b5QJsj^>u0KqD^r;NxVz%u^<-y z^GeQtG2lgK1ZNO%gWOuLfgTe)^D^*kFTx-hDBUuz^%YtVg6KA!CLD=6wKk9hk=h~b zW)1WXuJ^iWno;y-+Z^BRV(`uH)HmuDgzSKm(|>h*>fhKJu4B_Kv}0^d8f}QXN#eY_ z@3`L$Fko*nDh}s%lbj*ux5(*jTOMGo<4u4*$K~+O;elv z$mtX}SP=mQiBT#b!@f2fFFcpl`39`K#VcN2Kk_Lf-lMOnlFLdQt6zay96id$cIpo< zLu|ft`0(N)^T^ViyI;czPfuOsiw%5g9jcuDD~%D`II@W5(H#E!cd2uO*F)jhLdLAq z$i2Zck9;620=OHbS zIF~1@>pL?|FsDlS7~(F@Dd}O17efG)1F+!YO%6#6c|L_T9(vbF?dGij>)tM%q{$Cb zNc^kh+keRLJS?$NdM0#OozC~I{3GYNm|U;`6F;REamykBBki?p)cKA_7|NLbw1|vF z2>VFE>=7onfCWD&3OViw8NC5e8*|CLxQbf;7l}b0ETBXOL1P!~8JhxpFCM_K`3cO4 z3FGeIr0>ls^7UgxpP0P9#&s0w&HA!nId0q_6vmChcbwy}?BYX$8fM|-!3#4O*DbF7h;2Y!H2!yQ8AL#UlD;3@dh;<0?-$6*#4NS2is%hn3Q_?Kvo1oy%hoXcI z(Sw7T+L(-NJs@<0E}1>hKoo6nIEfGlt|C-5MpPcApq)TShe9|?$;DDntTKKiEx{~YkC#zN3hD)NWUV!5 zu=NW5)+$4Y2gOvoJ4BIC%1gbQrwS7rR!!#}Vl?r~jrqyEpH>U|+a z`>mQ#n}Cx#X9Li4cI6A2X$WZ5Rs;ti?7#Bf>thxjAUxkL*F4*6!#^WW**lpLUFZG~ZYR~EZMbJoMN@f& zSN=dm97Wl*hH;apo6~T)9fJ#)Mva1N-GE7NTFsKts_Gald$9!FMV>}mV16}bd~32( z0yndpGJ!RsRR8OLr=MnQXo6R0m{p(Eh6eqn-&F5{uOJI^g;n-O6`Qh%ues5}9Ic2HE&oJCbxcQ<^Q*h^oUp+zn5MiJa*49ZLD1$LWX%4~ zD;8kond~MRE;9En>RIVz^j_N zlI85-#b;B}bQh1$VcE1_wz^?&*w3;Zl|=5BCB@dSPL1@?qH))I9NVz=DJ3r_!!8z}yo%kx_rYZJA$gwiBq>Z)esq%nTxA z?ui^$(sS*QD=TM!-W^qF8j!r(YTh3yK+wKWTiQ2;EXJBiwtbDt*6qz$Er44d=>@^H z%+2w8ZU?52mEE8}f;|1E4FTNTaTU>KWhEK}g2CxIpM)XS8|s8`>hd@A$(7!x4zfdFm zCBWJIB2i@TS-H^e3_6i};*p*MkeEw56pFuQs$`7&sxZ7i=+bs?Njaca)TwQ~wcj|2 z?e2Vk&L>~})k#3GDRf_KM`RaycGFF*+KLprs8yR;{k`7^i)AVTWTgt|~#)E#GeJDuN+_G$= zHFp2=#)955vjU&^n)qeX_C`_pjpeCe?RGlm(IwvEN;3`JuLv*D$*bcTFzht;W122! z69H9(`5#6qk|%~tu3F#mSSPUIoytu@Azm=U&0vJAQzh`R#^!C}Z@!VVDDe@ht-ofp z(B2kVeJvD*!x?vcK4HC56w^fx>=lb0RJTw|s{()S_zSi70Y>uCz6{cH*xApD3`2Sq zZr`XxlFP9s26;OzZBje8NpuwaXe5mvS2i+0)G^@}JMR#t1@Wkp%`Tb4OP=KkUY7}# zhwM3`DSuE=clqAf!N)d?IjsrJ0TXXh&S)e38nt;|lAV&IG3M;!QG(N#+F{WIbbqL4 zQ8dSQpexUW8^w>Y91B7sEJ~9JVro;DnJaI!_~Q*q-2pXCky3m}?Q58KH7GtXdJVXL zIka}q=d#B$)pdOu(H3`N%3PR)k`rJUBv;^=?I9YQ?Sr1;0-wbYL=anS1ig~uy}st- zsp(``9ti_EGO~@f)}CouT@I}z!h_#DaJ*p&6do>4m5HNF5LtDb-=lbj7%Z_+!Gd3g zao=+dMd!nM^FRv1zbBL;Ek*F7RFo)I*B_8?2eBrMy>bvS!rxpbtwyfzABQK&(?E1kB%I-S^%^ z_C^jN@L4yuTAN+?1;s9LqCeU zzh_`!qLTi3JzGi!1#@voY!{7oTu1Px48PAOz$Vu_*~PteyhjnVgRPS%sV7SelbsCwC=cMx}MApW{+G7wXm zCG)Wwt=<`{wCA=prDddX>Z`LabE$D)L9WP(8zeqXtXx33YKtusDNqz)YH*<^(zV@j zBQB=-{O0>z;=*f&EWRR5{NJ{9XYLb_tGQ)`(u7luxe3pa)n$xn`gIlfrIQ1*?htHb z)a|kEc)wXu(rz3-*-?MH-~7&BSIOp?e$f32NT-; z!3R+u^JfV^bdXYkZwVoZGd~_GOVyb;!A@=#)^|p@nug|8Le@3>_$i}Htd|PyoFEF> z2#5<(U(>sXbIGRFSK28KZDocUR20RH9L}^C<-du;to|TnZ0WkRl9O%G-2@W`KQtl8 zdkUcSxz-PhEbx8bI|X?L-jsNYOnS1f<>)W|3}Y=hF}oe)DEnmh<&rh_yP1Vw{EU!d zgjBs%&O;?tmF(#DTB4s)!ZBXU!q_F2^KKIIf~$T_8K1|Y6*^?9qB;6b?skg?xyi}W ztwUn=oKf=4R?&XwuKp;I=i)=UZQ~XJ&MIOH)L<{H?`Qu+ILUeu#@Hgh?cA!c{)g!De=I*5ifuL{mYF*NAcdoC2Rjt zFvJ8aRD~v(&rdFR=dI!f{Hx2?0!@p$%P{OOf`gqvsBhovz?3d_Nq})+3+oLj_329i zZt9HSAYgHs6oi^v)PPm$w1#Za0mg+dqiQ(UOi3#6XNjk_t2H2A2v0}K3w9!pSocus zt42}^5nS;RfFYB}w12bj)cv`ih$TXB$3YK(=e9=#BJ^@Q^>Cx|vj_Go9*x+ldToU! z?-HwG$D2MX>kgYX`D&=jWo3t!DTyP?vVaVZLy7r_ewN4v8T|{d?9s%B;pLMG2cF_IZ$!Nr=*8UKR

    6TLTrr^6=p^x3I{RLw7y45 zV$y@EI}s6t?+ho8?DnfM7!l8U^ZI>1wTYY0Y}tl5`fmp7h%wd;$S0b@ z(k6`lrDjsB`})Of0a=LtYd8Pmz(;sxP-`oTp^SuHGpsH=IjT0bEBj4V%1XA)vX~K_ z??juBAWS(T$a}LevTPL>;IWt$EIJQYh%*_}D|^GJ0hkU9xJhSG0pYb;MF*B|8@KYn z3gBsEv30Usi%R<%8aY9|coSc^(0Szlz4wq=8EKw_$vNwpAa>JXn&y`+$Lk7Y=Jgz} z6aw4k8Gp@7P%4Q}K%BCIhc^&k_Zg+t?75pDA|ughW1Oh1MFY$^+T6@%E2#FH|3UB@T*Z4T)l_?p{lY)JP3GUa@!EKK!WRu% zyW3EmKY}Nnh!>R*A6EA=qj$qHAQdD=0fbRk=+tqg_FRuwX=VDKcN-xp0?nzth0x5e zkPH(S$$!67`t0V68{_FRvpni(s*`CRb;i^Ep7LQzX_kHI3Tjsd2aSX zd*u0!YFk3e+j0{L+fyXZ?|gwcQ_w?71@R_zP~kV8aoByTjJq!}zla#_2z@a2US;ms z`^C{mg*!{#s1`OwhcpO`bokwG43P*q9FJYfL(BzP*~T->fBgocW>e6JsC-r0F@&ha z|Ak_@NnaWVJmM_1-rD07j3#;VxAjTKdvjL9rRb^p%*@r7s<+P|6P0IN5TB>%BmPPQ z%w>GbPjqV(TFVreJ;>7&ML4mXG3;yI7ltjVS(nJTtu24UiLvf0rs>CGxzQui$x4`% znSg&cx4(EFw-dryE$^QK1p35F&@G|c;n@!nwwAs^6D5=f4Je|^STV)BD#-&BC(p4q z;MYwD^jDw42~wp8I>272X|Y{ATOFt%5H-idh_V86IWgq?yUpS|HNH}g0+pmN{_f#$x%EU@r34! z)k;G3i!sacK{l3`1&Ro)Ars(rNBk>O!drO6b*>HM%R@Q!DKHSMA-r^ z@1p21xtUM^@JI-|5-SgEun1L(y#qNhM$=s03&4~WO35mK`Iy^haq5u#^UOmNk4FcZ zuH1wPd{sO`!)K|Iz^h9wt+&SJ1)e;aVCTgV)>d|*wH;kV)py~XmgC0I#S>K$2zDr*xPHK2V4zzG{5 z015X3#6sPF{^_p!3U!Kk4ho7Y;L#{U8(W1E1$# zGnb%hn4ZM39o6g6@efzj>buqn$(eY6nh#r|7pL zgtoKe{Zx8c83BjoeaU=;lA)kf{-Afg6mR&nh%)3*b`)eADWV6zLpF}Tvp~{H_$vzZ zr&tcoP-vbPN69il6n(r7pHzvB`K3XRtEm#iM)UGHzCR^(0gHX7SKebm%sVcq8k%0_ z$ygEIRZ7QP`FWqeorA#?A!&jEV^GZ*51a~d(plpEoPb&E` zeQZO$IdEapq-Rfe53`>KEof{9Xq&1+gzIaaG7VO6LofI|#-I9fbU*B_Xva&y{vB(I{V`{c-AUKg zhsJtNPTQZN)bR{Zi;RSn#2rU6Fc~~UD`E+apGp0Xj*U9WeO<84vBpfDG$Y0M23^CH zZ(LJYN#N6czvsOzp;FG{{3O7Jy!3Kk7v~r+|-!CO7RENHqVY?~_yHO?_KYN-=`66I)h)L2r+BO>o0T%%j)X}vKL|&2LEFXotx^ApbPJK%i^Fg*&7QO6eHM4+8k?!|C=(2i)i4d7X zC1eK>Z6-TW#Oli&7I8GiO`&6Tqv;}JdyqOV>%z4>#2o1k6A>|RM% zJ1KrnU%mhqJ+>4!qHf}@tO|l^zq$}Nh7&$w1J+~lsU;DmkRX+&p+?P-jC^@nsQXg- zc}=jt32L_NBx*$i15f*NqLdsZk;aC&(9E6@&WaTAeW~H*~5L9$9a~PO_F&&tygR8yVo6I z?PVOa482#z>2f~g+$khbXpDY424CARiP*GF48htt-S&^}nhU{R#|@8Jj}4UX+gncF zs3g3zsqfEds!z)d%m~meiP-tCC77*aU}aU(NQ?FE-y|?OK2S$>YHFCROP)jn_Byeu zrd?&2`C2HbH)~SN&i-c%ZcATm@g2rl^MTT%6fJnd3?`(LLO9J6|ElbGs(dUvaU9Ly zI>!HXFVlRw$pBa5*l8HJBo0T_36Od8j%ge%v_ti(S#blz z3^Y2tnnhM$j@W+hwhI?uW1<`|(6_uPZUO;T%-fWTg#|-ykmkM9^q7QTsUXbIJvgWC zC3EmlM!iDRtB?#H#<9;O!ZHTVub#I!bi!>rgVA2m_JQ**wN0{QJiAw9bLb zfgCU)u=9F@*18gIVK#NKbtc#jU$1vaYKl@8H5;tLtm&FVl?YEJWwR6cW^$IZ>@h6S zo8WrcIW{={rx2#T717pSY|{vRMKD1i3)QK&26{usnL>AtJv+c0z@&wRfRyvS(K&V^ zGy{J*`~xNNzaIVv#7vRj8^C4vt+lZyfJ$%&O_Ctm%LfZ7qkj<=N3_q4|-u}}x z{qec#LwA#+OwUo&{P75@IjRhP-?GlGiGIBc*(cg1%8GAUS4f@f!_iDCg3akxJ zSAvw~U_!UJwVofPMc-$@6$KamGsP%^$rmvZzq#z41Vq;6Lq|Vi=iur>8lRSnV`YLK zImG6NV@r=V27GWOgr9NHEGL-7Ez%zE^&QByGDGLTQuS+AFE5woiFT7vBbkOrW$7!= zqCeipV!?jL_xl$a!PAQ3s7}kga~Yr7RBs;Tz+wU;BR|nxc@47$!w3k zPbs6Yt;qg5I8rmNcPi~UO^-13MUL}JVqXXA-5+G9?HboZ-be9y)jGI$<5%QsY%JQj zj6J=Yq2u$-bG_-x;gQk`ZB(gXqlgRn`aJlLunMupbAx>1A+3+dI>mW6dkDTHvokPQ z_sOS4pD^06w$#>bIkf&KVO*$8(qHG9bPGDT$*m5miV)5P9YkybYL^gTir9l)Ft#{cpNvjfdwD>Ru!;ic zhh-sckgNAVfjqDYa%ejCn9LXn*^whAP&g>z!H{(f`E2wC8@c(N08J9SMMrC&fAB$q zUTEOTRBsRy)!V1l6#6#Ed;z{yasfsR^J%@YJ>d1@6+ua68U;fljlERT{6Tyoeq-3S zqcU;#=_n8ao-(HhBb?pFwtk9LYQ%Isw_Da*@NzuF#` zHo?3qX#*iO4KB7Q$UJ0=oa+sJQN{?p9|$U9WLSKCSMbP_jWNEzLx=)V@9xe{=lt-? zNO#MxV#auRD%V`IV?8n;}1!xe%wrn6_}acJe6cH`p{xodzbI7N7c@Nlh=B1!;W&LV`#;d+RnNs*M&z zX`?A#AyA49N&`)yFhz9KXW3MzOY^y6h@w*LRNi+zCpbH4E&Y-!8&HmsmlaY|L5v_) zsZtxLk|5xxDDy_uu`|G-${MQ+kR9N~(osn$O;xr379$0LdG@#`=JkC`!Xf1faK_dh zET`&KnF%raqtXN+2`unP1tP!PYi@F0fS-4NEOnP`bisAz{U@TM|5Di4m#aROs^blC z6yLs_Qh`|!-x$PPF3j#nyR3B|({u7{xSfgY~YWP{BjqfcB-7{Rx3>D9r| zy>Uvt?1Br@?q08#1ZtzVyPA@YQ7v1oLck|xLz31kfKi=79w+9qMtG4`=D-St{BWvo7_t}L*xX&1DfUlfWT$X1w_BCriJ0g*80O;kS8e}{gY z?)L+f*bY6)KVoTt9rYvk#))sfqJmY5VMATZ05^UvSkbBePAxU6KS>QpG;ovm50@s$ zyy-mCE5$gNA~wNzJ(13;Oj9s=)Nv01wiKKIM9}H&(M06 z2=sk7g2AGj{UrlGHP8~+UA%zeI(f^-$;=Wu^yYT{n0r%y*#Ai_VpB!^u>Poo&3_vM zquWpQu9i%%tul@+p3#H}(dIbz7z4R{34Y$4U@7M?d&}HAz>%>4Hak_}*l#RLV>?YW z^gDmGq-3`lP{{Yt1ZAyR|M%1vEbQ0|oa(BDYMV&Ednq)=TEJ4AOE(!R`6G^Hj)m@U zrgnGfHMt)MI?Biq-efpDz3VfDJ3%LL_8}8f5(o#0$i*HobuH^!Xj^i|*7$#*(f-VW zR#KuQO^Q`((uQ(1Ag23`ED`PmKT*5g`7 z{=yUIr2xb{w-#EmWzBasIV>iE{qPm`2mrTkit0rH$Xr6V#s(6mZX7!1E8_bVwvaFC z_h<;R@&Cb=^WPX7i?1Uqqlvp&6ZYY;0M)f1>-!S!O_Ll)b3?~d@m>H}mk_tHZ7VRD z#3D(tf|uwi-KL}MAzzY1( za>d+@BThrIyyUfu(f9Mxgf!=>^EY}w)vp(&krTQ`X);3HV%57EN^*PVf>Q8It{}A} z5PG!>8@9r--bB@)*(2;Ei1yH%hf+=aLGyg>wLN^GJ-ClgLG`lwQ5&Z9gAl0{w}U*W z{$*uVT#*=UhttQH>pR@Xz*Ar-9-!3&DPN`|r>kB}#<=BK2qPtVk^DIAv3SIGE{VTW z+ig3oY7TzD8RFZAu*Z+umaWdP5g*u)u_FJ6Iew5cP#X!N=1e{~NB|Nyaso5hP+VmY z@n%Kg&+X#=^7H>%z+5bcMITK{9-BPdv={uXCfHG_G|FrwmM+sl_c>m{zp=POW1d(y z2P(7^?=(((ASjW&8E16MC4(7-F#jE;s0w3K71i4##F2R@HzUXt)@}XXTVk@UprdZO zjeD#lNNNlVvp!vbEf$m`F!jmuGj~rb@ib%xkr=3R zm|!$dK5Bt&EZ;m1#@sFuEHfQ9P*mt7miE_LSPZ4DYoY1Ea#J>=srS8yx<;m}!);CC zt79e^1;}j5F;s0TR21e2Tn!StYftv8kkz)t;qG_5$ zzy{f)k{?-ayd>s_;UJkuC^I@NRV-4DRrhbM61x-&!ApQA8}cj&ZYVAE-u9|d-O3>Q zEbzWO#j(^lqc_fQDo+Myv6#}++CtuIN!+nuZSl%ZD)vetBP3QN?4STd=n-*j3@b4X zl20h{Runy1;zl0+bJpgk$Xmu#NwqT&=g3Sa4oUk^?=@AKEfsD!4M4=iRS^(ycn5N@eX;**bP z&#uZNKP~ch)Q4GkNhz=SysXA`g<2jNAa148bGkI@h(K`|oBTM4esZB`{)Lcp8w~xX z7>|xiSf^UQG_dMnS-XBr;Jo8qlIL03RQ+}TOz`(LDI#Zy`W;1{8D*7GzD(wQ1B$+H z!#v?L#e_&wGFHNu#;1oPg$y`wKjze=fCIXQUA{Ppqc0V;xAgM(s$jeTFJ3}mdp^bP_<^D3wph2sqw|svkTuTGJV6Ms%tnfXxZt}&QLve zse$?)u?87DR;N&nbUqiL6C6N!%X^`1Bn-Fo*SL&+1kcG}Tjbbhl4rxnJnx*j3whLg zCIT-aJ)#zOe4gAG$I9fb?e{)tt?bfmkP2X9x=4lh^VxmQz#B-)zj0FGQ8&?bn#*-P zfTeDL4s`L$eQYZ)GJrHB$P-A zN(;EOwxTu36DWm!pxgJo7h41kVs8J2jOFx9CR3;<%xp&c=`zx$n}|h!{jtBh$lmmV zT;_|vqu;NC!HidZ?G;J22ykK_xHIy7j)es6Z|d9Up90gP%g_5Iy5=^!LJ6sZlMfCUBPGR z0D(*-)(!^lI)t{thBXz_@JUi32KjAxz)$V?!YS{0P-yUicZ0n|PR};d_R1AI#Hn_# z^0n=CJE2~_*PMw)X82X0hQI<&R~U!@i)Y&?*TU`%72Myl^)-I7ia4loEEbtaK~vzs zOdI8eq~rmmpJX*}Qv1KO_}6BkfdJOvJyR;Lhfhf|pIv7IIo=sEw5^EeW-3a^TP$mW zxW(&vInWGEWTC|3DJnR8-lTP1_j>n-_v-f+xBWl=dob0co3=n2RK7ktZ`2X5@-opP zi`<|eKOwvK3oe27u~q|C4Oii`sAHDYk++kUF7nD@IpkbL z{?|Rm)bfVHMG}D^seU?OTTp+SGw@+fI1hbI8=!(HIoy=oPz?e+FA2|*j?54)db{Iw9f#z9 zO6|GYMsX=(hDp|+{)<7xi?oYaQ~$C&$eJ-ZNT6%xMA;%f_Pd;A0=^HzU~K*nw>z~t z1B@?1Jha&>jgvin=?rD3)>Q}jqU@VfG&+Zy^|e(I)0LzSZx)r{B-J9^a0`nM%C-OwsaDW8F{#>Ea4qE?i-P=2 z)Dc7nwwC=sNyuDe4jR4Y9DbWoT?sF|FQ=-~uTIXSULisX*UjIZ-HYjfCMTyKa+)(G zC>@_$dY{4YX0o$gTyTR`VJBpVP+=|=KI&kxEptE~V6BFqKfGEU_!d%Unh99j`ciNCZ`jTV^ zG)p$T1ZeGPUBOS^d*A3=2U9Fmsx?oz@@HS!GWr#*vI7v}{Uf{(3ANzbC6{4bD{HWT zYYS)n8Et7VJ5n!C($$GmBIA+{wvB5m{DxUPfKvVxZe>TbzlGxzDIg=~8);>WgVe>W z!j-65w{D6jEVjt>cWX94XnZ@Bl81ptl|mO@1=q#F43`*G3jPWAY{&H`rh^?B3vUDp z&NNH7!plT0o{69vnW{z@ANk_e9#(fDV*AG$7ghk`2$bd!dNCJaHsGCe!5E9@C^ zDl(IoV}42mh|Cec>vioAX9LbWQUCE2WE;=g0c0pnI%d6}(ajxc`Oslu>(8UWkh)or^K1ShR~T@?PA%{7MAYhAjL zes|gu%jBE#COny$4cv~gG_OSD}Vq4-8||`vO5k#!(xB8!->G zj@dU`OzEkE4b>1z&?eg4A+iU-OV+pw;PeYdWcQ@cMkC@5p}MCHbNVQF@$;t)%YV$Q zQwm&(K>ON+v`1;yjdCe~HwSSlpkALT7IPqx&}8Rzvzd@RoahNJsdGf=tLbtH9#I)& zfOi3%zD9Wf+6xg?)5`<~T#|C4DaX!Ik*-pafoTWtjI~&@MU$qG?|ngzI{vI4s%w(R z-FU)czXf8jskj`iZn2ovQKdi%YS;EC*=G zW05Qb1U@f|dHgWrmZaCDq*~IFyb?&7kiAOpUy)$Mz_|tWH8VI$E*Yiv_@mq&q?#Yr z-ON!eSgk}4LTN`ycK7xJ)@9eLammF54dXq?*l19hzMZ%=(Os^FA_Use0K_cft<0G6(KK^nq z)aQY<0sn~a2Gt0r%RLwO0f}Zu8{v7~6d>#nG)_|@2WnOCsXfR9W+U?PU9J7Sb=Csj z4SP@KMfVRDC4XkmBD-4HY~2TMnsn3sUF2dCQhFuBo%#*ZdjdnOWC-O&rPN{U1pXXT zH-3j3CPk9&JMXElVogrOnGvnN4?K_*z9qN%1 zkJP6#47CaRg*o&}fEZ-Vg0PSg4WXd#HE9a0=5t+XMf?xz*K@>xb>7byS3Cp?y@pX> zo2Hlyu4#7n@94~I8t-IYE83v9v<}f(1a*+8Byvtd*mXn=CB+<1LJVT55ahY{mc+Hb zEcYlB?1taUwo&mH(ev;&Okj!dIz@3=Mzwid%gd|HPe2qCf1IvIv(9uWqV!}VP?`O4 z(@HRe(qG(8KP&mtoUq#V+yQ2#;;Ewn7VgPw&A6~)S))||VJxFp!($|x#G-}p+zGfd zqcFy=1IIsx3>knJiHHqvH`*3$Pe1u|!=eg?o;E2%eUUa&AjTiqvJs|^WP!`$Avd{= zPJR(z7FbkGY1?_S*!Hx=2!mbzdA`Co5u@Sz#wBG^8-X}(gj!=z+5QD)OnZzk(iBqA z`%!wTX1$*z1p+xj`y|r&_*~{gC zZ`RDb)$~k?k)#}jR~3U|fwj78J60fpevT7PZ-)@K^SY_|Z0WcEBCq5<+aJ`;j>XGHx?mMO77HeQk{z`#I*Amf)Pr4&hxfT1epI?K-*W@e+=?C=(^!G`G?3MhS7p z{TJRSg;+(|yQsxFSN4>(HxxkSc{qB^JoJJNZF7XXi_a=?}}XkJ!Zbq4RS>L=_7P_p~QLC zai=V_-&-->*Nk>59iSox&|G|!=<<>BQ+_=Et72XC$bQkwvpI&x!Jy<{SPOOSA4X=6 z*UV!Ht+gGr?#nI5V0HNocn^`7;ZSd+7qoTE+V5fBQ-Nprp)6+X)mM50@k`5 zg2>BM{cGuH-z>UyJ&ETi*5dkkO3@X`R?5%zqAN0vdbVz@P zwYq+gI26uEPevIY&({)2>$76`r7a`9kaFUVr$yS&Ahmt^fK+CrC*}?id5~ba-a`R_ zdC6L1eEm*g?vhq7tn0R$n;b>auKdio$0lJ~ZA~~vS55Q;!W-qh4T`-`>>0tA?FoSF z%dUl6(3TH@gLZ{g1k8i0>No8Cnc|U5GR(g@+NtdzFzvK|(?0I}%0jyYe;`BdWMjN6ZDt;bMUyUkl$ z8>JStAxjwkODMVheIRcdq_*aMe&B|m2IEyvPIMvW(vtr&(Xa=`!rrPy6w`5xmzeuq zU;!}~A5cRoAjm-(?r7`+b)&pzVb;6GeDn)W)1U0=GNR!yN5^5eDCy+ihhS+yNSR+Os?@PNy9IhdrsZO_rcY$Ng#{pR6TIyzHCBN zP{{LZ@F9GI?v)VZuj$=Wv*+}c`8buG`LoCXBRhlJT{tbmg&|s4z6j~W%cCP>mO84R z#gU8SRi76PoWl{*XkFr&UD{4x>PZ#c_rQYMI7^bj2lnHm)3)s4>(J~NA@xO2kIW?} z3=%+H+O{$@A+`wM;ncl^*ieb0?;Z#tlc?-SQdpiz{1P(vRt1)kp5*PF9#+CYK{qH< zZyX(0wkN2oD!e}FVlo>n(`S+BP{9xlTOOKu&$h%(nD4L4x#Gwg6EEEL1?35x4l^1K zR7V~*_E8+4`Vns2R{-|!J#4Amp3f!$B zbVW`0T(+s{wrX~EWFPQTZE>%?;JXndy;=)jP(I)kK|k~IO?4bjIq^Mx+muz7?&MdWj#TIwH^Fo@9Sr1?ZT1c30Xj1Pj2{vf3U;$l-ok`rEZqjmC=`ZIOHdJYcQK6wT+3}7_Z)z0Tr5H~Z~@p>3;VSK0{7s36M zE1kU=oI{@AqP%-d&%W6B*j2_2&ds9GgE(eGr3e3fmv>Kjuo3ZV7*Z<;sj6o)Y8FwXlfsI?6(y8UnH!$TJXD-5^K zeR55N+Hg4S>&;Y($U8nV<{`ydrBg?|m^W=klL+V$yMaF@>q>YFW+eHG=7NEPFK79* z$d@heTDZdTLh8>3o_B?e`QHon6Z;xDa~gU3>Cn=)l9jJM0^K3aGO$yV!=cMbNh8RO zeha^c`=tU5Flq>S8UVW-z>mQX`+ZRXph`@oSexCuF`2BJMSmF~FhMIo<~h;(IgGho z3S7pw-d(brjmhzKCIQ`_Q(x?tth^Lccs*%=IgO?(Th3fy*emv0Jb_@5&gQG8;k@lb zd$sT2RFtv6PK$@*ZsmRP?`@-j!@CtMzNYO(U%9Z)cKfD&O2=E#kO6rDVf1&lZmvWPNcVM1@!|TmYk#)sp?!Nhvz6p?y2~@nN30$gtmmf?5bRrM9gI2ODZSTyZvl1A>vpVM|;0`?4IGH2%VBQa?@WY*V z0-Vy@j(&QY1N_gRH=KzY!w<>@`cV^0nO>_6hB`E`qI4Kd_0&Xa95?#$zqe6aha`OjJXDL2ZA70h8*6S*!4$;RGWF= zB|FjJM06ixxtc0{tq1RYWQ}QmMyo6*G@?D(|*=YGTyT5=Q*i&`B;`|r7aTK8u zEz=61XLeRA=66U`Rg!Xx`ggLoW~2Ayp-Qd37c>C)vkPHRU~z zn+x{4-m3-NNdTaAZxolOn<>%I#j%#6*&6bq1Ft0SIJeDrQLbys7@himFjz97k8;>* z^cQ-96$qe@sU-Mt3*mYzHGAuR?nON~m3GCCl%da+VA(PH#L1?mP{={2ivGpy&U6~D zjX3MNEfi`&sLhL+(A(Sg$&u4DddGQ2A* zEc49~PH7)eIQ~`Z85S`up?>_p`yu8%_!WrhbQ-P`esN~~A{GPvC~O)Jgw7AUqo>@k zS=yQ;x!>A%H(f{Nv9QcR%gR-Z5j;bzg2KfGmL)*ktz=Y+&@y8<{Ro|o-FmZwLj;EP zD;1GWulYMW5uo(6tcP1p$7#Yckjy!TqX?>2MgtKFU|)=j{7aKyvYs_;(~BTfS$aLl z_O7)`P8XM818iG130hk)cM0^XE+H?qY8)?yxp4)}XkaRBk=>DRg!^r_22y)_>>fVuzy zW$Tz#E*Ard&9wE@m8I=uI*$f9j4?S`gYm9@_(4b@#*K+Inf9{%Ix zRio5w6@~@t66is*IDRul!onqtH1Mh znCSa8Q0AxcebOz#$Li~td|b81s47=T%zSG9(Wg8#=F5^8D_{N!HU}hs<#wR?UO%U+ zoC~?G|D#v$9in}u^rb3}6pf(sT2Gx^+iUaASGfbIc+09unXcP2>xdiwW>o_C|(~)9NF)=|?<_dGXw- zjg0I=tRkL$n~yvu{DIY7j!ZF(nXSlh&RSL<`1Te1#in_wB$D6R9mml}CFjAVd>j|iCi5yh?WoIkS8tJ)9ND-r0T)IuRAs6PRl zzT*l>{c8JwK-Tl-WS#OzdM6@y5EhV!W@r_D)Oe>hI{)(^&P-R1E#CZh!iQ7jjP5O2 z;l^|lKi%0fVyG$=KZ9PM_~(N%_7pSvfbx2ir(*+hTv#|pA9(Uaw)UJQorkzx8<%7? zADww^F&m@-jXS*F2p<&ZOBr*tu?$Ek6#u!8RIbzc8qao+^pG8d-Bx)Q2rPvoP9Yul zF3(Cg1ivd7U#A0#x5{Vg=+RQJZC42*H)P+w2!1=5ym6be^;Vx(BXdi$&?J3GL?B5P zCI=8)deEL9&re>B#$3aT6KpXVjVNSBbL+)MKKHN)YNdGPB7V5`3tuBEvS$y~k;RD- zw6JKtJ5}5*NbTgT3Tt|Rzda&g$KD~CvDg-drnHRVcQVe)*WuKer4Th283f(_6KR2N zo)17YE1$-0b72lY+$a6)^vxclNX?y<{!53&7S*L2C?DkAV*+=d*G0fZ-C{P=tx@BW z*_&_#e>zu>?}bZ2=k<%2wM*Tg4~)^K>_HLbo01q(Y5~w$o3T+Im$kQ>9b%^8^r=gW zS>tT%t~*SQGpf7S48K+)+uO^~DgP+(aOgo{L2+hl{c$y=_EAJ_;poI@EYZlA?~Be@En6vC?E^caDUM-u&YIr|0H?|z7av3&WY0@USC3pTWx$X^j~r3v<;v)V z>07D#8?)jErkXyrF1L`!AOYT$u*Jx6nyQ7|R@UXWi(NO)D|bb$w$a_3Z;)HV^oO)s zev3I&D(`QET153o-Q-ids+OGU{#SCjTNmPD`KsBCTg~54 zPtT*ebD>v)XY2tEgAP$$&}$3`y@8D%4=ZlS%B+_{^U{@3=0 z5~bX9uEJY{qU<)gD4_|31jj%?nbnd+7r8+B^n7L6xXuSaZUeqD zLia1v_$_HrXT@aJ!e}1XeO`4CJ6XqPLyYzvoSGfkP|f^4N>-h8Y(!!;?wi1Q)ydd> z!t6iy9@h0HL3_k{0f^$?Oz{8X@F)ta}@OeQx$;(r7sG_~0jA z+NT%reBwIvs*Mx3d6D-d!l@n^bQc$0=URQR!!(%!{Tql-E<$(!lC%^MvZf}L`-Pm* zG)_AaZn*;ex@UAYqPId4VcD;(cK%MVWZZ5za-uo90ifY;s?ADXo64g1bB%CC{jQxJ zd`!yc*}^B5*THbF^NAa?Ebf?D;^{8YrGU&%-)9`GKxhCkpL3s5erZpj#xXc?Sb3x1 z!w~Y7Ms%(!gLaV$(fv0Rg{vyQ7TV3fE0wvKB<*9&fP@3|Xms%uXOA!L*YTH(z*sC+ zJjb9kavjxW2S*-~ zVoYH9QiKZfAjp+TINOdIWHj3k!%jL~s?xLcZ3!LxXZ)e1MniR9%1pYUFeAb?39emt zv(EUru!*8@|71Mn_EgdGOTRwI;%rrgkXHlF%0O;gf%we3fKWV(;$;e z?`V;>ul&^B1W!;Uk2w>RWAC!=2aDv~57fO=scv$vYgYNE0vQnlf*Hp%{lf6gAFfyh z+6R8-o1D__{o}Xu6Zl79p(5|1C_w!m!4ADyq@?s}*SA#L#<9iLo;Q^XikiL|KYXSS zO(g_{CVUQWt6q}J;Y@rArcUiSu@H_8ffL8*@h*l+Sw3^qKCjH z8s&=DCHLZGp)krABmzYizo|DLrQDC!?aasiOzdRDhjUJW0i;~H+BX0I5Sjzs8;UA? zMAMIx8O3J$@sU0r*URlV${$X4c1n2QV$BSA?(LajL!xG_4d&1)+rw|qN z5JamN7~Fm%%|t7OiQsp2!HN0d$LTCcK{>z3{&hsXFHH2?d>S z1{O!jCqD(1*#9C7DoF_-eZurt^R$urR!LgLt@a`*TP_Pm2P-<3QLEW*Awpfsv3$jl>Wm4;;e;YNMu32{f}lGTF|Dlg{1Y@2>nq>P;rWKyhZB2tAHmgMy}Q^ zR>fOyxjJMjk*u+UvKTNJMY24od{HuN;tjl zf6&*tx^sn0C#A+gH0FF3Zye2abX1!crlS$*4n+>AUUN0xB1+F!L-m_s>ER&<1N*dU zU;qlSN(@kQ@nxprdPZSF=PXR@Ya;6KaKE~GVM|7rI+HeiehgxaEwlCwdKDHp)Pw23Z zeg5IeE@zRBiSm}f`1`zkH<+-GB&oN*vEd$eZB-Il@Joj+(3-62zZ-7eR&e*QbnNp? z%LWwtDx;k#mPY(97oAm^AFB7-b0cETdkIozAMLxqY z<#~*OE*+bVDl$AZ{C1vzZ4bSdjj^u zVtyP?K#_Ztuy}`Dk*&awd~~fG4wbK82n%XPc#rXCjreW0;xSmARN}~lZ=|4K zc7|4VKmAqlO76d3W6b-q7UPsYdit@g+)6u8?}3pg(~H`l|Mv10Akhl>*J-N6V!kq8 zETpDkH~Kb*yn1F4OX33(G9?aDFHB5Z|6RN_Zng*r8a}nKzWz}N`7`_}dIX;K_XBh)3g~zo@08X&^MC{@319XUv+{g$#il-n+hTq3%D~qj{ z2|d>y(s(F+H5>4x)QTz5#K9H1dc$Zx^$#(jT@P1!c1AYK`wkEvoo;svI!Zo97y^&7jn!F&KOy+K7 z|KBT|ty7|~(?7jNcojn{lSTXp!wUuhbP+>H&yNO7Vgc;_wxSw}H?Fnns>Dh{x@Gu0 zCIY$)PS?`s2FQed(ho%!MGCY;EWCWC9Ri8?)*;<0?eeJwbAroc0_B<(;3J1vv?4Kx zOVQ42W}VI2jk`*bro`a;Fpc~*6n~DpgXzw%vUqiqjFAfTf>?6KDl$YR(gq#csrgqh z(83_|6$jC>;9g{@uF7p({SiD>|}d_ z*Yzx#DW0WZ5$C|6!CMP6#d<)wE1XMDR$|DU$N#Xw7#->J6^7X7I0%aRxq%%ZEdw$benx@hftzel;9CW z+`W9jhAu0z0?b>N|6xyW*a8#tr;Yn3xr1DHoEqXt1pjhtNw-_J)#?YS*FSW>1*KMG}MP zx!j9NJGGQe1(*H}9|bB`ApU|QZNTz)D9$uMEMj^FxQRP;chzx|ju(EUv_F1Vb^hdlCW;?uwLt-^((JyvVEyZmx=(O-G`dgQ~o$mfq9)zXW2E; z-)Q+xd{`GWP^}H5el5P>$Zf`{zfMPClFM-|-DdaHzThs7!u1Y@(9un+$slS0_E4)X z@|s*$=ERBNrg=Ki^!^#7`m207pDOpT5pFGcYm1%JKk-7bSm@gzS!}Vg5Nve=qn;^g zXVdZ^>C}Au`**Rf#U))TWyp!R=ZlP{{LcX_AfpwW?9GS{V;re1@I22Aq8TNv5n3$M zKZ#e0Q)vFid2_-UqTTZyYT3RXmF8yPmi-d46Xjd$(^9OC< zT4D*H&ArSBV!Q+K<@`|+k|g#W%D4G? zQ_5*wAysYwim@j8o?i5ofbB`=ncehrKD_T`R#7j6-Me3FQ1JXHLsy3(b3%ivb8saWm#5;3U|XToK#lV`S0^Sz;*qQnqAaS+nNN!X3vnD-F# zyG<=B!Vivh_k13$4~f7Fq7FV6!zTXnx83j8CXM5R<$*}lp^GmRO#~JT@#6pq+a!ewxlH8W2T-VUE z!Y@H8eJ#i`mQkWjSK;ck&GAE&5TKW@Bv}8-Z~SD5-5hitZZT_yNnTGkaFiWPa zI`R9ZMJt9pMUkGprTMt@A5ZX;QX4bBF>E9 z*STy|aYe7doHjpEZ~Ypw-VDbHkGfc7yvRV+v@dm5*)3L#n!YoWFM>DjpK`bsHAxkS zv^)&*ot`=1srzr87J9Wt4>W`db*V8x34&TE1N;4l^Q_6_g#zOUPR{vV;O6*8BiU^| zOkR^ji4PyeM~^j^IPGe6OInGxfqu`ukJ8;D&a8eq9&JN)ZEXO7E+_q%d3DLC>~f7? zKbrjt{Q`ZQTusmm1_3sJ&Bp*qmrF2lOLeZdn6@MqwLgCNn;o2^ZIRWtpiVkCPb)Q< zh++Yc8)wo}%zATe4nhm>u|(KWcF=W6RBu}iOOUUlZo-ZEbO3+n)%+A5vX#rD2Mh26 z^V>u;L0KWBKl-n&_{gk6<(twJBW37L)|8ow(Q0W@ccGs!yORnLBpf(*yB){7MFeHX z<&Gu#Y;UgCs{MW7WW$FgM5d6oIZ!h(qh(NmXVu7X)CxcRDz`xmNJF158?MBy_WTfZ z@2(0X734hShDW}>!n=>p8Y`<~UIt3D%^C^Nc=SgsHz18tUozAUSGh996aPyxlY>q?{89*ht%m6%*Uw3&Vq8FWPe8*@}>2_ zZ@xv{FPR#|+wsxCZK#Fl0`74x#*b_L4ue<4n{`?uxQyZ`5r;7?Oc zvxqNC+Zrw=-@Tf{tjTTVyoph3tZlM_ zhh%Orq7}HMAyq8e(W0Y_?cYw8awl?ZKEschfRT6aCT9$#=C*bVZg!vVL}B!WTz_s= zfZv<9H`El6Pg-C!7`Hret;Jo~aCG-!%z7AH)L-F{oL13^*|X7fyZ#O#{@V3l7K1J> z6h%L*s4d-4BNeU~t<#;PH4b+(p0`*9u#J%1?_@gsU3`+5m`23==6@+;&p2i?#3Yl= zS_Pi2FCI!Oxzi}OL9c9HP8LQq#r14+?dk~l>aeeE35X7vs8}=%(Tw|UUw4lPFrj4t znj;gK0N8Ax$9-ga{2@7*3X)XIS1T@$xuTn7LYizC>MdvsJ(|O;qQW9x=D_tsX?o#= z<05e(DaQn);j{BzQZ#8_Ko3`(QglF>>O8RsuQS8S%+l2T#jS(PXl;ZT#$ zvH$P{V1V%9(-u(2>9RLNisuM7=iTsV4WP(o4atdYEJpn(xnVPAqwuH!O(*>T_p0aP z7?luFB|rBotqA9Hwyhf+K>&_WVg8QeS7fL?4{(*>uj2v)CIz4uIJr(0EemEBz3b&J z$p1U&s?Ua2eeMZ78XXm%Uajo0>egS3*Mj9+fm2}}6u zAhrSv7=E5|X3Sc!rwldHc>108?@OKjRln?z%B6T9f(ei8a4uyfAfJPh)(FCN;a3;& zJq^24PDUkHZ4qHgvmjI1E~;L`*&hzVJ|yqnZvmbER1*XlRH1)ORA8GCwy!w;lad9P6R;O%bvbsrY~!ga?BWK)O@BH=}f& zQc*unDi>(8fI5k&qT2TK3LtadkubQ1Mh{@0{0G%=-{VxC;`4tw!#M(tIO@@IOm%o@ z!Nk}08+7)=5HH{vB?Cdo`W?uPQeq0#u%b)Vu~Y;e_ilab+e6KSUsbRXSx`6f*NKHU zp^!4dN-rQJ(Xx-v29ckA)VzaX4o4EyH2RUjoEfgGt6N<*o`e4uK85ne?&O`+Wa9t< z0iaFF&Pu?f5=Nv=1$mW9gJW$eHV8G}=L+TWC`Dvm8gqxRcdDFR!yJV)r&p+uoowN4 zFl{CNs(Vi}*9eVO`k;--4Wk`vVAr{)&SIGBrq}&wk37W%|@_N{{OcbpXgCUYxN;9^paLj`n zBpY=QIJZxBlCVaT9K0T5;^R6&mr3ugaU-`naTubDP zWk9Uy^ubs|_sKil1C&PX@UniFMu~~hY%HMZqy?U;M_&K?erd$gPmusxjm5Ign)yyG z*r%%&k%dZwBjXfgsMOvteplQY0$!%^ai?DcK|9vWbO|+916v zf30x5-JW@)A1G$SWd%B2daSCsO8#hQ(y-U9tbl;V^p>YII_O}h3AKrL38UUG2g%X{OGlVCYCf>nxaQt3@yfJsR#DF~2l#{RmM zq5P9#0CF7dmi`lFBfUOsW@jp(2dIa(dyh1<_eMSt??p<#%_r>UolBbb#e?dF|A*bp z)qMd>e)_7VLwdNOIUcDe_($MZhLZfV;l83w2m5$pL@^!;kjB}qyR~~6%MrJ|%34e5 zSC>?4KdE0*oAEQ$a~nq=JnCtg5*p#koWOSGcIHe^d;dF}8{(N6?>hzAVQK7>O{+ zTaZCK6e$eCreig@6kRnuEIJ@jq?j`i-9_-UbQvpb)4rMcTR^|@SDSj3Ub>CnlR?< z+arN7wR2u1rZHeu?liDKt!v&pVXI`Gfj@xC@#n(T-gGF%;m~ z!03A6AUgM4nE4zLXdg^OwZ&2DzmN9(7f(-9M$`4y6@Q#rK9o$jM+z&9haUb8EQipo zsMWVm!jrfiX0|5wkyO4hrj{MWXU81IqkHd#kb9gwk71Po5f_azyS>5+8ZkdfAcLOLkL#X~`>2@27RDD|?101FjcmnXE) z+e9$0?uVf!fw0^Wak-=3OCry#odcvTKWj9pVh?i=C7`+WoEZv`Lk2TracUBggfntq z3lUfRWv?;KshSYrk+Lq*Q#45#t~th1H_oVc)89wmqlxV)QbuBGIE_dM^V*1zD7vwW3qx4#vD;SL1W~@JqJqn_P z2>`di__Q1m=)pDQ(>Nt68v&^MOW@pdA%n1tq}A$7fl+RI^w}!)?wf$$;OAw zWykf`2Z`jO0DJQJS?(h!6x5u<~y!H zVz5oV^3v}_wme`SiqS>0YK1wV?NGj;|J^>CD@?(lRJuE0Qh@38o((GdDsF#G5jI}b%@nl& zTA^6x!Hf^hNC{!6ZNu{BB=2y%wwWe=@HsY~x9fum&<3;mBw(fh7u5{t;&v0!+J2m|Q=G~q zhNkVcD1I$MMegVqgcjydAD5fR z*G+Jvva9#clM<|8E(W>-;4O$Ki^#RYD*diAVM1|NAYdYJ1V= z_Y)06rZz9Acsm!(2-Y2hsHjHAhT; z4c8hGN0Gs>-?TSMr`hV|ZgpYAtob^jld$R*vA~sxG+kYHx#v?-hZt=KwLaL1-wu3Kqv zCJvnoT}kKA-xP(FJE$OSUASj@zQeOnsd-RN5))P2csbWiJ|8=Y6_rP(_)hXwL)vZw zZ@xE*)--644N7)MsfuxAn zj(XpZ2+hFSfl{(pAq3PeJ&26BFf9I;k+cB8t3o(xeCJRF2#sJXcUdmkv5FkrI3#2o zzQ>ff7Vg)yLIom0+D(AY+oGxFlIZvl=c~KnkPDC)RU?9S;JtRbDsW1eP`$qu&vq$f zeIH_krY3i{%HAcifEX$z820qtA*G7^1|3GI8fBP;m#oHOj7~*g&cztlHEN+%3LRQR zOh47wuraJau|}Q!&m#+vLNkCTAnx;H&piSGOb)@jJe__E8xEauSdfPY_oi(WUuarI zVO*$1p-cBgkL4|tl@r*~#LXN9GeW>xkJ)Ki!@OnL)a$J~dA+)Y$S+i4u+jLSmn_#+hnE_xm^mRuMwC>u@xZ#(e{(BY{-Aq5biPXe@2Nt7v*;ILG2gnCTzdP<)M49c_5%)aUl#hVsAT3Kokz@D zR_i-y0{t#xd|W%gZ1X&+=c>jmJ=0h&ds@v4NlH`5z`9ZV$GbQxrB^_UVaZK_UU>z| z)lhh@u0!*&Ra*#7H?ul2U0_=fnwy*b+obef6r8#{u*K2VhzrKH(a>>B7<}RFkf7CQ za{93O;k)9^yoTo4Bk2(?9rLwC8f-t!L^!5yrV9v^#5+HQ!1z71rWeLrYbWX6=oK?i z-w8=5AzsZRmGeA|l&{%);;}5asUL$OlrP%ktZZ6_JMDIO{SDCqp;Xr;B)>ZcnCc=3 zvMC10JjC;h@C(2zC3>x-q9fgQMaZ*WwgvQY27I2V2+32)*0?OE5x$3P?7vjdKw1)V zDB^+x5^tr;G4Kzgh9@ev zxSd*c+|Gjr{q=JUb$~nJWsr6xK-)*|>^XxqSU{nYHmu&s!#2#D9rn5+#$)9$I0y9f zLeZcex}lv{KY)4yVNu6Y?RG*hl{InDYjJq@nC{w-cQ(k^Xhr}44RiwxoLU8#Ttuq4L7CnP>%O%a^6g2YTjdHX6)!AUV+_Z7a13`;g(cBqZS+M~2?+urGMLoLkw zyQliR`y+Bdc!Eyt=wU)U=jch<*c!0!EobT0z)0z9bz~L%Zfke z#_i3U=}Q%te@sJpmOHBfKUL&s$Yu)Y#qc%^1Gc#n>l+qRO4789USgPAM0u|GR7LV# z`x_S78)j-uAH;CMfadlT_BBe}+6K?~0`MYJ4m@L*fGcf4(B~t0CQ~(@=za2}x-Yd# zN+95mr9=1-t36g`N8P#&?M@GSpq>{WsxVdOPOm9&pwlW+y`lVkFx1zpt_8ri=EQE8}@bYU=@HZ)RK&6#{ z+Na!%StK<(#HU}p492c>X6Eke-tRrKM|@2wdKlD(eQQ_h-ze?D7ybt)V^P)<5BTeS z7Ckb%F1fl_vA+~~U3?p(s6X;plGDqBF&SKu;WC@~Xbj%jcZw2ko= zpub47%`aj`5S?xi3`AdIT$Y;5y!p%(?nARVr(i-2XM*YSyruBHBSni{K;TCvpL*gm2Fi*iBV<#O&cu1jdFC zU;pTp!O`D!XQ}lvE_wE3wvmcIU)n}AnG(Jj2jC3ecwFweX?E=y;-6a$#%>Q+W|#&c2{4RK@d z=sZbx0!;l1{*1pQJ|cpzu~*9^P84Fp&hvO{%c4cRIn+Xrq(g?t@`oisqRrtv=H%~t zA0fdW+fD*Vt;3JLZB`R0uKl~pVgO~!K{Ml39bBh826hnoFO4#*ZKAdRXZ$FvX zE%;VB+AOYR$ToDpU-B6$?oC?+sQfRR2R67C>5ZOL63U6{XS>|2E_09^_~sO$h`tj82Nu|H4U-BX1O6NYiDs}zy+-Ot{DNJ z<<&3GU4kFFz6Y270wqEna{&KeEA&d09XUPDCJ7!DNc;w~pH^~;$XG=Bkx+QnM#_pc zejwq3t4WXbu6{S2&AS3feie?ezuC!Vo%!-diLi~wo%_qsm+uU}7~)oOl6laner?~s zn@()Wm|%&XqS;%BXYt0aLwUoOd;3UjwT6uFdc_)K;-}TqWx6ZofhU#bzV6jrOGcn| zN)w|Z&gk9UXAh16K6P6JFZyg%!Mwtv^^_FrpC5o`f8xTIxkk6em)FI>UJZ5(O6th0 za_xkJ1u%0g%-W6QN4e#kcnG-I{+}UQ&@<+~c6J(FWVj)%4cqkz5#x=0r5wN8ZTGG~ zPCzj)O7Oemy`P!lad)EPs8tjez+jy12)A6S_aKl`jALi?RbeAT3ZYRVeE9%)+lU=G zG-tc_izFxgro$yGcqrbYU9N7`onYLG##>dAyKXrL^$^AuyjOg(A@PE=x4_`&bLKw6 zA;Tpoh7s=2d~9}rXm$+DX;<~kBvT4Onk?YF`DKC2!qL}H@vHy;wFP(*gLml&+*wz8 z$W^=ns99*foCp0Ks4%J?`YkJU9Gq>C9g7dkuI&ZyY^RtV2NH~chc{>m>ZZK#VAkAN zOM#!+zdG-3a0fi(+0Uf{OT*gET0qwdsu>#_4&2`7Xgnefd4rt>RCL4}V%@mS8wj}~ zsmEy&`!UOBP$9ktwB--+H3mRD6!cYSG(60B&miQWLTPGn|5I{J>s<{IzdjF@t8q!G zNO`PKLN1PEC1m6Y5bFhadu~@WUni7O%ek1EGLK*m0;i?N@wr0>M1_mcu~HK^ zIvAZQN5V_vt}GWlO2@T)_{Vh&#mUEd1kJ7rMNyuD?38`^gS{Oaca0n7l}pz3f3yuQ z8g(WO%9@D*n1d!IyCH|Wry5^jlC5TS1fMo@&jtNn)JaU0171&_I9%%-2!3Vk$aw#N zeI6MF)t1lZBVw3X$j>Y46U2{SN1)pxK))wd?#f^W;PxfvDniK)i>g zu7YAD===j;YTuqDp!!nE*aT?3`K|D^o0drK2dle#d4)GEjJ7ld4|{NhWIefP=A?HT zuOt&6jcu4YFu@jC$A(*e%%RbsjMac`nHBK3qN$hR%1XV(t2QX4$IwKkXtMx8ui)7%{pVw;vWlt5VTfyl579&^2D- z=U@t`poN2mJ`mHcG?%pXzd++)8Qba(5?pB^h5FA*2|+v3c)=$bbOD5iX0Ob7sGsJ; zUHW4xtX*GTp}g}nbj!Tm8Wp6zQnP|nRcYQtkl7y6adGRFA5Uk>RxV`VY}>4Qa7B$A z!}D-8Pfltt3C=t_GP?Q48?@+j+T#6P{T+13e1=OQ*iH8gCNK45>^WdE#T2NZ(AXyD zv%i955+M-efd&3#PMYqwy^AzR% z5K9OlR>88YF$3T0m6QHCyUj#zA4B;dYHalg)`2WxuRpkXgB0&wV#gw|<-ymf+8XI@ zEh?>$yhXJNzr9gA&hNJR;(sQJK7z18jkM#n&s@2g|K_TCZQjXkXqj>n9~5B^3J&c(pCuR+1SqnkhikdEd`2i%qi8rM_n3!9~@Ay6GP zgkcp($8eTl zi;Aifap_<7jRM~U5h^U-Oy4whr)~@M@2)!moC~3nGtA7&gl0EXC_Jl;qO>L? ze^VSvm8YP6p0F*QF|ycZ#K7Jq8i+;rRFiuWXqMwyt*@RLoYrj}&i}drs`uE8oTWXu z(cevO#_l25H*t*f!MSCAfj;EcsmhN7M%$-M`MgJSSY%jEpuVEx@>~eh5iw$k9Em{K z%Y8dubZyO&$2Rw=+j63cL|Y51vR1s9(H7QQT4cGQW_F$O?JgUuVDl-1k%@sQS#pK) zx?GtGkj=UKNOd^HqVO~R&hZB204^Yu?ES+zxmblHV7}Cu{mI?>$9VF8XE!<QdG!ym<2 zf;p}QpFNHiF1|ecCBWpV6t5zd%>V4ee+C5uAP^e9%Qyym8&l0f?5U{`KHlP zQAA~|sV}7E81^21@2EAXN@6>RIUw*~Ty`TMM@85Zpwf4!ya-xlDRaFyH9R+>^H3Uj zHhjayov26biY^gYblNox)7^z~L6xpN9G&3%_!S~tCzKgFgni_n(%`&Jo>?!~v#Zpw zY7JC;2(R|ckReEMy8)J{#Y(G5Pw^a0a$Am9_;3yZVrD>c$IdeFa|!}7tx7qxd@Mht zTDlWgQHKl{o-b;Na)#)Dn>O-W0G3G2X#;UwD=R~QQS%uEj7(ZzR-z~Xu)Hf)kH!@O z=+}E862sX=f+;-NVvy$MIL^v&9YyzQ>b^kw6yw$t7IvBd#?+qz`B=2-85XEe=V>Vq zaO1aOy=B3`^gJB~u<}o^KuD&9uy=lhlrAks`0}My*5SwGDa$&Nc=(Pc%SP?bhF&Un zYdxx*h6ux!i;rXjSxtX9m;s6m`d$*VO7n+!p6IVlm!0c77(q6KeMZmt$Y(O8T&Ox# z$=C2Hql%#N@@m49v`j$qXH2aCjdA^)^JNt`-AMhsiK!a4-JBZA@q1s=mNi;C zd|3m&A~cHz*yGx&T(2zmyeqxWervk^;qi?-SwwKwL4znsaT}ODT=f}etOzk=r3zX| zJW85wX~d^n4|Me3vQiXOEc+*oH!wVtJ2E@y^u8P1-T|Kb9quBed>SyHmjij4!vtO5 z@2>!@zxM()0iZmgwKD}-kW>KOiK6y&g61JnV<%$An})9up>@1Og|GqAnAy%|B{Rp4 zUJcctLEbNW+AX>YE2ZxZC?XCP%AELR;tZv}{8CEk^d z-ocpS2ma@hYY#tLAO$mSdD1xdiYy}q1QgD0ByWDZ#^Y{oXUydFpm6T*upu0^fR9s6 zcj0+t=y$hzBI?F}orN}U408mJRF0fb-oz9Fz~^d5g?F?`ms0$F0Iq!3-Rh-wW6&go zT2(^1#LX61FW%267|#s*E7Pl++=Jm1*nKnSwBB`=^Y_5T-Mc*Ar#P6ZCuqXca6kk* z0Zjz#2H^7v_{Hbr(0+v-u>JbyOL(#P_*4J=Bg}vAMpQ8CfkD*4TD~y z%|+8-hL*PrFX?(PMD_1=>S|Rqf{%V!w+ww=lXy)hpAAR>3${9A;Yj!lXe}MHWR>BY zP&~2pY#nL2LZ5F=k*q+A7Re?Mm@xBo%k~eBeJD;ToMRVeMZdp!SsrBbAl|F57w$d!_RCJqYs9rwzu?K+pXQ7+vLO?iIA@z{l z<;@!gi#bLgL|H^AI;^Yg6NmhU;PeF{oI8l1M?YiAWVdV~!#nkX++tho5n(AC~5B* ze74xQ*~M?=T(6~wv#(u1M9a>-gE)_IgfA;>cXt_+*%9s$KE%JoIgQJfUV(X6`0|Fy z%!(@Zk5$|1T53DI67=-!e*V{>-OgPoPtZEE0V~ahf5z*Y(S0>R^^LQ~3eUApP6Xh3 zCg+oiAAPc-#$&NqJho}3NJOsYxGFtl+KtP3P++C@Fc^AWBO#-V2ueT2Pa0gRWuPh`B{^ zGaw#3F6O;S{uhVEOg!PpTgtK(0ciBJVg{|7-DrVOL-Fi!Mi+uI09Nwj9WR`V^{SJ0 z{R?%lWV>8_(YB=v%t07>T6T$|UhFOHYgpT}R-B|<8z_)1LQlB!uP-`|kfB;QTxeV) z2m&-P=5@pe{&iXsn?|0wQ!a{Ud>DhK$q>eC@^jhef(DZ)l|ICPn(28}(GI9hkByE- z+DzvqCL0EzZv8f@%Y{E}lJbwIq#`hK)(Ma^luAz9Uw_5 zkRwrr7}O&sJgj(AcnRjy*WP~WYC}ng^KsNntf7IhUZ-QlNU#xk=yr)lkDJ%kM4j_oab|M})V69P_m*CGa&OnZ14Tj5%+ zoqTNDqx=F6<{_HisCtqfJwD9)FLeOC)|4`9g*Q(!%1o8m;ln1v2Nkd>+g68! zlbF=!Vyx`$X<@=rpPE!z=qnQ~B4%UJ2Ct?pTFz$pu`cP(hut0%v8wsG&&nnU;DqsT z@!NSQMT_-X_a;e(EXvG`gRJtXimcc!Js42H@+k6g4!9qP&abI4r4gq4m7 zpUo;5bGnN2T1>L==upB=eQboENmQ{E#c5%Q8z}h%gAy{=ptY~r4+AI72Cw?oIdQ~Y zik{eNu1kR&VYnC@e9}G!gC5ZGT-;S;H8J!8qWd_}o2wZj{C_gKxIhhTOyP011?k~? zLK~0`BhE@9fasVGd-I)cm_sCnv?r&~eeVIHFuMzxW^ME{1H-;Cb;%bN7RPdFDk-(_Zh_%J7@H4bDt1jfx!YP5@+4s`k{?FiMu2n zD94tX-Ydc2YKJr^MsZu}4w;YIC+>2K3@nfJ|Oc@KJ$x3(C zGK68SBz&eI2!MMqv{__6z_(xOHB?B6b_eZ1$Mp#i2D07 zdARYO3bJ7I#~7T%lfV#<|Av62FGB9|#TQemnJ`HOk%|}zSRnuadXsbeaLFcckoF52MYm)7teKi86h{KG!zc1EBWvA@({)L^lTKXIE6IX6nv-SB>g`s z%Y}SDIOnahXoUFEUAbp~M^)PoBk!Hd@9Rj23*GS4g~>hXMyE^h_HxKF;Pe{d*}X~+ znHT%qHad9}I7Sm#v;#tE5>It4#fw;XHfAx*ipr}2Z;llZAjP^CqS?UCd1{ffS_|f0 zO6&g=VAbyFhFhh_fGkI{Bg+C`HdleTN|`>k5N*R$Mx3R|-U$o`@2T!qT!S$r{nJo+RlBd ziZqPl7x|@HL*K~&_Yx>oa2Jey*lL1bf01=tzo*C?uCX&#QQPvi)EiC&I66le9n9|G z+g`I8WB;mdl8bSeYZ&5f|KZR<6r9-rvoOZWqkNBVxO6cK1N3?Y6G@olH-g~&YKcN_ z)rx+hPH4Zs1IB6$`|M;IgkFjV-$)q3-t3gs8<5G_pBS2=A{`I6*Yf=36X>v zIm)e+B!NGNG84p3GN9Fn1XdVz694mZY2~UL9b&gh!%klDM0gOI;-8vs(Hxzh`>#Ix zN@1)ofWW{9o{Z?p?eLkRd|!q3rcb!eJ)c@{e{zlFM@i~hAn&AdhCR|Z20vidEu z6`i>>(3yRb4t9T`mgMbFIBn=@0jib?Q$#UPA(ddC+yDLhFmb6C&!Au+!9f?{xwt51 z)U9faiN9u@>8&J< z4Wq~m;N~xUaUsY$mu!n@aDw1m&pkIMEJb-q?)x^<7`qTRwiC!AH9?pf9zO+kR{H)f zm<_w)xTrib>>$*rN?o*GO)ZPkl)Z+e1X#^3wk3wSiUt^;8r=-gccxW_ij3>f_+#Y1 zOqPc76We(iq)ptr-rOt^`8$5tKb`w;>QCr7p>eUv+`yF>l1#5~P8U+hH| zsLmb}Z+j)*s1p2jGL4HixAzR22oiBOVP!BX~3Hr`I3@hgIo26>xloV zq31d@p28<#3FsjUf%Zq<+3QDe^e|D$oRvVlZ?)YG^JDru7W(aXeSvs(q>|$#U3Q-);55n{Gqz0$zN(>8`9x zmtg`?OJ~&2p6D@X4>4AV{l|KR84zSW5*sfw@w{HjRoaFyHdr`0sd?@>Qa5`zi5Fl3 zzEYmeXqxwziH?ICkokQ5@5&16WeA=tla2Ex(LX2~? z={RxM|5~OLElb<>=UI>hAO}2tAG`X&bOTUYx9)(t{Dc^;i2=u*z&IijL7P-Iq^8>X zvw!@1@oG7Rz&8@Is&Dh^D$D)`y|^d6XmbCnte?O5=l0(`i)!IZI;;1-ppeBi9L z1<^J>%6WmsqhTh!%D=VFZZH$ZuLXZwj;j`_g1i2f$sZVw0t9CKwwar5Yjyr(p;0$7|<~ose-BOv*2=hBI7)& zmQg=j`2WW~rBBIFJhG0b1Eu=p50jXpgq74H%g$x6qG7PUcw!22s};L6mvLGnyDFsz z_ZW|g+dBkI|4WG)X7T;0-3ZdUWBTW02I2o<1NnDe{mw?88V4am)_mEyx{L0Fxe&En zUgPxpLLS^aVp1OgafU6ta(@~8pLNfODsyvFL=~-XM1B$sWB=#GnEp~dyjDMgf6*_@ zY*~AM`g(758MnJsZIMFK9WXzC>p#K}EM7RL9bbf|4Bi&#q3>f3do1i*=3UMIUC>$X z!RtC4yclrccyvC{n5Q@AH98Qei^&&#j;%Wap5P_ZYtC+@RX_OfGCbHVG#&7ECo&9S zA0sj6ZMy&=!7tvqPuyT}pP~Fu?|`jAQdXuh=}KOePTA)yh83R-9~+O<+rBdPMd4r# zp5p#B8q--asJeH69zbkt9V-f;^RS+V(hQ_sesGL zK|-GdQhSL(hXObJ%;Vwd+G#=KZ3T+$H*E(uT6-j1${}g}v^XSYT!l?Z*rBN1%QKHMcB^&HGy_6^a&5yw$q*x^n-QDH74Dv z1HrYWFOZk<<3$0QD0{e64M9%&1^e;r*0Nc)RTrB4^v@HC=(*&RS?W-?BXLJcIu!>@ zUv}Ry#S(OSNG1d1L5e~UzeGr{Ky)Z8-bFS}zL%x*WVf%06PuJtcy_95uFW+K>F)Mk z=b(a>U^W&RM!J!rQijvOJ2V)YselDI&_d&y!UY&z=cAdf5D-?gdwc(b9~|q12;~(cABgp+AAdp=npmUI`M(>mm$N)39wE z6s=HWfx`cEj?3B?nmbXpAeBbH?+I49@>0@H@2tryX$n({HG`(t^I6wRYOC*--FkqFhLNxquV)V5<%3G#Dd@->aZ#!EE4MG4~Y_iIHY-s157-fVgX3FD}*Q-Wo z6tgud8EvkOCV-1URjt+a28$Yu{-6FP?dY70jCQGm?6_UvY4g0tg2s8X6wpBvmNm6r zuXDzpp=gBAql}i9(oQc6xABN{s_x1SuQgKN%m^#HYqjpSBRa8%^9Q!$@qKej+&fAv zi!_f)U3(NZzrA#E>RQIDYcip*?-lC+HR03t%`^gFRxm2ER4!-?QcJg2`^4&YCj~RQJxAh+aQtB{W-Z&<434!_VyIp6L9%g!7rn zdL=OqUkzlN8`Pw(zOVIcj)o#ge?5i!-=oyGg5d~I?P3&E;Yq~YXoI#p1TJ7gTeyv6 zC;CCm+6gG+i(3C!?5Q)Je@2+tEq&Sd;#G1pT!i8jVMR+YDSE3Sp?h{40w=U19E$2d z{YVv#Ge|@_4$f~6X?KsRnGGLyYS@;mb)_?V+7THH{Cpk{Jh~mJAU(LPJ#ND#&)B2R zvD8PL^7rRPtUIUb>s6l8V_$v5`!Z@|;}>RGYn$LEnAnq*@9OT>@9!zSLTFCdjn9Wk z{iPY4$aVBhNH#3V$Olg`9*k*!;Q@V&r_YO|2}?bZ2P((RrYRXR(^S*-%dvR_mt#?9 z?BZdHbuxrG7m1!x2h=-Wj_+?iqJ_zNzjvXOM_f+nc*0<}vgvc;#BSqg(SIt+-$_pz;-&G&aadAE!<#9w zO(kM>nM@=|0FNHV0vl$Wf1RX2?p+sz0dw^gXXIGth7wH%de@tD3D?^{m}b7yTbWu8 zWmKB!$t8A#IE-sKSif#KP6~Ev6SiR+IcUSb$GjjqTx(QG{!9kStTLfO*My0b1l!k7 zw$`O&)1dOn(~VcfrJthEYcFDBAFB3-4tUsP&;fdwl!0(l@=!qicSv%;j8<) zfV!Xtr?mj;_Da?)V+axgN?u~4s*1>0e=Qsz z$)-&Y?2$Y6M;Fl8Uy~8^7H;Vq2#yFKU|NK?ak1NjFbfc-k-%aA&a97ddR~%pVG(UO z-(!y%ZZxM_tVv-YaI#KYZhGkX*MPKTK!#oJ6E%ATKUi*SzZg~etf}C$3*a1mH`}8S z+L<~aeA;*mBFldvD3hNc7p-lpJlr7baf{YiiPYIMnglj0|IB=O!@sN^QfH^Cg54U-qeW0BM1Yq083II%bziwlkfEkC38clkS-fPu zkc8%1b1R?3pl&u#Pz?px+y}33)7mr0NO3MU`;!g>MX@BaNAsga0Nh%3cDpR6M<7gU z<_~FkMj&9Y%SDEn0L%*13l_*E1owXQgXSmOOO z#m7ysP4l0UF5yFWv{kwD-9A+ zSbvlv!9>Zjhb>K3-@mvR#1RI>$6(RRe33gXUb|-bZX=-qi?W8~6Vft|TD?ukX?)^z zW8-QtTqQBi{SEj5X!px7pd8ZSJ)=|~lR!UZQ9Ri?cCP51Si}dK+!5QPCJRDEmNT0j zOXo5Ox@BdC;6{^srWsc=T;H9!TctRBCY88U%j>0cQC%lL1m+jVBB~!uKa&3kuaP9N!dr*DwblRYh!%)S{j1kiM2NSU@2q zdU{yexa@anmGJ@hb6AZjx8aTnTq zQ89XeJO(-!+43AeVUjJO(|tp**Iq};M4_lWm1EnI8D&m?bNb#2^~8`}iwy!RUhchB zf`76xuMj!bAFSMAlzE6#X1c5rx$D0V*8CJWcq}P-n$=?^RF{RC5;2&dNM~k_k&0P2 zft-tC#cS|c%<8hvilEPX0DFuCS%0TNzpXUp~@QmAZq>cV# zaztEGlRs0}E=y^c0&t0yr9&ybLRd*p60U^3QkEAGDK1PE4ad);_g@f9_ZQekMDeog zQnv;BfoFwb&oa)NeIQVN=gXkJx2jG>|9WLG=qm@LPQ2e#zw=Q7g@~+d7r2V+8R2;99K0}a$YN zvqyJC+$;E8w~E*q40c0-P>lhw>#rJh$Mg$_K+ZlzAIh&)5ZzKx_6Jh+f?ERd^-O!4 zmf>~FyxX6tf$(pSr_pz$Kd7^44khOh<3qg+hmm`~5Km-U6c%^x=C6{Cq?qz;P5Omn z(`^goUUrg}SmZOoVu#)RIe{|oWjCgdHu85IDs_?*n)EaKH!xFX?-6$i36yyN%4qHz zY+`|Li=rC2S26ha;QiiI2SUXge z5DYJ7DZ(0gXv)BqS0Ufxm*Q+|q7^QA$F4PS728NvH9i+B7C@{Qrp889rFAUEX_1=) z4#+s&&2HwNbqOH=q$pfhuU+JjDqcp{D$DJx@|PPd5ub_KX3-l2$>%&KXzC3wWE$h| zB^;8S6AO!3Z<`-5ff2 zh0)7(%i!;|&b~N%6xNl3Fh2#X2bPMbs ztOqx&M6zSAlpy z00qlvS2#yXUs+2#9?L$mLd_MaP<^- z32+#;JmVV0q36x7&aP-WqSs_a;HW&O+=0IP1huz&*%<`h`6RN*=maH|s*M+NoF<7| zzj4xQH+$hq;KdJ%`hEfouQl)m)yT{DSUG7W*}TRwGd{a(*ddYH<#n}!;RpIjw<=dJ z=Xy!PsMBJ34u~N%*Ec|v;8G!zmXU-Q9#00~YS4}X7#OIWYmJd0>6%w0GQ z*|m2Ge@PLAzMF&Nq!XV}HX>TD zp3?ktG!EA*+q7IRHjnY2eActtlVwhMoXkm?k-o#dKG}kYWYz;z-T$qir}rv6SPx|d zLjZVjpd|Uzm&Z^TYCPem*3Q`yImwa(%pbg$QewR_=*!YjB|kgRz@wio=TFq%!)|7= z%@;yk5Wk4)f1FnFL82LRDryAFNlM)~TKz@pWN?E%-|)riXj$@hSD9@LAK5&muQE7q zJ_(oC2}a>N7g+2R9~7qw^VM0Fq;Xlz&FtAIG984i@-kEapu1n&?1(s@tTo>wks0B{ zsyn9URoyl9we=Gvao`B8zedq*B$*!H8IoU5MHZlZhWxT z4E`f6pAXus(~ZhvIEwYoapQ0E_17&xV+JHJplxSw`w8pkqMFA0yaSn9PjHQ?SRfk{ zp&CxDrPy8_bxK#84&#{3Qqdr zF<$%-{An<+1dz;h>AP-I1wO9aYM+exHyt)*48*PqIVF4&Pa^TkKCNKd0|5TWQW~m> zg4u3U$=b@q{;7UXRk)lacHwKw8KnQ%p+f=;1B30TNrL1O;x8fl@N49 z2fywnh*q_={j6y`(m>7f0Dp1g!c)tNU(_l$E8!?|DgmF!Vwy^!r1iUqikn=WV||oj z4>ZD{y(OS;Pk+$Wm zK;}h0Eyd_5fMQFcFkDYM^qzqI(`IE1mtM&CS0@GuLktu6lRbG*m-@3&SX0UA|B9YU zhn2CTFJx{hXq>=h=kpB0kz29Z&J@NXuw*DRQ`I8y06AJACjDi?#>ofM+6r_o zX%C72!_93eT0Os)<3%ehT{%* z14xvE1hj9{g^DwD7|49*@wDDU%;!DApXsB(Hb*E8jZaKR3epH8U@=OwGGZ&I>@=+K zdmlH_U4Udt{W7Bjdze@cUP)fM*<9OO>2+m=x*62F8!wvnUGK^`pIO<8b2I>pzair;s$n{>H>(`>0&y1sTmX4`id2 zy0W`mTEE>AI&6!7c+1$gI!N#gfy)smI;gIn^EOKBWTJ+CuYwGub6(^iijJ$te(~eT zOlqHC9$OfbCB_f=?}r9{u9v!6HWx9yd<26AmBNzqulEP_<8d;2Tq&RR(w<`;UgRz} zfR$#xfozLq2y}Bb-hxX9BStfeEdEHwtd`f1{wWWj4~<9@)Ey-mIic06>BWSLn|4jo5TwQ z)oRJnwPGN|Hk3CB`|nc7hiU-hS-lC)njPu=jURkM7|V8rWnpYq?aBr>BXcrbH@pz7 zAE<|$*y<#V|2v|hpK)lG&}Jd>;p}98j+{0$RuA!f5(d5>^$>_61HcBsEl;2;O(bpE zmO(Jr1IK^X%L{AS{qOl7OYGSasi8gRjlnF+(So@$tSh~b|m*-ggBx;J`kk*F@1U+Fwv#W?p=q^}6mHAvp~ zDO%%3FWJm=39>B9VmQSo&WK3S?qh8QT~L$T7qd5|d*3h{mj>)foJP)Wi7$Wt&)1%ZZR}JK!%jl0-DF~B{T`-EfY&O7>JSb?LpO}g zZxIsJ4;xkaF?PW1jITRqwj}sYpfuJ^fZ9I4tZebLeMFl3*so$;D=g2SW3y0<-%BF} z<E|rwBIM`b_9H8J4^0=R@B2-LT z7d9e->+zO&GbS^Hbn}Qr6Mk9TV3xy1ORJD$pRs{ZPic|8atS9A1Ih)sc{9BV*}1%t zGgh>#OPR#rsu(jL*6kZsnFS_!*eyuzOkvdrp9C;b5QH>X>rJ_)rJEj9 zi?eS&ljKKNUanUYzSY^6=yyg~H&0{W^;)nH;j-zN-sD}S8h19I1V;C-B%g>H_&!sb z9vj1tBAKxq8K;2Kcbt}Af6+=eX!g#Yg{afkn-SY$i*BHh52a62m-uG9R6Z78u+Nh{ z*1f(flEu`6r|fRB6?e)#8TtzMrczR>xpP{ZeXplmPok#DHr*vlUIo?&bv68o*H_4! zskirMiALsP?jS%{Wjr?IHdoW%WSI@-X+s|uzZNuiTsRnMvr?OETaxJWvxdaVcRb{j zJn#N?=A#*dx4)TV5Q<#&6{`##mQCN z%ROF1$mzR=^|%RN7Zix1@^;0~g9p3jo&5oj!Abyd3j0MZ4KUBJbh8L)=74VeVIVas z9z6Ll6HAJ>PQ(~o63nH@bhWU z7IK;BE4O_}2vAY5Vh<_Zmr=_;_M&fTZ7NqqAj+*_iD?NCkk=rn@0dvM-gftAe{%#l zNt%rHFuN8~2P+#+k|H1#dRH$bT3YJPbVp~tkAuG_D1y? zb2m$FL~rMm9*(_7wlnvpD`^`E8HL?zhC~bZ72w885 zLcZ*PALSi1xXXI^sLJPg9GBqbGyL%mfC2?WpF|Rb3#924>0Qlsl&fohHNKAFC5*Z~ zQ1|jM)3I=wItkXb&MXcnHp_5F{O=b?Yd@M2a&QprQx?Nscp3q=!y5&VJZLpYM{*LG zz9yg8GY5*tGMznKd=Cs46SEdD-M8_jRoC+}_3u_7Dd@{(voy){ajbrWI%uKU5ASYz z778qybCxH1>K#F$yNI?DTr90}I<@o=O{MT(hkkMD54~9%uG_gXqQB8Re?2{pat!AZ zF%WF_)4I#AJ(5k!T!Gs7H}=45;I(20WIWYoCR*Y0KO&Os;2O+as_>EB?(oJ4^|O_G ztX?Z+C2bjgh3+km4F|O>L<>UM3)$S2NhNZRrlT++`>m5uJQ@YcpF%k|;o}o1^@u*2 z1YZ!MglAB-$8ny#DAuA4QCuwn-Sq!z3HE=1o_ZV6#0%{-2d+T_dsoYCnNi0)hn2@B z&`RBMLm6o#$MtkUIGmYU;fn-|-iSa9+@V@f*@m(CbahKKH5*}szeWE&y5B@Z(hIC7 zpv_$O9XSXICq`3h)ZVKTUm zkIDi-wnKo6^==uTo@f^79u>n^@ULiXqCB>aZE>10ns~ti6;a_0f;r+TQxQbb!lA(k zl&0?1NfKpUdc~+V+u$zpFCd$woxW%ScH7T1lYoY+q`z0j%|E`1xEjr^lRMX?^(v8k z@cfY*3S^^xwYz}Q%7H1;+#z~hi`JH@ScaC%sgBs(2#@NqXUyt(6F`>aD!8S7Y-FmB z6Ish0Ny)Cd410*2nCMM?l&wJ4?RnM;{nMziM(l!JjT)v8yuv&8v`7`@FPGiLBA2?or%PwnWvkegvYTXuBef)C z3A-uJkHff86|0{k=S8Og*86LFk(Asgzy%fw$b|_2?r<9|J@l;ZWzDcm!rDrEmwN(> z=iT`wEH7gCFNI2Vwxy;IfL07kbH8z-!m4 zzigM1MJa72TE_guH&9AP{4M0j5u_&Eo|iEhJSI3KM2dWuTBl_8(GkzTOQ_6ra^DV* zua1nOrR0mp>0E^v4Z9Gqt4Nui`hd+joQq}(01Pyldzcpa+kPC-+l&*0riuZZZ*6pL z{d1^H$vk0eP%k;28{*%1_2r`9Z0TEt76MGR*BHT_Ho`S1&9mc{F&g;{KX?_9`|dZ} zOKK($QF`rqXMuob1XFS+|4kIbY#)Nj+(c`DR=7zhXKCfLL*RpNeg-#VFfwTm0jjVhtCGKKg zumjiiI~Tq-2bE9oGq$|W;dWh;o9LrXiOmi8EC8O~Y@da2Px!D!i;ro~lURB^{CcoO z7$bDK7g|#a-2Lf1Z3UVpw``MrY-7_es~`V4^#yKdG^a7tJrScDLAf*`xBS}E;{5J3Mc9_@Ic8#W z?t@@KZj=nZn#gHd*n^ZvcfsTpBrsZ2aw9%{vg*kD6=xW(9L>=XoJu1_euP-g2(HXktct7d87~~;*sjCS*r6Ls zk)70Rht~3e#5D=r;YI%>xD}IDj|Cxh{(Xh)xZWdv37yG(_fl09hg!monO4DF=V5L2 zfQ-9*W!#JCxd$2}{2U1e3=3~x>0=qh6+{HCsEoelGrL+=oIPMo>_uQCj|G_>qlS?C z;!|Q)bB1)PzeV@p+B}Ousy{bz>s9;4$_{(Eg%#>$SURv!lQ^PAkbfs-P%B~#W9mrn z^vK6~r}WYpSARLzTBGJW!I^qY1v@4cj$mhZ`Bz=(5BY4gd&-)hx1?;1K@9RJF`8ff zMxjH9a zT_}v}#=`mU;t$WfoRWYU38wdB5acbS0uO_qsN6Ue8+EmmNOm;gsa^puDvb5y^B<>| zzU?tk_+0+~DChgDy<;m&#yV#{LRY+2#OUx)2T0ZU9}dx>!q}l}Mta@Urz<10^!>AetO9o!8>FCc5z<6GW#PY+* zQ5sPaM%l5Mt)PwQHurHKIrTwVUP=YcBT02r%&Z3u`8AFrU%PbaI+Z{Wh{f8i=vJyN zk)IFJMLTocST9qryv}SgQ~r}C3s$Z}g6|}`5!=hRY%@qRkLMk&10hwjUbkl`6uOuv zkn{!yB8@$u!4`~IO}N{E-v$B>%f| zVX^Na)Q|ViJ%n|RIcx#mHp z&xm;)A)ZIPKZyAe+TaZ60H5I?;kxPsH9kLXm3OMoa^O+72&5o24~_|fCx@!aj$sNk zo~38XGed=u%#w{XFK*(6boCxqxkwdj4Np{ugOreg%@{!1Y{UVOm^$MZAS`&n9OUT# z5gzqZABZ^HxHN@IUXPS%&76iWUFo%$d!FfVTy$^@Lj7LkC8(LT&vE?A@ZH7#e3PP| z0ubd*5r$?uK}ZRltX1l-=Mj%@WYnR2xnxZLUQf#k@IW2~oJ#f}H-^L~DqE(>jI0Cz zQsWgEc{)n9r@2uX+g5z*`xFYMp-zTMy=Pzkw<^ZvjU*$nbB=g>zM%cmW+ry1E*s2W z92s-BvV3ic8!=1Cjfy>GADxrQ!tsRdeyQ$O2dJR|EPQWNmop-}k6GLaYR(WvQ(5pe z7+b0ht1f6@lO!2A{DFaRA#JAW@-Doe_>FxfC6`zH?)<|J1~P=))h{yDhb1d!h#eI5 zaQ-sfRV=IUYu`BS3`!7=c)>)##nFK-^>D?}trEcD#$8u(97Z{AEFKmu)Owi-+O2L5 zq$CusRYB=lE*VucVyW06P@hN~V6`{KjnNcRa@e|7QT}h`{O6n@1(5wCQcKi5o& z{{|T_qBtKc>FbLYag@b!Co?>~^YIYxzWBaq32flBM2lDnmtF0oali11;di%`@IR78 zm(t0y{7UNu@A~RCakR>=KV@I z^`crHeV~Mjq`glr`TcT>m0V!tM`0bycGJS@ka9&ol@nyWL-4KFC=)NP}x~-V3%kO2;!nS zz{A%G%u*YToZ-fVZ6_tC+fSVH*Kc~e^CRj(oJW!;nHjfILGNd1j=?5QsFds^xl?8~ zG(`t|zS?c&ph;&OTph2YTvxZcfjf}d~@W+6EfW57}_-`2NzHV}TIyJzc}EO7PDK#C^AHdk27*dvVJQA8OD_~JwT z96lmXu(0H+!NDyjvW&)LVG9HKER&^~^ZF{Bj$Ml-Fk2Jb_puGCig-5Hma1QEe!+_6PAT9&rMcxd1aKw!@ zS-mTLw_>a+ZBfkhS~of@N=X|S<)=#rpk=b@5`E<3YU*@lXC`RCp2XlXZ1B*z`XR4>9e88gpUZmk{D zM(lPvY6^t)_)u$rDd)tlqp`H8KvIg@E0c705WPyuWyMph>`M<>rZiZ6x45m&Z=3#I z_nqUZ)9jNWCT7I~UJI#U*dR}*Ul(TTgi!;D${5J62QB{x!)?p+<(qzoW--+pk4N!l zPOo*b2iqKj{uyx4e=9???2Ej)Y3~Lr3NfQNQ4LBEdCvMPA*8eKS4hV+#ez^Q&?DR9yrj_e!sbjVVsvR z_6kyBVs4u*^l?zAwP=ypmQ#wCe()VEFryyqAUkojS#!lF6r_jI=G6hj>QylH3#%mj zoWra4ej{VrE3SFqOb|^n%?iF`X7Zec@FE`>7I~=?)`4>VaiX}!j^jQgFbJ+%;8C1$ zj?D^Ot22=|4jZhUYG-v7A;y-8IC)ow?tpP7uMREcswd98HWFlk$bArBtpUWLVvg-8 z_llK}04jc`F})tWt_rht=PgQLen`+_->Gf5EeySu97r`3%|!;V=Mw=ie^5wOz!iJ{ z{T&sus8Ps)Cj$Y4K~+Wr%NRR}GDi5)hGtAtt&<6BSZITSoA%A{cdP=GHt8@Xx%JIktjI#g${JA97mtW zKc=xjCn?ChYx2o=hY6bIEt?h{J)9-P;Ch(W(}+dLd4#^MyliqVY$OHMU%YN6Kg3TF`)ovCAO{>`h49sUHkHt5n@2oIK6Tu$Fc zV#>0|+YB=RQOm~A1X`&%Sol_|MG(5u2p4&gw;fl061z!y0td0 zD8%L}+8Dlo=$*2WAub<69~920`OB&mxT+y3vHux){0sR|t zFa|%_*dK%=>DCRKmkY+LyTU-nyjv!qZjo1f>FtU%Q)URBw${|mzS}nhwvRR){Pi~n zcskdU@24%Gh|*Nf5Z=LTA*7Vu0#wgh5sYYj1gBO}!eQUwYx#1D&-Eo*vt{`7N1&fT zPpFlX7U=(-`@X%lFoYz0PZ-|`_UcY`q;wk<=(Lts|AjYJs|oJ3pfGp|l@}bca7@bg zj|Z)(N?vx5tBlccD$`K$c9kVAOV+S zP5?bX!oS3>t02>{FJ~?`kEjp(Bsd+NrA$0^ZL{+>FaQE|z=I7DQdjoz8zlp>Zpsk9{moi#i@nchsfe?Kb|1%Ky_H%RpjNL@VSOZk6GaXP;{!HJfgwer*f;*2tSRTKKZ&5A#Ra;8sD(GNwe z1YqBZeTL=uksra6xy>+d#KY})Z88;yE@x08$1r=o#`J@rwT7hN{f*Jw#7ckOUx)aj z-cG9F$2W-fBjPoKD+vg>d$R3CqQD^6VC6o?wKsD~5~ zgMbY?@bhbMzUr3S$8#|6Q)r9n^nJP-Hm}X8d-@tEO$!YI1Jq33C%0jBXOv*)jOvlt z!qhe&ri|!C8NB)Yp$Dd6dfSbci6U$!{ALxDmd&Y-^lysT%eDK*6s8WBNW<-zlzDsU z8u-f#J4+*7?aZ4LU!VDXqeVN=IJayC=1pn-f3g24`fij-#sS-`nlb( zhI7G-4C=S8VTK}d5bzTbrm1FW!zEPg}7aXO`jAT_PlOGe7u#!j7HQ&yfd61W0y7%ND3vW)l)#<_@T%Z>9(xUzC!*6bHTD&*0= z@CdPm@^UCFtdi_>>U>NPkH$~{d=j!Tg8Tm`Bf9wJ+*~)1sV_-0K|~lv*GW$E!TlZN zrS2q@$_Xj|&XtOq9MYsYJOi0-N-TU5I@Ny_3kGF+(8^v|MjuW*MRBjtA8ZxV58+Vg z;8sW|5RwcT8tmyn+CAt8-yp6mL;Wckd%~eRN2>itBsBGV^HCevf=gx4|Ca7rJWGgO zT-PSn#<#gnT=mOM@XOS$pJ^lf9icQa|diLYhy~P7?%Hr^2YxPvLmK)@#V)_SuWUu=c-sV8OAAfnhaCXkGHujjQ@WuP<3gx~p7PK3`rZ)!u+YF;|1Ju3XaqCZcgHD|7^3FQO93pQC1OyRj_!? zMG26V9JWyq_#VL&)YLsFoWlE#ty|6C8B$$3&!GYjWI0I-Nuf<;dFv$EkVHXHT`_d= zlOO>Xftz7kZ>i#ZbePPE0!R=WIqTmqQC$4%^}KECy!D6UbS)JgB76Y?SzJlcrbJF% z1&?AzJ_*n}`*MF;IsnpTj6dsUoSA6*N@Zl4SItX#Hguy=%=_KSeU+`p3x=Rq5{p-H z2T3S=alU$r=he`Xl0$2fhBkO^XJ-!HrYD`J>3?jivsV0RAv)95C2abnXH(+fx9t(@ z0W1gY@>2SG#okfocA|znuz_W=9fN&QNL7Twdi*B?sgj_;YK0Fcqv1s!K?iC1(Rg5< z7-a}Ol#T)EVm2)->+0B!Ch(U;Ue0YJln_6uqu;0Jm;bMvj6jE3vwB445g zgT@$LzT8kt@LrqmP(H<11rc3)Q#FJy#JM#-2@jK#i}!Qudk$P(y@c>Ss#eapF1#(k^>4< zN&;ZmTA3BQl;OYW6nCYOjS8{QS$5Jt$(CV%ck=GngI#06MP7DPYH7tfPX8cyH|_$x zf-U9>54i(!xCUggn)~~@S8-5H--pQHh7a7R#PCFU*tbS6KWDDQOaDo6BI5f?sKD}| z4BCg6&Hy70+f!!{TVzMjHOmf7f$2>*V;pi6J>S}7Ki+vzDo8Im5p&7b0z8>u%WDpc zh@BRaZZ+})z6$5V7&OB!+NN+*RJh$ZHid8wE_WA^cBs52?p=wI5M-3%`LgM}#o_tJ zvZ0D-$7AfU%yosI?F>GM8Bs>iWh<$g;eC&~dYm2{T*^3f1TRk?Ama4-NzZvVyups7 zPI4hnXa7s7S$j+(AOd|%8Pbl$#{NTQv#8;!soju{poAF#@@3zifW{28Bs_MJEk|60 z-z+MR`_UFxv-%<QF)a@7@0I;)CErytbDJHk0LS*xS%dgD~f_EIgU2zZJ}6 z%R1HNt{baGXk4zd@|$w1r<#2QvjDkRY_<6uA1J>m_?CM1Vx=dNJSoD=tA2BJj7rZ( zN5KaEOCX?I%E)^j?EJwfJYtPsjkvy5iH8wYT0fPGmuA;C;6yz~zePkd2gyb(B$+x_ z@hkAG33XeLdnu|e^wNoXjNanW5h|a1U1yTaC}#6HB?x{6DSX08@$;&+tJW513m=cG zIV`1lY!=A8JQJn)I!n-7!CwoXjjU~8h1P3wxc@n=7IV*V6<6(v`}ae1z;ZO_4zB_r zV?xa%A8?sFo@~r`c_5~eS5w!niB3YC{6XE-2G3dr_!k}DKBP)PR;2f&F{{Cqu27aQ~F>43pnQnh-T!^S$6`?3c=aQTihoLr?86uc8uvlhT zaHVrjPz^ek98sm4lbPUo3Gh;-_OHTQ-jLaR;XzfWcxSg+^Kfp^RM^(7a@0)d3`jg=4`5 zKffrl>bM>gu!`v6p-}BMfn&wo3?g@BKp^EC;t4(DB;w+yz+cjgPR=k{zw=v;;`WW= zi&++53&jjy21IBvmCiknoE&8vlxETrtFm($2gGlWRe>_KZ_<@ZW$-!Es}p;ubt%r1 znOq~R8_Fw2EZft&)o~)uMFUGxcz)%-UCJjlwKcNXI;u{!r~JZpOVC#*frFX|bnh7U z2?dJ2JswUYvusykGO!s@{&-UqT6y`7>ed86Kq$*Q`Bk0y2)F4Dwxsy52dBBc)N_^S zsbcw~&+6Z%|s8!W&x^!%ygBIHdWMOo~^aORC9J%C*o}!ene1JIBJ!NW_SdjJbp=YsC;&uF&mc%?I0fnSCszd`ie+ z+dGOe+T!}}aYd@vTDMMoyO~yvVl2>dN>k%&H-n?OAGQ;$9|6X9RF*5!qj73qU72)wE0H!)_wM9JVCTR}Y-Kvr;*6w-P)8~q z2@Wxk36#R53td6G`z+90iP$!8Ijsf)U8WSwU?lc zVZrzPE@nLN#v^ul5e^CPmkwY{P^fJ*fYaSkE~1L-qkX{I(nf|)0QK+etw|i5G)(N1 zyAP|Y&83vUzWNzBkqwJ`p}R2jut^L8l=eqOtJD7HM>lsdW&Gmyxa>$l2wOQ`=1|@? zMt?TmwG`yLt|C2P3?CHAQ=^UbLrO=Wmh*Zfe28%emflnWI>7$|Ed`8|^m`4(tifhw z(_^c-AM9QojKqmkSa5urd^)w3KrKFqCdsuF%5B2muaXM|eS(J(&-gAf)O|pwn94A> z1cOoTdyHb*_z5XC@IUg$P>He9Wqpk96n7uf!nkJDQU+x|Ew;4|!9n>;m}qm?gwOHG{@&%#z) zulai8=LZ%Oy-d(CI~4JwBk*YGn~YAzuep?llTl+a)2VxyT+VW7`5Q|Mrpe^A^B_N% zT7*-BR*xZ@PTgR=5(BRW&V0u93KyE}{hluhI*}o)-b#zF+5z%mn|30xYtp2b5Jdz@ zEU=CsCgrkCPo^20eBI3EbziF39d99U+-tA96^Li%rVi7H{wHVS9Hdp?$B)oF8g9HY zz5YW>0Z;-Om)M7~d?15ojIgL5EfGAD2&!ZsE65IN8r$-!>$ilJR1*QVY-&)p3oT#) zo?_?{%_1of#>fAu4FqR%p;h*0%dAVEF=HKe`+_;fl#!Xd6_tLZ+i)LpEpB!*Z|Dd4-_#TZ0Q)D78vpCpjJw80 z3nUtV2k9o9Z(ZtL${i75COZ5ukn6C+Svgypyb4apW~04HjrHcfzW{hcw=pyK)6%zE zxgIlK#RmVYxEsRkXH5o@5~Zb`>uu5BfYt4ibGW*IUQDhcvZv^7fvtQtFb#C-kWxHa zJU|5_y{fFn3frmMjVFVZq!YCOI~&Aq2(H2k{Uf-+SzWeC!@CbooUf!q#zCcPmXb@A zaQHnNWP3QAtXI=+36KJS{6+Xqw1JF2WwAx<5m{#-_XUw4ewK`2=1f?=BJ`kg{zVd3 zrX7tw`vNbY+~qK5g%VE82t#wzlgiFF%yKv1oDvN;ofuS8eX5OI)5nEuGWJqV5Kg?l z^#(#%8D{5yXnVqT>RR33H4(V>6v|guW_&dhvz!JC((;H_0l1JRUgV93^#`l0DZPfD zcc_{H(^+rjU*+@JBq~k?`vSULjOJGtueI7ta#g;NhT&v%F4nlcR3vpn={;A-bhx?J zF)QU+nC<1PPI%s}@Qpxx8JfL^T> zc%JxkIDfl-@qOJcG}dE15~ch-!{AUNs}0K%4n6(CUSU)pkstF}w0_^Zp#Shc3N(9` ze+&g{Y!8G$d6E}AL8v(4bgGo?OSUwC%2eN6p=x_nXP`BWaoROO&4{42drGsE1Fe>c zhIYQ8$08jyd$E7(WsM~&c1jp_B@u9b%j2BYHyK15=g6ql zP)%Qb^>ap}M@OMEOvwLfQzb(?k8bLp$&+q9vjPq0tt6j_73O*T9Gll*1r(rJk-!z3C6WR#f^gfLtgX_L#hdV`-@eBtL?yX$`mSFp- z8y<@}s-ul!!;;26Z@L!f1gp*|Yv1jSD$ti@n|Xd%1dYaMpuJK%DzRg{=OEee?A9y|7}4%q@e^X3l@(F!dXI-`GBYBryn{otQ=P6>5?AALGI|Sf{uhc6hZ-nIuk4kXEUlcws>xk*M4NtMHvs z3j66^Iyqgdsy97zYkG5+fB9@7vmkA?+ALyyv5x>mBnC!J2kPhkA0Exf7ryOy!O?@Q z_8pF2)o3Y$0|*D`-M#Poct$!U=!cKUg*s87ak@2u2+M{3x2c_7YBk;2vT{nqf# zny`^}&doMQvE56lzFDK)Ko-Hf6`;1!93ktJLKk+HgoNdp)?@&-s9%!6mqc+0;~?6( z+|ewj@m1Z>iK%_?A(y4VL8_B75-#^}EQK~Ozqi_H~oI&^br#;yo80&CkeQ%4V=qWjM70d`q!bSiI!$DWZnSl|EQEd@mOj5Tn;4> z!4;^V$$(>|YcejNpXPq^BOa_1O)-nw+giCOL)hT1t)cb&zUjh=n0|J5KpZN>4iD1? zt#8j`KaU9Zg6r2cW9i|T+DG^Vv}j8cWaR%??b6xu-1KqMVQLu)$Vl!9fh^tW_X4fw zylmRb8$};RP&PXwYI4Tn#>y|dHHqZfDDQ`sfly02Km~WUZYI7{gF;mardQ<2id3mt z-AGcYMo(e_T2mQbdjrsf8b>B+Xybmz>?#%D(Ol1IW1sOZ}8O`(?)CKeT%$2yWGbs$Stmtt^LT z5;>-@G?EWy;`7zmW_UUfD0=c`u&J<9;EWW;22{cq@vD1hun1Ln#~ASD5?||YuUOx3 zuvWzLxC$g^Ye|GsSYoHycqxmwr1iAgm|BU5&Qeg-b<*;Fm=!Bvpn<@dw#@~^Sak5x z)_O4V>v764+O?eLduD<2+=qaT%}oHuZS-i)b1W3*$GMXT>)QaH#gK4^@qOk`ICCXr z$u_KjvN4K*mg9LG@U4#gl>f@m(}@*jRBKhghWQ1FLKmR8If%7l;^UhG`DIr_6>a19cW+kO++$=nn+X`Jv>li zurqmJw4iVduhj@6i@%(!%}E*P?-f(tada8ar;&UCDD3wquPDwOGaPT8Hfn5D{ito2 z4OkMU^^P{a)pZ-{;j3DxWB+$8n4`!2k;>jg4RC3nc)T03UlVGvzoj7m`*|_LB&@m> zPwCZ&4~=_aG9$3!r4kB7qv%K{3E#?D**peHkKAeWzjquX>}QyEv;N!BsO9O1tx#Vg z3nWyyd`Gl@QTc8KHf%=huVD6opx-quFM7PA~`?s-ke)pE^Ej_b^&4< z<4m$_jViF2fse3dGE+Ajq;9o|jPZBW5CX~!#yyhCVK7W*tGqvx$RyP)SaYZwQdGaI zg;y6RFcjLD^S>nM2C#v1)6uIv*S>L6g62u+SwohS1is?qr>z%cHX~{cdRdKG4*{^h zf>iSEkS8%3jKRc^Y>9=Oz%fP_1Up3|xn*QzBu1Gg0Ri67;nKFWp&LR{J=SoQ%s>Mw z<~9kVA*;}+C`bxWZm>dV=kURo5P?vbvk<~X zdM%R2s9T^8Ud^ivI7} zg|O1t6#1tXPTU+>Re$woXzUjn*l$zr;u;~n>U2|!EpVRI^J(6k2SR$esvx@FoKRbI zO*|k4Xa=MjuJCM|a&|DqEe7z$a1+IQMWvrLcs;P7N-Mt@-aqz0($jsk$`pl6WzuC< zYCdOwr+qZ$WhmZG$o0P|l|6*fleokKEH49V9m>=DKbD#+ZS7Ru$gYoTDT~Fr0e60P z;QlF@|8JDaM9DGM3Cb39yx)&bVc}SrloUz%WM@r&l?*pM=(I)Lr7aZ}4Q9 z0N-0;6JxSCUF>{aXRP&j<)6}?i2$DN$`mlnUQ>L(O6=qRBUdjXB{zJ6pF_fFwlo2kfXuGmaeMe5NzoX?QmqQs5M9`+dSG9>R zUKMPM(#a9sdw4(-;f5fiNVF>B) z4LXDMzcS*VPj;8!Z7w{Mon{bgMtLCURg*!IGXR#Tj|9;Q$io5tdc)>NBSe5%GR`yJ z5tbAr!PUGN0s#`l%VvqOR7^S`{ING4ur!(P_I$fft z`90&(-mN2Kf1l-XZ1uFDnrtW9#J}`7mE0^3!U>87WBfFCkXZSz^u%0n!SjH#BOngx zga)Bz#2QCx0pU{=@5G;VO1(_B26^b&BaN(6DkzqKt419u?l*o_hY21*%IWSiS4iBp zv4z^Y24raO^8u&>Aas`qTXS5lcZu@@?kVGM6Gu#j(1(_ zIPESy4X~HxZV?XpJ@0InP{W*j@ zAFyytnNgdCKeOput~ttR=6yr;R3_=T(`5L@HUVjsP3Q>z4j5f~@A$J~j)fDSK^+ZY z#~2;N+&i>b=-o;f*ia()QQBolaIo#Pi&2_nv~}GeprqJziUZy$t_#}Or&K$tRV?L8 zpT`$4Ugr<@AN7i0SY|i=00)6;y?w9bO`-xzC*S~+P$~yhA zNn=1Q@Q;h!7W0~ay6tQD2>$TrAHB0P`+uwZ%zt^!e8iFABi`K95mKy3yFMX1x9A!e z_WfZ3&A|F4BSv?K#;q2W{lS_ps%CL_P$m$ds>OQBgLemJk8hI@%Llr2Vig??1}a39 z;=-alVolv{Q!w|AxS&}7AQtO@hY#>OGm;M8GZWC|L1f?lQi1u1!fGL-Sz26{*LuP? zO-xVJ>efuKiOX*(J6$zh+CD-Z zg4I;x*X>&ns-D26m7^0mVnTHBZr^sBYSR%BtR^ppND z1r1&M1%zC*A0tnoAd{upT1a7|n!7A-Twncrf>szdT@2pq1Du!qUP}61d^N)~PC{T% z`=A(BwPig4k#0|}TG`uLM|8i-^D883@DG_OOb#OyVMS!8RK&^FrPKWjZDroM&G#8B ziqw=Z^|=&^>Lt($UBPUeL}A|=_JQBIMsRcs`y*)SpkU9u#KUWdF-$yo!jT6hEx1Z4 z=bt_oI57H7% zN6HbJ{PcR~Ywz*z@U0oV8b*TUW5-Em8#>ZuE65}l(A$rIO$JoIe8H1OJ2}e14G@7W zd8&E;ZWbZ)EYq-kFAc2V`@}U2p%9Ws>B5iiMPYEFvqb|&y#}`gC1U)^Sj~;pTflW7jZGNO zm|5Ng^=Hipb1xLp#J+*@gl`T~aC6?xzKkf!O*quG(?;9Oogs8%o)nDe2`w}h0) zd2rZe1T^?oTsJWLF{RX)>Ft136takYJ)d`e`PkAr3z%g*BjnF*TPC)YkbKA*nc*t< zd+DToNbDp~0BHygM0WzfKTrh&4?Y%5?3X@K3AoQmJYZ5zSRed)f(Kd?X-2c=$E z-es^skKfB#Q#l#PfeYsZuhBeTZ9;n_;`sc5(r~Q6W<)N1JcSMwLcDZJ3AA_m&NSrQ z)b_;$MDS8M^oxRW<>N1UVcUtHac4jA`VC9`fK!w7ZUVlw77~4${9W;|N6t*^q`jCo z0xZc8asW9Vbp0AshC{gCgzarfPSVeG`otQlbaQ}u<2Y(925vgs)?v|Pe>KQi84>)` z0}<-rBz6z-nGsK@K`hlSRKf*TGUtvRlBQbLqG^#uGeHdsW^`l_S$i#}(OWN4A(3^y zm(}?rU zwz-9<6U0H#HsbrcY|afdk{!U^MPrWSC$a+3m1U_)xW?-TZQ9 z{5v-je&8oTDyv4OH)r(CAz&F$vgQEIqbyp{FFMRX`=L_<=@*+?fMBA51tPb{6eJ5am6G+<11xA;WC2<+)R91+_o6@2JzhS zdA#DAh46OuacjwR0<_44YR*>rYt=JwZz z64L)X=!MaFlb1G2hy#O|1G|su^;yVseD_DF74Lv8Uv;Cv_k=H}8@$xv1a%$zzChqN zmnHi|zUcZ2R^L3>UOGZA@Nc2Oom>yN8A5bXcnC%@HN%0D0TG|mY;6mmVD*&0(1%k^ zNR`xQyeYoengH%~An8ugu4l@PUmI|9yX|47@)%UiYD^hxR$|3}x)TW;HXoU>;w1Z@ znpGd=D+{!nnCwGRUQkd8-8sYO8NbLltA`Rv&=Tokt2(}Cz1So*?BmSOiG%#BKcTx&+svfhi?3T^9x(1d(1k0jY+z@B8UQwImYA^?TLPy zNHa98P^m^pZ!iP^^wIGA4dg2&qt*ZD;93?=3aJM1db(e*X|oNWYWg$iVV2QNZaaHzY~U#|vp4c|veTxDDrXOM6{NT#`W;`oIDO(VciKi~SqBeyrA%NnEfTaA@2Y9Y@l%W7QbB!@{?WrASTB#+V?j-&JhZ^(2s3d6xmOS-QUx8ugYs8i0oZ^4{@6)`yh zWq`BIo*eIlURkmOE7R5LFL;E-!&bg(Pw>?y_oI@SJFsAO>TYvSfd#x)eDpEEkJ=x69La2Y=G3%IKz3KHeR>!ej zUl5Al!EZuQ*l?(G`2Q(+=}!G2g2e2-uU7$HrhCE06TKtH>Ot?0>JWzNgQ^7CbUjI> zNfA86xSJ@lEr#g|3zJ-~O|#Cnb)s%-bB;b=W0~za(g!H8F5YV!eizN&=hNXTPMjxe zyi$WQe4Xqw~s-G_B~)in6B|ftXd1`3M!uq`91@ za<+(1K!mSi(UV@M`}QpWbmpPvcm@HhWL0lhIl|M_5kKw6A7v@yCx?^n$Bi1S4Dfu$ z$Bm(HSjCUsV%i9yG#y*5xG6`~@&HOJ z0Lo>hLluMJlG%xf0GaWG06VgwT6UA4a7orqLwrgRPTw%E<>-7$joQLiDH3z%3op&Y zAD<}JXtIzLHz)8;*tB25)3XRjiggp@tB-4#C0e^w%+?#ofG%RO^6YD`w*aXPHv%M* zW37&rOt=(Ye$pJ_ke;ov$zUoxvS}vgmW!sHD7P;nF)kr6|9rkHtHv0N{W`nknNxIOXuB9f$y7D9@2f z1=Je7Zq`}N#3h>(0A|u)pLvF47tNnQP(|QaMr7U1AS1k&nub=y$SdxXVkISvr3??} z?P}fc{}4tLFd)jpFa!bt#V0~>$aYUgfTIY|-807wz<_&*RPSvOiU}l>h4{5YM0RFf zOO92$2mGzCuII=0suVaCBUs(GYm%!Q9uOu7uVoc$ftTZ$Md35JgAMM(X>x&TJytHbDhDSC)9B#cvMQd`wu+M<5bjXDE>0_6Ow%3 z$gt()Nf}va0+!Lt9f8E1V>8icDH(fDs7+|LtuztnG83)f)XojaFRjT(4|bWAjv*Lq z!&2XlpR>;R5&lESlqhf{(zJk_h8iNkiXPC+k4yu9A0|q>P7R0IwPrr%^MW_wdiIPR z+WUTh`+bF|hQS;023%t_?PZX_2c330Kqi0wZYQtI*=skDv0}s0qKfDI_|fNFqmN-W2=~fFOt96$hHU%VBTmr@Eyk>FTV&_yvQ5k)N$&pYJZu>g7R;P*_-1 zNQ%{=lz*I4#rq{-#swiUhGIj!T9WYKmsE#kWZ1FrORR0^tW(8gHt@$Bp=Jq%^v3W; zFX=i^-2c3_ZA3tNIUq{gSo2NrUXMeeq2BPK+_x4)u4^tJbg*a(gy7#2c?PU=f_14K zKQp;yi?0fxxtMqHMOG$elQ>35@jufaLtf$b@*UIFDMpU;KxK7rZAre$bZ|ySSk=A; ziSTZ~7kTj_!}kdiW7laC<}qE#ed&1TDtkOl8AN*44Oy9pfTsAuyL1AQlc$DUuM!|r zDJ0ecnp?OI!Uy~@krI7SGv5LwFz)yi3eAG~)f-!VB8aA_k4N;rXQDXkc3pS;S}Cg4 zeA#i9Tk|T1<~NwBqVEt#{!j+*jHR6>4_V=7NupCrykopFdfV)qYtrV`LTb~ApoeN8 zbpBP_&Xb^~J{3)d{?QXH8VEO!Wn(ce6gAl>glzt#F8I6SMvtj0v=tNriahOIcCs-% zIXSa#WF0186PN{6!jyoRQ`6e$VHjd=f-d|)Gus18DW+do`_FcAm{Qj`a zD(bdhFYhg{!Oi*;jqqPl8hp9?P+Yz*Aom(CU5tV#rMryI@p_&?$>@8BoZ z7gc$0@&ZE$i9pw|E;!Dt0tEzvFTcH4rPHa>YE;uKV&|(3I{P_;fAm`~J~l`6mh46t zN8kW8&=1S2F|B4Z`zay?ac`8r@=URbZbRfLZ3=2xgGPM6cgK(H{=TSG?uImRqaU-F z5)B5RP#t;<_6SgFjg5J=)>)n`8ui2s%gY4UGx+7%f(uD*t!K?nIhsBp3JlVRH<0Bz z8giBY0H!*y=?8HkK;JLm`-_LFGN->8=${e?*vjTC+#clMjg1p}9?IR|)vp{nFn1lV z`sS(TGHZ5zf5?lU$y4Qk|Ip$u(DlfZ1RqJoVbo65&JZkda6Og$6t3cCOZSZG>M=F< ztoa-C=s(r*RV5`RBGzRNWf~>t6xFm&hA<^@)*dj(OL zF%4`Q^!N!s>2Sz5e;iwwI}Ed%=UoS~W~=z2tWYx)^5_pA=N><#!}vEjuD|i@nIu*r z(Q^GP>nnv@$T3LR)25U3rXwM6IYQ_yssQ}Z&(?oCF6MCHC)oH2t zZwe-M2Hz}W-5$=b=pw|S^6j}5A{+MIoc!fphs`#79N^*rQ&5l2U#}@VFDV}kK{U*n zi&McHwNvS#K`PKP8*n#I^^0SpKQH&u$mbEyXHFAR9ToH9UjIpVH& zE=akbO&_FSDhrVq-9P}C)lIBW2F!sDtM~Zkj0Bsi65xY+XVZH`HG5UdUd_vLhs4Q{ z7H0(B0YW;*9V3Ec+bMqGRANdFFo z4hxw*>HVd%MI)@OJt5Z3@0@KuNiH!dckv}rT{~G|aQGJ*<@ps|Uzsw@jKo6*@H+S= zdo9DslE8Q3hmwc$WSbe=|1pOpS5@}ZQo>#r-|#Mni-Grobe~P{K+9ah>IX1YOixE9 zP7l1#dzj?3K7p}VchXNed8S;0$nz=%^mx94h!w4`NL*7(tmjDz)xoSLVM1;m4 zO*~%WeYuf8Ki2s4ZD+s$f)djl0EtWMD8^&yS+D-IP&a{F?iA{P2x!a>brhd+p8SAj zGxxC*GjuiLtjiAW1_ohYPhO(+bD!j;COeX!3_o-#-KUbhRb_Jveo}5OPsuW>Yc7eB zyw$U0UF_Nm0M?px&Zde;R=-g_3(_jC54R7xRFK)V0H`qq-33BQV&o*6tDC+G;F&Q( zef5m+|G;N5t%Bizy|0}GtZr9$P7ju?97NazEVHaz$M`Fzf2k)}hm5&lWu=!tCxl|l~j7KQ5-mx`(;yhGPcvL}YRetXabqQOC<|2>}Gxg6U^U2#dkCTA|) zJ!_g15}^w*TzcneB2dZo;*a)Cw6tA4t#yNI;6JLttw#IMy##0HAiva%%FL}1MyeT$W>_2_Wty{n-pKt+Rf|D${WKR)urDk_5@JHM%c zqy}7E`5lbgMYie-vE*OnTeG7td&Z39=fkJM#%7kD#_GnIOd{IE|AqD8R<`Z~P7^v0+)bFU)Cnpq|S{l9AZ#7KB3u(mYq zax{u>h#=#CU4~uu-2qr#g0)Dfn0=Bvx14@KkVoj|0`%Rc zKt1jSW#8lGE5I4*?Z-1v5~dM>HEw_#ul~jUgp(2j%Ry^VKG5z(uW}nc?%#zw9)|)_ zC8WO#!zbj0`kPI7U2s^-c9dDnJR@@W!aSWn&H$w8R^SvWLK{%UFQ|=l7oN#QZ`1k+#pS3Vr*`QB~TsewQ^G$F>poKdJ-kn6o&+&do?t{Z$KAl!Z5$;nSH8)KV;37C!HXm)iNqn zk&A0mh4Q9Azea#w7?nN_D5sv>8OJ~)P;Vq{#iP^%d<-zgCwXzy znEwwbLrS{jeGWtW-F=4PNXW3^6vZJZp8~-Yr=g_iPCm{LvcC`~&G@n40xC z4WB1z#;}|2HIQaSWG`yNjWcoe_r{Ppk(57C74m>4${yU;7An{HCGqPeaQ%Mm5I4)( zmKo0PP$vUnpZiR|J4chF^3CLh0qU~{7l&> zcX{7aF{tkdz4>u>K&Uu2P{PN!kUG2kxQTuLNdEy)8{inO=0vKMD+!O@@sU%3sm}4yfvELF z1!*v5{|4h9lAhYLlPAsN=M|BUV*mC+ zCmWbqKWsX%@(1XDsZR7*Ke1J~RtsClY2 z6R6CXUI3xN1%X2?#0*^yEXC23?>ZLVS3Hl5WG6euSrIF7oIsRzp`dYd=R>KWiP;RF z%H~?KH(Fa`r^p4Fr>Dr%w}jGjW$STQ0pN&)cmSYLdZ8D=NgF}rZT}+!7*0sK5YNovccX}8|ZCFeYri8z=D&t z)|1fwuSY;jU+!!+Kkj23N|<4kx23&HbHEQPMHen(s`R}tVE9*>^*W#eCXYqI$!Q<= z@JB45!x_1TByoQ;8@)`#Zl)7Ns$DBSp|--w|1>|K%cnEc?Jz0!Z|+x@oN(BMvv=J+ zhjA2wIcxo0U+0xydfLw#9KEJt*t7Qe{btTgk_Hz5LPKofg0T2@?vYe0=Pzt^`6@yy z!nauaJ%;`8>3+vZGKIM6_YyDwSU{)0mr?7~K&N=YZ@0UE^?zpll~&K6%jWE^bd5&j zaTxE!3Q>-q5{b1~z3s73ddCfKG#lcft%K{Z#PK0M8~h4oqNYes879WO@LjfqLne%k zGX^yys}sdQ4{t;!eNZ*U1Jb%#<(#bVcNC4UN;sq4aJB!SI6LfvfugynETJ0vZn-PI zHpQ!LI^Nz(WO}(;<@w=7ib5Y)Eiy2@4fwuSb7;p=wokJhy=PM)st`lV_?+*hhuXsI zh&L&BRaHO)9Y;L$RXJCltWZdD6HZIj8=^Cl*MD@svNMVf=BFK-$DMkVjI2mzC$t9K zlzIsOgA0yJ!sUCe$6lW>&E*MmocdCNCi@fp&de_7MJyB@#t{-A%Y8^^P%7mFIaK~G z$k|qu2LX;Wv-7qQy3XuXW(Yk6Nhvw17y-^MfaEs(f4jn&`g7mwKjeE^dw(W?yS;<< z6Kj{Z>0ob12~3_@3Lc9!d$Fs=yAln5+$H?6%j?WzJe}!kCs$R*UK3ulq$nW{Ztigs z2M9R5l8QljG<_WsZX&s4Lvs~3ogT>7=3(nd_oETwKNH%A<}+*k;m=rZIZYH$3f6u5 zY;zUsC0-OcCpr)`Z7W6xf($;P3!gX(pyk9<^&bgM_k2OSLR_M!bP2lnP)W_6+_K*=2sIKhrk&X;S-|78p_${; z44=+~ZJP9%=OZV5q|LBW#KFA64SGRI)h$lx;Q#|OW)lz-@f>;PhR^I+-?zCCIvP|j zRfNXdIqKyrRZa~#m7I+#k8^w4im?xNLZ5?a%M!8Eq{W&5rt&3xcyddY%!qzHS~R@j>EaBHI092$EKw&KRE? zzV4ZTITcKq$Wk%$1|yX0+))(L62wURn07VuUkFQ25%^?pTF%EZo61!6Vg!3lKg3j~ z=vaVyf);T|$jYsNi2o0`yQg$Hy*aAy2z2;H_qpJw#KtB3)3%%|Tn!B57dY!Mh8gnT znGM+~3m@V<)MQ!^Mx^J*Ep{v_j^G(uyJ!Fcb->6~P~fouD2Lf85?|=r^EY%B`=1BabivlX`E5+SSg**Qx&emueqx9nTh z9lVVl;)ULP$fJzM1zqjrt<$!2IBO;;0ui(1IoWptThYk0KT`PPf3){~o|l4- zISO@z@a$b!FD`0yTJs(DI6>_(s3vf2IMf}yyn8U))G$51f&)PGX*a?feptFcEE%`? z-8CqFFWIQG#sLmOh=bzT1@yyq05{zGVt@17as2<#LDfCGFWgoI;WDm=wswZwYcl=A z^By&+*6ukw#7P%1Xc_?s`fJmOG0@wMlNB_}fdqzbVStYM^!vtjwXXe(LLM&6CZLQP zaVAHoH&BCwaVXSqNWO2jU2%l*c32;^-ta$`V3`mUb zb>x6phRW&HR^MiEgqHx2IlN%d1cd2Fpbl#Jf9 z<)midJ`%I{r3FZ>248uK4=xN^jr=1N>YmG5Hr|CrEdIfJF!~mNVEf@i%2X2(mC{xe zH7r=vR|016RERKwDef64-}(+lkk@K!=vO5of*^VF1oAT_1YvL^T{1X39J4U0uE7)h zU7Cv}{dzzFh%5UN5hk?e*2^nYuIMikF;a#-mB1o%b!HorYH8&&Z8Nd>sePXEl_hOP zIfiyx0j|yC;Djioe+8hDr0;|Y*x!RU6UfS!Adx$M)n27l%W!5YzGqv3Jc2Hk@24EWf zYYiS8@h#9)2y%elVVX9=dP;elv;{@atN{HDN69OCL+)A2oE!*2wK^+( z8)U4tBMdh04@IzzfNR6H;0v+;SVBg9FV`qH&!g^LJahZ=k4R)ZmOklLMEg1FCnfZX z$fWUsE`QrlG|0z!cX)f=_9pg(?qe8#N^@vBvo$3Xng8L+zULI3OKSDB#A*@|UZ^;lq6j9_mf6-?f6yv(ND znKf8_qSpGMww4I$-VBu=pld&9N1If@?FPw;WeY%#Olz=c8?~q#+nPNk2NO3PT80nEMq>u;p_0Fdovt{W5DZCH-(B^8ftH@aQ>sA_c%1`b)HiL_!|g^dJ3&-EI8Tq~9ztdHHwA4Q*bucDV_Vr54opsq`}sI9+`2()uHRdNIoJ)U)t zD{U}A#cLcSs5Cf3fB3Oomc_s^w@_G zSA{EP$8QDzZR;hu-C#xgWR z^<~#;uE8%ZXf&8%w*ts2Lh)+R`lE63xq2<-_bS+JKaL-QvZ$Z=4m zuvT1V=#+#)!5H%XBfTda+%E}he*HP{0do98iW0SgzO_P`;HwF@p<)+N* zeL6zH6sca;1c8T0!$%@i{xq(y6HgEecYY$nn=Jg}F+3Ssu~j9@;kub0hhvO|czRzT zbl7$8gJ1dYc%8BaUDVEt^+vhdS2*Tp5`DY-o8qcbD|DuDSwc&9(!Ix$2*)bd9EXW$<{w4K9!A`4CB~2FH7?OY8O)3WT>!#f>2_k+3d~S~M!LW&m z?jt<+)cpuo2U0F%$B5}k`HNlL?0#Np6O_(uyU4^hb5eI|&pKgE{43s$i6;r_r_?H9 z3ByixXPKoYyF4ZSi+U}hI9DT)Jd~qPK5cnetM?)9qZ9U0#V5Wg7=Gj{_Vh$)45XFB z1)`dsV0tQ!PzlYGOAIolGB2rVQHYGQ$%O&d&Dn8zs4rgL)Q zWJEu4%pD_}WUESB_^!NRuK)!eW#Qj**Ea4VlL{~I$~peF;hSR-7FRt-g|3i+bXc}Z z?{61bqpt|*Dp#(blZnmQ@ezcXlb6pO5tY9aDyVSMxidD(?{Iy-4}So@R*1#qBqX4?D`@x( z@g~^#BlN5_Wm}OP+%qrIPjiO(%OapG-4#qJOsa|dSasS}8kEfitds{sD@Wwt;XTE~ zFpXn{IqRH;&^%Nr2P|@ze`6J|#zp0`U*8b;!R}HMY+~RI>RN68bC*9M8I`X$tPxf2 z!)n+eL3Q2J!J7&BvQPDqqG0=LQ{OGu3Uy0Rxua35S{N^n2w)Ml$g2*~s3m@I)ozm9 z>_q?1>oN0|#qa`jQIJ8OF;ACmeUcfjJVuECl8)nmAhQ==UMzltOsky{?0lUg++n8z zS634I@j+-n{ydkbt)%c??J|V9U;L|~7!Txv!J|eUfV=+c+_yeud=E6EV~&hFBL;R>P`zn6?x1*~7(d z&UU(_f2-^=!>A8bTQg{|_1C!Eiiz$}{-t8tv3Rugk#D4A#u7Sj>Y?1;lA8gS>?AVK zeohWAYN?)3dSv98$e6^Qaxx)~9zp;|*tvpN%{?CE}{E@Ny-GyPM4RP0=8;lL_Tx zfQFh5M~z5i3&j}?kokFq&^M10jW4U%W+teM#+HYoCVg%-l|{JuDlBDT0122opiyR2 zR2Y~?d5>h%)G{f)e->;si3Lz%qVTCKaynrR}rDsd?1zzTDk z6_)SBrta@E9PRxcX}R%1QB%@QOq`_P`cheW6`W~LJX+eWG4#j+66XT|vOAIj zpm8LvO|%R?>Z&eTau*}&D{zkb_=xjVL8%nv1PeYwAuvy!O`-EoMuV|*p=an{2@5lU8;<_X^D?FHOQR+oASbBf2x(2+TVlB5Bl&Qd#V&BH@L%E!t zA}rXH`(5l1Bq+QsXyj$Lm8eKTQ{29!7+WIfa$@QWlVLg5@X?D(CY76@?l$XKq(aG# zLU3!TnY%j6wD^ncuiTSDzO_<$3c=y46=4RNF1&+}Y5o3u5*oCCq=^xR*E4;T_ zI-_rOi|zBPxQBAa#aC@Mu40vD7WT~RmJ$W+DbVSLxqw$fwTYWGXsm~VHs6Gegq@;K z2uKSJl2NX?lFa^GQy%`OS0O-fsinQSI}zIvcDX>f9?_kw^@9Sz1=t;E(&abu$Lm(B zQXPoOn23Hmedn)=?xw9WUkQCtXo4$2-*Q9+X_Am0p9$h^*#fQy{aHz(0VzV>-d zrJ9LFSdy{Mtr|=-u5!E#r&(wXj(_&oh9tX7ufJJ0suy#f!Zz>3`+F}WU=wyoE}3MX z!wtYOCF;l|7^~=MUB&T|K4xU?6-Bvr8-IT!yN;LO6DI7&vv)|MQ&`Zvo$d-BipQ!9 zHzIWk5CMtjz#a_UG*1YAlKoZ)Mxdk4D$s1Qo-_v5<};$xl>DfA=V5_T<4ga@6uRYy z^oD^g^a0Teeo*iFx7jMs6O_nxAcme8`p^y_tK~z>j->#}w4NW3jgua3ertrlY_xmN zIF78CABB&X{%aW-VhK^t?E=2|p03`TfJ5JogS(`Wxk8ZQih}mOn#ACwr!bubv7Ymp z+Z%wn#DWD&Cc{pKpN|LJH=(=Yvb8?Ndu@-FA{^Y52&saU2DpcxJcKfWk4%-cMX_z^ z&cnT1JYSDJoyM_yiQnQBufQ5H5-e|wY2g!D>Kb&|3Cmw zoU}@^!yjmJ<+=Dg`5EnjwW7EkCV&`g0-gCVwv2MF>JgZvwZzD$_eQwm(n0k{E& zl^4fq9Pk}FA?#yxD$FeoqYOJmw8s3RdetDxq@AbP>&9Up-bQw%( zM0(Mug;ru`Pkeb`x-rb)15_4VO$_6(aDQV2-&>tukADr9?$IN#A8+T~teC0O5*}V{ zuTOqgfgcpNY?w5Y_wnNhGbiQvVy(IoUVUQC{>hl2S{(42a-xe_C0NgYV}$nAg~~DW zlCEyf_ll8W*(yf(FK}P|$}&i=+aWQH3zqx+VynP_LBij~S7G&L>NxD(mqWXkyxI;b z<%9XmXB%Q24kOoojDWDscT=E>$!HsRkY?NOMTZXkTM6(U{G!%2LNiB6yetWsCLGJA ze<6s-66Hz@2{($4kP0JLB=c>-GR~GE6jpnE+JgTwYIrnpP54CFQ~={@(OL_+`koN1 z5E$H50l+kq#R+RAg~Mg-9-Ik4S~>v5{vvh0t=zSV%952yc$d4YeToWH`_I(7`xO59pvm|=JQNxBsDTn z56zwY*I$fi!s_T(mt8~!&4{9_c%)*%HiN1!KTq5refb^FA6r_FU?tN9_3OB>UbZ(y zL}BV%+h=|4n9&;@SOq1^ z&JD|>K){$$8nX%z_m~>w!&$SHokm;UnXHK{%>x^Flh`lWb}(rw<7}cTZ;N6=S0R<^ zwZuf`{L$`__BiFAYEcHa@QDH)hGx}HO(RC|aWHS&q|Ej*l&<7^?IA@m-BN2&O^J82 zK$SfVCp3=Ou0~D^Q!dVXEPGq!OJ7jqA=eCq`J!C&H{bU);w7-E9392B^3eCtJKM%g z>6rpnwPvvrBmE~i+Ui;f5FLH=T9*KUkzJstfB@$0N(U=95;HiRk{NU!W#nf?M^`k# zc^p%1OV!>WXisgb6*xdIwdO95*Bf@%DFO}jNrzIV7OU6bGI492COvi=f?VNrAM&i( zxEx@t!$tZpsnk2{NC7QXJNxHBE^cJ^gBWys9Gi+<`C6%vRaDvPO>9 zRFev*T0u4ZaDqAw!@NX!m2F~Kdz^vRV-eo%d;@+5a>p)^ayQQjO1Ht;2dl~Qh4@+v zRjN>_Tq87D2>Nb!sKBn;_0RRYxMVwJ+`r|%ie_Te$0CWqt2v4VliZWvhVs|xEVEEl zT#l|*HTh7`)h?;lxxdU!%QpT;6`o;pdty`_!d-s)M^Pp%A?%^o09kCev4888cNKfb za`ol(bIRs3Y$-?t>s`cB%inc={cvB^zBEa=!tuX2^-IEf@7No{GG&?rNB@q=Ni1o2 zj^^DZVh1|oUn~pT13E)i?r0F~uX7 zW1776Ht^Kt7y$Sl0i3D?yl!>nDYBp-TUX4EZS)~55TI?&+#$BKwf7|VdZ zVEG#7it3nT$Lj%omJcD<8p+vX`sOt|3fa<~Ub*>&9fZr<1g98shlgx8En@=n#ZD=? ziM|Y_OroRGhsdf_JWX29;-`uADIPZT3H1+I++=h}bul3h6wv!oy#+jaS04QL-WA`9 zt-DxunMSWCuoB%qEw4dms=W?Z(WX>iTU&5NoKC-(Z1pBFfa{{x(RAy3biu1e7oBy5 z!#MbxH51xkraK_ySXkR6`TX+f)?fT&|5c59;!-Y_m0>t;35tLpnf|h7J2Gg6_CQAA zELci*%M~?J5e%2S`RyX*wXXPyf$_sH{+(w0??yQ>eQ=av_0Ssh1yb<7`)+0K4P@9z zkxp#_wpTQStXz4HdamCIhV#@dUb7Fclo3G(7To|r97UX@pwYl&Qup!CL%^E1i5fc) z5}p5NydaUXotz5fTTv(z(3U|;EO)4;XZ>KINKTUk9kuT7_dJQAsLAHtU5g4iO)`-pvh$jaQ^61 zQQsxRM=S-06D)>(E&wxscvdLw?!^X1MHX{4G|R@;+EaO)sX8m&*PB{APiYB$G2psG zUiw8xSL@4>!AI=Lh}-Lvyw1vhU>Hy3K()M3w`pKP6_89>aab~gYVcw`sM%7No7}8DJ)|piD`&+C`l` z^{$Np`m>~wv3&DBv@o>aOdmU)#M#^h)^ru{LP6QAXP~d3u9sP4t>L(ON zB)YFy&jjdp;L*9e;aF`;#BT6O2s53XMNbJ|8kzrjt8EDv^t#^5xhJX$4%y3zF+iqJ zy(L^1hBYC$-}r**`~Gr}q3vE?6u1Ns;Rgx)B{kfkVCZ0sWz|DP??Tr*?$e-HcS@b+ z?NA)(6VdG`VPYLv8*1Y! zIla>1k?Cs6%wWxW$-`iV+VT>T)(Yw%%!!5LNC zb=DQ}fHRjW;B!r#-ctcuhBuq5hAQn{N*UDxDw8Kcj!;Av;2{e+H-0Q>rBG~>eSdf= z$waHRK1M+G!_v)5wut?f*86iwsWKx@hC&`d2y70MTFBCoV8=qRt2svxY4`=%zH^EtKpk5wJ)Xy&5d z9fPDuF)%3GrDh!(l3*34@y6yFqUWUm-2sW&Nc!w$Pa&SaiGxQ(z^Xs%o{e|gT{;vD ztCaI^g5d(8y*IO7YM06Arn?3C=30rNtS;G7Rako)BZ;$_?$aIjerjj}veyu3^K-on zZHu4@Q?Dz~0zYV-l2Y*)M<_|QM@7j)No+G@xHHn7<%%&sA<)?>qsUjVsmu9gTfoDj z0h-r$S@F^X9wI$S31Qo^Xgk0)v*0odGH`feD-3GhLBAD$mQt5o8+Ms-b$ir;4|27Z zhkOjWT7)I8-Y88+_L#jtohH(jmjvHbmTo##3UMP{%)S`5@PMT-U2{aUSS#RhnMKfn zF}FM~7;8P_?)EG1KQzh&AG_iZfsKimu$>FR2m7zj;wB_c@=ygsbr`}$BFo|As$1^f zPOM-eZ|=jYLxTI{F7X}-c@F!vTS6y1_775fAps2 z4iI#Xa7_86X!t%oOc|wgjn&m@+b-8?OYr^VPW(p{SYa5@sAfK;41)<^_PYW9zJi-| zaGQx>Yf{i8Sb6oyiEC3m#n|!IgsEUk1>s=dJZ)Rd$4GIh^?^>UL+3D!}lPGZRDeSbney4PY(k>}TGR8hoFs+F3$ zl*+q+Lz$|SAOL0OBu=P=c}K|1QBt0$moRg>kv>+w)Z|db*Iq=EQp^oAS*^^J8=zJ5 z=FFn~mKEt-bB%I>`!uk-UqVS4It#J1?e3MiMCZ>%U}Aj-81If;RtaGy0eY(jI=C39 z*1+Z||J!7N)a6XqH=gLYf6HH;$q@Q6K*bw}XKDvtAlKuLIc*hkOs#WQj$X{q30tMj zvqZwZ!7|mmP;_1El<9-zI60=y>a^Si+3v;tAYXpObAc$Dm!G#*_#mY#0zQR+RHw=O z**ZyxgBW0#;U(z*pGN0=w?Bre>DC;Qd_<>$bbP{9JZj4tYcn$#gKss|S@IT!U;?0> zeXAdrGZU#4oE}Vo0#frJdcs+sKq_MKY~WZ%z55?*NPs+Q`@O85##|#y-u%j1(vUUqDZnpWq%e0&_tBgivxV zwEkkCz{+{nA9$wP@&HdN9&S3FEN%0bM^}ccJ4n>0SDYn#poI|BDeMf*?8Ufss;d(e zJEPt+tAW(ptwp=du{E)YAWu^5rK<}ElF-OtU^lS4#-b^i$Kg5AX(qj9TDfm%kDPI_)UUkp<4s9k-Neka5 zs}v3M4PxE1&c&1Yq$SO_+xe=58d-f=isz84(xak;OKvD7YFG~%49wA;O;^vLc~=l5 zl`NV*S_}R-X2;^k*pH;m#9k4%kWqGjKywqB5+UsKjqz~QHnY|_x@yuCCge3@9r=j~ zg8SV3f2S)?75G2k38YxMZ>rL-)ZsB2UH-&nIMJK-&&(qvTNHQTa3i;xtSjKaxh*hN!sfJ|x&HKj)5t&LG^!vMlm~{xLU+f`tM-_Mzhpw@ARqWGk zn9%|a3s4%fU_Vo_AK)#FKX%_gSHA~y{wg-%)wlhNKjBwjxXb)*FGuX7Udf1Hy#e$T1zf-b2oe+@++la2cx(w8yLrI402+ zWu=}l5RVi-Z6j&ek5w$HPt2ioB#R(AH$%h{WkPvqgly*zEa%*nCR%Nc8;oVX@m@*B zqNV@=4kKg1xmrjnjxvR+ zTkvk=Q92{cSuEVTpm$l4{`pBHtG;SbY#Y}aV>*Q@=o192TG@3fUwiJn6U+bMPkJ@_ z#DFR)x&H3Db{M<2k=wF-g1Q7_q;X`yfHT8Hrd;VB%}07k9|P43LFW#M*(SvhqeeuC z9%a8^*hbI01Z~Es2wiJypP>oI2Kfa(MV|s0;ofP3)bnN?c46aEN1UfZh!!9BSLv?8f;9c7lG&z@srLK@`~L0Gu$g6*Yhtqvco9wvupOrS#Wtq@Z} z~}SMrv9yIBkn%I#H(%f2{(3nBYGTHTLlt5iIS&-vqBfrfsn64)7nO70gSZPpC)N z@&{5jJy8R0cZ{AjIjCc5iO~l%=<~!!l6G4gywGl#BFII^JZq6Hh-~hwewjYf8BS8U z_wG~IjIq0`M{UzW$u^h`*Y7m}#I`i(X z#rOq%LH%fAIOnQ3d3idf_XD*dQ59OIj$W#1G)uO^n>of7fI?JdjA)HJ2@c43)7Szv zsebsy)9Pp_SIT$bl?Gq&uCgq#L}c?OD|P}ik^Ynh{fU9hR_(Kkfz*Z9>@W}4GfF%s zdioNZRR~Oyl#p3A5#?oS?Z}*$oTMSqfg$TLKIe#tG@pvUH0U^c3naa`sY|$Z;gw?W z2fn#+7DBMy$C5+mAu3HG5kqv*Zm`7A-fnw*VTU$hWd~_UGR}P%rvqhcmW5t%hfEa()1)+mIe5n zTJI+wCK8&s=ClJ71PHW^H;1(LPFfpMMF8T)It(ViT+2Jk&xJ?qP$`8Lrm{jiviiaF zel9$m;yQd`(S-@c$>C7fTE>@2EN%i>EIg9jmm+L&Iv@h4Z==EnB#6}G&D3S3!JhUe z0iA*=-p$el`C2}a_MqBM0+jdX)1dmeV7qglegnqd5eU11OOFrKlE1Qu`EX z#1||KoUkwJhvMBGUe)-QI*h=g3oB{$B)h#$>n`ydCaZ>rXNBiV5=}lv-EcZUcQUKB zgoq*Ss=jJ%eb8pQa6%s~?9PA7o%cvcNY!Zmxzd|U5h2Wc{UX8?BMt_f+euj~GS)hV zHPxSQM|6KV;(9j%S&uF2WZ@QR*ho7!pa?z;q5?K!Yfi`;wS)?MYhj@_1eYP%M0pnT3A;HP zCa~v@?94R@>B7+Z>32eQl_7QG}5!p%R|fY(%Cd3q&MU zTeREO*|S(#Y-nfYbqy=e>1P}QFVZwO<_D(?gz5PcIwN8^eq-(!pN)1?m`&XIbZGdh z8ZZYBtx31O-U#30gp6=sgQ7-8l@I6(KeP3=Yj3|^RhV6=G?pLtkEn zw}(J{W9oW!<1Pv*1Ce>QsjbR4VPNe?jhszpe2N7*7Q;J)MdT2u^)TQ6 zt98vN&c1wS6-S%Rry>DjgF4TZMVsIPSzDaGq{VQ0K%?E=3!Dwok9+5qG54Xo?kfwV z7ltyx9h7sCAPER8`WASfcc99}a0@gm-?A9YU?eLs{qN-C3UswefV03%HI$ zK8kJE<9G9%`s1vlBBwK}A9;Fr&h5h#-?OxRQ+D~G&Q5cZIU&Us;vrbrZU+|5qW3ZU z2y#&A(>PIsHd1Gn-bWG`E?O~uV3wLD>d%StJie~ zgQ#rK{Io~%sntju`GBPzim5KR$QW`$9WfViW9k)WVz&iB<<{gEHQ`f-f^* zW?x7t7((IjwEiZ)2(u&LIh`K6ya8z`W5+YPMUIyJZ84tlPfR;4#E{tRdV71Hq>Sd# zu(ld~E0Gl1Wk-0{CdnhnbAmDA*tr+q^BE}#Ag{Gtv=}Wm7^Xfw<$(3^%ES$IC|xe@ z;-~!1f9aNg?ZKx(zBNcOM#}U&&WwT*0J+D9s z9C<=s3;t;I~UhTUTVaf5@$w=;sh7u!z2Dk@I0f&OCX(WAFL75E;<0F#i`@m{0$MyWWC@Z zMIEQ=y`S9mi6XXQ$&{H3sRKRMA-H|6P{n<^oU@U|&MJPxDHwWoaH@6%X4pQ_Ax?P? z{`vx)ldUY%B0{R0qXvB*bfOJ3Ts1qyG(8-8B9x|28!6R1yLVm?=4H`CSSiYn-63s- zY*Z{&WqScNSP&ej4dgus;Sk{^NZ96WF#lWkhAT7JC!tP2=N6+Ko6^Al0@80 zE4^LsYyjM9kIxtB@0hOacrL=~KpBSmE=uMkGNnE=uI&K)d&FT_QRk94f3BBo*1(ud z^_~}gTIf9}cs7?3)wu<+U#dMen+x-iQ_GZP1NGOKb{4$J;1>=RDKn%Jtjh;Q2A;lp{-vU-`%H~^3f?UY5PS_v zuWu}b*~3qaV_2>+_xgof+?P>lzz4MR=nNIGIy5*k^sZ#!MrI4vn2s^tcDq(XRES|z zMQ#sU_v@=nZvhZO>GSsuWK%-~m}RD^FRg~=jfAlW7T-@O%QSHT#TG6%y%+?Ukh<1! zibvbC%WR3Z{(@h08neqIvo-+Di1K(l06AH5YAndqKY7R>*;%OeBI}s zyk=O+V?4MYRPWWICZ8k|Pt-4u2xF^TXa@2*6WQ}jqHu=p_(&BRMj40|79_E7>OPw( z5?&@t+(pbD<_RGQG^qMIkvi+|yD4eoI3(EBPrm4Kx=zfCEmkZd%?-1ZVD#a9PsR*r$w$zv~=A_`f!>eE=Mvc;@=^>&Jlp(|+vqXZp5AZBn3FE)NwvbbSkT1^=3n6K{w@G9gFGCGg+&F)){zw}Z>yD{}Z2HWBKcUbACTW7LANynr z0#gkLO4ccs6cmHquYErd*Bp4JmL9&F2v>Z zn0~sKEf+a2*44A;R}y*HDg-%8OgW4&HhgbQrifbvmHD62`VfMOoWy$J@>`T|H) zTC5ej4jUEG;P<%iS9VmFJHu2p72L$fI$ajD z6uF%e8QexhF=i<htebb;1+jbefZuE6Lb-y+jqiTj<<&uqo;Eql%ZpD5%TaC>R<6&{h`PsWnd8!vcwz|5l>72pQXP2jN z8I?F8pLns897Y9_Hw-n8Xs94*y#DG5yxQzoAdQ~Z8I$xSW(X!fg2bOUz>?bnaA&m( z=c~)aAPETK^zuJdKG#*L2|_K-7|PKKm3M!)kXQnf{h9y|D+s6VEOzrZlG5Qa-V6fg zDd1s@+H6O&?}+UcAm)k$ug09ZTiHr#;$Z5#foVgHL2r}U9=`=lV&{1Id9c#=)1-AB z`X06NeH{5~{!0WO6&{L#RxpF9MokI;f%jWh42siI6{1hp+CailrG-v-Vk*BiRF68Z zRpbYmAP2%LzL23IXyK#tjBPP4YyS%8Fbs+6PcLj=(39Gbs_cx$zL7+@n>Y&=oagE5 z9~u9g8S+Z5`g2exM&b4qRs}eSh@w|8x13@Zd1beNf71cy@>`{8r5g}P7k$J!>y|}u z5BMkeA+a_VC3YNG4cq2wGd>K~7jeJ2Pr1Ws~gW{u76d%ZCL38hlsVl zb%FMBPb8zDf)LGz&{*96==W0BPs}deBy908J~G_|xH$=FXmF>y1%chcVBJ!m!$C%% z<3L5WI+2Pn;8OiJXggA)MlZh-gQlX0kC%UK^nK|h=sRQlq*dJ}&XB`<(M>IpBBQE$ zzP_T06p}m7@@8Rn@ZGr%*1;(i$*3H=1z|793y~2tp-I@SywwK|r3Sm|D;w!oAthvI zWGR-^x-jbw952p^gv34rdp{Ex5C8rwy{GmWtFP54Tv>5Ud=Kl1u0~- z01YbKMTWj2QoRYMn48#u@8#mWZcDxh-Tu+hPR!FN*7u;7M@Tx#7^le9$WBE`l1mS) zSo>xqw$P^~F?ZJ_@*tWU_C^N)W}orF@KZ~b2@zTz_=J3RsEsuLOOlLJe1(|LvU9HU z+!?S>8Jb*m=9LRzO0!l7+X?{j^chy&N^lU6jvV76MN~6g8rt*@(^yZe;5E-d$a_+5 zLA>w}5YW>egaw{BCGF=)#HjvBF$`!ufCGAC{@namLznlbeS(DpfwaGptZBsOV@|!& zFJ9CV=3|Mg`TGTBxvcu223>%kxPI<`irQE7dJ@BH2k#zxM}T!%J1xjz25DrYR)okX zp8%JhT;L>+?|wZRg0uxRQV^D{0bx8{N4;J6P=zBRlb8w^6Eobxw7(|2M7V=A_((-v zh>w1z{I80nuLtMAqx)!;gm-wOL*U>R59?u@?jsSZLzNPdhuu4*$O{P-6N%U5qNCGf z6$D55|5gwztR_*3W2}0;4-qk#>0=>J8qfUDC&y9rt_6NPZ-gkO&XGfaH>=U`i z>9CLPg4Zw9ejIbi7-fp$v{@eELJtkM;PWeLId?I678KFo8-VPZ7dy_n&*lrH^_ zoawlC!k)1NES!XaaUK9QaYIb9s3p^KRAJgJ;6oApDKWg@$%Mb`sq_umHc@UDwi!dykLIF z5x|SkW9zp5x#Q}hL{V0ek|0k0!|i=R|8kBbO5L)bzPy7mrF(@-%#lzf618_23y$N! zaA+RCr^c$O2*jM4%P{{AG0DPp4oNNGqsCe=EKQ?Kkiqg-#M=2Xt< z9r=|Q>(<6)!ebG_05w3$zePIEX~q|etFw(_RVK+LyTT7IM0qChgA`>K_tPQ%+S7;G zA^>|Sqg)j{7Zuk-0{ZT|;LQ1Z8{G|Ajr5NLGFy#g7_>R6d;rC=l6QA)7R}e+DR5y zSZl!{N>`*_aWLRG}jm=$KTQEKOr4{rHf zwcJVS>_TRRmvKQLegqsUIyJA z7cjn8EBUFshxUtA-qc=tX}Q-?m|3)lw&RIE4)fnpSScH2DIn3NcUejHx?(o`#reNR z9pP_pL~i|PG}j~y&(&kznD8bk)jYpnS4wp~pO>>F3g?&+sm64)?!h58J~nXhef`IK zyHdxFG9f)KUo`~2;tjO}!e!ZTq1l{n2eXv_v^5=IPDX zDHxQ`nfN=o8kIxs`lV7BECkon`G9U1c}Prn8AT3}zm@^QP`ydCeL+p09}p`l%! zCBIi5f^2~2V4t-+)}jx;z{?3l=5Cferwp3z$`k>iIn6tQuOikqOdQMcYq~J!XTPl$ z8X%PdjfZhz?5v=WW>tvRl=;7(l4)nW&PYcA2TW_tHdJ_tqRb;``a05{9yY>m0H$$e z@Z8qv{$FPz%M6qdG>wDfsAf6sX5-s3FnC6b%_8N}eq*CZ(9yl4#v?4k9sfWD_WYPXhRgVvDi$78 znCu)zya5NVHKDh8UB_x{#!x$>*X&3u`A&x3%exeCJyq3=qEwI zlI*41$CW=Pb}p4oNSHCH(>vZc9`$_wYpA;>B(i_CYY9QrzB+F%h5-F5*vD6WKFDOT zpo?!xck1B^`S=_yy>|8bm%)-VpqgI@Lp_{TBIL-d>$Hq37kJ4||c(5pajl?8PU}5vBDBQ2Fi8sIo7z z3d&yKpv2f#QO$F+REgls?HTO$INC5B1LCB z*CQAbN>@fF)++*la}2ew;+I_1Z{5IHtV_TDMJ%v;+@=QIk}EP}ZfuuYS|Fu=O2AaZ z#v`RbUg`bdAIoapE9cPddN%>3A{KPEU7wesWmg1nI(%8p?)WJSk+_gUYIm(R%!E(j z`Ds-_c&di<`?yD!CoZi{V#)`pr7XA>U2I^8@y99=(Z7>(`03*8wL@F5C*5JrRYxZ? z#4Mhs6Qq~AKYh90GRxOW16$l@%_@eY-?g58jZ$2^macn3|Fo@=JKLz!5SNAb6~+c= z^z$V*(cEmc(?+;9%7;*TWnL}YTyI}UC+JXE419F&fTPy&cPFe(BFYgy9B4USJ}J&G zRro)I2KeU5|HQq6&ARVzGl1MF>fCj7!=`x}LZ^Dob%KrCA+z7pX6c{n>f6*yNxdtP zODgE@R=NdJMa0vHJ<$wF{B&$C-2Yz#=B8|@w%l1Qb%9|Z`R&rP;()tR>ZrQTX{9gL zxI?!yp!dG%6$=IP=4%`|DGuVo)m|k?p1f2=%H7)vNvxctydAW8!}Ofb@ZBlZeAx% zS5c!`syy;DbPE&+`7I#EX_yuYALA^N84d1$t#B;N>pMRbEP;JN^gtz@2MO>z6siN@ z_^ci}J7Qn{ffEoMxl4hLTQy4n7O@iHX-yACxB#fwA!)Dkr_fSj10*3L!8k9^9xO%Ui_{v1wS|;SuGqgOEW`wJp)~NR%_o zY7mh=#4ySd3}?R^nf+nZ&fUc100aTDDhq~HZMX9+ugsRUqbp3Z=A2k7_9dbL?yG~Q z#2Mc|T>@$7YLi?JlfAOwTb>!=6UI1{fviCc>cot%|~UO~aS(l>ccjCwICC z_954%h16;-38p)qlQ3_|-a+U~3q;z;a(p`Pl&jG{=$@^&j;vi|MGzWOxxY70M$Ev1hZ5tCyscD z;8IKh;g&yzO@E>8kUl->NTyu|KgpZ2gXD0KKjZw)j zmp_g5h$5q&o93e!G7!LQi~6TnL8xrTiz@rYR0tK5LZD%T0YppJ*D!>3oJEmVIkIgu z4;MoR_MIozZ@=&a*ILiv$=VpIZ$re0x{xv_I|O`7mqAo{Itt@7nCx^pQQ%^^v5)`9X zao#wNT((LVO&0<7*XnrvGB`DFWq629vXZUKNeb5B1m8ouyzm4FK`hlrJ3dnVY^Hb; zdjKDLb#**Q(G%6obt-Q$3ebxdmA`#KJVXDC+|C3vBfhsf86|r!wE8el^YwDM;bC=+|5va}!8|ptOe#kE;zX^#XAkhLQxoe!lUELy6l)p6R2<7i3Q-xOA4h;7}Cm8Tkb#(NhM~hfFQI4)U7Op z|CF2+L7NvKAkLs;)roRAhtx|6i!d@MHJMC47q%yyoU?`i!kfn$23k z9(K6EPXGZ>091jX<(!re;*%@f6{ktXa%+94*e)poS@7urT(50BO#!;lcfNUc>O4 zR3QSeE^GgZ?4{$T5oNi_Nn#l)Z`$D}=-**q$$QA55z`@8x;zzye?b6Fw>{(@i$ISy z=DP?MoZSj0vJ&1PdVEZrHasjXaG=!=zA#Xlc6y{o6K({zv1GB_80wE(O7KQkB>lQp6dB7lT)l8=tncC8AR}%pyu)&EqP(SNaTD$9v96SbE>zS0zIIGn(M)rnHyw{kPF zlW1M6=u!b8o@CvlB7?X5?V~N;^W|>8Pt($3#>}69_Kxn9vZfO6A9iPOK!CF<3zUyk zXmjA#8pV02A&h{+5UT&&;UE9qNS1I+4oQ*Uc-7+WBMcX_B6A8K6HAp~Yg}%39R-AU ztj_Fp*g+cfp$(o46}-Tczhrhmc}B%CcrQR z=jZ7-Ieu6@2{LvBF53Cd-KoF~nG^qyi8akcD@6btM_HR@2>~<$DuftSlj??EGkQ0v!z5kr}(#aD|xs)iE^-YPn@VwptVibI@kYCH)M&kfr1~+ zJ}ond%w`!mIhl+nF(iG11FiC=?N);AIx(S*~NtbX~-!j)O&c16!f7EE>GF?5IRqj8-jVUr^ zX4u_lv0VJ7V~b!dYdHvW%|;@mq2aO%1HHpku7CD!hn7>OU4n+gT@>bv5eqBulW*uj zMXA%a+HdYm6JG$~Uq^3TbGX|25+MA1cAlJH#F_9jKPrlP(zc6Mo>FwvXmw^vo90HE z`AuG!v}@s7MGak+o~TcS3QY|k_q;l<>udfwQ$MA=saMLF?$jbq1p2ZH-~v*a_ml|| zumljIg1()4?PmgH+Zz;?Ce+)>wf!Fk%TxQC)TV|GT45}7vdPhPxv2>hqp-5$T}P9u z50bqoTa1I0*+psVNGr~IQ6ME3c4S96ZbX?M54{c{&3SIvF=^5!i!B&qgSsXYd_b7q z|K7MO(6+OYsK*16;GfWfpSIDCj7P@5xos~Ek}k#L-asN+Kc}1A3iqclkh^jp%2P}@ z53qr|(pz-|+ePS~vlKOxSu@n034ZXox7x}soR;=cO!gXDO2Ad(#2)Adoe;ynLd9~&*%)Fe#shNh6TlpSPQfm!_k(P$osqJn*3A1OmEf3HXgh+uj!(W$9l#1O83(d1;zWQmN*#*9a%U#Ma@F*MEJ)y;63q)H1-y=z zQH_i)pA<|OwP9p9KejjBP<#*TB}N39D2g`{GEpu04bf1NfE*dS9%4YDRY6DxuYCRR z3Aa2oknlgwDY|t?QgUtCpc@99e+AeW=q$>A&1)EA3px0ahb-bK188nR&F&Fu3)v(E z{KWZ=%kP{T3oe21OjV;)ggbwzghFT6IBY8*=~{PMnCdw>y3&Q*#tUM}LT_aumZzmr z-kAS`-bDz6qM;t~+lzv*^!U&Wlg_bRV>g@q4;I00O*+uV=27D>mseky@A@PXT4uxU zRZ|7i0?<-9qTj0ytt0X~(j_G7*3v2g5(iH|p2C!K51Vr&7`l%C{Kykl)>_(ksX3kp_gCc1EU-D1={t)X4tQo_>QE&!jK>+d_oBbmg;*RN#W7R}zEdpcRCWV!PD2?2| z(h|4OA~{+QsXbsolN>*@{X*4OMvgQ+P=}qdVqPybVmwBX6O9w7S1Jexys@=g(RDj6 zk1L|1(W&f1A9-ORRhKYA_^oPAd`DcP?jREF9)D^`eumxm#obC?;7jOYyN9k15w~f< z)4AgtHX({_!7MxMv37}mawD_h%tr)2BqcNBLc63WSi}Gm^VjosleVnmhl`ByVdeoV z5>@S5b5+9)9OS)ty_X;*@A4nkt{ZbPW~u}FQB5ZOz(RbAfe?avNz+6un#_~Ms|KTa zxsMsMFg%6NX1yEHe^YCYhvJyqFpJ1goA@*vnORaZ8YQFxM(LLLX*+j~G$@_H7h+uV z@9u8f(%pk(z}`K$Kag`PQ9h{|oxqc)Y{>zd4isI)CFQyOxmrE+ARsRwrsM`XW4=>Y zSO`*eP=M)l9E2u}?;WLL^`JyP=2Kb2Z$%0x&hz_9WgCs?JB&2HsWP{!7Ak=yo$H-;eD~{di`j1>X+_(c*O%?Gz1@q5A^NDZ`Yd z@_h1_)+y(|w4`WpdVEQWO`knn#R~z}8R-2H+Ze>X-5ZVg_PCi8Rt>a=S=~c&A?=Lw znE30`a;Q2>PA6Zu&&ryn?fJn!*Ox z@uY8qlWs!$`iByExrq2-tgq{Yh%rpZy^~dA4vhHgcJ!-qP=3K( zDYxe#<;QIbtxuor$$C_9SQ;x^(ERBF-WeT~!= z3S0WauRC4qYU6%>Qvf~9q7sW5&mkLR$~W7C%a%SrO}q24)Kv~e5oEpmqtF$%fc|VF zk<&zvrw<@aOIWL2Zs7(dtdb1a*Vgh1B-mY`vRt;O8_kv$3p)4cBNv2kOcAAT8fz28 z{i!#eI-=*+n)aLLXBXW^R*Gjj1MQ9yFVaVL9-$GYqOvcqF5aDo44f_A*(1?V4hU`k z!UN)t%*|zOW}>%o6P5(WU=~TIX5Hbsui9ao3=T=EydwMnwIHmK3&_?49r?z3S2eXD zb6iCEBDaP4Wn?m}l`r}}8>@wu36H$tI?u;Rex04zdl0my+lEhH1$A3BI>$p!CC8!MR6&M!}S!3LeI6WO5h_LS8FmVSA2q`MKDszd|6ADcZWc4#NdpilBAr zLTu5e4|&$o+w1w<%zOm=VDmaEmyN836MAIvc_2(nVFY{^WU$agjgA&S)@%UpIl1jG54u*m7WpTN`G1%ABOc5RQzD4D6BhWD;Bfo!LTEa1kVRks5x%<``Mj zWZqz!2ag_%U_b~;vLE4At>QqCnma?uY7*+`iFZXpWHSTOjCjDSLt|(f+rO$D^w`hq zR0@Mw`3xVd2hOh$g=#}nC z(^|bAEq?=sT-|fL7?3Xfd?G$&{b+Wa4Z9fzvUlBt`{>&djZBVQ8jF*kOhD1c{%$v7 zJGpPM?vucusYZvVbl6KP4G1sW0+y2hys|?+$a5fT_Ry?66}*98pSeFW>3f*TIR8B3 z+@fxCiw-7=U&J5;H5dF1dpA5DzT0Wq&b`aOZdZ^Cw11gzcsiTmP1 zjEiD-`!e*SOFm{TvtQq{SSU!rhn%`(U3K{Zb6!lAx0YGDLpJ=YkMcVfC8TkXfB1LC z5Kq42jFC)E{LWl;^r|c8-_9uDb<|9>V5Bs3LDxhM09IcN@t>4m%^5ZD@LJ z3fZbdHQwen$gO;&C%)_HawTC}(m!}_ciAAv&~zWRH@$2ZZh4%YtrI8HNpe3m4O4 zP=qv)gZ^_MPs)+HNnKz+TkXL|lI0|wF_I_+5-eNMx_{gecU@_lyEnno9L_xChM*p! zU}PqlgY2?I8#(u_$?}aF#;y6gitoVrj&h#C4@Aq8lLk*PJSQR*ACn9_o$Zrv;_TJ> zo?GFSqg*|mULle?WArEu*%<@A>O1h{J*tyjA*>YdPiLGDu&=g2u+9&=;w@7l?<~#F zNGzrdD+xh7ymPe*{>_5OlyOhuqAb+0UAH+kD-&#}+%-4`HcW@6sW~k8DVJ@%*o0KygqB=mf1 z?k*T1oq3L61A8m17}Pg&Oz5H}Xn9$4IrjNJj3`M-cjqN)4R&s@ zqXb^;!3MyX-1ncVHG`Vvb77;k4|d{qg{l?fAP>z5$OyQ9F91?y-!QyIz4Yhi2!)YE z7zcGdp@P^0f3kAYI(fMF+ZJ>q4av#{rfI5Z*uzL5$-E}qwm;zzNzKS z)nGcnMs{Ru1fD~byZ?OUv-uu^L#7^j$Lv9>)>&wAoS3URB{vn~&vk<#w+^`gKtV4j zUel7f?+XO@mi~>|iuW`ZDF%#24G8{#03iHe*kC@LNjZCzEpO*g1+3Q9EuL*VIaa!( zwHdR=yd-J?0VT!P2?cVHY&G0~W9y|4Wh>lLtl@s)hTv9wz`YFX8ftzXK}#B9U-{ey zV9v>2*Wk@UL1<+!OW+XhBYV=pAbQEhKQ$$UeNNzRD66Pq>XTy}ieTk5lyMdE#nm8I zzfR*m08jAW$Gu9ruKG@$A)RHCfKYU~&4l#0^q(c|hu>U6iEJYT6(Q^&Zb%LR*ZSUm zCf6vrnl9*)$qA3(BI^-Eq#>aeHyL&(@+x*g`K-K3CLu2a{hCvFa7OUL9hwYz18XF+ zf@*h8HvrL4Sv8|&@(NO;C=qWus(@C+RKuDQtBxz&_Rq z;O2Ah`vYHwnp-IA1&wz$AFNYB!~N6)yWXSusmoO|NReRAtwgp3TLP!zWB&|XbHzOP zfXi=B=EUCX6T<+a<>_UrNFNCoNhAgEuI+n&U$NLg zy8;t@qfN_|vh!^@IDkp)3jM{Z!ZHO@IH)l~bMImlRN4xTB(`|z?`2pt4va>6T3DxC zF^w%7X1`%8*McaqE_7kru3fUeHI#!~v7gH6SB(LsfJ5zjZKUFODt?oGuH%?|5xVj? zUnVDou3}!JwC>np8Sz`IStz>e&Z>T|9OnCjAZ zvZy$Sp*Z@rwX|Pk;Lvmx8A*Xc(~U);CsR=+qJFs?y@>DaTE`eD;9Mq6(0J-@*~g3i zXQz|xnd6$cUqmXqCbHlDNsQUkS;2NgN98zL+}W1vJ@AXI#;>{W1<3JFsO6=x(if(y@*-m+dJ?f^zH`Grl>u4J(b;-g?d zSufMc0?Q9E4gpA96d>?9gKayW8r|T8cLmWbkge?5(M7~I|LkY3p}DFBOzr?wbObRh zO1r|?wN&N7J5*_y`7Ws#_(coh?3B&xbqY~^OKBD`hoIC>s zvR^`E`=M1pA5~Zu^or{jhZB(jU-?!26~vYzlL7r;AJR8NM*TqUHC^hgs!9-F<5Vu@ z?sOq>uV!M`b6vB-v`6&lKu94eKY8&0}i?4VW&~re$mM#?!WC!HDP4aa?3Nof?Aim9>3P z#49xea8wL$eqpll(j*pU5SaTEsQ9~0?>#5OLKeIELv4^RGE5xsIdjBi(7u~{BFq}kXJuRha-bY}N!4s5=v}WUK8y2#;!`?+{UtD!em9DPhY4Mu-wal&X(yFpL z9Q0&5nJ*P$av2_90f}0gXclr$bnstu3OzRSPC9W2`>Y&p;4xlxmDgGd7`!kEh&`6W_dBM=R97_IVTKpJwGh|(Ux)jc zrxI53#vy*7N|rAY9NzG=htc%9oQ0t9( z82C!i+Yzf2a2n&$xG`x z*5!++fuFd_IQDkn6RNffV50Iyz+<_-(`kuo@v+Wa3;iRU+r_FC;{d-hgBtpRzn{up zd8?1=1(O|_VN_4l_2%cFWWuZHB_|L>iGwa@7(ifHHh>NOH~9#T^0dl3#^t}p zJG-=AKu+=Pq}dAVV4jk8eW%M7&$;|}DRZhg8bX^!%GR;n6-=&tl&H@?y5>K@ZSzRm%Q6@9fxu_c(eF9-CFTGi)e+f^7@oe4$7Y|TdBnxET0(ti9)Aot< z{0P}IhkHDMjiZq};iXXIw>+bq^twAot%E_Vbe4@%kHDIV%gMEoV^k_(FKB|}%eaXD zGl8loFVVDKpur@GT{2D>Om>g>`gR`z6_IObaixk)O}NsF`3kBtKdcx9yiJkVHVG== zAb;e&ZH)d~rh5|SAy}k8Ux^B%8mOdWk69-VqX`>2zR94CcIL%+Ms}_AoBG>!I5`tD zk68#Zqjh)i>CiV41*e&2i^Rb?)~(9@{-Y+I&azxyhQ6ooCOu zGuU+CxDvxHYNsF*2=NBu41J-b*6lr>hq*S_E6`!tV=qbW+wEEq|FpN~kEbpN@mCa8 zcbHVv`KxT)A*%c_tx}$!zyAWK6&_aKw{DwE>oMP=#jiA@@(8mX2@NpYt~%F4BT2*(dq%q1qyc0_wGFboV8y?P9Y4G(OtBRWvbBNWQlfI3;Gwhcnv z#HESVDiR4zmFXx@5$K;r)VxAs)KdyfZhp+HC_X!!9O{Dz#3cAOY_Xp>e4;~mEF_?{ zQZ`#|Po=v03BlTsq4pAhP4Z>}Ni8P{tQ)G>T^>2(#%E4Lo%-MB#p*Ar;dcoVdHYmi z%qqGZ6vXJR&YBwmBU~F(WEp-UTC6Ha-qHuRP*2+^ATKLrOJH~_qv*f-_oE~SXOEC5W5u;2u1SnXoNxRi70^(%`x&G2mOp#x>jiBr&AI! zZA$fiUbeR@fr1Q0r`i-JmKSg%k`>1`NX1o#>Mj;Zq`RdP6#T>E5WIhI-wFlwn~@jr za9RbSa^$!oiuVGm*;G$-mI{pC*UK?nS+`umq46dQ0SYpKtGoL>6Kz_w(s4ES)Rzsaq^zT%=MYf?qr z3w7#>58(md%#CJ*QOzEFQE%Ogb8ep7NWe5~6 z5v+PBz6_kDotfOfjNs5< z=L`kO7egQcdgLY=?qMZLng(c}^_pxhd8NMyS6NtNf(t=UQM`%crVQnW_$`Wb#2vi1 zlJp7j2+sRZ>!bO&&J$mZS4?Z+bWSae?=fLM z4*k5S)P!1RTH=Ml$O!Ov8dp}3Wvu@~qTy;*BD2Kx#Fj4^`a1{t${oKCv$Hxouu5Fk#JA0mZ&HM- zTw8}|$tPbqqL=+@iBB}mII&ba1?L=+_GtoyaaT5$qqxfgT0nv_w|ID%?4(3~tO$A z;il99uMZ|wIO+tW?Zwgu$C&D(`+BKp<`YAYU->pF;4}qh;lYZ69CK$Z{>c#J>|&Mx zl|9-PrT+?56x4$MyE)SzDnUGHgFdqL>)vw4aAjbU1Bm|%f5mI_(d)}w_XoC=s28;X zi2qBs4?wjvFA%R7#*mh4=asSqv9EL0wTx_t3}0=3ZFwE@AaNXQ9iw)Pt{}(RL9!^eHqD_H84nn>57|iaETbe+_NOoNI z{$9$iL5t~l+NTWUDw+Go7~` zz67Lh7xO)^POCA$ONOi1H>9X!nIBk8962;c+F*dk#^5S-qe3IN%Q+>}^Rrob@}?VM zJvo6KE&BUU1wL}T6md+AH)qCYCusK{$Nmd{hI*vqnm}Ju^poMW12$AaOb|E0TVoVnQI6*sLO)OIp6)WMSR-M(Ck6+jm%s5-|M7WmgdL0UO-xOJ50+738hUgglaH*o zm0yShgnB5Y(rcjH|78B&uOe> zuX1*)UhzP@Pi$p=B5%7EG&nU?S#rd+L$E*pO)T(Loq!qcRW(p52uzOMA7}YqZ3Z$B z()WRdU?S^B5xrpuq^!oUo489|Y>EO2dM0elLjD8%HS=L<|5mdNW_z%;-O=W;Y~E5B zM_3$bIQoL~7V-smei&uPh%vT%jZ92A$U8tl3(O(y5zu@#P12ys+hSRzNc`6}dHF1I zx3B={<751{*Ujh}Z<>>C1%2gSf6!LqAT2>*h(P-Jo_Cbtd?~Shdx+2IW;1z{?uVlx z+I}z*-C%{v6&!v<3L=Z-p0yNM{6421?Y&(a6#?#81fR@%na*N5B3IiQQFC){y&`Dp zZ9nCPj;pv2vLc^S6wZf@XG+DK{!M2_$^fnoHVWqD^yjY){sBoRwCBE)J|MsFX0uA6 zD-c+kx7Z7)1FFTd^bk8;C@<6)u%2=g)h_zQABH8?Flai(4-wX%G=sPqw(QPLM8}Lo zefreN1gcpKX1}W&>A@1l0i-KqR7>cH@MjvBzDR(|$wE#y@5b3I!4ozbetA)Sb^(wp zC)4d%+wOh!TrYyNT#{71rj5MOczFSd>XyYt-vIb(cTAg44$Sh~FA*Cibmp$d9oE9N zP5tU_Ja)U?mi+WxIZblpPZ8NNtbXzo^0~q3EsT$;lWL@XAR-C>dECQQWyCW@I0~$He@|pXRfh}Pes;7DyXi!=~MTs%{H16UW^W7w3Dq7R>+n`C7{#y?z1J;@p531a#0?HZjx^|&|_LoTU zS}3=EAoR>ZBK?A=t8{bA2IWpGDQ2_V?q2t8Y`pFZeor=>{eQ?z^~IFhny18YsJREX zZPXNIHYWSL_=|>G-ysC|9IdW9B6bsyt75S3MS6|Ns62gA_+Nw;|JGbx<*u^o>vTrK zmj6PjXKw(*E)WA#pNm_^|K%K5C<0`2z?h?qv3p62%>JML-4Z=ET@hCr8~L!1>wTrh zUF-&kNGQjI)r*C3pLey-Q}nm(pIZINEGEClgupf$La1oQ_0cnF-TRe z-#y8{`3g^E{i1}_q4^uczjo-mu1&y<6zVDI0;Q{61ukXcx|dK% z)B!vE*nf;hBZw1X$#xw`d`MQN(pCPp?WBh9bEp4h;75O^%;!0Xg(jx%1vdd!;`0xR z!DTBERdBr3A?MN95ft;#$Q}JFh|dD&9$mR{g4@MK$U#cyOIHv?O{Gr!pdU(R?CTgY zz?PQ{AAZXOGZ#zN9C}bjitdZ+gx4NFJK!2{TVQ{`B%@E&`Ykr(XsGg+AzAq`Q*u z$8ASoyEZWQK|!7;7e^^6^!wp4{ktAegSrOnkp#{kt^zZr3mY4PShwn(r^+NKsuE&# zLevE7z=2`7S+c|7T6>`o&N+dK&Yhb}kH!iqj6E+)=gD18afVzpM^1MJFflhX)eBJV z9wb&q_3C-Z$r)1`{0H*{=8v{4gQ_|ZRE5+vD}xnZZ{}(?FlIHJPeKCU$N`UurNcJW z6TFUxMjMOK<#_ag6|EUvz%hOu7h%6oxSJdVT7`DJbuEc+GddcP^dbCO6e~bY~RN9YS4bT5ira0&X+tSUzmkgY+rp`ZND8kWT11{Zg;@;7YToOlpxs6NVoJ{}_G16;R}!YHyQPR|*UO?1F8KqR$B5o^GaZXS*C zph(2YIP*4$x;scK)hYNWb?t*|5B1zRtnm`w8||22xUZgUv;zlrcF#UyMj(viCtsk4 zXMemzkqd`c_md;IEhZOH&jz4YIw=I~I!lIrttGMexv-g?sDq;|8Tz0o)}VGWBlI z^wYagco>Ie0(5-qL7pu{nH_Gi$5J=TTpq$2;ZWeF5XBrR_py!xh56AiBUM$s-rF%m zo-!zj4tq-#8pf3Gx)+IL$6Is#zl&as9y$ihTi@Rf3 z9(ou_Hd~)431cwR4oa(sPN$VR;V>55>}AlD?kCYrv0~ur{r(!jRfS?L0q1R8W$BK( zBfaz3Df15dz`72Cb7JO|e3UqaG;rU*2)?Lar|V=tyHzYqo7mhOntAP(Lz0K;CcgqF zxwa|x2>6m_{Bk2B4M#6@c)12>+pB%WE>Tfi0pL` z2O=gk_|5O}g|7vq4%&*Y7!F3**wh{_RidE=0LGq!b3YK)PgOC+qK1Eod*GZFH<{gE zX3$RdNMA>=Iw{NS;A(j^^{@XA-8yXgtLr`1W;aJq?@Xa18i>r0osT%F_ig!r&%WlV z?EBX}pm0LXK8ZpN=y(vfsn8pR-f0Cj>3K6=0FrpxNIOwt9GV7O{XNjK^DJ>k*CAda z|F*{j1m>S~02yZ*W$q*iVtFHtzCST__oj{a*USJ7{sT_pXAK+dH&tWCpZDIph$5dv zTrAZ>aG%mYr=*3W*G=n%z27kq5#}Pu%<#2919(kI<&No}W4BCXA}_5Px=+Fr3pEJO zjOx~=CwRF-nyz7?3;?>yik@;Z{+OMgq2#FLvm)eY^b(ZV!s5SVDK*8~endG4e}MG-JLvsfb!%8h z5w*YsNMmU?RV~{sspq8|ghg86u0LF_1Am5b&K0V820J1414b@BaI#)t&6^aB2}&uG zsWLjgD?5#pA=XRygRuEoSIE)gq&G(|8QVcxUn5qm8}=t@RW_hg0gL`=Hfpz+o$^(W zX~bo>&F8OupbSkC8lV&?GRc3$_ZI2RpiN;fAa7(~DAW;lFz5+4X$mSzIXAPj+ZU$I z%?ZY==^2s!+)3%CcXNt^!@L186~kZNz092UW(#&ys`=|x-|4+k>(soKrR{&tx=pZl z+l!H-Vw?r=p?!mox7O`}bYHP=Wl+{}NTfkpt$& zZ)I=bB50J*Tbg6!ysVE9!we_goCU2J8v@1v9AM)^XGKV~fh2MtzU!2j$mg1pUc^;; zmp(O*RSmLWPS%g= zP^3O`4CKg4L^y&)(w`R3IHIP(V?w^U!9so4oTcdQorsC)mwTQ2uSJ^@KKfNx=vQvu zIGuvj-=_HPVFAEv>M5xc?n z)1DC2xn|p21GPJ`lV!AwR90qDcukYV-3!3JG7X|Od+gK+TKPi?QLta~uo3&|FuEn= z;OEcXTD9Od076=8S;X|5h3SGa2J+Fcoc0|!VhBqUreSt5ps3hCxxA{z=WHm z$|8k@q8gBVHx9Z^ij8fH?*~E@&p`)xCR)ziz;`Of$@##oaA;oGre(YW4@THhX>paR zxSI7Nw2o%Q2kXca_={>G;(+WWfJ|(GDEtO79kQO4Z&ogcRkFN(D+CS4<)R7J9h-_0 z8HyJ*R)5Z960HKf_;^CEg=|=wmY3EEEHVBul0xf_#*C4i{hexnj*`8AIiR#M@N^UU4>t^ z#gZaZo_thma|YC|rQ)#4w;oKcViO-By__0<<+nTDt&tf@#GQA;+yZb-uV$btoMDc5 z7IpS$q%=7X^8d97&=`66Gfgo1`0s)vp~kq2JM-HBK9g=^or@#=g2wlC;6g7}r(&V) zY!eTKJp-L;tP1D9W^{Kw3zSCm=4og65c$Z;lXtoiRPgQofy#L)IIMq{Q)eFHgS&Z$ zZmK>D4dr^BPao!5L)bKo4{uty5~|WGG}iGni`u){N0KRlKz!ASZ+N7=dx_1n>?g=Z z0VBkIh84gchQk=NNrBwuuE6rnu#gktS#S{Xj_mVkN?8ia#yd$By*9Rc{ot!r^U@C! z{PZKa1%hwCTQQO^8~Dy9A19j!lG+_7vPddWB!gtJebsyQ!{?LSBRst6nSJR`4dHyk zz`gF8tlnxX0L&A)w5eV>Bik7IL4@Hvfvs1$lYoPv%9ctHS1K)An8vn1aG#fdl#^B&Yt_4mq9xh8t}%QpQC z4#@$Rg~1_cKLIZygh-3l?Im;MECVm|v3W9y#^IoHgi{=4Gt-wd86cpVq-_S+uyuRc@+E4-*4 z%4fSL2hdLOznWWP0`r3tYX(yg#$Sw>XV+AC&)Pk3&}60tD@crqvnPVs7`w_%vzb!E zk<)}AU_}rd)x;^cs=3b8zI763ZdG&}zl;c7MB(E5J_Wrli5)qoDU}Sx3Q$482n0<2 zcPytriniG4Vin{CQw$5C31;Cd2ds|~;Cu6a-Q=CZWZDb}oVQtA2v_=&* z^c@Q3ack+*yM7X3AYkz)p8MeLCN?y*LYwug+M;4T4DYU!&hw*|s-)u11zJWeFkV9B zi0&9N>stTUkp#R{fseu0dIrAMD73Mi4W!UvGFgNQp21-;itS z$t`BH7vlE*GxlE9>1o*`^rCJ4>Z0Kb{&pYDKM3u5q|{`5K(j@stjx#O1?1R7z$+X? zz9p1&B06!O_B+jV(STg(ij)Q^mk(?Uej5za1Xq=Sr;wQMlsJtg`qUsRt+@SM|zv6c+%Uh8EZ{o49hgFC|>F033??>0QWtEQkW8yVXbDy2f%=HxA{` zL7~lTSwvH&@CGpYJ2dPg{Di+iV{vv)GBT6@3T+#%W`#{E^aeUb#9r)-wSXv#=0_)A zGi9iILIVxUerJGFo)BCf7>fL>;FWWXJjpm3f-K>JR%vp9aCmX@tb!R8zBJCj&^9GM z!G_=YpJ0mLNRG$;N>$4yX2@`0O1hqw5aMFC<)rDuS#u8F#ZaUeLoZ|z&rJ+pg7qZ? z-Sie<-=zJ#PT?1y_p7A9rkUj>*U&=(Dp-tE88`4tUc6KWbsG)vVm+oQ$5AA>9Kt#w zW1X>9F6_4onGtI*{Ym-&q4$;r=!zWhRTE5QP!Z9kvrSw+5yQ!MQv_Ex#(=xx0tRc3`Gp)kV7Ki%&YI2ldpG}&u}o%0ky8(0CPa#H`t-Q#)bf# zHS&w#gIY7!<3i9+kePdXJ{r5{HmxyCbTIR_F zL^(O#aGnPgPq&$YZVGqOwBMoK^B-ip@L|TrY$TxNQ^IANmzc(#o$2JYv+czrMCj~& zA!u)7#|cZTph3E=N^CzQI7w0*nhH|bry({ML;Jax4qOmhIQulcQhZXi^tm{u6Ce8Z zOs+!D=lIv6Ic2pdP>x3iNZJHm{8K9-jwBkG;b}U3Q*D3Nq?{)Xy6`P$F_26;()Aiw zkunW1a^>C%fY*h|UJ$ho#$MCQCat&o)|xoxtk(E>GvH63c$)x0yeHZz<`#J5r55sz z_L;0%RhtSza`LK|#`8&);0bu8Hem0Z?(%{`Ded3FCyDlg>*t=HtQW_D#)ExS2Tp@D z=$Q-mzrRXmhL(8}w&t1{CpSNIP063Znat>Sf1}JK z?In{QM^ME(AIHB1@8ZetM80FR?0eDzqDSAMEC#Z8gD&Orb@7=NxErHI%@M|0H`4X> zl+PjDV}!*?u?^@;2GX`pxX9Le{YtmQ{>lBJRvn#GvFOhyudtF!?QBZ8M#6gt!@hYY zGmZGxmu}u+9Dv1IF-8t*kN^cLBu^kTKTh~D*KAHO>^!C$cHF<&<4jittW>OetX>q#Bf2;o{y(Xi{R5X1_|Vx~1Z=CV43s zP?du&;wU}m(P3g7$?%)=3+s7;%cSF<;!HqH`cNpa&@y8yt9=$FrhpoH@4Nd)LLz0h zCqg{V;J13n%P39w`0Co@<&*PneDsleq3_Z#!vcF+NDgjMw%+yv_h9C>7 zLJ5Sk(t@|#JJr-C4-6DhT-jUF-<8eWNtcq~7hw^PL1B^&_b%7BrS%UB&DrN%JyZdj zz_?4~A_fuW zh`IM*y)0r-U*2}9PqCBBt%<(EhuEy&ZoZ%3BQfNVgzuMI7*4eFla<&x3#4 zPz@XI!W+#tabf{^&j+`h2q36i|B;HR@lY#Dt; z^ojn_L!(vt@!^Vd%Oz{TBvukh*@9W2?leS|3vedo>eTY_$G;>MTa_ag?X{9=g%yC1 z(qD#1%L7l#-3OAGZwa(U`)XH-|4fmxxq}s=+j}Z-ff-g(3hoyUM7iorVSDe#_{_Y5 zTH(5$a1yv2J?vyb0HkctlyIcUOTWi;zq4E@ZoscV?kw9?ni=_K&Oj1p# zr!A*Y74v)_8{hP$hNVxf6mW$7(<8!snL9J#7#r$E85`8v7Z2s)zxy5r!o>adleUPR<<2(`0!t}FiRzVUh7$-TvaNU+1^?P_nuypA}5C%7OBnDnm z%OQGV&Sot-oNnCARE{Cl@{bkbo|zFfYH%6LgKUy#r3UDxnqE7IVJe9(P+D{9r8#a# za8c9qNIiUZlwA z$d{O8MvL8{NZ z(^`0|KNaaNzn$y6ye8sETH3xMOU(-MQfOs<&9RxFHahhU7&$(pgh#f$;F!csJqk+M~0S;rB0Q1gNSnJW;KD*$a6WIL?lnecLnRu zO?5s_S%{|`M+BMYEd6U~*S_HpJKm&Ows*dF*C3V2dNz!NZxifU7+;g{Me3}lLp_A> zkynyJ3%mCNsSPihgpvgsSm!4Pc#uKwspuJ-Fs?k2f72 z-jZ)1(AOvEc$Jx(eiK*$QoG#f1{ffe@kTDL0!N!fyCZ}<3ac%6O`n5moCMQbog zU2t-lZoM)eWgWedUhsWG#anQoGA{TF5Y3V`(ltpds^z*6i^#-4aVq6aUFZw^I`SdcEVxb;vC z=eX&4djB!|a%podx1UpRQ#*_}uTw(Rd{~>lsnm57pnpbH8-rrjli_gWaU6w$m7yhb;g@l4(WH7{76^nO3o zJdWPKcf&ca1So+BPcTKRotjWGX2ZWs%_Ecdhy_KzE8&O{q_w^C&ghDnX~U0#28Q?C zUjgzo1@58fh6=ML@XW~dm`A#~?*ERAS{|b?if&&+z~-)sNV6?&hNMbHD8EdS>iMri z#WJAKIaM489mpO{7pzgn01L{7fj@UEU!O{e&GtctDLWlFo0l2@NjE5j&>IRc=_z?w z)-eve?gJlLO!IWI7YK7E5`0uyzqGi?=*mkU4VPMWfw5ngp@}=dz)^cv7@ITJY^Ft! zRcsA3)UcF3$T-!0QxD@?5c5*93iXXdPi3D`C(zi6c~ik zpnuBvdhCi$>!G_62fkE}IAkoE8Hf3bC>P?`jaBA&`-gvLe%9!EoHO@;=knw!pVqVb zbxe!saFq+4qdkdDt1t98iBXT!rGB~SSxnneerTsh% zMP7ME1Mv#xEpl}#Y~p(5QhOno<1{jG&U%->D?U4`?z)H~dR(s9I9<_h(^tzxh8EeO zh-#5CP>o%wutRA7%EEa{9gi`xU4O@qDTHPQI}FBx%81|bAvcb!xs<*(#@>%&*9Z{S zx>DYUlKmr4Bc~V$)I2*P00;j+#BJ{REm*Lc&}z}5CEhwAjnoJWwj%D0b$bb3zEwnr zO^G{(K=^Q?68?EM#NN^A~O*Vv?#mE30fMc#RCWxt3s6CAvTzJ3-e@rD>x zzTFaF+mM`$wg6Uh>z9CfjjPA>8P3Us37KMI>0ShZZFXN4&>4aSqk}b~Uet(MR`Mx2 zS5djQZeZ?+d`P$>Yf+!>@lN~gWPEHP0T2K;r4yQtgk!={VPe6GmFe#3hyixEp?|=e zg|B6?paRa7_EMl2dmJ@*m#=;+AKL0YJ{Q$tzO2%Hy(#^bp%w09)%gCA1ewA>%D)kE zeL2?)G`a}Cc%|-8AZ$8Z>P66Ga9gH~6F5n2Y(1r4IWFZ^h`{+pPi`ExNUnM_z%2~e z^1jI4&C50Q=?J1e%m)TnUIV`U6h*4COnU@OL7WE>@e+vC-!xK=EbYO@tkgRe84T_C=s{@u(d zB-*>?s@J4pC0{kjbzh--xJXKGU2Sw6?!ObZH4DQhzEno;Z)~SWQkuy6)capEju$0x zdMoGXIy{dbLaM<>8UAq)j^jA1z@HiV!`@T=&ET%i^#Nm)ZPWyisn=stX&0ov20$<* z$1QfvZg%QIpZ05s?UqeXz4g*#VB|NZa|1&3_;LjX8oh~yHdKb2V)Bh4YebvltJRlz z!6s#5Nl3Llt{9vw$E1L1*;NK4gPb)p)Cjgi zfqV4g4YGpLsmIURpR04LA5U+9_CjsD?)KL!p+ts<^k$%sEq6WrT02n!@A1Tzdj>-T zg4QCo>g?5^!lmDgxj3FgtEyqh5-@$z%*v}qoL34bQ00V;;5L>(q{ilBL-p@ZbF20* zAQLc~-!hnff7R~cl{{*#N^Sh5N_C1cxbFcjNFzv!`9)0_r-~PzMW@F=G)IZ<5bjLcZbPFrxRlCAwx*wXIxxcZErdm%=Pdh^#Nta0 zX0^_RQRbZT zdJ!?tkW#Pt49V6MKoXNuZ1dXz7Pjreg-t#Fb-ObovmnH^N_TYJov{(w9EJl7w4D_{ z)yFQi`R41H&f_3$mq&=n*+8-79?4@&fvu0fna(Ix>IN~%ea-m<_&k*7n(P*gQI?o{ z#5c=3RvfWsjIX*gOj5)eqhl9c4`@GnR%SGC#7V6o&Z0w4)v=Gx?J>R^m4U2?=W}R* z>quX-^OoxLagKlp5NkH_-LNf!T_SQ$Ie^2y5SEX*&)7~N;$+a=fjn{x;a$TaWrgkr88b!;p;{p9ZxR^ZeCiY}IuI$qtyHEnb`_@ppMh3%F)|dT2f5|AJ5lgJzlf}i!)IB?}(xK5c*QsR&h@A zLpH?~Vz^&2AWCydR7n?w?_naEpwFQ{2-=DNv>JUX*&F2$lGHc` zV6v=a9;x!ye9uF$Nbg7h8~g}1#uOFvZJIQWH5sgYOuLrOT^t<5^)aWq3_0hHq}IxU z)TfxgdqjiKZnu)ZlpSMnJsdNQ%%&~$KX5F=uEp+oB{44Cc$#XHOkQB*YJ?jQJZx1} z6Jn3wOHPB^s5Q+gGp(j7_>hjxx1s|^_C?u5od z7H$v;RzW9)NE{3wgHO&MQdIRkGS`reycwYM_)ddhlb}Avx68>CZpvz0-)x%lDA1Z` zHj{rK*Xk)P`<2%tQjxJ{$==vTi~5vxCZ?0$vasL+s6;L z$xNQ?{0T>1Vi@LpHp1C;wgs3*aUcakK%F-ydG$!U2REr`qv7JM?nEQLpN6LO`2Hu( z8vx@bl}3h_$0j$1r427E#wM7jgFFx)mlhuh&^_2Oq}MVCzjL}Xq)-ZAa=Bzea=ZeUZ~O%&?#(GD8b4eC_lgy zL_0UXDNs*#H>=2CY9}0w#cMgoO4*wppjL@gebpo#e}V<6FDy8Not+>jBAu zx)UnWKKVeDu|2rD^)z=KGBFsO$m+ke=5X15QM!8xY+ezn?8hw>;Dn|2Na}$%vwIP| z_ceWNsW-izm2<1>0(%6^-fe@9D&8 zZ|7t<2DYtqe&Q+^SjCl#+UlAKoy$ctawq1Ey*Q`hr95^nvxS6_hp zk6jp2Dpkvygq^IG3wJ_n{F}=H&E9oW1$Kt7F36tksplDM`3?nIywjud;u9>QEXS6N zYJ~4J@bifwbTnS#2RYz81wNaB_6#ga!U^5nTu71yGiMnE4EX`4Z$aYcDv5vAjM0PQih!ntM-kOUsj1~}_ zJp&-X@vS?^ikVDjZTrR+-L}7@cUv={0VGp2VpKv4ievV8$U}$N+QVE!ESxzO(umN@ z)dVbT$!9$fIcT4vn(h1eMJk9>jwW5!mGX_D5Zdm%HL;svW%!iF3H#EUBPW~+YwoX|NQU*e|SI(4N+HGblC(5Y%>WV%#u%&`@fN9;aL#mJ29j3>%FP6gZRPPue> z?49e@J=DdZJ2XD}nzFI#I-qn2m;JlN-_JP+xQpnwO(0{OJGdRZRp<@>|C57-~%Fu6q-F^9S6%iU>3E&p!_jcVeqZ7%!y5z=kt0zN>Z^{kQ>Qu`Pwb0r@TW zlcL%G-R-#wnL+ejnk}0{yS~<|JM)4*5?81MOd)q$Rex`_$*HR~f%q~rV2AKc+`>Nh zp+{KOK=?R0}Bp=A0sa>C>sZC>L4IgFo z3vXRSqgpPw7HUT%9KAafN92y124=*Bkp)++i~1)oXJs-g?KdhSphm;rCfHU_siFxC z3Ik}9KTwPb?FMp2X_D#;jc`Q<2dJ+lKF>~C8XK4D06~ACI8!r*62u{L$gisj_KbM0 zqm|pw5D~e~A{+}-EX55)@L*nI%NwJbMNH}@hH9@$Xdu-LxDbMGigf&=`=)3A_7@sl z0hscV2tFpg-PiM6(tHi!j%@8FE}~kt+a(Mg;W@EeB=~-DcSPBUFcV2FMDN~J1~Ysj z{v&Rik*dilQrk&2)96nzRA#oBHm_jBkgyW=Vdm>W+9|Olx~yWpHbco+ZGuO}rMdB; z9~ZF?R?m0_U1I64Ku$M`8~E{ox&o952FTh8+ohxW<&bTcHeVleRJ!G?nHwkLm`7IB z(|2qjK|Q6{$+AK^BEsaI^;D91e;G2$gt>ylo_9^%SMWDWbu83W?q0WHGtB1{U3+6n zq7nAAFUVQaNQ?Z?>D|K?rcVma(mHMSb<1OHOMFmZrogzAKznZMI-;F%f4b)9;!Fqt zZ;iBt7eK9xAd`o2;gE>tW@7c#199jZ^K|baW#->$+>Ad6bZTOQZzln1%Z^}MUt{@E zwkRO0)lArI$?CYJ2Q2l1{wPK%S6+X)wvJRA5zw5(a+eoKoIosp5PIif*&@M=DYUz` z!xG$~yNDMKUzNj3tM2_cKKA(#?VFkrwt0JMUk2d`g51bStw|rdy3yAX6Fy4O^Wy$y zi8=aLci2}wyXc3yb>9<}O|{6>&A}r6?s+D$i$*@<(WP z1Jf%IeA~~I zfk20Nh7#B~EltAAKK23Cnw>{Rtv1g#c6IJ?-ndA=5iwhfL&fNaCh5b8I%-5_HiG=P zfxW6(UbaB0+>eZ`E!`76Mi9Us*^d#MrcNpM+B9)3HL+$*z`I$>NbDN4gZ8aMRuDdL7kDc>( zWCL9p#y=Gue#W=O5ImmcLz?viZ|iq-wp1_7J3mYoKIo2d4%EXG6urxkiEjGP<8y?7 z=P=16wH#8tXe;-P%XA`ge@UH7z|YC!5Gh;VushAYf3SYj1eyZIjyP3P#9G?bg6fN7 zY@u{!8j5zxD8~NNvySCFd0i03hrnG&X}48XO=@amFDd7rS85cbDWPB{L(&4@v=SM{ zd5+r#^sHePvh>~j)p+?$Z|T!UuSN9Iic{wxfb$9u8y9)7*^Pm_aq@+VYSrMypjEpJ z%SZA*N6Ss@Km&m1Un+kBJgq=V#US;jWciX1Jdxyzk7D zqr9(fjqU)7UH#e?lxDX=2F;y)QWt`^n9~jYurue%vw5g9Ci|VK@{`78F?77xuKgY| zPA`Hb0b3yd#k6Cr$+E7pwvj?!>H=AZySF`3u#&iNOYk`6z=V+$<{;P+&&tDoQUw%nu16`2 zuqg@sQAnj)QCq<=;Ou-W)e|!Dcjl0>P1W12Cb3|P_88RoBtd$7c-%oz(r!RB2&Eh= zij1(E}CjrC^5}nMopb_z*!v6Cl>m!FIfCThWc(EFg_Z{*r*G zVC9$^eRoKUQLFo9bW0H5byl|*6zn9p$+T;18vst{^E%ze4skiWWSvshamt1BoDuL7 zocVg@`4eX@O6E0QUk{qL*4fu)lpQza^OKbj-Kt+sBFbYHBygqCnQzilRn3>8GT#^c zJ!}A6vNfY;)fz-B6FyM&W8i(q-O-sQ9 zR)|?W>EQa+)GbkA^?VRBE|afR>n9L*sd}_(BXe1!`bsQS?uEP-4;Qa69Q01w5l>gj zEG^EMDtC!7WU5LgcJ5`Gg#tjobh4CJ9-3-Q%_sWzoD^Sy%rZRH2GB`u;&2#aAk1r( znm+QCg+W4Nm$*0m2TxC2xE*B~{&UCda4Iy~cQ0JM?hxthn*<@f#oG+KN2zxL@+#Do z*;lQSdJv*E2exC-hJ%|(lu#P94cE?NaG6ILNo@{eVsh(Hq2F`1o|K&bd!FCW&6{>3 zO4b(dfZSfw8J{E@jVz?Fby5&aYjui&DzwlFR4Y=;^AGpgP0)nbA@O^)Eug}d1@_{H z*KA0on&sOUf2W0r4nV?dNO|*U)l7BKbSF~oi7177`9u^!fu|Q9-r=&pm(dw<^-8-; zYlY@pJ_wF_<5^4+OkWeGLvLg!*NOD|ma6}#xk7Ie;M?KNDMr|cll}W(V7kZK8_|B$ z9uaMwab7%bPWIRl3I5~Shr1$bWd-7nAYe4>_}ukO;~QxY*-0@YdYOgL@=$DdSK-dO zB;NZ9wTVrbhK}X1i3OiLn8u)HJKLIIx~l)(gof9g<=9bD?l3OI93VPKvI@rEX}xSz zP2Qx-xm%y5c}RIxL~6?{?r#5> zFWJfwFOJxH%KIG#kc<${N_si_yQ`SmA1gqNaYt1w0<+a|ULu+ncq94WhdvHaQAJV( z`Eq!*5=Rc(ed1o?G2%;j=+xXEhVU!~$3co$VMpT>77Ot~H>9S79EGN`OyqJC!(^q{ z>wEX={|PH zi;4bk^L;F*{SjaQ1Al($b$zI=+pD#}%rPDi%N{Q=y)slZ4Y1e0 zm4RHT`S^Ac?*T365z0k~ zU@+gjcUA~2z{<-V$@ zmfP~n$8=RyH2+=IljvAgRx{(0Hr3`VyIY#2Y}wQ2i1kExCnLknb5JXe|AAm46AeC^ z12+3L)K5dcq*(Xx#r%Uw+=Zo%vDaqUoJET8lUg>G)G1u1uLf}*RyeFk>YQph)k|7H>c zccCpw)_rxnOVQfBo&cdD1eqkc+sRhBcJ|l~ zKF!<7*FtaE_Xcqi=|aKg2@g9lGXwLu=!}^w81xY$ruf^atxmIAyaQ{Z;JB+^S06&v zN$0cn4v}1}cec;z^CXR9HN3o3Dgb1p(9fBguW-GTZQ1P6E@OmVpV`K2lCKn%ey2<>fEBR-?NEi3y1Fjf_ zO6fu_hsItxIS`TP%nDY4-IAOuY0z}9+K`#8B)Nh-da-mD9{fCY1|{l7khy#DHXzJR zpvFi5JHKWkR_sYN1~hTCErcKMxxrM<-~vN6fwjp`K}a~*mE^0SnKXihRZof7#rnh= z)CS2?;3Bs0_rzS<^Q+Se{7dh6)Lu}nJ&3401#(h%=S!g*n@1(i8Y=xY*rg1-w zaYY=yxz~{tX4th?Zc(E9q`@)#;}QWLT}g~&zorxd#<_CIqHv6i0W(9E7b_tI)vR(~ z?5nXq+vPoXp3eJp`(Y70<@_(b^-puB11e{j@A^x}rg4KG&~p#ojmz%8vi*$t>4Gi>~$E2Qp(hEn{_nCo@42HQY2h?W;88(GT^ojuprZtYt$Od)v zwG=4{^W(hCok%9WxWn~EIpLx!}m7Lb6BU7NGwtekcKziN@UV37{q`(;k zI?4~SRA@#r&4V&6wwU`UU-4Fz0d#nQS~8@2y)MLo4J>uHL=|HNKEu!n@z}Q@y8{Ia zdo3uj5ix%wq=RK`$!&?B^JsG5qd4IxpHe2$zZOoKPjbd%W!}v*{fzQmvC-`AhIu%( zsxmSXKmf3wDd@}ZRO?;%z|qME#4TZ{oFI-rxGQm5@Wxo*pT}xUFnvYwPNe~6A1@>3 zcxYnBn@bR&iI!SiUB}c;=(CNDJbUGi%aZth*-=Bt+99{L;pR}v;_?>X`$w?@Jx%Hv zNt;J9$%!(TQQOm;JxwBu?jO^?pLm+Povz0$w}^zG6~cyhaMj?8LvK`FPe3^Alk!MG zlEn(>FkGPr-iV+UZlue^j13a|?_=NQ@l2E`Vd|Pbfy<~0gpGT+I@}U^$py=<36D&y zdPTRjqmfKz{>3Q27hd~k(M z)Kt2k_bLG2g{{K45IEeA+u>AyJ+Hy_0B9RK#M+qzynIO@myDF^QmY9y>N$n~K8s{f zgXheGO@;rskS^}s|A6x$%1z}Et-blZ_UWReuDDy~(`AY276ne5f~+~n2+k+pt7zem z15q>&7_w?YLB-X4G7LpVKT&aIY+PAV4`YnwR!8I*#;{0oPvjP!dBO3*fQvjMwZt6@ zWQuLmb(c>UA`7xqj~U?A%Fj^@r;*EotST>4MU`g|vdZ9=(KY2Yz8%VeWJY6m_xi{T z^GST2av^ePFc1)4$EG-NY~D07pt&)LAs1|^Qq_dC#7m9YNyI#D4Nqa@9>r#c{;&@1 zQ~Laz47>_k5T5l_56q%I%-fe<8d7UX;tUJ??Gx9DU(P`!159(|9axLd!AXJ!PV!Z- zq4nyWfd@L?og!I{PPhyw{e7_*6ISvT$YyR}pZO~>$_0HQoCL8#8>R%vX3Ut@#cv8|*t^xh9l z581%ob(76gfk2{Qge`5(gNP3k-aVtK7rYM*B|8>w{Z1Y4w?dAXk~aWnVD~(0EQGKY z>sgLSQgytWe6k4G5sz|_E=WWGQXPqPbdt$WC#@xcDwK7ASFs1^SbgLafT_pLv1a&S zI|TM9d`6^|nl}gBY~+Xm1lvwybjXQUC=zgx%CVqOh9yilH_+Kk#9FUIyQnt8{7}&& zA5eItJALrG?GrY?VDL=1jbnq9J96K=LV92u%h++liX<1Ys$7{eVT+G0k=*n zONtd8kC>p6VsEv^+*wWoHmD5i{fA+TwIqJ#`aVrViY|Hy=wY^-tKrX2UpbJh{`?tP z%DP{ebGJNEgERszHo?F84AU7NlPTNn!I1lMI$0PXdu5EOd|XdUtvbPrDFIjN*p`%R z@?ksJvR4$Wq>>Q!=Z$oIvPjQ zE|osE4mz*fIN+)#AXFiaQif9v9QB1EnMg~*g1Wl<3q~Y zHTT?^3=+OXKTcUzpuB^m{gmz7|g5lGnF_u+}ofp&Far zM%0X5X;?3PL!Fo4zIx@d%6WCZ7lRlk{4+iKzF`+iw2=f zSBm{=-0AqO)^7)Pq+gh0jIk?pou(*4M5mz4(ivtV?zz8hh8T253}a(XhK0JIsE`L)xST9RVm^L9DjSD z>6;%QbJ-ts`mvzl=ku0e9nj(oSz99SmeQCDDVXiWrRY>{KYq;pvUpj|8MZG$z+1}3 zftY&zC4(#%It$GZ35)_=1^l`wf59(rnueCO{9;mmL4zx#JkTFDan&d7dvjEtYM|??CElQjMY20lV+}b~5CF#%gzTgt* zHCl|}DQs*8LVMirixoP&&@oo&-8orN2(y$6JhJH$FgD33)uhXR`Tx~GT4fH9leIpI z7s$j4?-Ot3f$ z8xoreD?`U5-BM0l)RY^mAK%vW1)Qv&rbBIJ$b%NYjcT_0cgYS=Z;dB)MF~54kseg; zrZedme*&ev%8*Xu&GtL;Gx(f>P$s@0Iv!pqYG@K{muXH@M#K@`YtL#>aaG%%HX@{g zH-|{E*mFLI#`1gAN4cv5hk3S;yUJCN3H_^H9i}kd;|Sq3aw69ya{75;mOg-X@+ut( ze(>Jii>kuPX=Wa)>5-YbnF5%}6oIHXv|olQSO{9cOqVTMwu+sIv(HZ)3@385v>0wN zzVJ{FqS*g!PS^N0dpE<}Ho?ZoZe#5%`dq$oCNwaW&N{Lb37|tO%1&&x0VhCOBY2O} zg!<^Uilr6E+c!kVCoLJrl~-2J?7K}`Xr>ydo5~d_Pr>EnAr4sN;_>80^+(C0X6XJwwk=LJGvVNh!KPDBvl zZaooLiMK3eaqocs zPSAdu*eBMWGx-t|`oqF-PgB|Zr)sp4ZTd#P8OTKd|3*0#{c?YpjaSfiMD7|bH z{cH=b4}QeFK2p=T6s~OIE#j_Z(k^O zUHrmXP`D#0q#>wp5b?1Z)G_!US5auyov>j1%e`Jc^jT3gDSkl05=)@`u>~+wllL%W zvhvw()FHOkRV6$pzM!R`5Y>ibR{uWr(Bb?R8MAGXy96kLxjLSXgw5!i=WkmB%(jL+vK7m zgBq~2ny)TR@2w`P!f0E94JODBu2cfgKd$*7y}JumQMi@irw?s%3g{HBkaU1@TXoi! z{^LBEjZ&Bef(;vRps#^zg`h_TB4v39(Vrq}p4@#~EDmGMPp_6VyYWSD#!ZyaVVi|c z!f5xsy-F7of{T)ee5}QQM9f2%E^6i=0$ad)?jT(lz42MsLZ>YK#rQ)=({4U~NZ~f) z-h$tvEUAz;dg^A7A>~i(LQ%`UD&$hekw3m`*>E_uf*0@AUu)}KG9m0UGp2hkZa#V3 z&aKbE5ku02>`(@B32pu?=nm(GAk9+c6g!$hiSoj&ku$1EW}A2-ihB1(z&>KT63ZsW zI+tb5#K$SGD*RJGju&7c5(lo!Y}Mat4*!nLNb)H_+Yx=^KGQyzH&W$C;Mn_Ol0tUM z-&TqTjCTqQChWvc9b#-)5N>e3dhX!UY^IObYr5ybqwjg~D+2o~eM?<4F_zv|z$S6^ zRs>7uoA>|l(JNu-sM|Y@prK>jg&%Z8T8neAX(vBRe%o%roOd61nji&S%WBM=pw?9g2shUTg`s_G){OzI_4@orcvR1$G%v|+=^~S-)D;;}*vjf);Raiw z9AeGCl$Y?BlziD{^RbcA-ysG(?0qA4qxBg6C0({&l^8d+uovld?U&0cOxhl_(ET)W zpTXi_KZx+fM27c~tFZSGG|D*>X;4r;UywEb%Eh#n`$TPdV__p|rcVMM_RIVBo{z z*PXo~v*Q=mDqL7N-PDgH0Ncjm01*08c56`079i@a9+e^3?xl6_J3C% z$)LtFwAX^yp-3JWH`x@g@3AKC39$J_Fxlcb<*lW-zne0Ck2BAks6(b~HAA*BMSs4} zLzGuV(_*KV9ytU5br6j`9@ZCb!u&-LXgvikI`ed>yerXR0}ml7GhE21$4@1Pt3jgG zqLL^A;1%d<^cy91U*_K2_TPjdMHn!`R;p+pcw)AJL zOaS>W@!qTve6YRYLT`I3Y`IWxBT!o**0vftib)Fy#jzY#X(o~)Aw2FE=C<5%zAV;c zVq6+tp$Two9Uwxwt1HfLh7yOTk-y3Hp>~#{Mda5kWbgNavY1dIFh^2M#!zCJX}bV9 zK*ql`u?}0YvxA3p-54c7%sFoi5NjXMsl_rEw*D5fx@<7l4EN6_D0McS|18{Gm5!)F z76*A4Qk{**Tyn619-|9am!RLDHxYo@XCdIeAFQMBS+(aGBm^x@vOHw}#^j+AT3GM3GO!aA@pTATX0~QQhgrWn~Q5>gLr)uZOX&V=9Xu!Z>ZSJ(6+4TIXf^C#m05u-y?1sGlIGUOw_Y^1o8QouSby$ zo%UaHHaCM0k}+QKBE$+yQaydqO&7%xExS#W2C!DlGvT!IiHJ6da4PviKZ)QfA86B2 zPiO_od7Kojf?#DT?C3oIgRntC7D~~9A&FeJhRtr?&$P;E(DOK<1eMi zCiIoi$cCy}l1lBdJ}NBq^AkH^$gq7+^$V326uz!7RKO2AE7FlZJ ziN&3TdqXw(Y6-K4y@##rE{qqboZL=)H`Rmvv1@?fPgJ2>N0{cek1t`@>-FUOV4k`l z7G`2oa-}j~VF!PO!D+eOg@waWZwIc33YJU}W2jiz&!Puq&$cY7;u!$Xe4}b|aqSx< zm_MD$KAVpV`?7J0mn!X~^91OC!=8eFv&8(iMB@j_t{9~+%01iKnptW~#7hSe<`G4s z>m+FWHt1X((yUY#>!Qyo%wqVt-+87>IH5SBZv47ei8trb&^SkVmyc2OzD_U1zE#Fq z$pI7D-H`N#!UATY7`yvqV>htDEEJfX0OR6vOPi6_VMfiCX=wdW7im$-&!-MTa=-<7 z1Vr=W+T6#B=3kEe_?@e7BMydW7OPdXXI!Wi!3Kbp=rm)hOHZ;$a);-9H)8~eP0Gc9 zu1E8aBuJeOj&v(pu@6;?5G|u+zVIkB)XP$qyiTy<1$1QN;PdPIlrlB#6O(!G=F@%H zPOM`c%b$N2k<66dWbJ8Hwf9WknYW;fk{+`fx@R#8boQ>+H;4NKq8-iGSw^_?rUg23 ziACY;wi=7R&eb$C&9yYzTr8T_`l9pG@Z2>&wtM9ZZ}J{qi9Exy6>(Op;n&@g*%v9k zg1dR6*WZ+)tM|QIuyC5FE8TRkjLSi+hN%>RujB*VV|K%->;_k>VUnF*^zp=ZB(uyP z2~=64Gw~zFEVEwR(bVRK+x{M}vVkS9V^9Zq6~M9QYmwaL(OhCLn`|af z;u$XO?P_S`js8=hbo9&5zs9uj1?ajSLHiUo^GLoxgtEdc>6#L{OLr1zWS93FqXys+j~%=kkhPKjf zne}ezdZB%7lSNkEixu4{lIpmGQM24eIBw0uRFPPPEug+93u>bE4P^MWz@-5c8}wt) z^&}9l#!m9XpA8@slT$P}!iFlzZ)`;`G@PD643OcvqmjB^!H`|7+$1R`B9onRNxa90k}c zcwRucL?Y%?=nph~5t^OTQbERcXsTL*e_o+uV9iTct@c~mZJv9ky#!Iy(eQT8dp!w7 zb%e(?pMSE9d8P;>X56}5uw&Ki&Of{(*G>}&Syl4`d4|pN$r#NMqe0A ztW0&X_CYRl1c)ffY5L}H|C*($YKtE#B82)^X9h|-v8Yl8f)90pN7};afv`)W z5^FH8m^DoeM_OGjI0?OUB(Y7Y-DeNtlCrb(i2i6k*$>64C;i z*`e*#IC%=fw-&fb*95BPe{MXd1)H?L=zY(P6ZG3&}E@IIc+!Ll&{^V zCF2$|`1BjxRN@y#ygR%5zN3t{3Nksy0SB)`*9)lP_9`2fTCJ2mq@73>exbKo4U4i~ zedZfiW9#G4OVBN7i;RJrO2?rZ*wp=4?=|dmjjiA#58Me7e_6CAds!rsFG*LJCzlX3 zHiux*(3i%#7dt`u672Qgn|-|FZJ^Co2U+2fcdfFvlBKJBsJ3kQ6o`sQkcx4j**far zNf0|6=_SlQl|8Fei=k!ijU<>8#aPg!gPpfys&Nq0J$#z={GBARCURY@Kzi@g8~xJ< zA&;p8-k-`;V0gDs1mlCxss2ZugHB8!IA8`X{Qv8yOaS7!l4|4W)_#fKm{pLTNk+rQt%%V7KrA%bOa^?7 zE;*Iie3*WuV)|69OdOOiebw=~AGM?+|w5muJmb zkhaDq@#QP*Y_~??MRvT zu7^d4mEERG&x&1d#ob`FEG6K;`W;X>;a~IcCW;Kex{8b<#OQ_wjOkRkat z&Q#&a!cl z(Ob{>b^leKFwv-}6@WseYI90;2ya%l?v)@fwV3;`itpuEtc~%wUkBAA;iX zuF76a==Q%v%*LbaD3<1O`PZk4Mawm1ViY*?1b61M;;Ib|v3h|73ycb@AFK%ivb2$*w85W%#H!y6ZC^_R^gJxNMNfy& z<;$L+gjm_11=~*Bn}Qzg^HVBriV=7lwNod`l+}F&g7g&yM|?4aqrXC&Dk}~CN!vEL zivow5)2Ud2CdT&HP(%KS%Wdd?f_7AitlTsE6Sjx(t{T~PYk%pbh1%F2Oyu-n|0vQm zgkHEj%M$Us*~nOm{VHaMGyE6ASKymnE$4yIZWyGf)GqWsD8&@Y3;1XD_s`*XmW|aw zpKf7~ZkKsHxx9qoGASWdv~!`Pn4{eUaCmM+lqn{*m9))cNK1ks^MoBy5@;6k!cHo< z((W3YUKM5Ls-(qK8Iadg2UdEU|3GJfy0L>4jSGz|N#SbjMCNcZ4XLIhIMa_bBf#DW z>|9mI?E?EQ$AZo*YLB0isk7x!VWTox&iWV_n?fbBB{1+l;$4}312YBfxXt$V12(iC zcj7UMz&UUe=|5jg`1Cn-AQ~DUMxl<{N%m@;((^V~VJw=!i%IVR&+30kOI`BX|g ziHFi^U98ruRNR_9*4&q-S((R6{=NzF?;!Cdvf$su(^aA)3dqRC!RMQQ+T1&XLIV49 zk@mQl8O=e-3i*TwE%|D~{C?Ip`UmW}6MyV*zUU8tE)zOJ6G&Z_i@s2nGp+}d0z(AE_0JFmB~GRdQGOYk<}AIupv{DKGp?Xp+Rm|mbH@bl0RRY> zY8yR)o`43szS+Mwl*ThdXwJ>TfQx77kcAw+{!Um^&~ZYe_iAnnNEe%w;hcD1_EuQ0 zzpVSPl+eLkZs@kd%q(=4a{Ax1vsn{T8K-JcHeK%6djZL%v1vP14|T;ZdENNvI<6@q z|M7qX`h4$p?H(;eOFA0vT8^vDYJKlYwMk?%yFwy7^|2&n*oksj-VItUxF@wixYp z#Yc1}g$}c=`nq;}#n^`S?H$$Vbb?#s_07@if+`u3wElkjM}Y>08hr33bAvX|t8va# zWyj{o({*5+CZeX3T6Xk)4pQn2{IfM_LK&fGN6ojmz3Qi~y1Vr*MG}hM86b|3?yV(z zGL0p4qq$TCooJDR)7g_1y7AZxJwI1OK9v~_M_IsNRuft!O)~Vy1OgG8S&I!`f@S>) zafz~e2K{4fbTbyfZiz@w#f1>J6EhB{U;QtL31{#+-s+v zMCW$%A_#YACHR4`7gA$i3WzFzorNfc}9&m&QBQp+|=Bm0l3&F{YTQG(k>F zR1L%A%`sSiE!j=qK%M8+PmL{J;GI znxZb9s{6ISPpX~4iEnON#_2Bw|7y$rv}>XJr?h?O4;Z3*E|>uluHopJ5%jlJs^X>0 zO8kx3B;gi``E;;2v(^f=ui@fQ>;SkrTSghfU6sX0OsRHI=)i%(IyM{p;MjH|?lI+Y zS`R9MLOb@$kiz!ve3Bu97#6mawnEbNL3c&WXn^OnRv~)p6Hli%=?rX~Q^MBsk6gKn zJ@RICkSLt&??~<;DEXeAEV_pw*^3M_hVPCn2KI)F@7m|-*NsKY%yIiRI(aZoS|_4` z>##a)cg>al!D2a)FlE4GOCVrmB!eH zi)cGs!GuZU&{T{Oa+3^mB0kcsrWXXSk79V1S0ZlKB&`+N^XKFQV02 z2s`XaXp#6MlpubRJ?3unVk)HOkkKo(68@-~4RZSQGcT4d5NQR1Q3(BA>N3EVl)2PD z!wrp}z=_tAE7P3!eX2xN{84KBN1QQ62j}t41H!0#aG=|C=@09+QFJP)eo}{Amp?0| zxmqs)G(_f}6hsW0`9u;D`_|8soBuBf23(A~m>DG3d}EY~2%sqQ7o1*f%NksQ3hGx8 zW-dZB$(0H5G#46J5+_D+(1$HCk5orz*L~IRUHZeXsucN;{_X3O_O~OJfX#-Z*Wn8w zk#rMxrWpx(Fs|qY@Ta^+d|{^+gmH|Yx$}s)VL0I1Ty4VBtSBF1Fq-)!bR-XhvwXzc zRJAi0?903+r>36H;0c0WaSPYd$G0I)rQWyL-32Q*wb3PFe7*ns-fw*y&0dMU9tMMI zuxuv;_6rcmpvio&Fz&J?MX;|lbJ975=y{kzrQD~(`S1kO`ynS_0ivf1#Og!ok*-HL zQY1Xr*nk`DCdfO@Yf2ZK<>7OKApcC{3B6M+CCuaRAMMoTK#AC+drU z(aM*#_N(b_t*A)yaoSq*^7qBX{%}*%YMu!C48@E$|E?-V;deHt!<`Gxo0w3CP8tQf zHZR=s>HzDo2{}9R=;2#ovjFhDSPM$_nf8gmZW;ZM~TmjQEcXgrcB}{)_LR_#DoFmcyhUm~pv92mIZAE@)Q^ z4r1L1yS}0nlD?)BwNPt?upHs;JA|K9v#rJyDwD_oy?8^o_8V!+TU>0Fm7fOyV``D9&lZy?_)=KKm;a{xq=;6b5FdnsYo*fP8&@z2)7G)gVbN2 zNir?3O$uRkxh^q()Ck2PL#9H{goGN4e#;4o7<%aC1+&w!FUaG^vTenFL1Pr*g|XHig+moPr1Qw zYzL?Jg;Pt7g6tL;ER)}I*;|_u%-)=NkX+=>S?aH4X%clAe$-9qj)FaWCv#ugDj6#r z+!HM=-UJ+9esjM5Q($~*RZ`-d;7ujEv_wEIhjUii0!>baIXe^HCXOasP;>w`gyh1g zLT3OD3pk@C4Q~0ryA4!8(*(w#lJ<5i;k;g~Ia&nH$JgfrA{$krTd0rT(R=O zluANC4Q*5C+Gzu|U(sNA(exx(o{%GM8q%sP!;}&a2wdHTPpZnL^wK_4YXIiyD*u2I z>a+IxiHbwISoU)PU#Bw(Lp0SJ3=aj}TJuh^y+IloB=hz|u(J$cq|M-{Seq{f48rDj z=YVWhD=qng!Ht#>Y}x5yX&_}_z|`QqHQ|J_k*+!x!l#dqAMfy*6W5xQKia zVSoT2Gywl|u7Ft71QVZ2KjlkFkN2&o;VVKeYzs?2r7I)n`d~*Ckd-8?a8{ji(xrWZG% zb*BhN)~{>JR7Mk)Z@CDZ=#q=dPhQLq0Z>a|IR(hgJ!)Sn<)#&J5(e>;7o`1KmMnow z9YML6ZNAadId7%?NMBu-6r&Do2;`3Qv*tdE;ws_K^x@ zc?R_IhFDgWg0Bwc(lcGVF@R%&?+qisWbKS%7k1}@fjrIHD;pB}JfDH&O@KP|h7o)T zbO?I@0##CvW|~7P;XYzjr@-X4_@Q>$bYf0w&NyrMl-8HRyOt zNl>Kdu=;zzN6xjiAY(&)4U{%>9EA~;N1uDG6wCG#=#HLG-JGJL`}9uN`1DtUF{b^6 zx1BGbAGsH+4@$-d|M;^lTW)M&+uj+)oc2;?3`kT&v!6t=RWc&5ydiWcA4I@H&F*Jpz{{Pr>9BGv z6^aYQlNhel)eJ8qSZ4!924RVJcSNX}Lbf$l78@dwmbo`c@f_e0S`&e5U_Rx0PexT; zRhHG1K77+L{}&jM!BfcLmVOBuGk|Sb&=NS?d<|ZVY4}ZroG3i zHMt#x^My3@=ZuCF8V&3)ghdV^t2GjneelIWapZl2OkicSxIXO_H_iQg|kZglnTJ_o^jSy52Kv% zMn%g$)~%Ydw;};nQr4-wHie__5KZK~5@;gahJgg5k@NuljlaoKvIMwqMba}Ay zGzW379C1V&r)1p7pP*z5S!TNqehlC9jrft;=jx<)hhL8}(mG%Tvx!6Qo?(B8%bXvu zQa#f+nSp!}n6sbFTpc;Kth?KZ&>kumm@&UtNkKmpP7&>eb)yb~O)4%7Mm4v(F z1Gf?{zclL2iKm0+>_24=v8rx!pRaWk22h`cyO3S2>&DQ-6GkAJhrZl;_0;GY8iA83 z)-~W7Mm#0c*Rs%--jJqR#BaSK2Rk#?AB#F8OI40O-V8P;hx{lAW5B+HH?G{5yM2VT zZ(@$j9Ws{xr?7*YQ-@axKr3lE`+IP2#w*gqVX*sB z4c$z1_{(gyk83ubUGPaL#$*bNxHkwjvvjYP!>Xgp7juAY(~^Ii8-)hCkKYDlL@c%< z2>4`t%eF1YrKD7HI1Qp<`xgm+;soaI~?c6`=rIA>Mq>0`M;plz^6!bNs9 zH#=gs%-0gt7d2yxdKbfBlfR4m%(NzgW!8#suyO5!s<$f{U7*PHvz`Rk4q#ka9!AxJ znero`f@50`$}J`^?MI8o`{kVH3M5#|C3etz@%hL1`}d*!#oE3xv1sTVLrMVGPElO` z?tJ8~$?+h#(V`pRGCXG1+KP~^4Oa9R9mVV%>gLm@GWyc<1mEd;ByW0K0AtDLW?{4O zsdzF8@UsPpJPF=NU1fpqg_~0NCt7Xhs=+yfz7?#^P@l>J4=U@>ZVN)GS3!vcJ_XL@ zoo(&2=+_kjwkK*L9SiUt>)N9(3~%YN)y8QBzK}h`hQotKtuQRT0!nV4_Gh~Xk`nO5 zrOtMQ@H)rw?xOPu--d?U9>b#T`Y|2wtIaTC&EA~cU-bafS8!V|x@rcyR=^keTFqdh zSg3YrwFkNbJv50~R^zLHEi@RVOyaJHJsB~TqRc%2Y7B3*Al~KYk^`z8tC0#^%&hi6 zjR*j1)DFeP?1QxO$K8vNav{5Qx-dEhov3YgI+d#U0F*Rgs{%fiBj8EDgk;gz2e~M| zWUA2`WtnR%H2ZPk>)Zj)&_b01QgfUVNBGs*jL=WLtz{Z#Mv%`nFD$FGiX^vWPN)>#cNt+fFch7mpB@?`dh}(lLLs+TD#2p%w;T=hGWeP7 zygVM;fX~VLkk-dJ)$9B9f zf7r6@$JWnH#O|k;B;IZqxTiezb1KbvU4)Fh+Yvg!3TkouY3D?d^ zULsW6jpw?2C}rMIhybSOS2SIy8F-P9yc4Chv(sPe9BF#XlnMRw>Wu(3*S*X?#Wzn{ z_}#7ud-~|q$%J{ni`5F;1iwOer`zaHr2x zk{#)0bLImhM6Uiw(`YBU9Xo6$+!yAe<2h#&fF=N_O(>cFimeI!w}_}JmvzA2+RZ&y zb8#1&-&Lo{W;}^LMV9PrvARaCPyyVHQMSn3!jnPZ7LlD#Qvimm(tn0A-ycB?u&O3r+u}!XYr)F1uzCjh578OCQngAU(Gd z6Y{KAmR+4kQ4kSRs&IbJB1e>`hsWFi4+@3(9*HzfZ_ye7U62_aH6E#_iVAmOtF>}^ zZ>-B7Thc+-FXpO5(shQxFrH3Kz`^z8-Gu4N{r1^$7@V58bKA z53!V7)>fh6I~=iT8mR+cR-V>l7iy^nbxGd!J495L-)Aa?|FObpjc$IMeWtEYkpZS@ z%^lgFZrg1bNp^aTN-g&J1u`#qlIWuTNjj<&G z;qSKwaYMQ_kO#5cme!z{b|H2!WP!@FKn(`L6c?CXurO05 z?0369$eL7&mqemel&;w`C|L_^JnLGer3EBM=qe%xPOhxT@!t?Ia&FkZi^#y!2A5l* zQf3|$8rU|kk^A{~0qN7L@5C!LR&PA~>v^t^g8tCJl>njN62Z{^l#>!7f)Xi{?Vq3N z4JJXpNiX!HWU&*T2N7zy7Qc*o5kA{6I&IZ>nq^>>=Jdq8@k#fQoqd}B?LQ~pR|wA^ z2Y`$m?{d*^zt*Ur8}+1+`jg>_4-6GQ!C1)lnyq?p_x}sWMrAu;Pc>ctY>-jQ>;18N zi=GJ>8X);w#DI5!-ko(FHq@4B_+`19QuXMAd9g0^l{*Fl{(BjuW+a{N43VEY;-}v8 zyDenjrx91&L0fm;s)ybaAnp_d;Z~))%FX%&m;9)E4VRDvbB;hGi}bf*n@uvo8^Tvk zl7CPH_>zkceMB}$meY|~%+(AuHzCyVOH2b#HJ6z-d~ zhV?j&rXAH~ah(?s#5OV$+-jDN3Q?@eOm3oxz*6iM7Rh< zNEV|pQc)umI_~z2K%Ir*ehqr+{%0m2Q+8sJ~VL$HrM8Q)ew$2g6B zs&nR0`OezS!8lNY*8 z(hmj5AO)B|E(CRJPs=vP1!GEB5+z));;ptLG*#CG0n~&6)19|XDDN6}A>r3^No7s8 zw;jp~lh7O4E>ZO>3jDb_0HQ$kI*^yF`f|ZFS!O;4r31LvRRnOf29=isobs^i5|@g8oJYCbp9w^AG7$%CPs(8Fn0onr)6^-f}4fV~2MP+JfE-srQZ1zLb^1{QRS z1{JWM)JzN*&c%(jgW^H<^0#{_1!%SGd8@8DD4qG@Q$W zxfVkil&MA!+F21TfO_o|{ge)J1l+#h9UbErhGEvbe!tHdDtXzsS<3W3B7t5AA%2a4-=%%lruhJ6?J zt=k@{&HnHHYQBwi|0W%~k}k^+=^7!|Ho#Qw5lt9Lu=U!}Z7(-|>_4tynD`JR_QIL-MbG^7j?5n+F2hXXRm7gC2jgK#Dr<4qUuz zT!{ivfjJLOeYi5eHPv6gQ{N}=UO+DL89{SZkkzc?>pwH-U5JBQt=O`M1^q}*#vyhN z!(!y1kLwf0&sUs$(p&zUnlC7y9brX>f4u^GLr)C|1y}BSuC3% zb7O9q`i*E5z+WYpuN>%1;)1a!&+_Qtc=J0OUXliBO-Bw(3mgzs+b`7$Y;li2;gq0f z)VHGgwh0wbrR;3sHHbQX1Niuafi^gH_Qo;E* z%Tmjd4Jk0_)wpl11->(M`8BdtSeKSg!CA;&7qRWL2LEP*gkoMkpO{XgG1p^U!h-Z> ziO z7SeYGweI*is{4}IEyN0=`Z#s=OM)j#wyz(QtzQ;1s8nTn`Hhn6=0by>Um+_}a&~eFwN&(}-d9MYtLL<4i3} zl6^3Rh;?F3x-Z9HMx)4$DHuA-SI9l$$PzGx6Watc1&qI1CEi`ZC8%$!-W`>ZyBZk= z4;j^IQ-e@i8h@=)k^0|?n$3h`v)I9M5GYQs^~<9rn$;uev$&W&^cDR%PtAR!;n}2XoMkX>=G%{ z8^w+X4K0jHNN85pRQL~%;*bDMa5q!^t}kcsRyn7zv9UPl#Vs$OG9VT`9G?gOdNCxgalrT)eXSVaFhY`TpBIFKXAyTI2#(0y_S zKeE5xup(!lu^`tQW&150cgm=|yvFY+jAl(Ml<#T*1_oH>6MhFFZUJ-GGYzSrLdN$`>IketscAH)ng$b@kjdiF>6qn)%*xA4+0w)P zq*I4y^K+Mw;dK0Fct{IW4EW0*q~C$j5IhOol@1P)6y`2pJ4>X?+I~>iQvTDlb#ER_{RYihJE1P&{S9P53cZ}K5lzgnJIC9~0nduTWt00urbJ^S>i zO8)loF~>DqBP7?xH}6V%AUORukNq2h7RgwYe|st0-;P|RypUB0JH2R6jSznouE~!E z(ad^e>xv&+?^mp9`xBe}`J1qI^i`uPo#O=hQRIEzl>FV!aA+%HU9N7^l;S2{IoqwE?#Nd~% zrW405;uhqDKTFxXgiRb5CMoqo{?1<8zs;cYs!>@V>S!3>9oxI7dppa(Z_$WQQ=lTo z6N3d(sWE^I=6A?@;(11HrO`t8g!@iB0n9J3HZb#J$m%VYaiC)^wr9b+iAA?0A0Sg0 z=FPRD@eUPj=i?r+J)z<<>uXeoVp9}CqYIr@`>sPltTKiH0wXFXw9rxrceYJmw0%j& zS?Eaj`4O3%q^L?YNidQv{_te6iC0#d+4*m8$_{Jnw+ak1o_-BIS==>J_Z3{IZ{us>cfjk1OZc>8__TSb$TGSpL> z8R`GG-c1xajZLs&RLC=X{M^8=;>jlWDQ|aBs;TCHJl$YfR|Z4r{*!qo6~|FS&lFwL zEF2Y?gms<0wjulWG>6eZ9h^bV7KruerG)^XBWDy10|cO8Egw@E|KPbfQ8_DUcJpLIRqlAtrq=VR_@yMr zsb(8xE);ndn-d5oN}b6F_Y=UkK{XRaZl$k_d*A_qyPTF}Ow05y{B){#_;or5+}YGz zJ`S~!FP&x%Qc#cNz@`PF6de0{+xEn?LZ&+oTwAWeG4cElVAUW`?%0IAQZBmGg7F_v zZGS^i3!YNbGq_}~qog|LX=ApgQE`S(Z3LNpS90mLe$uCvxEKTvv>}#Z)!N0Yp32&x%x}C-mfF)eArq3~k#J9e z4vsVR{iUPiVHb0#Uq8D9j@^+srlukIxE*BujditxOp0QdmN+0 zWxdv7&i^lTh_uvr?PrjuT+@-OtK~<;`YXPn*<;Qt+KXUvk{;q^rwnlM)HDpc zl*UH3%G?`KyiM&}JejNfRDXoWTxC<^0X1crJbH4LjRD*sp6Bu|EE4^$*;F3`&|D?P zxf>KJgPy|#=1ttRYueem7Z=H~RsXvu+{J84U&@zNmQ_$z?O;P5TaF z`_<*o6<*$=s zdAGAM9J`s8r!mOZx3|!4XPt*i-q31q&1}y%bA5i-1ch7oNn>=S%Zqmws~a@CGB%t+ zL3Gg>%BlKAD!_pBO@TSkD41+lIItdseXcT}s;^{&8Rmskx=YA|8v}t0iSvM@nxmRP zPQJEfe9{z&(=oHo)k8PMZXMDe3?l8U1 zcW*%k5<<0hl$1aA4F-YM9rds(g?mq4bj5&h)P{%N^!h^)y>DTDFXneRMarrgyto`X zJ)8&CL%|&+-ojrx4dfjqxTw!0gz3%S;e4N{P9T}Y-Zq*lnaAbXKTJ+J)J&RUn9qDqKBicpwMzqMxIXC777 zmhljFvK0V@^^k%n%ZFSXw*fEmRSS@Qc$9?Wdg=ho=23u=AoH#)u0~}G`nV5PU}3&g zt~3(a=h(ot+0gCNzuQBAf@^g=p*)2hTL4ozgyK&v$Vrb-kOMQcIfBR-=PhUZ;O%e$ zvpdb+l_4I^REeCb7M5Sdp5R+(TM=Dra)HS>3gluJDVd%>)Q{CGDE(MOo*bLymFsic zdPvZi8o&YC#PunEMDhV?Bl{>KD{C$E)GWIJ`3*b$%RwuAtcF&iBO)(f3|EN&0a)sFXBqK+GqkQ20|!WpQqnDFl20u%gajK%qvPK z?+9`?JW69fh^svC-AN^x9D9?>s0dbDf}7d_pGfPURanr{hFHd_=ESh?4} zG)R_(COkj@2D$%T=L?I+-(NBwcgpHSV`9nwm zJAKkeACQjT&A)q<8SM_iPxa}Rk3?A};K>hTQG+ZCY80ayN)kDMD)$o@G-wPbe2~9) z{e!tE)~vm$exkLevl=fL4Kb`vSM(&_jM((ibL~BVH zzs?XPWz(n-zUx|ELA>7A=q3107P1DX#ki5Na;8+kM#lg*GH>JDZ$lYWlXluw-fs#NosS& zkP0hRx(+MlgYeWWv);GVKq~@d03qp-EoZlLHgua402cxioBVNc!AXcy;@Yy zc(-|?B>_p**g^!x_)|g>s^lxAoAo8K{6=>Bb{NUEH9f7|N%-DC%)ly)gooWwpj{f$ zs!{Uy(9_J9@kS(6?2t>5`tmBhvgDBOL*eUi_YsRua;t~Rx3g#E`VkwXePZw5-c70R zF1k51NZi(f7&X2Y5zo`9e>Ig!lu5MU*$@>UJ|{g$l!c!tU!*v!Jz3~NURs+J(lvFN z!6kln=T48FLzGh7=oiGOv}Y(e4U|J`9cy&f)oe%x}!X3!veY(Eqj z2T+D`7lZVx1}lgqZ+Qfdd#8K@Ea0s=;A49wzbhFv3GY8bC;it%^P<1nBm&A_{YN6L z&Nw&`K^9|`QaF~P>IH`JiW!Xo{UZJ;r(RE-?jc`=rfO9xJu&*2VHxmiZ5{F zvA~tX(i(^zKv6*a4am$XJTywKWOOPa4^gEQ#J;kgM46a=rKh8>y+FZmT~^0a!H>9P z{?k$MyR@IhS|O?LtHKS&b~1GZLm8Ytdgp$0!cBhN&-i04KHn{fUFh0f%ID}HD43&K z-8@WKbzC;c^Xi9yWjXm3MYT9&@t=;z;i!XYzwlxZoB(IT6Pl zp^E#(0!`!_BVQ>i>x^nL%HebD4~|4;$zU+j^aMT+nAl{?4J50rMLwIZ@JyS?fMRF; z)6tLjdP^s$-gesq803}MC+oX619CUnM-!-I{N)_6W}SaL|5BVY>YT$iHU(?&)H0yA zxBCAU00K`&2JIOl6+!@98^$R`4CgeW<5Slk4YJ23NB_L*jVy~60F^4JAS7UNV04yr z*vF@Gr(3sy6OHDDL=S37oEa#PRxj(##sL82EBF?VMK9MSXZ9aA_a;pU&S+fAF)lIP z$mqWmP?qNPHtYH4A@I8bdSUpw=a&mJ?#^-N8=o2jRW~M~+v_g`>&Ms9%Q~KQMw7xi0>r#53QzT*h{GV zYP_p|U>=PuJ#4*hEM7$Jp4I`fbci&D>E72w$Yl76%62@9C7`ZuG=|8Kwk!35ig4$6 z`We40sy5@ED%&WfO2r3eTnMgW>7EgR&#)anie>E1e1psEl#U1c6nbv|5!L2ge&g-iMJng8|Bim*v-Y@i%HkjGde}(&ysu|Q zJ82T%`Slk7f*PCW3r1$aQjntYPUaEQpgV4uDQ*XmjgoeWc2vDIKL%t8yry{Gb*x(| zeZ9dy&`mAZz>q?Wk(LzsPI*S)jBMopdbWk!{q;NOI3w+iy5VqRrgdT^*$x?Fi985D z8ej0_7O!1P_6)+jvbt5jDxI4ncxX_XvT6ZOp>C}EPWjOS;k+2#!%MU3Lv@vl_K{FO zK%FT#Q-k+SHp6sA<#~e2C(bH1PAOu;dw2e9Mw`o`JL^_-%Q+6j;f}T9qOaHNBsu#9 z*(Jrb=}ibJKa-JkR-lB z^>do`lPqAsNcDP$HfwkGV1Sx*XZA9^dR$tGxwCdhsXwN5RbGPO3y)Y6bdYz&9%f0j z+3A2~P%q=+ufHPo=z7Y^%MiA4BTf8bb1?(#JmZymQIS~yRN0e2{;eZJrY5hiLEffr zc0i|wB=kU;QS<+QFtMWg?yD)E6IGe0t?I1sIm_Q?%jm#48sH6gYJk9aDM2)-$1Aa1noMm_CoFlx;UpwDt-<@(8Q>!R_N23|Wyd`L&s_z9` z)DOETsWoAg)mLVLyvnwWeie}0O5E9jiLeIr!z`5NwV>05w3$zZ`E7WYOhU#Gnz1adr|AnP3Xq-8p7$3_i0_cP`qFJnf9^ z5)Etf33-snX;Z9RnEV+bLR2RejFnl(8>e;Er4H!Z0<~fS{&e*qo5Gi^EdywYTQ)$i zH9plov3L)h`jwp)nqpF~11~SaPcP8#cTmm9hbbYA5?b6AC^n5w&_+|ibzLEKJjv(- z?z%bnT(UdmX&er*Um-s(s3P*}s}JUi-RGhputyR}2s*zdfp2eoL4XTjX*rcFMRp8S}|uJyZmEu~X{h*!Sv?R)o*n zUnJzCzIaBFgf$jmHi9RDd~1mJleo5PxN0`jc{@#RQ~6@IcEYHp>9o;N4@9A%Q2Y7p z>7v{XF|)X9R@X_}Xx3}fdmMy9lso-ZgPfmEh<}^kH4Sgp%`^#o`)u}ws1S=(840PZ z*zP%=ok|(xp@0U6Z-2Wlmt|pn9b8_k(TQfn=+UU#JyFeVSU_?uuAh5QJxa>U6`_Hi%hDD%h^Q(y)+`Ny^7rSu^2(U<@-2xgTRo1ef(k`-kGx_iy)z!wCGhR(>za7JM?r62ShP)80j@w< zE>xc+WcW_h8%2Cv$smP|P3qn#iWY7&9lT9Izz76yoc^&2+j+%#5@-MJva4*gNo>{; z&Oo$e{35LaTahQw&I-B<=xKYQ=u#KzDpu?`5*pgVlNtJbL3=+WYJHEh5VIgGhymlH zW9C66@W=vhW??IShCmv|t8+Gu@NWgdNC;9-(l$hPoHj3G{re%LCcrDl@6r2r%eQQPlcD zHkAfPwcy|f&1E6Dx`%l*+7Q%*{2PeSozCR71SVM2G@$iS&z3(&f`>dD+)cm;IF2xC zP)kWs5vc?J{1cVJEk#l;jY^Ec!&WptvQHr(m@XMC`5=^U!eq|hKYfZHVT6rCM>W<- zaou~~bf7&b5}&em0XqqNNao7 z=j<@bCxng=^YdG_?~6HIJg5tR3L5M}#zH`8HAoup##x3`xY_ z#0%ra5&ULTdw>iF%P{RY>@~Bi$t@Z2(Vyp~%?lc7niymV&Zj}~Nsf!;?&jj}`KO%$ zp}7?FsRS8(u%JeVO|D;(7_qC%Gb#Ck0CSLW9QKU9vMu7%^Iq%mR+7=0O}Jo~5&Ptj z=lLctGUGp_Pla@)yMI3RtZWW|aQXU?P+~o4#DlC2xk{NOBO2lZ#42^0>ZjiA`Upjj&0JI2Y+PVyO}<{R2{5z4T_-|q z!CoBUK4zI~9Q5Mf#b2Wls)=Zsl$|RM$$eJ{>>T=dY^O*u@O_w|Z=sKATLA#SeGWo{J`bef#q2!U*zHx*F z29fozKOmL>HE(GKE6QM7qx>)J+?HYx7rJysQ?r3S==;*b5ewTRe(VNg7x?V z)k`H)7$#uD(j{TB+kXQnYG8mIK-O;sl03!a`@KfCi|S5BUFJ764GABi?KDM7Vc-o_ z-x|Q)(k)%>^inxgbGDIW23261_;kp3!7~jjzNi)Y>EFEq#@Jz-rJw)+-{3*KoxpJE zVKn-tc!2Id-goq3fnaVqn3Q^48j-=KVMowsb44L2keYItcRa{ic-F~UImG8S18H*{h@Fwee5Qm_{7+-2?RK)~9&x zMfJ+dl5f?`8fkT z3@llc`i5g5&5B;f!YW`-d7YK$EW)Fnc58`!3mP;$galoLR}y=kxhRR4`s_4^hzyv} z=XIYo1px_ecYlvPno;te8Sph&!ZEkg(R)C)uTC)X#33 z&+A9}{p0`dhAnLCaTvdctijgAixdmdlEe2ZW#SP9de6iLLq)}CBHvd2>@BV`%&c@G zt;?EbEpx9iEtfQCQ*~F8QcN;Yl?cvd|=?T&2aWaw+=TDZ8I1yBKZKcGTYy`yZBRwxV$^TsQo2Db*@7O66c zpt2?^&Dq15s1lEBauS`_CAYnguxCF;@yra)n8V~Ywjj^iwiT1l9eJMIm; zujb2D3H_#ri-Y%N5FK6TONGxqx|#mGZF`k1(!6%<0V`sx9Fc5@ zE;Ks-t1EFf+(AofV^lfkPoG3po&_4yfqs*V%N6EFl7_(0sNe3zvk&Za`}>9)h`8Mt(!MK0Zu{( zG?3S&--SB{FE%U&I=*1m+W9x^yMeO1yF&9(}f$ z&~D7=iTV`_Hca)<@gn<8>#k61Sdsb#K&+&?1$DumOhGjK&?9;B5

    W$%E^_E9^A=W~vE%oUxYjQVdpfg<_y4YzAPsOfw zmY24+SXZh+tLE8;IG*#YQQX40rFSMF!sgiG|B-03ncb)RLY!Ro1owe4?W}4Dp(bD1 z7$7+1#V{tGj~=;4Ttcxok!Gjgg&qE{lh#y6Z~#Y@j?iu}JQJvoK$8u3iq2a8Oc@N| zdQsEpfc4E|CN;?^F0vmlPFfnBj?8cF#e&C}WNr!=e%yA48pU)efa*01CWCbcysjx` zm1JY%jzdUTQ|8bjqr!I%w*{OC@xoM%kxO=VF(@C#FeqFTg0OdFznEQ+A;+pHo9+JK>=>%&?x<^wWA9`;JR&xxmdW;O zF}*2k%i(l#b1)dTWH7Yh%kr7opdy69|&`f{FhWz=^S7yj7%$tCAZ z&{poD#B#W`Tp$>nuzK`Aj@n9u(Dv$6Y$f?{h^&4h`d!>06HMa#n#$NnY^D5{89oqb zLIG*2c(;$R*BtfSzM)Uun8&k1_Z(|TILt$)66$zJv!KVQ#8J5{Wsj%I7GQ3sj4&4( z%@{eAZ+m3h?0TF~C88_xk*DlfO!!eV>pu)a%a(_3$jBc}PsHLijN?iQM3jf`IZwd^n5|JnESe=2>DszV; zEWkZwh+Gc!$%Yz&cHf83Y>KWtyBwKaY)t%fl+`i)5lO%; z%6js?ESJ9%YKh>g=etvyieP9eB@)ol;Kp}@7#~{He#mpJ=14q`bVlgN7yy?Ry56WR z`jg7J68zff%yd*WHzqe>kF9XN3m2J8Kv*jZNi09=0c0qp1w7dA2_*RRW)1RwaO7*O zP~ImX0al$H=VZkR7@kA*_?Nn?t&vu|uRYHN_G$bhakfjGoNu);wok_zu^ehNp#-!e zZ*FMvWo^s*c##}?pLk^lVq*=NXOoLP>Zk{|7|#q7YjDdJf2Q{2WP1# z@yoLxBl*aS1e94Y^fCxLT5kXF;=oyc?{zho{&uD6$yspe^L=DThge`|nm7!fRZ?ol zJc&-+qjXfQO8ogiqt`xzq+SQe(er6Vu~-!AQrK~)rGg%CXubbohha(O6OH+g?fgEB zNLv2>qbKzF!kKkCqKhNn;}|YADs}?_n8Yu=tu+y7NZFl88+9-P_gN6Qs&3i=)HP=#%isc-27 zeu=b7XhhYbG8xv|KFekOUkIdnKHJ-}SDc-3bY3&hEuCziUl6tgjO}hQR zYyVnJkFbegdDVv^GA&`vZ|DA$%Ee$UA6k&SfMb?Dw9nh41`~l9)$VQSKfyi0*n>5f zzv7Vu$3x!l^Df{j^RiLO$F}ffk5|a+1ixj96oHHp#hpV?`Ld|!fW;E= z6yD9Je{JMymY}wik2n3c+%fT3s8Y1UIu0~B&H)}FXk(d7vO{uz3IdL~orK8ra?S|; z()?qI*ii?kkV)tq2t%H5eu76Vn~Y_1(BHQOMk;_|d_CZ~EKZuwrI3PC za~}S8wlI%F$FU{`v~O3c!Sv8~$Q5ladIf?R-X^K;RQaQB}-g2Y_|q~m~$ zua~~+HO>Z2zXP(z6rNDq z(xEB-1N;0dLV&b#%fXcqJGakWi8*f0z<|w@PFcDw_1o~GCE{={FMCjKjH;d zKwTyR5(z`9OJf!VnKd{CJ<;(#&@xBribl5+B@?1L38 z4GLkNSLzZu>=SlgI61lt+Wv34qW99qJmyeY}9dL3z#dn4ec`KJLVxdq_3c9qqzF0}z&Hb5~s*YK6T zmjQcR9&%vgzWN>zSk@0BT`VuZLWW}O|Ac?JFo%?}VrLkC!>-a)XK!=?`~n<{&Zi?* z&|K?EcLF}W(_@aA$zi%w8RwQE@IdPE^PpUmLt`d$&+aN8r;FOVDq@4`E;OSAOXWT@ zmf=Z}f{R)Mr7%LP<90JQN{w5IF_G8{^XfO8texGC23DR5jEM~8t;bF;tGtoHjN!h; z@?!L<;77()i#MSsexEKZFucr#X@pQdUBHLd`plxUJoP;IvLs6b7ZjBKE4>uNiZHvzRzV|BH31pom_V4)R;^`m}_Hfe&6lYw=&957cy z#(iMXZ0CU$^o~Qu@a|wyX~amP$3Npj!6a9iY`v2il`G2+1;G$w>V3Y<_9e{k@Mk zTk{YkF@pUOg+A@?{LE&7H5aQig13Kjbm#!zI59e|)Ls^D@4FaVIn)rQO^X2C8!+)F zP_e$?4n=Q(*8v?Xq*y-&GOV<2w8sZ-)0>cYBR-#Q|7lp990^Y7TY2>Hwgz87cR%2s z0Fq&25Hb5#t?eL>(1Ip$| z2}uqczv^rPA+-jxXs()Hv0jO#(1zEN%5>^>Y$jHQpImkw$ClQ+T1LffOl@n?LHu%7 zcnwIIAPuV$HJ-b?)oo@*h3?v7#gqm=B5T(dWr8AYAA5KEZ(GZi{Q_u4R$bQPG#Hr} zKd%zE?7d8kA>gsqYzk~TcxNXqG(%@|-ak?kp88JzHR8J@W=&#@u4HW)!vZSyxLxN` z7wdh}KSF>%Lv`5c!WX+0)7;b)6_U@-VN=<`UOWHh2Iuy7?zokhxX_tGic^9=j~6J;TCc@C zjS(AWZLOb3R63tgnNebxS~z+#&;kyhSVT>OUnpnYmHK*7(l4KNY9v5w!AxTKq)oM= zG*(ubIPV*!1p)xk#A1bDnKIg#%-~ceuLqfY^!o>ZJ|SSC0Kh=7)#{(^&~{4=jA+@7 z#@CGD`K_CLzF$wpqsm-zpY2BzfBmazCPYw>2RwPkH=BHH$)0hqI&KvxD`|3MnEMEL ztTCaRnntH^fyw&li!aK0loie2b)Ha&gD<~u5#zv?s1=#7(bpO2(@OrAZ$iQP<~$=} zZy9H5eDfsfAi~~b;fbt+=liuiIZjX@Gh?E<12#oN!>f6LGeRYb(c%%3ZDy!!J6*>2 zjY{35ZPGEV`UGZns?c@`kJMju*7>eIjr{!>DkmaXN3Jy7t8?2`5?p0GdkHjqvR@h#2A$i?1~ zlIZc|KF;C@sNdjzC+uM5OZ>XtehsD46Nd=9CiYh*i1 zf>P&)U*pouM+Gv(*yYx85V{I=uc$keKRO&rxSAoE8y;iDk57CdU|u7Z&}d$0JDo!$ zPe-jv$^)hUQhle;Un{z`gvdHnkI>IT5#B_-(o_32z5&)f-`&%98xqik>v({&2S+q| z)^;cMw@8aopHYC+vcln{djWe!AZ%Bl+)A{_CPVw=$YMEwnPq`(yb0k#zo4jlgbPho zK9Xfn;572wtt>2H%=Z_jp^!M6xB=xtl=?qgj4$w1W(vh@m-{z*axJ4&b^%^J>!fbU?^ec@WbD0_<#-nAH5D9a+$^5Bt* zMS9-A#HPkgbvKdOsG_meHFs317u_g%5lJ}h0jj0fZqh7dI3=>p<;US_KoHp4c#lwK z;aEx{#Eho@!&i?WqjVA~-E(^U%w(y>U0tAD-xTqb?!Z}I)-DR+!0S=)P+SHH*v()v_XMHj-_-m6|L@Xu z>5I&8;=jB+m95i!J_2SJBRHZp;&TtgW_H5RhV8CPx4jLY?wHYQzl@>n6r+RJgX|Wc z3H^SD(o}~V@@loJMrdiNl3pVJ+kjDaAa=ZKDzJ24?SMCP7)>N5D`?Pi@h`hAhq>~ zPgtu44~wwN>hlMparb9Vu8~tIa_MHhkB&ip8Lo?c2$YUH9;iyr5-1V}Xv{w}sEyC2 z3|0CvpsMAXg0iOD-C*Y~sE-`Q9#|#Y*>NR7>K8A<*2+F5b`Ojmp z<+&;FwvI?FM3*>$^7e^(86tOO8?yLUX;psOE#~1`Q%TkS3POySr7nxBZ zA|3N2quW1Ruh|Zc?ZmzNIi;DQIeBQzKr#Ew0U@8A(mbS~Q`--OEM*0Z)WQc1QXBB% zusxK#U!;O)siuNpxHuI+yh)Gl9$UEi{alYV4%;Rq>vX1q{XKslUeZ8T=3-UvF0|N< z(n!GgphKu#ga-nAF&)8$=)7{vp13yGSw*4s6=udy1gL}1)VQjjWVbjP1jLfjz^>x9 zdptcP8^c&6ZAK>HE}Pyv7KtumuBl$YYKh^I+(+ZErcF9!JB17p2o$hHVr>ziUt5Gu z=L9fpws99>@5*5G_+ayVqX&tuWv#%T!lK?6IK9|^sUc# z7n)uHTvTvoQrzJ<4?(#UG?n=6A>0d$K4c;Wi8S;>wW$A&#Q-FaEwbnk;@;6kJl6hP z{E)**=hTF>=7cL0@=VNUdoh6nhTqUF6&=+l>YlKJG4}p8NDV7)+n0IZ7r4s@eW#*n z7;%^KoTbIn6@0_kco?0zQ|n;cBJ*_ZDX5Ow_NP-RyKD?dS5V59R2Nb*duLxGiaL(# zhOpo}00I+0sLHOFpON>fsgO7^n~n|>&wr*s?z)mh;)73Sq7Wk-jh;R-*St`k!c{i0 zOOzjXXzL!W6ey%1^qt~GNfY}iWJ(UX?#CdB+)zq=on5S0__BysizU>{kQ`i6r#gzX z^;mKycAGh|4=&wS3kCcASViOE9@7Fxr@rUQ7@B9LsFL7E;R?~(g7dnE2dVMfAi&vU>hKlNE?*hMnOpRr zuxEcyjL`mYBggcE|S5x zAo}~3Dg>w%NvTB);&fi41PtH#Sh?T?;>r-mz2m2g;QV3*Or53Qb(zzHa+cZr5}MJ& zg~zuM&^y<(j}Y)rqay6Q&@!!b%`Odn{2ku(bFpRvn^4aAp$i;3UXom{+V>S$=z$Y$ zbM-v<&4E-g-jbz_2Eb>qv|2BEa z3S+5Pt^gH_Uuk#vcmFUiPch@VCL7hs8y~Zeu?qxUq_r&$tke2!<&RRP{2k_F9*<)M z!*)%4WD2)$$WSD=^*9~AX#bp&W)&M0?*wF7o%iw9Fut;u5-i?my&R#Y{we z`leJN3;vZs$*{@PN0@mPfg`Jl1@d=@U!g?Oky&q75%(N#Ubsr7)3>Mf@?{p3o37U2 zYQ1jPdQ?NJoTaSVM>l>Ls z8@+(*ypa$U5ptFq7Ljf8iaQt{%~sYop6KO+PM?>@(fb6EGojFwHj-bBh;+J52&z+M znp@{5bHr_KkxsuQtCP99kA$_MAnz9+Wv)1~RYNfp`{CAO1v-V8EKGfqG_{ATYkPjA zoZILyzX1L_T4bI^0It!vQ8Guh|M?tdmuB?xM=Mvv94HE?cs|4yeXo8i%9>9fR@>Q< zahc#~mZFQ!b@Nf-q#mUaGug>SGq^2tP#O(>F$nnTS);XDS**k%9Vmub2ESjeVXXS- zi~s}bScOOtTWPrk>bGaW_QU)c#0brf@Xdybw_=8PgWh2evo-gISB~bBZ_@$pB?uap&RKeuO*hfvStVDIA zs=jM*eSmYcJVIyyN#yCGstbqYRipaJ#WqSY79`7Ve~_haKNqoXo_xt0guHT_H~mH) z#iylg?L$$dH_G{&Ux;?$^OZnt5N19F!fE4Z*c;Q=3b7kf%*XWS`na&{TS$bsj5Tix|iBD zYs;Z&DwXy$wsJU4`adaGPJ^^f!Cr5K!hTrpZo3|%g6e071Ir8dA&fQ#a++*&A~gQJ zXgyRRIbn*B9l>#-0!_@~XZK2v>>4FA!kaOdwn^hLM%)i?I5cOZrPsOp@T~`o0dFGq z2)<0AO~>Y3lb)BtlmLU7hINOt0;~qEbi0(pEy!AGuqHeIMD%F|*GC0nNL=xc+Y zPs71&#l;!!Tljd5`4`HFg(HzgG25%+=eU zGk;0W{bm(D`9^s(?m>~WxSD_))Q$US%Uv8^s0y}Zro%OLG}wQr0F!cyFo_Lrbt~+< zb@%~AF4DrdW(^fJoDho31A6M4OuSLBY?#icyObPP4K^wq{Gq02AX2r9kMpU&Z4Eu+ zn|NLPf_q8Jp68p%T^+lDFbzjD{ct7CMx*i$j%^R)dHJc)*(F2xP4gNrBh zJd$U8yUh(7`@>MR7NqhI>IMn7;vP-xxurwBi&ke1{M6Kf$TVG?7&7z^5c8+Ilo8Eu-rM>KL`|xWeg)i1&|^ z`uVNn0d`|Gv+G^$@T$suu|j^pS}?8DbStr+qNSMuW&2hfmF?Ltx?rHQ0)1eOzRf-{ zj;KL4u=40LySmoPf1ot?n4c3aYp~uDk#M-*{><;=gkyEYQ;6z74&T!r=5e#mEl&(` zy}~I6L8SRfIoAjS2&*W*U_SYvY&KgC@HKl25<&kFbB8itDkGJM&Bk-GYre&ArLzO| zx01%f5RvhhGoYH9gOS2<$?UBQ(QeBgQDY|OuEFM4pSMbLcqK9gc%p>KTQ14dXBkX% zSzpdrw7b;-NebgCalRkcASn0ut;eLI z8`ba_HzL1aY(1r^EWFwAG!Rt^+Vx7ikL;_|_8!qpb2Z9^2g3K{NE@2N4FkQ9u-~q( zLWQ4|bFB2(&g>((pDtoizOake+sz=elt^DID+^zY>92|g4Cuca`FS$##?isb;a9#X zPM(-<<}73JbXw^@&KeHYGWA1I6Mo4jf~2eZBH6qLKatRb*gD?vMI$FBI}*D#JpDL~ zKZvx_Q%~aSDOMtIn(A^!TpMYvI1q_SL7ZXi0I_2G7IBN|mOqd=TA@T|JDE!zB8c24OI81>QoFL_hWlrT__)ix+G+|A1UlR5uHM?rC zi}7U5kssbsEP^`yo{Z9J8-4%OfcQp~p>F0oitXa|tA5XGJp)@cE_=%s2R{Khj6 z@DhCy5>h+o*U+SFlG|e#H&YX3(o`6@UJ;$O0gg}On{RK6T`km6p;h-JD3?QUyH`tz zv-d*Eg*w~J5Xv8gNOdD2 z=0SP>!3%;@N#bMFeu%i|{$RFt_w+Ph^T1zYlp% z$TS3}A@k!+i;-wptST95jQbN2lJL4U!kE@pF!^!0F?2Ddx)pLB7`!dWOz>Xn-Yy>a=njoK1Yz16J{GG!7CHSYl9iSsg~KF9bCZr z8f`9JYlsXOoGL$bOPdA+kZVWt<)UoV=O8FsT%8@rNHVa_2@}-BQpIFfZ%2TfV?n|; zF``CcU8TF`1S(^1^stA9P<2&pw0q6wMBoiEv7C#Q=<*jToQ$)7f;;aHxA&`nAkCiS zu^Qjt8t?*f&Lb=CkdmBAbuOWRM=XiyQXyP7&MGtatZq0|m;UoKX%s z;X9H96Z9p{B1DlhxEL#mx|cTTdHN2@cGb{i|1oTZFXA)gX5}{Uhi$ew!s-M$;Yq85^rg04&B4&*GK~EL7ht!s_Oo|>&7A~kPukVzy04u$Hh44e zX+~ZMtH1np$F$Bw)s+uP2>gW%DAjOK%$Gzw!%(k45F%M>xYcUl3 zqlHB5AIz_;ztl1es5ape2ObK+QnYCDV9x$dsEuYX*}z8?3XM^2&jAe#j9}Z;O1Z^q zIA#47jm!9)_!Bsx?}H6CE@G(QOq83T)~0-E=fgva1UE;5;fl?QD3EI3-AYIneVCGU zBy2*ERMBhR*)IaV=)gx5eyW`&whC%rT<9Gt5KG_TGK(Ud;Jc1-pI<(&$$T^?HCe1N zN@%t_;+=pE_THkdaNF9-p*fKV#r;2wJCsl!6MME79H{!C0_Cc3cd-~#h~iMUeH+&Fzi?^4bk0A8Y6DJ>`8dHVdgMMwu-fi{PUFqM|n- z>?Fp;`-sqofWz%X(uN(*54&+;jLi5#yO9mr{l<%JA{T@lrf=+Zff`gIkgv8r_0vAI zKfqGqVlWLJO()1N@@Zb}p#jztrT~S>8GtxRdI#t4=bk3X!53)z8#{&Qb575-T@Xq$&NfQR#R-pDdd>nJS%8&mze(*kH z2nZpv(l_51>=7Sy3gs77>gJB!;51}-ZR*X*#><7~RZ7DkyWBh%S z!|Q6+$sgzXoVB)LG$-pmlUBK7iPD+K`;CW?dT$jpYwiXMm;k9GeU<>E4WGzMOh>;P zzx}Nl+I8#&UMMaH89NXzUOLo6*CV!@twFzqL% zh0nL5!%{s;fYZcQ`xAe z0&z|_5Xc_oO{DPiRrd=gT@=X7ws4^p!eFW2P5F&x{w2J&<(T0%6Ef0|jQIu@@+2OD zar}|0KOD&I+Bb1utkl4YGN2rOiw#_^e665gzT^}rwISI%;Mk4xhEx|vj8lv$7M;LB%UHY!Z( zD)wA~R-Po9=Z`eQODtg)yX}`(mfP=2n8_OG08c z9HpYDMV*{)J0^dT_kBdljs=;G*`onkwwO>S1$cGS7&wQ=Z?zA70C5M`2PI;AGc%t# zK^!3~h+dxSkG1J8^gklWAUEJUTT= z#C;I|<2!>)-2$}y&3PRn#LSx~kZ(mZPRj#*sL~HY{3S5wma9pY!F4c&HN!DtcIg=$ zn_Aw^a%nO|?Fv1Z+9|w7#90jkk==@WMqC#b7t+U<#`qyoN?D0#T9C5N-bpcu7T`i(8^ENL-LT2aP4@<0ruf2oYOwc+E;iGvb( zThIo%D2kbi`u4S91`1`$ttiQt9OH(3&Eh`EV4hThb%r=IW7buQcs3{ zW4ozN2-jMid?OM7LtRO@-q;7j%QTF(iEe(Nh*dY^~@fav}(u_{$x5?`3Lft-J2p;g}L=)uO8 z3j?(U*v)ZIF*}U<_*m-h)C_z3nz7IvO=uk8qdZHArjj>Ju8iiF{ZGAcT;i+E6EfXK zB!KB6DT7a)!XeNTGrTBr^u}N*4_q20+k`$9-&oS*e*WN3@GOSf{ z18eiZHOq0?O}EMEp4;%q-HArs6%(kE3ub|nV7|^1i3s?YqOJy zD|bN*iYoVs#8f@$1h1e06%+3#1i}n@@Z=2cH*m`g*b==5*nEUP)7j$q3z8ui0i`?Z zNqTC*XmvULM_&B!uHTv3xLV_<_1hS7s!&Xd zG`^ARl%Nda%fk5q3l?BLw3rE6UQO7yv(F6iMfM=&LuG960b0qZ8pnu+U-`HsR_N=; z9sG}t1R|_OkBG0q$>w29eKzBdB4u=Z8Pyh~Q6^L*4odXzgYZ?RYofZ}9(@L=+Y?y3 zX0o5D#MxHf>+t-d7GV_kw=X-_lArH%AR{_y?nIbLyY zy>sFEg)cT_B)%-LG?{({nV8n2qlZ!u@`vNSO4AmlqA^}Ze#Yw;;a8EC`qA$UqQ80Q zHn&hpq%?G?H{HcJ&7;SY-NG zi2&T3)UupA6J}xhr&|2|gR`O6y$LZDVoP#-+RD0;(b|1P#yWX!JYflVkZn zhMxJt&$gRruZ=E2`)}U$6VoBG`Y>H)G*)1pBG2Z zA-TGgMF=5GRFr+D=E!n@#-f^0w9pR=EcHEQnJ{RK0%78Tg(OYHRJsJg&+6kqqyF~G zpvIRCzE=B8m|`tiq6^wcla>&42R=K*fG2L?GJHkYXG#y8^xLwxQ#fhI)Gob8Cl2rJ zS_PB|!&+n+# z(z6Sf=V0LZr5mDG?Rtx)HVmWnBGLdwK)Sz!W}P4|$YWMjdFjP4!CAGW5m7>Syv8}~ zyZd|HBl6v&!^w)X!B^-?bQ&~VJWDJuEkYjqPeuTM7sS#XO%}g-3W13wr%%_Y+9vyN z#SkuX7fMb;nER1MZkx&;@7w`ySQ@9KLP)UWo#%-k!DVf@PkQk&Uf&H$sU6Hw)aAy< z(&}_-EJ^g=cBF#dB1ilfVRxQC1u=*VSs-xPtpjS^_Mlkm;Bj07hfqWw5n= zwFZ)FOVnmc#lDQfQT2dZPh+M?L0fMIsIhRd6}-=-KdkWR@I9L#(}N|qliUhv9vrnc zRBA(#?Jp-!X+S;o#bUT@`?d%uW>p=@E35k!lBAH3$KsKFIpi+<*i=qlj!WwXZf3-C z1%JOAXqQ7!=0ww0oh;a?49NXMqU zxH$NEwcd3s=fanQ|AS0(c*qF8i!W#ohqc=$7<)U z_@p}YGraWnSXQRYj4K5DIxwPq+Da4NS< z%Iu*Aao8E0<&KVo#4eNF9#v(?St)Wx;E+hG40Y?BuDI_Dp7uX^l$S}M(+{ll&H)18 z$eo`&e2eJ;ntlzTI;NaLG%2)ZgeG#0-f!n@TQ!cwJl;4zb~1+r@K`}K(xT_Ig^a{O< zTR_?`z&RrqzE@G=;d5OqI zv}n5tzdXxf{<@&cAsqgwNKY>75x?!FZEu#rfh~++rvQA0I~^bwH@8?=6=s6Zwk0j- z@@+0Fi!?<<^p|2es%2raO=Fp?L)nC#q;lPvV$&PK4BVJs8<#6ap3FUlXb9O`Go<9r z$+3y;ZCSteOoN1z_l1+PZ%W6=(*INz06W#Gnq*8{z3-F<8IxZ_Ghm)Ch`=64J&L-bK)(QGaLfI)1K(GQScfqWF_G_EZ_&)1gf8=&A~}7b|h{P({W@__WrF_a3!2K1A{CxBO+n} zlJvjJ2@q^9APctaMRAjq_iN0q2^iKhxt6va0}?C1y!(Y+Y$12xzJXKGU!p-es(kV~ z`?ljq3O5Z}M5T*OBA=ifpiC)9=jxpArZTz6PA^H+8-R3oHhu~fTZI?|FsH(|xSlbv z1&Qqk_6Y^o__u&GGC^D<29OKn&x@1XwBlWaCEW=dv>7!ij5cjeCB}jk`F5uHDTiGsVU%;@if3{PQy`wU~ZKhaKm zZIW1m&UYy0qWiBe)K2cDr0NzQ%fqf<4i>EojjnF=$q{}J(V03%Q{v?!7&~J|k_O_vUXME^`JC1rQs$;P7PvJ!?HgnZ)V4WEdKxfy34#@e zk&RT_VmftM)u*Jv;@S$9{mZt*6l%kE%tPM_N|>-1@^9bR>W&Ruh3GJ{cF<&Q{l~Ni z9Zsi-ea}&iusB?balBH_ATTq+*!105v;7N2hb;35Nv5)? zJu7t2|5UmJ!27lB+2+#A0X%4u7>N4trv(g$>7Or1ogPWPRXwIW;=0A{|3kIC!<2H|UV;?UD%t7@pLJ04pUTkcpY#32W?;hTD-Q4u!zJp(+y-qQv%xXot1hKVCXm zNy$Z+x=Cj9ux-ZZnfpqHu zW9wVM6EOHNHaoF0S)EX+_oFyT_GikeIKF3oxRtZ}ae|x6K`x@3vmXp)ti*4M7spm( z0V{p@gv^wdbuwKp=~Rx((?bhpjP@}=ErLq-G~e?!Id>|+<*wk76BhbO(0>~$w>5dBP_^;7cbM#X-W zwhu0=@Z5A$52)tt#*&dnj@f-E+vT7~nE7Go&+O+^-BCn~F?lVA?J&ki^TML|-KLRz z=e|f$>4JTv;6`7k?OiA%SisLq$sCD~(}!BUyS4IrR0!i-Yj@#Q^T6+If@ovrW2`Wc z2?}Tm8X$N}2(cQirUQm3byYVg(a`jh!*dOC|3n7Xcoo1YC=^tVPSLqyS|8~ZV5?w{ zNQ6|8jtrl#oD7P<89cDS z(PEU)u-ZO=O4%?qfLJaKJkKdx@``()W@r?gKzS+rmU_r>rGapju@yfBCj2*tJC?k6 zl>Cs(NmK-J43Jr7F9!^cqBbQV4QJ+G zbY>F74flRH9-NEKL`Qz+TRkp5ZO%>F{!WON#bm}7y#7?~Q`o0-CC;8d5MZgx15;C*KZ4a4=1RKK~UP(cW0v`gD=90etJYA_&b*?hlhI z(AIz39Vc524aI}$&#@;Z;J|uU-IX z|8toKfcXqw{QdNKBp0R5teI{Mhoj-y(8wS5CFLoD8D8-`oXI=PYtznq(kOKAcQ#?K zS=HlL9lrvIXm+Gh#oJps;Ywlb2`|4*>X>8|I?3+AmWSZe+Pp);`08cIx8*OVv|nG3 z6<~;RM(lu`Neex3-W}Mb3(W>)%aJ-NtKKrvYsrayn@Z}Cv+dw5SR%vkp`-I#%tkX; z>Q)eJ!kS7M;^c)JHMv0y3VM9VsKtkm8pHa;EO<5s{rxS^jee~uN-`a2Z420PoB84^ z*Gm+SXL)>>BIkqn&!NiZ@OM z1K{5^KurVX4$taj!0oZ2Dsa7Uk;2hJ>Emc9 zFxgr{P>pW_uao8j`+b7LZL`(3zN)s{c=CcM2q9}S(Tm*QQc7=3!QmRY^qLUsrxqHq zQj4zp0=WMoYY|7ZDqTv3QXn`EVB|6StAM1d{PfGGC6swmb;09c!kkE5z8u7&Wz?C) zxil60p$oCN4ctN1tW!Tm_%>hdU}Sy)G57Ij^d@rF_K=ciIVUU7_d^Z4Cl=tfaoL@M zHNoZoNJ&P$N#09h0Xf>@TTJp=k#K&|*ZB3t45yU~$+Fv-!du`*E^zyuDL>*@$s>nrV`spo?MlM8 z58vRBj0@KFWob-XYcZ6@2|KuLh5Cf#$>Hc^6)ksW6Q^B$vR?=EtXVKL(qk_4w|xQ1 zZCa!UBa{ZFj+2+?m7Q|61IclWaNmDSrW?Tf&t`3a5=pig5%TjA0>rKW9AxHXCc20h931!jZnLaracY5}Y~DCWeBbHN@zY!W z=I0z7f>^d~M-)W8GS5NkGNR3Qz`WW8oD6&}aYx2G!kNV9Hsr`)y@^obez zmRgD=XJ3ug_3A8l9e+M7s+G)IF`Bu+JE2>9du^jyG5X7o6lieH;UP5XCHXDIQgIq8CVd?M4U65y1fBXH0E@O zx{PC*;BPR{RB49EM|GDj;y=9`L5JXu28M4VXlN$jgKkR4)<|Iq9pt`)KtfWtKALjV z=eM^`DybZOB-GL=OoM$nM$eAXclB~rcCin;$AT_7%}gNCPa>zMxM-r9wwc*{8-k=|+BcfbCK&nEEZyt@>fWcB6_X}LNO!7) zn1xX9Z=}X)$9U*rs&dyn%ZqeqEG@8L|7WX^EtlyQ&8Pn{3MvhRmDG^y6jTVd-xigE zq?SzoQ@fIhiyOcn%?4fS>)pEWD4b3pOLrz#;-*~M>LCrVtB+!T*A*A+{VgIK7E*|; z5}6Z=C{O%O%phBRM$ijoUZaX6}sHH0 zN?UwoFX5ed;rD(HP$&6R(xTT2G@ff!xK-ZpWVa(Gy5r=R+&9!5nZT51n1z9(mBxh# zpZhvh`ZbT+tP4IlB^K{T1tGH5@;~)3Tx>pZRATEjHclHj6&-o1|Ka|g0*4MY?`@%N z24zjwszvCm=JNYaR00C*Zm0+&qQd}$JEbkScIOV*4?z<>w}P)4NT;*O#GIr616=_9 zhE9d^#7PW&@~@USs~dRA2FcRRP9b?MVT0RGXDW#c?C%2WX;HOIW#0O@uHolQPR*98 z66$$yKAWr|ITXMX`Z^XA)Nsf;%I+3{0)(#b|IBc(U(#EAWG1}yLfe6NQs3!!zQ$`$ zEYLo@q)DzF-agVwYkv?+R&v$auXexnLttEF&$5-cRxPKdRY zs?=eNOc&w5lLesqzzs8*7FYA09V^Rp9d<8due4qHvx}PW7bF^m)9?zyYs0$$d_Y_g{I8CTzm#fo&62D zUqk6$5ifL9Y&z<1k0UsfC68FkTx2c;QIR8?x`kqGYy+7D?$yy z+Gi5PvcGWN=Bh1ebmn+jdVzE+Lkhk8M&{8DjWp&fd15wOw*(3EwY@N1E`2T!@diAo z>7@hlM1JPJrYQ7lqwE&7c8fU#t01noLH6Qc8;2N7Pb}H!ueq@U=#26g(bI==qbOR8 z@eco@XBHVQg^AZmSr?zC`pGS%W=_|NnA>H$=t@ptZ9C1e{fnO)(C1$14Z+#AYOZ6@ z0SIcfYiTuO94KA$u{YWBVDxAY$Fo>l!Eq+R zKwEzz;5$n{%OXG6*3?PSZRd-ttz7I8*>k1{(;f6&F)xyi8bfy*M1c>`kq?<*AaQIE zMA8TqjO9`Bxm;(08`sSv;ZfxD(A^sNI;Z0iO5`P8$&7b9XatCqN9#HS=1#Mm@hkzJ zd>}LDybQK*gy+$7LP<`@z^V4*E>5HlmHAKQAsQjknBNG$1B>q^?SJdUId4*j5pX>D zf@~`mBAo+-;$5?YM%tDx!w_XzO2Xt0ctjP;JPbN7`@j7GVLeGLD!d|f^BIYF!>$2A zw#g&*euJ5&`jBO8_5R|FELMxh+yDm69?=SgJr%!L z7PMd(Q}v-?V9O$xC1&!VVg98x$eF>Q1@Ea%?aXNv!Zm-GYJ}^hmucALA10QhjTr|F z%aJ~DOrWneE$|MO)Tx@WAuXX#sCyfprWbgeo%I&So?M}BwXW=If13QpnKZ==2al{y zA+9y|<4vLj$0ZD7A7|;M8A<;)^I)R>$?J?vw9zVLTN`OVUF5}-t8sm=+vC^k*ec&# zEcv)6AIJXz8ZzkPfv*aCK9e-7;-5JRSZ-g9o@LQ4??qP3AU$keP^0u0743jbE^R^M zbtB-+4{h3Pv8BF&AKU&*Q}qs0nUW>XdDO?lMo%eDpXh;f!%d|};|YpAaFJuPC6E6$~X%`iH!N zf$T9NevP#EHf)u~urECS55HU;DTW&3>rD~T6@#&UUJPGEFD%-zVPBU+5lJAFOEU_| z@IyvRo4J@gqppwyV_mMXU$zlXaf>{DaPtZjwfWt()i%<&MoS`&hwIo5Ugsi~GV@;R z$WF}K84+0T8c#{8%?gigcu>Ss6T9i!3mmi}h+a*$P>^bVSR=TNZp;S=4-AZRW|&fP z?gjKoO~)l4!SN+p1ZKv8Z&iq2-sGWaiE zpAMLA`^N#0u|MVf0Q-A+oOkYW&kDjFC>h-cd|qdH!ux^=PO+D)Q1CbJN`O$8h`JWG zEV!PqP&(Z-;`D*seQ!_?dhg!L7BRipY_O2ILMfte!^=c6sd z213!~vKaJ(I(fUhI#90exuNtGBi?WMdrl^9?;fb4jRR-148-xl>^)PQ9(KNV446H7 zMdnQ=ox+(}UXk~D>9iDE%YSm5R$_YFE7@Vm7OSLZ_`$z$fByWnLUqURh`|dO383}Q zS^JwP9pJL>dGheLu^*FzuAUTNcux)%j1iw{CqA&EfCa09elUE9BnJEJ3HTi$m5Xq~>sG zcxHB8DCaqkr83ZDu=eZ;19`i`DKQ^`?u%^2%NoO@le z6K&?8ENLolGbQQ$5y9#^d^4xs0FY1!5^9?Dc?NUwA-*0rLhST6b)$VmU^*vSd+uh* z&XXOpQ35?g)=Zo^Pi_VVhQ=atf(G&QXI$TDI%?EByBNT2HPR=Q7_O&G;Lm(`b<2v= z@6J-6n$1xPsn6l07HSubO(J_cVjWLkZVV?*gl4{Zy$Qu~n`6h<&P_Oig6x9MKvbk; zlgo+^uU}>}7Zv4Q`J5@l!d?G}EY4+p!5DDGYD#Ve8#GL=V)r3Fon2Y{-lDKCJ6RRR zxAdVtId}KX2+j61WC!tV-d3(>SS?EobfsdgKXwQjoxdagMRmK!dzpBdZs$Rdy&~qijkXY*37I@+=DVJF-k~|B4 zc)Vv1n4^e}b14LpSkOWYk<-%Y{hxOx$!=V~>&egG>zRq8R6WQRidH7`3SgG-1@k$}#;gT_gj?>X7OKn%UFh9xiKX z6HEOhAF1Fophy5MexMCI5Jbg$HWU}Kr3v4ql>?NG!--Z0n*1`dnvfb&bF4UY&ciTF zsukU6SRoOMdIX6Bpz1LJy(NI6Z-<*)Fw(x4olpMz%LPe9DI8uxzp8hdm65$N zto@N$e-bqz!1yB7fw+cA9}2ELob&VFndHiOs|-o;<{|KMV6m6mDa?DSQ%S9BIuM6_ z73KTfU94=TRA3dU2MK%Jf@H0%NYtBiVRMu!%+w{U)Z5ygGf)CgATY1+7eH!rMEs=l zYD~oJu#b@vt&98KYx9%z0_g90IlN*1$>k(r2*1E~!S+fYhs_BL_>$~i9{r5So&FaCx2GU&( z;)OD3*heo>2ho>n>(jme+6EtsFj3g@GxwWdt;Way^R1zhK9 zxtk^3%^otP$YX7)X2;Sxh8ydN9k`dHWIdjXRZ%B@JRsS&30YkWJUM6qxDBf5W}O-< z>BJs;ZO};^!zFKA%>t-9*UiZ*6!0jC+FBxaX zt{hYYCdDm(12e&$NdP}azL*D&MoY=Y(Y~VCwK#YX^HYhauIB0`?nHrgf>56|Fa?0s zlV?c0zC}8=@u*m_eMtv3pEq=tM=7*E8`5p;0RAE7wgOjwN}livumj*hB_#$Ejr*i(WU!zw5Hw_}>fOoEf14K3t(Anxrf zsO7A1)WB!dsfq`st)iatfdFYwdBK^=ycAJg7?@x>gwJ(efVau^xhq7gIKUm=E6DDHroVMqKUbb9$4^?TL|qPVU&vJ+EemHg)57}Kmm3} zC=WQ}n$WoAG71f=x`1*(01f^G9dH2f5H`U25Cr?%OkIdstr-u>0xQ|9WlIjB8-YW# zlpR&T$-}UkFXdLhg}Izf*IBYUfXbh=+`O=^gyFeDQhNrH6eqX--&bm5_7Mz?kM>FGm8I zIaHk$;`8_-Dt7_0ZD_?5S{GhE=AuG|{s-ov+up`8>Jojv{xR4OHQQ)FJs}hl~ znlz*6axpzAGNwiwXxp|8W)RZs_9&!0)_S9iGXF4?Vl+xV zlArn^fqIF+z3P3t0ukB?lcY93TADZptr^HPgGakOb(0)F6>uB-L(I{6iOQAU z1x2Ad#EfapZQ6y(nmis781M!ie5s;_^Gps??Lz=31~hZFH9sCdFJ=ty0Xfxd^U~*0 z=|uQP{ecNtlLGkU*62&Le*AqTMPJg_(HDUpJ`Zf7^gAQ@;283N4NY60n2yQfpi#xI z|L%4x3xPJ?R)L0!)-Wu_zZfhHTuH0ZnTAvhy18_osI-J2*E9?v<#AYb73_VJV&fiKs~f5} z#U#jof<3swJylQ^GrOF}14)Y_%h_R7zO*}M2l_zD?wA)$z||Ss2*Dr>Erz;YogQBn z{Mzv$Ancq3>$!&Z3|WM#p}Zj)QEN z0`v!9fW+!w$uMF?{fH)bgwfg5oNHLZJw+e*OixGRx*A`Ff`f80wfr_4 zjyz*udUk;3Vu3fumCgT;Xv@YCPMkOhzoyqED_14%pvax|7m}>BJ&Ri(HyK85? zAZ}A!7%5-t!r9Clak&U}`+wn}*# z`In84U;&Mvrn+2c7RP2U&|2aU-!}x}2;HNE1k_>niP&{eGgH37n>jtQWg|0BO^|a< z#z0IM#ism(7H@BL>XS;I^Kz{{YU`&$EjLzth0VVKNp7!!i32SLJMla`v^DlGRM#|% z$cr5t^9dwEd&GA1Pkk<0v1A10s4$w#EO4)cTeovj)2-g*{5-b|45WpnbA>!a#2ll$alK}$S5R?_o7W12Xk+l7kEIxGe|iIeOedw^h$W1U ztWA?=C&u7u*dZgavE_B}1UJcyaxs~(;Tazj_{c1k8`>FO<Ir`I;7%>xG} z3x4{#3q|J#kO}E6&ZG{sg83~lb6w3`jrFIN3tgpwqjGWGdaPl)bz4*d=*{}s(U`dL z>U^pD^(PgPPjsUXlzDIK+k;C?c46;RxU90cI2%Q&HrEeyO8Q6KnhKUlLT;B{;p$7J z+Vz;EWJf3s-U&A9yWbs;Tiq=b?4wDnDm8mhK;nty1pnP)8!WojEO~R+$fu{tfLjI^ zuEXzYTxbocSV~R!yb5aT5e(u>dXB@qhmw!BNaBq}NB%)2&=ERAvlQSnO zrrf#Sw*6Na`x9%k+qk5=pp?fGb}7c?1y;bnYQ71D73G~{{biqgpRL+$-QZDb0;a7t zJ5k`jX4#0I#qAShekxjVXGBf7{{pOi(00LX8ltl; z)1ZH~zosQHv?=|+8v%#*u&eaxfB0V)yNa^N?={N$!@2E2|4G_ZZMTL)Ik41CIjFwm zU4NA;DG#rX-s;`>*QyeP3h!$&f)9FkSRL^0m?H~wpKj=so8D}X!rIof_g)%tzDG|x zLxpRohT-C(;Phb>er#U+g0uBmTRb{@nSrwSSfsgc8&SsnG!K|_W5QOB$Vt^ZOq%>% z$&rQlm;tM*+3|stgym9;n!`5cOOv(*h60+tU;+njlb)2rv|)@;g_pAllc6iSi_d}9 zTlIKUsG@PDPs2!jwpX2VKeuJt-lEr))wrgcfa7 zLy-52?8)=jLzTYuu%u$|$rQo+?NDP<-iV02U?sMo3zw2Pel&c(3+;LH;bZcNg|hmd zFf%zDl2NlVxCU?P=j&#T&{wla%QSZB4rLyi*kT)peNTfInb5%9?+H#|LM!F9kZKpv zy1fYt_mXIHlhc{>7o`I%#u$f$emr|6(;zs#SE_ZuV-`x4&~!EZiQYul5=4Vgoa74s zl+>&uDgAcAp6(RaxBv7P1JX3bjagz5krZCESlo#|d&iqd4MTbApw^J5g$)%p-`1b) zP^lO4qCCehE|6U}0}t*E^<@rZNOGU;B@qJCy>7CGNl{*X7^K}$4R7cGS74K)Qib+; zFW3iZFX&+>g}f4q#Aq%-VQ>==jAt{%rszWlueyc`>tflb{u{l}aY?{$6PEtK0e2CY z2gkl;NRp+hD2YQU63mZe&mMSR1~qPWt)qgblmNO#Z=8UCJf z)I3|yJle|vP^kb5jB7RY50hEFCfYgoz}P?D5U^B0Nv-@L7C07GJ|il6d-iz0`!*C4+aK^f2{3Elb2|} zy~H_{Mo}GJ!CA2MP&6Ne9;8!wyOFbo0kK#&3uztHr}Fn*91}6Q5%2|+P*ZIyjm*u_ z`9ldU5gbpw*SN7+7A83vB_M`$$f`OxtInf35*<(U&|UfExv;<}RZa1Vb(z`h+*(Ra zoE*6=E;5ENlqOXM$9r}h*nD(*6(V#`m=9Y)k6+_}7vh+Rfa43`mtaEI(13RJP1*4kOyh~<2TZ__>U$%^Ay>2>` zMrss?txdN`p*bnFC;!?=ws2iFh{(bnkcWiqZGynu10z{V_24<#L)4V~OaQ{fJ}6nN zPwU!toRf28-NRrVKB)R~a%>nc8!nFmP$NbDkzx=Ts^_z)#>d4M`$|r+7yLYp_rH&(r{{D5D7+BT=$A7s<$}``iN6Qm z^Zk{MIF!JEW;#GL$x}sJrEb`AC1-doyWRjP{wHnhmGyz^Nx+JJFd+)8fmqLt$36^; z&OZUA{&mJmX6teJKyBg~iRF?O!;H(lNQ(s<%qMqw>1CTFg(B|}M0%bK&;%IKV?x3K zJOGGA+P_l4nRGwKJI?|&9PA6~s%^$%L6K&ASbPjsNRiAm!=;E*I0j09K~N`Pz$G?I z+a2dB?uAJ@w3*?6(5_2Z6)Qvl0PA2zMImf1*GHwX(DN>)?wpnh7%4vL)As_lG+k7H zWcWZl9>J?lZ$56Q>u1A^UU_=A=!9ra7%~Ap@{vIH+p@-+93u+FV=&4X3uB2hY4J=a zhM`(EeWWa<8QG(}K^55XKB_t`%AVBo)$w*acN&1zcj?YoMmAqsx z7HLFO+OmE1h8T*bHNHK8ndpHDYG&e5L6&mIH(2kLwCr5{UhMo(_lE~-dE-o$K#~tc%Qeh@XC9nxO-;9Q0@A>TIbAEtT z-00s`cxJ@)q#l5$9E>P|1!P}hw>%FUo<>}cAXL@#x$C>^;pV9jq|2(oPvcxHkkjw4 z&LpFQl#>h3PY+KYoD*#z8cL`>3357L=)a?Lp?RCU^Tara9ETZw5OZWk!J5<*mPw8u z+^R)$2ZvZAdmZHgk4&iOQ5a}+$^?F41}xlFy4Ja?VcPg2aYZt$Jxe9kqKvDC7=pkx z(bJ~`De!4B>aGK^nffgqSq8OUU{aPzTP&#Lv#H%ZHl*c8RD#@tdpgNdo~q8ogQCxF zE!pafTRo3;ha<_tKcyDKo-smIw6dm!Px$F=m2)R7e%q=O!@B^ z?5ykc>#7-c*tuMEozX@LAj|+!gwUK83L9!(EIm$8qK%^xYPQ=3Hskd72)KM{$ zw1rlhcgIj!xTqX=JNo&p?5E!n>oikwV^q=SETc+`p!6tvZ5`h`xPFeX!*6EhM?AH) zb)C99n#NdODo1z8_J5|nA8buc(nWs`eSd>CzKITJ#$s{8(kpRl52u!yO>#IV&*qQ_ z@8NOkdOUcTouU#)Kh4AdRwqIXUht3%(Y?JI+v%Y#N0Ad^oTdL#zN+pSTMi)n$*>&x zei^$CSH@jX%)+uy!PGEQCQZ?cI^m`u@EBS?Cd%B_+UH#rc6A@Jg7s~sP5N{WE!2CU14aH|=KI<+I zH~aw&SPG2&!T>%9%hrhz8h!ltjPo0OxlA~*Hv^b5H0HavbNa_Q?!bhDyQ__~@&-m< zFAp{5fD@gS<4cd|cIDhv_m){jR#X9~ss(vWxyy-N6)GWg><%=BQcd;ONsw!mKGvP$ zsvfKA?Gj8p90gUr_8YFgULMIAFjJzC%`PV?XX$l7{C6@LlcJ|>0a>cW`dJt3AHd`} zGzjlHEZW-kj4S<{-kGPeDLtxA@kbW~@6oK>RW4XAw4~EQWtm67w(bLAKw>l<;6xf} zZRmG|%E=!jyp6zXA=Uu9Wek&ft@8TtCCLG!Rzsn^Qvc|V=fO?3P^H%rCu;$9v0rlt ztMCizs8tC_4?f$1Emxbp6yg)O$Y?Z$&Z3f0_U|3a1H$UYPa*s@8FyfxJDMV7#FZOx z5Pow@lBvlA0n8NA-sUHuIdZFfuAG1gu#$?pY(lgOpP{U;DhJXgS~4n&`|8$Fmd!tgc|Q*HNl|xYg7uKDk8yvHv<37c}I#%A(zW zZLvI}_nnL#@D5ybTmNqCd&C@9mea|*A^g{R6^q`ry0~GjH+kkXul%n*gLvI%4t6B8 zztXtkW9)72>ce0*KK-{R9!zNu$fuGOBc3Q+hQ2Vb6vO}6d!yMrrOD<2?!6cdzHKSv-{42a^iY6jCih zbfDrcJ>K)#GhNepj|&%@89X~;Lbu%t=llA-&Hiamb`{$7thlq#sTIlUUrBa z72hAu2Ta(LCfjjLfI(*z?l+4hlJ&8Q*(C6hr5O)9bVWycKoLFdvMI`=GvckxszOL~ zhLG1E0<()WNK7vsaHL|Stry6~BEMmm-+w`px@5u)`jdU$Nv=DRjM^*MblDRegQh<_ zP(xN>X#nWWm${;uv?dT`h8S&$jU)>He|)z`^8O2lg&W0X9^yaghxh&X4R0W?1%4H@ z11~>yT|rvRJ9b^sHEtNxWi8xJYB+6(n{C zshU6O>pRO)nY%qdb!BqO%}`rxCA~e9Q`MW;)mm;_6MrZP?L(==Mt-y|Lxb2N zE1X~fQq$Hu^{j65T1F#g)qd6kT9tMSOix~ASSw=IC+oqh6@>g~k?@HkxB1pQgv$vH z{>$U`z{cnTBJ2uNyU{Rn@n?&b7co_ChpT&D+}xcH=Qy?ugd-(tn}lt!XX2~HTRI5% z^B9vUEF2^m5;ZglVsaNO5Lk@j+5@2?Y%B@(ZlifygcV9gPu$0;Gp@P=MWtrt6@dw? zQpkr)foiOK&VYUgMDtp7^s1P%?9I{uf(VNiJ}n&F?1gBO6K+FTiivgUHJa*RtpK6* zyprh(#128SyBc<>sjFoD3O>zORohzMkTv5{ZX;A~t}v3)A4DK`!_{Ylr5@bwPPTdE zsU3t27Pnc~3nT`Ryp^_h9O5=&uF?tw#RFY&4T+&MjJr?V&OG#+9Jyf=W|s8}Td2{b zs^$AXRBATB83A>EmY6-;-7U{iuaohryR@VR=L*Q5jnf%6hhM({X5wj6jvBWX=DBW) z?S#Ko2G}o>qcbHeuZU7jR1It2L*^1-o+4$)&P`rgg!X0A*Fz*}SqNZ>%!3e-pI&Od z@yJch;PzDiZ(LH-XDfr1JS3Q>f?T7X@ve%2W?+IGV{i`0#^MSE_kgR{q9ED8Qv9W1 z&Zcc`g*KRp*3GR9P-F9<-&Nkqk>|Maw2F*;5eYz?*G!juZq0LG&NC*Fw_?_?7%iwx zeToNwcrwzGSD!U&KBnE)er*P)OKKYC?q$;q4ZUVceqy$Wzb#M?X}u2~)jQlbxNr?s z{yUOH+w#C&YKw^{=s){tYJ){M0g}SfI`)Bz%l9uN1^~OKN4Go%Rq6=t3&lno61@kA zdJcl+7}9IUg`xaoG3-l`*yeHlY)F4mkPCtB5&Z3T`5?d>R{_eW z%i1$~XA&OKWgWLN#W0W?C?MKbI)2 z+TjN4sUmP&U8R_emuI`^SL_JiXD6?dtufEZdPfUW3{Z`TZo2cD1fOFIAvol67nJ#S z!ozr3@Do`QQsob@@CX-ap=mcJ%_$_ROssO2mN|8U&ID>Cw(>CjL}!6&A-WyUZgwrp zi=ec*%-KwGuWF%NI*f1(uCIy0O>34Cytt6UYXm{wW3p}d;j3z~+2U}}Zy{Tiic;vZ z)pq~d@$HQ+wk|X;3m1o~9#Af+qUdD_ZewGdTvLKffckZYOmG_7=|Ux?j_99w*10I- zvc8E1<6Axya)&Fup@=$`rn*%>7p zB2LZ@m=<#rXSQrMSMvg1pip*aSlwzqcCRlIx1iNgi7gYY3n@of2{`6tQNZ+Ev+y1s z0bdRq15Ic`DN*_!mvAEr{6ItNj?XFS%2p-?IpFc^YRv=<^VV2DO|0EoMHN@k*|aj$ z7|DPJE`qJ;^guUHK!iRHlI->r(bjljHhr9i(QHtE z1%=AJ)ti@*+UH8=Dq1Lvjj15EnktuJz*pv_DzUBxpGnKf42b0vjwdGuP=Ip>540>- zO393T@_YtG`IHD}V}_tZGN$~s-YhkkmbYooq31~CA{DkH2&UjMII0<7(e2#r!hoCrj=lq<*u{#X>37Q=T+06@p<;Pv+%iLL zX9?aqS6QB$=_O{zqnDjog8`a_*S=VnGQxg=c{AL+TA?f}Y-24Hc<6};V*)cnPC%wB zp(UJys3I~>2jKhin!JiJEGb1yH^dhzgy8AVx~@Q71EU)ljS)Ga|Fan1*9B@QR2E6Z zmEYZ2tkHfB@x}n${Ka&?BITleYznjq`f?#+Ss8HO0Vsi|x(Z5RD;9i_kR@+(zjH<) zIrnlV4KM9rL#UX>?l-L-ME3goyJ+&4)$P8@%=}Rt z2+sN8xl*-qNv6DMh9=dsRE-X6zM!ZCRH#2>Lq0pe)hb_z2?@Nlb&B!Jt%6fyYz$_g zYSh6gGCJ5ryLl6|j+z-@3C zHQePSxC}K%It`xFSNaAiLVPPPTTH`IEt7SJCT@L^D4?D|I~lF`WW*QR$a`m@)^OpN z_fQ=nPGDW?>5iy$?16LAuZFi^B?jY#IxXh9^Ka)JyO7NV(PZCJze!PO2>R{}Mx*~y za%?i4Hz4^${l^%f z7I?~rxi}$^Ku2>jvm3_EejqJ9NKW7ntswx8=I)0C z2Nbs=2TCFVRtsW$VkIrbvu1$P2CzD}gYBK31YKVfHM?n>Tqm8<=W=$B<2_I1Cizcs@pvgSY^>of7oyKL_KQSxYZ#egf zOePlB?~d*5#Ut_J4sk(vSC+#;p)9I|5< zMS^#>0?=x6sVx%g8Mn)CEJ|)=t74b=2^quMEcEzIzcHPq!;Z+)s)E8AafQU;pq^@v zC3UVg|CsCGW?y{ET~<}|H9NLmZ?(@%1VrY=%0q}EX0TzZ3}@mn{GV4ErEUGFb^ZGj zum7C8LmEdcoy+;OG0z)c^zzMVjqn~M&bcs`zhU);Y{M(^oooFI ztt$YS%w6U;Q!EL0U|0&BRYGkq7L)%I3!y(6f z?`47!0TI<(Mgq@VNMc&#t(O;+62T}Z*`&fM3I1JXsgt=}N21{?@%a!`5CYF!uFhn7JucZ>kr(0We6qI43jr} zWs1lIRs=kLtY;HDD>n(e+P+QY6={EdXo=2NmVjcR0!mn%6l#uV0~ELCd}Ot|xS9S} zppJchV5YW(7FrTlWZz~Ci^$;6z~F>B)zcA`6Hsc9Do$alGF3Q+cMvtNff4)sibhFTa0QM6>$`vj}z@f0n!EPoe}shrXDDq(cJYU ze!l{25pF9TSe`YQ0{N}+C?0MMK7?G^F}L_@53S+qR)ZlIX&}y>7JQ;nh+R*}+(0%V z@&~_*M~g@Pjk7W6p;R}!@uOc1zp-sWfv^g|P;fn2hyr-nJfOafF9h9+nNQ;yH(QTs zgcrk;;QePKW>YY5gkX}ePlJiry)D9Z+Ghh{oNBHFGE2U6Vp-!(aVI@b)?;MmK@n6c z?KxanY)_4+ypT`Jto>#&P$ebUOhu6knoizs`?l*yFrg1RXa+*liKz+ctgKa~E<3eM z{>nA?@om_vj5mNrp-iE8^|@^?&0n*^--V|WC=4m!AR4bz<7Lm_yk3tXi<%H5u8i z)aXamTWg~m7M3B}U|ZF`j}_Um*z2vIK2re=&pH8S>v6S&;vR?Z(hM#Umn@F*+RBGd zbXDlmF5dU8DBBBHPkC3!@P1|VR7zvfMI#yjJfmzeKWrM`C}zzcxxRO5TTbu; zdY3#;KrHGxKjC8Zdbg3MBXvjIL`UvCJlq$;`nTjs2Iy!wXlk0KJcdjwLSHn|QfLPHX+Y29 z9qBerEJObl=gV8Nl)y#$j{$Y!ZT_I;Q`7@WgV2^ZsM<}=pBctu`^iwbLco1BSBUh2 z@UhX|9u7dwxMinMCH_tz@hxVM|Fk9?cbU^^_mRwl1|*p|nD7gOU|X$)D`v{%apKGt zY*8d?)qhEFZ)%l0QclE9X^LW{pUOnXn&hGOw zYTR@50scq=$RrxSDuR9w;n2+rjd--2N|`s9<{!3!w?dPv!1LOH5oVDH-}Va}9S>dN z3phAg0B`^VYJprvJCb z;ljyf+{)3a)^TVX%|;l1CMx7j-US2K;em;LKtCtU@?x-DM32b!VkOzKZ13||-rIpL z!1X?@D9cms$=*(E z$@chD;N03}Lsp54WfK@7#Qs7LxdXS)WsJ7q=LC% zMp%kEaiw@IGeNI>Nf!aNX~?zLjz1jt>XA!4u;l?Loaf8q#;+iF$n!OC+Plkl=O2{1 z>lt@#Mnz90=?Py%$&x*B!ZQYyh*U77sy2$>lX(Kl^qpg`Q940WD--#1c7i$e=bMW!STjNmLsV zJnS5RmVsVvxCqDLQXI{k*YPH4X#cQtZtHyHj{DZR@gVB+5YL6RBQN+ue1)qDWFakmJ8h3j8k+hTX%@PX0l*92*C5_~TaRm=%LvC!vK}E) z=$J9$rLfOdCSbn8kRbW{>}d0Qc&CFFu8|zUTCi2JJ&xVQK<7K`5YXrEUYJzPwys)y zVrdA$qu2`&e^+McGRRSlJKUy(c74gr+* z$Vv?auH0^I->h#xMz^3f%P9 zp1CY_22E`{f);e+1h@I(|B^$`P}RK#QOGCRv#rIwona>?2g;7dFZS6suPM(aC*fz5 zz_SR5{03IM6dYLsf!Yt^)_)Xp&DyluCUync+486Elr@mE#cW_|avQ*-_nb zdTA{pnwI7Fi$R?hq`2fJ5nUo@?=$2rIDYHyH2kW&YCg2p{IyYb8V4;3s|Pw8vsJ~V z)*{jUp!ZM}3ml7Dp3lFJacc`C8D&|ltLHtTS?%6;#AN1F%uJt^;TUb-;$o5L82(qc zp+d2>-$@)UX7i2RGE*((a@i)3wNW{_Dr|;fqf4oE1T24777P8PagsHY6TkLgkvdlk zbuOU@4ii+Hvf1^|(g&X~*vu^6AD#d2lE$9a3-by1(<4QaD|%LroV6ZFSpkb?^*NCq zGVAi|khNZi7?)@lf6f)j>MwhuVsb!^ZT|tgJ7>&C-f!~EX(M#Hc3A&D0X<>YZHiMf z#8{Zk9J1-Jrm18ugdMG)M)6h=dUwK{>LMTVS<638k02;TD|72xLol=iUMumiWyA6R zMK{Yo&oC{hT^0msfN!)Q*~e%eJ=O}c6!kzrDmv>jGOmQh^QhLouBT;Vr_dR1(>&Jr zJx#}K>5Co7%b&x?_~F?16gUXJA=j%f)Z(NL%8=Cne&F@Va%P%ip1PI&;jLcS(c(bQesvdY=2qZp zrOVF}pH52iw+k#XEegcBIGe9b#pGl?db)+HqJ{Lug#8E!n2gO})Yn5O_t)QrvIkD0 zZ!aVAtASKp8U-m~fu#fnn?C`mtS66}X{dnPSRXwP`JD&>Ytl-0c}mpqUG#aFS9c({ zq4hbuE*9pPH(=ClPI?_ol!UNxBkg&&txj?1T`}Rc;^`$eh+05-r6CvfKj>4kvM}jB zr^!o*gpGVT7CZ(Tk1iY^l)qsDbfi?NVf!~VXHVe56Vo^s3spD!SH63q!-*okG*?^} zckm{>{`Anzvfw=$nBk@9J5y~L1d#|;2JeGz_Whio2X)eIi#9X2@!OWd)g_<6)m}kW zbHZMWj+{QU70IWOuerlLIj9^C||%hT#fb~U^LrbQD|&Z`M3ks!-juZlZpJKm)d9oqW(8% zBlxn)lKdp%7}au&8s-OXDo0Z?2DSd`n--SKBcs*_*5Zg9L}tMX7a}rye>WfA`}TgY zKqbOY>V`=G6Ox>PcDbXm_JoKb{K>J`4(=4js`MaWC>l2Xik?3`b9;u@B0c9JiWS^Y zb<47H3VK@{1{}ku+xdo>_gZ}Y)fAJS!F5R(g$lYwr!Jwe2S|YJ$ZjY`Cx>+eJ3!$x z4i!FVykvY=;w?c^ilqFzAao9+Wdk`cyDOW^X$C%3u#l$BV3Cy8=S1y{CcJK}Y32n{ zaV$n|iFvPa;w&V?+!t+%p9AZ-oh@`sjn$H_MdfdY-$ExsUP$>blH~aBRsd z4);HSPmy+IoGZIIXda5o!impE1UxtC7oI=Ed z17FGOK%oaZS3z_~nD-|rs*bg4X~^Rv_?v8zv+829v6x;%Mt{EWR;T)QI{ynh*+MMVOv&+ki3Lgh^vg>9<8%K zp0W*LwE@+tXOYDp2~dVo^JOjMK3@Tgn&ZGTx3?5gtZfc;TVluG!<$Q@Xk=ztXQ8I! zdS=0vKwx@A0K=ObZ&O@C!+&gzs=6%Lejl6w-xhAy|DGrkS)gcb43(ya zB<2(5R9-uV|11y`;K>Gh%cC!VXSKJEvNHlORHbkK>i(Z(%dHx`3g{cUv#! zZSeTh{=_4h88LQ%M3yeuM*kf>ypizDtnx@0-hfw;lyHpIvJ-w(2TxNwXZ!G#JCq=Y zTgX_Zhu>F=WuJil3F=eCNKKNJ{PAavSMBCs*!$Y+yci(UPS#FI{91?YFoZH$0WsjMnd_#Q(w7P+uwhgFl`sE zZFCyTd3%=wO@mCVXtjTj&z(+#*@Mh=x>^}UWxQ0wPi$ojmDzSLc+BJu_>C|8pq2NELilH$0t^>hof$2KfNP z)M@5M@6FLOByMNCRd~$oGBNKlQ!wJZAcpb+=@Y&c>}2QV2V@DxXIGceJ(lNUco!9R z+xFvOw{}Fm9o*O~55<)4O&PYQ(wus)QrBW|1httM_?99M!8GEVk zP5F+GY@iDiNh4*ErwRgU=8bH3i_hb!IndAm2Ri{wbr=e$K1XCnQOz*)?S!MNhJaR7 z%gBJ`EEBjKEhfb3o?<$%VL$L)>k)}Eb7Lw{?E)deF#4x`8mKFukxM{WhZMU?JNJIJ4B^fC^aYk~2&YXEz zEicRvVD?>R)_t!GpA}y~VQA%ETPiV}BFy)G?m!)w`P2juEK! z)vM1Q6EUW5;Y{O`&VMa&C*34(jR^RjCpx;av*uqlb{8_^oGtv;eB6W_i8cW|(}l`F z{Q7Hk>W#z(;_2S0tAC{Wo1DowB{@|UK0=cKoJ)!Rtu7k^e+xAz7N8mZude2*g9)Xm zQ?&m`0E^Znt)e1$yJTaG^!Y1qRCEE}amL;GwpoK~SYs*wUNgIVbF$V;B5GoMx#P-j zvXDs5<)0lUq{L=q>z10>jzLg&DSnkLO44rImMD)hY|sCMWm6aGZN->8`LDBAiT8$2 z?nDW-rOrisxYxv+)y0WM_8gO&qCcjLrn%<3tkEv9dbtf~NllMG1YtDg0x^V;&IqYb zbz(JWIQI;j0pBU%4TJT(Ap<%%_$QhZh9$yLx&)fUgr#eiK=~@pRDna0fM64Y?gK@! z3ZXxiM=4S7brWyy7}jN}h0n%kH|^1LqmcndG7NrzmJ&h)oB21VEz>#wzn>LDEL&On z_(l;5(0lW$x2bD?YWlA+$EJ#ubs!wYu#TwCTNnjl@`xzd3!F_sh1h`6P{!ohOZLh! zyHi`Hnq^E>=SVl_LSt5RSR$yTT-b108bAL%bmQ=KPMBsguP5TWuiM0F>PEdyL}_pt zRaeUL*NF2l5a^OMi%+*TjLv-@^l^n?GTNlsmm*;)|!YXd5Y0<0)QCNvQnL{-AYkEm}7K^3s1s%tq*n<+Y*&U{S@z{43w! z>SMwpcSSNJhv&huR&HG?tv5rXS+z+esp0ojfnbP0D#kboBJ%3ARA8(!HrS zierb3@w7rb?&fT~+)p*#nj*~yCQXuM3ul?WV^xA>=oDsm%qTO;k#TG=SDf?g6vj+{ zMVO(E?0g!uL=F+>r;|8FAtGJhbSsGzHd0o;5%P~a8QP)mjVCF2M%xK*u$!F3G)pHC zd!JhC0bSa&wuIkHtXhpcWsR4D_}Uqt+)l|0cr_vgwqTDBCm>Hh3@5W!YjRWCSS512 zCSy^<;BR=#m6$kM#tDm78+f{2Hbj-xD3R_7X~Au?PX!f~7tP82I6w^_w|*;^2zd{? z7KcxUV&QrS5w;?Jijo5yDCM+f9+)6m5rYq%#tqR|?FTGx`cK1=g zRxeUBY%-G=1(7@j8Qa})0ar8!U>!kZNeL7QmA?bcl214oyU9J7^O=x?OfjR-;OSDm z*rvk_YxgYmH(GP@d9XQ{+2cRhPPiCL-sV~wfEMto(nPk0QPDz9ASi8_Qq^n4#y3+* zu1_=#ZbIqgECzCkaauqB9ih^SN932F-8&Zj(GyS% zJb>y_g5f^&5#ONGiuuWT!`H^!UZOwO6wfo`5orluOkP-|KF69Imiwhv7NbGTd@s** z+589;aK=}&K^%SnbNw3RmGCN{O$=wA5BS2qL&%?`CK?13{NgSIa6nEld-wfxGw!Dc zni>UNF+RWoJm5(?G1#20rh8-9n^!(Ktj9*K6p}4ihFgB+Av=EOKQ@C`g@Sefy4}Gh%)uN!HhARYu-#}W;b==EhCFuIcEw(J0ByMPJ@Y@1do|{3YjbRO= z)5)O!TX_oO&5&@bORMY%l$4e%S=J%c68y;qs`}8+UldMThkMTudzP|5! zepMvi_wVHL<%507e`oYyMFI^)kDMnTI1rB>VHsmBRf&!Ox!SE+@!!VSn5>2Tycr+;+4XM+Lj-7aFAMUL#IVdwx7RXX2|M>I>G>uM;#OR0RjmyoF)7 z;l5ZdBhE-Dvm%m&yO$0_2++%PKy_5i`Lb^Jj_M2Jgryvop3W+}N)T6isVKu;}O8W(b5x4akL*`4~K>=j-^Qbnf2J&S0@m%GhORc|n$nB^`Kp81l zJzNxDr|RRf^zS2OcRCGF4;;Z8Vt6F1EIV9%3h;vl>BUBz(vqQ=#eJ5zg0GB!0`t*x zhX&sFfx2k0%6V39HpEYm+9dagTY!c^LE_Z0jvy_LF_0-0TI2bI*4Fr3`UqUAFj~jn zLm`Hkoos6v5PMXVXgoIsj%5RQIW`lE<2I{c>L4-0X)%d0Le>Fbw3#}{$3WZ!9lhP` zCdJd^osoFEPK?_api)n%jnsUn4CBrv! zTzv6vc1S4S#?!HYCylU{?@{M(`#x74R)H-lSV$j0qhQlMli2ftz*~APrk?j$bFGP6 zD(lur{1|xtRG^7mufZQt2VMxR)$%!h_~?ethO8xvDdV_)96 z;0-Q?72GTTFWIOI+rM{tClT>jiM4lEaQX?iAX4g@kp>+5tx2xlR=$k3Uu|iNY4~?@ zh|fDT!Ye-{F*B7RCfhD>x%*+x9GfAuvH&SR8dM|f{zaFZyVJ6MpsQ$+*ytn4>|$t16oKL0O;)b*6ikXrPX4;y++RN{pv~yZ^O+#h_-q zHNEcDdn3-?QI4Yhqognv{0ku|$^K!qKtIL+EZ_k+XOSQ>4 zp^P0DwHx)Shv6r=A@(r@qsQOMaF+90zbf*u}xz1XpyvnFX2U{Z$_% zP1<;tbYkbm076;ki&F8y%T{xD05R6`Bd0f&0;dwt!2N z)m=cFC{?plnpaZ@a{!73v9PUW8MV<2#{Y%&YupgkihI#DU?cBTzD_*ShwueWF?5c2 z<@Ce-51*b1`<2gsFV@xEmSX@IlxpiHU$G1=&V{NY<<^+&!}lGKeTV@d1e|vsLY75b z+7JcB5iHAI%VFwOT)=CHll2eM5TO-tU4@rTn6C}|MMt95(wb+f?w2!mW)FZL zUe@8+>>Z0Hb|8CvbAwKI7*w@lZjI$vdWjq#vn=>XRn*dq6DER5v-J!EHQK3iBT8ag zE62qFON+7TRK}Cmqzhvcz_mWrHY|)i`zTTw@`1NA(N<@tRP9ZnLn{%alAjShwAJ8h zP(;&ci9S+(hsKp-Qh#v&38o7;%UdXP!;oZM16tw_5v=AhjjB@`yL(j21@ z1LeCIJ0hyzK6Z5R?+q`y{y4;Ba*3c5tb-|9=$O+9wLJ?)i*Bx=nwXy^cwS+dF(OazJ_Nu@~e6PZZ~XURi}1z8`nZ1wB8DyW@ru|RtXA#X$~^8w0%Ir-sVZtYJb zN$7MqzigPpdA72^Ay$1>%=%>a$dMZM{5uZ+Gpg-na8_y8VPwEGMA-v#*?FDN_8YcT zRo$<7_F&KgI%E#~B^z2dlr>5kIBnY%F67iyGcCw!+O(-nd-xlFY=o zy@oHj^||hlFR`>tw{KHWY0z2!ChR5Hd}_C^gJ2QUPtu)D5H=?<#wl*geAC3u*79AV z3AKo<#Smw{JaNYU4D3tSFPmr~c<;Gg(SPa}c{GTwEV}`Ab#L7RHG??4;I(R=6Jk`D zp|4r5Hp@~GvChq9;ir2_uhC$1gBenL>C`S*jzw-`OIZVXT`^7MP=vtLnKPdbL#`b@8}HcGa-gdfc`Ek?Tb_yuC=|d8;VFic(4lw7R zE$+Iz`?KHt%+^?ZQdIopHo&Y)DA4jGj9s6CFt)oxW4Ip(q^C%YjQFBF&#fD6+yg4`1&Cdt=?9gySrK|Npt?EQw%M54W&OiOe z`U*yZ4Hbnlif|bjXX+h5l9NpXe@$ugBwf7q$VS?c<3%ww+iPcl6yYYkQ{K_LJc(v%ReqM&JcF_D zs-W2O^?fVlm*I6x@=b~slxQ7=j_UO$oWPG400c8Sb=S|%qcjQ`Fc3o5gTV%0$Zy3x z4Q>X{dNdWrrY*E`p{XG1h~A|No1`NI2%-4yuDRBD1MFnH8xT>}TXyiqaN9DlF3WTE zqQi`P-={@y!KyB4SQPw*$-rfeIx>5E8 zpZZANo%xl^tdD(63hwM$EF+<0{dqDT(ORRL;YHIvb^TsN{KQh4zycSudg=g^X+#Lb zrq{h3k_lm{L_{aB>vwOB-VVlw+Ay{GHv~;QXPQ!~Rd}+U&@oBkGgy_Qki?G$tk7bh zb37N4FOn*s-}$`gt-FO2fp&AvR$-R(&jz9qQWUtEy*+(JJ=@BvVt5EWZ5V)8%n$V0 z1>d4WCnom(`p%a16xz^4D09VGoo(brUJ$QW^)S*!7$af-au9vexnk9tKODa!}pL?iveuPJ8f- zjM*ka+DqH*SeBAc9?2#y6MLfGCMI@MDOF@_@iVMZ)8Lamk{!Bd8yp{i-2wv{PyLT0 ze7Xw=9Kjxt-2l{yWnI+EDI*aYTF=t%dsCdr9$<^*2yc}cd-fWk5P?qEx|j9Irv#jq z_Su1gt+L=_>mP)CN(CT?Rp~l5f6I=zD(R8@dwmW#*Me=4MUoBn)@R+hI~e6D zMP+LcHeAOv-sNX*0}?_R^p_cMukhmbB5+BLkzr9pqiK!aK~ZV zT_b3G#6jhJ#ib9e?UX)Pv;L45{Ie*`$mCi17fn%5w(F_<+xLUQ5IG(?Fnjx>9VYV* zH^U5*lC~}$U#mbS-7{dtuQQ0dBHvp;A(V`QQcnPVk0uog%?r%Po!9hbr=Gr@*52J_ zwOrB(i9B&VGehhD;9jM&jp7!N3>CuGCoJR@M=kED-bA$^EILuJiG7Zdb<+w;bhub? z6OlC0l)&N5N+ClHBp0@KV)uc^ru>k-vwcV04LnXpns07sChx3FBs*U^xFY%Dk6l|-AnHJW23x5X z@<1lSYxPpZ{w)9L*<@(8n&3M%50Lo^KViV6~sq$7~^M{*R+I4sZvZ*vM{E zyeZ0cv9b57r7$!5%X8Y!ofgO|F8JIp<)$#Zx?YvIGz=_KJ3Qjl>|$M`kcf)X3uGsy z>CG2p2v%}e{anohrX1F-FFJ0?Y0Bylpa1yE3S#Q$aAOzT#O0S{j>X9yYZ-g_319^( zQvS36YZ1`=S7_`z_q<<2DdxU9=^OeSpX%t}CNWWLh;=-VnqMfy3Ir+CSYy3tA$XMD z2)42p8XMuo7+RiZZryCMFlrQB?5fBybq%aSGjzmh_~Y;7ITQbnh4wW0Rf*Ox!^)EN zT6vQD>#?d&p8YEgj{RuLUsD@Yyd+g4+X6iCNr-LP+p6sM)wqe!;YC+9G}np+QVI4O zMTqI#OM|$$e1t+xB-mJIUZ~b`cS0tK+`@XmHZqL46a(mBx6FM~bED*7n1aC3DgsJi# zK#mt1cVuwPRACDsV&*LsNMU!vcR%-_3ZB>+1RTE&Z-qt{fb_cjg0eEq>uDM|T{{IC zWNKN%75&XF4M2*aG)xW0XeY0}n@qsjI7?8*o_OjR#=_}+f%3Ge-x zux%H&J3@ANGJiBR&)3WBwqkiag0>QGyXRXMeGINZ(D=+8G+Tn6Ll{Yo6|_Hi2nPM= zx&>{#go-Enm7t~t=14b&?HP*Czy4440vd(j0WH?|bA1H|+)wgG)pXT?&Uxj$}i!bHqv?*-#UXE_O zwsT3HkWAhx)ApU)wNGGCXVi(VX??`9#9g0mjKI*&mWkXEfW~teFIC|Ij|Muj){zD| zhGdzNcjQ!TU^|s^%6e3_6oP&d{Jw@64az+AlKa8K%4SJ1kd046iqfDu$*3{@XC72l zUL0&b&B%~VJgdrbms=Q>0_U3JFom*{h7LG-E=(LBAqunq5RAb^_;wNA zpBbQv)%d7ZUR}IFLyTn=I*EbUl5-@8&0lCTlNrrdQdN0O-xSenV4G~j58P<>zp zJyLvfYlFse7dfW_L$Y*{9lcO}WV`YOG?f3m@DI`xbEHC!H!zz!Js%%H5)#HVO9S&z zCtu_U)6vvTV$gKU_}=;#*cBv};w&(u)1v^IfG+n0CV>IHAL+?n5U*xwd_zo@3Yu)& zx%pm)s6MU%D*~>XJX$rdk{J*sV1kL!$8>Rb;41SQMz*aa8j&_#6bjWOP05w zMq9wP4?Gn}OpeKSJze6bLm?{m$I6YMKd{oiTb3SXE|5iBt~U1L++N2zr1_cYkZg~6 zp>w_nr8pg(uvHzVl{hz7+DYU7lOlKU{m^RD@ICJw1(&xY6Gc6;PT+vKbg$+Qn#PS) z7mh|dH3z%f2%MnTwuE{>z@|rW{>Om@&eF3bkTZESEj9ro9V?W>3Id`=#ZogpJver@ z3G)bo?+RKo4sCL%3jKB<^lAF*^jaZocCZIg28uehAHR;=CzMLkl*3$u_GJ%xB16>X zR-E-3F=L6&LjYrbvGe6LIs08^rNX%2p?4mGGrl$6)j>km9GBo#;gWgbUc(PoB3D6~ zPlAE?_uny8Y1$z({gsT4EcpN}E zQmjc4`W%1xQF&5q5g$Kt5GAtLP+wL_ZfbCo2!SSs5+7Lm6wytrf0rcj&j}Vw-aLgK z3i-7el?qBnX&sY8()1HgIMyQ~sgYv$qDVF^H`hJrCTsP2sAVXSrk)bTrW7p!ubt;= zXDU=u(%#ur?tADHRP$hz?&R4|#T~TRGTnn9Ae+Gp<}A(UtY-48^Ly~BZ-ha0Zr$I%^y5B$1`Fd4x55ENe%aiRt>vF|8v318=%CE9b| z=)sEuKZ=!a_;bpL*Y6t6ql)^(RsV{*o>WUJbt#$G&I3pvvcTMUhVL)A7TR|RJXza{cVDsbGlSS*E@t;|tEIZ9nYVG1=9$Z2CY{F%T zqr49=xatEHh_E*%g;0cx{wpe@gx#(uf=>(>q5}5|%>g14Srm#dUG!X(5?4Gv3!WyKDdFEHsP3ghY)F&ON5F1`jUlgrdHof`SG1j0NEJnN8hX) zY6>{~G`%mR0ehTs)+P&Iw=_WsdjWllHNjuBP(!2jWRm38hFx7eJ#9RlbHMMkIZP9M zmwoHZ2HIphI;8pA7%W=K2WmJpCy@3&j8X;lB0F&EO{YVMBHNF1R|$;jFF=>@_DjSI z7VwHds4A{ueRKl-(jjzMWjaXF8trak34Jm#X~d9k5e$K8F!5U>UjbBXlXXs=MjC0F zBzt=mlQ1#5fUA3l-FYZrQ$h00;7Cg&h^TLJpR;g_ihkIP)( zxVMa@I5byB*CCov@|f$S3Db@ zmLr&m7_8B(&=fUo_^rnc?fA(-+0{1|BSCN=XqHi6TioiwM1Yd&R84; zj2ez{7E*Y@(JZ+jWC=0r-r=LmC?kyFs_FDI%wIgZ%|6Ltv7Mii0Eu|UZ+$9_aTq_I zvDf3?-6L|E0gB|Bj|c1(#|@c43c;@A z8nPwJEGXwmP>r|fc8iu-cz0upG1Ea)#5M7WET;E#{JYKFC3{yiU#Fr$X*j7ocK9HXH#I#t z^<-~{QMJb;#O}8Pr21zv>y*xDQdRyw4}4#x1*#+ig@#`78aPB{#cgJ_f2C#@iagW< zgcwI%R%w1kw9hd+SK~I#V42 zEd>-pNT;c4fuvhl<@1_^LO5E}<2`!_@`Q6W`qgDepmJ?E19#|gB0Ga-PJ~fV()>$P zEPP`iE``LCp@;KHxxxj}GvRoa%d%?ys1_?o)AkQD0d4Qv&ykyo(FDGLv5tsLMyC_7 zz<7EsHcna(!9S0`#MX&7HRNCWkc(5khCqGteOfnxWJ1c%20HLv$ zX65xVri_QeWgF?)x`thdGw0~tCn7JAElC3{ z6V3~`^wLVWoXE1=OnvU{Rh#tbKTQ_ontBywRbey?$(3$hy&yE?5;;?>BGt>QR{r6j z9v}z&*&l*$?|tA0E>+afssBpzkrjwCA9$_sj_T7V}fW^)b3+45G?MXZ4K z`7qHp8_s7OPOKxie#9*p8!fvcH89{W(ZS;fqV5{I9l7m1X5OPV1&we|P7qm^4bY^n zp$uR`8X6hsfafv)!)>#X0D7g8c^Nfj{0f1cko0cilk0{>FD8IGc^tmgBQ;F%0!o&~ zHGzo(2kKMo`6WfpxiPC|W=CD;n(#E{qk~$Zmv}ir)(m_TJ``r%Tmv}~1-3J-41jAQ z0c&ntg9tJ1dcXiFe9)UY88Zs_z*(MIpaChfDkAw(_{it|vh&-Xz* zaJ!@vw|BI^1J~0#numBTH{~wDZK^By+aokrVID0mY+#IKic3HRv?)!#vt&SmkcXn& zA`;jz;NpTDnamg3#}^hjW*+Jya=BN7&IO4^hMjd@&kSNdAAWmQk`pbWOWPi>KaGq! z1sl&cR!;sbH#M{30|$LqYOJpd3Wv%7P*dCkM2P7DfJ8P1+;16+*dRlSk>v+p}ec5@op~eu+c1@d|Q>VAQkj}tvLEX8wmG0Y&%iy z!FyPk8t7*xStNaX1O+rZjNfl02*`n|A1#*#Hxv`$KDRawVE)-DbAa#z1Q0M>hwx~d zJnLha{E7gg!=fW~ZL;ChOT>@L`_nuv9z^2>Zw*x#5j;H}_>-T;+`qlB~RwEM9<4m-AchCUaNx#hK>c^H!ngJ61L#wzJW_0 zB3Hi>%%4vN7`rzq${?qiOUV;U$D5Du;kW!x&_cUAyQ7mhKXAIPc7Su?r=mvxj;ojx zeqM-9vXGSag7xrttM4Y9i7W@1C95ILrP+UNnhcyBvx`-(R2xh+*K}r|a(x~vzyc~w z{Hi#Xvq|dFfE>mWyC9#JRcNeUq`28))H^d?5kC@mZ0I5IOxM_S6HspHEafB#QA5^_ z0o7#=Mewd_CPm9}IDCR)XGNa2Xwlh>$Xj_(8FT=lC-u776zelRQ(pZa2>YNv4-pNp zGe+n`We~z#6F48fr7s%5%6uaY6YW>ivOIoqAq=s>b?Mg?ri_@=3}n{ehhuCY@#%vWrsWot z$Vt4S8Vq?R#q=J(G$%e%kN89yn#MqGga9}oL#1=PGc?|aL5{}^NABlG z_M;rBYbw{WcAcby$Dnjo`r$(-0t_jDiBm2WSSy0d+d+=hPji!q00O`OWlDEE-sd=% z=~uBQz=!rbdRxI(*<*s;Yt9eBK;qsbS1h~sVY5#Vv|coT0g4RM#%)8yK)V*sz&S?v zJ^%R$qTjVELYJz)3=sI(7IlJhR#UvFpWmnAbu#bIQ^vc&H_TkMad8Af)3q+;^>>I- z!X1qOY{a}JEYaQ%pKVy8Ns>cvBAoSwTyAaFy!TH!*1G~%d zZ5xtrp7N<7_q=%+W}8b;ZT&%{|S{F7akSXFh=G4e$~-*W}5f8u+6l>hB^+X_@Ng_jbE!5kJi3$?*hy1 zm@pEt58=_Sy|-eS?mf5Tj>$+|D}@ME3K&qJNL;2jT68dFCD{Mx!l|Vl>j*8@=ST98 z5(RJa$POkOz`05hy`lJb7)8u-aUDq`aRalijRWtGKt15ov-Ob5H#+PVFVL)t_! zH{!w(-l|GgpW~Jon|dbi2Ji#hX+B2R5p?$&FOQ{y@R9VUORT}2C51ZO#GQb8Zk1cJ z4BTV8RFY^WKrHBPB4OT=QWG}=5=Q`Yy(U|&aoBmdP(@($2s`L_L~;f<{X$&Ml$l+R z;;-q1f(74s^m{G?6`^T<{bHY}M}B6kI{SebOB7!|E;~*~m0zlFK-Rcya04EA5$vkq zKNnBqL~2?U{u6wY=HajT0&GI3e(5>67P63Nz{6`2rT+~um8Dvly!q@tV4AmGYs=2$ zPJ0}OQ2}KR9AhP|N3*Iidx~{v_|RCJd$ca=4Jey zYx=SMx(RoU)MByEtvH2{w~0bBb%C(6VVM!e7zG1OPAbXOiLDH5-Vb|&7u5>9!WF1- z|AIlZlDJ~EZpJN3v(iXgbi;#fZu%@OGfblnyC08_DvV_`mi<+YiFJ58u+td}xOihY zntv)*p+%_{cMRGwnBSoBshJN8Ak;|<5+6Zh3sEb+c5hsBYQaAsS` z^UxR2?W#zWDiNPV7@QVU@q7KX?sm19`9`JZg>-4!F=%dfJS-m#Ou*RBPLFV@jRMXW z8dVKD=B|cMs6G_BAq?5Ar1R^BVNd#g+CZ{j$7WX`G@DR#JQ>L;QMM5@G=s*GOt!l7 z<}SKQrssBW`X6DX&#pi4_+k3-F!n4R=8{!U00SBJ&vJ&*_{}vwsD&`nB@JED^=(3N z=x+wKhD&H4K{3o+=P3JF(I#hXC3MKbWuopquhs%x0c~OEA9L8Y0IzXC{+kzs6q0VW zOG-5%6-fSt!-}4=ej>p96`^aMBB7+yC$~M$z&MOGl&QTgEKCEQ+j}yjiBJ- z>}+Dy^l$ne&tEKh1GRqh@Ey>V#Ahb7ad^)ZfrV(#0rqC@v-Z~u^Z05jrYDHn(F!g` zMXA_{mRqG)FmI>T=WbrZ_UY=AIY~SEM_|YiTwCxqz60vnc&Mk4TVFQvZddT?5+p_N-s(nYr9HH+JLE9CwWMS|%!xY3ZSe6@=+WKGFFRb7fPi~%%!b>IQly3 zyK$JbSj3kzq7Ju#xoY?mGsQVBz4P(6MZI*oBsqkaoRc>u6jY$@PD-WTSw7zxrJTof zd5J=L0BWHDC38hOnLM{z=={~%zOL^)jt3Pxs512(*5cGiPlwGaB~@V*|>zeigV)BPtEk6>;E6scek}X88pLLWo>{Fy(xv%)+i)6Ta&={ z5bMy88`o~)wXXA+BZ?9da1m6cuEr>vA-bO2SoF6_DP9r`IoeGnDYO)}@*)y88a<^j z9&+TS0iN<8`o7oF8Q$Td*5qucUx(qONK)n=!j%Ge>DV<0n2076N#3Lt3|EBGrsb$U zbna7K1IT*9ok?SI>UF8Xs!S{*G7{^C92k>cYbaU4gy4D5A@Ak^+!PKE!k@Yzu_#m= z_f`gt%V*$vb>YiRG&WEc2(Q=PpqNUZ^kb6n$5;5c*PbgH8))lbqky9lT~kL-VO5Mu z6x*l17!B;b%`ll9&xd-4-U6rf<@gE|T!vlFcE1f)D-A$>9F7aa&$-dkif(iQ>Zfm1 z%n$ok&R==y={`Ntcnk&{K{KVM9GPSI{ZNw+$!P9x^XjTI4kFV~#kfTgQ z>f7>qGvSYxxNB0Nbv|Gsg|YRHPouBZ-Z^U0HD>?NzMSt^fw9-q96saC-W1|A1ne0Gqo@hQ zT0;kbFaDb|oUvWQF9~)jk>FDnjoMYVg2^xu+@d(#Ee(+f zA6_%^wBRlY4{`g@)MwhvH1K!0TEOIrde6OCRl8;RVzRZ$u1QPyvmwQI9MW2NcmYs( z?L^Up@;DspS)+{k)G#e2hz70XPiDDjMf-k7Ga4aYR zfhEihOpBXw8p!`4_+TKDu5#< z+cvwjAo}=m*}J4dzwCyL(ycniW%LHtoehY{i+=t0!|t%&lYZb5J&vl zL-PuX`YdE_ExmZcF-J$EGWij$a;*AOcA0cpX{fsd(K)=7Ktc`hC)@r+dM9JOMj{Os@JEoz+mh%Zo{p0?+WXcB0By` z&)vwb0W}S(-)mQMo*`SY0e_o1${mig>CXV*e8CWJT=Q^rWIxf38$2^C?ocM=261x{Ee&(o?t1GI-1F9%YmJd;zUhC9Gt} zgAhqfNejLOh{msm?NuEF3rf3b!1Z_*faeuu`w^Oy5tVh)XY5BKm+PFy{vyIf+z~$Z z$Cb8{M@wfyy)J>>_l6ht`U*G0m&@DA?cA92Jtfdk?d115SSZlSY^h6#>N!&pDP5Lt zlcrv86BJgl&APU+-61Dui`q*WPyov(NM(Z;s(#w{x5{gF1vH z6;OG|N3hSe#3?6_dhv>G|N28U?WK*)~gMVyijD2X6-NY0|dEgOe6 znY)qdn15m?^vQWntNcgDs2P0ho45PW2WM>wZiSCkx~i=`5ReFQib_=SkmNR382M~k zdaP!gt|EhS;Rh@k65xYkypFN|iU!7-y}56WV>46)kOGXa`8cNtj{ku6O=B#yBD4pw zvrr+(O#B(Az_yfo=PRLmA1Na1HN?$UT)i2D!vb-9IV{4aA~B3JOHl813stf42)chW zYL*SGlO!>&LSmT|$-s%{BZS*HK+##zf;^0ox{*OQ~b?+)7Yt}5Zn^= zhA&A9rg@>az=?6K(gzL#6h005DA3Q5QLsdy0PQMXTHEUHp-S>VYk?zM#McJI%Wno% zwQgVqC>RwSis@NC@6KVAe_lMfCEq8cQRzEW=TU@as#C*$iu$?%GJN^ZFMF2RYQaUh$LRY?9SjuQ5PNTY zbv;Tuy+k*_m$Y40cQhqt|EUiOkNVXLE-wwXRSE4Is$BS!;BuLWN@gb{W#(FVo=p!2 z+))e3CkMAEW*$kG9vD;CRzkeaNQxEQNs7H2gcdS}B%BMY=)%Cd$3EoHgSQ(KTM4;f zE;L}vXGEHKEVM#|FbeY3Iup#qR=9~rxPC@iQ)YylQ01VRCu}D;H6J%XKVjs7ven{2!&N4$a9hK?L zV@&Ua^B=lpFZD}w+Q~4&p5Px_9o3CM=5E zSLE3#dX=5AF#$uFZqNQ_!Kb3K=Sv@kM5(W(d5xE>F&v{W9w9i=dT}TVU@&MC z4u;x2Cy9DL0lNY}6;vx$YaV?w8O8(RA;XmuM6QDz6210UFOOsdf7-Gv(Y#7TI?p~g z47P}x@-m_Ub+pR<4JpM}4e^xpi#qViVBzm=MpWb%St)OEVbo_{8Y1yRuyom3cI;Tg zl%fQ&0`V7<1b|z@6`V)%pqynK)*Gty6MDuSyq9M9Q_2YqCnMo?fh7N)BnWTJ^~YNQ zfBhf7H=^z2XTmNLY#xH`t$F>zKZ>WEhjC*i229U4fNdCz#}l!+euvWv+Op!a~j-|AhK zsq6JhGvakO49_4HlEdXNEmsySc4J2ewTt;hQ^J_ADT1vi^-aF4EsF}rFc$^%%jR@h z15^OxYT4_*eoJqAPD6H0t24QAcnq)6g@9}*yd*$yDQ!iw+2c@bR%-XDwS6h@nT{hr7u>k3I?9N- zjx9Ewq^<;p!G)FhRaPgci<^cpT>ws=Bd-Nn)z(KJ6_Eyb>P0$$8eUq$G;tm$x>GYl zgRc8OZx@YhTg^^rK0l7yhp+mFQ(R()aABVuvEdD!#J{3yORmn)$3gnNV-ehu>?`9S z2M96|5T>DP-ys{G!pY*~5qTzcH({a1zoG)El-DFWumoC%61DBC2HCj*&p zH>j5Qt4*VYj?qJYHB4%Lg-K(W=z9Ntm(vGUC|f#3#E{@22UrHUqP`=jNi1V$l$n3J zDZg@lh+S4$eh5!9kJqfALTRzLSk%V!))T4G<3*GP9wY#TW6m(AHw8&)L7r=L8s;t3NYaWPVqUyLl;*Iz2?%=s=3DvCi zZ`UWQn7dMBeBrxW5f51bX^Qz%3fqQ+K3_pyD=Y^j&V3B^63cu?5$uKHhQdkbKC~BZ zqk_xBCuJXoGLlrQVNKw-GKe@0edDU7;ju)?K%t1eYdH9(yf1b+YAkHTz(~farEUWq z$C*}|oOwKOmv3$4Gxpa4u`}i&Q|ET^`I&u&n%jvg9pkaTF0ia|CVJm0T9=+O{bcyW zvM`4FX8xhKsq`e^2nz*Mp~w&p^? ziQ*d zaF#}1A{w7aY+yj9P5yjr6>g~4S+v^qmBVB2g5}>x%*TqOMqegLN}X(u^~yPxu>a3r22QP5g5}s2`WB zIT|7{{$gmy#kRV*!DimuyeUN_h?87Zf4++P0zI9*57x|x%vnb?+KrD| zthqhVIP$y9>qfR@DzLCIiQj-@j(i1@K1C^EF}+I#GJlmFC}Bq_8r5Wb5D9^I+_`dq z0HL1~s;(9tVDtUJt-K2?q$V$WiW_oYi|Qf_q1KWqA zRFhP>YCp0GKjt^pw|&t2jGVcc*a}~%X4?G#Sinm92Rr4f73eO}^j=Mb zrR&apg~UGAO<%0^^Db_y%}$zE#ovCPY^|UtY+M@5eJOGfT0e5iCqoewTynvFJS{6; z3PuLhtEFe+t^LGsf`90ZBpO$E?h<5QIlleO6~wj-oE_SMfKnWf*h=pliNEadw=?{md3&CR-6_Zd14~npw|UMPJjC3iThcjl2ZF$d@Tq<9`NaMP#8-Qy+82U6Dx~A%NN)Sr{r+D2o7XE{@?B z>ht5j{|Cm>^2INFjKssS4BlyX<)@-Yah&6~5eBff@*;Gyry<9jIr5S%27%o){dj(A$wn2sp6{o@0n{CpyAW78H7i2La4rm&7R!>dF=Cy@Eijmo zr+PfT1P3OFN;hCt1VJrAzmtME%X!wxBQ0w&AL-Sj3epJQ(kACfVdVmiLJ(0rKgcLm zmsf{Bw~p^n{AsA2aFCOvcJfFN7>$mudf5K1=nP8zMMprY>52e|+67^?>Ps}TDdppE zF#Q`?37|hzwA?tCB^=^x4~%%i4HL^w#8k15RHaB*5N|7azyo0-B*=@t7 zy|^CdLkji{Fxo)m#o=(?Xn=0T^^gL`pU*QRp4*IqzLD)gWM__jTOSa2Dtxb)=Jp5_K~3hlkZhS) zbWscaN#D;@2Lp4BGsYa+ZAAH@$pqMFiinDoaXW{0V(^m$-%n1zR*-P8O73B^@)pL0 zk~=m5w^&n+5+^2@i2e^z(&n)y#f=4e;6UkukCKEnO$NQI)<9F&kufp)V11W_P2d6G z2K&7YPEL>BdgmF!H|G>Ug3YUqs~ST&C%(9&bBmdvrz(bf$=<*{Z$v-CtjSnm@*F>V zXS;-Am9}*Fp zU@?Oxj50H}K@wem49CsObR?CTAaW=!8aS*>>T*YED9DcXgvVd(M}jf+{%fT!Bm@K` zF+N;mr_RR=;-5ON+_dGwT zMEZSTT{AefKg$9M!p7Eau!RNt>hy!?$S%+B(819?;DaDGsxSukStgZ-vf)6iUc1Wf z1xMOLLWsi8kx>8a902b3bpp}KI$BIhK5(Vmpiim6z& zC}uhY?DLHoKZ&To_0Wsw|gPsxk;wU+6-$D++f{ZJTw87t_j zMj3(xIDeX9iqL5hg%K+^eey+G;%N+or~{1Q=~K2sR#^T4(D`z@m!T1|Rv%)C#UXoZ{Sj zU2>qdg4V3sXhjI49QE~}00t2N-ISnI|2etB|7dt-c`8`w*D5y?>}%m;K|#t1X;*M7 ze^6ayeC^bj)jV(admY};iDRZMH}0uUllp>Z9BQ{|zBy3=C*8u))U7wgy!J@%i(H#@ zGqA6*L4TxJ2lw+oeSx-laAc#fu>XSZt|!v8Z%&iIUY}iatzA*P&YyjA;_Iq{O>J8q zWlqtp70?K`nc-;%WDb!Yd>_9GPD)^iP|sH2qWZGjj>$#CS}Ze-6w-|8vI{8EBi%t+ zUat~oL9A&*uZd-N><6Y0jxf8UIy!uUirvN(G-f)TIv4JCv!EFeoJ1ra1<-X zEH>jE)6B1{n*;i|$AP&8LH+xEHMgLvWu_`XfqcL+rSm!2u9pI8$jQzuP3C}uv1b9! zrJlL=0Z+xMyWoK&Z$F>tmLn9b1HfcE9zK3-hJ-npN6|I$xM1l9H~hW%Hb#7w=qNR? ztj)`{_PmH9jPL~Dn%ojxN+a3(qCdcWUSsI8=pNAJED<=m>V|0ienB`3I) z$$%H$^p(JZY#M3Vh++$mi7mwLFf7L(1VVs^FU`;YW#X!!5%>Q%9QX~3!WF;jumlHR z#ETc55+8nR2kk23=ModGl7+;n&R%>0y9)ULC0=647*owm<@QH0-#8_vCmA<3w7GB3 zNuDP#^v}1L$p94iT&3An@8uAVZBjc|a}?@u1|r$TpBIk((jS(s!P%D?)!5z7*D?&^ zN)vJt1rS(Z4<10!kymMVjm)E$AJ#@E3ThRTS}bH8y&mNc&RuSj-Q&k24}fRQV%{cP zVh7gV75B@z+JT@Vyxb31PdVic!&hBIo$~zF&ts`db15q{5r2B;o|Mb27FP$wrISdu zXI@8tV%D>qY2rsQwY5gG=*Hz7nlM?Wy8M#72I#51Xy*R0(2uuC&L{nBpPu(}jf)LB zuvKTwtn{s7_xF3*o9aSJfx3zyE;2AZzu^d&ey4sE9ZBv+mxkiXBXz-JIK9)=kof>DFqh%o0QFlsuT4X4<>!W{Q2D zFkk9R<eEW)0YZ?RgUDzZvtcT7QL; zUqp$B2%^iOw256smt5YvCuFDAG&9cdX`-0PkOZ$Un9V6;R64f04Z*}NuU}C?2c`^h zuX^t)M^nkuv#24{hpxE`srkRHIa{Mg6k&kf&ITf)(YPwzA>xvec*vTvO%=l-qNYm@%ZglDK+XnBV=-tL6G%VyT5*1$v1$d`6BadLn4hBi8N-jyGs4?!0CoD&l_ixcV-hjC$!R4iLtiVwD z?07A1)93(ERTjOsZHc~ulv3fGJ{8-!t#`2Jfzwho2TGQJ4Ii? zqJiPXc*aDjX%=@k$oj)LraEjcJjcRz0DGa1#??b(7_hK_!)SrSV0i&3z4j&@^valP zL87@f2IQ3neQ!!2|B%>>&&PZfnp5_Cf4D0dXEPWf?GvuLfGX>W9VS(5iXQI1`H$|U z6TKFK78!l?bV{smzD@-&P&H+-X_70oV8GDL?7S^?pWJKOaf@OlvN02;}6N024 zK8gL~rcE4Jrm%T^Ud>ng%X-Sm@+g5C9~t8F70+UJm{{Q}$z-j%LiaJo6Ra-8$r%XWOlk}>V9w~uy`%J7MIG8tc`?CQ1>XqrHj#U<2DMdk;Kr>P=0vT9~Ai_5CE;NI8GPby(-L> z?mQ9qEUO?92A1c;az)#_=I8Ek&gEvM4vglV)ZkD6ov8L9u#=97At}3 zJ)%Y6B)P&|Y9dU!%Sqj!9UKyc@2dwi^PYfB80tajzk+%;rmnC!7zAyo3J=3}(tW4KXV8FJH@p@YsIRyO)Nr9bsbmQObwsmZoM1Ozdv zzKdO2Vr}EJn^G&e`p*eJ8QZ7n=0u&He_y5~7vmYIXm z5;5-)PEQQaD$}rDGvlbWVs~zujTs%ECn|CuM@>+!#m_i2sIp`zZ*;$Of1bW*@2Q85 ztXw8cDv+d2VjvEc$1jyvCq1|qDEEaNATaaG{>k{vyg&qZq%=Coan>vFa(ae?(40sE zp1|}8e`9F%c^%(b^mhuCB!6;w7NE!3n#Vt#I414(ikWfhdy4#2i2MGr(1p9Oa#X*j zumLvH2<0qX@_#!_1Sj^p(nPL@$vQfwg7^cH%Tt&8-f&ZQR@7EdWlS$yw42U$@O z^ty)PFFTWHQSRtbDRRLVfch!jK9NT#7PO)(gprjwKV-7O*3yG@P}UQy$XhyO9Vol` zj=!hzhDYTq{NuGMfZh0B`tpo(DZS}oVDGo}`!QsXPm>?X($inagn<OPcxw9DjVBBf!G9i);8;sxi$-Cu7F@7ae|Tqe%O({JLzY-cn)cJ<3#2g6@`XO zuy+mGo%JdJQ3Q#+HQxI%U&V61_gNs6&Z8tN{0e3DVyj@{{hBT}T@LUt-!@yKF6OMU z2FgA91R?c}1tRD^ljJ3t5q$W8LC0zG+GBe~J&vMmxfA9IkUp1>h;cwoYmop3IFL&k z%%L2aKdq4DsRTce9&+j5!L(w_T3mp`VjJv!nU$lFANUOXP=C<0tJB`U05N5=uKsd zw)<*WhfpHo(U;g$Re_6SHH68};;M;SaO*TDnL@>k^^}A|qt9cW+kt_E0etv|=TZ3xi z+5giOj2~d*djdqgIcmmdPZ5&q64#e9HZ|X+9Dr+|IW7T!yW0aUFQ)Pqs(Z-*RlSsU zZWQ^VwuQ3l>q^PHFJR9UpEpGtXX^^Khr-3#*6MWfN3Z>fPsF6SuwEpBW^s9nAI+-c zt^+TmU#k^{V)BXhR4CS^n+D6ad^|3`Q(p_eycHI$U94~QIV--BsYlQgIeXOjLe|iC zd*c9@0pe`Ra23`LU0iQ=1a@YqBoYD!m~+hMEmc5#2vofe&+K}_5{AljUhlwgYAuCm z+ivtAu<+Za~~?rZ&so(+$e0bU$uf{Uh^Z0U&^G(zII{j zQ@k5sd+Hydo7!p!fjBcWHs}kS*6NKQM^%K4q?R)*6|{lZM0`C;)Eqw^#ARK4J09eB3@V$R_3 z#(l|Zim%(F^d#vh(C`hPf^b{6$BQQjaKWpYO)yn!wAd@uUaw3?l0r|xkg~VaHPK&U zjT0h4=;%C7DXzvw6{2DL&9+1hdyDN9s^h~`yW~RT}X=t z!G&|rN^z|G2x48cxqLLtkYF2->AeSJy7BZbRfc0IwpTi*CNX_Sv~eL9cHxF<5Lqxi zCq=rRGD$>^Ia3^>?q!|Qh=`;L9~lvMH}x(oS@avKniwch8rD_sjHwyw*T4xcAltQ8 zwMKKEm)%*d55!bN))1;F@Dc_CC}414_*JvXIBDGFL6twS3WjECOX#7HolSP={rGxF zrFvjD4iLGR!18UaRA)7XNQQ-^S(Q3 zT~z4DX{H-w&tKDj8XLLG#XV@tyKE^cQTXoFWNq)#Z_qz7Qj-3?<$T~ocUyp9;5lyA zs@+s_|+U-@!mskZ>xvi zH;q_NZA#Dbk?(!bcrAPrRFUm=D4VM5<(@ty=>OjhD_OkSqfhw<9j%4pgsZ+q0LeWF zW}kYz9yH+qHMNGCkcy78SYX07K`1Q;pg0U_&ZC8t<9bptB_opU4;;`k=F^Hb24dWD zVI}>^63@AwW6inKtQ#B%A*%VSr_NMGET*zjf5ynTX+^4UrfHRx4a{MR)D3}j+q~1% zV=WFjPgIL%85z4*u#I&o!Exs*R_+ReP-@5e2*x&gr>ZVnT8Ltc0s-(;xR1oBjY%|d zegnqVox}GJAFS*=-HKxx*n`ulM8KuJN4OXBw5xt-$6HF9m~RkIulphNl0Ov!bjM)yWwluFyg@HfD6k{$eaAR_$@1$#;Ze3hyo0DjFXzL z2fkOi6)dtDkRD+RuU!nj>8H1OYhQfp*N}f7=F(Hy!(5$MkW3SdippVUZ|;(G!nx-R z^*8<0?7*t_`h<_Gn6{TI70H_rO`Zu=st#cZ#w#qbv0E!9w=WK2nJj;)U4abi?81ryUK1KA#v6uv;nO(@V7!Sm-KKL`~Yxps?_New3MnJXWU|Pwe>s=}Y6O%UP=4h_ zo(_E27{X4nm%f*9D$bj?skr;b;}%se@{RcCr|pyvRf##UC8U=O~eXMNIB+Um?N4 zw`X8j@L7|sR433E_D2{-O2*3PTN{~@RH;09pASFvpcI=(>hZ+!;Q!`H-da+}ObM!M z5#kmz%f4R;vEY3-l|O=K*7`LwmZ4m^fgD-xd3Dp$S{=xSZpi()BPu-qmQu-S2Bm{MJvz$LrsDjmhROpLJ{@kZ>HFUGgXgAtIm6M z#B(2CIX%#%EYSC(Hzm9!WXBkwO^x(}Vke>HEfaVqVYA^6_ZzYB=oU`i@&A~_3pb(8 zB@sF^9D+we6NOF@C2GRzle0-xEjnx_Z89RF4oul;raqGXT)rc0z={4XZ>1mB=-bh* zdL9O6aj{@y5LsWAF4^=VpiO**{7;~VT|rDiQwd};zf$Ot+$hTTnS_RT)jLl%YQ}Xm zYD8017qWYq&)1mQtl5g5f_ySyqM;1%y8*m6k^1u&ih?)xPJY)Ql!jky8{U#8U6aHJ ze_iyDf+GyI7FIv1{gpZTFCFY`>xX6^KV3vr2~Sp3a3!(KM+K|+%Ne{?vV&PX)|V{K zKHJOmz)eMya!m^@&0K$QxDD|dk!;_{1syA9p%%G%I|uwJf*kwE*BAydD&ST1!6@B4 z;tR$(F4LlRSb)$Y{AmZ#Y2Y6%MUk$dyht#N@qM%Z97xS=VOi^ZZ@w0#tUnlF7VoV; zg1yg5hT`_QjmOR8Dc!J9iCl?|D>G-6=YU^I_M>^($23-MU7jJ%6V`Agx2XV#>P>Op zXD9Orb-W-XX0D*XO4iQ^qH@tR)=yo;@hO){Y2jr3N7H0~^Lqe3x=H+}E z%rUCVOIEQPOJ<)EJEhiV5ri37T&&|`Vu`AmWT!3KdZEU&*<{G^IJ-Oe1-%9~pg9E5 zF0U0H1a`MZZ>b3iIo26cjnY!DReMudd+eUnFajuK0nQ$o7~O6IacF}JFhYLJ)pAEx zZvVGUEOD}%IKf@^)12Wmi;5PdY9Ha3vDCaoKO{J0+9L5)>3?qLbDVjF zQH?ntFmknM%d;cJk=}v~$Mrw_8ChW0Ytol2D#sI01pthqsq=N zgrH_Q)4Q|aioQrY=OO0+__wyBG!xL`Ak7~tkW{;u2)#zwDG9rh6zmcDbJ^SzlbH?3 zrTmZ|YU0+~?TcF4obAR%*o3;ov8bA#`QU9EvsWmiT_GGN68MY8xo_+Jkhy=ouQ|~! z+(OQ+OQ!eeds3l9bX}HOtH$j}qAu4&NZu71>XoeVlnsE=z<#fn-n-S-Frkn-j|6W> z@=LL8X;0+&s@#^YXbbli^mh2ESK);=9?*|Gbh?D2Hf+b>!=7Ld+AgPX`Ac95SH=r& zl^12b{cYouoA}rx<40+>tmDQho8KDhGy!@^d_YPRb@xjIf*IB5sxa`|_@`6K3%|A{ zZI_3%#!r4Qs8;yYrgikFK^8r2&>@nMn2| z-z)|)=U9t)-(`|nb@=&~CYI0Nbx&Gbsn1k;y@wgEge>iU)roMvVj;)ij$JLcm!Knx zbh(ROqt>zV?d+;+@L}`M30~@|Y_BE^VM(nwt{n5Y-X&SOUb3s|ZA(5apssd3isIGq zTrbc~gawbvgMnv+7nJn(!prroZSPQhU`wBF_4ZzvaC_1c` zgslHI!XM+wSG%BgEv;P)!a-MyUwuZG3Hvsm?qTht6(i^)$*(w3Hl%Wg43r^kwZ5Dx zEY?-fmDbVJuWjXrHAM&J1NBPIY2UWJwUJ~txfhib!UnP!7+}rtN^QbtC-5%68>L%@ z%mghqGn^G`xcSf>p9mwD%F$^~`h1AYo${%lc31w?%@}}71M^=W-6vT9P8+DbuX!Mh zNQYz#>9M+A%_)hj{tS4vbHJp+g{}##1DaV%9!;XT3B+M9s8y2yZ)J&J2DBAfgIx%p zop&Fl{r&c8+luK-B}4#1biE@F%N>1L%T9$9?v6K1Id=Y`WwQ_QXAlQrLeKz;BQ!t~ zj6atx)aZ#@M6`<-Q4)znA&1d?WDkBzIOY39FTH)XF-dnZh_HL$Acg?TlXtp%_D(e= z%pc?;%-pbsbz}P|E2MOxHrKnmcu;WGCJq*g4U@OzfbwFsI81sn0bRlOs9Cy$)MA;@ z0g>sAe9S2=AivCHMJiJ4tLI`5bfVt)y+o;pHyV{~mhM9XP=dih39|Kn+G=p~9{Vbr z&%0ETYs%8u_f+6t<>**|v_Z5amsR8NF1uC;7KL6Xhe^6eW}Y89O}WXb;Z z%T5P>h_E3)qJ3}s29+!z5SzaLA|#`(REHwwapwudRHrdTs8+c4QNlC@0$HmyKSXE@ z2AN>xQy7aoa9SXjGF)O6-i#K6SZf|lJP-@G$u5Rmr=cK;!e?LN9$%9x)OTCayML14 zKF^e6&vt+Hkoj($qFJKOwolL|rqj*LNyI9}+zW3>V3J)TiL0 zVEwjX-q`DII8UQF2E~^910!<*rL@brjw)5fyoy+-%i;+t6-B4}$$T!QT~$~VP`4c# zhVG#oq!~(58l*di2I&%zQWTgWr9nU%q`SL^mQ-Sp?(Rl`%YFX;r+fF~epvha&Ub3> zv-VkZp}K!HthOv@V?g21vwuiFnC^?t^NYQOFv<{nv%LWP98F%DcNzGBtiGjo*T{cb zC{nfbrK2d2MPwwcOR_c@HOW_;4?plCin5{YqJz z*KBs%?4L0vdWa7@426Pr^U*}LghdO4?!x_X#H^^dDMA|jI|X5BM(o0xDa^}%5JyM& zXcVkvbrrdnX3N{I^YQoa&HR z7blFp65Kb~)1b<*rm@|%dGEv&xlw6jayMwt)EzIp=SQmmWsLS*y7Uf8kHaS#Hq4qV zYySOU6n8k1L&*IKZnPWxMOpWX{IUKCIYoyEjb)`f!RJ-P7`e?ZG_=0X0Zw5(A}t@H zLU%~`IJ4G{6Kp4leO~p9VS?W+Ml5S$U2BHT{j;+?$x}7zjn{kn*^IKE@4uw9Zh{5k zMGBa^UDKD;UB(y4C+LpxH?H`I_nZH zn{JU*R96wb2*$qF23+JSHyJkGf87>0cT4tn0cbtg8&fsMuRi_b7Oolz0TkxKD z6nQ|6%Ni?pm(?b;4c6DthHfmj zG-y59kye-*RFuUWO;&l}?KzWoF;dPre`V$Yg4`o2Q29BRA6=3xJJ;3u;LccMA5!N{?m~p8uOrbc!3bvCHKT~b@{I~1vSt3 z_dO)b+Z&eUnLUi4V2z(ce+oHx=!F!PIiW>s_ad8sj7*(%k?6K5Iulmhb)rRqgNkgT z`SlPCFIQAPHvC+4IbbRYsxn@?NWS^j7Er-yhU%5v9qb@(VY|{s|BjB_2H7lDoIwmkuLF$89(%7h$%v3wh(*J@9&0%3teIqX|yQeccCZu z(@GNdEeCjl?lk9J3tF)26_6zI!?h5?;u7Sqz&f$0(hK2lh}fGDCM zk){DuyOw*&9qlJ+w05c4buU#g!jgmP7}_pvQp3!hSddg<7NIushyV2@O3O8dRXxPb1s>xeE3WshPp zq#UzrX~tA(jVI72>~gHtLHR<@aRrDet-Ji1nz3PO?M_FpXFv1-$1-A#p%%V|D&U3H zm!}vH007XuBIdod9HN9-d@|xB2f4QkBh8-DAWy9WQ`w2uHt=6fLwo`mE5kvUwwRT{ ze+*?q><@rqh`PuOLp`@S5bf&=MVNF(99Mvyi5OXq*4ibr9gjFaVcWCfj%$sA<)$@y zvRsY40L^4CbokhX(U_4-^%pd(z|B5HDAo1tZ?n}*CFkAX1Wev}AUt zs(vWvWpcKSeuh^hDR->@$&`I{Srm`5_+z0A?}EjL8QDx#6@3boazf#&J*vPQT1+}l zR*qNr6((iMDQ~U6dum;1jz5o|HPfy94i9{UE4xQ4KHAALa3(Ji>~9ldpzvYf2H#il zt-srW@vRhlCc^Vl`XcB9Wl5vJz)fP$Nd5H9jfKh4@1z(E*X=@+BQ7a23v3EM2Je_P zRZMg%GCs9=h-a({jOQj*&vDl2W?V+!N1pXl%ljjFo@$ipa}i9F zhgV%~)ybH=dOh6vcY{B;&`5v|WG?{hJcz;rDEBTQgFbddt#pAds4?#ZAnFZme zNplR1Vp0!qg-`E>!|Uagyx~Zx0?4@eaB)}Y-H5@FefdZk{&algY%F%K&0T55v{-?X zhIE*_Jxt51wkZc0N=fS+Jb{v&OcNW4wX8oWF7)G%sXCbYpaG2*nCW*U9-?+-ipiT) zC7vMDKli3KW-f}LLf&DPZ2ZVq+|dT7ljp2+SiRiE>HTeDcZ;kB=}Az(u(n>I7Y*^@ z5LvQa<=vLn%T4*+A+N$|va>D z=KV+S24oy&s>SL$0Dur+6j=JbcdrNa>YPXmMSvK+vD~cQ;)K2dUR7}ol*DuG&hlH# zi})OHp{L`ltd#TY_Q^|5H+Y#U+v!gp=}Rw$AaQ|_cFS4{Vq~pYuJ~EGq|7jHXOi14 z6p1ZYQ&u+^*B?SE9<*T@Cgt@d^`)nl5>!l-(7_6hcI|II$hgh+cACd>Um$;7Q}?a- zsD3&oz}{+wv?{(VG`|HYO;B~MKtpgD@U|t8)4#YPy{e8AQyts0kyW87 z+XG&prd-jId_WsF*G}Hq1?0jML(5bMgB#dy6-N;Vdvu5Q2;@7<{t-1Gb5JK*-OjJ6+M<6vRX!f_X@Q&%Wsn$ zCYYD7E|G|lS7MQewG& zZ;^oPW%8p}&twi_u|GRD1pNjAyM+-V#tIi!X1n#aTN#;0>|>O`IX#2|L51P3?ytheU*4f1nc zR^`n?Vz(P15?alfY$vV#8jmAuO9nCP>2pqAippWSAAHatED#hno;M)4)`Wsu6 zT7R7|DIa`_>L|z4hl#l-$tzMU(jlOt=1t1g_tIQvhW$Ov97ju)lR8G3h&QRow+@@! z7O#`ieLSi}2yMB-YABAovdTGDtM!NK^)lGLS>$!qJX->wfnRng59kg!w>%VX;eYQ! z1;C^yUsFF@5Mq9btE%X-8aPitE^)^ne1g=CD*Pf5cOXbRN$WOgKnU)rfl6rK6ohk} z%<(Xwk>Ln^3Z|xkxa)j5V-cY%`y)Q%h;A?b2TXK@^3=@M9U};BT?!BlAtX*Q;Cyx~ z&|6T}UrN27iRwT*76ph(nkCuf7poBvZPJBo>58v6eGq8aZ{<4gVWwoi|3@2Rj7Q9x zixLB7XVIzweMoP}e3g}E6GN5#Z-0&WB=|(@A65fx6x#Pj&YDm~iZ>WMK!(Fh8bvk3 z1I3*m+enod9>^g%9nj4R*~HK7ldh$(p__mz**06XDMBPt%;Qcx*@YqA+aK>FWfnZ# z+8a3q*EGfJ{lLYgQghda?oLJzRd1(`_qO^6ZRg*Ab~{FrH_G_-M}3kp&Kr{dp_o6$ z8v9rubr(C&-Q>84#Cm~EYBiG8*s?I`sBa`4Qy{!HpJNNG_u3g1rOUoV&FfQSHY%GB_~0yT=I4Hi?Ud_7V{TswpY)2=+&XO6fZ zWEdsVv2AhE4XCui8m@~NZBNF{SE#BpF2pf%@bfLqi-yIXLf2yb4`eSEzS@DAFP>#N ztjyJ<>Erg`eNoT}{7KX~rUIf0C9ouA5C9-3jE2G>xrC9oc{IS{EWRq97_6UkZi6is z%c@0kS)pV$8!HNR#x4$$J+$3l3A$%FNVt#;onW=G&*^ZGF{==f*t;Xjj43q%)359R zDJ41)nB{RI^(7Mh2F!dx<9h>pfFkYE`;)VWf)S9lDm++XsT%8u5jVE6^Zc86g+HbE z!#;i&)h~uzoyc66-0Aw?4iXb8J8Z7n86s%26wbl{U$`@XL1jt0;JvcHB_bQ)7noM> zM^T(jr=8L)v6%PSxdp$zOVYQVbfDBM>21+>ba14z88T#ms^w9JRDD8!>jI}?Z<(;`?2%)~>A0H_SVJCPR@BJnSSM-wD$f~SzO^U!9f$y z&S=6I)*5wGGp{g$oN%-Qb-%RNL`lGr!x+;+?*FPr{5~5 zwY8J3ND2sFSb7($D^hX4UJ$ILFLgy=GxxliHsKR+vZpbttv#=#Zs>~1PBN7u=szL# zqC-FVl(}2*r-DNSGmz!$yN3hoA3ho3B=yo$7k<;oXx@(tNuYlQEf+ZA4TcawKN9CJ zUHVx-pK;%E&Fhq(0G29)&K`8Jz>`}}hv*BYUug+N(bpFpTPKXuh)M!)iWynIiJ z%u_HwytR*OFAB7!&JQ~d6@3?$y44L442)VEM2V;~=I^~Dbnm79u|-$m=zGGJ0?%Cw zC*mg<)@CBFq?TIL;Ju~Vkag=q$%8Ffr;dmTO8?^?ZEkRaq}h?1;}KQI zP&kDOp4o#t8k952?j6y`C^U{^$8U-mnXNR%^#)A|KmE=`?X)R;i${dqaa9evd^#X` z$PhKghQX(E9FgGJZf1?qqhSz_<{9xC=Ti}m6bPem2%tyHhX0qHFILmq8(}0KHmhS! z4||`CKlN%AHVCpybaCvv;sDsMp?fjkmJkRLGvc|VoONnKhR#rWIn|IaeVx+KV07(# z^pJmNUyOrC`3~1Jr(SevJ*&>%ZG)}y-rneyg%3iUVtsg0U9n)l_aA~Z)KVxVbdvd( zF2L%x7!tO7_yq-o@QAEJMnnHE8^L(tc+!>FC!H=-F(r*=r=Rlh1G1j?8@2y{Sgcv* ze|E%DxgdS7eIe=Op+O~WE#wwUKt?=sZlv#ygjYzuf#RaGJ@QXx-5ugy5{Reof$^=f zt#yp7mMFYiLj!)}+{|FjkLV>3BDpWI1A+>YskQa-8EBLGGv6RruEBNxuIE%i7TYAo z1WUU|3<%)V2AW+=rrLzZ@auuMr|z{;$Yl4~rR>8|*lI$Od6w6!OMHLNHY$^JoBbds z&$5@pCF@MHEc5Rd`G!6|a)h=2^7I!tM*$r4!O+M#8T9TX z<-N3Mf|o1Z=(GRFVebrkGn<|ijXc$=c(Q`olK3|jp#Wv<{SRap)1|0&MXji<&9LZRY{^ zc(bS$@MF#k3qH~7{_9l z*O5Z_xzo+j^|d9ZV=q+>cuh~x1)ZpuAgD4fUWVSP zm9=Z}A)z{_sM5_Gxu2YBWumFhb^vzHE~HU(CCh4%Y90@MSO%dF2-BZfgIECD&Mx&k zB3&LB0Ra3L1@e|=)Uy0Txez>V^I#KdEnLtVMkE-g-wSgKkX~qit;OqhTz|)pwtx0$Fga!%(z{Js%+{u$oIS0DZdU0ZVUB=<%@A1B0*P+zWD+e2vAyy zQ*#%Am8csiBA;(_<+87^dC=H<5@EEV1?7}CAxB7!4`_9MF^Faq9_yjCk66GY4JypN zr`q}me!e$uCE;QHk+pruK9VFrfgN%^ zZN4qPFaUsB5Y6dRggSt75`l%QtcWQaggHkx7ISJ$_Jj&x1B52faZgmx(QwGJO(_nk z8KM@S`*5fea4}oTi))0ZIU+Ouu4_Ea?QWxUPm=ob+UJ?Qm|lzbMp|<4Led+<0bB4#6(iplHa`;?xy1j0134d zhU{7fA@9#JhpQ@*^mPCL3^y{%nUqi=Sz-5G3OTg5|SslIR zvG_7&{_ln?UOA-+UcfpTH{W`9JjB3jsQ&%ae}}`wJF0|ge3keWO>y^x*My=qNuo-g z!9#B^oXUqdDsRmdO%Vf%~*XU%I?&EM?=ZESOHOe!xg?Pc^bxt z#fz4c=1Hsl@f31(@9gklt`0o*!v+ZumIgVJG>FGIg$|gxt=dfo2mN<67XOXHucv%% zem7z*WuCr&JCa@+RG*J;4XKGk>+Sg=dy+aEc|$>fN1g`w1OhMesW&{gHr&3yrZbJh zT=moamsF(~+kdr*y=lqP|22XrvCF3mv%zCPplEkALC;cZtVB)vTt(UQXH^`PZCx@1 zGVdrR0tQkaFaiM5eAfJvr+yFVNd%G?6wp@brSL~Vfo;FigG%H61>h1aB93&{|97eX zr}3S|1&vE5M}f(%lBw{aARLXb1nD^Vqf3CTQmU zpw6bc3Hcd6gz5K!iFD1R5s9|*BdOCYF{ybmp}{_fUp4>??m;|0>cl`To4@Rn`_Wz5 z+`6ndIeeO#x-ZSU)Ro&Q3LjU;Pfw>45`6RjaZiqUUA2rCmd{VG*0=#*-zkqJwlTGkLb0)L6oxzPC=S@)W=fGR*fM#`m^)sNE}+YTL*T-~KO~=Q8+Z^{p#E%hV6M zf8z4E>7P7b^uK0(=KpQ=82+=-cgz|JXc9p6~Ds#9)t;A3pE9|LXP@{Sp6z+8h5LGoQTw zso$HN#foHwmwDOicsi939j? zLBt}c=rtN0u6ImX0$L2_7lfl_>)x8l5P>W2oNev?FWuGuQ+HpBgtHDjFvVUd0VQKU z6bvN|y60-o5n}Xc(h{o~M0L^j+>wS|24PaIDSb$Sfj*})K~W}FSl;K6c%j7+A}I>i z4Z~$~qqC9f*=xdLD61N%>6mE^jX3~t*4bYd0K3i$R#`fY@7b@XObD8-NCk4Yihv{(j$)BSvecVO**Lbo6RL-9Y&vFhi_6kb|A z!MuRyGD@h9MUawPFnO8QIK4nahI=q)(5@Q~Q!{6%<;i#Hl3v>8gI{itE6@k2gF-CVHk^6aB+i{W z6b*wISpZ~GfldpiU#%8yzn(0>iALXuer})WB`ifTjyBqi$;P1SZC466l_4=f+FMw2 zE^l7*1d>{q89*Eol!r@cpthoL!^v^fRfbFY?!L}#jJphJCKEa|3&vGv*2?@Fr&@;? zenWVTs0PQXMH%o6r5?7N?f*cC+1-zNgcEZ^`FvM1^=HJ>Ht3%^ z2wDbLCs=i-7lWqoK5pTiv%>sJ*_TM`Zoxd20}HyD-nz^vm*`&BmLh(m`WmCXSPFB> zk7rEnB_l% z7sxh=u%#+1x^~T|eY_4Pcz2B9wzkFuQ-4}HnQNKCG7+cdLn>f~f=V4uT`IOx@vId1 zT>-n$n(*{B0xF@f6^g!Yuxrbem;3~87U!?yeG>O!XztOH*8@L&!6sjY zR;+>Hhs1N!_LD}xKAkPdKA4*`+%A{-o<1x;k;R2swG%?yF!%@f-L&&^!oq zdB?bj0s;@5J%BMVl^kQ5`WMy0;3#a0<=682P|94M*|@i`ojb{{R|e`-?aQ?ylb6I2 zVClaR7;P!5a@V);sI81A4)niIcec>doEbv!j(bvv*a)V0U~4f zKX4q84b#Q>E!5{uf2l$AHW%@iDH=QWUKITK$KFm7EH1mi&I?73t^&OllTqDMd*T6x+K<_z9( zn`qUXp3xf>oi)Te)>ye7N6rIBk3DFl+H-(|?ONBVejhHiaU)yrzwsRPoD}^^GDY1W zxry}8-S45K`{llKqKog6_V8HJLHC=2<|klQz-~X5e_6S(IObeJ-a0HZk*LrgN)uo# z+0T}&Z@P4R^CLSk00F4YA@;VFq6!UwW;o}=Rw-pelY)lRqN`cL9WcJ1%jkbxS~`2% z%mYnVz(P$ff2lToU_D*|dB@@a|r^(eL9;{ps-FXKPiw z>uSB&8{smPKT<_Jr)H_e03(NVM!QIz84622smKny@(4GRVsF4aFqX4u2fDuCZ@1vb zD7F1{DV^c@-%?UZsW1A)u?MrFFg~m)hy#DD5%iq4`YDSsN3Q@yk z_ln25tHQGl8sxr9YhKd}`rIXe`S1qV^Ov3DiS;)lI!{vA6m7{8@v5b_8CcA~k9T4%4YWG;#lJw|cJ=e}3;uk`rMDrQv0tM?I-m<*#XOz z6{vKg#Bg-JGe>vUFfOKV6x3gi4ejD^r2YN1U+KFaJcn|VZ#M$Ww0utl?(sS2`z^80 z`t-KTq}7GO%wwhGAPj_QgtYGhT*;_Z*Ds~+Gwojfk>~*afzyr~DjK+|sc4fs zjD%1hPR?DmKxZ`P#3uUkKgSk0qu=6tNGDi0P5XK*S;uIPFNlBlUpr}k&oV=}^_PE? z&#gfOVmPY}vA|B&uSX^?GJDmlpj*k$%SG!2kA3i1{Co>a`TSfHVCy>B4Kc26D>-m7!!4^F<#Q%m_T7Fo6hGE zt^}i{40fLo55a)p&JPdy^DfjwOO4Sz^DVmke_g|?EXw?`qBgQ?2t}&l{hH6`4ch;X zbB9k#)a8R;&I?cv;qWs2i5oPD)tgz7YiXPU&)HD9kzN9wYLTZ-y29 zmHyoXq^%N+Z{NCpZv!~Jck55*e;g;8$GdMq4EJ;}BU#Ln1uVnNJ>;PNaK&b_1!)xB za--*V!+)UNhpNd#Fl~{4yQEcLb~i6JA(3CyR?reTWT0z7bx5S$!A{x5n-ASVr?ERD zvDsq+XN*JGy*W7~=n-p)C(~x5nad^UxB#C1&aNzPkc*ZC6!@bptCF^0qtx4+omKkn zgYZJ?;S3m4U9$H%r}*X8(?NN+B4@mXWd)~vbK0lsZfvnJ>M>_6#k|Oea1b_=8jLHep#b zP92{{7fO5G+d?Us^RC*+e4w753hApq`9Ha3mm4)uqff|w9MW}57GumdmtPii4GLyg zV@><)%~!&n&@`BbL|0x)zrdYpbzY&4kR$n|#Q!3FezXDna=tTR$ZC0JjEpo&^2-3k ze}K}q2`F=jDEZMUIjOv5^2eE0S7f%QuoX zesV3-`nnpN*R+=N#(v^dP9=y{oGPD`;TlXux8WszWLM%kgWuYk=qub6);s!l-;e}E9yrsyndkBeypr;~ z3LbLc5AzBmRe@x;gGRl{=9{t7vf~yH132%F~a(*)4m{09wBmlGaRx0sj1;6V2vN8;*~0Xd#&Yk$G-yUTi0(mS$h~Q;i29a0d0UuyWY{BrejFavzz==JgYNl>xc;F{Oq`yHdYD*o2lAI28>jua!U$a(dc3NgZ2p`w}@I z(c+v#%G?kp3W!j_Pn4Xu0orS=K$`fQkfY!L6cojy(;1>SFkh{;(7WduXn-_;TXcX< z6_&LgAYM?rz8j7}bo!$ZgQO}7HI15Lzhd9d43TKDRdsqUm;AP#aPG>>ay^FHr}tFp6*>tYgC9PbCnlJfc}+T)g5iG=%$i`|>h z+7p2y)~kbRsg*;^cLy48z|0{B#RL`j~>9V%)OInLmzUZqEQ0|HhTTJ4l2@l z((aLU-L-JWY@EC;?Ti|@^)^Sm(xP9BwkM2oiKC7c4sx#fJFz@>4m|m1QVOHR^M$cg zFoK&?@5URM{;Dk~q@ED|b)WO|>LqxRgE>Xb8@1+o2k=&4FN5`AQKAACNw@#J57VE% z5{{8EG0dT;EOSRooe2GL40XUd#-C^Q8jDUo){$sSq*?CJH=3@}0#yN75#e1;O++Ns zji$8b5Vt_NMLEA2XS)>6_Hcc&-sn-dkD%S6>LZ2T6GnA;BP_j4m$^j!L_6<3sIAi$qBTahn$rs4(|D+S(-lbojE3n%}{qb@`2_zF*!#Oas$ zx&+$043WG7raBHPI@4(D?u>#!4+FC&fDuf5>wglg0lU~dA~aW`@RE~%$DO85!qY>e zC6sqXV*8?-tuxZ95hV#Er0e5tw-=u#=`4NngC(n47EO~@&xx!sPb0wB&z#CFL_MndsM901O5mDY3#AzweNKVqsqU#s^z9)% zuO9n5{qPh+ompzW;>rjcsER<&$v*ak#`z6=2gq`rp3wv~ByucmhxSd%hiH<0ZZCK)pS5tcS3LGJXxO}9+oU%hgehHoqpG3e(#3LV|_Y z#M!$>&x$Vh?pv=Wovd-ktq%rYKdsE>5cnD&`eMFl)|wk5H}9cNVBI8b>>oZB zh!?e7y}>Co)HsUyUI+l3kt~3>vKQXL^uqV4tYT1_r^nQ+ZK%x0;=&p!eXAk5CoU2X z$MtGOu#G?9rWg1fz%ZxPiDpp>@-&+)QAR#b{P;BLO7uvbr$qL1N*2YER-lZZi7wN} zpf?ui?NhRCwrta=@)vod(T6bGf;RrYK=0o-N?xX})tke8iUa*~E54%!KiX94?0}#n z!54#b0k*W_(ixioK);qkvXvet-4lRU1MR?0HhB8fS5>vB{rj*g$l?3A*AOIt{A71{ z64jI->tArm*2|m01fImUeYtPfsz@rTlq?x`>9+CGJD@_~yZaf)>5B3E!miVHhBBv< z4*5V~(lmu1V85$SPcLC0I>w=C_Jd`od(Og_a&c2I+}O@@EgnVN=zt!}&TKynWP1)F zelJD2#*EHdZ9%6>y~UIn;6w-)t(oAQ^DU%R*Uo{zID(|!;!y1F1bNd^CfteD;QP7V zMWgUZi6pB90fNw!&xiG#=*i#xiAOB+hWdjNQUok2x4QOBwXb@&6~qT)&TOajr~0A$ zUK2Ud%*L2=_y0&M0c379_dE9~@^FAvW^EPBaQ|`O^R_b=%qI+Lu0M@T9e!7~NQBs2 zI*NYxRjuLo+P0hbF@OTek_cV#jgsr;dypYaV=C;=>|J;9d=`M0(j!`pm?yM8O6;3# zr)HH<_^+X-tg&v-uXhu{bM#hguyw2Ec||czr+J(Gw-r5^rminqd`c(Wf|w{wDbPi$ zGdb5nY?bMFZ_NMKCiYq65lkAxCoT1zN&S?Y$%oG!;Kf;NIQM?YOk8+RwnRla=2+KQ zpZV2lY}EEGq(Bz>52-w8BUtZVb)RjLY~Rnly`e>^{M2yMa=g#9ss62UYq7tq#Yc0+ z%DF)u)$#CCLpHRWJhEu}&>p)U8cGE4+d;x~Ne;dt)|V^C(V}MCn5xM|iHC z0pN&;pDHff@o7u={-Mz?|1Em@HyhSu0d~dXw935}^$uI?4@-hZApP$Exl-x|$QJvv z$upoZnEAIK-=PyJ`{=ZV;ill|HVcTIXW|md6$=|YlG3Q{J4#Y(yFEa^WHESVA(gHW zu+Kt=CSedR;))1V3b4?t$F388g8ZVTu=w~o+{VU5xQ^*UK&7>ZB)*^k?-)I-$|8VH zmB6SC#%m5D$_PIBLckxwhx#n=cd$@{i|n-yNpxqyw?o)+mdzJKdx-#w%L#xVzPL+?BMkoLn1NX6AI{4X_@2it%_gxOBQAD zR`uGAfhDskoypRq(wWA<__aL1grlFoJYltY-A_BZM8y$gYf1arUZM@WQP)lBbYxKk zOJ19gO(9&uW64zxP*;^1#%ngLas$jqhbZg`zn&TF%3aBOM8lznYK}%elwWbRjKWRA zvS9VNcqhDYJ+2B(bV~1OE?>K1?X^+F4(B2G?M|PMIWLcK&98};@nII*I1OPCqL1s6 zm9DVAy|_|&C-PnpGGsd(cKEy(qcyHKdsmbqs{KWVyAzSKUy*#vs58(bziJaMq`=DdcM^PV7Cl34JNw~XJX&J_50LUzhehN% zqQuy^1R}m*V063eBc-=NZ5kTgZODkBXg^WXGkv7VscVRFzyQO;ALSs z;X6}bRMQt)cl#W}Y5H!VrJ-bWaoUx9edj2yAWOn%Z`u4_li$dCCWPbsrz1E=}rDa6^bDaD#aM6@mz^N2KxJHZWaR z?+-!`vIPD96h5b2-0MVk?Eu21!M&ImcMIUOzbEh3t!}q999l3GE3j>4y;b4Kn=Dv1gucZG*WL_e zZMLfumfWt!4~?S06Axrc6yA4s!mT&+55MbNp|I3`S>_l`DsCic01a=|l2<1um<8GOt| zkH0Wc^eOMr+nw^q{-zo_;mJE&iMKrNbN_?TK8NHxi9gKkYIf@N;&=|s{r(0K-8$mU zI;afzp37PKz9c)(fq!)T2`}`GsK59WXor8U>EhF+JzXX5|FnDEKlqQ^5gQu!A#=aO zMXc0*8>ljvpCg=<6jPpVGcNS?^tG~d1D*3EUqjh>VX8~U;fC%;BDxc#YpS>D1Nqz{?;#|JzK-= z>PUL^OK|A@&3~8*81E^*Aza#xsT;d^ISD;I)=;M03UBPqH?3Za^ZcsA9q*~J88_>OY@ z#_ao+t;N8k6v|VwPG#&zwZcG_#ZN9FE!zxxac!iaqe&Lv@lD_=o!j?AR(8iLVL<#L zM{@w+1stqj=FnpvskvOyNuT8zrIzB;c2k}OaY=T$5VpB{W1+i^>IDtp0E>fN(m=0) z?^0>H&P=L4M#X}?#;m*vC++*8@j*2j(<9_WpcR)p2?A@%gNtrh@59dsC(LayysuEf z@p7xq{ri8k9SWpL`Vyx^B8BdsIU5^;VyL2Cnr`}cqB6v+iE^knvBsVj*BfAT#+>Ik zwl7?&4hwvJS?zak!MsR+;8f)G^e(Y8Z3hf~9?NyE<2yYvZQWQSilO0z)mfJK=yDsK z2ILaa#6bPRUBI3=kVgA$@_&Ot*l*CHvw^LyYZ`@#;#PddK$Aj@X4(X{t z$YDsv5%v@ga4YZ!4w=KPCZ}XgcxjM}1jf(B1o-L^WQ6K{?o(=sxfPlR-M|U#Z?e)O z={&{pdlr9#YH3j9EZkNq-auSb(41n@`bRphXPChO4Kvt(RXcG~b{ej$l@*9)PLyjs19a8%=XFkdu+?Z-!3Dw+y)5;+qlp-l zi>?2mdRjJeL1`YEdJG+kJo)A6%w6e`lbl}JgjZORf3NZX6mI)b7IQ!Lo0NZy7eeqF zOYUwxH6&W}d=e8^A3t|sgj_pr$qr(-b_K=s?=rb7Fxu0yN9!Jm!Fi>!9Frj}E0xFe z-cSuUGTHEx-$9ixuUGgFnzwpbC3cNlk?_0fUWoHeFeT>uJYIAV_xtze(N+&nW@%DLf!ci;`Z zsGus!UvVoIOVE&6W8fFbDs^q&jCx5}r0n2+U~5`;enxZwRl|SRlbQrY3+27&8!8bl zCX@SOK2oS9=Q3@+?^Xb>~UXGjUDi=W!E#H`n zA%F*Qx-eM!c#?42(xQZs_C8aJ*paJ(1u0CL++N;pB=b(hoNR><^4GsHI1rxG=XFL3)SU;}-ac zsuaC&3q)}Goz3RHSGjxtDjNA~q9$2=151JF4Rf}yoR+X%Vo12P~>>W0A7*a+^&Vb zBTwFF>ZsZ)LFzkz8R%`J98EpMg|o?4z2~3^=36uS3h;e~5}pDffF`ao3t<-Db+=a9+6%=)Z`eqz|1F}^tHtG8>nXodZgUN+_8svW)AjS}bEHZBd3 z2!0{vU^J?<=5uxzv)}=J>sO%U^`;7p-lWyq2VVzsh%bkProlS0JQyeV;A5AsP*Oyr zax;0l`OaZofc=_ISGgkVf&;_sTds@lk+-wH<^iP_P!vhO{Y2t#kzcwd%A(0lL7ojPLy&OoGb-Wr&p8es3 zxSIqx7IH(_EpEW9;Pl`g|JNj02~G!K?V&1oRb`}dY;7@q_3qE+(D)r$buDP)((TxL zCk=Is?Qf1JK`m+Aaka);y~N=s7LE%b7w8Z%9o<>?PS3NUSPd78e$0I-j=?;!joCz9 zf5;JpA|jM$50&kX!#>ieSVr(=dJS_Wm<$g0A6y?eCE^UAZvV|qUeNUvF)2L&0+0Tg zmj?EXJC+k4hBf1lJV}d(w)Y+kTRCE;@5lw7tx?DDR!5o&r_KM+gsd5_0_^Y5XsuQ0 zJALsF4Y@)J^P@+Y6UfwI!q3N+S~_TdjKzk5>??eZH2-kBFl`!e|NnGwe#o3 z&3&5qzgteq83PAjeKDceOmH*BBXh&0RRzIOg@BtwcWx3#4H(AOFW+{xAW{1mr0cPZ z!5TKaYhsu30aCB1y|rI&+Y$!eCmN3mgsgiT=m~}&)N?fwM!-jMknt9PnXZPCO(FD$ z1Rp;(V-8%3&06)5-Hq*UZ{lA(6^N8Fq6p)GLU{uJ^$%zUqK#C^0Faozzp2F;6^l|; z`k8%ZJXZdaw#_(j;?qzjv|*ZOJx--6w2_H@Rz$?+TAU!(G;sXU(!J=0rS^K`F(2hm zmv4g8VLH1i21gg0>E%su1p;oG7+- z%W=~19%y`nHX~t*2smK zi4%rFWJ9pPPBxAT#9f*k4Achu8YZedhW}wsSBE*Qcjmmz_m6Yv8^pu~b`#Hk&njbr zXq*)TXY#SP(hmHR?zj2+~`l z6Zp*~Q{@-)s}Pf?TCdUXePA6IKNBrM;AtH+VGXQ%q%ya|h*sy8Crw}%G84}00ydpq z_Qgz0KR_RuMgTnWB^H%2^8ALPkP$#&4P%#$WdC5eF?~*@DP`Q#T=fdFQ`6k6*s`5% zF^?o`H?MttEmGDxl<(1h`(LcUDQ~3lZ}#ebRfEd_VOuPc>J=3{o7jU-gq{jvD0G5o zdXn9GnomMU11)OuvuS|nGVLWZ3-tum_mvuv0-*BCv|Rjt>*#yT`mPx)*UQU>!Kd;$ znRyZgnitaUy!~`Ix#X50rREW-8mFIc zlijb~%*wi*^kfC6#N3hC$dY-gkf2&~7X{VR!MAXDf@!R4RouSoQKvZVD$ienGCzy zlU!KQE-z{`^0Q6VUY-Atcxiu$ip`w9j-Ug$x8P+KlK z-u}{8M___qVu@!tbK;Vu`?DT{L%bFV`~ajb=veJo6W`@!kVblh>hh#zVL&MB@|D@2 z)a}t;+|qbrHX=*fk>m({RC1AF>XyMRgeoG;mkhdokMss!Ak}g9y#|?W^zbp$&uLRr z?*ipH#P8B?-b1I8dp)cUfXmW(1fWTrVpIdR#m8p|2raCoJt$&!RPnPEd7BV?Uf&6t zW1S}9l!Ie)O8m#S#5Te+BOZvLB`brNT8!9h>GXi)uRiH*Z`#auCKQL6I17WGi73|? zFpqoFrv7*H2Z3g$(|$(h(XShdkds}5r~>nNOlH-YEq>t}Rex=<(2^kle5g;&OlR&e zFraSR=+gu9r=js@A+*LtKyL8aVfwx?miYh2>!5(HJQ186ONGl?5!bWv67+CMFR^Mc z=a;KJ=?=&IcD&Ah;YeuyAd$bPXVX4=KiU?%jrO$yjDsv}Oeslh%TxXmW3;qdOq2#f z__4hGDD5l%GA9LkHKgz=TZb#a@}7t=KyfV0#Cx$(R37TWsm`I}?y#sL4Y|hCJmf1< zJL;RsrFN)v;TOK{bJkHV(2tQWJ3^G550VH1>*)vm7XA{_=;v-wUx27$AFyJVGl$41;4 zox-?PYHzpQ(X$T#qbgNCj;zmh+w64Mv%uEGiqD;Qy|t1LFEP^pIBX4BI>XMZR#1S< zm4{|;nkE&nYCHy}@7(OpDJlP{6IJ7&nl-j5hO1BHz&i2x-9qR+VU4r%3jhP`+At)R z5&SFVN#vnnBiC~b`+10 zA3QLcG}p|)`G_5=c*nnt?ht22!_G$GH&BdWDw`o=pX_Sb6OIKHN}*X;2lbf?=3Z|k zR9x8=*X!00KbbcBk5v=Ex4*JC!e_HZep>Et@v|(~g?6JPn3Zdh?;>&SHX;>rA8OT-;Sdy0se^0Pblo6St1!a z_^S+|b+SlrRsX&=B1o|76=M&dYW=e@;UZ>rhmwvjRoqlAX6&_3fTx2bHGi5Rz6b~C zwg{j_a>=-;nGD8{@F`YzH$d3}*h>EznOD`hZhi|hYcUQA!hVQqysvP?+M`i#Owjx= z^gzni4>pSeI=q2N`C`agj}PL~be!xM&o%>#Wv{upMA+*t(Y#!U_3ozyIg;OX63z8T z=-hxu4?0@*JAF8=HSBT5s)gd1i_|yYrC`vZC?3E5DBFQV>nEnQp->OJho0E;OMw|X z9-wBYd3Xf)E_ao}P^JlY-}z^k|L%2iXW$%40IEvM06`;~n!3~q8|2$(OpsLTM95ql z!ImvrgBej4{Aho{N|m(mdxQBRQV2dsau%jy>1GJ|jh+7uj#jhZSS}Q%z&DMIo2zANA`MT zsT!>a>Iwb;RU*eMK4POkgu66Y%PDpfx;Vbkx2AnfkW~+~g#{jrCn6MVn9ENwU`co3H=9kK!(OuaR?bFjMioQF*saY(V0STq0 zx;~-NJJHe}ePThZ$Tt)&67?+q{$4Pb72rFrW{J$0PtsN5B^|tY0Knv%)yIMpd^bFsDUI0tJUNYX@Vfa4MBhb?CM`<@{WofjhADA<3Jh^A=? zb9>Y}F?b&RZ;j85iBvxgFSF6g;L2fm9=L?w9dVL4$bZY?p9`ZsmKxNBj52>4=9#06 zyt;HKE?c6~Jm8OSDN`-X9aYXT6-P!H;JWz7dl9d~tM+}CQBA8=(f{}~5@38FTq}Dn zA-uKJIX3GYU~Ac9vE;!dup1VG1hvyUM=Vv~R>@;mJ7x0R%A{EJLVy#SA`bnwO@_bg ztFlzC9YT{yd#AIZP$hIDS@xzJmcnD-I;Z!plex(yQ&rR-%A`6lugs7Y`H5J> zp?!4L6)-k&%_USYEpd0~&8KsPK9+>8C!Y{z#vpngi z-E-(jOiGY|Mn|$f#b)|Loj&D_IK@q9IqDJLjU=R?TqR5fP8hI>!t>1!(Pw8HD1>F( zr-WHb-dr|*M+$v!e14P;XA>E+-RJIK=m7oq$TiSbQF>A=>94R=;M1XJeWq*ZFnFN>`NE+O^43 z8%UiTq*VFo9VhCfumnPqd)KQi>|GYQI1%pf{5I3zR!$sg;dC_Y1eLpA;)wW z1iN@ovN}e409utrv*YQ8&{p5l7#+V^7`Ca2SFVdQ)du0hwV1J?a zz9qY1_nC6^UsxjMV6PSy49ob)si?M+3^|{h`wU{~-*ERqTgrLG`Bic6@36zafcR{i z8LCz82ny6inuky=I{z1Wbys7)z#8WnU*as2S}v@EZKIjFTI8`nHW{58Fe z$KAW-8rY~LJAOuwcU0ZV(14wM+ss?6Kukk=FkgROdAVxCzXr$oocG>b4|^&^k1wU; z1l~05#W0egAH@Ks+Q&gE`rdl)s5bpi$uSX`kK{+BBfNBO%?oIF|%JfUX2R;Vt%q`dWcgj!TT*;(iTBq_7RKVzyQJEQ%uu=Fh%$ zNL|Z>Uf;0=C!UFvYE0;UQ-=z1&J%j|bh7X`Nw<3srd)8oS%)&>i7&cNCQ{vId51+hM3o%GM!%sJOb+H6)B)zRVulZhw zFqnhx#pfgqP(!qgXX)PBiU&n!{DP&U^^zpWy>SqCQCa~?z8+rr;3ma`{16A3d^U_r zRvLX|@8BS$YnaGE;)`DGQe-9=qOG+MzmIE$bA2^{Q98A-D>oeP%6HJN=l#QaR7o1OE$TT3Bc`|NIS6vakAo=Gz21dUM_cu?%jzUvc~7@A8CQ>oiTZ!A_12M+`z zr;t%&h1QgpnwCzje4wQrIK(1Azx~PkP9gu?Inj2%gQUQc2v~qHaUaInMF^zZW z&T>H++7bdxpWvZ-#nYXr)tWxmK$-`tsD5%Wzh`|L_jW2>hbSZiM(%$p;?02FF#5H6 z#~@ zR3Y0g4{Wjl#~j4L`wl5~?zQf@SWt^W5m45Lf`LU*vcsf+=LbFED;+%_$C>^aVO@}l z7OxxLWJ2g&hZP8a^OL7+EyyVhb+O13Ep>|Nw>T`;6&LIKZ*}XzyJ71yYP@-R@c80b zBfQrbtV`$#nGs|GDB3^ksPiFoG{@S+n~{uLK zY3i07h}D1x`sTQ|ye8lfuc%)Y%QC9_b^0DERt%w*P_45WK;`@t*YcA`iejaaFmQ31& zY}gk6tRnk42JT$lPBXTUP}&|3-8DX=Rwisl z4Q&du2d=l2U-#2!p_$^8t0`9dIf!gNm*{+{$Ij72GoJ9UrC*w#UgEs?9I1D)7!u?; zc`-p`q*l?7rn#^N+ZZt06LM|_BGw=?EMtR?ARqfGN zRw(SqdfFiuGy-?qiWI!Nn#BZi3XVQVJ*F*9IAiqY;?n1?YX8sj=a?gC$tlQgzOp*@ zCW0x^hdG{SIZ!a-uCFqJZ~`W-P);oo34;;ABRmquJ!Ejx`}Kiu0!_YlkPS}>x6TQ& z$*O0)r*b{bm^~=~Vg;OQqy42i8qW~o+D=I_^K2-xcI_w}ks!2PnnOKW>z0GZ-$QSdv_S&ZLW#md@I9MWrh<0)5csA#s#*zQyzhZFFkqtA2|L=y+sv3 z-y|atiIkJQKxoN`=&`s*WN?IqHtqly-qj+)k?1ho+ns#3J5qw({XpOpNV;zYY&tVB z%>3GVrZxPM?5ECfI8azjPnFu8PS= zVV-Q}b)j7tkPv#kRez@4VG6}#oe1HxJl9GwIK?6NwmSy>r~i(6a5fWTg^zTq-r0S@ zCck@CEGPJiDmBejX8M6{jta7bxtu)G_bFgc-b%w%UfJzltXEgHhq%wsH8n6|2ZG?y z%(ErZPZ>iwSKDGZh}#n>2tA3p|UVl~8Imc=E9qNg;itA|<-r_4^35;xGPO zhaZPppfu)eM|Dg*#Sb9&Y03lp^^Co|*w?jnPLbu=I1hb^Ah77DKKp!gK9y7=WHdx2 z*=}xtBX8|h&uHF!@5h9Y7e_s8DQ7HR1|F_#|L*84+$84Wamns6kE;0MEl#fV`HVp<4h^nu6MvybYr4?3d66)HtC)L(h*>z)ZR4rc{{N;x_QlzGBuayXKScg<>rk zUp2wcUUS6ZhU@Cz1kOI2Ss-;;XAxbSttc~sOTwmiKS+n3hB6Cqm3;#`TvL3!t)l7- z>=^Qxu_4RRErxzn2nfPQN8A*wj0e70jWZHj)mj}y2;Zl6ozpx`7jlHRwNr4#1yF}h z&+5ThpZ1y&vIyH|^V?8uPrp()df||G^ePK>iz1bE0T~14{GFx>l@7P7)b~Iz*EBgU zre`Vmqnnepte7j}Cwvlq^s&0}RIEp)t|188;n1vzab^g7Fa4gIcQm(3Hsb#xMqGP- zge*>T6No(F!lCaUaMLT_d+XPi16i8>(<4ivM1|2T-TO6@ejDsazY-0-d>=Lq3aB%J zQ_VEqw;lo1QZ1OaDIE6a`eo$5q|JY`9iqXKvaH476ctBafEYQ1a?{cGP}tB@@WBZ zk0yrxj2VtG>BlT{^8HVyK#kPYxZndlDLq?YgKDfvGan;4p$pqiOnPFPAN$7y_~!6C zmA7`jizTr}!lQ@-nCL&&vhnuMDG;V^PpHnyKje=H#)=AHMiu|BdfOEA2`T$5465m1 zCUOPzviL_$g-nEhOK8RhMHBs*Q3h(pfV~g@ZHQF&ws{8G+b*|*jz~fB!)x@AXB4Dq zJ6I&ww#cEfUXAm0&b(#OTsxvfBcs48q)zxiz>M=ulqe}v=7)taKfhK9N_=F@TFd;6 z+1q4mBJc*)Q{6@8dtY_1!H&LRf}mNRub9mbK0Wh4&pn@n*XQhPZz`g6qE{>w542aH zLJxd5bxEs*B;3t2Rbl%BW0H;R_w3Tb#i_dqKpg4tUo(tV(v8MHbzFnWc@%L0`b%NZ z2azp&u1(r!y_zk)vY0jzE7|DkP*xMyA~~`fH8n=g5nds#S`e{IC;g}Px=V& zFyMuWRc>`P+HgD=OY%Ow$(q>jj1J5Z|KU;R*u<#Et*u{EL#@j2$%|Wk*i@wj)ge!% zfT)jx1tqF$QU$}veQwj_4QAILKgpB>a|j6?*6dI8vCPo46`I^i1H!qD|L~9i002&e B2kr;%AG~L!|L@+RU(J8XfB*K(^@#K={k8R&|L5%o{n!5=rk7tY9Q)?@ z$@^c)KQ#Q-@+;U|_gp*nuc*I@Cx0(lEnOwQb2UY=0Fy8c+*g{UGfd?DD3217Q4;mCNqCr@?i}`rN zskKgy)HQPnXb5QtXdZzn+8i6+?8*$|q@Q#`*@fxO1=*!eG1WCj55mlIsggKI#(I#ywA-8^Orq? z4WZwXQ&{9Rn1@J*QMD^is7|+t2Z6JFqgk$}CS~-+Ua4HIEoA8H317U~YW14Zqy(ol z)TOBSJr$CEj%m?$ya3{_Cuqh5pJZ3{3aa~oc>m=BI_lETx{ zXf!DZg^eUqyb^Bk^vO&G+v?5-ryn1CJr^oF>zD=z%%W0*5&NtUTsg>J3AiF6+;gMO#`Hq!0auVq_7&=tJs2z%E{pQBVi9PRX3oMgI=?fCD)YBr-x@DrfYG*DQ!> zI4H7+wcazWzdTWV>%!bQ#R|ZQq1SkvNJ1RyEKMuqF{L;5ALHTrzoSxqb|+u|%EwVtn!DqN z-O{tS>``rp4#(awB2CX=WKbUoO%zJr zItFL8eYc)~5`0(6;|8ZjJa$TJY$XsO!@LQEe|J|t&&~M+6QqA#IrfeyMm>dW@|;~6 zeDWClJmuBxLbIl$;oN-&07&RY|9FaJJ)&hp#Ul~Q-qn8p8e;Eg!XD{$V3h8~OZnIe ztfxw5CTksMO%@|0^c8?{R-qSek*&?L$cy)0N4&YUj=!dD zzyneb@s_VpfX~MSMxwm=5RVJTNrceU$X>J4pSFt5%8smpr%c7W{|;r$DXd^{CcX*$ zz3`V14PVFzo%^qJunI(0Snb4Jluq^VW3&rC!a&|+dDbn08|NFqhkS56! z2%9pJp9M;TdDkB-v4NS<`)?RVnWy^{wCO-zN!xt#Gd|{EW*W9vaU)7OUO-q58$h{6csZx3(to-J04 zW4gDZ+@!HlDSYoG@+K4PBF?n_3|LEZWji2kLF1vCxDpf{ZR zdtLosHxQ)EC3cUN5shqm=w?F*dCkBJBDLN8d^_HD>!d?Ld*QKH1|-HymXk`Mu|4*8 zD?H{ZFnFLB-bwzapsx}RyXsGt|8Z}zlT!OP#3gFrexMrIOPQq?fLP3^fX_+t3I8B)4%WNLh0f2syi7voQ)N89&B-0tgs;$!kApAbC9-WVD z-!yHT)bJ7f6n(%S@iq?)Ed3Hb;}x8O$eeDW1q#^Eniy13R7P%f0`z5{6V_q`m7fd5 zAW+yWHKMMQC7+mrN%}Mv)GIn5O=9V;rm@>UX3KjTrh*B@O;5J?)hB>DUR_g*3VBN) z)m1z1()|pDbuW5%xD8_;E_(wmY5(N09aRq)1d|f#KL<8P9UWW%0RHkosEYII%t`BE zv;c(7h9BxowIfacC@6I60380W?ysoWw{hvY_Qjf}RgVVisR>qSun&XYL76=m3k2Ye z6;8f$*m_M`S{c2~KcsnwWnIO$nZ87wR3%dS4Z5A)fOg|z5lVYlyOzV7AaRIN-CNNA zvmSUF&T+r}8sb&C9s(h72dLi`#j+VzP^%cgo)(PD{+HA}n$ua4V-ag{UYJ>P6~pkWwFwU>=XT&e)cOG}F;IitF#(kA=yP zC`rDXpQI-{3WNanRh?N?>a4Z>Ekq=#_rT+ujLw#gMo42pZeWc65>YUm53G1lWDB31cm-x&o23wMN5U@FQ=jR`G=n4fhBO+LflMf)d)le z3X1F*#}hvtVcT1#Dr)0kGaVOou4h9^s*!W}12FN2=2YYtjNjco^Z-t+dX^T)!6Dg_ z;gYy3%Lt_{^9ZH>i814wa5pM6KkB&+Ug}wwQ-9Q)f8+6z-?+HK5+a_y`m*_4Fb%P= zV^j`yJ#!@j9Fr?IFH{aCBUUQ4Ab#C?xzDGulYWDONg|z7(l}FKi;4G`vi0*$p~sK5 z9SjZ&w*~6fhTn2u6Y)-HXnB__q_`NVUY z?d~br$rQk`o`3DLE zuhR>Y{yZP5&a|OIpgJ3OVqOCzOTME5*{k0V^dYgtCz9_~O$rkLnihxxPV@x9+x!wf3$d06VdEI{A2E#YcLw}*lw`CQVzy1J4bXvY7S9k3agcwx9|>z)d8gVwoS z|CkYA_WoVxEftSx0^d`KF0|ggTPZz54!m@+XHIg~e{xLd-6D3;mtN|w7*8ccd7p$SohGb&M;O?M?18>W$Ci=0q_AfF1Z3mij7I#Kzfbyf zF+kCObj%v0Ovuip@6*w#H|=Ntqp zepa)mo}HFOyjP!~1uMUS?Z}=%EBJ_0y_mVzp${&^EZt2NUU*alg8{;Ku?)#QO3Jm_ zet(;dCn$wjG=XQFZ1%%p<%Mc!svRonIJY65f^tp=CmUU$q!6NOkQJh^fvea?Uwhjd z!uZ~>;9!hXQ9==5V#6-Db>hDDBU89h`|K|~&=;?(ss#JVgh^mldnOc+icx2*aM2XUi~hq`ch5=OI; z?2xjIAelC2Sq((Hl8~MhE2%;4l$Adgp~b_xk^~}w{o^f^-MX_?J1^SZ};t07YcVYxi14@u|OA zhBW~YOz`(u5e6a#tg$NVZ?!_J%9^2?F~u!o;#-%GZFXr7^5eA@R|R64QS8RdbCQ=kjw&SxH8SDZjMsrR8>~OQFmV6RMDifH zIH}RHhe;m8*h-{mf4>jm&h`E3WFLI zu_3Hm#Kotflq8=B*VN5CvzY>ffHEyyrSTZPaX42u!Y5G(P=VlxmlZw9V5 z&2~G&)%Ub4D&Kf94PQ$%DS-%UGb$ptcU?xW7WOuGHB zI6La_kgRVNr(i*O$6sZ+oQpa zXq0qkZACLKpj=aNm`LT{X=Ra@kJRKe!Go^mRVU5$$qtqnX~&$8MBHPsSXw(lZw*fQ zu!+8~hzX@ZSz+P5oX-c9(*Wt^!*eK}FZ0qZ%i%q0T&Fk5^Zk&wd;5pQ;C!BVIS-9n zFMiofv;f}Xa5TNbkasb-HCMJj-v^l=@AIvsQ==-Nt9PL<3AU zvhK7=A8im$Bih}xyV5N@Kz(kpQDDnX2>7^an;+Ku_Er-*nG7gg+}`h8RVajl-%dCo znI00&-hA@X-iY5~yaT4eMDtL&OnZ z6QP7us%ps3nbWa8kDalm#~5=-m7p)Lg?sn*x@j?KeBd~LF=~6A=JxlPJ=E!g5PAra$+rh zJt#!_g)3T$*sr*-OnfqgJ&8C&ru#u;(JQn;%*Hz5w%QKTupHcRzWG;&tWl0-cD5Re z0bQcl8D7i~5QvkkQfF3N=Yd=Gr~Ik$+5}9jKG%kb>6T&Ar2MV+X637ti*|?=C z*RTX6=**Ldk`a%VXz%y73_9wm{W1qu4~bw$Cp3 z4(Wju4o2Ke+iJk^7jlFLfMDR*t_cqpo>NWK@-IW(54S=5#2FEBOjo{phBb+xjMiv; zGT`0(AN>X-x&&oheV^5*3hYH+F^2cWyGBH*t(=sB|RibsKMbU?0D;2q{3CvE~!E4zVaQx;p zsEy`{3fX`R)>`EAfg#9W_)G0sZw)%;>8qE(t@QkOq+bc8nx!zwuK6XhdBT zIAr&fD7JLW14!HotExP_a;N5~!I#U8wDInk7TFxPVm6BONdcLX;u0gugzBcQm_G^4 z_%#^V+e$$shjW0tR8cx=6J}ZfB<1X)0d-f$_!1xl=awotDxU5gX?eS_%T^j*4>$bI z5>GQ#*VR!CW6ztWd&$cU=J&-LLipkO$QSkXX9AIg;Y8p!diN@=g}oVivFMKu&0Z4t zT81MiCBJ9&{?lkeGib~I{j;@Juoi3dhkK#IbmhCN>ZPG30KkR8d$mumkN)(@L5)wP z=4ds5u?+Pmt@P*=<88sCa2_o+=jlksY7woi;0V=<11MBpUpuCX#R{yq#x^m?&5HH! zx{e2EUu&60ZqhC(>PK?ImP^~O&!{#ooenh=vr4=Zg~K1(f8>;<7Zn-fLN@Fo!ED__ zwUDG!Up9v60$sx^OShcE3|j+gjmah*Cl_vwa-ty4f(7gq!-xwTR-*NhDI)~muViy$ z^R^vXr2!BFw-5=AZg`_3NhQvo_Ks5(mvHc=`HA|WAYPiPk&>GoylcrF7~Gm6aBst< z1V6`W9!>7#tc7D8RCpl!vb8~@V^`OhsrJEkG=vOH62(m6kAAuXU& zt?V;#V3t7?ZY@yQkFz-pi#8yxH0(#`pGXrWaF%KPQQ{CrWmUD}!f$bSwaYjdUMF%; ze)8`I)SeLP^_mu2EsBk>Dk|20KkmXg8r|;$-p?F2nN<*HojTiaC_uGS zkZ}|T9=_MQl83YvUG_~tG(_;#`Fvi(5j2=M7w-Ryh0LpUPyw#B(`O~ zcj`o`!SAALP{ta;4yiTztjH%MP;sS{=|LA?k_E;L@3gi*il%=xwfXEev@7HdYjbD2 zj@nK6!6krjT_Av2)&!iVU9^pDe*%l|s05yD9l`YZr2-S4^`-bsE5q^DD*xjDbGDe4 ztk$p_9d<;-SI%g0b<@Iy`=Q4$>B*s^%G($fLELf_nSEc&cgcwH<$&?)c<}hqa;8X@ z;7oY`wrv~Y&p5V^aI+}xnw=V&Kk7$`&wg5gGR$F>sq~mUV*B@;-(;-wd~-kh69F71 z6?Za3KUmxHY+Bg;!<3XPO-?sE>TL_CTB*3Gbw%ro=t!quNd?;Ef`#Xj>Evkul#7mn z+jO;cqoZ*x8Dk%Ah&+$S`*M!Ol^lE6wWkB0=q!^%du9FeZ{OGkg&ZXBcpCmS2{184 z>ksbvGsdPXpR?=x!+16w`Lg@Dh@&v#Rh$!*0PBPFF&};iIfOt*YP;0w;tr*wbiCes zIF$`fPB*}J|Nc9nXA6d-fp-uV2*0-;zqasS#220V%mmV(GfC33tw7vh&Tr1?P=;eM z;H-3LczZ3Qpd;lnqoXp_!YR8->_J_I6zWVxzl3b9zDm7EMCK|jwApUJjQRX@ z+XjROQ8X3U)VQWc?Ya-tQWp#}lAKE(@N4i*qo#S7y+k(( zKU(yid9ec6-NpiohlSz;gSa12XHvnf~{J0=8_vUg*vnHpC1eXdn^O?Xo{Ra0tvlzillv?rRb-?0ZsQpDMoChB3vIsu-Ez zv_zw>sOju(IU^ql^+o{#WQ!AIuHz-~Sia2=$a+SjQ?y9v(bf$_H!V6HuW(|n&Vg_@ z@bY2!WTcc~E5chxwg>WRc@#}K=L7s#(R+8I2|WFB6L0`_WGE@HZ48JH<+vfBKjoUC zxzz*tXRVf5Th~Z_VAw3Pl*;!MiHogqf6AT#YCk$B&Lej2&(Gl<78cxhM;GB7>=t1E zw$J;+S0rX@-;dMhi1KS zuf3G@9QQg_^H2(kUx|>*3$E-`#3$)Xa8x55A-KwVvmv-7L6q3z@N5YgwX}@?EQC_k8R-fcGA_)NeLGF;g3G4S!TQ#{K&n3t)Mv?hpx1w&aH^3p`L0=<;E5QMy= zV^2WNbHw+0x#Bv3T)GY|cD0f%i$0NjYczqjI)1L~uFBr2FQT?j&6eOEbw|wHVn6cvh zOcKp^q(_dvli$b9<<>6X-?4rg{d(Uk+BG$Ky)<=AsZntJbrAhwe2J?Ye*Mz1EVmw@ z76jRKG@wxeSxrAoZbfh!EoVC#iD?$oem><0Qcee%TMuY9$8#wxl@I9bp(QA-@5E*y zx=}jxSJkcmfd%RX_2-QKCq?T2iwF%(2W_V9ZfLR)WQm@j%#cxmRL{x+RS zx^BSJv%G|rS84o-Vt7vLG}$oCoq8x&sfOyp);KeUkFKd>!75C-JXk`*;me!sl0kg? zS_tIvJL(qo#>2up+-yUJ0zRb^WDvM*X%(s^71F^CGv^$qweICJ^33=aXY&s1Rz$FQ z?SAcyT+mtgWI0vo=pDY)az7t)cO+?n^n?jdzs+GBi)}y!|1n|ES>ZGe9ruhZtxykp zTHYX{3eWu~^R>$aooZ^@aS>eedqNB%4G+C=%NB&_68D`v`s7!R4yNC;G=CDiCi?Mh zRauZUkI&!S8pbMF;!6d>Y%`ov?@o2Irgi^eeJeKjNd6d#p#qA#3bHb21-^w}!BORr5!W?>maqGj^bNn5O1^H0C5r?2cV{Y`Qn?k(OzU#W*Krt~giqvr7wXQw zTJc_Sy<{$4-Le!a_^=-+i2Cugs)+`Ng3Mtg4g3B&8u7FE zOrCa!s&^|jLX1EJl9g$E!Y&)bql{_OyRo@z`DsTp2dtrgEUi0Qtz|Cc@oFI=6i3pO zFfu4Ras$G!E;IxJgdh~QkH3?vlI_>-m``m=5q^In<`#onR$DL}ixu90&HA!jD zh5Gl5B7B6asin~6Pe{<_)5FE=rS2f1l{u@MTZo|vhRLCVb2b!Tu>uZ#vBLAO;9;j?aYtltSEq=1$Z%InjhJns z#;9an;+PI(k1k)Y`c3K+glj%IHc_W(KnXqSgX-@e9HcgI$lwAwt@O_an|%R{kWtywQK$@|BdIenwe1UI~mR5=3$GYB;{Vtjd8Qy&mw(bv3atD^fg!}-Kq~Gp+ zErg_{@#mqX47rL*3*fwoLtWgkDi{B9_mYZ#GXjx1X6C&uW^Z!i3TWsDdaX2s>fu=% z`ty?}=5=cR5JHo9i=1x2Z5><&FwmnPTI8SE*E(XJlmB4v#@0ulrA<`2+J~)LSAJti zzC@4gf4N5x?oII0n!_k{P9VIJKx{6fS01a9Uy2Ouec(kG`((gsVG^6Vo}?qf6hnl# zmdZ;9qMjDcHTT@qlmn$pFrPPN{cQUbJeuJ36yR%iy;$lK-EMxMQ}ncqy5q422_Gt} zZX%Lmv>>P}OYs^cOY@ZFs&&8fI#7vyq}%Viy7Gfc(K;x&RVZ^IWIMP={^Xey$gV#H ztG$JTd9IKNcFQl6+eCOCU?s;o)u?6}OcgC7Ak=C+_qT&pP|HS!{20P3zrJwd(h~^) z`eab+8jQZ?NiERoRiCF4FJS6!)-3*+5AA{7x&Io`2~h*4kOQ9Cnbi*c06)j`NsKKD zMr6qfTXibQ00;v*z#O1F8n1wx?{echUyfM3dUcFBaNu)o13%~xTIRzxkm-p}TE@_1 zjW_b+JKy-eT9N5)+G>!;v$6o*`5`;P4`$gU*<_UW0WpG2lhxOgx9*9*2CBnG?2b=s zBd5da>*OYD2*VMZIS*Ji)Ghf_#8zaa2avBlDt>JQe2#dITq#~`qJ0e z;Ip+_cy0H6e2l&1Z}?5u4|n!S)<<}|48I%~%|hYxkseOyDNXln(dM%7P1!>E!q=QB zNY&lkv_F?focpwRUK)*vEe4*~HP)XQqLd%g*GH-H`DAGW zjT+R<%G~0IWU;^H4aw8__^O>5%!O;S$RG`y=>k9LylH;&R6#ULW^uSTH!CvtHg-}4 z6F_n^Q;WD>YFY~7EDytAqfZ_gczOSA-y#pJomAq&6~LsgEu1vPOUWFy2p1qsj+P3F z0W5i#FmVJJ2Qr(%Iwn(AyJ>}Xo=qW58=3yh2aSv=tJ$-R889+M z>vh_gye6B^rnk5Z0Ar*3&CqGqsrAA2>o=B39{x$rR~BKSxPlayz)18&-BsRXYX4lm zc=8E;G}CE4B2olF5b`T!Z}aHVARclBT*%;ESJ<49D89P`0{hHN)be)et64E1nH)7V z>mkSP%M*qHoM#A!M^|%U`eG|OYukZ@Zeh)MY+lQa=DMsl^c?EF!6(rd=dT-3Sd!fR z?6a*U?yhM=k&9pERL7|w=7(z6u_z5zf-ezSVGyR9p{v3ESt8Pcn?$WqD@}a_d3_Xl^CIU#CCFcXy&CHf z=sIk8E>w0^yUzA}m+J7}aSuZThYh&Io#2|SHss`p>?s37k1Z~?2$2+~G*R>j;3Rb5 z563^~($u+J@a9CgMMc~dxTo=!+2_SCeH~^e8Eh`8yg0VhDwgqJe{jq%)0&1Jny|Tn z3yVdXWJor=MxlSwn0m3Y?FX-gJH^Y+AbVAtXwy^RS-au2R+>{h@5Jzij zD>&j)F~8)!*O(MQPuJiG3j&Tt@tQ3n-YFdh*TEXJP$}VUa`TvG@~ym1zt#_t@8?g& zG(Z+LGN&LIK58q)j`mE&`m*Z$=IX=IZUHy}(r>!mJIG4G zsJpT_rUyY}P4bN~l$xFd@kTwR4aydwn$(b{w&r45v1vdR)c`VTX(DV{-vvk0p}-V# zgDUiFit{wX*`$2w6Tc#j*6*Scu)-6_yh)F}uXcIEH^;Q~c}#hOi*j&Y>R(3hZK$BH zLMEaWZZDG1*9eIpLKLK^O|eaS;s{=r7W7tG(V5&hDN{16B_5^OJI!};!kXzea>M`r zyc6McqLL7G_TlpeYQfq?csvUR+qgAj#*>oOUGRfeB&BSL$8NM|Xp zctP_s%4%j`?{q8!RDD%mIN2)hrsL45LH(ym?EOe$R@*DNyO#kob`b#e-Ut_-BcmQ+ z3MO&yk8@Gn%Q+rg)GX|=Ie~8HG=ej~YyEC(=POcgolpUz>*O<5k7dmNEUz~I6PK#- zX%Tos#@mVNc8ixQ@z)tLY7QJ7@*UMQfV)1m{}g%0?3BrBdUw&Rz|6eeWK#7$0cV{{ zYGU5j()I&Q%O^n!MnI8hH4M5-DAa7hW6#B@yU)_A+wLc%Fs73HuQ57mv-d^PRSeaV zkPYp>xTS$fl8EM`riM}Jd(uHx`wJPfx?(mNhdjpi>vW{;9JqKjX$alk1U}K{eD;i` z-CV_^(3z2$7}eWSqI+Aqww}DhqaED~R{I^R(_u`|e}?a(DW)okDn*IlWbW^4dw=%i zRiC5|w+9G&IN)nqAPF_+$LkFJfaN&vQu3y@&Qjf5PS^37%tdnavqqyO#j?XyK)Rafc}PZY%v$0a`uaMLma zRdg8`K1FxC;Sq82nqw3LM=yl+p!5P=Pvh3t<4sEohvYI#x3&C)#QAuSa*}QQm?u)D#2Lt|fKEyLBHJ4@S0~}y*&umrVN@dW z1VWj5Z|Ex^)S3LM-igg!NeIKTr4b1MBS%>LC)x|d#ppp1x70P;J3Z>_cl?{NR$62u z8ZWZB?-qFWVjMi&l7pOq0p5z2(x){FR?0hq=~46TKt$wN8 z@=4?U=2KsFjI5#Jt7;wne2N^#Uttb?vA+qPR8h#Tp9xX2gTQABz+L|=DvN@H%k3on z>VRnXq~pK0N0= z1K^!NquwA40Ysq|5?j<&w7Vtk}X& zhmXmHSZ%=$mV6nd*n5R96N(-=p*6LcgYoA5sq({x8x6*E1ZUT!_B}VR;BX@>P@dU= z`Vqlfc=TGw9|X^%qk-Vmi*Tr-FEmg!-&7BSK_>a#FO|K6n4Wt!HZT)9?GlcSfzMHP zxLA)r+@J#GWbQUfRayoWS=xaB1rB*2d*RLQJ}1IyPvh`E-XO00Wj$zQag+D?tA#~G z3~Td@<<2RVD7v8J`SuS?`;tx(uysuDC`L2bv4~XbPDIHMEB7Z%=k)H1fY{L|8@0sU zD^dHY>M8&OPi>D?sKU50u7A?P*UwG?`^&TQe}<}ETF&0AO_17Gwl6=r}zPn-kL@P1hFwqwYMZwuw3=&_b z5B>7}X4)!)Li+)4%=Ulz{%XJONO}|NDQ{T#C)e_I@Y(tX@;=)2Vg=UfL{|K&$g*?% z{K_Ug;F920I)WoJ2UeY~??dMj`DeBVXGY4zXy|9w9%pf1b`3-5dJ;zi&TWF$&6N(0 z8xQ`Z4i-gJfyh`PhC3-7^n{OEAq(S{ZK{v>_clC3AO>kop);yg~?$2yCTzPmGOup=Ur9zt+sGZQ2ApDO5j7=>x66mp1@GZbmNLW8=H8awnt|s&@IX z`Lc3($U6sYAr6Ov%0C|4!2fjK)v9WD@ddAEqK&300<#u6;1=GOxaC!lwHs&4-mg{L z_zV8VQpNL~5KRCOShmxCTP!L8=>x5UWg+WV&+ZY`B>;x^r~bJH^rdtaxksq0Q=fNi zay=KDj>^d|`vzgG8I#%OsBCwIA6=5L=X<7zpy&l@cl?cF0(Ig>gmmb#kg2f&_7c`b z-ceulAVlvB0_p*An(&TEh+`DL_LC77S%5mFvNI8QW2F@na4B2Q=f%EWDM!E zQfH+wF!+4+e*qeadbCWb?F(p_Zr=Z3`F&n%ApRJO3JJL~lX-6ABIbE9svZC7!rHOK zA@Jmc0a1P9nffpGm=#R?y}yZjV&n=vK@q(^Go(htuBOv3M9j?i$udBdFy#n3SC}k1 z6*fG<5)(h$Z3p~dAI=e!$=i!c&~8nt#4nqM9wu=OAj^S`d{=L7XWGZl4_TCfLvev7 z7y=)cU4U$U6)v*vX-c^I-%UnJ5ajE+lmkB_Iiryds zD?&XhMT~=ZUS)i{ZM;ND4$gC4z&Jgs;h;&T9O>75+DG6fmwmJGf!&_!E6l1}4$~WS z$_TdT?Zl#!=Onl&4K0ycRJNT{FFg3x4PCE}As+oQ+_>EU>@dDaoQ*zY`!Kd8=q z`WA)5*4lgtwbK3l^IQC58uI{}|M?uDKT=W7r)tM+15u$V23t({_IqC?u~1tn)AUTW zI@5P+@l3-}LR!CwPMwM;)Al6vbD2IB73aJdoacJv?|z=5*t`B;$z&kV-m@_ehresx zNX?iSQ{M^FRh81E%m`KQsq%Bmf0`=iflSQjVR~{JTop3uTf@c58y59jka$!wcH(6> zb9QUSa?#NAgj6qxN81OkArt4EFu9=2mW>W=qARYn??U&zitj&vHN9uGs8zGf&u9)n z=phi;SkDfmWiNj`;@SPF6 z7i6g4Fb13o00cturm4=7M5hxmCq$2ci~~Z~Y+Tb#L4N>66DK#-rSo%wv?9F#a}B2pyW1GSgDB-lY*EQeX6vmohiI{?(rI?PNGnCUx50mCb7O3V{XekO_FtMJ zLb1HZct0MVURa(zoZ4rz2bQzr{+5H5{<}QT-Lw@Wdm*|ZVJs_|@mzTA_>rBGlbNz) zBM>h9?eP~nBc#Y$E@(hL@|R5VEL-s#4}B~wwb5+agCk;RdWmy2C&C2br^U?zFNQ=c_CN&`)EFn8z4zK zPG=lb-n>+$(`Ap04EmfX?_N`w7X?bLj9!cLv(#=bhv!d6hZzp0opo47xK3X^Vi*$$ zl4nw|X6&Gi(~R!O5RB_`y@-ojA=2BSHOM#Ij@e1V7sbgIRK=@CRG&e&=Qb{s z_#rIf%vX;&kbbAs%!S$w@=%>`DxKANm6sp}`h072$!-fzFA|A<-juD?iLU9k1e>SE zpZ&L1`I)(ffj4cHI)6+vf=&@Co6;4>)*=w1pT>h3^+V9$PjdjMmn)r)C=UBK| zP%eSN%A_5HfRo1S7EQ#Ss|Ax(a&^PEIKFZi!J;P^hey7qpT3_Pr($&lg$xMYh+l>h z9^Vfbz+KHiC`2`h0z zaX)m>xUscrho2nKuv4TY{u@O|q4#Oz|1W0Xi1G_zE>igwNqb z{7b`Z@=pEL^l-7`wz9RlLs0(cZg@N~uTq3+P znFj(=%s=ClKh(l?y=ln=13Z_KCMsRJNFWXB#9e&L?Gr=cBQ$(j2;!h+B=K88;PA|b z%@JXa0psq06gi5QY8OvepN($GtUSjL@4e)ixthwz6=K#Hjlq$V&iM|F0(x>fU+wiBCM{uyks;|X{jGG(lw(gp z%76p@nVggscm)229WpOlU9lN))CGw!g=p}scbA}1YCUHq(84?Z(jgRURLecYV?i0e zUmgx_(}bRfC^c)mDt6#P^-h%&onJjUtn@%-Om_kG4hr!M>d4=#^OxP=1_(c4arKf~ zA&_zc@3YhoEEK(BNDJO*zxUl{gU3F(;R9(Q5OxM&i;7-F{Ev!~@o#2S|4D^{{wiv! zY{ye%G#^jA-Pm%sFVO0_hwANqh#sxiN?lScau9ml;XC6_38GH@mQym-r(?B9^7T38mQUvrC{AozeQ zdmsVbF7L=OG1jQnaRoh`y!b%-qC0yhz51W~k!KUL_xKxI=9a8L1~uP}PnC>cdQADA z5RLc#DkdBT{C%9AhPdXD`>!wgqla6vhgIeZxJGUoMA#J;4`CM!oLlc=8o>eBz|vs) zKD{$VE23+ia6;1dk^-z(Z1ki=KB?Zg#Q-=r`$jah*d-U&P?-r`utGh_IU}p13{PN= zB%-*7ds0GZ@h~ztskUKH?EP6_e9AQ0W8B`4!FwH_LEH|Vx!umkJGYg;v@0{$R};p; zqrmUPdhof8Ff8z_hNr!>6I7$FP71h&i^VR+F{LrY3o2c|GgQ5+X;rj&7&F1cU@)I% z>OEv>syxW894G<9VzyHUAsj2R=~)Q>avedJ`FJXK*IHKyA`Bk$NOcK9n^7P4Q5L0E z<$I|NE1<+Jrm4{|Q;yi;G#InwJ3E!Ql?<`{og??n+MyyOX*pP6_|6n&Q6 zcE1BwG^9l0rfg@~hH~3G#62Tdyi8e>x&u4h@71rjXPyS4Om%K+bJp_Oz%wS2p4`Tc z(;>9u+8OYTT-;`28uyXXiKLrYOf^j^8v{^kc4gzJCKQmML(rbv4twmxT?>X--E zm6FX|ef1?__IqOWdT#LMXNAT~C*%j)|Z9Bq&q(}R7MkX(U_CGYLul#;{QxXfI z`ReyV7F?2(b8SUT^^*SGi^W=Tt=WVB4%D~1u0wQA_lvX(P0J5D-@{{TD6$|MT+kLs zB+T)rfX(h%q&;Ew0l(??n?|tbOvYBHcR8^0s|_$C{9O#63Sv~KSVRlx)0%dyumX)! z^7~g{35+1MD1VAp|BV;SGl>P1{?;|?0=20SD&W}_&Bo1c-FtFs%B%wU8g`w%Tb!W9 zz`xH}E-%$(5D?1B`Lz{#gk1m!&Pgb>$#jzA<@1}tRZpj~&+Q@qr|2Ir8~EX`-^Mu< z=Ys?tidJ3Z6;$LXx@T~+%H+Y3meU!7OcQftidl!=;&Yc3vfUM2RNEMJGh21V`9Hfs zPHIZXO5=@aZJ)1f)dVXnUWD~*Zjvw_*9U)()X!C=tUN~%)~5D!W2D$}M25aZK9q8w zsRIaCL_kU~3ZUQRl*_3Gv;t&qO5}1nq}P0xu~=f8RFqlegY!YU%P}=s^&0~&{QcFg z8AJsQw}dK5XL(|()RKcZsfUjHqImLu9{IWw(x(fxngb7QMn~p6k!w>4S`A&}d&x#X z4<{$+xH0Eqb$bIY!kG-jVwAdAw6JDVE#0VmZQ!}?Qr|9YD z!fQ}FBzKq=`K|<9k!uiqp`kyH*kfIC zMD2)yOm}(cmpo)6xCEE0-A_V5mXB~x>c@{%*Irn%TT;2N0*<9hC}lCkxz%3dzLf-t zpF<54U1@S29W90Ypv3ZmX7fW3UW>#B2*9$0gzFP;Hl#VtM2z@rN(m2V#|_~}oD5Tq z2X^1ALut$qcp{N;hb-oC8U&hW8e60FGD+l5>4s4CDNqZWPis%S9(w-m6IJ_T{&zVHPa?|L{(_}yT}oat6v|;TSn{`}NC%iuX(8Vs{Y}nA zRTYyYN85h7NM-pZRsYg!C@ud1zpzD|_eI#w{S> zJddgTwL2JLvQ!a}vGy?{i17$VLrI>LcrEE4cOwUw+EPT-Ts07giELSgissy5Bj?w~ zyElN-QNvpZfXo`FCg!$KN1BOH%_$Cg-*CiXIuIzNrv;6lk3;mv;0dc$j=t@?(j}&f z<*_oO0T+(#Xc47%$QyJ+6Lq~VFA5Vs4@p$l8p@%jIS`TdG#X;|It;?>96RnSx zzHoB^1BK(N68a|^72QipH6Vt62sEt_9v1?zChZqn_pS;~nbdlsmr6!)XecmvY=L)6 zI$nW?g`^yqm+aqR?9gM)h7+W4D-F}6sxU@{QiF23Xl4A6wI46OKO#I;D$fr&ojfzf zB-j6Ym~k98b!cA%uM_;vl2;4Hh-yuAYd+NVw`hMn+lJn0ASIp1udnUOL+>$q;}lpi zQ>8^lKj#*Wi%GwAKaN9j`qdX)@_*0@o`aV6k~dD>;bUL9N22aWCM$58Utkq9?oz`M zKy*Eagdg;nrzJ+3!3SzqKrnHCmC=z_X1Uy=;ceJ`QUwYFSzw}vAC_=6`X6~hmL zrEg&+B9s1L#Xv`HdNi_}L#CbUo>u>+GjV$06tuB|VOqrnSwTS&TXKiux;)bKb!1f# zfFj03FR@c8=60ZMdMEW$PhHVpMhZsK44Aoa(9nAFO$F}Q!H-`D?l8l5K@jDCY#HOS z4<#IDp5s8fX?~zdmIQckwO}S<=$|gJrIp9 z^ET**?^y07{EI?lGm&9kHfR=v(({rjKM~@04k>%3E;Gr2THF?4*Nve=q7cBA17ZvJ;G8-pUHBCUd`oRR znh@~6JwpZ-$N!Xc*Z7~8fB{g-04beTZhniV1#evQP|=I`N-5feJ&S|K*bLd6S%Ou{ zOaAJg_gsnn$V{u**ITvL|F>QEj1XQ&d+WA?w5msNtg;-DM2!hQgShJ_r4PwqJfa=G zq5qJ-nK4^!k9>SM<`qA9Ie($l$lbb>DE;7!>&&_yxLcwy-f`B=`3bQbS)0xbS44or zntej^hqz6*gCp(N@Ac`NNgq17WZR)|*Y@#odyP|IJ$5@nzX;G{263S99+y?`F z$WjF#r@OJrz-e39hr|NFIq*e3Xg?WixNuk=Eb1t1{+!A-{x#-LRucyHZ4HB}4s35o{SX|32!6Cua+*lj2%TD%q zuIw0isO0De$M%)w2zF?wwfDz@{rlaGqgiB2x~#i%d7mNUvFnQwam;QI ziO%}jfEv-Fhhq6*eEK?eel~y))tjY&x}7xIM8C}iNWkjmDK2w<0O^pzVLD8wTiYIF ztq7oiL74tyGh*s=AQvKC?5;G?Rkf9T7g55?t6^XB@PZ8OcJZ%;%FtfUa20o7XZROL z8vr%fyN~t)Mg@tDvhp8@x@)W_gmjE$#Zqo)t&i-pd3s8sxL($yD_H;^v@sjHo5+$1 z5NCl;Rj{@|3Va?p!3oK%%Roe}YQY+V1{p$OV1Bpj1BvsZeA(a^xt&*vkZ>gwHyxi=EeUe=jTHPym9iuhoxD)p= z;P)F-XW2uaCb<_1mSaeqDp~@?p+R=5a3z$g#&e*Nu@TgD)wNojqTcD*^yPjA6Kf@y zD1CfQ`pVO2lR|Y_Mcmtdv6cmZKSi4$DD|<8U|hhq%xsFhvlV=jTYnyNM)*DUW_Fhc zD-$=B?B$21R}w#7e{%e3DoQ8ZiFkK3DR-3EY4}_ZksCJ+rsH;Q3m27kT8!CKXk4cg zF^{BUqYU%#aP?Ezj-yu7e6KZ;6~5%ff_o|B7(rgGO}6JbVzc8 z{J>)x%?A1yn~2h?&2$bgO)IvF)Y8d|iCU>8={2w5JwFLiyLE6S{YV*E2JxRlZ16eA zB@48YDvy=w>ybM>vdN6@+;S&ks>?J3*c1~UG6$vajY|U9XIdbVSAP$6`7eV|+vv`d z7|(9&0_)F>^C&rG=Tp|WN&%lYwUq5$S^A>&!9B6b=8OJ45_r8*1`y~B<7QU@BhylO z)pMTgo45){`zAYP3RC-Vf|aGX&Q}NXc$+?2dgmm>5D0uz#;h=7wnUoSn^wr5kN~}j TUO_1FGR|R*jHM>~gx~-G^mM3i literal 0 HcmV?d00001 diff --git a/translated_images/km/a_closeup_watercolor_portrait_of_young_male_teacher_of_literature_with_a_book.2384968e9db8a0d0.webp b/translated_images/km/a_closeup_watercolor_portrait_of_young_male_teacher_of_literature_with_a_book.2384968e9db8a0d0.webp new file mode 100644 index 0000000000000000000000000000000000000000..fba04870b25d15aefff28ebc0f8d983066d2e168 GIT binary patch literal 18998 zcmV(vK{m|@-H%pZcYgD}p1;g`i2rWtc=Sv2nDvMMAOE+g1ONZGPar$}eEa#1_I&I8 zvqy|k_T{L*hWX0>55WJR+KBt7(0&olAirM>|A_Sh^7q5~fj&?D@;`R<3h9UGFnWp_ zWEBB341ZP^g#f^*a|2uj4%T@TFvbZoMNMM_^d`HnJ%{1pb%@&O*BlAB>$JJmrq7Fb z7ZGl7wcF|mjiNF5b1D6xZGg-(|B9K~5=~dER^ElTJUCBwB-cxON#Bd(S3SwU_DMio z=AgtyidF%B`CcdXwjj^gqxzB2%@wZaZRZ?rr87Z)BjLn!G*Pu^MV0ijnlJ%_t4#@p zx3!Jtbys6wm+FKyQ!P>)&;G1bXLR{j?sF0kNB7GP{h8KUZeZ>$Mxyx=v*RRCw0xv_ z6W|^~L>T;4e?Q$DFq#3-C1r z-PRGd3c$2WYV)7LTWpgJJIaLcgwoBANufp|7&smd=iNIY-X=_WsQqRQ%Go z%adIWy5>Y2#FQW&GJrY1>fq>y$_4*q|fC2mn)w9S&|uRKobzfu#e!BmCQ$1v@$c>8xSS~WiA*ZF&= zaGuo)Hz-|&+79$DNomT8q8oj8g2qI`+LqJFB!|^5=lr(uzET6X7BhhN#iqwSVRO#T z8}h_&!c>v(d02?#RX;EiPzWzawF6@;SnrrvBP@kvLc!M z4$qa)?2+#Gm2c*70XYOg!1qi6J~50czuuN``aIlBZ%Y_4{g;2%vD|h(@TNL~mAIjQ z*JxPF0KGTK(YO3&HWHMe5`lPpK~A3#1K1NR(B5&O__l)Ha?ub1S{}QNY8mpbKG&~z z4XV`Ex1DD`1%&q`{0v)sZV5(cxquVkX9+GHdB47tjPY3} zYn1RSLqk!b=>(|lgMjpsz$e?0VFbkB^}p2)&RwQ%W0|dxEHqMU%j*a{v91BJ^y~4- zFNUd2hlvp=`Be6r3iM`Vsc5=rT%=5U5znC|e`QY~F}WJ@7G4W9bXaI&yrG-R)gPLr z%ck1Iqz&iH<$;fyR0od=(PQoz9Sd(6ct=^c`cxxuT2K-`Rf>7D?Pr~=e3)Tng%lX; z_P%)@cX^DhM>XNIP0viZ+w0V&Il()G9Mxv}KnUY;>-#pZe9x{T+8{WHuy(ztEiDuK z>I?Q}5!}=vCosaOBkP$VV4-uqZ445?a#15CIOy{qmnFv$590Y#jStIDup~)tu22#H zPH;p{mk#aWz5?TI5dlG?D7bq2_n5mPjRk#w7Sv&Ur4?x$JEz$GpsS*G|N8!oUx0Tw%7Z)EE4^i)|zn-ofch0N9nluc(YBH&N(->u-8B}t0b6{ z3a7H@2Nw_~;sTn{kJw+;J-45BF-lhC|9Hk2v&wDP~fUH^}}H zA$5*m6B*yRESJ!`nB{7Q2D~>46qj-O^YM)40<9k0{3J(aQc=&c&0bS5XoDe~xo%nm ze13k))*COj$XzrTgBetBfdWUIlYSDZk@@sx`F_bjto!A-VQVl)zUiUj!)jdrAApbd z1#p+0%2X~cW=}w^@5`U8n^y~MjL^|Ut$UCsIBGkR0?2^M_`ezEN{i_u+^yQ@H9&40 z$m0D4XAKq&tVmK~0oE=ou73Vdp2(O}V+e1T2`sWZl=s0$IlEQ1gcIYm!w;(I+{NnU z{g;zKU?u9)xF;z*mRmzj4~Tp!_8RmLAm;%Dy)e!WkSnxcy<%Tl)Vjz1qrJiYHEtwmUlY~<87p2bQAxj#Am$vjL>dnZ>U##*m| zMdPFR!W3K4<^8%kT^o;Qey-nFv&z2VgNXHsl{!1r8ECxNQG5Q-pO_Y>|Goov_pud%f9Mo{=RJS_T1)9pu-?+tuUIOP@4j*V$6eaYKG{;U;UZ#+ zxzY5KHd<`N`~c$;s>&ZxXP#+am1YVIpSq$9*%<56MuLoyoM~=S%*%2s?s^3lM~xbDQ8` z@x&{Y4$0liKS_YbR)lpxs}K++@rMMRuxOv>SbQmuV%m3bzM{YRnp=`>$8}Yy!?UZv zk*3p#Qf6L|)^c!Dt>fN0Gz-4o1Qh&G zmw}DxAY@pz?+i0sZH#y%r&#dHqLjh^#>TO;wCWynO_PP3);!c^wX?Kd{iPDdXp?}m z<4dmtIdv-hwhVed{wdy~cH|OBa`%bE*F`7FXzQhzNItFONptU+|LH(@=x8?V7GYg+lzn8F^H= zWwjvK2DL$z4Z2%~L<*DwnP|6GnMm|0q>46YDyK?J3H82F@WwiQyz4W^Co4Y0_7YfY zjkvzFVjaHYhR*c)t`j|$4Ra}Bb9@&&`ZsWC3FCbacj_q>qJCbZp=K^2mZsmqg=j)0 zs4Fj^t>E=-Nalw@d}^bAu})-?J}9yf_HMyb>q%+@WSnB$KT)9->?bQA zBJ^aLXI73^d^eK{L$)mNEwp6w!tcM_xoR*kNKf7v#>uqZ=i;-dj9FmBL@aTs<`>DU zS{l#HL3%;{C;_u)3>NnZY03Yr@EF>jEID$L-Ae;~6ar)8G`7Y0*v|dTwZ$}g$|1t(b3%ot;+?k=m0i|U=Ike`ZDA^O9 z74)D{}&wb@EjCLGUqDiPiVj`1z(tIoIfwKhu#?M=>&AzliCZZ26elRBHJ*4=`u0 zHg9=3KWh#&vMiw>Yvp2u=m~kboEvO=_E)!vqJF=|QEgxH>j^;6#KnzNI=2-BsU(vh z)Pud^kFYJsG{l>i=#9es=XlB3AjbP&&27aWxIST}4OtUpB;Ll_z^mgr;nGQd$U$L%0shVqci9mInHdLO-#LHcjM7UA?(_3T9|!+r1DP3^j+N&D zC6_*ZdoB^Rv3^l6bBzijDiFMKpE&>d&`CkCF=S5JyInMuU2;24 zcfg&TPVOt$*AF%m)9Cc3bn6a;hzb6i`$cgfPCW1GRVZ!bVqo1DTX}C($=tzdJ8?^S zN;aJ*wdWd&^u~7K5pEj#q{$ve)o|eau7uXI4m;QWJ~xkXl3v|gP;hq01N&U_#<3kE zT;RI>>#lIzLdx11|7qG$5*Qn(f^YE#A0X-vuY9Ju&^=SRBr;8U<@Y2_E#E{9xSpqk zQUvTZqy=)*P}D)d9uEtB`N&}N{G;IBbc7l7S~KTLm+>4cmK#k>VG?BhpUS53WyAa% zfxrkkm?UCnni-M*sZr>x-JF+Cpp{s8T}`vo+LL&vJ7IS)x%t3)Ejq< zYG+n>T`Y>PVQR~&yU8IPe+zJhtr1K8$E93)Y^jYjYZt#W+TGc_j4^ttNiz0~q90&~ zdv_1kCK;Kl&6)F*07=Fh*YJngXWT}MsTy%In4JAlFq_23;Lk3REk`Oig{&8Rzjy{qdb|E_1tfVgFT_9hF4?WzuO$&!I8=4o}v}++n%cVp2HiK*5vdsp=tS*xLJ!?!xrkcRglh)8B6*Aa2KAd+NNMezyGdD{S2)1J< zCU9wFMINY0o^-R0RFe6wU5IH~&GsamNwIg#;kxcYiE--NdrlKPwSOIW+@tMuySwzb zzxa{m6Sc+lQ`L*<#_jfm}rcotD&(=Ex!Ql%=0!w9DxV7KYe%>cDh3& zDfLSa=3$-0*p@cski^;g>Haw<*~F|C6u^qGdV1@^=p1_ua0E;xBc<_jpG3t32ThKe z<)eW)lT{LQ@UMq6F}#78yVXY3J@{TZ@=EYp%MHYRo1w@R2R5+ z&H1sk{q1vrYQP+|ol;VpLK8i1o5tx7fMMJEz)`@^N&4KRMF8(h8J! zlve!Fn~>T*G`S^A0(V-iuyvZhBikLG5bsu3&KlhYgy)SZ=+E9O#)M8%d)OZh>x_hqb^eFCdgMkiZS*7bvs5VH`vK{f_f3g zFl2|t8s&lTIj_K6AF}m|zY;tjmo)n18DMmd$!A*&IOSV8kMg^@Tzs$@)OX*C{1s(p z(*CwILljF~30Q1G`7-gk>vf@cPBUQ{zv28WH(V2{MIynyg z(2wH);UE$jOq;nZS%S7LFd$VHYD$8?@Xr529xY*cWtdG!9TljMrlN8`0+ikJWaFoz zxSE2q^)*k6I6}InJJv>hJ*Tc1->G-73l^Djx;8$+ijCD}`ZB5nL(YH!5H%LEp7;_$5QZf;0o;0MbZk!XvToaV+Y>bn!-6HRsyuW2v% zSi{+jq2Z4$)=C2>C&m~o^%EEwm0CC*6rB4w5(Kq3`3j0N9GJVvC@+pkeT!uwNi?LX%LQZbfnK~9!0B2IKl$1=q z%0$B}Kn;Jm^?#AX^35sPuT+=dHIwdfeT7u?OGOIXjy+plzta))OO5x6~_|XbV99 z#u}&l1RuQGkgjLj)`{Fbkm4Yl-|K)GE)3fT(*?9krO_w36$L6p`(*Sb>%)k+)#l9o z=49Ci@WF#J(c5J7&i(Zjj8j z6Se=cfe`XE&TC7&X=r6y4zDTTD*q^4z+a*SpKHygEYxOqxIAdavg&w;2+;4#eH0p) zb6l&#!u}2oCXP)2WOUe#@7YAC`~@_~j7~m|m+mxyxbwwYHXVB2cYSv@vnr!$x0cTx z>_VS2Qgz}ZP9sY)4gpTv!`!PXeY&M|r{$pSE-5|M>!K@t*9uex?akei$tLt3aRTt+ z*>a$4Jk<1^!z!)a2g46Kaff8cd2!q`C1~x?8pP5A9_k8BIbi?f+u9A?_;gLqUG|U0 zrh$!ec5tUJe#yVWGqPQ7x=1e4B3HeU;kwltc@h1m1YO zF4CTOQ|dVnE$*#7(RwUtT|i3p{rs_hFZo06;3$&%+4+a3I8j^g;m*9$PL^g_`ps3`3xI3+2N8Pd1i4N?HB%J(b@{XM1k3s7Qxr%$^1s$fI+d{89u#mSSl3_ zO>n=$d->~8{h`8Ny$L{z(bgv3T7ntvXHG~DL}bQ3hxyEv;A~gRL~DD6S#aufu=i@AGD`4$Zd{bmryc?SWL_>04|y zk>SwQw|NLoOE%uVWk*t9FBRBsl-%*8M^hGqV>q$|$$d312uEdO#4jc(AU`r&oruyO`Dc z_3Nqc<2Di~wB>7S^=ytnY;}31_^6SYA$hCA)8jQ8s~=))`yIF` zkU!Eu(JVc{wk#FRzZlwPo^6eo^+afS_V?$vo1ZtK`&A2zNBO-KKj0-2$oUyXg-Zy0#@dWfI3$qU&5eYnP?%4(PQDq{-J-$y=j}$kzcT-^W z|Fjj+zkD<%8Jt^u2$RH|jMRXlm5qZ({MK?s{<*jJpeRGos1sLf|K~-PMtcJ=V^h&Y zdF)Q*dD;rU4x0>)F3BvT`844~OvI#&-e-mJES1JS$JRxDyQSfQ zb2M7@*x_=C!(ulE3Yj-ACbxlG$GmS)mqDmSgHll z$Ufi1=Q4Q+nDIQV5eHB~A=y?u;C-jl`kt@&RV(;F{7pGVk2Y2p zS%hGZjZA|Pz0!fSt0mAD=eWWa>uCSb>ZISrG=?a4VPAUgLGHWrB%aoTl-4i3 zjH$nG;Qd26d@nqO2_%rJx^My!OrBo%kADnJ?oGE=W<6aMNufi5f1o1f_BiAf42UUTG-??% zm!c$2q%rGFFP}Gr+AIKCaz^=jy;PlVCXeSYqI(y;0!k7yHw0dwNPg~{AFe}08w-a4 z*F*>BVaMj>aC!<=hJx8+hht%8hH#)j{mksbp}|I+7|#R#Z!$%9{UA!r67hB6j_8!! z*%i@u_7jNWu8Xor9ZX%(#x9ND;spLp7p!s}ftu-d21$iptz!Qc?5V^`)L=1GrtRlq zcxM>2R_tEzB!8{bK`ew?;WxH7>>&_ z2D?12m}7%kx^kvT`F&mjDUj>T!p+&X*y2%Sf|kjCG$-*2q2Ar64Gnc(w8XXyBtF{0`PR{0bFRq<4DQ5p|d)x|N`ai91H)fAm^v^+E@-u;zLTo?6`UKM+o zK%><>5p4R26v!54EebTWJms2@O#A-;>gvrja`*eWN@W-8$3+nMKyk|LS{R>*i+S~Lz~Kn-$oSP5&>zYXUFHibfx(qoLo)p z1x*#lo|yJ;eFILko&;r47RV2K1BHuq&5KH-$>)W3)8v?m)6;D;>MT>RO|GI@;jRS1kSyn~{Z)U$H7s>*#LxwW<$m7p{( zTkzazL`R4+K~$BS(*&LFaY5-z@d@CXYegC;3omy4NTH$}QQTe6pP3L@w1=X;ZA8^h zZ&ctI<`Ridbs)`GkY{sjf70x@I(^|(M#A__n0WM`dFlYv2HXGRyHA}@4^^ttux?uV z1#%`NEzaH9r_sr>EsCJ5m=C+aC)1M}wNt3lb^oW|(zCw5Rd`u*e-e@Ar9;9f^sY-+ zmdk0gVf}naI%FuBNh0Y+W;=fLfv(`)X%=G{)B%FdG_^uWp(FL%Jy>oxsYghiC6sSzb)+BMLrW~V4%0$&)Rhg=Y!yQq;zYzeMe`5%)Dh@ zh%*bhA%iLjr>8Xcf)?gTStrnbz7h2)c-&QPjv3(Jr!Y*v2vhayfZZ0IN>~{Ynxbcz zL4^vy6vv^-|EX2F{6S3-tX~R+0Xz~A;gBw!;#@}GtP%ctxA*2Bg6Z7SV=VxLMZqyw35H}ndQdZ3F{29iDR$-@$?#{Bt4S8ulKq^G~WR` za@cWRvRrZsq;Svl_?}?X2Cf=>lR53B_U_w%RQ*>Q0ZdW!s^vc&(OjUxRA*OpTcNgx z+L&DFn?lTQANWg7ckg)w4D!K{+CuKcq|ptH>?{A<7 zEP!CfS2XG%ZSMjrmbeVDpL7cP68SeS>=oXDK)`T8Ny3VWNS{VSwG|94xjc!ak1Bfg@3A!}IaZ(8H}{ZfD_7hmA)`_* zS{itguYesRfi`oOYrCM#Qdeb%qQC&_l_J$@!*kO`&bUV5_p0b|Vj{1iZaMd>5w`2y z)RYon8z!qNcRBN(+95bPX|+~P$@VYr`-ShBvPmD{5Ab_AXN_le3oi9HI#lmn(oum^ zWXowpSQfJDh3{<0+~3ZYyVx;C zc>_rYAS@9Tr5J^2K&lHWl%)FwBm?k9jr_S6b}qc6>%m3es>UJwIcU1{VuN=3`mKv3 z%~+h?uGnMtg?TU2I=3W8!Wf2go0#N{Szr+DseORiKu)J(ZJV9XF1-}#uwj${$F4Ihtx253uM3*+BYPcd=)-2mTICoMgE4=yB z#MV|u8H6M0eBG2uj7hx=g*KhzEL^bug)ZYl9< z&%+!Ee`vf-vz}ps&n9!_{LnE_{@ax0tA{3S!1oY9f&Yhd z#m%&PJ*%KT8d?>{3KLplKgxPcjQw9{PceUmK4N7&dz+ivdDk01O6pHaB;(to zp~FLrBaLvUpURzb6T2@Vhmyzlu=e9RC#p13hm7%7+EyQ4-BE(MQYgjp+|f#O`Clc4 z>f|%+nt(oFe)dDg=bS147$3{4w^*GiA>+~EYVb<8PhT(lb^PNjH93sXWev3K#e-Q8 zlWHx;1<%$rdX7{W9A3icZdUkgH9SHzz8&%NMY%jZ%$HxK91O-+zwLT11&q!Jd9F)s zb`UkTvRg!5U!hm}j28g<>?Y2M=3TGOj*Q>S6H*D3MMxmRXhms~4yiBmPF9xWHHz|u zWaEZ<($Cf0memEPoxN^k7(`ugpYeN$Sf$`L{=QjD{!Gi>H9TJf%4C}y#hUM9FbWIERGY(C?8dZg@nMlY&*ZGPxMF15 z_82K6&0VnY%c4^yy4J{6z*2QlLkH7dDM_s+hfU~d1k z)w%Zs={CEvs~#q&dKuH&Is-zyg;!~wXicfz=D3(7?;IbaA7icxMN(@AFgASod7D`$+(fV8J@SRFEyqjCie1Ie`ezAMP#G zL@WgT#s`xo(KS3fgyc`NXxuGCvM`DSGAT}>dTgelaNYbYzIul3>yPOL>YqSimZCq+ z<=u@{b;xw~hw^4pgOu&HtXDl@POfTGdgaz(O($0=DP11ZB!%n(qwO(MAO6$YG;P9% znkY+^=v+h8PbMu8E(ej6ya&sZW?}65Rl{T_7g*DaatE_UbP4GndYdbreZkf;foB*+AZc z_Qp_#qm^IMCv8bOPZMXf8nw<905!@uB|vsztpjHUv2GFQ0o7NhLiPoAW5POwJ;zF# zP8WA@?j4h`Wg~4-^^VCZzw>bocxFB$-|ER|^w{v=zLHwK3#@S-Uwf7|OI`n`bWjoU zAiu8<%GQWp!zD)TBjCY)9QUd7p>ch2PzxI;*#SMnxKAY_z zgx7H;14pkS`bmkzo#g(w^-FrH(UAmdzY^eVSQ)lx+P%p3jy~*bf1PgbdYy%9-FMjM z#L2A`C%FK3v+_oToQ{07k#)H*zYv`U<hn-B#f9}7P8$fuyBfl}`X~s)TQ$^Qp*A+sh82jZf zX8xC$NHLamao(QQpV%o&k#DU+^Ks;v%(!4BkJx|TO+*Ol5X`5?n7mGs(@)c!{XE#; z+Tsp>-TRdOzuk%q2B!eveMy_%(ZaK$gnvo@R601%`y((IWBvK<0+<=Uyjtzw1SE)Q z)!Xs_cU@W6^m5wf^x+8{h(tzA$U$Zt4jdL6X-jxV{GC}Fy(eW>@bZ&;ui#It@3MZymO5<>g5n89-WUT-gzD_BWXQ%V zs9-+!Pv&-2=W~uX^aaGPF;$6-@EwfQrI_K{~K`9j0~t{vs<9 z@W5;7!d|%bU}~c0r&VLr5|5T*t@KNk3d!(`Ohj?uWD9ogkxSL}Hwjk~S5F4;*8Fkn zywboCIQfK8w^B2G`7AMkDe3W%Tp6Mh-+G1;Kxf(A&ljAN+*>aahz$WF?L1 zS;|mBmYx{L_I4BLbJorwhQ;l_Or2wV2!x%ndjxz%5mI3zg8AH}^)?C|F6i4C}cCFt6;O@*ZnX;N9 zPok9okGmShLb+a`fOhN{&24Y@O$7-0LB7%g^zA4qa#U9tZugw=mLOfIJTqB~L9?oJ zzSFLt7wm36e*Zp*c271E@EVG&`c;xs4mLoEFLc|!@q_FHDy(9w*5Se-<0|`ecg@IO zV1Rzir@VE+v2zOcEExIjatWjSOX_9UaP{HZ)$YF$jIfenIZ>ng>qw5vD-E5s}wPzd|6452Q=Rxp5Y zbhn3F1|yLoaeCeA8aeF4IuzXe+Bt=~&h6WU0&HAZ?Ysp%aB8N!qLsK!Id%e;#!5&QMfAROQz7jNW@sPTqk4vBq zI)BAu*I7>&S&zBmLK(ixI7EiMLnu!3ne$_8@g96qWlLDlip5j0RYRBo94J#^`s_ld4$Xk7z@C%;#upFnVRwuf0SSt%MOZ_ul8RFV% z?Eiiqsf=Vj67E7b@!@@bsgo`b|NFn)P6mIAZsW_{0?1ZPe4)ok)6FqjPdj=(F5RwE z(cmpq$h(Wu+Osyuj)7&KS~$`Mrmj2jgM^#OV3!e_{RqFuo%OFuFeTFK^H&Wibt|reA>} zb`jLMSs`{W=&!%~?vqR?ROM<3znLw>$~c~dCBcTQc3G`bf|BJ^;lA^Gt42(H@4KlI zb@x&1%9eJS9Bfba=b0iAY>iO7JoHJwu)g$kjSH_g(8rn%$00qZ?3t_)eD6D#UJ89& zKKj{ZPLsIP9&Vp?@jfoRNX6`QEmt3^`pX+|h{x3#8HHpwvjYP7+vKj5?mG!h&%GOP zzVeJPNjs7|)X!JSV=Wl=9N^Dr`8&;}V7;$A_Mmu%JD}0sf`kMC7Do_mg~3d0P#>k> zk>nD@O1HwnDJ|d_(bV5+-FhdSQ84cmxz$RR)Jn^&(jkk} zT2`tX+;CiLp?J<6ZN6pt$17bWbx9ugZw-E?>C@|I!>H77WeB+Lh1Qb%jtWZPP>Jpk zw&|MNnD|vi06QmBdca{8NK-Asd8X4e1@g!I!f>wLuMz?*_Min(M1EkF>S1z#3gx|&!Hj$;s?fWu$9e0csq{OP=z)p_krvqH42C?te=$}D>TKfV zxXXU$8)^ZzN?+XsoJ{fT@wAnB`a7A-Yd$|4Vm_PVe5aORo2ZTyF!f_M(_sqx!@S!M zbuvq_&Q+%3!4v;c^o$)8VAc1CKviI+WQUZc&HpLz{uG=8;>Wwk-Ia+C*z@X5$+X%IPmf2Ta$28} z8v`hlbN87xu7Ok--0tRlrY~+&sWinMYAnt$yYNz?8rB#Zcrq1{R)8Lw2~m`kotq@b z1q%K`Jzt2{dY|QawHiNkyrv@mp_U>rD_F1GjejeQ-;6BPU$~!}cK;Mf+v1XpY52;P zQf&=QHWJsSE?26&;wZr=vrkdN87T+H%>VGvqGk|vc+PLw0eY`sdw&^2lBWP#-!wBP z>+I2Wm+pu01(O?fhP}o&&K2{gKOw~34>-T^?2n$XzrgrXU?b*x8NGnfM zARr{t_IH8=-h!S>EB^gBwXs{3(LA*Ry2Q5id61ScuK3-+xrc1l^r*Ai?EEBw67O+$ z0Ze)(T~4LXZiYHB=zA8>IOaVf{Bs3c<8C(^T+K1;RXyPilZ_O#N1>_dDu73(ul9%? zDUZyIM#bzNJ?IQh2d6R+pXX*`GiLURHu$oKqV`Mjo1)mv ztX^#ft>u$<&k&K~+fgAdYi&^AD^A;Yz=lApvsJrVY3WvOZ95Qd7wda zAe4st_$BZ6kiuY}Id!s&@43Rz?K(PiuysB^mecRXys2n5?+TbaFXNBW2)w*%DJm17 zuOgX`7PDbvO}wmo1R?IZ?9|9oJ83UjvJdiJt{E=EbjGBbYStgJAEgpQ&zb*V2J+Bx z=RZfLcJ#R>?)3&Fbn~(`6TQnygs6W9m<-qxO{F$BI%d(@$Ju0rXwutW$b%95wG{v| zwXcE!yr-FUT3-` z&+@-bnFW#XuKCz{J3B65z@2#C_M0!UbCswK`$ZT%bJmo=l$>%0$8taTb`fD`dW9Tq zl?P$vI&Uq)<~qJbqT0C|)`x%*=79+#xM7F@=+ut&r!(HOn0bb1(%0?}rEn?i%r-xj z`QyJUb~-yRTxoE^P>BAgT)L|BpkBsm0fo=Zj^tAI~TXW_usqfvrz1WhU4 zH!!Ey9kFgE;+Aug6E8W*6Z=jfJt_el?ipLCP*1^h0^ThzIwFSNc{!g_vhir9=vLVe zS~1H>0Qe-HQ4eS3b7nT(ULmTO6;s>b;H+p1*L&cdZPz{&hgng!r%>LKw=;c-v$v`r zDJscasx4vvbXbZs_BIa%1T86L1CmRv(~{O(Qrl#H&aYr{LB%od;t^Zt7X1_RRQP74 z#uU>1mx}T%2**@Naka3xzsHK^X0Ra+WQ06yWdase%ehb_ z+`0S&ezz-nfm5O7;3}O#ld^tvzH3ndxsS97o~*hBaTQ+ryIP3{MZUDczCykeZ1z%* zXVXzu-;%-O4|%?&WiujtyqEz1n9Fu9!mRpb_CcFFRb(@iH(-yOIUL;2pkA#j~A-Z7Qi2^>ntc7Nj$B2U`xD+}-4hqBfdmE~3E#A#h7u%t84r1d#j zQS7V|7%L#$s@z^9&pvZaEnkskmM!U6-JS_wc6;vc-(3nm41%$P`fx3z2VtQ%-zDnP z0^*tg=A;9E#I^d5hLI%W9-+@XQ`Jhn?1Hbl9syq!3=>${HN5<%)ma?pWtfuBk+~kX zTN=^n&w*oe8AYfy&K?thMZNPYBm;{=8$>RG4O+D0%I4{n!P4IWAUkkeq_)^JK$rA9 z_CfT1@}c{h8wpZl{H*t0$i|Y-0)t)zlfmT9V!lfV_X^+!r-nDOR3^jBKlnHe6u$%||X!rWRq9t`i$<;e?g_ zut>Ah{)*FePY6n~7DyD{@^H?N%6{q&gfl@;j?iEnU#Ex)j|7GG<_ z)&SnINS{Sa&H!Q#lwD+4Z$B_z6&Kt-ZSt$SdhI2(rIz5h2j@A#b_}zPCf36)!{dxK zASvXK`i2DRL_*>PpmEED8?d`Trs9`ncXF>ws^+okw6By&80AhlT|=d58PJ`UB$}6p z5WJ(xxBOjR(#yz+VdD3r5!VMWQ8fEFhjOTI@>w^> zFU0Izsw*;;Iwe$SGUs6Z8B`@2k&aEV&;(_#t;~704&_98lL6K>EO{mt=OG2l&cAY! z^j60Qy#A@O1N4EZ__(CLR1^h`x5lQN*$J7j=g7vb8I7U#n{WQREm&BtfPZl&T4J+( zDj#fbaIzSJ&|L5rOFG$q$n-u7JBmZ3uD!>J=E<93C!RC4(-dGMyf>=-VC}{`jGA2Y&+tsK+YG59e`8Yx zovHH%O4*gk7zYfe`{?ux^JWZ$A_fmhGo`$B#g=y7_>U@#hFMy?=5$>GZi%Aj*^!wZ zss0e=W4&ik)|^)~ctT)jEaAFP+g||)Lu+Vf6FPiBVfCI$+7f z4cZ|ZBl-RtEKV4I3sH*)9uZ5DKx=zsi8=3hs(7+$F4uN&GXXkyq3SW~!#;@^~Izynpr8 z&0hnnRxrdL&2rDS(E&yY&7wJbk}6il$zXlXL!W?yKuTh9)+!z~r45VRl1$aDECG~T z`HCBgx3$6M!TE&eq{`8W`pMJ!e7)@yR{u!M$>)o7ZLN;3fU&lpS^Kq&LYhl|h?iTq z{aa2?Rj6aQl(M&Oql0SPnPW}Q@PL`>_8xU@*`TNYoN0h;)0%xjF=6p$^6aTJ`HT#T z_0ekJQlf!|r09>;HOGP`GE@coVBP=`THyUutAr2l;WT0%+99k`WqbJ$4wP%iRnF~^ z$;c=|HQ5uOR`wwBME8j(ZIq-xSbl&j76t{u8l<-rUP8E|!Ya@u#;-<@>1BxKpuRng z@~1V`b`XgXvd2gq?^h(tvv?Y0A02SJ#RhakYHv#C@cYQMT*u#$@nP!)Src`alK)>; zs`P8FWK4j@c^?agju->Qg`K@qh(KAmBzqcc7&Q7dhGT zS4*vbUm>lnXnDN=*)De36sKY>HkC6u!cVh=IZ!|Je+xVEm^1VT$V|3Cl-j$;xvFt&mRhkUV;w0#J&<-jdEu8d1|2A|DT(R0BIDS0S_0-_ zfH3@GzL;(>c7j*dye2$ZFc`QXZuwy*^2^M(fBQBszWs4emJ2ndtlqXU0_`Vxu%)m+ zXnl~7qiPHsGEb3?K?;If(n$o5LWui?8AXW^;_4a_-YMwu#bMzg0i2& zf`oqLioFiiTbL6vyfukTZ}_uk=?^`Yt-3@G>-`comUoj#+KOub2avVdI1!&_8 zi=0FSBXbvsu)~!v+(NE7-qy7|-Vg0ru#tJawXSj{kvW_ofIufi z1O$g{p~7rF(mpOYy?t70+|{pG4{_}W7_kzf@&ro5&8ls7AZqSk1BuXmJ_$0bT?>M_ z+gEIk=<%(+Xtrj?2m_0br}OFYo$|mU`!q~t z>@3MjQh8JXxKpFFwlkPDVd;<~831$g_kh{5^G^y)k7qY*RJ!RZ2Kbxrt+R^nEKVQu z>5|~3L$ful7_^wV2w&dG+0_Vc8S9RYPJ#nDu>L{7AA|;`Zi$DhiKO2IiHBc&u&ZLu z(Cr8Phq_1UngtM(4X;H_;AJz{rui)=b%V3o>FP)jW)e4v8=+WjYJXV9F9+rqZ?-Vn zN5q9e>Z9d%y+#4ed34Xvgfe_kH{~eLKfHx*e)WLfSQeiwoD9SF<70KI&DqlAV`@!U zFG+XWHP!7UQEeDc_5j-cPk4>|sik1HW`9A?KV{23GhLGS1_suq3%2k7`- zzzU7<-Z69pxGmjDYV@$wxsp{f+R#oomWu-=ijqDGkG;BKxEJO)E%PE>;kX`CsYcn5 zOJ;GualL2IsX$uJVRyG`!xf8@2z1KF=^WhGRFUO@83fyo8|7^a9JWFsQ#f1EgW`im~goh0z2gI*rWizW1{O%|4dQ%@}R!rB8~ zpsep+eKF?#}&eD#Th@w=FDl|A^V3d;e#+kndV@RSe7n4H)GD>q!6VE z6nabflrX>JX}W-o9b+y;o-Q9eaiU}YabY^Ny_N`;xqz>fULV6Qu<9m6hJ-&rfHDfj zX)9Xsl?E8Z#Zl5H6m)e+mSr~Bk-ObYPSzo)CVv*Ep{6VREU6-?Mm0;rK6f@FA9mKzNb)sy0Q6lKyF6>l{4$zOx8>q2`IXah&C}x#1pR z7GzTI5%couHGmWx2GAt7oHmHrv{)micLyp)3Udzgj+d6%H6o6$8T4!IzXdw0WWA;m9ss|~=M8hfJXqDhbHI~yYw=$) zQt%1B1wNcUs~?%);U9Icv#YX~yEojQUv#H=<-e9c@873i@Za&zc|^Mh?sS*D_q&NZ zr@pu!P0w}LyA64pybr!*@2X$AhqG6rHNI58&R_9Aho7D=&~Lr>x0k-le-C}zeAj+8 zM|G=z&OL%Y${y=(d3Skdd<%b8KXsp*?t72@7Wn=BQT;^p34VC}B3pyM-#yOT{%!Nw z{B`>Me7=3Rz1QK)v->swRKElMa{cgque;Yh{$2Oy?)P`{-uLbHS@+;~`nUI2`1ki$ zc07KHxAnK~7w5C(2mJT$gHFnm$Q;Th##5*5G^Ztnwf!q(%beiDc7K zCiqL}hOO9m@%uNYS^? ze*b6XOK`E^u?gU^_zrkrD;;|6$x~;@+)$|;?juE8Y&`Q}Yz{HlU;gI_`tSj#(It5M zI!kuH+%@+(gN}!p(hjK-L9p+~Y5Z=An8wu!$awMoRNOVaz=8iMQN_4_MH-;R ztR+3QE!B_WucZHO)qlkZWSCmH_3o$D0H*;oxF*jdxF_(alp=%aTam=6*MlZL(PH9> z(Ch7NEmr8>VC9kjR}nO4Dv4iI9VG>GX!dLR!^CeNfj8U*g*55NRo!&`0k(K@fbUZb z17wB*C6n~X+r+6IOA=_Xe(Xg5VsY1zEdlv+Li3Iz(HggjFfh?5f!9Fkauv%+D>ufa z|74o~^^VklR1-8UIr<2^jsx^z>XjtpGr}l5lqVZq0wOCm!)wa;2wVV4I8i?CA?kyv zd%}n2rxoN6xz;|_G7KZw2le}WnZ(!7u@KtOxeuG0mTUpu%KRnmu%A;IOg$Nw!czS|xUEgFNuT3>?Y?*X?F}9e2j9%rtA3&08 zF=-)UF7-4+0Ft3FvY-D+vyc|zRncFO0>t^5rZ)W6;b=3!bGhGD;l+}gNa3!5zn&5@ zCmFP*Pn(-DAOZ-Ha(()ShsYwfZQg4IFFuSSjAouvYHB7Wlq@MCcsv}ymD6hbcy*cZ zW$o_954Q35Tp-46&{8e*w_$)=qoJIO)i%iwCO?FlhYm4widRuG(f&AxQyj#9HG8Ig>JwE*=Sxs`B4`Sd>#Qk_lv7u{>yJY&jbuE+1v;Q?Zev| zFDta@*k(N(^>yXNByX}CWN$p`9S)!9D^h>O#?wCig>Yx#@{WbXk^`Hx`6-m^r3^Tu6_)lHzx@?;dv(#v%Y2@c&|2^AI1+COz$m?j|DU& zC+d_vn%IAq0MNS3finIA|7@M+4vAllwOz=RGgJki95nV&p$6Ho^62nT!hjUr(rEmW zl{r8KBk+ceN!yKRJM(l2F6RDHX!7l@1D)Uq`rqpwoY0B*lKjY5%7z1VN9chgB*1>X zU{jufR_3vv38v>6JGH6<@oLiX3|tIydN^>T7oI>T=}+`6I04Waxt+}A$r-B7Lsyin z*lE1mW>fBp(lnaBVqXp}6CqQ(t#@G-81f(|T8uE1atL?egf|xMyw^Fs1YQzCiS#;0 z#pQ0oh~TNfCkT&{3F?voeB%2;T)rco*qTfp^;&N}LJyI^Pma8D>|7p`s4h$m96;A3 z!O2Vq{|MJz1YM|#e_8Yy!82aO?57YeHc1zd8s)!~=id_K(@E;v*9c6<16z0uc#lVNI;H%3Ts&S=h-(x{n)J{aKE|!QL8_~`WJYbt-*<{bD%1-Yg=7fL_18u z@+Bw1QZkpdnqw7z!7=%xT7Og9NZ1B1T%h~_IMOIpD#RNSEFxp<>*nFt54J0(qmD|$ zvwyVuzkd5KZHxeR{aahkKL4$+|Jz&8!S4U%9QuX-Wg-3#Q2JMbd$A_mo6!-3(7NRX zqwTNDK2JxK+oS$a^8aO)ZNVRk)j}d76A8)6G^P+gh-8~`QMj6?{3n$E%Ke|n_T_l;h|4--tuZZ>0we^hUTHL<@Mq&QyR`WB;)rf9f`Q*P^*t(5rDWZakZ*zsE zSpwKxk+f_{WPq{4LP$D5w8aS^Br-}rCy>XYNvWg_;}?kc390NDTmx{F zH*$L=RQ3eeOfHP57u?aIfPwyqxco!Gm zUz&$*!U*(0FZBFY^RZZp5slJ2k*n@mG@D@0;$`D3L5b{JU=mA&pAAcP8lx&FWi~G8 zL{3q0KVTAnKZ~&ZCgm!MZ~3JiLoiuM?J6dPucP~d3NiEdLUDsnc3NuZ9O6Kzazm$^ z6)rLE-Ph?#R9&x*fQhl;FIlm+8b)^Q$L=JY;enEs3%dPp+w-r58I>@BNH=sX`t=_s zmD}iDb!b)dDmEs_Pv6e<1?V~|sy=N6YLyXB#JZsnNacWGQr3fc<}YKLHVVjY#!>Q> z_aAoAj-D>n{|o_04L#NzNRDSu_<`jyuiRwWqMj80K-D&|3?1}N6k;ex&9)oIs3Mp# zeJUzOGS%nskGtc0VP+SB(|{}E{o@7y$Mp)C#m%qgK>y3tM@d6FkA)R82N)?iT?(7U>eB|O3i@dN z+tL2TkaEA&Mf*A1ciR-T)-E3D{xO`#L};)bkqkfBT<4tt?zj9iV@8p@W{&^(wtpMa z{{#5AmvV4<$wC)=D&qfttm%K|zM72htzd~e6%~G{ye?Z!_+jBHDEir2ze}UEme13k z{$JVSpN&l4#yd}(P0Z-3Ud7Bf!Egyrttx<&Rdu;I493 zKHEQJ`X8Htf6?ooE2gth1+la<&%1s{C=5GFmS9}5|JUaDfA>fKK^Xr_xBmAS4*-C# z?^h-O00gmnSv#20+r zCq9*g1<0*?cfHq2Fn{Ygoh`s za3QHNb8MEQ00V#{LD)dZPZrEqDKNbPk2iqD0K;sy3WwL)-~uz`T^>(MU0A0u%}S#o zm-lyCNQ3T1wr0sons_Kl>h;!jflIuP*kzHVKN;XK^`PSF@YaDN_x1)R^;4F_;lEjk zBIJlq2NG?_X?p~!O+mXgvZQ*Oi3u>yX%GE1!HwY%2bjM@mybtyK+i|Qil8*=+`%Mc z0_$gbTsI>UA?X~(>g!HMvRB*mwTF9BnX6Ur*3)kZQ=zPiW|!JNM{NtB>mSZHsRa)* zhmf?(xb=#Z^WYRKeO|`1r2@QoArdLHqbr*mQp~?)`sn#2%eQ60-o#@j(>pM^T3FZR^pU?&Z=eW}wf75I9;>sIt0j;ozAB8g$4iUR+ zM2|HFH=45l0XcqBZhmW=`Y;BLox#{wZ{ShPS+Y5|@lPw!jA z?M9x2Fo4S{>k{5wNlfeq$oJ>V%#M83Z%Ma397@(Arm#0qcy{N*=R_BV_*o|@;f!g0 z8evZ*XTys7tDt!k4fI>O3dqwZ3_@AV(zihs051!-(Gl;aqT1Z=S8OEK{;w}-x2^Sp(y1kr-*7&(WZ*YbbETdVReEwHwfnXR)%bfw z#G=j&-KZ9N`1!|SgFr_=79}xg_2X%G`OlN(E`?`?E{(Vv#ulcejg|mC)8gdSwQ(^u0wHfz537Gt0370#^S*#xR^Q%szdw}?Lnd{hXXtRSmiN=i zS||#Vly#1&7d`>#QtXf4>jOBAZ^4K5jl=9vg^w{i%6!CKV6)~qeQcP_{_Y-YP2tmF znl_wb5bdrd-P3ZW%S2_KxJ7=Ec4_>tHm<#(zI zJJ`9>-54d3&>WFY5?|ALI4Sw2U=9V1eF!2`V@td72toU8psEA^?Gsj0G z6iQ~8zmTu&?&%=4Uy^ubE z();i_^e$FL{ataa?s}u@Kl*XVZ^<~sU040wT#>8-u-1UOoFn7<4ci?x3w;MeTq9Et zdFi;ZCP#uQV9GoS2h5Q=ig(GiH)$1U1=L$u;NcxYyoeZ5*=Twy5^8F5(#?M@^h)r# zfJ~ppuBahG&^G#Kwlyt$3y*))1DEL@w;d${8)v6#Vgru3X)LzE0GIWI^+iw%;^o)a z$y1w+3`ppufPTGxeb%MK^ZMpl=F?HBwFy3uZ@i?34`1@j5CedeqCJDavwwIdrNXgqHU&gFo1AOr%qE>I+bJMXkrf3*+hWr@|x|AL1FM^Q0xBMUv9HE>XU zI^^&sYCMXswiN;)3qx$B`~&s<6gyK~II5)FB@zJMUQ@bdw@_NQw1H*C5ArM4_*Imp z^p-H3D^R4)p=)isy1REI`VrUM9^lpoX+wiE%~+qp%W5ps$6g5r;04#tm@1I(lhZ)B zcmv>*W?60)BQ$S4`e+$Q=v8+@e4)x{^a9k`z_*hfp^mM?jrw>w;T6=Wt+ff;EEg=` z=0j-~{F&QxI$+_S8ikl$XQdnM9(}m=oQYN~#f6I5>0E1Yt(aM4fqv0#cPH+Fo(KWWSbO>OH zElnM2_yY=aRD<_eE285f%^fo|b0E*DaybARfs5hWW-^JKBYD`G5GRYikOVsd^TK9s zd-e(ugx+mX)}^NgR;M#=k1Xf;aW|uQ%A+?T}G*jd+aqD9oOq?)vfEb1AImQFxbR_snj?yOrJ?sX3%U4q~B>@QYpB8h^DiH^UU7d zDI&4KOD|NCx<6R;lGzivL3K>NN4as@+?_VgsSgC%F1m1LlG(ABRJ?&DbN)^<*< zK8%O1)&l*!6z$anv*gR%D*KfkQsCGz!S(K3P@q`bE4G0vOm$9^N3Zps%HPmI)5u1} zyLb&<);JRY>Z1VUR!*j_U=}7Q>30_^BIE=>3jm2_`cbN>)rA>{N03$u8Nb8_!&uDnDTupMZtC@BGitXi$S1g4H0 z6YRVgHSjP?R&;u=>BRsY#`DbT9?GhIm+~dC!4K2Jz3)llR8dP?mc~UJ zw2x=lYpW-oydodr#nq`DVXX>IY#slnG~@B=tEtenE-Y%AYEEq{Sh&G*5J1^k4$|rD z*MvzPbd)6^V@ls0`NJk|Nd2-5NFf;LQZSRTPZ_zp(E>|0L1i4bqYLagwQMjbMg4I@ z3l)Iw&Xhu6cf1P=Uhm9T=A&pN2{`&a2|&o*G7HYdPvv!4ABLhS84A3Mw#FR+CTpU@ zCGS~J45#;uKD#yW+o)hy(vhWKH(aX6LD-`f)=B6)fczfU)DHbbr;;KWRyOs@12Oj} z?tFdMc--_>4zR1$G7xP@Z!ye?WNxIFT~hCy-I3d!vF~uv4n)zoIvIMU?7OuhuTtL zx@D-iZKv$%+8v8}4Jj3SIZlB9MJHj0F2|$tQB@~HQ9w5k&oDQxwj$p_r(m3%-mZYT zN7`3Sc_%hXHvsh|_Slv5o^%Pe#l_kvu#M)-7dac!=d`9GWfJ61)0zg&(_~jwT3rgh^ehX$Vdb}6*WtMZx?TW@6?pm$L*$ofZnS4BImpK!*}YM1fI ze^5dvBoyx?Io8(e$59{!euo*$4xj&a(*H)RDjR5nw*{@uQrd|KVoq52N!;{Md{tCS zy*Eh2qoFnQwJ|Z3TXYkq^LhO%FNtX@4`dJ#V;cXKM5;Gw%0egp z23&W^GC&s=$@DYM8i1|p+{W&H-!F2(pcJ{S4nqIH4%xfwky1)74IFExbgV(f+duDQ zR(O%87$un}B3q5Fl)^&OJHS3OpPL^b5>!dc1|^HqIPyvM0D`8~K-7j5Rr2|p%Rsz0 zf7?^F8QTdK(4O9@VBb(3K?j8230RMjcPrLIsXs0!8OPSZyf0O?kl;Nx=k>Syk}%7J zmuA~;Mi_!C1=JQ!1o97j^o0%-#<}g%z-5JtW^?ldiG>~myI6Zkrb=f0JQ!uX-AEPNp(doBtYw{v>d z2hn~_(2`S?i8F@Kh5B;yyFf!=0HejsNt6Z(FNYdT@AU8<-k9_MQJM>=47ZZX5txN|cj+uZpw?}+;Ks6%aXSiGw^}4~7 zos=(k5WRhB*d4MlYmeoJ*u`o~mMU|DwLh9{+x4*hK~I!D^CJWmPLS^`7-!EiNeIL1 zh8|}54ILW5sxr*p1F5#)RM8bhixTdKEb(E^% z&W2IUtt;&c#GIB@g&!}lX2P*Gha*%lCPuzQtdT#TeyuqA3mL9)Tsm7R=%-)cT}e zJ#MMRC2CB#uWWnIX<=aBZNDrNPif2+&r!U3x7nWN6LX$9zcRw<9N3+!iZkfqEu({U z>?Qg|yFg3ovHvbr?o08>uLvQ&8#gL|{Jf(;hnaf$d!iZ7&;tcp;IpQpIg2&^$qzU*ecZ5I#t~L7% zm2LaYj$-8Dh=TBUvMh0aqCLy$(nZky+&vZ8T4JYl)!sqIWFki;q{>SknesVB8;e-{ zul*I}d-8?(<&EM$$!yaV#7mogPU)yKsmOGl!3pVL&vU-ipA$7lO(s&bWN`AaQLgSH zk}F}};RsCFwmRX8ZD*VINiV_v=+N&yONYvS`}xaBkPkkx6K-=Wx``Lh$X~;uKdo9N zO#b)1yyF|X7m|}Q#H=-A`9lz=A#dbaKn2f|7b)=cW$J!Xo5}kQ!$wy%x+9TMOSsJ((GzC8 zXKne~6de^4+(XO(Zz-3RjJ}C`m{p5`27lgDyPE42&wd}B@vEJK5EYiyH5)r+dJz0N zoPNpG9cZ*kmuiPDVA$o>4GM`So+&3W+=a8|M%L*BuZlgpN#L(bO=k!Si)=M=IpC1N z(J+TWW^%RD8h!#t2Ua-b?4Co-$h$Rm`6u833y@Rq<7$}N+eKD;ohfSrZ4sG&RVGIPZJqYIwN`o5g5ze(O$4&r8N z422pKh>!Q7-A+H)DsQ%@8G0XK!7pAvC{-+HxYzKaaiBE5DvOZ_0efh`Dvv^U!oCp! z_j9VEA3B`3$yIVIq{9-3BU-2LBJj}l#TUzkbQSU0w*%pwU zLv(XI*gDWo%wKQ6alahGWU~X5ojP#<`~=;Caf1pXhG4&P zS5$>l)`37f?m!JFpW35aLkM@5$C|j86VIb~-25~IbpCgg(ltUrW(R2()1!tIFaE~m z!q&iA{O!O3V5ujURCZnTz5TKWN2K|o@hIG+{x@lSj>Ri|AOPAl8lK}QtmmEQE-Pz% zMAmLiG;nC}zUTTSI;94gFaGO|K9u_>fQk8|IPWE9lxGft^6V-KQJ)QUevR(T=fwVk zCWA&$xM#3hkHkdZ+ff!!+t0%p(WCSNAhI4gtSDrE}ZL*n?#zOB|3 zOEmD~9wSCnb+Eh^Djp}o1`M&t}uX^bWpWPErBtW42}bj6vmE2rMC$=@Sfw zC^k>e=u2G<<%^u$yj_*k+nboa&|Ydk9f*`9DP6|f{P>%IqZ!T=(l3bz!;r8svq7~u z)L>-6*!2|1AtjztHRmhwpYX_*`)v0gbi*$ZOG4!4j_?ufM>t;w0RpCLTtj=`Wwpdz z2_y1O-Hkt;NHjx$xwkxlr{{{7EgdrORew#6G|P>cosX1Fg4UV`<(SUsvwwYn&m4E% zy7{Q#4BN>0L&I3p$Q%;A+fht=!srS16+k&s3MppM)8!+TJK|xQ{Kf_?O=87 zRR;muZYvK__3W62l3zE~g!?`li@%x7gQKr&-Bwc3z^q0!taddv^~wRdKc22}#r#m! z@Gvog?b<;#9s!z@mD%e65P409LAM%E7J#(qL=gd>^utHJ8mFdDRDs)kv{=u134hFX zM)Gz9uNc|}vcTx>)XB8pe8Q$hxl`v8-zdo>am)}#A3MSURpz>?)2!#D?h5D}JLXG& z`5mWblB05Vg1_Q;h?UWkTUdio(l~6{o`W0)APhL8hn#+5Zn1Yfif(B@q1yDRquI=Sbo$d zPB8tsRqvv&Fn}wLQ9fFDHC#lrZDNPq0u#Z&UI`r71M+}${H84FQD)^<%2mJlms86qH6+&wf zX;>1;#O@i9``|Z)K?fIntr+)l?r`5X)bB1yID?>-UOQZzRdrN+h@mftY~>p`n$ZJW zlwkmh=|oR>u1$g8iDC6*R|3C8

    cldDn8$hZ(e)!ODP4)uBr&l-H7&WMSbibdBgnGLh~f zqfDEuU57zHhn7A%tF{rE@3B-Kk`~zWXS2AHVt=66OO=)$K=!0yKZc7+bJU~I)EKT! z_>UEjE`hD_;^=3x5(*^#^mwd=)*;_Vm|26SIn0#$toD9}63*@vo0>!p^WDZJWMUc~ z01sR`c{Z!J@#}}#9O*8ehnY$3i8FjQ<|sChiMvv>nL7GB|HLuFyq{_7$FwR9{-~4k zOPAgxL41NjsMeJ$d*fZ3c_arIQU@9F9?0Y7k$d*{^E#_ex$I71_2;w!-gd3xza|~dnzEcyb zDv%_h1zUuq4veV2|L8WNQ7mrADfvP`0axa)SIP`t6VQ(lMKJ786nb>gSpF(k5sfBp z6Y^D7Vl@f0p#8(|Rm|rg?uwjCnD>E#HT@a+8(C<1b<3P}VE8C0sCED9=LVY5_1kRy zC5;Z*?UJ++%9z>1+jwWJUTCb9Fq|AHDD1h9WmiG(KfUpLj+OgmArX6soaF9dWO|0s z&ZtTF9a?QRhXDKch*LJ-FUwuKE?cqHKeIFGZDYLQD z9)t|NyO%@5a0?hI2V>irX+JF7`Tn;DyCwT>nwkOQ{ap5UdyFHG%~S=LWL+y-Z49{4 z@!m899h|WEO7z}xy?mx2qeK1o&^9MHn_3Qr**U2-C}QMz4q3bBVrI9RJonVpaQ!-S zCXloUc6 zGQlriQi#$!>6+pmd(}Zp8wcsXdqe4FW(_1mK$*QC$@@-ZFu)8TfRk+cQoF{b7H3># zlkdpg7IXcHKlp~&(wg_p#CAXtkkVx^9?r6osc_y+CftP z$4}92w|;GVs8x^|G@HDmgjfvW_C^+!h{&WPCW#wTR(FRmHfq1MRWqp=V}ug*J+WZ8 zs@OnRl;-Uis}Ra98oB6(`R!4RJi?psp9mgmU5{+8BCx9je2at;@Ori+L?7r) z&Z|@j50HFa{Ja4|CIyA^i|{Ik@no7}|61puZ@QD>yj-#dx>bnQBSC_OW&4x(Gl5_ z46k2IG+QD-*2r4>xA_O#0=v2})YZWENZV-J!t(NkW9zIZpI+9H;ekz13Dv0!sxADl zF@*tB4oTvlhvsI`GaCF@iNB}K_Aa6M7VjlyJA;G>E7lxQld1xrm^}+;LYIX7fBIPM zSq!sGWl79465-SKobtkKLh5=$n7i2 zEB#8rJG^Dby}(@yFll*ZOG%ln)!|E3X!Oz+;ST>*=V9{dnc( z-LdY|DZpZ64^u(6US^YzTXmmfa|=_&nB3tc67HFdF}x+Yo4W(V_}Yw-g-k25{%4Ok zD8=q2p+XrZVHAjR8+1Y@K&%NZCAeq-0OA8Q#%xjyDPQtG+fdT53B!5CO@LHA=10F+ zzw(w^{f&*l!uE~_nQLxYuX2hEApY&E{*X#FwUEJek}TeoHo9vu?c(l9HzWk`8xVk} z&qJV(UHrtedd$nsJ_a0GaWO6Y?eGicmGaH}Xl^tv3EO$^;W5-&mw-T4D~?UA0-`~5 zcZS7Ut|+8VX_F0i#LOJ!X05hKMx;W2u4gE^43M zVhaU9W0UkBS4vk$-d&u_PkAax5Pg4)OWV0y&zNQQxm#r~{N>_3uES3tH z4R)z7>F3ph6waa>&qZ`Y2DoxD^yn0p$f1)I@)ObE`qIsOwEeLEv`fITfY#O%W@_hh zvkSHJiJIZ~soaJH$OoB5k&q^+;BGSv5K<6WUWT~{jV2rkA7r)~v3lg8L{jq)vDJLb zSfn{O%k*0JgV|mw(YN-^Gmd=0;j&T7xnnbI9Tds!{S`RX(xiYgCAa|gn2f!*WZXK| zvuL+g3ajiFRZv zWsS@c0|`Ra{g2y`2l8z0L!7kXtb-N|xF{~+8dEoa1xsk9I_?NQsUH;Og33HVQsqs_ zr{0Rad+LVy)z~XPfs^!jqQL_A`1&#Cc2{+M2CrwX=5=rSjsdL0{n1ZJ9U1uv=XWl$ z&p^!uhrt#^Q{p+#(KT7#ll(c0)v>$zqO4aKFO)RiwW0TE-S#D-CV6u+Ji0;NZ(5OM zIUn}#&=7bGbK(klA8Qm(gd_OLS8<{_g1lsXYzdVJWZvm-R4E~^6tqw{%io|cwK zQuykJoG07QGIpPGKO5DWYbE3FMl;n{i~>boc;Vq?$ic5n4`~)F^tV*|@4Xl(a$RZa z^v~q4Oi=^xD>d5O}i;Xavg%25C*+%J-jP?)*r z#gXhUK&6vC2uOn_vS1CH4qe=qrW_U~CmgN&h0owaAgMNcSmqK1uZKg{-I)gi&(Pk>@G4iiA~yfh%`DvO;6Hl%^e&`6g;-eg zDje9i?dOXKuv)=PpV1QJmc;IYb=(GEel8DsvHeC20(FDj8koQg)mpzc4jU?1^!2}D z=xRZJ;s_)?U3^4Z`m{0s*KtSS?G9spW^-UR#7-uog4}f48p0)7QqH@~V7T$kmy{=L`VCvv-;Z*EcmU_7NN|2_s}7Z~GZyEm0Jm&|U8DnndN`SfgY&DN z>1n6%E6u=RZZS>GL{S&)cX$Un|(pIeNZ8W)6y7W4WD-a8N6pyJNi}Sfn@59==NNIiFZV9G=YVUQP}ek*dxtt1)xbh z^@0fIxU|iu!I?h726!Xc{kpw6aX0`7MQPr|-MiOFBBT*>b<0qgF`@-c3tBKjhZpjzdYA1}XSCa>*r9|~XFhLXygiEk^ z>D)x)UgOqggcT+aeHaJ6&K*I56_G?p*QQ0`vbfF@u#E#)5I;dYXT=i=s@w*_3uF9y zIALtc+DaJT2-{Ml52M4=3={5k_3@K$cOj6UuaojW2)cbL$ct<@6Eh=f&H0APi1B(4 zMnBxSNDsXuvMcR}BH>%k2G@iKk9w~cz08q0%jtdbiSTRykIwO*R1 z>Z!uXPB!Vml|&`4I1;iDi6@pKm{9`qWOSv^8C5c=mHNY!d&MK&e1Wh~vTMsyGU$Ys zGOsoPsppQQnA241EdM_*LUpS%Q(rBbGDu5`FQ4sA%*Y=$I$6S@A~ORqcoH?Og;X0J z7QgYS=O=)+V*m0>+kK*~jUMN4yv##&^a@oc5!~W;O(D$*QvgWph`PKWTjsi2D9^R2 zho>$|q!{+%A@aq@Oua@O&W%n)3RpowJ@C+!z!f$U8hWn$^KKP&NeE<%R-&2I>9mnG zMyeF=Qm4u)*Hk1(mOIspAV-ZU-O-LMUvzQ8qbrQd?6<$CX;;8ToY)OO3+QGVOdO|l zenQCvmOet=dSM6X>Bg51aIZm~709mZe1m{HpNkW^7I7yfBXMc1wjoUZJcaM87qG67 z5M;(L2fjv0X;+A=WB;tj3Zc=affNkXg_B(3oLs}Qg6(%&0bH>xmNg+wjI143AwTGE zb()ZD#Q_lrg^%nY6Nk6!rGI? z^cHqeG(^~AOTZS^71uYg5;z%|`pq09jAs?Ag=o_6LbbgOAq@XA#@fCjO+o(vR2^Q! zVcXVBmxtTXX7k;CxclHKjTf@cEF10d{nH#Rc8T>Juk0UI=4y)TaZ|K)M3ZTiWjZQJ zrIC>Qm;$zL3}_fG@pU|H(jAmC5#qaxsp&&%Ng&&+uoaQUh(b9iFq0aoj={{>&6W!V zMBg84dM1aY(P#MJ=kidaK!~dGTllUSQB?bysA}{3do>+=@=JoNItnj3Pnafz4S^p! z8FK{8$k%n|X(C-H^3WmBM?_)G{Iv+Pg+V7#MTT z*FIRF6Ukx;1;29%qJO~HG+|PF7o@;MqsPsC8`;fIow#< z!~M@l+IBlTNerb||?f*gc%jD?tf8)g6E2HYZfZuU`s9P0pZlCKMU+f5*%O;lI)F7J{AG8r zP0YNV2#PUpxj=Nz5-~bENj4N2hCwuB7_a6ocj9?zyb|~~z0bRQKm|@6D8K~sbjd8S zYRa|unAFS)QgtZ5imK!1+zH)H^=n+WM61JD+Sklzj3BYPG5-$z;YT2qlr4l?doAy?Wghf}2KG1c*}i}QJ|b6B zdXTHK>QbY${rW{Dk)_8+Y|5!2xGBX2o{#ge-S5r;2nKzNg~VApkrnaC$jOd{Z#*@5 zzZQ0gT-OCuxCi6@`K=&ICtbB#K%1Sis~C<8RY+IqbcB+Sk~4?Za6#88OB$Hx-`(T) z&NLFPodh}e`UDn+PdbZnUxMbx$Q_ct$}&WN#^e&mYI44?@IRVN%S&`-x1AH@B>emRT%3N_G@jx@OZZB=CcNxrLZ7G)n_TyA#?$RV_yN&Yhnb zv7`@?E&r~ZCQbYn7$|F6Ga}^804MS-v(~&q79rgR4*#RsMKb#-pVG3abg@`WHn!72 zmAYrHRG<)&2x?r1BnQWf1xQgppUe ziLMAZ^;A$x2z47EvrV@#V(K|Ai~S+;=kit$OLHbD+F;>R>w|w_wmjZD6q~7%i#0#w zwk<2!lrmm1Ueh`T6Z{0Bk{0!e5lY_#&@-yqbWDuPXhg!EGW|x^pgb~v^LcbPArdQz z+aqpfl1MRZraEXifEa)Va&8360I55p9iVGu&p1EjEZl@gQL1CiQ*SeYKcDd*Zpyp@ zTAgC}ovAIvRDXuIH@U@e$4QyNn%+^@NFdHDmuu>Ui2_6H4K6xPq!JKJi^

    M5!V!!G*IgSyUKgA%!xnRb`>W48oFYXi!dmBJzuDdHx4t8Qy^{%K>cdg0zNh#L z*^;%G4M({o|2KuD%(+XGMj&?6bwka_cY4FcD_NcT-BYjT&Ju$&1ANPhiyhF4k&<5u zrPj?hm?h_Fdq)TVAw9Vmz860L&2(#K09rPqar zEbNdwy#YR#!>qM2Ux}^(v9r;S54o&_WBt0!W>S9DgNPe}8fuI!k`A|hUYg3iu4A!M zOGh((bL#0R>s%GvvE#dYz0i?wOh6Ub%AR>ndT)>hE`#n}K=E3l!QB^lA>8od9r+C^ z0=~&+jOj8V<~Aqlzb#u{FlDAu|1M*)F^rwv+iorZWZ%GrP=q#(r**`CX-OMbvkk0k zjf+l19H5iv!b<%lJJ~nfQL(Y76!G}F6_nKH@EFuyno)w>a$E<${GFqEu`$d}YI3Ku zBb|D$KZio7IIGnJ=zVj%UAFvWt+M?QS#h1|CdA`}mb>C~T`Vt9tm@?FTRe4exmpq+hTWsN z&M&bw9g%MDAtVE!gWJ;S6Dt^7hDA*MUVDHEQgw;Yq`tHb9c{47#{$fr z1YQT9nAP}FH~WDHITFj_QfM)7yX6dwQn4z3FLRCoSTuH4a6R?@$YVb*@0x z=%ov+MpE@Ex@@zw=-lAsj|qK1%m0gE?qupcuj!E2v(z5Te@E&0fbKIFMiYHBQ?)+f3~ zmclFdiWdRu)r%v%6lmYIH0}rgrQ$H*3x3IeY-&^AA6YZ}?f5+6jslH=8&N%+Fe}HKNQku2U3(a`tTRwJn#*z}7uNGF zGF8qtc@OI`6(ypnYo2#*WrMTY?2NkeYSlgLjH)mgNwu?t9Y_Ec(RQq^SCr$&Qtl4? z{gEC5k^1N)jbG_klW2jpeFoUk(g%^_sb$W6G<+yTb78&v;z^|lAMm_cS4Z!*f(u5> zs0dOp@`aA%zKBX!!{MG+rJzdsef*zI659!z8APYXr%1zD9gGkV(d#Hp=fGDF&~gYb;l{eJyn8d#bQYy=%0Zdxc$wSi z&{7!7sn{?Vdf&q&-xX^nn(>^bctmwGiAX3;NOEUkzX%qXFPW(7*zQQ-f^(Gwf>zr5 z;0N=SEmU4cE^nw>83IDCeH`sSmJ6=Dpv&Jv$|(MV3HR4A{XL<4|G|_QwqR7$32@|JioQot%z`=G`^Z(6e=fiWkzOR- zMJ?n`{U8P%1AZk9wGcYjkNy>4EFS*n^gBNzM!9P3hQx%kSp|L*Wc>bL1eVW^Gm^kS zz~2sc-_0@kU|N8|_ZH2cQE&K|Wd9 zPdj@nzdH2Kw_9ok9wsMpSXgoM+@=Q&V`gG#r@x;5q-GLS;zo!)8<~AGMgZXM8O@?F z3Izz|X0i*A??KJ@NXP2?J{|M5ks|~FA;X8(;Gl9P7QN7}MNJ?5_|+tL2F8Frw6dh? z28z7JHRrsah}%E=xPNVJ&~b&T?^dkQ?nTJru6BY*k@n!r9i{7Uv=`O8(;QoB+N0F~ zy|c~1n&K!_uPv{+p{q-NrUc%~5B2rfR#6goyO9dMOUh503E}BOI~&@Jm8?z(D(bEG zhWxiaSh!PaDfIq@gyPhTxFVbLq2A~?OD>^wf!P*C9V$xwDWPVP8iWWyt z#zFrxv?mYP-fcUWFCRSJQC#3dM`Fs8g^`=!D*^;fRSBOLID5H@h1`pr4iu}P^M~$A zm$Zk|lBm!6iS&_cT7plIoW6_A|7)dTzlSyNTJ)`f_HPZCcV9sC{>K!}Rc&04&Q~Hb zZ0bWeop}cqoiyzswBu1XXtrg1>lNYUTqo(tG|5Wjp2KrzUn)Z$7^29f=rS=CU)3As z7j^%yrZnQ!>wM{W(msZPFI+DH9zx=$v9*3@9<+}+luJBin8rZWdSv)@NhxO<0UZ`>}& z=cy|}y-1dsFV0D2F~XXjUEo2`k4j+<>PZ^@Cqw; z^*UodlU-`eNiF^za#zTm>*U8P3tM?bQKJCv>U$$L`^v^=6yE2yzyMq3dv{Pn@^{#c zrjkcHDD`=Kgp&8ocMApal3RT9_z76(s%4d;>_;UKh&mk{hR8$?!Ub|upv?c$yB%yD zc=E`?+9KOhl3T!GGc8NV{tPa=_$%_YV9si2ZZwqa<~KY7t$ElA{%t zgfsv7c8w)LApfKlUjN8e|NTo{#8;l+V!9d<$ShW(-lof#j~Ym;+{$5wEaOmCZ2wH1 z-;yiK7|P7LIAeKyQu>&tb>&88BD7Ni1rqwr2Wr-Aupakv@MZ&rDO{_omvk&dxu#}zn4)`dV$G0<5Z0o}KRz&ikDrC*MTNDlQQ`ij*IF#h};;9L2Z z(JbY$0Lt|-Pe;{C_|;ARg_XaG8-FBOv}OoXFy|2C*70wdSMMjd<#J0IHHV>YOM-kE zt0}Q<8cGj!=fmmY?=T9d&2kbg@?*{EYkH0WmSJi$L3UPs3E~=x_dJEn3k5;9-MvGx zBFf|qj}_B|;y5W<{arzpxnDlBcN!0WZIhYuH*e$LX&M}n(9HO+W zqzZYIkw1XrHo$p-Y)H-BYD+bc}z>+pA8!@fOcVi09x>xUs4Ww@($& zG1?Gjh0j3?WDMZwA$rUFSkYLJz~sj|L#@IE$x=6 za=*lPve!?SR{Rddj%_5Uined9C?J-b;o_9x&ax<}63I7?VjEKtFS>k&nfWpd$pm35 zV?HQE3g79jN8EO2c6PSgu0gsep_#JZTyP^pnI=fmb1-9pMUa&PyiX+C#`O2CQ?Q7A z2D7E~N2o5sArsCmo$wgEy!K6pqYH?qnu#2xeu8;ATvvrUjXMappdH77w=s zBH5O+*t&poe-})2&{2xIxIad|8KoajVH+KoN$?A`g$W)4wu-57o+>{!qyZ#BY7CmGyCXLSQ}I*$>V*Kb~I zKNPv>m1f+CfUqtJka9J1V)_Kztn?BS>-8dEDVHgIvib|qn5t=P;$VG|hLnKdyViE( zcW$D0e9qF>;*vOA3cvc=$t!i2Wf z8)ihQpANJGrpp=hatWd8D6=#*WA+CraY?gZO(hVGGdkC((DOG$z7g(wkJ{P}N8`R@ zi=>JrFc2TB|H>Fc$mYui*p9nH`?;3w<}WpEH%!hgklY`f24Yj<&QoLSAXEA6dt4Iny~qf4Xa7 zP_9LAK2IeCaM-wCf{qIN=1L#@1k{YeuG`S$MdiV9^6aC#^_n5&nFG=JD0of>6u~Ro z@G0BraP(-Z`mLU$A``spwYicuH|WLHW+Pf7}cg=LDveJQL9UBOE)?G5#)UF)-3LE3va^k}~Sy zUxh$LX36_Qvt>i0e+>*Ts5J}kR4}UfIu*OF4`j3cf+&EKMk}1+yG^X#!I}zcW~M5y zXXXu@h;QItD7NV>Ek1|JFLq?r8&OftmIc83m;kf{3(=Coi|sWRv)Z4UgL?1XQ{z*M zi{Z}%@jg?M7V4IcF_jPUyaBbMCD}TNvy`$sbsFbm+9IcBaUH-q*qc#CY6fj16*5B59EC z8vev9YPk6-JEr+Ey^&6(Y31CX?Ykvb1Py*DWdW4LZX+IAs0sT9Mvn(IzH52rm2%(uVRsD z_MZYL1boEfnq``W-5!g`w@C8ahX$z(8!@$5GRBQKS<4HFW+3k=CN$S{;6X9( zn&t0B(#lO;20tv;HL_V9Z>!JTr(t$eltggy{}b92L?L69FziK!Htj>QwV+_FJucOs zj&=UoK4c0~RAl3@@QGQki8LsgbYJymYi5yKSLZd~UT;z{FjxbJ3kjc3^>Y?Zb?R4P z{CH$Q2@lnyDfv0QtKz4&pQNl0*_v)8?UL`Ov5HuA>teQG<##yg#)>TsiP)OX>ZCgI z^{jg(Dackyy>*$7E(K#_*D{Vj4%0**^uo-QL8j?8Jgih(`n?`)+TUWeWYkTCsRnT# zV57&Q~UxzPynB%MHdaAyh4&au=KuNzCqw+s#(-GdD( zNq6btFI`OnWFc6_waH(k!c;)NlFYpoKRkci=POvpo6dx5CslnuuOAdMUqQ_!D}pvy zg-CTV`d3>G7;Qn0Z>6xa0}Wgzmok$|C<|yY z`doRW#FzLu65uB&1%@){h-uGjKnUw{IFvAq4D$0<1%z?CA;U`3-}ed`Sw*5J7vVH6 zd1`A`^HlDyQmR&OfVjO%%31hl*tW3naqg}jVD;FJsUw7<2{CrM5Sw-jRTGy0Mi@lO z{pH=2R8epJnYcStpQQ!$?8QGJmUB3cG;F5phitADhThkg#y^bozS;cgcR%?`2+A%1 z==$JP`${hBE{R+%HF2!Tf4-Sac8k5NG@R`39Q?y~I!Nw&%lLUy)0x|VL(V*rvUM^@ z%JyP*k;%;pHcFI|c?I9r!iVr@)EG#I`tGvWYY8Uzzm)u$qJ!I!1-hZa>b7C;htaIT z%{CZ4RQx~zLijUDE?VzGS>OV*>W#T#v};7Cho-que{n4X25<&O@!5DnFX^f3^q>G0 zeu8-vaY7(r`2Skjn693OwS}P5Q-yCyAmt-$;V@*IW7+E`PSi;4HV77Rofs#F3`n(b z2$7gU1%Vik{N*?$*(aXJ?&94=R1_!H0 zX!EE^xY*sVpdhtPoa~kvbc@Q9>zLfe!VO?;f1ze{wn;k79UC%~YRk6gKKs0w3l43D z{jXd+6I9XXp-vyz<+u0Y7Wd^eE(|0Y{X8>)fEL~uS;2+7Yc+{fm2EX7A-afGk(t9J&wv^CVL`z1ZDBOqKT%jXd|TAdFl4Tv)}ZAFTB7(pZ* z@}ytbNr9Q69?^le`9xGFolMm|PUdj!~=J1A!u*Ncw2vP2iEUt6UJelWK&AblAp$c#~Q^-wuh4 zE=1mB#OIuy}+6J`(uw@Nuqr&E>88-SQsN(`ClxUcL zM0r%XhINupju^@otS3a?`{z-^SA@&EZQX1;L{g2+H$Fz9)!2<=(I!xQ#h^Fi?_nS* zFFdGe{Sxx0*ygK4BkY{p{Ww{!rh{Ob*@xd&@MYr|<8J2ily+WnI$<6;rZKajW$pon_1)iY^g!OqOf+q{lV~H$} zhge;05gmsebTK^pUSodDe4OrrYA>NbJ5#9o)EM z*c;*e9b=sp*1i;m`ZIyO=p3Z2gDrCvwf9Uf7G-$if18BL68{fq;$@D7KK*VYYxn>H zT+;ojn{mdx+0##5RcYnDr>Fq;6ZRhTUPUs8}Vv^D@DylGyi8@%BWUlxp)@w$Vtc?m#h!9E>!fn>0e1 zJymJk@?QG5R!x-PTD0wf$W=Q5FoN+KDzc2G&1J3ha@+1%T4kQOcjwwA3|YhS!cvY@ z$rFHM^(qgp{^d%S<0~Y4@BT?1re!FQ*tH9wx`Y9{fn>aqHrE;8!P9;$X@X|=2&I@X zI@5!L?N4aB1#y~$1llRSPMZN7F=3bPd@E)V%~8W`sP9BT4K?N4nN-RR=}5d zDrm{G!qjZY;)Ap-1hOEL&Z$Lnl_D4VDrg@!gtmkS1e5eHs0KesN8QV!U*P3V4F%+X zZ>NLZAmmwzu8sk1D76fL09i({JjF1Hj`A@c0J+GCy6_M^A=;-d+JH-8ivxg@k%R-Q z3Rj>z;SbX-esomKVx}f&-6yRM-^Z*W{f%LBQ~4G-k{ zmB_?TLS71d48t)`K(}uApg}5(n6lSe&Vlb@xN=>CUrUAAe=T$t`_b<8vv`y=En*W&V{!sQ# z!C3CulARJNKPtS3o9z8(X`_&gTd@A==4gke)3pzUQ| z70>BLQO2`|x2smlCi@ZYCBOqla+|-&?+SkA?Z<7}2-^#*&;73!z=GZl62d~#3?7M? zH6|diSgu9pS(62z=@nbpHVK4CS(*8k-eMFIROG$c)n^U=)<<)aQ=nQGUVXqhjGsxN zF+W;;c9#T@peB+`s3XktOQEY0N52Y^pCq-Fd@16941MudAs*OfPcfeoI~;8azD~0d$)|R}HS~t!nBDbP zr9=J+i>ddN4riYAW#9Y?V}(NfBxVI*8W8#|MrSY1 zGw2w44=1fT+)cp%(PQnC!aQ~0{wYONQE5E96%!xEFhs7>kPOV~U8rI6DKrZ))RfR9 za_T?_hC5qgLJA+F>`_&RS|y<_hov9CL#ZF>_jF^_cKI@+!8#0!8*&a~%HuW;Yjq-_=Lhd^H<>7bYSqS2S zWfD*rzP@BKxBw3GyozAxRTI0{W7oSrsOcqq+-ANDMKG>nbq8ubm;_!*`E^`YHS*=X zg2qd?U|kn%2;dV4J`Hq(9Oir(xkQdfHmg36I)L;<1ge~ekrFw(BR{-Ne@;5WED4$& z{zfW|UBfYD4NrZZu2X4#V5R~Jn{&N4qXZ;ftC?BT zQS;dS3bVc13NJle$dU9|P)tdJUxvVET?)t(@cYh4J<8W>bl!Z$#7r5JKtNnpY|evX zdBSW9Y-3~;6XFsL zup0Sq_z5rp_Hh>h!2l~j)W6f_7eP-=lh z<>axw11LCIQI&zrtWod)9_B65OHT|ug05l;D!cHioRa<%lJ+fqgg7~GxwGWu?A(lB zHn_lZR11802L|#&64B=n3Gsk3zOIG4aQ~BHKKJ708lAjn;o$h)qWi~uEX9pPiki#a zS!p>JAB&W?FE3DS5NR=qYU$YE;fS)&z6LWo(6La&fV0n4!9OYbq=*8IWcCh<|MaR8 zXR7$;dIG_Rf`O5FgY|+>L})2l`{7F*K;nF zl=hPJ)VUxrr$z3cIm?I|0pD6ek|wA@l#{1OeZ07g!1nwjjyA7-gVNH3H3%EZIlS!* z8)W{#AL~+qLN6-w@ zXjb|cfErtd@hz5vD2O`);8#Xknw0d1lt@BD**pPNT1hxQ5-17#Mbw040RPkckJ^bhWSXbxKZuUR-x9S=1&kX&cu%`Okdg;K5kdoyY0BgB! zj->_e;;?AyJ$nC|tc3PMNnd|+sQ2iO9B9KP$ zquE&<^tOpgmSApigto!&XvE&TG%R8;R@ryd|wE=4#j11jnKVvhw{KW^|>Oidab ze_K0$qc9XPNObHZmZbhs9G4CR8`C@VZ^GQxXJNx`Ac^-_P@9SwDL+ghVl)8cew#l` z$AlQa>l@0^{`D;{{#RXjvTL2Ohkx9-?1W!i>3BeAP6fU<2fyp;1QNsz5?;CCXhaFm z2I_Amsk`ak#(`F$!6OWWk^jL#6~CZfcaJkn3Ob5qSwn0AQ9vx&A-qrArLW)d0n&SfU4%F*a>_)Zb{lR zYb3j$R7_Qqvptf~1waOm2r{8HiqGRQytq$g&0k6jM`hd>4+*Hx0HZXptV1OK z2jH^ZkThAB$45%EjP7c?yj#&475=-!Upgejx+pt~ZUy&}*yF=$&Eg%&&JO#dxxMHu zKI_|c9jTXY?;7lE-)w=zc7B&(fLNzIuD<8jMWx8!J)T9l)mi=7^d`9Y$s&3p2U(_H zMB`jz9tyQZV;S<>2FQ!BQ^D|X2|~|yC)_|*t-k&gKZIU3xeu{e)7qIcMQ3#tJ_3VW z30cQ6NpP=WlFrZqrqZY1VEGQ)O{+!f&9n;Na=+jFyG8Tc8N#94v}pdt9vFt9vU&u z0SIQ70m3}Hzq?HL-Fgxn>ZyOM_4tTURrbzoZu^tL{Kl(IUD-;xWkmg}=n1ZqzRbFE z)YeLRsw)=+o+(i4iZ3Z&a$vb_-b%?fS8%|~5u5a{GIhZJN0@wuMrxj@r@UZ@KoH;$ z&~ssngRbZzDQj`AaZbU~-krIJG!WD>T32VDDI+~JM0OfM_wiY(hvEPYwDI!HF$5Kj zp_-e|X8LUC%A9qZH-l&~8)1X>PTy*m zSP|*)GBTSOGP3vcmpJ@merR2&?hRCGObesm6b5oJm5fFscfi%;SXd0@#Zu&_V%^2Q zH86S_E><~ATg8V07~n$+PiDs1Mixbv$>xCPd+pGR!{n*3j0QwQj6O~i;1P+|d<`KA zFRuofVJfg8`N_{gd|AtW`P7J|SyQxB;D&Bno1m6Ec{j|dgJKOdF-03MDsr5)Lka5y zbI@P^?&jz`heVfoh4aoj_%Qvp71Er;)g8jhQN4#WPydux+)h(1 zttdD{N}N-TAJZc5k$A)BsCZ@DUFON@mdozIj1jzQMQXNV0%I|NW%rwX4i%oR4Vez_`vIY?Yu!|!589KG zvDTaJ6<~27>C&L_fWV#gUz1TN7jlgq}rosa#)uRUppA1$-&0|FH zA2$ruGpV${r2&2#Ysw&JFMk6OA%+aRGr)lYi-`%?TkIpdxW3zG2f30ZbJf_2iFi7o zxo4_!y@JmV+7ZQ>xkf&Y2bnVKqKj|)?LKi~*M3_WXQuy!Q69NnIeMx&6yc=xDj;^P zJeHVZQ05}TL| zh^BN)RrE;T@9pL{BFKiT-Fkn8MZhS=EKe3dI_i1c*WI4645mDw@pt$RJnJS*)OOdd z4WO4*%;Ee8tTr#S2XKiXKu%a|8C)1cWB*rA32Xs|A6_`X**Rep33xkB2OG9(mmmL3> z6d2UIe67}DJmHF5-KV&oY|_r564k}wsD_h=KViiDBAfLVGoEn8puTdN)DuA(nd-tU zz7@KWWXP7^coSRI1{(t9wjSNg|E3kl&`M--L44x0Tn1bLfCKK1>k)*=4+*>iE}(id zj;!~?UMM?Uqx_X@;re7&)9}-84~FA)-n#G(rF#c}yCGMc2`lnkbi$6M#ekHCLtZeg z#x)OG?L4@a$Zf}7g3e(Kyz*+Mm{daY`gXC*IRi43Oov7Rw3G-4k&;%~f zMMD|k1$i~S?URwR6ZQlaK4iFoLO;sjTv1p!1@S)M)4$3BdwYC1>)U=jTv!7Xldu%M zL2u2KtTgxGOJe{Wm-}zo-TFMrbA7nQ2Yn!Vfy&lM!9X7IUD!v?pG9iH85l`uZfwy`7JG1SnnDph1KF-q#_awps`D8!vs!7^ zH@+wR6wf5j?;{{AUBEoTyv(&DK4YQRLQ4g$25+Tlhs7W!J(Jv0angYOEIesNfQaSF zIm#fhCXi6tz0{?;>vt}Evc=nFqeCL3T#j1NV?eTI!$nYkzXjQeL0IahPpluO>P^IZ zX}xyLx4vfmx+*WGZiDRa{V+}{hueqvxUF4{c9|~0FpJ$jWQO{*h*36l8__<3b#o+p zm+NS|vRKZ(PaMGVx0f-iCkUn^(6H=#{S8{~27qcoHw}qp#XRH+$@f>Zy>5NYpT<*; zGMJ#|aP-#x82U3NJYnmkcmv_h;*H7FN9<_9>3&26Ncj-gUi(3xsBx*%rLbj<1n|7r zeG-~~AvzbnQkoAEAP)Ma&!QP%>`LXiE#oQKVzDVyHnnm#`rV|~b_Ec>zGrw1C)-z{eXQ0K&go&7BL4KfUd_3mm5E^VLvdX71q#HcKbplEDr#`qH7j3v}~(~o6-8Ijf2kvblcsi)W`2Ui1-O9{x4JY2|y{m~yQ!3*f7 zEKNg1d|_F{Ic{wen`hy7K7QUt5>b`dLm;-k)RrbT#Y|wX{92Mp%q!FCMDtwP={!ny z1E%IwV@q1ZsSQYtWsd?BWD#*J4bJ(IkQQ$tYeM)m2s z$^gM~q7GzF#!7!_AZDIsEE$3|*?Mf(`B}oy55d{?GOqyt0|(U5zrVVssh#-wm!la= zm&ZxFP$(JOZDl;+=TUF`*FT{^C=?aY=0@?3cvfV6ndzwWWdk)pB;C?T3GB6yP?B5W z;Z$&WNeA2r365QRMf2G8n5jTk^sU+epO});heC$A^f6}y8vhYGKZ&4c!)0Hv9lw81 zn`VV&e}E^`*M=qn9npvxHj=2tggG=fwXQNYp zVrLMN&js?7rm>rQG8z7^0dq;)mEMV){>7)3KDTLhBsV@|S1te-SElPI10-5M7(}21 zqupsrz&!lMRr)HM=O9j1f2v0mFX;pl;1G|He2|eAYGD_5CD95T>7uP&l~|yFI741P zKs($%M6UiFMXd-F*1B`dLe3{QjMcy8i|{e#*=wcHeipaU$Ux51ezO~A7BNl*5HsIh zJBmr;KvJVK;gToK<#%SGc7-GxKq!Uk zQbb{vhEm8MLdL+mj|MbkTN*L}x|vn7wa?{Y{1MfmV?T9yYoC1-dG_BO#uk7hM74U! z|Co3wpTB%ueY|U1XYY2yYe^G@uMkLvGTvs0f0{D8%jqO2yaee%U)AZp!${$D0*7-n z@s*u?kA1MO%x@+ZSX~1%6?M4&U<~9@*qLxPY$3k$K(H+PfymAI?X13^EhngX_EmT4 ze*QdcI6V4y3g+J(!C@s!>0BDcNnN2&kd?KCKqQ6ygMa3r5@Wp)D3M&pF0&rrn?CfX zK^yRI-advDfVOl8lY{S@fl0&)1TRgACfHduTey_%4?Qquj#a9Q(gku|&$j=0d*|0v zMPt&twra~2)^%zf0hxI-iv}mKf+B>VDiAZQY8>tp{1;!ezq=OyLTY~$CeT?@y?e|7QMU;^PMq|B z5gVrHh5JvTGMiQ>H9+4Sm_k%|F&}}2gty_h{3yFuV5ywGE6c!mG%GB~4Jkk%?jRG< zhQ(QgBwu-BN-ZCymrwqB{qC{k(X(so?ZG?=l>6Paw0mB=_Z+>c)kmEy7xW<&0zh zEySvsuE!{RY&d4L-}+AQJ*;;{A-H3Ml)0+IM%UBWC(>$R!qr}rW=zc6O9;`3V*rw4 zT{tM^!oTOwD@2)rGw)H-HBG@KJbjx}MqRIHzopFD=bk8mv1-xr=%3+ggVWk&1L$2w zdHJ17KzBg?UZyMIF8>1B$dlDc9*TqP|L}Y!cb{q^D4KKpon3=8`qHC$p%^oX%arv= z#y$DqzfIb-rt;~_GJ_=|-VGokJB42{PtukLN`uO+FElFn}0p{m~TFV)whU0M~IFh*tlC zfTkEKp?4r&4t2dnL7`5B9oZoF`>VY3;R^GQ_NG~)lDc5_#!PdGCq~J1A^Pe(uwAW! z%-}_A7ug!+Ac;-oKOBO?a_&4MFZ-!Z`wFvk?!w`@egt4G5^1q6v5r+&MD$O0*vMA^+DKZ22~B zS%D=FAq@l{mPw?v^suAdl^h8axy@B&MtE7CX*?V%d_=iX0~0KvQ@nWmrUhDjJdF)eq z@GW%j@ysB9^lTZHIk>Ip8@ANuPY5OEslM$D4{%za z?0gbE%4qj^1LWhW=UV-!DB9V$JOqVvP0q3mz`c@&ym^;YPp}R})z%$CL54y*`qc;P zlzA;UoAhopIvC~%^tU4z037ZfM4nOS4A2~4keRVAvxDp>Ca#05qN}>mFEAR-I~9eT zX?Np3o-t55c7J4Hp@Nr$GH4cUG|Z}dax>jNsB zb?PfP9fL8;_9SYY6 zex(m1$LD;8k1S=lxS%J7DyD+xJJNS=+0TvZ?Bq1NwfH&Z-~e!Zc`GK)u?`2AsDDS- zrh_*L_0e9fOLYkjtPdmu*%vNr%HoVjQfpiCu(ow_l)KXA8%S+1uljtCdU!)IB>Cd6 z!^&J5&~kQ><`2eDt4`|7_1|e{2k{qj%T3z+w)spIs=Mk= z*3~d!iT)Ltib2MW4?=W;;*ZPzmHnJ7p-oJ^05b5&mf%NDi95%9!&jNtH`hmKULL%3 zr6Sj@c~~PQz6%909?gH#KkXs)SZR_My)^M1)Av4Xk+1VqjkU86H4{c-Zsm~^y7%+4)!Vqf zCLLHhIC=&*Mo)=(&ULDugQuOoyTCB>xAL6X{{;?#!a0X=v~^g~f!Es3Qq-gh1N1*p z(=X7p5A=Z&@%dTmur^2qRZSPvY%AOygD!2#B-88OVlBXh$}Unh`6Qwcz5yZn8L?+i z>BG<9OpNA9?Gz&o6**&5M8_+gjazSy>;eMl1pLLEi+xRFUQg-N$p1LGD77p&C8i+4 z3`ndbc<$kBL%6yQ0lpCmV!$v!u5eI!DRc3kqXEL*4ojfC7wOJI`a1|M`vhz#9a1GR zDV<_qBtFm3QUK4jl`CBQ;h6^ch`a*W(PJPcVu%?oPJ6K5@hd2WDCF$-=8v*BScS{x z`<>E))>iPIWRrt47kXdzNm?VH^~X*p@`v5TnD^ir{#Mf3jKI@HlKre4D3R;4%5?3F z<6YU@SiZMhnDNv^)*N(Mm7JGQ%XjA0yPAtVG4bZMYTPD;7}>Y{G}TaSAAXE51sUKZ zMsPldy#%2pfBG0k3dTRLyqQohSWl-f6ug>Zo?d=*d%+4@nJM8@d19`_Hi4|$6T4&a zF_6)0lE*}Fp6pd@bZ+igH(VHfENAc+zo8cao_rQbgJiTUzN||(M2NMFfZ-2?_#)~z zLvT`0Lgk>U1{*|bYVx0(uEFUWv_kf|ep;8Y-XiKbnS5Z}h78<0h3uGi6k4^%wJ$;M z@kn$9&A3M(^XYNlhcjs<#eE>Kw~PZ=^1S#9e81Ffre!__dIuq@xf9S_lDs_@Z#OPz z(0xnON`neru)^WH*O;(pWAv!Ft(@*kQnbNW&BGf_+`|QLglQrdF@`S5{7+Lx=9WND zi5RjK>|~XIum1rJZc>_Ge>x?ipg`%wHi79QP3q` z8xTQv;4KT74-2;lA>GWPfZqiT(?84CN5@U3r8N4VuV+342ejgx0Tr)G6DH+nSj45@ zT|}mLd{bQ?-~)f|GPON8UwC&35Vks(_%+uX#CORuJIRYk9Dju58Gw+-V%{Thz4zbH^A_v+Bl%EN)_)~7$NtCZJ=H|i5!H8 z^dhN%w=`w@+ooa>GYdQ%g+?DFvS|tJ`C*&#BwV3$MmVJpl5Vd}Dkt`|>kxXoiC+8Q zs|k{;22giG66cev)bG;WEco%+!UZds2 z=}wW>n<&?Brt{(6{7enQ9r6M88?o%Gy-dWaS`45aw%HxwW`Ok^%cA_wM_(`GG;_fX zdSEBqc4P29uCB$_3?O_lL48!4YFCs^Pbm5<(Xqhv5^c=dOk7xK?_#t>dFj&cdcJ#7 zB?=auAiHRj3iY3(ga44yR(a?;{&gdwOf)bp9u#Fa$61Lcm+zu!A#aA(&^S$MZiR4G zdpRFj+fT`BNS%xe_N(}YZqCRzcz%O8V9hu!iB1EY{!yL^kdl%T_`?#zbjV&-d?Zwd zSWXo>&@I_{Xy@axP(>OviVTC+1#gMg8~$0$sezb3n(vdpVC0*+-r$O(wsu@N zoS#D!YUeeX6)Zr@d)Eh}BR?S^+cT!b+53V?Vq*Zar)#4`QerL6OKXj9A=}yeush6H-&{ZDY zR#0B&v?;S>>c>Xs(1y z@g%8hnvriv;tonJWnTSJK}1n)_VlZVopgFFlQL#a+4^_nRCV72Lt z-?}^DJ$;Z|xYXZEu*9u6$d05@%ED1!ZsB*Bg@|^5v5JMfwcBoJv(3Njo@FcQGzx2- zr@LFueIh@u0$oKp7{P*-JWYday^Io+B z=~wz*sh2zz(ECd~Rdt8`%uuh`byp#c@dnah5kw-g?yp#I_qhMxx(zeWF>IUX0f?W z+#=DFX&@D|BmRuN;fhc25H=4wN@4WB>{TepFfl09ljhx*Rn|KFr46S*EU>b}fDSJ; zV$Mo9TyId4Yn}^Bp8})YaR^TuhZUKcWUBG_I!Ff{Fw@hkLWXRej&qLuw=Uobgd)!z zlVTE7x72WDWBkogSX(KeT6oL;tUCj96iV)ySzo<-zx9W?huij#pU*N-9-%2@za2ua zd%c`@#0C!g#07dX#>jvkE?dS2LKP(6c%AnUlGoDn3F2z|`(DnHIWLBgI0$2~tMbZJ zb}#R5uyIXf;C|lpaZc@*%stg$w z0o)mtrFX|dbMnzU3Hr}9a5{bT0}%dqWkzCRN<=Tg{$5Vtf^M`az;8-K_Dnf{324?> zHr@5iNPKvFco}7LAq)VXnT&$9Gk9uhr%neAQ^F`lREIRy^W?8XeggpySCPehOn$Ls z=81Fw=~aQ^+gPH#b!zi)`+KzsrnOBIiQQ}O#nAIt9HonxXDbXrs2i(I{o^bAI7=q| zhl&(z>aC_c4R4iNMK9W3-%(zngaMwRr|B8^7d5h-pE}F#aC$Il|3Dn9IR7%Pg>d%n zsx)@5FJq7`sCb8*bBM5u8SrtW^c~`LZ@zno>vp|tpo<6eWDB>hSXx#-xBJiS2~?h^ zuY={dOANbN>dhkHE0m%Vn~L^9hu5ip-t(K_XDyPk%> z9KA7}BtB_GHiW#O*p>&={dsM&njs?;YQRD5%0T4U{q}Y%BViAX=CHSJH6m zHn9u7*j4`&#?HD7;(W54*-O0xHi{RB5RTsk`HHMG*S})o77dYe3po_m2!m(8#f``y za0VkJNiaWb{{g0szeN+K1;Y}^cdl6S%FSZKs??gO0%&29GpQM#6b6mP=78uYFvi!j zT;j-7xn$()xD?d3Ax$(hfJ|m%r)Nc)aO4+aWYs&|V~?*eSeaG^d2>6^HgTavTUy7j zQwqf&!`BIQnkU1!`=dIxPkkEoHSUCBDp=!qWrUcu3MyAfOyUB6Uz#XgtkIgJq zc%N?Nhx!TMhv~>AMs!IzYMhZt5sDe@7EpatNgITBEei*4o ze^AS@<*hcO>!nNfL$T(JO=xBemHfUsnaWWo5 zWxWtiwvwrd*#e_TSjR~9?Z{DKC)9jd+S$vpVJC{*%{(H=YNGV0!+>xGD~m5rHXEwY z+Jh}X7?LtlCubpPzeqM;p<;e42#Bn@u+mUrngVwGC)AEw%PMp3t{eT#+K)Y>FODVK8r z)G%jw;*^@Hau{6xypo7|)!rTt^**`d+kdF}oPu*u(lQkeZt<+1v3b3XiQ>LZIYObQ zr^homjup}4+Ll2fq|u8T;XoX~@cj1ZD+^;mLC!~lH<&s|k{A<%DD0|*lvcX@5+I4Z zClZUYVaTYpecR=nTANBJ-MU|L!NN|HCdmV-oqbK+2`+QkAuoK$Q46NW{GzHJpJDF` zrk{!STg^r{b{VGa97V-9!UP<5=i^&9rcIN0bif5nXId-+6n`?XGd2$wfHKltxzT19 zx015un$cstIRir`?Pjj}fT)BD4N1zW_$=Y*A=`>ex~iW~(ab$-RyYp@>tOQDQWV>| zQD>}0*$O^BHQn8P>IiJ2*UC^SMTg!+!ZbCN^!DIL~U|O@T@G|`% zLEZLig7j(jUiUf&e?SLjcX(ZlZssWjA-QCHk+aK$ zc=^hjd}o<6B{5%otGWWad4gK|Zo#eSBblW?o^R2co|rxSw!I0;T2h3!Z0}iM1W?Ud zf1x#!KtP2v@mL8BQM-6WXKmvIZtpRh{;gCtWUKxT7#3TAMo@y!Mv~q%D7r${Q+yZ} zR&d#;APO9E13iPHokX5QzQZV#I_zF$%E_UHbDRTA;&fR)XI+fBVjz0F&Qv zSt#Z3XA}e|6cpT&E9|~unMC96G#eU71AmZ!14P-q-5T0mJS7XY$+JLA`lV@QV6xJ? zg`@PE$o=5#oTR{tUM+ngG4MuOQyT?)RkVg}Cu=a2^fZq^o-nsfwf!w!th{WAHqA45 zy^Fzi!)8aC`a(O@Qv;F)-f0_=oH3DYAKixBKfSl7$?$V?>{_0679tKj-!^Flh=6Eh*N$o-e;1#l z%7*@Gf^%egS%S}+kULLCrJP8ll!XKJ%C^a9Y7ZNcoqgD%MApI`5|ZY`A2irQfQT1^ zA%eqxjqGbFSPTItn(qqv*P^pY-41K~Gv}sW?fMZUtD}+sZ8`R+~?1IAvpl_C(PEatI1ZtA$M!XhjU9!P^WBD z;HerSHrdM82BZBmkdxV4Cn&Hl^WA#8M64c6>*qDtJ50dX;yAGWT_U_p>a%j!^o*|p9!UvwjVO#mUc-(# zm`u-kAa&EHux>aip$7=coWs{2+roCXfugT>)5Z*o?{yp`t{8G)!#h!M>WDz=Y|H^ zK`y`}7vCr+$1;)4DTLM5$weT-@o)$va=Ky*bM>byBSUpwLfWc*t~pF%R;^n_wYr>r z(ElzM!hs(a5+Lo%$Yn01(a0dl87)07i-Yxk?BsD?6mAE##$u#SeEt|2(j6rGb^MzQw&l_ivg|g;Rzwn5}>(&dRjh zfwaEOJJE6X_r3>0EYD{jjfn}NlTFb({9y%C(r{h--+J^t!Q$mKAJPZ?uPDVlUzN!6m+#*#J)7c9!ec%SkOR-ht zwh`qm>_-bo!IY;(i%Be0@=0)Chd4yEs2c@NVVx@IVVS?yWx#u0Z4J3Ey_c4Ml%~0 zJs8c_)-I&ztpb3DVcn|PUXypN)auBtS{z0 z=cn6V{7wk7x=XNtWXzFr1Cf(%G#)YYdzQDv%pcE}mqcZh*I(H91IJs?SxSQio8Gzq zig}}Gcr(TrMez3rsdy3gET;Kt6%HLzb|F?*Wm2S~9Ck}?t82!*0G5|9 zPnhEJk>{l=HEPMOblZtEzelZS6R;itzatzZ_h_+MF(qQT&+8KYH^KEF+`u?ReO2TMywU4qM}MW z(d|(dUC{9$T8a+r$bEV=|MSKg6&{YNUGXiK9Tg2Yjj~ZU@#@#7Mf6looaK3vXX=z8YTIm0>qzFjC8-)df#QdV6HDMO; z@`}KkTPQPUtjzat`jKdc&ZV6>mcHP|Uk_wX#^*i){N;Svx?*sIRXf-P{jTZ8R%D$a z7D6&EH%d(bCI!!F!Pm`g)c*F6wm+?Nue8xmKqPLx+2xNMC&(7iqutV#r`)nw)nR(m z#DG2bW@B`KsYE&tz|Z$vMzwk2OUj{#0Kl1X07hf7wGk=(i1yF3#$+=oDOE`29cSJP z_JdKKnwt6|v0y~LhJ#WScd%bR^0dN}Gzfr(VOY<%q6}bUrAB%;` zF>KoG;H9U4KV>Nvsd;Ko;>?vNODDlZS@51AZqWn<#2r&1H0SzuCziYe_Gig$7FkEeZ1B-iH^lc?#t8`j8eY9WLw#7#(B<3!ro7sLRG! zq|%RMPa^42G?qqZ)H*Zz^VUWa6q2pAr-&CRk;f%FY}kBR_>{)vtxzZ7E+b;L=(8w) zSa5;t$k4PnN~;w0VYjr+SInB^tXz`q(!Ma^g++4CVSW;I^?Vm_=w4Bl33&JH;)6yS z5GU?wftptW6B_gr=oNE0YvzIhbQ7KgQx_^0gdl%i=b%$nBfn;B(6`7c_ZXs3v(EkM zOq`J+UZ$KOe}v^|)%45n!xVTB<(1d{z1H~~6zr+_F89iEHwDFCHIPIQ4Ve^q`)=V@j?IUoyx5hHg{fYd`1@$tBCUwKx>`_i znM?H2?LTZ3Lx5Y?0`sQ3yY>Bm54iu*tM@OeV}~mZtL%{E8g{%J`qF|`wDYUaBJL9) zx(zm29}(p8651p!rD7r?D&bNl#7cu8SLtQF`Y25H=7=d!@@-!2=b~^UUdo(19-Tp^ z4GsVu-36bqki zg*DyF5dHh(knA5{xM;dR`3(Y~oY1ccnpql13GZ$VaA_J9F@EYNz3-QYm6dO>f?=(M z`b-qF%fmbO(HBVKzEXWL*ZCDaJUUEL>nxTw_&4R*DO|820t$YB9O5f81Bo@3o<5_D z5GrS-TqV@c@Gq(T4;PB%_X~S(EPAlkQX%SPVLhd}qj%%}n`2HcjVhY+gOwwte0eU) zAUKNOzpZ)Kj?6Hy8CJFqf(l1`Lj4bpg-H#v&8I%t5m0QXo+5aR{l>pIrjiCtJ@2?j zwcAf+)A~Hcq-=Zlly`z6Ubdti{b3b{B-jMp)yptvdn6(5bqj+Zp$4BiW?@LsnqN|k zeneJ0BEq8wcQKG_HzmW7N~ploj(^UgvRpCUU1Oe1frV1-_cO@87XZF zf=Z$K&AW|wK>2UPP=)db9Vbrkp=upOgSZkAqu6_<@P+zIsctg{!_c_BAaemM#D3b$ z?YVG^pkkrG6a`&UUy=9T5US!UMeU+>+x1*cHL|z_>*&C~myYVOG6oa8o+{IL~9x-cb6pj-% zDNx7TrB#-;LpJi0OqB@J4GY9yO;E}ye51+ZjfY?7jU0Xf9_RFM@syL1652eD{b6z<1%V%1F%a4eOu$@NX#c-^PZKw2p(Sa66FyDiV}WYH068Xt5 zWBA);|97$TF-syPJy|ld_@#|Nc*&HXN5{h1bHO(Nw@%vq&m=wK5_<%>%Qs}vs7z^w!( zmo6-b;UYN*D0k$hhTVu(1IuMKSNNjt={~QbM;V)cW6ax^O-NHqfeG|RB}zB6-PgGN z*eDnsnbVqer%QcvbU=g5D3f)uJ8Sn>3Q#g{zD#7_;A?4MMD}0|vvvN;`^JQZeHJ_) z4=?|CT9|SrlzF>?Rq>JWUnoCAcddp(#JHKK{T0pK6AaO33W$KQp4Pr002hj61*|#%g|za5CpDW8U`^k@{>4_K$-|Z-k$KIH?G1hfrH< zLtEGkTwSZp=CDH7sR$J=0YFWrvzsKouTtKpcq8bS9CUl1%XzA9no|#xFpjGsVQuzPN5QIYwJ-{!AY_7`8$44=5p!6n6_T7!w;%G^Ku(o z4?Y449~e%Bk#V7G^OM=-SVOP2?x_-NJtVECx^l=+CIU!LI(mD$vJ)Is%#Tp&w(1mf zqU!wh2)+z8ThKnLrlapF#Y;?Jww9jP(p29G>s(O~Vehr<@t2wdK{7;q zYs`>*^{$cd?TbVeW9Mz+bgRPG8ETb>5Q$2g$|jq!4EFpZpjI)e*HfoDYMq!{{q|ca zMXU|{^qGvUxAjzKYTw#)MuCV8W$#;E-2m51ZbcfE^i*S|-wl2=(5cZ5)HN?pf(tjC zaopA`vaX74dUv~1swX00ybVC2RzpJ8AKJBb3y0bTa7iWX`+7MbQyta3$Qc**|FBU_ zAk7cJ5dqFK%q95$(x!a0&Cjxa~AO>hfxUt3JU-Vg42z8PAzlX&?cWG zvoSw}O-nYJoKWybYXC<;xWCJ^O$WqGv#;0!=vM$uhEZjCno1#udt;5Zw2?$Yqw7D> zM7JayTFmHhAfTYUxHh7?PaShF9ABsxXauVs zQdB?3qJHF_UQETD?JGX{w>qvoZa66cFjOzo%+n8sVbO{=T}}st66OqvyOKr&gmY@k zgMw2ICsuLFN`Jup0e@d)y)O`jRtOW;Ufg2o$-wt^CZHg#+unQ>U!ulcaj(RS8@J(` zgj$?`#6DAinH;?A)~bJ@Grl6we&Z7>oXh|jCY4`{zH3lyXOSLr$m!F!L%Vk{6!h7+ zAAK0-!|31^AOknF_bNxI*umHZEsh3MUM9CD(Lv;SrGGrlH`7sYpKPf zK9c3PS6M-vShnhm9*>F6{15lp~~WX8i}jrW+&F#tag_ zeL;7+BJHR5@#nMqgW}~A_9HULow(CiYP$KvZnD{Qu)(1%dVRGtu$@ec?gB!|&Y+W- z%YQ$2xRf?cS9VQ^%VUM|J&K^te@=ns5Rx=vK?23ui)amIa|)kFm3E^gdT@x3zX*q9vQSnKI~IeB3`t+Y2ET3lP#E; zKJ{f220MpSvWh3yZ*`ajbt6dYi~+5}0w|xiY>&|)t46$zTKJ769 z&I=e08i0Q ztGnf^{VGPxd)w^Xe&K;UX#Q~WSnCny;Tq>Y z9_dzgg4TWwn_MxGzL_EcZ)9ICHggDjXyi>PyNm{bqxq8+3R@Tm|#L7GyS)t%XLZ(Ki?Wh8CyNR#pHD%)7X{Ai+%J?)iYn(>OLM9`60-|xq;N!!>2P+#pIOrZ)*Ax#7ZAIf^toGRzWnl&a5 z9r!Oer%%q|wWA`1iNw(*cl;As>2`ag%-;nvUULTu_~$_U$Zt)RND7B2+6qdV%$Q;u9C3%I3pWfri_`0&Z zokoEG4hy>}n+0J<@<$vEes)*2VP%U%r&`M42H_ld+)4UvHslciyF;#A(vOh`({ier zLhf{AvG16pHbff|N{=zrgmBYsa4+YA0?kS8uLH0Nt$ka7Ejzb&O4#^rqKs6FKHgCe zt4n@5E#|R!q;4Jhn)^|GH{LZWAU*1!FkT5jdiT@eh7E9O&E8N-L@=bZBZVwQ4^%-w zdUq-WJaa=-NPV;hw~CA1!Ii7u%Qily7+NzFc|56WKB$seaqW`J!uQu&2wwvS=BP+a zMa`C|1&=5K9q;XvZP1!$z|rEjx(l=j=clM0h#E zV;dvBb0DUg`<3W<0L~fy7S&FVpi6OHKa%vY8u#~}_>rvK>NC+xVJuw_pKdb2TThy% zCAf7RPbMfx;41wjzdO;tYX$-;7`R2_=biV~HJgpddC z@wHLIvt^19+4`U5i}uX3GoK~NwXGHvCny=xPN{tbae&>aikUiU@DAFooj08Y3;3wA zvQQ%m=)4(-%vEFs41g-AsCJwaNLrKY6{!#+z9C)aJ26sc8yi)H)Lc(?&g?*~ldVg*lGt;ct&^hxS(C2Lz9~fz{1U5obZSie_{V@}jP8nJCzr&Jtv`d8y=rE7_WphcPFXXhgN;?l;$~3_+q!H)FOBItJL35%ZTDn< z%;H~A;3&du88};0>}2Ou6M!Cs(fqi}=Ih-#g=NwN zqBAkjOs%rVJvjZ?EGiuxbn)+OflJh5b&-FAWJGrloND_!2rWN>ifY&G7(pCOSOMtE zH60U;Eb+gys#fmm2`1+;XtJVjR^DVLpzkvVOdQl-b9KOP7sQ|ns3miuHG+k+6732p zwHRnD&Bbl)0l3fe^-lUvHJ;!1W~KrddY-LkNh?U_($^U3)=fQ_F6=~<({0o0q?NnL zNmp5W1d*TsStw;Hclg%A#tyzX@cn3%YyZphFc?8c6N7kUt3`E1b2&a~c_fcqnVY4J zm1M{Oj2@>p$ub7KhV*x%c)DBP3jr$y%%XQkIoe9-fKoI$`=f!}8o(4Us-h=X({KQi z^yjfyGlY{!EUjL2^Fw!wyR|QF8-N0N`w|t$bFcI~qGOV0SCErfBBx2=kc&x2(>;t~ ztg;_C00JRJ&A0%h6yp$W?fC-DwUfv;9^y{ZE<#Dc^ z$f3IcnUz|qDwcIWDW>%QWq#&PF2-Y@O+d}rzSPq_CB?|aUl-t^73|CC2QTeWgmg@N zY8|35u=D=GhWl?GV#~A$2C>_F<|XRiCyUDwckDCLm57v&VrPuck292_Mh`07&+E;ZvAp)nXq_r2amWVZ;w z!nt*q8O-f>s9rLTgG{0B*(pj=Ii#VUO6p+U3FY<0L+|JBj@USZGYY^X?LF8hi) zmq&=>D$LU)x<;7k0h@{buIf)F38oZ_d^`=E~;UqXtwxO&~q98ho1ls#U+PkyBztSlb!(BlOhDx7e>m z&E?A(9KAE71@s3bEHRPBIQpP?kOQb~=GX3$|75`1fOnJpMkT0oC+fri03Sf*hn{b@ z!OvP0MfCP1oY)+(&Wuml|8L&w?s*cwJ_(>zA0!M@g~5Jo>by{XAaqMsGg&p`pg-wE zEIQ=XDX~d?B}jGG{mue+sXBhtj2XI_N*gw|qko$Y9dDE11PQ*L-n(JhIJh>9Qj0t< z!e|VmCYeGVD4l92sJDsswfBaFobaz1lt!9dwPsy5z(?Q^tTxB;j|Ihb4WaBjOv%_+ z4ln)LEfs9eTF|upOl<)S5pga2Ml7RditT^0%aUDZ6k!@ZYU$ic(=zd@!-Xd_26Gf= zcnicvg1FBF@pfqt!>at@6#`e_7TqY8ZXxS*mB|$T>T8J$cI$lUJ290F%_sl7J1!pX zN>YcC`a^#M=${J7ZIz??Fo)Daw`vUEnUu*ekw0p*8M^DM>_D)$84_szeoz<&`ai@J`fwcE5)Xds`twEdrP>LLWsMn15S%^D{H zZ|R78NP=x@=d})DNkh^4LwBv>K#Xw88O^21H;ADia`McCyFgQoQ2&!VL7g%%|Ekmc zmXunc(Chy`z$S^GJ?)7Fg0d;p2`bcn<)tNT>iUsmN3Fb8o~?2bisr(vC?-EG;9ME5$o;9 zao|XpdR=tt2qr~FK@LlU3W!NK~8s6&3YNlp70V*?F&zH&f2EyFjVH&B)0fLpM_7p@WDeXSCNYlrn7$99zfCa z@2B>C@sM9-E;rrZPLhJ1WzIt-zW48pEg=12TJ{<7|?DSXz48C6#-fN zIf9deLJx^ffG2?MdUu#;*_C|<&6$^crfy?rtH==6GJbGEqyezGc4uJQmVkQ-__C1x^@_IZhHo>VAv(;*4{vzT%H~6dw(>%bWeIRwOiM`=~=^Vk1=; zZ)hSeDTHgtq!DoQw7I1_GCeg0bHQ&eT*o3pB$1!puJ2I1_mi)Q z9}b{5aW$IajN^000+2PXP-wohqiJ&LdER@-=1f6&vj8Ktqv~hX|mS zDwJ6Y$t5=VjUL&W6Z_EcY1SXxdu&HU41{Pm%TM}}%d~ZmD0#p>qa#Fs@6#;^>g0T|d2k+sPaOFKCl8`moOs=VNbv4f z*6xN1u=9##aJzI5FW~}{ipEW?%o&&q!knz|8F^lU!eYk@!t|G(sNC+^Sw9Q$xM*a$ zM0*8_`%p26R6VE@9F=WDoU6>i&NP5OAOVsdUHom|ThM;e{r>@aQ*|0)nZpzppPP$n zZWUM*WU1Q}up%o3({eNgd7Z^bu58qBUi!i=r*c_%G1a+iE8W0HY#MO$kRG_{r^KSB zhx=xFzz7WP>LQxq+({hE0Brv+?r&z!NnREJ&W)QH+N7fl(<7w%kQqs{Y(tyj(h;k^ zi1Pf4u6XAuV;T7rye(Ts_0Cj-$$so-ndM^HSV9tuo_%bNk>CfTSb`M(`4M|s6l6n+ zZQz(F76r&}lb9@X-AIgPUG~F8NgfhF8m{rBd(47EJz`Ix*r+(x1-6w!3H;-YOLMyp5^s7#$K>hh)2>;P=~`;<`&&2(fun;>BPsKh%t9Rnds~Fb_oFNMkXQQ4aj=KFCDywNJ6Z zzuo3xnbji}+H{p!3CU=pCn3HqX-PVPssY{_jB*Mwwc@cFceYU-kND#XB!K<-AI?PE zPbF3g?qa_mWTJe<-1b}JA=65umwc%N-HYU?8rxR}3oXx0jNqfa;6ZI2um^hGFrw4} zTHkSySE8@1-qTh}2~@6OnZiG}IMM%>$?Ze7 zUVPu{YXGJD2o|k+jz$^*!)1}9pK@j#J(z2PeFFyezO?hCGEm~v=P%DQ5VuSj!M@~# ze!pONl?K!2xoyLqTo#|*#vXzMR%Hdv=dUIPOK25E0hLrgMHq#0{yF%dl5-q(;nN{Q z!ur}taiX(6;FDdo+{2ChFdR1`Cee3d;1@XEt;{%IHxf=1nr^3$7Tm%uI2>~Ndxoc_gr zYW@_BjZg1Mz}(A6%O)BpX*S}jV+w)N;+YdCNX@SvdYtAe8tVgkJp@{i$>N#6EeARo$ZT&=)+jb zC}$1``Q$M4c(C?mvl)fqgtr1_DDi=;NSPu>wJBTn%)uMK85I;ZFRvX1+mOag0EK}K zdo`%)4KH_>BJ=PTBS-jLP(o`G&v*&*WIcPv`s1l~gaT+U>&SR*S{o|h8oRX9gppRD z*^}6D5ojhswhQC=jkG}X7bf=Wu1%1kLfdBjs`gQMV4JsphvgX&k(FUEp86p&$=3fU z+)x2;?fiwa2_>^kQ-QeN5pg;x7bql86n6KBPPx4|A^}r5QpK(3@s&IIs+CCc%F3&S zWH@cg`^o;GR#qF|`;(+sub&amM5gS`Z+%s#O#Lir>YW|0iy?~(l6hn#c4s+|%u?xk zg}DPx(m@Z@X*hr-=Tb8Vx@CSV6<{B>x$q>hNG5li z?9be&0P2N7{n7ri#5Uy|{XK&|Q~#ix?^Z_^a`k_1nQ#luj7Soa#whs)9?;YP_Jrz~ z$|D;~IQ|?pt{$7gv^!7cUZ8-i=^Oh&VDBeciW2~b=o%i|XeYpd7 zo?WWYX0t(Wp~n;|9U47|Fd6PSlt_%|48^V<>*YVB;ISHBTT^n%1vOod0uztsyk$aHjL| zzcj3XsfpIJUVsgoOmYWA-|4N8|A{xv>XRitD6r^QrBix;-**yh8t=_*KhG+sx=}K| z@YNrcQQBv<0jtl9-A^F2f?lfmg943*>OUyJW;Xo;ftNk7BlcR&y$}agJWCD8T-Q8k zYbCPJx6ve=x8`{1UcI{b$r+LpuHG-=YJU_sRX*FL;#X1*)*#P1MavZ&I8N#_61ep| z*|xg3#7``>dsZKV({x9e6*fV{#dsXS51Wxq3U+5dqqhW4C){j*^u6wcOI zo!eL!&(QX`fARQp4dm3wnl9w#x&lhx^UHizp+VqObJ_7JKC#!uFO|e^!l-A02RzZ=b!7;ILV14LrhjBM)J?C zT)VF-?FGuO#wfARC-drqc&+#WbPf_H<{@<>w2tOm0f(-3A!YCCA*1fJGxPMwdJe56 z^wrd*l+me-T|1xAR@wg-6<)zl>iSHaFT4b%5J$?N=WO0xJ-k8?|eGIlQ@ z<{X}D|9`U=R^CT{!uQnf@BFkBFUWj3WLiv9wf8kEi&r2(GQ|><{BI#3a~`o9K=~9Q z29p05@~nHpBq^lagSdHoJvf(6p9^tGQ`WV)sBM2wOqN z;`ePOd^QGNamcAc+9WTaR7mC6MN_b7SZjKczFQP!wuMzLRdSz=(=$Zh=pzIy?YL>T zB)%C4GWEOBvoJbcRYb{(!=vtVA%91FBz#Hgq+~jvmt_;BHrDt#cRE04(pR7fAEaq- zQpm)ZN4yfT#gGDatl^MbIA09zK<`7i=up)ni7CZK3{YY9_z1hssD@5OF!{+X4({aB zsIlA1@>O8Z0T_Pde9Rn~l_i1TBIoeXv#W(Z)V*gPXvPKsPwkIJ6_t(X)SRJ#RB-X@rV^+&yYp z-TfmdeXD2iNR^iQLNT63S|LA?Lk{_CKuv<@5#*;yhAVwQht=#%3zFSH-B`;jc$v+A zF|R;jjC`Tbaxr^n>m5sVU%_5>b2g!RG5AB>=YUIeT6mn7CDxkEj40c=rP|jneL>V&}HGkBR<6_e3Lwki-*OciScH z#8}Q=Gw?avMdbC=A6=)tM%55Lvq)A=t-4DLdmo%1&(C&&;x;3Kk zCbkQ7ny6qOOeq{dyX}Oyz5ugebVFZd`J=eOKJp=sI3~_a1=FT0Hd@$ztt;_d2NB+S zU%jS&cW=iVPk55ILV1gJyfBm-s2?-)-1g+Dj+8a^=tH_JSKClj{vh42YAFT0#ffx< zE(@-{+7BFCN)F~oo>);h3hV~;d*hI3J0kYu);Y5K(%6dKGa2PeGdhvLKQkLU5{x8e z5@KvkxuiK@v#xeSy;kZ#c$ZT6p{UNeMu(`*w*p)B@GonP1)%%{Yh!{g{Vxf(hm_+z zU(U~8FT8u^Jv#3AfR-$pj6Aqc7CYVtRo&`YsAUi6uP zR@{H&yF{T{ThKCtd+GV88DQub*H?XtoVU11+pjm21L%O7q++9KxBI(s=p~_%Y*YMA zv2uu&wa?`q`i5Ey%^xK1wF0RP__!EAV7hmE_rjLB+mHmgyIFx2Mj!vCWVQ{9bOsd% z)EY>6CVZ=~=-Ua{f#GYPr!Q*XnrfgW4X1^djks!={`Yryl-HMfwN2b@6ZR((o>jcC z(}4=TLs2WI3fd!GmNH{381bS1G<|nwI!|$1n-m+Dvpe0C1iGJl4QqDMS2d+u!CsAqsDre_koHhz4!@O0am9Iwsay zU0F7agTYvR5O+ZX7^6@}tP z@G-9pFE1PPaw_o_$YdNhqErQ!1QYAM=zemmIHAkc%dj$~aejFm80vRGkvT_>zH8*O z-p~Ad@u8pQecPhEyUm?s9#xRwO)$p`)>2=!68Ex_9?;u+T=ZF8kT~4|pILNc(}t{7 z^^SYQ2fv;l6(}FtUo)g9Kun3Q|3`%1@&d+e6>0cwM60;X8fDVm%tsO-elVj_^r_DW zx_%Kr=4?Jsv4jHVQ6mxn{qlV7iOv|PrOX}aosxIy@%@9@bXo8Df$bcReQxjUcVe@^ zb4~fD)yJyO9??xq=Bz{IfR9E{vk-M6`?}%D7s2!G_8JL**^zFWUcBPnk%H_IT{U!* zOV6|4QxF?@M3M8b{Xuv>np4|J%d4M)>|a`3zW6`}mzMO=hVv|Ga=-RvSHNX7)*H&s zMSm_wCUZ4DaS!6(lJI0sNfA$cY99H6#ik31%;2}bBA)@rKSz%3reZX(J5du&16@qY zo^<#~hDhm8GY;ryxfxaY9#6%O6zm?JR@EU*xc50I?jXm4c(V8N>);MUTHgP-ai!)WUZCQP_xqnw(1Hm@h;miW|2wF=g@X$gfWgN%J-oFKn5OHGKZmJ&N$QUtX1i(Ne-hZ$rV&o{oZlr;J?m#6*hAje_+Hy2&$ z-(ndwb6q(1Hz<8msvKY|C;P0iblJw6y0$BjC1d1VtwO}|laMCag}hs;A77xHVSj6U^*a;s-=%HswV-M8=a}d%LXA1GZ6%!T6)KxR(JK9=l z7pM=Ij7=BIg>v&|qQ4R2K2alTH4`pbia-p`@c}%*FZA}0b(Dv~9mG7W7g-vDd4=bp zM|*PFhsEZL<$O9F=|1MfTDIigOC5MK%G`(qb;@?BzAM*JT2Lqyk~Vu=>K(bq9gAm- zrUd6Qyc57g^A7~Z@u)qmqLMq+QnNXqci4tnU%)1Nu74Aghs5~(IMrHH*RLuf-J7wc zp+2|S*Le;*uuJH~?gjU>&Xw6!k)h^ykW-4kA@>+DD1m00ktpAFaPPsomHy_*rm4v@iu7Y=l;5jYXIGcd@*34F zL1JTU;=+LnncX9Jr_I>|I?oBG=x|MFlmgK>KSQU>b@m)^OtYif9(i2)jzpaMFD!11 zpNhbgOA>1Et)z0ytctbzsSX~D)MyKaxdvzrp5E%!=Y=7TZm5z0C=!RM~M!G_D5y0k>bcxGi4(k6Mzw9LGmE4((d0e9B zvNemah@lW@=;vFur_@>S5rO`3sD)1m@QVYD9V9uP0=sJHalB=&oPBUw?3A|BpzLVb z8n1YT#!G3h(hhMOj~ze?%t_2yR<<2s3LtMUg5XtcJmodt^K8ZZZM(<<5(Z zM9N{sX^{77jr#5<}X09MUegFDo{xEYkkby^^@uvlwsh0fbp-w#!p{d+&#YdSqKAXDxr7I^AwFo`Z!EtHiKaM{M zV_**WjJ~oMQnNAt%{v$udn{l0KAjR|ycjyTQ_)X5Ekb_0PXH0T5FU^Ml*+IY4@&C| z|EwyMF{rr9&VH^%u{A~;^t&lMAyV3DRQ65j#l;=)>J}MA^>Q^T>dQ)H>LHT_ML)8Rq2n-hVL18`%qD5H_*byGlSu_q2VC@G#-u>6j zpl|MIuf>?+b`(_Ep?C|yQyrv7aTl&jsLRSEwwh+E1WlgD@2w3PO2&bNRnHUZD{0a* z*of?EbkN_ei*Y2HsosHMgYnNf*}mb|@r>>;$OiPZVur$TEezp7N_I@(#B5Kz2&QBk zPrw&abSgN2_S*IDL-wl?ndOL;tr?9(3f10#e$Z)xtLofI_8X(fn3pF0srx@71jgA7ha>Z_ffv~K7hh>Ks;?9yg7M8mi=_ARP1Cwet z@LE;&G#e2J&=9|8Yxem)X20QM#{R1Oz5K7e2y6WoHJIjZYt`XVyOPP!si0&s=GJ=p ziZR;#75HSpa#fD)O;T^I2_iZsZJv@w$N;ONnuEC1rw#?GB$Wx#O;fbwmSkvX0Gq$| ziCV2Mt)Ed~X^pn`_VSyNZtx%IwcravFXT)FrJC&cIdPCv7HFAB-cN)L5BRZCW2gU~ zu}>a~kCDas8n05)2oP;&tYR+u;0JE(PCXl*@BCt=-{_-Zo62Vged2k@41pfsn|Mez zOK~AQl+E%NLkK0R7s8!1&XJOt9~03;djp?T!l)pzp6cCk_6I$S@KaT_KZH+FEZtGh zOwCLZPf_a{>TzH*_}Vjox#My|bjoFasMnk9k! z9X+c<*_E3C9N8Kw*|_*VgxrR?lydt#3VU|pUkxL48BLA{UnR|FKfY%@pvT!?cc;xO zIVo+%t+-lENWqJ`1}%sB^5wcFm%LZRa(4qLlT;#bpxuVul;T=2b6k!= zW)(Q@$?}b-vuV4BFcoYi6t|VD7MKICouP6cf(E6kFQ__y19*3_x!Fd^AOI56wARzr ziiYV7JWn)^BI#O8LbA}MaS@RyObTuKg?S2p2Y@>pafkDA|Hy>Khy~r8x{TZse%JWk z#hV}T;6@Qh5QWg`v#&9~Lx{+f+Y1&fc^yCR5gW_(d5?RR?o)XBG+X9Za(dELNzOSaYnOzeoyrG5yXir|;(NFMBy83Hz z3cKd~R8-41U4C~uk-y|ih6mAvWUfL)qIQqvrXkF^C916tvI?w7*iI2>XREL9yk6Bg zgrY;8Fv|h#7EHA;UaD1I z<=@PzdD;+z)xGAEALVEXeoSfd3tCye3-HVe0 zoY`Dhm;FQqbB1QGRBar^|@*fGHqu1-F1s zq%B~Pm3k?*WQb)!pHZL|KLHW^-^3Ivos$G;KN+9kkrPEL^z?pE@d7O|B3cj4m>_1XSoWq((;^qZ26m1hfL!JfL?o82{KgM=H(|3 zq5B$HF7suK^J42wFp-owIkTKRqD2Rv~Nmqxl-^kGiRyA}PY?9&66&#!+PiWqH)ZIv98dRET%V)^jSg{PDM z@ESanm+P#i@tQf98R@9{3Z}*IfqcQaLNKtJF~{Jl7*exfM$510&{%`a#vak9U|!_0 z{pe6l8JWxeWN}@iwF{x#Xm20)QZi$mrOkSJ9_MetM^ZkbtwXb)=_t10gMJHU4G^1h6w_MbKM^X9wqnHUeW%FTdKws2LCwAHTR@o zczX(;q`!{DLgidYBru1M8;wIsy5$iK#g(sEg!x+tFnDc+Vu%RAg@#IRdq%#Wr{05DlA@!Rzw(WynuJ&2E^57>TTY!h0->j6qj?F-1%r!4DT2L0mXFo><{ zIs~~>9Th-y+ucG+gKxE@I7fv3s3Y&dk*{=Yr(^27GvNwFmFqge@J!PlY=WWr5-&Gd z)xOTjPpoaa&ozNr8qTp%s+PFZI=6H7z7j;C(v_>@)xfuOI`*!pob*o^u~uU9*|`AD zbOAdskoidQB*~iqEXeu}ku0qfS|Zx+;_!Q;`6L+6ErHE9o_Sf2+4R8!(*ELCZDE%SOS z14QaREf0*{wETGpk;zJ&0>34;6Yebt{XmBzIWo{MA7ZOiauGJ-#t{Xio`rY%Gmcexko(rg4aB}u)(J{~(yHw^eoQgDMawFCZC#M}bH}HDK~@U3-0|sN zd~^c;;x8?}Y@&zOdS*(2Qr{$$ag{MU z;6Y^DzVm;Mh*W#w$l@1I$p94{$q^}dH~l6g*?;Ry!^c|+_S+@{wWiXs9R-qEgF;~f znI*7oL9i?+b%SS2e07sgWOU2W4MM*b(i@aG79!%Q8eO>0(UcKndQuNktwk`jWWyG0 zX$O<~P2dq-gv8U~*LNx|y26W)cmpmDF|Yc1GmiX&gQ&jeK;IRBX@MMvc5Taq93WJg zb`7ZNvVz;>`}_rz>N?h-9tB!}c$C{?K!h6K7aSaU7h_o%Yo2El68E>_v&jq+fPoR%gGiL3a$nMV+W5HcO z9s~_0VSM4@fc-;1aU=yRcwgBuK62)exI8xMcN35aGDCL_XS3Quo_wP)(&C z1u-ukbU9Xr8tKSSFUtsmQt#=l=-!HqcRpD zAz&6$3h+aj=m>I=j}~1s+ZS1EJ!B!S|Jx(8H2yt`Kp?q8C2=P7`Yto(gH(mx+F+I# z^>$Kq3a5|q41y}~oKruP*Cyw-HX;47ozbNU(SH!JP?Wg2F-fi65o;^q>im%WyOEOq z4bS#yOUdK*tnWOrx?bm&P>vH^uYjjZ;+^~}TGl@J8n~a4xmHvwsUn2SbcmuB5BM-% z#L_d~Xl_vLW=U818;P~&M~XATPftgJ=n)6r!r)%mg^tT2souqQTidT4MtvxW)2X|z zx!8;s5qXFV47AyGed-j>XOW&Xa3Xm#jzV&i8!+~PGY@08R1B3j-{~Zvt71U%?%^5o zhTUdo6O@t$bJ1-zyumabuE*)Wuac9S+owvxg%#P`#&{7rhcNTT5CFs&6}#Q09ZPWZ zaVOD5c;`1>ikHV_oK2306$juDBEvFf1``Dbk7sqZ=^-CBJa^mpIGUKkiM@T0%&h!^ zzu?)ivc;(2j`uKEP1rFBWq`KLhB9p%d`z?_E=`S~Kh`|C@qz)?q$ltbIglR!3`S(0 zU&BdKN@yls9WXsM%zhcX%KiFWScXNCfr!Y?u72fv@6sZ(grD}K58|I1^}wzdb1wuj zcb~mOf(6i@641GfyFT^S!j$%_`wPo^4t}{+A<{Qm^!$h_PUI}N^!cjPHr!NBQsd-H zC34HpvW}G};bm;V?WkNfc0S%F)JgFJA(`h>yO~}VYpsOK^I)q$_lGyy>Q{LHm?{}~ zwo}rbH(^=$xZtly*3LU%6AN^&P?t_Tz^Lo!VF{1CBtm-2u$w!+aHk!J^^MeDp_Y$R zv^XLyAxcl}s^R$$3;f)g%jicT9w5uroiSOG((z@SYOby>VJ0bJ-|(<4t^;D8S1n8K z#kwShQj0@Ym`G~;4AnxA{ zrdbFB_wB}~t*Mx{FL`$0KvSB8No@~>QMY64rVk4+H_xy6xUIp#SFI6vDq`=*&b`0- zES>n>DU!UimXS=IXBo|))8J%Iu*F&plX=UJ6q_Pl@qMss(qe+WV5%;$ zmTu>{Sd8W${-P=$v?tq5@aTx3S<)Q-s4s#ukt3-<;R!skbi&J9rax4Pm5D6)7+#ml}@){(c@4bR=r z5#d$gI3>bt^D@5TasFLsq%~He(BdV4Qevix8#fubU!W=K=~i{CF*c7dAp@SUbxmP% zh374fMj|XbnT{}t)xYqkn6wLE*_jTrR6n`1=@wy^do(vkVoink+1Y&Jur4<6YpH{- z5LD1hJ8pHuvRZE{F^|ul>bk-`M2vU`!SSEQ8cJ(Alv}C2K+-2fB*SclA*Okj3Qu=O zpq*C!Miy3$UrFGF1$7N6$xK1=#G|}4DtTiC7x|STP9W?M9kbu^Twc-?Ah;yC_r4Mq zpLh+vvc#*Y6Q4oq((W4%*OX89Wxq)=H=duA$3EBUO8F!3-y5wzOm*Aat0^1sn*PZKGr~K0a5%osx#YX1vx+q{*F(1yc z(3+gzS{re3=z#sNp8LJlpVtpDQAh;6Cou$o3Wi&Zfe9NO5>2*eaq_a4o%cU-&(eN3E_= zP9STOfcrU(tlM<#z_~jrt2C1>focxN$ERqujU8+#>1|SzDqz3YNKkxDj3uiVgb(*J z_YF7tk*pQ{$s^ZcUyfAltm>2v6N~?EYSInMb4hIW_TY(a?mHe&AMY;m0$jnVZN?_z zx>o4gGttw)ynn07&jB{yt_SKwwO`Mbvya%&s}o83VHqpw^Q(c%gzgF>sRKp-fyqy~ zxo$fKDMofO82Awk{3Ti727#Dj9p|26@gZLNO5*)8Cb?A=U>S-#D}$pw-MXw00>lq2 z#H(Su6$qCh#vmBD>-y7i(eBAIL{Hr=TV>%xe?T@ODAEzX;W8u%fBncESo+QLmYG=` z769$ta+l5gQREPN)p4DMGjim+TJb@FyT|$|E;?I099FqQG74SChnxZM(<7;*FB}$e ztb|sSY=#4at8z%|4TR|Bc|mY2(coK{-~O$A5MzXtO)i}pb-L19XoGzvl0Y0mIey>y z<&&phxpwbIBQlsTLh7V4ftA^r%dk?OVOK579MGv7pQPi(qJljVuMP)YHb3_T6ksAN zY>d<-c8wBEBwewvQJ&~rjXMP(uEs_f;%lim)daJaq!2@{*O_v#7SyPQhNyqui{qJK zb$Tyal}gSny)za3+7s?w_)>K33@lyrF3d3zFy7nj@QS1?`)|+N!Yr3pvUPOPGaT!L zn;g|-8NE;UXhmwV?^zy2!W@GBO3b$mhit{oyU%%Zkt*|S6bV!I z44!~^)%=f^?!&sk^KmEuWL*jJls}g$0}1?`W}FHayA+gLEzMBle{urWI{d!; zRgwy|d?62)NmNMz1r0@3*nHX=xDE{}0zLB^Azy$6*&D~$?7mv)7i7p~J_o4adBcrH zFiO_MEmC3Pj5pPBH5cTvk*e@)_}m{H?Y>&o2$C3+um+e(A_}mljK)V*2y(3~PcCUr zk;ofDZX*yr_i%A^iT&j;=|BQ^3BfC-I)?kjV{x<};&b@i`k>a?bO16y&A&@Mz{?N5 zI~HT^%Yo*0<8+|^Db!nwd9FH!G+C7HzUEHR*HQk&+8A#D zyKry}ep4m{j+J3w)w$l`5=r9TOxSUN4n@I3LK6Z)q{V`cd|&&9exL0aLqci`r7Z#K zyH<1~t$26UNY?@rx}e4At)Sa+7F#yP?ar7dIpwNLK4|UTexLi|O+*g#p|YNca+Pr_vBZw(%*a+9^&zd1qK3}3%>nsxxCBB}Qds%;#(qFPR5ws0 zyDtiCP!D8Yw)4f`Z_IJ5T90sRs-Wg^Eupl^pp(}z{tvRDf-xtZN-vZjG#r4B(x%EB zi%ZCHpeJRAebe;g@tu-}3s^3L63A`jee9LO=3_G^zuE^ajtZ|{zpYSU2ej77MUds= zk4sk`U3)vWISS|$ebtcIrdyv!nCGL9gr*5E@ z%JepQpesi86;k9jt|tCiYbvsyN}Sm{Dky5G93 z)YE@+E)*=&y@}J!baO$Mi}F4?_ibrmD}~9!M2cG8!Kc4Y&(<@~M!o_a=WlH#Xh09d zMn43R#ZAMXs=9_LVUeCjBgekKZ#Q4HM0gV@{|U$(AqP_s>Q!rZCa3DYY5qscwPQQ^ zE$ukBQ8SS>Wr`MaJy+Y)Gl!!dRn+n<=tkPP_`*_5>k%sqm|OhVu2|Y!LJ{i>ng#@Q z_h~+D{gI=9W#>RtcUV3c^)Dc&r~Z3yM<# zj|VLFdl|=`ktl7I<;x_#C;(^dh8mbXNp=Q70cMlQ;0rPjQUkVRn$G;}y8~DNH-`3? z@v(n{y%KPS31t0fa{cXXC@xT8_Te&vT5f@z%N3&MZ%8lNUpHtTj9qygV^?NZwLG1L zE*WqZ=AKrX%L-vfA3V!>kK^PiA81p9GRw*F-(+Zh{a$zl{)@e(n|5EGZ+ z@O8+cWwq<7%vvF~LUAFUrBr~4YTN3!-}gR;087*v1fs$twhgIP04C%Qso{fnE&Uo6 zedJ!2R{jq)#RAEazy+O6`%jp^kqpy;ZjE^q2*A3tKez zz+$0I*d8j9R#Q8_*W6w-%a{N!E*oeBoJ)e80g02#aAG*Cr$u8R6cCp12l{9(XxBj_UZyOoXMA_=Ctg=8UsSe z=-FgH=!0EqX|q3a-@A$2T0d4WBX(+KCukiew3z#GEI<`KR$5O3V?7Wc|C{J5v%{CC zws?SOrK&!TlmkM9jiclR#hUcTR+dcTiKzV*A*R|WS#4EZ{kdbU(C+)JpWXiLT zQ8r+6C%y_N;rt=IRnEJ>Hz_jr7Yw+hT1H2XOR{Z&ynNQ7I?hLf1R+)7bz@8mn+bRO z;=>4dA=GLZjkMU7p%DLQ3SCoW<)K>pOI#LW_%l{BvZ2v|d6@CffFXM;nY^gH(*v+& zP&xBJ*s4kw_<1}?D!d$2Mt-Dg`hTFb-$c~GRfCU4G@@(R0gRLjnCx8@g#NMracX^H zrx&kItVtg`N#j25t#dT=FkF}DT-L5Tz4~PSupcZDyT?ajk^72~DV!8cZT5 zcTQgh>R3$*1l!(KT;F@54Bt-x!^0ibu3)dUzL#r)VgPk^b({ZADSe3K@%#q8Ja*cF zdRVYo_U`yIzHZ0(`?41G;Go~hU1zw^>DH}jmhA$E`E?*_ztHvfYj9-f{Ae! zO5vl4+v244?et72p<%em3RFggK&iQa8m)BiX0@n4k@8nHR4TwDIh`zZR*^|=n$s?O z^8z$w?`Cibq*aUnZ^B^N`aT&+>m+Afdd?4~kQC*wfJ+F~r+9!3$sMX3R~-26aw4GI zEeI)Jg^Z11?iY4ny%7uGO8SXFR@!i792J^fK1u4{4wWCsEvp{>n9s7xO*wF&-(R(8 zod9&p=Y@ZW!>QhbrNyGltS@t4G;3CryCDo(HxnPT`4XbDk_MZ!P3K$eXcvlM&G~8@ z$|@Qe(Ti-8fm#KYJ3f9UKGe0@n^7G^yV?3!q~Tm*c!#o-rRHH*MJXBlsTu`E(AO|P znlS9b~b~T zqVgQdjD}F$Flyb*d}*XJ=N`~#V5!cMed8~1OMZd&*t@Ue;U?o>GoMqy6x*n%NM~O) z15j;-LPsSTbpHoT4rO-LXHecKhmkV$@Plq~X~~2C;8=eyL=W%bqNEu(I02rPs9q_B zZ_B)+sX>R-t~G~#ot3GJHcfDCjjPvW)HnkVGz9pmVCNB32C5I`K0A@_&c>%d-*aCaUj5;^F{ovG42iH^SmHm=u9(-Q(c$AMLJ#L{y5InZrN zE-lwldx!;0fJ$RIQU)EmU%o~~3e*94S0mx^gWy)LdkM*&eCkUVJ%^9bc%zZjn zCf@1%45AKf96OH9n4G=K#wzST?)DP<7WW+Tz#((-t+L7*oDPJ2q3t-!lu96t0&9Ww03Tx?W+@VH&;T^f^owC@W3g<5Gr1SvRA<)jLf{P2)mL(|$rlRGmt^J1&euauTZpRz`0Pd-Z} zoa`O-jlTe3NkHocQSfNQKK@o24~^ZAP;Qhi-s1&o1jS}z%nFqQi3e@owjsEIMeXFI zib~iQK*)Y|FjU8CCfZVZ*)taNj{s5Zm2=`ce$Xy8t&wa*a}wcIhWC+qH2=7N1cYex z>bNEucb}eBLu0ur{2VJ4Ar*_5L64aoIC(8q;=->eo&7Oabi6!i*^4pzOS~w3he1SO zj9kYaxM_fQATIuluat3AWjvig!N{0)ZN2b2IN75HgzV&y{b~EbC-*dumP{vTBaLKsc=*cg>X167d@XY;A@ zl<$kD!TC&%my*5L&`X^+m8Yvo(>^ck4x6UgqT-=te@gxc$-W+s?NvNPLS`<9`Vjw< zkbZekgYCngqONN-@#i4^mPk8o2IvPDnbu}}#%{HYdQyS;Etn1AJWGn_lpx&SUXhOk z?&XS7+CocnufTYqBfUSlA;d$#eECh{GIL+Pw!slnyz(jRFGcp@AzT%^$av2er%$Is zQ#P^*{kfx4*!h6$1mAx>VS0vdZ0=&(1(I0xvtA<~_f0g-C z-4N}DL3Mz44{ap!WCH@L!gjIGlJvbIr=1Vc1~V$_XMS0{$9=_UVUhbIm`plnjhzrcm(EueDTjuaUoXEx*@ARM?~Ct{nBIIB?}%L=nVd3^a*x(J!}{%RS8 zmwrHHN_n2 zvKie&cqiw)Qflo2cG7T0!$QLu&Y&RL&wn=ccy6-Ckmk~O_GTBB`J||aUt+;GI9qVg z#arUrEk3F`T-+j`PR;{sHcA$|x$2y_kyhBxtc;-C5O2XyNgiE_mSicn%pxxxf9{C# zgT#+rKUVQ2+~$ugU2ee3l86VxTc1VKqnN=|c8+`M7+2KqB6py!i z^_l749I0DAu6ZVaEGS0oaqrjv=;8b_S-8ry?&XtX;EPCER-!(=c+9V9D-Yl~#sn+A z*4@dodk`^`Kirc6j%E@*Cu;R|g&ZEVUci~{5t%gLJ?>*_BEQ;$E(byA92sMC^`198 zbnA>a-={|HZ};-^t(x^S#_Gp3$hJSO&WWKsvk?t$KhSlNm9Xf~4~cb!PW#6#)WOU( zs`5g7EtFf0&47d(UW-pvU2iw6l2L^JfHDjVbs`EvPIF8q#XHh={o_H&uU!sR^?-%t z7JVkb|IKq4OtBU>_i1GfL8 z4ivr;-PEwme>eLHwWOxV$s8<2-L24gsvpV6dJ5FWWF{dr?f37LA^k7j9;n@T2vvZf zLBfM-*~PL@3BZXCk#7)@guk7gHm4V)yE_pM2EU<MOlSBz~aBIHXhDb8V6D z3C7bAqHK=Gl;yCA%_&gOA5jI- zbhO5kDxecp+s(4n81p*FHX?w=Lscgc5X19AiTs>I{Z$B!guKn;*lw+Mc_sn>zuofL z7=>E*tqBmswfYLj9@=&cWU%z0O0K0gPr1>lPkseuR2iQeUm4KKlV9JbFIu{&_bXF= zEqTO$n^ANM_bo87lpjzzn`Nc{t4|*)5Kc~WzT5c`&#sG0tb%H+cnEAsq3FM9gf-2y z7;dNq;HdX4JH^&J!g)@Z4bg#WK`Z@T1Qij@ib2qIs+Ku z^G>~bDE4xd*BUtH-OHn@_oG#> zAL9v=LS-}riA+N!?IG_MYhS=$@2)rpJtQDJD*cx8G{2$iYlc4)5nK}P#btDKZ&fgl zp}P^YLhD&-r|gypR?2P_Q3H#=AIO96I-^l!8=p+g#H3=WUO2|;p!qvyvmhwCTx?6s z`y-6X0~P}$S$~Z^TAzswr zL0_FMm%(q`4(#74C=SrM;dmq;%{jYy2ba5gz;F20GU((MJZIpxsv3xNwSE5uB2|-h z@uQ|p$XxUPxl>0$a^EhMs(N3_U-QmOiFB65Wl$Ch=pfFuVI~48VLP8|pgZ5~zBuBk zSb42;%nn9NBLgl_`5z~pyFDr&mSs(VemlJUQ4n2(u!Ca+q`vYHlh6uW86`hD{M1DC zL-!M+1&cjId}e^|_=b+-%w2v_`WvZL2Ue|#nC)2dMZ#zhc(WzR$z?vNNx}b(uL=!a zGL+OkBq_kpgByM~_g8XXfL5T;tuJJPC`+!F9_Qf_Zr(eV+7CPKB~z${G?{$GemQiLA3>f9^`|F2yO~j_b)sI7_jM=Qin?Hg=jIHi`@Ot>dz*m8~c!8g_74XV=jV;2@h<&u+*9yirmRO3k|g|=H;vQs(<%1 zi=&=7IR9jMBIo%E12o!@P^c-Ky03V*qAHOP0%wyo$DXE^J(*L>!Wd+0!^r$B$gECs zEJeaVH17Phjhphbj-+zdbc|bAj_m-E7do{vPaRUqwER27)bJ}-A^rQ`8o_}Q`yKvp z*A0NnDFO3-ABp~fJSTf02-3MR;DyUWI>pw~b*nL_31Kg(=VLCq)b?GuzP_m%g|Cq< zo`43uF1ox{IJm_=r~+L>IANzOgAAcab>cP*8fJy0lYzP8BX*|Xz>cImrUt4$3Y&F{ zz;TVPkak1Ji1l4JFPZ_5Y5!wMe{B)*JR8^o;{3c=$&)I7q=gtPw9)#2l(p?iIgIM-C2784N0r$hn|3~Iq()px{4!()1JD|jQuzP=jb-ZFdIux zTm)Rjw7TTg0wi{SXJs{6PulKroO;s{7TRx~d{;-(huNwQvm7mc(gwZUuB2QHjUA?* ztTvV7e)*1AL7K;^CHXu9PLM+nZHo{`5&_0}icZI#{A#J! z|L||c*AuHBgl?cJ<|ClRj9;hmk75~6jv6KctAf7XV;puGNoP4E>Bi3FJ*Eaj>EBJT zxo-4>Vb`m@>tjjYmP3dK7d{StsF2MpS#Q1Vi+52NH)6+a&s-`*K50VQxa&(InX1pw{ynl9wBo{$4eyb4rVk3w#{|-TYNQs>!`aBxTNm+b=L{BL zoJFQhG-eBHHut#)CUa?cXyF$tU_PkOD|TE!r$_ICcz%@I@OFQ3c2hqYx z6hIYHgk6lYSi+~--1hM>&O*9%I_Y~~>j0+z|2Gk?MreZ2?B zEZdm{C8s;;rc;9K;dV!QT-y?%reOxb&ebi`59u1K2>y|qE;L?zIWS3gt`;wFXq3(Y z_`-eE0=wDP28rK;i)&KtXtl43YT%&WKSOvS@{7G-zk(33&vKmDg*GRe8T+t|jiCm% zm>~6Rt=$V7$hx%#y~1$l^YsDa^2dJW1va{73-7U`$>0j+lZ430{_$H4_)Cv*sB^A= zixH9a@Y+xq8ftyJd!%?>?DD)~$zD=BcEzXZih@D-wQ@WZ>6bjNzqm|dH0%YLAeMCS zeXU|1N0ArkEwuLZ^Z)6x;*3#&F93n*)XPOh{f7!V)aRWq67Z+4x(CTqBP55YK47`S zdK2R(xfa~2JDmbd;?wCUAyHS{#o!JfNutKOItipwm8#3Q$l*I9%i5AFP{hR6Gt=(| z$73g|eqBttCf}Qm=3{oMn$>Q~<$PuD=l!4btcwTaDg1wX_9eAEl!`n?kG|gN)uvl> zgZy3g^3a0{8Q!@!`iNCxC(|3L%M1|k4m0V**eGS@0^hl~f6LG659e%v@HDc7?2EyZ zuZzF6%NQ1RG`g(Cq-V!k9D7q|kIK02Rd^=XW&EK=T&!`rj(s8|ZmD#=`-3`4T#0nU zu6Upt3qwW3F7S#?OHlQ zpLhcEfr19-I(cOl)6tj_CyS@n$K`?J`UP)^{zYJ zH$k(8NmOdGS+l92w2fd%HA6p~@6~Z}pds9x3|=r0zF`3@TF0J~S)*aLE0G8mN|Rsu zGjWs~*O5WQ{>Qw1M?7Apk?$k-_{W=UWt9T`Npcox`U( z`Yzv+TCU)vOId#P&f{?vQUF!&^#iIInn@Y-_nqS>pPZx!B!aOzPW2F{uAJ37o}BUd zh%a6U>vqJZiHc#TknVI7OLKIl2@$Y%VPTf?aeDb{kbSkkaTdG(afOo@**W~gU746N z>-Vkzp7o7cn;5;zrF~iC-`fD(@vhE6R6}H zayf^Z2Q_OFhG*-u1%>ae{8w1b9ZwNJA{wfkAhb{u*yX}}sl{@~%ZecB^d#g>eJ4Mz*_$DFqX$cEXU8zmHb0(h3myT?tR zoe`EwLk!D07*zs4R%{`a*ODpr#v*mKno5-x)wbgttF>mctKVu+=o~A%X#e< zxD5uTJ$1@W(1T^3b95@NHqq!33*0ywF!lu-p7(^&(dcmfb;M%!frkb(e|WI6;LUo0 z9>E~GTPwBg84}nkqqMT1u~vNb4H)f(l^w1bx(eijzB7?t%K!XJ)(%{naBd9FV3vu| z;CSCuYlZxB1Lftt|Bge2{4v-VDl|d;;yuvbjr6!S^KL6yR%)X-+gfU;6Ek_BnCi-@ zn$0s^oiNQFA{!NCvFio_DL93hH6mzL^gWf^JtN)wuQM=O9{0JYbMBsRgQT(CH*CLK9W!g2jcat?gVB5qWO6P54CS1sTp&>&SYCbpN} zJHjW=e@ps|n!Z&p-~_3htNrKngob2x_oORw)hQ`9R(C!>eulv2f~cd{?LiY~Bl5gb zF-j*FXM(+5MADLG50x}-cMN#{JD_uLMVwEL*xzZJj#856rINJ$4})Q3_F7tAT2rm#i_XsbtI9gz4fh%t;Rj<+@1TcG3Y z>&TC>6t^3-2iruCcYF#y50#K-Z3gwYH_dn8Hq=1VU~0fOF)%CGH)QRX?n75&iy(0H z&vq)7?Rr|L{@BSaG{S{cDlVrqG+FBP4?6!U10Ge_oE}foC6&=Nyvz;oYLf;?z})07 zjY?m)Y6YQ9&&&+V(O5^Z!WT7n8=fWCo;^+B%1@qv^M-4~2b!Zo#6_5A`h?W4M9AR^ zbJTKia|u|qA*W7}(lQZ3?eQuj6IvHSb{4*kTyQOsk-a0E^F=4OO3(E>wKR3CI{rv| zUSBX^Wm1_+A54OVAJddz%TH1T`o6|@C8as7_1uo2nQB9{!EhrrAOf9rzIn8auFZ?o z^!?1U(HWf)?&xv_7c{U_K$kWYO_JLu!Y3F6MuHX$N?D_GT*AAU_7$gW|IBjVRSH32 z!K^zbLaD1(B7pt+(cE z^h4(;0>bqs^Vn?}CZ<#*iwf;zkP~z;#(zI@QPuw>Sx4P~sU?eM`^!D3%l5T&eyGZ% zsK%*eGVbsF$6iGy&NXm~m_cl*8cqi2?>ntQqZn@iWfqu+z8QJEHjj)GRncBW1RdY2iiT7!wf04pMUeq`yTb**YX#LCF6p2PWBm=l(|Xx(Jv!6HuAANOp&?Py##$?E?_2 zm*!LO0m11*!BlyGUTBc&Avo{j*_AgSSTwoheI`0?+-?Vl3XFLI(v#gTy1^sV1*gQ84^|bYp@YH=N?y&!r?{!yF zBiHMGehGj1y>kl08tW%K>DgT=tmD+WsEowWTXXm@E?A-T-ec2wm{E*TjU)}h$AyCL=_xnIg&{UoN)Er`I zURKM0>&`o+X@ng0v23%#JabhA9sG_?#xOSAT@=rtCAzuPL$~`mwn#{jNF+K^A7EpT zdQ=!RS|rxRf=^Yt{}_`!A-ka{Zdsz2rew25jrO|c=}f}5V2#B1=5eSb3a=Qv9F9!he3ynJvcj3TqE%&Mh$JbpN9Tc;WJC& z{O^>kFM^7|xsB1>MC$+&WrIk9W}Mu`-A96%J5Diwmsr z18rL;MdZw*M)W7eo42~9!U9@l7E@6*jj_7OtMqN4fAa?27p?zs``qoVH97WIt1agk zv*6}`?rseK3rh(?vf1`Jr}vnS4N_M^f=0t`k9>CulvRBqaXR&8aMk3Z79D?&iW@qxsssQFY^i*05tGOF2fRWU6gpAGv^6l1X=EJ3`4 zeV@+(7C6U?#l8KswUaYv$FT9^rJ_bz;5zTk7JImUQhKtJ_4rQ}{wb=5ihh47UBLl%z)yzM8|r{gRVh&ABA|`Drq_(uIWz; zzsUCMOdhvDqh;Tsni2VD!vaTswxmFiZdewk>n5)Uj!cEniz%P2aF!^0V-Ty3dH1C+ zMi1RI>Fv@QG|_422DH1ra@o;3?4X(ZRpjnL6!*nExfpDkVCWj9Dd}rgD4=)Sdf~ht zXUTtAN?Ek%j{d9kt6*IqXVY)I%0i?7V&~n?>Y5K~Z)xCPJR$Dxr%5`|@(}CP&)}In zEIQJ?$_n~^RT(jYBchf)4Z3RX;5kw@KpZQiCr(l8jZlFAqo%pk9I$mSFOhu#(ywCa zVbD!%YpEm!%uLMH+r*#=KQ5Ub|BO5sY4?dLP;gHv7bTM*kkn|gT)E4y0V=M*plAUE+;GMmrWNi8UBflN$sT#_@kh!zTc8%g zIXnQ51w3pm4i}R&7>q6Y?f#E>qS{5uCr0@RQn9BG;N$BBft1i#`UPNp8`vy8yjOy_ zCe@_(`szeHB?*NP3$~ORh$$dD%{cS!L}c5ebr>E2jP4X*sQJ~xX~K%&80w-9Y^g~bAa+DO8@ObHNRX%9wAC!aJ+&qD|K!U~}4>b|wO z`HYRm@wu$)R0+_e1_%_8n5fj7<|$c@^&lk~KE}uRcD!T&CQrvO-n;#*jpT8*sjSiU zC?h99Gf00S{mmRSi902EGfDKty4vL_%z6~BE2VVYCOE&oJ6ERoft9O(Tz~wHO(+;B z+6t8KGE5xWU0AFLc0+eSy9Hk}==^TyrE;L4`ls4)LdYxBRCa^7GWsu4cI9L|J~xl> zObc!*w6PX}UhMUALr`GheE%+6A$cVEchm+mF=Y^b9P8fL?HbU@oSwmyWw zOS6>yZqQ2IT(ITR+1i1C#ukAk6c4FSo=w63eixzw7k_RHvthxE;uK|IxfsYEloxDJgsGxk%`hgD7I86NwifPb=+hU?DIrdolgwojcFy8bL7{x9aWRAk zmvs^*04b+*CAAZAtUKqQHJ^kBmpIF!o^lPK^n3&J6fiFUQ;Nx^hFC*|PqJh-H0#RBHB0j14v8;`6ukGjKa} zaY${J`x2mBVO?dKa<6^!?KMQ;6f-@1f3DIBEKRMR%Ye9qZ1MlEOFPAi*6?j7*V;3x zCa*%6zazPLTgC(82>QvRIyuz5OT4k%2xtX^|6Y*60G)v~x0~@2>hLU#UtKIfHvkXw z?7LBNjTb!Ri4_;8X`(0J7b9hpJeD4oWs32S@n6S0w{TKHnJ(B`x&Uufu>1@_2AIPN zKa6t&#^gL+FwmOfY_|N4bzW4A1L}l^H&3H|5j&*C#>9kBrT?!|Vcom@s&>fHkf3 zlA zzH8mfG&SkQ=N5n0qbT=zhx}}kktJ)5_hj#10Wk2Ps~kWGg#rvJA#7xy?d%Rp8u4l= z-Uq>$R!Hbjvu`cODZ8*6Eu-G~4yD?`IppAd#Ny(`gt&p`4>ktK_>GN1k;t-PS0t*g z&a_aBlt+$uOa!K61B1Azx=sW+V6GZ}b|h4(?J3pLxZ$m$o^keH6SeaVf7_??FRQ^_bs#8A(tLFZ>aZ=sT zTaf>|m)v`w8T*dU7+bo6y7Y4@m|a8o3&V)vZNt9Xmm})-D73r_?gd|6wJ&!9^x%WD z0JErvNS}U;&Bz^jgG2c&Z9{!rj9*n@P4{zv`TczNec)F@MT5@IC)O$}!|=84Q*!}} zx5g~*QTs;aqTmLB=IZ*DRK7C)O1vK-F=OL|<@_WiF!I7ut(IZ`+=9@#DeQJ%#(I*^ ztwuaK$fk7{q>t(4LcH;o7EMkC*Zzh;)zNkxA1_m$5HLEmj55hI`VSeSV)Q@++*$s? z{Q^b&1tKfJ?hJ+nRn7+EQc0L1L(t~ZQNyKNuY@Q!rfyA?TRuaX)!0Cwru$?;eW@}d z6pl(2cE&jv5M}9MVduE0oqWgDQNgidHKY+AUcSuEEOHg$U39Lq?I*FQXbp4>gks)% z65D3xHx?J8h0+12_%U}rc1dvXKl8ov=K# zI_SfKV@1CXGtY9T3t#W_*~{e*Xm{`lqvH;mP8*#jv=JXq3GTf>)FOSFN*#))jv9hr zr|sjGKeM53hd4DeVQF1cYL>QcM1a528{p~!ECm>%V+fy-3fhe#n83)hW3^Jd*0NvY zGN4*MWJ7M3Y6@@S_<W>xzLe8H8keSY!MYU;m8d4 z&tn_-yYXmDCfjCgC%N!N>`k0s%W)drv38}PtivW5bo@=kF#I!yoPg2qnHXVutWB;xOx2whG0zTaeq7^Red z@|LiP;0aAuxf~z;RKx`4`p$}eAm^v^m&gq;1}+GHJLZEadFk@&NTqfE03{+zprw)N z47DmTw`jx{gHf}AEXItIo-*W_0RMH9aw4j)lk|$!BNeZK2LNZd^#S>YH|y>)JsF$C zk#r4okiaI9U}@<}pT>J==XK*}>XKNep-6L$(wo6fiN>%~nSaNzDDJ_vI4!CIcW=ba zkaa&`9cB>NC{Zy_-XH_y(LKz3``CVqtIVx^@ZO;cYTIl9SM&|O|KMpuqC)Rt=88< zKr9dYhF<&@#ndOs>r#raxUtMEq#&mF1l@Msxk&VI+8nibC{6>R=ZXRgo&5=VU*ejd z+^ds#ZM-d*TO+>?~A>opKQhq;Wuma45z;k?bl~;J#pGY3}l4`9v&2K(mR~xy>&Tp6TZ+kZpj3`w* z$&2gs#pdR=_5IAy+c)>6-yNu)-4-a;J% z-mVr%r}2Fu8n~vtG_1=EM}np_x*rqQ!^h3*sk)V3R|H|Qyp4%om#|PzD7D^_ zcqlj@_4v4lR+Axa)%T9{U-tOdUyb`j?>$ROyhAS4L>yxi#FBmjY?Ihz3eRQw+7nL2 zgSDWdogldp`4c8yHYFSpR2=ZNUWl5SWD z#~+l|5su|y^%tT{qZBT^C~Ou;;pG*7g7-UQHxi$Y4@E4Pus_Fk&_`*;_S$jpY)cYV z$SV?EIYUlmJZ=7@3?6JB)l~c<_tQl0;H8;eh@>wGp$9IsT-mACU7p{RJRafAU=ncv z<=$%!DkAx@{BAV8(nkQ;2nxnTaf4OyK3NJ1vQd-g^;;pMjyg%@g;TJW<&%9Ujjc{VL3`Q&#FJYLXK6!6K5#j^wevEt@H5}B4yXB86V{aVxk z4Bj!t`H8dpbO$A9C97Vkx6jYPH4O8e8{T{Ev?j@JLg5Zt%W#EoNCg{OQ;(}x@@Y|? zOW1HTCj1lTBvv-Kj!Qt|9dN;9D>o>l@Cr~4snX$Bg4JIAKKlHp6!Fq5*U@2moKFE? z@s0t3^i)BAI##hAnVY?nXDwU-2(I(#SlKovh9(9+q2zSbgF8rfU!vBi4GOS~AcGL{ z&n1YO(fbylf2Cc8ty-2PU5v)eUzBA68gNDZ<8NaVI{2I=`lZd{eIJqH`dwv@WXg90 z>O2CQ^$6^>4x%ci3PPFr^tONTmUxSI^ZZZlBrk{NIlOdY;`zxE{LhFI?|tk_&X|Q0 zjBV>e`Mbjm2&jEwRRugZHBs<|U(*sWdoY6v^KcQfJw;Q=!i|Fu5x;Y6)V* zoQ)!cBm9_Q05hc7Bgqg0V(N)=@D*DffNA4wTvot}86W|^abgalsc6l<4AG6neMbaZQJRuXWJpD!R zO?_AGwh2Y4qpHagM1CD@shKi@MgOiut2Nla_+98iLA(q$p`e@nvi7G%7ln5j15;k! z3X-W3!^q9i4K1V@hC=wn-c`d6-kOPT2Qi~EhH=BBmov_OyLf72=$iW% zZT!!%ZW%lk35&o7+PkQI&+|sYBBPFH;NqWt#6LHxnDF<3;2G)K{tc2;q|*t=Bb<(c z&leZUX>uAodm4I3T}wYKP8LQAgoIzD;E8T1BjFIgT&mf?0>i}<>Q1FgY$Xk`h_NUq zcKX2O`F(2ZqF!rI}1 zEHb+Q85eT$MJE&HGA!FerY!i!uA_zv?=BYc{>_hv87&wyW|R&s;G2n7AYhy&7eol1 zQR_Rhc64E^d4DcuVMy=HlFh?9WAzBkge?vt5)A9M%NFH;$s2Dx*$HmAxpFH^7MhW~ zSR}^KH|GYwz>*g}kZ+Tl`~){l;^%^xx(kRW00{|op+Z5oPt#!-Qc!A1i)JuZyR7+! za_RDnSd6gUz{_|EDmA?60eemFaVQ2OEXCx{K{cd-&eRFZVun$+qQFEt?-w2Y{#zj@ucfUniLpuGt(!M8y5tWVJ?is z&_rTgUnC9-d%S{OIKL6gzk9FJhP$`xSho%9uZNDf4W zU-bUI@A~HqdtYLGMVZGQ72{(p6Q^zRTx_OP$+h)GSdIvllH08HM53#0I>b>5$m*qz z$_3>TOq8x#|3WgeT*J&c)1QAPGl+InT?)L`@fZ)V4EqUGHci&$txuZ>+twUn^{o2Q&^1NFA$!(v!~og)B(mbVJRuF z3kb%&;z?|?@i_Ntoy1cqh8qZwl+|DDHL2Km)#eN4 z9T^CfmA}*OR$YDvsLZU%R8&*097NIQEV3G2pJOm7oRZUY51}mr_GP7nOvT6!@tXX~ zSE6Fgz1`%frNS5?xX0VKVnSoIpbChfMBOQ%X1o5aMYIvsCTn{{-cFy0I$WVV15`yR z{2dcPn9hqzGhS59aUqr0nseFB-vcre`VP4fwbaPq4T7?Ctvxl5ca3}u`VB|(2}@5^ z-b%dzx2A5_;Kn^BQ-k3`1lBkZkp>Qugs?+gL;DvN(OU}qzcLzGs)I92&6ae!iCxTY?G^zPow zBG(IOiK|NvTaMky5}2+r%U-z661Ilk@o-eFlCxF6qnx;lZigm8L{-&3FW63x_+pii z&8AUK;mJKZ&`V6d_z{Y?Isv!!j4rRu)|>w}O3ay<{q%s!TBGZrQ0W6_*p)oh^2Q)k z`b)EKWlnRtNPCLxvy<2OVN*2piv%X56!*%PdpZ$c!K#-CGE|;zsXG$$>&UIx!?t89 zc7%LrCS>7ze+FP;9Izw4OB-NFaC~uZxjla?OI);EEdPGjvCMs5Xuq(GfrQsa$t%5g zg2R&*<^KzhYiXTji9@kncp_)z~7I>^Gp7YBe3a(8t!FTcS>4AL2>F;pEL2H zmb+m;gEZ61PjZ!@5e$wFriNb6;->&q;&aS^i1#u>*(}4*>g3vL@j}DO2N?|1^SLTw z99^AnD+B`XkTCItOiGpC2!x<)+-&hoRz*3Kcax__xLD zCjOz>i1m~OqtCh2X+ly?_ms?CSLt?gT|yC4A92Z&rs45zG`;`^S7UO=6<`Sv000Xo zomq^76(&l|hfHO3Sl?M90;MKK+}58GvJh?r7a~R__?1J(JiJBOF}tA3bzEdv-bfV{ zC>ABpq#=ptY693F^iE3B5k!1WNOq?r%`7wwR6a+H)Qz%^7#6=uO z7qW4r9I89WW;3|(&3VunS_}fev)c6_@~`-oW1$v*5E`+ zuViLKXbTs3YLx`Z6AU`5)Qbm5lK*L*OoU_={;K7sahveA=d3@1+O^CvL~3~pzwJl3Xl zQyv8~b>vBI+<*nPGt8_GH+&l}*;!f&jD9L#vlR4BR1$k#caU2QbpMR2r+jhCB%E72 z_f)7J#!xdukHhr_;7U43{mQZZ$GDcNAyi$ zzab3LZMs1n$fA!4yM(_}f~p49cHrNO6w7+MGC5X%iBkOe0;U3|F-Q+}8y(ZjNZR`U<7>aU&K7Vi$5S@Me z;E-ve?LyA~&3nfQ(O0?VEJza)#m*6_m*7JCJA4uyPzsh2>I1|ar_eE|W$md>N9t2= zVKcN`oY<+gKZp7*@*5SkPOmT_Pi$ifr(}42Zg#-eOuE zRN;h!i!o(KMy%{ByFPj0W@yqUx`87h1DfNHlf{w zeo$6IOUfVxXsMc!e~O2vH3k1)S`S9%Rx?5{sK8pSaVn2%bJZCwN*# zwK@31Ly?=RCCVi$S-emkXJ~&XkKzVALC*1x^C{It50-vVL!c(|4?}3pZOFTN_zok` z!P1|rrC;u&N7q^5M~-1{hrkzwTk26Co%s~=6V4FO$jEX{#*g}IE^ek2Dt*Si;az3c zJ85*6-}j}%=)%T@VU#pa*$k|*8w2S{aJNJOOm@GJxHhN-?&uZTwmV#3BIy2I+DL?} zabNU^3zJ$8r?E&0_hQkt&vP#;Q*JE3GU)h%_8Y;&ejoM5U=}cf(f12j^asB7yI%PR zvkK$~cv(o^2vRI`_l6A-ku+JskOn9L&^4Jkse`6e_0|#2zm9J`eE*0I0&A^d=m#waCj`S1Rw++Z!gtT1P=Jww zP^x_l4zCQgjse*LLX+TKCF>Y>;S3rOO~LxDdyOf%{8soA8+p<%X~`-YQ|Zd6Su3V2 zzJV}o9j!<<%PU>Azu^S|4>JmnXgjtZL>r3!rV!TY#7o9P)}hlSZZqAX5maYo$bP8e z7)hCSgky7jn*j%`13>=A+hH>sa?;e(r?yz~%SVG)1B3|#(-N)-J&AFMv#}#{A|^UN zElapb9Y(7Q=Lx-PIJh#(JphdQY%8y$S#v;@AQJq0@-4|v4G~LV9li39qeyX$A=QZh zlk`ef&w^3aas@{1c9KgFWGA#RI-l;e-Z1@m_TVTnlg2>kf88=xKkS&r_T)?mh(HaW zk&(+BaW@(e0qQ2trSEAnkd%Q>T$l$Nwf$nRhU2^+rS5?t9L-yts)QCok@UN#){`r( z1X9aV6--5TE5q`Zu20O)@_E28B(c6+G>rtYFA}H7j1uuT&zmsb$Hhri|MxfsVNjNM zgOvHdX){!+$cLiN%*Up~WCKOvhL)oSsiWHdD7}>mTz8V8&I)f@f~3rZYH?*GqWRrg zucBY5*3*UnkQ00bz#>u}zgZg=)Ak8n^u^#itF9R{Gk|MqN`2%0p;~q;HLh16gn7yD>asa*@(D-)5Hgo8$_SWBvXG>il0(yTyAh zQC-@N0f&CtrtcshyHi^UO%2$~#iO^3Z7if!UQDl!S3#R5|8_u221GJ$tCZyt-!MVQ9zIoYDUoG-0y?7^JB_q>`x@74%u0I8!>`vaT$k1-vyxIgJ)fZ+ zm1)Y|rnB;j4G~;+eqk>tWz--qfw{@ul%yfA9%%&ZCnz%il*|x?RrLKCA`r)KTI{>zs#cGpwiyQFz3@udY(JKPN6$M`s11aPa6O}JLvU$!) z_k{d8O?-0l1c6*V0(AH!j!_-uiEsiJE-^Qe1`{#!@lY-fvFfvV04cO++e`;g5*8mIWVL|@Kw-7?cEwO+`N5lq zt@oFCT=x6S)PxX4f`==uTq{RU-aq|QEcdq6Q*MZYgOSzU;df*C7rOI&A+hPvn2-po^=d5lf$2Zn0#VGeF2UlxkEd{E@H`dJM zgj05-5fN(c3WJj#FWQrJ7rb3*^vGF_*5yI}JaOSGjPM~^j0t9z+uySD5B^ZAq8HuQzF><3yF?>>dMOaVL8|k7J{A}3_hEuQ8-?} z75OCk?>_B&|C0zg#9Fx`xKMN&N~6GP!yiXnb~ItywNqSrrv?d4XzGrhJvz?SCYyzB z>LDff3kvUlp?t|rxS;`WukL>iuvhQFn5qO?eZl(*OmN6nd9#S7L>M^eYj*70zaZv( zRL`)($^&NZ?+0L$QeN~wuYS7Ro@skA)>B7kz(#Ger&QS$+ZUL6YRKwH)G}vjaFg9Q z^FNXGYGy4~`>v33eSQNk35%Ev@vI%BgQK|sXJ;Xa?HQ9?D-2r0s(^2Nl>;2({<-BCML%c(h<7Wl| z+(vYL9es`8%??%(S{M*{xS@M#?B=g2tZ2{dhDTmL*{fvVF&}boZ_DJgWii-^kp!J= z9+iOWQlh2xl1r%p?IMW;4|?L8R8$kJoXE2#82C;*j7#*awtYg2ltre=k8XZ4<~LXt z(8&gbXk(=`WS&!ll(O&@Hh|OKeq+=R?$tznU+!?E=GDxyGA3)Y0>|xuW@C@zo4kbU zg%Lylu{$!nv7bOHi(5zUs1YfqY+M;6c0aL0|MGLd_V1d)OD`BYIk?u)KF@6j`^LdK zx$eq4slVlQnzrcU_a&VOIuHq(m`1k*#SLi2o)G%^fB9R}3a+{ztN`e7w#=3V4|(}< zyGZAVuT6^Qc&bE$(~Y6MYa}(@cp8RPo_UYk$se5$!P%Z@tzw-(Nz^OVN2=$X!-CF8?=6smJ_>l_sMb zH^$lGPTtM0(e}m7y?pr(^T>d4W2PdZaLLpOhKsuNvu=K9lhBrcLSzuIAlqTMI@-K) zCnSh!8|*`IVsFyYV02sPN{RmCQ2F8ejSUrmbb(V5&d8EPawS<81dwWvYOa8w@y*M_ zL4xb++M%GzQqk9#(X7>NMc?;BUA{?4LxTa{Lfd-q{v(>tt5*EwhpauIuZKC~0$-&` z0Q^4~@sl}Yvref)`6U2DqNP|=bw-+D4Y~oDw1sKiu@5lnabuXpP$(N>UvlXAkO?rf zi#mbf44WZTYBgF~rztTSMKY-IoK1^{%qF?an_F1#RE+srZfaqzM;{2Lm4}=_N-L?C z-BLoH`eM-yulyE&doRQ&OkNhS9g(y;q5$e}5n#5ou*jE5ps!3)1Ng2$008x~L(N1@ zEV;b`sZr1t7Ig>wpUTgWCt@Bw=bZ`t{(&#JeVA6(xk|j-x42b8KMB zQ=;YJ1sz)lg(z&=Ud-~2GRC6lk^+llX*9i#Nee2x6!USw{u&_ov*8JJ_CsLhps^$Q z<&3A$=Tw!t5>((*u)GnKE639Jlk z0BIswFg%`U&**ke^VFGW%}mv_)Q*CgCd6kv8=|z6ywRb4ncc*-#Z*59S3PoJS>HlU z<*5)k=5zT6zG?Hw)1>|Wn>B`9;w<;q$uh+$Bns{#kiL+IZ=-fpX`}V!hl`w%vXnjE@Y2|Pa?~C4vA;+BCLkta`BiJ8G z7?^K1^oFk41ieOx0pq3YCIuL3J1F-U`FRl^SgPQBez-OC zi-Z|pEJ(nnpx9IA$0#$7HAA#XNv+HcTeYs~5DTUmAy&A;fp%|HzA`)>X_;6DorM4# z+Dku~`(;D&-hS(G&UxrqK`;sCehCpfXM#^&v*&XV9`9?C1WntRgs(9Lx|x{>?9HcI zKx^pgSNH^WDHR(f^K7drhCd|cB-GTTxeC_}L~S9Ukq2Y8-!~kVqUL6nT=KtDRmaLH z3+)uELZh(IcG-AtNKg?zm+W#4p2}u`hK)Ebj*@evj|O=GNQVP%Y+l09E=Lhdht8E1 z>tkzt*i+^0$w_IL(@W&Asq1+Dy%zx+X2c^CN@1ToOo-E|Gtbp-pl++i0T+zCTT{?M z8D%9!EMt8C??3GV`(u>{|DkqA&bxnFCB$~AY@H*_TxoeG{dRAd2t!$ zP+gXO45n8(jBXnz9Rbj6Fb5v^m-9U{NU=B{R*7bhFkn9)0}gjld6vCqzQsI4A=bTM z$8$G>uF;e-`>Ju36);s=$qCuS0lI0GCRL|!j@}6qI z6_nct=^fL+K&2dFcpj^{-pjJI5DF=8W)B?g6R*)WHNHh`sw7WIaC|gQrIzZsFQ;N` zZ|x8;co6m8r;X?OwSk8l^`&ee|J!(G#kF=(FfB7+T`gqs;dGYg;9BhzTv8hAIZ9#U zP=5~dGF6SFu6k8dKAL(BY+H4&{^#!P7F72)W$G^ixK8Q_dejxdFh&_pp*awIBegC3 z+@QwOlR&utYa_g-b<@i>wsadna{viTF3_OEhqD=;yakxuc|BYz$+L%{;CI8b6_iji zM9&~(+2@55ZG60VE&-{wmCg`7-lo)a$WyVEtw^SPclLPc(|5>_)Z&ve**4~ykgzS) zwEh+y=*@(BU8VWDQzob;@{8xEr{6+j?4_a_mpCKFXudBHEy_+n<+d?h3gbTf8R&gYR!@j16f{Y%z16Pe1;2ZDa$0{Ywp4p;^PJ=^!>`n zQd!)sr5<2?+rDGaV6eYSt&cwN9OJ4o!(y1}+cL?k*Ca2@VxaAzK~ZTHE-l6oH@ru% zVZpqgP80Y)k>d2$6o3~1nEj`}LLCjOEuU8Ve=ET+muM1`4wsI$_AOk(y3G)f+=Y}2 z8=eEKUk4+S8Vad?gvXCBz!LhCuUe?aSZ$bET=`!AP@;>S9F!J#I zZ+Fd3D_yuhLvcN0_dsQX7UuehLoCHjQI#KTSkH<2WG7H=pkM)D#?`2sUoxr5@|bJz zDFh(y6rUfVd6Nk9p4vM{_s)cvHtT)7ZnyaDxBpSioXnwvPja!M+K*^{0Rf86`5MAY^#}^PkaJ9MX(OxhZrtswL+u_y|4A zf0J)Z3C7IPBSZ_PB$@0SpNiqj` zP=du`^m+13AkK=$eYv3JWEktnr*FoW9J(m*f)`eV%KC^ZBc?b3!zJj&;bmDo66F*hZL4+EL;!Dt<{z6 zru!Xo^~GR}6_$yqv2zFdwl~tW#G6j36IC&y^=2-Xe@Q#3>Dc?5`svnFb|~P|)KuX} z)US5S!z5(rqJ+e%(WOt~8lTE@lEbduCp1a{z`2uoc?D8^EH>4DEA(|s6qTt21q5-S zqA;I{H8gQGMr_;8ZzB=P>J2{_IMP!| z^`HSjjQbBCd&g9i`r|yF(3zb!O+8Glaf)6QC@5SagPoGZ2!6ZNjy4VXGgp&O$(M#F z|G%IzXRN$WFiXw<($R?2Zu50m!H$!G+2$##XzcA$qi_NalsJ7<5Bc?a7*E>RLp-$M zj9_wJ(G^=|wF3+au3Xz(z@|+5;Y)B7035%3#J+MNJjb=bYsgIdRoa#jnU{CxNKzL6@J#b-MW(6_W`qC$OKJpd3d(9MkNaPa zLUE|jng^{JsFkrb-Fmh#DS`U8B33&crVHAfjXnrpaNjnZp&7RnSwfiS#Wece9Zp*X zuD|ILywBES%^fjm7UGvn2835BMVTAsdI#WgQw3h$kEGL&0K3I~%5q!6rl&nigq=Bt z8oYeg)h<2j?!o|R@y6qTpH#VZ_uJNUL)TxG^e5cAehgrdWi&DiZNNsb=9_H#hk#Bt z3Cp6ul6TtXl~2(UhyJT!cUx4K>Z_8e9vmr>W%Q?(?Y(}x^(q4^4^m-9|5>$VlXlZ3 z;X`FR@z=r#9HPC5n>-ri?RCpYKA60JB@PR?-R^3=u1*>O?@63P7+!l;#rKvIZ=zG= z<=P?U&LyDlWB?5-x;Eg+E1SpfT1c}VjwMC!S zLBuCLA^!(RpUzG?YmRWC0d@U2Q4_khaD$UOUC75V>`dBblov9|Pe;!B^f?Bq2;rJ8 zSV^vbJG|j+bVxK4(kz|&_%tK`YnSK7kHea=>$O$016*TEKj7`iYuQR*M_S$stC-=r zdo3)eBx7^iKodhjKL$gwJjTGt*GlghLwo;Q>{ek-bkywVvZuWUNerx6IRpe>t;hvU zhb%-XCi*jaC~cs4oV)>U5uW4;X{y`@Wax9l&f;(uop)}(LH;H#xG{w#9Gh zBbhtdTpP&lcWKkey#pwa^jZ9@6&RMLsOpxVbXA;8+mH|F2$R~>S32iZL2m{SxZS*X zCdL0QkVXd0k#^^^{e6O3#?nT4E(}+daXFHkDOxO#Rc{x|f-!n=8DbeSmQwdoGC`}4 zfq1$tk&`OLh3SN+!*Spr2}0k>5)~GeNMBt_D45(OTc^4ZXYVOf=iWwd6HFrrv=z6{ zd6vKiwvpYyiA^=dNeOTw)pT@^c0$F{QQ1S*{VyF58Ccj(nq97w0urO7AAEuEI_l6N|0mfeJXbcRSzOK zsZXD{aXbA6B9n^P!_btljKo!~CIf-2v|cbITcItP0Xsot7>+iSO!h8s8n(kCGq!*V zV7or@;xiBg(LB~%#We*%PJ6CPt*3s1*wNb3FR#5F;Z6{qh=l%{acH%^rM_2R0?Y>{ z9RPbk3G;}KtxEa_=tOvmw;S97SG!ISE+p!YQT<&?JN-Uf5ef@G5`nXD-!0aH`5FkkXOSbj*T1+#uB=qjf>Qy zIu|+G*17JN)7wzG3@S!v$Ewz`8JF&5ehSr_uwGeW6*TidiRWegz>3l&4=s)c=2<#T zCr@u{qXG9}iCX!PCfMa2IV72{?ggMP77;sVM`TQq1gxECKyUVv1AA0U5b|BSJR4R4 zFPFMhNWo`py1ku*aoAzZTx;{MK*6rm^dL<>6JUMR)=I19oSCxKkJ4F@RtAc;dGSw3 zPah~Qq@VT6^NKsQ;j9t(C41fw#YlsuS+Woq7O{XKjThIv&)$`FAT+=EqyL_kAE^LT zexuCZm$2psitzdDsv1VS;sPZSB#FJpKkCHJ>{Of7P_#?)66IuKSC!lEOZmu#QC$i} zj?ho(+@jb#?On}gdZb`JVB2#+kvpJ~-Uq?Z>$=KlF8PSl>cY^%?#1K~XIB(!kOemF z0rUO@5Jrs3<nNxkj%jdWGT%?>QAx0hjCt%zf1C2<-j2x;crcUZqwa93Z~0L#!iNU!{p_s$ zj$>P@2S%1R{H^#xJq=cDfB5vMTN5v_Fdy4ZxO>WHdS|t8zVX*F&G!7Q@)nE4Yzgj6 zEKY|(aL=f?rh7FLODMK~a%6fGs&^-w?Ls!37xm145#@g)ilL0%MHDxFf+=q=wAmxs zj<^Hc?;1R;A-7{e&k)-QbUz?4vNZc*X85~B(kzVLR$3k0=tkt_@ZgdXror+uF-{bl z45^p)!;v4}ehU`_rgz7nTZEoLaLSR@)*nXcz=FO6+0w+?J$nyltHXn?45^uR!B2cE zWju_WS56+AdEyKPBfo#>j+)&xRUi1_6_MW;b9s7QpAX_y$SbovGY*dL8DKXgX&lf* z2u%tAUww8>!=+NUs`7C^Q$5-G)}=4)?1U}fr!6HG%RDt)lNjxkHXq75qC>)@&gLP) zmw)2XhDqs?B_1c9`Z1_?@#Us%0*S9PjyqCjtSK@IL>dCx%s|0sog#b*I1GfjH2_UOrk4I0A&H^|b8Z?O-M6+oHc z4tG@mk7%;OfTKOEI_2Unk~R^O)?eqcGl}UxITlg604L#Qc~xd;tOP4p^+2!*$BcHbUiNmiQc&0YVgJp{z zBYQ}x2=TO0rCM;B0P2^z9N3VxHS1}ru4HzM6?)@ixzw&TLZd^65>WVFAUK%YsY-j_ zv9yaVa*$_`5p>1ZKI`0@x+=%`JuJ)|2fic zR85|7lIyM!fXM!EM%u|ls?FQfx_J8+1$LPHH@~K${`RAl7N&oFVWaK9fr)n%&67na zg#SMlZ6Ra(3k0H$E62djf*>9PnDy`ks53gmXHBTz)mXV|$5ne6P`*2|^2@zn{zn-d zy5SFy42Y!QX^V;1OBKBhxD~)ckF4o@%&2L@t6n9PP_lx8HjN)cs>>l7r^T<%8IQ0iL?)w-Lb~8EV@Zux9Lg{;^#~1s6 zmgMUWzEI=fGyOH%5R4%;t)a2%TX`?+^_g-#oJE=7_vOeqX-XQ{+?oq70KLFzh7f2% z@=O~p#*-#oI-a-!H|pT=S8Oki#RTFM9uc|N9hD(TH4|ICC`TQ#loDB=m@Ywu!TO>Cj}&Gs-~IFULjT7 z()^xskM~Hp6Z0`J{OsY)ne*DCtL-nwOSfo&t>_c&YAp4r_`24#M8maZ=_J4$J>1y? z9YWPCnh3NssCJTLpg@SJv2y~Ux&x{D<5BXrOKwiWh6!x=x2J@#bvzGF%EhFp_V{v}g=AtF+NatC{J<)Q&?IaOyv{^i>%&m`pugM$%I4zL7*@E=StZr5^Q}a< zigY3Ld*m-i_SWViW1h)Es#I_+T|F!h5F-zZp?EtmaWcKXe99JhX)jB)o2_xs(H4;g zhZsIPXC4;GeJS=>#Xw%PjZK4EClL>)wY*;JAuv1CGKIIQc&F@@%GBgKl;Xz9&-$~Q z4}C`*2x-zsxp3)!88(f@+in~_$%nL-zY^MPzi`?DG?3qv_nyiV^brxZ>rFK=-3HD;{al4k8VIW z#U){%RP)lSnQ9dOauIUHrA3lGrTvMd>3$JLYO#n|(PE##ieZO3{_|@+n!re`rFw1J;oX z1Bfrh%+J`w@>Y-og0Q9>reDI@iDFwPyvvjS;!PJ6U26}4hL;7AG&T&RdD);DQ>}g5`fFQxKrWs~iCF1_@I|&rEnaW?YT=gC-qKl42(1D( zqtu)))LB2l%87>K09u$hD-p0$^4HW;Z`?(YttlaB6WcyzZFP#Lb$VDn>nVGQ3~Df$J@(fw z?XoJh9^0p=3X`+FjReAy`V8z`JC284;_^NA|)-525HRqYx4nr`+> z#48At7hFSSA)5uA`OVQ7f5mDisO)+I;=QRE^=OhAq)j0A*zpyYDM(4A+~||>aq+w% zreuqKXst{YhwxFEExZFLApk(QJT$vPhKHHw9^jd#JE+rWtb8>{b0a>TnG@nTyW!zx_G`~w_9w? z>h37An4ftl?~QUmjM7EOQN=b{T*TCzg-JwFqGAR?oO(*w1@xv|lKDp?M%D@D#fc-5 zK}Y(RomsVWpx9&_224 zl@on4DvIwaf(_t?}sBnoVk4J%z-{}|GqojGw2m$x$GMp_~4 z4GLAxFodbK8q}0Pi)TkXPfl(CYeS|E`(zDBAUJrSdr#PD2$Haqj3MOg^UZVRXjAcNA<>@0{T`a|2y@VG0~ZUG_hUU6E=U#$Z_IaAAOW zTZN`UW>%v`J%9_NT07JFKI)qtU%PsW91RGxcR_J~xP}VBAkzOm!=5lp9o=4Hpwm(W zZqtF$v{!5am7p9^e>a9xm6w3eoD4XkA8bp_6S%W>`X|Nz?LbLJkh%Cs;9=1E#VoqO zL{Rd6(ZG$5qHY>MtCp_seHFWnTR6`T@wd%|3g|nr)XIN222SgGkTGBt&dUe}`gc^t zj@(lvppRtQh9>za_fn@A=+dBg_!dI6$d0P8IC)oqzbknWVg@;C{p*2qTCMMxhKl6W zvD)N*5Hffg1EtUxaaQ7efW2!k}ldA}#}aDEsD~;NqF`GXiKM|JI}Hz5~>iDNN!g;|%I7 zyKi8f7wUrP1MR>!xofO%|MF+}ZQIG=udP*EwPYmC(5#b&nXPn7gz0q#iFRomU{6Y# zmlW?bEpC1^lvIFfgJA^2;GLP)aWD$|iSos(tUDyRPB-=~;!SrSB`B4_bsvBY3Xh^r zZo@uiU2M>-0$Q_sdZ2E=e)>h|;oGw1M7PC0?0ewS{6HqGLvp|u z8Y7n{1Z`uN+1Vf?X!eCs4(COr%SKFF~ zr#1=W?}?Cr*7KwXB$qEiSn%{fM=54pj$Voec;52~rz(ZObH*fw-2_(&dTwU|5q^4L zc)ees=!Bk+Oo&0{Ep#={;kZ1t!Fm3V9YHE5zN){*F=YXaII#d=a7LDQwU*^RtM-Aw z(SHxNJtjOp3%v4`9MQ;Nw8=2*2ipxSjTQDR` zK!Kud?Y)g4UE!O(2iGNy1m3pk*oX{WownsAJbBo@F_WW$uy0xl65tI>q`!^^nTX^w zgE|Ro=rLyXZrwfB@TH8w^W)~&_Rx&Adit6tzdRbXXpQXJaUHQ#B{^yfmUMtmML~)y zwfw~3uEehJuy=xtXEnluy?(v3otad(c-_aer}KF}69ms6s6|A61_sOHjC9kvWSu^H zDJ%@}0iB$Gs9#@G{7c6429G@-~`s_*`=Djy{CQnJ7Mu%l8PY1atgwjdw?N7oY{lz#*u|tP#DVZV zpzLk+_|Aba2fbA&AK026)QyY8#J*RCEY zYB-v64}-xYJTlceV=Pbm>@+%dX>6AGTj;MnXoHF!5M=;-@SBtXe9LxC@;=FaXuuu? z!$1obmMVS1=1wWUKwRIi)&XYM=2SN)mNQR_uj~^Ym+0vW-lLOr*{nXveqosAFVb;( z_xA0H0vS89T9M<9e9WrampST(U#{2f!(c6`g(=FU`4$&W5l-fFg=*c2FLt++@iU1! zFoJdrd}K>KBM~TT5V0UtH($BZA=huW?jr~W$ z)?SkN$=|@q{e|yJv9bZ3L66_OIu8(*SaJ`z^S!3Xr5~ny{abdMap1+Vz$`PblHyGb z4`KBj7?`G$f@wK{EFs~U4HBJ-X8p}6d5QU8*W?z|Kl;|q2u2(VV(7iZUqa@VSPTDm z#)pA5(h*)qoic$3p;jTh;qU7`Qtux2WUAifp1!;;RDjG^@{_`&9K03mTh;u1kJZm? z%}HsX=uZ~@&B%tNIWa_|_??J2MxTQ@u7vfMo6+5ct&gA|r%T^GK^45-{NwXLMRVNA z`|Yvy6Dt$9Zg zn!}Bmdg(U4(jYhPlc@){FSlQ4C<(}v?dFQOZ^@CS z^hSXo+Y%-<(AVG4LOYLuYXgg4I@LZE>{w1d-1bdPD&hoAzbI=Wy8u(Ue3|2?3x>|u zHakWki#QajpnTGFH{^daC#sY_G7dq1g9zxwy;%RYg%=(cFTgcf-D#^M>9IpStiD8T+(aE)6GclWF)`K}&MfbCu; zB(VdGKJ}p3{J4XC5;T2D8xKDZm692IyiMfTmJA+SL$tLs*&(%hJT!`u>{HA|;m~6E zO@YkZWU}(JvE!0yXgozD0Cou*%$}lpsE(Kf?RRs#sxlOO;Ec*T5#Y1u`_*J#>Zf5^ z7ev1bhdr!$0vLvhCg=#A%zLg!tX|TR9@Zgy;fp*qBdQe=;31qs)!q)Rrp`D|ewh0S zwE7lzQ8v9`Ewh~ykFyVdzDXr+_)=~zQ=tJiO#)(IP@mg^6eiMtY~brT*Fwl{Cb;4s z!b`8x&tzX`je956?gPCvU`B*BV&P5*3aCwi+Gh4D=|cyjcbc3gP^6U4OX+cQ5ceuB zB8mJQmj(Lmyp`L2mq>E!arMB^_NQo6ZD!#-AWeLm0au{Q-oggxle9{@f}LFzh*|u` zo-;v^0G3>TXwWBzI$Bu-oF!hwOGs`m3$F=>R(-;ld#eJRNT}L8Ag~z+Ij;VskYVxb zjgE;0X~Fun1XZ6xm#zIj+q>q_F;dmWgE5=JqYAWx7Yp7<1F>Q6ExaVjZw+4m46wcS zi~JFxJYmr;s0@jd!7I2$no!~m(LFTZfpF2jd`~gBrv_^)68Q5=i^i^WB*S!^>l6p{ z7|Af)s-ia>hps@QKyyX*mwT@&9-dBP2y}mCnvns@AUn(Y2u`|$p257q+s!d5h29c0 zDkGSfiDOG}1#~j-D#4^U2j<={qdYEdbzZdYjNR^sBQxD{k7Ob2@$W_VzD>i`<8`mz zj-UL8M|AEZcC4PW$9`Jy&PhD*9=~l4@plShA9vZXjL!E>{Z-hy>P)4VW_?w96dO_@ zVerBcs0Y@3G3aSLurA?Ht;r(w%UvCUI{|oXfnmVM`NGix($%BFeJOn&+D2p&!Vu9S zgyuffqBfN>BGM(TETY3jnB3l*2Az}Oi4?3VD4#e~Mhz3+8kYf71zEa^wL^ii4dcH* z=#MHq<7PFFHJ7M(5C96vI7XOTMC1MHe1mhA|0H_H+HbO%N=&4m$zpg>Wh?=CE#i2W zP(aCNi#>C|+$YdhQM()Os22h^AvD$~g#uFY#n@RXI|%4*=7bhBH_0bi2cpmCtQfBB z8BVCv7>NAYU~Us4p0!lo`d=Ab$)MD60qw^yUS@35c0^pAoAstyqTl$ zn^ihb3Rp`%VN#jK)rzaVktt(g(mH_(P{>Kw`&@CWOnD?ocgGY1H6n zX&d{#Xw&XxTiq@*vJ{1g5ieMDzyM?$U=MhZk&W1G2ed6)AG)-_`FPWCf_F;f3MGI9 zfAQBy6XfCiB^d7|hQ_cS2zP>o$C@ZSRbxU6!w~XY`66LVp%$T(8Q{hx6YnDsFC;XU zUOhebiWVTK+QFi5Zx&HHp)B~JZ@WRw(e>BiMdE&btH6kdfjccZF1jqc-eG}^3v84R zDAJ$Ku+$$?7gf_5D{88nr_=}p%BBIu%I2~Upmcp-k_`V(UE1_N6{V8kPmOt)hoZ+9 za(l6Ru68y2-GUg!8Xn4r=5F}4`Zxw#hvUI@HubQixQ^I8Yq4y>!KuF*T3-b^1sRN> zk1Yn*kvKf~916LmcZ%g;v6BMW z-z_@W#Q(~l4Yh+XnM^@v(o%I$R-#MVrDPb0;nokoy~ZharJri2-oN0h9)sJ1^fLkP zgIg0|)EVj-UZO!m!~YyL9ZTAV{JM%Tk(4NKTVD;8L z7Ov!!zY?mCG3}9`sW;$C`rTh;?3LMAUAn75u09o{0mQLrY}i31DioK#xF9F&vLP{X z$PYPbvafMWQqGBXT+3nrJEe8W$ZgE`m?*6U$EV}Vkg=*{X;4HrxJVrEst)G_Dd$i|3oTzFhW9N0 z_ymKlot_^>TC0P~e|(0A=n<8%G@C8EqFyZfzEW>M$ik9y9S}NTBh_Q$Yy%Zuwr)h2 zYhVR6=$y~b5{TQcc3PTC4kA%*E!_5qj;|!J60FTUwi1Y`62k8ZI23K%Qxk3gxp=}l zr^`FVtjwx7{BItp z9PDH`%%Gkjf>%B#(SyAKfmUsPxgdFVDgzHK@Flla9_ncaz~<>~R>}fGo!%J@syp}4 z%g+k5nq0?&M3VE{A7PONjZPw$CdI%t?B+cX+ioOYCGoa6MyrQM@~TEJ+xigAI&nUi zc-O1eLa$y#&R^4HP?rj~yPC@mSpGSq+hoB)B+1_L7T)S(_-aN1TS=_unfi4chDwUD zWVp27?iS*4Sp%i={*yZe<$;4O@?XsxWz0g;^S2LiXSbxTu~7xj38N-UK7d4qX8|3$ zj_LEu9att{lg&$3Cf&EaV zhw9&434Y-_o8D+$5E3xEQ@2+Y{WAR*egnw|bndIM{fbQhi%%S=D(S6DV(gSqoBd|i zd=-VtSp@T3L~@&EYXqC4h$;(czV|Ih3JY3fCA5MZXN*0h_<_hOX0s3&RXX-($gn|Hu{yN=bX0&I(J-SWyCH4$%RcmPH zkSMZexWg+pHID667OQJ#+ihM_nY5`*SSKY7mH(Lc+N_j(DMF42T2K=H(T9E!rh*^i zxP0pT=X$=@r7(~-0qW)*QTg(~Q`b{oaSoP7gk`Yv5Iei)0+-vMHB40_Hl1=P9Y4Rz z!m6${#K^XKeMupB6Xu%%>=upqo=+Q{>UU@A4MNK0*XU2V&WmbwT5pF&wJGn82AVvM zpkW4W@OrL|4(wocWxjk$l;VzXUUlx(>kQk(qtEA4$ zj|gUF`Rj<4f+K&@t5r`4z^B0LE`k>%SyCO8x^*D(>Zo~ED^iEW(v$=rxD5U~nNDw} ze>=iWok*iG=$E#HK>45KyXpW6J{*DB7d{E(`qqZN!+N(Q=azkzj~xR;tusM*@^FwS zMJ!qnRxXn~mYp~gI!Q*F%`Gv7LS^lS%W(`?FY0D;`kHO^sKIRUv4^tD zaPh-;R_;F4DQdce0|i)5Uxcug|{Df@Kq ztn3!20caiaj({SyWRYUTdwK~DT!P-HkP>y1A*^`0u>jL~?!fdnbMEA|P5s0&lHK+hDK+wOTBPMJB$^B_Oj!h9Y9#)`VfnK+x^`#YS7>HG^ zS2)J6RtvVG#dtzgklt{^%^gTRn)xwOJ_we8W-GM*W7&XE3vrqzD3jM)Ji#KBhz)XW zO>Qf-4Xbw5h?mqogInHG);2_%;(Zj^>Z?&kvAjY%Yco{(56<3s)Ad5-@z1hWcxTXa*qM7>7q;xo@3T zo-)B8CSrk*NPI4d!boQ0-U+{;6vbW)Y~!dbE5|ob&YD0+Zx@wYkDgb{LF>RUl$y%} zHHBRS$tLHFW!d${QIB)dna@2bR*&s~^hclT$tYZoe4@j|(^+akA*t3c>Du#~PiKim zJZ=W<#a#eNctteCO4e>={+r$Ve!1eRttZE zlgU63)|b*|7KZ6y_OT=T9kz$2MCeQ$oMzCdW_hDzId<$w@;B2Sw*`Py3@R0R?dhJ% z1Ji>TVgsP{dNECF+)i4!b$JBzcFy3|5(a6yzKcAFrg*%N^6JQ|*z8YMMcN4w2KK9r z%xKu5x(Sm?F6dJ4E!CZmh2;NvH=#7h5AEB9A|gk2)g+sLTHJj&^haEd9HA@JuL3yWgP{pPDhy}K;wgaT)QBQ_EKw=))yoJ zpRwxjM6bLfs1kdHWVQvvh_Dt(6kLID?-{h`uU)H;X zQOU`Ei0KAA0~?wx{(P{(E#I2IVyU?(sb*;&Jo45Jo?hhJe|9_N(y#;*wd(QT96BAj z>b!e$MMi6ng@xU zd+g!SO#n4XuoQ_qjXXZ}04Z3!j%|%aq)BEm9SQaUCsVlA>&}3FJV(wjK$vxW1g^GL z_IsaehB=6O>VDo=2a2hjI8zB(Ql8>0#vaK?g74W{(clI;bK!}=z0Iy2ss1hoV*2^O7c zDfkLSXc|5+iDOWpqf?ySIP9QPC{Ic<&y67pthdCk?Cld(qQpObY8}QhA+0c7k>O8B zr|owD#;xYnou}0;!F}js@wbeapb!cT9f#Ub1}nDJKtc{Iiyn^s>ntpjJ_KYnWvu(! zW`q$6gFg~5mxF15Kd11?i=d5&vg(gtz=!o7LZJUhAiJ;>;aa*$o zhXUF0nQ9s*2vF4e`4aDgt~L%&>Aq7RPXAyJC2~ZI_h`(F78gzP?>7mp{p{1Ksa<@c zaxRV|rg7hSgB+0{QZU%b9IzeC&(HQTR)2LC28H))xLeINny9yxf{(*NVs+eTwO~|e z$nMEt@v2&V@s>|EsyvfgTOCOLcih84{4Xi&%SGI%z{}#dPHZ@(w-oCR^#HR8NTM^U zYleNZLHmdy%GLc>42)h@)&Irf{ez{;kXTN9zcaodWR60DskG2DTm|Fi+Z&^7h|DJ1 z#^?#|=!928-k3sS=G{MGo16?HZZVbW5QY0K{U_A7GDK=?+d)ll)QsOhPout7N~6L@ zJc6$NX}lYed2AU5k6GMco7s9xtyS!6twCLS|K2T^{fzyELg{1jdyr-g#~2U+PDAi4 zC9b{a!CE+2(TiCcaMUtn*DN*-%aLChczRiPb^*yJI%uxNlnhDowam{*oDk?mvWhl5 zL%Rv_B$oFACzua8sJz_3QVCP_)l$L52*I~{ZV_bg@e2SFBxO&s-)wgQt_T~e%QVmF zFV*j%`U!<4fEZHIh6x*4qL^!i@IRDnK^Y3y^p@TTKXSd;0|?f(>3Llahx(_zMGu0V-q9M60GephOAXtb!7<9zN+&aQ(YC0|z>@dp#lw%y*!~+C8b&Mx-e;B9E2PpNpl0&i zJj`et6IpSCg+W0F~|ys8he*BMbl_Q9cXV)dU5-d0t_4IT!X?oa{r^#BBmT) z%b10y-7l@&>&mt0q`_YCK#MM2;DbSsGjKCqH1(N*0ysN7$52u9R*4Wb4QwZhJ+7-0 zSE;mF91}B+j4VcYJCGSk2rDFVT=veew=^cTPFrJ$-r9#g8^$s!t43}HCK&Nqx4Z$e zi$4bge} zLY%M5G&{ys3&(9`kEK&wB8qWwhqu2ufw!8$eB0mIKCghL)8r)os)3iffqb<4dGcvs zLUI{HG@tMlPChDu{D^qxkXy-Kb)BGkh?>2?*AhZNCir3HXQkzT1<$*`+dHnXP>um- zs0+_xu_9a90?frM#|_|!R7k8p&SNYoyxZgc*)lX!;ZHy?UuXn;8%n|J*3V`KM^zBJ z>T9N2On#=n)z3YloPEomMD>e|Jbs_zE+M=bJ`llpdt>ZLuUP9Zq^@iF*Aa!9))P0foI8m$OLiQbgma&pR) zLr~ip9d5Wf@9Wmf_OwFOfhVnIv3ZsGRp|bnQn?8D4$TYx{GD@hVx;y-v)XmJJQL`f z=iqhako!c>0L>|tFUSN-BXdV%CqmspVY2izi$ke{olTQ@&99y-F?eg(OeVAY zT`z$l1h_wR5!&GwEu%@ol&^I<2zusKaol|5=5uCZuKs_3h# zAu4ed=`dtng4DB44(@#vr8uPQgSZcrNI~mG)uz3`U7|O^XncJ;w*t6yxx>QiZSyz8 zKx@n+ms$SI46C`?qsfc2V%kK(*#zH)<3q%EJa6J*3N1-ZT~>?`sOdf`;4PEa0t`2X z8t;&Uu4Zh&9PWhZ21N%tT%E3#mh_^B+fjK17=S{;Yv4b4VI0OYP_NN#hox}wh0 zSgCswo*$3osVg&0-QyEKV{hcdf~1)9uPAQI!*> zB^jO0Ig-R{2ogNY4x)99*QQ0~IrDd3=G;fN9TV)SS~WSVG36Cb7Yz89CiPAbR-T?W z@6QD84fAtgv#q<2Ey%st+qu$9MpKOmr+IsmLSXLMaU_`-i9X)N;CI4##lQgvSSFgn za2T>`CuP(N^scC?4C)?Akh0@|+hR;6@_VY~mAs8sx7Av(YBecQu~?FhlbL#nZ+O5{ zioRD@LPN`^-nFaBgcZmqG}VX|+Z6Fox%{`%Xi^EfH)eMS(_`*Y!4y0*+IfTB@wiBX zQgq}5dz_}Bbxp?%Nlw#gK>#c6C0VG+Q!Q&#VTz&8=wyJn2Gf>Lbfw7LBei!xA{JiD zryLb$zj#hR@D?@DDsJKFlR*8Agr2qoY%h4RcpQYvlGSMfzDc`UP`dO>S>duLR#EsU z`nf?wS2&?zU2C;rAx&Wn25YgKhf#4Q$XPSJ>IVa#DIO@Klu)5FAQ7PpRaCa%MVHLV z?z5-sN!wOK`r7$eMc2E7zy~Repp}Z7tPxwW^Z!(DH2D#uEY=+xAY@M`WoSpyrHy-sf~u;lWhuJ|khpjA3SqfeUf66j095v=c~&ejU`4Lv~8gftUl@+ z?`=o-wljJyOU_m35k*r$pgiI_`z{WAs`OS^FfW3R;H))?X-xotLMYEvM;PCmtmzk1 z-4$i4xg&MnMf{)Jy=vtVN_j)KFN~6rZ~47Lpi%fEyTAmD%u!C14Om@-FJnL=H8b{X zB()|OfR;OD?AnFx95w?HnFm3K{--JaNj8b9X(f(u(hmsn%mgCw6n!NCVU7X%30ZG)9&^HW%d{H z5D%;7@AWiU3p?7{5xWv2piu2I^40FNTb|a*IfD!Xk*8kI<9Ct>p^r}FTQTFOAmCed zzuFeo=An$2;x7;yvf0o{ffgvh*{dacy#4idqDc69^LyLVcCsn~uQ|}s4spk&oQJRR z08Z|ut!`hF)oh_@dk+mhtt15e#~A?U@zkO~000Cq%r#`^&7?d`+Pa>u3)@sP{K7Eo z*8~q(0H^brqoqs&MJ=4e9GBqos#@moM#gytO-v;?6}xp=1@?4&})CqwrixL4Hd zWR3LJlo2H&Zty#)Lt(#HoO&6bgt5Q?0002O`!J;$%`zf<4wIB-$Ibf-n({Y!w9CD$ z89g(?qwQ@$I+sp$!R9r-eDy&0Wp8L`E)>U9(?444W)7q z324Q(FgF))%{gh%zulXbA3)siPkpNK8({mnD~3E+g*_gMX^4!l;D`}}wPoQLT=FRG z4X8CJVWx0^>|E@>CfUs*Nlr9j*6BnXj@-Em9+?^YX_%j=&W_W}u~SlG*72^Yx3`%Q z^cd-iakgk(T;#w6A-2eLUn3RO)Cu`ndwfbli&D`nqAb^L4UNd{&Z`@Tg=(LnBpvE( zK80@9YFF;2fShfOu!hw;&3*>dgQ#UF{2X38?bo&TQAM_YRwvX|-8xzJtQCfD+u>Ds zZRGEk(78J%2L*I={Ozr<=tJMS_eL{5$7-94rB2!Er#x+^sKHv-V@fBcZ5-)tCv}vM zF~h>!%HM_O5@(nxdnJP@s9P4OAD01=6)w)d4cjAz>$i=wTY`+L7J%!Gva)^0-*^lA zRD`rL>AwyF9z<<^UBOmK3ip$|UBrTT53O=l$a+DP$2BwZY?m^OG)K)6GWrlf^1x)7E!%7EA-w_`p)OVw`VvGW9pivpyH7Ijuu3q3nAf zXHzv6(B8@JW=yFz7RbkVJ=P1^w>3W~Lb2Cu%-d!^G)&gvHH~~!pGLWuTfk#Z!(ou` z=v(FqGN2!1^ITWTmthzp@ZA=+QRh{t(?<=XvHnBh03Dxn;A_-s zco7)5kDaU+bhR-FQgc6y<_kg7dtr>-*+HLv^uZ=&p<%aN_nhDq=)?{-(rR9;1_+p4 zwl#mW^;=GDgw#!+hsd}ed=A@LQo>VF9Q!=+Q{R8BpQ?Y{|M(QP3;=_0mpO`)idiW?>-Akn;aVFkPx3Knp?7eByw!9|4X{wW_8*z$# z2Ir8}QIX{oumRmbFD!m`jt3a)yuylyS(4X@;PPr z%FNnxQU#OT{5+9l)0v$eBoPJ;Q)6x=%Q~Yvq>Tw^)b2oaFU%n1&KbuYGx5;OrJNhO zH1})Trg|#7ow$3v&c9{Qxk}J^?3?#Z#!q!&mmO$wA5(l zVU8N-H8FANRYN5D&zTUwVEnclGbVTSz}O@ZEx$5E zi(6Vl_jGGeEe89tR@;9NE>RK%e1YX#YyS{y7C204@g5=q5WsA+$w$-gkmWo z-QMKP3IH( z&n9ayrbgZpYZwea8{+}5fweFuWQ=kPIKL5r&=V0bruo4L=N+y#<7aiQKk<)FkN>%$ zvOEu)Pd?#O&2GbxGZ!lg1n~16f)!$`CE?3y&}IU%B-16^;9*9vYtHc0-G2zk;s@k? zv6$B}PEnzBzPE=z*PL7awG$^?H6?y70b$nu=KDFgE@)X$5%s+QakrMwm6;VgvSXsAuhw&mh%)fOX&`by(_DDYu@-UeA+y`wIu}%45Qf z2Pt*13L*FPXj=1;#3BmKZpD7O)fDlTl?R|$e9F5D@xdLQxx(M1v~RK~OA@5Vwxta= zYi%LZR57Ue_MH$PHHUxZXR;V~*#p*;-FbjuB^$0dRr%J4&dntm-Lv#WiW206&6DY^(< zIAi&>%((4qGp8(;zI}tNN4!eS4HW9mfTNMxkdOAMtrmX{xUQlW37GRthX=P z1#8%CK<4T$G{UgEL?-t!>*z~?)6_nkKQq`XV@hZ++*P+&|?*Z;F70wWa64A zr9oLk;5v^OzZV6XU@ee!3QJ+SuJ*RM^e{q~^?}xMSYcj926ggb-^H07&CDu@Z)p3o z{wJ@q4QZ9+2!Ba^F4=lcC2T-Cnsa!LxdHhAEV~`h)P|+$;&P-y00Z8q01L;(t791B zaV<>JFO2rT*A#RJ%p@$?2a7;c(DdJb=$*XFo1LHZ`s?ZE~V9UMiarc zi37fXR40R#z98JDe}VSJ>3M-#hftq7=;Ddq&=Yr0OMXd-G5ujjnLMX1dbzC56>iN5 zc5AGQX<&}-DL95~R|I9H8cAFqYuBz|=+gIe59}+!30y$?(BOLm!7{&By>3<#OTJ+* zV)L}eA04e5tMH+Wl7{KLW;w9jjwqMV20WJ8LC98Nv*fH$psN_(_A{x|8 z_ThoLit4y`+9P3+E{l2K-W<9(@T#Sag?qR2$6&e&XpC#&vH@Q}K{>!2Vfb;_-E9<% z>>0b%a;R1(*g!m$YudVW_c1JmM@X)%Ru}GDj3LmInm-_~O0i*r9@FZoZu;d<=OIlS z#tc2>6TkOrDg6oH5{gg_V9)An1!rHy=SZy}14Oi)j}&>AI{vD;L0J^(a-y{Ww3 zxmNsWn0|*r)*fBET=7#Cig=@6Mh#OTzov&SmAga^d61g8!o>>#tl zKKMUlsJ?x$&oEYIV4Qb!BQl4ZV#TKbwanNY6)-IG zn$}FKY8}`=UBZdk%K&)`mNJuI4dWyhZ~seDBXn8tRKdzS0J&R8IU~b&m@g>e`%y8R zmEOi+6p`(&dQX{x)2RjX2R%y0&ryHPhu%G#LQLRW)Ro2kot=<89wf)^_8cvlnKw{s zawDFw2rfN$8&8IWQ>(OLn~i9O{J#RU)qPzFkP8)$V|A3(HdA68G?1Xlje-(&(7`|d z&%kj75?KaA8WBMbi-byRF0OClyV2;Z{4gefD%Q(#%cJ&E;-mYpn^eg*Rc$#ZW)s5I z5#JRECxU_op7;rM>MeM-kDGZaOyd;RUW#bfw4Jt>rVjm$?PyussOmI*6Qf|V3Bsie zO{VRm`g#B9Cgv+|7CkDorX3KDQ98ArVwmhJBWM3t4=43$A$`)^K3g|)E+&pJ3_+}E zqt_)_aRp;b*gbb9xhz5nthVga*mp(VG%?dFhN9KFAqzFT<(YMa0`InEtV-OZ)(v9A zP8Q967_E5&>O9-bq%TESl0p4C@zzKrD_Huwh9+n>3?CDxwQQT`ck!7*3h5FgcP$eQ#ZPz+6ZpMkc&trk-ja1&+r6F<~;maU^2nj=_T~2`lk%4 zrXg1K`OuwPQ-?WcVWJk17k}b{UqE#-`!Gn6+slx7q4)>Z77WTQg3r=tTOgsdgD02)Trqp|3;`Rg| z3fp3@;Xr>{cwmS>l_<+7@(}ZazJNpqYi}0Sd6MJo+5F@|6{e%R$_C%1Uc1qQInX5m z?}t1>5t+q081|5*qHZF7r}o3gV*#yqarsoSt-O`lbHhF}GH3;<>=Ixm94uTo&gXz< zCe;emO{Lz5fP48 zPpMCxN5-1Xl$jT(Z!-p?z-PK{SU z-|!HPF`&2yp{>Ib*ge~n!Ue-dD*eyf!#`2d00003AHwXbUksF8u0(Y42#0Yr^`Rcd z6HGVV3dN~-b(S;4=ofTS3)ZW5w@VnGC4`1)jAh%vMRbL}6OX|Gz`*v@NqQ69U4{u4jh5t6;gzZ{R?R#+i83ugRwdXo#vN>j9Q&zXKM%bahXB9hn2Dy^gf?BpXGL z-JeMGXF^ zB~TNb+W#@Q{-B8wV<_u=2NyOHI`kabPEc=UH?I9}^j%U(Q~Qpc@3b%vk%#wg zYgxsb60tt?6WJf?aIp#X1BV>+9RBf#Dj)<6*+nmXyIz!4@7*0P8G;6*`o}dA?g>S} z&+|o42FECbC36GizS!66fo-X>_XGBO$GJx#UxLE;9yzKUUG)z{od8PG4Si2jOom4j zBh-G;#iY8QRK6lXs-JXND!rb>(9aDx!VF(sIT(Cta4Quez(HB9RsLo0pda1_H&?$m$;^|slC3g;XH+zbTDZ*$O&F>6cEmMax;13jG2jM7>t|-Xnyz$M{MkXwnn5Vgk zShzZR3)UJcrnb!SlF`@bb0|W!nbmT9p3OYur6`YPj|tqcPKThy?l8zTSo9VUK-=@% zVQyG8hHF7ZIaVj?L+l=-dZXR{oBuQZkYm^8aWzD%wlPmWuO+-+OAsE_}ii6k_ zvUFX4Hz)$^kvcPzp(SAT)VAQ}+nzKX%M}@mqN9NWB1~vy(Kq|A(oW^SlQ-nou?M?@ zh-GoupT>(mUA%Ftu&-ZD8NFtg}A z6ivpPagtZ?@;#Ndg)7||fODEfg)I3z%xts7_QJH(%%e8Ptvo=FR{ zc%B654to7-;L(5ky^p){l8L6x>s9}q8nYNLyZGhbGhkY%VY0U{4|)2R2VTto0R}gX zAyS&TJ@v8%YJJPBe^0>80R|^kD})IDEri&q@tLbTNc*4hH9K3(>-K0meyE~YniOAm z-2c7270%)}mh$dXjsgHJ`3Xs=C6lkti&26}Ie=MjP3 zxo0^|!P4os)a}}rzYE@ChnCR8bFuzTrT-J<;2-bA3U%H_=nMTJP+}2iT+EoGK*6KS zr1dY<#ZG*&aa}%d)M5tz57nZmxVmRb=L}Z|%c%obPwHLU_Z@i1i*csh6{OwgV8jLe zX`*_#OU*hktqN$zwH)S;+dcxIJUa{xm9yBveIwuU5gISokS-Whb%q1R?Af5{TMFRW zWO=sNV1t*jKEJ*0dz@wxNrduB`Y4yF&9zJaIT9w@CmHub3(SaHOWhVn#y_Vt@@ujk z*+Q-L{?z&S1g-^b&e&x$FB6mr=8_}&vm|dDUH`zs?1%N$$Xb4 zh|j$?_zuJ4v$nEbx=L6?pi=$~A{|tSfQAOXpscu<`*1S#W9;wyX19FDJSjhOSz(q! zRFLkGKK;&7xmEnSTFERZe(M-eOyVl>zeUp7h}r0eKI!>nUhDfgguZULbHE^Od5ta2$D&Sk(uUbhDj8rp&I zygpz=(RcAU-JhXo9WEU$@c=%N3H9A2v#RY161H838w8{pk(}669N3IxVS>(bno%64kxU~2UEew}BQQ5*} zETHhym*ub;&Tr}28zcO;Cq!gM$_-1zp35vJpie^2zi|yGb}q6^lW+M*+jZ;{Kd0iW zS)u}_HvCKO`T_?p>Z{7tskBEgMwgbjg2XhVpJMLPx&GwMz`xNtphO_Ed9jCBvY+H` z!>IfO!npYLF68kU98|xxRB)Rf0l;mj%>Z6;m2qvi_++H@c6x-WF9i3kc|hveM+7Ds z--iy-_GFKUVB_ZwX&z2BAh*_WcH~~h4#xM6(tEpw`poVJ^ZI!-XBj$NzBz6>7CK{x z`=cUzfo`f0P{vPGw{iZ5Ap|&hZdTwzCQxLZBUKex#b8*d54g3LyE8TqAxC(9%Ibbn zeL9Xfd6;_Spxm5R`mA|T5g3{Nt~nb(VZYYOGutxeu6d%5hKN)u@H6j@ z5Q6#fj^%50w}T=ot0mt1ZwI7YZYdcdus8rL|224lp(ud9(gcSm8l0dH9-TV-KZ{3X zl~o0gXlPOTl3yhn*rnKAR@I-JEkt4^;wHw zAUvGXo`pciG)+V4;lc5x1hSi#$FGYne@%zd-`?GGN!F3{lABIe*eaD_Q8x)lZtjL0 z)k&OPNS{wqV=0&D&ftpUWeDNI2&4DMz1$YH4KY;c_2iCZoth@gX328G{qqj`yK1C; zR^`#olYYbinTx4UieqVe^2oNln?IZyBw@S}GcQL5|87=u#y>cf_3A_*TW|tIJH6Bg z+-$LiJ=(+Ia!HM@rRW7x;+?Nv1)VbO6w@W`31e4PB2|TT6>cxfbd^wE#!a0?rQtM2 z4l951{p>y*cbOb*TB!O0w+PDE*B+wma^A-Cq-YJVQv4kdyKmjH*!E~``*k}Za0%Y7 zWqxi9lSH)IXSCb8WWri%k>uy^4b9Dxf@aqGb`SnXX7_2*GUeY1#R8VUGIkRBKG8`N zSok$Bbb-whglTGdE=d9WJ*mAa4;HiGHuv}yGK|04WZGrR5M!Fgf)guacCLgn zSntD)1HteL-rbjbo;f&Fc=i#lt;W{OJZR?yRgy!=`qDrK%4iJ>1rjS%{Ab*7k%UGn zbAowayJrhZ?`mbRUJWKbS$R7c#kGXU{BA`oIlyw2qA&;nnr-oCHGu)3Q*_`Z+20Dt&iWc67DsY$Gx!*)TuO|A3WojtyolCL z_IBn>t9lo0aFg&L^U_m@&}qoq9ri0%7JkrD;UN{I4U{}P6|EyLedlPRy#@#1)1uHO zFW{{e6#0D&@NCaqGdNGGY8vn&x0ZfF#Xa(&siZ=S5z;h-Y&C7Ow^27Qg@l24}w65k-o2%RT1H;D(GdL%4y;zo~BU)vyp>`!Wwy)9nP!6!(>k2FW0d0$an z7U*Cy46XD9`_5aE(;!ml96++!A!8IY>-+xS+?@@%nz~Bwea;6yogEAW`;rt%@i4Ec z*Ef}>fc$almwd|M2UziZ!!|ck@P(#ZP{VF2*h8d3oPk@UO#z_l({&IPK(u#`w*jD^ zJ$^0l;pKhkGnUKOZ|3GZ|E{B!NV6T6YfB$|&&Ypv+sXC=hRc+EfK^S_L*L<-`kFp| zf$f|&yztTg)mdv}B&6V4T1yylA){UwJgA@hiYx-jxe--PkP+Kd{3Q1e&04rAVlitC z7$4Thw(f~Kt#a%!J~iFdF~T<1Rq7v}#qr?dV{?cbFGgOUVzt;Au!ooB`Kw)PG~KZs zMzB<3b4T(ZHLFkPyXO|2ahO4hr;=qB8;;tB4i z;-I@l%C%3mi_g=TT8z;_{Gj;g)mkmrSJ&w_cCm+YRtcBQQKmXkMR~Tb*zJQ_pi>b- zQ_aOIS+Xr#X8pQxTm-j6VFK0~c79wJ-EPF@f~UhBR{SUQvH;m9EvhOKWY;XbM(|)+SzZbY|`XpIPeDLw}CCl zhoRiu-pPmOSnHw`X>g?aeoQ5zt@pj9k$wsLc#+vbBSkqB;`D|!0Ku2Hnj@yO!|LVE zgDIp(!N;I!cTa`BpcY&{b`HnmP6y#LZ358}d6AakIrOmxa!#Ih%2}0_B1zLdWT)q! zR+_xxwR>&QrX&w!Jfp{h70@W9n}{lawL|uX4190Y$_=y_{?BYLFp-y9N@a{F+U&;T zPb5xGVn2M@?Tw&Z^A6RJYWz?EZ0RGf-J7!SI?lme$;J7$*!$Q3Rmu$8Q04MDW@Q8P zutI_mArsMHAb(qQghC$lvs~4i2RW)G0-74VgxL&n$#$n?eOYe*v!tKdF$w(Oh=G{AwqV##71J?8{ zYPgSwxrD-UAV!PTiLS4Dl<7Wxh;D&@U5a3Q1n)PA7;%KpM9P&>OhkcQqR znMB+rWW+B|rGM`iuBc~865-W~&ZUYVU+DuHeP;E*#neEqkE8-%r5`-_GebjwmzxFf z(1o}^GBjJm7r9gyt`LmsxhdJ-54MFwyA+}s;5+<`cX1N1ZQY|*8;N@4F(g=vJ&onO z@u5xpl^*PF8Ed%>3U>+zBSANNP++G-B6s1}TqbW3eVM-XvC zNDT-Z#QPI5hGR*RDA@(1LRDKRfVl;IEl~i>%tonTL6}U@0m3;*)(nE1pwt%LVEwv} z!PSW;I6-j`Qss5NgTK)v{uSD%rY>t6e4(Rn$HGf9`g9oq&hEt7zb^kH(I>%`TL?{U zi9>~vrJHz!FlJS1USvu(Vyt9>dX;^PPkD>qX2Q$9-~RRd*DsIu+3wH>{&Z@}g!B#V zZ1c0^(z$o-dAe&2j|FHRq$b@1K(IslpUJ~|b&nyi(c}lKZCMbCusD1HgkI+U(%sbI ztRFEl41AT51}keQPcXRESb3XPVHlknb?cdH3reun_Xmmzt+x9`0u2J~iiX#17*Ef+ zSiD{6`AlcSw=Hn9AV&iV#hfXu0`1pw%|qSnbccoVCPqA!_1AoYOa+bhMp#9)!RI4Z=;u>x>-^VuI_;`X+Tz?8`smQvY{^S>-Hn z#lWlHWlf|9e{g;XEfo5`bezY%t+S{kQ}mJ6CD6l@__K$+n8$4PoQLxOLmxa|CNZ3A z_802PhPgvm!AVs6J)7?Vna%AONuzG!B-~{aoAwm)f1<=GOu3B{uUi6n3=bL*>3Q{O z{BA05{KK!c3B-O*TjJ!;P2dZ{MiuGCeFt8y9BL6td>y}i?iF%w76X){h2Ssi)JsN` zG=JT;Q7`JnkCwPF)A4(3%xV=mZ^!5W9@GM0W9!=mL^9+ZvXdC4T_nYD5CHL^C+<=l zohw|DCLz-GpGe+^=~zR@?FNLSfD6y806F7BH92Sf?3?S)!~`?b_ku!17P~*mj)yCD zno^wyS*G&iDKjbfPpeEnukX$8#d7cVWZN=uXhfjz;gJ<%G`iI{96^raS=Yf3yzVOW ztD8gc^5*)k?o-+QA3>22Di|p@yd!q+w`lDhnocY;mSau8bx6#l2#RF?-TaT;zb|`B;E?L8fa1jL*2`^6}6=R&aZNbpqylF`bw1cvXKUd5KQgBK=jYVGmk`xr#7Q0 zD?f8TYEV`}ny4u`Rh{hCzB@AwKuq>AlvxudQ;2K<1Z85gekpnKJ2rVF-)wf=Z zJ}mV(WiNcsfzTd*6Gxwew0sBX=6$w<{ZyRA@iq)21%EWI&0$|@p1C^06}s@tv_b7W z#m$tuwS>l@ugCq{$Ga@h`Un_og`zFoR+0I4lTguv;0wR*sq||Id4*7(`;a3a&s%3) zn`Ly1x~abY`0opZR>G8-?=7>~-#bNJ zR(1i9)UjBqz+|4K@JE<-#qC2jCzk$NCnRn&4#-zQ3eM91JAnXeT>R)5(KFvT0b>I| z4j1m>?ntfa;AH*KPf31$M#boc(fyA9Y$&N^l0j_j4%;N{)VdI9BF_G50I*{h_D_dx zQ^BQ?HYKFf_&@2nUm=s8Nlp5Sc!4zQ-?>?X+*D02?Zg`Cojy$n1KTiy)o351xbPflU1b&i9} z!Xpe@lh@nSW$P|$BUW%3w`p}Ilwt8Y1jZobK1S4d1{e`zB;}1Oz7C$gQM3|W)?x}w zQOR%S-kIa;BvsR1KZqNE0#Qs+V_xU@Z$$&GST$mee9&{`4!^pl5=L7RXlA$$)>^|J!$DoTQO2XfZ|0|+3$dh484i*DgukWi z#NvVLTEDnY-m9a@D1iIiYaeSBVP{|(@$)ORYlB>)F2SaG)Zk29gq7_9iJjYaRni1S zmO?Jny4jh5Jg;Xwm^DLn%k|XrgLC*GZF6S)7rZ;`EnBA(2?8FgS3#|~sp0ImzyL5a z2u;UmmbEJUdMCsm9;R%FkL^h*$gWvDmd+c;Zwy6xb+>BUalyp|Guh30U3CkXX@EX# zs91I5(=>~uoy%WYmscvHfQDPR=Xwn{J@u?g=Ol}Iy~<6@_~H$p7`$)hm}-W>HQ zn)sYrS?c3R_>*60b8^F~#V-(SEW+|ari3@QUP!I&*)om`lGRIfrbo!i3{cOf17tA% zM)Z=QkA%1<8nSADuuYeU@$QQeo`t>Rd~Pa!oTzjnwJ?uN3nStITG4ok&=ckY6#J*! zLDDbOcH=gbcS`pG$6MQP_(h)R6ZLcoHaSWfBzc20!=ozgx8g8 zKb=N(ps}!WtnhdI=!8d^@1atTuE9tqY)l=8;&2;V3nx1_*eZV!VNiRv)nVFk%O06? zY6Or(7A^-zPA@faz;~eqffC^Hykro9gRRJ*a+!d$B->0KHBJoA>L7gFrI(bka|f3R zPmR@pml?E-@^>A^nIi9;P2`5r_W<5(-7`sZqMXe2!s~j+@^caa>C6KgOKCiIaVn{B zq5rwtDz{%){X8>}ce9o-h1tMc7Y~76y$RYJA1I67V}5V9E=@`8``J}@(Iv7gPc4@m zR>E-or}`M(LZxMN+R-D_gi7x+@T%LG-5H7z$iwwnZmC$G0OH_U4r=O+wa!Ot5Sq1 zl&W2O_v;rWef`TCWie3mDhj>1pXeJ0g3^l6OXcTPoA<1hu#9+}#{I@e{1!-1MoEr- zh-%-d7n<>YXG0uyS9Kj87Ybuksa!}<9zq@kKO%?8v8IZY793r62|gHn#_(HH-8HuM zjNj8aBh*8{)bcy{j$nkNeFa8u0961~K&!vvZGy^;AfJ9cMXIL0N*>z^Qno&!CFx5E ziFOvw+FI5)fi_6vTd>^5d-YCALnWJE(qK5!)Re-1`v9Oc(Bx6jEV*`?Z$b+z@TFtJ zVtW&1Hj^o0J+RJOw2lN(E2N5d;&5|S;^3M2p;NR2+cg8p)S9#bDu%`nChA}CWkZ0) zmoP3noOsuC*W$L5Z!oQ}zVKRUK-E47l&!|%ApUAAC7do6qVZ`-`HZqcd%aBfc!AQe zj93Gy!sHfKxcv){pD*?MNB|^)$aQ|;u}@m-&wKzUOf9MG87PqB+sf3q3EL#Qpaz$O zk;GZIDqeFc563yQ80Qw|T4;Zx_r~M5@Cr51aYRz-G^0Jrf4iGnu;NnqH07E;YU?c; z1|YnTE#dYL0tY-7)@t%gB2*&ESShG=Pgi}ED@I*w2njm!tXLKrK4hM1SqF0HS zVU-613lTVGF{kP{q+J1xC7kX3*rG#0>!0f~DxJpO*h?~e@LOV+gtfi3V%e#M6?ZBU zVG@wR8C()k=uRb1YXe)KG%yzMj-{cQAzCzwqsv6Epu(5wls7)Ji?jzPzo=ls@vu!D^Jy_1?j;JszRx&Sa7~kuk^a zD2k}m0yjE#Y?$#YUXkiSG#i6Vut}tZ){iP2u zyEfePO0=r#$woGoyZUa@TgU9>9Xg*(z67iEh-}ThbEzT%l#Mad-<NF8;IMyl7vR6(0FCG=nBRCQ^U1ajA^;X6!|*c zkA+K^u=M17NJ^TS*{*r5=-g%DGcCSz&oe-+DP_r0y*d2%`mZ00rdtQ8o@M~7fBNut zZ~W)CNle<{Ggqe%El#zO3QA6jr$f=<7_E|`?J9xXS8=XG&aX{`Ug(KD+qf7 z0gg|R_8_!qmG}iLMbwyiw`;r~@qkWtTl03;EBt6sVLlk0E13G$h>Mj}v>zBg`E9rm z!0-{m*58I*Wex=(U603{t*h{?_&BXd+}ckg_1B(+2mkhmX@bI_{OTW;GM$w4oBe14 zW^G{f;z9|jLW8%ZiVQZJIr^-ElL|h{Vq~?_Hc*9SiyN@M9jRGTC`A-;*jq-YP4)64 zahX=NoS7r_8X~cdPBxu~7^^Ay*e2wfHa-le3jSz`E6ROZCzZWtb<{zZQUlW#lHe26 z51d=E2ypkq^%~f^+n?wI_!S@qv_-Y9KxX*pES&KL=N+l!{VF{Y{;Le@)b|lp9JEa` zf0%TB0$39`F(AdW>K(g6rZb&%0|z%>F_P^+t~L;haHG8sXS<x*j|5a%RV!Ob3VSj*n2rbIKN6%iNG9cexeLc37v<~ z0szrUb-wMe;m^QL9}JC3N7BAj!X&9?lLatu1P?Qt!6N~lG50Ed1?QZ?w(^8a{1g_{ zkB%&AP9vRCR5BsXD@6>z%)P^6vlOdux+bXGWSY%C{Zy&!PnEDL}tC?gr=>L2*f5Vjj;jcUA1 zQSj+6S*j}s1twsbdc2gbMlVm}PjD`2L;$ed_yiPeZ~QfvE=YI7=QW5u4$XVhA%QR3V_^0EEBpr^xO=^pMJUuk?;hq%59qFfTwjy0rPI2H-#> za2P{31*dJ#g$Xp7wkM|Qzdqbq1OF+35lfGH8JF|zn z+rwYcV92VSckn*!+$qBHXn<2Q*&VzJ($RdC@w>ezcELM1i-#gd-sqnKlv$wAE5N(c zeKobks>9@YPj(=La*~c0Q=+g-KW9YT-G_84z0=;=dm7U-0QDPL z&?I928MPI~)YqOS+aLk+(lk~x0%O1`sY;xYU<0}hC=}r;C#<-ukKHT!{VE1$o|BB5~Uw%{aC=~G*-gC9GpNcWNV zB|g1iSge!A1_q2@hVeNYzM#eS{*88OjvPo3Z~?kY=-R`+@it(M~ib@jVN`mN`vdDqOI9{iTSIBUWR7)h~+btYLqI(!r%~@ z-B#h35^ABT^*LetUR(Gk{3<4#Z3pzk_%=Ik*kVSN`4+ujH2(&mN)a_tLRK-m78GsJ zh&w?Hw$Um?5pG=j!8O?fLcZkle@V!52Z++GI|;Av=VGNGRSWXGNe!|ZNzbdWi|VNDZEGK|f;erW z9YHncxlsHX26Jz2*jr|GW`FF-gBDBh(D5_y2Hgw1974^s?j)wLdU8OP?Xr&~qc+q! zO2HQ_j_sLti)Nb(26CN9%m=4KxYcrGYzw4s+fP()hzyC2{g-f%o0KVf%^fS?1Fb>* z`*ZL+$a{iTQYVIW6ptut+3Z41ov&^{Amc5 z9-D)VJb(Pnn68!(lk*QW|VZc{I zpuMfhj*HU*Au1Nt22mn~7>SEL;W=wi^POB~3TxZ5CRGjEZaBH1@BL$BU?Vh;5Hhy@ zy^4XEs1m!VaZWlf7?)K=_877}zVtdFpq8Y7XnmQN4E}QHTR@x;dMf%`z5k(lQ27H} zkKjvsH79(WlY-EGz<3AJUnBn7BA%BV62A-gaXEpXO+;L(q~MJlFO0Y$034Kk(LfkF z-|R#yhyCL&m~lORX@LiDZ^ZXxDWm@aFWYT6MSlAb|6&m}R6?}u{7kyIm_Hzr4+(`-dsdVHn95P%9U(2LltP8_x zh384lxb|7sqRRLa+MIJ%Vr>Iv72|rWb~3flKfDENns-(LGGPcx)g21$ zv_P3ILXp_*DW)gtRJV=)Y7r_W1wsCH^Rr~3WWVN#u;cu9rqlo_11n>Ir0`(^l)$5h=8V20eZ?(S#0_-e3`9lWhVs`N`GJ;w8En58EJ#Td(C9Oe2AlndC}m25%G<@ z+!cxD4TQba4O+Z^|z%(F*YAW-Y(t`Rr%-+WrSoh|ESXKUER zq)wif3Ibk1zo#^g;C_|x!K!a(KmsAs7n7_?ibx{Nc6V|LzqJ`TLVLNd+=1NbOq%WJ z^gA_3q#ba(zL`cg2d3aCSma#_-kalxiQQO9q3Fvp6Qj_3KcC$&2n{BO;3PKMKPX%C z{(8ACR(6kMeSs}BwWg!(1XilpcAC=tS5r)YkW-#Oc0O2716Z%1j>k+i@S=POrj_R# zi0Jc(1sZYi{pq2+0voY8$s8Id@JU<3s@|j127|5VymJ;rwhC^djI?9%uy7p8s9H^! z-#>i0exO^D_EH^R)eET~lDq|lOVFikGVW{$ESc*({z}P`YPLJ9c>V@{FyG(f4C_`s z;CR8RWT@`4fu!%65(xiNEkOtk0vxVR`4hNu3&T4xd_BShgk`#pn&(aGK&Kj^OIB8% z)so3U1 z_**iWi@2*ubz$4UR5{pvcn9SF`G(oh-1l#=rHKR@&K^e#T%7@yF2Un4^K_(G4mUqz z-ddlS?!W^D29=lkAH?TTr9yP6;D#TUTH7T9<*Ho%46mDd8%>g1Zo}x@r^zdb5Cs6h z-Znl`{7BNH{A=kON*2wc)co9_#|<+ej7XIJpcI)>p(~C)9=pTui3p6iY-%`3Lt2EX z^$j@%PCe#~0M4cL=I$7)YnVrC6!Bzik!y__xQGAqzfoZu=a|;|Opr$YiR)wv*0y~s zxc7NSDgs&Sf*c^2IThV2s zE}mVLDsOK-7lM6+GuxnOH|G=Bg|@o80PZPCzk zXoP3>#77)?`_rlJ>~R!LY*aY@HN`MhfoF#Uw3ZRT@9OfUrd8(o=zl>EAGi9IQBMYR z0sK4@+ALeI!rW_Tt!5rc7S@_8?Aehlm3Y3jg}y(hL;pVTwIR|tMe}DRA>nl|2xoa% zaXfiGI4z&4S2tCiGMUXVLAIwXDXG{LLZbsQaF+T1;&yw8K+LzbX!Vy= zMusu6wRDH&KNk3c*07gff_tBPNZ^T3(So0YXA$r(_-re-FOFcb>sVex3F+>tA0~i( zD2MNyBc_Z06%>o$gpy2?euoR%$>Soaq6P~+kN67fBN=EBeCC*Ge`H$tWix+=d>P6g z;7o>&ooto)_f~SB0SL0StZFRa9T}e@98c$jkLP;E~d*@L5qs1;HV* zhi6cz*YfUj2fdir`u2guwY&TjGTo@ohA{e6Yn#B1${G~9*{e;L<}y}K8{)&HXkn@V z7Y9sFBj~5;>~ru)*PA=G^|7O~YPBQUQTByytQQqD_&R`!!}4>1HCe5*WQl#~XWgYq z`I%l8ko25egyq8IEu~G2q-?UD5fq`le5UCp>H!P?>3nvu8|ul;TU^rt(TjnCMkpeB zQ$5UFnXZM_5Lhnw_es91ukH^+6oK`5)KE!>xCLivNXNV{MfPz+%?b$8u=|9%%xXa* zXR)K!$UugEvAHBoYp*Af4%4O_DUvn~ufM_oIvaP2;ElsB9)9u4X-B$c=4j-gGR>FA zQl7bC;vA6i#}#0rSTVX#7tC~m;6}SFUxW%@Zo?kq7|!IDpQ9ZvX*DD0{GQDDtu}7n zY$Eh9fIfS+T6=+L?>ljx~=*V)Sli>vAYPwlNk$aHy2L^&W}6y>(%Mn#NtNUfg+P|g6saFy7?b? z|AOvgypkYn12NbSqR<*AvuSR0BEAlX8}D{LBuqSYy^|aEHGAjzBPaqKpm`CWr8uya zCOVtYO@vh!Pn<~xs<@h=lrWo#WF>5;){jPVFrsnX%&vlcj-AMz%MkWmX&cPV4jM}A zl#A!Mjzl;?bH1--3{QVV*o84wwvllYedFhFs zwSw;xSxesZNu#uS-WcD`HP?zrNn1pIa|nG>$w|1k1r1vJ`qz;pV?61aNn=#odj3_r z4Fcy3`0PJ#k&%Z5pH@dSq(?!N`-MmA3n#5Gx5bWrLa)}l!!(FjLkfk7UF6c6RbORY zK?9X>AmmrV)07fc`nD=p(Y)b->Kb@Oe~s|`I)h(L@<|U{kNT1{ifI7tkxFI$u)1k? z*os$SFM>JhDJ)nIcp$4aMjv4o#3y#v?~f+kT7;G7ePQ%qjSILOB)7}MT1{oG`6!UY zP}5-ma+;Ow_LuGf+3kL`Zl)&X;`4i+71I0L_r=$gIr0nO4T*Dy|s`1dV zK^$;*THg-_EO=nC-B0J?Pm?2su{|%@^U(f}=rgmR^;=`1DbY~y$Zxl3XxqGOpTRegzNla1sWIs8;9@LE|buu0KW>Lw| z9-F?Qt!+yTP)r=IX2wKvIj#Eg-Pmr_R-_@9tM$~>(iKlOvik0Fk-Ikc4wEq2!^VNe zyIY#S2T_VlHgwP0V1AfKo5`$8t?eheLEGk-iuGC3X=QI3#EqG-YKGQ*hl9xENkGb3 z^Bc%6anTO<@;3qf!>yhU3}6}3WY0SiSb@V^Ir~N;(!HM7tXBsa<%MPf!@klzlVN5? zBWkIm{8!?dSDKFOx0$5BELo zZ-WiWeR_@0NA7+ZJ`5@%FUIe@#GENPXinXFXNDB-Z{Jj74uo4$LTK{!xEJ$fP$Z#T zjz286rxrU%z+K2l=kCP*Ji@|Vmht3enIKK&9)?|3{f`J|O!iaEizT>oqku|8+@OdV z=Ms-^I?jK5&12OBZjzcqwEx@_+M*@Q6 z_4YCt>MvQX+F0iM^)!>G&m;)u?thr@GF$3w-}rylz?4(Nz$cl0VLz7R!cGyJ0$kG^ zikxd>93$qlHL z!CNRwg!xToknuSk$`t3GRzfUS1pZfN5!W3oB#`<-Zw>6Xo^UyJELXvGS$6nRD_bCA zm;^gUoS@awyq~Pf6)`I_Bft(?3?#i3IW@asm~4YUOfxWi-wZe=BRRQ;b^u>BwW%-a z@&SG<7#?|xwJ9+qxqN)*OTewy_C0u6p%z@THKTg z{S^JUm=6&C@6w&<)Eg_f7DaH-KUbpI>x)Y*bq4gPtt#bogLDZ$NE1d8JURjJxVMX8 zl&4~gZPQzcGh4x0+-aO_mz5GkwDKaTb)|N;$3Hi)fN)K$k~$x`mE(u*yAJe3J2j-G zb(u&STHBo$Imx@i;EQHoUXG)nYE|R$_HzI#NLA^?hxEA$X#8jixshY@x;bOxq949*2sl`%wC^iFmc|D! zvxAVIdhUxRJ=!psW2j_Y2H~Ut0iTEoqD>I>&Afv}FcAe4rZ(U>oeZ>dE0gPn^-+p7 zA7xtkV~L1y#~`z+R%;R{J;ZI3J0DP5e~T<7+;F2k1cM*bZ>iA~PIEl~vU84>J$_de zc0|C`tw11rqiFi6%0V+RBPcTP#RgN4A+svEUFx8Hq)NRh$3Rr_A5~j!OL;yQp^J~w z!-9}EUS6bTx$)Y0#ChTo5e&fd_-czS?z(J1D7xOcuIlRR|FW!sXpOE_>+)}(MB$u7#Kz~NiF-Q3IRIf`7ZQDi_dWw)hLMfA}GuS;q9 z!U4q)i@~h%0OPR9Djz_c!IuHCUL94j+*qJjxx`v|Q#Ql>ESbYKRhR)Y zEZMDO3En$Sv5CI(_g3LsH8BA-R7ne{DlI!+d1p?0?*N%a!ZjwU$n=_jD5uo_Qs~a?>i_ z(%b_4MI~d;_;HnkQMk;R5n2cj#P3;h*vg59{QZfs=Cpb^{S5U&7EqIEMv5WtWdA}V zfZDFfjeD_{ie%(cwL^-XtA~aXn|k~WmCfQ`1pcjr74;%_DTqVTD}uPZ@*#q~$IpEf z1C$*c{&yjeE)SpG>Hop)FMvuG5NSEGQOm^w*`gmIIgV$z0aw{)88-cNivMe{P(aZGl~W|M5HwE!kncP4>W0nw@T5yvAo~n-nj*S8R z)+N!3y45s_csw2!iy%YMd6am#0#Az|cDA!609m1RUPaN7EF(4Q;00@WZI&Dx|s z=H5VYDba=Y@J`a1G^?0As^j%CZuHwdzUB$23RqF)WTEH~H_=V7<%cr4UBe~6YE7pg zfTb20dxb%WH%$m82-eoGK;=Da=F^hRrCB1pluGmnJbm7ce^1b#_jU^6NiZz8hIQ+A z#>xKWttoDJQuak<+f6);&fvC~uw#QMEfB_zT(OKNc`#CDo}Gvc^DOET8AMfPY8Iev zPV3D2B0l8j#m+b77{x0H!&<4_Zr{m#5CGcpjd~6y0)U|aBfR^b0%w@RBJ}zO5WPa? zG{n;DZnk7=4HWWZ43EOxZMh`ZaE{VEu~Wbdi58|w>NG6}Dez##1a>WaI|zOS(_A#?GkOIfQFf?YnLddf_b*$rrqpw3nV=;WqZWCNb4jO9y6 zZMhU-I6m^#m{86D0018R7GlfJx)Cj$!k0F4im|pF``Xy3ak_r{5h~t+o=XCn0D3(J zwNZ1jjOoA#7uS2{p2j7UnK)RY;))4X;YviLo=I^jE!&J|JmY1TX_;F->3Vthnr0s` z$>+ORK6oEdtGx(D&Hhpd9FUhlYMY->w0Q$d+b*L0f3S2DrHUjkd>Wr^bPUERF}))R zK*+|cvydbsVFk6Zh<~Izn+^5-jaiz)duF9^U;fWt)4s>GknP&!)pnOS(&d1u;H^MV z!HTnBYlYL%nGx+dsi$ZJWjuw1P3r4=Slz+x*O?-!$g$hFBtng^XM`1d%Bkywxc%97 zl?pUvs;Gaw4EX=56_)yAyOLiGw@R3+*fdSy6qzrnUTe>aSlJ^hvS1GS?3V}71KWcC z6B}egH;p$QUX^KM)?&mz^+7n!7XW65khT3dkh~OyDdxt*F?=T@9@s;S*-tMMTal)` zG|k+CieW)h>bRZitYqY-O?O?30YY7F8Z|%r3T|_^&#z!Wy17uuikq+P;x=S|g3LMO z#x*~H2cb+=G0>{2JAOTjtVOkQ5PYD(OpJNMl*zaFq;GL(wV)YzF-uy56WOL-gp^2h znsBZ0&EA$0OJeeD(<=mIdSxRC7)VR@Wi!>g1KXi+wmaqX2saI>oxVNd{{^+RQjDEID zR$a>WNtLXJ?s`S4N@Fe8Xc_>BJ_VW1FMd!ahO_)wSL5R^yx{37R0k7zBE`rQKxCK- zG4X3XQX;~N5qBRSIE@oG-5v#Z*tfZOy8Mp~MBB-`YQb}(-)KS%7BPO9l7P}*k@?{z z^<}n80pJ-^2eRNOIr~BjI0^)EopiXPOcCOPPivAzbcpX2Bk#AaK+O8+1&i^gvSvfc z#3{U#5=8YMPT)Y;iz(Aohl!$O_b7~$zcSYK4J0>rBzf9a8duwQcnO7Xfh>AYOMO>^%H`DRkmPX8@x`vw$8owV^rZEW9&iPZBSl3G(oH?8MCFf?(M zUK2nC;oDzekMm4**bP>IEI+~_y}hWAIc^`?p-kkem+5e)B+Czi+?K^=HhWR{0KYD2*XCoVR;*C`;+s>!d^o*BTHv{RrKl# zKFX6iyy@F3tm;#aN-J`2RY{#}U^^rg37Cqrdlq41_Rw%}V-lK2 zsH`WrIpT|C&nXOzm09Y0%5g1I${6rp3mRYe~5`PLL$ zlcBdTx45FQT2MHvEb6Ft>KyEzKYiy9Tye0>R>pukxWE*_NSIlnB9`>K47FY z_=a-OGh9Yi3*D$l+YZyrOn*oCB0KAUa0)q|B-3zV6FEx#)dip|5+2fOi?K?}sT~L| ziL-j71D@r}rT%SU{;TOh3xkl($kN7Mo^w1G{p0za0rCj6vDYi;0y_fYsNIo;A*Hnd zk6X%Y<*r>IAWd^APRKsb$P17`(uqp(ZwbO(Y73LR=VD;Sl(SYNv?p)~QbVY(g~Mv= zEPkBJ2=>6FV!5mhy|HNVSY}y1j3hhYxBQIj4x&_M^$x@yjjdfeNH*s-!7%(3tsFp4x!T1M(B+?(bjju^E{_(T)2>m{$eWks*!$*?)GN zLgAIdVov?VdIeioCk>wp6B52u|IkF z(JD0PLH{Z45~iInH-pU-xhe@KedAFa&E=!TKqv&^yiV7cdIyFaT_no(VM_Q^?}bGJ z4uQs(2Y)RiOH?dQdN>&$#6f+i#=sy|=$IaDBe#MbLgCQyI-cA4}# ztRIs^dO_Tu@;)l}gzD@QkkuU_wb%SN;4sB0N&}iVIo|)PMZ{ED7~5Bf4W5Ub=-$

    t)qnB%z|zk2HqYAlE%+Cxr$s!mD-J&$N0?MZP4rZLFz8UF zTLv(p3O{|oA=)JvC2*q~FLGBM)t-un?Rbg&A2~yh!IwI1egQB51X1Qw2KAiuZy7%V z31X%m2jE>`?GWZ-1B+Sl0wsUjUREL29>Dbl0_Pb^{PxZbD(m7}ahq`}cNPTygZdKg zUP$4rC8cR_O>|>ess_^2#0i*qzP}dcP8dC(3EkXu94(%n{2yREBIHsAm@OLO=)O<* z>RJDqD!l-1vhO$f_GrOa%KI4Te6tXQm3{A$F_XkE?2>2z$340ihSQ~3Nb;Bg%9i7( zF^823*miQGpW+}rDLD`z_v83-qW`m(=LP!Oom37o8ZCP1bVI1H-TYxiL6xS(PHOG` zAj+kcRe4}d5Z&8m9e1p9u7FSxg&N!#6gQ^j+9dN2)EV?{1!%y&*rU_%N0G6WiL_K~;EZg!CnE=OKa;}KO4^(XmN2}v5wf$;Q zF{bt_icacgitGu6JzOkHca@P2+9E^uq~&dOTb$Vob>jLs%7^Vc5{>0)l0SRVj1}k| zcr|2AoIlmqi6y{Tu}K=LEhTf?SW3&ml!px#8E=#!TaGfL#k_KWigIrS7S{G=#Zw$& zO#>l-`q+h}k(mbJjlFhrO1tS5d`S}3AlREdY59#1kbLydF&n||UtikhV#NZ>5Nj>l zmX&bJC_Ysq{m{y(wYpwqNO!TJ#iP}f&{`OdXy6y0~T#H zPzh)=&Z3`Ds*T$BdN){U?d@DqJ&jUTO!kQ_C}m{(_WQOPOIe)YZwyZ)iY5TrndY^{ zH0KwoU3NEQrf4Lnf@iMsA75i|b`^Wz)f!}*$uRXeH#R}Ay;6IPYe;zQ27ckzOB2R* z1N_~6XEtAy#>$-BQx+oI30fE^8Jl@(9<3#qn2n8tl@22|do0^I9^2$ZUumX3=T+rv z$kY7pj@7)XOrIZ{lU~I&32&xfOTr@z;!5~R3ZL<_h}Z(tV8x(At6?!zdZiRJ*g9Pi zMb0E^`WqkX!u6+v>?Vw9BF^XXUxkR-;s_`I`?^#o&>;i>0000000000000T*spnd{ zqI1;;bZ}UtYKR0W^_&Nu$R!8$KM6^FOdS~yq&}J{!7U~H$!IGw* zob&05=!PzaKbPA56`=UPO6>bqCs0C9K08^U_$SZUXJTY+eU9HTWDDyj3Q7-G-4)BN z6Y)E%J6rdw|LqD`$yV!lxWAWs>p-S{^D#-` zS^oh~Y{^h3_4nUSS9X4RFQ6zP=;k#y02~{6YP95V$_7~z&>K>?z7M@vBsH}#a~TYW z8GF_xek81IcpT|!Hjcyk=6G?e&KSIqgA{wpk6wxRHWbui(~<}-!_A8%KpxdW@%QRG z+N{7o-%l{xKnT5s^J5?fN#|oQSlP@D5LxXh%j_-sgI{5L48|NzdB`ue75iRECjLcO z@K8llS&jbSlyQ0-WJ^L&xBvhidJN=dx%gPG{*f2RWkt_gSM8#SI7-Y3tM;hBIaFE_ zxopp9;I~16T(WyeO!#;*T7euaFg%BUc4;J5sxg#P71T%^pV>O&PPzgi4)ECBwu+E< zCheTbBvonG4{%(a=COwYQdjm1c+!AsoVTq&z$_iwD}!b9q@sv3puLH7g4XF{O9PGA zZ`@n6i%?t!x3R!iau3p8t2F_yeY84(i&53;NB8tAYQ{Pw=2)u37pHjYVzL-%!Tn(K zZj{qh_7^92C$Xn@D|)|U?Bpxnfgs)g^3_TGU}$)P6gNRX0_v%S9C8wzLDT8&pVQufn`ygl5qUXrKQ*=ZJ-`84FC;Q zQ?zykab~0%B^0e2G45j{KmGSLl|0nN1ZslL&^&2&vJ|nq7(RAsmE{JIRBBoTyS(Lf z*$VD3SE&QH{vU(x*#kOdYgFd#ruGZw{aRk+lHR#FylyD^t6F|wy?Ip)+n1~u=pv_X zi)GSNgeuDS)DJL3;19UP!e$AB7H4L=(upw4tA;5dt+#ZWVOHWhLL9}_{iJ!caIrc5 zxO~q8y|wb_S7$^|nOe3e57S7vkHTT{wG<@U5ngi6-VQ24AC@j*o`ToqQRra|W280^ ze(n#*2{&u&Hyg8zC9WpbJiL`;3N2Rh0m*g8Ff<|J8TVVzkcYQ?>V4%geP@r)hC3o$ zNF6vYUzd}@O)O)`k{SK@&$ZsxaW*^8ezYDnvf!!Ycp`*8o2kA5XxZMAKRa~RMqjE)sPbQ412N}|3W5Csa?aE zjj(T7X3)i+{3BxdgwICcr-{a&#@a80apbGM(e1OW&38;Z?G7Tbw&S;n>SrUlpB(97 zveN>`O2P@q8Sp!MPI;Q5Om_e(4vZ~qxEk3|2`{m9<^zE-mf|1)6yNU*h;c8LGAd2{ z`yLa<5FaTtt-FWyaHKMYPX?M?iJhF3(yj{#&xW=63#Xt%zvm^t(!u9Xy@>~Po5Gd8 z^&BXca79Zk1atzEE#Ot((R1|!V}AwVnLSp<qHT<9=#A&GNst65^bU;n%B(UWEuIFrMt5^X7!fFjrFkTk!@Vk>pN(MP&@;Kew28 zMXzwK(+Q;n9OLxQc(}$RI*Teot9HZEavx% zbHE*uTJgsK%)_wRE}WcHc4Yg7t{dd?_unHElAI_aNR-;?U?~mnfgk_?0+atE4Kfuv z7>i+yx=AJxXU3;6Ym}lD7H8F1)5^dI-4mfE7`+U1n79#HOQA4EzB?3WoC$%xR6&a9 zgtV!{`~+zLT@r$}ESRlqd2#Bd!@nfLhN%|9s@P2JQxTtH0+7?k^cWK;Dxmfxr+YPsV2Un2LH;0TlChJe|mnMBn3~OqxMp& zJb}VeKaSO@A*Gwbbc-b{GGEYbdr&XIXy=D;X0E8l?gtoF*!li4xu}EA(}AlG>p&3w)JQYd83%%+3BK33PUkOhrsl0N!a-%D}8PH0+*&Zc#z7-sOI# z=7EY-*s1Gv&UB6i;mqR<`5^eG#^(4AKwMG^Sn9 z^7&AIuGX||I8-FDTXO005Pbu+UNF>WTuOAn$3!#IS^|PF+H+c$55hQXT>N+LN?84`csU!dZeOzt@b=ltG- zPghc({Bx8YBe-5CFdRymx04Ho@WM%_`XQzR^f$+L{I+BpmxE@;B!;>+f;-9nLUJlV zliJPV*O@Qo>341{hcE|Kza_`euj=s4IdA#f3f6MLoNa5#4CcG@c}A?>EDuyq96gC^ z*lc0jp8P<7R+5ObOzQix#$uWijCinU&2TucY7z_Cn7Q&D^|LgR^m;yFK8j_Vzlm&aEU>H$rbFV z^=(*o7T#*ZTTnR=5W-I&b1c7A=&#+Y2W5ss^Z*fKbFBofw;T^a00Lk9vxkCd5e@;1 z>s?^M{7L?B+Jg|D$A{Y$%WRmBbG@b+Ytp9%@60lOdZNFo!o{zvMgGCx^qgwcs@u~U zc3LYK#p;WGy}+(X)9>f4G5fGXmso+RZNNDI((a}~5zGj0h0U>?iI;FP@my9()g1tD zt%54=2Jk)3o&myyT-6@xO*D-dE5X{Gy)p3L0{I>TBTyD-j0(xY7Z=0ww|&kZSNGmR zwi;fkgUQ{~A7p^|m>y?8yYHDc)8CvMoN?dPvlPJ&jML)-paMiCBMFdb%s9Cd&KdI> z+phwh%I9(m{d;=u(=Lleawks**BBN}Gxu7FTU5)lJR&62iam~{bXKgAA$#-#f`F}c zbqS}}CBfur+9I=;XSFt?Ly%urRY-yoE%)3!i9E14FfJr#;~0^MjC`fDk2Pcf^NK86 zIR{<4idn1GkN&$M%k3M&UlhC_+kz(jGz)l@TwSJbt;@=he0bHhLJH;gyD(ir46Oie zis2xS%G3RR(oC-SkdM?El%~AcR~xqb=9oP#rs{r$c$OFtPFoivNhi90dTr>g{ZGsU z258h@h7${|N$wK_F?Ch`F5<5 zdFZH#bpgt4_kp;eNL#;Avk#F}qJ+eVXLTV$N4H2ooFB*q^y;zjZdDnOlVv zNwKoCw$uNEi`?3ya{ zh0d0Ce+AVo>NSQ-bC?(#-SSB2%Ah{}G{Jf~qoOYz9c6V%xeDze7|94`U&FQ;2 zL_=8{{T$GMIS~7cRT}>rf#Me}c=`0hr1A=45t8EvgZk1=H+7;~ZP~b@J%<>y4{1s~ zAik9xpJw$hZ00wGY}0)trTQiZXGqeh5oA=S6YUwy#1Mgt-4QBYVxiz+H%uLwI32tG zb1g@{1{2o$*{xg1<6qGDjw$4FxhY#n8@`*o;hJSJD?GtHE(>I*IKY2AM6Y!M$}LNl zf55f+-Nw&)xvuh1{;o0f(yf?O>tMQ@=Gtwjppb51{0=2= z&@@SSPQVsp4&7E-&9?ekuG_`=ylGzl#5$vgp$^Jhxzj-4fo7ohXr>c^Slf4pYgvvc z-Y^zo%-yHNW|!J|h}|lg*Yd_o{aBsbWY#eQMP!)JbXGbmpM^!?;G9a~TCkPx-~sM8 zFc%QpWK<3#2KT`&LnOU;-LzB{ zEs<(DS040!bphl*?}ka(9I?=-8<(X6^E5T>B^{0Kcj+B)@VY;wzFW_gtK+4ckc??) zs^G=PjG%KKSgP|~HQGF)y~RE;4}MQO!0ygGD5v6G%%P-4n8vA|vkvFDCGB2F{E9IjOI+UvsCDF3_OlmbA zKF9LNZH&Q{{`+GIWdMd4D z2Rw&lEhmdKuV1r2rZ$cdSL~ZBiaad-!+0X0b*_v(7c!5Qi$g6Lj~1VDA}K}{WT$bV zGRgu~Wlu3#jJu8sxXilH;voxdP3IPE!F(0Dn1j@Cc#tRqi%1eIKY1&%zc%Y zObH1x!i~CFX&8{O8$U=4I;r+s^~#k2Uy><^Dx>QaMsK_;jyO`ura-uMkH^chs_qr( zMSjuEd646lV$)*bsk4PkGVq_?yPYQ0gzpLRYtP}fX?J3te-Lwq|9(&Mt=X=Ra9D*KR>V-9)@mnbWgQ~nRX;&d zxEg<;!<*i;vq{HHa^<-=Kk8#u+Ir0zKTWQ&$sPQJPM5GP#l~#YDBRtq1R!*S(FtAd z>%!6!x1svCrtw5BOa!(ae_%l83|JK4(zosm8LYlEeZVd15rMqi0{#3Iqa8Do6Zm|Mt4Wwu@)JTevPcMJG@Ca7l|5Yc)g;$LcP!OX? z04C#xLvONC%!hzRHi5ZiH}<$ar9AMp1*HS}R-a&FURTWN@ z+O)kN3qdKSC$e@Q96mTU4}}}3e%6NIxQIyt9yXD1nHzekGUtG0mr$E~Eoei>U}5*& zwU@Z>vd{!@5x9rG(I#uK@9gfMPrsUW^r-1qmSSbV-qQ2^GOy!>hKu9dT!~$%QMbnR zhVv{*)Z})y-re3&n4rI$nw2{+wMMBQ7t=g{8#WPqYe}}RPJNS1l0IIc8zQlzzu|oM zpO??GA81Er=0Yy800Vb~stK(w0#keTa9TWUG-jt+);hUV!15UKB3@^jb4JUG$|G9M zOvs{)d;S}z$h&s_y@d_uJ)CP|fC{%?hmKeGolVXWXwV?_>Pd>yt)oAc zw6#1Y(9s+v!wY|xUl|WmE}Ry`6L+$N8AQD$dg&JTM6(k0iON`RAn>t;VT7v1g4m-z z{Iq*9W5f4u$N*kqQ{R*!EMo(CA?6o!*#x@>e|vU)Aa0+&Eu>(Xtc?2RJ0wxi!QR!8 zh)-qf&KT>Lc@4kq-t-ujP)ixc-4+s)e{{@W6(xpMG|uD#cy7HaTIlrZ*Hn!?I1h(f z|46X}5LyL)enmninjDgF>(?2TNU{b@l(gFGR6@dS#QxTXcG*cf zZZ}(1>uC9j^s6yrDXIq0+^+D(*-W}c`wb)G2H)m0c|u+O-X|%z6n*h2VryG=fDUe* zf-|LSVwe?#N;Z3$`p^J(19wbXH|%=bRxzU zO&}AD;l3PI$FNZR#N`z>5pfnXpTYNC=rot(mN;KVsNA7$p3X~_5NU}Pm0aZcZ+Ez0 zh>0E(l(`A9nh8x70$%!y-F%>(mRx_YB%M1WRJ-5Loe&{(56|iMRENZr2IWt`%Oiuw zN~9ligkpr*lYt<%rC*_w`RrI^!bSzyj<-T8ZbGAdrm()I=|ApQjk(d@=vMC?g49MW z(JtGipamUnuia@kBJ4C~U4M_x`gcN$6n<)fl6ubA_F%|fDrenw?pF+3xrAE?bA-ET z#UHC~`xcMDvi>i-`U$Qwh9(3^9Zrj3`q(!0D?FiT?_*){=VS_?=xVS0-mkpJX+2>{c5q-`_Lz=LZ=H8A2&co+FJXt{&{`OQp6+3Fzw@$*<{ zP%?lyZu#MH2dB2z^8yc3HXK3AHh7)WEt73q&LzAhyCSX?`i4FrA|3YMEu>NmUtDd| zaZ8HM9kOObNHv;=p;WFOnyDSQ>zTcZUhADpuLZvrFB__tf127=!3C_?L$C5tb(l`k zHx?(D5@C$fy*#PU#x1xb(=}Tg^9t4LpHwJtB|Ut7fN2-3NPH-qSRRKPR?9+I^?;Bp z3wO$;n3@c?vUn2^B&kN^*VU6CIrl^x*d0a)&kpvVs?y^d!o(X->$pJ8zBoc+!}msj z*`kj)ki|!fcHd(c3S(kN!CWpuO9>_V{rXhhcWXbPgs`E%qPNj46WJBVuXO;Jpes)E zVwa}p<`tU22Wp>%=svqKnznDQhVkV4D5p1;TNTv>Cr{`I3g`a)R1sI63QZ09%DBP0 z=1UDl6c7wa)4h(l;ulbfO5NpA+e_Km*OfR_%Rtcf9q1&iJn^6IRM*qH1l4(|EH#Z2 zju>x$RzCxQJU##csP-b7&mSvsm8XA8Xmqs10XLSvHr!;)5+OsdULMqS97U6zeHw6w z0|SD?R;W*1YIu<`B1AbS&lg$NX%^Zl>YGtq7Y6{1@GJS!xd8Nh19S7T)Cv+{L`sqW z9+xqV%0?;&6%MTYr9GY6RrGmBua%)IC^I;<%VH;5reLzmMf{3o2{8_!txMzDK7IF< zzS_gcrn#4+e1)I(g>mf#S|`=U4a=+r5!RB-_;z7%P(s?T7t^O#35xUwBkzOdcFfn`FTTOw|HR{*D;Mj@sgs{we z(f;{>a@&Hmtn~ljn(b*a05<%Fx)xK7E|CW$Cw46k-d=aKA#-ySO$1JK5=e8O@HB<-#dEoH4M6YMC2;J|k)y zvA|!2nbh#S$W| z0Am+-nd~@97JI{w$%{4_Tgttjj8!*lD#nY3ZUw$QzUr4t2pgnnLuAfu#}7Kkn6t}M zNVKy#VWET(oFn+l+We#wKSh$wE|?XUkEi3_nYXmiRu_l==89}RG0$I$_|4-5u0gKt z->!BGcFBX*7?JalE$2?`Vbu>{$fnF=bkVy4bq0cWG{82O409_htwp^{Z7*C+?<1;2 zAzKq_P{Oru>>n=&U8W%mZV~%|qT?x7`Hl6v(SVB_E#+t060F^TJPfbTTP!v_Cum|h z^wnwTkSj4JYZhm>+y&3;>jk7aLAY41z-G>a%|iZ?61~vpM}Uj~EwqpU^*!*%oZ!;| z1QJd5p9tPHlT|=~7d;Jta{(EplFvWdBRkF^j*5A@Q7i&eT8anS=kN6HtEPBO!$uhp*velKjl!0(+`edZLWaJdeX6wblUEhBQ%N0m9w+hcKieCa>Gp zYc9J5kzM#RCwC|R4N=eX9cGR;a+wXe<4`7uuq@)K5%U1&fX{==XrkAc%yF-q!gW*Hf|{%Uf$7{AGu9wC0bO zvm2A0BHS!}?<+7Jw}g#12#B)<=7+ai?{Y{bY#ZDs;Zju>p4_8~bcra*CnI4XaI(kr zrQ3Y>ym_h#!9`5(#5M#qQjl$e!zh5SSh)jnSRJ1{e$JRJ0(@$DWMCaM5$r~If5#Z9?Q%$_BMMO$`T*>3{pJMFj z-7A`_F;%mZvm@YU5MM_D#@?_cznSRxflYNOMHQ#7wX?cyF;_}MZCA^08>-8B1A{p3 zQvOvfzuDBuoD=g6(+xnuCqgqJJL7n7D?bh?+sz@u9kt&}S1q3EkkCQQn{(6R&p6sE zCCTF(Ma75(DGKeL6v&8T@xIGptxhW|K4LXcf&!0`C-=>_2uo-29`SpqsVNL!+Nos^mjLTc=job z-*o_ur#8XH*FDF&llDTdW1ujTe4?FgAwdgOdn!)7&<%(l#z(H(Rw|jT@)bXdWZup~ zaBdAMg~PC)al8y$BknoS3XYF9X2jaBkpA`i%Q*WsEy$Q%S#*AS(S-Vr@YCpClMSvi z7<2lqwEhAy+qnGG1<7+r$s22P&44_WNw3qCE%fc?yS(iKPencN8+C}xZvFFLFr!Fn znsOL5RS0E|7xXK@Vu)j*${}?|;DB*u7SA*8xks%5Gka5VlB45wc<)6QN(Gg`#5)OM zKIiL{2)1TY%S0sin^^fk&<94&Fr3e-ASqOtKZk1%hY3@Zjv>5nQyGe$rIw{sxe*7+ z7%W1U0b?I$J^BlSSw~`qf@0VB_Ng#QV2`PqCb*yIa5s~Pfmki-#mMy-}shwCc|@UA>G7t%#a=)L+hAK#}! z_EvB?^vS3B>`)OuLNgJ2qTlsVkf3L=Zt~l3&w?G}M;DJv$F!mXVPa=z5`}rPT`5WK zF+oMCS3vX+?{Og8QGX}Tw0GJU(F&osCvAg@x0yEY$1?_aIA?5Szql?c6J``XK{bc< zzY`|z>fVMuz)=}P6JV_5i2Xz1Vx%dkQNmI1yj0HWs|%FHE~q5xB|etXe~XhLF?l3` zDB+)nop-pev-C}Jem!QBs)Y)v1)a3F?F|;MFCXt|7^mMD^NPco8`UM-N$A7Zv+^%y zl;gg0DM!03?vp70OF;)=e{AUfEcE+mHb49ScoDD2=WT0aL1I?$--zn8tZqh`j=6$Y zo$*VW-{k9G#2Z?OkKE5`%~QiKXVrVAEe)ze!o#Sj>2zTAp_8^*rs=qX#ExQwfqI{Z z*Flp|ADtsHgX+JD!tSvd&Qv=tNk}yZ_3e%-ibY-dG|PrE#;BQsXygD>wN|hz<^PU$ zBQZZuCF)XKaX7809M=AmhO`BeLR}hb?hrCN{J$_VtEOKRW|<@pcxOH_$4y{0+l%f! zUK4zZKLBv9TeK^aWyGxy_S zilvKJsv+Uc<3dHLu6e_hr*pz5G{Px#_gQS1}sHAZ#vPPNxk#6F^qTe|3-GnJQP0;ca zOyt-ts$S|J%t@r(Gn+CnY1cd?Uy(WIy^sB%qd_FOSRS~gENZkuSaK4SriC%!;kZ}Y znMc(&zbR%tEpv(t0bN!q+VGtR59u^L@7Gp6-8==(#=T0V2zDpk@)x(gg&FDh#dVx5 z{$otL;-9G5_}mLigb1v10n&;9iu$mczyusePGe$O_3(l*nq=t{Ft>xw@{Stf%w1nT zBf$%v(l8yki5LLP6ykCysW0lMR`O4?b-a4W4#L73iCTn5mbcd`%|Y&G`k@Zgpn)Z2 zzv|pDRES@9>AA1pTVh{fHqXrsg_kkkz5X{dY*d0!w}86STDxBJKz_tL*d3VQZvKnt zS)}`~8B;Qo;Nh<<=Z!aqw42T12e{MmI?g$ssW07sdBwgsx zxjL)@U0X}*llr0$N>L@wRwp-|EVeyUM{Z{Q0>eJ+X{pGN%iAS-S1@I$~gt37YkdotZn&#;r=6KS=MEKA7f+EFumn!=i;jMKeOY|gJbqDR^y;YD8bu{ zJ`l_RHa^hm8~*Y_gf0_!FfGG@M>C%amWr?{M6fFZ4xp}FSpCn%ZUShZr==2M8(3%M zsGpZJYGZIF2~$kCkUYVfIKh8!R=crIUXUFs9~SjV%=VIcqzH26b#y+Lr$}luYQELk zoF-VmSPZDitB}4vb!K8WGA0~5{hs`ggyz@ZD*^W%CzRHs%3v>?XY{fS3B`}9kH}}P z;)6V@}*N!o6}Lz&m=ZhpFv?uBk(~~3aS9C$E@PT ziBp>t+iY+N;x0UDRbaZX#tyD{jE{6H)_ERx!dNurIMC3e_YupAKjz+*_;uA)f{*I~$2-=s__Edjyqyl%`+i>w; z#u11A5lZN9IUlh+s@+I{^Z4xiLs40_y(=fIroT325s-&c54JTF8R?0MHMFOXw6v`s zcznlOQ3hoxK9DE7@sskwY3^){A28^lzyhnLK|W?NR679tGAfHRCjtb^ZbQj^^^>NF z)|ay#bV=YkMkKBZBPmvkuk+~IpWW9+Gy&7fM_R{Dbje!I%9C|PFK78b^0xxMFgbE2p#lW7N?GU0_CfR%q%9C=LPGANjd&K+6?Z~i$f3W8s-c!1{f3E zrwHqDRy_dO4lhtq?EI5^U4=4FrPpOl1OiqHXuxU6O)tKyyHSEituJrMX=#MiE%tU+ zyW_qjXXs1))^4$^&PuebcY4=A#ZWyvI-s@Wtgd#@)_(p+!)N5Ltm2qcom4Nv+{Q$L zt21;=Lpm33;IY+0B?jklFee)TF#a83^EcpWmmDL>Yhpbov7Z`(YLxtRW&r-S`8 z27CMl*?{Zlr=LdOom4-TKh=mNQG>KJ0Nu3>R==ttoL5QP{UTtdl5`C?%^HG~{+x?c z&~1{O1|k9l`4KcNSm_upW7oqufCcKl|1a&>+a=omn&)P>@iZlGVvB!IMr&MW>(PuT zGA;9keh1S$IUF5Oixi)cvhF`^%f4I9nm*j8oTX4k4Zi?0Wq>hJ(T1CEUdXDIs?ut> zHRSa&8(B*#FaJ|C&R>5KIY(s(Uwg1IRVcYy)AzIEb=1J5ZXo^sdpt9`qD7}-Bl5c% zkvbqfnLIW>2At=6J`yYgq`Y`zx#e^=%f*0LHxekqz*!`>U?1W$ z5xE!H(*g9kxW}2C~c`98k zDVsKlBFz)e%rqY-yPPK#Wa6GHvVNVK`aDYq&XwG*sl5Bw6YP|QC#bF?jf!0)gK+;v z(JW!(*D()_t2cfHxo+TSogMb_+r5=zh)p}32*gg+A1W~{kZc2*3X)^bXiVr7gO0;y zWT=Bnq^e28xu)E9K&B0!Rz%0`8SPGVryhx({VRs`s4vJFrvETyrXFo6TGp|{Sa>cC zBaYC7o)y}8Po+_1+UVuIWYE!QCi`e>i?D~Hyg%ffNsub?f3U+*)Ba#?0(xuCJU?^QgOh&U9}Yw;71Gi1XfmvXcv!9xUY#ySS(a-~J*o+32%cY>i58r>b~vFf>e4SA!ts(wd6|JQ@$m|88k{ZW9Bl%#p#kuy zWWEP#k>*g$63G{_bVnx3C1sR+BZVUz^rqeDgnZE0rSkNR-s2Z~`XXBen~i6Y9@N8* zxdGtRqQ@_=&_aCns3B|Gx2XRdzT{5As9#U=InBo5-HwtV)`xy+t0N5QCQ5%g{M zuQG6lBZweD2uKWapJG;X|B%Bw5Y5UWfMn81!vv|A%>6KsXe#y{Vk_eaOctU<=2FHw zYI#laI~_ya0@GK=^z)GTtnYxug|f&IC=6CShP#uX zJ1Lojy5u@3;0vXrfx<{y#k79<7*mq+a~1%#UdS83WQY6CjamzczXZ`gQrF9NSxxx^ zawe5i&G^+GakRae3>?z~KTfIGaxA1`HuvA~8=k1OK={M}aGc3VMbNv!S9PCUw4Ooe zbpLLD(xqkuGBy_jKzKf;;<_zy-xi^}^^KKuGgSgwUzRbT=y_D1h8omZlgDFD@MZeB zsGa}|eeFQbn^;P)eWN_WN;s{5XWjHE&O^~h7i9yG2u%x{V@SEhV0)qM#ZJ)FwVuiN z&1Ewu*@Wm>N906S@MO9;ivigQ%oWDiW=Wt3&uXbm=<_OS)8~Psk#5(bn*$(W+h8Og z?~WcM>k<*!9G=Rd3~W{NU$q1*UcM08Q2_W&5;X9|z`L(sm-cq}E9A68afY3yiSj-G z9b@q%xGi$T-31Lc1xZ@*iPyi8k%>b<=_-H*A*TbR@A4Z_*CAGwd+PG1NBK@r=Tm|v zo}pbZaQU+;u0XDu_ZSZu28O0gcULxD>c_Tdb88b;d_|c>ug&8{0qlUfHzX|CxgL=j z-OLC&9KCz^QI17Osr>KM^EF?PP|&eE;$pes#)n9%FU)%D9P}c?G5hAS(Jn03M;Q~| zQ7P7fX7qeIo6MZ%PD9jE>_as=r1Xy|Y4v9#4sS`y#4D}s@Y*R}6f`PUyP{Dx#Mo2D zAQNHNu4fOq05mVwzp?|DfE2ik7|irjb{{;n^S&~*FWL&+9sbw(Lp3tjl zE%Tle6XHi&hdJ5^n4`nt%M2B2-)J+@EU`_Q)wx}$ed2-1s3{H4Ii%w(cK6_sPABfp`Zmg{)2b7rTS1uM;mf6UJstl^1zX&p>X~v zTTrxh1&rn;Y%#z1Onw=5r%d+K@+(sxo|P&N^~3AyKd-J$}uH3*&=_d^!mA|C*p{Pma>_h#uN%6 z10$XuEMNsd|7l=2&&S-ZeN5}Ur-D%1e93ChCu_h4blPhoU-kzWF`)k{&iM;Y+s<9P zS@{IB?nw+1I}7ca4R*v%C33W(_iqA!PH+oa6E}qZSqnCeHd0}om<=+hL(kFHO)`DH zm&b_h09Ae}NvJ{_J5dWl&hD2>_@#=S9Rgc&%(!rC84P;kR6CK(;MWinJC;C%UqQk2 z(nRR-pl@+@Jx4!f(MO;-zusT#Xr5Hyz)+&OHQR2Gjjdv|BBMbH>y-m6uEv9uZ8qpL z+|_rN-yXq1ji(_N16-1QRqlrL9jXm#;^+XAx61F%P_40lBsqv5Q~fmaqh4@jCZ~ua zi7=QV*MVE78mLbmIt@^BtOP9rfYgVzidbxIE;kE4VC8FrDKQgAA1^bgxacE(o#s^( zsj4|7tq$I_P3s9&$4G!&Qcn#^wOpNCn#>dg$H~<%Rwx*2!M?>}j=Q;UeMg6hti3!) z2EYEm!ob#R_;A?N)-{a`n~#QQd060IEdSRPadj2N8i;m=Y4`w6M5)wrO^8WS+ohgGz<(sm^)c77 zNmR{W1tDtc&lu5~*R?WGQWs*?=FnnhGT&JgQ!#$y#m2IC7& zp=SRb08waPa^YDo18^7~PMe!^S${zz64xDeya!IYDv7xW==Hh2Iyu?T+u+{E-Tnsk zh>y(zP_>WzPe4j1%XE<-^d1N-`c~#>OUhz`nbM>EwpzrM{m24q z5u2)gsYMs(EODZtes}@ezv90OQaN_s-(Lw7MUKCLa7fi4MksrkbZ9S}Oew=Y`)0s2 z>UIws%D1Xf*x2Bk1a+{$v=Lw1czvI`+s(gQ-B{`W)$kOw)P%i@goYD8K9ONDt`h1| zv!?#sjqOXSDxE@e%g(X8k|)w@?un3|f|VT?b> zF$0rEC7JGv{D=z{!dkR@u|N*xPiMC^AUvL2pvX|kMkWPeUhh@a{ZsOn^GWOujC^!t z;heSC8D(VI)&g(Wnf^2Da-loH61@xO2pRtzNH?)SlpTr%gdl?f@3<~10FxR5hF9We zugr`^s+*v0Tkxzt^RP>)TgG6KW2puHIyd)1k|#TeaVii_%%TxIq_^0c>4H68D%u>* zC3yEe*`{2TY)0ZQiO93pLILZ`=B&}Hps#E$fxO@r7U{KrfN@2s9k&}d#T*_Lvc~is z$6T!Cj%ePy9-Uh)J}c;aE@Pjs%E=2lP}_%Cb8mGu+hlDC-L1193_S_+c;sruMRv%4 zn_4+pwclz-5<=r!y%d3N8hu4}ph-QLa*>F4_z_*x7=SNFfi&S}!xoO)&(8}14A*w& zW#xLrflgi}2S|1~L{uN4L!!DV zP3m}+yzf1M&~rfawFu)yI|9WfA*-RFx1Y(Gl9Nqy=$^~h}+5x6$=GJZ> zEXioAn4LRvqW7#PLbFRS9-ty;%JkDY4UROj(#)~|&K_tyE@9+-n>VA;iiiObl0N4} zoYKgkW+TeFN`x?q{|2rV1FI|#WK;VVa7g z?5*GMa*leoF5P*6Y~9T+X<7!lgacL2k+-LVAiCdPE?tH>p4&uHP{ESE(=_}P-KDBs zE6hZZbap;N#-t}oRxdpbPO}W>V>vc)q`Or=79G!*k4eLF8zSv}SAvN?24rIi&$>-} z*W)EUXhpZ400fq2?wdo=uxSsR`?yaoj5oN+9YHT*Gi`N*Z;5GIiPDBi#mLYZZsd9U zxgfG;bYwPk4@C>_Go`~K$;@rp4my!)_6UBrKK-~z`2$jz(*nNiG+_SZ(a16b#LlG44_l5f zwD8yGe)*5e^I;m%XzPz}?hV#L^y`8-zaNaFOS| zjXE_<+dF3=C83d&Pe7i5M?xqc#Y~azgVAt|^O+oU#ImQ$Si8aiPj!Np%Aa2u$+*1v>O{ZRC4EdWq*-Y2Q67ms-v!F7gh z1gk9VWj%IY-QSNZ1$~Z;miadj280m}OljKYU?$cQtI?)eOPnrTBL0r7>8UD5>syJ*yra>Ilw14A~VUIxUn6d1jOe1e~d%BZBS?3$}jfxvrlwLdGSK?yOVjs0}q{?9F3vtG}>s%VkQ!qu3D=&NOA3r+=@fUtm%UY4WZ?f& zW$L}={M;lAKRLZn)d{4{!`X`S>WsWkJLZSkHEvWq(=9$HZrWy7YWVfx)=+XuQ3B!N z*cj85Gn0<*I}?x6u!sLH{xE5n6>eKD=C{5h?%mJTV(m+i0sLJlf%&yZ8V*c&~DeYpQVN>;? zN(yj@doy#FQTeCW_Rc)M_-XJ;%~$dOq>_{r2bR<<$e=Q-%s#cyKyCmFqX0~SGS z1lOjRgI&Vxc4%I-Uk6GS8}i#ur>MWAU>aq@qA5>8$S*`#k^Enjk*{*9#{2mT4vpTH3%;QBef|QFqjtn8fqKtObh0AEMX!NT|Phy8{hKemeE_L;ZhmB)T z8E8hilmKsWnANc9B%_*TyC}Ct>RKMRtW@b#3YEugM-Q0KWy=mi?ealTeXP82F;cik zdGy%1gOl|`RZ*qqAR>YsMb#z72$ILn=1}nTNuSl;8@iZfjNU=mZ~t6 z4bJ;S;o>9+iUR@PxT^xT`N3K|(&w4ITK>!hQ`)qLoUjQNt4tACrjTO3Q9t%l^fT@( z?+#lUvObLF{!pBOy1zzCL|KbV>QVi3H2vVZ27@T%VGiyJI5J zrpinmFJIa3mLiGAmzjh>o<%jYCnbL(8L0#;(?6#0<7N90;;WFl)%4MAxue_9 zFyTt7@-CM_lZrJunZf)35doAk1eccF1Cu)2EHluwjr~)#MYuCP5oag9a)ml1a1VP9 zJCRnjRv+ONfLd@lcmB=XkughHfVypo*>kRH58n)3URu&jk_rNAzT6*2#YIyrZ7_pv zVaJCIr41=Bm_O9kR^67jaBJv8dSFbp28ZCv{F45M4952(%;e4=CtwbRJAtN{u8#H! zZBY_})4k#sz1DWD_j@U*h`irlEilH!ywP0Ia|u7%KEr(JBB2SYE!d$f=DL(JQJzOy zR!Nrdq>&rEcGkbwSQp~3sU6H2p!uMo2Pbbtj<&ftDQWv<7m%bBOp;x$S$ya3h~$AJ zvp@L#nm5x4YW>CnUu(O3$$zb_gMeb&&wPdFg&ung1*ejgsB~!zBPbiHij?4Mo~nHQ zgfR8B9UD=^**_FHt^>N#kO;SUh%z^zI7w4#hR0!O*StdCR~=q2+&>;!bwmrcl!iJl zWtFHTf^p(CY--$BG3TT=3d-w{r$GD<;NbZ`0&9u?Q4z%tk&T(fn3rZ}R**T|3qyeo zT`V|q2oQLR$FxQmkIAy6-$5tQRm%cnwmunFT(A4$j$R@>ky}U#G;uc{Hm-1m4!hlh z?6(^CC41r*(h1X=0=Tu`Iqg(Vp(T<`GQJotFt8eRHPhquY8iceS}|CG z0W-%qgryvFb?>i7dSkiVW;|}qDPtl8K#<+=H^g>sXvJ!ji^A4EWIMf}UOxV|%kD+5 zZruxCX?;kHMZ|!!|6o=7Fasu{`L6^4Rayxd%3Utw;UmG1DYexv!~N7&JV;->Yu^PM zso9CuA4V9FwYU!-QF_7(YvP%icztD3CqfRvF2sN!#j12oAVP~o^pc{5YTu@6KChWe zC<;5JQtur!>k8L47HnUoIs1#;#24OLuw%~nD6EKd%_ELF>i8uY;)8X$Iu~|+vO}{Y zCXa8Ix4yqmtYG)RCtgXMvU%~bu=+pUGp{@D%4Kk6pwLorKIzt*9fJ-CNvrH(fXmSd z;lp?O*Xi53GmsS?R4o&5I(7RQfU$9%uDH#%Zo7iN_xildO8HQ}$<6Wg$5l5XhL=s4 z2uZV<)I5ygb|wKm&kO-Cu-HK$h@>WMSWJ^468G~kpiDEBB_k0WIp_4$x6aWuALk+b zDGEh^ZqzQ*0rKxzd@>9B=M`4^>Wn57rllbzm`C3G?}AuYLn~TxsrZs}?Gr|%-hGaN zwIzfB@0g6)4vu~1iif8Xf#x*tPSrVcSIGP6>5Vr*ZrMx73%9~|hTnBln%8YLDgvX7 zcSj-@jc#NWwOMFvs^Dm&sbQzb`?}NO;;1Qtug7|bNEC~P8n5_3)TTJ(ICnq{RV@cPcN7}~{@&6IqQ zmY+Pqi$kBQcMs-j-UtqwY2?AtpqudF9NM%N=(fRUMe~ne>m;5TK-)h5er3k7>~i&8 ziTqdO2Ds5M9nC{Tb=9#nUg&;P z3Af$sna-;8EOE#UensUa^>G39^w>snyo=|2(eopYuGb{q`0fXd)2W6*$cUfR0`M$b z*TAC0##KJCSeA|Gs+T&}(Hv@{U+~zt$X+e)*|j$ru#XMOlA4bw=}XYal0y^r-+SYxsk+54p`LDP^9}auZRzbt=6vGptHi?5x zMhPN&3@4r=nQSV!7zon4z^3!!(jy}#n~PJ<9L9zzdHiAcK(U`7kajWqGOqc^?jr`U z;R2KxN+eeOX6yz0I|v}bSOQ(TPndaDfGok6%J3DPb)5LfKbZ}C60#>}V*gr6B`A7y zaC{Feu5-&2*#msWP~{AfJ_ln=+4wSVAKyrq7iT?KUhuuixm=w`NZyutlIhKa^=NSa z@0z7LE;aG#9d`>QmqM7$N0&p_oFaj@03>c;Qq zD1w5dYC+`_e=x0@9w%(eLs%>SSnNpjT=bRNYZ^lmtL-6tVLbpcK-P=A=pP9WAnVHA z)h-kZF}&v@j6Yyh0;3DQOPaxe-dr1kaHQSO)Zcn>^`qbmo}IV0{1p zKd2ap=i)fR#xy)G$0VQ;8aqem9UQT!=ElR!CG4(fW4Mq20000000000000Fo9C4}? zU0l)5^s!vs)*cV|ni=3l=M7puQWN11-9_mc8mwlqfB+D%{>1C0jZrs?E5Ih>R8U82 zjpSM;t<|z~Gql5Cim%&&?R{t|nvzh%( zxMJVzFRkIzF@4yz($jn5WEP9d%Km{64pw)~f~adfDfQuprsyE#1YX8g5t7+JciX}A zlK_b|=b6{5Wo&A9=qH$~+lcT>m-9tFUQ#_MYeIR}K+ibi@pKlqyB8uKL^PYDxcM5j z#@ZhUVT3YlMB#fJ?5Ul|U5(|+q!rkcjrd*8s{{uh>BY9zp2f}z!}8QpJL#Mo#Ye)@ zj=|6p_RVnUYE9fp`#?Z^f}Wx%ZVlXtJlYw{xNL9XO|vv&O>dgfgRvxqN^FtUM32BL2)Jw!^zJ=OVVz82 z>V_JZ)ekS>k*lp&S;C5VcpdPg9pYFqxOca|OGds|=Cy1|3crm(kj}0N?awN}0SwtR zf<<)_a!aCf?NWMJHl%s~sLLpUD@8QP&mDDth+1F@T82_rzL^RA9N~F9z-Cak(=+zgK#~jhLr7Du_ zN5I#g1pyNP1KDWaf~-JIo>RHb8ct;TUjRUBMBQZbR*CR+|klg&{Se@L8DDm@BH$$BdBZE)Yy|+KpZcH|9@u?+*EP)(}U)zEZ=B7 zg%?Kl0=g$~+t(n)`Snu|5Kvb82MuymVHDjTn-4fvAab3U&- zXyR~+ra+F5N6Dyl>iqYH^0yDa(nR)|^v2zrg4UdlRN`bsA;B!Uzjx^tg20@t5A?y! zSNg|vD{lmSYje-T1@swmNTAuy#htm!!VY8Kc0-G0VMIUv0e(ip;P*_tUU0(X&EqS@ zJ9gQTv3CnwRjKD!Y#nU4?zWZp8Sa<0l$J(<7?$P zxX+j=76{>deO`Atg~jn~%JbYzQN}&Gd$HLi$)2e>d{yY1-hG+>^VkkzJ?KctJ`{qw zd@$uVgqh4A{&$LDFanf`_0bmb~01KRJBKxE(@CCEn%de?RmX(M4 z3uk*M&oVF5Fsjc_4=qPvET?Jt*Rh0Yz6;Wq*b6Bgg6|Rgk76oV&Yzbq?x=uY zv7g}yqFD3aXL$2h{RhuS;Ee)=$%>jL4+^Saze2I~ASuW<9C&WAcG=DFSz&PW*E4@{ z8J6KylFCgw7|LdkXjYbogJbg(Pd8R{tB)PcIbb@|({{sTfVCoBUCG!&+Wg*KprY7n zg;T@6s<#(Pn)B7`-9$=(t)XeL`6})f_DU%sSUKe55@0Ak1W~l)4T%A@tLzv3)vp}* zf&-~@;4&n)1s28Sk#%w^@Dpj1npwMSoE;|D7^jFsMQ7UrW)oZs6Tm8#YcolRbN_7O zQ9k?QxuwnR62ztSNB+CF#ClQpyHNls)~i%%7Q+q!s6xG-NVU$ck)O5ub!7PU1e>RC z4D6^b(493-u6RQwNx!APDRg6$hGbf3dr{k5 zO_Z%Telze+9y)}aFzGQ|vDOF@OC(i*uOh%nnD|R<-&xJI+S7L6vFE@y(1B}K7y$*0@UkbhnXsRa)?XYq^DOgr;oR&1RZ zdSa@XUL8)@{3;BdI3xso!jH^Ug9#}y+T`TDaVzQM*iKrceQBqj5o8)7`*4l#uAHB()5ktCOaIu2cp|903L+NQFL}p6x0^4|)OUAsvh-k_#FUkg$J682&mpKZSFpq-xNM+k=pEOe2| z2AnWJo4pPX$_(z>nb69fl0u7E=X#Mbz~(PuYCNjV%A!#>zPWH-wSfT7qhM*7aE&Yy zY*R^)N=UucK9#2^Xunb+&uPd@sc${JIbrdG#m_^bus!h=VhDHPOLenuK#C;z8z5Wq z`>{2A5$!>MdgYrWmNf{&6>zZVEX1%)Y!NyWDMg!fP_-s~Mr*9U4&vjKd0erDph%=d zm?)2<1%nYiW0im>1-~6nHEoFnT_GeTPF{(^5@VPEKS030-?k=-4+}hC446b&qEN6Z z7E3AJ0{bOW-*n7y2O(zO)>^S^RZ~$Gc&W4Q!xR@B?@(Q=F^HHnE>LpzWLDYm=9Xqb z+5>jDenqrRD1g5T{SaV;o}V0XT(=LQ9tM1#&*TI+&T<} zk$-WAvkH=41pJ(pAM-*fEQ(>IR~x@yJWnYAoIKpv3Da{c{5hz=;YIR$J`-e{0t+3JZ-04Aey9m)_FlmoGh}lg6V$J>OLz=A z&hQV5kyS>{tx)0W@q!HzO;Q>Pu_2xGM0KE^#^a)|BtgylJp)qKXF6NILq**(K;ErW z+0@yymYQEOb3_wSyomv~PjUP)++qC8N}k}n?mOUlb3BB8`bS@Xhin<=xitxC-@)aO zsDEU1yxFMi&Ns0X66<2+C`MjkljxEZLTi{roKdIs=HS~=pSBqo)uloTw8ET*k)Z(v zI~$?>h!dZ7E$4deonW(Cp;z}`=15#Ht^!;rw~cUcf=W8}pS?XmPxRAuSw?sYj`W7# zxk5&R#on-9WUE%1znzh^Thaibvr)FAWk_|}T1gAK=PekG!5DckRGBTk>dmrOY)GQ! zJul#T`ptO@(&{YY$%iG{_w^LsGPY}ke-pEN*m`EjsZ;5 zfw7ZTnwVYu253Qoq<_gM)LhFnyx$V|(RXGS=D0-4?HR#acP_X9FokMby>44GA^M{! zczV{`4XpL5PDyn8MqzI|-63Dc1udF~S}r6Qe-^^D zltyTSeA1ff3?L^-%+^2v^ImUBJg_!{e@@h8Y`uOTckJUQW0I^bd-O=5O zc8}%b5r0t%=&ZV$Y2JWniqUqlb@)NCk$g9;jbOs_eQg{0h}?Keh@BEe7Y#o4ioo}n;+g|sZ2 z=qf;OqRDRLFONg-LoB3U$INkIy*d+j4`4ZFmk$7>E$c7G(Btcc`WKN*cARP3P7q-2 z`AhMmIyXT8fsMsA#az6i&vV*WGRDT6@mZd-Gsp2!ytRrvfa^{I2(jI>9nd^ees8giQaAz^!*APzP8Ei&Kre8jh-9zR;VR`E<%Ava-;(Q8)g0MBiT@> z_^dzzBXkZIhA8t#!#h%}spQ!2;;6XslSNYxscw-Q@``tJ`YQrqNj$etS?4TKRNZ-3 zl%2VQM`l^s+M)m5E*C>=D(h<4$uCwNmAYUfjq_+(B%Bw+prKynW@Snle!KKeo0!qK z(X%a}mH;k$yDnLb!sI7vrBVt}Ed%7oK-BGAT`atCP)|p^tAGFi00DCTMn5C#!x1OI z1wPCWKzmHIK3$<;u%U?KZgF$*^B9^d+c0lMhx2U}E-AYG+K~zxy?Qo*bpP-N0gK~< zppSmqT^1MX3p)yt3!1+hs)K%Z2{2sW$?K0xp?2w&nQSx5RCIK?GPNygWn?;2{dfSD z7~ZeW>Dt>TG5P2Blcy#<>%#u}ZbpAW_SK{K{kpff-t6v?z5pLzTNZOji+wL|mu_~&=2Vvhlrj0%^?j~c`IzWiC-MiKVELm|%(7V1=897MuQ_a} zUM!D_SizBnBuTxrD_z(1|k*aDW4x|L1}TB&@JYnS~}~mX_h=q$+bxW?j|wFMjuFLo?K4(pi;VS{lom1B*MhsL>dRx(>2A zqyTO?PbDne7z(v~$<9#A^bq;bXCQR{sTBaay z^Ytqrh#y|QO$5nwEHwgv#7@w6$6T}e?v5j0HwMC0IL}LXK__fmMZsU31w1W#_S?(? zk|3G#?S@d;at~AYO#V?1amy93yyeV}o@vgwR0t2@MZ>E9?{7zj6=!DJVxX)uhA=yU z35d#O!7FC+YXt4n7`1w5+fI&B28Kc~$@{ZP#P)K)wqh0U?dgCF;e6CKVtay|veyx< zjmC#9p!lUfT>D=?v304`%?_2dE$*oGHWUt7|E0N_54&$yKXt&X;?1cgGAx%lnAiGt z*jn|B`4zV}NI~z|EpN6tDuLA9*G^J8$%O*TmD1gSu?EaukvqbEExDZCO5%J~OL%5a z`San!Q>jZ}tvzm(+%65HNzoCCbYyI^?Xj-W7N95HW^5rAh|9lOw4&}`R6zC-Cn zYa7js;Z1^aD zlmkUQ9J|@VX^<}+r_nxXHG;P(hJ9{c$&;ie+Vs2fG0a!H+2C*>uDHFK>J+UgDr-+i z5XJrO2NQW)nc9SzFB+He<3*?YHs(y@K=AVz?{=%GQrd-lEN?_;{~NDF(y=n6a-ZDT zV}7>w1Lpf7hKDu6tB34^yjmB9-T`=cVk*XvEs1q0rL*X$cl10F8dSpw`JO~N29quK zk=Bp^9)m|*c6*#RHC#Vwo2KGAx@S(lV02I8o))spz}&H=ddJB8Hv|gW==*NB=4 zK1oL7$&*D>jVns+ow71k)DcwHgLR}d{!C;X1DgO&=5as$=|ZlTZRG#0uS=T`uHf}T z7evP$-r-sN-^VHM*ujkk>g6mu-ITAK7oXVW%16}$gd7HFeOjtctpsv5ICD}|1A&X3 zt~3J0{%Z&#>rrm~m^gm6oXb8>SvHo~g9Go|q`}gG$*0mo{5j&$p}+wRz+#fthHQ*3EqKm9^NmnN4e1o;CPKB!6@_=^yo)q)kF?1=6=n8{!aLv_)UL2X- zhqm2{%^(a6d>b#rzH5Hu+v|g%%4((Jx7J0M8YUGR1mNzKpkf7BnAc(kQv-?BRXbAv zxfr!kmNgFsqFWVLP{mhj!OVQ56^e@^QDcJ}&Y3dps1kSU{`q@Tg>ORQUFBRto-0Ew ziBgzR4D6meo|{J)XLz*emTs)wDcGCq;B1deM{SlgWS?PUf|@s+Wm)EURD>g|6=h~; z!V~}VKVA!Ckpstz>&*P=gAyY7-hOfb6lt|GU80my&}kW>!nR#B{j@b=j-kY{ed@vr zmaUfRCW{TT4c2m8eALL_7@q=gZmK= zk_>1FAN=L!C5EZ{vcemWpb(-4X+(y$g=45)0n{SF%uE2m;S?u=$m6IznP?9Gnn*2n-Ob>4{JQIbq%&-?h72xpaA9ryp6#utd0 z<8IP+9e<{B3-TySJ;#z{5yDE1gAn9v1WdZ-a)A~`FF3Ok14!=TiBfw|g`Mb6Ia_KTN{s<5!)=>0k= z?VSKaXuHeUC&LP;kBITALl0&jZ-5#88`Jpx90YH`V($b-MCC>A=SFQM!@wCHw0clh8NO|x7w*ren$3x!}10Iy1s*f35-;^WQe={<`Gq-ng) z8>x>VDQJAx^JR3~$W+wNNaD;M+fUUwvA;ZJrfRsA`#gD(t*~KbjpCnq;=GH z-vLtnu*FFRu(Tp8?p(^u4POWap^CB1Rgg46_0R8F?41Es$@@EuS37vW(%1n*cX9ryDQRo>b!OSu5C2l62R-{O z%PJa-{Iwvr;LK0><;O;PA&sa5=8))WkwRf- z&7#c9zLddyDV!g+94?h>p)OaA(cK-ph3z48w!SF&@9or6?q~7`20tD#Sy}WeHTWI% z50&)6R2)lMBq8=!iO@Tg+k+VuF-^ZsgBOUE0rY-BIr! zd-|4D^H?I`+n9c>JW~7E)pxHn!w%NBq0j-gCc5#9lMxy((*JwF>I6rpSzDtLJ!1hc zba(&{nkhyJi97V{-}5QFpxFcF>`&*nmifOpPxI$+FOjR8B?rkQZ@H~OSG2p&rhNq@ z4GG8zcPX}s0I#SM@~-7uxov?YyT!1dm=bvAB9LhnZ#P{={{v*dA{ng!xv)^4FXZv@lRu*>7fEk9`W za=F3UY~-Y{x+4C^u&LyAG%WW8{%I>#4b5*X?~B=B#C50^WI#azI-mdm02!wh_nt@fn0pTIV7Nq$w{Rz>c@(<1A^zGBQgLwuvDLT7no`Oa5^6BjABT= zU!eU@%XjFiT~Czfjx+}hea`PNN)cy6#mxw<6hxrRV!}W?g#ctbrDh&MzXS-=Z~>Oe z0|ykt^HF80`5W0|>AkFKQqfg(p3G`Ur(R~-5H5>QMrc8`yUN_eL8W--`Pl}sNPEU? zP$;LQ$2A74>umPaBR41=3b$o2djb;*Sd$u6(5Ocgw-?qRHOb>OkAvRBwmiC~oon;k zB{A445i|lJc1Q{!-<&lFwBIbWwN!_{HI`zC79~HKCIR@Ol{v1N-HEpnO%mHx%3Xb7 z!mPC~=cgegCxG!bAUmrvG7CyJkmj9l3&+9Ygpivq8ldzWc7X$owce5M3*ITCyWQ6w zWPt-Y*FnQmOru*H9@Aj-KmWKoz}Nr#gSaVll0zzO3sUOO?lF>@3IqXi;p(c5$)U$GD*<_rp+G(G@_6~d%L zt}x5LSomIfCNHo>p>Qzdmxy8C=1Qe9x1)vIHXrn=u^h?BF0|0F*3D>Dm|ihEroJPB z#%2`Y8nIZm^aF`Sa_`>pFabas>-`(MyjvfIFD!Wda^%6vLZd`&XMIJR z#p$O7DD4oxcUCrpU)g`+b-{81w&gE~mxq*72tggv_M>`knC`XuF%5YXXqWbKd6#A8G52t3k{pbXW)rV#BgcQedj|*>% zJ`}gOv6%BZlh>mrxX?(S13u(I{k~{Jt4Q&eI;4<3UvTZPt)fK{nbu?tRs|L-tJCE- zj0IxXR(keMtmniM!!dlG1qAU%-y~=SM#d4^D*}v#4#u=6f{gl0WantX^Lo^_Jo~Zq zvz4o5FXZv&DP+7O;KTOB|~~9MjVqLq|5tt}{hJL>jMbS7eV( z_)AGZ8<+$nwJ@;YTjthUYWa<)~(Q&t+wx!?emz;UK;1545X*X^>RASc0) zL9G~UXN7b_b*-5&Of6YLFp@wqM#DwO8Pq_}8E3DC&6;URo5h_SpQDAVwv_`gYYReP z%;8fyyYf<;_7d)SFQH{bMc1-ov&`fl4SvMQF}&*hh*Ng$hQ1B+cuW`P;N%D9)v0sA zo)W$(%HH$yo;ixAV^xS^OqqJXbnt`RH~Rtoy+K(gbI(8>X9l%Rul{$Ta&g{KM7(=L z{RyuAu`o)AofQdvVA?{dcE4LN89db%$(}#KQLzoRzSP*IrQa;<>WL*0BFLgl%BDys zjWlvVR&-#yz`a2w{usquA2|faAkN>V%{>k!vpAQx=>U_d>O9%9E*cc#e-qShQ)n(!58^kcF+`Rxnc{b)+fs}Y~SE#9j_yVyC{Y{BnW1Gh0zfeVq63cdLCiJnuxXQd@)s-dqlsYWvvEl)LXHb z{`~tloo85IQncN1)nYS-)ttZ^QR2Ykdv>1y)dRyHdO^Qw^bxS3Q8qtIZ6k(}8KZ`*)dC}ji0by`2%DGTNCQGN@Kc=1i^AN{|JB}DtkHBtxkH_ z-fuNGQw^}C3VKRv3GI8W+{j93`1;aFamZcSE+w59-a1GEgGv_|6>>Mtjy}Wr8(~31 z_Imo->rb)K)zHlv<}1CO`{E}*M<;Wb3eWnG_kf4&wv#09Yy>_T%%9)*5dM7MigV}r z-`IA}AXvA$8=8#v_y|JBXqCvFv46;8ga<`QAI!gspi!-0orwMLw2*BitHWZ{zei=0 z(>m-&M8JXFjuFsiR#e07LtWZl%3Om2h!ppKkU4|HHEaXfB>Wcx;*A>yZSdLC|5?I35$mF%O6c#$$@Z)-@3Mvf$((2_E?azr8Qa~ki z%c6HLw1<6ePr8u+we?pC zpdI=y$7PQB8pnH5k6=Dx$%Pms;?>r)bfD=ZJ)l;q*J0mfmY3TWpqv#81t+ELjTacM|+z4)SIyiUo7K zOuehx^(AUa2G_pqQtx!E+l%0#Z>x-f1bN?%r6F(2#J;nB2)9GY2)J)5Wf!vBTH=z9 z46)*HIh9^va9(zfbNe-;;E{^KBqC0^E5VNyr;~S$ic$LjlB}&T*YvO7o={Ocx1%#Q zHg*D_>wVxt;YFiUSv*^M=X)T26eOIjp485jzj~sc_`)H4vO|me zLnx%E1K!F&7L2Y0f@_ALv}Xgszlp&$-z{AL06^`byj73o^=gWCuH>_=upuVs%g#-E z|7pP7E0(t!04WtK$Jj^ekyDLYF3t&s84wvWWx6eV7nCk6M# z?RxE6#?F4)Y@9yQ@oOrZE_(~h)N*6tRBv(;C^)T9DYx^Jzi>{b9ry5QRL~zPmVOWx zXTpczWPy6Dm3wVKn<$WJn0ybz&cZo~4 zl(@0i6eqv>0lkG{sJKz{I5Xbp=5XnRH{+DR+6*U_YzB#=jJLKcE{%unn^LLJn2~gp zYYB1ntT%pJya_8r@rvx_%pV_c^~htX>*BP2P*rdfS^Vzc~mZeyOCWJ=&bi-zJy3c<{ zc1bCu$(rX>kw_x1lfH@cNA=2-lQi~C1BnZ_tyUw0>4Lo?H-fIldRDA%vmQN5QuGY) z4ei^3ufhERIVXqQ987Z+JoTraB0C|82j*^?`xHMm-Bc}Yx16XF0aSGWW@lNJGV9D@ zcIPynUPsbwfFVS1#uq`;= zWz0w0O)5l#E14N9crZlG%q{!P2T9YTbF^ z!~OKOSZvPLD;&JqG50PDa+RzraGtFUzp3b|<~i`Y0tqbGw0>>KxML&3k^B3x^qkR& z+P;}{`FFGl-}a7g9yAbBXR(E#04naU%BqFz(+R+cmZXW_YMQ%@&) zM~hN8XYSfCGuKK`?4@)8jesKv)x}Xm^atRVd#CeJm^2DVDiCw)3Z^UWfg+UE6j82w zXE=pC`8xw@`rTre{inv8bF|WQD(gPV0zc#S87DSh6@8BGE$W_3>{8WHWpHi9i$RQe z)p5Eij<-l&hUmPI%DKd8A9Cq*A=B4N*jVdBnPY#bm^KxZ-jKcel;C$0S@>p4EFdTg z2{NL_g`2~9%ZXCq@kN z0nTgFF1;$#)(SRP*K-AoHaNvmCG$Ni5`z%=i<=4BJ0(bwEF<({=C_GG_i)jcuXwR=a-TczG$Hx*M8eHI70AvuD) z^<2b(EEX#av_6p|>QA)u1k$iP6+`;AY&9I0ql}Civ%%y3v(*IW=paWCv6EQ0Vp^SU zx%7+qqK^{N6r9v#=h`K!CTerB>Nzi}no+5Or9LSfm}bL$O)=I=E;P8W$|$eVsW{x$ zCw3CC4oHU(oOISJ*jr9b<)abvVy)nt?ogZ=WJ1`It(=ProK^Y#Sa!ri+37kkbUvj3 zQ+ZKMA`09&NVa{x%$@PI>typIWcipHXIL~6xreuZ`1D)ubL(&vHvBjYc=}ZDb!fnz z%}&%J0jat+pc?w^su~F<4qwyo-2o%%Sd0G|)IL)OMbG>H?#>B7YUp>P16fu+Wy1oH3Z8U?$bn+5?RORR z%3X~EgI$n~A=xyVYdbZvF<$&;HRz?QX(gC-M3hKZXK?i?BN7mT#{&(X>U+t6qzX)& zu_l7ty8mbzEQocO@be}og53$u<;D$Kqf&bX!U0%Lfd8J_o27LCu`BIQ(Plvj$`As# zRF@YsQ zTcnz6nvl=M_F*V!e-#mRAWN{Cpb3z<`ON7t$DIOD*dy~sMkhz$}MNx zdFyM8EGO|Gv6d=K`v0%EEMBGVNU=j1h~*`HevA-Z@9jt6ER=V1KlxYbMbL>T<=3*6 zobA_KZ2PbQZ*2rvoAMa@-1=@E>N>b73jQR`Qd+*aXuHSZQwS86tG1o-3T92%;pv&LrdF3cb z=qHZVUc!ochm8{jnL5wouoW_z8wo5khMyf=7;vq9Cw|I!%KfYSM~T?1)t^Jr^wW_~ z%*wMXh!|v%V)xzryl|gU;r@0?{rkVyR5G1i-A#M%&yp9@fH(~D*I@aDfC1vl_D0jZ zq$+%*bB@yq8|Sq=F1EEU!NMI!VTCwVlBLc*N`bd}XvC3lZph+mx8bJmLpGJY2!cXp zP~xH(((}A-_IR6hb&>7lF%Vkn-(tf`Wfd&uDDqHF=1BKb^~A8$i1l;!cOT`xM6GEz z*NPUBcd9gb)m`OEM9#d8+@1NVjNwLQAG~vRwU$TiNCQ_!W5FUj<^}vguYk?l8RZEVhde`I2t- zu7j*FfatyYm8N_5m!Q_HVVxx$g<*{fJPI`h%UY+M3=DH-`xuA6gD3dFvtfpE0f0wU z6T|}j14!c(z`ZHWv<>uYQX$_(g*N+)3@E7-bMVp7YtTDWt7Hm43zE7$@#&9~5@v`G)KABV7IQ1B#kDiEBN!M}*mgCXE z^sN<-angF1B@P3tNyw6$#(;i~p>Ec*agQ z%|WV-U4GMDQu}+l>?Fs&*5)!62r*xFRJ#t(7R!b$W2$?U3uYqADZ1eEXOUUMzmllf zhX?;U!XG&)te$f~2Fe`~1s*YzS_&!tRpYr@>W&jC4{a79f~nz`C)51ql!gq$@y#eo zVJwcFu4}i*N>ZqI5*!aHM^eWMbK|<59*q|`x4=g&2eEb=X4a{qqZnR)WdDKqDh@eS zh|=GqQkUwRMoOUJLmn2Uz+ege>y-|{eL|1sc`ZnFTHnqNO~ zoM%3c9Zi<07$%ftr<$|7;3;C?znR^bm(a2aSLB>w$iR=QcbFx04=M4idL*B)qS zDHy{&83k@>JaJ>_vi~7Ak znIA+!M->>U{ZfeZvhB`br5?^y?{+gz>xmV^ia;gJ?PG)c03C&J9|L^9a6h0S5l##7 z^8`Hp@QP^GYkT_RIMgJId6RXfiCt`Bk=Zxo7 zQbMK-Pc3UeWvt&d$2sCq?%vU!SF+ErZpUU=g94@W^E(H>2NW#)bk;%ibhy<#g+#su zqo)hZuG;dF{|g-xq)6%dJsLZlVTf&ETyT_TM>G-S=rDRmtwjS_^F(EYWtJrgowGv& zdZu|Xxy7r|$nk3KhWdh~Vnn6T2#y{-@sk<@Nw0@v)&TttBjRZ#IolgD*P>mz)-bBR z1~&K%xAXA0H``Jqw#qY1T5KSn9@Z??%e)gv;ja&5zC-VHh>{era=OgNGgi+;uo0iG z4SSI}!IJ&wDVmF6jNVz#Azi}$Qp8XVB-R}^=S>?HmrT3+8fu^yb5${yxdVR(ZhU;o zT;zQBcwuuoG%G)XI~%A07c~gNx%l^J&Tl%$ugmR7wC1MYAN?B@b~|KA>qt&p5!UD26wV>XYx>F#F`>t6!j*&)1Gr3_ zDad!9We*-oc~h!t2t_JeuI;LkAf7dU<}dUfQG61Ya+7T~bR6ek8Zpplwdoqo?T^ti za1)XYfVk<+Y`Rj7g&Xw<2KkkI(OLa-c-LOhLE*p;z+Iqoj21u-o2PUpMi{0=mx(v! zk6ckH{F?pa0wQEYY@F8wwQL<!jRW+&F$7M?pR`Z)05Aamm+Nl;m&4_#~mvF-mFj>oD!=+3s z9YtMXYrBb6G|AR6$a&~+B8rRdm#)akHeNC$)B#fzs1{e4tS)8z=|l2Ox@M4ZKkQux zlRS;l)hCwEKjj(3Bo52xcA`*Jaz2*IHS8c9fV3f-Pf-2mdp_zo+2jk=j~d*ON5+I) zfT#<}!~b><@=`f*a{?^Z{J@dwLS`93kggSr{zyVS)?4UG?(EI*F@P4F@kzoeB+L9} z7;+V&$1v;l^52CoLYtdXZL8oeay!cwumO^~G-eLR8un1K=wbv(N6O;XTJILdKBobX zj9*k9$9w|t?XXI#DKDQ3!cv_CqJZKfd#?ChN(F-OS^&!ZKGTy|kr3XtzCxb;!5}RE z%D*p4U0AEb*Y?9GgjptvRrt}A-5xYmk)|XhilP3`G4b7>KgXBO1VxjKYwu}e!IxCG zo0u$ijO7yAOT1!Wo;m)m`X4F%1F8cr2C0`vj16V-!sxa0oEiPN z1GAZ{5W8aJf|8`*LEr1(zsrnrwiBBItjzFXn|@I^lET|?>_C^}uAz7V&-I><=F>1G z=IBKu0jgxy|LWQ6>@|MVaph_ll^G(9f)zY2ZI)^A(qt>ncenTO63=?uQs{^y9oY=c zE*56)-Z~RHrhxW_IucU1`i(1^Z55g;A1G{n_lF1JKIt#cAPr0(9%V8!#!KTh{OE2f z%P8>BszO2P+m!XYvdgmmTp#0+nkM=Za+Ql?-NhD^3qHs z-zSMf2sBUnyf1A|!&F*UH}8z@npn1@-Ow(dH2dqtZaB~5#B49R+ySnrWcXg9#xP&{ zFnW_2ygLO#@e-O&#{{iYp5n0TMU9Bh@bFeD;Qdp-T)g1epjM{&1R9XrKMvUl6;7aU zV@TeaTLi*iE-VReczz>X+4Ge@`ieu`Kq)ES*W|Xz+75NQk+16oAHY(*KHo*veVs|2 z6IqGyGScNMcxKu6mE;{&A~aZx)mCGd5{kcsGW*E-`Y2H1+4K(g;i~I438HHpmhy|` z-**c5>&ub-6*dqT{fQ3!ht2xrOf zJX_p`o#!wYsu$Dbb(6Wclx}7=#O%aBBA_FPA1F{`FII1oJafQgTiLZX07T97{*)HN zx8|ImyMQm^=B7M*-YV?LJ~U0-jAmRF!fs~1J&5U=5z75eg6+1khr-OyVss_*l}FCV zunWBCjy;Q%*&Hwqb9lhRPC;5h>Tj!dX2b_pZZdtH>qjHyqF#4dirQH_!J}P%aTTUV zkN&Y~E|&8D&8Bij(l+neXO*srv?y|wa<<9^v-j~GWA451c@CKrMdV{#`A}N$Yx6W? z=K@S>rd8@-5sTjpbCGuhf|PN~qAneUkGxh%g_EM(xKP7HX2%H_m;Fl)Pc;lP$YdfL zNhf+W0jl26cIao%He}z&HMe6+1(0!8k|jm(m4dLO-P?}NWLIyuc<7lSgh3CmTD|W< zpp@b9l8seUFv9i4fK@VnP>f=P7LGpDhAj51oQc-TUWOx7PXoU8yIn|cwa&6m}G z3qR^X+WmkMtXOwS`dJ71qngRt@93Zl33Yb_8_4{vI9M=gA@L!?6bF zk?de0<<7v%^PBif5MgB5y;|8up;dE%JJ0xoE5L%}8G##!1b@Z_-K}`Q0XfcPY3XIQ zM=A%_DDG^oN~z_3^Q$Y)4`nRKcDmV8nmoPZG3Ctgh#T5kd(Yk@oB|0r8&5U~no=1R ziRk9EbpxxGU8kFBgw5?rka#A1?HaOCt9bw#!Z{GMkgZd7fl2|BE0ghGW`6xCIPT2w z%+tY4#NPym+N^5!yAZ=*X*os?zH^D+n+4z*o540v(3tB?yRC5rQE*u|ORTSlZD*=p zolX@}M?XR(=|b>{HI60?%Zk22YnxFg@is?G?z=`kiBC$3KZXJ@BkuhTSO1%K<)@ zq=;NrS?ES2RSSftAfsE~F+X#)P?D6oiSo!2g!UE5L|0N371i&ImAPN3Z0k_YEaUgC zB=7JcrOFi+fJkg-A7yc=27x?GwbSjFlz*yRsK*$lGH~9@nxRT&ruS*6ewzCFA*In^ePTM;IZ=cF z8u}7K84~O97kth#>-nphyHGz<2L}`>8+8#-Y)5o7S&r2*_KVvn!*R_(V?BiX;!vK} z`o6qL1s6eT1Kgvq#SCV5E+A+CDNCKW%i5Mb&%cjATUs6|O@9|0N?446P6yqp^Og3xn}C@JI$~HC=j_ z&{QM6IlG0ya2AK_1bqof-0|zMoF343B9#fE4OAvpYq<%zs<+YpX)g{ehPRh+fjpQx1{SV-#9k3cZ(Yu zy=4&$%@8M6nZqAyhd$ran(nAl_k~a?Uuke=)45-y-yUK(XNLo>mX0G#&Ak5hQKSDM z%2CbGLNlq}L{bc7D1-cO!}8uPlN?vG$!i?4%VL&28*e3eK%bxrfiiXJF%tjmb(P1t zQ~1jSXVcsWzQi-n32CgdW+#yPag&VAUN~Bj30nZtVA8!U4pmhCFN}M@9P3ep+OX{f zC_{vzwN2|vOFPqo_qduRx#b|Vsd7r_C0q}LjH*NF(#hIESnX0fvHOBfqw2tgwf5Lg zaFABf9P8;GQk6`WtcW_wg%Q&e%waO-w@31=u-@{M(6Wq_T?y*&o7NZ#7z3M5cGc!v zuv*ouO##&37yC9_d%ZsYdp2J}cL~Xm0HmgGrAe{t`PAlLLo7*RJ76$ZlK!!_eRN^q zv7Weq3wk@0i!?*G0L}2I!w;cbGPt%Yaak^`Ls={fz)dF|0pSLu3x_bvj5(^I)?3@t zHjfj;y|-QFMq`=2>bT5Tf<^2!2uJ50o3lRC{fhkxv&(Yjawp=&f@+-D(NjFh58=cQEWcS<&9)r}ew|2nzmg5Pj z46kqs_~WD(7>2(LG%#C1AyC<+G^}{$-s&Xby7H;5U8zU1+_T~vC%>V`f7QTF443yO zx%?KP8q9A7VHb_fkg5~=#f!KUXBTsV#U&XSNyrM8T1>OZQ@80bhppmm0jCUv)4dMEms z<|c&4gHEym$M_1+mcLvoaG-OxDxH!SPUo)uDBA-{3SFXB(GY< z2!@7*7Q-8C_f1ba%x={0dp_0sA#IN+2q%1DuV}Y?yhafC0Q!ozP%NT^12vo;hNo%| z=L!S|?)vUy8)kC2)v5TvQHa>{+0*U>oBBgkWUpQBLq{0`AHi+^TZf?$r?SyqJdo-p zKHd03UdHcrhN14AaPYGbJrr`yp#1FS-J>f%7p#!8JrwSkrH}4#bn|#QEpx8L! zqG%ZE(@Y`pp`#4$e9w~UraVTQs+b>@x`$Ur`hw6Aj25*OxpVnT=cy|4D{@d4%6>No zUL_42#e|k+WD1ELrGUu(NrOW(&#tV71E1cQ`@l`h;ow7L?$OB*r(3nP{3v{hn?On z^9}V}%#oCV<;IlXQkMgai(<@1PgOv+r`yz!Lth5j&FWtXUED8uQZi}D=xH-+Z(fr6 zG`J!3tzZ3RCmkZ?2kA8;W5$mWuRJjit^x$CE{GmvuMR-S!`M)xSbP6vv&v5 zts6VJc7)ZxdzGn%%Bk=~Pw(1VI5_OhGIW1WzZ1lL2HQBm3CQIE;(|B*x*8UG0a=Q8 z@kZkSyK^n;kL!XC?u&F#7T0@|lqCBMoT%x?T^$>qGU!X9$ij=eEFW{>{IbV6`k5Sy z>$b7uMEz&=w&VGc9QEeeqO$4n-ul4P|FK%k9zG1UGiORc<=7TtnP6-`>J zFXwEzh^RjoOd&1KHRqShjhG0oo)z!tO%suzj=gS<88Byb2;2e~qKIiYf$|Hf4d7O)o8{#0AeXhWsAV+w zlo(siTVk@5h$0E1eo-aKrI5+eYkXhtt)bcFG^p;e zpL0{OR1V+P+lYs)+{z+{2Md}YW?Bj=6$`w3 zS|4Mlk71`UcuJ-_iFN-}QN)>JLjWi2JnL)&WKTrEg=d+rF7n3hz0uB29IBAn$mH%y}dY= zLge&;o1aW(o8wX4so{oh1g?pyWAbhy#0;=Ei?kXcIz+Reto4Bpq(yhqdQHl!ws{QK zpa}4#(0`~q1d$*n(tq;r@HE&+QvXLLqwJSLG*7pRF5!o2975w#sZk~QjGL(4_LJ~> zpWBC`>$kN)1=?e1Ac)OFVw^n=VHtY}1<7g|j@^7+@>EP(_YBuAjP!|WD{m5V!R&WB z00mM4qS`uVcy=L?60Bj5vP4in>wk2!-Gpwp-8)Hpk_EpP)L~}=GN;i!QqrFwXJUs0 zN?eM7Y?t@@fOPnNF|l!tw+xxd698r$`dWCv%Fs-`UYN5WhJBW9{BMYo&!@>$-r8vs za5%UP`nqZOp7U7eP#W9_M_O#K0O3ZA<_rxtyQKfe zy2qpgYHs!zRkShtOR!NM|0x%V@UoIK*B2g2e28ZEIpvn69(g%mMVRuE&4^?c+MAjB zw-5kEU`4++q}K-)k;FL)p8B7M38SIQW*ua-$6r4|6uQ+ZUp+PiwW#+j?$kK%SyvEW zW$*H%0r++*({}vDb3;Pt3D8;p()t{mbjreT^;~_4|GJ>>lM3YcS5`}yTVz|Xp|xkG z)`W2p_wKrokHc$$k3R(|t2JN@i5^L1LZyYj@jjF9)!MS<$Cyljuf?3r<*hrwL%I2p*+A%sD~aTFkK2r$lSmo48z*L!ap@VT+9xYos4|w~r`~aVK(9+)mi~4gTtM z8M>9`^t15YAe24<>=v^DX&;H=wb^x`?eQq?QTftmHLhdKwe+~8Jz*rdRReYGZt2ul zut9+U=TDXlxJ}?lIJ+m>+F@ly*NjDoi04)%)|;xhm%fJ!Kd{YYX0#y*c-J zh_vgP0?h|T$~Y{5S>wicrc$eD*dK1TXe~cgaWgB(G$bZH) zv8l|tZw?1xwq2MlQHb6)sK|A~ac`W5Y*6ddGHC+}!{oK|rPf-OD6L(>X{>j?l`%psO$N~zzfn|zgYI1CM6S&UCF^{F^lR~jZk_sXQ3pyQ2qDWbJo zPd-A&iuQW;tU7MdTC_s%g!w%Or90+vZ`E|^pkRCp6QL|ds6A(`og4yXUJFU(J?6OQ znU2_fi`OKbYV&|_AZCA89qaw8raDVuEpsTge9{$GeLKQSXQH@vqw3Dr( zL6Wcm+*e*FL@o)dVl2V18|O;YP=1_D1)%xb$~xtt?-IT)Vr&OlEPo%JHBHTuFH}4i zP9zHL+i%=jfgtiKp?;(sXj`=JMMG$ZY}H6Nnp4vMFeg$3xqkbxJ2#F;DnRJ#x zjlzO?G`!mra%*Z|3cXcE+9!z(qW;zU_4O@nZyDTfRei&7?yK>nhG)(b9sS-x(!sUcW)IK?B-7XxtQj zW6SUTqt8JX>Zee?ypLaDp@+*wciLoQbRhUjfTX5%2u7eN98{5{xEERR?qPv@DE1y{ zk{>+y^HHGeAZA0xKwrITOq1X~aDKv}IkNOQ+OpGo!AY?A@ay2kkP2K4kA3F^Otpy} zkSZqYy6Hv7^1#C0SW%YNIMx4-z$RyGJxclUVw`85b3*^;*a2Wtd=BR@I0YNr5b;2Q zUA1HKX2N*cK?R48P~902{j_HQnJM@ln;U$Et=zoQKK@!w+GDPw|Tto&4W4M?1} z)jZjvV-Gj*FA11ugMfP>S@#^~G#;LLFRb50o_)^E7hGnm72>;5n!{enqpUOA*rE&= zB>Fb01_+{&HpR!upF2fO58HN(>*M{XSPwO24!Ncvq2TKaT{*FhlwDd6hV-VI#~4Pe zAd6pqtVLL3N6t*V^1s4a8v9sKM(1v5iv8^0$R4v*>r}u2_Ep41uB5fToE7%m%>FkN zt1}&T_#ru?yhHCOXM^e*KvYNk0#{n1r-u9361xew!kzTiwMbTkT&4p-G<-=#^pQVk zX2_&#tw(m?RhVuAf?LDEMsk^{LQtaU2c2F;ZNlX&w6*5$g7!Q22K@cOHZNJ;kPF$% zQ||SZR9PLcS7NlEU;*4QIp5Kol?2gLa9V6>E0s`K=f)YC*+YXoDw5lWrnf$HVM~>+ z=3}-y;WbMaAq$CtfoA?4y5*!1Alm#d*WEeOETV`Gtc(WW6{{vYQ*GJ!K(VCTFUQr< z$_kL%{YoeysAZrfSPfe2A(hB3i9QPpwmJ58@?fArrS9?zCd?Q?BwuebxZ`L+$j`wx z?`2mXL>uA_wMX|@FF+ZJV`ffnRs{m0vHV7{?BaOIHr9AS-82Ul zGZtDps1_7<+8B;WinSho9t&>L6Z#0Nzq;W~pQHNiX~iLo<2&}qx`ytgjEf%hTcH&e z=^H+)s`Qt@|KNk6g(z&650fcije@Hp=a9kB7%vR_Embr669Qj&i&{Cd&s%CTo+^WO z%cFswjMk`840_FJ@tiKr@9)%D;1m3J>Ko1=2fVedW@RD)qs0J0M?yGM2Ob~`@myu3 zTcGiNhOHTF;)RHLd0f*lPL*WF?IfO@&w)|PlX)}=@AIa-Ck^_b3u{~U;v}N=tdndE z3E{>AA`;FT)$k(;X!ngfW*&k^A5<>9jFTwo#P3%MT+)Y8u-4Vn$ipK!JD&GxO-Y$p z{d>HYy)Uzpx@Y$}zU11IfsWcXaEjWQ!zfaiq|<#AbiKd@T)}(X93sLV4VlUaI;IXN zzY*^x7y?|Kei(ugxW_}Yd|-w-h~pY@CC|-u71;@7^;?(rltMx((L{bbbAJh#YV!Z% z==ltA@&RY%KGOV`OBx?^ctF>`6$P}`@NA-RUZATUc)(o$-w7k*8Zun&s_PHGW;nqjnE7MG= zos!-))BvZ?lcq3}Z%iD(qZSBt5$%l+22&x;|^gyIU)(RCMH*Puu*5 z4SfnnA*q=2Hl)mL2p5}5h#KQB{gz-ChyVa7nS+IeYnNC(F$^|dRnX|K`bv1Xxukl$ z2Pa>cG__Wc3+s!>tI-r$A;S@POnK#K(^|R_;M-?>0SFAaD*!&g^$d;!si-8OvYhBE zHh4ezU_M+=v;;Emt67L{pXtqYlnAth0jrx8vAx;2b0LkJpeIvb^8yxTz#3N6%V2+q zNj}f4a20@T$I$H!YJ*~&+l+kl0561W6Zh~Y;AXGXRR#0_iknCGH9fyc6ccGy?NBJ9 z7}G@*QUooK^$&F#fv2dvb;(-i3-p;Q&8D7eKoyegne)z~?mp1~QnH`ImmAN=c1Su? z03w&9)|s0xjYeEP3_Tz6IK}h%o0npe?2=Sh5 zH!f0s-gDW17zkFGS9QCA{oHFo7U1G3!o{>sxQ?}m5wB8L7xs3Im!_R%feT5gfc!})XixgZ^%znGU^Z&||_Uq4g@cZk1#v z2&}&e#`d_CuNgAhLH5A;W+=oX<94K2xSD>e1O6!WNi0b-7U474)=T`JS$ZniMD|5AW#Hh8!|E0N@$@A?PiCX% zaFz;db`U=3fcQ+YKlaVfs(lR*H1XMN*`7xf#E2eQ$bpqa`Q0ukO%@Jp)P=+r6=(&V z0}DyJS`8)c%)Bz$b<96Io(gG9{ZMs5&6`s_DlCk!O6Y7Hd&(@uX=87S@+5U$RflT< z{Ho$qCEeH?1+8U+l{mTBfGkD(BRTr2y^0a4C+o$x*}(p@YRI~o4Nl@B?FTrNHqf6O z`fB1@aaUI7R0fWmv6LW&`TlVktLHEb@5~F>lAhH8G5(zOh1n$Ft#-sI{7dMswvILKG5&B_NIqIBY#r!MdUE_92CrFbjvS_hQ!Rj~w8 z_ID_DewzfXg&24g4jtjW=neD$t{M}CvH^+DN3k~ZRM5dJFAgojj22KV8}^6y+6}qL zCBvS@HJNu+GE(v=V2x#v6^H3_*N%Xg*9bN9m+sXQ+FHZEGcJ4TyL|gZv0Q z%)DIA&7uJie1l-@ObtE95+3r9Ux3jA6~wc$0`_^jy4GGtDl&rrcAxzdiX>O7Sw(gd zg>D+J$eg}`I_-#Q6pYnLdd7F82Ga4ZvG6<5jFujh=UX*jw(^nu{l7vvpZ%K&E#zo` zV@+2!{BqqT#B`-H&QeW^PqA8!YAM!hQBJ=a>CI|nF|z`HPIIi%=Lw&cm__{dA_VY` zN$>u%*hHDYx=?G9W8upYWBb167G(Y7T{UAj2KT(r7RoadF}6S+%H7#gvI^f* z=(vw{i+TWHXP(#gj4$FfJf66EGOXFo2`K6fxki`@%FUIJC)$uTOy8RBAwsQrBF?0d zK0ao99rn$^{1Hwss@hczdPgBsa@UdOl}*vMF5h&q8$%EUMP4Gb4Ry>%vk#Q?G`_3R z-YlQwB@hqf6?v(nImEV=h_>~;{zF$jd5+<`RdHRcd6JPnE3&u#NjiH7ixXcR$m?2nRf*dFmA>7`*ZC zpWtr44{QK#n<3W!3KhYznhOl~-+nxfAwx18m7aOqM)5o>i3F3O?`QU0`|CNw)GNLy ztWtgv>=F!S>=fI*nR`Z557ht?k{LX!FCX^fi7^qUEXAc!qF)bAiFPWzw!Si71<3OA zaY15diBy*s@l}T9%*5UzSu@kRGrVKCNSlM!b$*8+s(J^N_{37wCnP$U*!a2|rGW?k zl{qU1!w$8+@YeTaRc(Ip_K=rLknl{LVrVszXC&ZgAm+V0$Gb|-su4n>b{@j#oybh* z(ASu{3Q_GKV#8B724%&$A|U(jv&ugb``iqOO%in25jlzSRFqzhj zJ)ix4l<4v`)4@=vBwJI|ZUKk(rVRU1O;74|>h*?`q?P|cQMS#bqXT4ew z#>9NPYodMrQ9I&rv|?{(&L^10?DJ{j7J~2+3%G4Sp3vB-c57<%z^1bgeEvyW#Vc}J zQ{}%AnHy4R)yiwp<6eP5ceX~1sVIHg&aQHV3XSI2g-B8Z1B7OaB>9>|VX$_`cmVN! zuSf|A)#X&0ILJXZvwrvAV@orBw($%O1in(eqmD}0YSNY1(+Kc|)hVkjk{bs8mcW!D z@}an91L|DFJ1Qk61PnFB?etPEr(2F$2W<%Ul|d)}Q7B3fmksRi8}WI+CY-8y)}G|5 z{~M_mScM5pw`Qq?6q8XB4dK6AlW}_>m_;tI!0xR`tPfJ&c6l`pN(8M%F0s6hIBc@C ztD;`5^UMf?I!+URiT_ZO<)djWaDTV>;KVTaD^U+CDh&hwqi5+zd@`olA3FwT1$+%9 zF8xC+Re--xGUYZ|sr_WCjbQii*UR)SVpnnxPQ|@LchGQ;hejA*WI8*4MWYAGs zs&9X8u=R6l26OJ>4!6_MlJ?uwZ0{YHX}rw|@fa)5mn-`RcXnIyy=NMpopeQbz?TK^ z*p-Jr!va18ea$xANZoU@h02CeRLMSRc6wmIzcAMnP5(}Xfl<{_y{7*34gqJfo0Fe| zb;EoQWSlfDIzshI@qe->ncR)XjGuo|BAwJbq+D+l3`qEoam}m8$H~WJ=o$dV?`G%b zWcXt&FYFVgV=|rPA+L;A_yEiaR@qdm+|j;}c|PKEH`Io`6G=TbWnEu6oywgWy?4cWbM2Hms#}qJ5y;~boqs|Ujv1g1amLtH8{SEQ zUMwu6s2K7DzNWfy%7{c@^rs~a9m~ru1=Lp@PSy6&N%)6rtDW`%T@5Uge&&Hf?+j0gz|(oSz=7xwz}pt0x9gOWJK4`(V#;ZzU~On zNl4I~Y$jL*E(np|&Ef>g-PJF+Ord;pl)A%Y4}~LT>r0uGwm<}PS{4e*0m>HCq1c|^ z=Uo;&o)4W2gCr4+!Q@o}krNHf$+Q_Tb4Fmuo>_7h)}Z-9#UUNQ)e2a`LYs6;>G40h z|8BUo3Di64{`va4c*QMSgaJKlM)`gl%jYMa5cHtdLHkF4c$y2r#{UL-qK`B#tS$Su z;f?@Bg;~kHV7VNtHg<>~{&!Qp(WfllC0-BftiWX3GfEY>@+A+XRPF&s`_bDX3KQPd z@f;B&%ZyUJipY`CxieW!Fg}zTyZ&ITE?YJG6?={u=C%D}JAWtvzWsW4*|CFZkL;dI zPsmdd;?ROPI=SfNia6;#TslGF(BzLEU66ijiueARgYunn;$|-%@78$<9shZ3(s$2g z9R59@1TY0A*LM`)(ng3;i=1DM>8~Bb{YB;!&SA+-7{ibyHsSUYwN38m_m)v!qzW!s zN(xF0JYAsgDpUV#^OL%(B|W08(eH5EoOkiK&}i6q^Q;^_w-@Lt-vr6#2XYkGlwH+m ztu95=s7|EecH+r^oU#EO|16Km9TK-{Bl6sM{fr?XWLW1$zndKp&5D}^ct5X&j~l4> zrFF=y0avl>L|SEoh7h{lz5mdw30gvme!LR2doaDvCS64wdf%sS`ayr527Zy!{gZ%I7)-DhmSw7~i zG?B^XbAjc{I8oRy1jw%CNKWJ5|96}$*%`LZD0=-MSMYI0)f2d^q4u)`nJ7^&&g2p5 zT|xHAS%Kow*&Vz`gCI+x%_UgL&{fO>^Oj75^T7*gNOeh}L)VRB9Hx4#q zSkNYX^bP3Y*$410HSzM1Fg$_c35jBxVDsz7ee|FziACU~c0IldTLWMd_Kj<%F3|qcuAud@n27qBwqK?jMr+wl4Q9 z>@#z!8jRyd9sR}igKx80k44=X6XdR9LrBTG7RWhvXB4z(Bqt4!{GE8m3y&PW1dlm1 z0uP0j5S%$gR6*~Oe$7Zi$;b!`>4HLAfta7JENPgcs>&Z(?#F_);J|mT7f%?FnU`3i zMgU#$P!jHMkRUEB=GShWukwKyh3hE%mep_CAkh}LIDq!Q?=P>ydha*Jg+F|ADAgR2 zVGeZF%%%5(5(({S9PbDs8MSr0CucB{7hco7pW!KM`JieRs2eX7#Oxt3PROE#q^UO= zuqCEvXfVTgJfYI*=pR@IOY|J9sHT46_;PF@%5wBe>YO=;_cJN!TnOBYzg_sMc)X1` z?ccq1%cUI3)TGN`Xirr z&_b>_=Z1tQEt*x=mJJ`^vQo5V@F`ttCC!Bf@39yqJNb*^F~1pXcM9dL%eVw0P0Le2 z1O?iwL}7P;DOT>N^G96{>sgtrS%%FT81Yw#M-N5Y^Fix>v$~ob*Wex>8431=>+>E+ za(!(Jx^xlLjPj0is;z$C^ta zj1qXZ7!u6_GeLYnTYeWh;s^-bC5J%YNMZ$>uMa=uBpCO1F;U)Qvd+h~x1!&(igTAZ zAd5k?W0Y-YD!*iqZj&LxxWfy;d29;KF0Qmj&Q8XSQBXUjcN zXCfjy_Y9QQ&ph|Q5SG{&8*|a-B&Gh)O2~E}7PRfksqwPaOiVgxVM}KL0`oYZkCNi; z*e4P2ZhvH!C5XRI1y^cw-}_`Tyt37`{r4;<2^Ohmr7^bqGT$Lq{4xemq5uf@U@ws4 zoA6YK;Pul-TkTKrx!T#;=4+YEt2GCJTG1zhn_aLb$A}JWBsb} zxfekO980|!XkQn50CKq0xWv@j91oiJR5tEEO@(Xfp?6fgv_K176edixW@_K5If;a;|i|^gXk7v_mO?p`!4YROQ z(4ET}WM0`Zv5VzDo4sF5$+75JEWz;s{StFA-y>Q~h>K{ZG$Ajh5!1k`#lE4Mpd1@m zz!ccS{72dd>1@jcKD?XME^T;i|Hc zYiw$3)h8HjenfF6KaQnXkYhs+w4Dahmb2@pX0_|&487z(J(~GauHbBL9;lpXQmeBO zC^C7kt>Q*AfCTy~R4~6UnZ&;jwpYhzZJA|L)s{j^!`Z$B6ADG><1G0R%p+mB)J+#2 z=Nemk-;Bt&Mu2%35=@1(ck%ZeuXZ*Of+T9mO*g2QU|Fg}K#yOLyV))bZYMv7yje_8 z_*^*85505w#Z?*d=xLRLaVAv(=_T86DBXu}1$cY1T>~^vVWW-xA>b!N!CxhjnG`1g z*Xb*klSeXS=Gs8T!BtL!gYfRCW^m>fPeDuaL*dUID z^6o23XZVD46ASd-JA<8>$r4Fq>F4TmY9sC&B>PlCh6ro}!V{ygP?J$T#?W5eEqS&y zzi`Ft5MA~X{F0tbWLZ9Dh9glU_xKy(fC~8OS9HD-@u4|X>Ooq?U1gn09W5>YF#~Ao ze1hKaMklYGQ2pZ(9FAQnV`ejF(sXMA&?B7*ZDah!FGqGOM!+5q_S!x8e#A64N>=@4 zc{Z6DVdjGEFCYns4~!bwV!P+_ro|+fR0@6w?S_NX1)PQf(n>zx8;c3T!g%()&?L-(1!4nZjDQ(xUx9CHqZyf5UzAJ(n z19y~#!5l~v!WeH?{}Cw6@7XcV1o?YO@D^IwIdlAX zM{3^WlL(&Lcq!7^BJD-{2Gp3RHYo!Di$bP>;THuHEfuwzBeg>h&Tww*fU-6|GM`74 z_`1$hCUuB)`PS8h9b>w+IXTi~%L$it^m6BQcTwFql7B5ti8BzpJlgL=tG3afw3F6! z*K2tO8Je$4zQJrf1DklT<0)ca2q zo{i%6EdozI&GU~=)1?y6vX=N7387-jmH>DGT8NeAUqtQ3xv9g$<_PT%DK$+?+Oj2; z@P`0V7d7+b<-2TFWA;~dnD|cjfsRTX8I)_o`MROx-D;vT`~G|JQ}JWPfyItfO_5h8 zsw2lD?36%w5)UjzTK4nu;z~aHZpc@rvH2xu{{>wftNM~7R`s|nYN9uSbtfNBx5DReZlu~?mIg&?kZ`0=?N% zLxqKjBKEf7GyHCVr$EA8IaoJti2F4$zv#cNu?$~Bm){Dt3j95(+xn$>9b&83LeVB8 zQ#JLDR?s#afZm542iD5;jl#%g3z2gAekMZAe~kaAHtE(%T(_7beY8|b?=DuonPhH7 zW)CW8m?XS)v;&RdgbL|Wk)y~QowO>vz%un?^V#`$N%9t!MeWV`@Jp#I&o)r2u?am3 zj@{yAA22;Ypl2>S*=y%sQ#^{B-Q(o}A^&~g(otop#s0@RW)CYR{K$Cmr8OMC@v8d$ zhSmKOac7z{ES1~efA+bVv-sJ*J7Hc>or5LgyYoE)R^TVGHrHQ zp|%CLf>}go)!eJdcoTRkh15{ZczK7dHy1bU=_YxC=rq8sDzZkh z7t}gS2ikdO+06u6s$7>_D^A`kNc9$m;I7dJ?((5k_GChL9=aw+Ga*la5z-Uj$Kbq{ z`RMZzcLe&d#B6P-6mX8F7!TvLagD+zFRIp{#~7n2#OliY09ID%^)m1jATu1w=|^~H zT&foeNjy&2FeP)bvDmgYP^+ihK2(M1)Zy#*yA@DOaAvvwB;L=~<6=0+&sT6%{49Wjxur8};zrrzp=D)oNUVlVT9t1yNzR$7iTE}TaZHb=;|3*dUIr@Kuj!wDfz}#c%ksY;_Nc!$qLCqh(ZuT!M$uXP(!=*0iT2VJD5Ow5x_jhXGc{L7?MS*a9z zD@J4Q=q6C%bl#se6;n4o#5=T3_mr(|Yy-c>R1H?KFpY6~`57lhFFW z(s^|!L~Isa_8}3eq93t-JS+M}BVyCP0dA>gae?J+mc67@6&=!%{!~Xdq>r-sx8_Ws zFs?w(eFXOTof1_J$RHtS3eTbj8o+-~+XxR&?&%-Lb`W>biK|86M4#~8@F&5=%kflg z$o)Ar@si@DwFv6hN<>?M6}d@v!7T#IvoMr;(hZ4<(s76A7EY+zs}b~XYZ0a$q(@;! zG&h#55jwPJVF{_t&PzhvTL&!8!+{%rpf^bt!=BlJTfx)X9V5*{L)D^QTi&l`U!tu- ztLS+J1g*(r%s=NNG!Y-$xpl!Q2W`_$6Yi?U1s*d5-iE`5rCKfpIeu4HffZ7$7cyZZ zh~BMXc@)3HqVt0pJ@H_yh!8f|HJo_ub}1qLXWT{ETgU~3M%!i&jqwT@ZP+%B9>edH zpm`#)WwPY1E*JAa73X#X<@rRwH0boqr2NS*3e_qAa0k++I#BD*X!j5Q3E0dL@xEIe zWH3gQp@ca-t0!SRmjK-=FM~pZee5aNcFyNoC-~JniPP@ga@GF;>E>FT8t%@X#NW@> ztavo-7-+;(UxxSBw&kalS`Y4eOBylS97@ti-v55c<$f+5CLFwC^uHpH4ZrqusJ!Kz z%;2wwQV!2qDQPP;u#!jfkxOt}o9b3sQ736FphXKRctKFGIf@H(8KWRyWP6z_lB@3P zOyjCgYt~WD8#FOD_(!?iiW^5g_||Jdowjwye7(N##FOy(CfD-iIz1(9VWFW6xhCG? z<*iN0@*r)@pbCo0P~1QYEHv$?LWkEvZ;GWC#26;REv35tC`(8)`YuyWk<(m!Jjs^G zo^1P~vJRIAjm%zk$82;PRGb#tuYlnk^8@V4z;47m9|c;lZ{_t}~&bvFJc^MK-(g4JpEZBU@m)(v9gR4+6CamgV?5HWa&uvhrA6*5sRu1`q z4;oF5WM@e0O-y7?pWfxWG7O+;q7VY3T(@wAa}LfV|KrNGF)jEPh=>)%C~N8)-~iKB&(hlmLd+`&DrmqPb}QiAO^fE*ER z)7o{_G(V_m6B>T}g(ODt%DL^}=zT&F83k(`v=N!db96Z>O2B}aK>YUw*A8HJ_{#vRs|)}05$Q$#ao%66|L zyGBHTE$)AdGssXlQOSa39O08(Qs+(e#46XT1t*W*8#hC&e&I;)_My1v-&4eIQ#536 zb_iwwZ-(*pbSzVgH3KY+K2x(@#ZIDE9lLBwhw^P9aSHl4k?MwNrHhVZ0h5odXc_Zx zK1@B4k(Z*#RMWuBS``{RwQ%MjA0vBQ5h2zc$`p2;W?1ie;(R5gFGKlo`FRlD4rsM$ z%xtB8W5JF$PMatqtU)!F)Cr&-@sY8}3Rrn&ZFpCIPZx*ywD+Jcd?0C$YQc<#-Io>~(KK$%)dT0{PZn){?zLjDms<;MFK@h)5ta^Qbs!{+0 zs5`-gR)@c-QHyka@$W-$Tpf9@>;F+oA~Ix}>O*4k57`Fd92@nav6*Ybs1zsJwlL_J z;`FovmNp_5Q&^9olPSv!C*$s6T$bgz&oT@LO?Ty)Bv*?M#k{`$J?!s?`rYavp9JAp z41)Po76aLz>cucTOyfNaR3uzvGMb)7H^!;`=6kUT{Hgs`bAe-iD; ztr-i7e>1%fdMyBv&H|fgSO06%aqJw4(d;*ZC>+cVkBOc?+RjhkmILqI24vd-TZ{ox zUDFiW0Vbxv34+WUBn6Rc_dhMhQb$-+6|Y z9sqlV0FpRq!T*VSxyXrxjpN*ZzoZIL>tabMRPfQgyLm?!q~m=G*n?<82<3W zy?Uq2d3?4saBYuj4LCJ$K+wFp)<(BW2Lf*K;ID%k_ z-4sC;etCgvzRAiOI~H3StH&ubt4~((Qn9fKsux2%aM+t{afP>e+u0@kl43OjV0%fU$kCr0p5%U0>PYToPfu9SOgGgceVGQA%Xe( zXyJw%Vm4wOSb(bhhEWt*aoFxJyF>gz?7y|i5~^6G9Qqiwrp6_?wf8Ee>8cY!oS#ko z>79v1(x7mKw)cFdFX~OtsHuQKS4gUuHsJTzp-~&ZkazR+%bn z+CAf>73-#3ON%6hFz(5Z-2qEPe@Bio&QC$3(N!+E@R?>mJ7GjuYLSwgZnMqN)>U}+ zl|fr#G2A5C0xZu9^am5<j5n^tmM2^dLFl8{y-*9k3Z z_RQN!bv_;Wpbci-C1BXU{4vGsD- z=|sd*9atghDd;W384^f0)M%~V$mQrlVIUQ!CbBd2iM+vbEL~wVGk=w%gQO=-&Fw4P zTClE)@43ea3d==k0w;=5X2eMApoP>|(*G_Q)Vq2%NsR}4``)v)q^tH$ z6$dd%qXtNl+VA=sS2-KQ;bPg-9uQ7BG|%8kDqY8Qx5_rMHKxsdNh~uu#>9!K|9*=J zghI~`WX468miO5h<;Y|miEX;sH*cEHRyJo^SKbI%GF)`?^7a#jNZmmJ(Afr#KnS*g z-0uVi)fE03plD&36OOFVC^1Riu!hPPN1~+1jS)*9ZU2UZWTBNL=;-at18|$&15yJ+ zQjVuOH?WMN*|Uv!O6ZX~V_7F*w7HmQyxZ3qYGiwuedpY%bF(Cs*Wg@b3t29}{Vk$|5hy9N#AM9gMbEd9WzEmF4F%&7XO(>ACh;Vmc>| z10p1<{%1Dg8HtG2D_W(&Iz#Lx1#>GaztoR+e0>G3&doXW+@ul~_XGtnjdb{H)&p@r zuTKwWsQPYIlS9K2xI9MP7+$()BXw5umolcwi-2NmFIDqS{b{Hw^fe-`X zPX8i`X@R;y0?c5z=asjVN@>!`T}LZs&DFq;_Ht5w>Q&As><+V5Al^x1xQGP!+yuGi zvT~Nr5qvPaT%hmM`iWz3IE8wK2f_>VQb?E3hf$d7&5J}4jbfE6sv-S@>74_=YcI7q zxNTC}=&pYj#HeDPbHNV9%Bofs*?YPtcz{Ti^eFL5Z*HX%m}OHJ9Ol{O^6JPJnfHY* zR6E~JZ<_w3BLjp@*EeHtbFjv&EGVdAaf$D-h>ssuD6tn>Gs-F-ENH4fUU%3wXF!I>v3j8+h z(n0-s(EOUw&Mmn-&RjT9IgV-&WzXsyqo_YE*2H6LKUqWg@}1$=&e=ST*eT_AZ;m8& zWm4(3!2?7nXr9XkW4l`_Av{mCD}x1Ul9f4f>hzWTpU43{@bhl?9OdmVw*`^F?mO)I z*x5aQZ!&cS7+Ll(03-qj7kZqy7RD_^* z$l{9-Xd484a_B8~mc_YiDLlkKF46Oo&XvQa`D#d|VF!Cq4Wh;8)YQj=GYQo9YgTjb z=O;}Px<%Nf_D$$;6G8mY`X1tDmS1TjM)54>gN9HHBdK*`0B$>o;IYYz08L@NWQxN! zyKhUn3)#;3aUEx;>Wj?XrJ#ju2>~M2+ea`tu5gQxqcrK;Vs1l25sb0k3Vr)-&ft6s<%!Sotc0OV%0j*>3SPu< zlEvy1uvS3CZ3)p=9wKFO473~+#HFUhlq?qELBdWMbQnzE$7Cc|(7ZAAbTPoFbkp~? z0^i}Nw_R76Z7r=%Yk~5{5ldO6lF4Ryyc1oS2(0yTx+mc5yH^B3`!SYMBWHLCSEFWS zXE)e!Z0>k_X0~%OnFYPv7d&AgsmW5MA|OV)``3`(WNhEWY>P)VcLyB>I_wl%`KyQH zs{RV7jIg;HH6vWLO7pj!E?CbUY{2{x!%-K@f%SMyuaXEC|EqK&rS4@QYsB_~+^^ z=7fQALJl>~jQ}%1%)fNtYs$62g{Kzf4>cla0->MKF>L^6PD&AFDzv@4`*b>$*%DdB zHyFK^dCnU{;hK~yUhZa;9KU(Qtz14PLXNo!ohf;rUS(=N2|6x74D;ffk}!)-z@1^V zm(42Z`d-Q*8UN>7C2&n~#iOh9{rt%-)BQ{3w5L7VahUKWPu$FgkOR-1sNk<-0V9mN z;~i@UW+OxFSg^BLa{=#oEulKievdy^oJ4n#XM*^E^;@4?TKO!= z7!M6)m3yt49k=^rP^omUEwuafQXyPg? zhY$Te+}Ik6hdf`b22{jPukmVN5RBw~!*~qL)eMPyE*TU39zy_+w#q-;qk6o8JEL*L zn+S9>O#BJZwSk@@AOKm63smKMgDif%3$R2D-ggtHgA$U#m*U(B)6*Wy1|com9he)~Q#^^TZtZ z)Y!ouJ==)t#(N_cF;V0a-iV@^;?#{T8L1X!bxsLgQzG{09RqW2IfKsmzuHxCY%ANs z9el;!$yem$YXYjSgf3>25Rih9W)YMc}ba)XB4ZAI8AfSR8qWq<3@nzA#co`Yc zKA(L|s4&5CRAGaZI^l1z)K>7?&Wp{Fj57^VgUjFqF?5)U2a^Zo3z%PPh zBU*_8|16K!RDts;&4HMl&9Y%BLaGm&*^|_aqH_h8%!IhL=<;q+T2k7ZNnrb8vS4J2 zk(-x7h(iNLqtsH*TxJunzS4Hu3}1bZifosdzrRQEd#oIrKq^FkxYB2$suklN!TV3o zf35?B6w`FfyQORQJGuHE$u%K;eJko5)J|P(7F{=eFg0|?WCJI(w(xP=oeSnn)>(u* zuHwi`*h_*R)sep z0DN-t3Rn<4|D2&F1fmHncJc`F(lGX~pykjDWUGotb0YpWAf%kl7gzWT}=X>z_Mx zklv4I7krQnM6b;Ol$ijy$pz!#>VRLt5I93i-f9*C_Y|8OGzwx-?ko0aq$(BJt47v3 zvHa9)c4;^FCDRw&JK!*pAUd~7JEme0TpYSGURAO=*ZXPF^L6`_02b@0(nC2^#eh*y zcKJHAb(39kxd)Sr&<0%V)iA&C)vcF@PSi}6j(?_5CfR1w<<`8RIlQ=48Us1AZCEKYU^*T6 zIlw}2Fi91r^q`XJm10H`2TI5^1>ilfZRgbax2Wy=`~34AFdln-DL_f3hLqM5Am{d7 z9C-MCzrt>nVfJUUtgo^0Qq>)&ZB(%!84F%01zS+nPuSzzZ>PcAWSt(xDzNfW?RQy> z%XPFw!Q75`bBBtGwIoHZ?YIVadLGl7o+eFXi`(O_ADS( zY`ZoFA>1x7doEKCjrEN9O=X|eQ|T3(>1-xMNg4_P#!+WBMA%6j12KXY3&N`+SMR;1 zi^PPSS6gq~`me_^>aq>QW+F&8bMc6sFsbh1#@Qbc0#{xMOrrP+3uSL~25& zAt*yZ4`WC$o+I&CuOXS4$fa-`g&`R?2psk;XVqIpUDY2#Lg%!}f~WpIt`lrBnow(h zW+Cs=8oSw;d%JJ(qyt-M_0&y*{XZlR1NRg!9#v%AZSCS#Qe2j;d|dKU*|VMDJCRZZ{53t7wa zKVw3D?AjTgN_Y96E<+uVK`WrRi|-!sI=mP*R|yZW=nh24JtELpyJZ$x55&enVVhi| zc!`J-Sc08P9SXwApyu_bqV^{i{3w|{#XI_;d# zd?tejep4)GN-eE$Hs=LZvnhk)E(Q;9Gd?t67$8$Hi6*`r18(!-pw<7x;kB;TKhsI2ZmVrPg5OjOSyXfY1K} z(}Db{@CvPIwGK;rsWYyEXae%PAr#^}q_B4$Z3gLD_5W%u+2S~bTNo$d7mXERdP?J-&;_JeUs*)tKdcGW%P0|?Wx$0P)jhP>(e$?EXBQ)B6Gt>QHW;SQP* zhGzZl=;+Un)U4lL$;7HD_}>RDYx@tv_`)8Q$ZI%YdbIN%_;#HllN2(Vo`&q(1qlCx zFMlhEKsIsbQi8A}LVR-Qk|gtIGt|Nj{sAGvNk|%!SciRqgg&6qj(u&72P(khshl6> z5!1X}nJ>CL#OD$W;%NZsneG1;je@Ih4t%OYC2kVv(wDAUBpkL(*4km%!%{BclHH*t zG&RnvPO>K6T61=E5aBIFUiL?+oxewpfC}oASq@0h0ljg{_uxG=x}oT-95^SyX;aL7 zl}e2A+YI-Wke11qsuGb8m|JwzNCw^Obklq?DNRdt2nj8H+#Tu^iw<(KC4o0w5TJuh z2FpVbSb(^qfD=$Z$G6ijR;20Zshnn6W8=4*odOJ5xl`fsT+XRBKW;-0`j5lVWnAC4 z4m%*yo%36q!^Om1BxE;yf8MitxlxHjJsy+hj=_XG)n26rEthgI@igA2k6so|wYSjF zW;IB>RPdtz2`|q8)iS9VxwJXH^Dh1F#nF=DL}6U?(S78sh>e9osWalj-%j$;o-sEz zUO?_Y`V<>C915oT^m9X1oC2wNd0M^-O@Cdz6Vpim?UAFeEoT3rVwsv_nJn;-!3w7> z0ZOb_QcegOTFAGQWVq^ZuxERN>lx*&dz3p)$j8ONR^Zhp*A>_(9KP49zYIOs2xaCd z^jv`iZeS0rSW?ZOUzVB=_9|W20)ja~+ET+dn zu#Dm6Y^h8x$P$S|Hc*t{V5=pO->Ng74CRZ*s_7$_^2TZ-D+V1zu#f)$-X_*p!Z(+c z>|U25(ic!66nW^_8hWmWU!%<2MO7w)NvjQpuOg=I&NGQgY#Be9e=$x_OxA(3qLp!B z{gMXaQ~S(kjgJGx{u!t_MTh?bXg1x>?7(#qCuNH4QU}SCC=;)T&|ZYOwf;_{ zu^XPdtHLn)@kJ{%MQeE$?FFM&}rbcQ?cd3!rNH>?E7g`%rzV zW)-$lOtqf78@%avd#Do(U}|eK`4Eu)bqbF8@9n`N$^ESc409vaqBB&-7K)d}6-QBt z8xSo!pVyJT5zzYT&^g9a`$F+IuYc>o2V`AW}~ab zsx*|)#NVYQoS`KLl@is(g%xK#pZ+*7vS*jee-FN7~0PoKPt=VdD(R z+d`B+B`(n6Uf|(17FLspves^M9+64p|qy55g?-7YIBS z4n$bNb2`3@${Mi1`^TwVX~8D|@se8tTF6!hO}lSvH5N~NZZ0b`p=F1|q&m`Yb$*Z8 zDGh;ExCF$M?&BN8jpbawR)W7t=jGW>g0ot;>mhnDiAq}}txJh*(9N%kW%LQ1mP3Cz z!(WAF)SngsG}H|Sa(!f=GgObZF()RMHeTeEn2$gEA>;N9&}k;;{?^8ygOpA>py4|O zW}l->RX1M$&9&f{r$Rg~!pHo!z>SY@jZ{e^8Zz{&9TB{>*NWrk&iRqcWV9kOp^}8t zeo27bWH=Z;usA@@7}~WtYY~}M!5O@L0_X8uKIU@ExG0*9%EP)#ol@pqrX@qLu1`-@ z5gi!?V{v`OGYF|JB2uF4gMn2Jyx(>iYEVA?@nGOVUq20TWR0NF)6y@7GNL1n7G$LQ zaU2@a0M_zbDq#(voT~GG#G{pXhx!W%P5^3AxCgujmZmrgNL7eaYERa{0T}x5eT1?! zGnX&{#`>$x7#Fj^csXImGW>Mp9(v}35`jnc3HUsJtDro6*BkZ9=r)&}uA6r81J?2z zKr?T(nb;9k)$LmeyE;Na$&K0|z-403bnFrq+vHIIx!dvHZ=jpuBoVi9ug7Mm-d)D1blU?`Nh@djGLB{6@ zQE$LEAk0$}CZByev#RGR(dyxA_HniTvlzhEJfIQ?ryN4of}lqL*Nwk{hm^Deh5OPG@BUkp3TuQ%jKq89kXwp0L;>C<-_wDZ#d|@#W|b6K@%T(^uTdM1IRD{ z-`wR+@p;>uM?SXlJy4pE-EkXe1=a=?4JYL*gO(>=Uz(3lv|;AQhCg3?J{qCGo{$ zaZJ86<=n+`cK{%Q`+pH5C?R^lWB5T4u$`*vQ$dfKX0R*g{H{!!AA%w$ff9_yNuq?A zD6&6_J&!)iWbNRWp-J4zClRAn=F2ob-KSwl2m9*}PFxkq7!l2Ms)GOJw=XRMc?tJF zuGB$!8J1>qvJCHltinXR*@?GFH-l*wk{M@fr(Q>1;|VCBuJRTO^848E%ZiQkqk!8y zIJi0Mh9dX53cPhN8nmYfvP&w@1)lUJBzFEmm4pDc6pklyKc*l2&I+e7ylx*k-U7Yt zGiolotL=;&|Ir_A*#-UasvR=Uv}&j9QBWb$S{2@Wa>by#m{W`&HEI4JW(&&{DbDh# z(8k!toTI^+tVF1`akq0qub;6Fwh*Sr{})>~6IN7g5Y>n%ycCqfqM%ca|u`jhGnt+uW{!Tc4&j-}i+w5FjbUFRPIgG(6s zv;rZOCUF5#B_V~+k&$+kd*fWIBdI|_{@MyA}S$qkdDN~TvA z2|{5faRHLIq46z%WyBtKg`Ix(A-nN*=N#jGnp#Zw>{A~z124v8lU>hUN=3F>HqbC^ zuS4C=oI=yOMkWwGD)z9vaOVlU8Z^Hg>rR`FO`nvAaAn;&nXZ6Z9i=3)2YwPZLlVM{axBwm^as{&;?>T2qUzZrUYD^bScQ`*y0G38ciK)g z=I}P+Ww`S8;%aoP6@I!<#0XaqDurYl(xJ_0pH-6?w?;*iDA`^HGmoUaQD{U#IL%;p z)4aJ@4Zz@s@Fb5Fz2a}mTrEh^hlB0=5f0hS1BmLb$}0B&IjU z+WM_U*H}pUt0WK_v1Ik39s^H-qq>$3`BSIb(WpX%JjmC0shy1m@MKOX?DPS;wHV88 z>%-uuLKZ}y$*Jdd(<`JkWzVu>EzfuC5FuYpEgag9zoCWN_B%oS~iCDhfT5r72IMEWK?O zA|H!F5jK`)GA1rvo{+y=fy>CGLJoixXN70H98ba^ZHaJ{rs4@PvW+_gopvI_QPjWG zjrxyJSM>#op?iea(J;re_aLIlEso{P?e#ER223zOpWbfh`_>5-dp~V$j%^Zju8F0m0D(=7qVihrWrt2YKgXV z%2`ike(i3HY`U_vnUC>vm6Jc{W{rF<93ySq*ppQ|iKyg;tIHLUP;L9o!$kQK*pBW` z#Ru`QWOKp{CD|RIju-3bU5UAnF~jA#(~9KQZNMGSVPkDsEgX4n;mi~L0!aJAG_YL} zB^wQwOwNO{t78lHX*2v{lXbK&P6uN61j~gnYMYNyDI!sLQ_qW)Aii>p@MlDw{k&Hm zky-aG;0?)oLl(QBL_iE}{rR8*SJpBeu&~lqfMt%%t>YVJ#cHX+?%`M`VCP669P&FP zJ!&0A(H5pD#B2@3K;qcfh%1<3^lZo}cIvr?BSpp#>N?jO` z_N(}5fd(y`ckS|ey?U(Aof%zX$uHnGoA}0nO2scHl576!A`kgN?DY4lK>h6xB47Ai zS#+-(cO<*|307iaWWFu`*4HKpiGCuillp2+psT=~FrTkDdNSFTaw)jwBNUCL%`$fu zPB_b#6$q{ecqVlyhG`vy@zWFn1JrQg%Ba$kRo%9n{iAC>UFrDvjHWW_{K4imei|rN zaa!$spf5M93X4;_;ZUMhq7-1Zs>ioLq}PJT#5H(hd}TlHq4OIwu0c)rC&pxN7=E3L z>*=5bUwx%+n!${rqz1321=hZdwyv|MC;Z5n%E%0L-jG+}shb<;kAwk@on>}(Qzfc= zTdR!efYeu#jB;6yVZ#N-sRduAi^Z?pVsk2!RIc3Wy@J2?9k@+w#M7nCpy84yiJnRaPf z@o0m^OFzo%n9liAO8@G>4ZN2+{QRO^P6NUmY+&{7W6bZ2@#oco4+8}C&|gIuS*m$2 z?Q{bnCD&(TNEZw)eMvm0E!9c=hNGe9mvWw4o1Sd~#`pamT274HQ7iNKK6Y%;a8ZAU ze<{0Onvrv#V8Qb-S*7@vBftm|oSha+7@g>miw1(k>UK%01Jrwb+I6UoMt}dE%zRrh>rk)9DQ~N+gyiFXZzvLNHg4=W;Ek8O?0^|h=*Vcitxcw;YhV;#+ln_>j5zl zQa&Jnt2o};p(Z4B6R$+Ix|*?hN}BjB&$=aTCmx3O->`tdLANA?EgOn&fLk=#U%}cR z>rY=o_4pT%oF)f5V5L!WII(&hET>!Lx4L<=Py1xu{X}pGXiVXU#dOc*;!?$h;Tbj2 zTT&q($BqT?8>g0ZM=Y5IB@ud3k4a;gk|&;N>W}_1<=fgb4i`O>4<1GA*pu5ne>bs9 z(_`_L?`-@|PijL=Hv=>=fRk$%C0($qBXU`%5YiX3& z4>PrcDa`OsdNWn8XlG~kX%6qn7a9W{>Lg{p8$qsNZE#Dd49y0=AMQoa#U_}_6h4A1 zTn<(ok%wL*i$c*zI! z@ta22a1w&-mHxQq25;?0uVXw64G6gCP=HsRoa3kyn|9NvV&?sSm4mZ@4M9S{6>ja9 z-!*$DWjMtAKnn3Alo+-7=~9N=(z1*@E7rzc?36(tMA1YADnJqyha;oDD{!{hIj$S& zh)p$uWGar?if200hMwhG-j5~UD-Y15=>H&Pi|`EOM4y{EO(@N>>i9j#&}gL+EEf@N z#6`ah%=2+KIV~^t5W3<+$rfU*rl<0k@I0Oo_@i%>uBt)PT})i|_zL|cnm}cSSgm;i zR1QPF(>m*wt@EP>3^`fTdO$Wfg*ffsqEk8s0BrmUC8kiq7|K+?noVa{sk2e_*i(Wv zllDTO(-;+Z#loNVWr%B&x-Q2vOpO;!I=RbUhEjlcsI-8$ymd`#6hIWFKpgs~G?X0UQiD$uPWS^a$E zNUCiBr1v)0T1!T{5DM`FAekh!lS{l&vE4G!;S%)LH)H)5_4^3YUS1_rp9MaB9DQnMPLmNzSP=a||t zzzA7)iOP_*R6tU0eeta{+Wl_s;aLzlU@u#(NL^w+f1P~+gYmiCTg=f2a-C%Na&xjc zU<<=s4@8peqOiACIuJK1y-aqADLbkF@30VyduI_3mdMrwoqiG2s|p@PT4RN;4byCY ziCs^($6xBbDS}y7N07c{31lF+&#_4fiJxx60%Pbt!=0`=e^>^t*p4pS(X^i~Dv4=Z z&53WFKF|E;pR2;}1~deF9tf2=2Z$VEM}7Y|v7-18EI~(8*E|*>c+?}9(-ryZ?*+f< zVaSQg)M?O z)lX<+^r*j5{dhoIkdU@+o|X5^{Vj8CX>6B{O^@2HO86_3<2nj>OL~A(w#;?WE>{0S~U#h z*#>y9K&e{|$F(^fl(7msOw1bVhp`i+DTwB#TCIx=-fFk!8!nmP49mJCGdOizAZC*Nu&`svN zp<`TLt^ig*mVE(veK^^*^n%P@>30BWjej*lc)s8bPt@=`bHj0%a8=CMO`W$O2(OX6 z$E2~JFvahVAp;nuJFyTdRd>#tDdoFGDLt?k?Es9GUBr8Cyq~P^RFqAl0pp|X_M5h} z1l&6?%h?7rGG!djMF0{cndA^dK?ZVCUs~b4nfe_Pmf??M7~9XoiY-u{G~-{1oQy1( zUX+;K)|VK#%LRp0nsi>r@G`7&^~BrZcMwB=YJ?^jrnM6IbsSG|F^iQ7#(^$~Q2JL; zAHvLuGV<&a&T~+@z1BgNA`y$&5(sGFe6&~Z9iQsC5Z1MA_bEW>1AEM+IoHaeSj#G% z*7?$MTSVICn~e<9WDaKBKCx`0)$eG-)9FCP&Y;W&-exJ0=fTc-E%t zx(DtC4BYDxMfix%QIo!%Ep?>CLS!GjIf93P(+Bshk5Al5>;_17siVEmvuCF?4fV0s zgNLK7rX7(vTs7oPAIGzn=4ct2m=7j?xPdxn+_?2DaY|$H6J{-_gz(=Q&;2|_%89443knKIfKu?TJJlnmB*?$v!O~Ty zHP#-erA5_bjqMlvO3J}rDt44CVSoi7ZvPAFXjs{nmp$AsbnXOHQ8NDzsuOu!CEw>n?WeiLsx&laQDoJHooGlO*cb2A97w?AvI7!joH-{qo-&666uk<2y1 zbK~b!uSOyPk^f(22*B`1up+*Vdp))|@%;FKk>f&cVv^H^Sma0Tylc3JfUsM?Noj_9}1^QtTOAfhnmhEp;lN;*0& zlIAo!NSx0lLrDB*thVO^#k3v9S_6+ozIAF68zVl!_PqVlG@dC@XD2__ zMSxHZ%@QzepDQgtq&zXpg^_*5m>i>pP&wvLbxfVi0sLMy8a-h0RkT+qGj(Zh{CW z1^q6wthH9+~~S_G!f1$}yrc22uWt_a01)k6tWsER@T zXhY-~qMrD6$b)vW!A#lw#)6#1x?n9Vt&8^I1FMp3j-Mu^Iu6-;u#dzhD_ODjv4?7Rhg)N`z*#OSLv=knKk>VB$W4GOj z3lS`c@lVzp+rgwOl0UaugY68y|01D3nNGHsO)y~QKDgwhZc!bOk-pUT)hYS}!Z4k; zX^szVIBix~{W99-q5!?xgxk|V8Odk_{ZjWu@N9?3)mzFo!aeBjrp%Jp%d3*t#z}W+ zBK;dDE`d=QA3=i%!9V;K`yrsIVghic24H6yawVre*Qf1qe0-$YLWjd49xI5eFlyaC zL-OFuWN{^INQnjJrY=i-A*@{AQQiLMZ6{WO4Q?n)kUMKntbD5ghjB_L*;F<%)@#e` zJGl!`P3p)F_IHxSSTydc=sNK+RQCXTOV>?dEWkl|@MRXyFjTCt=99YyF-6yLiJduc zFhHg^Sx+5dhX9m2wWz*-AoRdeRu*^k_I4`0*|G&0gI+X8EDqQVdHs$xD0bmNm%I?F)YaesjIG*Ie-{C&vHOl zwcgmYu)+KCj2ST?4ue#Fey()EvOAg+6K!iIe_lEV!UrMUxDEu_V_JubBvdJLHr6O@3 z?E@+4f$p2oK(MYVKm>)z<-x+(ANy-sCJ!i^Zq3=GJ-`||_7g4b(-)~%g<-@+T~8Au z)5geA(NF;*87>mu;u(PXy#ZXy-Wpk_(hww8Hf}}1eMQF23+4}moF;4%migMdYAF&@ z1dTevUc)p-tw%$l>RU(@VX3VW!vTI#k4);43rrIMyLkAm!&md}&xp0q5U%xGj2cyU zGQ#K`nj34QWtkFV885^8D1wU>uyNSl1Mw1fgg37KO%&kPH7PJ;MhzBtK{mG=QY?hZ z)7?^>2f<62C*2fKA3Y=85(FVvWbu_4pOLX$Ln~hr2zdgNnA<_H5BBTA_f|C=TIW9_ zL9ig#5gS6iTOr`@| z0~Sl`eVnaFrI8qSOoWksd?9%FbW*^&4T;OgL|u2*7m|NZ zA$Q`W409szgM*TfDZuF(t8=vr);SffbU94NB8Fc}^KW3hnAqpxuQ7@GP-j?t%KA3l zA&umA*K%g?e}ZPhvj1=U zsucea^pk&_)GhLzMFTdeQCj7JV6E zWJVI)SvEnt`!NRaS&)PdiB+tAIqtz_TH8iQ#U|(fAxi)tg0S{}f;c=P(D=w62MoG_ zkVL}l2M_c?Frhc$#Y0M2lTT^sCys%@uX?9hTt~dUKDr}<@HuARYlbJnlrj zk8E7Duc(ygnGrVOVXj?P?z^-afiKdwgUT(Oo+FdR@lzKd`A4bXj$XsR)y`SVr0Xrr zs`lOyO#r_*J?$NDN}}Jey7%7+A;uM3*w2tz2}DEy1{gBG;!9DUd!^wJs-Ufqf(w#A z0vW5?Yk|a3LvQdkG@~oy$$XDHg9XL*b%f8-lTV{215R}hsrejvNh-~)z!?aI@&0wM z{+EacNtY`b(tb~x6T)u#(*1*#Rb78rT4Ug`LIBT!fT~ZGw7x53LwnVJY*6N?A{08ioH42}BE#ip=}Rey4(PMyBAL(@P={x%*2P^i zJM@F`lxY@~oJnO|&sku9er}X3;0E1gL4U4`vanE-j^ufTH?wl5RC6nh=4g}uqJT!# zd7$zEh|rNf9mVLRk^L=I&b{I6?=ahf>cMoq?r1!5wyi!PczS3Y5*6j9Th0WAX20T; z{aUgi%VR4M+0P?Bf~v$?Cq3?0Zdyp9g<}v4!zSAun?loCf5WAO0YiPw_i-@9zt^D{ zFj>m2%ZK1 zhS|=mb8rZ#F&|WiHWGaTy;^7sZKU*VQYEbyG+XBG5r*+jWPcTuzYTV)_gd~Po^-(s zp!u@VfmN3@CQ*_20lc7j+xNy78Un>%Fi_?Ew;K56SC5>z5%3dfaz;}q*;ot|!Im|t zz2NbSEr<~8--17HlX|7QwOwo7w@$%>K+i5xP@^vLH3*)vy!YWPe3~P7#Ece7lf-c- zH|Kmp>__m7!1nhhfen$zM+o}z$GSRUUkIuqx#UU=k1;OCpw3+27HK2Te~XK%Ia!dM zF@Dm*#4?$y1dlovrm=xJPW(pbv4SgW;T|ti=ef z0X~Hc47x((;TX{68K(@wPNSTEpDU@O>?bogRU1?N0&Evt)OK zTh~9o-P|VvP_`W+HBz4eOY~R{7aeynbj@%XE8LxY7%I6d3Fgo+fW&ksSt;MGMY4Y&z_KjV3$$U zP*?Vb$JT$A*a2@|bzXU0qcu;9IFewsxjtt~#27Nt!1ETelmUyaJ$H~GjxTHnE@7Za z7&q^UuVb{>-yQ&@A+eZE-6hnE?B+nnHHDN%(%&REz!|t1&eb4st+jcHT{6R1foq2> zq0ogVB_S^k5Y*N&Cy(B|@ol+Ek$}?aOXYzA&tB-4iF4Kx+d{!oqe?jQBOrCkn^FTK z=Gy@JIvUdq*7>681|_N<0l*4!AMA)tMHv?Dg>A43p|oilp;Fkp-_e_G20CTZms2Y%Lr>yhTo%trKK zGOu4wONjH>^@U4OVeqE_CiEuuEfA6<_pDR-8MYV3>tlP1lonCanybVhmjc2CUYMmA z^^qTo8jHSqXrNP!{ubBzxA6No23}TNd{l6sZB7aaCuhEkkwbf&I*t*3z1EP+Yss8^ zE3GQF2A)+eNLLZ(^%PndjG*ODx40S+||3qW)_iR;t5cCo?UjT@O zn)e_V?|F!<>irMbOOoNz7+P{hg0^5sf$xPRnyDhU;Vjz+eJF6b!W|hUKp<9Q4aa6A z9P35Q^h>>nET0@N%S(xI^-w|Qwo`URl_`APM_9<9B(pqzHcsmRClzvJFKo(B9SBriIRO}v8 z?D2Y=d+0`Q8t0ZkN&iO!#^8)Wyrz!9<9nSJ)8qMLFh-B3UnYTL`H9%6{D<`flQ1mF zc~M{h+#LKXX9$kbj%hD^_SJ*E6r^-OQu>lQn-3C-9djwc_X&L{X%u3l$vV3saIQ8t z*&aVujaslH;YaFkOmf`uO++y?w=UxrPM>N}P!P)52+7G=F5oWIrkgfc?4HSeFdKKV zEL1sLk~16CCN`W^i^gHopSXq)Dd=^dP5Aoa2sLV*tNy6j#8(Bu)c$&0O#bC~WYCV~ z?~x%*NlLy<&DH*$y^G#JDaPU@L%eflgc2i_FAl&?Dj{kKE>eaDHY*X(6tVLs+1PF& z+$?gP1eoyG;EEweKlbB(2$il%(I}s9O;A%4CpVOemV_tYtD)6>yoj6KBTHLY&Gdk>f2Q8x(#vy@}EYo!GY(2$6R*`VFpXUynRA~88jy+?zyT#0D$;O+@P{| zlqC|Ik5FRf^i|f}#s*V@KWho{b0s2SUe~CF%CBzSg|nJvn^7NV$?eKt8@6<2c>gDb zegj^4gL6C{Qh*o%+5UcC*CROdzlxIHI<7s?hHO~e7EgkuX^%3n#M#E1Q?pM|L0+^P zrZSi~;?ZBtd6=e*{u$3w>X8Ar1X?hU>FLPFywlYZewx7Y)8?D|is9Sz^y*Ize4VV8 z5%+Tb*vJ=<=y*$8;)(37@NGUcFRX}(D)N0>h&IVguSbKoZ*`gk*=PK|HR=LwCwri5 zr*||95B6BWe9T19Nj@4g-pO9mKUz2b83zMf^m`tZ|U*y1s3fX)%Nv!4R4E z#|35ej%lxa@Nl?yow+_Ea&ZBtSX^Qg54!}8OSW98K8gJ;ua-vBdsreGlZOF~11+az znrYJ*{|TJsv$2xP-jln?mUGvNYE}Pvr_&{F8WP<*(ci#}4D`#wErpN2$mJ?Y&+?hg zBOlv7wQ6tSV+r%(J>cyq`8OBnVH~?OdB-=TB6EV>W9-9as8d68eRjT5j-}E2_9{?T z)FD*S_Fp|4-E)cMK_PB^*>o0V1y%@RvzK*N0|}mY*+Afk;yMU!EDF7c7!Pg+b;0OC zMy?Rg8Bge0*+u?;JU3n4_6B8cj^AC6KS#RoB@BPa_r9Lb5c$iA5VKT3dyHn@pDwZK8lSto)-m{@T1Z@ui>|GmTMZYb^N-Dw_L7t6_O zs(+6o(bO-PrRVK$|rX16T0y<%!Oqqq{7JAgfd)h`#*H78gBxd=%8pc83|z0 zc{5+NZpti*<}T8d)^CBuv|gZ)*N3tI*W93iK?xByS1~l`rjx({N%-ps%J>)5vL+Y( z=5A&4em`s=S6VxQqGJwg;2rFjesTuI#}qislG2xyp%A;2@(RucMV^Kr?*EV(RPlR% zr2c*<`bLD~xG_d#Ti^?bDPAyD{Jxitv^G=6#^Whbj4HQ|;>fHKk58cdg1!2CtL=@< zz4zaYwhdCP5!Q=!h}Dsf^2q~W^{q>PYmhA#x$MZ9(5 zW|&!Eg$%ScG>8YuvwDV3)HdizJ>itRB`stF@oIca%}Ii#${CWxfzd9dH+*WNCFzj$ zpU(A&R@A+@mR|n=6*C&~7IxyU_H_kE2Z)-S1fCH{?0-Y8_}QBC95rsHK$f8hFzU0$ z^f)(?K+upGvy6gbt-Lj`ezCJJZUN+|>xAe!2Q-@uFhC7%DqDklqNYv7gJk~s-?{URT>?nu*-peh>EAw1=#!%7?hJfGd|>fTqARkVpL1KGEZRcAppO$)*aC*<>|` zowPm=+LDz`xwj1SOK`07h+oEecQ8~15)Iljh_`J9Ce7L{HW%oiKcmA%#iMH;AL!fT|V_#8gOg#RE{}^ zYiqlTTi*n0ec5)W9N!2L8cN`snBI7H?o>O=Z{rFyt=2(;H*F$n%SLSj{O%AT;ZT)l zysxc=I5?t-=Rc?v2=jfTjmn<5G^}_U_nEW;4VWE~?0Zu@csj@ZiS&zsi{{1*v#d;% z&UJ=!tus07X^aQH{`T=Qppb5W$9zPR$~LQddnLOlNtlcFxqeoyQ;h6^{dHUk-HE!IH(8Eo(lt01fV?OE|%W{8GNY<1W_yT61i6xRaD!*JWAruaqbJ& z{5PaG1BWoM5Y|fU6b#n4r1NO7nelGupE|rHIkj4T1>sj=!XIug*Vn+LnpxVTrbb_r zRR*13!->hJAMxJoEfo^u5O4%BMbE~f^fomul?|ylML(+9-&aN2PUw}kPin$!$3V7F zW&>d*dN|YucGybg{XsM0bjlBeEr6!b5fc>F%bNosMsAUWmZKc0%*7B45Dg!ioYu*~qetp)&U_X*A ztG9PpMV}fwq5nc(l7*T3Y7AT_YD0AP@p;6*?y@tScSuQ{AaXutRHDCP0 z&ejn}k(8@09|%alJqVBIQRBy>*qgCJtgWNd}M>vNW+ARKu|2JzdnbteH{djyw}eI zPJREgBY`9G_nB<)b%U_pt23qk zohNTW15L_#$Xt%C0yT)7tpHX)slTCpFZTA2F5L%Mpb>Eq1clXlocov#LvYZ*tu1kS zia#|+rP4pbtjv70t0i+n zQzn0pzfJCk`QS`^0S^D!d1S*w^2b0v{^+Htt@>;UT4&Whlv{L##uDbDo9m5)9NXU? zzJAO+2Dc{QTy79{I##J-z$TA!a>;sySq3*vay5dOUpzAXGMqd8YP*#6rHbW4ad6T_+kv> zY9iI7%XV0-)({x~nvkn6&B!!>3ZKiG@6&nl#K_I%8Y|4I_pG@KA9a>g{Su!;eIC5u z`}VtGyTE*VaR%wWG%rV)P^3YZKSwBPu&p=cp+=!_NN%8~{{ilu_?vna?wMKKBhe0| zLfVM3O^rU!WRg{fUu!nl+-lLx0OmFG1)K@{tjZyyoE#@bpU2`BulFZp`_2J#t9~1; zXU2Xyk-gAa)UOj$B^^cOvYhXwD)Y61chLYBxIE8$F#lX%1S2f@HxcC~0Rd~ME{@fI z4$wZW5E8R!zCqSkw5rxc2>dns`hvXh{SfiP_ef=fn8c$kQADzE?t9ah$W`XQL0l*o zM=eZN0(Q)xUQ^BF?54@87E>#2?WzLr4p9SFA2{EO9RnM>P+9g+&kcye>9)l0Txvhg z*(QUCo9Ar6HMSdXd7<_jY%Q^lOyyszhtVtqQ-!DbMF9;I!VVU|oO2Etn6CivUA|Cp zEmx4purbrx$}|;t{4uyU>hzQ4Hdo9cId4wE={uo)9BQLTjf8W!;I_u;7bW~a>uh~; zA6cQM8{Sp667$%o%p3(q?Ak2*xU^%leJT7ozS`5xwkb09sjYpve3rED<*i5XQ5(@! z-p0!Ksa$sit5Iv^kvlk965)%kYfVv9U`D`eY3A*aw0P*bk0g@$r~W?H+ydEd*U`x^ zpzw>6%NGaiZK|%|U|O;#X>l&kue1C;*bU>Urt+-*-#G^^>!AuXO*f&@yU@)}FaYUm z6&?!8>6__6@)8ji(kzE8W)J$Q-|%ITgueu3?8xR(6n1Y_!fJw_UHkF`jJJVGu`st* zIaoT;2Q>C?4!r8hyNQrl5F}&d33K~PWqiXeW5s=_6&5Cc-ThHS@a54!?)5Va`3j*m zn|qyDl@d+Cs9`-h2z?_RpYrHV6Hzjm`cU30`^%)XsTGs;Eg8t~vzJ32cRhU@^NV~5 zyVJ+xN6gq^r``|J#PGSd1v$89#oLvjZ13BPZdr(kH@+G>iJ2yDVa1Brad5|n+;(}4 z9qqQUrOw%mEQcuN5zHC59|TAmCppeed^eos#&WW7kb+Wb1E6bR%C{7EESd`f3D+x7 zkuz(#URe1&T`Gy$3d@;CosfE{fjIw0*vjv>dR^xA{8qT3b#DPQqo%{V`H-bWd|`bs z9DBUh2&AnMBD$)3>HstbMrF(W;d9vM$G5el!kC!=$RGfE4H8gfvJqf_Kb8<;0IZmq zcj1F<)5e;)$$g*w%#JYNZc+57Lc<6&|`}J>Fj}c@1m|h9#%i#VApZ7LGd;c|Q_+`>RwW>6oKq{Y=w^fT#<3PV9;W>M3kW3EQYcJ+%2l zD*K8otd6<5(EZRqzQK9~GZZc+|Dp-BnG2ZasarvH=-Eee6?w%Xe77TKCU`Gu&lYi8 z+Buk_zMLX%YJEFU z5VFqEAB{BabDU5KXQ*-DHOla?G)#@C8OO0O2o2nr7wC5LhEy7J$Ac9XH%o@>(no%fis1b~)_ z@S;k-)`rQirbQdRw38dXnNF@vvTxM02Q{>}qAF>7io1(?zMu$F>88bXjcbbxL(XEH-ddnr>ok}mR0S`3jijSdX$I!beY(EJ9 z(Y=RK5Rl@S6G@dEfnl`kt=20XIo&FWQRjJ7d~Ql6f_!Gb8;J*a%{`*T<+^iqq#`5q z2LGbOc2@z~&NWPCoDMYSBEG1`qjD%PoNPdL-0OVp`T(gN|9B@pK8YWFj^A)J9-a2quVLY|-+hAq2~)UN?QG)7WU?)Xl@qsw2P^kDQfX$l48spK#7c zO%8z$k)RABAmhrEOE~LI3SKJ^{T8~y?-WnsQJmkw#ZomZz(WBKBajmB;uBuOv;+ix zR_9JWf718Hk^-LcoX=KQ5J2*I_@JQ^&EmZv8T zN(xv{C?E5~GgQdPR=4umdY8~kNaEVux@cL_xZWb{*n5Y;_^>gz^SR#vdOf_#u4?&QG_*rm1wNa3m(e| zD-SHc=5W2AS&XOg4qmCw&M*Zd)nrmL10Y5+)~xc_cDOBf*!~+V7GJVMjt3yb3}?5rJbRJt|L}34N2G2MwS28*FvFo^w9Q9RZA$lpK%CoR?7KZwmJjob5KM7 zt<^qdxkt^h^0fe~sZu3MVX6JXlDQ^Gx3V1`_C@`8vN+>yn|eo{+ru0I`NGTf>l;{S zHtrd~H``|Ab);w&Wer+a=$VSJI2hoY9kNc#kX+O^?9obDvT$F-Nw za7#wGpQeYW@nh-hAl%z1MiyC-sOO(^`!!YS2`aEHV+vI`j;j}^e*B^`!;K@Qz-7zp~x_~8D| zb2A&#=@QVidLG{7DzW$l+YNy645qIkO$9567^k`ZAI~nvY*P^nK?xhz+bJw7-)KlO z{lUeB5il*dacbxw6=YbXCaxzxN-Y-a?)V05^ebN!&bw zXGLveWyQHtkpz_OugtQpjWFscaNj~}SYSR??N!eMsqyp1`8^92qm0_CK}PQv5FQda z)UpkWpJP17A>+4=fQ zNJH2e{%TfJQv&hhLCl{2T<@{W>+v3pySBt5OU7+A*OnIDDDXz4@h|GmPw%-Pw60J~ z(lTR5xqUgq1wrcc$DC?6EHO{LK#Ocd^B@eA6G>w~#{lOw+Hmrjg+<4P1zin5~-K}em6uVSI)nwQp zD+V8Fj#-TL*>=IW>cNagQA4FogW%&jVW(L%7ognD>AI*R$)qnbcOF#(GpL|NMnPvF z191{UhWl`J=w0N~9Gx9zj5(rHSQDwbs#s+TuYf_V*$z};sxYtDDig>s z;zx@^=5;4%v5yO&=YFl8Tf0mU6WYQB8n3XvurZe|@ottE$&MJL4ZW@&Zh?e8QM0^A!q{v|8tRxhGWa>OvGIkNbaX&1Fa^Y!`@mln zqa8rk58Y3W0o^@`S)x0jQZpes8<^OPI^w5^h1d?l#s2#|rI!N%AQ{RzEuma{6jh}x zJjE`$Qoj3)f$3YA3Irgw%F8rQKdq0S)4JHD=AE&ik@32=IX?nu)F!G7w`aDYG&Xs! zDu7+{9N2*`6MXq3dlWkLvpxOd+8O^fEgGBBwcPj!`_6DPmk_rg$kE?s^&zA=OElRu z@sAu$6;Vk{ti85;;Po{g0N25S0-Q@MqYt(a3&7U1j;L?wG~C_KvrwF(J(xZoP~c4+ zo3<^B5oxTepRskS&74LfouDeTzc;C7q{C=CL4CoZl;o zk}WZnzp*myAxiJQaZ8LuLKcy;>3(AC)90HiD00QBUf@+9Dk{Vb#tm8nfeH!zzHc^V z^|*%zJtaKsUzH|cS#ZbF;_pi9#>;@poKg-g(u5svI5L4JO!cCFS2subX`xY(C`xq# z#3`>*k-y!`R8IwWeX--jot+YEIR;9owzbu~sd@s?_|k|UKfeCR46mfvGG2BrW>Kp1 zf%!5>BRNc;E_m~K#dG!`#-4xKn^u=OmnEFMd~FK3WLhVzCdI?3cZL}Mm^8&M(zIWP z$t2h4;8bS}UfOXvR5@RbCFL0p;JH|X0un>1RH2fr7#e1Z0*lDZZr~HZ2DEl0kk*91 z7^BQY7NH2@GUbUkEQ#%S*qa1>O&25YyAzT&6Z$j2FZT~>I4H%#8^~$cpPk`^CA$}3 zjVy+sVrY@H!Y~5vqKH@|oyGyva?o&;;%LFjmYvpE!6HCP(YDrU6##dNV*Wq!u?7sP zzIq))D^9vtrj^yEi78%5 z6pKqSKv@3RbjPYswv@TG{&L462cTBwV?Cf!pJ}5;HZC=xb;4e}E~Ex{o@-+OF_k8i ze?Ly&|M1Jy6=VLip;dmV6(#mLlDi6pJd5|JHqy#*2XDan`)0~FWiwQh1^jx81Mmy$ z1~QUW4*|9ASRxv+?+BnH*L%G7{*Cub7o3#!ymKB=07b4{Vu$uP$1p2}i^6%uRPo>< zlsG%i6WxlY#C|HV;fe5&h$>Df!Pn5@2-y?Z zOGDhNboze599jKp-_({MmnT4gB%4<7J~1(IUs^K#5MNR+25+%o$4bj4)D&jj-C7I{ zH{gs@W9F0+s@oJgeYZ8gpf+;xu18A3Sk>5E5#enXr*s5xlsD+_PAtJKnX_H6l;%K4rXlKo;4yS~^vB8_o$DrJtmUj#WUl*q|HbJiM9(3?n4o6Q zKsR*pGsA&nPK|JgU+>98w;IQ^&w#^25?s!6j*OOy#}y zhJ99EIu?!g1{>5qFyS8tB(neP?M=)+ZUt~>YcWbOlZQ&45Rp`_d^oZ_+(S@;{SQ(I zQqC?M(Sit@lEfz_{3->hu>(L%%e8#BaZ@MRxsOFeRl+DG8SS-owhC8-X|7aI!lVL+ z`OhI^oK#X7FV2Rl2~%g4%;aDfUlVrVpI`qRb~?N7OB(`fw+p4#*$d2{_}_b!GHs#I za9b${2`D{yJN~y0aeMU8YcR}^L&!<%NmaCpQ@R!}T$Q!oDrV?42dlRZHd>kDy>KdYap z=-Z0ec@+Y{9!_BWr#`*uOe#JwTFD0rdS*V`u z3@;LKDI9y8B%yonxLrfE&k|sad}K9VVZ}4kInCF?x^)fQ@Z8f;aj@%cvWeP>kLO#j zM1r0DB6RMdE8uuRo2K_%*+7{NP9t(~dZ^~{YrAyDA~Dc_nG27Kw+K!i5nS3)n5&WJ z2uAD*B?w?=pH8T+CS)z$Yb0CxI^&H>!Rt1P4Z3^s8B*F>b;oqF#F(n$n9|n(=LCEl z$(r=0&5kXW_&>u&Ox&^?FVuk*XixfUh!LP>N@FKZ1XFq%I=g(_v zTJv)i87f3U26LL(aoLS+{?5+d?hxl#^O4 zviLL?(R*gdUeBcZCm;S}e5otD`z)&SVAcbr?D`GaMSzTIj#m?yZKX$4c!S~enz($4CP+?lpoTrh zxb2>o{`zx*?&}T7hzYx~s>e%gX&M90tq?TbRfZ7?gNiD6vIUwe!=9o-Z*6@HEgpMn z;7qOY=LCHaB{WQP+bxF_YoIo*Y2T<%4$X*7!{8%Og`}4uTrdq zv{0LjmnFTJrmeOTxe_;|2!Sfh84&umj?3N$&+&R*{DmeZ_!kPwGw$AUxsJg>T$Y;^ zU#X%((I$j-9j3w$cw`*Q47BEqI;lfxvV<}{0$DO;o-Ja<`z=G;i?LH`7g^~+Tj4FL zOFgUAexeQvkUlrt2mFOT&dO#yqj-{kqlBU{5-Ebqw{pVUKNm-hr7fC0F5EDzZ<#L1 zp-<3gW!d@8O1d^*!25ye>{L!>re4j2{|sj}PS&4sOKus;-{ytzlJxdxUE zLbc&IWL%SgIEBB5jfFIHEM2$4#3YUqTiLS)n0;o3qRq6T(_ynN)XR944}lWv=U@US zz}Evi1OPoYT>+I3cl4dBWXa-E5}pPb(~J*CF8v<4+?T802B?;?cn9AUQLjUxBQ@E% zPiL8>nZ{M)zCnC%HfAgoombkd;^ODBfTWwWm5BZP)w6kbPa>i`O}@M(L5Ea5Vx%H+ zZ*cLd{}6a8-mwcSm5T8@n}fkGxs%!jro#|!-xjmT)e|HO*AFSh%n)vRl^_s_!9_A0 zSwbgk_nufjJ4VY`KGKmR3U}MkOpsMb*Y&0#Q1-;8ZYnhZHW6_)W13Ey)R1VM`fwsK z8-i!y{IqusASVVH=cN^`Z#5`sUhl`nEC*a6^yH~=)+nch(}J3WhV;iKr_ zPZSxrcCN)F&&;jfKSVW`?nqZ|5MPFgyME2>wbU-cqR_f21~I9s)^=p8BEebl!*}j? zq27ezc*}|}*7S!xQAu6P5Ns;&h?YpK)U*3>J@6sCb zn`I9Uvwp7M0IF2Lk}g^|(}AqX7ePsm42Y#DlE#(#Lv}b9qxfrZ&ZyOuRnn?JkwsMJ zIy}X1BuPi{+9l;8&4Y8B4?1?LlWHhtNhoL1BW64delnSN6)tXvMDR2AIbnbT;fa<_Cq?}2 z;c>nA)@2ZrBP6E&WUU}Xxsz~Xo@7n@y1!-+ywdw$$xg_rtQ^KL3KB9q)+I-JV zCM!47AXxuHjmb)$nd3QImaolojs{`H(auBcZ5iFqw#U{vjhD7SX8zjp`yPhOh-#R( z75GP(s51l&U62ja&9mjrDR1sY*>IFP3F!1n^@-r1`W;3>Mc=}F<^G!im;9`hSjKA= z4bsqiUId63WfPN62c{+W+@&jMzZjlkyhJ!9YK7 zZoYxy;0G05jCI~2#^B`K)2dPcT=Of`IE3%^gJ$kFs|GdP1bP#a%h4-v>%Fv~9DVrB zmGZ2ceUktl2BnfEpq-<6b4h4vrdi0P3}d8vn6oK1?Sp&pvz(6T-o)>Y410yK3rLbA z4*Yt<_1|dYX1(C;hFmlF6t$ix23d%Y%F3vRdqb~+vnwdggBXzD(fYn%Llpq^&IE#k z!4jb&j;jmo00z=2p}Zs*Mt`IM)5`)Z{K*uNmpS^z1I}W;T}R|tUmE4hnJI7}F8#d3 z`P<8lsJPYR&>}Q!M~m?l=sbxT_O=|oGd;Q$hruZ7aSa`gBkIO+&zm-jpdWg}ekL1* z3D*UJ48m@i`E5XLOc6{@cqEUw+La51*n^Ben-dR^Y!1_s(iK{vDAS{?UHg56z~+d> z4NlscR)y+?K*k`WZl-3Fltt97Wok$-d##6_d|ysNq3jy?zS10UT`0o3KPoG0ok-A= z4jf6jA4;_Li?RU-@OGf`zM70<2-%3-H1)?8DMO2y?LIVR7#dQmfLl0cV>J^hl9&LE z99&&FSnnHM(i5fk0e@QW2!dOx@}xNWm`#mdubLR3h#4uY{rx)o{-6P(-Zi3PUm$2s zK`GvAb|KaGmDuE!*F)~k3qn-yHeX_MD@)|RhR^g#7H>~lHNJoY5N;tRFZK4Oy$rA# z!i$xGRT1eal4xF~d>yzR`cDCX(pZBa{ynmx0ByP~H&a=s{MXyQp-EEHi_af1XA@ES zQwUasMrUQbq(?BL)rueC+|Fwta5S!ICcnQhVDC_%#(ghO#>mq|Dp4G)Adjkk@B)8( zb-LVuXW|jv+~EBdwlqfY79TVMraar=#u>u>t49n^MXynOS}<54VKv})CK@I3)g zLO441)V>2!ml{@vsKTvOSTkpI#**j?+=?AS98J?@ABXkShJMeRTkeI>xS-WS%pERR zQmRp-5BBT|R|^;y_!3>ncm>UbJkP*eH>MN-Np4%;h-c*O^aG$G^k91qGF-uDtKn!8 z@waN>nrQ9ECY~k)Cs2w0TGh7L*xr+>n!<$l1!T`a*O!RB^ zl)v+Qi-~~EF(ARp&0I?%V~9xHPfv0c^;y7U9M22DYxq#Y$)9+quINTx;RJCtY1>_H zkg7bw>M)zYNNHTMb7g#fkn5xkKQ3bdXJwCfgsA^@Esi4T1zwz{`ZxCtdRF-*<6HCO zN507dzCsLy8YT4k0wciE*`KdQPP(0+wswo64FWIjxbJilWJYBFX`mFGXd%?s#R5Wj zHY6rkWQ&|{U3oiAuVA%mT*67{y9W0%GIQG}Lxw^$gMH{{#hAUuBwAA+m(}D(DEn}n zBrOMfsC+R|x?9svueyrb<7_k@dSTdNvEE7h za#8MFN*oIUp?Z6@e_uKYfdieD+*PU zOx9a|3R$Iq!%M9b%Xn(HV2<-&Q1sHVXh2Uv4!b!0l#mS8@nJy)%4%>A85^3&uT`L4)hdd1>GLUe7lNr9z8rh0eqQ7FPq%g{p4vcINUhVWl8n{$eKyxC(eg75t}q~D z<@UL9xjyw+Sg)JmFrOw8hV=%@0hLbo?NX{fg-4^oAY+*KVcSk-hM_alGY#Omr3n^jqekh0H={&steZL6}h zjd#YBb@fY1O!~TI1MH+-@E#eZtr+ird^`C`=06}6Ep+TMPM-`c(cCci8{2vI zS@dCvAVXe@elVP}0yNc<>~8d6uUDX$zD+)(tRmb?AUe9f6b=!d&%i)E84|T&b!K^Y zadvY>7TZ;Dq03F5bg5f>G}h>H*G*+yD5tnGkAhErK`iPDD4fH%(;*(U>xzrp)W%qp z8FwZPYKyBg2(dW^0y3DLH49Q4KxEqB-G)}x0o;^6N6lQ)6q%q`D(5gpE3i?N&0|d{ zeuvdmGMbWIU(Yf3U2ZuPa~%aff!38TRPqJtH91TF#(r-zL&%HoVT->uS2n@(g;wFv z|8i7s%Q9s1vi!`i08Q~~*>=&4j36-fSe1wU(H|&#I^!nj*susE8lEac~pt-d;KwzZI-ja2wocMyxW0wIF#! zl5^!UliXm6tdYWPr`CwUFw&k!pvH0amMcJ8ll=362@2sNLXz|Bb!uviJqVfyivN9{ zE?@uvr@2&L*S1_ITHgxF)~pt`@}(y`E9t!+d`dSS%F7}>)6C?FIs8W zD}3d)mGOZJ+@V81$=>~C2W4wdTs3JhiVP7`q`mG0#3d2HXC|}dvP6R@@F2!T@tP_V zY=rvgGGgrP$=*d_K;(}4!4IJZdFX3{dAlQ+Z$B#M;gBe~|K4qlf!$?b`Q3d3$(uxz z;D3IuPL4!=w|t~R0=Yy(9l^JYd!FU&XNRf2ITLXCAP_b6k-F`-xTiU|d$N@IqBIES z-RLxGz?~QiJ?i@fgW~R8MlV$h>@Ny8&pO;#=fxy36C7$ysn%Ay>~4S?vd#!q)z)9y(0008VLYV-Nq(RNS|FW*){XiKBJ&mQbP#8o64v@5|`p*2rA)?hU{5J&TS zB#BOXi>`4UXQuvjgJJ{FcFTi@;Si|#%`7E|oNB68ekMqJd4CDiUsvVY>8Vm~8+kjFYDyXB zO+>tM6NdfiNPW8COEFavy$o;5mtsdzBT#i<&$jNCF@zT0WCddYyH;kFxL8j$(&-0k zuzsd=LSpAI4EC~xJx%t*-Z1d1p{&97KI+(F&BI@H)FC<7jI}T{Y>cR_`ce-$T7=NosyZZ=2!Rh z0T$G6Nkv`voQ9i&BpG~%l2tF(yGiH$MO+q`+fpZn*9xKqlv}WB29_3~dYWrVkxWA8 z9Su7|MmL0FQGnhSseZ}U+UElPiyKek<=Chi>I#*;(4qFEB-n}KwYjY;FG7>h-wuMw zw)ehEbOUPyZYiS3D#L$fdX2&$m`1zyBVo%$6>kkFLq8|PnG_^iVTm#Wqk!4E{N zwMgH4^lGGITJGw-%>_eZ>C>eCGD7aNJc5&RqdHv$l0Gcjcu(p21^UE#fZo!saeVktyV{?Oa2*M{;evD>zYHj*@`wOk4uwzil}=Gz@m zd_F+M+g9|cf;g?=Sy5S?DGqF=rSEW9j*`+kTnIELwd>H2 zj&KoOHMaI1Bjv>*(Xmr2vX|KwE;q7JGqm6-8VTM%Gp5dOi{jF>-$sJrSLUxG`Yue1 zph}!MT`H6rHqCBQH3@VUis2r``@o5WTsf37)^+rK`gJG9hc_baD#`wUFt34e4H%Pn zP*HToG~X(8nv(`e3dy7}dAmJ$Ww z&Mw~i6fwcVP3ANE?v`R4DN1%BCn%(c2TyNWktH{3?(!BtoD3SnXB$XT9pF;*l|!%a zL~z+x`@B;HG%*Sse<6f=x{*zWL32Z7z?te-$d=XgzKx$a%GFH!KKhe3Yl1F_uYfRG zFi6J;yRAJjQJBSgk4UNkYi%U%RZHZ>h1<2&6AL|9vJg_WOGUm7%r{q2n}Ro~apR8k z29gaJ7*=0qacu4jYzF3`ZuUfD?LX!CmmAJ@_S*bH7jPiwdezV*{KRyZ=D8q3v8BVv z9`43fa9qOugGsQZ$|ZOU+93^`3)U%poq-`if0v_@CdEtK5ygzV9_gBd>OD$e=8yKB zABMFo(igYZw+*+8`!i0+;3q1@yC%Sghwet7#slr*OVVaZ6)70C5)@wZ41(G73~n}(ZO3}(~W#qqtl zLSKNTypJt@B#(}Ro?8BMLw0W6b4gPR_R+lVlWHw4`dSYtC|7l%=KKA5Nd1%+K@eLy z``pz>B#t7gWyP?4`o6Uz8_7U^T-@vHO>lfJDDoY1OPH^R|?|*fGrirk?hqF z#t}RDozN0?HXRNG`((~8oS_&yfb&J*bdk6_a)riH!6MXxI2Ja$Hg%SR2<4!P;*ZcWk_7`yLh6wvIi^;gVe7lvDVN zUvE8-YhQ7RQ&ZC7tFc!uGz5c&9M+5g_m@$rxwB!TIX_nZ)Up9fe>X|IEW38YMpT)P zMi8ByOLjr=L<@qIpVcA3p0BHB&lpul>0Rtrch1G1$qctVqJ7j zJ^2TvquHC7xSuRW_-L)nkTSUJ@_|O?+8yM3Nj6|K=KowxDICSbq%^r5b|M1=a&P`$ zVHP<&P!@6GZmG_{oR)cv8^S7Rp8vVLDcQa^Z1M?Jvs8uW0)8&He-iW#!>cfsL5BcvhyXpNFsuBaR^ z1q?Nfbhm$3a;IRDFjG@8*)a#rQF(*ZIC9|t2YdPD;8vFXAfG?Rsj+<)rpghF8zku*~8G7g_3?Nn6#~}jvq@2 zk~CfBzB9kvv<$eV9vZby$$>#ePKe(t z7Zd>b3id&{GuJ9>MuNv!`Yk@}MHna%NJ;@|p9@iN2O!*1V9?h3olur9(vt`ROi?p~ z;GdL~FfPoX$PZU`la4!2($`M*Tpx0SGUC1UuK!f5kr+!`VY-y3%Y;%I?X8fN=tFsiuvGVU=ToD=5t7S&B%?M zI5_r!`$P8b%;Vv(7otq`rJYuA46nb|qYZvnx4-{q4Z3AvE?VfahPi13bBsz<(hdQp z%H2YKEqO+uf_dj1WT7BPV^k8Ag~Q=~oT&G+(o8iik}-WiEu3otN61?tyfDZkE3=)! zQsxaJS~jY5TrG0_n0Z!Tc)rjhHq#O}k;7=l6;J!990Q1JMO{Jm06wl$<*X3*dZga- zQq;B#y&Q}y1Z-=&-EfZ%oLwd_4QiI<{0y-n-uvq{sE|qcIKOG5GKnjAc%Wy>I=3Nu z>c@+FZv!*)YvCi-$4$cGORPs5b}{&CZ%Yr5!debFUk0GG4MbT>Ab4HDKUg2(l}*hIPRG^&2-rWh0N+wM(=)LFFm zcvuhOP-!3L5m~xK7O!-G-xxHG!@xbl+XnlCdAGt3P(HqkfmgPl{V8RG3fp;DT+c|;f;&yHnVk_8qN8rEKV$tpzo47w@<$~%EODR{6h4}%bkp|xf| z_;5gYGyEj40@c@=1`~t_y7fv2;_0~Jf{4r^9|e$XJg;&U7JJx^Y31SaPBakLtUtLP z^bwUxUnS8_ZNw32pkhhluXl&f%CDOL(rg1fsbmG+(PY!Zn;OsI6>4hJFGCq=$Ws+QasjX#WOMb=w4+~!*c=gQ#u)?yWb3}^R~Rft7`4BmaUJV z-7!Iq#+bxjOeSddkbI^t^DsFb_H|S#h0T_8Vmi5Kp(KONl>mMG!dd(s-`F?5R*?hP zA>~V9O9fK(7w5(*rFWaVZ4TK?x0)dkb|it~XZxLy$)YtLZKned->gAjz#Y(76w~&- zmj}o@SR}&+NoeKn<|ajSDH~E4spN(#n~jq8^5V!c<#x6bQ+mX|qpZ4j0i zwWV(aFRG{nH$OaK`9VT}GPj7Kf2;B5M6`U)T^dD!?8?OjjzBWbmP)IA4BK1Bn6kHG ztJJ2=1`yMNbW0+n8V2m@5-p#~pI(0-1wKZ9A-t5W@j8loyS2jT!ORc5ZPcwM2E}{H z7Q7|g--T0dwCw8fZVG&I^Z%XG^YjJkO?m<}mfK`o_=6}17-Nh%Yu*f(K2`iQcXqrxz`I0J>rpjIMu(7&V|8)#U>aQ83o<$~SiqM-0q9 zNRm+u2Yrb#?_MZCjA-vuq18=%xI`h>U}ab3Iw} z)Quw`(m1Iz^*z7BObOLedQT!@TAAR9>w?9LVBNQ8vLTL*>DD@Lc-Oq@;Kx$zsp+mj zKcT+BM9Yjlc5-RDBYQ3hnc+Ek{|nfJ2jFi|6U--01=*i?NQYR_hpC`Jkz5oLZWQMN zahXJ6Wyj=rkFb}-#glteK`00e2E70Vz#0Ou-tYSR+=iQ4}y+6^O z%Z`2wP=lN3S>PNDSWCX}&(|Q{io?z;?zo!5s&LP#`;D+`73|iznW=3&VR#@w(!8w6 zZc2E&RmhT4lOnY*6hKdiO`?`@r7iG@RD2SCmqwe@=hA4urrvaUiN7M-Ih>?_EC8Lo zwHdUTBRrslivxL*KuHuq&n)`tluHx?p?cPvT;p}Ks$kyB+ zH(m-CQR3TF-%!yZ{w`l}FgSRh_>kP?L;+xpROxo?s2sk;K-nEiCqfvE_S}g6Sl9Sa z$sO?-qeOamcUjpJS2iU58YW6A_}ZV0j0<2}2@=`o=!vVm(3i?gHZ2ADog+3V0gq_b zjrrLr_GZ`+oiTSzsB1P%+%8}SjKhTG*S^qe_xzGBPTI^Y-eE+E_F%eN4F}!4^VnSx z#DqCKoOD4u2kNL>Mk(y1MKrfb+YJN3s*YGL18g%=i%X2N+Km2VcPOt=-?iZ*>nx{T ziHK=rlX&FH@D!KTcAJ>@p*-_ARchd7hoeiO;(QU#NfAjCKZ-B!sxcrzlMD@*$+X&Z5Bsp5c3EZt zYUGvEnxoj#-n^bo>u7tdhvL3=gtl4y`ZROr@u0*%vMS$P_Evqb+`P>y7G(E8UgtOk zu5D;}Kl;v}Q|Xn9GBY54L=b)_y$7M{^E*UmxB3Kq*ha;G1zix){*NhgJ`>g`L^~d% zjgLBdG%{eju0waLO=0S=SJ8l zlT*zhVv@3@p@$L*+dE~;$n8`_LL3G?sHMHq(8-ccbM<+u>wf0_?EGz-4m_K_cV2fBg3IO{xYoUZEyv80*Dx6O2G7Pd^j!4_mT9=fZ;wcT8&f;*83G z+Msco4ire;_tF3u8MX9i@yDEs~=nynb=vSj}ztxKo`!<Z<7jN07pQ$zi@38NaEU&uBm$`J}TE+-^j&pvhF+kMjt0Yf}qxjk!StYF!u7h z-BN(6>%8a8uG0Cpr3*1XWtIu2xo$o9U8&IcAES{g@Z5aqj73~&Tx70b#KmrmxeD0dNGSA1g@EP-VSl-7piNcgPGdhr!$c39JKb;#GPvTBZ%i zp0R)!Mjp2tZa_4zH7wky!^1SD2b%YvM!DH$M92I_Yp@mtZ({NVW&+q*eP7$R^e;HV zO{bl9DzoHU!Y;{2tXg@U;ZJ*8T#{A>a)@mlfPy*>PK74(>wK zm^rJtf)5HEBcg#`x|eSYKQm=p9mrZ2RH3_x?<>ut!0hsLN=rZ=}4-2N%eMcCLl=Vgu0woXe=V3jIbFG1;uH>4%{ekX|qla?fE8{=K$p z`ll%}Ipw#gLSxztl9huIUYF0U({8o1e|uH$5Jj zW!$OW_fKy(4-%8#bYw<`mZYf3Yz$OI91tqdS;xRVqTc~i0-YZ%&3^sirXG=9T^zc! zI0oEZHP+NZ5^2@Sj!zEvZjE#?(d@q*f#y)jJ+k6IJp5Dg{huHV@($Vy_jDd5!Qg|t zLCkU0E8a1kYXOwd@1ipo@9RD-m97#WG$O?>UK=tU{1`M@Oq#FLI=U7ZnqRZuPHJHf zJI;wL|JGLSL{$eM0kh2$0wlvSYN36$fv?}f!I3)_>Z=;y3YzE-$ErJyh<+1)gkdmO|v+?Vg zk&Wp>gAMi$gnN&`4U38CL$Y@?>Kc}u_&vd$oV*}~TvHSu8(jkDZRVdfCP?5B^cw&H zd}|hVmE8gC{~!z?Lz)(7xFxlMdxv_mqq?%(+^SA*YV%u4GYsE`Dk&~E9Eb7YZGiiM zi$Vp^4|JcwumyFQf&{Eq6zV&#F0PQv*aqgu?Ie_X(c=*sP@#PrQ9{xZa-2@w1a+Q6jIq#&R`Gr>!@CZk&Fr5x;HWt0MaVPhTS0qUAug!_8m5K`8)q&eA zg4+V=A2MAp%E(sclqv$fh0WT4PG+wcED{ck0T37+30gU8UVYF)BA(|Zs#t7R)v|~3 zqvN#?RA*NlMERvFM5#f$-#E2iQoHjx#yhM{#YG73E^wOZkZyvVx`?@BgUC*qO^@U8__Zi4$*?4MB?7D^;$|h>sj|(ieasZDv-#+S#n9C z^Xmb#>*gu|u!G3GFE=v5qf5bKFCZ%JEcd##iaEc!5gvXdGayqv`gZpGak0PYGMQ`w zu8)dC{dZ;+qx2Hf)qw91n{cA;%*_^{Y$XOCIJ{v=dc#PZ$@S0SU?;A>nNdj|)$i6x z80-HlyEiNzLlWP$h>7Bee-sStS6y%)RB`2G8G#-ge5;oaZh;1=Z*B%E%5In+Kw95t zEIo+jI9MWRyw7fqF1$u36vUy?gg6sLIADK@+Xd@K`@ITDg%g;tBF(tfkAsIc_-!(| z<6BOlEZLt6(3`u(5!d5uH#Ph6M6}m-_;ejh9rc%-*pio@@y|Dt3_nLYBxj@SG^w;% zuWQi_5Bn-OiE4`%!TZ2E4EB%IOE~c$QTH*T!+$(V2{DIC=c;8DW64qy2wca>xZgiz zrWw>f}WX+{$nS}Ix*<>sNBG7KzZAr!x8bHh6 zIz6B z^*5@ZS*+3`F;AM6-rLSaKUNlm5$aO0Wos{vol1kPS3Fng=J-H|%Ud({q7cl3>$*Tu zN&WH6=I*Q8smmbw{@eD(GsqHA0AY9PST1@>&Jc18@l<&Wgr;q{5u*C?JqAVTab91a zlD04I=@RZw*Z1x_n?9KJj!csR^1O8cW!y#ATRDY`?v>CFeY`2Iup!M`Ix`n6VBIP$ zY28w#_>7MF3ek4DZ&i_q?m^ZN(GYKJV~rsPvfHm*14~=w^A8~wjGl(+?5Tx^jFX&w zLN~%?=$FNgl@Y3>r9^pMrFxUWo^-5a2Ox4TG9NrP40*iih+!gV( zv|mFJ_ZkdU9!=uPA(v>B3}qhAt=SRv^Fs}@>kn&wScsy~Q0K1Q6A}sTMsfG#udvI> z^DSWJ-457}SdZO7kK%yJ0i*9_;-9l+A48?4zWVm>8-An%L1*=zr@2b;o0ZSxe5%h} zDaO?UBLw>)H1?Z8vJWc5^mzNkDSKKH+`a(;u-2LvWeiSZA3 zh*xnJ^2`wxXRTTg`&vvK8Lp6W7@=d1B2$}xg!+8CoAuIv8d(&FG5o=GIT z2s9z+j(U~xOW;kS`4h~>|7m9er9Uip4T?&|a`- zsvDKc2(3#_&mCRgy=I?*4`-ngaq824Bp|#N=02ga!~T#KV^suP4K>5Rrc!~@IpL16 zG@6dAmHxPVRl`X3)CSaND`xX&A#e97 zv{zM#>_o`iT3KVRO%r`mP6?Y^Dp}>l%T~od`F3Yj8 z9^*Ed8KZwX`sp-a8{T`wksZ-UV;ENuYo%gFWNvYhKmsB5p02z?3UJ4ghM z5Ok5E5nMZr1Xp}e|If<$7u83C3c-&fy~Z^10%=u1#mx3HAs3q0?keg#L{>3x2m)Sa;oI&F6y!c#x;bcl z`@1iJHV2>?FDJj0-^YQ5d0Gh@!lL_H$0FN+FXQOD4T*L#_F`cJENb>Ib5;sL!8kmY zPx1c2NQ=UzR^Yt9EdT6K+5y#swO;Z6SH@FWL}<?t4yQBGYu4g=-=l+w zq0y#4c_Q29PoP6JAOVZ~+-lt6N7#hQVeDX1-Y39%P1c*AFnr-E8lAY#woZ#nMvsi3 zm+%7@L{dEm?h*A>Gb&9)0;m+auNYz5Y8P8n5(wWQJnqckRRSzgm>4qPbQHNWP6me` zIinda>#j~ZaIW=K{gtoDWZ;>uu#@SfmOHUzQ;}?dZLehC$qv_#a!%BGa@wz=7syQ7 z8b_y<>iJ_`IvQU-&9tKEQ>JzpVECsmk-tFuayFGkA7y)UMTkU3Tu;Xwm>wa)Tr-j{ z?HP`bsWnAqXm-PP%W$;LAo}0jP*Ix_I5{^1)pZGsXXEZ^jUn9J8C*oFo)a~MUsRlj z_Q;UWnZa|*M@<{4&N&OITq7YD!j0d0s2x;+-dYM$$iH$}Cg*)y&PfvTkqgCA0W+2; z+4}+4BDa#(lm!9$)u*iy_-ZNc?J`MaM?0-M|k${@t5T~=~l-QjFlWraLl+H zgQK`3#zZHLVs%(TtY$-nSKlvAU}zqaabU+ z;$jz${R{VcEHU^^@f!*N2Gv0QPQ8iSKhRpv7_nu6z*<2NWn}Q0wfXah(IBvh!$^pe z(gmrx6CbKuoNXQ~AfCq6lL-#NDM%@C0)p?UEqyEi?FZPxp>@w>=bh_Nu|oOEOApffvAy@FR~UBPSmKK)IjrBEYp)mWb*Q2`pd9h$kc0~r;% zreDzVUZ}{IIMcoUq!+(X-ThJ3FrAk4mN7K4*#L8PgfJXL9@E&FK?B)xY_kGbxwT~Xz~FwbQfm zj~^;iS>`MC|KRkWbwg8*a=+%9eLdqveq!7AncR=h?9l`Q1f)OInQI`em0|8RI`-;v zh29E_cw#fvbsesxoQp&&CqlkzJ312x;G<7vmJ`q?lv69R>n2TJJba1UUy}NflOiC| z&$ll-WKMo+`}_He>ekI96gdg;JOd*W#;O zQ30{#`l|z!iDw_!_)|-^xxf=bO!Qq?DQt*6o}B&~MT$cr zAbH7tM?Sk0Mqt$S$4eoZxFFl_4Qnay1Jb~EMrJQxrqTKc|B1Behc;|!`^MSi~Rh`TYAOLhLkce7pcFtl-MBDti`ci z7FWkuMc%i_Y@K80GJ4hSp%IfMKO_5^LO0k%-`;;Niz8UED($eoZR3sT%22{V%tg;0 zTX*51e1?HHN&i=iyJt{S2>h&2Ea?RL^byTtPlH)>MLP~TR{gt!caYAIx46J+Fw3s5 z817+*GLU~h3A+B9EVW>*I=DcByHo>lBPK)ddnF!K5->PYJ3awd%5cjgc%ns-Cqi?; zAxrC3)8TB!ipDW>9bFbgmr8tVpTE%@Y3|II0stt!C{wS)h$~V#ez&iy4G3z zTmZ**=Q{SXJ=3k)v{IE)6vvN=%_v>MK$gklq*GRsAT_PDyJYms>UG4zc8s6V(fE81 z2G4YG(tGPvNN?&OZK-(tT_*`^CV~ur9EKyn-?ZDa%blRnLBP+dC7L|1^(+IMw*37hWmkUbH^*GD<7GV8!-9g@+~^uYTk|lCsF0SwE-McvHvW7WPrD zv^j>VRZ4hp6vsFUHI4(X74%r!l&d22xHI-@`jx`}ghU@n2B^(&>}TemT*EI=+^iiLzRDO<&95JM8f8eQcuCSZ$co2=NT80?LH?@TK#K>N`ZQLNr=L(pn*+8`IZlW#(w*V6k)6A>W!w ztoq2Bcjr@!=bkikeADOZ^(M&8`-du_q4uge8(wXpO)}VwnMc-4QeO`i$2|jlG|i=- zI(KlvF+gFOv5ALR#G7ba&KmYMZ@KO^{5Gj|b)o-;v*7v$C8w5_ahaE&EK%IQ&wM-B z<;gIT(sY?Jffk$)>pAYo@PkmbTi&KryB-GEVl~lKa2N!-iK=$3f~MfJ`I_PjrdM|f z8fw@PA&-f!8piAOCrc*z=~$Ma-F(L^|D^-m7Pne5DSjxdy*XmrXOU`YDfPD81x&5* zu{G2<7$u}S42~~$hWuqk-HquuQ08c@l%^SJo=UKHLzyZ79pvq-`cspp-xU3**)Sk~ zVSNJNP{ML8wn5wP|NKhM$Og783Kk{g(}mj(<6J41#ou!i3 zm;2&uFKFMXw|*Ze+`?v$i9TX!D>LEAZ|e5TZVNCzd9DmZF-XXjX3xwLdaUzUHR+<7 z``qa-P5nAT!ut(L_$Ec$fRUm>N?)Q*?*v#C&Zl8{GuykOtM=o_$RGq(y*Fc;z+!e& z8c@G+_+=2)`no)ZlqE>J%F1o)^f(j!7$QCu@*fDU5m-`SNGECxqgnLQFRh`w^flYl zo*cg%yTw*NHJ4}%HA6dnj(naT=j~Lc3Ce)p@P(k#R}Cy@ zev3%6>TJ-;Jg-b~mYjcz9iSgu<_|s%CbjAl;4^R)pVgwyZ*@)@v_7_@ie%p=GbU&L zWay;l#YdI1r+(?Ur8(&R?a5E(0rWE#sXx$IP^NKO zQ=M+44f_xd93ZLLa)JL?A7uJdgUx9IlTP}vPgZmZyyu6U{2mr^518K$+A&*gU8&Vn zgvt`nO?KcT3VrJ*qCHG}@d#@vm*hRJpdEupNU;K$eUIVz$X{*-zI8#TLH{iS$qajj z8*L_tcQHvHW9C!s7w25+kvPW_H1AslH^i^P^VfiBF6 zilS8Hy)?>B=SOJ-0)Pe+nFOg3Y$o&leRX{r3%j@41~D*T_YY3lPgIE9fYM%ZX>!DS zJ}*?qlaE$@^&aV10eLQYw> z$+SASJCct_<6lfS-~M1~@zkLrSMLx0 z6R2Q+nv@v|`$+_vvo86c7=cT#=ZK&{)Y3 z(y&eW?eCf;fQv%O=Hz)BU(ZzG-j-`V{LD}~2N0mOX`e(hMzX@zG)f8QbCpO&egV#^ zsrtgK??XSuW;!eA^=6H_pV5ud&c^bULMEu!$Kf1Y)2W)z)x9gn`fR|<5H)wwjx=CA zt)-W2sNy zSZUIWn63=}IemrZDbMp_P}d-?yac)dTfoUu$}53a`j!4 zH^=|I+itmI4aVB<_7vY>LMP}^zQ00%LdKJ48w?$Y8s~btmXH2BLhDli?=mlCNHXi(jGwVWEu0BHn*5*D%*{P9qk-`JU|?}B zYzJj(V(IJ%<5v)Dr1enE>AGf!s|%ub;^t+1Tl}aELRTZCe|yr|l>tc3rpR1N>I!}o zL!YE?;nQLmzYkfvyoOupTfBkd8Lb4lfrI1-9;S?Q@8eWHRl~!YqHDLamvo-%9zH$K z&bS1%(p?cgIyr12lrXNegTpKK8CZsGAyXht#eNA~2KhVd8JOj@8|m~Tw#9rX&C}4` zkow)|t+g4G8-#S>myGtE!HwdbEzVB#(3m2 zv$DZi*!d73JGCYD@VirwZ>KdmR*1Qo%YLFAW`9*4chk(P&(M$#TX(d*U(L;4RMV*; zWM>^x3K)kuleLU?+2-c$c$$1(X{-AOS~0wk&2LR{p3y*8{mxQtKrZaqZ!pT#$oblV z0Nw(*5~EQ>FqAwmh)mzDQr|S`tOHE12`ZPo3C$=xozZAhATQeoVm*TXlxv0wrW#(cTPQ++>9t#v-qXbqWQUiqqfi)rn@ z)CjOC-mU9N_IQ=Byg80$c3ex(y>-aJI#iUx3DxW*fgl}_Fdv)v0O?P?sYTw{z6A#r zPxd9lCP`9azo8i)zy?VVqtBSN^ikv(nGLmi{2TWfUSTkEAkuaskjcD0Ve4m4wI$oE zq|u(|fn@amC@3b;&;@VI%GW8k*N9+;opeLhDk=XNqgh3cEI+zf=G7CICKG(@_Yo4f zbCwB5iv3Ar^tQDgzobXtJ<`}Os}1k?cQ=f=D|)%4U>*yLAAV01{U&5 zkoVrK*BVs=pUa!Z%q;)<=k~7}TN*3YNQ5N%E=baZ5lzQ2{A7^^8w_N;h9Kw4mUf?C zJb1PjJyS|qg3bo2oacmWQU`Djo?_=^^OM^&^8g+W8lu7~58U!F{S`q5GmT1T=v(F$ zldh~`zM+9dsJ;G=@*;wD{ZfR>AV7`2Mh9`gBq zgar!T%~nNJ+oPwT*vme}!4jgJTsi$rM7E}5_~8v*I3QbFe*ymZxSm5zLYDL-l5U8T ze#>*JXrOXE#UidKkTW;Oigu zQe^0w_4aV`Qnn_JKr4jBv6I1Qz2&J;O)FY0M(s?@N6AS-74DX8$;gMP1fXiSz{6wj zW0ISt_3wk?7dKJn;>Cl4p=WdR!715|N!Pu+AQTo@^f>qag$6+{ zCSGE*GFJa0dZ;`Pq`V9Ya3>ioj}vIzvvC}_UK=XMEiJI-Y&h5TV-N$T$6(`4X}1+i znHGqIM3i3htHunlsgH7M<~6VAA8!p4$*H}Zy{)W=Y(R0MQPwX{3@Y+sg;sS`keIm{ zxgZpX3NaH(6Af^0X2N$G!Kh3Kv5tENQ|}w2e__%43YvP+YLz-R7n3`F+}VaguD;na z2y#N58@!xOTEfkcM@fPA6hiw@K_WN4FkrgMH&y3=P0k z^7&ug1dLosq{+ARt(`P|fe`9Yibd@SwO=QH20y>hg%d$0k!j=o*qO1kypknZ8xY7| zKZR;~O|D`rjy$JnOgRT%`gtULgA~~m<5@3?S-tLK;ehV6cen3jYiWL_jj8P+vhL;g zzIOrztS2l>5l@bX@LGqtSBA_vTQv@DRRIIj7IMjm=)<;Z>@DyPF-vNKNm$P25@)Wl z#YqK(S4#Wo&d7n8Oob`J{{!8}>fKt2=7obHVMDgFVA6-Q%1a{BgZSVZ?eJg#b6r=Z za^6$P4;*`I_{HExmxi>O#@v|GXNmR;*;)8UK=ZA`391(6c*njN+%u|0tb6?vZ&&)p z4E}q%zlb21?FL$wYG6qqw#pu-5y>s5-2fZ_U5~30K^M{z7Ww22a3E{taIO=9@@LjD zJz{ye+D>ykh7^v$_zLddlCN0T+dL6!kjbE#Tp8>vMvcyf-CeQ^@`|33Xykg#I5`}9 z4_921&*itT_4NyukcWYWNWrJfnBDG8>LxJU2h#auJ(KvvOUyU&Xrry-od?u(Q{t0_ zfv_1+;LDG<)4joY%U#L@9yY5qOt4nO@Sy6hRgbfx9{Grdzndo>DYM(fQ{eH6Qqwt&Dps^VP@NUT?h z4merEiez#F-saY5T6GC3V>kg@z(~YJrse&#TH%SCUHkWVP%nR1G7X_G-HYIcZLpI< zb?$*{^1ETAo_j1!{y1`OGjfG4Pe1{lkA@=z+5US}^`?Qr`TLb16jywR%Q*(A zAjLor9GX^xF1P7n^l*f(`tA?@oIT6V16~Uo_yvj%GWxxw->cQa<-ymunWX>E=|6x9 zlNkK_-PT9Y{lG$W+TY0XM-|?4v6;d<`4Zkckz%#x^9RqG-Qqi|si3AM?GkDsqw zr~Ev$WQ`J_h_^LZd?>0ZLgeNe(Z3c}M(SW;*l%COhUM%0KBOQu46bjw056npi^o4% z_+B8od6+aHy?RXp8b_m0{eUd43FZWJv*FCx&s>oC$p&I|)in7NG6ZhCQnBBhL`RFd zjKUkHz}Kd#e8Eta(i<0``x4_t(hqAKSvau7$w&mGHjx{u!+cInaBEkF&g@|PQP^fK z=aA(ZwwBsc#w|KHJAC%KhyPcd6j_4xxfVh~`>}jMqA6~_?HI-`+x%eDz;CP_xDYmF z`3A`GsdF%@inzEXfMsWeuvrszI{ec;{~ zmMQ}`*~n`gl(SN7^<+)K!$1h4b!7*puxw;qfmr!{f-g)fZ3@}D{LA=AKDZ}Kk5Miq zK4mj8wtH!WyNAhsI(Iuu_@PSV)|(^!G7zEU4gw&!ArYO14yOKQ(r0&L*#g+(KITG1 zEsElgaR=)yoJq;Siv~38T$A=%z;1P{9;o85S1N^?NqBo&$hL4M8NO%D^ z6Hw!{Uw1Gt=x!mw3PS$$YZz3@&BgaG)xtF-yt`7k(K__sKhp#e=r&gM>oj{bcf0|41NUbPkQiRyf}TV)Wx)ziL}L!USIC`^?F5k=J( z4|_K2xF>-4<1Z1<2`}%$ipQ6Vu1~~gq9x4VqSNSRqt?;I$`@)>Nh;Xtmfy;xV@!`i z5(~kGGX7AFjStc#>j$;%QRpXKqZv;ErPuLo1V4pP1}DuXHN8-(YMVy_i_hY6mDKZ3(_86p3w*q0U@-Q{rNsfY=InhXPp7ND2MBu!WuSQ6)d5kHI z6nXJNLdbe_j(s!*g-M~lFMoZ7E))n*M&>o#R7FeQd17bj`hCN&va<5G6G)LU-M^7y zoXr?<0B7oah8lu}N!+R~NeccomDg-drSuOO_Z9r$;LlXM<^iGqzY6gSQI?be3)t20O=QkOqcM zI+uoA12hjU)cKb+D6g#rl%BPAbA0%!H%{(2f{d;F2s@*YOYD+efz7Uc5M*C3a@E#r zHlUy&?#SSr)YFw$JLzq)o{s4y@6DBwx>IW47ax5D{wt1*99A=5%7+G?KiwO!?Ci%( zSI`oW7j3ajS?>wESyzKU3e7V}hOqR-=IAuV660YT+3MsK2Bj9;c*BV};m(HxX3Fie z1Y{jR&s?G$$_oW*173nwk%@Gzn3XJ6@+SDf35#<+GBwWG~`U`i<>lwMvARzd0K3CN5I5h#+bC$g;JGx%V zKVB|WeQ}9-*5ug~6w7n*+Cm4ZKzbZIT`R}@<2|vc*8=%ANO$f#=6^C`c0s5^A>hGx zD7G{b0FmXpRrT*et|t^mOCM)}1FGjuWcW!;unXI~!XN+^>{vaH*@ZTOo$tz)?z$9! zp^2JB<2d*){!EU0Evh095XG4@()M?2R5)nxw1y@w`z2d-yc8x@8~f}xbKBu!W|xzB zkDGkIODs$Zfkt{CLIcX#RZ{_Lnx}R)@Ls^a?tvw>uVkJ~di>Zf#hWQW%lG+&dN|U1 zX^jlMH&akW9!0R@+dfQi5PJGF*2q+S?$fQPD7l1*^asXOAg^bEIc(FPZU)q)NdE1P z1bD#h9&%7ogPZNvx`?F$YcKM+0X@8^f`Kz|eu3nL#Wi-6y%8?S!HcQb(j#X%S6NCn z{#_1=ca81g8?NbVZJkdzpe~x71O!Gps0pDD?Huv5P%Y0`8w1TmCzZb8%4Xp zW)VXBtCC6G-_OqKa&E_B5}#AxnKeWBJNHfkO%+Pi*m2ur$MnYqNHzDWrU#=}X3Vik zwoF)w?1@A?lk9pRJxff8UdJlLU_w3jtXSu>lxne*s`g*!4ji>1P3do>r|4x78h%og zM6KQX+yc+@74`B6sPc!5=pYeQlQ)*4&$}PGCfPIX1q1>SY>EI39YmzEtQDCF zTzjYiW}3^ndWdj>$jN`em|{&9GB ze&jEr?bAT1vBBs_EdNvmpA%_4;z;d(ZBS^PwXhDoiI2S8oo+6-X0AMzYQCX?7B-02 z3s%)zUiyMCrBR}zMl-zTxIkf)$*j^I>c453UJFqD870?F;KaLCFr~?dR74l?7(M0S z>}0ug%8&2d9w($NFs z`Yz{o8VKq{dbA6V_xzX$|IUqd1AKK#ooZwtp6_eZyBfZ#CeI`Ke|WW}*rO|gG%4O8 zv3$k5DnzqwzweGv0c5#e)GjTC8k>!Jsg9OULuy|x7*w&L;C4EY>J051M*=;#ZerkV z&B4^0hH9K?s2SkOMc>vTxACVTo?8f2#ZRu|PZs~PPh$+Gl2OV7Ie3Z+}JhdMx-4{2=Z5Qx#pV_Bsxhv{uT-i(CP}QKG4^X7S zTUrGFcR^U+V$^^M7v>!ek(NM&u`W#0`wB`m~nd2Wf3YH zKh>CJy7I2m^}y1?#3&qkFB3Y&-Pji%1Jbr6gS&+xSjs1!dZ@=lj~qLyl2#D{9MZVp zLwa5(#cNr7c#>s_!z$0sk#jp6R_U%p3&PN6V}=WQ3oK8+@LC5fNaA!|pQb&AT$K5M z@Y}>cK1u9#J-p2|b;3Sf1C$gFYJsNML^ql?4!c0s9Hnu?klcu_%!M3!rSD5J4~*j1 zGgL%)BN(Q0zG}ZwmxWyl+pu*H?31>#MUzr;p*?QMnR#i1K99O_rNjTEb-#x(adR~U zodvTuEt<-jfnUf9=4T3X%H40vc2pk3X@|9~U`%YJ zJ984R$DNO*R81~0_N2=U0IOT@6*=0en5b=bJ(2n_kllWIObNdUDd4w~kn&Y-0P$S8 zH)PbVR`xFqgsV6=ZJpc(^7R|rWoCa+`Hz&>>#O)MpDmfxC){&ApdtnCJ`K8mKmnQ7`AGD$b7?@V^3Ja{F zrpjfPZ432$HScXJ!IonMJNMI1bh8IkNPC5$oyl&mQ9Es31~KXIZQFx9G~9^iXr)bM zj~$sofIHt)PtT7-HJFY%6F4i*p||?D>%V|xtkC*g1((Le`H_!AH_QSX5^rRJh)J1Q0IQlJZ z@aGw!rqGZ}D-RkMX-3FJhaJ#jd`j$KqokN9u`A)yaom|0mOQhNVm{X%VWuuBO0-u^ zbyj<~yY%m_1j;j<4HfVB+C6ay=b&!^PP#AlxiwtqrpgoXX9BE)>6Wwtp+Kq5t^>^1 z=Roosvq&-QhmFkM|l#P&7+5q{S~VR-R_J!~~uY2uFM_MlvYqr`z%W8KY zgMhozqa`zA+4_@G~haFLu!!Pu`y%9%HxFh}v zQ`ZD1ZA@^=UA1kYG1^AOv>8HB4f=Dy) zBHHX$PBn%*z>VpH)2XdHeXM0#I8X~7Bjw|X$r$4MF_1Yf`_Be;)?&i_N{k<sXYNhB-0cY0D< ziUn8Z+=SzPFjZ8ELe9i*Ns%r0{pceu@M!YxFx13??6a#eCj1O6&qLy)T01 z@F3u8l=fjGQuzG4mj!e%6pT~o#?L3N*wxd7X-XjnIEWHRQy-M$0P3(HnaXLJ z7Nqs$Gmy^}cWw`U`zyY}eDsNYbOUvsN7m1U(m0`P9=gdOhNi~}ME8ZZ$0&mU2|vQF zFwqIaXP}SSZrt-3?9nss*-5n~VftC_(LK4bjYSFQ(?eS?(W!KMg(vQTQQ2Sq+3*<6 zizQEYA?r;z%jMe+r)<3Up44Iau9&TOy#%QOmwZB7ohSttNY~$sJ>XecAQIRQND}Zw zI|dydeQV-t=eboE&G0lRoPZweIRV<#7l@X;V8{KbO1WTyi2dh+R4dls=SqY_x2_G) z*SQRE0j0>e0B8<&BIjFdoIoQ{!r_o?%%sm9det>Rc7O5;vmz0y=uD3JovljyKySEN zbhJ+kMq0lZQZQFXMC~Q-UrPxEe|Ajgf-l|2fi9a>7P;cTG}}7#)>%g(n_0@e^0c;Q<+= zcb7f0NT6Yo8i~dm^LTwNF?p$4uS{DYzejpcMoc7F|2g|$VWoBni`JPbaW}wz7Stj!OJ%da?i9LYStyXt`(tHn>@*T-^4-F~ z)9kY?tn0+$i&fQ$)(J)+y;dPoEdYb=4d^gx{Vw7kc{dWaQ!X#*!#?@vHAprThMCRH z{)Kg!^}mM%wK&7)o{2QLrX>YNw1p%K$EmvG3zv?a&jkSioUsp}HdY(2{RVs5|y*hG#` zgeHR<&QsL!J}8PXH$_bHGb#L$j}u9>zT7HjRzi#~Xx*#FOjr}ZMvz>~>FYolQ}1%1 zmOvGnVL1ty6vEGfEgU8}HC{DGw&sL!J3ASHsZ!R$2a5Z$m!5iPnJ#JKN<*d_CRdxYv8 znF22E@9U)i@X>Kt9XYPXOc@V0AT>I@&6s7dIhforv%3-InHTjVfrXfzt=1c2q``~U zoaWYc2%l%05C&%rI+j*OY)%S<-6nG@ksz&I;-|w)VJ=|Nu5xs*wQ|ERHA6z_Yt3hC zYjKig3GYjh!#FYVy0k5-pisJ-q}NQ4z*nJGUc#N0>$!1Tqo4V@eniPg-r9d2<7;VV zD>`_zCb-A+FlCK|F{DGM5$_H#uH{>Tu9_MS2AIIot$a|8T2uVi@^LsFU7<6U6a?a3 zn=ZH60M=~uu;B3a?ZAgH4Mhl&g;;lqn7|H;Zf6;}x9Pg^k(>GIU!vygsR{7nQc-z1 zy&?u(glp4cSRlz0DK(>5=SP6&PfYiN^@ddIpo|s}V-+_sIFjcH+#qTO)YXsq@6*cm z1f_3QfGG&&jzRmH*|t!-c@9>bYyUYw!ehj0V-!Rxu<#nxA04OaC6=(0Qe5P#y${TM z+3AL9Z+53tgR6<})dm;;Wj>nHfCVP&$96ap;j3%g=UlD!6lK1YkGP*ydu`GtoZEI=y zhc_LRYTWP(du{mdwmYaFc(*UtBSJqou|p*HkS|`4+~hFeeLxDaIrKUsR1U>~5Wy4b zuBaJuDx>UcMspih4mg5j;pURlpU7S)8(_esl4)|m3E$m0uTV;O@yMT#Si~jKVavtQ z=cEpX?e_{si2foR-B1ey-k++4Z@xPQ;kvE@?bpbiXj*(5c{vHj;{bxqBUlE?@1>p~gJR}$srBUAT99=P_<`QQqli&(`WGb{^zeNrFANdPwfV-p zo4E{omKP$8&1xIRmdDCR1S1?FEY^c?ZAG0<+x<_$daFA$*Wlp`k0lPsrb?hX%R>|% z^o|t}uAm{;h8#q>TK|+1Vo{IU0#wA!+9zt+HM@b;`4`s~SK)mR0pmfcUvi7}RCpWs z1IiDJX++;1ZPRm}exq8gNXpC*SnO`233MXMzcl8(C18rM_y6R0FpKZ!aLOq($?WRv za`VnAR2=A7{czKvR*b&Kh|c`fWhw;pqhT=snZ2)u#j*k!uHVLmP6q zz!un0c9vGjsOuChVsXLwb6Z3F(1m$SK40}a>Syf*AqcQpFB6#bIX&gR4rep&o;dY3 zVvNxAO{Dw?LWQXSf*mJd1)>%!HmlBJf*V#t(@79MnREs$#=?%Jl11y&nbM+cGog&o z6R*kQhRvw<&X8jh$etp$Y~y>wWtWM3&W@kB&|pBMH)clQSp_D=F(O4FVLhus2k$Gg{rdr7sM4ekc^gAdT&C61;bGrAzopV zdSSny?kUa2=tx5)+5hy=tJdA2;(LrCYU5EX;T?t#%E}9c%!&aF-QD|b57;O<``X9YVDpvhVL+7Dcg z%-?A~37GK!88X_Bdg=EX$2J^yx^Ie_AfTzt+H=2IA}J;~AFy8|F&Lkzm9yzAIe9Pm zA;(`t2*UU*#i5N<~vL2 zWD%6$UsVEmvR}}atHH5fbn`4iAKGdP8zmoUDSzfQv|fF7m|PYj06jp$zcu<`GJiVv=F}jR zh8-FmiEw2IL7R>Y(L5Ve-`>8-Rs6;@sR^9pNQFkP2u1@?TcTd=JDXMBy{?s{f8S-) zh9koohGIbuQ&rTG@uf+~%)Z-{YsxF>(*y$TE3>)8WX{FM0cQa`GtCg0lk@&yL1IYB zb4v}xGmP%T&q+*2kle364C@o5kKFnl_0y~QY@9VQ;c9LqF1ypJ>3b61hlc81`RU7 zTH!AM)B1!2Vr2*(_SyqjZ~KRZd5IWg>{vNmiO+gG7IP(tjm7cx9O5Oyq8JyW7j7Y- zn*FUZUuzuOQ^jp3_9yFwM7Jp|WbXaZZy-TpYp-1#PQg--EFSnZWqn2Cr+H~Zz?L>Y zgGF%?`WmlGVE31u-zY;dPciM~w)FWu?~MzjObsCnI%Lmd7*9K-OA?4HEo=nt0G_;Ljl7|ToR&f6ovho;w!8Pi}QPIHYw$h`>4~;@{YeSahrcyC$#lbSbr@q!1S&1qz=S4`I#^m z%fhHQoU#o=w7nRXbSvWnla0YK39P~?!e07wp;XX@yQ1LTx})rI?F++tGe0f`MROhe0D(=5_YNS7g-FA5YK zUj_|en}ZZu(fU%;lC32y)5M@aCONbqMB{rL@>2eUZEJ@SiUS)Est0hEFCITUvQ`YR z%W)@N_aQ26k>)i!$gvy}A|Gs$gT!;t4rmHahYC#vsztl4J?6>2t7+NM^D&C?!F057 z`qayRELUS{Od)wQ0s{wljF= z^j0Ddlm6nhZ;f(E^jjEX{5e+Fpb9Pde>A`?J2HzE;WFo6!wKh?{pPlMieoOXYrG|H z*=N_XK{nKqcevFfkN0Tazq3)yul$^VHTq?QjcyhB^q6k3AM=53q)qC;b0ZgwM<4#_ z9@f8|e{Q#aH}*uE_)K&GY!n{IgKTC#Dt2l5|3w4N<9`u!)<|Q~EetPL5-btq#AT+n zsHgxxKMnb?ry=?lQ&?i|u#!{-7b|5|WiK7^*2$c9m5aJKPUx~o^#{2?_|GUo;YFgUK`qr+0p+nbA$W>CO+ zKsHmQpXxcBw>Gb1vUGn+-3imJBgm7>)U7N&_f@R77!%x@saYY*l;yOf@HB~xzYvj~ zYCfCmIJ!Z1i#ujlT^}5W!NnI~Ls@_tgZA!XJQEGAE_H_)DeOsX&A*dIh3;P6#QX{2 z`}WE1+jr-Sd?l_0fxqbJY3)ER#~>zbUtk2H_zBF5tMWQp+(?&>Rhjwt;oQG226a|r zP+Q9m=?eRZd%52i#;Wvl%2jeV-w?fa5D+S;&-L%G=OA;~$kSFdQfvL#r=r%HM%zn*TB$Y52*YR&Of zMv+YqAJSR)7Zo{jqv%D)Fm)`t+tLGkS0B27YFi7EGpVq^Bm*$%kzOv#WF4A~kWbd= z939yoB&PoRwLtfR5?-Md+`sV9y@ds(vB>e?Tc^O&Iqx@cKRpu+eG#C+fiB*ZAYC=k zp1`6nYebT=OV`?f77#GGGbN3@GdTqx1x*ONG4bhP^>klZwnL+i@~Kw8&4w`N@M#vi zxmzL01dkNBNPf&c#5$2)qPV|P$@{B-X-MCwA4o(`8r{g-}xlc2D0#&bw>ivV*_F@wKM0}&7$kwR!aUd$clsY+qD1o7#(t%)a|6rHnbi+bON7aoSwAj*4nrlzQJpC(9SiWZp1n0uK zD63ufmGx(uV7On1n>^du)h=TPu!}TR6hkoT$_FfEmdlhchP8Li)Bfh)cK`Yr0i__^ zfh9{>kR=x8Y4z6r7ebNY*>l^3yb~a!m)_IY;X~V>8*w8R?t)5Tz^->V9AUOV5|lsD z$);oC1A#0Vzm|V6DLs6IXe{b#JH2tr0*P?Ka{8yjuX$Dv_r{Fp6x858<*e-nfess9 za^;`Q%vZZ}mz(ACPfZK%vmFTFAv<%%@LH8HF7m^zy@D1g6?Q(t zKcy-?ne4l9veLR95Ozww5EMQUehDKktd^IdX!{%u`;1ED$KR11i8O+RC)WSJzUZ}d zn_hT|@B^rw;Mty*w?SZqQb$o@^4%0l$-Ph%$b^jXbhM_-~yRm=g1Hi?A89ca8zD)7;yS=v!1$#w0*e zsT46W_((0ZFIhA`(l0(OVlEa^hL9Uif&Z6Sc%cr!qtF0~*m}6a{MkRG|HV7#33YLH zXwbj|Ew0WL8Y*b7lcsU1ZyxKU<@S=-?a7^c>w_|@r$w_h~+xBTMp z7qDySaH|7EA!03U0s0s0S@4p9p9X;?^{rJBdCen0+Tu9hYrVbfKwTm-gwm&dOM;@v zf~`m*-ue}>axB|X1uUeE6CP<{`J;t|)vVu#ZYvTgb)UDE)ze}*-bJ|9z8UQNyyH%P zE@E)cnW{7wJBcSv2Tsrz#-@|R_bJrM1r$G|nz{}m)Q?+PjnswQpDOQ$$Uwz!%KAJH zpxSc2Fiv$1_r@x6(Pp8ePjlXTUKRouWIZhS4}WTNK2was#Tt;l)*@k*l%`f*uL=KUIG|KfhSbdYd6)49_Jvz;D_S~N zJiwB5E=7da~-c+%YfuDC;bu_rKWC8*v;Ar*TfgTr`Dx?xbnnl8(a>!jA)v z)&+EO%qi?2NAfF@Gq4=$X#Axv7N)A8XK?KW#uZEWwgqK(z7<*t`7dAJAh|@!FEEbT8jJVJ6$F~4o6vOIRuiiPRccB=`#30H-Bdgu_*Ni z%xBktWK?qJ85b0WA8b= zVD6fWXC2Z)gdlnEIc_O)(ST!&uVFp*nZ9DG5A=@r+Y-(Tg!YB*NW?3 zKINgT18Q8%)IN%DcRd1j2#tP%;Uwk2OkCR-W?oDfANRiugjXW8mw648_207o@^uPH za1R<()J+j-0gL8)r^#LB4x<2O3k9Eb1mj7+N1+qxS)CHOL-_dsjifO;EL&T&wn8IY zf@YQmP1KY%W!6;|_H!H=DPah3e(bazV1*U3m%L@OE$8#2P%(G!iWjDFM%8N4i75| zvJ~`e?3|3^o+c!U_hxL(&b_0}|AEGN-WZN0*Lro#<>yK&#WlZA`)Ef%8V(DHHw7hP z?V-LurCq&Iu$O17|NTGr>}3FSfd|%GjQXGpRI=*@X8r9QMMFtCJ9q{A{_j%EPr*UOS8bb1Q ziAq4TT5wLD)ELVo47l#rvCF0B5t{F|Ns7Os?o`2L89ICf0OeGo29|X+lWw+ap)bW& z_YZ#T@1z8#Rs@kFUPyb$gynZz1RF9=)UI+bura?7bnjeK{zZ+kchni}F-RedxJT2{ zEVsa)IkW4*YyY9Wbs~|p6OW~k|1k4r2l>EjwaBPjt>oB}&cf_(`r`KpT`RT=6`A9P zi0$XLQ9SRANPS3K@rUp1UCP~p>+~KNUamj(``6ki&{PdOxiH<#_NIgBs(ry zXTLOr2HA#IOdl}iB?rGu8F;zqdhSVUSVk|g` z2qzQ6X?WUWD@y~b*^F}Q(kvK0Ej1Vd# zM&|E@I4=!6ro>kwZ8W~wX+q&9gB1$w`Rgr;tX4O8RyNsyyR|qE*ud_{(se_RlrSrI z20_~u$?`@xO&}>B73bBC2v}}YuO7^U3v&@IGr#TOL4=^S$t8AlU8#$8VF$X zqmU23F%liIC}(SjqL2c?#R~fr#1pqTDI=Z+Ze8ya~&6#jv22%UoYakPp=WV>6IF8 z-U7Ha`78jz{yds0(TaaszsRXIjcH*jDDjB;)g}-iVJIlTIXJyVaHGZht+Tdu{jSuU zLju>@Eyp^ySbGCEJzSyn7#=poXUM-o_{13qcl)j9RVxUB6x3NO2i`~w8^fu;LfK9N(C;OfU zMHinG4`!=da7+AqbOAXGRm(=iP*VU&9{y^$) zfXTed{MgJQr}0oD0Mzb9`&hm z;SY52Gsw=|?rxnfS{1gP7(;JIGyQ7I9IBT$n<$xtRXXAdd=5;~jBABQ6DNaHTOD66 zUa5Yoh8I`;?3+mR1LCOB%j&DKbc&9BFw18q)&tyqC^fvOfnEwiN0;szvK7O3^Oybs$wUMn5(QL1G``-B-Tb<9>%3L!v`Q0dWx z75rLMGdt%eRdM+rF*}@aCRXp;sKer`@Bh^~GGQ{;!`w?fzIJ)Vo}K^IsribWwo+fpdDV0%OV*NkvhK@Edx%62`XWIRnR8F2fRkH( zA!W*F$)hU;DTK(C68n`EpjApOO}F8{3JBI)&OEBk-3Aj=OeYM(TI@Gp-d*IM0LtYk z$nuYcd5$r>G*VTs%UGa8{atYMWA_42%dzw)eU@@Soy&-)BRKXVVe8s;hlCCs)To8} z)7;Dy5^z8&QeFph+EN#9ZbS~-L|;`k0A5cy&vDz?1>iVBvK$=UvQCn2bQui%?0CIH zppAB?8)VB!djom2hYS`K8@M0JLCjXulmTqac$3f5Tr_~j;mp-WdJSEH0I5odh)u78 zyp48Hpq<3?TN8H)5N>g45|y>i&Aow1Kgq~B;rNQu^C?IRB=FU-u_`9@|GV7}X!5{> zSTP%83aHer5rfU>^tNyuU2p0Pn*-{<2;Pa6@}wLe%Rk!$U*pg9SAcq_;y?oM&Kh#J z?&d+_K?}esGWOPuiMR|)yr3{%Mf|rdtks-aS81?0M}i*!c#VJ@!%SVi%hL4G1uWX~ zRUzv7jeIQ8$K_6?T7(IJAA_Q?+(+^rkbfDPr#@<^C7+#&Q*YA$JBC!eWBTH)4r0-$ z*LYk?;FQNfvxkI_RZ}9~sRj3X%}k~I^t8BxmKG#VGj{Xz?bvf@Tu-;s3^pp)?%|%) z_Jwtt2$F1W8z>RI^7osj8cE#ff}l_o6yK( zEs^1F{OtVz@k@W?*4p+k@|K>Ry?Ebp{C_j?%%-Zh*n75ryfstnf#`it^k{VAJZ%ky z6C5RakG>gixdIC>9-ps-9Po=lwpx; z>`7-%FHrgv0J~`8iH;nMBQvu84Gn=};>73An6{K~*7vgi_H-AyqHv(g-%++!Jrbfa zu48@z)hva=C zT!!Pc+n?3Up#1DH(783ByU(>Nk<`O5xuG12RH9)WJ*AA_^1b|77n@j2I1$7ial%#l z!KT>eOodL_3mJZo!z^G+)b^@cGM0seZY-If7pK!9MkLO zba^ctiu*FV$^a{4-fxqoy}2SO0ZZY`bSkoGZb;D{oe6gjU*Ic{*WZsJ4j ztZ<y1L3w_;X{@C_=S zYChOAi%!hnK72>Pda4FMkf$jZ$$F-$O(sUt*CnKE_CFZskBzViN96 z!Tl9Po%4Yn&dw2H8{UCc7&r(^F#PHNa{%t%t0p#vk1A;HY)or3=FrdJCNn}|7Qb^d z&^Y`LiMiqT{H#~AUK1)lAT^`{JB5X%O>m^f`86>S;7L+q-uFZtCQq!BF0oPbR~>nx zLf7NUdJrhYM5IW-#bLN4fo-x)r#+1qC=VE6esiXwfBu>NHG^N#IUI-&%oGr#N{ugt zd1qWs^O|GJ92ExVk2)M#?W}BF-masA8p~krG!iaPo!dtvGa}!Iq;n}hBzy+`Zx|Ve zSEwdlgQLS@ZbcBg12x!ZZ@quxnd|l3g%1gTmg0SC`I__oVt`Mvs*}Z3l`?%@_|WKS zfBNN3?^Jmyy7OjNwkJ>ah`EWU!ssF!nRFHVh5|6Y4OBa~W|GFeddLdQx9I?Gn52Ke zrM!LZT@CJlh7PR`_#9J=&qA#blmi5LCfb`wat z55moy;!4AD)1&aTtLXeKCkrI*`bP;eFt<_Tn%zQr3X<$^=_T>>GvK=tcl=hN*Sf*D zm^`k8O8%y4*JF?{e!&X20I1%ltTB57Jm?-F^k@|q8s7UM4czsn`s$(Cls3*-Bj@$yYb4pN7H%;4h;_E-b zI#=#z3B57;jM$j_l4*7IXD`9~N=GcbX)kE(k&mTrlVaRA%#Bui>DnVsg;==k=#Gk>q6jX1E+bt@P182oDZ z_S-P{b7UJTj9-!*FbUpzOalE3z_3WBH=mA;OdQ4mHm0Ck1_}s95~pq585G9^BV!7B zcl7Pc*7DVX?zc}fj@7)b9&UtP<@UJmx2YkTn2Q#04moh*Z3O#UXr$|m&BK_Dlb?#7O+_jJT4=D5k1S7u-{Xy_Bac^gUM!zq-@)U_$ zhOgFaW(zF{BV7?=fOK#nTiRCOm8BD>cdMM|@{E zin%?jDWsmq0XuA&?oSLZusB5`F@+U|({U*s*e2K1^ugwj#YGL?%$De@vfiFgTo!2T zV3k0b&#$-lMo+^ZK9$#TIalLhM_y!axIxkdu2p?%#Q5X|uoNqpLNDYP4t5tjcu=nJ zV31=ztM7A(V|zu&E>{Kcnul2lO{iY@XG`^hs60Sx8`CFvUQtOA%k}71B!IB2zeo9Yhc{+{7;7XqKS6ee?Ke`UJ;O)w6KrMKgI9R}F{pJQMN-mcQ|OFkbmD0f|x z$C-HWbckxDC3Qye)SV-Ru4Mfn7Js?oMcFp)1_i9dbubbZ#K~yp3-|;v;rO_ZC*Vsf zzoq0`a3pMqY1Lzk6>$PuWe*3IP6Qb-{|+k^pWwqlZZsgAVL2GPcnOp@LxfydR=J_x zw!+VE;7*gTAE;q^^^0Ydvd)aX$x{Iyc#Oy&Cg2yO~A5MymwH z{}`XXHX~w`H|b~2-x3?GARmL^GCpSuN(z z6NdHu+IEg*C#GvGA*I87^+qsqB|s&VGMUhOPa_gX>G1l=BK+*_1!yH$ceExNiY|7( zZC7&>1)rmlzV1};R53Y3IypcQ8OjtuDEVbOkIWKlXlWLXqcHV~l-by3_V)#}Z zxqebLIFi_ppX~wZsaxoCGklxPHRJl{He?}4&vVwAJ_qcZOCHfsa7&jh`_f?NEEoFz zL_az_+W@T;)r{_@3xF|>404c(kE>{AT`G{)jk&J`!TMw0arf!5MRPm?O=TN zF&R=(h)E3MfTMK+A6KBh;vq{df0Kj;MxW9agoBZ&bF=e$2PmDEQK~~&N1$0F#K>dq zqiG2B^x-=%#CCMu0-NDUE*)ziv~=fwenTo?wNiIMJQkhz7nPt@a|(Ad71Nf?bAHge z<$(l5zY{4zOT6ZmqFDrAXqm1qm(I~s*6{9&G@@9}IqOA3g3X004U4dn8|7_b(JLgD znpgz7eOLG0S(7yI+MuWhX&8TTZC-GPUHm;*V_WamXB@i+FINWZ{L zt*bi@vw-}!J57Ay>V4x}njmwFiw>l1uNfygo>91pl>~IL7ZJ!kMvF)LfUy zT)6>aokee*;d8CtM>pBzeW}Z3MR}Gwsgv`Q5_%!o8u45QUkzyh#eC9~*||^$zmV%# z=+GZx{%8@4&(&d1x$e8AE#eU!Wxv*2gSMpZNibAzogRI*O#kLKhkmp6693~8{h04b zFtH7BrA|eab#=K%BW_T38OjkL;;VCL%z@N02n?krb=~;%Mzw2sdi;PLdc$B)K|R6t zgQ~|e*unH#c@?^FSR;^eqp|`kSOIoo7_oLLeKpH=(*IRQpY zb=>@`!bjzr`80=Lu43e6r~W6+8kOx z@{LoQUgh<&c!9(4(ILGUCJo@W@XQYFQe#C-b33t;WSmo#{fg;D|2;*7rUpY>380EN z|NBmb>qt?NRydS~Om%#mv5wI=Tuk4mNeM*XeGn)Vx}t6yZ3vX?P!7SLE#`A*Ue;W{ zQ}8)$bNx6GUdIa^jg@09zLjK>PnSQoU$TAvfO{-$^>U&(z{n2T(;Xqt%nG}UCvoPe zOs6Zw{^xa#JQf+EY;P8wQN3yHJjENbB^+#__2IJJlVNL+e|2)*J@sU~5?*$8k;%xD zsRu-ZJYVZ6XH|J7Kf|F5yS5X2e1yf(d-vs9QPoq^(2EqZTcR5n!b4DkO@5t@`8#uH za~KMUmV++84e%5&wauqt{-ltkkO=smA2_?D?&lfDQ#XqVj&WNY;QYX z`d=zQwn~E{L8Jb0!Pr$a%&GPQLFYrRRJ|Zsq+gwBVdt%3B!6VFLy5YqZHEsD{a819 zisWdPmo*6b#l(AFGP2^-3r^*VYHPIJjT>2lvsk&->0rjWK(Y~P1d%tjaFjHAu*&aaB zp{jg;VM#zRf>`1^3Qus(s!K36h2exf9q&lbd)g5#qeGL*0U+XUp;?>cZlt_IT{NV`e5xX z+p76~!?kB`3e2P4w}Dd9?*rMyG5hX07`2)<*%iQY<;8epa>MUNQI8Vf+v1=pi z)ePgZ#S1+cW3u={B5{T{pKgviFhh@JgfZToG^qv@hiNjGWMe}x=P=WwxZO01`U{C4 z|3G`jeC#-ji)UD5B%gxA7{CCSu*m{Nlb|cR*-_d-LFL1B0|cEBO)MulH2#%FGpCJ# zpL{x~sO3u}kyHh_gwdT+GPJX!G$e!00y3wftw8&)K4?`L0A~CG?ueBDmpW_!5=&tk z(V!lHdp^LCz}&nIJ&*bnhY{4t=8cTj1=}?Jy49G6Cw;PY@t|pVJ z`W=RsL|3f0o;1O7>j{`Kw0Kz*37=(31o80Tt5sh9^RZYCF?(@NjMn7XhXtqKyJuJA zw1z@8;m^Yroi5(DW_cw;CU8|^F2CHZfKrJAC*-A$gTaq|=3D;6s^atkB&;eiTY3T{ z3(985s155HWgP^fW+jH*QM=d>Plajk@{C&#_jU?!y*|Y7FcMt=kAq|;&|krQP_^DW zg);rM%vJ|*W5po-kH5`K;5w}ylMtsP{rd>VH)A-Vz1+%EuHeJgDO0_Q`UO+-_7XT# z2S8j6L5r3-iIY}6nXRJ==s9|vas3Rw^@|6A04z_S7|Sv24B4?$XkJKt-J9~34A*F0 zkGCYh=$ZU;fX5S@JBDqwcCg3?FgpiFV~PP2S#6km_$mi%+-be14*V>lmZlzXitgxr zX$O>;Eu0nWD$aF)csMfafW}$g&Bhk8Fx(rrf&~Bw7vGkmJnUh&>LXp7N?6*2JKe0O z))|Kp+w~e-7Fl3|p!qKLaLxcb+Vf%_v{N7z(9Ygt&&VPO`uL7UZ4%qh42xahrB~AX$zOI#1!;-`Ul1M56J# z0pYXtfuzBqLI(wZApxyT)pq*{ca0qs^g0c!ULy~XmtDi(vrZP(Jncpr53wZD{s1Jn={&l#!42Z6?p#7z+yYBqig2qU9VA9 z*N!0Xp^MzA9pkvXq3jvXyZR`L{ql1nl*P&so0}w)V5yK5S?x!x)_>H^o%ADhkOw9Y z1bD6+1kJm<*Ou1Hhn-yRhRvSkUWFSoc|O<1xfE+%KuuBV+Iasi$u#`hhJ~vEVKIRE zj3O%Ld!^jaLxX6~F7O2$S(&&!?gjjDIe=4)gb}iYfe2wpLUg+kppQO*Um9lj+JU4k zxpTZt#q=l^%$6x+GiyD8Uj^eIeC3o^GEc_d+^U6eVz6IfTjkwyBBNafRvxZdQhs00 z#G?976&UEXCR{(A#_IVCoxqpnQgt&;_s>RpJR*17jpfgzDl&#<>22xd=%Vkz7&eI6+NDV zI@KkpYsl~BcYs8)ULMVw^a_O4(-i@iNNZW%o{(g&ZfS}#$xS)}O#t4H_3;DRaPYoL zua(vrhj9gSqYMK%#q(@n96(Q%CZ={qO&Qi*qplAzDyvQ+D&Hvu-wn5zp3As%`B=)~ zfIF$zWp8%UHk)EAm0l(gT+o9n$)U)X#e0v;K>Y^al*sKxA*z;DBi%Fux|hTvLzp!v zF&{~bmWlUs+_J^6sHF3L3MG~^K%c2@V0SCqp6pW+*hg?@b;G}*l%BC_fck`Mfs6-| z(<@VEpV966em89fQ5|;2Y{7t+NyS%+>*gueV4+$feZPQJvhYkk>nNg8(roSlR)>M; zu5o8O9@KIm0|IGGUH;UeDhWdJYE3<{Tj)HZYiCYh3z>j9I482)Lu5FhJJ=j~Kp1+u zy>&7QwS;A?(694_B3F8EWdp@=d$)LDLOeH3V9Pv9JVAPopa9RL%r_`_;b+Q@zzD<4 zDjt5D0|76D1u>|1wL4qc9TFBu7dnC)-awT=(SDpQM%hY*<{JJ0B8=4FDZy`8Xj*_` z7zPzS%~y81A8nB&2$=#-Q=NzR+a1H|QZIi|Q(vc+n(xZ(|M1tJ;&;#g^&fw~^ERJ}cq??a!_CV&X{N?T`nI0Ag<$|7 z(v(_Zx~CE752;l0_{SrV84)%@A+cUqzh%SKWe3OMI)i!UON?+lClrvt>RS$(#I;3e z%14Ixz?!U#x?y{)t;ceO>ZrmR$yD}b>q)*Cj6J4?TYQZ%xNeBj`w^@KyufcVq^ns& zLWxCWoQ%vTMGGPK(#In32h~UiPH^w}1PGdJ-^jP3fB+d9ZY@Q|+)3S%rPM((G}wvo zf;9p4k9RTF^ygbx#a}0Ud$aCJbPkv$dDys%Zu~;V$>Pv~z{A6bE#~ zW9>^O;}>|5aupahcZDq!`>Hr&X9f3ak}NXO*H~S>t$;zpK|C_D}o7)XF3Lxu3rJWR`Rwfu^5z0xe3O zrrWRWk^de&n9Ua5r=O)!IsxT_=ci#`>vkR{sAqP}%cv`*Ftq?#?3^$B2`0I9bKVHKh3GtRYSFXPjX90{8SA9yBOW;Q7kC{38Ea76u@9YS*Pb znd>cgD?@$7Iv;I9HMcGYw*TUk4;z^*g96-ik5dS8d_2ETxaOIo7Dy`48$x>2xXXWt zGDf2JhUn$*V^NNnt8Q+Wh!dgC=-P@cC+RDh81FjjqNyOVxIJwpY~G4XG(4qlx5Y1d z=0pSNwct_SZ&eu>v@^*Js)*m{&jmUkX4V40z zHf~cliXemBm}qdnM}BesMrJvfExv*0mS77jBq=?82Y*n2S#V}c>ce`ca zh(qevfP%6rpJ}iTC_@pu-Y9zo&nho2=w7~jvd3-t$dPt`de7#9CXJ*AL+3c)q96K@ zUX-V0R)!w?q=s-03?m3S5719EQIEx&oYO($xWn8#|6+ZOkE&LN6WqRaBNFG_!;L=G zT{?HSB4zFGU`ifw*|?-~ONY*P1-ji0gsExa*s=a@;>;sdm2?w{%>uxqvBRjD76j^? zP)=wMmew)sO^Zn2y6)YF%?Gq%^`|BnChp-jFPhzAZyevn&VV8%h(je2r*3W7zBZZr*ogJ@S;#lN5c5~9~QKoeqaIps|a@^=ea?%dz6RpL`NPC#AB@c zy51O6!Ug8?Vu)}oFsyUgIYdMj0F;MPDIr`5Xb1bspVT03>I=9#v-y|#_RU>U15WiI zBzw&I?hzgpV|-XHT6*Ol9ar%bh>{T5e{&%BdNz3nSlava+=nhydKD-5dIN2zPT1g5 z#fQhNzGS&iMmXtzq57(oFCiK##j#PhtDh(c3inFS3dy#=GQ3a zj(1p{_^K1M)Y#XI37pl`i{>jjo5fGsl?lH+g3ec_F|AH58LBjaVhOtPuWT>)O3H$) zVLK_bm6qmkEDu`;cDL<78vg0^q%yFhVb(@P(=wRzh)8o*2Yw}GYXF7)xyrbfO>~W{ zY2x&fiqNq@Rrhviv`UwmEk!1aU4L(a(z<;>=51-b8y(8G=rZn5d0hVgz$Xy_&O>&buE~w}05g?B7Tz$YR#%V? za5RajQe}mK^HxUP4O1>-6I(;BPu#J)!|!yTs)i03i$n-W<}mq4H-Uit-IFi5k4hc{ zs^mfNr|}bAc~K5^F*>AhP9pupsbtiy~;ND`Ab0R!xP)nRh}-+(hiAVrwJuo!vpC8 zU4~%$te9$CtqbLTh8RolLXGIQ;(rk0=@T%6FSaVeg3IUskxOyN1Tha_GG7PE$nRnnvTNlSUvn}uRi!J=B(@Xoyw-ZEI?w|}(sd2uW z?WVGe9c;<)FOKbAIHaTCTh~!008M!&!Et$Mj+(40QPhi`3 zPqyrFURQ(zP?)sAD_*^bO8LaRaf6%@W2o%c6XeeUgG7ZnKmH8cgW*p?rE{6>#J31r zF5H9}M0L(@9v}d|C#0*FwW;O9MjUGc`jXMP`g?d#3=2C5#oF5ulLAZ%a|CckcfqQo zjeqMRANtxDuOv4KnbUmjd`t3br9AqzuHqW{gO+*?HWfdyUr^Bc047d&vho!Cd3J^k z&mRV9G|cCanG>LeQgF<_yZ#!Xlh#?P4rKn9?dF)?U$$78*HG;CAQeXAGuz_loQj8} zCnRWMJ16VRd4-ZY*Fh;+5X~E=TwNrjHc~Fg4ksCmil@9-sGCHh_lQ5ll!r*Z#`qH}rBG zNeqZF;tz7S=e`?3$NS7ODI>!Y;Mw)&?ecdL{d+`D1xfU$a)(sFZ@Y#OQ&g-?z5)z) zo|1_F>$A_UK@Hl!4aM{bPQphi7hK~$pqs;d#BT?mA{PQV`1231@#`6ls1-@DX{Pwp zY1i0}ol~II_-@{+B=)AI^Yjf^O$pjIYH>e+XHNFSkyQu#5id{VYacLueDGbwf6Pd^ zPp`@*c{!7*qD-r5R+@%adj$%3MiM8lXt39+vuc@~IeH_mT}NexVBrX`eEg8{tx`Hl zl$5;2c{-}HL&AXOFLgm6bgh%-DCoKBp+UUXDpzz#6rp(z_#_6ORf1kScf5Dm8j@2Z z_MK1}Qhof>RHGGcbECa57mdUcMOL*fQ=-&ez|=w?@u)*(GgkF4UqxL`iDv(v<&g>Sdx>T#+0z z?d~8@)aSNR_(kh+q;+~JSn;bGO~H5HlI}uS-J&XjrQFgq8fvi~vZcq56>OzT1jj#9 z1frx#!rl!7A5)pHVt5S=k0)7);jWnpf}~^Iuy<33!8CP-=Y>8LX8=Lx$aNp@)}E1- zV>=mJQ|VyQpG?be{ED;JG}_inW^S$F$#zw}1*;qRZ4Y4R1^iBipYf<^^(PmC5(AvN zr|~9R&X~5fq)Pfod>zteU&bh4+PerzPm-^zncoB14t2j&CrE68+Qlt}?jX}6lqbIO z$!|a=khJtNbO0O`S;TU2_pGI--Tz#LwVoaqVWM>e?Yv~G#Zwi_a4DK$+#aqrka(2L z=pM8X!M2as(4sk~Z{tyAyQ#|r+)qSL0SIMKK>QRC%$fY_W*MLUqlCKdFD9${PpBMk zeB2qaMLiBod)>z||De)$va%v4CV`1wZW1^SQZma(*ddS{lNkJeRu@kw`9OfEjM}D- z!AhC4n#ceGYA1Rg+k1T66EpGmS*pZBkiP+Pg~4np*8*>NZe{$gx~VA!-dBnFX7eUf z8UrBwwNj|z$Ioa;U(`{y9u=8Q%N^db-n0NzBkcO4*vtTT2+qrG)Y z+;Ou5MOn#Ld(bs2qS+)4C038$4Ks?D7l<21$pA~{Ng_L5{XEAoxtFCSIIq~VtvQK| z35Z4MAl0_rdQ%>?f|#CYK&M=hEX2%}ep~&{ICbg@6ZmG4E4b$sso(3PU`5=?qz}zNKV2*GeE*oH!+78N=Mm&`SfDrH#;<~lb*NC- z3iWba#hV2gojbjqq*Muggqa6IE-SUAJ%Ed?lm)DIUzK-*#hY%;4_F z-jilP;`_+dxcz-JO0#33UzU(ku$Y+O9E|U?#XIfQs9YR?gfj3K1LS;u{n*W3J&+t!%_FK?cF4Qta>thjMFGIQ>D zw3$vM=7xx>Dcr`z3lxZYpS{8BBQHou5w$TXNkl;*_us@DsVJjka#9EEB`kLy#1@20 z?GTqHwcFNtT4ww@*yl`bN}C9OaNEze*A@yi{dq2_|GrvqwsDsfE2(1cVE)}gBEw?k~kOOWvyo+wUdv;KP19p?YJyFzJ5v@f;>_idE)|QL)wKN6bZ!irdVutTOF_ zy-KwWzT@^Hc1o;FbTC!vd`9iU?x73iJS%AljILXFamHim3B~M3*;^$nSKxZd5HN{W z;g!+W*RfowNz5qAEnaj^w0KCva%#G~q1gxsligM zA(NldFttk&=Wo`iGu_-1PJsAjLD`@n8vZ))_eRXB2b6ZgKpfKtIndUtqQAY2F&LAJ z-rH5S221Q|+_@#maUC-YsO%-1?K6=b7pDfJh*|m^hI5~Z{BZxwzl$9M3NRCx4d-G6_9?8J#Cb>Lms)9mHDx#kvJQ3b zl-{_@ot?H>L40_uWmQi2)BNt2<(1B;zEg!68kq{}RgT^!)wO&FJ!{P+9vs>^_B;~I zbV-~^nre}fgDC_AW;^NGZgO!Cc(RWti?j>FD{;B=d&hM@3=DK0d>+~%yXmsAMHJlQ zK_2gI;FBZNaGAhC3V1DI1MWMrAGTJO!-y|%&uP*1)5jhI-=G2ROqjzxmcObQGCGeC0HCTp@Ponc$&ksik~ydb1LD)M>`i782Ja{E9OCI zfk+mzL)Pxm!i`wS4K|7gKLFkPTYZYLo#OKk**CC@;uDEDXDwOa&K5GhUUpE7O8sV2 zWcdbm?sGR=qGFmGySG-70JTL4Yzvz-Qg|4{mEQ24_d<=j?RWF<*IQORzCk!hwNRzY zg2ou#Yf9?z3BruYA5oaWQ8Io^N9h287$ldtXA13xmlX~ExPzJpu1R^IoGzSD1Xkyl zxz%+R_e$P)O@P`Jfw4cgiN7T%DnYI8Ic&7&6;+#Qp$Vq=l}3OgUfflAxCv#dQ7G>Q z-fLf1w_VTTcO1I$19_%kn5G#Ir96;5s&+oK2mg@Ja*Wf-iJ`zjg0RQ-moR`Ul3K~= zA80#4eP9wa7yfe8YW3&9O38cmgPkx9{LA0K*&Uhe9<`-=*l(0~-jub|pRwY2#(Odp zw~t0;S>-GlkAN9d(F4oLg`LL*1s}Dvrnc={t@~K0Zz(56_|2%ZXpj-jmP0r2$hS!Z z=X~B>y`Y@0B!MM5+io3qRsI~xSF7~s8E&M^sU14luu(t6XD97`wgLdu$#Ye}?+2AhGH0AI!91 zlC|$?c?W1MA_TRW8r#v3TozfDm$?TEK!Fibt%IE8uXkia7Jjlfjv@ps=1Li=G6>u> z3Gb+HL*yKs>CvMWG9W5K%=h37vAhL)Tl$|CKV-Cj4RHl1Lh%cfsJrQWhmi+Kcj66u zsig8>P}c*Vi~^8Xmr0uqeVcV=&WetL!_%~dqCN%Vr2dIO=ShG-4vO4?ZQYSBNi9=x!DYHWL_`1>sm^X=NXWzY0df!Z z>tgx4ni#ZSo$9qb%@JmOS{=92ha87ZOFhof5J~5vq_AK@;rmURxx^3*m;eyxi)#0Uk_;4KV#QSobYbG0xF-E{l(~Iq@LnEZ#L53D&dYd$zmQzT zSzhN!ZivsQKvsG(Xccw6<_6y$X{d&^{#ru!5-|`P=V>%&Jc0`h(SgY_qtlwl0}0iJ zIW4U~1J*DNn)5z7XrIuuQP>btlS=?so0?)6Ap?i0v2HUjW%SNt(SG=FU~}fjXZW-f z?C_ToIc-iJT3^S14hQ0Evjn>1ga4yzpC*^;a8Bpd(7xv8I|++?mbd)Q9N5kMUTG&~pMn{%QHh2LehOcj&%h+XMI-b`&p>Dznfx4?&M z62ZwMFN*OV5t;Y=R(cU;W$0*BFYYhUdgM#azC)RL>DNH-tLk@|3VI_K+3n!Qn#@@!=ZzL9cALElbI!O~sv4QQ#7qtNB*iou8=T+(r6A`11*az(n z3r@%1LM`^r){;ruH(YPs15_mlPsvQFS&B^Z?29Gb zJEDa!2>T=&=AXy)1iWi_O09N2#yr_j24LCYgtDdXg<)WeHss3iJ-&%P?aAqFSKkMq zUYbXP#+F?y^ct1pq0LaYeB?^{u-#A8X>7PwaL{9P2e=crWPaHfWDlam#ANvF6%i#& z@2_LbPL_4_Ale2Wu~dOeVg=E~h}Zig3<{PFsK=-vYG?R{lnM7?_yK$L;R;tLgCMP3 zUfG*kKexAYmZwu@nrKozOK&N~cN<~l$Iw!}F!cWHNM(bkVChD{u{#O;EDkocCEg1s zL4ds7wWitYqKWquAd)v!-BG3!4pvT?D{89ke>fF4-kDWg10JI9^5~JLe>QdoX`G7% zv6Wguf4LuYMsIu4;y{3YAOvXp*ESNRMjD6TUob+oBtfBO?td&1hU@bvfRZM`JciLE zWrEfKL3tI<0Yc|+!S<1F55p{{p$*d%_(6J@w)?A{$fBAZM+v7&DfBKyRE+lyHun8H zNKsju9U5^EX;;VpC;^LBO40_+_-Mbal zV@hN{ApAz!#J17a8Q~jJXSZMaT=7OPV};J~H{~0s$plO2W3fxsDsorW>pz{g`{=90 z4tC^J-y$0k^RpH8Ps(?1D@kQmryGEJwANe}=B~z5j@{%|9qn;QX&FT)*flGxfw%a_Ms42l$Ft;Ljw9EQg5ai+XCX^ z%+Sg#FdQ*cLo%|BrwM*jT84j@9b)h@t>u6RbY$IxEx74eT_>744t=uy?gsz~d9z%6 z^yuzc&w&b&R#uJM=JUjtF!ZfaDB`uo%st#mQ|gc#;2;s@nCLNu-*_4TbCgij^a3ff zLBFhk7_{Ca<%R|jXC;-M(A1Q$E>L*U>|@AcThZd2CNKgC4q56iP@_TbbUA;3ezz8( z*q!0`=V}Vs|2M)pDKF#6%Ob*{>*Y6M6g-PbxF<(=DnmI`tO;u=+DA6YAb5l6e)pSJ z5*q#U^=ybQa?e;kq`h67E1#~&(Qenmv0fSKUfQ=-BtLF>bN~<)XtKbwFwMgpN+8oL z$%oMcLB8oS=kuq(9oX{il*ZCtoCSK>7 z2m?aD5Fq zD}qk}pvK<`4}W)j+G^vyQW(~~PzFgk|A)D0f?)4_4FRwFGGP~yGS0)|C2cr2z+?+4 zh90AwFi;|*VnLDM{{hFq_Xl`=NN=E4WD=ldTyG`LC=)558zoPfETH|pg+RRCUD=O( z1%p~v+QR`{8UP8s@#QrB%UgAEjxF7MFJ_It_r?~+S{b7Z{Fgsga<|*51u%uyW#JEj zotA+nm7fEg!=RpX9KXpDhZ|Qxqoc8C5(yWcBbo&M@P1kWMMlowy($$i;?qJ7-rH@z zL4`c9j#zU|G3U@8-$tu~p`%|*A;~nc$=7rwNMW&{x%=XcCBD&>g_e1&*`s5j+vj2I;xb z+^rV9Dst#7*6O7<-+(-DAu0z%C1l>QhSwSLr93!@(js&o-kCXo0Lg`x^mqVjJUL2C zXTv4zl<5Hs^vde%Qdqk5s$?0zj%l`ocHPsR8G<*eNkWMS9MY4AUhpu093G`jn5;3R z^_!3!`jY^EJgfJ^ZL&rW2U$$i?DN4RFe!ZT^tEB)yf7U8%T)^oMFl~G+y}z>e0*sdQ#gNTKmxS)ZA=}s1SKA+(?!fUD8t@<33+z>U;+=1vnCNqMX##V=5#3-Z$F#o>@G{`?-ssx$(H$=$ zvleI2XaW+hy~3w?6WY*HFd&7UCZaH1 z+^mKRwrBO_hi@KEvafiMr92+3+4T+^XA|+XH$hKB&YY&WrqYEJ;<0J;nRI>Do~;SR zp)(MNxhrzk=Caxax7RwZ#OzBX$)BI$Sy8dO_8IpSOzpKch20~lKKHh1N$}P*q}U$n z2n14o%1!IxOW|MuM;ATHU4M86Zo6I?tU>!S_Tl&VK=?^NzO#naM3uz1V7T36T&9sY zjoH$4p{iF9+ccCxM7K0!xA|XJfT<@k+afE!=+9Xcn&wGa5(5L|0=` z6xCUSs;;7x$w8I`+@I!Q?8<^}LBCy^7-eN3G~!gdNT@0MiD|UQ>Xk+Nj9)YrG_KWu ztIP0Z7I$q^wNFn9qliwwJQoH*`|1?@)l}c_l3<8uNm~Tk|30T()?WAH1 zT>t8Gpo&$Aa=JSBqGqvn+7~ zq@dL0AT! zN3QRbNeZ`l`{|FDO|-#=Y`7KHGcmje$dBImyuATB*u-(O+2J z9c2nuK7JRGIlEL1X`Q#6k(A2whqDHY=F}<)M^%T(nwcn}kY|y;sn}3>U4?9Bg?G1X z(FMV7Pyohw5mCAJV52E*h6&Bid>U6b5mEy^8Afg9*A|@0W-16#SaFBeSCKzWv8Z(_ zbqN|va`h$j;J3kC+6y=l1dAwCky($(=tUrct}M_=R(Ze-u>ovX4ZdjN52|Q**yVi_ z=X5b4qD+{!kn-cb*lt zvB~3#Jv+%!_vGqk(oWH`OXF?KRN4I1;+jf^mzaQZpvx~oq6ei-q9QE0ZSA(P;F^il zMTFR%$2(>knhzNvGd3?yYkLv?@R}qjzM~qs?hx?%mFe$i7@$Y48QwSI5a-sCu&-!D z6Jz^jDS&0dnU19Z=+M?^M43g%l(Eq~w3KPy$44oMP!mFo5?)3dT0bxt z2x#+axrPSs^s`(RaRXb`wQ~@*9+w}P~DY*gR7j8$twx&Z;pl1EmDgG zTaa}5v=qa4mJleni$qe5z{ez|BE|J%fV}5Nnt$Ow_oG#tL2Y;p%#Ta8hJz158>$+G z?!n4p(kVD%>}KAxZUf#`Xbj@XAkFGmDC=TOArp>;f+KyobiX(m0{uo7Lp@d$G2Bc6 zXdyWUB>Vd{B*&s2hNgpg{ZGK0PxE-O7UT-KdBRhmV`>4ed=%&d%PWt~cai7QL>F}yoQBOYC z*0N~uNReVw2X4b8B4R?zVQbn?;`?q-jiSSRk_9GdH$f$C4v#;gO}6Sa3vz~r9?UK< zNCp4lx6f{NY8{*&0)7+c_o}0L6@FdjCV;6Cy<#V_5jGC|FeW7FTusV%EUAJMmD863 zrnC2l0cSWelM%g^^(NhvOD{Q_w;zs-7Y?1HFf& zkAr|+d(|FU$(i5)PRR@)j{J~2x<{9A`is|aRSVO8^{spY8J|cHJ4*~xdtqTeWQlPi zLo!e~4*pod46O(a(en?>d53dkc{$~$6evZMLDbCa1zGY=e2_XBqwa~OBZQQDc5Pxk z%$=?|#)nX#u`e&-G5E6XwOEArL9*LP#S_@TI!{TS^MzNkgzRbTnK@gqWkko0^1 z^|TYMBGZG8d+h_?qM3A)%uTSO7T-mCDx@YZB> zN6Ho9HS!;B_>ZSQ>s}u;SI#Gq06oCSx|VTAG;mqg1B!^=bk{Pu zlewbTU(f8a(8?)TXFx4jj%E0^_Iukup~Yx%Ay^481~7Lh^s^i(2;n6r>!{M|xpYbV zOH;pmix4sMS1z(jMG^-?RJ8}NqG^gRa&+?@_%o>)^_ownL&~2XTH3UJ=}t*yU68b5 zR7sOHoD%?TH1zsE z60>NSd`lC=87JPt5I7`tJ#^FDcQYA;YEEv@+cM8&U?If6>Y{?i-OB{TY1^Zy1ZdPu zEI5?jsv^Ys$ATpU;V;P>VOom&eUrh>ky-XcJZ3hV8B=rr7pSD(D+ePDMj4JQU5 zXKjvdy(0i8=~?H3DaUrCwL6N?->ug>%N||t0hL~JZJJ!@vTrT+hrQ++jbuf&86@|D zP`XALSf!MgJzlCMO~70 zXJ1AyEEKvJxrwjfJa@RJ1C#u8;EaCw5Z=|7Cl_a*w2aj;Sm8lI*RpaN5m{WE$L1Aa zR0y2(@Y#ggQyfd68xr7$Xb%kD9uR6CM@s&h*)kRxSv=tRFaWFw*2d8UmaNuVs}G3v zyqq>{zp6@f&qtVPaNV0XQfEf5g$8Vn5OBg) zLS3ukV#X&)%v^Jxix~yp8p=&>Bu?2=9jx zST!rqe;!T-z6*tZ@HJIv|L2hlMZK`pI1wb~P$SfE0;uq1Jwkg9c6}vRlHFU--hJaG zbkSYi{v|-YUYZ)u<)zx1Q8Inb%^ls3-;`ge8e;?YE^Bq0vT^P&LwM3c0mDqf04Tuy zh;Wbq0wps8Br|aLQ;c>yNK z(>evRUw5cxO0lxGEs zaE^7OOoS1jDBVfO}!pk;n+ zKz0vt3WwJ56?zd%MxPM-c`zgw$Ix_IW#CwmRok1=It95+!ix~d~ntBDeQB@0}+KvR+)6o40 zgP}!g&T3zTneGtEspeezR&??Nk>kRfc5!BoBmUG?40lznxqq={2{qi^GkEoTn@#IZ z<{9f?sE#?B?83;fNsAqm>Ws7uUVinWGrI;lHb<3=3&UOiA*({b4jKl6<_U?Y;O{xemQ)(~ngx($FP(tBN*f zr;OZLov%8yWVy^DJ_pdk>{ z0#S+IjzSjOIeADpB$cJZv1bZD1x)UjPh!_nMyz^-+re053+#o=3)Ex%`>GgJU=t>= zm4xJb{JYLOe^j28_vH4bxzhL`UT$B{c@>=S-imiT1{qXASNIS0=X3)R6uz6xTs{ms zyrdd1y5h4AWWX*{^*F3Va~((_w#w)ly+Sf873u5flrPw@I@Q7-1d__f6?<6eT4LjI z6d-x2IG8tFL|%4-GQ5`oH{v$lLuD#d5>q0bX0bu{z&bv`>$n zFd*8Z(_`$eK*mOkKGVOqKdJQPrzEOaIK2{!s3t>25R~jgSjfjHC{74xn32-Y|zg^hwy-7TL4L!l(3;kbl_wF?#-_(4O1phGt=Wo&OhI@V4DbR}Y9~ z&-f#A5kbf(#2r9c=-OQEn#SHyDZ)N%y?5H9KIGXy8l#)lM>*jc6dQCh@uAz%M@B?p<1&0rM-N^dvC*eDInk)F6=z*ge?sAi&u7DM}n4mzlT?!GeqfM9B2W9A|xncFs zO(*`Z{?zW0PM&CrmI2M1R}oSMpi^(O2jyj(UoYAQubTb5pvSnl;10hZ3M*+LyL7)Q z1152)G6bGYdneM*#o&67wg#w{0*`1LmLmq`-DYUekg+XbR!iM-e`5wZe$W!NR0NtW z{cc_0$?;#NE7_ZYm3#4FBIwL+2p;qw=oP9C|0<5>1HmJCbwVZ{Bt&k&oP;kVI_Ip-Kj z*LN7HPO5NE2R}v)*UY%vJ6Q!ot$ZLaH1R007F{^$glos{o460qoU?8>`U}bSzlW5l zQetYg;w4p(KbzWQyl&7B8Ant66tz6@7a0N?tK`NjJ<$j74xzcNJ(W_+Zpi##slmN_ zB;SS3BL5qW18w_CwEsm=z^fK$h%#Vr)rrLPyE~?>5>$L@4SjTX!d$Ni^FGn8_ryaX zSN`oD)h!p}shY~o%MHAVD2vyW0skvc`+y^<8K;Cc)(1)N$}@v2Ny`K00drq=r4dH% zAtI=Zm2}ey2cDzUh;Is&Is=hQVTz-tTustLZvv?p2k4K_jG(z?^gyn@Uhig5B6&Pb zH$_P#d(C=8@9-yk@hn8+tQORhe=n=UC8{iuf~vV#s*HMWCqD&zXi_5v3xBfH1!wjfF=6ShJSKnR+p)Q_!Ec+owiPF1$Woe#=G=HY3QmDpv-66 zT6jIZ!lK|T1=4;4#4u4w04inKqW#apzCtPV4A`#lM(s`z2H5ueY-tlUFYu=c4E7Se z&ec9 zL^@y9FKcMvf2wluo}sxvh#}--e2S+2y**3gQQ$=rYtB1*iLc_qjtx>&4~1+F584%| zbc*OVl3UIMmrwj@WX*6tI65(3d>iS_$6OuwoY{;eel&h!^I8X2K3 zloxKgO$hrg^(?+67JWiOJKmPii+PPxpjU3gxU4^X==?+EhCkRYI>WDV)Ma_+$`mg0 zhnZefS}GWu4ilvIwMc?$!NXh}CL^irR&rJh=x9qb3TM2>CN$iY+SYW)x(Fk;&Xd0Q zV{xy})oSKqi$BrfxnW@3UY2ymCP2Ux>`t|Jr}7Q<)LF?NzVH>7S8NH2w0(k4SM z(X2hnbx4MWz1WGcIY_J9juH;IQ9}pK zB?7&nzSB{m-pVA-`?a_lL}X^=2fdD|pH3dXN|-$tcYU(AmGqPO;t^D#b*QQcjkw(8 zWS}AKgtuS@=`#GS(vSCisI}IC_Fb@gNkX<}p{?4648f%$wRzDBAs3Pq zQq)Z0yKu5vCsr0{zzif-OXOoxQT2K;^zqyxr@ybYBCvxxVjY}t(|?(P*k=9)`mOHuZvrf^9s}K@&~kUPd#w6&Z|W(OT|W5KJnCvw=G_bq{O zcxq&uRvSl**jUS)Xs2y)XcjY80+CG06f_+iWxw#1rj1_{TKi#o;O-7_(xTbV!&6L* zNPX%UpE9!?DvdN4)OT1Uosh_jFPvUWnOMo|Wd>V1H+-!rlE1EI%*eqH>$ph6TZp$f zGkm$CHPz#iVAN?)ylD5>;9!bFThr9-jEpDOMc}Osqjp|nQ*c5j`X*rn^#&x?|#mavXRG>|yj<53*0tBufSML(OxdNj+<-gK|DO{0Zdukmu_4dUyq)w19guQ^??h9To;ONzG&P*4nf$bkK4Vk)?Q zQ=l;}qqX3(FK4VuJ>1W|7$XRiJ}BUGrD-Hvd>&0xa;nb9}+nk_7m z=4roC%aZt~%sx*(WRi}oa@e+i0daYubxq|lWNZGJi)Da!?`;S20aQ}Yp{@+o`MQ|3m28v*B;)WEKOM$;^)aEsD+Ef3rtGY*W&l4*&LxglY}{$E1d; zb!PBC-a~dx_?x8yjkL#XG;?;0xa@m5w=RE-AOHocnHsOk?hCK0PD!=k$r@nH>SqP^ zbpt~4lv|n!H2SKKFq6>P;h+9yrjeYKy-&yYVka%mFzetPDsG`CrK<|&A0JhhHO4?y z>^>zaXsayW;7w`!uEGAbsAj!zLy>AN#bMkzd(EninO9xaf0DtLnF=(>e&F_aq#ax8 zco&mbqe32Pf0S}Bmob$dSVl;*S%?kD&#<3BZI&B~D zfH9>~!m2<45P6iMSRsG_00002B*W3{000Q2DY_n6E_LVI0#BY?s&5`>P^Gq6PzC+Q zY~>-li!Cc-!}PZ!vVRjHb1<^#sNE?Qh2PMK0sXJ$7RBd=*xrRx|jrPk*868S&fTt z_TjYy^Y%Pd;Igon2vvvu%$V-3XU!xnl%Wcq)LIM# zQ74SuUA}+78Fm(ZWOf87vOP`hXPWQ!M>wkiRvMW@U@+{DF%3?REG_EsGD% z_OZ>wcqDxcH$z{Zg@!I5>{Dh&y8=T?9jvOW5Ef0SeCSVI_1uklHcEe@6RZ_Hy}im+ zS|iIP#0-kxJ&oRT3v<6>0EvxTsU_z&-qJ;dIyRg|9S2M`X$tphAtF^t^8B z-j3r)d^eEB1|>R05_B@T79pHsWQ}#-P>r75_;XhK{1CIw_>6GU@!C5H;A$D{eMhp` zle@pOt0|PI=4--FK{Plv7|ad7XI*+|X0TBFej3yssVwJzjN_}0leHE3mVOB48W#5A zB$+cRb9@|k5`64f19n&cylc3duC1*l?-hQ!>;1c3-CuLSt5)LYpHCFz>YqQ)iP_Zj z@X9p(5XV?0VZ7v8vI4u4I*?8-BckeaEj%8~*i7Mav>;3VxYo5ugWO`+tdwDPdwvJ4 zYi}+Yi5lK|h^dh}8kR{?<#k5wY(8uCnhoq0ma35Ncw>Gcm`suW0{l_}4_tRGe)@nK zjdC&b08gmhxfua?&dH!K%eS41{iV-0^1Bowq%M>S=aM7nSau>Ww8>djU*O0In0V^} z74eVenIl^pBX9<$gR9I_Vn^e+?@t>i((m)7`3E_;+H$&9SFIknz{@K)KT=8LVc=s+ z@C`5M+fcwW4UR#o7`V~5(EWtSl1_qU+yol|%jq)k9ldGAR8WThyj5JltbHJuZ3Ta@ zojxp;f@QntR(>01znVWpLsqV0HyF9gfWnC`yq5GV`4H*Kk3o3 zS0{L|wa;Rdm*Wk@0?&l*ZxIpg5-`k^Pi|VZy*__*N8=UqD@2F44b6!T;3$7Y!g2~(FNReKzKDg)25Zq&lSY7DKAF%O|D3&21h>Zt286ldGI%xGqbS`4N`E6x%>#0f)wm@d4d$)L4Wm}QKBW3)(Ti`iwQ?`() zVRIGD&I|E>(y!R2;oONIGSy`yita2{C8QAxpd-RON1G2-&D-OfB+cXWl^0k2}wktnu)1wR+-geF)N~J+3 zWH0cgyv%+gfDq6s?I5+~7;S?|_TVYU!~c9|hE+if;ZJFKb5g;iBa9U(;$Q}jSnC%f z!3UF9-rm)V7SCj`n`VF^lx{_0Ek@7+n$MB^D^@~P87yl&beodd99JlQF@2fLulB$o zTxe*0^aOTP5a?X^Lf{7qBGwo*Dp4fKQNQfl#Y)D+m}k+J ze0|MeyK|UDmDC?DTG=2`H}u_4Qz7O2GM!%P0>9(VQT%Cx88G4oP*Tl!R{&#$DqxPa zNEHl+DioGyF~eLk>49ThViE00L2{}FMgA;Sp)GB;K9BtT#{T0m1Dy}nU5gSRG-}9n z6q%IlcQnYRO9hNW2ES%<)&Znq2kY~O-fv~<76Gm$)oOvGg02u&z5ypW1n=5Ij1gj{ zOe23eRc8PIG)Cs!d0&1Bq#WC$){OuKQDh6t9^@pn2M$xq3x0Am+L{loNZUY>E?5Nb*UTEf;?Y9m~MkQ&>q7o@r}x z8w6nt;a1m`{EUoXfhiZ}|3Uck->)Hy4|e}onVj|ObxjXl7d7fXLkqZOfmg}80-Gnz z-q8SUQz_I6#U&iXWJwQk$c6j702s)Cf851_DY3#lWC+c$$EqInugG6cOpXm>;}<}* z(k?zgiGQl}pt{(#meL7D>eF~uNd4`)=*HjdpUj8nc01uqGJQc`yI_qoc>_y=4A6wf znA^4wX;dOP7t5QM7HN*s2?uY7Bej@RucPp|e1K;%m(veCXEwfKBlf0nSmNh;S4umI zp){{c8qwKeRQB)ZYtz~AlQF3x<3JyiW=?TDm`2r8OX5yN9|8ku9j*D_0CVtFs!i{q zvHKzrgL^vU+{9aLgM9@BKHhKoiB~s$75H+Rk5!8S1vKsDgy}O|xu^Tv4{Jcd%lgp9 zKxvgjELYTjkNu(qv8}U5VDCHr5E|sPuFuUOF%7*r?U&PP@<^Xh6!OI`#?RySFApM_43^{ zP;zRYeGoQ8O&0m&(p*k8-UZNhjeeJ`5h`2QXX+Zw-G;!?1agWp5CWO2*&L@RCBnB@ zr>QYt38fdLAZXS1h8g^!pt}+4-@T2eJdcNo6BhjKkaDCQLbCcNcz&m?agL!68Z&M& zckLzhqh*bkyC6tau>Z64UzU?e@29DPiZb(LJ%2tWS%aaTa;G)!8y7ETMWc)g$v6?k zd?QeXFFC=HU+C4GHr#b1qTmlImh)wi^6O}^!&)$-VnAu9fN#FGJS^tujHPe4PDm%F;BVw51&AJpy)^*rK`#y=v*yt z9@AQBtoiEm;tZC*Zer;Agv^R~i18|>7p(FIISN6CB)2jdeZ%@_I&aTfzcZ}`MK2{@ z4HXL_L^_4Ks@Qg9c{5{4Bwj4@N}Z`Nb5nfTkse-u(+91SOt zOEzvlr{RkrE?jCJ#L2G~&1=@T{6!QH_>70Wx5 z5+>P|V27umlHsFnO1J0yz209oWFS&0W;#uz?39#PUV=j#XPsFhdk!OW`%g1dD9)j1V}$U zikk*)PAo>ZlXe7R!PQz6^ama9;}G@J&K-s@Hfl$%v1w0cWn{l$wC#3?uTx!QSPxi< zei__8UkLfJ?P0Wp57%h@00^Ojn#&*;z1W#Bp))u3ZEIZ9Mmrut`(==COU(9vu22!Y-Pg zjT}J~#fKUx)RghdZ5?Ik@@nKZqnWtbv1XO^#bWk0;$5uD#|yB`#n`}#DLZ3Kr34bEd>U%P$jRYR{(&)AX83cd@2|g8 zEY4A;x|`*HplI?ms&UX5Gc6EV#rwuLvHf%t7&@GA9_--i^SqSAgS22{i9NE;)4kU* zSGHuO$Mp0%l-rM*(aN4DaiAQ8M4z9%$pbG9mPK_S+ksCtNRmVQq?`F3goS>>u^ zuH8Q@0dn$3l$b)5`+wk@)q0W%_0xh!eEwMN4WVet#h=U(Qi02!aTf~&0a-GM3uGC{r9OP$~9I1!Vn?ob*@VUr33n{I^-YD2q0b{rO(*s6w2%StA z#94%;B_3ouE~iUs@=TV=ClE&{;jF{C{*XoAOx&)1r7q~-e+N+0QNbJ7G`=SBGMS21 zC|M>^FK1>RM{y9GC16_SOt9I)&~Lja+gCoZ9){xGXPqqow=`41TjEMk%o;W{e-BT9 z;%D%Z>z0QKk2^aF*88@dre0sJcKk0Y^r!3==MmxtxMS686V+^M(-JP3h2VjJsE5{V z5I?$S+I*Nr>H)FId6JNNR*aM8K{{myn&B?)1&Sg)qf_(iY7|dKt&@mZ9t2PwYhQ8Fond+fAiUjHpb_ z%HI~3MZG9|4-YE-@%H98^Bi`h!*1}lQaCCSbq!wgZ=!gO*vR}_!gluj!&ey%N!ru3 z7W9Hw?nmd(1ff3axh=JKMqxS1-O8NPH4cswEQ)B+#*_1nz{arE{Ye}~xZ_QH)Zv;I zc=X}q{Dx4#>IdM$Rd##13{?;t?~<6#W^mL@@=0N9KLpvMCb(|g;H-cJ>FVSMiJ>9v zm66otu0gl6v;r%C{fdJHc;jrWgx8606$V+eO4o75kS9QhsHcZ1%t7W?*u}(#P~6>- zv`!!{nqa%N-ZqX#fE059t5kqh@p)yq!B)EMmd>zSnj@x({YPc0mHImPY#s_<4VqD{ z6bE0B0ss6Z{U|q`pk4y+iex{kF6}>K0&@SxPge!AA%=Z%u$!{f${}+-?XASpCUafA z{e6xGdP{V!BIt-v=U)ahe@1fy=eaL+{SSud)IQ%!!e+RqQxisGYjbW!+HUY=emC$f zga<;(U5_M}!>!#J&m0TjB6f;>bt78kIw^05y=#eBJS5;Vq}za%+bXE>nVZYn+r6ss z#X?!>Mp!o{%KVHA4x-0Q|x@hhCPDZTK)Xdq8 zC!dIwD?E$jIZ@BVOvbe8OE39b_d;%5#E7gIJP*rEa4*ZzB<7?&A7K@mN)rf2Gcq|X zkhNK4ga_%A3(77vk@eGkOIZGCILDvN6sWJxOU?~S6{cA|I;I^?Jf?H4zU~YJ^W^Tw zOMs=auOO>RJOerS=0NKR$F}kz+44}&v7hcp#fSbhQ)ft;t#N3sYxc;NZyp3z_Lh*e z7d%(CC4MCxm_0t7HQzw!Oeld1)En1A>}DDBq;%|#L7&gX+1Qf#%@oe+iBY@S5Miby zx%TwGz?l>>PTvAFdWInHu{77dRa@B-(yE2-PB(!*^dANh6WNB$7PD+Nj}0{YbS8TyIWW33T|&k#jGcx5y< zyd_}sN4*>!KJlob3z*B2wCy$$>?rJ9G1KC4u$>C?a3v5UNK%E_{IY-f`0q79ttW6t z=Ly{w<{6ka(MwsCyZOV$()kjH;yt`7AUa}sX3m;OA`flw{j<~m8!u~;F1v`aSb66- zPAZ;1OQY%dZn(g)S%JK;(@_W_F$w~q!%=j45t8QvScaL?x2Vq5*p=oX$ zuBD&%(pK!&%K5Pa>vDON(T4^0G;`OXa`^P_8)`U@pw4-gO1(xe+#QP+n*?;+ zL{D^3CMCMFhWguM8vrcGXh`Uqe%>o2%$|>gg%(?mDh_6DCH+k=>& zD^RmD6!~Lv%oJ=bQOU{V9TfkwLY8<)s7T~Ab9qn>_I(*jJYO6tk^%|VQx#w>>OLtWYZL^{QtkMe{LGP|2BBT08@Gv!{U!sF@#C3KN{{@j)oJJi$#fEJ1@gIZsZ&9H+P1HK((kVHD6y5n#RO zB{3)Q($`s3K8Q();yx)HBTv}&}(!V7!kgctZ;n)u<^~}`1j1PVx5CjHPB%7Xv`B zmI+oQA>#6+Rz{hvP!@BSbLX$y0^>Rpic(C$89lCF%^F~X5>mrp;Acec#O=a`Pp^>d z?aTF5s7|*X@X)Z~1w>zm9lH8YKRNBKMR~kHgy@A9iuXz&JlO>;`$`1FU{-^hb!1tf z)8zFn*1=Z8kz|Wr|E!VDg?mDxb4n2SFz+SoeG*ayXi?8|YFw8Yt*R#mI3|ahmKkkU zXRfjrB-eZxHBj`}tasdkV$M-D;8|$#Y<0z*yyEGS;LCQ`*ucd%ih+A@h9s>y$Y}Qz zgUEPdX0HO^^HjzDJla70bMCM%e)ndfIHrqN zzh(1rc|(v}nC9j8UGPrhllS3~BZx6D`BuQftz?W}QiPkKc zkWxTQp_m@Q7}M=AU*ZbL9zemMK6@of?}Z+c@OCZJ`ifZUaznFPk{g_=X{F>m8!F6T;!wz(=(o9>O$}RRHS{5K?J&v(EDSf7Zh3U zxK`2x)TRu3*kwqEY=!N=25_+m0d6@#{q)MD3|v&Dxr&HZqTKYsq|dzLka~DSVA(XY zBM<!vj;-+F_!=NwhsMJ_Bn&KyTU}Z|AVQ)^)aON$#E60RI{q5zNb&3X8==RjN_S zIl2x1ClmdtGE&F3##<|@K$d*Yo2vJ=c)wPE6)30)!zgsp+-;Q(g8>T(-xKsULUML< z!F(E+zQSijZyd0LGP~x_gweyhpq91CgEzM3kTp>5K>4$wDTk05)(3Ia?H+1woL;_I z3%>$5G*vuUUH3;Wa-~Fu434o{rH;U$N*ee0_;HQaqqmXd$38gcF%mY!YRx*8Y}G_Y zt@nuCNb4BBtG=*Q08vng;=VR=~ZY78<6ssR(kvgZOl8f zzvW`M!rN`}H(@L_in`0&k+gByU9Vha+}6{3b7_=- z*V{pJ&!`?;YTJLC+m%HhF+MUigTVI>Zo^-=lzoA<>E9kgeo#E&%fFCI^$F5S*FJr^ z1m--IeKch9#Y?2yIYm;7wgd0s*N$_mNKDh|kh@>ZHzmF_Pi9Tlw}=Gi1t}rkeQ$M) zz8_UVw%JOo$+Yqhna>QY_YGb*^XL-!R>?)##jm&OHWCaNzIcX{T+cAjd5@_xkV{Qg zP~OfKC8(+NDtb|Tj* zAAn^!_B%iT1b5ah=%Xvy<;x>A5lA7Yg{583CjBdZ$C}ou2ZUI-gZdVR*utI{=qeof z4QX;?rZj3@&f85_I+$;X5I7cMMJCqCYB_}*TH7FqnfeuUo1ijQDw@$maVNvU;dakp z!oZst3z>A;n~HI?=xFW3iUN-LcYmVWbCJD-<{lwkes`-VX^wEbcRp%refqBHf)+;g z6IvC20UEIiN{Mf9Yhd^1C725R5v!uyxuh6;aiwm4R0l&an{$F(1|?=&O6`Q#F7iR~GUzKR#lDyab_PFU4}>e__FZGSK}Z!BXl z6nO5=!~=pO!7*4LKy_BKEAH`M;`W$+T-(5je`97;U2m$q7BHC}$(;70cjFq@$ET9C zn>mT8qS5<;ED%CLGNO())qwK3@>8}n*HojYfFL5xl5irckr> zkI*BZ$(#+TgVOP^z1Z8+UaA5_i?;|Xob@=`;=fSL7|n_dzp65jG7uZETam@;4B zhrfp;B{v*amCE5!8O@HaiK(!9U<1EDfFMky?Wcpm6y*2FuaQ${LZh`d-;wJ7PyzSG zpQPYLN}6n};rI#*LvY8L?Gu0Rru;_s7BvK%+GWATP=7IDG#3%Alg!9xzyS6bkL0sL z-9Vnb0GGQzR}tfsiS~DN2cX7pJ7q?3{XTCm*8Z%sKEHerW>^Fos>%T^^~E|v&e853JJ=8 zkyORk`BR59?ZV0pn^fS^T)_C>T%ojl; z^V;Njuay-Sy!_G%_8JovM)6ocnc|jnmHN!`k+^N0{H#(gAk#oe@(It0DiV2Y~w9 zI={}*_q%ZC2VTprtCn8CHC@G%gsEFcU*2)w1=aZ_MqP=wSY_Lq-2>2BT78n~M+!4v zq$ix)Ewo&LK;)iI(}aB4jfliOC$k4=ScY9`gnp&Bd&%9lRxq8NQ2ZGBp_yzzE8_6hAoc7o8*!)DXa0(fQg}#nk8-~vhQJiyU&rL%g z50@wKmFje|lh~_g?O>Jj%NM^(fY)@fo(=|a=(XuI&;eo1h8#b;o( zzUK+kON)aTsY+P=RA-D5mj6h084?K%9koi1ucZs}F}b;=Wg^@{Jt*;Tl~&~g5t9Jt z%O}!hRbh-*7Sn*rRlTNVe}>n!1RCHDoGonp_vfqCzL>SNZwV<7lb!E8q|QfbTNFER zmk_!v+k~VA?E|td@s8 zi+xCoFRbV1&z1oHE|`{oDgCs-tdR$#(ulmd=+Xu)%9m{QQqTn}_p*2ij|zU}5{nVBHcD%QUj#v<-x9 z-3RH393QvwDBB2N31)KW!}w0ab5C@Eg(Oha@4A#axi0!-fV)GD`O%8gvUlrgCwm8d zH`*>bS9OvxhxJL+&cSZ9;G+HuhphF0S=$ZK2B_R|M(8j$%j1xmj4*AG(+%cqU1xnS zYN7V`A|DfGCS^2t<}6a5Q>M0l4Z>N-sE$BzIQ~n+)@~-@0eR1D6agm`LR>w4a}&tl zvJIj|^iuWmcS}mA0bFv2OStt&!##T;8uJH5ppL!ln{r(La;jm!N(Cg7Glz3iy|k^x zjv{Jym0>TH54SbLl5D#cL8%WaC&NLJU)~`T`iDWbOT(3M9?KEnN*|$KOaVizqiB>` zN!H4M;xIBSQS@E96f+EA?;cwQEvcxVKyhzMmti%p`T_I+03y9JDbxXCQXvnSxY;DF z(bBLV@1o3XfKXvBY2|;R!AHr!z$2taNB``Y^R|x08y)!&Dd^enGQ)309_&n6G=rl+ z-=_|jWN%uMAiW3dm~uZ4%zvMBc${N%npkhtsKnV*-cC11{ccgx3Fm%Z{DRRZGmyP; z2y9kjMy-c6jU>Y$NbcQ}%PfjawwYWpL3GFrWGq@m zF<>=g>o#-H0000Rr`i(@QY@r6g778dogQly!N+#SO^6rBxWbeD8DNT)Q?DJ38!-CZ-!p#J*#KOf$; z-VfYs7|wmp-q)^c?}L)0nAmz20H7`^q@bq2rGW?l0MNldzHk6eXn>%Mf`kJM001!n zzzXGe<_rv#Ac_oa+0w}jIxSASQw9I}aNBL^ zRZBb&&NKdrYP_<-bgnQMZE4UUl5nmVpIw_`fc@S7*T;sP`(wRsmdE4AW5Pb0C9WZ$ zkzT#`76At0w+6+iTi8ir2$fgUQ+nq=SfEiMUx}{o3|}lT;+|Vi$PV9m=AP`zvrdtm z++@BI>yRl;2VSOqlMH*$6iZ2+btJnMlaGr}-C@9mr5`0=mDwPrqlC&OoNb(U?B6=U z|He2q#zzF=qLxulGREd@WTL07efK~r=t4W7hr6jLc5Eyx6aj$PyXuRDp?OhpLkGNG z^#wit|M>8AyyEduou2y;{*PmPF(+>l{iH8cAFx69$DJVH&&Nj2sZ~nHIta3L_ivKD zc79qEt-$Gh`^QRdSR&uPrf6KY|y}ODW62m zf$uCO{3XI4!rymBnoq00{JH<1pstFzJOq93XAJ9D{|jf(xENR?<>HgFQ#xSuZ(LSA zU*5IYM|G%J?>pR7H~!RWsinILp%eV3f&KSi!XAe;%!vxr)pB_MQlHs)W6rL1clfv7 ztEco2EJ7$CsV7M6P7yoh(mGnuHLUtSms)#HL7Z>WuM^hU(E;Jc3mJ6+8Tr%Au1ZZ( ze?9Idhh}R>SWjg1jH-0#hk4G&zFc63e6IzJH{}cGCIz`>ek~Wy^&5~LeM1>KCq3G( zOP(!1zBk#LXo*;=er%b@8zFe=i~Q=r5{y`Mb8a5+QP%0=-n9?JvIs`+o>69cj_J49 zQOAXh>JRb>X**?7H`rf3bjs-U>Am`Pu?1=4O)_H(-r(3*sOWV6tHqs%>p7O!a)+a{ zVU@$`9MwhX>1XgW93(h%s{Vux4e`z2UFg13koF-QM4heEZJ}@PT@iI?slQUc+vRv+avtWc;HI` z4giNAdp8IQ$k+z4ubOhXe@ZgV-|ZXn_;}G7^YH%i_@Hwc)aJA3J9Wpjrn~Scc$wA5 zf8%=vVz^rbZr_p&RvoVB+%i5ygO}@V`hq~9yPH$AF;J_o8SoSc_s9^HFQFbw!D~Uwt&iit&I{j85Xfhwv&c6W6#JNWHwOaUWa)Q)@y+mUeAoa9KCS!? z2V?{RKa+HVMnH!T;l2Q1J!tjOx68M}w-OkAvvImV0ICG}KE?veK#pr9eLmawW}C-X zjJH_^nF4M)x4Ikr`oPu4?JK+cWFY9;H_^8gID9L7Z?G4=!GGqP49qz|x+yy4KlF_! zS?;v%q*^K39fEjhyu-Z(oq?Ks_dCpey!8Z=X4l;UxoA$lUy6xEWZuc<(VFHV8vo1PGK|`QI-&znF&<-Sj zGY$eh0yljhL6_Ha_dTHFZ$(!Dz!=(BVo}WNY!1;Fc@b`rghsvQ8^jdic&GSW1EG_x zLtCc}A@ecGBSkhbn@_)9rP4gA)%mPeaSFR4!L<}ImNt2ZCAL#}Q*3Yl@m4?2|6@zO zAIt{?kDZC*neDYT!BfioA&J@S>g;{A9MZC$Rqid+_c4A>Q~dQ1TjP&WDyn8Zr#V+t z|69V}XUR85=3G${J~BYgPDv#u#C~w&XAX0%TVBG-->z! zphx<4-T58iz<6~|ldEl<$>k4^VE44K&Y81m052Zu#l(@VH(s7l)jS5zuyja*!xVbg)N zAd$Qr;(1hgH5rYuR#bf=kAOYF*ZaTr`)wzQc(spjSDmpt<{Z=o?nI{^0@V#}gHT3a z%!LkXHjZs#RC93wjh(jz20~nv^XNPuQ~XMwL2eSv(4_r8ggwQl{?@yiQ#|mNHze1W z>Uo}1QMm1Oo-2)nuxz^GjeKfbr8_N8cyAKsK>Cou>&Wjcn^s-elYJGN)w%ey5lxpr zcK+r}|3Sng@5h6fA^MqkQD1pWxTFbmh$S1ang zwiWqaJWltQQY#0|144cERUm@Zp>wDIyWfJ3(&Dr0H6=r%^w6|%ar^~|nssLHP)Pkm zo&nZ%dTyZ2R$SxVW-FcNQ6O6rJnPFHV??S5xDziE&nUA8J72od|AqO<$4<&B5V6gS zy0YHz41{8PEue;Yi?ps-ktOHQiDq8Zpwm!@iMMu(v!WVoPaL+sH(f-I(h7XtU)hHW zPCl4`ql;5@Wed`o&hu8+_CL-|4jue}IxUXv|6Wk=ic+X}WdXtq2XomG9HGv_o+nv1 z%an#}w#UkEPFDBh4l0hDQ&5(DnsX0~b)+WMy!9JyeYSCOMBIEVNPBjXibfyE|8LG7 zRYx7MP=liw)!>Pc0EN2O1~Z~bY_4c1BJH0nHQm2n?wq*Wf(o-b#JzD zE_E$_%=j#hcZ8>eFqEl(k139qE#cRUmW?{gNY7Kn`R@$ybjacv!O?UT4g1oMZM=i+ zbNpQ&A-WQH`KRTy#B)NCfyyhk;UwYS&D)r38;#~0*!;53$d52)(H$&+EN6>E?hxQq z6c{KNtVIj~K&$z0rb6dj$D3MD31K^h5TN&Y4{&ttnB`G+Z6{py`Y90_5(g1Fx*B}d zUR!7rP@tjV1>i8U?`i_)pL;X4W@rV0Vb}}4UME?}G{^G}gXP|NaTG&^x||oG(oVCm z5U)#iMTwf17GxMJ2F{GHr--==mF88t6-EBzU=;|Z?IB1KIGLn0FjW&oU-o{Q9t+~+ z)$i2I7nCCqsanJ>{9tfJiFcfx+#-;yf+dTEUzVBxI9_G(;-pSf4utJq0u?lj^9Jf&b81Oy84PO%*bN$XO8 zQlozJ5~4DS_J+~`*SM&R9b$_Ycv#9j^>j!mrcXgm5!>DGk}Us_*;Yn;V9MK^?Sa$>g}*v1L6 zd#LUy5CW%m7oM-Zk#78nKX#U31we*3(13p=^jzPsTg@GdaXBIZS-X8<47ZxhUL-ZA;nAiSHUu+ozznL zeWsGW?gXFrNBS)@Vz7ZmjGw-Zw;m+#+8`70Q1hGh;B+~6|6Bf1(y+#;)^2f{>~JvG zg;|JnwYAsKTQZVK`boMMM-!h8NWucn8#!&#&COG2ZVzk1Cr zORWHvf}Y~=3%^q1pDL7~Dey!s8_@cs&E=0gA28!jnPXPfja>N`W!Y9NBXjx0+&pj| z@XVs6>g#l3`!#d9CJ~w|^6xOfLKI;TG)$)%IRBuK`_qlEtxZO=-y7R?Q@uSHq(oHy z0rzWjlz(qN&_O(h-X~!1Zn1Vkc}EbtY>6d7%#ilAhVc(iz(jzzsL9^_D-pi$P#JJt z>)Jl}3v{=Cfex0-(BDAo-8WrizFz-lDRBBJcUUs@A?K|yGV0>Lca{)R2J~DhHU36~ z$Xr(S;Ppead9%Ojw_dnxS*TrH>Bnc&4Ky3Xc!%sdOgqZ)=N}VZ2GC@C-J4?C%pj=L z#uabNr62xF3?|k&#C28{(tioUfk-D^%ORk3%u~sftYY zznMrYTNn@zG%HZ2sO>WMe$QzucWYcv21d~NHScL~(=9mtfkUlyh4n;Vm`}@HSBAHe zEZpz=*>ul$$qP0N{xrX{%%0n2|3bRFVfmkBm6GhGpTRxV#joluuZ3C2uSd%_Y&S?TsN z@%e9h`vVlK9gM3O?kzZQu^M}KaE7lHzxX7$^l!Ze#jfnP{f3J{rxof;LWI0efuP5Md?ANOd18r7`@PYG^&ugt-I?DQBOS_4X1kMSsT~}OpYn$76Pw!GkPbpgDbj=t`~DuyA8#`K z&=FgsQl&1?QqU40i@z)A%{SMoRxoj@h4mFHve^cG@q_Hqy#*6La$HI@0?eT^@9%-J z(55S3yFW3RpA4wmJ+=w#X-J7Aa3nd!DM(r`uVy8`8zdHF@W*I z9pv7dTF?i9d%otdhh&(Y?2C`Kw~;CcZ*QMb@8BPV&|8eY1-gz68f@Jw<(k?bJe4Vj zaD*U>VecUlL*Dn)N=Fzd|CEs5<9Pc-4W`&kMsNo^wd_a^67!TlikSp1ik=LaSaha=y$c${Aho)SSG@YJBoql6b_ac20W&75wFh`B89vyBQtR} zy3EobjdnzI7%!wz=YLg~s*m|=I;S+X4|PkyX0PR7zw3R)x{B~W4ihr;VET0WvvCUv z*AlC+Ih`l!#OUExdRG2Ls@wp+aq~!!*PAy%<>iu>8b1ajh2qDkD)& zDe5^|(Lp$Oh9sMbk~{f8dpDxbN9$UIkgsq=V(_3l+Q3D+Wn1j}tgXH-H_7Sce#Z+O zy`*&eG0lmh%9{jDA1#}n*JeVQtpfs_;AW~17QrMgPehVCSHr!;VvBYpq0~?M_|4?( z@rvDFBwdD*3CJ`Nsr^Ja$#XggiQ(+Io3II^U%3%`e)pNe)FqBZUwmq#^16Qali}_| zE1uDV0EdV58S-4h3w#P?;a5N)*eKYO_?Uwveva-sSiQo;e*d60V4}AsAhO{Qc(oB_ zhHXu`_Em>FM&sZy8Y3}K8PM%K@kCIE{eLr+ZqM$~yTS&Mal1EyJfFt1+F#SfSCPt) ziad7ekcCPi0Kp)nHb-9AK)$#sW*?&s?yZ_-?A>~9i zGzGM`mJ}!xW?-|d0P!(?Hx%w-7V*|0EbaTVFGnlkI8seeJfSjp=K7XQ6->S&Q=RmH z0>Zd!rHnTR^*!F%;8-|ArazW=<)?1TNOkBXz`NoO1@zy?eTD#q$A#I`?8CT7HA39U60rX@ys6W$_B$%xs57P8>As@cIextu$ zM!$yvSZm3y`Q`?Jh>+_ddNDH6y1ZI+vx%{@B}p$IbN7LBZyoREerfBH8eU8YZj2r# zW%fiPRo7PUz+ill_+Rr9PQhp~W(f=?bb@4wRbwM(^@*XLzG7)Cnp6!@CS-o&l_(Zi zNJsOXy-EL(nPOM5(Xl>?L+YT+?ye~w@?0!Ce42yxWV^5ejuR-&*>LffCfNfl`85%r zjlCuDxqAyDBny^v>FV;7_JtiLb>T|o`FBRt1RhcR>>NHJQOLc*s>md`b!S%JtI3G# z5t*FV{0{$qT^Dc|ppoifZu+e*HX8k+Xd-;Hb#=&|*w!YU1Nb*``84r)a%_HUJn=6X z){NWOs^V&a`dyhjbK=-!Sf805<2|^>jQD#-U{4?AtzX_!^ardOkkm3{Z4dX3}nj{r2S0n0*Tw8yg$ zxA@7x9U=ldJL!z`J4&Q@^7keVthJB?5{LC8gu(_4dcM}eThMuWNKjw0A9Wn$m}Wk| zof|Npm!Y)f*o%X^7bDI9i1Wu(BTL=koTdKFb>>=_*ID-@?*BQyXnsU&c#lJ)$TE9r zhZ{aY`zn#nsrwgAav$3=$Dx9Z8h2%k4mta!VR+rV)OEm#^r_@?cyFPwVSn-;wE3EG z^g`_QH275D&cUv=|DVGVF`yNxcG+`_El1FSf9;GJNH{~wQ#sYZ)l_WlVbllO?Kz)G zsB#-apCIkkQ2+(~kC6m-1-k$fC`rBN9f(!9cdU*Cza!rSi3soX`6Z?IKRP8ghp2gn zk9Lp%5!~61r{FCkVS+4yX1$s$vIj9D{K=@Zs zaWz^?y4%UAU4QG#ENeGNm`T3Xl_mWfbNkzR+7Zi}S29(cY#!?H1vEOxTdsY*oBwFE zo)+UK#KCW$D-f&TdHUipL|OV0+r3mXE>HniUB!RS7RYwxbFkB0I}O4yn)%whapL5$J=5wT4dhN2wZV?{%FpGG8Uy$2JJf15~*L4nP$ zBx6NgJm~oo9r`of|D+fjco$g`xGis2d&$t@QNrc~Lu%M;)8V@P{6(q%S(sT*3OQy% zt~v^P>5r111<%&|~0gEZzQ9>3=p~J+cKMLSXDzeh{zr zBju%Kfk%O=sV`Ll;5O#>G~sESjHZcw7%rG|9di*03mvF0`jOCZXtwO4(f{1ZzA_US zW%?f!i1BS+y}_2(wGDsCeuBd7_pDIMU3(n=*Yxf$vp);a3}F>^7!?X*>?^0?GiB$g zdU^1A`AbDx7035#=4{O@9vyH``OjpBGep*M1lxPomNU9u_>!OnnKvxYX`T-Y`q|6B znzu_&AuO0~dF9)_I1M)5cXXVciD57>a7D5I9ToMnU>kou`2f!Q z{|~5hEdV^Mhtlr4)}4rx`{^VJ4$)|(vv&iG;0}pAR`Rt`%^!Wr-~Gd-Ct}}CG#pE& zIi&H_f9FTh>5sESQz=yeD!!)~)K8D}=+maqq^a~}ewcWp4!hEPGHHn!fhO3>+C;47 zyy$uNI`!vd|L@yAwZ=VfpanNt;5Iyu#zJOY%UROmKy*uSBW@ktF;A1TpQD}iys;p9 zqtW#i^9|gLB^v9o)1X@&%F^KIBK*~U?;}6gFWv>o>n|HnCE}Y&c zqr~Zi=ZPt{TkS;yPpR~)ZD5ln+2umycDgP)58~NDd93pA<*Jp2eVeViZoYoIEbB}7 z>5qQ>k2dvp+*s!lRM9$Rs;48=-QyknH{}?WE=Mgpxf}^NSllsjpH|n;o3FQhCk}8i zv*)SXue-i*Wcg><|9SZVHl&TNN2$lTlcHpmpT##oBFps954W#D1n@;a0Wr~a^BkFh z%NE?qF_Y%i_ZkCFtiK2a2}8qyC(|zscCumD{@2w7=lNUspcZ}~^@P`LDt#2L|BCVT zyb*-EG=g9-`P~-u0}671N$KDv3W*$h`sz@xzyIXYJh!#JZno6MB!i~0;i@eU45?D#ZY;Au6jkNQamlF zVFAMsP4A=Pmc+JwX5_Q(yWhtCXI=W`xWP{F0V8&%nOe4gbHERUE2_DYe#?*B07{m^zsVmg5T&pyF)#$%U+`sP0`tZM0 za;rQ4*vXC8157tT(3%t_@yHq+(s5tOwi{}p1qv@GWva*pK+GcZ$Nt@je)V_nz+L|T zv?BOQ?x$*}u!21bU%l(z5Fdo4>2N;ipBn74VgYRQ>ekRk)C_V7JNR(_YGBx&p z`Nr>yKEp^Gq947Jtz#j>4?!*GPO@CC8)6)~Zm;`_MNh)Txpp+jgnHamvnKB`#VieG z^M2h3QUL(K>zJ(F{KB|2=?TWvSGj~j^JL(E=YfidWf_XRDj~p}WpDTFyZIb^>m`dr z%S1+n6{vZ|okr%^;+J>!bYi1f5C zPN#pIycbNi({0Rr$YSX-h(Y}xTd4ECAblxWE|Fus`yOl4Wox>CLAFWMrn2m9Ibxub zHuJs_)1*(wj7pV#l)hm1#zz5W)l;zcaBfkix2Osp9Mq*&9@ic&^<#KxIfyLBi?Qq9 zNTE8>+Y7%g-pOK`a>dc0^J&$kyPCL4AxDHKqHXLrm2!v4*#zz>+{Bcu?CBeds-QE^ zZVM1>|p@qY|=Bg7nWEBb9kPI z2j|sejEWolJoQNh;6g6Pdm7J! zl?7mPV@O|t(%LFur6D(`j;F%lW9$S~jM8>In2LlaJ;R3aXOq})3G%;m>g%(Z@N&Nl zge_*ZSh$&AX?_Nr}he9y_|O7L=Tc%ir}Bu*eSz@4n|dd&Belsq>?-{L11DC;ci_fmc#MR>Y8Qu;b(bDyuz_VhZLK1^H2fay!xNi&B~tDJr2;>%I{Hi14) zt?FyNIyYGZJo@#tl$qZ|TI>4s&D*<;bjeEGDd=z1C~JY8w3xaj0x+K&jaL>po)CCG zZ$e9B8V^L3Ycf$_kfrMg>v^dtKox8dR@z9$z7#Q`pNRwsdO&7s3sABTm}gh@BlbnO z90c4Z9(@W}GyF=DF<)<$XTmFcg=#6#%T7lQs9MJmMrI2dk=*#q&++n8niFKX?IRKM z#)jY94A-xnwJDvY8OKtgP$-gdvr5y!6^hf_z3cLXD77yKl%VkTci+Ee_s1Ag%Mn-e z+5(0Qcn@Lhwc3lxE|@|=IvB?itUk-})Tsz@$8%#C#F(U-`_AY{PQS6g+Fu&_pC!PbZmy;Z(RqAJ>=mb~UiErbofx)HU!sS>Pc zgr%#qzyqxg*}`}yn5BndJxgmb`=E5Um#nTd4hsoeKocnPeE%0ZM8o z30u4%400cBOd}WrRo;~7gCRuB{s9#yL2D+~d)cDhSmion?1$)JBEGzR)!`ABxtX)U zhDV*y=WeEFnT|{{VwO#0pzyepdrX2VGp9y#Vn z=Xw0L?!FNi?!_O^q#^c0+>{TL&&C!V2Q~0ZoI5WeL`7}m48i|EcoD#fZ(_2)6p4gF z!5lAUjTPDilTNdfrxt_+rOMC<%>5DSjIfcvjV8v@lf>?@P&wJ7=q;Jc4<*qaDD^}T0h}#C8$6!wtbU(3vFjC$lo}W32?q{HKAY%FJw?4W#FOwa!=rhR1iV7 z;(tgM~{ejPOwgWAUscI`^)%ZNSi>Huo=sZJd{D;^Hk{jW;0H;8Z?W>y4 zhq*5(UbenJn9(0DsDp-uQ-Z~TV}7+4nzDfGS09W_Z^X_XY9FqiDXA}sHQegt^EyIk z{xco=epxG_hz*_-*YqAAEN0m_W!3pxRQgUWpIW4MVv^?lF z%}__hXYdrt9c!&G?CVgxDlPV(xo5BSZI_)`ViLt=M#ieQsT6G8%+{L{=vYE87>YM= zDg-Jc?Jnef%-N70J@Z&+uHo3{dy_S_q!dFj%=@9CayqY~g6t&Y&cSj}5jb@FS;9e} z8-R#Qqx}x1Nfadl{T$yIGa(XDDnyT3@GpZfj7ISR466U32# zr5DA(fVOQsHA6I>xG;KT)mB@XWApaXj_ zq^=diDxcB`a|+bXD%*285HjIAnI?A%6toeB36w>JFZ*{{-tC+Qid|4dRD6C5)W%i| zuvh0x+#tDu7+zWxcgu2W@bmk82m!&hxPN}PgV6ddu~7;p#`C_HNz@vNS!io1-a&$K zFxJ+04=6F&ZKB<(%-Q$%Y&p7h!sNhcrlg6DHx&8+E5VtB6fKG zkkFEzDipXW>v!tK%O-+Y!p(}OQi1SG8uQut%7+F%)7_>Hunqc$)Zitq;Hyg&EHJPKG}52-4y@)N;z#6KrcWQ(4!2{4JU;7W5SkyW z7MOF{RjGg>pDp|lCV?RyGgaoUt~*Hpt&%JETq+!bjTKo|wf37#t4bx?v0tBOIG~^P zYUN5lhwD~~oY-2b3{7nQmk-OLBG9H0BKfDcZG-}@L{9Pi7#h-1h1$-PIJ(bwc8>PG z?WHgG`jv^`MTT2jwLm@aIHOV#t?9bIB#=QrBL`(cU$5ky`Zr~_A)XQQ9^>=+m)of2 zpc$K3ERTp%AGKpJdwy5j>1XAF$NCz6f|#T+@CkkdD;&~xm_2rX`k=e^1L|X$gW(=I zCR^oV>>lpnqG?g}G1YM$x%>D{6eMln z{2D|tTe6RjnH2dAjx-q#=QO6nQf<(oud0ZWn<5XfYvrxgx1c~`es$L>jI4U5qh=I*tW*J&SzUQ)tbF2(a3*AL!!~1F}7u_!L3lqDVn@LFKjH5xfYxX7L^_EsnQnJ+4edbGY<5`NGlMwUMm8N{#7QLDrw-LwnRk6zo{u+I%?szmhJYDk#J~z91OF+ht;cOlWFT_^YPtqKHb}8@!?gOMy9m!1Rwd8>?I0zA|JI;RUtmWart;WJwJ{RSx8ba<_BEw(jIpGQ&-?vhut!Uh+K!Ch@67WEPL7#XWjx47w{h>a zj17{Syynh>M6{dsV2{`giApcg`}7ePYd!T4ald<@bf8fQGN?<&-rskuU%<#J=^kg0 zE`=6NYVLU{hYl;xhY0)kh&qI(r0&M7`LG(NBnI3&hYMZIgK*EjPOnwi!*Fp!$|rI~ z-rm*Kz`tV4efJ(k?qazSup=#XFE^&wSD$l#_P5=OuODNlbQW7vp+HliO zQ}@Y@17-wMl`hy)@s<$NPXr2C5G)FHe6=lsVQ+%&U8td>D837?zOadGC|tZ|1ylBy zn&@!Uqq=4iP%NmDoe{_*2^oqna7OT2{Gs>j_=1OU#0(uN%*=v0m}fk;Ry6D=`z(@o^)Udu7+NKJxqu!Rli26Jl{> z4oDwTh~h9btoV0imkB4WE@pg}!Gz6AgZ(_f!XU)9FviHYUj8HsUf3Im5s58Q>x|2V zcJrZU1>IJ|1SEiqUOh(-=$tWA%y#qB5Z zf_y8?hr8cDd^8jMqP89D5QR=AofpxI_A1z+7S*@AmajWNJp_Y_DYyE@l)$i}NfM`H z=_)_3@I4^p)A-b(7%{&zEP=z|E(~E4zeX}XNa7P4GZtP?z;^=*{`bKh6Upsy#w2~A zR`gzb@}7i`qB;}c>?h&S)E10%CXOP+0wY&|@z!j-rzMaeT}^&uw@kj)z}yY0Q!uoJA;!qAWJWS7hGU00K1h? z(ZnRIb&S?-mR|i%p<616R!^(D6f<&W8cQff#ZW zQM;tc%pEabHL0Y0=+gueZ^N5+US8Rs)UdG4fntOb%C8mH*#OiXt)DnAa;(S!Z~>Zk zcAq`6>txb0QxQ3#xOVB;gBZr2e|FrgglQ2lA-b-dKy_yB_pp@SfF)}WK+$VU4XvbK zTNHEZNdJ_jY`d{=p>$tXqZ)}CHpWVsV=v~_obmp#i6vVyGRQn;>DC5On2y@u4H~k_ zti&xjd>FRltTLzRf>IRp3H0XYl#65oPn?1*aSw3tB+4k}-dM?n&#lv$jMa)*lwD8v~xA6ZzbmJ~_} ze?QRmy&7F`1;^pdLN@cJJ$lx;$ISdE8qMcnBa!}5s~YVe30fu4n#ru-ad=2xPiy$B zmv$<~>hiXIuifqL&o9;VbS1f@q1-S)9R)Lpg>AD1(TK0@6rX#nDQWOYQ_dI2w`8*c zC=C27Xj~y*w~_&|yUkUZ`pM*tB+%)yZXQ}^^kyRclaGN*ez^@yhP$>Xg%hYWA+W_; z300B|J1YoRqGn<1CKL_d+to@H_#5HiDU%{L(Prx*)kv%9NbF`Dm%=%7rnys8!_@cX5KSp+E-Y_9rr3>(Whl^hw&eO$Wz)Zpc&}w zS3#n^T;8NHmL)gTE-Q-_(?9&73Yr>erZFOMEos*qKMT5I|5BrkAPciI5H(Hl9A`I{ zXX3hVGJQ)({@bretB!lWsCe>T<{kiO4S9vetTaA-NZXj`e27ua@|9x2nI-HGN-fsc zb^tAuq~{O^sY`{KGzv+^Btp(c0RRf{n0P)Re-53zm!TSn=a>{kVHd;vwG z{ID>OkH>HHqQu3!AX$Jk^I=E;@)U2tu(H$5Dl9CVLUK!j;xLLM&+ha)K|_4KJA4&v zCA=vr*b=#V;S>OTPIw1&Kwb*NRLU(kJtsoh}{72qdMLtpVWUhU58RZ79{c^g{$PPl-zgij*Y`oy!zzt&IUF%wIvIKO638_rgUi^NI#;0=b@3KJr9g-x(pf zp{!=eF-?G-LwrKzhUUR!{X0$h+Srvns6{LW@Z7=jF21U&8aDsh8Le+msnGBF6X)&2Lr^tDY7&(P^K2$z?-}Nnk!aa~ z;ga=BNt^9#{8U-QKjHg8_Uc$KV&S@KYVg0JOKH!MB_yf4BqP{Ja$Ti5^rul^w#?K~=Cn+hfH$;z{oag;@TvEbX%JG2r z%P8L25Xj6L`5Qam**r`G#`b5w;Zh|@WY>VFs~D35;K^X-77;1W=VRyoP|Y|*P8q0a z!9l+wn4&UTB*l#nPooxRQUiUv^VTLl z`pse8(wxb}t39{}Z;`SBUfvU4B+(UpXBzU{N1e>5Be~C&Du{;}k$a}uHxMV1KpUvj zIo%tZx^@)hxA@-P-3uLnXw688nZ`aTSoRGk?(J7xB19Za7CKEsY3S!vKOn#@QraK&({%wwZ4~^&gjMfb1rtMF zRrh;LnCO+7GI}Uui2L}AI=RsX9%Q(U-OhZ)KE>!VR<+5VS)pjR0VYWF_C|5mP~3e za9IM+RM+2^-|GtA$q5HV2zUPcZJ7ao$SRt_G;<`r;0NKBULpkl{a3B|g*RgpWLjMJ znqk(*(*-zf_wo(r#+4IL;!ZeFWw_sv!?A9@!RKqb!V7K&lI0|n1fOqj7WiicqIE*TuoB~!75dGprpfXP&VHBoh_eX!iucYPA73I27l)(9IpSWm zhCQG^7lEQp`n8IGaIMrFhHi&W^ULkkC(InwyZV}svE~4{9ER)`l%*lhD4UPA##x;T z7Bzg??>ga8;>@8U5IrYEw{+^Fi3{H9YR=}0s#~M!1H-9bq0G8+p3t;pg3;gwT&A;yS6Co8#kr) z@RlyYy)Wj{Ok5sLh%Zpoj}jj&WbUc_gF^h-HA;f1h{zGVPn}F}(}O%#@-Ubgrvi3a zT(Yw-V0?0Ba$iwa8|oFnO&K5ZhrdHH&8-BsPs%}cNwcTM?{XU!$WFH`yySh!7@F%5 zwz~IP=I}-4{>ps(NE-#bA{?onho}60sQJiux^haCOXHee+ z#Co9Sh0nADw`f89PzLfFmNs>2#lYv!ewCDwwkxOUfKdKGDt$%f5%T+pH}711m2`|g z&0qi(q0z0`w(3ou5&6OA!wfW@^xflhZ?CUdCsC)18@q~rmQWVfno(i6R!E44I=gS(Uw~Tw!|ryFViAc=-~p5<(Z1#otzRvGqlZ1 zZjH=Uzw$+e&+k9kJ`h@%j zmauFJ=zz9Q{y#qIP{3iV7GVUf$(_8?Eg_4u2zz$8wJp^hIneYr`Kf#a8{<&R^1cz> z7I%0YV}rMR<9ihLJ21F6x7QC>7;C*@QVW^hN4e)cgsb-PuMN7!TY2+>ux8>?FM2ZtPxn%*uFSRno3 zkzVmZ{tDb3wr!z9G(gnkRY<83Q>`QlV>&d8MBJI)lr?<1&!LP8Xlzq#9Bbk?GqTh6 z^hMUIv1ah0zn!0_EUez%MymLV$`v-mMUi{wjk^@O&W`@lb6uhTCcwRS2-VR|0p znZk6*6i`m)#T?{Y`4f93#5{yZu`f!1ML`on;|tj@!PK)gS(LQ)kb&ubL5Ja!Vw`{* z4WV&DNsHikyLa!(xU}6Vdm|x{KlrdhF|kWImsNX6GE)cykS~*y>e^yr!aeRMs9eq& zA~=6#){B6Cb1-d0T%a%4PjSX(Z0JtgpgC%u5yBq{5ZI=Zs_Vzpv-rYgb9gpYq<!zGmenAvC7wE!YE;JW#joDiAcPZ8et?5tvq7X z3fCA1k0CIyTCDZODrW@k7wNLz^ez+FdS@VH50PE|E28OvLR4Nmmz#tB#NZd)B&_2u zB_@FClv97qfx=-f>p?-i_6x^X+nD%uOZTThC4H=>PIb;Kb{64w$7eO6CdddeDxZ_~ zZqNZ;7I<(b!54Z44KNRIa&J{Y1zQcO2^`34W}shTurL@fuVaix48MR$hs!mj;uGz2 z-kAJR!EAi>c(j-J5ylFcpYN-F6dp2cX}SO`4P>GQ84_6}pr|~)mS#BI=Ka3-K@MxY zg~bPiwwE>4=~4V@oISv0}!Gh#Zmp!B8oH1xclK+xW6q4Ak*0Xn{catRCmI(~h~))#iKX zgyJ~%Pf?l!ak)=}7{0C zpVj!0qZJ&a>Ah5qtSDsDZaXU93t`xJ|0ImwtTG4Xd=J&OKE5@i8XtwHAaJiI zepyChLVi!rD*pjP)L@cMh#+0r^fRxQ|5IF~QrVOX_%3GEJvNjpf24j{{wR;h^=3l2 z6-wRhY`#fu1O=1zeEPMXigs=>qh4F&r=f-+6`*dp!VnUDK1rD2?>6|*K?JU$8kull zFw2m}QMa2I*oljscFM)hJoAIMx|3_}RRby!g!jO_8b7iV)snQ64;_j~Ml}s{@AS)Fe-$F5oQ zBgAZ06Ke^mx|%7-ng)fN?enuV-U&+*@!(z*M@d3vX=tkZ{W~<8XS`^Rqq5|_vqsB8 z*TYiBcR?DI&W=|oMCF_68VdH&Ehp6zu!%`pG{=py!Z{sY1T#r&X;P+PS)+(Y|9b|z z-GZMcQz0k4m4G!wW=Qt<@_}ibA^cB+K`depkLc)^rcNjVuMW)BYpB%n6t;l6gmv1? zv7Zm|*&(#vuN$r<9^N5?CyZ!IIBTr?RyS5UDusK!&2t#(faUcDqlYYgr^(E4>gg_? z#I*4n>e_BgB53M$yhp(^NWqchI~d0R^z4V|zwFhgxY<#B+JwoVio!}162{b`U$B+D zU-GHz%Xrx}Zb2anF);b<1O>(8L`;$2q^z+5J7pvSG*~w?5swnn=*jV$vw-l>jDfWS z%-b$W`&hbVe~*t{Oo_B7b-c^3q+PeKry7x?w-cB6#9xu8rHT0gAG15lPNmAzCFR>Z zMokco|NN2Busz*?d&QbN~SkQ&WU|tH5&mChz;QQ6EAw74d4(LB$`Q`G(Y9+eb237dQ~*16*ama zr^(o;<;Qr1dBvi4L7J9H@h9#f{h;RSz{I^0m_&?4uAbN{@h8?!jd{_OO71OnBYXL0 zaZrl$=zThWUm}x1Y}$XvF#1C4L@humGle?5{$0{$ML;b4$U~~N2xGkg$i=L@ineIphLAQ7_GI{Mwwr#}+Jhes4x@=1RDx!%GpO!NPJ~b1>}F?VTsXd!udW(^49AdRzmF6efZaw1Oc2@{j# z(6W&sWT`rea}w&gz!yWf>c%%KI;4^?vpi4ih(U|G91s}n&m0rWOPv6ppK&=THTG`r z0Dm39(=urJ-al?~K zQ8J4ub)&~qOmvEzTHRHGasWkX)iosv{KE~k1rd3icGk(4WrO5(n|-Ho34d%{TdyKx zS^;Wfcs4N=9~HJr9($2>BRQ_erZdFp4*uOTtaAe9322c!LMV@tzwbNoU&#(lyIzru z;yma7A*C&BU9aS1ps%SJ75#iDB^0v(zW9Q_Ta&=HYhi>kz#s)bNbi$}g^b;OpvODXMcf!*8Qk{ z&`4ycugkBD&m7azwLVfDBS9C!;Ni<+mDPvyRVYaMs)3DUG!35X=fmq(KgI4(lUeE8 zkUNF=z#+hIZ`M>TOd`LXPxFGO+u41!!O4-N<_0*bBW|?caG&G!d(x5w#LiS?@EISv zJ>xtYUu6zqqpvkO0g?W;>YBsIf;Gz$uA~vE$JXOovBH~zBjzc(jkD&V;q}L9tLTUd z;`cgGN|u@PAE!*EFI8086;OVwf7XB6ssCLGJRT= zW<=UDycx_dGp|%5Ep%z0>pDg?SGcAaL}#s*sTP01WI>44OIF_4AS^eMOC{(gU$MRC zIo!sZO~Pwrcf_k%5<0v@Zb~FW>TR?z;5KzZB=Ua9bYX;s0-@~UT!Gg8#-HHv1wU3m zXvpLLh#r4R_B6^{aVMBsQo?i=njZOB|nW{%}&wHo-Dfyo2QHAnIC z{gz};=M&Bztf*lHe_1Zgh$1z=c1b;=>3#J^SUrO*SDR=;`}Y7LmrG_Vq9og*vt~_p zWrb*DNV4Sjdl=-jP)cgI=HpT^$P@^1!Cn$Lu>!2eaUM6<=hT}nJp3D{VCPq5_P$3-s%#? zKGDsoI{u!wL3>;VKYOyPBr7GkAg`e#+Dsj^tM$~I3%j*>^*8R9)MM1W%TwuFc`x)O z=Xg#^D^}id=dxAI?B9+o9HSv}tq`OWu&@v)SXsR79@KX2zyL9&0*8)65sBFrB&B0r z;*ONJZ<><9XzEs=3?+%PpHogkSPmm+`)ahBt=SS8sp$2`re2Ii6FesuByn%SlVH#Qagy@vz87o8MHYYMSBl?o_q5oGU z3=N7)Qxcg1VY#pBJC zx@j)b%wBQjNxL7?Nls&NDjg~fgJVU|n=C6xW0SD_yYzmY|Av2D8aM^x{P-b}8~$ko z9{T#jLmXb^)01^+&Ua<6F_B1KU){%ic0gt*Pd+hc_eYX|X9tcQ4%Y9p6B}l?dcZ8i z9bLKNA=%XTzeFhD9}(*Q3H=`;6z1-KY%h##7!a|}Qdf1TZHq-4_Mi!)HXVqLPaA_P zNn7#kn(h`&FuLDCDOlj-e78?9y}Z+Who;W6U#Y*Y$!BPo6=z!Ha=tFqWgXf?7=rEQ z8@wHBNZezn{uF!Ay+gZ^A~9EBmfGa8Jldw!++d&fJ*@W(fK1cTx#aTyIm29Y}i5CnCBC4B`vcxC9+M-v=`R+;gLs!V8%h%vA3@=PL6h* zoT*{9eiaDrpb{PyH&-0wHn}^8}m1&-neO-R=jNZw?K;2 zS|^$Hstof=zHvE~B#Dk08*S7C@Rpkmy=qDz`Kk7FSTh>%=Bv!OPJY-=E0GjzTg{r% z?%uv>r+GpTnv`Jp7P1-|fH18NGYLK14 z0XZpz^4~UhX-7A`%0x`v(0;%8K6*3x;8jMlDK?c)`^9K@cIH}*dGkvGEqFxKf#Lw9 z!#RR9Odq|&&x!ZR-gt5M>k%v-QYl435DOdykxna#=KFOt0zRRl#3mE3vf&yPr~^j% zZv#37F>Vlq_IlTs%5D*`x8jZRaq3gwJgxZwk&9|Z@%_5eZ$1}uDy_PCUQfy=JWHyV zesc4C(F-E|S60-- zjlW8)-*-}uF7ZyUMe~Qfm7-;Qaa1jm!SU98l<7aNjtRg5x@Z3pMaw{U5uxhch={mw zMsO-M=KA}6-M-^2FGEe{+XroatNACetu%2_6W8umr=}=Pb3~>ZjC{{YaK-pX<;~@v zF2J6|r1M;;{YPGCgQvI@`af+5Jo3NVkhHGwWUfUzG}vnfa<(BSsusncEWsd=pNiWc z23G0rN{^)W*@waD>0Wb{`e{oBXSRcn#;3y5yT@@O`y!l^`HKIQsLB4BD(R`3g#`e_0B9}_I+QX3R5!khGD zXuR;jJb*}=rfH5C4Ekb5pK^9%*w9_nxNHpi1x>x{(hEUIbrc?SZBB|m ziK6SoGw}9}bkJz-NT?VJgQ`-Lbopq=j5RH}Zu^O2k{l>-hpB-x3!jgxf8t|kZEiDt z8h-vIpq@3~>QzHF!`yD9o;zWokYiq*#(B*N13p5G&$E`SzWI`t-UD4coB&U@#-#}` zS6Ktcf42-LVb(kf*|rL_n+-iyVeRYVHUlcP#KIEbwVFoR%?q|d)KfY1%e9)zLMRo! z_~rR#6&@doKE^zz*&~ClS)ZH~tM-mJch{utW9kAMMOpY-1Qf9|air+)RX5GDn`Jwequ$k61N39JTN8eY z%nY%`_mIn3W~XmLHof@`g)d07jpbS0iwb?(xW$Q)o~L7g*fGi zPURMSl*rd}#h5EMsWbDwgHtf-h18Jd5fx?#_Nc#dCdA0Ew^ZYAiqCx|r*IARC7D_$ z8Iar?{NY)r7Kp>Vu2Sc};6M)0_04H6e7RWXt8^&;|-w!8SSK>>aA5 z$%ba1OPV#HO8a4ExaUV_WYS`tg>N1zCX7^{DKX+gVUC~lS(eyzh-BP%Z6H-8JsrbG{(PXgNbU?6{AI z=LbthEM##DBCu4-FmuIrCeTA`|DhyumJBN}>5wGBoN+y%^qj>Fg3dEjplpOQ%j{Mi zU41QFa_31Y$35aYdZ_=;UDxu8v(>oi1UF1l(4AsUx03Mv%VP8GsGZE=fC@C5{Msl- z{Br^P#PL^dVr9VnWX2k+QvxfkZk+c|vw=}nkIs#JeUutzNBKdod;fDS+p@G%nsdgC z(vo*vA-^Qjy}0C~iQ4k#OZ#FgK*H?sG7{LmABc+nrd{M-qJBdde6(VDD>9|VnE_ny zq^Sh(^o4`lwB^2~sO{uDIePwS+QHK_BUd!E1hGRuSlLHoGjh!7Y@fiz;NklM)n7_9 z5;pna^X!t57Reu+j;r(rTu_TGEz!x_gM?n=^;~Y?Y}Kp^P}9W(w0ZiMWA9t*PRoER z$$pvZv%dtEHA{J`b$BG_8(VJP#IYANITO0ECzJ8%6=4Ba!z=8{yE}qdRA7*D?BU(CZO*QW zFO2tRM}5X!mlB(8YpWY_70UXZ+JnCuF)%8gnbBdfyVD(lWQ91h?<6dT=3mvLQXYN6 z?wzNmNZ2SL=BgWx+ZE?5adQ|V;6Cou@Cf2Y3f%Uh70R@yTkzT!B{^L}u32EcfRe%Utc-cIFV8i;WB(W4YQfSx?)S141wi~XQVg0s|> zCrY0I%j3J5gc=26e#~3thKH_bED8hlunTj^i@24ia8<(k6ThMYryZ_=!8h$1^o_^* z*W#Pc5eKie;}3^_DUkXit@s9EMNbDMgYQ?MHGh(!QR z?5{s~rV(*a>Taa}nS~bah-9Y)A_(nKMlkS##s| z`fXhXhKY|UH;7`&CHrW5%*DnlTO>W4&col!r_~ZWCVswS%X^%47Yzw3bPY{j7%7fN zxd-2xdjIIN8jXrhL@Xumaqw;t8~quFJhkP1DQ74Rw&JeX0pS<7{I4c2$Ugs|uK9rc za`gAa1Ntc`AC7p;HfIuzIdz$t;}uPKdWTFQ4ORiB;{$%l-SLe}UnO#Mwi(kQ~+bB+SK5fXaQa#Nsby zz4snSB@pF_^N}h)zX_JY-iMZ#B2*@g&OC}kod3+D-*&Heeu^K;II*fqBXqJj%~*w* zrE%S(C>?~Fis^2yxVSijXg-AUsI=~j8hhWHFwbMlJ$95r4 zC6kS+45M*P&*GXkyDFOUnJ6jCfQ3I*YtnBCP{yB7#4SAjg;jac8>7X_nvo5p=u1vH zGRJsQGizIEvsZ-0h#xt+XiWEZ=Xba*7RyfliEcKc;JC(sMOZc%#Ed_@{kHd!TXH!G}Kt8o;tDz93S$PBFU(o(Ki|X;Xn?%$Xz0b_8s7rEzm~jWsW^Yge~g32hRKXk8CJ zqp@+3?I@$jL9K{a?|a!;jrK*cKEyxu@==<_jSb+w(rhdtc%cZIEnqhS6_78jR4O>i z&CNgolH&OW$Qg)Qy>CNd8ZikRg*IYRY2~seecj;WPc;z~5Fb!Jfm1Ni%&UElh>i&^ zmZh$H#1&tC>t_Vd)8rh+r?%uX2nVn@T&#_Nia_ZX^Ul$pF$W7qu?Fp{(fJQgBZUs^;g4yd$ZYHT~Q9 zre5^@#aLFKAoYm$0ARWXGNFBiFD{}7|Lwqp=GOHV;n0pa@C%R`Abj9M!{rt>VC z5H419X>e(m{)@m-3x1UlC^=-?JUicDR3tXFGNR~9HpQT0&nrH%R3^o98F9=JVYxGS z+uguJH(L0++KX-(X5iq{|BDq;w~`P3iPAI`#0-+q`nLOvM9oW6htndL!gGx12T!`a z?kAIXKZm*#X9te*RHKS9e#kOhvtF3{&;~hoQY!7>3@ES>4daYg_Gw`sU8+)Ll3Uu8 z{NU9t_a6X~tIisC85CRoC2t}fN88Z#$xy(cI=wzg$ikC=M&VlF@^iJtj^JQcXn*<0 zh%0|_fH3bM5{%^7FkkW+mJ!Mr(yDr893n`-gggc|<;P93m7 zBzOb1O@wMbQ&W%eF!&h%b7pcs95(0JRHCEM+}1GIp93Mu2KdQntQJ7?!&7NIa&0Am z8Gzd6g1kv&QqF#iE!6qv;uL{XHrdk$-RJoxi;tk|v0LQ{^u*=^g7BKnwDxizP}7mD z*Y1&TbX5UPx85Ne-4p+V6iJ`c{)f1KIQY@8iC%xvZ!6Oqzd!nVx202#RCR*0^}AE# z;54(!U<o6XaoF@xag8++&}V7Yw!JII2I!IIgyfh39l6d*g5uUpKd(Z7qh5 za)mh;{2x`bwE+EtN@jr{Ql0?>9ioH!Z8ubcmXT&_b2qp*T9>mhG16LxAR4f+A00jW@haWQY@e-?mDh* zCjv9T(n8~|jT|5+lCf9B3&UE>xJikE%KG804mU8p8DJE$Q^ve$jHOORt(8=ub5RvB zahSB#VII@mH%kI^hwUZNL3bAD2NcKQ1Btjcb{Y9siumxkbp+U2`ZorVpwV$~M>uzq zGq>{ft|Brm&BV8YhocnqfS98Ls~+Smx5Vx+Wx4)TVpjYIdlI0G(nHCZF>qJ1$p{aN_FiQxZ$-tKaf+GZr|8K8TEoHM+(5XLq#XVT@NVKdoF zLHb)Kqo%5#dng2%0!+KrGIx}V+t*+mvY;h17JA_Jshk#%e;$+Ukw-TIzh}cceFy@S zONR#nHzJLMUml&}CPl5)`=HISQ9ZkE7i>YNtV8wD0@t&a-27y6rjKlDyOLLKa=DCj zv=>^reVOM)t~P7LQXOrMSjdgAA(J4rjWRPjLU{ zAL+?MXLw^KzagF`G{{{8&6NF%{9l20MRanjXt)mYm+>57I_en%%sV(+MSaQHUUh0i7!{y|A-H>; zlB7`qYEj^$i*-cil8fHYp`HEB;hoaQ@#bjnnldLT+V1j0cfu`q8o?uc_`2Y5D*#^o zFV7MqwXAUS68Lexj%CZr0i?PvU1pE+flRD6{CQbd1w=of_zS??RBzP^{xY#6j2+Ir z%GVQ%ZgmNf|MZ+LO5>V6-b6Hef0X43O4j+;6C9WcP8GprXJo2iKr#2`+GfgSeX-PS ziBObbtqXBgnKn0=Rh@Ukm$p^)99W7|sRQy56BzKTWv=-ClvS-C7v?kzdaMwBGVVf= zh3{3B4M&HPZeJiYIVk_H4*^ ziT~^ke1@28p}T`vO=_hsH@PMTvcQ7ZW8-K@!d`-^#9xP&l@(t8uB*B}RSHzEgtO%@C-OwwJwI_x;zVLiK_Y`;>=KwxU^=_hMWG?n!->cq31n zX&a~0DitDaSSSTJns(KJYi8dVXxSbq<(-=iV=N6wBqO&6?&Cl#gNnAB6muf&nt|su z1Z*p`N-t&i_|9e*DJ5M~c9%r(C(Q+^vZv3fXQ5^X z5#%U8fgZ~>Z)j*xzv;eKt)Hhs(MQ`=9ZN9A0t1}`2mNv63WpGP(S}GeDJl5n3%lBw z{mNDxas`{5{W7sSci#XW=H*_6%MO=B11xPnPj%~S=-HN*J&-}@<(FsKm&x6NhoI&5 zM03+5yg34vBHL7R?#Nm_A*7Hk#`^oqWxjCE%9DPOsycuE9&P2cT5Sx@JaPjT)t(i^ zeQ?UjNV^5!wsEyulR74^I4>?T@bPb3QzGh`s1zNlcQ zni63WwV{loNY|Ne?&{vn{y?LP4rbZ8(!hXO`;FdUFn;(Xt}l)?DD{y=**Or+NajET zp{%T^=0)w7Szf81l{pHM8M5CO1)yym!2=OC z1-CHeSf3B>PF*#NWze&eLN-#Vu_4JGw+5-{wR6HL+xVjcvkDVl7lM)eIA8VaVDUE5 zSy;ZdL2Af%Y~13riv-5h8Fz0wZXkLlpYNmVxpi5=C!*=X)=iDmAXtxaa;1Oh<<;#E zeY0n<+1-uZs!uvEdCIdtjR$&9L|yFq&f5WQ@sU14;)awc???+fp4{H%@$M6MB(Jj{ z2qSLD4Zc8`45DoQeL^8{SIPv_C)8wtP7=fqsPYAXmL#B&WY2tYeX05&l?4T9{MT8D z)^5$Wh)kEBVb?rlOnJAm$ zMuMoJm-jj=@ivq|dG0iQ#@!;i`QP^iZe}pmshc!ILgN|9JMV{6n$Olh4}jh}Ha7A< zB-9=tBC;3v0M6_pm+iFSns&p6)6YiF}k+qWzi?h4a7_B+0U2M^NH5I6! z-o;lt9Xa%GBh_omA+mD(;D;3XB`JQ|NZ8=PK%f|zZ1oiEE!3fiKz0seM;CeP-WumW8Qop48!qUdFg4u6N;lw%vcys14XKBiwF zLa@1f_s=g4X02)cJg1-p6o_8^et5py17AiH*eIc z{H7$_o-3i8A-MiBn43-!c?PZbUf6=^+sqxBWr z^eP|(bqXkQeBvI+8^^^>U6TzsB){fYX+I?;y>^%$xF7QsHhyPU7hxqwt$JwE${V3(Z9DQUoX_K5dw-toz|wLX37hCoS?dI1 zPX=(ADmtrHl?m+hVpUC<0cW|-G;NM_OKUkE-!?CuqrmQn#AE*f@#St!Sx$r>^S?Sb zu2*s(UgRs&j(Pj0{mnlSm#0uFN zdeV#XJB{BBN*fhUP3uo!7|dS_O97L^ffnt%&;r}HV*K{oYChMdj&LSIBYFz4rPmN- zFnU{;cDplMoWG;a*rL0pCa*yM=+@*{IuFUxdFt)`@aT=lIa)(uh+fUeIn@P83Co5J z^JkeN3r^}ZtkU`?e6_j}&k^>!xX4y6Z1lfu67~6hCFUv`Rjy;^XoSL`>|A9dtp|SH z^&S-`9Pw-;YqVh@-AI~NE0+$u{IH!~k3BH&!VzL)wMkPKdl$r1n)Z84d>|p~!|XQ= zdvwc_>0GJjPW;%du!X#eeWt4s9roQQllSX@JZb#3muYL6;{4XYJbd^^oM>gru)y0} zqQt4!?7Jzlb6Y&fu^@+&zqG;1*{SsbEIoEDe&0>UO}|&VCST2Y{I-0L9$_Aa1?n&J zD-G9c9wrM+gP=N*ELMfd*5W`=#=$yYY>IFwbN_VsQ?}Z?c6CSTmfX{1asvcJ4}iBB zp{XK4C>vcMOpe8=*WX$Q-bsz@m^bdkjrBS5Yi zw$#2_3dijFE3j!x{SP>2VmY2I<8IUo4%84PtsYE$#BWAehqsxhL0jy7MH9=fhXf2o z>vwdRNLsR+Q8S6N)CsPz)FUFrI|RU^%8(OdLT8a!_lKx*In4>cn%xTwzGexwC1yHvDDyL;AvX!%)y76i&Uaj4uhJ`^} zQb&nG+zuhxTys`_DTdZk{BpcL;CH2o7ZH1wrO)*5U`t3G^094lH>Kz*K=u1Y9(o>I z^U680!l&4U#d;fIZ5Qw;g(z6E>mqL0ko)Ck3aM0JU@w{nD+7{Xy1Dr~z zA5`tzUZxuF7)oJaGh5ZAoxVWk$6LMEVhLKbG8B-35ZNPIdNP5B8@*(A?`2Vl*wiBe zxsS3(Dix*fn*doi?Y~H9tMYdx~~5;da3>I9EGmnNn9Q`jBD(Tku^TIuA&LPnJ`a4~Bu@KNe;d4@ zSpZhAkfa3{oE-?6{z$Oht^D$R~v^(8aqdSuL}Qi_1{0ttM3M@WrY?iU_b-o^(D-RPLoa zlJhx_>%)>GU9#xjwKMMhi^0ZgV4itB(3g=Fg13 zlNfb`VwQ40_ieJNtuS68>3A0lrQS28qzq9Ww_G+hI&5;?`+yi@)AZ#@GxWLgYic;_ zf4%XQ)=`xs+@y&Q!YpC;Zfg%3SS0V~N8Xl}a0KyVvf5bsdf}x#R~nyc9W14G1mzg0 z^OpkA980J*A}AQM#^*)boyHZ=r-m?;)oNacGtfWpi!~??W#!TNe?vo*Y}soe&_btj z)bK_gX=qk_Zq^g(_fHHWIDg0Cm)aZ_<0(v8=7PjMcq0(xiSpEZ?#U>PuBNcoy=I$@d6 zhG!Z8Ct%XC6F4}67W{V5%yrS-WcPE}bBT=u+^;oXt%1K1KAtd@g<#-%ej`h4bMtO4 zg_l9yJNT@=EC^Td=5)>|nOE>@&3=eEzC^uZJBXDEbWek$t`yv;{En{xT?S{SPM0vh z5H^O$!ofxa&G?l&@KA?CU^P(zPLWkr$(MXUJmV9nn${p=XKGuEe%3I%+>S!L;;tnpk#=;PHTHM+6po##Mk3;Z_Sy}+^#b`87A5tU*9h~8BKI7ulET_lBePU>;ARa^DN`O*dRET*;`fihh z9`sX?TFKh%LC8+$6_25h#M%Ebi3}f9jdSfTCT(oLv)Ub z{x@eErK1v*V)X~C14IHnaBYSMwQmPm`G=g!7kj0T_<>DPK2>p}hG30GRgLGfr%b7U zv5=-SqnPqWx|~m!Wv|O7PK83Qz3zEFqt)g~d252o^%VCZt+7PClG!@+lF-WqDCo1$ zubS{@LFe7d8t9WP<@V_Z$r5QAmp$g;WkyT`UZ5dPd6-r2_FRJrD`-&I!@8h5;3v^r z_7p}0a`77KiO|`r#ZTbHtay&X#{Sa;Ol2&2?-Ef zYv_Vmx(cCp{TDA?;BBH()P^ng8&jBe#CzzkUC5&`x2MJJzaW`JhFFjo@Lz& z=vlmpsa$ji+A0I2AG!8r9ig94!wDY3IQ5eJKyneZJE~zDMaAMY3Fmlc@YK)#%;rV; zxX>h1MTnzF9`|t8Pj($H)GS0V*j~rLp}gCBPi!8OW*P%qktK!$IU`ziY;m|{KiQV( zdR*Eo3Y6~eS>=f@M|4CpmG~0o-{e7qgPXS}WJjT@NKbXx96+r*+{WPsWcmiHp)kzD}6 zR8yU%Lo0Y#6qOzQADds~Y4YdY?$m2Kbc>p^$gaNSF1VO+n@&yx?w8ERp*FWIrU!9DYVmOG8mPC9gfGTiEKxS#zd+# zBa69ae(Cih*1u82L(Pw0nLM>`&9Fy(&@@p&y&Z|Ad`B`q`!}vTbf^V&M#n5b9nLGw zK_&$mbIqgg(Knp-^#Ga8?-WZVsO!~)0*%nolS0an(B*=$Pv3ukO?tU#M^`vNET=I@ zv`v19E1tgA(%E2Yg$vjt=>DNnhI7@)Q6j-;4$r6z=0h!qEiQW9q7X>r30$VGQ)Lb2 zF%{6X5W?PQ6)Ez=XB>D$Z83G^2D$c~PSfWkIE;H(feV_MSpSLsNLfIO(+ny3?Kk;tqy1#~^cpH6 ziG@X(UNey+)r7tPr_E2?JLmdmWk#UhUANZvPZD3JI}}x{-aLRC!S7{WV?mhlIwL4M z6bqJt2fepPb9t}c#3`K4>me9vdLlPPfQTJ-$dV>tkZY4JDUvAUK}f-igNzBz}rD4 z_=ktYMoMr zLSo>a5erDEs*lz6cn1;^{5sJRqO#u@;;c+QXOsfWs_`8Dwc_o5r7`~^uG;<9ZkmI;diS!;OXxBxp#$Q&|43m4t3 zpQ9fbY^xAoCv3FVeXtfcvUdEYZu`?-LM?ZRXgM4nYa=wLrVKp;BKyNFVX+-6;wK&2 zs)SQRu=A*0TRKBLnMLk;#9J-UcyH*KV4oe1WV)e}AOR1S$5=w$_?g;D{6#==l-&}& zf@G-0``{f2*aMqVn*F_vm0-EEr3>8es}NXgTTfNi4Bp4Y%u)bWk%9~cenGJ{xJ0cX zO&!N#rw)Wy5!&{pKqZx`s8wxSQaDP)ECzGSJ z!C%f;<==t;R`Zy5LS^D)5?dFudEeqlULF0)u~nCe+cF7u&ioJ#*BL-_`c0Tx7&G4R zWPwfQwunF3Vg|Uo|IdVj@5j#%m(mxHfcTj7W?l&g%HIf780N~JSfLfMtsTC%dxpsH zl_mme)Pz2eC*G6&GcKkHNQa}(HWt2nVcH>&5zs~$F5tDHhb3lk@cQvyP_N|l4XB>L zt>#G%cRkj4Jz91$60OG@cwmXy=&Dt&8(`lgY5|-|m+6nO52DINp=|PPt`y^1ISr4| zjUHU<4D(v@lU|ad9U4#yjUfe`0$K8Q*?d40;R{`pfjolyfTY#0jl9VdJyZ={~Ku=1&7lzldNX6L=1=P<)=!c{_8nNH@wm8lTh zfTTDgzVMXt6QBzvjLu)8e<7`{r(@#~0ny(?F6HIRBI~68Cb&pa?!%tZQT?%NiUhy9 zzl8H2wZgQ>P6n#qJE8aBQH+^(dUqXUXzWj328{ADNxHWSk3!5gt*aw%oAkA3BYaP4 zNEb7_N69}T{^a-PZs`}UhdK6)%MDnzkkO+;_kmwPzDU0DP)yg&fwdL*9*Hj^>Z z#!A@=WN(gI(#56SjxnZy#DX2Q-lMw-bNteei6K9pS42b6wA<>z#8FdD*`@>lpu&(+#r z*9yVSGaWqlMK#E^1V@DQEteiS_FWeM2l>32r$~mP;GWpht+owykiB9AAL=+ydq>C{ z>kPDU+MsTNP54;dt=q6)sn!%*Ms%L!oJQ$JR`Yo787@ueH<=GS@DF_Bz;O)7$YoRF zkvm?CTBd1IEZQ`A5jslB2A=E)-bkHp9B#b1*zA4wy5c~o$^1eK$wI7aRmRSKuJT0s zjdBM&j3;n4-2-=4F}%ZmchoOsDx3w}O{M#Ao`7>7?Lo4V=F$h@LeKuz9RZ`Y!*Q_y ze`&~S>ZtoOl0UzvD+QhR(!~nKnXP&8xKy zGo#owk{Z_j=w=9H5aiFI|`NWz<3YxyYE_C#T z6>-sDoe4F)oBR2yEhs*6y#jadk2gUmT+L+{@%TBiy^-Xrxrc@t=xZ-Ns06(__G14I zl#nU!7xj_bX(OT@)lN?`!^eXY(mw|j7}jL0<55)Je4G8-db2uN7%4wFU7}M`v?SXx zmYk7T`8I^e06qYfgq|o}(xSsL5VNz*hx<+e*(7=2kww00TE!BmO*^;dKuLAsh5fQ= z&2}b0j-$rxi^UWms0sjVj5Tb9KZ1Yjpw)lvDFN}Vigk}!!>FNW9Q+{!eslkS+PVs_ zDBrC+Lw7SY(%s#HG&q!`fOMyXNDoMtq~u70NJt}6Lo?DL-61U{{D2|u=>6`u)?MrV z1@GBspR@OQp7(v%S;=@pfYp1(fhJ)(Cf$-1XlbE;#YeO5^7dmYbw<+~jtdrMu!!+- z9O2+jsSks?ud(xNobP$?&eR%)>bms(O*C${sq+wtUi!k(G;+%f4R4VOo(K-d8??+w z9-en?J!-+F%FLoM`#)m}jWl$i9Rz3Y>);l|jGceFGvt_wfU7v3F9bYg@0DaNe$1l`)_>|HT`RINPm`Ib4)Ad|;VC6?8x zR%U8~TCadlp_c34+EP^SBd$RDaV3d5lMBD;lF0Ig$;LoaA79j7P?gEr#n&%^1~enG zX4kZ7Fqaz|wC6eUpjV@gfyS}qYLrHZ(kGCRC&i=Bqj6yxRJka;&Rt^=_Rw}J9Oy$F z_Ts1aZ_CU#iWix5#~do&pJpTyZVqOEP`b|T_|f)%MzjQ!*hz8S>7ec zA_U;MNxyl)t|c?*5>_XnhQSl^yv_`uLJ^z$1#$8A&+WZ>G~nX2XyqX8z! z5)#uccl98hQq*g1AN7+5N?Qr)yb6fZS2U_^0=s2^(|?);Py_}5V5xOSg((yC1wy8KC?|Dd z*t>E)mf=}Hxi>mh9)tw0R(XcQHl5SjH_ z06^Loyr4f3CAF3wfVwoJV)LYnzyasoV;Pi@j^p4RZ8uJ>=Sd}R zQ?J2|NBl|vfSQk5&R%%{>U#%o&J-Ig>F`N^ec<j@i-dUav}q%wb@Oa*mvmlU4wxZSt9WUwHqE?rHGCjAIZl@ecn5!wmc#qDDSGMQMd@-yesc#+zcr(H_PFUu?|l=^&b1ajaYT5Gf!C!2@^iHNrRna<`cF};p+|9nWTi(Nu&B z&U~18PfEg{?SKv3Y$m7K+TZ~7cQqxwo5L!59{*domC$FRiwM9XaqrtJG;jgS76CU$ zg4pufwf36yyP9X~Y%Ix?P){zHg}<`e_&@Ob{_-wE4qu3}knKeyp_F_=S-ym+oMHRhWw4#y<2}E8GMlqKxKw`1d7O%WW#2 z-Qq7=5R+ue^pqC3vk z#KpwMR)!nuBl!Z&H2x!Ie3S&{1SboHv$unwn0mH^Y2sRwk`UUPvQGe1@w6W!ln#=* zHTTM*k@V^UHG8Wa@LSJjHx3yor_H>fkzd%xt6@1WXn~?zpg?|aD8F8xUh-69AR3No zC9FHGwJpi8=gctT;di29nDiYjVZTRZM5&S}X7}~QQOq7q_1CX4bBL`_9a*YKgA*6% z>OW0mOZz10-JM!NpbdZ_p224vb+%G;mM{ufGzW6E33^B;-MG=w$Ry-@buOT`Bm_ z%e#Cpbnd-stz(js56fRGDA`?$?o=;0_^Gp&rAuxpifd2HVtL;}FlRrRAdC zVmhL89-xw>pw+wW{wvtBp@nNN>T;+n#jKy#|o> zfMRz!fG1MW`hz7Y^8El0Ba7TrQA$pqufU#mRieuPCA5Rcfrgmxv^{LQBbULh%>}wb zT$|BsThpdf=ov#UB$cwMc@P?5yMbJbc1~Rcmi+u;F$f-U;qf5bP`r3mF&`jSnnC&x zT8_9IU&0A_w^+6HNlqo0V5l+0al|go$7ydd4gtT?|HJKavKD89m6@q|N^9%d0;wa= zq%h?1B;@MZ#3fQfA{5jCd47aN#1rBs@fe`QBs>Z8a4}jwn0c>5*H;ft3lp(O)YGO| z5Jm`3JgS^3aAuIl1xX;eX~V3?Kdj^)nVYU&l)((tVntOnlhyWmeyA^x+HPyEq@SCX zDc@3~0Q!!%f^sjU^2(9I?zL?(q=)g1Ip>eEBfP%l%S+b++}>(iheR7v8m;=zwdp&a z3(ZW}i zH;#Ku{;)3!z_3~I zz<5IS{OK;rjtoKC8!cztobDQL61y(gS2c8^FHNkb`35C8f5tU?VmdGF5uv6c z=y{fm3AI>T{w13O<&LySC0ACrZ0^d;Fb|AA z`%}_>*U*)7au01T?Rb46W{3~OwxYql#VG`ouP0`*GGzj*ByaP8?vmIT2_0d zN+Jj2IIoS!tH}7 z9M|~y5V)W4^T<$em+F5roX;aA*UtAT_&LO|9d@T_rYyb1N#?a*tqI+wdTNB>UUN%rZ2NGpd%c@hu+UqOL%0X`@*B*avI`8BjlzJ?r}|7TNitkIscG8 z%Zm!SZQ_qYGFm4o{M$&EKq+&-SW7O!_fZw`WE~yS_|V8px{JLJP1PEP3)B=$ejd<$ z(CPn2ziO@$FHe&)%8a$DvVFn@8#@o`Bn6bgym?Bj|x^dmv6J@wJ2(nwp8XX9(-FSnw8Oc<% z^qBso?vGozF;YP+W+$x3Vdx6#?5;X`YT^he{1gBH4&0UeH4Po>&}@nw@lk;P=F!>9V}ywI5Mph%98ux&Y*OwuXAM+m#(aLO`7>D@RlL=% z_Gho}d}aqq3v7Qu3ViLD{{j8hEvP`JQ!8#Q9(L>mI&5#Dm_#&YG5{WfrAv2H+*ypY zos4TQUh8s=6~)qo)p-E+PKm0;wC=vlw_lQdiYiR>tw~cLN(yTORH?zvdNhJyOg8N z((I0~0}`VP(7s6S?(nJd9PWZ&K|Y&B9gg4wXlu5(Mm-Q&v;(M6Pdv@s)B;>^ zu+KqMaR^O#+VA-^!ESlyA92+$XoE>|CTQhw3S5$1<>{WV9XXG!ysV4txa-|CHuST@ z|4QWYXqRxUswQ@)$l!)T8;MbTV~<5_?yy%Va0kh!l>}MxyaB2@QBBZwtGtZoOr>7& zXuia1`X>Ae*p%O3C#3pG!?of(qjK8BfB_^t_J5sdgC24VLBcz@MxML=jM6C+b=Un7 zEYY`}%88`k(+&qzNIg47`={j2Qeg0>9A|>UIsEwoD*DU|j1grCI4gzktjL_%0a6rC z->ID&!3o*6eXbiaYd?j@>uq54WhddF8f?~|lqi1^iHKo*5FK`=(NfYM!2DwS-WuLq zn^fr1WMo=!^s@>iE2DtK!~{@?WpU~r*Gpmb93 z{;baQ9O;O(LGLjQ)?xr^4E4cEt2vLXUBkMNINSVmKj;c!#wVCkS!^gf%T59Lv&2*( z%T!Jx@ zo*e5pIh{xjffiq)O<+30>S-eI(grW%Rf!vVf=c9>AY-=!`+f?$_Vgukqpk7AbaebJ zj;P=lkLWb#yyC?;s11>ljM^Vo9&^)EPL1H+z$; z?CT)=GD)$NH6)FtyY2x`9(!!KoQ+-5Y&NEJKf7 z1s=X8SXUgL&e3|~h!VEpX@D-ZviC<-xxZ2V#R?!kOA^}Fa`n|w@pB57B+mQkC`muY zWs*D3@v(2&9COm(`{#Zuf9-@8s_SY^?!+hZ1pBOh?_VahKFNHtVK?0E{BpdUGFPX3 zcp2nlCQIUKP74_Fe7AQ9;a_wjdWNVw>^?cy#Ctek#?JEk5on~i&%@BF2XlV1@aTn> zOGcZL>v(+FL0K0{KycKmkbg=IH2#S#`i!BK0-zDojCPhVU?ma$(X0)lk!ck;2w@xF zv?jkTuWOT8!B;I?wYggWwWzqjV%JZ>*6tQCKNR{`c~jmE@??a#;Un|9iTCJX`OLv% z+t+_+WhU0m)QNJ&h5BfW$Y;)oQyAyW&PuWYe>`Y(Sp-L&x-%w3-B7KDP1ozc zd+G{q%nT*{<-yO>(yLY9WA;HV0T)KcR-C*q%i&=3s4&b{%)n|L$x z>#ZMM9o5lM-IZCHE3>jxWh5mH3ZTKXBt(@pmAOe(KkglSF|xqvYT)N#1X*w+#mUJE z@+q88;2dG#E$r_~EOM%Swe^I@42=1c50xH>eqWAWZ;!HD*|q|0Ub)g7hqh(wf;zvq z?!4R{CGM-NlT5b@gEBzj`vmEzd4orr=P!PsoIRQchsW&v&OCr0XmaU(+E4pk>&ft_ z(-BY$0Nom<`rW^7-U>B<4u#x+4qg_0s0sc|ZM*>_xfVJDWrHL@ zlSdRUfXB;cp&UcP&Ub-T&;no?1OicPS-ir&Yyu710PlcpKrIM#xBcz`qyY&%Y@P#N z{m?+-Ab61B!zgI;bu$+gNW5g&CG_AO;GOuC^F(sdx!XAcvID*XZx1I2K&HU)_rb+I`*y!Kts|jokPV0kNb#!l-ubX;2FL;V0c{@XXO)TpULc`&oEOv=!#0u!!FV9c zgV06Js!%_u1b7VUd@mj+IRSKnN7f2K53iL8T9fPpLOT z=Y}htBY>ojcRqf1VR9KT0+Iku0#l!3L7>-m#Yd$lk}IKcKqctMD+pwAhO>m44~hal z0)>Dik2&jA**QN!hCr9M)HkMUArR=oPy1!?33R`?1DXQN0u@IM9QfbA$ymomJ zdIs%x&H%1JN*^7K!%Sm*1ft#ufk5}~dw}Ej zrVmk6Jsg6hUYIr~3pTe%wmUEU7XUzzr;t=F`Tw6Ft&5`3tL;pFKJ-+@uPyt(p)`TM z){*VSP`KlF>~6eoy`Sij!Px%|I%X3^vHSP!s8o%UI%OXkTu_|JDRW`2Jx?m>9g z*=WvMt#MAmr!{ILR%4AzTNB)?mz06;!}|_B#{fM5cILXJn)}Pl+PRxmrK&+gp-8(o zI{be{SnmK%OGVNU^sJ)CejwDcFby)ETrZx%Sa|g42owZ9MF;ZUK7Q z2LAUZ4GqOP>!6LwI^u7sray3|1Jvv8EpX!d)LsL;+mj+yE|{y+QB+UZ&dV zm{DTXgH2uW4{23>Y`6+1@>62}9N4kXXuv|l!ygLN?;@oxI-rV8dAlrR%*9T*)}L*` ze69b3M1q~AnE`WitEY{BMc^;?{oZyaSacv%>-cS+t7g)xL)kN7uHtGE>DEGTb0vea z?2;)UL)TBchANP111wq_d#((QM=hjZMRq-5iU3H|b-cO&}S zo)41EtA1E}eAN(%!^n?objPPWF-asBwhbv--~Jp#n{DMbXL9mSOLiKovhwza=%)x4 z&4Rn#sf-NTZ@}{6h))MQ4ue?Xk2WBjJB6E0@RPgo@MWm*=?uH>Qr;JNrJTdC(diA| zVr{S`_ratuHzI#}oUfB%`!dBdY|}sowe}uUjT3W92`4HPReFlgmr@R1b>5u24d_v% zwv#&-t`w|XGs4mBG|ZtiqtA*&%$#P(#ZDHW0#&o4%K7^_<3BxenA2%rN~?4(Ck{s- zczJ#KrHceIu`a+6$JHb5JYplo0joDU8@5QL+AlqOhK&2;Nn(_#h@II;E=3cKVF$C? zsE|r@YHVz5Oc+W7%Mvs>MeFHp4p8E;rs{|(tVvY^S6ppvcxrIUib_c}7lja>2?`lH z1L$^GKfY|z=-(*D(s?(W>M1v;RQq(6-yIo?1Oo-gLTJM1w-@lrES8t#BQh{(axcrS zZ@DXomz|$@BTbJp#^U7vIblR^zYOGSD}) zA~}OH%hcfL;GDV2tBz#m26rCHrQ_}BMNI4~cmi!INQZR@pT>VE3f~w?h6Z|=+F#%M8RWqziPzk%&3h{mz=fEF$ z0scJjLgkE&rrS42=iNejdE{BuxL^a*?x1+E%G5#ygQ zpBNL-+1zb^-3co{`Y|vOT$3ey`^^)!|5#5TVxC?Bc{mE}D_5{VTG~&!CSgOK&GPz4 zx%8RhQ|4efrmgIHdQwgg37v2chC~t0XIU)NY>^s9%`aO;c8AK1tgaNUUw(w4@E?x9 zNiQRsE`MD_#1rcMiAU!iMrBO>VW>>1??$zov#7d>y31Dox(bKH3EW)18Ba7+chUS* zYUmJjLL^ucPLWHOFS#Oj_TxQn{$|QbkBz)lb$P3TWOn<(!~SWTRYr4>$2mW-;-d(V zZ<<%+7iwWVDRujOR`!dvG7NXso~E)3^g=aLd^(6pLoc@O)j5?ZcGPvY=rz7b7V)F% zN-2GU$89)Zd8ukk*1FQoPS_y_SxykZ3Nm=I`XQrukpDvTu`WY&Ij80G6s_@n7s!bgtre&y0OO#IWkcUG>EJQpw-N?Nvq84ud< ze~1_p;(c^azhj$teChdC+vi8%FnkG14c_8QWqS?@cJG8xJlV@Ru1#W{PwQZz|Jxbo z{9o^&@x|p=v;Oq>-fiI`6^*)I(DDZvtq2~7T7nP-P(5^W6ggff=jLt9+r<}oswZCP1rD+(@AQh17f@v z12`3zlpUH;Cyk&~Dil@6QKHxBE$EFkcxNNlj>Q9eGn91{WaFbss;IkUiRKenLPq1^ z5Xe(kJpQox(vj7VQfPE5;e7iAS4%|y^=tO*k4Jl0<1zP|G!I($3!j@`1A>P3T9*Bu zZ?r6TVdO_$26J-u^|P7YEBrz|wJV;PK&LP)=rw%ZHF))ty0Y{^RYe}rihn##@%~HAq;eBP&i+!U&>DLfZhk=mR2-vf3#Is+W4b$>cB@}-*wRic zE&J{|Br!sTQhn!s7DV^q5MtpxPmAkp%HYj2N)xTlQjtYPN zRSl+Ys)}c82-L^OZ$mLFnGmn1tcB2*9pTZNYG=UuQ3ZnF){zsh1_N! z6XFl$y=Xjz^r`3Qw&~`+r*MfvR z5yjlxm_iZEQWlN=e}WU$EAD}-CxS3tyd$K-OlC%O3H_Sj>s9V}qj*sKx?#Fz?0)Lo zXXZ|$zpwwFpxcik{x1-+(p-p5CGuZ=oVfY|lT!Vd)@P!$qm?!t+V9OV0BB(cR{drp zaq0_0P8?wc1l)vE&IelJo9HYsZood~naXk5&@jM_Sqjz=XC`_Z#0Q!B0ND~PErr9U z_^Y`Oayh)Y_Z!%SBdglR<6+fSY=^Wrt8e-_u>AAUGOe^L^u{1~`jv$ouKLzHTHM$F zO(gT5?kc=tOWlQgalPb!=2%GU!f`@%DlfSTHE&YNozr6Q#yGE6MaE(*?-%X;psJ2Y z8hL(2=~gU^ef10x1nojHdUNaJl21)aV;HBt$D!llp=$D{2mN5|+y^KZeN|V5RJT&IrXPB=3lfD;z79HMl4M zS2{v7D!^?ya8kK?MF!cwoT={`%G`-7uV-gT|lpBEN#zcq376 zM9w~z@L@~LnkE3bKm{_s(1+j&I8x$!=+<+clX`?7Bvfm9fc{f?vS5X%)<6!h*y5HI zUNnPApO@}RlKJpB2!m9Kg`WCjWZf9{Qh*4-@_rM-4JqK)6)*R&xJRCM7<3K64>9VB zDpO)326+HDVKLafmLG2<*3`W#oi;{ZsmjD^LrlX>-(P8s0IFF%K|m&cA4d^`mnDyM ztkvYhA3qg-QfH&$=Z0bC@!y<)+WX__WtoiOPA>xr!hGhbiR~3G2v$(~zlU$b8+&YP zqoN2HiTT{xSMpDG+=aV#Pb9L#hu!B*whGtraULy@3LONQJP-^KP)cW4!=RA__5QJl zE;<3BKS>62^*&^8N3Z&GnFQgYTo~6MC%gQ2t^L1S)~{#wxi@p}ILcmDm|k2-I)cAz zLd?&qYYbd&4$8%|fw6)PCVI_V@i_7gccAwK+8JT04axVfkJ&oO*N1yC68$A~F>TNI z>RQlvCuzZa3*NF==Ze=Aj|#+wjcA1B>xxTWS$0xDS1lRE)gIeC!>O#a*7jx-A#Q0} zzSQ8<%vv$M=V*YCaD*gzaSl*N;qmi2PEk6#+t2vBpL=F|;eUo_8{o3_q(`f&G;L_H zRlN}3MLG!oPVpbDB99UDga}sr@_vjqxL-L9b}yX@*wQ=q_x!|;x-9&fR{aoFO`I44 ztX5m!gwUi6tx9>@dYq4n#TKOe83AxoP_mY6|9*q!`7se?(CF@a(2=>Y~16KS2yAoh(McmY_y(V(bvhjEI#Q!WPmx*GT~0z75(ts zjF`H?jl71Uo^790TGoax9vK!PK=?Off_C@Grv@Hzr2`#>AlX38EZ76&(W;rD57N*r zL=g#PNsl`u-jWM?>VQ4ETaJE{Azbb$y>q}=;o%|WQF>{P@M^Qoyp)qc`|KPd@{3k{ zpj3hQz2N;8CfGEDK5cLyBcT3P->CJNumbd@hvIMzKgB9XwqPjvyB^87=UjNczs7LR zfv;DZrKjuZXJj~%3^MUwF9ZJ{2Hgxt{`8AoRM}PMFAH#(Czjv#={JM^v0`Ti8oDk8 z_+=`RDQL{^rCnUhm8dq&FAOHQg;w-04Ehkw`xxfN0jV9UXbOEZPg{`JCOayYEi3S6 z^F3cIs8K-rEl;*OeEtg2g&C-m{^V)|EfEpPwV% zC~&OFct)Zy3MV)wiuerfa4$nW!R=R&C%_h0PEe&l64)|RxbPZdY$PkFIBM+?C(rt=22V z*L+M!-(tv^D;7blGTlU=F={8Yo2y<2l*4l(vNuKPC-DsKe5&+S5r3|N$$R+OxtOeD zG{20Of%3TdDC}Rb#*>~`@lhb4Iyk^u3oe;u;~)F4p+;?n&fMqhTht2EY5L(wg{Lc2 z{69|`^p44M<@lY6i!e_S&A$=>=tIY3@2Fb&m`Y#(w?(Usu^sZV8xyY{3!KaX# zt(#vt+d{@tUio>DVi&UzOHN$gz}z+oZ+;t85UK{*Q4ytP;|B4(D$4*mJ#nS7DlsA` zvJAX9IDByS1h;&GE8WUOMy=JSEHWJ<_@ILA1i?|+Ob6{-#aMkD2KjV2X7BLaxzu4u z#oh*}Y?Yf$f}}O6aHJ=-x;EKOtlfp|`{(aB5%S2AOUV&6_DRiW?Fe9!nm4E!DJl?2 zw^sXXOPtTDR-sFcw>lmI5UB{Ya}A6%440J0sn$b5QTY#n_^u-u zn%Ew1S&Cf^DN!+6pN^u#rB^l79}&MG9eCZa@^43?=1%}cIT?u;fgQu-&1`$sEr*}q z)6ybiyjQ=|X&bB>%pN+!q#8KkH(){v9mF}F+*;Tkik>obQOxh&`qL23DjvGyLGe_S z*BKJ$A1Lj1t1qTx*OUHEWbh0aj_mrhU)Eav*!50smWaIxz8fHG7BII(r9bv+n6I}l zXYa2qYp@F#ya#j;JlogBD7Sa7{mT)+#!$fz$Yug`#PpLYvU>~`eMp%;Zn2l6g= z$0x+1n5T_P2ZERVsLZP>Zf^C0r%Rm>(@h>G`s~74SJ^L5%6y^>HQGtlXJRg>HuDA` z@$^r^Pq#;gye*}3gwV))`fBAY6ZiD3e1-YCx6RXkaT{PjA`*zhajUVL5u<0K)8iEM zOpx%+Bs1cU$L`~KA^9BI6iPR)ud{$~BRx&vRAbNzPVP`6h=%BMiP1@W6J3j<;7x^{(q=*Z zCS|L~9sTJbCxje*AY=zXtj5N=K7Le@IMxD?P9^bywW~3Mtf&?QLt%m0|6RbmwfQp% z3mqL^xU8+Hh2-}u=(SF1Yz^Nxj=p3F;Jo7WoQl+8+D~X6FF>QEjLa%FDM$1N=9QIf z!C_=f^_ssq`W%P)v#Jh~(3Hwpv;mwsQ!f<@(Ykv?poqc*B9Yo>S*e%(FisxRjSbuV zZ{iAUSKAWZibCf|&Ry?vr>Bpk+btgvgSBrN{F0>H4Yn=>1N*112O+PcxC(cOXz(ek zq~X9I@Y}~)8zxtG%oyxp<6Jyh ze5!aR@xkjKLNr4A!w>HoFn9T~2bZrbbmgi;WVWk&waRJDO;?5(ic0%cj7dqm_0Z(I zIxIQQ6Dc0;D)*T38A>xuKJR`>|Jsqd^U39A1aIqgWwTW2C+C=*@iMoFlQ}xwdiM zq5_w_Fr1FxEk&DmT7YitFvs#r({Wt#eHoh(8=j+D=Ty?Hxd1Vmy^{lo^MM^Ox2~5; zf-QInE=D4%Y6BL#UPCtx4fUrCM+ATdA*$AU`X%<7i~8qN?*;`Rl(uErvRpHM5C76F z*W9koy8d@c6C1p<+QdWMz2h}6;2)pD#m8evY)!ef&70V%g;py(*y+8P{3!gKp`;hB zV_w_HNKb*cpXeP%XwwxmXyk(n8jlX;rZT9puKk-MikDydV+V8PzqPEt@*6TH&g0Q` zwTAIXsMr|Xu&+K8%*|MzXZ7hs^Cui}mpuK#*(e~tI2g81SSDAXAI(V+zzG4VUg^JC z^F8R)Gb&Y90u_H;1CtvwVluO)pw zUqXlSUn`h&uL+=Sfl3Brv@FZG1^9P7ICZo5@3O}pM-?t$F7rse6fv?y6-UQIc`|r? z?yi0Jt|p$^qgwuve*wA-0DJ}>bIfN=5D0-LJ}bT%b^Z<Is=8XMFK|@nxQ9QT zUJRwqh;AlzIYD(F6hzAE{e1py%Vf^yQH>#P&gc;Diy?k9KWNY(Ex}XfWus=g6-sT= zIJDk`T$Xdp6`}Q3T^gAqad?oc?`#2QZ%%$#L5ih|UbE|Hw$RlgvFt>I2H4UVgOi(WRbG5WI_g8f9_TtwPHfHb z7c)SqbPI@orXLQ=9DKjGQW}tC$qo&MWNMRZ&Z6!rNsLt z3xM64s8*=R@945U@Y~}wkeYCbeBn(g=vfEQBSs={xx-)O^p&$*ze@!ueizv^hCNH+g80h68yYOyqV~k}d6#E8omfkN2Zo#<~ZbHL!5WcG;ABb9LWy7Y~frCwwk*pwPA&% zB9@OI`bah5<-LkglFeX$MbzTDF7G7Pbv-`t)7`*3OclJHJzjY|oh<6TC%aV_U9}Al zfp*`zC>>3s`=lZ&&lm0>VAG&RPZ2*`a;8oW@JjMb8)l4p21#wZE-PyE01efPz7_4X z|4y$Gv4UTo$UO=V4^|8FG75DZ&~Znby&sPo>Db7gkB5`_#&hueWn}j|^RVna#ntRo zGL&`mLECS)2icdfy;*OvWy6#fu3Yj}$5`&P8K1#c5bTnJGbKu|8>M;!o8$a;hDklB zB60KWL83a*6@a`#u?B@~7gYr+U;WFLzb(X`K(djm`4;}9RHT#5Vh$%bqw%s27^isf*WBW+&Cy=dwV7~J9#6wdF!T*ifOZJxSb>t?&z%e7btdnh->}}UZ#>QcTcgg_H&~w>4bfU$bDo+MtK?y zy$CCgfKa(7pN!7mX`W_5Q}c={Ukx6kcLg*M%|vliood?SwSVJ~ZtRI+=r9XXtEmkr zr<~B!pr<}vc68%S$BH)qkqYAcQ~xLJoP@c*0kB^gJk&NLZ^Ssk52XtD1gWfID*nFY zu?n-$Mlqgi;$LoBlXzBRs2SJsTD9aSO;@8`j`=us;Tof;p4-qzbufC$MA(X1^^4lP zwZLMXK(Hoh;PCxg5G%}c`$p5RXi=x_Rupgk7~8Xl|=Z$(dpw z?{iC%D205D+CeuH_$P?RZ!+Ob?Mv&HtSP)V<`Z@&0R1njDe{|4{M-M{m8XSclyjjx zgZ8N4gRW)2@n!IEaYKN{@m8+El_tQIwB;u9S>ooFoghlKbEad=izz+ciRl~{U422L zpeYt-R2x~f+A{$T1rezg8|K8{XgndEK@7VgVb2Mf4ZfNkG)#up9cJ}9p2S4CaR zm-DRl4RtGW(l~&JCEwqwWkbhCae;xk%Ny=0`@^tkf7RVSZ@ZhM`y+$8#-tfEL8vjf zj0bLq!JRe2^6eWbq;mt+6Yn^5pexAr-m!4+Ib$Q#q6AfsbQctw_{P-a?}XurAj{x& ze#4oE7$c0qP~YgVe_%5{C2U$+=PBXG!xBwqn<^!eLE)^%e{*^R&teQLU60S1R)B@B z$$N|@H}(SQx7_~bC@{a~*SCvrmax|6l%Y_eES#_@{X7=zClss$lh828!RNrD&3tU# zAK;GV#f^<+5Nh9)Qk3&Px36isr_Tc&&2}-4;&|=B!q;7J&FP(rxCp_Q$$s44xC3`# z7`kWB+kT0hx&Kp^19nrf$q8%JZzAP_!R)Y@vo-8{D`Codo5_16VdFF!0!Pp@r_Y=( z_1Z>zDva)K5mL0d0f}O51gOW`MNFihDU42<#gb2_hxt$saDT&Qn|@D4i7W8+ zb>ffr&XYsKH|StjcQ&cun+kM~KMs@#tNhqc^|5Hzi$Epz4Xm)Z=M7?4)$BKggBnzi zNz7J(*AebeZ&>B&r?Bdi04+E(&CjU=ILg{Y9$y87Ju#H7-EZawZzDfdD5EtBe6h$o z6=hQlt!z}=j8lp@1n6&4r_)pw#lVK#UOIK1H9Tjb@Ds)d;I%zwAM`k4M*ur(xqgjK zNr_!7i7`4XZUveZ?!U9KTV(SU?F?73UPh@z)H2n}FKp#FZLZ(ea0#M@@HfPrI6p!4 z@m8Oz_qW-CDwJ%{ zJPEcp%FVGiQW8R+kb$>E!|foB`g<_HLDJr6i9n6|9?YSC71oc+sKgZagA$RogOBQq zBiK>+Pu<124;pr%LcZ!+rPafaihn z>*q60=aRcr%mnK*B4D);9ViM{84zFKv7M_L#Yf8-v{Jn%fTiIg34g6*KJ$=O$nI4e zQ^^)W!3XIAvbIdjo_lx1c;`}83g)teNHqj78xHlUzhe%XwFrLkKXI#BVEZ8ix`H)l!u{eJw6WAwOJ(SM8RMiw!i1#0g!0VNpHG$VvY znsRIzKYZf*(odonXeC!Je(!o85c2&vWeebh7N5>+)iznt6?~X;^-E>`V`j67&G~z~ zJ!&wOyQ6&OyqGB7U-QOUy9j(JL#Eu09w^WdCbj%yvlAc?pi6#g02#-lzrocT?DX!t zTRl4Qx#Bv=?Vx=_6h&D`d1RVbVhWPu&k8dh_=d802`RxCTb z-ZeCo7nw64!dYA*u>Jb+Y-(XRZqfJXnQ#m2U5NtImx+%q^M!k#yhaa|3z5 z1U15k5F)2ye#QbWsus;{T9_@XC^KZU9hDm~_J{7B!k|iwyz>2}WX_#Jr-iydNY#&o zl*{3~`e2+sTe1Dc$C}n7&SZrE3`+_SIFli&+I$CuPj602y;}#7(~hHeHsX^S^MT1o zGvh45rQa_u*2O|N+XiuQKEwC#H#;YPH$6*9UwyO)xj_&8gT-i9_%^YRO7+t1)lSas!N*c-i&D!2wL*6cT^vP0YbfcP_i; zMOJZz?t_fvvvMg=*-ka|VXJeumj`46spvvk2VMyxfJm~){e-VIJvK=E)0%1KFfgFhwcGuQe<+cTpyR7IS{sjXLpvZ?U`!qi~97|6oy*T-#j(f4& zPe^6cMMJT)R^ou&y%IZg$>Ts_&3E!sMFYeRhd$G6u@NfFMHP|`7Ricbpx($ayW`p(sgGX3;{HtBX}x`Ypx@#4|SnvB>j3X>)axL}^lZ34PboQf~G4iB8h*r9*GpJc~m2FFH0B$ z70z>aOxd_(QpiSNPK#wc2PaCLIaWk;$b(r<>w4uUx_p79`Q=4s%H)WJ{$T3&O}bbx zq)DTg9vs!~3#d*aT?G(Y1!p_N*=mREwU^JUGMjQ%SLnL&-n7s`KXN>ik9oZ9&2_5G zd6k`l-H|v_u@FQ1_u*%FU+=zos(jRUxLHnqn%jRg|JG>ztR7&uzP?;ABKy_+h*O&{ z-QWzNRE%M+{cQ9{O)M8^P*)PB_&!SUaFMiJPfvG(JF4M2!3s^x$}MXFB3mQYL%3bE zWHHg;-Hm!t|A|lq&qjDF0k=Lr@wGjz8(3?ks%l2d`8mn-`>D@Z!7l8HA9>drm!f0{ z6}ex--I1*@K`|g%;@99<@3gS}{=Nm$kMTd)Qo5t8t;SH|;`a|_onYp3l?zd}f}K7% z8`MYZx`Azxq!)EPDOQ^N4y8TE;9%-~@g#JAS8G{BuBAeA|6f5Xptr8g!+r^cLQiD- z;~HvExm@e53c3DRtjrgF%Ymk%e?;r9p6ydDb!B(IzT(5X0RE>0#b`(3PeUGfpNeZ{ zV$ST!IF4F-ecNt5NJplWh8>cRJXuVm9dGJ@!l-gRxXy$K(1|$&g z(0;FkKG%^JvIXCUtCkBaW^pEGTxZImP&7bN{d62}syA5Po2})Bt$o1+yXEm;-AVJL z)jwT9@5A*D@8wf}7v5JJlh>y9u=5V>l}s|a|8m%2#*+4IXYb8VF(*9Nyy*j|2)B`7cgON?(E}4I)#|$EB=>VLrS->jl&T7NFNC>zg*`vmn3Rey$dOMvx@7hT2))vkIS$Nm{J6{C6q*X(0eMb?-kyOQ6ImE5Do`fWy2A*dGs0+=ERx>fDm{;u;++vF{E6Q0K|_Q4U9$B zE8<47X6{m^3(2dPHTt9n^FmA-v=bvd6Q-ARY}$s_{sO@htYD85>eM1POYGwsbd}4P zEUpY#4fl6V^?mBx@LF*1knH<2Mami&Ee}#93|ND;slz#6FuF!>>-J5MIY$`L!b>{5 zZfPJN6Tx#VvwDW+&~rRKO-@G884+M*hxXR(CW#Y(wciI*oMso%v7MLTLSiXSI0=SHC;N^SUwF16o^~}tor~|+|P+Rs9-;HYRtM8QbdaDSAO3 z$X~9DKQ4F7cUe^1+C;DiX&@7s^L-zW<;aQ_e4vYe>T_T#ct`D3FAraVh0Q#D;EZJg zmqKZ;Fn-8mQXFX*=*sZGPHgZec70C>1X73_UxogyIjE`-`&8O*O;^#`U?qn_)#-Hh z(K)7Rw>snIoyRw)EGCdEqj^lw9Biipw3Scn50@X9N>+?Tt{<#_*k;+xjj`_F92R7| z`$WodWX(nsGbfr0^hvz=yUUQ>Py5PBd%B`_(zP=f>(G!GxA-MDFmgT@N-fMIvaTQE)9DgF@!q1e`pO#B+8v&&(Dn`A#!SC zjHEIzVu>_Qds6;JWB)*x4wZW;snNH)6Zzt^mZ(0tcz)7D$@B&N?~bS&8H%C7D!<-E zl}ITEJFOx?L< zk8vW$I6Wu4&!vaD#R^S6V}-d{Q~ruMKroms-nKDRw;(CF%GDOkqjayiRbNg&1O?h#`y z4o7vCO@>gYbi(Hu>KFEsLNaG=ldvtV0*|J*rG|^hi`PU@h5q>P@Q6g0>6(D=_LbgV z6&g0o*ZM4pt(Ly3PDI9;PpK++I?}L`6{Y38Bx+tm+6cklJHxDa`l5Qll`Q5ZWmB+g zt}}nf+d_F*oSvNN3vJU%$l}nnUwWvDgbOyquRkf|EyXF6VWNh+@^jRV+7IJj6sqmbe;IBI=E0gEknROcLVWN95iQWKBq0fVkay5M) zcxx(6I79)~+9;@5TGAP;Py&I%zOIHt0cKY9m-tvdlH=FuHnFY5^0pqwK1aSr>rJX= z2!8#yk94y;jS2)AbHjaarz>+O|BR72KdT+fFTMX)u497;IA9LR@4uG+l&6`T zyF)DnbiDEjr7o_GhL#O^f7$po2(00@*UsHQoW^;Vr4*n2DU5{`3fO{FMN@gx0;nVD&Yy+o0o2ckvaBbVVtGDd)|tR#xH%2QGLy^(MRXDIAyCS~?`% z-_M^jnH;&@`zXiw2V(mqogGV5ezax6nd`@`QdLCPj@CafDp^2x=_gEYaw?LRn`#^8 z=+`ZzQ3i`u=ar0|UElJ#+Ug%R7$7x9vP!svY+W zkms0EUqq+Zq*X(2Bz5=I#((1DZ`Bplt3t9As|NV2s7hrptl*;MeUvwRl)4W?@0Iq* z)B^rdId}EDa5|f+3a^ljcdRJw&6f9(+V@KK@IBR-U<9$-$@SbAY-0v`pwQ^ zpOK*DU`alyP%f9r->T0%T~hfS-tH>*nYY1QYjh*%>jL+;shqw)@F7sSf{9pSj0B|G zP55P85A`l>Jb&Ik*u=jGV~jtX)`_p$5~mb7@13>kZ* z=?0kJm<)deYX?*Hjt)1hJ=I%}U|%i^7#HL6-@- z48E3h4o!t*XeaKOgd_hdlwf|GBI!gtHdC98Ld(ivdmmAURV&!BUA z6!dFt8vwFvu>$Tq!4wc7%DV^QcJBfH>7}tndd{1v{IDuEKz)zSE7Q49A~xe zhz9^v37MI0bBt+$P1W1~R=lA-o6Wf3wvGHTqa}nX*I*nJNBT^0pgb6qB11G&{|TLm z5aLulk2XsPycTo+DmB@TE~&s8jz~Wp#-oH>876!VoXE!}Or>BM9gVBlst*Ufw`Q&0 z_dGL>BTkc5$j^t3yo z+Mr@I{hsmT&wNo~ZA3E+t_*N1ThPZRbNGp-`H?DGU+;)~I!(QA8{4B#fK-Fttd_ZL z$fn$NgrH0z=zNyG_;%N)bh&Oa$K^?PC2zACTdO{c?DE}ITwLs#sLhS7GZ>7D%`)A4 zTO!KNwmNcUen(_7nZhIJtLD#Fw?E;OToUF8^5~kZf;}{yD4dIx!mZx#)|r%Njx;*- z@aH@h)3gk|5gHr_orYvCnJ?dGUO1f&*<^4DaS=2NWs#rr*In4ySWQ%%tjo1VJJeE{ zD|U=WdH{6@NL%07n9y-{Nol1Wd6i#34kQ7*1P0nH=*r4|F!Z}F{?7(bT9Up(f2;BZ zji0`bFo*J&P~v77(y#Fy5^y;!#)(xUt@)IOl&?TlVQx zFxf}>w77%M#$(|?uvu@KAxjQJ%B|v)V&nZ;sv%2v`JoODOhZ?!CE|suT6E^;g_8>V zfa*-YQYjbP;?FO-=!#3Ok?whdtN%GMigIS5G*O$Okt#3MKXoFMyrmE+5XdLbfEKAu z=7076u-;43?wSe3P&PuHo*7wSAk{n})S!wOZITQpw|fyJ-EvHeU4aP@CZ`8asIVTk zy%w0G!<2eLm`bfxP*+~>Wb2OZUEB^>*0Fwnx(J{QBP;5tad|R2QXy2xwpW&i;u_ z*?6%3l9)W!ywO&Ey7Y!?h3Xp~lElZ~Peye3N74X7(2=u_b;D(y(R-L~OFj5z@2moa zIv(1;=C39AK;9WiICkR~?X7FF-%-LSkg~r=dr7-8QZ}@<%{uC3yX_$*ygXMZS~0fA zFfqdSi!J>X4JL`QEx*)_F}={_^FdFuH6nU``}7`QQ?SheBhS#n{kv`oo7$F_!ZM}^ zb5NNC0!21a$+r_O>bC>>zhkES+^1ip=rss>sCpun-E{eZWw#P-ErFi%-D(D=!<<$n zy1xDUaLmaTB3&eTg2hsEv*ZfJ>ZC{00i^WWTZ*Kfw(7=A_u@_R`O3aqZ<^ZVPIim> z>e&otFRzTxFPw874q*&UMrT&vubCiD;sD(D1((Ru@InvtZDU6RYlTwFZqA{=S-hdM zI1hV|itzCKlfeG6ouZFZRO$wQzO84aG$}Q=)@?hXK^TPm);DE@nUw@6Heoau;M-A3 z0QsR){86J0@g1g%{Hn=oyPjSa@oSnvHB--F+FXP_#bNv^IH^{v`39_RoLmab9xrCB)tAHv=_I`W`v7fmL%ZQHgz(ZqH# zv29~wTNB&1IkA(8Z9BQ0dB5+R@0`2Vz59>q?$xVTeyQ5EYvb8Z|xt`eDhwV>HCMR;8X;GebrHMAExw<-e!8XJ> z$BqqYWdvH!)IUb^I}>6eC_d+9dS4OsoOu{jH{m0?bn_0r_gkWl0(WHnrrjLZbK^$O zHW+iLdtb5N8qebF7f`)G0hGr0lY8m`+66`sVYmiU+ zcdn^b2_PnARh>$q@7A%j9GM2k;>U$ThSl>{^C$AM*zDKlo!v0MUI|dwIsex=`1PV( zLM9(0C4d`Nrc%-4ot1Rw=H%61^C(7;d)niKq*`GY7B_TrWh)~1_ptvd63+2rUEznN z($LFtP)i40jo8d8Xtu=?<>|f`Ezz;3AUWMaAiSxX%(3+`jtEBRTp#H> z{agggFdMF*#Y!G#RMCBUuwpkw-H{`|)}H~- zl$U@(KZYUQE5h%=R^&;aZIEksuGP^c)wyBesU>46KFW895$&&LI9<9@Yc>~KznCr( zoj9;(MU*2;9Nx|E%v#_Ga;acVe`I&Z$;@ZT<5R*_?(2G@hZ(pYi3F-3pJBthJ>-lp z*d~JMQ35g8i|}qP_nH$=T>MADxA|2^p}jJU#+)z*Kb@Q6{+GE)OH1L1AC_hA5ba10 z{zRFNCfoF5VS6sWh@FBN@g}Y{P_{^XY7n%z6yiJ`a-rM zX$*e2LAIfC{DY+LM6x<8M?jMtavk9JEG~DjJ2C%xzw|q{le7s;OAC;VEw~pv-2Dvy zGE_<8d*_z6&-uw5h!+VBrVaJ1YD)&~f%$|s9a3H)nnS5dM}j)X9&_cb3|dLh5v(pVLkuR-)zZlC0 zJ&iQ+rdg1c$B2qA`~&p2)88TDX8RyThfvMO1ym+?0yH6RS_q9ey{7=qh%T=aLeK(6 zu_;D!c^voC#m3U|@3!5Im2w-znoc(fDpV5pRMI~ZXeS1@n@){i^@;opCn75o_wY6a zEF`y4v2{j&J~P_m+5ub^CyZq|t9$HDTaVev68%8k19*|^jqdGhq##E<8I7NQpd;6O zp~_NI2T)z0bBa3mQ!yq*)y1Wi)zQvjiRT9-Q@Q^YVesBdy3Fa3WOx2Zn>t3a0eGrk zf;JY8_=rzdYN$Q+6A|wQT=eZk%5)p@?>}uRE9a=H0F}*jP@3~7B7jidfQ6*GiUqO$ zAA9Y;-_je32H+)`n*7+xAk%$dB}xj;CE!zJbbY_&pgI_cYV|M2~1B6aMo_MNZ zsb#CDm^TZ}6cbUYEqGCQ8?l(m#qQ0gKw|R#(s_suh*6sD@0^GSCSmIAdak4wtDi)Y z_g)TDyS&Vi|AGj>!24ke%e$EKSdN4QZ{1vp{$#~=J`+g!Utc$!%NW9YmK-9aH>$T( zqt*Ap3Q+&&pZXfJ%jo46pvX>Ws8$Vh{&Y}HZ8kMMSAqkt`)k`s*y`L|a}Jogk{_S~ znm+-F?fc^h@a+e?s;-);WWiJJEdRR=lVe%0^E~H19cK7eAy_X1e1YjRY%|A}fJkyK zM;503V?Z_1bHCa4U8W?arGxqpNXe$sRMc6yFSfxC_AHCT;*ez*={ z{S0AVRQIB+Q(aOb^6`IKs+W)-5Nb+dtVf)W$-Mkh`Y$oylsj-YtH;)Smz$%2l9_5o zn*^U($q@~crVC}m7Zv|)8|IXrBthE@ht8T~dI>d!1EHw5!gf}eMK*cV^ z5uBwoE}L|v9C0dF{v8~BNs++6430nZadvBS1|hU3>&>s95ntcUA_7Myb1U73dpfoW zk>GXN_=TGDm&fJn*vWrpGeyr0v=4REc7!YQZ*5PPp<39WyQ1Kfy>v0# z8l8SBnMNqfsAuu!>`WZHWt|9dzurp14K#>Hif4P>Ni^C|%i}jLb1sMI`j=frQ?JBf zg$XE(6qtzr=UFFA3&u2gGO#SSEPMpBOBP{%p;ANgDf(`hWJ+bqJ-`CmSk;+hqmdz~ zfK(*R!uiryB(W?t_Iy5?FGf@`?%S3W)1JnZ1Y=z{VxNXOVZt_O(UNDWrPfh>zBVRJ zmsUU?-a!yo^;Ycxr4>I_4ip6~b*=@`#Z?vYf0nKUOBys{RnsLF=^Wss*Y-oli9-rF z`r&0@9&6rxe;Cfp?2(NeqtyT|!*U8ujz2df>$3uKU%`)_6ZN{-CyAB2sF;|3YJw96 zN{K#Cjkt?HdKG6Z`XZ29Op9L09F})o$tb0;H;p<^BLaq5*Q0SVIm(yZ52XW}9>X2h zWFGd+G$3Ty6!g#iiv03kSlfV+E_V7hGj6>L;lsv89AD;rpFN0(&BVFggj^NWvsrfD z54pAC?cn(8yJ52twJ;k9zqA2E5B>@#GG@E9nK&0zUWYLaLq1eW;Jh+Jev02!5VxI? zi|dB@JO=MgD|c-6ae2PFCOH9PR`dg+a6j$sg_a9D1+aO9R@bD?H7dr*AwF)+&mT{;gwm38MmY4*T zgSQWE^R9CI2Cb!PN157VJ6PQp(#+=q%}hxSG+-n@Q=ornn(OAo`@7!yZI%cUO@*h{ zsoXx1DBOX%;N>3D+ol9HmDN4*dFbINKwd`o`+1XMukJ*3A5t3Ui`ZvCm1^)%!^|pi zl-fsMeeCIIEK!tt@J~QiO<|wAV&c}8t7|bU4haEacFcG5S;FkucNGa(on|Ce5{>|8 z3p&UCHA)uH-ecG%N4?AIRzV%a@y@n>*>+_bzn9mh*>U#fJJ5|4q&!cad^i-NS#Q(o zg`b9z`Qr^@kfBSDaVOC6m_lCg1S`!Jm1|eOShkqR9e1Fr?)^w|W@)>r-GN$eUcz?W zj^~M!JjP@->_S(=PTn5&YktR8V5$5Hj_hKDML44$>s93Oo13bjW+RsrFr|vn^t44G zD$xT6cy0tBh*RtptSGKWYA)AHr)VWh(!QCXF4#AEee+ZNTwDt$-$X^xZ5q|w0;l;d zOXy_v6PoWbH*oFZdoYzh5*NRl8`#;8eYS70-8!izll8HT7j8C#&Jeh}>H&&G+Xz~? zNg1`a+g&{P%>z@DUgxwWpOv?cgP$Dc+NfSb;fr$mDh<~kG`jMAoMeq8h-<-b5(nT z#E6=VEqfl5cz=7kcao-RI+`Hy^!G-m1#nDc_bYimsZ-j0UPpsigHl%A5ToWSHt5z6 z;qq|yCk&VFysQk5&9(R%tmX3Oq#WfGw!vx0R#6zQlVs@uDk>N>#89_Hh9haAN+L*M z*2?HdR8?4)4vlU+y9-h0i$mteE3r2+=&0)7r(SFxmZjrVJLQ#bAVj(|X)8ml!CzSP)!oq%rt=;ZhZXtRaM&%g* zUo9Ml`!0-3sI6k4ZVCo8;+-gp!mVvco0KEt? ztsIk-m7GB^kUB;>dj|XTK`Fhas+5=UzGp>JC8NNOWy(4}=;Z)thgEJQhm0?4_{`aq zEO|!Np;tggCOl7j!c$LQ0-kDA5R%%+a>+0u>+3mICBxki&$(q;Sp-*C ztL+y3MLFL(xS1HY<Pa5M-8B|~hbd50`r5T|<+ zPPSuPe?PA4_`cau3#bqK_QXV0+u;<+q^r>}e>O4~2S>^-ob#a<(9^u+{!zkxvcm@x z5_8$n$ES2ku?u{KwY{bAi;{Hd`ud0Dv1vlcjz0wU!J+;6L`P-bJh&j^vbam4T5kZA zcV6x{^IqkEUJCmXN8gkvqJZm&J!1|BMD2`1{seNz02Ac-zYWBMc#2cO=Mu8*&QCz| zvRBTJ51f9!ufA{O4aM@0SWmt$*gbj7`p4$sI^pW|yXr0+%npiyE^( zX=Q%4@h}xrDZb1cxtgfU(KaL$rE1xd_7fhjjR?TB%p>q+#~l7!YtyXk;mK#^FxFs! z=**cO1*gyG6tPhD1m91PADvG`Nc9o^cM&YowQdbUNtR3$I5`PCS! z`BI6_eD`+M=qG`?LR&$D*b<9JP*eauDI-M=!c4hfvzj<+?2NavBOiTp;nilb)R8=K zx$6amSAa@LTF=H%n^j8~$e+|{?m-wW*RyyMDtlMcnVyr!<~G*4Pn7FEV{sInv_GIM zIpPdwLtdE#xzDk^l@tc6XT1aiuhv@hf|5hH?;$-^k$Wyu71}<)xL6T;^PqE7Em6@N7K&N4_D7LpMrkkgP>kYY0A3*-mTxfxjWQUtIk z{*urd%i*#?GixATl)#sb{=@s4v}V!=G#O!x&VUi(W_X|$qKT>3C2v0(W_nZ?Gg+9} z_5D5iqiMiJva>Lr(Tq&Uk*EN7l_`|%P%?j=U(}BJT$?Hz#DmA&6&!O7JU#}h0gIxd zl7dBQ#9#ozHCKmWZweC}{k&D1G#$11Y9-~eDh{uSP7}A`CIft^!peNUg%j_LhBDrn zFN_6#@HCu$k&OXFcCEn7=SF|iilnQFx9b&rl9v~B_$acZ2^{a0q^w>RcMNQ~I|X_Eu`QbM@F_vS!OjGUTqs!j&R;iIynKc^%i4#=R8GvCghf|ll z@JHp2*`krX2Xk7V5q{v{6w~r(>T$6bxV!uee!Yge5?r`8Q#^clqVf_1b7|hAY#sqE zLu*VeFC628Nt(a2ii%{|_tV>PHy3GJtT*d)pohT5QWg4}{qwU4eS$QN!GWf`sI4@aDI}6j+uRsK{ey^e^EJ+H3KjIkkgx(CV}wK zoN4;wdWFIJ6W6i$?}|PZ%(2tg-Wq|_p`ujeC!rNB3g|$(ZJ3tZ1^ga#Z>aAKu_ME3 z%+rXVqj9g+FveTC%MT{hIVdoLLdocAk7tCUq(>gwU|2@OJP(u8TGA;W=JQ(?*q*go zwyh%BFvY6{I+t3|LCYM(`wcHJc@U@r%DR(APsjR>7l|P17uZ zzw_`tzsW-@SZAG_{A}lIUDO$CfNbZ&3LW&ePe9@#2H{B#2tkE`%^b$nwNES1Zwv=I`bia|CYZ7ix}1nYowh*I ztM=j483XbDnxLoN8V0gwaFa~A9BxbK%3-u~RYYFVEDr(DKMq&%&o=OmlN(^FssoEY zvRE`JFPEeJ5Pn2M3i8vwj$X&Km8EA zx8*F>Rky5>9VpocCyin54%_Xk@Tg=5nMC7z!;!|=`B1NXEt+1{5EX^(59LZ4JLC1T z%?%3>-`O_MwP7kDD}QB5j5l|_UIsk?<4uwLQxichMp|%5nBj63`!hcGub`mkO-Ep# zj8P>@+CELtC1i71Ig+7O<5}!WSiilnvAJ}c7$)4tdbM6FrVBJE_-oZ`UWkrPCTgts zgQQzu&57IgE6ne4RXrWbKVMO@k}4<^ul|{bL;nzCdittnWH=ts-o2p#4760M(^e95 z+g1Nkvc;!d{-E^ElX1Ic3;VjrClh(c@E}~kd$Txr&13#w4g#oHh9kj+L!|Y4VWK%8 z!ew>k$IQ2BkAIvV6BBt5N(AyIE8M_&-{(w`R+q;Kq$#(IuN7ux&Gvq~*CM7YBp5Ul z@_Ahd=#{)fv>VAvAD$N^2zjZ;k8!V6S)y%gnRQNRL(|3>7Hb@wR3GI&>yP#}jW=pu z!EF^pMDwC*chz6S;b6-&ocQI@&)&I$+{_QInks`Ak6lkiuVI6f=ade=@Y9J6hoAiI zD-n@-Gp)EDb#ld6-aqzm&4HXOANlpSuvN&K6>V&oR0%zpv1Y5V$Sgh4EuB{upVUcv zf!3S(vZXdlR|fxMV(?PR3@VeeZzU}ac<IfntlvnOWUo**1U#s2reahkL(HU(wmx8P~K|s)u10^k7`~AQm%wsOD zC3a#QZ@))CX|u9xvG#B9&5Jt3OG{tcHCqWg zN>BYc5uxNA$C6oAzNF2iQORoiWUHlqbf$|#{e-FS;Ft)s!&qeuOC%%}2kkO2o#D~Z zSHK~?Sg00?668b`(A@Mm6Q-(kd98SVt+M}OM%+6?b%~af1#De9Ek7N3J$uch2SV;r z>>AlF{g-Y$&JNLj&Wz!`6-JYNQ*h5MEKDe+%z%RXR)vLyE*I)nG4dh$iwTT5I=(OR zfEgbbK$+MVW@L1+eq4{7r-6) z{}JUD3?-p6TDv`iQMMVrinGJC4hVGM)7mDm^JlIWLh2ZLo7~4B=b;hJ>U!*CR;&H(xjB!#hP#10-7^(5OD!zF zolP`wGNCG^Id$=w-$|pm{rJHy_ocONRWUb`IYi*BQ~Tf&^zbm!=S=BWw9yqCo`>(O zBOADGG^J^6-`nW?D=pCWRaC~rhu-#?%Emi`c!W4Hw$Q$F0aRG~FiNm12e$5>KsR>m zdyBjg?u8|fI=D{>e8twGd^<9uOGBqdWrXWP;LaXR3w(-p zb+qtcV9PTt{nteQf66IgG?^`*;4y}OqwEBC4`$9DR5T&jSwjQc77crc5Y)G>Wn`o; zZkn{TzWvBCeC9q@s_+SXWDQ7v<7KK$lVxG2IB34L^daWm@?x_$&{FGKG#N(uITbR0 zXBxh~WA%~96*xtAV@qW{&x_V>HN#)lODNMc6A>i*alDA&_bX{hF3VPi<<3jFUkDb2 zdbZzJ+I{CilK~^Yb7cG|eMY0?s1JTAtppYpf|yB&jm&!lB$HLUyO_h< z&65)E0ru4lfahs8OD89VZq80JZ3AmVC@~-Y&p(-nkPXljod*+M7oBJ*)D!R-91?~Y z-v7hRtlGoHMT`lA87YNN6|>6b1hcI;9&3+yk4|wjE=4XfC9g2P`J8sX@b%2JOA`v8 z{xOHOyC5x6>O#lLBFtGf|n0t(Ho2A6WyPxKT3MQkcvuM$_4G|N7K(^ z00wVGMWF#%moMuc?xck88m8v^tB>1B7Fi1m92F)+=+GImI*I*En~@&% zP4N~Q2%*5We?!9Q`2jX{7@gC*VJUk7OI-?*gFDulrvcN!_~N_Am1@-&0(@fZ{9VZ| zlDRWRW^y(QMC00sLZh%dbC$xkNay3{u;bOU0l^HA`L`HZ*loH<%GlhGuODea;t@Cb z!VBRWTw54Fo516NLudcpRBtw0)&ibqO64Ck{0WC7>W~i^=HDJ1sF%-X3>sJCs5$>c z3A946SI}^!ZLTD2pTQYsxE5HborCwM@OQE(j40wcqPqdOWS;!4N8D&RQ;w*m!HUb{ zvd5d@pZaX~>+2t_Zy9EKXErpr)$Gf)hdFTwq1w!8P-oI=PEWmTG8V|s@v(MA?di;d zwBy8S8V4wKl;)p3rIb2RAn+InWtFcKNQ40Tu@W7>6|52IH}uUc_1hMp)P4et;rCxZ z=wXQR?ac(zxxdX4lq0AWpXYMg#Q@j0BwASclD^z|LZ&pd3`g-L^0w2(oAU58*sHeW z*8K|br`7$ii!ki_Eozk4m*#x-(oIIm7qBhR_Y+*(wZ%bc)-|c~jbUOd6?B$26T$kd zfzsTX9+x7dD`H~8N4%>%c-fMe^PQK)+KCrl{7|0RVDt5VvF(}6?aj2^ex1rJER=1! z`eiLhF46+>9L1|jwXE}o5Tdh$z30eF4ry9U$50y3)N*a@?Jb5}J+g3O+Mg}KG0g4R z6+e&gVj|Gq;I7}FU_Md>q6}FcNbKK2Rk{k5O&XgQjpOSeX@A*wJ-;r56O-D~xB5QO z=DsAIc=5H3e=8~fkh228_7Eycq?a9)s~Ar6)n;1~$O~HuSC^@W>0(TTfRi1bNw$O- zrCLx8YWuV4_pz4C?Uey?JNEXua)$LgWxfdjj|#FydlAsX??CRjiC^{ooSpN%8a7o1 z!w|}WaL|$YxIzC_7^XhZ9IVK>fsCc6%3RIJhJ24KcY_0*w||*-nuCDCaq zf#0y@*b>g+H6&-ySwWq^kT2gxT0RTOeyuYg&HRAiR7}}26!&}6n`$zyxeQOG^-l@) z0d*TS3u0eMv>r4Gi!RIi^&<||5fjbWtJoR64j z2tTd;N>SHml96>2!}g~;H~X)y9L{!HG|It1#n%i|YK6WGAPDuA+Y!uy6Ljqf4uJpFTrZxdaIBsLGT+1qZ9QMU1gn^62y%gyZ^V~{>${-)#vaj*D>Xwm$}@*o*N%k}LK+>hA81NyI1^8XSJAL}b( zpM=!V4zKTYrI~E``xTkvpRK}mqxi<-WHC~(B4PrrR5L>5gV4k+miqQZl4O~GfC>@a zK1d1>J(q-`SBiF{BrnG+82Vnd&_m?TUx{}JNEGZGa#jGILuy@}W3OqaDYkbX7SHa3 zYD2VL;rGy8(3Qn%2SRFLR%njTPr8Q<=Xf6d1+A31X@@g=i->?;6MTk|iKKa(4+fSx z?Qthu)Gw=R`htOj-}tE>LA~4GE=<_N10}&X44tJzJulRpH|QF~OX2pe36%%Yff&jl znAp7-jNg`N?MNh_!$JbQn+AwUIk}Bde`4}A|1b0MKi{|%GxR;r(o~aMjI5Ov?jwR| ztnn(LTKulD5z4muc17Rbw*JGk>fPy1vS~7W!rWs)w|2b?!ZLZRw0{<6;&lQfpzFl` z;$XgQ+oi7j;|^Idz_H@sKXc8;Fv$DYCG00cbV6H4|DL%vE1nu!FI8+5SWc4!9Fh)$ znN3jkw``9I&0$TaWU|gSnN>Ca@T@)7E<9vq|6|#Zof>P4dQ@{jJ#=FuT`m}oUvl7R zx_{c3uX8nEtq9?>+41;BzWeCbRTU>F**P8#JxB-F17%*p=LzJ3t|_YK zO4YCZA`oLCSmOb}o^T8)0S6sU%yCF81i)ARUjyZp6kq{C4+R&jPyehI*5qb|ZwllB zyAjLmgKAc@11a}4GC_57^|u#cNLci(rZuh-xM=HXGt%bf7+7G88InvU;MZ4H{qw?9 zR1~-TkW^mp&!1BRq2QWA;chL52wt&pnZlSA0XlVXT}eYaPiY@-P>KPEkf@c9CmPdP37t zv3$oTZZCWDC)==s!mAx%mN_&Jh>o5NhGA^;E}Y;aorf$E78a&!DK07W(Ft=D8=jcI zoieSl#r08>GA6ol@GU`6HmIgnD_MJpcXN#1FegrQDD)OGqCfGgpFZd8JSrc->)5qF zoV^g00nJDMM01l`t)j_k;}E;2_Q9y}B0w>O=xhGe4qVa_c&9oaYGOx8o{J@z{MSHJU=I^epLz7(w5TsFj&L1uBp*l1rD zN`pW|(a3>#E!W4AqqWjhK6VMACGs6n0)1K6Fs0*H!d8sb^h4S0!^`!2-wJjTuP`!? zx9wq}6c&@s4`!RJjqDIKuw-FSx1Uf`U@ZsR8;d?%4{<`R`5eWSzG;lf5YWubi(;=$ zN%eHhzYjHI51dD~6y8S6n`rQ3zE6zJS>xt);pq?Evv%7d%$S>`!0|9sr**%BJ|cX+ zfzM1YsRoV-G}Y(!_Egg0IEbQV%lU|E^iRYEj7bn@>HjYYuLfz zyGo|q_^9^C6mvSytziIJ-^9eoA=cNrB~Lc-EBl!#$5i6sEX=bQT;8|-?Ml;Z!fuYn zivAq~8*hfHdOGqDRHPWs0t4)Gh9Z!(D{|~Wt^w^%Fb?VoXQsJ5=di|CQ8=b|>K{^n-G(6Qok>3MOojpBFo zNi_E{IM$MS*XCyWdeY)M7xouPJ_j+P26TP(Zo{^yV!p_%V3JhU%8aqqYIj*f$6e(IQWYxp+J@5CL0+hHN%Lz!#K5QXKJnc>V4$f?t!-iu}DV&cD3}W^0t9(T% z*QqJpIkZMza}BG|n6SME`&Y#V@@G<7n!e8IZ*YudcJ?D4+TO9U#;|e#WD8A~ zQtNRF02^bfCY&&z@CR=v6y33r`Y{<6bCnJfb}93>EUN#GcHp`PMBtx>s7e*o{)TtY zivhnH32Ul)5m>Q+v5j+7MqC1?y!W+Ip^>~xc<431|&g4eG5)* z1BKqfv+`jehTs|ptFcU>s?3M6{o^%``2flJ*<$y+JsPqC=5xX+LGcVR*@X*|Kc_xn zb-f`#LR>JwDDJ-1ddaE0n!`dXB^GsW-+_O3#QfXjv<3B)n$Bb_B4eu#&=_wO2m>UY z)fj4UIN_U+MD88RAbS}G6UkscYEU~Z=Qw9+VG6`fM7eHrHUecQGpVwuSaU(=ph8`_F!W`>*)C5R(5k?ORhO=K0r75Q4uYE1U3z zTIzHvSzy_v#YtO(%l{sb$C9!7PC9Ch9sQ1wyTLW}Tu;!Uthon2TXv|ptC-gRtM$rW z!r>9gA<(G2U$`LNfpn^*w$+x#0gYDxC}$$b2ZY|lb_H#%PAhwV@rALwC4v7O!ulIW zCjim^_@7~e9sIDXX`phfuJLY&DbffNFsLpPQ34~H?!bJ@u8=JSd z9a&0cwTs|9qkWAcsuVv1B5uu3dRf@g|9b@lqLC{|4BCY=gIxQK&|vN@p>yeTs?fYt z8p_b@vG#`LA4==DNYO7e%|g*KHP@|C(`*`U2ccHg>(d!k%BWvpdIF9JX#XjSx=aQo zPMxOdCS)FRjfms?ag<_m5+ycVkW6q9(?-BJa&eLt^^@hxn+$KYieU)I)_+kOaUGme zXX^KC;GCj=UfJ0aO%Lny)fo7!z4+gay#LevGvrSfK_<+XYYV@_SbLE1m<7Fps0~@l zHw!AM+QRRS9Ks{vT{43{vitrEdP?mPr=8_5wY35Qs(db$fY&UaGDmU9U=`*-Nfqr%(TOcKAJ7d5?{C{s9JpF)!yj z!9}B>lJA*gR%fBiJ)2B()oCz?q~QN@AoL@H$XLBi|H*ll9vWKe;bRpVxh)`P!ab#h+ST{A5|K;uetk?zJEUhDs`=8#q|0A~e`oL7MB<Dhlju@qrFWZ6Q!}p<=s`j=3NidpWyrD$&&IpYh2;C@uUhLGfK!ov$ z_#!?sG7PQXQ6e0+X)sIYOipM6WELP>nv~>0m`BX-&ANH0#?l5VZoDmdN6jcfu@ zTQU~q@6p8Z@Tpo{ZKE2a3mmMbI06|8;8*{nPJZ%sI8$h4G?hQLkMcFMMAsw7(YRmy z!v6$aDoLQtV-fe@2T`K9+&WS^=rqn6+ONP6L(x{MuFWK-MVu&5p*GlG2S%=5QXzGaE@aYOx&r!4GbsS(x4saKsec$T956dS&f&~H^2fKGAsa<$*$oTWZg4y zeeY>VMi@P{yBOp7Va;%8=qVaLso$BP$ytbw&{gmREJ#QPgCG!&GUY|Z;Oibp0+p5 z49&byB`TXP-?ssMwNNC^hoj;!D48f!SwLW7eA{fXQ{+V=24E@vj@r74IUp=B+~(`P znomALp{!NcX+|=Xua2Pd(DNq)cYFK>iK;9PC8uabp^4J@*n(!g7dYAqy*l6|vt?IB zE-4+G7`wo%=+wh7`KH%Zv6Fiv@G}iTQcJ#1&86w)#k5o)Tr`qX=i9ggCW$}rSYL;- znyTS|if2&n^4#P(qGK2GWa0DT6j;UYK4^?>nDV?g2wQ)ItmD&$0h`+`|8_6s;6Y$g zdd!?bcE4vip9w@^O^R{;X5$(DI{+_3XkovwiHamL2-Z^Tn-0kW1_o7>Z893O;!y01 zI;fLoXSOnOq6X6%8ok9|eKO#SE7rDxG2Ayc@^&;ZeJ3`>>SmXP{zi<$}sGZM(9Pg=`LIl;p3giQzs864B=L z3&FH)!+l!`HsB&fO{jV{9lcq@!HUnaJ76;?Y@2s5tp&>dx*)w=FHP_~T43(|1)VfR zX)Zx&wDIec?O8cPn3A@Ll+Wj{($Js&?8kx$DHu-n--H`Oliu&Q265EZCD*H7VSBXF z2qg8CC<(BNGZl(;Pi9g}SHm`sm%ajb%I%#tFbp<#(I2pxDvF*K(&mS;WfQ^v!Ib7* zT^nIFM?23l)S`M_eq`2J>~(KdoX*OrYnJ_!6%0uDPxypD#vv9&ZyPu{x4B}!fhf50t)?5k(0yf|xVq%N;|_}b2R;`7=_5;@n?s$4cqhBG$R#cb-|Q{XoSl#wlWBYTTQ>>o5(m;S$$j1_ zMc!oqXc>5beipxxHqk=T#Rj6Tx7YnT;)#t@M5U`Kh{0;SHEbfvF?B%wIY;5P@dIt+ zTE7Gk%qqnx>;Q8#PCOM(q%LaK3+K0Em{3+9b*Xi2`QVLpgfvkYXxt2DeQr$4{klP` zE99`>+Le1@`H4j$MfZ9_pWQ1*6(o?4$;5+6ZJ$U2%@k!fdX}$totc*bhFGnGkr$>@PD2UT{_$$ zjrAM#kY&g3w(Ea=osR&)JsvaVy(jMjb0}iVEezhh}w;oP-*Xo(B3Fe7=h5K+>8*x9SVn28maff*8L(D zb8@V{`+;W}J1OaNcd3c1#;Y3yG;IxpaP9#l-7756ouYFt;K%N=t@e@hcl}o4al=gt zKBXxQAKe{{TL1T5yl{JH>S_DvsdtOVfA@d2z52pn>nb)S^0`W`7QBrQgYLkwZEL8f5P0u)%7IP?j*)tJhIq> znGq2U_B&1HZ3q{pp<9*t@I>~gK@L!MR8e`4M6gQ=&Jk9`C6+eU7-&@*6m#_3G(&{t zALHSyp(OGe5A&o|ttRyqeGjekf=&Mc@=g?QJ0sdiL7X}aY`NT(~0Sbn%13zR_snp2(PIV|P%zKOJZ`-6OF@T>5TAKk$4|U@G}|;y;S3^H;FO3bDHNB;-_Xh>a0t}A~2g}LR?!x4H->YZ4eGn>oQgf@Lp9y|(WvPL^ z?E@xt^n)&mPvH(svW-ucW0@UR2o5S+K`?n; zlw&Rc$TR>T+Wu<_)As6JHjyB<#?!%b0c1yHgn!W^C@jnoP8;E=j04L=zPKJxCoD?| zEg%%n9**-GsuI%TW34n3?oWya3So9CHs=LkDT>KF&$`WF#ZYxV>CfMhW~YVnBnJ)( z0c!#GNQRi-yO>7MTW&iHgQ#s11LLtaz zZb}&IleD{HaYcQ>eEeGnS)iwWNp}Pr-m3dt%{ONRI`nE+$s|w8vmq=}GsjhdmSKKJ z4m!KPNjT#fWb~K%2417C8U`C00)Xdc(X_Z)hn`;%;txZn%Q(-y3hv+#Tb)j3VWEf; zfggLc)qNWb2&zF0U2~e2_{tqyg#d=E><$Z6$fO}Cik*{6ABC~$wjEqoR~MN(8!!9s zozRy0nLJo&X@0+1ASn8uW;y_B4UloazvS|;avw=|RdQe2N^d0`y2RNgIjzjQat1;$ z#S{FrZhXDyWOQbfk#>mqOy5b1tmiIS(ll6M9F^| z`LR*PWq_k~TrVo3Rb_q{0k}@0fuTXyP}Q5Nl5Ae8Ov~z*Nh7B~;_{8AKSqxGAgVeM zZkF_1v~!C$-Js0v(aw}}`stkmZM4K(Z(Vh~lX0YIiiq(u-ZZu8xogkBA}QyU8){ds zg=UAe$uc`f+G0Q?3g07Ayq2S3HE<~~{DBhz#znmxNXWA^xE!@LS}@(?gFU<$sCb$V z%GRD;R8$-?Pg)ZreSeck#7XFl8EO)@6|mu{J*oA`m>$tlMRUGw7i77Yx>i5FeX}q@fADAPN1a1S%HH#F*~c zj&bJ&r=auc1uLmbZ-I4$?3T}b>U>0_pffUXF8!-TH$Qimi^+qz=%LwKq;}^8eRE3s z63N_;Fq)szd9e?Uk#}%p%`3X!<6W4f|AhEYryOfhi$tiDHCe=CDqNiXQxl__;G)3l zWa-z&T~E^uPa8K8ZLzL4zeDxevj#L36+CMacKx9iE1)ifULpO^3C!kL3JGl=e5Q^l zgWLB^nF!C2DOkm;_n*8fQ{7xy^i@rq^Qg1?9QMw525i3>+Vz+R-2W=|xQ=-t-@caj zus$uglB#R3rSB>Q&2Nt)7}<>{1$Hv(L@(&zzD%!IcV&0;oF)vv>J>SlT@T0<&gKAi z4XHPP8{qSK0T}Wte?VXmeN$G-Th;H!Dd*Pst;>|!Q!2~hJd(OwR7f;i!+SkOaIscr zXn~<9o>XxtVB!dHTQRLX)LJ3LXc^qKn3D!rYe?>o>>J}8WFQ#{UQk*kBF`%{fs}2H?W1X+#>`USnp8hK$4fA@s1>erYp>Yi? z(%eB9w5Xnoe}NlH1X6sReT&ypJkse|1`V%)B4#=ZjNMiV7} z-U*dX2@I)Ivn!B6)>X!U2gQ-OUrlbR5m@HH>3sb!p>AZ$k*}f zUvsT#rOOeYqBGW>n3&tf*(zt_O#Op7h&TYa*KCL$q5*b)C+`iRq957dgHB(d_Rc4C z_@{oF@9mFi;@qUWsc&ZNo0j=4^%r0;w$6U+)e$u3cN9pPvAMdoacpFWUDG$&_GF!T zHt3;M-GZyTahg7F_poN({rDEX862?6bpiYmvt-cjB{zKLxLX+Mr3U}j_J0nkos2Uaxdt?ec8T6=?fp1I zpb6BgGnB^zDal50h~9t&+Rd^I42j;H08`4YF|8g^XsUemQ-FBK6ewj?JyuI7((zKB zZ)Rp)+KND7VWDPP!py&8MKPL5yX16>z?R3#!y5Qe)}db`Jjd(}byTLee%gPi z^YQMA_4QEyTM{t(g&JG^lN9wt3Y3?>QTq10FLiS{*H3uMi!3j4<*xtfC&ZSo$=E%0* z_lc*Vaiv7VdlPHE1Q`y=C78LVz3`z*D1{TVtfZ$2L#J4kUT3{Jit;?!=8e+$ z2fK>m1V%9f?{$axE4Erl#CHn~LMpZ#BU~==Cs!hGil!W59}U*SVsR3jvmf-s)F2n4 zO{cGi0Lm*P$tydOG|TvMqx|aYME~DH+53n%w{1L{@!deAPi+lTZYaEN*5ZNOPxvE^YaSkj1QGbp z_EvwL78=r!q{|x!+{H>3M}M+IAW56Z9ZG%5`1ppkd{omyZB!Ro-kk{|KhREICEa{; z$jB2O^%dee5tgOX5#7^arRl;NxG!*-bX^<%R|q%qLX9&1DBk#7{(p#jhcMZ?Wl_7h z%C>FWwr$(CZQHh2*<59=vTfVCwZDDOJ!hZJ-~6KysoBV9%p8#;^adVOO-a15I=ywk zm|g&@m>>#5P5E5tHD4a0&K={D@xIMsIQ_JHW;Ka&x+;WxaYm9`np!Mg#)88-+HaqI zXHXLZW}N#|^ee~N4|LA{SHDZVsFnz6b+qt!0U4XhBa#zV%=}ew0yy^`3Z{+9A}r3N zLJAUa(i8P{>3bVeELLg1^_3_ZH0epns%#&g#ktA~lsG*nc}D z|5sORUKPKSy_ghgDXPQtyiZ0D}MNma_#O9zEe?}<)-zF)}LXWWZ>Yc3et zQ3U$`@W;Ry_HrK@r{D z8=-+e^AIrv()|`$T z$JLcvmMzbzD17ma=N$QF$I)YM8rBf9@fB@Q`!(a9mNJ8k!I_yL{^FYLRW`BH@RjUE zh!3v^D@H+*R}e`gf$NLeW249_bw$;@&vmgs%Y^bOXvzB%) zV+s`#V))M8T%FMPoBb3GUX6=c0R8RQH}h*WnH$M4jhFP?y%$LMP)u39q7~homjm@JT)Dpu=&OOOFZfeGh`7CdXVvs;U`HpD4zH;Ap*AB>C>MJ zt8L+88WS$NF{uTbDcg<2LJ%3jszBy``tcm8GpqaedEJVs>NfNvLMAxC&+`PHnQ!gWkSi#0|x==C6sf+rwS$qtHyTBO_JZuPXl zwhugx84Gj8iXL89@Q5bbOI4h*HIJ?tFHYVq2jkSAF}FV;duZe&x(7b$!}N>Apl`sj}4Gpb5C5p#@4X(BC7 zePFRsfsLG}?jqXVVV;ufsI`O4i~~w*J@4d|37qAk0&cR|&0cefQPATjo|sH#N(Fpg zj6DFiD;#P1E2v7cBuXn==J#m#*ii|vK&Qw)v5&_MEq%djw*g5OC5-Kw)**&@f3)IYM-E8<7j-qhz=#oiLB!3Vi;} zIXAoTUlkkweaiUX&r;{Uf5@WGKMHQqjmk7qmac#yxH>6=2xXV^D zS3s(LB7og9g4mrwQa|%2OUkFTu)50CDy_3sZZkr(17{y8sa8J*HLuR^Km{!8xHOnf zuz|CQ#RA)o9cw!CQ-lqFWkVeu2Qhyxs996&v%oyY6_B3c!T_tDs&l+dcMQfxJCE+^ zw2&^+>H`Bvj-KJJ2~Ggy^1G;Nv_WLTbPp?$DqC*x4CR%qcra;{Zw9q%&ubU?&+@y~ ziZz6PO2r&ABmF=!(Ft4Waj8__X3-$1{0m(k+(q_26QpmuS0udKeaCtROh$ z4qzp?yl7($VGapJ7gxt>_%taZlOwx~_H1rA)!UGbwzmB%$oa0*Y6jhoVeh#mS`b$O z*P-seA)r6&^#3I$1D3BG@E)H#K@f^RY?s`0Bm@VA2?^6Tr#%@{R^UHzL;M4h)OiP> z!Z#GasF8MP`m0zTRfECPDd@F!`lR7H2hLB19GQ>lyQMxQVU46a!j3*B+8@Tuj+SsU z4R5$#N539fqTRjedl&*h3o68UQP=+Z&1H2I%5L5dSNk!W1QRFlwV@-*K?X34 z^{)GP7r^qw2i_xY3T~UYFRQWw-Zb(jylttV6oxBm#iSOwQs{@%sV5JRZ77gXLuMIo1ur8h$M48w{s$jvFeWo0l@X~bVwG9VdZTBT+M^X;@3A-XbKxPygEGjao$ zN(fPAo9Jmugh135zkk(jWWIo$8A0@wI^Q;$Ut7JlOlFaH0dOFXgMjz#&1uJvRG3}InR2@Ab>-3W%pR)RYCs4Zki+@8s{#mvb=E50FHpjL>l?$qI zY8E;!tv8{M&K5gE^STUPHB%K?eZ{x(ICW7xkll;-5rCW{&xu11U>HI7Uh1P;XLd!2 zeWYKychH&)c}CIZNc&*m*kM?KYK;OIGgm3ny-&T_UFd^hV|)2Ey(l%Iw7e6Q|{ibpvAU&H)Jo)#%CgGMS8Q$lm z8qGZLzV0b##I&EuP(%rvdMUm8LL8kcBQgs@%I}$I#={g>QDkYb?Fl8NtJ3EGy(g#k zO9jMz#O3X+2;!l7WJwF&9AYa8wEXlm^sjq#Qp7GWV2yG&CJrepO7grEyoI3s*jV`g z04`EAn|201LUa@QCuE$C(!$*DS2AXu6enyp-R$8Xux4ZT;~LvrXM-K zOzyV+kP7-vUzYc|`|&PZ2mtZAmK%@H94#1S|@D)Z_yZz-&mivXC-}sJdc25&T-@+?ufA)!Wy1%fFxd6)* za)*%a;&$+_81s(^o!8lofDT>QNcMdi|MQNp2p~8)dVjY%ba4d#(wDC4M&~SXg)7XO zUyqYBJmy!QBn)Z#;wo=VHrp>4n~U?c5?l7b5Q-2e=!7g>!(IhK01hP21*atu>#LV= z=wPSPT7h!=+(Y&t3-_@{kRms;llwe2 zyp!zBr7Y0L+swNk8jEKz?0m#Bz z*$9xK&jKjDQmT^_c&9Q1p`g)^pMu@n1j2azMvz>5CcJ9^Bs8R3FWx{TKgQ;NifUbT zwWpT}DV)UkB>sFhAH?rMs5tzT>Zsn8&p-Je-#HXd!)XXSyxY(#w%R{?NQxMH44^5aGfT^=)E)88HJtRe1HFR z@ceH<`izqa#yL2ImGiY?$2l#r4%SJJ7 zu#Xn%kVJzvae=yk`N%<(5QNWG!6j~(OCmMAmZ7Q90~H)K+l_YG%K7vFn3&V$aZK_G zAk4U!NLUfUtFk}I{0#-9|6L$K_+{D;lFtr`s3@%_d!hUMO*UEcgFncOmOW>}9p065 zV{?;Bx6gToexk*2WGvpm(EzJ$5B~jY{(oA~9}ejLpU?iS5WMOqP2L;w!7j8f%566*KF3@CN&WmgTK3;s zfj?i?DGR{k$B_PGP5(pD@L;9=oYw#UmN9;SulEap{}#~WxsNoXB8sH8639Nhx-Cg` z_gz}HBZ$oVut0V+9XhO1f2EthM1Q`pqgVYqk9-0-JI$jZZJ z5Odv;8S;UN*WYw2wPVm!DRl0G-PF7v)8c1{6DJ{~h&iLXW;9tSG59XRBioW<|Mdlc zr4(tccRTRVdyD)*P!Lxv$JeGEV7iU4bEh;w%WKBOY6c4X*9e0e^gyaWAZ;<*Tq5Z{7GnJ3k189u{@NV}K|j_B%L@Rl zSk6HSWy4Z|V6tuZIIOE4D?25Fv#9GZnBq0~38*U$?d~gy5_ zDt;ab7@BE}N67`I)NJJUR7+{ZurOo~94Gok8-)yCx)-Q;XQlo^mJ3S0cqRd;Nyq=! zG5`Pof%oh`++3b{N_eNZEG#S1)cXG@$J9TXyN15f%8pTNc)vJ`T$B3`vZXUPTO#HqG`Xvj30aH|)%O`AN2eR$uo@9-+ zIomDRP;49L;5^x9{hWJy828q3XQ)6^R}=yUjMh z-Xeg{ptFx$oQ|2rr1A(R%u!&;F<;2O7w$-GojC$RAFS9Ut-EQPSg#Djy3MD7wTQi; z%@L#id8IDvlJ>+uXDeBd1R}dvB`W%v(zxvwc|{{6$SPl!peQ7e0rEluAiB6F;4kGS zH8g;(t6N9wvw$r7u?#+*tyPuzKsx!ZNNZ5tLf(tp?+YDhBSZ?oF`AJqrBX8(k3;IE z^;<8va$p)@%CDNQ8%ZAa#oo3B3e~RX@i&$90}Nd99XH_wNRHVhtxH5Ozb1QP3mYAM zw-pohIWT_rs|s4P;V>7`s4D90)krbn$Qqn`TznbyyB!|iZ?ajbz(2K2JzkjeipwG@ z?KQpNud4+Mw7;!~W)Dy-Vw?!IdHudD9*S>31SN7EOHQ1jCMT4IOd?HBNfB+s?i5$?}GmDa;!lTF^f>hUK1{Ro7{KgKTu??_xFmQJk=EBoebi6f*VaXdWd zR462F`)-pEI%=DRVo9e>4ttY`AeBq=m49IGw4i5PZXzX{_au2!#5JhJ$Ac{v$MAc; zV0~1O>DtP^P~@gHQ?d{``w9itbVd1i9bFXzq|70O;>QZ~`-Y{xqn$%z?P}+^cts&5 z6nk^B0O&@q`6SKeW;9)%Mi#d&wJc!AW-G$)>Ls%4MZK=}{I0@Nw_|}JF zJr4dj^KY-$1P-*Y4GwO|mh8*;-)sX)$*}5GA9f+%bN-aQ;-<HY;aN_iKSj;YRJK)}Nt@M@cpO$&_t6FF_q+4_Xe|Lgb8}J2n7mi zDUUV)$>D2wJv)(R3i7v;hHV_fYxeO#mk4)jo5)Pdo*lvM=bsztYl6S=$%;bylvRGi zigea|w$y#TcIekabmew2aZoZ#1a*_}es-y~fQZ(u=d8h`9=A-g{51D3kfBunvU%Wl zsPcVg>VDNX*b$mgkD&MxfcOmn(msG9G6$(31r%k=7<%`JK9z9VhI{%Q*m^QO^ z=qt7`?06iWfMcG@a=lBUH0u~d2lj9>)@cR3R-^X;$kacJHr0v{+4bFQBj^xCJ5KSw z5R*xHffI?7grU2UD_nzDQl(YU__|`!l6m@k*DOV(nF!q_CMU0)$fh2~w)8;vKzE*Q zd+T^=)kGO{BRhRAtBpA#jI}sIj$hR?L`SXR(%nsJNdf#dvn!`NF3xN$TVp@X2UF=r zxMvKUI-1foBs9RG*s~fiP36#Cwael%lf<8uLZRws4@GDnN>u|}k|F>%Tu@U`C`62hgB zGCj&(IfDG_(mO6h<0)w=$Dpr=}o4??VdJDggb^|d!Y=-C1mQG-5Hoo0hJN{br@YpR`Q}0FxS({OT z6~PSDs5_o@VBGt-<=(*M=iX6lSAxH$CVC>T5GKE=DDnO>0R;52r8iT;8{GLEOE3C3 zzB5bd+M?vATa3C!yo@ZUlUpVh$+&a!gURP%5g9KTK*Z4`wEc$2QTK<+eGby< zqm%n$vx^Bwr5?qZFXyMtt{3ZpmlAiSI7#&T;$(^Tx5(X=aA zMkQo>mTxN5|0hM2b0lbV1WWS;#~Q`7)smf8p~p!))X=Y_a)$8)k!mo>y_p0KxlC)} z5y|mum146*1F+n$*OE(GXjZ7HQNEX%NToqLk^Fajq?ZkKU&nzdjms0QDoWCniH+H> zwp~(=<)$bFc9aFvoLJ>HBpwQiK)>)8!k~+>cAGujj;zzYghM?WkF-R>?=?3>orOzjh0yqbbHHx zw$0$cjU$Cwu>JGcrZfqs66ijI-Aby*Cv_rUTOw)BaF9p2oWwoe`?L`rhSud&eCBei zR#776-K=G;kZ=K*^M2}ucgbx(oyb^a#dG(u5TM}UtwB$oFO=Yf)K74_z-debJtJvnbr3SHYZMp)uyCk>MsR?9ldGOUv*v$MRAN)DjZn{kKG2UL$$e@4 zI@jWlWGn=T(yL^$)iJLykOPtgsc+$&K_V(4gTg2HgDk4VZvCcniwpn6O6V*r65cgh zKbY$l`4LF4i|oBW3}<@?!xJPGB1WF1*TpiHEoq|!Zryrp23``q3s(^d#lNf-#Mjd* zd7ap#qmeMnIV++dhqXKS+CfqJM#2KQX`E@=E@KB2bS~R%@R{9G6#5v z2bIj+f+@V;==aflaFRTtSUOQH0c|*}v~fvOyI`dkSXh^2Vr#s`I#xhGJ1WQW)(Q$4 z;v;fw?%0tT6)lYbv-Ir7;|!*VTZToUjG;nHF|#~iHq^SPux2Dvq!p+1DSR^Om*^x7 zsT3^wzYcIWvO^g9j%kBvN=k~6nSPp3+ucu~U&nj_!w)<8?15c${(EL!^Z7mM9^5PU%2KetKlrAPW+6_*s7;c)vrF+bj3SBzE%r8maN@tnEP$V>Fj@nS`kc$kpqLQb3;oa3qusb?vW z8PB-0>ex2urk^Ef%<^|+cq1(W3%xGL9Li;<{{c;JL%cT&A$kR0(Xd45LOTQJ`f60; zNJ3h(J~23fk;Sj=C#7v`E0EUW@?vDsx+6rf+W@lvGrfYz9eD+xB#B=&S<0Ac zJjPjrt)=yNKn4IVNj@Th=H4fZA+pMjTUzjeeX(i+>B9DUyr=K-RHzx}3ovdXS^1QF zBOx~$J-*Oy&BfMqi>LiXXX$9Hl%w>LI*i#}_<3H3!B_rfl(Orq0$r|oXaS*5vfOu= z$Q5XQ+b79+0ySYLC)CCUdw0stwY#vnhs)*K(kUhDAd97idb(ffV__`Kf2d7T5tpxzk`;hH~ zG@!ewxmS7D3-+v9WC2Z=Tn$#D>Sr#tw(D(3Y3#4%4|)K>y*8|@8S}ly7!Z2>l-lR2 z8?n%v@B#$!XT~Qhk^wZvemqYMx?D%PF9p-r7`*`3;d`xP@Hr@z33Ocf0D!7-x2tiz zY&^by)h9h)V1SYECDV~cJB1#S)vtdz&x&0@VpvTOr9~2S=L$oW!bZRc}%qLMfx>oSDB292VE_lUVvZ1QC!tx=jL4!=~(0}I3D*Y(6RiCGu7dI1`AGxMfO zSNeFnj|aQ5zBlS!fst^m7j=UkztuP>;S}R0jGR5dD)M?hydb?+ogU-?tw%py{9k@5 zM(wU0<$U^93&Mr;&6hys``@eF4ulDQAic)ZAsAijK)qs7jL7z&ZT7-CA?guI)QF-! zh42&k06wH+JE+TC0^gz|K(US_HdZhA0JqK~=o3#%=Xa`B=AnnxuekCLmtf`z&iLHs z`e2!Gf*pT|5w>6fR$4EeF_x3JdD{|=rilw;^L(XK33`h3x5nih`5dEq7(`k@86XtN zkM6NDbM+fU=beM!coD%a!)8ye0{Dw?BtzIkg>#5Ed?`Pb9vL?)m0|D$Z0U$!VW-*y zUgdaH7CUX$6WXeN=)6~Vm&?1&hse{c9d1Nv;NEKs=Nq+bbO|*6qz7{O)38Un3W*7N zzG7h6i1@EY8Pl+`anYskUzTn(J7d-s8!>i^4>QCe{uejWRZ5N{(_d&`C%f95?gvvd z)~l$wyH1^SBA>pRZw?=c(R9Y|vbE%D7#T{hQ~+2GpO5{xtC$u54zRxEOCTC%X^G7f zR&eikjqvybh>cY>ZHL_W)E5(6*EeXKx(uQbcaxDQXNkm-Fh$7eo;bD;=tm&H&l;$< zjshmd8o~v^#ho%v%&GLEZe>tCf(tK($IT7({Ah5=v_bnnl;te^9)`0&O0KZlEuR8` zKtdpwZA}mR*V*o(N%y*Q8lN0rabhD|l1gf_9$O8}s|57UcEIK3e?^8umSIJEy{Oxl zjQQDT%*y(#3ia`s1k>uaN>CvrKp0TBgwQ^Vv;qv&MBOWQxLO*9+ui*`nGxnk-q)Bm zg4&QhMH35$X0}9K9ScOMlX!(iGg@8g<;gf*h;tx4-ymuOc}eaGv_BS)JDGgUqruzd zN`cAd(eFS&H{f#pKY&U-{9F)SWX`Sb*RM#580C#1CAYS+;UxkpqbSBp4oASQX2m_e~Lz zLE)h}40ii`2`9>>IomIT3ljZ|8ig$SZb-uf%YMdKMV-vBu`hZlGLFPb3>t8NAbB)h zzm!mECzb9jLOSx!DS1UuU5fTW%td_kezxUGn~+DfTNU(heg%$gt5^2%!z&DUnLnh4 zm%Exgw{C4oqhLythCI>&Tot%p=r@6^S!_r1M1JrArClT*8YwaFCN1(Gph zRHT|cApV8(l(7XfPc@T`HyXlK+{KAMAe1@+wbb-0xa+}a5_ZQ^?N%p~Ob9C}>=~@lV>a{?pxm9J2VWzD z4xI@r&*XJnE%3C@VoYqGKMrPiM(h#z#=|*!%%iSBu=2zm!#%EBQo_~7phq>ySfg8n z<8{PCu8|rl0IJ7DvpFK(?RGT^jJ6C!xB#_r^frU;wBJ#5PuPNnyMUTg4Ucqr7pVdc z_5p1G8UmUz9yoOr70QZ)r8Ny0xw%!Kt*{ud(ziWsOBDAQ`#h<{aeYH`2Lf}eAza&j zkcd83hvb@#0pntmg(?SGuXX&>cDavPCeI%UzOVS>33wIPi8BMFkw?GRc_3*%N9{RV zK5rFJDZ583EW!d!KQQlTwq7 zgfWy|aiVqI>dCj`K`zZbg&l6F)0^K2hC#$O5%P90CE7CC=YDV!L>R#!}oXWPkV)_$|pi; zSx-uASJeArLj@Tglyo}@Sa@N{gkS{(NIt?jKiiGGR|vB5t! zgw_;U1e{g6o=z%p$Q>CMO@@eEJ6fS;n_gzmhkK(LLo4GO169xIBf*nva$&76$ zE%~|5&|*)hi1@9Rd`56O-lg8=T8C4ab0A!9{VTRg8LlU$ z6B?$R!-V+^U63`!cfA`API`if_-}-exIBqVa$-{H0+F8JaQf9}LMBc%b0Y0_-rs|BGG%4x7}=hiJL2`ET)8nL6vs$35puyZbf z6OZ2@-a@Xt0$MRb*QDaPC|FLxSQZuyH)X*Db*CcPYdn-4EH~}#dvre0AS$qP7CxO- zmhGo#)fqBBX8N*IRs1g@IgA9;(R(&48f?C#wWf~ z1_&P$dj$+UDW0Lz>eU*j(SOR8gKA{D6a?9eNrbXiDtvae&@#1fDz=T##mRoHE6HZ| zgj~rI=r)=!)`k$T7B=7qmZ`kC^siX+E{8yy3nz2MdE7=Vg*A+5gSP+S$)dGWpo8@- zt5G_V3vignR`#cXTB#9ClA&n42oRM|L%Lm8ni}>|{QaJ2uP$%L*EZdZWYvTQFOxM- z&1#N19x_hnG`>!R(=jRwVm$v5nm)GTJuv7GIKRmk(5*&CraH*zP5U#)i5)|pe3G5V zK`;x{FJjqCj^}{_OUBm%dYxwUqfzI)rQ={xGdBB`iwlYkiBX;t&FXOKGdvp6LupF5Z{65*Sl;9EH}CP+|E;4~_xES!`c&vL1z6y(W%Q%eEA>;f#?V^`5y+%?c#Q7zv5* zw45EkP+qkURU2*#RXn{{kF9Xfs(hX)h+qf-YWBN+_d$CmOjp-v{WPm9^LYsnQYr`I zo-Lp9>aU9!DQ&xDhApi2DM#P>sK=o?4jfDs*hri-?`VHV~nG6*Y)`ia;tADP@Ij)UrUpR0j zwq5pUw_Eh-42}#t9IONhUYDe#Ql{nZZMWHC&QCd@7BNpZ69^bNXkn3np)wjl1hV6f zYO1Z~e>j=NR9}cJlZ>O~^2tp<@%C}yel)^de>!}b&Fgi!_|h6<&D+A=Kx((56T+lDOpPW466wgy9 z+e#1LVKXJ^^b4`=2CZiCW+|(gZ+QplOKZl(p;e^H!o zJCY}q=WKCKH+#qyaut48pw`p$;P%z&nB~N0Bpjly>-q7#rtzoNSlu0SDO8|` zH`%9^QR2cdV%LZL8Y7)j>8|nBz9a1v;*xQ5Wu8hnD+R&6wN3jcF2kZ&I%k28zZ7=~ID9Gi4-=Xx_9jgUeJSpWb<=01SU7v#_j(U zat~Fv>!F7b2IED7C(h*{H8(Q!*vKU?7zzD`raVRB$ZOS7kmxuJu3-(VgUat})x1VN z+;6ou7F|77Ew3tTV^i^q**ZMYwx6R&mLU_pCYn;_PN#Unmw0uv`?|<5B9_B|#bihj zEP(H~#*ByPe{A>)AG$uT{}?Fxb}x9-Z7G88e1GjJbv4@nds)%k%o&ln|C33BOxj3xZ>y&q)X3yB@d-sx26GA=K_sr6eP|??2m%q4w zAThFxSV4qfgwp z=0Qnqe%zi=ACkjBvmOub6(vts0!CYQ-9+txl39Kw5Vuu_Wbuhv89|dPrB#suxF!Nj zxP)mP^|KP6K^n)n5jp2*`fv;N>i)VKvtBAqoGQ%O0+dDd)KKwIFdT?hWpPabQ2612 zA>%{B2Ezq}TYT<`Kj&?(2p&Y&Y!qIpgK>jMc6sU(AC3X95vc`f4JD{H#&|WOTjnGo z-5rL&urDG=P@8(iRcAHAUNqryY&G%%Hx;Q7LS*lb+Pe}0gxUr>;nph!sue-LK-akj z*fTMzpHU8?`o&##8H4m>IvSunWj=b!?sT1)Q@ zAR7$4gt&BNpwmhMO(2rpE-*gueHZJ~`1GdUM8|sV4n3_$<9@yifzH;VbahZgR>k$1 zXBk=UyU7Z&A)>%-B)+PRQ~?&rwdD(V06df&B;n2acMvF=0>$j=5>l9vDQW!6)v)n( zbBPJw27SnWgga~J5nF=e6nug10J{L4i>?gsh$NX(UBbK3$X;`JNf^rRl1`ah&)m%f zmmLB~&q_{P7XigKhE(Q42}rW|xCz#MtD9dq-qv)=eEQt<(QYV2d8I$Hy`6q{AsO;G zZ3qQ8w~_ut?nPOp+O~Ehi8pCe4z*)g2YLA}=8Ap`y@)dKZ!N7(7kuiXn{zvVgAhMr z$$%4FWpRX>a+Oa!$=?RZq zcT&|21JzKY+tC-6``eX=H&K0{J1#n`<^oL^9Wx0eXcJ1#+9GE_VLK;$G$J29rm=>4 z^(C-ia!U%Q#MyS>@fsKEYVr3{Zk0iOB9qYb#$v*Q*X}lM6y}Ts zodEM88nek@=H)_dnj-h2>%T#Iz9k9yMH|mp!v7A7qkCA=*H>|1I&_)dVIyZ2akruN z2#r-rZ4zvm(`bI83l*BZD?(oXrRrddFEWo5Hciq%)T(5sn7A|dfVVvdZA3a3-ss9W zEjA5j3NZK6;`>^Yx(5M0{wvuo_FM;0Dfm%eAiWLh;Rt!Iq46pDdjp`!=De#=vi`}Q zFVXz-vSt*q(MhS!r8079Lw2Tg5$)wm1+pu!cfi~%h;0vD|6pINf7S|#AP0kDi}GvK zeakVPm2CAUqAG@Tx>5U(7V&9^ckG+GL-A}_?D^FRaldle#Dz#vl6q^qp35ow8uIiY?}h+>PkPk@4W6x+;io=bN(vd3Ek z$;*K$^z{ zCM<1TalcJw`4x!{>RR}O)izgbB~(@e=xHb{CCEbC;hs^-Ee1r>c&$l!z5=6a-0ryB zYhC2zy(mE8k=@QT0bZgB3cEEDlo$@6&C(0=(PC<*HWhs+j08cm0$cK4j-;m^ItnY0gz^&CLEYhL!Qilp~f_O5fKzq>s+CCxecrAp9bMChK3ai`O*&) z#Sn(n5`LvUPk(;sNKZQ$&Jp4{UMiTgGM14I-0?0L;7s3w8g@p!sBZuCBXKe1Cb5hg zMY^LI7~m7Cd0&vk2;jC@d--!Z^I%P_jhC_^t9F#6WF%2qkk$@i;~6WMvBUd^5-l?{ z(K^%AWs+nrwL0;m&3!V`z;4_O_{2vT`!`L2rmW2(S2K;9iKLn^<72cSU`uOXFT}-atR9_zlx(cw zx|DYBpOC9y8Th%^*DROnJ(WEIsBK;bEF(m&`~{Vp6&?Jhfu3e^@93hfz!=4e&+k`l zg7nh{I#2_dIRD#|t`%iqT7}8#aJjN1$HIid{L_(w2OC;?wa54@wSL)NwM%D+{Uue} zyZB&=%RNHGEdCi-Q!nJ6R#gEt9k#}%nSt<&B>cvc5%$;Jr&IQ*a(L@4a-19(lOFTc zL(b*zvY^XBvUy-4YKtK#+G$+kKiWl-E~u9h{HIM28g%wjuF2)q-^|NT6lbVic$XY~ zjOSKWmsM`8SrNT5Eb;CmIZHIGlQP$LfLM=+8vse2!;tLZER5z)gsFHLEi8`J^RqWZ zPN;S1BTEi34vX0P7^C_S=DEf!)sd~DA=a;g2dv^TVNaVe1{q};F+>lKaP1 zyu?{hI$>~%OtiL=3-=4~KUD+KUSZ&fvI+)}afCD`IMw3CLFL8dQ*&yi80@9u@B{X( zLn~yCT%CjwkU4rPyUikzp~Mk?4qd|e4M_RvgiHw%`W^+beU7dJhX@VtkN|~N8)do1 zuXVG}VGAsD;!v44%hrM#@9T*pLxdqleVp%Ti^qG2wVgx!D7JhcX_xfp`Bo;{^CG`F zGRZ8S(H++CPw;CtiX@w9J=B&0a z;^gOr4D4WT>Rue7T;h4A z_PYQtwde2_rCX9~S|j_Q?R*ed2y?K|P9bz|z&cK#-&@Y!n9$h{(yQ6>!6gFfB^DQ8 zSqPDf0C|Rv#xmmKHMSP^N9NvLNbeFUl%O~c6{9z~#wZl`cVGS_tU+GcSxI%yhe0xH z7-+^wc)q>G(|I3&h?}xZ3x0zq)+j19w=u_#Xwv|qv3zLxF1Qfsn5M!g< zK-*dNpQHw44Dx?O*?sJx9R$H<(h5Pk~hq0V{Yh$Hof$lwV_CIlbMjne?cGtRqO z!WQ2sMz07DVtzHqjX=6_x49ppy0KlQj4L|SoQtYYfQ>P*u|0STCS8Ui*siu|MHKk& zoPnAfIP&fvXwPKpNsnk0=9!#C?0^m&(X>1+n~S}bJ(>w-1f@5SbQhW*@m)sjCq!mr zDB%X$;%zrQoCgj^O)VCZA65-vBUED9=mJf$kdT2S%Q4@%Kzt*8X6Q3wh2L2Ak znVXv2-EvHGy?V}+;fE@z29LV{%qujMk%OTc_p^Pht*<2p2WojscvpqxcCmpl52FPB z0XG0#)R+@$i=W?s1PB+0enZn+g%tN3%2Pg4##S*>z;^FJB{?Wrz;bN0u7dJbZe23i z)M@GERRwjhvD+#L6T?}J!H4R<-7eVJp0UCUJFC*xWqt?2;P9Dv765|L zCv-hECpWBQtTka|Rsx{|2_Pa#Q+ty6B@;J^bCv=ILc^I}MiR*dg*q4(C#L4BJk`Le zJ5mfiGXlEHEY_Ur%vJ3pF6OZ)T$NsU7PA9p3XG!BFjP0kIc##>z+W>&19^mY<)mii zPA;=-_G`1P++m5HiQ>yeN>o=`D=DV~ZlYUtsmh;MT!`xtKB_^{Gb};mSEktam-{UY z1m}YtP+-K!n_$?bRvV)NhdaA2N5L*M2IM{H1{#WQ`3K@kAHo}bSYpi8{B%ekrk87k;|1d^G0b#*ZUz70CdD5k#tdLXKte-X8! zOptjR!TfO*s30+ZxNv^+j-eUwb>;H0+{hT+^~edsJ2)HW3)E3BI?tV=}gh-QGV4LEk;c+ zh;YCHTM;V}=o+WX_zV#(0{r7vb0{Mf*^ibo-@v&urS(yoPEZsLvcCoaWy_bW$Zx;? znp^nKt!tr|l-U&4&8jTV;tY%uH?Qjf(YEdS$9K0&V&!jaI{WG=jNkCKm5$Qc=jEK|N z_{DXfQpy5GR#QA0S%gZ*$Oy`kJEsqCt)g8Pv;ywQGqsw2G^xpB3IHIcYY=2K$6f-9 z9yQXMF|0C2&%)&_ZYmdp$hV_EOCAL<8_YRzR26Z|G@8YoCHMJZYD(7Wq!gXVw3J%Y zk3aqSZL&81p2VB&=G=Rw!%Yq2YZ=yEchr%1LITdf4=Z3fJF@^4T;NHurUeQoI z%}}l39wA5zJ+Uwn8ENiTD%=5I5|rE`f)Uo6&~6!~LGbLGbsZzYhG|g4m9L@O_W4h^ zjbe{ow@O#dYoJ8W`(j!5gCilx7dN|%A`!rf-C23Aas^18AsF_85X}j9i@NEPd|tMA z0zS#~%&X+mE`L;VfzgmkjOuSwNcvCX~v6i4sH3{-qVN zK9^&~DaI@?M`XO*vmw~(%dw+?Uy2b;4@lu-rROmC4ngvK@g1u}#0=^YA#QcPy;>F< zeN1Ot+vv`KK*TyG%kSxPW8y*fbW}NQR^zi0325?vIi~l_C(b0O8iNvkKMXd^`Ix>F zwP^;`YkmlVVhbymm9-2Dc}fXP+|YQn9+$&&E_63I3fw13$wTEinDlXZYA;{g^NVvr zECE?_>yL3m5TBVLF@ZarGZ8R3W|~5}mR&W~JerWy+D$AFosy=Ln!>pv<(!d6^59zi z9{^N9tG`QiWw=|)wI-9ET!I77NG;1iR8+?qPpL`=z|M{>kiHG0_5X%i4Mou~1KLt2 zCz1!0G}RXjRm6qfeQMJj6&LSZUE*M7wOv{xyLyfQ(5m>i5-H-Dd&~b2JG_&AqM>L@RtK|HOM7 z#QPGb&kHkRA@up7dUqcDK0j)TU@BR4eq?B{6pgKRLY7O+;gqzCR_)ldUbYZ}C>w)X zOfks``$k!qRN^>ZdgA*I(X@?`{67S;$%vz1YW@`DCg8gkTHyz?hy`omDYtL&c|E0> zqe2Q%P|r2ytQqo09I>kz+#kwN$nUaYJB_`woJq%+j55O{8010Y%1XpWC%JF5cQN0m zCTOsv^2W^57_;23{_nTCGb}N7vYBzW+a5sU&pVt374vDyk8qei-zZ5distY4IuDNj zoo-y_vqf=Su}e*(WHRJ}c1Ze6f{sB5Gwf@ZqSHCRA1ul@0e-uHi`5u?CM4WT)4R?$ z<(=o(A>p5!nMN||K|Qqbs(7pD)482fa}FN)HM|^RH?*}Evj3(J)}b9jRA>n(i;#uP z)*e8OZP%MZK{fPa^UcJ?m#1qsR-8mvzLS^;NOd>i!8g}Cm#k#Vh5GuxUucJ{dw|qKsJ4c646$CUAe?^fE51$z>Z1n9O&ctYtle8q%z6_bMKg(GO zD0)q)K2=9keYQ2!c{jZ_bNy4#OmBM&kgj+G7)1iti)L_#1P;trxvcVlp1x;nKB4XI zDv||;mWquyt=R2iPz?BcMPOxsHY^Vtf-_J6c!lrw+ixCiCm~sdD@@TOJ70M=sD$@8 zNK$-tBIn?WnV0%*U{&9tBBpjJiM#9EdHRY|p{T3>=B;-!BjG!nI4dI#Lzn;>WM4j} z0w58JAQ@TO1avxDRt8o7CgjR7YhzI(cW(2*#C!7|rs|$MD$Fi$Y8qu&vv+u|!6&BB z-rb1wq6S~(wkdlmLJ7zI;0!Fp1~S&rpylFk;{n67Wj=aWSX&kBOgm9ipfJm7I=GDG zT)(bv`-M79B%BAN%|+8Ij8gyC-Ow=dofiRU(C&V4jk$%Ve-b_XER!YT4IhM}{+2V4 z?>hV;T&H?n5Udyk(pQ~iF=yA#cI62Usq$5m?ACW6gm4jCIe3CYe?nL2te^Nkf3kbB z`6XRzVx>mgoohRG*H!SuRbpGGq4~&Z8V114k%Iwypqg{QU`Je!xEgm_t)K`RMaB>1 z;Brae`m~7l#=rgb4u)9nlh0C6nIPumju1~Y^eoR!@?xV&$^-Ckd022juK$mHrS)=W zh;-(g%`}P?ZO2Q(GGfvWhlY-78M>RhF!#$>qwq5F ztjsMwe|zpyNZQ;R?wHJD@_xMEko9?6nG-Njmggo1Q>oird zAYNma^6GIk#pPpJa-{gP#C40Kskc3wsueBYD5L8TIjlIAF(5B-7dz3JoBe=nPIAQm z``~@EMEAzFg4Dl!4Nqa!zvccc#^UT!jDV7W*bor#uC3n@2%UBznA^n23{N==n3>y7#1UE%2M3?i~%4HdciNomb?Y^k|0)yRslLt4Ir z_!T?xTj#Wk{Xgv;H@OKS@b-mqf@lOvLEVQH?}xh>g*c%nr+-HDBQZ4(N(Utcs)Sjr z5^8{&_qJulvb}v8Ja7Pwb?yJWW}T0MY%Eo?X%ZRtWL~nW#dmRc0%3rRMf3xf8m4RC zmYf)@uGDfmJ;YI&Slv8b2lT+>PsPe=5;{kW@DYTGsc$;P4inW7MDQ~` z@&R3c({vRMtQv&&{4fnB2uai&ZJPhIp~l4YsC^*@k{abgFnrfc)|UBcB3uVsu5S43 zU^lJ!1RrhHO?q(Ivr&Sb<)8{E#u=S>cGST1w^=}LLn3UDdyUZ^2s*P?p2EK;z?=kJ za4q2!_oeDQ0a6C~!8ncnKb|?CE(3>r1e_CDs^&{=DT}ZQvdor@>MlPnlYpIKg5W^H zu5C^yb`89^}yfUUi3_mQpq+Esg z7TTUA17gMXx?$^;L*kf#v-eWdetxro4lke=G^K`e&uxJ0u%C=e(gAt7`yWWyAbd5U zHXfqhVRHO$Cd-ACSRHU4cNluBVa&+ayK7LMs^NG5SoRZ*E$1}r_`^L4oUN+{^CflO zK)yvK5R?rsH_2ZPc~mq@QD0cHuFwYp7P@7M#ERUtj21q4`_k_DOGnu5bRV+^R#l?< z2^hD=Rz$t0)F};19~4j^r5M9n*-6Hy|0i#6HH%$|%Y+E2sG-eWMZV;wnjkVhy6?uf z&jMa6hJAiZ;1?MB)z(lm^KDQJ!a@cEcNm_-Op8$bu?p4HiPj>{@;-iKau1GooP*=z zo->|)v9JEkfkXHHrrTdwq=zN8YKOnizq5FpHBRcm9U1Vdq2bv@mGuki*g58-WKd)M z9);UCD-j%@R8buU`Qpq5|9{hmi(d_wCpMXp$Fn z(9qxRLLqBB{MsM%R(T;rr)N0wr@7I&z4LiL|DcsrUY!8_wVw1ebS)A-B2$DOCD7LM zW^{a^j{oLWww%{W;L*7}YrK3xiyg!8&e|3xXCGME?9AfLNb!F%(}W&gRno)eF>kql zv-8cYut<}->@R&1-04G~ydUf=#Xpg-8Pk!41@8$(Drx}4NAZpsG6bSU(dRQ7=E^DC zidl2tagF!nW}c^GvkG3a+9| zyF%9?Z#I=bI&;>oyY4}k7d-Av<-TdWWk?tVW{iQ>v3&snU!$`4M;;@IgH(n-9H;ri z8y<(HE?6I6p!aOfU>YhxVZsv@6D0O798<<$7#tqC6H8h7Uu>Br*9UyKX#V9}Lc3j7?(Foft(Y zzjGew&oAU&#JCLD^`{f8l2b;2i8wyCEK%C;8e~}Bwi81kb<>qp1bs6vN$N7C5UbPI zTf0zgE(m--XNrO<{Yd`q%fU3kQb|i-DE#5cB~&1`&g%7L&<=|MP4~%I$NY?b*X@J6 zkxdE3>S^7dZ%D}Y=21LdH?88e_`cVs7&9+U7$v;_9LJyXd=!mD_DQ6c+5tqJ)dirp zs?~bds5}HIns8u|Xc@k${EBy(_Qrze?T=ibFKkj_vEH%2i&OO!2U4Zp#%5DEQ z|AFe+I_>g^IKO++jlTulVD>*R?ly-g%rShz1+8dj>!@X5E2H#1qb$#FM)ocfIB!WO zj33xF8;S%`eAu1sP4(&tFrdRRBXef#O9fil?AYKU=8l+(`r?_o{;IG+{8a@B0edho zpmk3YGw80%A}en65?DRO)1g)@G~V9oRws}9T}$G)p3a}$2F5Tc=&>VayDDEutC>n>)zy@PBc(#Ys^+IF0_5t`n$%hIWl+QnV5(p7+)8pXzO^b zeJzYkWGd`|j;b4ew=r%N5m+|fw!+x1aC)~x_fi;)XOfS}(=}8{_9a7&k9pdbF(50w zL8;kbu+w{|4j9h*dGU(U4B*kA2`*{9jyAJC9J)MEF)VEJdp&<(-z=GI-wL&pHBEM& zJ+SPizLTMMFQ5Gj;zoE}W5Gq$G~Zav&RYBXIHnXsA!1!M#4S$_BEtu-r5k|70Xml3 zSbN1y0wM>pL!51a26Y zjbtQOZEf5-NyL#LNS1J6^Olzu1Z-ad98n3q+*1g#+$fRoh+K<1sY?a`qhO(v{yc^O*D6xR;at@i>bH`(5E9Kl z)u~UgAo2KMPakdkpqYkUkj1;#`f7btFbx&rN%dm)xKA0g%uj)?cDwF3hBy5jbkZH5 z5>q%6&qfV%SnEQ+J=+W3unh|JrWeatOt4Bhbl{JQ6ut8|W9C$dD zgqB`C->{)8{=vo+_ly9($HP&6()}_2onl>Y7OHgQojYM5{Z>x;UsF;OVQaFxeT_pNYYO({5wfIxDl$_R(wz zedehjo5E$WPcmPV@`1?3gl%Jt|1)o?H4^@}ODa1r<%``eO=gxaV38MA0~mONE5dZB z=~%^J`a{IVKr~etzP7S;Pqi{Q)^InR`CLs1gpBx%8h+AA^7=Mm${UxMg*XmB#WreZRFlSdb zJRR$6>88G&M3GXES(eme3W^qu+7Fpfwz^UEag38_he>A{Vw9W@@Jjl*f^H4MUKN)fn#&XtM?1d04n^xDJWzup#@JHT7(Rex#SgH z6K@GOJj6B|;P}(YFZj;EkZmP6boR zWvmZFB(=+{gnwL%Ei$mx&qiZ*K^Bp5uWjTb%UkGSlX-V654_1u&*c1G<#kEE7SAIC zFoa*eSkAU54#xoSXHan8XP8`wd(_b9yK%lw4jD!D--J|8+mHeOW!H;UpFCkQ!S-hY zpSYN&IboKMII-!@lVpNXQVQDk`41XIKPdZbYQYrj#m#BuE4V0sS=)HgOI(d9LBRp8 z6^mw_OH{+sU+Af&y30i4y@f)!)J_)y$pzTav8r-v@$R>v)b}8~+k8II{$L@mTH-#) zF!38{-T_LQYd0yqh-u@ZxmtsA9c@ob$S{^p%Z2+&2L&xUU%velStsidBRr#wH`+JE z#A;NDThUDwb;$x!|J_ZTd3cY6NX@B^(*!IzK~Ny<_#z}i(1RlU>Dyv_U=_u^)VRf3N4Qn-t&k{~9{Nnv5v8pI%+ZllK5zzZ=8O!t+VB+(^O}Pk^KGKP&`S z53;O7S~gm@S-lJ=Anc~8-3-7k&+=(98^xMRtaMw@&xZLE-$;GiBVM@v#YOdL=umjE9jsEu)98W6O~XeM6wj z@#a$;WmPVDDI>uci)fUx%0}S_u)?#eA-*4h1L>28LsU=imXz;1LrE)}3K#J$u=|Pb21La?P$if{Q8hexjmY9NueJmvCPRwXm zhk<%AaMm$6MRtLC51Z8K1gQgz`vGKtfVO3@$*nH_h)j(~+_VhOqbZ1Hu0cO^{ zPxK*b2*J!Ha%z)j7_kVOj#vBaGy9IocQ}h~s&&6XPL=$@)%u%b)`Q4MrY92 zi{}Cd-DU|M_#SwIRx~0hw_cmw^c2hwSXWu^Bvn(YZ|+E%1@)VYQQH$b-Fw_FIE+6NPuyNGhSMaRsTQY}o+%AG(|AH6_FVj zAH0qY$jX$Ps{vM3u`RSA`*CPzyQh9QcASTMc4FMY)7z)--&)Iz&3PT-FO;hsD zJq~W{0=xC5BQsp6JU8b_7}JP5PJ$LGzXcqJzyP%W4dY^% zCwDg^uXrIYVI{w1lgyt`4S{ZhX`$hT`pfe(#wqw*uaNP4<42wcF#(n4V4|2@tI={`!6}ZVp@!e^VtXU(e*V~1pK+r z@%OUMXaXMdel1A9wamg;AcCTVxVx3>uhq#9ngqH)zVsXduErtjV8A5sn~Q_dPpxW1 z$QfNH>~1ITDDeoo!HBj6wyPXUSE>WO2sMyGO02uQmWA|8b6PRWGna6I`6V7ww1OLA zV;83yP2}N{^P+6fraF7d>j%aR1+dkc+=zX8UiJs1ys>HA^3ps@IDw$o?+zI|rIr)% zgiujrOmM521 zLldHI=!tL~oXlH=mnXrI(e zwfDeJV{z{}vht@Xs%~YG&5=7JX;rhAhmg4P1B%h3s+exN_?aPM=~S(qRuQf$nu@J% z)fS%9Ya=$*j+?nm?x-ewV;KH&irINDLw32Ro`xwd_Op_cDM9tDMR%2LIjVL(o+*ktD znMNy-J5aoKvh7*$WL8f(R2ztWS(^rCr5j}7^TtXcs^I$6kVW~Uy)xC0&uuk41cX+z z;@x#vxNhu=CV6{3ALC|&a3wRUbpwA{P-a;T4lTO=4GSKlv*PEx&Mp(_qwzp0_A}iP z8{$+%*R2+Ne47G=t9>`BJ@a9tNmmW8qrE)r^x`(2rO5L>;6o>d42aQzqPpBvSfMCT zbH7%u9d64WXw_%e3BP8X&G}5Y8K)lqg>yj=Ou8kWgshMNVI&6Nxf?|xDz{XVcW8?( zVEETLq$bq6)uv#i)S4F4DL+R4B$kZLBO73osjzGpSFqy36x%SBOMXsIjdr<9Inh#>l86GigiHA#^$C|pG(Dh*TgB;zYH2r;FvFTOBcPo?bl=8 z^vS`r3_5%gSWW><%Ew(4`@#x&c3o|y>P^tk^;bv%tdGE+YLLYM_Dhjjg>oPE=>YD- ze{nP^333F`a{HzmaL7&~CUB?mZ0f;t?qQ3*aQ;3@9XBc6ye1bbxp$;v`RBIVMljz& zdj(1Y-hK1afkmPaZP_?cCgr&YD~?z~0QR=p>}wFeOWlnS;&$Xfir#~eh@}W#+`nu+ zP$n*s;UN7Q+nbN=P#S!n67&AlI-ar9etu31%rH@(85$VMLX7#Ao*Y_la#jnVsD;pz zIj9pTOGRpx=wPuhtY=9Pss+cvNw{GH&K$98i+95im&_->3EE5jEA4R|JQlw_h@E8_ z+o)*fn`*j`acA~q0=%^5l>tK!A&vx|2uGKX=z*T-9NS)eE`92r=r`K^z|O6?B8WBo6wKY>Wg)H^wMM$ zoUq_FE0#T_y^Z{RXs>$t{fs`ZKz&wgU)8beeop@0B`!^yNd?Izwfw3Qz(tKhYa+j}(o`FG z7fPay1CKrOpC-`#e+CwvN&l@;Ra_#s;eWO$W!AWkRtJbx$twOEh;FVNL&qRZG%bln ziCJ$!uTGNx>u~W?H@!`3p}VBq!2tsBMUn_3uZl}~E>LzP)kiR&t!^$cKgC7hHZDaf zY}3d8ub0Npi*>O{jD2i{FF0w}3Fc&%_V?j!53aZmC;G_H$hkfy6$@F_7_phx$YFL=|qA{<3#`_ zVEftCSe|1&_Z^JOUwsri7h%DCA=5c|v%bRmIy6t*WrqM`(@<_%3jiInfaWE*eNOXg zWbvJDZPcv+yn`3i8K`osqP67uNWriEqAQ4gOCIYHQFpNDe8U8$)o5WYTx!(@j)0M@ zYBJ?B8w=*mE*Z`01!Rmg5YC}0vfnB-oN99umT2W z750`_#{NeO(D1&rnf{u`$}YsdPRi??$)>MKvjNUgO1 zfP=T(drhoG?gsJn45E%`flgzzI;T0(D!y+2A(C_QY%JPy17+c&CNPklZG|?|hZAO`T}?n2=1Jn`T6K@Q}*c*LD(%2C5WG1YyVC26h*)0G2r& z{DAs7d#K+w+|q?syB*AGRucZh@pnkHtLTXJvK|HWo=i1@^zNYwSoU-A~bMy7hsYTQ-IeFJkX+i zmRE*$qYB2=tyKcxC{puhoLJir zJK!)PElrsP!lfZYgMFrqMX_uqr>ek4`t@C>f(CD5^p$BIOSbv#!T zM^-LNIMuYI-()*kHJ=vE9=3`eHI8+4QG}XrUgA9;K-y5^Xtl`tHh(^t3YTsg z=|94B&oip3XbB#v6K&Eh2mjOpY+jvq-=XNZ8|r;eZ9bY zXm2OFkunYJ=y|1Bl#2T3g}uvq1(ZVKJD3q7&JIpU8yw%6yIMEWpNOr>n3fv2o=9-{ zzjA3zW1%A2+;IO9h-w^&AL)ATw;cE|SB{{m%bNpeMdjSzBb^`@tsBFZFg2OKS>kKZ zb;V4G?!g=>RmP9J1K3->_-qbHp8HsnrAp}KXYPNg({N2b1!S8K+I;V#&d<)?mGfDp ziR{)pa-arwy7whQh(WJrg)36!!F!!|;Hofg}fnbqI|sXv&Dy z;Kv1&7c*@9(pJoiB*y{;vjva9R*!P?<@RF{CT?kv*i^3gmkg4y#KWHXrCn~awL-aR zDnLrHTy~Kfgujs`*rRVI4ytb7_$#UosK#KHb?7q!*Wu*`;UNe3In&i+pvw1`Poi(_ zY2FiIrWl`*0iIbJ27gK@tRu1nF4_Pc&<0^N(n{8_Z4>aF8AYmJM?j7_oGLKPkZ@Nb z@VT!d!}~=reyK4k-yZNLRSUPBm;y@PHe?-Q%ka%5Vog)rj3tn|kz3AoA*5-f8yd~| zjUsJ7%?U6=K%l4JA(icKPGiw7qkFD809{-xB{1X zZ0$*aTy#%p>6DJ$HNav&t_RY6Oy5SYmp6r=t zPj^b$ZiX{GdWNkr6Q19$XoPAB(zOXYstYIi-?<2LH5pSK$HjnJb(IS*$%YleuRI!0 zpVR4k9u3-g6Yebz?&B@$)B(3~?Txz-+G$1}y9jnEY~zcU0w32$Gty1JPXQ;Kh7H>8 z&BZD=G|f&T9onxpui=E>$a3ioGJ|h6zwA1L_zA512KZ6aWrCW0BW-KgZ7!a2AQ>ms z-Ej74x@DlBN(w-YG zGwbdtbD*TR%q1Y9e6A!}1vPbaevL_C3jA53+`O3$ftTrJJPZ#x05bn|W(>I0JgrwW zL(6LeL&eHsH#y|UPbw|nAbIL=SmMW40ipg&miWCEvA<=FOYELIaa%!iHZQ;leE;E*CN>7EBYwc>!J>y!Z5YwmN-s?0f3&t?~_9Q#ELN#9F{eph;%MqUA;4 zX|S1k4@wq?`UbB)*KBHdG6)J92mgv{o`utD|8geq}T~4_30e9Ew1e@yjwFp!4xFJ+ct;@-5 z>Fw74%`p`!`Vh7=Z1vkfG|mHlLJUu`CBnHrHf@+}IeR}F3AX8P^%B`drveG3G*37;V(%B_sN`JzIhFD8W}XK}J6;n={)vw9i8 zf%awEf)lIFm>d<%d^xz)_kxKg4oI=0Xp_92m{16=;oH{v$X~4CP1|@2Gx1QJYH|I- zACVvc9P&^S=>}-ixvetF`BcTIhL8XN000Ppu4*;&#ywT&^}L>HL?An*NBm}-*#wdphHSX_YxDysuJymKd$%4kyI*Db(dPQ9~ zcQP`xORh!|^uHuaEV=P+<$XT-zIL|SvS*wPMa9bJd5Qsn;!IU-BFpO;>vbP6CtaMPTzxic%KBbs>6^e$EleE7t z07O4$peLC$P*!QBZx?K8X{?1J!+tBHUf-+cGz5RQJanAiI*&7hP|+7toG~{?(ZWRq zQL|2WKmo@N`UAhTL39yhw-c#hT`=OR;5qB)-Gl70bB~@dbrM^(EqB@sP7jR(A=&9h zSr0VnhW&`*`oY6fN?08TCak1g7tfLR%RvL(J1A{v#1Wy$aKkBt0cX#e#2_xe>bd~2 zRIG6@6VnBUh`{Kj#Jyv24SqSl=TpL2o0_Q3WJApnXdW3}La+ZW_xwW`D> zn*7eT(;nA}cVJBKoZ_8xTqWXTZdC0AojA_oi(GCfAOHXXP`Pop@ue0$*Pi77P~Z-l zlBVa}W z1I_iA!R!|}h&JvmHE;Kmx9RWo?nFW$^R3(1Jvrliu_0*$aTVV)K8V0#wQFkh6wY z)YlERBGV0ZXGbH^s&haSF}hS)`NgoqSzHu zl1*Gdo0!oM#%J`p!$JN}9jm`#nHzJQZr!2nEeiXA8?$nk4aX(Ce3q8lVhZ5mf}@DS zgsyHw{2U>&KgH?u&Ce|JFZWoXyP%V%ttn!rF(66vZhQOxhXbQ(jHy~`e2Fhsx3{@% zP|J*^Bs1_YhLnW|`HEZ<6BVXE54ypyAASrlO4(!c6ya6cM(~0M_sW88Tz8?QHk9Uz z2fg=LY)(yp_z2^`*I0u z_xLnqE~g0z>TKNn|1R^VMyL~MI!m?CIQn3&qtN}8i6)-InR}LSt40FDZ(egl z3jVU}YwmZ2Qu{kcK)tszD*jNsMwQIk;&|oKU4!KR8*8749)1T$WAl~YZY@IJE{{&k z5%)h2N&wRy`FjC5u|*W2?P8))CuhnQPC~I*=p_SrQcMSu4Y|X6t z$U8(}e*o6V%&hh1k7GPbNLqjJ+|z>o90T)tm#r&O`zZ zS}GoIq<fw zoMmnZ5?N=xoKHYnoQBkia_=&(A$KwLpjq-cjshh?@$DUF%xr1DooF>Q@qPVPf<<*) zbKSOM{ISw|Gtxfpn7dT)l+k+MA$u7K{QXPkI+QN`Dar#b_{ESkb?&_0{-4bT7p01#8>2Z2eAcRth-` z^Kmw%i4oe;0dkQ=SY$GytRgTlBHyS7eYjT^UD3`atkS6-HY@!iWK9AckM0y5jsJs7 zg*=?CB#ZyVBi|KpaG5wlspdPAp!%D*g3b;KFBOHlR1bKnvqTNU(_-VQ@UAz0ED}c= zYB0-xCf2lH7%RUpTR*{&Ef~9BC)4az*+&j1wh#9=lmEch6@#8hDb|GVqO!Wj@p%M! zj^U66B^tWvOnj7^aSL z6QDk>C0qt@V-(joyUwpFI9j9am5a2-UPEcp^)ERR{G^K%^m}G;1PyY(IdTMj{#?Fd z3rfG|Mk%Dsey8syieN#dx+*fDzJ*cjG7#IB9;h2_19CMdlENmiNKj+S?O{DHWw7*q zVFXq$^9a-4vt6Iv*85vijb)cfm zXL!Q~!E`i9Jhzu#S;7D;)&&l2#><&{*f#k(AxM;llwJrIj=QIwS3 zccW!S|Nl9)N^YJ~LXCnn7tHpbWNsWPEjq>jq-}C*@4Y<-dYQLvm(cVQy#UjQ z0@;E)LRn8u4|$2s*-6y4bU$C?WZp3zLa@25%`sCpaW{Ny7`#cv{iqZM>Vk2ylbrR7 z;3EVR78(Zy!ES<5V)I&2yJF|4*{$pIR-f z-|k8S97k+3clxUcZjlR4{|B_Oi-0cSmFEW&vT1M?=U6dS-G%b4vxd8s+ahbKp$@dn zt0k)1_VLz&%jX*n?4ZNwS{gsmy`Mf>=$Rp;ll{gs4m}!cv+XcSPUK2g@mKuLY$>L< z+NXsM?GE5R{6MGsr3hV}?8DBeB#4HK2-_=-d(lveyFZD4Qi=XtJzr#x2TEwvreB{i z+Byifh0B;A@uKy1i z7tVo1z4F<+l#0^~#6M5iq=y;YQsX?8AR_}g0p6LPw&1p z$OKbfkrHsG@X989x|$29=?_{+H8R+XY-y9qwgV1hKIiQMZY(fi0vA%qUyZv;4|%=9!AsXtDYnb%+38Uh^*Y5-DUCOrMgo22xp9=GyAEJl@+6Jy8Yt1Y=DF}Xh z&%kekC4CSoRp>1OP*Wol$9`@15}`$T_FPxouQ;=lm3 zU34X#c>Y%v%~yA?F*FhZ+oUk{l7a>Y1}a%T`N49Aipk#UD~z~e{zOV3+8gb*DTUrG5b*uCFVb?fxK0vvg>MIW&O_F$9qP+A7f1%>em@Qg)&*Lg3iYvv!8 z(SBsk?#_geC7>r`{iHk5)yn^?2V~wj~sf$ zTjR!NrFIGR1VZu)XM{rDY(&YeSoculzV9wc!-m>`irVQ5b$FFMOj$nUZYJROpW3(x zvG*X6fM!%k+64vYl<9ow=ZY!ryBXK~Nc*oFqhkxz|8}e4_&MIkw1RiuVo_nm|MHXM zuM67caxh(hGqVu7@8nCE8bdxC$@*R#RN$3kE74yZ7ie5MXLkUiJoxQY1p)qWbAAEO zbaj+`AT4A4^RO4ytUfqIpqFaP#yP;9-eY@STKxb300#nV4%YC~qd&EfT07zYk<#GT zgQWwg#nGME&UZJU#=3EFZUX~JB=~2ky(mEw5s@|{nui`J5o-})JzP)<|9P+{5^4Ak z@xzS^0*20;rl(SlA4bZ|l(fLFZGhPE+>#*`ZB(Rn!Xpaj?z6*~+dC&ut;9FAFTnA> zwpy%Bm%QMe_r@dN(9h$0=OBv_A9Dj+!+I34rA~Tpc2BY>a469`9#yw(S)KX5$ebBa z;IJBPpz&-OdPo7acN}k;;YaHb~T-P_K|C#akU~lwhQnWfhm-vm#)utX!>X4VD zM=1CX^qpSg|9pU(q&FmeK_oXyxUX61yn(MoJv{%=|I?EwM*`Ulp-wWi4?k9R?MCZk z%n>H~##i-sFj#O(mwL=X=*#ae77f=;ENZXmuER%Vu3ja9HZcf zk|Iqr#rAQUJ)CTh(E+_;3OSirTlFrRoi_v+y?5R|4~mbKaj2O;gG31(*yE)z^DzV6 zgZc{g|J6D*tbWxV4=+hf)34x-ANpU>XvZhyt6IaiYu3uI{ks?jtV5HH<%nJ-_TL3#*-fyQ4t;;3|kX7*PYL4xU(6xDU$0eeq)T>=ahMkvm+) z-P;ikSGB742jyzT;bi%DLV}C$F5#xxt)$vo*jE@5yj7T4SShAlt^@B)Eh1g%!Yb^4p*j+y3fWn%829DLB5bxjLmKD{sQ_6E-c_CQ& zWk-WOkBtRmY%lWB8O9#9v_!2ZGZhID?GxG?0w>83e?qWXO5?UT^$`Scr(Po$R_Lb3 ztoSPEJ@VyfIfj_qPcByG38Rz$i#Wg`naPu6!W235OmzQ3RTw(qWp;}e}YAA9R3 zZa&a&%l@<75T_I~NNli2tb1>T9E1C8P_CdG>fW}Pt(QdKA@KXcHC-M09IxAYjtu7o zvVa>LK>Vo1T~E_)+#k&DKL`ntM?GK3@3y)y8HsfPbJFzCZw(Jv&N%0yaWHTYOk#`4 z_A(d(FcyOp94#iP1nuF>dcM5z{0J|hdDV(b!js3YJM{Z|KD|kLR2WM$2Yn)OG25lq zrHNRvs@8BbPy`Xmp>Aj}E|0buw(Wyz^d$Ctb9veMchVHOLR$kBI>j8mNrLFs% zD+Zmf^G9uY6ygeY8gc{)F0*&*4Q;+r&d3sN)!932l#_hZxYG*ujT zWgb&N&#nEI{CK(@VTr8!WzqqlX*0!Z1ORv-Iu*M?Uaz13!zPlmB~;gPkt`FO*l^;* zBBmKBZB!dPx(xz;zBwZNl-DZrp@8tn8V!S&kSNL6y*?l_vQ(PG@FgVJroL7!&&G#R zsrAiA)}*8UC(==Pbn$jKt{T|%R$CWd3w4#vyEVY^z=vs(`4)0?s^WpEos(w+-GaL# z!dy$?!b_*UL?vU^xfZS9UqY^3a5-L0}9)4+IZda=p`_NbE83w&ITF z`_U^Kr+8hno*AUr|G6{#-pN7 zq%yZ_`tMrIzdpn;*b`{hhUKa0&mD+-l<=1mlU>AVD+Pj`d+|jU?1MpNDme+;`fXoH zXBN{{?%fH;o#{3+S4fnIh4fJA8pNl#G?gi^p079D>NmtRaVacnrl%}aS-M9;R z=uL{DVNxhR{=_|o8h)4>$cdm=IyNpGYddW4(vk$2^-&!-Ls$BjU-;f%!XPtz?M@2T z^LyD(+ynwxmC4Dq18`Z(f<=AJl$}L<9`9;ES>W$7%f^-gzCT37)cUal4P1Cd25~?E z`9N+&3u}O8)rji$93YeuO*Y_-Zng`T%G~D_K&(SE$s+dPvC5ZHd*_@5mr-bU*6JYoOpB-T2|68?s#mberoLn=x$< ze4$B7#Lk$#t|C_mq9H-JK2o_^nQ*{7I<^EVdvW-QF1A2JId-&zWFY zBW=I6deRzH<%(fIcDK0w^he=?_qd}MbqG+ptGMno~?yI3Vtuh>6=p0{%GHjk?_!f~YcLI)=apM|i7G=hFbC#JY;%{%Pa8Z>Lh=qg0wj1KG*$Fza zc>6vR;tSnikX>RNl!*m-_;Yi$#ysh@S@_70e4cqa<7Tx8k%keMt=AfDlVLTZ#6yG* z%eBNF%zGhRbX*|1eHX^$e#& zI4WeC$7+9`7DFY|Z&dlPH9UI3()Soj48C;5p}d;yb3&}KXlW1D-;S^w2eM>(&gxfV zhBJp3AI9+o;OdoDxiJAEHVWN0Bj2DzlUd8M+zaJbtd50uk-P-K%10;rPFCQ;Hs|_N zeOtf_Ux=U!I}AQFZ%e-*VRrXvJT_p#mKZ=)JAhO)BlX{=pt3%Z{nkAiHHJ*aHeb2m zeyMjfud<$$@m`-q!!h}XkeJ5>#M{70Ntq%fR!2SEnpJ{&}u;R9rRcgaW;Em9%VyS*7(K+>`D);j;F zP|f;C@89)63{90i4FRu0oen*|LrddX%-7A68I3DD@(ONCbR&;0TKo=yolW7g7Idx> zrLD-X@ksGX$ux&@D^Da{}K?~?PD|ug^Dt69WSe7-`2w|~IQmXDvfHRCDXI5y3a|A&(wgP`I z{H(Tl3I(l?nbuF=D5KRRc09UJ<69A@Xz=m;V;g>8!mK$QGxPzizMIW0J?rc?D~QZr z!Nu#bB&Oz+7+E^E{3&`W6hKG}F}Pg1v_(eB&Fac~T)+?`Fl50v2~^vju*ENJ9`M_* zWqG5p4}`hoHU&1Ytl){A6`(-_k^JF+OSOAuK+TZ+gBamg!a=ypM449Qq$Fq<=Z5php<0BbiU8e(XK-(+s&&HMw z={jYIt<_CMsfs^_bG35{3M63!a&v9ZJNJ8l9^pzVdX)*U4B@Va_DUOag%*E3!j4E3 zVyQX1T}J;`Zu1$Ouj~^yK($CR2QtcJb$)y?bmE0NSh!@sEpHaQ96mOrzBIS!#zdj~ zN5Cc+;HEKZ<1pC3!Hh3>1$~Vea;ncJLiH@+6x_$5s|1KPS$)kW^r`o%3CE<@Q-u zyiEu&K2t2hr3wGvPr=oUkWOJOZx2emO+TCIg91!i-)`Dn6tZ~Jmf0mIZ+vYGHwOY1 z79gY~A;yR~lI?W}C2MSTou@QoQL%^BpXCmXVJ9&Xz0B_5G*LH|x;i0!X=xrg`;YeC zme#P~?-k|}H-{*$91p|UzZxKh*OXj4+K5y)B>EYk($Acl?f?|N*!nF_jNzkcZiMv` z#bWM%dM)&BDC%Y`MX?GuU$=|uXvnj~rGjL{{$fI-fM=2=R70Us0*J6KaP#1#z$3~{ zlDJllc1XgMv3?i;7o1x*I1NtQcfNgCw8btlepMr~!`vR`EyqzMA3?7yMJKO6LKK7* z0kMd*Ixq5#oZdu@N2H5Ck%`!`srm8B_yQ9i7O z+fruOdaS;sJy2C(abjuc(%dnEJWjE5*Vi5v_EhEXMWnSRQ7d(y?BmFRISD33; zaG5E4X+DA!p&1?Pcr?x%P(5H`^7sR=B&a|$WaW&1Xu@DIC4f%?_6u~os56j&vc7}R ziwPugbx%Gjg>Wugqd(_w#R$VKg{N*A2fXETNC}2Gul* z8sKah(AP2Tp@N^AMP~P_`seA###|!E;FA2$k5PceAAZAvp)M8OfmT#w4%ayOFF|j3 zriO~c;XR#FiH;K`Ue+FW?t#|@X4+RgVZFl6Bl2?o1*8{S_~0Md#+2>+HZ{!|*-oj& zEZ-*JLr$iL9y>5aoBZF-(&xY)f-Np=epH*%wnhI_TB%TE94w`DnYJY< zMsqsf>)MyI;>(FxkX4@NiC=CLY7yhkQ&vSP?H1P;&Y0>9m>&I39-Kv@hQ%^#(VnNo zf6N_aKrtx|$29DjYw|UW@;i*PG<5i_rj1mdYU&8e;cR3{GpPlb4EvNs!(*lTkYF)2 zxQPrP1W329_nS!?97{$WF^DguOFVLP1FY`geO(+b4VbKQ7mMj}eO+KYRz% zuEODIp*wD4lX%gOD2gPii1Z}>_-ZAn7GK^G{F$avGT7b~4I7xV)ZNH2`t*7xELAa&G;RGX_%7_dz;+BN3vbB-kVNbxJl-P;?0 zmWK6P9Bz^!H&IR?nei9-#l(W4guC}~DV-wxwLi?q{RDz6L~GF_n$KG^*qXvplzv;) zDOCB(0@AApOS7dq=1?<+MFG8Q;zR*t0ELklN@l6Y`Xr1H;xp71ZNo%SHI1tsQ(P>F zpN9&7GKP4!h2tpNIaWmTARu3TD*%c97NhP?6B;=T4#bKV5&({1$*p?whci5V?v}#H z$z8URz6graoUA<$7@(JpDVd_2vmJ=CFZmiLxqNR@Abp?Q&wG87{yavA(LK%0=if=f z&a@6+NH<={2D}H1&*Ct#89cB!0I^E~_5pFAgEaZ8gmGHnuH4jNij4;l1V;kyh0cs> z0$gLHxi+r3IrbZw5&#~aPw?qFIPp8NppdR?R6l&?5{V}gbpbMOWJY!(U(+0n&m;kF ziOq9I=w*U%AJ&na@(q&~blY37!v>xo5VZs#=2=|l;nAuvV}`#8(Q#349TWutE}g%bYEKTA6tgCmqiOpWnWR`m;iifqix_ytAM8V-LyvB-(Y=wSyRe#i|vVg_Vy@b28onYrc}wJ9C#anyp%1y>EW15g=$l zWWWs|WQMqh3ta2M6pT)H=mJhtf*vUP)=6~65>@~RlfKjhv!o=jdaj1>KF7J=Xkrq} zW03Qy@w_OF8`$R~*a#;VXSRaLU4vwN)2EemHjXckAaxTcX}PUq$ysm0q)`*7U9sGT zwXt!BwxKvLKiXIzUOMsqoW+Z0^`-~TA30~D9Z5h!%0y3F@hXR9p!6&u(F>_V{kBa$ z;2gdOf)e`{KS)EgeeY@%MXK9S`71+a3l;L^+lu@;EwkO#E2{Fz4EwbT+l{MDOTJY*tco_BKNvm*N*E1NhKkxFYUKD;YUJ#!sek! z`7_3=d_-065lVwRkxo5z>eZ<9+uD%5UGQH=rcr0C&EB_B6&hv{;bLdxQvALy)HY`c zIf|DH*+>G!>I>NgBzRh-Bugl{FUWX@XdLOkf+QXYoFSpeJBS<4WIA2;z#F9KMF3!Y zSA5MgkzmVnFZdB`5#@*|EVU1eSfHyZyA8Fvgq&>PPmZB43Ta$fZbP$*66G9aKK20q6n)mTm z>f0DItS+(|?#mAa@Jw#1`zYj!*LK8X$1)5Bn|;!XTYMW4Skft+w~@tdSq`>K=#b@l z1FtlOp8g`TaRT%P=^{^;QiT-Z44E!GGl?NmQ+r0Ciy75L6o#RUIp;M4dV2Mx_gAKx z<77kzPR2N2JYG$2{ID6fi2ozwuw!XS-8t_3F&*xpicnQKYWEeO6Sb|~3e{-cCjeGH zLI-q*yf9d6-xe`xRH@}~-1}+-(Pyt%-1^yVfh6X3&Msw8EDNQcT@D2b^t}M7U(!LP zh;Q&H$_$byUe$Nus*{}DLIz=WWTY#*g(wV?H@xMg21aKT1(>j*gUc26a(6_lG2;%V znBSAuC0TsQct&oK5^%o

    ogMQ2a&x_q5}qR9?F^vKG7uUaH?IksVO4hJ9M_1uP^e%e4p;=b|z^fY_l-w|1EXEt#8H&+~-wHESXg@W*)) zx^3dGU)D{2rox6&aVMljtj5c8*sjmdLp21&jFLpnyK0I1qt`GA5L6Dy@&wq>_#D^!>_>Hx_cr9RR@$XFx#o4pb(ceyoT5jLmtW~ z=Kh39W+H?;oOp!bb7yE8qvggzW#0qU=msIF+U| z00?!<M4|)nUrg`1 z&9Ry4OLJBY<&|$wvK}6@446_9To#|4pof!>52&L|4z{k)pDr8jVohvH7jQLjWX3O0 z0lnS*-5g&zQ4vN$X*QUcX3Q4F$MLfotKcR^TUgsx!2Jo&>1-F}yb0xbd)tUZl#zj@ z#c;(0oP^w>6+3_}a&+;6eyZ`tGr5lX>13OP%I!yk_F{)+thQ}1=Z4=VF4dJ+CIA}j z%os?6v&wy7_Z0$aP}@kMOj_(oqSxQ;+=%_9OS&Xee;Ee`A{p@Wz6h90E$4PpSwTZ} zJjuxUC=6XDAF7mxIo+NU{0Pdlg}_ zfl;kMF^=VcAukZVCiZ!U-XpCkndS`S1E+Q?3Qshf>KKSQzSa?Djnm}92X70*(tIK{ zV;cMmU=b+sbp$n_e$r!fmSd3eKm(hSfOH9S=*Ochl$L8=i%6T zp+Mk?Y_biejHUO~*_PC*83HEbEuwlYJ3)hnMmx#a2yYOUmdSvenBNf)Lsq=s(LM#w z4Li9tD+yt$e7qzIMVYvp!9FY@+!Ufb0<>VCGW*^i7O`}^Jj5!AcNe#ro2N4;baq`k z9%w=jVmOEqHIpzoqd$QJxI7RO_dT{Dbd1@1xPn0o-u4pAVU<_oulvR4wEfAF&{OJsh87bF9UaL9-?S&U}8r z1z|8?a>DL;D8oT|amI3?#$?Oj2m^%b77ST;cpQq!eQ<&syIampa0IX~Yhl{i4)l7I z-suHLLb|jYm@ds3wo>R&n}bA%ux-lPchY-*bxVice8MR)|JP&=t#8#%6TpL!D(`5k zlVFhC}s&en*$_KJ0zP5l1?ew2jX7kL-pW*IlW2;0KOY{*$a5sn} zq+$=MRiJhcP{TJC!bG^{JMuFoP>kai?$;AQlM9d`bSB8>JU7JecU1r(-&r@imk>tG z-0^{-|5JU^>9&>=dhR5hG-w9(Upq(=f`mdhl0&yN>d}b(vjRhs>-QQ}!-MKPqdOL8 zD%sq+bJiK~JWk>W3)O~BjWVn^0t zUFReatt&lMnz>$t%Yyu9irv1y?G4c#$7V#No;rCO!8nU@%s>e#V9McU!CXu{BHAN6 zLyj0VYOQ~sP^ zi)Fae6Nd!tp^1m_MQV-O^0G~|>PQ#)f<7T=zpXI>H%gQ%fB*#j{vkP}vouw5QaR|R zMxR`QlZ#u_*D`hD?$93YL3cfmMoCrHshSY(Nk-u^$i6O$W|eo`$CDd%NB@7QE1=E? z=#gHY18o0i9?L$Yh)J7zGr_HEk6N`BL%n#$=mltlWXF@<_X);$o z$#eLxi=_UlA0!L3d-G&}H8sDf`nlWwj3#y&0byJuzi-Lm)ZuW2NHdaYJ`h~5-88~v zLABt3M{=tT%zXnc-0Nk^N9&ZS0ao+B%Hs&_SvZf69j;=uL{%c+JNRPHq8XUa95=;E z)Al}Z=B@s>FC|tmxB1Bx@Yl0NR+vIBD4#r8K;nnt2Gs2h6e^`O=VK_T@E>iDo2bmp z&XC?uI{Bfawx2e&&k}_4mj0;WVxJ@Nk*YEcgv2{MPxL;QwWq-}V>PdL;~gu9nBCuh z_vrVu)roQ6ES2mhg?p>Z5=*bDLADKRZu$_sZsc%xaNTE{Zv@fIs!sQL?y5H4XzJ&d zqyorn^ruN9E^=W-Le#@u5X>bHaNv*8k3f4QRNX#c5aMrXU^QbYVJfqX&s-?gD(yEX z|KeNIb!5(w)%B$4KDzA#(mJxf48_mV7i!NP*oITC_f3HLsO=it>BD0L+lN7V&h zckos}S_XEA>7nuE`SIL#$u|8iG4?%G6v{G9y0yjdd^~Lb%f_H0(j6KOS*4>x?Wm{` zMlVZ7_AIa@N5<@5L{}<}{!v@uQ~9r5Rs{RgFEuXB!v-8*@YPQz9pyD3M7G~VR&ckD zB8=$KM0;0ydUS2`C!RdoPjQpA|(9cFKWOfPu(iBG~`G zyMuH*_)Lu8o+GHaE*tmzN2xtN(AcSP$mE)e%zk_ZY7j5~LqAv{55G3g%FV1JzrN`>t+!^rz^qkn%}&*I{5jbK3@(X6l&98U^27%JF+6)fUG8x-Yy8dII-&X5 zL4}m;Q=q~|PCRw5N_&l0DLgoeA}(BF|0e^LJXk%R(|foodwO-%qu46wlwC2B$RB9? zD;G!w97so*vwTuRQ9x_w-ja#X_*No@(OlBBu8o2zZEWk42T#!#aLH{FMQX|csI3#i zKQ}Nt+@UW9ID5QhUY?YhudgI>6A(usfh{Yv#(=i3iM}+940a-O0RufeF5mgVn%it@ zA$6*ctJg>hMfV9-Iw+*I>3aL+IBqUjdlyRGJ^gXMr`@<5fq>(YF$DD^e!Va7S7)iW zJ@T1{s4XUap9`>`ahw^}X`@a&0YF8ZWGs-SrRaXR&>8IVYE{!Ot&}3?hb24!nDq6? zHV2k0=l94y9~hAxLwqf-F9`q4h#r?V`5GspJKB<>lF^=>wmxoZdBH)$ln^-Gvn-#J-$$u{QiaK575F05CgUJXet!o_2*%w9OK{D7KZYR3Lb|oi~w8;8+E^E zt-$X<&DKETCkh{4Sx+hhaAT~9^4SWiFd@(GDC>ye?Gl(&;OE6HqM{8;x!qZ#i#WCN zdJr(r0XVSXcww-21~l>+`HmpZ#1?HU)kU;r7>cOkrx=?Njf}wFO^xE`{!cU$LzJPF zL#LnzRoMF}&b%?;XZ175v)1Xkt!(qZFWo>nvFHq(zl}Ix#({aiErh+XU}mnPHkSOg zJXP3fB@84pS#5i@AqhYH=-iM4MNb1!P~)f@Lo0OrVwGZ=eq?vVVB%am=JmRyD;M~0 zr_87>-xL}O(TS8y`698>5n8xx76szAs}VgZE8>8*6mrcS7H2MlGBFYW-#$pMs*HEX znpRV(YmIQx25DaP%@b)Ee;qVK)EuFD4`0%~-~eEaD@xWa`RF~y8mW5ux_z{gm-n6|{m1oH z>q*D&zy(f{Yf)}U@SY@dg5$8li|s*wcN`stM)L~^O&ns(!IrFH_Tg2NKcw4kCKtBC zL?0g%P~^ZK4CxauVZbm~PCGtLx@neMt1L!5>|PHrPC`1AlfJ=hw4g>hm|tne)X;xA z{?Qv>QBF7DT<@2F)c2tBY^cbyi|AC9}lBw;-K}~DcNw+%zR{aDy`$_$4uW? zSB>R#YKkD|98eQ5jsSn@DLV&^?*YRpy%Bnj=XIa+@Qjnt>eU&|D$~14$*UHr9PrDA z9chI@4_gP|nJY3t^{r5r0#zj9&ErZ-6r~*P9lvuuP5robNk-&bhq+eRc*{E06$skI@)xD)=+I-b%Z(-}`en zh`~@JDBz4|GsKNFL^zZ|1#EV+e@YBAyZE&a-R6fXMC?+k>g#cW7G?X;8n6e?cWuS* z39y9ejYSUt(Wx2w%6&YVjj`?9qe3yvg&=w#Zq75F>u^S4A5s082^UH6jMTJ>U2Szc zNm7@^U|d*giODz@#>)aVwJDeILj2fXEV zC&Uy!*AoKp%&jcq0Z>H3O@_t_gV;I8MEJEkE36kpe>Zd*8Fbl%;t&ZovVSMY?Q=tG z^_rga+&V7U{k^gNZ;t;KpHZREwK!BJeSh<*mECiXOty4%eW<5WL7W*TX|t&3P(b!u}K%cuuEbr7Xo;DZAS~3lQ&tO zON|?muY*lHd$h)O07O7A73|(9(-_lG(i*Yi=TwmbHOZbR3iL%EDD@YUAK&Zm9nWR867%rg#k!8@Wiz+>UW?7UN>qHtOnRxA4$kp#hO4kT~D2bR$Q_lLF^! z6$>fB$cP}Nlqc1q#J~J+TIXOjw^XD{Bo|E8B#8Ou{9a9W(fzm{TMvH?T?@} zTt-({TC?(;5ZNZsPUWdfQxJ4NDfrF!Gted=_!RpvBAwA#D`}HeAuvVWBc9pH1M^mO zO?EuR?G-M59GPXauVX&^+)=ScFah-WAg;R`merRi#_h~N`5Y2cdc`C+nI)#tZ zIDyC%81Owj@V3(FP}o46+v3A3KE4i|z7U~^w7K^oJwVbV*5dv3eS8`z?s0m(nowNBh{z}nyRmOj3R_M{pr99>gkgs%J zzFW4`UKT>I@{=|$ zS^!@gD8~$5pYn+}1MVq5keVbf+KaGgsd9*D&Uo;N8##CEeu<|_D@?nAT|-hwU}MmT z)L0jxO1b7-{I%Z`riE0;2pv~F4!$+&7KF6|GvX3SBF{NyOi*>nvAh3<{0I8(o&iCV9`MXBxku^(<*y44;n6ZJ&c219icJ7#cU(vicGpwE;3#^dEGTxc7-bxvlO%CYpO?n(t%i>=e*QjN)*dVI9tnD99m${gd^itdMiZ%F!?{&a zIB>u&{U9V2j)h9O+}!C>I!N)7QAqF&t=SnSYT$t6OR9zx`n9QJ0h%lHeFjzqxC-iVKHyQPz~?`i#RwEJ4!n^ zchZBYhXFwODAjyN6|yJAVo{XOi8(VOFd?%rzAYCd1?gBtoB|nz=_!_Od&~gWASMBZ zvl|DldvFR*bS{!AeRBO$04Gpd^I>9QWpJ(|G6&S0BvMa>Zc!1l7ikx#O8f_mDM-iU zvP#))1Q243v9|qGs<|YP(Ba`RX<`)+l{*DdM0ojVE6Ckm6)R?NEoEPFQERcm46;Fs z1499o2{$}(R}{%c2nB)o3yun=C+eUCA^8cFi8;wLQ3PC?)6N1x6yZD0)$wLD4s!GF zi?_#Dl+WwD41!&rgMjZCx1eu=?%p}r3k0auD=%;FySD+j0dz(hbHkk~Ub43(dzUJ& ze0}WlfT{Nco|m6}APJ`i@$L~44z_rdIddmQdLmZXo%>F`9Wdr7f!Ammlw8$XP=7!- z+|x!y9LmXNJmcPagxhb+Y1DU;Le3Op(A->qC-ErwpeOh4~v`r|4w~#x-u8k@IENrMfPUp zdl^Qq1V@9b4&aPKZ6%x;+T8dLtER#t>+nLO5DOoZ>u>MXzP|h2FIT?8VPs{K>xk2nQ~? z{(oa+32^(@G0>&GNbX=|2IB*jF${@*KjBG4RrS6DoyFYLZMq!+3;)*ao^k;JJbV!` zT?RglZvK4^w}aar)aLB$d9CP^5l^RNIz}F2SmY=Z|VcBRib7lo*?O^TUBumgQ#8pV$f&Ow3StvWQWr+AOx!+i;VE`wc%$e$yF36e<6F#7p0mm%wAe63dlSwZXNayR6-}|4C zS^XA@-+I>!nsosLlBbYB;LZb>>#M~jdOO8vXcP5POD@pD(V=ku33^kwCZfNwh*QOO zsackdT>!F^vzTAbC%=@vl{W=am7kM1t;H>)zfdb32hxGk^5c%>ru5ye(WA8c$VpYf z_F%`97K>Se?Sjs7qiZyZ_~fI&v@y$jk+ z%WwfQOh>(yU9I36bz4cW)2WMYS5g0_H--M)4M_yx`_+9dDHQA~T;o}n{3RcuJJ`KX zF>AcMAsZBmMa@mrmKq>#rop$rObq)QiT5;AM$Zslk&$%rA3TiPJVCZ|{svk@f?x?q zy8LW4FkLq*1znb9=swm_7|{EsNo*$pHtgG#rG?ltiT7Va>b)9Awr=5a@*$uNLKnI% z7Qhca`o+4{*cu*wOI-V_kTOku`hD|TdI%k2RfZ{s@(c9wmWigO=!AUAEKlOQfx3Xo|kLS>^d($hC^{U`*4cmBefYWu*>&xuu? z4sx43enQZ(2)D0{wf4CiG1vi^Vtt3XIfqL7dG=%NEP-*w&1b6HG$pm3NQg2iij{5Q zS&6mCl2uSOC}XlEfw9UgPO4hl>_vHR61sHUA$tnoQ;w8%9DWQ}wM=QRD8@T&_&3)b zj0$BgjF;4CsQ49f0X=goI|<*YZ+5sm@Nc0Dk44G)e9KevG_qoK>U;lICe}AAXhEWd zzT!9~%kJL?3a$R1FTwRO#=g`YM1GV!FRKd41bn8oC#MM)0Hvh*WnTa-F=Z!8N74e^ zfJwT{9MbSHZC_)_B<|VEZ@3pzmrk#l3!so19ZU64lrP()D79^1%x)MGhbjOOO%R8% zIOc^Zz?|MzEZC9XPh@EjPeE4t9AU^*V#4@I_zuL%!T9Cw6{2hLeB|&4Rf1aEY48LI1qm6 zpmy1h*#iaZ3* zbXy!&ERU?750~ac!zRr>xn2IYoY)%`2eSx^_S0lFbt2osRs|v}&fUH7jxj+uidi}8 zmwQywqy-@{Q#fA_kW^d(if1ei)*yr}I`p@G9VarpNq`8JfB9xiZd`~w5?JFMl?r@b zx|6i0^rbt50xI%uXMD8>29n~#a;ZJMEWZO)-PI>V3%2i=g2Hv>A)4&0=3rHylt8W& zy>rK9T83gwoLpV9RYOaA@l<^4)`@vG<{%lwg()lw=BVOZPN-|(7cSqxL0vrePvoCS zkR?2~DMp6#bjeuxqp{1|NP;Ui0QE>mOt~`RtnLh}=2Gr|bKxeV;GKHOqy-Fq_bMcF zmE`ic=Li7+#xqbSQE{eKoVBjPYbs9jzYet#1Dukt8q(d`0BQ^*-;rdu zY0$0Dr}`?2!wNgrIU)|hca_q`j72(B0t$)y6+Zm~>=A9N;FPc+*_{C_4E7|#{cLaF z(js32Z_W)b-%?_cC+*U>tvngioTc9rWMn>>rODQZ7&`Q%x%{PzoE4k1j>P6$GLUXOw-f#R`nP zJ>3XeCW;EZuqFE09iy`~1Dc)`Br+((dzP7iqwoQmzElssxK=JUmMz84CgEbURJqMh z7Cj;z#$l6peP?%hz(vQbQ6Cf_az<)>?e(Si4oU1WFIQCCG<_!{iW^wz%}n1(o_gRn zrDYAxy>0uoZl3+qy$I!0pG8c&hG5SRH=XW(g(=5^+*pG^jNXeYU1%G0(Zoj#i+!ohbh?X77{N|I z2U-BnITyMtigH+Ti^sxvZ= z)Khc85p=@Bg)m|t5jA#@piA{BhGasOZhEY>AO{sy|t}N(#s`a_fIXn z6^#j`z_msXKZ5G}CzgEBwgh7`SE=5X_z6CEhYx)rBvFVf{9d6AF3$+bgeO>+!H z&Y=4HyA?#SMVx6Ci>ntas4tw~cmDv0TF*>+Ap@y$}*cXgrk*dqz6|9HkzGtpSY_;(OsTL(O)u*&``5(TO8NIH%j`8>`g;Y8(jdgdwOPjkED@k3Bq*67G}hB>jwox6 z-n|k3dk2pu8TIJthzfzFB*EK*)REIvCoKy)4!UJd$xvf2Fb}^;W$4k8)#$*bY@1Ta z=j`%d;>NSe`Br3tJ!vW+-OI$@1(bF3fsdN6up`=HX5Sp8#NlY$9P3EQsS+iq7t1e* z*`-z#AMdmKg_)K~2|Jl3EikC7FIAdNk!Bb-<_a`(WmDAY#(2(fm(>Tw;Mx{r9NR$4?wHcCTU zkInHD)ro=#_H@0CQ3%CrRrz`w81@LrgfI#w5P=0%h_Vg$8JkvZM|2t#6X|=hZH#nZ zx+d7m4DwL@y8A{SgZASTfTOx|AUB`UR{j^sTR^+U)EFYt$Jmq>XZ?m3xWJvg7mF)7)gY9y`W1C!9T!tYM3A6+0NORuVss1@dw7s<^ZZCXX0e*mn)4AoJ8V_L z)rQ#9hZ1_)ne;pcT@hl@?{hp(m3faYRe2|SvL3iH|gDp_3;d>!bv$8n>6kjw*GmTHqECGJJKxp29Ep5cNfCy#c;a7OnJ^_E#y!gfCd#z1U3{BN} zq00fJAMql7`s7LjJ~|j!%+?BcCoPc+vW(HGH@Fh(P$Z8;t)ST+Rd38`bmldKw!|6a zz3Y<#G7wkwYk%7&Z?;!83P88bzLqEslGggzDaR|MJ?~|G@$D4Ax~0|@diZ3Eu3>_MTzd3J(z6AFfva`0 z{WE5c^8fEe!H=@BPr1dq?-2g8&BSY|^Hde&Ze4uQbjxn_x|Hu0t+Yf2rd zV-Bq2;U*oaZ*A%!ze_*S|L~ztcn}VnJwNlPYc;dutDN%_45b?}n}}rHy!YUO9HGW~ z129Z75#vD9E1~+$dLqKJDlc|Frq){32iz9>D~{W^#DFE2(!O`WO0~yX+;)}DKrOwF zO;`y6YQb;i**g_|XmOuU8VQq=UD+))<8COkCAGz`g7t<$EQgj~eVx+Nd^V3P0`US3 zLBsjGV~^E2tkDf#73I`|)0;d5f>|{Id~{;UA4VWZX*`0~(u55=7E~YAMH8uZ00tQ> z%`XcdpzSkd>Zs;rUEgO!7ya$zqa~YAt}{0yBjYWU?$k{DWvfa8V4E5x;OoinA8BNw zT188G@4AIDBqnVc)>_#SUwW~$;mN~r+&duL9zVqk`sqH`=%z5vc?#mwz#&Yq9llNjBagFPr^QE?tR z|Np~eKmqQR%BrP$J(>`rxs$(D=;3t%7PJ^7g8iA*^TPrCGQ48nY)<0ygK8LXvr=W% z`XffwfN^w87pNtVW$Ay&M_^-&a3CN&0xN$*B`JgOo-?p#*>Cc^=)bwOGfu$q<%%^y z;Uc0PPs%6skXR&NZWTrpSZwCbr}U6_*&pchz{;n*(ax9Cz(xah9!!*S5Dl5KOo6lA zbpv!qb2+7qx1rZQX)5tQemy=^SL3+lh*mBcEo|Ax>{ax&C|dE0qYbU%%{+@p>f?8* z0FwIBQxY2xYD~FP(MGNva}QeR{_X$U6EBgwkkEKiRq%hI9$4BwSzq}ic0eoZ3VV~w zjy%%0+FxNF#)+u?8h|COG^KB(r#2u~Gl8 z80Y(V+!X8QZR`!PZb{$3CZp{5BC3*pJl!2W=vr4j%1yYUNMaf^=yVTfC{johbTtY%}L3WrL; zg5~5xJqO@xif;~}$)DcWXbkI&t}w^W$F_+Wiw+gPJd>5d>n!#qQ+f=qg8YDG@#F+e zX};w`U*Tq^W;y8%9dQrSYDu^BGNG)(~0Mq?j68+>_>ddEeTfC1RHu z)GWht=qL=H!Cm zhJGGMg*l3z$BM)aY?_ZpSNS>^VO+Y8bF%*F*>%_5rAWRI*(ECH%7_&;MMR6$fju%` z1ye9V#Fj52`i3aUvuf&da-t_d`W!Sk8;0+_nw;EtJrw;tJOMC89U@z;!7|3~plS}{ zmH;2X_8)5*#4F27g8rYVx5S4oc{xkSfmo`<$gd?=eO*2nx>f3I+&}hs{oj!_mb=QGL~b_vmz z;&%J9;iOCGly(;VFIZnH4Io4B#wWHgNs?Rwi#ibA&b^3=x53KbPmk1p?J>WFTqj}f zP$)q+XeC;-7J}ah;+%`%yZ|{s#=qp)EYp?v3gegX?!8`Tzri(i?WzDHSI4ew4bFHI!DGL{P)7#&>LUhLa6 zjmr7|qp))OOiqZNYBQHzf^K{mcCra)hN842+Sjx$sLHDg3k;43V{9FmCq^uWI{im3 zn0n$le`@TLhdDs$Eq83`WiCgoOY@iBO?b}F8q$x9QPz9R#Dw!=gF?nqG^P#4Fv$pY z@N~UO`OYYv!F3s^=Nn&d7)`)V7!^T@a&;z|r|m2p_sJ80%ZCcOgvJ)O7K~-u^pm4r zF!zha$_})+E+-)nWjjFf3LcGntumF^r6pBDGl-p}C z+W<*%uy+y*^Pvb3ewm@YbA&dk7L$sAEcjYRYd9krt;971yx#R13-t^Cj~$Oh#67sn ze0Qkm0iO2liVBX7q?jKjP*_}~L(PjmBie~ImnD$wE84rSLK0ufQKkG{vs3HY#tm5{ zybkJ{T^ZF?t_#F}43!UVhz+%1unm9tj)FkyeoeopMY|`hvm$2t`RcTAQ~3P{k24MV z0Uz8pQADzqW4$(1m`FuJmGkj}ar>{4I!ghl5ED6LJp|$i4oQ@=QVmTO8Eh7-^KM44R-k0SG{Kv+#iZjKh^5ArZ;)J<-2=l8CoAo9fZ?{^N7 zG(Ng^@&U%7pY66q8q4blonNnQSTZAfD7F|x}oU;{r#GBolSN1rd@nx(` z`3^LPLmvfG8ffr&&lR{(rKo*CefyzBoFhC`2%xiD$?`o!O+hh3RzOv_+&jC5WEbgS zcsZ(7ndd9jr2m-qPblZ0WO7GR#Kj{hk55+3neS z`sc zd>Uo~06p`6XN}dLf4|9dWa7^0v>eO~eBpj8g10r&>_pwsS}-AeXi9O)TaLyh;MFCn z+(V$L83kUWKWdb9VWfcasvl|2?v}Z!YoKllWm?x7oqt8mH~CEpxBq@jW)r6a@p^xH zBdZ5p=uZ@2`!ax6|AyMKJEWT^2fR2i2!7~ZD*D(C-Z(k?)q?P2BLpq~-yNaOoz9=n z=$s<@&Tn)gBp+YjPzLW-lauBReW`Pw=( zinj^ObUr9I7klFOcK2D2;ta+w*|%D__sBlC(lVERhK$Xz6CtZl3VqABS_6K4RsA-ey=H;j3qimrC(a&x>&B$$3Q60AFz~60^m;Ky zNnkG!BEZvV$@;sa?jv%`I07l}LN4!A%UlQpX}LZj@lYW_WceXybHgcLg#);0VsbR$ z2;GYq&B7Z21F{+W^1iwPp{>e0Ka|%)A-Z2y0Sv7z6aX{*@#<6O6IUwePW&{Dsvm2le59HXWHgth>ACM^Zg>7f_84g#4ZHG(m*Y2Mm`j zf}$!SS#Dr3RliIluVUm-m;H9Vt(e66wgzd8Tkf>gjqedbDl5LoaObA)WTD=l~n)fXgB z-_v3eK6dyQILMA)yToUb*VSu7+JpBG>#(hw1t);9vjX_%xpL{q> zXgx{jMqOlSUBoiB;1x*&RAeCm!NqXiRF8W&JMeFc# z7ZiDQfWdM?9DQt{9_$8Q)I9I)%fLaJT@wLlOG1w zYqPkKZ_Q(EKpmu@NibSr{)5@LwDSo#1n%N=?9o^hsg)P4270r^l*({<26M_32q{E1=nTztDl zl+GzF;OXSdjjANFpHoLs9K7*|_HB>Qh7&ZXxT0FX4%4bw&)l{&PX_CFi0i_$nv0t0 z&|34Ho)T-PJ=wxPWChVHpj4h7l();91mYX&41b9@OOSz?D6}bD&&VXIC^CZsL{|kA zoJOg^%1?tA?fg?0D7+qh4k`4oRIPaB#EdE_o(u{vic@_xXI^O(I#D9QZJvZ6xPX}E zTAfN)X!6t#EKdiyO@SG_X-QG%k=tQ#Ti6guiwk{rNiU^Ox+1z->%G z2ovC}oj&dNX`OD3W9*$;p!mx>U0V5AoW z1l&*hdJ{0L%#Z%YY*ru#%xI5p%w{Z&5^y0O?Vzu+40JBaq4$ zwpBzL0$@|n=5yH+sgwbz3F#a?wvsvx zq8LKIQg(JkH3AHjDneMWh=t?-q>ZIUaGPD(VAyD&5Qwwali&?;6?ZiF)-xv2C(bO} z0g9^OkqX0bx|_HtiAFyhhD7i=2{#g;6g@bd)2*yIh%dPZ_vS~Em-G(ZrBCaG_@waA z_;i+U|L-^F{=g3m8dYRm`b$!%OKBH4F~UegU#y6nev;Q>{r|A_+bTMD%La}iu^O4g z(3KKuVyWc8S?DYf(l9kxFEoy95nLvQ_E&dLk9!_6E2kMOF`xjbZjN3~1M%NQHc&~4 zxTAq7v7*v5{T+1YOE;Wl%CmIQ!F2E4xz$&zdpSXrV3NJUrK-E^5omYc_+E`iqf%LY zbEN)&dtX6$SU5q5x0@J9 z_in&-$VAgMR{FW27jKrk$47S2G!OImx5+Okk<)QSvYUaqVD5fiM2z-NWtc+vDqSzT zo(VR6ZRkfb%>!hmrRlzxc!mxmuCy9k!i)rm@`FD|eyHf|)6q{MgVv{~)-C+@=mOWX z&bgL+N?{yqOPX^;9-JE5S0vB*X@Vvk9u`R8_HvP^0koj|krO>v|E->4Yb>c-pDwz7 zq3gLYL5Eu|+;`I1Zf7V1W~y9R?%Z`fjX6AIZ7F(*wG7Cx*a=wCx6HssltAAG0>RtO z7)~f#3BzsRiZs5X+U|Xe?_~I9lOVN#V8{2a=n0{izHvNAOT{Gk&?!5nT;Qn|M9MnW zu-LA&M#FzNS4Trf%n~Y{JAWcmQ-CAgBdowK2L}NTN2Nt7cSp7;{ff5IgQmX&RpxE4 zd_pNma6u?W<@x7kWA8(9ol|s;-J@$uJPvRrf%8>ppv1Q>HUA~l|6_;4#n>b6tY zWY%Ep)HAYYwkeZGkbVQycJrg8@(Xy()lgT*XN=-UE`%DkhbjH24IdFxR@Z6;O_Mos=5JoY~pBEBxCjCMw z=5_X_MA+}>IpZG@RFRiT%J8tVHLEVzFc;ZFF)b#rUPoB&hv6as)Mf9?uy z!lu{$)1CTzTXA&nFs^d-5oB8JcbG2+N;@uYLE|eSLEAC_evbza55_m$xr~y|xb|)$ zUfk3FqaoLU8;-crIZig@mAYlo&MukvMQk}pmooK7d+aMW`dhwp0#@L?HAdiW(4#o) zk_=`H-K7=J5A@B%F0Q5wvWQQ0x=~TjI``{d-3)0~JYcr7y{7=p0<)ZX*n;A*B`%DV zr5`&7D9P4DR;Wx%)`)0fAc zHz=^3h2ro}Ba9UG$>G!54$wy~8?tiW-}Dp{7BaX{{+LlocM<+WaI_y5trmjdO*J`} z+`Uaxh|iPHqE_T(>!oKnpVW&6M%!}bOL(f2i#zG|@!*b(#{#T)rM0balCX%L6xfU+ zaU!C^wPcgiC0Ga>L)c!NPve))x_kX{50hv)wuvzj! zY6YJ{O1!GaJ%1~#srz|Xd{+x}I|DoYr+Q#D(22Izh>oyfI(OI)r!}EM7I{)IjRXO< zk56ZhW{|!tXPQ@|{~&@-Xu1-yKCNcm&$ z7#Cw8;OO7!9P~3(rn`n#n`j&1MG!P(ujMMIS6v~`xW$aDj5k%6Th8|YqauI%-NqxC zh90x34Vy%-T~LhH?D$TlXN%l=6W!l89`(0|GAY~~|Y&g-u z((}i?x{^L}(plvDDLA)~iMW1eB zQod&|+I6w9sjynwG8JG4CD#-HLnTKGe0~hW0OwyL(!mcfR@0e5(f^h5{~%h18{ei` zM&`f4CcH(D+ElXNW6{x3eQ721Y?C*(0k#PF(hIOk4(Y=cN@F0Wn=(J3QIh75(;zxk z+vfeCkc-Dz8EsqRaxnE*?*IFcq_#wo4^JusRl~EMS%$>bwvbW?q|fe8-+7gF`JT ziTb7?@c`fP(We56(R|57rH!Tb4wxGgTDtzZu`?p-YWL%#Y9RXYVv5(I+aX;qdv8iJ z|DiA`mseW^Zhcj#`~wTNnU`UUs-|C(bOzS{vya-~Qirgtr&4MMpf=)?lUq+!v(nA3 zUkR)^-X|%kd!)JjhX*0+SLiQCU_!taRI0y&`JHpjBqwR!;seSlTLBcnXn()fEp z_g5cn;YyA(RKP89_2|zPUs8gz2oX*mqW0?TiW_O_!ykmV0qo6n<1d7&5le$Y*HYVW zV~y5l^8+G|gSd`p>9M0@?rY9Jo9+Iz4=~5#=>7i zlKQFVtvS@Qg?#AWo+OvXyHspQMX?=0q$Dh&)Rjwm8y}=~JIQcTp5;3H4-ptP^cy5Q zT-2D&kBIW|4sgB=ietB+7ps_IbD!7*)4Q$J&b&N-%uxRQJbu^F)?ig^t*e#7hdu^i zQ=V~6J;z1QPc+3PSyf771{|@L8yUfi6atNwrluS+CSD(z@$#eWZ=T~;%GM+vS9Zfu z&gad>9kassx@sru+xQ;oT`P;0aT|PUZg(&-MnM{>$GD-*fp{SSR@OEs;ZNosNd?c+W6M!DV>r1zi&tL`Pw;ij*kWo0T&8@) z|89}Sh2;1oZBg=I6uG3r!hUM5{ntq&Cs_ky2<(3_?4PeXa;M*=&X}tYZOwujEBCf{ zQ>v3IaiQ<-L1@ayGW&sd=wwnhlyLgvz!wOW9TzX_P?btblpQL(rLpi-Q-$?jGW_?W z3n$+;C;#;YGS^u<{2Z_CSW*v;UC49v60ue^aABNVBP~0|o4adj2N$Ii=XR%XVu32T zU-_(YgvCh=n5vb%O4cKSJhDNhP5!P}s$ldlN9tn2G6}U%?bUr@ryHbrfcp~Z;{(}{ z?f_x~<_H87*Bh~ZgarG6Ea7PvOKG?P{*|(lxGdK{&PMir9h3{t`|i{d2hSM@I~Ki> zE|d8$Ozz0M1hRS4MAc$xE%wwc^+r(D6vM9D~7-bAO&B}IxXQ0@@4dmx&uX3G z-B1^r@p+)p@sf@mP26i|eD|hg8W|WoYi)iO-pAq>2(wc?zo`b>hfyk0f&qv~&NNeC zs;|Icq$NJicz-~cFX@Yum{8+>6Y5@CKFPLa1`l$>%Z{#+(joQ_HZ(-h?$os3B#a$_VuSekU9t~ab91zW4yo0K5_tN8X}2dclY`LKKS9B&2TrF zQdJj*K6C*cv`0;XBV&ogv#3RM`Vyn#Ly&$Ev1Ya*f(UxSt08b;7ygqMY-=On{Jybc zlz=J8+X5_AeYx^=1g@8@WXjSj%HsQlzWn#*P+Shc7H96*fxv*CQozG>MAq#jfk1AL zCQ;l!?4zLre0!$p@-CY_IA=4-CZk(1l)Fz{k}zwm@9d$9crrjkO_Gw~$WD*nBg+pg ze3%L$m3zzIbo&!(OR@sG$kYTR$~<4L!pyn7F>F{TBjrjzF)((-1x+XUljIOqz)YO_ zS`q5MKtxbmgyJj&E)C^*XyR2=E((X=W;R9HPOJ~k>I{>WxcZG!T zP-rt$zde}=i67>bn>u-hU)FS^!2V(=nWV15ug6MUMQg#$LN^LDE6^RrttG|J&WHQ>NwZ493&_ zw2Z@v0X2pMzK_K_kl7E3aqHqp)i_!;!l+h>={K<8Q9ZtN9<*ruzfLQVjboz2%nr-F z>pqUra2dUH6m+|5+ zUtAL{lzJidJYvSS(SEGkfAJ#TOTH_L54=HS)!S@0LD0e-ru7BtSl zghi){^pNEMh*8V%cdjbw!;#v93mP!?zmBzg-%+h}DyqN0N#AJZRyd`(q`N@>jB zEjUi^n8|wnq$v-pw$Xo`V)rhM0<&Atz4_QtnW9T3(i3$Uy7Q%uU*MGn_BOW@u*JJk z@s#*&ulCyZV#2zvYJ1ZK@i@ca6#m0u0N4XX;^U>*GNH!47kN9B(aD1-{;C)B+%i;9ro&R9xEhUzjzIBCfr$7Bk0x3o4g;B*9m&G0sb~=5h$76n8QK? z7QmLvB>)AX*zPi?NqKiB5IpSpo^z_m)&QPY`U-~LxaDaVW*8rlu%erYKP(d)VU(z6 z1iMMgh}Bp?-!D{X(hpY}0<8mD)d|S?O!^tRTeWE&M$Thc*!<~j9J2$-5r0$#X016H($KNd^0|7I7`6V<6SQlLd zphJfucQOMyG&HX&!w-^mm$s~V#1?fSVjh3Hs+?z+HXv_`|USW<`rZ9bUhV43@$Gp8Q^aZsPy2%A-&YN3?5p z>QQ1zS4`FF^HG6l=oMCK0G})9YFm&R|(qZrUZ>%OP*2yU6hkCZBtC_PVE3iRS)APpGMzr-AX*X9xVg9lHi7gkn1?qFM@#bBz_$!e=eH7F%CZ+b)ZIUs7 zPlYct8q!y%lol?3D$av=ls@;J9}>S-bYCGuDYtVCQ%rDkAh^I{gdQV20FJpZDzetf z0alBeV)T8`f3!#LSuLycZ7dlHGKvTrLIwb%xbK-$L`biXDe@et>iPy!A|&R`2kB{B z7c!a=K3+Zk|GD*qZO&z!Z>C)v1mHG z2Nl{0R>cGWXvN1jLXmWTf);s}l5FFd!eT0%Cw`q~M%tZvx^`_#SS+vHg5?7;nI{R> zvgV#yb@qAq9m@7u_KWU*SM29GL{INnk?mH_xrx=biETU5(yBi3t@#1%fV444gd)AV zlqDUW5R>n;YL^AmxEA?;8^!Es|*>2O8mISWBc}xpjLwTcPmIW|g8@ z$P$=ylY1mr=RXqIx)A{ufk0B}%RO~q1BIoOJ@$06v~Q}IZT_}Cb?Lh3iK$E}V}AA! zll65EIbqUJ^=4Cx%GHgRiDNDkj*6VdKA148U&clqyY(43`L26PSG+6)kb6vh`SvKS z`&P1{C=+iQW@YBP!bCR|GOTia;U-*f2Fi(2*U2& z*NiO!GqV3y67aDaAB75RXxZy5Ao1uTb+KA$$ev5vWp=0!eiC_5*r0jt=+vKAb3&Xl4p&!Y8NziN2XjBENm- zos1E3>;3XRx5T|#$1JzK!=>nI(rTvPGx_YEiNu>B2y*YHI@R}UUN8isjPw4~OcrMC zVlRR*ZaTz07M{p20(vSpna=LIn00|q33qll4-J70hECrD7*I2P;sEgvj-#l`Vli*h zGmqsXJv9c*dlCo^Gv#Q!&(bmJdt00a36x)tCOMm8rYKglT6;sQ+K0#IA)VuA;I*M6 z8zWQOdFja~bT=nT4$zxE{yt|vAKPnMs|Ac$$nR)d5%LvG&Z>%I8{ba83_poq^JC?8 zf53Wbt>zPw*8p~tBOn=~{B=3}U%c?l_v&VCnSFo@3ye$2as&x!j3VpJADf@GyFEhE z;i|WjQRjPLP9Ysw3f!2KeL`wg1wS%Jw_+%fkt-|thMY=m(lBmO9;3RbVB9asp_tKj z``(jk%A+c@1-V5@ZjQP7^-wKgf1u~OjHN**_x9%$uiKNzzw@DKVvQj=|cFjLgAY*-QkdpJsW*=&#j4qiC5qNxT^xP zsgm+Z1!ERepQ4x5F$21dWsnYxEYwn8{5c-=kgO4BS~*29K%pZYy|942iH|I{vxB(K zbOt84GNaqw{-1bf*#Vfd#Yk3oTj665MG;2v&g!XY#gHs-+L;fOD@9HMZfQGqP84BN zU3qi&S0g;zbi)uEZCE_iokzQb6$-fiPmp=qr~eh7U3(e0(@1&?TaEm3e4Kncp9st7 zDZT}_0DhP`L^e^qWuuzP)g1I?`d3RqN{}&)>dq>zjI&r;MEMlW&kMN*)iv*^E_;Ko zNq{6gl>eYYgC|t@5*q3sk;rb2#+8_U28L=uz5R2D%o20z;vMB2>`WU$7+#?2KZgdn zHZN{G%5ASZ{&g1KL`u~8jj?h1SCrG&tb>EKu~q@;P;`f7o#t>%@)ehz+OE5Ta8Dj+ zB)90PiGj_+tiT~0M~JKx1X(Dr?bm9^cVP<#DzS z3$QW)2-jCm(=yWDYdV^@HSTo6&FCW>i#o0%`RV&k`_+{W&yl(FTocj#FN>0Mkt47y z(H^M`WUTvXGLC7*6@Z_eV|Z6eo|=`LLq zF_<;3i_r0rA*p%YQuvYO6)Ft0Zrs01SBagCF{N}$)Z3OCmAqL6dv+1Cl7Y%A6@6uUx|9Lw3vGdQE4D#E{i@m5 z6@gxPwq(=<)BGWBnOkCX+s*?PakL;L%dM~+$w+1u%xL9s0~(J>Pk6Hnh~Cj2*}kg$ zZmnI~Z6D_V9pe`J^SFupNai{()0-()5P)tRPI6z%cAPj(G&{FrXZbk7de0>T49f32 z1RAWWh$U3DDW6z$2fSb!@+aG% zdq`<34cKFHelf4vc?{M=PUwmX_!53=D<2ew;u1=`r6>3Ehtzvs6UmDn6K0?fUr*{l zP9Ex?X-K*6mx6{|N7eUlf8@mTU%jn=N zl)XYf(9W;|Vw96$AO<9~kS+K*@)HQjIA-nUoBSuwdN#R4`{8gLvWrSoob}OTU}tOa zXRifeU^6X4IO!5oy$_2}1}2PVJw*f%BZ%04^H%vw_tne^JS(?h34NKj)qu$36Zcee z_pg0|3Z_XsC4-13S(zQ#I0UM27f|TVphscKfLDb$dnh4eC9tEt${t*%dN-#Ll$ufO zC=ENP5>`K=FwH|e@&i)(yu#CNy#Bqm{Fje_8xPR?c-?dH5Xo#iT4~pb(amIM9|DD7 z8Nj{9vURJnMUSGq;s4SF7oRuW=e`<6z0I(Y8R9;d8}H!{RA^Zy>5HVA1(HNV<||L zKczfe)rfKYl_tM7ym(&3YDCsf@H3HvF2KmtfF|6=__G9g#QuYXrF1H6l9x@F8iM+L zkiRDUT7vLOIS3g{O443{Ixl=j**E3PlXRw&BlG{wpFKt>57c=xR97rI^hntTKu@4; ztr9u17;uv_7AxOa%x08cyS|gqeUzEhjwSU$aJv-eBFiA_nJ;L<2DG%n=Q!nFHR;bR za=&T;MKFDjNwWm<3l&jTvlMzip>k78L#FF!qLAKbeDV;?nMms068_Gxl*nCS-K}{9 z;<`q=+{2-ukBq*|?@x)yPa7driRv{Yr8U|_#rX;$+{sfG7jQRo4bZH#6bAEzQi&1G z0TbJwa2X^@^|c(?D@n-I20fA8)8y|qvZ5BbL?WBh62mW5DssCZC}5t+P_apZbg`Z& za2nD8YLf=1HbQTGc`48T%boSpv!e0+8Hncl<`E@zev|V(SWp5YnKYV0__>8t&jc?K zx3cgvt7K%D*wYpT11e?GDj}aqZ6W!zAk5u_+nDL^#1FTF!RB+8ql!sMvpcp(=N;YU z=pH@fMU}u(hI-fr!wcPpf0@;EnB>Wd?ufI+KsF^UJ%+&gySXw=d@Zm16F*wz!=L4Lgzmx3RO&{G;n^} zwjC-Q^#(#bc{4RbWmJY6**UnZvd6TIhlnPaXZEMBBIM(>Q6sB$-reNfF^>zw1ud5^ z$$H=^1^i*O-w=UIX7-<*4=R07{kA z@W=x@EP)Qs@z|7d-yMtTGTvw3-S_H%meRs(y03!~y@C~r0n5U|6+tT*_r&3;eNN~% zRre=@+I_3%Jbg*ZX;SpjJJAFnI-eDZsflSSA5Mr`sV042Cpm2&3hlF0Ic!*vY;i!~ zrv94G*4QKRm_+}+$jO`9U$T*PJTi-<7xb?lkRCV~X&s9I)+J_S-zhdy32j^$!V=id z^D~C9YVtvT-h)Go=1c02x+u-cQj0#!KOJqVPF!*b=;5~1>b z!}H<^8U)U7P6&^JR?lF%F_TbIj*%kO9cP?`T@b2_O@=2`3A{>9A!>0Qpr`dmxFnLZE>VF8*^oNz?(0m>m zZ=%OIM#4%hCNDA+2eue;eBz{;PV0ySv7}&bK&qJ6%H*^ATRo8I6v;gHN z)24l}J>ZbkL`BD{sU3uRIEdx;)?9#>_^26ZV+00ogHeJc0`?z9bC*Bqf8rvz?ouQ*!} zV1Pa%)7={>UR~J91;*j!404%vErrXo2E?2`(I|>s(VVNeftIOwT;<0!JmQ31{C@F! zMS*)?mX-I{vxp5fG;7ST4cd2YBN3G!;54anCp-i$`rs6u0QMQ=ivl1Wqwk%A5D8=K zTa~6rGT!!jKj|*+4m5VkCQx)Ksx4By7^zOzKtQc)_s6*`^g8M<^;R-1?2wsx2UA>S zx+F~T+N*ppZwpopYBXztGenOgf4NFVs9Rc%vRD=N26HrQSV>_jeO*&oNRlZXLdHzC zPg+(__~aeokmL$bA71bDry&F&a}~ms z()Zxq`%fhh)*L-rixQV z2My-=Ym!&pp{Op?KFW7>@_~zMwIoASo3eCF!K;@*&pH+8XE$`k5#Pp_A_U<80OP`F zXMQzZbgUp{NoT^bFlo#Rpihs)Pnc!irtBEg$ z|2dGTgu>ZJ0#y4PCEkq@PtjCOiB5DyUQ?{3qi$hE)-koc2@s%8z`?Oi2d5`ux8A zM|tMNe9}o@DWio4sn~UKVtwYZi6-T5XnyJfwLRVRNeV|MUt zJ!2y#8j>Sl$xN@#c3?!!wejyyMTX9sD;ULWqa^jlgU;GYBPLMl>3Df()#Gw0*dEi{ z&0X*!UsC1IZVZ*^mcYvZ(qRDa_}eXn9Y3qnSdsLHQGD7xR6gvU1|F+qlPM?5Yu?tc zFUW`dgLj8|B|vw%V=ofX(x$>cXWnJ-N(3~AOC5vDI6E*9X9okpRpwReuNp8w+-0EI zdKhRP4}vRf2l_&U`X$X=g_EP%YwrakFHZA1p@Yk-c*3~6VL~h(*PCH-OtJM2KE9&U zv!OuLI;gymzSpN(SI@Sj`X;mB31L0v=R>MaSfdjYA$Pv6*={1{=cN2gM|D3cf1EwC zvo|U*LD}$Un&enRgHcSbOm5?tN@gku-jG#zkl!3Vr&!BEJi41o(58~EZwt->j}LZl zG2~1GvK}Uuu?6(nis@_#a-~^>eWd)vuqv)!hbA@@(@~v`)1{W>F8@+SQZnPQU_bJo zd(I|3`#BKs;9RokGMPhFl5#@5+pp1UiF5^Jy)pL5WByGQtgQXPRv9LcL-bKMrYL^zseR( zHU3eC{Ub>po&|0a`Rx-|f@v|)J9!^m5ASr$Y-*m)E~4q9chy=Me&dS;rETP}f{Ol- zQPq6Nd{Z)Nv6ECJ}HQbdE5Ob3hm*Iz+P( zrqF~LZVq#EF3&&t$$~!IfWpGiH}}D4CHX(1Li9}RuNCjs+9}RK!eVSkM;Kq(^}E~o zFmqpn)lYLD@MaGn?+|^o)9!lf*pE~Qq3~nw)*C5BXWJz-vh>3_-Qk)=^<{c)PnmZC zmG!Z$t>ZOnF#R8pB+0GEfj=qir0201nS(>w3Gi{WUZ*J_$endN4=9=Qua5mAuaL-k z4whjf_o~I99!9{F@E$TTueH@OomqlaGf$3+hh_l_&zpX#(|#p^4qZUrW11WIBm<|Z z3U{Y99x0;TOh_n}b|Vwe``GHU`+8BOzhL?zF+=RmT;YCZ<|2xqb89r2_I$;EQhETi zd2-k)%D;)kgIS8O-oI}xGbVrO32?QvycegARg8*NU%PWC;ETSrQ>6P=5!-9NSAd~8 zgJ58=o@!K##EIDc?-_ceD0gC@oFM-tB|s1^=^ee~JUHah8B&c%KJX@E1Al)Xn+0^L zPND4{L2|RnaoS7yygde^nA!!F1Afub9bB~+))YqC``jU83IMLzaVW+-hheD0RywLb z`0|O%ePfQU&Vds>68l4(*#8c5FR6{wcb$g70Ag*<*C_v|tz$>o5+Kc5n_4Fh=92~_ zljQd}tRHq{$6>!0IU>>QdsiGnQ^e9t<;&`5w}%@=v6x+d4lQ+$MslDBOjur819Sas z^Xlm21FQo@ZUT!wQgiQ=7(7+FF)ru-Pe(kz>3R26s7$RVeA~#lpxiXl?+iAI@#|hO zbRfYtA%K09%qPpz=5e=tBQpbuTi6OTv&;{gzX(n+7%{Hhd_{|u+&T!ocQfa9JuMnn z;Lp%l=gbHkBYDtI(qP-{%#2!LTdvy9(PCT+bTwYVY9;g*R1rj)1m`?vMLSjV1;1JD z!PkG^BybN}@jn>@stq%I)7GJ=TIKix4NqvD6GyU1lDwP8TAHK6L=Hr1#Ow(`OOASQ~e8K9|6qs&WPfH4&rEux|dSSn%aez6fno(gui5d-&& zLiAK7!axelOx|5&coKufP-huF5VN;moxJ3K)@g7qUK}HN4%E$qlD0+XQ%aw0^4|C) zjCP^>F2j_SVx3LvDq+KWF3SrCq?ZFj$#z%A&;H{$-aY4NH1YXZFqLkESxSA2k_QEM z;<9hlS87v?pgTGijI>dqqnH>Q0I_24-snnxUN>SJh6YSHDi~ZvC|AZHPzDyDj%_*= zaKs%pyKd~oxJPryyCHar?n%+0ibNi$B++D9j6>9LJH^tT*6RwU8d@OZ2uUgq07})8 zV03XCf#lPQG~MeAaC`l$QNqhCkkNM2a}l}qjF*WV`khUE9G1OaOi0245J%sC$nq%F zO;hJJG+J~3QR5@n$%Sn+O!xrC>Aa-I$*~Fj2t8`S1mLi#Pw1Q0_+{%f;*nQR9XJxa9<$Zy!m-H zE-Oo6=^--nVXsr8N3kqlb_q^Q{GBiHu!wjn@ZD1I!C<=Cfc+=HHz}P`V@03_T;9jW?~!zp9KG{h$);c~iWe zYw7ws%ZM_|#IlT*yX;qLj7Qr0d|~i?c9Xn54}%$#7t>i!SKG(9?qe&>gIU2Hah9eB z{TcWK zSV9mCH^beuO9@uBOb&=cJtb#bgT1zXQOp3%`JE+DnSBGG83rS@OKSL;2`iW-SK5v@ z(0HB_7PCnCv`@@<+OXaY3fv4uNo%dR>4R=x*iR3Dt2C6SAvAUc?>i>J6#bMnXwTCW zCtLXpi)1uS@S&hn6Rqo;RIAEo5|7C+21-bV-zvRImf^XYZ)pt?q?`Es`6tux{-hfG z8{`LD-F1OrWgT#rnoT7&Q}lAUP-!?Kex65IQ^>P5l&)m9a81C2oV*B9X7j@($kKJ~ z`taxx!s`Kp6+XF@4>m#%bg*9*#ka~*>kDzxD6DL+6m-)*b(=$^MWbP49^~)00e_mhHZmlXZCIfM_yl{b)V! z5QXxY&VO`oUnz*qYa%tR%d)oTPvN{0M>|@040fnU=#Ge5>R z+!u$8N+ zsEmcqC`n+8`Cr`#Km$r3)#%T-2%btwx^7BAXRK6l5Z2Bib|N;gAiV8zvKRE4g&_0UxR>ufcGttxT)EL{GL!gFJ(QrH_~h2> zF5EH7tS($y=E+1g^A|b5^~pCKBPLb&!b7v2CNUQd5N`^ z(H&g*flQG^Cj=t54{&S;i|qi3?STicliUK08lMd$VBLyfvA_QOa30~vn^C>+w;8RV zl`yE9y-_jX%DWF-0k(!TKQz!+kyB%Zs~D0che|GVC`#jYK`D}&HaW#dx(&)=SlM_R zZ_!@;dOics@my9H|9H1O_8P3*K5ULC(2d;Qs-KTzerQ9Fym3+Y2um`W*u_?zo>r${XTVuapH=pr54`*}7>~bg9%B<}A z@xhI2YFl5+o4if7eA-HT1Bcd%AU;yeg;VKi(#qDa{!L<`OAhL--G+5N!ttYIsm#_@ zLlK%Y>-5cBOO~sS=|OlIxhx06?CRk+fIS=1D)flqg@+vgk*oGQ1eC5Iix&2U6lKR~ z2cS*|HF*>twKMPFf+oViwQ(5_+Ans#X+KA4eP)+ zNch)-xcR^99Bd_qmbAQA_e{ofzVf6#8I>vKq)_g7YzwJ~>b|`xTzSu9;71N z$~T^lve~|Xh$zpFIq=_(Sa{*#vhWdJ3BI#{BlmJLbasu1=|)@J7}vvg^CRhXYZ>%H zuWft9ojuh>i`Oct0pj?p6+3SM)l|D*Q`@2&`6E`0mlyXn<@aFsJ)sdq7*0iNvzBUZ zAYiaC{AA=q^pcxZSxy%|s2D9i8B$j*b_%o8)b)+T*WN!^=QsEIP$=))b({^Gt+Q^T za@)i=Im{j zSfpIJ536;niNvQil;v*%jT)DQXbrw9SB+ca*CgJD;A*rV&fSk7qTPS% z!5RM)jTis!$Nio3T+`ucGfPF93a;*BrVPxqjD_}NeaVEV`=Puo2&`XnzEr)W@@;dy zO)HwlIa{iHX9ufd4FAy)^uYG?jnkk1+g!!gPk4)zjOvROXp@7%ie^+JWjQzv`LCW; zoA@3S3yWXNO&Gr3rdve8pkVwjKryklV)J?YhKQtc{`NW6WXNq@MJLt8FDaaN~wtL8e#SAo2l;JBmpxS;+zCH0F!ggmZ2$tX2)w9qi* zL7pgK0eD~A5D<`|Zh69NY|fSuegq};1zQa{jwDGv!5!x|l$XTifR){=wX(r#GU$z=OpmZN@GPF`%BQ5FUE$zq{+R~W8 z3{4f-s(q9LK-4xf(DSD}`qx@ay8;2KrH7)kzO zKz|t?qNRp?5&LuPHjcSM!nXq95G{%qxvhd>t}Ivnv_ zn1`)le4&gfCvk}eA=j#L1GhE@3BOG>f%1C3817yQ`|xN|#0yKM-cs@OsS1JS>Ce9jgxcFtXi4QJ&lFZA@>_4Zux(SCki0$Nt; zLv|07ljsj8ZuS0okQUgNVJ*a~T1P8abi}nwerexS)cZy$?gk+pGBw6}G|2ETQ z{3ly=z-NuuCOZq1HT|??)f+J-c*i6J4=>`>SA4`%zeYmhWrV->ZexfJ=hI$<3F*-_%vsjZ`e%HlNWgKNDJ zD}0XREFq*)sResroQuaJ*76jhQI9p65Fq;tGkxzNHBLbNj9*5!?NmM&!>}X{WDPCRc>ZaI1M`MM$xDAVH5v$y|H74+|A*|D1x`NHSF~D3Zu@=Vk z3ZovfPY=_DadV1(bwwVQ+CZ6PKqBNBRqhGBxaP=aJ#jr8IiiL6DHWkAwEV?_p_M9B z%qBMGe1g$Aqcilfb0*iS1C<2ueEwr=x;bmg#Lx7oU-d`LbX_>VsxQZ=lM1aiaoR6y z`LK4$&f(Q+{o0RA|IAqPZ&ST-7z9^@E{Fb~Yi<;6!ml)Q986dfmE0KTTmlx^=<$nL zsOG)bYw&hP>R`^?74T6nZISpNDZg~Cf~w2j>$+ZPU*4+Wxwz@l#BPceLA2tR^$W^^KXkXEq}FOd7G~53j96PemIU9X{O3IZ7M+KB)4q~d0E&xa!Uu4=AT8KmKtHiy| zzDsNEs+m79vUeD|sPycw2%hDZIy!eUQ}$4{qeRR?VyluhV8MjZ3o_Y~LCvOfOaU1q zZs5@7L3hLYP`6b5d8h$pWSyp0t(WCK^`<^71LB0*0!?F_qk`I%8+$>ifBcJ)JO;FU z4nlC+W9oUgx$P;C004!>bLOg0sF$CMOg?A`-0uClovbnfMtV6Vk(DKd6Hy7_0@rv~ z*}$f%vjU206z7li)I!#eRo2Pv+s0jOXr}lw#B`whc9r)!z&(O#9+9d<`?(i8I;l8| zG?iHBw%<~0iy(E3nVRgG0w~C3d{rI_^CFc$c^nz1QQx`PdR844W4iS@S@XYxK6TN7 z;?m=|x%({WUAEZRcaISUNcWzX&^BY_6VRG`;9?4Cc2RY+10}jwbX+>9L3&~p|GB^U z5aQKt_}Uk9LH=%$#48Tr<(GI(49!L&R|#{a_p6Y0-Q{Q;o@PZ|s&^~P5>X_nF`?p0 ziT4a==s2tw9+SW$W%7$#!1eF`!_!4tAhzF^eNGN|dvL$Sz+la5yI%sxYY?Uoxe!)U zUg0sD0UN-0SITZ2B3SL-YVFaBURb2{*Cuc|#TE$PS^n1V-a)`UzoXbM#;p(DB=D9d znr@n) z*m+DD?5p|s+=ab(bC}nPwK{cWPFs2%*4NPItuVtdKn?Lo@*O7$C^1ftm=Z0IY8-wq zH^rYZf{6Pjr}C@0lJR$ejzb3!Z3mhh&+vJ`p9amw&vgDQlHJq03?Gk?_H2A`yhVzm zaD8bsl8$=ia0tcj_TyI*I0G0D^97W^y~^D(oPHj)sw?MJqV>&EC+|r!2C-mz>5k4Q zwf$})DU%OH=->Bff7QnQ;VMR}-S4;za&&G&XuBZ4`P`#*SfK#~lZ<`b7HV7`ze3ol zN-y=0v_P0}$x{4JAq9W9L>&Z3;qXx;%y4)H(ngx+np@RJXeeC8EnByDWAocQX(HDM zqCWP%cg@k6V(qk$`e9ty!>|6J#g6l14~-5n*i93M0uyg7sCtk*c=x%sB3y8VhR}7~ zyx=&oNduC)$QbzWsu1+FyM3S(VJ@Fm%F&IA7`8pNfd}~;_Map~w)>Ei1NMC*H)nS> z!jzN+nD9QHHi5ORDWfjm}2^*Wk|p+W0n3rKdKXVrQq99wekHDBQ7P}az8K4PMYHpP*UY_ zA(OaZD!iA&ME(HoU;$WL*QZ=`h0iHE*V(5Qtu0oV*bx+WC z1z(N-no)qCnw;z2$>Xd+pA9D=TkdhRGr<0psed}Rw2Uv;zC>Wsb!tiH<7Q)Aned;W zy0-wicPm#+q$FYW2iXgV2wbOoT~i5(tJ(u0P!CR;u>pE?p;aemK*QcJG<4}j6YXDG zy%hyE3y=r~bU8)sIrk0Y;QR(Uzi5gLMC6LNo=dKOgZKQlai!8s)?SW`LcIh|H&r6S z$l}51ZQ(1C{;3Irv-|uI+^~0)0hZLxJA_eP`Wxx{)V{?g?P=>Kr599)<+hJ}huQFA zRMT92O9H}ntXQe;Uh2M`0JrJWlZDAPKv65YUFm)1bRRaj zmd6_(n?_qMNo(7$es-pUw5_dGJGVx_B|Kafv=i<4fK(^}#n#b^31f;=QNx>3S!ho^RAFLGW5PIwSVD*R7o0(K}B5<7rU8z$JcK3$br;TpVEcRhf2 z)XoSiyo`uzW*Tjrw-=V~09q`r?X=YD8v0)9_JD1ori=zf$X;@Bjb@ll;z>mdp`2 zHhdAT6`70~^q~6pMK>XVmON!-5DECR+1pozEQxZ?YV;o9Vy}D@mE;3X?6= z3smno@3V2iAk!IdQ8+$knQ-Hf>jG#w=KyT`AVJFM8PJ35NtVlR*DP9W&EDW{v9v)8 z{`>;2UX{d{7cOJ%c`E@@a9u06fwNo)m3HA`!+H2}YtdH$Uw6BAgtrxqAn$%rmk^ep zRQ*A{poOCvGlr1A$z!Tn)jQRm-o9BI^q87~doD#euqjy|F3`vQqe4OGB~~6nh%TuR zOhVo)w*?0=WgS!AB^OtG@cnKveaU@Gz^8!l(K#jT6)=^AxUD4!7SF0FeO8_OK_u5W zm;DYMfAlUDPWq5~?l?W6VAMKU>aN{=eoAYv=iAT-&BTo*ZOxtk8C*^j)5H{Keh39* z$rxMAl`P~Pg*dG3mcxE7Z0+H#Y_*XQqPA~~Dq$8j@_4`NpH=u)I7T1*PGQ=_W90eq6i(c=C)IN9}r*5SB zL`UvK(f9@X-se^BJN9s*x84F9G?Z_S12{Q`pY{QP&Dhex^`Jg(modb%Y{!zhe5cTw zT{)woFLN&b^_3lp0PmE(JJg4Jr44)1%o8J4t(yC@KKRg!l^Nfw3JJX zu@85tY{Ym8lsa8R-df%dl3s%yi({GmJY=udga8TB@_LCxsT9FC>Ai#`$vzPadGLre zNmE1DS~YM#h+)D-TsTEzi2QnagpEjk$6p}a%#Xu&`7^zQK@(US5o0x}fZaz}Fe?3n z>J|$r5^-|EGJL=pCphJ)QRjs`%^Ezvkg3Sif=ER;iqz-+=OTS&QE< za$ZK~+AAz^EjSvAD%|+sSxrjnfXnN9(Ie?FlaSsWh~9!$ z;+(ZBa2;|uq;oCGt|p91IrQ$h(GURM6RxhTIuFw8MVZTfo8KB>x%EXRD#x!gBk>cEu!GjI!{`ly6?mj}or^9YC10U08yY$g6=>{9vz?pkdaT z?i4cU-o2YZLPcB#1XzKIcu*=7k*McCzhvSvUrvbStJlVN*c(CL7#5>hCMzBP0_Fm=CLCrO6|; zB%w*kyT&zo-SSOPU7Hq-Sby*>gs8dN#LWIB{?Rz#w8AgW_1NFvVR$)gNz|lno5W3B z(lGJx8@2zG0iF+I&zAyq`Ugz-_qez<|MS9rS`Q8czer2L&}e0`15Ow(@A=gH!E1%X zcuE=d@l&sLEW_Pl(tUL-uIUaN(pZwrhL1=llSp6|oKDT5W6&g;7jD+a_tXe>9JnPn zw{_At_@!%2j@Jw|hlbRvvOUdhDo=gy|?0@6j;W9nU6Tjg&N4Bv?M*i+z_x)PXyOIui6&I zf8CXjNboD!;H=B8#vt%LjnR6azo}Nhdu7+D1FnIFH6c;~%>F&CEdw0C2XP(+9Afl$ zQ(GIdo0qODanv+@akUT9w7`MD&!Gv`KDq`FXJKRTk#jNGEQ<&IWF+gx+o==u%TkV} z7n981g6AW3JUz{oMAJ1HY+~VoaVG~%g!`}l@W;4H-+Ldt&fZxSuB*rWonz`Q_Qcru68`n7e)XN}bL0~UQmUs_b*n^a)AIviT7MDi)pK3Os zlUEy~{Z_khv|w9dXEC)w;v|V&gPxPFlM-91G+1;Il?Zw#4*W@4Y;McOKv zMM2(}hV+o3mJt0s2P+?FA`NEpo?c7BI_O?G?%y{+1Q;B-+}tvv;x_M!_4fALiNH2* zvP+SvcLwSV3TFEK?R%`&u)kOaT(Mxgo1>Q~wG)IAo0vd$WBbhM#H381w$^XHioAR=cQZL2R%PHYv z$@p#spsU-C8olZxVvh>Jk!AA+&Nujr_4IriCx&S6@RJB z(ae11lRu<(Eu1;#V}^)L?&>4n3!$y`CC=_*rjuJ;+HLD%I~`cN^&RoC?KPu6qobuJ z3%A>K5LW`6IhZkZE6L&U?^_C(#^K)vVo?}mDZa;@5)^Pv;p!tFDeNqoc7ImhC<$JijeS|ckphL{I2DXTtCIN4n9;$rE9Jcs+aogxOUsN(3S+638JPxwCGCari3OQb7Kv|3Cr@Tg}okiP%7(kmGT7S z0r~YiO6r3^)twPUosH7=jB6?nOGqHE9k6MPft*UKj@{6npP3EyV3&VAa41iQxOl!Bm*9{abbLWmJqgwutEqWX`ij*~bX@V8EcmI;6cV8RgemW>M| z^4S>nb{F=F8}uj$Qp-p|@wun?$guAM!U?huHJ0KU8lZWxlztuvq__xAYJYR26GHnq z+q`&@%M--o`MtgK+_5eDF)7pR$?;Ba-(7Pn1565!=fg&;sb51I{DgcB+_KXb1#K%HMQHaV0ATDpBJu0Yjq#0&Z7?FIFC`E_BL!6RJm|f zPbc7UG`nL@Ym(2TK-I%NLifdDz7x)S=tRC0sGIbe3@u&=TNd+AK1Rtgr9#qsv0Y&e zuh_nka(YHi+CJ+yYD3MHsQOJkxY#>~*2ETK!nVLu#{ib#1jQT&so`wOt;8pFb`}g7 z2MO~BQp_NzM7yjdNE*{m&AQ9yBOO_68N`sU0l(_|dXE1P^D{^j@pq=Pm;2b!qlIws zqx8}kTecr>2M}B};huvDdo8~K1*X> z9c?}GJfraaK>063?g12VQ6z!rdL~mGhf$dlz@8V5$$r3|dP3Y$cS%+y>*C58$xM7c z+IeI$G&d?>m0h_Vq zP&Dm*)uaoo|fU$Ifm99hYfW#kC<2P!dpKE3tS>SFb^ zqodHZYD!eHtdR>jbB$-Gere!11RIAUSGQl|x?#TWuHO!@O7xHC=29;Gh`k7}s6aGd z*j)}iC@pIko6W5{@B9cNEvD!*eRi4i+GtJH&dc9=hhoa+-b?ll5~@B2<$&#>{=_ZK zwu))_GMBGElel;|GqL}T*ieLN57XELtcv_#E)M~Zw8ubjGnYDDsD8+c`4$oozc0D_ ze&Ey`YLlY#l(`a+c!bxt0}`BgHJQbt= z--kqL`&+q(#fdhFQ?`U#Uc^G%QIXF;$;Z#k360bvH?*DugtXp{0sD2f%&Mg_(o@ zEVIM|Jen*0Qdp(GE*#B@Huo;iXXg7bGrCs1tzR>&)_cy1)XBLaf zFX?cA>9&O@38&N%4;epq1Pu)?WMxC`LbD9&2a{*tJLU<#WSYXgge&vh?K+T$0pwCu ziJ1Aand*4q!Gie3c1dyHHLvgGtsm4~=32f<&ujmRhw;uZ3;-CwEN?zFcE{RPYxA$i zZ#{u~l{SCBuJT<54h4U~5nFrOVv#ieYNt<3hXOxh)nIydg03JD7xbBN5G%8wGc7=O zPdf4^IVs)m8aq0ZY;%LukpLhO9f$zwm2}03z*HJ|L+KB5k0>;s)HAl!N0qM$+#W*< z!RHa&h1$>y%J`jAxCeaPHnI1#CPhQ75?_ab)}XEr94b)}28j@c@0%IJZ-ttqdxiQ+ zsJC0I%`VU#XW1^7XQCj&vtyoZ6W;F5C`4IG965kQO9Xx^>FFHmUq>J-&3x|!Qfvmo zEVRy?Y%)8f(>=l$s!nSHl}S+Xi|`w0bXn&r%Iv!<&{Xc0sOnn=J0%dp>1gn9swgdM zt@N19%(i|26A37ZJmF-`(m#iOxk{kRrzDd=NZc!An2XH?$?zr(z!Ip_+|dXEKhfJX zapYOz)|8RRE*1gPQ&ZVHi%o+C;y@HlUB9a%CU-9krRG>3Ek1>gkRRpAGhe@A(utkR z>QSV~;s2^*qeQd0BwYwtj-$Rq@|etm3~p#-TGPAY1}=$Kt4hZkO|U1~$YJ^O3R?=g zGDK!_pGmn|s+%f@SF-)tV!Lpli1CMBC^ z>e?#?c1wg$T)xj~Cu@&%a4)_%ny?T^x8_Jywl*XZ%Y~YPFqeu9oN>+S4`Vv6o~2Xd z=_awRIF(gO2d?#FwhQXvDlgKJgsQuyyD83r{D(6WXG@tiqWE3k$5atD z;_=^JMVGm3EwQefm2=J>e8c#8ynL~}D2l8+mEx!~2+D-&$TkiwU@b84yC=`k+tgW@ ztgX{X7iQXCm(WuDp##PO^IzgF*?gKtyhjj&`bCya0n~E@c&@op3XUb5|LCpXf&_SG zmAw?G{5Abb+1(a$lpeC^PGYige#k`UKw+@AY@yxn&|%>r+2PR&+#0vVT`-#}8GWVwcHnLjU+Xt{_Mft_Qv<_x z^KPMF%mM(?7fTn%*L~tz<1iP}q4Ufj%ND0H5gPJt!;wEU{aJYGmWJ!vBi-h77E9H|Gg zH&VpE?K7|Yw_*y`+bBp7+(r66RF7K+HsXtLJYzy}B$6)uma8b*?87=al9CZ=pPX<8 zYPJ41cIia|lqgrsfwv{S9ZiGuUkGgxbF+7n*Ic^#?BIb)F)rIoT&8JH^W2_O55ZnA z489hxd=ATEc5Yop`HM-O;Q(&po8~ylN1=+lMvs<9Hmv@I$0dv}1ePv1-c?znwF6h)CZAjXF^T-*g;{3U|WigF=N#Gb{Wk^?0_9Dy}r~=WiGSO5&7CD@EjS1mGt#L<(R49 z%wv#6XIx^Dy+3IozZNnE@m%gL!Q#By4;yru*da>u6bSz!nPIyaJ(-d0x6>Tc)PuLE z+%0b;8U^fHqPcdkj?C)wgW=4<`c;Prtlq4IQKpZ1B??KTwauZsE|S{P7+Y;loNiVL zgLSva2_)aFqD`atsu{l~FE^&;|Kb=3ubx_qfS>=nGM*k5xtS{V2Z11b5kamJtb;kcGk%lI^|KN|;wzZDbdO{%-AnKu zvTYI$C1=iOvYRX)wBtY6JM;ngMSuj^&0#3?sS95t*=GTk4yL|bK4-~t5hGJLJU+5o z)%@24bGpb~|LhY_nz`whD;%vU`tK>utc*$f?sJbp+zYJiG0bs{9@QeiD{I4!rQqDD)`?Wj2SW;s>vWNj}ikC3_}<3#%k=!Z_=Au>M% zr26d`+zN%y<)R>jz&{Kv@I&i~^6FUxTDuKyt$fGZP;z10SLO`_>gsBB?y1LocBEC8 zhRhig>472f44d_h9ov=QSQ{t}J}K;S#+8uiWvZ${D4r{UIiUY=Pq1)uP7f$XV&Vec z)w&biE!jT>HRnRE&adgp1Nbj~DlY-o#*xzOJDP^fUE6)v)n8Oyg^4S{X~a4D& zqO#AKy@(e%ru^eMYIwJ8Wilub(t0oIRo5d^gtOGT!?U)C0J`xGoh)?HM%w zfO;b&b%(&pREoD2GS89M6DfOT*K?7~J-^e+I-rrS4N4}B;G<__yCF9-oOtj#TC04)U5+1AD* z>L)zl xs*Kt8nVn+M_B24ZhPFhTBJs4nWH%6?|y=R|Qj-0}-lntnpVR62FOE)92 zNc|1nbDSWR`fq`XH7G4`<4xc1v2Bh@ln z(CYAO)~AG81!ac;sGOvy*vMPPy;ETqU`N)|+fIb+a5Zl6Ni%3vNNjJ)7=+aD&jfzYDf zvH(Cg%dPAHsdEj?E=HgbPT=G3W6h+1PlR={)?Nrsw1h;|kYb_7Dp}@$v=eCh>=|%@ zJ~W;h-YK!xUC#>Mnk&k?IrDBHwH-F6aHBDe;CM%jf5sAM?9Y4ZnvOrQC%1%&iqi68 z5QMt!46j$s*!fCBjVQ&EKY#FL^10|8H=$tng$XZozh$O^-n?nei`Mms8+ZWy1h}1{0S$fGM&?qEI zAU_?$K12cggU_Z_?Up);PoMi|5|eF}gh0Q+ugdqK=0$Mlwed6VbaxH!*yPe~a45kR z?d<9PpF81`96tRf@Mw@cUQ+$sovRzB_^Ts&=BC`4{Tc)vr<)*1jN2PMPh&>q{Q|+Z z1}R_J;c=kTbkE&84cHK!|B{Ju-pvN(d^JK`?IHG-@2g8|wYKHLg;ry7rkmP|>G2Ek zb!wWLmCl!ziZn9C<16aaGNZKPXmdI*WssW#eNh~bLnibzw4RgnQcfr4h8t5_(mewV z%GQEI3MAzdy%eO%vmRzei&QN>c_&F`J(b9G(>e__$<}tEP!6=0-rRu@;MJRmFk+U# z55h*(iSnt%*B+lrw8}k#zwCs!pW)yKVQk_nV?ldgmU3a-==T=8y}_C~qY(k?8m%0~ zNRjz~jryW{^?H^bk3Zt63kI07whrg1_2G8j&wj%w<{nC7w3jV<+LX|tR3?S!qhOnx zVed_r9WM#uaYlv6^s2ZpS%&hF4D)4Qxr^i%I{ZkYoZ9A zuJ%LJj;8eG3zHDD57_+_w8_4G%OKhI*sZn{!*cJKoo=u1TfAWDw_&+IG{kcDs3}YP_EvYy4cl}CmUQ$h)?gy-;>pT0T#+k~N1}vt4c*oZ zuSDFh3{6>Vn#j3Pba@Vb5O<5gq9e5GnE$S0_6b=xCQ#!rqpzCwlpg5!`PGtf+vR^X z&VIv1uTq;(>qGsKxaDL;Hqj77;3ICw&fyg}m93GZ2BQ0ZKTd@KDsZ*F$8i7cu+xc8ovrhVIRJq@{e`+-f?wMNf)26%`&4G|- zT(+-rS{V46iOQPw)ZxXU3NU(#Z~tNti`b${k3O0Q*AI6Fy}{bAOUTQj{v&Z>2*3l&Nb!{hAbb zI@(n-lmsA;nf7G;dMOmhkXxb7#xntMNn@VR$#;5C#N=^(E^vjN>%%DZ4=rGud5qD< z#F%mvUwH86qS1vpKi%A^c}6ME^8iB@;4#e<3C2N6nhSa6#>`T}Am~c4}U(+OOMs_xe$r*PG91!h(OBc4d9)2CVkn@i43(QXG-;eSvWNSi2d1SEX zoi)n8%8E%mpEM(hWn!5+TEsSelJE%XvRh3J+EQy_ViCi$b+(oT%3oF<{adA9WuAU{ zB^`Kb{!M#Lj9CR1xxpD_t1!*9Ia!0pp0kJA_?ksn!oyFn)0d$iKM%KOY@ zEDVs8`O0!?s2DbD>wtoB@PgA7Ev4VH3|w+5y?i(tfN|}cUBe*02>jUFEd~W5rySK; z<{(-ofdF~MBA79u8%EFCH5y1}-|`{6)^mpA{n)x!aMUl~Xp8NXm!eVJxBS;~^=!&D zuDTf{C_q)R`$r+Dlz72(_`kKKIAWbUKF}P1ip5lh@a8Y_h;tkKTxQX@x-clWIVx#l zV_yHRUwGm?bFoz8&5&7;t&@) zb7c;g|E!Av8|~unN96BrAz*Ah|CZIxiN-x=VL`;`3c`*-S&X}pZVL$q!6q0=#jYui z$9_^-5H51-l%we4Z`%ffjl#3E$Jw#lMU9;eliWsX zCKQCO#`uK)YNPvXPq+pAs#8lnpPf`DY|9;u>Em>}{Uv2rQzVRpW%e!8!+!O(AW;G5 zM#k3I&Q;$(@4R-G<{4vrpgmK<=xk@QY8m>6FLJDh-JQa{9OOCpwwat1a9 z3I!ivCCl>{rV}h!)d$mul=}XY5+vsvHa8d68XANr2SIE6nCTd2#|6NAxiPOXjobDK zXH)nyy)b8m;mIc@w_uZ=)(>VA>ezj;mSDAZRcCeQjl^1xFDu8?M&5M7$1x+kKLu@g z^83j`(C9`CO^G-FkQSvvx3n{w*12w*m30s>_x~;-H9F@&_pgnDCy4c#wI0Xr(#_f}S+WvpcA~A5m@E;f$C2!F z1W7JqN1f^ShBvjRExqi2&>0H=_{3>!!K+L1$rjA9$d&c#{Hu>kl@X<0yICdZx?Asr z)??PftK!=!WwPx*5{*7Q*`#2NOvqoyOald|dhOVWR9IfW+^!B#1IA+Nd&r1VO^n32 zX`K)kA+}(c`09BY;SU5na~Mqsxl^A2mWr#1uH;R#qC%Y9v`dsj%~q)y5tO^H{P?rY zvfyQU@0ZzcHS$BCogaeJVsGp>j-zuepjCdGvE;~40hnh>Z=pB~`vO;gx_X?zK-jb- z;G1c(;D&50sJrF4&zGL^MgRJmZu8n?zX*G4UFcn?5JWi+7=n^;swzLa0R6(0MyyA( z#yxiJ(_dwVo3!#r4AEVqKF75hR^!Y=xiB3|QEuAdkF`Ag0X;C%mn$456RZ8F%ABan ziIM$YpF>o`;z2bUbYKx?wAvu>_zU?L zr7Wv_v4G;xFQDK*R{Hc7Q4+4WV)EJXg6A$?lz^RkY~Y(c8RyNNV@R!HeB|sxIV+W2 zF~-5simWMV0>h#BYOu&#{Nk-J!jg*9z?J)&mSfx z)^I}hPcJ_-QURS>04xv+A;Ec%kgo}5M__i!Nrt_b(i5mVJR&P59R(}v|5|HkDg;SS z*7pnAQa|{$Eds@-(#tCl3`6!~Ng$@acZS{55_e3x802B*P_qHy(aGRazMFgFga0yI zE@J3uQdsVABDfZSah`4j&oJ!4?n7~pu)AXr3E33tONUE#F$Jbf6J+mHL3)d?e7D0O z^F8_U{#&yjW{l_1K$LkKwrA5~$N0R(rBwM=l>nX7WnJZJ;B$#6k3B+Fim85bC08jr z*${Y_(jsA9*`1toL*3;9z`L+vy@eEfy>|78lPx-FzsgDk>^R~rgnyL{>Y&Vjw#=e4 zi?}%)@_`LHq`Ewn^q|a%Kb7$H#O%Lso)xmIt%OS4vl?X_*oWI72z8G2(m;AybH<_} zS24RMAOmUkzjf9O*p zzy~27+qy*c`r9}(=1Bs6iqYH5OF$2zg)48~=%ojXvsgp>&JFBgtp>VOhOXkvcY5Dh zXUb}B-j+e_(qowycC(zd2YZtoB%33m4_bkgH`V=~D(okE#fd@p(gU>4fb`0?H<&_C z2fuN#3kaY7L9u@7-{yzx_lY3%xf>%A)o)Q+1()B?;jOn_G$={8qxzp0_E$3`%$~V! zx3{eO&eE8WJQ86~BFV6F$;PDDdT^(CZlzdnV8T&+i()I@*w+nSc5tWDV zU*3`EPS?X&5#s5)?P1cvW{l<>5Qy2Uorbg>;>~J$V3zIvc7u`wDTcFq;PP+=7{$Dm zybK;CKOy-9LWiMeN+N>LaZm>~s-Kt)LV`oi{ewSyjX15R>IiX5qezrCNO*E!de zV}h#{FBegNyHp5yj`^?Il-JzWpN{+U7Qc9F|xv(nxsyMLzr{3Oj*}Y76x@% zc4&_K`R$;*Zl~@m4@T0af zif1c2c9z35T~ECy53FZ$0UW;^$uYFr2+LbK;ojj6`?|!nh(60nX3d>poXslWhe-zo zW?8|q50{-ZWe(Ph!}a_6Pj73T z!4)=w+ve;u#i*|X6!Z(bxrTIuRGm6R+P*a{+wDC7S3s!0lN;zW?}{Wse~--mtN1s1 z?aN+maQrNzD>}T03AX-}^iZ^Es-Po_&2##b*z(aX{9YwX3w6rR;&uYQ_98k_cQ0q_ zh4QpLH%9a|tlB4nXVMd(q(63;CK1ZaLId&nrO035I3}(P+^x((`8X-{wt~<`5iwe} zYJvo`g$Fpf3IXG?CI1p%EN@(IJ6Kwg)QeP=GB_;%+-_3qW)vy;kF@Ctf-Ni=^J5RA z7%a+Z9A0vR0Blv27sfG1Nn@rneRO%l$jS56&d*Y>jDHP3|MYOJZa2z>3f7+K^J+Ks ziBxDvTsIFTwe>ckrqXh9#xM7vK^<88qUk~m_;&rUc**! z>z2LLMdu?gsu!HDLu9dLKv61EOpce_b0lpGm-foox1mbgVp0o_@5_|o`Kohv zS(16e6541=pfh%EAmCM;i%6w?x$%`z4{=vrJgkBK`qP790!=6Xs`sHDCB{}ne2;kk z%SqBf)_*!edGxltLuGu2;YTo4SHj==pC(pqch+g70Ib|ZvNuLYSR&qT@H3Fgor@K? zlPc_zin}9&dRE3e?B{KCwkK0p&rf5v%EWqH-jat=S0@yKIL&$^IG7e-6yIOwrW_S{ zmzk(YtnZ~$t%Ff~lHgJ(*|3PXI0n&fe@WEpdj5jxvhfoiG~*}#Cn1K<5!h)-WA213 z)|?$bN*wa=WmsDlnJj&6TMAAqVXRNrE!G|B^GbPNIz&Zr#{`hv4#9a6l`+nNi@`sR z3wYl67tWYcM6*B)ku7Y2)!XdkAuy}SKA?p6dGiC!zyd85n54@4cR8V$G ztpVi1^&upSL~vaY4ZLIf2{M-ataO$TPPCv=Ms&hm({#$^S8H~K^uoSU$rs&^<=oG{ z0M?sPn(3&mDmlxGJzKq^D{#Yq_&R5{qp(uAU~THXvNo=R2G@%q1_bh*!QF(d&kGce zygK4nzy&TEen`zJ>Hx2!if~g{ANgP)+_6(cQbC10aJu@&u(g4>t-*nE8v zyqyv^AgqHDq)+t-CfDiX*_;#Qsnd`~)Kc3F$7G|VvVbbp@Y{*mA3A9F<7oNMdz8d~ zC4p~BLlC^lrv!n;7zVqfnTxR@P9%mhB3yjv189r|2^S5ZYRs|kwax42sGiJB6(jBVzT zu=z)``7Pc58M}Hh96Mi_b{y=5UG52c+HI!9fytRPsy`}ODNs*g$lvFH!k1|KKkj6_ z=1|uK)=7~T=)up7QSm?yY$P9=euuYBPAzxK+XPdBBK#{%@GF0`UX>hE1+pZoh5KvrySMk)w{iDqWHVA&GF&`kr%i0W}(H&`{C ztDjZ=VBORW(TgCApZt}F$v&X!Unu%W#gR|E$GJ6r*@9fiN{(z@!1Df_78h4=@ab)y zHJkl30eQ~)LqRHFaf`}E1o3nA6`_qR3}X?<$06T&&`_0!XX~yvHIEnS;8n1^DN`s% z{38%2xo&7cX21)Uzf!{?@Uw1r-tKO`ltNA*OoynqeB>7KBkIYcae@foe_ZGADvG>8 zIPF7c;~KfCDl4PGUI&e4kj%BIYKYLIJ-{KtH}G&Sssq&fq>Te$bh%oTxi8F%UAKfX zeJFK~5V1M3>Hu-?$pnDI;;X5si*%{h69KYa>;QBuOn2@vjMDB<1AElkSOau~W_A0C zF~!E{t>X8vwlosi_P(uG;y*a|AeTdc&p#~k3c4mq8R)BwzZq%ts&)`XR7@Ol%(G8yJ8LP{{^5_wx#OIQ5X@~L z1NIf%e~nqmT;Cp-_av!^|1Wsa2k-QZcVu-1;BHz7++x9h*I>1l`SWF5xqT8uy^Fh{v@v_;y0U1qcBoHEZvU7-em&Xzd|&zX-F)hAAz zkjcABy4O4VTn&`<9PRUBi{#Q9F$y;erj*B_1EKNb{4v(z{yQU5?^trQ`Eq5c@4_O= znp=rRT0Ux`U)+#)Hi}%mjwdpYyK(&S2X#=pnZ`)WshC@Wiu3XI*De+xwsQ1vQ0A$S zuOW)}N;!h8w%i!-@|vr6R%rHdTQeHARFCFW^Mw}*8rdtH573J5EZHinP(2!29?GLQ zoZLyveT;7O#c2;P_7}RfG*@JkWbb&0%hK37^ZVW(ina1VNl&H}N2Z;M`SAs) zw{F+48XO{MTo04Eg-nI5tiKI7-Nc&gnYMhTjlt5$1bZ@B*tzaoHuSu>WCFIWCOZQ| z$h`B-%-kvux|`h6#E`TtgLM3Biz~aRv|^WTzQN_&vQQ3|vM9<-x|q zgRV{PAs+X*7ZUyB3CGD{X!rycOQRE^hBjxNci?bDoD4+dbm+mJ;Dn6CD&;J~*5Mpp zM>2R^ddfxJe-H7{R5eR}~6&rjLy6 z6Z{wBY6YombZXua%Jhqj;X;PK7v3aCT4H!S60QrKEnK=yc&Bw;T3hUW_w)ru{=x7- z#JNi`YEsOzCTqt9L)5L9(RP++Ircvgw3op~L7&O4zwdWB6q7FW`8TSHN3AKtTg~I$ zF31sY+?mko`q-j?vmj(*j>@>-h}$YEvjKWNR2?hdB@Q%xd0(GHH z8F3=fox0XcyW+4!ZQzzI;wW80@MHdHosiL~heV8tv}r|Y<0l(zHw`rZQbE)N?m-_; zOz{fnV6Z?%wxGtkXsACb`a|Tyh9{phEHmZI5obma&}SCQvMt$ zkt8Id>(7_fw4C;kZmin0{P5H`Z!l_&NP7Rdm2Mk^civoNDKa$85}lL9rX$@u@AF&N zib7G7tQ*g+`TTeWNj`Twsrwa+O+t@^=x-etw@X7uS$_mkibu+0#ivHAY4(<2H$8tp zAIZdEYZwQaKT|9WI8?bzgleFYWosiwbg=|VCLeO#eto$(Oot2oDqe6&Jj`p;@kVF| z+E5#5vSj;CbGZH~$nOD(RIimsE0wBch&+{`s@q(y> zSbb+qg`xDsA!}#~yE0(e03hxKn2fjRhlLL)c)?(z+Ns79VS^C7Re6bYVzQoLJ5>-VQ<`_f(!8@BLzLnF5|_&1`*Wl9GWpEL3LQ&>@s0GL~?c z>h=JPt4dOEAZ3Ux*Fm11haVp&fBlY0B3$F;m$g{gfe2rTcU4y>wtDb zgdNISvXUstwU>T^vK@V_{_4j{`=+98R0ykGv*tQ<_1m#6137e3Q4wi2SrPnM|59mQ zg0PtAlsKl}SFW#sFT(HVE#kd1VVYkT?8-U4E)TN5*`;bD_1P{C(lqNWL;->s2<}EC z37Ky>q|SktZ?bA;X@m@C(xLosj7j*i&n$n2}d=n44KOSAN=SX*-Z;)BK;UknNO-m+JgJu4~*01%k1 z$roVzeKOAD+wD?I5Wxc|>`(v$-b(X{Zjdy0jg<E2!6^fdbpWCn!t(P8VTwhGxC8@3Z^K1JiWQ+;qY(v>0Q}Tp!S@ z7h`I?0k}IqxoxHhgHc^r6I-6(-0~=w#hE#x^frzpTOLH@1Pmzm>CnBJgezlwG^s`@S2 z^iiNSHSqP9gTzrPbTbkQe1r09k-{>ASxA!qyuE0GT#pCp?M>Tuxm~C}3}n3d1-5zL z3o~W!6cx@@f*X=JA3)FzCpv3MM4lfi`zS_;X<^Dt5~f|q{mGtdFt92Um$*#^Y6ER`vSsFf&8gR4tMwVu%=c+d z$2IrU@-E5$+D# z$x&`38#Yk8WiD0)sw*!mhc0&la%7>Wv-mC_+O(WQx z6FHnm$il%I6SHY{7f8JTJ9vW16|z4e-owQULb2^TLlOl734m;b!L_R=GASvM$u22ve+yO-yHrSd;7et}1VW;_&2$TOx8nc;R&*0r99_H`uak#Qm_ zXP59tI6I#pUiJV+y`h7!he9Hpup+T~fR16M=KNg?nH0=p$K3rjM*cyhy?Yw&N)cS# z+*nMPG{kTM3nmYQ#fvq;QI5!Y56)lMZSkpJ1F~F3Jqw^D%9tnQ^o-XLR!<5Y!t#!*V zM5nyK3+8XZ`!!b6D>xUm?ZYtzUAjAy6^H8nrqZTh@nn*>4UEvjzSCHAWZv|PlFR%< zpj~5qIz-$F4Ak?>tJnx#x{if^^r@~$2!2s~}=Rb(2 z_a3DAS|3rwM^M`k{DDOs&~?RC)gv(q8CW-~8gr9cWzYiC5GCNj=#=dls+)d>Q5n)U zJ-kTzvTOUb)LjNZ$up(}BB2Tm*!nhk1q37AciMk3UNkAa3m@DP2~n!!r=U`U)AdoONlA_i+_J!aE|SsJ{Y`4ber$r`GDD45w-sqicghK{ z@idn|>=oa1o5j&-Va_mFsk7=pxP!KfT(L2{+eTt^koyd1ZCEHeegD)b8OmmP*iaTm{hY45UYIzJ)N;cq1S~|DY{Ys)WnkE-FzQz*VM@LZb5x=eD9Scn zXS2cJYSdy_4OA%1v508eI%ryRAt~e~J=J4h)s9t!KqClq`yC-D9g(6pAHB+DePSs% zKtawJe*!-m)7qjRfQyq$rGtou#z3?pKrvX-4h17+AgrU=X>t8ahdQ%BGE6v)c0G32 zq>eZ@d|XshQWp(XRu94EN12B8)h+pD3kEs^JJZWLR4~9^0`NYR5mIUnL z%?TbBG&X>MqH3W42P=#+?Uh!1`A!VbzwE?~{G=NW*s4hQo7wOcX$@*2bBv;3%ng!w zEfP$;n!oAHEOD7F-+duuq+7j060QDLk*y&G6vPBAyEK0`LYXVeR39(*wb#b_1nix z@1laa7;`5+hCs|-ft%VYD~6bmr^fvLjF_@pn3%XH;$4WMbE01AVNY=cn>q!b0%pvrw0mA(l9)zG^gvKzr+_Y^mBRdh^7R{-c@&+% zYaxt-P`;aRKNjnF?OQ|>k^XAm*bh;YO~+k>Bgu#nO1c;(A1*%CpTJWcFs1SdQpPT5 zL0NJ|!H!;cRkNph)`GCYISXhO1UIpww{Tz8tXlp0wBV8#bvPUVtuia`3y|Na@iWl6 zxmpm89>kGP6d|Jt&s@KCGmzp%<26dpCSqxANQW@Ynx8I zDmSS4!|YElm;elMd%35aK-Z!ZURpCG!yBIfb0RsV1caqhn#Wz0Oh3U$<7toIls7k* zVDHT(na>k*R&u*PqIQ$w9v~}{p>a}`B*cYco3RQ5T%AJU=)BQH0G@iRF@i99+FeYb zkHHr?h4Ma9Uw+O7lyJ?orq~>tea-8FRK)zeWZpR%c8}R^3@NVW5i%x#HfSH z&+FJUIh3L@!kSrzx#5XpsTnu(_yM1Fv(6A=JEH#1H7}a+Z0-g-`}LIXGwc$Uu0`;x51e&ib zlT1l;824?L3X+P&-UhMkSpUk&K`p_N<4_EAEtO3oCN6{dB8ax$D3IM+-W3G%U67d4 z^zv-P4Q6DclcyxS=sT!1r^@ER$Ba$bPBb`M7r3wcx-3r@s=~5JW3T)tv*!EF4h+74nOL^|oKLRyw z_X7vpJ*vRL^zPuUxJ3zOf)>;!AASLaF7_Eg>4Iz$+%9CW@MGQB2Pdc)1SULTUy)(!RJ7ZAI@t6z0r%jY(n z&G;~)xly+(lZ;Jj*W!^o=TkoL|_qFGO$C$mN zKTk*YXG)*DvPFK5J-80phHC&cD@ua~7mY3_u^2;rm*Pk-)J|F4CkN zQzPl>XciD#`Gu2FV6r(}0v<^DVYL~tUfnWSBE|-TRaADG;JIF$7D+Bc=sIHc*3iEt;p8`f#)8ncZB<)wlbApKpl-FF4f?l-x7X z^HL%zdY642v5c4+?vmZ2)cp~#1rV0URUobdjqY;#=x`pkiVaYP!JQ)8POkWzUx!=T z6N;sX?_6#o|Z;%P>o0W${Txh1jeGAoi^wz@Zk?d)joY{q2VI7YTz? z2DB>ZmQ?pbA=%VuA6M9L>Kx+icE=nSPx1p-{Dz5cBM`b0b`CQ*`^(|}M?mC{qdi-u z%DF;|KqG{v86qFQNNc#-Ij?4K=7X^uCBhe_L>!9(tLFF>)V&Im-H~Af=3Q|xwGvwr z^E1~~IVIKXa{?x7dUofN?SMYC2I3TZSmZk!Zu>c=2U?ENGM@}OSJnde3y6RpzZD6z zH(7JAzM-8_{xTe_sYFYv)r)17GPY8@I3(#uxsZ5VGrX3_4p_hbJM-y-b`Ho}I`oD@ z6_GAEEf-ZSKKT4%0VZ^dhLcF#bi8b5CyS4hlb6`uiXQj}X?&aKCxxa|6?rjgn>ZX# z^*NN2d5sg>>%MFe?Y8z=PYbbNye){b=r|U6B7m8_7DqD7!R>zy!%KOC%BIbF_v-N3 z29B5?{>1?3FaN()uK8<#$^4-?C5GT8nJBu3DpswdeS%|>yl-ZQnr+Yn__Ii*`tj%O zL;aoch+R2rPaCn~?3->vc})xRnlmYTOz9mgR8DtDC)Synpr7w1R8T%bT~!5aSo`18o8T^N2w1H4)({o0Nb84(VVErcz9V^!Z&zB9-H)dqGV&JA?Y-BMK- z#jVmbMMl$x8~K`C3kx}=`l>Vo%hewpKD~ssH|e@GP5ZWl$j9uc4`;_%NZFyH3hG#C zeT6GZwDAmN`@g`tb`{Yo6WCF-!;k;RJ{x0R8wt))jg&vR>gI_SXT&AB$q4ag5eyYJ zBfAxj+9LX)hw45VnW$Y8$PKII<5zws*@9Eq@YgX3>as?{+Z9K`Mr8}MY%TW3Hu*VmWde6!*hJw-I=e> zUws~tIsIJeGb=**S{=)MJ+tsP0hZqt(r@3(>g|ICB3mWbQQz z@pj9IvUpq_zQ*g?ZvM$}#S|MA7i=ASrVJYm>#zePEVFz9k1mqg_Ed1OhWA57zw?3! zihiGkqqEp0VWL@xrm7AQX&S#i?J!&JQ334h^(Qlqdup9$&cV|hILXj3>?=@aPaKB8Z7vCFL@XF7zusLZg(4Nayr>KF#06#QLT@y zzpcujfJ;(At_FTOWwWB*Ta0nZ2lSs5Hk!9DB2Wyk)>mb`#}%a73JbpabX=DZyb8B+ z0VOO~Oq(zcNscdpGN>N%Ez))(>~8q>a6}X7&WRqA@>1YObS1TAfi0gA_ls3!g!#8g z2&h~8IByV_p-Zo?a94E=f7xwv+r_|!gl0|OjgPc0#E@5oJEen^wu6*$S`wb{J&3F} z*Hm9LhrzvPtZRAUQijuniLWs0lYY}MkwupVf{_q4rtR83-fmEYxc2fh0U0$>^p}bQ z7-=G(u1DN_5M+Q(@3s5`V{){;zIDeYbCffiEFpt2qPMCoK?N=7-0r}X?^0?P??-

    =LAYPL#rHA~hvgfrlfIxcwkCRX#ZLOKqft-Rg! zL786fc3eWqC3TY~No0*=#!7O~Op@0VLr%#i*diy!+Eca45OJbP-so;D3gezxJUyr8 zMz2(@=AROrzq;Vpd0-qkEQ{&`Viz~vy4Wgi9RO@m8aKf#f{@m-RX;$u)d&Cg3dN%By@mF zvC{7!X=ja0C$LM#Rt{-U4bp~ThoO_d{IO-@SR#j*Zoy?-eF`sVtJCq9j4IPIZUj%M zJcFN1-4kF;oR#8%@-^>mpYyTJYQ94N%8Zz*8=k$YlK|~t@%Ss) z=%s+dqFlA;(==o>>Wbf=xYXNBS;8q}#5SR`1;)FE)B35{3!x**q_OnJ2n828qIC0! zLeIo}FJf-v)uNr&*XEq2UxCIYZLg5<^FWBRn%ojhpUPnGZmxsFwp-VfRxHdDU{9+wpu^~={aRLAa(k>FNK~Xw%uU2EQ5|5~ z+-C}dN$F*V-6QNaI%l&I$#{v>FZ-#e9A;|)>MU6tE^ck9tnS(FH=%7W3}TMFVMJ@M5~IFbV$S@w z{?N=jJ#{+y{eokch0-&K^nk}p0;(+S&c&dLM_Z2wvE=(3d-umW+uSFF0+$f^2MoK= zcf1qzbs33+rcptVMMu#~mz0P@Vhwn}wzZ#zC?C%X*r)@bI-H0m!M!;>Nf!QAywq-nl6#5$S#u?6u^@m=@o4 z{h*`Qz6r-I1(Ocri%}EB8-^#g)GOw9jLpzciWog3ZK))Mw_(JhV7OBi3skbSlWUhh z-?x#XATc1w_gP3>MA{7SF)jhk)vAGm=CO#4p!ye+8tdZiBwIxLr#oxr7=RZBOsLqY z(04-c`D&I!MO6CS&)F=02b;Y|`j+(g_NBN?@?w#Rm@OO%SHW6_#$FOV z#q@ai^V6Rm?fhPygQ66!#yCo0sY*f0HV+KpaSDIM4!Pnsrhu?l zj;x;(b|)iQG|m|q%g+3C!blyLSmkB=c0j)Y& zT+oQ5{~89PzX1F=0TmtosOt3(eP01V}d&S;hhC`WX^HpRPy;iu{g^9 z+gv)8Q5;D#`xHk7iRq*DN#+c3c!oLjnJV_N+EfF;lUAD)%I&>TBO71j@{vxEG4f7n z{)eX#mi^NQGi%%q-(Fr1mz6cct94K^)!`OSrn@vty2zrM-P^7l@Aa!?EwPqxX9>n^ z?g&0Zm6ftM9Vh5GRH@Tsi-pP$-xz!ll!yB~aTr{MiE7~-bgGlX^mWxvBK79F(0M%2 zDr77r3gc(lOG+p60X}o*iZ*rkWEcXN2@hiu)(H-@GAEjyb^)LHSi*6$G%7exz|kvt z6ZWR8oMZfx^Xkt^y;mW(F~GFVqAc9P%PkF)d3>3i?-mp_RMzgqJ=ly<^rnxn1~h&zP@ zq-yq>@ArDFU1vhROw*CoAs~wFg_n_vP@SH2KEkwCjJ?Q9P{*F}pUHF@9TcXVrtvu= zc6q+45f^%HK|JNubS84{lQZ-CWfBQ=+|oZ;Dk1EME9GSJ3y4%>F$fkIzE_Qu5~jm; z)|@i-N#rZE9iVx|m?1;4(iarvz5o3NEq{6cGyoa&M7)velIHOZMokb!DZtAtW5aXL z$XRo0nFvQ-aX~(f!+hnC67Q`^inq{6+by*ozJ67b*flomirN;JM%*8iAco-<7`SI< z9)=zRz{q_2IhDrasbXYdh6e*wFImu&78Eh=p|MSE9;uv5xLKsNll?n%^J_YbMx+>AX7 z2MqS_sY=5{w(rb&07!7xCCfy32100Pi+><@h$pr<-}cEH&nmJQ;%84Q{;T>#A~4M> zI>`4Ftlo^Kh|mApip9i<8bqC@dFc4{Ra+K!P@Hb{p-Zd~m=mwVtPlXEvj*gZ{h&+m zX;MIgqhUw^bw0imTSvm5Q^Z9pG0($oHfd{wc2hRLi$Z@KvbeDHj+{V%0uA~~Icygj za>32kKciun{8wOU$oeP3n#A7tpjx)`qnAjp6W-m)xq&VV#RSe!5bosv=k_?M#oGZ< ziNiu2OBL0PllcV1Lg;!UHR0SJFtaXhFBGgJ(YFhOg@d8IBKUAWTXNX8m#H2=)s|Fw zI98m~SDju5^v4y^=buZN+7b2JCTe7MFZ|io_041yafa+t4eo^tgX=s6O)-I%qGK?J z1zE@a^W=D1>r~9P)0YE2CH9%`Jp04=uzB2f#dwWCNk+3$kVD0%V)`UQTyAdE{_XH) z3)VId3_!QGyQso%nLkeWtjUI9bMcaGI~25OuCt}K{NFf~S{)z(LUU$qQqf@j`doR@ zjA6$g&Nc*3R)P72yg8t~kP+NHE0d36(W5%^`)@Q0g(hk6kVv1zl;`tW77JRq;3eCs z%#%P;^ieVU*V9W4*_d?@lPMW1T=rBuQI{-P6`i|e`Q>pHIg`EP;#v)5Yar)G6Z1DgO|gg z*^ppah+&0`CO9{{iVtg?c7ysKV$keKcY!}Jo=Ya$l#gRJA{GJpMx-i;_)P*ShIva5 zS~~Z}5i@_XDfN!TbbzH==0PzN@3#BM29dt0*)o4E(399;gA^1e!7w!fsfJysp)~{# zm_I$`0dK|izBPDGy$VUI9h`ura$e?Cvl&FsNR%2?H#%rwoJvk$$2Ii=;`6}Opc8kt19?auOfQGSZn ztw!SkLY=f#h{SzyuC9IO;6nX{)a;{}cB_n2Lm^<6aX*I!X8K@2LmsHRT8jBGmU8$S zop)+Q6WmT#Lmelpi^f{FRC7e22?#DVNXwtLC}*zSQfGCK5Ab>j^-2L|#0@`jq{n!J zikOF0l({0|;xzbF**AkF1H>L>=r6(ijT()Ib(2i**?$M1Txx(3#*v@UG^;)RCiUDy zn%HnjypgU26Fzc^Cj(|;1zUyQiAhgq{1U?By$ZxVkCr*U?q9k%t3!1y2gLFZ=R3sM zR{&$`S+E~=459?)vSR6-*fl~YkSsZJnh~`WSq`z>C*!7*%luNQWw;l^e?`Lydrt#O zqdERfZpZCXzquU@RX9JqHvMpls$WBrexxu*bI%>T6$NZ%^U6`y-eJ0kIKcm+W+LbJ z-8;oye6*!i5Y5#jx~&ykz;D7;0}j-61*vLDXDmjOdaxUM2oaa(tFx$%_aU?vrLIjV zOk!#)k7tKU)+*^DCCt8&sAGlLgI1o>e$c_!OENR{l;J)bn010Nb*v!n?{JX)d;B){ zyt|11Rey3dX}PB3u0a>0XW|_mN6STjMa;Xlv6)rye0j||)*py6tLmqf=Q04Z!X939 zR98B=((Ews`XT32f|O+{X%|Vg@(|$4Kbg?M6K~6j3TN02JYPrN~2+P_c<6Y@|+ru^ETJzm! zuQp*@nzk5@Gy4;n<6K;-%w<5>>d5#0)Wi3o6L&4^iK0R1Gu-;9b4wbvF)gM=-w9@7 zB5bxwZZ}dqM>dP@tJ~OL_G7K@X-G$dZQ>n4&UbXd`k(zQ+lP=+G3I+m;fBz@r&_%OjH=T7@9F~xEzAiN*fWlIiw zK4jm+=sr{KGLyT?D^=^nwHOCo)-@J}6m~nDJ1ankujpLd>wP$-p9HI31gh$#LA~b@f%?Js)`vl4=3eU$;V{}L;7AgA#ysrq-M3;DPf&}W zxUoy6y+qe@;vJbt_g;F@3`%cK!uE_PI0=}H(veFqJ(QLxqs>uDY{t{hbY;q(g=}e4 z2|BJ+(h4dK%Iwudj?*qNI22-+Lr-y`WHt>w1?!cNB0jQWVTdZXf2o5gcU}r}QXEh6 z;Y)ZBFM%GSU^k$UJ|R=eVRjHp`)?E$*X8jlqyK9S;W$GaVf!zE*0p($+3cpLkit6k zQH<@XxQWl8;Cvgfbw7<8Vz94FY{ek9M)e@9zGDY~hn`?4fhKX-((>Sz%5A9eZr*aO zo5zI!BrheelZ3)J^JP9>dg36~Wi52m`Z-ndwXJaCV{al)Ls({Ji!b$fr2HND{yB|y&KL#+rGv$=fb@ zqzD3SX*X4+VA?IvK`6D7eG>h5lM>FhTUM0u8@-7p+iLNcH_3<|2$_NaLWgZWHTGKJ zZjU_Ch;r-hBxeJ}utgE&Z_?JQp`Z<uI3=vukYmqTB-nH! z$1+oc;wdOUC|thH-i^Tz1Tj4BQ-6KEJtmjYVjAcA)dmkOpX^|W>cjPUXcsO+Y-sd; ze_VuNgCY^@ROCFN2z7hMVwPVf6xGBQZYavfrS0ZjrjO2Ar6QsNw4QM#2tn-8K919e zMw(f>FoWpJXObbB%3~0H`v7QIX)ZvOoyQ|_Y+6JX!_a?<-|>*uzfY5}x6-n#=|JVL zz5;l}wn-YIOt+K?+$*1um0IIQO;x{(LMZ+p5o*8MR#t(S^?I?gFFJ7}>w1|xHpsWJ z-Htp8GXVHm)3T`3MsiL2Tiy{_h(U_OwqD0%u5L}b5470AxK$Pe>@;E3Ct71jRnbMx zL?X76vRf^<>r0Am9b!e{%k|^}6D7Rn>`t~%$v_Yqrrfrdia|LgX2o)JeQ(9D+uxNO zco8gqy5sioyL}Y=3PP*?F9vm2dZt_z;5uF7MwE*ta%bDBksHlkdCw#bk3Dz10f~^xj7f zFnnKJU17W9`hb(MRLB)Mfs}?>6Gmk`0}mAUFxdkKYur8<>~$cJ78eXwb4P2tL)Y z{p5U?zhkVlJ%KE0GSQ@Ij@YKJ6dJQF>qBm$Zg2=2??~|#b!mFY zLiCnKgT5{<6j^iky;Nte6{rGoZyB~qpxcryp*Ma&U}#`qW{OR6V~&MP0=ZTB@VxVX z5eQae-K8`_V0z}!?J4w0ZV!&Mhp&UulYDCbHH65QsQ(K4`uJs=P)dOC@i}l={QTA6Y?!~Wv|;@tM|zjn2*B& z$d(BH=f3zxNsmf^mpjBSg0I+BJ(~Qp?BJ_W5*uc z4g$pSjP@14h0_wMv*0U6x-$HdyoB0Mk2Mx`+gDx{TjQ4Xgmz7~OmP?rcf`^`wvRZo zB{2hV^$MgOa!Kk*1L?s19ruA9bUvl|njD~S)8zeNV&V|2CrXRaFnx|RA}aeeR2ZuO zX~0*#onS7+MMZ?IUuWxeS<0(k7e^bEVWb(OAr3#)hycZD9fWKiZ*r`aJ*=#lbzwnf zZ^p89C^HxMk;p)8$RpaFBj^^^O2 zX#=pV(>VzC=-=N4Zw-H0Sboz|mDPE=zgVJnM6_EWYlRt#kx{fApsil94ZIwYPiRBg z6*}tbI%b73;QIo-J!edlw@pocriwGQNDWymmOqDN6WZqOTJ%thhBnDdGZwLSumhkF z7zH|vXzFg86_lS%E+|bT4z*4wDA>U$z#?0Ox9>Mr;?M)PD@49j58^Ib!uCh|CoDkE zl;8s{z`j4^Lh~YnOCBe^tPQLsTxZ(*wZs23xYi%Y5BcG<2?R4d+C=|c4hehX(MavO zx8eSZEs?Q1JNxuuZFRW@{@UPz<~7f+Yb|)tTG@_abBPT0a3Ev0t2L;faSVy~3K~k=4bQx_Tdlp$L+$+#?; zMh%5NryQ3b#@$%iw6&Pqw6oaIq7PU>LScMZ9@^AoFT|)A*FL%?z+kQ^#qKN^M@~6N zpk)K1rr@BI4yDgDrL)Qk992b#+L_h>MnJj0IOrvc3hrSz_&bBsRq?H*W#b(0;9`cv ze4$)9E%WSs7Wo8928HeekHv=_VQDKx2cGOIJ|J@7;ulE@E(-hv9hz?dEljIL0N2tn_6e6EYLb+`7q_m zs4VPfbvBTjsX6_WVXfmFW;QHJsi?nzTa=`vE*ZdV?o=tB^6>gd`-`oqo}6Apqh$&v>l^!sUY z7na8~r(8Z*T-*BiVtd{=-6I1!kn$7Ii!kz5e!S+4dXNm&7?hCjO&qC|S!5@xZ29FF zhdPQMYd(R!MLcSiSlxr6jkQS~cj zbHiM#t3xue-E6s}0vSb#-?6w#W+@egw~Ux+NenCS2?jym((&vzcd49Xrd+15SEr6H zpt^7oY@5`#aGh|m`2^KuH#*^YpzB^&R25bW4*Z%*EaZ%d@vl&AcF)zGeBaK{na}m* zlCS6;fR$XrAjP$iTaa!gCHam+9J5%j2qdH#!EiACArV{jOo-?Vr|dPO3QM~2!o`h4 zoi}#Utweh5C~vR_t##DiKrt9GLGSe`d6yI`ShkkjugN~qN}`}Nk$^pQyJfzXeZzaX zv-u#1_6F9YQUB9oJ`>Y+|H!d?k^;y9W~AbkgJogKi4>^J$2gJ(`{y6=3MF$&X6u~Q z#DP$W?M?Q={zbv&b1!3zSo3DV9t2xXnblQ_{`Lx7#N+^c!kpaLgMAaso~ z0*-Bzz-h5RRQiA$r&w76{w_#t&T8OlC8!+S_ab;Ro7n9B@rIidJW}>4;Y}7q&zTC@ z1fDsuG%soF?s#u`xvl&mnX1U)CM$NgsX)+kpHNC<9U6D>zpf$URwLf{dz7;wg?jJ} zm@SbR9(dsf7VWJBzy~{L$oOaZxbO4&%wkz4$g_lV?FA)db~So-yO@uo`%^Q&<+nJ< zazR;m?kaR5E;>Z_QL>JeOh&Djl#tjMmxI|k==PJD1`GN7vM8?2H{+A=i0)Ub_1SdvOFsyjxYg(kFT{gu z2D&tAe2uIIlk{@S)<}edw^_9-qaO5EgG8A^bhiQF086EFM1!)^*YqPi-$NsMxaQy2 zX85a4yeMwMsgbqDya`A4&*gKQHxh3famX9b{BwE%P3$i$_f~v-`!PLC@j%T@HDAM2 zPsx?*#}m_C(~VbZ1PdS@c3UZ@x6rEs9DwzV5bFbnX!P;)qXSEw-#s}&9JcQqKSXQN z%S0+rQwPwOLIh~oLG(b%llY78XTQeFNm^iO0#l2TsK#d;X6A!HTXSvT?R%MbMtv$g z>QzW05T$bPOYVYE=v#0USpe2XV)P&{GM0ZCn7A4#zC_8>%p7yKkp_#3zDmak?7pe! z32CoLR^cx3NYA^|;gE;}=dNEcjXh`NbZ5q>6u-)t9m9BgdFi+*kI+UUE-#O+^1Kb8 zHq;Er`@BH3dn+t8Qy%$6K&q3{NA|04Y&>vR(ag|L&i9L+mVrH303rz_U#2FxMb&y? z*K<4i&KkzbxZ?)<)c;xt#$rif(AC7FysLg2fURyYbq?3^Zcgng`NKgZNN~EF6o2k; z+T|oowMQ{yg3h43jzjCsrXcog36_WepSoSJzpM(V@dxK^AByv7^VFP-CbXlU*PFG1 zzmC%s?;}V7xU{M?wm(_k1$KlEJ*DK;#VgN@%|LqXTsb&w6NVoRb;(>1I`6b zEZ$FLwdka2^C^&au;lh$xgYa^5NfY+piCi?YF}hhV_ILt-w{Soe!p^9@+kxWis2$kqB)a^|AnEy?+th_ss36d=?(3fZLMYhqi$&Y2SaT+p97DDrk_UvtC|7Yb?&Peu5%ya|oW&o~xhk~<= z+JbZnQB|62Rb96VPnq)rAn6gR{Fdj06fiL%en>ziJ2b4(j`ZC-;=awmLk+7^WK-h! zO+f4NOyNs~Htpddf`Mh&4kkF&qw@~2mF zcU@3Oi-W6@VbCA=QAooSWX~@dp#C1p^f3QshP0_~3%#w*q2MrNb8mQn8}@HXtu3%m z4}AoVF)bxbS)I;$K( zj9MDdk}th7Lb$wM0MB73R0l})|1u47G8*;>u)_gEQ(dCD6vniaV4$_;Lc^E6iMHHBz+jJfL&k?J!>n zTMDrA8lEmg;39sm(07(7lR%>Vg>fLJD|&SzJ=ie5kK?cuiN1Z8sm?p*TJGHdBWh~I z6lXlJY@U|+O+~pnvs1jPSXj~S;z+{M@6qzgRA2+X5@>HMprSAH|b1-*Jy1{pg zbJr8>tm7LIJs0l`3d>$jQoL5wMbb%tZoAY_M`D}2G%%y+wvUO}PlPnsQ?OJ-1ap1i zr66hcE3pK(3OZe48~Czc5|1stv`s!r|9A=Z3ijP$C8>6bF-_+aaD-<+oK4QEq=4}f zB(0e|L>TLtbgU(i(~yUTVZ~QgL?MVbd3oq0V9dy0M;uWbVsv9Xp?)BEw=U{~uW~oT z8^uHvHvoSbq^>!5r~@YzN+8(q5=O-GaQ&*6hoK#30yIkQr5PyK{GzZT@|T?lM^%DL5Y zZcUQ{4C>a!5;5;JJy9tq&atkp+%z5|vr7dWF7mz;B~NndYlny8jB9}ARQ<0HWLL}L z2TO#sae-vfI9}!_6IldP_Jtb+JCtGMCAVD42fu{bW{_;H0pm;hr$MVt2!SDDdyn}m zHhV?H6gW-D5@^4R*KS>(u9gTPqN$DlWq%iH$d8u0zCsWvJmVmcDfv_e6NwNE4v3|Ph{HnlH1yF^d?MYzJeNyF62836I1zWjV!ZsN^4syy zPKc-#tG@^GPdh~yFkja~z`>*rMBu!s-b%<%enV>KpK7U)2s4YEsT1~iROLVkpz&`~=X~#Dn62;dm!q81N=Fc;u!41r+n{83k z^X@NC<_I>G@p-G>rg|kst6pj~q7O8>OTc#rb9Z~%$sh9X(3qxzJ>`34BfY$O#I^FbeeW3$oZgq?!{@%5Ta+l0L`9j)=NW23DNv=R!9XbPC4^6xYtMvYZ&=jBS^;dk{Mz4vjCuRcITTFFd zts*uD0z6bPkv4C&io>B#5OoaKw;Ou86Jt@tm~Go4LnVuW6_p7A>~dpfb4(P)-2KEL z{1&AWjwCDLh$(p9TN?cwxe0G2qyx)HJI+@kxy&uwF;Day7Y88}p1VscW|h`(?cygU zd6k0c!DKn>O9$_o0Pi3tk(w~;-D4MjF+1#mljnMSB?p>@V~|YL+6=wbZJr@JM$g|d zg<<8d3G>yT%a)>i;=`?v)<@tutPY6;{AtOBX?C^=Ris{BSmwvAUAR8_U^pu#J_5+= zn$s}&=cKRfHs|16!L>}A$>!)id@m?|Q9;l%1x&?v`DDH7RoTtNCc2aG>)}kWcxn=l zs#W)72rD;1E4ta>MDlXx^ljbRWGbk-V%O;0+R~p0r;O;ytNNe{HYFwB%>V;fFfS!a z^b$rDM7B06oL?y#Fy3P<;L~2+{!tr1<84=gjsQ}@>E$^z{LzxgG-OTYWYKJmSyC3| zQsPjtZrE_M3abYSX~7V z*hqmQaSq5(1XzjwwxevxdN$sB>{8n+K0{(aM&RYn%Dhmpmst7r^rh;@16%1agfU-G zb^%51A$5wsxef>aAezBddjP^vT4J(&rH0ljUyqyb{WkY`f^K1=Ewi)t&8t}7LvqDC z|El#f_Xo50$vdcte^+8sfW+&{`vVG^ips(|eH6?Oa#39h{(#i1ye-*he>;CQ47##H zIPurb$`fK#%S1r}q(sl*>i6aDdg{Y51eKE)QOzA;EEz~l$7#rctHd@+`bnk6Sce#9 zET~sr?gePYnCT^>94ks_JC9wmYv-SyBU^=a;TxT~kQg9)xHa2d(m3-7cbA18!7zZsC=KQ)Gr#hP1m-3jcUM2Cw%-zsYtr8qA z`+Gl6F+>=uv-ZLf1(Z=m>ipvq!bAd_1T1gDVnT}3ChL$FT|nT-STZ%5w}z% z29g@sjGotWKZsA%&Ts1kKy|yzjlXM+Fhf(tbuJ%t0Gyz4w&&fYg%JNMa?i4$wFPs2 z>Xl&`-6|C}m)PMzyHk3gGlswcKM#Y$j=CtAV(y%%U)#CvoAfk-?G|>K$#HHzMt&7# z7?@5I?TtF40F#NBG-CmVU8;UM=}I<(zXqSB7YkVuO?qom74b;l7Yos&pwl7X|0A`O zpDWpUX1U$iZQjWufV7Bu{U0C8W7pHLdOX1zP&8rWD+dqtl6`+^N(@9cBx+_!yjK&r z(gnRR9!XmXjI`&h(DQ+i2!F)MK^j0`cRyvbKa_6ds8aDn4o>3 zFdW|#DZr_I`5SFE0EWA`$O1w8fue+C7Qp%8l}hv%nz?1%q2^2foJHfw6nROTsB!nP(-flnbkUQ32a$meIin3yk9o$R&;4G; z?J5p2R0@|T(v0-&ci}~GmH>0ca$_>!)y|1R$IK^I%U3r~H4ENkj(_J} z7rHku_}@>)C~j5@c|z(FD!`-j9G+LLbI|!%+0F;yltpvE$K~2Ml?{^7!4eUhrl_{b zaBlON;mUdhlpV(!-R3ytFpds|k$s5IUDm&*{^BRSAtcLbavekbEjlAhum{hziKmBr zDwo!GYwtO5;Bt_o$uw!?QhkOvL??3S9H`iXR%quCqkLnOVSWN^n*szFSOYeP#S%tO z7d?_c{jRZ?XK>f%o_%F1Ng&=Fm?g(Rko6>s@(tOzd`MI>1SJQxLI#ErxLPNmj0+tS zupU5Tx*r5oUi+hL&kiWnp#}iT!3*Z?+jLkCj}3AREdtLjT#+J6r2!rOvGCTYqXKR9 z_#=K9R9%4G$obI)FT%hndF7UAR~E@u!65d#D8yLl+i5YEwH5Uy$i)e)<1>B^zo>dm zy4ssnTR{e^LWzV3$3+?U%m#)8e6J}&SaZRBjuK2onzsUtI5*bb>U=`BOGycQ>7h=(iD%t^6wjzXB6zYgCC1mDKJ){!hDk051?6_1p6a9-o_Y# z&Q)t54p6zgRMG%(-J6zR^GLm%d0qzsgyY29p`N)gx{(pO#-;EYL*edA@*p8q2hWD?gPIaBx^Qt=iaRa zEdz0@;b9X5&PL!+91sWv5<{gjs#L0r@i^M3qA(BYO1D7H#<}3) z5F_*md&G^GSXa=+Ax!{C#F!*?4sKCHvL>H5ELho?s)wY{Adl@VB3k3q*T1oy(uXBk z7MyWYxfVEc!8w-Z3DV;tksoviOz}a{9zoe(poUOBylr=O`lO zgw=9_S$a_&;=&x9h8ajSi+p`BC&88z&|QrM>3s#`F~||s5BxO7+aTKHV>xaMdC{j`$*^ z*EL(q|7k5Rh@M@q@jqLg&@YBZ3}6pNPJSDB<`$0caRIu0`OrhB^C4=mFVmP^x_WkA zIPla7`l2o}Q8ZnmZ~K~g*+n+Fl?^wiDgv_beDTIekAC+RHPHuPoeK#2N94facwymq zQ5_!8H`iahaR+_ju3_y0=jaFdAFfLZ(GTVF%FWC9O`EadtxJQr_If@o$R8(%X$X0U zfk9cukS%Qv)!;zt<^#uXCc#OAq3;dnYYvF0>j7IOFta`+EY|y5NuPAhWGh`dCqd2D zp&lEtZS9qjbRK%@uxb=lmW-!&W8XGM zW2HGUjJNH$@k7TDbUmFVhfi*%fXW>fT!1Y5IY;}yXwpC<6k=-|oV_gfu)&K*5&BY7FZYG*Sr|7tukPjL#{BwIox%9Pb(OM*Y5ku0=%pPc4bRzPoX5?Q-Xmp69I zJ>h>o@WiG)VE;17c9JR%XhO!o71OskRS%*ka-~!l1e;~U8Iz8Qutvd~CB=ngH)VNO zY%oyoe(nLssz>98>A@xg{@g`I7f};nxNS|D*;YR7KN6}RuklFoAQIBOUk3qW5I9p@ zT~w1XUP7^esN4X4U-e4;hJ*VJT$x(^Ewlv8ivOENu^ZF7JWgFR@uAzMU_t|v{C$sb zo0QxFznBSUX!%aR zC@M>eIyM5onbYLew;xuFZECh0njEIM+ORi0RX)a$<<180`gct5bsfk~3Vgtb0T_v( zcm?pyp`I%&{qW9oV*&H-&~6rQYhE{(a-C^uMN)TzCgt9$2ml1G82OGxDTbH=(ixdZ z8m$>bOY$6hqTxpHDlE0bnMMPG&4osi;?HF z3cGK38joNqQ!nq$q_c9L^^QG0ZZkDeN;4cBBk&NgzxbEx>HOHJCAiFCX)aamB{U%u>R}&qY|IUTZ4f@=tmoUtW~yVSm*iK&q%GWSL+Ue}rp8b%c>S{Lf`r_V6m<8bo~-{dG54 z^2`evV9F<88rm#w=^u=2h5hAdTqgeI)gwklA~QdkJRLGAxw$Z&H=`srJb~cAFx|W& z?5Pk2cB^&U%(~yiZO%$wF6Dy%$GMObZ|uemGNQbM-RREqYonoYUSLD~&>WZnUQIRx z45VVF_kc8RN8nw)5PzXfuCff1otiGt<7`kAk`gqFHIBezpNJFxd5`nYiJ9i%H{(!+ zum>62pO2;WvapgfvF7t??f)-SH{69&a~%Y9_4COY7?4bd60Wq3NMpoy@7xBf(^(Yzg+1+GDNr zo3`lc&aMGfCM4qA-*umpH9}-0-5qp13H_JGE*d;ni9>_`dg?`QCG@URrl304fHj?h znD+#skROv`j~`O%(C@bYSD7cPk-Jh0`@C_JIzbcDsRK*n?$8d0onndkNU14!KfjF_ z3TVKB#)2}zZj&G4ig++0##E^5lX<6Mq@h{PHD>A4C7p1Yo>OslR(h?BH{Wd_2I<_c zlZl)4(CYmck@6XKaw;stFpb@48P;T`wK8CzXXX0SUZz-($2oU2d8C2lAyNN~kVxAR`~k2ts_oBr!i209)!4UNpfV+VvZ=IZ{9ocB_*S^af0 z{aq#@j3GLG4wL=%L$>jhWmfzHsksZ@{xLt*A7s>mLKNvrD$p2UJM3ahb>$}FRF4ah z2M_ptSRh0>9=ZDrL~UGLYJIYe*9Y2Eu1z$Rrx2*3{4ROQXECu6P3&N6GXb2r>I2j= z}%8MI3ohW?DVkF@*Do(S|3h0{NfOFPS9*DxNmDax^e9?AJJC7JMu4 z8iz%D?dz&d<)b;4(2x&Jz;p9s)nN4TlbbT7M1SF|VQ^svVG8%lI-fann-LjnE{9uYqq8y-kxj@Rs95-eqthrTOymX2D#%ijfh7bV@t6r3DkW=e$TDagJ zZ(w5WN!`z0RQ-$+tjshckq+1;YEzO;eCZU@WpKBkB_!Ce*vgfx+hE>A-#1YxBv5H}(quzGC31xA(?Rc=d&K@lLv{~gN0MFbbnFDbd zAn6cV89qMOw#aqj+o4Fy<;VCd` zVN`F&;>)PI@bhwj%a9)zJ51YePW5riAhMe_v&@ayLahmK7{=?3C^sjn6}Y7gCNFUG z%J>J~F1t^r=iyC!$WYH3dDm11HG7a9hkYCRfD!o}QMpD>1m}E3NPpdp&ZWiaE*xed z$ay#lpgl4p4zxOVCr4niNl4)mwyZT+1>RA&*ZazdVlm1$DV%*{eV#< zyZW_ydF4u#{YxHN3U`1lEy!?kMRZi)>%t6a#WJX;KkkTz?2QvsV%9WiS3bB6hK%@C zabiV%`Q397Hods}4{>s2G@S;d93h_bIkiBa(_?g$;_&OOi+!j?kuaMR&OPvsTD|sb zCx`lboexz0vbv@1At!F)?v<}uV%uTal#nCHXUrFh)KSs0fL4lvj2mZ&hB-BoZ!wez zTQ?tj>N1Vz+tjfzdk9-ls(K(dY!>&W)dQRkhdf{XiH{aq-hn#jHEb!4&{NQq?)bkE zV(6H>7LR118+!2c+|<-FHq7Vtx&CR*mD7Cf9W&KL*8548DzaR4IH@bAcmM;kqd;JW zEZ-C)wKOuKtEou5giFDK&HIi*_)lWeg;kdOK~z>0gi@m?7b);n#~2pnL*tUvCq(Yft!r-F%vH^Vag}6^e;e&Fa~vLZ7dE zO#6SNK=5bm)-k{V+(l^FN&)8e@Tbc7V3*ti@{gv3wMCU`koVI79nTPPcdL_Fa}u-o%6FzmukLT#+En6RwM6AQ@mk7!=_@9GaYgJ+ZC!i%*4q1 z*ln(LXCE=149}~v*(mBmz@B|aAvA46oM0E|!0VvINTGYeOzRJ!NEA^^nMh3nL;0$7 z7c~sBy(UArO;~opb7Qo5&Wc`p?~R8|L*uuo>>Nr^xH5!cFdFwUZ7&+$$Jo88_iV8P zlsIxVA1eE`*D>s!pLPbiZ=H&YVM6E;ME-oyf|*Ig@T;RTZZ^xj+^!%#10s+mb@eLI=7nugOf;KoldL_#@B zJW^VC^q->*N8oD(;LpqBIex&_W1NQDu6!g|T`zHHwrd?%GP92L^XB}NVx|^LG2iWo zpY`X8Bs{WL^>%6?F*7nwU6z=1^fR*?69(-qfozpTMolKKCqRPFRMFXuOD4}mULiF7 zG&XtWIrd5C%44^ep7aBg4{hVZ*=rH%f9RTSDsMJd+eN2KF;v@v_~-k*t?_TT^9g}PbL~WCe?vU>+?=hn$j%S>P{=vRN1^vE z`(+KBJX$@*5kGNU8T#4$S%yZEl5UqcFj-^O<)5x_EY2}A zvC@Zxr zgBWXHnhXPe&O~f21$;G5Z%BBwm1bIh;rh}t^7Q&BW2}er8Nkkiz(`|0=M^$7`EgQ1 ze6A@dfH^BBdq6N8{{{9RNlU)dq zoY|KkAg0Ga6mY`Z+cl5=UpubibE*_HRB^cVNoIaOCr;$m>e3u_Z%>h?j1MJOoc!}t zVX@ha6&n5l*qV9#nCKhQB7D#P#J4ByVgIKnwOnLOGireOazQgB{996U z{8E!S_$V`bK8}ESJcXh#MFOyKEo>e^bbJe{Lc}>d7Wxo(#+pQoOymnbU1P-3=OR^s zidcbZi{vRqSTzf!1rt=ej?Ylg%Az!4<0s-=>>se+{Vp5TUsx@Vj$T)A6>DYz+T?^S zJjEywM?rH|VyOo-8IU8h=?$=vvd;aQLBwv8**Qwcv;W&9ilDf2Ohq!GT(r9zG`_r) zVr^NSaAA6V>c|n&5llTc@po>M1qxkPy0P{|;A9d6HJUWK@Grp0gtzFxocYLv1nt>I&I(P zUGdTzyl|f?iE;JxNmMcsm#9UQo^t8577TgFqJ) zAlRqek7O`QY2C45(s2KT-gtVB*x|XR97@1xlc|tv9%eP;8-RJ+{lvc}WNK!=o~V6| z;_%X#9W!BlS=Z-2IR|dsp$$Ws&Kx49j^XCzzTWM~IM2(6+?`2}SgY-go2pZo=}hky znx##>{;e1q#GPy|Ope)IBHN=>M*(lAr!(0LSCR^v9l7};VwWEN7^vEi={HH9?Zapm zAU1~wqG6=^ds(>w#)^AMW)&lo(KDX(H+t8CX*(al=7&xGlA8hm&lMuA!0En z>A@96DF-RPd1fQxmjX;rv;dN->}8dhWnFScwpN^B;sZs3Cn^Uy+853uvEaI2>fjbN z{xzPB3+p3zX^es7MciT~yaiUZ<;av6=RCw5f^!jk*ZgT~;32ZaOK$g~!I^I=7h@;d ztr_L)nGaOu`cNUpe69t=ABTXzz03*aUyl&vq#NR0+$6Q}i~$7i%~w&%hV-$X>?e7U zUw7g9c8V5JU3L54%vNx+6}N>wbEf(;TxbLqVB$caet$3{PDijGoSMB(Xw34sk$cSH=}uOl)=I^iCO!!GwK zbrst%xyN1^~zt(mZHz%g*L03#l=z2OyNz^u6W<^FVWny<2|2GLTcb{ zRH%qaVwQ>aRHd!g)d+Bb0}r8wfuREo=ngf zB7Y(7Ay>8G+yGlL)uiVOFpT1TxPmW!bh4EC2q$S$LL_5U@}3=x*OSGV`X#$-@uKpf zv;25YQUw#RU~w1`KdD_y)A(5<9N)yy1$eV3@laCUxP>>{u)eIb9~wk~{W9L@9i{k4 z_2xU#XocG@A5RO8+6|bz^V*qRSj&u|@#U1GUdh?MP4XZ+AgB2mRREyhkhk=+OQAz; zU4tOU!?Y=-oetHy5aKBbTDjk-CW^$4SdFAMR3#*)bS6HEx9y(fhnLqC2#-|M$Twn) z;ZTAx>eTyq?q6#qh}Jz)aI*(@g6!|ir^qf;-~!EE(Y6n#t+=mk<$^=SP%pA?_iU67 zlh<;t)7<{?TXjaY9Aw!O$dJdBKr9>&af$Bc3_IzsTf@oy@6*CXpw+EQJSoxieq2%X z(P3`hq~ZLHZG*B#vFs49aV9zo71ppio*oF-yqb?T_uI%{J^Pp{aX{&=#1DN^0v&xc z!f8cHHQflZiaqfj{DSs!Ry!CXLCQdG!4&(MU~Xet*=RXhB0T~6oYQOg_7@XpFgzM~ zQT?~_6EhWXWFEWY+fKzKUEPxdj4K>w_`s!^l-h%x(+e9OsX&}a9wqTb5t%NYf-HQqt;-H_yV3!o7D?6fE9Mq`y#Sd=dv4LX zd;2N8aNRpLAvE;1<1_r@5!iU&e6?P%e=2p@FJU#LUylr4+PDl_%0(l)t^*1Z17zUf zzZAUtS-s@F3AEGol$TaKl}EZgyd{K z3s&LI1}6xXFR>9k;PKBlk}XXtFcZtEd#dvWJ+tW)Yj^wS)~1OB?RVif1l@Z~r;0yT z6Zds_kTfkjZ5Z;hQq7LpgwM*@-LPSZV+q0n3OJ$wj8b-bWnBOOYE&O7R^TDuUUHLIM1T5nsZlzHQ4r~=~xekiDv`{%^}|A85Z8kJDrVF48>{^Pso%X z&+7Wx8p%vO6sxzi;^5ZHC=cqjc~QKdMa^^5)Ts6G&qYDfRKyar?6em$06rTJ9Lp=( zJh&DW7Yk|LQRHIBC_k$au4GaU-a>%w_^HVcmfXg`c3a~7@P29Eh{q0o3Epj)(Q~ca zrq+XIntuU5?RJNR#fZl(QMZN+T``2zt)F~kLK8jyZEWe+bGxxeP5IMzPZ^~(t&61H zZ+cAy;7xmGWjDQ-p{(|9t0Jo&t`7kjQ4d`rLFuq+w0YP*v!KvPhsCem7|4!^)AFG3U>N2XH+|c8unWtQb;%h zDNZaZn(Gmivzkm}R~IZ=k*TlHPiqdxNfWFBgQlI$iZmYkjsJHoVi_;aDltQMTuBX* zHw~+=MGJ|GOB*|d4SoYg_R5ab@v5DP*{pFpWe{dMpBxR3bc1HGnm?^uv6>oVy>L<* zl>h~bPw3ei&SL8%`^cnRof8ipw@Pi9NXNkD-e|}J8WalClzie5ya05keN>v3QevF&wCaD+^SIF7k`6RA3H zJO6~N)bj9Fjm5Gl_%1cVfk`_t6ibaEj}IYGi} zSSA5f$vxSIGl84Sfb!+0o?v-16RVg@x$!f_|LWRO)y|;chK$XT@I|=>;69(crBtbb zCe?x91k6j?l*9H^Sqx9t>yGO|?(^AO1wdyi->7Fw-*mqoKx z9y5zg&png(wXKB&)1ir1cFF5`Gmoa|hpBX=L4rIYSi_|=@^Y1EejYQj@jj?oQ9|Yk zuB`1yAU$d%0eSE%VG_*BNL9Z zOG(6OsNpUkR_YEfMI@7F1UWjt6YXT}*ANcR=SDTeh){^2OLDZY`CgTwauccBj*6qZ zVS15IeIe#o^mr%~xl?ZSqlXVj+gW2SrM`tRj9Bt^SqRr6CnQ7U;0<3aFj3Hg#Q0p! zJE}O~5UR__wz+WuSg9)#YYq_w(i_bifp$&v$@yf@0C7$+mn9N-Hb`;4M zkx%{?hjHu4ov_LAs;&jpOY2RT#ELx2m8CH9pIrl0!X%w&Jk*gNz=z;#6iyaS6$NJj zcAK>l)hmKADbjAD+gZ-n6|g3p4xyzj1W>J~Ypoyyu3*k4L}Me|fWAb{J)%K0O`KuU zm*9~NI>9>L>D~-85S?*g1ExfmbIy&i6pyHm+;(z3SR#5R2%!h3HuMmJm zB&Zg+c9Jxnvwu^f;PZgR}f4oQZRQ6XH+Uolpqxo7iRns^2|zfG&eEj6wyx(;!=94biz@530ItZw)|MPrq} zpzIcDmX4~o#QC?@2-i-mBfFBImM6xA?yLXfG?X|aFa#>%H9ynUCi@M^0ww4%gDcLg z7(HazMDH&bff!p>OkIipu-J7C0JyWI??$pw&_X(GL-dv!`c(#KuV+sOa-SU!^=@Z%>?ZJgnMzc( zaP7o$c;GGN)7eia$PryMuXi%K@|(WoQVfG$BK4V86cWl;qW&Fo^piAy{3NR*@P$t- zTsZln-L1*RD1#qn1UtA$4;>=Z*(7~DsI=%eIGI;LN~9|q8^U-{SHYj(Zqb!0=ALN4DQPN=Qn^eLIJa#lFqM&x{@~cYolW_H#Sgaeu3b7JoKFWCC0BXos`~I8- zr%6VUWjeZ%I#Hq17Td`OjW3D+a3^Qqf>IR4-`ewa4uYG(+4CunCyGb>FUUMdT9S7Y z9N5Q;a<^ebt?U$-2od5gqfmc-KWQV>qAHwxXo#9pp8^!lGsci=Qo7i?g-&-G9aUQ$@NxWlW z*z{-gl-f|r6_J&uCQACDbie&RGvAu6x-<2z?o@y5h`V{HM!~=meEzdHn7~3Msjr%^ z17-RcSsbSyPetc-Cx~)hvXWy>8}b_X~+qaGGO2iD1 zT&<)2R10L2*vNh>#m4VYTa>VzcL&(Anc8LZ4-g`rhhdV~Kam_K#KSP#%F;k@dip?` zHsBlcmh54?)pPW><(PhK>|7yLg(V{-{0TI5mJxerNgIDo3^b0H!yr>yAzl{t|<0bwj}LTEgtrB+?w@d;<}`A#o_4sY^=}A$rkJk zq7Aqv)*+Q6^ z6CLX^p>dJ7Q}pX&y4_*oB6j|QqI*Mglp8UDD=I^I|78AM4uOMmiBWZe7>Bp=RJJr~ zc9~p1e7Szog=`wp=Ek@3qvfEqrQI%SzJwU2aB)bvDtu!g4{m3HIs#9xkVhgNX=)mt zV0(8;%)##ju|+l4GE<&^|Q%=1w%A3)b>>cqf>R~x34JlKX=oPUQFr*&H-OP#sRpSlU%csz@N+Km ztwjle-*i{i>LA6u0j&Q8LRiP=8gs<`G-j!*)9-bKJNblOXE_$hyAp*~P&Dz6#~nK4 zJahoPRVwSCk1pvdyp$y4+dZzJ~y6@pX(EyXoLD67Xo|d31;DRyo87ys{^*ji;}&Ku#gl!8woFG-+fue z=2$zq@HL3v;r=Aqi0(ZVj+L1LQEywkD97g`^jf1fe?Y8a4yyn`vh2wlTbbJQO_n+A{zD^tGL~d~1IOU_NyoX(8b}d7go;Uui^h z3ET?wwM3{}I&EAeg&5jYSxSplpeCl^Ywf%eEd#U@F#2{uM@yhRp7BT5?Hv?YISRz6 zJr<*8@Q=J%yiYuYmRE+rxU693ft@TcGV2fR#d|8L(=`ByIMd89^xk@j^UqAsK{cLS zIlu8#0m$5_B-$+A3Ew!tc=LC-qE6r7mYj|yL)bYpv%T{jqE1k6IA-**qFO##+QNfA zvEVcYLjj?pbyH>Pfh=x1QnY7)^9j*RbUbqv%D5ISY7~sGCXr*em+ecT>ha>^=Z_mx zLn)uh>nP3s`kwW!0|m8}pJ&4+P}A!7CeL0N*eZjWAUY95W@>g7?99zOq(4h&U(TMCOe3}UOnnF z$$NaQEY4A#N@!sd&zq0@0KQVaa>5Fo4K4ozLy12y~AE zQaL9Rt{!XusbDCL!z|^~hc&eSPrVMK?)lIx$#`L=)b3>7v$ck65D?UDE2O;N8W z>;3YR^ad6x4n5|%8Edw#@r(APE^jaVJnhzyS1!I?kx%4wQk}VitxlT0%yhgga1&@` zs5y(Ts^!9BF-3Qd1sUwL?UJ?uAAIWzK$8M!>X*23FpS-ycXAGbA*M}J#33|!?n1mjUfK3?u*9!Sts}UD413fUa#8)PTVI=rF+t{0q#xkT0+;t*ty*FC!isV=GV*BL?0T z^WmG5`3=;8W)2reYQN6%xSn=6?+~L@51y9yD!c&jO?8Ho06STY@tKioyMqg}ccbpQ z7hqgbQ64BKoy|mna&smno~}4}uA^{YD*O>#u<>~nTv7*;Q9W!JGAaVSFf+;ero8<= zr1TqHz@}G$z*EdZ^|&x(!-B2HOHm~lYujs425+}FU8^SoV}A$`2(S?kT_RuZ=SN>* z?m=arsS*F!6#gDSyi{5(@R{MW7PoqryE+5j`70+%}qi1*+>rWuFiZqNdMl4b-}r*v2!Zlt0B&p4C02R@@#E>ykSoRp5dVzHKcNX1=%rSXA|0OQK#qFXouqsT(MAD??1;_7 zKw%m@t$K^@sgc5C6{~m=-BfYs&!d~ab-fJip0ief0yoTQA^K(8S4{;iDD@_dUbS{J z;qzyTV$dzYwxV(8gtc(2REvox5$f_#jO50j!Ic|4$6_7DpWuwI;Y+A9Ox-=r$##f< zKN;1z$8i6g4fd+bFT&|_FTibN(lIiLsmZZFU8X)4=;R%8S=0J}F6Y2hgK{pY-g(-- zk2^t{P`kY}0Vc)#JxUgn=NfCzG12-mR2=kYi{4T?G+&e7hI?843jLN7=rNKAQ<6Vp z8T*aE)TvorNWaJD8GthX_?5xbl0n}~VmbR{xo*5g>MFPsGOlQcTp#3`m3hw@H8GmK zI21q4nV1y`bCUGcG>wSLwwlcRxYvW{Wj!Rp49X366z_pON!f^I1)e> zkTSvxcpwhIb3zuN_QHidxTS!U$Dp}_CuFIE)$n=C86r2B)XMYUk>kq?mK7m}2J`9f zOmyXUE`E$&DN^0M$6!Ocw(Y5$LP>IGCw|dXEA-e}P(|`c4`o_(8KE}YCE0|k4Ac3& z@}yaO%6Hokra4oGX~?uS&~eRo9gxN0(%L3ft@!UgVMHuvg>p^l;(C?>0)m( z2)Y8J_HycFfJw{PS3YpgpLqN{(tCd0&T2V-fSF^!rIq>vdUQ>-VVgOa1TYhMY{%L* zQVH-+GF#(_+5-8tJ;5>^$qDJauj$MM_!Qo&ezH*rq}0YlDs}n_R8xFc<&1l_&o3bm znGb>wI&Iq@$GvU~7aZ@|$j3wQ{(CXlDxp|F-B0YJs#ePR#cepOeE*!h)5bc!!yqZv zJxX`Dtw*7R0s6bKE!x(23WB`LKNkTjwJWO6k-anu$nsD5__uvUJ@t>+*9>Mi(9KP4 z-tYQ8&6=U!xKoC# zp|1w~SsiI56$vfch`bYFI12V`i=W`!MaJ_4H8|lJDXtmkqEolc>NHe^A`QaUZQdqt z6;KS13aoc#^pBb~a})ytFyokSQxTOydG`Og+z&}L1uBYv!+Cvdhsa%uMbj8wj83(d z6+do@-*AlA>!1n|59SGRYtYysp5|jNz#z7i8mnC5gx3&236QZQU0&Db!}HU9q^GHZ z?L+O9vNp&;Y%W$OGNu>-Dt`yn9p&JbJIUj>S#{7h_$wJce5wFjaAxm4e;Oz`+=o@< z?2RU2fkob2FW3F`n+-{zJhSUHuA{?4>0my?2WR;#MA7`&bqkE?Wb_lNgv`49CqdjW zkYjxo)LpJ8eThJS_DG?l>|r!E&o98H8qEs}&s!mUY!m=WqoZxSEOhy0j(RkP_z4?X zYcpr#8#$vd8XlTp8(Dg!f=3L=y2_av&XfwEZ{RN&$^d!b4xF3hm1&l9U0DdKu=ys* zMfznR(K(Yx8{1H=iP_aishme@X~^|lC28ncQY={m$mP*d4L76{{SO3sUuQ(gY{{>` zAvvXlBCngyHmIYp_7C$*;~tOb>qLC@PQ48y5psiLMe{qj4U2O~6$WAFWGI;IN_e4@ z>KY~m?ys=__lfr!0avDC2`%m)+z2x)6PuY=cXH*qR?ULl3~Yn+oM7j0XG?-IA_Bu8 zM;P|*y>&!c;4?##qLcj_EUeL?!EYjrUBz%p5+|tgZeo1INT1hT2kjd>Qq~|3d9{_- z6&9BiN6Xjh1!Y0JUl*%FG-2~03Z+$T67nSSlM(%=6J;n&*o+TUXwdoWbW1>HgnZ7B zYZRRwWh@9`&@<-9I^mTSY9dw5q)WVRJ~v0B|FBt}MzU>`Cj5{gHJbfinKS}`M7Lf1 ziMWG`v)Q3Da1?mx($~L&5Nx*3V`t*r)iF9(!T0RDqX#6mc0x3-)|*D4 zo>_HjozifOP{iuWayfD0mvp67e;<#6?(TQ2gyWA-;S#;`I&^hs1FQQ%^xFil^s@X3JmL{ikh!(>btqjOj|J0E!`qPr8Z;q%Yc<~a zaBo)!UBScw63dp=a3lip&?u_D^jk=GCKIyxR+8N~Q-gyfrqLvr6+J+h%M+y=hq+O> z#-o@Qp81O@5fxs;EPjENI1$MAStPcV0eSU+ziC4f7W&-%HI+n;OUA0aj-U1qc^uEd zHcqr)z{JzUC!3}0enUXWF_0N0Q5A=J-DF`rLGnJ_T7g_8Si5DK9HNX~fbj29Eb6JV z)pr#pROkt}jVd`T_7*<++jeEi(2w?_SiasgFo5-yD@RW-7i;VLfQ%}Ro4X|H?d8{} zAw=-p;M$~NHaVT*7a9e96R^0F)~z5K*rnd*hQ9OU(+F$0873^cfHCu1p`6{elud02 zNcHgjqI#itxcoI;?m6FS%XsW%YkNO)$}bfCg}?4i`41LVT~#C|6$$esC_jYGKBj!9 zBh{OY{lTZAIvOMH4Lv|Z?AsTc)kQa4--EHBI?cmIT^|p^~_*DIsOm)4bzYk+c+-P=XOAOcD>vR&bKS#cF- zJYWTWP;OG0uc5Bj2%Xv#U@;LFVse6R%}jQMvN}Dz*Pxa7Wr}12+Mnp74ffY3J%5H= zAy(N(+i_y>u74b{2ih8iRjdX3n}~T;k<6(2ol9pCcXBD#hl5p5K4Ty8{yh zB|e#OOsjMMU>e$L+vtHikyu@&tjni<7)(-4f~Qr0b15vBk9LzD60x#cS)*rYv_wC* ze^=UQX%d+Z(m6;R$a$)N&%^Qe{sED8deX7TSC0Uzv{BgUa$ZFgKZ1>W&H8k;+nMS8 zt;l*Saby?{X)s2W)T8)8 zgRtlva}^A0oZIdFDwD4$gaytWxG zBBhPVnSnztv+J)L2&`amMiSRn2sJ%2oN{0CK(eukZX}}_5H~Cz6O1%+Kqa5h8UKHF zGyO_POxtd-&9k~<;;r2dEt1bnzun!H_<w4=D5G1@|C#5(zgE zxWOJ+^SqD}Ac&!ET#12Zb;m0Dj-Zg}yCe>0^gv5KuU)xG%C4;`;!7)zi?+*Ax#Si~3|L6;+)3SQn3Wed zkq5D0cC;gzvddcpaVtJh# zeRH*2XrZuI4{ z;Y`bWkX%x3-m|e446>s-Oy*|5+Folg-v2;?2PlUo&2gVVw9jL7pqWwpptJ`#H-EWK z*JwU*ZB{JV%+;d0>Bmo{NQedK`7|P{?(T7&YCDe2ea$68fITZ2roWPLoF=iP zi@r?kyeYBqI-ffK=-AK)_F*bVoIir_cYqS#`&Gro{v~Yykre(47)LpE^OX`oHAb4W%Prc6 zU*N{CuhQTZU)%lqG27&=aVK!DV5NFy6a&I$EqDPLVS*6Xoy5#YkVzfIv(fKl>373>)|O#=3n$+{ zduK`4Z&c{V02ldOm4VVva*Zs}@+f8V(f~=-W)+BWi%vH> z2Q`kb64fQ6F&l+N{-Z-}I2O-YR+s;6{ku3kn(e05)0as zV745u1i<`7qdH>-ob2kNQm2Wu;V3`Bmf)Hn(pCCi;ms+8c8EhWdiBBnFDO8=Xcrz@ zn?F)GKBkhpsv_DoFFQBM9#lFs(Y4Zz;_tJ=wQoLV@4I-jLvI3-En@WD?i4MwU7UA zUW_B4kM@Rxc7Z)=1@5CrHu3+!dwZ3-{)ubamSk{B)t5-=wM@~jl!Lp+PS(VO)=UB8 z3Rsrh0>4oRjdsd*15F_HunY?%p{wBaGz3RM<0h`#zSl;Pt=IdI%%4-Y%Tsy1ihD>~ z21$hn+oHv>;;QtdYMZj=IQZ7UU!y^L;vmfd7mSjBo#CY`oz>J2R0br46oUP!4Q6_N zB~GiyX2;Gk<*tcDW27(2`MI?^ja9bGSfSfSzOKudIdcm#nI;7Uf8?97j(Z#Q*Qtfu zuU&btHvox9FypaDe2nzwpkvybPuaF--2hy-C|*SIa;PNzB=0bQ2AcJwU&E6LD5_v! zz%M@`0tPQh9#fh0fB{b9U}~+qlB(bxZmrCy1_AjG86CFeeO@p9qn+wPE0{oY#(cx` z@-3Dnn)m&k)8{fs8d)#qYcqGEm;_;l+1SI?Zj0f)@-V^7zVtgd6=Cokt03G0?J)_R z)t-KX>Y0Vl@0YIF7mRLpV~1cAk^MBE{e9RFbjzn_R$DGL;FM_nn3G3b6=uJ0Sc61NHu8 z@?U3MppFtp1p(DuapW$ipA@4tZ5{xxg3vxoBhR-j#)v-H`#PE=yE<}S!J|ngbCBgC z{xFkLe8#}q>69ge-k;8tW*@8$)$+ijd5v_hb z6qMEEF_SjLsW;5q)u4=TROJxW-vUBOsM`LZ3ka?D+lZPdNrBmF?E8(66;|x(slw{> zQfSw{*^^kvW57p;;Au;RA+0AYu6Uay69Y5%Zv_GxaH8m zL7A|7_^4*{IZjr>u!Lsc>?E#Kg)=*CI21=|IorP2(iN76T*Dvp1^(jGHrb2m4L{Bd zVwJ?sxiRdL8hfY$r=l@wAbRIAhe2-*FEg-C(rZ+Byw2-@t8Vt z%nEm<`eo9||Ga>YK5m6=91!o?buXlr?19V%yl2w1*+c7(xtaY27y4cZ??lLdt2z*! z*)e?Jb`^u{n2F8C!OKg{p_|jmng-Es2DD%Zz-yoJF3Cy@^5$?+p`S+e$~SuYAI<= z2XQjb&F75<2+R!O%EgG{9Lt6P4x1o^E;>u+rQUlxaL-rg-G+3xN8n*d3()ZlSlSd( z-eA8H`Sgu1Doe5*Xe)|En_X(yYVqByg%ZTV0!Wo@5HsGC-*yeX)foS&B&Kil4rIu2PwO!uEb=iV|^=i!kdcK_Pd@qI$mo zvOj|(n_M*evnVe;ej+ptI2;NGud3q~5v;}^6)%P?V+&v&3E%;Jpl4^r)M_ve#)apD zgbQRYAVv2zaPVFZjm*qD6OL&x+`8V_E3>VFf8~O*wEl$p44IUO`wD}YCEJQ8;cUbW zm*l8pa+oo60-x26EdW0L4nUbiZ~916O?k|(aQWLjW16vXA$19ozOVdne)YF6{ql@o z`f;zGH-XO3FpIOD`x$W6un*2`#=cy&7!b;zH;me`+e#oFWCD>q5Ch+mPX`dIk()yW zC2cy|Y4$!6oIX{cO!)oC^#%_zRHOBNM%+OWV|~CnfGy&zdT4CVupu<5L~E6eZM`+U ziLZG`A}$6u2wzM!m{~q3MV&-jZ-W;#^PUrPTt@rfODHXRa(Oa)9*>KUUtr7#bNvbx zu69P)`xD6!MnOIiO5kiLK5H3Q2*$pdVxNR@=b8OItDL|<7IcIL>Qn)65Zu|{z0lJz z4aDhQd&rJLdFVd!=>D7oUP+eld(ZM0wMCpQs3HmmbX`zF4p*GMc zs82w??eF|Dh7Js1Ms{_i%3mj(hYoL0+Lm1b-as=;jhyTEUkEnYrIET^XoF8hsvNgr zm8v9=N4674Q!h!qa0=|AJ`Eu^4n~-hL#u%j!*@E-ts#U**=BMsrehZ<)(;lLTL@X~ z*Qyn`I3BBI(7bP_DgD8uEeFB$RY_Nc|5;W*2-WXBRcHnx$eP57pslcIQ*zsA*z$6H zKk;rEsLmvX)_C1*aX`~9O`G>}?E5J_JAB#X2>Lpd(9z-u71^n-_>^G1paOW<3UeiD zH~D7y60Z9#Y=f*?i{|^zn@Ii@CFCs@?-H1W!a{G?~!pAu*wVkYm^%QPduW`2%@&%6?0g|J- zzAzzaO(l<{65RZ%M{qzq8e0P_H7L@{^&l&?cVzvtF+HJYwd1Ou4g`)m@aU3x=xn{` zAAd)B4UiM`5Qj1}Ko*jGr*!~}(CI0vpsjOTK%&QR)-oz{hqmVkqnH2advj?b< zaJ9hhm!p>=l;9dqWLi+A8ZDYJHk5)ZlJA5vBCS2Jat0!0zF`~}q9_NiX*KwC5bEU1 zoY%0$q(rE5Z~+m~+LN%J>GTdRGKcLdkK50b63B(!|YME^Q|Ro2gQ1jV=?TKqN) zNAGgG(^gFcC+y1AH^B(-X2b7OTxgz(bIyx}&o*m774W0N{fNQyTa;hEa@kGY<&gWu zEA8G@#F8^Ap}p5=!N;;&{?17--R!JyP}A$|Sq@KqMCM(3yzPktNZ}TD-N?q5`Z!xG z71^j*twsoVXqUV{YT?JlJB>udesjcVU|vc~Km4zj)HRFGQZJmX;XplKcOz=EDZ`Cr zakPr4n;&`312CDQ$Yy!>l)| zxzGu$7UtMPI{dI*)I?EXUf7B`+lSf4N5fX*XP&jkEr}jaKg?}_9;$wLO^0f5AI{td zb*LaBY;VE+ zpj83YmwldN*q#}cWtjPB#|1sfz=v4z*|S6y5&dCuqePVVq@Zt;W%eeO{N-C3<lsJV zWyM*%(Lt2ag~jc7?z*bdRwdzcYntJq{UtZp)lh!?H`vLl6ZC1E;;zT%mHT5}39(3! zrcZ6varmGuUkd#Q;BT}JjFPa}QW{!G`IIqiZ2^TzBnvKe0>`rDHG5fhNDpFEMnuO`&w-3^ z=H2xorByLsKswC&6I_nIDz8VNLP5G|O0HY!oHB2iodFU2G6dh*1vcD;nJaY*fAc61 z$UC4v3G_W5qe-^Pfd(u~z-0yj>`889Q?b{E;u6zz%&EN>!Z$S~i|W{v2=>Cll3|a# zFmtyELb_29Xz$x|CT-6z2csg4)Gw8Q0+F)8d|8T*2ez9EKzaC{@t$>MX|#=nQTSqV zzh=aQFOI7H5#utAxhhi4+7tFWVex<)YkH{kpYZPMC?m;7W!qvRF)0D$@_J5{vhUq% zcw~()LOyF;vIaP$*yEzEUrJ! zu1;;R0L;6MRHeKSCOK&frdo&j_t%5E*54ES4Vd<0H3TN?K3ZdZ(?&t?~q(v|1U-$O1S26??jkl{2+_i2jB*aIXch*Fx2|qKo*Vr--g< zhqNDN(2t&u03dcoapkvsMtz~ldGu4!@R)ixr@9y1kCcu_nBw=R4J@y7shROtVZF!W z`i7nHd_~-79^{tZfA@mn8_!mAQ3(0^8@cyN5L55JT|ae?vlD_I&<=>|fcZ?_6@{)W z_kGCxulMeSFCzll)&F@o8bcE+p9;s6M^gymkPG)-+LSpPM^q1B7@6Qh&{X}%heU~) zFlRJG4msp-a>cOi0khX#rj0_dRO~{iDvdGhPxsI3z4~wq-5DcZzymG(1+wNcF{n1m zP<6q})%;3LinZ2sKxA@;4{{@c>zeeDD#TmIxf4nsb51S@`@qZlJL^nP-0NMT&R{ra z{EF}p&;4e^iThqw#j~@B+;eo8N!$I>S1{EsEAM`1rKT1o^{}DLu`>h^J9Ffo_6pG0iHGo zUASlv9QXY-_GsfpDho1)sgv_3+ZPbmspOP$kt!<6@m->&9^*k=_2 z9ga;KrHJR8j6 z#+^u8Fvb1+21dqPvPE+6f5uOBfT8Y;rooe{!QRAs{QTP1OEn{D$_N+LV|RXg6MY@+ zx!hT12v9^C?ol-&G^qM);TMNapv-NK+)-Ht;j zwPPz*zTH5(m(-Jk6z|_jtwOgdp}0w=s7=W|+Ra&sE^C{Dj@Qm{#Vm<}Hz>AzULIs=biukvOw-)%pdxs26NMIpfx*6w`K z7xM5_jT9Y+3Y+^$HkU$)zV)5%4pDn~E>jVeVCwcrwZQxEa>bq0#ZFJa7XYDv8C{uI z$8!j-suU#?MY>e29}fKv2Psuu7L_`4Tlh!p;y93np6nR$tplrLy07oAU(LpkjB#j1 zAA*uH52*O?KKT4CGkQig=;M(#EL+Ii1akGwb_ZQ%w}en_1j60$fGr4ipOx8B-ffLN zd_Sya_#o#tu>ObE^Hhb+>aG!CYZVJ{S4WH>_(F6vegqXOI%E*YE=ZyJO@!Upk0NWf zK0y^YBD;Fmcs2~1{TLF8c^vyCa$+u}5{oZmP3LAAVoo%-dby6C!&n5qj1qOHa-q&zQ36w_gZki}U@ z$yo$&C1%>3`z26*crw<%LIHv!&est=vI71a2c8HST&r;K`4j>XmXCoowYJUY=s27G zTXK*+u)A|$ny!GaJFT5WvQKGU;Q&2&v|ir0^W?J3)+Oe_oe?c83_7*n6%&Wf>;Oh; zv2dY;3nIE!GiK+_P})U2MIY!E4R;sJtOpkJpah9<6?0ZKD}rxfaF?w1+&+yJBcoW& zu$Jqo8EOgE@~*DZ1%R-$J|unF`c2Id0k_k}N*qO4874JyLDYXS3-un7r4YQHZY^d} zTYFAPOK`v}`(ISqgc4CgFdOL~G9Qg}gU7B&1rx?b!)`0h8m6Y{0K#1k^A*THEVTi+ zFguCg%4!Y2Z=C;YVjdml>X8-Cz8pP>J@0A>*Y{u8bcNf_t|?lE=#$Ij9?$!IJP|uTTgo7iglQ&DGQ6M^n>9jTHkfsz~HIeI35Nii@jkN zOj0+#kg2y;6Hp{;ag`@jVl=z~03}kZ#&w)S=Sody5TAq6iNX6$KZz+RNGP`&ma%Tc`z~3ILIXKe z=ciP2oZp=Cna3hMI?!?DC?`krZY>W9xByRg3NG@{E%5OteQ4Ote)~`W00008(tME; zYr_Np00kVEY4GXc$=M?I@w{(ijGBdl<&Z7R1Qw50rldZoG#BRYsylWjh}9Ms8m-Q* zXCan?d|%X#O)PhlZi%$)agPQ_iG3nNe!^RRbKS`}^$SKnBgA@Bf%z}w*2hm@85H`o z=tIA~<(3fms3fnfy@@Ho#67+DVUNA&nmKg3)ws8@_gDff(Ul!-Gn#qgf;_^(R19tb zSb_(fKPwTExdYW2TQ=r3`FEnw()th?Cq-XzQx427B_4}6X7<)&sX#VhmsRnviG z7n*Gjf(7|e9nX)6iHy-^XG*L7@y0$=sE>Kyr`Il_ml$RNkybPfyBoMh2S(DeU>p5%v*BM3)IrRwZ4o$S@;{PL-h1w|`)%j>C=W6D}uA z{eusj+juSKHLq?tgMXdej7$W3UaErr&=S)<>pZpm5~LGG)=AU3DG;vhy*ZFo2PmI= z9f`0_jbh6#zL)IXf8!Cn1QUo|lp)WukVR10UXonc%>eR)22TlaYtVkT7IhX->_F~% zzlJl3GgX)B+=)v8OgeZZP8wOtn9Y>q2eCUj2sCE6T*H5NTAz2LNEv^@z&IhoU%<%r z)!j(mCIjUV#=UccbQZ33Oa6|%Q6i1yGfXq3U4rN#&NX>njDafhK->D&OubWx2TgP8 zMeiVEX1$W22XuQQb<9#3g(I~0eANJ)BLO;u%ZAGBge$|w<3JR?o;}rg3JNKqu=#F9 zp=~~o4b6jV4oRwW=Zmc30(7@b%WmKqNdrZN z#ovac)Ug~J9|Qy>X;VY1a)zL;(i1+3ScqxI<|I6%uY(O5(rz>l89w0ymP-?raAXZn zf2!`n8k{Z-*q`l|1`tmK%6-U}wmN8h@!sk$E&!^PZS27`uDI{nB>|uKc>a9@yOtXN zfpIq?5NRrV8qX~z?I_-E5_Zk-Gr7Eldd1EV%ci4NKUJ!}oC=q^OzaW=;w#Bjwwmm4 z(s@I+!I~bqXn1x$3H6TBI^%eD<(2ooj6r~jE|rjJISt0RZcD0pSn0M7N0C4SJWFec zd>||F^v4TN-@UK_BXVA=iq#q(#Dqeh5uV(;BM;#VMitw=R7TnE8Zq}$`m(Vma;-F%CpfRrDw39_;@^Fdi#+2r zowdh+EY2VDDE~pIfnE5Q1#+^agmd>-NaECF`1J`VrUT2{$20^c#!#V$72DDPywVz| zR1nR>;Z1NkD^yRgAd-{5etnTGp@aLfK-oPCR-gFNTj&<6bht>!o6n)5F;G71aW~#M zweES4!^7qIp}gdPFrk{UEzz{aWU0FjoIo=n+)5SSyL>;Xz%44sL@S^oM=nd-n<|zh z-}wc)_DylehhSgr2%i@p%88ZR(QO7C#|ed3f2TZf4|=YX)Db=BX;Gy*!tgmU!%;~B)wMD}+IV;4 ziEz$$3w&U6z*EJo2ezZ#JDUQq z6p(PS;hr_f*jtk$e+sa{uh=79!SuKL&vzbc8$^sA{u@ym)K@R-^H5sTfDmCCWhFi; zhaFKP73A zg5C5RR=I|3cyjeoqKwx|lJax}v6oMO1kWtir4u63Co!v(yO0^`?r~Bhje7B9MM5 z0I0qBnqjU>k#hdu#>5Ce0IUhqk^y%>S0fEV(Er4=ujma+Xxvvct~#0jId4#L@#XZ4Nx259#ZGdyuf{H#!ut{>9;?2+#%LdS|Rb5i>?#?Sm zE6d-fP^xvI_^P7@XsKf={L+mh&CuXbIPICuH$mY6`huig4Ma>v<8s|1G0szz ztTXi)J#~$iY-~?!Y)%e!GnKDfkC;hef)O^~)wML+-7ib?J24==K=rMV-9+u0Karzl z-xZE)Ev>2x6;Da{p?_GM0tm#A><^!LrZbb(0IdhtTd{0X{;wKp{_mflI zwQ7MHHaJ7ci~1gaJ$`f22$US7XL72etLd+10iWg7nS%f{fdoB0pCe<|av7O;ZV~^u zOl&FZb2q_+4znu>kq4E*oWIk;TF1SSqq><&(P%M`&9+OGVn z;+l%aKkA_(mG=Q1iB0=-jt~#8_E{)<3aBZWS#uoA6ar*rSWx>ABMXP0#ya>QS$>XM zRv{_MQ6UU9QyWQcZ6vFEng71KN60jUCd^VW`sO%f_R6q74fe43zK z8Qre;rj9J!I5h}o{H=0Gx?nEjCyx2*Yo%v)&a8P*&ViQQkP2`c`JY z){Dv3roO-xfJbo=addxuaWPx4#fS0-iXWgUk=i87)Z~LiEo@t%LK3KZc#vt)m^-zR z(gDQ+7{9;)p{dA!_DcYE(jC zS9I$;fw4x(QnDBD0*6fPQ{aqh8CAcGtpxqY^}x{z1XS|uG~ek$R04%meCZ-O(ulZT zQk@oy{=T_B%~h3F{L4LGIzh5xW(D}{7{(wZ@6SnLE}>5e47Se%!AVJg-2hfEFDm)( z<~O*-m6wAPLZ}9pb(s>{k>ART%fmzs)b_b(Cst0_QlDPPWpJ&TT-Np}CL+rPIWAz= z9_lR_Pjq!QSsU#?nm0*^RDj;Oj4!SDxYl;Ny`5K*6IOjo^CPm58Qn@s_pn>(bg@NR)2zC&6B1b+R!*fO-8q1 zca?H-2a!|4Z4{C(B@$)NLI;OXof!iF)GkRjLPU%sO<4{(e3n_te4t8D>)2vP%m?~ph`N|mU4Vfy5(<7i>>%3g`gGqs{Zq*{>!B>0MO%lTUQV& z{HRW(P_)1bAgPvfDmuSJ<3O_`FRbL-XU42O*f8Yt`Eb4l#<9GJlr5`oJyRz%Gi5>$grwjk# zTmN|^_NctPfny~^R?r*rrj#atvX2)>9MY=~2KQq**6A2<%u9}UA9bc@i!aKGn+%MDNVdi(RFKsLBA#5?8*k!$jtV^6uy&6g1P0> zD)y^j`#HyyLwN0A++9E}o$p-eIzb5Q*%v=diJVW?P5VQ`!}{|T?ye3%%( z#!z@z1<1x{@)HBS#?oUAxRIKR8l+!tks<(>3bIJSQubgZ$hAyRx|I!z%rDTAm$dO~ zX=;g3M&|6b>lbUQ~ki5~Sq#!Z%6z!sb(>su>JRQAeq4bto7pxC~%#W7_ z=uea3V+zeCvU{feWw7IQQ^8`WL$YoQ4Z?0jA5De78=lfxAuFMGR{PY zaF*f!eV?P{W-UI7xDsAp2uQqk$KJ(jo%3fX=C@TWN2kIHp{YdimVaqkC}HPf-RS4t zn;G|dE>Huvw@k!BcN!>={0>9PRcrEM6>qaab$V(75l^yxwhc#Dn}tn91A}+fc4%vH zgm0A8mjb!T2n3d%r26tV;OwP+$->sc@Fu4Bml2R)50>25Y41KPj1}RfK8KVVv9K7@ z!w`q(A0QIuWTR8UW(N@`n&FO>J?W4aMOll=<-FJOGH$t^@29mAra9tfRvUf6kV-%fj#4o7s} zgR`5Nhrn0u;{W7DdSLcjSG*1ce<_%f84WALrN>e(T)qjDg#SM1@@#br`Hxw-WM{-^ zpFG?4@DC(S0PfNJ2W3)-paKz-WiZSf!KQtK(c-I{vZdAq%A zp@GJlw9t_WjEenpR7J=QXQAbw(mY?L+IK$|8e^dXb;P0*l3Z3H3!hFJ^ z?}vaMJ2e%B;Tefr&%RA9$_0wn@SxUFuO8@37C)wulP>pjUSn6ge~1UU60;q4A!pqD zMvV@yPBCV>OPMXkS!GFp+4<+#pw3rNv*&@sXLN_U%)$ow3;97v`<}MG^t3_}QvB<( zij;?=oY5}$kpK$F&*nl(WAo=p@w;^N^eIO)&CWvHWm6UCSa%bn+C&zyGQc~?R2aQa z#pRs;bBs2?>c&GAS~AtZYd*koSsO!ZBUf`A%UywMCf^7U%MzktfoKp#&ew*_kRP@d z&R}7x28PQe1*?Zc-n0_9wKmrjK^NQmKXZ!=PqLv{V;+yvzq!=o(j|dL%cKn!RgG2; zAEn^TfxP<)oxGlXwMxpW2ZZYDYzB6ZB;TRg;xJUH_M&;700m@S^6dHD!4WY~eU&JdqHoiM;W~+7KW$oyX;)A| zA9KpdNur$38y4LA37XEyaLFIaYBr}sd6nD%h-GdO!t*g>xVEbcjSQ%=Aiw;EUOxWvPY}o`-+Y!bmov9aS>U$vb)4n zNdUQ04cR#|^~CxP)AKx_n|1H~$$kqhO-v)^*jJ1hoDl`~?~VqH^EGC#+pgSGTDFDr z!wvj-BMKJ(+LzsZ8PCdIq_~%1|V&>5aD*VtF~pKXvY3(20C8`j30xs zcTT}vr=+~>@qU~z$|=;-HV@?Tpqv`QjUrvYO?AtVywCMgN<5Z_(e7!zBv*Q&03T&? z`9>*`pPHG_o_O`m2In-l!0>^WLllgphaPpJLI7XaK(7=I=0S~CByp5IPOC39PH4pv z@xaC4om(vmaW6letKB-Qb3B&hr_P&$-hfvfV_Vg$cXtqaD^+U8fKwax&Udf1pt!WE zV%h!HSUU#-54jKw6t3)&!)f_al@Eak03W5_>3*tcR7}4ksp=o}1MOwhozcEvvI_8G z767u7CL!5HlEH$IKpF)) z!hCs0_r)Hh*^ng#GR|owhhW}!dy^9_p~+JjnOHugOI0E&(VATfLs;?iI+mOSwlcbc zsYkf27FO~7(kyXI-ixMQJ~ma*!?f&vWX?zziG7dgf*F7k&EbV!a7GZE4T->A?6mr@ z&g#}bgS^U?c~4?y9myFi;5{XA>|V1{a`1(#K)A$u%z_b*ndz&dBXN9b2@QArh!AM* z2`?LQV{8T1X>_3-fdAwq^Yh!8{dknJm=uHjnnJn!u=Q#@TU}!J*ZmeUF(UL9-R;99 zm9U;#IgRCuT-H%9*Qpmp@e*7|{)N%ZkH5+!A~QFxmzcMM##h=__@k5qPF%ac+?pn# zfvi1%h&N<0W_9AynttnY2}-4tgH)wh(`v>I(SZ@_GYye_5(SjXV|`7XjpZ9(J*kJq zfLP^Nm0%_o`7k5!*6ZH(R&~*VO^F}Vs2x3z-YOb==yewEM9_#(-}PPe@__+T`X&GV z;&mVg|8&#PWF87B7T0J^o3yd%Re{eMp&AQZpu8>_AVa3YSCj|TlaRR9KJBpBT+x$c zD6Q?HPsz`6BPWj+;I3Q%075{$zcpe+xAW5z#LPCw3^H{YQW`Gmti5#;(48*+|C7t0 zupqO@<_e<-Ct4wqgA_z3FmD^zgQOvZC-6@V>NFSi!zFjHgQVK!1Gv=!T;^k&j6VJ=TL8C9Njt~!rp{%Z(;x?Cd8TsfjkXS4#bNs;ybq; z&VMeG*)8Pcq%_!Mz5(lhM)Y&q3J~gVWnLIE4*|(-8{D7F!YLTEJw=8F?^Ou3JpcJ2 z@~X6yX6(?WF2X``JWnrpH-FoUQShL!`PQ5kSfpS(4m!r{XxO)@1ieQ517a6GVP9mF z(OH@y9BzRM1AGHzEx0r3D1AKLP*od|?$hViSy>4zTNG_q3vzg>_HWY;T@LP*%|Bm_ zD)i;$g3UH;EuhIA>|fOP$!E9<{OYdM|3K)8f7lu3hJTy(X)!yQ`ymzBo+>k3H4swy zvytRjMAt+_C4m3QT6Rbg%1plCQj+n=aDyf*E(*hbM1P7tp{qgE8Blb`9o~25!ax8b zYtS{=WayT(dh-xuo@ROQAXi>r}0eaO~x2U`_r=T_;T}2Sa9jsVz8| zl0*sY`1c(6mlf90_5AjP^v5VE!qn4Lr8jeq^S^`{at1`g)vS*Cx|CL&-X@^l8yA*O zk6r!1TbrfDpT{sQkH)DMiqwvw&CEYm8%EHPqj#ie8lI79m6&T}rx5yO%w`A}U&vq> zAn^9Gf}3Tw6^TuUN`?pO07p$@x;t-!g>qQ=o2x+!Kk9~LDzGR|Z`NYW#TDD2;uq@>0KdGKszk=xuSBzaJv4i0V&vI7%hM3@ zpSKjd`RBno|1b;3V8re@+xF<2h5xFa%L4(U<#YDH{?CDg~>IinX+=Fv8)XM?zMJtUtf!kx5w#Ki{FV%G>GRg;dsdj-_2b;+J2@kn7QcEa z+Nq9VfsVt-B{7wJwZ1h=yr3|asbc~TfI!A@S0*fzxa4xLY+J?@N^+=|XQ#=?z}wWN zv{ra+Ux{nKsnW@yoZ}k|W(K%acA_a_8R5q%|Ua8s@dRKH<-e*oZAe8aG0K`=B+g|7+#IodFD8=wX&Hhs7 z&md#|zvUG$81MQv9=by_T;&hS(!Hbv3%=oVuw(`KR!5n|%y5HY+vzuk-UYs%7(kd*sdzg^ruxP8TC#o|$vu=aMgf6Kg;(i)HZApub` zibg2>1vUYF$La#BRkLo*Y`}NN75zqAVTj*DU>EEVIOWPoA(xnXOcj33KHIv`1 zJ{*5=DBUyTxS$6~t192Ei!ozeBYLT4n<|e;!-m{b`g1$F)pv=b zBmBX`gf{Es9DC;D-oSmQPOcXtB_5vuN+Yh;(t>1&XT1+0`MQW)L z%i^S`cImde2BQpo%-c0=XJBmN8wCn%D3|8-SIxd}y7DYg6ch)JRtNJJMc)^I-r z(owrG>{%oTQG1s;nq_O~ zW=$o_cU%`7c=%bkuq`xE_`9qtOQx14Iu{?f5AP@6nMa4>fS*|eTWKf114y8J+i=KF)X6lt(kEGVm zox&*%UmXekhcF)sQzworAE8`#bl#GFJKr47)lh99uzvCU4iW4(b%1I~{qZ7}lu7ylPzt z;E}`m>m5n}SomY^B2(UI%M4)(6$__Em!#n{HKa@Z%{9eQj^xL9%NIBk$>y#!_kKu9 zH7%wt<#QxPu~L!V>zV&{1u@~&_vE^ypi@R>QD?8nYj_HoD?{EWE;jUDitGI%PUY`% zD8tEs7p^C=MB|&QSXjvYSO5y8Z7`pg{{J$)G! zE-PqD&|)BNBW!V?e6lD18=%A@G#Sxxhr?9hYr&5a~un-_B_5s+XqN_nv9{Svw3WJ`h%h+0Rr+0PrT;= zjwd-0i4{55kC%9VjV;EEzX+BKWL6{+$p!R@NWY=vpg_Sc7zD4>`=r@s>^w@;S*DTc zn7trD@6w?MoR=1dl=Yq7!4c=btol44vvIC7L*`dyZ$<#iF~qeKj^)BJFVSu*Gtodn z&PM9Kc^$u^_iZAM5MkB^n|Tz6&-pVmK^qzCAO=35)I zlbEBQeCYARf)#wUexGR$QD1u?E6|=>6VH5ZTYefdehOxDdQG2W)Kh$UyOnR6)fO*v zcL;?%z{_~`)BZJ6SZn}Qy{6x%eM;kL^I~voPw_ilg~U=X;3YpRX)lDDTO4`Ht)ia^ zuk4`~&3TvoHcsDV;VIgUkg2yB-tSt*1VB^LCw7gqKk)o8ls{XK8K;8x zQcE04>#$Ushswk7xo@XVmyB{bYs;DKNrKUR z3>EE6R4^8{dEJ*h6VVX&(YE?vmc1#YMknPN8i;xE1yN_;kH%@-fj|W+E?>8r!C4XI zDs%>QbcST+K76MAuGF_s3=j)>a@(J^+sY9+>X|@L34Hl({)u{w&)HO{0C)(qFUw9Y%l3ChU&`Y(=ud|N9u(G$mf3aaSeO-nNf zf!Q#A{F1DC>I@(bP2h?EI>LW@(TDj%JQg~ZOWymlMUOWN9RqL{bO4;&B4*0C0b#cL zB7&2(cAiFcp$SgF6YTyu=qD)sHy;!BcYP-WU=J=1Pq1@8Ev3RfAbE1p2mF1yAajZ^(I7{B&C)efVX2o=5p=E zpSw^(P&W-fZ?*;NMMVp#jSdZ*)7|7~un7GBjPc!(EOy*jI1@IQe#AF`s?ImW)tSFyS`5thfoRGF>&pal_-A8 z+R>;}CPp?2c>0EB><@KY;8Q}G9$UF0vZ(eZOq`_VDTD>}CKkv)Vh)i+Pv&#~*JK#N zdFU{wUBZWvQtWfJH$P^j_T_xbeP^m?ymMBbt#`-%gBOxK};pzBWAE*`68LZthSjm{;c41h8e@zHWoO{oh$Tz9m zCC3c6Ac9#b1+v{#MnRXX)4booL&>y*!I~ey`(iJd+sn8_g3Mg=c&cY}Xn1}?__6Cl zy&hu~wW6}&u3!PkQH_R8DC>0X;IymFqm<*0Hu3ZMKYTJG4pwrzJZw*mzI%O8owcaM zu3G);)DcLqTvo69wX0PxS2@VotS%qw|LWnDZLKa4Mi!Gs&}x!raTtmkuZeYUCm9Zh zq#*WVY&8nG0N)439a2{%H2nHcEg(h{odDZl% zs4JyRtgA`ZhqD$*kOI?9M{Cjcin-KCmAMiWlom^RLbr5AClV^OQ8+72ayJjv5s=D} z@%a_GFVdmqK7hA!z&J_CpSRxO6j06Di)J?omDYuM(l=TzlqwyYMrjuaTASl}J4HpQ zfJ#eTY42<%v&|?!+p$~chV2T$!LL;(XC=Dxb~2l*PsF!~>Ulpr{^y6K{trD!e_LFq zY$2qOkv1c$e9^ovtf26NA?b_6j6A+}MT>4=pdiccKTGUnxqt_tv+ay)nHR;Xe95<= zwg{E?omeE%T;}{HXzxA7p8Ojr{T$h-|J?u%&jkgP57&*$tAYZ4*;eDI%MfvfbRe_5f|{tF!cQtQ|NUODQey|o`m}buL6^^DL{T#~9}pz+?b7`!i}7)ZwAZq3 z=`te1Bk!E|BBmzAuk8I-o-Ll6;u>8X20kaGHXv~a5pK(Z2_R3iN%lsSC0}2J!Rb5< z#AFp`bV=}gn!p>(ExMobHIzD<@9vsW(^Y%I*_yFVj)P;AYw~cIPnAwPm^|NGlWgy~ zMccO5$AnhaBSrfE#sCM%p6`cIKGBA$wq>e+xeRLZXmUN1^HMBzm-Gl6BIXy9`Nd@AaH z4y-)0Ym+|U{oSDt(5h?!x0zB!L~gl`#}#I5TlVQ$^H6iE;N8PNtikLiGfb-nQB|yG z4afvjXG0bu`kKl^M*Y8+w!GP4K@gff@=>GpixKhI%}uRn*)Lb7zxFJ{_EtgC*h4m0 zE3OG@0nBy$eUw3WI-w}CVohnE;@+Fft08s}ydo^Y{v9H8uji`)QN`3f(YB>%25~mo z`?>oTUXmOyZ8`q^c30kt-Bg=5hW0w*^>os-<2965b{*XTSDXjbFwdRak`o76p~SXk zrUD`qRO>_IT&v=?*3!fFWhUhN112j;-Qo3WMMMOpr@y9sg?Ap3AYzG>a&Pgcv90K< z?Rm`fviY5iWuH6AWzaSYZ>II+OQ8hO&^ z2+~%mBgilM=G?2A^nDb!qeE<*+|w!Hm$t3fp3F7=kelKy{fad2F)~rn_&6{ zSEC%2B)0QnO>h3CDxaG@NY$CF7d!IQ&cmNcpI z)ibZ}C^hWUOAFTe!Wn=m#W2VA`ne&2(*Kt7-sa$E>?O=L(c@}TE&t_G?IEh+U}UYP z?N|F`beY0v9pQ=PWJZUG^84mr&EkZP?PI6hH4rZWkeC9Nb(ug?-PZTHu%mVj{nMX! z7O?_G@fN&k`PQI(i0hlF-C-m7>(?Vs{QSGb{(M#P0_0QaRDFIkQ@H~0n#Fx=n^WDs ztBw#0L}Xxo@b~yM(p_5it(wAlBD2C{aSt0-6==ah-*1Sn_}ctVyBzz=-3vi1%zg_ zo)QM|OPblH{WK$bIAd@K(k7vi?LQQ$>6kfatb#dH0*);g6w>Cp>F<19-DZmI;?;O- zA_ILEfoFE5ygi-;?r{}1!2A$p2WFv1Hq_N2@$TIRjDJCHV}~r555zJHYfWr&GzHQU z@ZVG2ZE8LS)NAJbHJcK?_J1%>fts+t1P^|=!?lWOP!&&~0Z0%IFZbb;GC<*GtW4YHdx$ZIxO4KbbMbhCd-aJ7%l z`X*TKM>E6)|Hiw50L316r>g?oK=kraS+Ap9B{$#SIs>#(i8AwTDC|?L0xx{9^>+=c zLK_Dboc_e{?iHszMgMEu&$13=fQ6umn)tJ9`wbJdv?m;hS|=&YtpwPzYOb8RuwGbDCPw=1aU4+r>q z64}IHHOs)8Y;}%5f88?gPqDzjS?fT_TbcAbKl!5o001l0j6z?`=q2zv9lXj4kl18) zFX9())fI@1dkWp?=QxqMfvD1ND6t37*F476j;S_bNzb3pT){3lyJOqSfQb8 z0|-{9o@2BW%0bIPJbhqG{*S47Y=Ez~Jy3ie*hNL}l6Z|l*_8EorOcZzEa9F*Nzi|4 zqA-&+i}#7>!4k#`N25#;15KRlnzPHOlUcA527Vw;4KHFbejj4J<_R!70wM$tQ#zeJ zAgRG3n;4vBx-JS?EW%ricFs!Lm#EflzMFmu&Ush2RKrc9qZmvf>4ttTaCoOMGh8hN zzKMTm6(cO~VO2w#n@Xb)t*by?w~tDWY`9%NR#HgVbIND9l`|3NgtSBkPj$z)l)hn+ z@o=?5OCuVn%AfleBf%f^9g%^T|uM z&MI$oyQmAp+tPRfjqT0%hg4X8%F#!L76pze#dSf)bXD2>uP)Qimm`B?c6*pPSVp#f zT2b5^DR5g?sOl#2{H5@fq=V#$8pZJDd;cEG)r?=rIS$8qjj?Om53n3*p1D(~ofK=x zI^W&?a^=O4Ap;-gu5mFa5de>#X`a+tguVY?p#ekOOM&c`SeAd7tsUBZeMSyt`5{1@ z00N-gk5e@uq$!kj9+9_;m%{QHATctFs|&oqP#MQOQ&ZRsDYuJ`m?L!QC9d@6f~b00 z%^MGFuRnmW>U#b$TS<4dbI$Iq{lf$|z1zVj;m}aUPDRu0z5gA5&g@ak2CSPvE{fB~ zJ7udeG;~Xor^Dbj4c+>Ka=9F(Rd!Y@jLQt!zzKJt~pzQF~X( zCxr%ogG<-FZ(^s?j7g66NJsXZyux3nqdxuv8bAOd8XQejCq>}Iv-B@chMnpMD3iib zi8rcf1SmVU7GVh-e=wbn#(LrI~|$yB8M6Ozi>67;CDWBuja! z)?w9seH6$%^mQrQ!|UZ4DzOQt1^59v%Dz5^8F%z#d{Q_bevskNR{;#bOTgrw$giyQ zwv!-5Yg12s9;$1^mh)+>UMumQ#;r=oldE4y000^ssmM>ch1kxMc<6-Jx}~|K&e!Kk zIc!bkdM!F3gB{)|$?8MXY{=cE#FFY^Wt!6-Y|8ZdfDp|Ha8v*SO{8D2a~=wrY>qy$ zR^gyH6<;^6BEzWc>)Yz4Hp7Z!c@jQNe_qI|7l^;J(#Xi!yR?N+yd!mA?^S=eY)dsn zf0Uj(ZDs`Xc;Pkeb6SJy&S7?R{Q_!SwU3A>BY?9Q~pZoDC zadZ+Pd*j1$KRe--$;F06=nJIx<%xiH92j9fJiu zFn$XP#yWL%$mW_OBzhZ``%RQ{8qwfb(ld?zSj=SlgQ&5qd;e>X@Oz-G|y7-B|J4_vQL)~vA{HTSbP0q8Xk6uEtN;};*3 z#WRb}@v11lcHbm*V~P`VHM$rDm3~HKYX~NfKD%Q?aPJh31rMyWo2_w$Q$QFp>I1NG zA%pWA&eti=p$`s|Xe$iA9wY1>oHf49607Lo&1U3rrE)CJ8xFFtP|%ZdDn%M{U+=bs zE<|7%gla892G0hz2T^W1p=HSg`rU50SPRDTD?3eY%fm(UPIE@vPII#)TZRIWzWDh^ z{r6eQ0A0C?B%u#?3t7t;#I@+>-EhWvp`Fd-1!zRj!X^Uf4r=G%Irsi9uBV$vs7cBKK0_HOVKjFt~)4T4`7nSU123YqO zeeEWg?vi)N5A;n}@Kud-Fq%&3r4~GYmy4_Ga)U#Ey8kUQV^3=ETER>AGj}5T=s{C; z=)lu|MG%JfNIE?cyC_VM1BTp^Dx?p!(#)<{b+MgBqu4~pdn%wjJfloF`hpX${zcTn z)yRzgVt@DT{axSah!n{`oeJK<=@u*A1A%DwDF^?LmqTL1)ivgdPL6dXBXhmb=k51T zxmD75%gz84drN-)U3*2ad1SRjHF0z4ikR{JmnfXi4m9i4r@fMi7CUH+80ZIeI0%K_ zn55e-#`ot0hi4MFkC(_+yVxg@HivE>Fu~1%yJ=3aRa(37sCyKR%e}HqN-+3fJGm#) zlqE5T0Bmge6K}&G@7IDJxt)~KryM5E=$*c|XUzla*AgrjPWt-PILWeqCOa_8|9yDK znIHbuLC5-a|hd6!Oud5}K$T{luw>%nZ$GN^09B$>!&QmCM?XrH4POG6%YLk>UFGrqJRvCx zUZntq7)G^6&E~$e26Pe3tGs$9oEb!s)|Y5BjbzY8RSo3w1_hQ4x`)u^X?WA`52z;Y zDL={<72A2vnSkt9)q;zl;vo02hBBr}J)LJ*JsTJuso9j4J~;^iDyEe5TrYC=fwlO! znz#0G0vApDhZ^)U2RFLO_#vr8;=CF5b^I z2Oly4$eofvdaOR{8uIkA)U3=y6a{;2Zr|_eOOVdsGUy<{oX&Ri?UlEVnAlL09SFAJx{#6hqWj&(Gm;k-HOD zHRTm%+IT$>;f?kiCUsg#sWOF)5(?h`z_3w4a2iS2#>qlw;Rs46te0j+6?1434zQG< znxK;317p|!b_sOk&b4-{a)>qh?1VwPBXr-tNPGnaQ~b^jqSX*=4cYBlDbw%!>hiC(a|)Ti0C^ zU@+-gdW>56lW%oa6rrH!({qkib+#|)i$>6!O*|`T0WsaZz#?hnbTUPJTUb0O>#)57 zX2bl=X8s4@(K*TKY9AJ0MB4O61!&YvG_Tt=n2%IF2ID4x97W=`)?=A9m`OjR7fhY0je*YopAd(%P@%G< zIhGmRu!MdWo*XB4L3GugMv^~q)h zAEheb|BPT}$3KqLJtOV1X6;^7u3pMs+841>)R#@X&Ft!n>q>=eGIr$L@h-UBo!)^0 z{iJCcUt-Bsn?)9$FS7`R5#(vT!X4S@pggk(B@@BLkQR!6+3QCV8H%%zNL1|%z1WkJ zO`u9`YRo8QTL72(Ce7CMm02*!4dWh>4;Mvm0Fz2y+4_|15C34z$Mx0~l^_VFeKj?p zQjbndMoJ5C(h>S{I1mK^D(K*gNQFI0&)7nuiIBL}qps|HH1yxCcuW6&O3$L+nSC_} z%AxYJdfO}-k-@<-a+-rR=B)(Vrm_y_P?_N11LpfP4+oYlmR#Vf?%i*!-1|NR>t90mYE_i1XC$R7a_-9$g5;-d-;kT4WSE6mQR|(ca zYxMzi!+>Oc175dC0~h)O6|@1j95SR_IuBHVHiQ13AD^mCHe5$Blyd;x#djXGoft&9 zV}_Xc*Q59{qU_rhQgfi$X7``s^fIJv$c8E1m>Nrogj#tS6r$9zqD{&UKR{fi4Fa;l zcTSD*$O5q2id{nx9>sa-Xn-~OqSS{7y@ueVc)snUW<(t7m>*_Pkw64)P8D7`$pCp$ ze3gM2sqffd!weuBNpqh%m{6lJ(c8xY&(u2)+jsXl*W0+;gfU3 zVTgV4I(Iwf^sNCq6KlK4MA=B@*A#A9OysLf8RW@}`DgH#7wcf=t5t!wEeP3#@qi3g zWN^H6SKjhGTjXm&9j>3*IRCdA*sw#WGc>1M?ZoDC-(gZciRN+2j*@g-03&wzf#X71 z9P81eJzaN6y0Q4fU)c+&TgNPqhfb7N+;J{5#KKBf_Nios<7bBVW@Qa?-6$I_2)AZH zI1FnHSk`H0g-Yip`9F{5zECxA)nKB9U)WfC;7vBkFE1Jw22pIyJYZ>Qa%=w0LdLN~TByv+pN0?J{SL%`&>&EpUj?a>Wln)h_Fp|+g2WxsR= z_nR}M!d<+-05AGAUM=u@Y@#9h0~B#~6{ZDe3JTbkbi!+uX|R)Tn6sK5lTm9xFr%=n zU<$;Ey|;|lj{A4d>=0P?k8MHncMsn;7o~i|d4kKZyYisNqRi))Tc^2&*vn1WM@k~G@phCP0YrrDehB{=IM??q5PmakDUdrT zFVn!lb4w(VU<|!PIs|sS#>7bI}0{KTRz<3_^uX1eOD2oWzNwMPue{T0Q z?R<+V7e63`W6ZHLyT{&O%IKje03y^R*c>d~tFmTY%p&?)HQKcUHC<)u)==s!%3VzY zXAM*UC$O~GgP-uRRENcECTp(K=JclETQ0~bw{8DQM)nptkz65d55Y*gx6rF4?A&J~ zv0vSyIN;63v|?nBlg5FtaM1FQNFmQHRc2x!Nt}dw0HACoj z-i|SoL`C}3dH2U$9t_zo&hwAe8lb(Ut$K+@vhZL6?~GJwmRCdfsk)F9)`z~Ob~=2g zP{=63jWmnqqIkaiyGGQTiiB*n-%Q5J!N9luY=3A0+;s{m4RiMu`eDD;Sy*5w27-{Z z+yuWQ;BG8xV7tIBA5t(gSONoX9A#4B@0)S}1+hl+w}o)fkN_0RM3N8wPICj~`rWGT z|Bu8L<+A2+c^O;=HsoMcbf4!C%$3lB>q4Yab>A>HeWBGzPnp1|aercmyG$XRnq<6yG>gq@PFSOoo^`caOCC@b+H%qaB>%vu)qzPtR$9N|5u1$v#N zSFP7QQFKY1{}VVkvj9#@z_W$Z%SJe-_~#G4u5IFH(r;N&8}46G1RrSFi}D4O+o&$} zaxTXK;^Eyqy%PEeA{HOL2-Cn&AqwX4;|02vkQ-YuPg2`H3UH9P*p;6{ifyjk(PDyQ zdE17(1(PI*5WWu)A3DnzvtCDq1jZ+PJ9$_2@z(_RB*_%oDrfpvsZz@lWHwv{zow<4n@0%c4Fmn{vJ4^A({XZW6}e&G>C&g%_kmG~&w zPlVsI2Bzl5OuBo7mij%bW$K90z>Zr3)A?m&>W(FuXL297ByUMZiu-^!c@SHOJ1B`6+eN z5rEL7W@%v+txnikF&cg?MXw=?U+a$T4l`Y{+cLwi>BfkC)t}Z}w{KAohlw^9Z2%y3 z{iV#xT_Epl22G{CdiJ7o?LV+q!GR%@k+6owa2}tb9t&FsVm22EhaN`4qK451i8dqL zy^z7jZ{tTDMcvVYKO`z(5256q``OX-&A1ypR*s$sf0L}-*A%cb(Meu$Hd{|AO%QA( z30_mjiy+}(+ww@o`^H&FjQ#~LVom}&Ef6bl2xI8bl7189tGJGtn{fmC8~-m{ILbIG zwWU38y4c~Ivx{VSrE$vgf_pgew(j5nE|F60PP#Z`>kr8Wm@F%gRS}u%?>ckHI;)UO z(AMTr*E9>KC~V(jBXgq@wiW~CcJ&Hd>HXD=*!`?B#YK{3gmnbjBZ8#H7TZd-tKPG` z8$~1w^NPtADq)DCKh-` zx{{foi9%k)F`DYaNhiX+j-t7urHFJ!Fb-d*Sur&Hmo7n;ncgN5S6@J8%dm42*CibE z@0qCX~vUe-X?>p8$}zUbyo_o|=<6B7@rJC?}pBT8Zi%?QT6Q^t_mxZCiq42PWBwsZS7 ztjmhDqSLP}@W4|5srfYwkNX6WCHA>lt{nQByM7-={GxPhG6RIVM$Q4jjT=}U1)x{b zBN8sgG5}6kzi;dRm;imM_)i`OD2=GDB1G2M=WC0MY3xx;v1K!TquO@U&!Q@GOgh@s5Enu3uZ_E^ECDh}PmTgQN`zj$ zUq?Vb%b62Q=zu$VgnM`J@OX2#?LQnHDcV$PZjT<`J7*WLaxC~*4V~fc#WwIy>bZZu zf9s6is0I3cGjk$7PvlEXljrh|Z*U_dk4LWprc#5IsR^|t)OBAdNQ+4N)&KdU$*KBJ zEp$l(i1<7L>REr66kP51&8;?_EKT~cTR`bS?EQP5Hu)mt1DT-57Wq(I-ekXAfyayM zEJg3|QfG))ly;>&U2;%OMxzyvf(Q5Lu}%4g`}iqm_C~HjR$csuWNfJ|KEEvRB+=8Bwa$xT6yMkM19y*>)jQAM_4Zp>&C;R|)br;! z<%sS;Jd)Hz2R@lN7#xHVVq5==nILG?+TFldQM61cnA*4SuL3<8o(O3~{wcDNY+!)y zd-eJM=X9bKDRVlCYLuM^NxaO*(6u2yICTB_m1xIg!+;0A+%I=Zr_o0zY55UU- zDw7jI|KoEfa=;O>9%^Xi)Dj-~dEQ>Tu!tg!5HWqA=s-BT0=nLCh3CdNVD#0C%;YRM zTaoz6S{BxPVLSXPEuawmFfH@5blq@0%EK07sB$kg>z9%FxlLos&TC2rPbo9jEE>*{ z(Q&X0v8oCHH7sM=JCS4$Bv?`20F2MBt%{1a90h|r{3w$BslTWSxR+t)eQ!6bleW zuq0kZUk2qTRSh}O=$4Fq!=Dy+Gh!xE1itdC((48+H!d4N0tsf|;($e;SN@$Tpo zF?1|4M^=$az?hz@5yW}N*k7|wH_|;@)kSP}imhR?MuwY_Pq33O(Hg-HsX(Bcn%s+aA)POC;bm@+?zj#z6tk&x7skaAaBF0Oz82~LKW?}! zqXma$4JY!@K|G``DpS)+RPm34hLh+;p0x(9(ILyFwveUG?H{vH@{9&!=%9OOwKG(X z`e}xeL6cyuCb%0&uJz0~Q3fCfzK3V5QNcm0S(Zjno60%&xY8+}Ayk0sR3H4ltqPga zE{m_*pC!dE&Qn1o2Vz70w)|2brpM#f68*^7ab!rKa7dC%%8ad21DqZd>RvhiG#7Jk zdUtZ7Ev%p7c`-Naa%$T6{!#%Y2pzhcei)cFM|n{0Qq}CJI5=ck@*6KUG+Braki|lK zwSx}%RZa-O3};R&YmGHsD0DoX%91w9-rgC*Gd_I9acQc4TfEmJoLn0I{1>A@cu?2KNqki^x)2#dIW6DSM{=#r(Ltzg6E6^{dxT^`Uw>?Z6BOP;A`g+ z_A$VDW-DMgD0om#axuC0XVMWgnf6=p3dOjRTTeL)5pf5CG=e>_gyFNvtL=rixxi@} zcz4KZs|q0q>9<5#7r=-DTI}GF$kB^%>|-3rYsX#zhB|_-2)LW*9u?)@Q~a+snN#{q z&}8XWbn}KTa3Q_4f6^X~P1z*&?-< z^@NE}*ME`ba~@Y6Nd0LPaPAKuJHmdiY$79hg`-c&j;xM%HRFC0 zUXmoP1dH6hl`W34$tR^qj19gkhAauuKrPw!k<~FbeZ8O<29+>-CqpqZX>!*qt@Okpm@Ib z3Xb8GcBLuWGJ=GK8dl9k<1#^TDb~kIH7D;uknL4>WZJ-Ix9C3hW&_fJe1)MC1ZG4x zqSfFSi9?11#pmx{=1l$R%a9P9uhm>Nxsy!& z(X;27qaG9OW#v4J&h;VI%<%D213fCCymHz`r3U2MI`U|fdjFsL0;9e4_@d#VLb(Ip z>o(wi>-EvoI|6izX9G~sCR+a&oE{Gh7lv(*nQWAczO)gaeX;05TK@JcDmJT$)Fb#v z^FAg?Hm+yHW9ixOINf$C0;BFP)u1)TcbHFuq0T7mehsv63ihQSVp2PJm%c?0)1f9z z8Qz^NDF8z$0ONG>>ObUna#hJ4T-HqozVUsgMZw@sc}W3xS^z}evS^O#_hto+N8;9? zKUPl%ce5@XyM7+`U_Ty*%0Zp}Czcur4(_2mwf#L_x!A63&$PRqu4cGvAKB6$e^&Wx z<&vJ2aorvn;!K~~Yfzm*3G-*- zA0px4NzW3$MrAW+mtzrIb_)aXehfkLeg8Gw{F{;^+4;B6C=Zyz&7ueC?Z(fH>{VDP z(|Tk$!9;FK3tb~;Gkvx0Mb>HtXj&JZKa&+!{8+&}PZg+6fzmLYz1hb7)U7rFq-Cp`lJ>@X(B?LS7QWcV&56 zHbdb*X!@8d3y^xYq-*Bpx+}qk9;+r#7C7toC zo|d?0x~~W55LD}ubb(;Bh?#oGX6Bvu#;hq7_s(C&bdegybuO1$N85Qu&1-F{d8+9u zyM}x%e)ig_Y4m)?@PVIh!*Mq}OYcGA>2Ek-6xwSy=dd?PMme7D3 z!~NF{^y-MN!Df3r&gfH4ov=*8{L22!_(Bf%5(kT>ge9v5Y;$!&jd9);a>FCXY2eqs z-qzbIQ20eN0D8_vmPQEhVe!Cw&|UfJ%yMn2lDrw$+ey(!cXf}*0N<^7s_ZuxXb$li z>DWijAP>5Bc$j z8Axf&J~G9Yfj5A_pIHA=a=Mf)%9*oYfo8f|nhx3j4=Z1!7i!iLZC^%a(JdS%8^A+2 z34@(Z>pv6pubgcG>JGSZt?_?^1l50e5$X}E)L*47Tm?Vy5(u%MBPJKbB80~6%ZUC5 zLU(tCFTcGfC>Q{C8*>11c+O&Oc@eT+Bp zY!J$&^;3O=y0cGj_~m`_zvucCUVy-k6d4%&ruSIMWU(VxXh@BA6F~E*fjMH7tU)7< zSD8oSuNQ_S6x<}SyI1#bmKJdiTB#L*sB#jbuEPDPfu1&lPk^9Ry?uEmxTBi zh^~O^fd75$2s=lKtaMCCseCWKv#%{9xqwR>X5*^>*#IQ<*07JM@otcx+CPoA>3ZUF z!8(sAKpZ}Vhehjmmee+6RaoC_AC41toG*wCqvB`TUgL6?qtsYJ{+eo(sq z5hnDrDaPr;Ou6#z{b>LLBSLvO4L;E&9;SKuZ()oC1tvvx$%W_XnfvR?+;4#&$AkFc zhN2us(1=IiH~_~_3b~5lgQD=^1w?799|H0eiM77TNCJx)VYMg#C!#X=ezyGud0@!4 zFY|lrhsnRKZomU3EqTHPT{o(J=DLkX>=or4|3cKWEb%TV7#dcb4VoE{q{1UgPZ@zt zot6ZewxI)+_}^{=lU6LN&&C zPBN>hX#n{m^B{At5-G1Hcva97tVKkL^Bh?rcS#ZGisFTO1YoN+(VYa&259GO*5S8x zpjZISltz?I$&aNJlWU%TPs81ZM#pq#d1kwA-Z)}_~( zMQ(-+3a=$u-}mDs*nkr4{$-Tjq4)YnUG2*F@%9(%=Om@I6@6PHk2Gh^^>N`r#G4lq z%K=G;U~DbO2P}%%_kjVg#)pbHH57(_jRD-hir=#r|I6fk@9$4%w(j!Enl28n?{CpH zUF;h~tqM-Fd!!`5K$7?(<2plu>A!TRF3+x}!;(dX{y`+R@Y4jNb}8;|T@leI9$cf4 z7^%%F5Qn{Jtq|A-r$t|Z?v3m(WqA#~$1%B`}B`FW=EB)xIfo zed;mLyq4L~swh?x-mkuE%_;^~Ihl)QWb+rxw7Z!mBHhVH6fKOXJU)xaVcXEBGv|$t z=tfRUR8*FEV}a^CQ=xgHw#cPzyl<3Uga{!)LK*>6v zO)Gm5<^=g4eA#9f_s$)}gSXby!FX1r%-0h*t~@U>d;N>Olt2YrW zvrt(Ra|p9?gjt6E^3NBGB|nh-2fT#nmBQ z?NqxYZUBFEXuZ72np3!XHamvN?+2%sc>>ix=WJ#GbS&0o!-lmb<*w)vbrO0D3+M6h z(r3_;#LqSYi&+IY5p1{LgZ;m(7CXLSTZ`AECbt=O4{^D^{Ix=&MPdeXcRhN^vghvH zXqxDJ+NHlw)zJj3x$&ySg&9A>6@5;eAPApNMTCvu!1!b!<1`yQt<(fKk50$9$dV;-l z0?a3sS8|tN<9I@gDQmb=Hpszxm5WbXoL2=DSKulB&Q|eo03!^wg70AiH7)=+EkXwu zjj*mI)G-;_2Uqtk7Gj)FzViUi1c=&6w}7)rcjNUJ1h#r>9EzlSf1$gZB3c*tc-W#^ ztVkDdxg9`sR)TJR_kh9=Ed++M^bo|*6gH?@wBJV1yqX6?Jb@gOb*nZuxM{5oTf%K_?a_WB9fXvckFNEI@_3c3Qrt=(&y$>_&ZrGU#L6+ydD;Z*ZlRF}#C*`#U zjqL6INoa|<*;z9WGj4q<_kf%K4ePg0-Xc3Z^t$GqaWzZV5s}a+x4imz@92BzB2#~; z-9J3G<92P0j$~mVMf6||6KffY-|O$#nz!jdSa^+fTKlGvi)oVL&T;GIkx$jt`u(Zenr~H z@J#$!GRAObC(E;Rao_^Kd-Ie|UQfOwtBdeRM!!NGf~+e7^pv-q{4pG?{ zzy4+>V6trZOcM)Tl-8*w&#~U!?cjXPJ-^Tgo_ZCUI*joCOK=#v#^QuYfEyYPmqLQ1 zNKWarA31>31UB`cb&#$EW!ZD!m_`vgztYFmQ##7^-}>{uKnhETt-Xh;O7g+d z9$*IV0Xpyp{fgjGdLJY zRnt;U#$K4oY$!aQJn8e?F`0v9r07|?w@!mv5B=Mf%-wby9!n4~&v`cu-lr&xTblYx z?hja3nIBT-yrHADhbuWXuh1>8ahWP<54R$3n-Zx7qJUf^OA&QI|BQ)9N_qxwD0xN< ze$dVITgc;Pw0{HV9^!EUW4w1qG65b#rM@83BgsTr=0f4*eO3YAF(rY&^NY03|WQ zQ7m8XCFV$`Y8YYcVI|&SK06<5Qo-8YrG+Msj9P!cl6QHV|AHKRxYEo;#44`+uMmkx ziNRE2--HyOoCexmIwP-dcg$=CpLQjt?_=bX=|@axbMuI$Tu^~p_Iss^ zH8<(pvmkK4>A!Gu`~viY&DaJ#env_^O9I)kZFMXiAF1jW7m`@J!2(LVL5~;v>m@n~ zxqRoE*f{R{Ba9v-|E?3$g>`n3P!d0{qieeJLa>bip%ueXO?;pE(?jO$N zO-ni8XSCp@`v!MkEi}Y7DXHW4OV#~>)nG61P!L6({N88l@uG@qFjaDDA#$M14g1>R z%6_kLQJ5&_t>)G$3LrMN6d}&{J|ZQmk}q2d=sF!wJeCtO$SYKQ2_Nz#B*wW)@82kE zHI#1~0TPVpy7)BxvBq>-NhsxM>{pZHcZm?-M6b8zco^?1X7$OFdH{>|;huq7@Q!|HdQgSmYL3iryYp6dh1lPTxV zmgNiGuG~>s0FH^(9W3q{elDa+{rKAx6K%QRE?WkxMu{B)5cGyA^g(kQ2{@?^A=&5H zx%~BKzxeSZ7@iy=CTihf8b?jZ+hI6hsIjZ>Zn*2?PW#ivhq<8>cmZRvP6eK_x^)i#zKKjohM?f?k8Q6j zYEFTUSp?`2Su(HoQSIoIvPdB2Q(7qOSJJ6dPqc|(q6)J#wo|zXAhsXEsaT#e1=|8z zt8Jy$V_0K>e9xM}Nrb`iJ01|%xfR_W^h+`G8^U^1b? zc>M~(xaezT|IMJpF4~1&+W42=1M(1r_0rKKkyrcPXOl2e9Vz;_vP?`|sYIvkPUs>agRNXVL(c_Kpr0Q93jsgh*wn|tq zawg~GP%g$r-jbCVi&Kk-YI4xwqElejUKQ%$VM_m^9f1XPO! zzoozr2ap1}3#OEYREklm&pt&x*?o-Do%5HqMxX(XTBO`AhP(^Eu+|afKBDU99`ePY zSg)3W?#?kSDPw>am{fvgx<74V!@#Zii=DAl!4DpCa9-=A1epS+{3d=?+qJ8Gq!gSF zJ(6|gVV9`K!%uibr?F~~(og;Fc9wfO4GWyJ*?h10)48inT9y2h9ZBQqrABEfUQkix zvp1uWP%K(@xH}7mnQ>0Wm+kN3JW&W>i#GESN)G**b~j-fU`i_p7MCX=t%x+2v%mR4 z+aQ|e&|f39xQa8&L#V2jD7su|C0dWVa64!tu(*4L{)M(q-mDnTLB|@7qiEnqv!~-v z9N`n~Q}#X8>J=(!Q_ zfiRtpKx&qUUWDKvN&uIMG~29HC>_F%WV>BrwWQ~1dv^o;gMG?F-UMeOUR&prIyR* z^yHrP7e*UIrNxF*iSF;Vq?6U#WsuKGg|4AM-I?E<-Cp^Q)c8oKu?f@rOg7gtuxjCo z?j>f{yKfF`O8BOF*O)Ajh4WzsArQ%{O1~BW4b9Elr`sZy7P}eL#zw(L^`H80k45wB zc`F@eSG}-1khktTbDa1RT=8h(KiYX$0=+zM(C3_WGaeFof8X~5Ayr#{ZRl}0;#Y#1 zyshgK;-wS+r4t8#y#Y|FU;@*{es*K1^${0t95ysA*4<@fVsM{EteTXqe;}_;g8;4CdOOm z(o{_-9OLrU?5ipw9QXcqtTt|^y&_Rv(Z<{$vR#hWNhVIt8;tal3Xj@j+UmbTf^(zW ze(p~N3oNb??*#}zNREdTy=6CEltTN4cf}tGnpscZSo#gb6m?~bwhDCktjG}to_;y+ zO#3{FS*LGRJ0e7DZ)>18P_>a)e(TIbU+zG&Z?T_uQdy|bAL}JAle5%;{-VPFrz@@) zE;bXBxxRif)MV{F<0|!$sPOdBw(-6dJDEzBPq@zYcART+E?bF@1FR%b7ltiR^3y&f z(iuIfk3^T?_ah$yDsach-(*`cLZ8SHUz|%2;-8BoqRL)T18^%?NE^yc6y_q2kKuDE zoR0->*E~K}+THmV@tuSi=PCI@pD!^JYgp{yD}XS`DP{;hJ?Kp@%&IzxK0Ld|1bT5+;m+iRKzVx2Oc zZwx@quD79S7DZ$?=wFSqkM2MtL8v{$gT?pYZBujf?v6p=eP>h?q0zy#74evvhd&oo zt)c`AOU~g@t|XGugJ-ikZ^pwOXC>7Mxk2dGN^xl2!V|}lMyvx~e5&#$XuX7WK|_47 z2B&03YKQXQYj}5ULDJOGEIv})>+uu>EP*Z?s%7$U@dwE?Ll;ReidNt^D-szO7@5Rb z$!0mm5^xo^?H3#F)kAEj6Ot7WUCu(b-EI>#mUwEqE$(DAc$6yLC(_vR4q%qhRmUw* zt)~!njmp^36N;|5*2?s>+^ZT0)u6Q{Hg8d!wvION>-n}H2ofOh-h*fnWNiQzs8`F| zK!`=sRtYm>F)J_Ze7@S-U(ndc9*CRV-xXjJx?pP1)gfT)qnzC(h8BsSq;KB6Ck3ek zSl_^ZZC)C_+YxhF<)xgpy5?4_Tq?48_JRQhJ5#`OO>~WN_&KbQpO_zqOu1%>+*Ti z^Yw*){gg*)j5(^4L<*;X3R)z1yc735&nW@tb71n7Z#U!Zfa87}Pi>bXdhhnqdaUV-C$b0C3@l}BE@ItwA|j<4Lq$ReaGWOn{;AghA$~jV9WO5#eIjZpn$MFz)r;@ z#qiK^tFnA~;$?rY=*m#!00&ww5?B)hUd#R^p67PihW|HvJ@P2vc2 z4hHH8ofH}@2LS-=RsMPlhj>fXv@K#%+#6z`*%fujR&+~5a8o1-Akr!r6o&2Flk&Za zc?*%xD}gnN8IiH@OHSrZ(;-+nVaLF8y*xjdZ@yv+Qy5r4E3`eC`?&Utl z*WL1@pJbAU6GgwO-+uvksz#K$qW=P2!SqS#6G7XBSJ{*M*iy zTh0iwlFsfJahILuFAY+T{FyX2Cb2MuW_FRwSPR|AgnFBT$l;qE;qj+f_q`Os>kk*u zniCSWVVsv(f2Af4rvcM(y*ZBW@tcQy=&;heCa2E{c>W8vKa1|sEs7@lK5lZ5ytRo) zKAo3w6GH?b|5!&HlzgjS11&rx8%8>=Go~$xpdw*RZ+ybH!TSTJl){mxzYi7 zY*CxXURJUG|Dx|Wy4^F!b)OF|4oY62%H+lM2ER4JxA5i%PbDh zu$t4}L-zBwc*m99HWhZf4Qq3?$R+;%E4r0D#21f)83`M^w}rsMYpkwO#X+usyy!jJ zd53r2+N5n@zg?iFk?z_v^NJR16Au1fs&G5lONycdq8VwWmfhB@)4|XFJ)sKq>&Qr* zmxfb9sg1Yn^!}!dJL95k1rxSL&QEET4hoTEnUOU@l=paPn|fQj*d12i6?kjAo6K8f;l{|XkG{qM!$ zrpG`OX@YRZ=!4h45{$@Eo}SeV#@31B5oo6o7b2bj)^d z08I7y^L@kq3uodcSUyyLu&>644m0+s7VC{3VSX7->4?lPS5K7bExT0osD}%nLMadW z2@A7b{P(%XSgsz@(f?@h4Ds{WevA1c>*DV3BV-Nj;_7f&y*brBim2M}Ijt6b(jN^> zC!9m%lcyjge$pk78#ERC$u34#!2 zwvCTr2b^7&Y1<_=_sn@48sg+hyK%XzbCmL$0SChX*Frtw^C76bGt0}=`3`ow3&FN_ zW;bz%c$$BB4#z{*i}9X1Cn)thU^ld^3EWV2hCZjB>o5`?6>^|=j#~axu5{0E+mhOh zZRGUkXnl)q%ss2u?L1bS>JTr(?CX7sc;|i{cyNdVVazJbmZB`i==^lh`lTEr!he>0 z3dMttxT6>6#ctLnZ2Zi#K!tpw3B5_y*7nx+%aqH#g}B&S#~*UDzSzrpOXOfF-YybH zaaP+*glH_DJ0D3eFd_A8LeD?H4LOa;O%+qPZfq8)vvqC}gfW7p_)Af<+Nr9a$g&w4 zSx941dW6x!6-Cks(X4b=-hNqY2cFv~`uj2680HeL8!kL`;V)K0niwdD0!+TX?Bd)6{tCd1fC0MIUdM}+aXzX8g3oZ6fG*Rk@51-qDJtCJ{T9XZShNsPCZjo%%BYi*B zia_862*eTNk5zR!xGb>^|Md07wl`B%cJyoT0|$o}6#5j=0;eZbp7}uJpklfyNyMbO zS&?vZ3FR04u6mf)XLl>n{ecie&1I|rTEg(BmOSOvywY#`@|Yu7@o5yA`G0~n5BT9m z);tgIuqAR;_K`v`T8oooH?u17E~{LN!lF?Z$SW8FmT&7Ti7z2IK#bQE4&2jkI8|-B zefIby2eJ{%gPs|z5Ghu@Kr$yM1TyKlG#13ejN|r5@tqKw>Nl8JNE;({Y=3n&RXsek zt@aFg?yT{%XM1QFTsSoc;HJCz-50Ao;fa?2Z+dC-tZMnd3dZF~f$4v5EI z&+F9GJW9ssXwQV<)Ax39|`Qmfi!4?0-+fASBnJW+& z{KSYR{jr)|C?v;Gt(|)}$`iJ_do;X0E_lH={P>IV6UH^lR>C_cPz+M0x^M+ax$MKu z0Tl2;H4BMCeO*FP&af3im^pfpzbZrR|6}ff71E;jRmzgeMvPu7Q55{PDYbPm5zJ;{ z$hCFU!{uDF)#A6to*}}+qO^91tfjx-I~}9&jq_LUL@wAnH*q9c;`lf2qPo@)2qvZ`=n`=;j&&FggomT~*+n;QA5U#Y%u6LwW2n_4(a7R<9( z1NDSqIy~itar~1SCAtiP0AqYh6wyLP^8;J|1A)~u^0hg%`-XYLOz1jGzg{)=wM1aH z#{hc%4(S!P-Jn?9vC3?P{w8tZ5C-ya*N`Fk*_cR5jHJJv(3{ZKx55Y`#ATY_a&a6} zB#HR=^xyfFQ)oT2^1oUls&nwXEp;;U;6+Sv#q+o-e(N6qB^gebo{^K4iWb=NpV$m0 zP)gS7S?wAe71F0U3~^XAgR+FHgB@?5_|a%0aT{|T1v&(_#rtl!vU zuFb3CiN-5)KancZ_B%pUCy~mcD2;nvhQioD1o>lBy*k)AlI8#=*TD&0Op7R$1qFBq zOs-2xNpbD~005Ce!t#;8-d=v>|2tG{=fBCdqE0g0tcDC?gH1e5l(n_fjHT-&roz0~ z%mt)W_UXN8uMZcgYMl8nO@lpO9D$~$-7kJ{+(P@5)(E3oT4|T?ziyw_%6?y+C3>xX ztIDVfoXGuNlwnkM+CqIEICi?@_sN)|x_9+IY*}jI zVxnlG2R^Di0RnNqwzi;4Mz^6VX-Fynx1uZ? z;lU^j!Cn!tF$dOOE$5LPIg8v_-&ICRj8kPNzXXPB;VildARs{y9T1Ati9e4YHY4Y< zP1|RoQ}-653GlP4{C$Q2(OgNDM!Y}-n@zIEa75ds817j=^P}^>=--z(EJuYM(mXbx zm|j#~i!oJ7eaUuk=w6ca&}TLeKjjyhVucRKDw#+untOZ^Nnh(;_X{$iBe8+4o;ZkN z9{U~RpBDXonC(X`?mUWqG8kAkZhRM*)b`r!boR(zha9j%(v^TpLwFG z;dqEWUFuchn{{D1FW~Nb_=U~k_UlrNTIgw@*s;;R$6bu~SwV(;9SXx>G>yO%1!*F~ za;A2P`RHy&ZSl9?FRT%N3w)ZrKhOsoL1|!s3C_3LlAce_KH`(?+J-df9GqRoTMucEa_gz`v`(A(CIxngnOBI5k zRWfP9qAv=-UGKn7(O!Pq>K4O#~oxe)FVLlY93wR?OGyd|*b42$(dF^pjK+_tX~QV){nRUBr% zI*qoeNN`PkW-40&k)Co1M3&_0?ZuOf6zeL~Js>YtOV4Jz|2^XHceYv0G{^&kx~a%<6|mNsH&+`%3JXG3z+Pw=g{jAK>TP@?kw)v-97=w zNU<1hgM;TJa5`YBTue^}_ZFo+2J)nIjOB8KNiS zhSad0)MbhJYc|Ljub-zLFRiw4s<|c#spvD#D&yej@FLABd6=Ank_;D);Pw9@5*uwQ z!g7Hz#+jn(R)Q{51l_fWW;Jp0j^YVMQc=a%Gs6ou18%Wn_ih0#ws!@g&x%i3z%ILDO|??3|Y#N0x2pqHwKr49skmFKXfR>ePMbA(nvB| z3f+yK2rgL&De=eSM-9cEG(}$C5WCR*V=ripl43gQ!MN37Z|b<)ak|3*0Gs2E`)h$V zdNBAge@;$jU#%DG5~4~fZu>f1M|u?;qL-kXKjd)dHbhQi?AlAbk(Umx8~GG=ylu>y zsU59zFLpp-gzNeU9MrKFcs*=uN0pqbH^ZKgkEaG4MiB2#dXDPqLp> zKwpUJG*r87nbCOQ*7zq4;PIM8|DzYVt!Y?r2s+;#7%YZni#4*0Q<>N!3)V&6@LsRR zy!c?EY1Cpf<0WdCd2_T#*QekyWIJ?23V$#t0oar?{kUbw8 z%h#+*TJ6IwX(CHVh)NpOrwlBieF!CS+1iV2aLOpFuNNEWKLLvxvx%OV8#R9|Vfc|- zo6qGX_`OGp1{>)J08UW{nv+9M&^_-)n6BzW8TTGK@RvA1lP@)kC3<5D(zQ24=lBN@ z46%%Kd}{qgcBbvjA|F7zV{eSx2+e;FZGnZ7Y#tkT zkMnzgolBsM0}LX&Ho5MnyR+kJ?pH*k8tTkoafx@jHkzG>jGU5Mzsi{kyG5OXNoUm>zT+e_V>3iq^oKTB=qQ3#^gRG@|i>>EW}2CzLE7 zPz(o#70FJ%cA?)*4uy$FZUWu3CPc&HEXZ502r&qL&? z(NQ$tFwjFVhhi@;AUS%*?E}^Nm)lPwV_1QXwL%}(ZpWs-ED51WuSB}HUuzs!I4Z)g zXZnCmX2RFd%xbAanlD=(9UnRc>G3LyT44tkUYSy(fWoB;R8$L8^_JX%AQx~-RR{3& zG4b`+pYD(XH>5Y|om-8tnr992Ol{7>+;Z&~L;^8WnT!V411nW5}Ic5Af&; zdMy9cvTadyg2`thxKCJPozq_ubJOBP*38ysYyJ$s|Mp5;ZqIef!~I@VUk=|+imGwr zR_+noIvID8VJMt3-)y}H5vxKl7L4Z_bEj{*{Rx+{=Qs6721B9~M+_kD<~@sUNa{cF z`tz+?n$e*5q)8zVt>6OI^Az6&Qoug`8@8MxOcSsMPel3K+dqCSp_3|+>bs86Zm#SE zzj~#M+JK3Ra4{jVLdgL`6?>&gfNV!m3G!_y$(hbq8oLzf!!`1)QC_WhSUE>CDIGpT z>K>k+i5OhDt>JLF)u2~k$7T)P5( zuk?S&0q${`jmNtYXU3A9klx7vzGqF6{HP+6z@f@TP|Lg^KfO)(Za;>)jRN~QPH1I| z2HhPZk4kH^P=>UIG*gHM&^~|sJGO`KjDI)?&;FF@li6nyl2i*^vy*2Qg4uP7ICrSH z`6cWCm2pA02iy^;M1_7l4|sViHh=!R$rHrJ)sU)M56PR^>>tRnt<_B`RIiyU=|>_q zz=Nq?{9(Vyk-kmjthp-%d$uFqZ+H{TMvkDis^z$aA@~gp>+(8S`g7$HRlnjg z)CnJHE<1)sNyiGQciayufe;Q|9eoT4w44x(PK&YV)7x;M?_TYU#<4ls$tXhAn8R(KUAY9N z=kod2j2Hyqn(r`2DFkQ-t&`JKPgap<-Eh!H?>NvpccoXPHkNlElqCIzrRX!xBBl^r zw(sPp`57yRstOQ+E3fp4^4yiCL{}Bam+)d1d^+vL83i5hfzlT<+A8zma82qWdRE>i z*9R9fkIvI*D<3H(oCX_@7#>cxz03I(!z?rf%KPq9aap zU*m(d9dykL7IQY_rgI33qFJ;z4f2Qig;;B0@bP(z4h`-zXe#USP^c-@LUn)#jV2#B z0|#d(`QtpeIFvMv#0P*zM_e6%3eG*?8QFzB6r$qQgG+hK_&ChB`*_tEbp=j$cP`ju zAlybNfVNy@VcO-|GSu?yTpPPoZb2ZOxEXsRH5b1^;2C+M$%JBMC$HFu4c+b@TB0aC z>F%Xt32u2q*(Do=7d?VFz9&uB7rcsdN}NBurWA0v1=0l1@FjSoTr;hsW4q*`ZqS~7 zvtkH$KEI|bd=vPBuO%r1r71eF9YSUC>Z=bP+i#et%X~~;TH9`!!yd!H*lmYx*mLTf zGj_~-BWAWyB!JQ}sL{=n8C`jL8gCCs&?9)FoO1Qs|K1@WGvoXziz~I7ASd=%Rjgc; z2Kxf*xDn$1dg1s<8O=4+*1ZCyd4r)1BZ>a^;r{A)SAOfquCZw;s`lYHz9xO3`)(K- z){ z$!BJVNo+4Cx+l0YvZdE(O~b1q6)a!QSL&`&KPiAUUNivdzX1HqsZ*3%Qrq z)niESzILfaZ_U$?%d=_>z#e+c7KnCFkq{DRl!%;9l%Ba}vw9w#B?oF;pOap=^K%zR z_nO&c;g@|{8v9cJQ`N1y!LT@Xsj*bLPm!{$4x^^6MhhOq`=l1MXtNauQb4e)y&eib z=xkGro{o?Utzb$21JG+C( zi}=_o8KOW=L>-57($*iyZuW3;cFUEEd%fHMEX=EHB@HZ0c!>bSk#(CZcc}fVOT78o^*Ei>b2LSH zcNiKhW3O$?4yejZCD3eyjT2Lah2xMzdA#I7O_D$FiwT!qe=?(T!`Y+d0|H?a5Fwgc zH}$Eok{+La=1K6vR-lzT2(oIHtO}~XtL*`%+yiix-}(L`F%~$U7_IJWpK|UloK8j4 z55bCRF+CdHs(pjdxX792Ge7zoH(UYB1U;rg<~KD9;Rs_*DNBYt@4oFS^JWP()FFBB z5#RkUFu-^EEDR?SW(sqy<25<%pd}oX{;mUtZaWPf;6dzVk=0;Nc>6z`Ob__i+Xu?ZYxnj5eP)hENPO8Ln#1})D!a_7DAd3W@(BSN~a&^ zct>d|_F&>wG)Dmz_gbkHqwxp4IRSX_C72k&-H$)O4$ZbkHAAKa@oV8eQLflF0jCudZh4U;b&p6nt>4{SZp%4jHC}c+4|O`2oGedQ@&1HWbXN#L zALn=u95*_8)c?&^bac>rxhd8gU3&mPwf*`m;~+g%esKyE!fU(OUva>kH&|Rvw~eQs zzl-cTZFo>=(Uz>=5qY2!@E7$43}VHbyza~9Oq2<8lVIn+ETD-O?v8y zd^{;oPdvERFJwuj@Rt&Qt|Xnm!2PuF%kM|R>Wy8qqX%?HhRQjOhFnLu(PL-+73`OC zOq;iN{5NAG-zPecHmQ$o|NAoIdSlS(iXz9kCyQ0mR2H1dS;ogBoR^67#PRtR${XgY z8rezhi_|oO($Mr~1Dep{m)zl@+K`w*!?X|X4Q*l33hUCeTx*C2^AA90&7%Njh3OX4 z6|I(diAqZ}z(3kib}NSssaOrcrG1{<6+#eE=~L7Vj~iP8pUSHFerk~Y+3#@vClk@6 z1A2H)hl6<5GTvC^{?p_*6!*sQl;pV$=;E1A%C+?NfhQRu*KCa1w{HA!-k=di;^K8TOS3S{lWPdojm#i$RJl2mIlWvCPsVJ}i+F z1WGD?5jWL~>j5~Yo=d+4!i=#Z&%eq=j#(ZdPzzqsx4=h!>FK6al6;T?x2eERFfDK{ z$@T@XB_CPl2K4~SHnbnTa>|UbYg@Yrv|P-m!Je|MXqE4+1Yb$2_D$^JM#a5E z&$p%kaf6-o_3T14xQ2vi#ACZRA%Br9X)LDkWp1FBUIP>DMD1z!X0R5-%KR?Nh2=!H zy?`>(4rqwHBeH`lxeN=*s{%U&{e%M%KoDsU3Fg&5(qdp{>fp1>IZ4$gX~SBh{4srl z%r9n4%5ylUhj^MM(M71TV1=CXz^mDY82l~BmhA|!DI^BLdq6tj)eggRB<|}Q!YhFo zH7`GP-pIzG3sS<>GzTe3z>Wj4wh!athdX7)X)2P)CT2G(*!gR`5&5j_&@_95IHOr=00WQehdjyHj25w&|<0B z0DBwxs>wtUWk4`Y=^XHeC(**{uH%S_^vOtbXD+R?ql>vT!zIZ`_3w^;;@oYL(Shar zQ`j3aftIRW<(JxWDU#oD&xLCGpfl(YiPWj@lpB)vcAIDw6T?unY?mzFMkB1CsY#cv) z5_>JR*ylmJiFt3+W=TSgu6*(9Q$wFT_*-`osL@Nl`|BU7EmgVcS@jL~F_A@z^ig~k zlejvd$WrXc;T$Ej=Z7FGC`@ZK5nOcz|MRhQCDCKoM ze%G==k(3&i(#vD4|Ly3hi;`rh@q<@G^}3PL+=P1;hZ&^45C4;2OVAovu&C`!Ho*U> zr3!Vusb|KzdtGha(>p#uYU!;(&OWQTv+uEm?)zFuI|2AY`C3WnsY!Y4wITbeZA)kL z5AkbksS9m>TY$ObE&9=~LVZ*FF(dZpJRNFUa_PfXI|B9U^450d%@7=FC`G0pw>y*t zXbt21g6w?k!=H_a+H!LerHzaog4Yqf2m6`|aCmqMd#dSLu##r`;;7$Gw{hf$Np6WR z@Avp}JN}Lb{Q}nbMDen*|L+t!cIJVzp5@ow*8n3}_l72k2!$0bg()c`8dUIzHbv60 ztbqkHp#Q&4GTUxkY=BdQ<(Q<+=NZNzo4x{QxYOLz117&a_=#z^iho@jY@Zm|v=h9e z1GmWf)0yVj?=KikNNHN*614-8LUv)*>V5UhHdVZ8Gr6Js0+tJe227!&J+WA#Y%gPC zrJT~GmY&N7bOV|UjFF4uGI6HLdv{)EQ|5FA-HGu&$PA#UKzW;K{Tmk*PIANO+WVzB z`mCOX5WMlH7l!p3B3s}x6K33A#u|ns3*P8*5g{pJ@!(Y=blk?eWN8HnTGq!BF5jEc z6V;IY79NAg>)54)Dvz#Ht2t4}5GTyc#?&{>G}&y?@0YX>bb#!e)&Gl88GHnDo4Sq`yKxXeCKf(}#v((2Zi&b-AlDgcLKCP_Yc2^nPpp9JPzV zvD2F2AaXRXUsE+%W)q*ukMe_^!O*n_2MZu{8Lj>uUdLghh_1+zY8YwV+>aNNZx9@^ zHKmhsCG@a~ruqS{ug7HyC1>*7GfF=~#7*J6X&FP!WZ_~%U0Lq%S>rHz04hj<83Db` z8X9%MV(n9cd!UF%xZ6cm81^5e8(0wS*)#)2WbWQ!ncy9X8?kE=2W`f9cfdJ`q^c8m ziCXR z%M$lqg*5U!r*fmpzxjwcf!cYp3FXzDj;BziJ9q4G?i9x^F%OSO#}ooliXc~E#bPe| zxNq)Bj+YZ#rCxg3vyJ^rW(?N-{tjy>2u^UGvV(&+M)n5Scj=ER%*_cManCGEuHF41e^-vU8g zj(%Zyb6m=BIczqE6_Fi0Hk$-c5dK3JT{91NzH?>xhh^?bOpCx&ILT{esywp4cQL`ITnCo#HZi1r1)r?Oe$5>5Gx#7t)Bu6xCc38hhD2(SX9c7@Mn_yth6%qjAz`m2o?A*CQ zbg13k1o+EZ6JcKlJN!*VrHn>mt~TLjr55e@vtuZN0OtEYIeur#rlSV0UxPUeV$7@-RYYEwO=!^9g*!e6OUoc z;)M9d?7XYTGBCK2ENDY8Kr8C_6_UXo*6F&tE#iQTnN)^OaNSUHEiJrO*2?blu=>f~ zaLI7W6B{c@wYY8%=27kTkKt?n>6+uz2>~BjrG@ig#1tv~K?fq2Zzqy}M=Dhr$}Mpprc&3Gtvj(mp~0^` z-`iF|NE8vM+Ti)cIqms9U1)fybu}ymQDW=*AVN4A%D7(yG!}>RziQ7Yp-wwczrMjn zLac|=Vqvl#!G&45&Q#}ifwwwQ8b!D|6nRK=39vrGwOR(hCbe4Wg%^Q=)t~7zzscxP zyW1N?pJ$(XY|d0u=@jRMesTWB*06o(`~*Bv!a@^^8+=!^HSv2736l?otErvNEM=6EyO$_j=r%(iY-p!EO{ z*WPW{DBA!@E~HyF0cQumg}6uCOac30QvQia449gHk-F+XB%Fy)K?qM=aqIfjPNCbH zEQ%SoZ$aeK3gn^_b*cmo8b|O%hcdS6vj#&i#d51)Xxq8gu3g>O>4}@lAE47!9MBf5 zNS%YpqRn;=XU#wxkgFEx1eI)SFA^PwQbGGZy5Xp~r}QWXSmXm-~Y|*~=*tjTyP*S(Fh-Ru{f*k3N%Kxc^`(f$B3keac zL2A6|mr-+3H0}6o{q%zOB|~D;y2WI#6^`0Jmk@b{4NK#@lNFcj6L!lk`wc6ws+_hk zApOvT2XcDTMNZD+u|}21#q8WkLHcYX?p|J|{`Q*4*469!hepjp zE@oBmdBtF(PHt{LGliLBuY) zcDTIqYhRyhk%g@;s*U)>d6v&K;Vg7Ai@=u1``aD$iV8l1m`D=!$rl)jjp z4!H%r_zCKQ8jtszMk$QApjZtIv-lho#tcvgacY4UFuBNG#4Ok?2UeyGoPsidP0hwD zF>dMq3kmJmHYM7Lid=bcu~sR>B*jbGWjpuu^G&Pm0M9gWCPp;z?b>LtD!vd<1&+dMqMy9ops@8!ZRrI%eh;ahIcO`-4C``fi#MPSuEl9X4y%Er{!l ziSjUZ?3XsPUzY{?1k{!9v=PYYpqVbyh2wBfU@KtAV;k+v&)?bCK=7`||`ib7!3{%(5WwL(qdR58HYpR4uIWGrt z6fa3%UupVR6)0ubH_W%_)@!mu!Fjv15mGpT^D11ag`FV4XAC;wskA)BjhGbZ%}8;-4n+QNag=qaq#v7;ewj(t z`xteir=~hFZWa@P%pg&x^kIl-N>^yggT6Xr`CuiY0l{Q%kpE`EO(7|@;X_(Q)IIY>@$)fNr=n@+o zrDs;q8)8bp&9Hr^Q!`E9;P6EPFLWUMR^T*Z!N}TlU<%$TU>;v)&DK9RF=^IIc-Bvf zRm!?1Wt|4S=s2T_#jzWh5eM4@8MrGGJ4^*e9Mk8I3ad+Y^Dp)Gl^zYwpwCp`(Sdeuz zBG@R<6Hz>fCW}&?@Wquh-QtOJmwyG`jP(}RP#7#0&X{#IU52B+6Iu?hg<`{AfC%UR zZu`0=f(v$%}6x z-+O(QCypZfZIxjNA%3IW51xXKl;`W6;Tx$|2s+Kftp;BduRqH6q<0VpdGHZ=o=#|U4Y=+&i; ze=QVJoy3;^`qd{#QKVd!*h!X59zLBjkjLhS|5CjcGapw6h^x7Y2$2#mZu$D-d%#eSQmeV@vFQ<2f|d-LXf} z%n@m~h6^f}x^D2`alo zi)>v0S9tw(q5aZvDspTByC_`LkviTs$3kWLQ4h94*|-)PZwG@`GMl1&ouK+HlU+!* zW6~voMD48Z%;2Ymzil=nvu*)Ft6+@4&jSE^$WKrJ4zVwC@)* zAE(gQhC#(FoJ2pPGS?w=*5*UJVy0pc?(?u~!u=An6bpEYOH2K%X1~S0cW${BgARz9 zchFaic3|PyadWUF!0Xx_cS;9kObo1_hH|-DMu#7=0A5i;#j37bj=~Fg1O`XI9~yX( z6`Xkf6(3G7Ns7Le2vAA2Ia8`P?ybA!+}vqs86K!r;|bQlRMICDq9td*_mWw zR;6Ww;;tH7$y)s))c$S6XZR-zd0e0{F&wWBdX>!{ITM-i(#`4W7Uz9_oJRa`8GQ}| z&$20yN}?Ik#-+O>TN6h1 zCyIYZqWNXggXaCzTzcKktk0mGy9mR(PSpMM)U1j;FRL^Nes8vv4K#Sp2a;RqoG%u+ z=K1A{gZg@2h%tJFx8KC*C$79#Ey}3MeIpPJu{p*vbwI16=CMFO7b^S5QE9xB2-z-= zY=eWd_6XtX^is7twz9|d8xaU+lwCie0Mj(Afmd}Ff-5+8@bhiZ_*Via!%ng;v%oEsRRtA^D?iGq zl<6wG90{OY3+F~aYpQ_4Ju##!jY>QSl3MNOigkh7LnFT<_^K?Yp^O}YGQ@F!r{@{` zww9Osne5}8X2uY2$3~P>L8JF!pWA`!9HA8{-eD`dk^=_|0K{o1l-3;)wFdN-z+PJ-Bw+gqFem z4)9E7@#~g~O;@Q^f{|(B9NF4t#7dj_%LRr5M6jNhYA7SE!kgkw741Td0t$5)1W&dC-1JT~AWWAVa2sG;H*_D9gK+Yfe z3Tai~S&A{xibcqp)stW>@EY6Gf>G-^>2ngKalW(JtfN4J)6I}D0kL$B6wW0N`a*b` z|3LAd3H4BV2bYHIR=fK{tZp2t+=MIdim37^&n%2KLok!g$X-)}MK6xs{_DWb?bGgE zw3E4$arL27=HoZHT_RW>bA*DCQU>j%M?G=btL2m&c_{mjrn9n+@oFJ8@jVFJHXd=F zUobP|Y+(jYHJCqAJ9LO{-YG+-bN?4m_DhbgnY{U(7Z<4T;vV$DCDvNo| z_}Lq*p~XM@EnP{QK02shUBca-tJ@&sOCu z*2lXs#Zg|uK~p^7e~Zc=sSTx%&m$V{x=m7A$cJ!ha)w)%OJ@&z+-u~v5f*`muNMnd zLuM@aCth|1@}caPk5CeKy$^&%PUp&QM}eO*rmtn*u)U2`^ws;HigwMZQoG^Pjm_pa zY=mc3bfw)*C@e#gu_u;he!53HIOY{H?1tAU0h^31Tr(* z|HYg5-V>JY;8~#fjl{J}OJERzf6?&sVjrW)-07$ELP#4~%_v0cM3cUndce{^O8DUr zoeGur!tv%>N{S=$ZVj8#p}866GE9t09tV)1e_PK4%DT~VnoXLKxN~myps^*YZ#)fuEFI##>h7FB$BH^Y~rdqF7D+ZMY_sE z1Z8{cZ>t5rat+0>By(8!L8=+dXsuQS$uO;==3qp14*9_FsUfNGMaj)12Q{0fAPvzw zgv)?5gm$0^2uAKWU=Hpa3siUG8`BW(3bS9D+qNq!CC{fWU#OY|@JTqG1K(TxK?3}j ztw-IG&Eu2-p??O{bZJ~oc~kmwcn!N?>KJT;nLm{})M$N(6Rs}5KV^S2OOVwIX*=G7#YTW@^od7O_MT5qG}7JQZTnxY-9hKEUv-TyxoC<*+C?45a&`->3$d z1hdS{%dlrLb1VT%F|ASwgt#7+?HYpD651HC_w;;}tEO7Qnt^MLUhp;gpg@oG1jUO)V9MR!F zO;NG~Td8J-Oi#~_U_tV!Uf9%4y<9u%3ej*XU|-XqF_o_pg)9~1PgF92etml}lg?u%N_^;VJ@T~ z=C`}Sp?b?2X1lW@2fDYZP{gBXvoUoFu5pe+s&EJ zil}u5Nhfmel3b{Cl%%cfH^j~b#z29HfWmp&h0EeYMy|8`BnR=25#g?^`F!Q=WnFg& zVc&Erkx6UG^AY?kOQjKK_2X#k=m)Lxwk{=L%)&s@HJt9;l~|nLspVVmvuOCElOUKY z@1~!W)AwvrfB!B>N7qQJlCJZ!sHB zB8F`Yq%dRWLLE0Vr45w)<~xd0$PM-?=th2DL+>T$KuVSG;*+eT@@*=-I&kyVP70tm zk%wawST>xD%~NE_8(SCm=YK8Yx4r^xcMcZ(Xhf^>0pF@FOnlR%g~+Aa$w+D?6sbMb zb#JpaKB(Mjxd|ob4*-4IZkSmu9}WY57=!Ej1X*+WC?*WrP!#-4hb$N~=;4ujc&!lH z6z8>BDz|rLfK;~85Q1!j?`~7eH)fjzrIN7f3{xLn`$_$4a6)*x2d!ws|&sx1EOCC zm~lNGldk{pY!3$i!Z?cdC0t{Sc~?-(GaXfLrefr!-<125S*+q-OTl>WtuT|k@T2_m zSUNu4Wv{ve$v709L^(y)zsKjSX}KZ#$Xdrt@4JiT7>fKxGY2`##qdQU(IuR$KlU83 zjB5_p`nD^;aUA{aGJn$3H(!%6&6b%+ydE{7-Z(KfJr#uKMV=ask84!o_JGA$XYu$| z0f%Ijz~^5ZIj_@@5!}27gMH(75-u!<$}^o&*Ki0q(&Iy!+84fjQG#Cr1dU_#tJrB$ zNdk;E?oQivmRKy}Uum~jI$RwvvFvNC8@^slxH20LnB#YZGXR6bj9YVGA=P`HrcXbn zUQwh5L;n-}&ha>^AwIW|8x8j1&#A zGc||ChQlb!m=n9i{lH<1Nv6C*@4fg-2g$-LQU4ndvD0icz1W^JKD2@<@_4AFrW+Md zT$w~UZ!oz+S-vVMxUN7(1U!EIf)hC0I9#s&aRO8dDe(VX&uib67GrG0r?aN&(u(pVR-GKih1OYo-ejOZrS zg!#ei%uw39kj}y;vA9A!`~m|C>zKVsGc;qER(<_C85gga{Y^BYqJRmRe%}OwY40s| zU=BIV(*3XvD*gUbRe2-fP%!**D)+&wb>YV{ECc2G4!S6#cx>?`{Aecoe7_92<1&T1 zBu}%>X5gZr6|~5$pI8|&;?d*SGmWzc%|pz?I-8G^Ee`8L+Afu|F{DT+h#&Rb)BkB^ z;1t-5#z^H8nt`SHCVBD8;SzOm)NT+Sin{?xeZ~&4Jp`?%3+gzm1)PSATcwo|(JS3U z>=0zh8reMyLaVk_V90NYy_$C%5vWw(Ss9cTV`*Gldil8{#lsXUC6Uq6D+Cv&w5zEk z$1+1&M<03iS!=0Y^bW!t>FVgTEPGT{qo17mzj%t#@}!wb;6Sff=Z*x$YE;`2nDY_~ zLujBC9|1kZU3u##kl{4XMMAhEd?Nq=`dkmIwIzgQ$a=5C4ZFlLg;Q-qnGM@XJJ$6l zaA#pcb#QzAsjbpV|5#!}JT?OnIB3V&M{6h+Au2RRUYLUPOIHRC94;7CjQUxD=I5cJ z2Itriq!g*@yCJ^^C9xo$vZac9V(t1dFjS99Z(^!pL%j(NJq-`k;c&a9K-{(U^lw5X9x!H3aTNpxKC8eGGX@Q%CLP}s7PDHLmKW#uO zgy%W~BZf9xl{1xYSjfkmzRi@km^sRiN^0jweuX>Qe*s_tS3Cd(8~R*;#h3ZUJ3Pil^Dq3eO{ zX%RCJM|*R0vb=ru`bprIkz6xl;TpA77bHx@_4kB9Wo06H7c_#eeKmAmaG#Q&-HBOp3Rck+%~&ArwT$)Y(Gc6v3$dn5%M|CC zjRt_jASGQFZaqmmlxS2&h-OvRj9ZX`-qzhW$Y!qWN>r38kxI%ToKuKp$mM3r&98c18vvBfLH@?hX_4&RY{?siQfefje8?%RwY&>FZW0Vn7*X zwAj3|{@`n6Uk+9l|2S_nG8W)anaSF3pF;-f;hkAFz|1>5;~7sJOY^O8K$-|dB?n#- zf}38)99S_U$Y%)nj`2h?@&$q9uAv5mDcSg7voG&P%Gb9v>Iogs)8>zE9QkO%m*a(y zKyVE-)lREPHLQz=onmDVO+oCdld}0(zNF>XJ0;~awEKwQMNOUg2(KBI7yx$xi;|u+ zO2BXu%F)R&aoR`%(m4BJww`=VYMbCP9c;$e{!ZxR1p(cg>&|Y zOkRxOLR&swCW`~bMZvj|cT!0|qjF5^+l~_mFe-2NRv+kP-k3Enqz!41Dm43DM5ets zPP#LR$V9iLsIOC?_8Tbg=_;7Jts;tiuaiXGwBIE`>2gV^iX4F} zk6>tM;Mw@+h^95RdGVoE9B;PBB-3+PxSs8EMC^)^eFA)JSd3+nL;>qypP$-HbSSQ- zCf51_a_(QEh(YJ=qtGa%w*epCS_5XfYv=Nff)j|q{tz`-F4sPz!BL;8;;_Tvu3w_k z!S)FT)(xY&7SzlCFx~1$Oce~o(AhUOrWZ;4-gvk?qv<2~TqtNh8Y!G~>EuS^WDp01X!t6oixu$=_*-+^UnK`j#SpRL9i?ErkneL0wpMNliT=Uc7wg@?Zgm8`+bAPepPHD z&g|W1P~FM>|0i) zcv73CI%&1DU%%6B9@|d3b)w~S5hIto1QVi|ZD!%d7-wiAtHtr-wOS5KYEZnMUyU6I zFWH44M5Nf;D7;fD{mmOoSyb}fAKFmx8E8=8w1TZ2f?|xpAh$&wqH+9yl1=${7x*?7 z#FsvhS|;;lhYlzjn_M+r9Io4V{%pBG{Ud4jw&r`$h`{ifmUhC4udjg{UoEOal-iN2 zxBeIl)X8O|Xc*qtY52_IF?dXvqUEJqwv$TAb!gzbR`Gn`)B2I8_DDI<1W6!+*jJTjfwpTa2>IJq_tv7uXoh1+em2&vBtIdF;4&AOx4TGmRLu&;i z#X)_g5YhnY5Wyhl<=eFS7ZRvKMdH9#iG}-lN0_89Mw!4L6XOTlhpd{8d&vTf*X~pD zAz(~EqAjfef4S749mLyKK;5+n?g}nv*A2vF><1RrG#Q2<{5^c2%M}#OW0K+x1C19% z*H-2TB>!-AFcms+TBnc=d|266{g)NKOS}XZp40 z&jUgDU_y_>vB0jKX4dgPHQT880)oLmw*#PfUPFR`4WIk(mjB~x!0dR^Ff#TN&CIe1 zs)f%$Ki*pYf-f6bb0e1U4mY!mFOl(pcGgipzR}1`Ab(CZ$#u;Tgb4nAI5?_LFEZI! zo9wAukp)mPBTID%C-zj|S9nCw{2vPn4ljI4qbOuG!opONyp3ZvVCI8>m-XHpM~^1tXl>fs`C(x;bNCUk^YmG*tQ zUExSN3NlveoQ?bKv=oeNMQA>!0nSY?mE<cwGZyFjqbkEk-EcBJf(a${QdQF`)| zR`m&5s19lr4lq>H$S&`kpVHx;1TWljt)onxTvIHRW|^yK;(Z( zIP@@HLLS4W2h=SvNnEQHwM*>uI0J-%J!G%xI57Y)ymg@KAD3AT6=X8cHZE545dc;t z&^Xk}P{w2k!D9vga!y;9s228UZn4r!aTVxT!jt#CNZ;Dx)PeP2JKBDe`3%^F1{@9I zKr9^LqlV(?pTweI0i8Crt!$(*i!g4LrVMnS1&0%4Fi7CBoD!=RVTPI!y@TbnkGa!# zr;F=M<_({WAAl$3gHH_|?m3Fgn&=%baD`vDTGW@a25J|#8|^6uws!s0k#UM{liRb| zf2pd@R&&)Vtt%M19B;*dC*awk>9FI_b+=^qz`gIos`HcnOB&=2`~NEWwD=N!N(yR?@^*dO2b*JOC2cQ^dK089E-OfW{8 zVCmO~o2&hk1`F8%06v7`x`o~;+dKoCYJ~yi$BzPY8)Um?tCJUL7f1|WFc)-PXReGQ+|FIjnspk zr2;xCkt+MOc7wcya8;q@7@)USBH|x$t_#7Xh7Be zR3o((@=G?*g7k+$t8=zh=X~?+G9C|u$^^z>YnXst;*0S}elV18QfY{3wo#uXLt(a< zx;*Y-$TzMlpOCYzmMt1d(<1_Qse-N@)V)b7L{>Wq!y2zfSI%^1*dO44Vd&Vpr~98L zrc1!-FD{PLQVlbHv<&)-V%Lbt>cY!3R;cG78~&|z3*6_6*m;j6nj|Uu*us$7Izyn7 z?YAs*~Z z|C?b=6HXTclohP+q!qTeVenKPwZjxb2Rn#YO~j>IQH-h7$fujw9Lh}RdkW`wJ0UGl zFc&EWRbNC5THpQ}gDI2yE!69C@IDT<38Feb70zoiIsyBKQ^FB+FtnCATJt&)^TL(o2P_h-jXXYKm9)5#WbI&2^o0Hozpz1GPv*wx7?zvhx>*oPcG zl`=>ib4aWoj4cqDO(jAs+jjJ+flxar`#V+?XiKh{)in0 zjhpIasuaY0mj4G6_yVujjK3D&lMw{187)gIw?aBauwc2TVbt?Mp8YcKzIZXWPPRVu zSkm0I(^P81%x5{TEc9E6lqMhHmaeE}cT}+5Sw+fL;n;uYS@>{n76-+6(x#w+{ zcsRBc488-~)6twW%R=A$*$>vb7*fYYLS;Z>zfrsCvRwmH^NxZykkyQlMQqUFsJR5? zrEH|9?(Q?zazxw7QRO@Sx$`a!flHEQg;AH2jsM;tMYgnLS;O>hW{yvd@+}5Gz`#W& zPQ_A@>OeHrcOpKmsrXxb-W=%KZYjg&784{f!W$e{cHkKNVb%-E)l>x4_#TY>sLWOE zMU$=V<#0J{F$P2e>+3s=*Mw4K&XO}RF_}~Qa=jS{-;)6+0gpB~g}I~=>5Aa_BUQUW z0-Ve?@TQ!qB5TX~7xwrLA*E90+o7RG20m5~p0i1Kp5yl1@o#Tc$}cK}Uu@!vdj<=z zgg)h$jt3l%(XpBd02XDFwNK1p``=1ZXVW$2I;49K!6gY(MTzdvV@T2~q>5}Hc)I9I zzqz#2F(w9$^&}#uitFq^|M}6k!_Bh+?It|7M}_09sP2zD>5)b>d(SAtl(D*kZ)}3G ztZ|huph}`VUZhjmCcPcIeS@xwN51`#I%LEJg~azC67H8hX$CN*F%Li#W>^iOk_BRf7R z*|6OVozJ?^4qS-1mzik{il4zi6jc4KjZX7~5Mi2Yn#_tei))ZtvEb}>?lq($6-hTv zu?q|o$|PpVC8Ven*23H$-B#9`E}T0|#iX+dapb9I{WP;%!%-(v*b4Snd1MeUxb8&U z%M7eX>ql(8wt(m9Ov)a@38}rer4gwIN9m!Dp53=Ps6cXU&y4!%z~VkH$*v?Q1#{5t z#y)uOdpqbOYX9G(*}HT?z&83&`qiQ!VSKlAHG+hOqIFlRjRE3Nc2w+Smv*;o4I(0HiPTCCqDnz+y2ihF zv?=^$;i6u&n;fJ5MX6y)W*q+Iw7E)LhP_bvLcuI+=!Qj}T{7xFiQf;T~9&t>R*3CPJVY!c*lKyWd zGIglcORU{6tpG*Xw%tgRrktFDhrnrH{D%{-XY>p@pjBMDAtu}!SWIb9{L#La`Xm<- zQU0WrZQmH%*yGQ>2g0I*FO>r3hzIKUExuFsv%lwPx4I%m*HP*gLj`21Jp=+iOkP5hpPjBmRmJQ4k@2Hek!46W*t=QUW)|dQtDN|pFuX5hI(r> z*uqO0jN_R<*L*2?{3q~{ijNJ|&{kN*au<#R>?oI>G-FL#gy^p2Fcpa=Pm%ticW=(c z>FIcvJ*|a?@pnl{;fJO-k`QNWni&RBpa;oH_F(tKA8Do?|6^9?nF`fRu_@U%n zQ!;CI3}KACGVB@mQX!ILROKAfkFHKEHBpG_{T^zIo=+Ddjk?X5_c<3;*S1*w5NO0q z!Lsb|@?bh4x_SE?wT6nd*=EY;L5A8;D6<`*E(Z!f6IcevRwayVaa6smM3mL#wDz?& z-T+V)OelD}wB+*jjMsWDSsME7wXLM1Uyo0WySQT}U!#|RRxAcfwGg$2fDKtta}Inv z`4(Q8cKskvX@r6$%W()y#Vy@qo~M;TR+Fyww|W7izEexn>@1Zq)-awlT$rFq)Xwy= z7Yse3Vo!J30!db0=l&{kCteaav>B95l4DGF`hNmtn~-kC_PpF)3{~y>pHb*08!9Oy z(ag$PawHlIjS0dz#RvN>?H%}^A*6Kw~cI{6Qx90F_%77g(XX3x4v#EDW9EP{^SfRXoUTBV0`>1T(4jKT=_Fz zn0;~8In{q$cC_yc+3u}~Na^lv@k+j8zRtDJgEg?N;uGDp7-DDTn>F-dI12ypWDq;K z+stE6FUb(sX`g$z01Rp9=)cK(iR^vQN4p6`NWdS-9KxgvhVZD`zwabl^bx{owQMJc ztTZs^5=5B*h*q?FbB8~&gY-lNdP5%K9;#s=WFxb21;+6ExddM<{anj45xCOHs}+L7 zKrN&xAx= zUGZ^AE5K}+q4WQb7{!y?Pjx}bxer#UyEfK4Lh$)GXajQH1TVdam_?ojrl2TLG#hnD zwwF0&FBQnw<12V(3GDBRrlf#<3TQ=-oo?(ul?VXawCfD;Iwk06GR%u(4bH4`yyNrI z*o5vKK`c;p+%qj=u-=l(Ryj@79P;-&SFQ(8G>E}yh-3+k$-+b4Z}9GR!7 zWf!hz>sO?>Dy6>uOA}U1{RAj$?;@xKZ;A9*Uc3SfoYHj}56)zn5j@xu6SCJ5_>`XA zD{{mH)CLBhNE*;zm4bS@*V(cs?YnfSJ76{3h=0W!5HnjK&z%V)tB4$EZnP2sj1WAb z!-_)l;a6+Ryy5AJ_&+#NtntYC+q3*^`R=WBXZ22n5|3xXK_|nCtIsmb6)VP@0!e6k z9*CfiljxI|afdX2AfNns2r6!Ui zX6zF_IMP>lP%3-j6$lh&;* zlt^62H){A)xDT$EGb~*kDNo;&(4+M3iy!hz4P1-Cj3by!8^7fve!gpvTPiCjG)(x# zAo7Qvw~xbbRyxvk>3Yk=>@6fI;(SSM1C|S=`i~+^qfxkUO*L#A94I~m25y+z71ek* z^6K?xQ+PYhPZSJ!Y>4pNRveO_sF^r9%rf<<%_E@n_K}$afmL#&+G)05M?ZL?HgyycdLz4q)zX^asTnQEi(E&K~2Kw;A+ zc6g8WKi2Mo`h2{bBkxzPxTKoz7el)p*DWTr?2zzrE(C42Gs19Kvc%Agx8hrpFE?M?&`2nHm(*Xu~scd-ewDvzWrQIWiWdLOi8nY*aO9}A(?wJE{&O6se&8b8 z`!`V7P^tTpj`xK07oVc$_vBWmvl%Z|Q!;EQ%?#i>#-whHHs_<73l)%Tp{bHfS~ZZk zB{7-j6!v|W*c6rbFns_nwW?`$WF?lE+%>ZW;uE?9jWbs1a6UrvMY7Rz;kW zg>m;eo5``stkaV_gCWjeJ=?9xlXPr+0x{6mvB^p4VXBN3tz#~jp0qjrr9zI*0^t?K zOu3Jw<|uh)Pb=D!!5Qgy@Q%{jf~S^Zh5Kf#6tBf_#`6N>!SKNIGad-^6;ZoCX%V~N zRK3jt2nLSvA@gMp)l{#nwhBpv($)2lir<$hkT81q3509_C0JscVxNx%XHYp_XK*-Q zl=?+qY&q;4_-;r*4({)LmN*7Wdd2ovq8ulW&BV8RBAUK~h^)Agen3ccAzr+-*1&7A zR5q@Fz%E~fiNT+2Rc5$P-0foqA^N)XbV#GwKQ9~v4oXs>(qUb)wH`p|YX=sJOZsn` z?JM$%7cdKXA?;c7|Yp0H1WeE&j{V(mL=&lcYZ zR7_S*h5i9KlV}NKctBfGoFtQyxo604n5%gA!TOD2=r_|FwVF*aRn$dOdTI@8dsci4 z`tq3ffS3El?lFY3{Q5WRCCx8bp3Zb&zXG8BFkD!s1Yc2d9)3;Av_CPGXb71`5d5a7nsl%`IbL1yUrEyliaH|rNT7udqzV_iI z?~W6~a7PTd$g@%5^5qOcBv=B+yt7bPbcVNRQCIN#8=TCZz=$SFu z5tblKT_$eR3JBS<*dV42bFi+GutuQ}C>o7`4uq9Fp>a;R_PBNPrD8_W-Hgn+GT*t1l+%UQOuX3_c5` z7-+>dO;xr51T_c>L>+-(D(ZQ>JTL2`Eiq3qSg#$8)3@=a{VsO4;f}Bpt*x>NE`n3_ zt>ngZ>${ckB7G>}oi^evszVa#Sa5#9@^Pk=2*5g^U- z(%2rf05T#j_I674GGez$d=Fx*HBH5LYKPLoF2=H|&^5kkD zwS^Und2=kKWWjT>h)9Pf`pl_AJrqA6Ol6f~*Y zL_9gM$RNcNtHjH$koF5RTIEh`c`>U ziCD0IIbiOpXJ@tCNA)NsZSnudg=;i^6%&mIzP8*-VVaxGGTP|8aBta6oMj(d?s_SB> zv#HR)0j?YnwmpLh7r^8ak#qzXL;n-1zv(xAAZ52Se`&M3px3Td*}q@mqxq9OfRFu2 zZkc>^sfFR2pdd74*ajLE5gEC4F(s&%E?#6Oyl?s&3;kE501}CC(0=sf;$M}U>sq1i zVIwwVHsP)cJJi7r1KC{=>PFoS*@gxlIxAjV(0jH zTz28wiRfYNkWF5oKRErQYwBIdw|P~@EXBn31R(R?rx06yezOd0R4M&JN@`d_uXBJ% znj~EtM%=Zf`La-QI*(&~!UBtLL~;cYmeF8@l14lJSJnY>X^d24I6Upnhw;zDFJv46 z&l_Ij>k?^UN;0Z|*rBu53i)qLxpJ?$jk1LPLSAxY5Q}k2XU{E3RGeP44Mp#Xo+6m! zTjW1YF#Lt|bgsBrw_El+aCVKZH5~}#&7CJH{T;Y6XZg$=uHv-ykj+|_L1fDS`o`E3?i0F%Igstw9N0t62uC(tI z4dM+37UN8r?IAj><nKGEA~ikE z$o%!@FOx@#AfR{B@*kLzNzSg*am>=Y-XqDS=#;D@82ZM?mdNYW3%+CHyLZZ3wJfSC zg1$Eua!rfgdq8wr`7RnylCIcjC#?V$GmvQbqFXn-MTCm2z2K2 z3ES|n1L5VG50pTe$cqUgw>%~4qhl|PJ=WX0qtef??UL;Lmbla_T>R` z)7hczKn>cO0w6?8mwt^ z)O&oX>YC&Uh(ostrV-V0IijO@47C`w59sN%AxT!<$Zi^8HHmpt!^hqtj;2bsZO;6D z2+2dVOg8|oKl<%K%$;DGvhsy4>=%o<+>Xs!JK%i~t^buVVgSRbz8!aA$$%eLKruG; z9WRt@5Q7x`b!wI7Rc(sh$m6HVtu_0S(3~(23Xj0|&@T7p;fAq96-utz;>tBc^WPLt zJ@pcr-qoJ@Nxs*TGV2qj13m=lR6H87PoH(4McyIJbO!Z<=g;i(W-8Wz+%;rN(p`T{ ztgKBJ0d>Z2f3Y@dP5bEaBZp<{4Tx}Tt0cy-E(T_=Eu%Z+EQ$vgfhxv-Q{Z$+cu@~i z<`v#W=?~9(mZ&*3aK`sb%PBBkqe8Zz`k)M+ys*6#p68NpipWmezSVq^oA!Dg9oy!7 zSIHirOHCVU*jYs=#|1ccP(=aH7LCOHi*%dklR>M^v~^(_+AEhdx+Z5nUh_;$u7mFWBp=!I`YvLfcQK(NSEBHP!dsX z{eg)#$>#^ByXQI|31IZVqGV09B6ZFsjt1{~FRTDe zxgV9;nXb9<$y@(75Gap;AO2ctOfhub8}BpgZUXXAQX zA{tY5TSF`_INSJ)^lSS<8;l3oVuvTik;Dq-?^kWyA#m)YREmnH06jp$zmKM-N1W~1 zdT>*vCx+YK{LXnXAhWTGUQZgXB(GkfOvBtg2BGdRoE=8uUINB@Ow#cDP~%1lhQ54D z%}Y|u4#&|PdLXZbve}y^9A8yDqTMN+wNm!KoyqPcA}p_lM6}uK=lalfnTrGZYo|HE z=vC%?qJhXZMj6hf1zx*rjH--yqid(8p97^$s) zgo5Uk!G5`{SRyP4NZH+a=e@Q$-;&n}cj*7=aEW0IPuqE0eK?K73V-a6^Och&%?JWA zK_4+xId7OCK46SEy}p5yQDVw$?KS_c8}w;x;Y;!$7@oyZs#m+m$-A#0zyING1~m?? zDrlqu2$yf5_?l6azsq$IffoN{jHnHlTlEs3fg z=905tsE4ft14dS=8YqpAo9JBt1Kw6835n~1=CwyO?C&Jk095jzKKhjjbKHPQG8Ffs ztF#vr{}=Ga0kW3`W$3u zbuj-($BM|63$lC7aU@Z{cMelzt8Zk@lwT z&?`pZ;=vwMS@jmE^<>BInd2To`uAesre=|28si`PQ&Ww6G!(BWnI&_F(r}_`)P)PD zEuXqh#Uk7cG%YBbI&!o+)enfc+bvHrirC=&34JP6^8fE~+##hFwa6t9|5V%SY z5tGwm00nK(=Z!_nxPS$WQuIIfIccQk_NMjsb>P+Sael7`R@l)bty|FJY*Rzr>N}k# z4CDy%?M#X3TGXsB7Je?gKiJ2ITPd`*tFX`u6>8r`*i58@n_n%7WN82t8%9qv(Uk;N zpa3cLf`F`g-#1Q4wAtEeSO0b5STcCiIFKK3gEqhN?+O_DkLK<8q4pGOb==K|@OC)zM1sn48+u37~)=nu7)*^@F+jWFSQF{qzt8vqdBQK4{o`%5#b%?Sv~|5s;?7$=eiHoZP4nD;?9Ne z;bs=i^G8LrdTYO6K9gU2QBW*k?IbMEVpo z?wga(Fzq_h&E-Xx7!$OXBM~N@>zbrPrwgDSC@`lS2P|+!EqT*lK7kn+$s82p&3qX6wy8atCxwkerBA~ z*aF$PcRxOM>y$){TIg7)GRbU>KnP#f-;t-+!Gii!ct=I%CF3HTE=U00+*l;df=IKz zijrv80zpCO4lnt0n<-y(#;T@;@RO-g&t`2YVlqh56ga2|`|*+y?*bj0BD%>64G=4ily&2>~7P& zNOnmA4@|~-e}k*UM+VEEHe01iA$|pNu(ImTz}koR(u7+o%hJugr9Z$T%B`^Sv&Iv` zDsbr#CUSYXro3e!fN-aVHkeX!EVB79k@A6omKLgTAc6t0D~ zP{d;%JPTz2w=!Gs)Y0V&Nds6yVV&*BGK@iLxkLg}L6>}96vpBH#>hPQleeDmnDgUa z<)<59Cl@^Rye#H@&bKWk;e*b+_AxyGGJXmY^Q}%Wl@6areBFF-vD=W zs7$NW6$wPo@y(l3aG~O^CcdvvYzDAv#xrawP^70dHOiStM}Fc)pFFOHZ2NM9DL$B1 za?@dQ)PMK{Bht)wJ_v6H{B-mvU$NnQ_DK_Bq4ZX_0@ed0DQr`n406qYU9weojUxC) zR-x-1ORnyHq&GJI{;5q<54gYe8PbdU5`0)l1*b1l;y6w{2x>V?S&vnOS?q%BOt}t;aEe3ETsVXk$@E$>LX2lGi1<`&Q-u;8ob_od z;31K}71BDPqqn*O4b#7sTAZj?5z@pfH;)vBn3LEidbllUCJg8}ipQUuF!%ML2esJ+ z?(exk2fUYEo)|g#2UUvsb|mghG1c`mdTdLo#LpA$fARjjd0PZlg1T*mDUQ1y0JKi!?xK(e_Mo|K06uFk@As{|9HpE=QKr*vwb)pMoR3{(xic{1e@ z9R$hn%hXRX=nK9IV6>T%r9xJ&8nMXL>`GX9n_jxE1jlOIFr8X#T7-o}OnSF+@yZe+ zLdtZm&E55@S$Hy*URPlw)iRzDpakvER5?erskIb)idjVoI8RM8|tuR2MV z5w4!(fBF(p^6=jNO(?1gpKr0SyAADM1y6?jtN^tVlW%M^<+mq8B47G>NoK;S^xz=9O z{-`a$8T^dKr)<*)pw+vkbh@_70#b+6bm0tFR98L9HlYC7a`wm)w7&%5#89 zEHbcx+r~^M2C{I&L33rL2{W0jNoAXEHLTT~1CHWlRvM?iD=Y}eH_?Qu*&GGnFmui3fX+U7JqK%RK_)`zJzh75Iz6&A``DQM=&QP zaAzTeaVR3=oVRL^t{&4k#kR54W0i-Xut)wZuniE!bIB$jC&A%SO9_;O+eA^EWKZSA z0}{&uX~A(=%DeE;*tWy6z*JPR>ljKX+5R#CHBJ^OI>#1x^}jg8|CBTgbQWZcQTy}G z#POXi#SCGOoV){dq5~=F9J|usmBFrP70y(Vmz&#)XU7}(4$SGgB~mSI(2XgIp852w z#<&h!QN!)h7*7jOD6jxJ&w`)Q$5CuG*?wxp{!FU=lMy-GC4ucNiBeSh0tqs!=(l3C`j+&XQ8Z@xq8lz&0{`pjr{DP8#eMddWNlXKiM;e zAr0S0rV$+v>}C#@lL9d|AtF52O>gH2P0x!xua|#BT*PqgDw!UNKhJ|t6ztGI7|>%K z5cQ-uevI`V5C!wl5m3IVGq|&^KZa6tInTR$9}{FN^S#fDOy2+q_)Ql$8ghA+I<36& z0p!SYskEnJ3nVg^$hfj9Ms^3ChD=%gs{1y631)y8kCpsgi|SjL-{I?*o})1P;TA$%t7H zH;os2rN+t}&N|8>5=kWV-%WN?k*V>i`v*8d7We+i$8Ux;5;(_d{Y(7|j=*(d#1S5q z{uOb=s7b-RR)+-x6S@dr-=S)~(f!$b%?!?F!sRg@y`U1ck?;V;U!Ku23tA|%H06MO zUxJ#Z#h4pJ00POZZ0XdYAB+X`w%bE#ox@-M=2!0rpu}Uo{>bK&j3-HTU6-YTgK)u) zNpBD__aNKi@~Tq?oxu32(law;wQQ_hk@mszHZo#I0DFWq)~o;Mfu$ie_ZFU`cS0kE z+qkYs-|q!}2J9rHEM);BLCj>=qNdjn%9Q4@%xqrTjX^Ned?8CPpKoGN;nW2_=#9HF znroyKsXNAQN6JcJkSp5Zg2|;7U5p{q8b&6M?W%WUuqAt8%57EMS2IhPSh3=I_ z9%hRD5#NwN9%oCUB)ZjxlW`OFyQPx@ReivjdAD1rXMch!0in~Nb2NpVga7&-d&LO> zHfa4Ki}&3_fWH+2a&nHZi{wycOYUj=)*jdHd?aFGP`k4gp3AKq<42p$n)M9sjlE;9~I{}Rnzx1;g91BfK@F429P8BIa!w0Krj#LE`V&O$X9cJ0Fri-;ntV;S|^A_k!8&R;LT4tn36J}QK51#_#^eq+o0%P;%@Q%{6k zf2?6`W%>D7=ZtN`rlq*I(9ulQU>Y`3>rNrPum{qn3v>qpSl~r50QgNK&kEHbYeZ`u zI|?TV$>a@mdH?4KTcGF<=~wT6vCJ)~os+OCPbQKG_>yIe1;qC*itY4&mnrtC9ma}B zRPNT#UaU_((@+?irU9;APv z3CEkf@>nO})1crU)63fTaZ*EyA$p%#EyCV!9hXQ01wzwhguQcxaBKmYUJs2?IpJ2x z-yzuD_%zyF+un7Zut_1!R$m+F#Uq;Tf1jy!W7zo&vJn+44UwjR4vmCZ$Zz0ejV}1G zkvK#IkKuR&7l{WlP!1nz8Xo9gA;eD3)^j7`rdVPtJ5#eXX+)4i(S;!c>-BX!)`z9& zrL614pNXHIKnq{$qemI-zyV>j?36Rb2kGpZ!+{9-mp7-_$;o7AW*QQBACI7daWA$Cg}PU!Fr+_z6jEkY%3RVul5s?mWWKR*3S zo$=czqmHW$`U3wk7@dUFOk~$+9sldyXRpMc){R_{dUa)>&|y$QJ&z*xL(}@fln6+& zxCkNFfh8lXr&oyll1WTz5QLwLpVwrY%-4QqU%Ip6@1HlObT2QoRUQ@lU;aZA^Z9RY zeZ}dw#bnJn((G+PhWB0`#as{1OO&nr=U%$TPYUEU0hurQ8mPJZJ3OsC0m|a zv%;kYk&MzC@O4-?Zu)73-GyRdHFrr!Pv||$xb%rV6Udwt&XAo!9|38UBw=vKBcXfk zD?8Xi;fM-WV`IhfJ+?07lsfv;k+@H252QxsZ#jZ7NB*dmP~XpQ?V2k#Px^&K+8*8c&Lc*;5k>#dh_+5%lB0

    CZC(6Y^leHJ4t?FHj+td4g8; z^vzGz^0*$w;DCD2=T{;&wl$VL5aVS;DgWTIw_*>e)r>wHsT9IpKY9(hD(7SL;jh9A zP2L1N+@M3|uk1du_m#Tv}wP;un=ccNZj~B*o+W`5^mJoET>*U=|^S;^T5)|+M zh%$o@^@uJvMdYPp(OMh9U-oH&C1|W%z8bkWl7E}C*=>*&##LGhNEG|v%>A;Mqs z+Qe2|f36Kx!~vT!tz#3slcIY#SNGxQWwsjWK%DW`R%dz5&?)*8MTD8LO|6TRiEQ-fZWtyM{hz@Ij_}Q3?};C zK6nc9s9%mmZ^M0ygAuwF?Ugl!OIA{|P$E>OBKvUHACjo77P*mY4$r7&t##uo&BNf` z%A3)tInFA#NIOXl_5bz{x*bzuQb0OxCT2ZxFTGGCcd#Ckd9KX2;5Dt;_D+@*4yPo) zBf#+;*~`XBU#q)rPT!51_YV6zBy)?Q$-iCl8>)6z26(!a0oX9wjI--Axll4wEF6By z>3;#$NgSU(0v9#+PFeF-O3{%4)Ho%YO?=Z7XNI;gON}oAtE6dQmv0op7AMrP)_NN) z_h(=3k8}mLulCBfg)I3?`1GdOcfdc6q9*ac<9JZ(n*~`>*f>-WE+>HRhf-=KAhBUrEdMcprz&I6r0o6xXyV_v#?`nxOz~ZWc_ghDvc|K6arxjHgW18o z8}TfVxV9!ncgx|1mD?z7;Nga+E-;lv!vq{veJmA9`cvL1&q$Ce%kVL|b=|7@;yPhc zt6T&$VYFG^J&2AN_z?QTP4LL`Nm{W2AC}wr+vx=-roI9J{ErZ`=i8icXh`Ws8y&_g zwifAR(!`ZtQ4L+FBUA0>h1JX9OQ^GhdO~!g6PlhJVG)SqDHM}`KHB3j^JcZB1-5=t+PCEn zAL`6>s)6QTLRC@28}!*MCtM|^ku|xzT(4}3RRUg$9l^K$D_ZN;mlj8U z-So(-Pp=G@Mpp*cN!532B0U`mzN)NOG;ZI8fPwR8062e*(NsH4@e#Fe&f24Zp3E%AxA%N4_L)8SDoRWF&)|l-wWURYV~pq9S0u9MVV6w z)WH0I;90^eg7f_1)vvnJY)!HP=HP`U^F6j|j5t_X7&Y$LPCo>MH_6R9MfS3q%wC$F zrC_!dBREKhWjt>DjaBPR@#grvlMrh?#raTZC8rzmXpSnf$zJi>zuA0o_4rg=+_rG0 zTH0fK9?&<;ISBQ7<_wNP-x(0jZ1;8$TO3e#@0J-E4Mf8eIWr2+A6$+xu2B%-zduU@+A#z6E6|>C<;Iu>^P1!!$hd zDt|#W`5szAgy!wius&(g^Q?>E{w2)FC)C0BBi|`iHGFG*&%>Fso&R1G^Ln#k`PRJhYR;kSFm=bp2*)&_#2nxyU$ zfw3N6Y7aM9=LSi5fUT+Mg57wcLx?w8)d(c~|K$1U+q$_O#Y>lE5i5OYuM)@FOk$aQ zeaskcvlq12AYX3P=l_Ot{#SqjD~Hp1IkM3SMC8RpDQ9Otu>}#saao!(@q!^?MY`^( z_;>LVLq|w3h#NQW)|u(IhY3{R0W1fB_QWz)lM*+r{S@N3U^@PBFia7|sjq1fwiUc9 zbeu?*KhZp$S+~(@X~fIA7AooELyA&{UnIEeI3fT*5%8dT+T@)FD?x^Kdj{TX@3#t4 z9C=?60gx~mvwS{#z|=tfOXo>61h)(0P&AteJv2SPPh5GDvYT=UO#nvU)bb7w6L^>? zp+!AMga8?^1_w$o7PHe&BiJ0|N5@{dA#L0Fk|2egw>HV_7ONzh8<5Nu7sGDTajlM} zw>!XwtTDo?#hu`vCKr9}EJUGrm`L84+x*NFKpYhC`T~|eD{jokLT0?wkcQ$y05QT8(m6sgI`2zvp;BnS&f)53u}5< zoALHk2ONQ-#!lB4ww0*>ab+-Qj^;0gJe6F)IuMs2YN%@W$9XDT!&wIn}7e zD;B^w5K2uP%OTiNP?|U)YHBZ$xg=My3JtBC)Y4oLJXR1Xq02B(*}o}&1h^?W z#gj^4%<4iscOGQy78C*(`cSBhy+#;_=pvu@-)CL>GJz|JaTf|z23zh*!!U``DkaBB zxgN>FLFN#hN949x>B1J|`WBG5hNz78+C=^<LmfmPVorNjdZ+Egc(Fx%-#_U21K zpr4OJQ0pNuB$FPN%;aOjn!bo94Xyp+2=Xy}Mq(b69*DbFys{QD%}`)^rg+)TG=S81 zE{WyX}yTU3JFQ7=27zE1ueZ|9p}&F=nU(W;`cWkj_q+ESK4! z@kF0(HwQ6tp|?2O-kgCqf*-t zw2%bdjUgjnErF%qBOpjI&Fr+)ZCMO(ss6o7$jH#h2nhIB*FMZoa{gbszOron=}U@W za*HA5IKEnETRJ(>=MQZ{>9QYE2=pqU@n`(S*MoS&(6K`BeP7&<3CtWuYF7B&L_2x} zaBVZf02j+qUpjZQjZ5AqqPui|x$i~Pn|x>(t)z%G2-R{hFgt9=uMUyc71-_~j2J6o z)u#ToA)jm*MzXM}nL$6gOvgk>DuLtNqeKEF;RxoL<Ki0JlqSX#{3t=J zMhV|ku0U)?o!u^GDL=O^Q2IXuL*fi(l6gN;3%ZYek(!mh4~H^6uh&yzeud&);`k7l z!(s1F=%`b5|dIv4kFCkaZrG~9xF=8Ue~nc$Gc7_QfW$8 z=hkgl3${!XwSP%L>BRcq!XY!wvD@IqK=HlxDsNnh(KJeYso;}Y!5kZ2k6$`&i7e)F z@kGbfspahkh_3P2Q0}RWB4X$hJ~-{n#9)B@P`1`%75Q25heRZY?(F8BHj5g-3wX2# z56g+YLuIJ1EhfAbwK`pc0+cCE(r`t^N(a{8O!EXy49zdUP^-Ra*C__KuFAVRgBNgJ zucV?7E}rRFBRd+2+{dCr2VJhfMt-DCbnV3?vlo|lLVwTi6Z018I~bvR^H8drM>!zy z)mSkeB^_;Bigf9jy|meJ(*P_UHVK7sC-Sl$_*)pAO3f3nYE$VjmKj_fWH4HV4}c`~ z28*kFa+ui9F)0l>M_r1O5S?s#w_QIeW2!8a7SJ~FuO3p1`u2l$ZjVA12u$Ezr{G|$ zI~sw-ss57%M3m&tPHn}N1$V|TX9TqM4&h1e?kZx9&V4;6FA06K+)7fCkeZetinA9| zMjc9gAgN>~m4>QkPy9tK?6f_W0!CPsNCGsV{-RIzWb^7a?Wx5QokiC3JM-X2N|q*P zvS3n46a}qN;{F*vP7=0$>YSQ*?Ptc7#erkEoi(zT}MiolLmzn;JG z6NQMvSY|i~sGxJ<%2q|yhP|!-DtdAI#lhXbZ(ucY?|0i14~u$;55zQ7`2A;=si~v8 z^W|SO$WuYE9hY6N=zT~BTJ_!9Lj^Ba%@gr~KwxMInmih$FVX2QiAS&;L%;J2jyr^|C z2*0G_D=wJZa}OSeVhblXWcVNhk}%?I>9N6kp;9MT$Np!<7lkuz{r51K5GZov|Q$?hXX^Z_S%~V3R-@Stbtgg zAZ3N!72014?bEyzI9?3oE}5wdExHTDQ1NvxUPBCWmyJV|$qUZ2v&p=oo&TCL1kJ_lmn z-$f<~Y*g0W)fK4py58e~<%?S|g{#pmUbUeNbBjYF;PnwxW5w^8*PbWX-zFC7@%_sW<)9saSD zgW)c^L~~`z(oX=CMTK%M@x~(Q9$g*7F8O600Ah$I@OU_iZ-StZve1u_;L83_SE@su4W#?SUmUY3tO?&?k5H#a4!i` za&j4IN+T0;}en*}Lt-VPLfVRW7{BmVw1+9Mk$q1(#prZi~%T#HPj0H$ju87 zWWgm~^O#&bs2#&Z>;r6$o{^BG*N2Kvnu*xZg(o?(5Lc5DJ`aq0H(l=ZaMQZeW~D$D z%HMZBnqBCG`8S`(drBl^%_@Dhmjc(DzZOVWOhP{@yX2QIi`p~ctRY*y3uqw`YEtNh zPsC&_B^3*ltxDZz1dvzS&z5ZsqGV`46cdW5Zhi6r{X$|@vmrx4M14)dYdo-`W8OgIBL+J*M^V5=~--E0m$$qHomEl3$%zX9R}(H(V~G(g5lzkLl-!5gUPBS*q#&jdUasF#7V`uR90@3*QSB`7s1$1~` z#7^n-A`SQW^gjuO+BEih={vHKNF6&pOx!8`1Q2 z#^Bk$8mB_iNb8KR+27biDe%MMjLRP{8%%Gwo{q#ps=M>(2DDTf02vx_tx)bNV1Md0)|Z;gm;L{uc^N`Rq1$Wde1m zWemd<%Ng2p1XN6=7sjh}_Q9R$C>>+wu03p{ljYf`MQO+q|+n!kt~=u|Ov$r^Mow()l0r>OEE>Df7UhG9fS>7=RLixoqvzPG5OY9#Wj0!&{il#pT0>HRT+fUHW4(ATd zE$GrlOiU4a7CNfKA7yVE1c#M$8VO*-Y1|pX9o0I*H6MBk#uixrQ24>6bnbP->9$AF zn0F&PUjfXdQqc;lOBinOmx>0^hmi}7YK<_;hIG1&f~<7SEYWEqZ}xOe$AtdMdc6Ko z*cvau+ys!C)bY0OiYY|tf&VZz!S=UDYGLs5CQqw zjX$ncHwTm$R7uC#cOpu3m=+0-@ay+tSg%%WdaSNTvg8uR8CShuNN&k5LpCGSu`AWC z%<-hKy!9?hx{I|)GiW-&0N-EhDDqJ-CeM|a2MAN+3cbJHbYtPT{OuiGs$Si%nodZA`P@Pzmf# zE?J9~GuD}3Dggt*vh9S@-m}`Z+*X%C?zCzJA$2x2PLwDd+22p8_1ovJ@-D9EAx`%l63uigI$0r|Abo_#-BTe9C}k-UpLk!nTp|KyRR+|sM!bKlF$ z0LN-#cGG-)JS=O46*Mc$6;7Cl?V#1mR$SVFMLqS?P~nPzyAh46_=7EL_Wq5Gyv$eV ze(kueB0$&49F<0xSvQ@&n^GAx|) zW2t*;N^R#~M~8!{!lTp67>~TkfROP%74MSjip0b{204JZC9HRukVSEG&mr!pi6YjkaU@gJ^nfq}`o-W?#r2`2Bh19pc3b?24Y|M8LH%xxs z3mI&1W~pUBo%3y7>@p8a=r5qYwd^L8`*X~UsaBv06Ua?8DCHSPVj+%4zV~YcIxP&O>yCnT&~Q>7Q&18u|)Ck zA1f&##wjSDPT@;hb7gIklumz_+;3~6A_j>)qI8kUj?NUAZW!Qq@+Y$jM~heD2$cx| z%0lXEwd2Aux zmx&b8mld)0jursB=q60H&SsflO(0QzBYg%wDe(%YlBuy8rJ4TwQ*uUl(krP7V_dR5 zT-k)n6F!DrTgfyirVW*q;+znuA=SSIPG;?udznolkH<0Y*Le<{8y$21?ETvFNV#J` z!rOj2zp1uCOXHlN{3e{n8p(hCNz^%NK)q`@X^8I|##6tR9n3eSL%M*lMd;xChg^fj z!86G)5?KCc>gXbTO`IjRsfQN^pHng3SG=gOevrE1?2EkV=-+qGJa!%=uw&_5V$*D` zH_(Y8fCb_7*AB=5M0BA55Ej?6uSL(=)eT27Q+;@_T|k36iv%t`RYzE|6{r%lHWmf zUW1CA2)o~?HJeH1Sr*0^fT~OfZMCDy$di=5%J9Saa-lK`zPT216ODl^F0_U z(`!2&>L^%)18shB79h|Y(d~56Gi_nRQ>Z&;w;Sd;wdxVB9&YV7FGqhqzHgVc;lptp!X^c=yQArO!VijfY+4+r-R5f86-RO zP}9otTRzUIu`2P3m?BpkT~Lt8tVYIw`P^S>hMv0DobnSpaBB3D*+>{svnEq<&;llf zhL~*eC9=#6igs^Ha;|-y{xukHtm`x1VyM~FS!~{Tk!Uv7TTZh3hFPECMRu!FSK5Mx z8PvNcIQ4nFL0A!3tN@yP%kH8z#5w6X=2)%9Q&oOsG*+)7mdE#HP$e_+FR?hB<*+{l zAPwNC(?^WxhE(keG?tS*%p2hKexKZn{3b>{foSPW%dnJ&Xpqus$xG2_oHY^~7 zFVT;@z-;&BpVn>PMbX4*mdB=k*vUvdi!Gw&`M;|8^7|#cS~2zQS?ASXeicqa-R#q^ z1K*Ze%rD=eiQCJ>lx)xPU?;H!)7{wk8;MwuN>mYp6pK9*{EN!W61O7f>t4Nr!w2wz zezc<^n3$4zOCMZ_iqeuN346L%1yW%xZbo7?@4u6&Xz$aZm!48^h(|j5Ycc%fS)xoP zrD#;oiIM+aSjzN;2jUUAH2iZNZzTF0C1BKIy`H7cbyUJO&aG|E46U8@=oU&gjuLSMAwL7OQe_DxHTqliIK!Yt1J) zHSYNNHwUz7yLa?%Q@6b$xW6Sf{NU`eN@oibPxnR~NotKGj&)g)4voLs70u4#W5-Iu z{!}biwKle|K^|l+Df@vmte!voKjcm@!i(71nug0wLg#u)=5j*;96qb{0_Q zV`V3yo;JkmqGD-8DWiW?yoD%r6sIQAs(qfRyC7?cnY^FgMJezqbF^RyJ^i5MB|vA%t!01d=_G66zhTj`R8>! zrDa2;2*`Ncg=pi%(cQEqC}Dk}uw(GR?jyT+7detf%I^RK#T(yR8N?SgCK$CFnCvL$ zPR}>TUSpVUhK_-^zY)lh1b%Xo>uw5E7c3nO-WWY^*z)NTfI3(Mx*{v)8wS*ol;2yN zU4mg?xeFmuvOx1xb;Uh*N?me_x5*XidwIbt;n=Dt=~U13Y550p6!d7WiIknD4PR05 zevU?Q0zu{9>Qg9r=Ypfn#2r~YV%ie2|6aAPb)Lp96SSj!_oJcOKU!ZLw^O4`gprc& z%P{<=8UrL9++j~{m#YIBCj#}ozx|szB zFdmK-O)YTzE-y)>YGRFDMx}KvgpbHWgLr;a4N2`xDyrdTTLw-5&}gyr(Y)|=rbq2# z{)@xAyn;n=20SuNWslR^F1smV=ks}a0=j*Zqwmp zOi*adBfd63HJ=_jX1yJyeCsHCK^_E3Ef($nPGH~K7%$>^LDRI53^m|!g+!0Lh>6gh zY&lRucgKUq?`(JCI`CI+0fk+8IqsqO7f5BVyN7Xz+aMH^y}CIpI;!&(^bVFX7*umJ z73tcKu9^8WSs`;gH#GRINTEBn8e63K&xwfLxK$3p}+O<PVyuen|c=I7;&I;TPy{~J&Ka>FiT*Wy zAxogLls}_|%Zy<`%8TFvdWn0CYq?)k zHCpAw?r|w&6c-k6J>Z&nu-o%T0-F|?k1Fdram?CxK_CuV3o;9oE>4V;4z(T}cFX4^ zpcyxNyQrJWGT$2JAlc7iQp(cU(w(W-_1JOwK^&*kZWmR#xI{|kd(tgQRTMBwnMayj z)DO%@1$!5AK$dVvRSQVfZPECnFNnW8EYKV|vZbpqw+VSG^Qf$SzEH?YF zNtXi>V{E=8@eG<173 z!-6Rxkk4D5%hQ33J!7>a3f*x$ry%C?TsfH*B#RPaYpO4xU(t5bjD~!H#I&b^ogpuM zcuD2G2?aS2n6eS2G^I_T(MIZE7|1h%V6kwjdn}qQ43N}ppIt&noF?PA$?Ul#=xZUP z?r(mwcbHP^x#Q4MQMNLY?sW^#cN(fUqiA+d>%3KLLAyvYqXwbJ%-c z{7bv$Mw^5!F5PSyJZ=mZ<0L&!*moHJkjV1um_@AK6%+i54vO*s`aK(N{T(iBhJ0nduZ?V40-t$=vqL>^OYe2HdS%;#jZdc9M z;TZa1;01YV%wFX9^F+ZV*jXgk(+wF*TIA=VuX-pv3>)gONj7HNm-?Cfub-ORQyixP z%tmvob)IN&`P5|74I6-eXPN!pISvj{?8BZ|%b69{7suFM{)7xh?DMc_ui4JJnVgA# z)@L|P^sUi;M?Fn%_fePps`@Fjl8%NqfCEzk$M6s*)V6WR^g67 zoneKUGO`qUSOELFWt16YwEWaHy0%yyhzm5=&K%rcDtHXK6c=GJF7;!i4X znPJ3Cvrd2jmJ=x7W(yYLpJ>o_IOsV^Q@1Rd&NIh-O&AFg4_LJY};-Wc+pS?HxNn_L}%ho=yOaH<% zbRzq{9b9ZHUxtcImxd#bBP(nNYgig*-VO*;?#@QAp`;O2eo{-Vw4F7xY=?|?)n=Ab zwGu|bckhg{tgv;M^FJAtge6b@D9zL*m9Q>>e| z`GekVB+vjmK*YbMK7@%XD^1)U-jJkyBf~VA2jA)(!R-L2{85M63Oc;hnoC0d#7CBR z@DP$5ke*Oz5WHcRIj{Ur${EM@2dz!09e?TTQv?DJFnBW|4X&PfA<+NgcAZqd$umg< zrdtj%!96d=?Mnd6J%sjUAqNF;Bcu>n@S|8!0wn6JpYsmyi0D_>6Azvx&^w?d-q{~P zoT#l~4#ZGp1P!W|kC-{okJ7pakrR}9zefz}ChML-D4d+t*ci%H4x(U1>QM`CQ$HmR zo5mM-r<`Rh|5h1?5$%jctC|pz++a@ZgxwgwtK~M&r6!q|mbWMGcAbFjycdg@%-<_J z1HO^hQEJsA^G={DuDM5Ho@#&*>=OnT@fqZquw_==aj>kidMqk+w`a1h&ymdO2Tud% z|Fl@Y*oEqOUV(Q#7Z2upLJL2nr*)tWTj3A1zfdN@Aa3&Oh{Hw{G^6y-441PElN65W zHf*(nuFy%Cz8%)0(O)jfhTT`;dAZxWzwCyAeWSPIYOM z(Mai|w?bP6_w#s4xX(|`=fMpMkAX!jmXax}VBs@5@(8b#fjVSEW ztGvy%shhJ-szvS2rfR+vOwTT909a-c-SwLX3NO_O_JFx9lXR%QeElza-?cQPyAnS4 z(mZ)vZQO(oX&cD(ps}is8H8@rqWHs7TX-m;oRdNK099O#ZehSdt!F3EeG+u?+q9zG z=slrn1O?(f16hscBTpj{5p$3Acln?2GP8ngd%4Urrb@`9ZTzE59owDU;K%zBt?nKM;*I%rGY}zq0lKJLgbkBUx-hs&2w8D5jDoJgf z;ze4$=ED4!@6*sGTp3<9`wZ&$g>9{+-75Yx7Sdi6pkCs=s_K)k_#`un@uO>6H{YX6 zJ`SCeom^Mjl-f8Ps#O$X$fmX(20L6~QzoU>emV_&Kpe78>K7C2Y>jXyc{of?HH!rx zUT-?SGl3s)OzkBHbh9$X+H{k$AfJ>13um<~4Fy1^*e)i4XAn)Aqm2yOw}!Q3@gY+P z3}QLFlQ&JGZCJ=XBx`&u-k{Va(dTJcca9onvtV>y%&IGa@oAu@5+s2t+YZRKoRt-! z0fjDUU*7HF{)D$@qSZGUZF_w}F4~J+lx+`|OQ6w71q{-59f1lDmus1`A}7E@o(_*1 z8(^599C6b8vIS05jTXHOAIc_vVZ_Rm0pKSW8%7dT96fn9_n-+b80cdF`V}d3ZTcvU z0MZImXz$Er6lMcld$2xVG%x9I%&72d(y$2>^KBZD3KnGuSbv*UiwP~H8G=< zZd3tQHGD5kBmp>}%=9RRB7u~xY)|^;Y^3@N1;)ye%BeRhSu^nL=4u|3mn*eh zu*BhR}Jd7;H&v5ZI|L&e-4TjoI6~^xM1ewr2di3}L-V)tKu(I}8Nr zi!Tul?e}HG=NNuM@_7zS4-}Z`NH_&vn^P+(Q4hw0CHeT!vY9O%AiZ2fNkOfrhP&(e z;|jlZt^)Z9zzkC3ECz9X?+Gr z{c;BnUoz;}V7R8~h#3$mqnfXu*=I#}Ohd3De9mb|`i>~SdW2u`r@Tf6%#&F{sM#sg*uS@zVi zk`XGU@0(gnU1*JWVjr!+N9-PfzJXbG6`7scmL~2-RUQ^`hK>=WG>87?+&>O6b}^EO zW^GTPQIzfDM!~|!1}a(ZAccxpr4FpYdTaiv9&WfDwyWU+?xAZsp7ADDBC00XQG%G$ z!3_mm7k%yW@aO7Eg~8v%Tm=Ax%}eS>d4{k)o6UQ;0YJ3Jty-w)}eT=Lb8Z6~jk|nvA)z*&(rg86Z=a|x|@@ncg z@7|ehbdTI6SS8M1sQf0!&1XddT+DSslB-rl_tlNfDG5{;?iGX|hK_bvI85B#tC?dR zII;S<{+TW;*vU)h#M;>Uu~N#iw_*2=IK%I~{yUhf_2&z?pxsp}PpuQ7=yDZvk<2Fc z41VnQFxK?Xa$_H8B0>1fJgA~m&o^X>mADso4hzx zZsap^?$w|O7&o?w|Ir5h9C(KgUpVF<1vlbXX1rs-nJF>28G}Wn09>gN=c&TYwb#61 zA=lwPb4`PtXqm5%NL(tM2{%&$E%p39>-G*Y24Ytc0s#@Zs7NLs?Z%Q9Rj}5>W^t0P z%IDC}qEu23wR%|^`Eio-OC&hW+PVL0X#c_C*2T&O8$4gLd&--`EQ}hZ8D*+Xo7G>F zT&*TSRLVI}V2`#1yC8?pvAjco&H9O88{2!i%x9R8c$}TADXwDpJX#buCse4#!o(ou z{dX#tQw?NF%Q>1ApWl=Ptz^b1v(ryp7xsdsHyC*eVfVANHUt#PLAiBBJt0fQUx0eL z^T{q4&-PkpNhTZBZ3m9HPfki2SUk@}5XQNV6n7j!!dtpBpnP#n#}YoPbja0m05TCL z_i+oDi#>W}Q1m!NJBqD8%RkUgyz4^3f$wwniR^B#HDtWjNZSHjaerkq6zi|9T)9!2 z{pQsgxw+Jo%n@46kLX<8cyCmpX6)p*tdNr#{vGeq1sc<7&B4dOiO9Z&?$;uM@}WyUTT&v2RxG=9x2;wiCWiH(w6=Ur6@w<3E+IDUHhdcK zT?lxNJ@u#q_@fdj$ymigrsi(`;rbHP=|$2P#D?8%xtF!O5?wh~-rrf|7m1cFbbgc) z1St@39*v_(i#hvjEC^V^?tMmchTXjGcVzjcJ$kZH5kjolgmPKs zSEBM`IK+Q;Ugv|*0tL;qnpsli6);#|b1+WuREp)Li!T*mXRT^IgsSb_5q;wOI@Sh>I;DZO`~V4zmSv=1K;y8N)|rv-C1D&K#Oj<-PLicKMSkI4d$n zbK-(3X&(&U3h`11$H%}_9`|=YJmu%O(MUEQAMOGaTVV6M$rdwnA=SQLeinZQl|k&2 z$s^1Q`6?Dq=Z;X`f~SEF8EM-BH%;~ykMYY+u6tVPYa0iorv7u;rDy+e?tjCW)KN)$ zL`{d5FS%*6nO*{$t+!`dkSiBtX;YuTi@gdZ_zrBhpmmPvMcTH%z08eaFA2t~rF2I| zU%&?^@UpRzvrD0hq(6?(trD*Fda)>f?R7qaMf~?PH!L8*`Mjn^d04FYZ0Qwal|Dz= z{f!x+Ia@t92LuCMHkc5|j zA=cTtez_x}gq85Obmz@%o!9uc@N10eZ`^nb-V?{)x16k(nVFueZzR|<*w9zRZ;T7e z;|h4r%$KKvqEM_FU0p_O!^wQmqbd%ST<26~9hKgcr8$gS_duy67p2Go_#SPfpDT@6 zaLUigjHFC>i~_{z5qMxn$fY0mq=1C-QQ|8e@ROtXKFqf`4&g)p7CgnH=Ax9;_=u%N z?4P+Ak@b2CArNr9y0P;s?GKNF$IZnHW>K!T9vt_Mbl%464l{}s%pSt7d?_GA3OO3L zgG|zSnW-rWW}6I#f3S)uHoI%3=7H3IWvIFm2DSWOX$v2%Go9~Z|Khg$MZJF0O0j@z zhD*#~IU^}VQqKOx$+%%%f!4SsAG-GX5t&J{Mk*2aK|}?xff^HV$?Afh6>zN44cFpP zyfGY@lH=1+#PR|Su=+ZnT3M3&)$fJTV$SyI#gq9-84OQ$)M ztyvoYpSz6EvjNFMe))wxWZ5cyt&1LSD6f4IrXno?CN#)en|-ETi$c4kfKze1I}V#i zbK0*pwCg`y;KE+NJvY8qurTD zcn;jHSAq=r)t&gsbM8;Z2hSS;t%|5}T3y3Rzn^e~ay3ZbFzI2MK#oGEwcqK}USnq> zH9Q3MgXNsXPR;9%n8tPD3^TFckgK+}Er(AHKi3%z3wdQt?jei@wuWW>bt&=3W#Kk+ zngv|J!yZox-nTGhXtc#~^gWy#Tnz2wpu8`kr$MPlbrXWhu~ih1MV~`uDqA z_mIcZXKXB&DoAZh)#tDVEd<#{i(N6fs%0FIb@wc&Qpl8;A6|NLol!oRPKf}0dC#iM zSj;Fql?8ZNv-4lGltn&yNEXksFZei(XX22u7TlKHJH=U8RdMUM6Y$%D*pMh;ljens z&h_1uVvjY>*&4Hb;3?pu@{32)KRj>=orU6g0MKZYEBXm>@@uMI81^?Hkj@15ky_nO zD>ueKsn5o%aG=OkM~Pdqa!|3D)JBD5)2^1Kgd2;Di{Enw)}uIDVc3W2qjne(RHMTg zZcjp_R1fSqxTwHSLoz?j;)V!da!r*Veuxr1sM(j|*+)?;%6H7GOs}T}PNc7V z2CH}wBjF2VEyM#VFiaMq=reAoppb(Qyb<=!x51DcdsIHNBv`cwQ5?duuH@yLZ^~Ls zuGJr`62-^(tPA<)nyBV_YU_$_2KV$V$|~@(1kZ~H{sBD~%?OLv1A5&KgVP{o1VlbJ z!8yiKYUfWHbfZFao)CRvx#HYql4|d&Bf(#VzaVL{WV@}L-e(h_q{n#2Tu5Hmaf>Aj z1ED*hP?vChm-=Xd3<68IAIf?Q>85ewhFMQ6UO3D@)s?7)rKHh-H$5?`U)FzmhXbiD3XgA=ujAs!nDXTV zdanu!F_*oWT)-4@t23AVt#O0YI_ZGB@7_h>-Jir*l)7Y6VTp75AJ<^Be9t!)eQ(X> zjiE9H?<<^aKbt?0T%x6qGf+r$AFOt~(CeI8FBA8kpF>)s*AHquSQY9;zoM787LPdl z6(;Z9;_sNN({_~4Px=X=+pUs2;Hy3?3yyThgk9#0H^toK+b0988Ge=zGiVe!l0Tbqx8ftE`Z4~ zd+4`{&izE2Au@b|-Qsux*|EUHe#};YUE%!XE__>wQyq2xyWTIS!gQMy>?WiQs*3E8 zo4^KIkNm%ZqXRY+Fc#)SVSj9tZ4aDbE=Lf+G1kxw_mYClbOMuug%X9uRbC$QVr+<| z0he|Y=Tvr?@{Pm(#}!He8)UNIvFgD}g9CjIo$S3qq+%?<=oj* zhQ~5=D!8&_6_6CrPXpat)$|6NXUfJlD`?N7_yPpV zdZP9t!$}Qw3AdN3%G!7o@@{=<(pY+Yc+ax6v(xM?-`q;6ZTwza=3`*nsKejf!cQL4 z2RlI+Hqx5*z~i_tq2~g6DATG2mc+z}v8LpjQ<%*^*40L2D~Vhl7%`^b0)pAuZZWpt z7BuNL3lvCSyl=)Lo z(*iYjVfwqqs#a!;_DH~p&l$*$eFlnG;ME=BGtax-n2t#+EpO4e4VpqUgHwWWJ!$j& z5I1n`?(Hy1KSx6!Y@d~#luU|lqmD9=YQ`|YdUGkkmFOl2D^R$)*CAz5WLrQ`*&9MA z;3`)ebF?H3FnKKSVO&=eGc$07L!V2HtmSM~f>Uxx#yWL|Z4-I_7SN%5cNO)B-0&Tq zc4wvRGsY-`!{F(CGCRR-uQ)>MZv~3?cj-o6)m;8PZ_VTe z-n6PCv%>;h9uNI18dkRCa!Opa-V_W7i&9*~EuCUJLDtK%llP{>Ft`Qqi0KBoH-$iq zHtH|h{}SQPHo2(AzGAj8M0v91p}$)Qq7r6`9M{WG2v>3M5XnoJzmxPb5m(K9MbNtj zTm02)(_OAi)NrrG2aX^|_Qix}GAMGbO2!2^KnPnQvs2D^tXdbZac~qiMA3J_SFSnL z6JAUqs;g9r>WId5*4)m{be#1}-ee}Vq0tx$p@z@-%st68nn|yO}uG6T3Gr~N51hg z3p7LniSO;q2*Sv%?az{W?vXvKCl~aF|OoIA)#pA})F2V{9I6BE*9ud-TPS64-&3g{$ zM@+Hgf^^plhU+9(^>~y-)jlL4DARolf3gsM>QLapqu)zQAhocjI3F7TmK0IGVCC7r znrXO!3RZ5RMytnro}*ETUXs^4vW!E&N(MEJb8M!v&$#9g67pfQ#vEB){ba`?9UXg; zTXLX$*4|q|k*ZHd58S=suMn@I%g*UCuhp4EP&!P$psH%o(;kl20xAd$2DIFwMm1Qu z-g!*Wa>MhW&>{n0WPlvL`N#RNHpIM>-&OLoT$h|)3l-IdbBj1PpUsQLE9@JNcgrb$ ztjSm+8RpN4L?lcwn}2?i>V`dBtb3h<2WD8=< zKcP@TBv+dz$9TxzME}C+?vd=$;KYoH6F&nfh1x7BJd*M0kTIvdTbTMGyA_`imoPZA zFr1sKKI$XQ<8gQ=6|bPgY%gxGq@W_h^J-7tVw{{DBYxLb)wM1c9O(iALN%f{!EBmq zlOIE-;x3wc@2}|5cTCg|`9=(F<~v?iigolLny)kVf?_o24sT2L@of1f4~AI%!NI9sK$3n08spx71%2u#vPKyL3LF(`kRs%N|R%Gf+$_`!pk3|!d$q<0% zE~;2djWmpWGlbW3AMQMvet>rAtRFTe z{An5Zl-ae+mSp)dBoj>Z&H5Zt8+(c{g1cs7?y@AiP{gyVpo^3Ikq^|8w*&HGjP5KT z$%|5y{x^V(8ewk#^&%4hqfr{g*p8=u!f=4=P|Av5d3ZBEfAyCBZ+^t=>rz)DJY4ER zlc&NytDeRy*DJGC8RVTLHvE%0n9VuSS zYfTFao@|T#zioJfDe@|>nht&SJFuR5Q3u%u8~h`nYVSxGCG*v6!GMs(yXVvzIar?R69^V~X*si|eM>-vBgk?G=f>-P z?#8<4*`7^9=Qr?Lrj+%}nCxTEbDO_PB@m@?&JJcmqxn;Bxb5WmCHMF<)t_9+b^S2& z(6t+PA*7vl?uFUvqWTZY={|hNP~w@eZby+USdyjMBtB+UAh*EzgaWDI>rIAa&GcWF zNA?>q03qFM)NoPMK0^?BsWP_zbk{8g$qBtnkbl8>o%33tAc3nj^I(_1555(RkGwDK z-JzXdz*&NxfsD6@53mnto|5x3SWqHqU_bBLL#|eyB9lTji(I>xU{IN;lFGfr2BVe) z6vE;VG>d}5C;2!*oTregk!J=Jdov9}H~+M%ny?Jbt^ez?GN{ z^;t=J1S#Si{CPeGV5*7MsyoJPrfRGRr38`RS{Mt6f9^^GJPaj5`jpH{Wd(*Map@`$ z7MX)?9yDs9JNIZ;+oIeDI$Eb`T6$Y&@oM01QlSig??L^XDe|ef3nb`KSf@n)nkjWZ zaKIz>qgASfA8%Smp{?t^%m2|CLEe`P5XPv zL73l;Qb1C*M1UKj3c>)G2^dyOQdS`d0Zgv;tf@Gfq6?hw0*eW4O@VVhzfAX~QR!8C zF0Et|9O3uwcIRcH;(4J#Q1{EDaDem6p2T~t0?BkO#nu-^Z^?-4^qkt$TXf&eh60vC*}T#j{@FXnAEiw{QvfxL5K&*NDqP9Dn!TCDRs7pPVp z712n@;OT*p8%5vze8p?WL8g5G0009sJ0Fs()%j!5y~G9!4qTbvsZ4DNS5GU@%Xd>Q zzvt2XBsdyAl^s~l>$^^dChOvnx3}Sx!UdRh50T=DzIM!b(VlHvTbwhh{4d|CER`B9 z$a{ihFxF4B-{O@B;>6Gq=BAbANi)GmF<~hDBp%BulIJ5OFhg`iyvWv=a4fsZvsV*- zh8No6P3Z)DO^xzLSbzPvtWMA%Sg0RzkJn8S+F9O^!dBAbHpv!3qvAe2Ae zqFgARwpb9@u_Vff<(tR6lwob*F{H0aV_!iRkq6)*9sWy3{hy>X|3ozIH9_M~%f29+!8)q}{nKSBNDkiA(On6XzHJTddq@6TXXQ z?A3UV-#BKGp;MkgQKu}oM=ZR_)d{C|FyUCz3_+?!IAlN993Us(Y%)DPZDO5gEVYrG z?WHMO^DcbKpT|#kXs~8cGX6C&v9%F{jq(5N*}L*RI{FU^j;&~XwHtz9jy%B=1)ym% zNz7+fxZoy$0G32bT0R~DHbL$cbW*;Jb0oU zcOmGgOREw+waA2I{&3I6uiEhF5lSOowJxRO=3$TjOw7c|HzOWf&PAHBNy0BT1Y7O2 z%a32JVmAiQ5sp|WCj%S}vw77*=$Mk5l%P=KUFX(4z42O?H>y79lGF3czn`lYH%3~Z zWF^vs+`XZzu{Sl%Dno7V4Xf!F5e_muRJhrQGWk%5YxzO-?el9UY=N`^rpq-;xP1>r zIp>npHJweAndxZFUJ_8WsDgwVw`ptVK_x-?pJ>XA)|wNT+2qV=KDb86yf>cs2o0$q zB%QX<&?SLD6Dj5~%1p!Z*&pwSFF9?3Fk_DXcbX=^PTtwkj{ihn?SuS}AlHZE|-w~Z_ z#S&+7r4jDO9~uBd{w6K!ybMn~ISSdHj0xl#i9NI3IA&>@iNUn!goIJ7(#F~KRx75< zg$^xc-!as9TY-pu4flMwZJaBh`k?es{p{#A@X<_7e~@P!XSJjMM)MKtg-7qYCj zKJV&ZeH0Ax?>;~=Q1bjw4R+mu@gZYkv|DU4dQTPbu`!t>odLd`X~V7uZMkU7uBMjH}{?VS=Sx zSB_d_poz{i)4%Q@t1st;@R4Wn!=}L*rhyAHG%B>W(Ds~INqLZut&fUt_N>ZhAqvLXkHmaF|wfv}FRcUTwEI2;r19Cx=~R-v{nY>kLo!YE5~j~jC# zvpeE9tlOgsbJMU}9)D*$=!&IXx`-G-Z2a-AlqHdpDvt#WQ$%Z-FQq*`y@dPT^XGP~ zKxMF84#|Owvb&S^EbB$qBCJ;kQhh8*Nc3l8x9ARuW-N7DGE`lwJ|_t{eEYWn?S6yb z<`$(ar#*yb&}wd4Gwlzzj(BLk9~`K`c}xDMm|)Tjd6+Im#vGz)ccNh!6yw-dIwqD_QsLuOo$pRw4K)u@=TO9?>1>jT;dE|2GXL9_S~6u}5cjVc*WG{9 z2fMfc000000UzqY%O)V|Chg&beoJsg5$rJJ+AgDR-tJne=O{0=BQX$sHk6#-f|L#a z>-p#m<{D6U=fd+$m_PIjjLT!G-ish)Ym1$J0Y|I38l8&p124Npx36u~3FB!YJL`|6 zLL0tpYkp_+ke5@%J<~Y3OY~EOXF^RGHA+PY{Qg2B6cy;|M)C+gOAXl|$>)+xP+Xd4 zFF+6~a2OI{cG$xQI2Rjsw;Dx|3ELHV1j%x+N~}-=z4e!td^?yTO_h1N`_W&}1jzM+ zmVt-*mt?KP_1e+l zh`*7C)d7h z`XkgH4%;yLut@;NrQg1-xM~GexNgYAvK8TGuQ~Px5h#-dxyF|?wvX-pre$*s8L87Q zwu!@_Wt}9#qYxub6}~YOw;=m3eS!~_ahER7hc|;~K4y8Ec#OiU40GjwkDqpVRTxLx zd;4V3b1e`lXR>Lxx@JQn|8Rq`X1uX7**PxK@`JN+5(o$a z1w9n^aBOz2S`2Z2QJw8|8|Y-{dI*87Q!_EWH=l`^u|>M&b4_WnKUAITmJ9Xq=U)9O zXc;VZgC+>DsOEqp2$03r6>#oZGL2V^>-~Wc1l%r1e7-b}va(SberJ%j#)5}hqQ;+& z5W3?D36?+WMllq;Zf-gA9xIU;U9YhV<6-hB2X$!nXcXi5-qLk8td*D&<^b|;;XO&+ zIuxf5u=P^`wL#WgBp3K8Fi}A=3zarHPe;kkj*%=gt#1Oe- z7nCh|>nmbt5nU!#9Esi{4GX6)AyrftPM`|TLhOR&V zCDM=mk#sj~okDw@xg-^%XltKLR)4pGK1*lDt;1@?gMr+p*Cmu65m9Y0ckIy{U8e#~ zo7^$<{>JJ-HB8H#Zbe-5bwDG$w1n|k2?kSc8htTX_~f}-kY9j< z?97#hBq5O5pHZ7HI5tW{byO6`+A@G2VCIH0P-gSKk%d0zrSzg*_9UioS3j+Y!%(JO z2zKg2m@LHLJ0|48i;(3>P8F!={9pDmby--TBwkTHUuIlub9TjBe-cU@_><~9_|5w6 z`&Qib$6+>9TmrJ+A_9>^G5%>VZ11x7kb=k-lGTQ=J^@jKU61j^5g!Zs?j&0(wRHd) z%YujNxAJ-0CO#S|+Er2nem?sp8La^3T?*Wg(LkNWN__;U4e~exU%Ohg-LEr3X%Dj}J-J=aQb9JI{0{TSqG@g!MdZrkgS3GzWx3 zY43u0#^7(ebGmN)h#4A?P;Kk29ONV&feU?gAg_Q03q-GL{B|ZvhfAX(aB?q#dxlVe zGO=AE-EXr!&&wcKC9N&_|5uwF-#3%H{;t$2TQW5QTCVOAQLo^ywQ~zu)$UPS>U(?} zI#~2)5ETcc)qmL%eFZ0k7^w07JoeP{#GyKDi3;XL!8Y1jEo{kF*YEDd)1PMN+zNVj zoc<6a9*Z^P?$b?h4`7A|y9x`onu-<6JiX{IMF!xr3=jb9rm)5^$T?j@r(aA_P zSWyzn$ULt>S3TJJJQBfA&);CDNrR9FLMJD3;!DSUlBhx`f=+z21FA1kP+S_&zpOt# z(KN-4n8437*a3_6hsY2M`rsDUzPF4#EM-`XJu{g5vox~YX_L$($&uRv9+d@b6rX&? z1BoX$!Bva+&X~suU>vtxk#Fx){FArRKUJH)4h4TM>Ce~@c zv?JX;N)lcWsihrbqb_~MNv+t(6a?7n?ZN(FRt@E`Vs_LD#hT?dn^A1QGO2yl=~zsg zWh?R#*QBui9jrIF_nb&SY_3{F3lwJQAHB{g+=HkktXPeg@9umlbn(Ay(t42GVWBogm-mho1^wrLre1c?w= zcg%#0mu1CRE}}&~&ma*6aM84-mWqP^=pY!~t^}Dfh~XWD1~B~1-kI|Q2f$?jjV;c$ zDx@H51#d9+>2u?pX?bF8*V6UJwqb=7#?UL&N z3%c~1(gXXu9$-SHoNYR_hm8cO8}zyQzCBvEe|dla000001ur_n(q=FTFpz1)06`OE zamg5LN7r+L1T*v=#JApdrKTi_4Y7XIg7y)hPht{F@j))9upAUvfDzPYri!&mgEGHQ z=A;8VfGPNYKV8{Hr+Q%%`jR08)xUsEP_VFDYT}0r26;i_@*crxWEB6)nPUMv_xl8` zIER8XtaZqvigYkm=v=6afZ^TZ& ziFO&2ze1;K)Z><6?$=Ye)`8+w-UlG|#4Kcaafly^5-i$PxxoGL`>2VJBTJ<#QJCXr zv?a1+o)Tf%ZP}6Pbd`fwEB3b*VD|1cX7vCTbP7bMu$dJYawR$gA(p1|5_Kk}~=f8aH!Pzxwpq)V1A>ie7 zi!ih28m2Nw8AtNh2`$Y=s>)jJmtoqgVg7<(@`7K0wot$?8w>{TKnSa`#rml=9WOmD zCL0wONz<)2a=g*q!O>|yG0UtzapS4NAqBCgeJdtDK`ed<B_ao1zby9b_bA_O1e0vTI^y?7!8)**DRS%gI{ zLeGTY@_2wu7+V!wPi$8P-&>I2z=M11AeNxgLbC5tX;mQkRIPFHH+Yq~M#$eZ-*2E;zKH|F-)jH;wm+6T@SR<4dk*Yiu3DEm{DvU{8b%GaD z#3qj0%g-b3m)u(RI)-3TvLXZuWw>39M@7ABb4{B2rLr`N2W2slv+62?JvDwhLg()Y zaT0oAXON*MRu1G!y~A=`a>=qPlQ#2{MUZ9yWBZR~?wM5o>fI^2^yNgSk&|g=&5S`G zeFxGu`Mm5y9sBLgQ!x@;K(x;3mhBQ@qSW~icF1vuEuV;(E@_Nr_dCEn3 z4x<6jiOc*6fpxX?C{wCpp@|7;RBCs{w!6tXOmnYpq?hR-Tx@h9W{fpNQ*F5I?@Q|O zrxXSsEL3*IX3@Xg6%3QT{F0QG{&Rjh1M&G$NcgG`S#XgUzjd8G>QvuG)Uy58eF^A+ z0HI`yYZR`cg(uK&2e@!L={N9t=}(+08sF|u{K`x`9R^vB3zYsz;gd~4L8-s> zalNR>C{70~?W?a8*c)o{KLwEA?iJ95giM&co+;V&UE8raan|`L-C_Rf+IUn{VUId` z0~-a#Pp%)FC6Xx%=u28$L{oxgRR8h$CuGxrg4=AXUti_9PCPhkMD z50z@2G`ZE#>iJQ$@5=w?n`*(kNOA=(u7P+fwA~PS(4ORp-AL!w+~X!auk!lrfA{Zx zhC3Ri%rQpE)c`LW!n|#Hs^I2uBrHh=`Dmm_SEe^>LF@rrg}u%}EGHs&5AgywHJ8l6 z4hOJDP6$t^?vMSEcZEh>h{>0?5GkA-t1ET;a^%P{r%Z$)=mLxX8jyBrq*(8V!xvl< z>>Yu3fD}z^-td53zj5L;Eirn@zqX8}5R1z0B_(UdDO?6C(bS7;J1h>Ls$exT-S^8CKS&n$=`) zlwA(W_$(Rmg;$|+;8%zhs78n-7=e_n+8Yq$a2D=BsNdmlCupb)?F~9A@-tE}sNo=n zMxrzs-I<1d2sWZY)acbe12KmrN4;V)XGi>3D|Xas0Bi7#dyQ{>XHtWB-2X)H7p*b! zG>2t$$-U)TzmVXjLMqqw7x?EYCECe^UUIX}EI+tz6tJtH#sNbC_B^$W$?>E5>C zFuXf*H;U?#8cHfE3WuV%|Dh*iXZ-NH?*kDunCiRIlfh$s+phncXYmegO7Hwm7+9vb z&`jtIxBytKOnB;2-8DW+!GXK>4LWez9&=yuSDla{oSGIR&A6|BMJw`B$$1FDdpvuK zi2@}@;M2sY?ES_EtEl~R)zP_v>frl3v7}lNFRKs0k_|3H8Z}ix`Dr47(jNv7>=(|> zD)b;b5hz9!OZ=#BIBgtWSDOfy_OryxGx51VEPc*9=hCw$#% zngP=?mo=_zE3EK1HP-vvO_;GHVkU2xeTm755Bw2u+!LKe4!nV~)`VV$n9ms8i0da> zWA!wfXg!o%v3HO{@c?^)x-We$3S6`sUktT_*0PwkH>n7gNzB-}fy$?vm5H|+;dxEh z$}9Zu<<2(2&bHcEb=u$)2eU9e7b1NV@AAMst2L^+SG#& zZdFK{44AGXhvvpnx;~&f9F7zki-n+g#;1w#ZjJMT8zTF;Rkdq~F)6S?0?X9?e`@Vh zsu`!PU~D% za-)S1$d7O;`pj9lx_ZEYrZY06YGSDK9|@`K_4Zk>yxqoGLBEhcSP%ZLtDt9JDsFeD zs6NO1hpRl7I$${BF}uF$01nZS5m-~mxZ_Y}#d6{S6tj7MxKWiS3nu8zZ@{^8&lZ$y zwB|I&3WW|7_CymtK$^}k2E@)6)e9?h^MI37dFeQ3fx*UEZ~0hPC5N8r7wjn!FSux;)kZ000ZpY#>Y{3-EZ^fz?Fb%czq+L<^J8?4nsFl6uqigw2ybP$Du|(OL1mMS(HKRbb z)qYR5ctZQWN7`Y^fUv*U3QncwhK;#O8<>Ok6s0$<@jH*Lvp4V|4Z;_>o)(2R3bA}q zl{|KAhdKA-lWshWnyr$1yPkB0LDaZ-??JMe7RJ{eBUrSeOKJ3&+n;RQJ+aED?crO3 z4OYCiss`I^OrZ(`%eX`lhZ`ITO;TF$%y0-(WWQy~G9cy(oecLM6@I+t`O4AlSf}M6 zmsoTKd;Gts>^~G>038$atAf4RJZjiDc+&)_O-VU<$ZpGGu8FN@2J`;?6!PVu8c#tfN#hMoye|4L4~Crc9lA>w~9a4{|A~Z_&LDZoSmvqhA0=K)An%a;VBBolA8u!w2-$-7e+z<4#V1FDY_| z;dCGvNYSn5W>LsYw~H9^w#U1;BLn1hdk&OptAArv;W1>eLn({2Ypr^VHfIE4?j;yH zrWbU%zecWcJ)+f5w#iOjI-g-&n*E4?^bH<*{`cUIxZ2>?(m@tUw$el^-(`f!C7MQ3 z81}+!J_Z$Ahtypj-N+)37_U$CiWFO<-7|B8Q9jp~iMS37%c`g<;EBFsF*Z-*^YXL# zXht3qst0d?<_$aQBoGKo1+l==n9q{$%7J<886SYWcV+h}Sm;5(s187;MxLVtaB(JU zn^g92)fhRL8dxX*X$J1}EGr{hz#nf}k;C1smVnKXw>ZjsS{eKc1kBGqEW3rsNNLA7 z;TtnqI0$%x?0zGSY4SCB$8q!*m42mtk72jy+kAT+hLOpooYCAO$PJ$@$40KFdacO1 zd`XCf)M<-vIs>7|3u?AdZG7Pq7;hi;<0fycAsTQJJl~jo*Yqrg5Dik zSEefx!J2SDiYYs0c3e*@U7*<@SvQ>ZP>CI`8?|KfMl4dW_RHJ_WQZ}Yr=`hk!2*!g z+oOHAsgIs6z`HI>yn1;ur%ftPCMH9d()-KCQa=pdQ;DG2-VM=D01BMIlfN4v-TnZ;1xEf$% z!A8<*Jp9)5x1X@nZCl#p9T6tF7{j5%yq0nAug8DB4H%3!pu!0hL}i5=@hP*1Ze`eR zsR#0&5`-)mCv{2 zg`bNBQT)|<|9Z|esM?5PwT(M6ASf?ESRK>Yr+G~wRa!U1a-wJvOENNhstL|Cz|}Ti zD{>>Ler7R3^O5WCP_b)&eDKFjSn7bN243>ba?hzU-L+-G*mMhcJpE9U?~Cvw0OSu- z$$S8o;RK4mm=}k}Co&_%-4;iB7i2Zz03$4easzmV7m(X(+^k$k)nhS>618rbO?jis zMY!=ML@E^9$Zc?DkapF0fMl;q4w)#(3`2>Q%Zy`2e=UZU&%Ckl)PP?5?#kx$mt>)S>BX~60i4! znky_GHZ>pIVs$q4XiUyz;m;O^^3edUAtHL>BL5H72N+uYFSLn@Re5%3(kY_fmI~Pu z>Ci(nscvEgKR$0|P~^A!7TG?=w7jNyS)? zS5)|#Y)FlBi*B{@26Ij!alBdQ{8}Gck!40>#8lS9~dw&_Ak%N6HkJ0%WDHXzlQni=5? z8hwL;CBma&CyIKNK1|~wOl$$4{5UFUB3C2QW?2Gd4D=>M9{3XOPa@txK~jao$4Tcl zTMZV+tW$JRa!&dRUWC#8Z#GF_#3RQ_tEC8Xpp!9)ErIit;b;JOO$j0B^cv&R!dfIM zx4mR&O5oRh{IF5q2Mj2L_TKlfp%sH+-M!xk&n)ZnkZ`*T^GuD5tTv1_;*ipN3bZ1Ik=3d?c_HSmAV_^uf9DkX8yTyV-$NoR9YHye*0tFJvN zJ|Nz)0$bIkLDDckmbo^ooQyl(PcT}54vBi2mt~5(;ZqmfKjZ7xWS&5_-`h`JNjx|k zS!{kX^fm|5jS;&^Dj(To2~hq_rM1p(z?p!U6GtA1OSA~vVFHx$k8#Z5`oN+yCAMLr z^QDw|wb&Vul`cRa02im1n88e$2Kl%f+rn@Ix+}Xyh{hxn$?ULrXL+Fb-Q&C#WqGs< zmSuCd63m@o)15eqN*KLv;BC{uvZD&B7rU2`p(GMY@O~1p@&BCb+`9v-)toBe^;Gr*Is`T`gD=TJJ;Z4 z_TWDI;v;-aj2AJ(IIhB=58YAA5tlc^JepR&q1uYoDD=i7$cWZ zgiWWA{OfWK42)nfUg+4NLTnw!k%Amy$*9$wkoFB?+faL-C2K_RQawJ9nO zrVnt01gs*lIXP6s4BM&!bdKIjsBp?38K*A{^c8ZgE|JQdKcbpnBfp3g(Gu!$wVGJ+U>eup%c@!9VtPK1K_?Z4fj0aF##FLhD2RjY)g-IizAe zLT&u?=wWjI9WnkdmP;C{J5MD_@zobI64wb^2^X7T|AEcHl)X?^wA z&d`h+K(+&`n9vlW+El{^;{@KpLIri~V29LU^A=}J(uP0A;!TeJD66qI?S5eN5-7z6 zqbAr(<-1PD>zbVPlzYaY`DAoTW-$J#gorF_zTzX<(mc>*oG?eiY(1OAv)a-NQ;|Hl zrF{>1L7Ag)+HjaZ3xRDXb0u2m*v4M%AK%&?Z!&!j^OKb*mZT2;n_qrl;yXtAOibNk zdF6djEeB3Bwu1@9Qhl?RQJZiVoA@<0e{gN=s7stQ9j&MJh2Aiv$L{6q@}C}htsa{2 zUfAMGk+-kz8?i9!HAno@*>{NT6#}ef;P#<5QXK{hdq(ai&TR}%v zhQkOXOCy6+X5#Pc)vXz>pI$L5a#2=u<> zupO#jTw(^JnH7(>?d2Kp7KlNF?*AeQ`_H)_{dUF7>2E8_9658iWDna5WUrDZnN`Dr zRTgDD)Vmy*CeF2O$k1zHv4b(*#e^E-)rW#%D$PuzsQci`@XENb0TZxu_aF6oWVdhH z4UNm3p0c~ch`|m2Qulh<$Nu7uyXwsTR0k&z(Xv3-ii?50yUyUHK3N*9N z)ZatWhNG_Wx47v1hTB!gWDX4(pG4&^MyiIKM|>_)-~@L681BFI`p&dcrKKjkQV8j~ zHspq#@9QX&rp7%N?jG3IYrFO%XBQu>fn>V?Js zX@*sG>jQ*OIsFZL&Y(BJaas(ZbdV*dB6p6JrYs0y?v(>#cs{J;i;FG@LAWc?IXduA zqQq`7h4m7Uvs5oeJf2rR2_2@MU#r{-dDt93`O7QcY7e{eZq)x&RckI9eST0?3eGri zUxiybIKbSK&6ruK58s86U8qqLBpc1zoR|_;p%%l*#F2%Qct(R7{B_hQ0d{;iVe+-q zm+zpEF5-M_byR@OUD&wE%_JmT;zmjJ7AzrRlRfk?={|Vd+o}j^;Z4rZE(=+RmDjt$ z&aGi}CEtZzK*uwN#xb$>sg11FwH(~nifvS+V1~?reu)r+{X3lPzr7+BSW{TQTr|iS zX6^Y>?dI-Pub|y9Fgs$`cL7R%RhlJ0Y}z=m%rYsv6~%%Ji{6EOF*CePw!ARZZ;_?g z8q2`lD)ej>IuC@?E3YhWYe$^}n$E9WtGNxl#U`XuMG%cCc(gD`&_+B7zR;6D-`JDY z;!?KlTWmxt7BAIP!A&d_yFR|@%>2KN+%C2cF4(JuX)RZMoF-l8Qi+foPaWU%N(Aux zN+^;kWKa*-`|*yV)+tZ@!_5?oJjo9)S}iyP6%oew03~mu3?MnmXq-p(0WrqM(FxRO7QF$E38Aw&5ue%m#C_o!}TmIR0)^9b!)=Dd)jS3 z?{l?x5wWS4uoeL#l!VrpeKckDm_`cY_ySx>1gIjWY#7K%M5oIa0H3_C{NbCIDja7amj9HJ0xxVAH@! zbt2ibQJ2xVB9cH=&P1f*;tqCDru;e*_q8} zMHAJ`<_>?dQbaYFYbQr6wH6lt9=u2Qn9vmC&o0VCiG3`KCd_U6FZ>fA%}W@%I5G++ z3Z>W;3yJ}cZqXcqvr;X_)6JWyYdl6cz{VoguOc^t0fVs>cw2KF(P?MNP%^VB-k2{z z(SoPh0s5msdP;RWR>ACMgyqU5VgKTc_Iu+l zef0go2Sl4FmVtdF=z5q>1$KeuX+^HTrtlCPYxs3!RjLFc6b+_mU9#U{zu`?qQK?ew!6iKe!!>|rvs!bby@6k`3*0m{aYgl!LAc?n}*zXX2$8VqA*I*g^n zXA}s3m5KR2kVeBz2&4KUIp&Y0vx`vc6u2AEv#X_(SnFYi$!>dKx;G}@`s{`oA2(MhACAP0 zI+446bq&$#j!{Oic#ejvnW}fb{v;ItX|~eQ%o?UPoxfCsp#;GV+s7*hAr3azxRTsh zQM$bvNxc9uL)ZOruOby79iq#X3t6Cm-%;vl4;69PJ(PW7LLgfB@-y*Ege_A&xMbd& zP%()qPJQcY`_{Z?SO7(U@}%kp0pVerWLiyC1{CyW+4to4!%=W}tQ>q%G1pD8raWMM zJ=p1NxW|D7X4DT+JZDuxZ;0#`mAJr<>hf*jr5N7Nj>>%Xrmy{(w9$8Lc3e~PbISV} zIUew!*Lp;g72OqJ-&YnSiDauO26RnDr$kjFoA#-vBX&G=BWMgrz1HT_lbrs?;;5pL5IkJAY8*XnSM zOB@`Z+dNc@OXK;K$KpDoj5rGct#(it2kEV}QCNtPcrKUdpEWtO%iuSYVgWo8b3F-4VdWfWNIFK8Mm4 zYTZqE+6I+arhk)os~vsL%>ubL9${OX2JY@f*^)uMpHmLrFa%g0Lv96eHEp+AAH zM3$Iduwa!Fq!0#Ngoi}7&@|e*B-yan^!}# zxgk14mJxvV2gnUbaTXnj?hq#kylpxD^&wb#sS(sr-WQ)CZl2njUf8_&uMkBgFkM~N z`Hek{1QvH#ZF8RbHm;qnlrWe+C~^HIj~gr=EcB6IbjPIi9~fwo2)frGaO3p#DByUL z$ZSKAQm`tw^1AT;qeyDLsYooYOX5rzU^xB4B-EyqFxy4Tdz@N(k9%mtHT8IE=wS#>UR2=Hj>BEAsB%;% zE>{bLw%}5T0O0#{VpoGt*815J+z7W`?P(Kc@vh`?HgoANqw-o1sy}g%f^>w^u$Wan z2~o#402&abYqs1CwcV4Ytx~y*NUmq>$UmVF|3o0;-JzvBCoWd7M5Z+=C^;{%=R82b z|HzwL$Yp|mXAtX2MHtJ{*e~zo*y9ZJoWg8l*dSKO_V9uU?EMdFQ+FUB?UtYZ92 z5*gx`wNLY0iCpCSqi)t3u(4KEVXOKX&+&^Y&{~m@s-(JST#3e-?T$;jZ9IUiDv7869i#GCekLy-;5GDWLU+Zd zwle)B%DjWWw5JcY6}XOPi0h?Wp({7{%X?-8>>a0%2YLY1t8*l0*E1q@Fwh+R(g&ggO8fNU(@`@4I*@J} z3WI|gwq+Q+Vs-F(C?bTvzDo`$4MQHVoQzRCK2We!7D$?{O+%A zAQ^~xio@ibA{S~pEp4>ST!?#r@Ql!eF=k*unsDDX&J_W3mxDDYhY`nBkib%dc@I>z zW#xaT>Mbm% z;q`qLzBn8G3i?9>H*Vp((zJVZ5V5ut{b0&xFl6z+}e%kSIy#F7>{t5Gq2k&Nt_J0)h3Lg50! zvlLkEdl+&Prz3!jUP*C793qq8wfjc9Qx%C6=fK45A)>80TwS}jRWgYtDVtig5)5JX zrT&YxF0NT1I|f0Q#E1%&1SoVF6{|5K489P-^+z=Ws_4E5>mWM|0~M<8l>dzzrENkZ z(6;?SVX9>cw*++f_KtpP6d!AAQ_cwmFi1k!8PoPgVqQ*CdlCZFyO$ z$x%WQJf9w5&tmnMlYM5mt}lUF+pyC(`ci12AglH;ie<&``=KKU?6i2M$(wB8e7NwV!#=r*A1r3>uQUvO}E8T%<9B@WdKE%ronn8IcZ~h{ntzr0}5# z0m0&YZV8C{xnGMPsY&?lSAO03OB;S4Q#XGQww9rFhVAi79@5fTY}9h9LZZtJxe}&XiP#&PyR1b(b1GwW*<@*ylRFoKu<&k zm5z5eY6sQSVq%+C&m!_PrA+4u4=hwI`rQo@ZHJctF4P!qFvpv!cHb7uy;bE~%siU` z-$9b;l?UuQvTP4fZ{S5{yaD1}O2<_EIsesgophn_o~T(`9F+9AwL#FBVvRE04iMtzj z?jA&MnArDB!E?u35KR6k5zlUB8}}E#LMH$@t-2 zS^Wyc_~qPPSEqw(3Ck;zx%yeA#%=gvttA*Kh--ka1IVGcU@r{aUEx`w@eIVJNv5uw zvj6FB9=5M{s-fCS{+)90SsLiK^y&~C0A!F@sC&ljVt7>=sE08&sOdw zVY{yfF7O7(5YJwr^c26hQl!Q)R~W;M%;I4iyh;PW5a?!27=cd-h9Zigp_!J@1qU3j zdvSWYz~)v!7X{g%*k@6g6Dk~HV9l?9+X@I4Wwf$t-n~cQT>sx|b-Ob?W@}3tvUsv} z-<=o%yMjS1)g{^^zJN3scktfy8&3d|8i{pLp9!~u;=~Jr4`)4lFQN3ZTQPUf-^|r3 z2ZF~&^%)m5)gRbf99uesD4n>fyYdZ#D`w)977i73f(Neyz|ODqWPS1Knt*Sj#p58z zaTf(eMEx~_Q{R|(K(v1^8R@@ueuZ+CI5Z4ZBM6&WAlI+|9Ga;<80BO$VNE)AeL@=t z0kyj)0g@t{?f4#+@B)(VaBOk}ew%4t=Jl8h$ho=Vt+z@w$fY}hdA(gskR^jPttZhj z$^7{frfy6~#udxu}t4)R5i81EG7Pdy7?Sa(_5w*^^R#o-1gYnef zV_$20TkKn)o+6gMqUx-l@=94(kSP@!V z#}U$&`eA4j2|61sJTd%+z{h+kVF@^7dupw3KCa0rIc~Y7KIOXPb;d0~ zUUxa7j?+`3tFH^oPW5W4;$xLKw3V;K&n#R4e@U$=gBNZ2-8hJTM;nN*DxcONb|9_c z4T+BvtIHX1XXw|g7Hrr&+eX7fV}*$g^bFk#QhlGIh}FdcTbm{MuuK*_lZqUxn_a9x zHS&i87V3R^HUb*-KGx~Gglh6^L5xxd;p22m(m2S&lmLN@tgmy&<7`lRKytn_$B(UC z6Zvu8r1L(TbMF~gLE&+8^%3GIrt$=e*!lqkxqNP^3X4Q@nN|65a5l5{80AOloq4UH zVP}<;aMg*b$#9bBP<75K1lJpe^4|xms_(bIupsAQXW9p1^9wzO>rh1||yvd0SR`i8lZcA=l=amnrt{_k7dOK937+JKMzC?zYnUe*e)?IW3@5{h8; zaB#gV42yLK03ud0-g4)g%^hM*yG6)t0hh+sy7XP zqGcq`E247(H>Q!qb{G}5zzlKEU?L;&Cv@qF%n9f!Mti+?_`FLZ$iPl(Jn^vLasUMNA=TTKtM>&PV@ez6?92=72bF#1JGyPD+XVEmbbq2)v58iW?R|ze0Y5C zJ=1G0^f`tJrD?IEsv0Eqq21M@x$CAyD`^&GbHovMvZ+2Prp7H6Y`N=K#!y~qix2=_ zQM(5+T78tvM`MTx;#1-5kB@=^>Sl(V1*?z)NC8qb7Ez#Akt z3f%Q=LIpjd8D(8y@N?mHx9N|=BfphCv)6OJxTXf1UC>M-2xngRaN}=!lrxV8JH@Wm z2U=ywP3RN18VfZ1!s-8OY<0(%Fm>@8Kr1?*hX8PznV~$^pZag6VDAPPi2Q=AjPdy) z*j&f@o=o(m9Y>fd_icq}!VPU1N~&$N)2eFXawRRp57jg6xgh~qU&TqO37~nPt6v-r zv{9MeU8y5(O}G{ofHevhWF4qPi2yQV=ZvbCaVH2(QiCo;y}jf<+vpa7tQD&hqpP=4 z*>TL-i0c97k`<4RnKA3Xiw@RLI%8$(kXFVv)#y0h$!XXtlJ&jk>TE>fNpPiSk~2s2 zNrQXdJ4g91zj8K`M%-vs%dcq3&7Ym9=^26|qpe647EF1Tx)%J<+2ytJ7&fw^>0QZUS{%Vw2v- zVaXl+EPxUb9-c<~`c$sT1FXe~98w6VCf9c7yF9(#%Gl)2q_DJxR`!6G%Qx&uj5~c1 z1~A`Mq~|BUc-q{|Hvy$*{P=bB|GEPXe%c5Mj_yOAHg_7}$?+jahPOL?S&y_ZRtp5S zKTNNAXD)Ioe!R~u-JH8Mx6pf*LrUJ1HR_iVPGp{RG9EhPZ74rG&SO|=^)-g5=_D(g zjeZ`cJK3BL+KbDQBXRh<^~8MB2GURw{j|CrA-Plml0)3Je#Xpcwucp}Aj_PjQk(wGO!f*MRNAqgeYD6O|PVcgJol$Y%t?F69p9koCZ zwFZ0q*^|yC9X)v3?38d}`6nO>oHjgDMLnPf4{b)}GnZM|)|2@ouzH(}S5e6-wZYfH zYCrhUyl1;Ma$;VPbM_fR!cPk;FR1TA$2a+9G zDk3#+N9`PKIpp!wk+Nb0E*XFg3s&e&JUYA->b(?n7F1&Z403U3h?f|vOeD5vuu)_g z_H}V?+D9nUf$A;jA)Ts@UnA>2Subc4WF$kWpqS)2IN>Si_BlGBmf6hH_D#{(t4kD! zAZLLj%(j}7sG@RscUXExq$x-gQ{vz?)en9y0{5mL9>ng%bLGRP6JEahzgl;GW>;&# zGDXjfi|7og^kWwh169)|8IfKVkg5u`q5$`n#IW`dte`oY-Et-}B`omgU|tGZHL6|< zSkc$Ml!dAxMfp$&3NXVFn_=Y=Y{cD9^#G6s!&6wF!p27Y4q2*Yr!pVCHPwbZ@F?1j zo;FIroG&lMZpg~;nosh3HydE-Sv76}f2ICstYe)#PD>C4noal}Hz8S+d6t5kdP+2` zo&Z(>C}Pw1R`v_?{u&M0FJ3@s34u_Wdg0iWNcvk0q>sfK=JK41t!N=&JRW?8T|F$xyA;4}Nv@$4i5F;sJjV zoJA`wA<{!8^&#F!qVeSx#DU%tl%wPUc5tMy*>kLwe}b_UWFPZbA!&-H|0I%9IdoVUhPKUjsH?S%xdMH|$!sQ{gMfrY_nX4UG0d<+ zG*8|Fx$ln?c7sbK++iCN6P_vNDN1rhoa0xNZwk0atvaeH^-Kwe($i5SZXjXmSj&pB zJs{_+oLfbk9aXZ@mB30IxsHp$pRU4nM9nG~#KQK?dd@jxUbq~li+5y=MnhjAoxrSP zzTeKJpUS8fdQW-U7Pb(4UmOjtptd0_gTH}IN34)kAOk+=XEft0HHNet!n42!e%} zM>U?X;HXy7o-#e64^rMhqjON75xhbJfuk2brLXqccWLA3JvYxI4>(M~7_ETjhC+%| zk4w=Yw#zSsW_CTn&sa-k1+fLs!fB_abP<@SLnG~JkU>HW+DEll1XfG6gbh;-x>_OG zGnd_xX^&M!L#TYX10JPJB`5`7F6RXWtD@N)%BC1jqPyDozu;{@v#go`&`UGyvdU`W zUdE6dwaD=0fPl^$zSYngs$)jan;-hEm(P!7B@n!je=&{xAqO`UDZdh97bK_3J8gJ~ zl?(7{4t%<}HhHqM%3`jgiet|9JE^!$0xDq4&^TyG@MURl^0w&*aT`S937tg@E`@S` z7@9S36e-NSn!p$#QLTKge6;4cXv(V5z z?O~Q40e(Xc>0_Yf9Vq;Bh0rj$a{{*XwZlCqG6YfVU1@RmOpbrQT9>)$CY5A3m1Gre zy)PoaFs>fR0;8^DOI)_DH#PH**2-0vH+=&|PX*5_u0C;#Vd;`y^_xc-4~geFp}2w4i+fQmDNgYV3mk>~CQ{L`8oc^$Qz zyz(6l`!^7>YvoSR=3SYYbP;X4f4P0ruU9doUzNk$8-fZKUv9$QGiMcKT}Ff1Z>o7{ zCyL?@VuWA2bKd_jl3u%UA3&~Nt3MwRUBcM5e<2Uj zK)jD&6pTD!Z$_rd2pkN%Bbn$4L_SbRW59y8KFhdhoNA9iuTTspI6Ld0Bo274YCqi> z$O>pl1|IX4`fB{Nxhrx3}R7LkO^@ z#Ea)lZVLi;qNNubzPH(AZz9g`3OEJy=H1i8#nRAIwm~O0MEFDq=q804#ErQ_z^ zvqQe>{&PmFw%!+(=O8@~PIC+H+sqOudbo>O;nCN)+6#Y#ltw0%kq*&}j3~tn5528J9~QTYE>?}mi7#ZA6%jW6Xf z_(c9|(@&9~Z58yni-EaW!}eJn=+AFiF^;fY18s+eXu`WOnR(&{hr5r+3O^Yz#Nue( z1G&}iSc8fLP?@S<&B*5-Ow`h}&Cs(L^%R}wy(y1i(D2GWY*2cHM7=nOXdyY6mxGUv zu*Pd8%b%p{xU>Oxtg9cjSq<-_b9Sxe$VS`KaJr)}+(uXMwsZ_D9M1Dj4Ub=k&fDZZ z#0Mw)qjoj2*nD{f#n>t#)7gFn%EE08y=tE6IrJs}=Jf~eG+h>$VZ$5>B)2JuqH%9z zRLoxo!ba|e#mf%Zb6UbteAdDd>**$EgU&@SS1_p#E@DX1lxkO%vfz8bJIC2@mQk(! z1OJypk{}2G?}+Efg8F+`=^H!<*?cCO=F^If;il^)~d{;NvURj*BP&4 zOqq!HKY*J6r5WNjpW*jR^dDr9ZWU7qw>~d)riLQ=gI{Z;(4-bsZ%|(Z3i{^vU+9AN zs2P^)6I|3pv9PKLcc_+?zbexuWuza)!cGkkSA^&W`|#xV6+2J#{6# zxud3)Xiz5m^eNHRq7gSPWV*}_@vm-5WPSHp{+s#aDJLIs`Od-^h(uI4@pA%wHRs4> z%w3+}vXqAx(Iodu?ib{9oXBUgTj9j&Go7~;;w1}T%A(I)dd*$L(@iV|(181<(*UM* zFrMpFI~Ucbz=>0B!Reyf$59-(k#+d2pc{+ zlxbFL#jEXL%koFMvf^?CwSd8_G1nffI4FK`A5Y&~wg3Ju>ky%=i8+LS-}RC{5CE{V zC8wN`2Q&dTurjN;0eg2WkOMdlmQBp(g3b z8!1s-=EfJMI|x9dfz-VvetgW(8~g+G>J$b4I7Ki;YX@ z;Ej5u{ar9;;4xs8r%?fZ$V6dLL*NqNpCUHiWLUFq<|tZP-gRbCNZRW>7WeTX3Q*;qG(G_6yCnCefu+O*jmTV$i9m->Gphyaad1`-`=W|vZ zq>Lar|C$gXdgh+R9t5<9u*1l)p=2?&=$Bt#60fBPnJ!r_%lewT*WaU1_D@>YypWqV-}yk0Shf*v#%#ulyn->R z7|mA*B)pT;a|QDVf>7=i@^u6m^YeB$&L^#6ZQZ+jrNYng8P3stqi6jW%mKJe_C`Gl z*L+isWyiV=T3_}A52T7o7D`WS&80g|MYXBso;-Y(Ca{B>I&w{AQ-@)FwZUHfWO$N( ztzxTKXPDD?wDj{}c5`iTB0fL&;>enEXgwz+-<)s$z6jC9?-cNm)J zL96)%;)w;?+4sKbVDU*$vVOw@RD9K=6#1K=MSM=x{Y8x7vOvfu z==C4K=M_JcM*SqrgT~rgD!it$`c)XtT1%)E>vxcasP?g~!vv*a1s%p5^B20^WbV;E)_heT@##Px@iptKvmXuF7Px1}YeVh0a7Mccp`>aiKQ zA_#cgVgQdO1W37Ap^kFLQ=r@VU8B+#W5p7(Atpv%-2Jpwe_G^o#L?PdD&sGvS1pmT zK(VZA80F>4rIYuLLg!kB%;DkF70nD|a{J<>A{G6RTkUvW?jIW>TLdeQCip*{(FzgK z8T8hHmhnZJ5&*#Ty?E(mcw%fUjBNtv)eU4eM#Z_h)OAVUS6UqCC(l{f6ZV;Te(l=={Grgjw_dYNORDN^mFqBnsO&($ z+jS}|C86R1YSkf6(_2Ezr@Z9~2`BHsaam>z%|N!NyUBm>y%?l38b#ji(nTf zhQ^-rU=eM)f6j)7SC{Q+p}?RIF<=&5Kb^_73fwIoik28&G+t%an)rxTgY`CDtSiPY+ z#AaciDw&UFnpDjK-9cvMv-j<}cStY}6}D|y&7joR1d%-(s3IGYws>P?XjU4b-obze zhNAYk-3cr`ik_mwrIMCrgZ|KEgD!}h7)$qW+b)bM&7ltfqid#>u{0@T%G68mTK36^wyT-^BhF`FyX zS9dcQOqZAV+q-UH>o?{EtcXaw5W6Nq+3q(d049I)cFO$FdzDTstA*FA3n9~{?9gcJ zy&G$q2ZM6Mf^@Ut;6l1l=Vqi~xl2XYHRMfAJ>UVA_!aLAA^+4l6>EZ8Obl7lvP@Hi zZZs-N_(2?;20^=LtR;erjn74Xv0SU;V-ER9|WNw+W)cVN}R1`2^DU3Iz1KG7>je zz|cMy)~K6>#2aIC@Ttl?>PcC0Jl;v2st8g~F6)${k6jm24D8+nX0nP$Y6TbaOl~lm zFdKFk$FR#CL}5ch*xL0Bl{b*Qo(&7kZz3;z#%lJjIJS>3p0GO%d{}K>ZT@sFh`CRn zDP!EQ*c8!poB?Vt0AUJbfNhNGeD=YDT6G-0H^6IC@WRttUm^GpbUvED0iJRQw-3(I zj9l(S^!ouxc!{j^ft|K(q{Ou>l~h!6=L<&uH_blMD%nUaC9N+pd3 z>jtTL&T^0&y47Didw-J#tS=aM67bjL<{Mh#6J5@?Gup!jAduabw17LV27E+Ba#B0I zzYPg$i+AJ&PCB$c48GW3x~K2`hZ*@%2vqv&In7AS{Ws(iTQ)XFlNKFh?c9RosW;zP zOAR)>qX)@$}Ykv`ax2;d?wu5%`M1j&EhTkJq0LBQ&UIyOQs@VPuOkjx zW>8MLFwX7Kv8h?gL=tk4wr@6}7H%M`>Mvu92aeAQ3ZtqaP3-pqx6QN@`*bcwTX?bw z-<6cBcGFylv}spYfLw1UpXq$oCS^YZadpfXP1U@vkaF%*L9tE47ZcX5`rXmJVdp{f z&9x124>KtdK6*Do>n#fLZeG@S*pX?hj3{do#KW$i$UcCNk zA{n+1b~D|!<<{)xss4GC`-liRRd(sxE4d{3tM>7KLlokHvigh==swoJ6dJ~RU3@y$ zFxmxJa9Sf>wVTEMA)#37M}eyyKit3swSBAGb@w>Wa&j5Yju|t9yxkl41Pe2aIirbq zn3$WX-tQ2wXB%Ex1lZ7`!&@I>fKL7K?cjD@u9TBUC0MooD@zO>-&u&H{F$w(qBU0z z-BkBJ9eZIK_8D@Z2txJmw-H1T%0Om0eRMfadq@5OSQao06WxseWa zV^l^W{SI%WZ1sLX#tIl)cVzr_fD=Mf0t7LzgKWGmMcn7Al7})qCp(MfSvC!o_UEhu zxfCU~jP8wzA!K>@=HnK)GKf6nlga{o??_jKXK14TT0tC7hc_0EN3`ntY$o$;Ww+oH2UAMpYuSCxeM8k9bjjDXW zCO*oJf1tV{-uHob91DDe1_O>r2Yof1Zxf431%W|%AkZi1- z)S9tWp$*wTA39wygF*@LQFg*Y_;_v;L`_5jKvtj=R>dPHnmk`^zot+b+wI$zp~)vh&Jkjn+B0%0Aq# zH!Di)&G#*pShgV4!ZEvgi)0w;Ba+z!E>C9Yfzqpg6`}VPY+n+$wh4ZfEqZw7peP?H zb5g?faO0A_`(%ec0P|7X;K^L6rrFxyFGq@g+IyTx|3@H=Fk8J-B75D7=At#D)|o+( z&tO2;ez_mAf!U9~c)MqgFsU{RL1mAyRbF?l^EZob1vvJNl14EN6_iq=;)s7P{3{1QNyagzA-6338M{5L!ENVG1C^d@W&SIy^$8n(XU zc3o^&g`s&1+NM%L=MU84w0nCQo;r?#pCP_3Hvj0c;zUH zF3%C*Qi|0_i=;`CF3R7`A*^unLDyL5OK*#h`uQC1BLP-4jfH}c{r(+p@%&Bp4oz4t zo6;nr5*r@q7}4) z*H&7W3im%70=K?+{y=TT@A(p@UxB9Uur1m)`Df_DH0^w7xgITC4eOSqJH!9-W_zsG zLDu*bI52*^(uk2K8zP{0c4+O!A^p;S#$@~bOBuCR>`cYe;wCy}Dd7~yk18oz)VKf9 zgaN%cX?-mTXFy2nix~aD`*Rl+XT@e-PsR=fUQ1XHJb{c2vGqUB^0C}=F~O&)hFP2a zzrFxUd~rY>momniRFbxyNB}O+%PnVSuTS>_eyDU*hltvLAi8PzF0@ZC>83QM%j3({ zej_Mxg%F~bd!cexf9fG%t5&XYhU6ucQC}0_j~pxT@Y7~D{$ktD?dk4f(S!UlI?XFa zNB+<9S}kv7U5D5{RJYIO5kO-tTTG5r`|%W~27D|vvtnQyfubQO!c>8+3|UP36t8u? z!{VOXbs)&>O?22+pC|PB|16-0qGE7l@4pA8JXHl}9nHd*R4&yS>*)=bXq1aA=>*bu%KMvZi7n}i#G%sgon)AJTI81y zY7f{Q&c*GdsOM+JaD|`L^TVn{k(4$$6tKwv0009mAmk=FztIc7ul26Twf>bthQ4fh>^SK`aPFmhSkLxMUU&%h(#<+^)@Fn4S4PslRLA5(4~HA}4FTUkMFYuCh@ zF!E`n)+mK#bEps(OHnG&3*?=JSwzL%FnMj zP!w$u4!ONz14KP?xZ1)bSkhCVBX;q-_y%=MGD$?o4Cin$2vUvO0DQY43!dR}tuivY z8e!KN3dxgkxN%hH?;6OjF@A}>jVA-U3H?RKvg{zr$0Ep#mORrBk>-h2RY}9lql2)m zhmwiL=U4ekGcDpV7e-``3~VT*(5<`@BNwZLS8SR1mEsETtDve^1+yISC5{yvbMI!C zMNH%(ofbP(h9ciEAOR7}Jxej+4hIpl5J-d?FbyO&04KsLtkI1S>cs|Tz@ydAM&X=g zYBSVeG?nUX=#6pZJ50!(EHbdG0}iigx!)tmUEZlgRY_(sox6J>f%;d>@5qKldGtrW z>z_yHI^3_l8V}vR;sq!Dv&_g*qctmQo68__3M4Z4Ku_XTJ&i0*w)P0@wPPM-;7-U^ zU?Fk|Z1Ks@1c9qXc4xm?r=$2kI93MC>cK%1FK#Ulq?S?#0GN8_;Bb=B>ZQ(YIuIC_+Vo&(=;=)h<)#DxVqjJ@iO zMwcmSQwpH|nk&bmMqV`khU;S^rm6)}kE4*b&t5c4_Fq_Sp;SRpw1B0kCr8>H9-y7> z{r^9|kLw9o=y383atXt2K)prtmXBVDt8yp!g~=`$pb8|&HE-7{VPmC>kVhEay0B2} zVnZ`}tcw~)H?2gz<%3o=Vtynh^^ZxWwER$6Ged&C-)CJEHd?LjV8k+ID4PL$WZzRn zp8@LNyZBag$h(>wJu?$Zq&QWl2rP7nVSqV)h)70hK zj{7Zi6|*=5w~<9(@LMasBsi&}fYL_^!3T=K_^SM_sN%-s6$7ERV8y9^^;HMwJ_1=BJ?Ao1T7$Q!0&9*1eF*8Ia=k_MGIYLqw-~IbBL(!!k`@`lwNed;A08>Q3 zhdL{Tjg`==ACeME3t4y+s1&%L9Wk_20A)3)i>T)7XJhJ*9noluMM!RSMcE2!9hIv4 z=fU{s`CTTGDfW#MV-O>H7{+}UI*=qihkUlgZd>HJP=*4`b!5w^whth;-A(`m=ie3D z1;LTb7pA?i;i13|Et24Ut?YyZJbcLN!z9vwDSvC}!eUe40MP+lYnCPKWJA)t_}#L} z2tk@sQ%HTEEblj@^c$S`Jgz)?Q%LfA zHSSm6YGD4}%$aaez-%fm@8cJ^SgXKa&+ztFpu7SS^BXxju&?;O5G9oz8oqmM@GCeN zJ@XZ6Uu(V=A(o{X}2p%4DuJ}Tj%4zx-nWs;e;L#lr zt~{-}%P~o_o>~1H9MN7>xM9b-tl4z|gLTKM_}!)oxWG5>hveu@+UJbFw_NCSXo)DnW&W)yFi;0-De`;K$P`ra4=jY8%x%F z#=6Dr5hWh{(KLAs)WFljBL8*|99Xnq;3jfw4&nCwC54P`61g*EcuP}2ZBfr*LDZX5 z(2ynz+s$_sOU)AJjDjG76*&F*QiAc17Uk}Af*Jexx<2jRZx`|EL2C=2$<7|7$&AZZ z$|lB#4fg$wsKzR^*NH7*rMlC}Sf+$Ou6TbWy80_{vDi5yggP~N{k|!I62#%;Br*yM zAxr%SS(Usq<9+}R?N}{0AKn8{Z&3Yv2EB)+(rDz%5nf!YSA%l$(?+v|#!EwYENA4v zDqp*3z@z8mIGDhN2sEJq*E}VE?ipjW%RA+L3v7+YLB_{0ta?aI8tqb(I^rdOkraCK)9a_DgQdT0(hsm_&bFSs zZ-p0wvDo189nlTjZ6=(PG6_;GlbvFu*d$3}Fe~uI!jdGz6UxO&I-P!h$HKY=Hhheu zaRp!8zYjd;_p^$AyR#KZx@=?`{uBj5w2YcEA2fVL-untm-4{w2>s&{yAGda2$U#sk zEC#@;415SGjOtS#X82M?zWQZ<{;#mdgW?nzSPax#W1P-TjMf){K>_|@r8*}{J6D8Z ziM#Zn&AcRdYGUr5yX;dO$K#ZZm0jVR?z68s#wodGSKm-lmi^ro*-6AOvHjGtBTC10 znlqecHYhJmiAQ9x5Qb*&HvZdldr&=58>5CTv`de0jrLuXT8hU7+0SHcb zOo3YqYVA*J(Y;+_{Kzg3L$Db2Cz!1K%N-# zMp)pts^@ApMf!NT;6&q@qIsk$?WveJ^?gB~?GzDGgiU}(XlNoVb&CWiF*&Gv_pUk- zdE_eI>V-CHF~NqE{Ty^7{pnvDr)D-7U*3UKL``nvJr^l zE@#C$(9l(tsHYhLfa*L-TLQJGXnK|}vo**~8E5`!qMUjwi>^u~;?;AQa>uf)zG_m6 zmZ7$$?!m9ejf)@afl+j)fbm8Lmcx@#S^XH-@L0cEnGlc+a>4s!P_~9NGvAY3t6i~o|nbmpNK{_C2Sb2GJM3I*l2|36_>@h&w*$Pr}%c1YAed@Y*}+usOF zzMq{B1}4@heaB6V)JR{;woP+P)5=V`obhbIGNa$t1edvh8xGd4f0UtfsHdX2kycBc zf=@eF@!rXoY31pShO>(Uzij5k0(@=?W_+2s_Bd@MO21zP*x{H9FD#IHH3TwET(d@A0Je)_XNqaXF-mt1Z zTKHc6&Y^I(2R6mvMaq<J;`?V4xN?VL@nwzm>7g3L8cwPV_xoY?Rdf?mUu%Z7Mtf(B&QgOMzcx?qcN zrm}ak^=CMNvFMP;dY_kbG5}A2BgdN}87xEF&y?RDD7&G|=Y$J;`N8-6u6#0JhL39N zAHYz>9kjGd7I1zObV1TM#RA@TtT)C`P$$`FvHdTI+YO7qN;^ZX&xug=u?vo$4Hd9& z>S3am>$G8R-!^rwt*#3pnt`Ilqi$pM+s1{KwSySW_`S1I4M7Ce17q+kohb6e{n?%V z3%x$Y_KoW+Tn;thQ|`BPmcgjo{0DQ0*o~*?7~>)YmC!oGo}Pjm8Rej~kmWe%S(Ay3 z)F=4$8heyP5Dw|YIb;`AJ)?icwCfR33*>x^AzJFhQk}x^ zHv|5`fy@O~|09TAXU03M&GlrRVJnC8oW92Jp5(?#pDibw7I zIWt%OZS>f@;=+T(XrZhFDjxRf(uxZfnD!#3%Ri_3P2QaLyJ6wDLe-%AiG%>g$-O=? z8KZ9D$yWWpD_7DBF+cD{S@Y2%QE(3_E{b9uSN84W|CW8H_t*z&mWHsY<1QaE79Q@@ zN$Gc=Nz^q;XZq+k%d0@R>O`1jn1oi6TeA}NyxcL%`m#pZ2l%#(vf&}MKyYdcom%I! zSymL}m&@ukb`ue#TPoF%QGGQ{2OWq&3LoBR!1-219Fs*gf`{1{WD%l-%hE45z)uO=&LE~KVBglBHo-Sv&6Qti}k*ngqnmb(RGdfHLbKCREIbL!msw?3_~vD0}9HI0D-`H4QFBl2#3S;j#Y+fU|Oc*;M8qMfen z4mM_7*xb0yGfCsIdPVs8$#Aq-dwMmm4&zE#mX89MS@sM6S%I;qh5$PAED0tz-IcSU zg!cFXQ87tX2B;_<=U<75H~RY{#P$ zQI7W*+2V>4vy?*!!0!p}hqMnwV2O<#wD|C#-#u^8Ou{f0aF5WSwDM6J6PrV@DtK$}?YWei zo`D)cRVWbGb7>Ggi&;M(l>n7KyuER+vq0_Qru;?6QR5K-z>H%SyaX;ZqZitPbK-tn zVq-^IM9$CGTs#*&hZZLpRIHZNvdTDW-JmlDf0maI`+u`)9#5|^yt+8ncp2q`n;<5Rxg#XHc9m9Z3h|l zw|3Nq9bR7jL*5rE$`;2UM`d&71qMNATKYH-`yf(svZxP7zAtD67%qu^Gz`=q(-~;4 zM+SeBNBCEq>lMUSGTFWDO!zc-ASJr~GR#%IouLsrXW1;qJ~OKFPJp|6gem1Rt6 zNK3&!XfGqP`BQz24K^sy`b#bj`yqz0(EBTw!9Lg&DJ@?|97SspF*I!G zB2bDggc=v{N)G+)ojf(=B&+j|Xlh!ROa$&$gM5@?cpVNI1$15%zHkeQ1b$KgH`(OD zB2KnG!Zstb@Hz+Vn!n4<7AsbH9N_yrnwU1xeQP9Ze?gYS|K*1}k}8ubcAQG*$F;Ae zSp;v>*%pJ<{D8dY^L5;ojSDpBS@x0B8!nz8a&#NJfanwM9aq;AON(~3VMO#wX!U{G zcMF$gUi>8_w=m&Dl-l)Yw8)et5_c7~51x<4V7Py=WA*uIXQpctfvFyA3Y(YgMf~qs z4tP!tGFRgisYzb)W5nE) z1_r4sC*oy&CP#r7KA)&l;Cl@%{B|o;pB;~?lE419aq9BrcCg`Fs#U8k=E|`o;AB4TC z@>tR2=Grcc^+aH0fDAtT613Z_u%nO_nz)={O`yDhStCj(iAcfNqUFDh#=PvbK#kJ; zdsD~Q(J7}+ZX_0vLfE8jZhTNM-h@nDpEPZ6MaJLD5EU2f;z!j()Hu3@r8K=7ug(>` zAAMwoZ=Y3=es4U4RnH_b^6epS)PARQW$00>hRrndTwt7_{l8t!V ze`wuX6}vU(A-a=&JsVt2LM(I~kFy?pQUKNblijd3Ad!@gU7{)<2la4`%dpv?k4VyE z^OD*$q$!ae)8THai;iA36G-JddOR9I)VsK|MG)YZTSTh~fUQk4p5{S$K=yzD?@XX| z*D~Pd(orVoxzjUylNsdQezZ@oM>LE>J@dFG6wt2pw<*Le?wk-R`+raadK?1d31EYs zt=#E?6EIYfe2$}p*V`n7O|8|F-s^!Be}gJZR+K`(ZavqTKP8i3%F-2q8#hl-bGuLu z0Aw~1LKzcBtltDq_?L_1yv%>nKW2?r=+l-aiRJ4K5Vwy;Fm=!z{E?>p=9rnFzYofA zUk9c>RG7(kk0a|+4m>QAP((+1#X(%Hvs?S8%1t!S1BbbO%mw0?#9k+a^U`cnM0HWe zi*L7ve1AEVj$XD61&@F#o?akYW?79`5|Bt?F{P@Egs~A&wtJpYQ9QkYCP)N`8zLOs zvk$30A3Nx#Z~O6ohs5rLhe7qyR-nc!_v>V3%~R|>Cz?+4619AwXJB1`(ag~@Rjm;5 zhZZc1^o#n#iRKobs352|Gc93iiU#JWwVxApb8EM_f_oekx)nAD2S4U%jo9@JkUd*NKy^Z=ATKfOSK z|AkdYp_?;zEM?cg!RSZIEYN38DHOKTX3X(%W0uSe;wd%~DxVns(LY^`C)*wOr`^vL zZDH`1tAMTEil0kUq02{NN{>N9mk(DUn8p&OW=fy)TeR7a;VQ`^ON=}_Z_fa_;-bwE zyw>0X*B=b|(gB;fEY)y^8^+aw695v9As$QILpu=!0Uw5#C@Iy%I57Nw`=bn>_J^q& z?j%GQ-T>!sx@*Qdq%FQO0l>Y3$L;%J$A%<0@UVI`5FK;kX*j5xPn1z0Ky2M#tTOu{ z+#m4)I)`s6iB|mt+{WmtBg8iGyl$S8OhiCvPLkB6WXy;(RipvA(@hvZW?aYrN?G!D zB`P~XtMCnrD9`TKR2--X@1;Lm!|Jl|jT_rkT!mVyWaFF}j-PryB**Y&_);EF;b(a- zqtt{q$2Xtht{A{pf1FD1T?j2_KAiD#*vEG>md%kYz=ohl#H!&(Wg`zM(cZAvA!L4x z#$PE)64DbjF8amf&?Ca<(zaeTR*NaWaj2shHIJ0-P&2oIA8eQa7ga$(u$HL<&dmfF zF|?sbSr0*`vdH===7iSmWVNwySXUoUG~g4T%KE`t#xo4Wndu#b`tn^5X>~g~D46UU zTM-tRqnaK-a$bdjR&ms@H9w@;du;Nb1hbe>N-F8~2vMZJ!Hg8yz~Kvx(TFxsnxgU4 z_U7iqDE$WL9U-!3{EI_?0%(jH;~qTJSY_J?#DcwcgbM5|a+)h*APn`Dc#@4;He3O~?;&d?0LladK7C)GIFhd-Wd3&~gM(svaKBA8mVqX;e!eKL4{s_X@@r$5Sp_Nd7AA8)hgkubpX_Jo9(#Z4LCazBcxP z1?8`Z-SK4;pfO0D5(OlWB_#uZ>(O8(%%r=NdSyAlXZL7o`QbPRI3yXRU;FhRwYthU z-N_WgvuFYCs2H!~QfJGY;eqS2EwVWCfo|NhrA9<>TV~?2-hTBy4V`1)iMr(0n%w}1 zU_8rnwlz+HWJBVI7K3s?6(;y?|C47vvAO>P+8v_kvU&&<{$z!-iV|p`FybW4Jhc;9 zu0gfgxVR|!lP5TjTp1`MpkIlm+fpGK0;Ltwd5|CUBO-aox<$`l0X!HpM1>l&H+yci^|4<8 z%d}_p@|O@eZ?++pvoM_-eyeYR|_YpI|?-+XU_!qRIglynSFNKz+u4*=AW_z&C{2pd#P*IEi z%y!)i6ef_eXV0*(W0}x2P>txXg>dKxzr3agRTk)H(i(a@rwL*<3$$7@&Xrl???GP8 z-rHT0X`J;^$b&fBE@pcV1sNr< zh_NewBcHr=-)PE~0Zlc(BtVGxK%CN`SK9QrzWW}mLz2^KvQtJEz>+Iz4T`m@AQRen zk9vIesp|SKmshsUY?`KkI+{ki_Tz^OwPu8e~h4d~nXsyC3y=I)QDDctS?7zrd7L&GQ-`E|+su?1!qls~b|NonTt(T^3Z& z6SMr)jEe3Z02UD51u~YkWme7;!MxE}6!+dXmBYlYfV4uxs0LmO7#c8%gO+abm)ahC znzHA@HG9AV{+_v=u>{Y+ptM;>u1p(|03T9TY*q}5H?jtsMWx8(R9(0R z&b@@LNUq~H3s&y4ZlHvx_^PLFh0pf>pfn7kDVhTHWOBfIN3BXXQ#;lq=CakoUf{ZE zX+CekwJ{&;AjmI_*w`h`6}(~zydoCabAgWzWtpxPF@0F>NZ#zg*>qQ)FuAT!0$s2i zVR{=3C{|tN@OPhgaxm{Uu)o@rXm+pclrkeTotE@|rTcA6oaBHY(9p-xWG0xiA#kX)_{VE~NU*LBGQH0cS*qeH zBO52NiHtX%UVaQc<^SON)jOz}CVqV{c1LkUpJ9UX-L95Hl8|NpldSfaj7@$yc+2Wz z-tZldJs+O}4Ofv^qI!@(QC0ZaO`!s zK9+R=h)jKK7M*KcZM>9>T|kEPa56EWO{a2Nu>&CJ4#lqd;JI}=2Ak95-^2I^$B!<& zLUys&!lsgnM~hx{dPBBV;uTW&c<@PXit>%d+n$W~)~uRA8Q?w1ZLU3ayl2>Q18q02 zvk;;(mugKna40#W49h%tNsRig2`uT&lGF>aa1Qr|<|lx8gdWoRcYTJfb;?Z_q76-i zIXgl04@IvA|aDY0G6erqWf(We&r z=R$zvIqBr!noX6(Cd0obU&|@CK4U~fcq2aaO%eU%o;yGEeMW?82*pETm!#2GvXe&A$IX4`@?`if-y^&B{;3%i~ejh7u>&{G759<~p#7 ziq|hAwvssuffC{3qRT~^A#u+BT$}9MnRi_NQ#=S#&D9@j z9B9x?ghT#l#Q%2o4huq4^tKL(nk_Dm)_gG^n3D4B7Fs`d05RdGHIOy48atSggdiZc z{^-baI@fcl{2hgiY}p-k5o1_OcWoeu9WSiN@*LSPH^q| z>DC`xhQKgPjjh2`iwEE(Bmu4?s@iBfzg1q;(dbIian8SrK6-ItbR&X3;HaZoK{*Uk z`&QiHcCsN_cWG8Q!%!=ywQLaitqLBCgAdN)%X_i+o*J$-7sWu4KmgT@otk-T147 z-Hn`vZZRry<95Sv=GZYQ@iL)zF9Uc@A5r6t+J6c;HIyI{+yg+#Dx7F$QhG|$mCT^d zfT3V4hXWgb(_(hFib(RFfR=cOx!585Ps8u;1UEGId8eti-(%z3*m=#E)lHGYFYkmGalHm(VcXsO z=GcueZEqL41QutOa?QFw_9cEVrrayMG)N;U9kaFzf=vneqpQ#%#Pp+0RS80T4hy|ZZc66ku2sPlJAo=D8y6SKNO)@uzY;;S&U&hmy{gh^rM zyx9X1?jd$<8s*y-YZ#%|Oxw*#B6sk9RJW^_w5~HJ(4e`-lPlw(O`(@O3dx0sCelB> z3gd3e<>lU^l}}{=4xjBWPwvtTFfjyFGyu}9{ffAd&n5Qh&j=U$)fEmmIS@nSFn|ef z76*};GAOrrgOHU}AW^&Bk!4MPB`Lpv<9HMx3w0dD9g=O(BLdZ$lfGm2-G>LY>r@iI zw{fQ`;=O8slJ;-;KGEyALr-Dd5sR;dnqS1}??s{>;jbaRs(>)cJ>6tSxszSJS1JL0` zovwehZ1S2>#Y)(;8fPf#j57O)tE9YSbdiiuatINm8B-xI4wy^6(OU~Nopvh{kH|Q? zVduuh8fqG6PH+Xln4VJv9Mm_Zpk@mwOd_9mB4IbU+O6%jkHVyyge!BphM9yy`{RfQ z#P#FnUVJmBf5;PkknHUX{)n?|)0C7KLVMR6*fhc$g9~a4yJDjTuj!bQsxutA)#bAw zGYw*wFibX{${0`Zx@{f?y!g%W@%+trlyoL}SO7FWs+b+0gu7r7={g1CT6V$&D)6nx ze~n{bl0h#9xHY#$$moduy%&=#jDqu{RFeK$0{yYw@9){I-(vaxkQQU@!7uym2JCbIm+7}QF?kOGjel8V$MG-Yc^lzl zWn^_F&?pzoJ^Ri*Nije@stJIUpm|Rbr?f~OSa!0xn2I}1YuIN3X9-E2)gHQoiULWq zx>es(>|`X?Tanwfu-g+>&9kT*pgD$G%fl2AQ4Loozudkz1U9&gr?syn5h;0GJ$WP* z-f*8fQA*`x_HSb9`;q5{T11yvcQeoAy!f6p8n2EN=&y{&K~IVz6QKmDcN zJH?l? z0mtK2MpeRB_FavpCZhDVM9Z!pZ%Wq{$aI7|a^sAsZbgYF)UDct(nV*c(TlU@(w_zR zV}JSVZ1#c~YV5R99kcIgPd@FUo%~?eD?yQ3ac!AbsCu4INwO&X^-;r|!{Px3xO#>n zTzUp%m!?E4h91?J2%;axt=q11+mSQ1eS^?bCdrd_M*&%^uV}s;sbfxC{y+sGJvv^VCBFssU1OvZO`-`fix%KSf5esrzX}~buvEsq{v7ox$H^@m?6Hf6b(!3@=~8td zZa8tAu9Fy7UK^n6tM>lH?b!@5phweq#dc}i=1h8NITbc0X1ysU&dIb)+bW;qM(It* z8+q~7Fq0vmV=_!Ns10N1)H47>N~yo8d1GUdh*_K#bJT4LfaCi#jn4aZ*=dmQSt$su zZ4XPnas%Xsk;(XIr2WGzRfeJs;C!V)z&{sVQx)})*TQ&w;p0hOC#?fW$MHKn-(X88`C zB;mYR?2syYsymZjp%pR^?EP*4L`=}n=qHvea!}@T(@_=bb+3=@MK zd*|1Eqj%O|IUlsyu-}-h(Z*eF|52*rYUhWmKFbBJ#0|;SvfsWg98`pJYw-(HfXj~T@c`N zh-LqloMP$Sb4f3|wzWAz-)8M_>%T!LAs4**9TT1@3ZSvp4yRuLo(fRJ4rqmMq-#L3 zBFXQU(-x^WZ4p&->m6H%dnE6~k$&X&pdkQzmt5OlnDI7=?3vBcE%m(2OZ3oX+`Uuh z<31knp5dnNSz+2D+oqAZfCjHquS9^KS}O6Mgv*PoDw92L1kp#V)1GL{drdOD#_5FC zLFlwFO1x618OvvKBN!bc!_*>TO5-lX(X&x2cOObasH(oVjfue?lNxVD5WNvPC)aK} zI(;cG0!1Z>eCOgkE`y9cX6f>{p0(=F-;TCdidr@5Tr9qXK-1-Ie=SA7G?hgm#&~#6?xu?!QFo`>g?J@_K z+_J8W#>8_pd!`~EP&V;9FjG7)8>OxcpW~<%1lw1jwZfPIQw-86Z|u~=L|B|y1pjAl zc|Ma;w9Hg*oF0QMVZ%A`ntqa=9yD8hxFj?Mg&u+!(^J&~pxE1xEugKM!e&Y~;_i`H zKkR10^H%;Vx!fD2FpZ2Kd=iO{o~0Je<*Wr$7(GJnaQl^ z)+Z8lx`&t`vC(d-Ddg4)WOfrNe+V&h_i@ZrEs)Y#mr2yA>IG14!@mlYZ*KAFX9M)yVLwQE_4iLvB##1Bv|yVUYtVG?z$2#=vzkk8ClQS;P?{O7ee(Pw1@!A&NpAdVjkTo-rK?H@ zvt!(W-+e;f&Vb&t9L$&Y)M~%17l%D^FsTMNU1$WcDbx17I>;bTtPn15_Y~JJxC!8A zPnhuf7z}6~B{@oc;RHP!;v#GekpYvI>~@?118HkHxj8fo>g=x}=b$=}+wmE?buvU3 zg+1Bc6WR0q!SihpU(@@>Cv4*#ruY;F!j?RTU6d@z`? ztQlG4VqfYn7uaoM&u;zajCZ?PAxdpO5!72VJe2kpBc$AU6Y)=$H)UWj4{tZ?uhBY< zIAc`wCbzOJze>;ypEW+eQ}R?fSE@(F8}|rHc1&+WXOv4c<7&HQtb?I31QrSAUUK5B z*72-3iHU5w-U+N*s;lq8sJnxQ1yakiyOnkQ^+6c~-Bw+GeCdfz&&pL|(B?tSfU7{! zVylC)NCz5`Vzds@y$ua_xV z+YhK?xv|v@eD71LC~i8Kr?cZ|7a!}DD|$5TbX<5a?7d{ID&nHex%+ZO$x-b+XXOqN zguJqxO5CLFNiM{}IDCU}fI;>fR5J(<(ph~G(qx|AaPRA-Ow66nuG1r=SM7bf&3w#Q zbRIvVZXUQiKSTMS#K!Ylda2>E2(M&SgOQvC z8h_t8pAImqoSsOWYslW5v+B6#E9x%lN;Vs!Num;I0so0)wK-M76}Ngcei<4EP%Hlw z&3;JLb!zPD!n>9j1)l7}j1ymf`fd(P(BC`U&v(6_0+y`{jrVZ&VFVfTgWoI9KmH)# zBvll9$=UqaT(e-D{g9x>jalB%gCQ@~I+E~Cw?s3Y^u9W24P9#NhvFW0!h4Jdv! zR9@Vn9Lbjcd-OF`K}XoXp882D_DjbXU?}vNkF1}1Tw+`Ja zh4M|9*lF5|=1@c)0QsdL&ue!*K%aJm89oH$=N{s!2X~g^qQ4th#pFx^%|+B6HAY1G z4Y3z44Gx>6Yszh+>n#|cmmkpAu7^s`L?<*uc{E( zPE`v?0_FGNIO2zHg@x4gA4}$?r8pXC!D8Z58gxZO6{p4`(}Q+Jj%FeV+dI)!Vmo-V zo^#+o74(hd(oE}QmDX4nRXxOh@+exPHIcKCq2Z6`+R#Lg_p5wjG$s5Ka1|@p$(loE zFvyhhL65B4mlT9{_9xd0`48WIV(Cy8!aP)35Kh1lUXO90F~XL|9#Fm>ZT^v!gg@OIr4Hg!AW?TR6=1H~6IFYvwx7d$EhM<}>Hg z&QUpRyc;|*jk7tSq$(yV=O99C8j0y?6%6e^+EhfRW`Vr=keiWgu_ZvgIIt-S4!sGTiv(l(&xXYPqMkK zKtV*b!rdz);HJfMk?aH(&-TdP9B?&c`k|3NywPMZ*LXeoP4dOM*v@#D-SmZAR3?@2 zM^!bBhy#r!6+ai&U)WlQcM(^j?=&XY;xu$TVNc&W=b8YY<2?h&sJybQ&dR{+%KK0z zU>qn!67MIpth~1Vt4Ox@^(};JqCgKTzQpNeL}7c{iEenwBTdyv?iSvgfN~Ll+4At5 zCBf56|5x8byOZLR1ro+G2xT0ehv{b8mAaS9yDP2dR14Zbl7oJ(Bvht0#wwDmy0hd3 zz!$;q;b5-vTsP=^P4!Os?96d~q5c8~QH!OkzvkosS~eT_>+yG1ixvWlf|x@i4COly z=PL`;)lmMz&FggT$N@>0E?!N1AT#S_UA(3XGx1L5&ANdY`tnUJO&S58u!PDCFAi4zPSwjX)qf2z>7ECb^H29^ z4^QF%^4WN$K7aYPgAhn>(0aE0EXpFcp^~O!l8=QnM8w2Mnp_=n8bE+12GdM0d+V|t(wnhkt0fJcf7AAmSdyN)e0OB{shrfs z4Kw$)<6)+6sE;cT01QUtK&kTPQfhk80$>~F!;*vgOeeUY-nSlnj|CG#mr{3-?xNAJ z{CpM!kw^@H?SzrL5fbMInx_zGu4`&~Qyf{{emst+sw*K&pCRCtVqMxw##udCBw zA!lh2Mwl#`BQx|v2h#DJQq?Y>IqSW>$A}_v7;nI0`3v}NP76!l+?9{<5vs87U!Qaz zxZJ6h?=ZSwgO%6LF`$PE)Q|VulM;b$G~Y6E^Iq_+F8X?aAUt%c$gawHCU>^aQVg0R zJcf_;Qb0Rr9>?gf9vKFs`8w&Ro{A=b(&0I{VaT_lUA3rtU!XtcP|*td4FE(7vCN*Y zywLRnxYa`liHf#AfZuwm!9ZGo0YL7zSMvh=P517)PF$Lk)mE}ypkB(54LT1z5)8N~ zgJ?0>Kyz?Tx-alV4Q-y^Bl@(!FyUw`->o!owm=1YI@2IRt9}WmE3aO5$PoSr2dCV& z?(FTxN$SdZZUL@TpuqeLYp80y`M=?S-$m?*17uDu zu5@_%LcQ99VyEu%d130p-Z`6!@n9_r@-yJ-t&a{eF0z$sYruT=H3+Xq{1P7sIPfQd zFk_tXEA3CK2NU^QAK_>Nlawt&?OA_tYBT*U%NnJ9u|q$tEE9+TzQpnHesukUO|#wr zy=!tgRN(ay@0Ci1LAZq%@*dS$6=2{vm_{W2_Qi6db;1F)g2ty;#N$tB(cY_!sY{2E ziH9v(YHec2D=qtgOZ)g#$Y-SBSCU44Qgp_{+vAt>1XA}_#;!&eS%t2BVEo*97@Hv| zTikfyJrOTy1w{Yl83l=wsxhR`bqO;bYVvOJlyIo$t!{kwUw_=D-lO$|kR0cqB%Z_1_uC_SsHOjc-a2nqlDlNqRh3n^mWkRm(k z;czP!`;0X1t7UWnG!)&6&*^I9?>RmtQnd|?F0Pcl(;TbEa{P5M{*%m5uP%G9YAa#> zMGKphr9~gh2TqfTU4_!AGQCe(N+TXBOVt1kl~O~To%cr=k~FOpg$^#fcqKP!?4wG${NEyp!Oq zFHMWftF&IT3hAMT1cL;2Vlsm>J(&1UD~WZOyso{kry!GEcY=+x8O4TcwtqU!z^zA5 ziDnT(k3*S$j!Qva-%!noB(oOs=HlmQC_hwt<@4LR@~A)Bv>m#JyxE?lY@!GRz=G)7 zQ;MH8G%|39)e}OZp%vRoa2SuaESoZQU+IKO?3(erYBhq2_NNXMHL|(4mRl;lyO^Q@F) zSf~Yo4gf50Da#iBx+H6r?2qR;$7tJ<*^*dn2I{1Bd#J<&KmDk|>~nN{QiE%Ojg);W zWDANYp9he~%4tXa1`w9Myo!80$%0tr3R9j(-O-^U=Thp?Hm5aW$u2R$0#D(iB%{pv zmC0Xvlk`I+M5L%a{9uT&>J5$7#HsUigYdCt#x!-&M84@ezs@CTq`ov$)+t1w8^H&K&6rP;T{;&e&qlb`Y~8x;&RQ@pEFa<|L$%ZR&Ct+*_N=~xpr6-I5ssX zQR)#+eGP0j-^3?EBI0f`CJ&=Pno4EkWxb-2ZeIDa6TSKiG$K$u_4xTlE_04#cABFK6rvr~bGLr2u9EWV9s z&fB(u(DjRMX)J0>jkKYAoZ*D!WFoPGT=QhBjBM+!#silWAwY8CvOmwERHDA5Q`IVbsFVE6B z2%$|o`0ni4;*AL{DNlb*$FFJ42t>Q5TekuwLvfpW;otP1tzp+mZb%J_PN-C*ai?I8 z#${EhB3G{QQK;-~p)5{NMV7w|KHI9g3f{xxo#358f!@dcCb-&aa(UPrv%Xg+s(RZKrEe6524sloNjj+%I^25OQv9J=4n`oZK>(0 zhS4VFVlM7y+YOuZSD>>8{rf#9>azJ6$B}5^tviG_-dk!{BI~ix)N4=+9^%@9DWRH@ zcBXob-gN=IwzT#PyST@2xgswd1JbypcB+<(;=ka5p)XKVz7R;uj)oD{st0yI(nluT)N2&;E zN+#;?;H4H(cv!_4j$q!3b!trTjrQLH9A`?RGkOaw5)FKuF@s&S2Vx?L(n_f!@1e_O zwr?IU#CB!zboT32wW3fFjbhvT*<4-<%DM^D5bY3T`!t8$VF;%derz`^%UfcS8w85xUGHOTrX5r4DUs9Vr`scDGA-lWpO2J@@|d67uxE)R zhjBmuwsrYtMJ*otd#yyZ5X|kls}tuIPKBInL1Caq>{1VrXh^lH{OMPEOl`A&hMSK| zA_H9a0B5c#m*XuD%vY@{qN8}-d!PM2`L(A{$;{mMBI#UGq;_t2co%Sc3&Ng>{Ow<0 zP4FpyJ?Q)ZHqV_f0LH`e@Rvu98$?7A7f60j!-$(?ZN?c^^m(p&LjvvwtGRxHfq^^B zHI#hYS_Cet+r5}~QYidGM;~s9`zNnpvJsNmv$aqiJ6>g1B(UyMXAMD&O7<%VU!}d~ zKDKgd^(5p~qZnDC3J_%A*HipGeb+q^GLV95Xsl|v?;uA9%VC}-?TcLA&8oVzo#s+Q zi``Sx_K5h*6=az$a>EoG0#|q3Jcdki%i)9=Tbb;zv}kQ)ZQ8AI@lN&vgN_%*m8?2x zHRiAg(Du+rX=t;X9|3pQUHu|=c9I?{@LlXGqZ(b4sb7(VQGUlP{_D%;iQ4CNYK!+t zqx{Y$E^A%)U?TuVfoQN@8t1Ym(+c;F<)AcnsMz^|xeYZw3CusNqDx{=1RTZmL6vzO zoGeA63*eAgTtp!N^9=2NilXZ9;y0AXGaI_?DSS3cSCw#kIQOrDHxY>!AG~}$E4rNt z-qfb)E>b#r(CCW&s3nR(w+H!dXTfJ&UDjRsbW;L+y94GnnYBaaUs$<4Lt2EX_W+#L zo-<{H8jN)4f#4*bzUw{Bu<*_|fVdWro8#le;HJ znfJ=aq^h1Dkih54yE{eosG$@p)76bL1+LVlr5*ao3OP~!rzu-IInb~l zA{c6SGlBc31_(Rx#0P$6pQ%_(@UjIe7TLO#M=%SbE%-S|`C2j()q|@2QGeAJ5tL;0 zmqp!O=+26TkrT`v)E8?nb~H#q7`-DAds%7peA|-SbcQx74%`4U2_%GW@WLEE9x!4M7@To*I&TJJV5;4+|i3r6$?T)1Dn>7JlJb7fp^X0mgi)};XH*40ZDZq#< z*MPm2HVM&>syG*3Gg;PYtWI&q=o*dng}h-7((9TV z$?2zzs=M*1GHyHbDmaFG&Z~cKt{2=2> z&vh92wkSbi!wG64J)$@G&db{^O4_4u#%;RZ2rV)H+W)$VWLT`LohsRPFSeG5fCKdB zlmDA2oz;w6Xl9O=38@G4L#^1uhP&6HGOMKg3vR^!6!@b|e1IZ zh!ZBjde_TK3w)a*M2EIf2fVS>2zf~LHShb%YmXt_Zk}rwL9jbH=*3g^E<0gKk@SmU ziHk=-<^3Rr$@Fn>B!*gSjZH)Uwu2v4KkZM}yV#FbfR}0(7ve6n3=+p^;5cY}ml^*l z^DY=c*VZbP#fChBz;3QgXy$@fvh2$>IV>K^WgV8e@>U$bM!c{}0mGEO?LDi{;CMd( zDIcJDGhIovEfW1WyURs{;f*a8V2c!LzjbGqW$8(yPg)}&bga*su#_@1HPfdC#`KFZ z$D5kWu|147I|?e@a937_#9i zU6KCxF^APo2mM_0XQseW2t`5AaGjSB*23o0t@wR{<*r*^dDTL?%qE=Zgm?YpQ8OKm z?v}^pmPY+Q0>jnRzrsX;BI2_5G-q^qlw2e|=v}t9oCke5^|}wHJ_PmzJ+I8n^sH{C zHAXwaka?=Mzxe!X;1V7|aHTo=7)j&UGL>9u7TfthB#}u<@MtQa&#vuFe_KRvY7E43h#jB-dbAjEQmS8s zQe%)qofS^}&JxVhuFE}J7k}^HDY;%@qd{Z~v*rfz!3Rfj?>PfN>(YwF#mOW$z_6^2 zexNEEW??5^#B*WG}H&_ZTqGymt;Yj6D8iKQ7* z?=b`3iP?O~Re2^na=FLn@9TT==E5>|;on=9zyfnN#@&2H?*V0apzGlZrSF6vlBohn z{chk1ZsVbPo?FlW+EAOiTp2M{|0`4~@>ZzU7T<@RkB;_C^Ju&>i3>|>!*5FPDUa2l zFZU?jsUlzF6RPCCsV0CAk^xjpZ@>*|Ho1ye+2ViUa(WtZc1?Ljj+8MnM}&Nlg1O%@ znayNgjA$#(v8P6DogQq5p-|xY8tXRKF-6_6T~%FI4p9tvEfvV2?-Plq@4_vrVWmV1E4#|>uci?~eR_F~$KWE$9u zc&sQKEUf3?mS4SG^0mKq2Y!yT6vob<$?)$m3i4E@Qi z)8)KeH;yYs=|hG>QXU8kXOq@D+-lSN`wkhnJXig_CZjd?gYvN>We4;+8rzWi9|4=x zpAyx$Xh5k8HY3xd54uPSl;0iL>k8!VA?ym@5{EwO?!@t5?yL+OoY ze)8o#ub}%G0`Mrhgg~G=gRLbW{0=eFP{$2Jt3Lfzkd&Do)>VSalZIFYDAl2CZup@h#DDuwimjqdV)S!XFFSAw zk`-F1pY1^yI6x>dEqU^K-prvrK*j5?Fxo5Wptf{xr-B^Be)0(Z~!$l;bJgI~j4b|hKVy$j*2*io&H*J)? zyetSp8$*}-j8n`SBQd~QPJm{fF4;$*N3}WgV%T)XU@<|g2HU%!GDVpmN_8$3cO`j` zdTxw0e$!9J+JXB!gFhTat_z{l%c=fn@-~MI90)jZy`c2YZX1f=sXAhE9-Jo zQ@2glP+=3jS1a8OH$MB;x`hVXYeR@ut7wS@V>3ln%#Epbx4w ziDFQi%VHYH7AN0$nwPRL$bkyRs~^+0yU0pAw;&#>t?v8jO?zU(pi*(zlI4YHi=Gx(kgBLg}QADHGCt?y~Q zd}ka+6Mw*`F54DKx!C}AxvmD~a-n51N5PrA_-~^{kFcL{eG|c1&E3(tKA^`454z~n zDnY7uQE9_{zxA@KvsvI+P!6Z4^X-8G5X$y*F{BX`1G&cc8%JfP*8S(0|BV#U$mUr= z^H)d&N_e8Cj24ScIJ1qx9;5+A&$YWx^XN{`9IOmxNMhX%;^Jp4-4*w(TemulhW+<5 zVLt;ugxDF*?n@3I?MTGU9}!TOBStjn5+;owz5*reI>^-Yr3vX)ev7AD zMtD%mzk4?Z67TI*5JfN^J=c+Q2jQ7{i}ylo$|fOMMG3vEwKXZS@p>o~smUUU_U`*i zD2R1kb*mdwwpaiNzw-;fM`!kxZOZTP!PF)G8-my#HX=rk zZId^v0im8c$bq@KR@Ay>2scqJxuKr=Ot9yH8(38E(d_^k+SG0+r3FR8Z4s%85W-T6 z;3>dKh38HbWi>rMJHP+%hnDXbSMQ~dimoH|yNJ0ZM`noL#C8{7skWT@w?3`UjSoxU zTiQkBD$S8!y+!X`PMXTa-5@cj&NW2_;Qztn5>Qq2(O?8{T86QuBO~+2el#WA8~)M8 z(mH@+l70+lDQ#Dguq$4W6iW#&s?8#TR7#N;C_60(n>tnHV#&&;RR`Tum4O~UE5ft~ zA922$&BEBQMu_hq5CaFhkwm%C+<-YuK{f}>7F?B=6ex(mufYf|?s$wu+xc!UYr7Xx zu3>I#HCd(Fd`DhXcQU91+UfaOJAPCqGG%13k0^RKLQ&z}kj7S>#c6x&qJw9y4yDQV zS(Lgsih0RH&6RMP<~*uRz$I19T^|KuI3Qi+vt@Tbe_<6LeEDL0-DWEv*yx>mHSEj> zV_CIo)j0hV*=*$b9W`>{1==gv3AI&gPyhe`I{;c+$2*fVIDte0}LQ?iT^sK`$n zX|MxDmkJ>Uhg=AWw_7Pt7IElO9;t6R4?dMpj&P`pO2lcX_vI1@E}pv{b;YP+5L>lD z8^gRAcG;%Of+A|__(lT6a-jLPcf3v4!-dbYLJnvWMC5GW6VdWPuJ5ryrZ^Wec=c`o9DjU ztT`kDIK`m86Z#;2i-}pgbERI5y&rV{dqj6}b-$K{#*?5<(zgUw@UC)12ekzNv~+On zFxH07WMrN%l<1WT*#Y(4AGhhr@!Q5}y!sa8r}jPTwzq^i2?xmuK8kdD^r*cRIDKtH zGj6hYTM+!F;RKwz@6-a^EGS+mN*qC>3Qx-D1*sOB9Bcj`6WN(5jl{rDt^{zfJe$U? zuoFm(vPA9!l2P0=#RQOfHf>?Rro>=eqAM?-4@pYE;84jjC;QXTto1e8Mt-@Dem&*h zWY0C4lL*8p%5CBXn}^OB5kspKZo5-GrBqblrMMCS>U4(pY!xva*j_n=?yT3!lK2*h z)jE2N54J-Q_~2yQ8-0rBaj-?kue1mxuW>bnxOO*Zh&>__4J5pJUHq=`mCKWIbeSVLdbg|s# zr%BY~6Oy8yw6D_m*#eylih4-7eLz8f$gv;E7%(0(Djw5yyH?R9ojmS>^f(aro?b}@ z|NU*+eARO^m%*qss2Ud*6#Cu+O zu9ltMCtv41pj;UF0@l3d{WI`ND;Nx|Z;G{Q&(o6S0w#5BOp-r^@2wl83bJ9EzqZTk z#Z95|xxLyGu;~Pdg{PrkW2Yk-j+xy#@x)D}@kWsH8`j-mtqqYqzt4^@kbz?F{O3EY z5+v=Bym`@*ja+PAc~T(`3~}sD^oME#a!v44H|U!JDNf8P(be!eTRJ`bQ=5_bXFQ(_H^veB*lre zEx*uC%bc%WD!9%fNfNXRr*95>$B>2v@3ow@ThLAa^(lR|r1~h*mSmPw%nlOP<2qFkN*vl_}fwdSq}ne?!zunAE7G$OHE~8 zp?`ABJoMOXn)MQRO@RB|Eq|viDv7? zaK^EKWXHFEJCvqV;~LP&;`jr_l?GKV7yCl%%(mP1v^6@&rOHoc1(NV*+tKh(JTt7m{JaS^PY>ederOZ!vBR~TU>8o3@)IM6~=7b)g3vFsJi zoSJbFqGw-Qq855^`o4bv5J(}bK}Te%UY>4Opd(+Pk-k5@+iC~6f5m}WioF{@@&b_*z>02c z%8fNY_Z5)BeIEJB{K)!rG|3g)j(GaA|O$_0MXO zbYueIt$hSV?yY>b-=6L+pPKV?fSNVn@ByJ}y@I|27~FCVWPE!iMzVVz)Bpklsgx_f zc};K@TwhD>9(517;mK5326hR3Tn4MCbVVv8Fq#cb6$RJ;cL@~^_NG@l_YMMOJS7!3 zR|t)@kAdM(}T~kVD7u`A4@KpU7*kQb1kuAzYgmp_%Le9=Iu+ z#a!D*ADAHnpPeGQJscM|zM)*L=JKc64ovZYAv)oie9vqw7go~~b!*h()#mJo!EQ|A z2^2{CEC2ui9vvdlbas7~nw||>QbfBSdnnfQ`L;sF85$o>`ZtOHB=(Zipp_|dj(N$E z0mg;hXigD_i1@BIrE_dbFVw4lX(N9RC-OwHVyZ4Z6(9{-3mfC2C(3p(90j}!V49mv zhsIg*^@;$wruwyyjMhqDUq;mROf|f~Zl-;(1qb%g^c)T#Y{uhE`BP)NNyhxRw1h3V zd8dHrdnM>Jl|coNd{mt%$IYV@fB<3)!TPLDVfB}4y>S_66KoC9QAq0PuKZ37u}17o zOt`LoT%ZBZlAbHL0q6qEJA4rq7yQH>pcx~0t!>OoWysv%(z=Gg&6Uo1>^o_R%MR!P z9Qn)H_;@=L$R6Ax#k~`Q9dD@a2cIvJ2e4({Q1wSRN-99k;LaW^vLgp4_2Xdnkwn%Z z(e(C;c{zyOKC``(=e4H(H9m=Geex_nI3I z_8y)%zg7Ew_v0#%wJ5R=BeF%Q=|9sZ#G)AmvhSZA4rb>FgGjfj{0#jeoKaR@S+UEOaFawEyp$$ zY<3E>k01XU{d$jP^9%sL5Ny)$&@vlp2~_+&Ul^x&B&Y_`bifWl#ydidGO+vv!N`Nw z{(H0p`3Skv^)hb;FHM#>v&kKeJq=MEcgW?nucYl;hQ_;9DtCu3P;ohTzU>!2#-T6ONWK_&i@ z{!v&>ColT>dk&Z%tts+l+@MoS zjP#0ApT7pbqK6ScfBtLYd3{;)JM@vsuK;_HVZC8h8TN4z2VZwv;hE`tAIvOJK%Xb> zmX*h$w@SWhP<4^b7KO~HYb^4Vr%fbzA2|qTtUt`CyDhs_E!GP31>~j5Zd9c`+NEJn~UsH?VVuSymeHNt1Og-o)!xa&!#G zj{WWV{z{dP8j^c3B(Vbb=s`INSUKXayUQXrN#@&6M=^^k1x)Cj zHC_km4eC#bF5h`#^F_L~#9Lt)$2_FCAo*qIQrrHi@7g>OyRErpGH3!Db;Zib*?Ku) z`mb^D;;EAN%uZ5#lHIK({NE~7@4O$MK_vtsZCI*5#1iZ0_t^-f27g~MN(xr$BkYLLZXUD@N`9t%Y zpn&s%l7m0$vV^WZaX9`QZnnfhy4yyEpO&dqiRLiyN0Z-By*NFwzTGX=(O0!fiDT*o zDcj@r;s;|{7FDpM6+xA(tNQImMBvqg6eH=oR+U4WvZ`6;rhgHi0rErlD770FZvNX8 z0O^eY4bk@^HFNpWxVX!I_s?_ZXjL6uErmX#g@=H-{dJ%y>Le#fOwN4~bDfTLF_ z3LV*u)sra^v@U7{Q)B~HQJtTmk|aFDBgecs;Z%{xCgFm`xXoF2e%j|8#*vvuDjR~E z!(7Tb{i?Xlf~S_kBbWCjda5GAj&{_GuB2bq5SCvV1n`#2KpAe#fE+*Xry6mRIQ~=! zG*EV4e617R9rZyCuo9F-Y1+>%cp@iLVblhS2?=aceP zhk(D$Hsoaj;eV_qW?DQoIWcgE19*nslpCwt!csyo(DpM`QFe#x!+?%VF;cvFFJdA{ zU@Tkt2r)~VYA73(`)3IoIloW3aRZ^KiJGPn3xbnC$GM-AqAMEcAoaLF zjk2rHa@CM3tUZlE5PTC-!>$%c72=G=tW5C?xfP{$sBcdvIDOLIrA?ka1>T$uc2jFr zdaRz8LA!{1@dkxHW5egB^EIIK7;;8{B@)Dz?}o3uCM0U=M&XRTl(Rvngr zO4qL`3;-u?`e-@^jikX^xpF-72H1mBnp9a*puo2Ox{q(nc{EuJc z|FSC`OUXeb-_I{kEdtc5G4O;z#G&1|-|_&?syZ8;xKg43OE+ctdXoj~N5!9N-kf52 zZc20!6PBu3JRQ=uGXppC2?VY$QvPhGChzJ-eR>DBG`T!*ACb%sUFOtlCqd7qv_)U> zL<8gvm&sf!*AI&iuGOQyNAY$K_HNa{U%xWdaGFc7f2=Y@)fjJ;Bh+~3z!6T6CgM7u zjI6+v)|-`Q6$l^W2oU67Z=W{&o{DEMyUs_%>2Pf+=w=z2(!_BDusRtmYu~~4$T37+ z>RR{Epmxtw`-?|Pf1C|s{ z_5%E&)W`ZSW>+qU^1?kU08h1@qnps-rmQ~i>8C^aj^~q`XpS>{O>mRH_{V_H~|984;--^Dow1o@FqlysCG2^<+>K z1~KF26`nWLMYN%+D&Ocdp&G5pGrEGz?`QM;BTNXcu0CnjFP_xj!lTgo9vw zJTs!|{JF#8JhRRPR`L9@YSJ)IO(f~4{G2u&n=|iYl=m#?Nb8#L=La%{yF*{0e}n=h zNZ5oauG!2%6e=woL~%9Ty^{x3$C47wxpEEmm-aqjcaEoaMq8~Bot7m_?*#x^iap}f za5|320ywF?HS1tZAjSa)X#coXr*``vH3x`vYaN;O?eGGHd3HcM-AnSNU#NEUP}?5jN~(zZDCvx{B> zG7MQjr9_;VeI0MMz5whqVd|YxPx-Vp_EtQJ1)HfsZ87?p%pB_MA^KUn z6i4c3FmtP{TYb8A3nlZ>eV70qSKtkcXO(nV)I-(@>UC2hcOXd8@B)~l@gYxqQy@g0 zCr*q-%lk{bh%)X=?P#TbEn1U|(>?A?C#U`U`BrxEZFJNA@WA>h!u|_A`@7rTU_G$R zj(|oXq*TgcQr$q=PL!>JWqgXw;ZJy2iK>!k?SelVVm(a@{M+h6SJ-`7e~$|!E^xY$ ztu8f$S?>-twWJS8lqE{9qsFH~x>{~N<5txKIiBWa#G(u@E-8;@lHyk1d6UQK7i##v zTUe8w4Tis?QXO^q5(9PO+jwAbQS+dc#9B$dYCyf^+hIk&$^w@boDz+PN*`0My{*X> zL!h*-;>HwzBbDf5&~OZUBZBFzOp(F?P@T z-l`KIoK<7`OaHND9#5eTqmG!XG7y)OgudElM32chNOT9DTDkLsJR0%GP~=w&tgtXe42Z1ZTF2EznJ;&ta*BGAi$s zp&p^X7y-_oWF*;^(iG_+z)c*J-Knfeu@CHG5pvP^t+z&XDtB3rzsQG4EG!$^XBOyF zFaYuD&MiMW>6y9iDV7h2x9m8Fq$}u?9*oSuWg=)uH=OLp3TWwM31HKgMm#d5>jy$} z$OGfDwO%?kpma4t*9TVu7I0!z|7`!Oh=<64gL{O&=y8pLmafj5!yHwOmjQc7W}xT> zPz;z)hAHd$g;3UB!TxUdPAdesL#-1N1CFzcsbG!1NUJH|I%4uf4`*ro%4>SD8vn4i zoF*JCJKJ=eaqmD)LrGlKV*=M0L1(bAMe?1>W6o}m=zXLJOrsD>L%zexJkr6_hvCQ? z(9{q79MJW~;(pwOOMLa<5b%`Lra#jU{+#b(dCqX`ILCf~5X2}u3?=YWK%&$6z|1`z z_d^bR?WIs56#l$;@}Y>N$)fRDKH8@b|044t#XTn(P(|3rgm{46@XR|_fz`QulV+Ih zOry?YLF@^9rt=G_+8iR35-e%YDc_!dcH zl2E#LBT-twrjoS|jSOW;x({pj53?5h%)%&%SoUYHWl!f6Kg=wt;nmJ-Se z_K%OET%d8A+R{8N%xrG+gg^g?OH17Az>MM8ooBQL$f`|gY>R_<=Ei?3TJ&jEDjxSz zM`h~9^Xe+9dlIou@7O)EQ*k(~2Q|w+h8g#`GEeU&wy90?|$md z_~CINQE82PL$dvrU54e>i;sT+C;d@@5zh`sxbgWh6RGaA+s}N`BP8%Csio&@#8LN1 zPZfIu4OHZ32e(Ug0Tv~$(d(xyJ#`CmrY!uX6iUI9{DAH>Eq4GRbsjAjw^`if@4kGH zQ%DU|p9~ek&Dmyf5<1tjKhtCr@FqJ>;ZjsH1B*2-_STo3z&q9JH7ES+FSP!snO7zw zk^D0lf48Rsf7nDq*U3d<^{r2~N14S%0?#F%*R)A5$7XfA079{N>YCFKr7>tYp{jDODzE^|cwNjh)M%ZSeQV z=ifQKEVhOUv*ptJZtR$Jyp;2W2V6$f6R51yczWBIGK+_YK@`9}@VII!(NjYoS>y41 zQvqaIJ5Zw?w>@Ama>5Y+?A}ZC+ZD0t>Wc!gl((7D*3f2&)moW;D{|a$1cNtrIR^Sd z{;;$546206{k6#O+5!aVzgB}AZ8DxXe^5DZE%EUL+FF4Uqe@!*-VZvQ=dCG66RPA; z@?jM#wMy?oq3v-2^I910YDiOQy&zdEOWCKxl*81Xg@lF-zcUD&-{;b$Vm;=|VNNOh zAlxgL?YYw;R81OeE+;8(E#H_njRcq{u)q???-}I*FaPTVw$Q!O7I(JjsZDMn>NU=j zCH8bGp&{*#mmZP_7Y+l0cbp*UO{U$e3|Q7@EwVKhcJwK0bfTP`GjXw-fxkYa$7p@c z2q2|_Ktxdmfio5)HeRDfx5K?M!SCvUZhm00zpVjJx$QRpK|SuM_-?Ntj_;!VI78j( z

    tN&Z&hJrP`e0tfEdOe2>VI)V8S(mj8s`ijrrC5mspDQn=w1X@|`;StcaC!_65o4?23yczoi0`h9fijuo^XnsFO9TN<2c60}jTP`cE z_)iLB-S%1bXWg5){A+b-Zj-UiUMJy1%fWmQ-ykJ19iKafr9nb}R4))(N8>S$Nwrj7 zSLRtN18jMZG=$=lf-vVAwhISwS9u>GgO2cHvNV5)>`e9I+$r~g-CiE*%EdDWMw9tmRDH8w2>`7_e(_H6f z%sPxAK>OK2c=MSjy|r0kKC)ua-dEfOhhc#T)aW7fhzr`ZMUWzDY*$8&HsL)U!Jw?2 zp7FeQZb5%-YLJv*eAh~4Z4@i9Wd11}oo>KUL%ITKfn~M zue><7M|0DwnFSwuB!G3MX+#W_iBgZNreDns$_EvDlz?0T=0V1;(qZ}kC-uZ4*{OHz)!S8+8l;5=a)%;;c45Sxk%aO?&Y5+2_k|y z1ge>;Eh-D`!N9;aD4Y&VKm1+$Uso2+hooEyMqXaZ-dHLIMyTvUKYCS}tfoAV-@(m1 z=P(P5Q&8=dpio*!@-@#HIHwNCV9vZk8IrWENiebzDF56_c(#Frn!M1{G0~Mjntm*m$$ev#g=`d{(ctLUnY|NVzhKY8 zh`@*zI0HD=^r&%;jT;dO#><6eAIeyk3nx9HICrdaZ4Q(Xd23T8%@c3I`QOg>vVOg# zm73E9tKebs<{_K4kQ~%WLtVZyBox`&IQJpkS8=8Q+Bu^JQiu~K4$hJgXmqJ`@G2l7 z4%}~yT!jq_yPrLUWNT-l3LrZNo0yLIVhp3P85EmTMPqW9ibaf{^CSV;gR)EC$rAN} zMOqTcDmm0fmqIKlgjFriqJwxxp<=?Xej~|IL$v`6B023Olh+dZnZfxxTSm6*LlMDu9kwhx>U}V_kmOt74XEAvk0##&62Mb3 zSTRXuvRZuw(Iu3=mV46kGj7~dt3)xS5?YYXj?=gH1>_bZ12=P$cv~_Poct``S>WRU zi~DoNL(@rAoMUzrV+)wJf(l`8yc58!C-CB#L;%`l*PK@EIqfLF`)pC!ikk6t6N;^P z9XLhIl@qX&HP&MM*#Sv+y>bi3_VnMXBh&LaWv^sft1cN@K?+Y7OUzk3ax_k5{-=cV>f^{Cg;r7$2 z8+IymnK5}1rbiZ8BwP#t6enUTD^%-|G4*-mxn1C8_wL4bJJ&2&Jx;(+br?)^r|2Z@ z%|ZL^kxI6NqA(%cW4lbWDR=(~v#kjWEp7RRkQqR@%~xPMDd$y#^z-`A6&>N$%FW`> zh`A^0S$Ymkbw!>#qfA&G0#>AvQjzqtMFhRj3QbQJ&4KAi#8 zclbZ$aFUV5BH*7A#3ytb5&8m)gx(UzgA5qI_E=rUc=>$5I=c9UfM%o={p%6+yu#7q zXGO0dZ|Ujj6lx@!XlE?_V=UTiB$<1+0?U1jA(nQ<#YnIb($YA1bG~X``N$>e+$Y|P!X9Ft#j`__o@*etE-WF_ooX&e6G6469K;N;zUa!wyb?MnV=aqpI8(~L zT=D#ciWY1sg%M5s|K}bYmipypJAdVO%I3P*EyvA<8=HHu4Pg8e@=JUe$f1QM3=-k; zKgedE_uYmYvVr>i+;Si#8M#!;PiBf&qdpSTSC=Tuxpg*RDe=q3$EezJP6w6Q%+0uz zM%L}YP}Csw46nVQejCbr{G;28ZcW0l9lzp{Z{tgKx}p-s!Ow9g!BmPu4KJO6IAloJ zwFrMpaO7Sd#;S7oX_&J^9k51pQz@|X>Y#h%X=lwa%t_~8K$nJpS)hB3E2?H30)tfGucA=AR4kp;E zG!TAK`sgndI9{JUuXFF015Ad-?B+h-D)W2@dC;V7xvlEHBm#D{^#H)XM_(s6VqZ%;0gukJe9k&vxa{YC|e>mFXd?rvK}lnrVf;|l7shT61XlWT=M2l zoTzAsYzZBdUz)_zc(zxKa~UuaVh9QA!H$)3)4S&&yZPP8KNFA{;I(Ddeqz#Lh}O6k z4zheWoVBq%Lc)a2|4Fk)Q{Gj;q{?A9{&YDgP?WTeWdpZ2yykFMZHglCF$Fw*$AEdo zqRJ4Eh0aXjN}Qs$O|n2RvF*sM_xb91$r*KgJ9nOk#|AEnvPe>dowOp7LDPN4Y5uA5 zL|&)^!f>m$z<-w12lRcqe#bV*2&fP9Kd=FP+_(cwxfxzWBKT%d-WHvC>Aql zUa_|v_1a;XL*BF~$3jl8-ZzXaX|xfAv>I*XU6-IWc15^ag7G7Fu(Qb;TN;bN9nCQa z6nh3P1%6-9o?tHL zQ>d=$&MXC(pfE?;Nt-yIGT2~<^Mq&VbF1uO{k~Zr%a^x@;L^yXS2BJSa5Rk(1%1GK zoqNrOb|@2aR*Lt$NBWt&4+@_RsK8>OP{3SZxCFwo%!eUH2Fq0Zh@uI=+XX)dVEA4)#S3MBt z2PLDbd5+^wb=sm6S-)XDg&B0oU}LXo-|Uxx{WE&>N9Yy6+aMs=pp214!d-Vrd0;vY zf2&qj3Mh$|PXTxu2TgPsNsH@>OAE7H8ZQ=AY(XEepmCvj& zc?G7~<4f$db&zPj_(!iREl!$rT?UluJrno)&Pp+~ba1AoWi&Gj)r}{xK4X5YOVOeA zjV5JM*T_ZC;Ag}8Pn+Nat5Jq9*7Z)|t5c8^To5HP31oO49x&k`m3-A*OmT% zEf_@DA*n(g443Q4>GF_Xy@Lm>-8&wpGjh?lBgw$l0MD=ernPPSSEwf=Y|X){7!HG` zpCpE4N*RrcbT|8Qyxz|->N(EYqAdR?QN`t zooGk!;1!X;)8iufAonGXrnDCVY~Y1?cC+$Go%jPH7=`OOH+rSz{lW-|t=7BcRdYIY zqeO0!p7-UNG6|8IOIuXmJkXsD%W_muHmf9pNkJItjgBXK?E)|hDqyicOcfP-iju@k`2@vSOdocp@3nlds zhiIt08T`#X-c6R)mZ2GOQyBw_9Y`w+x*A;L=qF0roO;{aP=qr(ctL(?lrJZHfSBB# zE{?If^MA;2jMTvs^!Xmhi%jf5phxmeS?)h{rdD4_F_XQ%1*uuEQ89D5`{P%;1Q#ke zQcw)QkMkVL-N~ejY#Q!h;_0+1K6=qZf`L$V)D*z`90A$M(^{M52y3-T4Q2b8RbjTs z(&l4I&XjmLrn!umH54hNcnP20)bvX^3m8pXrX#!HP@;9mR4v z(i$>$dC{*iZHR;2PZDnvr_O&C9}0nDo^x>0DAcdvVet(yMtLk$wBGV)PtRp z>(8;a?2M~NCeC84UPgDCLP|$~3F=-+FN!TKpNC`og#-a_-9`?Q_oCElm11yZjBd=S z3g2{04D!$p1(!_q{Z|DrmQ+2Y;fhwSt$&~Y-N8Osn|M&{%7y1(hWgeA5<)bGpNGth z-1$aDZVv_`)Tg(C6m!sX)4NYjpUZG}U&#L`z(i_UODLAGH(}xDjPX4n^Iy8S*C%fo zl9}iuMmvia4JEt5L?_F4fw`uNI39G}8*HvU_MRfGtxf^!_^SBYltl&Vldd^p4#kX@(;{k zP13G6Jcpq^AD5mi8VBFW<9hE-gn6QHo~`NI@qLFiz%mcYE*=-}>X}_bz-8T;I{QrZ zX+Ej>OqnefZd;}jjBaVq;_MA^SCcguV@kn9c2cdmNm58;?v#0~w63+<3l-x3L16#0 z0f|!qs*J#)_E8#+Hc8>fbXw!m6H4Fwmv8Iwi5wUxcgC3mz_Zhb>)#0yts2tWG&|=D zF#TbVaJ_3FT)M>s04;=PLyhx4{-L!%%qZ~c{YvKSgM5Qm?QVPB$6;7fPoo`OXr@18 zCR*N=2X#TC+O21<}8uFA>BkS#mDVK$eE4H&+R?xV8<;mD})%TIxuO!xr@NOqlCrlj-f-39jUhK6LunSom%Xqpd}T5v3!c_X0ydb~5=bd5&q5H;87E~{*& zLvzLhlj;h%*q2g8PX{9ojes)_38H-L#_R>9IM^aZ9Rd?uTGF`;GkSOnR*XazQlhhj z(s6dtNd)U0Gx`i|{BS#jG`OCwX5xr9Y1IntD};g4>R!Y!uExq3XT%yF#8?;RcojmZx2&)J;@8y9iJ5u?ncQ2ow0X3EG5-noiv z1=V79x17$lmcPCaNw}bw%2fAjjMRZkv#AdU-N)P3 zqPDZ_8rqf>$Su zCT)P{o!u06x{gp0u;O11o~1P(Rw@~9O8ntuH@`b9zTcNGJgST4{VS%4$fa)EfETj77yOyKNqN&xg)E^v3f)k7$nK)zRKD0aw zB>accvyIOd&vKa^*2xAbR>!VP%Tv6fJ8GlBmI1NP zABfbf9`e>E2R~$)0BJa%w?9qq5&#n15$%VjNY=WUK8{A8RWTv)$9VVE;qN6|^02wv z*pzkyXAL>f>T6E4cV;d(M zDGs<|K%AGwjPdfx19^SPNjv$Max??rwBVcSiF@3Rghdb{LZon}Cu+vxnAk0UL%MB9 zDy#rDVd`&)dr$~elPf+v;!oU0zo$$&g7 zCX12AM1x-!2EKon*XWinvvq(s>yVquN@Aog@n9da;mgWt)9YQHdNH`1W&sN1!jaGG zV^l3|I2WpG80B>So0gL-dj*zeDZ)o%9S5BvJOu*FAf9wvU`Ie{@@{uReP7#y3llzptwceDkidxlK5x4OXAi`4^Jj8Kx$vY2{H{y5>G8% zE7L@hemqFl6_6bY`A;c{;bN@lUe`{VQ@1C-n0kW4z^0YJT7~;zV5}HJ%bj$?XsHO&Yk8Yo}dDSMAq~+?!ks)2OZEY z5=4%y?QfyZK^9I@p!02%OKzL=;80pg6{_-c;hxo?`-*OVF;3QIM_VYtC9EkmC`^-CPQH=~kGA|6Yu^6T+d<7`E@Jau9>AM-%8}O@4;t`gn zT17h%npGNvMwDS~w>Ocqb~cKNUh}~6&_^m`HL3iBG*wT-X0kxN%~cLncgt!HXe|M<8&9i@j8o(Jf+u_%i{>(VdIQb_p0Ub>y&fdDf!-~tD} zOE=wg2AxR#Medk+X2}sC6-a+$Oda8bl()U$roJX{Xs^LVNJ!uBje?L#dJ!OBG^K@uSrGus#UxrT&M(Sdo9T08>3NjU<&%%2 zqMPE{M|{0|4fHjAYrLpP{T#XM zhd(P&s4Wy-vB$|?woWKuC_+QVmbw=jTg3Yx|JKmC1ZOEK=cFUILj8)Ji0k=c?W0@J z6^vKlW3?_D`}uL#+Vgq~er8|{$>pdsT^8iW+(>OEoP4R|8fi|B8tCMP3dg2?LN;8v zZqNhfwiV$C@p+m*l?mLJ%Ss*E%TXw!X!f>_1h*VE#%5&fvv7iNbrS;?mCpatHgGJK z3!W~GCdlS7!xL3>(~p6z`XdY_$ey;gbcFwz37n11r2jNW83#g+nA&zqCNM2`?|m0I z4hye^6!$6yYa6%3#WDI6b!2$1bkb`Gs5@>^a%Y|RLSWhDsYvR=S#M5dsmU%kP^grL z>OeQsq|Zo~?I%poz6+a7R*8u$%?+dQTSKAdF8~G$E6Z@3D`WNEv{oGVwFp~+Lg$Q^ z#X`*PajPC+`}uJE!+Ua)-wbTip=xj%sM}M~t6Hie-$}iyKMET(hUm}xaydTJ9C$#% zOl(Rj9G{i|k>B-NRgTX^)Eg*53kH@M)(!e@F?T72=P~ZVT*`0C*pvQ%kwqM4i2(uX zPUowqKI$`qHg8=s0{h?=!dO=MPT>s_M}cneePl;EakYjFoxK*=;Z!+F*U&)?XkXpJ zDv01;!S>2k`HBjUMynnGQo5YHJZu+$Gcfio zpCSNxvlq}0t|mc=&k+6WPWf#zgB`EC4;EY-W3jp$l;$HXUe4_f46$PCxB+0Y?==DE zDM`a~g5#q=%A;29x`SHoYDOO{`mk*WfF>m*5QvtyPFX|^p3zCh5_dazyVAsmwOb25$L9eV1_^BGmgbP?YVIZAPF<*f5ucwL^!sWK znZz7JwydPpu|`Wab9)P@^p@Azu{CV-cNpBR8T|bC0s7ffx&Mx;<$LZO+{m!-L5Mlc zj{a74OXx8ysbf|hqrK~=>O)^vz1?248pqo9Ic_Si9we;@*S}XXvIhIQ)u$F!HgfwR zE%L-=HPdnA!!kID)j-|nzo?FWc*<GJl*>QR3;SQaJkUjJsEf4HtQJcE-TAiE?`nbTs>0v{U+M{wse^uUV z@Xtdkdf6rrh2L!9UUfo=Mdctlu&lKM*fUA4I&zHQQ_wbW40|KNH9!wK8iTo{~uTGSjJ*(`wv*5v}Sxr<* zc+CuEDXE+zRRncBsCDQ=0-{rG7sJQ_%4vPS6(QrhWU+yXYBCLoMsI^0b30TFiiil7 zp+g&c{*Z@9<_q9msH)y)Uh^Vd?1q+H8t~D<9QBVL@qCA!;hDD#a<2<%L-Hqs)RFxT ze5L4zqS6*gnG;j|E4H?A4iw%MsO}n*k^h>L2Th>P;s0jB1)#Dkc#p>K-DF7Yh?_AXZmC8E;Znll%=NjfJ^&6dd>6cCcBQs_>T@vWl8Hr zK|j@_HGnC;VfL7au2SUjXhjr;zHAhWMZu&_TC+)z->hL<~Rdwk`L| zY|9h>3i=c1#FtiFF>;{uC%%MxW(@gDeKO*pK2qDerd9!{n#UB9mSld`)FJpu=&|=) za4Sh-s-qB=@=jZhLm;wosU{Xyh2i4G-aLXTq|&5fgiA~UKz(>Jyi3aJkfuZv^;~Kd zFM5XKQ9V{XT`w=n*XfB~1lrID%WvL12Ac!)f%M#5e34IDT5hk46j^go8Ru_?u>VeH z7Q0_JsXw(8usD<&+;gA+!p_ijcyiqXhdy$`iXD1)Q3ot+gf0oAbPLm5KS!i6^PH^B zPY2Fkvu#aM7L8 zzFXg9;eB$D7}$Jgt#Y+s=k4ZDOCMERdJv!q8WoK&8r6}z6fK7NeUA*<>zA|t@ zj)~}-M2l`h#0b@<3#LnX$aG5PLB7qTELTx7E|BMk9_On zY{2_nEXaaR|GCq||7KFO5*Wxq53tAf_>iFF7VXwUa9q#qOV(;BExF@W@7$CjWuV%w zfg83MdLYXJkx6xeNuyb|$8{?rMIrHtfV)4cl~ed83iQu*V&yE4000MP`-{87Um(>_ zaY=lo%Z7)&PrGQX&dlC6I#&9oN_BngJ7!HsRBK%qPjH|~KgMxaQ)OB+MJbW^Ah?Gz zu48B4C?bY@Uj~!$B?SDLjG~s8lKQI4OWwaiFEjnD8hO#-J#;fKVbqhKt4LR;7GK`Y zs*YuJz4sF(b_+!ogwQce;v+(rZj`PW>KaX{f$FUfC}|OLB_eOxp#24jJ7|yl)PZnS zoh9MR8F=BR&^_)E7ee$6jwI~h<8YuX;{)aic$_Lm!L}fuDD_iU9zwIW6n@EA@&RaZ z6F=paO<0dD+hM6pI0-~Dp=a;ZU|m`3RU?* zJ{bCwfF#c$S5WJ7{q`1LZi^PvR$_f6c1=xLfc^R!H%1bCedQ;apCUF`=(Bquhmy=1 zT8?%ut+k8+6=dvef^lgQmz!lxTa}iPFp+XfE)X3xs4tc<8qiccZx`j2VGE))ci!e( z$#u+|oSq3=D-537&?Vrb%@X6*{;`~I@QRl|q8T-5`wT3xejNf^6>s}<{18xV6L_@N zZiEWVVLcCMhhX^m?#MfuAke7b_w}ZPg|2#9B@I$ zx}?XpJJ>`yF@P4*U~Og0^JJlpGbdn}KZrtI1INcc z?!|Pq3kB-Gqv<24BVDZw@ki|O4NNlwQv&iXj*38p?$Z)z_?bcD`v#*DEnLD4SAS_I z_9bRq;rRpNBRR|RhjGKrfr_e%qoyze&R+E|hRDLj8MdwdQA*<0)gBq{#qu>_u|)~K zlp$;pm8mL!Dkkst*3p_@x43C@%mM@Klm9wuc+Z(a?4@-kAATU_NJ6c@t1oZb{s&Y5 z6Hi5UDSq*bqx{mQf~o)M#H<~0j?}N0{nR%bqH`S+kfTg1^JSt9Sb6h$P-d{>tt|0vZD-&v8UcVZEC;81CbvcBA3u`D zE8b~3Md2OEzb_%2uKy&PCD;e6?f6}@e1}2g>RA)3GRBW-8B{B` zQnWj`7{}+ajYP6L+$>yRC5ySPZ6u=hn}}l#gLgz`I_B7brMInVbNZS?>w{ z!%)Ub5|d&^nZX6|bgZEidZaqzV5N(gXsjBmMA&Gz>L)08)Fj9{+Dt0=5GFqeYY2Wf zDjL^J(}|0#7tyFYY95##l?T1H*dTiha&Yk1awaXf zoMu=VVWp))!xVRjAFrYj?4x!MDwvCWtl?NEmbWjeki(ZD3Ufwjh$O+U@Hgh#+U>g2 zW*IQV$4c@e&CIoo%<-ZvLL3~Hv}b?pkJLzW5&-;UDpqQ2E;UlRPaDu&=OgjmM6aui zXrE%&3-INkTXpJU!C|S*4&T-dWT-^F7EbAKIZZZE;nFu9f~IY$CosD2L+{b6)l#8& z01E9L({czI_1rUKHz?F4TGG%!v$~Hi`lx7H;id-Ug40P=SN?8d)W^Qab5N?CW>re)xW@fS5aTXRqiy9epC&^y0SD zz~P9~S(Qb@Oik-ci~eiQk1g3KL)R2&bXMq}(Cqt=5cg#&ew5JemMLaezm|E)*P>gQ zA$QEL)@sP-xm#h+>3V)pd_o*D9GtWUKOXuoURIqseYaD;XkL+jLxQ1xG4{)eYX5kOln-Eiq z!B2Ru^TYD=c`1^cBfo;{<(u^$JvfIZD&mLZ&J2Mr!5C^02IXmZAQR5~`xeuJW-{4D zbOjpCQe$UEtR-kY@

    aB{+&fT2jog<{Q1ymQ zEBW)nV08^?=nAwgM*L(#KjzAm(^}^M99|Mgy#=I?azE1XGW&5V{#iY?l&oj$=iE{5 zc;i~OF0{8o(&;ytJB5DxUr^B_Tr`b<##vr|v_ADYjT4=PPoVt1f7QdGF zh7M4-P^2VRnn=kNDvY2bFKY$6ehsiw^#MfM*K8Kk& zwi^7z%cw!C{MIW)5N`XOo0C3*tD5Vl@9LW+00&wJ$sy8bLUa9F*c%rxQ!s`;yOa_O zi4kiLkw6>ur^V)RhCTgn0~)g z2!CR_shda<<9wEzb}sk!>2z5ko&!JDaylfvhWv9(7E;3si1uEg+F8FcPztT$4{V{c z;c;>EqYMGWR?-p5G-2k#2@24_@$N(ii0Pgsbx!z0+#-)q<4^SY0Y9g4bAtsSEN43K5pzH=vH=&5Zt8iw;0aSO{Dp+CCW+P7${XztFk z>`wR(lr+92v8}XfJqeOAqYpuos@|~d#sP9XyONud$Ic$1;!TFu7hPh1yhF7dwMOI} zBY1=BsU>fYpd|O%#>lBi?3?P6 zf|yhf-Zcn7cHTmo`{3nGkf+oe=pehDxRFm15WMo`PiL` zrb{i-S5GRTbj?Yoz_}7kY571VA{dlAKBU1eu1}Br@@v>(SBagOEIB5$j<;bYt#mP$ zBDs90_F6nrMJSmQg+M^+tgxh9>WF#hTT*ya)6d&4-fQ!_r-My+IVsp7+Qm6#3AnmYU4yLZsPptaB^0}H=8O&KS|@lwkg zy2cKgK{pPBxyHi6b( z%%;Kmd9G`eV#CIx=!kH4Wpc&{x|$~Ag3~=K=6ar<6DcY~kW*kz^8|v<$Qvo{)jK~VL#g~BWJURSDC z(`X^z=Z&KE=6-bu-uU9Lr`7@V&X!T$@5ZNa@m>zFZZGXQvcDzR@@U1Zbx)(cg9XF?% zWSLqbXNKVnfPmPTds23B7Al^y@7qgFHG|KqVdhJA_FZ_05grIP#gD2u@}JT;@-X+3 zly5B|0wE-zZPRgFPgkngvnc=x99QCGD1+Zj)3#&y?IEp9jxq+r5P8|_Y%kH(dsC2k zI$*75aC`h*#G!~?nU&Vczg)P?%AxWg#GR6BTynz|V=phqEOObN7HzXbbNPe<+9(Dh zBQ>Jf@dkDmR(h6gS?g=Qkr1Q~`C@dpLY>APvE8k{^=WJ3Vwv&VG;Ka~ReTa5Dz1zW zlEUgNr7Y;QUAQU`!n8>6>K=qX?6N_!#>Xm=@?!M(RBuQj3cmqP@2|$6A%I+F&^sE5 zBOJu5&e^LaZ2Qz0)G?S?NbCSDAoQCXWK0p7&Aa2QnD4cdM*r;r2!Ix5uu`MTa*2i3 zqJ5Go^|_g@&F2Zpcb!r(1iK73&gL}oZzH=%gjkTO!sxLNFRpI_&bgFnsLTV&G9zH?glP3;NL!&MIEBG%2C*hVjyc~Ek1*9p}O zG|opUW-f831{>aEfr1K))d+#P4Kmi)grq70=69ps<{Z?ptr0PH1<_7>}<#bKR<=#rtlC(Sd=dmU`8jVvdiFVeO< zda&)9nCkKeLWd37(ANAmcKEzl20_O{wj8TBv)6?_T&T;5Br_$PLC!=QK!Ihr;ui1T z+MN-300sie3mmP{>N0y5{5(iio|%uX$`5GTIV46=$r1G0oaD}QH6PI%Os^BDL*4i4 zmjbYER}IX{O9jZwB1{E6F+-0NLHA-ir?j^2qqJxukoHLkGuoB4tOg$nRS*{uTvnLW zZdqk@iE$-Td&HI!0S=spfY~r|AmT3*`G(G}6vikO4qg}-!TN-fPB2n$b?dsL41cZ{ zxbQ_KI6m57#u12M`sA2z^>{k}5e2iZ$>+TX-Lkl4u{O}i5AukjxL(#8M#1P^L|j6o zk476#+S|M23KJzZ$-YXHOYEMQXn|UAmdnez4mWB#knI>{pFFCaQ-|?1slauwnFI$> zEvySrCA6znqkM%q%=1MK>sug!wrv|xQqpVEdmb)YQ70AeUvKy%mY=`;b4hs|yq%#; zrqvXD&$AZEH7YZH_;Im1kiLHInmQIol%=j9)Q?*jX;137SPglr*@DPi)x7dZ8YQh_ zHk_skxsybICGQKQ+%IY%)E1--;*9A8z;>mbdM;AXTyogFUX4L@Hc)d9=b8fm;sly~ z#D3XgqPgw&D+c@Zv=+(O6ATt+V0FIYH)Cmu@3Kmlx1nN~@2jWX$0DfdFRMzIs)0Y! zl=^`$aFa&|sAa)Dwd@-B@?zcX=5iYp7xlqR;~H3Ub8@ZaBujAXbgqP~ zjsa{pk??FuI`Eb^tF~mxXv6pbe4$dp!n3c(V~JfxE&lz%Z17ZIV_M6EsOrg@rtQ)&SeHc`z6ZHq(+3&IrZEZDz+zTi`Qqnl zH{0#jV%7UcL}7!;u1BFA5+CGu6pI32s&F>16_Lg$!51-TuF3!a7MM1axH%lA9Ye{c zYd}}QR?Lmqo_xBhZN|#GgEPQSh)+QX+5e~Av2umM3$^nk$f(aH+t!IG;$fKkBf-(< z#8M21`~C_Wtz9kIsn4-XM_2~o+R~Xbx~5j7UPq`rXkFD@B)YsFcz7cFu%yp&9}c_# z-~^W*LM!7#a*xx4Nux;=*3S-LX|%}M*5MjIww3w@c6N&+1Ej6ggs?$%^9~(k!pY5$x zpBAXxr!t9$J z^R9PB<1A7UPj+pKHU#=hSqC78^>G9H+thhr_cQTx#U2A+YlhOES{jL-b$zauHF`^W zA?AahpwRoZZNvBS8o)b=g*R;c_m1=cT=5uKH+g7y4^q9KhU|nvn0VaM1AdIOL5M1R za?o~gKVN>HHeUoQ7V0ON7gkqKEO;@}laB{tR4R~DEsM>@bFb~&9Yj?Ch%vBzl!BF` zsZ@J@)s`X%V#gATOmW~4d6xi(2{;7{60=`^{niKiv=LIWfl4Lfx2^Y#|7)0=KH-#~ z4*3im_q{qagfA~Ab!xN&t(kZwc3A>w$WM>BfzrnW!-`1l-J9xKrT+ArRrcQ(f?lBA zs|M~m9&Bd%7fQb!1JnQsAA1`>ppvI!{%dT)10zpEeIkPD`>eFpXgmzF64N7@BjVD> zDi_KH@rz|!X7`1ck%&3>xeU`G^d44U)2bzEl zUc&cM$B@TCOdjf`z_ciU;Z=p#L3Dw~Y6${?aVnvC^Sq;Po4Ip+c0Bjbhfmf{^c<&oH zEDrxq2NmHq_X*H>`8md(hIl{M(nV@=={H*i(S13uoB26Ata!6?WM@?YtlsaikOha*eAP#D+>K>U(VTQ{*8 z94x644XvQtnjrA4JR-7~9?wVRbg3s5@ri)IKJ>0Fg zVaUdo$RCj9l&qwz$ngj4_eeHKJ~|+w5Y5M8;3~u~z6x@DGVZ$ zzsDpXYZza)C^k{4dY*+Ay+pC8WGpib$K!3u;sAHnUlWQYvJ%CE;brHW73;H|_tg#? zt1(Dg0Unxk@@#cj0me*T(*%=u@(qI;H(c5|wnfNTdHK4!+F>MMh5gp8LMLP|0^?t5<6AbEKX&o{Q%ih=grID13UDe8=!*eE>}2W31Twlj=p{d2^v z9tjwz2g8wn-cRlrrd0%rn-N!APPIdIj=;!gIBzoX(HImlNX{Cfyik43hKHv4>kx}q z4bx4%=5lkSu?H&+WXbSsg0?sZof0A$D@|(Xp-+AYP2}@jk>>^1l*8jfJjyF<^JRV$ zc#kdp4aq!vuC^h&ViM_!_fAuo{{CHog-t-P&6@l|nGhdyq)?bb~ zV4%s`5-F_tcY%k_4tQH1j`$2DBE31>Ov1flALBfriQ*lI_HsB{=!qev<5DTQ`SrU6B<}t{$o67!XVb+!92~92b@C?cT0dmPDm z(^eGf$bni7{0JD&InEuTSrjC!oMY2p{>|2D@vo7-kfQcTML5I?c+X_5A|O|{EH5=D$cjlnT*=9TTtbqIj`i=Ap}*iier5f zirH`xkE}OH?n(Wu%dBT9<96WXSY5c5JaD=7CT4EfEkQHH)8>==tU}hOY@=z#<5XZ_VfsVFsie;WyFE_1NVG*?_q`f46(OsaodjlDG)+& zEB6^jw}2!-C{yZi^^fj3x5AwbmE$9abs)szC^Z6j!Y&Jbed_Z`F^-eMsldVI0u`F{ zjS5n`C4;&5Tpy(byGb>->~m1*O@XE(8>j)L})$bl0H6KZ?Faa869o4 z8CKBf-WzgKYK>j*GwgQM3_D(fnAdLOW@=GwaXXW#?lzzXq}}j`S~ut8>PZQBa(R*a zdnp7o%0wGYNgdDZ?wDEOFMn;+ED3R!#6XNX#+3%qDU!OV*W=fG^o40q?fH}?{LFv8 zmj}fTrtIt7WpfH@KHlFut&CEIIIRA6(Q9yTQ%RvuV&hGk(y_(<^e#j39oZap`%y98 zo4{w@{=z9|QT_`lYE_>a>ai~o?Y=;8?uj!*2GCW+)=Kw|z?0M1YZjl48nwzqvua#D zCJC-n51?&inp*cLnndN_Rs*$D=R+4Jzz`Uq=M*aFyEQG)P_BdKc&xI!tK3@uXkY

    zPgSeN%#S1v`tRnI1ds(@lc%$&v<#*^ZnK5@mT$^^uv$|B{wVx| z7N!*j;rYU>><^F+^W-ce{H5slzuXT>VzLoGkZ3WWg~^DkFnFX&ln=ka)udjrKLgJk z_*43A1p9;L*e9lFw8#aCSz1 zmHk9o5tSj~C+n4Xnazy^+!^4)*s!+F(YRhj=vqQW0OMF9Yp#rQv2w$e$(+`6981%4 z?snZs$0vNU*q@C2q^KDhfLRu}-@LZ}ZzFEo7?c>)(?D3Q!dlR%Zr0@n8&@b@ipy~? zG5@IWVJf)|z10c!--eKil!}jxR7?ER6yg2=8-K$hP1>yJ=)qVc_#s-m zZH?%4)WzVvQ@Bv8E(~e* zeVO^Qew4Ed3u#!Rxt9Ewi#m&JB9d4q#zue!(x&*rGF0TC5^@ZrZ8dp4$9u>5=%GQ) z&;X;er&4qXsI0s#j^O5mM`L%2 z_=bM6%4(V!3+rbyiCo1O;+iR`P7=!g?A2`Tna8LQHb(PAn*(^D; zd%(%1kUYoZ7oOLh8xl z-2!yivsf70_gvm$(AY&1ByZ1HT=n0UBb>Ck-V;}6rN_PKR_A8a*JmR|L~Hjq)Zt>XoIs$Nkb_GppJP8P zXe~z!5L`MaIV9!pUdhza(p6NCYhKRdc0Q~)gKLB`D-?qTr?Er3kZ^6>gq)~$I(mXJ zZmR3%v*A~O~f1O9hgcsx6m_wXJ!ITPkAMd0(ZmImx0OA7a=)U7UR-&PM~T&U9AGjbdVX2 znHw@kJbBW;CTLuc!hdg2PKaJ5|N&y5Zd zLPkYKO;lCi_7EFH*^v`|vNLNF3V#M8%vqVAwpgm=5g`T>Vap^Fn`s_7dtvT+EEz}e zM#MedJ|i#c(8&tqk|Ah%&UiQ6ZEBWv#s45G)?$!c!A#@@TcO_g)@xm@HHN(r`fKbd z8W%rIgNk<)V8uA4$-a5rV);YM$F~kB}f9TUPI*ZV(Vli8fvzCB_?KYc!jCgES`*;Q8><`Xx;6+)7#YOog8%V+NE+$u`#W`! zL0bG_$Hc0rGHmhiVjlqTcEWOa3lX5)Kt?5sX57V2n@nqmyHh|*Ec3an@`;rbHfX#H zXADMbHQW=WJk4#=!4iAwaQpmNmvApG>$U~ahXub648H5kmJ-|y+>fZc!UNYJfh52f zwS7-%koVm~;<1+Sic!u;*W=sGv?wid7!_nch@z@Opx?O85lN#}$YY>%^y>B2or>e% zV#o)erW=ug)3a|M_0ggXp1T#0^T|L)hp9O679M1Nh0WTv@9KxFhixJBOwS9XtpmEU}% za43IwJB^<$*0$A-Nc^M>5L= zV?UjW^S3Iqvw9fYH>Z8oO(k>LxgSqbIrOf89D`^AbLdtqvq$xo4ogvT=Th$uJm^Nt zsRq66G|ydXX4%1>hDM7bhk|PRNgC4Z7K5T=;FF<<2qy!Pk|?(G_m+pj_QUe2nqFD= z-QDff^f&#>BgaXP_qNe8Ek3>{!GMiPTB6Z{dLnY1{e1srhNSsSmg4*GBe(g7Fu@wr z;d7y$g@eqp!n+jFFZ(oV=T)vyKppBALBCz>o!~?z^cVq>x?1uv*LchP@58%6 zxLEuo<|wGUS8rAcl`X|ivnDf-5~HydVWXOO`3|s|c`tlxbZ(ZKNof3klbsUJ($;DhK zV{YY~`!_Fo^1McDn5`t4u7m*HQ&_(};QM-jIz5kC%K!%K)|qBP8YgNSP5MkEsr5gZ z2ZX)}GNn(RYfromLiQ?n`74WK`|Q85R9Qe3M$42sK$D z^TM@*&cOUyKdX=U<_YL(N39(wwuwpv+OewfJRY7qiK-`$M@3u~Fs*{5-{2(Th(3%Z z{htuN(Lz1>1T3?wza?9WvSR7EBG52Xs_=l+`@6%+h-IPhST-Qgj%$I52LThm>teOf z)8EiP2hZ3vOdyRj9KI@L!t9qGQ-rSlbo;UfCOtM z%-N%;?i4%BQ|9Mk+uIWr(g)$Lzh_!^EM;|Na;YRfsV*>Ogh%-edY1{RwuD(_2`^i* z77Kg+A@8tH3|{Y$5Xykh&WrMo5w zK4rA~R&v(9ez{WNxpRC(F$mqwu%Fih`T$dnd-oJu5iZg{E$uNTG);LE&&&#uJR671iEDj}ANRP+b|c?HFVUmR;Bw0^7jgJo-=e@> z&eldZcV6WGapPs7ih=t6Z3OHsqEsG5jI~;U;bs${k>% z6N428=ffU!DLMg#mYE=Z2#uInKac+#Klz0l_j`Oefr$J}*=1M186RZQ!!d6Mwj`SC z9hO=VSc8WR40u_K9La$`?$87vh>W-mmbA59sfz=FuW-ys#E6&r)9 zuqWhv5A(uR`|DUK`Bi7)w+m%OGLp95W{%v?f>AK;HnoA^leftNi%My9P66FJbAQ_x z1zw8|&vq7SUv2IpaI5=3&$1b#X}&2oPDv3`&N@?YLLM32bhfz;sS^FYi>fI-ZMC6a z%+mIk$l*`l;lIC@^9sa-qnRgsN3Gr4T zV{SKkb(~(*gn3JzhR8HgxD*!#;L=kIdu9DCmVSjUbHDnK zEne(&UZzGRs^%5lZEcen{v~wlH$7gop713)y811PECWMt)6NQ%DK$VS(s?I>@J>!- zI+zRHn*{f>X+^beREx#&7zZjZ?H~ZobwaCkE_;6xbu8g3_L25E+mp)38k;{qLF2+I z&k}K~?E8iPsh}$TWXV+__~y>_t7CAtcV0*mqHLcFy?q;oEI98$-;tV;J)^kdk?is> zagP|{F3G(hGhLS`&@$nl(+``Qen(0-b9m#n8eEe(K59svwFsl$NlWX8alv+CsQo`F zIk*~3j|z0LXI4i%9pk=6c01|B?v?~KH^FvT9`QxiT%*AwUG7M+t_2tMX|y&;X8l^WH&SJS6s%OpVDF+jWi>FvozV{#GKOY^B-v%F z!}DH1MZ&bDl6D9{0pMMSrslCJ;%c{b^kalkQL7Ms3??hKI4(<8Bp4seWdjn6iXz@f}qfpT(Q^iqseZhCKjw$jI9U4=xv=X)z~kDSWD-;1(E< zpVC1*u_BP*|8kYR%~uZ*vG5sJHKr+x;E?^Ha$aa47@O2q;O-<{QIVrGDrLr^{i#bW zpjzyQfvJf=Mfae#RkeW|AM`(+$SZpf&D0(0NJ0%;`IF=bGf z`mnXj9_?kYWgCMCh)@Epr=UK6$%I;4-(+4rjCgHzvQIacF(5=p8bqB7aQ;xR4bSzkeJa$5&l}sg2}|*%fxzY*kWx zK{0aQwDEQ_0g-)3GiCwY_cUy&ZNRV49<4vPfsr6)6vh5}GD{j^t$laYQ6JPML1QNn(4XZdYA87&+Ht@&8R7BD&xTx{`>Tiu# zA{7XVrslr#0P3qCPu0An@5ta505@(`0?Op9-KcFj30M&T%UuKz$t(ne5ty%mFTO+& zZ@|6ldBW~)TdvQ8M$yO2^6@`GOeMn{H1K2~2CD6Ru&HfN6gSq@%ItZ8A1}FD9o5>Y zU_z%kpMDUsX#jh@zPDu|ODAsy44|L0jHlDo$Q~(7VWujiAXuOdz#?9O%BHjK#9L3gOMz6F@wLHoulkpIdJCiK296=ii_BMj ziv~0*XW}A3znIq#(MA_43d;`!IDR&TOvH{K94*U-9)2c?JL8a>My<^Q1QsQ78+6qA zB}rD&jUGEQZAV@BD4_bKwJ4rtkbQRc?vl|K-IuxkeH|4?e3Nk6hu>Nw~9ngk89T!%_CrLHlC=DzbK5pbAopH(X#42hwoTM`tQIznEp z8~TI^cG2~7X#S3~4=Jo*wAz)-G5`Q_nGjEo=MFqSmQFZPtQFmc5C;@V`PSQajZ}fN z-#kk6m_nF$L-7M!gB>2$Tv#B%nl&p_qvu5b=I3xw+E5hk^u_R`S|Ye;;sF?j@k9Y# zqS+u1djNvzDnpWJeKcgH7UFHabZgK2?^M0a6Vk)#>F5)4|0kW{IcDu%DWuwh;9+n4 z`ghY{m<)+Fs2^Xttlcr)EJqw_{98)WET~eL7q2M@C<9Llqy$D=c6^;~EB(;RA6AL- zE)&%!hI1?Z#Z8D?XZ`x~X&ae@*htT$!F|yHrF&WD0KSxaM@EJIR)jm+gj0edsLjOH zmoTvD_^7!SI@L!qMntmf7(_oWJ!FyadN3u`q6v$>6j+BsFZu5eT_%3m#^?gv;GcCa z3_ND~gBbMSq707~W)~MBjWd_!e_J9x%gZJT{(AYz}53VIx(Cap^of*+{qr6R!o{36>JbWX~nVPCI3MYW}mPOa#3+(4o)-CQ4sldGDaU*MWTU0J6;H z_*#=~_f#{{qA9Y?j*#$7Qq2Mn#=tSLH2&1%jnqjCRxF6n4!2MX=->6 zJdQ1Brs+XanRn5^fo8yzJh(&>^@yvl_%j0Hr+xw&;!hI#+B(qCw-@@kH8Yf~8WLVV zyzFtEIU{e=+0DH%=h1i6o>LqvsP?^BaX_6WIvDv`!d6J1;g2SJ_?6+{BGg9FYtbSW#3G!PIYA$~J;>p6=R1ZeK4u^gT$`({ zpr7nw!mmSfXJ4tL@xnwWcjqSm7H}%R{xDF1tX921C7`^oBP&g!>&|-PL9vg9hR)GH zRZWdcE>sQPP|ciKS|Zf@=T&XBy?-%`c#Mv^c*~#!Rvak{%1)>6K|r%1>|NdJt_p28`qINhZ7P2C*!UwhVbGK(akY{mH#B+}V~QK^np;0)KX zBv8$+)3Bz>%mpwfw_&YV32jLbx(m;fB%h79T2sGXG2H~g%F|7>36UP@H{M$twPvUl zlqdBK0&9~!086wADZ#P{>CzRl|KVh-DVoBAG+a~6QEJUQ!UpzpMxkn^p+pT=p22hh z+)Z*F5g~u{4uC+?CQ=^Md^s?v1KoQ_2TP6@aLs2w@}6Y`sC|R0dq|P*WCe&@I(t>t zp!O`Z8*^B!IvDKvWg+ICd+YZRqhS;WxB+O$gsPUdqf!DIxbP+5==Nfi1P zxMDMPA8^n-$F?U2gI|6{A zv58wxov8am%}3r}_%*L-abr8%A#rQ<$eA zT4q24XVc>tk-ZTyrdbmF_O=6uaaJQY?UCx+&2WerwZNN2D?%73aS2*JS^ zIt8&YwWKNF;-;jvdK+i*9=i3`VTn8!J=9*AvgyIc4OK#s}ezh3%PPi+@^L|7BbJop{-3a#g6_@`i)s`_;qPrMs-( zPABvgILa4)FT$scX{=#K%B0{eEpgm4HtmkOET;YfB0A12)@Uh2P%31r+|G6I!n|8A z%$kA&yBui>^zu|qnzA3phsjb%s_#G51wufo&ZVSt_;$tARH<6H(zjOtkKXb!oF2&g zEXh>-Fb5z~;cg9F9K2XayRO(3e^WdI1MC*P2i?)FVJHNta%t;UCr1qwI zO@VVWK8R4$zYjn+PYLPx21@v4Nq>^GGCh)UQkQXOQ8RyZv&JR$U8iOXljCnRXLJz~ zab5)ZcwG;$o^k>v@sxRZmgN40&Ts#X+v+>gE*9S86G3E`Bb!Gpe-mDOGpCF6vf(0& z6$T8a!M_@DDGepwIM&u;mxG_jD*P|7HESGVU9E8Ky;htw@GGNI_luf!wCyZ|nVRYL z289pT@c7ftH!vz~BqQv{XC((4*^!WLMD;;@Iq+Dn2fbAX+PBaChyB1wvM3}B*qs&8 zp^@&i`O&-+x+wt{H9z_o2sws zVzn&B>!x2nP8w|27Zq*SGz-mcQK3kM|JPEg$XldU4cXP1f7A99_htu@Itec#@zYuH z&%1XAgF)2@WVAV90CfvtEJM!A{nxTWgN`^rYji>$+>UU$T2XDlAjQKMU$OGG=ynrY zewj?|dCL%ylKR$_GJI&tGjn}}=}H!Ns5!YW10-d8*LlW|Yf;ZhUdx^7wH4un38Xu> zs@3eo{$#ULt)O~utT}l#Q1bAqZo)3mZb66j%|+&_CDhq!Lz{cm7i<^}Ik76sPH_>R zV^aiauif?9vv+PR%dJ^LP!%I{JYm6Y@NIKTOyiw%KRm4WrNC<9l}ro)!pl|64>*wrD(hs8i7)k$fBD1;Hcx&*d@8#iYXifZ7&M8%*@FAu53&Cb{PEpg_dt=Eabl#0q zba;W!LhzT&0`&oFJ#(tsJX9czMAe|YxeffBiKtYM<*lY%pxI5eReX}I$*Al(dY>8( zmbETv9wzx0*g)v#atI#rfVDAHm%0J;Zzik4UpVgVERg1Cj0dl5`E7Ud5$-6};G3qt z;eT<~%u`!X$$5>DAj~2FSq8Jws^uN8!fW7f&2nm;5KplUb)-RG7I1~5Y>P@7+s|(+ z6+@G^`+aSfii|rtzPiChqz62{F^$0_N7OJ(w0W*Hu2_JenOY#zOhL-bz|+|TFmx$H z^p!PY{|$ND%j2xVoKy=RP(^(Ki-}mGAvqv|A`?;m+K6VMR}^7k?nW+1$By7T-wB2h zhB_1`sPlAAoq$4snEzWj-$nslEwKiDg3m!2vI$V%y2J}foPLPs*L8`i+#_r3)t8ae zE{xpBiM#ky5WxG(PE=%H2g;`tnm!LK=TYN%XSau%4>=%jVcnM&B#B(p_PD6(45Er$ zR|K>rGZlD>sIu!ERj#b&MlI@nP$=AagX-O_ICyOxSQ2wGAkQ+o#_ZPfF#R0A4jXX{ zrm}V=hOGW8>Xm3-;O zw?QhEZ4Cx#bnE8fl{^bwktvkglcd~b$EI_pAfjmE;ea!>V-y+n z+w+C;!;Nw3=SjRWZ9|>iDf|C){&AvK%U>*$i0g-JH!3EQeBh`UG zv)g%|lcGM3z)by}ofmS0x>~Lv05~aS47$$KaG)gJ@SfidV&;QL6@f(IBX;DNr+9pj z!d~tx7gXh)B^F}P|K^CLl$bHzPc9X`Wp`;dP79xJQy8;_aAS%Oei;Ezf)%W&_6-&^ zW7o619>7_7L>;==-n%%lgdh@{1h!zOqD0X?4fM#kULe6-CGvLG`Le_<%#!2M;O<>U z?+M?5azOmNqQ!yA5s1qM`XJ4K89KIpQKK}i!*^F?)o#QUMO6xXjK zUZ7rZ@iNOKN) zWR9u8NGZz&-4DXA4?XxyL?eBhTq0-%6|zGz{JstTTBZm|5F}l+zMjlbvliiY$+hxo ziG)njYp2d5SIPM%LM3YLO^ z)eeKTeF9TZXdx`G(e;ImUj9E(!wn}gFa4yz6)a3h?QN&bl;Dgg zcJJsaZU&@;dFOSK=)+s}Q@MIB+)}_zJtqn5BR*^!aM^E^O&svMhEg%lnHjvOc3G1E zV+F=g7C-iIDVPOU2CtqMh*qO#aw8GRkJ94_2kG1;TdPtbcRL7_JgeW`5U8+D z5A|z8Ut6jE4^kHV34_+$=kPjn{0=mCY-goW-m3+4uTP&Fug+x}X0-r%UrmGJs7RhL zIGcH=eJ5mN%8Q|+jw_4`ZTHlxMZ^@mOep)c!zTML9iV@^Fm$8|ijp_-&vrBIffs61 z(fl_VLSE{L;Q|+!vNHtI-GvJ6jI3@_`;MkAHP-C`mE-WC7l-pz71lgT*VqWI{_?27 z8Uh*z%76AtNW$8WK69d~u426s4a5$=;G+jUl=d%v32oZ zNFs`DNMbTEK482kQirIc7oPuwj;XakbVBHx33-n8>e^vU;P<%N8rO6{0ag%CwX66| zS+Aq|C-dbjaL^~_HLhM5%g6Uw$PM4CgD!Uw+RO+Bl@aZP*dO?gCPYai09t=!)Fh;c zG?PyO1m?Ii;SvRzxe#O$b{jR&-A>gW%135!srf|7ItbwGN5}bKbgTx^hOy?Hs?|#Y zUgHV#15?1?KzPqm*6^?1Q2dwp@UYwjS0MgmW-^Ok@H6~T1pWE4`OF87UY1Z_SoSm) z{rA>w3xu)k#cwtsK2>TnPK4J?i=S~lcL#r7Md|c#;Ig(iUyK27!nt`HtPQMi&{0BB z`aAn4x7wYDK^CT0QFJ!%P^Y+vYL&Qx{;Xw{>4~^6r_rHm_(UY=mV85(`HrITL`OJ4 zyNfGmA(2N;Y*isoBq$zC1H2dA%G@ZsxsYFs;+N~XfVx_$H?X#LnSo1LGI1-YsHB>~ zoGPb?<1~j*jIKis((p{=l*m;xn_+T`Ys_Mp{j~^nGf)fi*8z_aNzoS!m{q!7`g4S9>xgU`5tsi`JtqjI-SYgt`qY3XXb}ATYV5 z5?XsRIdQDX{Ih<}M>N$OLbh(}m=jZ0;S70p2M+d!_4skrzOM<+KAhf}I)iWc#~I2E zZWOL@)DEwlx_B?1D23zQnF%9PHmKCyFE5>CyE-romiUbLwDUlDwmw(36jd{V-JyLq)oK1xG+;^I*8Vy2I zS4T9UvMOPO@^+1SwTlQMvBwXtR+eWa28Aj4K2bCWD+NtE!~_Ok z#ds*Uti{!Svz(c&$VVjnXc?CEKJR`XwbDJYU+gyL)_t1CmIRlzE(I6ne;rECVpOh0 zFGi|MNQH)|HIBvmNpfQM6I1z+h<_h0-S~!PJKhYwYmi|wq1VMOcx`5 zfIlE$r5w68k?1tic9;Y({9s&)$+F`Ktwc2>2a?bxwXxcicbs;P2=z!B%R+G6Af#D& zB902gs-A0gzpuhX=11_?N?u~g;HC|ybz~Uq2u&K_zX2oK;F^&ZNlH6F!kp;1h^WykNciHK)h(=S&{URdFG9%PzZHLjklxCTEI~FxI zhb7imRUAibbEc~_kpE~g(mn)y2eCL4(+KeNp3ZQ~7qZLexyF2)n9$3$wLRn11u?kXY*K8_RQlOc9*)$s%rMQ;r$p0 zxobN^reu-MS4zK5EFx=KM{WXvdi~vJmKmhfg+a9T@3Mb$>Lff7s4oDCkH;1AhlBBfyWU&zp^}Zjw1Pc1n-jrJ5ONBvdrSy<%%WRBzfiM&-)cSRz5xer+ zYX^T#(;!CA0$5`0nv1bE>nc3@cFXHnpKG`fNEz>9ODCfo`4oR>@d=e6@+7zj|BX0^ z-!u0U9v2Rd0WBq7UJmV8fMLr8N1-I67#fsTEF#^SES7>4{J`H+PE9!E>~TA`QqvW? zYiLDmCkqy;vuaL=j2|dNYzPtXLM)IA=REjpJI3MT^Z)8)q(L$}_dfoZ&L>lUCri+Z zh`Expc_lH)xGhOdsv3|$85C277~7lB{5D>joBzO?8*i6_ovUDNn^apAC($gi2hxc( zWIML@jFin-sH8~oB1qBG?3Xa8DzVUw4j#gOyY?kXk1sssCE+stvBZL||#**8BVGtya zO9KYS2~`cY&4QnPbm>{V_<)^8GJ?aZB439O%|AMm&3sfNNX{yTtou}!Ohv2Xd!LDr zUt^;eW6~{Vy1hXyY%5Bi|8H{Kh8FdrCju?k(%)t4R3?6lK;lQjCVfMNjrqqFiq%Z6 zN|SR@CH1<9upx|59{=+xl3iJ5PhxpvCgf8=BKEu!ASDfKV_0000000fhHlSn9HkUw)xY`-RP zn{`cb=4<=C7qASj7ZqhtEPaP28?Rhn)&9I5gg9T8hl(}rm^3=J$z0knW>-Hy`*0rHDFxN|G~oz`7|{|v17lxb^a?%(>;7A zqm}3Y8#@)J%l~VkT#G1{>o|)RZ=jcZcsb1XlLakK_YhK z?r5m=8rpYTvk|1nzo8Kv9K$gqi;@^pQsRm>6TT6LAmeKjhWdFJS=aA(+LD!Erm{>y zxsJ%^DP?%01qb0=i`Iz;O@o(%EUC0wvrC(!?JUGi6A8-j{J zBvm;yhsJpSs4V_lu743RPV>ax3a9%mfX9^{f2o(+gC(x9Oiw-|MNjGsUt3h^@fxac zbP5PQY@mp{Xoybwm7}@AsNLjb*4X81W38sD523PE3ZFpwz#A<@6R} zolI}cFVwP*S0n^X`TIB%TkhNps5)iyJBYgr&6ikx*hzUahtOXx(`zD|1ldM6Bne%I zffsbwRwG{A+OY269ary|_Fvz{4Pw8i9e9*gB|3R@0_1S-Fv&>St9_1I7SSC>hzR_C6A2pa|XW-%Zp>acGD zs%~m>s6>YTQ8(~Z(H0{Huw7N{fSR<3P<&1=Kp^Znfq2yK2A^lVfAG`Bp_YUbdMl_P z#E%HZ6}vPO1%IRDa+8cL#;0oF9D)(1W+;y@vs~n4E1(}kU1Bi&WZyVE%)=9z3!fc{ zg)o;4lI)XsImIA}tx1!{T8o)mI>8g7^WVa~_nD-wiqgKpmbLz7GL5hPqZoPELFM&< zlNQ{Ep@1y;q_-s7bx2-&Iu0^>iQIcev4KGEdX<&{IRQe-j<=H1Aol}gh#J_BM!|z9 zy(k@Sb?#DBJPeJdFAAos=czvpR_VWLRrqlD1K*C0Dy*DEj2vhS5px={YyvU7Sgr>u zH5-EmBtk=Q8M6XMvbCl&&i87h&w%2aj_R(~nL{W<-IzZmuEi@WlyR3wJQ2Jo!odKW zn~RC8h@djKPKc~>m`OhI!!K*cyjzgF@bCXvqAO%Z5>6J3S$Rp>dT`ZX_kPxFWUHjN z`2haq^0C&a(uHR`VxGoPZJF{YUq9bwC$hEY7d219fXrblsp|;6&ByNLS?--*1vF-S zpKMr2p~W8r*0Yk)l5M?XQs+W8VQjx|44z_PB~dEbw`~Nyv-Thzt(7$rbajs4;lRYT z>VYQ|M?av27z-u9Dyky0wt3N**~wp&KrT)mzQ&qw=p>Z8p`x?g@ac*!C#i*e_(P^% z?|YY064Qu%?#M-Hcu!9ceTcu*r(lWiD#495m7zdGO^E| z^0qs;gkYMDI{(S|cCc0_9&csbWW)ttVJSL5JPMHO|9lXoXFdlrZZHV>)*pYu+JI!LAQXmMuqoQy}R7!o?i-sMN#KrIMW49wNi%RToTA!55#@sWGSGBh*THY z0bTCfaka;PKmhRD=hC#!SXUp&#FGIa!Yy)o#x0usB$&JX^+tEspv!x-1w4wbSQ#$O zuuxH(bZJ{E!zxx@i>(q)2w2E#a_XV{A3UM|J(COeNoRIu$wu})xC?WwIXxzxH0XgW zK|=M+e`7AB?PLrV8nEe|EI6?~wVz`VCOA9RSa>ffA!&Kk@o~%gZFfsy93}N-tevF< z)h?Dv`kka81d~*n!ZzGq7srpojkX&$UPC)zi^MAa50_F|dcP2?%sl_o&c>sFc;|JZ zf)mQceRQJoEax~BMeYxtU3CC0K+?Zm(NW63qCcyK+AA+RG~Vs+Iej&ci_ODo?C^e` z*d=T;bz^oB_q9WSrqjT`dt6p4xq<_3KGQ4!5hFg}#mJ>|*UppUnq$5+ACn@pa$wEn znUZnc5N+#V-uMov2cPfrRTv+v%-&I{l!Tomr00M&PV*bJYaVk1wcWn`IX6XYyqqs2 z;mhF_04pdcW~fLFo}jQr_Agot&NiRL35EZ}a_`&9Et zzLirIY6uh^tA~CsdC79+%WYgLlf(tuNVky62>%3<{@9aqe~+a1kG<6iv%Vr09#-IKzvZxO(2gTYhZj*+O!7*uup%2ysTnD zaJ*{$tWA_u0*ca@Fz+jJPzhZX(6!a%YmV`r^?SOsW(l#B!8i$iuU{Y={Ww8h?X8D^ z>titf=DaBXigxl->sSe&gd1NrwQ$7I1p?EZS_@3w1yzZ9&}OO85~pufV590h;WVmu zn(lH8ooLsB_4T6jWglXZZ|L%)1Zo$bn>J8uXb4gUxl|6>rBVd_eg`#2fwj zS64|Q26$+I!Kum<{jpS~&hs(aEFU4Lq!7zm?Z(jwK*c<8j)ri~(WNGT&FHWL=ijD$?y!+HoZ%AakZr z!MAU1d@I@aTUelJ?Ye5=BJSL5aA@AjS5<9=TV5*WmFQae!z;1{;x$-1UEy(S&Gbw& zA_pMDo#r{roPZ*HKA(apl~K6w2yhF{@uubD_nDcI;%gcbE$VKw|I0m>*m?^(0>g%i zUc?H*TLl-v5BMFa3n+Ca!n1@XlscB01)B_En%KgzI(}~ z=Oi-z7?~tj<5K)&9>tt-Wjs6nu|!19#T-UMAQtO;=f~MDKMA#oT=_QYb(O7;u17-OaHk=- z)YF`quAuVLv`@aeE3 z+Crh%eau+{`b{s@rxn#cCiK6&GC*1aDK(1uT9dE4NCyLNo$0<9ixI6o{5F{3a8*DGE)-32ZfR=a?k(5$cZGv#CB!e)|x?P*48ci z{Tq|Npg}n3^Lj1;J$Pf7w!@~=m`h~=(|p71`Pl9OY)RQ7?e`%jh=iMiL5T&~P>o9h z9~BDtWxtQa!Tg~upQnFoTDz4_f5-O?7pi1+#v8Q+wQitM$Yk3MbNWWLi}fPJp95nSuQ_wu@{$W9}$~F{{oq*^+$=g;vzjjJ*k_8=PAPEBPF$f2BgxaIj*RVHux)RD;<2XFd ztsw4l?2f+q_b}U|W>YR0!LGqy#l2ePg8nJb@Eaww0Lx!pGJt`*{RfaoWqP5@o^Rlm z7;mpaoG$99>iM!3pWd}XVUa7injQ*jEEbea3wJ<{sfoNLt`d)YT^IA%xjPS>#`g8< zDev&gdi%ONdWO)l7kjmVZKI@oa~0j=+c79 z%K5aPq1H0E|Jrldhtt9;QWT9J=bivA{WKmgH*rSxGyP)zO=dWd=gk!Yj_2`#iYPpl7@+ zLK)PO=bG7Is{!*>$0QGpv$-A{!}w%yNyeZsrt7OO%4^17-{g>Z3{+^sRYq@RR7qFU zLe#RuP%BUmBpDLbCVQ*8PUD^x)9ifuBFHIq`(?t)mrZbu4WS?o#b~VSTrn{u{Q#6j zJ(t+2%Se)KQ%gt&Ne_A8BTiLr4eHJl=H32?gOX2EwU6q4S=|S}N6T+0aX>`4w!GH3 zBw{GLIlU*4&Fk$t=NdP=))#-t(TIEA?KdpByj1W$uGP-}Tt#l1uTPEmWCGj#zX=r8 z12!z|20Zm|WZarPn<3n#6Ud%}9g-ROOfu1G=ovbw#Y=-U-xlyoOuojM9=N`C2Vt6R3uc_@;k}YuQ51R;& zF$-Fn-kF4d99pVz>I!>kEE^WL`PtA!2kLp&XQ#&j0&4-;ONHO7qS1LPuNTX>O~I3m zp`#+ibU(A3dzCtxa6!>ELP+L1K^f^5YmlVjwLmD1U63W;i8oB{Rer=xN9aPLLcdVU z3~=CS*~l7;%qn71JKA?V0-&>5#q8IHHPaLaxVJU^2I?GMb7z#|)Speqp)xRBXIXjc z%SEGrnFyM7&I48;yaPaj4tYCbn8bf3WZg+Z7>GmPKX8mr<Oqi3x$RBsh#bx9eXrTJi3&A*COO$gG#yHgKi5ks_lVPm%)T*!f^IGF5`CY z3n}8yTUBgT6k@4!EBq*k5GMF65K&Hqe?vC-#LQ)tBJ^?ZMU%vSHwF4-iL~DcilG{Y?cXwdEPR39UdzYT?S8F|a-y zgPKlK&=i7a2@d#==J_Vm^e3C}w@8tWvf`~evTJBYtmPsMcr%-(9Gu;ARkUem+9w&Y{rkJ9tpW={nN<2u?ATdT186f zBL%L}iSob5KQYs9>t@2FFO89RFm-cZvW-6Upk64*W+HN%5{fO&FK!bfs^WmM!turo zVHGw|d|Y3*X<5l+*$RDI=3{-8{uTEA7=Bv}Uqh%xOd>5-%C~(-Ta<|bhT>UII>IlJ zd20zOLznu>XCppB6+8W@dUz8YCyDGCw1c`6zx(55-jlRlJyhdt6Gd~D24-ozE*U|` zIp1&w!kbXA+chq1NR5+CNRNok_Z0IGWAL=^CfMyyZ7+LPQWwiN#`~%|J)cu;`mx#g zVgn!t8hOT~Rrel$xOhrdax6%v3dBY7PXpyA?$8gb6z4eyQnrINQxyWeTLQBh8r!2y zWb2qC!f|87K{)u2W~La7H{+7;Oy0gxHtA%~`a^V!mzP z*?`&RZLS&`P&pvqPX|5*LP2{j$Zbzcx~2UBgDBo+yynTH5=UAE|71|1f*NNe&LKJ} zH57O%YjF9PZ7gZetis7gzeGu1i(k((VZU;tQ`rE(H6>ZnzF#z$!R}1n$ZQ;+C3i=L zwA+GHs5!*{e`WnB10Q)^XxVK=fn?EI+H#&+2_o`1o*LT1t*aOlA*5GYzuS^XtnV$; zmXArVfKfigTmBAkXInc16LnNZVOAc9*E&m1>pCO3UW_Rg2~wkg?XH}meGAs#;HMIY z=6)2$w@QY#vKG?I=P?X|AfRh(- zbH(o}Tq59&x@|atyK)lOOXgy+eX!atTy6oRDKVN_L>DH^u}e1I2=X#JF4<0I1R&VsY~5woE7PEen(W& zlVf(NxLY^RJI3{5nQ9*IXM^$|1tNY(3DIW zg$jQ5Y1tkFg+ji@Ic~T?I~g%feV?Wy6cbU8Z&^{++W74n1}*>(%}FW4RTO!gg{woH z9eMZ1{qO5bl*wnBIaK~xIaHx#qnY9cl888bV57UZjD&-F()G8)sw`o8_k0&~h>aHq zQURO&K}he-^im{bR-FfWzRYl6(AmQC+$Y9q&3un3&zR&S?e^_C7JQNAL%S6o%eF_W zD5Raxfj8(ZCr9{VCX&$!zrPZXo4bG>xnH-cUO%@qnq#1<$Ph^6fQ@#SZuJLqY{Gil zYFc)*7l7cNwCN=!y_C)ddL1EmnjPXM3uc8}Z=H)f zt%35Sc|VP?^~uKnRT!lMQq&!UYk8~3Gf_+Bnh!9X)=q<_ILTf@{(c&~)i|rk5_3Lx zADba2{SqgR9fwRRX#0Dk6R2^-=&-IE!pQZL_*Gsf)ebpOAk2=a|Gwpr-~k5(;K*@uGq^94bEGrbM^1u!bRts+LT4BL0;7c>sxxt+k%TCY0wk6r zH>ZDZ|2GdlQBxy!f4NB<@WoZB{-k@Sn>oA9rHES1wjF5R8mHs|%VBR{mLyu=qXMF7 z_Lg|C^gf7&1_>tr)RS;a>}@neQkoC*?C+Zd2)73`ou*zHdIUqhdLP2TYd>QfRiH@} zdW04s;t#n!Xag<00&Dqk&_9zAp6+Wp%^rA}-hV!4>Uz5115OPXMU`DHJ{m+lRj(Ac z#Rr4f%MemrULS|V|9fIg)D0g*OsqiRv0;?!fpQSWHJfPk znbCDItj1=2TLcgq{x&aMpZ9!sxPX>O=|g!GM@~m)BJUUhQo#!4VQr<3Uir_X+c+EK z4Iw4;&)&iPS>}^h?Zam*var+o$efXj|G7#+nwR2R{J$cG}ErriDeS&4tSj*)8- z*JAKgsan2h?9Ti_-!gk_^jqe`UxYDhjA^z?7&)WE$jmo*H<6S?N!x9Y3QhZ`sNBBK z2?KB~VNlH-{|yn_fJPcqeSiQcfCtW?c0q&_Ekuep`oWet_VV-PaGt(3ik{xyomU}` zlO>cwt9zkYlLGa#b)x|-JL-R3!Q>aRoUXc@>KyrUlj|D}A1!xEdrOBh>2^E3$usi& zPX1ImCloFfgO1p=>(bFOh9Lm-#z@ensf=u;(6XY|uPF9F+P(9$`!G|r-m*|nE_i~M zde2^!ZLAk#;6NL{l^K2EmTfTLTqJ&ZW*E@~zRUTfzPZ;*uHr;kX&=S##W}$WckvI| zK${GiC8W8vw$vB0ma}-puBx&#QZQd4IYd#ceaEi~pt4Z?CKG{hEWEOUs3QndY z&#MEm-^1xi@!;7T&=YTS{16`+5uP>X>1C*@! zEV$CT7NA=xE4+s{cjkIda<)<~uE3L8!`*vtCIA317%YGzv|CT&;oAnJqFgx1t-WLJ z83rCTHp~1MGA=C`Xo>BM!hEwNDR zv<@JMn)VApl8+^VU56h8_YuusRgjuzfoC*bTjjC@{KZ^d1-!-Dmaee6W;)9J`9D_+Kx!3S=~m)V6U;`hzM3Xgar-Vb-Pw+7msPeqSSgk+VW* z%q*lNsuugP`c$?r@l~;?N-Q<<74)NUrBE)Sf+>|XASZ5ph)DDjQprwa`##n$aOBx4s$kE=C%s(}=R#QfN)3|NzqINw2;*u1Q&HvHI03`k~0mgENSVS#!K2tWiN zm@*+cN)l`;jc;8pBSy^BNrcYtM+A>H%)H!IIfVP~cM>!pUyp`|q%cU9RY+D=S%$d>aoROCFLR>&KTGdOHTRk!c%{epnMz<>4W+(C5o0dEdXdh>6Y%5u=XcSv8Nl-fXCtJ2`6x9m zW~uy9?>VCGH#oEo_4$`WaetvUp+J6i+5*epx7-U7vmf`^D;QJ=2>3m=;DHCWnj7e6 zTi1;>B92g@1psRF5jO!sZ6#n`gL=mTh;+S0Ykyf;uywMFv zGtBj`v^-bsVk)$(K)VD%KUMvfmkdT~6K9LqqHMDx0cQ z!#0-!UDA_`C=LmaXMu~&21B`$1kR>LsQ<;w9OmDEoS&(?P0xn~h3y zKnbg$#_aiV+Ub8Vw0r^!aI5-Pe%)?ec%dSU&vAD{%fPRr zID_(7vl;($jH`)+RpoekL?}{l{N%!}A`UO*#}xv5==^0|I8AH`5G?2rq_Yg4CJ=uP zur%X-*fQ%6LqUp>v^+m7<=3Loy|xi<9segv`h2sumP$piu`c#cG;UA%Do?8sstpdl z?Sqc@kDapCbo``zf*;LE^wJ{frVyRYE10~D`5Hqm?79myak;664i)+y&=8|u9?gXX zW49ISW6eG#0E>ux$^N@9M?!gKR8gxpK{j}!ZxQv5oeX}u*GIgm6e~b(^Wz4vQ>SF$#G_K{+BM^kv#?-09B(~10c4DL4wS^~g>~UyvZ60{%BbxgS zfwUsY-05=Xu_#^FiU%v;wFqqMD_pzOXF&|*IM6fYPtUxo^Pw5)OQPugg1uniFnOUA z&%U2&9pIa3ZPl&gM%RS-2oP@z6I#}8Gm$NfRf;u^%R=^&=dVasXa52M8tN!MB8Y7B z*UfXG=|dt#rcKq~Inz|?>m&_&%_G?6LC>jTeD_g1S>EN%ypoPwrybKanRb7 z2_EZA%u@oVCRir!?O{?@9f)j0jq7L5%-$%@6M6WNcA(~mp_B}v%EFCYT4|b=w>qD* zkcvpU5dPn$IstvmMkwMeo(CF@L8Yl9)VxoFM}SV z3`R)C*>F-!U0RU|@NBEL%R(Yt|5RE^1VMUgU zi&5ZW?o?f51QN0ynAclC8a^shDfw``dvbRr*X+!Eni>H@laM(8P{}zv^>Oa7m^~$C zo?5Z71#9*o%zhg`>mN0hbG#6xQI)!UmjoHiOP!{Nf?Ya3veO3DSy-fTY^NdGK42 zYuiA=G=ekF`X0Q|fiCg(&Li}Rm-ucQQ&nEA`eEmr2md4vh{ zhFqO;x8ipbKDNk>hc1FCAeUSFZ8#Ifg2Y6&T1D47W{}Iu2 zCYC#MYhwy9PtUG;VK1;fYD;*Os`sLrZaZR*jP*it;iHdvF&X&s=qZEm*0LF#{S`i3 zaOqq+I3$G@7u*D0Ju!)|p~C7?eH`JKb8zM51OGd4EBburz9z6KtqlBE+EwLx+?47c zb=DXuxjZa>{>_Bqx6X+)2= zum%WQ0gV5TfN>$>$0>n}sZ?rjYx9}Fe@&SwBNWt{jboHf+i@8p7B;&}hU*TkRf0anWL$-U^vUqbthHj<&5ZkFd+Ammq6%ZV5Gy-ZMOw- zgGQ847b!m>2^hb)ddulh%u-gUHk#);3MvONnAeJg$vefdV<6VuNJA#S`p9>0C%{LY z7ut&o9zETgjF3{3XY7rUWayy%#45^ZoJ}N4zFYjI!t!JjkqVr5AkniZ>Of;A{SCo1 zJ|D*M7>gG)OI}x+EjqE(j&ID*Q_y1hd3f?dwQ!LPjpFJKi4ey+ZOR3}ZVg_fx0Sj3 z2*qjs3Wus2Dt2+cM9WWBS7e44Z>NRaH0MEEf z7$N<=8_nCtk42d_*?+B=U{{Swwe}6{ymp?BW1Yfy-P263i`v^}_XB93Fk%GxYn?Ah z>XkN=n@pMdt)JZnyB0!jtPdU;-WO0ioVAFlEN$hV0LryQQL70Qz`m0u>8y^Ckr3%d zin#-2{b%aw5kF`yA^0;WD8hI;6B)mrCy3;pn&Sj$Vd zQ`Zv}jAku;u9-45_XCVbS3VpfS6M{2*<5mG$8=H)@H=)sLPY%I z$C}QF?G3WrYWRa*4?i`0ADuBCE$~H;zAf94+B@S#>To%Ow;z zI~0P9C@Zygwbd_F?IDTlBAU!@a#+qh%YUcPfr(eIS}X6l30dI9bhCnVe9OXS+b92b z#|)U&oQ1&LF{?d7pfgLON8hI*B`9rCBK9X|e=gK~#mdwPE12xih0(e{_98aif&X2J zJy2b2L$4HUb}}xx(-gcIJq0%o)NI_-`YsXmKnfs|8Jv1Khd4FQH>P&wE{E+yQ8IMk z#XcedI5j{j*`$aTh=CmD{x71OS{&U8n|CAEYk{PXO_rWyL+6+)IqOtAN#cnZ))hej z!LUX55Xul=#bMyZNoI0rDwh(Q%YEKDDScPpQIzDTjRM!^I+Y}yFI_fII9H>jWscon zYQ_?^e9(OX08TARAJX%tg`4Dmssa+RL#7PL3<0jM2*tK^DQ@-`3icd(ZQTc7RBxBV z2$5&O=i*)9Wav@In*z_#8`}wq!d?Q);Iv$}?o!{+1}*Ny_jf*&sfvMp##t~GAA4*k zPv@+YauI|F6N~CPISq7VD@CLtSPlU;Po1!6S3n5xD?LZ564pZgpCMK-G#Mxlh~G?K zYqT3UkgHtpCSM{b4izM!v7DwU@1CS*Op6_vi2k1b^LUAJ*n~tR_G3QKj4(O?s(ZHt z9P!D87)+T283F3;Vm#DR+d-U{fOaQqvVjsa*K^oMn#uhgfsvcDqrZtVJU z2Y<&8>JN?j%2jU>ENp-Sgk*4=*nE$Ync|4U)rHl<%Y9X2%>dC>;`Dt$4(s|)kKQis z5?v!)JAF+=HeoJuBIW>KI2X5Q22LQ@fV|DDX(RV|Ch|@Fk+^)HfZf_qn_>0=nrDuB zhB!}~!@B~VVUB6XWX(#{-{}YwVDo)rwrkf+giwK)=iJN^hGzGKm z8!phgi2%WbqB^*BD$kfNfbv4SC`7Uo*JTaPbjxDV*DkTfakga;osa)!83LWA_=TV6 zLkXW5f+4{nWHOLGmnUXZC%PdDY@6Wh5@IDEcxsc+A!#E1={^)yvskyi;W$?KP#7Nq z-j!M(-i3#&=ebP@TDgX|(0X)vL1(7^uffqr<=Cbu8W^v1`fb~v#Weui6wR{|@Vo=cFYjD{*bsW5 z_MFD}kZ{q4Su)`+$Y_=ymBxaB&DWEJYfunR_lufOg3rQb1Fab&l2lGo=S-?GsQcjF z+5qHUB;Q*t);kSLP--8`bABj`iftRXMsf+Ti;*uOXyeqF@2TVGAeUB5*g^+ILzY4Q zE&{3D{aRt=jA9pE#urDEA|2pzYaNk3{fi9*njdLJ79thh;t5;QeaH}`k?3sqb^3;X zzJhx9wHG5-+w11tc*QcZ@yBlPoC_MCa6sZxUf3v0%xFDGb4W*-lT*l7c~G0~I)O;jVa__Dz6tX5F7Bi~O5@B4VN zVNBY@XVAH~x8Qr)ywN^BmSFLsLYF z#xbC1^X0a%6$^0cW-z?+ObFgKU*cu&+LCp}P0XdyX~e8F4nYh^y~~jx1T;I&0{sI@ z2O(3_IdzL<0b~(#Wl=NLE@`|NISNXR z^lA1yeky;FI1#zn``F$ap&d&`R4+xs(r<>R#O$~SFh(S;(WVmsM>)}UVJ_tYlGt$& zj?f42dQSI|BOwy!n^9)1<6Y>`;`FLT6MmGqgnbfO5(ZR>Vx4ck?-_b<*q=qdJ%;fp z&valZarj2&|6i8Fk9;gD!fm&<&HMn9BG2Ahu8$i7@_;hlS!hfwyZDWCEh!b7 zh{spi1&q|h*ehWr^upxv(27k3!Sl%fBhax)K8^kMf zjBYVkcYf1N{E;ij2-0RT(uz2B|0*Fl?8LuL<`o){qg-E0p`tA^YAY7^`N>PeAm5 zufXptRiJu{C)x)wL&SzVifeeI(0yC}qE-hUN7;R;kJN@REHQKeamA|l`Oo+eL55fa z422QlY-lMsy0H0hBoar94ZfYNqo=3c!)_!)C(V~k3K<$HH;i>u(|LP zc?a3%xix)-yz;%!)B)nq*3;_OV@^DoN@o9rcq-0z$^K#REcHeK;($uQvFg<>VgA(J z8o2f>dtGO&SuC#|`Fz7%W70O->>{qHz1_}qZvOJsVRag_?TeKJeJ|jv`9_B^8z+jM z8I?M?Sl(ODZ3IjZ7;xSz<$}Mc8Oe`QOe_e{Yx|1Xe)(vxBrBfKFIy;2UC{DR^VHs# ztt>ogFYDp{vZdzi!5nTbjS2Ql1pVTT0vvl%cteli6=N(rp#CAj%GMlpi$LCsxLDEj zww2W$aeqNkg(zF4?`c|#_Ppy_NA52X=PRD|l{kp3MXg@SrGOStvPU!uAtr|~TRp7G zPq%lnm5az2fi0UNdSGN)M{>)VL)p-)gw%l=3s5ijZo)aIQ3XyJmxB5OtBWsK@>6ah z5mI+|BXqcL?1d5;2y=3$d1tP#UKV1ZD59$nLO2_91i)oO07=3E);!O)6)95>*BUixqUCqCvBHQ-U2128;N!SeX9Tf0OMIfUT$P+ zB0O!7ZLvn`p)aJf8$2<=zJXF#pMLwmgYYtqi4w#<6IUW9a}8sg^)!hbu&!ls=tmo= zDY|Q!vUgj9!!u>?-jFtGu3CWzK_HR?ugN2~{tZbswu=+!=V@uf^nz zyS@%+l+SRXtu(yb9F#F}6a`CwV#?U*5#k?a3dD}ZtecjNQcDiH@TRh@=RBC`>w3im zi|emWPUZGtpAEQnE3C-SzZ^yqu?oGgqu16?Z`{b^4jrM_eEfJi;MW8^AuTM%apkvl zI&W+-gvWOLh(lZ1>$=g?@ zabqRFptxNe!pPsO$&x;=tEv@ko5Oa0@8dQ{ppm??N+_E%zTOee7Ne`;j~at)$hj%) z9JQXxU>}C`Q7^H+6;zx?)SST8Z5Eyr=IB>Ts=QN3ceh@imv^5T3NOg z^iLlLwrw{a2clgxrGiZKMj$Ig7}-Ez=1P7oJ*u}<=)ArD^#44%{2i>+(0);yV~X1O z$0=_)p>==1X`SPYYHfpf9mX`1z>D7^WWq|A!zTPZ+8cH%D1|4qgOkkX^bJd9xF1z3 zSHijBNsW{u8>|ReWqa8XFG=B0pi(>wkp=jnb#sxJ83lE)hw;?#vvHd~scZyz{Oq;WiI{Dj`HOk~)OM zVl%yKCaEOV>C|YGq>iu1Qt6a7C+b(xeZ=yZv$|c|@q!ZmCba8L*XypWVX9c0G zz$$FM7J4dxK6g=be+8s`jR7T=t^NA-J8Hn`tG|f1gNleRgJDgk6UVrLOFl{-1Fn|D zb_p|#e8gUn7{tm)mis9Y z<-%b|X)Ip=F5H<`y;wZX6&?bxMidUmAY59Z4#hZpL`F}D+h$5i^>^~0W3HgtI7RCt zrs1|Mlg>fLG~qZ8b+bWLB%*avx&+N~%n#B>L>ZV*YmSOs#*g$=ug=(|19(qURdu0+ z+0f&^!G&v?fB#}%HK60>Gh0uar2xDg(oP}qnnk>kVA+2sXkB_XT_myzFwwe4x!-9Q zovOTao0y-FZ~sOO5hgjOq};C+Xu=(xEtByzfpqO|tmPs*{p8W5*Ctuxb#+I|&{Nhy z;3pm#XKyh2+!Z4&;rPC#^S!&?o~3lLw*aj@Wn|Fhz1qYa-889Nh==ve6s$bJU}f%r zC|^fy&v!ENBu1OXxGkEKkRZ^qioSM_$xav>?`7oS=&ce-3d8tx**&_vRDoG#-2%Lq znw9uftR9vA1JC87IB1zVy@DhJER;W(ezO{|wgpbOWgpYSN6tqSxhD zl$8UH1D6g1M_CvM5rvg!9i7K~A)M~aqJvyE?XxnV9kRrui%6?pS7`L!B$DqxEi zqiu@a43){9>i18udFB_32Siplkp{iT9JATD|B(dvSHr-tnVvVz9Zd+`OZ}#F&Ugh2 zqL~TX#a_K11b+rl)b`kkPC$38ZDo@Pq~ystA1jsC=sr`8T_wt&{Zq$_p*i@UFiJ%~ zuBR1fMbG*ucL>UeEjK;XMQX9GBz3@~x?SE;uTFU8?3j?qR7*`8igCIke|MQaW=4*& zz5IR@@^bj5JI;M(`uDtWIfA^@ng$#<;~xw7*VL474vDC6aCw@@y($1?%ZqaskRIlT z(RHzB0mXV8N)+{AG$sB!DIZ@gUl7;$-#L%Y{IW#n{Q@ipl@@4b5E`O>HCYpU*DI3w zc!~vMoMjM2u_Mj{Vrc>qs1xrS)U4I4U?=ieH~^JP z2(QKLUDgMJYs!5YCYRUCg2owU!ZOQ9Lti?&bl+VP921+@Kx^^E+c#5;72i;A7(!@h zq`)8+&d+sDRLmtLU^R7BCEs<7&{4Xqu1a+wG`|po`2$hdIC2sQjLwKR5kNz5q-R9Z z4T}pV4k{Qm+#1K6`^J%D+!Z9@yFhkJi})_~XNgf_c0Z%2njHQxsA1Ng&KzlAu!R>< z*oMH>0`Z7}&-BQ1z)chjP0q;iaZp0&K*G!nyZPaTsF+?~i3&pPj{i&dA}AufusUB` zWW+KE41ov6l-8mp>^a3sTa4?eroXA ztb2jSbXaj_%edc6iIS&vcz}K~K${J1&XBE*W!`&i44r)>Kaugzn97Hp!eH`pI5R}FoO#Vgs0iZsOY_5gn_nQ zz;aSaN$Q@F^xt6}dUz~@z_5~_D}mKT z2tVMv5$7!hX#@apL7uYRu#SL3eIuXF%|V}9>N14LVxAtan~lV0dZk3B*&s~`m$MDF z%s@JQXAY+tpG9<|@IDubgLLSX9C{mi;WHEE|Ghrvzp3{vcMtPwr&a|KH3*0c z7$ucGP^PIj+>tc2LiJTio!BogYu@Yga`NrQ@OtSd&=eF}5C9{y-th;Z000h+bhg23 zYFV^kWd=4=%J4#w>}NctcigG9rvO3km~1lmC?$$Yr&34!5Y@PNDUcemrr14Jq%^{; z8-pd_W3IKy(n5HihrjuZcVL==ci|-|c6~yr1IlDYYxuYTgF8yKlqH=}WfnRDXP6ui z?|hRKL&%KB(>}6+1AulA=7&U%&$A9ID&DH$m!^2h;Gdm`bjnbCsMDjlUfe!l8m+pp zkR8#PCjG)ym+4GauK^9AwPW5oIPM?3l8+WU+j^RESm^FvUOvzm(c;DNU`F~p&!g`= z-YhXTaA3MV=-a|S!iv!7*R&iX7{A=o_wSH1m9f|p&F*T(&wM@L=81h8S63<$S+?4o zNHJvl|0$c)P(ne#v>JH+nv$lqes{qrg@)Hy7lRsLFd2PmgA{q8Cp1q;`>Jf4m>BP0 zWEI$5tjzJ>;_T*?$#5NWOyYSWG@9T8%1~3?8E*jMS;MqJiH>X;zYV-EmQ%lo!LH_R z1=ZOHCs9%dz!&zu%(-vkfGV2osJIYV%YrIS@e zC!H7N;)l8PA185#Kc=0kf}8|+=GTekc4)jqtXKd_*whjFtJ*E?&o#uGiKsNu0(hWt z%is#zmFm0PYqgiH4&d2ATuXIxnIjnV-`5AX7XAtD)g4WWo-h`?6G&SAI82b98b`aY z)$;chIUMy*j2dwn$n~;l8`F!ro>;&C9KXXIc2)?wF}JjccCmR6^{;(ziD=(jx!P97c&k2xX7QEteAMOI?x7FCB#G8kGD#OeyaY4!TDK zVu}U&JRP>EbWd4pz;8JtO~{`2miYwLkxfgl#CDUzgF|1RMt|jsv&C_YKxrQy%Y6y81THPJsv${mQv(k^)VF0dhn(xx$TvJfoAA z=^MaIISgO))(N6X{XVWtbN5WFWaXt*$~9}Eau2-oxZ6_XG}zR!V^d7ZI=@B+cA^kES*$r@?&czV(Oe5=MBGSH4l7&#SH#dJRcG=N<=Fsg|++uZ14m=My3cpv^ zBsCbzEA)K7fCY=L0Oonyxv!9G4hBoz@cjgE|3P=&LuizB!U=Xw*(rhpx#J^Nua^@iebq&mdq-&Qh{dTr>AN+uVAFWH?@w&96T!d^g13(1BaxytZR|FR7#>rO z8$|1oUC|GG+bF>&)}RcnwORIq@??YMX90bhV<0IkGEmwJ-ZBM1T7N3^=Rc@$jsG#6 zSN#`OrxTF;S60w9&6AALDKLW4J@u{+>Ng+ORU`GyFE9b)OGV^`Nvp?zrYIeRQC97` z3>j$EX}lH>l<5L=_kwJ-9fn`ukyR7{;*|s|jt{-9m&5c9Ic$;;w)Vk7J5p@C3C?pP zul;XM6F`Af9X`rlifk<3RJc)C-yFU=P5XzJ7D3uBP)YUx7_PW|P|qnbOq|a5ESV+9 zgf*n`p?|7r)3t1dxQnZi8F3zDpLkj?np_aZ9b#qJO@>w$6Ldue1HcA0uBk43rrvI)4qNNu60OKe9+BJ4=%dllfejyflJy!`C0|-{FhnM0#XOC1ncBfx>v>OpUYZ%Vdo%2g5odp~w6Q|1=wOwBH+-Tk1 zsn+FQoe3(Crld6ceN{-cb$Sm|NWs+pnSSWX!45zP8IiIi#Ft0-HD|M(7uLQgk5NjH z#hGV)C89CwpX|>_(CH-Py|53#s zKT#j;fLB`$Ajb-HC1^V#?<1s#>PSQVQnXAjGsU%-=y+YpSawr(FhAzqun$?Jpk_oi za*eGUAFPE?*HUZ(HzAsR?KkaAzlO!cFdIcD04Jd>x8S1E3g&N#;A;F< zSTptmMeNez*&HjXLkyQ6lT7^3k~-uCdxT`Z7W6KZ+DP)(!hj!I16{N^z(0qEvf$Qx zl2H5PMto=fg&Jx(?iU+2pZFx>n1Veq^iQ9qeSBaIX`xkMUGZ~y>TEmhVPJ=*skek? z?Jm6#0ejOJp65%iyB%HrrK`K(M+%BlpV#*0IBxZuZgLCHTjZ3(<{mzqp?^I=e^ns*4l!Muwp z!T{y+S|5og9>zyxB1P0nFs@#(wAU_4nO-L& zfM{Za`BsqeM3Jn;e6IGx8rjHHa34p*Axv!@+eV1E1m^uu4q+| zqy{Ks;HEbt-N;l-uAk=;=HQsf!E&{X5WfzTZ0bD8AeRsDPE;uwKTOapekdej85WDk zd(OY=ZF0>-LYj+c&9f!2y*@&ld!Q3ugjZ3&$AKN)RZp-{EO-^Mj7v3hL?sQ%wLUnM zmuPq-+IS-EKP*NSb+H|AAWVJ+Bjd zCr)Qy)^S1$L=@*X+%xbE;-KeqNv37f26C^9kZpu^Wi;6Z|Ec5O48&C|IV`uK)RM;| zF-d}AaaMmge$?~z&Y-0met%xgob@U!J;rfkvp@#ee+j3Y&IgVCM`l#(#Fjz@&4YO< zT_H(@c{=rB%fvn;R|Qiur+ro*BJfbLf6B}JBu5_5^s*!5Pu~Y;;fWScSCp#Oq8Y%5 zTn2c6!11uSqmAZV0D4h;*FX5g0=FrT<`w_gtVnrLuRJ>=ONa|)Tf)$ORdT${Q+l15 z%AbFsL8-ZfPN64;4uM)&U4o3h?|MYv6&`5xpYrH~sfeoI>KWrS`SPd&LiG5yoTXG$rPjnov7cSLaE%?LptrSs0D|Fgw855FTvrc2AN@ z3`?EYIFs^2fYi;`GfwLKlcKl}Nl2Xu7Gr1I=ADvyA{b+xHK?>`;f^{oRX~;x?*~;f zHY}&2r%ES=tW(V?XITq0jgDQWB=!{NH{=+4?g`uvNX}0R91iL+pnCSj7n>LruA54^ znrC9`1ZX6b8sxr`H(eFtbe)$wTmQ5;9+O{ zU~Q*BerADqHD~+Tf~JT^uzxy!b2tr9_g+uRBI-s&ZT7k-TYiAzkpRFS8=4#pjUo%Nj&Zsg}xZ822!zGt_s^&bd z0U3G;ajw^>_PYJ&wDsht_nI-=5xsf$#`DdT;v39g_9(CE z68QW-?T&W_!3{UgT&Oj&vsUwi7PM!3FKuFIsc{8f#g#WFSptFN`%;wpgYDNc2v{hD z8Vt0!WX0KSRi3-AY=w4NgY2(wS%|~U%M>-|*>4i?5<95bR|vLl{>(1H_!5XdJ1YMp zF!)WXJxsWfsgjW;<9E+HAY*53qC0j8KilEB0H6O4Hy-(#;8Bss-Oj?5jxnAAp=I3MFwGI?Ok zZs~SJJ&fw(e*6~Ko)s(W&{OQb2rygLiIuf?20aFz%iT5Owxr6n3EcW+Q7drb{x*$j zAxB!w5xrgGle~!!P1%$9PF)&SAJeY!o7ZT0Rg@j9OMWD*O*mh?1Z7^`Rfj*Ybl-J9 z!K}t|nGNUZ@R~A&c5$0H5h#lv)L0N^a zE$k=zb(2fF2dA$wX1YAZN4k}`%9m5te}HfrJ#V$~8T=4_JRyTI$e6sSw=DW)HYZJ| ztT33`rcBDf01Fpi3f)&DpE&@&dSg(eCIILSd zNa)yoeY7m|dgeWF@yI3_ZDgR_hcBaSb3TL>LV>k)o(ieV(<#*{YXtUEPnFj!Tf68S zxm)8Z*3;0Smd=yUe^n}~+|`j-gm z=!$4YYgpagLhf3wWM_Bg==(T@w0AAwH2LfKF9oC99<`I^Q2X&rP>em}EaDUxC(l5( zh7Q_{J!0SnkSKZCAe7hB$so9*R zW`s~YRDdOfJ@}A+Kq&CZ-m{o8i|lx_%?POP z?M(*}R<_W>qe{^D;MmU!C_i5?S-BdUbU}9e7Yfk1emm`ClX7&9hfi<$N>CWhc zi45xkq@cyJuKCpP=gz#)upDN1LSLZ~%$pL%Z#fLaG&J84Vbd-Gi`J1xphJ=eWo>-J zdof6T1b&tu8cNX!O3h884tT0>PGFVO(Yr-@ydHlu2RPaaz5F2lTYB!~{^vxSja(~^ zJuW~rm9rE6Gc*_rI|e2k&8a*O31nV7^HgAb~P~R3lx>32%b+V zCf_=OJk&HX816m&-~(bZQT;_f5ZsTfAF`e-S}P8JK0M!%J2KOFXP?8KTBT<-F+%93 z$ZaUcG)(zbyGt%l7FrWmV+9LF`uL$t*YMFKmgknMi90&4ju4Zze829DoPQ{Ifa`US zJ*jOu%IV!D^a(0c47{rR|Pu6 z-uCw(p$?!LrY8%%A3MI^{^y|8m%9##l+ExkY1jAJ#C7Rs6y?@J`Pk_3#&Zh@vr%>C z2Ic*BZhn6?SW);^iFD zC7tUSN6^Q6Yvnw&JnJfbjy^#QHWB2S>0000009>%{cRd~KUjMGA zK+I6Jxgnm=vH$@zEB>Tp>-5sLf00DUSQ}#n6SanUp(+%<-2`cE+GlXg8o5hjpkirH zwm%eq_;pVbgY`O%omL|L6IvpDBZVKelN~j%RXusq=Pq3!FU|GF`A&z90G^(fWy>k% zxGY?;^voGx{w=eV!(fB{c^+O@kMV?v!^9d*qHl~j&KLHCc2ZcI+M#Dh6}0A6Hu(eP zAQ&yrThIRGIwu~IT^JODh#NXE+c{dEn3Gr#RZx{7vTuM$garq=CLDhEZjU$?kCEwf z9sOF?TC}E&2(`~KglwaWU?&WR$d|Num1U#BhZC3;kpv8!b#y6;^s7Ehba|XvkMZP>~s~iTTl0Dr{?CkYG(F1b33Ga1t5@|MGj0*DnmeY(s3V0&G59#(wIGNISdc- z+TH=6WUT;#kNpv_!78-v6n1c)VgSxV%E*`~=Hix0_UxY6) z|4wykhv1yY9jv63@ubIGdJJwmyeCLs!Fs}Lgum}eD|7DP0O_BjUVrU03ONw=r+-$| zDQ-)bUsC6nLb~qVG6;?^LtomRu9I`%N$ma}{%CQD6D$~0%aVRup=$}3&baoac+cYxC5?YoF zk!P8<;Id5h0`*5?H|{Z#fJY|y!hdvz-y*6^%(#8jK4HLgzEnPmmW2bpcU{4Scw0i2 z-H;k>sS=?IR80ldD7~a1^!0y9{>qhtCsX&t02L{$hD1RjL3^6Ds6W13PG>{HVCHhPt0aAbfn@E^?Q0@(;a4Y@zM_@{Z+e^(wcwtKZ( z6__%-UOq`51X0t{yN!#Rj0b5bmb!O1vBstkJ3WMLqy@U=r*`U5mZF=0KXGkySQv-7 zl5%7!mbJ`FUs_U=Mh%WYWQ|2|MDX%51>T?el+yWI(q+8)TU;K^S2<~;#a;mkL|ZGg23 zS(hMV`=ag3Trtg=E-e(+K%0{h=d1I9h2;a%WGCZ95L-~KK zWJzaj?OK6*rm`|=K5lXto@E#2{B=9wd5hlgl)z2yRG6-H0)f$SUBkr&L6m3mCZ-w6 zW%;=vlwl5yTBpTXxrzJ+0H4suz6<7u^a1>~&L3?1AV+d2C zRB;6ct*}_CgEhiH?zNNzYA|q_yU5TG5svDH=NWrgwmR#_q1WJip<)&%0T8yla%`J| zqDdo9*E&kTo_S|FsQ{CLuUn%_0;XIv~r%loT(0drv zJFFogMAH9n=Z)}8w12om|8dFsir!{0xBC90-a^PO2y8i@^|9-DW?3tj$wVSEKCepI z#75pj$tfv>g!*{Xx&i?rXdVkFRt3?vS3n3TOv-kKQ#rhGC6OqjW&G^ox3y~dUH(6h z_%;6aVJ9iy{b8HUeRQ>)Gib(6M0MRx7GCi$Hi5I8_=k)4g7tao^&z`N+$j9&6#P}W zNGFa)h)hM8!Zro@vwiuZJ7nbPn8Q?sM_KA)`KqoyJ(uu7ndFuY%ZqIP8&uK`!~s(d z@P=F>mya1$x2{BtSF=21HvgkonlQ5cl6_RiPY8AXlNh>}(I;m5jcc7KB1v*Xt=*Fb zTfab9j-4ddmH*M%^X)xKP+o_Ex!2T(EWWW}J=2MieELLuZN#K*NLLa+39Jg)xMWU6 zp8pTBz{ETHfWJH&>Mc!Af#oTrT_iyWSO;2>QD$+%83IuI5>UJ zRcq0yGJaiNv*Y&2!z>q^O5tO-CpzFdgIrjx?H9llE%KU0%S&8hK7zj&>}=&M{oD8T z1~wVYwThqRfSVc=gb}Jxk1+Gyh1l4lABUsZWbjZ-%#SOvpoZ}ANjx)w2x_8BXeFRq z|4Em1bYj~%e_)80lBX3_ycr~1i%r?v910~Sm#z(+MJ;_FsOwu6Zv6v-oa8aS0WfF0*t#n%`QH)SP{7x0pnia!(fBSCa z^2k(xGwgZW{C%sbl?bz;mxBNBT=S%R^MZZ>WhLA40QM5D@PVH&5Zs5ii7yVxA28#r zD2IMXJF7ESo05OBX?Fbnezl2u0D-%;N*Il+Ev@@aY0O_Rg)yc6~ zcV^BikB&|d#71Gm&6_VTFyZ<|Jh4A_rDSPNddr$?Y~4|7G26Sy6T40~_G7uPLIAE( z*l_hQ%WN_`H)J{;v>x5E=@I2%iiWM+xl9X&h8i{-*H`Y`V@-Y)MB`F%++}r}av}rO zf6l1?r5CF`DgdC4C$&UZswS2A1#2+x=RD+|y;TZRutu#$9nc!Z%OAhPhm-mLF)}x* z$|c7vf8jUi(!+-9|8J6eZ#( zA*izgRoB zoY3?=^W2A0UI6-H7wuwsgh$YW)-+!WzDo&&na~~P*_JR}#{^fBTVfG;LdZ6#oC$_L zflSRRAd|K`bllJmegQNJ+rXwwdD3%leE$Vg9#Pn8akOe1Zq+UOo@$LIo)fofg2pWLP|>`4U)i=LAPveW1q8NI$)F%yir?>U5biI<|km z*QwSnWjAkZ-8wR@TC%E?x04hX#^A*m%M|nU>2?|ypF~*x9b0OkfFVB(SB0NSZ!(|2 z?;u85@}t-uHVt^+PVVC|s=rHc0^Cr7JC_g3mPp?S000005I0LO8%&XO0!*UAh$nb6 zDQ)dE+M{-ktt)R9CiRxiR9g4w(h)bduxODWyX0R9;>e8T3%zb0CD+W0Mu3I>m@i z#KHTgd+nyp{goh$b7#e8f6}BLQ%#}UsVcy~iGcg}c|`A9N-d$fp6O~0QON`9@K+#g zB_hupn?%2|W2PKfAu&X3g7AIv@A1JYqmrFI(KP9ktuq9jB|2J;~A8!eIVc;@8k+=o9uALcoAS#3p)4Xxb^kk~|xacx3# zXN2t1DT*W*RD|#YlYvAUJq~(cF653dEPv3cG`xI_-o|Kv?Js>~5b@=bkn1-jgeU?a zQ4&O^yWvn=?mb5)xeh65>HpI{XOz-T3RY}}ft@*}o1F@|WaUUW4x;`4MrWG>wqIZ{ zuM2b9zJM@CZnY`3RaIk(&m5jwmI@3%6D1dOofk`M-TO#_g!>@oe*L&F^Cx}Q)3E)+ zCAR>L;U=n%o}4`~53u^EQ-SA48Vqdq*8Ms5zz0DW_E?qW_aSn4J9%V&o z_}TC3u%tOOtPMfU*r35rghYKd(*sE@RFz!fxt3S7*AAbn5TlfQmr5UI4N`3|#=x1> z{jgjMH?h_{lCS7-U=wSLEbb6#0~9C*nyfiWmjNsUn=PY@ST_1 z)9a`EBLK)-2)%6fxW9owdGO9=+&q|n`R z)f-lj=ziQQ(^aS1&qnwt0W9)E1^SWs%>n-5bQnaYN>BTc z2jWcJyCf<9*;aPKHSeDV_0&rkEo9?$c~TCT;jr)O1+fLWpTN9eVMDP+Yu_hZ#D|E5 z7a0l(+~%O?_D}=-hxh z+q-zKyd!|oKA_HVkRP8#Y9tuFLhOrT`U4ApPFI@jsCywS&dCq)JuT6ZR}!tgocVh3 z>$xD(3uWI5birTL9#VKXHl1VUyM`xN=`v4C^TdXvb?&46{JdBc6~!lEuM)5FvrsLp zmEQzJ)UhQw%>Z*z>Wdi8s_BC4Ht-|n;vp0&&_x0@>~H*scCKrBL9fxz5pJ|g`TOR~ zXT)CjNYemoPFnK7alKg4-J@R_jnrvQdZn{>O+5#n#6?E=<7v+0yt5|*mw$b6w&6cr z^VPDjBgUetd`XaDcUeRrg+x#DBa;?-%&4ddRkuxQ$#$3<(mlYKh#i+VC?*nV4{nxx zgN_~Edbrxeeobf{L=_1NOw5?QSw{yrbd}VfPopD+<60nbE*c4$8vYW;JHni4y}B!? zh+xod_*SD82tGdHCilo@2$ptZ2KoIW)Pk@9RoEfE3oS(|izpaTOXy7B9f6_^^8NbD z8YqD7v{M|aT8!jO3lIYyB(e1to7C1e1KryETp?jcza;TzknS4rGhV+GbI*~Ye!502 z_>o@OQMO6Ez0pxI4;a(A!X2>7vrW~|b)C_3e&V%lDg$y7EJK1hEaFjcNPLLN8$e0G z9dU5SYbvHEm}WSa^*k^Ab%+!C{BP_TZ)BrB!(Za4d2!2DywazazPV{vneNwr=s)-S zN_w=P*4uUxLvM|+Eq%mpU}QvTM&x}LbbcIC3bKME(8T~Up_)QYYbS z4eC*0Wr$Wn1n9Ae2qOt7F4E`f(=ERXpy;;A(bw^9%q2?p+zY}jNzqF@lNaJWk9669 zD|>t@lPyFBFH-hQK9`haO&l(`&v)wH<2Y!SoOFxDs)bzbD4!dCI7kxaP)Fk8hNUYQ z4ZNy}ds=VlYa&T{MVtBP(rLlLj`Ba%5*N3$a-pGYyDf6w)zzl_h}$^MW+5G`s00&; ze?xQT*qC!|o4-lvHH3)4p|o#-*So^w?db2u(Gt%l=>#>D)kgl>N9c}gWy&O9HW144 z$|0-t=%epyRTp+xPPytF&Sb+~MYvBu`R4~a*NLM~Z^o>Gd<1L-4+G&3;X^#VJV1*aR_4~Q%tMei4Hpy1c9_3gVL^86;dZ2tXf{QM* z{plB8KL>`>g@M(n;N(isLsyp6jClaqMkN0;pMwZ=sXlq+B^i&ELf!NL06Mho*WgK) zn#GaCYC}t>4=Ha7tbtVwqm~p=d)-nH(;$-q7On1YWEN zFmJE^NcKZuNs{sJ#;6wd>1I?TGL8c-18`l1p<}27sT)E_kN3@m&63@)E=HW5g#)ON zSGEuTVcpwgSm9IJhPjriR%iHh*h~H!!}A@q%JdA_4U>0mD58=|~oTKoglpRITXj$}zsa(D{!g zj=a4ba9R+`dqf&;ld?Z+TtLj~_@d9B@z=~Y#4|2Mk}wQU$fR6Rn?^( zW&TDRl_voOQE!eEQvk3dBj*KHT#T zU-93qf`l$v1~l8hnZdZY`9Y@>#TIG8{`80%>yfAydK}z4(gRs{yYKH$&KM^RCjbIG zEvlZJJZW3ibWV+sO@2Zi-(y^Xa%;-&U6LdijcGdWI$P;!xVf`}w&kD`<+G?n?q3@@ zMpgWO(&=n^OTqKyj!`XP@^inpv4`zPpTV3u0)!cp+H3~5DO#XJ5&<&yT~93QF9W;L zd==lAl4HJG+h*Jzx}B{-D8moGkv{@tXStCZYpVBlSd)_gtz{nw`!i>%^k1rbD(UY} zknM%iPVODf_E#+0Mz--^p;)aK!HGQ=4d$!56z*0Ae<*c`rlzt$(sg|$WOiYzD)qhV21|y>z`p+qj%wAPFNBhGgU8zBg%#Lh-C9c0aPjy?4?+@LUMEV~;t1+7 z_rAfPTdOOdQLLxkdu#QF)?w$hQVP`p7P_Xhhr;FZ&u#K}+M$ z#-&(q!ejv{b|4sAS0<7=@oT?sFK7w*YiFC5zJgG``YJa=5)Ujhp4MsI-w;rF`M z%*05L0e!Wl=SHoBNxS73+l^okz}V;EuB*VqzfXE5*k8^KIAUo_qe z9t!4Y4CwFM7X} zJEsw9(N^rExj#kpQ%X^g$h_bP*a8U!8vs- zH9&I+LIrG^%5XYjyWm~574WmJ?U3Ys=JR+WTK!Aw58Rq^+l{Mr_}=B*X##UZCD}Je zxdt9Hx}s`d;OP9yoAx8edHm(1VRR~B-}`h#AJZrX1%9Pu)-xl5>=di;M|g<0``vT6 zY42JE1QC?Q19V75j6v$}ObMFi-Wck9{F%p=I~o|<-b%}wtAdSQtUw$#%J!HoSXe&9 zUecn$ETXA^xF9S2*4moTlmbIblYH(7MlB#?r4FtS{)oMHKe|DLrW6IWnI5D!Mz|6~ zVHD-i5e!(CZi=v!I<8A;ZwM9ajmGFB@$117Ix%($E z5ego^cL#9by~n&Piba^pV-?AI%IEpYQrB=nqvX-DGRMM@>YoV`RIwO|gi&ZGkU#(c z00N5yk38x!IYLcRG;-q}u1jjfTJxL(Sn2cLKP4&K5xbAZ&)noZ3_G~*OZ|CZ5=il> z$N|1D13EMLa>)H_)s-EU4+2}i&>_u7W^6#GoqDK(;YFj4UMh_^{R4bKQ2Ny_)b z+aXM`Tf?$Aylsv>0SgGgmp#0T0RPwWJO=4`W%t)>S3j!Y=TVdb zqM$FdmL^S$+PM^_f5<`;_IeR9A4J2d=neD~4qqYi-aZ962J$W>TtnJ%cMthKOxzt6 zoTdtA;X-qajCeI(1hBkwE((NX&D*%k+?~h^cCoC#Y@x|02RJ!)p(5OIU%FXJdHPaeU^+d!f_se(j~GdW zE&v=)fjRJ_LdE;f;76iyu?0)-n7NR}$3gJHQ^v$GtT0LSuJ@RMZNSnI;?f0ecvu>E z=bTi#pFRg7Jtb$8MuoY?tb?jCdX73uwA5r~dO7E)k54WyR0>%bpzNvprOO-w84F^3 zNcXbA1^?ElNWP+!Ll1k**WP!-d80bg%4w-j_b18!s( zJJ)im_}K_=I{`f;*M%8)K-Gci6+^q32nA^1OSLnuFHjOk3N@iuF_EI^PA`*bj%_6P z(%ichN)FF^eB&#I8ZQEPV0}2*Ll|@aojk6dK!ZfPrdd4i3Y0Mfu^wkuP%?GQvHk*h zg$z1hl|^y(GMvY5sc5jsNOPt%E4D#aLyVFEFBJT8{##s_6`f+0$(O&L(vz?(IP; ztMOF#;^e4UXtZt0D>U)__~zER{a%SiW3Og*b1~s)FwM7s2T%@b=XC{@SZ+*QgtgqI zB?(#)z=L+!^8amtJ-o+450T?y+jfV_3#3Ahyns2R^u2W$Z^-l*ix_MR)VjrM0ZeOF z4@lA-^_sL*zj|HQGm;^Qp zd!f1n#)U!qk_kv}fy^zAMYU=5hGn|)4>tPJcFHduh@k}yUzn^RQlhNq546ONRSVA0 zfH;mJ&U*M-&0I{XkLbf>`iTF2pHe3u^WwWZuBmZzEx0!@Xm`4P`;{ecm8hUy``9zA ze8M*^QM)Up?aj=)t7*qVj&%o3DlkvWj)+%oSEtJHN(KALY*gFOU4tOARD${-^77NB z7SYgaJUN zk{9&b^V2L6ylM3wg*tu+%n@#L0l+^cpczedLsouz>Kz+7sjOB)+n%yxHi$E$LjE>{VJ8V@kCjdDYs)CZu^Qs#W zxYrpa;5u!+Ds3^UvLvG<^NljoJw>0dB*=0oz}miB^ouscGHTZ|EfMi(K8S7bmsr|G zz&3);%CfCYtHg~b=cf;*Cg2wjc52>7Vitv7PdS=)FFL;a0w9*gh0o}>Kk8Pm?hke5&*3i6aNJ2m4zz>9vY4X zdz<-EgvPMMy2WOkevVr|Tqf|7Xzn9{D-H1jOC8b64m=saJv(7}&=Gn}nZF{=7r{Wd zubWc#*N0`Jm{Mx+?BtGWHF~BB0>dl(Un{Lb>j&N!TY(*n-z40=88RF`(dDn=I7 zHQm-|FRM>=va$OKRvSbLMO$9dbY%)@3$>%_tP7KD@qLI&DvI5F9*?xyR%Uc*s|UJ9 z8zmA6Sxq?1GZ9tjAnq2@6hPx+&Tt9&p96_ir1J0~?56pA{0if5Rm!28W2*fONuIc2 zQ!^4)UF3lAT%t&K6^`#hA)@LH*K1St2nNjf(g?1`8*m%Fp^F$Y9u_g5gB*_g3e#=qdw&Q-H>|01&gehMX8N^ zq`I9s`~I=_-#Jmq-xORrq8@#kJw*;giSGNOpLcnYr6e8U%zyaeE2((eH~Ugn>_OTy z48_$wGJ2!%o_Df(y`1ea<=bGVT2F1l6)IAS`gw!Z$Wvf&C@@ts`YW!=Z8Z-LRR(yK z5CLEv+qphZ7t}&@PjejrrwZAk3=SSApdQ46P}QN^7-%d|5e&S$o86jeOmDKXApyy- z3jrEDFL$L2{!hEhCfVA-ErOApH)s(@-59axO@Y9{2Qx0^dw#vHli=$JNk4EpKL>f_ zSQKOJ1-$exS&ILBFmqD5lQ4L?&wB^`-GEy5`H?{ zMxhHHCdTdyX)f=F=4WmZT^ls}7oPc1h_2%yT9H&pTkT~={S@C(M3?8Ur3vgNN|^}Tq?G_hQK!z*q*;69I$P1PsjD8ClHigj*KHI7y%Q}7f$2tqPR{gf-DzN)_bnw4>jNf z&ht&qifJ}hekW134+2o*`NjROV1}(LwM(@ko6hG>87RM!aO<^a(vB}wnH;^>{yC`g zWLbO0xVtz6X<-j6m4TrKW_&m%(W=Ta3ag1XyCn;2*J<>(+snv0y!wp&wKOHmZ~lG z_^1n6ZekHW=wkP=x0DV@3u_XT6MO;-GGhllDZ&V*7@_=RtsjBp+S^_-QmEIIBKIj` zlWCfDq~qADueyUCug`3+<+5>^q15b~iK@bYz0}V}05O*j~C9L=1v6vNlL| zKOo$LBE#@$?b2ZcV$|aoA^|RCM zC`?cxI`TSr>@70Ke1G){=XB+G{1^r~0P{)n!)cP0#&r0S8J&HV(ojl&(e!}Ose*py zt5InQwuWjDHl}QT>z{k*_u1Lh*)ez01(LjK``&puND`x)EmKCVAcEIS!K^lBVt(Fh z?!oish5H``rw#B#-@P8Jg&{i z6eNm=Jg>5)2`@o3`z(nk9dO|?YX@SGg?!FpcmDyLE^uOmmA=sj$j}=^r+Pa-v#S)5 zwG=u%%(M{6&Tt`uaBawVS3OG$5cU0jQRFGKe#e*}Mp`VBvQTkHB%72*=)>LQ7^0)C zEne&B-*&O)b{%E>{Sjlo(@^o+8js%B5dmAqRLOw7gs>Tl0APsC_d=x3bgN3%A!&5- znY7ljm&J;T7u=LP1nUlCbru%G!PQLJY$T*+xOM^nVj(Um-84RP z_?$q(++Q^oXz~+KEAG%rDvd9eJj4Jw+{$4XDwonaQv#X2fV_SD8ghs>X7`;yCqz8Y z`It&pG}Lz_0^Dx#g|kWM^C1bn_l;eOor?C9yOtl1JZQh-T)mnp=z58N_5-dHNFA$G zCQA7pxUoq=%xHZT=r(`0wvAL*hpG-;>c2M~6sMo^Bn#DMl{xTGm1rE~2BTXK5HF_#-|<59BBFcSbWe0>o&1(kiKri2;}xijW2ecK%hgmUW<>x4l{I0U zl83Q#YO3SUybi2$oU;*NG}!C^iF89lO?-nOZJncgHh0NaT(5cZO=qx zVl;8sza})2A{vL^q$PsWB)3~@8Nm)3spvJU)@ldapR=o>O}CLE?S^c{xi*4?B~#|b zgS(j*I%-+NtqsrhUfz}2@Hc&-P`iogpK1jBfO~8ZnvN&suM_1?gj0lSYsD`#P4xF) zuNx$$O7SXrik#UDsrs0807&+|X=A|IP38^jT_~yX2?w2oct`!)EZB2qQ=zvbwW|8; zae`X~3B%UlzAEZ>1}8Ynmf+ZYA=f!c?J2ACkeFdo~Y}B5Qz?P+b+>17VI| z;oK@u1kz;5eJXj3+-g19*N{Y3zr&Z^RZWnIShV6KH5=HYY`?;OJ6{N>N)cmnlwa#DpYD}=8AUL;+-1}8- zVO<`LF|IJ_7zNLNO-YP1Un6N!4M6zg+o>GDzpn!Gviyd0!om(2<0aG;A)Tdz<9Cl# z-~2!`)AYF%6;IlYg!9eNFN8Mv-okU%g@!8i-9A%-v##8S1W8%ALyu;lib05w zK=}uK_kY&>(dGF@iLv4QWho2o%PSpz%~gAxgVmf zy1Hya=rOu<-rN8EB9vMWJveOu|6V){ORZ`k6kiR&D(CjwG{ceT-^R+Ljlb8D=b%9? zA`Y=SmZ99I`8S=wcpO`Y2$bh$L~7f?Kt>h^bFMmi6VsIq9Q3}bU&z|fz&##g(l3ai zeZXTY;T0u#CB}K^wF>b`Y~M;ryZ$`+^Yg-n8-~>>yxGHv{So{~% z-h>{r+(Db7m@aBTjX!emL7qXoJ~Ia?21mQsQY*NC-8bXD^YJ;PkfoDa~{s8Vlt=$zF)3pUR5q+Spu=ya0|gZXS1h&fUg|SL%Uho7Z_HJ z+oLFmh~{QD-tVeokZ+2J0<4p{6qZN<j4KaLzyROS-|s{bnX zWYm&)N^+0IuF5vf^uIU5Oadn~LVO*o><<_bmGf3s(G+L*yHgsvNt|iA|CELbutDsP zUt%^HQI1&m3Vs|)=8yq*a>JRKasQTv7~kzK495%iX87uEaAS6HB-(-_reA3wVgXPU zuj3hqRYp@_JwsV$|nD^goJ$qj(%L*e^W8y zSY*B4@!e&m9IkA3Z0XrBC!e1F7>uAp5fN_X)9j}3yeGNtm zT~#iYZl-rnCSL#YYXBUIW(lh^PM~iP*{!J!qY7v1r_CbNr}jz0G}?pf=QrNWrS1Z5 zs?{bzQ`1k>z@q;4MRJt}PAoc#`_Y9@%oL>?9=6dFf$K`}P2tLfl|17p!_t5(ARQte zR7dqT=Zk->e&z`)m4jGA26MX9;}W&D<~rMDJ^|5ErpyGWF483rbs%KmI@@}%E@(HY zM5LJIBXV*-^4M%j7yUWm6RKIUjgT*<66qgA*3(``#o#kB-JpcHp&M?Hf9?QJ7Rh6B z4uHW$#G4Ahn;<{Zo5HsTWw~mT^x*uv(d1?~2_m8XuTx5rF94?bEshYthOV4i%h2<) zSe)(8#@XnVk){W|Z$NZSa(Z{40^Zo1!hA#p#J`eRsv%tk4$17(xne~~W=TwdM}op- zqU8BJLZk@{)`?rm(^bXSz0_y0dM^A9coTdDQ-F4!9fh4z3^hD4Sw^kK>u_(KSNO>v zJQR#OL22ouTk5?f^TV0Z@<1tWR&J@}9w7)wd9-lE|55nRgK0bM2GFb4Il)92p;J3) z)N@X+@h_i$3`5v%H@8f1bXQA0@hxZkHG$~vc6a8j-}w3p2;&Bav9>Zr{Frb80SY8}-odIDNP?d(_%PYHhLZF;z{Q`+A3x4me!FzTFfR19WO0yfb0&b6V#( zM0Km5iTs~6JK<~Zl^H4Da==CQmGilQbtL^wuO`isS9CVG^ML~Yz~1jtrHa)`K1LW3 z=0JzPcN*>@#f0p#glb5+vvJUhrV}vshBDjo4o}kZMUXbWm+pP!)Y!55Cz*s^@{6KL z@6Pk1!xrb+B|f#9+j1EPGccK*!>& z;wA`9aQb^ooMF_d@ta*1fU9GZ6Nk7MyD22N{}2NLhh<(caY%Z@Atq+qm6%-lY7-?Qp-PG!@S=`dr`uJ(>qVyPwk zQyBNj_a~Ff_j88EfuN=TrfZf_@I)Himp}eQ!8Pwf0uiQgmkP-V^Ti#gAE4V6u|re}@-wZ&os*V(OT(wW&#H4RGh0RtD%v+kF) zi7e_|A+DmDrqEnLl*J+Y^8U2fW|SlZHJFe`|}rs3j}>QYrGX8>%&4;E_{4UNn?BSiEn z_d{!RQy+JcOfC#1&}uDDL5=BoFIxg--$X#vY1oibge&AL{F50qa^!y~h6ONDB8LvZ zoEweR0s@dP76yMy9uQ9=WpOUVDbedODcGLkLu=Bfg+_8LorlF-{;KB)67i7EOjZ2N z1wLH!TF;L!%*V10R-+0`eyBxI3`cYz^DD0_|K59BS{{W_^5BST9W5t}N_!h5m1Q$< zkkahMIKsDu7-55^SC3kR#5J>0 zYpTKI1HeFLzIgE+yvT${;jS1BG%YE#FlW7;7q{iWu^Ue@#`Q&t{S{v`ny8_a&lY%7BN#dM z;DUjZpV$?3Wm)6_2JFAc##C(XQW+KuL;2VAj?qPrhu!VD1O;X;1}WuiDjpCW%gw8k3Z$3h(O#zFAayK=LG^UW3cs3&cwCuV zcQZikJ@3`&ygHzvD}%;-$B`$uK(zY)Pac;*00aDs%tJ>FmZ9uzz|Km$0n?V*m1da% zUSq2D7#^MRJqM%cHUF`SvAV$GMKd5y+@I`)OEA(UobO`2;50+=s{ryPPae8bpn>9{ z$dtJ%W|cp)+kg^amw_wP=0)cRRF+N-`)0vARoWMmYs>AD&jw=yn!Dky8Z~;9?Rvai zNL&8lTC`n*rsd)u&Qmc-{ofq`iBB8a0GjgJ4*SiP9< zVseNM7=6Xa0>*phq~RuCJ!8rPetEYKo_TdT6{}+0fZi0pQU|eois2(5gyUBSdO$Pl z=KGN$u0dL-3sdW8Q#i!8k0ssI5Hn`S5q|W+WDia~xqj~sh-9A?sb0=PuP}Q-Ur7=< z_zD8uVs~~o<1JlS^7-a`X+m8C7q(~OB+T8&2|YUH2ZG+r9jWEbA<(;V?4a0t)3;ks3YUfot%QkQ&-x~66tP@Q*F!%2|A%<-rur}?&1H;c@+NOFXVeD? zSK7C{1c6$@$7am1L6n3g+mN31OU!ki!3|53^_Sgg6)B1z5#reK+8@T`BD?69yNvAc zTsM%Mx>~G8P<{Pg(xg>P8JA-c)+|EfCOPMyec#XG7y%y6o3Ls0S!sexwBexjtbZ+A zwKK?1ZBw*vPU3*)xRsmDLu2AroO5UheNr-Vgr!sw{K68#os?-9yNnuR)aZ#W0^TCk zBhLoi|Es*(gZ*$L1o=jTR`e6Da&N}Pf|IRs&MlI-P4*+fi_ZZlaKCup(pKmsG6#fx z-W5+T{tRGu8E7}}$lgyL%AQWc1^E=8c%py+0084o;l*0lFEQ+CexEII@$y(|8P8@b zxxCt5j6M83Y%vJ)H=`wIZBQnD-??^EW9v%M8&}=s;H^xA=Qp=GnVtd=#}XteEsiM& zHNg21uQ#9Nnu;bWK^lC%A}A^;{+Ve%46Ld?hDiTCH%vLmeVe)e2k@y@b?y+UO zpNZ*D3aj(gZ8bm9Y#`ckIf$>pMf?nM&l9IGUaD-g1K$(7K^$o^Owv-P&nw$n6irII z`r$mU@j=`~Mm-r!@>nx_6GYb%DEW*fNgMebfux3{sb++z$-lMt6Wm_O%drpv9`ue}QEt7ozD(R9_>ndcv5xNH_9Xbzaz zOVF+&@pUOydcJ34p{0l-4PNfxt`xB{~QrJ1A4azthh9+NK3RnznW#2ZRVZT8}d4bgFLv&Cs*y zT)MKFg$p+k_AzUZ@&u;2<15FLLtg)U(+Cz9FzV4_y^DM3|G2zc%+BeK-8NS9?w5yk z=lDf-89tD!6-MwM{;@&d_cOtvIo1_WN?e@`zxYp)D#NRmlJ%ny$x`B(=l7?_G(~?3 zrMA1bbs?RB1Eg8kEAb3j>$}(vk(F+sQ+>#BdQIP)=qWw{6+w&q7g|XwyOwJorXX_r zE&uG=z;#LvN~GO5Qnh{AAeZP6QIr$-2Q?L>3cAS4fkrMq5a==f(z$2Fu zu97`fn~7)C`zTi=LBN6hCv7^eJR;4fTwp zDvO7rF$*SPa$G8tx-HC?PW9N(icSne>4mUR{SP0@bbU;>+iZ!(_5gR2Jn~J(RUTa! zOmY1j|39d+cPCc% zmt{w+5k^*R_8YTlegWHYY-plHKPDV_b}0Z&`RplRkZqv2_ATN$uDF^5VB0vX6Ha+7 z={J)Z^aGlo{|FtaITFW!bbrBBQl***ul&=#?%JnqLUHYdr8eLrEG_yz0nMw?Kq2F3 zMp497|E`XgN2FMb<$VAjXTLr=DhlD}+yWV`2qr3QI<*mhcK6)S5*qP`!(*W%j_$P_zyYV+ z!;G5q3HKQ7Bve?k?zkWqGpq(CpFrZ3U7bRl$Bidrn!6AJu$y_a6 zD^f;goa`p)#dSvl)x(DM+=B8==d(6xvpYtcN5O$n^`z4I0BLL}%W?3Flm(JPjY|D$ z$v5y{O(%V7+jZh1AG+Ww&XQZS*e)=-Ash1fcUx*J#jM!MnI-C9KVi6;u{%28-1~n6 zpwf$nanwrBV;t`b3hq5~;MZ$oq`rOOM0z4yu~>UW8C*i_w%C_P)Z~2fO0mg$Gx#Ji-v&f}uu`F;&b52HL8hSe{!!Qn^76Q~w5hC_hiIOx2nN@3M_007(1#@#ou`P=6d>zM?*A!dJ<-3b(<`Da2@wl=sZ zv-A5W6x}TJCG4}AG0=McdUEYpiy?&U0Hu)268Av|003f?&k{WqU!tJ$yRX?>?_{PY z_bY*(P_!cL74EDzQX>RA@vMofBZULoR3If$u}EjFl2*xy5Eci4X5V^Vry%gS?u=Yj z(u#468}i6wPfBu1Q4lP_I34ldv{Gb1(?#tZ@miRbB?NXx#-0Xg8SNV|!4d!f0a#hC zltOtPPeI1Q0z>WE7nv`FD=d54oHpU`O7SXQ5<<(eejYeR04id&+8ATzQVS>cAg(ua z+MnGkvMPU61l&~gP$pdfN2gTx3)%~8`fZN`6IzOAY*|V~rNAGv`Lrnb_Ruf-v3hJ= zhRAaQG9mD0u_gu=8K8ytBW;t)s9K@=RfRx!a&yLVhy3gFNkD%-aDhqW`1c)0$OIBB zD(82yG+&zsOAWVY8Erp!vISc_0}_FkU$P-io96mJSvSe?sSRJv(oSG?5a{Q?Yy#U= z6wZ-hln|3CZi#5;*M*<}2b=s`a8G+RjYuw=FTsQs#m1E)qs1e)%?xj-$Gc=-_89Zll);ct%NT(eYw000O>TA4@s0000000000000000000000000004%Y BsLKEV literal 0 HcmV?d00001 diff --git a/translated_images/km/ai-neuralnetworks.1c687ae40bc86e83.webp b/translated_images/km/ai-neuralnetworks.1c687ae40bc86e83.webp new file mode 100644 index 0000000000000000000000000000000000000000..dba19d622d2f700444d413d436eb97274284071b GIT binary patch literal 331946 zcmb5VWmp}{x;2VRa0?E>-66OHcY?b+A-LPb-QAtwPH+kC?(XjHbAGJ7_d0j)bI$#q zd&iINo;~ZS?yjnSWsJ9#q{PMZQK7-q#e~1Bedqd;{Bdk2jFtsXTMIuABfx?aE=o$0 zM_!a}H&TB1oo@8;g;AVRvDgdQ|v~CxHgymQ+SKBB2N1%1VcDDh2 zLz%CSMauTTiLIT?ub3c4e1-rVeR z@^NyP=-%}8p?iCLy}Smr659h-L936dhlkCe5zypg=@noCa0wUyWPoacuAsqph1Q%K z&^4$ABzDdA!t{#rnse0U0rUr`bS;5gKx`n1w`vgRtxKz`5%>Za1+0UHUn8yrUvi!% zUjz?8Za^c!Q@{~O;WFj*^3C?W>!fS_EfAm#0ta#4D(|L%T-%r~Q9#x9#Ai7dg4dqk zKx?2=5W>fmbAEN530?voL1iFE5a`JDMgI}>BA5yKLj2}k)8z{|x(B=GycWC=To&vF zr2`M&3*NgXbE15@-xFRZpDwR9S3u`4uTNc*AbsE=P~uJfA?F2j29yDGffQc>$0Bo} zR!|Bs=DqkGaIOCYR0Og;;9uyk0)_x3z->_1d()c!F=zo00n!EbzJ&m7pNaN>u5ZOJ zlQ+cspiMwHXcdHUhJ7u#r@sQK|7gbXJ_`c8RM+LygTjEt4^40Spz1fG!ZzF2&F8K| z&=hFs{S}n)fN;7v1sVi+gJ^)SuZtIxji7tMqpk^1F9-t!dVicJE(OGa6oH&?DQ{g@ zf*{bgkMBp*IH3M((=+kY$Av+F^*5CF!FQ&6!8Tx4S1`yAr2G!Ln0)@224BIEt}0L+ z2oeYYZa(XObO^#0%mO6beC^`K*AB-#{Ou|s%N z#=E&lL?ZD?gHZpErf%L8mw^%9Y1(du2R}M|VMI-J|GJ<5pIDnaw(e`-$+0wPk*>pb z6BS~tPgFHnY?6zMuixU_IckP8J|vOd5vb0K>0qS0Yv-85ILS}ZJSfB*-ch$8M$F`c0?-(-p{{G1|#mo_@Q-3XEF;*Asd>!cF@NI_CK07$4*RKhbWy)R4Oi zYKc&@H{HFVy!abk8Z%$D22h{y!0ci~l)fet;_$)8me$Ju>Q|PP2zsj5xbCPf9AFH+ zi54=`mTRt>ou~>K>AqSt&8i?9)#GBAFFc!hpO;8^9v7qtjTXtP(3$kra*Djq)KAlf z!O>TbN!zBvp3^0&3jL|$X`%mB?ay>VM#Lh|VH@k!*c%aTlcv99ztqLw=8i8tROjr)b(;pww`w_E zU0tX*=_elw7Y^U`w;bFgxUSpZUXNX9F?o3%u-)@=@71&kx1A7cpOW(*=ucRZaR9($ z62wfs`xt(ETca6sUsbD*;drSI{R=_9OtlExELOx$pB;?Hb`(9)QU?hR9No7ny{J>; zFTyi0a~m#+3o3R$88>93(up==I`-6SEu1`ke=k`c)2jD*s3pJ6HMw(-$)`lJoL65L zmmpyV;GyhDcL{G%wi z%1d}3yNfM{Zhf-ykFD6!($NaPZ87PRSe&D_tWr41EM*V!^N!B*H<1g2oPNZNkNK|U z#G1GO`m0bY2K zZFMH)!X;nuHK`S5Ms5BR9mvg@Jb+wtU~aLt#=Z4SQgY!o5x}-_JwLsQSR0UOo^^-Ry3YXD(zLe-ji$eE8WW z0ozkX-&xS8+3N@VA-&vs<>KKHo9jt~Mn3Mi;{cu4fWOc{R6SR{(0L}&)^@l&tEA>Ts7XB#E036K@oUe8 z*7&bM?4v4F>AV>Bu+{h_mhL|rkT7@7}snI4m;O^j zPDapXnhW^O)G0ihJ2$b>pY6TA?c;nJKac3ua|T7`@BLsyo?K0cjSz5N8JE?(pNb-! z&a$+vJ6GokSW>`})AKzvNnECHE$Fpa?3Y=tbz_X%W%om zB4qg=0eJGN+!*tOU7h?K=^p*1eHZKZ-)evB_udWlVHqR_mZR<83%dmcA!7bq={b~h z1G@>ETp+M_5-`s`UW6O!n`1fsb_Lp4zK!s6D}Kz+X6%kBC>@w;u)kwcd}NtIG@|zi ze3`<`s%#K?PVovlsa?h~o_mTmz49O%9tQPI0!r#CWk{q7gMN~?);3|2IM<`+h$zmy z+}J~7NN46OP;khd-C=_vO@&mg{n=s9u7#tCYa;34O~F#)e)rlz-h`#tjpD(raph=iK%-_qa(WoMLnFX zMBOGTp^qOYN9Phgg)a$%Q87e`*#V4iReOlTV;lwIkS@HCurki{07em$i}W1E4QT1v z7Z)g5G1mcVTMl&ZJYJ`%_@s`JQc8GK6T(CAhZ7ZNtu3}}Lj7PSHifj;o{3g&7joUv zap(6f#K5EyVonSNtYD!LpWF=;7FuJXp5ZupMG6I_;s(iN)ofwSfZ|I0DQr&zQXnZl z_XKl`lgZ4*_eG(2mqE)9-&VHlT=05wNVQ#2X(ty69la44Gn0;IEqjZ! zYtB^D#?bf$AsL~|^Fhy5&S0KEZFV7@Ul6%dCAWRyKl0tHzFPQ`MplQiI1Y;29oA|S!~zF*GO&jrsh+5B*a#iQdeHqk?Vc3 zXL!8DtsfhGl8&}V`56{UWO6Pfb1JvYTV30TYRGhOKobhT7plFQbzFd!}jC- zC+7gIrUQnbJgCvM?>BsU<_9^8Uoj}Rq;NIA%o(SyKUQdQ_o~fmFB=F}2>>`Sxt#D7 z5Xa2ACT-A6hTq;KgeFN3j^dB0R9uCU_Id+uJ?#NE>J6`64Pyi1SNLKSC&NxPOuTJ& zy;ELt8g1=Ggz=YUn*v5!t8kG?-dryQ(7?i!J`iPoS0gR0UKd@&*I93U>3|g0O#gg} z<<$P_!3uYRKRW_qFrVeX=oAdZ^wcA?!#Rv9=yTiqSq~klJUSg4&Cgam`;pKV zk9+=Z5Xw#dJt_VoGa5}a%+t*u!YJs$C!t1-+#wTb{oj$52aItz z3JSMVGKS(%9Z+&ayg@S7!X50N63p$OHZ+T-9mdKIGjlnD36&uZ9CKZoHZ4R23#Yio z#+th_J6$vPMH!FupX5AU2SjZDD=xN}*7Olwk(6ycUJPiCA?6kdjiMaj{&1h`YccA4 zPU=3%USWo97*ae=T1j-nFpal}1$Z{ET_gdDn=bljpV#G*e5UR??KbC|+$LXHNl~<;~muANbXC=(8l8Sv@M@Rz|(f&g{etq6Q3_RkV zOex-AWcwTkZeJDkwTtXJ9H6}y9Z@>M^@bEQO<4N*rF1oXD0=wTzifimPq8~pm<`!^ z>LZrazy>TtW1a{MaD^+apYTl}=br+!!>>S9zt61IOjVBpx@~v-dHx<)8XiOXlHa>VftMgr(eg3fErWPAo_8Bq&PVQhhdl7y{GAf8T6;-tY$71N23?7jwL4z5_H zh1r*SB!jO7=V$M#odjl%wW{qElQ|Z>_iItzZri<&AuyD}hEDT9%>1lF{aSU)3j9YR z1`9R19{ylT5+EVXQoPbaLnCZAf!(tQ_n2eLi%3b)&QvfOhmyXax>C8#A6Oy+aQ9Rj+zkJzXW)yph%_(uybiv13GHs$sS>P!z@56A#d>(XpP|GY5| zWh&F&FnOv$OnGvQ+84x~5@9_y#@**>^DGaQ>n9w%Hk|UV1-!B`GLPXB^LY{@?MWIs zcJ_AJgj-x9gB{DuyOW@&m%74lW*Yt7ZOjHj{R~GxQ{It^T5^v50GdJM_JtFCf>do^Wnkq2ilQ8ysnN=Bxg#uAZ$!;ROJkf#>xtzLg6D7Ek#VdsRt2|oU z@wka^G5#JzY54I>UEN#VNLt{D1SB~NeGI)RAwS_8)IDOj{PV}#wY;5Y(4<2W10{!I zg3Zi+@Us1X0qZ`Y6`q@Hd9+E9ibdQb7fR9jYD5hW^!#bW8@}Z004Yqs4ax}gc1qHW z_`YAJkIW2RV5H1)5}}Xq#`*4a4Bn}^w9gM`wjh|1J;9dtD}{H*b27)Nd}FhxHNue% zPu87oct>0IOZ^RI;W^3nV$nDyu+CReBPmv+PjMag<9Tr zH0FO~VgIqA_+rj4S;-?FIo2{Y{F7bLO_71Pv1wS#DeAARH;3V7*s>*#zavJ2qH@Y)D{JqAz%-{f1MMK%`*a~cwzgsa5_%{XbFt-)W10Bq{1}Ss7 z*gO1W)L`d|uU@l^$}82aBw5@{NZtugQDImT$c6Q@?(1mIUk)2h-3EQxgb&Tik(Vi| zp}(VQuG({p6$UT{FW-OiPF7L><=;%z5lgq>mtnoaYA@7n*<@(>?hPArd2kXll zcy;5^;Q{s>CcFs208|2`X(Gkp%j8M_W`&x;HV}{cp3kYrOa%~?ZVwKeT7g#KwKkZ} zTgS&S2DgDgRR`uVU?Ma>^svdR&C`CWzgFE1Z~Y#ch_yCrQP{XEVLHlI>Q}!W^(VjMT{B z;t*NWjRb@>z4A}2*(tSr(>x0CTO>BpX8bL=PhXeCq3+O3rs=AVscbH9RL1;6;_M!$ zhbzg>-{5#7JR~K7c_Pf+h?7YFzCw)K>=OL5ml|h zs2$uv&cO-}OQe7bfwKIigA@kwBxm>C5X@T7SU!xq1+n!D2E6~V`dJ?lX!oSM6>8b7 zxC*TdqcYn}6n)NyS!~tyBo^yCuSm9D$mmxKbn12FQZO7Cys&=4s?6tzIa?7tF2=%E zW14sYY8o1k5L0nK>xr8}H4%iHUkAYdIKs;O28j3?C#>7l=J91qA(M8XMQLD5jpU3V z=}m#&`tHussdg4-$GAR^*{{Jz&<5@K|c1Uv+)nN(lVG3RlCHJ;P|`mrpF{l;@DrsA!ei1i6Ay!%YHX z7P)3^?`M;2ge6x4y144H>X*}TooXniXEO#BQ%y`y7k{=aE;$Q3s4aOthnEb!sP0GRd+rDEgeC(Sdh@G6do$~@&?Xc_$6PF|8zz)V@i z5hS2(zKW`)OGCcgpXM}qg6pS5hT|#=;jpLE-=p)M&AY)*mEaYw$}^L+1Aex(Mje*; zeIK+u79@{FP+r1umu=~$cqhcWuQ^+yzIufCU3>N@)kMGC`1q7{E!(~D7&aqoeei9r z?7fWP)khciSFYj-j+KS0gdA?mjgfOMb1}A-szlrEh^aQGblu96Q#AKXk{StV#DsNpn`ezJ$Zr+lHv=pH%n==&F3UF~OF_v@ z;FCy;-E>Rt8xg5m>xM0oDr$Ey-&Tx!(cLUtWrL|stwA_gxR0y=$n5C5ay4lU6b-y%l0_5q3KjWv$7 zgsi?T){OtA4*tI)-Tz{J&7aErHJ!h4NfVe~ffC0+wUIO|9Ylzq(+89e>Lgcm#w2S{ z=O8y(RjJg!8s(`>UpzA+|GB@96-1WWvV5;4<^R5id}~|m9Ra0_82TfRUB&6h_la?D z_Uh%U3dtzcup4BHg4hbL`>T#gLnzrIA-yuL2=;51WM3xtiJ3X_?Y-2edweU?r2v8M z09<^qLvrU|-?DBG&liufWX7=DuIRPT$W%BoFEIhr$yj(03=cc)c`%Qr-#BTXx(HPiuZ;0HpK-M^}tw@_) zyJ+rB_>>GkW9B_LIz5Rt;y%8G&w6eOp&eApeP6&3${g^OdEE!UIvRv;jij%LQ$qK= z6B|hFAAo1dUYWu@<7W_NoQ_mj$P)7mBm$VFA8M#H#_x9 zO3LbR0Ez+3no<9l-JT**UV7D z&bN}3cep>rF;idDcObj9;zz_UQaH__P+GKjk;Pg&TWW)tHUMY0a-oWuyDK=KK84U| zh9#Zv{KX9ZH+-|>G;^idMQIKvC#GbE&aO0z$L&=$s`V88mJJaBRSOIiDnxxS&-d`h zlQIP&dTb0Zv8}ZoA0AC_dTtknh7#)2`Uu1UyfZ#gwvuE!yX>rK;@CvMTEw79dCtax z5~^d#W)x7PUL^NUvMCClLr*z12VN{Y6L@P3Y;rpBdQ|K|YVzNFz*MHO2M15?-#wuK z0~tQ_)?YoRL}eX!xppAsP{tGLXIznlWXa;&>I6VeERbC9zw&y1zJz{Jj>mP`J&3a?F$^@E-aCEWjb7_xfh$+i#9b=2BP}s0BpuF(81$!8D)JLoS`k#S;_hIVVY3w8^nmDQDbClgnQ9Nb?dk1J;D1CrQqQ#!+&ge{dpB~dIc@` z0v6K-*KGMgf}Gn;I{JMJo#U#8Jd+#67)Zf|8KlW2} za<=ic7@cRA#&ecbTfk>}`49_#_;Rh()yG(9(94q&_*bGVut<9~h8YRTvz0D4#5=Q0 z-+=cYOaIZ&zx~J_Z=<29xZAapwKIqJRHiYqttDDiFfFYTWr#Rq)GH2?8JD}y)wJ=^ z#@S&+jdcl~D+(ug+C&pjB9Cl6FWsc~>qsFTwqNhE#%fUa! zSGzJ|s~kD^B-010W6BGxc$)CZFKiYk!^ja)JII!l8TH6CEAG)#HAGe7bs`41R_JxD zR&O&goY<%5z}v><{k}!+P{cJDBFiCe8U=8Yi851hn0-Z7R7wj9S3Gb!B6`MnA(NgD zBfxeLeD)Ik2gHRhF2Qw@$(iXaV?yfR@dtTvh@U*THa2@c6g88%JZdY{!L++?YrJ^Q z8`hNN=^7&J;F)w2c9&9fTa?ZJ?BoBsmCW?Fn$y&igN|p0BRwgWTwVNXW@cPh^SFH> z`R~!^h7|JxFm9`9mt5z-&33=dH|fF2VnIj!%L4dQ#kWu=bNzztMV%j2o-K7xXVOGkcCOf=HR^&kNg0&{=pwI!TL+vH9?Dmyd+9i(^pMg(`?kK)-0xko=sI~OwPdr% z+%WZA@H-Hm880vY7tZEzWh)34mU0LGFbIVA4(-D*Wa~CpX$#kDv2*uqmnB>HgG*gX z;}MK1c6S%yhE6`N;J+U7VEP|Jl04!e`OacyhDeN->cm#g3IQD=?5J?_eE7{SIi2c5 zLH##4tyt{AHFqtTx=^js+>FNyD>gUzVYS~G5NjTjWn&jbyU-eQJ z8|QlG41O244TdD>)~Q`Ud*C+hJC}=WUm@I4Tk+Zgy*0Che)9iC{_~ z#+QSZ2v#l3DN&W+t$FSq#Sg96W9w)1H(pQ>I8UA@HNsud0y05NqG83=vA5kFGid zKi4Cu8YktWyb5@))3Glw!A6@55%wclvI}hXxp>+cfwkw#E7vZF2t}cjeU3Cxd)CW@O`VvmPFr8T2h`h$V%KvVMsW0`#8xVvDLl_BZHv)7g*n1T z(5j3zkjZ^5KM(trR5IsYppM`99sM37r_qjV7AdBcU{${$xutF=Y)XoZg&GXrEYDp^ zYa0W+_oA*oR0iYU4U&N%R>=WUrP%jVvW$-KpPVk>k&H5NfKy2VUuhSD>D5)+8QCF|Cb}}?3M`z+{ zq`_7E+*<25;j!owE3VVFIwsQNC1!J()W(0E#HfNzzwdS$B8hRRw)<6G>aQAuO-6T1 z(}h_>cMHUAqE3+>pN*0RN#yd%{f zwo7mZ%OwtaRZ*?WAY9JWVXsF|K(Y~GmOB9YT+zg$9*rk1L+5&;=jsy;F&A*Cf~^*K zj{2lKFUnLh2ws6_0s>pNp$4CmJA>nI@vq$nOjqaOnU*cn-Jk8Mk8wP$=lOG?-M>8j ziw+5@B_YN**bnV#nB#Thu&}@WTq_*qPC)KSqC>@4Lz8=|VGwJc$s|V(C}@`~j=Ji8 zVYjsgdy^s0wvv9L8U^@7E4wvt7VnzAKy}9~@HO({(F=?yC@!54=!jEPX;v(Jxt&NJ zWu_TdjSe9B-GXV69AI)v1zpit6+Axl9~Q#)f*EnBWFKECg-!2w0UM*UQ(J+_ zcR^$NhUyO#*K#+lw)Hq=F+ZRBwzCLgx1dBpv%EfQvdI^w&kuJP>A|3-p9C^tl2i*{ zzM|%0dH=ZA*x#~T`-H?MC0%xNS#E)R-77STe~B%1WguaNu(^e56J<~0h_D2)4XJ449vfBuV6nLfM zk#GJ6!72n^Go<2*8{`g+I)We^yKF3BT~`O5@K}a41lX{D^Clne_>sauQ2U)w`d&A8 zmbfvu@9*l9f7_on7vIr7M2=eAtsKi#RJ}E=W0@7MZ+4>;FjzA+FQXAe%m$T$6MD73 z10*tOoO`iRaI5h9qRvM(Ad~!@-;rR@iqzD-s7)c zK9Ck;G8KPM)&Ki`1amT*eSJNFf`(?cM{)y#JakX#9XZCLKB9m1OG;g2sU$QMA_5_g zKybR^(Ay2o(z=8z?!ISwC@ehQ>j7}DM)5E|*&-mCyT1B^B>gaZ^`*iEpSU^>r!w?| zi9z8CJmL`rC=*@{Yz|KL-=KTGA_P-iu}-8-O5!8Uc_gk`1{{I5ffqp*oh~Dj97s77 zaUFWwQbMt|J!4YB#R;Bj&;RuDlyrnma%dmoef&OkBx$KwN5tXbixYF>4HX*UZCvxt;KlHDN-qf<_my1>4m({uwP%5cWHh%Mi6_aHHo zgr|AjSDyBs=%WsPsE=i1V|{K59;TCzwpz3!g*^EZq73VO*)|bcW8hNyX%ti#6>!sk zMppS*gVQS9kV1KHtJjwBvPy@I(`C*wx zF-2>;Q6*eQIZhh-FO33^L&x=UsMBGij|w6euk(|Z(WHep15Ov0;=+`HM3l1ml@%3i zBZQ_?caW+?&6QgeRyOnmR7J`10C#Wma|qC+cF(H(hA<5S*J;CvW!SchhI`KKL=m_V6+dh(Qmo#Hy_I#dDASXIpM_bLUnpt^th76xr$mp$AZxys2S@f5mLDa4MG?6B6ss;R(Q&LbuDb~hMNpJX z?3Fk`fn+%Brm7=O^7F|MZXphIe8bCiEwkRrY*ZCZdUeA(u>VpxLz7mQ{uCCnzbV_t2-p}vLRMou1Bn$eQ>Kj@QE;X z<}pC=C6KDKH?_}LRJ}#Twia%IFeOnT<5+p=x*>-`m%4g9l1kL>5d9$Yh=^s}N1n0( zIp2jmHQRnxkDeqiVzq#f2TZ1Z*oC9-t8mnH6vWurRQLasB-ohVoz9jKHFV~&u%!Y$ zQ~7RH7^n8}+8b&}%UvR)KlSiI;w5;8JC;DXMV?{*bEF2$F6P1O5gK>WMS7=0`wse8 z53w*%!^d>6@*Nj`LWgRJN5o^)JGa`J6EwM;m;utM-D0>~cH4UK7DR&{dGE*|z6!u^; zKyDyTFt`u!qN&Z*xOG0zwPPHfXz^dv7x~-s(!yzvoTYPR9>V>!Pp$rfhLMtBz3@o8 z#hHWxt>_*!KN==v+xRpQE#O|od4BLya$Ao~k7&QDlATW)tl^x$&G@r5`DX@1 zAVQIjChB{nrhtZpo~Pk?n?qHm8mU3F=^Xd3`^&4FUw9wmK!TRbCs8?G!3eW#yU*8( zCYe!7JXwgD1gFJZCC68JZDjLr;mJP_r!Q=h3EZj4RNFe`x#y5=&xU1cKu;k-Xc@#WxmKx<1fm{LK}Ih5 zQVNkIQ|bN*PK68s*>Me{`yH19=yd+cn_?yMV85cz9yv-jSARn2crxFaZQk9t< zhdIOrem7AI-n9t$nTFbag&ARBsc{S?N^Z_JRRPK}q>h0i>vsUhhWPe_r0HJSP7_N~ z?$cGer79=vB$D>Kj48=^6`y}BvW!WHh>v23xf2&-ihy+uc7We8EZaqL(+PCC=hbJZ z**_@fU!z92X3)x4K)RY0GJDEgvaIIe;G$Sob4ntILStR;Eq|Wh)a4^ztcYiV4WjU< zMCoZaE>0YfK2ZchMZnCoWl-%{oB!^g3wH=6#e1yi^R_WVe^ASd z1{2@PvCCG#w*K}(8W>gkuJ5NmQ5Kp>oh}iOo06QH-UvM=HD%8A)`o0bVNy-U0Gz$> zPWWZtv}0)myc~AL#tBBUKsVGgS6P3(8^z&7J_K}Ad|@n~-18#)<=xLi9ZOx=aD}d$ zgX#ZF{tfWf|9E`v@p?BR#Zm|`28{zrnN$#&1hA0VAv`F(zboIpb(*we`t3Cq?^2)H zow%g8#Rq6aLSByS`y`IRX=k{FM772tjY70zX0dqRxtkLpkwqMA<4aAk=E6Cagw>?6 zdX5o5sS=VY@5@(l`K*(KMuI< z*nnPqU$`*KcQ|y=7aR3XRO`a>&y9Cf>c15Qu%nxO$+}j(D#Sqi+guFYaA#0{Vz{n6 zu@*!3$CSa1Sq-By`F z-!#`-1r9X3+tIgZBePOgR@Rmj@+F{>s5ZEfJtREA1?9bfygSji$|h(vHoVrfoQ(x5 zB~+wpubK{`?ygvVpvC7272?y?_GxS*iM+eq^nK?wXQ?0V5oJ`x_qik*ikTyPj%;oo zmv7EhY4e+Xp+Z_u+?vyWhw*F-eZS6VywiEV;aQt@TsCWID-ro8nwM8z?FXSPpBqPN znY}!~ewR&*z_5mq!7BbB?1F<(^Sha$4lC(bP21zJOL>y~6E+#R^(V`OOVV)#X3;D5 z%DgN3J}DNyo1arw!r~-(R@-fi z<#`<}F9VLMJ9(K^u1^)N(BqxrMe$+wJZbaEUtFBww2=H;InTd}b^gJSCn<&z`tHk? zMKIrfu;^iRmilODs4bO2Ob!@3FnZ%k|q#{>0C*@}_ka zv#HFE7X_mBJ^9d|zrpz`3o-_40}{jXEulqkWPdN zs0qfogqpce`7Y@c4Qqv>^tegLHxyrRm0!Ak!ajw4M6J@oR&}zlssV2Os*yx+-5%nR zEvXMha&lzif4xxu4W=D2Mkrf4SCw8;caJ(5B?n?a(=|_o23}i{z|3t6 zr^M<3+$>_1YOFWcGS?vJ0ziNTN49Hp_pK}9bJ;}b#7z({w1WEu``Fm%Rz8ggdKc{g zX37$Jw9(#^R$U5($Jpe6)d2^-Q9cpFpWoo-mKX#yaQ)}+I({>D)w-U;z@}-g$I)l= zN(#Po%JrBYPF!bR*16XEXOHgT zG_^!g?CJ)LH(fg5QxA_&n8CDU;ev;PBfM4c*z4N2BB#DiBQ#QEZV?HhyuXTWWu5Sm z|KLam1e?>e{d9sz@tir=-n{VLaUe|o;8a5&OL-%QJnHbbx*r?+$HnGONqw)x>|npR z^w}L|VoD&{9!%J>+0izY$NMOJTn68&hepKrx19Gz_=t0o`W%(a$hB;T7~c)CWxC@1EyT7#*T%nUf&?Un@mX=?U0gKS~zC zO-xjq(e9vqcv5QruukdG$3To5oLJiJSW3sOwvx(-mHVz)S7 zsjLIsysD@L^=JwXSAkN~C~uKz2b4}0W1e#@9Dh}^iu@ipr;e2OsrfFb%>MMDFsF!} z>P3G1C7VlQoPj1bBJw_kl=c^YM+z3&Km1QRqYZr|5|O6Az!MG8^ZT!@fMYP2mxQ0_ zl-JP&sQVdZ5M|c^!!G1yIL4K^sB%3v;!keqqavwjlcj>35q7WFao;8)#j{xnkv#|7 z3~Uw~RGO=56oOvJO{fyKEAq8;HVXGPvAKdY$CjhP)5_t8OP9x0q6zJnzV2@3j%{rP z&zw&>a?CN;hY*&6cS6jbh%JS!4SaZFvUU}cGHRBNC;1~a48_Jf6ImeF-<_zj=nWrV z5V0}cyy>?XGr}#Ya|a6ze0j8&20N+v%bxe9GdiM>*6@eKX%O`eRiGH|sloKr*s1kX zi2d^;RnuYHnhVVo+~TevD8Sft4(N47ZOrGrB+k3pi86=(nCZk`nn%QW8YfFk7(&N| zz@VwU!pTYx-6uU2C9A||n(PmKsqzfDEjroFg%aQRzT@4@?&YUIIA;zNx@P;!%4g1^ z_@2M(W#GRS-ixs`mCe?WP~$0v7B;X)IYQw(6DK0JwlWCBw>4 zBxc32ydz|-av&E~G+XnN7Yiwu&wnOhDEX08S5W}`i!F^D<&z}c#UQ5JttSzZ6qru}}A6zujfYB}< zpJ~vkOYaZIgg@r}MplOl6I-UWtB?4Hi9tj@%j-aNC&@a{s=bW;{;s;JU5Bfsn=+}T z%zMQr?Xok!B+rY*}o5ea=St%eCjsbBTJn(h>A<><&qs+4FCaV52=~n6M zHwcxhKt4okzaZ|5r$9h(C?AitjWQ3KR&odqjy4hBitIT)j;ansVq?$wBTKS|lcKyW zW~ZaZd#YM#m^9-*t&83TPtAij&+?Q*CHXRn*X{+0k^fgw3A&G^^e~~k?Z{3@BhPM5 znyaY7r-wTNfg1oiG zT7jjafyQ_tC)`_vXuo>;Lgm;^?8LdUYz*m-!a=Sr&=WxEuZJr376c>)}i&a2*c|4>CQ>ZSbOq-F6-(KFb&` zn{Ir%BrT_?|FOX;a89K})FXzn+M<+l&0F~jrBqvySMe52K|QpC&0a z^unB~``dZGpwCR;PiH1^z;5bxzWn>jQpqJ!@zI8RCTdkM^|RiqKlih7Bc9mhZx~jo zmzM^mFHOGbldSAhsmF-UU;aoPSc_oBga_>db@m!WO+f}($S;3PKYSaX1#C$vOM%Po zy5v7Jy{98zx9$K=nADNeoNsb__g;T^69HdIwh)k$U~HEJh{~=sC`r4?5YArAkaTO_ ztw$l21)rmhi-DO_&Q2nPW6|KA`WjCm&G^AaObF=1b8KxUBHy}UUdD>meu9HJnV**( zT+hUlsF4$?p2%BFLj1NK8*RKpK-ewSSA%hMdfc;^Q~Q^==n^ppJN-<(;69)d?1%Ho zN02_~wfToWErtCV%f<}twbfSIWbpob9LZZy^%*Yg`YTZ7ocZ7XG7h!ord9CWqHEL=s+7Jl09 z{~_~m8A`jp9jm!Z;Iux&$t10GwKcG$W* ziai_kaI2ie1KIw2ZXd$YWH2bQqiUu;CxYCQ>7VPXQCl`CwOuKY)P6Mb9m){i>KS z=b2f^=*C z%}eP0N_5S{z3=GtkRbHkm{|CD)%FXHGpR90$GGnJU&md$<*rU*@1OZ*lh;LyuxzApaErCI-yC(5{|@TyKs8 zo)<6RaTN=|o)`qz^@r_I4Iiu4SVD3_8u&;wPhnu?ltZ;XG>Qidb;+OAv=W5By?tGJ zpSz{z1YT%#)=Rj>vgj7ikulUA2G%;wWur)|s2+;d$8{%A1Zuy^I75AX-F%xtr%2(G zBm6MsY~y&BN9c9b9ruD2!_PDiY~}#EASc^M!7Nq-k0h+Hgkvs}sK<)6jL6BLOf<5q zbAa$R%_R749rN2pVMT0>7k+<7N75!?`-)?*$DlC3%@{EEFm3gW`D3dN&Ko4 zvC_1x#c<~bStn~s8@HE^>+__VNtB9<_e(|9QZ0pck4slw6N7l?IoIhc$$d9D6Oh&i zvSb!`?BsAAv%;wP3bQyIYe0x|5QH|6!13@SHO{1*;)ZNrGqo}&2WfWJkv$D_%ge~f z=w~c8S8$VG=*H3O21q)ykSt*5kYEPScxYFg*F(Z*z@4I9=VbIQRUWhYuRJJqzw+O& z)-%6ze1&FHJn^-W@C)zo?ww(2&54S8WCBs{>&_rw5N##Xbv`a3kL1jBxtOGsCxat{ zu*`Rx7_T$CZqjRLkcth|qPD>rl6kE^y*8Q(O0b=72f5RUM_CEo7>La$B9U|<@)ckIHe^cWYF1D{VmRJy=tLD?5S+#|1zL6thx zn=lc_Pf8N1&E@JaPH-`a&Ay%qM<|P6ZqW8(dkIojmoY`I28R|gOXJ4Ei~kjyOZIle zNbWTvlFniOCQp4~=5FMKp!}f;Z3^U$7)(Pty%B@R7TKVa#azFi1*@lYiKcTj4mz+` zqr=iPdO1bRJFc5x8Af1R2SBn~w zUF-}q-qL_FlMxHLK)&t=>|S7X=3sw;q{}$I2%O37u(DX()rD&|K6FqAQJ;ko_xj6&kLg6ezL1|s$n^0^h%3$bd zYuaP3x^ro5D1=GWsqEA-#QAX(7)9|WnSEghFVlMw$IfNlt8`<8*oGsc^L-;Nr;M>U z%v@-gvwxLHFrrvx|7L9fO=;yKAT=FsP>0i@&0is>W!ee&KY%lTpLpt+K~$0BSK1W{ zwl<2`cqqfu9oAj*;_)LyUIN%w?q&}+;5NahJrPW~)!QkcBFP&4b3q)pOKGJm2wS&! zU115eRL;icMFQpsaon^`g5r4t;h*63q0ZCOM7P-tsl0Vl5aIO_OPIFej*=krFNmQz z0$!$p1MsuTOK~T7UrO@7mo7)*XJ~ye(DYK{BC&C4+!$;Fo1h% z1x@<#;j1(T6qK4(29inpTFa@z``g2b*1F9tc&{ipKwb$?83HSM7;WtbDn!{3OS`uq z&HGD#>{wNC-GF2vTaZ5K^8q3?WZQF=Xr7$eNS|J~(FJp+JPcC8xFhEOfio;nBNIO2 z>R=uPYqS&z$%lj@=$RJ-v_~dAMv&M6k zbAwId1gUZ-7;EJ3eR5W|@dVhna7c2w^A~NQ)s7|cTDW8Cb|+z~Zt*g_i<*6Hu%GO| zVlp&fpV=@4*)=VGZNQ*7aZn;E)R#w)TG(SdtM9MJca)|`OwGFc^dnKlF|oTBjx;C9l8=EIITg(j-6-evdv%}ECgfy=XBqon5gcSR3GC-~dYw+z`a(wL_7B^WRmJ>7(7 z6uiY1waSFftK;D2_>Yy^eb?q@ibd#I*6UzQS%qRMXUo^}!QX!dm;DvY`}fed;dnae zVzq)`Vu5OMlGo2!e#F+D*(zWk*28fNsqOJJYydTtp$LEf#Yhonr^OEz!UxEbFg$h? zl<|j|aHVgicT+ZO(Wi1EmWsi-sbEeM`~xXEAzUyxfo~ZGg71}zvI+2L3_D0D$}q`N z7TMK~>S+(%n1?1BZu-#{wH@EQRSu7={kWT5Ai$$$t##uY_Q($xC>!4Ush_oj+-pmc zBn_pJ_m9jd#b`}xUV}z|5-hvh-o_Fkt*CX1x)Nw+Qy^HBzR$d z4V1H(n#d(<2^py!@7OJNZy{1O?4WsQ#&dAy>AhlZGf2q)2Km8Q*E)Y>v|P3V@0IRR zuP-~iVmIkiT~Q&7S`a%YaqC!(jOIo1Ck|;U zb*Zy^N+37QbLR@BWoeH0hny}UfVIiw-m-AsBdtG*c=S{TX$D`^#jLe}jSQ3~CI zH2Y}rQ6~gg&yAKqkhXO$<3BYl0WS}Fb{|r~I&VWJz{!bRihC30(M|BtyE~<_p8S}9 zfDUhreyCzhT?wE6JY0(xl5Mp)nv?AivE`FGi?0-xC!PpF7dO3vXc6auAzIQX_*Jcp z9jyX7>g`o$jo{?#l0AuYR$$9^Y=q0iuTX&{0M6v?kbf<^|Iw>SDosNjqpKN7G|jSU=J-jw(}>o=Ev~vd zfH{nQJH8p7v&-*OslyD|bSJsM%Z<6aSZI+LBwf=+KRN7Sc9k0v6W2!vvc5n&PNy#n zKFzO{nnO3Ck#vqTTcIuR0ixG!q1A0Od{`rvf zIgqjkNCpD8odRI98EV4mVhz0{)a75FZxpt|pDw=>0ud3!$7(%gS!-n77{@ewCgM-4 zk;5dW(~fh5GLrCaP$myLWQN1_8Z4Q+|F)YF2ztsI3fV7tmKyRpi*3jD$b=-SA!} zhD>uJPUEq$Fix-C)u4}5Pn3%&s~*vI2Rb>);T(1=QHo!c6*QqNwzFhKv?fQqR)$FLqUBPL$;?CvSH$QPkRQEi{&6_(Yc&@$b2W~4 zJ(#(j0__wTf6@Dbo_qC3B=4G zme}b{A&M?RugKfj^_wLm%s4bdjO-dFwxF3o{+G5Y5RL2jfK@rrZMQC0i>+ZTDnn~k@@K2yN2k#!k zYuM3#Mr6n5eqtXNR(xG7zCd#}WxANe=pJcLlUH!5+asn!L*4`L@?8kxQk8R_#GdPv zJuxi(W|}5b(1aT-!WT1Ir;e|cL=q*G4m&Ed7gl-3Vd|EMuqZBnz(gk?OL^!+~NC$ zH7JEY3NJrVm1~W{LL;S;Ks_Ci(Ntlgww?$t_t~7h`GmLYq#77>f~PNkSSrrw|01UJ zY@s(UAHw)G&WK3+3(HLC7Ptog`?+e$NlG|6L`P6GlE9&T1m)RrHMybEsDi&e9Xsz- zk_k>6p^F_lWga{! zwRvVOZKLb>{ckh~VArzsHlH$lDkLwAHtNateT9i}w~f4W>2mD)7lbrXiG??^a2GfT zz!w>N%2}KrBkbhCHk&x?2OyJy__v2-P>aU}ptKSx5GudiBWP(|L7P<`0Rd^VN-Bi3z7zdTV*&MD&Ri#{-_uFbH^arNFh+$SX8AD}8Pb2W!?AWRJy!0`8MEdF@ z`K8&xfEbWUL1+mKEIP-OU&*JU=>&!+@303{=&LD#;$>aNnq+oE1_RElGgj&g871kr zuZFJ$qDP$%Ir#j~@W?wz3YNSR?SAVmT*23R1px^D(%nEh_@SFDpYY~>jgW5lD+7Vx z*D|0Ly;{z#caCQWJy=Djl0H1O`yYRlc%qTm0$6v2KJqyyL7$ z8gYJh=={hn6@@g;T9v(E)GWFxkvc`#KY9evnJnUZ^iU*YuTyle8P0b><0du47DVg- z+p-pqjS$ehJAQ#qxZj5yBFvKv2rveJZV`MOi8Nyon@)owdY+0$zWCx)Ix?g(+JKw_ zgNPSm_&r{Sdlmm7%t%JA7dZXNl6I<57{sLA@XL`6F{fr;dF}RM3gg2(8E=wG3QeN@ z#3z@^_4VvAm#14y#O7l(Oy=U780j*}@e^ib+&6_GE+X)nsbuM>ecbjb=bS0~Jt*-d zx*ntZv)2ZnQ#!Vdu+ItITuLKh9I0#k(DLc)puV3lYje@Cjj;|bH1wJbgooGR~XAA?x zOQpk^7;428>%*&ZbfC;@s|tr}%N?})7W3U@I5dZdz=t+)@J~qJm}*(AHBdXmJUdA2cL;CQtUw8_m}B z>6sSza-=+ExZz17(j(-0)%r=FWApV%3YE8vbD zdu5c$s(hxF7O~Q;uv)Ordd~L032OMYPjb0UxPI?cB#VNmR~k;3jATt?OqgmC>)e%T zM>IPYqo)^pLmy@hUTzy41efUSX(3Bg;6Hp6C77ze@ZT1*)q5Uwd7Q(i9YYB%x65`%7ZMuOW0*kh>UaXa$Wac0G-F`jd&Ghgz=1)Dk=`de9I6M zYV~xqu#Rk{!ufg0ukAiky3A_0i)=JY7u%biX5yc^tWwm(ORj?LxqKrICdmkL2P0^u zVPmT8ts5(qGhGy;vKsxMxOWe+m4ny${RDBvmo8r7FY7K>;7tpxtb1dVb&^0uyQ&Vh z6}}o1;6A0y9A88}xS;~iC;0iUd2sQUwc1$?)WvI`oWcuda^i86QJHc1Ij=;k6-cY# z7fpG+9|{O*PpwK*%Ji@d?fpngtZ5=$FODlMQ&cO7d{=z9q?1tv-B1fk^P{;>F~Byf>r5xalBHexy(WXk)}-2 zEY3h>3P_xLlqyR2U5`A%*{sMcT1{{(gPsCk3$5}za8NsLY2KAb^EJ(}F_kJ#Nc@hO z6l_cD4z~T_*DDW@iDk@E@e*NdP!ZeoJ|e$1FGgGCF4*>2r@K5cpe^NgA~Zcy1<-6B z@CTDqfoV78ad?6RnhaklizSQHYB6Z$%)GHJ4La%R+(ei+GOuw?p-vQICz7uk2Vvo`4gygN&O7Jvp zLL$D~&ifW3xYV7*UI3$Z zXr(2ko5Eba{(}+e)VHovGw<+a;y9qBj1)FU(sRFm#~16$gK_U7J*Cbnjiw;;HB}(F zjgM#GR6TNo!BlCw0{+uJ43~ci;p>Z41iR4zY~r?h9Yp}s^0wSjs=f@$(m`w5dlN2q zle>X|tg3hp%83MXdT-CHPxeNA3A@C&s@>kDho;@-S7RqmU#GE5d9dn%Hp)2P-4L-E zTd3mFTP_KSwb$bwk0&wQI{yUUi0{XjyVxV22u;khP)hlI@Ch8<>^CSv9T&cS*mLMN z4^aPNy%V;!HznU`I0{SXH+<}PRMGjMoiHj!)lr2`+MnLT#E2E5NcsiO&(vojxj z&!784dP^7og>X5zFh5`6;=4=So;lekO1^mTisc1dhp!&q$N zRL1BZC3KFR_?XPQOr22$l<}k!ssChSSCE^?$=rHeQmLe?-XXG$uc=bnd)ZDjmRPt0 z#CC{E3W^_JiQlT3h)M~*S_Ej;^DM{_?)HA*lrbImBN-C`7ZZy=e-ym^N#v?hzBfr9{e426 z#O9|F8K-H*(SV=fP^?ha$OY_BqcsA%#{q(1BI--QC5P_}vg^>%wlm4xZ8VDPpzNy) ztX2-=HdCAHPRD+dBgM-ehd&+`8!YmJH!$KBh#LlT51AEbYwRDV*a4exO;>mo?Afgn z$SE9+&ZAL@6P$3>9rsJzUsSz|I=S~~7!6iy)FEtO$F(&>mx$baIpxy3-xb{5LqnlN z?jD&o{=`{+!!lSY$CtirFotDK6$}8Oo&ie|T}Q$)Iwo0;?M{)i(`sQe1T^U=%cM)u zy#e+-k}8<6&oT9VE9#TD$~qD&l4_1d{hi~VVhM$nbR6(QC1Z`>w_JU03))JKC;N<` zPLz*38_gs7?L;x2*308Y0jk-4laG~^$-M_fVqF)c+V@z$&8(K#SKH%3RTKxmzw4XL zy}b$*n!89(M!oh-*>HOq(D?^lI1Y-DHA`l+VfARWjVz%{1TA}>y~#ZPmZOnJtPe@d zmh*OHz$xr`Dx6HVTIZ;pXpduQK#Vma?5s3;7SG{@Jm!%Jkc+XFr;i4B4xy)RX4jrm zCcRraA+Pn#x8Y8+U@Kz_v`U7B3-b^&@*(S~FRBgMB4dK)pR+4_g5$HA+f9crj#*iw zn2)jdw2@pJ0j%B4%~?ewCSh@SVzqOBrGfq#(7#%ibJC>Cp5)#g`rNtvrlH(-Ej#w_ zs}&XG>`}%RCj86i5?_d;x968MLDxo^ijsN`ok6D+1ln?)^)mz|n+6oMNfIUq_w2)d zJ^>4R&&syDYiX3C_|;=YHhkEe>pW-*J2q1USnBR$+4#A6G!!im#N92eWmT0z^xdlg z2LxGFcaA+B!hAGrgA?n0u{660G+X}XE*JHIJs75g*#8|scSt~ z5^&KY+F#_mRQ=chcrYfaUtw1O<$Gzc<==p7!_Baj0WUNmhRG~sB^w5!QqLp|p^6kj zvTiR!?(iv?agXLYrf;}E0EVva<2#M?DE5Zr8V~p?7_I{N@G@5qFpe= zlJm#<0nQ~3>==UQA8z1_$ADj_G*SGp)4VzV z7i|o{bowoV*{h52XIh>k+J@YW);Am&0yx08b+EHt>sh-1lAa=DbyC!SOTFv$6m!VA zqwwgD_tU)1*;rD{!7%m~w|Co`tt&SnD3mV|h$^3GX8;hX%kZi>JLydpkx$oCc z0uaCz<>j2!(AAg;ImvJm>BDQ46_Y+Vd(l1(uNj7i9f6#>&;%r|+i-=EvKIM)STx)o z$VfiN0>?8s=ULueWGOIGU%4vs5~Ny=k5)@oh}C)LhrY*z(>Q~tmpcFbIR4jBAWkNc zX8EqR<8u`3G?!2cIAI7~u}Y_U%Gk{Wc#dpxmv*R?g58WESh||Ox`VeT@8-u{pX-P_ zTZ-S;{C9Im)|`DK(P@f+zv_0$oUgJ1%r%Xxe=?}j7#W=5gDakJiO58EK|+X`@dZZR zs!DBp-8LS3KWJsG2|<{E&2H-uZqT{AObUfmZ%Ys z@$vs6UeFVnkgzte-flsww7}-L=Za>}d2%GQQxj1d7kD3wD_1e2q}FhM#|-|yM`C`w zqM6Yv^9Uv@78vyTqUb&w6r=OjIo8=DzDJvb#m85eI~kvC_`)XIW7-_^jm-811i{Qj z#YsAR8`VO=ZyA9pDZ*jLI|pmMCQtf1EDb=A|6DXh-h)kfhx?E5C;&ikzRMwG*vPNqj^dU_gr!wf&#_TL>CeG>egDkzJeLN(U5# zL|@uuI{9bBGM^AL?$AA+ig0mvM&z8d9CZkMZQYugTEH|nUHMnS$yP858zMuBZ}{zssyCbSdCj=mT_f_$N-rszm(^1 z8NP(0ZhZ5OD=hcG$NIW4;vA-k$zS1&(;P>nK zt4B%}hA)~ZVut@!M#jwYLz`HI-L~lX6ZYxmm+PgQ3hTqm-odB^b*$U3(q!bU0j!i9 z{3%an%(Qjrm>(0`VrZO08XVxMPF3cxE&QlPCNR@MS%#-n$NWsOzrTU4^c`aJrE&3I zrZu-z@DDTp_}7#AqQ-hSXIgd8+LKD17crR{JbjN(N4Rue!9P@_bolR-G+(`1(&*k! z{aDDzpWhgMth->(A2|8)`mP3n!Y20$DCdJsV#*=c3?hKC18j5|hm+c1_p>Y%8by-m^Y%|1mQ^>@ACE! zKV^>tm-ujfVDq8K>_E2~o{ z8Z#Nid&Gg(Tecw_Ag$Xdos2B+d;XWorn}@HH->^)E~8w_lC}T?8fSz>qoQ?{9ou8@ zB7aE{DzGdwM8PI+Iq0tfrNb5dpjjW5eDYZvgcjG9j0f@~R{9?gJ%*)Yj$5Mt(>D0| zkMp0srI>g>VT*;sAj9sdK(uLqULM($hx*s`+jyn|*%G0%hlaZhH zA5KH$$JwgAss_KZcZMPzBO)@?XO)7C?1C3Q5X-vVp_wm1r?Vc$J`yhs|_%)H~EVQl?o6*a*6t=O}#=McskFwhLkBYtFi@f}Q zo^@gAX#R97tci0yX1J_TG2L zs5zBkb#~lZ;%q1j{Ht;F&7rNx)Na!!?BtY_Jse$3UCS5`EaL7+9>hQKdP7-6SM>z> z%Ce!lr1FiFuTEdz=aJMXuibRKx(5K(Fw?T;>B`@@`hPz{gcz}OjNe#2`9HP88GqYH zu25??vFGP`?Z>%0oZlC&UOo{~;c=jCeRf~aXX}48pj@Hkw@_L(e*pqrWT`T`f}qF` zpp|CP9u25zhLi*~`=i+P3qOPjx_`Iy)+bTFXlEvA34qW(xW1`Hx-=fzw@G>OvT^?8 zS#2yQmH|l?{tm0D+D^1}^%W2jzyZBXoyDXMxZ5C>|HT&b@8amm_=}_Dzls1M%josx zkVBXYVJ*h`JWjIEC;RQ5=#ZYTcq@qxy@w`VtFac=KTQv~9~bwXK#_1jvj;PC#sjND zc>-K{)mevY1p$03fUkCd5@!`8!xv;6wOfn|7Nsc_^Mi4D5_> zDJS$FvK)p!f~4a2xXgqUUKYzy-Ax87?~#F9Lv>xmVI1){!p725YpbO`#T%GB`Ls+( zR)HkR7Eo~?az{f*-)_Sh+tL_;l!TUFwU5ruPU(w=vrDL@ijm!|=_OsFC9Xun(T91Y zVkYY91=9Jz*;CfqPnMWe?ud_IY6PTSek&m%t5ZQRypSm!&Hc?KZ{44Xi?oq0KaTo_EjcU;6qOM8uNRB;E{5eXLT{*mj&6mW}W6xvHF6vS& z+rI+zY0N~Rj%>T-YuYguK3#Y>lT+)?GILBbHaKcV-Tm6w>B{(r_E|Qw*s{y$wv>mG zX_Hk=21a_Q->y#(g8}R1unv8TGqDJ6lRb6sv@7zAsN_SSGz-&ca%BsaL~jtBO!{G; zYnEAGnl-HJU4zT^76oN>X?(6Iz`E4eA~BoUn_y^#z0)^m+kY?U3Kf@|$rEj_=l(UT zKA1ZD&2lfjprw9QjQHTv&p*-h4D!=Hu}4^_Xn)#R0gRX?blgaHAt0S( zjj*whO*nL;u#Fe>Omu6O<>4rP$$z%ih~hiy6U1*z(jX{OseiiJd$s!O6QU8X`3Z18 zjeKwAjh9Jth;(OF2VEwg0RmAqGKU4Y8wbD4I)Xi(s7S1qKIk4nUjOLXQ$YHSm18~4 zBf9sUDCLrN?3-eN-E5PjV2DiKD{Azt@R{9-<8PgtbPW{rV;yWK3-dl~mcT1u=$zgt z-XDW@B|S|Z4M*Y*{1m$eA9Acq&4->Uom69HSHoK@V<3ZON5F1ttj&q%XByajb*#x< zh*R*)JX8P@78<|~@{=G+sb$VlA2Y2Mo?)>aev`P`e+z*Bx}`&JQqJW;56>O3eiASJiJQ)f^_@BUaR7gr26@2a|`Uc?J9Uw z+1Mg(g+%9E4O%(k#IiM9DuTxRCOn6eAzwQX$>)ha;~19b zBW~sz3&&v#&NucvKEtQkWY3=TV3b8R4tOyr{@-hy_jf^x8YQ+x*e}W#>ZLPS1mcD% zII~>EJh2>b=o$u$%ISRM5k$>?mY7dIfer&AYj*p*4$5z1&+5e{_b<*c`?gf#$UtUdD1|)tdsiR@ z;A;yxK#=1s#RVE{tqf_#2t0Y&*YX0Yzw#RiIGx##kTbtDOJu9}X?2NB=r4~nZHm8_ zjib`_d%Byx+NIlGd?*WRn%t*7%*u0;#|MI6KnE&pgY5wM^h^P8OqH=+StcCkcVFq@ zUO|P>?UzS!>=qA(MS0-~3tkz>y`Lko*!bwQG@CN8b<}XBO%dEzCaQPp1wj3(Q2CNB zmI^hKk&hOO&&nW`p+so!{|fuC9DxUs{`7s*gkHGHJ<|iKK2u$FhjO!0e%HuwoC2(S z=;}&1^V*(QD^hUD>R&XiKe}ViQnT%TvXSnJzLa5rh{uaT&v87KzK<*9$H4Oi3MS5{WKmxJ$R8GIgTW6*Y{xq+X8l)lLEUsZFE$>39K z7uXToG}WZ_sY+UjFIzX+nr~Yn0d2;Fx{?-?cGpAl7C?SmI7${q3-l-)u&n5fp0wPH zS+5U9Q%T6f#>@IljQ?FfJ$`O#>k_H?0?s9U-=u?heksz3OfqLF8B|>kL4|_;*|NkJ z9|oK-tdsnc^I)yv@gKLDVH9i{ zl+DajQ*J{Qc{OinUJI4-x7ndTPfYM77P}*_4l~QjPviQ$wM?z)ojZO$96*P};-e}& zB)F_qrZ~K0i^EFy#}rDv1cq}8A~t~e;qYnqyN!kWanZKdM2PNXT6jFeQlnc^C5(?Z zW144?M*$#r^tZI1DMN#{ENFe=f>BDx*{sNE-gPOM<;XpBKK*Xp6$J6a>HE7hD0nD@ z?{smdo*1GXlgH!bD{c7CZv?qa_07m-FLTtmNt(0bz09{`O1-BGjhmol(eU(6xnshH z^>qQV)59qvwsU@mRGp3O%&@Xr?Yr?Wr(B9Q)#WnqXp^M?f=oMsyW0*@vj zXZh502l4<^zVGvi2azNxS*7I(;UNbcYvk4j3GyTY>Myf_namp~5WQd|-ysAH1Q_w- zKFtm_0-VVotF=j6acwFB5x%3HIk93U9tphUy^0|%+WA>Rl&M64a(x$B!qn0Ja`R26 zH-}s7lx*$xi~FxQ=`YDnP*EmK*O43}RA&Pejm0Lafin zCBaF{KvpRDeWuE1-CK5x#3Y-({wv%^0}tdVih3pVTp3thl>J6Ub^0Lh+RDp3Q=V(b zon~%@R;I6YD&<9ZSU8auX8m7|#EXlwi_pr-L*SFu{S-b{kO<2XueP@6+=|ro4<^lE zfXmIK(8)d5{S)M)-=;3l9(oXlK8N2;A&NZW)$Z56_skxyKGuD<-XsMLpRVFJyD(S# zv-BAm8OT`)O-=f!ABV*mC-R#zug83qVbW6eL{2H8`*A^r9iem6<8>o^lSjMRlW zNr0rZvfb&++b?%qLrgcF`PVmuxv- zn<}gd<(veg3fF$zYEiGd1U0qKVV1tC|GJ%j>&5F2yhkP8`;4Ma21O=citeB8V*mO$ z`r+Hjbt!K*L;eahIsl%*xV*=TfmHPe1d%%*_5=KrcF=xA?A@GN<^putZ! zN~)9O9WtH!0362m(Hxp^ii z?md=6t$~Y#V&|2%o!;<1@2s5S2_VKV&e3omGETk0y#y%K*E)*l6%ZS?<_@N&U5kHC zh)nQ<5jrrf2Z&P30dDD^%l+L!^N}ChDU~g!tFa2MJ-d`^U#0#~AFPd%ch-wu7eA+@ zRo@m8ZeB|(bR?M-g&VM5VSZMXOIx-iyh#8m*%!oI5?y*<9eVsJu+oecv1FC)Lf??J zH{TNbKW@r|V10_cgCbmJBM0C~@PG#`SEJSZ%Vn|e)uDPnn+wtW?5KZ7`yCEdvZXgf zph*rLjsOAWG->(LI8_HGJUb1RJ8dK%phI%H!tu-EWP4|211k(;y~&}n)14@-?Tqqp zQZ3<(Qdrb1AP)RBdaRZ=duZW033=KQUk(dE&C2mHfMu_I(dS3N#LSDgZIwa!|0vRt zL0lU_dTTr?%8$L1+ZFKJH}t5?MX>81J0&>!MS&4)2<1g7z~}Cqh6N*(W0l>S@>V)O zE3|CZ0*D33so@cG-iTI@j5HEYjb&no2<5g?XSUw=fi@8X{+`w6#;D(xu^o$1JGVnw$>QBk*M;#*V|V(@W6kNefOHiYyK|{KXcB zcN0Aa?IYb%#3&lekMmR4l{NJz`=QU}k!xQba~E5gqx}zdV6L}5vpa-7aj~){brB^v zgCBX%Ofc<{WKBL@y1*V+&J+x*0p<#04&Zh^46LaRR`qq|qFuZKiX{%8YkOoIY2ll5 zko`b>*inMN|9<3!k_frlB1MW|rd(+!MzE@(7-r*DYLBD;-+D#7|iyoam)I9_LAj2*C1Ink97?5K+Ku%}QwjpnrM7 zN0#u&PjOIwl?DL;YJ_>mj!P7cs*Io+yG8lR*3kBNC4&ki_pT4dC44-9Xo^b~NK=^) z0{lb?9eC2!$+m+f3HG+g{qVME%=fa(wVRZ2#6!>l{nD$K+9n}N)@UCUfj3?@Gz@}O z6S9f)!GRdz%+Sf^;Al#SYl3sqUM0w@t{~WGow~2embS%s@dK~j7Md5X9APUhRqz_H z>6a4rXO*!Fx)1V}=^rQ|bCP01zhLf*>uHpwrZ|sVWn#IzeVxK?`Kumt>`;adM)7LR zHMYTvrJ>*PmZ3ay9r0qH3b8r4`?dIrdAdQQxP&*!1BvpGX)6dm35F+I51H7P zd>aG@{sc3IKw7i5DMcc;i`L`TCVGHoyx z1KwA5aWjW$->NItK9PF1Z;?iLc%rpE#J*4U4;PwPBnhKP-|>G-}b~d$%e0O zxKl%C|A>Ml)Ci{P*f%Qm{(kgh3Lh}Ag9$D`^^}K4#7CdaUUiDPWIw|s#ujPl$@9yunJuuXuOKa-dPl`LqGIq;T{gen%l51!zBl^g{HMwTobA>S*sp;)WFiFXPIvxRyz01BCJ(Jts_v0x z%b*oj--zaEEfb}9T@}xu%SFzRTU3sWv;?Sr0)q6G8)>63S+k8LnVHx$}7>zhhPhIh$V2_0KRtRCugc;+`}DXO-=P?FKve5OtrZJHEIy4U-a?cZEs zIKxcf0QZ+d{MVuAW?!@!sV2XRlj@=HXQEBIBC%Z^2_hqU{p+mxM-0MFkTF)#MIbq< zh@toNik%qm4*%Dm-am5$Rh%$0uQtbUH7NOeQQhN9D>1!OJi`r)nm*3tIFS&W2x?E4 zC@`VDhZ5V*!k+T9-uqF8B4m8ug7BM+I%kKBfGj?hMSz$ zrv^`Uo?m)8ntR0eG<`x&KW4`_VC_r^O+xV162)vv*{GJaMiP@pX`0x_9EKXPnql0N z1lr=ydT-&P_%SU(!Ig#Z(<#j7BxJGHU)$`A5Neqm<#Tb{+~}Qw)#d)P-6tpgF&g<@ zJhv1P%jB)Fp%dtFvS@0Q5rw%gV&DDTp2$tzsocmQoeZFs+ZHN6VPRZhSbnJP8A7Sz z@^&gps-Y0h#Z9&wI>e|>ksy77FLZ_7r2B37Vi_*K`)|htzutZHo#3Y1{GQRffEt#W zq>J#9ut2bPG2DyuILl3neEh6Q@`QUrHg}6!iOOHZG*>s~D}p?a*vH-Uskx~jec82Z zKg(Q>0^?@r-j*^MqCP8&WtGn~KuYMrue6BF^7+(yROl&EQm|8Ws)zlDA^qHrpYday zoG7+Q*}C3grB$r43#OCVa1|L+Z&oOL|9;MWlfS?FmUylQ;h`i{Mwi}HIyT3`V&FDx za%`r8bM)bEA%SU_;(OEPkUYIM5-ani*E9+K28zU3+3d+IjC$#&HShJe`cIl0wpx5f zgoh2pS?STAyQ@tia8Y5kF8l-$enn|v)RgU?(lhWb_=NA5>;8n&W!oAI|P+zrc z>#}zMa3%@RckGV93#tbsGE%qW5)FJhAQ{zGO@HDhG#ESsvcS)CqJO6U6%C;NIf9u2 zPUP{$vDHd3)d2A`kpybld`@29RvUnk4D4qoH>shT@9;;;^~ zjJ0TKY(2zt8V(o@XL_WXuR|7ERA@gT9uKdauRCtW@hG@%A}u43>th%-?HlkXWCoHc zz}XKQJQP&!q`CA)@RywImZdVV2S%_!3Q^U{O!h&(b9PsZlJS}?ggB96vgcNbnHdj= zjfS2Uu`;~zS!2q0O$#JNHw%1BPA^>M)_Rqgj?vxd%-C6PUy;lIK*R{!=6fiV>(p z*@B>|NH3m^TtU-5&8Lp2aJ~WFRBcs9!T-y<0UU}Jjy8j?drlm1 ziuW1(MG=Vk!eH16(X7XwY=p z+C1~BR{q=;1_pZ;Q4$maHLBPF%7ExmTb*D~!nY|RWrGsgfNr&0qQ?fT#W}{M>p*tJ zRv-Axey1R1A!UCNDQaxI5*1z`vRHK&h|f|3p~J(!QoOBQMnukmnK>XsuY~GD{4AVVXXCA>aH$^P=<_4cR@E;j>H%p@NCpi$h)7< zNNY4We?b1xiOiSZo`*Ybz`${3o)|ovzIl}hQ^eG0c(1RAqC%rkQYnO56h)&HT;zWG z?S(hzR2p|qb`cEsR8}9NcQ~lo`-pR{Kbh|`zURU3`CaK3?9h`!$2!)K%Xe?-4s+lC z2p8iK^ZGn*D4>JSSkc*!u7xBqR}!^NRg2(M`^X%`Tf9L~WaKjk+5e-Oy9x(-6F_3P zaFR>$s0)ijqRC8U#zDWQ>{}lNe^4hSC8~1(jdm-B#T?ea$Gmxn5`vBL8(aUcDfT~l zlgtCAu^;p1$^)OQzlHmeUd6By0du#w4aXFl{j++;)|ccyT-FB4u-V>QiV!H*ucq@B z_*v;{5<&ep>gZobu<9`wIB0K_&MWcDXbaNO#*x8*VH@K9_sPQT^)LTJv7o#-uy*2 zL5E4WDuUj8mm^O6e(x{*e`&DXtHPQlu7oMQ{|m!W5g7zs-at3NC2GtJMXrNKiZDd zn}~jvi7n@CncL(qR3G}vsbAXhJ-Fo|gk5YkSzp%&j{-Qd+kXq`<^-=xSY`J!QWIbX zVMPUXyo5<6n&rY<=(qnqa@3f*(XZGHkxD#&C;>`~nn8K%0T(RQv1H!&>!MIq@>Sy( z!cBuW(HCQk@GtZamdWCl`oC?-MuANnHT88`($*_em%7TmbS<{k9NM_RhOx?tRft}c zT14hH!tWy(qn|DPYk4JaJRM10PtvjA&1#G;D%zi4Atc`t#A&0#aq2~n@iZ+sTs4%S$uUkJFG z#?7?1sy1UK-RZPz$^CVgAiWWTHLs*#F*b2^5GX1V;pNFaa#EP8PotBwIuWfnK zcqv>(#8kpwX-}yXU1`Us^d6%4iY_kd@%cHD1DLLr#$*Dq> zD0mEa{~rbO^g5EvIsus<@^C{CbKH9$%bR$bsnizNXP;A{Yb|fjw~@UHm6V(TO1MA! z{KEhM000BxyX0-&a#8mI1^&YlIAM!L61DOpQ9H@8J|NJY(X=j8>(zdGC0u`eotbhr zrBw*F7qrDtz{+{W@qv;+Jx+X1Q$riAzxa~LsddBmp44XIZq8Sivkh;#OTv{~p6Q#y z^fb1zJ+7j)1-^1)Tr(V6CcEQzt=Duf>>B>Bl*B;R(nZ^}c6K;c3M;+!H1DLZS}1HP zch)=V&QAS~!p{d_!+wV1;bejNz5X?q?+AsOhL_>lkj(=D10*_Q>!3bC)P^yc# z)7)*Qfe&LWs99dBcW~)|>C^IQV{H^A9KZ3qPizS%VM~d5duRoL#|K@ghI_ObjveQG zN$|-i15)*JxoB>bV?h{fwa(EPK4r1S&ra5>(Y%Yft*o(((0-N&Os3_2<~Ot4Kng9& zM^{e=_FdjcUZtFUQogiI;ZRHh5-3qN#R?s+1N-(2@cQ6rn^yCOx)ZUfd=$y&biVi} zw6)GW@k4wA={dq)&TI_JnIBalR?06xEj#1m%_W?BRr~7HC3vViVrcXAd_vlbQtorM z-1>RGHci5*Za29P*4lRJ4uMVw`lv&GG9fvi){;5w(ZOoV@_#hK2VAfR-g<#d^o;oH z`d)V^k9H^n^(zK3?v-l_Fa_OXxD4f>EtHzKe}tOyVfJgt8> zgsJ_^k~hPzsEYlo*CVPLo?6++{)br(8$*BI{JBDxBu2;oL|-waLdASsq-9D%Ro=B` zxN$9?%|yrUo&?HJ?&l#xk>YPHFNIGlgXF05<+U&3WyqLu2UE{xN1jTi0OW+W7-fiu z5Ls-a^4Rq9A-a5d3{>qmpuK`*urL!Cka2twx~(8DfG(z^imnjS&LK*JEBqZRbNe%c z1~F$P0*k`iU~k;?F%6xrSvkMBMq@-+|CLHJxCyoL$*Pj>6V*?vLHc&Kc~}L=2c-#4B;F zZJfDT+x8QzfIW|<>`FRjoycGm0aJkgnMaQf6WvEBz9Pe&VF@9px0wxdA5<;(AVQ<{ z*x?~LnrNrt(5t7o;k)hz8GZ7T1`D%{JHr7mz7@Q&`R+At#5NmT@r>B4a>pG+9o5J` zbdQct_tUo2bOa5ZAc7gfpQu9xC4tGfUgYcl=x@e?V}~1*j48ht+hC)D?dTIvH5^;C zmB-DPeSTslKN?5?SS`8W&wfx>5ICkj@W;!ey@V44K}(V2ys`AwM~zhC;2nIeVoqs) zuuEcR;wH?1=d@GwhFq}u$p=$M#B8QkRn^7H>tqHhdn=QVy_od z{Q;b1u14?kk&o+Ch!Psp^9&@lmYGDaZF$Mrv>p}Ej*hH@o#`d5pe@ljdTEI-l48WY zH&__qiTn_;44>1MrE96G&6LBUTWt%?)LVG1Co1@XP**+NS*+P z+a-8;(L@6P2qQ(-A%;2dkA}$fJ_v7|o63VEnH*MbKdyI@+vfqwrH0{7lgPZ{*pMK$ zm?j<&p-14g5mKm`Wv==0+jn%@qLxIUg!qssD3ql0uX}Hp;S0S?9sj}bG=kUu4T}fB z6##SG=_No6bf(JrVCS6gseQ@R5VH@%hrEK&em9@FZ|Em_Foq!FYD8>s`yIqg<~t457%9? zqpu$fG+=0_|ymwWCl<{pC?+^XSY*4`)7y#$mv*)CcF=pL% zfCzE0K3_V3xrN28W|5s;>QF3|v!KdfDk8aoc2}cHt=>$XZtUMw^so@0^X2tunEFNr z`(6n|<&Kq=6?Uosi4Pi6zK4T{RiIiw3k_9o8n`DBwoNiWD2CPk0%f48^cPMYXg`)b zqbbmYWazzE`9E`E+?>TTptTefbCm8b_pdCfF%U-gXQjlY3waeP5$)^1t_6^e3jnlk zMpOW6o2RLG;{Od(GR$Fxr>;Ei(t@K4I6A zxl{**Nsk?tc}pSnSmbfYs(OnL&GGJg3G!=Nfy@SHa7;zk_X@O$@E{5y01WqV>(TJK z4V%B`Pv>KGcfFV9I%R`ebReK4N-;*|(2+%gkjmH0)ttP;D-bR;fvLTj-dLb+1Uyjq z&tr{T+DQDiK_8p5LV5jwkVleY)%57bg?A;6c6ktR^mv`&859aj)#L{xyYXBs9in($ z16r`6g)9BY>#*5BlYbWh<&|Kqp`{P4`<18z&&stx?==^x6B=BkyVh0;oObsCklY z*sqqu7_SirSWQ|rYU}=a23FssV!x3uh9&14Jmxhr3^L5ZOoQ&{-(1UG6AO5?JT+EM zKqphVn+X-nrxKN#)vSyHUJfW!mp#4hx=;mOgy`Ld&V?XdHCFmt=evC zw|Vybysv_4!>!F6FN(cIUt(R9H^dz0OAkx*?}qHg!X#;!+QtCRvm~&Gk?K43mZSr2 zYz+*HKY!vWw~_@5Kfj!~5tm_SAuyX%LKlqX)-VK0V?&3ck`I1JNyPipS+)y*Sp%Xo z?v>kJS0WE%(F{qMe^BWA8g6t+Uc>JKoZuY%ae_m6=-wb|-sWR?<7!dL$HuqzBW*l= zB|SXYD)^QfY+4O+P^(d6rvWU+$$}#RS}k}WO$(e)hA_fH_K(k?cJlKlI$)RsdwT7O zAm#({w>=tqUHqZN(~BH&qaW|q-p$xT!Bz#AZ`?tc2hGwL*py4D=)~M?%Z8dEtt6$aCgtO7m;~>seR_E~pj!D4Xycxwhk6g4J+JUYp` zR7h9zPY^RymW5;rM<(jSdryZ;@Iy@i{AS6j;A0azoIM5m(UjR{2 zYR>F;f$ax$*|T-H{RzFKUckAO!e@-&AWD|Yc zw0z&|a>4bN*82L~yGxOH81@TV9brIegP9>0L!fQ@xi$YB4WG+{Pg14{l2NDy+~wR4+7#Til^B58l&v?oW-u`>9u z-H7)|f0=$K!RDhCD8=L(`d?aw3n|t!W~}TWuzivc04SW9Ui4QD-T!Hc(&hn?$%>-n z=^y`?4oL>$M30T26GI29tGh z>ml7w*eb7cy4e5U-whU4tuQ&FVOfwx)2x(TldJ=T|8dJ6Q<21sc4(dKzuHJ!oup~z zT{DMk;SSp^zlYQmqn{xbN&_n>M8bGU;{qRF^+JdO@G}kYO7-H^V~yM(icc18%5hTjr-C2 z7|zrWg=sf0(44bRS*%@Jc>`2jx1F~!ZNC8}E3C$+KHVWj1gC4q352{^xC7n!W?(zyWMo{X zG3I}0f#>g6oChr+SA^LF8gHmuTT4B7ptq^ zN&Jl0rDGy-y%(`KaoTjh-kVgGAgXbk+PsHIC`Z8$>BFD_;s@9K7qjSPVW{s5&Fo2lJY-!-imM&3A}~GnGg*Md8t30eK39r{ zz45ihn}DD$bGpr_7~;O_>80zc`G|kRLXj~l9R0^x1?-m&w1C|*^kvB|AMYU)tkXJ0 zdWYhZ*Ai42+?=w=xj64ha+z43ipz@NF53x(pT7(66 zEi8=Orr_E;E2VW)qGcGk#BApNrp3C97CoJYReMi^wa>CNOb0b-aDjs>TbBS-Os}kd zL|Ebh^~fPlP?ha*mh)1Hm7I-J{5rnZ$oJ*>W|bPUr^j_#}Syr>G#MGOSDY^-gGj;*@1Af$K{mfL8qN=m_O+*ZSDs(~#d#`LCG#(j+H zCD^Gfig7kcabwaGxiV4Q`Ei0eAT`_BTClTl7hCnKAUT0%0yM6PS0^fIb>sAi zwpNlzVwnqu{>N52cd;R~``x)2+B#koktly4uk1pFPSpU7OqSmZ}QQ4d_avjQ!W@)y$tOt0e<8O^bSOpKqhNZ z1^H)R)%&qbyA>0Sk2jA9eCzGLA~~?93bp!)lX{7*Im6%;)k+ z139p#RajPC^O;aqi|exD03 zfV0P;y-9@N#xKO-xVO5yif7yhZ_3O<2!KYNwSZ_%vBpdg1XmozQGPQy0}PS7R=-Uf zuUNN@9NBO*m4yH~{7g;v;9i4N45q%}*^|jE&1wq`PU-u0_p4u$SU^OZrvazsUYy9vTf7 zpgd-s%zH|jfS@Zd9pITEAzM%M{&rqzcwUfW{Vt`uwR#H?WhvD|zo+)Bte-U=v^&y( zq%B6v+@2OM(RO#BN$DBFY#4;_?(XJ5i!tK^YaH7MS}}=e-GEu7>&qsqbhI3h;P^}R z_FQ%FA!xZL5%a0HT{|aM7o!Wo{eL;*v!{$?Si0*$-R2TxyNsq>`NfWL0RWw2G?yi! zvoN#=n$s~ZcIeMN0Kpy)F^!~dGZ4W}wu}!btR$ILXYQKZh%kfp4JGltLS0KF4$)7) z)_?1aWmmxR5B+L)k?JD!o}Zo<{3n&$Ae(_Li=|sf!dHDyBUU{K7MQz&g9$V1K-YIx zyfqn0Q!L!Lj{s{nAC%$=c-{6ceK8fVbSiqM9Wg!QHf55dnGpFX$LZHLXx-XWb6Xu5 zMSJ^Jv~BlVkg+?9#@TseB-H3}fF4M)94;qpjC}XeNk7+{WOE#EGSdOyBjN%JZ11oeY%4bCD{4_lsetI zu!Mqi-)J*}`|g>sHW%Rrgbo>ipP-wU(7WwgMvjh&GN|rQD=!vCzouYMVQX$!2^Hd3 z9^D8@q+(A+ptkw)XtL@ck0Z2t&IJaMh9P%YID~q?u69ONAZyi?>9$R>gyJ zhyM{`(*+-qp4V&wLf{KP0ZHmb;`KwkY&deRBg3XbHnqbp_<$=Y%bUA0MaMxo6k&cA z?c;m4+rMPnQSbv2Y3NbEps|HQo=1ysQXprUSe{%U&Mj7X%rLQTX@~J!vk12zcpF2IO^jz=8Zv=`E z%K!uckkDN)USQooJKC51OOj$K40!c!&+`w*=c%;FEM}KRh2W9nO2`TzSrS?hwBxOD z90YvH63E>1d6sBdyaCHl$`&}G=R*g^gyxNncXzsH?Ji(N-*iG|8_GJw=2^+|40Z2j zVxkbUpA;X|*XntF@5APAiBpnBo&{h6KEP*>*6XA9b&azK%fq=k%tMtpQK8PliN7N)3aDC0JWU(CYWV@%#=bzJPyR9qIl(+0KP zY&$hsORY0GY34T0)f(O}(7)3-qv#yG;@Omxg)<$~clAl35YkjptSlV%3hMU^LiDaj zu^y--9`#O+6z^H7C#QtGpakVQ31zc8)1dS-Py#QcqpMHJ=qgoOTV>l{M9D10zYp^L z{j+`$Owx*FTQ?b#%Kc#-Z*sPy^V4DYw#R0jUd>yIv@jLbD(PuRa{zP0ME|O0iUkpR z(ka^Kej@i}-B}?3LSg4uW(NzL{G1?F<{0F>0fu@?)1-wqIraYg=95^J)EO!xM@7n& zf2@e%ZamYgoLsGCbwN7XJ}#pE~^ z+>zxJ0cEmF&95#sX?i1VuDc}aVICw44Huv5EJ;acnt7{5tmLadV;AouCZm+a$7;6o z>&Eto!9&0*`MXrd)kpXvE>bF!SGG}Azxp8!rxl5Ut(_1e4C^~Er+6oQqhjzqn;&y{ z*rVB)i3ibQqsv^3dTl&mu9x9})%e3N)d134nYbyV>q)7!2$em^rOpVUP#pQ{B)j+h zlGd|9#wOEQEfIG_t9d)oX(tvYiEd!5nsy7FrYL8s~H#z~3yIU`#?I|Ep)>}WgAqZ6xOq2UaV*QUxDVyf0$1k|Je~lHPSj(o;;$(lhYj1 zu^NO!I;ARn{_)QqA*r_%*ShF4+fULsGC%XLP14|P{i^kwMKH5RKHEnD`r}(S zfqy7hEwRp?AjahFAr_p-u(7Fo#R0kjiDYBp`v6-BC^3M>;Mp8fMzLq_htaa9#KE}3 zLPAt%UV)6AWb_rF6MONu~gQ!A_pfAM&sWF z6dIE@qS94MU}esr>%{L&B_-1VHETw?-85K-CTz`CmeW+*N8N2gB97YH2|^RD7r*1e z9=ji;q3(m`>ySz4$wS$XdhJ4Qoa*bJ4{~E%RJtO(v@iyeJZ;%RZ74TbYTtB+7<SXJ6io1f)xf-?R}N3A#6yE;`_M^vky6M(czTyC)1d2X+e=ZAU9;}R zhY0{#r_Kh^y0@&`RLVFCt9NQWn!7C|Cbr!}7d-)Bo_;w997@Dfj&Q`p#eUWvXE<-b z@;Q=u_~h839HKn+XBZkk@*hj_s|fmf99S1YKT=4O2kD}3*$ed851%-)8#UC>40Six zcKsh##)oWsbK2IX&>KLPwqxz2AWVya=%NbB+J@K zs<4y*F01HR2Y@!T%T1nGx6Y{1{Q|;)rBJ!||A&@<^cp$zWQ(j{H|`0ZeU(%hGfLUa zthgDMjdHCJB{!mF9j8vt(a3dOXchC1`lk%l4f(&yTA+9f!yz~^X=YH!7;8`NYqpa+ zL4<~V!hxjBBZuVX-3y+co4EOh`>!L8F`Xi#ZH5TrY&cCufyFRse%NKWMeUqy~St!Vp93l_r@Q+ygdU{At0hCzoD%!$il^Q;aL z&&~in%Fc|gp}{K)n`T(7^l9lcr$ef;ze8z39BgHe)qim5t0Ow|V7+5i);3H+CqW{c z=pnDP49=o=yt(VTIIp+KDj$l;vZkCtqc#)g`U&qNeodc|z_&!cpV4tMh{rs;ld>2e zk-BaN`(>jb=)T~2FUF=iywdEuO@WsB5$FP6TUfsXT7!40SD2w?0TLT2?&p9Kb6CV} z>0&bGu66`&$u=hIG@ABUzN$jYj=9ptf{Bs4&9Yr zv6=HeNZte{%P%B6I@Ah84e;ZFF!&9c5@#}+m zGR<_J_Hwe1!;sLIa5vE67Uk|_n4rGXi!{$EorJFG9gwyy{Ofjy%8>A>rR`QgCS7-m zxhFN7G82j}lZ~hD26R0{gqBvcDiH5wBuzIY^`I{!ypg>OgbW(LZ`oD3TaB%<W;T0UBV^~OMW_dj2!@ zO)&UV$A{RH)e*qHn6Uj@?egSqm>gyUq18%Q!T4|zPk$RKnL&sEH#zv`jD3cMR;=IC zb=1_2mjD!I5E57mj-M51Kf5hfU)kS!$3M{Ek{z;W$%(L?cL;c;;Dad0z#*B#`g$_4!+K}csVC~azTUE?66qh^)lr;8ouCPd?YTyKEmxYo`4n%IgK>T6- z_A@8Y$i7++XM(}4$U+29yfDkTU>+sgJxGZlVx^nb1yuh5>gD*jm4OW&qny(QQj{BQ zTi37|M=5>Mf3h`cvk%<<$>N>Q*sl#sYfCHn6@BeYcC*`X>p!)|za`}nuPcXX*09jmEZ-VO z3K4Su4pukC(2H9@8q~?c-@^kxs9&3RbKwjPz)nYdYW#tPJ^Ks6@=`v6M!cni%oR_} zLLSlvE3DG-(`cGSld5WCgG5@ys78g<;vB_~Y`m-ktP{`p03%+@N_3kR>!Xiu7Phq2 za~={c$C&J;Op(Gih>{bT7B$KSCBMx_EQ$f<>#EEA=IwQU)>(tP`$nM_iO7Up+E2y> zQ9;hY8a8&+gl5y|t~XutE4z8%%RS{I#_d`M%8Jui1)dxVOf{y8dYjvMzE*{~cD%dQ z^qZ=(`gPh3Je);66Er-9KOoH&-G8PquW;#u;q)k4tM4q*wn;` zvq8`FjR)J18mR=Qb5?r=;kUOg?t-o5MxI)&*y$7Xjsc!8iVjs6@~!uR(G=oF2Q|_F zUpI9*L~Lb{b;q?=N_Vo|$OLGmsxk5U%D(2mAAxB-#XOUc^Pj#Nsnh-R zMZFMmJa4tETcow|I=CnjgKt+jai3B*W0P`jHo>ToGiB*3v#;E|BVFuBox$4m=EiE{ zVVmJE-Z5o^LosSkFbrjK9iJ|B0eN$r0rHvsI=YN{P3oDqG=Cxr49tjta)DfD(;+fh}0 zT5S|B!E6NW;o>>q5v;!?m^sG5%V{ga;-=9F#%J6Djw`oonQ1Q@U-` zxWgZbB0bA1I%mU3n*I~36OdLG<6nS@B>(IvlSd8QXz!@Kc+9@mwEYO zHabfnER6&;CtYnOP=l*Xl+w{9^9XLL*$n&RG7E3MS=az`ayqexI(z7aBcuCG0?yZ~ zp|2m27{%+*h2RSvr;j{!-sztx0jVC)Z1~i z)m4ENbA99Q;-5xIR;6FJDStyd&(zmU-1~5i4}v5Xg0P4}BcwBnlX`~`bZ?i5EK`Rm zEq8kh)d3&0i`(+{sSPFCAQpa+%6w|jt93Qu0lfjdF2yWHeRCyu`abQB4D-uf&#@>4 zU0ee;XQi{n;&HSn9x22J&^wp2EOTNCK88R zvN3k?Z!@))YqgmGifTGNN_Uddj)jsRv^@E>54mO({z+J@^9BKo9^`XA%9O?ZmO@=L;5uYF!u}5$i1DVDq<_NO9L~` z%1xy1V1gj>uSWOs`a1$?>gmG890D)Aqpfs+?TAyW<}$hPUDrLtO?L%1I&DgMr}@ak zSW``!6#iNtWNgD8t!DbNG&AeclS?x$H*wRVkq=?J?eP8XK-EQziKGp%DWIj-qt{@B zbj5-qv!&;rH9a5VHn|clP<-T4I5QbiP}+HWrsgfmcSPfLY~|I*eyE$MayF~r6E-DX zun8OAo)ngcQfg(Qg6C9^OwdI$PPb-ro;PV34%xjnFkLS`VCfs;mdd_>hS5v`QM!MhxHTZ$4Kkw0%syZ_PkLIva zu?Z=s4CuENofSO3m+Sjr8ehGcGe!lR6=O_5b{dOk(&u!E26sQq4R!A-z;}4&1nz|O zY_oatpZ#l8C<$rUdi?;6QH%lZwN`=QgpG((Cl9~Q!+5-Z0^XDNoeh2lUd*kmmU!Jo zN5-&&nX#>Vr zlX?Nl31#r-PsipUdNai~_}Eu)(> zJtnGN?QEZLX$bM12=_*7@N^1N;lONx9X5#n%smPv}8?#YzDk433XutouWjYLw!6G4l`DLK@q#-6W zSu-%zNb&uK5#c3Fy|sxA5-MzX{mFx%Lu0h(?7M zNAmoRNW&!?1~y^X+@pqavMv^CV&J(Gwu?bBt;ziA!~;Hnaj)&kDN=**7Gdr;RIgjfb@Xx@I{xBM_3&_ECA&)19K#yrr0!Im{K z!ni^?c|8Fhz7hFz=RpYxi>kd{xkgI-k zVrHIwgexURymAX#yPP}Uy#r&B5v7>diWsj8oo@(R6_9c@!f9|g5a_1r*dE+hv^}=c zgbR)ueSI?P*YZ)~uF`G5G`b_!|#UJ1g1Z%R$-`PEf^=6hZuZQW*}g z#YT%>pGf1V=l<`vtbUr2jXAbyI8S&aYrvJqGAipkpIE-n)B z5+tYipn@X&rg1wZi}G@4Df=%GdEhy?US>7}`*hMBifeoseNJcK>Ton@x82$7K8q@^yM z{$E}dti`~vrJH#bo^)egu7@!hjABkJ+S(~ZxtS*!?B?_Z_ZbsRsxRDxlfb!s1dsXb zh05kxHrf(F#l^8w%NV|xZ5EL`6E3UbUS{}h%NB-VI}^7!8n4B*L~m#uTXJ2z%BPWp zXhCt@x;R8Q)B7W#4|oT5gA_Fa)I2>Yx;fNFLljzzCqA#7w`m6#&H@CZUseko=jY?^ z=Dn`cDK^EL{M#B7B?U+wt!=Io>F#s^o`~Ir z0X;P^!;Ow1XEVyvcCruZAz_NF8NlAORuN+C=o#8N0dDCN@<;3Dcy^M>_N#{2h=Dfm zKPv*7v<$2HNvSWK4C_xgc4j1sM+ck!&2=#*=^G-fp_4)Ok=u`Fp^A?)wTF@nB?#Cj z&8%&0dJ#y2+(KSROYx`~H$1KutQh+Po_crUMk<8|RqIF(=tY zFFk~InY7Z5F`fY^N73ar2)Y>%+$o zJ!z4sN0(27@($J+WWG?N+a@z-Yk1~Nms2#JHw7gVRqDTZq0 zq!&dXW4o7%Qjs3!a{Hh2D4C0ER)-@8f1%JpBN%vfC44Ylu1)Yu-;n4*q)%Dp%yrzlMH@EZC3b0kn`_v^43ES&5m&pS3N zlKpfohw79sYg{FYRelN~VM+r+Vxx|*|F(_)lvEKGWAPYyCxeLR`1^+iqyG9w!(LK0 z59QT@W~~?X)FV5wFpvPB#3sBT2f%+=J=?kst>L>Joi^@b58OtG23-5#N-g&zKj~$< za6`|o&_IWcd!Y9#VP|Q(DeME#nte1KXtGn*EbXpY^XO8{fx5$X?!P|; z2e@Cp)i25#LA6|!0%wM6>Z_8bR%_QB_{cF6{Nu17!(h~Wy`c>CJMP3kn3)w_V%w+BJ@8aMIz#zhiQb+uJm~h!h12 z29uuP=z#jrrff?agf298zUbq9$IiGRMC=!}l=w>W`aABLP=aEnE3)M%80#kDn^{wi z8oW*$!^3cn>|Y*TeVsfmIAv9=nw}AK9dMm?f=342yVul--tREs>|@NWv?ZavmGi$i zZBYAQn`Cg}7IE}|tP3D=m9K8JXqgT(w7EyYD^U>9XCcu7eEKL-^{pG&it{zh;}0MR z&B6DJQ)5xCXZTb$%&yswMy~Ds4_BJ~kdgND(csHgQhxLp9j=T{Y{^O@-)C9e6AbOD zkfZUWr*=rfrf4r7-RJvBF|=U@#U6D856)n(4!+y+M9Yy7Otl5VS$u2M|HXtM-L z#nmGN!z<4U8cOVJMk-=?9}Q>WTv}OrTHNxaUVwO9=tMXa-SaF59~aJCduD?+6Yi$S zuxE<^VB3`j(*M5kY{W!2x;KG^5wuLzMV~&TrVUs2vjp1c-sa-$%tuOYp|$J;$NA~_ zN*Fpi9h^+%v}1qVNKyy4)s`q5F~e zE`0`ByUHWb+JupBRi9QRiHSA{T(fT>kyubNqW8n;@+%O+SWPhRjfWN;mwS`@6YKl& zH)^W2N}e7tjXPui%^-$XEJCV`pZlj14GoUtc`W0s6M{eWqNsMpcnWQKP=3nn}L3AAP~iQ2z>G&=Ne1$}I2A z{$^SQw$AV49O=bJ_#LI1rP=bJLb$m{X~K=J!3j`_OngMSg-yGq-2B#hyi9@pl-%+CgeD$mK3GGyjM- z6@)4&rKS5tG1SHMz~`DQ6z4Dr5hqmKh0q>U;hPPe3+C1K8vZ0k*XN5R*a1c&y<*y3do}4^QBb%L~jru5jHB8aJJ6<3r_m8L`9d)90_iW5NUENVgVD<$V-PA0>dJ{QsG@?Xs9W&&rc3YGB z-plknhrhd9Bj%@Bi_lZ%=HrrQ^vXu>)=1_0m`OCqiFE(Z)EF0)ns=CX2RHDeX>3@k z5*c6|Ta^m__*yeO_%IiCy8eZCmeu#EHm64h=_TwNHRXx>PqTf3JZS@Yj@1onFB6+1 z77m#EzeBur_4&>Mbu*85A6Umq55eCEXBLyekco3Iali)(J>*;cyh>iTI@relHi6&D ztS2?-=$f3zdNexDa7RBsY;-PBL3iAR^)n-WB!@;R@mHfE0PF1nkURjJL;y^eI(|$f zm=h(end0^jxM;XHboLI;*w7l%|0~n2LH3XY>(TFB^kTv3!<6bW>Np?MPh)-!;l(GOtgUe~dV?)5 z$K*P8Q58%)Y^)Kx)^Xq*Tj^$yMEf58RU}T06YY&@h=*VGm$+bH1}~|6D~-SkFV{|` zmR_X?2HiOE^Ot|~56jjCmMKNJ3Y#GXc(c{eU48GzD$Hw)jmfde3$# zpRpZh@Y0H%Q-go*fgw?|NOCR@Z-a#N+oP`5%d3P45I4m(E2I1MG?`}`AjM!Id9l`@ zy)E2mPspxJ03)OL3a5M5XT|vP(2NlYeM^s@hs2+d>acz^Pkel{bi9$T^=OS41?2{n z(@JogA=IeVt~EhDSBBljaQrdYUKW>%#2P%Gl8Z&kb?YfyC%e4Nf^u8@UbNhm}n4+4C4{xTX=b`SS!v zP*MVgJI$iWvZI`LmczDLWE!@(ha(4MvNy!6go7p1-?cm@sbZeAh63^(Vd8y!GLrV+ zaIBmC=zPrLDb{wMkcb^z{n-lsxSt^04kuTJ4 zL~hsmRM#jE3c*@k1U1MDs#@+SK9>lVR?$Ez?H{$;y7GDnq`EeH`%87}6~tY6CxjMn z@`BCsyA>4kBCz?~?f5L%_;XF>3SuAGlU}T*EBm_7pEMhjSY(TYh-Z;ES^RrR zBm~3yYpjQ)8c~e^UO=J0x$>yPkMFlhG{n5EU=DUcX}onby=veO!0oCK>a}7L>NWkt zJ7e~{-|A_QO5w|sQOh*ca zD3^Y!Q92HOiz-Y-)zN|e0tJ!mG(~n*VRXR9SKcekQ`V4WdcoKt9hQGJ8w>>=?=82f z);_ou{D>jJ7-QFZ0CRf85l|VLEWvH*B2|w)V9nyco7bU4Rq4V9L4c(P7U)L#U{NgDA)|_Dl$puoqZ4ybrj1 zs8`56H^4!lN-NtoVQ@XHz5KlHqXm;MzXmoY1Ngt+KM?4*8cLHU%h=U#%t;@Q%#e~7GWN;_+~&X+ppRs3NpNvz{zYjw%; z5*=ok071^KU!7D@OBtMjbHJog7Lr8u2gNzr>(%#OjAX_m6M7s4WG7An`XBgL+c@m^ zjin1IfRp_PCvZvW^UD{9*B468qyy=x2Dmf$Z0=ebsl;${M#?JbS6)RL3qY_y=MD>5e zBOvc4sm4_iXBZOgVzF{m7c}H*c)yHVHSF4xEbGW;B7+Jb-nn1%z3gr{hCc*T4X!by z(>U<dI&@U#cNXDT3D1{a1=U~Cg% z(kF4eoVG-68FWteX-b{sb8o$!L5cta>zV>5TIbA%)=K%l|2~qP6YF8rF!QXVTn?c0 z^59!`^I*eCD-vC!ye$Qm!Jj+P1C`;bQpzZk>X~fSihYl_!rjN7(joGndz&Ub)Jf*= z5Ythw6O4+KFv)v=_xe0(aF9kh1#v?u(phbK?j21_c?r{?GPo$%s}i`JQf3ied2q59 zMvXpp&x?Rhtr2^)8+#|F9nWTg2UxL6*^7uWB=qL5I!`nm27mZaiM#s153Oq9c0efg4Nc69*`6y>15Bnm?#tSiz6u*bb zt^1BZk|qwuy0C2gYVLFI>u%U2utLeCW`M;#7Ch{@b}Eqa$tj_B&+NiWje9#)^A(jX zOUIpI^1JPt7ObfTBWJ-#>59)L^{<0l{Dh$R=XjR@Yl2CJ{xsF7&?oYmH*0Wyo0Kn? zuGsbB(6OfiIyz-9!BPmJ7ej5@EekJP=YatVaxg8UL_*4z+)iny%Tpv|$c!~XQsLSX zVMAV>cD8TL)d8Xp2~4-KOJ=mI=e>TEx|C!hoz0+6GMj0t^W7Y)C+V-X1IG3Nsy0a{ zd%vJA7FsjnTH#JlKdBqKzJzIVz+tMzbU|+w{C}QAQVmvf#12W#U8g`r#qj?W3rW=U zFuYoh?RvxdhEbq&0u}%heGmH=Ndz{oj*mP?vrt@Ca&U&GoX_@fRJQ6{xaMOo(hKdE z0_&?gTl8?7T_YYgjGVO_$x1uSAu}|bi|OUm>9M$)uzue5I_eJJG$Km6b{e~Ik;W9k z6PRgL*rTwVv&?a^BfYqDk;DS7b|Q%rBVsD0g)u!>=Jl0SvEL9n_Ht@aU;x!lVScC^ z4Ih%aNr-t1aeOPIk5v4-6dILZwoO2xS^Z*2rrZ>MybR~~8~^*Zn?Tp8R(8Zt8g-Ns zHz)9CpSS1=qtc}hQ?JFd;6eigQ)QRF;|H2(oRVYK`%l?c5Dyi7@vt}M6$MD+xYA^} z=roEwJLBCS>-WS7*o{k4iOn*6*(0_ezv{ZHEI-Y*d4U-${Z7$CaImC}62HedHKoDN zu!d&8`L_3o`1!McMW1aquU;4KICbTbC|WJvi{m<8QPaNk>^maG)&v+dz&Q`*^Nj3R zG4A~-+*kj-JkmZJ!`kkRHggz&3FDklhD-h-E9{ssmzesG$yX~%PaDJ#z)Q7e@-gwD zH_xN64zm-#E(BRZcrzhi^%4nEZ{^lVOb9Z2EE;>ygiUkH^!I5O$i#C1IqyAOEe>7> zIeAA4kTBe(|Lbs~X#rcyD|!L|j_T&U(F3`c3YMd;Y7e)m=8z9I5Mo#D0WDZ z0MfecQ90j4ZGo6xygiwEzvPr5wfO2iT7illP{FR|2--QSamY=<|+(7RW{Yt6^Ry!$qJE zr+5;t7C5^t6@00_@xDb55ptw79L4?<^Y+s>X$!^;5Pp#=RW)@LDjS!SmIc(p0sKd^ z*}NvAfR}VGCXONbg*i{rGrhj0EcVtp4~%WXST%{gls*5?xek`0hHg{Dlo}_#U>3!o z{Da8mIVDvMi2-$Bz`j)UWgC|2_e5_S1j)a(2U@ebM)kENdxbM5evY4|%SOYky#y6F zZ}c@HYs5$!Ax*+j+J$^5e9jdZA6EVJIy@Yz1$MtPU(>o~zkRsE$a3 z)ZM!qFXV<0*%BZHx;x8{T}?`oDARBr7R(7T?M;u0;bxcqsL)MLiQZ?1f=BnN^hZ<}S?2R3_Xe!HuyEo#OH_ z#mz0I!u3L%7zKEd`>`a3B_rq8e~lUVKKPFAUi?CowNMF}IcR6&z&X$q`f~;#fwvK7 z0lZSdIA}@^@mCi+d7DY8&h>>2$Z+MfqSxec6;L6i3j0QeL_=mt)awu~^`cAdma~Ng zVtS8V+OVNl=(^6bR!o_{b5U|yQe2e^{2ggAyvrK6kZVM!JN=)#PE5f9&3Q~FUZkcN z8Z7_6^OUmutcJ%W!xwgMwGC_Qzr8y8XI>)7+BoK{|dbOZY5vK#9IM-mCNo>&F{Rlo~zY;8PyAJ3iucgBXsplQoVuzNR3n| zR%gjtndtIxKMpb!f{=Yv?EWq8MEQmrL$P-XF|vteit+xk4c=Y9`hBsQ!BSF$*#>MQ zZzZsRd_lpP~G>o zEV^1p|B+84m#H&RdAs(kHOZU!{3GWa#Lg+A>$3kJNGQj*U5ao0j(GUZ%LrAKH&cE! zy!Zn`SkR66>m=?f#KTOZo42m6NRj50;M17(Ao+yce5|U8ux|%OFFGL~DqT+0#&Y~0 z&vf#)YFWRAJw{PdDbT!^~wG}_xdNMAcYT- zoz0Ck|92U6AYdP+sWFotK2sl|ucQsw61mW30{pE0Mz3%g~T8-@G}Xv z(}%aHDJ=8|TKmWZn!QwY9TakKw$f`#ZnT*d4%lpQ5VOb%Vri2wJB`j%xKNkZ(MPor zvh8{yDaGv7-<-k^stl_LlvY`jqmKVK$Z#IlVCP4U><=s>^SQtf9 zgN$Vhm?V78pSdo8v8fG$i0Ah1aOjbcC_Q&d3YkL=@^&DF_M_R9)A#iY1zoxw(~In8 zIiC|kq`sm_A33k7?pnyV6~rGL{H3XazJ1|J1&9Q0gGflVnY>cCxI0oGm^;E*zu74j zrG!B(rCWlhLf1_{tfQTE#k?I-g`tJ@ulRU6yn4LHMalzNyUhv9or>=M{{S{2wOYqu zS6l&7SeLaZ`%u<&?9PXv5Ou1|LcsM@`#aZO)e|?I=^ErmsLF!a%X`|8dBG*!mLgB^ zOka7x<%c3lZ5(}q0R)Gr47N{To7)B@S?;`py4NfQtZir7>wMcBkrcH@n0`Vs@>_k9 z$n!n%o4;a}b+R)WjhYVdL=lO#o;>pxdt`ks>~tCaq`6J+JFZO?(C%GQ@80;y6WVG3YJbo? zBe3xQ?kK(4LA$?ob@9U4@BZR9?s?grZl;w|WIg+G?LF22pcSvn<)~=IE!^dq;I>N0 zC1uJA&=~<>oAE_^s!~pjmDYvN3F*6=v+nLGpJc$$p~^+Ik(xDPAa%w;Ea(O;ZkNq2 z;!pV4H*l^x3b8mhR*yMjKNvU{GUs^_Cn@kwCAv1=KM|^g1 zGnVWZnS|>(8*ffO|2>{a1t?;CEwOV?m`z8+C1J@}=;*I(Nqk->Y0xc-9|{x&=ws74 z$We5oY9@rWp}YxF{f&HPg6|d_Q>{XU`uB4&er{05<0> z)#5vg!OE~;h1We~1?CUdRTIz-M3RIhlr#QdUQXsn{B58r6)F3a#f5shDPl%L9N9kl8N<=pGfP#FcpSPvIf|h|G4I5!AoFZ3 zluf_uB!5)ZuFTj#G?4A;Eup$YUNo6(3KV2B119~p>EyocjQK<~QvaVlV$<$qK5#P@ z&;lV#Lz1jgV#08o?jU-1h@A-P$ieq=V((9^I08J>Bi3+!bHwG=s<2cjF8yHc z{REDUW++}uU`MN~F$i(gZjU}~6IDYaA#>ZYxz+RP{1 z(Ab~-5j*Vvp_84D~0?v2|a%0D^r( zK;ub_!?5^k*-Ew@oQ*sPp}w06W*vh-(jSIRGtWX%W;g#mp6SzYdWL5V>-{TJ#c)@s z^J?L<3$US|?d=&GQjrm$7+ADtw4V{K|I8U)%-ppMpYR1jZv`>alLS&h2qJ~zqBH0L zbGsy+kK;s*ZenYnECvLQU3|zCrfp!5?gUP_ameGf>+{qOZkdZ$A%0qd+E4LHgI$-? zjqr^o0EO%Dp-DbYQUOwD&)h(~?}@8c@2Fz*bGYqP!4-@qs&fYA#RhBu+f0fQLL0m5 zF3|rrm0rz-XYivgpY=oBkEWWGw5Mp;1Zkbl=gEzK1o!HwuMrAV^jE?bYNWB3Ja$qT zY0PK)r=%p`RiN_Xu$A>jG4xHuQZ0IXTxBml8x03z)TLfWMCXuVHJj=sIm4-mCw5!m=BhR}7<({uLw>Yh zRF5fj1;xICQ|mOf^)f*LGiOhDNQOwBSVWWrDoLXTr zSOFm_Y~JJ^Mi!+S%-VSCH#;%oOhCJa)wO6-&)blmL!IbZ*dnPM9`yzzlkJ|tX^9jL zg8_&IX}J}nO2+CoIR$p1Y#worjfoXx#8M_bmS@q>p7(Wy@TS?IIM@n;{0Ou3r5#$s zoXusfna+LcuB20Hd2=6&S~a?cD4TfQ%pXaws-J6;U^q!UGXi z3kK}lTaI(g5W`%roo)^HArdK_f!2$wKQRhki@o(hV{K=UzXUDFe z(Xv}rZj;y9YQ5pv+j8PbKMbpiBAguWH@^lyt_BC=ImUo{5+y8wdnUu5Y?58Oq_5zv4*@NEAISQ2uM{_lFq_^*5-KS9*8M@hV{k_mlmftqsYYkzYgXI6$8BZN($5sAa8|zEMQ*l_a@FgnUB2t)?jD#2eUckdD z8f{fFb~)w5_3Foe`q>iJy;q9WcW}V!tRd8Sxriu7yq*T_vtew1h1kuMoNT3R@2;nI zOKHl$R>=#PTJ|!`et~ItI;D$?43L9Vr?RJL5HFaEeg|n^5*Wrnti?lvdG^- z8HU$Z$BHil;w}8p_z@%@&Dv??BzBR2k#@0fhlJ) zICun2mnatv*btY+X#iDd-3G&O0JL0QOt@hHznq_3AW_8-f>zmb2$L03qHZWPbL7Cz zb4C~Vl8AC=r->n5pd)j0idIZ)pz{D&E)*}pr^kL2wF6m3lE+BnFQ+jN%ff~tbYX+4 zV#uTdbd6h7)h0CXpG&yMtuNRy#LE)Zo7q_RNbr5=qzYonR9)z@n@p& zB_kFM5Y0-d^2Zx~0rKdf93SetlzP-`^ER^<*DR7ul*cG0+2wc|>9Z*u@ZvXUkP>)6 zj(YYha!>#O09x{=dH~IwE2Jf#MiT%404}HNG{UXKL87T6v&Y3s z3O*SKU;h5T*Bt^yU7oNJXdfGr8EWp#?t~Iv@WNJ~>5wz@ZW3oL%hHXf;umHnTw`Niw!(XAE9!9~e38}4OVg>$^) zH&}{Gm+bL#!jK@S$yk)+(dU5`_p7DyRs`ebpj{|E)U`Uh;BzE<~2+WpKP z=DQXhKZ+wK1MKMK;HdU!pPjo=p_FuD9jZ{wf!L~K(*!*~zz?TPS))4S8f-$GT~BO{ z1cm1&TV?ZK(V2FnJP&U^S6P_vGY|B=g-mEqC_Gq_e*Rt*nnX)vP>9hTt>2yGTPM%c{`C5tizJ z@}k5h8<4sNC8Y}{D3Z?t%nOIwrfG?bO<=}hMV)5l8*DvbPS;+4?1L{f~g%6=!*;uOV-1^-#0h z1&EmbFvH7Ygv7VlX%&CFmVziIS)nW_Xnn39jZ7T2e>KoGmGMqWQSJA5nYdKVx)=eP zYk$3h0_*GkmF9ibRc_#Ze%EsVSri0Zp=agGVEJdiKml%~@J*Rbcg)@B)UEQDuDFDH zrHp?pKbo0hW&U@<>-x1q0>GpO-=RLr?t|}C%ipKH&4Or7_~;E+Ox#NW%-;+c4&+}} zuwr$OnMkK994o2mL%<2_LetVo!xNdyqclR}$yg7VZXSu^#Rsg^1oqmR>QN}6@uzu5 zp{QnJHcjQYQ*ud+ITthb>@Xn7UDz^dJ;Pi4aW0*_q5KAcy8Py$j4i>QyAAJQ)Tl)_ zhGzgJNj!QyK;rHQF1~mxnq8d|+v_LvHf3PFGx`>Az0zPrSVn;29XCgrsSJ!{Z#E6RVDJ5;SXzYJFWJ_a1IlPDZGJ^ zERZUbD4D_Hp(nK1rRcDVG(w**+BUkR1~{+HO9!b$>9AP8Dt-8abuWiGkFkS0#-mI? zA;(JFVEH+3;wJdtC_D+$RRdR<5RWe#A!{K^5w}vbimvo!n3{V|FRmKRJ9f&F*8uiunnc0%q%tr9u(Jl|M|zHi`kKHm>d_5 z2_q&U*bsN${9tr=;=nyMhTYb@($F%#w>178irwiY+MMQC1@hXyELM0Wa&wBf)X?k* zO(Rhuc&B%J5Rw?4mcZ%XKA#Qq^mN+DJ@Bs|+A^|2+BoV9B+<$_<{uE9{yWmRls&8^fhFXY;z2}rfmfb-u4~|${I|;4e_#HLG)p4RlNRCvKL`%wy-a*7*w3< zLY9?ht1)wc`K8MYaU*Z0+}U1McPRzTcvd|NlMBrz9di?)-DR<`oI3har^;xs z(A^dU@MIs@DIXFECCRT{9BTHU@9TX(u+ajZ9{qL6&dTVUfPi zlSe!1gupM=a&RETp6(rbTI3{#mIl8!saf+*hX@CtCnTQWY8c4brnT0=UqpK6dnzyUiF0$1eUc8%mzOVI&b|<>l{hE zy#Xpn`$8&2X5@;DfyLBqNR-K#Xzk33lA;b}bJeY4J{BBSjv>pjX*DK{aro~l<-A)afDyyw^xws=pKggLr=mkolK&YK;yxQ%W;2(p@uN z*Ty&aqWo(i+;EoBFxAc3&kzi<4+QJBo33RiGnr)3VT81Hn)|TG_(-n8*hM8>=e{9XD?3S(Lu?}v9D>MHe1ow(UY_Vg`FqAjz%SE6x z0!-)x^LuDKD32+9^16^_~JY!vObPfnoyD{K&u7nE0~4 z)pKmiM-<7M8bYmuMZ-S7uZ{=fSu1kRh4*!pERAA5Y)LFi_60}nEgKY`x7dzMYXS@F z`U)g4xU5Ma6<4kx_z~R8%nih03RKo^!_pyaJcS>> zWrhfvuaqB_yr3@v#uj`qG$)(!ca9I$Y1VBOwyHu;Sdg(LjzZ3syYg<#M)=saDl|U* zivYp41?KJ_+f{ZQ?-w7)+s5YezB{I)yL-)f!QmCE+|m|&UWd66I-LTH+likDNPK>h zWCV}>)!4i^Zx`a5bjskF!F|Q&?NYm)KL4H;Vjy(1dnd}izlMLi(`N@dKR^j;mcr-R zJ=YSNbCRbj;}C0o&>lu(P4J6kCw?l-tn2+0z#`_y3HCrhl+x=FhWnhHH<0mB@wRfN zpwfFJcLt@kvdyU4IJW(1C0*1+T)^zDAzlbZ2#`- zI0xLeL?@3gV(EiZWUWLEu>c@X{&j!|&ol2T(lV|ynDL!%Q;j(PVlGR&3<|4#P8=3+ zE|p6A=B6tRWU)W5`ea33#ns6M-+|JcUsSqyEFbvEk^$moAczaEL!*lf`M4sEZPwc4 zx1^g~4-=GnWJOtawloW-anf8e_74PP>jYfdd^Vw^VJHXVi|4r~3C3848ruQcG1pgw zt}M(d^TR>3P2-`e?|lTwN1%qTa`alhGUme2RCO@Bs?YgBj7{%xPEat;D)Y!V2!azQ z^i7DF>#zUkkh&)a!m6pcgw4Y-bADTf8FH(Z8iVGgPpv(gN}V~@S{}@!bpUur5=k(= z1~V?=TsuvN_hilwd2~^px4}Xnluhq^v3YH9{|r%%6|b7~Z6Zn~gC2LXOae*76>1@L zQAS7G+RRKC&WjZ69|CiD9|HQ{cGu<|RilzPu2q`_!-2&ZBqW0yMdoEB6WumI?ZE(2bZV9m@GHcm;2SF4Rk+I#w+>)9&D{)+pL{27g?F zPdUSD_Z1M%F){SSBb+>l*Ev@MKd0FnJn_LzC#MU_j1@yfH3CYWSC@oF0xbvfQ%88# zw|u#&nYZ)v&&HWQ@$W*A$ta$kI8weDb_Gt4S>p+qwgqBy#S12sDFD)c}#Zv4@n$1HfB zvAb;fAbPEVxs7T?iMCYd94?zr{`zdJ)B2DyJJYv1?xTYmM;XNhi6m6oMVeHA@zl<#0)nq1cwFGK#FntS+?O3)6ypuGZb?d7G#-rucw z^_3p2Y}@a^c;!(O)1lt8sb%|`(&Wl1_HKc(P4NTk%gOuoZeyo?-zn4;$V9VwK_s<0 z(gJdwyMV;&XcanW)GPce2mckVn6gYfR)EV<AD~o=3@JW`qSGR=gAWNsO0KaMvx# ze3JHKcGW4#=Xw@JvMX3}zODY{vh1JRxK%$Bu{fhBa~odijXCa9C0&y4$&_wh{cNk+ z7|6PS#&>EZ1Knt5k-JtK*x8x_0^uro>Zfcf$yeusy2lA%pvvMVh!%vLwo+fqNsh0W zm$T9Kv+j0%We@8RkUZ`xefpX6D-h_53_;tR|8#sfO-l7B6Nn2M4#t68`c~pLGrMyK zaMC%KYJ_nIO#RuTfAg<9&*INq5#<=8KWLzkS79a-wQ0@%<%$exf-X8iM#N?$J0rnd zt|0DELr_-SedGT^BpKS-{iYBlN!pt;Qp81R!GpOYNQUd@HPhr97o=<7T#|&%+rRgF zE`X15i^O-HCME_#;ss!9QZwZ+Q9_Kns1~7^3d!x`-${3z2y(@`{_gGWgDN&x0a9Ka z(g_ucO!0UfPrSU=;!=pERC^Xf%dM+IW6)-#cz31fr;tQSRDZiLbFI)F`jJZ22Md}i z7rE8uzLfi=)nw9zH41S}VSSsS?Do||TQ3bE8Hihjmtl+uQV?3Ad}&82CIWf+vhq5TFY^n{_%B# z!aE?FH8qh_8f$JO73WzgvPYkfo016@cs#B#mvE@jh01}>6`KY?r2saccgbv^H@r+h z>>5-edrbT~nHvBIey2$(Bs2oC5uXc{d>l=}S!cxF^HkcfBko9@sJ>X}?k0RgLm%nc z(8Fe4OE|JV9X3lJ@xFtSs~-MOR819Ho& z9$O0Lm`FB6Ppl3I9c*d(;R~gKuo#0Nc#)wco2hHUz*-6pMigJS90j)8$NW*5 z+4q#d;7$}Q^1UtR;1FG4Bt1wHvvOyMWzVtm&XL|=#I!!5M`;~)jDsfcXZ%S1gtA+2 zBYT?96ujE@e~Z{a{!%y6_r=7=l2{|BaMEPt*&*(Wwy}&w&Y~v(t49GU8EtVwZB}f} zuDYX3MWvYE1>LjTL?~I!3j@rXuC!1OUM^t@3Khj{8+sR8$|HR^DDX*f=4LPV2%0SV zghp6MvvB?HCJQN#vnNF6We-CRX*W8JI=CH1gzroH*x<_Yt+u4@R_p{rc3?Dq+g!}6 zQk}hIr>d40{p7^%{YDqHpf#MxCVZ*kj&|A51ANHnCclokC>B(J@fj{k0ttq+Dv157 zg&0UX&LP2&2SV@+@#eLV6oZeXdpWc22%C5jl$_Zy@T#OU__Rov{7ZDg&Z-X&=#~%*VyLWkK8=?p`?9X9)IpA;le14>^jT7eq zW~WrslNAT0Xrg-K)9b+ET!}n_*Lp4HV0PtD`AkMcz@8OLM�pFQGS2jk@(L)UgZ- zV|-^|pa?VCC${{IL>J84KRM0)Dk?3ef-y8*HJNg+g#HMc4mlh`qu+(0sc2H|jXS;ZvZYt;0vxlr9P>J4ysJLKLX7lz*qQqtWRSvnm= zvr#wnAnpd;(@R$h--}OY`&O&Q(dQ~R@>}R1;7TaG-|=_PEPGu5dd-sXJNXeeRO=5; z#z&>2?!@TmFd{!e`4YMb)6C%Vl=`G0uR{^?#y_fjY62gtYeBAOEeVOkhqJ|?p%#G4 z0$2u_P{1+v6|c;qZs!HHxa2Ri2E$3u;2M(xdntsJmOJ@BpI0kSeNih}d9hY}_Wl2qv2WA!3;ZP~ zIVE5XL^!eSwy_GCh1Tu9Q;n7<8~)4$(A&R{$-Zz+Uw->Ct9_W&0mo{#MAgLOalHa; zZ!TdcHUF0#OOh@*KSXqxLjf=^Yn&(M({x0z1vYh+9RS$q`hy)?2GmOKr7f0?1S61Z z&O|7Mj9z=u^Ta}MqQ!i8o^bl8V8(SwBuZ3$W^N9;GL=JsIrdi<+8TyusPpp<3X}%s z5F0TPODVQ4fzuJH%ZJ6-8_LX={}fBfo<7m}@x@9`;naw%eZIyCfh$PdfcUBho?`OAJCOSZ}&qCjt{8CTb zt!Mq2kHVy})B#GRfq+T}5ACoP7ODJqwfpnGWseLYfMm;kLlnqR*D0~B=P4e~c%<|3 zL>X0JoRISjfcdQt|hf_6#)bYS9h>Z9^Y4JJU>Nk;b-{cnDtZ^R+a{aa~Cr|=Tj zE>}a!|8?mU6x1h#Ftnw_4 z_xk%-KJ(@63jQUx^ALc$1qKRPbE%4E7U~2f4kvA7520uK-K_dBXG=Qb_DSxB9@S0` zA6O-g`uZHOcP&$U-vA%DJwOMxkAl)gXdU0P$%Ioo2d-8u<^PAUtkqQ@i(wVKQF{o* z)Mu|x&>|lRc?&i{jiU-ojANk#?zf5nQ4bDt`Cn|lFB)tE3tKfszV9>ubBO$=pI?&g z%VXJWZTQ;*nNzq)|Esmh)+Ea|BF$6_YNLTXcE?N7rsqd!I_|X$V>#R9QWNzZzpi;Y z;cmfsW?cQ0r&>T$1ox6~pWY!d9LaJTpG%$I29?|xe0ELJkFWhR^|ahg*5(L_Qa80E ziW#zx2Lpi@6*+tH6Wq`Xb1PZ!he2lgd4;YNnbfdIb0(DVu3+G zeU61kHaZ{x00*(F7J9z6!XC%5>^T8&>)1~1OX%VN`X>=!v=m4aS+YPGq|nE*x#h6s zu;sAju;sAju;sAju;sAju;sAjrtffwoNh(FQJLY(%rqZ2XS z(K>ge{t{a-alK8Ts-PbZLz(v`-j;K7ZUr@p**$5(dFu=Mn?ZXZc+Y)d@`Ndm!m7$wl*~&qE@=+j{LM zUB$ghF<_@Dn}0ku^U{S0k(`Ep!b!G`!fV)3)PW{7gXh}<^pbJADAUX`H^{9Rnnie| zx<8@L;^T?PWm7$s&jnW)@Kus-S43VhKqRGL=1DtJ9mDqp_Nc`%^#oER9bNdY2>I>>~~o zUC6FN=67`S*)08c+V0+kWDK!;EQt=#;?sqU!v&}ZW01#;aK(V4!LU_~)Mq2#*0QXP z%9?W?qWsb^>-dIJ!$@G&?$56~D96l+&zX#d{h)&DQrc_^;)nAVTh1!}Tr>Tm&aMMq z9S@>m{=(r)xZ=ZF&rVj&5WsfI17iVX9-DYIsVN5@18`9ehM*$~DL<{; zGIm{4>`CD%;{&XZWtfrR5$J?pNx%R$Awfl^Ro{9m;`2N)&v`(_4l&=gH>@x|azG;S?QGj_-JtfwD>vn3 z#(Ny84y3B)~@IylS+g2o-4a){jB*|?} zokOMFT3{UGaQ804e&rb#Iyf;vPo4Mqvc$v_T!#$wa-AFvR}1jtZ5XyQN1gDQA1mn0)dE)kh; z2M7Em?K#l}*(87Nt|aj2KY;kSm2}B4t*)I%)LL9zth{k&YKXBKI^%VmC3A7gJS6>r zBld{pWoC0}qNfHF+>yBm-W3zyqp1?{KQZ@m?u)$e5FC0AL&Yn z!+ZfE{-`kQe%bnjX29A zzs1E;!;YuexhPdVb$^|hbsrFr$Y*p8X7S`P?Yf{K^(Zg_EjFJlFA<4q`od!-*cEz@@VO4q+y5+o4M0Xe9})M&pfTG!yE?cWYkPg? zd<~jyG}XM2O-y|BB32(CxHw3VvJ3@DowAf3<5edw5CC_fQU5S>pLqsXDwD1!u zM&6GuMLEx~fe?Usw2j3*!_)?(CTpxvlpV`;x)eT(R{8WI+pK)nvrRG((aFBSnT3RktJfKv2y3*%xnR zOQ=yRltJsndOq6q80Pd3Q-qH=`YB31+RMe8ro+e6M5M*g?Bi;W!#Y_36>k@L7h8ed zxrV_|^qFejZX@$?$-4saXQHpe%FjCxhS?`tlxzpz?96d+nTtt^Djt;apY5xdH*=C!ug%m~*GkZWW`HW*(|9^zvkSbfv)KtGri<9FM{m2o?B z$R}VXfEp-VAxpoC*StE^6)a{4fM+MDjsVC&vkAymii!lDG z(4t|(c$$HBs`iq3qRr)l1)nRlYWXR3U-Xe#JTy0kgL4w>os-fsT7C@_RbKG*j|baG zYLJ9IRX32%0)hmqh_YMgS=KvqrpX`X6(0i>$B^ZFo8prmVhUhofx<$$*^M+gyLoB- zCThZMSe^XSR_-{G7SV!@cXel@79J2DrTdvE&$?#!Q-57Yy><+ia&G}*rK?tuWXMvz z!$<&ekWOTSLR2=DauR`FE?>|Y1ZsIdA9D`=1@fi?D5iguoz#toy8??9$^?n)#WopmeWpxua7?R2@T7d3!5ttFnUTSg`;Y(t00000 z01UB0fDsa0cBHWypD4Os1=0UiScCt;xX;qR)r{PS=m=MJ!Gs(hL~;`}hq2<@4+hjK zA17F+zU4*&OVAm>KiI>RU$+m*B=E4ryhAE9)tiiU%&JAWr62^^MQ6UV zf;KAx+WKxhkJA6~0hN|wV$=|3%npu}J*s`c?5fBoqbX~r(1?7ITe8^cXQQ?i7np#O zo(Oh~Z;9pM8lpq`{pdArSX@xixdjeYr|2}JEziiErUABCp=qFa`J!S)-G&n&m>qKO z{J1!{6U)ktNr%p)92dgA^2yT-(|S*E!SuQs1aG5v)E!Htx_H7Mcon*3LZdC`7c^(9 z;I^uF+%Y3vaDH(wq?a-^PLQRKZaU8VJRf3n8*@nd;o#2_GjIrq{!$agU)Xyj9VX;M zaHVb7no&q+(zfS+ok_Dj`@k=K#(Cg~kVTDo4el9T&v6QDj!p4f@C#_2GXQ`sAMCd! zh#Q}+B5JZLQTKiP7>=55lTa+Xk3bZJpfprUm)@ahDz#>2DqXDf88%y-abetb9{_hR zPwD_z&fObmPGyfKfu))#klN1};Tgf7%?&hQr%lXrg|3q?Jj zop@-_W~1d#f!_c@K)%1;7<(;^4n*w~JH9RK66OZLBMezGoVu6XziQ6Z+~#7h zL8T{toiVoCR38sV(|qH9NV5#PD!#{bXI?@`o%~Z;k=T_CCV5|tsr--1y4gFtUcSdcqgM3ILZ8qr&hvq7_8L?;{SmbNf}sVxr515MNu~zI1DE|Tc+hzE zQb2RF!gnmI8o;e=DsBapPc4RbAz|6Ds0EXp+G1Juqjg#6)e&Y#Aj_?f{hVO{{Z=>} z&ayk3FwrLlWVy_5akLRIa~GO3QTL;tk14;xOxj_nM<4Oo1^jidP#`Pdqgq9pT3A#m ztq$O*+Hb4hdr!Prg?rzIt)VDlQdN7Wukor)h0i398Yiykz>$D*w{+&1Z1JqhL7H8v z@6+x?Y$Nu4XLc2Lp_osy80yf=rG#DF}~M2H!v zZA%s~nFdK`%x%w^&c1Szk3DEq+Gh&RSg;urSlD;o=Y3AIJ%w2L2MFo-$M-V&&Dz(5 z#3&0QK*8_y4-uHc2kh{4XaN$ED@>O`7gOUD6tdg9ny31*n+_%h%DK>_7FM_FmOp%3 zsUIwCVLk!fouM>?vXJ03$?z0U1Ls#;qh48a!4E9! znQr=KIu9ahBtqP3h zY8!S&3TzwtT%$g91l5O4bL#vFj!KXvpdq?D2Yc=~afvuHL+Zp_{u2+tci0KOBu~9& z>Ub(e$fOav`Z|Utcz|+=;O0`9=o8C(NILPE9wiTK6h~KQm-36n4^`{`AjFNxR0>sS zBfc#-ri<6=t0KdTC)riXJKUKngILNX;-#GWD%X{@!aeGw4&mZx5YFP8ui2A|vBp zw?_m!i(?BP4M`Dg2nNYRehYg2OAhbZjUv;J&PZWE4dP5{!(O>|vVgF<9-%hy>V3z2 ztu9ANdwvB|m<4&eV01T=Jr+|L)daX01K=gN>c6PoDL6kK& zIg1}WelS3a|;{FK!BC1P)UB;Fb65K9==P3w8ATFO^$>h zjpC&3?Lv~EO%uiv=M=jnLkvXmR06O0x{4Tz9WsQnYHnCjyFw~bswAXU;a=_Er4aA> zDLJArv$xfz<$T<@oe`l5Bo@_@L(yURun9ykXXJYAsp3}PV&P#29{+=uw%7rNT zxpwjiXN%>#64<}3#ucxz&R@QbR2)2MNjmk4bh$po<9X$zN&Ku3bGZVfe7tfI#$9KJ z5Z9}+=0=mbYaw4S*j$*Gd7V6ZqCGz-SzED3A906JpIrfSWGH)GOcVRVTh;5r-P-{mh+9SwYgAz!0%eJR!#l) zIwFRu@L%pnPn=?&1ojGURA|0zEt~dX!CTj=5d<6~v6u;ZgrpiU`CL|p6aW%Zpx%w1 zz|_1lDz=D~c}FvsKg*d&DT6N+6P?RDCAWu6o&t{#QY})6KT;9ymuhKLp{FF*7D<1L z|Hj-tkyp_<0NK7(TgR^cF`TXB@kFRF}nK?3+7uF;Vu za$Otmx%y**ip%U$uJd$Lrn7NCSQiXY7TwhbB~!#Qi&I)QUCw8m{a0g`we=p6SWhhM zesIcbW2@a-aObNAe@b3WrqgTGYH+b~EUEapb}tOE?8Pa>MANZl-%TU45F?0-I>pOJ zW43sLujFjG=5p=i>@hKfENPnKk-Ywgj2|QXfy!d~1tWNn%kfJhK;um)WOIZ~{IQV! zd|C>+)&n9j#FtwjnStRn?29atv-Bs zIe=4QF}@DC^liQC6D-BZs27B4nx1+6+_!{2PN(SkyzELBojqN2{ z4Gy63z7PBV%Rg-he>6NK@NYrYO`C{qtvGfE(AmJ$9RBbi^G-QhF31A=g2CS zU6d$^TB3|iL3|0j)&(>E8TdG^i;*U0Qt6LYa--2A8Oy%Hi((6NYbmzFpsHhj+(Y!q zEBum}ucNs7yeX0BBPNAms||UI)i)rJ%1RcdOj=f4N}34^2^~SlIgVs@WR(a_nEx1j zcC7hG{(BV7=9dk%lD$BKDfo zoy|_mxC-;XElG9R7X0|;1QaAzD*QC~adz! zA8d1@dab;DrjID>Pop+m3y@_e{exCCwLP3$!LY<2-H3nk)stG%%x8;nEv`Pt9L!kU zcnzVr7a_9eKl3zlwjqw3Ckxs}y(uL?Mj}j0tv|2O6hS;$Fq0p-ZvK zJa@y*sy$-sv`MLhJB^$OA^PVgJ4ie2wm*3eZZ-*QwFvCh9ZO}1*)#Q554h@ZF|?*; z<9Oj)Ds^f+v%VEDzk`zE+Fke#++UZL7T1H46Q$VUU~+ncplfdU2hhZ4V2jmD|LPu0 zsa3;nB-~tsZ%l^9510)xWx#D5UV@h!EYRoI%0D*JZr#RezCy+q#j{z*Zc=#l{^sIf z&YWOW?K6yv2lfqqWpU>2wlRVnoIwU-5_dneZQWHavND$V`n^Tk8EH6!HoRCzm3^~V zV;nKCM3{GJUe^RRRk+e%Oosc=S@1I1+x@tdHNq*(F;#kh>z*0)S z9-ALdR~(V&@vTHDxr8&bgG|{!1H^I-ZPd+aXBE7d5F?o@g)QmczF56ARshC~;QjXS zGb>y1L~do5A^QDFuQU^_ZKhfeP!trvlBt8zeM4BCz%TB0D-ec^0i}*N7Wo6_+66?La8ZoaeVXou9$fjRCh@l*9}PJ8|1SeaW1`OX?X18S9^7Y zbaL|;%iD@WK1!SB9S!El@>&-Kjd=c^HAZGZG0RZ<>2U zsL`EyqF-C$Gv8l${xuvg^5|l2@7oC+eptAq?0gZ!flIzMmv58* zl(81?X4k0Ljw_@dmxf!=yGGW5O7h6#eQ($>F)&R_g2Gjt+5X98)TCba4U)C-_1#6-vY+>oOa~ zCzZu<4^@S6S!A!6u%;UY?yx}AqRm|0N+mn2JF~3Iy{X-}#_Oy*mK4Q7VZc$^kYP5S zObQ?xQ=iUYyCG`rd%fs6{y7*?-!Lc@ECVj#VDU|?Td4RG4$*ec#mJ4oejGoWkRLXD z*>Bmw;-7whCk+0_NBBi>r$DE(ed+)YtE${mt#8*7`;qEXKC;Z^ zGnZuqw#c_kh!3YW79>wM3N_jamKV|AXNYlwS%s2^20tWuUdrgb6a08^bhrXUaag_Y z8R}HH^OoFGDRCiF8NKDt#IPOXRnq#VV0U`;-(G4RvdQ-RJ*ATu%dYd(n3v6OjMV7L z?oGH0$jJ9XQ4U8rS}IER3BV}3SKH~(xRl#}AQdZBVz2z~rtm!{S59xewTdbU1sAcp z`7>4Yw;=>DI8@A%9YV%sLFBc>gM&&_&kGVJ@;C-eJ2;atw_)X`lr{;LY_mf4nuqe9 zXNl!<&VBnSQZ8tGec7{d(74Uj`N|n+`IQKtff zeL~(6xKS>%Z%fd#62uqePpk7Hdn#N;6FtnUqt&oFRjl@1XC%irGgSCs>Xj!hq1Ntc z-Q%}2WNr>)@{`6`M43*VW7Ukgb^-|XeuZ&aLT>0#8U~`IN;PKADMl983QG-@5fhaY zt;{iKDUO@p2`zOf-%pB~KHnmRwi5#_AKxe_(S=+8U8=hnGx1)33<0hT@PC~+fU7DJ zOme~wCuO5WrRW%0n)}3Uq(fW0#WOT6^n=k_zX@1txoa$4A^uAd(iJii^;aQ()j}=p zL|bF+5dSOSGt|N>T^OScto;t5TtTDG$|M+ek9S?#k~Ki854I`SSkVA!7?r z_Oq9SW0GtOXnQT)tV+Z#el!IG*DOgnV3k4Qqib-E@)UkqexF9md?XwI0*uyNQKJAn zbwxh+><)w*n^t`$o(cH6iha9`9l6o*sHZQvI*tS}PV#||P;LIWEB^rS}f zSGa~`cF4~@sD2G%a+vHKFxM7BD>?r#)*)c3xaGw}H!Wu*KPsxYJ`)oUcIW`6VBaao zfyusFiymh`QI_653hjh zzfmaoCklz+_#ah|V)`OL`v_2Mbop4N88$TWVXuaiky33mnzc_3k+McxYBva5N@(xW z7IPN?_E3J!oN9BpiJn(ru;BkCC1e#67gkr7qcnvl0MdNs?})$tY_YM$Z3wCjU0c!9 zmn-dTwEKAmjD%}^0*3-PgZwT292W~Ye5c#C7vP>7R39@ujNHK86+u z4Q(-k{7!=nR;dLi%~=F2?JL1a=Sebiw3|=IV*s@; z5^736*Lbkyfz<`{Ux~5!3tJEsVn}B_RS$^l$0(hmymC{=gA?CC8G{$PF-TL z3h2hbZ=#z-uOU}gnxI=EKer^-jWPiZkY%fS?afOzX~Ed{-h_9lrtZ|;D;=0Ba}Ho#$Hvt0L~$|7o;WcFKre4Q_!JsqsKqLp+f0I zRu5FHR4t&dIN>r%Br)HKNY59|AUqMyyd1L zb+E>>Oydos#$cRbUB$dErHrhy%(5zykhhI5NPvd zd1L)KN)ULaImGnYQbuN}xYZQPs2Y5Fylu>9p7Bfzh%zu(GO+=vP_FnaP~5-ho) zZ~y=Vw|U#EkDlFo=z5+QpZ1q#(>$){jKg8#gCnTsGPsR<)|06f$Lw88Z~^lZMbVxB zv5aH)r7=)G`(L%$oL&ed3-SRgz#zo$C+Dc((48Pp@#hUb^FDkw$3T7gUXX{CamNfuF2?E}%UOH~(;13tby8&?9^kxtsp;_7V26pA&9N1SCw|peu zj|wsz961$MIO4@3V;zM_RJ0k--+m1Ixy;LhGNFLvoQ_kS{Y4`C*6`wuPnv3?A>8DD zFlc?1o1}Z`&5*9;7lWZb8rIsPu;qaMS*77e6i<;3UTAIaWAy4ze&KXTu%yjX&Aox^ zhEfoK>^<(xD_&zfq5hPeji{BT%&o@rCO|dgWT}v4;5{4j2AW@jQr{h#C&b;qG)d`| zVFyB&&8`0ObWhxT5g!?N%8tlW=K&z~|(0zg^pJ7sZ(LGo}*~SedY!NJIty63Uj_1$%#*XaD5isi_b! zf2~3qz7flTxkS=UiyhS4wjlKwDJVgsH z5awiYC7h&jLpyD_j&_$WaUriGG87SlSj?p2FaenrI=yt!Gq25qnQWFm&;aUEYYLZ7 zOOT-GC>g?5B%~g&GU)$m9kQqp$Wiyq6ab6@5jyA26}x z7y_9K)Z$65ywY(drT``jVEn9LI=Xws#R)Z*lN`Pdy8w(b6jk=v85h*nrVe8dF;9nn zu2?Ypl7Pvxa_mE=2-A^(zk&MfD<0i0Pd^@q5UDPiN5UqTTN&xO-GSsA*RO2lOua~D zuW%Xna)Y}Ejm{nnHFmGCh_vTrwF7`Sn8qPaMV2?ey$T8MRPr1y(}~D#`}u-3;$qgKFB8r z)#=_gHg>72PL6j{;Q^@+t?B)pX>gITe7PXLSX;p-6}{%JTd8oPDstbRj@zeHBUxl) zT^o8J;s~moI_C3xYhS2ICW?AZTmcs0?m2hUPT!~FHfpw(bc{rHU`+5vF$S6(PxT6v z%O#4M(SF00`FiHw{d>+lb3hXtaCyKW{AL178K@kh^t4;prVd%|$L5^)ERT#W{QFD| zkwalcW(Y?6&OFj+#Fj0rtVepO*8<2tg3)BC&<|PWYahT71Ot(RvO@cT1rye@TBrup zcCxF8CB#dn^MwoHnZJp7Wbtk0UJgrcx z0W8@ro9Fg+b+vkPYSwwMUXn9fA09xH60;4=O<y4=>4PI{Lo>MmDG7*e{aF*71kqtIC))3UCmQ z+u(HJz6-UNQ`Ov61zuzT2ktDT?WYM}(V28d3L}C=u}z_;v&r_Y=5JqBA!Kh>ofuN5 zz}@y@PlbvCJN&eOqKMT2g{BJjk38}Xh$AF;8qe%tNcJoPnoMnuoj5nW2$Xo^HnAu#+Jaq4TzJvh>V>>AboIcFm%+(##2-ri?H{ z>UH0xMet{-#b@=1c#>_K0+Up<|$VdbE zoc~+tI7WyNE6X&2x=?O)H5Iyqxk=HYoWN^Q8Jx^kL(OoE6xQ_6?gt(ukQUC+meyA0 zS^M)--|a;D`=niYZ^B4y73rU^;%H}zlre?Y$)cnOxdlq_zu$6m^^W6wtS9ut6glT+ zW+~c*Ob08>P5jrg5RN~ghbMmWWZNmd4h5pI$|{zsVSTqgBZ^rT*K3$n0vZM3CyL)wr7oz~nd#d+STPg+#%t zd&UyEU`ebrV^N3knkZ0n%>mGiX>A4MeJbY{A(~JJ$%WsJdTRcAF}}f)T7k)o>&7)g zMWb`w*>0sIEv;%@`UwjT95|3+Ib1YvFMfL>E`jmZGm}`Nss+QRMS!u!HR(cQ`PQRz z|C=!9EK3LZFR)>@QA^e-aNZa7BfEsZ@zMSb^uQn|X%Y_3tP$xb&gc$(Tz=-bFa;Hp zzj=k*u0O&;X2g^eDO2tqs0D6)PsrLg2Zt<1XLaW45EMB(&oCXBRQMI>8!= z_BXUq7+Nu%{xWBQ6twP17Lu&~N#r)KU-yaj8QjIK>=yeBt9~cQ`Gya8iK1pX<{zTJ zx0WoISL>igZ@I+3vD1@y9>5*H&9?TsE?S@~W&Wj?j$pxIVN9#w(%{tWri;lcoupQy zyN-i=$xaLUX+4C?(fpM*<7rkb8Zp9R#}DWj3%)6>`wiNOgmqLv)t~6ya;A+)IIa(t zkQ-Lbf_HN$=ZuOJF<+=Qk&>8gQ?|~BJk|+1Uk8%Pzg(+%h7cJdxHg#w%7MXFevlG=%f)R+mGbDyCM>nHwX#8uFcXe(ZrW(aY6GlXNW*faw7O zR`L&3dpKL!A!Qi6lgra~w>#`+e@S%W5+nyoO|>f&Fvp9BF{uB4ybCSkN&^ai0y z#W$XEeF1r7{YcerK|KAi^4XU!LF-3S$Dd|-Z^%^0 zWwDp+IA>@&P6-Dc;PLKIrM7B>{VhFw{ky3zF?j+Ez&0mysVEWIH~*}L*O3jYVk8ydV53gAzu{-jKK zNE6;W2{Agxjn-vKuyGex*p>xh&I%pr7uV14K%rmeyuH{)TnS>VhHUjhgzf@%66stQ zbj3o92%$^+mcYu{JvDoz%RiKNQ385|R-(;&CMBlQ$Nc(q4dCZzvnyln<2uQQ&_>{a zM~Uw1o1X67rZ%8vX4-5JNaBogX{1l}dL~_Y^N#E)ERQ(~)Qn5|7;J9QEt~OsHoqxO z^5s!!cVOrw`0a&Q&$4r1X7u+jG^@M-Sysm{mnF)$if*A~V35euo^n*0`~G<#hy@Er zSl?y9a9(mg*D83W@J37uz!YPbUZU}PbCSmxA@a>_MsQtqf>-Ts6LCz3 z)I~$V6qR;#V-u_>*_J{`Ull&wSk?I5NcwH*xh3oiY_{XDQj9Y(3LN-j1d?P;Y^n2# z5aNN{L`r1NGAJfoOrHC){NJq1Vapq~Y8gNzHsUkt7Z{dp8P3t!+@0Kr$=jXJ8#;@J z$v%Bv!rlP_>1Kv66{EX3Ga}wiEwbrgL_e}mFe_VFD$S=ViA{)JNfmGl$iR@%X6Vopcbt6}LHaxYFL0d*{T20AHD{{snXBe=aW_oE z{b$BS%IcBNhRP3eu48}-5bcfMHDGk9`cQ+p@Y+HR3W~I-FK7!&UE*LLime?ehN0~K zZSVpTie%9AECfnorqfIk@uz7n@qWishP=znxo$BDSoInglsz37yvRTaTBR3x80tzR zw0Ozy_chP5eoJny0J9^RFWbS}ZV{SA)pVA>5;m|{-{gZtHBR0=k7`4zxgE>+)&)-| z4M$Dp`#@dy;$8_a0(fO9LA&Z7D=e*Rmp@n>6!%$`VyhrBNmJ3j4`k?WUMBr9g zKY_^A^QtdHSc!M!j67TWSS^u_`$=p;vD{R~vKp7H46qjX)&MVvL|`7N`sgu}8#MuV zLa402r&R7oX?jRBT(L}$=S6wOb16~jFGhKQZEp(q4-VRqhF=lO3f4se`Gv%~ zW52?Gk+M@g>M0*2lW711qK8POJCpBuo{VkhFov<`&ie0(*LljZ=N;a)V-XHh^Ogch zHTUf@Pa|%TPg7W_@$o$}-?$!F6aHqw0ALcG@kEF1KwZBnbA1(tjj^?N7j#)kq$;$l z9287Z>MD}Q@>TYI-xE~E^ zV7cH>)>s~-3h4KzBrm?B5#q;~5}wEWuL=i_sO7-GA;LxV>@T^qt=KjN4vn-Ktz$f? zq9Gv>fXjWT52v`nfa9mI4dfzx%>KP*vA#e`_aZIu^IPd`|N0!r*hSL?r2M)5)oyfD z>3QdGM_rxxJuR!`%5g~ID^-mK*4Y^z7TXdoYZ><9&zq4n{%1lDACm>+a~dpPFlOI2 zU~h^504|^Mm` zSg8fZ5D*8E4i2LU=&oT*y(a`Ho_evv4s!%NbgIqK}0ply-+|ifnXe%#K^!O4n3L7aQUH*R!SW zE07KS3a%$SbP{-SiQjp3mFiUT&H69&se-XlxM zj7p-f*qWxyra-Zx+qSGDir3e?xXf%vx$NM5o%~)SC7?z6!SN3r7PqGJHh4fp1HZeL zr$*lg5>D(CA{g-{QI9xih)!L!vfBzwd0WYso>D_s0BJ=n#xc%DsH>NsAxt>ZcY|Ob zDZyh(f~_^Y%ZDuR#?NZ80tp;$eIrwHGZIvA03EB}NA=PNJFLwi8uYh)tpl@=R3T1f zrti6`xf8lmPQ@altw8RUhg-wQ6CK%MaoHpN;S-CPlLm7J~u~;Y& z)|_2aFj;Lt*n<`z#ES{GUqZ$MhJ8Xa9M^K_pf1`6sJe1AD(o}Zp&xhD{*uS^mOrA> z=@w_(m^BA_-MYS23E^-nL^%F%`C44Bp@yMUBf}4 zVpi`3Z>||mh$WhrFJcQ3*@{ID9vv4LXv;n7-YZ}5FPkPXN)Z=lD4~(W;+>{=>8IGY!(GnuZ*O(7$}NkKR%^wHJwgLd1L?>o;q)MD)YtXG$F{Vb`}7ovQMvlk%(@w zkw9Un7le%d6nAWOTH}ZuyVto$Ol}oaI<0vUXN#b32m9%=?VmSL?DYR`K1aF;9V6nm zc)KYNM4~_(NpafkyUjAP5J|fwGet+(`IV+r4cKMVo-LTmh=2XJ0q%B7>yM;Zmg+Kd z0hYC7bsem2NjS-kAp|NL!o+{H^KMzaKE`fl4VZvI8FD|uG^C<&fpz@gfUZmk)Wz?H zue&^~E&p0>)u@D(`H@*;`qw<(E`ROh&9a{qLV1xXE%*+%=NCP9hP2t_q>zw&lFxZk zisO0PloR4qqz8_7)8{}QG7;CJmfKG8|57@#t8#HrNHke!s|$0UKLCXeZFFbnnLM{i z?69bRpyYB-j0=ewZw~JJ>E@Vxtg$>vX?M^YO@R!{AXfn)HB)awt!UvJx=!c`#x8*% zCq&Uq?r79~_A(&sU~v(-RTpWYp^wt^E4XV$`+}WFJLojp8d5{Y>#;M&{)#odSg*H#+gr-I>{rzcyFc;tWZ6^C!h3cxpDw&&C1f<(j zQf)i=WbNZJFog*lfS&s7ZG~tgO;`V%>Zvf?J`^Y0sd|Ooi_u#HoRP?|u_rV9)^3{> zA$Jlfp>nkqDn;i&ULZ30P8sx7_EdAFpJl5ojADkUp9vjS1|6u~aYPFqL?jEED7+(K z&=)~GjT}CJKU#bbf=naZL=^q>1&YPnwiWtRw`P47P^Kti`pWE{l#es`)usrjpVgev zV%!jVG29To2g++j;*>}n#X{z>s?&v@ikL(L*x~IB5h#f~sg14vjY0+7WT28k1x49V z_0-debkuK_SvAoT#YH;m3ApT+m=LXQ&_&S4)~l;5BoXsa+`vX$sTN0ec=ha^GE%o} zHGBfZRJ0`IQG)+LDcTTQ9E2|;JRW}RMk@=N%_a{G`OqDH;&NXav}(;xc=*MUxzX9~ zycuRv^)@{GziizJ-K`r^<~?@qf1vn2bzrsEO9FS1fnm7~WoTepIPgep_>TkAWJx9V zSvg)09;OuzT=10~m?hLwg?WsUmOYU&Gsz9Zwt~>e%D_j#M2ce4W|?l(B3?H(;?SM6 zhVCRBrVE!VFyEw#hqAbQl>U2eydIgyQcsgrGu?lMWj>-yqTNa)5)Nwac*eF=cBFuE zM$7rxoH~p^A!mnsaV%90`nGDD#P>_j@2|YfanTVlQ~1ijCRGeMA@i@hAon9*f#+RR z69ZQe|J}&$C(#!A7h2X`E)7!xRtr&;krD`|m%jQDgxp558EA>)c!fqfgPlzP%e+8? z=<|0EUZ?Mx-{f;_bJS7RtndNBa>Ys8{pX9ASqP&iFmj!e)*sV(NPt-=5QM($xTE>C z61@3Al_a!RNmn?~ktMT4VIb}?hd~fyzDyUKH?!kf55&6%5F4VEV@m^qL+U@!)8jph zqDvF`siRgo3*`SlN*WkY$Cl>7hcWVJngS^>4p~$U3#+`LTCk)Qk_3oqJ2s+iLy4oaA+-^}x+8!=qP|4vz<} zn|2v4uN&F`kI3{Xw9G1PHFO?_`KEyUxw`7xR< zrh_;Q9#b96JG$!%^GJYnmzE$6n87QRQ6Y+G2|K1CH*lc8xTT8X$i17H3`e>94*qxP zc?Pb8znaYi!BFfeHgcH@J@XDCl$1HMYp^KZW74f|1w^p0IuYjrk`ErGsb(}U1@2#ujugxzY~Ew2r}@%A5wZb<9p5hEYyB6Qh*!sU z3!uqqnvl~n4SR#ZVuMdS`wBj}cO4rbmuX1x9!HPYuW3d)05i4&v~(88DBGIO;qNq9 zW`UJjifZ7hlx(7I3`j3Z8Qs>rj5I;y6i9XsZZEnJaVm;F>{QA04HrG0*h}bwa;^Mo zXx@n#0CcZNHrvvn#LRL;AJ?t`c@?WloF4Nfsey`^xU<8$0#g<9iAvg? zrE03%G`Dv4Q`JOnVN06Ol@#Ldbd4>LULm^0&XEy&#c7XbjfT?klm(CGWGTFxi}7%F zW>ANBI_athALhF-lohoC%G~NgWOW)oX>U91Tj_2>pr`<6rL^^8u|O?YsvjG{Gf0>9 z9+t=N9Sc0VjHC6x5RtMgD>?2vxK)D`5;E_gD3R-G?o#!FRSIDZtO6tdw`O^D9T1jq zg-FNXi$3;o9AOgP_?Yj8ulM+#K~Mhb}=(l~dB`sjH9_y7V|NaV9e-xG%=-fFAJ zL|Tc|J$XeyC4(*|?@D@68!i8_>BiWE1@%7yylx?qgYx747yr0rJY`5`KJ}}oQFDou zNM5r`3Tg8c1a{(cJuq6nYsO01Am!ztB3ac}IZHm00CBv88=r<&Gg9>xNtovtObaDv zuX9N3y!YvP^<%V6FkC2kE703UW}^f=H?8!tc+wAL@DO*~qw(dHE0N;$K?!g8BPBU7 zi>Tfu51u9Ve2*Bp`Ey+jwh!S3Yae7(*rQ7XJN>Y|g=k&&5E}C?`+?jq%om-S1MY1Q zo#F$C;nOh<=v^KDnUN>t1spZVQJf3qn4%q4`IWcLB0Z_0&_wM0MC^rm*@7)AHCsIh z)}=Q4;<-RjuC}+EM3sl|oIYzwD`0)5Yrpq(X;AeQ!*UeHFfubJzv4R!=?)0}c8P-a$B~=Ht$?CtH&a}X6G23p=R9ZxUc-w3b04nSMz?>JKjioXoQZ@Rt_by_pt-N z+GdB-4}s#kmD#OppIdF2+!S-wBBdat;1@lB!xr)uYWMO0#lfgU3p5ss@oR2G4t%xY z0Kh-tbM4&QFOy|wv)|=3lj{fvY##+x97yP)5C~uDN!)z%Am%6*%SQU~EjdTnZP+)6 zhOwj?R#g|7PknTX_?|LSvpe0gU|1OZMxdrD0HYMxm_n#5Nl^}J9E|4(68r#srE;!R zmq12cWl7TyB>CWokZEiYbI2VFa3`cfF?I_TT}$NSzj1h`6I&E3Ot2?^#V~B z&y#?3=L@Om5knO%`{x=%?(g%7I8!qM#NyFtfEDRA`>mc720XbR^!0D7<>SW6*Darj z!%vyh0VW@g?Qoz8w*X{Iv`EH1I^wQWt45G7r$G`HsLL+{z zZildNUomIJq1FCutOpQzY?{FY4^B~}F4_E;FcoRmvz_hyA27hyh1ch|d(&27;I3AM-E0u;?ph=4CDuVb z6{)xB*|SaCFS(XkvC8PRPvV4Y;n$+e{q72KMd_&{QBtZinZ!$Ez35N4Bn*^oaf4xa;62;#B?P*{EEnm{S)XpYB9QSWdxc`sQ zzeAmGif1|e^hS@+I!fiUXdusYjset8V744`UGyWNpM%4tRh z+v6-S)=8Sz_L4D}cntuJO)XuhJktb&VWI#hu4Ws|cb5+T>x?KFIapRk?3Xt5a3Gk|P~Yci(Xp#hK-Q1n+>$bEDCmQayZ!M&XJ=@hZ5K8l6nMVxOXOw$-;Zk2(9_`SJF3Gtc`JL2i zSe4Fpe1&!4h8{;1otpRU5o{%|d>;LKwdNldR?vM4069R$zan78-kETmEa-bTufCu2 zDcYZq!)8wYK>k=?y)@?gh3Ovw?`)vK{RzF(eAwnOyHfwscKxLp2khTrIxM=_)Q^Du z1x4ZREe9HmD$cqADp;nFr?|gj*5Z*P-Cd-(#;UlMMGz$>4m-oosqJA#&ze2cL8_3glhE z+Q-ZlLEbRAJQmXLbQ4>I=g%O$Q`zWa~hA%JQ8)+UiZl=VR<^ea@w%F97XNtvg&Da&k;FD|K;W740bR_A? z8X$gV?mm!ndGR!2N^6+4^TsXHZ0%or6mcs(vU;|nJHyIke|w7aZJI)pxvShgv&bO@=^n;}fY?xY1a+-AJ3*DbDY7={9L4euA?&ap$#j#)#AKli7X<9yt{C2hn(< zPrqSj?-TDp4ijbsZJt_{M67TH?98oR5=nJ~P+r?ZeaNzFNMzH7>)TpQHt^*EY`=hC zbo9mnzU~BlK*AhfD|EyQ8*!FTp0X(~u+=1oMK;1L%J72qdZxA?0_Y_ggd#g<( zYY;qtef~pbL){(mM}Kc9JN4LbIXZrM-d+Mw9m*yM^B%S!xLTMp@v*h`O1Mbo?U5dt z-`M$C4n(*mdyc+5g1Szd`^ILrkW*Xwhw;#?Zy=Pos(NigQo>r{vzAR zgOc);rTll2dIl{yC|m;Xk0ppS$ubkA%hiMcP76~$4b6u4^JDY@%D|;P4H-34XePO1 zTWrvP+>E>%-0{xu>P3^GYEFzZCgQOBbxXsSCoyy;HHJ_Zs&VcNdS*Fd5VJtm-MRid zhVo^%ntg&r(EJm9fuRIU%Zz`fgI8e1_A&urZ~o80OxHjPbM2Rr;D!R zybPt&y7N+N`=cT!op#nJp+gi;AeY@Zc8=Jrx@#wLF6%()3Rpn!As2W|{vnQtK|nyX<`4 z?<>t?jH*$wq)Y5=eY8yIWcIok384QBK`5b778CB=rDSmy=eK+mGnP7Z)02Hwy;18h zM@at29FHWJIBM{mFoL5ZfB{I1<<8#DQ+yDcI)+~3Ti?txE$v421?6$>FZWU&18*+i zH$U9?LxEX$t}3whyEK*WRcjUt(@v=)hjdinDvauIsisZl);7d-^wu;Wk=R2nsHu*G6L@0&!6&b~tQySr0EgG(VEmn~ z>7Nbs2`mZC{4p_gVI-Yle<5O> zbhdG`eVAZ+ltP3Pswr*A-o-A&mU*62inrkH#)b$cL3RR2e4`d)aX`Az^|@9n_3|Z4 zkv|}nb}F_dJHwIS8)9LmQJ(=6E?S<>bPB@-$_ESzFpgk=Rq|oL~@4t=9p^3!g0&1%B8LL$AqODGs1#N}Q`*>KbrDqifB(TT0c^a<0?=&oV}( zaBu~_7+SUI;i=Gg(RTj{UMZ53tLyh7HZ=pvlg!3A>lWgKCzbZaCuDb_KBqoWxlxXo zz`&_FJ+@K^2_xOCrDQO7R?5?e_+RVmfVvYddAL&Xo#VL2n@{z%24ojLTgs*(?BXKJ z0ck)IqcRfDW4q4inzLmCRq1v3=0aZ3%QaPmAZzB+SH&%f+h_YPXr@$YMQgI&u3Vya z{~L55E`o^4(lig?_zgiB+5WRiw`$VlqS}r|jAj zTvF*E*B@YY&w#0dpy7qD+VzHigLV-^b^@!{@rChncRZBXXBL)A7n3smA{tvw56X6Z zJLZ_1l_X!LJ&T(rVUrb0eVd<%u94RY5%!r0&ZTE<8bB%CsteQhSYjv3Uw;vaH4a;mW#~1M3DX6JrQc$LSbHMZOm&Cym|F(%5hAA;~ zPes~y^cF7W+Gz1o&WBi;HEj^ir4FATRx0(GRgz1V){tvf@VH%ay6H4-K3dG3s=1(B z=RGoclnglt)}jgQND^{*@0DF@yuaAz9}>o6~3F~M#!0m^;#{Z7~AHEkuC$kr?| z1GwdH=1 zhnOSOZ{MSx0Y3@k%97x@S5NzAWtq54C=A%xSnCviI|=y#qijO3IIh14R)vh(GyS38 zii4|M!G=^4MKHlXowzuajI;dlOi`b;RI@FJY2LdJpH`?09Sw=SBhQ_!X97_U?#GV9 zA4a@)OX~pII#A6g8LEpYM!*!wGtr#ul;xh0PO5eBuA?FYD)BjBDg|AT==(=1O( zJ^R<0BHZm+2PT}zdJhbJlqk-tRxz&2gG`yh!-s+<`yMg~?h-$Xay^Sb^d^VVB~&3- zje&C*!1k=^De6X+Bzk$GNv2hYw~)JaDtU^%-II1KIaU}Wc=5WCU;i^!shQA#kFkAP zsUYmmI@`_EjGqzDbILF|t7jLCu`eE#nOCjW5!BU<`@ZT%(@8GqYKMe`Kgk|;I&c^; zqlBgJ$FgcEb0roUBpPxuk8_cunVhqmg+CaPHirIcy7(*u<2;;a))n(5* zV{y+Q4f#9vv8>ouWsPAAyZzLcD-A1gu6hkT&<(FPO1;6p(gO$8wE3tc~=t2Wpm?r7vmJy zv3wrH?0_0PT5<0k+ZXcIzSV3M33Cm3KX+;OMh*4AmIi%LAj1plz0^1P1x5y$G}WwF zzU|!DgaL~Kkc_U@y`H!5z|w9KIU_b_Gm&<+{`bY(Cvj-uVOg3f08ye-TYiK)AIOJf zlPGF)zYa*C;x9sYzXoGG#lBNcO2T*iYG=9s*ik;!vXWgS%be?H=Zw<7J9^UFmtiDK zfh=DX$d-*Ly(s+#*K52xmdIP!;I9cyCd9jBk(W0EmtujxHVLi=&-{MMf13z_%w=AV zZ>7gx+t`JKI-x3JAWvtbjWIK~bikRASVV%*;_Y(fqWeu$GWmYkQsow!&lsC#a>_ji zX50c?7}wuMtIL^bYoA3k^I3VBO`JMH@yy@(5uVG$^Hv}IJV7xTC1FN5^)Q{B-=ck3 zoAU>bdb~3TWrZ7$f^~)RC{e+E76DsU%GjpRiSN8-?1Nmm`phRJae_jLyo&n&!RimS zZax|Y4Gw{osEFv4{{kzALlRdubo)nAC=UlrLKuwmh*C?U``RZZp-?p&WDZ1SV>bSy zMORG3W1z53piTXG%>%9JJj^@IAe6UCB_E;Htodn#P|*2>tCYLYjqI10@+HNd0d-PU zl7gD<9mbKvvQpJ&#{@rpEO5DhH955EIh3m0_aRpW`P%PJN+&)@+IdaJ+|=6(8^D$5 zpMKOP&AB`5oRo>o9l5rTP(sYQIalCE_DV_R0@M?8rPl@ z!ctL0;~GG|1+EC39YkhPqWqiG|FABI_3*o(#cc%6k~9eC^lnhgMeik{C+Y__(~< zQHuSsU4sH6cxpID^y!o}P5S7msv=7HT<#NHJsljUj?kQm+>F!*n6;_sT7-sJ@aq+` z(jCqlT>>NT)Eld*GdYzD-@IXhLaeCjQQ0xa*(H8&0TAz((S>&oeBCRBk7OJ*h>KRr z5A}9RwpT)QY~Z<_$)|7hC}k$Q|&^=u%^<=_$N16PCGXzPq)w zd6z5mTE@hjY3_fsP$Om#<-zp>zSBC5SsZLbz;-#jl?TD1c+uxMa;yYg8 zEi#`o^6N8;9?+SS`5??oy(E0^18HMJZrd6r3w63o`=S6^2CLOC7=>c6iewHFRe{i( z?+dmJ?XHFTrrvSkeW$P~>o+mUNVxsl`p7R#d&102DKE_k?AHg^7!FRa{+OV7G_%Q9 z-0R=x8W=?AZh+=OxVE51MvX=e9CK?z4Wb-z1(Z}hDTKU5I~?2?6=;-{GP|55;MU<1 zTWPSjux<=-;`JFY1HR{AX)I2!qqsGX2lNPS_&+Ta(+dWrJYnI#Kq>%=Gc}ctDtDH` zMyg^ukiq2ac-7uQpce?tqFRE(_^*Z|s3 zxp8p(2WZ68oGbkYEG~GYL2nOFt7I*WvHL;`$E#>`o?bUl|6Rs-fcxs74nPcRw zHAMp@1nH#b3`5V)Asp%-;M{z8?8-ifp}FLi>>B_^D12=L7om^Wsv*Z96a!hCWxa>b zcZs!dxQ!R(zh>r`{9Hd>K^?|2)lPbHkU(>`CQ+Cl^prTUlho9Yt+6&*iLdj4ln&y7ufCDr4AatSHp&9TlVJWcL(>%q`|>a2gW9E*T+!hY`UQ2r zeGCV{SP>|sUd$nytRYRNZXf{`6cfNfF^a`Yc$(qUFS!#7wQ#5Pp3i2lj$$%lVwpus zq_>oX0#Lil zP*{uCQYZ>t%fHrA^ej+ud`uZRED=|U24F;q0VTm1`MFs!Yp2dm;JaA=m#U{YZgh^q zcT&<^HwGVC;LT{fclkEjBZ?0CFx@?}Ltwp=&hopBt4v)nz=iQ-ThJvadqnVjSK4tw z2#^k$hrin2E}l>M8nx+vPeCx74@VKA^N~vL=EZ~G24LPP4V`al_u&w z1Mg4qx}jz&IY#7B1|@P?(!c#XbXsy&a-u<~W?`-*Jn=dvO|xU{-*rEDX62S}xQ4BaN+OR-kf3+04eCNbdZ` z8OG~H-|Qfzo(}k(u#OJUT7Ga!*{Y)aL0^?k*RV@MJ^(t9O=rG38H2D6LO?<;%qSIal5%tjWWOLyc zZYmWawWhEA$@1HZc(c3FiEqM4I00Q|%@CePc0~N(`87CK9Kd>m?~VI!`W++MSBcAX}0Jy)jF~gt(|gQ51cV3Ol~-LjeD!LokHa|s3^qH0^R}FapU8A~wd$i$%WYbTF0J3{Hty4+EztKw;GuK- z7R=-C>64V&q4$_1FQyRY29MpFL(Jg_NMb-=YsazvW_FN6M6C}fI#FH_Xc?U;hIn_G zI}iQy728oVL$jI5NV)BY-%j5`GJ-rkVFLdD-%muXl(|GRT=(iR1YQkc*r+DdyG(rQ za&7POzxMsCkWnBKeTa#P4XRl#*Nh81(Z5f-@kY*+OsAui=W_)gde_)IcE7Ws|IsdMs=StL1Y(_jUW?ophEv$s z8ehAN=>1JfHPZxoc$H@*-SwB?p2d|H?`+qelt_#! zE-6rXi!xN2A3c5^aqAJZ=;;VC;mDn&DJC< z3%~#X0Di6aIPS^l9~{O6F!T-uWR-2b5;0m!4s;ZW5Q0>^|1IINb?hM>^nhTI$j#NX z6zZlEGW&~BLbsHp?iBSxN6%uV!4?-h@KbG?RXeLGXR3I2#OYUdOkjXeSL|g za`^qcOd6MUNSBWJjOh~X0G!RF*0J%JF8UqvRiW9-2#+UO<~Sh#ap9@Ww<6rUJqXpW z;plOmUr}r*S3XS1l(PFXQpg=zdBJPU%`R^0000000YQ(KTywWq3~&l4sITg~UX>2y+ z#~w05nBGK{0?B(Ard$v|*S)-nc|sn9R&Tq5LfIRc3-bdKhKK#d~nY=sA#iI%IEy3#1or1e<($kEg zM%LB%oi&KrE3k{}_i&-+x_s!8lHZ6^JHF!N36aP*ljws;Hv?mTP#mphOh7&~W&F4y z8Tjjn)_wJ^LxXJXw){!-=Fj`etm%5ZpLTMP`ukNSURG4=HbF=_=q*3*r+ZNbCpOsB z&W)4ti>9g$TJxvV(5-#iIFgwwxT|L{q?^>8gNv{*Inw}BL*sM8Gg$@WFgs*BBM z54aibf{st(fj}_1+M}YQyb61ifRdvS)D3I;(efEViaV846!wCa`?wG$x!n>^A|jqd6HkttQ%fJeJXEG zxV$>J9fVEGFJ;s;-ru5b_0q8&;7IjmS%WRXZB$<;%S`@bt2VCaT}FodfR?gEMU5T% zqk6Hml!TSRLfCN!E38~6OWZADY+T3!MmCYZx=Mr@b6B_P*K_k2iSZ?7o>99o4X@&g z?KG_sFLeX(e&%J?UWC|YWYCPvrVS`&4gQpVzzB%Hf>xOz1hp{$80mG}b>(yh*YZGA z4G{jW0vQ7VINQN*oMyfnUbU}dZeJ%DlXt>JxmDK9PU;4h6taX#$hKxapoAMHYksk+ zIXW^;|D4X#urh^jwKXb|N@tZC&Fx0y@?YrxT9^&Kb(R=PAIJTsWG2ZanmC@1vnddM zpaC*w_x;?HJ)!jVDeiZ69Gic#pl?!EBy zZ?FeGMj9U1(S=G|!tQ&lFmpisIZhO%CuE7YIl`k1iaF7i3NTyDNz;%tL>R<3bLL&= zmqa%=JicWku5Z#%j40>yeNwk(7?TkTnh^=(C9g>(0x`0s=%}25fsf)si2^rZgwj=6 zu5KJQD``73noeM28H2KS*X12_^+hsQZx~pKkNu><4Pl!%#6Z`3uU#&!TwH}&|8X_! zGaIUZE^0$U9`Z(zyxcx&%w>D6iE}~#BX0m?9h%jY%E;!Hx_4aQe&g8$ zE%EB`4OwZ?<6gk9HDirK^&%{7#98#jm6Fi!u%=$T*Xg?{+Q-1fbu08$`>u4&o}IF{JA_Q@56K5hxtU)gBbffuW24z=1tU;&cBfQ5=g+n6x~u~|g>G6mN1UWx-B6*_ADHyiKxBd@dEDMvG3o!FGD)$Av=dp?nxA^kQeR~Uh< zp_l(0H7HHm4?#V>8jSY=-#Iz|up`{?cIM*KOSfF@OLKER4A~E5jRXscR~9}Kuh&X< zYpV<7k@P0j@ZNFxo{H8Klt$|FRbf5F8-Z>k5iwg@&?_||)sCZBd`@oVzX%1if?o9y zQAR!Tl8zm8%iXgQ)GQ{E4zgP{`K(U);DXhU$&ThKNExCsq@^AqaX$`T$-C%iu<;SX zBNJ9NV=U#L6Wre0L1f6#?e4yw9eZq2Y?9ts*MzlJd?8HI4~YZA>xXvC(j`vf#eT}* zXj_!?LXu6eKIG`lV2~`UsUy;toz38oE;WkK>YaBRi>m%K+3T?ryI>=~&0wB?6U2}M ze2b@pSTf~n6|p5qbOY4O=A=4F?m<%DQZhq#_SB2%mlfTW8Fla*O!brNs6sT6(H&jG zYXNJ1Arb1zkBdHQrtrqBp$j8UqE%CLCm8-EYckXrjlAyY(EWg#+2Qt<>qKSJM5{yE zyqMe>S@unSVWv#Xrp8xfxF;3z96G^U2|wTP8Cax zW|6;Q5lrK?!tgw#7IrYRjtjPS)e|v0vK;B|-ohiLi*R!31AdZRy<(9$*%$`NI33fe zPj$&*;P_rahI$tfk;gn;bQv$u4-OOukJZV&+FuO)-u(F=^^J9f{4Uh;tBIU@_huFe zZ_Uni#GIzOU|~dzTcyMW?WR*a&ps5P*9PaXHgdEbw$~xUC!+w=SP^+PJWQ1Phjgz6 zYFoBEk0`7D;pP#>Ct!r~2{6|G_2ZqXgD!js0lr67#CvoQKsz_YQp6j`;e$LsXRlG} zoLuJ}=9k96PCqFd-e^K7pcSE&SX)jXl9>93DfX6B!E-w&a7FZ}>Atg7mF2Fa-ZDer zV-HgvqMIT1UH-|76x5g!swt--!S&Qzf5M?ej`868K*0t`nxG$Y_pgB$Q}D3J(Q0j+ z|8rTTBKSV}4|+ysWT>$XNQPIo?GIx&=2w>eU?J}0+-)kpFlz71-hTUk%CIms%-TCR zfCfLliZ4pyv1Z9Uy8D6OK~h8UDV1|2$i-a)ecCuLto~~7d<9|x2tpvf?21JS&;S;j z!(_6IU}=ORTL81@01a6-m40g@2bUVN5$i`@Vz~})VPlY;F10xHB zZgQrA5+@m*>!1b8{hU|jRG&rU#gUMv-1mz0JXk|}&;k(&&JD#*siF-o(lJ9Rv+6UN z6Wxe*QLGKct$W0jl^ie9iZsjB1vB;jax=Bvb95m%b%#gbKI4kV>Lg{G`x>$7C{eOa z;919oxl43c6fhYtN^Fn`38eR{r=vfK^&o#CGn<=*yMmR+zN50xVX(_*za=iVJuEpz zan0xfCEi?9k%tR(Fl?yL*h9$Ok4x@Hk7o9k^AvOSEegAAqzC<=oiN1-$$2kULz8{6 zF}smW^bXA=O{a%t*LeV}rM8Pm9~N65!D=$Ggz9S!_WHR|v#V`H``l9Ub?_`}Y#E^f z#A->~a$*>$Kr|*IOA#)J`7UG~hBg}zcCq28GXy&C!|x zHz=?@cshom0=t1wD!v}$d{yRbev68s+bjNSWY@>qr)&^(MLQQ2>0_MC9fOA*qhO^) zrzG9k-*vPex)0SJ9)nM%251X!XEY3pg|V)RYh}HVM4aQgMS%ohqivhZ$Hn7&oa%HQ zc~x9P^zm>cUWn2rnQDe#@1LnmwmziRPSQ}iInwKOxbvLYVWTzfa^mqNV^I+JJ2~2j zN#O)2V82J%CjthMkw?Pn3R=U}_&v1A-iTQ+rdUI6IUWOG*7$ot6ho%JX+*Yf*O1z_ zN?UL$bz1cTRA;S@-bDN`@X=`qIeQa8cNoxIV+4!yE7^-jcVEfjLzR45ES1nyBFtP^AV=_JVHYc zJy9v-NlD_a!{GH?317h_CW-t{)kO0YfZYCH(DEXWXUqPLO?+x7ESF2JA-*Vs)47wh z{5dtXMo<<-;jmiNS6OS3g`wuc>0g>-nO-POiv$@Qe&Q-< zgfM`HJ1-URH&2X59OI2-4}p9C3`txaO@xJxddDz6s{Xwm8lnn<(;npDZRa8k%*zJZ z)PtNkh#C)!1CjCBO7_Acm`)*Wum6jn&Mr1{mo<@U*zQbvVEtdXBz7ND0`5#7{chb) zi#|^UmixDLvf+C&jrTi2$$?VYjtw(hTD=ee)@QlH%&qzR4mr}yv4))2z%2Yk0jfGg zntZ9Fd+63zs+I4qBNq#Y-}F^A{L#ogb_xMadqdHqRB;y$B({D}Or=A{?0*X1LT-@C z^$lwIeS+Hp#Cr(PbZVQAYmaO%XFkHj=VWehXLzRR5REPEc@+sEuOLMBd{rk#;>CIk zfV)m=;i{E669GW+ z?)m?s8jKV29h0JtI97Hk47KK~23#NCvNEL!^tP_kPLCLs0{RpK0Bfy6vAr(UYIJ81 z99Ugm2x6q66#d%@Wte6-M>=1Y2X|F#tt^uuJ%b`1Kul)?i3pf)k>fjtrq!-*T5)Mq zD~(=?g-II&)>74CBZ3O&@hL{5qr5VehsbX#0{j$;RU`l? z4c7aj00JZZaPJKqN1ONX2ygTYcI@NK2j zsNN?&$cZ{uUs^=!!={c@v4C@zJW?{Ya*;%Rw)EBNV}=vz6OK5&;rix@ojhP6R;c^>8CRL zlh%gaz2%2)RpVK&VeyKf4YEj4E1B$QP$m@WbZ%6h)__@k(4XLRi`Nk#5X-sbdZDDu zj2xiY_3bY38iAt+ zm$*T1RzZ{tpg6jf9F>(1pI@vOh5dsw0z+%+TMD}PM zT3f5QB7O>wX=F7Kx5_Q@q5%pm5z35)~c%BaT0{PI(k~B~AhZiY-BL*Dh00^J* zOkGLoQttl6|1=(hcf!$YP#|uDddWaGxKj~4n7vSNA0v}>b%E3l3OyI$chD0(;kzg; zmg6|ug%AUZvpAQ0YdIs?*Npj95@gW)Y-R+OWYv;BycS9jB`MbEJPH0hO{}`|c=I`&8)>Ek?woP+Q^%^c6 zP2`cl;?wU6%yvTHAP|!uvV(lv^+2L?bYXlQMqf(t7WS%+71@776(@~D%uB|QWn?KQ z5#s|VfDuz(Od~opkiT!$)Li+gk$%{~ONr6sK8W=I7_1AW(<3nV`6gpw+>tkZc)0%E z!VHF3L-`^0mV%diHT62C<^c(c6eTlHKP#6t!ZqmmCYYL4>`IyB7uP(T7js)*6tmuF zA->!e4E?U?A6pXZlc)dy6W1EwC$&85fpj0>m8Is?E1VAwh3~atr1Xde7*ON~39J^# z{jOXy3OvO^UZ)ToWJcd=m8~?3TmCdg9E1ZGusOnL?h-R87b!4< zl9ufhk@yb_$eK&s3xcNwBKw##w}z~xT%+B>*KTDm*KmE>BAm)x_2PefWsVR1*w=wuKo1Q!?&tp zpxLXEz+Cc3LQ0nG`u^JXs6KTCf%Ad2-uhyQbF}|n>H(;om?`2Fbzm8Cl~#WgeY0x~ zr3NI-Dt)Q1Xn?%Xhj-6smQtvPm5274gH>D?j(~Y$NeuRu{!ZWo364N1s}v> zTWuAvbJ+_GRb=JFptVYFJdZZwT$e63Dv=UiyRv!*!-W!+=6NkARN4j24Zt)GT_ger z?Mq8Y+UZpo=85Ab+YB|5X35N}$?Y~AhuFoP<#Vv1I$+LLu-3&~CMoAq-yA_YuraUzNqv~m?aE8sbo%oRrBuXbH<`uk_k;)G2%8js&G(e%Y z4_w9{cB+%J_H;?)(#57ig2mdaE$_o953`6xp}H@VBM{-06x?dkHa@lTSgCEn*7?$v z#7zLr=Jy#Rqma+TqO*o$;+^_6gh>=fIYsPU5vFCpIW7^WP9GgQxHvK|pUXvnJAl@~ zuawTF5GMiVy!)sX%PYScD&+eaZ7-}U4*V25-u+Zp&gO7V^8y1RiJHUe2=3D7Jk>e` z>T29JRijxOyT`a^g^DJOKvsb?jL=SOL0Z^y`_Z}H&scu93Z1jpNbuIGLH7NVJtVsO zgKa-K0D;T=PsXF3Uuag>?WidLDwR>EC3i87)w=8&gTWMS8Ty+FWQLYaOt6}e8B6T3rx z;<0k7pBUc*DM5kod0D1;7Qm0kULCNstYxDcq z9^Pj_$%Cf@bzLrUv3WixUDCly!0f)ulYX>!ZUf*NQ zT%jeupV5eg+k2`nl0SHumfTtsI|3_B=|#DcPuw-3~CJR^VL}A5tD#+Y)=s~&O;o!*{bQ(c?JVM|AD7QL;fUJ(%rogW@s@38BMqFMp$NrSPq z4BwZPr5UvE&tJFwK;Bt>dAvN)#Lu%uY2}0Nt31t>YGe|u7rhS)JhVKwovfDToL5EN z;+|gRT0*H@@GIM<+`mVmbsh``ZW}QQT^Gc8OHJp}VdjZDFJ%o>JpQhX7X&`7)RZ&+XAA=kCYKqMO&t~ap0O%bFDMd~u!*xGinmMLStdapdFRO=V zam%b-!A#VYc-jS@J@=l6Zi_$MmGxXS=>C%!;?g5-Oqhn-cGX8@qX3dHYzRo^#Tf>W zVbl4OkmJBpE=1yK_l88B+IPktsV9Yvw8Z;x?yNv-_sHs|-LuS6fEOjh{C9+HQ!;Q; z%BY_zw?7J-BT6Hk&%O#m@RIwB{l+o(WHHBIK1;W;c2r%EII(i5fvg{HtbZhR!nr0zb>=4jwt}QnwE%S8)7XAPS4Ba0 zW6OrSUj83S0xetprsE_0}EJk0))5>yhgnOCs3GK%j;^QKJ1{kZta$AP_8dqU`Z#kwhtX8dj(L)}06mpybER^Y9iH{%cu>w3Ww+3ltGz z03~b=7iLd*}vR$=xC596k7(~NE zGQns#YoVY4jct5@rleIHqR3MgJ1eE<^WsZL-qJ3tW`~?g%aU)x@UB`M-B_Ev;M#)! z1{0^U>2@>$|LjO>y-ffDxVFs6y^#k`*3hA-VvKTbzzR~;anMk-srO?d4XiN<*eqVf z!^CSdx3b+QYUDS?ZNpjH_{ESFqC7t0to``*3&0`vXvIrg6w790W^cBu99~4#q+4j- zvp=A~IFEtm03OcWXhhx15(dXJ#1&z*z~16G?=_#u_WsTzH3a+^s_6w$x}1k>w^)g2(F zGNiG7?WrvEAe3B2>(53Bvn~fQRZfzR^me|~=~S=Ee2bOk@F0_l?T(r=x)<0h#n%JJ zJk?c}-oe;Ty*4agKG79*RH!T_HhifpI|s={x%Uoe(}SuBDUW92d2+R9G8NYg1_XC* za`T`-G?+baSUA(J72@~IZdrZzQIp4q{M;C4qr{2|=cMOyI5cH=pU&tFT0|r4iK`&h zC$E&d8MRcKc_+-wOuRG1U;$-O2%0iRC)37}ZmKCHU?7<}5}8se9L*Q;?TCq=R8h*ib)TF4_y&*=+xe6ib^Z$LMGS#|mr zbOGrhT!7JTnQ8SzZ_U~Ie;(R*EWu4V%Cg4bpQu~BZsdx_6r)bqAZ-&252o$787A_f zk$m-JQnmJ!71_1}H!Z8wCOCZoLOFBCd`=e(IEkCuuUMNghoDZ>#y8v628m(R(c2GaOHNWS|8k%U!R=-RD{(ow|Kao*+t5o z=nS7d2!Vn7Gm^lF_WS(Er<*TrmwBaCSvjit93(6tcg<5U{+>7SuI5H&t*aJ}YtMM) zs}%j?U5kz*`1zn8fE{yx6ln;)^P7sJ(8r8tPhiKmeD&QN^d3c8)gy^Pnb42;jG=3d zpyss65_4YJArG9dA%6J=EY>L{(l2)U5YE^#By zi_IptA2rd?U5(q3B)+7#Ux_VL!jVYM$?ja3DR4_t%3w02`Ai?%dmMC}jP!FRp1aPB ztFYlm#z?#~?!&~0LR{j_lxpyPuVw~^PTVrlzM_6Vo>Xj9b~*9;l`rjd3&6!_6&t>P z$@E{6?uOQ$mQ$Tye~NWP@9((lv8;HgzAl_$d6i3eGA9S7KR(HV)gozTgX}g?`KZwo zlojdRZK6m~(o)%xHDekZ=ZvwkYS96%6=IQj1a>H9lN(+2GHrDtA}U@2B8#H3cF+7g zR<IDHea&)YZMrnAPf`K6_7+{^>dC_+rcff?=h;>F#4LT(3J%c3u!dgU66wacW_*K{y9r%dVfIQUCgl1H^Rmof}Ri)4WF zmz>5DFQ<gC$wHYjYz5 zcJ82mC|nUS!$z*y;g%SffD5TgJ-`4PYB$1n5?URmNd5f)F^5W46rS-w=oij%Sp?67 z5G*7`#Yb`t!ikU6BNEu@p1K!WRloH_ENe(yhv*~bf~~##*~&R=jw<*S)2WD)<|{p@ zPG^x{5-1AQ%=)6ln|9mcl|#Eg=aoK|!&z<15Ek;aK!Pj4i!bf7I&hVg+4Bl{Ax(a- z8M=I4ezSa^$*hLOWf0I!oM0@R7zDRV z6xCgj*xA|y98pDY8x3wShHcWa)#3^DVkkEV-IpsQf{Y_zfTDi2PIu~-Y~cJq)#Q^@|(Hmcwl)a3X)9ELTVS2yehxz{aKhlHGLr!a%}O6asnO;l%fs6 z-#RfO5j_?UYgmaFE=%ox<`lkE;W6ihYbGSmwK`#YxO2;cjlc-wiRTrINVAfdnr8@6 z&&lFOJUDf~Nc{%#D-qDF;wdbnEZVoSJe(iBdRBf6{XrK(MfP9~hZ{KaB!$TKjkqARUscg+(xhKF70QXe6pWS_*|wML^9ivjzg!*a zYxk7?uLzZ?_0{cC8fiZ7%-V-^o4nN`G;OMvB}>5dM&QcNvf1wRs`;ve2r*n0a?eT^ zq_T)t&&QS>KRWD;`OK~76JdQOBjFH5DvU}ZJU{#k54DU9o> zzi0lr$XgHq+{UA9wf@wG`KHvj1{woihS|#FIoj(>fjD7AOiC)sk&*SpYK5JXW9BJZ z=Ie_`+rv7fU$2>a*$^#!$x;e_wuojdAt(YAUl1%qXCc1)p2k9oTFHKb>eGp#>1x({ zQA2$Bjpg8Ydlp$FE3KQOD^6gyDwU zy!O58J}=CLl|1c@*kp&}w#)`rzkq_`&!(S}uzEZ2;&_6?7zI$AiR^2R4WIx@K()W+ zwozORAkJ+6c4BGm0sNCadsA-B19Zs5@~z*z>B5z2h@GUCv)7nEgyI-m=fYvxVQY`i zrc6O_jY*}5VbXcbm^L0czIkC(hQr=#m3IB_o-C%@ism#^&bjHFs_?E z4d|_vPaw^*G{9S(Ekmdo`)_|fYaT;AM#1vIj<|#7zUdPDKnP#7C%A=v2+AdtMKU^T zH`p@iOd^ityszCM_i+}WobJdL^p|j9#pYP2jh?v=Hld+}379>CPQ_=^pfSRAtXDD! zckvuSHJTGVbM&7CHg$;Qb(XpY7X0)Bes3T8tiiM3 z6|K|hII#UgS-c0Oj@)I|b2XA&{<8E2u=H_!d3p`!Te+35Srmrv#!PqT4>Kyc)1FWK zZ1GtaQtA*-lI{7vz5xiwJ5e6y)V)GsirTV(JtRz_z5do}n;u-m8SCikDTO00Yz0fG z=Dm7fN`H+>o>4u|{tCl_IS~BR7LpwdbS$OIPMuvZcDgFfa?S>B7)VyUfVE@=u5Qg- z2Va*+x-ecQ!rIo{HB#0x6b9f>sfDSg?-N4UaVun++~I$)ngu!HZ2S65XN2oMmH2+U z#owU^afkVYqm|D-pEo^Dd%C>}-XDD>v6}5?htT zy|X=pVFzkmg5!}NQn7nGde@CUsZvayi4rm}j|p@hO54UZO0?h2hxc7ldn^Uq6H=*K zvC!0KC4duQ#)=_a*(n|`3+-9}KL&}Hkm= z^1<$aqEp{(s_^C!1Z5ufaF-d7K+NXcz^q=Wk`&}1;8gvxDD%@Sn)(1L3-BG zF&+U&(>b~=7**68hzvrV3q0f^gC0A5I-QZ~_8lfxIoo$4o8x?y4JhCp)zzeU30-HE zDf0I*7c~{dHykxv8Y{oATHk?bOLY4Qph^r^r%K~)|$8Ay7p-gt+*Dk9w zTq~$jUikWR15k&dHHKlt{;rk~jA2;&`^;Vy{Rm9Q#M$@Kh zJfVZb>>lKR#~09Vm5#&VjkUihjh_hQUY?CES$E%LYZ7 zKV*n@o2R2tq)mn6QmLH;fC!Yw&QcS=2C#dYc6Q1mPyd}0+r=l?{PbyTtby2hDHlg; z>vbk4VnkO;#CrzxFT@q!0Q?E18-Ko;fvYi;Fl1kfktL;GMiV%fSp)+HEbSSbOu1;IJ)y$m zszc~G12Orj$hrhimOwFHA@NNc=s06~t#W9G$4U1n>iY{Bnec=eTqfP9?7LVEH|+nn z|Czv#wPmR@(i^eCSCjRBpq4cIs7jTzF!+zQ6`LmDDDiBnk?PlDhOG4+{ zGhXcC)yfI~CTYb~GF1DPlj7up@JYW`M&BqMH4rhPUwPaY4S3C*D*mJ`DJ2l+Sqv%M z5eHzO^673$2=JAtoZAYUTOQ>tbf}fZhQUxom(s~XJjq-Esn_-k_lcoVMQNs{2SNw+ zyd*Ek_9q-JeSu+A0#(-_WCWZlu}-(UM=ch0vY=sr?4kjXyGt#Rto7VQt6({Yel+R?bR-HmNIjsr-9gE3&jRJcWs7KXP84U5LeT4V2>ob}nHPjK?%Mz(!F=_3YsEt1%o^K_ib?y`0FU)p^ zk3e-Dj;dmq=@Saj?bvv$#j< z4MPSX9JC2<_7F8Ss`Qt#c#9umkk;-5Czd>7_W$0(WS%TaNXx zZpN7UWTeBZ!jwGr9VutA{j;nLQE6%bJ6*2-JD+S=pD>P{))q((I4cS;blOsBPDHgo zRh&GVP~-m|udhS}8Y4o{bRh3tVUADAw`k_-PxOX)e<)7J0HFq#kks8%t}@;k!CQ?& z648kXE?rpWTJQMBNzxwP_E5Baw6xhi5ShqVO$v66`oR5QyLg@x9;^(Fyh)~Mxnn7} z$HzN6kMU?{vB#fzC0~K{G1RkTn2pxX0uZLjX4MVo)&$a8;xvtDLCW)1#^0)rscq9i zwBd`^{)y!02RZk4Blq9Ul0QOXIioRRq{G#$Y7SLD^$WqmX1uc+M~=t@8y#riNMkLZz9ZsmBs9q?SV)q{b1evRC| z*$TX^$_`dGq?@9xBeaw8c)Ac{!o29=DbAJTJceiTJ}?hT3-3L3@H5QnuHu1!T>R%2 z1Vf}KeX)M1f9iO~l-r1WqFH9f?iX$i(Ei#_J1k0QGo59w6kYS?g%*HYB#jh@i z9zMTwgnIm{zG>3ns<^qw4}n5z1m`q&#z7%V3{~~Qx*qQbLuj3Z!Zlnoy{);pN%DUi zLL*Fnsz#@Uk6)ZZ~oJ{J0Vz$gT8I*PN`mkR=1dTfgkM@~GwE(u^i87%^l zPuxes3T2^dMQSxIEtMQcm!jkhMV1jLDE-;~@o?7&>yZYZ8CW%wO4x+UW4!?bjfVe5 zsOM-QPEc?!>(jT|p?`DT8c{>E6vyfsqQsznx@MQ|Er7n7M`)UhA!;=h4Nqjq57}fK6zb(=k&hp4!)+p$k9{^ERqi6~B^4V{ef$Ew6 zf*+`l>Y`!4kvWw>UmaXoI-g6ZGt+V*IqV&$A1Q-@e4copNePf5Px{eB$7LKhXQYy% z91*AJWfz_3gVKC+bPG%k)C$W60~d)h6I(r7zS-P#TYHmG(d)NtH+NA0fb`t@f-3HsV`&XRLIIr z?XF)BRo-F|*#X56f$$Y(kdK$XN|4Io7zvb-srY&hP$Q^CNu6ugg_U%`3Toz;qo8Y8@Xd-H$k zk2B~e?OaV1s}W{G-5B{;*tZAm$z%niCqd~?x;mK2C@?}B#M)vGVPCP>_^TZ-#%{aF z_H9=oIrG(CACHev{kbT+bBunjqltjMR!byscXG@jfRY-k;jUSJx~ybzKZ`dc9@T6B z6p8k_vJ_8FkqQerxa)?gFohv%$vr0V_%eo3woW9ztCAb(*=|Ty7S?-vNLA}WwQAeo z79=otNMfRwe|EsO+{KsH?erHnD~{T=*3Y?dJ9m4aksu_->a%%bXjqq^xq|?tqz%Tvx$6BN_;mK*C z@H>TpU0vQYS)fH07NpxNxQD#+#0x0ft?|Z6MYD(pX&6_f%Z{+A(^M(;b*&$XxOIJ- znUj@Yh#&z|NX!%ULymcj7wrW7(_YGwGa;2FA^jL-VNdE(!Mi) zg?cqBG_avy7@sIBnfq;lSt(Z#2JHG?8YRZ7eKLl1bZv4$xa=C63;8Nm}R=9eYUIXZWUP3fRs)z8)%X*Frb{>glXxvRL1af z004||0%aAkqTlWl)07T+F-m3OS%9~j2&u3B*UVfJW*+4Md^_oNX^8lkI(iXhxUPxg zj409%HqZV>a72pupooEarxDS?4NsSgMrZcn3c&^DZ#+}8zf~osl?l5evq8G`!7QfxlEtwo_Rbt z7^2Nz%@6l%T)EO71_~Mi$}tPq00r8^nwlSFDh1||h{W54Ge6~V*2S{OXyc2j_w;?o zB4R;P#!w41Quo$hfr>;m0%WcPBhyTaX-`NG&Ux976Bb5q74hCoBgJr7xD7-fr}gPS zqBwB#MJ9Ji^1Te`DQzGz(M)=>;2B;2ZegG9Z%ef)hwc|l?r2nFlx9HL%!(FU87g- zV5fFojz#aIxG@2Se|VDjOrwD&^&iW*>S-DN8|4rnCV<>Le%mw&UEkwj99ZiYHZzk? z14SBhn_Mw~(f>h}0QP9&k8R0P#%W9Xs}jTOtN_-W6};2RFL#4DEGlP$xtqp5^o~`* z(IKZDI_Nk({@Em{-&ViFco%xOA)HFzR=kej2jScnA}LuLqnuY(*53xtc{sZ~LFvyv z$?QdodttO>)%y3&%=!XeXqN(84|-KLy7N$W1wZQpY*$a_`1e+YyWRm$f8kLZ6h1Gi zNxZAU#%E3sy6ew-T^cI>46^2$?;X}{vuKjhgSZ^8G@5B$efVpC9eO>tXOxXy*o01q z+$7I#8?}`vN^}j+WNAuOv|}j*7Q36)6f@D9jznaTw94ad$HVl)IaLfv77ml;Iae=O zV66~y9Z6PNX8DZ<6K8WroQ5M{(PGO;zUa#fhbix?`B(2@QfzF_-|MD$>#6a7qh}ZH zyHy?o76I8Is1;IXcKQnKOx`RKao+Fr^z))Qxm>Jsac1?e6Kdv&?Ag!mZRium>9M3? z2ZhQzFRYY2n*Gf1GH+dgA0Z1}xo;A`K%7GF^4^F2BKsk}0d4x;ZhnpN;jjCG4D9FD zb83_)@r79hMCz>g>aW-D6f$zcf1L7P5W`pnF}lbu`1GD?83I|RpV1A+lw(4BMLJ73 zg$?mX{)-#_hynkKa;ik~Lt*SIQ1#0nT)X;ST7@fHQSG5bqISHrOI=R{{VM(x0Wky; zfw3@PgnT@c5H7;G8Lq(Et>NXNyCp|0-18R+v@hf=818FxFNIP=`4okCx#k3#i&VNlIGzO>W9kq>Ws$06lHd4wU zp2EhPdA$L9ZYBVbf@Go~`p}^!Y0#h6kv*EzliS=hO)y`ARIyDYW0TVAz(eVuy4FhDZjaMf} zW5)RQzw4eY8S_UYfE3iX%fP!dWG>Rn@pb*IK#a8SWenz_BmC&LF{8IrGL$Wq(Iukr zY>vR=iZnhMq3<_Nz{I-2zT1Q~YZLfe^B6|#E?%7f{jhn)3sNi!@ahWveUhywUE!^Y zsjJSZ{oEql+-seVq>do~u&|1CKp{;V?PQlt=Dr;Fm8w$%I9FbN=xYFes zS_m|s@~43hG0xYu*%Vc1;|ZYeAt2J%1w92G%MXW{u?%!oa)e@TWABO zfn9-&((O-;bC5yR>GW8eYe}43-4L@V-t*!22!ptx;K%L zIjiv`Vs+ls#$ZzWgE)AgB*S>axqFlgl8OIDxL{3HdtZSlPo7h32>m|!4klzUTC2{V z>*gaygLR5z7fKG6jwXO3;4vTJ6u}*IX`ssS$1lai$!YB6ToKU0x34h&+7ca(>G5G- z3Kw@9QJiJ8WljHCt)_Zf!J7fHKXpu@*Iw{@#7V_GNpSV=%{{Cyk)=n-i2|;Mda1X~ zdqTsOgHDYrfKXs_7gD?d(4kL1qd2@}m=1#!TS|wPb*dxKPX%iO2WvOKsHtaD8PV`y zBIVTzSwWzIAOt4rfBryFqYP*pgOHXRJz*HCvkksOVGM8EIsrDnA_iVP7Q!JkKJ?{R zshfQ?7uqlr36r}xa%3%#Jt}|w8*%X_9zZn)#w1OZFlur{L_wA`6buO;%bhHE;g!CV zKKl>?hgoH&ul{F2se=5*J^V*+6`)c|^0?;0-WLF1pH39E>;xwqG4|?Xc)=CJkQ>l*IAMRQ~bNoMF z(()6|Pi~AVEH2tv%UF#M;ul7iUicpgIrDM;@3kcG5v3!2{s7iILv-(V5)abK-j3Mf zjK%K8$MG_U%H8v;zIC(kLTxK(##smAufuO01fY zf0d9iyWt4nOc>E{Kdhr0%XjZDk^!2;|iLc7#_y+@s`mL1? zMjK`5PgQsR@rTM&-0eGU=j%H5h8VN80Ttt`%a>rNt;{Vv%H$}&I z$JOx}y}-=z80Wz6tF?P7hGvAL#!{G5c9R z<9C2w+Z%i6g$MX3gyy*Lp$`LCVZHyJsm$oRt3Z1XH$kn!v`lCPJ z+5sS88Y?cB0v)^uS~AFy>vRO1`|eZlST^<61(-+V#Q$<%ccb2P4Uh&gPd755Lx3vw z4QpqR7KGYWpv*K;ox@I#V$D7DrWTPoRPmwqLtu_evj;Vk-#jIAr)HRKXd@pRwKtQ| zX!={hz%xT?>UTW{be-N=;ir@IyEp&0F*020Ltc$};5h@_w~Cg%mOB@bPeQLCPcDk# z%4CVO@a&%s=x~-|$iGW{<&qexBPdpfy1$OEcC=~ObI03Zlsh1Y0cIG~C97DFt= zyg$YNBX?-c%W-2`a@DFGu=h@_Rkm|^c`J& zP|^%qer$SutNON>B*`7vfB|e3Z9PQtgYAE>LI$m6D@F*n(dV(;%efdTciDFDrD#AG z@EiCazq)~gMMk`rX+2>Fw7R#ob!&dT{Sgy@4S77_P>-%#glp;uYUkV)l~>hG_H+Pq zl^3WR`*0i2p3U4=Pg2Wb%^E;c43ko~qovFmM#m$q`?)Mwqkm__VLd7BOi{~d1;o_i z>?O^*k>-Lw4h1Nh7gmZ>7L?>-W&}B8ee4nRKV=g043bN(^?;ogpR|=R3=1Tv;Vpf^ zsmMZ>7Ya#k(ZDbyti+qrEbzMoIMktAG%NC{Re)r3CGIvy$}MjpANRFZa0>eqoQRlu z9tqnONUc5r<>v657;8K?!>SLE0PPC5woX_dy&;{DuzAWv;)R*Q{B$tJ2atW)>_XqYbmMWXQrPJ0YYB1PxjQcVzD$p}$BPH??hVdb_HYzHUhTZw~eOU_hca8wUExk$FqAH^< zlSnc7Dx5;AWT+m0J-eEF`?v%mA`y+gw<-fg?56$V#>oiW^cHS8@VQ%Qe++vh|1r0DEpMqha#fi#)N4S5?vLR~-q&FDsEpHu{q5wMfZ0oA_u@B9e){ewe zLsO!`Bm>IDbR3A6NT(m&g3NR)j$CI+WVXGeS4@k=vbMg#GDcyMe23Au%F%FD^?;G ziB~HAgLQ>hmnSi@Ne2{D+)#h&sf{LxnEbT-RnV}ka-2mEJtAVDL4PhKWc{gbfvZyqN8ZV+_sT2e4wlCeGyxAN8ZR&vyu${NrJmTAEYh zKjH%Qu&z^T$DhvsQe~To@ohLJz|ep)?<||Hf$ksgi)%JOFKe!adgZg=FmR0w?6|?e$FA5T=>4VKfTV_57 zK}bBq;q%)NucGUrl2C@L@67%?=1zJ0fAClJM58L9-__V9 zxp#$jpt*xEpLVk7#}G3GVWl9y$#Ljh6{%6{Dd^tEVI7s$gww-J=Jrt930kQ@O7PZ+ zHK^FYb=)-#sBCed5Qj<66X;uOQGUPBty#>D3i1#3gPf4pvtB^&6V(n76fM9 ztqk(UHPUWGRtGWI3-_!qsPK_W0}R#jzuOkWjm?k?TdVvvqMFk2 zV~s2?STJC~fdBwB<2hY}?A=1Zq$MMY#>5?&Q^3Z-e_+sOP|q>ucK z00004R1Cn`Nd7&(EGe7KU0iw1FynyqC1qzAc$5W5mD2?qTO|*|B?+a}*9A;gDH z_$ygfLMxOBQ$1Om@`-{NU{`hF;?<`V(q<@H4PmMYTB!8rzwB;S1_#4yGv(nZ+r z;SRdb*>Dj>H_;wL^=U<#)Pj$IbgfVn{enAey}6cTy(pfZ!3F9ojlI%q-{=h_ z33JHQb96G3b-gQItn;L>ZP0HzGD|gG1#`uzC|I_8_)~9a=v|%YaJBV z&K!Zh*KqK~AJ?WX(M$iGDBgg?i^FyaVsV;!y7kv#9*bg`MoUI1*;IA-Hgzd!;Phmh zI#VW_j6L$pV?msfQB(~|FCmm)KKZf%kg5Zl=m}Fo`eX)i{l@#CC|{-nU~)grv*D5Y z){u`!;FJ%x@0b8g66O=PY>O~yT0jD63vusF4zD({8HKPzVpO~2*kx9gEQ1=^iJv4< za7qC9N|2c;`5AZAnxuBzqof*`Dr{?-JN}j7 zZ_WjDpl=FH@XYbu2o^<}`)XD25-*3urP@+i4xQa)Y^06@Wt_rXE20YY;#3>JyN0l3 zMk=~2Ly%BVEz1h2X|uaT}KtGkeDzydROVI{PZlz7Hg&7j9K9aRv) z^!^kXT@8#ht^iTvqZ7{>b6^i0Z(lXH;`Au@W|0t<_yt=7pf4 zu}H4Xb!q0Y2~Y=7YI4 zEHooLTmXCpP}nzve#051X6@IvzJH?2^Q8nZLfKK3u%vR5S^Kh3r2C{j0c7Iy6cJVh zUnj8yd>%zYiw{}672bN}e3Ii}AyvJVj7mUaQUd4pj@qE$6V>{YeToQO1|=X6TT+>dKEK?3FZMIT*rqRRTdJfDvy%#cT8G4T2X}=mfv+P(dOTlQ#E-6bakCPNC0(j%;5y(nYn6 zhCSrk?{BG_6r^tCc;Vy3!9VM({8_#gFWOq!RGeJEGc z&`ok4m{$}gYG0oKvfK?l9a(aw4tEG3I7)s*Uu?XM?&Z*p%=;V_w!e)Va9v-H(k}J@!+=Q^-ePalpFsihArhDU_E8VXeflq&ASK`SG7(m z^9>dkb}lcWtYr0O(R=Y~QJ_>t0+*=4k8v>*OZXu(p41OS#H8XKf zePKJ{7zomim&P{6XkH<(77nULqZUM%W&{V;3*j-yAt9Z_a)zAyyF++8xEsJ20NL$F zh1o4+rM)zD4U(}?CI4poL_Qh5OWNVk5cvu2^FY=oJW!;r7Ndi#Z z6$nKLrsZD82dAd$YLBL2DZWS`afrTYbIkq#y_flE?bXFw6vQXLJdI}R*@QUzSE&uO za$@|yG$u-pC)LI76cw$FQEx)H0ZG7_g~dls4bSp9dMGkmw7{>I5IE|5u?~^VlKsaVtw?cCqRJjwcQLi@En<=KvYSACCGX$72gYvhuB!G;L0JdxREz;zllS4VdcoK>0ss zNmJ!P*U5LV){MNMU&O*L{;VQ`vpDoHL~3F)mN{)@nlJvVqw2H}NsG(BaQ#&n1T@GD zzkhXO{pB_Qdl+-C3kbEtZGY+1+G3HohXi|dtdn=!1vV=ZuLQ;-48I@94{HeXz(qfF@29z%pyV1ix1OA}yvQXVc=8c}K7h9{9b( z{VMBNoeDvN6)rxJXFZ57pUc=HzdQn4qf#&IxJ~xg`c1xlt^QP`aQ*#&;!{C z#(<6bca(o40B4C3)9cQA9KR#2Khny%I+@PH>u^b`gVr1!hHDva(PQo~aRV@+Ul-dt zS7ze|OU{RG9dza$R$a+}uJ;@$dlUh$j;TrhzFO;=&t#l88Y! zLh8~^7tMNi*v(p4t(&&@M|8tnaSBAnIDz0ivyrq&A`y+0|BM$ItzI-)@?S<&Nx+)7{Yg_%hl_gEOLs3deh6jS*7;LJ7yn zne-eoDZgy^83XbVX{S5GIKq5KZRC$x#Zq_7^!)_~}N6 zxRV^=!-eIgN3WSCy14uIPb#-pi?vMX_lqS9XImWz5FP=Ti~w1{uenlW&A60la8NPu zuanhQM8}+AbaoM^`lUZ5YG|4BxZ81ru>4+`kHsKe=L}*`5nAqD zaaQ5rQgMI-MgtXDXpyw+Iv7QewzjsAUnT6CD@dQ$&uliWEgUvFUBDevxWT7y;v=L5 zSqcb`MJhyK-oS+V-uB(v%z;!fM`%XGY{r-yrgsAUt?3QpLEQfn2ZEmkBI?o}@*HT< zjgI}9V_Z%2EyN%I0Bh@mz=58KcqMe8tHlTD`GPhaPtj%h*>i@|xA7onW(y%a$h=3R zt5?YR^?;QV*nc)4Ug5ZpG>?1T*?@Xe#V9c;b43n=oWL*HYK_!sQU_1uaURIg{V@ za#V|E>gCk_-@F}S1(1WvMY3yK3i`e`@u|DJ(_{Q_)Ug+V{8zwO3uEeZ+i)2>X@@C` zk%WL8Spk`wNca-hyn+>jX3=*)ez>&)gt7$IwVO*(=i5getblm!cdDLPhI2XTE!@0r zX2J{jN^5l!wI<4YPGSc(TIQDPYZz$_P|L zru8U2$FV_1OCIeKd6T~l*Bw~u$Zy>HDi8o+ICTexEqQ0lcF061Jrb+W=yo7rJ5Xu& zr6|A?BZ|V}q&a-byf6c#Q1>$hiTNMjdrrEAC2p1ZkjQOl5@LJZLvevI$&mOx>z<$P z54P`qsWxBpIT6l%FLe-?VsQ?$y4F84wuEo2d~eo|9{Q8m?v4&>X7KYyP4>~B?Den) zNf5cd;hDEu1s)RSR=1x7(pym80ez^X{F^}&L?}6g>QC~suqJ0t%_6^KBL&Vc_wfG_ z2&jhWd1dy1j2TkE+6&__OXsnVWQNIUU)nvTx2m^1?a~V&7Tm;aX()W^mho%?Z$C2Q z!gMRip7|rGu#2{C*+R$i&A{^IVe*Y4-vK3JtV&N(mK2}7fNSK6N+fcTr%A)7KHCKa z)Dt`a04Xs~%Zxj;77S{<=ax$jLr0leDLe-ZgG#`^S9S|F-gYI%jpX*Mi|pp%NeW9V ztIa6=Ml~RAJNkhI0?SD-+(Y>AlidxlzXT=v$of6$o?qX{X!yH_BYR{}z>#q4dMq4(@BDxBoINDijR!?pb2yK3KN{m2e3$#-L-_e;fU+jG z_1csUZJ`#8s^=}zSoa!?E2}4?PMAoOFEe_oQ33B6Ht3Cio)?>Hbj+^T)E+whJE={2oGcg^pw17U7pXz-ih*P$UM})ZQFhu;QQ0Qb)(Abu=jy{u( zCkNuC9KJIIqFO5wagN7DDf9RNN#LK-2?D9v#bz{dzUp?e*q}!V?;7_2{Lf#AuF6^TRx@cW2%Fldo-Q53nomo zc6pz(6RWCO%L9e-Ib$sRJY!>rj<2OzSLJ9_yzCPY67H^v?jwCBT~s{u^$$z5KIL?+ zOWT)f$Oo_+$PSn_aciM{Gi(d~xBk^9Lri>!Ts)%vh_k{1U)Qn-z&N8W(FXNptay36R#D6tPMSPI+)Fq^oj{xj{bUSu3l39!Oz! z`e**nE23&#;Y}!s$3~!NS^j-{a?rlHzp&9k?-25aDVtfG0enNtxQQgYJL-emr2JC9 z#%g5hheF$XH%Mfb{Iy29RgHH4zuB}GJm54;ZABbtCi{xXaCD9Y)($$o^3hASvsT#-&M>uB zf^jfmqiN_$R*JUBIX=|%9yTd*Z~&pxufWT!*2ZW?g~$?+kk5)!41=5W4-Rh~2xlxo z(Vny1E%ygfr_h}p;i2ECO~n9lpGT0>nG24jSElT_Q8VH=aDZ(y5V%bJ-SD3J%PUdV(wCd#PvN1_lvvr`O0 zQ!o?3Uq7uKjA+5w31HWvli4_^4$xOxS)Tw!F(vEbyOaS`?k7n1RY&#o5}8n4p`U=g zQV=$5QKb^Is#Z8Im(Y+wjuBqatU6uF7}SW0OZJ^19Hlyej1%t~rO=x+GPF4o%ph^Z zN&p6E4p@u*b5)uQ$R^S(F4p#`a3$s7O*dgiAcin@0p}i^X@(CC-0j{1Wt@iJedzSQ_<8zC=%ee`ah$mxIFJYvt*!ANbrB-zRg}LeDBr%BdyH%9nGXwmz2t zuR!FCaP*m|D0MCycxS}l;d{@DkcgVBpXjxZIEJ-ZRKZ$Dduim*E*J}KU3DQTdf{SC z#^HVO1INX^8ineF_SM1#>6OYQNVjBkUU8T1}e$+LtrnTbgfJ?UC4R9*X(+CTCg*1-Mn}Bev^C8wqE=LT+~G` z7ye{bYsMLg4_++>ZzeQ~)w<)>`PYKJ9h4%W^uZ*wrpG9j6S z=xkqxrZ{ZRGcoI{w^_Yry6G0uM`AOZIE~o??$qg}!rOLn@B?+jsRh2WcGoQp_Ee_) z=N9x*ay!hNGIfsfiT2i;Hme+FOlE~9OeFjYrqKGIpxsNRHETjyoEfW}VL0F4GG3!W zN6^!yJJ?l;?kdqt$I~sB4Yzo6QZ@MmI{SA2`=1Dnn9hI^?2d3_A;kqCSYZF%xw-aw z*ek2#Kg7^xK{GRIZ)jUr?m6=4yEmm`yMCZE1@~P{@dL1s}0#O&-Yfz#7Zq!J9j|XCeL?!*-r8kRX4}_J31$y^MfQHpS2erl7t2LIdO7@>h4W&z z6oUE@{Y(`1wh`0DyvAtc5wIQ_St@xW%gIKJsz7QFVH&MU&@Lg*C5gh{YdwNN@D(+Y zqrCMs&1Qy^3HX~n=igL&eBCO&`BkGf4P31T5%FbC8HFRIfQ?RvI&|RW+8oLgEGV3g zO)h5==7DG@J7k$Ye^nB>XivDuGmP^nEb=`PZt~d*el+0^mI2Ydy98x$`QV!PFxFfz z-w|n}eCT0t-vvg^T5f>Ik9pIRwU>Mh+SA6y00ZD4s2BkcVlFm`0F^+cALs{iHe>?p z+0t2CC3$rK_k}`&<{x3;xSvL7JLooef6iruK<3{2Ry|uDk zP=-)HC1mGYO1Z+vRk1Fh{g8;EV$@Z`Hj-+yW;WZ}_3j*Ppb+F?7|#tioQBYpHn~0c zGDM0hFr*P zF|JG!FC(^x3B@Ds?x*;zpoX7UHa=iP@O#q_2aRLp*1r2t^`j zi{_tW@`@`@>9L2-;%~Aqg01cKv3h_(veaW06FtOy?$m?5z6wi|rMwi+%{_COH5Ua$ z@`?z`K~Zg1!WeFLfb|B83AF=(O~1MkG+^Im1ixi^p4i^3KWR7GZny!rC0Ll=A*EwG{YYb%0$#K|pUS3J0=HLK}#Qxld*Y8GTfA@)pmb^xoOJ6{V6 zr0_uFk*)+(6`$RmEvv=S-A83e{~W`p!v9cC*Pk6_+>NX>w5(dn_{0)oR(2z`J{`;d zz-l5WJZGoJ_sNn}f)i79DW20tERV?{a5~-!dwzP}Ad$sLF%d#C#DiJ#eZc^9c5qY3 z3yY59quY|i(_-Qf^dCkUha38m;gP%=i6uxb+d>jjAoXkogjgV2S^YR#Y){MHQn4f* z)@i+37B!2fGrZG6EnY$)fJiB~6Xcz_`c#GwPiM*Z3k$-o`#&7k-(*VB!7Wf|UYQs` zEdS5Myt8sCAC=zl`Zr6u%1m5%B!!oPdxWCmkFG6lsZEWq1)sxkC-7rX>H2}vWakQj zcm=EOeM+N98R%u4${$EPvonC~jeketE^XLG8F*sxfDln59blBO%N&rDXzQ2#Uj3Dv(fn8=tgrbD-4WDdtGU==V z7_7h7T4Z4JE(hJdnJVSo7;5gP(}FDFI09zh|20oJ6Vyyi<7Z`e8nCB{B4F}1rv36N zsfGoY+4%mkR5_Cb6~RNg7OK^9M&61{_sN=2SrIKC=9S}r3AZwfg~}M~wtN9hmyg^cs&H9WFQ0M>2lc+P! z*607mSe2sGOmgYFdO%#w%=%(w#3Qu)Vc(`{p}R7$m4m5ZX^hId--Vb>-S1RRV)&1(^_%@m~_f)+BG8dC0X001)pLUNutazx`xX4y1FI-7Z8j|}J@{0U3Zgq)CC z{rF15WZ4*WkezCi&cbl5#?NNZVr5_+tx7Jk~GSyp; z&j)>)L;Y|d3@|G@$w)|ax`K^-`*mfuIg`3K7U`HBO4F595GBKsh~6HfSju++y%efC zKe;kG9clcs%U@q|At*}N;AT2epQB}n49h?(w#SGQ9j6{Uw4DmVGzoVdeXPc%I=L5T z9reK}o2lq?a)`@PS0s7KFq7{u#_wxIC)3lOe*oeK=6PWzlHk2^JbB*Gx=c=V<}ZUwSyuY8bVFgG=!@O+ zMp9&=PPzCr|ClFf+8c}_M*Y;7i%5PF?m%hRh~^}vW~m2Fv1gxLxo4*>hTZF%`yp>} zJb(LtT4e3YR&u2(Ig9aO(D-<=1y4NApP#Q*R{h}LVHTYPa$mR0UJ16=RZ56VFB0v~ z>2<2SgIuZ90JH>_gvJd~N*Qqa)t(^1)iG)bSH=K@D;^;g&!z<@U_UZmaZY=yBAQUM za_kFKs6s9ceqd7tXj5GBCDa?oxE8+I)_l6A_xSOPz-5r)@S5Usc?;A4I zyoYXSvi+MIqn+*433}YgNRc;97^=G-BhyE8A!$T-t#hIUa-^)JEr?K*(2{5TAvxkC z%;3hybg+(ucue3AECjJU$HZUNeocnAGjgq0nyG1Y*;fPTr3g?u zK{1(On|v94p<{R4qTBI|_Ha37E=197`vPF3`sWu?c3yzgdw3NN7{#FLp**xWAY;vC z>s9nL1>e#`qw06M|3ORO1w=mdgbtj)4?&;F5}VR13f(-zEQkVB#60GaY$Xm&s$rA* z>BgBgevIT0zGX70baN1q10on3?Acxxt59vQ`q(Q{F`yt&)_*K*A3?b!>t+qw*Us2l z7h9Q`dAKCMladup^gdKHY*!*VV=`rJ{U#T_l@(O&AG|CL7)lc;{$Lo1+=|Qo4A?Mj za873qN#Y%%ow`s=p8Uj29AkC;n|z<~0YXPy$VMD8m)|brK&$lBpuap=k+AJGnEA4* zTY}81IU#CUKm6gQ6?AuRVE?+6;77)IFYaOUlJy3pU`Xt-3Tn|OuA8yJK17bCZ7u!( z_**KeTKfhNXO|Ub>))<)LJAzOj0cfeI2NpHjOA-55iNGP|j8`Sh@2J>022 z42^oi|CIf287+-}qNGXRZ2hgpH2JeBb};3wMB41(&%8WcfJqca1N!CIhn~;OMA+Px zE4lh#7M%&PBaj0>_KY64fx4dt?*5Y>gR(jk(`$>L8~ov?OW{3eXfa^@0-H9eQpNLHG@%}cq* z8Q%elT^oa`_m{*H43Zlrtr7(Pv`{zSm>>w^jJGfbMORKQD!Bt<;B;@l7LQ0p=}d!N zuya#;+%#lWBzYCgSs#J9sld8?RUnhl##=+I8b7wd$p!Q)z;>THAhrrF?f(^HTX?Qp zqi8gkF|o9A`nPZl-eZL`6%6bGB3g1ufs-+c+M3N)L#vCE<@xR{2gVG+;`V@O)Do5) z{P{7kRgsSrIdH3DZt1@(ji<$6@R<3of6afTh|@}vD5R;JP~aX@bfD;%-Qe}%fkLRA zTM?r&&aX6vpo>K(e*r&oa&X3Y{Wgiyq`;j*W zzLsYxF5XI9_SG?1#{LHXE=EDE5=RNA~}36rTB|~F89%YP@Hm0`}uT$hQSaS z#0b7`X~j@0bEhHN#LcusHA-IDKN>nFdhPh@;>y$FEH_g7S!Lz9ISNcIQ2kp*I5Z$r zIlz~jabfH_I1*+*th7hi!G?O+kVboK-nl2gnLBOt7zU=1CAb><__dNqNbs9^L0Ir* z6mRebU+^Y4Gj`1nermCYACHARg$S80d{V{H6E*RX`ymN>K5z(mf_m)gm!#^Q*1e~6 z2_Hf8%f3CoU#PM}3J2W;>;e&)sF5}t{dsTLU^Du(=}H?>r;Ub66ww+H5xZe$m|dQO z(AWH7em7u)!x!|SrKQwCvHb=dAIJrhOBsBt!UctV7W1zVY9zo#$5=$qxk9D#>@gjd zeC;}Rbiolx_-!fXZw%k%8R*mF4?}cKZpG&;#R5)*Eh@rgvU1Z2nVqKCa5kEPc-u{T z%L*IvEH#Odm)Ht?F4qk%dhhFc1N`Ivn=Pea+;iTVjxjUrlowZWafM!wFS5aV=Hq+! zQyeOmLEd6Kxq911uLv(5IDnc3R6=I96mKRys)?YAr=(z{wYj~9DN&Ovz_!*bXe`y3 z@r!{fTDMcetm-=mZSxy0qq2*Y+j56U>;$F4(a76K0bp?($8yAwdw{UFSUY20&ho)` zK+k4LeP^xQaA(ns=Nk^a@_RQ$1%pZ~n1uJcHy223;=2Z!a7*gC!aWnGIgRBD^I{oZ zt(j~4i}#4~C06avaRlZo;;wd7JZSR5;_qL&eKgEvcbQ$K+TcEnkIwlSWHVF->4|X< z`tMRav2}4I1NFqeY6sb&X;T}c6x8e7FA*QOLOH_~Fo@WRK29l_R_V`DZ$@OZgNE^q zS@tD`N5C*=cvT^lQ8>6>0z8RBRDTfK1!zYdtpoejd?VYk0aVE(?>k*cuJB|UP(DIo zTV7H?zV)D0y1LT(l_#aO%_b12oHxxX@VA)lF5yCI59Kt~xXu0e^%;YDuH2c(Po|)D zX;n>gajh;yq41cw?h#tNdq6x{2(nHSVwYMyoi&BTeqCJjG-O*9_>AXC4Y#OhDCz!9 zNN1_|Te?Zyz;)HeI8KcNJ|Nvm`0XuKFwvR3QAyG$i$AF({p{3pvQ0|>kOYEx!nZOr zCn!=40QvaQO2!P~!bw(bzvli}`*Zw3kl^-fUk%fZ#YxU&C_Q-_mD^56K5Z6wxZ!z; z$bKtJ5)2ttb7wUNctU@3ZZW)azRM1aE6`<-Q?}-Ygy-oh@DCMv=8h(`HQQ@%0;aF2 z#J{Bp8u&qB@v;_@RsYFKEAsMT|ISaUPzGg-3GFrw zl4o-644cX{7&=8X#7Ekqsf{O2nj>52U(0i}Vt1C>;14^YRK`5a&)Zy)r7{zSa^#$U zz(WWihACc=Y0Nj#c{IK#IEE1+guBZ;DG6m8E(J6|`|hcWdAkXDqzGcrsl^^x@n*oA9} z!Sm@F#&P}mTikCcItHUkNTJ&DBTSzSv zj(Wy+k}E(mY9!EOEi^GV;Q|@nz(5A|yNykC90dXQ8?v;4t@wQwpvr6kcPqx77RI z4t2|)2^+*_uJG9pn=4795I3wUHzQa3t{R4yi^i{OUxT*6e4?+Ze3KL(ejJM6%Mze% zGdd#hz5b*#WZ^dMec$owSGJ~2Dac>Y7G?F6FmgX|wx z-Xmaj)#zV4aNWWVn>I>n0^EP(Z?5f5vOumNH}K#ho#qNS|65Kpamp&^IH-Oz1*m#| z*9a^}g|SBGWC~#(JHviC`G;EMqW;h^=a1P~;1g?QRnOP%A~pH(q5z|D>nILAObK^AWFV^*^(< zgh*H<%`C(J3>gq{9u*1NNi_(MHeZwUxVnJ~Z-4ZYxQ2^ue~6sVX2zm7Wz!MZy^Us> z#*PjbP3Ufuu==jmckT-q0um}ka(;d}u*TGYt8!5tEO3ux5>cMUD|g#Z%Y-Fz(p#Ny z2RF&i#2NdXj!Pi+N-l5}$~|;pdE>8EFtXI7GU^0DR;b(Q14d7L=F=5u7S)ouPP9ak zWOa2^!)`(Bo@s^?+18#7z55qM2- z;7lk7G7$@jp7i$F8y7P^Gs^<0U@~J%!wpI{0*lxHLpACH-`w=P<7Z;6d)oxXS*Z$Q z#12fv%TN+}LDeU!0u{GUbX%eVKBlgWjtZxWhF(W#)HCfP47kTLk@emO8_|~c=(9C8 z{o}GO8kM1(K{LJs!6_Ux;qT#qLID4Zi9@q(un?91z`8e{nXIW62k!%5ewpm1qN;bD zsduD-mrBgH16<6`Dl-lM4*DwhdNl^wL8BX;jC+5 zh3_S=qnLC=AvQpe7QPf4;=DaYuy~$RrHxZe&+wRgDR=X?loNfl-s$)g7{|M%Mf}wz zg^cYriUz(YkuO96!wpU$*Osgz4W~**SWRoJ$aqIO)aT^X{(MORy7%EuS?1wcC=AO^ zpv+O3JdY(wwlH=K$}~?=fSid*#UwK-95pn9t^n0Vy&Hu))Eg=Zax9(`8an3JJfHmJ znm;Y#9~ku)WR>`86@@=EL00$Vb(ke((W|H@fsVULuP}Gwhgl#})Pi!+e{sG&U(y4? z6P`~RUL@F@Mt{>WGVkfw0LvheocAv`y0ihI5uzsuRD=cP(Xes>e$_9}tHN&ZI2WY4 z2I6mEkVvW|d(@yA@lSqNGC70Ud!1w|hi$wJnFQ*$=F zRHu+31z#J|Qkj7~>`U^AgPjuG1@119DsVp#$Vj1!j1R&b^F2_k6DYqu0!)gy#@T^c zLj{jg!gP|vBef%OfL;?qsjsu0ErbTfFr`!*GL--Ngw3T^OtZGDQ`<8^`FGLCfxlzq zM7U=#f8mjexz*cnPL9G!t*}r!( z*zneRxiqd!Ys}EH@jfe-ifQ_(Wh&U9e1!+V7lS4A+zi&ZT!C`RvDqs`ThiF!q$15$ zCqw6a9m-fv{$mHVuKYUsoEL}`5($(pP~PHPMoB=Z_8^i8j}ekbIqvo8DqsEK)|j~3 z6als-t?BRhGq5P);P2SGqbl&xX~gMprTsK&Yj`pM004(fYuz$na3ge@8B#NZz^M;& z4s0A=eASG$zPvB1Hu^#2AEN1UK}|j=k_9b_RaEGJkj;U>QQhXkj2?XthN!W{kM=75 zuW6zGQY}wYlWpO(Ne?<}s{P);d=Dh_nNNZ|DDm?A1>E@Le=80C>MPw|Shu`@eX^Ev ze)Rzvkq?-@KxDs6Aeq^o*h&Tm;KKZ1k#H{wV{hum1)Yi#q9^xmSK4Qjg=t`(5`cOl zL+s8|jo+IJxf2*C9m*LwAkG`n%$Dr+T=x<~s{PJIL!Z#Q|Dn(3ifn4v zOCeH2LygOens8gvXf0P$a)%tGQ!q7K6xf_bbO32OSk$Bfx+t29YY*rxN{Vr4tz*Cd zdjDZ*<;+t>5BgbN4Pyaq3T62%ayV8JJ!#K15k)o}a}?;yAQ0&} z=YOiaYij2*HH@5vdD5P<1wT;;_yCQjxGZ66ie8_$g9|=g6F5B^-WFjz;Wl#@Ba^on z>|KI)w1HIPWs^l;H@4cp0Y$pk39IE@)Uc<#0fH=xSc6tEti@*DF~;oW@4#KfN7k*7 zLAjoR%a8-!>>77a>HQ`}^7eLg3CLG@g^Us7gQPLx6UgYEh5a(XjJUTyXP7|(yMmS2 zWL>mO96Mv@`4Ik@y-k$R_F7Ffq%a_xSk{e;R2LsQ=3@Wui@yR5yrrVU^rbFNKSn+( zoMl&azb}>o^9jF3_4BH&_2#4L`v2gM}F+Yh*n1rItrt;<#kbuT|RJkb1hA`z(3A1YnDB)>JpW$LFqN-PYK`SulGfl={+Ui@(4K|JOPy#=j?!8 zgB;T7G?|YjdP^}_20Rw0^}NkjhjFOEgt!dT)nm65n3~#{lea6%eZzEX z2R~sXfZ-e@oe1s;SkOv8;F2;$5)%a^sW=_yn!*x+@2Zke?%D}mfakK3?XMN-%z5}G zrftVXfT>+PN9G;_w~?a1%aM}a!Mijr|5UH!LB2UPaG7wLq?qzN)29N0 zu0h(9TTlAP*BG(h=y3sYz)^6*1frqYHMJPxB3QKYFP_wW)s(M*HE}l+{b|oNAuWtHgTk8i2Y!9HTnApgz=c zz=jC<}gAhXNlBi%?4DhjoymDZHLiYU*3a;%ipqB!Uvrga$pQ3aFSP6382bb~2 zsr=anZebNUJb9lm6Ls{W^p#a6;xY;@1L-&#s%9S7AaUyJzqj{5BQcO4CK-)}`~OAc zCf479**8ZV?%fbRN$&HHaRgCnhn**@=3s)ZanKelZJKh9jL*NlSNSx2pB{m?PG?l- zZy^T3_KxPD-PO0Li$joM{0TsR{8)E@R`d2}hdX-Xh0YN|Gh!C6a8eyjre8gDS`jxx zEr0;_0dvXDG9q;s4N4Q#w%1Wm23BYikViVf(pHp0=|u>?$P?7lchnq6$a=f?jkMjvR|m9lu+uRFWg#K*WQlce zqRI+4$D?5W0yToqI^%mC>T(~cBPrdY-P`x|7<-eMG{ov1!)k^avl1i(Y)ae?a_h=SG}(Piv~3-FB?N?<*y88}z*P7(}RoAu6RoDSt9+WSna6Ym>PJK$HeQxVcW$ zHt_#_4Y2bjvA27LVTd9U?^|Dxv zWy!@AeVk++GQN-DJ3~c{?WD_6T$veog;C?#G^73W4=Q%-Om-6!39we?6Gt>df<9Qn zXL2#6<&A6v>tJ1A^j}DKG{`+lgenP?&)(l{vFt8XT_kZN$%^kh06=OzWi5On=MUEr!kUXpJAyC*q@2*`9YOcMs# z{9NMx>kj6sMu(0`1GykJtzczrnvfx9W|FzZC9rd$AnJN@9|-ltiFqyenr>36{5K9_ z=m?tbRW2;h)>b{r%_+zbm1HfCWLW|D&`37&SujyRyzQ8g&8)q!V>NMFTaOfE2%^Wo zvEwG+Gu8iG8J9=o(xTQ|RqtfBB6G9r8XMs*Y0Pe3%&c9 zaMSa!4Hr#x%-3_oEIFh1ryHNk8^Yx52sM(tFlPSv!f3xAAISG}H z%)wG`P~EktNJXrBuXn@PL|S|5*8ts`pl*aBnjblTNCABGf=f7$v5!EMQ>uI*Rxa|pCQY)8z&0GLgO%3 z3cncu@J!iwpe6?WyhP`D^=9E3dl%m3ix}_?vrM3c$QAuf2@f-RSnQhzLq$hI_7@pu zMM_6`H{(0YML&VeBqoeQ?FTcpz*VztzGW7UfcLvCH~3d}F+`P8^)#?qDr>$Phl3*~ zZAi`@FhG}0x9f3UCepI^*E?gjQO9kgD9J9b`WH>?sp-zr$9}NFBETJEs-yMh6S8T3 z17--J^+X3%PN(En5leM=6aGr$#+pOGpTV>S9C;{M*+YMD*8Zv9da1jW{1DA3nyt1(A8biZDEK^J^ zoRHXU!+~=+P>((6M|fO3K<}q3r>wWOknGa2)@sZ2c59K2cYCK~9{ZwchuX}z zI=l?@KN_Xuk6a0kKIk4D>k+|*Pf+sN5U3^&w@us&x!hjQ<_s?;6Ta>V%fkJz#;SNa zyOn6k{zshf&vCUi0IP%Sz6?_2Y-H|7v}VZW(UYhL_2qYZP)!V7=R<#g-!(m>{Afs5 zmITop)#!4`vx7NjH^KMPB#pvluJXSsC4sI-UB&p3i5AoZR8zNQv-)yJk`! zgGNxe8?u&}-jX!#_r?jwG9~qx@5#>!;iD(72!fz}U~gbtG^i?;!ygFM*y|QDTK&n) zj|4f5Qkhpb*D<~@g*|{BDANuA7xW8MI263uj*97a#LroTr>IV^8#J4781xm`ivQ25Q#`iLw|&kK$7QnK{(*({4gWDa!pvl~eR0= z#pncxXlfT6?2Lcf2RuH9c~ZQJZS__5@+RR+sqGJlsFi~9u4V#5qD;7FA6P59MIvQ91b+w=uZ{KRxVkMm(6<)+^y+VeqIU{6Q5jQb2y^{sl zbo>QN8z;SGL#m&;eIfBU5-~aM4E(MG9%vHQ;DVRj_Az}`$u&So|Z zvqgh9k*FcaP!5J;f3+Qbmfl^tsD6J9T}#(U{@3qKjO7V-D|>#>*QE@hqR?CeXyJMA zURT;~6PbFmD$VQp>nG=Nk=FUD7=o)zr^R=IE-JD+caNUq2*;DBoX_CE859m|IJHna z8jX+S*jB{fOW@u)59wt<+symR&@)-eU3!DH@^mnHq+zf8mH15dJ+kYs+B+m&+1B); zKO=enHb13=voCkKgnxr+vcHy_=3Bk(8%IX!+Qed&@^GzCGP-A$28t6vGoz2oM?Q&0 zA!M4y0OcD>cx_cpJ9A+}DorHAq1?PQ*)r}PGuL zXwkS8DCR<7zP>c@7|TlG2qkF;CFEJOnSxe6;&*^zX2*+3nAQmGcM}wNjo51*a!}Ka zq)~Lgvk%kcA*>3#D^{jWl(QYv7z?K!^8*JR3@zp7)9pomXFZ(>+%8&ix606F0})L` z89n(_I#HyP^nN7S*Z)|QSJ)TQ^eY)m?9OBge)$Ga9IvT1%+5u&L`D-6vKzlrWi<-k zl}bOn!`?x_wga~l!|O_8BB>qw)_+rIiIHl6A~FK>(}l-1)@DT)&}j}#@_A|ZNJx(0 z>cNXtOm^8-!UPLzwMEGGp*rB#z&9y)eG3VioXHd22dG0311ve|W}3!;Tf`b-cn?L%O&cmESu?n=z;#D3F4TI zmg?cKKT-#xwe}*R$Yl?VL71;Vuk%3X3x!tFTlxvxt?NUzIPW2>i{|Wai8r`t=E(Aw z$D#*IecMW?c@+t9b}p@1NTVs3x9I`dive;7$$Ng|F8~gCuf#V*W0D}I=wg6}DJ&6B zL>O(HTFC@ox}soip$4O{)SG5fD$k)pdxAJ&#Fk;_%w9!RHklhFFB4R00guD1#Xt_0&Xq`&d2V`iIaIZ_5!Z{j z3j~5aJ5BwDp_H3aX9vl*-*DY-pJ(JghGHdXCKhcpy)Vh9$irzg-o>oy5nfKS5^Vs<%&5Blu2QzIy@YUKd`2S2}I{5HGj~t=K|LM&M`Z zC1)T(`#yICoON%P5wfwj9!y0$Y-TdL?U_&{j=Yq}LuCbV+>W(p^sG_AJ;kdXUrNxm z53eZ{@%1)ZP69RqmtHItOR48@0!s(!&pvV%%k%{7!-ug9Hwe1f#m>ER6DNJC4#fG% zNmt5-^1cbo4t=|n>~SOG1B(YMkbjpo>kf<22Ju>O7L)#o+wR?DpFTe6y_GvCGT%%1 znxNI|8D^1|Mn{1DY-=vp@AF)g+&v!MKte@d*MQtRAKNv4&iDN;iVxUz6y!PFkzKQb zy%g^QbDb3z$#%dM4l}Wd<9sf+O?#owZJlrCy|p}`DDL=uH(u)x^fr!-tc;5ACnghi z$`muNoVXr3kSAJ5wY7+VRR!m9Ly;om?{2+BtR<|lF%y zrJ4wsfwIq&)RDQt`rpT@j@CxnzqLOsD`hw`;T|M(k)>XaKbuvd5K(qkn}fckpiU+p zKD;V3QZ4AObjhTrzMEJ=s6#KqQxB2Zmj}LOML^{UvCEZbH9b`@NbY)B*wIUvSXhn= zU^GmZ$>M(fw2Hz`QOS@r-=^U33a5_=%3zdl_k49x&jw?>fdoXYb2EIS?!XjkDGFM2EqdNo&2*N+*B*QyA7qVX3(a(fv}$ssRMv37e8B#t$fXc z9JQpN6&BPxB)5yLFC(*$IA<%WhBA(tc*8QQGSr@LOz9OI1QQqP49)zM+YT)O;XU|n z{K~*K_IJvT1@@f{2lEd>s;S4muD9aXq9oe~!(;XKhXaTnyk{86lyG|zDD%dT>nYPn zH6GhL*=w23l3a;~IPplV!(FpafnwBrj-mo#gVDbr`b)^y#D444Y0u+{6~NZCUdRNB zJ&`b@H~joy0HPLzW#z}7$C~M|HYYnh`aN;S6l}ep<)rZ-${4X3n)KRQDtjpbLf?C5 zM36V+{Rpl~Ix*zIX>`bW#DphO{oLI0CH}HuRHETV9u<8#1<_Z^ctwx>+wNI8Q<{{# zt{|--sV4&r!8K$^ zatcNtpe-KW{3rttn9+*bLdNX7+&_92z-M(zym?D!MX0YN=c-^%}Hvt5=YvF{6ID*JDK$sJCMSH#Sy>6buZ@z3~&6Nb^ zA>1*V#mIreWgr@Ei}0SgVug~cOx~wW=;?nK-8p9awoa!!pNr@!##8xuJgn;Y^BUcj z1kPCX2_BfCl5k=&JE_8YcTR-Y?+A)H<1{v)MQzHaZ)@IryNHm*ukf>j+9WadB*T&m zkRs6Vj>}H)C1d{P0D)A}**GsG<$TLtpVFD{h6dB=fFN1D8HEjO;b%@khc}x7Fn)@2 zTvK34iw`-FsBS-T{edG~JJw!d-qgug)E#m^qp=R+qX&>jh#2yl?KsujT=d5q2Ic&e zp=W@p&O~Vd;tUs(RW>b4HEE3^RWD0z=o{0abu_6yKVl{RnYFzQ023SwoW2g`&o;2) ze^!T@L1Psp=hl5t@go)7XR+!4PF4BVW)RlhE`u+}8N!cZN3@%Fz@k}!J4KlBfZg1P zWxQ%?;NHIh)zClbP|ofqI3(rHV)9VlA?0avGKjtT-r2GDU_!jrz}35$bZBlaC7NH1 zZ%$2fx(wro|8eZD`jy0bhSf!(KjnTdQGzjJcj4g|Zf|^dDd;C9V#u#(1r%kvMmIeg zh!=E@qDupdqoJF54`Vc4?iC&QV*kPKHNX~kCJAV>4m%6Q;4mC&PDmzy99t|BXEM&R zmL;fpmGmIoioclu_^79Aa3oTYNnJfYuNJZkWQtT*@5Zp!629Hd!8=Lt7HjIlT|}UO zL##vHo11i#L;2RrRNORFz36mQWc-CTt2SPT&krr5E>zd6%*{ACs^y5{(%CeC2?sPw zpUH3^^ie3g2)~{@A{Xp;;sP48#3*So;k~)w9o)`PxH0C1;OIZned1RAsEE;htY#O5 z&b{@wAAlPQc#-2C;j}aaXp~nXaV{Z== zo7-^zCxj2=x}M{lRZNHOYxga9LV`ofy~PXzn(=9|H4j{3?%$;G2L#Ou?dUpITMFAj z$Bl*SZE_2VFUaRdf2{IV-TwN2nDoQwH~sRUldq2>pQ&18XhyHWkV;RSCI@ZZ_emTl zqYDTBUv%JD?c^a2Ol5SPX0g8zD`|5wP+Z7kEA**PT|L^9t%hB|z18A!UpSYK9F^18mWF{OpOQuv+0c}Zn<6_EPj&L8>)U?O|Qe=RDITvz;X%KvimQX(ghQG-D=NZ$kogFx${kB=`2g{K^EE6#4!5P^a+gF^qH!kG+c~#kNq1 zbuPwW*mIWAyyL#RT-yn@JkLx3q38D>*SZVb;v@w#uQNkyxYOO%HZQ2?rGxIQ7mMj1 zS4e0i)F2gEMfNvwd@=z`TqRLV^C65N9$$Q)-dwXpDPWXQtcI1rB-*}o6P+_gtf5gf zqWFa4Z?Mr4?9*iSx{7GQ004z0z)va7WH83OK%Pfph3x7WC4>AZ9|cp?e7ZJjB=4~3{`E4L_q@CLYltFy@7b|d0m{Y1kw zM=l6fWTd=)!o-;#Sc$7KMRLS-GaQK4HoJY($ybb-M|V9^Z8H{`;jr{86G#HQ){)cx(A;f0dNDeuArB`K6M)!WyfKpHmtyRJHrJ^5Yg?1Zn?_ZDz^vi%r#r8V=2Rzj%GqJ1BE9 zqM)3?dtwI9c85qv)(`v-Ug1T-aRJ((VmH@TfA+p_Vq+rrh0Mbe4KOScgJ(eL)Tq9L z48>^bVRoOi5dLEo+|z5QfdMqm@KAvMw*HW&@t0NBippL?WE~jvnRroLCFox^i#*o| zpEU$r{cszARyXEw5HCt0Wh?tKiHgUCCl;xJMo-{& zC&%NO5yGLQcAXqKfzDW#z8IVj7t$qI)^AMw2w1(4TL)BYZqfTRRxya*JN|)v=Jj&sL?|Dxwbpg-~PxD97sQJD#vq?2wi!5qM zMcCplRl69!8dcldaI{ol&amaNY@{Sk9WBj2q<}eG&9gkp`>8B9@vEG1At*tRZ@UEM zL&wuq3&)wr*8d{*@%xm3c|wqp_ezIeg3FOv`sKM&2t6*$oWLHrN#@G7%U$Sb&z3FT z?qL2RpG?ZJFGmmB|IexSvbRtdT8wE%vqs^xei+-Dx_Z}WBT~_k=tghQ+P2)btlj|Up2uF8dTNGd%z5~nr@FI#n~n9zfU3w!Qp-J0UX=6P4ynswB9gb z$KMzVc#6??)!9Zquz|f+Lgp7F(FerZB#9UHgV8RsqlE%DDLw{A6dS~?n}xxZeVFd(pp6DuD=U4T(3er0ZI{p$_9 z_GfL`P5-))B-ltX*EVp?t!xnPW7>Yy$R$7e5L73DQt2DSEe&p5D7%*JjIpfdP!XU2 z2FWZuC;8>1&l7%h_S~zTuY!UnS4Xz@aoI+yhJ90j>%uco!t)RFG7jfrYRi&#lu5^7SczY*pfTW+VDYGOrmB{_ukEsX`zlxt?mu6`MvO7E|tEWHSe zg>Vnzn*3zA%eZL8)O-S5TpR_P3j>kD${8u{Otj0!`i_0)shRZ3k{AWOC%-wRPcLgQ zsF7jgZ(#@RP1z5e4W*U@=U!VmYnSEIt`&#G+sfFy!Cvo7<%ePA*Yg9pj(=~$?z|%~ zGer6?k=ZLImD(QHg(t~YPCGs9R?z(1@Ab{V5k-M;4%dO8nk8xOL%F`PJ%o0zB7Wn4 zhs-eu!Z3HAc1PiD zb7ID&@%cvL5D3PmsraCg*b4Tf5Sa*cP%?m*C$W#p4ZZvPhCWZS4R2+-lfC<*ci63r z##N03H?SO%%CO(y2QYHnECDG7wv!~q983YtFvTlcqc($^Cu*OT4P;w!y{4i@Zq#9b zMzbRkA>!(75e25Cx@3R|n;*SLli$!1w!IjDdl8S+p~8r8BceQ<`bR985{{dH;}RXb z`xKqjHB&3wyKQ;ud#&A175)I!)L)T|{ehusC4N1!i7~K5IV*($xZL?h!F~Vjhn$u0 zOL|O9#2}`O<-1jL?u+HINeK}ZPsK^|X&^p77u&m;&`yJYg{^Y}?#Givb{+4qB#JxT zhm|NsZG^W}Sb}Y3)C}tkqJV$Y-7w>qaH=@n27BL2CFgd+~7;|f$lH3H0T6lW`wbZNqPC7Ekk+BT#s}|HLWkaWhkI%~D z%#;Kv4EE97A)BZGZPmG^avVz3K^Vh>ed6r3Z6H^2S&sMt<${5i!gO+NZ})mg9r45* z!cxUMu}_v4MUkSQ`YkUk$^^@>4Vwp(^*CW5m#ibM&7nA@LZ-b7Yaszlda2Z#0Ob&a zWOq6pN+4vC;)hk;T7G-M7 z2CdLcJ02tef9p9-m-mELpsRsnT*rhj1b!X1CsTV_SGz)4RurI!NcUwZ5j;~H-K{`h z@fTT~4ht{WE*Ye%@?HW5wT9l;UOW%0lebt1k3?L*Gh){>K{pJc>TRIc@}HQ^2e(0b zi80In8t5D7^?&tri)SMzsU6&!K|~#R^2}Xn(1JMVL<(RgoSQG6t8PQH{JaYN?CWSu z#MBd{5p>GkTzJtPgVZ1h@Ro|!gyr>2Tr*yAt3!;LN_0W!R4VRLt@FDdBp$38v3{c? zTyN|oZ7!8eRYXFjy(jK2&!;wKm+79P!*_Bjqz4tkWwr2v;;EL%;KL~evqw@9YL7I> z!{z#zg9?44Nl(eC2a8Zm91_DNjjeB(;}BIxECHv%%J?YjTt3z~wS#*PR?(MA9I{k8 znQ@1$Up7AV>~9=ts2vhR%(_){uAFlD%ERO4x^+)QmrF&Ij2FR@1Jxg}gFJ zaVAZ=YuE{dN!qH@nlM4?uDDv27Zc$ABQ5m!W^)ojuOE`oas+K_zc2bQpV4-t@m6_O z{z|sF1Zo9%SjzVuK>YOweGg5#DVhKs?q@EOzz*BWe$O%oDt#S3^pTUL6%x*kNUdF@ zVcYcBKJ^wnvy`_7t?F8tvNCPvq_DOroL2S;LBlIjF9HEGOZnQ@oi!Q zQ9zm4Rf+E_ikt=hf}drwHkfeaN|(9H8GN=woOi8$bO@GGCH}vYPTOi=V}y%B@V*GxO+A|@Ww zCw|})-hMojqHlc*yyQU`r~O}kxXRj{Fw5_=srs|%AFsLRfxA#tb3nRZk23pLm{jdx zT_6MrNkHk=4aJE=RI|4&AH8Q~s;Lm#w8ggS*15(A?SS$2M?z%+MD9Dd115f|Vml|B z`~RY|>GsP<5P~KJ%y{r>EHSdeOUORccS&+mx@@Fs-Uldc*dU@u58oa&!kB;nQ9!Q0 zv>*do%de?tS-;r3H5A_kWMGgRT)XuAjhyJ;I|LH_?p>LaSNWReu)k>1x!+*LOvctp zhfy$(Na~~&K|4-Yv;DsAR|#2mz`DC;4RRRfVc|ARI~R;ofZqH_LyNhXz!KQ;#LxF= zDZcI-!J!KzJp@#qJe`>Y$fB0z?QYxACgf8oTj-yO3~!fS1iT?+z-@3ol>#JMn}1!B z_m_#pw{F`rDM6_)kGscpszbE<+YPx<3dc(fp|dmTf=wYTC~CjKL6&r_t+jr^-`EwF zW1WOvVt+I~&h+)pF9V@w*^fSS-9;B4H0mOR3IdT3Th~Tvi3UFp<_QJiT#s!oK=CJ6fC{B{jd zc*ErnA+BVP4cti2RMZcD_sRd(I;+p08}DNRHE6H(y363H`VW;@MXa=En1CxS zOzczY2ruS932M$VX^>q%@|n$aSR&ZApdUus&~@QTZmAl{9l(uu){{93)iKz(J?f)@ zrj@N;9MyI}jWb&+{zZ@E+f(`7XFVx&F-1RJCIC)#zR07$B@7j443qV3aTc>#7q>92 zN7XQ>^#z0fJJMhdo3zXFfv`VawK)ovZv=&trXju+Qoff?Z?xL{x*D!vc>x%RzLPxJ z=a+F*rrrdL+skkwi%Gn`hZrYO!b{r844jY;#)x-43!l=2;H0Z80{Z`8PiFs>94Y)r zjJd9Lo)l~j6;o|U^m)Db-K9(mKH zSwnyQAB2sijzWdIjX%pk|?>fLmxbuf&sRq7vrz($S@vRJ3h4Hw+gtxJ^X+L zhW7GnyJbc)YT$rUfnso-!ao$%|96=6b!?nx^T$Y=&t59Bo%rmC@@U57jHSsTE#ssM zHn1}RtWY?E?;d2zM%e~nc_0u!$t>dGekKDT!I);iv?Zp`X2V){%*1$9tIp3O6ag+9 z?t6td1WbO;_V{ALIEr~LL0P7AjCFkV@}Cq5_44y@17FxLX~*q0kA5Q+OOC=XxZ4v? zkKQ$is>kv&~|ivUV?w)X_MnYuW$6!ilN=O~5!-we#95emFzDk#0jxSyDfW#*J( z45~2g|0l;(j3!CuSc78ltI1Aer`B@wxLG|ZjRZd9+s=`mf!sfkn9k~Qp_)2xN&;MzSU$^H{z-tFv%6PjG@K1#wUI5gOnALfrxX1 zU9jAyAi*2M0?I(yL8AS{DOI?4FJQTWzM)+c3<$xUoY3DcYbQ@vk=KulsL&xJEtHpT z^Co;#BUC@*j*&|j2S@x2YIgGdOxsQrL=s(Lwi(FKAFo?z_8JHqnr&?L0}+z#1{iC!Id%%&t9a4m10na z9gm(!0Ek07Ia}Or7Uv{3u~V>oqQN~nI*M3;0jdSzrhPRLnr$n2#2vZtlR_%2+WGW* zN$iDNrBt=ZwMfN9nR9HfQee-oNSF!N!&`~)IHf|NNL{-(ig>#v+G`Z=(A+1K{W>n+9Oqs7#L^W5e;Ts1rwux)-m>d1r=OW2)1BDpX0wnp1Uz%N!2pBhA3~R zm?&Y{HJK%)PXxKM3uCyxj9niz0!+|#hocnskcbJ9rr`w#U2!hXJP;iQ*5tsqm+Y-8 z+iaS;P*Scd?tIi0IwH(A7Uw$;9W%`kz(LGLf&i@i+ByptmHs3Q^W3OR$)2FQF&8F+ zolNAOnvE{!7{+C;^6cWNLHq$wt`sgpZX(!vFo%!o8R31CYqY@OW)FrTv7cPVp>gM zwz1L=NlJ4SAL~%2HgS;&8S<`y4F<#cw?ix1a0~B7X~x%oi_}v6Y1iKEZB6|Ag5&Lk zCf5v`*vv9+2$AK)JX$V z#qCXx7$io&!>VvZT6tf>ZvoN3s9mvScd6(T3Cs7vfS;M&;*TW3YuExnva#n39d)f5 zswx-W(tpX04aLvPL0PKy6A{~>yMb~&<4Y3}s^MPsj!5hye`>mtxYp-CDsPals>;2YASbO$ty5TA~j=9&>g;-6}ylQ`Tz??N5E06w7;rn3NCdztIGHYB|E$1U~MV-R|lW z88Dw8Bw&|KLqd1WK{38oAUoziy!5=FeGj-9V+Fp{;s#Hn)JYJ>>7)=>Qp;PK+Z~$S zN#Yo+0StA<*@E4c2UbxqgW$^bB)6Wq3i^sUA@;k1=?~HW!3Pz1PM(1{NN>%^0YA?q zIam=|-r>6bBI3$uKdy#sYU_1`@)3J#HM}-&zyMHu(OO&!HS(0-l1uz!+&%=wd}J z_N0GZXeO(8k84dppH_|v-lJ}X0A8%3^g97??qUvFsX#|kal3}C*wDcNSHONev{2z7 zmagzu{#j>}vAMOdrtzf)(UH^uQ0DWuF=@5eNMDZp&WLe{s|?={FrK%QZ<3C`{{DUR z_K7La&H$aSX_kyde9GTD?;0`@Kj)U!d#?g+dN7!^`?#u~F0Gqe$D-!3e#Nl_!Vvg; zi}C`0O(qch*#~OB7LA+4g0kQe^9a{;%+x8RIr}RTHmw z(XwmGBVMmyzYTROnYT9J3>G+(*@vrBO7(~fawmc}z-?DV9nO=}DzDRfGN!ltsivRr znwc-szo|a@4JV&$`H5rss^=CN4gjZ@@)weZhCT~<^v-?HaSdAHWf$mC1(F7Bv~Jyh zB2=nYIz>-0DhbfT(suu-UU*A{jmStG+Y*BP6^`Tmcnyi-Nt}uMBOtEQyPI`{>t=<1 zo>5bP$n>^ZvJlNUaV1z&p!Ju{i2ifN*Nyy&p{|%O=dS4pVU^lU3oZ+=tPM@s_WwC$ zX3+>4?W7$BR{_!p4eV2&u8X*|-y0pIarEuyRnr3ULf>XIZz@??Xhh^wLlx?=_Yh}k zNUTB6AC99rQBAgJBRcs6+P+Y4#!Ko`P2RMz+h$)|X+c$$s^d1+XghYPrGBFx0wGn{ zl5g3zL_>TL3}&_`JA@+#r!t&~2yVmM6kX@+m^k8Lv?jIW#R3IX#{fgSnP^c(=JRFH zx&$)VvmJq}h-Gh$+Ph@?gIKD+V90^@vMZ!aQdYgwlirRInwjgt88c}VLe>muR^vT( zDDYpkiV9C^une2JFA|3|E0#j5M{}nkaZ4#_I3~#A)@5_6d039YfLYc{X=`D4^|0No<1fa+ou%+S1R;ytk7P5M+OpcH6Q zgTi{KoJkj8Vme&2<;+$Iiz!CHxCf|>M_`)295di8$sC0m>Q|Bb$Pnev#%kF-c?;Hn zMRr-lHMDZ`lG7|d&k+@a{l6I*7TO`%hQxZG=JY3?>o{^aTnhFMBAe(AQY%?(&n8~E zXN)Dl54oU(#1usn0%tqi8WM#M0ix0q?r~quJUz;?Z61?C;FW_dEm# z#1LdBX52Qw1fL;=xQ!j|Nzc+y#S`&ePgT-_F#2m*ei372qF&jjMhm#X#p8MH{kbPy zSRd_!BB{of`VK#63tD20qApIh;kN-^m@dcK$2R*5$uuta^8y<{^t%acbUOM?HJRiH zr*h}ql8^@U=5N>&te4dguie8upx6ea)pVNglB628F%nGP8GX(YtCk3vto+sN^j%%Z z<-9EhQU`U=b;oEehUmb0Tj8{-WaK&L9hjr;)BX&m-j8E~AvRf!Q(Llnj9j*gkYX@W|+G-@FOz0~n$?E)z@P|Owf_v^$e9q?gU;dt>Q5)Hh=zu{q zYS;pAFUk$=IsTG$5&p~a#WW;);*P9Q!(kCeG{=;d!7|?gk+Jws!1=L4p~(9%upzek zca97s;}rjyO}^Atx}0avo{JtnGa?s%hX@=m49(#|%Vy>yH%LSC>8AH8-799)FgHu0 zl>&h-ktgK0e@^2~S?mYt#{-g4e?;i5F$3-b+%2wxdb6T_1QqhDL2_7L|G$@EZj$Z_ z0@a^R2fSKtc|#@({gTaNh}RNA`JE0I+s?i$^{PUxkiL|6u%bP+L$kJlbk7^VjAVqj z@3`bV7IA9%0L8yruuhUd&K`+~t)FueyYifZH-HZIU5eP`1$hG-^!+6D>(l#Bj3GN5 z7WSZpx*AV;-6m-i+CN33)w{*%Y&pYCE->SCGB>P#wiAp>W4P|i-a0yref0Y&d>P~< zJU||MPX$xv^s+2TAjQ+rKTeRf6=1@`$~(i%!I$6K=smY~Qln<`F1x)(@j(m`uE+}9xAF4&C zGTzo}nN-)46^=pry5`Xcq;=IGUNWMF-B*spWap%=HQfPF(1z{D`P`P<%eY)M+;SCe zh*bELiKwLOVHAE1YkxYTokKK?NjD`#s;`5fi`$T`Zr0gfR&6-PCfp`vk9f4G-8Zm; z_BsPW3`)-T0R#N)v1Go2aG-2$7bFekw6VTi8@E4?A&oUdjcU5%v8r+Ori<#%;+4Hh zetX>DhGFLNoF4GeN%H`j*Am$H{2+C4PfUM^Ki%*Uy z<)c75Gb+w8-PM5ov7>*oyI+29Ujw?%`y5oEAl7v0ro}8@KEDuGhBr9(t}xMhy2HJA zPLwUAQ@!T7OaB8wDh*&l&R~PS5(^q`MU$yrVVwij4HRj5sDhjM+BC-;oo$76vIREtQwN+= zS?5=Lm8Ofy5>E+hV%}AC?l4^(&<3$e9@k(k1b{gbk?Godw~_OoIQ5lSm5cZdp>}V9 z;k%8%nR>Gr7uH)-TTb`!Y_$#Adq9#n^z@E^^gjfrlcg<5V*ZOAN=bDepRn3*GfEkr>|34p{nKmQh9)VINJ$#V8vmo$GZ!>I&ynQnIV0;R`y-IciGc6daHKp>n%G)YtQ`k^D4v^=z!t+ROTJG&Xmhj zHBoc+gbUZPAhC|i!VY!D>Js}&azs8pAFcShO=zr|rP(z+StCgVpMLc4fikFw7t523 zVyZ_uJYU!?HsY4ZA}1;YNKg9il$AC9KmK*CrS8^(HYI7xPiO*Kh+e3j?8Xg0+#N^X zw%b8U5*dAmRtn0@)j&n|*^sXx^1ga&{CwerHx(GGC(m90T~8qKZ39hHxi!42X*onB zlE!KDPj=N?%tiA&XKi{zdI;{%{p144rpd#Z&ZtrV(i9ahp^7` zP@V%Nv%C(3HerrSAtwiKEDva^?-~5iy9-$N5kMZERDKGf-T4fS2I2w)P6HtYa*&D6 zgcCIr_-2^_I`3P;@hNwdX}r8NvB!Gz7%$$QbK?Mjn@uU|YK6nix$(!8sVO}6a2CD^ zTar|7q6&~2y^S}hB-FvSc3BY)p?@s)Mc=^mpiE{^ws!vI2#tgk@<-G#dYlTo53SpG z`JIxZN=T#ZWq_Z`HY^5?4HCSKCIWm^GAxiSdMJMtqS*+34e|DS%2NL(`zR}=&0zm- z@EfF)lF>;&!_3=aVGKE@cj9YWi~K~#pbigKyLSbdYs?}s|Cf7Ege1&P5^5PYw-tqr z)8$e$eO1zIItPj0x?1yW_T@vfiX2~s<-V7oXgvJOAGL9`hI&-eIt9@UXhP%u3}z%f z1U<_b!aT{jj_Ga$VOSeA*Rl7Cf=HXg`H3O1u|D&MJ8u@-w;}GFASK5bx z5lE|AKo>@FVPgJfuL93WR**k#$d(g)1g6|y@ivZ*vN_Ghr_{b^`R3FL)~Hgv!DfHq zkp=qzTnlpSj{cv;OzS4!XLBrNv_o~4K008!x^(9{F7y(Y?^|p#lw8{e3qXDYbEe0J zlAIvDA@sMok9zXQj2!O)d8M$+>%*CthYHgt@Y?%7Bx#oJvfL41mgvJPkMlkJk~@+- z28pYd>Bn<3pXh8Yx1-$n^`=Zw4tvv4G^J;GooMFY`*43_8g>(|rOWk;?O>+#rlAyB z)>}r4yPpx(pY?j$#$ou5_L>6H*_FhV>+pgK&Rewi=Jj6GwEYwOX2EY5eP+>!D?CcY z$EkEvuNRB8u;|`S;U#hkX2mwd{UqM#hj@z*+^8&rc;Y-?wswq&YzlzF9FUZ5JwVgB zaz$T$6{y_;>G#o;P?YevC0T)a(ZW}#`&s_JtCPzvJBRHLR}Y0ys+zC=$gUw}MMADO zqQbZ%ub=kId!bF^u?zxSH1}QNQL_umpEhWRkA#)k?VV9x*pdlS#etEWWM1}HaeA1rbF4!0BEyMYRDsI7ZG-3&_Si7-AyIn6ulOq*SUTHjQu|8Itu{It6rtXEWS zXwNG*j6D#jgF)>L#D^c|SG5~}oX-=^H0|*p%om%A;UEL?T#Fk72OQTlNCh^c^~O^p zVVU`-Gqa^_?fq0dx}#ASnk=F!Q=JK^vp@V*8fL)xBkO^O1oG1%Q-mR91?imaIY2QvNBzPkJFiOKqG$*A4)+j)%9(iw82?i{Q z8YxBG)aY2X?)ev;8g51s+G-AA#^1#!66-Q0!ZS5%* z?)w3)Ng(MLG(I=B^X2B~evjiHJmtMu;SGS`b_iy#@&PV6FXmH~nl0@XSx2L4Bc6YO z8qPh@E2R#el7224I5_&CPY!S7pXDmP@22gN*9lMF<^9_r&TwnHrR;`K%$1wO=8c25 z-xpV@=*&(jf?h5ssWtZR97QnF*!H<4hP1(^f+ zsYRYyNWE2kbypI5g9y+czT)^0(qJ9bavu}KzzgSnrJ3Lo35zuI=}omALS}z;Zn(sn zd=cJa9s4II&6`@F8_59soA&uiEa~q_F-{bz39NBVvn-QUi-{`{S8>jey6S>`cvs2w z>0f_s7FxWjxMXL*h6&9i6 z(~w!MYVB*LjWo(*ETaV=x}Rq5B*lr3^QgFFSVeCvY{2@5?q1V{{5Ao+wz?YMBoW5r zE2qK5*!#TP=eMfB000005&!`_954tWB=p+_9kK@S+DMI;fWY$gij_~QwxFP(9$#SG zls~kO6!!NpLV=f?3gNlq>{)~>NGr~H#_rUwQTd)WGfDSYMsq1R$O=4_%zWH@Wr8Y^ zz;oTNt{{Ld|8Qc>D}bY)`w^esdweylN+-vQZn2F)^4>V5sYyf?OwBl3=e13!*3Ij{ zcN#2@vkhWBEJ<^88>sK_fnfeBjatD7YBsAOszaNCyzoxZolq}BquE~+d92rvF9DGc zs=frA{6?b2oK;(?<_p4aJKPpjbWbk;Dys~{zOe+mPtca4dE(;L-jHt|8!Np{P^>tv$>)5!*Eq>BK80t=iz)09mP}h z{L#G?Ooe5@4GxC@OHov`5iPkku{b4)u|r)TYCjN_e+bGu8C#~2ybva8wxaxe zk3kAnC$G5E7|KS4FuC8XAjoKD6?$W}gLleZcr}p?4<6Pnl;&A`Dv0WDWW6udGN-&|?{ zb#wEu0+;7_uD+OW=!0!nINpEfIBo9|dxB^+Ylr6>!5Z0zqxUrK)Fk{Q417|s2r4Zj zQ{!==+hK{S+hG?hVTDE!B;4&sxRqF=6{#kaYQ>hVG=)kkfr8PWVqi@=W}_3u=cA*0 zL)=Q)mg8-cH*i=6D3y=bsOSH6NtqW;$EAL5{ktKs%#mZZqxR|l1NzF)F_keHEk7To zyyyoFMyV%?WtE=khoEtV2W&3N&WBFVcr`r*EMYb}7mHcK>X|7*vCm&X2BTq|OwV8I*&b_rUq(T#9w_^M3LtJT}n zM;V65#`CAphoB;l-TbC;j`fiR;c=!{W*h!jGFhaqJqiIFmt(GbAz;)1ClP+2 z^MN7Ra5%fw(_@6o$vdz6m5*&Kv6rAQM+NO&b(8ylQdXm28jN@Y7z zQV!f9jj1YC*(pFYa;n{af{4_PsIEqWWJcTEVGt~ur=5p2DRLwq!8q!XhW)LW4-p)x zt?HXTXvL^nt+5pKAQ(8v_5e0UjKqA%aG6-fi+Ye~A`+G0G0DL_EJs@a~)U zWE&VMM%~pTluN*VMe;9m{qFAB@M3?JRLnINid5P$t_MFEaR@!i{(0+|xBv(PW;wV@ z?r}F38{}avZoWV5F-lXidO=uYmP34WlOti+L&1GnZ6KjV9_& z5bpbriAT1T0&l@;d>U9J%p1ou%#meg-;6(} zjSVIBqatr10~3DQVN6fg*LEbkWhk>y#j#9GfRsfR`IUTMbd_q&iy zHS%V&fy??>_Cj+k#&uHNb=eSD&iN*n9MQPyVm^+}wtnVit@poC*cfSxzI=rSX}Tqs zDtLw-2E@f8WnCF>`t=i*HX|SdrpW=dEUxNQ>_Z?sgFFn!H$7UFo*zP#r-dp3vxOpz z+PIJrZXaw_6t}=>EKZ)fz6<0NFIG?p+OCO*M+b5Zn0JbRS)rz6>QQSLh|AaO|NYb~ zs*EkK5bwIIO`^h*_)QTKlQc-rovMORozYKPT;pV+O)i+{K1eKc(kxGosSM|aI)1p} z{+a{c#|`zHAN~S0KP9$B=BmGm1#AXeUHLw5wYOKe!Jmng`Z0VK3yGX`4tDRVqXE&b z{c9DOaVcKG-_owO#TS%zq~#zXD_2BiGeffVv+R;kf3BdPsDK)*`Sm0 zqHO=$xnoh~11mGtoR7fox#{vao*-I1J}RM?!%3C{V%=WW$Q>yD%un{7fdIVtjWo-V zRaT9+AA7S0Xq{`Z2_kjOle|)dY>kH4{PgjUPzQOV9maETGd+fN8r@sA_vx{T(Cg+q zNHv;p7#L2sHikJO_7CoRrasXbUv9|Wk^YR~VXI?yY+EIm_4BB$WDcbGE!f&7`=h|I zSG+y=o_$zJFtQu zna&&TY%!Drm*~V}{WKjk5Szl!$BG6@8CU0^dl|M8=^ z-K2kuYJdPBf#a8%ZgDaX_8Lw@di-|EoE`WJrj+z5kxHb2)S+!|${jnv zHLpQ2lVylSx3%B{8rvXBO?g{-2d7JZLnPAn6g?m-QNNxqPN@S z&z{`$Ez_$bT0!F7d>kw?$u#|kbW%LJ87Gbz_WgKtWq=PzZQ34etrlMH14uG_h97>Y z__H4B+=Y)o-OrtGEGGH~yM6wC;!4{eZtiI+c|a}JOeV9KOIs329{KSlfiju z#j7VT@-3+TndMCC>g2y#;Nyc=9r|0NZ;oezQRz3s?>q6-u#yD=N}{DdHJDqV4?MVU z-=Gv(aF~&w<%=x3Cf-L4a!!G z(Wy(_4(9UB|8i1y=b^&j2$68B@i%*c?4(5j;7pl!Uisos85!#N_Q?blkh0El99Lf1 zB8}YQdwhPu|9<#Y`CS38ZeNIAp`ggJQ6@Fky52V@n+~{k2c@OiP2-x9`bcv53t+&G z>L1^0*(;QnJ*ho-x{xg!vOF=R4C*MM54^KUO!TgQ*0H6&@@z62NhW*5X>VRTGi}DN zA-sMbmOfxnzJ#n|AntmDn4DSL1z|uht(Ea7nBK_Sa}kNhI5I0 zoilYBvo>@|Hp>5OJGeFveh5++?AAXCpsceqDfm#%20|bEPMnM@!rmh4ab7YYyNiA0 zy-vyRLDb4~x71{JpsoZu^AkIJ?NZ<*rTI~04{SwZ&=^^LPL9n7K7BRxe9(phI+sBw z14p1iQB?eFI$_@)var>UuqoDG3|bDvXZxz${yb_5u&FjJUq=7?xUrUz2S>|Uzw$vslANH=rymXmgj4QY%;6~Pk9^7 za(j~s>yZ?461xul(jo=qJb@JlvmP4CDyC5}`Nnu$|@W|2MP6%%`x|!R6#|o* zJ5CrQ-G3L9$Klu}paP?SDVoC+6l}mbO!SHbo|SY;k`n_rEP}B(G?~aPI5{O>0>akH z2Eup=AnRC+kJQzX^s*-?q%x1a;~wG}48r?rp7&(0cv6ds!LNT;|2p-LE5ZzZPa%Y< z_;2DqH0&K1B2=UpiY+opu`T*^L5Xdj?6njQ=gvJEBR`t$*MgKZ(2SE9;K?C9caK*z*}UH8t8hwvAEZSt&r0 zKxO7WY0kaDIH?g@3v%SDLhSW!2?2PZdpnz6i>*TR>etL{6RBU*W#F*C3v960_ob}=;Kpf7v6bvnoRQWT~j+xMU*z1$W1XpqFP zjEGS#9b?WoqUnE%ibsP$@mc>&X~u9)!QSg`Dk_FAdd2M!yq~gjW<{K-2V6ZkJCW`)TPat>$GG_j5F>jt?)K>xZ4ak$Tv$Sg1lGJ7iSPTZmf@B4mFkB3`}nj|UkQDt<|Gn;~W z+=-F4N6nzPb?n3W+FKK(Z_^ub(uBcYlq!pGY(~}l40F#{0_y#Urmi(}ul9U}eWZo7=H;4JX{2d5hg%N|kJ5h9BDy6aPV?ZBl99le)jD4Yg31l54} zs@|hYEk{2wYne;lR1IARd>QAN8T0orHs{V)e{1xz((f`}J^E+|^q+%f4v9}rN-MXu zU3$)2$(J6}T(y_(sOgY*Zy!=o6t&C?BE)irBkHs2a9k~>cKkPaFDx+ycCB!=4C3^h=+D1` z@%2M1H9FSibYUj;W@+uUh26Qx*hUr?s|LUP`{P=u&>y$yu7p>ox z9DxtV(vaRMd{jBe0k_d^YhK?Sj$vc_6jY-LXJ@l)5e$2ukNn~P4revl{ONKfTZwZS z{7?nETF&{h226-q$jl4urXY{c9I!0ibn=+3!aUNwLav$uTC0u0kkwYbtTb37W?zj6 z>YDqd#Pk;s{9I4S{%qMvMx>NFB*SCu2gh!UA_bKbKc;DymB}&7wIUy@H+mZ+n6X!t0CW#>55LHca2z;R zmJ2W@LNJE=s>g*shIHdTeDqlApEJGX;W}}Z^raB5d3)jqq;gRexThDibp6j`MM&d&MmkmhBqYT=Jzq#Ge7v{lS1P zsn;W3=S*wsKd+zcIoPR8j$r`cM+otL0Z`itx`@N@jZ=T$LC~;~VP)er1b?bun7$sl zVcL0!G5;dr`S5nW=is;TZOqQelcLx2M%#ib4$t1kcZ{%_d`b`DZuBGj_*Vl+I7a<$ zflX$1^3`92BX?v)1giS658n#(ZQqN>b>$WMe*-;%R^O-3UVDz#s^w1p8`csP>XSIi?Hl|oIh=j}!BHYt+mZ7MS(FZmZ^$L@7-(r2wu5O! zu~?_l*Vk0Zhh2n?O&yi+*9mYen+!_KI#jReMGuP^4D;KIAm<#6#++$^C?<@5Yz#-# ze{HET8DXhiVfVZ>w3ODkifT|2Q<@eCVI9wwsk+J= zN%;BxQ&uLoCq_=N0NSb&Bur17-RtLJ2x>yJ^7cgOCiR>;=bwe-{_V1>V6lwLSm7~I z^-bGj<9$4@a1`Oe%-J!s(3_8BC>8~lhU9QcCHgX7@4bmb+w_lvYcSfh&-w$?&*>&% z8{lCQ#V&E6il*9so`NSO)%avcAQ69%Pnt@t9c-!9No5`6r?L8+l*kC zAgO7I--{2`k{KIP+(`zK0*bOPjw19Bv~n0N_X~yeHT>TZaOb zxDR!cM;7Z43SF&Fsf+iRw=%jlogpT8v7T>kjD@vC){H;wCl(cyz3lUVv@ZO)u{II$ zoK~+@S^aWe4sq(8qsr~JEI|abtjF(8z^PW6e%1v85+X16`mD5N z;|RD(4;}LTg)tvEgInX&KyZ|N9lMBGQe(-m9i z9Wb5Ub>m_a9A=3@neBjM#6Fcu2gKDO!j{>=nq0^MigCebq z)>9BEPAdsw@hFcR*W{yKRJBmzoCP08md9`t1SlhA1!Sian`_OpvE^%&%Tbp_MW8BY z?Oa2*<#0P~*DYhv6_@HX6q+CZxxzWLV`w0=;1WzdNsx6Zq z;d>lNb}BVf*4BE?a@X@X)@%Y;4r^oyJMUVwVb$Q@U_D{*qI|vN=U82(NwMJ@gJ!Q~ z=Ou>`U9flFFa^>GX%?G-Q1V5+vf^!V;Jm-Q$zAcVx4Y_s092kgrls0xl|96x#gA5+ zwDg&9sqjsr3iM$`=M%4h_!8sWd*x6kAV5CvYYc&b9{o|S;3=Y-zpE2jVI=&dOczzo zDuyf$WRcsb2##}7ZmF_es~Ff-4P_-WDoR|jl|bFCwrvkSTzG$E9#Q8-O71U&1CPmg z55lr|7j7{5_(_)Hz{tqdM;%*F&SHmG8Cg7KQTk{KEkdM6l}1KXhnr8T{yDM7y6$f} z#SCpq#OnC5oytLKZjJHA&ZME-c4g+`+V$1e5>M=fzkkM1zcVAzo2AiDi?1^)^1WWr z^ACFx?Q)cUYGb{ZlHpF9 zsjHJ#Y42PoTy4o03eSysE3EKL#6(0+{nhcpyzx=VEjd$A)wj)1Ucg{w6j_a%>pAov zjg>Z}LU(kF3q9pqI$arvL0l0K3QpP6Y?S@vB57NhG-)mX*p=(b<~fx$>u|w|B(>B3 zd0Kw!W#Giz&1cs{ zmGeiZl^g}a2L-dFW^OZ32ILNGpR>(xm!plIlwribqM&R@+D>;=p2)0k75_?d5M1{K z7bm? za;E0Q?ln@Jhx|k4El`h z4i!1a@#tqytWg1Hf9J{tYd`K}LV98A!scOs%aEg>h2QnAgV}v@^sOHIS{f5Y^)z=L zsA_p|!h7E*O9XM!ag#>U$;4*H(;<4pNCM%ey<-CgT^oaQ)lyY!VmvIiP zANOQh7x*PNIctb!i_Z1+_8#xmHyK;;p{RXnv2y+UAMJK#c^5Vg5q({T9Q1u9iXOjSlCxu} z@u%*ulbxQdgsRirhoGT^$#PUD@BeEK+`+M6hYrr>mu*De7Ru=w=!Q5SxEsvISiH$t z$kW=x6O_Jj=k?eOwEP*vno+##<7AA>pSo%=QEPAQWc*Wp?eS?DQ0Ji(yEZ}VlCiDc z$s2=9m{d59VLAW2ZDs-JUxrIZYh8kUFI<9b z$^Lu9aA7Bg=3`gdu)!*A@R${~v-6S;VXNDQ2Kcwj{TyD0Lncnr-%~RBi1 zLd61KPV9l2vYwO!CUeY5ecpl_UFrVea&s1-(Mu}S%Y7ioMa8l6j3u7OhUn0J$-v~t z{wF9pZ?!yt-y#45k)mhB+W6F0m_n6{IsbR7nTm}I#xR&f)~_JW{{@J}&7dPSZQ#Xd z;|E(0TBCqbkNT?Tcw%97siYVhjtCsdz^=khiB5)|54R}fXIOS!m~ZZAcKIa_GOajx zR={kkR1ngx=T+$V#;s6j9s^L7m^XmZzSLJJ(9M!hT{M5aJIPYwaF%hoY#h8%0P6np zFx5Z{*w$$={+}VDv{r!1dxJ%*3A%8?A@^a1L-g2+7L-yIX(@A`z~kjS z=(MSS-Ie(i?FCa0q^{Z?#Qb->Lu<1M(%lw@HkJe@Y9niC|Jj*KI8tKe?+b~Z^0@xa z_CLJlLA~1=^gHMIs?wVP1cp|&@6t4^F#Zuo1EUOPjzaHAjuU8qbC%qtIQ01AUcy>@ z9jLZNlo)h1$NaFXHyYOt#{e4Mt;fbuY;k>e?F47o6mu=_YWENUB5X>?5U+;^Qp_h( zgJmJT#GW8GzY!F{r-W} z!nt|~jgu?E9J`SihPr#Y?q6Yra6Y#AUem-G-@AUn4Uy)t=^!qp%GgjNakMiag`eP%4{yVoFdn=6u|m|Si(>RmMK6#bvOykVcGlVBb(Yh zQDb5p(KY&GS5PROa}~XCp*$G1=`s&4@guL}A@MnpbwAn3n1QmKUswYG#8qBKJGxqskufeAFSV88}Rw{3O;fxl{7=OW1v zC|Qnx;0FC}cCVQb`sVho1V{XT`SY8>LgDSzkBA0b{ zIC-GxScA9oL1A?sdl1tmJV6TBY?JVLQodC{1LoW6~VcQT<$(b^#^QXd6C07)jCRj?Dd8>VyZv`qt= zHhU^0eo|vL(p=XQKhq*5(wephCZ)e|nO5M9FLxRHn(udvhe-Hgs%v}rwY3Zg4#^HS zM|A{{Ob~Gkplk+`n#~&eEMQc~K4cjt?qZOKQcUv!a6syRDBxY9{U<&Z#=?4a%56<0yreG$5t<_XxBWeUY3+Fr6Ke_cfd`2~ND{-oI zV-owaJgp!^KPF13aDlNfSt zJ*rY81200CGx}}v&VVU+?cOIFUkX2l6$=d`-OdI-N!`j1(b85IrP`fE@B`KyHLN6d7ZE&HY*L4U12494SYd0&>GGZj4M^_MvEW(b|KDi! za!783rv;)U!H9P#?-#V(hd!ZrJZqWcykW?zQIAVPdp^BfikYV99k;il_jE__?@X-g z$u8$X#TA9gZTjf1qF;7iTN1CT+2dVmXM)|f>(lpt9S(~P@Lmaxu$_eZSxa`q{!3ZO z^tSJVl35Fx+n#Ap_v^VTHxWd%{eKZj>$n=L!zGNRAn)GnOBFg8n@ffJY3R7n0n1cM z_$EJz7QYQlAJT%FS-CvqHsfP7Fk0m-k8->Et zMt6k5Uh}YuF%edE%Jv%%WHZE;S!*I!X4})xhivUuYA@=t79&91O33@O@uI!SehbS; zfLuIBPTiC5lEwsk@eyBq-1|E1hF?&7{XM&|FSf$ksiCuH7|C={ojMtFB67jj*i5Z4Y`3_$Ztkd=mbuyEZ zmZT^vGLqFMq?lv&c-^ciI5DIWczj)4bqyHwC0@uSV8!3a2dv+3C*#N6RiECz8X63N z=!CS`JqjnB1)*l*3|>~@DoY}?+5UJ7SR3nYR=8r(QM49j&D6&m&S&j%mcJd`7O6Vz z_8V-eljc)&WI+)+te*6uzWRiOi}KBgSor`2#L)5)1bZuADN1?|q^`GB@-A}Q8?IUa z`0h+v%}IWOA30%1w=k&RdlY5TkgBBa1JsfzepY$$ zrP3BGu6tMDga!autZOJ`=403vAJLL1nvnpG^WS~6?o5ZNpYGK7A`PJ=C*gqsKjhyX zO3bFXZBs|~PZ6x&!7&UHxNZ4;4&q=8d!(C^z9!w=61{t>)Ssxh8`W~~A-z`WqcVy% zNAn+Vfms8#h-5!=Fs6XO520m>YY|`-^IKB^?e}WET588BG7m(e<+I`f+eMo8Q!oFj zcAb{s9RkEP0h|iW%hC3pS)NsTl6bFaFvA&X_dtexTlN|&ni!I&KVt4RaVJtZ(uN+S zUU|I+gig(;0-nx^k^Je5-%4j+b)AdFzOHp1`FG|_j3*M~J#2s+EO42HnbQg-h1jf1 zHj~u#NhBKA6IunIZ|`&2pzo{bt@xGpQ^EKoCFx%_PsO?gXjV7=2x>Y<*=mVCz5O{( z`fHA$UIO=iMK<6;KC3f}@aqw>So&I|or~28UuEi4T&2kx3`IWL);QBdDc$YD*oFfA z4E|}{=mrc3&)2xe6PdP)7U!}F5(W|~Y;xu%BB``j_5sF$zY8Sv1}FAGhEZXAng-G} zS-%sjf&%U>4>Cs+2{C4AN1C~3g+EPaVWg13kY>7CXjlWf;T{z{6nv!csY1K8BKXY# zwFvWWEy53el+Fg2*k|Yj=~l=D8R=!D`>gv3T{8-)2o$hl3#Trd#tNE|wv;KKnV*i! z-N_#6u$qfu^Z=?ESkIxjy7^16>7Kl&%U_n-stg!!`IzqeoXv1M%Ps;XTp8Ryc6Gv4H+U#0pzG<6DRZL3<{9D4m zY3JkBcjF_iSDqW9w~B@8$J@H$r+44w`5{X}K5a^TmG(IodC0MC=%RHozXI9)`ODQ;IPW(_-TIJS}7f}Iz>(iPCB=Xh?zPRqZM?Y9R+bwZ1XXT$k?bR!7 z5#s(g5_fYS#E-@^_i#q#4Xw&}aXK)|iwQ~r<>lM?o_{(abKe|NcZpA?4*swm_{LC3 z)vX;#=LeiPZtLW4DM9kKdG(w&Fz$h~_q-0uI`u^HWEmUh6Rtl_n%{^!ET~gE#&>mX zd!WOT=wz~8q+lPYux)0_N|+kzr!NCq`mua3YgoHpPM+asOFd%qi)cFL@M9bJvj|1pj}?7F`H2QFJ_Qx^TNU4VrHup&1velAvj(~kFo zMZyM6Kh==rrYr;n+UgeaN%N|zp}YHM#;Jsua8>!o$+y|1fRW8^_;U-t(e03DOo8kg zI+>Jb!jr&)$(K4`6$zsl7c|W)auaR*2Q??Xx0-Uv!jx>PR3^0 zTs5h`J%LgYq_cL8QI7)#^0cojeJV{t{Ue!@hu3mtHr7ud98?2y=+AJ92MV96En!?? z4dagbnN==vAZT^(H|N^r)2~&EJXI+YsG;{6*;}_*hNT!$tmbak`8p7*oZ39b)mWtY ztx;KZA=V*TiD7-K!ycdC)1y*-cTM(I_!bKsMAvXwHXjX@w}SP?@+?_^eP0L=cKg#M zYzibR1QlN)iDSX}flygYO08+=l z@7`;g#V&iXJ7rGQ)P`ft_cHmaW`pD_BCS(g13>r^YC)ixGMgsg%zr9}!a7+(d$AAbFR?843scutuU9P(qo z(=|QpWDg45R|#{8N)7G_3VR*Z*1p3(qs0)K5T=?I(1%W&^PL)}=?3!?`230Djj$Y*x^8S18BEkmAe>2>ceUNYg+}B|OsF z09o&fHDZ=TIa#S`EF$SN;NT;43vOF3R@pZ&sBQjg{^euOs|3>r(GiIp&yqL4P%m}G zT*hB!cJXxo1Ais@xg=n--Iq)8Q~kfMX0YKGG^SknYCd0OGejtgi}<^|@5TI(k@oF| zJQy-q)*7Hm!{i-B1RuyrpcZ7)CBmoZCQ*VNplERu5E;Ov*57Mu!QYjyns8eH zQmVB)%t*WQJlJn;MRrg7)%mn)G`WWQLdC$3MYF`>D|>0Q0$rG_^>82PSn^qXXua@F z+Zcx**1lcVxO><8!iVx67=9NZ?#3`xmdNHHP+4vs_JIzd9q6jcG8`3m ze^bu?81~Wy@*UqYWmQ6>XHMQUhl?@;W0E-F{k6gO2ebEaS^a$<3j9j~Y^@feAkJQEl!;1=Go%6LwPU6k&YirK!*;wr-V- zUtgmz7E$i5SmgRah(vC9bU7@k;B+$Z(XaerWfss@BTzt7u;1L@0RB^laB^bVCs&}Y zDP=gQN*Clte;Ha20x*w<>SO+tarn@zevaW#;~|RPcRu45H~7>DVRQkA)s~{Wu>tEb zHV?|dN6*{+CpzaPRpa00dg{?fz|w2g{Lg8|`s|xmTWA`ikb}mKW*lNj8qoB|nGT>% zAiT=iq;oPxtJrIQ{_oDH55ZQXHi9cE5}_VpAjV7CI|a4tG6n)MOS@9n#oNus-v>2&bQ za5LDiP(L(BdR2SiSI>=O+&$9?6qv449kOpb3-v{i$kivi3s{l-hvRZGrhzT_p9T>PDPAwi`FIaTeDMwJQ{ZM7a>#%|L)%Un zOQP`%txepADnGKGZbw}lL7n}{G^@y5e z16^|vzEg;3=dn%H4^68@xElz&u=k8OIfT;M^7opi4l(qdWH}21i%V6t2WiH1|ZhnI*tBzrtuJo?aT!(grCWm2W zs+AeuAY#HD1C(mg!%@c#Rb?sFTj3@k>(;-1!}W)39W?%q;f8v()b*$Z7k9gd=j0?X z?O^d{rqjLm@AEm!5Z;N(h48Uynm|OWkNIR6y9LG9?wY#w@~YucaZH@5Erz4do<5h) z$bh!Q{lgyFBqw_k9<_3I8)KCbM#Dx%S2v+pqkpJRmt_9&Vkl9eHbV&f~@~xg< z5hdS?5GbG?UC@N@5BzYIN-uEFdYhSK_VC8drICE%8(kvgr^`phPD2BLha@$**%WP) z7mY23Xgfqah6^b)z5Ga3*VEXwt(;SBA%4tc^0m!FFt{=ukTsT64I5W}x;m$S-UT`D zYh%4;Xz_>xUPCUlf}3et0(qzgn9X0ISBZ9?FbviWf0{^ro#qOr&Ik0l9FbU~ZdSsj z1|>$NwdDj0o?8n#8h8^VG>eAtM!-eP}`m%;FOy1C*5m<-s!cN@rmDmfDytclk zC$snlkug$Vw{mK%KoJ$%jn}lmL#vFr(gHrzi1X9ad9qR-oNWPF63f65!nXR`F2g$5 zw%slsd)4336mq`t23=tBgh{HAD1{Np)~L7%k$=;>NzzpQOOc&YB{2bM`1NzO_!@1k z`EXgu!j2s?ZjWM^K=B22!N)*_B(! zSvjm8L^9)2Cn!=3sRQi9(w;a5oV9G9SuWk!nb^QUG|Y^yg14;c3+(<9^S|}2yHKqz z64_y-a<#;voTrx*Dq_?%cVZ1y$RaBg1Grh?Fh9gM%aEh-LZ~2Gg%FRupR5XQ(#*`3 zNXR;nKAAMv2p2*}ikQEfu^5!Txug=*1?TVxxO6`2YqCg$1y@rW78|BRS)X|K8UQG+ z*IN>%^vyZ!Fsl_JsIMMz=}VvkxX3ybcr>CkM_{m4D&BqW(&gk~Nfe{^KQOm{xqz(- zq@<8^80)$K2|hn78z#b*Oq+)Ol}nSuZP@+lTK=Z5$A?}~QEULH-u3+O!9U&7e0&;h zGoC;C&zd|FPZQhy+USAEdbMpfT@s&~NELt4aqo~xvvC7h9Xs1yJ1DuJ0CX6PP!^m> zw|dc3{!=oIY?dhtnXGq{8uUtRmZB+U(ZHad{4N;*gqdl~CiV0&XJN`6n)i+|@?;VO=vbzJN?1@{&)>6Bv=5o5-k7ra<6) zLHA88FyE?OW@_IW-ERqa2p3-I*y`QZGmX`2U8UmE0k;s;UCTA34?uVK``qC3h%T__c#-TiLYvTlU#jaqZ`mILG8H7}nr2Dqk_8|7Sfw zge@O!(yH3RjdqbeSztRUVD~bL^-XQz;?i5dQ-Co z#_Q>^i%mAzVrX`Qx-%$q9Tgqe4v#;fEs``NN>zz~C}6f%DRPOJZ5;}Djon14D8s># z`MVAFZBtqWO`RaQBXFD#4Gy5_!VWZ!TyMjwGSeN))&NChYy>`8YK>rfD zWwe*3fSwpn-wbJ;jNcb~*a6<<-B96H-pVV(2DW)fZ!lIHN#gmegV?K_c313%hJ9wx z3nAX0@fS>?4Epw|o;4!3s4JUu*Z2|ly4}8I3W8Q$OH{GHoC6bQs_SIU(V?bXB^#5P zhgB_EAz3=kO%aJL1aPxv6`Tq;3aWofj!}Gr0aKM0_lqz4SiG0-*1$5kx8XERo0)+J zv?^>NPiz-!v>P857NL}6^5xwOIQD64#262A-5zgCdwXl+0WK$*42;puTJsHBz(=)O z8}9cTEx>;R8zT7TNj_Ur2A0{;YM*U($WbW{#{J1CMdT!P-S7W$3YpBwDsP)bM&SD- zQ(_`hMuU+J@CoI32c>k}uLYFhVkbye7}Z`(26H#3;|`toa#jwMPA}u{BT1uo2X|9Q zKwH=76sB@lhve~OS(8#9!D#Kc`;etgTHludpD;n_KtVF} z3Lnle_#7h#O9wx|U<$N(9e|^{q6{}R;Y-3{nE#P!@2$AV7~>Z8K}?`GYQluCjuPP51e$GgCLgBlV(ctXwg7d8J~ z>0+!V45futHKZa5twx=qpvwkk^CQ={FmOB07TG^ zi}11=^j&$~o-ZnsGB|B0sO^?;HUY?npJR2X4FT5!{GTCFbg4${GBbRr6yFq}dFQPLJ&T?DGP zBB()*PF5+OT&Zq3e+XZ&hmWF6yrj1ly94f6!V@M7EEn7jV-Rd;;Req>7T(ddQof)}G*L=m8?5zNhb{U6j(ZG3VLHV+)<_hLcH z4=3D(X1{l#9sC#+_|%AV$a8Dgh!(yIKX45ylw;pB4xo>pc)Er#smicV1P*z5aFAptQ(;%gP?DnTD$- zt|w3|=%~ZU;ev+5r|=l~8x}H_Z*& z)K3JA`bFL4{Cgz(x`Pt`FMEwg^xb+O+8johmpa}xoM!=|&Viz)4 z|I-M6J2oZMl*HonmSXZ<&sDsfmP7+x{dsXsa$ZosC5C7~-`u`^P7m!iO7Y_*V3;MqC{9TNRSSSe0?oP1fqW>zTt`jAAUQ>Rx zfy2*hUCOgkt4>iN6nTHufX=WhoZ$@(4y??cRvR`kgbRETse{_JW=0Tiyzb}7gd*FWI=(j|Lm?X~2d%xZ zK|j)!(oG$kO=6?TA@MZqQe@9w1RhT`&0@ugH1pK8a4tNpH5NNu4*gSf2%RB7LYK`gYs_6{T?bmR}n9h9jn&Cy~8VT*Vm>w3MBXF0da4$pVmZrPA7jug=#@ly<|h zr&NmC1M*_5XOgtwJ{!OrB{!Z1sY~v?r(6wt#LnVc^V`(CI`QdAjn{E}V0F)%LV@lS z_PA4^w#l&jjLHdc|D3oochxJsD*X~#S1;s^mm1_eH1awOVH!p{nwcmM4_w9B5MMzx zQcRPYi;s5V7?DUx)$c|DIUY~CM2{?-FqoeQ8ap#op)VA&jf55Y0)r$bEgA+T3VIyQ z?^j(U$C&j0*t7URmouE$m7%JZDA8!)Xin}ly}pDi&eh?v77Xx3Pv}_XZwhq1?ciM^9^#0KD!4@}fMA+!r5Xa~+wOZ5rdTyybre zCido@h(rG^gt>|~%l-}l00QO^Y)Q%bIZ;VYx`6BR1iNPx44hNA;8qz1rs#@e?2+MI zpU3}Q!TrS-#h5sma>I^@PX4SOJK*i+JyTDHo#RJQs~v^Bk3#FKEHopDk~0dy+pV(VOOsW-+0oolO+$YK9dP+-5&F7RBRAE zo45f(_PxfoO{KjZ%W!o1+N@BC)lLsn)k__dBIJ8-^{+$cWUnXeRY9*YT@UM4^wXp6t!b(&Xm-1eSN8y9GCpSYA*m zx*&}~&~>bnAksVm8l6;gg^}xmg<^UrWQZUFT_(>=5{E=b6-$c1-?5 znd$OSt@t&Xr8E-LKntz+KPZY`cex_Mn-zmU_ohZcHB{{z58I;_c*Eu@qq=~qpADEJ zrXne<#Z^x?L_5$j6N;NOkILpE;{*;@Yic&dH1fDPHvey;t}YBQ?lsKHQ@ZeBmVL>R z577}6P9RV;7(et14+;LT?V1xn1fD}Fz zXh41(S`l}8l~i2rj+gYQ>RJ^YN(UVYvb=U18n>2|2tlF9FfgKAEW+UXPQsquba`y6 zbbd!GBQL%|!9dPjaWUK+IPfh(2Glltf6m)Z_VjkV`l${V4#+m=1<2fh&MGI-10p+=h z+ij>kVtqB7tUHs7v_|-Fy{b_Q0T}!jqB0#%WbEIvDY(aKe7#UVS9vG#vA11BEH|3P z`G;L*YUufzrVY0evn!gm<^&|vh5XfHS@O7-UC(4`1`V|#Kdw+}CJvIRpPQOcVDcv_ zJaDOs?p7<5q~UOfMD1DNpn<2ELbY6VIX}t(cL0KM?uf!W2kays0OCY#lt>dJVTC0I z&O?e5pkaQ+)fmvQ1s%mAq@WE8a?1QZw=ZvM5ueeaNgNU9A;AheH^zf!w68 zN1^y!R@vN#j$$bv4!M2WeJ_TWWc9Q%S_gIcb+At)O~nNxZd{;ep&$QRm9Bi#;XG&s zKsESLQ`hnu|Ai|se>KazqD|hyeMzzoE=SAQnBy8Q#t;UZi{}#;#Jq30(n6~Dif&U% zP;ciwLkIANXd#Pnr!<}RqV{}ocrrr)O{5c?YKBGXjs-VJdz8v&uEL)p8h@#)p@Q_? zX=7KF36;nM#=xHs;paS|M}o9UpQ!X8_=`)zWF34)bxOQk(YGaLMPQcmDqkI0@}Owx zG91>fATKayU8}!JLd23)_byJ#PFgVCXi1`)Lvd5E3tvYhOUCT->u(M7H#N{qx7+Sh zJAZ>8=%yHZR_Qrlr8fmHj`Tm$ETx2463d(c~j9RITeNU)O(*%)48&`krG0@vtUQkEs zq_ADr&!6~@<~G!CBsDzl5)L1 zpazLiO{B$>CJ3*}6B_GHG8Ta$g(7pGD%p~}RNwRoK_CW#+`SSOaZ1_FYFSf3VeIW= z4TMJmq(~`{`Zy9_L8{7=3;P9CiV96UT?qDNM?I|@d^n$0d8oP7Dh$IWzqbfU0Ka>F z@LoMP%Fr@n@GKuw<~xCa-5}d%IiPqk$_zP%FuEl9T$~?vkYB5vV|v>codg(PuKb+b z7-j=7L4_Fb$53 z?9L1fu~LjToJ{sEt}990kxEF}`95Yq15S&gb`WFTs49@B(Y_HM6(beEt6G9I5bw7hT@NIg|cNd^M zqj~Tn&z?xZ^fKQYDS&7xuYh4gM7)n+cj)wkqdUji{C}(J!?G?WeilFXz1x(RijJ%E zBUg%>f>=c@%knURRo)!nE!KXCWISxdN#}*}U_tz*4E>aHEiSn~l8jsoxqLh zfAkPA<`&@*H|hb7J%T6R*J-8Ri5qU;>%IJCA17;?sNMa0^-XS;962OlMMZ@38jXNb z1}g~$=%Bo{7EIeWZ_3K&{{LCv_q=z^Jrr(z(p-O6I+=k))|NoHx?NZ8V`^xVS`Akp z>qda46`B*uasi=V6=93nDJhkI5g4PnazJ{FfupLik?ozzj$I|<*RU^?nYjNz=Ecu@ zlqGEFxI7r?&1`FzOmugwbJC83VZbHf_t%SZZt?l68-{T9tveGX-u(}ggBx1~?++@F zpZkCN2zGNhj2`0@X&+|y4Dr0?q@BL$@8=<7;@)jMTaj=zu4RlU9q2EcM7{i~d}O(( z5Yz#X`ot@K;E5rW7s@>_#Ji9M)`D1MNdj6#;vMu6ld&R*ee{)NXzw}ICUWzYlS~q{ z>VqB5EzrF3oL*sG*Ww|L1EU3kHocspT91|zy?;e~iJy<2u8GEK)(b#!4J$+FS$+3# zKyQ~_VK!&HGBaqWHid97p@I0y)vq8v-wsbN&y-wj?p9dmBgyA9wUHLwpgEZ4TGtecO3$^} z+i*X7`1OhXy#={LSI+LZkwW?jNtD;I*q@tV{Z81~)+>nv+5ibIbzz^%3hqxk zbIp?06@EXoV6Nj#JeEe*-xNx%$88>8wo8OGJx+ z4fEJmT3lu?PQ4ww_iqqTf>YELL3~%mZm+u+@q`bo0CyRFOi!q$mY$t>o5lj?ckAE4 z(WjI$R)kFW6uC&??3*Oz*Jr*gX_z)bvkb@vdd6#Bmqf?R0QjC;cT`BzdKuTje|Av>E4S{wi9wI z7|!wC1|i)WSB`zzM(I1ny)-sk_MLlG01S8u3vzUMxE5RxfS>17k|Eyj?n<^32W|0H zfIscmQ{KkPuElf#VEY4rb)1vX4f-n76%;hdp4e+m(K;kVEfLtA%2}bq6$U(P3T7p2 z3oT)xz~ez@=5>g<+7ltBMDMIfUGW`N90Yxv+Z>h)rplPnVk6m89<7}11?lsyx*O(! zf3ON#?pw!#l2qrgPWp%`$qfromco;^)>hcx(^8O)H(zweqx7y%){wV!I!NLFlVClJ2J0;XrB1D)izwPTjwNphJH$c5}DUy}xx|zdzV-R+zwRy*IV# z47LL#459x1rRY_o93J?pb7CGS;AL2sI|!z9Gbd12Y2gdyU@t2ki+=T!^gO!7`9UAxf^0?tWj@$vu=Ix9FY6`OW@PEox4h{h36LzqB@ z2h+ql78K}|$)YsJUCTu&Zu**h)t)L|>F~QoMJWS~YVX_O<_2}8Qnml)FrAV>VE9Rr z7|P$&D7rLgXl+9D*dle>xi%p^)wl@GusyV7^6;aKXWQVT$3B7Iam{|Ir~7l8?~`bs zV}oH$?vy@PTSexzgU&K;T!`KXk1{!j+D5skeAJGRJMnvV*+P|MuMRqRc{`{{oU=1sQ}pXM zJj~IfEm$5WTD(x+v)^it33=Zta|h0Cv8uW=z14U*1cH9_5Lz`-S##+(BcD+b=!g96 zBDWq(6k1Cb*LG=7YA$7{*T??V*0S0pExVv zrl4((VU}q!YExG-pE837OMSkLlw6-6s@o%B^(+=Ki{8aaxQ5u0c1Ot=>4I$7 zCao^zaYyg_;i~YjlTM|2Zi-B;@sUd+5qNov67a{@)e!I^zq@uRM!M}Hit4c?vmYEd zIqQ1QW#f+*K+310F5KyM9@5f!NLJ=tFSP|aof5rYB|VrRdbxdVl2Nbf0{mr(hv0u_ z_-++-D_rtg6_iuGe0vg}exIUtZL9^)`4*j?rWtp7W-?Yi0DNPx%jt6}6&fmIukwr_u?7Rak!%rA0}jbd8U?E#17I=s zKIHRH{|a|YKuqYX>D7COp&V^+H}lcP;yVRag{oWCPi%)#57o3O!2V*l4;67(3U;Wo z?~plA-+-1}cL;p6BBY}mR6-cL3<%0x1m|44@`4?9@B>oImlx*a9>=O|`OV9(M?$oxz?8+>c&ghcCX8dYFp$$nP&rjdVKZb-zR| zO-%~jhT(!!fxK;t8A|>t8*2mKD`kYNJ)Ld?{0r!MU_KLbZ8>OOs8yhcOt9dIMc#RpZU%(prg4DlAoaf|mgaktp3run4WF>V_NFf` z#jM63oO~MJGn4nn9z;e$3M?oi#PZj69Ogp6lwKc?Xx48AnE+4Gn$4)e@)91a1Q#BW~=>VDQ!~D=$*d)n#!y+cFHaza$?~&a1ssS7_qM z#|c3xpFrfU%*>gvSK|#il+oMig+Zd#{V;!eY%6gMl9EMyk+>0>+pC!Lo~#zuW4?i` zYd21V1dfSC2@0gdTec9?6!Vh^U@gwmN7FyB*q3iO5P9Kvo08p6Fy_D(FNRTwr;OS; z(<7==;vkM~mbDZ9f0sX9%mDt#v&}mz(*l{Mw@ooW4*LCN1j4=Zq*nKSt8Xs6x{r8VzUhrDn*F`O++XAy^#Y2q3JX~64O@Um^NS`mau5?;J6L%Icx z1qKMtsjhDs5BIdNHp-@l*w)J^^?M%bBn|PW?<05K4wdWiSGHtNJ+C4@JZJ~M6m)U8 z&b29^Bl+?JUNhgX5oV6Q8DNpf6A>Vb;&`~HV$M0)8PHcU^AC^Si-O$?zbS``skBcS z%;C4wh{~~>RQB&$%ZGIKr+irV_~1=1xo^;20dd@=4$|1$B~XL%=80})bF)_GYcUZ1 ziDp0Co`6=d4B~KtC5pJ;%{fj;y zyT>p@F=xm2ElNz~PDce&pZ`81S8EJg@3AK@lQ+E;r&4xqGSfpe44IwI{GYRmw73FT zIXjdk?pM`oT@gK;yY8S)(~`-^V0w}rvaMl&3X<315!sVWKK8n2-(by1klHM*_c68b zd*&>ssyj>kWU^x(=H796jrqL!Y;@zM&bk*$;sUkb=EkRimp_aI+|6FZ2i7Qh)jELI zr2Q*?3KXq(TH810(#()g*^JWD^TgFw$QZnGUTmanh8N`Gl~&y$_( zXD!?(PHGArMPzFB9;+T%Maxlp#chhQZmK0I^meL)*k+VZ>k&JD7QlC4b^|;#$tJ7F zhFmH28rZ3VhhIYc54$@~mNs{NnxISijTP67PD@{jG2trHrTmbW63SC??C0NPf$>gy zO^Apq5-%vtJ>~9A;1fc<-{i9!_d`AHyDoIstbrzW-V~FH$tc&G{g?1p@6lR!8Fz#! z*i!3kMpdLKF{0S5VC&=5CH!2#er>;bE9YL&5(-pooq;~hf3JN`{Aq5h1ERo_t(Sf< z41N+xLlKp{>P+qJi`5Lu`viXIL+?OuyzhxmmW*s6^<1hEy?EcJ0+%46O78+I)1nZq>?Z6kOOe)?oHiAb^1@@)4{i7B0JK`#F8x?+L`0uN5%+q z2^fhye2TY|=;jB=9?j%(l$20QE%P#^{0bTMPom{sQcdpSm1e6dH^dF;jik z8Ws7RJQIsE&M};1%y|=T(%ZB1H;4fd%STy#c^0tA=1`GPv!%3Qf4Sbz_62f)3efEY zKlg!U7&WNddOg`+JN42B=zvl_R3KvjoBg~K{6)Rp?f6(-@nP+zz+PCP2tDNGr5~B0 z3AmGJ5ZzfUc7$;iATgG)Fuc{Pp7-XMa_H3h$U!a3M|>u@R8vd$=q-(@n|dG4bVdtj zuTR!{zCfT&n4LO$C8_>>x8cdn1Q)WQ20ABCy8i%*Ih2P=ljxKG>~Elut;$u9W0_!R z;Dp(WLhA@=CkQU44NCHg0OFKR2#nqDi*q@G3JbC?wHDup0~J@ORjUEASg5b(m4hig zmT^~MyRJts@)Lt!5e?bStjICT+-18jB!IrYL*MFK0rcbtMWOaT}vo8v(Yq;rLf=iZJj#Ut3Y8VyjeSP|Fq@PQ# zK6S_3AwookT+@GXg(YGf@U$zrWwZbaF&u~8kyYd~T9{)7ail=1s4M&A@<}h{JEs`v z&g=%znMkBD306vLgo&HMlQi=)HKMqVmK86^R#KJzEr!1@$fS@0QSIEm3=A0c0}5ohm$;y= z2*p>sZAH9j1_}xt4E*n8)R!DmqLwJ85o4@i3=v2BtinipU~3+oABLS~W>qBg zma%rTeuCb%P}PNh`yhrR-r^+8xBVyD`!^5GY8pTC@i8dd(^t9{au5;p!n`TTasW_3 zufJq6X*@~1VuIAdWL=reY}q#f^Cw+_5G$5q(R~j%G#)k z9n+hw#((JWu6?&=d>8!+x;u+aEX=K@Py-gL`x5<<==B3ynE06q{sEW-(2Hi|pND-& z9hxn@)SY!VX;f;?Lck2UFd50{d5>X$atFvHj}ld$#Kw^a zNZ1C9i7kPeNCZiRItgyJbAI2Njf4onYLqidM3x>05ZvO-B zwycQw+=mY0iA+wDk1>})lcig!!`a^;ipKNeth&3O^bMIV_vZw0P?<)Xd{;8XFq8Un z6?Ox9$dgIv$NO3~6W3m%QvoRzA$O%%kK;+?u+kymxvZoNiv07M^Ce|vF?07I>9$d8 zW(8x!!hgto>G1nQZfUq0{u|Dg&G{SJN~=gwjA#xwhf_X$vS(6n^KK%#>=1r-{8@mQ z+Mk25*CrQ?`yBG`FUFa+XJGjHp(I;_0CCnNv=qd`(Xh=@+Rp!HA5e*=(ToD)SkMm^ ziWFmO_KZ5@x7^J|(B%3y-5e;Rb+$XTmsZIocfZ0up_B+_91+?m_upK#f9 zyv;Er(-b-xn+%@UG3Gnbw>sy_)~H*Er3pw~2uXw|G~t#0pm)&`<80O|odPt+XQ@ZEcVYKTs(FDT>&fwFux8bTPXml7 zxbFLhye~5E?sjdUZ2e8_hKLJFgG5RDQ?n5~@_Q-L^kv_3oZ_W+M7A{okCWqsu}6&v z@|qkQ(CiNc(Gf`-AvDY)^6L5+)#{mKbVd?g9$Cz=u5K_iMN4I|$rdI4fPi`y#MfZ# zc1}1I>6X=7ML-9IISvv*6W$l>5nghmgxBJ9N-G%&uYC3jPNdrXSI6SE8!$vbuGNM> zYVWBo&t43em?aF_Y)&K;WdidP2_k=y@nS3K^$U+Jy!?QvODpZHK>)8H_HD3D)oWHl zZBEQkb&5xWraPwL%jd%ZZrL1Lz?CQV~hhNPFYjUn)*9smajY>)#8Ybb% z@^5q2a#0rollAL)hy?N2aoAIqA%88q>F~KbYf9Fwg!`zJeCs_T7DKv2U|!n2Y(|9{ zI&Y-}7q#psysx#)dQm((~NLa0>>6DRB*@ z)}DnchnNL@(F8ZLO;O|P&1Ftz>zAbmd}$5~%4&ZZV-;*k>GqJIw(It!i3HB9e)F

    ;}=K9Cq>1XTC@ zmHu^?n~EDDS1P&U))*3C88trl#*2ffLvI2&uOVesNX9ahzp8J`ZMHZKB(VjzW@CiW z(47L+G5bZUc_1ol@2BFrF+P$8HYBZ#)oitdzi!U}USZ-^a($~eK|2^kA^$Th{HoBV zsY{(HCsYF*VtoNjtp27Fe5Y;Ex1y~N_8J+M3lQejWiU`k7jW=Oo2u7_Qp1g15ey05 zqCSHQLAnW5AdFUJ;nT(uKgB^V&W=@n?cAluS}tN<*eRO^scWgH&RVkrrkbeJVlr=W zAF!maZmJ1u{2yiy`hc!HKNaN0PY)q5ysv6K%#Gts9TETe`i}4*xR3luCw)WqYEjrN zloM*{43Q6p_)q>OMM!K1dTZnFPE=Zlxz_#bLJsh-bKN!rB30W{0&^auL?Y8R`H^va z$+WuPX)lp;Nso_Wf+02 zSf;1-uHmH3!IRo*NZjw-_U{=3t-R{ROu*sJc{fpFGl{o;jM1-AMs6$Lbl3X1CJ; z7jPON4xpg~0uU0#3X7mdD>8#7!JVWekWAnL#!_(=Wmwc+@Q&Q*URZ0gOVOY-B$+v^ z2msCO>-KO#VnFjQxf}jt&zMZ&uA#s}WZq zeBj$kz5bUp?U9XytwwpG$ZoVCApr$kH|rxNUb>W%WIvT6tC*%Ooh-PDWHBwOD4XZb zq|S|X*96(&2bRcwJ(`h-P_)GYg9Q%V(|VKl%{a{5%=zmcTvj$yC`!>| z3ybJe?J0k);Z{sM=@U&#^DHsL=aOM+fA8!)5#Z{)j--u|(JtJc>m2Ugw?2Y$M=CRw z^&~Kgp;fGi*($^jD0lDuq5ufB5`yBdkji6^c;ERY*|NmFJM6}l?(Iy~>VfZqDr-TO2 zX}HO9;I9D7LJ&JAzHoj(UMveyZRTFcUFDIra^7Y}^9Y)azBpl z*}p3*oP@Hg68_RJzPJ*v;#2&iLqi>wPbGPh7?c9`>1I&Y`UzVCc`DB^SM z^%e`)YimozZUf$O(Fdale%F8C;kneyl?M z%2ZzdZ!MB}OY^k_mzvWf>Af26bx0{T zlCu7$M^77Dw+vx}AZx0uzZZgHeqJn0*6DZ>T!CLkRx^v@*#ipH^Y~v14PEO8V>YU` z<=^LIWg<_UT7A|Ic)C01iWLRpP$!9J&X7A;F(3080k@p>kpX08m!vZ-{Sv#a(pk?S zE0Z+!sRRvz`H>jbpy0cfua|Lb_XGd^a3PR&4FEVnX` z-u5_9>&nkCxzz)OL;NS7yz38P;I(LyVJ#A+AQho%_r{Ihk9DV7bq{Yid|ei|H{n7v zFSeGCR6%rmn}D4R{$iK?o}q-OKf%b{f+=kjvNf}Hw|u3`6(~ zf}($a_I%oCjf_6|GDOHj=CHvuAbi;(B!=lMl$p`VILiO?J9|)7d1qcVf8kVS0aIP#2PleF=O@?^{WF`Aho7ly#0$mOLYpVix` zF8QW2=~K76#}<01oP=V%iF~iHM+sU>=ejrXxu~HZ)M?3wb1|^Db!!3z zeXewRBvJSrMiI^~IflkLzM2=??(#VMj9F=47j^7>Kk9RZ#|)ruWsj2??EPG1;PGSbAL8x|oP@Ns^jxAaxo=5`bF6kj-Z!R@-)K8O> z;t){bE-1yWA6>@HL4=^V`6xq=MFK5^n1fY0ctDc6@Q~catbVLq%Qf_TlIFpKw_zwF zVNompg(97e7(kt6QZBFT|0C=KOYwUgdl^={@VTE6yhxj0Q;!e)o0okwgiy_ti0|Qjr4=j0_8DVdA8L1aoy{C=uIj=msqCMgfOTIG4s&BQgNOCvg=g{! z!_E_;J5{W;v~)%2MJ=;pQrta82Fd0w>1d5%1d|KMWW{>KK=;xoV(9H41ut&82gw$r z3XNFu+*^0E>6(b*z+jiNKIrp5U+Zb8f=^AlB#og~_%R_7-YoJ+BJ<8C2j^6sBr;zJ z?7KO!wxifO+ItmR?zZn(!r1cRQMG5(RPjA|6#D(X;ICAQs}DvXcY@c5ReDu@xI`5Y z@^gh|s0T<>whwSdDo?BjYt-cSAxpUT@UPSn#I1^?r9~`@@u*Qi`=!c)Hszu$M&Ate z$gY7Q!;_>A3Nn4+TS890mX?eZA~6h;V@ApGe9r0NS+krrA5KGBnFVJHVVHjgosQj> zdI$3SX-v=Ue|t@}wb*N}OO5v^0-QZ_Y?Psu*TES`G@pIj%{wFZlej=r94>+q3)Np> zc2Mg``>sZ!eeAfWAlkWkbj zJG5QQJarX(UjjJ?3(l-83cwwOva37*>p$ysZ*(7(!-eRCQ}>XmZNFNsTor9CC>GXp zT-vdf8-n0SJj2Wtcl8H@B}dUK1Z>H1FCpgOAI+di z67Y@0CcB8L3o;l8KY;KBn@Ya*(F*S?@s2-42O6I#lKWhOJf1rip?7)DRSq@$awtB=AEWKC2P6w@OdLbo-@t=6<7X+bJL!a$*{wpxHf zxUInq3M0_8#vmOwhWB9P+Ska(NTQC{bl@}q0BTY@7|WLeDMIGHX$;Dn*#dj3;uO+; zFE0cgsti{!#m-Uf6oT2GPtCdA3oGt!Q88q)D8~idSjA1t^h$hL_b8D?SYZ?sm4LE? z`JaZqKqjAjFCN1^dTSD962Lqwpk$0A1}-Wa>ZtM;#95ZPSye=GE< z#2EEz6lC-pV$f?a9H(8yx~o&i@do)DDe0~ErHvhNO-*~0MEuUe{96q&vJmNRwlsj9rUx(<8S%M9w?TOXe#QxaWj znV|Efx@(gMjRMng89x+RP8Wk* zNdi->A!$cZwrD+d5;`v*3vvJGGg0}2A%yF5Hm-rPPYx}kE$-|2nES*NDS$9PP#kTP zzT~0m0ClYrLI)DSgHTg%2sI_oHCWN?=mpe$l|G&KNS5_PChIVSSfCS_5Pk{A=$_Cs znT=-?=lUgb(v9NBnif-db>wP+c&4dnzZ7=wDn9(JLt(=L))A=$4z_aHTI}PyGm4H> zqtUvoPlaD%5|!@_!u>97Uk8ipjk5zHMO!P`zV>el=n<@p@B}eg(RSNKuKa)L{UM3C z?%0*iBcHgHQ8ZQ(v5Gee^*`=q>;fs1;VP%cazj2ziwwuui5Sq_sno{h;hrrDB!haG zRvQ3;M3Z*`B&Q0+tRs(b9=m-PSLqZ_jPXPY5n@r%-N*#^REdMUlbv3mgS%i!Q!nDE z9=y9uQMnY{{nBTdZ@rKPbPDV#5WZi1G#RM}W)gEh#_LV>Y$^wpq)P)3=XO$Hs-U*> z6U5IvO{tiKXF`KdT20t9U^@$R6dcs=D+6fkqzqk^k2}^u-rS^Ull}bC8@&6ii5V61=j!GbtE-j&zqU1 zu$)Y?8Yj8()pwn;87V8;hFF$f`1> zOx@t6AqNzvR}+RafO5(g{EIu2ppVLV&&g5`XKJ^6DS?2YRME+sY^S`k%X_>-=@A2G z`wRq-R5!sZyEA7bofJZ5{cQc65ejO$mJJERitVIS^#nD+#TDH>sNukxw*|Ab`9I!vPAm^^pnRc8eK4ciRluDTmZ3vofc z7Uh(sPpoGE>iwyh<^2KNGP+dJIYTwVPwH5Un#ImKSM2zT#d|AV=`%kA$a8@0Q^PF* zD9BeIvdD!Z+GrUU2>P3YFlJd#1QOcMvvywvTR9!+AOc_huf=SPo=F5Xf5|M`HUjWw2AY-007MlNg&IerzP&%k3hb3hDZV3(tes#$^AW!Z zc?L#Nn)7D{sx0}d`I(%YeR==ljVq8Rxp99k@Fbv7-P9M8aC=LNjj1w&mn1zd5L=Zo zPoz4wyy2fR>pOTc+P`vi&d*4z?WNK%J1;j4;$mtvqM4Zek4mAkAflqI`TItlR_pNu zRwtAzDErkYtE(Yb!STFx@aT5Bnja}iv6o(2U~?e9uz}}`pTa4RMUT{nOI~jfQ$0^f zU!%V$IN&e%8fe1DS!B=IkrfSlRpveVwHim}<7U2x#Q+-lXv~S(-Y56>N-RSs{ZAT$ zYX;mmhnMk>lYk*BpZXH#VGSXGrqaFaVNqfN|JUJl9Km*~#4LCX;h2GYT0m|`aw8R^ z_J}!K$Yj>}tiUMP=$Rb#f*xfY66dim3t^nRLcqGB8}00?!IbXhBVr$~)B`F|I?Jn0 z9bHis50i7mnInOPuQ}_0IV^J`WqfV=*K-|@{PgW>{?MhhV=>mX6VsJ1F-E?Sgf}(u z%1PkanN6!+TaW}CAWfGuPhJm*h+@RSMOc2^3~f`&%YdcBDlsEsdRc)tuk zY?HR0-92m{L79<9GD6P1-I@&6{2GU=<}Y}rLw33dN`DVng?2f6jE)~>F3e55zx_ci z^^2|>g(mXcj9gqoJt?mn8hD_rf0!gkJNcai(-F}y--!pCl2${Sj=*1aM?{#4M;VseYu!BbJDa! z0zR~WgENQ+sLW{-akY$B^FaXt}wXHLV>hFnC9Zj%{ne#OC^!*xV)_#jTdzn$)` zsWcy=x-4bT#J)Yd44kUj4SxaV0!p~H&m&Fw&wGo7`06_o(*547j7b9THk_?m7?OJo zVmv5#`W1oj0wk1AEi-_kOGvp0!Wm5E^+Q1a-*ArR8Q20+Z&&!SUgdgpanjrs=XCi| zyk}{Ndf)tQk7Mh}?K2;1B1~*wKdvfNva}b*oPmxt9>UGn%{3!ofG5}jR1(Z6kpFLc zkY3!L&Q02;OsTrJ02}1Ex?V8FprmA(4Q_ohhNB`%O02 zt>7ar#ijINU0N!MEor5r6)`Rd{G~hVVj0ljtoNp+7GJ{iSIU>Pj@DMX&V)LE@ zO>yP?)y^&rG?Eij`N8AG5=_QnyL}3Cg)4Y@dt`RZfS4Qwz_TWr5f1+)8T$Zn=FE_j zkaKJxI(wQx)IMYxjOz_Y8!pHd^$x`hMSPK(aGGj<th%**g5F~^%tzIkMR@`2Vxnk8JT+MXc93KA8(9~TGv0?sq)Nq}wlnCP`YS*XkKohmzG z=8Vla=~Y5H1(ocFGBA+-{r3K6F*0tK&Il785YJcAj(=nH(r(z>=)z!0IfRqSJ<db;hu=W^^E-Gk=!vB&VZ%)5f3Cm&Z44$=`-O_so0$3a&Zy2PG9bpUHqWHxG>lp4s%nkK*c!txYBKMAf#LOLaP~r&Vwj-pJ1%!LXyfPBO9`}I z*+3xL%=ZNqv~RuVl*I509@;;>K$xSZ@X-!_UO<7U1(Q2>O-~RWh}}{L{HiR48~GnZ z8`xAZ>sHTWp{^-R2c8NOeIm-T#FM-}67${+q(;@=E2$)Ii>%LvXc0**SY3dHo5yD- zU=2{39OHe1G~>>_7YS62iCy47gXrJ(rC}uImFNHf0001^*+LfSvQGcM2rHtBaZSo= z*qVEg!l0%q@`@yh86ThU(!~szUS`-2l;OF}7kr7s{LX|-h#?4BXv*SRsey8B{r((P z`3B>|zdc{4HE|gVvS0Lfx~Hf5tHpF=7#h00CnL*KN@54AOE(?u1&;eU4$bWoX!vy zT7yJLF2iJ>(fCTzFmGY0pg7gO!oE{P8kwdWU%m&smI(BNqbXKb0M*B1LgOcwlEpOs zKayiO!szR}T>X%!P)guhzA=8O>|2#udxJ!@^JZv}G$i9vGU@oKkvR{N7?MNVf9 z-5D^4=x5Y*cC8n$tHdvY$s-{hV&G-z+;(rJ`<=%FC_J{@o}2Dno<*B90wXT)Z|!T| zM15Zw0U&hTfq^=od;<$BA-prU9;-%}FfY79$QR&g9=AGjmgCTS*CRU7oPj6r+M)e2 zDnU8Ho*TG7j<#mqA7a=wSK1*ASD?16N!_#z%pt30hXG`Z9fX+~%eU9CM7>m)+g;x* z;Oj7JvOyak#nRhgpL)IV2#pzq&Jgp6vLaWWYCgX*ZHkutuB80)JQ}|=?izKa7w16= ztx!-iemb1Fh(4+6RZR`*zD-_>c|FKb@=$HTCM?F(jW-?vf7%6t{)q zyqQf{R$k3_1rK3pY%9)-{4gl063abV@=sO{E!%>ZG?p{Zi{y;8bALPJHndtL|MZ$J z@1a*PzT8dcAwuIm*?pakgV^-Z7qE6i4gCKXCuxlADgh9I1%H=LrkrRoM+Y<(F1@8vGQH5N7c4l{4%NMFmo5EfE4<0fK#iCuHUdwVA;4QXC`2kQ;^Kph5vKaTCb z1;Vh>^H7s_h;LR9i>fsc_}y~!&g$@I+Cl}Mbs=JW zd&&%4Ab96fE%u=#0dsY6HF(IR#W+xQ8^^X^y*pC{kd*qDY@^crtEOSJPc^g!9aJeY z88ij&4Jmy<$LFm+Y#JaI_E9>ayrM50HDnDoz}ebxRndKC_9N542%!zqub?0cbkGEz zy7flZMB#Dy+#pZEAV}^IPwjs`98wi~6ce)U}7J@py00--sf|KOr!a zQ+`Lx#kyTAtCBn@MHQW`T8IJIV3I8XJ}}8kE4%`a-Y!Of@ym&9=OV=8m+Rm6hxtZ2 zH)H%wP%%{pGz^~$-8lf4+D|vxNUH9tofoBO&50=)Y_>BKm_-y^ZdSE5IA6@>Kn&8D zu<@w*26aq-==CAPXfH(D!{8a@p~oOOru zE@$CrM|P(!FI;qYGworaQGa-PJ=&s=*26cRyY9p38I0E4R}4Ls)WNZ!+Bp`4f3>?( z+7dy*cx7FwF8gFRy;CqAZNP0OujCJy-xgzeCKQ>x;xbPWVgdQI9_X;RAvj*#lV zNWx!L+$!#0bm3VY9~Va|S5*{;u`KOxF)N_^EjL;@60qx+1{}6Qn^DViioW(RxR-$D zWbLO|kZOt_W_$$!-;puGy5!+6pph;X z3ytK?Y}O1qv6Q#({F`N-2$qYw`iROx0#ovJsZAr|aETl{aidpYloK}^S}F{N{{$*2 zR8$6o&*uyvM=K9?P@r@fx6k!%nBGZua-;2YX^6)?O7JQt(gkU*Fiz)Q&C0(-K}^<) zJEiS~f%RP4yog~=v|DuPzc8u$<+&(05Av#PhJS_1h))=l3~Zsy${YH)WKo=n1m*;+ z9>8|N7MaHpJEMOa~o81?0|5&GRExk(LCQyIQ4-M(1z!`H3e5#SFJKV^@O8R~#mnK8$I(FZl{U}I;@538hWgpV7NLbu~TMV~V^!onknMwqh@%<-jFQx z_!V_c4oC=&JSPBV>Y%ZSl?Lta}>}& zTiA72kNShqd5^3IiDeo01+Mp48v4>)Ml-@rF*T5?+(NlAtZXTxHbE8OD-s4gWy7yl zGi?x=0n%N4IG3JkeiTRNpz1p?t?t+lMXP)9XCZYUg%E9eHWc9z7y?pi+!qDG&JN|^ zX!uWPpG_eBzwMhn9H1Mn8xChzdPplb=$U5SHfn2k*ChR>}zP|1Hyp6ME852RuxR@m5fND+pJrRcejd za(#4)!^Gn<(fLr=Q&&lp-0LE(TKxvM6_2AH77h+vu1eY4_3Wda67$h!Uz;;OnzY#_ z2IF*)23*+I9MWgGb^_V7G4{Ry_qGDlAXVSPeC(#{eaJ)*A!jVA zG=Y4q{Y@$&h=IQg7#osRAh^(h$@cla%j*LhY1?w{?_G+z0<0UtpXUA9Le~FSq$sK9 zZ{`FWx5Hye{i_rh>I;*a*VK(K@a7Mwe}JF57DdyZ$m8om|6;NMn*_`hM!h@{yglM; zf^n)aKi&*rOIoXfc$z9k_QbR0r&AB=SUOp;xS*8))>DVRBImutF<2}4K$_|A+5aIF z{F<@hCR}jMCOU1;T(7o){~WrFO~&qNF(MV3X^sG`}M@OseQUooB57xXL{M|i9pEEn95iskNX)zrS zcMpYFyEkvDw2|E6k%hTl2~ZMwzH3vt$#2gZ>Uc7;HA{S>%~Meh4$!&(`06E|mv;lCxmq9Vn4LC1YkSpGKVki^EF!+0C6{ zUhy!p$bYNjFK7c^si_Gj6rivw)OJU7n$%#qQNf#y8PwuzhA82eUE_vkX`|F0a!Kr% zh_GCm*vhCe{W2rb#acT?-0%e->a_0=>4kJOhOR&!^+V*_w?HEP1c zmffH)1FQlya8BY{ZMtDPKAG{IAxuLOH)aN68Q16Aw-|Tl#i1$DZRq!5GKuu+PZse# zM_1RS5NA{z`>S#n7rzCbre>1Zkf0VHsDYE#fw>7yRwRZj41EWZLJ^UEC*P8E zx+@Y2#Bo@ihO9KDu-n~(Kqb4&TrN)at_jj`O}%P5zqaomwz-fD~adyVh>>ffPRY0H1P5_uTHE;da zw`l(}-8;(P##UvKM*7zxONUyaJ+ImSS)ID4sDoP|+AKoXrvrmeB@k|3;x_w| z6J)VCW&8&MmXIl#j~`iJ#^DhnNtjug&%8B8<2V#~Aejj!^E+J8*kL*VkEnK5())uH z43VWw(u6)UJ{>*D^s#9eK6Lh@0h=NICLpHHhb?1h8x?m%0;#Fd3Z)AW20Wh0 zFFeA#Q~!eHPg<`F4`yt2NO-97FXI@o(6@SN2_{dZ`ey=?x5#jz1x2-;hG3xG`6suY z3lR%%-1h7__wR4lL%epts}S~#VdiMVOTJO?3rr8VNeh&mdG2@S*Y({I)t-WDvxe14 zbCtMbKM7EQeYMNG_?i-=w)PHgjYngSJD!n5Iuz^#ANZHL)hrZ8v zaU&e&DI?*8ysW+}r%#yuBjp5)POBjE3|?i72D4yJoQMA=lXj|k7O(f*!PKaW(e_OufqogV-vF zKF-5Zvj$9lJC5>!HOllC(KGDV2^MMoYnS(S8t}JFss%{AdsW&$$uZpSLAX z^(2S2TZM1B1%WIkOB%q{2TeA17YiN?|E6#UFnMV9v?z790*&LhWFgGmp@4)3%Y$$k z6p8@$q0kVs1uCee=A8qJ_@M!;?jalcz}z!;KA;n3>^i6JVy3<{+?RX{n+Ou#)948|qGRx4spAUAD_S#rb=#e@OQHE1el1J{sa-0sIt3?4B&GF3Dh?FVk(gX zXaz!3`i@YRrVE7(Klr;oJ1hziV=3!w0up*-b5`;>JU zTuTo-ZLvHqKR;l-P3}a+*7L`1!?4@CjFNT`A6XgeGhe2c)T0d<`IucQy9WR@+O;Cn zhufFKl2h0teWsM=?13bv2MyrmbXrhXd4n3im~Qk@T=DO_c=(0_sju?g_%$vWn>inQ zk-X)tNrb^8>yvfX*ad86-_L^wIoL{}UD*M)#`IJrexC4ROqX<$-53E81NQLb&(3M~@#IFHpY zXE3CegQEjH<{%jq5gsAeic{`Obi>V~9Q3`5fMoo+GGGA~Uigt9i;S&mCj81m{*i4UmXq^;Geja20}_4A(7SMD&L-m0?8wMc1#!eNwRf42YlKG z|3I8s{K!$)dvi7hcC;_RHN!IHZ}Y`=MNg&LOm#+(z365Z;xwkr6{C(m%G~|oqmvcg z8(whpst7IjuY;Zk)qs_|?HIT}5m+iPWY(<4Qb+9XYWyBHUGUb3(8`l!x!eZMw~EC( zwyKXiLAn?!9CPt)C#8kYR->+^@QruQWU-yZcoau61?(78Id<+P7rh2m*a zg4V0)R4(GLcfIP{o++rm@gO4;9oOMJXgz=7IcYDC#5+5ky<`aS6Wah{)h0rR&^<#1 zze};AH*c=o)Yyho?zqZ0CHqSu#hxwvuWUbptQPxYh$GTGDU{eHb}5aNTC$b+i)&qwSF6LjX_?opC$*3 zNGV-$vWpsv@*+KP>hMn$GddCC`0L?PcCkUi#{0Iwp~hY?12MCq^BhcJQQO|dcovpY zphY**zNX~9t9TQU8fJj~G zS%ojL;wFVqpib~xC*6Cwb0{fROI2i@k#OX@wE( zhh6H|^+*MM-of|{d_NCSaeYyrJW~M8oYxX(1(&%IkOdD~ZD>l>Zj|}3d7^z6kW1MQ z*9fg`^|&?G6$enUS@nUh1!$%AVUm%(qK)*N$S0)%m-RrVRlxc zVQKS4FcISBP%uu7P_!`-e?>P!LpoWgsNE!MJT!fD&H)&t6=-wgnZ@1GH}D(utrP*L z{#FrLXjOTwwkIdbu#QL*w(WgwW)s1^K0c$3AIWEmHFA}?wHB?SV*1*y3g{^NestY@ ztZ+=jC(%G-hIRSv@nAF}_#QdefV<}(s?4Y%aNhEGB-6 zr27UOkCsA7cBLyGY*g3;LiLb}VZS;JV)VOWItf@Z{OywLv!;go(%{*qdnp8H(l;?S z$doOyM=eifItNWbwWzfuF8F*gx^*kEDK-ga%wcW%TZAgFCGjdq(Cp|>*LwZ$w9}#w zn~k?c)Ua;qm(m2XdU`34IdS&`2o6SX=7O3qal1l*S+PY$*iM{!G1fk{O$_bgyEL&r7)&1<^+_ zS7+S}(SkIj2&(wLyYc*3NKr_roJtBdS~T38d0(>m93oe;4B!R#vK+Ri88TtQ|jV zwc2T_smp`L?n%GXgDzIk@%Q2ibqEyAsS|17YRPrF?#GEX$qmINWuO*?5*wD2Hk)&G z$7Fknc`UCGU&|+%b78o$12eK-F8G%Ba3pS_K^%2|LQs99E;dKYRC!OdgL_OA=;>FG zoc2$stLP+R3(q2^QB4;xgrXf^7Ae5aQ-R;RQlP)AN}> z4^qN1e`E*_50n#djqiu;+Y!@gv!yabi2CuBV(EJ0FEao*K*zrZ$pwub(>ZTq_Ae_Y zUB6p4MH($rdk8rfC)z7!x1F7)0my1FE{}pYLbeymBRpRBF5Z941jsFoOgFXHk>Z_I zZk~FG*3+NLVMB?=j-5Mni>uOhQ4!e*a?GW;VTSC*k9n(c`ryz{HuLO*<-rfLnJ&W5 zYJa4F*K`yAziV7|A=5q{H)~c8lN|sKx>(N!V%>37o0B>6F=Rlr-Sa21{dDqA=H zd27S`CxL-2()|VIyRX3|5(?jwu<#k)P4WQjI_QfxLP|^~<+Q%-1jBXp5k68L31GgR zW1ly%p}L_1T)crVm~O+>2*h1Tp~HdcD!2&dU1=XzVY7uc1DVCwhf7aUz2{>F@%8@) z+30bQvh~S?Od)ytAGSaLRr~^gGOlR=YSSNubyM&0KQb_!MqIQ6wm||X(q^p0&aZ`& z7!i`iu$SKGvY*`zJaf_9cz|^{PqiJ>YM&KD@f3JAm7pWi79lChico)|SXr>1#YqP1c)`S<}iM`Ao8lv`%VY^?2Y zw`*9TL}GsInb15whRF!UIn}n|7PI{serKd{XP0U88!CXF^qJC9tjnk?WPRk6$RDH^ zy3z3st=%BBsHSV6&XNg)|0mkj)|MYJ-FX*v`k}UU0Hm7gIc?k@e(437i8LvVyyd9?;B=KDyCC`t`jb28v7j;}g9ygKb$K<;QBZ=3 z;a344N!U;`#Ny*Fb>`>@GEi~pv5|iMs=gp5_Y{HGGQ$pPRV3y>%lCKb?4)bo%Qq-d zz1!p&EUcuYZKHBd-kp+!7i-nB?fL`uqJhAYupehDENhgpAHre#mO6*Sw~e9QZ%aa|yh> z6?F-?Xc$}K!|m-A^E_WA@96;8a{QG1<5EK_~DXGrW>s2=3DB7;r zjK~ipe;2EVP2j0IjN@4e`aMuINWp6=4Mlrkh)i4=`P*zbe8_c0!W@ygD?pWU{g%n{ zN5h?|p+VDrt++d?N_4FyBa#-APbrJmGZ9eUF+-eKUBh%`WDTI?%8LmTGl?OsN7+4P zm-a^Im$9?rr4j!QEFt!iz$<+X&i1!hf2$@C93{wwww?Qj?fQx z37a34_I|Nx_xaRJh_OukKoX1gdsJ$L+xej2{4XbU?pe$BfRk+)-|~`{?^3{bUDc0Kg-@@Qo7ly7#rQnC3o4z-?8N3E4xqA}GYGVqvU5EQgmcUzrZIo8~mrePz7+z-8d2tUAxHuKaY? z{j-9Z<};hv7L8o&QY8J8Z0QhkdQ$+@f39JV-){c^EA1^uFpwkM?G!%F`$}!jEbOmp zG#1m1(RC+u7b$iDOXsY|%quOZl#7A}wK9{7n-g$6+538L;wb90&a$yRepnOKAC{L? zE^F~eY=AE>B=_;8JyG{}~ z5%RPB;FJuS!k)8&fjZz6!rW0+V6Z}~~!d))ZsXoZuFOYnR+y8I;@ znz!pAUmB|U@%=!QthQ(p)^$4u0O=_p6j7`p;jur>H}NumF@F@Un_S?LCD}ud4P!pX zMZXCo%j~zamz6Rd^?B6KFw8O03qDjL}t8X4nx%Z=p@e=WC#m?43I!+x=I$d+E&_9D;sBFSLlmP zr}>FzOP`B+OR{A>YTl6_*Ek+mO_o5(P)~(-NV_1I4Oq^2T9>lpQ0p>t$39ceyZo=c zwJVip-RzU-F=#W!cedP6wU#Uu3O3?-eCOZ^JmTm_JX#q&`r3QeD_6Ts=qXu+ zkmLy?Ue4kF$tRFRx8OpwL*vazX8LvFgw$?=H`|k7#>5b--jWh!oq}*B$|P$m3Tv}W zJpXNBIYZC#7m51GYhJcf{+3eL`Ul`(bK`Y z_VX*U9daCiOvk2G6!4{o_++z;0F@j)u7UE9j_=-hKG!DD=ILi6 zDF7R6GMxh@uFavHePP$#6WJ$D>_g3 z+KW+1lrD^a{KwJP+Yp?oormN&VNo_w;*hj`HJcT;`Ua)~{6 zT9FOW$_uXF=8xbcG|i&0uk>gjM88to9$T;ZBkBy$ic zex91ihi!NrNDubs>NZ3`nS$)5+8wKgi=3*3r^}-Z+%_;ZX znIS)El9d44@H>=A5Xsd^u>b7T447I}+Bk-Je|D}rLjZKb!En5r{@#Drp)#zkB=M&+ zN340I{E=$6-&+Bzt(k{#t=`W~|FKf0J*Wolr>9#euN#!V;^%wRz2ZXCAzp`>yr;Fp zsd!b`!89l=Wwh%cA3<3(iPjkXV|F4|U%lI>M{+awJV;BV%es<<$!_eLf!KanS!73( z2#+!hd7Jg5Es(jIa}?(U7H5Q^mI9u7Jc-Y>gMwa3=7B)%*bS5k!Y3M7rV^Rl#uP^$ z8kJpTzd=^?!BZalZoex_OsU^+C6dRLf{hUcGygV3g6cNZEs7-ATohIkY8-Q6=IoJF zHrQNTC~$p~m6bvovZc^}gNOp&P{2pMvtJ*3_mVQ1dFbk^z|Dfp`j$H_G+n74WiZTl z?bq{avcqc%;m;c1EX`1qfw@xHrl36cwjwbmD~LRf+6W))$qL&u4go_Cgm{_SQHJCE zVI@MA-revE^~E(3C7*TiUG6*giC(1HL(2c_&oGO)yfXzqcv?hm?<(qsq~Oe|e=a#* zyTt}XaZeU~>0gJe?&VAK@(UhhG#jh~t8zElqAS+W(j7rAWp3;~3=$8(SYf4~X^{jq zq3=UUaVLGB5-c=!5>uh5XdpT5qg$|d$&d|6 zb6Cp_#wyzS&)riXC!O!ToEFgA1y`yI#67quCTv+wo*j+vs3P_2aWTXD`OF){fINP{ z!Bs541E!aKtd-P}#>G>6pcOpf8{6~XtpEfsUhvYv#}L%TIOnD>CoJ@YIcT;WIB{%t=x^ocZ-c7V+j;QV=huKtq9NgUNk@v6IWM|E_95mpJmT@R*#XVQYQ zX`3SkvOGryUSK(1Y!&cr54YphGkc=2qO&LMJSKiS6{ANF04QdF zK+rYj6cc4*yF6=|8q!!!8HIg6nR6eWjl|nk;T3H}b2;%s4q42UNhomo99Tj)lez$f zYtGLoB$4L2*8Shvy!J5}*yeta`O~B6AnOE66y8U2?%H1xAOzjepcMd(iGDc;_)?ju z$Zl6}KLCEW;9l6tu#QzB;pfAutTSvSFx&q}h=+lp92MWg=|=un=tZ2!AKQEV&4=~u zF`TF+y0zbR{5K>!ywAo1HyL7Rd#X>8AlG`~g!vi(B{JI7fvSl}8Dbc^CLMXnn`z-7 zTke0B!S!NRd|L$x+H)f6<<~cBLbzveeA(?t%7ZO)`0VJ2TY3#K-4WEmmMv_1cW|$q8a8 zQhNP>QL6UaaG0uI01Dh;JhzL94g_s1nL0lq$0^z5s83zMIf@J{Ynmkj25v9~?Q{39 zJQxOMQkaQnWr8lp;2*ZA99X-4$8Sy=Ji7cL2U`O)SKQn+uDlEJLLB%0iEXar&7ZQU zCc&F*%o_<0-Nz`sMm$AtW1?3s`IhDFj;smRC=k1CC;Amaln}Pi!K|4z&^1&MTVZ-2 zx5y@--q$qQ5*rUT_;EH;m#`!1Dr!ij5Z^0HWHd>yH74`^9Nf`OvwV#GSZo1w-H4ZYt$~ ziCpUh))S<7?l#pYED}ZKb->#pt>IFKfsDZ5Ld26#69H$!7XKwbqB^*gwGw&WaqxO1 z;};>j*Ez^2+wq{C7{q8O?B5(U@H!5mZZp{C%_`l!l`Nb+3#8O%0DOHMm2(wq_!crD zzxEV)oO|!7GmSy8C))ruyP-7hjp+!SBB>4Sllp#)m224x15?5@M?oAUH{ke(4~yY4 z;j(wa48xAV=W*(_QmgUI(qUNXJ^CZm{_`w_K7iGkJv{uH+Hx?wBJ07s0v~Y76+{#y z&-2VcQp(yFp2m@5SR1X*npTtVzNXJ3A`TZTu4g`^@19Vk$l@oCF^`7qJQHfDuk6b|sMWH=_drkkXjw|@@A<7uW#V}^Fh*#G_&Bg^P>v z){DV`MqBl3?r6chT8IkZoDZZxOJ+OT#-~*C%o|+NC96mbEc^{6YstovCflI(Fyu_a z^rlip>mSJ9mv0lmalya1BDbE}pp8z^25?nmi~0N71fNl>P$>5b>?p_j zJ{xYm06cht*<7UyE_@wz$0O2HEUCbKa%|xT9i7DR!Fp&nIa9X|!o1eW&hhAHImLDk z<6F7N;;Ealepz;XtCdxAs?;MiqWvrMc&uM_6XV*_#P%6XS zZGyyfsv<;l?!aQLis|O&0p|Vl)%E17kI;6CJC;Ogu1{m|^gdIAf3`hL3X&|I{AXy< z7>yCCFoq!<+83cr7s44Cp_8~VsZ6>M6}h*`d5QcZc1dOe>5=?TPy+>dCYafAXhy!* zCK+~-X8x0_6{}QgDy)+&F|lWt0j}{*_^&UeW-7hZGbL#C+-Y zgR-9ZnwdDQQ_X|$bG-U3Q7smuu|fJ~3(wZm~4<(H#z*WhamX!dP(w=C^aeOnv`a!rJsE(ku| zfg&kymK$HNOrde5+9k(a+*7_7oAErk{ePpw2hWYyYkNTM+P+U`F8J&?r8wHV>SK+7I*l;vBxw&<8TlvhA-L45fL$OahCW5nmM|}J0q5t?$Tdpm`>+(>IdS)>; zWOPhZr-33bh%)Ipy|iV5`j~EX8MHFx)ghL)u+0A7Q8rceVoGors$(NHy?89hYcOsI zxpPuzCmaW^3Ap4P@(?lmN!3$WA$b~Amv{#UhUpGQxnyguA>2K?bX~D{aXSd>!wv}5 z_~>o&Vzk67=~^~8is9Z24X#FOP<3yO`)lO76kt8-^dOoh>E7FXeDSa?^u6xcFZWKy z!dln4fa1Sec0V-(>r;~hH?0Fizs5P_d4!9xA*zhL`kaSfd6A~gtf-*!SI`cn9A}!p zERS2aV`&0ZOXAaBNNi-UGeUr)IeBkLsbGL3`H8{A)G%C%lxM zSJ*W5G&|z$y(^3|KlT}2QhPj03UtJshkYP)8%J}+>a~+-XK9;m?(qsg%J6JXgRv`G z0Hcv87Ye@dDa4JVokRY%Q_oz(!nFxfcEcg6j))g~66EllP@~RwCIgIK;?)GUwCcu5 zq1tm?lXRf3z&P=vw;Mdi4P)WFzPn>Hyxz~(%TpkJ56x+>uXe|&Gt_6i|Lk&2{b~3d;Pq7qZI=cxk#Hg`S_RCAo{ zbl5!FmNq}32wuJQYddUy?)G-BZ}>6XpP=oNUFIq)oJHg%*f1?@QXF=mbz2KTpA$LE zh)uNWAG(+mkJZd9V!Hxz)u-yVWKOara#I~uhB(BP^chH5Hq04s@m|Vjm}MWXi*_K( zLr2eAIt$I#b2T8j9!OeeMjZ}nC;Bqirm3;?AQpifv+tsoV-@2SjdMYBP_<*x0cBg3 zE*0%>%ZSMu+C>3+{CIvZ$;{5D&*<+WhW(UiJQ56)h8uO6`#Ez@nPGnZ_Z&QMyol^7P%WFpq>Jw9A?f>eQnIHCYfTPBhX zlU-w?4=L4-{!-rsyiY>E*P7QSqm8>GHdbeMQ)KN3y%HscQ=|Z6A4O0ae<_?e$`XFj zT*QOmhhC)*@%BVo^tn)7z%B`ICf%wRTweCb721Y!&l85xwJAj0R(CPstE~(vHx>Jc?YB`AIuViE4^*S zl6JYnZ;!eyjI2g#09P*knMH@VdpFpJv^QRDeTCxnjS8cmYru*rYnm8Pbf#FNS{4u` zD?qE8t7yZ|dUQSIW9II4HH_#M5*AR-&bwE+AFBuBeF)%lFzPnPh2 zaAt;$Z2W`tvlbVU24WPd7_2Gl|5QkCG^6Wm*^x5;*m7eqfXvDJ2}c#BR9#_1hqNv5 z%2_ZAm8;v=$eVj%M*EGhb=Ti>vu`lLkj&&n&F+WkU0L>s5weZfQO!>-xCs{e((IBA>9yEAdQZ+%+S8irf1lydMQZZ56A^LV2kS%8q_%N~R!#*c{B_We0!Y=?c&qV`n zo#`{7ABJVqXR=PbE6Bz=?p)vG>4@nKq!Wk~r(X)46OGtGX+`-Z?n?nomZm~)v}BJQ zj?^8uJ-sEIY7M%2wT$pDmq7$gpQ7ya{Iqw}KT06s z=X)U8SMw30uKzuRzq}G4(KSE*`j~->gHmaSq!<5yxI zu|;%BraX0BZ5WiwCU8t^VTQV{WS%u*%?zXFncw~p<`I6N2(~X-wFeX`O8pN}c{|`z zYpz_|9Up%8nP{TK6Nm7C)~_w_0@cG_w0oS=sr#^lV!lI~>z!`G_gI071zdxRDw{ra zd7n-L4+l0e?36|GDpU*rQ(5AFKHSnp8r_Cvz4b(1&7*l+3~vO7YMPh?Qd80X?R;E3S4!Wtc>zKrAY6+tD%%pb>U=0SvtlML*O@GX*b^Rq~fQrYMrj3)R6;78L*h0V0@vP6EOvYg{}I7!49( zZmZ?s4w8+CE3;)ecy?VkjdYGuOy3NDNK+3W_OL%($A?U+sry;kV8ks};M}Ee)D%Qeo=i=$+Vv zevi<|jg}L_Tc+5)bX9Q0%}Wg-20*g_q=tWnNNWey2Mt3`DNS5i#!8NN+`Fd^V%bwa zY>~U7&z`406aL8p_vW)3+Y2?=Pe5b%3ln2c)b0a=A|K|*Z`?_z*rkVy%4(h;nr8ls zQ6YDJvo%RWCq9NKa9QutOOPTIy;eh_+Zt?QM~4V|VBbY9!bdqTybADe;`NmBIz=Be z^6q_MaOPF7vZg)On@%1A@EwA8C$7em^?D$OMp>0Q5aq#j>nq29}2_C`#ihH9}UmsnvYlb`rIvQJyI#mSVvaK#XJRGpHHM zczj*g=ULdr9b@vK^}qlfQeV%)N}Gy>@Z9P@u28SZD39aM>8DDs5dLhs9;Z>>;aoNt#qG7=y|D# zO3Et#%U=cwzXyi)Ju zC@sM)x)GFH4v>*;YB+Kld{zdBh-VAlEA+2An4RAY`E$@fO}&<1#R>|4@W~t;B(Jd9 z2tmFCjJ3)(lsrALV`FFiF43?>`N-K*{poh3CQiy~8vC$_25iTOKrB4O3ctS3<^aK0 zsy*Jh<`_=_w_kJnZL3rjeaWLLAKldEf`~7pc3)CLzD!%_@nc}U{>;`=>HWj4E$x7d z(M{94T@-@)9Q-A#*HbEOkoa3_vCr*(46nvWM!5h=Uc`v{EojFslFu?529ek7V6^rM z+V7fgIbHS}W+;|jNb+qys-iCNyh76RzS&P^XEQFMeb9mxbz4qOAtPN?pAas&v;0c$ zxy^!JfHr4b?TC$cOTCH0FrPd`?34u6z}en8i_sG8V*shDj^H0hb>M|Sizr-Ge+&4{ zSvci#{zU7=?fN+cyHaSwvGKZIyF}Cr<`3O=)lA-gJ?*Mn=dd&0y^A}nQeM$N{AG^# zr5QDSxqn;Xq-#vt4OwqV9Gt6MII_s%r17+u*I&^80Uo_NMw;V|9st5}L`OBHx~oZ{ zk|xSJ2~a?mN15B!xnW|}i?^T#U)T?8fKEsz4z8G?JQpmNzM)^C%3W;VIZfbFKQzpO9_(%>ZYu zgjRIZX)d^o3s2C>-WKR+S<(w~27Riq)izshD1Y zaXsF!2PPWV!6<2HX!ChHgXbO@OB!|Z!iUSQrWc17VH1qq@1M)8{UC~n0PhYUwHA*K z;p8jd-y;Vq*4{3HaBI`TMvSjn0<#pb&Y@caEVPKd7GN-Q7xK-Ux$vrC87P>_LfVoP)<r?UHaR$8?~W@pSh6;=|u>xO=U)!mzQSgKl(!H1wn1g4LFLpL-YRhREpNvOIII-L{L+keZzd)u`$u zko9hZe+9$mcYn^96w2oD9-Ne$=qP=2DC>Gf=w#U#7LJ(NGOm9|a)K|S$CB51ak%ex-8_N;qYuyioN<9;C59v)#?Xsn3h{-4QqgJe4?GP4RA0U~t8rOBP9el`NdkHoD*1L7tVK%@RVn4z#UkH+6zTCJKm-Kl(pH(R zFfaXduUGn)#3xpbi`a6^6!;)n_tA&x!oE~FJ+R5>+f~|hYSq^d3A-+61*DiYJ%sgT{!taT3 zf&NOnl~Wb&;Nq$Nq4rlaTdEwN)=E0CT1;eCm6U(MO4tX=rehQQr3Q`E?O}!8Jy0&^ z%$Ba*@cQ)R^f!%16ApqJIVLv^^Jd~KAPBh6$l3PKrkxoS18pBTU0-kSzr$l<3pG)q zhsH!+FTG}MgK*Yo!epsm#%=yM$V)K4TNIlf}nx#WnDsj~RK zpgI#00?M^?P#tQe4lr)*@hMlv zLL|~Hfs_|99XDHHtaJgA{3r6ODNCPUfq|Gd^55j}pMx$EW2ezK z16#5q+0Lxrh0J-5B{r824U3q6jaUsLa|Tgn z-GVpgH1Imq^uim&6v<{huk3rGDP^IS05TH}UP@(Oyr`o2+dp#xVMlu`QZZmwgvY^PAvl<7zTp*10Wks{0!`Fck!CES`lRhd9Sz>1~&oTdEoXA zUVLDxiPVzt#UR@gn);Pjd8te({y1V|2nv_y)u7;T3CZ1%0$Q3QD#7m@UPd|&6J>|4 z3L9qu*omj#&@ByM)CVCWM*C}$7_DtQAH)6W5*m37RADVRXL1Kv*qiV>cg-Ke!_Mb< zqfSe$`q^h|dt3qgb$mi`zSzuqsz>#RY*vpO@K3|^m8zCF2o#(Pg2Y%+I6ta;S`B)L zWufBCI>7n&B&?;i3uLR5$GC(PBdu+JWLRgap9a#2*jOXXNF9R7Ksr7K0|JEEa?e+% zH;x+o)F+qJCeRM!=lK6-_o}j-PuAXGEsL>C%Ph2JWNdE?e#g@DKsvHEVk$l{;P0#X zv2G{WVGETs?L|=Jt5#~5qEg6yLr!>NT62v$2B?UKqH~$dZm&-Je@|{b#fJNZK-m~KAS!Nqg(VQ|-;+8S)H$oK)*dk4h&_YW=lQns z?_zBIu-h;!`!5w1LeB13c zYFtZZ=Y!yT+zvs95Iov@3BSC&Ep6oKI=2!%jg|v<%&9z9Shfs964j=r zB}7^>|M;L({Oa~uVc0M}|7crKLJ&EV65-ujaUaRlJwb&)*S-sKu3wg`Wc;syb7#Dx zs6jY6D^Hffjz0*eTP7L^cu$meCgyx=#c9Bp# zm7XuMzOJAxx}O|lyL^(F>7}E=;D`;zZqY@DB;Ban zcGwKzg}$+81v=lt6-bItGnvxC_<-!55vodbT|r}bDx1PEhAKgJ%(mEtWyo39C^5(b zNj8@YQoDAl?ifszG@6wz*oPL|84#t8#H9GhL0?;?{Yx5s7hLa&-uoD6ULq2dN}b?t z;EReNqQ62}byGhuaTE49`pdTWOMISR*YI)WQF2 z_wG+Xk`TBCvgiG6R(GRhWx;|X-6H^L6G4^k-AnIU__KC-e3d&Fr=x`#B4#|?wQ zOU`dvV{w%){h_z982*HoW>Z0k9_Y?R41^{;_^H}L^kWLI~aN51qJHiI75ToL_8F9{tVdz_=t;?&)t}Q+eR}A(ezZU zyIM>x8-VcFFA@4cEK=IH1-sRppgm}}1g+dRikHT%e)dVnj&NEqg$JsuX-KwjUK20 z!roVR{Z@YWK1Xa$Iv|OH#>|iWu)0ckm};&_rc}6D1ukm{9RDR~W>~Qh?L5^LMj$Fj z8of(cN9D9r$}|Y@AtvM-CZ>wAv(`8eyV!Keh_Z_sF|g933ZFnx00z^Z<{)pF#+FwZ zQKt0cP$P!3v!X-YrwDA;p{dpWAF!22Sn~fK`s9+l0OjT>&S&BrrPPEu&F*8It`Nxq zsd?ydCa%=WF#Or3(z=Sscj|stw(%#xhL2+cgkFi#&h&_4iRK2ftuul|kA{Mr$F!8BRPg3pHBdF<(mfu*jL{Kguh$obm zGI2oQvd}RCNL)YEVO-kjLir3l8rc#;(aRSdGd@OMum221j76tF9<%Bsrnwr zHoMH$KXHYL4Nl4Ns2G`TFgaKd2Nq?vG0JYzmI3vBJ-XY$=AImcr{vQ;zG0MD!#=58 z7&{aw65i72l8w?FDs3?1mU5#1SC3ZB53cLl?3+@4@r{T&b<3(3Mvvqax!J*BY@)BH z(40s}Pt142;6R6=xp{gKx1EW(no;q|Y5+Gfv*IBPSn65)Q%OCFCHtDwuZhuNCa*z; zgYu;n3Wt}42E=z8AtYv#9Z1>JMV_)$R_j3sdudHo2sandK^{^3{cqLlacNUFC*5e# zu5t!Y!DLt=?p;xnkN44SCa3i8V3`-kK~4~8dVz=9=8ofjGfZfB$>d5%MqXgjwOxMs zAr0<3&dcm!i&(t?dQ;n^@x}L<)SX{>s(E!knap3f>Yq+yH+?Hb^4_ zOz~hp;_dn9$v0X+490wHMB@{a$i31T!jqIp&g{VY`7E~yB>K5du9fSWB;lrSS5+$m z01!5kMg+5iRWr20d^&BU6FOTpp#i6dgu90K*T&}ZOQf|+c$Yfo()4fUG4Wwr)R|%tQfZi4+*(`-J)D^J%&sw%%;ijpyw@`O8E?QQLQFyw17BnADlqw>M+#I}T|>zHRD%0Cn}a5H-1!=b6s4oj z5E4gP4Q>@!M(K(T-4k3n)acwa(=_tJCt6YLbk+ok47`Uhu_5y6k1TVv#1}WOd-9<9 zju-F>*|K4>#XUqK#}V8j2qmEKl(6CP%#<14<0dYu7tC`U8mxmfC4}y$o5>To8~}`Q zQ6w|G3V^LA{oJ|Q446XjG2$xOsR1NH>FYhBGAS9|-GLsIqi~;^yh`t))+|aQ8}nvZ4ZsN6G5M%2>B^6Z7xD*y%FR;oOP&$ z{eWD+h~*;1E2{$$xr;?uSC#t@(4Vvlo~qZrr4$qojmsywfMU!;&X3m4m%^Ar>&soK0b&k;ey=a~PPoW0;TOTh~%S zv>Xz{abfJs<&?bSgQn02O3TVOmnxj2-^Z*k4L${1J=Jsa6)9S0QirbK_zPJp@T1EI zNP<|pygKBYm8mz(^^BC%<3O$vRqNDK929c!Ykw~68HE{)>53B{RLIb@z?B8BymZvG zBd-4^&C^)$O=-`#SK?CSJW+6dTN#KIt_C?JGn^NNyV2-#jQ%k zOfokHo+Ku<0cV&3O;}u4bg(gwHy}2Og-rSSO}Dv<1aHd299DBLq@<77YsR;H{w9rk zVweLDp7`9nIVyYRtMA({9hLTI83R}n zvzzuhI<9PvqaUdLU8dY{8V-3Bvo`zIlhDaN>K1Um&M8!qPBU-B>mt%UeM+;rmCrNe zmTjVO;hUyrh{p_!gDtK{OvlhWwAtqbm(-DCGjBiv2!Kfc-uv@+6t(4U0F){uEOXY) zxLLYfD`dEo#URa0%i*SGhv}rWCq!iY$9ZPGDSXIj=oA+9_*3sYIVC7`Sy`AkkMfqU zVUcm|t+p`cjPnC4(B$%e&D_nO3W9KNpj=X;%lglWlSiLTBV;fRQXQ?hTWRh;!)xLq z!$a_;tX?hI+A~DpFOMrH!3Y8C*LdOzLBSazI~L;AjII@;QU*jJwwJ5Mrf>ZZ zT2OsM{;T&829#Ebk;7pDI7luPQ1p{v)-Q7k%-`~g6D z2h5=A(Auk~1I4ovk5;XM#=NrujvsDpbDMkWr?V*XwQ;J?;}54k=?x0kI9EPd-L>39eC*L2w1*%bcv@*lj#Y1n;0#;)fp}V^9f0hK zgJw(_d$qIkoB~P^7IzjTBDn&nf!V(+p3?}EJp+c%`6Xh2DxS~ zIE{8<1XNo?jBOYc=yGfwSO5~1fB*s5qH4tk3iwDJT+SI#F!QdSSY5B5)xKKt+|6UZ zf3CFGcLyM2`m2%4K`;akWX>ar!Sy92cCWAe)=ht^!ioXZ)PpZ_I}? zbd4q&ATbHNM{CKFM`bwhB%-+DyChBdN~r1e}JT0KoB`vJd!x`@}9c!ZwgO*;}&*j0*fIl~d zkf)%8+=-49vP||pJ#XiW1wWmo4B+0xR*#v5HB`tW#rq97V&7d45wImxbW72#%c2G! zVaChtf(yn>hl7HFL1iJOZ?ws+`}1>bObi#m!67?eOKfX9m`&X_FTfM3pGs@u{!7td zh3qhL>b8Z(>$L&9lEUDoWAn?ZP`{`7Cq7uMW(n}60TwN*TWOBe0ZhU%-B zHPD`nKc1?y6X{natfe~gf5a9$;?c5Fzn+r#x8aLi`=8+WKY;doZ1ZSgGx3WckSPHa z+bn!XO7D6H!8B^!wpXaR^vwQ44QXbgX_YKc z4wLDpFU**ja7-qk0~nCzap00TmEy)csWjoCC=>wLI9a!nHJ~ajU_o~P@4aZ#Cen{V zLcf-oy%w(IpQ|tG-(a@f+j zgMEstXr*SXiM(<5S4D9uA3GM>cFRwVj*Nm4($I2c9V!rQpQVrEA4lDcx19PgV-e1W4`EnpgX;yoN$^IqF=K~7pYej*5pTGVAUo* z@FxO7k0-k!IyX6)JpObift^_Edk7QT!1GUYp$@8bg{VA>pzk4?)1E6??fJf) z5kPH4_;{cu89*^w%bLLvT4TRteT9Ol93+ov1P>Du{DqnXL?mlde8nJ62;1)-t za%)wP)KH_Sumur$SzeDBC;u|7e0XcpNz73=#SYFMaU~Uw*)hhHBoEtgAj~s+45DR& zCq`Lx??)j8GjR(w7PDF>2daeD+6D!kRL;twn-GN4-$PQkx=fC$#n(R2OSY`P0y}e) z;NA@~y!pMkZxTa=k0%OqD43-t;M^>e@J^aJ5k?FX>o2s5Gh23U>4-XxUO#OqqrFk+ zK=O>3dd8-+_b5ESz;ngJCH>r@o-Ev{{ptYb8HtH{u4}3r=D)LUFLvsvSwQT9E0K~D zT1YR(fxVpJb*6kAg#$c;L=t!2!Q;1O++EyJKAZ-G8^Pz$!^7=8x5ZwHIZVou!^g=W znZ2Fzr7&?R@I&Y14D6d|)jhek60B|W{4bJa;Erzo`yxZ85D1WOh;#ztHB|}u0_T;)_f{-u>Fy8QJ-ujcGeCvxKlVTFrgQJ~RNHW#@;Rr;PrOeBU zSz49t3Z}T>XWl_tiS1k-gv!zEo<|?Hf;TQ>ntgLdrzFltX?K>Ovij@YxszCB=_#?%Gx=a;&PMDB6}q2iQ!)po$dpQfasUVP0VbC-0iOe zv1l|5P`Tu<3&CLU z8o2wfm?=M_r883ecvoeXA3dmfFBVQ=rj(|(cU$|5CCT3Ho;h;HHc$J^u<~L8^H}HGdV!-g+pAvl~|6|aNKAFPzP7c$(n&KQYc$JNbo9i0KMOo zq(vn6$BM6km&n~Ut^Y#vv3Bcnniz3r0)k}lP}SEdt`LkX%YG>N!SWo0LSFmVJN;fl z@XO&)IlC3S;)s6KWUMAEy~w?sdacss#X&k`+9gAiD_YbB z4w6;V9n5t;=)~1BM1<*wiFc*Ct0Qh!Fv~GC<}@ z`F`-DP+BNwS&m@Zr(u!yE{6675moeaUYNQZ!C?BaaL%f2TZ<4&RV-PNq@@lc#(N7l zhn)i3r9MB*5@NOmCiiV0C-my81GQJd;&Kpo{s}L|iyO=2ABx*3xyVgwH>oZ%0iH^D z)|B*Hg^|OQqKv1uG}9`vn{O8pj=@)OMJZTB3+4)?O|m>Dex8-SkJ4TwCNhEjh7A1x z4r`9@8_EN+r(O*5{gmAMi8pnT=lX%uKU6@ z0C&z~BFJP@70XARhx)f~itxhMP7Bn`kMbx95$c0$lo>EPQ(=oYI|Fwq3D)bj(w8?v zU*+j1AZ!lSk{-$BsD{F6P$8krR>gib;{eaNQTt_Xbzdb~6}*nk4y+<|D!e;f(|=As zW5{*IyzsgMi>=CL)RMoxgp8-j@gO*!J#~Y=$dsnnq!Um2-ED*NQu2(A<6RkI-sGB9 zoM{bz4e=+dYeE0cC{Ei1?I+HpHXc`Kc*;v3I95u8x){kYJ}K#aQP{^ki-_HgKfOe4 z7!Q}4n);uYsVmCb6!uXJ#W$AMe)5xNt}a;)BBVIXHhq zXVV2{O7GMYtBicFq>K9go<^7BA{&Vo)gq)D;=LyQYH>3-llHR&tQhtDfT#A^3+9HZ5kaB#U~*ypo`mT`DY3h9b!#+K^Ezu zJ$i;;2`LTqS!4Z2_eDJcZ&9VG3ez0p*&sEBTZW0_-!+@t9Q4VeP;3dYv%&}UAq0Jn zs|w-VfhHV*t;pp}{HAVg+VYM{aV%@$J~6*+MBI$u9nDIn9*`3cfluVTqr9SM-a7uv zrGjR#?+m&vNjdYlxcD4n<=C;V22AT7=O8N>k5}fu-1?Gp%=e@NF5x#*r_CM<)O4X6 z+*7+yr$ym?YRFlAc5aOGIx3Z+y)`5> z3`l;mt*!>MdlLk_D>1psbe28K@|q34MyRA!ZsUUnDU;V&@x@@pJ)!S$`1|f^E-EF; z_|9lMDWl2FXK~TJsNiyAF7h{(v$5dGF1(%FLleOD) zIyXfDsCsG=a(!OwYotm6-O&TOqr}}HNJakDokbC;q*vgc4&hD8+lTx+L1R?T$LevF zfXfOuVoNA7H6q@4%~Gk|hE%44N_D#UV`&QnrcJvuaP_>&gGxVtCbNvI1S%CELt1wP zGQtVunppWW@lFPcxHNDR0A(G7y3_CGNdu}UP|Hk(LaO$#IgBtAYbiOAUZyThv_8YU zoHDi3;%Q(fMPPJqhnjo$^5b<^SFjhCLZLH3R$lkn2ALij0X`FS7%|<5S8^JlnzxC) zGGBv!>%AM%;Np`fA})LDpn>~a5-%omgVxDriaixWEaeLPd7$r z@*O0d_22osw;R+a|9>hmKAVGM+fGFUK*nql#gL=OCTZp4@=H_)?Fc*>S-8=kB9mXC zLtH5%UK*EbJgjVv_i43vXKI(%8{Kfy0c-wb0;;^~4AxM4S946^RP=46R`&w2 zxwUjkezJgbhNUmj&2gs4w1SAxDW+#5;^VrXDsxV67AzF2t^7(?DuVVwMC?5zIr_`P zN_nn8u50Ep|1=1*FoZGfRu<@U%-3kq5iY(ZD}v#yGt~FK1MzOgdWI`)o$sV1LSb!b z5-2N_5WrsqMGPp||5>9gUx>iuG2J3tfnH@7HgAls<#%ILY*9RA;~HT@25BL>`p0xc#_QKm+?zejtn0ieY$Wz-3bO+GCD8cIUHaFhoG6BjVPJIA^=puk zZH5ThzGz177r=dc#2P&H<2qjnYvO03-K0b(jNsgoo$g8~lITJuG>ND+YI8Jv6_|So zVB|Rj;`i?FCz)(s!zt*F^W=T_sdva;V>R>e)K6jS}M<`o z=np`12zKTOJEBhe3v=k7o1TcgTbjjyOyhd_Jt8Pa;Yn^hc-`~uqrUw!h^M=xRQan) z(~H`q-Wb7VS8?@J+QXYcl(K-gENe);!{AOo5G$qXL3_{6^waA;o5u{63H#}=ySAHL zO?zStUW5kd#<>`PJwq{2$`w~^aMWhD$oo*+m1rh7*?_UvknqPY`H5aZqQ+4(9b<`? znuEk$G$)foQzZ7iXlEb{vdO9;vUlwc#5W|7K9r;qPv5&>L=l}WM8w~wc`6>?BRQC4 zSByil8uVMY1fIBibTz>O=3I=Mw1%17M&BQlqPe~|FN+yCnk(-aDzAZ}u}2Yj*#|&3 zjAJOrEX|r1m{BnpdB9zd@+~BN`U@7dg+t0kPQkQGOx;$6Hxy!9qzBbmXC3@G9Cdo&lM%Mq$v}DS$m&&to=Cd9 z)dTjr;4Ny^dE6%dBiknKj7Rczr(HnHDFFjLA61-r^Gg+s!I&{ok7Wy&-TJ_vJ(@3ae>jU zRU*Or9kKq5nsd@yZ@H8o6ZKcI-%r0tRocda<%N<>VrDb>2@5`!z%Z-4WX=`L+S&%H zei`Y$@~Lc}BJ|RMPH&qFHU6e*iOGEB28zCHru7a-{1*FP3)o5k z)5Fi@DSV{L7Z4&#CR$!$Qt-4cXs)C8j3InN=y7ep(G!W-n%Dr)U6W8mgXwMmm`++x zY?f!^jGV*t!Ky&ta9rW?y1=_Dzvdk&h0%UeaFg@e*!g3 zT%AZoimWcl!BnB#wK1R8`pMK`m@X8t4XqX^NfuMb2|zwWBcB8u9Uvu76E*82r;ToQ zwys{Y^L74;#Rp#(7E^hLq%tTo)W}zft0~Oo+#MGC!^Y`m?+YyowJo$9DQa7nJKq1I z(CpIP*E-#*mLW3`Eg5^UL~?6^V7F;ARj39m>KH@m;vR(XupqoFTNdm~vjz8?a8clY zV{{xsx4f-OArBWxq zA=TO$Y#Z~G7!=zYxv3b=LqYn@U0t?)zJnF(I+8a(cHJQjFOQ*~ocL0AqD{W|_(ZB> z{IWQoRwSc*9&f7Ja=Auf=px$-H>l4LTxi=FyO}j&2(5?mXaDOJS=m@kM}ErkArzDW zHa?i;Ly>(;WkapB6BaFXG|D;2Uww$?=&q3~Wtwx_zKOC;H1{|I6V5st9IrLag{CjV zP(nMKTR8xfSU(2|FDYem+FWA)3s!wpWN(gSaW2FN)fekiwI2A^p~lnDFxWKdrd1A; zZe>sjZ&ZNQcXwQxd_|lqmz5kdi!cHP;VZBEVf=)f&(UUjc^K$iWNX3jQ#*_*QTfSo z!-FKtjyxt9dBNq8gCRj2lRSXp5CdwNhclP_v7)mjF-Fe`fby`ZaQdZxRssa#i3K?{ zt7nZq3z%zwg@7`a;D7IyPLYHck6m2-Y!~6!sLW-1PXjgxM-k^|uk_eJggq8nRN3hsU8>Hn6xMeV5I8IlKf0Vt1Em?t zlpO&)9!`!h)U=n5eEEbnn5cW?Eb@qXP8GJH+NtTk6H*gD&J7-q#kz>$RN#K*KxaV@)rhEqQij!CAGya}&_n!py4R6blThFtDn}v96$o(=}jb603;PK-a z0TL8V9Jkh$#p1BLl32miv`)W;gqHAl$^DKqrhBq(slnl--}_Nuo^|k6LzWN1lM>Xx-9|)buq(0?_O|ZrX%z{HTWOu053pv619w| z3{5+9360o2@9}TQ;zW|8+p2Q2i2Do80;Bp6oGE}zt2XwqbV|1%Ul5zx~srezj>sFawkDD98nXl zw=(%oqT_6@?7ahqW+Bn4=jQ^u`nd7y&QRfxlEJj>L%QZDZ13E9@CuNQCD}v-%}N0? zuhaQO7{;Tfnt7`xcnMj&dY?Twgsx{=X-SuMmw~r*XngkR{LhWNWHjt2fq|0) z6~TpX(Dwgk3vxQ=^M%3>8*0oIbN8!S(=>g$ z&bbie8P*~mPt^mJmKiwb_Jdd5+K~VN6 zP*gE#f_C^qiby%@DV~`AlqzIe0n;?qPauzl3yfKJ5;mZyMXqRkb{;qG=5#cM6`*$B zxL#cW1F0YY99(4ABQ2@LHRxhW$-Gs2t2kK(3+TlBKG!26L08n`$Alde#fBm9wzE%~ zc|a^OWtZm$oSS7usFZ?gf&Aj4SXoVm=WLEnx`cfL zV%nF*hJWx8Pe?BaS#*THj1wNX5PQ9fW~jm;TAa+x$1g3D;wMybJE6IlZ~1GJ>u#|W zc2(0$?Np@6lKEN~t?ULSs`lLzYrx>y3Jo0(j5o}h=2kt;GWW7pxocX-v3&XIGk@`Y zctj?>D4qwQG?Gvym@9DjMN7MQK;!^P2&rv5xlltb1~pW@w`k3j@(}f$S2majfB^NF z{d~N~>t)M2s=Wd&=^sNMRIdOHHvBp6sfHYds@f>9eBjtp)yNLUpAI#LKhDsFL1sEL zxywNvW>Svi(L>;m>y|ITxtRu;OPnTvJv#mClb$`(Hn3-vQ^`}Ggz2{Ls3tCt5zuJU(q>;<4>gzKMEC4=o%;al*sH)HG zgsLI)M!EOJ-E$tuzp+~IKKT3B;fi}@UCO=8{q93(=^V^DBX3rW=$yR5MrHLaIldRn zr5pp&GoUX;#j>30fK97ZYA<@=#*hZS)v&3(8~BC7G6}{*y{9*iv0wu0Pm)>pKso(< zzNy^Xsiuo~S37=0D=%a8E+7~116D7Qky8YMx?qxXvK3Mo!t(ig5%m-UcR*T-5pdYA zZqfAGM@AO_;bXABWn2VUnp@X(nHj3V7w zKR7NCP{$dBcnYuR-!}!@rCl9vP%k-hudn5?g>GU=9a>RQSKyp6cWTtMG$Bg#ZF74B z(%1&~>TwJI2@nA!RJ%D($JBBm`h}l{)OPCrJ?=rQwE>>0Z7@9UD+WVOLzWMNjqcKG z25N<59=bc1M+r6AkC5~imr~#z{C#tp7aOr_1=WSB-Kp8-mEY4_M|)As5BpDQcSH1c z63B#v8I6OW+G+)f_R14tjL})LGdQ^li4BD-(4Ub;FbHblmzMtP?SIoiU}{5u;E%=h zZY8{RzPAAXFjneb5&Y?-r5Dl@Y)UgYW|c%;<^1Ghca2$)vM*9^8N!9eH;vfL0T;u+ zqX18BZie*OGix*qWrEOf>3OttktQdcF2OYHfn(qZ1@!m*@8+d6E4A)JL3q)Q0ODHAhjE@S z#ST>?zS0{W&P~T{ossDjed}&Cr>A$sWgBsoOs*vdb&Kvz|K#KpuPkgM7H$f)v2bO2 zj(cPB5RS~HjbImdDI)1xL;|>T?}Dh?vs-YGP2({{Tgq^+XHnK;tbv%)3nwK5PueU{ z!;dTO`!j&CgN3oCo@_x28joO{-1ibMb@a>T%2^W|jI@fC^ON!OLDU8WoXsDH0O|1@&x^T4+if0}V1(aGmoI!%*n3zAC_pk{jd25TtlAf91 z)Ee4^oVFyhm6HE@;Z#dLwMK!X`vz*%sVfFkMCd4zqB4~B3-X=6QhZ{h5i&wAUlaH= z633%|>+Y4UdsvTk?@2n@t<@t~yp^pZNIrNC&xX09JgDEm)*4PUYLF3O|RQfKHtoPuZ`WC&UmRi+_ z9oId`Cz-(jikORZI@G;Ar85Yd+8LRnH-U_`w7kF(uWDq2^e{7jw}bN&ML5{F7hd-KqO<;w*Xa zY>=$Epk`A6Wbr{C4r@-%kz^QCC`8I&R3e%0+v#nkME*)&inBLUb0mvf#?H%7X=m0= zySJKG-7KomB4DHGRI!&&4#z@vf+<2_YXwCb1RntXb)@>Yd^hT5pTGhOMpedeU_pRh z*>{pIcnSi^(zo_X-0p}2rZ|N8f~NFeW51!kCjExxD73|EERN;+wo71@e9!7diogn) zdc7|gIpopS1^M8dl2Q=762Le2H@&Q?EhyM)*tTKSqYogXL+X{ehE*K)&Htya+XqtHqaRS&YOW_gTrH9DVhT}}wkY0h>v=Lt5J8OOqajtfa4lhKw zrU4Gm>9<>zFZ*X&PQfTb%J!SC_gNPBaIK=KyCq-<_YFFO8)LUtth;EtzhlAf$#<^S z{KdZIzDPye;d2FE05T+>KsY5^H>Vn$yUY=;5uVQnrAREuZ|c=wyY1ta-H~R`1Vxy= zHr|aDuW;?%CJZy0UcZ6Qx}Md1LqzqRMgOUg<_&XQ@wLl~s(I+OPNbiaJ%Xl~>blr% z|N1s+c`#Q&IulH7+|kiHKIX^aB#z^h&fyMcNr_RYeJ|vVwu({J!i}D2%&34s%*;bo|D~ahDdjh^C#o)a_aGFig5B% zPEp(8H2x*#EoIjTL0hAVvxg;+pi)#L%$gTiXcM1;7}iD)Eyx^vi*G4Zej_?LC!PQa z(Qh(W$H3pqAGBxqUg1$@sl9u8(2iWI_W*Fvu6_feeA1g?D~Ri`uCB7wQ5LAa_L#HK zx@LvVA)%D&=%)aK7)2n83av0``(*wy;R&9*HTI#p2Z8XM78F@CNq3u|2$|fARe)(^ z?f}%i%59#FkKA@{8S-^IMa9fP_*q@0A`4%Q6sUNu?g0<>V$Np^NhyNn?fs*3f(1O}UGqzj# z&EtC8Gj^Pef~!X0jKJ9v&=WE z3GnG3yM_<52sm-wJh=vhJUuj}TP*PaKl{1dPD2ER#o~hCAPXJ_-y}6M>p#K0c7>|) z2K;d%Mk(T@bY#&9OTHNA9;HNNp3G}b_MM-odRq3J!aY>SM*s`Rwmm>=ErS8o?7pWp z!+n5ss9*JenG@67EA%mW0`w3N#=4`(H(00QIXz1q6mD7J*)9J>o;sz&3ZIU03RDcB zR50tuNdE}5&-WJGRkpp8c_arc?}5itb)VsYydFiju}EQucZC0RRKuNW(?pl`Qq^c1 zclk2PHH4l$MAf?`Yy;hPo6AH_<8u=lQsj+EsmqDW@LD$p%8(O|e~0^*J3?&0&5vg`Awn{aBD~Hodt0aigQkR{*o@%w1R{ zZVk@Iv-(=L(H=w6zUKSDObZ*9u2Y5$D_zo|Ay$y^AVHwpBxenbp*tnA$i(Hu8c_VUE()5;u}qw0vXo{06o=Bv7&d zthp7=o3hge+FtYxOPD^~ClH|yZZzfjdD+hmxfVWH9Rg?AsnbQZ0A!-|CV-BPqRN)yGZOq zT+eDFS~efK$#~oy5wi$AcCmsiNccGx`HY`bUIvsszWw-vxJ54x9;B{WI%9vs1PGOo zIueTeDS~;il5doKOWC(_XQQA8(^I8{uK;v|WYGZRmGM|g?T4b1 z_G7hTo2_-CN|fw=uSJ~f(|sKY!L*ZXP}1277@{k2A=DmhUl}m%B&o^Ju8$tDPL%R> z-zEE6&9bz89#@JxrRsRqvekQ}+V<8@bR0f~3i^Nf6*SE?=kmHG!3bK&d~nefuKoM$ z+)n!bOpkz45E@u8aMBj2uxF@m=mQ0$j|1I@Dcul(6JAF@q`d73=kVCzbGfD& zCIHbh9>h%p$<6E4*uTBlad~slzw{UpP0BDPC7SQ|(qFXP>N-hzVI4OYaZ(t1JsATJG4Tx+OCnyu(mC?Qwo57V2V0-p-v`-N<&yRV@Zr_$YpW1rL93f z6ru|~`<6~Bs&!?>yrk0zts$0MQBLZ>lKb;X$WzPoaSsm5u5w9S(pQ4T4u8|aawRj< z_M*0Cp+cCASc+b1%XGw#mQ(4gpmc;Ap?&QJCJeqknCtK=g5+YdWB&avC*PqNz~b9Fk{e1!u#}ziO5)zmDmOOg zw$4-1$V8dByPD7XpU4@5d-#Ch{h&qpmq=`zt;;~!SLwn*C@}ZKeueo$V6FF`8d~P= zE3=K|=h}!ppq5=I8^t=>|J@$5m{&-(^dJD=U_@RE#x4qSb8~dXKNwYm0n3 z_6h?#2Ci-c%%&-|%|FH@u4&~Kqc!t5vK&MevZa|%WQw(UYusOJ~x9qVm;eA=DmN|CevqGBcqa{y0oihNR$x@ejgF=1d|-Elg3@!H*3H^|l3V z8r!`A&+_wCDh{XJ95~8O-5>iWTiBL(#9Ti)ll;O|0U>?<7a8Eon6^N+FaN-hG%6{` zbgupeuE{h6*A}UKN#)y0<7vaGaf_g)#AVy0>=&Yx^zaf$9EvgfUhOa_dJ-R=^b5*g z(L6r*IRBI>8=xJ>%MBw&=n|H7T3oX?ldGIH4#pKwNzS2!#_3V*6_JW5$>9lVngae% zbGSJ!Li4$%#Mg8InR3y2Hp_16@97~yC}{E6snrRI$ibc@Nm+SZEjoYn!B-7v+N-+L zd!|Q)H!@vDs{Z`no&Q_@oG}Lq;+r#iW9cm6ii%~`+@~dLcn#;?{JTa1E5g1yhrJl|4a zq`QZJt!)$G&Il4;VLx1!+kOnjTCrh37~ePt8d@5me4D;@Ss_~B*l=6U6vB!&1VBGa zLCp+bDwe1^vF7kX%Wam8)`4)ufo93v7>^+Prt@+rx3^DfuIw3!7PUuAt|}^Wn3ZlX z4pB4{GX6K`dLjd#N1h$bh#n!znID`P^Add8!)(W*CD1dEHF7H~7Gs9ahXapJWS_s~ z5m_jMrlhgU)p8UCQVak8-)`WD_82>C;5YPH{t4x2THT3fT}HW3@v>AzP43v^n#M5R zF%TG=Kb`rUj7gH~c52XbwxKI?E%-&ok2RYxye5$tLi)a`i5;zr>yon zla*Ra`7VGClGEOMRned7)rPos+A4zP_~xn{K;bVYyp*c$WW{!ow8MY z!*Hs$pD}P`<#tD02X#C(uLcj!T$S_8*2^`2wL7O2iY&5Bw#R zsN*(q)M4+_64BP<%N~E?wd}&}wo3zOS!^5SEV#w@KACjzbX42(5>m#?&VTmSOg25+ zhU&r@I$N2K`_ZjWyPy*nUi%pD?oR`K@F%nsSTy=)4lEe+*R*4FqK=Z(r1&qce%`?= zsWTpCEI_mipx3EeghVf`S@VDr?m*LFAXH1}f9A$-$^o?hdnfk;v^ zkXb6U9Vx1l#-WwV;0OrqBC!kR-u|$wXzwvp4vsU!?rifrpkYYrqyYe`Z*}k{DE8`i zUR@EqR{@(!=4ap`oIg3yxG3adBgvmB(`o{7K2 z-0Dt#e+Q#uC1^;QNl?7EVunBBS) zj80Jvyh$ebYaO;W+?81azMK?B8%0_Q0!GvmGT ze~E3G#z#8of12^g;aWQVd$lTtqB)0v@+$qNrA>%ey?Nw%OQ-OxjKXKom4a|ErkOuW z&Dv6ugh1L`$5F>+cyE0wsvQx?e44nBJk9nBa5$FEY4vEUS#L|e4gqe9LNDr?}`aHo20nhjyp z?`z4A{0glS{gYT)AllkTLyGSeKt-q zMMzlCJ1@fZ*Yy-cP(6IBk`g;ZsKX6D;NUO|ni-3!a zo+~UT2E&nDWAxRpkZmN!Sr}$uqaU7y?QN%31i5=Jr5Zb$Yn7&TM-$hUyNP~P9&8jo ztlA3w^iI62s5_CU3hl5mX2<}SiVSN;&{vInRZA#2oXNn{8hModAfN3n3SUHNu?SbG zYl43W-7oPG$90vgfh~RS;QK6M<;2Vp%vNeC6<-FC9A;2r^NPWNVGy-7?#^^yz`TuL zuI>pNp%v6}qV>v@%m^{Ib|8zXVDHJ|r1j&PlvZB>6kN+Eow4G1%HPpis2VSacNsWc z9yRxdOZs`icF5HF2i`^tnP_6J4}0$@)zR1cz-1tz31B27(XnvgBf}WtiiGh3h3L%$ z*lp)aSZX!2m=~@Ui5{1-jH+fUL!u7;97XbDIdU3Jd_?^VZ02~yvNQ>~os^_4upXVfF$2KfL-<3~-W#(`9pk zXmg?>*&EZE81-JJMC-LikY=71a>TVj(k0MHgaiw?MUzOZsJQyf3Gn421HyJ*9N%Wy)NLGDsC1o2#k#XPliSg3YWO%GF z?Y=ozo$;;&e&u!rCJVLtx<;fY2d~lWl2?PBML$P57eFbtHn+vFbsR!M7Qb8g#%tq{ zx{4G9oZyP7+1!mu;n7QGc$l3nZUTiH)XD@<$|iF_{8z^d%~ay20qtAM`Fo#d+`rQW z)df5CZSi6`QYgRine*aX2ae>m&7viE3^)BPmtosQeXS5I4x3Jd~@|2dS$b;#kMihV8)ewdT$b&+)|X<(t5Y1GI;I!4k2# zP;Sz1mh`|OLPZ#)^EA8AP|RbohB^>DSnS-k-_|W4)~i+*0w`-t_dxmfTEcD&Di^;* zu=LHimp=dZvbLOvBep@%I!WEJZMtJ5QQWt8Z$BP7z- zPmL;Sb%X{iLx8gz9?#lAGRGVpL1Hjt8B{3k4+iT=IsX27(V_|B71Ev2^gD zokk0m4!MmwBNczl)>j-3F)dcoyZ-tQe|M_N`Ujbl4Pfc@-))V`7zGFt@C{%(4lBu5 zCxHfE0iHbcFO@8mYpe!t5*zZ;1NW!o-X0%hAN0h3U5JXqXEJF~0n(G_3Mr_nDb3ur zniwt%L7>y@whPtceY5>2AzXx5E8{<(ZWbD?xDng~TO%NGFe1(G^?y|!SB$M1ko*{k z#K`Vc71DRQw;D0>Ur!+NHQ@dN7Cx2}fBsII;RA=Q1@YAZE7W0$ID5h}pCdjtQxNTT zx&MclA2;4IV_Pc(f8WiT z;$O_X&uxBF+nT3N(qjw_O0F$dm*fV+6LkaK%vSDOKcj}kQ-XrXXQU|mn{XxN10KAd zg8A{1gV!>lHuD}lPnt@zOfClvQ8j%V9--E*4Otf-}+|7_bg1uvX) zeCh51NuYb{_fq-up)a}fzln4caene^h}IBZzy}6DbNru?6P5n?T8AQ z*q33??4OHXs#dC?B@=huNyXnjy&Yqy=sG|2VDF-3o%>Jjm%d4#E@Fl#vc=JDla8J6 z(}*2HwOnb5<>{|Sjp3u%Es5RoG;LR>f}7HcJ-mH|@rQayC=%@94oj+%g>3z{6+EGO zNBL^Q2;Fik^__l&I@+cis}T@veD$Hh6=yUDE;A1D@Wn$W8Xpa+uHuBY>ExAF&Xu><9~W6hyQm>~}ry*jI^p27%S!n+{i00QcC5a`xDy<)5Mz z-&EN3e><{U_)S`6UEx#>gtG5#52%@e%4Pjx{GhPk#7xZbNPqu=N0oTCk5oHQh9Ue2 zGD_fRA8|RB{}$Af_dm+AM(^k|k$RA%O!36(J}gK7PxaUv))i2~FmH~PS6eUPKB)cA z4Qq|Bgw7R;Exp($NBV^M{UeB|@DBT5E`aj@wtLp4;q7MrlrR!w2bzbiKb62&J%oYt zudQZWQ_zsEFXieysfE!BvWLjJilKSQ^F5e@%c-#Za`Kbp%UqWhL6_V`eQTEl`zdw=aHZfWNY2v|c!63zehi%Ff{>mIWJm|sTX;R|mwkiQ1 zds+2u>kt$AGLt3?`Gj%Ts!gp5t8yS3c1EX(hAf#}Dv{*xma?8`*H(mgjaAJ{-o8W# z0;tAipHcJ@*roMVFAifw4dPo8{7SJfeI2Fqpy`Xhy}&;}a3DCGZSu=?XNpE4cVsIo zNE9-ELxk&2MK6V6pO^}sKsX6nX$ZCE97f$vS#}csc)OU-7Wib?SHCYvfwpL&Yu^XC zl^|htM@V5ks1l6HZro3FzsRoY5O+1JM%^}sU09L7acns-ywm+Ru{u=og}uW!*>Ruh zjWXw%>*%rs#M(S1^fjz*Gh_rB(eNMX@TECjTVi#~fO4s{B zRzpzq`PI&^5d3$0hfho4S~3*xEkg*iWDP`vMZBJ~&G*DLBslU8tUA^@NHxG;J4bp* zF`jdL&4sN(OXBl(Xrs=@5mOMaVfZ`6$=|Pg;@A9SXo^w)NU)osesUAStwzkmw20oh z9jZtIN6HVSq)jMO=BV2ZGEPb#-|j0^e7J(EWyb(=2mO2L8~-5V*88q zu>()@6lrR?gpzJqaUcc21KKO=1LWgNIXXcFlLl%CNXD2sZrFHrl~CO8s)RR9l7iYS z%cs(DV@c3my3@?ilTD6;x9K*Uk6|t?(17y%Yj)->ho4>L-*gKkV+NpNt)p@LzInkc zFk`}OMnJ#cd?Xy5)Z0>BruFf0=P6KyXrC;^I03pBr2ZCyK!qF5_VQ*#;`(T$M0XJ` zSNMo?)A7^fLxPjsUDSQfUw8q`KM4CoQ#XM1MYYKqkn5qF6uPFu2j<0tgCA8I4Gu(0 zV7Y?!8&5Qm`4~BqP^+Hklf~c?Cn`{YMzI|^S?9j1-IaQ)SD{?6VoPyerB(c@!rXnm zm_iXgS>M8dSwS+`PpEg3dnv}$U&{2oef6DH=?>VjFlE)nqEL&#OO8{wx3TGey45&D z!pslD$?+AYaZB(>uCF`y@sh_nq9my1!FC5BlatW0K#@DbF2K*gm|)kCgGgq(3+1(J zaH5gLp}^t101J1jY3)&FD|i3;i-jNE53h=60=P%#0MgYDY*Ml}Z3Y^l+)=YDl=c?- z{P(P0llGFgY3zUjsE$S4P|C;!zGX!%Kpj%H0b^@ph0jz5%k_Im0nLOT$3hTPDq4r* zu-nLYeuz_Xo1p~pZctzVIY7q0uR^V>raW$(^VnN|OCbAI-b_xr2^?l7!_uY>FdqIZ zDBOH@qrW>8hyD(iX1qO=mjpEiL{=VA*#+B-(W`%Ic?kvX7Xyw$jHmxLR~j+cRou;j zbFO{1QCZuv^HIzdih;xwE zSssWK;Ion0Qh65V{u9^T?<}<#^Eu&w@E4wYif>KBC)d*!-p1e}mb>ovO`a_&fSMHg zhn?U$DQRAUH->tFCV@WodhNL?%7q-hsJf^8Td9G^7nN%BJ7-1)Q^V^+36(w6Qb+vC zS`&V?yFL)MG_MZ)tCQ=jlN)!7w*8v&WHGKU zq-q6K0a}8c!IwvAcZ*$6w}+P-Xp`*aqTjkEOdsAf;^}!02_TMFvi$fifyW%TYRME- z=aZ}eh)H>&v<)iSq_F|>w)}zP36Uc8Ic@4zR+J@hw}!};dD}eJA;FW=3Tk3`(7vt{ z*7x0fs+Akcq|{~&gTvK6-Zq(bEH$JAyJlfv6@{+sySlGcN5PLfKm!Jk5~Kdh=nf4K zAdvLU#Sq7IW1Rf$qHUr%TXbT-V3LYYJxO^}oKi8R5HV#H-wvCipwaAe3M^A#6-aRm z6T;(VsC@(tm-`&gvC7aCYe2G+l!Uulpa%EI_!fS6`g-q3{1B%Ayn%Z7=3+3k{hA%v z|B3^g0Gcu--cG)tIp&9ME$P^}c%>jIZl&|Ps9U4C@!${#C4L(^~M^qspka(8l%8(jsv1XIU)~?qrHL(-6^E z7klb|DO?s4!})+#7U3D%Yw*x}T!zax?XXIsTx%JwjBOf~a@$?NPDLhO#4E&gd@e=o z<+xi9R>qsAA*C5uE{>;?Ut`&h+{?ZJ9Li>P^kCh55@uix126yCT)`BmrL+4vdgxfI zXbC_tjuu$P#fdl1;1Efin1vArs0aMaKuNefDs9^^NoMy^zn|3A5>U5X!M6I%fv-t)FqG^OT`LgueegVQ;+Q3x2lQ#04A4T%+ zb8nnb;X>rUjga&?w&$8fEB_qZ_g^cBHScF!h*;vP6PPmw&X~%^K=0La|j$v5tc=+KnXL~ zt#1H1X2jeL?{`^3u){T5?+em;8+L^{^6_bzA(mLHi4!Y#;KaBf&mJ|~EX)sU*~>gK z_ZX#kW=!&_)>2B$8~~1@%5wCzPi>GAtFHh!Hz>7y_Q4;)nm}lzFOiOVhD}yhFeX$gfR8m)Pvsz%$YI|R-hc+kq>(xmxo(;Z zUALWbsW%32~p`L zf@kdgn^BZ~08PXr%+Qgiy0fEj>QTvohTvydvh+#1Z^yWS@y=d4gLe$z`R7uM)_W#Y z#b;$B4n8vDJWPq9GAj1RsdoJpXephYP@br{g7gA3cy>@299k5J)Jqw@KwQi9HV4;t zlFy8abu)|bF3S^g8xB-22s*2Ck`ZVh_!d_sm!`rrJ(TI7op3+?-xcuzHAO7~4IkJg z-LfI503EAN$tymo9e?sqvnZT!MMOmCj;34i@*kkol}`}ha@|*SX}@dowr0N71?{V< zds`Qtxi|i}W+yV%QFnioG4c#H9}5I1xm8J7r2j^vQFr1r(>(!&?x(~4R4k=OX&-pd zEi^5_ZoNP!&T>$zB4Zzeb>R453KV7AqUTy$Bu1uvUlPfHk09ytvNz&6#)|d)4i@WD z@XR(D$f3?RqRiK>3+cy!*+yt~&Ddr$noO$&ZiGMza6|plIejfW!Q-w)`iPI6xn(X5 z#>Q9GGFA!zguR+&=adV)%`nyvgqFh!EiJ2&69UgaW!XJ1g$p%p2#H}v;tBFNHHYP( zVxfQ75TR(bq`-k{R{b0}#jO*UBg?vv#U)Wc2Pf6eUTV&IK(Uux2LK+jAR}(kgFYXfpU%i!H=a%)vs< zamV0Jsg&eQ{3U&>fiF@T_U>AfQg_klS!U;TH-|MO9#{*>_^v*mM?`DxJ?M#3$k;7s z11XDj>is`%w0HW!9dLs!flnr+=u>bBa)tFY2qd3nM7=VKD{zARk}EHxz)49(BT#Wyr(9cPnimV3|2QC z#fz0!IF=KU`62UdY1l)m}hPTZ)bfp zWUFz`m=Z#Lg1iuibyn5Xrf8&S_5fIB6l@KKBpIwKk$sps*)eJUd6jl9DQza}o+J%Z z+#Q-$6zWnG54KKH%yiiX+i}dRgUJqwE{I3Vgv%K6NFoTcIcgaSmK1Qci4}~ef>Efh z-R_0T(;b?(At~86YL=M;wfL&B6vtcEq6RQ`6js)g^3uAxrJ|Fl0PzGjLt-gLS_0GA zvPY-ZOYMLK07?8@Ips9Pj58;38(PFr#TCDA61hiPjK>pEr{DMG_7c&v;12C{h&RbnPv`Q?==mhs8l}sP_^~?@T>9 z7y9rbApFFM0-P@r+r>d8T6& z$N7Mf$1_{Ryl+!>aD+;?>Ea%-tMt=iX4uFSN_}Sjia|I83K9@+O=6ZvS+&MiH<1~9 z)pdTB=8!Kp6jj1->#3bKw$6Rt@_GaW!N_P+3I|7&~H-1UawXo!*y`FBrt&;dm04A)8S0!h73VT27K0=%6{ zbu0FE;^4xsINS2fj`%ot-K}>25I1NrnqUV+Wfib=mkfkTBCI8iihW~E_)=15X8EAo z&U&#%%_K)MmLR-@ouiP0-{BCHw^C7d59NCk0e_$@K|sy^e-F{)Mg%SVASBh3QNk-u zV=bl6rmI>?0B#c|%_WId(j>p8?hjL9UsS3AC{~E$e&f$Z_V8e2>x%W=vqlf*i7DlJ zAMm2hH&7S!X_OAf6^%R{@B=dViZw_&FMUVZR;2Fg#SCbYBVYI+`q@36%)j*!4ip)^ zqU|OHH6U}_WP&sBscFtMxM>@t;Zn)rk{a%lV_q zYYK00pNcU`Z1GK&di@Mebi?02o_1_B0hFx0(mhR_^pd=7FMFJode z>*vE3*y(L|HT0&J9(_Epk=nJ4>^2#01@T7dM#3D6XY4Gp5}r`jJdqlIl%eElx5`++ z@|w>LxW+@vK?Zd>eI5URNk`38r?dMs1eJ81)_W)>f-G%5n&Q7k9R%2hpEEL9q}w)0 z!{z5F`@x|HA3umn3(!oimPNwTLGtY7G9?gc9;Q`0gSP_`V_m&pBkICrJt((j&dDx) z-H)~c%^r@TVBn^H*Q#i%)OJ3{7(-^fk)ldkwu=}o{F#2Ms9a}J@)w{2r-yn4^$2h% zn3^ao{st8ZKqV0%wMuLhzB%t0>Rh@~J{wlG_}s|!A>G{f5R|19_*_`#gM-3AKH!wB z%(xzR$u2k>cEuLS1$xE?4r&4Xj!*6s zlFa@ZSWm;CJhfPWKtHWYO@jt0-%`C(ghzYimIt?><`rOBmr+IjT1QgkyD5|r+61yZ z&f2*243fn}|uXJc2zdqrXX#HjSH4#PyYE zJ_KT=`|#@{6jPbnPvBRgg;i~%w$+%6xF_np;LMLD3_55&AT>BktAm@k-Y1+{yK^1DY?;4k5g~h$O z*okcCS!%?7AnNC?u^lwC1=Rbuq+t#DUG*wftg~LL1>=yDS3G8%da#~73~VkELmi2U zK-?)}E5CNudq4bSX83Nz_V$r7MyRE!5OM{3_T~hSwwsuBCH`1yBY)#WPG$whSZVf4 zx)r&=KlL@MR2qL^69;z&S}|HltsbO4pBzWq)FWR6$zPutGiDatukB6MTjgbm*g%Y>sM3`lPSUtSyJXERj;}{Dh2uf%Z5HF2#es zmE=m$Z%d2H;-&nd;yXxeJVTCus*VmW)l5+_}VOdH?Ze+Wfj8iv!u->(Fc}ZKDU~+vd>8Zx2rz931eYEn#$-v@8}MkxT{x z&dWxy&HY?mUhh3W#<`}fmeNzF=X*-~Kma<61aqt6Lo5@Rbr{lRYzC6Y@G~_h-c5}b zQxP9-4Z?dmJ=$vrRG2$Xd@lqj(#c4RmiHg3?DpkT$hQ zmNkxUqMbJ{Jxz8@tIt6yTjtJxRbYDXaZOX*gwStR%%3VGJOS|7^qIjz=1F zY6XHiTfm`jV19?c;x5*g4~k4NN@i1Wg&GV)@B3&)#`Mk_+2~XgJIAm4_v<&=y3Bw= zj3QY1BXUlS85}70O)A+p7Or!7w5`#Zx^d6Qs9$IZWEvh^-)%fU$iv@oDF?*G_4rF7 zGAC#fc3o-Vy7wWN00;#+$Y*8)eE){}0y{h-B3~`0Ft$LhHQ@CIW|vlVDKx55uDnRu zH&DIg-XnZqe!_=(w^?!|fkM1JQG&?%F0_^_3F0C!1~3~AxqRc6D|+m-IWONM;E~iq z9uGwD7tN+*FS0V9=A9WsBX)p5kmeuO@yk9XeN-WpgbX-eftchqPbm{<3D5Q|+yg1A zNho$)6-x3w8zqOh)G%oEwC_7KAY_8*AMc(JMScuiTP|OuH}y^{U z`+L=LP16KoJBn88cNOi{zbZO_M;J-_W&;X;AN4V}22 z89Sk)Nz@KvW80c~xk!z9ls) zxNEKPI;3eQTag#hldFa*JFYtS528^G?(%z_!$T0w zQ6Ecmr()S|R#&~;HZ#L>kC}Dmx|=rJO|{=+yPHxOoqK(TPKxhrYm#<4@?@>XvDd2G zgeWSH79D|kWMgae(Qz{BGFbF95QGwzlQrCnK65!h3x?RVs{QJB69osZFmFhM6K%p# zf~UN|-UkG#YA9GT?pJ|KvjD@B^&O9{++=i2y=U5Ob*Pk17*(EL=WH^p3rXc-1TS3s z)&a<#O|XB=A4kt_SE5J{bD%(IH_n}b@Htj2$^i`r!D<$}NVB6hUI-+3_KP&YJ!!DW z+#(flR4{n?+i61zPTvtl4@n|XV41w zmPZYLluekK4RUh~X>3wi@j=3&l|Ru&q~JYuu9c;ol!Q3EEbCow_=tfC(={!*^ZTA5 zLBRN+I3;dg1_e10qhy!4Uo9eK!+_&tvWYl?T~z|VD|zI7+bZz&w4bOOSf%CTU{WZ6 zKT2CGM0(v22h${jC?@;FD6snqu-(i|=b_uK;x!i(Zb8n$7cvDaUUk+4A0yQm@kY{f zpY?;X!`iC#n{ONF;w?gNW{4OAR=~SSP4m^PoPIf0vC-S@j*#~dTxOQt5bOJtef!Tx zRTMR}jZh|ol%R`lY4jF6LPR`o=<k7#YlNtPriI3 zh*J#6n)REF1$-V(%0Q;~&eOdL*t6f(N8XA z=n{73M)8%dnMKwVJEm8beiWMhUsh>ZkRB6XE1JSD{7%Nm+LD&nKcfP#|MctT`4=#m zA;;yFkraE|#ahNG+ddz1CoSge_;!iWDBs1_zv%~5(Aqy&#G&_#6BZ|Y)>tKo;;WBz z_M?OFM0`LYx#${ujS3RHUlp+_QqVSWGzWPxLiE`!IJSP&xji+! zWG1``rmA1WMklHf$94G0=Z zfTDnn_J9Z8AN|JG5aZrgLO6~k=S7b`#!?yG3lHRB37!FdnAW+qN z12RNh8yNylZWS&PRLF-R!?yegnuO^D3F@saS>I2l;RP9kE}KdGKVC(iEY-m?9g@z* zOMX`)x?kI=YG^1X0MTIfq|z(uCydzr@z}d)Jef``$3TM9kO@R${Mp~G`%ww)^RTTC4zR)rc|@ zkusMPCAU?Prv!7rJiV(^8C+n)VDua+rDaUJ@T*)zhse{^XU8;lgD({DgxdL>0iWAy zdxGa0#ClkS>s1s-*;=cB_%GLnX9PGoADQdXwq;GbiFgJh;GD!hoi21U^ZCxn&9c37#t9o*v~KEm^?)K-m#s+W^Z z0W_HV{DY{m>Pb9Y!7e|pzV&l4%#!Z_2J_Uv(tYayj$+dlRfD3pc3i?SdTu7a!&GBI zJtfkCt@Oz#%3@>>7@);qIqOp9(-(iGN5FLcQzG7ydo~?U>eQe%%9c&t8Z^mmCzaMHrU)evI6?Q0|r5yOB9-6&oanRV(l4;TPBriA(!Cr}mr<-#!6M20V+KgS+e?ib<1ZO?=`J?WF zvfY7!xVXb*1SDD)Ck7!vex^Fm6Q?+lDpFh;fh&J#5*`7|s$$wtf+=8kTvN^c+g8x< zd4w6x?)@vGp7%9#vNg6r=~=n{&0Y*8R0Y8lT4X{iYt0W3to2wlA<7?fwzWDybLxML zq{OHIq&xpJWe3zDP5Jq)k!f*%_KcJUR7+`j5)*B_G(Xz%XpR!maX!-K2%#kw?*y=>;~I zkvwzN!TONrgqR!60D3m>9yu_wnvL=p?A-(s&NYg9g{CPtS71)PzCclz{YmV$PyyQF ziAzbNavUn&lCNP4xZ8TC%IVDmyv1me@2>)p;AP1}(~eB%|fw6(JCY<90?0qQIOcV5#qAb$cy zXBrB82*S)`?n&u%3%zcbdqA0d=?EM<6(EZC7AW+qC|C4iEkW&JNRq}*Iy9y(xgDU| z4>2qfa^W%1hAf-$To}|*yEC>%3`{MLc8i{e7~96zHK1>Hmj3TDxuA=GjFGK9R;-X3mZ|l;bxht@*QocxkC2<+G?d-QeQID29Lit&y zQ!r~dD zw7i*{&VHT|xLjMB;l(ZTVFy>+&yW&gLc`*3)x=DuXdS0V;n){4^==U6lY|%PK3g9- z7N(~iuOo*gx@4;6?9S6E2hRt}SZxYSbv<>&kMbn-L^{nqxxDnN-2GlDDUmRMDd#Ydurm=8e3em-E8Gg$>mFyb;rpvGSEH zr&}N+l;9UGofZ`V>ZQ0no2mj`;~SkUbFw*g5+5n_^{I^}d=h_CdEcH#14$hNjv)cE zhJ-*{LdfimK|w#3YHuY}``NZCfy9 zqJul!h3cO`tS4Y7I71MV*!XY>TSbK@rJ0np9Uk~TqwcuY_>g?pOk-rbq)U_rB)%cM z5<@#Lf~xgnzMO1okdK%?<3vmmUTbs>JPiKa~%!|9iQ04A6sEZqFp~7J-CDFpJHt2jC?o zBEi{j_A}1ZqN|Rn_FS}}&h8td^R9%7L|x@0LVKA|9bcSqwYI7xSkq>rH+H0Y%Zmo8 zDZ_&5TnS4&RpV1>Wk%s6{I$?KZT?xZDsIvICme&6c0y>jals9}8~Mp5_kJTLyG((d z;hDb-TGS^n40UY~+TL&BzJJsuQ6kT@%-vFYJwF7XLFzk{`;H(6Tp51Nv-I!bY?|ttBjY%!bkYYk7bI!+ zWUJ(K5s#$ek{}AjA48$|^QR=2Do1z&uw-^R9A~Y@oc)Ds|CX)}Oz-U4pM*gTLk%7` zM-Et%*hP<=lKB1Jz=QOols)eMsQ4Q-hfaTWu1rr6^+wH%78V!`tRf)!IwaC4{y$iz zI;9x>REMdMZ=LanN-0dsVB$2`yqiZ_qW)D5m9{mdw>9&LR@YeOr zd&&s1rpSQi&u$Tr8OxfnxZ9;sx(XTv-kUEVG*%L9O>QR;4L)mHbq^`9Y%8eMS5vPK3YcRZ9WN3@ga*f<#&Ca53o+ zXlbGN#h>5;S)X{6PzV*O^YMQ=X;)ZlY@!3&Wa*I##TT$Mv%B!kEF0zE1eeqJuDns# z=1FcpvE3jG8M!{obd)9>9blK(slq$I^C<$Yc0hkpbZbFZwp~3J3Q~UNO@*Gp@+juU z>O*txLV~Obez^9sfDQ{m4qJ}fFbufzS;SVfJa$d_g)CKklbl6>^rp`$mu2V*E2c3X zSBJdvgN5tb%yt81W4Hkrnkdoz ze443BZa#?VxB*aPE4SX>?o)t;n3;*A~U+n#4G!#$$Ut z68L-YNK(7_8)tnkqPVno*9t5>Pw{(z%soi&pFzqeZs>$^eUJBu9v%O=m>cb# zbLlX9MW?an7W?TC$2nh&)=P0%gr6OFN|>b%f}$xKG2`z$bo65mcgt^qbsz1RPU#tb z^C5YY3hTYF`FAR`S%Ractf~l!{1c;}Pc-jBfAuk?$h9FxeJ-2$|N2xe<$O$?!J1X; z6Z72kyd~ujrWwA5W5;6kav>PYx6a zk}LjR>tps~fs#+LXs7jGb=S0)vX!774Xi$(d*CA+R}_C%9i%;gkl`K=`e6AJ;+a&b zDRl^8>HEa9lEwu+%W?d+vH&3x)-OC4VR%lC|KDT4hNcQw%`+gSMv#g$Qg8=-TQXB01u`t5yFU(Z@$REl66mp`mP~M!Ssq6L5v7BzI1xy9F9zxJupNiGEi? z!8shLx@lN$laYv!f_o+Kz9aV7?@gT9=4+i+Eb+RGt6NyYH}t_b)^!-mSbw1fLtVLU z>I=Rd@J=n=R6N#2qgON3<6tC!|I|4tzvd$bxjU{r_h-OZ$##me@M222Q5<F@{d>sUQv3VUxY`dP^_<$im;CLQhv|OE3 zc+IMGd#IfjvsE^j@sG9{RD6l%eY7v_Y8jzw>nk4lRg3s!=a1-chUK&&E-I%jVf*V@ zdYpFH-f6s*SORiR;QJqQ;S$f{!*C7)WE7ogay!5Q!gcDc1Q%*=*+i3)7j*c)Y5#$y z{%Vaw2nj;b@1#d)83LoT% zO~3Lw6z+CrE-or5zbcUnjUl>CM04YmssVBqsmXpF8|meln{E%*f6>7b5?v$p7p1** z53g{mM+N|F);M>hVA~*g({eMf71w8^V5sPr@%hghV7Vr> zh0WGCK`n}xhXD_ONWn$a8Uzdp-ulX?J;r&-Z5qH2$V4fDT;8I~LJt^)V5P%~zg`wl ztqkz==V}2;Q|0$v`j#A%V@|K@pdBOgp0%BSoE#*B@6EPBHN2d>f z6MoLd80D2jT@EEhSm$f2pz$@TQF zGz#VGic^~{cHuzurd>J|zt{;I%okN}FCw~wcONJWs{rRf?P*AHgZ$E7p)+mF+EAn) zT>fKFO`zy;W<^L7bym6JLo?m|ih@g1O`CjUmDR!CnDU?3wtsWGujgLqSYa|=r&=(K zv`cJ2XMAnW*xCxgs+qd4Vna0YO%xdkpchLSW1a3vvow%Gm$pJ!v$Ju*EZsPnmaRG) zv8r64P?>)K%Ag2w{IoY`j)j!frd7X+`eIqqRJS|Ozs*n0(!r&}HHw`FRl>^=$cO~w zbf_n|KTdOhTIJOhxF&hsJo}xdRQD}slh~f{Q+L2>QDDziB7~V}%xBfBFFg2&D0#2Z zk7yTZoQyrViVrb}eW-Gh%^~)7fwx-%@$y0OPd=~Y3USG6xunH!=b;&TrrP9sxd6&y z_)+#sTwpFa4>tKE3|x>%Fy1q!u4_Ca(MKdKKAj*f`GRADhrxgV00fHGC`+|={n-Pf zRT;3)TQVe-@qsWA^k|6pN^y-Ec!?ovwz?#NJ%t+qpacXnEP}>bpu<22BA4|U5bNc* z(#C5xSguNaBzKYr1~!A<1eR!vEBz4BD|rVrrdrB(8x07AinaJ3yWnr9!sWwqTaI1s zf9YXK5EHtwK(vN#heGc7#SS`v8^33lt5W|k0A2Ar!gR;wC~QInZg zD#BXw6yr#);B@jxYu{-YYAji~ngQq)x!CMvsiQHQ2L6r}N)bqmE4U^{t))QkAMc!G zkUOld_)~{W(>BFoRZN5J?!gWrL$n!J%dZ%AhC{ucC4rYVsbma{F@p2_-%Rix(wCdB zG|Dmpy2Z2kM(2OO4m_Bwt~KQ^j!Ezn57kP6C-j?oo&RCM!iE{$ht6%X7S-6{?FNTv z%vONjKd!E}2}xa+xRD+i#$9>Aa+%pS>SQhDvleq|Vq8?1Js9nL>S-pi7K?fa_~-J<)VRFWn3~U@+s!L=9Py?JJ0EQ|e_=+JA@-QMXnwlcYsCX%vZ~x+pQX zO2hWo!LAw1K-EC^P1{4a3oRPf!jO4HeAvy^zhmXJTP4D{vUDXIvQ~r35)NH}(7!!h z$s(JGccVlHR?78hxrs3&66oyCBgB{1L_%w^Wfn=)H5cHPs4OYSnb?9EgweZ|62!^7JUC^*D1lB+)5$pDyYcZU#Nk5 z|G`hLX%;J2q#6S83EYmOw&M-sc@GJh%>VI{6t(YkAQxfuhR zgT@bn!oT|f+@B4V0FzXUXebiD6mf-sN6pp{0N;K>%5akdJmnh^Bu+FNvJDM3FUvkm z85=5~^gKB~EZAGky!n4S^HqMldyj5Xcfo`h-7Eld4LX^L+b8n! z^zk~>_NCqaoPP)i?#oIwXr@RQG`XHx&#=B}3I8E2u=8q=>wluY#WocaKN&@E!9NlFM1s1sns5AGJ9Rw6|elS3VNV<0pO% z_o5X+s`iQa|N6Q7Ua70U*WO8y6anjN)l@!MhhD3XE7zH`WhByTadB=%~~!rjG4kak4RnKY@4ZOFdl>ALnjeNd+HjRC%eVwPv@ zw`gJ=3A^yfYO_)DZGtHChn1);MRK>JB5+CK8R)-J)Q%J5UGkSQ)n-Z1f zI-X#VPEx5S=gsh=vv}WuaV5xb$q0=pFiUs(!hPEX8C0oUwQG(d^+;N7j}|`T8m5@{ zKjFZ6^~R3jaH{t>{py_cLSpTRFCvIZX9!NY-Od(mzGKP10(V!~!sIJ72?&rv1{6R= z$w;C%K{TdYCh&SZ)P(9M!@+MB;4MZ%QEmj|GBa`EBzmd{ z7lGJ9td}=Ql6Y^cvEgR{^){PGTwtaOc#&@5IPgR%a+Fj#y)qKR-R0 zMh%o8$c9ZADQMlC^Pz#{VzG@8K20W$*2Vvx`Ep^kMlwAQn5MWTE=l}V6j&>1H7lr=Ohc5n{k)Lif zTZ?BL2A!AFA%8;MDy&YriXe$dq__u$?5PByozRVY}|nR{QW@5PxRMJvgM<)Ho*4C5iFtcpWplUU`Gv#%$Z(ubQZLEG6z$=Nem0F61DUG z5}#MFS2n<+ed;x{aHTJdsSP@`3x@a$!Q$_uDN$2T z@7RV$?KtbXCFP2wWH1WfHM_Z=xd+SoA}>)?-d%>-q8q6zb78mRUSuzvgyn#BZw~~G zPi$eVyd7eU)u%sab>VGM*-o5T6VWJ@XiIhW;w*{d?oh|;B1_4eN8i8 zO@ocWQWzQXXb`JFkIU3*C}$F$)`sAl%U1H#*+^Oy0>Z2h)dU!*6wmL+&aA|Ce{?Q9 z2yaZrW_}T9m?Ox{mn#!?I8UpY$Gyae^8f=2FMaBa9zj&|e!ovX9GhLksOphYEanP7`YbQ-M9?!`x?V%UWcZkBQOq%*NER#myqI{Mu_G7v|%|hx=gHSMVI7>TZTJ?ux^G6xw z{=-?sV~3{gYZ)*{v1-aFD?WgMl{JBZ!t}2Nq=ZI~U?UUc9`<_mHJhE_yUeWHlIQCXYFwf)4=d8mxzmr7{@yv7zQPap2*4LS(>IMoe3NUY%_(?U zJpsexTvuhwNLQ~ji4ed+2&}EOoxmRXs?@?u%WoeYr6X`Ix+S78I2KVMA(6;UD(9u! zJ{qYm9sgnio;Hvkgl%~2wTfi5xYK6pyXUc;9*E18eG)MYnE)Qp-tqcz8YdEfXVT24 zpS6;pS3xbp<$Gs+Ziwsc7VFG5Or2^=S%fi@-@f+z+9*}OWiKzv-2@KSA?zN|D6zJo zi_q%=-z5judon3xPnpn>AmQ#QYf)NJT^?{9bps=`gOk5v)A>}e{#4w%FCLCoe zb<;qrOGiWt>M;eY_W3eRoi>r!KC43eShc=h#8wNm-txczB=}WuPVb$NK=PEdUtkr{ z`T;I1S#9T7(9o)3dV3K=Xxos{_M<&wqMBi_G$p{q6ea}VSg5uDBlt)i_JA5bJa!pA zjcP;q3-R&?6e!4WXQmJnbSG^R^RUS-Sl~NfZ<8gsub!Yvq3U(pU0VsOYzNsl9j{2vwfgTRTY$(+$^wD6Wdt|k!hi5TJJ z?vhA0tK0K}a!Qv0e+X=T5T5?2 zos%^(gibAjvS5Ohc}HNWk*$We#Cavh^f7$QI zMSF0?nh}-^I4Ja{%RBTfV3pouS%v^|ibM?Qhadu(!~wV+%k$MH&6y(NFkhl>7{&!q zyBAB{ezBsDAs?9mt9qsoT5IW;;}TDl?f=jH-r%c$pAhUE1lhq0J@XQ#x1xy{!3-P9 z2n(;02nKHOAmxdwcvDmPZSiOJuE5`Gtw0F5uIi*H1B0Z⪻ieX#1;?h~zEcxpRA^ zn?5>2mW(?j#+o{Ur|^rzkFz|hX(}R>j|gKv3)dl%mJB+r5h(ll#A@N6IifB69ip8i zya!zn(F{vJT1xZqA$$_;gPy{Y27Ko{gTfWBh8wh|R|`yF|4ur>-YGGUly#71UZeKY zS4Ks*l!9onlv>ET@mI5wnFoy4eVF zImRwpubsBENA%C7R;$m3;w51W%S$eKo$V8hUlq-t=tTbPvm!)$TVU2@g^hCS#AXSZmmuKa0@PlJipo|${}=0~67KvD2|(vi zfU9l`Klj(cS?FkT;tL2I=OddIk1ppBw~jh-%X%~N-0aRx2UI+w%4T*)J3bhBw?R~e zTB~{3^ty}0yW0C4nVP+pW$6CUiI*boLL2dn?41imv0Yy_owNP#v3|M(fZE6weU2T7 z0O(WqrX4BQOANt>dT-u%p3nXb#|Fa>cFou#uN$2avd!TUtty6W;ft>{DE;t0mh3g%(FsXU?FlX-JMv2_{$ zJt%C#4GJRKNH_pG@z96}U^h%{sT%c1E74u6;<#lXWI(O*ti!GzQO)2X2TDxjq;ssZ zpPz7~h==9ZpkL2lo%oS`L>sUBi(0$VaHW)IBDegfmyAu)Da*h~4MwUOuwk@o27JBd zT3Tf&umpzhn^36K|4X-SFHughpIq~pvm3OcZntAFZYSePR=z(N0aeClQ5-bx>GvMN zAOJ9O83TF#E?ZZOvt;%#4Z}jJj3WaGXvUG+L!$8q=&9hslkH)6$n>RKDYTa#|UFt(EHMv`ciO*@h=)%%^gIW)u#S3=`=-NwepF5r|Jz2K^~Zlw7#0VenT zSb*7}xk6q~>B#-^$^yP@qL}9tm+I?$bipcWxH{XLM>MeP%$y%G%ak2g{)x1%QXXJ=!v3W!d}%>Kg}^+RmI*f@ z$Vh%o?Mm0ls9Wyy!SsSi`!3oCAxj{K%7d-lpe68ACNbV<{w8k0dm52T(8Z(OI+^mO z>Wt(p%q`C$^w59FDNa%5qGi;GeMx_g_I^Bk=w?V|s7!w-`--e+%?l4alw31-vWR50 z!B0SSU2z-l38Ff=l3A4B#^i@e-$i?)2c&6XPcf2EY_WOSdB*|s{h}@`GU}TlZo!!w@WFKYAf^F&{Y@a${WdCv1vTV15WO=C5IY3n zAD#l&taVhUeb@Sx$3h;*>j^@wvmk7w^iCu0Pj*!EWiK z@y1Yh5w*yV-HA#stps`8wsZ-PsP-{PS=4sNgfv7tBM%U8YIH~$PbS1!HC2L{_-Vd_%wc~MbfToHZ~iRYO^O$jyH$22y{W5x^JH^IyKoQUVkwuts2JH4y%2k@^s=-rcE20K znkI4>6;=qhnREVe#rq#?)qP~0(qEFnH`DBNSKy7^zroakVUI;A z37>@LUmy}NGcKklY}I&l$j?8%zTz~1Q#KLTd8?*md`OBOmNn_{1fmyM(7Sf!+ps2# z2QP`C%`^uxCq_b!vlMS#UeKB2Jq&K@IOc(BlWQbU7V@3(uBoaJEJp3#uH=DIWJdI* zs4{vd6z{wU;ZnwD+c%)8g*{je|;fk>udwO{O4qtgW!RJw4PpDFCBKbjN)w z=8+{{wrF;|kdP!Ubp91SUI#&4Ce<88PC9$QtNXH2g6o-9MM`zCJ3dHyeB>#((kzO7 z%rehn%!C_a9lv?FPK3GduiPvOv#%&zd*qLAk6stR$gq0Hg0}~zi#%fa2>UjRwy*if ztiH-PX#t)DjAZx4R4hKxuS-=B2e}X`+0D^s@x~siZp=ritc(_QSs?mv^B*|B5=s@# z*1HN}GKbYJ5oHc6|G|mRTDcJ&fQE^y;#bY)E-K&*v-oS>A>rH66e_7;wy)7N#!7N4 zpHE98+}>ju@G$Fywp@Ir{qpjk+NsX=SPnNkt3iq~3yY>Cg#We8$J`Tw+6In*$EW7N zSPi2e;lA#sDKO-}3N~w=<*LjBTrVs!Pl1xg@oEapnjRK4o^OYx=$et^?t0ypl~Q)- zNPOjBE|qRv<3e6FfQUVk+F)8S?8@2+0{6C1-`VvVjqk|v^QB~7d#Lf)_1V-4rf=3?WI9}VeWPe zjoPMORiA)N199w)AkQ>}RakTQ!5X+YCUAI+W!^^uUgNq2?tpGB*ef+UR>% zk7>3xo9D2>H}|KV>c?OZiK**XTC-@FELrFj?CmIJLjcv9_QudJD5p`WpoaV1;;J%+ zDro$IOrGok(m4uTv_x$0FR+E6X$=W%E^MF;0&%j8|0SaoN7D^rRmNUmm=N>B z2Q%jM3bQRfSi;zUKb)bNR5An>C?9jjpOS4U|9`y+N!L-N9O^;3KRefX{6yN)7Q{~_ zEOY6|YW{0$PX<0=PZ<{F0w&bxd$bexpr8)-Zk-+2Q`Z^F$Vj3=7@Z7*p^%(w5EaDP zi&Ow%|5ADxk>%|nYA%E|n3hKPt!%`u0SpA&jukVgJZYX-8YpzpVO2ViCO)ZzvC=`} zc7#q;U9G51i<tRAAY|977@19pLPV%9V^U(qxflBzRW(J9h9FiXaau2*dBx!} zR$i+FMb=k-q}=>;Sp$=~H&%Jj&16Rtiag=B;6_&n(sRTm@Oa1e-#xK{Mz`b1dwA{D z_K5)hWRXZVg0RFH>^CyJ(pB*>0FdR@(Hs+n`t#UX?B^DxZ1RyQlBooP{X}GBM90kM z@k#dc1Ep~+D<6|M$jvPUqCqj3d#?F3VJZMS_`{(arR6f?m(58%Zi)9=76)%O$va)K zzDTT+3Cl4ToTlkBq` z_u_(fhGUkcsFD0jnbhQwhm*aTGUyRB$um%sC}M>6U?pcVo#5f3v`c0O5#ZLI9#(b2 z{3C@3s27T^%dv_PEIQa&9sc`-1xT!;nw85x3P);zu(MFg`&7jS%?j4J7-s4>21n6u z?`zh}X%vf)Kv9_XLltG|at~2Ib6b|O*Tu7MFV>2*a}Hn~L*lAJf<1>{h=-!=?vncM zez$MOTLcB!9cU-~@JHyvoq>i<@gHgBJ0B{1xn}Z~Cx2w#&#qc%WH zWcQNS@d_1k%o#rZ?=VISiRu*zXW_=m!}!Sc^W@k5I_zjrtw`B%v<>CW7qbwY<(HBq zqAHO)vKwoHflWp=TdS09f&_R(bS17n@-#v~QDsGb<NEiw zB~bg!N(MAOoJoL+a<}M7u&8appO80sLEgyL@ImLkIIgYs1V=1=I#`UoY2)O7ne8Ce z(>0>Tscc;?5P=oX{t-Yd1?Hb4=`2uleA~VlC27b6c#-*C7#Sw+GCIDfXL<3_C8u*ntN`RPYbUI=f zvC^LQ60Y3RrA>hl^h&;Tboup{8n2und=@@VFU{1Y_p}TH00a4Flna_w%1x-J)^YqW zZ;i)JkyFE7-VG8-LKza!+@%(l#+JTlVKT`S28*j) zi{1b*|2Ei*@O*AQ5;v-M_?j2rvq{n%0)E0p`n9mWl#TXG2R6JV2mGc+zo=@uS8S*9 z^lP4=&23{;afh`oz)xhlQyySVxhh@zS@bZY=~9%F6By(O32mIP8M-6%^kn&-9C{`# zkP%wFkmg!0E3c-^wU9!g$A03q7alc@WTS--Vw`!=1k2b4?Rj*{PR?v2A};5Fjk9+| zMa(KQ{`5@UeC6J#6Erk`s7RIlT75m?*cGCt{o$_tG&b$CF^iFc1IoLdz*%)u82bw; zh!=5GWQ@@DxZS$L4b-*1e>_(mzlepX03!gB@gJ7==$Q6&#CTgFZt=81nIKDXAUW;N zVwy%WH)m+qvmztJAB0oE?Xy*Ik^on;D*U1$j1EU1w==zRTOs|^H$q!FfI{KGpM23+;~32!%+B?O<_qmC?G^4 zkQm1OTp=LWuG&ZXxQrR|B&FR11v_Eyo*O*)D-I&TR?xEPp+V~yVWm0LzgBYJl=rD-+|_2~<7^?Aw~n{J`b`Zloaknz zjDX^9>flaux|lST&)?K)qY0}+z9c+7&gI!x1BWYq?ox!C*&34243!MV|Dd?X z$era$bFhbfk})!k!-4{ZltzI0X_5AECtT;wLg-xu&{_f=MLRErK=0Yk68p(?{)+=r z9__3#+EsQ1x&vdJ>xQRKZ_2Hz1)BACb%A#Um?zhwRjrW|B(l1_&sb{detpyf@#kq5 zuOwRc>`zRDma_8V3-CwqK^&1jimI#BH?Go$ucg`7c&I7Fgao`r8pVJEP4lMFsdRri z1RLjB))eoK8&PjsC|5E$N-Sej9j6AcC&x8YXD$dK zffJ7=!Dyx_+Erm7g$l-S2QFfjvNTo_-3oa@yHiDWcdX^_LS=e3WW z!#2@nN8>5aMQrZ35ky8?8yg(}vwRlOQX!Ro!bR0Wy0-w%y&zm;Zus)!Ker8KVIMcW z$k0J%{0e3lr7b500TzT6<-&Ip)+gpvWhr!wN+e%!>%P0>xTG6!3aI%~4bgu6k&+$k zl1kI^l*6BJxF!x{1A6Y%5U>@#Ynj*=^gBAp4Pt9FMH`t+ZOXEv=kZx5) zG&C0FLy{&aF#%JOzY}giv^8_wMoV2bf}Z<5D4_^16z~AvEOB#e9>8^2S9_=xvx$dn z;_w22v-jyx;h+2#rIC)bxZ3=gk518AA$~vfVuY-uegl*dp?Gc7S!r+@^v&!#zkQhD zS9j^*x*(=~v*=GN!^MSwzO~u2<8p{#GFL7}z08m`i2@Qa26er?zbGq`W3DV>W_d(* zXurMU#7bVZEo;96O(u3+^Mp)lnclZOm8`3za;>f-O}J+W#HAp4R9V;Ug;&m#$ELdg zS-2rs=2EXZKBT@URdX5x)_5xWcCdOz(5nLk|vKEi!_T4Q9d^dgkD2W4lSpgelen?46pRW3$gbV)0&Y$w=rN(*8Y6Jm-#5x@a5q zBD$)eme$`14Zgz%2b#ZbSRo1l)d}mnuQs{bD@4~UVXJSoAe6%z9DJUDBfBXo$|6r8 zU;hSb_BH|&Ar5zyvw^?niEvWNMN!Nb(ZqX(DAt6l&Pl}0$X{#1Hnce8CFpSB(LhzA zGfPYn@kf#?oFcC%6v=T?()CUU-W}At-5~1`07T$Vsqm%6EPR1yz9ef3^Ym{%YK#|U zS#Z3X^Q)Xgqo`@g{y$82NKNazspS5zHD9~wHph})#QRJ-?DzvI^N({#IO~e`DuWcd z^0ijTfhQFu^exR;Nph8(de-+c`p&SlsueB}ATpMUM4Q@B&%2D66QEiII8b_go-S^@K# z@>bWp#ja!COt&5{- zG|`e2j)vtcc32;Zxh$i~xVhbVo9a<-Dn0^BRHgJ^9K?nMpK7AdT-_0#0nU$#FGUII ztmhMLzwh#5)tH4{bF5D!7GoJ{^*Aja+gqB2-h0nuuX{3l*-PYMK^5jD2PPQBBt1UK zq3{bfkEezE$z%WCt4z11DOWNpg}vq1g_~xDlCOdE7nC?yA9r90BH0Bd$^yJjRJ?Wh zinUa1cE{bKybRFLwo4)gJN$$uVza80gVTV?$LTO`zI9iz2$0D z@o>GtrTkl8K};bAz}`{FaIa*SeDpQ1#W|)OTsUUe86z|w7`OLn5T(l(L^eqjvD!{i zKTfxnl&^&zFjJCWv+3wT{jLnlqeKi_%u6Qr`#uXhSa1~-6a-%EI!roo_r>;VGo{GANX$OSAWb8kR*<(T@9qvs{ptM7 zx@R6+S>RUxsU+;XpzVOemI2!t8vb`*@t4&jzamgDz)vZ^Nwi` z1TKyV6aE>)6gz|HW2Df#$NqK}Vt5Ll9?v)T53otHMEBL@)KKy+iy)}sB2WuVG#5ac z(ifc*b>a&>EGXPQWRAjEu35&B0jta9xMUiRKp z(m8`~Yvn%C^7kOh5p3uIGJ)BY$f`-R!{fBeTpwW2>at@h2~ZiW&*ae`-qfSlle6OW z@ilUbg42Y$S>I+2@9vMAM~sgV6X_mUJW+&8=y_8!vw;Z#r(+F^mj30R5|^z{Wx?*m zMU5AnQr{`Z*s3-B41G!YW<$KU8;a_*%F}SjcLBc{+feNc>rH$V)jfDIJrozmf32Bz zB}l_Xp<$=yfI*jsC0L)wK|Pn{29^o2ISk0C5ruZ3Xh38GTvj#lUv~)DL3#U)$4vxr zxQkQl^IT<1V^^4G|X+(Vl^re%9*F7f`H zH*COnEdN-{ye?ru|;0k~PFWnHi)hJa(J^mI$`e8~YXSmEDQ+=jb(L`=#G*@k? zKntt6S@G|7l@T(i_o0SoI~Hp?>mepg+hLk*>8}$(X)CEDh3F=NusJHq@tJfdZk@x? z%(_Jq(jlfmm$z&k^hmNdds@h_1n&uv9aJwz&gSv(qT;zHVDZvlkX-e%XfB`2m&2Nt z=+CEICOFPY54#lqYW|Wjl5Xv72U(40bvSvD(X)L6u_@h2Q^03}`VBAlj>qG`1_rWM zutB}*!EBLeG~li?H4*^|jOsnMB16~}O?!lp=DNEUe@Q2mvv}^yX#a?S1fr#DLVB$R z&hyvcSHAvN`}dy~&aD(>?AU<1MWc7oSJD@|ka)}LQ3(Eq4IRz3-F@)>q2kV*svtaWC=(Z+$=*nXE5N1Yd9aqC)XDMY?H);VPT>KN?yIpldaq}PM{$({lDX|$b!P29czd14FQ{-eF_GhDck>aQdGr{r*u{+^`Z zspSEkYy?=tGg@miiD_jHNiPqWKyq=QwiZ6>BDhwF-N$837Oo>~%d`zXwTbU&L`z$|R?@C>h|HP_^5elyo z)r=rKokm`R`Du6~7z-#c!%|op(|U^N1Ua&)Y(FvV{Fh)zK7YDn5Z~XIZtYSE#&FV? zt5~t540p!LJH%rc=4(Kq`%V{c3oz1Y9YPT2@^dESyddVruC)PU_d}B*j~%BJiiR-7 z9m$8<+Y*);3-z`d!R~z5W?H*Dt}PDXjck*}=j*bWnUyfZ>?~~{9ArX(!;(DZU&&6D zC0eF{^R>iVh>OPG$rlRPWOooJbG~N7a;4pAYPc)u-fgB8>Rb;#_+HbCIrG6uk{vk0 zkgHJs34L*g38b>?6&@wrg~G71Le!kC_>5}C@t)$`aFCdWI^5CnIpsQIr<{AMW_>T3 zxvkJG`%m)z13!}7amudXO%0|Vr77Jt3}3K&zsH!Tu9Xg9f(w4XBTn~h1xtcNbk9vK zPtNC>_Q$3p$*y2+5aH?Qwh>oz?66y7e z8gVLAw-4UpLtjP*uHi$Z{{t@kcRhkzPaAKJj7f4nhu^chix1@#KBGTb1je0q&JxyR zkLv1Vc56KC!boQw}=zNHLGbR1urdY&AaHFU-!}s zB$IB0yJf?44=N zFq3Es>nB@u$2DgdYIM<9O*;zJ{FJaz=4{X|fcQty+&o`4egddab2Br>hgkD_<@0MR zfF1tT3oaj%9dFJ{c2W^e=B`%cJfipt&ri~zu8p<}3xPU3%a)A~00@2ZO4hHBMXwR* zF}mTIZsnHt+$%bz#^Wkm%Jzg=vqg{RYb<77OFBGoJ~#|oiiopfvrE$`KrYUA(l}MY zDB*pZx_(%rW zCgVqugU#P1JvlR8$&sgJA^O` zB>lWQWu_fnW82n69K*|R6~S_24ov#eJVy`i2X)T@3;tG74Zc=Jn81)=LVoSKNU1`K zC4%tSDt$=S0S$ysR)z2<88hq(Vzxa(>2DvV$tEZQkw#%nN{J*GS%Z^bg<}1erBH^h zL*cBT$p0$#?y&V9jU=Mi0N~Ov5Ko@a(k;LA8b_zmO928Q0*6~H{joH$=<~}vF&VGf z(IPt`Y3|gWRK88RV}?_$iEVxzdyAjYR3q9B0!?17m!DkH6Fu8yuW_t!Bhty^(|yje z#7{@C(%d7WP`P z(Nb3@@T8bQ;zv!8>}cPeUk8Si`LcD*SVc{Q+q(rC*gQ zDgjLSI*~Uhux4Yaer($41lw!XFk2Lh{0>W-7|YUcV1`USE2lN}^&G@((G?VP|(%d4>4-#YK1^}GELPj}_lv(;iB zbH5P%1L-H~Sq;b$om7J}l=*iu`wxGT^u3aiGS4MQoXq_z3ocHP+hI`uX4>8e15KnY zc6OFyc??IKU%A=NB6x#G$Qo$Q<7)9+Z)7u`>5SD>mwSNlP4O^MmmyeoC>K~R>U3^f zMKN&CV)$lA1^tQ6Q^2?Bno;-71;+!T6tdgToc>z8U0r?W7id#iSX0!_e&wJd4E zUw;zHwNyCD^lFCfjAl$vY{icWudRXrJauJY301owmh{SRcncv5(VrAXEf&8szVB^TnATC(?FIALY^HsY#NM)YLUs!GO>_gLGUEnI_ zlk~;`C$Sj(oeY3rfo!XeyNdGge=#`{Jn;J>EmtiCx4#)q>|U5qMvJQ>s-$z96{brMIB{tGDjRJZY(ljcE^)V(F=#=xED( zdmL;wf1iS9L~jB(THr#f5FAJH`;K>47HW8Dr9}Xw+Pp)Vu~mm8jhw20k;(e}h|qR+ z3RXK~Chj7V_;^`j)`xiz-PeFu_s3%i*1u;7+qLIK_g1*qzs@s@sH`=9-g*x_Yo!sd z)HFt>RW6WhN3n6+|3gdpV2)E#J!E)IG7!SqF@;Q^frL&%Ic2JXhu(%nj&%>WR3wVG zm8=`HRJA;WAqPE6#_lY?XBhOc_bGzOmn&5YZt`nJ*z*^!|{sqPg|h5fAi;L*~FDzz?~xx9>6SqqNi z{DRYC%Y+#k8*+9vTe^oTQPIKv?+^(DvHWcOV$w^JM#e{NA#xB$1og0r1e~lOr|bJp z`hEKbs8cZJ`$Qu)@; zO1IC&&V(|RmZ|5e8hZqf1hMgS;t#YQZ5Ex+;?v|Wvs&xFqWvtt{^A2{;V2LM`nkF! zF?vxXd*v(2*>*8k?HMpHjrQ2R4)OMs7|t;LH}@I*+|T zBJc+h|9$lNFbnW2hczQaNP*Sm=!hw zw1ZLTGLwV>6&;v15$PEP`j^9j9xEF9S%kkJtYXm_wEg^$?^~|n2EhFdVdIEz!_Rzz zkrCi-kso)ngCHWwLyjH@k6R+KPq`H9ep|SD2nm?aByQsD68FB~$dme7vUpr4k6JP? z{O#`C z?vwrg4uExhUfRC>9m6InI!UH_Wnf>RWrlh-#3Wv^X8OhQBg zT;}Cb)ZL>A^CdIr6$_7t2&%oTa#@7n>A&fIh#;GZH#U|d5HzHq--Sb775}vdk4X~A z1Dtwy=BNFxzf)WINEs|ki!pAkyj74QBNBCC68(fcr#G+Q9oxpkw7NCr4cB7JK4{L{ z=RAN1rDxUaPgcn+!KSCs6cJn=b4pG)K8o--zDR2IZJ;N$cCu0eJ+sFKbKdE=#b#={ zj4s)XhLh8>0R~#DTYQeVv!f@ao0+0|DsRgUT@Ux79$CAFD`*{c)9T)6$h$$GSC;c$J z8Cq`zYTs}#dWMnvZJqLvN@hTiNh-Y{_d-U}&MwASa)Djrs)#w@!u@Ck&1G|hYOIGV z>N(hbh4*INxa@Vef&jX7QSYq2+!PsNWJ~{meS8wUF2&SQFL@`d7ta-)Le{?3TlLA? zY7;c?N93p)yqtOH2Ju3kySI6Wyc_EBW`LB;Hm=d2ofEl#!fl~w$3j4oH;gq)oKc2t zz@AysOd70XLT5f##vuzJ2?_A8UEocA@@Jk%Ix$9Ck%7mdq$Kgfb1` zcukuabL=9}TyVcaNq5FU*?e7>kg5V>!i%ED$iD{hGa`Yvw~+8jY_d;oDnX1&k3@r?=7JIDvT++6+e8!owqTLW=~kppX8(MLGh_g0y>`OM#dpEKT95=^n3{d4k6ijH z7beMwtm|(zN>>xDR_!rIdF?sDL!MM@%Bt9w&R28URTH2=v0QV3&3>hm6K&{=Wc-bY zOO+xmwPj&tf!{Z^;Wc zkMy0yK0)5_X@$^ePm4l31@5K0xnPezgT2XWoC#{t;7zCC z#7*PZi)to3U0{tixbTatVe3I@NOf=^n?Jusxm0clkv{7xjmA?I}fnz{XVwLC+x37wNMO^54Z?8 z2gGs~<|5X~5#Pt(sF&`4d8%oa-6f|%&LFOOy)yed9;f5r2JHPbNk@$L=YAy=3#~RY zJfc4b#?i6$ULiIu0#z69P0S7*ciC$LKIbgG$^b)W;AY8#sOpUgEs{fArtCTAEzqh?;{_pf;=@j|O3M z2Z;9;dJqx*l(z@_z7iV{FhU~_J?|<0&axUnOoF2ILBcI1(8;y~NkElLn6eGz?R-GC zan#AGi{BU`vtD+9ZX~Au^uVz+b683;g6$ett1#*VoZNH6{ewXrttt%6B8!h zN-8kE7wijr(HJxfhuWCAdU1Eg*POc1l(J~Mt8=ffE|&ipB2g!A;TCsAlHdITHtilo zc;ga7y}^Tc>Q8iZ@$m7bKvWquFtGb~Y#S1q6Afnn_E{Pw(K?g0hB}^pv{&Oavj`s~ zGAQ_4_kv`gJT2bau+S)lH`Zetiq;0pm?&H`**Gd%;#zgWnL4Q<=$ky1%MhrX8tWnP zVM%%y&TrytpDsUf5-MKLxZ;D&TLXon;(K7@21B`hr8<^H_MQ4Tw#2KgSz-M8kc7D| zy`y>@7lJF9Bt=4NtNOTGGSM>eMila*j`wH~RDP{TXGLvahGhzCh4$vmbmUwe3*VVA)3a zknfz8#d~1eSLI}=?NY|!1!oafRI%D_umlSOT1n(6X)J=dvt&VloiCfCux@Q^s?Va< zV~2eglP9D#wr&8Vr8?dGOcR*w%5bQpqfhsMr2(a$ZRzDGV{%NTw#$THWDAEY%Hovy zM+MUt^2{~`K5=B(j`P0|LOH#d#BAN|aJ#d1OjLkQTwwNMJN6;2xprLiFPkftXOeZE zYfP(2m41*dv1f7S*DHy6!hhW`TBCjRz>iiA8!dFKyCwWrYcTO8sJlpXz0d2dcQ{m6j zz_L}8irR#>L%Pi0&92>arfG27h?-3-qz56+Fn0og&{Lx;F0yE51Jel(RU}7vIuIi7yC^=%TeWZWBUwxYX2RDDiWjnU;t)$bs^l#HdDTKJfun> zJH8!N0Azrwb)29TCm>d39)0DB3ibmos=X_JJThDr}bcy&mkcRIZXYs_%`boYZB%$@yNa$LiJVzXq zVRuPf{E#!q738z#c%Td(+VSnz{9#tjVw^1Uf*n3OYa+E`^D4mD{Bq zLLKBp@%mr(E_mrdTMMy_pU#OJ6wsU1t7l8HI=>T2sH+qErE*m-v@)!UsM>AC9Wd#} zmmZy2!!!oGa0C5rQBLdTE5%;fraur+1Co{8BN!L*{9o@izFfBSpzlVer7(T}`|_N@ zQO)RO$-i%#@q><*QCWy(-Jl*IR{wqA*9RGj88G+A&BAUWUx;rQ4N&AT>GiW$9k{(7 z64w?~81Z3Rzb!t(nnk3BGQ~3Hm1o6gD$@#S>dws(&${795J16N52!Y-;T_hL%cq8L zFPnh8y<#5YTBr30+0;JJ#1P@w$MzUxO2~pv$b~R4cm}UW3;v6W#*`(f5Ze-z7qlKK zKf8e^BEPG^8qr74-|0e$I#+(Fis{XBxE$%&`{=0!K}c_v9Tc)KQuL`q-P+c`LWb#X z7yCC8$JOWM9fco=To5cC^p?l$6o;P=5_W~~yQF;_l^3=H2{I7s)CP~S>;OQzYIs!S zCZdbMd~q$hcJ6()r;!zo#A^?M_N1wKZ7;9|U(+Q+L|R1Zc{^vYf|1OKFw7sA*;6%} zs*Z(5#r`(gg;?DSav;!WAjt2amQNLr;`McZ_}ps9FA(yxH$8&1gLeW5;u_WVo9o6! zsY6>%7NF;K+4;sG&C5&Bs6&v%3W_W1plMHhmH;8{6E`I}LZvUAc%49aQ3-Lv9Q=6` zyZ@1umMC;T*;=GYxuOd|EJI-CIhXO07jew)932yeQDflywGJqCLdeeBt^%VSsaISW zn3Foc&>Tksv%ib78!0~?Fd!GUkbF4B7!DIf8K&zK*=q2jFZ=|OIGFx*xqko6yiE2q z`r*WR3djEznb zX@&SsNX2vd6xpSfhX8OalkuZdldp+|{krbEtpK|0S}^5OZvO8eu6k(%QoR*HqEM%7 zi{9%?a2U|>5;@9jMGn!hHa1xc4+TFBo-GBMM*Ez9E1&@aM8|;CAeet%ffXupXJn6< z)%z=xeVVes=J{qA(jr^iLKxl5Rox**d3CUo#oKu!B z`p}==j;U0G>;bjJ{55#_qd31&JnOSvU1FvEphvA>BS4^^=t%9)z5I8cqm#R&T_?w!fyI-IgJI5el~DlXF~SiwrT0kg`kdL-vqjBVc40hE51WK zh<75M>M3S}6V8hKSxdL3fUPkDUo9LKPRt?9dk-?bT9qd!z3-QVRSXH~4}-KID0n{6 zkCsGU^Y{3XP!zQ?B^d_K*1@FaR!eXC=gvU0x|{yXM|l%X76CGTq7b5S0i@&bmZca9 zl5Sa&U`(5SP#QFc6GqUR#a;cbCrOU0;UzQe6$HSb$};!e4?d0`F z_J)TD=~z43I*|rYN-o+zg5la3#2QdzJLYUje^dWoQiNUKY?wkq=8m(;q9 zErOImuuloB5zG_pM+}C=J4ht-xxig=xVk!XwI6c6b-Luyq?BTkky$_{>kwcRMlETL z`hedL+zIHKNB8y2UH*l$n%}21;<+)Dd~@GS`~_c{_@9HU9ju9rL^}C)8q3Vqm2knx z5>rX>(V-n2O6h|=e=w5!JMIon6h+e^{)*r~%09pRMS0?u${Fyc50jQ5@7WTYw&>hX zPbVzx9-7&+>uN)jqYydsrD4hi>8gB&!|PJi#4a+|Ed{UqlT0z%KAopkv-(mJNj)q* zhm!w&u!r1kN3n(S%VKb~3(|IRmZN6a42eF)V?hP+A)iwlQ-%Jbnn+~|eIH=8TQG_n zd2Hbpm87}W;Vd8>GTM;syU+jt0VK-oNbgo_v+O~aM=VY{5(Pcm{e)&S3$kxGT^uWyCUO)j!brq*MNhaKd<;Xs%f{?&Q3!G zcC_~_Ps+?V8LRBfg9S%T(BBV!&Rui(TM@f#K!{&K1u|z{%_SaI&IWqjb)gbTwopwG zi3@Z0IQb}1J_~mA>lLHoKbRC~$wL;q?v)VCEEQitECXBhj)=m)Cui*r0UwKoh8EWJL{Oi1l`r4S zCM!CD0rT}=JD#l6yl?zEe!a#Nm+NMY*nI*cWB}0S=@5IRskpKM#MM#DQCg7!tDLtJ zyU}oMrK#Tq66v8H&An3UEdTZ!S@;l<9`hrS98f@30SBV-wT%iM)^zyv1_hB+F9(L; zF6N-G4~?qxm+~akABUUhvyG?g&-mVn2!NHFsr*GK2HM0NEC14H96+tKR++O_FYI0e zV!rUQ9I6EhBqrrzFgFDu5o4ObR%W$2u*4D1F;BI^TPws_F_h-hWw`H$nB0b@V*Lnf z+4ohH%@Cc44MwzfF$Zu71cqw^T3D47HdBf|T-IR+45R08H!OELI8Fb?^0p^2PcxXT z4&LRD!j`c``~*gfN@8vcfgIutC~EaGSCI9^9&^XhreTdw((}Zl;49mP;1=MH zYq+61Y2If+yunb>tBlk0&u~-RL9B2pjAT`>`5Dkq=*3iyAYFq3XSM7+-vY58$?sfQ zHCRPghITcK^AXr}XB=z|$oQ?sia|@7>N7N&M)*sGN^Vb*zU%{nz7d5&oJLart{QUY zWe%-o1i%ha=Mb^*oTfIiVc&7b3VUW?qAdQV3=qE4wpxGCU*zD!jmjS^@Od`#B*8&eIWp6JOc2qK`TCbu(7z^%07xzyR zQbK=xM^HfJ220n#?AJ{HiuXs47XM!YsTBcn!SRWi%guMwq(6rsW<>!t1nKnkgwkg`M3ZNNJRF04c4Do`t=Jdfr?F<9Z%(o3$tfyTVT{hr@ zD&w!?HV8Q~I)!sBlIJ5Ruk|-FnMQ9kX*ybVdIa1oWvp01Y3%lVA*`qcd^mwb3m}7; zJ7%@2VXY!yLnX&kqa9V+YtUqdh$v?A(B2PHr50O26Q7HcKV$AmzAgKST8e016#IDH zIhnttPY$2s9+mrhc^m!0nT7C#{Rym~M|g%bBwvf}E8E&+Moh`(_|l4t?XP>!!UHv8 z>%gJ;cct5eHRF|{Q&vPEqoDHe1`%kb0(O}7OBFDYz{||0G$B`y>2%`%HJ~@)4JWPV zKG1-KAa6eb@l?cI!tnMel@c9di3|styrzv~kmX^nrQS9_>9oXF2kZi@Y1@aX5JBl7q$BpAx9Bwt^`h*Hw2=W?N*H#_mk|uvbQ5Rv z<>688b|kdi@pwrf4i}XgHh#|EJVPZ^?PF~xE>4!OHzu>!n_Ql-1!6T5=O)RZG zR0k;1#@cLjj}v=~Pz+!Q2Sq#hVx5&C|b!KmavB%D+Y`dFEHna(y2cbH@VHBuC4NN5D}?x>oV%SNr<;!0?zcq z%MxH*_X^lunZw|Ul08Mw=HX)Sw@8c$C^wI9m2WXy-HaVXd1xNuO_O`oRa2=+{c<>U z@mjNgg*vB2(v?(ps>Gtt)AjqEo9N@{)FdIQHv)M7c6X!)86HSnoh!>@LhxAn<3=wS zn3QQQE--oPxO4HV`Zcu$(phbgu5=jXX{T);DVk96{UCx}QE+#8rBxk}4`Q(W4K<&> z98swjTuKaUKYui5{9ja;PdIi8yfCmk@tJ*-a}J0yq3Qj$&RG`Ket_ZX^-Ll`p4N8L zz}EGcbzYM<`zCHkoq+4K2bP0f*yX@nMH7J@NS3^!6FOXo%(5f=PuTWNRbN07O7|d~ zEBW5yVs4{GT0pSKy*Vz=)0#}tdb5#?mT;9K*TXuBfo|B}OnPEW+tC{6Gl*hm39cID zlfAa5C>w)Jyh$uxT}-5;q!3hLh0_;5 z^&1lP(J93%V@Qi*yc$EZv3lLad0Y?-bq)F`*#hI8rJgZt#8?ssx3&0L*Z(g-xZzaa z`HhU!F_mpT26O73OkuoP81^Yb;dQZCrBKGhE62-XOiEf_awKjY9=A4CL1n|)Mhc>{ zvVWntKTYTV{ZN^tM(*i}mv@vGv#wI8m5sr`cOj)exbEYBq+sOweEkxj1yxk%(*BEg zoO0Sm+F~hc$#vNZGCXb8bK95`wzOK4tSarin5$J7CNZ_?(ygT7^H5OeN5Yo_3bI%X zoE#>2i(jasM*kT3uZnKzzY|k9D)N=2v1ni7INN(8p`6iMFNO5d#xB7!1zgO1)2)OVF@mD)2w> z=PSfeS$+H56$>RbIoZsqaDEOkm3saOL{%cQ!1m3g`-4;t_xPWdt^#$jKOaIV=aNuL zUJ3KX9qwk)rJ=WFUwptwsRb{E4Ui3=HR=)ekR2-*CcyAGQSN05saBS5K&c$_Slu&R zg4OAlh#-pBY&l2a4>i(dU!cC(ka#SSSYzlX?))cxvH)O|q>5O}<}RU2E`fQ%cdmf| zB&&B`?*Y&pQS8)x-WV6G`DaH50+^f1!BwQtVkK2O35WkG6fFuqb{RZ>b}RHzqnuKq zKHIuk+0tWj1Lz(vv&{2=r)4PbIX6K~nPcalw(#3ql#lP8b3iL6OwugrLUiq9HVsr( zMB4Sb7#LefG1UAP*pD4K$GmxBhNx<|nLS0yX15n(L(kvh-$#D8di#x{4a0Q^DzK&8 zsjdTbgpoogb4+ZOnG+R-!2LX>`7mT{a zTZ_u_N(xP6!pTsCcj5b?YF|kTJ<;p@Rz*hn{y>83_!Bs=mLfN_bzq)}19Mu?)NN{D zkZ&&SS_t6g^g*?Ok3>c>42tZ?#L5fXZVg%$Nh|Y>)8!e(?3bg}e!rVCPDzKGl{Uc( zdYs`nEr@rtvju|FjW!AEP(HOnLB|tx)tX&*!vgwbYTB|2HwolEV%bc^*+zinFvr8P z&!1d;MWH_umEMjWLayVu1JzeUIRY0U+)%h z(a4wVLp(4=7vcUntu+Y+`QA6QM&EB%l}{5~6gekQHD;GMtxWee#*zibY=%?7?L^I) z%AEkl)Xr@qTZ{oF?;Z`$1Oy9C0Rx0a$A|9|qVXpity3+=+o6si9Wp9s zysz`%_8|%ERS))!b=-rIwndO9qMwXPZ^2CSnZJVvJ%UcJ{uuU-4#b!UG^xU;Rd~0+OS*U!lKY9CNrm`S${dnd5eqe|b0DZU3;U(w@*L`Y@FE=I zQVcjvF*2S+m$NLD&;f-jRzpJ{i(KvnT(Ro196<=n`Tw`_-0Qop`1;U~BM>|`>-iE{ z&0!I;6!VDvp#7iXSbgfW{Po!>cc7dODdtO0iEf@Sjj_Yc6a|nb@sB8!1$BG+3ZUfB z$S+{^>$xH>VS>2t9zNVew;wGQPgup7PY(NW0yak zBY)U1JPz_XVR0Kmi>_Rg?A3pcRr;GiQhj9Oq%$ZA=pg??6sV?l9IiBP2t}$X1>2~H z21Px8?MDn%5IUv081^jb$kr1S zUN1`jXfooJBvtxnN_2^m!-kSGziWQF&^%{JRuU)y5} znaFFy#eP-z0N6Md#gha3dbNw5l%$w4i3CKJ$IE4;$LFq0w4kLY4 z;3fJ)ZEBNx&TA3C@E(*>kB$#_)lM!^$?<4SN5KmF1P}Np~14s0A6CR5;H>ULv zmnkN(jY3@lXFf`-lAT&LvJ%2;flU6p_J(AxA)gsDvnspE9p{#kTy*zDiG}+Km6(8n ztHQe}lV%#wc!I4@ki(}y(+F_79L!Kd@VORKam+Q}wPrb^Zur5kKOjwFEBf}`;A|Ae z^879|e#Xu?He3Z>eAY(; z#=mgFAm|r&S2A->qLc(M{$E0D!6F$z3xb%~&%sxhDk(FZzm%zjFx4%W45+Y`G?frv z9JqNJfqIZW{D_PYoNK^m`Z?k;@|W3Nl4#`Duz~q0$OqRZ=ZW){iYtfa>F^D&RD~$w zs@FN4R~(_&_(B;+4Ya<^b5kEn#KvBy5dr|T|4K0`lElCebB~(AKK=PkVg7NpTQaMa zD)MGLdw$S!$BN5yeD^Jz-sY{dtQAG-!Ev7+bjm^g$sNMoxz_lh=bcKlAuA=GeZ`3g zB7~Ds$y!|vy76DHmDp=#q@!uwB}XMV%iAzV80ybgUKJ(&L`$`@0dVftCb>TIq={D4 zHv8ixcCND847#{5oTwK(;RtgbLeg`NE|+*an1uz3}4aY7+ua8_6KM zq?i5%!b&^Uv&|q|POI$Kt_=uS_?!+yM96JN9pbz+yO2Qh5KZSYvkAq=FTd!6JaRpI z<#`bUZ#L|d&>~8=>%=eh{h$7qmLi*f$d%|eOf8F#bg*;r=0`ld(y9oNzGN8U_U!Qx z^Q%2J;G|r#{OSfNTPW{9pE!u~JFcQ}#Iw*fa{_L6fqJlz`JX?fAw|Z(5}*z|GI4K) z>^#ZGDppeRDOcB^g4(-^;MF|ikvozabrB-ji?fF-T*Vi-lGRM@zh_##VWipi3|5LS z2#Ktlp7-8VX;4KEl7o%ynwIkCK5O+3eq~`v=%c0;@`<_p=DF;Y*Uxl7}8LfqpISj0h1t&=Qa_0==sVfezY8A`b#TAyjb+{fWC5A-;U2) z5`;%)xH5`}{O(lu(Cof3Z-2s6R4~(hX{z4E>oIL^nSWXMS9tv|a&RrUu0nE@`o9!- ze!WM%9C$=tZbE!E2$aE;n{$|A12N#{?G`>}S*;;12s#mwq<7g3W|Yr)vT9 zcpLxrfCD=X8bB3_IeSBP>)S!ffisrgPg0|ge9~_0B{ZW>Q)b}}=yZx3#PB&Yjt+hc z0xPJ%q~+Wpus;H5CR(r=nb$c0&V253dw;<0)aZrT)j)fQ-ioZhlH~L;9H{ zrqYhS_cN`mR=W@_MlmsLNxhj5cYK>JbXsuFfErc>nF6btLr!M!Gh({OFL- zgU`VqgOzc^6iAgCs4)}Plaow{#vDpmn5J`;918w#HVvJ+bI`Nibp z6CXG0Qa>eWN8FF7SeTeEHFZse9iyPFD+`bDJ9VKlCXh8X?sm}LA>ZEHW~`KoT&BS? z>aad)@P}yPkJ}fpz2;o8Z z$Q;312S10sCqS+48>=;d=(Z zY=3JYgvo^;v{gVke%QNpviyM2%2DcY;*5^IF1m8$U`sb_3hyzXrc@eWY7{j zN@5XMT#BDFt?~WeCz6j7uYy-W+S3A$EmaVTdrNBSJS0-ND8J<`I+j4 z9tn&DD-fab?z^veGy_G%Q|C}VbT+<-%e>CEqlrWDbrjx&{+MS0edFEtH0vCc%4i0= zNC03L-DLqGQ*>>|zMlazLj5sxN0a48;zJk+v>0cx%WPB=iYXbQg^Ozh#KccK)|>EY8zb6x z+ke_{RdW+tv4f<}8_FNVe;q})A0LRrDNf7ROZZ*cwO<3I*gRNg$!&SWkXwt9#T2;?e>9rgKV^_iaN`|BCs?`_+LjP_s z_!HJ042jWIs#6bXL7itk1Sj6Kv-rNtz*XiB^UZgvfv~H0-~vknD3@p(=&rX0`~8HC zH)pdssuh0Q$(&8jQ#^;hSAW^c)68yzSd?Fq#^Rc{jap1=^Y4D88LyucYk3CE0Aun{ zv4>Ev)KPw7&f=2O$Yln6wDH?GO{e~A4t2^L=J2mPTK?hy5zwa>s0<1AqO)^D-z#zS zbL?OneB9T!zqF77@hoo|%+Ecwl;{8m(0=ir7NwJCUk{Vv0LoS^C8t5^VZGp17*Bn} z2m+OCCOZ)wRxd1;>|9J}y+5Hg@*zDS6fwwAWg-c-6BNqI!nG zYfVmxhU%Yrz6h{fHHvg+)+<;yKV=m56rb$gSRC9p!)zqI^b86XD| zS9X9b*oR+|@Wjz|Q3=wS&c%I_WtBwcoB}c!)s$DMb2(7Nwc0gbOW%$jn8H@TuyKH= z+9`_gHoM2u4}{?N#qVY*n_1OCXL_f6??EiA5qow7fk7MnfgWhIwY-B^Ngd7dW&W<+ zP$!?hLv<$APJpl;ex+%&23Kk}iEuZ4R#cyGO)1Kt^T9x0ePO6XY@;F8G$<+zj0tTo zunEfQ$X8R80GCzY_r|J6O7=u66El{pGU^Kz8ios~bhO7{Sf+_9n>nT!X0&ck)A1u|i^gxJgST9Fr93(PX z#)$qrllxy#8IQQL_|YZk&%RVtQb1y+i#Yb-X`mq&CqwP8@ z-9oLK;`o4fRK183isgEnG}1l&ab(IF*x@v)DS9#do-zNDcMKLNCsCZu5(VvW+Mxje zWLIj#iOieJOHF1y(N7DTuOm;X6UJn6+Jr3s~o6@ z{9A5{2;E_+%_0RP)ZpuEt8FK6f#~(Xw5}2b1AW>x`=i!4m_vaxAw&xH_(TIyMr+RB zwRZ#X)tHTO7zBB19Bl{Iz)Z&V(KpM3F{ltp0L`u`5MCexCZRj z@yzQhVYeOjoXc>mDYiy`slu4eACy^+R3y*@m%aCHVxXevEV}W!Pq)zWwS-A>e|bW3 zde1qY5q__w%H*mFj*isYK`l;jgXh1X1o|=)ZDNQ&TFW%b@-Emn7R`S^o{9|9bPPB$VufEW|>-z&#Z*}gZD+P zClBoX(YhGg8T~n_MM;GKlaXXTK;2VVrX|(w$@D2J1O?XV22ft}-IX2UPFZTZqABDLU#;`#t)qxmyp9d}txX=f8b|cJ{65W|rLXMF7ped#?b!^B~t&_(v$e73RXx!itMA6y>Hx zeWH&_qetW5Q+84`S_(0wBw4zzcK8Rk5HZ~+PsV!?PB$p8Uii+!-biUvFCX{ zBY?KuX>NWDR<~1^OL9-#@1fFqx!&OqS&Zo{NmGJ33rVv;9-MPP9zr2gMjsHw#3i+N zfm~3I!+|VW#a^1xWc!SWn)zwvRvoT{oN7D6UO4;_(DI@PTCNfOG?y>|(lhY*c&=Dh z`4P1`V(Is&Wz1@}C}+N#sbXOjD&PN@!C6?i8#P;&CQ4UuLF#!Y0t*zxGpD6 z?1%Jgh_xP$@v2-$4g8|-KF-THNdDb_ER_Zhe}$q?4dXUIUZyzOey%vAbKdHgQPqN7YD?(4?IRP zPZBbxfF^LnoJ}+C;GD0SB|Z^Agn?r++I#PxqLh0NNV~cVk~!JcH)YWp5MJbuNQMJu4Fx(!rvq&*@NX_DuSDz7?RwmuOYlA4 z1yV+3J{x-TWc_e|!#_Wy8zjCN{TdQe;}HZ}NwHM|kPv4}Yx=@C?1#Kd;k;fdJ0T{} zBHG593-c%0K-t)v6k|t=KmY~urm%&~w9iRy@qyp&zAeoqrN+2FtI+qW2LNzqZWVeS z^}9`jQ9?yGT6cMubWZcj4W&tz?tarn836-8W;B(bv^WHQE*b~Bx90DB2yXAhEm`#A zoNW^48m5uJ_5B-G_Gy84BO@)F84>rd%L+H9or;czI}0&6)bjpFWAI`Aru>2Qr8e-D zZm6hKM~pAQRsTyxX=oc2=xpm6SP{Ks;fi(o;Xb}O0P(%vH$?B6IG4v~(hnS2afJ?# zQx0l);?qEFsOq6nq;WT#Ya_Ryr~xK3ygf##2>t6o8*MX zpM)^-{wse?E_jwSpDsIxTEmO+d*rM3#!D$-pgLF9xagraQ`atoMcZS2YXn?qd3IlnsWQu zH%Q0l1f^jYYOPwqLW3iT&Nq{X&n@slGF_ z)~x8~|7}TBXVv}AIm;IOXue==!}%zf5x=mrP{KL0N5f1YSWYTn(^UB;M`^jSFP&oM z5WJsR`W*Wk5g;C716ona1%~;{#&2l)z2pzTj1tKLV;MH`p=Nd1@j5KdEln|1DkEzC z{#fI%!kP&aFOLU{-m=ATEtyQNb>wGx^tC3?btXL3j|4u!p7R4^jHNroN0hn|Rs^hs z4Ce9dBM8)zU>{N=s4h*O?L35=*l(D99?>qtJx{_Wu4|ex?z4g0T@JvQ)}=}Lsq9&h zwML*=-QXpmHWf2_7Th=`?>cdqf(OcT2m3(cVSU0K@>QkGy|0PSd*K9HZ(q?) zTbvi>ulJ)fY4_L7Hw9>_9?|(y#?OmbpEh7TCRRwZ#*!b98v;aW5WfWX4k!8?ww>i+ z!5x3KnrLV-zoyQzJWC#QJa>f4j!#5yPgB$X)ZF0-wayb|ut06_9|pz!b03wgcr4Bz z4rpr=wUS&yzNhV~V|b5#U0s3}@(;9QYpEAcJVgU(_nLct19k8_*jNmBA(2GXeM53fdrZAL#P&6Ih=NIjh+vtNUnURX1nyTl8SA1~+sig@q^ix_UL0G}PKS?5@r}dlqFxj!xl9noos0ZR z0ukDLo`m%~AUFQrU6rmxFRtif^Jbq2N|~L?gvP&vh71OXr-OM-;lb#AMK(TNT;b&L z)S14^ohN<;v&u`~laD>`K#s*;k_##UcMZ|5ue!o-%8X(e(FSGK<8!rcy_r(RV=+{f zERZF}lIRG#J|$dr1F6rkxZR<&Yt#2I;+4fQgPt*fB^#u-j-Mnry)_qJ%DTMq%zY| zu|njiz#?W+`~AO`2}?Yiu22WQGCxBB5JXT$Qp`M4DP=ToxpLNwIxP~GGvK&5?G8Uw zcNdoCdWwSES36?x%Y;bF0U7CD^Xu{+xsz2K&0~2Ks|W&*x3|J%l0FD5NkLp^dYGL( zvPP~F%Lgg_hXDb#$#{=Y3Qb%KW3MUSvNHA;7FNIaD(T1LwG z`1xfuHy~2bJt-dW+c=6KEJ;^PV*Rwd`^+)6*w}nqS7aFP#4h@nWEk#=x=47XrBBU5 zMd7I=k?$vV+br!kCsO)ZKvnAt!j%P>04=l?WZnr!fo-U;+%hIV8k;4;{sk>;tno~h zRYaHaPXxmcr|i3fPp^z}ylu01H8BF zo#`emYScsYaGB0KyHO)D(rA}2y}?CUG+AOy_@&rbf`62WTP%;#%W7~;W1R&Ps z@nu`iG655)?A>f1iJt=zBR2b`%XB=A z{}3E_amb&IW6;4lF^1+P?m*02p^h6mqY}BiLUJz)d>)7jB9cB=Gd`4R_6pC7CPpRf zLX&T3$BElaH)z!SdGK^Pjvxf`&I-@8GfW~vk`k>s6wE2hlkGQM4vjknOl5IFO?}yY zU8Jo}YD~G1fTKG+0XnWM+T0@}Cyc`rW3~=8X2=h(N&N%5KM{0pBK8@JZRJw9pdVsb zQ^U1BFUU8ezs!y4hg}Dzei*=4tq%FU^BjjAs80Ip&a)g~LT)>Q)OCc0O>Ly#b-(A+ z#?KW!y>3Vu9|?_uZ^kOiNv~sULzLp*ZE$uL}$YcBZspvxj;` zT=hej;4y`T~Ip62((W*s{|bv89_f3H%ynkyf8xQuRy`LL!ZDnhF}F~8k*b7QOX)@ z>gsvK3urdXY8K$^BMJlN{+t-N;ZU&woX^;EW8+Y>{s?-mCeoa&2a1O~H;P!3*1N0~4%FMB0nE{{>Q;f`99? zzSp^g5bia^0+IMH%O&lv2J5S85v_5No3*3RoGPl}f}p%v?Holj#aHfEbB6(c(ArEz z1TrR(R#$(DZIaIX5B9UlHV4H;$>3xG?57@ov<05qmWYSSQB9uw^E(3H9m1JX{3o-6 z>foBo)?6 zYyXJN&PdE4%_U_-_Zl#^xp1w|zRdnUw*lG~SJ?JY98AC`_BS*QOOBt#O?*1P>qg!i zXVf({v!b3-Sd^n3Dg=!HU2e)FGJL_ZM)+W9I6ljjlx2zIR<%~yq8OgnUNn*L)zXt( z-4*|QuCTi?6UhW36Hagk;X>y*(8*nL4Ah@eoPf_tU}q3AP7hP8u<@#D8s|N|i`{BrfJ&D?3gww0lXymZzY1 z_wBCvNhJUvq*#l6yHg{h=Bq3^H#-qdp}Jxi$>7GRSU;BPofavd5AAVIjb~?~4`Rj~ z_Ru1>rrh$ro1gLc7y(KzNQH4ke!it?@%rLf^hKgJ3ktfYF*pgKXJMyhhxyxZOggAs18dYUmdPUGZhJQX>E)YLV-ppZ+-ro&%|U<(!L5z86?{ zHv8o;?C&oqPgB4%dm~QJp$4)}CojyIU$cP_ z9zIzyEEf_#1iHF8asVfL88meZwkX z$9v2pdB!Q>R~3kZnc6<|+efFeO`rd~vjbKCq~*W+Js5YbI`DG;YNp&Mj}fc5v2HVd zU|lRed2fI_mZDEk>ur%174vQta&&`PO*G zg5y*7WrOUwCjo;9wn5Byiz@p?wjdal;B6FA2#vX3(S`01?>Y@YmHry^va%9|jc%mNdat%}R7ltrpdbM32#wEAgD+Mi z%=-yzxsnJ%4wH@j;aS%+xTq+W=j)(=v1P4b*L6zltZJ=Qk^lgZIM&$VoWKA8SY*jH z2*p3mV}ShNgtWp#pv`Z5(7>g8sxhdS6&}jzyiJkJFlr@xq%{k)suG}WxuZLWI^@{n0>OJm7|vvtV;vIh*B-L}g+vq>{uq?+R{`nGsdgP~@pA~=4Vj*s%!23(oi_9arB};1f>t>fdPC|x zFQ0VauVo>hwqB{e$@Aw+D>!=l+S6g|jCph;^PHmPVh~$DgjQmp+RC`w3}GG+?$Rfq zZzu(?iug?vN8GDgi!>3qa-um}-oCP2=wC%$8lw1?Ano`7-|?BS?tqtzP8%8o00!ub z=dtzp59QX5to$H1U?Yh)cJV?8c%4FzjJDkKdn_VGexT@KXKJA-H^gG33~7PtpoX;( zkz_pdzusFQsfl{k(ArnvJZ9ZpF_zHR8JZMGUl8yIwU=8v-MdinL|6Swh7m*+2`!+s z%CLb3EPTxxSNG&^O7&F7@7XGYNqe?q)NY!aW)bwI*tcWXnM>CWWNMCyvq~2Fr=}{y zP4?VShW?|Qu^i;iw7hbXUso}ob39WYWNhfV*I(;Msyk)g;PxP_^(U&GRWN!mGfx zg3c9Mc_PF+Q|X!t)iXZb#}E?!r@{W_n;I2WHtvMTND+%?Giy~Xm$;k)D^%aoK7OUu zVK9&7J-AY87))e{yrlKMz6cB4wF%HU{vXG%xChtW)!0kBJQGs%{>7F-;faY?1VZ>k_nhfHDG|I$9J{13?EnH zpg`Z)<=O>6>4aAqV-32r$j3EzKQWEWc1T(-$|*xcc|-o%_&fSG=~3AqhkKe<-2e#Z zh>5lr*fzLG`7QV|)5ctK!ZS2J{)*3;W>pWJP zw(I*aCYs@Ej;UoCbxsx5)uNN_5bB)brO}$rAscu3$m&WU0v{x>ZqwLjhf4nE{p5MI zwyfHmN!V4UKp+W-V}0_+lqlSuYjxO%mt1nkp>utI~|9)dR4)$BVUp#ENoO*u^AfF7Xrt83I78$d{ zP+rE{J*ZmgPOKTDMqcy}HjQ)n#d_gyFGG*^?l6fY2GdO^RaA9$Vquj-{%41b;xm)qv zZh)K|@UXxsG^v75Z#@ifrpEMq19dp7&-fUM0k}Hw9 zgXBoz&kB>2a?s2d>EVaJ9QM+Lh8R9{t%R&kP*RZUJF6_~ogpk{0U-CoVnYaAid^kK zcq@U1>K+HT8-Z=_cH(Mnnkm1tmw zj;<-6*!gQ;@}?fT5joBKU9vL!2m5pENpZWC8r~_3hwNGbE<1zf5zt-X4Ssg$?DXNR z0`uc}=iDRtudt`?OlQ0E&UM%c5vsN8&;8<0m`@qE3w&#CG+@!c(fSr+U^wav5q2L| zxB-AATFDQx0b-xwZ$nSV$bD1q@orX4GFc={;|f45S#>Es6osL&s-WC0nx`FM%r!gL ze+z3RKY0brm(W*uCDv5h1H%|17VSfxdD?44!+&I#)OxbIkpNSSaQL4A&o4ho>+V1& z=t}8oCovB_vl3SstUwJf&ZAE7B4$+~3;>fbtxf<_;0DW6zIhL%bw!Zr+P~np^AL$;KC!lI0Bv!DAKPAx zQ}+rJkrNrQY?@#ks&Jj{!cA0-um@Z&*+&P`^Is;J5w9BtCZE&;V__4-%HfFWRh(i& z2Pb4|oMv z%bU!oBrMky zJjQ-@o>f;BJVMzgCaL#eHrAhVpH{W;X+N?xG#Z!(o zvkuc^>uh2U_wk_WiVs(De^5@knijWNu@q-{`|es>su|3&p*FyG-U~>D1gIs_1Y$82 zP-xDY60^#aG9a)5N#xx$8yBw>X3v=;lWF}QA;co2{>AZyz~Cv5C~ulWVt*;TzZhe# zRSxH8!0^kZL>ik0$=P+{f*0IM9?6`Ydqcej?YD(sWX@N~V=7h=;0_Cn6dpnsoIDJRZ6BtWn!=Qc4B z^F)U)z@0F?P^`U8<)-$b{q&^yE~DK1CW54FfQ$8j+58Hx3!!S-K*BPr*JX6$tZ2!R zRev~U;2%$?4o<+1wrFL#JbJD`ry*rM&fbe%Wl~j-t$Twc&HSS_pQ{ht zRlM>!WFWe>t~gCD(tIj0HN5?XE$!eL*(N_q;|Gu&dCoS%_~kxR*BpYoi9@*L!&K>gnhUgPqp z0q6p$hyH|msdrr9zfg~s&Y`!5`Z#&7K_`Yg_!1Q7To%0LFKV#tf_?dTz%O3ZmceaS8vgCuP+b<9gRKyx z4KPu;YhUCE==WtrZ+LCx%6PLokl}u~VS71EysFr9eFZt9r1creoKd*84w4`RKx#T= zd6$uF}K@8=v ziaKZ=erPP-IKShDL85+7!-l%B_FSkll3JZ3bjH3zvxuZCEjpI)<9m2#Z*$V6yjE1g z56~(52I|1+2=9O-ArlN#ZGLfxme|DlY0>Qv91z7@a~eSgZkQ8GrjrESkBk5}#27`IrA(VXGnJKlBl@B~z(Z$&VrTK?zGEwI@HkM`-j=UlJ4o8w%)_KJL~A^Jh5f z_2nWHu6t<<00%tt@gg(|HIjgQ^SqWCGGDp+(5PZ6S)y17#fwKXVVZg`7LMLPOOZY- zdoLpyPwWstl~R`j7F2eA+g!D(VeJxCXofP5D`Il!U3Ir#lXOvUGAZ111;oL?UeA%t z&T!^F0CTBTo5VkN8qG;JF1jMgluVCQ^9Zsh!aT1OE+%e6?)GykK1obDB*aK|%Qj7l zn8`k5&_>LcE>^x?HgN&~eV{7INxd^>CTy>;Zw;|^cEFfGlduNA8Ii1LgZK(0 z#%-%b6}%l-94mq*vuV;z{xqt{GYpsZTIk1<&MwZ%BIurHBK2{g$MCu=JwjOHxZ#G zhuefmRIRIJh77uvEYRsEA?{6QWsjp)3euo`SJ?=vwVa091t=tzFn2w)YG0W_hNBF) zJ%5@}$cuj2Cj0U+)4z=4m*9Mr$C}XyPs`zN_3&gZTMZpv8+DL+;o~XeSAH&SqM3Ya z2IA)Y_sJ`aU%ZT0S5UA6aF z!SWJ^cidSwvi5k0L0))U8J6{xW^~(G@{=;7(${KuG5H(u2kURn-lA#|ba8u}1<$m4 zX*QS$iTn*#2YC9aJVLh4Vr5X-8KgDbDKGFlgH$eu?Z1Hvb`Nm8@XKH)bRy2gn1DHb z?ntkSb@&@TD;Txy@jA)n;j>KFIzgsut=RPDg`IEBAq!mIm@UDKalGO9X}t+>nljBK}i#-A}<<(j1oHx`qPgA+)OC-r+T<&1%P{t2UId zsq+a$5zMSrDYohV_e@1Vuz#h5Tzqi8ZIE@=zkFy7%gv(uXhx71a&sr;=ton9-566w z$t#!A*A5#N1g@PYa)QLpw#ptm;zHN{%Vbu=z-b%15Chk2&?4mqX&Q9aL0oA+5-Ul) zYvlX-R^cilwo$8u?5!rY%_dvEE4(#pCP!qI)Y=k=VR+PE?$7fmp8#K0Sh<);>wZXI z)iwCWBB79syP=ShCj-fk0}^WRR-JBwwHNUEtV8K<5_odW_Nl>@inP zilG5AYUjb>cG9Eoyj^={m*TZW5g{ijfnSs&$D@bj*uj6luSWyz2T!mVt8exl3{&3} ztNAkf2-1%+4teu=7-zg<1CW`&So{_EZJ<=Vm-)EIMlIIVKm|>&Qt)?Jr*9Qj$f~wF zSxAef;&6*MVRgbH!;@{J+D^axU=>;*&Mq|lQgk{}FZ@kpMYGXzPr#+`zHd4)WQT?T zT|lD0WB%`oG}H;ExALM4%xJ^xBL<|wX znNEq?Qb*bv2qg7(OHw$A*c)q>Bb+0E5hg^(FqTukj>L4C?T9AltWT%3zdG)ib1g-U zKxV@rAo5oAB8rsc+xMU3Wypb2q&BvuaFFeSb}wT+h1Q+$S@r{R#J-8^LJ~<)mxB}u z3u>4joBkjM>fQ+f@gW}mkU=)LDO!q-*>t0-^~~8mJfR8M`^*v8XZ@9#!t?R{&2Nw5 zeY+G-q?*B9ELR!75IOb5bSgP0#)YM5KvW$5#8lC5c zqp6Anb=fI``j`Py!Br}ap<=CP3y%GZvv^hW&QXqUQ*Jv@_#2!7S9b1i>Ntw*8$ z?@bg~lFN-`N0 z%a=A+`Q8P#@UP-?Xe)6hhiG0Ezop`i`4Y>Y&lJ0enX@W4i3#r1q0wbaHmB z^Xkvn1W@Cx*)^26)>(4#aOcq)BOBIKE&dOB*)E+W8PNS;tQ!5VaR7N4CvnhAO?`r~ zgaSUNu@@y_`L~~7n!gi7e@`bCU3tEKF;dc>X)Yy)@t3q@R9v^~?$^`bE$={^%B4~} z(|i~IsEB=`nnWA3mH@Mdm+3row9a+lH$Ra`w2ZwmMJM6--6RlFINPvQYe6)`tp`cd@?z73+rZM=TFq0# zrdc~r-zBS+8qi#%8!q6@uMmT=l~LY6eRSdqpy*>NJ;{0}A1ebdzw-S*-v(+HWV43} zVICddoQVm&)x*H2P4$v-XTv%@5>pnV?w+Ki0;iB4jOG1`LAR!tJR<>#G#e za4NsF5`tuAiT)s8i;Pk$%n?Smp{LRt-<2WqKgSp+z@5f?q+fPu!Fab_F2B$wqtSnnOyvlm1wmu z|Ee4S00?ycTn}+M*weRygJ4Ea6T0qt`Qn3=dW?%$jO%x>zdD+s&9}UrOrfb- zxbp*5C@IC1*{o}6$uIQYagmlju9j~KbUip=Eb?v11$_0^1?3p9(n7n+ z060y{0(?e1MS!Ig&HXT$i%+-3@{3j9TE1I?1H^7@9&EztFm944t_x(m4tz!pr1B|k z_29h8I4U}JK#|>%rZ1K(1s;LMi{i!ZEjzJ{eS!BbQ!YSnFz6_Gf&!)(JW z6LT8T(>Y1c23-CR)tpx!dRY6x6QDn({{Vj+&+oQyxFtXEG4s9Q_2T!tqY^K-(C2@M zX92%!G7211X}00-%OiLN0Esd5Syg&Q2lmI}8bl!)^GnkYdORngkp)Kh2HQDwqVZ_z zuoy9e#^YDgGZ1y5Po(Y?1SN6lJ^EumBswAeBD<;=(S)SB@ogVJh>3dwUMZUC@co@? zT_6;{JbJMbjU2qq3b9o7((->YqycEP*Xj?Mq(~%4dq(pk#uxa_AYM0E^zS0{`4@BT z$G$=M<_dP86x{Ur7jx~#fEn;_*VPaLQpnYZdX-eGCy3&KwbSAC9(Hi^7vJl*lpuLU zK^N8nbMfttpN$yuDTETxn;$IOIpX1949CN3B|Jd#^2XeA+KO&#fTWC#Hg2$iWea*k3>0ViXmdYQHAbZgFwZn?O;~?7G(>v4nx?1C^L_%`-r;71 zsiuOvaU}%JS^ruE#W6?b1FDh}DHvfBKF}AIH?(+RtqR6Sw#w3MXUjtPR1pX(*;TUN zS>V1D{h**^F({IcMg{n^x8Ej_EFBh*L^al!zY}ffOUtI~PwxpBAisegS>ZA6Ep~5@ zYe%kf9VO{Mg~MWLm+Kuj!oc7xIXlemFX-F}dPBVEA*JHQbo#E{uk(Xm*vc&iZvawN z%L(kvF~xTW0`33^!3QNSb|?w7z$5gxz48w{{Zxztp2pawQfZ%}ak*fDn-?8{&#XRj z^h19Lc|#c(3>y=JfUBfa2VxW zm*@_YE23vljHp3d`ND|`w0q7Xd?ym6>i+quq$;uNf#x;JsOP`zw7-_}VGFpF2&esN%?hh{#Qj!M zp#GgL!jPeINZd_`-kzi^e=a4XEFcj6E?EZpHE#{As$o-BAJdoBoUca2NyAW_5zmm_ z(@xGwXHttrQe}*0P$J^|&#v+X*6(P5$}z93R-@~1lhYX`*R zm4E}zn8goY;GFKSfX>(Pd*{j>PWFEX?S8W4bi=5Yp2}t|<8d0!Jmo24tPd`{IK-*# zJb(ZKGMDU?cltN}DJkmW!>A{gUyBk==HNLnEs9HFoQJvXFGGK+?~v+?e(Zji&`u`r zi~krIono$!X z7^o%vR}(sZ?8ii9p3#tU?jN*Bsi@-L7qKQJTFE}*`+b~d)^CqrDVHH-rXtp4%vD)& z)I$^lgjl#qu~mEZXRE4w`(Nj*=AL@$y9)j9><|IJU{^J zr$}}**l^b07xC=QCTdm#Rb#5U%nNWF>zKYv!~%rg!OrROKY=)a=L1q>)W&5IoJ|9i zS(YT3Y6^T(+kA-elv5yjtM`QK9i){Rv(Z_Dp&5k2>cvenCM!uc2V{;=}WCG2wq8+o!jQ`^SB5~FuwjS8ffz1ZqxZP zoRIv60&7>EbohjQ4+us;?kFf5_$mdt_S@5Cp`NH-bG%%p6l`|HhUv@n8Y`~d@nRd5 zy{y&1H-xSR`m4qKsR*SSkNTRdpp;gK?!pP<@mv|NG+*yP_Mtm9g)R-;zWmsBApo3> z-Wp4J+y}!rJdAZR+C%c3)&LM3IlhflWBRU* zd5LeC-n!oj<;B@%aOny|aGb%&0yV3l4SgoHALf(vIRiZ(L`j0H{-WyzSaldn( zalCwqTX@5$D(~FS^*x}%{Bu67N$F9>Eey&uov58D9dlvcr{Y%C?CE;N{&ZgDEO0YH zkMs=ds2s^et?2T~URZl)=Gze2Y?@;_iM55o%0aibxIu37E=HI_rBsNE|IQK$e8izq zR+J>Ug6Ya9jq!=?&j21IOZ%{$(Xi_*^Nl=K1+R{{cXWJ}rgwnNtDDKJJfw-PSYSR+ z8j*EMkC!uuQ$l)o{LF4N+^C^c`tx#`Z`Sp4Eq5H|l`cdH&}Whn zdZI(Wq^EB=DfXtb^b)bU=pw9P#KQFa^nN&0>+25OYKRg8Y+cGTc+d zs2VDI{U?X03wkX?Bbn1Y`k?s(wzKfPo>0Ab0HjL|JS8YgutyZ^r@kVR>kxeR@?)Km zT$@Rw=|U6EeO-JgDH0gG0XHmSXMV=@3@6~9f0`@`uXVnNOMZ@`J$mU(=*3k7L-Otg z;Q+x0h25n}0h7NXg%dXYL8kAbI|vo_6_k^(j~taY1ljHWaQ@zoulE8LdMG7;p9T=c zMn@C+lLgPHC}@B@D40Wv_jzzt0icd}e1>>hAs7fwC(gms0kK$?7wvWNq~BBl!#Tlkyl7g^Zy`E z`)ePWkGeFBqm#2*7?Lr`Jz!^6-px4I^-5t*ILek?vj@Qy-?yMX99wLP@uYy9ZHU@{bL4XiMMjPhbCcM11qx)VRxYM~ zHT=GYQ?)^sCh(>zn`Td*O|OWG-^V4>2<0<5X|5E;@nk!|RWE&O14g^>(h}xLz%_`$ z1kBtLpf#BHVtc(pi`U=Ku}j91y}-Avy2zkW6^&l-_p`eG_zhK04eJxf zR4`{0VgSQ7sF&%w%0yy*ERO@Jo7~hUeOr!&fkj$qwbwv%@~%4W+1Vr(CUeUA5wqIX zEQMZpy&fNyCj$p;=r~R^0eJL!oZ~pNOPW}}IfY0^w^O5f>144I30ZoF(vOyIfU9b` zZy>j z^GgFa?%tet*tCY}(U<(kuLO*8#6FXBvP_;&Ni*cZNubY5&DQ~y-%cz~FaG=vva8v957d0+zL zZ@XCoc^^C7zSaEbbg!L19yuI-7$57DsLAIvd59A>UEpV~XR;Nt_VL_*$!_mesnOb` zzrCpsWwkv@GeqhBQHBJ~%Uv*>TG4RjEXX1$SX@)r&e(e)e9)~iG=sDjHC{U+ZgteMt(Xx;l%&7c~qXWzQN?QurV(z3( zkCwxPY?D%pr+-~qsZZ8H#iY_%f_fu(Q|ne361Kwcl{ax$xVWo=M-*ifd!Eje6NZl0 z-j6A4(oGPYe_H?xtqJTPr#VS`YEaxMHlEgN z{}GEun1u_AJDObSBA?sKkqCn5ywLcv?eWfM^3YrzA2~@I^#BnxJr-|*@w%4%zk#|l z5N9T4!3Z45Zz3B3KOWFXVuK9 zuMg?VL&%r0%leb}@kn|!#Y%%dr4S&2&3zYbn@|qMttlInEst`uh+nx4**eH|w0O^- z0;g`P+!>Uvo_f@TOAgnVS-Kq+gBE9DY3mN#N}5;|L)(uTNk{ zeKC`m{}LzT0_6{#9AV->&&4pP?ddEW>V#1?>i+P^BB*zLtclO;-oG22b6qvwFZVd| z8fbW7BA=P9RkOEJREq!t6nkypzRn+4Ge+)j;acMtp_&$x7uw+p#hDpk1AYqB`24^N zo1@RRJR{b!(5aD|p?K!rU@6>tGIK16Q5w&;y*#~4p-&bDmv42K!*B}lYIxP_&8W~( zFd>OV{h0KbU~9r?MEHW>(kguJX|*8~FXIJKs;Ekvfp zprb~|u@*?Jz?)>MbSa>1!#sv*?KPrdEKA<{+Cg4u_mDPeUmrhha}83PeSY)I6hHKz zmi{NEecP&Bqoq|3C)W<0^y7J@aLa==sFi_O$Rlqj1K%GR3QP)80S1>3Y)|7mQlG|*&$BGq2z&$^nQAQ-)d$rDzK9uD=Z1&J z+Zt2?-R;h0{w3>$fgmx0WgNYS;+uzji&*iW7x6ijw?RoYI`7~N$MH8dLbZf~e+$qq~>a-bZLyPAR8Gv4%S)(fR_Fq5%UJzlFB9l*zV`ag@)oYi%3 z%!DN!At)pAbQk}5TZlL7pq5N$O=jw@Hg;%#3Ct8k6>D}|^(!R_xhpQpOxS zj=g4$1i1&^%RH2szt}%@eu;0~XD@MXxQcM7JT?x6!aR0pd%_qXT{hR1h1xX|qd#Z` z4JCu9jP`lQBn|jKKgFfT7RPyTOBpIfgi2C#_hF$Msh zj1CnaePZPzg9tBvwrH0nfIx^~p2dj!tUP zvO*wrm-id|LLFTfbDLW`GDP-s3-OK@r4Trncw}CsOzs`dvP>&b7>4IvpqBncD*etb z*yy-3=iJ8+fxXH9!t%9b&w~JPDrJqik>eM7S>`Bp`$x$>X2<8#){ROJ%IY$u80COd|n5!xNR4bUG zSA)*R7_e5XGt=qxF1E*6PPB)5r6`$NNyH#_)pV2-b-jB+;_YDqnd1z0wF^p41ba9@ z;bvefB7t14$qKZy62@#LY;Y=so;3R+4qG?Ra*C4Mwe}~8^v%R3K=L(B z1aj|a0M^Kk(4r&sBV+-XxHGPD9C0U%pd4<+0_CMsVB{Dq)j6kENN4NuJS|E}QyqhG za&3r_1WB0o1&SUgat>B~(#d1MOAiAAKn5VW_FH$}(zKn6oz7=dF_Ebf_ix$gx-K<~ zY;d|GS#pBJOE2KvpfGWl$18C7aTaOq*$ccc_-IarL9$!-JZIT>r_zmr3{2(AEjlIX4P3&9O-m5ebPq7eS;_47{Sm& zkHWvXz+{r5?Oc-d$Nn)qSiUep>9SVo=oJdzv8GRsD^p_nbHfcKh6dER0tl-fzp;))DSv8& z-AN>C8xo@jomck z*I4g{>OtV0&X0OVmGwpzzeU~P$+80;-?g>K2InE6NmZP6IoKC!q^`vri6&D2qZ8Y7 zdW@h*?a8yI2?1Y_DGJ?T<&px%e1uGE@D-Z3mIE-s$EsxnM8-?hzk*j`AhR8sy5(cCRts43VsWcJ;924yyPk{ynUBT zeeqFe4rC{_fB*$1e%RIz%(t_XFbjzdQYIBE?$US4w6W6e2TyOsTZz}3Mv^)C6Fvf~ zb@d%XId8@*~ZV=0yP8`_-*9W>XWnrt5Jic!HdBx?5$6VU| zDL@wkBTv0av?-fC?-ytr`zcX)0FUi5jJcATPUU`Ch-qKoBavbSahO3u-y1$_>ZXk- z!{O=CK(-u`R6ulB10VO4(!@1JFwwrr|K9BD75OxI@#!0o5QB$@tWP2QxQXnzn-{wA zGrS0-Y?|@nw#B(VtS`U>D4R_3dLs0p+_HX|fVpA4n60Ahr2|bmb6cU8l<9*ZIov^b zLy+uA7=@g+E=avEUTrK}%z=sxuk15c(^` z0c*MD-8@+kT1X${j%l%~P^-Te5~W4B~KzO?&C4O2y4_3orFcG#iIbpsn2 zI(qar=b{DwvICcCSqmh49$9G2+TPBt#%%ZVe_o}xgdCm}F1fHxP8vVmqbnSH?3w@| zVq7I!2#43C zv+{gIi-KhGmr6pZhLm}2^W%hMmVALL%`oA`9)N%SU8I*aF+za1yN74gVDTe=EH3Ed zdUB7lz(+3=EdaO_PE^qE<_$O=47RUY zfSR|BT?j!68FrC-SaCPT;jQhu?-G+L|}yT#jh^JYA?J?6A#^E`Y}fH;V%4XA`$oc zs^#%~0mzDC@$AvDT(}hi#l|5r5nbBosb9ICaety~ZWYxVT{p24Kn3T7@D!Ry`Y$!; z;^TZ%3TC1Ucx<|<7woKQi;Vv|FzK~A?K8$Ss~R<)MH`6w2&}5K-!Z>jSOitM>;|eB z{0S}~+;ME?#78j=Jrl9NxkmN&d|Zan&&QESFsE*S%jZzM}JaOvxC0TZ>Y9|nl+lzWqnZ-yLK$9_r8L$YmOYv9KPP2J~5%0sP>LC;vu?xs^K^x>sQsH2Fri@nuCkYw<@E{tRs9)q+XfOgg(W50oOxIPyhe`07()N zEtM$_w@}G%ww0{T&q9isb?vp@GlDZFoq9s*x}{z@jK#DWWYA1<_@Rn~`PR0+k0=0= zRC=A}$!*>s0SD*@E^KdS?Yns>BX(FwgtYFB>8+;5zFAUoVHXqK>VA3ym&FhZxQ!8; zuCwIGSy~UHeiB#7_OW5DM z=F=v4qRr9gNvIX8FkYQtl<&Z<&|+5j%yV6LBvfH&s)sS&JC!LM@o?5Od*ugOC%hDw zQ$(A+$rHiaSUy)u6z~G=E*;}EbIxb?Q8%qK$vk;_q&|3KzjUhO>iZb_rL`STyv>%X z%3wG&?^y%)&;Q^}w~~wa^0!hymemt5H-6>?H&*Ps`E8rf1YJMZ3yV3n%m z)p!l*<`Yx%NoJbdkw$7Jp1WawItG{;Dj9c3yJ;kR%sfZ`q47tSxgAeOJT#*=16f1K^}-ZpWZYP6(+0-z(@r z4hbTy3Xzyog6i#JY8)pik|xu`vw)Y=A1A9S7rT4&d5~nVB-e|DU`hyyr-_a zi29St1`akI2)%-=td5vYKXs?Nqv>F={(MiznA8ul;F|+wET5#f3eb4ugNwfD-=~Un zISaP=?{QoJlJGP>OAM#1a1kOmO;bKmd?)ONZC?MKwvyqF$R$VDfT{sL!=DGV4xaSP z%a|ykjfh~)&+Ev|QLxJSRk^5RDgRRQ{%{S^{R7d`+pQTvKgL@w$8!ev=0g7ZzQ-z- zO~tM%4Y2*479=3IVTT5!f;?OS*JMxOCVdk->W)&c}@YTIEnqKNYKH zoh9f!J#1W^?E}WDv4Md@lXOP=(eRP%I;4zO?-{hIK(y;G4)wq+XDFr?Yt|iB7KU^_ zyj+;Asfw~IwX~?H(DjnT%6FMD3cv3ioa+Y~O#ydEbEBAUcRL|j+0isO(wDREb(en` z)e@}1EF)Z4Xp@*s6!2!rrFE^Zsb4m^PEiGBU^232VL!+5hOuj2!&a%X;WB1}&d0Z~82;j3I<1k{&BoR_=ZRXFOn*xP#AIX*mx%*paC&=f>k8 zSYYzHp%3$K@_9{m=D}tvp;;2y#0jRgbWhiZcx_O+Ad)J=@9-@uvc8Wf9C=yR2Q+>q zmW?@R4c#PPn_vS7fB-gN&_y8209n0!vXY3sE1z`h*gw_7QkC*dynMku^h_q@;6dGZ0 z5hXA#tlIU-r1#&ZNZ8Q6g|{R)$EP1x_AUVKe2O$OhhC@0TVt#fzyj;Hu8l^U-12)c z4jaD}Fc41*t7x&miAjaxex7nqWV7rnMQtyn=}w2|cV68g5c7oYD>2@Hyx@$hiDtkZ`%$JA_4~8IoTqRj5rmiUi56nKKbD+;981dJm$xrHa`nM z2wLKu1?%rgmEw!OC+bE8A--mesExh?mp6J4tvKnV+Znvn{C{(BD4-yU5gG>)2L*!w1 zn>CSwwQ2|MApjKS|PMFDCGETfN1bZ8r)@gp)eSOyyyKHS&*b#bMh zo@Uc{dNhh1``?7a4m(TnuMy`VQ;=k-o=2hj7r1)fBIi{d`>pAWi26YtbnEvx62gLi z9R0>{gs53Q!^J4RhHQ<77q7lK?CS?o^}`EDn7m(vVV`Mv74ngYH!Z+d4eZ~P{PK#! z9^LrH>#oxNos7&Y@Q!?CZwA^T*u7`qgVKQ$RXCOQKc_f0Y}*OtKFxcmKl#axbY*yK ze&@>+v!i4i&yKQU(wA{(Q_AhZWrXr7r9jQmx+!7X+&Pm_wZvMyVb=`MHj)eLIA!>b z0l+FGie0g=#DSF}YYz}6YufJgYY{S)>D&t@EF!ooxs##}op~_0lEfyWt|=goG;d== zbR+%eA&5#7-R11i2kC4lPHbIZW78^yzN$iqlHSCy;0TZih5SYy%B5xi2n`eWEZMAuSWP@&NV#GJ zsz{`1I~lEBi1^2p!&V#PuqioN2=QQ&A76l^f$6hjepK%l^HTP{0?az9sr@fJGc*#>#e*jXPy*6KyG^E zBAqS|kU-?Bew)xJwZ-`~;@&~<8u^>d(1Jk7*Qaka7w>Gn-SC{pdA3{TO`-AtPZ?$_Hz{UG<-EVC#JH$w^Q zdMo(kof&HZ@fStc=j{FZOezqcV#w+y#KDOF0;?l5JW0EYt&~D1zYeHRa(is=ss~cr zFHf_*YEt4c69}93S8Cz7$Il*Gye1w{co8z5Ae(1R9LR&GL1nvftxai4c;^?x)p;6p z!UwfMwzQ;dV6&@m8btEkDDl|h^9Df(@LNS1r+6tw2U2m=LD`c37$L}hTx%&<+ zr~sFV(*$}<<#gb}%w%+oY6;{EYE!?VLmn280Bwn{we27V4F+g#k%uzwB&tsHjMrDr_@&v)9qk8t&0UDU~BAHrsFeyBc7?I^hidZuq#v z5d;0*Wk666WdZ4x2Y&FzDQ<^8^X|;gtuQ2)s3&B7JUvwnN_ry>j*rLe%mmY|sW+Le zdC7j=)XN_I)ZAi{7zJ@PWsy@kgl7nF2_xtnvf5%JqogT|4ziG-m4&Y}3H|$0sLDnt zIZTXL>Q2|XQ)J{kCMUWbuY~C&?{}ePC%%U$Y+61J3f!A5r@Sz^jYtg@Cc%2;rO->Bho5b=Lmdn-`5`trzwx>X2o9%p>f0N8Jdb4>CNj%Er4$7@H zr5QPvVq5Z^8AVbO4}pFe6Nv@%hzh7aiV)voH}4EUL8!cS10CCo^T&a& zza)v5)8H?>(_`keTpolT5r52VqT8IZ8z#&KtvY5!HrhSF9F~7Rx;|)`(*IJ%L#iPA z=GXs-d=K+z2=$!#!}-Y_Nb;CJ6-pe-!!{XfjRF1S>yXL3S)x$V*=1c+vk}dAJ;pd& zwNEpOQK!nt5U~)tHx%!`FFk&g>iuu?GE~;wTdF-*Z+3uCrcWK^f}17BS=!Vp(u%VW z{M7RzNG|4W6}x1v9>@%@djx3qMtchPKK4Nk6ZmI~-}CnYS(Mr!@S&^ENGzTKhxJR5|H)P! z4FkqJWNo>V0Q-UgWpP1oP=VWlk~^V`=%PUXux81gA10u(K{E5Ao~aiKe}okL^Y01W zw9pdp@IzBYTKg4=ww8Jc{u)Ycq{XXyFAzpn>2++MYdk-ldex&BmhG&PU2#gyludlH zNwkf;2%|6IaV|xYG_VhKMXh`Qw zjz>)87%vVTpdQFFUqJSjrGj}YDan93x-HdR^#m|&WPwD!K4!|*G7r&&2$ zV!}m}`?Sy8o3H>cr}znkUOxF|ihg}&DA8U5X@VVzZHBa>(KgXP-GtE~O>-b7h0%~M zhhvrJCwlvVi@X!Ma>q|8u(YWKgif&9CEfo{OKPB*n@PCsx_kApwzpKI%zEuj-xTpI$1bi01|+_6`os%xW8aC2>~Zn;VWj#CMOfV zZI~Vy)Le@kHwD&>0uL=ybZj1F`4fMoP0^6Rlg3~r^3cee9qZD>G6$Yzkl<#r6y<4{ zk;Er0$4HajO)&Y{okdh0?9ogRc9$(;p!2Dyuas;ig zw{RN#R^f_9!ntCMFwS$sY8DeE&dG|9^O|wMTihCC2Ukv!%(+BSuePX_#)}&mRKAe& z{JC5Ls(inu{Z8$>4G28R{CTW(;o4(GqAz+Xg3Tnd{t?I+)h|RXjviEH488nMCcDNo zC^!tbJfileO_(1KaQ8d)YB}Ax_eWJdO~DpQf?X#QJ($*&80|l~iYcDg0A>9FOoBPq z1i8+0csUr^ob-Xr94ZP>(6F^r{WY&Iq8!G2`Y?jx~ zeqg8>*cKt7am??16kc+h0QR@i z+Ki6ieEtqE*8hqKFNi_DIQ}U>?ezY9@;73bGnG{tCHnJ=$coTG*V3}9!iz+S}WL#Vi$n4VTy)w2e+DwL~K?%&< zMgxS?eL94^gc?-zxKOZEe}R$9zQ}!D`2bK8`vw3Y7(3tyOhIX@i&e?pVtLoOtr+B+ zVH@O=_i3HeN}w1VsRNX(Plv7rrEsg4VaLrdC+V-DAtG&EzjiK!P)vq`Srn6PW?Jio zga9XPy7&jwz>!N~5oMY&dIH`wJKEWxIhhZLrKy@mVLo~E@dL^mI*h1i$k$gY_}(9B2EOzjB6lh*oP6ZzOprr^|O^qhHj#0|qbs zPCy#XWp|6#mQ@-tY!juo-isj{k+Vwz7$G(%DVf$q?tY$Mxs>>Sccr&mwUNQh@2e9NRt9a>*8fWNs^!pcQ61fL!Q6^)m+h+{bmub%yIaXjopf6_Nrdn9cy`iT%{E1U z912wM??K|h_n=~5AE+dZ!s~wsQ-1LL3cCg*2CbDrZA7Laz znIt^sOv~4nk@UhHmPt_VZVL2da#4r2~+@EZEi~@)`PNWK(^fn?A zUo{Bj6>C{1v?eV?yimo9?)0f>JT|6!_|z+yU6wapP^}ZO9ilRQ6r;HmNyOR3gSN#d zBRpr+^e!p7AvYR+pCSt}DHeo)5{GqRq#Xa*?DeT#dn4IT>5oF^dl(_k2P8(nSmQ9o z6x+2}Ckl$!_U&c|R?WA5Oj`3`)JchT2N8I+iF;0eeIFbbZ?OBRN9#UgXE?N25`O!g zjY-ga(pdZ+;Z(%>i-G3OhO*08sj(?2iB*LD*b*M3?xwgm)(Riy3|p(?)!qd`bT$Lnhu^3Bx^h+4G3NJO1ov zoc%#|yg8UwvakX!rs&{leAU$D>U%ne(+obyJ zhdPb@ss(0kLot%HzE)BUS`E9-^0;`yLv6E3y7Tik^(5(Rffsae*`y<>-epVP2qP}L zKul_s=cGfH<>)icRN^n*Fup07kpL+H5=dNA1)e2y>DD!ltQG(yOsF@Tnr|*9U3X?G z*+2eMxEBjxz@d_7LTRRSiN)er(?lw3DXPLEM4eSLbt(A1G{_F@)6;r;4`r<-+d`-jmnn@j*0|5ViJIWQ0-PX<^) z?EiesY~b6^kP&^_iX1bx7VG?9iD|$C#0G5dNK5N?BS8{#+5e~57UWY7m5HxPDRF6W z7$H;QujB%$&ZH!Qcg~`?PtCiZOkZ%97|Mv#T8LhR}1(JqSI>DQi;npaDz0ITNh=~<)IB1qjNh>&;0kh3)qvqASWnCxVy>)K?25 z28_DG-Lm?xIM$SUMbYU0g;S=B7cIi&g`cq4Qh`$hJ8A`@v^9XGg zaUI$du}gNCMgYC~+F#s{vNF3-xvN$+Aq-5=qdW|;bZ_O4+>}MqizU#!6K81u_Y}8U zUNz+Cy$GXoAuC?+7~S#P#%VN$M>BIm0X&~DRhDLS<$i}B=le2}T$$U?V@x520*a@N z`UCBXtyzwgEpig;&vJN-K-l{{JFmJ}8J5qw_9ZhNpLqu_Yq^3p*Ee8aynl)z)BsUH zuD|+7aQ{yjq?V<+0u}!-nrfOE_f{fV3Q5#j0`UENPLB%3-QMDzH1JquRjfX$p~L=t zP}H}?B6Rb99`r@qpZ9^nI@R3y7<3}?4GzPOS(v z^Xeh@SSytOuFZr;{b9P>$)jci+?jU=79@t-6wg#-Ii{_Lr(1L5w)Ll&DK@r$o^CfA z1_}2}*ycgiYUH0=?N5uO(qI)m8DU23uS)-(my`U(xaCebxB6fwxcO;N)V!Aa&Nz|S zeSYE4o)=P-T)ekXF7G-qF|-~l+s=j7T2cXtkquQB<4fuWhG})kRZh-mp607Rfe*81 z3`pYB8s5&jlQFJcw&E6706L{HAiA7?i{23vgCH6B7{z%0fZj~`qMUspg5r%(a;oXA zy5U^oC^CYuFF9*#PklEC;GnR38CEj|=(Tn}QVUPZgm+8Pityt~i^+m)#jlP?sX?xR zi2y0`ML#uvib3mj0H1OBYd?$60}LNBYJiMmGPoBfat@Lpgps;bmWDA3ivMA2_=ifF zYnr`%vyIvOpYr2W6y(oeia|P`454IQskmK-{J@HSXCa$ook{{}UZ@-X!_Nym*L9AE z|1OE!vDW{uF4O?2n^;;U@x~y6j!9siJ6~w_%V(!)*RSfktWmGEW2hD6r&J5Fj)v!? zp+}yC^IS?~&YG|GI1*utn)P)?lrYnrBRAw-a0kbXVXT-#0+wvhKIgM``RfaLH>rIr zJNGQ7NpE4xfC86>eQgzLYcZ|a772W?aIbe!dRfBn@Dc1@?A2eWA2RmYIeg)+omy=D zTnd;EHXdAWRZN%|W)}_HnHzH>5kkW=UaF$lkTr#=2uV}1ddiklt6*wCg^ch!1GnmsAFzRD1xDVZ5x5dBT&Hq2=ucbOu z3Jfa^T>Zde-pcwnll0aB!OfbxzuI_ku=Ek;APc*2h!vL#5Y_r zd6zlzTP7P$dZwbaAO57;dXicZ{{l%sK2v|@EX1scDYbT(ad!fuvEBxA;MaODSL<0MfW_iLo?qa| zupq3^M9YG5xmIaj22DaS7q^g?2IW$B4Af94CqBtN6YmnCJP0z&K*ZnD(X29rb~W{x zxIJcsq%^K&lLDGP>siD(N);BAZDpyBU{bX}9BvLO5Y2Uc+NRh+vt64|lLi+W1&ZaL;Z(Ya3DrM#!p17ULicEOG2xKVbRew&2ynsu8pd zr7b($YYdseF6$8$=$B9#_v{kt`1V6=Tt24Y$cJf*N>@>^Ehv)MLcsmB$Gh%Q*!f+z zX1L+$NGnW?_Np_6b7LzeBYta4XbvVul~%v39PJ({jk5;4H`F39=_xs4E39ex9KH)@ z17Rl`D)*BJWENLa;hS86iC7h5OEv5@FFjme2jy?9U!~D^rQTPYKT2SVh90yBtk}rg zG4^YKDN9$}3Fr6V8DcOh*=sm)sN-VT`2-5PA*`B$dlC@8$Z41T9_Z^*a%Xv5Z6)oT z1FB?4Z0OH8j4~6!vp5&;1Ke&H!C@H#R4#C1!McPQI7tcWj>?9MV8Z((ke@ba#o#%u;(0CU%*tQG>;{g4P9$aVK7pJ1H?saRjeyNJ<q8lx|b&Gw%2KQlG@-2$+E@8_iM7<7B2ga?-+$;^I9r}kL z%QahSvg+%8-s%ns5SAYb%1YxSzu3TF1!1lG6?H84-~A?Uqh zfeb+d;{Xqoe2zUlz>xSx+ZpU5@+2?dB=-6Xn1K1yP3bKR812ddRun5iZ5@>AYk&DA z@t_cbif z4YfUcefy{E)(kU0APwZa=l#~rw~_Lq5~dd6i;jbv|9$ik&G|UhD)+L)HJ)}x9T#{H z`7jwUu`So>OkowMiydBDp+#$HL7@W~q?h;_;{CuCYM{IO-n zl}Neus7c8N70j3hUW&;F$vb59LP`lnI|ug;AoQ!SD^oHDcF(y<6#txKzE76nnET|m zbG$3^E-I|->xRIJL!Bw6XSGEd%QHPQu7C0W{b+_y9E+-zP9Ivfd#gqSu$x?9m;t!i zFVJEm7o=V4@QR5QDoNE@r+!>9XlaYh7LyW&aj&7wr31F;~Z z9(dTp^e7NfBBO(B3rYB5L@gt~GIBTVQBL1k7RS<8b!LF)Fc=`%1D?gw?W&m{ET|5% z7h&}jdSL8*c}m<5`qSbK4c6|Lro^cOt6lcrk`gBZNjc6jYD6mtr53A6@kwnaxf#vb zhR00Fv!6Rb=SX!$x?6yYx`o>$ROiTl-;juKms{MQN(VC~0Ww;N_Am9@KO%%+A2@XT z83)q7#{T-_Z6d+SO(7lF5gQ(Vi_bi8h41bT0m zm#}n}{E&>j%fw)=`yFt3aq6-m-e)1#V{e~4?I-%|AB=UcDzc?fb}#_FM^r;HOV(pWp|DEI5kszMmUo# ztGY)(W+pkLO43VCWH@&YySDp1IY!G=u39_0{tmAi?T0W zB79FYov7tZHf|kR`M@71VqOBXxU_kGvWF0v8$9oFyCOKkBx)Ly%l5wuK-+P7|oBWNUB?554#P^g0gte%-Z)3iwd;Pv^qZ9eW=D@;e)A!d+{J@G2 z^s`Ee^{OJ`8t1qA!$KnV!1@p7s#uM zm#@J%U;&p=v>E4NN%F2}>{l|{^zt6^-zwuFQKR74pZpQx4pE}HSXUb|c7B#h&1{i; z?pzC9ZC5~zw+Cea^>|qba{5O=Kz7RF=ePQQ7BHUts_QD#D0FR}uyK4)rEy3r0YFGB z3@j%ZHAGb9=`N-R#>8GaN}UDi<&Rloqsra#*QD@s)?O;1FuEqKRg1<{H%M3v2;be& z@t$&R{P&^yXg7mZA;o&PDu0q1Mje2d+tPb6;s;MJ z-clBNvefqJ&&icSU)P+8^L(a)MkxA1zT{-$h<>GGrhLzQ2BmaNlxJn{cbLB`xT=In z<#)+pMdyVZATK5+oi+376pW~m)93mR11-2HrW8d7>%*tZ7&yo%Q*xI&?MENNijY2s zW~7nh2<|l`4U2eu%H5*BQRa|UUk4t3!FO^NOT)!Q`Jf95aEhnC_{hzHPmsWsf^4b$ z7M~yC_mM>*g|Dtp_fIvc>{cmTcK7`vIk^)w3b;`!NJGl!2VKQe)_`WP~eA` z{JH!Vu6;?aE{Xn*?(FA26Tgf3OD1XfzQAx{`3~wGqt`h|6BhO6>1}D$`E{|1o zM0z)lr6T&d-@u{kgcpv9QkPaVP~7(ZT{iXhPh>1s#z&@C`s+r0iqR zoKuSbaLgrn$_%7@SuO;%N7S$P-q?Y6);bf2;V3HR$BCRp9ZOV1ei}uy+jjF4`Qr)S zMclC~>}Nm4k^oBP6Y9smm|?=MLD5lumsNv9AcME!qA zC8TbPYd4cYM**(rJSS33!3}fp$D`Zyr#kVybR~ zNBODTof?!E*;bw!+S7AB?64dhnxF*($_oAMKazT(juFmQc0I8grgr~o08Fl+wm%A` zJp)G;n+c;n%+=$Yvd#t+TzN-8awF*9TOcza>eoRL<|e4S&r%{XYsl^)11*E1z_qX{ zh4<9QueundWT7QZ?IvlwbBe?VUEKum3VgpWUxzl?3rAugqkK%9Tftzhi{C<4a6D>O zYH@wk{NF)rzC^(6;WBcY^NlcMS>}1lz-CR5O%8a%L6alOs4{>&=IUv2<~ZQvCPp2G zEZF{@FqM`&gFd8w@S<46K$0RWM-}CHk!`;qGrQN`l>x7rs<7{vf;I~16 z0lVxC3Z+N1*55BCAudpEopW_binEp1@wh@N7k<0o zhC=Y;hD7*`g^>{m255Jjx4yQ#$}kP(H3eSsFI@IOhEXx;_*PQbjlGAvRj~F7Q;BJdaECGRi2RAy3P|!P zWNt_AG3dn9t>@pm^IDrNhi*RY0^?60b-Gh=VvuJx{J?=2<_Fn>M{dC#YIlSX3$O88 zsQHX9lxd-QsnM%y9cUnOgWd@pBB>k2@^sftC??ha>$r&{$A5svG(^p3wIizT=MS|y zNE)tq!-X0(nYFfpERx~sc=`Iz% zZBdoABgJRo{X0Q~*9;GeL|<@JtaOp~A4rXE&IlbL`@~s5ps3D~RE`$j(KFNE>wBYG zXS=+LDhGBz5MwW`gwsFNOp@Ubyq~f#Im*+6zfE^Kh@GzCAC~Jm*9tfb>(mDy0ma#P zZU`SQfw_0Z6k5W~LT81Nx5H$Hp$rNA`+pQZ(Jo89vb~ac4FPrL;0D<*F+1!KMkYaB zeq4Y#hx+Y%@n{-lSzD@5d9DoiQ15bMUZ(@@+PfYgn7Z?1z#X1XY!4ArK6s0fIk;E8 z8MwMS3jV7&q@`vQ)zP<^%ZaRXsEBnn({FwO#%1}m8o2E1H4U?k;i&3LQuY0g6gkO@ zoy-7Xa{z?jCO)D=yZOv*|4TxPYuTD6Q!>+UHUDg*k&ssf>>zu7FkG{ax;$!Ah8kn( z{KkZGLKoiu9w^8@@CM><`a{~tQetxQS~`1QL#9>O+-dUDr%jT%k$F zRc*gdBVu4e;P_Nqo5=He%0lL=+ewy6w6%b8(BFD?%GsFp#vHuc24}N-k#6tP@17rh zrC>?5r!MQF8R^yc%QrU%a#m)9?9e4Iy+M(Vywr<9e7pIrNlcweIk3d6xh{*bG7Aax z3yixOW`8lY{F72kCfCNMbvbXT+3%Pkkf9 zrgTCW&+oJSn$m6(kvvG&xmhV`X(x%2OAZYnIW55%Rp)VidA8=v2r|acV=8N7go7WS zg;`0Uxra0U^x7EgMy<6>I@J#2gSdB)cOUTSt*Ka`{fom`|P{k9(&_yx73Xzl2 zL%&r6eiHdViZMvA@jMDC&?cz2LfthIpi9X>>&Wl|=ytj1?f3)q0!xSv@t#SJjzg?J z7m1SYr**E^=Tvt|hl4eI0svxg7BAgAd9~M-@|a=`hmMagU!ob8myxfV<{z~&EwIU& z8*jGz?6(EHJhbwQjkn*jcV>Og4K3mi8rrSm_{4}EkAnFHyXI-?aMAq$?m6h=6bj$) zKp*r3d-)ML2-9ZGtg!7Lhu0vcn(Zo{=S0N~G`EzL(GxVJ2oYU)uRuSK@~E@iv_CmH zz5sa|$I^KHo^s+JOzhv{z`OaS5a;)F%{u!87P*iW@Os+9(T=BUWpOJ-TJ=?JWBC}P zj|kc&AB%G;n!p7az}9MQvO`pn=f@&s<&v<`*5qPWI_YBPQ+N#!pPb5%T$+G*T)7Z? z`Cf&tHEE-2Zv9JWw9%imRZ_g6*x;&VsKY5WcBKydni3s{ZFhJj3bJNNPl>VfsGlli zKb82`-v$F8Ji!3?2Z4o%+p0|ECOa!~HXy%m5peOR!ytm`-U zCUUz9*KE?^it;ecxa&dM>TQ2AYX)!uExj!{)OBa{I@P);*N_TXUb)-uqT}Vek%(yT zVvwMZ;eJmG;P+g@lVJTuA5!3YGUo`h>dj*13~#4RJ>=u4Ww!`5g>%Y*&z^tu9o~NX zmV?@hf=?VlfEr1urqG4vDH5GNyS}HUbN56zqYqqx`Z1bOCOI^oq^ZV^aVnepU-f4q z?}^Lh6*wY8uO`aReC=|@9O99|RrwAq>D)NfyJQd}UGb00SQDt=7O=eCv{x0KcHv%LfyOf$~D=W*sd#!fGhE~&`L#PGn4`?y-q zvP#ZryEJf$qU_s4i?Ax=JL7_8Rmt#8ZNtn0_SfB6dy&MCc~qWnu}|RVLD%s@XcOkR z7l&Bwh|unyyzZ-0+XZ8dB09>cK6V+`xSsBwRWRwMI5}VDXeLYe(vSckXG?z8d#DUS zSkU*EKu&xeoGaC2uw z`O3iQ-rDKiGKj@etVR)8VIq)2!S2lbHx`#2lw(_A-u>FFynieFG#pWor32I2fX)I)pbwwChP7QC#~FEdu7 z$_5SrS4sdwpl^LFx0^{6J|Om_@xyiTxTL;(C%Caq>gbiWSk#Z=@QuO|#udmEyVBeS zTT9coXu*1k`)hu3iq!7LYfg`lV8rp%mrl`aY_s_3WmQ;)zWuB5k}gdSHxLNYEi@L6 zDpJXxWgo?B~{%6}r>vfI_D>!^$-2!(xfr#io22$kU-nu02My4PF+{ANPwZq_3abq0VZVyviHbjAT)tCLPHPu+k!)tNj(2DsZJ zGOh%K%R2%~*(5#Wi{O5=3?UX<5Nx>FY}pI>$UH>XntxY*T~|c5hep{7-4L7{X#z#l z-jYW^prsHXR&6Z&+y9H_`kJowagHWYdgV&I7InSU&O(Xl)3IX2TOc`}NRDpIXxm~g z$u)aWf>_3VO(uRJoHnY44y7fMcZBrNHnBWM1>GD)ts$+GfByf9qu8|7$v*aXzykjk zzgWtOkA9VOUEW8_lqw)KDh>3paw}-fulLwA#SZMKKCa0jSX#aXD}6QR)JR_L3*T{A z(^6CmwzTe)N!oT} zrnv&o604%#uw}Z&j~DJ4BtAP1Wo=}@4}>7^m06r5M9I)M3)}m-pj2ZwS2^7~A6zwM zi_<4I=7lSp7?O4(Bk7S=;_?{3c%)6iNAhRIc}W}e;@jq}a~GP4^J&7)`cCW>R3R7= z7tz2O3A=s)U>X9nfqjZ%%m%A~3$Vx^5t%Gk1l0EoUaQuj=GlV`6!h)_Av;#&G7A}- z)~VWsbgPj_&}MSRNCPG*8l^)ZMc_ zCcC*pzg~$n&7YyFd1E>sRu*Z==br7toe_(F&pM^+yL{Vp1!8+GsyF-v5r&R)wDA(f zu5XRGDwY{IZL~vn+orEN+cWXEC41Se&u&shKh+N^W-CV;>3{EopepZ2l}%w z<#5%HaR`CpRat!juyV`*s2xl@2SQlI+2BE0aX9n~AQ!=*<&PmQl)u~-cAe5F08iYw zD|dxi^uAj?XgKVD_K-_Q*R_&Hp|E6g2C4J6*3&65tZt2PL_+CP=LD*IAqhXN(-Exv zaXI|KbWU6rV{@mXH#!bzSGh*Uqf&h?C|t(ft6Sry@`qaj*{*!TZ)cn=ikZNc#Y>aA zC}WzuTx}RGZ5VGfLkQiBB0zWI+3v)bKP^bQYubDXDXf`(B{^$0h%_XN-wm|0Gyb&k zVd^aFiJ&A|b4HQa;01b>&k&cm%z^LZ5dr3d34rj=)r=eqXv(YwQ-NwBZ*0~ho4jPE ze?$bqv9l``-|EcFq_ww7RS=eGJ(p}!b}C+NDUT!&^SsQn>n2Z-LB4!A{}^Luksfqx!%86NCT&0M@{d;aZ4x_ts^$Wlq1@WRL88oW8-RN$3J-kgt_@ zUEK5;l!#-m4z80||F{(B{UFT!phC(5)Kjta^{@P<^PyUnmUi8s&u5)h=X9fs0_N>4 zgOP(VqquqBC0`VKExX}sQW{9UcBHiKb@g53;~D2elR*`?&TcyhUa zUm_1a@V|F@Od$k*EfaY{Ill*(L(w8N?-_|E7|MUEQb2TpaoSnp>;XGh!+;wb-?nFa ze{d2}yboS5@UV%vLULPj+DQ59F)Ck15p>zlmwRB&-kjFmo`9IxOY_Xo zpsq-7GMZbPOPktuoA&9F*(~xZnj7bIHlWtHH4T7}e{&}Y&}kspY+RaC_kL);n z%A$=2nvYzhXTG{Wf|aC;f_4r0&#A#sH$ z;8j=&Ld$Btw*y#0AOWu8e(w8OD=WS(5 z-Ip0|{>{wYSJm364f(I8Dm>w!Jb&ZXlE&5Y|A(12{vuKJg7=ul_^+VyAU~q%j9s+LY2Fhz*ijiM$FH9rYB*PZw;LBe zGL$cjw7xymH0j#O=fLmi9RG8{Plg3pv;M4EMoG;3CzMq9^5>9L4*8ynp|0krNvS@I z7})uO^@3PA2IdGTQ3caMcLn^L1xiViSj2NF`|+8KY}9T-;0s!lMR_9%-SiuR@bW=z z7+3-66}^?{ASRVI6wEr*{nMd`NU1J@a>JMz+rJZ3)q~hW248UN`V2&$aY(eCE`2k( zJ{Ja_&T)5?Z4etGV7|6I&gu6^8tYD(#7|8E`%<5Y%xL^UkR?nWluc$Yc1jcd64m-O zE7#bb{B{AmzS856!#isli1e_6>oYUnD*Aq`MT+>JXtt&B$ z6Z($JU{tX;7;b*9Pmuwi6=-J@he7u|Keel0jLe2i&@xfiFATYksaLPJK{_O{%;q$Q zISg(;^^B<7HxYN?D;z%wHDsHd1HDqaZ%6T=OGzTD4}_kv4kjNOHW=|nqgDYg$n znDx2kTPo?_X7zh>gBvj(hV7`hsTfM(W0T8>b?zg>&vnPremgy!ZITk@4S1oY;;+ep zzY$xVN?j1~s3z$|zi5WYzwq71uMN)$Ve4vr;L`wkyWIIq=8mFtvn=U;gl0618iR}LXfA%z5S#7y`pG^rN7lp_tChLz26To1#UW3@{gmJ- z8#U)`_|UE*x)b#|9+PS>Z$N)SV`Dt34qBV4kTGyTxQ~kMN~_mASv2leZ@rbUi7D8f z6Y;VHfsvDi&W9tO#s+n-?U6L97!5GC{<-BZzFJT0p#wgL!+*5}fx58+NjQ&iddXgy zCgLG`1>ZO=!1;G3xf#O-sOf!mLK`$DO$SFPl?%u7ABET&JEQwkGNv4$#yT}zuL*xo z7&yc^^Qi?=ZwsUDhMRRi2le`bQQU)MMyw&e*>G5u#)K1FS+#$lU!nL~T*C$$beS4< zml}!EO??m#ssdX{| z64&w;oeW8fhM+X0t4hHQpO;jiUp(#@=h1F&Ny5ag?01reg=9K!>la}9k1zn0XRt|bAt$^R6Lf3XHjSOpfZ(j z{d4+_9OhI3$J4cWE~jDh63v7J5N=jPb7%7E%bFaMo1I=)VGIB{_a%6r18Nz5(|HM# z-Sq!1kF1iSMxo4V?9LlPy0$DPA)j>i`z}^V0!SdNLj3g}J44l6zjshKq=OH4GpPCj zWYIt9Uw@Xg;aIGej>*$Zaed_w9lJ*~bf@TdiQ=fMRI~G@6V~k_q5OiUM z$7J9Z3%ph__){6)my*_Rn>3pS;3<*Nf&sj4iWF;B$e4W&MXoSqZ2YCL`WAeLrC^vg z=B$fs^p-l5h&41cYa(YBgOGBVGSt(Y+E0+njQeV}Z0|>Q4@0 zZ#$~D7`gR#{(9E7|Eeq3X`O593XpnxHLHafA5B+u)ZqeXr{z5kH&0zS(G~m}=%^Ba z4YQ#x53rm+Nl^aY#VC$LEGL^bKiMEx>YC!#Y%grLud+WXQTVjgEA0dMt_6t63Y~W=MZTdYX~-#YEk}_v(L=2D5&rI z$B=%GE^&voi7LirG946w6-P7a~{JX#!-QT-t2_j)TT@tL(7_Bu=P(Wh= zd;XlnEiWZF(m8X!3MYY6hNSt8L$%IMoq(YrG!{aev_*r_n-GV1fYy1be;yG<@Ifu| zi0e3gfxNGaSo^oafc1GrWC4y83{s(4&ka9ETRB3}PBvx(|0ewfx$1&BWMV0GVOE~^ zXKoD@cTgmRzH%wnVT9wvGupRaWAWJhDV*#mbrd{N0z(1wCOPZ6L4n?iQ76E#pKIE* zV?LcD+~v-zd{;-#E%h%vS88m3qZ%)zp|lfbS9bU8y8^|<;_3e|qo(JLJIWIH45q5` zt!vVY)}*L=BCB)h=!=`|rRY=o7XC?D6~FvbBLE*%ZHh9Xlv8C%#PmJ&SV|k&P#gC# z?E@OYNTaSH;YyDfUC5bZf_RPlXp{+Njac!U2)^j$O$^FtT)uys-obqt=_KcDi28QC zJQYfbfUMac5fC+d)2S+hZ9RDjL}`L<6YyyHp->iG=LD{4sbwgVl#1lHSU~j)9o>4&FEgo_&m(O?1%5g2E*K`21 zE<3z{BSJwhTHNg?VC1~kdl*oSIjc4lVNH4Q-^<;#tp2M0oNwtYY(9b8*LS@Dso!r zPdu>p*Hgq@(#baveNk> zAi1zcYB!x`;y z4jYIQ{0O+N0K`@Im#z0@zKIS$Wj296(w-}kYt>yQMSTG?Yn1CLGAl>AV8Q?8U zpcx>N6uh28G%qr5GjSX}0YmF&ouoAIbaQ@DeA&lIC3*)cpr_p`v^YSoH#}sUo;rlSK2)IKpbHm z)EmOjd4hN%6G(dYf}!{mebu<|mlm`GTrk%y`pXJ{^yRsErCS@cqqVG;%f7UFqJ&s> zq=s}z3Mlx2E-d9^;EU=_1i`8{L6}R2IhklvsTtU@Qwuqev_K*dYAQ6uQXnNb9+{y> zOtp=U3+=1^2WGA{TsT@6E|garo16QE`5RIE{m%&upwL_ITPxRZA2Z}~ z&gSeZ{oPS==OlLrg|5EA;(*D)W6!cwE^l%hJ`#}S1uEyNY4QMRAV)u+amUv;2fS*R zOSI2oE-<)?yCQZhHL^LV+kPZ5F1MYv7H*OYERrjKhO}2BxY`j5X^SoGo$=l4xo1_n z&XLa?Iq5}u^RLP$&RSH(%!SDB`z|MvHB+4I(jF23rmuz_7iWhHeH80RYq5}u2%3}B zTa=9^tG$S#=2<;`eKJTw>ySmYNvm+GQ?Ph+tJ`x$O6t!<-A-*|k-soa0lZ=$Pcj0;SAssoVGJ2bCxt8o$Inn2|@#)a8d6?CfJx!)Vo8Mk9YDz4o^GSQB(08bOSMs zcUY^`xPb*Wt>LXLGFnBj+>q0U!1%`b`WD3IaIfM z3PjBL3nTEoY2+p!V8c6eTpo0E29nMJmEgpWl)j}d-m)b_Sl?K-34ELof!a5~>ta@s z5Jc6$ubjTgW4h$+U4IaVqaD&~Eko1~y?G0LJB-i?O>5%klPX!AADj$mX`U^Wx*8e1 zf$AelI%As(Ix9t@?6F9pZ=Cc0AeDi1x^S9$f}&qE!g_@`YpN@D36y~3m>}u}sx}tU zlr#!XcejFWmPtYfR%CEtWww1Qp>R5o2~%y$8#j?dze~_2d{NNp^@rcHnS-YUxY&T( z46IRw?c#YUQ$ia>uMIsGBb~|Tft9%fnOuHO02!i{l|>O#(v#hY=$lA91pVTb%Whfb z0&Hr#6#T}?b0XP`D2jh8SXl&-64tQ7~bhX z)vr!2@b_snL+38(?Vdzx!D)tLg6uf#BGwvvx5wLL$T|Z~=0ZaS5_zSel!{6X+N?c{ z`H379p<_e260AGeQjg0rKvHN*7UA(U2*Z)y8P8rvp2eiau9uXlmr&`Z5Ua=gTm?{L z>UK#eoV$=7>vaM1z6YW4%-Z(2OA7P47Dtj>PTpA95!=^cpZ4-qrXnh)wRsTEDQy?? zj^HjK&^E_|kUhDFhFZYUq)d(eCX29NKpxL85)=&4Z48}*4Y`FpyF3TsRfL_vs4#0$ zSKj=)vN_~J0KJJRWeI4?Op-3aE^E=SFTlqF5z{<3EOu7S9{LX8Je06|+4Je3aQxGA zB3-6Ud0tT)0a&JAQe?5D9z%XdWOnC-97FInJ{2Nz+Xs}nFIl9ZV6+1bqO|Cm48deV z{lFHK!;59f&m+MgWTD!rEkL1!3%9zp7pj0}Em-Kl_U3CZ%B9tSb3~W8%cAp^#X>?k zj!~N%T>IrC4MYAt?yz)oPkkVMK3Oq9ph%yA?yhu-#yghohdv(h{IH2&9MgwK1y!fb};9?uW3A{WuLuiJu2F3&$HYJ)M=CM;bF1lOvG; zW71rfqYM-ZjBM5Pn_0N8%-sE79209rV-YI@mjol_GH{n79Wc#c+v$^5pB0Q zQEg#UFO`2U?=45o0!=YlsX;s*wqxJU*FnKfUEBrU4rWNMVRG^X)K$K*xVFWAhkOU> zA!E7tRPFLJM#Y{t*dp;30r^-Rm`eIVih_PVW|6f=tn{X4SAt7wG4zFnuK zt(W{Ktz z#7U){A-0dAT=r|6Um1Srh0Lpj`kfs?37DFc^H*i&Kg6d<6MR$CsexRmON=+6so=~H zue_`u3I_(28D`>+5A49u!AiV{y81w4>BqD-fEEj;tz2rjgOmJHTO}NfAzzpqVZbpD z@>po;k-7<-OJ9lko;170-e>0XwC3GPfptU*z5st#|2ASm#$740S4=a((B~&y8%0ZT zjSg}{0PzN0wJ{Pi7@(gy%yOosu>8H0aI3CGYr+7B`4F?f8$Hqp@zdL$kRADaLc(bs zQ4e6IFI>Syon@eJ19%(s(pJDbE1bLo~{~Ejb)v?Rs+2!2mpp(p$%Q&&0&7|omrtsBKUV|`U{Oa zc5GA2!$O@QX7?JR+{5w)yPtNNiw0^kINvL2b zt3<7>&{KtY6jS<&@g9KTgLU*}2l30*5vs{=h9QrppYzYuS$(9v?3Y+LKJGcCtH}Bp zSQi#qh9;v+tTH6%th&$jg{MA3#$2?VLc@YeGp#&-y}tVeFamkS;(nUjeJus3o3B<~ z!^E+3n*8^2JtwG($u{I_YY$UCD>xv*|tp2}&J0t;bNfZ>bvZ(gZLWGXOFdC*OO1O-o=ss9%!tV`MPk%xv5A$Vddq_T_K=C;tFQc%1~J$>8X!7q?d8THAOhit{gc(X z_!40Con0#S^PisPV|L%sp_NwS!PHy^ylUoQtzb3H`7-74X}mK?e_7~(Of3m7(|;iTIwlSVR<#6|}oP^+Eb}P}bsti`N%HyHeTJ`=sOeK&Rpn zMw5L;Vwt*g;+TtO>?{4|{CBSfMJ#qvQSs7Yq{*i%;1^ZlI?|BmtAA|Ml>&uD`&yj4 z$s#Z}I&V0QW$dW58G&t-h@}!oU(^9>QxmZgJF8{5W1Edzym0fLVK zqpm=h9y)=I+>4TEIEDjBFuNMOz@NWzK#6k+E3VF5sglDmf&+o60hy646j#-yeaul- zb+eCp_J8C)PXasjt-=VH_xoAQ{C@phZp#)Px8M(4=q>%cYLoL;Hvm`W`#a<=MFc9S zb&B2|ESpUyE||aCjg8fJcA{Ig734?qC7$y&D;mW(+e}9Fo(?lzm8Y~cyZ?+{hkyY2 zGRw*$>r6a8y=Pr?yz97d5eDbvLW1!*n0tsm!{wo)Foa=#O9yJp>EsMQ^RoixE{SyW z>JN-!^?7SV2$_WOf~aDVG{VJaCa;yMdj9$d4JyHQ{Wyoj2LKLLsBsm56|kk&R%nhK zp(D8t!i*dTk7lKozjiQuMFk-$@GiWFaU3~POPYh~F4x;wiSY+^cs zMY`ODfXt;siOsb-ddQrR{R9pPE-82Qhr70Qa!^AqGiAj9J3z$0c%?F$bgwynU*95m zMrS{6Oz!*b){?EAj7c2B9orL@Z{GJn<(A(soG!V-E6(Mm^X{`NgX(7KHK;o_hPd(r zR*5fud=03BBH?8li++j#m9{onC{k#OB7rIB{>6gaAH&RBa04d-Ub2kRTq2t7gHkHP zoij*LFnV2gOWfQ;3`n0}i=TYgmB;zC__IGBNf8sx+^i;HWtGxO zV5LJA`~3qv`9nRDsteO7Flx9%uFMi1yy!yu7S%{Iy;K?D$Z7(<2it+lYWc$~FMpUL z;JWJ#@K&kg#X{qL;snf2>nQyt3(h^*T&ZT_5yk1ph_(bGk`mk??ujB!@)WiMUImug z;Kn%Jh=);i_V-sME7|Y$99dA^#Kt+Bi5=JDSN@fAH0000rVoP&} z(o|)^e1)El)E0|bVvTtR>oOh6_GUblR(n-34&4)1{HGauhRFG?!ATasV{tzT(2NaD zjq&pK$wMn-Ms>v;1GQvH-&;jZHVJLGD~4-{fz!BOCkZ#(UIpHi^B7T-elwTe-X@g? zk}=@WX7~-op#z5avn1CPh+3>DF3Qtj5CWf4c2Mm$S3p+9#y^Tb(NpT2VKaVX5tB1K z6~fN1;pbWXSf;nW{#7S#b<23>jqX+UBA&QUoV@P7KBwgDq)}dOUAJ%~RZM5B7$j_j z3)SE!a%7}h<=3(Df{eOACM+PffBR=A0sgLiz4sEo$o1mz`{IILCRNCByYUyEz;*?P zt#Ta#9Qbyvv3iEI=b(H(pj|Zmd)wE&wy`L_`j|yTt=tCXWml>sk$sN7QgjI2u6WXj zT|Mg0i^HP1h~a%;;X=%V!Oqel^LVc^@zdMkzcuf9qtRf7`|O-UBn%k}@B;HA`IvV% z6lnHL!-SkFT6gMz^U04(F~au81i-1-Uqs_)Q-I>eN;hiW>(u@o&}E#5-UBc-E;m@V z15Y+Kj*dR0Tw39t0?W*n>GD^S=F89CNg!GEpI@(h_sU9IL_N}IpT%pzQbz+<9_iGc z+#klIktjh02+#XJF`Zov=B>EY94pl$BGg$le6&bc^K6$AH9@gJ!PWBHRLQxRCc!+q_)r06Qg; zgMd7rVD227&j>rf{c+3J%LSZ1lrQVh`rnR-&0ooQI~#*eoW}5WOx=R~5AAr+o}Y4s zvxp{J(DFqd8Nv|#HAq>z4^4JV`BtH;iO`Z}aXg{wXe&Hvv4jc}Rd{Dea2FD+X^2+7 z!{mFCEYu8Y){v}l0~XOe)Gp;|qJV2E>OPmA4w``i7 z*$&(3-`q%cWyBmqT>F>{<2W44b$gAS4glOvH1uUk*b}53%s0YHXcb-gkxl!%nR#B) zO%lq5#E6D0XRTmzSQ~&lIaEzp9p}uX6^EDn(iz>g1tjbT0KoK7Y4@So2fyz^>F+^N zeT?BA-r_(F@BlM1Y?AGCI!=_sng!HV^hwDnxB6$bHK&pcU4?;-48rJ7>>>dj-|2yJ z*egWR#8Q`sM%>U(4Bf)&$cEREPt5-0VHcPVTBEK`;c|^hDv!q!eaRm^-KP16#XPj< zZzMw>=!KkBPkZsXjB(Cx{&DTEp`}XgNnWD>2zcdxI36j9gBK4-Zfk!UcZm^A$T_=~ z85yn&NyP+*jX-R>5&`MS@?zHlbbj`eL&BA! zQ5lbPqxEa9p6icj;Z*w}0U4tM>^}J7NW2KEsw2yj^nsaz`Lg&Z5QDFmG@j4dKH2j! zV5zKmsR1w zYfQNay5>afg87=tbSpcv5BB(SkBjt;Kssp%OiGFpS>l&4vUUb4rJ5JTzoI^y-&=?q zGqzzIWL{U+UF35dq_#KjafT;C)l&OQr`m;%r%YlQ!FZdJlIa4Ct~eEvRTbKbNgqE| zd+>tnxB@|&;ptuU-;)CADK1q;Kf1ZTD|mDzN(I8kNlo#^1<^Iu|KTF?nXt=Hs(uNR zovTBOuyicYQB&1FT6e{A=U%F#QNaPPFTMDntAv8SJ5!*ELbfKTFc zn{WE8QO3p^e?SOA2Iw0}W&C-;u|0Ka&`#`_q(Ysj-3(-#XU1XB)!Td7Htct6*{*HU z%nXUDK>d4FKDIX)LZ_>0Vv)O{;EO_VR>U`Dky*F_X^Ut80ie>_PBaA+fct)~hhpRn zLpxV6e7^%3#6~;Ct*o2a0ib}-p-e9W_RqBMphP5gml7iD;1G99WKY7h%$+hf^zwM_ z#H6!!#z2_=Qv?3c68J15vuiRgqr$%gtbo}2Szdyap)t(u1N&^-N_NOIe6z&`pSnr; z_hG&J+Jk*&*bk7+ob%Yq+d7)!whiDqVhR4d`;j;zs7(e9j#rz zc0lOWMsR;p=clNk$9Ay#+K#QhcvGPLmmz`esO<6=BGN}@lS*z$RnP|D0=KBEjUimg zoiM;`RIP9!!tFsO&Na{p-S>}cA-d7LiN(tR1ObrKClxGGNQO^-Bh*1*AiUR05<|tc zjuHthZl^^AB#r43h0=B1?B=9NHupS&;apf7iTA~Qa3UyF=4D&jeL14t8DE>#@jQh# z@i02628(1hT8<7RVb5r?_NUtGX0>}k+xt==GA0l5aj6qn7O@a}upd!hZEqDLMxOF* zE;}o&1lGvH;Od<^@KGFX%z)QW>vUf+F*sQ9+-NAMP{zf3&jG&G(*#!ho9GFo<%i`$ ztb}=1F88O1az)y0%pAQ;em&Vmk`2MEQ4MSfIn5#(-@XZ(r62Wb@SZ;!N=Y$g6<#72 zCB+@@r&eBGltK~Sz#uP1-ROs6xJuwOMSs}Ogzsi!cE9N<=n`Xilj8~y+9kxb{v7g2 zumx{;evMDsPG2m$?{yo#!8SD8`rW21aohXn=tM4~cni74~C6aC>Zsays z(6o5dy5zaZy^IE(Kdb3b9+@g+Q9AvJO6YRd@nJsG6cW=1o1U*4Jq)}gaAIfP>!Oj$ z)!$R@>%0pFGH5q5WzEo?H^T-S%(H3E3#)0DCYNXM^X$?9hI086+;fUrW7>Sku z12i0X4a{SG z{w`brpE3x^#==D8&DHn%$tMp_aFWEY&)SzYj-%x6(UB6ppHh=haEXg__&Y&vy%dqC zHQUnb=H3Ps$O$C4GyU&F8D5PaZ7!yqZ!|4Z9!Q|>L6j@Hh`p1@HChLK z!?u?64hV597UXU*Uw*!#daw9ObbbC%F_T$4PJ!DPxFn&bWse?f)t*Xu zahAEF`gM{y<{}uX3%Nw8=;1(RXqwq3L&J~;1M+?f{pi~M7ea9Hk+#?-q+B@D?EzM| zoJ*O_<%U=_jC`qE!M=jvD{)2sGgo`wrj=1V9%X6XV zVLv32WjYZg!LE+xCrbR2*II)2<6cN6$J4soJeCP>Ifs(C{|OyE5r!5WVtF-X>PxFu zqgMTPG_rs(d)gzotl2C1u6`8anPKjOK>;8}vs9Z3@0S+m`DNpLj%O>Uue=5S(55idCDRJ57!37DlfHIU+pg{?bjkSs3*fHNK=sa=H@_#3f zlH~=6R*lSxY`tg8W^VtTt^WTmFqF<_zHixgb6rd@q5;NZXfh7}KzwXsHZgG6VT*T8 zOlIL}IEy_j&_0=;mDMWmR(jl=094-4MMHHDp#RewsL8oMRSDls1~SD8-oebwbWX+m zL2y4nS>$R77>Bu3UMs*q+)fU7|+ zJP$maO-QVKrSe}ei~Q1qta0fNfG>$4n&8`X2NxS6JNj7WpxfYzK?}GqF>|6JGg)%F zUJn@-(PLvyN)QS@khgotkVccxJKH?f?&zk>FYj+a3kI+=`zL5Hg9-UsLtV?-$gb>h zss|ujYYwr*`9D#8v_uZEGE|MncCir5fHia8j=v$~w|+0SGj16(;|{#x38`Kp`q3d( z%x=}|nRk9lWl}DXq%{rc#`%3*s-X^(tZ9%@O_#uR(htQqE@OoouiRL`*oU0$Bwxcve+i?Z1L0%7_Ln%nbY4!7N^ZurIG2ns9B2u0)G&!K0)` z;+u>BcPBbo;F)~yf1b1n==*_W?eMX=sMj+pwGgC7OkgGJoA^< ze%$_1-C`XH0P4PPZquZZ!~->a>~pB3(?}}mZrl(S2QI2}UT%nz9ddjaRRvfXv z4$x#+a#~1tt>zl;tu8;ZDc|M8Hez@roSD|c(9<~!K4)q7yQE-h7Oo#~!p5A_#!BWe zgJI18X|+G-pilFDw=COwy1@{$xoG^-dM4JaI1xnG92+69deE7EaMY?BtIellD<#+lxl|BUxg z-a`j0^mJZoEfZOo@_Vkw)P^?Jfa%L#nUJdd(I6W>6uI-b zYnu~1w8Ai$@4wy)g=d8W< z`kpIgpEc=43EESMdGfi4YOQK>y|)2~8B35ie76IqKhZ?#Ir@sxO?)9e9?A>zN;u<#6Ahw8HwbBTUc#&3yTX)Gu0~W3q(caQM3>iVlB^f8= zCI|I%+c;7XX~2WqaKG$B)VO5Be7lfQG&HA`Ais-z@^bc3H<8$4X|(_5Xp{V}Fjs=U zHe~*CX_nDDc)hQ5-4L57Ts7+j$i6|JX??I!ep1)>_NQ@~UAX%dHj3TxXZ42*!3B!r zhC9iPJcvO=CR7t{fBGm<2+Z2wjfZ1rSYY39_EC%tm3^qC3T)w@30j-3_QM%X9LSgF z+n6_lJ5arq0RJw%&3pK0oa{mQnz#

    79(rAErY(sDQx*2gSKwvD7_|1^brv9D_p{qX9~|xXdEE3`z9Nsu)g8E4 z7L{_z6lA1{vQap7r&HS()YYrdB>8Ym&z9)C26TBFIX`{WodWD_t$Y1ck69GS5C>0d z=YP&430v>`LT|+K{7egdavLQXJFV2iI6WE+_(R&Oq7)Pcg%Bt|4?OhLA z{sy_I9!L{bP3oS3i!Gui+C;yG=KmaIUNeNzog>j(MAIwsh zm(kWd&LI#d1lfUJfjsyk$}JZpR9es-p10CT6ben_naE9o;IA!&S>6!zMOf#K;QAI_&W~r1>EY}ICekM$t5t4%z60z z&FI8+Y0PcunkE~}lF`bk)XaEenktGybap$tBJd(y(x;1MijhASerTZYqo-O7=DVd)%&Rz-<2SO{PnQ*s^nkfXRH4vvGFYItxOy;@{J0H$Sl=2BPPTo~mQK(9t`S7hF`N z*ZR6SPlyYS$i%fLK*i+EE@2Q_iVd5oa*{8jm(J=7S8h*jj ztQZXM4#D(BMEk=P7ZeYTZ$2Uf*BBV+3IyVXD32vU0~kwSS*24vgE}ezm6zKX*+&C6 z_u%~yJt>m)~ldP{##CzQ5mUA(IA<-E6X1uULd@LDbH*T;p2B#u;1+ZXs7x@%fH$xDZ?Y zA{L!(IR!-H7-czwp2~M71WqJ731u@Y_8OxY3uRn&-zc}o_lcgE8uPXZlSw!0_Ol}~ zU)R|jlHH052o`XX-l7dM_(CQ8eChDLh7sLrlva`!>De9RkPY-qXQ;4zZBr46eHYPk zIN{Ui5bJ(AKNjIz?#rF&ok53{O$+HxBPeXipuP}r4$lY;u@}&y!49PI3$MsD6YMT< zlseoN*RfE)8_oj~>zP<#w;^#tHa%B3N~#wrJ}i73l>2G)_5i05hRaumAl>S16F)ELxk1qj)WZ=78XjY|@ztBH)KK_ZU(x zDn~9Ej6>~8?z%I}6^d%i!P5gx`bL*EHj1H4crki5f}^O>6pX5LY{D>_ftBKVFUN$>I_bbzJ`?};Py2te_1q}} z6Apl#_EgQ@=?c)`r;*v3`ti5SL5m2rS5paN3=lytsinJ8y`f5cUo_#&<7E?~`q;TP z;s#~vw+!>mLS*bIBb|^v&xKI~_|&iI5F__+p;4&aQKvDSTtberO@vd4a_9BK`0k3g za{Rge<(rK~Q(nckojH_r@ia~?xC1zwOYLLt+La=bCXXf$zV8pXdKNcq1kFG_Sn!rP z1;lxE5ZnN4v-yZ}b?ohYhJen=X?<959AqQ+b5Ce2#Wp0nRT7QAHNV>l20=b{FFiUs zd;bPzIfn?+JjO%TOstz|Wdzib$fr@>=g}+oqU{uxB8qBjNsh899Omc|nu`FlF`6X4 z;;Pl-7~7isL`hW~hT0s&Hlk{bh4ws045^!$0kg*;XDP0?YW+bPFl)>3p_06x+rMii z6KXLZc?aDaLbC`OV|Bm$S_W!N;HkW!1e(TFYqd{!7#;EiO@({n(Qnec(dL$$b*7VN zd8a1{c8N42lN~J9CE#2`A9~ajcY;WM+4FBR5{9BdM-t*Y^@;*k6P%x1aBQI(lg8YE zh&<#`50c#J@Pa{%Hg4REJgXkS%J6q8_?UwLLaU;FW-fXCbZ6(1N9 zfAfCn85t!sa9FuBPb=Sab-Gk89=@H5quosqe_$l_?q8Wd9O8vvp56|x$KHf3LJli~ zYV%m$JD$af?-KwplBz{CNf&^^ad0I2Z;hhM*VzxH?4HZFx`JKuvPae{uIGftE`w;x zRum{=)d*|*lj$Wv^eBV~P|6ypGAu#~2NIw#tZ*Z8Ms*=n<3SWS&j+NgqJV0P?-wydE>$L zv5@zSSe`w1P|Z=}s`8TJ(TVCP_StLcKl9ursa*tCWwTtUfyJHaMRX}y*OlCXK?5e$ z+yXF3(U#8#is3QgY#+3* zd4*GRUuZw{=jc=9Nd~2rl(o`u)iyJ_uqH!0=5JqB>1VaDd+#F_ydx3g&8_Tc8{YK_ zwIpR=a`*$`rI`T#l=NDfwqZV1Q=G6d83uS~b!Xb4R(!dJkb4^o0^%F=+PmKnB+7|| z@WF8|O3fU?ywUGLcUlLn?n^dK?+@8=%&m00hs6E+{j{WEe>fM8R)1a7NlP2?N{U?> z0{NYCAik#pNkr-Nzh$~TP1!Rq5-+m@q-k4!n0kJLbB)z}{YHl@l^oGWf6_19tRl@8 zauYt8mMrx;R6Rc$=NXn!6jVAgLWMTyq_4Y%Twa?mnNy_cpCWSX(GOMon!>cUvR>S) z8ChzuAkjdMQ&q2Dz#e^+ZMK5X>PdC zlD~zBR|r1sY~HV=aCu?+o~GuOAh+!pz;5ZbPdJ;jXYZ2gbr!@8b~BAe)$7>heh)j| z3uum95ck(1sU5C}l^obAbJWwL+o^-u>+>Q-#S`gwocmD|WEZ!72@t_DZ%`RApV*;x z$5?-N(9l7)rkxOA+s!#Ji?OdBM4uuy%8eb>%FBdWiquo^4eD4J@Em%#Dx*{^e3F3= z9?JJ;PQW}&8}i|O0YZkdWwnxrPFIZQ$t!dga-_bn`?hFBgwIzcO3Osn{WKE`GOq|1 zBwj(jyO{BYyk8;tE_;8>c%KsORZ=0hImvM{QFnbxT@Jl9Y#V<7T?U0rL77e38p00m zNt$Hz7Ias9>92%8rm@-k*{*9&D_?zKQPYM*W*OABqjB)vCnWzj`Y3DuxO3pP_z{|? zl!tjF$2W8Q1<6sdA5l`irDBeS@S)3k;3}hE3q_aSA|THS{HRULHcMYaT$W~ zU-M`)+Il0Ue}`w?f*Y3Sl9Z~03h_Det!4enIwVsAw^z$bb}BE)(EkC|c2|h{k*)q8 zVv$UMi|4EDC~sCB2w5QZb=vUZg<43A08%PlCY0gk)o5XgK$u;#PYA*}iXtbne9<$G z2=!lDp?yCGcQd+1l)Af^IfVl47p_5Cru-Fu-2c7SE+IWbBW?gi*r2wSEDUmKc^7V% zwV5RjC&C#HxTtgL0U!Ho*>{W8IeeHJ_P*6mEwVFvf4f(kSm*c#x4z7;0QoNno1p!rbP#+76to z2BmX6I^$Sr5_enF#*Lp@O10W+Gdpx?NmKxbjia?$-?Jp}{S)sCzw?lpU?o|4X~6mr zfsN#e?WRnfd$UT~ys=c8grYk+3)h$4RxJmnRs&D<%)l(&)4io*;cz@djDr6jnhZ33 z5jCvQ=7?xH!o#chs^UpE*xV>=y|Qu{l3kUnaNl{67V=#c{*G4aFq-W#oq|A}VoY-M z0^$-84~q#wT{d)43B2}r)?c2-tG;OpA_2j?#DF)!x znMC|_sW8atn=`G@KpXhb+F(lX3_9R3`zjYV^=6Z;burTk-b`ciY&$!fzGx(7SFuoT zz^W|tK(IJOu6o?hUovfLw!j%=p=P~g5*~rnJNzAy{6|(csXW*jQCX+e$J~(MA4CSjAno#p;7@E6Np;-s6ifIDWHN14u^{G{ zPAHTq`s{Y=LAXO{M>69LCIGjG6-p~`>`lwy{yqn7J9WmTF_A_RYOe-r_ps1s0cy(A7bQMG_Qm^QM; zRZj>8{Y}Q)J%ois0J)ef(Yhq4-tw^jkNQvp53=-eu-}gFFT`C2c!ZoNsvv9Mc_*y{ z+0Q6C#*Wl6q0n$;MiRD8cRXk|O?C4%nG^P~McU+w9s;zG%Hf|n*de}rSwu!OD`6RM z5(!CT-&0G!LtNOTFi$ZI`Nq#r*i*~j;&8^hytge7mSZQ|b*_>r! zt~ghfc+ROjgo@JJChijP3xAj(WEddyI-SaMcP|>-U1DoPq z_e6s$T=mF%!Nfyj^Qv4{Qanx)1@!n111;Lml9y32C}-+Sra;ZNi2}LwrH=0EydPYwv~e zTy^r=MNa965?{qqCIjG$liMKz8@e8j5@ZeiRK^c8!SUC1G4psLL5`yt2j$@ z+E|7mI8TEM!4tKM4=(OOsfW@8qwEgrQkP{93dE0MGhh$Wf2Q*m)g!cR#s3}NAh zcwjs6Mz1skVy4pQ_a9lS00P?PE85gKizL(;8AwZVa>6PyvNv}U7H)}Al0sfU)@p*p zT8#m+U~$wOmFdo^*Z1H4p1_Es(ffJS1X)dI5*XT@o)#le9caq5YDoaMHZ9(-$L6F{ z03<0R-F>}5#2K-c3AJ<8CA+F30>^_B#=iDKvwFHwNqv^!w~O-%1)t$t7+wS%vDcG< zJ1W}iLLB`JPQ91Q`L-V>FLK?`x{)^;w=lhSm;{c;&jLuj#b3S^8(wG=gQ<=X)*wlV z5^cpHMIoDsOYw9{|H{f~{n zC@7pUm~R5Aw>B)}HxIgrq=706BgG5!>FCwt>nUR3!%17*Bpy!x)abq#|G8UFvZ3C} zF$FLt>T*dIe#Uz1BWU0)MEyMrvd~vzXVl*}R}o?Q^19An12nCu`_GAR!Q*)O$Ltnz zas}{6dnax3^qBBNoPwfRsw?&GRxeLL$%It*h?F%fCXlzG&oG>*5-kS#q12FV-`_;VV^>Bt`p`Ejm*1&=W*=z;$C6GzHKBY8*w1bBU(#T~7E(vIHCV_oN4a4GG0`BKe05xR`Y;LH zUTIoM+ilJOSY6uNiW*%X5O{Z7;XLWh^rY3DWikm>PH70hTiJ@xMYY?w&ni#7=}Bb+ zIC;`xJpA_NHN_(P28!I5%=jU36GFLvw@flCbzO4zndt9HKk8`B ztlkJAaK;BGrHK*k!^AR0DRd_cR!epA(770QGn@Or1wv)3(u8o_a| zW~QTftpZB}ow*wKPV=yR-$(7S854;i>ja5Orn04+p%6#E*(A&>6>Htfa&VEZdy}+hQp6 zl%R>E43(D%#1UH4VmNPZQ(6rtLU!|hNo)C6lG~AuH<|b_?*MJAP5f@(p}0#aKP7H6IxL!XfKIg*gkCyoa}=RX^%bl z-TDjJ`fbNSdwbCn;wPP)g-POy3u~DY`ciMAT;z>@&qb2DW_F{>xBzv*wNKoJY+SvZA!IgIVU|frGM!UBEc!9six6IU&MqEab#`l_JU~Wp)B4TV?B-I86Yl8(rAR;rKW=vpr&r4C~sA9 z-#ta2q4Cg_(ql}NDLprhZ7mIwqk!AuT0dMsWn0lDgup-lsQYZd0HARe#X^Z5ta#-T zs8?Ge;-bk!vAygx+R_a=r%h~ToCU8nhaS{VS^6lkj!dzh4k`fB^fpH=g}wGBh$LZ- zwIJotyF^>|Pw5=AdH#rFVgC}pb*9&Ii~i6=D^mPS;L>uzujTJT$DUGqMmbaL>6|T` zLJaW$31NXk3!+vBKuFUd009HPdF{vYkVymg?IA@JB1_+XHXKdcnBKJmf02nqVytqQ zKk-MQ3jRQ<+zjAM?i?}DDCh4Imc2nS8A&2jndEkI>l{(B+SXu7;;Sx>0xJEkyOzXj zbm=AKwf~qlkT;IXw_HJkwtmrBRF8q_RoB5*B|>z*+==_f%Ap34l<7?I2y_$OI*6>d zD{s~j#dH<_5CoQ90p-NV7H?SJZWlebWbgvma_lY67>vT+tI*-*s*7G*KJ2)v&1So) zmZx8piXrpCq>z-mGDhCzxmQWDz zN}Sum_als!JIV=7b>NDyGK%On`$w@`ux@@UymDS z^~%M;@V67Ad$I#q2qx{T{qHb2u(?AX_@$IUb;K70btNWw-Z)~Kcde`bCsWCn z4-PVVZ*3SgB9E+Zr+$mq__cTI!^!3G_Kis{*Hb=&9H7msD)*ya<;o|#ysl?uH@ZKS zwBl?}sehlqWf9kD5oPRnDoJivx6E(#D$4D>QW^fFI)m#>n$9q5q${&wY zIYjQi<(Kf6jx%$~!u}8_jVDutR-YvUb?Y$p)UXmW#-sl!gR~@eR4hKe&2&d5?yC-Fxg~-!xgAh zcWdTN!!%1Fc#K%k(0EjBz4$Qx0^RTE&9%Ip$Q9aYFhI~*z2b9joS}vTkHOrXdb^Gg z#J-eNxd>blx^)RL$t0(4Q5IwAIreUv51V726qLKPq*Cv#CC(ab63h11{Dy2+N#fF{ z-!(pVSiiT-fJCZ|-{PJTBc_vXqqrW;27gziq7v`@EN=iE4Q3HAAHh_3Z<;wV%AEuE zNeH?!wPW+NcOrJah(;?fwZJT3n~XKiBs>{Q;Zp3%2OeBU+U1i#_Np79?VCu`Mb*|w zb{f=dVX0?lc7oiKdR)f}X@<^WWuf;DvYs$cYNEt>XoP)mUg+g}*Wm5s4MR1}*y-?| z6~h@@fH>O0PCw{t@@T9s^K}rreZ&>FQ#2#0M#lgmcmr@suAa23+>*|GVEq3$)kP>o zLNod8>NL-oGVe3zy2}0L&-oY4N6r$<*50B^J*Q7L6f)68H~pn$q>0Fm*4=t-W!17f zbeuI{jk_?xC+DvVGulQ~>)^Q`Go7t(g`JS?U!&YSi)6`njridqk_LKvF|pub)>0Kn zcQtQ_Q^wRWg;bTn@0Y%pHB)hwWD?L+$-><=l~lIZJwlku&z&_NQAPT9Kho_$hbzX` z)>_Po(?Nz)f* zNcA?T*dGJD(uTdpbpwAG-74I*m4U>h5i98x$ogv--(Q<|NvhO6iq-bWX1~g!?F}h# z*Me{f_U_ymKF$E$FBprMiB2A&bsGNP*vx(>ap}XWrFwE2mCu~T|C8{9i9V9KN_ZOW zs|}lEx4U}_gtDn9|Gsz@+k%dnN@17R(%m2?3E{XMfFz76iIw=GExC|X_}lAV#iVa| z{s96?5{jxvG3$#A4wf1Imw&l7I;N;_f97(8mpZ6_Ptu2wP2}F^I4pVJ)l4*py;o07 zA=L<2G0^#HT|(eeh*R(HXj5^d)e{xZRHL(Q2DsY~3__ znA<;$>psr%-R-ZFWC9E|b22SqZRLAV-2hq-h)DytKkc6XwmVYtHz`>u@nMP#?e%V8 z6;RS~+~O~}l;l)UXWgGrljMC$^&$$dgj_6|ZF2OKi?$vWK6_CdvDS+en!HV1VYoIg zOhUL8B`7~lz+^PB1Zs0~DI}yGG;HRoAIa1r$IB{d6rGH%3H{vUKiAJ1UFu20uZi`L z`lxE6vyZ&bwduh77yp_{O8D9>eUJ^G3JdY{^92?#*>n;WLwh@cL(XtG2?!qE%?R)lv6!%X=yPiWpnNqvDNU&T+Q*t9zCcSxBT8^_jD zuAxR5VNV2Uw1G;=$3)OlaFLEo+tZT~ZUaxbPaH=<052}uGgA@-geAG4$V$}}8hh^& zcI6&=eulMqU$ru6J+bZVcUGf&1rz7`Zth0~408F87rmY4cp9Jtb>O$%Sb)du^dX$qACVi`_DT z_yP^+V)JdO`a(pTMVJmLsVDjglvVy9(OnvGn`*bR&chIC^q39H-!-Oza)QmR8-ea&E>hS@sUfNPYe$ZD z*7uGp)2-91a`Qfn{pnl>qNI(6)zj4F*?|Il4(XdQx|p_7q?)Y!ob`107^aQ*0uJ5% zNaD#T2fDjtD*jTzG8}&#d)I{WAOho!9iv9z5p0)_>gyeY4WL`QaQBo4zhwA@2?dkk z+Hm+EFWD<91H8c5X{E7ujlS(6f201d%FbbHwrboc-&fLV#db!63@wE+3|{TT{A{&K zf*Vf7+x;O-SM6RW{)4&rg0=%H%RB01*SKu=%SRCPT(r(dg)s+-hjmOXDt4F8dTcn_ zP?0@Cb7paoC9xIf%pze}6{wOE!oEb);`x3n5Ohp-cK{WU)^qH%KnWngjU@NZmJzL~ z`4bU*iFj%Xj~MvC`e`vJ&#}D$%Q9#50uIG_D0ahS8g`~6qO6Bsxpj;7--%PtvZ4-4 z%SlSljFmg)&s70KT_PZ&uS@=L0{5^(1)s##)&hOkfd1 zv0`6m$Ix4I7`#j0R%ZTgz}Fakrz)%ykqlAA-yV@d#z=naUdrjU0WIai#dO#Wi^vP! zRDT@;zQPPN^qKWIM`4|vY$xSf4bul-6r1bLzPEJ9hv}^zP^I9$92ad85=o$Fa|417 z`)Llp`p#p?;nj-Nkaz2hkSHdabwlrbVw_)+@g6#x)DShO{FoENRhhll)Au|I4MInJ z3-QJHNNeOP$7`XG-&c~kiKqJxmYjL4+j;R)@*;&uy&tAjyme*tV39&n-V_5);vaKNRv_wC=-+k zMLaw>&~jsd2Aj;K{hC(vBjl&?V_eK<0>HqVa@>ABxR#kULOK_Ye@vVT`Ue9~>-cZ5 zG>z&=3$A0v#Ms1<)JexSRuu;PYo8!{!`9{Up31W7SM}S;ZHXqcY3lfLY6EJ7C(A6q zMc4+jVE8kbt?H8>%ECep@VrRJ#ZWg`kNMMAk+=M_DilaAy+tYDrI-wy7_(QQv(`kh zY$-P!W&;vf@bAjL+j*+F^hPilQlo?mKqbEO&W-PF zM*Lq`Q36RJGOxWUU8I?Gz7ouy1QdS*S+c(wiqKVP{cchsCDuGwz144y8SsbXKSi0h zz}dha2{7KYrWeN+aemEZf%4Y3gPIq)W(!7Xk-9d^^+X37PAkN^VnfijNX2$$Fh>A5 ziGJzRe{^phj?{4h+7ZLF!W|jH+cGx%%uP7onGSJ&GKn@%PXpavyamy_>`y|?kjH8O zLqNR0=4Q|AdLS<=G8bW;4Z6lov6q11BP}Ac*Bilw{dVIlZkP{b>ij2r1K_DXfbZJ` zM#|HbA&w$y(@xz)cEPq8h=`$f#orD1{{?;xSk)wL6eyW#@#S;~Uk)%T!d0`>QoA_eiQeXxX+GhRLn{a%T_GfW6&A_g=Bgt~Y zmO=ZyT}XcK#gU5tX1-5xVzxhl!7geHh1a8^`7|TB0P*=00?LS3{S{dl?oV-N;f^NM z8o8YUFB*d_AK|9A>PbK!R5-*p2?xfzjY$%0Wal0iV^o*zTKfK%R|Kb~e1fetUBwCW zHTQQZ0UfnUiHO*W_zd9WF=90PFdXtOAtDhCy07$Br$3)RDfh^k7i=g@jV88W!J{Iy z+y=l@$e2K+0=z4ZFJ~dWkHmG!4!XTG0!Pek@?Kmn^(Q1NI1|`G#ifQB)(f4l+KHhTTG|Be zgxSiJ-V`h5>Sr#E#(og_Raw7*t=dRP|`QYV1*V3t?#3Ti|t%zlaQc*zp*4^CbqnvgIR)_L}b z=cg){T+^{bf6cdyEE~H8`SWDlSBiZOGM{hkMOdA;oZvnf0wp8iDPciN18F&kL(Eaf zBPpA|?DcFO@wrV!ZUYf^o*M`=?P#Pw*Y`~Mlw^+Z$p|N)D-cz4WuLW-Z?I7Y`Y>>R z*?B74*3ib~AZQu&%C(I8F+t= z!;<{1{PcBTU~{?hWLE6h9&9n;=x%*Fd5+-@(37X&Jj~Y9!O^b~XUIn7ZSg=nZb>2x zXZoEj8QY2OS{-;oqWuLz-DvTmV7f+e`pV^Wn0B7>KqNVrB;Krt0`FgNeiSL`rJd@df6aTV4@|*Bs zD1xNt-zUivcZl0NM1}{@}ugnix{# zfd~<{WU80F9r<&iKOMD(6REjw)c*h0c&fp#nTR9?AT_;l!9o|;D!0eDh0rtMA|{3X zV}0*Z8YC)wG*W&dne4mz&jVWGP>;5fP^5Yy-#hn|n5x4=?N7*JCcqyXysb6{bRhKoMsu|2%v+gA2 z|FpU_wA-@TIHEFqr~}Tb9lfZp$|*>2?JO^)qkai%d&Hpl)Av-iNirCOoccd55?3>+ z&mK9_;aOTp=Od)1Fi4s@ zaWNcnIOVSF8Vf4=h=FYy)oO~8&dixA#BeX$y3r%@4FnRD9Eq|;|0q+-%Zh4C?8JgG zR9XnHSP_JfL5HDR()2s0PC&B<^(Ky+HXxx5h?{`Te&7&xL=&E!1IIZd$X%4)%u#G< zN9R2Q-%{J|>6?l`&o6E=Sxw*u3+!@oJq=5|_`A;sX~mm%IL(HkvbT>3yx>F+yVoU~ zBS8eg0cA5TMZJmu@r{N9D5eZ%_y5P}_i<8vcZku-;aTx*9OU2f=GHt!?)wZ1i;qih zX$dKg0OmCm=`JY`8hXr7i6a=;7}kq%EinVjCO2_0e7`IcY%C%G-vjLhQru^oMOtMb}V;I5Fgc_1AD*Ur12P`3|Km zOXv-&P=2^3pKmk_MVE6j-09LdkV|E-g{~jytm~CHE$GQPbvfol!oNt^aRNqff$D{| z2%omKuoITo03>b0vuD!HHHoF`8Wa)l(%O8m6*%m()}7K2wWeLI-vAAPces)lwS{`> ztHs6t!6D5~E141!oMt=%z=%mrT30Yssg2txo_gfO`pj2n_6_-}<^hc9@#av;)rHQM zP@lw<2;}FT&xWAudnAXFRzSO!Ir!r=McKvCb0Cde)a}&@HYLaH{CLK#Xsz0J5rmfo zP95lTNPTU1DDGFG#8-E>{{DxKm7~WG> z$=X^KUyYC4##1qwS#`rt65-`A`ZuI$&IpOJO8NC-pWXLy9ouC!dyOOqw1K7W!l+0i zGZ?LAw#Pj~>R~_L!p?!p>JW12X_aJ|Xlg6z&W_L%6}0iPi~l-j?9Nbf3Ye9vfaPN_ zc=dOAE;DGtWouy>3{ZpN;YFkQP*VRA3*oyP!T8{M6>+QOZi>nCa?Y3a07s@(AK~hxwGQVERJN08TzPcfr*giW+;88~qQ#=kD#7+8}Pk1^ft_x?WYP z^0KQ@@iS*?UFR%9Hh~rx0i&*m+yjOiy?J<2YCa)~AJ4G(-5(B0ylDUZu(&kXT^%)+ z8Yu1w?hWgNOL=v z$IR5>bhb7%lrSqF0$(R$dW@kVo47WGyXW*0=}mU@gqEIFWt>Psk+;MTT_$=`*F`Yh z0>2&jDM?ddr0`MJVCU}u|8?w~r>FM|qD_KUAut;lqhdanh`^{5WyF!NPBl~~ybx-h zW)b-SjhasTN~7w&8sy^yJ4BdyA@1KVtGE*3n|nh#${WMQ%(P@MTOP^JtJ)nhJPxCORZ5!6b2z0Iny-PPnSw&8iGn^wVDLTZ__Y~c&4nLwz>>-^096e#CDH`T zD;Fy1YUIEG7zGO|6SY;cX#@Mk8Hc>>Df3P7k}Po3nQWEFrUOKKNA)-q$5xFS+gK>DNOutE(U-x?x*c;R|XLFr?-5&^r11quj<+ zo6d47@`m)t!n{e-yQZ8>9WEzyve`DyevApcySl9(>?NNlZL&;wojnZuTK> zHHFQ!u=6YZau$S#97UJBr@J$$d1__jxSw%V@)SU{n4;zsXjrS7)Gvybm11fgQ8K>* zL2)I4N?l)3H}FI`qOdkBE;~Ds?4Zv?X79fP}I!1 zy;y4T?#*hQZRU5U1+glVeiLtL+mP9>IBed*Z-TqSA?6=Uq&6Iv6~%^uqZ49)*#hF? zXkVyXm6`FxYO+_6<8BrqPE4iSM@e=rSc=vp>o`IYxO5LdVt#!xUA5WT<|?f65_Yf{ ze;m13DvH}&Q#lie?F&G&+)ZD+K>qO8F%&vwp4(oJAL-r?2CQg}dSuO_0;`MQ&!j5z zE}MZcy*Y2-9C^5#{YtgnE}}3vH=VqhK$^OfZR#<#&mH`dQ&<0}W@xjn%r94bX^9UAtmKcFsQj~Zbn4Hd$xd&*+h5{JjN-q+a8@S1m!Uz${u^OLkmWKeQ_nS6+AsAy&nex_xx&8 z(}YGAom>`+VgV0v;vpXGdK9a5q0CLUc{>$=4^$kAH7<$gGX=t)0u~HICo3m2ff6ux z^ak+%U*>?d7XdqGw5ig%a8vd9u@8%#TCVB{Y?lU#xQNVOctI3GKJgg`_u=Z*u&Z^d za}z6CVETRO{I0cYgCEvONaMeFTtd$*C#mDt1ve#_=W@($Y$HnV$yCJY)<~tERtjPx zoh;9pWg>T<6$`0#RwjiBnS`-OLSq;n^P#8m0;5jK+d<;?kJV z*|U(Jlgb(k!NTdS{V9L4qZl&CGFCY`u@f=nI%dfTIZxgLa41}#buLH5%{yTb2_A08 zPyBch#w;L~`NuKvDNwXNvlkuV_ye;JYDl(7>8(dygv*b>4xSWv2FkLTwy1jO_zAOn z?1K;BAs`gdng3q?^3H_Lx9i^yzcH3?J4ZahM&;%Dn-Mp!!D(NSH=1Qk@RW80;eesS zB2&`45!!#`0`*E;-Tjs0UxV`ttfyWd{I~!MGxYoAHwi0W*Gr)R`?5)+{)Sc>lZ-G= zHcQIi#k>Bnc^Fxu+0AMjev`Iv%_v-<;FswLNK$s|$_Cq;5fbbx$f#$&0OhjV-3oR!&)%rSSs9XzJ@IZ0gcPt3Zxt0 zw7&ZoVGxZn_mU(9m9sf3Cu%fXX78FA)rafywBgN9u0xUG2eugJ26rA9VHBrYa8g)2 z6rjvYlHwALSc*vtEdQkg(j51IcQ1yE{iW%Wd*>P_+AXQnii${tHPQs{_w z#Ne4=h%QrHaburQuN zD3z*#RQqKrhlpxPMp6h1H@cC$!ytW(w>q$ALqis#VDPoK^@NolI_^* zFR@m!w_j?EZ~XD}4aw9-x02!%9{GT%iYt>)G4G`YwX^)d8=W#zhI19CuuZhOJosHU zNnQj{Vp`>7qW(t>=tCwMEkb^hph7W@5Re?uq}&KCJGX7Dc;^XrFHF8tk#P_Ogxtw6 zdTo=j7W%C>RjGBo?pXSM#6IhaJN=-$anuC~KbIbs#WXq(A2UTcd4eY&hs=Z-3v3st zSKHQQ#3Em;;D_zy{vY-3Hpr$`al?|`n6j^6UDGa*$OAkj??#mmtCntnPJdza4^&&)ymZER{4p4E5fgftLtMx4X_zjneZ`urO#4QOai zkC7_)gSVek;-Qj}A(L2=ie_6|^$ntA^@F4QqC)TFZh-t;FhVOBd_4VlB77q}8N(;# zbCx!DUGTFD^AyU;vv735Y1^>X7aB=ygKzr9SgLWtTx>FGZ!WpkXt?%pu-qzPTxTfT z+UVap==N|dGlB3vZ$wLXAE*ExqNDb|puEufX&t>yAymaPdM#md>`4J;7A~k*LbIEmj+=&IrK61FVl*J1f3+8mIlJilbc8@b*;=%Or1=?;f}~u_0th*!pZ~A= zutRgEcf)%B&)HuHs4az3L+hMz0hE&!$_FJThwHWvpWLzJa_2p=~Q!3OS4h@<=8p za|cFt#4s6Q8Ht2@$k9I%}ez9$A&@ z2Eo=z1j$wc^cd6w+o`}lYmNaK9WvcLH@$41?<7u>07oZ7^s}9XVCJd(RpP{6q(q*v zx6a*-R^D)%+D%SWE;%R&7Nm8gH4O)5jN=AMhBag3qMe)$tSmSH^bQC zTYzUQmqA;|STS1F$jGl?6$uzgfkmNco+&=|th*S6j=}1`E%>F3BsS?Oyh#6sdS`|_fzAa!js|C>gyeCGkhV5C403NoHf=}U zVM;0G@#H5XFZB%0y`hN2C1iLlxLm1la3=<@YfdD;HJA$4cIx61?u43}T8@W-GBuZp zCZWto>#z${7Gy5Oj?jY2qe+@L)uaoV_i0aKRWRJOo`&S#+lly|LB;nV48hQP=~K_? zFCOT;n2vlDd0^YoXw8(GlqFyHTe5_S$;V!v!;`M<9fvmNEbMWoqpMIAOdYbsi*A+s z%5Q2ow);q$Xv9OoY#=7<9_88TES({vbQ0Cv$XXZKv~SsYCJ*8IZ238)vDK|ADPbd_ zX!V0rxi;api9QPbD(OlW6uc6zqQJd)4 zK56>h2{ybZM3c8RAlN_EO=kwX0N4D1uQ`!_WTQ28Jcwf2awBi(=^79Wtt&Y&`<9T1X_DFGF~>P<+NsDP zkPV9NX>jg8mnMlC+o9EkPkMcr*iE3?cU3^n0|*(ccP$ZHyVons7U(KNWNLe2zZ!X#S|&7459R2|G)yfhuCQoxTu zJJJv+`?$6)m{H9b4wTzPC$uBWMREzca-;5qFmsfM?q`{lW!f9N|Y528XyuObdHA{)~9E+BO$IYdC>FX{)l^azL^Fzk+Oa5ki$C5sZh z6{f#5DFN3j3QmU50)tH%J9kxqcU*S({JXkB9Yl(3I+xq)&KTq8=_xg~+idNb{Hy{- zm%@u~3SHLzR!svTAI;NVK|uvqYp3KiTOlIQ)|r5X4lge%KO26lv=5{7|NaahWvFhP zzzk8;R}=LEOIx;RMHjvXWZvoq_rer%z;WrpyYk%)$+<3XsjO@Lfq)^_0x{Vs(>NrU zDL-QU@!A@(a95@MpxxNF#{J~%z?hP6yOkCg?hKtUvTvy{o44XJODZ-B(QPJRxz*z- zMpBI1LLzlBU9;oK9f#g4E$kF1&E{?alw$Lp60+a_Hu$e_Qa@nsaB|JvF)i~{vsI#p`hrUQ04hWNaUmYmOL^cuI&%72 zB7v-z-pIVEn{2K)Y95n(m|QtxYJ6B>HD6z8ZM+Ds@@y_fvPN^ar1ru-5`!O@tAs@$ zph1Pral3)5AhfIa$C#W}>UM1MwVgorb*ljo#z|j!!6H22jRRG8<61MqiUa7ECzcjM zwIVTfG4BM7oOel9*Kj2sef-sjK-ZNYqzWX!v4ym7c7eXz}3rqd11UENE_zjxu^~1@{febuuu+#KJJ_x2+Z<9-9Z~9&< zMl=C2-XaFc@M90c{>c42^j!761~A*NBKRy1lz)$1bfY}wMo0vGN|4`jg`Yh;D5EDV zPkl@m#kc^TG%KV`fFbEaIz_2(BT^X-7oFmRw%i%PukqzJbtLYy`r`qnc*GxvFe)I3 zSNq_gpcPfmQ-3T-$N0~1G!dx-x+kUT_NGf~o}(w2d>^wB#4aB|f$EJsEl6 z6&qy|ILh9jybyy=nVM6xk{iGGZD5rhbuf&v1x&7pH32I*uY>a>an(e%{K8gthflvq zOd^jGcSLxMwa!kL{vFBq0Md7owC?J^nNfleAsHSyq`fYEbXf^c&1@CR*s&a5 z5#E4I2WS@!jTMTM$_{@dX&nt}9>t!WJ69as`Vhn{k+{f+}7?0$@s85~UY4o+`9 zbj@EvLD5P!C!U*Oi$6!1>}ps#BU&o`HY!tF|3_i}FS3jq+-=B!} z@B+=rpDg+*uFsdb9WkSX-2b>BcCGs3hDpVZJ>Xc-b)(p8fTBCymVLw@$wZS)QU*h0 zYO!@hYx9kiKQ4t>#pN?nZsXZHM)aCGCLqL8+)_AQqNIbm(ETbV&lMVv(FuYMl%b1Z z+Oz;-N?Do-`$6wJS=lQnK9V3turTFJ4zMFpnj%=&#uc?(ti|I)&c<)9rM1t#m&dC^ zP^Lm-+xp$an6twut5UpE?YTQM#wTcnruo_1s+-rar*0@?LG$}{4(DdC9Wu)TYsD(m zEV`8NrH|x+Y!(*vHtxttuj--7I0-$J2V7-Lh~xV=Lq(av*ENFQTnp3w2SNhZ&Yx4} z2J>3ZnO14C6a5>{zyYB&W4M;8d)FeVtI%C!_#Vf6H?UDW;hbn`}e=HQRD^-kzSFAP`bSz%Jhu z`SpeLNWvB;WAua8ekIw=sG`(e>nY)UK&i;lzI2f&k*k%CbcSRt9k6a0Qd6x2Uz|rK zD-+AZZ?KN zFlMr-qlVerT)?JV-9OxKL2su}am~{4R`Lhclx1^b4fb4zoy_w-G~?I4g#mVjV--(k zy9D{9fsZ61YC8kEXfha7!O;SH&Dy^v_qMTaNbDuIj0%u*fk^t%Xlm&m?D~B8sLM^FRmC?-I!M!XGorJ`b4%u>@PrY!EN$#AjDiPI{-a58g&-mBm zpILQp#00i0EPV)M)6jU6lI08+pNMm;GI+@Iz$8DO29RGBsvCdeN+JxlmGi7aOxB(b z3_m}~hB#SA1uQ-Q$79U#rwCY=Tfk>6Z7mX*GwW|#I}EGG8t?8F5*%3r=cwT?9|_do z$|Q#%qn!|h0X>Hvv`-#_y=Lm0Pgg1uLGynHeoAjnsw9lyiAt*-c0XtxK*G9T7Q(&E zo6inh@&8AXiO)}46Uk9p1i>BLIf29@tFE9@@iT7YDE^ibrCn_=L(ZVWMy5AB!NL5E!T?s_u^zVl84W90sP;Yo zvFetSt)USKBLRWeq&y@^y>(quxWhF7{>zKt)MM^FtUE#wIE|vZe1mW1V;))j^@2>y zl5M*Z*^x=Yaf{)tvhr(yfkO+g3FypB#k_$(tHrQB*@BBZ?%BCAf+62nvr`>1k40wq!4R!zZj@LxD4mT&k=}%C-zdaCfJ+ly|S%IJ)>W> zS(pXSpa*Iky5t?Bw2*+~LbP8(UtsNRirQL{TLyOBph6WSalprox{usqa-0|3{bR(@ zQcpna+~Yl(ksqm1FueN2xnsjcV!~G^orL!~#T{Yp`^An4|6zCSKHaS|GDX8V%LJkKq8-GZCO|4aJHN;V%Ps9N0&!9B8`0~eJo zv0^{1q)&3XVwE0YrL;T$MYsxb+9qp`zn|IEOf~~&Q#$7gLoBOYf}N}+(f2p^VE9~* zjM;^kp|BeON>);S&i8ZQe3`Nj>V}elG_`k=r=)Hu>u0dB5R;k`>*xn_`|dOsar)sUDl@31RCk z@VoM}*^}I(&1}B!y#R&AaNcns13RE`V+<#L0qB%^=3dW52QWyaKi5M#C``teGw^|f z9o~aFmCN_@d+VWg&(d_Z+m6T@wQDSkp?hm1=)I=`pwcK=mTXTaGC^Xlz&-95v6?l2 z)H7;KcQ)`K&w~kI-)v=9Nq3?mxw@1tr3ZU3oD=q`WC{6*CYp`cCIw7B{U{3Vi-??RrVhLsK4MA-yu?(1P_VUu!Eb&`?kizIYg+R>jO+p?()BlXFx^7y! zR|2fU*LR~kk2H@;yzY1&5aH(FG|05Ol#qI-HtR=N!FcEJa$3U+eMP{W+%q$8`6ua! zc~=4)Dge*&Vh9~~Pvkznp}{Fn?-j%|o z5Z|*{oxt1w$QI6?1Q_Ge$fcz}v?~{I{NZ$t=J(nzO;>vLR88F=o?Y7(&}k!bdo%rR3xlsbvya_D6tcNtnXRR?{WoJ5 zo)qd4Jg80D#BIw;Y%BD$ukG-Sa*ja95?jH(ilzi(i@+(4NwuDXdYn~&Q6Yg8L?`|M z6t3#A$24Bg7mu-yQ4$Wek3!TjU;jKdW_6{>2XP=8;)%v!{vAag-6}u3c`)&Qt~CED^`UkEE@D@6XOmQ}IcYvIT`34Xx<`q(lMSQcb(EyanFHBRX?G z)Id~-cvIKp>eu3_tq3KfW&CBl?FLzIlzsaK*f;F3BCyg)zMjn0FM{U+=mple{!mdV zCMHG8;o7MbiYBh8NM}P+O!pkbqO`9S@pG2OvaSOktpAT8e*Q)u4%O0oKfI7A?i4ba zy`N;{Gl3*wC-{+4+r66aRPhtlC+YZGbuUOi0EoNo6Y3UShz8>M*meBQW5_|%i{+&F z(kjxqU(F^f00gQDB)kAR#ApY3z0If3f?dB){bB;A|Aog_x~GYDx!6mDKZhPuGd0ND z#&Ze?T}sGdUa=5o|p!W$r_X2g$NL9Ohad=8y?i8nu+YHZe;59Y6QsP`3z-7_! zWno{rO39muR4a;p&s!%5;0iUHZkK=caJ4Vc+DR5&=hp&az{VT_Urui}6w!O%xyd_sMNRHEQ z_9^|UXXtFKEc|ojDPtMQ)Je{>6 z7~s+^7z|xznC_o*G9e`uct9wiTGjS~NnNWK4F zb8;VLMV?)~$=M?V_l{6;V^t3z{pg?6k_KW}+J`-hMS0J)RgC^g4;sDU0|mlmX>0e_ zPw=fJA?bF}GZ=pE&@faBnsO3q4@dU8{%k^JDJ7Mdmj)`Ouc=)LMMN=+BU8HZvWtpm zLG$_?Y9T?Z3hX?;-t&Ngxp@3HXqir z9Wrr;7gJUh?8nS;$V?)-!cdmS`mTM_%;6G%!8)yK(Bh__^YfKc>KBa& zlrH9=xQV*b-PFV~D2=jL?-LI^mKrn)WeGg4BjlfCt2aKwcTIgNGerPD(`WVVh1vUm zB85X3YS#BhzxyrXRY4;MJUQ;XrsWT=_%SsCM-{?%AKG60!MF`S6;;V~%G^!et760r zspZj_ZcvSRFZz6l9P5h1XF@wGuC*VrjZ3g^fULv+zf^wENKfsz1WRq&{@qtEvIHcXwu|sz`dsebGLrXOWb`YmEDO+ zm)=RhpS%0dp4=VaOz0XiMAgd->l-ZAm0$?NnfGEMPcc0k z+EtN~%**L#J0YkzL3^aE@CnpGN55MyoXBdrA}}rS^%AXiWIDPQDO;BK#=E@kSIpRd z$JVaa>qgN(BTzBxIt!736H*WwUOQbty8ExtPP}7gR|&wpBfMxXv1r3b&-GreGF0l% z+e|ZI!kSC4szDwc!^yP4itBv`J__i;X#L=YWIk*`LtFzp)7W*%-Xj%KGD74pv>B&6 zG=`NK({j}WB0p$V~XaT*xA&J7ZZ6^$@J2Uv8+ znt&;pv((Qv5ebw)0C#*@X&cdF=C#lhyf@~PGS*ZKpL$OrS8kQBY>eFNpb-s@uE{`1WNnyH`so#f>es)lE&A%zokhW z!shnx9jL46htXRvu4Q&7Lsi;IrBp`uslKTU*1_ISy}+FHn)Et=E6aZ33hMH5?Q0w; zau@~5?Grq#syB`X_X5wk@^F;aBXlssM8gZ zG=TLCwG=x=Yi?xm3;T9Q=@-ps>V!6{Gz zEL;aihV6O7JshW6m7iV1@~3047WEeMgO}!5;dh{I-xCMBP!fx})X1{^X1+o^AQUv>ijFJUuI;{I`qo%|v%539l zg)!bv4~P2~OA}mx442ErIUZy1M9x)!6#oi_mNIv{_z0ewxr`c@LmV`GM=$8%5D#>8cIu)qb+6JJQ1ZDUPLP(c`3 zW)FVm-^2eXv>onUCi%!sP3Y*m*f#YNj+`rvq+8j%oNpLWkFi|ajz2rgH)g}|N0&Zi ze0VboPa za&hl%@(zJ=>Is0?R&jv%JCD{36&C%*ioIXfDK(CwUAZ~c$Ns^|TBZe$02!6-46OO- z#s_P_eLFfB-Lq4Y6+hyvv)wBC3vKauIPVR~r!EL$^NYWm-uLT*0%I^fc@LCqT8Hd! zr1*I%U6FzI(-8reVHz9mav?sduf<&p-tA7n4wvArlQj8ty|&ROb%u4Oy3K^u1`xP{ z4mj7FpF=;qww=k;bcz^eZX(NdSk+m?!5zDaZn7`B5nmk;sf1dCJR;BwV!Zpz1z1^_ zJlMN4DrSlRaIiBJu3f0mdz4O)*;0dp5i8aBd>y8TqR~Ek-Z(*)qAno(5WAC#5ex{) z-z%+HxMgpPRBD*-%bF>Pk`CsFDk&`!7AJ>cK*<_zSqz%YRv30s3b$f62M7|!S$k5S z_~zUk9OvD0Bk5uO6NCA8KbZz^BoEW8jBI69K(~aB>b1J?ivrBX1+?QdOgSb73cL@e8k10f+h+d>DMpY7x%!?%=q85kB?EDGCc)M+&O(SH@T>WZ z?GjK>*g!ozL@!n_Szf^+Y-Y=_7+n~n%YQeM3|}p(2*AQqZYrMXe7di1ls)(j4aBn~ zi$dBcE%V0H8&&9Vy8#GM z-FVW#LH>T(pof9LCwfOJ>2s{dn`(>C5IxI<;HS1!p_TKUW*=fcB`<7XFR^T20R}Ky z1CvhQR^O(nPoDo78L!Cxww|W?fs?|F9tMg;c9>6{dgfO?|q;mmY^ z>CGt|Mk~K9fn&}s)$q{cBHzSezM(rHj~hOB zE}$e4cLdv?BsCYfzHq3IV#E=`q|)<306}XUB7s^9+ZFrnXRd-x9V&$CK+ z04@C2Viy!w4vJ7Pkc~JA)lNFe^L9fs6C+z<#RiUh9pe%DFaW(wV-f*WryZhF4m)$r zkoMs0#e&H<)RwQpUP>(R8OG%mUJU9%91F$gP?5xH_p?H~OD&cBMeb?*+5k$?S^Lo+ z(rni?Uqut>gOAW^Sm+)F@o3#grXhq*dwgjZN$vy)+1AJ`u}SNJgR&+C&q4+DYmv=N zW+lhy5{L#T0CIS;z>R);RT6lhBSKx10Y;O>7ZjRoeh}t0+N7kqo=IS*m!?}it1}}% zFaQ7mcfU#8y@{N9wV00l{%GiSP{RC}h1Y6RVgn;sTrOTE4SE4GQi*#;E)%);{k}q1ZW@LQBgaq%R$aCr#(%xJTxRQ zHyu7ZS0RjX7Oxf%`o&}~i_S`1FN!^QYmf*Ia4QBOe##R5a6EMX(AGC-zU%Cr8XM!Bn=NAn62C`+ z#P%xiSXL6v;xZpF;_sphj!(J8ZYn&Hxdd{S@r+-e7_+aW>!7HJ~nHKvy89{1owr8iAdEMc>sV{ne z&!9v_ZJP09HD;*c+z_Q=Gbfm)d)#4rY6gQcZWu1o2^;JD$S2%&D=_Z-PxAmnCC%5g zYfzYdE7DDsL49(ysj2K$Jr*-LnLXaG`&?NBO~9a^0K!^w_~tJfKaNF2o)lbi#0-00 zyXLzTyVV8o>w#rk(2kV#=|1fn1t%6d3)p~DvJmfAhhrMH!^$4I`5AH#mS zN8jp42E!h~6S@hEj+{|La2Qt`a9UsrrkXyg&Z;Lze8&u53d~UaC8ZPoB@1lkG~vrc zTYoG%p68Y_7N^(N1>{hzrsT%tU>9#^kQ{4Pq|K(XSdVJbOv?&{4U<)27&lU3-EPvT z0}&&;!l1XUwt22nm&poS&hV^g{Cfz}w|nV#@Aeie9UVPok>hocMJ&!IHh?1zq2PqE zGe_{e3D-dm_is!z!YfP@d!etChDC`}XT{lbJKp2OM<4qD6u$F`i1j`Cwt+b8vKd97 zEYsU|FR9NN6}1vchC`iY8ejWzmTRFM(WpM|R)GHn?y9JbTX-+GWj8JkVbc)6i+r|q zHPWVN`9bgPy%qK@d)~d45Cm_&lHp8;(YwBAALUQ=xHy3($B9%~d|s zk@_)#h1Q>j(JWIUm|Q^X*v~y3jz8FPNU$ErYFzzX@zKDhA&z^y2O|W(^@e#*gun`2h8x zLn(gYt}jdH?;M}7Q8qW!NrI%#6XECi09H~Pxe)N`pFCGqvHI8JZ zRZT@u85v0G4N} z*!I1;AJ5AxbVJXK^b)BmM}M8{aorQN_DY#0x~$|QUBf;??mr<8&i+*h(&;b~`IVe0 z*Pwx0y9L5yx-F}OUsJqHFRO9C44XGL_lDwadUKc?08FzY$+-@ zu#vxc;+cF~>oyp>$&1x6%dv3zm8?2@jMcTT`LOX(kK9c~6DAEAMsNox)v9pWN0_bb zIJ9Bs6n)Q|Eg#w{$q=`29ey-(`o8jVNq$Ox9<6gQ6h7TAe99Mm1Qs{F@KaC2&mUK+ zTD&1t;@`qPp1AF!*&1fuA+Nv=8ZiHdxk~q)`6A}aJewo%H$_>@2<9=}r(ZUpN(D1R zdO;L~=Cb-0tVEI%uVwp-3&MRj;VG)eyARL7b3pM!&Izyc__P(DCi=RG?Sn6T;Nh*f zqLx;=d+N1-!Wg}odRRh0XL21v@3}YIKdhCPIB<5};T5-T z*Sepyy)Nayxo+x~t+{jU4X!NFn?S`~F|7Jh^((ao>+E(edq(eyb)} z2@6!m%AN6Y<=(ttMc2{^x(h49|4Gk{==F{zlS^2=Ku_K=DF?LqJCFV(u&FYb5wY1shwFo@vSsrYElwlT4f zVKrY%o4D_9t4;&fhq8yN(xl%Vk=hva!t$&B_7e-Y_v`PD*zWA&75)7VTrVaA0MLB9 AzW@LL literal 0 HcmV?d00001 diff --git a/translated_images/km/ai-nlp.b22dcb8ca4707cea.webp b/translated_images/km/ai-nlp.b22dcb8ca4707cea.webp new file mode 100644 index 0000000000000000000000000000000000000000..b8d0614079591cc6b8c921f4d6bbd7680e908511 GIT binary patch literal 321310 zcmdqIbC;yg(l*+5Ph;A)ZQI67+vc>5YK+?Ev~6qJwr$&XcfB>U_kQ;8toNMf1DyDy zD%ZVMt;)zdGvbOXu2hqilEONG0@IWfQ_)c2Awd9*9Z}KJ!Re~u=U{|baY7}?NVCbw zX7Ip_VBjskJX}AGd;-q5IS*uPnEA7hd?0k@>L!f1$1};_!{m2 zE&%&)^+4b?_jAXS!%OC&upeOSO%^Z$TzcRZowv*hV7PzZTj9&Y6Z19k65#k5_*gjs za_Hz?{8jos^BH*7t_tV@GVZg_3%3I^-$&k}UMtrs<2%CNVqY2`gs(e}I$8mjK-(L` z=gcd^2EZop0$B6FeUrHhm( z=f7#bT7v!%a3H(|3;}tlehd4geA{tNyapTs^u51;ya#S}oCEd&<)AU}qT|uwgL81_B=;Uo)Q@pEoXr_W|dBf4_4T{FM3Fu>+U{&0i4o3&7ySNJj^tA4vEf1_V5T zp1cCY08v00pz7PoYsWjvH2}1rZ|lH?S0FIu-sgVjz4A;N2z(MY@8}e611y3b`|=I* zQhWUW)C@{0ZL!ky@=$@AFTK0#D&=_8w>G} z_nZEDO4bwm=N<8!=@LII`!jN9&3^GXj`sKogRQB*wCj}NJ*|%9P#bcG*sOs}NfSRD3Rnga)_$1hrVX4uDvD9K6+VPRojR}{BMV0lHZtxJg|7mXPOmtX-)a;1e4j#+eOG|brK97Jz` z*O_Lri5+Yes!Dh8L0>S3CcEgAg&Cgcz)*T=6{wV*tndl2h=XiF_miicyekVw@n0PpjdvJrrej_*9S%{g9OukuSbdAcGAM1|r z(9HRD^na|$u}g0No)R|gI#PC`@u-@HIO%SY-sZAgqYi^s{ELv3MF78`x z<6#S9IZ3?TrO~%z5e1q={Tk$z8Okf=53o>CbENnrS`L^(HDB*%xsy}EChcIc8L54+ z!)Ws^4hq8~pK2|@$+C+1hAIEJp9^tlqL8xI?l~bh&x;1^nnUNEFD1Mw z>2Oei5#~Sd$%Dd_*hFqJREPM}+`?-oV6w*zc<{2>Wrds8!>6bK>moz24;(sDMLMe9~#emT8sxHKbgHULU zxw1qGrYhC4#pY^w(2vd)B~z#LaKcT$#TvHj{)M!L-U(Mtct7H1(6>yvZ?mkW@r+o4 zhO5`FC!Y@w<;;X%pK)fT&h2is1-1yyi}5Een0Fo^?9+Zh@wSEaAu)h0ck~EtAE)r1 z3}XP6wi!^VoAhT-tj(LLT}w>9K472;G`clY?(3zodMQmVsJ*8UMhBZT zrR7_m8_0rBFv;33)E42)RQ<#E_#KxmM_ z;&l-2WP6yP3H&+k|8FKo0(@Jq_M}4rP5zP9x^GwncuIeFf}_%a7~@{t7{}w}yt@z`HMMt&mvHwh<5~Jppgjz%w2bpclBZJVLah| z$9c;+wJzabdGudzAsJ8bAA$GZE-<@RJ&y(Hu(p4#lBRodk@2$w*-m`EAuCtvv_@K_K*hoa z9fGHcpbm}b>{POvW*I(XMSGo=-_?|~sK)Eba_qsc*Ebkez1U3+qVJYYZUBbM;`%&& zPp7cDv3G4hkuuQEo1Gs+R_E`M$sSA}@*Dbhn*HCtL_YD2Vp<6tM2HVmpZLleMLfB# zDbj@G=JtTWxCuUUSIn{9u;YZ>hVew~(wSK*XL5a1ZX%k#*ii373uW!bL_mzS>^cz0 z+~=Yw8jJ}&)9bP{xadlW7m=0pOq8~w$TfSaLcq>5~uqbc0n4qo71D3sENHY4q|T zA;deF_Q<|S)Bz1L6Gy5{x`QpV)@SARn}S3 z?tjH@CO68dLk+I!WHh|TrB2IIrdn&(a-nKtq>r7sWlC=rc=2x=)QtKMF<2!_FC9lI z^h~L}+{9yAZGPV7RUsWgshy>56BkrO9Nmimp^SeRtA5thU&NbOS)MRV^&BVSh=3u= zrp&rQtz#NryG`-i!shIPk0styl_w<5muI7m-<==&PCUw40|Z|sY9yK4H-1mh%sZth zWdByfzC|0{>&*&K47{(K>5c?)6qmK_?6?H9P=&8I$nw8NA8=CyQt{bu=7BX~pnq2! zp1JffxQ4ntRoNAkm(_A0I=eE+MTeLTnWV1a3+W!7NM*O#cmzA)0JKbseqCsIE>dON*&JdnaIF_D?5nzqYm44}Qe`MoBpmv_;G{)8JH#&qYwG`{@x zYz=$)RZyef>>59QA`oq&Kce$F@wq<`9E%B@p$0uAmT3smH2U>mMl0!4#nvxTipt9y zy#^LtO6$*Ad&Jj^_1-}KZ&j_>&WOnDGTt`Fc8!_n7MFvn|N;e?h1~W z_8V(;7pD3SB3p9|y}yM0!J-+}-{$l8C9^4%CEf{RJ7)FwAx7Xkv#&hDVIpp{7=j9b zzI}00!al`PCOSKbNM!bj&-4v_9|^|{zFkP~dMd)bTvxLkd&4a`>R?U^ ztd6Q`Iyf0%Qb_7~UWmNPp zLqTJ9w(WywB@Xw=f&B&S#NRKFiG$&Z_@;RzvU_g!t=clJIZcig2hUKEmx$43Bm-mK z8;}Tw>{s+z?vdO&Nb3Sk#q`NiaCdMWl^U2~n)>cgKOew0+DWr&3JTczHm6Fq(Hod# zv;C`iG2_~GJOC3Q4hA$iIM9=XO!mG2IxE!Y>D zQnq$qmlBPse>gv(q@khosX(g7c7B=TF?Gk0Va#=d>Hbtuf2!u>rfi>8kJ5VA6GqK& ze4IzFs(s3)(c=rQ_{*96tV7P5nhTqHBNd8&Zq%h*q;;cvaYd8Fk;IQpjjQ5gu+$27tnlTqeQ+UuJdD_;W(Ifa|!e1iQuO0 zBgB$+@W=P*ARRXUPLZ(cz%u>{seS%6^6^@fE!OFov=hmFeefqQypUJSR0Un5W?n^x zz|+KAW{2q4-r#@|niqU;CmuqB z1Gov*F@TBT;gMPaty=ilx6C_PBVuAWg3ec+BUJ%Z9|Q(J6@w6mPM=+J`+;*bc$+bc zZt^X5?TOZ2TFOuzCLK6sf`yw4{nmIjnk5!;JKYd+ya^yuR^6u5lmolFX0;wOngm5q{?H$ zuISbT-m#T@)*Y%(;93mJcUGjuAkMqmmb4f>`+31X^gD|vLHVewK*8k?b>wN*g0xcB z(w9rHbkAqz=hHb5n;J4GagI}Wd1GaF3!Wn|bE!_%VefcoWpJkk$E_Yk!jeEGagVZL z70h4mAvJ(Tcj1lM7#vxdE5kjm>PK?%!PGNJ5JOuc+VKsibaie#=(t8~e>#qNWO(|@ zWcnLZRG@}ega`1G%mnZalEYW5!=3@ds@|Jh=G^PTx}5EL`^UuB(BsK2j^vLOJ9sPm zuI9fsaMP8Dg7MqcUUawgpmpt&q zhEG5iPOSfv82LA1%Z+@V!;SG0P3`dbJQT_EIgJ<4^33iz8&zuh7Kpi=Jp-YYRh&g* z#26LlDX(iP(xiM#EWK^*G^m)~2a_lH++;4Ng9yt(hXi&K`7fxN1NmlL&>4NK5z6Uw zvHn97a(ajJbIF4KhIG8-w5a7w;G)eS#0TC$A7I=NZn)4DB z)R8*U{m$DW#NEB&a|u5ymTH$5n4YaVZO>JIDPSka7bO;fG5Vn$fVGS5i9_e^6Ad)8 ztt<@jHl)JZYeAm(3ut{oc zKi0-b;WLpw(PYTS)hT`De<1d(BuXLtB5{;FFTfk1U0S)~@F`XUy_7{BiBSeAF!KS`KxiK zdzZ5qr>||lkCT%sr9qM$3@zndK9g=gD^iV83XA)zo8$!rJA1;u3P|Oj(vO-Z0`JD`VdqDo}V9>v}n4JE_HOdHlcb7o_yj!)Xb~Y*nw9z z5os96*%5D#xsULTYbh(>_#`k+D6l=mn4L72Y=6hyRsXaEE>~n@+C>Is?{Rr%9_Rvf zW@E<4zUw;|T}Sly*n(bwOFPv^99vJ+?HHyD@w}`DB7IR_&PQ><8v3ZGg8s`-cp@)B zO+}$e6PwL>H9bE!>&X`Uv2THIapnu8;pU$gi=!SkSvidna;jY?p^|x*B|jQ&?IFM@ z8)ldc2aUWrG_q^59Gx8#iV@j(U~zHCyK714_yumXx(s1&hzw?xlxppQq#L z%0+X2?pcVAoBnp#i!bPsFKnC@f}1j$e&|Z&J+sD{SI$RM?-lX9F^YaqZ9}LL_voCA zx?~u2Fc9K}eOV86fskUJ$)l`zdtt2clYSn3uX-Z^f_6EpEheCeEB$IbGVmS*_ z-KbC^XsQa_`bp`B?2NVV# ze6#&MJ%sD3eS`*5T}ZI7l$mMD9Lw3#GI}wn@B%@T<}8Yic}^_Bs+GEnflMD)swdHs zel`tPLrV4PLon{hFxMBARmHkIL7A@5N~aUpnd}B*k;7SPALq<>P`anEcHl@ZsJSWJ z$AHQEl*DM&!Z97ly+=T6fOg8DtfdW(9_h^@s+V_+RtWI0;PaBTdsMwOiM_FFjcs&& zOra#E5~KIP5@$PC2oteQ?cFwYx6w9A1sQl#O~ z*mV$nVeDFZ*b#g&fJw}CMk2eA6!Zd)1ES>0!WItCOQF)$nv`eS4ZzUHeMV_YT6!Fw zAs%vFQer}xn-3c+&C!fj#1lLfdq(!jJ|afHHOfSp&PA6^;5=^qR>opkI+P*MJkJiK zhhQo7tfvd|gDgrh^;1^Yx{xH5Ftr10Q?$eUs_|AP!p?3@I1x=u$8d(e%zKZ9sN^H( zC6C~$`$m2LfyW)*CaO=>pu9=p-$dpl_FuB~*uY5ys4nKJReiuhIoTd7o%pz(cPP ztVVszSvM^QKiiIXK6wTb>f^*O7`>`=WTwWk%V>fW;$Bqy=2${(?Go&bN#{@y5U_S+ zn4lHrKI8JKyn$sLFiU&ja1l$$T8;H4EBF7KN4ZW68SNb2P4 z(5;E@^B4s$QU0h)--kGZ@{`y~(SxH#sg|=B>KC;SnX(5bM2<9d$hwa1 z1MdQLqx`Jujv9<&Q?=zrWswGZi9UvxSpyFcSOYmL&@>ME(_*Vc2eSc53E zGWce$)Y~r}27hdn_>^bLk`xTaddy*nMJVDk%)aqV7g?{_#+JE#Mxx~3e$mRQS zaVt9Kqr=|kRq`2`x3944&WGm@6+KD0=MKZ090m{)NbFn}(COQ7IJ7&nSx62;l6$H~ zUp}Eeea9)g?;Y7QHSA1jd|ylwG4KDd2UQ0m{_X-#O7g7%_P#Xy8ryF6eJZvxCYX#U z87(MCB3nkWol`aw+gFdHwO^L zo;eIC)H+ZSVOr}W%I`{AW5jD4&dC4V<{NIc%NG)H|H-f>yPfpns;k3$2Z&PkSH9lw}#6Z8h;Mm>bac%#`kSC2Z)0OP*ZHlq|OALB0S)(K!Cun z2}vZybVah(VMu$|sF{D(XWMtE@-Vk_+gyx9J`2qnwgaHncTgwtBz|fB;JMQjVp_iNzXu4|D9;~vB`f+p7c*mY>wVCec&Yu41sJUG9 zZ@MeBv9fGXdsqM>PV29*vCMo!R2la1_LR{q&mAkwiT4UbKQ`37Soz3vl4SqhH(2i= z+Z(Yb;LQS5j2JmLL9c&7cVkx5b~2=$)gl}k-g3H_68f1)EFAx7=sWUJ_E%@eS_W7v zL250W#wfq;X8}FI5ID?~3FQT(_&Rk5XpQhMhRt)ormHUtY%*u6KSjR1R(Yef5{$>& zI!{aKaCg1Ya1H9kbh1IyiypwBZZ6*d?g^tE^b)TW~T6nq;P<+M1J$?D(UK? zGxHvASLJWCTq8^HtoteidB|?NF-c#1vVEfLDKZz1_+dZJCAW{td-L{^y)vn0ahxaJ5g~v zA>4?R#+^)WN5~~+S%%(d^k*@fQAn`1N%Sz~oEtq@Um=HI98zJaw%N~bBXT|EbSuV% zxnpmFF{j-HE_DVYJ#qx&c|;V{#aWT|Md1IK(Xy#>C_C6xe~?fWm2+W@@VPC)96%zz z3>Pbb=^H!Qo6pTJs0$s4POYFO(1_iw)KcfJ*ho2p@mcuFeIoH7)pYG&34;>pfCY8e zN%3s6$-eko%AW$jCVFCKDOC9G?f0(hqHw*tk`+&uTJ zecK`{^l}@g%D9cps|#N|t`aZfgSlTBHF^O5U7ZKu$NEh7UI*E884&<@u9SoI26u)Y`YnvZz+EpKGsS>5CQ@g^B zfNPZ8=KJ` zr;Ct>BZ?4;j@(Q(0Q&^H+A$nu>qif%LCR-&e3Da1>rj+2V8DaUl3u4I(bwZbkr03n z16guTT-y|(3}x(=asipBn%{VoLILIgjnJZQ@pM+$oA7`})j^vb7#TC% z(g?5Q955n^t`*b?{f1|u)j=TzOvPOMkmpp%^x&K~P0KRe`SM?~c)XP2Poeh5oT7gj zb)s<_ys0lV&>2#wZ8Kr?tLbaZdCq4z(oZXj|3*7)v$Dj(x4~np30JF-ucQll?y&)N z?R$r0f>7(S%xeQ$3nvMA==8MW#%;YnpMFp`bL*p9vHDCzZxQH=7G|^X(}2jwbJX@% zqYd#xXgC4Yyxc9Q<%J>99Weik`7^#r2GSZWmiwpMBfhyk8?V0nZ*|ScK?N}RwHWEh ztUNr22cJjD_dRa&A{Hd-ZvJ+Qq9hd%#UH36yXiu`B8V5>Lg5e_Nomw zd#rYa3CF0Gb&~&MuBm{1RfCsN*(epLDHmyvaXaIJ9r3gXB2)f0b6lpoS4{#2{8vil zuyb`Z|CB!m6Pv&Q2VtN)XI$d?=-8Am-nDdYLCp7|SR^*auu6O837o~kI4>~VEuYar z;cp3#kqZ%B9@|@-{H6CONxi80ldE4EoYM#WVCU-Kw_oqm4hX55de9|PufdUKv71r^ zq604kZ!)B@B3>fdl&#=sZmXO{0?5JMXzF(+d!lRxOCPoEY zr)^F@gxm%#5@b-$}U- zB|6+0wZ>y&v{lGWbBV#@X%bypmCWmXIMFssIyQ^NLE4M;P8J$(IpeWwNm5Q#Ea#UQv4HrH1s6S__ zJ;wi#rUf zsS#Gh66q9pIClOLS`}lQU*3Z*wlGvdtIGE;pT{&g@fPirpx`^9b&0IRg;Rm?W z_rx;N7db(@<-02HAaFB{yN6nq!T{%++_{6kjYAIGk|V%U$JgXd+-XuOr!+Ftys{Oq zT{fN=?ns|8gLF3i6j~qn(lE@@Qb{x47#N$r*@}fv4W4=e{?IQ_9^E=Fz8U;%xo(c8 zbgdQOMz8D-LBvC-fst^0LZwR6efYZygHuK4Ef`L7v4y+en0E*6C z9A(jyKK|tuwO01hc9hfI&6v?Bf!U!JB28H%ZZ`+eu*O9kwOL?HIG=FNnUN8iHhS_NUcKF&cab5d!*h*vGavV@q91x)pfAtR+U_VtAQZ*7o z(pZ}th_^RX6q4;3$BhzUhk8`T9}VD1x=T*Kzo-2kk4LL#Phjx8n7($?$^n`hi6vs~ zs31`hcpTlKg_Im(LVuBFLz_;zWjzEC6uqYhx-^vNlMcJd|K9Ohgzmdvfl1rijyB=6 zGp7`f!8I*B)HQ`~no>7as#DT4<0fMuWJ~jEHJj!Sw6Oe88l|4o#IV<_MSl0d3zEKZ z=eNr<o*BZ!qOe7Sjl6@h@;di<@iU z7~gA4G^Vu*us#ywSh>-GVD#C2uzoT_}w{xGRb28=7a_n4D7ug0Fz713gy~6(Kzy2He~*B2zg&8TG)QE1|4L zrH#?>{cH%ETI<553Qp+LX|QCNxTyJe)JK^kU+av z)09GA$kO3~WQ2$qFzF5ZFtrrqvr?Qm$B!uDn?UVwE}wziv_p9xf4(jgrA;GwUU;M; z&JR(x+94ks5=!?2&oPjU4+*Y85id-0Hg}kYI&TlDDX+=%*#M7=cjEV!wxupzK&}W@qoz>d{5)@sWh*<*b3i=ilaENBPq;f)dE110D{=Jp zD&IW8=5lhCvS5$%)sHk)Q zm)Kd1W^|kiqK}=BEm+g_3>xHW^h`B`m<@(B^XTT*`!z+rMe7J2B)b%elp;*dd+j@$ z(^OB!0Y(}Mksypup->!Yiz!K?fbBtD!=FTQ8Yc{H;i*D6G_}*6I+hNXo}vRHa}*k` zY4M_PSkj6E9N=kz5xA3%AM8j_m*G0+MBRTZf*Z@{1G44|fcs{)dSP4;*c$C)ZN`5S z6DubBQC|ao>(zUP?wipk$NnQ}vO^cgSApKshII6IV@XtnhwWg<@mC(2#JX2vY8)ry zucG*-ih6CbZFSFb-I9k{zN&ST74a%(O3=TulB}-3AJn6+<4-)gx5hvvqUj!^fq%G- z3hL7T#?`m=Ey=5F)$}XUq@Z&H7!spaeS%hiew^izLGk*Z4&?4@0l6{S!6MZGGo^>3 ziZ#NTn^y)@8*_(Sh1pAEcXQrX@ntbw!qF@vjItdE%Jb{S2r;k0GtIr7r zAcdsi_A43D^-#j?&UcM-d&Oy4!7cMF^7O?Q;M)TF7?d4Ke>gaCW8h3Sc3a+K5;q|{{bt*RhV++Wis z-bGdXKEK7q{s4Oqz5z!l%jm7Y-<()6?UZdmQ=U%-F3oijQThXRim2j=vc>e5H*?dP5)cteM$I%AI2^h zJ-g$t8z?$(4OK^adf-ZsdNBjyCWgkup!y-ZUD^W}689#kH70i}MJQptKQGHT8@z-p z_sIZ{yR`;Fns(jb_m?{+V830*hi|}d8!`hNO2kr&Q0XvA;5E@?k5OmT^(^&lpN!`y z$}yDzEvjC=L&Lpg8y~s8zZw`7OA(>wzqycejAk3V8q8vhv5mgkLL26r^KhOJ5}ui& z5+)2$4(JUWd`ek`k;L9}G|o2!UP9paBM3U(b*q3|u{)Z4qyhMi^FpE*RqEvrK3Q!N z{B)8}hMoMeqf-A?D7CXz^A;vZ`P^EAa6XFjv_uT$)4OsECkq#4UyY7y^Kd(6?p=hU zq!>Q`k(G1bi+`#tm7rPaidyRLt1xd^y&YTT7*rgH4kWAU1Ril5896`{D<(J^w8X^2 zSY)gg%weD)T!#G7ZT&?Ie}$Hos+e7PcTgb!?ZE>!CZxAX?po!59;z=24{gk|Mq@j3 zOTX-ks<#fQtr#j=wS_38=ll+i6CNJ$4&!~vPoev7+fnZnFqci(VKbHn=Q|ryQ%*&h6`Eb*Yz|eh#>|=lSB(``RK}8ip%G-uh6(Ti2Vh~9|&dK9Oi1N z)QBB&iEsFwd{1{* z;G{W8zvgO{KPUZQc7@JgrGt)(Yf)aUimjK=S*fnd3T<4FV& z&oa(rY?NtSZI&m&syp6m5- zG4*Z=>R_QJOSf(DF}O*@hNGTwNx3=*J|wkIRwD_2Wrpb6S90JzjKLSnqnKVF!he$P za*I`e0j+rwrRhvsEXtd*>~imjdNlq`3WndoVlaAh0P2-ZTJEVn*!EEmG)(@cuk4UQ zOr8EUE%miBoZdLq6--ur!(P5aw61r7vK}{XNM?nnU!x|ye9U_#zM?f2>tGF=$bGcp zT`#F1ce>RANXzmkkpDwc^goK@zk@-QjLJ$II!c?YYGmyQw+3}k%KQ`JM{CC?VZ0Dl zcERSiA^dU!%irWWVkX{$-ekuWOSvE&ha4)RW^hj~(dN8NIq7%Kk3&6_bYi7EzNNOzV8hyTIRkY1N2B zhB=yXqCQq*ydjanOwsrR%k#PNh%g-I-xowd#AX6)ujZSe@!mP-tt(Y#G;0Ie6VGo+ zBlzFTvB5_8Jb$PGbL;9;*@1N-LXZYD;GQMxo?@G??>`O=Iu>V#9Fd6iK!RfCU&dT# zRY|MJ04Lh(UD?9xsVz`5OY+SwKOjiMEf--ovU%m-E764RLK0a3WE1eC20IrR$RrD+ z^X>`CnM+EIve*25fecSvxSmK)WNYGal>ET@)~z)U4UPnH)oC~SosXeY%#ZYg^J~^f zBc+zqH9a2k3YmMvfLe=SEpXhQ_tYV3R62uMs#@QcrUuUzKKbQKpG_4>$Qi#U%{pWWEW8O|cE2#ZS0mV}Hp$K~tR7?Dg3_6u^w%QMXsF>0VSSPDL`rMZL=#W48;Gf+9 z3k&T>4EmodImNX0db!#hv{emVPlQt#Lzyh%fWUGHhzKr${>xu;z`0W>h@hirH3Y|W zPNDDKEz7U-V}hbas);O;#Eu(%f3Ad7r8vL~l818%GS$-8?Ydd>&^iJF~$EuW(Pun8UhI`MWn%Fr_{YHs5c`7Ub?F{lt&w?aq z6|G9p%Y6?U4f7zxYXQg>bqYP9f!}DC2CWVa9eV0^qSYe8@Fx<;q9x%?pHL~(gh?__Rd{i6)=eM%X}+=Ej^3d7U(~t zzYWkoWXfNg=tyh1{(v>Cf*X{Yyra(I=d9TRSqhyPH^l5_{^Nb!u=gc?_BAz>8(+3$ zVhv$IeUf!sA*6B2Vs+zRZ^S(Pn()9CH?B7>Z3F%K$2Cb_Ou`zR{9?YbyY$kj0K;DIu4|*243n;nu#%>cV{7P1d;2TZd0f}zp@MST2+0`%WQB&Eo^^En+453%1(Gd!-Y2)J&h6kvbKv~e$~PKDVVA%&YrjAO+K zhuwT~ZA?-Y#8leco{pYkSR3&5^Dl8HNI}lu`bv8f&-)@W9udfYiDrGHS_`bX+@ltn z3O;IlT#N4j>bf@ppDxHmKpV%hWa@%KFl^U_uDwL&_Zor)lGz=SF(?xrgq-O&Ri7k7 zI~jy>K5TcylN|@?cfRE49ZwLIe=WtSP?tozmv!|VlvbxW(L|{w+dQEo+zci38e`Xt z(fd_j(XM6I@ctVMw*V~6{G1($s!Mn2$fa^Z`Ri#bk;cZ|C?dfMGg|zw%Qz_gb!1vs z8m;eV+UZ}t9j8V%gfE6bs7vPSQtUeegYExv3+#`MKZ(fYbY}IUegZe#I2E%+?kUF} z+K5>53C^{m+;0{LY}lJ-H;ha#L9-)BRz%sMkfu~J4P~S*aj+9+Pc6(`{(~t#yD<jY|fMg*K5_tjQsk$-NfCD!VY zIueQ>{vmKd_c{K?`~SyBGx{&q=rEGk2DmDg7XKfjy5DuY36K792>~<=kYns7FJHRj zWfuSPf~l0p`P7wB^+&t!J#@)^C~{9xPh8@t#H4!PvHmy;{qY4K!hfqZ>z;HEBv8n) z1pLw{KaL)E<>(5>AqtL};q-68#h^1yP#t@{aBV6Y4o@FkjZS=5SqB9xzR@YggAlF& zge+PJjdYl;QwEBuo|8qHKw!bm!_aEpIe{A;9K2?+4T?Gj?xTi_LJJO0@1|zk5ELmI1E!Afe-5 z@<8`1loxrTe<|#G)AV`B2g)2B*VPiK{WM-e6JIzbF-mY2HdwZKp>F~ye*4K^W&e9t z*dFM1IlDDt&J20WDg%Z4_DV}AYuq-1?9uQ3v+SLk|4Ida0Hzhq89{a4Q} zZ9PN*)sWEr5k_6y->*}Pw$x=e(V{Mf*ugtz13AT-=YH$WtQI3Soon~S0mb5O zsuP4femHA;=E(CqEwu#t5wAwv^$oq-z@3$?qeQ0sR?)Ns#HWuH)KZP!)c(=wY3JgQ zL3I&cUl>e#IxgXfI>T2prAA73`BANe)40(8){KE@&a@!wxlt1ogDY)L`c5fY7JTzY z4SbHGxgw@Wfb+fUyS%NCAnvU;>rEol1yKI9p{h@;5o}_ZfFHsvG#P9f$uzso^W?|q zgU;-XC;zjsB8&gsww;Uu7g82FNSI{sZGIXnrT%iLutz z7PHik{)M0HmHRbomxtoP(HP9RGh{*7kcqfxozL&+1AkngI)lVF)_TsBOD~ye`ZB>a z9!B2V&TQqT9YLXnn&suPingt(frJIsvGT#qxETZuUA`9hP5nHygdY|lg)xSX?Q9@9 z!~r_NT(S^;|_-%^7}1W1;^5+K>0yl4&4YB?L_3mx97AalZyDQHlqfJDpq2AwYxt}zf5-)bbUkFJq&nRBIRALba z)!N1SiA}SNvg`b755lrvON}3lMT(F=J57msG#107OY-j)varYal%iW3y*o@>f!+?~ z>s+0*1x@Bt-e;Js2glFm)AoW9=CoY7wVk|PQ9&Tmc^opWVt)T43vP?5B zHRtBkqht@#X7Sc-QbUK$3k!_XdyJ-Wf0UT3a1ky8X4`fMaMOO>|wZFouUjF|c zF2B81qmXGQROf*}C*po+>OMT&D$Q z<)~b~NonuR?Kj;-=Klb^74#EnR%*@g~e=z+y{^p1+ zZ=(AV6>4pd%AAcE zxBK~d=%Jtr>2o#-!y8gp?Kc!_?2Z==J|>tMIXBC5%HnxdUSe-ggUy=^t(7mVGlHni zGnFAW2%+JFpGOA%>gbw&{AF1WCN@6u&=4eOe&5qKZ+=&PE2{RECz$FWw<}T~F*c(( zU~;#PRgMG!;h;pGw&Rk@w=Wjv&f&sqr00g0>6vG}dGT!gi1-*a@NyZIF}^bpGEPoR zEY}MMju2JFuc@osG%&=)!y_X}Y^0*m3nMD-DO=F*9UYJccn>Ii@6jorL;^eS$h!}H zB}^_Qh%pBp@9?gkxZDCu1jAY;1r36^QRhqU^2(|Agj>tMC*jW8S)pw5bgU_i=1UI$gM7r_sVtmCT2BQY8L8rt)on z!V&1!+L@rqoi$M}Vnucr$8Vfk{{+r7?Xtdmib`JM^#z*#{yV|G6O^G$*NO_9FrTv| z_uLLIL(tWVoVlnLG{u*9rn-A#$zK^!U2(zHq}O6hP>+TbuZ+!Ot1-(76B$)0j<`Sf zwYQ{Xrg3pq1q!L#M3L-{Us{s3CRW5VX;peJkG;1CbL-3Nb7;v!Zh@n7w#p19mbKv5 zn1HP^h6gFO?;)qK^=f83f%dDzZY-)>MU=0;ZZ7D8?ydq7Ju0yW%cQQog{)wgg&{F& zM}B5$0vbSeO4-=HE~T8^in6_*m9#-!gH+Jsf1s9MmQ4Q?*NE-lvf-yw*PqqjAVT2c z(ncHw6CAWtju<@&_3Tkw*P9G4n>w1R{^yP|Xmj23h!>jI0`N5cI$qOwUa_Zfyz{rt zA-W9u#9uY3Pjqv4I6B(k7sGDm`flj>V*z|Z??-FMT&}}6R@ewildj2CNL7^D`N6x* zd@HU^$#?uO`cH;!1yyaQx-*KYHq6_WNL8mX`6&zSx$$jBgFpB?zS+9=V>?Ef z_%;GQ-%eoP>ibg&24i(c+>ZuTM}7IjYY$V0L>Oj&Q8{g9#+(a@TLl}JL1j^B)dgpC{{({ijuW`oCroMmPnXw1;il=Q zzhLvMJ>Sb*1H;|RG|+W>pq@ybHI@xRz(|pGk!mpjLG;t|B;;GpMfp>{KbMbkuBq5| zsq6PSn>7&7I!{Vy<1*Ndpn%B^AIHC%%W+6mt#0YGIP+P=(aT&5rs2HXaKR_K15BQ2 zExr2zw{5f9x|O+s85jMxB_!>?Ib_QTl4#^>5k)pmF@TOo4o)#?3mCr?9S{BwdGFX= zS@&-J#!1DtZQHhuip`2`+jhlHs$$!=Z95g`N$S4$-p^_Kf6f;;x(;RH6nE7jT&B>bu)ukCO9PV%7M*R+ab3y8lueswQ6?plfw&lz?p145?0(V4@=K@k6 z=$*vKOOB()(^2T}^id{rhBZXI3`&6g0RzSlYx0t?NxO;dff= zsDASeV>=^MGcE;~fiU8255_ZHyoFj&?Xy%cd_6HJ|2=u_5htX%45jiQ((MML4mkujY!Wsh1EgA}X7CtuQ=F(Fm zoJvq9lgI8YVS{0+bT_s&jjfrNX4y^kg7Hs49~CTWA3sRMgYt!!czL?3u^i~SNZ=i< zlfwM*oV2vw{Eb$A&0H=FKj<7mn7Q47h;zmN?i3X|IImplZg0GNFEP*{Y|=?5}E7cz(n z&Y@lS)BgZEcsESaWQ!ye)XFP8;qLfLuJBpVXl6D-E=PuGGSWHJmge=6@G+|;C5QxQ z;9HB|O51cMQBum!8+3eheG$+vKp)MXK5hA3G^7KkR=~L}rq@BFk~D6Nzk!N|h1y(x z@?ixLpk2Qd>|Ez3s0(zPa<4Cs$S+P-!*td+v2}pml*+)1X?R8VP4|}{wB}e*QX>6M z*Kd$0;`7piAd-+jJ8o*n%w&tq^{Ok?HpA9^v+A>meh~7uUvq=2*|7nGMU6A!Ro^Rr zg&ZFL)^d|A8vD_7GT`qvte<{al?Cfqt+UyW;}Bxg@wM#!^>Wr;#_bZ;J1w*-z9$i0b;x4 zI{cm=zYqRR%Z$HNYF6(7u}%!;e=0_o5Nn(%4ql~tuzcrWK5w-cAnsxg8nXQrJf49( zC47xq;Vm=t>Vq=uv5wVTPXSXVa>m_+h|7O>0xAa)JG~81r!9f+N`yFf06&=G(nLth zgQwV$cX=}|u1at8QYztozcAXwovKuEL#|Bp8%mUME5d1@zs~lGVXqHfImlT&()ga# z=ZEemyc%C6p$q}7zRG_1Lf;K7-(|AouG3eiLzthhaMw~2u1%?uxCFL$iCuaR9+t2w zu(${ABYI&n`NtFQ)m!ZLR1j`3~MX9XHv|DWH?b)jK?J zrYDM~$~3B{eIW7>X8^hOEL&41mxF;G0OA~kOCOGarRe+v3oCs6EJgj)tjp;QkY@oe zVJA55k9J%`TAp}$WXhF1z=k(#28gLBEQ<%_TAMdOZ<>RYR%=Al+Htz71rUyw^+TQoCA3v_=aJyu!uicEU{wym=1lOEhE?W6;WIULgrnozg&~(XS6hqm zcw0`k<5ACc@6okaTeG3lP!6zsb~rXn z6J=(r5BosJlR=Ww@F~RY@>_;3_^SxGVo!#0Xgt)A-#7`fjJ*W7f%m%2r!L84)qj^3 zC?0OmJBRU)%J1;qdr%^D2~Io@SK%M*M(rMq>>P$^=FsD#&5g%`HQH<+f9^q8F{D$V z+)$HAOr|aBFmF_$fTk|x7FvSAJkWCy)HdIV#6zbCx7PAVOxE^RPznQT@Ouk`(zGRr z58>KsV77HPt%tIkBVXBZ1uG$@p+sn*^F}Oo88buOJv&qS=8U-w|A+eb-_v3SHGz5Vd4V+Y$f9=b zD}e%$D$|Ae2;C9}hy3v)5)N(ZUPhSY=spdjz}zm$K|ywla}pjKH|Yd^NYwZUz|OK( z7SiaYCNft{k-*nbi$Z;)+=<*OU1Q%8J0zm~(98|fQ%|*0FA8ky$DNJjnDX22i|OwGVUl2SgcH*Tnt8c!ryrF%+{2AK zl`TK(#KVp>L|C{EgJHi4oEG$x)b5Fo(DQ9KVe!dQgSsPbe0}x+00d?8(Z!hVx$d_} z&E*g}Jj^5wNI&!UsKXxdya&rVAc(CJNrwSpJfgXZvRyJ|2bysrvLO%2gZkhQxVnR#d?1L>Cb-J8mEQY z@5C-hkS?XBi9%ZMTnYCa>rxAsMmH^1wu}`3Xi)F}l?TU?^Ee1(871qDZyC6@h|iyc)%0Ou{eg56w@^<~^&Uyu4xQUO6F<*RG7wJS@| zsD47!@L&`!ovZPCM#dNlLPbp>#rY{GCV24x%tZ50O^poS{Er9>*@1li^JF@{x|%Oy z+*vfXN&i7`C7LH;jRVpKUP4%M6VQ0Dumq33WDaq#~|#Bflkm}<$!@h_K`tMdHf)_jibgfB&4px+A6+V4ImF4V9w8L|%s((wEzM5_uk=+Ngv2v%do97ziaHW_^ zYtgvIga(fH-2QhI%_#`g8)csr-3ViA;}vDr=J~)1QGOiUz$t6L+2Z4`ijBa_V#VXz zB0N*t?_Vz(r`go$7P0^hj%qJC`}VK3sH&_%?D<4Lk;(hkYGI~@&e#fr^j!Cr-C`rF zRuNTP2jdDY|JQHJKhw>`c(7V6IoTQ`Sd+ZZown$gXmsw@DG>)8Yk?G>tK}j;`H_Wz z#I*dVwfG_@*t~EV<;{fqeTn8?4a3!R_qm1;zoXqVEu?t{M2NxK2QBMsX4lsRdt!gR z8_C_35bWOlSQcK^f`LbGk$-eFJC& zbUH|Q>$yPDy~<=iH9~y9+7|@r)+OUA+1r&Z?Mt0(9i(nnw2zZNQraBB8_uu&|KQC2 zds+JX2T;GzoY7@KznIMbM%;W|W4p03Rq3XoTxJqK;O-s!@T*UIQ~QnLGRlKMgoK`Z z-;-O@XkY}CM*(kTI zGnSRjR)<0iC1Z>IUhCp;KE*WuK?Y%RmMq3>MiDIdz-gSZq)m@?rGR4PnYs;*1dbit zt=5bpwx-=ixj32a4%F?n$3OPHy2|=-44Q5=myQk*dZUu)&-O;2n?vO-@?7ibxL^&m(j#@4xezF8v7z z{?^D)o!RjM>rvaa?GB@qAen{s=M_tLddxqP2(9g-!%#NLkEsByF));@r`UK#mRc5M z_mnm(JCp8gb;#GSZov|TLg5#F;uA2~$q#ID0(K7&+p?K%w(Zj`tWtO#ACDY-S3KXT zi)vJ`9jg@L*kAukUjBOt=zh#^ zI2^4^PSCFkp$gx}L5;l!EVDmah6r&v*Y=8zR<@@Z-w{g@8p-z$qhHPq1@j*taO58_gkw{Oi2|7&yn z>)99^>*CcTCwcBC`TEK(xF0^{xkJ<6nsqCaq`$p{RAwm*NH|ZyV6&CjuH756h{j`T zM7Im(+2e5=p(FcXe|#5@+W^Uxqs4PVCvWiC;gn@YIjN@WpM=sj(5PMSiH2eWBpVN8 zZ8$_5?=u(_s1jfVz3N?vAzvXu$^2TL{t|Bf(i>-& z8uWgRsUeTbm}_5hy{J5v4y9jG`M>4?UVoTD%U$I|fVs3q5W8$L@@%+YT>S-I#xSu) zTDOyrAG1Au3vw@o1dgrGbqCUx`jWYj`f)Z?cm<^oXN81pbH+RM3s_cXrsxQ330(JM zrS)MpEzjtXon2krfDdU6Ip+4z-^b@7a!+T<$>y)BSDMrXNeou0_R)C-1oO@5ZVn92 zrKRNUyP%`^mye>C7y*KEX1iUodO**$W5kqybvGq=XK1m41`5uV<7 zx56cc!t{XA_J_K>C1iu2Zq8m4uH1^fg;r8o!!l*&JVp&db5zKs;}||?3%|YUkjn`h zR+>-KlqGMD-m5{7v>r^*i3S?-dh8t>PFOjHQOcRkHDI+;T!M8u<0-^rg#;C0C;p~h z6WIPrZvy!8KGx-UTYRzY=Hs{nc*b@e4}OzxPlYVI$avjPOJe)H*|W^}G1>HS*yN5n zigK6bGgzhLvj3&VJNAI39ddXMKEoeX=-|5;9`2;mEhfD*${fJ5l5;TYlLO8_AL*e# zp1y!zf5>Mu-F`^_6ll3Bi}#0Q$7(9_IkQ$;k!jEw?;Z8#bSsf^in)x` za*V}AQw6@9rO^ZB6mv;YF*Ti>O5Q=vwv3nA@yzbPyE+kB5Xg{}bm^k#EViE1kx+2% za+cl!|DK^UXUZ*8BJj10CG1D`OLaPH&!6e2XRo)3^QZb!rdy!dY*?l?wqv+{Im@`r zmHmhzP`;cWrQS96V_NS6PCBNVKO6nP48gWzTL(h^>Dzd7Cmx)C3F1ZAn$NykcP%&C z$N#gG$`ObjA~`Y_hZwdB$gG4qA6uIr>fG!RtPz=+j-2aZ=P(f39RCA97N$06KiDCz z5-Y!5#+Xat&LncmFTmgE$Z_vH!qffqxEw{0EI< z3U0zMX6SNo&mBHA$L(HWTy~8EvQy3;LWr_Z8l1!*@8{}t?e}8NPS!~EA})!HwNE(@ z(Fj*!D!7p|#UP%Z;nG*~A@ip!wR2xLi&A)}(TNLPo4@8kX;`xEjdAX>wx92y{pIR9 zVPgEk<`|p32)r{miJ9q+;@e=Q*L4Z=ofDwhtaY^f#A^S9lHl=k~;OMPGj4h`a9W zd*tW*h>tnhr^FKvo8nL6g#PyhpEN6ao1po9ACbx0&a@3xa{;9{eajRn(UWkQd^`p$ zcZ2bZHckqiRdxkg{+5_`SlPh$b3S>q6~L);RdPyQsvFY^Dtbd+R>303Gd+Nc7JdI8 z{MnRFcl*A((iIwEz~;p%t{zzcvi$pYUDu`BP4S@>V7&XP!fgpmOf(%MyNiAoG~NbT z9E}h~M=HhP?i>064wEsp<~e?wiq2x-ZNgkr@tTzAkh?cC4T%!q!zPyB!8T3#(u-AQ zWzUcd8Gv~+nW-}2AGymk6)&TkvOv4fTHg^CTt6T64;HeZ7QmGIe=dwtD#r(3=P9R` zBqq9WbPkE_E7<1ARz6P8Wkw8lp`Sz~z!;K%*vkTV?D!^DU^A;_X{uZca&NU3PoC=M zx#EGNF6{t~rv!5$)RJ-@NJ8~OnP`fe!7>QCW1>9gYt~=nYjVU#_u?u!`qI2dXHl#_&_M$-oTBH6T1KL9D$nx=(5juT4Xy%#!WkO86sHy!!O z01NL#yZcDd-23oZl+)=av!q71&%;F#d7I2TU~`f{Q&K5_{?abL^nWl6lhh?ILTgZ8oeWe}>iq^&)B)eMML_X^MUWb}rayhfhUjru+;|f|{JdGzM z$UvabcA-mMk{~3_P`0f>;kxHaYy&$)Ya67HZ>c)#H1m!Fe>23U;ojzM`!)^|2n8_V zXF>JZ)!)==7`~VyM|M0jPaF^hm6o0;McBAXuH+!9vMx z5}etC>ok#1Ni(m%0vDSkQ9jt1tt0Ke*H|$OzQ?@{PG9i52lgvXyo1l!&!POaL`)K zacrQvk}J+XgY^~OuJZwjiYFnADeF#Zpd4zeDJxWo;=gB{>hL&Tk+fg}mcmRo4U0ii zhMJa>y|?e2-UAqqLM#9Qk|jCj<0!gbe0n|4Z`zN%&KoDc}|iNtp(1>eh+Ocsr%lqyX?7HyG#|TWHyJ6wCmB z-gOeVs}GC&o}=N^9hm_M?vBly$2U!~fV60;I~%zTqCXFV9#+XtpBU1L>yds5IE?y(kc)vq1@J@pmP!_Xs?zr*R&(bGv{cQyO};}Zedke!XO5ui7oF}WIboxzGcuIc znyTcYWR3PV)0Hwn{MxB0*q^t5v9(X1T!Kpc z5yL%^RV${N<8s^34gySbS$lw}^kB?VOP&*-xdhxHV4yG2=xYG91>bl$GO=1aD&pB( zL&1Fukcfk4-Kmi;OmEX|(6-iKVfLn*bJi-Pd}|NXWhX;0L@*zcF(l z+o`?H59Qr!d}sr~gW(ITjw^7nBZ;wle)JCqTPOa@^-ZJnm@UYMXIj+hY&Y!4r#ji6 z5C3#>3V#$-&xjk4Qs&PWLcST!bZOy+%gjg!#_pDX2XL(?LKgz zJ;Zd6U)kAT66Os~(rhzP1DV>#PrW~+yQQD#WNjS8d~#;N)*ADmAnM4|%*S77K%!c{ zDRwJDJ-w>VHN`pOjl^x}O5omHuNJMP9>Vag8RhKBAd9nCM~bDBJb>Q@qp2kE?&6@g zEH1$hHTu=Lpl^skflvzFvP!9)@mA;Epf2_O7(D%8A8+mngKEU&{E!rLdvmyAAgO>9 zm7$cV3)UjA$$N5$z&cUi=w^d{1t9W|It%M0f+4T^VX$TUqe19eNZ%i`M(8y+Ojd%} z5V8Es4A;#hT?d^9q&{JGp(c~9wTTi-=Saj5&UifVW-ayb#l?sM+}BTQmva3EQ}hlA zp_MTRLVd(UlApbcHunN86^8(g!oGB`bOW2# zGssP{evjeVE*{8RF;--9eOzJPt#=PAR{G#~h?Rq!lm36A4~IGlh;`%RTyxzH0<6QE zLMbL>0uj@M5mnQ#p##}%!tjm{Zu$#mN)7Ytsl1-tF#D@(XuJ_(xZ3Awv`~(;^0!%Aoumlb)Kz0u)f0Hbk2tzVG=ksuxP*G&emfyv#^2Jzz`Sm z`uORGzIn2lk^kd|xQnDK9K#uViR5Jyyv26q$oW}#9@N3r3l~qBc5VyFzDE#=(2m=} z$A>DpVH22D^&u3Bx&NTBsSpeL>!hc38aUO%w%kcof*p&hoh!{g-*D=Kq9p!{;pod{ zwa|4ue~niAqS5;uzkCBCrX|@C09NCm-lX+KKmc4#fklY0s>#)F#&oB|i0Y4R_pWV% zb2i&Vv58!+P)|W&xy;cqtfNr(52R4Q>ZrYE|C(6>FAp-y)-*d?ARa9kD-w@Sq`EE^ z1Hp)oT7aCDOP3ygQ>OFCifqb1xsJ&;p-bP>j4)ZY)u&9N087{Bzv_R8ZrGC%5hq8XiC9|ba*+WJ2(~0XQyH1tWGek3T$;Qy!v$ltJ zlZ~1%Dzh^O_51PhYCrMKtI~-dQ+93}Sn~_@>n?t~^K;6cu4jfegBr zYNfHw<~Sib5al!Db{chO(1)_8E7B{V+uAi%z~>h*#8vLQX=)d3EJQcT>!~^z`Cz2U zqq0*5&5jG=IEaFZM1XcFFc0l~3hb^e{@0^l9gJ&}I8@iq&Y7bG2D-Ve+P?R&Wiz@9tz1a1VzbHDVoN!w&)*yV6o%*hR^$RR z&efi5+2%3(Dr6Hlm$QJZfI zBy>P6V$v;t8bYdCRlx>Z_tZsfrGqnnLc*x6RdpS%3O%>eZ1|qd(bct^do*oYXxc&m2Y$1;ULUImqGR1Sds4mZelNu3vFR1sA(p%4*m-=BaGcY;pCTK+U?yX^ zy8P72R_lZ7`&Cu!1$CnQ?lTFXZwXj3D5KnJn{0vf)gE$qCR#Ws?{Jp4C(~C4SQntR zmlEer4-`J>eFH8Zm)doI5U_qtB~t_O#^VNU3n@Y!Q*eR4J=*K>o%2ODu8DTX6_Q}_ zVO^9f_$;XY1>SmK}_mXhvxldAlcALkAulKiyOHsINEifRpn>nS;fbigrU zw1#TOc8Ii#!ySDYIs*?s>CCh$-TPQl!9WYE6AbXea=cg0a7>6K#R@e8Wj$tpML2dlu;^QxaN$4JzkDMqb7b%J-Z>$mY0*{e(h0w8Lg!ysd?(AF9_TjkXkXUStIcxxSeuH%}@ae7~0Euy(MJt(aSP32B4Gr zPJQ3W?UQpZfuotd77uwgzdv*|5Nb(#zH7T?!|;+*nE6E$7k<<#{@7aHIru$c%L>Of zZrjYiV&e~=<=SE?a|T`IEbDPwHs$*`-YdeT?rR`lwA5=lFk_0g$`82amXlv14j*?Y zYo>@`(lLK?hBR8mb@_mzYI&Q0Pm=B1-Im0%%E#lbdRCg;R(ZUXB>uz?zt4<{nD5JD z4w!^>$B@om&uQ(oETAP8RC715igAm3iz@r2I3A>Lvyy@6LU1%PqVy@5JA$meOKW}x z?@-g0?8k}j)?-uGm-MB7D*aKsmMKf6keZWAAQ+{Ufp_b;-xx~T<_&;8yggf7d|0Ya zM|v(>w(He|W2fn%hTGO_baLxEX(arOvGXF?cIPjkQPYczKDKSYZ0^b;h7{SnG{W)J z7JD_!>20jR@Cjh{z(pRZO~{a`K|U*odepd}aw$MMx_qS7Y1CmQ9%DIbM$bFlRcfZR zmf<4Dj;y!!s-z3~7ho7*V zF36Sa98#F`;3#l7>NTMI)>*ltsETOTy4r4xXMUu`!h{Gu-4wLV=PYk$Th?t9D=B0r zs;HUYG`s%?JY_osC(SM=Q|VLR#;R$T@F;ipqq<&7$m%_Cv7F(bnP{yFeu#l!OVU_K zG2A-Os{T$0QE3IN3S)WuCzv($`&DD^VyX$Q6voe0w)HHh6yvHR)C+1g$Tj@C(F}b- zMW!?~BRXmE>^EO12Q0t|)K5%4p$?No@r(?gr;^E&< zc=4RmNotGQ>fXLT@8*k0(~+OoWUD^2k7hGLFu+yc4OvNncsIHURGidb8SgeJG%pJ+ z-OO?C!!;N+sPD9+n+8Q<0!zYA$Rz5*vu$5?xSUewilF_}K$ca5Wdwg@6D&@?sr94K z)yGdkaW}N2<|=(DN?Im(TtAMh=6TxdxCC zmrtAjy;7i99|^p#vh&kZlR|?*N>w6m6!dWSve5VkFlqj7w4FSZHY#J~$t7bkC8A`k zz#t|SA3|i>){-1Rbj#46RtftJfDBL-D?54Y&-7m8?6(%7XRlO#P80*QV+J-=H0G<` zdLk!`gkOG>@m~?lv9V@S(Bw_vPZ>bPv1N)<`Tij4*4pS*d7Bl$!r`7R-Pg9(8b|+` z?-$Lrb!HDgZ8_Rl-$C+97dB zcHuacd{}rVrO#;&$tLZ3oF)+#SfM;V(i8AKMkIa@c~ictAQXA~qM~?< zhw*V$3=Eu5zLBQ|j^w=X4b>M390NnRQR^1lOffs``Wnw%RU5^-BV$zs6swWDS$^A!`JuoIfre z<`?B@(yqq(U4-x_o0E#21blYHGP`o^Wlw-IG0B<&>1O_}v7;^q&i!L=yvj=HTc}a#s>pN08SaJs<hIT{P$8*rr#MKwKo|NWMdznVF?-pn?kx*xR!au z2!4(xv$p25xig?g54M@L?za!+nlKro#m?tR|UB&gV|J{x)VHV}WS7dk%dJsB~{{ zMd(!$BS513Rc%MfN2ObC47@F})P~dUkQq4VGb}8TW?NMz8Y0I#qS zmQ}5tvqC{Y?@N!LM%+sb4StpS(rEm#w&zeWHng6)2Q!OpiRe2V@dn3a0^p@lFV!Om zFJ6PRPI$b*7521q-&+U0_OAT}?$FsuJjM+WFq}~d(>m-0HJjJJ)dz5?Cq_>KcNqol#s=v= zJY&=H)F1!W@^2pD@JbztT2RxFQKsqQkemadl<* zLvgl_2P=n+8k40i3~xD-pQLPg3v7Ja_>OOfwsv@~dhaOW-u6RC@GCW64LTjzgWJ4T zta(v38iR0Ie5j*uu}IJl;S2Y?C{ZbE#=eQB>G^ADCkUN*$nbXuppbK4J5?%~25C)D z*+V>o#PFKCpnX6d+QIG9&<^~`H1o>E325Rj7y{xuB*`lxp!;r*Mn@>*&!yNxF|ET0 zaLN_;L6nmKM_Gw=5zV$m?06<5hr)r`Ohc&PI>;G1j3#UxD;dJ_5oPs^$}GKQ#RD~X z;>J|SFR6Akq{d%4c;GwL4IN(F7O*ObZL~iBIiauyO;jx)Qj}D&icf0Cq~bVcZ>54a z1kkLdlNz*l)^v$`MNq6RW<&;Eb;*E>e8iH6^bx7C^Hi82xPX~tAPVl{bfHrD* z$rFXLI##rA_lYfR&CTzexB78)44Y}Anw6^lkK0-SwDZlWAO^+G%RipvK4gRn>E`JL zAF`wASSH=O?Tl5>Lg(*LDjY}j;(Wg8ujwgjkB7@1`G7cfhOg4p0)Q_?w_MCPZ5l#E zPihr`d~SS6NrSqf+2mAqRv1V39CDaKv0=l3Lj$5$X959#Bg~o2N2c+fgAo!7+odUw zHS4Om6*r3Yqe`>3BP8%Bnbofj%E@TQ1b7zAtMEh=+aK9V*oQ6vzT-Nzt45%mmRH3^ z8O=H3*xy`|d5am4Fm^;l{IPY^hE0$@%lYCPCZWf`w*iTM;)b~wcuNNZxO>elF2x(; zwXMH()B=0bI18j~^Sv`uA%h`gHFH*V)N)ITqkIMPRkoi{LjS$}T_2={5^m$maPd`4-rih|~VT zR*2M^rRuQ^o4?9Pkna_zg)d<>ZM76}$|w%a9NYE|*WjDcKU4B9m2`b>Zq5GFem4B` z(y6`H$;i>K8?F29*$2Cqr_Qz68lw~#asSXYe8IiVclN0SaNp#|nE!46>2P4;ApP_S zRugb_)49AuHRmicXswAY>~3sp@3o@>Se2XE{aK9(AVcVCMT3_5eR#U`p&tg3)kfZD zNUbU-=D|Lab`UVKI3sd97z1Zwe+gD8wyVJ+jd&`V}zg+KoPHZ4lPMkK@ zvzpL3o}T}a-BP^7Uc$(lb~C1vhWsJx=8ST!GMUa+*Rn$70rj~Jb5KfqehDF)Fk{!@ zp}d^B{p^^=xM3`~7#DHG)a9|E`wKs%r0DKy;Bh#l*}*;KLJK`C+hs$r;Iw1gS^Ird5#H>U;vQ++al{4y)s+qMc~Xgb zuij>kMm?0&z-*&Z{nltc)kyItUk+PhVe}Z6Cxct2#xw`glR4MdPMuACtkJhn6ceN! z_xmlwG1Nb;JJ-&FU9F320`Q~3HH_rg^#dn$c}0<|J2TVf3Rv^{aNVceCakE9b&La$ zhF4wVS@3q@qK$VUlg`yX0SnbSNPm4;&F^ic(UaG)rV2Ud8~5Xq+1&Me$}h^BNhf~P zFL*cRXm)w?xh@u9I{(#n;NS1@f4`{8_0$j8{ds*hdn%MDBDj{eCaE+rVFgXKw508q za`#M4v}E>s25>5~Z3Z5fnrmG&xOhEGD8M%k#h185anROCW&K(#KSvXTP>d)fr?Bf;A1DGFPCQPyT%1f@0{>B?0rNXc>J>T}&N7QL)N(O#|1#;_8q z`hWe%8j?l+Rc{G+>N(#E$$t&gJLv|e$PD7d!;Vp3--lD6a&zZVm1uWm71vlvN3)!yH=Lj?SfcE!(y`TrV>I~{ySKZ2+PE@_H> z=gsV*X~6+^#tbk&X^U%?Wnx~nqN3x|YRZ$|_jACWF2FUTV_*>DfW^*zqFVo%zS`wc zu9G|9db*1wL(`s%VC!1TttpFU4w znS(vujVeYTcA9`rHl!sdB~+&I;H-W5E+Kv`Gry9Qng2f_o%DfTZ440HBo z9vqBACwIvtR)rGg#(IVJ{|>jbs(YrEIGfcRqRyOE64+RpB?3IkNDr&0x8bYlT}#vZ zO{K9=dCU9IW?;^^{l(IJu0b&C@@hcTpM;)`x~k{Q`v}?3CO{t-_Yn*79x#lRx&Vep z5Xmckk8vrQ93xc?l6+am=k*1pZ`!pnnB@o!wJ*mTTwYJITir{0>CZz%iEXl4v$))I zpPCZHuB$RJp1$`PN+rd`p`4CKTm8k}~E~Nhgb4zkqD#t3ijTP>ZBveLy@R zaJyaY`fp#yACK&px_$;xU{TAxib|Og+@OW1V0~BU!JwK0tCh zfZ;;<))wG}hjbyP!!>Djw}8+r4=@4048FG$6bH40F)E4VXKEt>#VDm|Tn(UvU{#i( zy0rgZm&zGudr^kT=wm&g&himezs#dBcAq40S-0>vJ9|v!^TF;qwalgPinY-yzNiQ7 zCQ~{Pt;NuvOYK;6yV1i*dju)DzZE0OG*GeCjM3Y*x>u;S2fjPIo9uS1Xdr{+@G2@j z#q`%QPhMuV{foXAbTH3c^knGTFJm<}G0hPI@*d zZI^~9?0?N4`yz*XYoTE?UnY@LnuS~uCz3~HTbtdngEznY#sera(+zhNTLl`{+faEC zMSm7la*l)E$aK#?76ORluE3D9q1MN?h+M4+7D#Cxc28X`^Nm}J(B8R77bj__@IBed zZN6!B&p{ZzP6IWnI%9G!^pq=1RDJhMOJ1t6GR%*^-hd;vfV`n!MWNH1x9UlgpxK2; zfiys6#%pra7eI2fiy8+U@AycFjA}4|b(C9wAudWUcV38z;rT$wEbnB?0F!C$jm$n# ziv%8bJQK%d0^O5tn%9c9eA?8|N_clNh0BNeC|D{hd`7;^J4^X}-65q>Fx&mw zVs&yj1u%bJ0@Cy8j7hdP(9w))R+=V?H;;*fW-YuQ%cxb(hnxF%6p0h4W*}LKn9QlL zSb^ibDsWl$O=Py7EW+gbagPU7o%bjKxqeM%LTIOsm(&$dMfJ_v9?%xx;KVvZm`Uvu| z?$R1;EAIS>%?NF^;?PN6Wy69imH^X3#*XYqU_^$vyLY+Gfw8!!$T-in)s=fM&JU5v zl%2j#&VV!kc=+%l8U=3?_xUleIY9_S8|??e02{W6He&K1o}Y`m+gF*8{meGs=DIAg zZBoXZTriD@#2<`_dBt0DHu4rCuVAFE6n|1FdWp`bP8?-5I9%=i5s#1_?TRk`SzL+S z#-XTCkdCfyEhb0-NFz^36kdJnef*;aUJHhAJl&L>zK~bl6xfHp|68hj=b?i?*}i%w z*D76_0yWEZJ=6&bh~I^(+lPsH4A{Bt_p+gi9lQh>+1IV#uwM@e-V*zkAJju8HftCo zsZ{Fr{gBEKM7W9o9*Bakg@Y;5MeOqfXO_?aRnI`-E<~{#jAcmxbq#Cn79Hn7b;^Q! zHQ#5cZ)oOJodrf>k}-xui$Y=9sl;c2rD}H!xpUozH5KDHfwK@eL5OB(N$*oY&S_CD~PkhXIxNnf|nL%*Q|(UM1#PiRjU~PuW1esfAi9Wblw1P71RJ|3r}^VSARt zY_@(sd|sKZnIRyYC2*t@y7yw`1GXvwr!IooSa?it`DNX z0}5SnuD?o9-c;1fjlxJ0Yb?W|y~Ul5-^pLvdLLLm;0!-c>Q*vethVuevSQi^#MQ|B z1nu5AH1tf(K?!rgV-jcu`Z7en&;Q{RD)5L8q@vlWgj*KMVSP!v#_vev6kn5fmHFGJ zv%*YKsdK4hAJ1&mg%kvj26(!6m3(_MK1)nqfZj8Ed&tqAev3B^4~xCP7in_n?8Prw zyNJHy7ryUAEvV^)_dr)8Sl)q8HS?6`fEJw_T z3j|Wc`P-|^WH^`AY+onFI7f+ryNahpCraMQ`gdR&GO?(-GW_I;+@DL)dAP&@!&`O9 z&giMGImnG)$y#nRgv8zXZ22SFy zRRjz88J{g@&Kat^I?F^Lza7&JoY_95t8z@QxuA8X3y?gzK3K!;bEJq6wlxBKEcge@ zo%13Y<*F~+Zo+lN_pPPYsgUCacbjUg*=xVTZLN>~Yi2#Jp+4$0{GbJBv&s)~HYEmM zUQiS71Lr>bXDfY~Na~z~&U2d=9D&GFb$N#T4n@>~94!TGT zgcsRC8B2`#zdyj6u+1{*X0b)!nCpHk65yG_%+^Z%=k%eR9PVn!& zD9(dlfI@=YjtRc?qIDrZYf(Z@MuN|b^zM+RKK~I5-?*P=%o>)>8Crwu%%^`#_|U?I4*&qvsF3+GlQ~fu+78raSaL!Ng^1# z4#O%WOm@d6W%*`m%<;v5pFW9rJQVK_yi?Ll`fmN! zA6wx={|8V&ufNIsm7g2Ks1PncFF{KZfbf(z8zqniuvuiqzM!%R5<(Xr;4BViHcLHR8f)M?ocUqus_Cl-wU*BL&mj>Y?4~x zrm1>XjsZgYv_?4mK~h<#0^`V>jt#NH9jJ7r0aNI=s6nck)nusq_a*T;b|>MqI^Q^T zbMS%6BX%E@25bYuAv{Ab=$3i>)xDUU+N57`I3EJ7y$-=1sy_sYAMvz+hgZY$R$wnv z#G1b2>`yXt%RVhvH}?FGH7&t~-PM8PGzxAkPUNzS9FYD?E&XNRf*T!>QA%Q69JPmW zXE`-AUW0PTLu|GU46TSuosF4wE%bY}=X$9G0}MSnYEzcN3<(ojY7A(kC#Q+?CxO2- z*_Tw0qgQEm7Ju`KDRHsomvc<|RB^M>URNFT1H5+AeJG8(ur(yPMWqa12CR--YCPPo z2?=pbg;pR7;Hy>IjVH1OwquNivwZD+|6(tY8xhg7)_oGA6L3M&I)Hn66$ir$@)9HVOU(QkfnHZr*?@(-tDA09nFvfcJawV+bcm4d><7bwW(qM0#5qZT|8Iz z(bHV&txfy=&0bsUI0(vqM6GhV@T;YwNf;Y?bWaP58D1(i)n22>NBA|GN%dFxJ`|;n z-+fh|D;2pBmN^f{PU-8-&F&|p5XBV{XC0Jouq*&F@Qmrn>!-t7yr1LFmkbazOCEjb zU4b(moH20IeGSW|AKqrwZfn5yJKDcVU3Q`KU0}0Z)5%fl@`AeIQ$%q~Ct(zv=2A04 zoUu4jADgB!soxk~XR)~>+MC@nG+_ejz@%d(XzpWR5ip_{#A#}9Ts(f^p&$3D%|1J8 z`yVu6Kx$O!y&XO<{t8qOMsptY9=EAQu1VXWpHehd%LD$1U3T%S=i)O<6})!c;RtxO zpF;H*eai^utWWrj+5L0DbNJLOtx!vbDszOG;@-zVU*5nFN!YT918w5V1YiPEKq35E zN`1z4BpTfs9lueEjaA2J)QV<6*kb6uNJhs~nM3{C4hwh(8SBh`1=8v*o|#RTj>0ee zJx-aZb-3$^F18o|11kZ%6JAXyy+9h->IrypdfMt*$bHWp_rc!DGT5=*1@BB5UDNKl zy=zb~bKfMtK^u>=!fA)dHskFgLGkycdP^jni~x#S+gu)1b>y{kVf4)Meq@yOck-gykvI&#PVMZU;!$ zhoWyW1K>j0sYNb~25~R%oCiMjn!J_LhF*=^^ke%Ghq@_y+>D7z$^ld zmZE>I-&rBCXZdT`2ZHgT*oYp}Dgp7uT-+!C{9*@LpFRx9|FyUyE$LaM=F4 zsQx-F;5!5@&;;vA)XjN4I5UGrCxf-)#!+~i-45q})!8Rzd$H304k3Om#q(nUhHsLc zAEzM`8CDN&-?2|wbFGj7?ZpE48sD#Hdz5kS?-^5M0y z88Kb|KzunVS=Fr}2nvM=k9BWhJe946#?QM%>tFK0R8I*%vLq)gw!ddFlX>Tw$XBUk zS7~_HH4UQTlggoiDs-DUg6G<5OozFyvtNx9_PN2UAnTJ3TKhO;lFC<3(FnAqn3YZv znD;=2b$0*nSp1d$Jv265TM;F5216Vm}|(srB}4+yYWm!ManXkc{i=@6cVc>sUUM*tvl zMDp$#eOE&c=t#1FC8MNe6#zC705{1QJv5}yzc@jFM#*rhe5l8N3#TgbW1b2YM1kQ{ zY1T7iTFo4mWt!*wNdU?boT{Wk1*HYxXGD&K9Vj|Ito8~07ggn(^XS~K>z=9}p9jCe*MdRECGB2lbaOuz5 zR3B~g7SvjMqV9La$hor=awXTePqKEpYzR2#+h0hDbzS*?k7^7f@{M2iH~D;WJITU6 zYidv&F)1j~fmDa!%_evciK_GT!6(D5Ljq+Xr}X*#a4(VO1_i4H%rJPH78&`je=tQ! zsnBXIq`~Q&s}}$P4Pzw1n-)feQZ3+5ExuZdS7fNvP}$;_W^q0PYFWS~qU}j|6Uu+n zUP$MFHUMX6sp_6olX7ayxrAVS+!|bgFfg6Yv$>1tED`u{TPgggKE&OaJOygzzflv; zSg504vzrNaR+7|a^ZYX(>Nbq6&b!m`9Qh@;J{NN*UXy=i2n8){+f2UDDpkeDtyQ7Y z0Q#mK<1k{PPN1XXP;iF?>|f*&hExPK!W4<=WxkIe&s0ZAzrRgL_T2CoP@FRWlA3|V zRgnd5o0);&LaEI1QMmr-q%k2ZSCEGB)yY7pp%X5xL&n#1Dpdz(H@_EpLzCwZdKAox!sjt> z@z8B9jzFg>yw_Hdax^IVdDHkbXF2C{=UHk$YeH?5;}~U_nMf&$288oJ$>j zw<%{zqycmtYIGtbSE@W(x)F-OvA9J3UNGl5&)CV1U|$|{6hM@nfwHBx&8tlk)MA=G z&%Ia&N-BFtZK46xv4Ug1jr>EP|9Xd=gR;1U1hv3Y-H=Pb=|Azp@1MMv*^C;bRj(~P z5gOufh}u3S%fw;%)#IE2Dx>Y4 z?n#kc)%z{{aF!Y+v0BQKju-~0t8Z%eGD|PG4PTxjpLE&4i{0{~JfKYn-@L&;X)BU{ z!i*jaXxN}VK-2tQ7m9!1mOO+)ZS+2PLkb8?#W0?>=@&i_j7zC=-!$t69c&N2KiLKY zwLt%W`J2=BhQS&5&jlL)NnR3pYtm<_0`sW3fTx@ZCOfHvqmb}acdx4p7{z?FGgK;* z(OWO>|I9s2OjX`F+_^i6mL^BVVgAR9?`zk6nC@9a_E3n*%mRSNhpT34nUrQUqg&T| zof%7XDM5NIa*fT&j?r%2k2Thj2ifJ}HGCV830GhIh^O-{8COvBgm zj+~hJmOSbu5b2Rm9XB!cBEt4h6Zz>9=s&5ex;>$}=;vb{DKdS_(UO<57JmlWU$9u( zNu=<=dk)W*VvLVu>&on9hLXZ!+g3~o23_x6qa!NEC&EHxQ<^`RZQE9=o+0$|HX5^u zX_w?U>akpM);HFj*dpfzFj6|Tq*Z$K)CRuF36bVYk(&Y$7VFXc+(t>^aE|5MF@0YC zwi6=oN^GUXamfT7*Su`sC!u8(3OXoW29=FyDs?xuPOZB-7|*7^uHjVI2Ugp9vZ2%X zVniFK7OD+F<%(8ogv2H#3R{&6qo0p|)2kTlLug`d59Zi`(!$yVlz1F$^&HtFggRHI zO*h-7tLUGg7AeT!u4nwG5jfB&`T#KvxoXVhKqBLTEj&P2UH5fW(T7S8X<0=#kS_AV zDLTraD{+upVE9oTo9q@q$ob!JzkEVDX56-HN0Ck_5l>yq|KIpI(i`LP>0c3x3dvj} z6c*6h3dcGbdy&939E(re;>|}FcwdV2I#0{jo!%&(-iWJ27{>xZTWr2f0MJt|d+7C` z%R0j_hKh-sKwG9r20Ou zWq(YF+r{Qt^ouv|7V^{bSuCV>wa)MZ2O1o|S#eG%sW&o_lf3r!fdk1ULUDHEG7y1C?7ULSQvZ!PKcz{;-6_iL?vjyG*1f}G9d4*tqjChG_3Jc%# zL)$oBco_0XE~EPJbp7fyI*=W4idaB#+Szk#Kn!zY(iTyU&F3=7nY0gHA~7h5pDbML z6$hHhfPmP|p^9JUjHvS|&~Y=MBMNsW$>4MrwWiI9iz43OUwTD#l=5wV(sZ*1+m_Wn z30VyHccAWgzzQcxC`mwUU-d@ROGFpC%Isw`1++M>Ok-=E(E+Kvd*%&x%ujuZ+=CC( zm5CEYS<(e3FiGE2v%^VMkTEp-rK4Oc%d!0lG-av=x3fcodYtOa<%@O&P$lc{x`p0w ztq%<@P=rJ%&iCnUS3}PJ^+*G*PmbZX$8bR0HHqOKa-{kRj%OV#FCoN;RweL96aRK6coMO} zRusm3%O+A-0X%YdwFc~VM`Z2v`;CSksCL?&@?8_z1cLA@>t~rNlN^_$rBjgrM3WQ) zlFrKN*Tc(BXEp87bkPTbEBc7lnsZWQqRwqh%qOM)>o-EVB&zzLOx#FCSsYNEpP)@9 zW!l5}Vk-JKV%mA>DwqCY*76| z12BXcP_XaZab(TIs$7r_rX(tMS^*MXpfv#^r{pD9%2u)9!@-@Ge4`IE^a=8xWafsq zC9VS?qR-&Tl3Fy!1j38!It(o(9JvC42N(v*e6uaBq;rZRIXg6MoNyx7ln}_#{m~gs#`^_wai10k|Y9t%JMf^BvT7aN0&b1H_7O zEF~Lneb{5}&ZmLI0esFw%W>Y*)#YO+Tk_)gdu&?x7PJujtToavOyf>4Yj9ig{dlzV z8McRHB|22v;yBv4njJF{-4{Bg>gR)BmKjlcwVWbS<<9l)(P64#ct~L^=aOB{)6^wy zP8f|jA(SF28+s{YSc9u6XYof1Qj^B%QCqtJ>tR=Va_8%<`QXewIk~dGx?*9G!=n#F z6HZ;51XL_%CA~b%pYb8xWa@geXd*udUjG`G^z+ zORzE;m4e)0>|5)nWA5HP;be@`Vf28HCLbXVDgUUA0nEd6ih~A6vAkv>Jxsp*kKaHD zQ);^Zo=x9h3&cFJSovammH%>dWIK67XJsO9T?#8GF?<0Ab+uWT-{sc`+?a4v{Pusi zMdMiaSk0f(vNK@P7S@Q>c>>*dZUR;z z1MNssd%u_BbLCuEzRZB>?Tqm585v|+QH}W_Q;!0q>2EA%9E^YSM!c+!aW3H1Zc+~< z|En8SE;X?*JUwqJ2@rd}WPz6j4E`o))@FPIPqq|E8)dUiop+6-Rj5tj&b4jY>= zG&~x*)b|e~#6=KngY?z#nI!&%mzr*8drMedtGOuQXQuJD;U_(PZEAgjqdTaEP+EhP zCv2&ay{WD7h%W%<-n}D~zZTrj+BdaPfOz2t88HvG?wG!7co~PNevUB4hEiA02_nf~UKZQ(N!)f%! z^$2bRrlYffT~Lo*&;9;R2kLpf7T31pHK19|jc zGRnjH?EB4sB%g8a&|RBdmaEs0iK>D?-6)EZ4bvv(nsywA`#K7-FTRRmo5f@s6K!U zj*);Gciip~tNC1%Dn4OI(eF(D{^CEMVT5y6{>4GoQUIn*JAqC$p~_c+>*D6-<9U(` z^b~#urgj@t*rwP=+{1rL=dh9O00>N&j9KtgV!p!({KIfhQ~~$rZkn@iM0ik3eXxKr zG>B-)(<^r*#Oq;g*nVL{X#Oz)H(+|Sbw1k-a`m7>8haI9UOFB(8BSI(;(IBrWN(l~ z^{V(#gDoYPp4}YN*CZ90ZD!k-{t!hg%C2O`_uvYo$&DR zK1~s6Z`eNM5tH(QN5Z>2Z3Cr&RZSi%y2+T-m=|fi034MAV!MCI+@C6g6x7~&*ScH~fpdw7{6ws{T+DCG}X3B}*U^aR@}q<2XKYQUVI!wnFG1P?2@Rc_v>TSq&x?(|VHWS1$N60#NbC06>h{{b$k;`NBzk3zL}p2H_LOEu9- z>R^LQNN&7m{35Bl_uN8jP@wqy&28YqL)6^HU}p(CLE${n;7AVFAAn>VVQ3(Cn=+Pr zf;;4A8B2fR&1Njw_P4;Df`}_L{{zf=Hz{bg%q9hWSWPJJwjbDcCA7*K`+l1#Qd=8& zvg6P(2R*@c+;xt1z1l^@uH|?Lj1~WaesLs|S!Ri)_Urc7H=h1(Ik+-znZGFS0K^ns z`+1EbN%B5mx{))p>*7G}pMDVUz62Izxx_f+4o<0xeC!JG{8(RL zPtC7Nd>qLmKcaEKUVDCMk1IXDGzKgEWf)pwQ4|EDw)Jc=5fD)Aa!0PL9IeR$8c39c zH;n>{YBB=Ut5Os3But|yfdP-BC^=c95%kU1$+pHB)kgOo{uCDAcDvgK{$^VNf!@>P zVK3or$>ZV3@f$!AfRz`AQPC)L(%7W$9J%?kxlt4q`xJT7(fbS7N!pmmd{Jj9Jn3I8 zw3jYUHgLrkTb=qyg3WV$uUBFm%r@0X%@cu2Sz5CUctcC$5xEUp|NE3m&i$gLz8mJd z4XiwOKAV8?A)*V#B$55T+{Q@nZ2|l(5kjkEv%p2uFjE-c+pJ2xy`&RJ8)p?xaQ7z* zEf4|T&5xGzDmXG|FYf3-SPIATE7B6(ZsQvTY}_)u1h=i8zfLNr&VaHB^Mr&g_tIsk z&?|kD&@Jaj6F;cXqhjTUbIZr&A$QdM@Xgmu3sYLvp;B78wgg>0x%lmnq-0YcmL~uG zLA1|{J6Qr}CXBI@xv}Cp+BH_1Q=T%j+c z!i>RyaUyE19F{nwr#<&bu|?>*&`)?&<8W55RBDW_)e{`JN6S;|(z3VHb5X#Tvhc!x z7rs1N&)q=G6A8def(b5w*mG)k-N-?PC2v_I!H=G6YoYgAmLZ*oQA!^geh`md9>gb% zBS`OLpR9m9MC7(GOeaJ-3>AoE(nhsM5^?P;FMQnXvv|+r_ksOisuX1PO0hb+D2XRy zYE0$qEaeEmG(EuHA*P2WZCv^gT&8x_GbFII%g)QLn2|U-beHw3{aK+ z1cI6&%i~2Ru07tpy2ADdh%p$cXA|-SVh1#1Ijp6vNiuO0l$n{j=lg8>@1jQI=yHlL z*ZhSb^#Y#VEaZg|t7z#PM1O*r1P!f0D&%zxKoi$zsSbD(5wwYq|1#-D!X3Z}MIYiD z^>qE&UB$g?6zrOBWF{H|h(G}*l#@|gc$pPw_#N-A-!&_5l5jDK&>aWB~BdiMG?c0)qqyvJT%6_UHXeAw)njG9o zR6iqMZTTT7n~Nrn9SvRM)deZmSY=swJA={)=$qezFjuy8WcQjU%5F{r%S-vGSPYUj zY)5uRFEmkTojS0=h6Cly_L1#8yt^Nw=a0HA;7ly|+GNuFvIi!037Y`%i5Z%0aUt}puxi7rm3QDxL zgx0Yxy#K}QxwfFEPcyQ%K!uBCL**n%IQIsMWf-&D*Ogww6@W1K1RKp;<^Qop`u7V`hn!*Zrwr$ zxQ>m_iB(`#b6i^W4n08QT?*LZT!o(O2L`r|Yd+UFJJE#IFxpIhbokoQ6zIVqdet~f zmMV_AW!+6dEi`gfDgdGej*wq8(41)z0wI!6JlZj(XI~BPf+q{DTzF-1o7>HM2Zy?K z>B^y5@06vlW#w<}PodsNuphn%Jhu7*=zGn!v=c3DkskWX7Cxwz25WWW91Y+l6RI;_ z8|b)U5Q?%PC$Ed9+?<570wiBYJ0ixucaQQNZsWo;UGp3^_ZS zi{{V!70l5NS^`eX?8mkhC?(D2|4J+JoI5_M?V}Sib3E)sU3&QoWc9&t0h4CfbR_YA z7H*MG&0}{*c={b&&QO?e)HwMxn8ww{oyiN_SrrE6ZY9$Oy^tmou{{b3P%e*kQ1U)! zJu{nojth0zsxP0IlB+S_<6k&8>}4O?Bf$~FCN#(W%FxL+zzm&4fYAuQL@1cC-u9_d zs!L9yPv7gUUlbv$<{jUUa+z^)qPg$WuS|E~hKOy8172fu*>ZT7B!|`Rmd=?@yRwGP zo~5P+&;+P=x;(FFRHclsT|>PmZ&Fg0q#q1L|F=-1$Pm5Io||~NN;Up56J-q=d>M?n zcw~O@g5M_2n9yXqM(CpnFQdQ^WeP;(mgBH*4l;j^_up`RxF!tvXlP(Xudn4AgTEsg z^2%sDI9ppoAy=V31^FGz%!I#5)3lHU9GAx5Lz_@D8~@kxLb@otnG-KA(Cp z1MdTSA~(4H!M zy2)N++`z#Xl$(+Z!po>~aA~{+<&%Q#k6$j`uII}`TC;+{9$n5LbH4CbG8VVZhWCQVHCwo{$}UckdA6I53S9u4E_R}_WG1B2_+<_x)*w0!AWxbUP_ z;`731@qi;8X)b^h={njvY>8m%;NftAH@jQ$|EB>mHy|fu)yAH%j#iyC}o8iLWj0=W!5+8M`OwwnY8#Nw8{F< z67Mj&4=0Wa>iI$j2e#UDs?G?YDO`^*{>LjeD9r@mu*EE9DW}FDX?`hCNZ%-Gk*<;w z$7oja3DLEW5P_TSV_nj*wybGt>2b*R>*v!BvJHM-jmG(t8XWsn-%40k6-=n9J`4GIViY{i|1E$JKptO_;5h1@ zAHs9?iw(ELUG{}*`#`V(aL6TzpOyaJh7G(7_cYv8rE@H5}XqdN4db=c}l`= zT)`C1{AAo-DoMSGaXK5~tJWs$0IEy;{-(Gt$PDK=;Gc1`El5cw5H$b5@&+*r=I_8PdMZDYI@@`Ge%N>C852ER> z5>)Le*yz136*1)hVUK)c?~-9P{Z8+&7dsmq)zPD*Ikr~~c2 zUz?3Q^AG?UsHF=93Dhc;Qn(OY@}k$C?E63*#eWRY2iSTW#<<_&-E%TpHQr7=v72;e z44Zr8Lhmw%hG4nXv29GHoMl=rPaFQcdyKnKVxZJ^4uHILB{uTt^7N%==r!N5Z%4c< zQ#lbVy8mc#O`8H^A!kFrL=RAghUOA?Q#Sj9gunm*000001wH`kW$IwqnRf@A<>8DU zHFK;P$*Q_5!2xm^ruQU~o#O}$xM#3;=LVQ5#1^7-k7`K+l|8?SEDOWo#FGv`z^nck zM#N4ehf7|Njlcx!#M`EM&fhsLyR(P`U67q0X)lp(#2>PNevG{mUm+E9+KFIrpF$^0 z4e)C#4tqp9<*?PKub@SQmvY`2;D6Vkt9#X-U~fCXVA)R#Fi9^i}iqq@Cdz?hQv?AQap$Ai5y8J0(|0AB^^zc-?QW21c9liPwU4;1j` zGbHkpV$uaNTh5!%hV!X>Cty4Qj5u5JeNqQomAUbWz;%%o%c!R07d|}+_iLSE578wl ztw>ccqPe>ye-ib_fZTr=O4MRf(Z`&3;uc#hs&;slM)0YUaYcmZcBSB=)w6ViBrj3> zu1R2eM@qO|D9)3UgrBZ38UwJSr!%Z}!tse5QJ zJ|KwH9_sVkfz_8OF)KuykGV>s1F@yJQsFGjp*vv4#7E!4F0IGPNY1WuV+1D3TvR;q zaVnCE_wVmMX6e6k_k;U%O5vHvr7NYXL{Eoy?Ap#kV3I&GvI02xX0v zzV~Z_0BdP>u7?L)6xM1sW)Fw0X~VdykPwJ7`%+Vf*lEESHS~g$=w3PkD6d%vZ{}ik%Rw$W+NeB0Ffeo! zzVN?gc-7Z;o4xSQdb`No^IPiWId<_O;*{IpCQQY{1>e+p4mtE&&*%a>E3mCjq7THa zDb~b1=e*n71C#fLHkmKTwp*pg16Pcuwf(a9#wWcf^N%Qg4Qj!t(15mCP#cB{Imzm{ z$|6jbT&Zq=g1sjgo!{cAhfIzw*A(iAYKEz~39FT&3QFGYUW~IF%a~zI0``xdze%xM zUfo*!K=zt1?;P;ftM+x6uST#VTjF^|3sxqUb8OPT_?@xt>mdi$9j`>(gNdQyk(tT& zYAi65yG_tdn%b{Wf?;qV-ev$eNr|ah0b@D{M*fXC^j!~jx*N|btQF-ml9Qy|OW!1# zcvrY0WA3{_JR=-d6yNis%w1^cgTC)IOu}^iPyhe`0004HDc37GiE4nf zJ(!Cehx3hJkF}X&l~Qzr^MvHBtVD%98FYzC+{MGU%WTD+f$=BJaG$?tsGu5DkO)u0 zh@M0cj2b3}`G?w-rY)8K2-o>(>aN)YuS@=M&$KPuHS)ZQaBAu$b(wL_HYY^yyJKX6 z0S6|N1L}}I_7#fQA zeo-)J!F9sOMG1M~4+MdXLyUq&aDkZy$C|3h_S{&~qpi+CEwn3t0PT$>R_5Dg1^&(hmC*R z#2^BkE#+v6nH3vhmr=CP`C$0Y29{qzWUk$X+fu+`Vc~*L*K}L>OHv3Fj(pL4<&bTY z+q$*(jdYgw>NjdRgx5dcwhlLW9nuwwG|Tg@y$-&dg?VjDMo^Y22n7e!cuCXCf06ct zfwM=K(R}^iOx9@{00p)p+5iAa79UH|(KBxPW1aWH11%I&3U~nYDlqlv_{E<4@&nI- z#pYkd(=yMkVP^KMe_yZH>t+dGT>fY0JGNv11LW~G_LKCY;fuVNIDkGFQ`OS~9!b2k z+5D&IfJs{M$eNBF?#+c*e^0u#nyW+@K;{7eP6-}O*Ja~Vh*g3jc!~xCAk^)br!5qMn7GvaZ)*S^gkEVJ9C)QzRZX|&4!HA8F^lGeMA`TXEE(T7 zNYk{>USsG;mZ&%%WPtWP=ESkmk8glP z5;*!!l}#~n#tVO~gF^-o>RoA$l$GMgE5%~YoM!_vo<7@48jm@vZeaz)N-3uykx{_} z!53qr$K8gfxC9?nGXL&YkUY?n>Q)ulHry;)F}7zQMr6zxzEAg{&n}rpO#FKhJ*=pq zykuYz7Q`z)4MZo&21SJs`?JQ=<=+Xy@vBfWLSZ%qA?fR81P z#|tem2@)&i95#K9E=^sVCO0$y2`TDz7Jk-U04`^YN2jiyg00dX?-eOCQ>QK7u>Hlo z87+M;rk>r4d5}Lx{$M-cS!x=gKOaB_cQ<>()qBGmW5*qUBI<{~_#>g3E0s#it${Bq$W>vrlK9{wasz};Z*hPto*Bj;}6*xCSBbS)y!mR00&Rr ziz3@tilPOkHZktP#&M6J5L@b}IgmBp^LOfJop1`NOjAulANaixu)oy%dSM5}oAYAN zd^p8k7KqpS-PbZ@u0!ymrw8mpDVCx`#@t$l;!4-}F)E{!WB)m0vg7Ht%;5s$Cp|tU zu_JMZlb9#d*Jn(pC{=>BnpCbQDv;s%-$TE;y;|5>p4KemflxD1f^aP0G+pgItFe&y z$aU5!^52zbqY>%xttJDB#Kw+K!L(`8wz--)W#O2#seqRj`y8UMAGOYsv%y*o7x+Bb zsJbMgX;`7rdm6o|RVe6S4R7P+2!x4~Foq}}3u%3mX#6JOe2$3CAoA)@hRqC`p(~}H zs(Y04t{L3E%ZB>i@Y4xDgs4rRt;uj??InJ%@&7LL|0}}9?#g@M=65C+?lz?%$)<12 zokyml6Q^CIC+23V&JN^qZEeygR-x4|V$eE>?s={WJEXc`d$QVun)8y$P8jkaAE=ov zf;bL%`lf=5bvC8KYW4OOa5Ps*O(5wE&J|1ecn){tVT#U=lZH@-7MurLA2iTP_#Jw` zbc!q!@Y$e?q}6|^sr~qflR}`Hvx{_SE>{8M_1H~nO{DE~32>Y5l;;4I{ml1NS?z+j zuW|R?@y}&pEcD@0n$1ayEjIdjPy8*D<<;1nYGe+QE2C!XaMyU1PyG9hPX`2D0_LGM zv2{#nno@1rBcur00L(v2FQt4WE_2S|O0a8+tAiCMaB6oD`$eH;D7q10T}!u7)pXEZ z$;9Mqo~dd`jLh<-Q4nf&>40Zbow^lv&YSwClb5YP$q(|-_{}YOmiDmO8Q0(xH6$;^ zI=o;`V(vV8{q67zNGx|o&8)+LmY}Mo8PROT+u%wGOYG_c zsxM`000<QkBdMdd1a%aF8Pc9a2ST2|i6;twK~{wQgmjRPV%M^^=OYRL0ZV&dy-!ea+xTZq z>ZYX9pKI&{S=h0zh(rP(4%O+jCnJPY0)~Dk!qdv`M8z;S%)a$W2CdoO4&@IdlB33( zo~Kn#B73?Lk8mF^^){a#X!?`=nUH;I2unBa7Wvbkp6rZR%b8|BZBld2;uFJjuufd15iFJ!>v~qpWRSZpXPn?KodkQiJ`XEx7E4?&iqqQyfvg6cwwfgefRBff5Y#b zn6G-HwNEWT|F*z>nC!__t5?03RF*YN_5-rIAep*K*B@_^4he|%BENG)4Sa{ycAr?e z3t~wmuufvmro0RN$x2-gp|YQxTiL&V2uzce!f`pR3f`ynFJm}`*qgS90Eno5rAVkf z?@`o#H1o`4ZbU8kF z#$4w^#A6eT2wX^_!SLhtKJ+Rn#M>P-pu(Y}{+O~%BeX*vq}W$()qX%bfh7N#(l15o zi=7LOYhGfXJo)=U0IL{=ZCji^+u&X@V@k0vC;n(2 z9+db50z78%rm5xCDS(82Kp(1x>IFNwNknhoX(rImDISo=g2-T zZb;Q(9~Wgru@T=i!JfH}(A(nCI~Ruqhu`8s%9Ntqr7He8`>IJej|M}O$YqG|8E%l} zV7$S75TW({K;@=Q*a|AgKL8P>f^}v-fQbR@b9nqx#Gx#LQ;6+0@b3M*QObU1(Y0K- z6ky>#gvlh#igw^$O&+_~$SXCrTYLm%y;Fe~R>1OE*VV^x8Z1M4d62Z*yLUg+a*T;K zkZp#2OI?<{)KcFlAF!yl9`2tcdBdDYPH?-=;dFhv24l|;=ekq5% z8?GFPr2c(KBxz;!n*a=TkaY$RB6l|Seq^ZMxQhr_dr6Wng6lC_U z<^2ZFByih`!Yn!ZhLx)v)569o(_XH(_@~2Wk50mR07S90D~Z?}d+)Ze3HTb7ZFz6i z0OME5plK2vYWK5?NhEA{ZIwCD9hyB|Mbw%V$-*wbaUD+evHg@p{hh$(h88gW?b0UySOY&?;IMlU!We)ETjjI$ADio9kp*2r_QSw{ zu$s2FT!F*a`(W;Y5aN9zro7&>cEgg=)nw{+K{-mjAI&;VItueG1e11-2PO@gu1NJ+ z+&|EMSCZ1}q#lKV93Gl#=BTnV(K=HE?~e8-p?&KSLWGc0IYS(q;saKBH@6vitU-^; zm2P?+6G0c{UsAO3KW}DbomSffm(EM`KF)P|-i+PnaeN zZ&U^K`eMQf-x|}%>#9a=7|4K;tvVopgHMCTU&jDml&I~(0@K_-NTUcOY=Ayt?0Iv5 zmo<6MfgWC56cx{9GQQ-H?Xk3;<)OSD-Fx|`*h3c*U#<;mw+sOPi*0R87dKIQ5)#F8 zGyI)Y@ALwNOw0R1)#U96{YLFOMzrCJS@b9YZF&e8%7;Du`?KfxQqyrxe3YafR};s+ z1X*qOAkm3G$(Y)tj~z7=m?FT&PGXsnQNU`89wpV!yeF5N_StiNo9JhdhGsHtzA>cD z=MQ?q8#rdP0;V&QD7Lu+HmYD~_DTA}GgpRW=`5u?mrkzH8vSu19+h-YOVzp7md6lu z0qvrWf6*FFbYYt63B^sr%9l*Q4b0d9BFPXg1D7UoxA9}Q?|5ckeFE9t;t+j(ipVg1 zU){Fth5{6N&={p&oivAKL(JDWlK z$v|oXyGlXp9;mDV!FaC^U~vl3qAo4!azoj_cjSW&vH409=jxR$HeVTEyyE-SF*xy( zsy2O0rQf4AREN`_bw<-+#IMDrmyRnG^@15TQQvIZc|Xtib~VavEC@3aaaSxfnj=C{ zK3bkhhs%ZmZqqVJ0Yqlydy8?-cR~J@cC{}lgsA%+jK_D6U|Z0;&IBfz=2s!7Qx!Yk_CBs>+s1syRwNqglngD(ROjX0eCaim z=G#&#mgHQs2q({77z5Pya)~*=djf0!41Fk|QMqg0i8JoTK+3-t@tU;& zov{xb(z(Q4!P(A3cq#FOcM11p2 z_m8ynPqUHyz_PVV^kTXUrn^xSgW6bh1t69>Z=LZ{0$t%xPu6c=Na=0mE_#@CcMJWR zEPRg>!UFCH&qF|Bc;4U)eL&xeu&DxU4CPT=&5S^;OnDlonEIEnq6{A9$FIUeOqX?* zN80_#`LpQ9@`A3vOHq?tT_kun8VBvi-<=&km*ihUMtWo{BbXldijuk%ho!}em&9+r zklw7W#w|Y->IIrK0cM5SM70-mR;&1}98k~SOQ~TpPQVb{^kreDMP(4$i3>1arb+6t z%@5kK16Zun+4H+ILczw$<;2_9`0&vQiYiH?uyjLT|8Bk?AC7XQY^h=`86-*tG-;ZM zmVkx=Op?!(NKV~d;qFnPtG>Iv@*-(X)**~C9ZubAH_l_p>XU#Fyqj0<5efSd_1Q>FHr*RQ&ug9U4 z%mvV}VhzyMwZheOD;cJ*yZ;>#T+`~EJb-RmbDTIdM7UC}lR_p^lUL<<2C3yCPO>>n zu2d)sPb(S&?j7ongq95g&dV!o*VL#qmpBkF`*ifpEmvAun`r%y z%n4s{=cn00$dEF;wqkpM>Bx!>(X%uK(m5FXP16&1IMZQR34DgB(9+VuH=;IEc^Vc} zuMdwk4^r3q>J@CNaK}-P%ys0Qm3h|yt@$~FIkl)Zi=5HFALB}4KKB~Dk>(*Y4hc7w zg$PLHOtg{_D9mKj`6^L{{eB>ZnLDlTU$ZMF?}JJa*IBsN6LONj5fhAw#Y96Fo8sO{D0it} zX5oZ8h|FXIA-NWK=WpVx-CZ1bsI0lM$Yz2D5Hqf5KF4bBAso2$IuSC{WG~N;qx0mLUg0+>w$Ua5`$fOM zif}2Eq(9L&f6`6Lq8^PpV1U%+mEV(v;VmGA#q(%p^~aZPMRQ{m!)o2r{8{EW38C4_tTAU4Q4G-6%Y4AWGRzCMv0qD|+083y1(LnCT&klFumq%Y zz@IxiC4JA5gNLmg8YWep7WN!r;0lxgah#%^-@sSizwS9S9jnuD&S{=~bQ59f#@p)X z_6+H)^Gq5kD6$fBfN8dB33+(Pg5xa4i=#bZUUOK>0`gzi4v{S$DKc#KC@EU6NL_cX zeLSTil_eeZ{v)dw(APc@c^r)%(&__ZGhYN$?SQlal#xjiVR92(Tk3S9!s$1|fxW6k zH^4m+g5F(z&(NqmsN)6ntxZ0yTtwme%r>FaieP&9q>nBt15ADW(j(nit12eBwQ&r? zmdqSq_vG{K#%}djCi_y@1;te07ggNxP9tfP^JsiEC~?IZU`{#1QOY~}MV`*cM`TQq zOFVanUh<@#nMH+R zw9;N1Y(Dv$_Khnh8KJNBhol^{ z!g`z|P=EcZ`Pgu*gu$r!Lnf&w=A}J1l# z`DqaX9NI0Ml4_&VnlLWaYmb|FEOKD75Jc@oCtae?-mxhPIZ$}r+HHWz(Tp@ctw=4+ zjo(f_?7N*u2))rx9p`lqR@D-XL1s&;B2!!4}nD3 zN|V!A;r^2eb*5X(Lk=c$4d@KnR8UN0m-yyAQYbE&#mw|atI*FZ5JmBO>cZ%)s>@b9 z#B^k`e}rSMa&er{$`G1*@u|h1>geCee_2K;CRo9!Q)7LJ*>&tN@JuVQ%d7Jwjlb*j zr}_h65cv65N0u@HPNXK0w8_a(TvlA&i@&9xx`y-xNS@wg@q4z?c%o-^ zEWzztjmM36K-e+Z%}jULb0y@>w7xb%%>5)8at_S(3$BQBD2W-k-FMCMB8y2c#6Hnz z<1cF-v#jzkgnZ^-meQ^2SH7KvhjY^9fe;2WmnM}d4GLhkqoR+b;+2|f zrwJHJY2B)qHjLV9lY%VraNtcmK6T}SZ}bbY>6=tR9=KrS8yjJ+by=;tD&L>h?9N_` zHh3A-WabR1;r8>l!Y^WE3A{+N=FmNn`7%d1ywocsX%l2ZgyUs3{5mg=#boQQR)Z&9 z03l$w%EzJ>zR*mXOEo+ON9v6TB ziwSag9){)WNIlHF>-s=bf-t$>ZKt~s6F<(k($Wggq@vfN?~TRBQa#bR0vX+$fK}Us zsPiOnyYQML#ez#C5^5nCn`A`YIaw~VB%Rr>&)oWIzBNxP z!0l)}!X+)tMiGmF^lMlA!Q|F<`ilA}SBiLQ6`=(np0CwC43p0)V+N2K|42-#p#!zj z1+O(o?{i&z?tXZ5XFhh#ZLR3HhY&^#T~$_QFI$L-2%Tun{tbAN;ZserR;NAAk2+Ps z-x4 zoy)LlMD=C3Q=>}+XNejR4d4)NwPvw3C_&6lE4nBqZol`UQyo{Fg+B5aF^Z`NS-|{8 zv3)8seq4_p-55BWJw$M96UYIZf3N}Ce+&eD9&~lQb;J;KT)o9BX1P6LKYK?fqWChF zqjyz1IqcA-X|E*9)H=*RNGk+XS7@P55cq|!IWoThBF$PZRdqrx7YN%Z1Sw7mf3JmF zk}?RC(VM-;Vsm-G&5EQ(Y4nhMeh_j?|{OZ4BQy)0FGvY~sf)XV*=1`>hjuH+~|VAv#3zU=l18 z$o3EBQ#a1e4t$4-O^@#reMA=|Wk`*nkV5r8wP;|Jz%P#xGztAk2%+hQzSJ`n!;e|> zfxw1;9wVMve#=1C^obmC_%H&>v?YvN zs^Chg-PD_COtQ4PiQHSl|9A%&#?+N$#DxEYqPLiiA(wB|mu#RI~WV1?cb@! zlf^XT78pn;prltre#TJ2yN}<-7%SI&WaW1tRaB$$d6YTFC8-MC9J4!ijhg}Ra&f+tSGb)}mE;_N8CtS8;LAd8-_|q9D*stB) z&_Lebo_CN32{>(U|4ETXDemGXKdA^jDoi&L#^}zJ#nbAZ2FaP}Ek0ccbbcWR(dNVUSUcofqgFv=9&?|?KFa*#FhupfLQ^m5a@04dj?Hxd8dL3tJIxDDBna8U2tP1rMy`4W_V%cOR1=Fj0zj6*iv zLqKr5$9L2-Rk#7DyNA*GOgni75PN~_6l1~dZvx$NryMO^%Z71NNO$LeeI$(;IG1v6 ztxgY9cWZ$&zA4R97gk+f!9&qbgXr;TbvW#h<~sX)){n@aGG;pi=3zmYW)=?NZupjx zhN6`3O6a8XYL zTE`(Xc*tScv`ZN!dD`0X9TB_d&AKS=_6Ya7`Uis*s`m{;;_;6eR1nQ*)H(^dn*gka zZS1R!dT=D`@GotJv%=$Q<~g(Ty+MTzuom^D$*@p2G)OB3U9Iu{$Xnblfd!Brao-rX zvP**9opSvL8hbVf~__f!Dz3vkBhtz*-&Q6qEVOD(C~+>C5> zM}rc7sNve@`>i3t1C~F=Z5g%8m3dHb%HR#@x<^BsykYo}Hj=@%+_wiYZH@HeqvVmb zc;?@Id^O`_a|bZ@$2N>EGjnEMJISc+5-@UGr}!!;X7f5^+GkQ&It1|p3W zpip`nYp9KJ(#>+F4!4eVoEi=#tOpwC>mI`i;k*w1`tD>w!j%xJhu8f2GaWrgcjzZB zDUAo0z;3I+3Bi(4L0YCYEgQ3{=l6+A<(x`gwHE91t`U!W;*uCR+rz$71B5udd=WLT zR2t?8iYz%ZLpJ(ymwDDLd!LF30?Fw>r$EI;Yc$)tKPQ5&1ER0 zHwXy!1x>ay-oF6p$U{5?+bI3hB+~V>br-QlpeeD7joCQKCKaOa=tI9EzbDxF>dol@ zXR=kO#r~$^*%Yrt4FT6x`lGf4&`8O*y)N88$}&D;Yg9k|a`FgXD*kUV0TPC?nI}szj1EOVo;d z!gm6FYV^s#+dV_ZH?c@edK2~tO6^5H^%Y@-s?*)VbOG1>)Xd^8B-KKN>O`OmvjKF{ ze{=vb9*o)cV`4Vx?VJ_9H3uS9dd?8DKRM}^H^#623E5C(gF3oY?z{e66VLYXgD8W@ z-pS9`6k8_OO9VqoS^Ie5Gz$MnD2Gy_RgZ`m?e}Y|`Vx9Z&C3v@ZRLvZ2h;O+k zH7j}oPNULiKNA(G&nmRfFrtDE3bASnVi0(_Lq;rQ)D5>Qb-^=>#x!H6&c2cfk%`IV z;H|(r(d9c-{+ilf`TBSYoK&EzJA2a?-a3d_Q+1(B3^J3UGD;}OfPGOkW2((kx6cRp zg0#!khjTfukbM`KQ+#o7IzyYYFCCnmBaFsT=qRCZL&wkS8k!9lRzFcTK&pR{FT{S8 zs*BG)L*0mK_QA+7C1-T)lrOg{R!NzcSBPnSm{qLr}*M;5y{v6Y6w#yoC{fFRH%)$$SXxkMjYDh2B6Jh|H3P-D!DQ3#@P7Gf^xAASwdm@_96H|V?t)NYBfYgX3s7f=P zmSEXLFbNL(dXS&)+?oM!p2Ynw$D6a&O%Ol zb^ASOQ=@M3&E{JS|4y8{3$+Z82PW6+t%*m|Q+D)!W)9!0N}~by;qaLpFF-P=m6mmg zaeOjwSL>qnB-#zcV`s6N{jyC&3?vw^FOf|VaDh88SJ`#vB-93!Je-xEfDj`Pr43Oe zzK>Qxuh)Lo#FkJdU*{S&#Z3(VxrtIw`jncwY3MK}NR)cT@SY^DZ-G!hFPKw98wzgL zr#$o@P6(0*BzF&Y`c_BI398aTL}=+JHk-4u<9*4>h7XYMMJhv&<$u`7x-9MorT1GK7F>F3gpn+%5q?a%Nb_JHyEX zPfWUuW1+$KbhDaC;>syhyt@}Rbs_NQLgitMr-22;Poe!T?6Rv*=A2(^;Lf*pI;)MG z%gJJ2K1YPX+{2NoQ=c7J66nA?GA#$J+q`yffCkN$qEROyOsNTbkCP18?n267_0!aA zo-)GUzHw?I8&+UWgD8tbz&`-aPY9dYr1Rli!0B;e=uJ z+nW3lC^7yLzMe-Gp#9Lg9080;9vu$+r=S`MIPF<*49sUp-$o_}V!pc7B`p1*x|y88 zBfO{dJbA`8L)b7A^WpL$-z>45fUKCyV#VnUo`0Quc!Crd zE6Xq<3j*rL)SsaNaV6gZH3|qJ@789&G0CLVbdRu=AZyYz4EiQJ#LY2UJ4a2(c!Q1$xQw?;~tglVR zk_?c}cW@1@e4wCwcmZl@!?Ed$k2&`^@lB!^MT5CZD7+6?El!C`W)8v9jlNV+e|htO!S*t0ofPV|9P!DC}n4XGcKzV(wto{~268#3# zrOIz0zazd8BmO9B(QU;)7+3|svS%(%?_|nuoc=T^H%WoP*G(VSJob?ipS=}z2bPy_ z67s~`*Q&ESCkR5 z2+{oywT8gfm@)s{@cqll*bxvq86L5AnOKF~JO5^${sU+TF3!g)1}mFt1?I`O%FI)k zep@Xyspgb+RE~I4hohzn6N11Be_S5l9S(p(HER?q z4@RCVN_|DUy^Vj*a z*K8ZyFqLd$l4Xk9(tVlL<#kRMs9J-I`XNoli-5{4PM(EndC+-w?nCAmSzY?itH)_1 z(N^oVNQ3AnUL8|(!`1POK+4W8)cl=QX1X1&sIH+jJMmk!wGCi{pufZe`B0#fh_w$n zAD?1ExA*AoTRIXl9kd~x>jY1gs9wG?=tZkP&eoeY-&RKL>;}bY@Np5a(@#}ZOgAe~ zm&amwc*K>MwtNPO!yn<~fOSmK{kb?=m(YT9GfI#-gF?u5E-l9$b8r$2PU+nEFJq+| zya4XhO(7z6ZYEfQ7GCD5!}Ot!F&EFUwanX_MDA@Vwx57FSk~}KbK_;g9LJ4_#N&fZ zrHv2w&TdtEZvU^M+Npv)fHGN_G}hUKWzj~UtUC(5CKQtSs=$z)4A@BNVAJS;H)K9?R4q(4nzb%pR2 z9b(^=Rj3g*yLPFBiH6t!CN2(1+M{_a$BMjjExjE&u_RBP+aZzW=YLqI7NoUBv@6O) zJ-O=_HzdI+|rf_qg2RzC3JacFT{F4xW}F{|sfuPHrE+fJqSjJNz;al+qav7yn zqHK_{zFZiRnbhQJv?&A;ouiV(LEt5YCI;|Uet$J!!m>!7?$4w}&cf z`Qt{}Qpr5DNe7hiM@NRgDs(Pv(tHxMWvv6rp>U?F4EVmq(qVd=?wg#`D>N!l!BtFf zpqMw{?}tlPD9V)79edbek1?efsU$p{sdIP%935V2@nOW|kXwe})RAEi*}!AJ6fElH zdBQ`iU$MS@RlS=nL*Xi`>BVb_YXg%pobnv9$G51y9MDS-pL$ zQLE~^Js3@kbZLx4k}nLTVft4&ww)GOhx?gJ>&1jma7{LSIHK=9wq-P{!#!wZC;rw3 zL{7{Pl0+6p2*mE;Tnl#Pqiu2}_wBq{jPubE^2wyoP+8V4p?av^uf4HFoqCRjqAB*| zjk9Z?9y63TR00Zts&5rFf-?2H;#sB9rO0?R*`l*Xe&v!N&5kF!Z=IqGoE&7Z8PZ-( zg~?hJGI3BtP!YDN?|GsX+?n`uf}v&NoZ>I3gR9bDbG640wYhG6TrU?*A|y^aW6b|a z5q;c2otcDaSLNl7G7s@9FET~CORmmFQl9~eXGryJ=B~g2XgDc)hTA^sAsv$pP%qCw1QMZP`4&T-%lk39ew( zzIE^D`yY+2d2!W*T$iq8pE;yG58S=z^M~6rNKpo=dpHpPt`~7-gpZxqIisI+W9WBvw#{28X;E|&V(?X=q$MHzc{kAx;ILPUy|#?(*&>yI>5RstVzM@7aY{g*uF{*LpIGQeL<{|&k+>0%n+zZ720?SGE5;WC7y$f00+q8t@-%sYsBfljKL!s#R(z zguuj?S0RTHU&kfi=}CWad51Ik*iwRd63wT@rL@F;dZMJQLzXHB1IDa}T!a>7`=2{$tHj}il{UMm{!0^?R7W@sf0?i1MxTI85?YH0>H{NfVA#DB#Ca@O8S4 zyRm*FYu{;v&b;f~n7CV#5v8gCZ5mD*wR+sG0@!)aWmBqe22bWqeRhB$+J8rRVG3jp zitY5q^7>BG792}JC-=-k6+1%CqF9&+TFq%zbaXtQ%JK&247S>R&$J~w8uM9NJC3?# zeuzUz)P!RcrFc?${P0kVi_Hv5Ly3vRzyJVG|Aw`pZsk+*QI4nOVTK7yJHl0HVH#oa zw4s|VME$(ZZ!><&p zOZD5NCF};$Fi5V-GR3>Wsv;r=T%^dIjD+cfma|bn$IdTF{lpcKL|ZR*QLlmDfgn7n z%ZWKr9Uh1vU8f@6hEpPwnjS`8dM0SWaxo$M@uEzcKrHA7I3qR#dt}ui@xP}e_vUwE zd9!D>7>c^q&ep1~espStc8bp2p)6s)5g(ZV#GV2&rcrUfj}O`>U!_NMKf7i+GrxU^ zB3gnowipeiG0D=y%ms<4i${h}>YvnnW*e;NLAmXq+KErFD6nBvhb|{)WEO-3a?^aV zTG9&CFEFBP?1=?SY(EV1Y0#M=TGPacDxeT~QL8(lEWJM<)&=q1hq;eN@U91L9TPxdtV1pg6$kTOR z!@Slx^{NbtB6nOwbcSjB+`7!DoFS>5k;XCL6QqQ*F5rt!0r|5vFmsH=GR)N2T;pNM zq45)B*LdO{Fq$TK$J)ze;lG(DsRji4QUGF+;S5vpWq)3qkiL4-err{c+66Nt+^Rmg+7NH4Lt?gg9nZqGU{QG;_bsJS)5 z5H4aZW0mitD^JTTa_f{SSx)|JT}8k|Fc&c0cJgvQzxl;K2MCl4w1~pRJL5j^4+SL; z;g+O8j|iV7wYUc^H>eXAZ?(J=Amwb}021a6j|y-+F2M6$hwCF;M6$%7LZ1%Vs<`7& zBe_%`4m1kG*j*mqVXHDU*lrn-YJt;yD{v^uDZYyQaHczQ_Zu*nuYdD@W`edesnHED ziD4?m9NRXtyZGs2z?f&D__~u&@kG9%nL>BAfM`Kgr=Y{5aclu5i0JHQRR(Vot@7!* zA$6zeBB98ai+iE4n%Vup8>rmgv&-)zJPDR&!SBq>#4Fi5ju{4)=mfbjxaJG&cKFK6 z1l!Jb{2Tj-L-!CPH$DePwO}DsRV_SFQ#n-GPdo2fi7v&BAUG z<6zuzMyp@Ys@JD)`FksK7=@&*C%n$!?oOOPSGN{GC#H9QjdA!D|l zRpp({2>Def0Yoq##aNsd1hEvHI-<~VjDruOxvdc(YIA{ZS~uWI(adjVo#B% z^dezk8hve&RP65E@;u?b^&#EiM+)S_SqC*;ro5YAAS$h++#*?P1F!MI#0!yXqHCE< zA7I`FgVMG7wzTphVPX7PwWqjm3GmG6r{(X}zpFej-oMMsjvW*;XE6JK%aB$#!NhG5 zan;z^mzABu)u^C=!~QZRQY3P5hd{{#3vK@GX9p#o5nnBQbrdcsOz^Zb=sq|>VWon2 z?2OFmeB`VT2oqi|M3E6VG)Ly$d_XV-=wSPu{9CZkbKLZ9Mo5KQ z`0+Q9hc~8bPKiF(CxowxW|Az%u`}Q)%3{0!Di@jOw_4tQb9v6!oHW3{pV$L{B{N{W zG}~U!P(;JUh_A<4XcL+MS3q*3&Zn=`E}TvTYUIG#KeyFi2vShpwc1+{lv);_ehvgi zorPTc9{@rg9}k+ECn*nq3$NOEN^V%Y-h_l>^~?$T9o*+LIuXt@Do)~nrSE0_E*=9i zSriBHJGN0UQpsbIo+`c&y3#dvFeWIM50D?kV0v((xwqZ-SbqLs9&7uQ-La}yG%z(a zk~9eQBzG_y7}1b;;xRuPZyQUWN{9)shr6eAmOeu9N9j0hu`L=DJf%THZa$}Xw|9ph z_YAAlNR!%Y8y0Y}R{M;C0{2B%1?Ul{L2cI<6Lw8}XESceR0NA*=9gwVtG`S&wM8IT z;xqfBCKL{#6WWdC7c9J%;Bt1V#TkWg@0*O2w0ek6?|W2=N*Dr4-7QAOq}V&>$hja& z_a*t#e{RB*=_WLHz2Ph%AmI%uIk716cVq^Frm7C$%BbcA?}@6$38LL5g`j*u@CD|W0eEANC z`8$3;D|stSS}L>eYuCB?($*zgSZgPp)E@PZ&IKr(WyHC}lfv*y-nNyduT@;m(RKn8 z@Y4J-cvR#@2sm94G49v-CC@|RR4)5w$pjB-7k6VBS0g7H*iG@O{PYE&||bvHIqAlg1W`1(GRHME0u&49Zc6|7|@h z*63OUM%S+{B-z2;{##fLHx}y5o44`Jr}OYZ$d5OQ$x6%lW0?cMf!bc9Hwk{^wJBdc zT_3Xq@+QKf3@JhK$_95Z3gO>_ezJ?wzeIEw7aEjztk-%UwHl}vHPx@b;hF;tHuy%v zQmnddJypSz311=Qzh?{=TUARNI4doQW!FX3;DLYnaAaZ-Ff|G`tMMO(PAFo`s>QUbn%SOQ^ED9zqxz}@tKI$crB-trevW^0oe(f+SqF- zR&8`y6tu63IPjz7K8iK6I%4X!txNM83n?Mmr3O<8I6lt6FhZF#ge10a(0kwxOhARa zp+;Ij(h5HF%2O?e`#gRMFwc_E7v3MTHxp;KgcFz})$F-p8tOkfBCAv%0AuT#WfW`X zJoxYJ%{zrT`7XJMd1>SG<%o)?3n6)A>}=Qr+Wgrn@ma%o_ud9;;iy%jNDkT8)KxQbMsrCbRz+p9|4Mwm$tHwE9T9ypCl; zZLzh+?t0E+ndG1r^5#ua;kgYMz=?Z3*RnY>nDF!nGp<0}*?$ z0kD*@aRutvJQ3*Iud`!zJ5l-}_TvdSY5sM>Ef*oO)uQU9kFneXxY^`rx97Si%BSMTxiDc#%Dypv_Scq?_aSf@LYj*Fd zNCQH(V;*|^d37?aG6-NdMQ%eSmU{-8#OAcjQ;EhnA{Hx!J6sh6flTI3<2O1bgzjfP zJq2ZzO1d3O=3F#`K^wbk5gdd7%&XJxpiAB_V%&DzD5TV*CT(nAkol4#k_b{A1RL8# ze1r9AwGD=h&p;)c_-Ml6H-y0(Pnk#dhBuz(y$MFIzp;AM{g1p~#+LGe@d^XH71{0Q z-{z7epV_QLqVM!liB zzl~CRgIzp&cN+Oi*>6+rIo#)?Rk=V~ama@Rcra8m1(@gWTCoH#O zc&J(`K$U|f41esKx1~?>-zKXW>^Dq#)Cp*kl)J`mB)pzQExOK0XIr8Z972|vFdE=f zr1juT61fpnp(vk0)UW*#jOi#i!%Ytpv&&H4UfBvwmaS9!esTE$1RaOF3omP>FGpua zA4C=>WWAHCGDcti&k+X`;c^#I0Dyus%@WE@j

    aYyB=v3^yw(y53tiP^BYRp&&n|?VA|wjT2;% zf=9%teGq}8O(%lYxXuihjly_dg@-;T!tdvQDrEE-1(8?&`3ttGF!I|&y76?K5<9?S*`^oDB8Nh}2F8wu| zA+0Brp3mWWL0}ME~YQSWwYECOwFXR21SwXW+=^-g3>j~Z>N8PXWCmpd5Q2;`&dZE_9XmVESfd| zJ@+ritOJ(1zq~dOf2|!I|0M+QmBcL10=n6mn2t*!&xWCx6+RzflG_1B&fn0+bcQ1= z+)_3dsDRW&xOk8&fB_8@zNpvA!-6u92sMR4zLsDAS;jfal^502`416{cvxq5_Py73 zfri-Lm3=IN>p0CSwZUQ>5(-V#nI?$o5P7?lx0<{%iM)vO?_vp#UN8O}mSu#}IV!zb zQa%YLNhDoZf_?%SU-B^%p2hpR3N0M8e~x#AR|@_{1#@+zmD5W7!ivp3x{i5afvEH@ ztY0cA^y>Lh8J`8%g|K3nnH!a=)mL2!l?^p!4IO2JAOjfg(qI9f5le6GJZ4%xYDT&@ zH1FEO{v3a`${+|IIsi~C0vmBFO$x$Q-Qx%^A4*LmETlD=G!cZ5;I6@cn*l9z-wZZT zb;oitHN;FW$f3PX>Va2RC8Htb8P@U8G{~HbR`9BWW71Ai5(Xw`=FDJ5``*F)8OQ!Qe_VmSc-8cjMXN< zB}w>dvH1Gi0xwNT-?Z3?i0I0B;xur%@uG0Y*cU@9p*kDJXOEHR4rWl@<24<8M)aLy zYDj0)97pOj4CmC|wm(>7U!Ek;D2`I3Ulm-I0;YtBPI_*szjYPRMJmUHU5?W$^dN z(QwAhVGfm62A^><_>y1?iumTZsXrXzT<$Rvm-p5xr~gMvm74*#rB2-F<<(RCC#K+E zY~F5-pY8s6F{V2koYNo1+rVX0DP^4tL5Km|&3O~WsHUD7oO?ip&qdwKdLtJ4BJ8Ci^PHvx3{Q-3cf#+rQiuT3q?8jQ4!*;U)G~o@R*-44{l}bZDsTxm z{!=4QOBT)ak+9>+$~`97W&Vb|K~W1>K~TSh(R--_p8z-p?@gCC;2u81qw$AaMC^&a zK%LvGUM#xU#X>MgoH7stEk!7jmsXb>*BUbtkOwgQ%gKGuP%~9W^F4%Ek^edVZ@xTP znN7r_BkCD&!Kq{+j});bF3Ao+;G+R5!o~*4yl7VD4lBva_{iJzH6oe@Z1S&#!M_N& z_1&r#TL)Hd1W)_T6I#HWmnjWTg3iR!l~Xg%=$K@ERXD@J$sE%TM-)>x$Vmmh=;@PJ zW>bSWrPCp$wMNk>{eoII(zaxfGa$d~p$|dsUX^h+RT^nuSjuGw4l@8t8CsnHu*B!9 zB>Tajnb*c$=r9ew0CvBu9<=s}{6Y+-z0kzGHL!VT%B*6tqkeTct4FRl`er#&w{aAl zH5^u9;uwK*J{p9q%drsqy`@xJiiJ9SyT@X;3^kto!pl4emCzaQ>4gJ%b#VjZ_amt3 z17`$835w6yCNEUWF$QU6R&756<~*9tAqazUTyo{klvn+NWf6#gF>AUD9YB~2_f1q% z*J~7Sq966O{A1m>lPEX8gGD3i>&h4n_WM!A`R8vaU9Y<}cIVQu0_Ws?Wv=|cOp84~ zQ=`xg0$(V+#&xlo+7B@eqjnS#o=*$0U_4iIc{Vx-m15#T7FC1_Bg|g}_CM}Kq+Z>& zlE@GS*g!-b5OO#@Jnm_pkY7y;+IlRm=={cf`J-W*9LJ}x^#OBic2m;>+xZSpM>_WL zQkCW0(>4fGEi`e@HkNt$oWT|_X&`pq1>JGXoI9o6RoNA3cfjQf$fLPqL$(J9BEMqc zjxw2HKbm3#7XSS*eQ+Z8JHp4(HBKeQ_whV*Kmm-xV3dVQL#zK!S_{&Er`&S#I{++6sTK& zapBa1wO<(sIBzPP^X@j*2yyG7Tg);((kG!AOezq!C(5t54$H=|iT1tj%x6R0#44m- zS4zRl%~V3jYktrgPiCBdn=}wBLUi2IwsarUY1J*qarvWUQQXqOPYCm>b!~NQzfr^-3rm0cS8Fc=@G;1@T1Kx}KL}w_e zZiL*(Uh|&k69Zj%=X$V_JQLeFrVQdd^;F)R;Y_>An2!H#{RQ-cGD+&~H4`y%D?^wo zFPsP@FZCgj@F7YMJA_>@oLJFjYn@pgwZ-kil*vf<$g}^l!EGm)VL)GV2ztP3cwdr$ zsFK;@wC$huhY@Y);m|-*g=90l;d%HY9+u_Rid-r7YH8FKvrXN2&W$X>R=7&)Zsqmr%QhhxC8n zGnsLU>TPWT!#Srz3Y&#BO!{Ep%tIz?3@OB&;wqF0KYMvElc3l3;%Q|2^VQth5n}k- zWqtD2omHwtTpb3^?+dOO#Z&|@V{?Kmbe@^E1rv= zh~-E<#Xhj}X)gg1{&Ni5jy^nt{G%yzLG}nM$~*EYuEF@NfsrknQ?NDp%#JG@{!oab zQlcl=H{Km4@%Cpj$2UBF9*@~$x1oS{XDUmGkcK3*DdRolul#Y0U-co#B>J6YFsU|R z33W0@98LW@HM%f@y~F4>O-e7sc61?>g6*0wOl6Mi(Fn+7o<*9UA|aIM;@$bqcmf`K zfUf0q<*>d&YsJN#BR5rS-yP~3+h4IWq1%>==yOiUdu8He9p#W3*`;+djW;|~N_9R+Z1Iq-1OjXA}oL$&DNt4?h% zh9cVgZY0fYiPNA^zXj=hJ~ywfn%V2gqbld_XsaLzgf)Y867y-DfGhSX)yY@aqhbnC z06{>$ztjEdY;@kXoCOc}v~mO|C&}CLV1;5@r6L4+4+VN}_nyE}AKf~8zhJ9B$nNpM zHg|)gK^)q1D&E6qA~*sEoAB0)a?)0Ro3HYk8CT|IYKfPqza3JnZcGtIL5#Tg#G8ly z3}d%uFWet&bnP!pBo!};2Op0G|2cH8#SBP~vmlT9Avdd~D~ZLR!ilq|QVA5-kvqC0 zr;SaSV#DRf=1x(u{#-$1JFSI%@e%{<9oyl0BuB#*adj>qj^ndTV>`Tj*%33(SDJ*O ztEIx(iO+n-wLX44dI%uDy!~J7g7zK+aU8jO@7=WJ2U@3GfuDfW^a!qX|3Li5`(T<~ zuPr8G^@!|SMNUbzeYT;4(2Vyo8O|cnB@-Zy`&>6iI9Z|q1VR%6;HJWUj2S5hNcH*w z@=vTOlz1t}z>Zn7#iGFoLl;<{g!7wKxgtFJ%R0f#DOPb+tFXz1TW$?=dosTH?Vj^o zDW2L5a4ghU^}1XF;gf0vBRDXoJ5OG}2{*U`8$924*8)libDHAov=d)F6d=hYwyOLeSOaK{ z6r2E35L0e}NM)lr!iW~;wfh&r|Awt)OM7|{DwB-VrNi9hoi(8E;fg=U^R(pH2yfjg zl+@N^>f5@wNq?>*eToNEqcIg}-~a#s2UsQ1%}aVpur-w1A2ZZ8k4zCNFgx@&1KJ(@M5plQ;eu-T+1~dPm{Q7K^V!+0(Q6&~ z+la;k$~9B;d;%FwMzyg$`m-~J{3FV88L5Q_xje|XjAzA^!l zabVuw14Z$A7BpqHh58ECJ2^Dc^0h6wn4xA%=m z#!Q|r;dy}=;*z(AQ^ezaskD{KTL?8kZ_e>(K5Hmt-aq^D2U9!D96dsO zR4nTw%%~{{74u+_hvBE@T?p=zQXJjfd`bcsR zEpH4&eLzjNIl>k`dwgP}mtl@5zq9eeH8@92Eo(0o$a{tPR|92EgQMBu(SYXv<8!!h zp&M2^Letd<^c?a-5Iqkdpq=P~AHEKZNYU6Om2B89Pyjh0mE%yFh(8QjK_RggI&P>o zfICNuDZ(C&9ml2_nff^ZTsAlV0XIhHxUu&?hd>*8O`n??%to-6>xHzwP)Y#;&tdrf z8K6id>?ND`R>7)!t@j-;BEg5~SX!*Ag7LQj`GD9>D&UWslbQ+1#XLa0SE~gMIeUnkBYXz7+{mNCJv8T>-`mpsSxtU{) z5Z*{Pa>BW>VnDd3+|hne*CCs(klm2I@_HEQ70L^{xzCN=rjuk%b3;rc)?%8 z^y%F}UpG1A$|;CBXwj)AsnbnD17^#bLobYhX+VqaN}`nVZDX{-46M4DJRoOc&5CeL z&=zev_R`s5>TK|+bWUvn{ZAy58^iPo?QnKOC!`J&a9ZZB$Y2M1d85nP zrwxQ2VTE?m7GD7$2zeRjLkB#iVX5wUtkF*r1D1s3C69_GqkpOJQY4XWMUk|pms@n% zkyRn%=&)IlO@ zra%`0joBh}MA2(v+t4txqB!#*qO?7%htn43a-(X_BYBE$jKCWrWKDy=U@F3Dq^#}W zJd`Is^vNi5=#+zXNkGK%*m^}4g3tJWLx?cbYrYnC=s}|L-1?O_tDjUU{H)rete@N> zZ~6jYqSxflz3gu6BiPp~8A@0b5rp!d7JuPQ`u71^bCN4|N*V}w#JLkQl4X?^UI?1Q z=)_##jz$moV4Rm8%>)lCcj$b>I0*KZ9yWBNojOXox8?e{da{t~Zg7=ig+e+PL-vZj zD-QjKE!0&nRmeKvK)kCvM;8KPGbud*pi?cq?&vd${sR%;CVns?)bn^Iv(ud1hZ!s?*z z3y?}E)sq489oorqD^UilM%F1WE04`+_2s6?p1X>9qCP3k5zhJ4QeZ8&0e^{KzN2K_ ze;;z>6bC}rl2PG%sHH+9JpTe9*+RevxMhM$^P{je2#aYJ9Z0`TZKH@Z+$}kC^%0Zw zKbXTlA%fm;qBGg`uKjob000000NXIqj!s{Xsdnt2BI&dSSj<{`8S!^oJfV*Hx3*Xs zlOJZlwz$N^k&JF6XImdDu^lLy?1H>lq-9W=(7LoM{M2^G8eyp*@`)Mx07CK*1P-&9 z)?O~YQL=%9AiEV-y*E}YJooNX2Rv+QwFjTcg+951q*uF0hXCsh2B0_dC5CRygyeuh2IEp1ICCv*|}k4#fUH}+?e1260<=ddmVZI%8S{`N5V zJmv7dJ=d{zv$%7uIG|sf4lgJfxRaFFyixe00aj_Z0Bpj~jYBx;HN-k?cj<;10S!O$ ztk%&NqnjhL_mAH2y>f@9T&~h_$)6(b28kRgLf`-vE}g%R^!E#%Rw+hl{ie!U*2MF0XDS1O4=RzP8r$O(*eF*p-p%*pIT(#IaB3LKuV`Z_j}H`wI-r z?8!q08K71!y!tX71Zvi>EQg)BH_-i9KAeP}Mdh9gVMEkHx+#x>sPUdmM+fNRaj#5zK?b^%PY1p5Bus{MlEOZE z=m}j?333+4F^2OYg2A4H0KEyDa9H)D&-;Xft+Y}4A7rq9rd3Yaaqc7wVPRn0P^H2(TY9iUi+ z%$}g48FA<6;^Ihi;$j?G0`w;oEmY&zMMV9VR(6>wbZ z&CTVPwc^JyjA3W})>lu35=OdWMFUEYQpZb}vy=DQWp4jS3 z?>G_ZU{Z0>*<45gtHrOj3bI`Ur<{@9rP$g;s0J&T%ISQaz3(ie?{sutB)o>dn7S?0 z|07h;<~xG%P)pX)!^Q_G)7~05N)MN$#i@^x03;2PHKlF}Ve_lk)1QC6 zi!oH2nA)B&P+i0y7|W$xvh2am5Nh{R0v>}BiO5945FVQBfa}!@af-m65oT*W&!Tpb zjutIxKko1e&~cD~u3qm;`J<^ijn*=kf3M9bKEC9H9!g`_jAXTwOy#p046r_+Q=xTp zeE7yqkhq#S`2t=5G;Zu1WXjzA^+YaZA?jf3Vr^bw57@OROlD9LisPgL zE}bZ@`m#$^O^m|kJ=%!~Sr599ogNEBoy6B+byzGSgiuCaZ7qEcE3`r(VKh)l%L50^ z_g#MrGRVl~r>U<43IEKCL}igu%L+vhbs0+Dkxg%sfagOEUDlGz-nC6iG=M&gBZDnN zYJPOgISEK7HLQ3(=XruOeev)>A$yDs6mU=#Vt*$JAX)bsSMiCQo49$2X4Ga$=0yrdWrolI{DKNi+1mo1PgjT>-dad z09^lyuh;kS{PNnFum@>_1{W@FSzw5#rK8!s`(15JYxf*C2mGp_>%0>8%n3TjcO+aZ z=~=sWax3HDkeZJeWWK(!C}__zD(KMUd^SK~ddBJt*=xHX=cVg*P{&a;ViXTAECQUs zinlYB#o3pgry6c@NTT!Z3g-p7biXmHpH@t)Pb1I}X<$YrcNW>XQ5ONE1DzQtskLrk zeR+^gIO}4~gfr)W@@La9>@*XANI?V^U(|J&@-79y9$OGwX{vV~b^i4A%YHwFK1B31 z$5XLHkIf@`sal@&NzL+e z`g@}=oDhu_DAS{Hn2{r`gAJ$W#JdH?aa2j_D0)OZD~okj?&;)BLUY@0hXCLYvW!v zeHnq-us?cXZuEU^)+LHvh}7bvfm+@x=Tai*J$|RRoVVXGmF?S(6;NS%Q^30pVWtBP zaYxe~4of3{FcH`oV$!FbL&ZmU+N`8=RPWxCi7EiG8uVIiyX*T@{z`*Y0Ux`2c=lN9 ztYU$nyKlYz{;7>f;AA!|~B)w#TKd$mPnNR^_N`VR?~UWZ#eYh{({B$a#O? zn0#SDtfZ7{-8=T-fJ^UTd%Bl)8&gF>^IYPwdKg_{5R&SlqcZ*XQiUHyOt(*L7mU-onwx z@we25^OH|j4RFD}@Ube}H5U!?D*g4;s)+w*1Ui`gSQ5NM{oX=O zN7v4P+~cV%!94<^230T5i8*HoP2Y!2;8@T8i9YR;O=CNnVvobX7kw)q-|0gnCibxU zz?f_d3pG2bEbW{8ru}em?hQr+_5I3|_A5bVx;G0)t05=JW`aW_p6V2*lH)f<%c+$n zlECkACBkXFiYw&<5rXk)tX3MoKtp3Y0F#*x_0$_AvMOzS)*V$IHc5$Fg5n~6I`AB1&wi`-rWJ(Hw{6a#1dp;ap5u}yeE zi=$7S_J#^i&fQT>z|w0d`ySW>SDKRiVZJ<}5sYD%K2gO;(O@`sWX z|Jugm`p69t;mI*2KFD#bg|XT0Lf&v*kkk#x&+Bgq2gWFA)Zh3jC%Z?;E&F6YuVovw7G%!X`8m`cNiX&{B!0Au1 zUlUrce=h?5T)jc1Y&-u+J1jGTj0e`0k?NhosqOCWN0`UeDTlC})#*hf*-x^#`&-$- zfyeYu0mZxsMcY=w0p>;xsX#VTWkkE4pFC>71;VF+0_+sOk#@u>-~a_top?H*JItDH z<_7Kbnj7q5`ZK}FcGZ%N!r#?Mbt4ddiIY52A@#t%g-hjzoreZ6Vb*)LFF$r&%mVpapyn%a(T2pU!1Tl_fYja%)Qh(V6O@?m#l`xG|702oqS zd*U}};L{P5@?fbD6`v}T#)XY-b$)Q9G&P*4^5;Yi-G?=YbI?3*Oyg_ET@{1`eOe=D zDuA);U71h5)UwJPjrf!zOey$UkbfDv20_sX!Pt@NJPJDQdZ@E(`1lZg3GqbHq0NjI zgBc_C_*H2EK(OJ2?l(aCI;K!Z4n8pvJ^Yz{@F?VaMs_%NF!JT%>sQ*zD!g8-oVKf@K%h0#@g-({~-VgL*gN(ot zpke$HjRUxUfF}gW>^u<7?^tLSD1-a@}&t{)3bh_z`q3=Ja@S(no4B zJil^MeOVbb&N4c-Vi0xS5T3Y0psH&2I;+1>X5p0EQI324UU>}9IYD~#@S%=4TAI;P z$|8z_-~B|Ku0QW&I)S%-?j>BT`gc$lT0V<~AViPk!-1dAgITkI+Gl5#ib93?_{jVz z1I6g}Zq49b-k3A488RNIe=+)kP~7qX!Yg(W1Bn5%M;c~pprpSFroDTZ!C_(0a4H06 zl)WMjI(TR8(kMDekD}Na8pgKsi`9l0_Hmjm4=~p|)2Jpy9IQM|UJLK3JV5Ls$rbi= z?bc4+0x?rs5dZ2|YyNi0L)o!YQlQ+GecN|}4yz0VhOO*wsDXc^NAD*yKWgRrc8J2T z0>ORHKhV_ZOIa?_D7IbiaR3^rGCg94KrDXec;oOK%NJ6%4|jru2Zqgj&7Ik?4KXms zo1L^zEZyf!duB~|IU{-3ET+q{n0_M9SK>`Ce`-3!!z2W#bk>V+{1cU*@5-tbcigIJ zul1#h5?xB|we>}f2FiLa!pY>| z%Ts?wBOG00FbLSH+~L21^rjVFq8qI!Z~APDlKlM&wq{NZOVc-)ik}NB=<5yw%AzNK2w4uuPbi|AjDQctVS3BU8=HGvI3*Rc8~e&B_KJ3QtpYwtDKu;# zWWTJZ;}rpEdZA@0p3Btf?G6i5Dw|~Jw?A@r?9uq#^g3+8)kKe3DbEYSK@t;A1q9U5 zoxY)O!xi$PFk|$vSuch`c+PkG()3a@i z&ErLaoh9Xv4lPC(=N4i+!MWZ)An()qRB*5i8m;h$NzM?_FyJ|QkXupTxh*VJ2y7hH z1z5A3_Bew`M3W?Hx9LL*QQPTeJe~UV#kBY9h3*Em^zdMhg8rDByS>;wmk*QJsKZG7J?J!^pBkFr zN4NpBKcd5FiwY$=c>bw=LVeBa4D+Fm6H?d+&mXfM(*DnucSae?<)l{DYf18x{R~>M zwa-$S?^L{G@KMgqC04;211T5_Jb_3Rdj!2(6_;&aXupHtGYE~H-j9z|r$tK)@JMDW zyKC$Ygt*|hz%ds!Y$u%Y@UPB(u5UmF?dhg_f|)Jprqp2`;BI=P*7+pOu(6#E9VHwr#d8(m0tc?%1I|lDv7axwi@!1mB9_^@lbB8 ztO(7~%-`5Kl^eIEVo9~<*7c~V*$louEkwh~`M zaA*|q@2ma&wDMcA5d{w-@ON*}wuZhMdp$P5LB%hwTXYltks{$m!u7d`U>c-@A+;%! zJN&tBh)2mjgWrLV<5sH=BAVxITi_uyEj9j2kD5F%E|@N6zOD3Lnto2#2Oe|Gr&s4A zFBRbzAM;ohO=rYGnm%zq%U!tr4mau{wuVmv#@w0`(77^Tl^&t(dZv(cy-55*ASOe3 zY#L~(+Pu|uM|g?TX2>$!O0{@1I-`4Lqpe50v{zgcP3-uv)D9SSMxj{?H$078U9ukn zu}~M(z^r?g4DwQ7P_P&5ErEK=+~Y;wjZRIcftDbu2ke-BlOPlNMs_%c!oKAsO9~x* zl`YIiy(b0uCclh5YNAX7Sl6k0O;o{Xe<7~UzV~z-EvI5C(Sn7f;)-_kKuvEzuyeWe zCdc$%^{Be_UWHNII42tZk^a%+Uet=?qZ z{;=0ZI~=ILfQZsUa%B_@B6kRY;1sJ`1|V1=2ETNhAC?xhZ3QQ2`cra$=ceij_*C&C zbhrApC&-t_Ltg1q#(_d)H4$F0P#qcyMcsV{m2_nfoIELx0dKCL3N8GifFb@cQ8y)?d&lkhzyx;+a2}LnSIn9tod0=OIe}Y(ho#$)(7M%b6-= zt3dq+k3{eMx^q>Vq#waT}9pR+16hD*XyX6^b|2DOH0$q(^UKrKQ1+YzjcKKIyB;}^D4PL}@Ke%br^5EQS7$n{khS>YU z?^9#V4r$_#RtgKTSy#!QI}y<6cjp}qbM~}yc~H<0_r*Rlg}VgSb8nJb0e!re?w2nl zML@MsjG1X#wY^Kdhvg^z{l z3Xc-1Eob@`YbE*1TZ@anN1w*R^tDc~Z4X;MrR2`R+uuwAP9m?4V%3k1KN^>~^xyj= z+?Ts8MT%$51+lHjVRwHreTntgtJ(;)@8+iz+(i17|Hdp?-8|FqHTS35E?dQnJkIYB z3fzZ{)?9@3s&PrF{}WSt3__2-f>?K`8}3kUH(`Hg)2!ZK5Uh(#J)iN&-Nf#fZBL}* z#jyaQ?)A!&js{WF7#3jCu6XLBVgl+p{G#tqv&4_-8e<1wlJMcEA0_I;2NAnrs1e98 z8Ks#QD;>JkGKkWjiyGm?xZ@rL43`aumm=Gl-aq-ZD04?pg@*@ALPq$YSOOA^!?k_X z5?K)cSgu3VT6r;&mh!*qZ{LW!kV>JzMl&hci>5Xxm>nXJI0NjykDMnvMf7m+4jKtR zjU$9ao?jUq9|CoO)_0OW!fY4xd(sTqcEq^_Rs+wzbjfPaEpWn>PC$L9_jWMiGEtfG z)D5NIHg#VUkCd3|ypDws@@4C2OI^0^uRKIZ7fmQKBFs0&Ual zthn%ys^k_;T`q--whL=iGWTR)zsiGDG6Jr3vH~viH3A!k7&$8i*omFqf-#4r!T=bA z2B#r(006M}&um}-SBYR+j7Fvh#?6;pqwAzvM#xJM??`QRQrr^oipNgkoR6sAzo58 zRxmHt0t$!GAH$dAtge~+9kkjH3s?YOmU3&NKv9pP>^D3lXGsa9ONSS+`yBeM;*vYy ztR;lhnA(?Hx(=wmHum9|4?1wB;H9E#kK@JGK)o5(^AK(X-8fVT)-PJ+QKMuHOE9vt zi~B;)_gijU%Mz27*Hx*{cSIRO*owf2Wu}I-2t9A=H*oSZQLCghj&8zVdded3D!^a$ zNH9=2@fLEW4*{fdudEuJJWAm4AwI;!GV)yccHkegrz5|Z1IFpcy9XZSA)L}VGqFmn zAPmf;U6{idS>>x;A3)gzzJTC8GKk%R<&H%!u`I?_zB$fC$`4hpd!44feD#A3#U{dK z(YV`$bdrnb)v>sweAKr3Mn;c}$;}EX8{FiX7CvicbNf@V zpVowdTVju+XXefqse74S4Ob)xsUc@%EEzy2I045C_oG??HM}lJ3G!~{9^O11gHmQ8 zHdPU+%?Yy8Wb)60*R>VCI<=FfeRJYDj8d7(# zF7-1gtPUtA^NaOKqI)!lls7~u$2WA4vnBX738alLyB9H zw|oX7V))b*)Jkz$A`?wbgI(=YJX-I&xoQ|rCp z^ZO+P8IZzV`gXs(rU}POgT<^t$WBIAM>LSmc=NBN?+MzJl35c?*rRWwql=ouhPqp_ zj|z{~5*Df!6!WOAtWQ;i_N>PLT}&zUxNR+u+c>ntr)w%jwn`FIIFv*?+dZZNj**Zz zE-)WAXKS$|ZEYt^+K?<%9A!&^s3OAT2QIf4aTrP|dH};MOdKSsUOg*arJL9v=7Q>v z*Ox&IDiF z>9ABFq@3x>JR}e|)pBlv)ulc=hepd_6FNnzNAd;cV;z%7f@xn!$Z!Tol9%ah{xw5V zd`b_E@A8~a)wE^>C)BCZn*UqyZ$My$r>~s<`0BkS6&t%P?4>Ub*Of<&@=G*6>fQB|Y6cO!KIs_Hx_S4^I!F5K}8MjapShl|(t z!UG#JLE$eYWzPrDLG=2`cm%fwuISxoF1zkIP1w+B)=8dwj&>O&zL9_KW*nX*cgMe2Ksp zD+VJlvLbyd17Ub&AoCvRaDYI*l&-CrwD&!cLf4l2zTtq*vf5M*I^uS>I|aqs;F6WN z?(%D-M+q4H*Ll_`A|fUd%tOgZBoe6=ZD`uTe8PVYkfye>XjyZ>iYc=`mP2Y_CGSg#J+5^)xj*RZqAsMyyW)fHClZmeB-%9?oDHO1$U&zcp)2@IPnB2+-lRjL+0P_l zIY;d+^>A1F6I*Ip9t9GrC(;#f*v95xj$NH;_TiPoN_COm0&oYaz%RV_JSATH6L-2a+8Vo(jrxyHf2Ml+$KmqM>ZNXRIedR z21rJ?A;BlSQC@d>%A;3o#qixPp|=F>J|k{Hg+!04^R#VK}I>jfb>%(|SA$2buUxf8i60-Rh#srpBbI#bMtmqL4rd(;bxys`hn{ z!7Jb4kT2(VYsETUehxJ)5jB9rlAXj&+!l?yln#jqn)~%Hj=`>YN5&%@e^bcSB74F01&Z_+xJ@ZV1{M0V`^QVf6Hg%g z=|i>vP^|DzESTCW^3E6s=57Q?oEaCpw#RxX_748d5kw8Y5yrp?nz4lmLI&#Z1_!O4K}bRNwZY+-Lsn~GOpsTERYH625My0^nbE^Mk(D)fc$RX z1sC(7OD{TR1=1}Pp8Chg!;FopgqQ8pB@O&Cm0L0UL#z@XcQKQ)R*2Fw0Ie|9*ZVfg zDZ!Y+acn+X!i6apS85@CVcTI;$FM{#7cys$gET_bFz2HTPVJy;^>o-o+!Eh=eb*=6 z%|iIOL@Ns1!{lW6Mg}jEjit}$7ImSV-2Kz_9UT^qc648{6Vj`uv|E6yAtJ@ZErFNT z*W2Y@B#ywT=f_xIaoqRv9x$R1{0YHUA4=VHrbb8FmXB-uDyt=~Cbq7d zz&XKLb<4>fF9S|wqDkQv?-rpfmBciS#lTgemRV}G;Wbu3*?AvzfvCPS-$& znS_)L;O8^yje4~+uq`-@ZPc3(kZ*e6i-hrX<60`CjVs9ea998NjE;ta2BcS>~- zcC*UgV0xVG$vqI1;eiI~($GY@cPy&ACCZ75V}TSv)EH#Cw0EcOWl!T`Essgccz=`V zH0~lKdV<@SXD)8~x=pQAbBZx*WM_?%n;eKkS*Lbq6Q`0KrrDp>eA6@U*JeRie~e0% zPTEUh_S#JTJtIbYu!P z3OlrWXMYx`mpaN7?;j@R*Hr(l@tllsi|Q`n+ma?fSO&(=Ef>fBmfwqjBNHKBION@d z0*+~15ZYYqvtC0udMFNVFD%hs#rNhnx(i;MiC(E8><6+AhD5zz$be*hJL%;Rdzu-uf?ns>F`9b59pM)ajHfCHU7uMh-ew)8VsF;@0 z${1nO-k;1+SL_!I7n6mLFW&w)?;}bPSY={sQeZRPKrT_HsppjI4=DQFt8$#arAp9U z(j^`U8*C}vPfQuJl!Z+|@MQp zt3iJOZo@^Sekn?-1z-o?;|`=z{)Aj$^=Qq?l*m!h8s5s&)>%Rtsp-9Zp``FAo_pm5 zgkLjC5~A)IG9Mh+Y_!YKcSu!mL=(u#HEh6%vXSRqoy*oM`1!lJt2qtBl{@N#$mV?p$uP?tt@M|$#6F5nh@n+Vk!|lWtl>adny@4=6asXI7;6cQ@xZ-)-!>u7 z8c-@iy8`QE956ED{Op}FLrQ;{B%Z4}naF`RpLPNRT&JhkvMw@`D_#S&-(lU9hlwSo z?_u9AQ&6bmwgeQFyhG3IVI6G7JBrCReG)f@<7pHsJyB&3$b?}Mz*U<(MKoTRAJ5&wjww(T70Hap{iLE-!fORJ*qnrv8KZ6UC^s zq;E0CdNY>Z!`r#^J4XKv2m2O0^?UYbZ+MF;>ct>N3(}Af3*Z35fZe7=sg2R=hUD^% zp(r35%P026!EH?lh4lHCq5nMhc#S=sDTi;4^d9OYoV8&3vtW-a=eJs@O>SkQY0a+fkLJY|7NKh=0@lkntS=bSwqdqf|JR zHnb@uT>C;84Ro%S#vhoI)qlcR8ajOSudD_46!Kmn%C`_Fe?)>?Ayd&5o{k7n4CJBj zi10-Quu5!$4sIdbAM4uUhIFq`6#=bNBAHJcTj6^H|0t@J5i&O__mW3okd<>c4ah%nY1PvP=`ECE_* zk-@di9)Q!y+LV~prF<*)*BtzA${$VOtks(qgd3e$uPKaH*#w^5%?gf*=WH?p6cBX` zSE@G#z11f}=V|$S<=|0hLN?8`bDTC1aT1aHT+o!2*Q18b&E(J>A_{9zly|Z6^3L0&4{P|e-mdg46 zGM#`Ho#mQ`VhBd3Aq)DXDj4RWN%=aB#MM(5GYNB=A@)HZeX#P%A;#?eV~?KR^{?D5rC)BI3CiDDZ^fc6#I0!<8MHZ zvC|~EnVkBR0PJeQ+2oZHgC;R@ehJoQ6{PNnSSFJk!ME zVm_fQriG;mmLe|Vfj$h1HXxS)grq87X_pqUpl%beBVe~&;!`~D$Q2Mw$xb9HP#mrG zAYRk!srvx0G{i0~eynFpBZi?TUSAuUA%RHX;3JkyIzJ)4#hx!D(nqNX%Rbm;V@flM zYf&VBmlodhZgmY*AV|sTkZ8I|8a+=o*=P97A;i6YGx07ttm52)*KouX3vi=51yz!@47f?iqAo z8tcl_gse{2R+y9-+v%$=$lZ+&56<7No?sr*RU5r%jja%w$Du!T`Ew1q4QU6LwH)iO zcE#}#655D*yT(iFrtTn@^x3l`9FN4fLj(d4_R`7SNBu;=lMJTZDSI4<_}gqJH6 z?l;)^pt7qDf(Pc(y!E$utHxRSy5189R>f8J@UkPr+IAOhvJiQn6b}@Rs6H+@R)p9~ z`E<#wnY)wCP3*TjMBa+$$<<@U?JzN2oS#g$%TW)Fxb<)_jMvU=JLqS0|E6YbFPMwo z7YZ{RkmD{J8qE=|y%%K&Eq$@}5iuFUq$vx@X73Tsk2Sy$_YSbPg`3WaANZ(VAcH38 zd-rFbN7Dt%RDj_|WF8ZLbg9*O8e@34&v? zG)z#+*p3j+{-aX0O{H|!=#>5moe4rGbD9;)SKeb90w2?e`vpG<7&UsR)x70gEzvF% z7jVSMmx^sxG6vTv8Rqr?<|Fn8=r~n6vG6Yjv7O$1>){reh_uzSp%ZV^v1KrXUZ5st z9d^;n6(C!?$}<(UD+S!}K^a?ku+s-<5GSdVfea$yN%_U{@zBb_?)t0I$@;DZk(@!B z;l7sv5J470cGOqZ7}>T~vn@z&fH-_1D8Sz1MRSi40Am8qn_?IfD3kN+^OMAQPrTN6 ztX7K0Qsdaz4`L;xu!70WD`;v*smPKl=8-h0703MELMdTO+Ak{CxPC-Xsp-+ash{ij z037jFSNH1%?d~(nwKOFNoN<6?+{%M+{_Pv*&)go!B>oOYckyq(=bHbx?SO|5M1&0+ zQ^cZUjwft`Hg15Aq9!X^dwTL7Ra}%g(pVmEVJ>A*##8-h%aGV4^yNbTi}4*b71rZH z(t$%Owq$GNAyA)bx9=~K7Pqh8<8G`5exN@(g*p2%8+ zCr9AIZ`!jV2McZ0l{rYg3;uEtE-Kv5Xw{$)8Q77Ig-Iu5mwZd}yHrF}YY2Pinqn=n zUqydTm4O1Q>3p{a?{F;!UbqY-gH8O^|4z+F7GpiQkJKe-jof&jJP|5yxD*vAy z5y)_Z%alCL&@|OZw1$b)@G3bHPVrD2!W;I-CGOutIJkGiWv#jPxJMp;rL?v@BtGKU zmX1&HRo~TZia6Eyl@*@Mx8tgHPueo2+}88DhCw@rJ(a=W(-$WHD|&=*v&sXvSF3X% z^Tt%fmu05WOJ{o(q~h~FR@d=QE<+vdle1+Kyzsg#fU)+Qg}ugDBN;DQlV@;dKN&t( zn?N@s6XJD~Dqlu2w~P4NzR)tc5l$Pff|uup)hgC)pwW=yth;|dZ(a8r5yn%ccfc)E z=w#R{6@OD63qQQOhS7cJcPz>1cI>ND3*3g+TpIpt?Y;amN+F4d0Ns`#wx`Xyfi@vl zWnRCqOpahqEJ|V>#I!M#hL~k#d#2p$k+v~(0Xvl%hq_O%L+D=yZ(h~PowSNTi8R;< z)Bpn)V8!fmyCoLhv1fVbkBY-wLpvn<6Kl2}`ZQR8y2K8+k`M9G{KTUz=rND_j})Q5 zlp+1-&ID$G{73fySUI-Dz=90-Uscx`Z&YJP(x6R(7D@IQFqvwx7NoBq&du|~l3>(lL#mP7R1k!m`xjDW^Iej?j0JNhs|$SAx&BOPuH;$eqe)s7nBZZ4qHIf=F~KhTUq=fDH(f?MyTCzqHPb z%>Dhj^btG8qaov~5qS^YHw6Ec{1PHfp<9b5l%}g@;NAvRi1Rh8d_Z1Jv$je-IV(K- zo}(>VfjtF{7s=1tz#O{~Qcb z+&Lk4H$HHzC`6m3B{S?C+La(dFpxgK?$<`4w=N>eR7J+Nuo2lZ6%IQJyvM?7J@B3KV+e)H zCs8m9U$Rni^M5>xmB9sSWu8R?%1YmUrBgqh_QqrcTRon6M?X0vrU)y3l|pWcO}}Ao za`#YUKhO0{R-4YJQA&Ns=+DS)Z=0MDr8;&Y{`FQ_W~G98J;IaKc3p4steHw{2A}Xf z6;{fxEo-l6?`ax*_08dX`6(<%M_Gj0BOG_*N<4IJgymLz5=IN)LF~h80m1bgOd4Tc zMtp)LEbbLujf=Sm0H-s)z;GD8>@=;%EfKlBHFW62qr+e68O%GD6v>FzUdT^}>!(dW zFFB8!I05NJ89X9U!4(cu4D!M(7*>1!5==;adS&XD)@J>DcGrI5+K)O#nIg@He4 zHQtfO4aWvux!3`VmL*yN0Y0^R>R4w&)E-(y*XDP!)Sp_K@HNXih2t_C!oxm6rYbr#!`bC}4KO~1S3|^S?X=M=rbt^9 zQ0do@Ij^Vekb*g2X!71ZnQH_duJnbVW?J~QzMt6dJbeOMKZ4Oq$diJQE<8frfMtvV zu9ip1RyjR?T+W?_F^6l)U+)uaK;LNfOf(>aryAQ5B`5^gJI|ATrwgX%!OzubF1T^v zUc+Me0TA=7i4E(jFxRYvS*~D?rk`?UVxVh4+ z@W{9Gop_JmPs(oa-s#4i6Lfz69oCg9q3J%OG176a3%pcurkMT83S@e95^Wv1Sl2^Q zxFx)`sX6Uc3K92Y`gPMfSCP{M=g^MeO?@o6%+o;lu}_=5KDX7pxze@m1xn~-^Eyo2friZj1MyJ(6|PUz;-cWu2fZy)_D1R7|FG@F zH#+Mh@h6jhU?kr+*nX`0jEspivOCP*nZ1wt6hqS;c<9K<(H7pv&}Qx?xXpS>)qZcb%U92BC2 z<;FPysaudj#oa%D2#r5$>X_%=!>Oi_#&HW{J8D2oKzZVB!Eq|0D?k%X!G@#^OmX2O zA0 z>f32Zu^(Rp%M>pqWfP3n3us{7_37Jz09)IQLaySuf$o!9jqYitR627%-_PzZOE}?gmv5Lrq!

    _ryBLRlVew%KE6KyzER0=MbJVZI~wi?uz zLBZdM2CYsy&xcBIkmKCu;tt`$Gg@lRW9#vJlhAQ)9(*2^GZCKz$PnYPeYlCbq(}~s zlnhI2WE9~w#{19>n46q@JUp6 zBNd-QXZuFYj_A-Yx`#i34u#ug_pEF_0HYG{8V3&Yw9VRZI}a1nLDB1(Xog4dB7v*huCZiPC>%(&decJ{U~ z+8+D$%yFf=J&=%`wvr>nGcz(q2E|%>5ZB#_Ga~XjeyiOI=r5hPF>>e63q)t4Gh0Sd zLH8W&W@uBmKI=AjXZuzoN-Yd6hTO)*TmCSQfE-kx3Y&1O<2x0&!MiUBfUdAJ_h^mY zx`fNmn@a`qc&*}n!SSxUQ%&bE;t07qhhsVkb`x$xp}7*GLyXb;P&!=&fVqHelfK$g zh`IM7VM8eZV3;b%pxS>v?80jBt{ylomzvP-csQ-PbaG&efn!Aq5q>lxL^`*oM2f;5 zK&?6P^4N1uGbq46dqfNfN`MtdKFUt2kdbZbi}tgTIOBrgKQH^t*_EpSj$TFAhJ$6j z2$5}1qZaDi^f*si9ydTi5oT#xh*{J2#(KPkCaN-KnJCj1D zhLSRWk*H=RCd@P*jDOO2S)B*kUh8_13D$}fE{eL@#ThZ2-USNp)twf`NpgJk)mRcH z8^E#r`s*A;ucXnJlXi~*NW}RU|6DZhbtN3F58!veY>}Anh>=-5Vdly%)wlc;Jp~yz zOA0nu&kTk}!+A&2nvr9KbOpZw4DeKe_`1bnPe&LZ>ZTtf~|MeXna zIL!UD0xeJpy(2PI+A#B>^-U~uanozVMkZ#5ah9(y%F-eFTT+d0btghC$0pk5IUaNL zT_Bu>g4vvu0eAl<+D3#F@R8VK@nUz+oYiZ!*0)(M6Ct< z%0#UbH%nl;=1f3%F-0m%PDg+I>u4Jrv)tfRYm1|+7^bKd;&et=9azm^D%Xm>ilB*$ zONvMCSMu)^P>Ai+@ZKdxq^!l1fk-YzvO%%BvzqHO{*wR2c3%&Tmnh;p`RhZiM)!m> za$zJ}7WGRZM(~z_hg%f+#mv%*g~2Q=;|V~HNIT4grlC{41UAV-YLT5lFKId^D`sFP;=!FG6#b|3^vzr(XK7 zg4djoS$G)Vb~f9V2h3+O6^4m@w@AQD=>Vklra43=w@E>PZr~R?PdQT$U7tC+!1z#;bkMT%n;@9z5M_yb~2Z0`yFbuhh)W0$$^W zMyn(DtDx?ZSM2dV`tz%TdW?Kiw%WbM59&%15tE39W-C)v z)B#q)H@+6EZF8e=f$_oXn%Ys{{66*P%_Hvdxy3W|d%`e@b;(YEih0tZB~eyC*hm!+ zFIG+Wzts)D;w{~mjE=xj=k^fGyd=&9EVSLnrAKChyhSCp1j$7gWzliezMOm$n|_=! zC1&rky+byaMYWK5-tI$z5D6*eO<$5)!af_u$p&+mG!ExOPa?P@G0PK^_x}VE(uk$M zC%ws8D1lyKy^qE+WOc8uS}_81N63xC@hbzM5dszgPINrxl_1oD&BK3(MZrsqP-A+C zHjmSWXdgze81+2N7Ng1sXL5Q9(e@}m3k zi(EehlaYB@AZvI0@^Xwj&sc%6!Up|ad@Y|D97od{KXwY$KO9u0rbKLgU=91d*#3w5 z#ZoMBE;z7Ekr!U13)E5MYa$7oUbi^MZzfiw}~4;|e^nFK86(u$M2!_Tc& z9)9x16&C*DeBA>mX7lrW+@l#r5!*PZ(5%3dH>!yr(&hVrLuzWsR_q-Rt#D4MT9RzNNuKg2_fR=);r|n(J{^rR3RyH-rG|toQiRrJNBf)UZpL3W3p`NBk6dD?{*c+ zT0D4qK1E?7`2W60ewWhuo`g=9!Vqr=w{8cqI z>8+|eGs(%!Q&qT}_4~x{7?FkpBMV_2?QI^qabnl!2eXK2H7zJ`r=)ks@npl6=`iZa z>~(FGCCwRJq_c+~aFYN4e+KN-cU^dd))RC9pu1gI__%4sGE~W)3d}le1&!QZ;3XLs zD|5AN(gqmWG|?52;Q0G2b-+!I#mdZzS7QgwCaejr`~M5YQ71sZ3G$lN%u6nm%MF2t zEG%+!J){(5&s0>hL-%RTAFBgLf-zK77>k4Kep|Ri0MDl-lRYn>$mlecIa*uqn&8GY zC;;$jIw_F3A5Rx)&wWal@E?Sp^BuE10v)dMCTEx z02-~8{kv_I|9#Rs`!nFq;$Z; zX`Khbi3|kN0(qM*lCBD1em!QXIA1GuG(hL$O6c2SgX5MU$?k>lnds=(bx!=&%_Oh15MUp_S;OH4i_6Eeawf%YC?-ZDgU|6e^HXE3G6ezQul) z=JB&IIXYC2M~&*Va1u;D$CpM$#?~xKOpvGDX4nBW4YNr!;=J_HTdKdc#)^Ta)-tc% ziEOEqOuzeR43&Vs)Jy&Dr61sU`i*VB_HaFfH74#4j0w=@?v8GDf_r$wS+wMtoHs-v zSRX(=lJbYmdM??Ld`$<;5aD8w4h8VnwZxw`7`7&3getA!3dJvumHzq=BRRHI)+Uq>;ZIndNRW6tYdfnGijTj97Un#sW#4T|Bp;qmwPQ!tPdiZZ=V@hR*O?l$ zoT0|VS>7qZ#ax1?I4VNh6}_@p%bCWpdo_Tktjr!3n^A;+B*TMhMOFv-G#f-Wk4&;r zSfFYQb2?rHHz)d|+Qb`|Q44`Bh4tqu)im&1(cN>3C%5?s#GWRFTdUlTV83Ome#-&f zb+kyBn%phV#G1}>j{*NBo;OX(1KP90n#zkNEjzyxb(CyOE+=dKNgcEUo^q5V2(I}N z41I=Qu*JNnT;k7az3cn!5At}K z$jJ*|8P#F!bvWtTRxOM>-^^_5FHo!A&y~WsvuT-#IL&tIt9CajQv&+8R~GK%r-OLf>96pQmR-MEFU6mT0nZvlFoKF_ z`m>ISV&c3hSFGg=)pp7^rdF9qS1jIn_4plY!dH0i-(wr6LeSkyIa~c3oIu}7nEX;0 zP81B6iAr3>4?_F%@ze+7nIL`6W+d#mu|RTS`TgT3t4Q+*l96=Q^>mS&)APF zUnRzyAMxu0OjHN7aMATU-!ZtHKER{q0e#8(6e%|2%w#?gJ(@m~qlOLJ$y_ zxT~X^NZ_F_=cP8*KOWgat?vduBs2$lzJ(L$AS1@pD2d<_X0d4B}!5 ze_e;rqk%;E<6r?mBTvQ#vKU-_miO;G6L}Cc)HkdO%D*{o5&k`t@S=O&Z%e(CQU?ki zXIO@1p^trw-J%gjTO0%yYw7-Ah4#wtH+?d_+yifuXI3rLm<^F$##!zhbp#P*@^=hB z+z`@xT1^Eug8F7ikrh9bEW*UId6Elb3UkHNEz~j#?dVL3zJTicLz!tjohb^cp!;u4 z&ifP&9f$~Vd1%(a!(@`46%Eq8(DZ5<(oF~=;Y0_%kgTJqj*N>vC0vnar3{jQepm-w z-}z*Z12~<|VW*t#+jSeAxP$F%`WF}~8WH=q-;<|Lh$@U9BOP|kt8&{94-XaphG%W| zfk9RUy*3TdLi_(=Sz`L2%LqWpwSx2rLg~NoJb&Uc4Ztm|@n#cIH)5YY%-WBq zKB2aB3zXswXNKYq?{Ls!v`PO+TZgOUG_|~Lck>~ot>bEr+(gQ+lRzbj^whU3sg9?Z zRAl?j(7g?jy@aN~^N4gJH^1hkTEfnHPo<`4);zQysZgeX@rt<^Ov@aUoIPI|F(WGaY0I^_Sr+Q}9nu35$|WOZ^;T$;k$IEVDzKV~ zvDDKWrdM`CxZWz_$RZ0yTIgv0%kjsfBXf#<>P9~P4%*uOgP#^OoHkTqt8XNlC#GoQ z`}U2?JJP|tQi9^Lc!3}A0}KWy zFkSRHb%&?MG5G3s@k;5YcKxKLhD~wkp-}1jJo$H%9B0hBcCwYjZS`gj4Nj9PXaRj; z5bHwASZ23YCmdM3KVSHryj$%fF8+)NRAw|Hq^#SVHLS-IPEtauj;8lFQ@KaDQOyOU zWp~tb;w3v6L?tfv7hs?e7~gx%g*=$hOP2U4~-)bIck7rZ4HpyTxhjHPEbL+sXBUm5cu!}mnu7n&U z4?e#QcT&dJg^Dhh0J1snsxxU9UD$p$TRh9;P5(*dt%OJDz*UmkagKOms z%%yKh&zU1XQe3~*GDYA1yt3gQg|7dpW55ViPM5lpsvcWp8Bw!}${9Nr$eFQ_&uyha zb1LF-9FXt2RY4SNI@{`WI7{6gD&sZRpG&yvn1D!~a9~d~$M#(-EzK1F*h73xx9-sn z1Q}sfc`D@arUGUK(!UC=Bw&;n_KCZ8%_|%YPpea=%S*E}F^X;0Z~PconSUbt3Ngqe z#0o5srAJxqIh18iY9l#akVOo%djq+a9f>&zu)uU7k0Ihu6N8{;%Z>7nK)c^jo*k%( zT3^-u#sqbHCroh=$^mm7n0ve!+lTrwc<@gGy8t%5{+A^JgeBh|`%fVEkO0rCKhU&} zoo`=(UeMjqf}vE4+gJR(`IS7HS!~I- zlXf-sJ)^6elVYDB&BZW-HNWn-j$Y-vqN?nSS;w$6uN-cX)wepl&AJ*LPvKPh6_xt` ztfO7jnbU7V(q@#0#3@V&dgm-Ke%@*@i%|N6#w8zgf|z&pdBy}NBj+wFvxej?s$7F$ zpbkpiQv@C_nEpe8sh8kIVE4G-daRy|CtbQ(-|bYw%X3_07eJvlCfu8xs<(!D;P~!>P_4vRd5IPXCJOP^4OD zSw*^rYC&;0q{ac-a1X|fgc@pfP(gJ`tWs=g!~kWtegyJ%CZ-_emBYG$Nu^kse7go) zHBH8s2@q1ny~Wn5vE@V%hz*y}kuY5=TYc;XLiI_$nX9fFx_q(RMc)>5{8}=m>{3e` zOdU|lH9(@K^9>YP=_OeDZ(4ci>jlTal(bGKaCUT*1*rt_y_9M;_y;@Zo$OHHOR5FG zJ#3^##pFKsT55BM>cmpejZir4Je?$n5INbP;QkdrtuZNw1lGp4;C{VWqTMi)K@5`? ze;K0mzU(*9e;9>~%@-Dgg+{%D`~?5YLm~f68}#jiHAJAkREh_2&z$T9*{4RR-)32x zK^mIZUDwhx+XA$BZcz^*e zHta-e{Tj>7v-9U@^iuitl5sKv!f#LIXq_Ap>VEz1nQmSIDjD_D(=kQgN%2 zE`RbMdd$1osrYQ(z+XS~Aa&zjX;sy^Tiv4@U)vBzk$?1aY0z+{#>z9!w;N=lt`AThc}{GZCJ++&dj%-I8d{BH;GC9?o3 zpdrDrOtxLS(4sl`yqUnjb)D4yQ6++M>5`U-aTE)+iiKT#D3tx#i_28*?ae7c@g9v2 zB&mv;XBorlEYRp2~0Rlq{wZ0(3uzDOM;!opQPn?jS;38sq}XY>Rwt1+H>Z!%}5 z-m6(uk(>u+ZRxCL`zOAUg0mjvvvx|VM;Y}cTZ+9EjiIPIic;0(@nc9UE~(`czVWKIU@b#?j>3?#D>|f<^5ooVswT9n=$!I~J z702|VHLhI^E2we$=2@kI9hqyd9?vxlJ$Bb1Xd0Xk&Z6!fUrh{~BSGVr`m<#mny0Tz z5WR$IDH}~?AULg>);u09oYCh<8vqB@d$yS(tlcEGo8H26yj7Dr!uIsa5^{X#H%u@f z59c)kxJ#||>QJ6OKHEZu7+#?oASi!lFGP9}p`dNP$Anc%&@>D=>h<7tnxNTw&{E6h z87n(&OD2$3O$_a4 z1ANLz#rLaP_oz8~-CO{pk=4x;Jj-(~fNf(2oOnNI0)#uJxo^qTb*qx7U(`gaW(xn$ zgv=N-UYIKs`Rg1{f{$UW%B~l2#QGj$ae(A<@|{rw#Sv5_RxvIl|JXE4E7EstuxuTO zh=eA557Od%W*`>xywWd_0M7MRnW78d_|;wcPSiNwigmSiqS?3I|vBRTc6wy#@pu-eJjE`AftK^iVw$qNqCVp6yd zu-#EiY?BuPH@L#e3W~LoMsDB=z*$e3+lO;15rTp$+l}!$nvC|w>wvyVYn^0?gt`DL zG3CJJR%OUA*w9*0vw7lofo!m5-=X@^Q2j&Vnz~a{VV8`>eqjc&$-eQeO6jeaAvs80J71-&6R{TY*v}nMns@~Gz4#!PV^zb8%k{4g-R->7xNY9G*r%wha zZsaVO$880P0CiC@yrnL{GtY~Pkh~j;W(K2Ia`JWLZ0ZIrv zocH)^^9*h2kKSr!K~}c`|CQ zGkx=Evn9#>_-y&C2^J7$zk(>2hU^>Vceye~hbKJkqnr&~GHYssk$F=r83s$HPV8XS zRlnB}7lDdZSsR&r*2dPDY(#XOG_IHl5_ATy~W)c2(Ti$uX8!W%|5UE^Hn_N(s?C|H^ zDiN1ZtZj=u(spnQ*8aw?PO%(kp;~F-f$7E^9IQCT(WpEtGFI+2EVzDH;?NBb9p!#Oc z^e0WuxwL809}*8JT=%}RxceUomZ%{p_92?VW3c&z7>SSgBW3g$GpoA2Fws9< z_Maows4GfITONnSO2lDq5=-vndb=%-i4cHJF9qo6~uO}Juf3d$SfQ&n>9>D7RJ1|mqa5r=ldC> zAy(S~8@?|FI#YVkWz2`e(d}K( z;9G$oN|)#u*eBRun5}lR!$&i?dx&Q_32)T8|rVHwVRU-Up;>6y^EPquc{_$P&^ld8|0bNgq%E+1%A zgeJ%D!k6iEAmgFeoRM}Iw zxKCJV?O9%>i5wR7fbc;z%?Cj7TqPt_urAe7a>+CD|Gs9(0hbk|aLoU>4hcxb@@H~+ zQW+gF2CEW&cWi(cAgr!}9lU#P=&&kW%(9SRm@_^l;pNNHAc-<}>+ua4l^WO2;V@dF ziTneF#0yS(Mi#OHL^WQv3MG+j;crzUNSf!6M%&q zsNo!ImaOw{khj5qtn}Mc?nW#T-+ZP#Z386ZV9u(-z`2KBe;8I9zfso$N>D$C~p4iUa-Gg7M1oXp;1}39eVu}U8|4PCx zX8+ai z4)ygj&$pkL;a<>JMqu5!Y`c2x$0MJGc=7#;KM4+6>0oZ>R?`9-@MXYFMQjnWd1Bsl zPBoWXU-8|bZwge;8tcMh1=-ltqjdEs?fz!&+qFuC;pGttx`g?S5i((kT5b!7iOlqQ z9-|!%!;r+&LUPXYT+TuPSoM9trjLgdN2l*dw zf46a05OrTHi}g6D|NALuKQq@;L(zG@oun@1;`2o2EnFp4DCF5g&_X^f&gWsi&(a+# z-T`3tAh-O%b`9`I+~YIoZMh#EV~K@|{Z8=}C21fcwV3(3_|3*uo-2>=o%9@rYW@8u z#+TBJ-!5H-j09=)_-^nmMQOtS$g9id{?8bIF}jU+>KY#cnt_LO_zqSgge&1C0nA&W1TL#C~y-nb7-+ zVj&{k(rbnVQe@wlFD%9BCX}}8p={T#EkT(M{IW;rHO5QZI^@B1TBYgd7!&&s?%>oC%eO6t=r$VsvEas9r(ui_PFw5r6_ceS4^2M0o5}` zl>&OjSgbCTn4SPUhc$8HWrtd9`?OfXI^!&!`ufYoD%hqVB+B>q%dBG=W&$?p%hskj zR0Yskxphac){u2>ngrt*5w$4q)w&k+*EW{cJ{!p5Xm>Z!Siys)b@L7JDy=gr7m&Brfr_j?TFJjzzf#o4Pxy$3%_IpnHgehHbD#yb#{4Yk;^JDT8|^ z;k3d22w%+3T$f+VbzSNN2R1J)aCJZ;+@vHg-{09FFZh%>lXc35Qnev$8SKjVtx zuf1Kg?rA6xQA91X(-kZtD)KmH;DGZ)`+oJ)7;Ycq-h(Efa^u!JnKU@N=yS5{z~8V5 zV|dh9%;VsK+~rxkN#!l!cZ3VVE!Uq%qmrdYVH_S=Q-jas1tNQd z=ODTv1_QQxl&@N>V~Nd)Pt;wvdkect2oix*A7b+-p9j>jtJ;lGHquldm$ z7l&%;$!aU9tQ)7;gt<7%pm% zPyCHHgXmucV#MK}>VMXdlt8-FEAE64qjX@YO8#C~+{`2gg%S>>9)L4&2ioWZW}%X`-!D2s93D7VYst_285_&Q+m;-K20K4S$Cs5)6YjVh<*vR< zU_jXrGnL*9Ou z<~}5XTIT~g6B{F@1e9_5Dhf2}yM&VMtEBs6g#!@jE(~SOXb-mP)fX_Yd56Ce0_CL) z0Cg`XtKqPNLxoV@AC*V0R)hTO}AUPW0jr6O7gYz z=XWJrZ|r`4r@_wYBtDQeVbn{r@+D?(FDrEBi9=Z*M=M4vfLp1nD8(AzS{>$d9_5ekz3QOaKIqwJbcM6miR&YEa#%XUPa>%MKfT*J$*gFj&Pd%M^HBy7Ig zXoFacSX%m5gse5uXMv>L|Cn~ad)z*nR8Nh&__PX?Hd*Ly7TmDIr>KsEF?poa^RK~n znV*Ti#MTtAq{A9N(udaMae8q2XBQu*IWgjy*c}=xoqSd#OuEVNjC>=?S%*q@tUEAH?ZDY z0>1Rh=udP4j{EK^?xV@EE5Xe>IfMdO!DrqrSXcR$2#j$I-u`D3Vng2r{StVLW6Zix z8%{N5l!2%At~J&gQNc`ho#>vV?tz$Ge2b7Mn?*qRRZsls=om?!V>pi(DLpAXzyaZ6oxT)M1ViqW^|{#FU8_ zTaQU3v2n(L(bMBr0Ree@v~{3bylW#|MUyLV$@stf^rhCX8+;4Sn;a#`32Riwky$>= zITTKJ^mUTS-Ji)w^qsM+97msB0HM?gV#Dw81jwt&9!DxQ=Z6*k!RY*#_LO%BrYoDs z@r={u2L+TZTz6rOl}5q{!g$w+p4$GWM^hypPE3%t%kt>vzPr8?=&_4(=R0@!weNwn z9a6GycSc^*q>wI$I)cZyZ1TV-w%Si~GHGxD>a!lt=X;4^ITOP5lb1WtmBy(OiN{`R`Q92pLqeS1zzOd+Gz$kCrX}Z#1gl+nd?gU~V{7G;1Wupq{#-z)a zSXc7$R#k4)hC?da1milx)!J?S-kp0%KTvM+XmU*?Z5O%3veS&um4jG>N+N(BF;>Cuiyjz|911UanuSSj!-xqupiL&h;LWcD2aL1Ga(&-`xI(!DgfjF z*FtHZhYpQe6hC;}HC17(jppq1%}xOE^Hdr<)D$=nqy3`JGnK%kQ?oUiZ-rs!Qc1=k z@N+b>oo)E3UDx^*^F71MUl34M<>=*j5LAz03&ErgLj?p5?m04${)%HsD92-eL3rxt z)&^72f{{Y7(EG2Iu`V^^XbdFh!6zv33p?7iyJpr{My=(SVRfr0q8PUyuV1cE;Tuv! zR6Ja&jH2-g7+tOyUV0VMvkD9F!SGO&$WNzWEfA<`fS($YVP7r<&gF-GEZ}``CKxI) z($)wRlyN&j*ilNCZ&G=vAq02lUvEyvef;7g4Red`Ja>WMXYdXV8?i$p1KDk06tb6h z87FNWa^p`81TEyIAl)f;tG{|e84zQJwsQg`&=USP$7spl;C@|`?Kz?_qy!y>9Qo+G zbIC9&0pL=?Gz_GsWeGnxk>P}b%{fG*?^2~VzZ^>ox}QfI4zqI=o=y# z04C)R&r*`$x`MCL3g>DD?Ha$PTJT>d)d2fj6&!%}pI8lB9|H0+kA3RByw@vBgp5Q) z8E_uM1$Y!LK50C$^yMK}n!f4KOn*~pKWIB6O?p~WtE^-}uLlIYe+HbA0H?jS&?>-f zf_}>WJM3T_iX$@CS&?eaAC6q2Ha#39&py6!8B zQT&;FIRkB;t7HEfm422Sgg?y42Vgo0TH`0P3lS<7v_hoI*d&v_Y&Al7C%$z2(w5dL zqHsj|P^_S%EQeN*>9%kj^UIxI*pLo7Ft~@d+Nr}RISJ?NU6q=mDXG^h#uaZ9NCka zKuv~Xd%y(hysq_H*0iE{6s-FA+y51Uid@O|kc3K=#PQ7@N54IXe7M~$qoH+jP{h-& zT5~wJKsFD&|!K*xV8*1hp0p^cAZ$QGI&V;uw!@)v<$k*iBC=yqcxK}I% znrW-o9JWb?4`tM_I@9FQ5!T(iJnd8K$>amzL~b83u`w`FycpD4DTPi$F4yXXc2pcB?@_tDP4*l)~|7K10zaDaE0ug?l?~w6T7)>d{+GUXc!rc{j zSQMy^!aZ}H+Il)#2tH&_t;UuoV-9HRyeQtP+1+cF>6@R6WyfVzQtdA!h82=;1r>7Q zBZ4T|Gu$ezLwK%Wg*q}FX95Hjn0yTh?NH4Z3n}OAC039k6h>r_d?sV(bMGFmQAojH z6l4hypaXiQMK!u~IJK;G_y(MZl51@52-z&xa7kpCP=kkmg{)_8T)!f;ZJV0%v(y15tA+o)^PiEXb?5CVs1; zQZ@=9kt{MTwkFtf$wAFbBSu3UFQLBcw=byodrXncvt?+3X-zf(0ucYN9dmviDh7+v zpBQhMN0!2hochPKLiB?TEVZR>yk1_Se7nl8f2qK%A=DZJo?}*K%nfGnRM_&l1|)MJ zk5t4%N|kdZY&_`w`sJ-7s>v*?Fbs$>c@YS?(RtE*oyOEhBP|3<-f+>R@Q}jrgd%iQ zw_n#=4xEOtC=y`D5B{Wyk}I4JnxVI1baZ*V`19qMt~dUZjwn%rR%tK=ulYj%Q5f1{ zyS5dRCfXcvjmCtER^VPyj2icB;ben?T^92(Ykp%>?VTPoEa|XuuM#DU9Y#&tu<(rV z%VYr$v>1@2M>zNl?-#+XrcodQycGjAQ3RD?cWr2Q1;i>Rc4bw&X6z3_YR%^=DFq%q`QP}vV4UBSj`~`ljjHF zS*2SCoKe&qCMoR&cH&xkMU1gTi3q|r-b@QrV~4@Wq+9A& zPf_w5(VXlua^M$d#JRod;7y07k0|ueBMc{Qzq+$qH*IpZeGSiBBDL z%K+7#*56m2*5ug-BAX?cFG-yss`mieut?HMovPn`3arg%Q}!*KXSDVotRU(*;aoF7 z0!zwm+r2&vq#}vx4wjd5NEM}zfG`u%OC?FVd6a#~w7cQWu$$-Lt?YM#C%N$o5tX*g zR~DfTv%Ab@1bKdq8aj8}pAd0Od9~t(93+PU9@{`s=M_t6s@wRb5R9_ zf}shMPHK3B;waqG>m(A5s){OFDLsIheljQ+YfYOJeJl9l@4h0WoR0d+T_n3JZ<|7b zq+GZMYG9V6CHbi-6XP9w_XmF@n}gi-)LDC%12sTxHW zO2mBdSaXnvd)bSlsO7k+VULo)GXD+QZOa30-Sl^*Zo*}F8)A0#vqcQbynSxY<}hZ? zg9H+YqF{QG!F0$I>r;z!3xZ8|C{j-3#Og4K_P|f z48xPh)H(bMkT=A2V!zng;7xkDR~04rKMDhl;!yvs<{Cw6=lFhYqQ<+}*J6qR#E|)Nvb!YHWPGF41T=Nr)zn0)|rVzpXc{X($k(Ei> z{;mYZZVk(Ojj3w~&ANlp4|g5=D}($4*~Lya(-khOFs#R$c;6D~*B&Zcz+g5x7;()+ ziYcM0xd!)nzNx$a9tHP>Av(i5Nos5r9Lxdb+4cSzWLB)MC4hDjQF zrRXR@I2egkw!)&iw8)lMWjNAUleU3VK4nj3`N-Kl&xlusCiUAa>VL}iT%<4bp*R4z zl{(&-?|}4(Z1B}io6YmWyD1}H_n&fz!SVqMcs?AIK02(A{e3{hA60%U|0Io8d+e8) zmo0Bh!mMa001xc3!sMz+lSFt+Jg0RD^)KXa9k4-r@3~JSHm8f?aQ3_pZ%aC?u zrQ02a+|9j+khji13!kcv29}(Casc&a`q#O>UQ7r6M=(pzSiqp@ljvs@aCvbX*pGC^ z!VA}9(s*`$ah)f_I7Xh}>?3GAfN(#Ahf8?^+p{x~EGG|LV`wT%r*@UvS}O4C=62;@ zn9Bh_N891wByeuOR%4JQIByUuKAx~LfVr4xV6}_fBDu8AqlqM+0!)>s%>*o~1h=sa zOtly?VLPi~3CL4-CkUl}(QsXFEDhsou!*qg3nG>?@bWgN^o|A&FF1w%QyrygSMs=d z#dEc%h^~xPNCkie&|G7B?!H*-@1c!_HS!DQszw(Dvikli72}Ps%H$mGd1^9;*W*z7 z#mzs0%yP5V&_32HWiaF3)12te^zo=7Hq#4>4;S&pyRFY%(%UXbFQJWQfV80f2J(>j z*fiEyuCXb9MUsYOhj9u7&aqGjvb&U>FlpYDdzj;SQT>f$Scv1KUu;>^2IHv?siq~_b!ACsQ40Z!~_8%GNDw`2E}KZgcGd#xm2L7 zcA8%7T(5toE9xYoT-_xz8Rc*3xln-4S%Ng-JTN)2ZbnAZf6k`Hzl#^6pZYxu0(!c0-){?|U zFr~XkgapS0A*`R!uid zBe>DV09w+B{2^ClI5kNs3<)CmL?d0J1niRBqc+Q!^HR{`;lx252?w$qqGmY!c#yqc z@1afo27?mZ;@i~l!Gp?`v7JC-D;)5$U}b2@b(bD%>6EaLGf=t45ym9US??0mfQQz=9f5i z`{#=eGi@f2#I+GR!wYLgsmWsPif%R)(V)h26530@8GNZcCsrgT@+YUG%53xEbBvf1N#=Q$A$ zZMexqiq-@b_U@d9PhgwP*iHXJ0f|K5b%pXV9F0-Ao|i8s3uxdQMdmG;JFT6*bR%0I zc})K)@J3Y<;f`!BNIiN;YVvqON3QDRcl1*G5M3KlU9LiSsB7ZIhiR03 z4m`GB$8C7m>1bK|4*ULYurWyr#>6JeBy-{}u@>E4@y2tAp_gjDWhF9>HDE~`LCbvm z5jz7yaS7|YS{d4tkkdz-Vc#wKO70!B=~(~fK6${}A~KD@^m^J72f4x4PJ*b1TS3wb zlpy{N9A{j>(H{TN)IH)RmBjCkL4i0|K{9P8`3Ur%zbqg$R%6YbgJxov?R0eSE721! zfI{52;P%E8Zrva$sG9_U&QGx+uqZkm^EWVzG=s;a*n+U4YkhAM#c8J%)0dsVK;Llr zP@T_?lmOfX+Ve$R68?!PipwAYCH_({qK}aZ*>OjB93Tl&c{X?jaV&scC z1DIKdnv-xDPe&KxQEoU-=2$A#7xUZhJblldPEYb^jiEWgp1T5JoD zJlR>CnOqMqtOM?MdjI-&`0m5Z`s`!O8*Ju zPcYKYR7%l6J+$TNrkXy2KF`X(OQT;p-*}%iKus@!po^rQ6XIX)Wy^c+Hh!r|)5JmG zOg5eOP<6N=rTO&sNiQRPlQ`@uMbic<{dbJ@~?6;o_-wZ`Ah>wYMbPA>_ zp}p7J%o?Yit90K3mg{s+{?$bH8i%h_rMq2K4j|V?MeA5BUYzl_`-3-{AWUamNIR9P zi`k`MXM%KB#=t6=4enI5YL_2H0Xl?0MXTqS_=6Toc&h?tD+X`W;1QCFb{>JQ9>g9> z=}14H6N;$_)Cs*NGr4RM$Oyw;=(~oxFNWtr&bi6+5W8AIMelIbzq$7!^=MPA zDfowj9{KI!b&kHHh(|`mJVEEl-U~1cHYnJuVu$9Xy@g)vjcOZ*#Be^6(~)E73%;qm;~+V^$F? zqV3SJ>6)!lq(mue(7$Hb5{5}05rrXXDVIIiF84;V9;MjEw7oTkgYV6&HokYvV$OKZ z<{10|wf!s6p6xWM+R$Po_9PS#o#RaMxiUN^3@75beee71AMMrLqvaGb#crb-HRuJx zk*+s~HiS7k%t21ADYHWKX_5PvfiLWk-obhKvdyM zy&8pce>}08gf8igJIYT~*V?^VuVQ1om#;h+*nai}vd_8yo%7g z5=EyANJz~u=657hO6^A)!mbmyldZxZF^m=O%Gol%@VfD4I)ZKwUq<~{-lFDlBOWoo z61}6bJ6SBTU54@iBo_v4+1UM9>!qy~Mv5_9H!n+r`CE`y{Jso<+QlmQ)P)HV(fI`V zxSFA2=o2;WPOUVw0Lo@Sl)wz;x6@;;3BH-si*{dp+8e~WSm3kJl0iKgV(fJFHilQI zjh=JWZs8D>9-(EEtzA}eZ*f!mlM#EQfkmxfoXr#D5zEA-Ynwx7ORdR{iiB5n3nxh^ z4$92~OZIj5FEkF#lCCL;5RtY&jWwtxzbS{>uitij2-s?*j0Ks4;^qWaR}~o~LLXzn zE_5) z;zuUyP>mQBY0Sr5cU3>pZFp77Vq+gHea04DvMAL(!VB|hk|Zz+`pw8~6CL685I%pa4g?Oq!XV3l!oP{Z%FoB%WKNu%06A0Pl+rDXQRj04sw7zhVT z$WX$AnNvgSC)+bguI(r%eT}x*&vAsw&*Eh1d2?);jG&k_hpfaCG8Q#BOY5AQ&?d(N zUwwTb$7fO3Dk`D$C)I4CI`fdfI9XaxiZ(H1&`Nf;4%k<*N@VfqpMoCs047csq#8#& z+usWEYR)LGW!D=dO-<5n`moNs;fuYXxL19~bn*A-;hG`T*}2OQ0`3c`-sXOfFKoim zPVJ)ZA9g$AU;vU;g_#UxbX%YEdp`gG03GC-&49jNVBi53RYg2d7R=c>2tv|$pphBBTgRi!O=&gVN-eb{Fb#*} z|HM<3q0f7mtgLj)Ut6EuqMA?Puc*G55~!AtednzC|w z^ay{WsQ~ug*_QBm1f3Q>VwwuSdE1;8k#cB;cDGTiiynaK)D8i;yJg;rPdRgr+)(Ed z)>*|~gVk-)Zl#RAUCz$zsZSE6DYSkPn0e!pL=eDVVS)toO3l8}HId%G1)Z&l%iPpO z|3sX3$kuA~^ME1q&VA-?4RrnR(N$au{5cDimk|Q$*BjT`Ipa@1>Oku2jdAWENWqtw zSDb$f+rhX8$lsDL@J|fqs7SCm!KG*?XV3v?wte=c1EN-P?BA-0||HDA=fz{_SW0?h_tv`oDY` z#5fK~>wT?$&jEbno8F(UOLptEBDmjU*~q;$plN;I7YSEo&_uA9Qvf-exV?MTMhZ#e zwH$nhjMYt7SlBx`-==M+xaqac@$6bMgRUa~*hv?{Y}OO^y$6f9-IGZ_<&(e}ZhpWx ztVgf!q_RpBdOer$QqXFjfA~$BM=hXWKXYeL^6ZU{l*fOXo`_z4(YzJ6Nd*YT<65ch zj{^f~8rL2kW@-WRq#9}InUsLjP%@=UkmO@^zp61mkMVO)SBv_T0WBXG8>G%cL!oPi z>}ZGSy8;_M+(1}20=>1yED{!29bd7btFuNj0%w@K@oPc4J!7WURp>F3$IF=PxJMnZ zfTy8kwUb!+RipJZI0)v1Eg(EZ{RANtq6q_M{qKr!X5IObPA&GSOY^>Y>AnAb_JW~!Z#Ft11BAH74G5y0mIQBT=Gkgn^fxO&3j-!uCdcqY2XNYAL+#XW zHW8eQLlPD8$xJGZ(RffrPin1LaB3M|#AMkDunxB(nT#Mjk02n0P7UGi)M1%pVX({O zvanN7=ksO`7z0>Tj1UT$A)>A3GbIN`JPMZfC9W0->?UHD4^D0K zp(#9Yj^gHmIhT1#gc;WER9)u=YE=5SVQDWn_EUcUCS7(+^Ci5!%J7JgH#dZAGGUu< z3seaCxY#mIMgs)8s3+q3!N_v2qL1XB5m&R>+x$6gm!DoIep_&HBbc51XU*u@VVY8CbTD@rz2Cg`rRzlaKp!J!05xPwCa=QI z(80^Ws00T~AZWrz^Yb+<$kZS(=fcQI8^3LS6PSSTqNaDb1fX{l@O(eI&71{9oO53Fs`)K%Lv;I8Rk2~lt*4#FfT7`NpLZjL_ z{tAV-c=`==3ey53Pae6U++I>Vd5upefML1FhabMF314cM>-dRyrWc>+1GLK5icMkF6qI0(xz;SBIOm-ta`e&kQRps*v6UsNqKGY zLWS$C8(d|BCRlu340#~-WEb`#2^~An!4B=*6*=8+rmR&na_y$dr1-90wTan(sn3bl zsBH6h9)Z!jhl)BLFl`#LT6;UGEoO_)mI{>)#>UVPiD0ZP3oaNGXe7!0r$p_H7s;{k zXkT|y1i)aKGCXC&>9(7%jrz_kD^#`Yn^l$pYP4#WN|y z9q2Fdd+rc%)q6(uZF7k#nUw6Gio|o5D9B%u!4<%b^`|itMrun8qtCwMxy| z48rWE1{wf;X#pxFe<K$*UfHhH0Hm8hT_a#WA?$u zjUX$X#U_lhEB}~a5jvfUrKk?#K!<%t;jsq3mVxK5lMPnDp!xaZtl>Oj055bx{wy0H z{p1#%3r%(AYY%XVoln{O;Lo_0p^6)Qsl_phoXGV^D5W1cx?6_ zOY$+1Rw-jObh#dF6RPv(|Q79Wr_!Xer04>f{elL(6KujP2Grx zkK15Cny!Wfg-M$82&sOX?If*QqP?A$*|gNp_Q$(2hqTrd@pm!sq;ulwt@(}+xHgSR z03EPP>#3|zW7e{JK2sB1(XdY+Vcp#9b8oG^dP#UtI4S;5YJz~^tnkBddNl{s z8*-dxWw60-En4`;VzJX|;kRx_j}Ia@GHS?M^s2Sa9@R9U`qqKYFJH3xLb-V77uZ8P z>Qnrm1#Bk$vZ3g;JiAHAPfeA+9QjSO(;6>!Dz<(K2b|Spgouxp7$0-zx9~MR$b$t` z9t6=K2uBxh6>%3Wk1lRTEBvl$B$54hN~6`;cwxQsLm>y~#1w!p<_@=y4^pU=nfZL2 zUxBPl0EmZkg^Owlon3o)SLH->2a~e~Lq4uV+<|cr4FBftw{Ho!yBko2XT7a@=RTS% zU|Nj)zx_RV^~zXDoz4!quv&oC>@DTCL$C+lg5%=fyjz`^Wj(cu2NzK(_({!jsX(2a zb5P^wT}I>Fx9cE8X1?uYdVQ>}$B!PRXrPd3{1Wkv2H32jfY|t-80Ho+9jDc&4)dIO zWSm6FXGb`OJU9$>7%y;YI#(}hQ8?pwrOx2siNk?d%!agl1BRf?nl*VG2gQzRRepc! z@Nky8pABATVhlD*u_GF8Yxnh;0Per8t%!Rrq4kcE(5*Y!7ohAL?nDO_=jSmHox`2r9{MGcKvs-B}ttXJKqH75@&ao zwmFrX*AN$CJ8*h`3*^b3aU4uU=?YSqyx(3^b7Xpuql~Sjrc(^5=7l8PtH^tjOcuItj0@J>CQk23_duH~~AL zm`pgiGBi7ZaKBo-;N|ByBtw8_m`=W|7SpJTT#1jQZniqf###rwT)q52H}F6cQ8Ac^QqQxy5jahf#_6}j4;@;ymEkSQO&>-vd}*G65QUpy8t1}@ntzlpH|DNh02Zjb)+M7{F1mOi)ms#gTK)j%kUa4s)GVGBq zIYG?-mQ03KuZAf-l0vog_|JT;Z{zhpiA$+v=0V8&0NGiY}!Q~~(R`;iQ#=nCw;!J8tflJnLm;e6~52oI-L7dpx z?1nc9l--T#jw&KF!zV^Z1S(ke8Uf?DXI)LZGet{}DVib#gswgEE4mM|ght}>m+T2p z?Rmw7ZZ5(k1HM~7+`IR;=(CF;>N223d0;o0dDvWa5Yn-mbu_4A3O+{>x+O*71r24s24!^o1mtn*^C$?`)UyH7pt0`T z_79!MVqr&IwKkbEqdbo2CRL_M$oa1~NQF_DzhPFL&ztDFZNegbX)13+wvGhAnR11b z3EVfKCR5RV&AAi1rk0AEXg=7pl*hvr*(*qi4;fGdAE{t?K2rauFdT;TP?!RXB20T` zE3wB1B+MGzqjmai6FSdP0s>k@&h3D* zjUfBM8l@uwMDeQm^>$-7z_4C(4w28*!aOrh-&8`EW_#SFG!Lu?pyp61U;=1k8K zG_P~$^kYU4$7rBOw`SP@DCC5>r{E^xS-@yU@F1j=46<^eSeQEzkk((z_y?}wz6uY? zVB*0DF<+$BS+2GiJB7W#iBmb#(_QGZ+kP%8-MZtRcHczWyREYBRExzzsxo20j!{4R z3KY2@AqWOM#^1bRc(DOc%^?c|m5}*=nSyuu+V@>TEQ+IO&dr_G21xi#D6H=WLFeC% zSr9qHEO}*+6~^dW$1>HFcEgSp>xEv2N55(Oq+ft8Ta8!E%%s55>L0UEL*h$5<0?T z?xDD%e+9w6ahy*w#iFOKGby$?L^68U`3I=ZI9~ojBkuDEi|g)l+EM;rSmSFS)`JC1 zPl_|uLjX`VRSyOXj-$5G5{{$D>|Tz|hkdoWG$t{|ATu@iFtwSW`vUyHj>- z0fD$|&00xp{p!$dHKeY!jz;s$NBUJDyyj0AtvguV4@%3I+SH zLNfNkL?EcIq?i3q&)R+5fDp{|Tf2}S;EcOTq8BQQ)SwEnfye>6ZWDh4PIRf+#!T!u zDz-w{SV9$`4-He9EZ)u^V}~HtS|}7q2mxd^sM8b&H+V4xjj^rm2zhc0haWrkB$KJ% zZU-2HXufO)ABdk#Dirow5fbxdoR9Qvo6yZVMDl7!x4Z>I+fm!|=0oCxMo2F)?Uq?% zQm?`6%!^Kpyy}lZO@WNBY`q^;_b}5}YX6<0Qp-Efu$TG?-0UUT5i-2b+)H7&4d^@K=;tHVAd|(r43+5-nZNSM1w2spg2YTq@Q}Y@axp#@hmDra49EfDV;`Xe z0%W0K^Tiz!yjdoY*4?U`NW-+ZrC;`;|cmp}t? zGQOl*U$o~g;=x=vwynO24o|=(Ls{FQymh%|q;UW}ZgdatI}%V1Fser=VeO6&hJ&0t z%B-)k#@_tUA;){mvtheti~Oy21{eAdTHs>6aZLsmCc&~dClfUB+5V|@Uvn>Z~u_R_Lk zQ@`0AXMb)$7MtzpzvQn2?QQ8ZKb2_sZ>LvCnOlwfPRocUHWPP+6Y>hGugX}99YpdG zEu|9H3|%QoO3c|X<+Vwa(03Sw5#|8tL{f&`Pd$7=C+&K;1%EJDmTJ33&W!$+E88o^ z^xP;#&g|QXIH>xBrkp)3+;=Mrk;x`{lu?@0dca3=yL zSB{MYaHk-aBY;N@yR(=3Z??L}W>qP!T5y678!>dkP`oTwZjLJ*JG$XE05gwiTEv;5)=gl{tDzKM0-Fba6Y`4Q{79{ zkKKNwKoQpM9AAcjGxCraBVJYFYDY^qSFDwo(g1OTQ6{1YT6T0df_s!*uOY|vYqCWQ zYMAfrpO+QUIa7b(YV&oEW%(e;RpfB)CRsJXtrJ(RA4=ciOK*^ zXs9I@1CDXc7J0vG!ByhdU%Ph(eA9sHNfaDbNM2-y__;^=*)_7Sl3p za@NHC?0Z@E<}L8buSX|}@k-?t$=HdY8Gw(ds&!&bxANl|)ye3eHPYbN4%7NsfH(#! zTD0#zxd^mYBZ@)SJ~Wuev4l3VTv?SVbMXm9lQ;`Zmnk8_8WN|eN*<5^Rb4K4q$sLWsQY`&>GmZJ{42MK|Qfi{%7{-6I@A7VPkKy zs?a;iiKBE*bLi9%4-ih%;!bJ{c>wG6FrH7&qDUKG^&^0B@X4WtQAX`m}6KESJRVF`6#e1DJhcw&qp!s#83*JKkUpLGTUnf*y0ONeon7AcY zg+N$JhQPjJ!Q&8T*LMGZqCkLv-2H0%+z&81}(tQPtrGj{Z zKo7%;^23^Dw})7pN@Inh=`7-9(4NuYh%m-y{!c=~5kP$<%fdvzAyyI{z+W~1WFW72 z7l=mOBUxJhVVTI$^vmI;fnBXMzifY;8+C3V>0CLv2Ydg$j>*?JVg(H|JAi!Hr)=2O zNpV4_Ln+3pAQ6^i4w?7h=vCnP60VQLobRNK6F|$;I5)uljnZm?w1#>k!K!LX!|bfl zi&bc5!+j*y%t?h4&J%Im%2%q&4?z?fardJ;cX_nviRbjw1sYoT*D!B%?v7EBrWS}r ztE_WQRexE)uG$UOx$`ccFEe28#p2le6kpl$7mRpe`86mO zOmTV)*4p+!a3U_Z4o9MhJv<^}%`<1>RuTK-R_4RNZ58T78v0(r>MDed1nO54A9JI5 zHzk;(LJh=ZQZyZ6RH!SzKI$8U@og0Vx}`YfW>y511G)MXr(8X`{7us74mP=-vbN+K zh^w^PaNV>G(f!fEIC#9H%QXvhnSiLo(HX7pfqU(j!sL&1|lu1Q@X`dWXWbwVY}@kbhW{SofNVRHt=prTwlI_muc zj^eX6twF;Xr_STi{5a{{c`=bWq)^)&26XPZCjrI4M$Oy@SGeD7{69xoKSh1@*)b}( z#+OUV>P@U=jMVeyJrMeF5|`pEjNX4Tc=$7^5n2V!C?0LKjUWX$%So<4v|EXAS`KHR zFtIXH`po5W6^6+K8?KpF6)^nIYE`t>(c}E1h)fgDb<$fPw0g&8I2SLncIxy^I1Wiq zwc*MPzY-(!LZV%fr`T~C1MDLr9!!Aw6b=4diRl+Pjzk9>n5V1<)D$MD^kI=e&#?Xm zx$uuyYOU_4H_SR(pp;}|M{gbG z&Bb1M?6JVf^v({8eDo4?{()bq$O{*fM_69@t=l+Jdh5-bO$L#|# zs=gWqQ0%D75~DD>h4Yk;Q6gBEVR^{({?bVE4yS-GaSHn8X*5CiVWgN}!<>am9p&c5 z`m?Y3v{lFC2`iV*LB$w(Kcj)q((cRW)->V|(t23IE$JOp*4GLBYB=9Z^j8zUefXgK zv>EPiyUcx}$pXJ(%cB6SycFdX28;Ij9rI@W-x^3@t+$ovq$` z*|JG*B!W>H!eQ$n0t{WpKZ({s^x?bEfZ3z}hu6a-#NZNp#nff?f@h z@9CCCaNN&6u3yf@HV5C3zV&uwtn}Y9)W`>6=$NG(b9GE^49|U_LCd!(Blmsx?h%+3 zT4Zg`zGJt-CdJ!~Lf&rI0^3$oe;@>8Z-2VeC)pIq!;0pES@I9Cm zYRy&m^|5@%vWqjf(XpY`%}*!bOYuDjV`_(TI=ZuKS~Dv!acnY+&}}UT!yO zL9+w9QBQ26+N!q`Y(KMp#_xC>vLx?_|coF7^dhLe#|S89R@A z^#6>z^blB^mHynnKD9t+`s^SfC#qfw5mPp!Sb;{n(ZQ6N&Ta$1O{U zp;>>I3wUTBxEw2xqe&ATmi#WP-S^t;60maEq;MW${5mdupi+mIKK-aUguZ-N@p|Z!MnK zBjeUjR&c&@HzOdQwbBM!1MVp~8Y3le%a5az7QN>iBO(eGX9tA=%hn6|xEEeekP1i| zo#lYq#rwaZ=*A9$v9(R*b6Ns@{ZXTkUkfv4qVARG0xVJ#$ss^ZsR74m6=fhVOPWTmCq`3!But&E>NIPmC{c`#pIN>A~y7|B2!7`B!)%$Wmhv zi+UedpE$|vW=)g(j9a2TDPzb00TMEXZR&HfY-qduClg}?XjirMETyj*Pj=Gj+;7|E z46}llV6$+!h5@L=i;>zy@Lpm9qKA5|3^$hvLxUT!#xKg;gLSvGDwDJGn^GbpMt5vF z)$w9_fODY=#{VA@$$`p7rLkV_|BbyiA z91*HS`1e~8MF@!hP1ueWm_T=+rwNxxVCl-LUeYvEf&Ez69rtyC1j*>Cm2UI+^}_Ri z8Ql?z?50;XXj!>Qdz1p9y^9W~mq<}@{$BUm74lSrBcP6jg(7s-bpMsP>JZa_iH?kc z9OHuuj74$izM|RY=`}uA>%=x4>8Gb35R|#k>xUJ*vmIkc|ff+{1k83oR(aCmtXiN4ziE-97U1N^V77Y!rFNF{fn)0 znO)JKrbDt47P39Ni#X_jctVVbGrc!B_mQ~q`<6v!>(XFl@au`aRGl@+1#{%)-j*>J zM|(grXZp!#s-A`A^N+K8X^Wcc+cjM(}&8)TQL7Dx&8F-uH+7w>QdzOPeX(slgCtjtL+qr z=)!)$dLn*ji9~Jinx|>4_XAnwZSB$Jjuf$9R2bXG@?r7iBZRSP_W8Fjx{XR715u(-*a5f@4E5690Wvx8rHPa~FGS@@x2- zdqP74Ybk-FQX+w!wlsu*8=6N-Yhos%N6LTpA8!N-d(qvF`5!qL`;n3~0ZFjbe{gAY ziYGdQfPvdxqy;qW&3Nsu9pb2NcUDa zqcg}oc7!`34(`bKx#X2p54)=cVim;EzRsN0Jq|>$?@El>{umn`iW2ttlq@2O41bSc zQjo$KR*BOhV>ugoHXb0epi-Lw?HE>PI>xg1*=8u9X+jxZPI`%w)0AA2idV~}t_L$c z{wv-3+W!XdI4CivG5Ayh2d}z>Z_p$89X+8zwB1%XbbE4l5xj)zc%gTU8n(eB8ox($ zUUF&IS4M6r!q!Ed;NKA$Ym}gqi)1Tq%>MWll2qjI^0YiLfmm55!VH1uA7fJXbB-NE&u6?YNzRf=K>1LEmye=YBPZizwjX6kz@aPf z!8ElX7Wb4{30+#mrBPwqJO{4G2~wIkJQK@|G#z2ns2z!;UXeY{@{LxNJ>z94E>I>( zynfd-eMyjZNYQp{Vb!ZwG$yen2PXlWp7Wik6g{U1)-~-y1sH5VQHLF#3o`JGuYgl& zO0uT#jW!z%X_T0;A2*rly`&8IJ@)uHqTS6;FO@P%uc8sG#92bn{5zxIEc1`?{a-7q zZ4E*gc9v%tVQ!Fo>gwk`gOjC+1Q$r5a`?H9Wp# z3#9tsNz70fo7o zcml>xwel^#KJL-!>`s{%jmNj@3PicG5?PTg>V!R}9|AELC_8t5U4k&+am=aTtZSK% zHiS|b1-g2T6U)JaDPgHk+0|2JV*oKp`#g0Gcm*m~P3SR{m{fbezeXM%5_9Ylp7gyW zteXy4SXu;P_kE5eclsyLjD5Ptt3__v8h)R#D!ENN!CH#3;~7Gu&fJ zy)(L6{VIB9>Nx!VF+Z8ksA^17Ysm@h{JS2Eds$C>$0iYA{8RoqdsM|flN~v@G>RMe z{*v5YZ>gONq;)zwhn->%zw;>NcTXs#b>9>Dd_?`NrTq;PzfTF=NLTo2pI|jAPKX=E zQM^l7F(Vd)gwtFS*7ER>(3t{qyrTf#gKg#t8$m@yO+>Ww$M9#v1xxGC#j68olG-cs z>F;MRA`r8dI)mX7%L(BdyGbH*x&RcolS6b8@Nb5%&4GtzS3>4OxExT z36VMz-4ja_5++l)%gy$Csu4N>^)m618c~Ez9=-$%LCaiDngB^aw!fLNKYGtmg+MXw zX$<4?^1r8Q4PY5^U6THKit~KdKpc(y*44Skp>{miPg8VM!k_vY_j0v}@5iK=G=Tg< zl8JS@eF9a@*-pp~u`eUX=|x@8tR(_@tPhTQHbDDzG0E`P8p^`-sR>Cqg${4ly+OVs ziiE+2NNULC6AEUkE1yJJC|Gg6xl3j)0*s9jJ`b971p-wOX^MSJfIA_$cI-!~m>5;L_ZLP4@}tu|N9PF1l#ZJ_dU5fc|K# zY=-UnSV{3>8^KxPyq&GB{*k09E~RY3%|)o8Am-d;VhT)Qv(KJT`Q=l*T^k`e)&N9L zAdFU#NkY=!9hgjHOJr#YRe+v=&_EhqVhdx@**;g2C|6ePeKKv2c8HN>;A)X)ICT33 z;ggDW;w?3cYY-mt?n|+YqxB8Nu1!-QMW-O3(`OcZdYHw&Vu)nxoESBKZrIG-M5UAj zpAGYGVx%CU@EZ`9aK0}AgU7!1lV1@u>{frvPGQeB^+`$`hwsUrRtMymB1Z;-rv={+ zG;}-<+DGinAEVkp@K9>mFoZRa&s|}Wd5A$Lq+pZ=+?qpUY(Kv2?9piXO^jbR*+?4| z;9*JqgdgGfL56@bM7n^A-Z87gwMf^!g5mDwbQdl>aP2gL&z%I z1D<-vaj1M&#Vd#dV`YyZ7`>A*=!C%l@SBmUO5C*_nqyT=m@7H-u3mjd7#ypc>*>8k zW~cG}z0b`(6C5|f5^Yf&`ecxx4e<4>@9TqSjr^^kGd$0Zunpt8EpmVSlS_oky1pL_ zzM;SJEyRXt;kKG)X>yftpE)fNcF~c!P3_^h((?$U2pGMhDmvDt z`)Y7a6K|4x)zxGvG^ywoPcos+cAKiLhXl4Wmh2GaiquYa3lX;A-Z0{|ji!#8tOjxh z+P0fy41SST`4Dg)S}&wctX_&#^n?d-g|e!*Pcoec%~!b96nq@JAPhm=ekGx3EAa12 z1|9g;pnr)X@$wD2fRA{-t99ETDvaXxW^%V);z7b1n?+IN%oz~j z7$T0QBK$JMLN04F>?#3rV6sUtoJPsd|EjC-=f}ABYu|D(wh=>{fP#FpXHa~eUG;*WL4AMAz zTB`%T%MZm0Jh#HFcD0QD^+q}ePkA^rVQiYhOJFE5TZ2^8F(*o(LL(PBh+Jb`X(SZ{ z3*dJS7wEDlER!{|{SF_-+p2?;egVqnlQ@2+)ZFTj2b%CorX*B%O0pXOnHS#TwAl`a zmAl8W9O^y;TZJ!+AHn!JmeZ+4k9!K^W@We#Gb_NP0+eH@QUz$e-13*tashg5OZH;@8$&7c@pVMP!LZX*!Hb{t{zIlC$nLS;3^>+=& z(@6%zaxaO0n*nk@r|)^@Yi9Gb92OiG95yT?ln~Zaq&%r|m=MmSlO>bJM z+rI>ZPvi@;q9GfC_JTDlzKB2DTqq*dsEJe+V1T^5Ke$( znR03!2G%B10?)t-r3QRI%c6My$MnnC7@Ud(&|BOLI$YX8Is(c$vfwu9SmD!CiK<{N zt>$<}JJFDg+>-sEmg2eGHqC(URcqGS@AS>=+Q@4ZUdgqF@aPJDYxYSrSS=uK7d(Et zE>;z0#-!i`4$+E{>L|~QB2+PJkA2IXM!+h59gF4|?$Y)d)Vj@H1ZcCIw27dJXa^xW zUTG!k*fMZ8#iFhH=dMVM2zMQU9_9t&Qu$GrP9EtPisq3(5oq-TT11jvkHH$x7`1W5 zM{XbT3m!q;G@W%A=VKhj^*oa{)cHl|L$EXAyP?}0N`Ri02li(#Ms;yj1!M@>x$EjP zm^w)^4szCM*D)^SVg;Q=ucUs((19|DrX2zCmPY22<+{O`bif1#DEbvfz<3Sc3;fB& z0g*n$6FL*eZ78cvv1`2DSSvTjO%a}AskV%^vE;}5>XTyL=h?8OM+>+0s!=vPTiEw| z;RQ1N$&HF=gp>~E?wCAT%Y4+NJC#^VjX{&&Iely6ykg}i8T!saL7BL{DL2p2zI(x} z9JTQ<%H~*YxY##nreo5|T5MU?_KMl6a^z=`k+OemS6trEU#rp|MV>e2+s^&vBls7J-lG4BhE9$e1m zbV0MOX;{IrbOlfYhGVOd(zO;}LVw(I9)ut?=iFsx<^IAo14n1qM3SR&)l}#UkPR|l zZ36ff+uQ=At+TJzx&Q=AJEX$0Zc%NnQ(^M?`WLc<+|536;M@oLeUI-Ef8pKK6x|c5 ze=#g&3bnqmk6AR|k;YeMZUQCzF@Vg-66;l#6R&<<7ElsFb~b$o+F|OnIYvE)*1)Wg zcPh?8mjiTJgl!Mz>_Dmb>qCg^SaY;keIsEdoyNFe1<)1wg-ryk4+fQ(UB`4ITgxE>fbl#calxyh( zUpN~Zl#%xzm5;4Po60e7;m2T1v7SMl-GS@*2>#Xw>v5o~^SF{5Z!%VV$=y=|cdybC zigCnBrD&wHgKjj4OG}t@4;|SFqL6RObR}a<5JqHsK(?9K2Fbv>wem_@N|;MAyz| zn+R7x4K>jUbXv^9dW5YnCKKx5bkv%YV8LQ~3#%y6c8TKy0&HwYoJF)#B87J#@sil* zAbI zqdnWbNB36vF-@R%OK>jznK=8Vq~z{Us42V?>kR@q=O?;zkN??Q_Ol4qvLPlrpoQs; zjv=IvRCDMv#d}HnCjkv#grJ>{aDQQjyZScdO5@Rg5dt*Yq-XUWYe<=;Uen(65>&}= z;u);PZi|LqnZ;t2f6#Ik84X@xuU&v|mgt;dNIZ0I--n#oXeIX7GH;*kQj>(M)z>hT zo4f#}E!NW~lokS&A^{rV%?I_9S*MahK&xjsqEJG2`V?L>gGOi56rxBEx@E4pAg02s z3G+tYj28gMmN;+KI(66j>Q#Y7G;7)wQ_^{-d5a>7YA+x!E>`k%5!ou}fE?9KkMtSE zw(@j9jYJ3U8J?#Jf;1yLo`t+24C1Y^9JfWmxqqWGE&~X0UE?wO^ELbOaPKoNcElMl zJLfE)t9gE6uZ8u;iU0y7Fs};szA)M zCV2}VKDeg!@4#|qr_+qvsNZ9C1w_qAUH~v2|QqA*VTJLwP5H#2t3x z$^(xc6kgPGJ>sgMXDOc2)fi9%-at|cVakeO%mQji%`>X`l$FTDJ88-mQy>AS@=-fc zM{<@i;E`4E?bj8K(dLqM0nuOyQtoipSXvZyY-TX-{o8vae4LVmn#oF)iD+Tv;z^33 z;90W=eQsHBkV8Ho>&Eshi(u7D`;~AIFE%Z3-{(9^Ja2ve4bw(Ue&hH378BVZf%^;6 zoM4X7V3s)>LmRbpKs;GgPY4po4#Ty*)t+Vjl~XPh>bE7*KQPmC z-^ffDzU;n$6ib>&1bUfvx;Z+BAo7RR#Rb4A|<8UWP?Ac_o}cOV5u z62y5`beuHp_$2C@w_}kV6C#gw)fktg6@UM9+dOTnbh>O9d)XhueW6#R3Y-6g$=nk; zf0!St&14WRg;>rxyGFr);CcjNd?xSNt#JaOLvB$7AGYDj>IzDH0UdJ8zbhZura*I0 z=@4FFWCagO!|Q8}XKW-Pc| z>$U_w)4!9cK6^&;z_b=EEzVyy$?f%NOTVBTEl?61P_2lH)aV)3LwdmgczeFGvZ3wk zpihhjNxcpg*mm376}v#21sU(+zy$o%DN0Zm_68%c6Tk|Z6tgB-88fwLh6HX)m^35@ zLjaE=6e=(+Z2wQ185&0MMsFj0(0x@&o=rW{0wR3IxmPb?e%~OUd#S25&YEt?gDW4s z<%c=1I&JjK+k{P`>Xa32-8`kAlfvQ9;zurYdV5Xk!qjX~J4Fu$_%(Jl{;o*dbX$FTA@X7h2!e%OG`X5n(S4y z$%8XWXhqx-SeYqd72+8hw>?qE9$gD=c_cHaqFBIFtx1Ks@1w#X07>mQ0C6TmkCcW% zV}syD0!S^6_@QoHu2k&~zLdQm=)M;ePFZkLD*KdPGTlTs2`0+DqN{{;FR1#{K+;Hr z2DMk0hhGTtb;@XT_jXO0M+YPL`KYl+Y(B!6?W@XZw7YxNLojJ@m{D3Xr$3WBm+s!r zKW)#qi+LFbu9S#;LRLzH4Mc~0LSFH}6?^ik4sOb>gZDQJzyG_LN+eXSpaMV3ovqIz zw)tE@f)hqj){$yj+q>rIZMLbj6&`@h`Ne;sGNSLuEoW5zTfC4O`aVg7gQDeAE7utO*$wnuF)EnIeMm)M zws~b<;xxl5|2@DwD4iE^CHwU+&lKrAP`3$c%4|fZUh=~rvD7t&{n>>14mA|r^eyTmm*-@Du}}oA@X9l!?Zd)bi=xVF##MRy)HF=TO>@18xRk zN#>;G5Wc13c5VHv^X4nA3#*n|F`6M&?1&NY_HTl7n+(9PxOXkKH$SBKW zd)?0FU8;N4%ghnncarwOyK@kS-qC{X)r|Z|F*1#Ldeo(QxD2^;_7iu(G$EM5;h*_A zR9c$D-Cw?-vC2RZ!z2Xu5U7fSNYxRE1t5C{Dl}9Psw5b9&F;W1?d>5YF8~iygIET0 z*Enc5R`swx)LcV?uaDJ>eOeBc6v8jOohRZySwl{l%wk7aI3tga9$7^2!?7&Fou_v_ zT1uTI`FFTvwLwvJNC0pj{8tpOk^!@DAvz;L0oEULnDu!jcf&%YZ$G+4qm@n>pugkDI!&$h|UpB6c7DZXB@Ei>G%dfto;6X&n*_$q8TvPY)1U zBcXQbTzYPq$Y~{bV#7lp^p3ot`5?_OCpbSpzQ4CHD$*! zPmhCqePxkg7IxW}82s(YkRmsq_%W`+|1_<#g7%bO&jvUCKGV%s_lsv@r)Nc`{_~a4 zbn?3s{z|i>u{R5}CB(;3z=Zt7Z_8)q?c7{1TnAkMzw6oX)^*#6=cW7 z!SRnbtlf_qPhJ*-i{;SVf^7@fxlc1vf>;Yq{qjv&BNyrFl~qjT@dU19ds|xphJaG8 z%*<3ROsV`DX#&ZPD!tV#mO+3>mucM@&aQvyvrdM9m~FeO6iOvS_s0;k*WC%)r$K=f z0e^Jn0S#Q89y|B3smVs8hV+*pP5I-Gppvo*EYB7yq+2;2$M2!j z)tTEb2me<&A%@@Cr9-i!a5)vniDA!l;sH!=GRS?yjb%4o814+ZU8iiAs>(L4&PO^& z_;6DDAL$~JYLTDZq;kI&xX#DbC+mn|wYO7h-ypvbPBe?}DJ4z+eV80~h89kOU&{F$+yL=s>f+HSM@hBnjMLumL(7dA0 zu2<7l+uZ5C qFhOUt+adJgByZVKm2eM{x#Mplxuf9jr_@S-FTS4q&pSSMr$>S z&H>Hd(}ZvO(rPb=oOt}|GLyEky=UP08F9$K$JMm!YTVW)E72N6>o9Htc2XyX(0rQ6`V-&iq z1Yx71RVIPX0n=JNpH1Sc(x3=vcM@#e*$SQ2ZkSZe(iB80a!*CJSBsTVg7N%IqFl$@1DNOYPIJ1M1P6bZlYi53~sK zrO!I;Ry$f4(EzXpN2L1w--7%&ygbAq6#QoRv{7^{sI&+2!6OW$QNOw$coKW&vMfS zD{GbQie=eYTNp(3XyJ%(7WRS`pkhN72=DmsUK<4tw;f@S?GwDX z>JpTLxJEuuoo1HPa>USc;j1k;wi|%ypd35zy1FfZN6e<0!JdDwsXkqxaA$$HGNS>p zj6;KTN0WNUG3NI`Cf-cxzhK(Ho6|{sCB6Vg<@?*I-8ccj{H7TnFE7WS|v0 zuvLDbL`DlAq{9HDB(g>#a?=Gj*=5z;FR#F8FRKzFN%)3@6#8uqLcb(2tU=uS&nw=x zFE}&Cfz_M~IvEJ*G{7w_N3NF}ybfvh{*i_Nu-#@Q>`&ksGBC_=ea+e-oHcnfF?_bK z`9~DRG!SXBS0}US+Q|_uEe+=ARUN3nk#sCw1d8p5zg*i;s2uV+1jSGUxPB{tnQlksvx0#NrgO&! zE5ii`k3=e_i9|jQM5Z3)O$4-{9!Zid> z6y;L{3w^y3m!T8q)jF_}(*h0>m4ZopoCwWV&5y^F?_D-T@IcRViMoW77?S;W?-zVy zV$avP6gV%(tptgqiK4pF?U1~B9#hG-G_Z+|QX+8+`gbrm&q{u^xW{#NPk7n6 z@}}PABpxK{9WNc(w$_;>YKm{cSi+@Zkq6u@I$)T~087BxONEf>#1NT*K5-CJ@asyt7Ty+e%v zdl0-1D`he-a>JK@7O~qt=CIwGk--p3#9_wyI+> zNT}M1s))`}jGc+;YR#OEnk<+CVkA;yKBtP&du;b1{)EX^gPhwEOq0~I?W z(UDVrQObE3v%NB^lx}Dlt2XBsJa!%Oy^sN<>af_sFxCF51g(}`gv9+(Y7_<<`Ni7Q zW_=z5Dt+1xEtBhmpE67U3&Wf*3Y>oOqlD%V0L})+OkhT&Ghrbc^L}#_dJvdoYMX5y z46!_6-qn-TLQPS$V0@Z*9&7j6&4QE@s-y$ORZ_1> z>ivG%)K6izj%}8ijA|kk*KY7_G&MT7rY37)-{BtwWo7q%7R@!(X;{~}VdMm&b$wBC zudqKBcDzD++9caS{_B}is_#f8X(o#s*FQ!^CxPXPKp)!z!b9GxTcYknnm`XyF?~ZY z6_&D5x62EVqiw=d#b=A#NT_tcMK4|8HW}vk=f)m-AW=0F|6BG*K?dOwCPu$BI#JbS z8aJ!+s)c)A_xykxP)BJ@1<;mPo_f*xZq|nBgrY2JU0n2T*a%TL?kLCcG#Y?oEeofn zrK-2reP5nOqYIWCK#Fdt)h2Rqfn(uSNDL4ugCnm7~95HuXaw`nNGh_1dSWXHZEYiyWoJ^Bh-gL}xO>)c{3}WEkK8o>-IP zYm0ai3M6}&jrSpYr}aWa*ehsw)O%kW$=(jg^olilqQaOt%f`n38sxYhOjuE1#>poe zy!H84G^v_rVKYyBx^E9bIMe7gZb^+tD$Kcex_66xe$E}4c8l2fc_<%q)T?^a#ac*) z@C0_7{r^(HP+4V+u_Nf0M8u;PM~(cuC^xxu{It(x z^19TVbO}o$xBCxcW*f+~KhH^oMK#?B>97Ox+^VWIvjv z>lnOz#jvk7F8j7_-I9t0FC1ZNlyt(li(eCR=%*T-k`CDe$CK0bnWtCM(}tCLDRMFE z;kqw8v1pokHSrw)KvU0MZL?8cAV-=H$8~uF`^od9?@pS&Ij?xp4&uU7wfc#aJr+0( z^p9Kge#}B308%fnm#YPUuDl#lGgP>BNsLhnep=x0cF3Tzm(a4zwCeHBI!$Y32-5ux zrIv*9;*J6i(q7gY>dM+;K83WcihNmiX`VP{_9shSI-^}q8dF_fJNUu%fRA{uaeCjX z|G!xuryn9zK^lyr0k!){$;I|txC*8B*zawosAn?h&dQkd!3&e=7c*90S#CN)ih45VDQD@>i2BCOUn|#~b%!P_Q zUP)End&^bk*s2h_snT{LAJ~a|d*5&6D=2+40PF)B01s2IgQfhAxG$ZKf}tQ^#dhRY z&*cMGF8xH~Y~E=917zOqU)rG@#s;fqgufdG8dw23ga4VhtSbL$wiukSjd|@+vr2{1 z@D6JD_VuAQb3%_rQ>gcDo zl9hBEgWXO*&q|fzddmnuzg^W#6Q~3u0=NbxQIjBDN2ZND@@}oe1sS+2jk`%Cegm#z z{i6pCWHkLHQ04woUwY3^xX4}HW1q)=?kjW9Ve9DP+L{%vQQ|{56QP=%N5!<{BZS0h z-zu$3ZD|Hyo7OqztUW-PV@}azUL)$^T-Bm|vPugJH%pg;{KgC=Pcz(%Z@qI+T;eb( zR(-GP>*&=CC^XtF7>M8=@Ttn%bOfa@%yYdAtfQvn-QQDJloTq_v3q5jk2aN2ZU6HH zTe77l?f)6R?#e5V?9;ZR1#!G9fX$WQQ$Q{e;qK|i-dA)$7S^iHIn`P3#F>5QJ(B(h zS>i5}(&&s0+)B5nAoQ+t7!7uaFi<*^#mfelBTT#)8CjUuq~@qnglMotIZdCn&x2;v zg7;<^I!W6KgH!_N3hWE0(e(kXG=PV&7(-sTFY zy1OUji{6QE=VP-HOBfzT5wBuen=D5KqB^sB`OhmI8*4B$_d$|tq8g(Kg8bObXQlKh zva1{!+4fhveyc$SsI&=u7Nj7ExP~H&8c1{litYt}F<`%TjNHvX1mS#dqhe=tWuZk! zj~(WTAWS086*$R;v(!MOCE|qV;3$s+nyB~xvhFrcuyA*r-O>_5HwcSUkJy%7mwcFGc3z(F|Axj0~)6ygtrETK#dMkZt0!Ep(o zJ%0h`7LR!9Ut- z&<-FX`Te76Au@u9h*kq)wko2@6keUEfBSe%+R;@yR4IGq`S$8`z`ScBO$>D1pIjyu!`$V6^!2u;@r=wVEgkUIYC9C!Cb#>cxV=gO#OPGsEG~ z%NX(ngq4El#0Z>8Tj|vc?&%na24`Fud)0G(77^Bfmt3Owh-+Y)D^Pp4SNR_b26{f6 zmzq}rNKSerw;$8a${Lkk61>Iy9v;6#~^-<6*lZWKmOR(hj($iP1aF^lhRE#^l!3 z@uAjg{IN_G=&6VPB_3^=`h0?1S>u;8dmfTy0@b)Er)VX5tS$vU)*3RQj1N(T15Wnd z0A3g@jh@+YqnIz1f8a0R-|TuiE*JJO+iJG3*_E68)(DRN1csNbJ5S=%HPZ5kyr8PD ze6}q1uo5p1poDw)98k5|5tPM_0svi##?SDHU$0AWp9b`G(pj}c_?c)YVwG8=^<%yq zTyzIAEBiM@J--+HZl#8gQ`dmp-qnsb&WLY{VY>wthKqC8%n*KpOOCk{z*Q3^xt2;r zEIBD)ZSG+hquZ&eCjRpi#!QKZH;hi37sY&_0I4@pRimy-@FOhxnD@b(br3Tv;{ckz z=2yAqgWd|13cLp&0MVy~3oIj#sj8kU2X?2XqOYjKuNgc6)hf;oMEQ4oWhDREET z9%J$V+Rai7MXBubsE*$ z`m|$ft9TNu!CQK2O3_nywr%;JKzy>4D^$iqd>*YZznvJdg5 zq|E*1AOvjM|8Va-Rea$oR?&9QiAEV#;;4_ltkZ1whDfEn)zv<>O1*S^WsW=)O05UyOLFOI@CQcOLP?s&L zJ_TECGrO1&ExP6f`gg{w8`UWq(?Rn4Ac?7TN4UhSSlH;i@AE#}g?F!ywmY?N9+B3p z1_9-p0A0rMOAV%P2zK#rPydbp0L!@}gri8P%QymB)N6G{N{3WJmC z)OjN0taiKH*RWf3wF@FVu&2H`0G!4H6D7MplAs)9G-jrkW6Kf}m!tQ#a^~0#SpZha z?p`iTTC{sicYQ{aL|axES@dVECrCGt?llT^no`h5Urh&qe@HbH5jcDw`OzZ4!(B_I zt0^c%QeqQ!!3uU<>+w|g3cno#--bhpW|3zOoi2Im{WV%XH!F3$#_KC8)u7ko0XlE~ zcV535Xf$4l9`_#Kx73wyZEK^nV&&{QvyokF_GR4vJqW0&(35wwc*eXQ8C3|`FlL&(^TKO@Kz~p z_b%r~?W|#O`godh{-UcJ`Ro3@X*cf{*#7r2dbHH5uiBdlh;GSF4Sh##aZ!ab$=PsJ zF!Q`FbKzVJ^_k}xdhiLEd?CL7nvHbyfyBlfx*s6P--q^bToiHfa>WKjW{swPCeYM# zViD{@ezwqbD;k5cE;HBB1lrE7f(NeE?44Pc(6z)AiUfr0b@%nHt0PcEF=e|tx5m(Q zTv4ysv*+3IG#m1$XrTU^MJ1Oh3G8nZF$2JN2fGIXUS6oV#6jqRUGDGwO`~AgVD

    Wd5zd(nmuLa*?+sF$PY#f+H7eXskZlUAPV)pn4Zs!o24X)L+qQ}XPy~= zvvJq^8eo%3>rrC-GOcqQ0JP*Ti@W&YCn3{R>ldQDuz_Uqf%WuVe>?d(kYqpXHudob z7*qxYSpS{u)#Gg3;Z;>#4Ll;x`LiZrE)=>~s-y4QxXxsZR8 zqzSNknnMKE(Y=9k8VC1J4K6J2y9UuYs%1Hhh5;O7f|PBQy#p0Z9tYE7u?=TigY6#d zA_jz1nS8jc6UM-hz-~Ic)!we|wGKCsQ z*5AEY9PgU74>}D#*V8VAAQbD@XXMHWi^B@BW`EQb238>w#wET+kp#$MHOBJr)<0vX z!luuxu2y|w2gJw4C$pFoT*@Z#l_7uAen-Nv8ogcH!L)9}c@8EghBcr?Y~aAHv((2` z4L#*)*2PEl{yxL4B93tZEm{E>GA=>5G`T@ej=yH50`EK1UX)B;yxLNL(xLl7E-Q4n zucRvhYr(?roxuzrhhs78dzYlw*0Gakd!o5v{`7~ML|{snOrFl;kf(09T>weIEa1O% ze6X`Tbja)mQaXs?pn}bNC|RqKx)!;2Ts427PwJnz$Kq4{s6V{cgYHnn#eLa7!h~X-?3ier_M;hMSacl_F{u$MK-(ilCd>Zt&6=yxKYEV zZHTj#E&M@-W3>ngF1R^OFup(vb0n1yHTV=!fg7tR;q=x?pPQGns9AX)$Qruj_YCSc zk#*CcH`gUo3rz zq*s5Wt?m1$CS+Oe*2naS5m!U8{v;snJlH_7EHZzXx!}fDa{@O2e3nnN13FRDW>A0w zKJ>i-z1+C@ry8~w2oRsE5GIcmxO3Ns6beCGwGF|5LR{FVkf+US&rt#LCS-;eG7?q& zx|6ob?O0NcH{qq(dA!qDHG;fNlb*KX@Ts)nc?Ttv*ff}XE59qI!VfRa>(NGlq%c9i zl?@{}8vC;h-N=XzyJeyNBi%l}bZQ2hfs51c(wf~v_wgY(07CVOcq2%ilJRQrkF#8% z9Ra!xN#lb6YeEqTp)eTuqlD8WTds1JmW$#VQ_Oj|)_*2f97kwf9IMWEzAG`lYPF{5!U3j)?TK1v2asv(!sl4|;Wr3wm%eay51m~Z}vMcOvCoDAe zs#5}?d`m8gvXRhtBWs{p6QTY<)P0tr24a&29^-IUaPRFBV>T6G_!|uWf`)QWmuz|& zP8a_0FXi}Rg^T;Zga%&sQ4?^Ha}1kF9oZZs^IO9!yuUox`m+CUj5(~A+(JfVo;Q{b zY7O`&)l+3g4v8-Pv2L3xnL~|8%f!kmDRL3UYhTY+oDb8AVp$EB-sA-E00OGoLGg&! z2DW)vT&JY)PA?uX{-g|udqzTL6fA>{>e!S2Rx)BXF~fhp#1R0n>V{qQ$<-!$K0=Um zSZ!D>WR=Lj(lQd272;^kJ@3j7b+*e`xsV;AhXg;TxfT~ycoG%ZO@VzZFc*~~=23q~ zvb|E7#mH;AsO3CK_D`_3b?Ml(8{hXQMYBIIv%tlD;J8Ay!|@ zn(*#78>vnPl#=1zS`UB-cNAr6s-Jcf5Oyo+XlTobK8ezl?$t{<9iNA0@&f00J0(`{ zJ_*w41zg~P|Ai92j_m#MeXy8>Ba&8gIn4!qgb}(v{2@$|jJ&K+K5QCVh#MgxfPJ~zt*ZMfngW(x*@=0W#c(hM)$~wzvf98>R z^YrZQ*9JbPS0wW60ofOg%=(}o0f*7#QjpuI=}zda)SSxe9j)r8sCmM8UmPr?z^PB23l9f6P@yjFP&$iN?V2$p3QG#yV`sU5+GHk=!CE>nWUULG zn>e8ZJY7qGQH}ziDT+_m3*e!69VgG}KcqS|=hbM`(w?fZ1uzy<5vnbKFcTf&{wQBG z>zP?}Fkt3`{rtDJ&I;>(dv2wW*BcjJ*^M9j-&)%(@Nol}C<`J#*#_9sT{oz#hFe?tgOiY%V3=Yj|qEW65$j>u@6KV|#Uc-AJnhPw0C_M!wWAj-M zU8_3}xwb6~|Cr`K#>%-9c~^{2oAy;JF{@oz6?bfX*6JqP@S_T`Hb^*Ey@y|FK;uYi zC*hWFdvdR&9I~yDdDQ-NLJVwti*p=vXY}H8)*m!K-q9`gIx;&NN@g0e;szDd}%DiuqLw+Pw8vTv?yS2JMd zz+-BWGy)~~s?(!b8A3(6_cyofbz(78xf$3uc ziQ}>3PV%wV+#0DP!$!wvs{kmat>JHxFr~~6KIi4e_}wfNP0<;8@A%ErtC$O>*0*c; zKyiiR5S7Da<<*q>lb01x(b`!D46_wd=5~h=vp^YoDs^cz^UPlMWlwE zj9a_3_H5{;gQC(UsT|*g41ve6QuK5s;*|OGSUzMJXO8-GB<@4WH&VEHct&cqFKh(P zy;z9u^u}8IlLb9ez69hF#0uJWT3>2o<%)6*?M9>L;cy7#NNJit-t1c|Ma_`8`o#=^-78wUs7xA@5P z#P=9k%$xj?Iu0T^<8$|{9uq^;8!-STk2EEArjfE(G-o>}p{0(CK8Cu{UVkd9M9h?> zOvxR}QzE|mXS8O~>YZ@4_uwhJYqlHhf&vAR^*-(q7*wCYfXCvQ4;3Ow>?yqHw?yr)tJYrEi^Px9QO@J+JUyRcYG4o_rM>%F$aT)h0- zawx#gik5qNyCtqkL@Eg*guH%;>P*ip7Ccr>Mdykp^!q zgzm-X$U0!KbeF6wd3HAdNkF#0C<W4lW{q^yxQtMOOY1%+ z+H%$YBim%^!FcXWI83C^$`rG=f88b_9f{lahtZY>3@V{Q+~J;7 zv1o;mH@(dYL27Utw@>|28szEs(jjy|Ua)5n9&);6E-U(9wX`fJUsJQ18+>&wxFQu? zA^EGi)4k#?>&?ft8UZ0Q#*hAC-ei`(66m$_Y}HRjknmj4zj(2OGw1^QSc(|q@5bbY z(g99#n$*=lRQ;AVSuHPf(GBe{YZ%QRY=u$5@rqBsI@_aa6#4GtNdORWN{MBfU`?JZ ziUNQD01`Vz6T1hs_%aB^(Wg`*7)hVzBn@zc+EJz0jko{F;~Um?Ym(RO000GzrJVEu zT0fCUL#XCQcx&!^jS_Q8i#&LgR*#ST=L`uB53}%m2+h=09e`UmSe8F&6wd1SlpJi1{*(Ups%4zMKSfhDlFt8tY~tel3}l*;y1bat0hdK$j9oYR|eAjR7f&AzDW>} zm#yP69(_L@urJW+ri|1Gi=%D+T6dE#E>J|$m#W5^BYH}TQ}65KR1P6I78izik#>Ye z>&F3)sui=LU?EZ!g*;cWlCz4sBCyJ}3S#q5f0kadFd0iU?q9KJVj48cB%0y?ZPDa1 zC=mdlGR8Qu|N2wJ9BH&85;UjRSl$>u3D2+!`sG(6!Zr{sDJ;r~5k&FXI&*=TTkC}%relX=oS=Q+ zbPCDxM>GZ(GTP0pw-QJ7=y!293bEC9b!@>d1ZfC6)De5rN_6(9`No3Pm{vv{wH<3- z1VU8r3)&a3#$h#pV>JyXb~HBi!6` zgS<|RP6(Oa7f1|{YXNK{vYV0UT5*lqGG1~41dEXlWw|8yDev>5(Q;$}z^#VuzBHxt zamiu{u@I&WUs7GsG1WfJIY+S9GDqA~g@4?Z$HCf~6Xe0|os-?5rE zb0djF25!9t=yW~??@>k8C1#WXW~z_D%q=PI12aIbfX%;L{j}*dDCJ@PaH(^a%gay_ zI~L3NpNwy={QAbcvZ2v3YAI0FbyvYaxEQy8OU}pJRKhFakvyECh)x_Dx16f!+f;d^GyLpEw^VZv7&Vmm^H))2 z1^5{3U+)f4+=?pL8z*}KhqCo05^2kVXb@tbK-;Idx=jx92ixA_WW;Ycr!C!%LR|Jv z?SCpf;-ZJKb42~xiaO91v3Z=z#%>Xx|HZTiuISXjpIz^tcyofk!rekX4j$sz(7?DE zb$L$D56TR+#-}ltyfCCd^vBq5K>l3W!6O?w%*^%nHBrPLf*xhul|FuC>u3DmRoRBV zVolcRReDC%&=9TC^aLk-ObGk>^O?CC?B#I0QFE6I>-GUU?z6fIPT!Anrt_gRA!krs z73LhSPxXVXR)&9-y?dAXP7>ME&3cp_aV*%GtD#1_A5k-%BH}Fmgwghj4yxYjp{k8r z`i5TX?DKVso5fg}_f%39=d^NASB`2-RofUb090=FE`vGk+Vw&dPXH!SO!87GvXHl4?rAQ7pZ{X`GoQuYu`$^RZ<@DXI(vKDN3C9K+?q;p9C1($ihK@ zMlV=t%<7Gii^=huoD|{M8FhV~9S*CAk<1}~Y{y=2r8`H3&dAO{R+S+#yms=^ zFw0{T6L@Ox?7Vr~M7&QYotbyAfIEN>*RebVa*Plh-jYvV1Bc72jPG|o;#=u@JM{Xc zucV~hWr`3^)KIO0cM?k*avTVKbTr?0b1`=A?o#^lh%61vZul;_C?T&d10s1^DeaoG zEi|^`-QxcNlPB`TNJ=udZG&C6EGcmJ9ClW`vawsL4Z6Ij%HFHuJ{uH9L^dL31S;rz z7uEK4i4%Fh(ro7)i*tU0BWiYUQ;;q#25FZ;9R5joEBz^n%f5G#e6$9)sk4q>8f(Z9 zYCY5aLGR88&ehLy^W53KZyQc9yus=JhAy}&um-rBODY)-a72d4ydQIZ`e`Kmqac`0 zBH-{$7m%pSq-2hh)vTiDm7RkMPB~|u65(qKbKG9XP5U?##-W!}JXT&~u!Z;0rD4It z=epF<{lqm@P}l+n5(!@F!Nue$_CpvEY{nEzpk(^Ayl5WY8EDLX>*8#Cvw^465x9dvKzL2M9&yLgXzH%KnMj+Oj@Ts zgPc243#;CN?ykWHw-kf4l>h^f3Uss3q#AVIBlhQ8ls!QoC2cqIo%>pM8Q^)f3;UTO zMQQtBFi9okC!jtF!v2O~QF4$I2j8H6c)yJ;yXWDxE;M}PgmY2HW(OG}y^MuTyYmS! z(vq%g-^-Ys5R47Ia>C-b>#JJK8wHDQUYoO1eMw5f5J_k;64Iok!$1X2RnFJ>wpDFy z{#}QV3S%xMl$}2}tyAIGScCUQ+N8c7?)+!-=4yLE^zQ+Ds*J2j9g}+8a{7Qio3G0% zW5Y-Pi7ooK&@G$^?=-8~lnO6o;g8&ahh$VS|F&i_vMGfoPIPJ_(8GixUuI+I{Q9DD z7L#DQ;{Gg%WjX?cE7T!Y44qY3kafwGBa@qJV2;p0>$ytto?xwsF#a^-XA!OrrtQoC zeT+l7ToxA;{(97XHw-4UpAdYVU+oa6=?_{ROp3>))?1(0R*WtH+4w3PZo|k!Ok?8V zG4;bg8iPK$YWCFfhr8d}E*5nhRE2(%#{dSg+`1$xN)I$$ZQg#Vj(xnB<$7ttX~Y&= z;jaf_T{ZFLFZ5l^a@vlziyAWbine7TEaTFNNH0z_@>5A&h0OY8!%v{Nc#HE9JGEryIoaOk1<(u#Uy$y7 z??hG;FKCs4_!Ze1!DS&m^}8ZWp30muJUB>`essN!%1Ea+uB8z5oYVUBbezgMNG~vB z=nVWjX@DDIb=YsaqANB(3@X_|6Y}tbsi2V-cJ2acP;zbfTYZ3bLpodenF!g#C5g)dP8x@~9V1&1PSh`of7kiU0dl)Bd zcUxA_(>q|UKxFEQ_KB81ds6h%A!04yb~To*XLKHKSzBCuYn5*xBmi6ryh^iO8;O7z zt>^|eTo+&iYN40?Xmv!bOJ;<4NT(jWS5owNJwM1XPr9#m$wB2Hp@C2oZamYQrv+`^ zZba2sMZ8rro135Vjmv7*9TgXocLBbZb=`RyH$$-0%ZKlUDV=&B%rl-7hrmt*Y?qMp z{K@N`6lp@>WQ0GR9!LMQTlo>n$_#4qeRh>}lwEMfGSYQ_^Wa)MkMWF#YxshFbGRRbb#?eex3#7;eEAzpwo`=l?rr2 zZytdthf&I)vKU8O({8l~{&Pg(;kDVizw2lr!wv1GoH|mY=Mxwx3n1t1@dX03&VN%4 zM+_NSN26s^n=O&MEHlMO4Y*IkN!LOhYBnes^s7Z%bYts#9g=jc|Li+9wXT|V5r8?O zv+HlQ&*=2YTn-Dwr#uPCe*ADzUa3b^M5HCXmh!4ntp{1p$FOH#FA(&qp{uK2Cjd4+ zS$c3iVr9Ei6-hMF{2|Rq50k~M_b5xQPz9I5qVKAw4{`UyKfNQZy%786z~8o6hFCbl zEzF6Qb>T1(WwA6?kgmt2+#^gm38dJCJADB4jW&|MyS*mveY8-Bx;daOVTDkcafq$; z5Ouxrj~pV&*d65`6b82$JpK1961$ig0mD4J&1v&^DqJBXD|Gf#j0Zp>)uatOaodcE zZCb(Q`Ah}j_)d^xA2VmC17ZMaw>@_nK7gMpM!7bPt>RCGbphcR6~5t_Z*=eaC4md@ zgb#;wZVJuQ83uKG;Z?LX6wm?{y%9PD@|+X4Z*$A}#j9HM3+*lvd$+H2RgHm2L)J3e zv@<3Dti)^0BY@7CZ?LTYw8`nQy@r}@^||fpx4BeMLf$z^n1vFZogbFD+c4{&a5K9F zN{?yY3v>E(!rr>z={j9~l-C=fcXOo-**hC<5?^mHyEqf}@6pa&3N7}&^C^Vz6XI}L zxJJ+eao>IgXu{2!tJ^`N@1;FFVtaoTE?z_4#OkY+7K|I1!+%U_$#@x=fC!6(Ze!@qKAkZ$U9O`z8nB6z2 zhx!ccxlbTN5BB<4-Q6fZE4%i8!w|jnI!@$dJ(_S=R3L$*No*WjOom0s}G7 zssJJH4-gE78V>|6kgp=z^V53oiC?{<{J;7?0@k577EUvUqVto1CZJu_Lxcc>00s(> zmlU0biwC8}^0f}1ZX`ejoHIaBSjJFFM#OY#a5`oUiIoPdY>n7zGDowZc}7DO<~0Nw z4>QsG$T7t+wkSvNh%$abltRC7lzkL6c+Hhha%;jF>FRrkKVjzj@BvqOS>trRCd17p z@U9|Scn(O|n3n{=GIORhB{FzS3JqqS^Dhq|VScsXNg4H@ugmL(9t5xJ zJOzuAPd?`O7^*L;Rs9x7OMe`?tqx3IF8~aZuJgt`+swK;CP`*cZ+4%dfH+_$Ax1}n zh%70a+yL1-HC8>!BojDExDuMmFW_JFG=qvsYXDtN8LHny@(scnvdzc%5a{OSa^Z=r zc<(weNGq7~AdU+h<+=uSvBkD53Kywl>|ioDjErobtDem7s)w1_B{phArCV zNSw_xpJN|%VQJP|Z43Kgzf3f5PK{{TSqveqf)0M`(MfqtXQxc2i^Gv&J9Zd4UNq3| zoKE#udUD{3WZ(RO1!KqiPVH<5B!Cn51#KVILvr_n?=gz&- zEH3sgQTY!o;-#@t+a4IMY9079Q5l%GVxo1=k6>t&($$BCIl+j}*_*^LT5{1xqjAKk z$~%{KdvXuQnQI~TL*%F3V0HT)e;)RoH8OMA-Ez33qPNeU?9r-V-g5sy8!{Z zU_YJb@|s*|lnpa!jR4R>eotj0jVpV=w^KNkVJq(ANgB9O7!B)Z)>8>8ZJt8l{%lM+ z_YwBI7?ZfEAp`)ga@m$A{?aZvH71S1foG;XkPdw)XycyFA8wsf5=AWDGRHAv@3fTW znn|@qDvOG?w(uQ;sE9X_;QOyKPEQaA#R@HAuW{ z`VA(Q8Yqc}saS~&aG4UqS%BHu0t7A*-5AJxVFJJs@f=^xca7iJj^x~xUayx_q*35? z2C%YL69Ha;g8N*@>APITzF%ItV9~D?qsS%ER9YjenWL`gGC!4INob+}+Pa=wST|(< z9IyCn`h8Mkr#_e`!Es_0;HjOPNCgUt-&%$90JBacJ4pUOWBUD|p-6p~Epw~CJ@}i-?bm-MMkm993;e3|>tS|_t=P+TP_BMn3Cf>lgqgV$^0u5o z9ggCFoG=-erP(P+=mJe7U+j&g)x1by! zv6O0@)8378Vbe{CePhyd##&yPN;2ufmJ%BWvYVF>Du`^C`I-(Mku$RgX3B*dh$0b< z2fdhi`m_9hr45xHNT7rRf-^q>ul7RaLLmHRe#2=yHgoxz{K`NHsNuTVa-=^6&pa|~ zK_IEl`Lv9+A>So9Ck^X6OQbq!LaZn?DwOP}+SRo+9ruc)Vz{@qyEfMP;I|Pra=zHG3POX(c@sVqgd{ppt`&P0d_G6$sNu1A5S7~r! z0#-oG1$eQ(xL2WZAHTrMwY0@}I&&RRh1=iKVdrBvo!L`Y2Rem${{%D84=#7)z5hOJ zCf?50m@M8Eo?bt6-wOs;TP2s*{gaV6vMsdcj3c1Hv;RxsahK}kV;K~yph3j$-e}C4 z)|3It4SIN2-U-U(Zd_}{WZ@ht7`uqZ^g5Yn+3`x^;jwTpN0g&iZ?7XaZ9J!w2UxA6 zGz_^TRs2w3*e;i$9FAfA%Ix(t|Pxj0q#$y~#L44ye^R1hxooq;J1{QaO6(vjb70E-Rdp04rHP0LA z%@|@RGgjecZfFS#pB#aXnT1){xSZccTwfTFhJ=X0mQq|qg0F;TFPfNWOC#3ZR-sjX zIK)&*K{J)r0GQ+;nsR8)#~Rg(wTiIGRAE3U_I>p*zX`|1r;RqAaR@xvh^oYUf`~*03dIE~&mpSE6aZM25@) z<2cCem1M1$|8BysTT-Y*c?+EUrU1s9P{2IEqA|e*^T;|`Y||+MVV=Wwc*+^m{7^wI z%26e3hA5|ZRNvPdciICv(F0k$rL|~GqO5o+)xKGE5%OL!!&v4{JKuMfuHVBBg(v77 z%kK>9K_!Hoifd7Ib)o95m&EMl-3rP|T1mwrym)P=abXF6c#CHTSO^$6Ik)Tx`Quz( zAnv3l5@ZWVU+>_0&JJktnQWHiwYF&*_Q6&AasqZ+)-{9}>W%t!7hAn|e?U<U1CxFGIOCXP4IM4t8jk8x9pCmy&kgRU-+cA5PH zZ=|yp_OeLTcRCnzL~T2+4$XSN zC1|+c2T$EeSM*lVb;`C zG>uxh)*BU>UXJQ#L3athh`6s)2p;j=6TVgH=js!WYTDbWDwUkOt%56P|7boVn|2{R zY9#JJh}ZlQuxZKsS>wq?M$+(UeXATWH|UeHH(Rg!NQvt#|H2w)gjZ;9Vq)ONlOO*Y zRWPEcHnY{z7dP(O>~YoYI6`A>NR0M=YuGlxh&rOO)2KbvJ5~jIF@H$_j8m^$` zvNm4qzcY&l!h(_MAKzD;2&@ocAX>pYXBo;r1}TroAG-|J@t4Yy7VJ!LY{B})M`kW9 zXm)zK^!|bk$|D%g{TCtfF;~ZhM~eP$g=p6-gN=*i!fbP?RRQtO%VKN%D)II<>s#&{ zD4^Wr?u3`3oJSJRDlx{Ine-ZDB@6cT;IK)i%2kgPe8AC09wTg()e23tqp7WN5rp<2 zdgMAO%7M}c_={3T0Z3_ZkpH{TVZUK(b=jWXKS`1b6Tgbb0qCg#iwBs++j*l8aAqy* zIjso%gWZ)Y!3mDAyM0?iD-QIClZy3f!_fPfwJH9{i$}5&zag6`bBSOKR+Gr z5Fp+ILM$Fo+98qm0rhdwtr!4QbO}*QI(24UU?x$|gkW7}AZ`oq{cCLu@S2bc zF_S8ruL9Z@1`fZH&Pz;7)I9N)^>JyyzIugnd_-^Co6Hte@_>$wrEm3X$j}IAy4!19B7fL zY7@c4;-3p*w;V49ICGZ@!Z8}<0=`lKQW|L4ICGbQ zQ0)8|@b(<7PA9#qN3oI36iW9f03{XthXb1GRus5-k_!w)j4>g}x;|NEudZ-H0+0c? zEYdRQQ@&r?ArcRe(lofgiwfM_A_qS6KFK9=4}X_6A)awBQ*naGvSA+Eq=Oh|+NYP& zb6;u(xFEce)abCvt;YH`3Gkm30GJYB-`KRup}c`jTAf;~^bj zaQggW06vP`kV6AOh`!~0Y&WQc`zSCB+?e_20@~N7&6BYf$NVP?K}p>WAB$f76TccN zsC!2p@R&dwcdf>a8fb%7efOg|d3r&4bFXKOIT&-? zLYNqGZQtNcIgkX2I4+zXc*J>2IfHM}Fxz(Ns_S<1#iJ?y@}^weMCR}Zj)_4(OS>)Q zO3TP6fj^Vnu{^>LtGp+VC%TW(Vt>(C=`_;24RnQNi#&dP(*A!8D6_Dnl$(Dp7D{OV|b*LALV^FIx6QY)xyBh=-RH}en#iD(Ti=*}CggmLXltvc>H8GH>e z+h{v3wBu5ndJgEFlsuPF-p(BR{jGG`*8l)1wfC)F@!W0v>Qe3((>i5#e)0mQbH7@% zL1(bg2T%9z86gaD1@d=D({IafA_GQz=p0C}Wu#4SWP9-tvUe$57|y6eD+4(Kg2VIU zMf~IlIR5n@>4@z` z)-vX3ml!*%li0f&2~N=4ouV}xZWP-AHDC)LQP&T{_B4fOylB)+xq>sFMdj}Hovr|e zoVgN>-K|KT5#bOh@Vh1o4&G>ckotwd3s=KRaQigL)u&i=Q?Y~vjRej}4RE!Jc)+{IGzy8t!bkUtnd4lgUA zbw(81<@hA(c+$361zG{Eyk4YPMXfG-#47{+&dmscM0sD!xE7#>3)2?DNHM_Q>Nc<0 z;v%!Ncd;4}a-H%#)T)oH2U3c^wE8*I1|h}y76~3jL$nU~sIe`+5M~=+o>x_(zg5B{ z6+^){Aaewz?_u&R;g3W0y3Pp4`s^sN-zzE&qj(RW@(-rAV$GQy2TiE7_p3D(fVC7z2?FhPmlV_M@ zp_KX?jM05XA$`bN3-Z}G>`*1eaT&e3Y~E-4FT)PO_eiGyft}Gsi?ClQrQot^xP>aa7f6KR~+EII>)Ra?kj-5q$ zcx(HfHiWt{Ak!>~_<3BtNCB`Nx?R3)>3{)lCxS6cFda>2tr{H<6;Q8(aY6)~cL*v%V8mO4_9b@Lfc+yGhHJ zFxncTcG>pmdQ{Xorm)6_vU3G4qT&Z9V%IcKR=U8%D$PzPk`hgn864ubIjYHd%Cl;Eyi zZYj*va%u}j5Dl|&6PQp0CW(k{!dCzzkxsca+D^a_%!heJ4!IPA=6s(1P+*f4^-Q3N zT<4&6dP)ex1>{j2cRgkk);K0mRUVc|+74Bj!{v8tj^W>jbakOav;P7^d?M!4zBeP@ zBoUWU$Qy{AfT(yC{{K76*#vHaoDi7`+?dV zT9KjnD;wgmBK|SRcs-cy1d$efoj@?hk64Jk4N;aO>ROHkllby_ve^$XPFO*`{*kvf zz|RUx z-j@|YNF2DrtQVkh`skP|iTg=&d}C!f=&UG0NM24QzeL^u1vb!8Cb4~vxUlr7yIvJk zg8sbuWNT0kMnz`Q%*QOvDt8q^yCcJb{#1dtfaZ;%TF#sTa;pKXh)0Qg$=ECtPh@}Z zj(}m?fQgDL@HxJR zl!1^7q`6SI@nwCy$<_eKPz`|o2#@6qSY7*yeO2AE01k9wUKrzCBQC>tDJBir#IC4B zURdaiB|>Q6sThSKspw9B1(&qlQ4v%I;BNUx5>JwOS2#E4m61^kQfaIEB`5a&qi4&5 z11)j?Q?H`4)vGxFKW{)33r*@Fm61`KzB?=(rq8Pz+I+0;0gbNm-E?sFa>m^`yeg0n}HY5AilH>66@rNyfo`y1BUJyW^W0h{-tNct@eXzb--B=fsGt4U!{vO z=#+5=H~<23`~74k83HXcXBh@za6AAUt0r~qoEv^O1E|oCCXa})X_r~ezZ;hH?@;bE zmnvcsteNy*yOniNlTCxFeW%VvGquRgmjVB{ag~U&n82@2Q-enMHm$5s0xSPVhbZV*q3kGQ9;O{|JEhs znpsM2^FL-zKwdP-o(W?X$?HpWj^rf(B%~kQw7E0~hiAXhYFiAT?<`vXV7LtK9)Knh zKTO=uni0!nYfz~g{CmClI-V#Cv5ZTwmJ&+1^^RxM@V(zESsKMZoeXwcn}Hlaw> zTw^DjxHf==w^Q9Z5jC_{y~9Qv};Ja{}X#WXS~Ta071Gv2=JE zD4apiJmS*fPwsUd%KA*Q_OO{zf%6=oa+@*OOwFGFp5*j|;CiDjTMg(OStV zN$D3nnsPOVD@%Fo$XC!|4PGm|lASf|HkAo4V$-Mq$hyE65u zGWf|$#5&$L_U%7(Z{9ZO-fu`b{HkrqT(ljUrlK3RUcgvWpW==ot?^MV@&UIM_Ph-6Ieu7# zfT{S66E5v{)J+>H_s>9MvE1YSbRdwlG67Q4Xr{1%pZx-A82xv_(Emk_mFa~P!vX|W z;x`2x@SrVEePlgIDHSDSb-0#}~J~__YV>Gq;*AvY5kwt17 zf)7Hsw4~-guJQ!^D&{-|2KaqJ@#)&F06*P-r=P-QyfyM3$^Z64iA)(3)@#|kmdebvi^FNsYpvoKH( z5bU*8E|;o|^QsKTeIo)zWN>t7ZFSs1l8CH{&Jrn?4ts24I;=_($1xNe+aUJ^&9zHdCFSt-2<DI>MHBt0BUGn*-wMH;P$yvKU=kULYu zRji?8ES`WN3Iv0DUsoF9F(NUU{?k}JV@{;Gik_mGyLxJhPSbE?<40yGxz4er)(9M!(X-HiC8Z|=kL{DSTcKVeF^STwEQDH zN#i}hDpNq&0dscU521VIpV)`u+?CI4!n>=GysY7U11!Wvw81Hc)j-RmWWgho#aZMJ zr|%IAd*+y#r}4?Fo4qwTcZ+61iC=(Df6AuNfn!w}1U5d&yz!e`|F&gYYzftCVM|b1 zj?d@;F(+EjtV*eUqO@jUJga+Oi@%+fNtK!uVCOg+UQ&(Q;gD=(37XR)R2Vq7d1B0X z9nkumWKU9d8T&b^)3};|xD?(y!<56D-Tv6jvhosJANUUGVzQY2cm#QBO2UG26^deF z3~FmAaV#Mfq4gR_&bdhet?#Iqba%I0fQS{+(_k&4evU*070zLHYy5+!ZNIbBhWwcb zj5Go}9Vy4^A?;g_yI`lH1-dHu0QjvrQPe5W$L4nYP?GMw=t7SokrU(400001BFsg5 z*przC?bPWkFv?hqrcdup`DFJ;LZX$LO1wdS;K&cL2`a2yil%^Z8CT6V*tb=-)r9f%; zZEhXnU35|4^2b|k5X_h`ic{jpMv?#=pIm@v=cBRE z(p91CeDfOJJIXVPK&KYY3ca)%${Or3_ej3gU9?wzYL7tGax^qP?5{yI@xTA}!vQ~) zy0IE)mYJ5Rs2B5gvo$K^w;;5CFiM`dMSH&?fRaeM#4NOewsD~PpfLW&ww?Fx2FS==P0`Q=Hk5t^t7dSs!<4}H$OUv=XMlY^HMK7 z(KUj1(K>_;qB&p1<&D6J*T=x_*D6sCzNyafz=5@1bJx`00fLFmc#{zoDjOPPaWc(Bu13>7i{Ac!+H*2Q6HeqZYU}NZqk`ei0)3F z2cYxQa@g�KjY5A}vaC#Ri}Nc>93=lbGxS5d!!9h$RtbHov9C`J^<(=uRbj4I zCI@UQ(o6*^Ww^bYk>7fsig``ETSwPT9GEid9oJ zyo|tIaq&+8dCfwi%)fdpL&DT+ZusEZ>IZ*;-ZC#gje#|xb(#Bx*2JfLA`qsmC38zwD14`2(@ScVe`rqw;9#zN_P)o7nl$ouil{1c=drC7k-!LW36ddYvYG)at`1J$9L;j(w~A0YAhPLn3LDJL z4YpDAnn@N+?x_}@J6{XcGi|G~geN#-jspgi$N)AE<&i>wATR&`0>;)!9g$@A(Z{X7 zx%umZtsnXT31$t1zKc47C(i=IdKrhbJjjvX=;~C_JDGL^SlP@61Zp(OEZcDeOHM6T zrcL2>omD?+p_jgmu&D~|q0IjH^Kt_8EE=j&W&z>q#1UdP5%TXVs+nVar)=mI| zM6D#js@Mc`*K8LX6P70~0}LNpT8cUwRLXxaOd-#c`6)toDp9&fM;{2y>wXe|7^sa;wM{UiX0*Z7n;^N<&jQvLWhlItA@UMbPKjC%Zj!pn_qh*BitP&H znMVbbnuH?7XwMR&IX0ff!AGq-P%Iv`Z7$aQ?6hxH0DzoAo=?n|OVM zZ~l+0l85Wx_tYWM}(%+0?$2iE8b@jYT$~7ip_5RK>Js z=9!h5`qjnMnUv&`ZPe_>&r{Y5B&;tMp;{x$aphN!HXNFjVYc~gmoQaw`bEmO! ziJ)fk2x@G{7QW+LxJC3Mqg}4*QoWJ*jZ$Pk8X2v5QHno}N{X&QE9Kxn@pm7^9-zK^ zVr9A$9)vaZi!*H%_&!Ab0SOLJ4}@s3OmCQy-a@{sip^^f+z@G9@b43gt|+7E4dRwr zikUN2cRX(grunKu&l0{VpCUQWj`f3=;gbRN0Z@F!Kv_;N0ZnczWaUvZCp6>>aF+8K zP74p1a+qknL(FvD2mgfG@5tdH*_`3U8(SloL@|+iXx5Hd+CwA@hp9Ac;HV4K5v6Ts8mvf6 zoYt&2vdTV?Q{kk1mxnYUL}5Y#j}%`W3eCq4>_Tps3D+_X8XM4*5;HbS7}FD{blGNM z4Lo$h;6~%a0jC@CaFzRu2`%$XhJ@G2fXxSC!xymdMzEkvb#imS8GEAYaj<%R)xvA| zE%M%K8$B2$6f}{)o&nZfnn1&IS6WW#?{^gk7 z^=>aw>Z6Jb#~zK_>X_#FECZpRHbtr-pK`~Lt+}=(ig$VPJGNK3y}th!Za+Fe5llsi zzwQ~V<9|;4@*TVgn|#}ajc5o=tv9N1Bqh^Z6&Py_%l*x6?DxvZ9pwCsnZMv!1LE_1 z(pRA`^iSx4rWnugm4f9$WQ~wL+-UEm#5}ZeLt5?~zUk@4Bs5^gF#DedHHzlxDF649 zw{FEcXEDBW9zZaXK-OxBGLb;|da^#uiXNPVSS`noFzw2l+QWbS{{R&_NuFphwCPyj zfZD(D;!IT43YB~t2xjqQD;hCC_zy1tI@56mZi3Wqc(g*VYYt4AAL{b`(oFt zU>0t+#Kh?I)9O?_!IxE`wio&tPTM-%F&XDa!vkX9pn)MVFyp(PI(oL*e~dVdp3@b-a3x{ zQIel~Pp#xnu0R`S>Vu@IqLMX})Z2D$*CEWs{wHg}Cbe-fU@Z6&%>0s_oRYRGR<{uY z9d6@;qDFnV1rAts&`f11FIk9dSkKZ+@dRh3D6~Q7fYi!PhOD~DnBpu>VDLbv7h-Rh zC=vfKu<*=Pz&PxBRFQ;XZ9Q*Z@bCAAgAlAMIZOHmhYOR94r` z>*!2Dyca#E@q(uqyxj9se|W_{Ir4W-|2|0E@9;O>(Wj?o)($dZq)d7^v-!8ErrN-X zh4$jL91l7LBYIs(fJfihG9YO8XeS=^e=?@AQ2&!ooADAgs`5dKwvuAHG51-=ysU`X zlw211Md<66AOiMuS#e4z|_dNv4W`nW~=#gJe|2;xCLQmRQU|`+bPFs znEb3&eR1A)3HIzi+n9Cw7zO?s6eayHn0L$ws`==P;vvh->Xl}WN{#p3Thy8KAPH3A z(&F3#z*Q4Hq@woTa!vj@{IEeMn5(os0(j*+AdiZVTC7S0e~NdfsTr8fy5S4}00jT0 z!BU0=5*0yvoRO3d*0HkBEWsGk4TWij6KK}N@LoQCmjn9NV$nJb6s(Y4zzuh8a-1~~ zR|6Vt{q(JGX_pJRpIWX8w^&ksI40l z{7PPnD^sq2)-YPVC%d;dhTPBg%byv$LgMd#ODL!f(nwqwn7~w9Xyw$Olx*ESxKj}R z;$_&=pRl7YWtUiB2)TYW8$#IpFC0?P*$7vB*)A_L0(32z%aHXCfDD7~50t>)b=91U z&!2D4%!@cN3*o>I^*5=G;q4#NZW<8J_ip{x)$b5(t$vnR7r*%pJ2_Z0SDW!N)p}W%`|Mz$_{};PPAM0Y>9?*`XU;HZkUZL%*|PZrAawee8H$qZ)3 ziSnQ3&aGu<;$9c2KUME%hc3f+7rX4B($Q{}(9|k}a6R~H;PC1EWr_#mG`YNrnFWpv zhal6#Gg)7z=3Sr?Ko0qfaiB%=(JM4039h?^oY^iOtS&D2r0hCWbNb8={-cEbt{qj( zQ+K8LR^>nd4LjKSK;Lq>@$gR-@dQ9Rnez-KvDs$1axU5Z-@C5~zZonKwTIk0?(XHt z$LF3Q@&bj(C;XCK*k zY~8&P9f@FWTH?4PG%3K#$mwQO>kKf*Xo_?yFnDmh}vmV2G~N zbz#5=gNBa4!(H zm|r#CsF;+VkmxgM<*s0?r2va`-^$!p zxx&K5+wCMRAVqPDd#^HbUxfrKxS8Fu=wrNDl{$wT``-+`ho&nmn*Z7|AN^4MVMo|b zT`jei(J;U9vcztgg#<>InV>^A=J_T%N2htiw^DF$i#nnO+8YSDAy*{2rqWFwG+6ff z9StRg3IjgVchD~lANZPnxc>~4|NSB$%UVW{tLlg|1*a7W7{`I3L>*QcG=enuo5RXN z4bYzA`3?H8gDMe(Q>~;8o&UF4hj%MCBsSup_j!8XZPg{%dSkXVw!iuW z8*^{ssV7>zD?Q-w{u!u|MIlys=F$CoVeMF4rn2)4+7J{!|38%FvdbH0eMf>FUTgj6 zZ-bdg_MT5@Y_feE8{u;Tu4n>fMl5=`ju6*4rSA~;?q-jUoLa%K0W_SW1U*Ckd2y^D zU%9KTcafZGT;bY!at@y!1ionA*lMk=MP|Fzh;-UX0`I$!(>(XMt#6hZT^224ph>&| z_aLK%EK#uAxg){skgE6Om#x}$dG+fl=~0aDs6B zBD945SbkkZ0*+c$qMFxEKspAG+>gPWhZSb`_Mt*k-n`?-g*?aBJ4-1RtvZUp9-!WE zKSZRLadKY8P*d>!{ls+HocltYOlul;0Bi3f7j2SMu^3)oaZH8o(}vTuI5<-QtT7AlE2@nI$M?#%jrzcZK?@$E5HPdfGNQX<#kt#lSnipV@To zPZ8(v_4ah)FI@LefQYJ|aLY za1n@($&N9gyO}p}Y{8)k05m1gT#>fvqJC%3l{rW;ZoH2H4ky7d8-PX#5E{$Vv2A;u-803`>QzYu z;;YYadoA{$E;4jVJB=9=kuD^U%DSKH(}LKA z`T?tBIp87X{do_GFV8Jb!{cnniBZCEjG}fosAYgb;m06}b&|4)GnA`-cJG9cCXX&e z@9K0R#(Blt>N2gZPMM60vv29(RCd`aCzn8QXWFraOWMyEY4o!GfU(%~HLGogl3n$l z$0W9%sOfb+oc=lHhNc-KFYUkm$|vgLE%I;S)54ZEEZumKZF=V3)<~DkppdoJt!`jd^U(szf5gs* zhh{J`Vf<@-3_{6h)fsAEAcQvvD<>=K+G<~dbA|0^B=d%C5oT zqsSo@L_9vlwe^S4CCxz&|6|21LjJ0iqrbkEMY~ zd>J#tcGkzg4Vn&do}ys_QJj?XGoNuK5WW2V|q(es{(^Kr7kCsOo1b`J}&a?&u~UVMNL|tk++I2ecc1sLb58 z-aRU|tp8ujw8`k4D;aKo{BVAqfNA#QzaPs34irv$>fS7Jv0ucw-LIqxJ0~*Tyd%5h zVx>u$kNS>miqjBfUj5g1pWZ(z-oHA%A^VBcxn@7cCbqioUcoQs zW1ejK5DLY!NzEgC;B3GBnn#AiW}*b?=kay1zr!=2CV zJswI0QLsvTEh>&Dk5jJz6>Fp@Ppa03V%HY2G|0euuS>8-`$o8tI^inr9fbzQW`YyU zAU!SC>?&n<4t49V4E#adxWGxsZ3J`TiJ29qw5#`aoqR(Lc8g=B+Xs^%dWb0dna%9} zZqloh&cR1masMzTfi36;mHvOw1`3AJuyk~)*Eo};yLla0<=fG|HU2T~ZuXHTo54F` zUnkyJp`0YJ@;lRGIESftDRWWGNpFqnTAMIy-AAU06-=H!svUB&LZUZ~kc}NCFxtS^ z#iUwN{m%bUh|MgTDqAohOS%2wd_IJla}XByL@S&&nirkaAe~L5^w#mv-Z3e%yEH`t z>U$PyvO5IAnC-Vf98>L~=Gs$_#U|)ij|UOKPs(Bv$S3R03vJE|moWca@!Fd&j0Or(n2 zz!G`$hRWGdyfOT{+p0!|PJe`iiRI!Iw=OB+5aoU)u%SB1={_o(V#|+!R-SbO2jhqdm62X`4Kyv~5u& zdDD+`;D<~3S*Nn>%b_X9eAZ=kHR(MWPDbZ7#V1_r1Oa*XU6yLs;VHj#D-s5H*Ry=` zRGuOK^r@`(i>Gwh8?@-Fmsk$5RF$RuU@x(p=XuZv@u$uzvb|y+&o1=vJ=Qym7C*J# z(tAE?RsXP9MokvFV1rY`teJsPBGzrt^;)C{czLQAW@JY}1oOJ16uj}ozuv@Ngz{o6 zlQT0Y8ukSX-O;ApP|uR%DsiQ_^tk9bJ?H~GAlSLoPjSpIaK7zkxU4U_##u(3Mj!pJ z09kd4^7i5$eQZy=O~Cyw7WO{V8#4g@K^h7-YGN7lT_(T#jfb~8?W?sN%u8r!>4%GS zEc*3+1Td>4WiU4~fZd}eI^4oH#UDQicV`w6ufPLN__Twu=IgY=p}&yqXseYYV%)0v z_wYstG-vTlzaV_;H~EYXKxd1+L`BK{)!?QTuzgFVax0)=%7r4?XqTK%%uq>#^oe}d zH_S<(m^ZSbKDgzwflpIi+xDp!kmEubh$-GL`s}J15u;gc+&zU%d4D>m?eFq43L&l| z*-AwsVL^A#6(}*y!$3e~LVLsB6Xvtp{#ine6oZ%LTtRgZlS?*H+x}7=X&_TJ4}V8B zYA_Arc7*J!jw)57v^NNAIzm((x=-LUS!PFA%3D)v5aBm*kFXH;Nn(dM>yzUN%}VJw5R zFbavI7EYz6T;GvK{>{V|LD@n`x^FN1SkQCo9v0S|(r=qyen_E@dXfS<4OPQr0cD z0oYpYC(a&qJP`=OUvM~{>lI~A7;$x8SQ8__cf=Of;3c| zw65>4S*sRG%|D-bTvE9*3gbR_Ew^4r6haZbW!Ijj3wF6iEB7Nv4#wwgW04Z&@h zP~?7xB0>*|?BVIqyIfAktj^C*E};0kTu$KX(Lly+h#!Gx`&L_fX3neue@ftB6)mvk+&|p;{^9x0 zxSnub&BJj_RY_)y(r|dfh&9}wf_i6AwB9r?10}bH0@O*Z zi9#*IQYaW9vhgm=)_fD$CALwWQQDw3br1Cqc?lvfy0e6N-#tFfIV47T+_)*xbFTQ( z1Cu!kPk7y)^}~TABYKH4m5;_Ix-%LLaX{8QuUVerNQL~DDa!bP?Sjhi;>ppx%_Z3x zF5OAV=yjvn7Mp`V*wYYUj#T#TdtA2N1w3+e*J|X4VY>%%yw&^H1u78+`-xEjhqcil z_d5o9ztbuQ{<+HMXd>8QXcGbNsy%8H;+zI0w@cnq9x^qp6rf&nOrSs+w*D=Hed#&e zz?|h}KseQ&GJ1d4rrv>||rG36_Tuy>?0xvnzcO(j47G|;h<+laAe z?!-=QhGE^JW3A!22W>R0PxQO%2PnT!FzkZgv;Rw-(J&MNA1K-KGW5BNp0N0fJ7hDU zR(65V(~c)0W}bId)hDj!Nn_uP-L>dffx$U{fU$(4Hj zt&b2fdHtzQf#On0F66uto;!tQnp~zp0&KwFg8|vux({hcD#R%QS604VEg=EY@UR_S zDIEAx$(-)W?RXtFySV6963cDldCG=Nm^l4>-PL1_V=ivEpIr5h`{eA{dhdIiA{hUi zW&dbci=(>|^%_;JZXTC^uVu^!m!#Abs%5kh+ZA0`*g zLQBphMmO&n5r7F)B2f-2@W?Ky_z9L}8zXwCjG5H!IQkZD-ErL??yAx4TOGj1S^hE{ zYaW1Zt4Z_qx!CZs`+h3LU><|^11$8R$mKIus^ls&18am{N;Y;Vp{FD7rNb*UNt%wZ zAg@g=n%g8~S>_c0DRl^z)T5gO-ymWu`;_qptGWEin%i)CxBA`Q9Jsd>Zj!Ou9V2gn z(18aJQ*S9#s*e{=SM2bje*_44@j*5Sv>9ZpEhysF?7u&Y1UUEjBMfO5i6Cc6iI6_cNk~ zYufuP{b~=jf#po0;>x}qppgDjMgk) z#3|@Taz!-QS?GD(G}DK5xO%AQWgsT;xojO#?(dV80ZPGIO=6-qCL1|Dx67~b@;Ucj zg&reDCS!pOiU`~VRZ-#u!)Z>U-AY0Jl~g8nErK>F zl(QrM0Bp@FWg!TeU!7dtM~{u$;bTX67Sld! z=e;vXk-Y!G`hdU06t%UY3H7$eC7A_Waz z#fOG&$x4N6#E++WVsIr*xbeEKLdT*$SwZItE@8e*1Qj<`C2K%W<)GRcAqYY?W#mzI zZCoVh%qkK2u$Uy8IB-Dn{lxuS7@?J9Krs{4ZZ*NH8vb6#8iWCbt|&;pk5ufczQsh> z68C&TiL7uu5H_vE1G&n67L)1)&(u|^)z-I!TuG@y&4iy{aBJwNg6aY3AEz3=vN@!c zO)uI5>pC{Qc5_QKrViz0rK&Z{Qc`ToY1;BDl0DcX&OiqC1hL?!K}bGsR?a1x z4np0gs8^~<=v$)q=q+>3Xw#D6!V|;>`+c&~Tb;FOA;E8=#iftI&noUZfDy|u-o$Eq zTZVNR=<%jab||-rA~g6A5Ef%)CEO906S7~I7*j}|lQ9wMd(iCq#(y>xe+SUHOM4No zyfbw8;P%wo(l#sO!%asdPUkf3B;X~k97=$3p%uZ~@>?3>v@eVFcJdx|Xf=8O#@ZCO z0prd)Y837oJ{7b`Jp5dZXlpDz_~DwF8~+)&Df$xs&oskYtY#btG9d>_*se)fH7vJs znDXM(LYr_#PD8#}NBEpiG#H>*%S-->|(3xbDOOPZ9dw_K0UZ8(Adu zzSimj_!w(tsln!?dA>1=$jV{hE$t=GG|`_&R2E5QyR|p!gLcQPG151q`8nK={|+0O zisTB&5inK$)Vv$MzwDBd^!6YAKo2{#1(xR3jGdQ({3xMrGCIhLf7@tXb2^P(ma|P= zg|RrAst=3~a>n#ylT06NViS$@%1uP5)nL7ezL3P+@|VGzA(xx&mj(CWlOPV)fGPJ= z{RCtfWMv`Y?dCEYTZD&!ttdK-DfWyj{~ScrX3;AXi6Ehn6ysKTUoD!elX>ea7e-y! z0r;9RfwIa+k8z0>Stqye(~G%GJ^8<4(XOfL(KwtpJ{>&_NKOOdioE9YwEAR0o?> z1vJVT^CssamT~y>LGxw=cw%`x#IC-M1@sVMIzp0R4JAs~p7J85i1g!{o#Y0vLHdZ% zmggQtAL3nfhwaFXcMt`jVdE9=URC!Vkdi0VzX_cJ6rJA{`8)`8JIdJ-%q2UUt~b^Y zV~gI{vTh)#gL%0+|5G<>7(dfL(?>fq@X9Qp6|-}eGI_G~?-xEFA!t2!_ZviL!9>&i zg!!**U5y9|c~#?CMWx~C1lR%c&!9qowA&e}V=9aC{l%R4K~mkD*}FA?Q&w3Q4*HE05Mg9lm}j*d z!(4CF2GSFRG7&a1&bmzIfbI5uLqtXJPkz7G>k$??6*CkIRL&{^eKvxP zo0W_t_T~*y!#lc<-YQk|;22ia{t2wa)upxb_*ki#TGK#Myrsur%X{y1ejILc^t=CL!Sxq9ALS-B! zzLv{W*y?fxeMKLz{#4P4HHQ20f#FC_@{pvo8cxZbwCAZf-wAwI`M`{Hkm-dp1v;{o zng~>JGL9v7|9zRj1kprA2zaEYT+jean^xYx#~1R8Us$VEI}7&rqs`E}K_U2K?_>9hL>A!-oj-n9 ztjse>s*%iXW*L-EvxTsLlj`jAqQ1>ZLm9U^CUr(5Vzb7J(Om1c4hD9kjY4YT7X_f~ zK~3uVGW+snw4)BuA7M#TQNM7#;#V{}&IgbWMIs>HJyD31Jy_D4`YTPh>~MU}A=`W( zs3=eLKI6bYBkdFq$m9s1I<4HV{&U!PAkmyP)SlGZfDa!L{P*jnoHAtftbL=k&h8@rcSOG8Fu;rMJI9G! z%2k?C9hja`tLZp?=$KqYAME%QL)lKqgOVzm&Tv4={*=F+37iI&fbS6cMS!HjVs5Vt zRl29i74z}Jq?Y&b0X=EhXS|#(Ds;TIs_Ud)!VDOsMC?ZR;UEz|x1JvceLG37ZlBc` zY6ZgSdV?nVx(?Xzfh*f`Lu5N$F_6CbE|~LUX5fF@)}8Hz0lqZJ-TyOXT4Z4{9GD^N zHD$e&Vjt%zhj%r2ow4h*D$K_7Ed+j+gA%yGD^$BdZp`v&e5bW7;H}o|{`JC4X+MISm4{l;KG|(YW%d_V|w7tkYEj#NH0r z9^*r3I9hN<^{Qpz11I>IjoebL>~3(F`kE>xX&Qq1e{l{sNI2xTXG}!_!rgrX@m^NA`ThrcuSpGIfeBiOgy((U7*|@{JDuMdHbiXGg4e z&6)BFGt{Jukp#v^#YHaYw|No82K$4XdwE?TqK_JO7i+4?g`u_D+7KDx4ha#nQc1l7 zRa)?EduG)7OpNABZ}I&$DfH)k1T!GHNg-`U(pwF$Cdza31oX7?EwnuJVP>Zvx9>T) zKKfEG6~bU=OAz<+hLLETo%ecIvDu@sM3Qbj%JR$2#}FvKE$iehmFkQ!2pl-a07iH% z6_nZWA|OEWYB}iLBQYZq`XhhO9Log$QZ~*bjGZ!zUeZ$YgSazEg)^yr;;#J#6=wdf zjPJQeyyJ%mmZg-UW0@JQ;8?1_x~6$f64L0i5`mrMx7;Yb!^NjU4|q_0G_cGPJc(xlMQE>Im|;wlE7 zOzA9Cjq|23R2ep+G7i~$T8R0HEM?r6Zy$n9`#g=Zo?|i9nEF*xH}#L?%aO+;{T$LI zX#GKt0#K9&cR3(uQ}V0gGs3Q*kdyII9?p{T8tW~+DvZ)*ihGk0!`YC19Q12=g@ z`LhhnrfvD4U$1dL(f0*3qoBf7Tj6TUtr8F{!21)a@Gv;Ag&HFu95wox)0wWoeXo8K z#-=w1Y~d7XPY}h7WOMlfP5IN*En{krm1-U>SebFH2|)~_NnLVuGYcEo zsapD``BS;9!m~dscm4Udz$hU1Q?h0zyp2PbRpfz! z2JBUu_AYit+xeqj2N>YbKmpo8$7(=$29)%h)G7eg#-VfJYX5IY#1%s~bw%ev-sS!- z_^9_$`<+~-bQycw$Nj*!1KHUJ(+hfaZ*l%TJC>2pt)mbyRny&?V6_|)C){9u)|LP! z<*nVzKpQgi9pEarrRiUN;o>9cG)jz|krpFjNb&hk`1HZo&X_d9{yMSy9#MtQUuY@l zS~MH12em(KDdm%}tO>K*eJp_jj5$Xx@+R0XxSd4L%lNi840k86#Ykhpy1oik77!EX zjyQTpX15L)wR4I9e|g_tvu?qq@eh(R^0!1RTY>x|vX}TV3OdwVt4nRkO|)M$q;7jV zLzQdYW>Jt<#Qh=Qz8eEyrY03TeiuM=BRA4&vwaoUsw}HnjHnd!*v+4ZMEdkQ5 zzv?Htk>dg=6`#+(nZ<$`aE}AE=sR(XX7Of$s>%Ep5Lw_H99w6HiOb%QZ5XI{sZ)S>o2#|LD5G7Ui)}IM@jKi1Z=!NA zo_rg4pQ##%uo|Jt*kWuMXvGkiB7hV;#lY$9L$g<6@a+ByWD_XbRA^$hob`0mc_n8C z!GUWKpBTtzSbZ9GxQYjvrJF9|NkuT##h7gT{;BY#YzcY97kMNlqK0dTvq6(+qD9tj zNzb5OG9nqX!PrEO_#(PjrP87W%uLzG@xB3J6mC>^2ufuKoguPi=9tApfwT$WcdO+R ze_Ds<$3GKb`fKex>c~=oAr~~^VZbbc!nXy?j66`-$ogiX$@?AH5dLuSZ&EF9%&e#4 zc`9@sRRfw>$BJ^vD0imr3nAel)yxl z9RF>=*Bw5*&5LJmK8H8Ojy5&ldabcPHB-USO~pbKF|fVZ%qmeN7E%jw+6~>s;s@@s zI8XmNI^#OMjJOl`U*2$X+w~&@{4`hPQ3B41)`-0T8jjELqz}*cSWKf|9rf!dP;I>x z^E-kpqaeqRgmgLn6}hoRPXV4J;PJi7!>2scRL z#rt;<^7u{v^qrZzgUQg_ap9E!TLb<9^?Siz@dtS89CmQ9Ff$q`H|V%RcdrPd*(EC0$ro=^+0d}3X zm(2DS3Ga&Z(ksjwAVvp3Qx4nNEXKo~i?W%qfQ%`-_XVT;BQ{zc@68DJC>%&uvs8|e zo^SYG+FAJqK0utPpiy^x2xqB*6RZ$pt%n1GMLyvj4CeI83J#?V177vQ@iOW-BBEM| zdUfuBK#?A6uP5ww0<3+^A(!R@_PYxQnp_pecdZIAb3XoB@ERa`ImT$0Y>)i0YisV* zJ0>n`y}SXi1`x`P&gd;hj?DqOF5*`+1v+`$J15|s!Ql;gCQyBVDxk?&)-xSOKc=>( zu#3hG%|VWWf8Jm!zM%D~b|^B_4*=q)=$V+!-ug?2s1nW4x6L{f2SQy&W%a9fL7*C} zWq03kN&2!x)FG+yG?RK5lXjFeGRl=cetjWIinU!=$^dr}3(NuEoX2;IbaP5W-v%Mf zYRlIN>iI1Mv1}c%{_DUir&Mgta%U2+I&&yK2MeWb{550*_Erw zdJSnVI}+ReX3S$aD|i&*ply1w`FB)8Sbu&1003;WF+Ongrz9}EQ#n$rRK2NO9vv*9 zKwOu2^IG9rH(Cgb4__!>w%)7T8*C!(EG|5`+*!oNNtD;l7Kpb*pZ=bC zT!vM9;hX`2|G9@1hUyi~YCZw4oW9Rni;Xe9^96a*F%bPfa&d~RQ@dfUy6U!!^1Nn3^;veqgw zYuG%YS>?Ho${cQl6sIAHt(kKvD_Zu;9D17DA#?{^xZQtd-?93m=$@%Fmat`5t9>-B z7>?RG{(YtCL{|Zgw-fV4<96Q1XJcn7Glg!i+AVArrnS{=->U}9KI2n*f0obn&#;GG zfez5DYOI8eUYK|^*EgMs$8My1&*8w2pj(i!F0wuKfoSK=j#q;apb?A=9v)OGVnSb~ z0K&(yNhOBxLtMl!I&bVEe-TVW$vBl3_isy>sVHr15PIxvS>f`yuf=)j{^Ia=@=YB; zj}4%Lsmh5@5hVFW=yRQ*GZA)5p~T|0$Yw=>2ucwo7YE!%LJ=5V z=?v(XAL;{QcCk)ONz|w8AZg(4%OMIkub?nR1|x_rnHvKMOiGTHhp<6XkdLMz#}%); z$QEa8zPpkI@{mMJ37%-pUdnE@Ap@KDt~H&Ml40jLtW+dkJzyix2e?#J1&vbueXK}Z zTmVCN7`T$L^|=Zo9D_J_shw1K_vYOfs?}Gx9VA9U`q5;=LW*wrP>`>~6ZIv^fp{wf z{iQ04U9iwVxP6f09g&f7u0W@Z z4XofZdtoAu3f+##Wh?w?JsM* zSuDqW@b%Tc4~Wj8LZv?WpORoMrRz5*T9H;a9+ZFh>m8Mx!pP#i*7zc2F)gY>gYJ`cu~S9Sk;lXl zY>MD(f+6xSJXLERJu1^gBBMH$Vw280wl3%k|KG8jj=cP2W)0;lulyxE;=Z}6v2H#S zIqMBlpXtVF7%V{PjY6!=FFf*?qq`VYARcH39wb=2g{Wg6d6J_w)qM!E*aVO9Rzwrf zjAYtzof>$K{LT~0wYvoo6pwFJmJKzD-9>u^X=sbZA;ITNovXCj6mvd^#Ybgb8+Ucgv22M$xrK7Ti@S<$&?9;!< z7wXaaunPqHO)1gUf&1rAl$d6-ZrjJ4+1I-CaT?63u8p91= zXz2pd_lPI%VAtXrfdP^xbgyhD-C%5~iOLKslp22yubBWU`^UswPOu3C$A|f)YnNN$ z^>e+|Us;!Q{=1~D6x!vIi^s_c_`0;~1rl1mT_{lKh}o*y z^*lGYaz7xR?qb6kX}Z{A7U($uI4+oYkuRX)JR+22Ge&{g=ft%=S_pcs`f^97=X~jx zT}+D;kx*Mb^=Z95qMD8Ziq)QR2MN@>D=ju3CND=m=HS$h{XEpMeL|scC`jt26QETz zyoB91-N*iP;3rSGZM8)92-?NlZtd|h(2aW(@Be*~Ul>SCiNeqNcmN*f@LLSQn1aZJ zY#V5mCk6sla#`LfDG2#)uub^*$^8n`_*Y<81{SHEw= zoS`sJV*p}Fe_R2kSB}}vr@go3Pi`DAcuyT{_zRHC4_xrduW>6c^A@16`kmqKfCrB2 z0C@FmCK4sBVcZ`+E4YyO0^!Oh+a`>1U!c;J5cJ>3<9$|cx1W1hhJ%44J$if5*6#k$ z=U&q<odygsol*7zu=zvYUVXB^k{_IrLHxgX~1(KNJ1a3M>8b0K=W|MF} z0CJk(Y|`^;Fz}h#iQU97CxnnIzYFw~M1GzMD;nvO#JcIZ9|1}3WX28)C#TSjlpjSo z5j(UdXq-wE`)L?)4DW-S>l8=jycrC<8kKO>)A8RR{BcfP=Qllbmr}5X-c$A#GJ9?g zVQ@kvvix34jAS2rAJrdD2ig|t4+Ymd>zm(7>`i-KwGZfoOKZ(@zd zt)Al5VUOCqZWz1IT>C5*-_n(ngfAc{z2~32u)n4S6V#}csJYkZdPT`m7@^v9z>tzh zI)D)U7CJ&z&BaGGCy81Q4!hAR^mRADGVK+Bz&CaZvTF~4D}$q`MygM>LTk+3j=)sv zQT&ws#Ns$UHPQE#^e_E`XdazcD;dGRRNpsjK;X@hU1jAF$^qFeFK*BFVa|;x7$CZV zPpk2;U+pS9_!P@Q-0oCau_4Zov{HA$KPIW^03@Jwc|*fBiQJd^j#Bd*)%G5U%-7F> zCY5{V{jYdQ=oPsK0zsGo_(Y|Zt&5o!3cmOl?J^oINkB853O1Q@^2mMlR~aOKJ6d!r zV{;e2)fRzyl0nn_^-wc7GZpQ41^L1zT~PunzXHa@)OBs*?G)>x>nPg)`tUj`b$hle zqs{U@kej-&q>JFn-j^s|wIDfS0&BK`HF^hmYSg4#ZtffKg@+AqmKqiT4jiP(N>?<1 zoX*J7kj3cd0uqxdz26k``#)Qr@OHi}2pgm~t<@f$xS$?!oDPd7>yV$U3N>$x*JMay8R?4w<(k^vy z215MWsnjEx`q5d>H#wny+{+_nfn(C>Kzo|1jZV25yuqK> z8pPS&W=f{OuVmai(eAHBd_?R18HhO}pUWDd-y>d~rWO#S4UPLRhl>|;;fY$buXBrp zQyKr5L)BI4>t;D_w{#@Cl4WddxEdUl)G0oPiH%nl(UQbRb z{Pf0Yu4#ospuvp!mI~n;HYr@KslUhE&r9@r#vxu%(kq}S0}$Ji&Ykw;v0YBymgvH+&RJf$i>bN zJ~lEKK_-g`H@AQnVC5}3lZFZXv!7202$MGU9|5|HM=#9^EXog8k9zfjXnqCDEb>EWDmk@ss zW5h262#Inq5)=Vpt;Zcc{CMv*FEn!4OC1j&Q(7U_paWmSkeovAHhZ-qedyCuo&-yN zaAVx*=-ei9YowGe9thRk=^&kqboTr8!Z!=CJ?KC7Sp3TA&*$k-EIlS({w!0@`7U@z zmf<90%( z|HXHkdJ)yXbhEbtGLtX{58M!=D*>EQN=S{`nl9pzkg~?y+hfx9&e9DxqJ_N zr^xU-;S^c;sya9tw~iAe#Bwki;$5Y%7#D}FQW#@GK5ck5Tl4`D0J5B8SfI|>b0*+@ zmEnYvMFPucvJ#xDO?l*0>=x&=w-&8)0x)BOY=ld$+-2H_*Ydq1D1s$7zB=A^h5utg zj6w*Y_3qf9z0wXhuZWPG7ww9X-VKxaA#m!Hmibxr6PI=0M{tcCh~8Is)`O-v<_)g2 z@?e$O8M63_>^DbDU}ENt6lOSPJ;W_Je@v>voZ)+|@Mx(9o--TQD?|gqnq)og)y0@U zCxVds?c8AUd8})$c@IE941Njngmoe-GgGkEfm}1qeM7T=|H+F#q7@@6(~9|^o8noe zvy2Pd_ggFU83U8dM{;2FL)QPc#Ca5SUowPR6lE`V&I4D$u_*&jmXmE#z7EvgzJZ%F z7RskrHvdLcRY`u^v+Qye)Ges9YLeF{UWm{|DYM%^xA)te?pa+Q9c04~avLc1O4!Gz zzcGuzy8lCyCn$T30XjPs_hKLZQvbp?uW?#tW}{1@;Vx}Vb1W!<1YA7m>(CU5nuRz% z6Yf7IADY`yHr6cJI8qdM_Mt?9wXeTbGJc4GmhBMK-x!GIDjjj#)LJ6v=Rq8d$X#Yt ze8Rw5iLHAOQ}*(QkNzf9Y<>9`Q*$|rc%Dk_tq@M*HEqzXPidYb0UEuwfa~hEJ%e$E zmF*+EEDeS_XzmYMR%CQ{$97h9{9~0yV;mKUJFU+$IMM-{uNsxd*xfk-ZkTD{TMPN_ zu^6w?X|-RZYESIyWl+>u9y6qj8vzjaOYM%B<7=nrP0qvi<-%DcAo^yZBzz zR~)u{VrJ!6bO^oPmjO6fS_KcnXLm1S)rgB%Ib0>7z=Gb(=F?GHkJRekg(eE8*0V<( zi(t6jI86P_-91v3!Qy&f*5qq?9;QYzTZ#rdbpNWl^%HI6LCts0y&0^5sxMa%P@2)! zE`w?9SY^<-s04$~Fb0SMpl!b}EC1;3{2Fnf1WW-aQ>4(8;pVs{CA-C-0`Z9zj(2Yp z%K5G9Vb)s^`E4K+$ft0sSJNp-30cRdy?`fvx#xE63WgjD-%+3QS`1tqd znLq%dCWkVU&~SiJj_{oz@w8rsWUr;Cl1ViX8juE5lmr13Q9MKnD_Db`xzuKsxRYoK z{Q#L%Tcz%;xr-Mc6504)lmBUIJj0J9SoW?O>6FOgmM?XMTOJsa5`@kx;#W^6dF5TS zPN&7c)YRbt+_{~@g}{gc%^ZZpS_{fS)SI!BA{!@3IX}uF=_6Kdyh#il8a7e|21%;) zd`W|H`CQSMrG||kysWi{BeJ;U?=nPVg805fOTiRvlQ}|juU>5KiR@8*+U3Sr^w5q1D#m#_@Zwar7cM#2_4F3#ze=)_>hu}c0lZRQXlqTf$ z#!Bvf9C&UvP;M%1N=`-+?AjgqP7w~Hl%!8`>xoerZz(_Nu()|yBc*ji-0)6PRk+pW z6KQ2)&!o(eDK`C$gHMx0*HIsBn|3t=JR6LD<;9{rVuxiD?uqS@tSZARRjW5K6Yy)W zNzU$!9UGm5CSJ+MN8F|Ww0R9rE5TIJ&GG8Qat*w-&_A4dY0l)!Xw9(q`7T1HY2mU| zd0~5i@{?5$p)y&U=5`;C9nJ2mprx+@4tDUG?}}i)q<7TkhJmz_WiURrh_l-vs60r| z%s-oqIa(<^O2Hoc>S0sM)1EaT7j1B~i(@r;7nM-22m%#|V69ChC32iWI#0r8_FbY1 zb>c-lI<l%D6fT?{IkDYnR&vUj}#QK}GG8GDktKL38V;!-lYsomz-f0#Pqk z(FgEG-&=!x8Ta-(6!Qtg;jRDu{SZX-<6=Rgf~ZQ2A=3+t7txDiYp7XBn7Q0L+C4yR_Bm?74murs%Ow;Pu+hGq9MDP z(&bV^vl-8Ym<(!muknjf+G8>!&GNS)z)-TVu3(NAQBx_;hD>W6oI-ZEa6GP~gIOF$gANlo z=KNye(FNA-aRTp*VpW4TF|DIdpXYVsI=*I9Cns1LVOsS*fULG>>4y2`;G_ktR@)Ry zIj!qr#~Ec|I`Vqwve*wMxTO-?{BeFQvoG^P7AvIiL+nnrHhMEJgP;^(DIQpJV*^~3 z4Pm$wl?ecpU5#=`adbQ^1UJ($kKuCCdH_XUw)LfQ%dAI=PmGxvZu#n43V16X7p{Do z;DKvaPJOAtnD4-0mrODI$>aSL@f6W{=5G2ks+m^7DXm+6&reZT2@%jj&T+S=t&MqsKJ1g&?*+K`|7EXFK z@xzHbFPq`0XgfzDiQ8;1%>G!9O5_he7;{RDje^9_;k>8Kl)*AbHHpW!R2Di1c5*@} ze|;8}SN|W5(w*Bq-(R9n@n(ubL!%~TcScQPtH{I%34}H+8bZXT35d^J}~y+K@%Yf zk=C$KV4$ngsgAgMogMa0RDDmNBB#Ny5$?wI*i6$l#UlcoY}h>3FFjlzgx3TC8s1j` zdc2%dQWZ%vJWc>A-Wg)bM#Nbtcmf%5~G%u$o z3cd(?VfzwENTT$|Y-?1gJSsibM?4EZoHTI60?BI(B$?uKQwNBpOQAjcdlrE;3&xCP z?QV~D;czY4bfb`qCq2v(sssz{8lCBbp2IUwM0Y@%{x?s2%>ZZjs`cC_l-yMfDdnGe zBO@AZPpE06!qeOWa|c4@XJV{1`A%|HsDzr3TdS=pGUirxB=D7_v{UHSI|Rt^~i|X z6s2OxgF~wf;N7-oXt;qV66nm!(G>XJ6j7QrxRej=TJ1Od;4~ZkFgOgR;0N>oXwfkj z4IP2yh@*9&$Sw@<7f%IT*$`B9W^GJdAI#&^H8<)8l)H|$zCsRt%T~>Z#{{SqrZRAi zo+@nWZK&CEzfu-8( zS5SNkUn=x;`^%qqIKZe}BbfIWsDCG|YhA_}m}{UR=A@SZL^(}x?XDsuT9BCYDAIBs z79JIqN3yi@)XVT5EncC{IXj?p6KNWb$Uo82APnO*ZDZr!Z>BmqeU-0nLOtUU2!K6c z{v) zwvi2t0aR`PfONPa$nxbp@}T6D9Z~T!80?xv6G`4m0T)LisWFJ%tW~kHMmoR|v5*2l z8ySriB=ZSs`A(@HSIx?#{Kl|!!rC2cf0SBhTNlqJy<~s`uUDu<`KrxV-|rr_RQmKT zj}aUnD==@oO-W~aNvwZr4d!6}ZO7pIraZ-~#5D3QvO1m}S#pp;GZ1fA<+JDX>B?o* zd@@mJKIhd$jtBxXe#&}$xdWl`y-L_Ul;9s6RsVbqb8sy%sedI#lmr+BfX10nE5+vy z!Y2=K4=~;5YaS04jt(pk@_kPt_QUK`9RbaVAGNdLAmgD%377z~Em{g-%h~zOIo{*X z7PsPF&p&pI3dtM+rp%}Bgu+4x0-XbdoyOH4HfV)6^)e%BJq{_Td*jsexiuIK1?S3z zd4FpS9!wAUJFLYW#m4ipjLy9yqu?TMLTmf!04vj1Cy$Rp(`W@;xn?uPOn8ntllS#G ziVfHE+LcY)gB?%TnOYAwZcrMspZ>Q5EV0RDvZX(fgJ^sbH`68pu&nV>=!4mFnLqOb zd8P+_cS5k3`Yy?xaK`1A;UUI;;%S@X?8=1GGK5V4w$CyoYD&bRSov~NJ^a=F(z2Nh zTK!PZw@C$pBAjzI)4VdWA_;RPj1Ujf)@g^>L38K;MN%Y_j7K)>*pQ|LTm10AfPWFZ zeBqVju5OSVUR3+k(o8)e-;Vv^MF%fgVE9ha5QfGa^Be3#fKObVNg^Yd8tOQr$xV^) zs3b(fZ!+;i=#(8HzUxebWPYJIMT6#{ydl(Q%ZQC0gzV`)njxLx<79mG0YjvmlF>`= z4AOfM<@R?-SA4BZ;@1{fZGPD>4(N3^eQ`Qcxk?~xljAtq@;O- zr6z_lC=5v z2Ao_cJtoZ3)6f{TO`uaJwmkM347oB9G%A67};bxDMw`3ng@A8kL}zOh5(vd|ON1$kT~ zLV9&c8eb^mXVRPFl4rL#3QXYoi?~2f;AKKdv8R>!x01^&Xxztv&v;gVg1dzWz%FV&Mm2voQ)0>57R2UaX3&(E!J{6tJk^Bqa~c=3-= zt7KT?ioa#K+IEj3w@--A&a^r&Qo4XM;kmAcsXv^k4qtJEnio6n#h?e6_1yJ(H%q!5 z;mX1Hl}?5U2h#MVqZlJSeokt|i4(F@6GQpM>}%SJ2y}go&1R;PU3#uG=9WGe ze!HcWkLqCVw&a0D{ttJ;1?RslpN`0p-zYB2&US8<2dpr8163=;11I^k(1V_nRlA`n z8yWMXRUVLT88gJj@f;ve5d7>o9OFnS_Qlwrjzaj7%-74hRIA2x3$jjM1slEvTxCX~ zv9MyOg|pq?YXFZtZ;cTrT`5Vw6y&Vty&n`hm9b#Fjz9oH88Mdfx$m}GFCfg)Pus%q zCioenzGB}4*ss_b(nycxOJ&JCGE7m)U`xUw_LqMQt?2GjAV=x!0sMcNu9S~X48Zf- zNz<-g*|4gINQ$#}FquDL=dgxTer`%#@O6BXDWbXfps|qdn9h7Z|MW`7W8ySE`cF43 zw=$TkV-emfp%X&~3go!$CT+yRd)t_5@9F6d2qw-2dbFEI%tc6as|>Aau!V&$<7eNn{Be@pY{#J`LzVCjDTyA{cHv zy$Hg;qvO*rpCu;zB)J_T2ORUh!dp&Jj%2J_piwi9wdUXgr(M=2S6wqmkTu0-H%XBZ zwjM>nH?9ZfJC0$)JHqR39hG9krKHQ5CZYBD{F7S2H`@cE%%@XQ@K{I9dmOb2K3fEXi=fhd|m5xG(c?}S! zf!6wDr~Iv-`M*$gdrw!^T1i@u{d>>N_jORKsUDOS8#X=UE{hHsIdKe6x$d=k4I<-l zcz|wY_w+)O;mVSBo*#W4aFz|ZF^ew!5T-i-GRzHwV5b@;;I~s<5$-*G6WSPBEi+>A zW_lWBuz*G__kaG_X{-gU#Pg^HU?>9VESYPwqwC7W_IYGg$*Yu-0JV%+Ju@K;UD`$X zTaHyx6p=xBAQoj=`eSjvd{*w5nq6q#ZS{j1*2mA*^j|<<1Skyofcp*F4wazseco@W z)VC8KPBjl=za^=e{6x*tv4-lY;>gHuy_l+iWXIBKWE|!pJ!-`#ef73e@zBU;?V+kY z>OKZdTO(Ii`O%Rma9C*efO)yx=%{uf)x44PDJ6GjkR~viK~&T{jU0(n;S#Nxp@$B| zxi(54T?n)|mBPl1FqF*wAe|k(a0p+? zxg|FMrlYsFzKvj6wS$a6atrV^fI~TR6#7A?Dh-dVJJ^(ZEw4wphLRT}uHY^o7S2#JNCG!|dMs7h3< zXc))IZ;+}mHXXx+jp2|w5*Z7)sb=Y)wy6K3xOwYY48^nt_|aqb4n`b7WHnRtie4PD{C z-`Gy`_r;%s@5jQbX+Z+BkCkFqU`%VY{}C|@b2(}>sFGZdDPP&gXv+-oe2x7S)uKjm zN>zaz*euCi8Id?%uluvAtrED1f56uF5(sW5PYIKEi#waoss?_o@tKQ1^RF7x2khyA z;Hy*c-EsG8quD|&cpDPlLBBzB-I!u2<9@Hj>7u21-ptK2yjXzq;g>0KBXN%X*E~b;z*$I$0(s(Sc+=hJ|4;uKg_u#|RHg?DE*53U zR#ZUey|wKJ>X#Z+H}@*bvf1cXSQ~_oU%aQ@$87KdS8$3kvKPpuw`CG|wu0CxPP)~T zboo59f3l2oU8L}^oYUH1lQ%o@DJ0ee5E(k)&r>^=LiF>H0|&g+8ymEE&7IeWTt2>? zcer{K{h+TW2+ee9Cmr`Jr!*f|P#>4^2IK!7cAx+u0TU`|KYfowCpD@rF-p@YRP)xi z`0IRA7H9$NFqmAp7kfd?PRBtCN7ZCX0PX%?=#l0g{+Drup>kce4@o`3jW~z+*>#+Y zO6jmT>6TPGtz~XL?*pec-YR9E*oGCAxiHs>)uT=-cgkcr&tdsdq@(fn$+1wSaIX?) z1WNmj5ndVo+tiPbJ|;KR2RSaMTm?s60KZ;?qQ9mGBnT9%4umovZ&b!y+-FYB!A;nC z^&AjdkVCPS+G?^P3~3|cli?i6xaRPjZZ3_1+Pyu85=S9W@5M(uo6|r1d(-1Mekrt+ zFGPP9q=)-|9BN|Y$PRo)??sB_78)qE_%mp1nY&rm4P*L^2!uKh49oyaLI^LDXZwLi zD%R9^LlVIzyw=ZBW-6>k<-s{wvG4rr)zd ziSN!F#gD!S##W+`m4X$ozox+%sAOo0G_?pA!}c3Jx-JpyNB$>7vd9j9lli@VmO)P{ z_>Io}?o6`Z?|j&7!aj`aH13hw;)FbD{KrFk z2AslQriJ-LS6sKY#t*sFN@vrLQm`TN+i$E;kE#K$oWE)sLjbn*d9duyL2WjqP5^t) ztE%9zqtTI~l`C^Wk+*T2q^{1HpI*zw6M0w3MK)Ryi zUd5fll=x4(Pbu+h*EH-rQ3$+eTotfggl2+$n~yauyOb>Pi+3%i$H203GMsy@bSi|8QdxCj$f$USry?nt z%;-E*e^7X5{89#m;&Mq0CcGdk9cWOvOOWoIbC}~k@hrKr`}B4VvCBo=i4wO<@{C$E zHD_wW?QI?@&>aCcT&;867avh7Gmlqq$kp{Tz^TKz1}U>9vhxmdI7PJnRb<9POkwJO zj*quAtTAW|(Y&e`PBk*PEZ&MPLE!q61KB^U=kX9Y=;1X&vCw6Di~Az?5XRM4S{ijk z1bzPd8)_|cnT_@h^!Lc@8%`XNbNK}uu>o~DElh`o>dz_-ZI||adOW9oy)Q|u)hAX5 z3iano@DksD=ghIK{|*ytf2pJCC{&-phpBz7Qa_NE$7TogS;4NM;EMT!g$zzE48IS? z`BTT2Z;2`7WyhsSgkPZC=QMyQLuR*IGJ`AR>2_b<=W`J?mPo(XW9) zd0mcEwSQ(nnDr`C_oal&+P1tosZGGP!Pm=i$0!y#6iLO>&qH>KX`?~&dw%O~Ydqw$ zZci#_nErcb=XokK1m+}QMm(yXv3`Za&x$sRXBdMLZC*0g9Z2UDQ_K?mpKv-RS-vSc>)sELKkCZdQ)km_+W^CKIsp6Wq)}=`?DCE)c{iDZwP~_&-eMV>Fl! zajona9-#<&&$jXwKYQvDMR=ljj0RCsFBIkG(sWq?p)^bNXEo}hvPmj5{%InBje~90 z%B!^s_#FJ(6079dZWk3{3_^wvL-*%Qk+ao>&w@7MC^FpEJm!)Z_@y3Y=FqBWPM2xv zv@(Xh`r&=2SLjBT@mb-o8dplpj;`!u3ZwQsi{ya)2-h0gE}I^xLyLke80gf#q3OXm zf8mLMSPoVK>+VY#mOEOKyl)G?!#>%Fv2;&ASvx1rV|ZFVeOluQ@|boeIR{NeC`!>nWb zI;joJPiT`E%#n1FaqA32QqHb)NMF9x7B(f1d-nlzO10RYLX@EZ#iXLxCXyZ7g8-7!?W!A;{z2cMs|JbRqx)H!R+6*suGl)8)kIj3KH9L zp;Jrxp1P^9B#0GARj zqde~$s(}qQ2hUKowKxy_%=+grImMN5uvPxcpsqTspA!Rj3b@QFF8v#Ek8J zM@StVFK(Yyn?3n>--rLXYvbZW6mhwlIaFxY#&7Jh-V=Z15UOD{BJwAe0RHa8ral1T z2jHrX#yif9R}S1P87dEGfh0HW*X3E{EFi9|KWY3no;}}{PYBCH9HeV3V2AKeruiKc z4vqG%g&V^8zQUAYX^Feyli{3&j4_)oR590e{ZbyY(O&xV{+qkjW}}XBsvd>Q4AgTT zrJ_mI%e(PjOFo2| zwAfw(4N75dbZBYN-DViZY}=-;N%2GwqlguknxJ^8VXc!uZ2Vf((m>5DW{TsoEZB3G zQO``n$0GxBa%Q*6?9#DnU+#nV1iA!j_{zu_oAn1gG4;Ez3~3p*C+eO2f4@HD-k~t? zpd=bcCfWhM^G>W4aO}uXus97Gg+~@P)=6KCT4ij-kd8?t1u1dIwz?&(Ae&iH*){lI zN<5VYBAkNE4%v>v-0nqzn- zuD{5s#%2nMOvul`cxaitJ(R9`5mfyFhb!}%LwT*k?XD<`5KulH2f zx>o&FV`gBHi6d1xzlu4vt2v}cKfcLRn4dRMjh4#WO0DeJ3W!)ckhSSr2XT5G#}hyu z-2gFgcV9S;fTqTAcN0)nta|=Qre(!)l3?Ii z3_*cC(eE%4U}*rccH~dFE}V3xW{pM*V<(N(EB)CFd@<9M zBtP(iz--A8I~Wrz)T+Dx+jC{jPEyk9a2r!>l&`wZ9va$1g}j#A3To6o?=F;{VEW`M zGWE$Ol{XAjd!D^Oh?ewd>~omwiLE|hn2ZH#l$OWKC;n!&e6NevTP6Ijc=Yg(<8rCJ zi>9>ZhRDshNBA+LDY{yh`G%K2=vB5_EU0*k8&ZU}R#4H)Fcx-u+$%OdO)2Br490Fn z$6{QR>j$IoJN5NpSbB(cv46;8oU5fir(j(-LSXJDEzCQOC+*RKB+N4q8GfLgR|EaM z`%CqT!}ISGmNOEWV`kV?Gu~aY*5NhtU1@kjI%7hi-rU#)qhdNU^g*KBNX#0c@gBe= zf^6(2xgwTYf4}B67su707!&svtpw~fT_vfC)yB<=xWwEeZshqO4VX9qi{ouZtZu0P zLz_>C-_vIqo4iHd0c#gwtQO2Unkw@~W)>zRyeyR08fz&RFYAGGC%D3Wx20?P%;Uv|0x zTw~`or#6~8`@oTneX-ik$a21cSPJ#@7_o<`suezFSh zq#F9P>&@;F!Nlg>?P@^1JsgTGVeM~tSqB_G9tUYUmvxir1xhN;?d) zXVwO~#m8%Qfu3(M_srrt|2pSG9gWkcv$qW7^Q|&EWrR47YI=_R^~jthL;&fL@X>>s zXKUsW`=AcCu)Z{PFxx%~YwVjn*H;GqXN z3JyfLo3ZrKAL;^WxK6Y7Cps^9G%U68nR{*6rP6j>xw}uvzo`og?kguews)fX(Uy&} zUSpx~!vcB7R%sND*{ZqL@TOl7n_Lb;z`pT_Vsk|bL!7<5u-+<41GeMqOHghCX?n>L zoDb>xZD2N(gP{Ky8N2rlJNjWMT-a1&lQ;L6Z!;2Vsh-2lEZyBI{FtNMj^Uu~ zX-giXC%tb8GHp2F%WK|6p87s}zSKvOZM+VNcQDe=(>vFs5~WAW9g$?$X!PrxKs}>Z z7dMz)AceLDG);phV-`d#llga$jb&w=D&sGa*YvZ$^7Qd@$%I~D;PAtnUh9Kv`?R_4 zu-YUWfXse$PX+#1-YTjLTjy_6Y-gHJ89n-xQC08g7_R}XnImV&LIc$;@5M5t#OLV` z_U&=v*6)uAW_RdAW7m_gUR5691umf}kN_))fA?O>)(mu02j1#)51{!tclG%WwC38F zEBF#HBieCLL+ZAez{XEDR&2pb?NLT)=5|2C#YXv~vZlBGYdD8z?a*Xu4cp_9e_dCf zS_&^aKG%cBSDHkvVn@D|c_>pEc|pp1>vSTYd*BspJlxkb=ZQe5a%;UYY1Ig&R3P*c zw)h3?FLj9JmWXQGP}Ap9IUNm0!|P%gUd;Ebc|V9K0MC#)q8Xcd$03{anq);9O*n&p z3eNH@lY`Zn6gbDEm}65nHsII!T>k%cVMD>+V~X-OIEKM*4J-f0hA5FOYdhN4(8YNm zWhc*x=B6vF#5=)b)c||V zMwzudHKB4u(9nn)Sr@|v|I%Xf|6whIa|0wcjg#B5n4G9I5b=JFFTKEuS5Mx2i`-Kg zVl+A*mu0T*u*#H{DHLlwPKtR^2#)?Ym2TdTO8-FxheoqajW}n(vBeURnVmQ{P^u5m zaOpVD2lwb!v%r_HH+27JPiaO9146+nl(X9sx$(Yfi3|uW9)M1RukofV?oWmVo*Pd8 zn{yk^J??YL!pzBx!|&W+AXhK1dF4lF9dY+PVzrTg~&{e*4*D5!rKeO%)^fv*l|{w4hwV{eQ|_B$Qa zGc0l5ziBQ|B_(&?h;U?9F*{!~A8|#FHAvwysh;AL(#7KxY?FWjL8^dgV9Qz#D*!ds zU(&o1A0d@Uqg=)NpUIZDZ5u7~agrvJ6lC8J^(QVZpp#N6G*&}qCx)1;qJ3$Ucd*S3 zi|0ZYbvn_!2!)1EU$uy2lR^`b@%4L$%Fe;*X0FhtWSi+kfI@K#B$X=hx^s&i9IO3Q z!kv$hlX18NI7jONwEugpd7GX|)3R8U`D;oq&ud*f$M8hUea50&xgDMGvpkwYS7Wuq zrv8DlD_l<}z<6<6npp~?QUNCg1W&sUTV&mBYfpSy!!(B6mMZAV_yV@W1O9WP{M zcMo5SaPYnutiBhJ+;%HvL7*~H;N{oBaj!x|v*-mZ7O0!U?s|W4VC?&pG7q~Z9W44+ct~M}pOhE@d{EXGsGtcY(!Cqi9ptn2&@o6%H#WU2L)zDdvstbq7tXuHa zl*sE6uivGz^()Pt)iAH(y?he;l@A0EE-OZSY?}8}!h}v}85dHee})2|eN}$hJcMUq zz*l&Cxt&G7^*xf{ACMV|dG3+I`>0X7^w*ICF+m78i@0prMbg$CwCRR8i0i5S31qw9 z23)1A%1JKw${!e{KS6AFR^I=^@7PPxQQEd_Y&kf$LD84ZdIZlni--gRHxJfPjh}cj zhPNZM$JlYj+jTszNdPm6EMBn787Dr65hqD|aOe=p+Hb$s+9PZ_JgW`j1mt#8_k@&k zRMT8iE<*|3#^Yw8({8sl-f)x3S2RUf?oU+yHEjWj zwalmYsrO~8=J$OhS(64&z-o5d)8WeEH6i%8egkis;dH>wipw!=zQOlVu|pJ;hlJtP;7R6xEFSx17gzA; z+fhSJGW_`Gc+!G->8#kzr1`PJ#Uj1~7}-8CU=M z;A1nJoZO;!?-rPExg|1XbcNLT_z=@(yxz`>Z5$=h1$Cd?Ww3e?!%C$i0K zH*lGh(NB@IxvW>9Yn(b-Ug=A2@E!IsPOwGZ%rbk74Yx{+Lfx^qM1X-Kd3l`mn0s+# z&r|=^J3kKKzJ@1+P|EU1>Mee?qvPwK004a}`zI+)K;h$6rwL;g@IHEKS#c9J>G^O( zOlBxPxP6N!IwG>r#kHIgDIQkq zHfj=f(gA?A8nh#-ktDce^I=~-0t{7@_@YXMWqjsw){nr0RFj@OAxeK!E5p2ibsSE; z-6hMYZ&WJo+GPiRM=~_cx1+-!J8lmm**d_vNI#Z?xVtT`nQhlHF)f$$S$t}<7|D- z2+PXJ?-j#;&>s{?iAY+x`&k>#iVV>3gq9tV$8Ol8vq<~1{$P+{3{e` zyE=R$B0(pB`{9~~`^!uJ>my3>3jWzZXc7C%o!S*!k6rj=jR(96myDvJGF@1Kob75~ zq~Td>&AKJa%&&+@8%nGGT82fEw)^NR26YNCi9T%IB6tjz`7H>KPS`ySJm!Ym7vm~_ zsCr^1hIvr53_AKpYKg^0r8|$>1kGRpNs5JB{cNDkmS#xj17zSKf|vgemyH<~Q@`=f zZK}veoz;?ye0nWccPSpGRJfyLpy@H%YE+%_->f=N%anw1M>Q%Lk)}f@=U4bliMOdm zA}RS=O1WJ^e$)q5R0GvwzT(rniTb@~iZ+Ht~6H0#rewvEFJsstL#|q9d=p*`h62(}_{ahrpA$EwFA@ z%nU73e|)X~953}Nv@Ddlp@_{(tCVoR+-X=FlF$y9^;8Y)0&!?_D^DJF?g4j|M%2TC z$GnMfy!BH}p7WQgBwea6w3IFzKyCQaH~>5VTR*~Ej8yFz8NZ_N$b7#hW`=70gyoE3 zf``0=8Iq(%uwKn4{GHdF=+K%A$F&pFptC%y&+9*p7C)#nOR7PNBCKIR#V&ITs$XSv zuAW19Oq(07MB$uT#$UI)rf=tckD!-!+&{exxadZg_kk2!!c3OAgf zHwIYc==Y3af92c(g_<03_W7Lmvk2bKSm|<|WJ&ix3t_n6>v;9Enrnw-v4#4x8aYKT zK`r_6PrWh`?LF!4{6}0BUWDRjCdw}W3hhE7h(F;sLZ}C5_ko*7i=W&usnmmiUvqrh zTCxSAHV?5%0!KJ6V7!0#SRVf7ENwUo>_w2H9S!GCw?>>09IfXUFkAb-)k35?>FeRq zf+S`KxCyz*jP!icS=9FoypEzOcdbO`N4H<8Jp|S0SKFDmV57V1K(0IF7@85LzoW7q zXUqUs07T_pl(b+CsX=Hdb=#Y+v+Hx|V|;&g#-dI78=>b!1Vuvnsx9aC{4CE6Rm|=A zm%RPKeb~4){<=olP+NSkGarUe)W{;klnXpHIYvh2)%l*stu_yB0?etu`Vy~5%lAF* zxD@LBhXc|<2~<^{=NIIG<^b&%;-uN8v!qN&QPX3<>z}+^nN_4UE`?`7z5MSFr zOGv1cLV0$#_SS9w(Bm+A$#?<353)aA?bwwy0pS;2Trdsyxmg+E+YliqCs+U9&Q>OE z)?}T#iA8e+`H?sIfro|n)=FWg+N-way$gNGyH{H4j7z?CDUL?H{j(l^i&4tVLe()> zM)=?Nat0a6B6DawNDq*KDcNI)gaDhw!ttRMGFC1M>3JaF=hxX@To~2U^!bn&?d}3b z3P!(hYEw==*iQx<>f8lFQJzFRxLrQ*3l?OUcMIbApB(`9vzsrY zp66slOYg)@2Tq>nP#B0ueKU&A^T}P>>)SawgRI%dXuVZ5gYMfa=;NX4|BdvLV#(c+ zFDKSjWryJ3wd;rMSb|S&0EzJa2e%Cqxuy*0km_%Y%pxbwKqQsZ9R|m#s(}-(g{&S4 zO_l-3K$JlLpM9CnYg=8~n^J$Dij%Sb=;e2 z##IqG342mWs%y_M%lC^nx^CV|xDu{!VSJsLkid-RD^wr{%C;1|f0hze3mRCmmXep7 zT##QK*y}dse|2mlkuGKH!~{(xNmpYuQ%?+n6ppBMPHk{~8^JLaF!rZni=y3X0RVsm zT(eM zW=f$DV&n1EBDNa_deeAZ;@Rw#FI~~LC!i3dd&{8y677YASQ4g#E#DgNOVvmbGteU@;Q(9mc3K5Mwp1T**8Ghvrm@0`w zWi@n4OR}AlP|n4h9Ypyx9=yxTRF+~}=xc4?ad-i*cPP_p>JKV{a196VRL>&C|sEuhNZ(d9(}lYA?HxBP@FNo z&OY!2=bz|uA9J3tpFr#b^<`Du7?9f8PZD21y`xrXv7A%?}y%coC7=%bs_dKqMpj zBsirR8^25s;FMND`E)70PG>3uxLL=bKo$Da!D$p9>EVNSnm01=iaK$P;M@I?_ z!xuG$nyjx)HO4{T{}hz2Qrwq|ceZ!vYFd6lgpg#DSaci6#4chH+;9S{`9O`6oG^C- zJ21!4&J2cqik3r|F!J+69SJW)U_qyPc5?=GlpE;%hFr_}S0z#g&qb zN<0tP5lL!0pk4E8@&gTP=00rw+(M!C*-dlUhcN6 zotRHEpJY3k<{};xv4FNHua2F%hdJ3};AlgHqYkL403-~8K3F3h9Ep{C5nu;-ou~K6 z0*q6=0t4?XHz=E{1R~|o(@?K(WpM(cXWjj?>8_<*5lg;5Us7AzK~5d2g6gEMn1S^Pa8-B1j^ke(VaX>ERn7vlJNA zN@sb}5#=hpzb;jAFLrZw-~t#BAe+S&%Upx|YP98<4(h=cRLkG-CdA&8J= z-TY!sE~%m|b0c&%U=oIzBbTl;RGUi|kr&phzH)TL#Gcf9EEQt<)w}~60p=Zc5i@2z z*?BEY4=lfT0EOpaIz{oMaN9L!<57hgs&D+jY~_RCjQ|*rfwG3>0;Ai5T}|n)N$;e; zS>Ybf|3Adia1)D{mdzni;V-d(J~AIxBK5Sr{%!E9yZT&zrNEGdHW^c6|H-LzkUiWLashy<7BtI|ThN6CfC0Clq} zoOHs)Gi~~A1pkeO)02T5fv7{-vr(sIofoL0FMq0qqhB4+VuYfRz^iDaw-c$gzY81% zx#1z<~{~zJyT?qklb*l z7Cn>A-jmemK4Hnh49kqHKiI3^`K}rmvn8q3nxTJ-85S*%ok@uEyKFW!k0MyPR*>+AQO-_pY!@W`R z*$G?uzv4gay>0UD31m~_A?SG?^UY~PGwR&C%SoU%&dkIUgKIcK zNI*u8&*6a;g%K`*oD6+vuD1@&0?dKCtM!yPw-#~$xHwrJk$tzDYL;NX=F)Wd6>bDo zV~ISNtmOO4=b_oj7nTjwgGut=<_$=l%mfehDt|RD-S8!IJtXO3r(RSY(Y62wu4}5> zL_1Wbt1BxuwQxIhu0vkKzzjM3_sEzX1mL$(1Sg*BjWvCE-WSi2i8f>J@13ke#)t>r z4W;R8|3qF-v?6RIR7Mn{1q+uM2R$`d&@J(nn7i`^qq>bVJe}UEue|OC9fx8GRE$CK z$|ZfMB2c(S*~cxPs98bKt3zULLBxgI6S2gwuB8nMH%}2xNyCmRd7S}43x%qB$6RIHTUvKF;N)a`^>^~Qc{29U@kJVP zc@dzUO+IRYOh^nUl1EqE|RVz$hl0{@rZR^NgxjF>fNFxKZX8{4zX0PRE8!Q| zX`t)Yo3OHWRu(gP?kWGz$tYO1GN7=H=F_Pdill=N(zOoJhdhpXjm{J&M1O4ed!|p! zN7GbPtq|q{owvYzcP>JLnD#jCd(sNw zI2EPN^btgGq#Yq;29b}WFu=^-wcCZ16n>D}E~FP*j4O*2OV3`WX;eG8)t@|z#ynXsBzpyTU(?X{cOfahtQ4~&|#;~H0u~N zVlw~n|NEJz;Hz;XO552Nr9ni8gFW|r`TY1eB(Mudj5Juc(D>4k1-zD1;RCF5&IJ;S zhPBpBsWLXb@UjI%?T*{Cab~?%9hUPC0OI)&c`(yY!S+LZZWKEkk>N6t{)lSK*3Wm) z1o_%*59%^eMWNkhA3%#2f8O?`He4scK0f#Lz%o@)x%av%Q!i>iX9`Yvr?KXUk1@a&(P*! z2KA;)9hM{`N7-GJ!a%Gtmc5YDvqec{-?clIP_Pj>9F;9tkAKG-Y(?QwHLQTlM6&1$P z6=bwbQ*v}AwMU$>VzS^*5cylJnyTB#z*^86^!bMt7vMJUe$*zv(leEMt84*8DpWqG zuS}9cnblU&VWtF*2HNnxPdL-ZIXcge{p#TlWBMAn4-MP5GH#&U#{fM*!oM1PRZF^B zq$qpKo`tsDBImIdMeP*M!Am6=FLw*QdYsH=CS{X?ve$PYD)c(WwD?k>$KaK6t7T}Ive#o;!TpQrNR>@Esj8+2etyOjrK*=i9E35RXn0!i9SHEV`Aq4aBb3`Gq`EXo~TnWX=+*x*`{jnaNi**7{NWEVU z?Vw_tK#Xf;4R6w7-y*`OIHv>~{`or_)YoKC6M18BCwSZjxf%|c*g8;I2Ej1R2Diz) z^BFoJNHVz@n(REr)|Cbuvv>di{q7!yC^lz1e8kFG2~376s45j#K0=$N)gyIS!AF+N z%Mh~Kgv;8A+@M$TjB=4U%DW`Z@q+BF?OhIF=g{g?Q*}n4UP5)0M>%Z9=xkD{LG^Io zkU3OsBaz=-Nrasb&-NUqUM`D?i>=DKI8d=K=rD#zVf|DZcjQb?u>Bk8x}Msi!A6#7 z{g%(t8HTnrq5FGtepN-Cg1nlVCr5}g+cJiBAPfHXC06DkG$Fnn z)sEv3az)k{u#rXSj^GPHy-}xwfyPoLxzbgMjd?~|h;rSd4!rY?lgv2!_yw*Oy!Sae zPwn2M*E$hWJDlH}F$5HQkJs^|RQnF6FMa(9@EdnMo)4(mS1sLJcQ);dWn}(OX^yLU zn4LqscjWD^Wn|!H<7{&$vEO&1Seg^+q~I;?RxkbHvFJJHs!yMTelX&BgUGe zO()=Ur9q}z6O$}TL8z8j);=*EB_X3z+LzMy?I1noSzT9gq8vAAQewE$qt&S#Q^H^P z>?=IWfG8_;-G@`nW5yeCCnamK)v1htiLv<$LYa&^#g15{19Wa;yMCgwsp+*tTZG&v zJ5G6D?`(D2T!}F+vG-hJYrQ{?ShK;PG3Z7rJ`_$<)O1FIpi#y_AZ&nml5grU3gz;i z8j_^utwB|oi`U1*@tXhGDvSeKHZ zL=~&l%qrUmGxrs*kOG=ZE4zG}uRKiWFfwg$QaUmpJl1?}dv{_o^#0 z&qI#eXx@LlWBa2Y8mTAd8W%BnXX%4JMaK}Z?8#z!fvim6U&Vyq=?Fy@YxbNUG!(u? zHhtueiJ$Jwsam3PbFBlp#Fi}^t)k|Hp-~O0I@|?VGSb z4H|7Mg^eNmw?A(LEQD5%z9bY8 zH)u$oxUg6jEUvouz`z$y z@z=`w#Y}?PYf4WN;pUSLnbHbMf8xo&#tZ*DScWV)hvQ3!w_J`@z=u6==LG#ciUA!m z(putZ`7Xssdd2IoQh-uMm>#zmMpsEKg(0q3ogDgE2_4>5dv$|OxDW!B+j4}xosy)+ zi_-SaVpsb`(@b32_>d}TV=~xgmCSK3)!m26MMX|^TI^wx;;YsxqayzDTjZ3u%1{|R z+RDXh5`r^#DTHC!oEbdRb*Cb9b`5L@>?iVZG&X~7(uS|PV8bh3d_^hTGv)Pw;7A<+ zD6hqvGQNYHKYf1l;q>_ z^v24}LUAcnbt$dto2o>Q`TIzm5Dac6djv*maX({y&;8-9`q}8zX3J;MXdu)mSi_z> zOhNtkKAdD{EOd-HmfZiJ=TtbLNNf%)R*6)q&#!V9LriMvegfz;0h3s5J*%UtqY z)$&IPE0mh$`6!R4e+_XbE)jSXF?J228Vw9l{6<8Y{Xp_IU%gC~D^Jfq&@M1HiWiR$ z@qF_TYt_E!RfDnl%X+3m$cn2iJEE^+4sNT|G`&${P8zy2!im`{2a%|QzP4sw7)1ds zgZQo9yP}HskvWR(QXCT+_fP~!qvs`i-$9Yl3YUccrjltU_wb2m6xk5HgxZy8vZRKI zbmDa+(PtOla;Z)N90JtCH%_5`G2i%56y z5n2O6q)@W-KuD}^SSYUM!t#Mp4!y;JF@78?*fNzo4T=8J-yCQp1aH(z7|L`rH3rOH z)2d-|XldA7AFVc)xWOSLA0AER-A*?}VwY!fid9QwZnzXHYIgTex=9&JXaUn)8Xyy8!r>vT_t`K9&Kc)-Otg}azGNODU1b!Qe zy>0@jdsHQUh)jiv)3y|doQrhN5`0y2)DNtsw>KZ}Ns(AiDW8{Mwo_zEF-skM)zWqA z2|ml8J87lvRcm;Ro-B>E;gWj20?5$5nc(yu!eHYX?3KhcgI*78EM?#cl@gM!mmeK~ z5E3->9ALQG;Znz@wk1tMt^45**@Z!M zz9ngn(U1`e7V=2Nu#)>%kMerhg<^8Ls$8Nl{GsrD>Hq6Q&$8j`vQo4sS!)@jX~EDE zjsfLv2bxjAwCGfC@m~tk&kM)yvtHyz|piV8P-T2x~a9R=oUb| zW=Kg>iNz9vup+7af8(4$nLNk~Q`nED^mOlyu$v6D|2qskHS#=~TDBj!`|urR4fH4f zjqFuK&f)h-l~^VDE_$U#z12oBWFfD}Nb6}*uf&_^yM?Fd*c{3kln#_uXeF^XJ5zx8fFr3tOf`J^yc52#4ZV7^za>TE@gf?B^+lrgfhm+%DU5<|`>~QooY=P-63_JVEYlkY{$0mXr&~m(^SaO3vJk{zK}GQird3N# zRqj6;*d$4zDt-f;B{5IzY5yx!sra{9&+wdp7u%-qq1~{Q&Tr|F{aV-Wzfyz-%?84! zwF=cS=o3Eq!-u7P-DxkD+U|GLFz`j%fBM(yEv8PJylRu0_+QFsMVt?hE2%#rLe6}5 zU%fq2cAjftxKUem9kEz3PNhwt`**h?v4Lf#_wA6ssTh)MW$b!YDosaGbjfX&JpOjU zqw2&YwB7-?YFF123G>V)jrDxt(M<+Qp*CO^Iqh&yN&<3W8n&@sz#y$)$YuF_{CBaFf?N6dXt{V8k-_dH%Ye})b_aGI4KpWUQ<9|bs8So&$dVOE3g#q=>4cWwu5 zCASkkVWp%SOR*>0)Sh`X_BzKi>HT#q$cKrool?H)j{F(_a?3rZ<6dY;aR}e~AnE=8 z(^h@@whFcKyo!z_eYsVL?+&1)4-f@uZFE621>oLmfKzPqd+~2SCS22pSIJLt7R{r zXKdDFkEQexo3JC{!XGaF_NHF81+N>W2gq!5%|Uf9PEC1xLf#HUi}m5fmuL$_D^%`V`=!89;N$$D>R^20-yJ z`btF3JNXsCQUMK}oJeFg!CLC~cQ&E>2jKAIvmHwsEoQ5F6)GqKS>5O2L)3$A?MZ=!#+~PipgAPV^7!n8KasJ6edp*5ud11nmv3a4({LSWMly<$p~SU_5Bteg6~-D zXHFSk`_xc+%u7&$LL$Yh>Gz}x9Vf`_FoD(aqQAUuNDN+LTH$ zqd0@Yq~9cmoDj#xT#c7A3#44ro#QSei4me~ zSkq&l^?SlVLI}$r=ZwP~%=;iZ$bbb&t$h{8yAXgz3KsEL z*06Y<`YYOLMMuckm%|?&6BR0~uE`}HggyqN?@#`EA(`Hp7DaAgvD+Prv}N3o{X(Z2 z;YNn+_UnPdhHq%Shu4*Meq71)f9b)*SEy4ykk#qLsnjfb2As#$gx=axauO}kbloH0 z=w2Xc%jC7NvO~t;cZkpj0SLlg2nVDy^-#h3ycz^4Sh_t)4SFB)S$b6JowUjZ0r@$5 z6(5-vRy2WObKGYct&|XlVhvv9FvEoJ60aYZfD+RFo31|IxJhS|W{#P|+C530|Ai$N z6lXz};hRLz|7iev+{Cnc?=U^okp5!Y#(I8pi7fu<3};_qzLlr*mOPQLWf0&#sL(@^ zw3Pa!qNOh32=A1W2T;Q6CuZ&%-=}kj+rU;m_B%{vJK?O#?pFYv?X=&WHR{gMg;~k; z7od@oZVrL_JhLd@TUEA|J`4hgVWhtg{>K0+XnH1|t@?&TX(1rvEtO~)s}rFk%)9Sc z5YF2naB?mOi;+gdFQ$VDIj+eP+G$Sqg~S5Wv3v}+=BeG+A6LzD8EC9wuSkt9b0_6L-VBm2q@_U|u?s^}4MKm=t%jHX8WAHO9anX%2DYme znW>i7B-f7M8w0dcAli_fCi;ylBfN*fsWuM)k@c3e(hj<~I$W2hcl>Q3Nu~OVm}fu?~j1tKuJjL>uT9>~Py znRpx~unT?8oNzgpdhC4xqB$Iq!?)A9P^ZB59d0WlD0XnOWhuiVk*aQD^EAbsVsA+F zs{Z_aMXF_;^2nN00!eM;G29Z>$mRj<^q}#aZRT7(Tr)eSQ#6Zvex4nQ1-GN27HJyl z(jkk$u--`vSr&P6pUhB>BIWwI%=9v0m$y9rkg6MLq_-P8TaT(X7F~n_aM4YEet1F{ zRVP)b@608f3HN~4X2o6Eyi|!tQgDPdZOn7!k zaXonnD3;bGxszl2hbg2ufV~kW4p~h`3A~)tDCrSHfQIAzhgHW3N)6J%nyHclBILb+ z&fzN0>Z*lC^$!5hgHWy^gPmN}xX=Rw~k2wbcl7xW#^`Dy! zR8c|aNSd$HYPHpAb`EcGdU$-9J3Z_4tt1*SFpk=JQ2o_RMbx@xF`Nb~!*%Vi?Mf@n zvKzz+P^sg-1|3d>^x6ecNC%0QKbSnr0-Y`seJ!VVu>hQGAUjm0|n2`B>W z3gME>Jh@&S1uVbP0@bGyW3yXaoaKs5qv2P9@g1k`B z8X@cz*)9JUKmndr^NLds;0bkkcnqQQ==b^9d5RQnILZ$x9vTP1l>M;YMfGsbHr;E@ z#wgA7A?A(P9$-$MAk z;CamgMG&h32;z_a4&{!DTXEue zQs1MFs8LlQ&!=sC7H!`HP`HgzTqLnfn6Z)MBp*V>$3nE@4#g?5ei})QQ`t6b`on{* z_oCM&V(0Molp)km0n7prSa@c+ov<6QfY*r9j*WLQ%3x6Jh(5T}!|u1EPw-^+<`Cl- zQjKS-ax(6#bPSSTy9f8|2Ebh4Fp0Vu@K@b|*O6;AbMGi92DRWFns8so`afYNDl10H z1&whqISc3QG9?!%{Sm(LeY9)y{7D-D_S zsTPoI^DadUfaO>=K!W8^F76+23Rl3o#hJD%)Xgwmvw<&7O5PWD@8Y3rfA4$$UA5TY za8T2Hjgt@$X-06ANR27EA^EYP(USSZ6FEYqhK9m9h$5|5Ti}=uF;6Yp?MmmbheE*fr414l_z^S`8T{9jJRA58_FDZ|< z^+y*61a=!@{OeJ}{#h0Hn$ouj&zfV}0j5dfcMokG3r_`*KhJkO^`oxi3neyS^+77-88?FYh?>u;)7` zj6bbjlRFgV#)R5Wse$Xt!h;_mpbILNzrW_(-(tm=4_Y=p+CVDgwHO+{HNW|lJ}~X@ z+mxPQUK_(t#Cp}zz9g09Kva`Vc$#ptuXtzQNv*?+PC0e9{%X4B5e-VuR_ylX?)M7X z%^+_e$KpcI!gxDp)X+kc>LvxgFte+R_1-fv!fnM6AwEc0WJhyMGUxqstW?yb5jg^K z>ZMK%*T8*&wF9wdry~|wPHVF~anrG`;`t9jtAGs1^AJAR(UC0J$7k#NK|Zz?(|tc; zq4bq#^t746t!Ylq1eA_PnJW*G&O{u9cWd3lSX00GJePq}L&@&kuz-bn$}~UV|Eyq~ zPFs`o002TjLK!Y|hCa2~TDPABsvsp6xpGcsvlv4XT=jK7+faJ_`dQUm^NGGzx#kp@ zpYA}wUqLw%{y&I*!6x(+tk$-V3$iSOnEONq3VL)})fA0riZ%?7A$?s@*$`+=85i1m z!twF%fF)@xg8Dd3L4q4rZn6Db4}=+Zkl;Zq^I%2|`~7i$6~rZ&D&rVY`3j%>b*Q+& zi0oM9a!BqME1;dAH4l3UpEIv+D+pKf_CoV3?^)#IAAK?B2>BuB!y(m)Zb$`xihJ*< z#j+4K6<&k@tYs;UK((%L7~;jJf5*?<$Akz=j}j1V*$I^TuDL@>WSLD=d2v2(xl5Em zepV9$D9)m+@J5CV}k7sv=JY%(1Q&8=Ow>j8ocg`vpLePZ|56kzmdN2I0=dG9d|mp zcH{_=?KryVA6rZMjIfhj3ikCYCAeOu<;#XNzU!2pUV11fbt!DQyIZXYiQf<{V`F&O zKmRq^!`NtdQG-k1G1-cza^f`Gux%_sA9})sNv2~t*%PfHw4nMq?jl`Zp*;S@F7PfU z2{ch%jOO|Gn7YZLuUHC9EOUDX9_{kLf4@Zwq0+if$^U-T`0j9kG$KV6_B{qZ0n}zc zkD{cPKnI@yF(k4r9>%I01Mip*uEF>C@W;~euf_Pet-r@+@vAbaHq9dGm;wt)y#x*q zL2u4s-hT$9;cPj{RZnWFu`;z@!tg5$yx7^dh6$T8>Zg1~1&Vf__kx07*MW&Qmrl=1 zBb@jMm%<)T#GzU!4p5V;dLLx;CdK27hj{h8Xi?{X(6V;eBC0^|)v=_9t6{?|HhGzR zLakyn)59$Rg1YQJe^QUX=KhcT0(8dUr@X5EUaV4-zSn|AyfLQ!aufO_vQ+ANy)`Ft zy$63ewjxz~Mfk!sphug8MA<3eYXfB?g=s}SdnJ7i6&=ktLkCKj3lo8psR=+!KlzPN>vy_kFh5wWSd-8Oh-GvBjZ+Kg7!kOwH4D*My>|_`#NA zE1;#*QIgd(Aq~2y;(s)V`o1i&1Y3BFO9uc5#WtBy3!EX;${F489bFAUZal-YaY7!` zumRtSlD?_OM<$AGu}pT4W?JA~`5Jq!?;-d7^D5cGF4($l*KFR>76>P__PwiW&VAkS zm_8%AkV+YIu;Z9^wR3bILl<1V0XF}6)-iv~^)eyS6JL*+9NuwmC9y6Htpi)wVNMLM zGQK-7>R24^I_d{p8TF37j&n7Wi5y}Dm%5aFQ_bxgO|sA82ctBIM(a_*&d|0vfY(1b zl@dqDhjEaZJN+JNq!cc@<~G*VNb3+uWNaat{TkhadEewaXQ1lX6)H!h zEsun65EO!)DhwrO&z?Jrp^W#gx|I!~q-&@r)m+a~6stkx+U~mYnI%4zQOln7JzF;! z;Xl4?$<=f%AMP*wPMb#^5Ad%{FaIhsKA8;t$WdvO^_qhGm|R-HUV;AjYMSsJrv1X! zNT3ZDaKvWFDR8N4@B_}s7?9++3JAw#TpjoEtWfb;kX*~^jB0#YI4`%{j-o67@javW zFg5uU?>kS-uIFni6D}T880S|F&Q|AXP#GW{H1$%MchN3d34kjkTF-bo@_o7qMqF=; zRaPn=tE&E)gP;;^$2b8Q$z;Cq#xaRW4PY*-F;Df@?G!~U0>Dqy+P4yy#$W(eufRfr zJ>a6)+pw19tK4#xH;ob-_kKH$+;+)So_2HH`w+u&Ma*h)h#OQFt2xRDm8Oz3#W0y# zF*-`5Bm>UwHt7WXYZ1a$GT8R3#h8i;xkbqBx|FB<#c4gOHm1;It-Rh+f&xgT^uGng zGpO~Zg+q0;(jyOe2ofh^@52K~p=DkdYWXR{(^k!wdy}Yw%p<2|K3!JBbyvq()D31v zpg)VcAvubBge3u~sLUNCWJlsF?XbvrgsY{ED6|uJvfYQ=(8MP0#-MO54$8xk-fK7# z)o^q4u1>j6fUvyr(WO)!K|NapU)&l-6cEnOrkGvG%!}Vjf76wxPob6+Y1a@(wnpI< z^}AVTF0Tm!qf)4xIMde-F?df{i$e0B{jna1|a(TLCy<4B(j3!_p^Ewkgy<^!EvdxF7 z-4f;qfEE$P?1ZU~7tA2G)a>Wu3PVr8>Bk{2(^`5Gal@U&+iy^-dx8p*glr^B>(pdz zqqA)s;;O(9qA_>!G_sQMEu)uX`}KdWyW`QFZr}^u%J5$le&+4QW@vO<>Lz0 zI9anF3z{uDViKDY+ryBVT?jWM!KOgSsLf2Ma(Q~IDrR% zFn@rsjSPMC{Fq%^Y|K>KN0=X`)mo)x5^yhXihVDG*&z+iLguN>TjG%R@cMq8(K@H0 zGd4GtoUi{k{~`AluU|}~@wb&gsQJREZIz!6M}gCL;uVGs=S5%b7wVP#zOUB?bQ@KC zB?-wf6U8uZUDW=tM~67&liWT;tjSbUT*m@!B>-4;T2d9{bs>xWSb zL^QcpH_ha0dW;AAfMYzzc&)!z#)!YGeSCDwfKfmN+nt0}q#*6U4~Ug|spz5%(&5^D zr+SNSI4GUx6!;G@J~xmQ0zogeOLn0hE$9E zm;jiVSOk}LkW|E|-L8z_5@VlS_YUZ$Y(?YTH!kpt1>1L{xI0Y=OBZI^{}xY;2K z=cb0d&+PYmJAL}aZm;~r$8>6gv9LWktFW51SRkylay;d0YLlS;`CHM_PkRI7{^C@I}RmvITCW;R0XDsN{p=3IyK zA57wg0+?1(ABu16py^ zkK8Pd`bP(Rm2WFuw>p4bYPnqYz%Lq($fJn>000_SE`BA7rQfMw;g#O$ zcGvbFErr?G>o!m-K~tUNw??boPVFsbHQaT-&uwkF0hWj+kL{TA@e^4fKY~KXsRpkf z*_6>6kF3foto#AScjcG^c5+jVZ6ycFgRu937(xjNg%B#$6pr4$@Z&;^MI@2uQEB&xnQJZk!d@mEU0R>(J4ohtqH}J4HZOzY8fQZNDWmozd z#o68?Y`)s9kKX5JqBz-*)lu;Kj!Yn+!*Xl#L-T9xftU@y8O_iMwk@V=ag&z_HWJ5c z=7=eT6Lqo8F@;J#koZLHTy!@f7VaHSg7dVTJN;(*h)7#tWz4CrapcH)YxKqQ0mlzX zYS%8lsW78eZ(g4Qis)GhITan|^7v*s0E#X{YY$-c9S=E44Ckmk3kXfw1R{!BRox@{!W@dfG5 zsLvr?vJsy2=t^m}`-Vq*2yZu#!1}LpX-ENYRc(nHR;r>_`_@yONPK>S`+!k#3^A%!nTYf|5pOAsL$9uH zRsnstB8&mU0rDmSK+%7k7bzZm2Uk5qraV6qNBbEDZ0GkghjDZg^q2trRGQy}_junD z02mm6gf&KExgt%%p~&*fPsr?B^MNGGEJ2BLHthI=m|^IEX-=iZxdU8u!pd1`?LP#K z5)$U@PJ9G@B|Vx~z!BNFvJPKw4JGAvJwe7TlL3ntbidmIGE^`)0)SgmAX4GSn_t)u zZ4*}RL$-aA+aQ$#FE8~P?XfOJ!I2%JHh4Bi&g+`o%$6#cjzz=@>_TlxEOkh3X6x+_Kh(QqyO7KZ4nYFL_IhY z7fa_UUcghbk+t7xNs>%;C5iljOzl2YyV=@YotOz5`6V(QlH zl+hPe&_jOOF6n-5cLVB!Rr351u2dqzl|}>vimW*W$g%s*qauuDDi|eYQ-m(Cuh)al zL}OlMinc}Vs>T-E9}9QG5ei}^?8$oaL*l5uv6-BNun_TYrQ~v`A5G%2!a>(qG5P*4 z0`F>N>%C#iF&?aglX(a8L*qWNj=8*8qF@CzSPNorbBAC}&N(34#R7<=N*ms?&GFFJ zvb!cL4spnH_zW90U^ib%AuZDY{Ox39D#T;a9sJ55U9nfrJ`Uiu`yIqGF4-3!|bD)lVESgAg+_9inf==~Z}o|A&LF*u;8 zHO~;7La+*}2*7##K{CgAtKPBL2$1r3j*XOI+g2ao;w`3U3KxF9Fw9np)KQ9oNVPujU72n(jk(!IT}te?J!Ne8WZFdhJ!uCQZn9M zKVlmW|4blvU|pjg%<6+cH&rI{9k{xMd`;K=lDC)@P2&E@Jci!63jWGl47u2`Y{Pw@ z$601;NhU4_5!SS;mo;2^9{(4{rdsaD@!_qylbp;x4x~4)2+qRPik;KP$Rig->F`Ag zWl>IBi{5^D(NV^8DY)N9tR7wrSVVxY1Bx=h*iwCCY7DNdTUz|f4zuJ@R%o)1z)sd2 ze`&OY{>f3laosQ%sMe1^+>mM#jgj?-f$G|;+rR$~VxurmlMFqJ%QWns_g2$N|{O?Ycl)tkmH+BwA zK@HtQlR*;!K|6|unME5SYodNUk=g$VLSwj?T48K~vkhZ9Q>hv1m6^Q%Ts9_}f}qm3 zMf16;+tHkLoC({njMgzC$LeTwKg=-LS5%fFeBAsu9sF%90BMgaCk= zIXKvaLa@n>pOcMkbS8Y}x@J5T`fS9D<;3mOd64%c1~vaKw@Gic-v;D_YZzR$ZGn>; z6U2wKbB;a&dCjpF(>5e-5nuc2P7+0x*dJuh2D4D2sGaj#c>M~^{ycPJu{6rc5VjZ^M%`tDt|SoxBwezso3K#NRwK>n7a zwyZlwQHSkaiphkKEkps)W+=-xv5gZcH$-RK*soI=nG(iHuRV;tAj8CvOHZu= zWP`7F`KkZF{jz9_{l@yBEf5UJNDR{vX{_riQwwIOK;zMQJHUk*mGVgZ>n2F@si5QUi1~dBcE#Z*5PdOAce0~h+HGbB)%Ylqi3FAU8UZd3-_FjW zETtzcBCJqb+wcM={3VHvv5snI_^{7{dZmlWv!Z?B^B+UH8|&7MTZ7K7*k41Auu>P6 zxo&;!k$z9{m-uayaSNeY`5aGqr?>vCG`Wmu7ry8?9=Cs#FvV42#4`L@|?{3zRh{Sk`8^8S} zbh>!YU{;ydsxv#R(3z%8=5*Q{%Ehw(p|^NA4>6qJPt+_z;aWMAkp+Md5!gYBTIn+B ztuE|IZ;;^J%hYDktreV!)LkCtwt}%`m;XM;73Y=C!e$E_87Kxsv6RbHPRCYJHb+^(p2OxZ&3BS676ku6mh6pdvY)xGAA$FSN0HcS zs$<(TX{d6T;ZY`AAVx--sY6Ai2Vs>8jinpj$-&76cf!`-I^^wLjN8BdL)Lmva^%@4 zTmYn{9Swu1gb*S{)hFElrr5fwHKu6*i>%?|N9&HmU;qFCCCdXP(Xqc#%!a(#xuuFB zRZ1J3-puF>iz&~d<4`e>&{aLZ{p3OS0*O&hov9n3J;G|l-dyFi4zAWskJ&P~{KSVv zkp<+C9TK0a`us}^iL4KW1gLsz@`@SEwfZbvS4S;N0+rlL%ev-5dq2c9&2{j7CwXxD z1de+f!4ccme*{(edw!kC&A#Co{0eNZx}Eq38|d#Ce2;VJTn;JxzGQ}4V4lvVS z#k^WDs%0iraqpL5xKm8lfcMoK5TEN1yqrY%&m8t7umNeh-~48e0mz zvMhOTJrxiRt7e=aD}w>7B>*3(fbgArF%q4Rb}+D`|~;w#CtdqzcC5l8`eq$+~6r(k^1!E z$l_!G0t!vNH*SnoX>3RIX*Ow1SI~~`px50CS8YNa=n58cDP4v+YN&mCQ35=gJo&bI z@MHMRz(~-7qgOaZ`jaKY07+_rocl=BhybVEvhPt)7xMETWd`Q=%?BSMYP94zA`)B? z196kMzWBXHmOltyg5ZcwzxHKu+Ew`h?Xy0T89Ca@E?~|(eG+E2C}2EbQ(2eAiocOE zMw9v)3ZG>u#>H0vE|lm&8Ff4&%blJ zaMI7oGym-X00#N542+Omjp7@8f4#HH>{PQjMZdvS)$I_4HaU%QWKq#|?v=q*2KU4X0HXUPpeKD7uOhD@|Hez(GXC}vUT`g|U!c_t5p5CMGpm{g z-YnW%8_;%SI0mT96As>Z1wuA=eeXt)`_F-Inf94PK3$cCqC{R$YPZ1)gia3;_8yWR zH57R6+xN2R=c@P&)&aeBbX2h?m?g;I-SwqT@B|UCPuM!;YS&=W5XdW1H*~Djs{H`FiLZ>|0TwgwI8#k_ac7VwdJIyQTFIq<= z&qF9yFxU~oT8K2P<@cgF%&$H$r>iE$&mpwKH@Yd!(r!igs^`g_WU%Q|;!t;<`|b{U zy^de+U+nn86U>y-eVpdMcJwXxO?WITNbGHWiSYkEjofc^w`}3%0M$n~aL<(ltmJf4 zI3^?~R48u1Vkzw;Gnr1T_^AfXALLr)^sR&ihX^>kr)sDy_AH7F3c_REEXeoRAPB6a z$hGccCksBUql9~0t#gi7s;yJSfNj}hbpKHg277=t_|%bk&$YNfPJeB;`Q&|=U@n8l zy#0PDs9I=DMaD^*88A_~BPDBrNZJ^&t$8B@HxTB#znbN@-x+(W=$`3TPQev@)GDG;W8+Fc*qL?W|Vgnx=zb~3* z7C3i@+(f7PLfE&aZLFtwV*9>VaXiPZo0W>x?I z5}o}Z(Q*tc9aJmguV6Z3jzBt1Z-%$&<|dsk*>3?531?vu*)be7kt}`!F&X;kdFiNnco)Oa3H6~z zyKg`3JM%3H4q%)`_wFDqt9n5=K_>3=vX+nV>25dtIAv~Yv_E^yT76np!*9LTxDfLJ zrurI!Qb*)Cii&vySbFS^{+oyPP6^-&sy=h$AV_DUezZhU%W-3PMr?Wyu?S11k6=z> zhDFU}TvEU*jg+^G$x5a8N9ppwHYrQi2}UMF5apY9lv7lgXdgLI33dTGy$3LX8jPT~ z-I`l^czLw-W;HpLEBo#vyN^MYSnm&RIkDqnlDPSe8K+pGb@bhjcf(KX#*w1eN!Uk==P=>pZu)-d#q9>W&k)aoAW3z|B z-fL0CGF&^M4@y=pivHyCao33&WM@&N>(~`6deRVY>j%)|FE7vBAX%S+MBNijo>Q5p z?nL0SAy8)$xQmHI-qy{rW>?S%RCnB0Z$<065LN}1@i~W|MZi|4MXHDSXLKQ{vw5xA z6A@Bk!@-H&)NSi`9HBvWWw#(`q;Z>$klYQT{~oCg{v%yn-(wo1%h?i7tc1MdLH06~ zM(D51t4vdUL3dtypc$aogtveUV1q-mHpxt?*-~C<*YagfwOG@TI4i4)MB-%G2(Ng69cIxdciDrrIThFe3$sCUdV zlyYi7#dzJqg)|rlytDZNCxKc{C&bwuKX2EWhj37p;1=$sQwKUp^P(#^(dBrEXX*C@ zR+#s}Yi{udx=X5SKh#IAI-#j|2vvo5BC=zb4|p=m;}C9vURah=JSV8)X0Ow&)^|f0 zWlw@re`-*1gYcVEbi{1t^-x_tEslEPLrxy|)tT<^b2znwv)D=Rl6f%vf#4S<=3I)0 zt0%Z*ql&GZWeO)Y0{p|4l*4XRUbe=PR9m?gl{p(YzJ*-52ivi-YC(BHS^|Umd4IXX zif5rtT~V8FS&dh@mXy8oN-~|$d1F+4(xsxu$cOpKKbc}MPEtOog+*>dfT_& z6U&;v{k}1B29FAZgrOI>qc(%$UjS&mHlc8~G4&Im1=b2%kW~=P`J$2WG@V$4} zgl4vg4XEXN=6wa9v7o|EGYY8BjWc>^z{afvCmkGJ8THkhq2Q`K3^5D-K)`aB^OBTR z#B0QvZ`K>Q;V23mFP%4Uz7MKG$!%au+(sVLo(G)!@-&b3BtC~g z(GstXTl0(^ZvDAG83Q+ea+8weVqvY-7H{K-levXW6LWD-2V)T?(&F!%*Hz_dU;_m!xP0fooo(}7~%7tOT#6IKV6F}7L~&sRp`-654=^k;r?I?W-n^Ne0Pxs_+)EZ>`qdQ}H+> zUcRgNury8pM?kp0yF@z+IhV$pl^cm%%RJ}$fICnnGq=Q-lV7D`%)hb2ta+0i7+FPpUS?va6H^Tvu%Q0WDmYaW zst!_A(PJLF38N{W1tP^k;P4tThDQ*{IAqgWhkvUJE06jO9YHL4(@CmmM@9?Rs*Kh;-22+2G zmgpr%r^87ajzu*Er^Tqzs4%c}L^oH6Ax)wg|F`7Z5rCXsGX(Q=m%l^<(<(oBwC-e8 zO9!8ehkqMrfMAkWA4l=L2D}ACPv;k1rr6cQYF|OR1h>*=wePMtmVxD(9J8jA|k5b&2w>$qi!{yf%)9EW!r|-r}HUAP=7` zaD6nW(LoOwKWYf+<9Hnj^pklS;V#~^c^y9iu@x->kQ@q$I?8s+FtXdS>Zaps=XU9t zaXN7XA(}oPa+T@Wv11sZ7gCLJsrp@s7{i=3@m%#XNu+&50CMRgqV+bJ)jTPP9k@Ha zvyIzYw9Ouz?xT^pPk2WfKdR}F7Fdzy&bv;Z4^;@GdJ9C^6q)3zu$OV$^OTiO@e02A z{R?v~h*ZCPvMPu8a_+P4&+Y@tLkVab){~GAZ63B*gvg#ufs}~NBy!EF7a>z74!?Wq z`{0_pLLs?sZ&`7v|00sW9oH+-kno{D=zND^Q46@=Dnm}h?hpDi~ zyh5NC0397?|Jz=JVp7D9vfTFKjS8da6lV{DVZ5G2`1FO`qDlCe%F@aL`~m|)g|G@I z@)DG$JQsN9eIW*7N@(e@DhLw(C)fX+W89(o2`bGPp%QfxaI>qFFV%GyDx```Hits@>9_TUuuwZ`qc z6bBATp{ynCP;GuU?TY_!|B_04?TR`mNAIpT(Zg|~qF_gqd^pC(8`86-GdgW!k`JvB zK}w&q(Ad8#%UTjpn!qVIYx$P9)saQ1_t6>SZ&AUcConL`cqBZ$w5eIfrJNP_!f3{+ zfI2HS>ervX8$$&PaINzOOJ4ZF(XbsP!0VC)7W-X@9zS+iM^@|g^Y8@$fN0&a)=2Xy z0(@@HQ~)G8cP=*sRa%ISurHV7!8AH`Ekn{^@Ly*^gCHT`8ulP4=Jj;uk^QysxV!O> z!?=V9g+$(efGlFwJDtM6!5s$0G3<^@0hFdJ|CEd7Hy)+Olw?c0#9nmp@VC<|_ledr z>pr$|Iu)~niVCse*cp)t&N-C=Ph;VHZ#&9=Yav+p4CwG_>H&@(@6>zpQ`|4120WmsRj^nia`*0c_5 z(-{x}q^}3kq_%T9&JOma2 z=pA1KMZnz9Ge@{8{P0(*UJNO5gtg3Xg?-Ev#HB(~tF_6- zaqPdP2KIetxI1e{1FB3O9f>dTv#ig1D>-7(3?J93@YX+CMOdC3>{vId(=8X#*3@yH z%TE=DMe?OfX7A4(WXx}!gr(9SU|lb=j{EVJ#mWj$(*hUASQ_IYmIj>J(oW}?2UD} zI~sy9+=_>FmT;$LS9+TZ`2fB~vN#c*DeFWUt` zGXL0D+7#ko6=8M)%YYlwH~0-|0TXc|$_oMX%WKfhoF@w*i$l8+k_WC>0000YQ#R&= zZq+@3EAH?gihz+zen*Kv^Br0pMtHI^av3w%g-bNtaA3+~iAOYCi{p|A<$&ht_q218 zwdO-`yJ4%wKta30Y(Lt}hdckmIpZUo@ zwV`wPw8Kma z^w=BkjYWF;Jh_T?&c4U4IUtKdL=-cd#3yTqK85a)a+?Uyz1gg- zBqv@2GriKK;1#u(3my728!6w!9et^49~JP70!@ zV!PFgM_(V}vYIeS&R19t9(#YO_3o~Xd(@YurRLNB6Or4L`4Fj>8@eh!9R#w41&_Zz zH)xhLTTVmI9zvl97aMHj!ASYX!`aOlWv$0(C3u(Vb#-+}jBNiUZ*QJ>B_3z`KA+vn z`|MPUSKgI}fcdHO_P1$3(XqNUs`%~3xIbEhAra#6iWA$tu($Stt^gDBz39Z#9L^^I zE#5CKoLQLh_V=tcU?0%=A|wr%Ie! zrVk7rDEJ3^E4iP1^NRMv)5Y#fA%w0}4nrUz4@(BWM}0UZRKDU0bSqeg!)*lqZglF4 z7d!{TXO-BRI?Gs*cA{y*J0JZ=ka{b#AzY*=-Hj1B*{e+jn#+B4FRi}GWN*(4W8d2n zc~Qhy=gn(<;;KbEATfw5mz3*^9jY7IB|gE3*g~6}$Kw1p|01}uP%?oghkv=c2MT@W z?W=n4H2nqr2NM1$w)zEh*RXbdeHt+$Ji#Pb1pa*bh> zYqopkX=w@>_W6$;2tGJQKA09GjD)mzAw2n&h-bQ0B|RcZHvZi&R0kn_d~ssAo+94! zI{e5UW@lJACpe2ZS&4=p^Awg*-=30KFzqH{jQI6TaSYvit4Qhky_YkWl?Km<+A?!2&IwHjCa}W7QuCosZz&tPG2PC#RcLQI1VEO zDD&m~o{a2&pcdq|S`=9#Wio2|&c>)Nk;4k%FAA-O|3mh$`;E_Vz7Yss#j^$4h)uu}=lhmlg?YRFrm0Q|Wd<@0L)nQS$ zjDZx=<-wyEAc01oB+ZvZFoN622dk=oaVNhGT3}b4{JmVxoxj348SAjrhBo zkuaB;b2j3&^3%wf+;g{^;S$?{K{HA2+n>h>X%z5ro^8)-NE<{aH+7tSzIqSaC@FU5)D$VPzbaaL19yXdNL!?$?0XbQn2<`RH~Zo+Fc>83)vKGzr#gtH6G5u z<_7syifS(*y7nEx@Lh-rB&fb0;%0b6yNve#gLI$fztDT z{5=>c(w!4&TE;2wkyE()+ z3s?!Q9Q*A#%V_3=loDj4g@i5U2TE|=&w;LR7y?rhGjZ;nJ>8mL#2~}&v_EKjnMEeK zf!H8PUAJv;6*PmoO(V>%w6J7Hc5T{EWml}YYNMqFpyBT;;5c|o3$LdtMG6{P{yxa!_1gt|6N>-qfz zc_jBGZHbHC;wD`QUim2D=PqM3=rZf%XU7fLsY-Lptb1eVxxUHT*STien>BtuDjz!HwtXvZih;{yt2mjeM zCS5;yK|}0{^9@J7>;A6^8FLw<@hTDNi6OCSW56dle+$qv3@ZmTS=Rk~zyJUN0A@^7 z^Iiz7o-(qpW4Xk~VG(Gi>S#3Ky>PG7Y`~VC-_i*P8WG?bZJu<|(G0Ud6^YA@Gz4R> z>F&sBiYc8K=ZxK%i386;q#ro_^J&X(up}(ec>u|QX5Ez%J4#*=Gl6xcwOOeoabL|d z&iV1pHbIg@8{mfOx)9=ruNY99=dt*ps*t_m_E6b55lRpCun~I!3Q>ZJ*$P3DGexw- zsY?xy8rB^pUlEq0Cja*MR7;?4v}Zmc9UMl}wCQ7oBzu)h{UWjy*ZaC+;G(GmXIH@Q z`PI(RlLo8jXa(7|t`G~&pc7)pQJ^^IRMA*p23eL;OoL3|3?K;wTx*c3X>{T0PD>x& zaLvYa^T;Xmf*KTP6~ucvK<$Wk2raDA+L}iZkJt&zuvotsrL^ESmp}&<6q58?zINWz z+O%t8YrKgW(b3Z#281tu#9>}+OmLzX1HmytOMeaIHg-CA)vKRSh0i-GJg_jq>-WB? z)DL#|g~wL1yvOU2QMl}8D{l(avz&r=i(Xed?SW**Zm#Yo6$B9&n#32@YTD9ezPW&h z^}%MTWNc&*;{VZm=Mi!{t4}#j6Tu-Ck~M$r-l1BvVzh`Pc0hUMbF(SUyV1c5OqSHq zhqqzMFlP6efmo!d-&jTtnU4@gltn_BZ_@E|QWc)bbL>bw8zRDzolMK=6eV6gsDA=; znC#V~eN!0*-{Dh;EkNY2R-i$``Re+ z4(`RTaxpf2B04>xw8snu0fRj1XvPd9FmaygW$x6&+cm{ke~v9*jJf+aN?jM6D)%O+ ztT0XfV@Vut^q9`Lw(|0;{CjCTNJvFqAOZN9U-WN;3~(NC4A zS9U*sW_Rk`$Zj~O)}9>&6B>M$iX%O7D(DEYeHYaFCL#!#1Y4k8x*xms_>WaL9P0Ub z9dS4HFGexNo}v>tt$SI47G0Tcy(Yw#g}wRqb~w<;BELLrctmuZKVfWJWUJI}TLm=S zufaHqsfvMyt^(?g-8*i^>h8;D3SC{u;XmE>K+3N|Hs7XH)~=gRTGT7v*R1MnQvABT zI5+Kh5q<6(6jDREw>;KTk}ek_7EmIPlPrP|jG&L7u&Cv+4^YzH-0=;iJkt4|{6ccry-LOWO)_ld|dkR+J&EFc0BNQ4nF zZQSWw7BHae@8A*q^g7gO7|u$_8*n9}ZV-ZJftef|;$M7D*X&fr^xprpJMO_n_kvI; z8HavwTk~1yTCJ`C@UjdD?bx)74$Fr88*kG4VQg8K2@U#wI}z@tws)jC?KB z?gigXaZt^{4o-o%!IJ;tNwx`+TvwμrszFjc>Od>bsJ)M|6h+xxiUJbl6I`h-U& z$XLKwh(3pb4xnax8IG@K)pG^E-uJFe$_)Z;;791CL|FCeH-iiTN?GfekBRNhl-WHQge)AjsIoY)X( zHVuA15c!{%o(mBgg~oLh_b9Sf_}tILbvS4Hl^$;)ZZFG+ZkMk7Rs2Al0>5GNRdVEP zcxrSIq@RBhsP@w~rQ8p#+std}reac&@U@K#2}iGiJITL|3W`ox7#K}L?qE1bZWw+qGI5`%=^2lC}kC4+!{Msb0R85?`AbT;er?g3(pFF zrse19z2x+@1NHz5?Q550NN){yKedYF6t>+cTr8eVUVkNk?@|0v<-9Gi3~>^UtQ4 zC=vq4W~;~Zqm2AFT;j0oqKnu#5__Dmrw7PwdD<+zYdgBk85U(7VRTcYFzy#-RYapx zc&;c5G;k^>9V^oMf;WGktT?_zp~_nq_=V@ixv1SXfHG<3UAi-3Fbk5M+G_kX#${)W9N`u7?cNsYpC;o=l0C0@xp?@y!O1MG!re z1_Yv(hB>W;V_6_u_Tr;I#;^`l1wY6kOHa?2jVbRT9wL*JIxCXHSTf!KO}_mKVltY# z|FcZ%V4cx(y%VS++*vjt`zL$0CbHOo*v?e7YE00$Tf)R#Nzn#3U z4^OoFDFW!wM6>)|y1!7(6p&gkh|sNYGur|c2n76Kq*{tWEwaoBqd&cB7+N)kO_>n$ zhqJS<0G+%%>I^rzmx*OJ(e0U*30C&{DBE4vPprvF5g08UdtqZ7yGff#rm1NCkbzA$mKHS3Wkckagu zh+K0Pwz5+Id^O@~aw`*JmcD6u-xw9SQ?UbX_EZ9B5*dTeL3O5Gx{4|&26(M}0Wr0< zTf23th;5AVC+l~#R0O=D)gPaRMpK;R)UeMO(|LDC{L=jKjuJ4E{YrL4fKtTlVvJOt zCO`lof6Xy~H!|@4=`b*4q4dN(el?ST9(jQ{{a%9&xC@y_sy;a|wWu7OQ#>>IKE#Tm8n zVx=8xbcOTtsuEy|xM*u<0$iG~4+;~j&l?~)Q7m_?+&bqJqh#hU4FMf#g{^tZSNavx?d=;@JfDGkr^ec#bS62 z)^^E_-kn>(_q_K00=1+3ZENOJ5aKef-QMJS$e3_|)Ddiw1^1r)GCKmQ92S?lVqtym zPU>43jp&b0P6$Gzq=6dO5O5^s z>qH2A(eeLZl6^|SFz zA{s3MFIM~HgF@n>m26=T^*)#1wr>1g=?=XCdrwjdzIQse0Cey(w{X7OmP+~lQUld@ z{li=k7L!57+q83evc2MIxtvS>s@WOIwkqw=oq}TI?rr%F!YF{$aSYAkyHt3;IdSfA zWINa`&VtxcWSwUqQjud!IRS!NBAXdbnZ~XEyOr0js9*3?W*iHp&Xsh=!|b$KHE$4t74X($bJg;BO&iD=D=a%I$ZDe# zI-5!T7rNq}h6DgrfOw+rx+EBUauwIcFe7GgxNj4{6&Ro*Y%e@V^_fe^g!G}$2(2U; zYC&zg9dg~#f-QkTmkt~etrdR*OH(^xw%il}6@dI$JjUztbt|cn$nYP);42FYyWDTZ8*D7?@5{OO1n|(LZ;4auCxGu|8*08=&1k5aw&OHWrb7Y@{og%;FJLs zK?4?r6!KO^dxl(!qte6fgc05`6S+}~4Nq3QI%ryN^2WoouzwlWIDeme#tCwAZLog) zJZWHceT8t!;;5GQwWM5@|1antfYp0pFdVWGlP2krB6{YFoXw6L67AdK|Jqw__SQ#! zd}tge@IfoJg@aIfNxh)E>umk{*p{g;1Ia9nRy3z|1@s`}C3Zls2}_u7Mo&E1!_?5} zxT>N+oq``eP#SAJM~TW)P7;A21m_a0Q7+ErVzvbeRU9Td!tvJAPnWS)9|4H0`MRpD z{&mVc@c`{7BZoIdTQ8*dx;ls%{;&3Kx8s@iV@LugGx&8*TyTdJ4PjKgNZT=OmVjG3aT zqH`fSrk?t(uet}_Y!|D$jnQ%*u<3)-)F6OV6X(g(m+>_Wv@2U%EmzPA4?T@QOYAhG zMTslOJ#6nU9u|!=4A&H`?Pc^qZYUCw13a5-L|Ahwswp#P?YH-&?x~{xQ9x=$-kDuF zuuZs7uIx;#W7JU|1(`YURIFm5RW(~bnuxfRjT5A*w5`6qX6>hf#Yi~J!!HkziFfML zkbR;bJv}b{dX1@AdD!DPDMIKNZ!{ny=8S{gwOM>F$An&X8Q1MiILK%R({beLVlsE~O~g43pi2vk^SiI_ z)cQiLt=#JNJxI9E8QXM>8DZilRJH1+g|IARw_@1qbw3oSHrCYMN9jE~2P0gV6*Uf} zQ_a!W)Bg#TG5dIh(i4O_Kd(G?CF4;HHh?jxS%<%hMx&;E^+5gkz79@s!< z?pfGaTqv+S4E86U%jVYE?U2uux+4|}|3((Cc1c`ze}Gi=%Eckh*D<&Pmbqx*HCQYP zc32cut#J=EB`+`5SRg#X9XGn8;5awUnoYnu59N6@@rgbdj=nYa4=Qb+j0wHu!5iUW(crT%ce*}3haPK!#=|rQ6xVI_)g{c9 z4hxvSRGzvrHK_K3o8-qM8R_J^vvHVf?d}zm&b=fiBY~qJD$@xTUwoOcVtZCw08b)q(a@sICy* z(ZNm{z~f=>?!iMMLhJtc_baGsryCADUGFe<*PO|~ zyqN*54S+?MrW`R3*qYA+B>uai7YzX;MMU$~-Y4T|9Xh7l!Hg&pn8;UABQ}5-$DI>? zsToC!(r0VHzdeHH9T4WEjk-jS#(P~HjK8>`P265HbZQ;K0QxiD`>y)XrJn3Yc*VJW z!2a*ei9jjuxpx)=;Yq6c(OKbUiNFpN)o$N^MUH%16@@o2v?inc+OJ%N5PKz1U;~bc zrt)WBq*3#H#8BWeHW_rJ#G~bjzBmrYp#e7{J7$E6@n!Dk?`aIl>B$0)Na8}MP}1$d zoK$A!>@ZQ)HL0>h=VB#Xge6k6oZc)@E+=}5K#az@vWazxkEqHND(K6mz5Re$;?sW0 z|AgGex_I7CXU9S?ec2;C`6b@7OZbP_TL^$>p4JG5@Dlg9e?A-S6SORX+KthtZrc!V zb$hAvHoS0ZqIw%80M-r)P=v5B%sxhjkn$JqE87v+*~X5rE;R&EI+{y*H^UwYKR2>zg+Jz)8O$1Oqu)^F zO*T~K=gy1`C09~SK>;Gk!VL@x;je&pZl{d5QvCKV6;nuv%=fdm3t8hCoS`w&Hj4X9{`jkr=>HcGHyCs-a&!LqLOj^$>zUzi;qfj z22A4bY|0~<-Leko!)I+Dhyj~4GSPVfw5CB>XaX2xwMNY!LO*~) z{C$+4bn!e{*w?mHrFBOXovKeuUw|V_;@1e6zvbpze`c6 z2RFU6NNh>J0=TB+UdnUw93E_|)9N7=oFA`FH^2=f8hc42l*IK#c00#E(K%^}s1lfL z1_S8sDoBRXLd?%VGlGo^d=&7(Q&*6$a{+aQoP{ncL0A+$+Szjo zfAF}@T!GuK`*4d(_hn#e$EUx16%dBo%qM#I6L$p*Wm^Dnk&kZ-3HT!;=I~go3G6|} zo!tJ&LD`GU=>xzCCGs+V}#*GUqPckNA`8z=1Sau{Sb*D95BW{zOygz zz`-c}Jb#sDfo&%^?Y@4EZ*gUJ)I1r1w@R+=4|&G*^RrxAKpD_EpnH$s{^G;zUDX$e zSXKXIn7;-p3eJj;ECG2z2~(R);BY6pJSHq0Id)|j=?&$IS38$<=p?5HShbzCiNz$6UUGJ7CA!aDxv1@Nxln-2mmt)hf+ za|MT|*G-<_o__MGkcwrgo^PhjhbB^~Wy%H9`RrU>KNE0$ILKMz`4p>_QSF-ao#{n!pS~2I$nA^W1XqK-m>R(24ria%WP`>8-#14iUrppXjWFY#`yYPR@5wm)fE)9h- z9PK$R`Z`80D?d;t&UaCpt&bo@u>Kx=Q?9>C%kHdC`?eyI@!6Yo|A#dQ*@z&RGNmwX zO8%6ol)pU(pdxTr4DfK2Q6<@c(D^>c7Ebhh85KT1^-C9xicTXkCU;c1)uMF2Kdm7U zZc#KmnS~^p$`G4XfGyR~fT%(QV{6T40kG`bZr8iLHt3^_*(801F*IlU)>wJonLLj8PL}-S;#2nV`lzE zunB*C8g&KZwrtsaB1_;1sB3Zrjm!ZzFw^RdoI;l?3*u!oNOHxid~kL-77<~q zXD{zfNM=#R@Y&E(L~T>OGN_4MvDOOk>kXwrPF8e6@e*fko5eGmkyf)o$W^C8I%eAQ zq8umGB;iGDtF)CK+(LVeyF}hq1|!Rg~2SX#q;5U)EZYOSulUcTZu3!L$`Zto6w2>T$Ht z#z&`?rg>-Zc%X!z_KiT$DwTha1se4sVAltp$gbJhDomk+N>V`_x)sIkg-jWVOte); zb2d9vlu+H8!^*ey4?8SjKk$486>uOu?C05fe&{(*>cO4fbzN}yhwSTG2AM-78^^ar z(_ZJ~1E0oFoo*l{E%xf0m>6!5Dd;}H&m;mV5Gup7ru4nJFsY(}SIzs^?0}YBr+mKx z)(`gUh4LK5M(GF?zoVSzQjschT%w<3#$5Ftj;1bid1=|i@FT)i6l8TaalN|fY)XXu zOZgG5td}|b)Y3;bfKy4cAb6L!X6XL^RTh@3QlC0X?hveS?s^B6=nT!z!Hfz`kj6yc z6906#Sibb37SszXPsZcHh=Yh1rI__Dov@NQj0!dS=Kf+~8g&a2YRtVYYO!V0qoGvA z-M}`PxxTrT3gMC>lMfXv?f1`w&K1O5g)|5uNO587Q8LNZ5WrGfu zpEN6<7ONCb%1*#MAvU%D_!y&f{h#mb{WvD?svb$x@K-p9OlB(%lW%N4ZR}Hg=(F}i z{Ac%zhOBO|%z@mytPKQ7N2Xu(AGyP1?fRezxIkS!!cK6CFD_3y=88EU+mI9ipe?)jpj9unfUmO636{NbYZzpI}|Fa>fuI9#LGBrGhgYd-R?649vykdY!f< ztxwPd;gQDy^(g3Y97nW4w%NyTg&(n=nb3T#X{$vGJFYI-aDr0!l@`hy2tf)ivxfK$ zpC=Sl@^W;pv>#54YH*8u#R6C+NCJQqB-hTH|AnnNQQb)Q1EN}-tE|jd8^>7?EaCdK znoq}zY-{2h^ur)aJ5S&kL%}g!;*9ZhOZ|yL(W!w%N)>=J3O$f>yJ)fvBO_5CWBp4) zW@WzelVt!)+qY|jHzi@P%oVfB{Ce^L1)WDnKWy5e>gnNj1lvJQ<7Bza$_fFs*!-hh z`b-hIE?3P!8ANx$Ge{8+cMTRh4kv63fO_=bD39Mbm7}Z|^SKv56K`X0hZW)Ve2cFW zS)(68>#}18me)0gc&saKJ52Dg16TUq53scifY_WSPnFmrW(^5cp0>Z5Exro{>cW3M zilQfuA;vPb=qSi&D3-~#&>^tNnVy4_2`sr+A(2M8o4oKDr+k`e?Zt8ns3)A<7k>#N z&Md@ppn6PT9lksgruG6*a)Voz21_YVMhV|BL$~S<&|5Fzj1_CW;boYDo1r;riYefj z#PeJ<4+cB!9rKzg|M#r++jXe?t(YA=yhyA<1UW5+~sOuFaz;t zK`fIah!eu)#ehb#ZJEVSplNoP^(gjZ9`-$^#6T}5*TH)2CyHR9#+B*G0sW_B?J}D4 ztEo+Xk+ioq%gY@lr?xQ~LjuOBnP#NTD}VNNwzr?rW6@jC@b$eUX|b{vpu_}O3B~X4 znc8ZcTPO65>iy-w+n1TMWqm*le|=hQwc8KF--5|3AcG+Pf7xFB7pqiZW%0bcUjj`H zud&_J_w+r*>M)nFPZ1)wmHEoZ1ve$jIOB|I<0gYGo2|Xqs6Y08vlcD?gp!9E76w{z zv?0tJOs*BE!;&mkaZ74%*)>K&9vKE5_y7oykChIW*zIW!n5@bbBr&Y#6sOpo@<|{* zBWU*}=^jrf$1g$gW_bWp12nsM5Hf?VD-s#`=JA!HT@PxjxXh#Zd_2YHILpWdxQwOw z1wI~e3lq$Td8c2AYVxi9MiuavJ#k8e5_Bzvc5spSM2+*-o~F3ug%rU?=XP7QT|l;?e%qve5{*@17= z<-}yZ5|ea9`ue6?+CU>ZL)bYWvWQyg6YD;z6?lY1s+Ad{$RFXcmk#~N|EPG1R-4FT zMtioR-#^D$$o^{Dhd=Wgob8gm?&*BKS{IIN8rq}gL*K7qIMaRM{DB~_vT(zQ&j=3G z&$3WmB)8v920uR53H-ER{x^^6Fv<(J>t14I)5VqNGdzO|w+Kum@qI2??WEVgZjuk} zpp2!hbg`lhQS4h|-uC!>lYIcyqk;gNBQ!?bBVlhBK(UEGmC-bTqXOo-)MtOI!9;#s zenArOos}^EUJt%YO#$_Z3$9h*BKv-Faq3ztI^f^XVoODAPuMch?F`m$zf#|x@{X9r z5ZjYwphx3InAsE3o~3c_oc1qDPPfNNRz7-yUKjJmCoDnn2fdq@H0*%>bs=Yw#@40) zc)|Nfy2L%PxPYm?0~!zIW$9yKq4@VBFbxeJo#W1QHb>dOJ&;S$`EGv;J@e>HV^;}y zeYoL#d5Oq*U;r{0aE_&M+o+5_`?k*92i~=-7Q~)efB=j6kqT5APQGc$L2UtEI_W5MYaB)IdKl z*e6r+^DMS*+^P75q?EWafxh^VSAf|#B^2XqwwIA)072w83A90qx+Ha|C35FO4OspD z2(aJ2IKc!lM|#t!*V@r)70rEbFPeHSEMXS!_ih-wd$PIFTZUFLl!s~ikB3qAkX&%C zNYgTiA0h-eKXI7w8)Q z#iY-Td7ODePHZ-e`c?4U|5QulSNm!GU@Vn?MOvd=;PLTM9Ph9^_kIAiCG+)FO&Fge zgaxJr<#3e$7_Xy*mFzIha(Q&aMACkgF3QxQWFVx#Dbl|;?R@!4(5KitXCI*D9V!wQ z_Y^G!EQEAJd6`fNs?5X|_a$CxPM^ZnG-vteMVXx%s&3dnY&hy*E(pUtJ!5U}+6oaRf%h-^E2-<_@oSQfYgvaq_2QZ}o z6W&lAmzH+b#`vbKP{os(r!BYY$$O^=3zeJQeLdM#mML64+^CQiOjdPdlbZ`b4@EZm z23_I$u_Mm55mh8ddwy6IQmxs|acyx&(>F<2y0ITa9x#s0GWR|{VO0eUsctU?t``)( zQ6H@`5C&yPde8U-Uo%^d+bOFuoN#$$_R>LljxY|61ueavxM8q301vNFo9L{~Q|k~l zLgqP8)tH$9Z7fQ(;y!JPvD}Z2h-y3@Bga)p{_{r&Jwq`pqD#|I&kryB&dG+IX=pP>v&S7NsfK7cX%@qdh z`14?#MPQemeIgBETblCkDS@Ef z9Bo(NS-L{E$SfIDwX72aURU*t)x(^Dty;{s3+QcfYl;G4`Is_pl=tXW?|Z*(|5aw18fK+jq@%?Z3jA_B;BGgjQ_I#I%|Sfy z%$0v{ZN+JY`*6u*7zd+y%yWOE+mO$z*Nrmm;y*t!(6T1!T;9x9stYof|ELvI4D52_{qwkfvT_pXA-3`V zHT|u;0V1PE#4LO{Cu*;zq2mCYPe;_?4TTI4DSvBIx-N)8;A0b*(4Df%8S=+_%qzCz zY4g94UTeNE8zCn`GGT@fGOu6{wXr0`A1CUapI+oPKt(;hc2hMsE=?nWNDiG&8EP{a z1QEytS=nKyM?ZvzR|PcCcDu5r&!1=ic|@U5=_86QCSkVD(s}H93MB^ONFGAQ%uEOv^{uDac9lR0XaU!| zwCI$eRn7V;V_dPj3=aUkY?kK~l-46fB*#q{mhNH09Ai8&z$}h@MVBm2hgP+Z$XtKg zo<=fyp-JgjP5(qL-N| zl|2f8RY)ae@$iR^;sJ`J*_0BfuIujyA<4~eQ66<(5YnqsJ0>YUR1aWd9339v+jl8X zv>NwsOJFN;sdo}rpvr?+YCc(2ufTEJIeQq$<;829Q^Z63ZMJvjPpP!L{%!I$ib`@P zN9%Ox;@WQ}WxU0J*l8uRvQu>cIRHw!E^c(dL#i3?@q64*>KKQiabh`k<0jt1EUI*w zugs7US0H{piqJW^@a;~BybN_P;7Xkm^k*OkMA0o zNETkVu(vJZB>aU-NP?>~0NVRsN;#lWG`T5A7uZiQ=<%tV9PV!>tecl+fK7SRuYyaP zCt@~u`!0DhGL(}*?`bDwf^NO^P2|e-p@rp+a7|jzOpzY@os95bR~sn~IGaZ&E5nb( zoEIGq);@k=)Fmw%LZiViNh;EuQHS-o zCGi>fip6{+Un7XUETk5+MkWXSBcgma_H9n=XFzyKqOy0nX~WWF#(>oZ++`sO)k(s~ z+WWZuBy;N(qMnhy66j~!Pmh_xqRt;M-I&~#RIG&@%OZAwZ*6(YO;@)#|0^`}i$p5E zo)k4+(|Em~QG%IQPDsdlN?*bl`Dok(^`Mc?(Jy^X`9P}u3_Z70Gnb8%vRP6n-|%ZO zTCix?#EdC*A{vl;da3Sla3C_?I~^y8U@=Sy31?-|$0HvYgB4we#eXg<7T+tcWp2YT z6pPBN<7r00)t2&^rY()=oe1QB_#^3InUC9SXXIR*9u#rQW|4JW(el<17+iCgX=`Z| z6ntzj?QLQ#I>eH#&)Tp1*iby=hif0j5l_q-PFj%})mtu<4%AqPKFet2j`FR)d6X+E z2Tr90f6NUKdY4+=&|4);@J+=>XvR8`y!MYwSlN;NJtzLGv4B7Ql?kPppPLwVjc7yV zorqPEQ+TWGR8gGBJeDyy8i4Y>_U0jC@~$nqk{6H<(h@ohk`8vw&(QyoWX-o(jrg}1 zb_F_^@{T7*S%MA(8(=7PPEl39A^hVngN%7oyG;Fj;ci-hbqC3R1?Cfpi9R~s%LCWm zp*L--#M6EsI2=kF={tr7Ty{6?)Z7BU972khMJNRAbO9^egoc_4wW(4Ev6)T~jHTE^RM)7N z8jDx77%;7FbREUUcI%-S?XsH{NfOy%xcn@yU7y{2`L$OELHe6LY+145e`9{}1U!jO zp8?(TQGo!PHq;L-WL;-}{8TpmET6T>;A7mJLtec}GH&%*^wNB9BqQa7x+Oy~loIvkYHbpYv+leD@Ej7u!mMBD0h3j!xTZgxm&?UUE zRm=ahu_J()+;G~H=6ods7tW1JFKBUm6%3ZVUXh2{L#lZUGdzuYhXa!(rlcJpPFg$h z%`&3&Wmm%;V5>@&D*9#nV#YjA$ACIU#3oMrkHAJ&o=O66l??&)RUb|Qjq;bjD}l| zqq#~e544>z?+(IMfscH5?|d%ZndyPYmh@K{c+R)kd& zFR`qj*cAmjc>H`jqr{Utl;1sW#0y~is+YKoHgn_CPu#NXw5jf?OYz$t-v7?<1Vlx&y6Z;!h(QE;i z^G&nh`+_<~vY`s@%KloG4%8RIqKzA!6ta!GbMSLo)ZT3zBzzH`xQSv_C1XRBv{xrJzI}f9C=^F_-?8&v^%Jw7&s3t|-_yZb<^8 z4TdQ^LSF&ZR{l&~Fh&CmZL1w!hFnK`cl3iS7#Pi|PL@q_tcw+WFk##1p#JW@2kWf& zg1CrEG-zjz5^8EDFO%L$=0F5>-Cj{|-BHrl67!iB*IfygXM!~HA)IJ4G}65gB~KQg zF>35`q4EHCzfnmDTnn4g-;=IwwW*5dhp-6sdgdpM@sdSzfUIVRRuhsMT7gvY$(WQZ zx~f>36+FpZ*<(k)@e*Mjv|WM7IeOQ%t5SQFQW6C;pLeKE+)S_zT2r$uUG4v@faTL( zNHB~CeSSTIT0(tFHlbuf!p*efSO4_GH+Pxg@NXOS*Sg49N%wQX^A)Ao2-cfJ8*DIHqbWqc5?UyV?NmWace{{oXP&8>a11QD>GA+p3sZ+% z)qEfsitCAom6v)JIXkE^fI6@dXNXIxM_Oq70;S&6#w-QFyT#~F{*L$Env}7^?b>0$ zT!iK1L8m=@UkaON{fT{EugvzS9Pt74a5h?Sqm#*O&qdc(ZAc#T+sJTH__Z?IrKYL@ z!Zez!((=Z8pkc}OcUdQBoB&ztLYqFn=YHD-&KomiP(HSPg;$@BoOutSniWar+MC6& zZ-Mh6&J;VqEwx zOU@orNUDcoqw|Sh_LejSELS*-F5(7`^9btV&qFZw2JR-mg1&7;NmAD`QlFzYe%Dzy zFLns37-~HJw5zkIE6DZ^<=~&Z>rX5Cs2D1K!6fa;V#l|v#X)fZ4$=~LN?G0FE`sndaoW(UfnyQb>}DSj z0EBX)`*0VUZn4y41@+RHwg61D{j&SZiXK${W(lByqlbktcmhZneo{lX)xT5{smGA}EW_bZi2X&{L~qlk~kh5ui%^MgHGb z4-UBO`|>e;AQ>FNpWW)TR?$`n)5deTWJVnK*vr$oP!k?LTqnOS*hdU+l;Nrzl%H)( z-W63X&i;lt-S^M72+dK5Uud8}=H3T{x_P+LsO=c%l$6EJ(yb&kZstaCArd+qqNn5{ zrG5UmD8e)L!n^h~9d=53FlK}&H@a#~KEb}~k?iWY25@PW432a(R*b&gj9H2Eh&Wa12% zd0&_fK3RWg9PsbP8cn`38~?G*Z?|HBC^=GWe=l!WJQ2c7JfX(}9*w{2mN45vefvHx zZg?wWrsUKu3!F{F+1s+hfx%c=Z|*osGDMzIUkY?#>4{TA-r_~ zsJ1JJmxK$477}HHW-Xs}_`O$Orn+#YM~cab%LMdc&s!bwLx z>TfXOty_D1Zim87ZIv#a#}|y$#NlYyhd<3SfCMY-ws_$b*sd8x7#ilgTqx1oX#;rl z%8J9VfMF2S*KO)%ZxSjtJX`%{gKsOhSj}?> zjNwafp@EYPYozT%%tPsDZVDDd+2$97!XC-dd;|1Gk21vO0r9u#mAqW76gQ;xX3P`F za^=nOPc$>t(rm5x$M3j(xL9_L*8fKh>}6FyIEHpv4qQ=3#IWqFe|!T~Qvl3<5`rr2 ziyP#jpVWEi3+-oAqn9DCcx5}$1mf*mi0Kd!Ji+h@;Hl*gG2W}BiHKKeRG&#x^Tmh6 zAc={oiRY_*@`}_;5nA#$_A#czW=mLgJIYn%KYkl*?8TDb4r%fkLp4D%B6Q?LbJKXcS1133aBoZa`)0W9k_Jm7*k3a&3p8uIMvsiiBRZ4v z*HOs;yRRXx|D$*p1p^xXe?9Dl-!$?kwux_YpAV%X8^mlynN}w1M@3=q2Jh}Fqw^|# zZc!P1!MfDQy75&#@kr%B9+9$-5D$8pHu`Ofxq%QO1o`5mN~hm@#NR$p);JO-$%bYP(ps9?JLbzO#)Ih3|cqXe&;K$ zf4EaRvNCl<*5OTK7yFU@6MWM=&uF(l3o5Di_KZ01`yQaZ=Lvo2B5Xhgf(r64a3*@% zJ;aRiul*gyuq=%Pz};kOhkH7>;xzyP)kV^lGW9gsT(a1F5NGRj%-YN@^?KxvjOy}W zi1Q>Y&xNSMB1T@F_%szpU^m-WRrXS7b)<=9`wbt&{$&f4`~&eCnrM`QU_vu2>^ZeL z%Ppfi4lzp9M?`b_29zq)7F`@9X+ULV=spIouc5`GTq^Iv+<}-R`G%0_Z3_@6h#B`+ zpsm;2_P;KB{%k^S00vwTCt|jD{;WIE$ERKbQq@&5dNENBkfq7Mvw2|0rQ+C$Z%i(^ z1D2|0MV8MQ zMHo}7rZG9|T58Cdyp zn%g6vfn{U(uP_F@)(Pn<3OS$W;}D`#UUUksWFv(b-<6>=V@J=ZH8EGGcQ227=(9d0 zSO{4Olq}t7{#0dQzy*UolN0k4i6o7eI`jCNdA|E8xvL(KsHe+q)pTmoyyo6jD~I+? zd;x!o$1M|~k*_*q+&K(%sv$@xV+>@sx*aMHtESq#Y{J_!zbQ{lQ+gtGJZ1nqsQBGx zvwedp{i2by%pfWnko*GMsQhtN9-59*D6~Au29c z`a@<9sOr3EFx#9N1;K9zC&2Iu9v%le(DMHRHiwD48ksq>hs0ifjKoVqCfcr8^m}JQ z+lz+lcxPhBvqv<367#r{LpW8;8o#x3Ns(sKJ)6u_)>Yjg!Nv=w-2BEJMdzu%ku{$^ z-Da=K8|I(%j+s9>6>X2!-RZ4pBivxZ`g>5m2{bHz;Yl(;vx~uDklYNEFa^wCuJ-&V z&+_oi?$ow-i~hN%_W2OnvZ?1Jq#(n1qT)z(vUx%@K1Gm1s+(Z{I~$^RgSei@U}r>cF!Vm#XUuOZ&MIT{akOVUE(<%b7Ni8 zvRv=Cf2x5siq?nVP1#1I6`N~_XQaS@d+Y6wpsB5oM8LhaCUKXHI|W6b}xQP&hT>}F182XeGcto60@#+(knC& zoF4vELb;Z?BZ zB$9$sFQZ<=FYP$#T1Rjj3fu9%s?d5uhuC{QEf2bAdpGBawy}Z4fHzk@>P3zpXTY(f z@g`q)85a5@Xfc7aLy0K#-v{BZsE{BOn$QyM3~Gc)@sU|SlD1-*r}bpfadFsT|6Y2r z7RAC9O_1bx6|Q+w{27ynIc9<)d@%3LSk~`Z4PB7!YaRRI{|{U)rKnk4C&8t>NFWh{ zxr{C~LuuTYpze6;rn9|q*6hV7SQoQ|Ob6F7uYKTX^W;fYsKx~SY*Y4Gu&+o%nltIT zgg0JCYk=nO*5zX!tJovAGM$XvO^~0-0{dvXp6DcoDh*BjLD~A&&ELRB4KH!gE=vSG zk@w9X??5WvYhyv6{^0w^;dIurHPdo`g8a#Je*8zrh?G7SrXcL=_>#rhK9;Lq0L(bK z0UrO^lu!=2%178db=j6$qMt|7F%Y-&qc_^>9Id}b2d8geaf@a4+2^n6FPXkKp55|! zF(1Yp|4{#G#z$v5xH#i6NI@)Gt0qF4%DkEChW+0ZtCJMK(#+@M2DW2vQB6wInZb9{ zp@7Nf*)(ssCcTP(EdoxfpsvJr>*D0Ey6Kz=c)Tbz;<=!Qm}L4u_p{3ky~t_c7iS36VgVAh^&9yZNAJ zH)pMB08KVfodv*+EVjH`muGxB9+Cd}oyaL-1RM5CL^qde8#(DMS@r?)@c=1@OC|BTm5-8$LneDU1i;9P{o+X^9$W1_kB-qX zk`=nVlCcPM4C)WIbL^oKn*b=opj;^?7JP104=Xt;O=_a=f+P%;C!L-#3~6I0M8Io*MYr*II}3cPEyl?8&tXzVkYTSHIO3rmr{r&C zFCey+QXuhEwzxRC+nuZW!)kI{E%nYe1;oITJjsoC4s11Le*K;3`+edlQU_3TtFqP6 z5}FC5%|q6`nZr>33nHzB#oU?va};ejbQ-nmG2^;=<^YLgG{0?68>P5DY3=A-tUoQ|Z#01Vj>#=hx^BV-(tXr~d*5csm{;G#}2eg?7H8Ex4%~sJq z-EjI))PGslSXf6ZVvhDH9}LmEwg6#s$^DFJGDDCK*d!$svrWswm1Fu17KK6pzs(qaf6&~6 z#jX}~WsQIw#9tro0eznV`2TnDC!9R_6^{0rr~PjL&iP3nFWR-sh1kJ#m6}rOK!m58 z1O2p$wdBk<;<3LNbPw=)|}FDaljO^l5Oj|9@%?H8USs`jZ5C9UV&AK!{;s ztz$*Ac}tq%nxoU)%GQC<*9slT=9OMxI8`ZNLa%19XAT@i6;5hFunmP&co2Ouc+f2r zQx9%09@x^@CjwB!f;wsq000rj4UZIGiTaqEvYgL+9D{maZ1WDy_Kc0vlw%xq+cfEm z01a!S4*#VQLXKUV@9zmMlZQkF0DsMWjj|V+rfAH?QL8gOpZ@8DZRIUQ_XS=qpC$9z%VQs)6y}QS zW?ic&)byD8sjD2Nzo|WRJ6xyJYpKy`64RQwD8F_Pbwp9U8p378l}j&Cww@0G;R}DM zBmq@fHZRK4AVi5G9V`X}@|4z(tbOkK@dswr@27&ot3ObHI_yd@3uuW z)&)6&fGMZWzRfP!Pk=CnB0fYg_nr)oXJ(%-N|!oeq3$VJTlvUh<5=W-eympY{yM=} zMeh^zRf2RLbtUDWQ>*b|A5>F{x8j zdUalDj{3-v?drd&R@DfI+mR>pU%jv-{%1zil0mW?Qm;>h+!wLDzxa1^onHsm@|X8& zr1V^P`Jc#^QnZ`j^yu9{kDf-GX<<2?6SukI!)l@oP?X~%ExA5Xy(h=jy&sv*u9iwc z_x@3ziWt)_VZbYQhD+f*X?7!>2hfACghL4M{h=F_^sWOSLgJJV;Sd+m;G8a7P0c2J zyk}^iIRfgRpFhI#Z(+W1NA#Xt4bE4F6c@Z^lH@fS=|)>r(2My@KAx6S|A`qga|JF; zMaw@p%$1nX$T$3yy15nO9Bzb|5IDLp5mHJx)U$)%TovnIOZX(Zy*`fGMK(76r{xr3b7B#>jvnV^FpOJi9|H;m zhH*HXe&6*RhHL5E!#R%VYOr>(fg@d}Xxd)pp)5S*u!h-=J?a8k$BDDy*P5aCY^%56 zg6^f7bux_e1&j>kpwANeXb@B=YSif}aC6s~=J)`cT3+v$2h1>&Al$EW>ySH$Y7$C2 z;MgO5%q_B)x|Tm}+_itCbbWF7?cqRN*jI-`Nn&LW69k5&5CcV-YtMc1wq9ndLLpaG z()}l-ZeSjq-MkDv3^ciDLhB;g6D%nmx21V`%Nh-=`SDapzR1^x(4Q<&x#!s+&9Wsy zXIsHV8d5LRm}L#&7P8pvJW{GLy!h)9I5;p0uJZp1ZUFUIo!-J}y*VNKH*)>a!Q`ot za`>AF*j$P%EkLqxJkp~+JvrL#>nR;m_)DoXyM6E50A=Q!xzT~SdfSi$ zM5H$(E@N7r?OQaLX+|x9qdIjN-Dxdw13_i@$`VjamBj~ie0ilp*l!!?p&M*g{k!-al{89-n`U}Ji+Df`CeOT#48|0eis7D zkMME&ouTw;ko&h$PU#itb^s1A%`Fm8?|mGrc8_EvVBdI}lGZLfiORvvwo8M>w1}&a z>bVdm49pd%+gsD0X6ndqzx+L`(#6AwcM6syQ4F#}89?dGFncF_@jp%5;<5nG>AxRi zF^#}#BODykQEjzme4<=WD(vKo~|-fWjjncwEzf7ely?$X6Pu^A7RM*r|?gT=VmC$fpq^_V4ebx z8DQxiSJ5(EsfK1OuQcE264KJlf%n6ta#rxcklr~S-q{-vkS)!GtR0*#c`8J4Pa^V# z{RKX-APbQ7UTf6Zyi{$zgEUnJVFA2&HTlhs!GCGL@@eDE*qiFixb(hw!08$FO1D<@ zaoB}oxp-vxO{Bo2N^Vg~X!1{?AiGB9403$e<4>$l5|vbk->45fcC`U+B=ZJ1F?!$7 zmRFS;b@@*9-AYCZUMCPHYeDyg|I^K+VMKWf?24k>q8#@@{P`Tn4BEW420_!yf~)ih z5prj4p0{n3{UrwuZ3U4IL~c$2yV=1cAP56fj!Bi#b&Na>Hmdd2kPTcU z?K2x(q$Pb{xI{==O@LTm$fCm^xQt=Hk*uArR6g?%rKbEXc+9hd_a{ z{T$mRCH0rk_Ph3)x08|_BG`U8Wv-*{o z#ux3)jNY2;CIM?)HtTc{3U#wtuBr%T4vuS-~T2!9HLk2jWX7!tD&IahhJE zpe25&dO?)v1vnl0CpuOJlOZeP$ip^w+^=ggnI5%qsYjr4tQh{V(zXo~hKcJ9&|&;5 zFqhl%OP4-r1y<50I+LrLs(twy&Jf~O3`rn&bcq@}Ddiw3*esb&Bs~uaU8C2 z?f&p8XRS1nv#doK%fV691CM68rt`T4D|SW@>@Exp(YHYVP^!8B>}M`l zNH1G>9^4;|cOOjCjm6jph;?D}#egf@_#^8#T zT+=?YacJJ?A0^Lh8S#GJDq1_<>Jcw?)R;#9g-*~h;2`AJ&9qbUce)s#ny5#2y^oBmrg~bd#|wzXp<56lT2M}%f}XlKRRk3 zBY3|CC68^}_U>-Pjvn-L-U_7plmmZ-3&Y_ZRPBy8Apre!4klXBcl zQ_f(<3fYm5#tzm}O9ta3G#6ydoymk(d|&W9KuWlu0QAxj z1E!)I{1z|KrBZCECI-XF{X@p`zCZi*1g!GVUtHo>IrZKGnC3;Kf$sFt`J#Cnq@vVK z?Jntf!mWW3@Bx89jCj%(bQIz!kprA1dR=#^u(jshJiMb%7pCO3TL+raKJ6-wV7@)8i<$3t3I9tfO zYPxYz>$JufHy@dgnxBMHg)TQ?ZzJi%bC|H`-#<_}7+dL2*@tU08IPD)7L;c9JwGYR zitPhpTXHs4D<>8;WTMx+>hTpeFHwK@XxNbpNB$)Q2`XUm#OLBH3{~(GrcV>Y= zh6qXJNBdMskSs|=5p7D*cHd$0tdA*uW)T+-pQoE;XO)zkVJ`3e%f+`723lQ7uI>Xl z6NZ9$TP)B)M^S6F|HnuO2v#8B5r~5lR0<0jiX;?Y-js~0{Npf?p$?k{PnHjtS8XyU z->z2KP?yTgMij}gB$->gs)eut8fsNrm5X$L-OQ7|_jbhC!)P2L#@+}?iFcPhKZt(e z*(-MGcfCEMe~!5V3|h@!%E2Liez9_++vk| zo@}`Pt6Ott-&g+aJa%-+WbN9ugs^8pNDa%CWivP~HIO4se7!0_Ff7tsl2owxZF#aN z(q|gqp_&LFkoGfe*Nie{>&-t~SU^$657KrZ?*HSIwzdynvd>v|b&x!(L`3-hi~Y17 z7jII1Vu`?@-dpB`r)PK`f%DDNZfV82n71=6^@r`3Ehh@Qzc_1_rAk0sOBPJRps}k* zY!JIuwj?^N6oVJ|5e<5H;RG6vaosL@ggIEJbIljXhe=e+syuJY8wQ{f2Mx4xKF91` zmGBj}$**tR$aq0ga_2oGe(t=nG)EUr51H%=T3=9FmOi)bxx1={`K$;w8n`N)T7cQaYn?g{wo^JWtKw4)c@OfEkRNd&Kaa$Hp<`sfaPE zndPQ8#wo&j#NVHty$Tqpd_{&crtQ)a2T2h`;MN~Aqd-yMzVX&frdMIFyYjsvWi>62 z9|-vba^@~bfNX<(O+RqG0l$`cV(49{--JRV7rN*}?q8Qk`x|_J0?MgJN3=U3zq91E zG$h0#L62Brm(@cAqZ7c)ur1yN4}fS0>bN~G__!*?n0Yd;KLI9Qm%Nw;;v6-i72KAU zISdbw;Kp?HI(BB;A>r*batm;A!fh12>LsGgTommWURx9B%h-WSPwv_AIhr4C9uRrD16Dj&+clPJaB$Jn!`ywP zq^GQ}e~z9Gee>wOm)k}!n-7DAOgCE1CVvPXzB){#UR!Tt4XJ01v%3)*(8_8I{vFLz z$^S5NY;dBb{MU)rGqRv)-Ul1{_36D_uA$SkW#gCmzs2VeG@V90HSGu$z0afI2s;nc z)?%9;9aGVRC*ckQc87@Z-Rq670Ybq>jZbGG{d&9Q4yeiub2rwpX6YZGaJfDP4(uc_ z_J)TeNQ*ifIC1OAY3@^M{hF%?XcEVX@Frege80K467!H%BW)bA?V|*2p)VdUj zhG&xOqzc1u0GN-I{I^H|131>q*m#m<$}6+tT?o@riyT$f2$1s-Rk7dXk90HS+|T;s z+5BJxjcqzm2#1O-Ya&dxAmlg63kf1aU*nrjpls$PGN*_b@3^uBLP#ynQ&Lm)+Qw;t zQE2`>Mmlx$%|S^Zb{{;~-hF_3;ntwgm}MqLSN{QDgSrG5^VQnS+$aMM@@l=Z zB_wu?`#m94r{wc)`Ou*Xlmes(PqX784v=VxM{m2_DsQYxx?6nuiU4o8627!^CX-8Q ziR~dxD%;-~*Y{LOFI>4vVFZmJmlaIW>FusUn>pR6GTZ?wMKsl-lVpL+_`oj(1<28; zGgN?FYHNlTBnalDiu-iuPE8rN(BtupxxPeYoZyYa>#xoqObMUK>^p(!sN+!`L9>Pz zZMQsgNAJo_C|t5IXPSd0e-w+QljVzU7>kNt&=ZTC&g;9-*kR~ZoNI`6_>VIC1KWFa z$}D8fpR$8vu$(7necR>>)MniH$kqARr${#|~!;NzP**vg> z_qRC*7=HR>t>iQ(ieUnDmmjOZhg*fQfr#~SfL)uyCYT$mu~LiGxJWbkeDiAvNdQe= zLZpg)Sc{({Z>YsavXzJYsFf+i&2zQhmH1?9HzrQNNzs&Ly^N*MVVUgNNm&<|I}JIc zY3h&~#K`GBJ47XJO*e0hU=vB{Rl1L&vh-?lQfMgSj&y5Gb51BhIlX-hRh$`K3Rm)q zQRPYc9*@jh&)^ZSxodk;iU#=FO;b4ji=~EuYT^c|O50T0Y8qcnueCsu%;!Cdz#=&6 zv^eG25C?TFM7$n&RJPsfoG+ROsrvk#&Sykk!ad2O4zo<%o)%6(yim=c&>D!h zXqybDS6H%M5Frv}M4Fs8rY?)663oL9suoNFXcAVPBnl1!_2-@XQuM_O6(&y^0H~H+ z(7|yzJ%&sZ3`u+tvG6$zW~nv$N?a#xo6tvPhlgWZvhKNu+Tuq8eXqt$H@_7%(#PS; zD7BYR?f>o_4r8}S!+dV^Z7jU~uM|FE>bMg0Ru23u>NGlFPI1?-jVd zEQX;kut%}zR|;HlclbbHyiJPT9g_S6>w5N*@}QgAiNEfTR!&fk{-Ln9eJ78Wu1L8l zOQ|({xy<4l{2NJO0qD{&hlWJEhDo>V4z9*TF*;<8rM%Hh0V&KseSIS+PwNKteTS5w z?tJ=tFa6%M*2$xEqm-$hcCTkWh8`|@Te|(V^|8qjFFrH&VOFZgZGFrt7TyY8VF0Z)^vgbB&{ZO z2X=WG?h}nK1+;B0P(SGv?e3&X=xRz#w=r{?^3(XR$@f<20yIEr~h}gT1%9J z;YgRffnJK>(^&h@cp3v-Sif!$s4}z}8bs&fGK)Xg3q1U+a(+D`mP-I{ZyxK~nV@T? z>09OrLMm*m>`WB}p%ej+`LKNkKIDj7h$pmoBhG|ut!F0I!i)`Qki;1 zgPt{?UDUBd9CN%wx5D=W7z-g#;n%ALv$$gg|ILn#ug@g++ui@%n7+%qPkCb@0=|R^ zQoc3NTh2Z$Zm$KzbS1S7=B!s4(cwj{+HduF}@P8w|meV&OnA4 z3i`_KHYOU(w_xJq$4S&wbH}Grfl*L5i+ z*fzQ_4!W-bb7$=E)^c8GGc(SO2YUmAWg|E+Jn`~KozC8C8Kr`Pf#35c(F@3Mq;VZM zGJ1)0g=YA)-h}t2U&Fi88t^~>0034S^DrJ&W#%n53fYjn84;o*9GIClC0We@(KFyj zJ%`(c2q zZAj@jN>B2M>7wiji+rDGxH3WQH#j?Xm1@ePTejUWrzUTI#D+;cx@)-zWWzJ$`-`MT zGpgaXN5a!-?tCyhU#r-of`jz@yTnqZIu0Ui!r~q-Fbxnprg_z0Hiet<-qHd-8Lwp2^Xj_TiJ67l3u=2p zko^J4Ubp|HeHfPN(Yw%c>i-BN(QPb(>w$W%qUEFhKX@?aT94D?KIeg@PuMKm5CPDm zwtmtpk2X;)7hjbcV-n-F2p6E^mle3q9Vd{qL-B9PNTX)K%4iUKr!M~nnmxR3VTSOW zHFa!)P2Hw=#Lxt!@9kH4&%V}uz<*UEr6D-m{1}yXnGDa%>M4^IK&&X92pA;p%L~~L zLCZZ3d9+kR$`TEiS0jBQZ(n5KV{xAGopREN}yjrVz@Y zVY}IPS(As2o!hC1V0N`{8ws7m&vKz%Q97v7Bn~YRSrW*s=dk<0Im4JU#OBs72B%?S7z9@D}e( ztyzWHHZ#OQYCmjz)zgl>+7uZgPAnC^)5BG1A>;NJ1~kW<-LgAZ%L0YuH%8wfX(omC z+PlfQ`i|2|tqsn%cQroMM`lk|@86pQ>KmfIV)?J_V?2h+kE!CVULX&oqzr~SVY779 z5)LLvx+r%}oB!=@Cnllk%NPZINu1+YMs6H-XT}lzShjMmYlq?c$r?9pY6gG5PXSLR zd@XWD*EA?xS0kI}$^RTY*g31_NFcDl{iPGA#S{3t@svitl)gbdtvjX zfSm-oIXPtxfic}jb~M|pMG46s*i3(r@lO^=Sv&5g-X6~U<35NVwgGls(>VZbv{i>r~o?ivXroBR(ngA`;*XQ%j2H^I<8UQ_;2+WrmJL9 z3AD_h++iEVMHvJq98^X?sp}&mk<`4uo13Fm(-mdCzUl1{E!`Nhy8AeNhl~iMTeNH5{n^ zo(oDAsvzmTC8U-gW{S1XBiNGm#U`p*Ty_ls z=A(Zt1B^E8`Z_VY_-u1N=$QKjSnDemIrEv{1*1d_0N4HGcS89j6)%MD$HzHvQYoL8 zly8Q(0w4gnwgA&T5)T(wTercgw$QbE2bofntnp=qU`RxAN$~mB+C8)cU9ixuJ3QF6 z?Ir?lp&1(h1&?3LqBhMYht49j^Rn%Q!s)0tKz- zNoY%+@k$0^X%k2=CxL21U7q9j1!{PoO=XL(En1R#e?uTgNk_HtNh*UK$ps3Kib|u}&cHnGc77J2**`tV(+Am_8AqMX z0b3^g??gVS{iTPdwgzBSK`E0ur7go!9HDS(at3s{x>#rf(Yh zPvSTi2{~(Nj|{#$a3h*Pws9_$6?pYsMwworbrtP~yLzV?)&vI|nr!eQUNNW+I;=iV zq8J8beCeL#OIiCOD`YZNjBryx@T2=IoH;%KbrSY*E z=`aNEtfu$?TA{my)RsY$^v8w)YJw=)VR&gsAYPA+=lNQZT28Fkv9VGuP8A$<2lep5 zhFN`kxwcwe3d*SWtxJ|^hp$0okGv$!{hT&-p-KF}U*5}E&}ZHT5^n2{*Q3pXGe~wm zjoWsE!Or96#(rvs{!c5DHua~`MjsxI6g*_gzK1tgs%&&%7w3|3c-VaPFrN1Ri@^5PhD+fwNOn(x^Bm(PLMMB6go9uchB{ zluwJwj?&y;()fl8VLP3m^3*Tvbs-`g*-KD@Jl%*lxVTRb9gz|r%!WzJE*#9FZbIP# zzPQE+VsAuQpFBG-#l7p@L&>BQ0ffwjUu?sVF=a#bffxyAJvWyPme2F0AN;WYVEcJV zqBR*5Y=Pd-N>d@TiAv^Eki@>iUH54-%err!3a~{&*EDr3IdQG8lqzC399FfpxbqmO zguxLJlZz#=2c6IUb$2+&{0{g0uB@uMLRIwo{V_#b{Rz56d)@`wZ_!Wqz{8cv(`s_D z8l5O_5?}y`%m@&L1~W>X$}O!fWXpNf6i4H-gioWE(jYC9F%_I*F;pwL4S+5QZi}C4 zX%9t79`ikJ+#v9smUv(czpnN&+6STv&HFuL*i$>5yixBm$<8b>wO$Y@p@lRgQ(;+j zdw1joiWX&P{`t0V6F5!@sn8CSz;j^FJYB#IRgM^_xb0Y1VtT?=OVeAb;4>Ho&P*&v^i%Z90hCFq(p2xIiXlPLIb{6-f0%&;w~ zM1mb^8_UKBO=~FsV~@MI4n^g03GCdRz0871w6!xU$G{6s9@>S^u@n|N)v;Jpx&=>& zDtzjMqW6?`@+k4&84TSI?HpcobzeqFQtBw=)u^W;N%vEHE{7tLd|6H#0_{euxxDiq z@C{a>W%bO7;Ta_5q(n_ z2?rpHOC~zt$3;+&*@nR=&bg~)CIbaqIsxY1VIIwymre5k+bBtW^JTT6_xKTfw`7N{h! zB8t^z>bfVY1KhbIj&)iMUp62|hh)}RQabj)@ELzl9d+O5u0o!dbaiLH%>~q>lcLG7 zpt=m`dc^$2d?E*Y+MK(%RMB=LrZ?l$F?rJBW`2^L4{!c__fqe^}`buB3LYB z@t>tI9S1ON`4~Oq0)AWJ)Z&`@egPXEqD!z+%iW95{pgHWrgxCQ`~=$nuoCICF*@DT zn`f1<8D8O<&BKQl-NRk3m`2?FKnDeGpN&_)mTA1kAnH#zKc+nDyFOP$5SWh78!{IX9uej)10LF&m`NLz2V#! z=J&;~?X2o+a=w;o{8ZP5wY9oi!q)u7*C!G+G$-v#JO75(DCbfsG&gh)(4Xf zH;Hm*NXT=gVD13MaUaO(D-fVuD|lrN(bshL+nAV1W}V5t6q5u_I)vuQKr>n81Xj-4B8%#44l4yCN>l;vjfk7;6fjt$O6Z$)7xUXmGMWj2Ou=lo1`V zbEGFo97k-^1=x>jXXB)g2*ZzD zlK4JhE3Hph&!1~i_m&(7hZ0Tk7amW!V2;)rlB10TSGqE- zYuS$+oWICZxIvp5K`uE2gZ~uut!Ey!|2i(k%?w_a4DH+)Q=B4X!{RGApHVoqS0Pts z5~4ZZJ~S=6C_J`7?^a>KS8t=^gzCN}M@Jvd|CX%L*j5EnnzIUD%w<2Hu;@AAsS^l< z@+Kaqh|?+-yLAXo)tAfQU6#r8_~1=mp|s^D=yRK5hJw zn_gScu9r(h!GNmmF2$T()YG@PV@Jm?9-kEV6;UE==B@D`j+chI<+xfz1g+djQ?6P+ zgw^|@Oc%A-O3>`Hy&1CTlh3-RJRrua1yW{M~r-zMtuNDe|-W?AcM z**?{WsbLAE!C^L=2iKhP{ExY_!r-2agL1v&dc`@rCAgcv99wG$C~dbDNgyb_bJH4< zgtL*trJbAj?TEk9^BuimqrN1B3p3)E6Xd=oUX=UBXl*^3kD30{p6n#0{}%py1#lzuZ;g_UzHo0 zsL``;QZ&G4!N0#|==^xGXMiXb_!zT-W6b|{1b`Myv|Jh-y_$?hT_w5Hw|3O3BJZRs zrv(rWWx9x^?_Vbz_jCk#I=;D?Yk8rw#EbnkJp0a((S4$9ilM3R8rn=g!zOLpL!k#+ zQc-@x$Jm_*3^tG|V9MQU8)X9gC;TFyB0_F85sUGa(M}}^qKd}V7V5T-nWqz`vdni+ zBQt)9sCYB@ZimzxQagV4M6j}s#%kqn$+_9MUF0mVF9b?JgL?s#!vKx{rVI=OEWaP% zWuSth+JoDuSH_Mv2M9H-UzKr(=7%f*S9Z1DO$<-+z*SeB|13sQZQ-IoFsmICEBH_U zH*vpU#rdu*%&gkPh6!Y-cZ$@DmZ8@a;3J4yg^eE1P+K#1q7%qELN8-2+}@Djp*zW_ z_c~v?j2=YKcyLL4eiwJSDdcM{zkkqnT{E&fahLw{;XFi!Ih~ra!t{Q(QY9V%^^CY$ zK-mrOV00G-{lgJp42LVsfR~>}UhB8s|_Ga zF(oLJ;xZkzGs77Yx3MAvu^oANx7!K{pF=%$LKJCHbFuTRcm89B^lz0y+9uKKj8%fN z>SMd`_u5(Uw0<8uhwXW4`ps&AsiF!AI(dt#lIfeO1&|{`Z#N?a1GZh=3q@lyTQ=9h zEkK%Db`ajf9NH(fRu(B{!6T}NzOmciBB-|l18oWSV9IC`uN?%q+ti!t8r>s^Aje5c zx!$hyyPD>9sr@rDw>?2xnA^H`4S9RG1f@@mLpQEn5-+-YcuFJ35hJH=$2I2oH>(`4 z`C9U?lyU%o54^1l2JQKP4b=9$wL>j!Mg;B?dxv~Ot}g$+Lt({ZmX75#xfJQo`3#I_ zr+It*V(Vg1qY&zx$T&cZ<*wf_+F3j>9ss<&^yF50;^82zpCh_9hQru~uYG?j2zyBuyn9c58S>+qf z{mDWv2LNqR-`PPiGW!d7s|MF06kc}`E!*x2vQ{O0qVr}#hx53W4@_2dY2v5G|9w-& ze*YXv*b|4F9;4ztYawtkxE%bdI5t#yfg&qagOLimY+M)PJt@@Ejc?X^V2*MiO41l; zSP2F%RTv5c%HX6JkKWonzMWlP`_k_d=JbTeXCrX+$&26lJ6Zv&NAHPAk-65Gm`((a zb`aPv;PV1s(N+!5Wu({|mI5a4qENhT>0O`AkC(1K`XH;-pco^uW7l2?N+bl9+<;xt z>nf$7G>4GTMm4IJa2%UmKZ5_J+c;F2+1WNYsZY=kv<(L~6_y`YM3j~65^(MnZLe2p|sx@F;mDlA5kt<~6Q%72dx&lP~$iQq?rLZLxr1}L$B z!T<1GCz&{38;!}8&X#C914Z94BR!f>9A0`avEFxY;4 zOCa^)tTm5U<3dZ+IjspB?6j@D&sRK z$x{|Y1u{|e1V?*llXA+f+SY;-%U@5=|D3AFDwA%{f4D5!&PZ`1Yn(0opK`_lir2M9 z`gDe`8j1%P`Fu1(5l;2xqNx(@&5@-{F+6U!?qGBNw3AZ#xka`!7rZ_-$-U!U($E;bC_SA0vH zVJ+s@w}SOW1V$4`!;wmENwMKm>ZL#t!tt^!rsu3SQ;zl+;gLVXTN-9wu$~Y(M}cH(-_@`<|k*r%G|&N|5u@F_yGcUqa#v zS|9?Mjn=rGi;o**9=B56ax<{m0+o(%GFQ<5eD|vj zOA7w0&RK>jLUS}}PJXLWBNPN?kdt3FS*Ac2rD30LgyfH*7{y2G9EKYZ4Bv2ETqK*O z_yN=}Pdyex_|prwrfGLqdX`HI=T;5rm*RPCXP^rgNQ9Ts7KS^4o&<`|OOhIq2-cb) z;Z~aVxGp{ZccBZIW^gtJ-?syJQqx2=I9oeF^4!V41Ep9ULzUtKqNln}#?y@fX-)iU z@xoM?>k1%+@a88WJ2FTG^~4Dh70;FQN-wp1w<#H9SRZWeK#0Id)Tic>8Xuu36uMs! zM7;_q$G^~>Vjyt@SA%Bd3|CRY)%rBcz%lH|02fl``@%PVH|geSb3jOxnDiEcf&=SG|gCiV5i=0IX8r~LO%<3fe_zK+8Qx1OM`0gGKkDBp?w z_c5*L649`9OZ8Rn*}V_9s1?7bPdzs$ND4--?yoGhgbppn`OU63P>;d7_tb?%GC2AM zXhKUO+!{-ZXkOn@3yiupTY#?76+7WzmOaH)J*gJN*J1ITF37;mRK(cb8;q309odW+ zByeg%;X~z-QxaiL@GaON4$46KZca zzLc6GZBt5>X{8TCg;vVUy<+1YtvNX(&o@@qA?Q~iiAgRr732@=n9Y( z>^lqg5PeBvUjweL#{~r*L1Q5CVr6&g%L5;FMvLvC)eadg766_jwn57Hnk5Hns^&&t%}Oq8{$ioblMj)W3D0vr|l1(z^SEiUoylrQpHiIWrc`C%J*`} zIKqSwKyt|~)7~cP?3;J*QgjW&-VA!(e1$n`4aLJ=8_YqcFvSc;2dE4-T+bO1K!Ey&F#Bxmo8AfCn;>)TrSV@9jX_Ok@ z4t6B(6=Zk?E>&tv{YQ=5YtY~@+xR@xp6q*n!Jm%5thj1}o9DsX5|=!1U!Z_$FWJ`8 z-AHUOm=i39>boF6P>K)LiCoIJ$x3CEFEBgRK)Ddv0EMf|HadF(Z!x_Egd@KN5o$?C z^&yW52o#)Q>p{89koy(^1RjGT_dVn>EBr&Hyk%f-;3MH;Vm~t?+?edU2=r(ty1sI2 z{!dEFWu_&-4M?f)-iF9N$d@*jE^4?loOqTOni}6La8A&)q3Sfxu!Eq*U-IHwRL@zs z(rfgaq@Kep7QHNcsS5y9;FM?MLoM&*bo8H}I8fa|uyYK22g4TpKckU=RFM#HeG1dp zhv*Ai{VOMp<_efgq0{V0`Gj@AFIf7@zp)R;$R@N0>@Ec?m1Ye#^JB=?{7ZiIuls;Y zAU*#USxA8VZb1m~Pon9Mn`bW#`3d`>8A?#%vt%eee>|>S?b9nRa7*qWOvZEl;pc-n z9DSO4_na9;C)qj!0YufJsr%42n=0DyHPqdTD6J@7$hb}_We|GzcAd;M$sUl~`#%&U zUxpa+4|_zOn{i@(Q^tuUfSLKjj5&$=LoX2QX#qt-&OL=7*gZkhhPqWu8a-D%-V=Yo z>P0EYKJp_jBhf$Dj($8;C~(={dQf~hC+FOb_^&JH_`pVQ4Io2tK2sf%xLLf@g`({L zCLtjwLpz5YJ6lO7!!c}Azq-%4Zbp-guSIyy<<3HqC0sk%0)sYbp;-hksCQNc)r(5& zwHL3)3?MFjXCX{x`f|2N6Z~yM=$Jy@Mix+fg)qiBmd-qKj#Hm59unPRk{$SM&v38& zmrbUW!Q-93WhWBpE7y_E@&UdT>4Y?sxLAHEkLy;Dt~OW8xN^kuEgHe79c{M);^;1- zX?2Fej;RFSh~ih!2Z+1VxWgmxka&sG1f&W;E1xe0=wlA+J9=Z-n{4%@u!f4G{O384H?Z{e}r4={eqPsP8tbHDl>MI&fan*hB|X zCuS9g|CiwzGFebh3$J2PC3_!oC&SEwM%DcfhkO=oz5_q9(XT;hVVb_NA^-wmun8T% zDygD+s*ZjIl)7K~k9B>I8`7i4sK_mJK(JJ_Z7T5tEcV3|4L&)ZrOujQtHxt2bV78Cr2;og zntUbe_jtw%K9!u*L~qB?c*^b%V~BRQTO2kmdiec`J2a+{XSF@jOY?h5M|uD_Uk`V_ zX=$=gVgjY<9zzmU1xYQcbXMnh#Rk$_HxXTFI7LKyj(1bmT!beZBJ;^sgSmrjTSvDz z`KIT=0hRTEEX|Ks;v%SF!wuKfUo|F}wqt~MxCqe_X8ofbby=Ja86S8MI?-Q)e8+iw zAf0l#_d`0SPsHV1LFoe4mw63p?=`Ha?XwvB{zh@)i@XDKvYYE8cnd^DA^?KxblqPB zw~ZKkrk(a4fGWp)CLOM_OqF$$tZg_FWy1k}svhr2DgQ(+$X6uT`nMO(i)wsRLcHz`mQea_wb0bG za5inZ-9br0vK(QVByGUImmH#{RgHtg+`xz$3&dDvF&VDcr72c&9}u1mt}C z3HqA_Taf(|t2Zu{_u!6lobWB15v67ONv_ZKr7ZXTQo)&CU?ed69%k@H_Cwu4I;an* z{0If&!nviqX>(5oZer_0!bRq;5Sp0z>NM&Rnj;3O_3(IFwlgyy#f>)6II5;=tj-F; zsaN#kjeARaYFDl=b7WIZovp4OH>D%aNHt8IW+B9+$3W#m(02_L_lVmL$jeG~`(OiS?oenu}OR1I#M5v16 z1M3`i8Gl&8Ul?&!*H+jIr($VgWMAl?^O0u5*7+K06kr44d>);*76YXL7Ba5Q*E?{L zf-;LWdY>X3t-4|V?GEP4wkCNx)Wi`T*-BUUuE3lss$aATg=?uKi_*Dhybw>#0VIbF zHMue=8M<;zG&?8BNs%ZgcNBm)rFE4Wdf&0G^A5!NTyh`ybU$03a7~;JzK(=!k*xy3 zF0eg5J+1e(tNao($fj6xQn`Tp$}N=NtW##crT>5u2fQa%(dT@_iE!l(D*pR-Ga}^Z zSQRTmuu-4cMRddSO(Q`!em*l&SC!Yo~Vs=cz6ji1p^nJV8$6JpOoiR%#et2?|E<# zEGb5gld{VHC2VlHa2$*0gqdI1u!@>O>8l6^h5RRyevl0y^KrT(G>z^b8kM>SDn9wn zKySK#!rg-x>KA|=gg)CqKF$3I z3fy7xU#g)xx9FQcTlC<$r@zBt67A;J&EUS|hyxIn=XAZt*Ubmg zM5TOetxi+TjRe^ptcQcDLL8?`YtQwBR~P)di;B82m2xE zm>hvH=cnXR_aU42Z~qOPKlCVOBf;ojTrD~QlXPp1Gk{`V8;SkuiI4y6iB4+MYY*c3IIO9BBix4E}sMzDdk-$ zX>box1E-#KtTaWi79b73!wq0+OOgd6%h_3$-^eLY<*UO~<`k}57=Qd^jAQ2Yq?zlB zo6q6aTvmB4x@@!2*Z~t)?IL23TxOQe0NK6;&E0Q-&w+Md?eOgbuI5`;^Y8cgCdOoA z@JF8&DruX$PLV$KxV?Y<8*0v2>Wn&>8~zd)G$JIbJCfuVw52$LmqUG|4xf*liVM>Q z@jN%dacG9a(k~M^!rOer`UU*z^n&>7;3FF4cdYZ?`qyf;5*yBxQv9F6IAw~3F_a-E zNXf#C6N$3H`DO+6t<8YB<9na*ZTYx1t0D-yUkM!Ax_*V!-Hx1hY#{gQ_(n;Rm;E{a zvq!j{ec4*`Ch%`#(P!gjNtA)LNQmT|n(?oatzKL}9D~numJ<=%hl;t^Zj+Xn7LfU= zA&wA?>~~Rfd1wD>X*q+|^V1nD1;z9PzaOYtYu!XL89`1Bg?)BcRArFVj(q%1+7V& z1##@CE?ehj3}VX1ZC_nZkGQLw*$^&DT6#I6YtwJXmmfe`OE#MQ{Q%9WzDC#)gfWgK zi6@5;{;fXpPr15!AbkWnFaY>=+<2o$(q53iT{P?z!IuNHYP!|Sc(k^&Wo2hc&Te#Yl{Mb8Ch@r{#JM<}R$5fbO9g`3xP}SX zS(msh`{Os2n1={oeF?<= z3YLtwH2E)(hN9qH<3;|#H;|K#VeVM>^lX$Mi|AEvYp%4`9i&|_E$?AztA9kxq_q{> zqO$k-x*0W)WBH>U)b)(YVk@Bnt67W98_j-ZAD)|GaGKZ|R;cyVpRAu>o?qS9lbv>>6k0ZsIrYzUD)~$K1!ieK@#RZ*gt9 zy&5dQcNW?ap9Ih~di&bD?RtnDr;9;11T&7_gm!1GcM_S7D7>N9-2|0y*E(yTnC0|t z>V}7Yx+F*~H8XiSC{DMjo{S~6aI|lL{y-J2T7)2c@rOhgypB?5_JU*E3!OMUHLjTE zpJqZ?K~o6TuDx=kD&JOj>sFRM3oJ&<0&bvt@)ezdt`Tx(f^=$SE2$|#iFN=$Ev8HS z0;wX$t&M=;fcFI0&WAhLhfq)XC69e5=X*WycO8l3oDIF;E;$1;uecnTeBInG*a1_R z3T9V-jxSG{DFf|00Fj<;p)QE6*-PL|{t4hAwGT(M^4%H^40Q2JXfx!3^Cq>hPBQZ7 ze}b@Dt2IQ*{xMHP#u=0m%r8{+mF<$?U8d%eKYdt*$TB76|_ajaN)o2)E#r+zG{0D{6{5F)C{|!o9lBZ_7d#8 zx&$v|ETiW_s2F~}%ZCX$488%l{W?JYEPWHRTARL^AQMaLX5YP09m6zdFNkV3PSu zfkm)uFyUcL?iy;1^#+5d6`jG7LCY(UbRb=ity;zqO4#(Re|4{^9JPbmx>3p{Cf|Qi z1+bGV*t0X9!^TY;V=L_i^vC&BlnQ=;p!iR29q9i5pMI^V%X$(Px+qj^Ml_KvOXwQp zh&Q;M-r3+wO2~AhWhAvk3Cd zl#l~l+peecnflR_iInmT5yeyde8JvBXJJbVKF`z_-8tZNNMp+qiUmaO>4?lh`y0m{ zy?bpmjUEcB!<;{A^Jd-0ggv5iXn10&MJg`J!ct#6> za>(9_zYaws;lY7=GS-~Ly83LUc<2gRVOCDTqig?r*rXWAkBMONN6znKq#D5`o`~s4 zc9cZC-+37ZG*O5_KqOrX=`#Fq?1kNAfK;j{Wpx2?zf&A+?ID>MYXt`Gs~{};am=Zq z4^jDOW7yVYCK}J~6$m%P4aP)8uuMS7v9;&)lRBqb-*swHbTlA`3L7tfR^$v@-Z~|^5~~;jH2|x#SG_HPinvZeaLd1c?Yg>wfcvY$L4H+Y;Tv??rS~YKdpKuh8wAh)eUzGh^#9*otMjvq6_YTa?gpv& z&X$**6Hpc|iwE~qO!RT!q^<;V+)F$adD_*Nj6h#iB>rV5$#!fL5a*Z3%4aGEwQ84r zt)1nWQAeAdV_o<|SWkmym|de!ESQ58WMSyM12>|}MQ{|iw4ZLSzW3JS`R){_st2h* zQs^{pn3`sNoxP4)II1K9I&>eBicnwtW|VjQ|EVrtt1A42W~n2y0Sc;QQ!HMLZ*UxV z`qS~^E^A~u-xmB|g{cwQ24r)0M141;woo)b5uG(RntzGmc(tu9F}?UZM=%$qMry5# zl?IZ1j*7wuZ>l9&j@)l0VDZ?&*ed7=xo#b9Mw3lsLknAnCLVPIO`U$0b|Q)t^8&H5 zhJ8ES2b4P}6c9XS(~@A>$n@%D=F65N*V7_=|76Iysy;_gZY!wReJ5#H%{V1hi#~YH z{UK@<59eokUd%SGX=ERA1a*OCzXgY7XJVr~5;^LVvOUb>L(E(?k76`T-hzNo3d@+D zSxc{*)dqVp-i-KMbwiwSTU~xkCxbLDMO?~>z@K|h^YI}gA)Sr^3yJ0^mlvNsp%=OC z#2QV@5B9B`x%6*&lVk5zRw)AnY&OBeW_WThO#bmTFa^_c67ld50vT3MTjBUy@45Z9 zxgq5@9^i^qbC-ix95cfnG~c?9{;M&i93)`)#vNY{6MDLsO9pn^8}(-bZW`!S5*rsr z?D4(#T$xlowhO|Ed|ymDN`c3J&}b^Q?r*fxhT>ImGn)KFE4UzuJbLE1oeyC9O3t3Y zib*4pWl)1co(km1uLgl)@9``Jk-eBZdMYz>Ev8wp{0$|dnxRi2Q?bmJO=w0BZfmi1 z)`Tg-)IINVFIzvHbTpqiOT{NCozaAhfcT5S^0I?B>#3DcR(B zMz4|+EaqI6uXy1+L#f3Ws!yZB8Lp=dK;IOB2unE`rmN8vY>|aMP4Rc$GnP=6$S{h7Ne;jd6C@7IAfB| zjH6~o@)JHvR>ZUy;*c^g8U??1487AAIDZ^sB_c(@6K7S8%gLY=XUt~f(laTcXGF)r ze8dkfnK5W6yTs0A7}=ymWqhUuXw@-OjzJ5ux+8w+nP>bAIA-=LX(IjjW2%qH{RpRpMvhFVV=xTn=hY-sLR?mvp~I4*#a&k1u8TW_pE z6CaRFh~bD+V}+Z^A+Pn4?qI#w)>nfb%9t1IM&9KK46y{b>)O5lZK;!sKkXwkZUt7u z)rBBOXoTtL8?UEwn{~v~%3+()woqqO&8(6Nv_JN^Hdsh6fCMPXam#s1X?|z4Dj9HqZx(*c-{WMnQqQ5&9}QyvioZX(-egu-9Szhqy0 z;>?#^-2c)J>UaDnI9a3Q>}<$N`_*THYK@c_9&h>j*e`bG6Ll%b*f>sqmqVd&-nR
      ~ro&sp=lOWAw$yVmQ=TaBm5}uHhM0@r?iX2n(>GvQ}ZXV@EK{Naji< zRq&@QYYRI(#Dh%|rCcpha>?`sz z_wR77$M%hhE6)k-$4EvI{ZM{*j_jteEWVtV}q_$)f z9a<$WC4`-=-U@f2MhB%G{izi?=2XWFul>z?b>6`#D@)4AAI?u|hU0&Jfx%kucB_|%U+{!;e5 z->+Y+cVf5C4Wy^%YERA0k+3F>)(d!ZLPOV8ZozkCYc?) z^8gZb{t*gJ5*^iG@m+nhccj}mN8+t#Zv%1gAlwzaPWr>gN8 z0=0E9&83BTp#}!AG#~T{(7fh_t>pwk-61dUC9@2PcDL#r^e$zrnOu|2U~%8b%rF~( ze~n?7U-}7rq2D*%ZfXo$THnPrldLS^E<3#6idvXPnm*Z~H|eESc}je_t};3HFzcf5{qp7b)`odja8t?*g`gG&hhQ3b|GD1bf?4I#%0#2ba#|edVS_h=;nd7O^)nqtR@?3-U4$ zuE@?QXpqpo%48-LV@`=j%}WCdC%?T$0ZsOeU+fn`VZuN$M0j$Xc$XoJ;A&xuw0 zOT4(ackWoG(b>%x+5JnOnk`_uzB?%?JEnjK9HR4PJ^(6(?DVCp$gIU zmT$Lvja$h6^V{KPGX_i}&bI`1v2zvFNc$%^0Y=6@13MY~dZn>lic0N5ww0d8okJog zmIrF;$!ytW9hxhO>sxP+<)Nw|NfTzHAVKUHipXPb){5T4{CPG$g#RU!wlCuS0tOh{|xvy{cq&zC2^E|z>5f6T~t}$JM0WfzJ zJD$SaR{oB;ks9uejR|1G`NKD#!Y7tV0{z4EhLb8;v&HrcHqru2-t0G^wlk*!=lN}^ zE>(%ok~losre}L16Bk*-h03C9gXLE!XVjdpD|Ys!C`=G5J-eE*YI)|lQ8XMizo-LG zLM?KXABECo>}!^-@4#W*T5dsMgAfi>>ZtL}Bv1`U{a494E#b`~xDI7uO_dP7MvCsp zy$-`AD8Vr#2E+7+bn<`pW|K;8ryQD65pk84?fKnhpI0K(|4{)Pyu|D`{AGQ!wRiy# z&MVR-kIf8|sX^oZLF}5R@B2N~P&XLZn)q*}QkmzRJ<+>N(!-b1Dp|noAwS2cZ1vGE zridCyad8*j(Oq+w-wj|a^snIOwft|_YJ;9gtvEgWXaK!rvk-EX^XGcS zaEfRiMUv{FeljC5+CcOCp(_To+Ngz?+ucWVD?H&uW9V;lAqg#03>p%7{; zmV1r>r;pF9aeh5??Z->dex^#yk}uwe!VI+7&T@#GNKV@rk;e%7odNg~0yQCg<=^Xz zpput&N`>=7@)%*MCez!K{|35P2)a92G;-R=rU%_y-q(XrmK9#^Zx3Kc2?p`rsonG~ z5aYtk@G{q$fi%0A776ZrmAnHHG^Ytelw=7c;|+wfT|dRMHd8#lu+r4hpBXqr)4qrT z016}^*ky5Ifw9S>U#UB1X3Sd1<*goAfZ2|W^<>N*@$9+Bp8^w$Q()w@CdA7nX~u2{ zXR^3waJA-I0y(J>nj|_50!kk0jCo}5V>A{FYF10{-Y;C5Z+LtGF6V)E>kUT~BJ8?w zuSEUO$q`TKD@1UZ8Y7m2{Dq^edxBX8eC;|*&RSeh1!tNqB`nr&1(z#$)OeZQB41nW z4*wPI-}GA^krj=*DwtJ2UXaPTy@=gvely6N^Z!}yt*9n3 ze~*sQL4u4cvtU&f**5g3sS4AS;5rJ?dSO)cnp!)PouQ1NZa=iU0C#iIMNt*bV1UH( zQ=3Pu{2wI_R!BFbs{y-v^H^|;r;zHzmF`^u&aH@0kx8$kie5~nnEXW)e6Oy%PBJm z_>;6eeemE6YA~H-O9$njnXp8M~>HUW!m)C3`=^$Y{f%OxKDuF?kFbk~- zIJ&giC#c}d)2F^V8v|d~I|K^OWUE2p2S&VVm+xL=;}N3$SLys9x5@oNfpyKb60(!Szn~Tn6$c^+kO-Cc7)-0utG( z(j*6KIS#L3mzZ!Lny*3(7VISN4_tuh*vN`M!)z+J4Jnz=bCCC#0o$fL;8b>q*zz=6 zfKP~6-1rn#bD~g)#t-L=gb1wI9I|Kc1o68v{2PC-3beKN8wI%75g7*|(_ToQx9`1! z*iBMo$fJj-TZuQ-7VVpo1Ct6e@q&MWT z(r7%@EiPBr>!#u8Mj1WDB-bH1(vtGtysJ5w_2;-sT8K(zm%}H}OTc$wV{+W)2~qXO zJIdFygi!-pD~|(tB6)CRLy_Ofg)rTvV}(rkH=Vv zYgv1qiJtZ;*`^t(;T!XOdYIJip=F+7QB?nR1-vFG)b<#!fPvktIy_10bBF30(fId^HZat3JVmwR%utpMoR#(>#i;3h@8waYO z_M8?)XX^rXNIHAuNIaNV}{OSM_sS-|cbG79ouS?jVgjc%8>PAe2We9}}-fd#wK=n~Y z=+xc^mI9-*wd!Zle#Jg7B#pqYN#DJ2{IiJP#*~+zMUOwU4bx7b@4vny@&>4y-r@@Gd0=R z(FHMhjQQH_oOT%hlZb_A6;>`3sQvNxiJr{*rSJ0vtP{~@5V)BG|!0*D7 z>n(#W#OG!*{7#^A3N&f1QK^=FrJ}|eBBXM|CrK|k9-=8=Nl4Eaj7z?SuOfo&EFQ0> zQcU!Nq57bgfRL^v^BfEfCNUR!r1ji1_U4YnxHenbL|UTZ)f#t1O54=`Wg%VXZ@Fp& zbI+KZPMA25K-*#G!zEedBL>$`+&PP84HEb%7c4<$i`?Vvm(h7>yLeGMn}R75*p{r1 zH|_5b9TgDTlbHwZWIgCR`})YXcGW1@2cJ7egLU&sKK8NLq(j&hR&Zj>o0;ftqEG<| zGfOGap};9PkcZj`%fP)aVQImX-mOhJZ2cVKqI2p#qx2YI6RRx9!UyriCxJbl6(MDgs)%jbzk#{){K~kJ_)-)})Ip_dO#l3llo+X*y`Nx>Wj?Kl%KoIX1Xi2MdvlXG&gs~l7Y=WrAw+<{ z=@1*X2i=!gQvV&e*Z6aK{_-MB>Rh4!g80YvEjEBg_ntcUkDH?)$1k~ICW328 z6&;t2V2WlU`)F;#yBJNDK?BM+lX2yAk~OiYz*WfZ0J>l!pNK~OwgMqie_9jVUS@|i zNN5Z?M`OOCI?sBT2cK?>ENc<_ZqKY@-TvwL=2SaIuRmUnSBHj&n4Je32-fJX;CVlB zz~1PIjov%HF~#6iOQ9*aak|enIvV21>ZRHUelvDs3560Z(9*fe!K3@h zXcK2Hk9f2d^S)t4*76I<9c1K`sS!wx_!;J`4ehts#i*NUDF{Y1)VcZ{4C|>zCrZXH zQt{ldRgrbveYd0H=oq;vA(@h0DoszK`eh26kP_Ri0oG87pOQpE;D1lkA`iVYl%B*j zkWdDmI)ASCan?4Hazyzex(M6S6U8U!&hkH^*pon->rq({Vv|ViA|(l<@BuC(Ax5r^ z1Px*voP#_xjB9?_+ZlzQZ)8Xm-?f$Z?gP-5u-#+?_5=~ugn(1`Tr{zScMMbV5tU`! z8r*#t!{ab}XL9Fsgp}Mk7YvnXZF4fXu?u0NhMj2-Q=VTbUIm#F)YJFQMB-74`3ot; z4Snb*J<2n9qP$tZ>nd0+Z+Rh1F%D<-t^G|Wm6@RPcgf*{>Oa7GsDXtLve$^F3ckP0ZZlXU_$K6hA$xK?u_-Y9_T z{U$tOIK=kb;1RMbeGTe&KN@z7t7VzyBM_02up@4 zhaQ(^mIek~Wa^9YmDaskiCz63i*XnbuVT{&EQa@hAhz^EjFj*YlE60Ip_%p49v(Mp z7`0)c{<;pn`N~M%Nz?m7Ls83=;xfa&2yLZ!|6}plNUW`6HuE+0GtEwi%!}2(OlwP{ zSxf}%Mi9)%@#`6-;3LTzHr2<-CzjU}^b8s;r+T60cbWeX6Ma1hfeilAHS zy9LGFEN7=|EhoRN&ju<-_M6!2LrI>{+VZ|-XDO$fXq$?rGa`mF6CGE5Mc76+M-YGx znj+ohwtb)zc09@sxSMC!W*=dNBStS@dtX?+@A-;kGBX5aSrtzNs~jWXQ9n|TnksAQ&QObuL$wdz^mLi8}sk}TNgu*Si0ThOVUE~32R)VO}h?+Zahq%K_ za~}E`?$`JkcM#Fr%J)Yu*3-y>77Vw?dy%w_pG(yVvbh2_&XS5x%Kus(fE*Pk;#j+r z=c}F3yTv2wAaF;;5K`1s(5%Non!&jr_d{(Mh@&@M9pK#Tw4&xacQ1!wP{`q9wDp2@ z@{~Mv5wxPH5rGL1VAnahIkBk}`wT4%$ogyi9DCPnpF&aFyXi#i{L^7iFYLK$?9HV} zxCk;pi*HL<6b8;e%8`N=ZESiW$l@Cv4lIp33lWQK8KF*il7aVdOnL5QCphNXk!o1i%E&E4u6Zpni zhTfxH$CKOr<$$k}#g+4cBGG$sAphYU%2&OepY0h1D{dn>W{EExD+jGss=q#mBh>ea zXw!lxJQk0u_tBdmTiK!|^qHq=rdRI;iC&VPMp##g-Z9FGn2 zn{Nw8M@%{I@671{EjX8%%2l9cYQ;JKzNcS(nMaPU=_Kwfnz+6h#u*2cDs^^5F#}>Q zLJ9Qe?2mG#%KpCOOCIUE;G69`sCLZz%%&f_+Wz%Lj(aSu@d?O0H#vRkht!^YOl9u( zef5gEO8t>Y*Z$|-g9aW5v)*5^ZJ~`R2HncYH8qa8NmsK=Z6#p?Xf=(nPFHv^63se> zu?V38<1BqTi96AS3htF>4oe&g_P7rJwJles-NW-K1THFNP!YHGiM~a~u!>OdOY@EI zj{q*f81f)R-LCKUt%Q4O{wwgMkE2~22O+jD!8u|#{eh-5A5glv1a4aJq7T4wWjp^d6&5%Q&80&7l7goo zhZ@+Csmw7a=4rhX6cZd)kva$qi~y@&+q4ysCU8pCpIiRoVXQE?=qSusJ{GzbyPr&y z!nyK|$9CwfT#?@&*D;5x{$SM)5D`s9nklFKV@o5#F0ECPw`#b5A+)6D_|7*2y6-Rb z9t&tfeFJNG9k|jlS&jT9Te(h zPnD;K%dna38}8dAZCtgsePA&vD;Q^9m6RNM^Bc1jdv16PYjFz(lL+{g`O4f*nTJP| zS`JnMgZ_Y07DM70DC6iW5IWox6&Z%wS)nEN6>+ZypKwB-F2Fu}pOr8y{WvE|z#9T; zyU0m=G;7+El2vTLil-@Fm}O_m%A2M7EB!)PBJ1oy5IMl*ObuAkW`Y7bGE)gXT&1h-dv>xi5NtOq$9|?W|o>*H=HB#gJ3`;v3Y0s{#v5eHtn6dA~eC%zv^PnT7(r zA6PCd;_*>|e#t-Arm*PQg^*D#;u6gH+5nhj;}{5}<=!f-*GRkD0=iGAYPp5`a8zeR zNpJaI)Bp>W=)XnZ_vC`iwTx`rly;WK$+c#T{RN%(*VXr@xn0e*AmbAyH70+tWU|W9 z(4{oE*g-=IQ9hgu<}Ba#l0B1Nc|eZQXoL|-IYVVmA)Q0%e0osq9!T-oEd?GW=q5u0 zA#^MXNTR9tTHlbbYsYVU&IP*+dFtwB<-S|~+};E3))aQ3hw~E$RdTrq@d9&fVcp9? ze!HLDWO$w$0QY&I;Z(U+7ecn`%WO&N^Ixj$oxv#J6N_V(YIdGFvC~5CKd7^3Y+7l; zC^T~mdI+n<(qUp{g-<#># zo;-VdKVBYQhRK_{Fb$`lTO)lCJH)(Md|1S1^fyJmX=oQZdoD@?rK!sN({i^n8?*Rn z(7_C#9p@ZEoE1_w@Q2vejdRX_QL*Q$6TGh&gHH?D6GJ>w6yOPqb02ATTlIDacF$7dCPt-?ooaxBG2dth#!Yj&|Q(_r0O`8d---t0Xi- zA-{`EQbtEw%6Y^&`+>*lLggZoT4ytgm+7v-XY1TC%=U#YInYQ4&n_|QU^T4WO(uLP z`tB7?6Y^pe)mc0&eQmVl6# zft+PStiEFt*$rNc4MY}EL~GlmlnCy0+p;9J#~jH3j4!G+=JuHGWirfYeI>>}vQ5^v z{W-~HhZLuTn=Ch8kQMEvr$w)3WDvqE$ra;b+4 zr!$G)X(j(|DY@QZ`*~dymQr%%BL?p`7$H|blN}5JvQX&se;-)gF!lgJll*{(@*;vh zijb(E*3HX)Kl@;gg2e^2-2PkuW2FTB-!AVVwx1v zLOFjr)ygXv0rBOW!oO44Y82k|ydfRLp^`>Q)~=*uSBzNjojX{l5WVH77K)yx&(|YCBtf-cA@o z@5^_QS}%t^)c>_1eLglSkwVdXihIOrm~L24S`V4KKl9mePkUtDc~tX-ucu0&iO!I~ zi}L}qe80gZMivXVDecO8Ys8@{WR(hi8D)nPE-z#Uk6Nk{(dt#6?&NEOHu^<-wu^%- zHKY0R<64bxP+jB6$H#Qz8S^Qd98OvNq^Ptn+JuqVwwv;)WM4Bw4TDd}!jW8^%YnYC zdBsHK@OLi9jO6jB$*`6`2%qj&7Ocz3TT$7u;~tNSC^!|uLl^N>5o zoiyqY9IMjSPLfEZcWiP9QnuByc3L~X;SpIMWFU&z8&0f|W`lZ(Xt8xg@(0^!ifa`K z+Y`f*BCYXKc;UkYr?etzHd{-n42&ioO~$Sr$;X%%-}Mz0@0+I?qbr((4*X!^@o99H zJUZN|y(PUy?4j{GJNy9m%IPRDw!0)ASvX4x>W~}NuHe{7Jbl$)&%3O~&ph?K8Wtk({?8y0GJ%MclAiUxSNgM1QEdE(n zDiLOW8V(yqJ`rCddHo0}o%0_97rlltywT1VEC3U1!`Ye`DVta?2&+;BF);XPaE^Rj z=NHn0UljQm^Wi#@P3(Yu2=6w}ILMplS)px&RN<4kB5O zQ%oe{cIR~YgN|7b_Na8txT9(J8Cu5z`G#0so>$oDuUenxf>ndWeLCXFjo92MHW5is zr`9W7$r<6+)D<9F_U4wj#JPu{D*~K+JG!%5AUNye)lvQx*cHqU4O_2_9twjLp>_*? zDTlUOI}J_(;;4eS7q1GUH@5eZf6|G^k(I`vec-?CURq@sym%vbWB_)@s^l2h-~tsX zVInN|B(KE5|8+T6P0ld}S|OS3R?%`Y+tSya{Hi~W!S`Cw7~>*oX}r%Y1GH=RU4jP0 zdDl-#MH7u`t9O=^UVZw#puo02U0ju=VFU+mv@Bg8l+1?JijEB3^6_G{8vO;daL0r4;@YnNi=B zPoh0Qu7e!s6yq~8fPm8Xwp8NMvBd^z;PrUyoVdRX&*2xGw87ro^9a4;U?jO&GG1W0 zlL1khz1wb{3HwMzyBI+#7A+I2Rj$*;wu^;45nk5`AeI-{4lZp#<;LO`e zMmNle8;o6#4$%1XYWIy|mPO8Me7hRbwZ^#SY|xk zwmR5F{5jv*C5q%XuYr$Jxu|IGP}jK%;c^UKg**XY_I2Y_5>S;uNA5F)p%X-3E`f8h z8Qo9mzRn9*>FQzv4p}{JGH>x+onoP=ravgsQO$HX!j;B1*20h3%Op90F z%hWBPmO4-RvnFpsPYD%pi?J)aZBVV$C4KbJrW56Hfhe-GOH+v1)T5M6PDHa0(}k)s zq5@oY9b0V;h0ek*rEDSUUSHK`#!*0ioKFOKtcjqhOjW-s|5DXiFdXBl@e29`_tM?B zmh%!WOr*G_2;7tOly9n3cxk+!o}}WTIS*Bogk?Zi;se68hO=F+%wY^u+`)1uug+7` zcUcLlrW#y3ERcO6GG2b|e+7rlZ?#SHT{_Ok%7=7Q%){M0V%`!a7b~Cen!*72E&<39 z(yCy@vTq3;Y)gc`bs6GlW^J@wfth~Us*odST&l{XhIjR}$GT}HzAb&}9Aj96Gw5t4N?G0j$fg+l@0A)XDpfc_7C zQViHZv;eVSRHyT(W%t^!U|d8Qo&BFsDd=&NWJFjO;_hS4+c9hWG#@(Wq%gCM>q$Y` z*=H=2QigrXTj(xIor^jnvV#roQw8lInHsh&a%~of3LNFDdBEhufSl8i0MiDV`~hmo ztrSTP8%(d3J-(}m7)Iuy5P>9Vh-NIh*^E%e0D>&f3UI5DJd|#8q6MFn0aZzURo5!0 zND$tT$h^6HzP0IO}?XYzi!{d-Gmx)xVPkto`93Cp722Abf)(2)sHx zwHm2?2sP62Z^{w6))${I-sJMK>?bW)i}N?la<2hyE;lKCpgGHO9vuHl@4<7WMou%cJ?xnkN+X*&gF) zG*F738g>*yL)U@y3#=*<(rx9400O+KB?pR7afb& zt77R#a!oz$PB$mD^#r1HW5d2jvB0?}4gkOUs0F?vMD1z5`Ns}_b%qNW@aJ(~I|~r^ zk>>hntn>!IRbdJcS54*@xd7XeX=r4yA@3rV`UscLx2)z zUP3b@0l9nM^c*ykzvHR{UglxeEBODWH`)Z}n_Cl0Yn!VLy)#;}RIV2`N~U`Hf{%># zQeTzav)zkV?DT>KFX2;?Y*jNO8Q))6%Goi-p|u44<3=+DHh8Y9$qH|l(tB|bP}m=f zl}8J|j3lG2F0d!q_am1BotuQlSA))V{AUP6f#1eA+1>XA_rl~?HZ{~7k0NzNJzZxV z7jzct$%V)Jb7V;Y;VuIlnpF?0pMV%E20mk>c+8{jIqRYvj+=}I&S_lva zq%c7I{@E4DZJGG)Z?iKtql5z!fKs@G#qWChec3x>r1O)|*n$&tQGcjp5zK8{PHfbnyfW zj{LXuLB?QW_zcexJ)?LUDy(UKIjMqIb9~b*)Ym0mjqs&S5NKqo=w>%TeBfXKIsd($N_M_B2$=YVp=?m&ZHQvN zY0TI^)%@S~)F_PKcrm;7T=@SDOH9DyPn&DPG57Q`B02?7E`l#m188Nd0Nu3 z!z;yDkpqJ8*-AQ%*=4@^I5cdFMGD%odthzP^qwb(7m7wX(XPH{^?#TVLpHg(t*p88 zKI=TMhuJ3l>Uy#c1ddpuR7^mBd43JOXk|-gpQSB-J#=p&X`1bg%(s$)EZ`QN1{nFu z(Wd>{cYomfOZ}6Hi?N~F&0EfcmF+Yd-dDl? zcv(?LA*NTNNCg8V!;(qMG(wGE-#09tmn%<^eKVa%|3ZhA^~6y&R`cEPr$*d!k==@< zm7vNH`M2r@)e|08Obat{2%oqD#=ORnyC4UMiUoQvmP+#mJeSEOkCy<>%+StE-g6uW z2&rOD#ap)0B37O_`HK6EfC=V$r3y{{T!MD@NDbBDO$G#MrD>7+;Ua3LdqbC_$TLAi z)hFSSU(B4?kNkoIbrglsixq1rESI@hp zR0(zdje^s|b%gE#l>xT4;yd@lvK?iiNcppRt^J%7h-IX(R9Qc|*^BDsW>XF&7gQ5PCMkwE> zhM&X#2s_I#5o6gXZ6b$S?1_tXw&w}=V22B3Po_b=Cq(J;Gj(uK>ZWQO1lQKd^kDP* z*FP)F5R&@6E3}IM&xmDvK!R0H&CP*>=f8*3AL9^`@Ft z(b4|l2d3&IGr#a?i~ZQA6K0wF3LK-U8Ee_;?@P=y%81W4CjRq~238Da@ef%^8rv}& zuYCRh<+-#_(8Xy&0}&I0a*w=J@3bi4EGE7VeXu?-x@R20C)pfAoCN-JJAwV4t6v~5RFJOW zFzMNq{_=$QoYGn4Mi`2Iq+e#9!I>eOX zQWjawUl7n1>C!VtFF`b*#V=cN*S09#0rVF<%1V8aL>+a@5%eg{<749RtnPZS!-%|K z2k@l4#khQC8>xobZ=P;(v+tun)1V39B)+VR5l?IPI1m=a4l|^JLlcRUw@KB~) zMp3Eg9w5EJdODajbOux~6jIk?3OXOBVMruuubGoJR409kwS~;tJzI!1T)Oze4NKbu zECEapVEX>20%gitAz~kbjz;FTc{M^WW%^2U(*f7HUGCH76Ei!@=;MC-Bg+HgHvh(R zJoRmMp#eJP2m<`Qf66m&i__q-@`vWzm%xa_gR@aYx^qT&SW6`FEq9tfh?PN@S1rE0WvScfkoMPO~6HFdCuefuuCIE)MqZt?^=u@Wo5 z-Eo4=Hy3Ff+ zn$7>z1hygY!HoRavMGcIBP_@R2Znx0hA7p(iAUDdyMptWR!7|c`6vfPMy7W|T!}2= zTr<%LLWUFZFrFgRZ>qGyi1dgYDZip38GO&7S-K|GmcnP9PK-`?xXMfN}g1KD{cz#rzp189sC->AT-~ZF3EQ zV+^7)kls+2BH;|_?C&Ak-9@?8h)+e7V)7!Wg(-RfjX-H)qi!$@@FG1&*>mel%-+m4 zIN#r=p;C4j;soQVbXwY^jlu-^8&jKP_oln`=T$|z?>yLMAUNQsA&pAthWPP^(hUgP z8~qX?eXymXpjvRONG^FywhXvOJBVrhVMVxNJZ;NP5=*3#4E7-Xe;+no3|r89#}~H0 zzG>^0Q~PY~5@s>Pv!<1;W~Ed`9&$v!m^u6Y7!T~!^8kNK7jj?Zp418rl;f=?r>&AR zspO+@Tf*4BC?XV5zEEOauDsTa+R$cQCNU zu&aMOUKU`-C6J&e(XxpK5m#-o8egc}wKXF71UJphwy&{fBOCs$)nvb{3UNCp^->+W zRr#WvC*-@5B@?+iaU~^y1^QcKHW*&F<;`aAu-km5Zh$m=OBf>2vUYc6W}ntPa)jK_ zL8>8f{RqP)t~(7{qR!1*Df+r@w(839E{dm8iqx-tz-sQ+eYzk5+10L&6fhf#Pi@9wN#SLOeeM;H_dd+bWIC_7W8*CMx|U&t^o9=mavPwsZw)Y~i>bql&z z!ymd^)N3JqDG>Yv=_1r*{%jNRY0R%T zti=A>&^mXS-U1@sqKjc=<$fmhOs5+w{x9uf^G1HB5!cNFMSL0-PQdjlofr*v*%Mh;7cC)0&I<9ti=SiLio|KMYy?ZWR zTlN83C-;y0YBq9mmULf{42IBi8h+)DDaVYWR=}OhQSnoaG+y(lqKT32?3pXa82tp< zodF6-k&$55WwMnYYwsX&)4?^f>O)y8u(`ESJRJU_o2s|$0{FW23Mm!w62Mt!*WkdZ z+y$pCs1Dsm;H99Wl3F!$mVBnt(f4iJX@wuQY;>=^x|cG0flsyzRHz2p5=0<$Y-@8! zHbq9n)Xq^gQD&wje!%zh^$>>TWM$^ADYOCCmS0~LG{|;WhJMDmGevNG3Nc{P?z>DH zB74-as%LZZUr&6}4(J#pcEI-}D&*kOS^q@Fzzr-O(Gaak#2vviuE9|{wt7hjo7H*8MvvlWDN zFi+J5XT?!NYObS~x4%cxWW7+=x-FJFg*4w*>e1piyCG86kSa{$WSj!7J74_V&3Pmu zsaMK8zvy5Em9lQn8CjG1HNk+PE2*-T8_ea<&(hDa5Oz$VK;`*)Enl#-gIlWIFoXnK zlEkxde}T@c1lqDytANAWPW3<(sp2sRUM zVslZTf%Dv>6GyNH7i;7gib?vbCd|yRZpqCi_UbyRp{+doJ7WjxTWleEW({YZ0}JpV zpddoun-$(-iOKjAa_Q!3b3xt&oAeEh;>CUS-pr!Q=IvfuFr<4WC}EJXaxw2gJ7;zE||*A2{| z`h`CxgJQ`>Q33pnvXf}!b|>)Ncw9S4wlzwiwm2I?ZrMJ5TsB8ljdDILp2vEF{iMQX z^XE!;^zq4Yx%??j^7D)@F$Ab4R1@O3V+{`Ngm)$ys!UF8h6+|1d!M7{6l$}aA=?AhnZNtT-)E4_LZ3T-pt-(q~LCw5vyKOs^^@<*cWZ~!g-*7i$5b6<(N zSO^Jbh~X>!z0e3Gl?kd0Fx}{ZC3|8v?Oga2pC)juwBC_RD{OrSQj!ZkLAJhg_Va2= zQ1yweR|H8L{|ZmbiHZx;huFn_jvyuuLgv^Id3NtuAlbP_hgkS7%G%4xK@j(05*n%4 zm7-^8W&)Pd1LX?2JHlQeT_zzTd4_&%`^knp88k40H8VN9soH4+W6n|s@6q1hm_~k- zpL}*wDf2{$s?E!JPoCFfNS4VL-aHjb5uCGE*ZOns2l5!Ri^#J=A+~UWgx>t4t_-x* zkKk-%1)R|g0J_d6JW6vX%!uQQ7m~byBys8qG4Sxi?CgETd8 zwYPKfKQWTj1cPGm!vnqZ6o*?GSzMlL8r_~sraZH`tjHav=kO83N_pvFe;Wr3hIPKf zN+3oM38JT^sn7CiQfV8@LInNz=sj0C;U+qY>)5XaamgKa8hU&hV~f>z`=f}xP{0q7 zT@$H}^#vZ9+9cO)OiV~&l_6bLX>YKxr<*ItLI_^+N=_iIifebQ$f{jE|q0Ht+ZZc z3UC!{>sytjl0X#X(Gvy_lq=a)P!PFZEHh5QL@n9-rvlbH6d9wT2DF2?oVXrHQR*z2 zMLe8E_I6FLGbIdx;c~ksj=@_oRRVmW*5;j6W-~{MyF)940FnG1!LROR%CVTJmE|DE zno7@;&~3N{fWC`7RKWi&0J3w?#2?EA{vSoimIAD~XMgvtidPO}M%oaBsMp1^dpz5gk=AZ{n}&?xgIbA`t+R0phLmb_ zvuc0Tu#+^ zP1X@$IZ83gKIUU8Ix(cI4}#bjvExMquB8oySfZn{%79s0BSFyTi`TCpYq8% zX%enA-Ox}d0h1web@x{O@Kfo!-xhLbuE6xnjVJ6HhV@zQ%^D{e_ zMOqH?;bYbP6K)6E@#p83Cal32HF};SHeVc{werbn<0Env{aRP%%Nb(yo*M9gyY}~W zsqop@c&-n7oPZtN8=}fXb4np&6=CtbM&Gwo@r?pp5D_S*JUh_B*5otA_RP#uG6jic znQ8u{jtt$t8_ZBxO9TES6u zpBWn^ptIWdTx#`N;D-u^?|&m+Behw>?Te!W`(CN%vCp)UG)R-(mO3pHml zY|NO8q)tXw`;wkdzdLPY6e@HCUD8Vq0xqa%FDHRYpBy=acl9~;rcTS9?#R~giVe?l z7tIda#kuIBv#oboS3!>bc!2VwP1DR!JOu-_8&AG0O*Vn(@pPZ2kPcPY5?=w8Y8A50 zRtPXGOgn;Cmv=^Df|%K(2%*2F0%zERzmuq{bztVqol&+a9ij4!)=2|q|D+UnGs3fZ z{WRBDx@lUUS_nDa-~a#x4c$Dq@u$^WnqIOEe#3m(KfksW^7$`O9>M+qoBrbETmjZ& zn>urp_`!kX8;xp5K9+L7s)h<3`{m+ll8Z4xt2~jVBY{i~5-niaC(%w$5a^+x6B>M% zo-1`3pk3@t3~1ljPyq5du`i8#dq4S%$zNBT1L>zOVIm?wh3wdp4s7Dy*Y5@C32L=r zZab2+d%Zvo92lAkJ^Zs(n*?6@#k!0Z71Ta#7?*Vl_{+o%1^lU=9vCs4YorFE-0+)x zik&QGNJXbx@XSBTPNOZea+L6#-*2dT%^RrJt?{^T%SfV5E`_C z?Lh}JS}Pis@7Hk4htQp6U7THBP9GbdRE!zapeqBDXmE;}P79QXAsw1`)N62V(M-P2 zt(~olxMB`q%jcZ42D-8L8)lw1;<1Q3uPRqUwkQgs4CnkHn7mvq?!ScYe0q~04n&v$ zF5Nqz&zYiDdM)31Nf1fi6{0MofG`UU=xCTue?Kc=iE1gzFu8i&D-_NVEiLO6k3q#1 zIZ6JJm!cFXpN=iJ892F(;{={C;bF$M zSATSV8fVXV33On3l3dfwP7$~In3bj_u@uSED80}SCw^viigKH9iG7Y7a~|A`pRvSP#Q5? zDa!Cs45n~f0lqV|Aj=M>8k#RQJHjm=_Sw39Dz5Tf-Rg`5(LZCrPQTfPL#bU8aeB7J zuz!Cv6@E?bL@If)7E=4ZEGaCm@D*#v+!S?}uh6QUVE>vN{IT^5)Is~FkuPJn{IWNc z<$7z_r!K;V$^*c(B&L$UX83zxkUhph3MmEPMIF6bn)h)?;V?#MSKaX#DEf#sNvuT? znNHti+9Tvz)NRllw|TH%&MaXMWWZC;xVsiDo68N{;@x3DsKD%ZCY*2rNP92H8m|jb zA_I3k;V33LQ93hN5}j*h(?kJm6=1k50oRaJ%4Go?8&#KF3bXV)zao)T%-A@wzMbWh_1SKmp%Nlgef z?82V!TZ6KUTh8ttyJG8oequdA*!UDL`Z$5JY!Y3HM_>@=<>M|X*oCjWV#8o*5agZ2 zjs(V%JV&zR>}Dw$K>cx61j%Yh{6P>6kU*bKWA~O6`=n3X=9fT=AZX08DjI6c8am4X zFg#?F*<{y-d0|f5+As0$j>PUj4=#gh+BT)`GO1I(EXj#T0(VK0A>+F>5)cuvqS|HI zAU2TC6(HY?g|x7iu_Q`$MX%KlkPL&IfB;5=jCHnwS$Xp>k!;pT%UuhD6yAb%dNJsC z?iZlMQB_bTPjRmas=bPaw<0IMVZO4GQ){(=Qnx#M_a4-EyG%L-D%aFaK3gu`G8}8t zx<}+y38b1tT|6#Tf<_y}{=e>*(=m30Q77FsIU#Cv#ROIXxcfxi+%~HnJ{e00000000000000000000000000000000000 J00000002pqW;g%< literal 0 HcmV?d00001 diff --git a/translated_images/km/ai-overview.0857791951d19500.webp b/translated_images/km/ai-overview.0857791951d19500.webp new file mode 100644 index 0000000000000000000000000000000000000000..94db6afb03ba2303094d666e6de2c97b0b040da9 GIT binary patch literal 323480 zcmcF~V{~O-^JeUhI<{@wwr$(i4La$lW20jy9VZ>5W83JM9b0$O{lokIXU&@VH1%Ph zv+g>&wQE<^^HgmWX$gtAa|jSkaSQPYmhw_5GVK0dqjvXYXBE+83lp!hJy(;8?(l z-||(g55fJ5;SUcU=vsbtT+ds1lR)OftlyHKR-_k1_G1cJYSLC7_T;gz|+@p zAOHw>b$kXqZ!!wz0*irdZx#1ZhqSknuc;46*M<**eE=Zv$HVAb>f7W)z=Plba2eS3 z=K3ZHG>q?>2Mz)jfb?%&ZwKcB4aDPK~7zzjh}Aj(_GOYBq5li?2V6*&G1`eyjb`7(K*bCq+|)%~v3`UlD9>gUbl z0N`s&7d8<3ZSwJaWAe(-$Z%A!8dwj6e{%#vKPtXoDTpcf6`1p;`KtH^yvYFquU}$c z+Fsrtc13syyayD%Uov__`G|B=eVelm90P6xY2SY`TrYWzodiC2*$6sxod*Db>(8uj zps(j|&A%jpllKL41m*vqq+|lV1|TdTA3XnkfK59+Jw3@}D?&J&@a#6rpgzf(2R3qU^x~|W>h4zYNJNkQkzVZ4lQJ@7i}`Of(?V!A zp^}2bAz78{bN)JR(FtPAc5rQSmWurSk93linmz7)dNBkVD}UYjdmMy7ICtXz_s=No z38Z(*%obX89ksi=tP2#_Z_CUUKn_BD`)*bGt%87a>n^@cM4wiqSc4vYdxyFz_fsFpZ2= zqDvj?|B*GYuIM!t6-G=8Vfh{N_6VpW54xX_!nMj9Rftn~M@gfR_qKg`zTR9A4%ECT zl_E4fcY)>Q>gt~kItDIQXpkv}c$&lc?-qBiG_px0eyiL3BE8YK;$5Gte+grT`BL`# z3+L53f!2DXjovj0K7khwT{mCHa;t4`btpYqIo2rKKrSjul>k!g&BQ|JMqWu%!%Pw< z797iwiSTs?FDEsEJi~QQb@4ssZZ1*^Gr(u?E3%=W5Bb>^5rc=de#soM#RgxWZFS;5 zEOC9kTBt__X9yWyy$Kl>RodU6M5M>+dEuD+`-6TTI59^D5gxew7OFKHy#k$~`R(VS z`8Zl6nU5%e;|+FMI>sXqPWvAR(t%{YH(fk9}g5o!0kf# zroVkM_@x4_*MJ(Y&gH=alq?QL9YYask?%*7 zGBA-3ZYXfXdwBST=-OC;PDB8tQjbtI%J{}tpP1WxTg*9aHAu`lhUmxs{&;YJtU2XOW0lVrLyGRsAT#0Q*Tw_PQ_ukf*_1p>6dj~(*w?x++ES=} zXaA80?#|Kkt*tnB#cm;@v4Y#T5O(#-bYN0c)xO)lhGICvb48iEOUKjaH(Jt9zf2!X z578OGi^7oBLcvJ{94}vVCU7ze;jDpg;Tdvi?7`*mo6(uNHwe9!hWrVxMfias{^Gzj z{LPljh|Kl)v#x@vr(g5*(5U)Ql)#f7s*A=zyO^vdD&Gl?LP=%t4mez>@Xwfh11AX& z)WZ{R;@Nwe>_H&DtMUkSO>wIIo|6vg5-

      FXa=lT8%~YiRI=i8Bt!50SJa}-dSr{)d`UVtjN{OMGd8%n5j&s zURF8~0(C$MHl6+WN1hVC(gX>koWT$`r-U6@&HBR_6$W38jkQA!MYYuayyna2M(dY6 z;O+y|{;bbmuS;Egf?*21=LbR;d9av8FzhxuN^p(Y7$AqOh;#$X&gShpoTp~-HZPoI!H*pi;0Jwh}PE}d;m|sFT&2SW_Wl_(MS;2Eb1#HX4K$BT|4CC*4_#` ztca*if{Z>M#`v#gc+k(ru(9HEKD!&i?wtipJeZT4JeeBJ)OLmAx*K}bvHL2qtQ)Y; z_Bf)N)<19X?FciDAeqqgSaAli{ONU<8j_=qlD#0EA`}m(&L5Kt**}p7eAETb>X3zp z7aNEQH?#19uFL6W(hlf<>rb+V8fk*F3eN>;u@ zv}Hc4nlyKq(W0atCrHhOo^f5rT!+JmtqMpx)1MzK;f z*?a^5FdIOiT8_7P z2|y-|ShgCo1YULtEWb$Mja0&ykwLPaXbT@s)Yk}OEW?A0B0&L7E5q>yE$S$i)R@XV z;G8Ih8#h(GN8^o$I=3bj1nEMGM}c!DR`z=vxKkCh*yNez!tr?k-L_ZeE9MRKj+@2% zj6$lzl;#!T$E9bPFPX3ugIt7wLCT-}0gVz!L$q(4`#z4jSslc9qv%}N6JPW&@EQ80 z1t#1t7qXC0()Ci@hoiLMe5c#0XtKBO7*#%6TDP>tJ;&1&Zj`wii$L5@yTCVZ2%Zte za`R(Y0U}jG*eWCuZWVx2=WW-WHS7hPCLJ@FYy0_CajSXpua{CN=oTntGoKq#hQeA? z*$h86zRD9o7MpdQg;lb zC7tY&QGA7(UI+P_ZD9oyFM~*BsJeV|%V9tdyUeq+ld3%@0Dw~O#Hu3WV3MDTaI;cj zbPMNnLe?}6PbsV<1tr}7@x;yhyDJeQ^qu!PhmulAhrA$AKWmPLJcCoAPxoMDt${^* z%M3G}vpUrH_6}~nfO}+>v@N=QvK7XBxHIfweSyY{J5o$Ojj~w1Ai&FB8w;R$7=otI ze`liW3n3dU^SjtETH|X3XutOChkf%JYh1H0UL+BJYfPK_eB_MXc$?m)%f_4@H(a35iAZ`#eu8vrZ|n)FODC7SNw$E zR~jO;`f&PS5Tq|`vVW2f&QMHbLan`?>)$Y8@2ihqsCA1U!d>|z8-VNcUmt${^fw7g_T3?d zyMqdpE&E)Po|tj=#%d;tEyBJI3&cH5TrnGjsOkf?w1hQQtQ6X1_#i^qD6z?-%$zsS zsA*Gj9G{z92-L(K(qoED$ZEh#ClarknA&qhHG?$8fanecJ z&Q$}Dh!tw;0~XBkc&Eya_4@;Xz?B|f-q`h{+AhAXp3s!vUQR(XiN1*|`7_^HIN1Aw zscD4il6agZxAK23#Wev8C%E@BUPv$hffS}{-Mycusr@G{KTD%6w@@%H{q?x?TH;_^ zqo$uCg+1vcJShZlVr4(~dYz$YB2H=9Dy0Xd{jsSw77|oC8jW>>w}(&!=Z`xE-C3g7 zd|2EE>>Hx{FvKf`U9wQLU!HR$01MB%!SRcWgga zix-m5XuuaLyE(Qk`j4Bf6ay7VJ6ggaqc+sAUq2BHkhh0)P{QK9)SgSjElgRAT-*Fk4ndr8 z%=F z8G6ta0Z_ssyt=Lb1ZH{Ih3wy89$G6k;Zhq?<6sos5lAX6ga({jbL(qu1=9d!{#<%j$y&kMrWZDe20><4c*-=VfUiXkJf9J&TRbm0xQGX7=2dR ztEwhOpYC#PE)Hpz5zl7!m*t2KZoF9a{`O^diUT%4Xy_gF-5>>sFwf+$vrO-_gh&36 z;q&orr)Qp^NqRn1yR7Z1NVv(HhpWAD4@QOt?KXlxZ>r{Uy6w;+ff`{4Z5NS}Hr2(b zEq{!;4@CaGH;IPz)5w}$qy2(2ZHL-pqmAxc9C5(3*x0Zglg^UZVt51vf^;ymff8zA z?FZb&B;WidLT0;V-2A41(zW*!bsQ$#vy#9%*ehq{i$Ho=JzBBXFIaF1DcT4#L%g=2Ctj)7j>%quK{GfO*L4cJXe@? zyDxu@X|CuAR(wa01C|P!fEkN_2F>aA8=vNE70O^`!>RauY_Rej=Q?~_5g`E@536iu zKiRQOFH)TL%Z;9os#`8`L(D{~EjP=*G{vcuvPAZ^v;DZgC`EHz+yH}-++)EOS3!_h z0I7_06`RQXgjaJDF@Xg{xC@AKt|G_69+SKFgkU#(#SPMLjT80ZdjDvTHB8FW*?kEm zZ(L!+ZN@<~U$SJ`&)Vfpf|{W=E8*m~Nv>mS#Hca>eN<^B)FX;|dDTlvnX-70L7<%5 zi7&19;iRfUuRCLoQ$V=neLBD>kICK->b>U9@81j?V-(mq%VS-_kWDR8OY*hWT{8U1 z&**Ce*mg4cuGvpMqBp#g^9-k4rH;F0A2zq=w@p?n5 zYZ9S5^>*jF`Z>xq7dG3jLq1shpmdvUYohyalg`?6d+QDAmzM5_yS@wSJa4FHUlv!X zpaq4Os*hxywn({$fj<8&o`FQVkyUNBJIPscT4ToRGup_*^fCn$>x%~E2pHKq+V8OW z@pEM7R5#R~;8kOoxr8env)bC=eEZE|MC*Lat(lTrm{oa_P9RHsw~MHtt4n}TU%BtQ zrv6ELLzm!7)3$lko;7D*EH3~PVvft|X$RXsuQUkjQ2~q) zzK46#-I1)Q@D;e_wGL77L8;8?kooXxU=;TO3Qd|A4plACGZq1Ko_du3J;mk`()cuy zKdMURRc995sJ7Eye$k?Sw9DytWt9@18-L917_z_97+hCC5qpqhA3 zsbwEgZ1%5VZ7}2i?{(ZB9qL2*iy;UJI~nUCKCL0i>a??3v&QMav2bTHv-c@e2>23s z8m}Bd5`(2?LMS4d;_tVsINI=XVNupTF!B-Gu*5h+9loRE$z$9u%Bi|-%WyTzuW~Wm zya?((+ejaccrn2)IgPSYksr_fo=)#iU|@tTk5et!{wLMMJVhlMKrM3oAz@4h(d!y> z-&m{Nx`ay{MdxauL&tusVN*hFi}j6vLU4 zRjg`Xw$A{5iC_~Ku56*K6m}>%&ScL<=DC;Ge!w`9e&i{Dw9v{@x(zRguHmGFEO3Yy0q#@iqQ2_v+$ zWa9h?6y^< zJ$D`(B^v&}d#}E<5&*d>wy0+~fFBL&_qU(_pfVSKhZ@8DxGlk5o~Tss9z1etu{4VtJVrv`bhLbfpXV9`hRc?UIKgQBHrG%0FTSpfE+4 z00zv2P#O$|^da1}{~Zoc20~}saaSpqFZL`b47Is44)5jLICEp+K$7D#WySl&(C&`C zyYEO0GL-;BzoCU;nOzpraAfmdipr}{?^E!5!NAxY7Gjx0m*EK<2!W7*WHw};&pt7p zAn;jN^_z<8qIlrHse2Hl;?Yfpf6dz6TX``Uy37|Uw9~|FECjryC$UCA%WeQNE==gW);Hg38ti)J(wjWeupq_y` zS=!G!cE*7A7uH;sGCy6&cY8DA?jAmqIJTb$}Z{8YKv{0EBvB$-7| z>M^0NGS6t@gC|~FlDcQ^QbfRh1A=S|ticfb{hRTFAgw7t} zqyci61=oYI2pl`_0N#8cEG921=GiX%?JhuqkV&_gjfGO&7@UcWHHlaMpxv4ZQ+6j3 zij$b^C65lr5&Nd-gYp@$hTc{RG!LqtF?Yn$RS`J0(C3{iMbjtEkTwLXX@<~dUseS@ z2i`cZYmDCHQTak6f}(3)qBE(74q4%fPhq`(P#V;^cZ|zT7_wA4?1`0`dp$EOyTR1B z%4t>shltay(OY5LE7BX#cs?qn!=B@ukE!Ksmw-&$7#n5vW2qbE*BF5blsHGwDH>%O1?IgT0o?_1Nf5x| z`3qf>Jwj9b*v z#7v$ppSypq^fIte7HqcMhk1f(o0GRNYY3~P+K|UOz5gXqanJV9kwrWiPv2gZ2 z^+M6UBF|-kEM>m@Jn453n%Bny?6AkYuaur~e-FC!pr`C*?+Fv9G|z>3Sl~7urEqQ@ z00~ZkC$GFaSNVNjqXZmTH4a$4Nwe7n;ipS&YrROaq#qN-PWA3eO|ib-(H8ZuVK z8^C%%*%RQZLU?D-fwzG_FgVwZB(LOU-kr{mQ17*LY!$)FUNGLVZAD);9qL<5yAIkp zl08eb4E+AhXK+~3p)takCpG)Rex0ZRHlm|Xs9NnZecLd8q$)UIWHKN@Hp>onOjlZb ztkZtUE~ZXm^Mys#CCnU~@oBrMNG&m=?X8ji)l`-MA_Yxd0|d(?skfM_M;hIS3%4z? zp()+OMMX)iVZl6&>P;LZ99P9)>gj^y95#!P_XCyblf_StMYwA~`4R>E)C`r=<>+w! zhgwgo$+`69{1hQakYrc<$AVVsd?M*-n|$La<>8@HRy4c&2(3!Vgyj(m8y-6QJ!!tE zl4qcgQ}+9A^J#F3JV!-n>X9^WY zwbRG!Wkwy`oQuufyvs;NpFkOz&Z%x=~HAJewk5uQF%UE#Aufw>lAeQZ2Pk30}L#9=hkO} zFdw+hi9l9051fiKBQa3AfjF|Z>r$v_ENgMuKWM3YIu42z>gMJEs9FXRtY3R|_2}zj zv_8Fg<&WCnyHqYIqihTti6xw$h?+P=jX(YZZ-mYsJsXtT-*|Wf&5TdO&Hx>xnOP#3 zZA6Xg(VM)r+%vG`ZNEV{%(Y~Ajj^^CjHlJ#ATDnkuYS(b3vHU-l2@&rpVxl(lVsW; zXPn`2q=-B%&aLuisNRtnxlO=E+Y|3b5d^PasT-8u|19gV7n%vg*GZ1tQ{}3f4m9#T zL%~jCPGwf0NX+!C7WPRYbdKm(4B2VIT7)H{OI-xHh^CaYKhUMR5kUO_EOY}j^3WX; z5muyUZTM-1)sd`>2N8WPnOSQSna; zFm;jn*{>xEE#LfO_a9X!#X}r&MVO7s*GG_uGI?TA`eRMy%-WYU^2)qH;+DNRd3gE= zxX-HWa#9n1f>Mn=)LmN7$N`i9Fb{^5XfV(X0D(mFu$!Qg2UcD0H;z+Up~aAWEh}PS zUS4AD=bZ2x^heEEW7ZU-9f+cyUJ&69D72U^VY^R+uxv!gpu6&}#Z;74|7DPq+=MH$ z=@I!yTA5jP$InMjcSO<(&3aeAb4!4-Ct?NpF+Po=`lwiqRjcN^T$v0UF{V`jDIVU!zgn8NCDYTCr2H%)qzzhNay z5me!)G}x@|6Q&_;jpStA@L$^QFNt$EC@WKTJZ-y*H`g74ZYc~n{ei!ws!?gHXuq(y z+FzS+dSBwp3qY^}_>0m~Y+v%5z$6bfn$Key!pX6;){ak2x?r4I?RQ3*_y1a?(8H=V zTFy7euYshsLdX29Y;=q#04*$Stm|gD8^wOqlF>UQKi&M8Za(z0vllNw2E$ft+@XK} zeEH^5ZkE5ezgYHylKmjFE=%*F>uYEf9(j~FJnzY$O-z5Fz?@YjJLwh7&@@c)?8N;bNy^V@O_1vP=5QlJ51Dg>C886Q=`W z;*wFoEoSX&0!?d>?abiEMTUm1)FiN?a>Pn(J;=dn7f(#Q3iQRG{yg(_@JqL@1Fl%F z#`w?uPUZhzu@f%9e|v-eyP`R&VjC{Bk;lqttb=x<)mc_Mt&|>pSC2*3>LYRxT>nVa z@o#2k?y;@DBy|E&mac%rHulj3w%`i?kJDSOnC}0H%r{qagdf1-qQ0JZ9TW^ zGeAwJU3)_%XFlsPJty6JY41Tj_Y8pgVFtw((F?*wJG`hIU+oc1I@E2X>K2yboKp=) zf}D6Yd9*@+FIi&8FUfd)UxPp&29HCqH_&1cK&&gUl9PZxjxb=Rr0O7PF`U=5rRXsg zjpqh>I)eJD$Vy3s!isBZiLp+N4|}nLGx|NW9>v4>W`Y-(B%(DjEgDHIIhSnld75WA z_e^=-xx<;lLsku}U*-0*Zi)d+a2Mzdd0OCE`@i%EJowc=%rx@_-(-t$)> zdZ<$#Ag9{jn~lF(Hcd4U(uH#CLug8LQb-Cg+siU@g$vngrS^r*_=`|Qv~_$DLk<=N=}n;Y(v*pcECQV(LoMLK z?2Up!vJmlg#=7@Q*5sBFC=$EiMy)oCZTMZ|J~@u}?XfPDR5Ap7Js$oS@q@fSySDv6t3UTh}92f_@6{s z0=-V0g5m;XeU5JddjdT%nlA>bUrQ%-t7#H z0p8TyEIRnR=4)A-F&`Nk#<~N1(;xa;Tsd>A0t8ZX)zP60k3bpciJ^KKSY}u1TJbq! z`z>jtk@ zs*e^0JTS5dm?s< zp7Unpm?))k^_2M7PHBUYtbMXmhGPEGVp!1RK&xyV=+u=RBKJsLGQ(xzcw}c+j z_5$GCRrJ~g%nrN>xRGs`^yS{poGguUxP7)3!mF}Y-L$&AX$(}ZkEN%!0y)Uln)BZj z`2#6AAM{on>NH|V=0&K%L(m6Qd(T_y|D8%VQHO=aver5A8gWV7>$+Z7u@6F;_JE@F zeo9aAS2NC5r8>~|l@cJXUG*;W)m&Q)4b3&CjGO8CN3X5dca~Yf>B)ied^9L_!brDm zB)Ar)IS{^`)+@P4k~>(u?yalETPDUzU&PzlN+#ZS#A`mZ%!R}j#G>ki*60B<@T|k% zpblwt_D<(ump-##ff=DHy?i_?wl?Bet(D!CtRqaE_p}rOnS$Em)t6j#;)d80`$#q(^D%Nvjrd$+{LdGq z4sV1j?KQqQT?I17T5VU7JiB~Os7x42IBuzQhU8_*)~)7xRZR!MtknZ{3^h9I3%vzE z+ppNj(zqjkZ~WNaQ>TN_xMIlmWZx$Y5HUU&->+YXj`;gjsgA$eJy!untwjXqZj{#U||U_?Y~>73rkIfB=74HCxMyZeF?LYVbcN|@E__@07t zunr*(p9i-0_5lXASRTMg3cM8#J*pzLr%JyOHtUze>tZ~5tKZzQU8r@QvX;abkIzEs zJ$~j4kQ9xzZ%5%~$5}crb1Q`zznrJNbp0xJ_f;)jj4Ez^mlX1!`}pf2W?FRL3F6i7 z!IEqSrN9ijUAQwfb{~Qr*acGb$%MJk9F3^wV!AWqy~^+jD9V>b1yD$nTNr756?2l8 zb%lq}EVl1Fqw3gO#YlqfEXFD=4mF-lp;UH8JZ;R(iQ5iU{|4`TuNcV}yoKz}dm3!4 zd&Py&SoYEDibn)g?Vj4%?)NM8@mWM3S>vNYRb|zPXG3_iHPm!1hXcMW=g~C0dctFL5~^r@BXDi+t~M zurtsBO}(vA({o!INub_uAmPH-LCGWrm@Coad#8D>sE}7^u(D6VHOzymLkkn|M z5cBK6AW02L=S2#j{bCs_*Cg82h?KTUkOh=BZNm~x<2o0Y8%t+Rn2QyV6ofj_vdH<3 z$7A;21zfz$sXqj!`34y@X}e5Rn-oorJ+=xi&`~~w{LZdF<2t3!Y+7+q<^UrO<^68tl&4uWLY-HV$$>(UUSmDe1u6d zV?0haIN|ZLFNMWbt*Up8&k03S$2Ng*_8D;3}r_yV;A z`IuN$NV{}mR7=vq-?{;|q}!OZM1YX~;;?J3Fe87-jGlUqL6H(6%KhDn;nWvGx3(0R zHuU#RgP!!_?E~>%^J`-Ns{4Yc&g|zXP+^7+Oxfop9Z%=Po0j1KdtszW9*fcE`Tz^{ zGU9--XxXQF>7Q&@vRSK{3fkyfWU*>>i0=lC-ds8dy^=li@)@}N(9ui}W8EZ0h#K6> zUBtc_4qxu71z$df&&hW?Sq;)IV6W1EA~FT+#QyDW z+Q41(I0^0si+1IEL}S-`!IC2Tj#ju%gK?8tx0mNNfGC13HTJzI96-pQ%+mPKRed~{EQ&4l#p17`xsMlGxUfcMrBmlKjk$amcs z(+Y)mwhb2z^f_FK41muUOm4_b9Bs@?k#QbBRQT7IV0sRrQ*8)uOf*_yccdw&*{FCc zbr{jQ5S_d@QGtSLc?MmvyM)#Pzs8<*j^(t)eom-^01QUK+>Lh;{#Lq8iE+BlfgPva z1)!bImE=(|IZGM9cjW*yfo3Q}V!`(2o@G+^zR6g*B5-NAw(DB3uihj()ush9bJwam z_8PK5H!Bb^X-DwrO@`K25%1o2+_b24iSu1-zF)?Iwf7C9$8=&{X@GR<)9D@g)q zSbv1bWd8n3#)Dk9wJGCimBam zM($L;0Js>tNjVjZg(CFvg1~E^4Yi{NPe)vCn{c2jcc4SzwqbT`IsOT?Lth;ViH>zZ z1PO;P8~1LjpbGLYy~~yc-+&zX z@iQO11mYymW0NE$Je9p0p#D*!#~`eel3 zpf9xICsPUi-hM`>rvICos%tovZCAq+HMI$M)iSGHRRj|bhuWQ4SZVI8s^z}GqLw@3 zQBub_LG}Qe5E`eZG1E=Ms!QxOSwDDoYG*`Ko|siW|b4Bg;)1C(82AP+7`nPjSLf;FS=A>89Jy8Lj>7EbR zfHoqoG0_2Ar!KSVsAmGC6P*-iOi=@_$gUk-$@0qZFBQax;+(v)4t_8TcAh&yXi9PmIsa&@AKL{sQ5I^L~7u^*+`W(97rDK)64fMaf9 zA-;SbF-yFbKx0a9qih|)2NK1g0u*{tJ6lNr!*QoRfw%Cigg#+8&*`H`{mk3e3n90~ z)K3B*or;oq63c$YksPv(Y6uLN*Tp3Dx_zW$jX`G@DZb+m;1qc9kuN|uQTz2IkHiRM z?m*;-cwzX7$jVW|Kv0_~uun)Kdn*#dI%$txzDrAzHFm!!V$^>hO#sIy{sT1?^*H2S z#EHL6Qj)ugzF_?2>J7NM;>vt_hVfOFP_4K!9cgcsoS03N!QEBx@Y=uABkZuv73e`vGTc zCJI6uvv4ut^50UrV0RoOozsLAk(}| zlY-}W@u6psVV!vUsL!;T&&0_qDElrCE>_$ns%JZGCdAyN>A#R+2bk~*Vog)AcGPMa z^O1ZECg#pdH+-bTpefnZEwhT3y#fqlvy|M=Hi#Ha)vqGGJLs# zN%>`?Z%B_URnwOla;apV{Vy9zF|c9O#B1iBhZ|y4&%OvH^FS4$BH;-P=h_c1#7 zj|85<&j^R|QLS)l!2T5gmRCo<3ph(1usf>Z+BwM*gk+#=OO`C#xZ0aOvW^lW9&T@M zQaK@YrFtUb80jcsmlEnC213HaLQDi4oUk{~*P&Br5oDYUs%SyRfkw08n}UE{qrG%3 zE1Ct}3lx;?;VYVtMlohid&kh{@#8A7>U#2!cjEFEFoDlaLB;UO2HRHk=UsAv30+H( zi1WvU;&rRt)?6H}_)RaMy=o|BkC(hpxOlR}Zv?FGWT!GDg$!Ssu|^_z^Ri5Vd|DyE zwXM$OtSVhUmK+ZATy|xHkJqqa`-d97RxByfO9wMV;!c?XNvm0>rW?SDvWZh8PexuR zc*iXi$@)sfVc0#~@5xMZJX)$bn)jlzS(zmk3o(8$=VGRO1bIH7jmrbF05aO)q4;tA zlj`zfv#?`po3cd~#KP48R>Wt!8tx-7NoQ!$r(GQ(@1Fbw8SPu`h{>+N@wg@0}!DEdf*81L!ZB&Nf?v2onk+w(#&rafw2MU6!z|IyP6IulsYQKVsO+Uvi!60Q$Q=WY ze+QZiqV{I9E&y0P^%h4w@f2K1h%*XC`2?j0VfXc5TR7wUP6tFLE4J+JS zC@vPD8jCKLC{3&S#=hWoQlsB-7XCt*pJdPAFEjLN{0HocD6F>TH)lVLj30q7x~A;P z9;8-!$B#}>{$>&wj>mm2C|eTMX{oRitsBQZi=Ozf7T$`gcY)Txgu-WS_qAAARJ4}5 zGZ5tJk`;n6cOic)bjAbRmc>>3(wB@Y6I@?h^M`7yAkzxw2ItZ=X=6c~%Z11rZk0lP zlAREKtN%=`YooSbH{Vl|rQZ-&Lw7Z#qFLJ4SUIBweg76PVqV)S(#h%Q|0^hJ%I$FB z5hG1~h_DEYGFk)oD(0E5ek6H;?wtfQirCjEjQSDzWOjlHT}T8Izh&hTe)bbqE2rXz ziZ3`l2m()J7hz>-u3d7F29DI~lv^&qi?%${=hK8*uY;a(y=r34aF-<{d{YzF zV2`+GXG`qV zqcu@T%M)5IGcmPy0@pcO#*1!GBOvB;{yPl3+BPkXUhoprsks%yJy*!UF|cm93+#SA zlfyuzqeM38WF$7Ew`Xkj`ci66U+=O@EjiHQZam{P)I6(Af}f^G8=iIR0G1f?!&Q?tL=~2o z=j((XGpY2~9nd7Y%zo$)Y@S<;qTp~hZ?NmMjf*=8^V%vuPc?&I5|#7P02T{=`w zvdF(oCeRZ`sy;#M9^_9L_p*U+?)VOlHHl9zgvcLgxWW{aN~+L(20+*_jN*Tmjf{Lu zKF&EICfUpk%Ra0?;~%K9gV{|#MI7r9R--`mW9#KIB%RNUW_9SUx@0Fnq3Grfgy6Kc z z#=#2G&EmY{A_V4kbjUq>1CrAMf4WU?3TZ9`Ttfl25LWMllGsUQPhbWrH3ij}KPSAm zpfjJ(2&7m5000SUuVhbCnd}2nHnP<&oGR0dcyWa2b+=NCMy-y90u@XA9nC zUT~(*iz_bQISuKWD~zE|%mB(wJR%bqY>Uzkc@CiD*_ypmJRuDI65d3@tw6|D`m{Z( zd>67{B&AjN4$1ZZ8DMN7bmB#YhU*h~Q-GTrB&0tJI385n6o00=rnvf(kFbwO7l4<4 zcQ%5bU{oGa11pEt5HElBU7+hIyu!74E`ddCXE3QOWtCN2Pxoq=^2ovcD~0G{6R8f# zt6;#Hfk98#NTKs-4n%{c!pu^Q4naaosVRQ2DQRhUU@TSw+E59zEQp;+K>9PP(BSm> z)}yT%t(^!71aV5yamW+UCJwXE8*`XUI056M;JG^YCbD8sD$Y=Ab(T&RSO;LxT9R}b zp{k1pt{cn-4R;eg-L0yXCaLZ@r9~4QiQ`G$)qAy19x=H-YmRJP>dt#~7bh*JiLnl{ zLIO#XiYc48H=xnQ+_np5u+)*aS)#lE=2ITyY#f78b=jXSC%b_~20f`Jqa!6kFM0si z3Ki7XW5o437lPu97M)!Pv}--8XE`2`|AD3BWj{yVQAiJ(M(=f4WZFJDv0#uFVb@cu zUE_X(b4b+`B*hMbTy`Pe{BUwYq?98HX`Nyuf{gpcV1EtxuHa+S=gq2yDBC676^Bt2+KeYWWUn1<M?In>^!=@J9QR!m$xQtXHi+hO?+C)87bi&%ubb;7ZAv7lG3O|#j zi7vm-bRv|xl1fj?_}^3I_84vDgFilQa-!Ryd9Po%Qq8KLad11h`FMP_5h#R}tfyl_&sJ#Bq~sw_Hv`@@p%36db?>NSW-D!gdw>S7cP>N6*`?`tKQ!TNiYmBNleW~^ zgH#f81Z&XB`gWuiGWv1A3shu-EnKkCr_r7x1)Zc)T^JYC(gb(MYN#pV4*aCUdeG;r z7S9HKIo2s2ckV+wJ3GTtk_tEHL|6Z53$=*?)d1l5)z*_Kp&Ie@7t|^D2fD3> z@D@V@lnOs-HYqRWs;AtJRG&}0mFApRC?Qiu$)KKdu*-sRy)uAEEt3gQP;*-m z1*2g&C@(IrU^4a>OhVpJ38D#rX8i}W(1 z%t7C4u4@HuZjn@vT#$G0(}zL{$7I6v)dI`-Vk4YHwzpqD3nr4_106#=6d>b}erj_D z&w$nynZeo-zXsenQR{@Yiu|a$PDNY}7UY+l9)nPVYJzmVFAoB%EGe8h1!*!B3{7~Q zmksx@63tlm3iF*5(Dp2GH1j(#91rYg2ed`7?4K;+tG_$YX#{QbVUU|o*31!$1|LB% z2ysM(I7tDa`NM?B887nf>Tc304nq=gCW_IiC3{`b%h1NHWPy8eu|70a3bFjPBy$cG z$2pYf42|tWd~uP1us_b+?^2ZJz^%RcUm(|)QmEyobY0r=1+@vkw*VE*Sll;9^=qF* zT&O0^tVSesg>Ff(!`Cs!9RS6PaTr7oV-o@eS4jh7drQ zyqmUzpktgR%JcbqdoOWTKNhqk9<_5duUF?y@zS31Re0aZg+O2!Hs)DMyHFG~r}#b7 z<9X_wI7!uYt>^j~%J8DE9@PAKglw@4aB$ZViDY^Q{1dM;H@HSu%TfnkR+8+Q4VhRC35=PpFjoFS z$llDpKlv$18e~?+iJM;bzM~O%jfn}a;wuM2G6Sic4*+DfVQloQNBd0}T4O{D!Kdb# z?k$k6)f^EPgE88n;gfck5*3AO1wyx`OThL+6Efr0;X})R=%#ha+9E!lNSe#A{AYN zi-t@nIGNyLBC1#jZ}?hWl{M-7x{OPQRUX9TlP&gC4j{0`D!%t*KvYXM=8+J!CqOHg z@q6WD*%eB~4d3Bq-Yil+-Bf5phaN*Kf9A8{dM2Ehrq0}6X^|v$OP`4zS^HB^9RB@! z7fZFs_Ue{?Xp{U{XrL3s>ZJ1Ik+ml+jl!xdK_&a!c~=t+T81G^CJbr3Cn)6cWu;|_ z`j=g;wOVDg&qlqX#QqxXC<|bzVbjrV+i{!+tV>5eCb9G}Q4c%Z8LyH?iD^3!Ikf&G^%*02v}aRj)nR zpj~OwRiU9Rjkwdz+D|9M@0&~?Srk@uN-nAd)p=mhM(HWEET9Y~rI7Ke^>Kk1a`&K$ ziDZjU2Ic7UMniAaTY<^_0Z$2-3q^fsGdA^)8fGoLwYXtBmBdt8M^+l;LAfMGVYw6S z(_h+NQiAZD=K7-em!mR6am64|`98EM6h7m`+I&a!ZvPmH!^B~nWk&it0X&0a0|s>Z z_A+dMm+hFwp=pplvEIuooqp-CC$xypu#r9Hb%eAZ?u9A4+#LnmIpKIvS)a}xPmH;5 zXMQ0PlId!iKiRO}*mF`%wZ{{avRH3Pi~rR%d)4>^z__hYc{vRG0oP?s7lp?b;rO)f z!Z_GAk@WE|wk9x@^!9wUxq|dyq zHVUHv-foNY?IxLaE8UvcLt`uI{%?8kU^PEt8&$OO>m0}d<`>XkI9>_&1++VvC%pLc z_6N$W?Im+RHL@yR>@d#`X}0q*sE5RF1FU55<40%LrsYRE&x1b-d6<`1FDRd5CmBqs z4}a=?pV5oGUg=~gie6jW@nt<5ut?2?Y)Atf`h84CAF$nP0tnYNQd5!02)53n3+f?w zTDHXlXUpgg^UwStG;rHwzglXo*_$c?_Os=Gubkt?tBJSDU9}8Q03lbUJ7k( z33=8J)b4|eUE0C2u6>on2u6N}_nEnP1@Tl#3AJ`2)F2~_=e0h(R%wf>x9?vE{0I-A zVjNKp=w-*bHYx^xN8@;rU)C;s4vjIXv2{C@cwLuSXiESA&${;t<3!FOzLeNON*}%h zeGFksz?lvPe zfB*_KQchyrY5iuUky0)Y=60lrm1t*K1~FWLtvx$srYZ8O_C>?3jDpL2DfYxM+j zvT{WjEx3HAXgI*j;mrL|3uE55K9PE1RChbRnznwG7>hxUH=o@KO->r{Y-{y<7+*^8 zN1$k~RkV=Z50kEOi}aq=i>$-anZkOt>}t}kBt^DxKL7<TGb}v;i1oO0j{GyOmk02k#yO&!uMEXXH`O}`VZwJo%;VIInTEay)nE{s-84fZD z5#9IrNGPk5aMj{U#V`30-5&S4EbmS^tHgs87>m770Pl|=pwOOnVJ-;OuheVi0<6$l zEKgS@KfM3Crbll<6y;yLTMZfWM5v&9Wgv`l{oZu9^=JimmG}uih6E>DTlw?Kd53Z3 z7I`Xsypz-&@u-Q8asfs_NNK6bu@byRE)SNrJ-G* z5pKzsfD35#cDIY{z~^Woy?1JIjPAbk1oNJoobiEWPw)R=k9{Mg<(iPY?n~;Xyda$r z$vU*;tjGGOd#fjg>j&_3NV8<;zhyn8M+R#z%}b+(y(1!dCiLY`Z_ouV>7q1^%&q~= zCyhUAt+4IQo8b6{#mdEuq!+|qp@6wyqg>&y`3g~2gJgwqLbh!4`U?N&1W8)4%Ih8q z`N8*vZv`Hiz7{GY##QD<#cxL_&`X4BKF!_^nTl1-{7dAS?6rwkJ|Ucg3Z7`bmbI-%BIhF z196<(9sz2HQ~X^!I(;$+v;yinG2#XSvV|maBvjdTvdJDzy!p~A$V5d7{M0djp&aDgM=(?+`|NL@icEr!p0v_dK~1`g_exDkcN#cahDNppMeCGy`!N z0ox7@(_b0o@E`M?ZSW1a0cLGJ^ko_-Eu$g2=>Z)FB1dV{@hHT-|lVg&>GRJqw>a2jlKsPzw$0t?N?`0RLV z`8V*ohDITGZa5~HtR`>e2nphOiHsMe0)_KEf+$B7FxC3Xt}3gHn6ScG3#0D-rQNh8T1<>!S}Xw)Rw_36)jwO z52=y{R`35gd}TR-acD|sxW|Uk(GYw0b*5tf$)^H|H_adjvyJ5YBYt8|4wS;{P_fYR^}78w7Q#tcpu_QtCiPhT zs{Aoqpdb|ZYv)ntS)LQn0^)&r|Lb|Yx7IJ!$R_CH*zwZ7i>FIDFEj{=jSdrEh{lq< zpFA38=+->TN{5{M!%>;IY{_x;{zvMDURp^*dD@C^=@%bqQu(Nt!p(*@nEQDU7Nt=XX^JtuYfQR? zOXB%jys1}POCV8yWWaFvIIg|$^(!5AW#Q^y(7lJ;(J@o%*8u2avT6KIvk_C0vFtpq zkuS_Ok+gmxv!0LoZtDJX$-v>I(kTrF_pfbFG=aQSw>W3s!)!0x= z35TQ0`5u{I62j+UXinHNA0TrB1Nc=|SO~t}4*Y}~=o6nH%d@W7;^_58x?>BIajT-* z@w+jgPsV1odfdmTV)(2a5G~a4hSGG=6Tlzi6vkpo8`@#tUbimbqnipj!f0ZPO?cb<$0JI(`7otSdmeJh<#ct@BT?F(B51Ds`j z)@Dl~5uGH0pv}rM_^-s=QaDS(T-}-*%^mv7+;!2H1_C1VOjh|@TkO^iGTdy8;s*bv z0t`I&l(B zNGtF#adhA;QHMO;kZnB^;U>rsjUtye-^)SQ%^a^pCgG$}DNsy+FJtO4iOQl;t9`%1 zHE*~0My=%))JP89_(rYmRy!U+8n@f~|JFayAe|Bwdd5@_A#Y%zk^yFOS_=OwAH8Mw z%sppU>-m`>fgh;Ys28wWYOf7A*jxV$M3EP4j!UL*x^g!FWdqLV|7K+Qn-#h?szL*v zyseFcKZ*mbkcE5&*ZqGfchzAK5RJ0b$~7<=;j3@(y=W&#WNP5CUyIaN;`ULSv8TnH z1)K$(1-rHm7F*B^F+qzWq3ffBCBMdd3HnUtoZk@!IJJ*+3O!ODbNo94+fmG2~ zmn{Lv*fMrh*0ulSiA2v|GVLc1q7+@pC8K!}M1wAuL8^z_70FnE{3g614!ox_kpYH9 zq2KD6S#xzic35sk!_H9}WS@uAG*@FK5=W2Z+7CDhpb!`ZNj^#g*3LZ92%sp4Z7Gaw zZ0>0OV~Uz}a(%{jtFkwc*1|evKJAGn&9*hsx>TZ!z~bgp^Yb~qu+}x##xgJ_RAcp3 zJCMh8!cm>tGOAf~sm=arX=KNar*}0gl^2t`&KSTtgWmcx$B@>Z=|;U$n*hE2>P2aZ z^_T#Zf+vs8!b7u~sjLkOQZP{MXYM1}LqhSwg0&EWu;}_Z!caE~B*9f<@8L-HU^5Rm z`+Fmetd}2=*WWjP!r+5n$%Z>UJd zyAlF=zOYO*zZNO;q3KL;%6V$)N>3GHdW&9b%{oJFG2X-M3Y1zB6>(f zqiyxO)4p^KnDpqz#Dq0sKQriw6ey^_4-YM~jTt&)b0`!eOztlS)FU5C=RNf%_U_fk zW9kQuVt!v=K*H2Tq3(3v5=7F{FNNyna7nBp>ok4xm>2Cro#>;R3z>&&b?I5l{TNX1 z)AHK5+n{m=Dx!@BDuj{|W~8+cj7Grtq#{$jJh@+kf5U+59K14rsI>#XjlF3(;c~RV zf;({MT8tA4@F?KDesop*ZIgxD{oU*XR=E%n1kD)LO*-?y&8wPko`Y%8Bll3$y>Abn zKjW1Xwy?s`wB=LbpA3N-mes*Yc3NTKYNVJKy;Hj^!~s^21$~^2l%Ri@eSn;kVsF zgk_}nkAPD?uM-^BOLa>a%zHg)Z5MA(0YhLDHtVmL=t#G^`HtkeYS-n&=x zNA5)DOvzdehMVj`2PdW$vx&e=y^l9bZKihQI$bF+;B&N29J13VX)0|fdg>vSzQ7aH zj|(V7{ueQKbLS{W8W63-&M2i_Q9{LPFPC^gVi6Jz5xl=EX)R%JfbDR|1dtk+a*}Mw zn?1ur0FJo?%X{u;1ZyunXiSClSORD)#qtD;7&LL0W`K}Q{%H;wa{L23)T`B?(Valc1^ zSMnKo*7!@F%J4ly0$$s6LHzxck@xtxW7f`-63B*?mHV(De>UU8=9m#}9TUFLW0Oe( zu~7PX1^?daG9q$DdDQ))v{;!lt;$#yoqnxD-0Ruj zFy?oUi3r(I{Oi}NgfGj< z)KKxK!F3k0Gr`<=sCuat_P7w8yopnWX?AgWitTNHZ$ZI^7jg)p zJNQ?;%Xl8W=*$li;aJ4bb7OB?vm*ath^GEDawr{%*W1)$IRM*A=BOgoXjgZK&+kN- z0DK00@=;naP27+Pu%TKrGJ$Z#HivTBZ_~(CJoMP=q+xoID=^*w;qUanPwQDrr_1^) zzPE%?x}K46VW9tsO-3jrO^A2jv1;YKENUJO0EaT_L%YB-HTvT>d@_5NJsDlMrpN~= zy)P?6F zv39&)f7*dJ%K=REHq9*}mHP&uq8vM54%wJ3RP<~5f(zZ2roQSB_F}l4)vtvz_XgkE zHUMUSDEb%UYX?DzEg1o$o6fpmS;|&mXLq=#(5;xAQ_Pjb#LWB`O2)88ivNpGjVcMQ zW6R>*6>2mZdlizBje?C<^0x92__Gm4Kb4aTHhajvXs|@lt%Iw>*{Dk(`rlpyrdnbi z|IxQ%|Kn{ny@_##pQP@s=^5?5g4*g92dkSyP&x7~B9;~2gVY#1bmX&r(vg=RMmleT zi8IT8Id`9vpi5$2IZv{RN4(Yl0_WfW000002uAg>N;F76K2-|RxACm5$Q=Nvi+=_U zNr7dYt$Ob4mv4JaN}|{cK-ezl0_-txGy306+fA|Lv?5Cx`9m>lmQoZg221n38gjqS zd(2bm4>A?cs0S*+MfmprzO^nmNkFiw+u$nsp0?MZkaV%vPX$^8LXJgItI@TAixQ~t z1{dZA8&QhDDL7$$P+j&)AM{Qaq1Y4XqHB^sm!9PIRzn-`R~dYM-m^_=7eE5S`vNAW zu;QPsx558UKFB1-Y-a&V^M2iCsJx?cyfd`lZ1->Cr(5UQ4MUES5*`{+&`FnKAu7LB z?tU6t2BU9-+~TjhU7-+ohH-j94BR!95E<{-i>oi?Fnr=7XUDnl@Q?>zy3F;Vj-fh# zsA)H4bfSbdF0j|)B=YDryRJ{b`Q2Q1fNyBYW-^0R!7aO5ig_67K!)qg&X#%!-||of z>bKp^|H&MDbP~4707V4^vFwOtJUbfBG)w=&LVy7$+(m2ED-Z`mP)W5o&-!dmmdSb3 z$wj5tl-eB(<+_rl0@;QxGmem_-j^?2#ATYyhl7sqbxWFkn{3G#t^lK|xyKdf`2Dqh zkJEVf6g(2n|Mz;A;Q%o}&c8$e0>P#NKjPP^IE=bQ2inVl2p`q&rqY|-R~nha{m}Rk zv^vqLqpHobV^GhEFQ>#ixVM-345|!&=+@L0M&xk_ya1mqQ-b%#-;MNE8k04Dxz$4w z@!?G@!!Km-M@OGlznX$_BgaJ1`|4<;Z5A!<{`uMSf5ajdhMK2SwU4H!2_pWu zq9-_?HxigE1wc;V%1ivMQ+2CC>l12$%(NbJI+Re#&14Z8?khBMynXjxTl{>-Umwaj z+~8+yG%^``nvd;GIg{Y@d%t?ob*Y+@&L0tAw#+CnDw1dvX2IFrv=n6&R)+&`=GQ*z zk@h$&m^8+?1&;xN-qW)L3f1Qw=2G3GRL0XW3E~6v#KkVqiD&=e1^QkkwWkTX#?&sT z8m)xAlPtF!vCqxSg6>x%TJ=utDoC!aCQX1MZlbjwy(?W1?1RxtPBNI}smDls8W;fP z8C)+fCj7cf=;IeXu(5M?O+#y{e&zAYpi&!J&$`|n$(w7Sf@b+Q*7(v>!Zi6dJ#|rt< ztpq&mQrx<-uL2#It$G${`XyXZs^b%)-J&P1(TGJc5rYyZJF-4cT>V@Nka#)A=2(yz<*z1+a{-Q;+IV&#F_#2fGkJD)#QB@a9i1Sw2rz^S%yFBiMw;3%3< z$FkeRZ$dAJW!LNXn`eEl{Ep;Vnm(s%kZ;N~^jlc7PXWb1Ov#)=@Qvt7Ht3EPU%h$g zKO|DL1CyoXEJ6)xFc)W6ODqBhtuwO|V^g)r(hxg@y0-4RpKBP=mUxwgtjI@YtkF~d zL<9v~WyYl8US92FYe5@{zI90U0i@zx&0hF03qyf?KS|2)UZ%N}=y;Mcma|gF01DybDstI=_$4iLt)I^|T+}+v zji>6aZZ}#cSCg0WJ_v!1ELRcZc z8wNx=WIW<>5T8YlG~2;QrL~uR@<7F9IMO&^DPq0C&j}DvEjOve9k{1uaoqIJQ5Hwx z)io2T+cRTO*}s94fOo1Ildnw~(mhY`IVc9~xwaYy2BcCG-W92W<1f)=sMkB77Z3!j z=kxPRtW3mfc4N1-4MY~NYEoJQ7nrVETq|H2i2=|sRA`N`lTd(1E#PaR;GUGmi_M3m zIemaEoVLMt20i*cCsYYvfS0^{5Sd2UoGVy({6?No_B7WpM|Sk`d`1V@n|*hQ8p`^3 z8Z@9ts&Cs@{Ms^5^>fJNWC=att;FDoo5aPZr62jMa+6wQjvW9_wQqqm9tD1*Vmg7y z5GB&T-OVskxh*&ckYA@7x=0{BFAYNkR#VI>ik0C|R^}goR$bO2nm`+J)+{3JykraIVNNmcR}jp0V|r`DCZVZ)N!o8Ojz+3|rD8fEaJnduJw?K)lo zoRw>VPdiPdqOu~dr{_!s*r!0^tP#OoN~&>R4s?Uz&WZ=k;8IoLA_?`YXaE2JE6gl5 zg7PxDb;FmmlRyLujQ0Fbf3S*W#&?0Kc7rq(JjUHnsWUcPrZ#9Bo^fyR}`Cu_&;pq2W zn6xFks4kbSoLrd_fW%FcBHqQSomi@{!d(QB0DV`K&e=v;wkMuwGM7}7yc2$0nz-jy z9zGtEQGdTm-Y+AJO6Cb{Zv>?N%(>2qC3G2Iff9^#zSuV;cSvoS7~Fgxg?;1VAc%7W z_FwBvD$U>>BERl696G8T`RlNqt)oZ$Zfvg;6JP(p8E4;Eq z2h^8S$Q;ELQ6Q(Wo*x4SL#T`Dr5--aAZMi&hSp_x54KCBFd?J-I3g4<3ajKjeS^ZU z`ZjBHPI#_XysqYZZX@s@Z-mSyW|=*Z``VJft~PQ*McAF4%$HT`Zh6Su>JvJxY-wNL zI%jRa-M#NJ^2wB5*wr7G`52SapM0cDF5GD@&~H|!k#~TtXs)ur%P!bIVnbOQ!7c0k zr@kDQPtxJZ4Nc4xVP~eHC?@&Lv28KHJjV;0j03nx`>>cl+wI&o8QT(Vk9k_P8NJ#C z7o#!~0L!%~#_?JDqiI#si(3yf>1p%oh4GEep4FvaZpO`T^fC?R=dosEF7ha51Nw_K?{MLi3p-&fMkb1%B0 z^0`ptTnEnt(jcM7t&sE9bxsK}o=gzPTf#hZoTN}1v@WhILL>k;>>csk{bAhaKF?1M z6-Ad>lz#)WliQcvz_ixTJC6fzsda_>7@o4MY+y-`#E+8!E5p)u&V<9 z!pM9xOLLuy@z!JZlUXyPYDR*~j367`h(XFAj9=ZPr(ph`7EW@M0D5pg^G(E}msLBk z%TAML=1jPk=}WU%+#Yc)r9fC;NW<8BEzv+Ycf%Bwst<^dDWo_$>P&48WwGyYe+DaG zj#Dub_1o|(*dRRF8l{wN)L-o$EUNs%UmZUoZ>nS6^O4c>(-5z@ z3i>~dUp&muVktL$To!cXu4LYdQpX#DdwprHB}Zd?;>P|=e5dVEj#(?t`8wwH1qCN4 zzj4=(pxvQ5lN|g~b82n1xp*kE1}~HOPBDsV-wb?xzAq_mevO5&E%lU!Y0V9{f91be zs9aKX0^A)3Qyy4J!0f1#$wt0Z-`ZY!HF&81W>L@cBi9%$mWTMkMkCUv;l7ocFJsKx(&%r%Dp;q!b zUhP(Kgcob|lh@L8ra8q`^SV*8KBzw4B4#TRat{06Ixl*lfJbW|6z2s_$rnqE!4Ay7 z0(orXXjX(3PMB$cx5!~EEms4e@&Po4-u!CP5yqo?YF0xnFqrO2mzkOg@A2`@KsEVx zm8aOn`4vSWA`LZIGR z?k1!{i#3#l(kGlz@gH=^QdpEQoZtPi%I3@l18APPN`aj09$N`yPlzc;YdWoDx!c{z zGwrTq4E6}eW_?->0_e;n+6r6JvsD9@EU)X~vLpqhOf;WLV>y47qC{Gn_T?1ZxklSA zCH$!hw5+ZpCm@4Y`KO@y_-Kn#lptF)Xy>tnkw@sOWqPC$!;^_5y|vtFY|d7ONcYUG zJn6MIM`kA)dp{)6otONmLs<3@7u0sbRIC*UAc5Cl?aQB)g3ukItTU$nxM#dickiJiBmGNRuy@s*rPRbqU}G;SE%3X&W#1LS6)AVRR)Igt z7snMD>mQfZG`Flr^AwJi}A~4*yfIV1vT&eH}@G3*Pq6Tf+Ei|G8BxyYEs9- z%us)uvBWW4qY0pl9>ky;__Fd->kOt>be=qECUsstRXHxa21@LKWauX}!5=cqMKv9G;`;51EoJ zmpI&K-Na%M-B#>Xf1lP|Dq}N+^+kxuG^-6F`SijZ3Y#O0aFN!K&~aKlIQoodz6cwx zSgg1SY9ruJ8;hZs*!}#s@LD^)S{7G_;qy2KuUfhL$>w*=5`AGJB0V5^BiysF9Vgyy zxnewOGG?(-2J}ivJIGB%MTPj$e|o}yAm#MMlNPWFxY84OE)Y#(2{AbY&x04T_K#p= z?2fh;iM4~EbJOer-q zoday8VtfD(xk+axT^i9n+ol}{MHh3u8d_-wY^~fEC!%5n!+*4aT6_^;`#p6{VLHI1 zgS~0~uw|QL(DH;HkUaxh*t$zd?`7e_m2mG-cF6`C8%B2~ent}A9a1%Fu-kCat|m#e ztc6=0@De%x4PK9bdqYdmjznI%{=%4~{}3)=c{tlPb-^C{MU8Ae2piUXDPQD%#$P^E zPLpX41@LEzV_vB^N6FfSKy9@zB@LcJ9Az1sGIC+dl3w7Hwp*+WpqA?EAY zp-gOZAsO||$lnZnP3wEJEYIx0!&lIw$3T}Dvy z6*2HfG=$7~*LaKStx+>=R-@O6UQGO*AmR@KRIn_`7L&u9hhHsk2$o2vc^|g6NN}42D41}Sy{h`N@Qc%g zG$IHLATU+uE})KB)w`(zj=Za>u}>ap91h$u*+PFPjtC@V?$nHS62RU;E%G*5h5i74 zoTCR|0p2WgqPP09HfA1`e;g)}+Uv%)Gob}0^;v>!mO?~&I}e1plzw>!04pZvtVZZUHFmWsn4IN z-0yNSkkLJIJJY@!zs(S%X`Yz2mo^3LEj-b27+ChJ94Eo)n0SbyOOd;z<`+~-#U1QZ zF*G`mikFu1nw{tw{fq&J_9wz^t7TDon)(=PliwHMLL^G4-mgtPcSFP;#97P8?(TA8 zZX_NPDG|+;5}(PIO5WZP5rmZ;A-S&C<}hxgS(N6>ox1TquRrwJB?2#KO)e=An*~oC zjm~s|i*$6dp&oCYT?7?@K-py_>_aF}CzcJAMpFX}*!zo%bnOyX^E2%t&ks(`%BtzW zld&`$4=K5SX#MA$r^XwkUnZ|urR_Nz7K9lrp8}gTp^a!@a}#u*B^Qu3!4o6(8RO z?{soAvhzr)^QM6wZl~hamYVuu@v92WyL*KPc-mcv$Zp0{uwB-< zB{e`!mPSxzRwO<>i%rK)4Ik||<`3R7sw1g)d{BTQt-|tYu!g6?k{gr6C)^0+1SsPL z$qZWt!j5p`0KVtdqgQ8>TGRxCRCE9R$A_RZKEYN8=BQ=#0bnDmVCJ4l7c*FgnAbO- zrqIx62$sydI$Sg(FdKlReTXf(YT%mJtY0DZ1(6e?X%qHUI?%)~YEK?xssh%{!y zP`(dUvnKHR(0vM83vo~ILz6X%?h+dbrN3sxYSV`+ben*A;rMb&$|6mpNy4;S3jH1y zq@i19L8EXHLg8XBnzq$Lr}rF(?0H&Y9UieCh&I*jOesED#aWkNu%$0;t^`CN*Kw}xH^J< z#3aVH$o&tU$3u!$t!sYh$Mz)0BUIc3?82wxZ`4I|M-Rwjk6x9ujriA*hF_hmoIGi~ z-^=1CaLo1KhDsF}?k{ig0c$it=Sqd5wUO@Xe>ku5%O($xIHI~`sxFUw3g#*xxOd9W zC^8kolW6yYlDv4!MJze=7PnvnSHCMr!ZBTZ_)zGABmxInu1l}$ zURniN?~dKX*lg^_-o6x3W~H9Bpr+@kHZ8LS!zaz+J=R*W{8ar235-#kS(fQpo$8$- zu=6L83|5oX+^40OB7n6-#zXzEy|0vji8X0_-2N+;B;o&oHbPc}3+9;D(&l5-#9SB+ z3f6~XmX)kHwY;5&1zAJ6h?)O_)y2SzO<#<1JO{PM+TVOPyb@Q6hj8I@Q_EN+vp1Gf z9DZ&GunAaoK0BnmjLoG7&h`odLL*=p(0)Hk^Z)=1O1R8{O{l*}$P zUW_#JP{AmYmm{Ehoc;HIxHb>jV4#0YFw3Psd{mTXhLwCetOJ(D*`ka3HQh#hDnEZ zo3fGr@zKkKEXm+^7GY`&0exbgtK~#jyOYY@_4p?lditf~ROd?K=VbC_9OoLx22ym* z#&ntEXEbWci)`7Kq-_E(w;9SWbH-B7;712|_2~WnG!h_xuj;63qf_9=pQS+4z7@3YoTIXx z-Yc41#9wsKU#L0r_QNu-*gL^@lBHbNV|SO#P8J^!449}C;&rv*(h5y~+xkuKxvrFo z-6L)=@^Jw!?{zCES9M&tJN5-wBp3FL)xBY$4LkDRGy)aCLH3KUbH2MlJaJupJJbS$ z2y=E1wEzjihL$}+DOU?v2ZJl8 z2Wl3{m#ZZ63?pmj!jIsLc0NL}U%>EGPgh$yF$MSo`>s27r2q!^WHkmP-kFSQ7VvdC zt$Cklki0Z!eSgbpXy$n|Xr3)lEu*Qx40=q6I>57a$b1WI{}&&}Pb?8;WqECm7XArs(kN^Myt3NEl9jBVQ(M@tV(kFg% z+y~L`A0F8>_Z%!3pjT-U2mzIC8FgB9Xwb|Y@at&g-LTKQ7`8snljy=GzeSt6*m-kxz)Do{l|x^K>-2-! z$EQ2eXvBOeHhGW$01Aaq`oSp+CvOwekMS_db!C!TGlxy|=bvi8i-G#f2wuP|`~}TB zjgL|xalzgryQN!m8lOKZEX>2N(WC#JRWikSpK!0iK{I|h`0tpoAe_o7cj5j5!=zHh z+00`u+AI+6bx_N=D4MqY#wpQb%%2QxYo~pV7LxUcBl*P=g(A|9!VWy8Xawv)s>(bD zzKab$%NhH#RAptKCxfMz>Z0?}+8*|y#t0O)?d@p>qy;=beYsxC;DTyQi>~gsTu8Nz z37>xmeVjDN#)f!CShk>0Wq(+&E4p@Bw^TK7B~|{J(fvHOJcNL!<~&zV zt${M2mY}2;ia*IdIem?iSQjUOy9%gnw&20O@b&mYx6b|E;H1Yj3CSt|Rcw$WQ#5U= z66=Y5aA(_wq*S-wCTnga6^AcwEyCZ6^5;y$*U2G4V`11&fL)LuOH5IWs71GtoG&um zxf}xEjx;b#8zel*pHH+@NI6B@(GZC0Iskl#AvXthS}^_rtZo5|AeB`C%uXvmb{V=; zf9%hQP7l#uaVzK1w62@yyMr8rnf>IU6n+L8Hl3ulO#lt+UAHA)k4V}NF@qly~sQXQK3ze_{;Q$jgT{pjy8HoPNSJQE;!f6 zK%^iI9$4V5jY@ts6@};Dz3)HJ6x@s3PZ0IbNzYmRB8WEP;%AB};f<`~g%cgQ7a)mt ziR*PWFz@Ko#?;g8Qs53A^uCh0c!lSRJEK~9=U<8OH^)JwxGW1-YzvS80007+7r;!& zczXV5`@or$D85gVQA0scfW-0W*B93m4kOaIXq9k|unzC1Xi4eBK?6=FgK@ zbz`w)X_cux&oK8Hf=kGPXcMC6y&ph^Z=m~hTcD5wn{mK#0~DePo}&QZIOq#L1qqD$ z>wC&HY6fP<2ah5M)9h>_Y#C`_36QZDGoUhDFxJphF)N7#UfFke7ks`YJt3`Qc|_gq ztjth|8s1RYKFamf{g2Qf-3=g#X2vgKBg|w(O!muQ6|%2q1~V6;4zfyRTJu*6t!g)r zf9ik1Z}*$}Zzcs)=l)93dT!U&sDPYQEVM_H4!QC7kk!Mrfn06k=W^Z!)wlczZG7;D zojCwwC^&!)c?sIhVV){!_o2`0N;+W1>Q0t30D`6knXgI#y zxQAqZ&YVMc58%=DNL+3r_;dKZ0HV6*)>=TeO8zgG?ji;a-@;Q}X0BdxswU-&A@4>S zX9lhwR_4rbW&x439$b@vXQ$p4hbSbjfxqoUCA? zgKA<+`_0}=l}ifvQ^74L^Q;@q3htPH^!r~Xa}ttcXjV)WNOVL2hyDTSSZI__8c3K_ z8u|lcwLZ&OlW*Z0FL3?F+UbqhOul5h-9U$T_G>|0Zg+_IL~*KNF*KMLJ|lS|u{k(Q zzKL>uLKdO)OCaRlJN9$vx9nAJx9*o`r^$BQr_k zHWK^&mNPU$BL8f)q3vs3fu*fu32@*-R6Ig;i}}g%L9JV5!OEn62?cAh*RwGD6}JrD zBP^`dZ;TE#+%f{Suq%@`DltTsDT|t|dFA#3@zfragPU7QajSJ9;v84qqhrH2dHP-fM z@8akHP#z%QiSEAy=nwjNp9%($;9$ z3tC|6LZcZn7f-RZFN7EiOGSJ_a~}&tWr&PGmuY6UypdDJ@v7+8wd18C_>r#~*WydI zq3!u3y0jd<)V!LQK?|JVt04=JOB5VAOnL#qUeg%f-NgvNp4c*gE<&0B6soN|Gd^nj zT};JF28Io)%a&!R&2I1xIRf*8b~ARJi})#z7lAiNa!HYXU0j6q4Sz z`y`JNl$mX)FJ76AFlsFazjmKT*8)pna=THwIicx-QSrKg8WrUa@e7q99IPl}&cz4g zTB-?^Asbt3Y!BPGk6=6~@D8Ae_jSh;&{<^6qmN*#(4VBjMHW4kuwP1uqSCA8T8E#X zc(kd6z%|$@@jCb>is3Af-=|nCEc9*iinn?w8S&K69!_pL&hohpa$#D+zwE`BxIWjY zG1jrej6}`H3qh>`$Z*NHgqRod$xUrVv3-thR*r691(7pEG&^jOWSsg6In z+MLYGt4AyFwiK@ucmNI%NMuLq)qZS*XE!b;YDK1yle;m>o^TL5O%Y0!aGMJG+ySS2 zJPD?f5l(tp%V`^=O6zq8m^WR&4uxBw;o6-fX2+$60&jY}8P6dIO!ePr8qgY%>SGckL0w?+#PU`UU<%O$<*l>w~faG;%Mxtl{ z48Ol0!}?bJyQzLs%!X5VgRIlXO?rRkIuRI%R_}RhPkA9espc`MP@HUn*O50Py_5wy_~Rnvv0Wml&}W13gXsh(a(^(x6= zr2+yJrreHaMt*rV8EvpNPwb~#_*?eSqdvUmd*mWg|&o1I#Ad&He0mB6x ztwj*cJeb@%x)>d?i;`3jUJ1*6n97{0FPW}Mrz-T@vz+HQk~I#rB-f#5(XFD83WMcV zW0z;oJ7WL^gA~=I2Q@kYnyu^3!0px&KP%-UFr{oWuw2$@0t{ z#Nwnii_!VWs{Qmx7jAa|DDWJi8Tm3y91iL80#b|Ilytsq`R-ULZ*mY9&09E`;k}w!x(hMIJ5R85v zl%QD>ocDz;EuGlIa=pWZNrkbmQjLw&Dqrptpx}_e zkh%mZ1H_e8Xg(WihpZ09*a~;&*6XaQKWaCwn~kHbx@7eDLh*O8l*Z~4Z1VSwU7oWo zUJS5QR9ve{%W4IfMr%~`ZM(ol66pdiN6&ZCa#KRP~v2JO^(s!6p zY0g)?QCITxQ)&b5`zlkMC{+owrP$2%GoR5S0ME))J}jO2qaSJ8Lnk0v-intp}U z4?u>m!m{p-Udk}*E+=N~XOekXCSeQOQ+?s3@O^i0`A7NHvS*Wut_6z^P|xoqv%TrR zg#^y_x7=7`Fu`Cm0O6=`laxO7oR^qSdC`q(0dIYoO=&;5`Hr=qy z{)^ZGHBmW&UN3F^XYzfbXEc57=gX@sW7Bb%`P=G}qOt<$+?yH`Q*X+T^(NJ0t+`9}#02mFJFbhB%bpFm zc{~RCsQ>G)PG1-w-Nt6jO~26~KP^XDr{`S?kKx42X(}?w8(N8BtEUP0G9jg;nN)sG z=4e&hD*AmZ2&nC9u;95}$oty@W8(Z6y%%!B*UvJ4H_*)k4Y>2 zqgs2z3%M6g`KQc`?1uD<`G^JR;Vb)4l+nY!4xYxv)4|UvNi{53=dBbw_Um6^(_@ni zWeM$~@cOKYG{Pa`O|WI1e=PBU>jZ_D>piB)#C`493_cbSf2opYp3m@RKcStCy9=c- zN^t)*DOjGep{Pyt_OsfaF~xRR^S#C5eTJf5MS(dUR(a>uG6KOVbma;9A&V)*IAZtt za+t2>fV4lYHw$`Ln2j)|V6cCJ6et< zMa{&nVoC)}gP`u1ltY`2i!9TPl~IXmz@aI3^XmW0TU`j>J`J0=k44o|k(~RI5%CD0 z@kW|mG;@1~SN=ff_=-IWi;d)HrT3LwCO{1zyIT)0q}_lrJB~m|-wt z^^^ztVLu5Tm7ymi^4bX;(FzX@y%)G}Ie`?D{ohF)^(Bcl(6@$e7A^XD6uUb)=Q6iq z5D>$=jSUt&sC5g_nL{OtMOte*x_0zLR|M1U5*28Rvi<=w2h&>_C~sQxTx%v+?Kr1% zSRWPPz=d0S70b;H`mJN<55mDIkfveXZJ@Q^3@tA_9ug~(4{b0xT2{j$QaUDWLvylW z&(8@A4;^>ZDskVIbYsNxX6X7FvJP=p@ z#zUiLIEpMxAz!dj+A5{-i4!T|YBkSuBq$e7dt3#hG(sTAUnI3kJ}|w~ySCDLol+n-?u%%b zWS!=w{HnC4-(pM-UZdP$A%P!bnYQ~K1*==;=K0%IDt1(K7SCUtm>G=)^U7vmga!?R z?KFGN&!Qf0s!#}Hd8TPjXveDjq7L&LlEBQKp3UXaP{13=Wak``5GPU;|9aZu_rV?- zv~J+y6DLprXj^bR|Y_XHx{sPWny-4eovQRe~lNG|QKP#mF;#&|8Nf=r*^kc9Nh^ zp8eq@X?<#w1LYn|b^n$>4#q?toLcZ>x*IE)uXB$>3?NaK*K02~exys)j5jZ?%QEWH z6|OMv5PiW*5OG_G+R_fFn@-*YI%B7KYH$XFLGTw&*H2TH^p- zAa8)dQ4xo}%I~Jm)dZS(lYJAy^WiJ}XqHz&)r&gq%ZU6rZ8N7@6t%a^ z`2Xw=h=djU5W~>Z)h1H_VBVLP<*GnbXn^PeF~D^~&5Q0U!L`dh-MSblr8aI#LC&il z{v0owfa00@7Y+GaWyGkSRr9HRb(xGqLzo&J4yYH9#c#t%js1Z#+h6If;O$k)NFF9c zP*oQZFD{!A2;@V-m~a93ojC~)!dWn_drzREJR~`_xz0ioDUzOxOHP5P zR7`;7*}I8wXKK*yr4rFe7($q7qf*o)b3`{x8}OsK_qtxuEjoIR+AijP90oui&$B@A zXIHgaW+xJJ81_)8(n^nWHfpVc+67& zdg$c&#NV0yNbkdgq?7~u?N;|06crCD|DnK8FpuH8qjH8-b&YQX9F83i~Srz7&BpZ-cV&x!uNuK~kd!bzgMNFhWOD?{g+2mLxf zt7CU;R>IAVhZy{hxTX~x1!p10*Ijx^vuWXj1~JSwtl~7Fiw!|7C{o~z0`z!?$O%*jo{A7;}S>Z4oB2H0|q^V7mqPRf3ymwl`Z6cjEe67s%;<+TJPu=XbsZZC! z%ds?5yN%Sfchcjy{JM@LDIqg7(o!^Za)Z}f)yFHyVjPb$ekuaWJnuZz=k|HimV>(8 z;hlp_+@X@P8BI2TZ?ho$5)M<#x!9GSsC{IJ{b4&7f(ddnX)V|iTM%o95;>t7)Z zVvWjVIhgrtSFApPrgD#Er@0D-^QxL3*MT`mb55W({V9j`7+G9%gK8g2U3-=1((i@YdDuW5oCklE=|PkUsp+luU1NY$)V8N&!6=3d+uC)&#c?3ViWBZZFC%fcn<(&C?u*=6haDiu?7Uu>VX#lq9_dQJyDLk;(3DvIz!Mw_=Gp^EEuRj9^3w0N!eJfUU zl%M~zA$o7$iN2`pU1ocZR;hDny6LK1Ke0@ZTSU^&1m9V?tQ``IzBzeYD>8<6Y@B{M zADxZ~I~coGMeD`^`KZmHf%izJ8rF}h>orLbS~L&$M}h7us)hY1oFw1{m*>aH_j_am z|2;ANn131o(J=F&ic+bJy2;_d1KFDtE@>e=YilcTE-LQ{u^eAa{%YNEP{! zXxQ>YaeetC4qBu$7*WJ789b6CJb*A*h;+5Gg;ESkD&7ybJlpkBuhI0jaZ6pnY(-$Q zt!%0-os@MQTc$gd;M6tVON&1eDVM*x!v9ArF}0pM5JJ!d;)~f<48~d)0R;pc=iC4a z`3q*mWZ#VAyqJF+syZ)h0j0|tf(+>!>H-7Fr4%fAW6$aA#&A*1;BG_+RfBc-TW3}$KN(Vd4K7ru7XzZR} zwP?t3+e0{HWD6?u)gt=+h4V(0EdB?pw5k!+DXrta3))c}GDD3d7_Jqm03(K&|;m4RZ1$0`=HPkKnt_uA&hnB*v!HYOSuy^UYhk-kN_$Ortp)D7KVi z>G5bAp{^y;!BP^BXGZ=)N^nw-Yq2myW+U?ka+>#8|2~7G{iCwM6^|*(Z&uN9Ov&h* zq|y{|D#zC5!n!0$kveP|On#3dMD@5{#SZ0NG8ClK0T6a>wHRzs(X2>U^6blD&StvP zWJM9{vM#wV+my-6=btHyV|qGYDTD7`sk3DikK>a~J&{nyo<8cFl)Tb(1CygjonuWt zLH-=>fcM1tCHwbdib9XNf1|Fdz3fYv=dx_EJ}jy(X7*NPwO^}-&9Qr(xRQ9n;2AH3 zH-lz#&7~3%%iB7ycG6WDQs`nYt2Dr%uYRITuMPu*!?y*tD1KVf_Zh9CV`Y6MO@@<> zE)%e?w};^w^`RikQI3SbS{vm4!hk-ll{A zw}aG{WtB+{&c{oiRuD>T#D&4%WT3r8#tZEfTYFv~b9ez zP&*tD$(%6%h#Rx^!#$&cSw^&Kl%G8u=bomKdbjlFm?60e`KDo`#9?a>4BbgP<)xuI z>p^`tFsB^*;nii*E~}%8+b#W}*&fh3cxEU2Wj-YVy*0{)W$@w^10|UNZ#gy21Hx+( zw1IL6u6X9*D1G5sOv;BhyZxiE?NC)6Bg8eq7EyTEVPmL&X?k6eW_3*XnxTDhNZ2>Z zi5et!cTNO2-+C)l=eLL^QK(?Il;mMd2iP)h&G#PVo5&s9C@jR;)nE+YBg{2y_O}F& zKHgo?4lIOIHBN3l=MnEZ2~=*%-;tyoH7I68Ko-I+OA&OaRP!Dni1LjPyNEeiN|O!B zi?&f98hQ5Cr#woemg_6a7~av~{n=X5fpA1ORoN9ID+wo^&*6i_T(AK)gyLCo0U78* zaaum!W(_;)>zDL0Is$V{T$ALBxmYdZaZ>fe&z0UlOe4ayCyG5Jd!|a&p}X3k2c%fdrv5x zQ9N_34<%tlH?sGJwK){p^=q1`sm??*^N83s?Fo166+UT}1rkfMj>iV{WO+wU&)Hh< z7^L{ct1EH(KJ6NQ3o=QSJ8cp(-8Js6wS)vOAf6p z5`+)yn0`l;ySz2>r;ZiGxPdY!^x#Au9jrir%%UpE7PXc*v5Uo^7}pTv)F@QF&lT}+x9AvsqbWceSnU6W3Ot~FPpJyYTuFajbiW5W<8+gw- z^Z>WhD@2-A`0)LU>#b8l!ZW!?f8{PUh1yrzqHw!+52P$`Crt77B@hFaglWG^u-CKT z0T6x-?HE;G({#hTZo&XipcFMGjagg6Y$Yl2!y^ zG;VYtdscP+qOr(YNyN`erm?m0`yVzCcezVp^aW7iC0NsV`n2Zuebu_79E+HLpl5=c zD;nl~)aQbl3V;Cy0jH6l7FPQQiJQgjfsoMGg>NLytM>TlhEp|{``OqdF?ENjwGE$S z^U{8EiWZI2(l;v(!LyhwAvLo|n=REBCzDvTm{}f2*f8z~k(66==xE&${Po zqEe750o$%&pCfTA>#31c$c9B*^G+B8k0HVGsFa!TwnLVT z13KntIg5qT61MfHuK^VcA>$MNzs98c+6E3uu7RS4;!1U|cua)C0_QFS@Xy-ENEC5$Jn7@4A6N$x zF9$#9g8FlAB1gAFCwV$Rz%To4Xi5X%7|SN25m<5gjim;$xrEj+6S+`qI*$UZHsIcF zWA=c6Fkt$-(YG5sMkz*(S!zCCM+SwoTocNB7<+;voRv;hD_LQ2q?1gI7%KvmE_w!+ z%a#RnMlm*(f5zGAGcU|ET>f;*8sX=t>-k-iE03RYs+t$%8USAGdbg%lqYL4e(r zFvn*?PVA}NZN6#M|GAh=Oc<2Sz|RfOP91Fx)G#ElfUd3-XPFYF*4|FIX8I;24dZ<` zv+na^1^(ux=?wfwwOk(Wstr8nFRvVG6lkW)8D&ypOnC)bK_#<=KL&4pf65q-``)lg z`=yxC5|Y1%SiFd53qv;cA!Wb-O+d20my0JZlnZrxO`aI~>}v^!CQ89w3B%~!I#7n; zy8vMtUXuu1MTi-4?bV5Y4g;a6fk9Z4>4BMQ0W;7kp05_55lkR4ZXEN{yskgGs|F73 zj|EqsalJUQx}VwtGmCeL1%kAi1K9{VtEQLc#QsDH>FJa#)kuO_;*X2S97!QgC>ncM?*?m>PI#=KaM|Xu(o9qbe{*vCd&@m+z!(|_S4?nBf zJYCYF*-MXp8RDucM)G1ndDKWY!SmZQLx`Wf3^1iE7qm;>l`V%8y$skUl4cV!(SxT| z$pPX2ymc9*I(a5z={$MUj2+ok3R$SrR^yaH)MtT%#|ARq7xczvTsono`w%~OgRQTX z!^YAHB!CSC;oPY@mm8D->3BbsI|>mzlEwF`o-q{)w$$bd>B8+V-gy9jSVP*i#z2@( z_#!IUI<9eXR*C>C%8e0i5Xd)iH)@iz3y8sl?)1iLZ2KUSZUkAjxlZ0IV0v@Kl`k_zw*YcO zv^Iy1*nGw+d#qZ|azF5K%RY-2XHyZ~>bDdunUN8p9L4`wm0(~9znyJV3am{co8_6p zr=9=^Qm%KOCQq~O=whiPFvW6+PvihP5rN=9>|p#6vosh@tg!57O~u-rvP~E|!x4go zOqiHGrp6!g?shQ!RO|5|rCS*2TzZ55?G(`^w7f-h)^G=T4{}uQwBY`sBo1JS$Kz-tUg*_u|Da2~kMw?JkJyS!E7m^VrI+WXf$yZR_gd}jCzhjpL-{was@qQh zytwgni!ZV*`4URcFz_9Ge~#A2?>-Qs_miFn#5c~4?=8KFh^pQXoeBWK3dkP%V86(D zP%v*A?~1*TR*_~}Ni+==PdDPg9TDIlvHCB1h;$jY-(mMtPVeGH2+**ab08Myx=Y_b zq*@BdlFr?tNt-q=4<)B+fe6D8ehu%MlhXVjWqS+kqEonzdul8p6A4U^ zHJ%xTaql#Du=rn@l;{wCq?XS{+%J2EH@ZYCH3W%;U=k<{=f$_-+2q|XC_I>x?o#vbDcBX04+qZ(hQ08zmWkDDV4&pjw3h@I zzolL@UQ~elJ?}(=d~wkGWGIk>R5`JNs%pQ5Y$9;VXEVL-pJ|o0ZDI-!q@ ze-*iVI7?RXiiETVtvsft6BX(ksrVA@E|kamgHHz!ltkQiLi3Zt+Yq&lJ4So|ZpH_< zj}d=6l~r&)AXH5Cx>F3Pq)E(rsYsuk$wg%=vZa1JYAyCRfL5S^t$t!75HhQ$Uc(Z< zk;>Pqq~iT}mPtjcwZ3x4?h5_K$(b`oUf)?hU&uto4a_#MLia8m=_9FGxv}A6sM97l3}8*XML}erVofA9=Pf zhdC{h12vwZ3H6{Vn1_@W+HZXP-l~8@p<*iJ za;W(z4Cs`vr?<}|FMy;F^Oagi)f{R4mncEYT{@1Nzx=VV>2}kyWZC%1P)SWxF&x}L z=xU6gzNlykj&-Bu%HT5DOLzemI{?aZHDuUo)2WaQE{q-Q3Duil8-(b-`e6`(c6oGW z9G!|~*?*Jf*E0f*m&Y!WR{l#vkQKUsCpJEWoeyW6AJ<94BPcH$OtFq7wPrP}O`ZI- zQq$FPURfM;Gh&c7SJ+DB%FR>{z{;J8;=@?EbrqF##gM9RLiLo+ur#rQ$%wX4SLg43hn-$dJ$4*dz4ra}cy&Q$bKK7Qq#v)`S0Wk`5)l&?!X+*bDP_ z2mmj+wCxoGp^yNC?)^;$pl#F6$_Ca+z6xBI5}CJpin*LBWeO%RBpdS_;gi`w^I!^m zAj(lqK-<#^<;nyYy)lXBV3wmMLd!%2t^E?D${!9zZpucH`#lBIQqlG&-^ z61qcW6rs0Y4q%qan1fM4;o?Vj40uTt`Sl4=bMitRuJSe>p`piDwapsA)ThFub^J&l z;I9G~_7zCa!V*LW#LSViSS{<`Zf(hccC)+~v6#4zr^f(myy5X_S=PPNEC}}NwWHG}?-_^r1+eSqO-BZQw``9_hwi~F zVq2ewgSnh2z6BJt^2e?O;^tZ@2VO2whc!aa2MO4jh2eH<+puNiI9CC7>UXN5QBjO? z;9F(?RIVHK#AgZm>>ii!lo&~d1s3hj92rIUN$Fb4BqAcQsU&zS03kgIrGbh~Xk3Wku38}?E6v5?OL%)}j zedUp387>Nur$2MEhGofkzRvQoDa(r?t=)xzXW+}mlm>s!eJ%&RbxisKZe~~>7qMD&f?f@} z@IIoup?KQQZS~IvCQQOa7DyVGLNG4ZX?#WxviH;z`wk*Xz9OdLcL14kPz$uriZFP} zbE!z-ZC*UrVw-T)#J4v2v7iE2nwLTfB7zXePjr?@35W1QX=#+mc9qRtaynRV=Trzz z+9_VOwcN?(t2R%qiut?n{INd%U5&>)#yPd?!{t4p?`hR21hM^Z-Z9O7r5M`fcNTkr zt+7k@(h2-r!z0HUu3Gq{#+U{o2P+uN(9#!MQHcfEjVU>b2w}50bg^%lY^O-s7?Z+o z4Z*=m=np(TpPxMbgKhM(Im-HdQ+nzNKgI5uV2dEP(KuPEYSG)Ced|U*x*aF?rD&}% zl~o}$swga%>Ud{+0P5Hpveq~i`5pdYsw4JrG0r~--RiOlkp5m#D88itW(tUh}HD#%}C9#9a7qw<(- z;nl`J&YEOaJ248##`USthO9bsaDddGA@NFD=gFH4_zZnAfM@?G<6VPuUzCLh!_3R_ zxeToa*SIJ662|E|8-;8b1X$+*Ba`6~?q_@T_)93`1?Kzea`O;CpgA@I z9yUwe%)Kb&KI2ZFJYFei>Og)_GwN6cixrHKl_i6n+t1Kv5zm(f6WR-dmP4%Amw`;r zeUV!7cIf#ROH+dFpwBPw13emuVlFUPpV$xEge~^#{>8c$nd06*D;GZ`?V%U_5#m>} z+_`LBpsrMeM)m~L(HRh{uK_OP#0vm7lPEQudqiXA&L@scwkX)*Dz1!^6qfz&Bi{^{ zGL;(S#m*?@$M~-YBh=CW0000Oj6UAbKBPO6G;qJ4ILCa%SL81JQ-A=SGOWz3mVvkG z8T;}%&tWS8-wZJu(F(J=QLYb~Gl=I{&E=c`M2K+OR#25SC+3HBkMpgOlrJ_-4w^Hf zk?i>kbmxhM;3t^9BY|mA+D-DP+#CpmeyW1(!QMY`TkJu}J8`nHBXy&WOfyO=Ji}6h`Fo*JSiOOip1E$WQX zlm9r~!(&Y^LiJ`&Ji3=3X7H6YRfU)ib_T?uzJ=4uD&sNG_=v{*mx#`oH)gaj3H(wEI`4;hJq;Te-I*TB#2hjKs)q|4Z&Isf zg#)ck{`XkQf@HYBUGxVt7^Zoze1Y$&?T-|NqLlGxT)Y_0BHui0VVrGi&?l*jAIBO{N<0Tv&oCdlX~ zW!9NC0*7G^c`z6N0eN{Hv%x_W!x}#AwZ+vKUW7NA!UUo!#s3Ld~ux3O%$V9&Hy6PVD2ifZZ+(3$yZa7AnR+pDlm}L$@kodCSzaoxNSqu zmZ`(v_H`{~eKQ44MxE2%%FhJ7mzXy)^8LSnw8$t$0+V9|K*XA+sdU666*|3>Ipj~~n&aEL`6 z$++i2j{uXV{&)cKF?1Io9n=>G-jvtd={rwaSQ@_Ok?z}PVv6;u( zFL#!cK~%xxHKbO%?7LxPFC%AyUDl+s+fK~*s<5m4NWe(M7``{c;RCg5&l_8)@7T($ zG#Q7aqN7yMIZ>*6Ah@l5z+PbjQH&Rg3NNH|8;;%3ltI*GY9KG$xsf&@|G=V8zx1Qr zmeeb^r7D%mgu<>f}qgMwB7a%Kim&;g5_EIguD3%ooYyUQnL0QAf#o zh+j&IJMDOKYjzBer<9C#Q`~;aLU?HGS zf8n=hN!b*#^9Wdua7kam|5x6to|G!nF4-(odU>Y%$Tu087Y7M}WXqFit@2=J8oo-$ z|N5@-BN%eSo$Ji1t)IN=MQ;IOo~RVjfoGss7_}Xy2{2?UZVM^pgndH{nD9=AuwEPG zwYFBk0>%aS`xHf*yqaf1)OkK6Wx&_Psj`2JXyI+f&~O!SgLDAif8UyIWvn(3Cf)Ap z#{;}|ge0QM7SOR4g03igIKNt_bwj>r=*geLFm^_gtIcC-oI!tscHsWo7>ME!xPW7_ z+{DMdDh_a=WDtD3DuQB_0sko*TIitTsU{DpG2wrhkcD}?Injb=!XX4da=D@`mY!&d`RYi+!$mW$@{f300QU^tZb_C3 zu(Aso?Hy)IGeS(^&Vy8Cc@oyl@ zMx=Lgo$1Y5jqLT5YvCj6rRhM%9zE6KHVt=JSLtDPB>(UsG2o6BM?c%<)3Qvd<#*nQ5*eu@77Pgoc=Z;mMx_ z_&QNU{PnK>=)kcy>dFz@a)Jl?4E{e$7_ks7S_`C{27m($1zNt!d9mo?e<~@mUS1?Y zFJoAuXzobLwbtSX0a6udAWy{E^-QqmoB;<2f`fBJjS-wxaZV@ic2-o5{(5k;68;jQ z1EdH4i!P8n?W5+}@RVg3*VKqk5w}Nd(O(=xp`FjLEK1fW{2?!?)BpylCYwgSD_BQH z5}KoC#oY}{yaOXTCb>;C<(%UnmzUDINZ7c0W3_LPL<6?ab+Y{_7+Hg=`NDbuP0}~Th z=0QaWCbfFH87t_)ly9GOPYY5~V!~O7nlH6RBo9z8q}D1Sl>UY&S&}X&h_k*-ZFCCM zTL1t60*#g}q4XyPpd6upIQrXKA()B;?ImOzwLZ?>2rMXO_I@C@f+SfDqnMYme2Ya9 zvw9rG)M_SB2SF$~>QQ3mbFVbT;*Pn~sq!kFltUeTCxGu3b%#ghr5E|;{^y)J!6;}$ z9-#k7PdQRtBfA28lyJHH$f?bzi}jP;q83Q!Td0VM;>S<1ZYw~3#sP}p0BV01$Jdn1 z73L(4L}y_h4nBtMF(m3qOSBcoOdlIn+rQD1kpcEZE-In6xe={^;Rt4#Y{y3XTT$>J zTO7B+Pd)BSn;tLZ)p^j!^t{`LA3x6hez#-Cy#*uf1_+vTW3r@T5>wZt8GR42x8%|> zE}lI<3atPxS@|%7?ki5^7$b|S^bryIL)W4@@27FK^;^$2?bYR(Nwu zZM<$GZVa*O;&-O!p&O^UKIs#M0{{4gMU;`$uZmUeMJ2ngeJCB=;(Yu+oaQjQD5mm>CXtBjAN+E8QRpgc%FPj=qSl<)Kj0m?vr1(^dD(Dl##p;Xj^Dpnr8qeJy@XD}=-Is3a!o&w9`&a(0t z!efl1xFrQ34y^aqOA9k9bMXSvxc-sh0nW~4Hn*BURHP_2ms*c*q^I9*>JYE3I z`aS~)rC096%!#=R0*g1$>hSiC79G(dhmG^0Zmm0x$NXl#_rM+t2i12Q#GLt&H=TV? zMJyfM+`;`eN8||{0I+G9zK33pSOL^g;_E~_2~0MA?HWxy@;rdRf4tP(^-!;_98gis zj$0nH6m8H|*=`BRj@ErXvNgMQrgKdV@w@V8LSF1y6bUet1a4s&vj_?K zQtioPE1jDqX+f%;G2)h7Yab!}CJ-Ms{^IK{#-}Dwk!hEMAq0At0Z(*q^TZisEcb)T zti(8c*VNiv0{Uuv5I?}`&stJ|-I4@*{jp3@N_?B04H3!zlOJ;W^xmutMr6a zv&EeQbb4(~xt$ag;Hl2+foTxnFoQ4vz0CUP3hB)1x@n{Tf<8G^Xe=C?#jU|F`De^a z``tU(K+@3T=o=5em(PkR+WmSbH-;XG`0-X}vH1c~-kd?ez={34ypV+c^L#wgeTDI3Fs3FSS3dmk z)-bVwo;o@1yE!tTDLn;WqPV9@ypoz8x}+Y(TSvNtxRo9)@1wm|YII34{W?(17IZ!Q z&CG4DQ9StbYc9hzrev#x3FL5nFUb^Uf_XWXY%z|zM(=2YF!r{Kfl0AWZ36Imjuu9> zlxO7i+>wk*O|@4guU+ zI;SOeFzaK5L_9ZIHa^)2=3IAIk3zSkmrQykOQ&i&Yb(p`obEl>bwH-FWdU#XmPSdG zK(U=)&WscpA`3Q$FtSmXiTx!Si*_{jxvBV??6|bz*Hqc4sx{Xt8ak$)5m=L)$?x9V zz=h!dyysWl695 zyAE;YF%07KSXYiNghgL0X4n^1*e~=4e%nIuc_JjX)R9)sqZPPNZTE8?>Jd%0x+H}m zVkQEwQ^7M^UbR@HbP8Ra6vk_1)F|!fSKtLqY~bQ>ozlfyD)wSb?Apo5p@M=z-0z=z zKiz~I8!eHV3jvW^Uvu53Hv?$c0q36yC#JwRV_*gEPMepR;z0SjbZufZ>d3`~>cX}s z{)FF)*@%Z+qCMO-1omQPtslMeZXt57h8F~-FQ%5(3(y5k1}uB5}NcX z$wx!vbRzX6Pt_f83v*M`^X=|(2Vw=5-Y5ooif>#3U?2)EnYB!SW;s>@0igm90nk2C zI`c&HA6H`%emTwZOOMlu9BsCc2PS-4wRK3$Q94euouazDx<8gubF&75ITs|4jSG(J zwzx@!ZLA#yE*yF5A`#F8(n^9SE-i@pW*9&*U+b(03MOupl{~{PJ?gwc;Y zc=roeYnZhavd6S+ZNL53s=sWSq}sYxo+iPdeN2-zoZ7Ahq473PNXnVKCuRSC&R9YjckU1Q@|XuL)nNUkOq^f2+kz$NenWs+WsCkRBCCdAzaz%; z6@myZ>V!U6E9!b-cO138!u>%QM357>7flosV0U%^qX)GQcx`EP1#I95uy_dAL2WA- z`)Q3PL*uHa@8u8oLh1s5l?tB`c%IA50*3$0EP4L!6v*z6F zrvR7ZrgXRNhfaOGqRv2xIVtpFHNhl{!V>(wxL zsQIJSp0AnU<&{vZ>>|8O@z~cCN)}Yq_aU(I0Slgc z{?l>(0j`&{FL(Kw7W~s^|NGgUXO8v;y=K4vU?NeJboEU0P7t(tE?!mn78FF36qrzA zoph%xgyoD=)|R`RV;6IU&c9F<@sH}hxZ!f4_V{F6-qiSIS$%eYlIJprh)Z~$8@5Cx zw6<@z4L^~Ir3jf-H!glCKvwiiOvd3!2--f(9!zHcoPs>)ipu0don91S1~3*lo&S=a z5`^;f>R0e{#txA^=<|v98jFo+t41C!2p0`wHo%dtl5Q~~)HkERXA_^oM2259Fsb4$ z1#*K)Xk$2Ta-m2=z5JyFJYYK}9F&V_8gjFA4#VrKAI~mlzfdT)MVrqDi^>2w(e*{) zK^0<=$cP3bLs|KIa6d_yJg>5V6E3pfvtgzWm6rpuFYs?oLJeT@AV^DEWewtzG6;=Q z|BydF^4v#V;mQT&x$de`6|6)&$L^_5^FNLT%Z zK{K9dq?xk*ie7B=gX{Kw9t=T}tO}5V`m;)!1Rat7n#j4bhKjO3>AEHaU@cDQSG2XE zw5nv&48s64ac7J_T&v3&Wug*}=ZoT>sphYwqw@r4Xr)a>pbk<%`-OmLc{0wg$612cSs^wY(nH5 zmd%MXr#~dP#r8@XtN+sI%PYi9zklbT9BZU_W~iUiDIbPF_00&=29&$&JKi@n;#wD8 zf0kIPbaE(9T>2HO$#Wn+bp6eqQ}^Uvvg)ET*f2(Y;b>|gz*QJ5Zw?9TV|O3OP}t}RVX)>o4_6y0Y8ewC7Wi! zf!8HsaA+V9i09Yya><|=XXC<74f$w3tF@RWu%>utEz`jUyHIa{$(b&us=<~21==B2 zc%y6n?(e^*EvPpS47#_xyLCQ*eo$)GmcHjFXU?hBkAaq-(_|^0QZezRd&P(b)&V&N z8&aLix6LDjzG}L?{iu=iYwyM=z42Q%R!~Q=-o)nAmC40!Acu=e|C+2Pu*r04P=7CT zr6Pw5O(QZC9R=~>;d3r#a1r59k3Y}#rrHN5|FKLy!JBqSc0^z8{%L~-=}>C!(&m)7 zOuz}z4tcZQW_vrn(5X7pNQwnW*@0?)G9tMHU=-!I2e`&8Bnktjrki0Tlod;IwHzSG zM72ZVt@aBq(?=p-;V*x!_s2=%ajpIvY7bbdJUt{(cx|IN$|+z=NG<4l&i#IN(MVe! z)Cvin;xkRDC6|OF3Ev6S@^%cd{E}3=o}I~t6m%%>{nGI78ucPn%CF+?LrR)-J4f8h zSE=os_LWcA`OhGSxX^`HTpXAG9dHIytclaXLC2rK0DP)?(oJ)VzpYRe0N@dO9{?i- zzo^!mRQ;{o1`=zq>K(o&D|n0}5L^8<{5PUmPru{JR=@B#kfuT+(`dakk=B0ui9x7Al3Ti)AINs7#4sf<}VJh*2*Rd@myx9fu}5+YHFw zz3I6?ljslP;KTGFPJroma;fJAlCjQ%WcXdh zgbY_TInU%w5I)V5o)Nt*Ty%P+LJ(0dSJ`6Kl$4e9DYnyI=Yg9-5|{>p*tGTX#`=R#IA?{>p9@8Zv;bo+c&6)!g&B3rB zdB*Ru1jrmLw2dUR-un*Y{<>YCTl#--TR;76W#Ti!sG3*9g^(*`>%-Wg6OArFIt_~~ zV)urR%ar!3m(ucbjL1*VqPl^3hzzl8Pz zN?%8b8M0&3ixE??SP(XU#x)|N45|t0ugwQ|$S!5@)!#mVDdFjshcGMquZVTNen7B@a9g&n(U^)WCCSoGP5k665pk9Hlxs&&e)0F1oDA% z0TeYWeGkXpG{i=GBq8OOnqT0t0tk~BzUsj#?091DQ_k7i3k2!a)?gkbyv2!86xRS$ zPpj}QW)Z3%P3ioz#>Kk>2Ad30rVN0& z5rvHB=i`BbK+?in3Y>?3@5^X!j!_`>V@e|RXYwR}tLLi4ZNLAH9{S2EdyNbCr4!{V zY+y*{U8zX2J%0Xr@Rtuv`Rz>4r-z|rzBqe53r(fC;0)v3Q#VEo@uYzGdR+H-sMp*N zK;qCA{nAt(N+_^j2I$CrmH_l-e(!7H72=8_R|RO5$t19CugK+jec#UR#Z7dhnjWMA zQSXz8(c6Jb;(9(TUW#TM7>jddE%>%DV%fAK`$KM1o7UC3Ll>9?^SW^vua@>9Xhh9Q zxd!FU)Q9OKuw%&aFP9$d0Hivu=x5{1FGjW)ZSmM)o1Bf}4sPq3&}+x`t76-VMK285 zypB>Bot-xW=&L;RJ&w8qYayX7QsS?k}X8X7+6|ruSe)pwsFq|cq2p!I$-pa z_K;?4zCo*`6m;XU;3eE0U}`9Q0z`}Fg^nriK!Xs^>?@Oqg6F3c7e4j@7|qvP3r&YI zMStb|ZWEa=X~*4JiVkaCmwLApz2FL}`{fy6AS;Y)h!icVd9$p%aAaIwi4jf#M(X-V zbvp*ma4fb=5MPb7{ztOd>OyV1;eY7UB7jHq(naC&39~rSo3^XQc*1Dr;{4i9eo-do zUG`>xQfl1wn4$qjKwv2RYQsYqIj&shsbTG^NxerHPevYfx76L+is(}<8nQJw>u@}8 znd|mN53T(E`D?n?rTd;yL`t->pqdB}xR0^ttu8ygXh z_1I0Gr?IL=yZG(#qa>#UOWO&@qou`{1=j;E*VI~ag%n{IkFDmJp9CFBG&77b%Mzwc zR-H*Kr>Gcit1`985A66E(VbbnYt?7@9 z)D`Q14dO@|^?e<*u8FV!*yU4Hf?<*%30lmY$=Y~u)d?^XGqi$_1tu|x%mCCKTYo@A z9a^P#5@&N`{;1DX^ezUBHy)`+OS}B$-NXas9aNts%|dqC3ZipfF2@cJb=oXf8{frG zrJUf;y5K;o(9DZBTY)>?Kh4*jCIxecVLl)=r2rNoe=j6S1vNmU*Fgg@Dz^U;E&enp ztEn(gI-5D9$ow7Q+c+p%7jWe>kGp?cg2rxVnYj(P1-ch7pX?Hpeaf>_+tZi@{YyUN zS`iC4au=hA#lt3k3U_j_6-vH7>Z|#9d~=v#Z{K5>@M_T?crtzsZ$r>>4VR{PPQ;)SZ0+^3J(Bm z5%@hEbSvH3D037Qk=-dOP%crddGVmyjs>P0NL%fF&g_ja?H6P6(9`KUVNz>EEx{{` zByXUeEeQ+fxCb~oUV|Dt^#ON zfh}wHZDzNOlG2D-ni7Bt7Hx-fy%ehctX{Z75_1F2j-v?yDo5(1D<9Jb;3z=uTDys5 z$kj3m{bHN9Uz(iY3XXBWx8~f=lw{X988Mk_l8a9)#?U0uLj{`Q&)YP9k|Qdt+Zq^4 zkp|MExd#pu*`2Cs)ATs_d1Ji@&t`VQc7=?VTc#%m8fy;L{`zcqDUa8$+`}+LQZs$a z;fLeB=xL`hNyZjFE$x>%Otlv3*YDhRdbQFH0Q7+9-3xu+hZ)n;94x!;W=6S{I59P2 zqEOZ7a&a6~Cs;f;otFj!Ts=H5)Uz4X!O1Vc`B_(*3fC=W0SG}#iCVwtO5OWSSDm6Z z%h@EA0{pGD`kSQFX73pGbV4gE;nG*FhMM&VCy)g9?B%FX^I^TkVzjVI6ddwY%dp41 zDfIe@k|WUU1oXc$U~f{|5-`RzdGIa;xprGqr7oFnVT`6Qz-u$VI_G9HasT8n`9#;6GVojryw=Tbvp?4ZE6^v6TRd7eAo zCReu+J8c$8E0*62K5bIM{SFkXNhrvx4>}Q(EN8R&03e(MNh+lDdDJ(xBO`&1$vmuP zvPD!Jtcp5NUkJY;U0BYn|82z$fCLc!Ax2EtwrXW9Ds=N<(gJ}VMVf65vy8g>{+uyH zjpN!0ej`8pm3EFE;lvhfSJFC0A?MPna7xfh3h}7yh7h~V(o`?JTJi}48kh^*KYD@v zGzEBNtj0_G&X)g=Nw2(j+2B9bG93S6Z>me$xw4CgnFq9fwlrrwxeo}4-?`xF&kj?D z(0yn@E<&kXAb(EJx6A3=L$%)l!ZNs%F+Gq8owrTXu6H%i?q(_mjt^&-|6p{(ij{A} z%E-zn@;?*Ao`p?IRTBA=%qAw5OmA}<8XZW;#O3K4!yzfv8JPXSGg6UeKyWRPfTIXZ z6eDpbDNDPEP7`r!Z$GVSjdGGW1s|_R6XP@3E;(Q)g<) zF7qeUYbe=1^oRu0r$D4=d6WS6)^-RzlOhz>4m}C<0mfbULrFJ7h;;i4wv$=od}lYf zrS{DODq`7&IzJ<1go2kH5(F4N?*oN;?(^WJy9~DhGxDy04AbL=eeojs1n%SP45q9{ zhoO#XA)u70M4Zau0DKA zIu@IVXD{Q^1p=gVsv$0S{rx_5ns&dXo*yr}F%f?)Pi9ZtNZL^t@5q1S&Fe}UOycL1 zTr4{R>CVlDsOE$^Qx1v)-$iR(t)_TfU`AJM=!^)!;{ zn%a@bS&qQ{c}@n2hf;qtHU(OU7kl9}+=26lYgYhdn%81By%6n>UbJ+wvAqHXV-Yu( z6||+o+I!%e?J~}f|FubY6`U~km>wJnBQ*w^{LPaJ|3f)YOT!HhENDy)dnV3qnDi{v zcIQa;KCam7KG3d$ZMLMDZ>iih^OOozO!q;gU;HP7Dr6CwY4B*%vRicDsk>f@*5Wpl zPFh(l6I=BP2L++B9v#Eo>XUraOvF&Xn7~h=rW5B#KL>C9(EJE{viLfX-y>bwM9(!9V>IMQ4=n9fOz=iOA|gHkSv%XLv*PgXyPykmOjW9_?C~s(77^ zckFyj1Xh4s*nAY1^X6h7-jDUi_eq!>-R>GZl+NiS22Jbg;g80 zOMvYhR#*nl5gW`a?q}?e^$a^o$A#(dJ`f%rcIhpN!~~d=^L4#u`gnrCmn>*-1bNZS zDJ@r`y%GCzHcTFM_{Lx^7z-^Hd#Y2V7%$Z(0H%lMvTxNKE7AtM z=rI#NATmU^R-?a2fg?@+F(V^P z2?kJ^&6V5PlshDth-#0^3wq6RU~3ec2Mu*hMni!O#rv_Lo`u+cvLx{)uuE&#3j^*{h?0;op=fviFEy?vzXgAGB!Kyi5u6}r4h>uIKzWiS@BA^3hXh*O zzRi_fJSA<4CLwamn3gBNId~j1Uv_>qzN|nJNczlV1JJOJY!X=6_CwWlhks*xx7plB zl#D!;`4PL-DR>8pQVEnutOl!R+fY_dLE{0_J*m-Xg@ zgji_?&)68EpLjVqp@<85J2?gMi?G*<%#jU~Z!(T3KBV*LH*lAM&UF*v5x3JeB`gb+ zp^yeaa4&iL+6OP9O;lImRJVjW#pEw2TpQt^RL+TAK|EPDIIMcO&^Q7A?aF;Qu88$I zB>N(22yX(&(V)a7)({@c{!Q7Mz&}J?JqAM|Ms8v+O8NZd#@}^LTWGa1XrUtAn+@OKE-6c!pNd8z1K}U%zQE_VWmP0#5;+M{EJg{2q zD`71}MNcb^Qk786z1#eC7f(Uw5{bomesM)t;=K!-g8*4p03)u$Bj>y`;@OyB!cqT+ z@tIo6a({@^O~XuUTNtj4Tuo>4=IpTZn!?YjyPMN;97s=ZUKTlTZVQ{-9FMY8o!Rn` zUq&gqzV0KwVpB*7T=lBdv>yH0bZ}f_**Cm;UG+Lk7ZP_JJzs6_W_taGm;_q%HSp~6 z>d25?b#421dhgX;HMfr-RdwwCrewjMcw{P+LMprw$LGEbJ=j*;O*z-tptwnLKeXTl z>4zKpXOTRS;QG7%O+rA;2+g1w77gCXp4wMqJ6qFMqeYihaNSLhf-|1PI={3Iu~f~k z?*Kqf0=~LaiQ3F_mh|M#(L<8yT%tt-;P&2QMLwVYQ)2%Ib8eJGUvKjL!2D1hjw!E1 z|Jr2(ze6p~_!?-Li$>OOR|1JZVW&+|8X88?=Vyvv)bLp#naieH zusMqQ0x}x()DTa}oV-#v-u8jx{&sg&ISt$9oc{nGF+?W^(8CFxp1bTt@xdd{lJ?>F zl`qE_urDx19&Jk1N7zXKFE#%3StC)I1f4xP^G0`5%FSc`=Ld=);>YLnY%q_b`hKy2 zYYu;p1ARs??smmTCFYUj;!={yajd8kQ*q>0wisOcY7PGE=kQQo#&tv6IA?$X(R06D z*o}K34pdc(;{T}T!jit>9=z&sTw?5qD=#;#_tkVEz$$*&?Xz#0{cP_Qn;VwMZ&_%$ zwB}I~280RZRc!Y#?WAE_UfUj)lp#X_R9IZ$+m2UMVbj1aUx|1BX0Bn(0GT&;-{8252`k5D`v9co0QX`wydct_UFd|$!{)Mi~@Hk-;k z(s>2GVg;==w15bv^{?<-L_y;woS|M#O0yZRFvbEsKQgd|<&a>9Azxy?1(olXWfjt^ zaAUnNP_O-POr`%0WmEKQJYhEN5_kqKwB*j|&iaWO6d4Z&y?JDoM>%Z+Ln z5;$kd!Mcm;m<9g(a4>nfy`#^3J>ZanHs4;=x`9F0m%a?Lcsy*kwJYtyIrgsmhBG%e~G-fTE!j0Er9}lg+y{x3Z#7D*FZ52pyS$cP1nYB`w zg}4nEuq3XF*10ah^~};?ZleHE#Cpzv_^_~1i4*@9$Wp>RS?9`aV`4vost_qD5@vZ; zxa#fPsO|^70m!z+%7IC8^&@i*W`Z@J{ zM_YyiW1Z8#7_E)SZg1xOMJz()gUMvK)?evdjBHU)FeTI zl0$$>@MvdE)(y?p@T@AIEncwlw!y9=ZZ(wLkniJ_wQ%iirY^O*gd!<7dlfL+h0^HB|6l0u?k_V#gE*5X3haP~Ig z){`hPes)oQ&2q;Y(IonMQTRzo44NquM6E(!y@Vc**YQ#mdPpCwe8ToIT6PDEDyN_n z%Sf7-&|ln}U~#&UP0|hz_t@^WJ>Y5NiLe%#vT_rB_U}bAPp*1p{R}u^4FL zI9^aU-n$%qObU@LsXa0?DAVPk2F1v|Qpf`gLN9uJRWUnXEZce_60N=GKyj zZd=PtGyQhaHeNv3+J8)j*`Va{5YpE~NGcs+kj=_(=ccc#mcw%lFRtL=uH2DMfRTNh=<)~f?S$E`scgKu6+F+8q zEEv5JmARh(#s2C^M5FLXd1ZqhXVmEbmR7#*WDCrox~Z*FYWdREpMPWZlmau#b^>y9b;#PI#RWEO=90tjkFrf!2&p~MDd0~M~MqdPW z+w1mvz~2u~hMO03(asJXgl$Nu(J*aKLr$7~kT8FG9fBmEC^qmd!fzsl*;&E2I!I`N zVdlLmcf*AnT(Ov}W&ZdfViu$n1yCwXdl^UDaFLu9OL7x+wj|7~)UKQcL~J-Vg4Pe- z91kPJAmvI~aT6LQDNE*70ns!BcE&{@qy8ykQ?h`RgCZR_L(cBi8$ykX`GvXG@yke% zjJrjEKH~I5=2&}3+Nl1cT!b8T1krV8QsVA$@7EkbnA!1m64Xfu@%8o%PQGAM!od>V zO2mo{_noqIA<#6v4hjh{xXyP8cWN(Mt~a%W9NLhS^!P6QIsb(rSo=MDn4-sZ!Itd+ z;{?B+8u#8;)&#l0MsPv!`JVca8Kimk8>8|5)D+S|yoY=+mPS!|EoQCzHu8yg{A5v(e0!(@k>GePTMp=wPmgUEU*6MH-0oR*{H0 z?Mntm;8iMYXK2d#RM%JG@YSsQwV*>zpl z?Pr3M_~>pd^g?(!NVBWQrJRaeBL>GJn#X@qxdy5kNyNjAChWG|Wp1H^WvHgP-oEGn z#KtA1*{9hDsw0YSK@*iAz$};y-@Niz$GU=OHU}p#0go%R@tA@>sWLs0^k@J#%=hU& z41-zrLPUsGQE6*kwNu1~W@D9ptpNG2I4qk>V%`B2yLm*t`W)&26qu676;BZBj#6d5 z2V@rfSIx3*2F7zXaQ+=j2+^#uW??9aqzzKXSe3qY^bszPMZztT+ez`(oHpxWd^=hz z)ook5A9}0g={f-4Rx@uXB0-=1LL~-^jWnrD!xEkTM~rBbqjY{CnOhw&j?V{ z3~XrFUpshVSC*rfB#$#DE z?VOQc4cntVaz0?GVuP_xXq0xe&$9)}ZQ%z_{RX0hVs~OanjCn(DDOy<{@U)+1FZtt**wxq17$8x2YfZgOv_^tmw1i?SZ%PLCEneo2NV#8;-GW@xTJ zj+QU)S10^v-$*H4H=02Z5g`G$@8-sv&39^+|k7T%DVcMn|H7To~18 zjNjE3Nk*IsUKztGs2!b;#jtE4`&?*SaF`^xa>jf*QvMZrd***Bm{*B}sVWFtnQQZBFFm$a00yF`d%usjME$WnH+U`d zaG{1?Q`ual67W_Wp1GGK<^fj!KVAv0FC`waWR7#nt=2Xd2n9nB?!-a7Q5gVM`Is`K^RFR)v%Vb66`Ei_2M36X^vl1Q zh5VE41%8$wmtfj6sl8XpU7jJ1_!5FcXRR9`jf5vJuWpU1s!V-@!1`$uOEraX-64jW zRh$b!M3-19WUX(52QRZj{!dD&QOr@b6D)psy|l1vRXL}Xn^31F)NZ_cvfqjk7f;ZP zPF9q7uaDLTS40}C?(j=y_TJXAd-}f@!7hJgc9Y9akiY|Nu4z6~J}U(lIyM2xUh~%2 zQ=it(Q%GxlE+)g@L_f|jr?arHIREzUDRh5X0LW#px9Oqtg10QTIXAlF9!tPO1cA0Q z-qjSq8X0MKTekE1-cGvJXRA`q9&>sehh3X!pu$@%Q{GCSc z3u+&M3K+^oo*wD{ym9JD5tpUpK`7bC%wdX&yAbQ(1nr>=7v+4~{XkUAx%jbx(@R*=F}VqgP~>@2QX&Y=y4z(}P63ij#9s^#|gX zk=}Tea6M>;)I~kk1=BP|iTZ8mthq$(xb!P;W-I1!9)4h&cBL7<#j154fpkTn1OyAT z?;07d$tTd+DVr6ubV2vV)`dcA)rjsa(7AFZk3_3CR0JThuWZ{Ny7IEjHF|-XHvKV6 zyzS!r96yxMwnq8}FA~0dPu6w>m__qt1EBig4G_Nteuw z^!eviKP2xv31WkfntTaqG!NLm2K^TJfmT9$-_e2hTt?ke9yqOp)q&Rcq1D}1!ZbA& zrH^sbqOdt<)WzBt5}QGg}Og?$Y)hk zi+LsJoCC1-^qbdea~g;zW-%Wqj!j)$uZcDlG}}PAR{$5M+Edo4$y=&+G?Vci^lzPq zXziG3@V4-{2su{^o&)byzZ;cA78!!{;-Oc@Hd8@D>c+n(hjEPz!vL-TXJ%dspK3a2 z{Tv?QO13#!?K~jdrJMRjTJQ!O$XRNG(iq{6$vu+?-dRcBw3nTpLMtV{0)h03#&Ha> z1J`(}@NXo5$qKH4EXP3jKSuyOxDG2pGyd|I1n6|xm`Oev$;OcBw_dBndLSq-zUzd% zMS&_eaoFf6wVyC5X#rr8vxpV2(=j>X$C82SSJh}fzq2P6&_6o~F?vl`Z^epTId9rR zZMF39K;?&Y=P!#hX8%n$M;@i5vEDQ51(&8We9_kZ>-(D4Hf;;fL%hO>De8dzTW>dpcAB(j-DmQ7g>g`~3FtGS5UaF^?D;drVfkEnRvWJpB1v4^)Rf%R4`hP;vV zk{QTH;%c1P^a@N0?r4h(o5{AX(qlrQ&?1m;fF_ab4WAtxS zo2o`n5i)*g>;AT*<7M1_ZC`O+(VT|5j0;R&xM&3t3DeWC%dfI#5V6pIDLKVT6~KIe z<f003+v#ZY+#J(sSP4E z_Z`LX?aM2A&O5(*c*RlGXWKKuGs83Vs^NPJzbG!;j*}=z$NLM=;`y?D7g!z1bkDWs z;p&-2)Fz0D8-*BD*EOM%_)&5Lh1g8zA-?}4@ih;|qveJ(SG`qsmwz7Ms1d-fV2yKX z^5uTMIk(t&Dmm5dx-qJj)2GvRfXM@i4IWRa6B~N@J<7C8)c_bW_oiS}ni`J}rd#r9 zanzty*FPIYE%$!#LNoXr?V30RQ1Sl&RIuwZjYQ1; z7P5Wq*x$Saj_(cdd_S#HVbwhyDLXfILYODbH^;j;UH|$zTCM?ABUdINR;=XYReCzR zI(zU(ab-tsJ5d$$a`r%5spVI5NVL5sZ$`^vJ1#cGnZd<*kFHX{z(iQcU&FxZIZ|;a zix?4=TS_pvXFG~u`IU9$hG=m>Xl<@wi+ottY~}0ZTRrnMVNOxqKN))(%|+>Ng5jJx zi0CUZ)>L#c8G3Q2t z@mnZ+eLl!dpdnwXec2pb7d_f8n57LdIEIK6Z2)+~2`C2F?e00_Ppb0U7cE36XBAWa zNH{sTd8|x4qX-wv3DT>T%*PH55LL~?T&i=z!F!biA2N}BZwmbG%K`1D?|7%2WY;ml zgkJnCK!ZecP9Ep3^tX56403O_2&hws*icyy-?dlS>O3}otBAVgwkO*b$IFZ7Zk)6A ztz9udP*HVMDpRcYkyEM6#f0;NtokQ|l_kUVg-YUgtw0A!D!{Tkl3@LAr*j;j z9?hVesg$F*DS7C+eKqfFJJ`S|ttT_PS>Dzo32s(A04XgVY-`E#=r&~#=HI&BDKFI~ zQUPKe=1@E`^8=|o4$2TNAVXkc?nh&`XC-rM1yp59$iDKYA1kvm3c^+Yf9WxBi{5)H z(sNdaw~gFxwmZViLKZiW=KG+hI00(2&)p}#!A9`3WaXVJn^Px7?M_;fe!C={Z_{9O zM>Bm78(Uuo*p!`W&v<~LEFkPV>K+bd&i2&PJG(90C2TYFem$)ml&4TA6;s{Kw;pQ7 z7r%MhacA+w?*(*ni&?UBt|#n^z(i4~4(;H=f_pMkzwpOAYKUHl0V~u0-r_6Ae=q75 zd5#Hh`akYRJ0>ZXaFK3Ver=^$} z{`$O?UEiBN&ZSQ;Bhgy5bBT1;YwBwCIg4SWiOw`N`CAuPvVGRrg~;aI2|=jB@A0Bq zMzDq7-vsw>BG)~hpJ>C4(Oc<}(%P?SW)(IB^^{|Z(S*~*9qQkM`;s|Z7xZg$gRd%~*gltt9dRtbe zqryKidDmoW*^04L-iv(Qx{)Q@UrYw$rFy221GWFdIA+_-VJNyRLu*U2{-zWT+{UOP zZR4$q&ony&D$Z+@7v{-$$)P*Q-rQ;r3B-wc_2I!mFemj|pjU{+YEfk_21^zcl{O<) zZ^uKP9Opi5V;UzI39Rf0X{ZMnY=@?!5iCqO>JYzS^>M+fO&B#WO4X1b1qYp@+5O7= zq786PpC_?q#cymUvFYPYCP*xg@;9SUz1B1|1F-BDQx0QPln*3Cxo{2IFgXsL;H#!Z z9l*9kMakr_s}(zspuoCjL*2Z%V3t&YV(|KeC4Zm~na*1C@Mua2Oc^bd{H2>Ut|_d? z8RqSWP+~SBfoJeIC1auoueWS-z($=c%s0MAj5|xn5}(W@h33GId0cx{kZ+2TgaK7~ zh^2*)ZVM`r(FHV6 zp0L4BPuG{uWb{bfztOAq?tCuGZzMWI`Wh#v7*?%|yMJpfWGaN^EofTSv&FrS{m4t? zdX13Er+HV;SMd+Fqb9HMuOgsO+*s;4a@mV52*jO_+$DkINkmAMnfq1IGkGOi22fq zS8;LR`Hc_Y6OiOoyPD96QHvvlnH_)xSYH91%Mnd!w*cQ0rT_rvCOt~x^2l8rju<4+ z2yv*YhB%%TXI^`wiQ)Aq-JuURf8E?>BArSh4(aY6^s{We=g^@du`LP_Sl(n9rG1o) z&aIsl5x}Ac+3bus42$|g$N^jfJB|6la>JM$3HNMx?`}3Hy*F3hZCLwpM2tOGQj`Vy zX5YSh^KeUr9uU#hyM}#SVJm)SSs=A-FJ0fHGPKoyDlK23qo@B!*{AynEjMGTB^7}bHW}X+@2I5(_k-bL0e=W^uH$C4s-E$B6fWFn^pS7*Xy&Wdm;!z`Hy)& zfKLI~0~4o)_}iDTS*;6AkAc$uxdr5m`lBgr*tOuj*~xDJm{w1?0SMRN61wd1FI_*s z^W$O$F3}%3hApkklh-Ke1lEXKf>)H(jS3HnwRoV(;{#0+0x!yN*tVBFL$L+7oBClY zbHg!ag}`>^efq>t0OreZk5!AbP~Vh9?TK7p6ou)0xL=QptFWVUgc+Xl3XwXy>Cv35 zG(yv@w-Q)nVjisDAf-SUiSd~3Z^ap2kIuaQBD!n`$K9j~+WL*um%#gW@-AYS9N5A# z`H9XE+)MSMno|z6iVfbI#$NQ{e@`J25g&UA-(f1a&JGHFqWp~uX0RKkqWG$t_$b`8 zo;}Dfr>EbJz5;}ip9fgiuzU$@h$P2>Us)k5h3{fKA`vsFK*5$!rEfv0SNUU77VPPm z0N`g?5%+E9!`ry4iW69I!^Tet{X1dq;OWr*3%luKIt%KY4&>v2^0g0KSxx(NlJ^(B z9Y>747;X7->uQ{i@)zpk)3co{71`E*jP{pw2Gkb6n(B=osCEKfaq3T}K{|-u@=pju z!2%QsPAFb|rUv(uz%PQnp7&8(dn#I?@5bM__JMx*9d)XIYinl z_P_ePrR%IQ(IEYbddk^Vlzj$XfF+8*rh zD%*=t+E6IVa|K!XXn3Te$Z>i5S5T6tVtJ-v{H@X!`{)cQOaI#%p&@HBUN0|;J7I<# zPkok6rRxxA9k@>jTaM}UZz*nf9kog^*XbVpX+V^jWv*@OZ3Pw`& z#-00|;v_i=RrJ-BGv~Sok3UwUUMtEDug*e}6&TCO9$SL_^qpdIdz4Yf- z%~s@|!U3%fVWTELPqmQ#<56Zx3}?moz$eh+=oqwD&uesyE#Yoomfd@ccxXyQ=JU8^ zJ0!zl*ByP3@Hu%w$1JU=l^JKGchRg;^;Cy&z>THurgvGUQ;yBtF#wM)SND;u{_(7{Wn&z(y6Yh#* zpDiR;@gW?fg-hflAlv@t*@^rG_Lf{012v<4+gB!{<%!GPJ=}osZNHq$BQEJnAw5Cs z#3?|;fpX%IQS-`*({gqqIR*2Ecbst($BlI&c(6S0Seq>pAds8nue;C6yQ)~C+aR%i zpT#ZxtDP|3QbYf&S`N~N-j^4^IH0Gr%@v0z3UIg6QU*r?S(sIopQuI*^9n)P~Z zFOJ`wX2bs-4_SSPeqSGI$a%@WFrGUF^;|QQkzT@FrC{B&Vi#@4qP_*uF;EM>iM27m zB74z-Xi@?Z+_)PE9FVskgXx>TV0``aGxixjFoYrq00Yz2(0gl~6Q)XGrvHrO(Hf5& zzfZeJz~pmc5?;Gs}c9-uuo{*`8k+9AN|(BM8gjra9O!4$7GcR~o#W#%%6so6<`@99b97=TU2(kE=V*@H9aAl@JYd{_Q_MhM92WNk+lp1%F}KQL!{JFoG8V!F zQW_u6kW4Fn({f!p&%tw&P%$SOQ2*cR>SHbkm#eu?shZ`dvG>4$r(?)vvg7CNfYSJ# ztAWxh?h39^+O09IhB*xn>Lm{l5&>t2-=Yw>4p~$>`ehwDUX8zI6(lUyHSLa-SWs12 z9aaPE)tk$P4yEw{X9{*90n?8>B^97cBP6;{+#A``D@5cKVhAA47 zh(K3=E3Vr_jxPm1QvkE5%3z}mckBi!5VRqHXjpSv0`|n2ECDj*BJ7kk4=UKVLh~`N z&EVTRW0OEoiy7H|biJJ$AJ;}Jj8?u79X}#Joq}1c-u>^!C4R!n7*3s&DK{NU;dQB+ z2?6#+J0(&6-~Ziru1mNJDV8{F{Qx+PiYLBSRL#pA(xLeP7)B|#qt4C1m~U&P7^mS? z>iq1SG^UZaP@=EirnJjqGcCWDySAmta9!vf)%@?MopI3u5A8=jn|>{2>SfY|4PP_% z{Sj*3v;|5SQ$d3N10V~+jec9LB{$s%^vLbmrbm=ePWDTLWL#`Ul3c4JckwWzMS%3I zn?a0Gs;HuzGG5yU4Tr^^Trfo`ty-p3K*R#20^#0@OW$Sem^yL$+BUFE&~1AkWN1nz zoYpZ=YuZd(;^RFc&dHvaY}|+HUK)6W%d&yH1+uM%ql-L-4r{Mp_UdJ z9QIn$sH-rRm=oBJc=*Ew@>0v}eufWco4z1DW^|$6FS2Q5z!vw9PcA5;?02=uxjNW4 zh2kmKMvwKbIrPQNIkQPGFwZ!AOCNpi4)Xphlx;Ge6XM=((p*EPTOA1p588-^oYYKw zU(7~s{Qw@iK^&g2lbHifTfIXA#yZXJ`?>!L#wbZE=b4}Jb*LL1tc(b>!q62vibzyD z9w6z4^43bB#Gjd1h*xEX&Nh&SUh&JBwQC9#UB+gLXF%jcP)gDhNc3z{>{iFyg3y5B zJfOI%Rh4Xo^K+%tIu$?gLm?g81^G~fm2qLym5mRnmN9_8kkk&K;m^$)P`-EP&2#dV z%ey=2s(ujhp*O@3gc;T{AX-q6&55T1zf~MUnI^2w9<8xM@NhA}wWx4#dJ1u!%N(`d zfwry0*_PtAaODBo$`GB8CvhX=F%FCoI~SLOS0_RU zv2X(rK1$URN%Uzxe{VP$aUIm3OZ=3x4jIBRU53Hl^J12=a7j!!zXr@%J?>)-JGxX& zXx5hMB1AQiz!yUU36m&A91f;&y<@e)%EazVGYrZ|qw6LISr|}4WqTpPJ8zGrUYUIC zFF{0_3geX@z#o4V_B#?Y3w)L7czbIG8jEDoF@{ph+amX4EDkkv1jTDQ!?pa|`Idwi zG{W23sYOLjmFdBxkw$h^2XssEjmAqC2<=hyw8{%ge?k$8OOaqu=N0I+^^ulIQ5=5+1{S>Vf;n8b=mxWQ?PmQJM3a z<}JY{r9LaBTnVXI-iDuXiasXvs~pXLxpvtP96+hKQ@D!KA}P^SDy=|238&X7AWUr3 zkgrUr?4+Z(!$e}x6`)eown2E%88)$I(wxz{z7`%oA@Ovk?BJsFFOt5TNs>(kSDq3I znKU{F7@?-4_0K8)gwd{*8v;JFhrHe`%J%^7DC@gAJwoDD$c}z0&Ex8|sgO+z*<#e!|A)R)45ikyQoi zE#?Fs=YUE9c;M5Yr#7z!*C_>*xZNI`BgWGGsnWED(N-8<;thvq8$oA{J*!x8X4Oxb zf}uxi|E4Zg(6TNI$`Rj5<@7D$b?s8y`KpfIn!>&YCW77o?`K@)Bt~bFzMC<**4CX~ z91YU9RIf&7On#o8{gWGUn}0Gqd5Yph#AF)~S18Dqib1-)FkEP7_j4f3#d-5#5@*qJ z*PZ`zf{;h>y2@;ntAlSHv<{=S=7;>C)Ob`rj|f?1Qd{j0`Zxp|lx_qy;;LxFYIt{| zKqU4pU3hx3MVr?VB0VDaE8BRc;B;Od7l8zhp=7p0Fd^mr9RC-Cbtc0Lb+QHm8xN>E zCVO#M^2IKF5jRGez|Gw+fLerp0g{gOF5zB0nbGYc^YQd>9Y3zdp2nz89LibS zw2l=5=8~Vv!6LVpdh5||midbK#$Hp{UuT4D=}&{H1KY??1enL8yNTj%Rh)F6Fww7; z|Iz(AR^(U~AILG0)PQ2pn6yBIpjV`eIJ>E3w4El}DRnKEvFK7W#Jw_Zsu-zbe97 zeh)feDkvuK(f76;q4ao+qOq<_UT$_kkY2aVBJ0eiHVTmb5p>OeMS0HnZbQt?Yyb0+ z>H34B687*-{u;l&BZG|YO9gi{_I4*rpThR$+`+w0l++8h0MT|ToCD?Q7>7cJJ^UiZ z=YSwVgz>B2+s~v(M(roe*crIMV#xwpWoYC!^20TZAj46KySB~N1YlmVZ5$)^XY+6< zFBRS?4C2xK(9c7PU?1mvC?j06060v4EVdy%Mv60c!gdg$KgRFC%$wRCK*%$E{_HJ~ zK)v6GhLv&^tftn%$j8W{D*&n91Vg$)27cZQEhp(9@TCYiW=}t7v=+yGXHn?Su^4>} ztt8a<|Gw8;PaO%!6VQ)UrHu$gq-E1@9VId$BuW%2#A^=a82XkKW*AK`-Y8p38~vW| z&NXg;lzks>Bd1FyEXk?@jr@{4ndgK92B;Rt4-7b}59OsFSQc0&pu+u$vUNdGoa(~W z^fJP4Qb$H|YuWNlv>PUbt^aA?FYCJ{#V=*C`T1HES9lHf3M5k#TQPBcvy0~4gesD@ z#n|@DF*&SPQHr2@Rb!C5U3SDi)h#ZZE<6TJW*Cz>7~mXf{w1A{l|24!B^=K1E&cKg zAHz&LHE!icQY~fj%{DvULn3o;o?a&o5F+I~W9i&1^v_>IpBc-=mRNqX1)UdMp744k z->KG7Lcy_UT}rms+ga$#gcpLaA%2fnqyGIIOSh~n*J{dqN$}3qN>B@)!J&OzQWf1D zU%PI(^2C1Ds)Mp{0;GoXgVMmaL$l6fRkL9=+{aMtQilBBAXCP^F7?xGCwplurn+z! z>n+21CV)kzFz;LFuX-qE6)JkKnse;4g&dJAsX#gm2xZA%vT3FLHH3M6qvBm6Mht5S z%JjakapE8JJPi-uP=mKwEw=8^R^G80rN7}mqNDrHIrd(rTH>~e% z2hBASr+uRW0ix2@3#~0bHEmB!hnvdXU3u5BA7U18y3@0R^v-*MPdZM;CN_@9lPO^c z%o`3>@fOIyN=!Oppn@{oS^MC#p@*q?ja&q!|FerW3}P=6H2~FJq70SPe~M?_b5OBh zYkwLv&gk=cx(%VMOp1AX^mF!pOcGjaL9oAiyLzxEakNOMqX(_sHU-C$AG3KPGE^ao z$bn@*JbZB6gb4Ll{-oMMe3WwIjsWSHGDY8Oh!P(8OsrDv07Px0nGPU*|HTCL#RH`r z6I8v<&m92{XC|riMIc;J_|g1(^b@pK^3VRRAut1boB_>Gl8DrIX{%D+z0jtQC7F#E z#C(JfKqloI=h6R_8U7rlTF_1^gC~CJtgJJb7vQD!MMFq>toAVaqiwBRma2`b_#WJZ z0G7(_;Mtzl{3wJe!k20EZh>FBfuw&Qa(e65WJ!9UQRwJ#CaOCUiHcpM--oBy{$!Z?`(B1eITL z38;|6*N@lSgPb%=%Vp~$Lt7PJ*73^Ot&rhuM7MG&e0>aqj0=4)OCLdKdY$9?WPHa09ZYhyt&!l3 zL;-L53eWm4Nuvd-Y(SYu{znHVW_QMQJkKD;`#tG|nf1&iC_(2qtf0}ZxG3<%a@O*_Sj~AAenwzqH==j!*#Us#l~I1u zXNozAjTmV^0aRo?fn?q<Uo6{9++ zAi4YqY2QDXA6zSZPzi|8G-?Bir3?2mN>%jlInZa(!Ebw{A?RYb`jC)Zc0Q_QG>tB+ z?#6y0PJ79$W1^oy-|Ywh3oE=vm=Lg{SNXyjv-sBU)CDJ2(LvSlux*PSKNxxNF*+t} zm{a^OsdR?rdS00u_XB1EO?n3x$hZ#Q6vfiPQ77`Kqn8&GPRG@0~N_Zt-P(O#f?&afV|YK(o5~)7A0%%_?1k+nSWh}Ho~*zGHykTja`>1=4}GI;j=e6a)?8b9 zi^2fFX8FoDfgr2H6HQ8q+1;-!6!v{nq_2Q#=m3iQl>>N)eU#+zofX4DqLpAW`FI>I z`|ZbC}=9|T8{1+&AKsllsnMXTQ&p(uYGkU(;ffgp<- zmsH#5;P0&?jk<*;l@&~x{i-7e&o~vfRDilm?KrZRYKlj8nvc-=zC0nkX$WC+{7GYn z6PK#_*~geuM|Gtl3rgYH<}Xxvr|B|4!YkRa zI;_)&d4x$_l_@tMJcbk4{4o63{$Ay_<|^QQ;OR|cvgCDQIX4;iUrh{!>A2D%IE)g9 zPyEmu%rplm{B8_LT?NX-#^7OBHhHuZfu!J^AK?&&v+ELv$xBUj)~DcaE*tGokDeTY zqj6Tq{xZD@7!6{>SWllg46vWk^sS>QdGhNo;D24_J8V8PxdS7?of?W)js`=z)4ps| z+Q_59g>hWcKAQ#(|_oCsZdHR_i3<)jYaiw0qIx+U(uJOVx*mYG%!*^UrkFCu}pgu+tq&tKgnI&OcVL z%O>Y7t()S%LltkYL+a8ea`Te8^g59K&?1SW;nm@!Ub&zsR6}jj1hNJ!_)usX9SJfV z($H{3xa|Jtnv?rv5JPEn)~e@wloX(VV!uxn2?OkkPdRbnqTDl;Ab~l4LmxaEyt^6O#H+5tRng&oN?P)qw8hAg0+GQ>ua7;KnC)QfTntM+mMbUjUqS#rh9A2o z(}l~JuIQ)kH6(#Sd$8L*u2MI;7TBX7XF!Bt7zqK6sw}P%317SPh0TM-YWl=EB3MV` zT^rFd0$UL!v$;erA0JSLQFe~;*ot5VMs8HpgJC`5sGSu0L>dRPJyZmtCk|+>aacT>Tvzlh$EK~K+V>i{}2Sj_&c+4d-IFb%~bi+)r*h8t{Ea=~T z?COk6BvG`*EDCr>N4dj6Z}gzfsBT=FV+)h(rU#O)ly&!RV&Fi0*$83B+%|2ph+ter_oojpr-oL+anyvWTxm|YW8sec<>^P_)H z;&&LCW@lQUxDG5%*ZSPVFDFgoKP0B-?2Pk>-;LIm`3qYDwECYCHY6K^dJC!m02Q=y zvn4Ve3T>b-GiwU;A4o;>kb!X(FIKb1^HA`NzmV-}@Zzv6sYWdQ1A;~Zy?=Sm8ZES6 zcJ>oKhA~vt383$jJ$(Z4&?GeRsWq@*>d8CnzAQkX<5sk-3+7J#Mv!>&eTsUzEVkVn z)h0>o6N4n$;mCgGvf8fE3KlPH?AKQE_ys8dHWxh;mU|qe)&CWd-F<_7l-iuB8b7E=ljjLDO5sMAz-B*yLMa= zY?<&Gqza(`jR65OK&oQ{6IG3w*aF~&{TI;1ev-u%-6DJ>;6R_I>qQkMK) zWLT89S97BpB>v9;H<_S1T)7IBWH8;eb>|Ui&5zop_73Mi+;eQpg-ATG=tXjD5F$(f z+OIPLT_>=~AZ}_!!e)CyMSV5t(WL7tP!fDOsFP?rT$xKzCWh0K#y?Y4GTM^;?5o1C$C5<7 z-oqGnoJ_HT2+QN}hLLR!EVp%E_uA&GOXdtJ-2MN!&tLqYg$b(JkvrpGzE)ig8Q!Ac zDnssZGEYt3NaZeZ#RYU918o6#wmrjwM3la_BLZV6SHKxvydk-8R=aiW_;q0uyXFm= z`?iMs1MU3B^RQZz?=gWzq%c-FQ~ufqEOaAzD;0n%j$d22<`oL?wiEq2GYOTxhB86D z*O(R~oRzaR5Zr}RALm__EZQ>(qek=;`v!Cbtz5>F=JO#d`b3yp5w0{muH_w1;O({a zH;Ot}O`1nJ@VHf1RnF6yjN_@0n8wVVrj47sbjBLLpZ*o3CZ@DQXbfty>)M};W2Px}FG3o4_-tN^8M=1T>AG+qN z$%i@1W)4OvDN6O2@QIza5lh{L=eM1Ke++aXA5`jnkS?E>F1>v-MGT2R-RPYT5^s>y zCKS`j7@?|JVjJ<};Sy1kpgaHy;`!&AX#m~85q#3Yo#+O3xC?nqtZ~+rD*i@Rbbk>* z9tWcYEe z1SGpF9L3#aRN{cstW+!L5ljn|si~N)UDa?h0w5}UfZh)uEXCeKQ!`NiD678=#kk2p zvvs(X8k_6e0cQGJVDf!O8PS-ZcI&pyl(B3Sa1lH!0DglY10oyKdyg=3!b)5CPhiKwJ1FZ?}}X9FRm@`R)HIgF=NC-JOK;qTpkjOj?cJ>K1{|HI*MgqGcOl z74Yg5iONO1%djuuzZk0xXZKE>Hb;GC2~48ZtNjnq34|Pri9NGnhJ01k8bjJpOAx_EbOH>C?_ho<#USM^L>d6^Nc&Z45|4CVX-am`?MLu4|8*4%?=O_b>OAaHA=65)OE@ z7kB@?toKrI>tNu$0W54s(*z3SZ}s{mLfGKjx9S&cl|xzU5V%( z5kK{3=s*T@Vz&n&B*sOP4(6v{iTq4;jp!LmLB=lMi)4y__#s;EE` zuNooyhS9Y>^p#oCq?3=vGp?P@;*qMlprbne3AEEdaZ?1W=elzsof-ePqzV_IOGH(m z#9sJC661FMEw@KzbXcrx0R#evx>ro@alScQ<0d5rx4#>l#Q%98=mE?Io?saODSoKB z-m4OB3k-*?KymMjvM&v_vGMH&i9_5M$j0^Bt+h*8MvHgsNW$Z-wbD0u>MPh<`vRHa z6F{euJ*ww}mI;m1ztBejwH~=2xYTS|vE!<&6Qtl?KSWAq~rz6>@mL_v`F? zpie*+t>Lpvd{qrb7hMnOWi3w)Mlr5n!;7+6J-%iA}ca2d32&E)K^?M73H0bp&a< zr~$V-f3*kI^3r!k4S!;nO@BIBT4$h@*XF8ml}Hw_8#+>?&CB1a4V8_Z1Y1hf&lx8O zg}8Umy~>4G#7mSL2al7+rWxwulSwh|c{` z7a&FQ1Pmz=_f5>C{_C+S7xRbA{!V(c(gq4Mh-l5;RH<#@rp1>1uQ8AxXkF$fHQb7Z zl%#UP4|}BAa(#AJBVp|A#^&d`*!+Y-sKA(1ik6q4O;UZE57CvYcLq+uQH;;FLi`)| zboEisf*o^&)aNno59L4q!Ep4@dA6_Dbwn(7{!{f-`+!8nTD!=@DjfP*Z1~i8a@%&k zz+h3wjLQsNU0?Qc?cF;oC6yFc_82-&bpRTi6Yc>&cWA|Lc%JGAb|GLM+TUP3`p6Zb zQ@i%n;(kD*YVcJ>0Ukp-?7&7K@~BT43Xnv-m**2=a(_;AtE~uQX6Lc1aJ0B2<_h%O zdUq8)yx0?CD@A9xahevg_afQ!6ckMi6s&*-Xi$s4Q*(U(dD@ia@2ZDG;qX+y7K zQv#=#rjl2=O@b>&R+yn(MW&M&rUeJ$wd80rI39u& zkikl~XOur{H@@VjL~{vtHi&z$pHr#fuXrFlmf}arG%ykSFwjk{FRy>RlB@qJbUecO zp&XbnoSCXkr*+@spA%~puV^?WvM*=4B7;}B@JBZ{Or<>V7$rimH)u_rU8+&vl%Hio z7U_Q{X8G~OUF!$Flp^jI=yNS@FunH8pBuM?(Ng7|I%_a?sf0@sY(Dx$<{@zJH@_fUkKfKLdKI(Nh&I$&Q~L#P zf9CkucFL<<2vTRXF{juA$uVz;+2$%>x1Rp0E6?naqfHUWKTlIPgH-G;Xos7Kn(I6z z^wlFLx_P26yCF{Q1iM;9bEW!akK zM7=a$U_@U{wva9gL^ia-S~|F?8E-G$jMC~8Wrc5x!1Gz%#Kn~?l zRUr!P-=v7^me-g6(?B-j*?OShOmw)&LJQ7Tn9*|*4kAM}v={IU>(@3-ma*%|vwKm` z0(N9S0-b<86aT*`a#o^l{rp!zP;@RZCwFe)K*~4{dQEY|a ziHx9F{T zVYnvxr@orp7(IXgI(&W0;nITd!#8?p0~AUMJFi9^2+d|E9s27yVph;`4uX|LHbOFu zx+N+0(uQDH#Mm>t2qdR7H8HmHJFq%Ja6n0~D9>GB@s?QGpize$o7Ir&??yRsQ8M7Wz=U#{0-iH(M{0h3+8#kRV@LxX(6 zaXTEg_kE2lg>tk{(YHVf@Fq9UbJwxTL%z|1N|1%9wLkEa@{d?;8!NQ&<%zqLh;4Wz&10{Y!V0v& z?T=NE`O?JrXhS(vIiU&AyToRF5~&3?0U~AjNadHULUk8vd3lntDNduERB9g+k-icX zyQRx0=C1ML!*^sVe2^y@p}Z`~{bePhTq1_ZgO+cJCDHN{8ihrYH%fCeH@hVUL$;?Q zlH+k6uEe% z0gxaO`>0Y}eDgSQ917h#HI_Q|K=HtBGh1X3G+~k+I_xag6EEK6Ig9l3dDM)L++c&) zWdQ?FkGECe?Zl-}T@L1=2QAXeL?I2&Dtbz*F9hpx<;J?VyaH@&XPkLNpp+Cr=_>S= z%nAB76z4l40rO&H-y+xDxYc$E!;8tDhwsoR*=k$T>B7w(KVU6{>!nL-xr07A&EIw| zagyyAH*}I6!C{8L0=9xrzRjXEt_g64zhn1Ye&IM}ydd^1EILESs?nphvg)@O-F2>I zq%nW>C2~%_n5|EpZnc#HDQdIxZ5HNUcl%77{Wrs2jx%Y%yq zypU8KR!&O2zH3ZA>=%P5ikr=(M^3)4aa5B&XOPCd@o7gvxYlom3WdSs1z8qqw+Uz_ zDAX|Nl^u$={kXuQLgGIe)JB-EE7`HOFrtmPtW~!-oy8OUO(>$3l2OqK#aMmyghV?n zND0{(VqR=4??nX?I=v)^PEoGrUgZxS)H+9Ive8G@;}Zw! z@r^af<{3p&(gl{pEt2viHCur1ZV@{X;0%IV-~SYe_+y*0s4Ifx$+yU6*>B;5G~8VHRn+Irq}*=B>G`j>5gzOgxuFfL$DqMx(F!T$>nc z0Z{9UV0U~wx9BT;{jgArj;|M1sKDI^9|3rTS5l9pORsmKJE@aJCnm_+U zxp64g*~InBsi=D}8$^IO>}epypxqw$!oQ17BDJEvI(0F!A|*b6(XsGCp4-H4eLmxM zxuo)jBCS4R$CR&wz{=C+ew+;&FF7hf*XW{#w824lx1)>>)i@g!zU!4>SQYPmev zJENg59U84F!6zzln$4OaFQ%}tklRiHnX{dt?2%c}Q#VXr$zH+WPEzDO?4hd7LdT8F zRq3@)Ec+miT{i~+gYJnEwe!Eq~@d;t#p3AWP! zFz@pRJfcVYiWEilJJ7d@Q#1@ck{p>ATOE_ zv5_x;i6fOI^@L!x-l?rZ#|GQZ+OvWm*xom=bM)NXuSgrA#8nSdkLymbxpd^5?$zDL zQ7@T{W-l`rm=N6drqv?1DJ6<}35I7eS!*TXo`PPX=HwSP{jW7w6j1X;d+r9k%VB~d zdN_jth7PL0$-N8r;Fk7;?wYVRoFAG{pU=XmGSk%ZmHCr3q=39OcBd8+n$P5j+yHx$ zUBjUqeCZ6m=y4oOD5ZJ*th;s#+o3fhVzQNTwe!mA{Tr%bcCLvU&&8epX*RdBsgM^Od5jQ@a&r2#<(cb26S6jt~lzBC^WF85hg zTf$^otlc=|@198UWul%h^5l0#?q>If5UtgQmU_b>hCBE_pXO7X{X|2t;lzNsXx8sS zOznN?2(|9eXo(+USB33YF^toDt)8B_iD3XNM_Us~0Vksi(J^=+n120Poton0<0fxF zE#-mh`EF|A>}=-3`y}TftSS4KR@(>?4NP=WnVNb|s=1dwmp?{ytoa?!qKpcxV8xqM zEiU6Ild}=I%Quw=-ME8iru2rYzPoZ?9?`;PcDtjWI;?;|CX!v&PjBTNvB zz`<4;yv5s(Qm%^(tetN>BAGUpH`bLGr=dIed{(V&#h@Tz9_fnldNie%$e7{pn)mjauEkcEn zMOT^V2c!#@Jh$8b?9{{QL#6wWN%7D)Y$inoJ>OR^a?5`7vbP>Rcs@vGS-vUF^3&u( zb^+b;S17?qGo_T+0aC;o1GuFrL6Y6mI~Kr-^z6oy$lAVK@DQ`l4%y;KU zkqV_k?QwyCP1*g6n>{UpzNTg_7MAP$ozBvqPi8XOLxiRzWma7VrA)tW#>yqtg28Vj z?QRx_5vHk+%}>bvFR8yo(;}lFt6I)5go+W)q+SgkyGMZ;!QvWRIM*b?$^;bv_Kl7~8yN-ri78weKxv&;wQ-Uc7~^e;Jg>?7_)5vUOR=iIpM_L=Q*tlexQQa^ zux2ew9`86iN0aOW1g&FI^%ZU=b}l)6`W)dxHA;qnx>bZumUXc)!#| zqBl37fvJ%|N#k=SRP13u9U`W(+YwmsIGPqmaoGVindnsG#5k; z_(nYaC)nDCjog4XZHFiGAY+J3DfCW${W>$X|3WkGyy!`nwId8ID`r-a+(xGX;c1ym z2__YP+_logdIXSkC{6KIrV6^zqpeMe5_P1HlT2d>|gy59v3F9*y|9PqX4*hH{*MkP4Q5fkaVElVJu+gI6QmB zPk&@#8DOuhE5RnV@KoKmk2EC=^KSPf`WDb$*xvB#M-s`9QIs6l_&~TR1T0>S-Q;p#iQ17k<)_+&)=_ zkeX(nqN)U26C8Wu_IIj%2oFS&W_n~0AwVcg3kSN)xS;~7(v#gk580G`fjyaV(E5Eo zws$%}00E_)Zw#DT&l3wwCDUH0+er3!LP^!FY7QpQQIc(AfPZF;n{T8^Dl+O<*gb;U z=I{PGI8^nw(}QslLTcBWXx?h*&6Ep;12s;9BDw$quJUXse}8*U~8SBvG(IO#(E_pXcP zILrhBa8kSbH86HM7Z{XzIT8GWP4*CE?~MvZa@~a5XYBeVP;xQDNZ1L97ki#yopww3 zhlrmn^n*~`ask32X5Fs3q1@R{Kv8%1hzvgeC*m@dJZxO2q__218$F?D%km9H4R`0Y z4ohq0EczwHdmB{Zk&ZGgmMmjN#l!8|i{Lf3!kFL?{zpl35CB=Ya9EL8GGZAF`!Ypv zj-k|zL67t9!X=1Rr%=Q_qun{DrHmaeHx3aJ&GY-?3V^OCEFJ>09SE%p>rj-c$(3&d zTHD~BJqp_gv*%goeJYG!$mvWxqlCgJ>=DR17f+~tf?J7xa&1Qy`$P_|^(ib0tv#K( ztB3Y*k6A8hmNa^2rPff^rQ$T@l2~GYBp`$=@&Su)Zilc@E#icO;5b-<&z#2vT zNk32bi~eWYV|?6s!)zR;3HS5RoU2tzurwXh4$NAld_oB>61)mv!|M+G-BQR0P$6B_ za$3E6?Ba}%E#X#>P~6n5j%4i4oSoN0X9=n){>W4B6UpA!mB{LQ z*DjHc>Ax^6Y5}7})nyI7NoPQ$$G2BBr^vAbL;sM0fbeYls*tZ!3#0wSOJsNS^Q2|G z183vNps=Kv*VeW`Te2`v(U9pxR6_wjAKlw6&aMicNyK@ynPa}_@kmQ~L9z<`Vdss{ zCf|0Xq*l`DYyYBl5=8hidx&&cFyh4{kyXw>!(QV(Pgg<;Rt|fObN0Vq62-GxFQb^Q zfNjsykxt>I#AY#Wrr^qBL*X`R9|OKIB&J^6OC;s@k2USs8JBG7)OSB}r4Zym)i42F zWW;TL)zWvdElar-+M`E@>buMkVC0~{~=`u5yhIWivIs0efW8_ z(F8vh6q8^jrnT7ny!@p<#heUN5YGmIs}+(ibz!0e^T`5kAF=1?hG&1T6k1K-nC5TT zaji!wi~ScdAJSE`>m|1xk%BK5&WI#Vg5DI5u&sE zTjUo>I$}v5`vhrllrfgV+iuy5fsfEI#fY9FQIL_Dkle9N4=YwxseDG_R~luT4gDgD z2nQF1LI49W8%>?L@fil@i5eo3Xpo=)KmcSxr-+r-oKukmmX(eDa!UXJ05frn+Npr`gR>h|#>wfP?KUU68^9{V%FnP4f>vN;fA%e@&UCt7 zL`{uVb~i`)q?jcoVB$`h>9&XZiIQA&NfM>>`|=pY4E7dmZ|$PZ6%avHX ztxS*WQ%V!LKF~IC1u<;FH6hoGiXb0U>0F?X;(7Cdja~yWMd~t^TA!->y#N3Vh4tXo zToB*j0Be{(a*6qM*XX{|5c@uD&}n;lUt2LanRaQA8jlOtrWv99f)WI#;}(O?NMmX~ z^ah&233|+LEEvXIycr=DWnYnP_73PkisOwKN<;}VAdg|O)g-vgGoI@@(*6N~W_mMs zFJRDu*2R@^V{(TKnntBdEvpmXd0o_T$?WD|XQGdl&oln>_m+Bj|I2Sd`hv|YC2$(3 z91K!-k!0~tA3ezgBEhh=y~_{!{k6JMIZ8U7vP{s>4D2a6&)PgqPz<~8y9ijx$b26Z26J4!+7Q4o0$U zrhP=i&{Ewrx>Z=swg-|g(#w-gE`DQAY_(It1%_+2`7_(uOgE!%l_CAT_KkVFr&^;f zZNIu5YjQJ8F>hH@B?DiXjRxKLNvIb}0IENG$M&taL@iHDH`)L&HE7LvsM=5!#=Xs{E!H)rgz3K)>({I*T4@f&o%h!85tnPnVB^2YJf$lNC4a9u;M`kY( zV}kxk+xBLk%*(M0w!CF`0*s^V@+{GCG1PV#?tBnF2J8IWw+eS8*Qu5a;~ypVvPjp4 zcMOUj_gTZp(i}{7n0jUx6CP?em)O{UHf{qO;}y9_bfe#cc3)EjnK52mO93`E%R#*= z(t1)hJmoqkC|eP=hdn*9XG?Oe=eolLVry$2Slt9{DQ%>qt=|M(X{(?ipYZrmLES-w zw!u!{5sK)R44+6GEhGho6YP5}Pzdlst%vJwMzqB)oE71Os;`GD1^Z1~8uq%9VN{nH zplEy@VD14VZ?U%^p}9ucBkNyT?+?j_NVmGiT+&$Ou`=NDPV{7aCAHcdlTtirDy zW|#VtQCRiOnELO~7v8-av6!yU)Uss-WA&P!is__8qv)e{@Lz;q2m1W6)2DO@yXYJ) z;&-pvfmo4sXIMPl%uq{7|H9$K0#^Yz=r9(MF8sJ=srm^vD;g82eKEU%5Rk)^wY0bU zBzkw$M4Rq$+kojhhI+)ls1{}iA}epy(GU;0uS$BuBZ#kMtAH~*!(*{4+wYTH}YnZx3EGhX{wPLd4aB9g%5tj#X-YG%=Zl}8Qw2yP5OtgqErt!Mi z%y^1O8(RIB{=M^HlN+p;)FaEFYYS(Lp&(s)+Ohtd9qBnS-MwuQg1tpYa9x0qWl_GAz%+{DA6GJGYGi0Rn((p$~s|$LuN235MT(N^9QgzlQkzJ1l`lN2%Er&El1iklLz>y!+6f6+X{SoSKNc?PqGqr(=qgOv!LCJ-tJ7N4mM)(yJPGN*tX7pda!zO^rEvM z-2K=E$|xMnes*Ku+$hsj4zMIN8GM^O!?mnFgM6byCKUL^XN$r=B0Eqi+E11}2I0)U z7T;$kK0h%qijA{%wN}?iBR&()!pDMpki`cAFS8M$M>P$CeZFaydE}LrUkGejaR?Gy zOK6seQxP|_6{cA-?#q)n)EBmL)j|2HrnQLgFZ5e5A+OGv6<3cPuvmt*JGyP)>G03i zE)^GL!ZK4}Fe)Z?L=#39-g3=D#Z1XvsXotWj~SH?{fVWk8h~IKvsQOToBhG+)6M-b z1|!Q_*0+!0Q#}sc!`94GSjQ=^vTQ3&<1+4W2`d&;3ae0oFJip$emHyfiJ;Ga`Q;pp zb;=;fT&`NfAvl3a5WBc_F1NsdN@mYw`%2V~=g&)tlo z%1849&VU+pcbu!(D)XnGf2tvV3!$n?$$Lks8XcJ>+!LOVUeuTCqa#g-n@1_p;FuZS zt?W+%SVSs0GNz9naq~rtrQre$*kh$o?Gvh*fV8)=v7f~4S0ULBvJuKeJ$alB-KSM;NNjI_1r zpgPZK`dE+t%49jvv&Fp70!(pNZ-N7K_NQ(nS1z!T~yW;V*V2zOlZbm z#!@n59qHLPi$UY(PXAvSBC)xlChiq@fy;tzzkPV8Q6DEK%RViq*pAUPzYiYK%vbkq zk`0<@6?gq}63T(B=lxFYa&V;|PZ0iW&j%(NaH7WFnewh_#%F6E1vaS0bhLyeio&N| zLTo`bkH&-*93~VZk2$|rVV~98;BL+H$CU2J8=iBuR$~=)T!{QCmgAMHjPi9{yTy1C zuS`KcAo8II_r$Ih$+70KyP<{)nRW+}dNOe(T0+Mq@6CJE}xsK$;k23tIh4o9MY2#KM>`w@s}p zIODVAZ5>5)+V`mH(rKn*(hZH9Oi{I>59?-2)x!*7@t?4{Zlx1Y#?j6L2J^MmpY1h^ zQw#WrA8|{!d4kQRrT4#|QE)gynx6Ke2$Ba(F=Bf(le2PYJhKFMaK+%gzj(CK{st9o z`=K=2(=;Z$TU%ltj%Rcl$mQcX%ZZXFg87TzpMf9SA|>2cA05~8^bc3zwgQg_>0Th( z^<~pvK>w8Q8c!eGS}`-gqpI!J`312;pDIYHQ8f@{^hG=+Mbov)JDOw$LoRl*izq9i zduhkT?63azeizvm)HANK{_}Y(u-Yf=O@`F}C}%8zzPlZhqlhj_I97wl7V5K3TW3uP(7 zmCtVndo(e0EY?ZhSUnXtv6R?VKy7;3nLY}r``db$ZS2j?xPjEmhGudQYVZXAkx}6w zUI?V48<~oJc;717p?PiKfnnk?ylWDjd?|QZOC^-qU(?Sbwu>eFIV%Q(O6afzupI2i z1>dFfd;f$}2fsR;_6^5IADAv;f~)Z5H<6PB)iZJTq#lO^XeB1NWyBC822mCl6v0!> zSjllW?9XX;FSd>lj_-5Fh(LsV5$P)r&KX5b(AFDTV;(vfG^x!_4xr>Pc!`;Z2EEf& zhs!UWRhlfXbXBHir!x1udwiEOCR+IoB|6b8ImTB8w@yR3&M<1K$zeoj{oJ^&&H1}- zK;Rxgq3lfD8-m9DyhGhSUikj;uPeCZ;NDIJjA5hPNR69I`#z|v;M&s>V33N@v4VE?}LyRT?1r} zcPpcS#IB5lw!=XH0bMML725y+012Y-zq>YC#dj2**UwP973HQ z21CvUmUC#XEU{mSqI-Me2TWoaw>7;L_pg#O_d7QGgEgfh6m5itJ)`t4BI)&NpkWX{ z5=wP}D7%3G#4^60oriP}1PLj0`zeobUC3fNOR10QRVB#~Ss{hdF@LpoJyBzyZ6*uY z4hsPdgx7wjWtUk!WJe@-B>D9|U@qckiYE#`i#?=1 z)?j%t42 z5=ceC4;wNh;l+y(Fuke;_ZaW-8{ag2)^ys8iKg*;R#hYI6BDmmp6+;fVW@y~5 zO~Nag5JO6R_N_syc-euN$X=dSxe3_(coRDI#Tw46 z$pr9#90auGU1Ek%dF0>)FY56rU_{^h7nlE2@BqHjQE?VdkOOV^7znqu2T0_}vED|b9)2?O}p-0w-DpkmA{u7mr=*t=n<{Ocn#@YJn-$o-(cg8V1rC% zW8Tl*0iQ03`5(j0?UgnqYavvo20It#Z9l2f8>YC$xxWMSHS<@nL#t!s?k73gWjrO! zBKD^zM)>_4742pD*pJxsF+YG*xwzpRr1#|ihuItt65kU49lRJcY0K@(EJMy`@s1a3 zD7^I(Z)1K-C{tHJqV6=Fw`C#E{xTvMfzHw}(z6T`>adj`e%g-1uwwsxqNzdcGJgc> z<#pmf>wB6aHd;c=+e>h3;Q~i`Kbl)}iy%VkgcaN6w2|w8u1rKmijx5fW7i}9_RN}K z%*%jwNUgHZA_MI{NE;i`8+|gaSUCNNmdPxb9OOwDRaw~ezJNN`Y7}M>ND|6fii@SN zNieAjIG2po1jgUUxSnM97VwW|rv;Vb)n$XQ!~DGH-o>T6J&eXiW;~}(p$q?{=+g2M$1M)c zA|NL7^LA5npZPo@{}pvY!%<&R`Z!pr(hlY|>n?$^Vh`F)uLUB&%ql9JANnzk{HZMN zX}XZIxZP`E*A!CZ1ST^&uGOm`uo}HM%D9_2Vn;#*@Z1%lQ7})tJiO=cF4P)}p(ihV zVt_rDauYW6gorL|g7`-;0HF!rUa0EraU0VCAQ)ex!UkzXA4&J*_ss zv{+*7dK%EJm=Xp%-$c^M;h~Z=DkyBfY+t77@xQU_?X26sO#8{GPlR_t02K72HSjez zew*rXKc)oBo00mEB1SUPCp6F5i2W;&+1<{foa_o=**@w_OvRthP@C755=La;ZAz!N{2AmZrD1P9YO` zB_8MxTPb-(&QZ3ijLd|%dG6FG^Uxaqv=#OQY90h)C2x7K1Esh%ye3R(jy}C)DE13d z1hU&;&_lytuF66p)7GPb3ka+VUxO+y4*sXlVrhY$pDSjHWO%=*zI4!qCLZImU4Y_lTu{w^Y*r%xAT#ZR*cZXf?L2%Vb#5Ma7rLfVevyN7w)RjK@`Av7K)55zf0cY%6lr$=I%xq{ zGMYjrtDB*{^x&VU&<#oSM@jY5p>ZpT4rmcvLmiFM>6)Q64vAfNaM}{o0=#(n$ra4p*<^ z*+>nO|Jm}b&S;AAs;ISr!~8(g?w$hKvv)}jxTwSqOo3%8^gmGvV`1CG_?i2r=^KSb z1Sn2m?Iry`%d^n+iz7*tXV5Zh1rYLH|}Nr#Gv zcZq$zj>Vp`=JEshv(>FYg6wF_fCy@?N_E#-n^^HM5Go)9ml%9Ar3oR7yH<~Otsj5p ztLKxb_$fR&W;9q#%Pyr~Jm_dW4bSYUK_eACL_Y1~U1y-~&a`t`Tb)zg0d!*-&ZBrm z9RPt%aWUr9QT-WFk7H7X8KO7`u$6A3Z&%pVn&gC7%V7WeT5Mp2?RUSPbbVH>4rnaR z2xA<%|KNRujCp=|AEKe^gQk`l5ju&I`a2p~_!P9X-l73&s^bfv+De2Ts9CqZ5LvLq z@ymm3&wK(aDGRzaV^eVGj2-jMov$#2!y7=AP#o1Qi%I2Juy+-Z zU3|&~GgUvtURSnR&yn#0Jc8u_ax?6W@RS760F{hZV&Fke)H_omVJ+x`0+$4i9YnMN zKsw9fSYQe}2^$?xr;}LygC&aD-V@lYB~v|a-D1Pomq*#pIg{UKFKR#Cz+uwS!9u3= ztQDw>srjsVNHX9zy2u^=XRR3JWBscCZCyy_z%MG56ZEWZ0cu0MQhQ+hG8Cg?jJ`&_ zP(oL3yMqU|q4D5v|D&vyORY~Pc|)?-s4?o`*0V>pLg{~8RJ$_k8=YfhL{Yj~@Pkj##q<)PEZ z{QCQrh+3S8EN{^OW5(MGz0#W5&@?4b)f%|n5tj*6xCHw{Btt@qTVgU*5UxhXoJscf zE4l$SZ%C>a@9<6kPb*F%EZu0yD(+-qW0zc$6Ep_*@|aC5+NufCHA|{8BGEzW7SYcE zT;E$0qg;H7oPxhJZ*9p^(0^wb^Ap?L<;f}yc^Y4{el zHRF^~Gj*dC_y`d8NOF;%b9}S3EN*#`DHPwMQ}a!00G0dCo~grJq8*m7s>r0180{r%rL7O#rA& z^V(-?5Q=EIxslXf0V7yeKTt0cj?Zu^gb^xdq8=a+ zFMlA~H=9^9Ie#9dg1XkK?d>-OJ%k8E*y0~!Qjfe(^?^l|MA$hGN>@Q@43SA&G&IaJ z_~qs58*f1r>$ElI5eVN^&%bAh^PTGCgT&o_rOhhs(4Od$ zxk?>qv$+Me?3831?#FpL8om(bDc-7I7qfRFK`!$qMcs z4b1qND}8T<(AHzJeMK6VkRv`@Ka?iT82fr3`JuWpYk@+@JiFOv6mvSTTmN~y4CmN! z_zvcYAHdL1ac7jKpc-WORGYs@Fzed@AoGladc}{_>2o|&f)i?6$38#c=lV5GQWlT* zo;y`>w3TxT=wjEaYL0_d=3bBRZHr$d(NN zfBIqgEELQHlejK3OQOH*@midA`MLQq3tZXq`ncIfCLdEDlXs+k5gSQT-uFK=&VL_w zXxJoK_T5K!Z$UT`DY*0YI?|LNnuf=J<}SO*VRHq>2!=T&eRiy94+-HzYy%#DBpauL zHBr#?dhEO-$2$(E&vcDeqMsU)Y_wURGiqV#0j?}`96C8@2tC<2OOr+Rrm{cfpnlvF z!qnL2wy7fOD+Gw1##oIb43%YA+uWg8U^p1x7Q6HzTBW&RBqO*3|Fzi zk*Xp0ee>DOYqZ}0fu%%bHcGzX_Rrk3X6Zq%^6Y{v7@{x6(Gk~`ZYoZo2Q0iYVDuT0 zV||bz?1_ie*8H+Er*V+eqMfYOriQ@yDsh}k^<=o{+59JLp>~#{ePkm5VRp!$j0SB%?nf zvq@F1y0;h5o+K==1 z5-_j!oQaNWbOn-U#LL+D(RXegACNl#Ctg?s7QispjJ!+9Y@Ml?EU74F5MSh~e< zensWTyOUmE5U0vDhQ!y^X*ju>8s$~tT5x>rP1=PsK_$pls7VT7W(KbJV%*m^xdhYqw#EbH0Dg% z-myF@vzYzO?Qo0bcd+m*4=Wc=h>f2w$S>wHl@?VQU^UyeF+CSsKG>Xa5dEp-9tY_B z7^5q++%F=v=wG=@lvuct{VL3)tCqo~CEx9INz6yEW9H94O;Qum$px)f^#+OM6d>Ql z#hy(eZnO6W7*(A-S=#GyGYuUAH`;N#!sGt&Qpyi1E`C-0g#TVhJaa>l4M#7EnJ`Fo z?wsp5L2|S+QI#io6P_kV|7!Z2-F}8@P16Bqc*Rtl@vS_@*@!P4hH%yJ5XuBES>u*h zJ-+G2&Gf`+*H*xVaw!8TSybl1c2T$Tt#nNRxpr%Hl``jMA=uCpetf3|GEFDz>xvwA zx)8sMONg02cOt3@!qVnEu!>gAYUysQD#q@dBX!oD7fDzQB9M-2Ol^`_Y4SdO{~ z0|<$i3C9phKeoJAV2XDrZp(rfg}7q9 zCK%yGlG+1_y+RDhVVIL_OcErU5uI{v$Y4vUK*PHh7AqCH+y&V!)M(N%g>MC|8a|mv zJ=F=|j5%1Bqi#t+sEbD(sy176=A&>7pf|ycdvbf!ZdSLhtg+9Q49Fqk+jje0{spQ6ihik4>1QsEP`O~c<8*T9*Bvb^*~kX$ z$cgvTzroxHrVbs4Qy?Jp$DLNu*J)UjLWYSqUzp!adQ%97!2l8T8B2)K-ZIU?i?(O0 zS11Ak?BhN-Yl%HvQ=atb0U(Q_iOc(B+8_UWZ)-dj^$X&4Y3K}ZG@gVZ(#|)hLVi~) z2Qzt5K^&gJW63Lce1YfEW^o2YnA<7dMl(M{gTJw3o)vramWJ_OKRR<(wcX!|W*wmZ({}kgr!&9jF^A|VPl!|#w-@OPuJ7KT47q$u}Nd3hx`+_$+ zwGmwXyy^sy?RP#gI%%SgI}Lr1?XC@^{MYl{(`D`iB7bL$7Y3DPFL#m9ttK%9?*<67 zR>UsB)lRnXCNG%uW6eb)|2U`U>6K{tCEno@DN%n5R{1NCHU4cdlf#Lx!XG;>s41a70Kfb$0BjmxMqKOGPo> z5RS$X<5F>qn-3{sY7wLSG*5Pv(CkeEmRr2BJySsi!TR*(14n`9uYzTMt;$`#ZLk z4R~u#g^`xu9IV8en(J$x2+ze)>ug}^ri@aL_)68&E|azcIrtZn$rtVk$?t313CLYNPypT~OXqoS=1!ihJ=(zXSYPdzPv`*7Y5?G^v5| zYIDsw$0Z}Q1f)Tl<;-#}wVD*hRHcyN=X7`UTa6np%JKwon958oGn8HZ2ox%Ro4nO{%wmhnx{`87JBc$ zG(o{ui!TTY2?a4lMwuKw!QF)9Y@r(aZDwF{KV+*625Aq(DNhd!Nn*M6(VR(F!dh0l z@o?y#Jn+sYV>koXL0;4P^(Q|3f=;y>+_!E?M~2(oIqLPmEQFFA@;@v3pT-oE1)eJH znFU6K(B>W-VA5&E2LCI&QZxWRK)}Cljilmlm3Zl|C6Ec?L-4GwN4B3@pzxKsH(@i4 z)1&0zE>QHA1{4%I2?X<2>a3>mBsXozW3j}KOhr$gx1Naaj&W44eh1)m>BJSy2RCQ8Nh%^Yf<}s;_yQOIC0YbQZ7(@+B%Eva3L^B9MhP2!Xr3P zVl@DaOIg>0hmFm|>ffh^SB`vROBXF@@3Y&76>+MPP-wWtHasiAi-3v}dw;)0v&bi{ zGyMH-gPd3HEU*9`nUF;nyFGw$&&|r61|seRn@%t4b}GX6;nY?3wslKeaD=n9@8TY6 zah!5c^8m%X95sUBVbdP>Gl37DAW7lnVBuEaz*qG9nV18Ru+Dg+Lvu^^TJ6stwK9E1 zJLH+-?Vlljk#DJMZ~C)K)ljYWmIrdD&dNe|>T`LRc9WlC7TE_g`Kd4^h%g-zCrg1a?R;f**J+~JA{s`D=wsuzJpVihpbP+Y~?YI6F}6GMEZ7_)r8UZ;@_!T==E)DD`yl$$e^Dv8;E6KnpHSC zk>+x2rNNj8UcvYa%*MUJZLo~K93YaLg#+beeW4kPZt54VHwhwdcyoi7fk`6E6K-dkmjSG&YvLD2R4jj1r)|oOmYp;H z=}lde28GwE;t0?>jY$gd>Cwe{gFoCBw7j~LMorP}XWpeT3N5wRmS)AFPVnRG)Y>Bw zb{I^XbPII2hi3Ovnr-#D8o$}=;u(jy8YAlybMt_{Bg1JFb~g54jH8^LZ$BJxUAo}u z$0xjLEJqFW!a zQ^lVF(uWw-wLYy%YqqASG|L-qDNq0F`K^1*5r9kjCat~as>xwkvkX|pe12qMj4GG7 zq8wseV$`3fqu@LR+!7${r5G#1_!}J>`Sh#Td@(r;ggjxmT@}k@jTx6|qHm-njQ|e|oVoKHay|9zMTW^u{s6QAX{jCfEhLke7Ip-{A&+ zFJg0k-krZwv;hf47_LJHvYBt44!m~Ur7St8Gn(q-)~e|QWq4~@Cy-K_>(R(0{1fSi z_-29q!X7OM(8?YfFAHYVuP7!Xa5RA7TMYf+6O*WRfiLe3c@avd4U$r*n*W|Pk4spI74|LFOUveqKA2K=uVKl9; z>T`TR6Mh+h7YWql%BNSKFYUZjkcj~er*7_8i3&fay6DK9Ci-$~YUV_9?Ypf|_=S!j z^u5IB7-(MT+xNZT-Z8v{oVHg!ASt9+X#JwA{dKQC|?1ZLd|DF)%j)`UuW)6 z6xgmp^?fR1u<^sF>fd?C(HPmCQe1ib?5rI|vAByxQPGi9>ug(5KjJ6&2HXg6|48KB zaM$o7C3ow?UsCKdIUZ?yz}+kEX!|lZi|$EH|D(n?;{$a1k|J8`CN7!Qe%HFEVn*0I z1=xKD?yk;H{loMUzGOx>=AQPX-~*LaC99Z0<(h+er98(hwez`Dqv{kLOXAp__y=vk z1rq4{W6XGupmUdfk5^4sa^{+wXk`P&;d0m3;?>}+c)x?-T2MDgZy*h{7DS&yYkQ`4 zQhjWv>|sBs%_~CBYc}+(SqxIvL@h%4Txz?8f4;Kq=A6f5mNfoF2u6*5a7aHdY>6Z- z>szxOHDKI3%_)1NkVbMPM_=(o`y#n1q;N@@ayny)aJO-lc+a&vSjXF4evTou|B_Ap zk$#?>y}-v$r*gCn3zhd$_q@vrEXCzJxV`>W!B}~XXj9YktU|zJd&1k46PVSwZBGTc*}g;)+9Q@DoB3DaY7toxa>@~CN3}wl?qnOXCk0MRIOyM zv?F?2QfV}skR$czx?!TscpV{DD{*WJ+xM?gF)!rOUm$K$=Y(t zxUN&lYN^*#A6r1R5%{sMMm;)@ED-5@+b|cmR(>;`JcMT=Z8m-wCYDx*vwNZV;kS^@ zsK~0q`Va*^AYg82o>E+v8FMR$<l7qUtjFYA6-{>7_7wECEEAp2tNvgv(*4?iRhLyl-Uh&v8#~FllAUF=ehVco%7NyZ zughvHeM@T4GBfv(e(C;@ENpJMB!#n#3?#Wag&j^=bV8PWBlRik0M0U~4;UVaDCG&W zr*0@k5SQQ=>1X-#HZ&y^(>d&Lm+XiSVKeRoX`B%)8COPk1A@Z4EA2i-qKwUTnK~N< zaFzXeaJ&D`U3CX-=jgsY*CXBw?v2;FiTqaI22zrTv^-`$m{$xjSxaAK zT_ZA)5qLf(;p)t60LX%_sm7AlGz2+9)<@_6%g8<32nBd&UJjk2+E6f?)J3%IdTt3+ z65g_q-<&+i@6OVjI9&Y_)F^iTVI?}wyMuKVZ4T@@DGyy(xveN|a!F}z6oa%#(gdW$ zc^DNjR*C75u&jH_Qw_yAW=O?x7|3>+Li2}jE>~2cJ8PRWWnVwv-ecAuket1#o1H}R z7a5%HCv8H$yUSQ>7!?-c_*VZKcF|1lF@u*BpBnQ~?Kr;M6czW)swXR>&sH!~YIg!D zG~^*glQovJ*?H!wa=uD4D|p%N>Ox0p#ha3pK8XjWGIsbFOd@be7Ko%RyqGiy=y4<^ zet(;NbbO+YmIuhk*C4sxMw5Ru5$mK5sy|W>#|@~1AsL9wcMIdGG9~cH+`*im4v;3Y zMDNaaz(O+Ah@0GUoDUc+`}%)K4a`hD zgOabS*=Qa}+o8Up0mZlL7=;MMND|e!hd<)t#Hfg0-%1%U=Iqq`xLP(#N-*v{Mj-HqHsh$<)CMW&1Xcn-0ND%dG)s)ovDuph@EdozJLGKTIC zLev}E<90nzS0lhSs-P6tc)cMy!c=C3k8)pcNUr&6vOvFW^4iNZw`k*~P*MFkrvXhW zY~)1ED2f$*Q#KN%C_Gr-*AsS~hCieFq8M@3gJj{S@EoBY$%w-FeoBp&y5f+lYpi{; z#$lJFs}Q{DSyKNGF}3CKT2ySj!uDym0d3I@R=VZAg+KUEiSx7mTc@gXbXjcP^lc-B zz`>AO%vt)NOTM58vM%iXXg-e5sD*Y^PsHkUluf01Th`%?SQh^VWYo&jnS7E*A_J{D zmnA(r{icFAAD-pS>vn0SKG?d)Y5t%odOH>gU&Ncz2M^T8yOPDQ!Ud0*oFsQB*nbqCDY>wm*jC!{FH2VlZAPnIljwfTV*I_g-U^K zS)_tO#i+PPLT5SYW+VeFM>pryGS(smjzM&+7x~5J0ys^U=tx(pE_r?y`eG56is(5Q z3~!DHeYpp#=o1-BQA(&%<0e_phtcNs(dA6ronEX^e3X~|HRc58WlzN)(TW-0nx_`b zG$?Pp39V-K31-`)ONQmiJH6;)`q)%S;P8U%9KUR37*%YL9xrl#R61983DD~!s!Rlh z07?=NWSt=1r61=nfLLpv^0(Ie<-mCM-;!*wKs%r1R@D4;Teg`4i9vu8ro_6mZhV*nb^K9;4TNV`c}vEatB$C|Zzi&Tx|bdy&ZPN_WgP=vk61|F z+QmBb$~A{|;GtdpxlsfZajL@bNF%wr{}Z0K_G*zGDBCOu(NSGk?IhZ;EuD$dcuNqe zL#{~ZB1)%^A`nY`c7k0VcP*4AF)}E}TFG38mNtYu71>E6>67YSH1@19Myy%MbW*H> z=ONIe#=GrpQ8y-#Uc*=cw;mUS2W$)7qpsG(5lBN8$DdngGKme}pKCp){vqn_{Ictb z<4hO;e@H*<>KUkM_$2`((^Jhm<?**dF&iX~Fn7^Uv*K5RFvJ!}9m)W zDnHYOvuAx8c?auNwJBD>IPS9QdjarqSEx^j$| zRi98R_PQ;=seQ%L3e4oB)X2_=+AwvMpymE612UFZE9N!Y2#2nk=Cj3toc>(?HXrO* zchZ|uuAP}9kFq2{&%S)cXNk8gY?0ZPl%+JOb60lPlPBNck%j~BP*P!0)am&Y-K(;o zA4Du>eOB&iL#>_+K|pwGE=UvUgsw?mo-{wG&%sOx!%&>Q2bl=te+_9t5J|il44C^29=1=HGun{j#mJ7CB8$Y8Pl?vR@-<(C zZcTwv@9=wU-LHGp=I`W|CS_^wFV5&jsX;MaJ-`0^XM>HzS_~>8V;E}*0`&_b)_ebO z&J;((!cqQjpP_L3({a zhd$II_H?v9^KcOHdeu}ph95sjCchGBU-2%G(`WiYdrFPC?UrAY)DBzr`#N+3zw$CI zd}NsnRCu6>`Yv%d@??2~VEnqc-XFF{CICOSdQjqdM9}%l}}~`Bhr` zcs`Z!=-w9le6n;bEFg?y&AdHP7D;-qyISw8$8QL-Ao3%+D%X1|O&BxrW}mM8dDcAk zpQO+!gD0CkKFm=DczHE<8{N?G{$>y(Qnn~@J_6|olsjkFf_Y0s<$J!4;n;d50OF6c zuy85L;*URPJhJ>p2(A<)S{{H7UZ(fh%}0_ETW^#*wbF(LNNhZqxXSfoA}K>UjU0niCJ5X!H|zJVpFgtf(O@4jLy-gnfq7mtRSwX>sXi?eYjF zz*C0@8@9k@TB2g>QRzfH(HcajrNV4Nk1hK(g01aktr-fDow($F>*0~mmR|!1%YeQB z74dqKJ^kXJ4yWIW)9c+2@1)wZDGRD&Eu7)BzHVDpqs@wqA#^smWm>^X0D7=}d-QnF zFCY9HJzP^E2_|ukRP!3VSJUTBV#_LdhI3cZ`b>F{G!$tVd;+{aSzhIpn zSG;1&dKeepOQg(^{Cv!&&+DiROFd-&Kjq6A*4!JvRt|r$buJqXH?!bZXDtitD1tlb zLxc2CaAN!1a!OQ*n%=u~I=;xOpLQSe)}`gXLfuX@-OG3NQS>$v=S}ng!RdhLs%f`g z-BA7kT3OnqXvebD?3Xlb@%DEQT(Mon_b8aF_sb#s>G=2u2Lf1Nt$JB|ZT-DT+pInB~@F5v?`VW-U#l)ey;|j%o4pva#l0a@s1fBSV zmcD~g{+HU=uX!#E98v%$b|~AL%Tr6s`$N*AfsqJDLN_H&wb6jhx%(BDFQVN8;C4}t z?AJTEFzk?L)<-r~vIA`B`Yl<>h2P<>N_3I=J8}8i_b@UQC(RU`{eCql0G@33{ydamVQ=Z z`SE)UaO6{m6g1a5WZ>5IVam!NBwUf8Yt!iSGo2v!XERp~&mhnF zVedd=g3wc?d@l?O`#EdqR=nic9;3Mm-VX*nAV-NUquq;Mc6bmPkfms8_yLo@Hoa_v zz&Dgo;e%zI{$H6F{V)(IhAmYy81R|Zk#9o=ya%PlJ+Fq|8$A7#STELMEZUmTjikxS zhG(a+D;8DRTs&0J;dXm_R8VF9G<$W~F~6&F@ewB$hPvRukAftKD7K%YMq+%j5!fEe zk+8qHm3O5{+abj^zncV5>064TzA!5dY>q;tu@WVI{(Bj+%__(Ur?KLo3LrT~@I4Ca{vCadjWoO27JhfcwdiY96KW~$x1?1N zb@Qcs&>f8)S#^?C!&?lxJtR2!j<`wV(_P{@FD*pRpIDL6?F%_em| zKr;YGTiSSsRCmMFs7!+4UZu_Tjl)~(rgsa(^blrD8m>$si*cBF&7mr)sY{Z_<)NAG z4k++*kZ2xq4(2i5r;*zmezPnhor_jX9g|RYsqPCdy+Ucu9#3})Njc&%_qx^L2{d61l#e@4+=3tRD;+-x!*xy_%@xvVwmL-Y1eOh5a-N_N$ytgg|0jdyi@^*UVc zwOx*jccknET(6}1G~>GOC%*=(>p-6IS|-H=QoXB6K(GIZA`^ep_g&YL7SK?;g?IBE zo0h9d1JSLdD07)iw@)cxz&ZR~8RO^^OY!k%7U2G!ptmIHgSKxdi z@<|mD1z&loF{MF!PZi5osu6!O85ORxQgrLj{L|uBFK(nqUpmNKlw`L`S8UG_Ddk&? zd>rJ~qV+wg`Q!n|Y!INnmP8ilK#-4}1!k&qrF{p|ruH@h{OxOX|#WZiJ^49Q2?wsZzvqgo9Q@^`W779bK667gb>jRzZbgsYyG8Lb5AQ28#+lVm$Py zpDOO^5~q!*XY4${CAS_f-(<#Y?icSnr&-x(zAld*UV_F zjV*ki{WTqAT#^)nuH)Vy(Zy|K>{-vrHQT>OWrKr1qUQR7VTtm_?LN&fH+0dbz$Vc} zItMfwnoMB*sFs^v?euYGlnubqtZ6!28Rf~mkSORr7bRV7UP={Re=~p8yqzDuv!eQMOr+P`OsiJ7qb| zQ@~_CxXcp{2D=7mrrzvg%=ZVsk_Fhf0Pjk4rRcop>$LKgl!HFxV9rKz}l z_ZA!*kU%w!=zxZZ?Xb7_F?J*D~4yJ+FnL5Qu2hX$W40J_G>?+e-6(FDsZ%jD!hLR4h-JJk?qf>i1 zGK8bn{T{zAE)fX5WayUPn^c8{`tl;;gpl-PdmI(wJLzprmFow8#NvRmOLdU%A}1|u zHc*V+ERPinb5dXHo~NaP9(Vt=mOIn(#_hhxgH-C=5g%`A#7sW)Sf|&!BM3+KH%+>1 zVe|E_gSiCesMFwnq2ce&QI=D3TS2}`aKWJ3#Mv{LTg=JrhiAkOYEvSoVz~AmUtp~8 z{?r!uW^9>L(yY9I(Z|n_eOBKLX>Dnb8i4-#;%=!M6Ne+%PZBBajxf}|ZI4KPPe{@? zc3G`eC8OL)+(627(nC$eD+DHnzPtzMchgMcC`PYZU|CAG+g|+mO@R9`6|fnyahhH( zwjRs3Fg}+ukMUPW<^~2MxjVlzAvT-uZwP~T#Bn6J=%dNsu-A~IM~29+zGHy)1#Sj_ z{+b5eZ@h9vpxawSq4dTh30q6iDC)lh^;$N(;n7GlnXPiD-4bY-UW!k8q#^3S%$`&- zWK=lso+fj1LIf6?Ix3JW$*GwiT6swExVwy zcJllPz0&WAe)m{(I++vb`%X~0zA<0S23$byTmr&!26*Ty2`B>;2%KmFr|{-Ydx94I zBIz!xWpjca?w4j>c8|z<(^pYQ{)Pl8|G{yP9Fn|Lt= zTq{8R^CjV~+m{)pwx(M0X8-KCi`Dhz==A&|58P@=OMOQq=r_-1)m?Yuce-$gc7}(i z9qbs0834C`*ljMqf&c*pQCCFnnKRAoK!eN*8AugFk|4+m)eyLE5W_SG8r@^KflqYNclO=^v-YAt`_1& ze+!~Kc5Ok)zCk#i3h?X7FA8@>89(7m^0Y#uV6 z@+w9D^C`U23|nhvP_gqKdzZJ=9p3S%!vI;>S)dGfuuhMd~(5PJ}-(|9o(Z?M6Al+Qn$PS5%4xJz02!} zQ(2eiCRH+|=Dgvkb95~^YvWPlI)sxNF7|p=cMj!Q)_~Z8SoyqBE()k}UAxEC`fi+G zLM=X&+H)e4?a`iu3OUI||J)WKxeiqOd-?jspLVc1KRjK$d3Ft4#_0eKaG^1m{$*`8 zonFHe{+RGVC+OV@yZh!msW>$bW)&a)LX7KE9X=tbvo>flzqm2#&Jyf3U9}F{w|AlP zKygZ?1V+nO3AFMlERnKRdB7hqT#aR4vC;=f@MK5hPkjzrB2R{ot)PH zxomk~1MAGXJD+v@*UY=TwvsE4?%mK(n+|MC%Z5Cs!?bB> z2|q8tbS*GjF_l9$IqV+-GG5DEnmwxV9IP_61#JgOztJiDn}XCuysO=qzhB_#wWjlG z6jNgz0o2HqZ=3J2Ruqq|3~!7Lf?a*>bBdfiO&YxG8Je@2oFnU&(Z2f@b*aaVYkI6r z1C=_8blt1ct8lL?XnX#9<{6M|W(ZZa=_Jn(1ta%gfCsQ{;H7?AwYsIE^hdp5Fc5h2 z`@7?aEu^5V$1_FQPVfBi!NSq7b6pckKe4R+3Lh;$AN^8iTFp;3ml`W925~sP+3Xs32!qV!ECPh`CkLSO` zc;jqnu@4O`|9wBTMU860tsf56a;u=G$FaEz6h0_db{+|xIXW*_uLVA^rN6Auq{cM7 zK2)yAxf24(0ZuCx?X~J}6z-4fahtP>(OEZ0xh?e_;i8w8{MUu?Zb#*PIH|7p(da0{ zWf2-5&d_yjKfmg+wZ}%(zB?78cCT~bL$DP6)S6YR)z07@`##*@uUQf3mibihwQykN zre3;}Pm6z|uO>YkZvB`^M=!1}U!2l~kGK=0Er@ze;`m*|Qn1bSX2=pW!y$TBgiv+;~4!vy{0i zVr*9xToH$85B!@YcY_~nd%+j*?$8rh2W3M+i;NgFlf>3$$(1c zei8c>biX}>|8(}qbe!K*358t}Y62W;t9FRCb%YoXrZ5m(FfEXkG?R|qK`1|d`i2=g z7M*w)L~yya9dr*RK^Y?2h-UG3_$YyHc2E>Rwc4qCh9gR)<1xe~WA@&V*Rvz;sv^1l ziFik)d7C3%Tws!YON!#_1QR;zOlyG!@|H)I6;115U5(1JM_<6#sMIW3_`}zroLi@z z{;5vIyXVp)yLuO3&}&2IiCio9hX{Cs2EUYMQ~2Ty+a3p9#@M6iGHaQ(h~ZxXn94qm zcR$>idyyfmWF?{g)bh|0*JRv-y(2L1MQuheQwJ5)-_*0c7GFtWt=f)BOq|60f9`k8 zI8+zjz1oe2=HwI&W9#3@C@|~K#}tgEI&kS~^(uMa?@BD`IpEi|Tn!yXg<`Ap6Eg0Y zB^7Wm>!@FNP~#@TbF4FlBesSJ@@~c0vYK~YX+A@fH6L88H8KO7Me!XAaVm{Dy|xy6 zEeZjqu_^K!o)qkOq!KrY*A7%6kN-(|<* zHsKV!vA`DTK}QZ1F3@eT%Sar#D=fQjJDI*PN>T&i7y+2E)58m-o%|Z{DzV8Rb$()NBzdK{l*3yz( zzSX6AM$j?Ot;Na_L4(a>1_|DPxNv)ehZ=_9N`PO(!vTNMJw4(e`EXc+%cyRmgD74w z^pxU|b0ly;DDnP8q$>PFTUeLYjrFfUbKj-OfJ}1b$a79+r%ddeS^vmRhWr2OamPym z`|oI|@nnmWQkd8da=7Oz)hu$Y!{)!X`#@A{g**G<`e|onldJTq*WKDaD*i;klyM`b z)3n8;7=vwxkrpMHeNSOm^^&Na)1tlWTz(3K2QSI#eV-V!@-nn?vZQvwe#S%|3x=E4ah0urM zQ0cPGwnhEh+%32WS_W4?3*d5R@z%#KDF7G0LKSs$KK1+1mpQ z!bSH@o`UrMu&=WNS}!UsOAsI*QoAn5!A4Tw`9@y zYcN1IB0V~duV4TG0T%B7r4dN8oWJX^F;NCz+}DUathmqzwtX84eUIl#O{Br=UIren z_CwZ{N#^aHc}UKYz=9A5LMA~DN`;kT41vS-6`~O$w|xM*1cj3`m%4t;ryz1LOLV|C zqzz97IlQjPlVS-`Rgmo!aDN81U%I!nvEq-8rVyUfkvxYRZa>{2a+-?D=$79kq$?7; z@yiRzDj}v8|^eVuc-npv~Qf9tsx6{DKlqk+Q=jy@LbW}d~ zdK(=bAWcr6O`kb)$xnWoV=S~Ey*GIp4Z_D|BgSWk8o?MKdLy5K6@xC6p{4#2I~`riU7m;PkzdNPVmH?#)^?>!#@ly;1bWBWUy?wqf~7bT20+F0FZ+fE z+tpIb@S`Eq9xjM-erk*4L@cc!8}(6?F_(HFCiD56vt>`CEF*FZX|B3!a2NzIA@`ci zClyD8zx^{4WBcG=65gL@v-n3UbYgs9qYZV4Qm&mmz#`mDn|N{= zqUgmN`ho@h`83KSgcIZ()2~WwIdi}Ce_V$vbefN0_G^o*&T_V9mOXne7ZJO1uw#3n zMn3^=*2FFuwD`OKasBuKlf&`fvg1DZ|1OtbmRi%m5U=iGEJ!=tP~<(X zf!)Lr6?GgcM!eg?_E-nWv*bboS1gG+FLSua1OqN-U2yUvf+Ujf&Mt>LFb@MmjFBB+ z&p|4pyi7qyt)sG!bXwc2f|$w^N*9lat>XFLreq;Q$3)>skt{hq_Sq>eG)&g{e(VZI0F|t{Bi&3;&m}q?%%)GcdX%(4t)oE^hfY=3XQzb(9j-XEpZ@)Ld}Zo5 zYQ@z)YY*S=9BN3$i*HsOsVA~tzq2Ae2i4-!%TZ8oy{X8BaE6?ZWmb6RF&gJW?Q6Z< zNaUsI-#iCPcy%o|7Pt0RGd43Bv8f3E`5_NVO!XB+UI=s(4`0p5gFvZJ$ARIaJd4vc z-XHCPoM%!2w!8h4k`nu(0gYntBs1FrzW|?OE2SB;-v25oJU&5j5JaQRuX8`Z>te& z3K>@mp05d37}jv(>1z1N^ucq|x{Zx6&f!OR!~7YEa+*lDy+Z1ntTC5*btLu-;uoI0 z;8sv`X-o(!>dUH~Pg{9EyfBWL^fb(RaBe!gkG&U7?Q3zq_uFE6#u7c2Qk3JxZc3v{ z)Yxu|^X3Wh&Gp?`7?S;MyQV~8CXSBzyv2lZ?e{O@-xgkP3Ee_d?{7C|x4)l-dsq?S znNoaSE!UFWAz^ja0k>^!#sl{6b{7l|yeR;&xVj%-u%F zI7`V@P>fH1VYnc|22Z;bDkv-Pf_m4Km685^d^e|MM!E{icmJ`Thg9=?u8T4~G5WP2 zM(cF8u3cCB{+`r>b{PRmJNlVvfx*#Ue<_?r-m(A zBS9Z8m}_7F+aD@lm0QHcBP6Iza#exuyu$@eZ2DEOoDv@*uB+g&l;6Gm9n!|FIosLYaRO|j!JZ|C{6T6D2Q;E# zEL&sXotnghu;%QAPGjh+B8Yox86pzP-w49^4auL#YQAiWBTHVl~B#1 z-fF%JFZ#y>r|y-1ueKiQDdj*B!a20<)ACAnQUU)-(s?R<=p}%O1<|V zm!$-wqFc8Nj1EyG;y@aCUvI+28%oB?a^s4aecNSM20uOLtsp^>~n;BRGHG8-*GAJ8`E@Si1j$KD=TeRvdIWHWxy zq_zS@ZuyLmnJkqfJ{fQ3OU8sp;Fx++BoNi-usC3*9;7j>R(^Luv6k0_MJQX=@8mn# z@FHr0~NlC%id^#`KJ)habhF}!=tTT z_ZfW%wAwf)RTaEm8OB@y00023SQ(gN4oKR}*0x0uE^VS_st@r}@~S*;a#EYxgIIhWY3aa1L_}S~W7Kslj*6m)j{%<99W`#w~N_sd*zqnGI<2 zYP6jNWR9ecj@q8+ouq<`q-_-nsmTPK(ISX{GfR(e$oUc`HR{_Osdsp{RCwA+N?d_z zD{4X0L@U3S0JZ(EGJsGs`zYdRzsHjJNO1#G_l;Ilb z_yJ;q)eup69`f)(uQh0J)9nLpo^zL2H7HEu%=4RZO z0XIKx+AB0UcSf+*43M3>P2n}Ja3&#|&rCEoX&2!N(14u>B~A&8xmUXNIV;Mj$*-BZ zN_hj0Dgdw_O`(=PT2{w7Etmpw=GgJo6sh5@(6r$GRTf|3#~| zan*2QQUxl!5qagnv6v5d-vdmAUL}HMcBk2-c{VO_V8duC|U8S zF&-a=8AT4D&>1^>{f2@ZXpmShBu5LA{Ml2<5c=LKsjAj#xD+=%nRacwf?x|Nn<3n zxLihy-U}S#VuI3|x8vq>^YtZOkP2?v4TKVtP-)w;*(XuZE&P!&YvVs8g%l9L8S&WG zBAaa7Ah;bP9{pP+Qtg?0&QWsrV)9&|sP4WJe58?xsNZPi->oF`otx${k}!We8Y!O) zMR!7>C+mEud4Zj=jHe@r&#^dmwJN&XH7-XDYin9rNec%J#Y3z67xlLolr_1Y*miqf z`p_y*M){HT5o5_CdE4EZet84|jh`;(M7?1s9Ia9edjEYpD);PeNKN3*nQWdScQrMC z2J~JhwhJ4ang7jl7jct(H4zpSi5Ed;>!rD`nI9=^{7-H#7|{02jTi03?D%g5R4EpD z>y3AV-Xw%jD$n<&TLu7ndi(biRMr;3z+kllWMm`=oD4l9vkRo@h@)JHf&0HZp93PT z<)Tpso8F=uxSr@Vi~G(X5j(7@r_In^`*kdJbJrr*r6k^+vk}fWLOW(A)xEUet9b7A z;ms~?2%L$5o{Hu2)I;>MfEj1vrEu3u}>Xh z{V^Xj7d<7S*Jp*8P%H2utE|cEfSvv^(*h8$r-o2|<3TZ>FU$Z>hqXZlsW%dW(OHf; zAzxJ8BC{)Q{9;^*8zD9AX9jj;U%9_UBmvmN#7e=R13SJgE?-P>)aqpoxa-A4qhI~E zmdS1|Gfte1T{%9%8k)o(c-5LU7C%dl*>q|>EsOdFU}w6DXF$oJg={SC0YxwT%JY}i zQsN|L`hLQMQt|U^?ymz(sc~EYOK#`!83C{eP`ap}-)On7K7>SRA^QY-aTl>n12R5srE*{hjEU2oyWwDR%g(vv_? zK(oCC&T&~-8k@aY z2jHkGRsg`3|KS5lxUNN)i^uH~P?*TL<@GvMmN)Bl&L0;I#NfKnA|y!6c4sJQ@Xfjm zN}TbW2Eo3WEG}6C^#aMixvzdj3c5T^)1kkn4xSJ{_1H?Jmakj*hf}~a<92n|1e9E} z$X4LnV40s(%p)K3&H##&%`20#MQCInbz@U_aBA9+O5zINSe08hFQb zfZrk^3|Xj_Wnzn$`p`4DeN^xLyLYl_KoGdoEgr&ei}g`VSObJp0!laZ9=}h*$4IH2 z4_?3+`%+GvMD5k+I^&@du%zR3fq}wwaD2W5eBQ9x!6;w|al+dLTrhwpn%Z4ab-yjA zT|BTOZ9o@l{642TB_34{Jsud<(AWpq z^Vh$B1TT6wLl4FE##@47-o1qi@mt|bB~$DTO-6NLmCHAXKJqHHw6;V_7Kjj@VtXci zXibtl)GwYxO|wdR5m^@71WG!jatB)ZY5rZ;+cQ%ykE3KY0dRlis91>uNjA zPREx^Z#GluCDJ5&W#G zKq_{hLlSRgeOKPE+W*$faY`X7L0_hxDI?g@C=bfK&nBcaq!{VGx?9g#_%ZA9oC-Pg zC7%;>U;i-qQ~V|4R7XEDa}s7AI?ntqfw-MwvgqcHPU-zH*t00APvOi_q<`P86I4*K zNQhPHb5rSP+0`UYntjI|6pU0(l60Dsuh&VGejE=S5WaOI`M-3~?Zb^Um7p8`<1xh@ zxg-Y>@sq+v ztW=7WF)YxW{#$Bn1kLeXkmLQ&e|-{2Z7es;eL3Dv^o%r8>rOU16@{+;>aFsdNu7x| z!RS2n#5@aU>kY~Ak0j_3foO4arq9z`AY(8A-yktaX4wPi5<+w6WC29is}v}qvMWYXfG$mRzA;8bL$RF8P+&Dq@LNh(T!Tf{u zYZxY+l_g-ji78b%Ha7VL8R1vpQ0cuB-x5ki4%q15)_Q)&>q&hofhQ?usKL{aBT_XG zC;CQ8{-7Xr#HwY6pF19mCkKP5|L427N%8?5>)HPjNq>W>S8H1J3B3?0I|G+sMv#q> zUAUm*T9w*oh}($}8~kd3b`GpX0E1lk0$O*T8Tkx&T9tS`*G~ynJyZdXg;l~0xF4IV z0AL|bu(bSomA|cjcI=@ypR}kK3#be!-CjLUq&(uVHIKWCgvJK$W6_(F)T8!=HF0h zb^&Mg1cM(aZ#(*0Kc-c&J2USm#9EfkHAl4RfPTZv+$W(AzzeKZ6Ge9g=v-TPR(x<~ zC4f0m-eAe9q@(k}a%($}_NyOgu)ri?>?&u4Fhx`e^|OHXmrmV8)8)zbR~Dr(%kfg6 z-iFcbBZ&3@`bJ2p>Z=Eevt=6<@(&0o;#}7svWw8uJ9O$&i?#1=Z8u9p(ss+|NP#S3jIjiV z5-*OQgVoCWYy27gnxhOO^|JeUH0WLn!E#-c*oeB_82!?d2rU)IRN>R!b(dl&Kcxt) z-r}72{Q8SRmvgZwJ<2Bq-ogZRX+o$%^tQ{WOdYNYlwq3%P@kedhh6hpbDnWL_mIAM zGeY#>EtM;BK2~a((}Z1<#Z0Gk96;qeJlQf@7ofKbNuWmfY4!GFSR%id z4U&!pe4b?^psXy}i(L7I0)w`NL+^sassRrl5v^%28WT971PWc{!M%#%QR5SzJ0$v? z$NYc{Rsod-d!fI!?pyusOhBAvN6Wxw*ZPD_Cw`LKFiSlD1Apr;mEQBYcLs!)9cvpq$e}@x$isL_-0S3XU0*s6}n?NtC{h%ZBE` zBm+lk(j#4DuQjo<(qz*d4~Bn@YNj)I<5ClDmMBdr?v596CMEz$K(@bnGu2D?I@^)o z^QECt*8_kYF@&g2lDaliU#17cQ2WaT5_I18q4f2sDLR$(2@~ii>ggZiR}-cxE`=if zRk3-}0TQ$Oj#hxkdztT?H0{|OR5hH)*=&cB3ZDwQ= zh&d_XW$RdFr3rb*LZbwp^jDbVu49ni&NBjI*I?XXIoWdPI7*amT%Fw-^;TB0ai;yr z!hJC(Z74WE-ev^augMx1nM0cS!<>9Vj>))EYuOYBMOA?5utub?Xc=rR$Pp4L>>$Z^ zEi~59oRVt=UO4#ZpQKP*S7-WQbqs-!-0;M6r?b30XP~eXj!Qz!4L~HVmu8&wZ>7Ry z0=CP30Yb6YWt~(kiR|K~%{=7bO|{t3HV5lByQ4y?@vmC96KtR~Bh!DrzFfZtm`sDS zSBMIN^k3!)td?8s9sPZLm3WQ3HMqe2Jyd?R{R^QUq!SQ9zU!D&_ap3g{C4b&-)@@* z>EDp>Hxb5C;@`M}fzRmtZDdES;S6eY9jOJV;It`U^C+mn%>T17qiZMYQ4 z-Wfie>+d4FypD5 z_%_h6ofm9kxRDo0iuX$R471e07I7o&>+Xlf7-g9h*a=iwbI|`W?^bZ9s-j*Z?fLhcdZ?MEpx9%I9!$-`ZwyE80kgMF4Lk}1p zM(VwuoiCAZJO#oG4qq6OpI`N%jI#TXRo^)jXDD!{Xz#f&*2*3L;m-&&;}c9UQxlwrtJ<{|R6gAG!M7T%5O-2TZD^tcwU z?)TjT6BQUEsJ1Y3Bi?VJH5w0qC;uW{|3lR$W(7~GSCDZ1p1iV)wk{o6i4w)lH@N&) zHwh=+Jx5o(Tt7m@*cOcvTJ6vU5=cIgbFX#ecrxp(rVVl8bkBBDjWg!|bM>uAf9HS? z65lNIw4T#qZ3x{=y;gM-<_de^T^#cspr=CGMV2e zH+9i4KHN<9sp?=#wvGbEBgjZk08$)wUE0_%#4qsUeJm0MSSj@$DIm0IGhxd??xfR; z;M^Az#bk0IAmXyS3A%>NFATnDV+?<>-rP#tHGx>ITvCgHAA5vPbflJM*|IS6M z>Jjq^ay!g2Uq{4qR_AIJmn)qRr;B~*sz`CCz?%+s^hkdHIpb|_p$N4l)nNUD(~fF} zbIzSGlq~z|coMAY8-4%gH;t3*uKq~i?Dcu(M@8_adtud|1wei~>Ht7rm7Y)vU}zSo ztI*ws;A=Fhn1e~~U1ft41J=_+g@qH&?WBp>TsqgzZq6#dIC5}1Kv&m^*#LUkbquZ~ zTgp(n0hr$4O1XG*J8~A_+sip&H{BC-0V%tl{{OdTg%12`$Ut!XJ5&YYeSGZ3Mv+}! zvoV2n9kQx%ZgoN_)PrqpM0lk?8+eov#+$P}r)|5TR+kC%%r9&m)7kQdrLB~hl&6de z3dfS~*r4qo$o6q;F4zY9hiEYW{ME}{=!LNqww#ztMwo!q2gml#k(YKL&2lgN+maL{G z4g}Z=hl#qP#p#+87nny0bcL6_vv3CyPj;i*Qt4{G#vEi15-c)B?&P@S+e#umE&lQM zBReMXEG+|J_QCM6LUGqb;-dz%CVOOHkU~7Kj2W^$1a=a4gW5~$d5W^r59k$UJ8_ba zIRPZa`g)XZd<>!sB;Gj_WX^eoCJ};oi{rhl>ufXgfkY@_#TT|!b{Fn9lvkqX7c(u_nBCRY7Q=hsR1x8+-HikaJXeKwKn^f3BUOWU0!z*Q*6r zr`vOL6%sTv5sr0+YunEPy+n?DD-XjsVpLT<&nN>pQnvE_tkreJ*mF+oYMR_0{Zwi> z*kY0`Xm_U=@VCx+o8}`f`M~Ve;=jp}8^17?SYad>S|_ym!-c3hDSO)_4Up({xti?h@*5u=5oO!Xpsf*fCBLJZW}7? zXu*GVRKXG~$7c7#!D+Fk9$Cicu0VCOI%lU49&jJnw@MI-#p(ws-;n)8Oue*OjJ@Fo zmL4lB=Ks0=bF!6Vz(>GtlciAo1H0zIyA&~4_;^*$r30MZ@0?AHHI6uOrKyTBNqzA8 z_Nw&Dvi8QhVQ~E;NQtcc&c~HXReA@ZBzbw+NVT`sI9m7~_j|WnglScS z=k<#eiX&%)#+rU&oPx&b{ylC_)Q3hVOK@ zGDK9D*Fdk;PXD&dPPNfN7Py>axp*w<|MR4B=)&|yh7TkP1^+%ns33Q6)&e~anPWfU zkEu!(UIN>%8q~I)1y^>aAA2PHSM~Xn*RFv7=2HgutLFn4e7}n<2fqLwa}4{3`vW8U z52VGC_Tg#5G7jmRI_La)9^4+6>d)~L9LN6Lw?U*<$)=X>PGb9|6{OGv&v^QyRsx3c z5u-yUTG11b(WcK%CEeeoE3_}bY6Tyus6sy=1iCAGw7>uW00Fo{p!Nf1Rp4ON7EmYo0oCuyp(KvMwIkc(dVsV$}$aYeT&&ewRnRUQABGATvOl{<)L9lL>%_5fp z3NhS#W~Wb95Wfg<*i!BNYH_K)b1YoZl>=m64kS)^J5o3w54q$QAIj8mv!-?VIi-iU z0mnGYI0x!GhnPM)9DI-7PwUpfN8f^$Wqhj~F(J}z!HM2p>AI@)h~mH>P%?`l(R!-C z>Iyx-%Zu9~0M@>he}1E(Otfn9)q(HSdF^0EN?6y6twSECWO3+?aSZ4?$YN!OY|K-T zrNk%VXe2O>CnQ3(2hNA@!aFta-X3Jc-zKRakp}&A$YuA_i3q{nRXrHYh;G z(T@Qp3V6sCaTz2W-Q0|f88ZqHc^I9MX1Adtx#0M?*kZAa>@Sdo>ARwK;&s+B1VZ(^ zy*%W6cK4d)iTLU>VybVdIkqpqe1P1*SIPIXnEN5U@(xn4EmEUeQJAq@ofib(@_`GU;9=i@>K1~vb@s#P*dyt9&a zeOdVBm2Kp-+Iz@H?jTL#h^(x`_&4~g^h@d5-&i8g1Hb9&hL@(Vki{+Ek|7S8ogB!M zK;b>4q^Z$nZvD~m2HoSWt7((!9WOfs@((JFe)t9EPPNA-CWH~JhL&4-ZBW#DyM*_n z4s5R5rHOXqE6hNh^&vG}OGLM&;uOb2^yyfIaM4Hq*HW7ZNDbDa-A&$+P69P^e4L9K zK#Lx|v!DJo1D#x+!Yt$d@c7d=`n5D#wlsO>asb>N%=|5i{QANNx!xOUL02A5Q1rv- zBHV~v-~L<9>2=6mtf85Y1Ni<}p}kY+-miEhBQ;R=_uQpRBLm0ByyeW;H&g{DnJa%# z(W^9hf}_NgkCPh|ho40n4{l5LWdk_M8A>~-Z11(bJC<4v)6X#74bmZ5Ar7-!o>58P zXd4XTd+#R{;l7UZ)Hb*iv(!F+gH3Ke5J`su%X=UzBAtuXyriXL^@gV({gP$$5%|rt z(&v)ysK-;7V%l_EUmsp8oA$BW=Brl0kb&Kbqb1LPN=4@mVebo^w*>W`_Ce8NfUP8s z(}Mm4_DA9-*GFka;gSjg#P-YiPv0mF+KzAH9KjlwYi zm)>~T${NffJDEBx(VDtGY@TP7kY&G-DHj7^?pB*YzCKScn}eM$|R;3j^wtSWo1?W3<*1bB?rmR$2AjEJ&UzwbBs~q9ojw1NI z^XHkRXPC>*603Ne3RK+F9V0F&HTojU1}i=wbqqT+F~4meQrcZ$2Mz@wU2)~#!?8Wh z==dZD9dUiWe+<0c%4zg!xHY|UpricvoSi}S`oMHwHKE9N7J0I(g#y(E{xk!No+A+Y zEhPI?K%h@yHAxCGee>g{AbL^Kc#e=DK?QZFprGTnQxN*K37JJ4Z_{A_7fsi>e*Heb zaQ4WGr_hFSVJ8e01ji8WxS*=kDZMsMVIoNqD5@+p+eo7jEw^s7bUf`898d&B%f0h6pL^Z9@(9Ytid#Kjb!RmeSQkdG|zHVYlk~%BL zxJkp{b9V2uTN@1NIb+O+>H3!u0w={AA*)v$rz_u{!E~1o!Yj^=eyvOw%1o#el*l(3 za3XhB>}(}T0Xl_xBl-*4TM}zKAQ%I~X{86lxgZYy!hjC*M=>F#?kLGJ9pvEfMKKON zrdT*FvNSZOmKxEX$d>?prAGY~E&+NSFQ$agY>M3z&rHhM~}O&5vqH$Om6oMcAG;j@7V`J_kon0-vMsg-V?J zORT?wvcQMe(3*KG1wycwD)s4=?9#vpfQQ4(1I(yJO8s@<C5i zI~-{!{{l-0gO@RaCp|*cJL3debbK~IaTH3K%)+^dg18@w)E(q~M8TG*b{W0T@u?jbyza-W*oytvP|6LBX?`aA=dY|4eoDSE*^mdM6xC zBx5LKqyjJ(Xv=qxM(IKV|#XE=ZVlBfA{LY+Wt{Sd* ztakkl=Ly?_=3bA@v5UQF1z<((w*+kfUh}lB$3e>neciSz_Z1P4V=3&1wFpni!sFf> zFxDLCkIhUl2lPVc4=fz04CtwOslb5ipIXL{PRI+rV_#L2y=XphojCQhtW7a4l4ozu z@Tb<_9Y@%5Ys?Qn3lAQ)XaQ*i$ACBuE?_KP^;3Xy;QyPs8KoBLAtd$KO@F2dO7+ zCQ%~;ZgYPSOGnde;X`Ui>IA*3pFsfK?aSVE*0jHfD!mgEHz98=oi9J(dL5E%0%x`h zRI(RiEs#i1loCt?xq$iYY<`(}>RqxjIJHrq#YaI{0000edam-y_pt<*2cgLG^9_N> zDydG81H;YQXv<03n=!!p=aNVrFOvhhKcc=+K{HGqsgi{w~O#|T)aeO~9I6-FP) zAZk}STGIFLT5$#F3z9|)2XsjDGW!YpE^Ca_vuELJ_lAERG;RsIbhYvrRdIn6$ zL2AcHNDTP%SGAn|qp&>J__J9uK1;p%ahIX^x^2GAl~(HAbi2@O11%tNJZw;}MMGfp z&`^CX68V%Bh=vg<{`+CND%>{&aiZiB73EXQGb|WUJqASJS?q{YheOqe}HmDaf*WPTTHJ3jAvHklh{yk138i zHAa$EyRzduIWQ`qKG|DZrGv8~26-ra=e?MAVVgNM7kQg$6&HN$_-lc z##;qaj@fROF*!^i2BRQVpeG&sqhS`Mh8DLJT?%q^%iNC?Yh$+0xd3d&~s zKD-L3(ktyWNF|_qK;{ImMAx|31J6fF3E?jvu(H#wf>-AFyuq^$d4c~SYP%n%Yw}l- zXMYbBm1YTNn)_ZPKzokiTOA_z_>Ni)uL>8lehF#Q^oWsa1L@dzi~(XA_!iDOZ3!D0O=61gZ%oZd@7RB`+K4V+Bjhk10%HGQiM8$Y|{qciL}gh{p{s zvFBm?(4)(rRmH~ev8>Fo=UFooq@Ku6=#7)3+2^7oB5wlcXt5lHc>M)q-f(8pg_FpM z;$BkuvsCaELhn7-)hJT5hqX++k9Pa{D$II!!pd zCojf%;XlmylYMYze>w4o4w8weiU}0-iGRQa6^X5jqw|Ya3FH45>!hkKwiN$9XraTc_c?3$n-;#KMh6Jg_h}I$)A8h-IV>oby&`?4M~^dL z+6MKxQ00~qfaj*>D%mVO<9xJfs%FkXrWKhVTOA%i1O&&m721pGR5mh6xlha#`fUk; zWL%_i?(JnaU0Q%%%yFrXcMgdRRTo1x6SJOMN*0=t{1|X`aaw*-1&Fif;g%i==am<9F&A?C-Ve07`$jBs@m4iWCAA%)I|D9jlSE{gq@_O;Dz)n+pIFe z6!hF(D^i*y=a4t$`Lhxl?)Q00a9oZ?E=wVJ`ik&LK5Y9wfS8X_ylX;Yf@|CV?@j!d zvOO^KmVPR78?-_ajajSPtxoOpV-df*UY3f_rorf@rW$k1UKwTr>YezD)gq&YIr% zD})FmW*1&lVDt`Tk+n?p!=o~`8kY_)k>_c7;XAnR71H|9_4cB>6{>BmEDrWFpWLDlhgMgd!NmhsE0Y|BnFk6ZFh;H=*i@@vhF`4CU`K?d{| zC9mvPmIkI-xE5Z+O=p^+O0pkfh$1Ro&2cz__;_}>{g0_?_!aFWFuRkDJMuk zu>sZ#f{X5Q0H@Pz6@7nN4@dVd=Q&7@o_;B1491<{69 z-0~RJBF&fDe&;_gia#N8zZC1a&D-=G1DwD}@a*hA4U~@Kc)dBL>HX&kF)awxqpq^Q zJoOj24Ff)u)qIMeV3&YF=4n_3&ZH<&&p%Sd+j?_haW*|g%qW`Uc$Rr)ft4&nf=yTT zQj(zu>B|{xX2ljJi2Z$&^0$-jaSE4?sBFY?^{7rTZj@P_+%HC{JF;U&uRy{<9UXX? z?MSuD#XK9;B90;ewq-LsxGPXKTHbfafSK%*1*GsZm&3Fxv&X$U!W@&t&CpH%E(u9? z&1qeAtwJ|s3;z}n0cGKeM(FIDw|86#Oi_Aqlr9D)dxy#QjS7@ByE@qheFlt`AW2RS zEpu-ur2wVVqGUs>_Q%-S*Uj``X~04t;>zVU0RauB#%q&?v?Z&}VCudUJIgEF|1Xr6$%Sh%J$J8ePT|SH4PJ5sxwzdfq8$ zI=(Pv-m|{KP8Lz3EHHJ5(!Q@=l}jq$t}u*(>umV%TNOW9X+wtSHu|Cdn{1Zpe3a@7 z!@oS6_CstLDgU}5J^Az8NDpGLC;Qo?QsaHf0ok9TZkuQeXgW~hWsIduD>B;@u zhs~q!K>!l`MJBf~`Lx#YG*ZT{rWinvo7?jYlF)EqIDlLZ`@v^n3YLR4N=JnRz=JcS zg`;|DKSt(Nkc^zJ3qF$B_2yY9he9YtMfT(7kr~C*EedP|cIOS1SIlsCSTINdCG+>J9QTL=g>7yA&NJOYt-OZx3@cqIkji0_H>_zEvP9R5&&Fnu3p)|}x*uyi z+PWAX;lw%s@R0_Our}pq@$tg<9)Wh2KXcg6zO1IPo0Q5f&j@dp@Bv9>iXfYLm^`gi zWMUzDLRoc-wVmPIW^2>L`oLdnU$I|3lyw+Pdtub}qT=AfwMdWaMVDYHDUodFSZ~LX z2DRpX4Fcz7Fg!-QNp+SUFXQ8Ck{VZIqz2dh$8SfP1izLcKkDAn0*?X%DbeYM=E|WZ*B)+0wWMKp!$Tj8+HyVeoZ0=2K+F90ud-#BsrH0 z{mJqfBR4oVDrpB@YagH|aPl~MSU<6aT6_kH{+L#LpP@zAyEi_1=ZiYw`wHTEvbrWc zS4xXr^wZ+DAKx+&uVaQSHOT2Lp{ISyYU8L4W7+SUqp(NzZ^{D7s<0~UsLwi+N}2>M zvaCzxxRb(fuO#p3nvCU6)a)o+Db?ns^vJVUq7^$|&42YS|)8FyK|xJNDHS!2qBol{l@< zuR&*4kn}-#m=V=2IZ|BjsoC&$#}kTP^r*VAPF~gF1^71r~TU?<~!F7+~9k$c|I8Tw5>;kE%G_N)z6x zw+xo&?&12T4&r0|bv!LXBM`-X=>&s z^r9!4D81@qRLh>F|7bt479BainnASSuqTd~8Z1bWdQP_qG|f zlf}z)Ffj>DrY|6(2W^MYsMBI5vAJSk1giajJRyO@R`t?BZ^zJr~~>59H19rmgOmVF8Nw?raxK1 zQ@FzM80Nrou#qk=D&@K&Kw|09u=V;ZkHcWL7o@GDwCGsKon1>o0*3a2O`p>(Z1$T%AT1-!?@Z_u>p}104_1Fpv4|h6oU#cs2P+>OI!k5BNuY=nMeBL znL^sbTJ$%4g<9c4mnd|{wGs~Bs)m%UO!Zr#?x^54^z%7wXeVe7x}cpIt^9(=#zf0Y zvLVuAT++k#s49iKa~nXv98#a}F}8cNMtFK`Y-81xX&WufzCx%}jk377$+dM--V_5w zAvf)O*JA}G8{Az6B*y=y;80~{NZ_*VX2Euz+u_V1BY%kpyC7N~P=F@ghY?qK4C9Vk z2Jtg%h&Lgl@>(t&X~X!8c&#CMdKiIxGhr?>P&I^q)&cQ`Twvm9;my&bir0rQ@&y8B zE|KHSuRWl+iqJ|D!=Brpk1%&z0E?~(`XnWLzdL(f)KyTW(E1c74#?5-7Sw?TL*r!1 z9_FM~Kb~u!NeiSERkyu|uf?j0(lez}5{SlXpdnQ!gC=K5-w)SjgtMDD;WOMKeX_}$ ztcrr@9z)dmJP=NE`ML*fd|I0Svb{JpLGB*%g`{zrv3nn>)4@J^BU5%-XoF&T`$XID zM1J%8W$B@Dw#g!j*O@>32~{)G$6Aa?wcW3nffx{^Xm)N zgKiO_Fh|SOIt^Wj*V|?Cl)Zx;hLdUYjLtC>z2A&Kb^t3;Enx3_# zH&|t-0@9w3$EzIbcF8I;6OU}bx-o?-p4NyALo;eYi+?jLDE;PIixa+|uEc=cK6Q#6 z=Vs?MZ4a=GIj~PTL@bD4YC3T0xbZG5egvcq=*D>~3DxFp2~aGeoCu(;5W#fXahxSN z^^ydZ9qUVmaJ1%l#b^Z#J=7n!0#-TTRuGDN9I?l>NOcoy-6NtX ztl}}X(4iE9o6d`7UrLgybPUiA0bL*gRNGB3?H7?}`>jVKmBB3RCl|RuE2sJb9j{%e zbrnx}$gz+DhXWPe3d1rTrg%fyesD(JoiaL1&t=BhxCef`Q>m}FYSx_2h$QNwI*vus&coM<|x zj7<3EzyTV$rEaXC?1=8khN;FWKajZ1C$y@ylp*@NwbP3Xe{JV131^B3X8wocHwc2k z2V!{QI@t041zT%@73GaPKziicav9A}Ux!RE!weUm+}*8l^^=sPp@A0;#JSA!E!g9m zCmmaKfm&_nE5H*Eh#Sm3@e4{w_>Hr|X~M#4rRd2p0w z2_pF0a<;$Dp7m3*Pms0AWnyz#WOvZv+;7ivtp%(^-SO?py^L0>G`fjfIv4?LHb?P| zSaRyo;FH8qtG39*z6U5D7e}&aX;j)^e6BG$eTr6k!1%xgTtI4!A`7qcEGQ3aYzUmN#HqN%l5iHSXcNUH>3`td& zbWGL91Vvwui9g2h-dNB>^fTxYPYesQCBSl8>;S$M>Oc+$MNfHi5B9$QkRWR{;63|s zE$HfGB-xOeOsm?P1lyg%+)W)=@gR^r)~7?nU86ww2`@i-4(2t3*MxD9l2c}vsubKK zj3PPxEGw;CBgK*XI_SE=XuDkkR+oyw2%-gN!uybeP2$N@!`JnoQg{#$luu4Yc$v{J z%%+F$%F46Hai2S;l<}h8Hm|{cqX}{TVA+D4MeY&Vds;0-TBRPO_Cnu5aa{Do?kt!R z%a8h$2`k6SgSEBC-vf)jwTULk?`@HRwkyZv@7vN;zlokZvCv`HW>=p(sagmh_BGU+ zQj`f>rRZmAmB%Vei@L5z-{GI5mJ{gFG9QF1U^_tsMWJWh(ZWz~%#WGv3stO+z~-{h z9_;I0#*U}ksb4$@R}{tKyoxw^$@F7N&ht~|UwAxH%Cr$@fd?h}3~`WroCzSVOv1@m zBDw#M48BHuMnCJKQH8y9UwC)%O+bkM#mo{#=YHYkVNB5#flRZ@y>zZ{433FbcctUl zFV4J@VWk)*yoq{%By*OGr#rqw1W=N!dJC(v_y`LqJz@NGx1eDvC*-nBgcX{Y-2An2 zX11$51iB>F<+I5Y2!4)LduPHm>NwJzn;#!-;kZZxMPn}K`;D=tFAt`K{kwXmym7H= zYC~pJ2U~P!n}(*!$7W=&;&3Ai!Cy1;lx%xU?YGaCt|XJ-(x}~lBJp1^F0@ET=Nk!A z9T9+PuPi}*EIh!4kmrfXEGp%nM_~ypUq$GjPK$kG4zB?gt6R(C{pzzyT!1_l+>pnw zPQc2!3fVQ#ox}a0_Shop?yA44AP6J#V`O|^_9KxCh((hzA)!5aQ##WWscozayq~M} zL6mN6@xA(w{~X%dnb7k()6X>cq2^i5ayVOjjAmFBAb<+z*{maW`ytN4ykfnrt&8Vo zsNs5O)ws!Ry+tVRLWsQ8f#`8v9j(;6IL^)w@vJty0Z8=Cz;bpXBK1g!fGE;C(Qm;Z zduf}SIt70ei(81lV!Hvo;94x6dIgHr? z)Ds`o^!~ZD*LnY)lN~5Zv!jAXE#u?_&5sbcQHdk91GQM&s53S@aY`2tnRuOg2+Zqx z>RN0A7favL*Ni0v19kP)OA5nYh1rs%9dtcu>D2%L00U;H^)|rRsx+ONm-qpmQjr&8 zArZy{R>?kwl6E-0)0oy}G@6V!NzPri1gt$5k)Q~V!g$jP=IWPUrkw5gF30Uql7Zh5 zT!9x{o4cp5B+4kms^8QB9Ic0{5-4peo2T#NWxsoAq7Q~MPO1&-AwUJ=!sFIop zfD6p!`x>fFU;p94w`X=0tGp_rxp~c0+7TqX2e7}Ow|y$jJ_1PWYEC)NCN6diN^Lt;4-(@GIVD7!<%7WNQVxsHrUBpMI=%)l zBU-*vD~uClt|1#w)Mq5^p){b5av!QGBy-`T3I&e+12#pOA#=c1Uee`jjnS;caQrk9 zr(Wk9eT(HnQ3pRWO!v{M8f}aieS0N-q62%z@eZK!*7v1>TNSpfGUSuV;1f**7T3Tt#~gcZE9SEnHO?l^BQIkIm(t% zG&Jxy%&rS&Al}NNI*H5lkx(t#OHlMg==0zjn*(>xoI|3ZDu`MTWA&r4EA2$^Yw2-k z`nw#yF{DVM_c4YE(Y`?9+e3awZPCqdg+U@vsSj{?%)+i+o3|t9F4LrxKZ07L3pk;k z|6E}{sq)Jm1oLl{V!GLm6$W8o5Pq@0dj~5W8fzm8DKO@v_U+0d?ltNN$pFAKPpC*P zeqCI`;`2oH1nMA6Mkv$12t-eoI_`_-Pa?siARGZ5{J6d}F5E~afaKS88c9jJk@M&d zlgYi0cfSkU8%H04Q?EH|Jy?cpA(iHT!BMGJ4aN(k^vI>&x11Zln?Gh$90CB0@D7fe z^U6}Xz6ni#iV@?QlI=DW140?9k~Vh08n~Y5aJP+&WOTbIma^iCij@LyLLhc%hY<^7 zOt`=e&x@jbt4rVec8Lo3xO79Os3$hBrK>FbJ?;JYjGiVovwe*u6w=VaG7jLh6}Skp z9Bv#v20z3~Musk8U=n+yj5{NNp>N@5^n2uW0(cwfdxXjt1>F_&03kR; ztE?L(@BM@`WBVD?^o7YoS|mFTVGG-vjSI(ZTvlM+uq@Q0&CI1$f=wMNIguDdkrT0` zk0a6v=0=4=_Z;ZiGo8V2zcUcfZ^#OaVRnuPkY*J{^ph+8sPc4Y`*OYaZNO(}(c$(` z*OA$^$@M~#Sxa3wxG5lD10f0ZILQLpH9F0U`^%(n&}r~j(l5>=dk_NoIl-YZ9i_}x zgxRDO{jH2+(uR#3WPfLGl+Nm^+{e71i_>^qopfMVhE`l6F^Gj~P3`*wYVHYC2-(qm z!!YM!PC=JWPO&z<0vDqH(Gl`FMwBbG0Ox~X=%C0x6W}oe@N~NTyEDf+6?kIJ^5S%d zN^FWnolu&$zE0Ky|6V<2@yIrp4gUOozXGi^DqL8SXs+q5bv{`QlwNj+;-<2}oV`#B zuMCoC_N%la`*V>1@n?A3?ZopOfmz41Wz+HX&HYDSg_9Eeq(pwR{Q#sx>yp8FUm^e+ zi_Z|WuDhuxqe!KyrSY9arsAr72+$?QM%=qVjjA%muBG_k$tIc;JMKNTAn$R*Hmhf@ zovg(IdIIFv>{k$sSlV6-1c!(NI?_wFvyC9&*Dvm3GwuiFx1WlZxV^$A#RV)fyp)aK z33H!@jWpe3!%XhS;l`69NKU76C8fZ{br!S+naY!U)yo|*RXaC~T?~rhOWUkw|9$Cm zjOnI6Vq6(53~pd;zjN;yaZ8^Q@_Lba7b z&a36()SOr49RA6_-AOlSyg~z=+C3Jm86~fb5@btjsCe0D#gH%TVp@~n)>9qq!ApmKZ zD~HY80MHJjp*akPTxcfr_tk#b{;7 zV7lK(?JwZAb|xEvGFK$qnyI6?aIz{a%&Hz!5qgGAQObphTfhpd1WO{s33_M+;tpc}?IkCfaOW(*+|yRLh7gw0UBY$OBkyP#r}Yg>Inv|c1!CwImnZIuLH zRDXU2a&adFAiK{z-1VSzZg3B+hzb_WbgtC#C|f(^Mbl{mE&a;NJQ9wwh&<1I!=xYkyt(0K455~V3av>A{v6TZItV@{m^!s^kQ_ZRu&;(D3v2J9W1C%7 zgvu|tO&huS2zqCisijaApl!PPIPD-4Y(ck=zcoz$811o)u1|I^9P4O9*FEgWlzLyN$$X zE-YGW7rwecMpkt?n(!5d@d?KIxKkA7){)=|g!?z2dW3w-1((ks&C{V~tTwL1S@6JU zpaLH8C743^g^%uY^i*4mGvXb#$b#-mJ_5qM;1&B!>mL*EYodANb_f6+Nd){>O^dPe z>dxz@c|>%w@HEaSd)g0lbk?)-a!B3x*?8c5?Y_#ku9?t0I zz?ESBnFb&K%5mMXMlq{*Zf;|by+TEwsy^63BBN5~p2GKdTBmDL>qRZikQUB#PF^?S zi1y$m(y(S>*Ecs|UcGkD&ZQB|NzRHsg1TS=vIEbSTDaFs=#$19IYDQ)5oGQA#{%T2 zSr!)iimJ-e+M+Ah{EV7Na@~NOd{567I~k z5MiHL&)#@4*&w(fk6ufl8H{Rcjnf{vtIrn@r zpHuMTOGZFYRdMj5Lp&42r4Z=Mc#al1BEwZ2j`k)=e8XbWll7?jNIm(h08fpL?iB^G zkZALf>^KKQhuI=E8;ftGD32~i7QRr+wQjPhK{bLw`{blgZ(HWR_~-N$#^B1)cTZxgXBqqw5_H4m8ZQzT2KDX8YC2Q%`4)Rh=xIXgI^sCMi!;VK6>|$c7d?Jw(9) zP>*t%HK~~)b*^znAr?mAYn_m%hIl!;OFbP8KXflvy7}k=_WFcl#+5iV-G0mx0dI+e zU^&vz#LA7TIB2jLPxj+!);F2y96wMhaT9zpn-zA7sOhIdk2l?`bv0J@E)+wKK3j z>8@0cN5ruk@K6eR?c5Ci2f{bHLTJ#XDeWf@tWb9WRkVf zk8(0vAZFZFIpJgb$JOZ@F?vUTF(!YA!z0*n9v2usGY#4ijsq6Yf+Pw0GcEnvLl~x} z`?J%~$o<#;AsLgp$`kYOKX zd3$#y6qG+I=rlUYjfti^05d?$zog%HX-s?a;XtJiRQiOaYX#o9_T)HnISsXiYTx*}OhgeOZ*UR{A^PhA|BxA#0^#n6ND7 z0e0fI-|b&nUmQ7tDQQQhX^jeX%=>J&U5<1=QcmEdLT73nX4i-p)REph(uJK-`OUP6 zD$MDDYT(Ua2ddfLd|!(>ci?z7{qJIK674rc$74D(gq_o`=R0vr1o&f-xkKYsrYL5YXp_F za3+qID^|+JACI!C{ph}O??=pIoy6vO;x;T(w61Ue?0*7NEJ0L~tLV8s@KeO)ATN~+ zAY$a&Gpc^1qDZC&LHX#+jJ#f-MPCKbOIAa@fOr-Gl7Z%N8YCfct%(tllzo+csPSN_ z4tArBvq^|e3+PYd+B`%Cm{@iXM&I3wY~A1nPz;ilPwgirHwYmy56Bz-Qd!pKd}a3B zG|_ErSP5~ZLqD1r0af%WyWl5t!I2DF%IV&c+#GDN$6ESptp7m8Y{4mkgKg|j4^?sR zDD?1A0*POXS_NeWPx1XSe2WOjS>L_g6j zafJD!%3Y|1z{U$~(4(DT+s@}P10T~Df(Q+MDVUU4a7I=Qo}OPv?+t|iBYtO+JntD@ zlkG>?yEA}R$vu!btl3Jy;MruHrfGA5UZd4achnrI*>@lJK%U6RGiam6-HGO>X(A{U zo3!%BAB1ZF_l5OFmO9N7;CXP8b8+4=--TOnqvdYJ-ezZ5H}r@KQeBM!j*w zlZkwEMaJA~6XRoo9(pFwuCqQAEts@QbLG%PHBNlCN=mpb0v8h6NDod2b)5V;9#T%l zQ=Ckfp^ctQ#CK=e=&z$Oq3Y?3@O`2OqL=JGgyL0O^D z2loz`b=VBIBWaAyS=G(Sg~b~u`QrQdHz55Vyd!+wgY;JxknOGv(H!PO;%Zs?RT@DL^Kj5glGuNClw{ma9&tFNVJ2UV z9f){1u>>)~5JA1mF@|f;YOx%?%KWkP)dN)bSN?W*QG^@Ok|MZh;$gp$l%)u@O?fH@ z%kg6hkL!vUn{rCFYb{O641!x2go9r=0Yby(rA#SZ(|B#IW=r(gr6WwKvkz09W!nFNf~wPYMKyQ}Hj5WP#_GOlz1Hs* zNXj(X-=_F0T*j<|c9v7jAJWE_K|UTa7|?C0vhFOdFwyaCB+}Ms!<0x4r%I#*J7A|r zvbXiMis+H*z!Gs%Fe*!dH4Oa4Psbpx6Ho424zO(veax*xg;2k5w{>w8&Rh+J9Id1- z$cR^e{9kwG*(`w!7TituESsGwOI$c17opejBr@O4V>i*FzeKaFtqhU)PjQ|Piv@)p&_bk@x9dWSb znS8!M7!dL^l#R&^GPpsiH_|Y-urzLf*~7^VvT+TJ&0ElZpBf}f2*1m97*v)rvuI!o zE5bO=m&JsRiekD4mHX-7fK5IZQD~+j0lXw?>;M4qoOwMK#|t2JZnD4fn11BN9}C)t zwaVV()8h&a3X(m4QsNA2Gf;23Fs>et@WR$pv6}Edm&wJAYZRqdlap)yUf=d_3K(R> zB%kG9Ih_Fu;tbxSD-?+fo%^HAZcy>Qy7ZdZBxc3#lh+hM5mg8I-*d*XaO6#RT3xr- z-Xo3h$6WD_NgzCbF>DMBhYfn1@++ZjmJMVEV;BD1qNWH1S8z%WWEFv@U}~Z(TOBVq ze%y!H5VR{Lb*~j`?5^%etG{zm5BqF<>GW0wmC`r1(PbpdFq{p?Tj`bosrs^%NAwAOQkf*%U5#eZB}qx0@K`$=X{z|8dUr2%{7hr|;a#TX=KTk2NcrAUNk%isL-aQOn;u4R zAWe-{N-k*+X#8@Om3S5g`$E8t=|}hg$l7t+NZl%3!TDP)g2uGL*;V`)?S|AYr&fbE z4+2*cXKeTFP&=iBfryO6jXJ5e*B>P$zs799|Mnwlhq&*NyjgBlG;}#Rz@pWF=+40g zB!27;sw0|(*SvNT(lE6s%^NiCs2(w@Aqjs3hn5P zf8snz56kF4Q2DMn^U=ibPy>IuzV5#%osp5MhPm$9AE=hv7GZHe0t|FG^PpVvOpTgrhyU(NIQU{LM66wm+UDG>dX!eSMqarod!y9j41a4mOX$oa6 zcs*=X-lKO)EHTn22`y$piu(aPuhB7^SLz3|$&p|hSQBcd^jbDIKalt(M@V!;KqU-J z*DFrDs3xSk^`9m%1jxf)6E&&u4Se7br1Xlbo&pjXIXFY+wMT+)urI;^#4+33Jmr@~ z$}Q1lD3O_8d1QTnhs;-ieZE|D5*9CibMphOoEoSo-Z{&zmc~6JSZIDS1-m5q;Uj(r zOf}k~L=c@hknV+9z?!qx(+7t0NT`0HI8~(XDP3|zIr2UWF6@wNC@{1z1%f7Q*>uNs z25JM)zlLQv5C} zPp+xno58i*ju4c|gHcn9xtq+|Mm$(XD|=06Ok028wkSQsga9`F7?HuBvC`jU73cd- zpBzkDg0A@U_!GN3x+icmw6aa6aowD&c6o6bx{))0Xz_zjqb#bmt4fgP|US zVKu5@BRlfM?Fm#wCPBbnqbZ8q*0x?5fwkPZDCrr}(y5{{3){i*U8-$Rlx*7aK}fSr z*IFthQ}_Z{LD_*ZbT9=XxH|^T#y*p}j|}qk1zcb~W&Z=d>8;==KL_~M>Ah3FQ4h!K zSbDR_I_sek-(nE13Es}Dol;;nlfwn$tIvhfd?wWpLh0EgT$(Mj1%=m%C5R91S_BZ<@V`TrE+i2yU_VAOt>0=NN1~% zJ#I;!F-1|ii=n`(X&bZ>{1uv|e1-@ZHSQlolmYuGKQ4U#5V}x7{&mALWiYA7GE&|z z9f-mg@{d*A2}LeLq>*lbdrB%b-)>#tc=3qbZIUR32Zwh~VLB^3O7)SoLkxF^8;?M) zeU`zp^phNRg!<7d05tDqgLyDEzZW?G@M1SifpL_;Wz#7c`FtsLkgo?NE;tjtxeK`mJnJ4clB~EY9|YS?<}3<{>y=EefBu!?S!ik|!&pqy#CBABZl}%5>HT^7qC> zS_vL4{0Xx*qQH@D zSJa6YsB+3vnxG3H6Em5c4f+!9gU%C!#;^}fAMbNkM1!44J44tpN5icII>H3OBNgMm zL|$`mLM?oe*k0igmQMcpc5tdev|*q;*ma;x`4Zwh4rz5NTLogUNZP7=Y_D8X4@%o- zS_LeI5nqv0*03@TL2W0rvZlS5RgbmC10%~OmH^ZuX3 zMEDrf8QM{R74|uUMZYJe9>e60`W(>##88^ahmq0pPqKS*>S)(GO>Nb|f^2!_Y!Qbu zGE<*iL!dktO~38G60WFx^v%*y=y-xEs+V0U3x!i-?BMZD^gKtZd!-SuZIVW<8PdB@ zy*+R@x1-}H5qmJCeK;)5l1mW$v3JBwj*ya4>u9odiwhFJq|atUE!|RuBWgO~GB>y) zwy8lUkmQRy&F=~n#z8w)(x5Kd=uQ6TNnbnnahEZ*22M`Z(E-6Zz{kHLUPehJm}*M| z)@tWPF~11Pj;NUyeccO}%_Pyt@ls>9DpAvcS%I9`g7U{rw~Z;W((&b$>afFG!@8;z zY0}|J&VF&jDN)j7x6%m|--)U13-I0H`+CIKdmQ_m^_d#9fZ_hedi!Sxjqmk9XM`#zAaYX_l1EDANdD9T~- z6`2AI!(4gPal6mS8-8%V`@Q83@axLdO;Fd{QRW+L6X03v@aw5B3}TculW`H(by&&R zZcn#Eiwh7y(iZ<;1sVL2o8ZW1wWDZu61VSU**#R^)WEU|oMcE0`Wt4*K=Y635cYn+ zqy+YIIcC%v%VPF)fqTX$26|seov7nNY{d%mOzCbPqEYEqb5BYnFNrrEV&&sCzU23} zZf{QtAr+Tn11cpunRaLhJ`$dr&1S<-6Wx}0_z-Gi+(|)`B+75`v6|u2ULV_>B7<2i ztkL`3rOnp8D_)%c>ZTIt@3mH#ym#G~7hiq+!6K@oP9xTDaU&wPCH`bK-aT7iPpBAM zFVhYqd>DvT_MuqI`}ZMm>*T_=6dm9zdR9y4_B)Y|}HyMq!>*}a)Es4A->)<9(0RV=!xCGOE7zMN)By~{q^ zGhM>he4P{UQ)Ikws{L;e-7c%>8=s@5J+YPIPQKI3qnT$D%kH~2qp@lQruXDHw_HZB zN@{|^8DO5l>);jn1g80svGh8gT6uf1HY**Tp&YI|Y&4X&;~C8|MVQ@vJC}qnN691l zP)8lZ;S6F8a^ceiInh;-0UUr1srCl_9*@zgPv%#|-#O*0W7eL9uFAuPd`NDTf4>v5 zc?B@p;8)vi3S8os_$uhXpuoe-_{UfPc;U~bTXsr%m2?pu0n-aRs1bY1$folfK0K1} zo&F;HZ$rQ7!FgC^?QQ+K8{YSDg~#f?Ceg?7h;}c@Gvh`ulw)S)YDBG3N@=V+S;tM@ zsVxvh>< zm}76qVmWNu9riqutYVDIa5tswKjZ}OH{euP(AZ8Ap*_f;r){&I%@YAGdJH*g`$ySw zt*R7*5(kJ9rebzcuUHFuQJMOg&W(+kgp+H7I9SwFr~zv|n0A4_rf>=YJxiK0dGf+E zWFT_H1wMj5boMKpTOmuh)F>uZ{w*@ycBhKI9TgDxj7TCbT)Z;|mfZ7#(c~j%2nvBy zu2IF+tS?ObrPB`p@ia?4KE$8;RkMTDY21Q$Wd(!tCdla2g+rG%v12gQJH&y_{ItU< z%P0NV-}=iqPHb@dD!5TBcEOLP(_2_*84Ga8^%y1KDP$7H92%Pj2qqWY+$@grYBKTE z0Qt*Pxt;e|xL%~QPu6JSx&MHrR&8_j$-8xqsc(Rv{Keo2js2euC#;?el~o>y$BU=5 znsYIY*Ptwyam%*D5sHvcND*Qbfea63mG~P354+wu74Ez$bd z`B=Im97e5c|CB&{8c#8EObf|f_taLx5I{4H`p3FKdsfnFf)x#&tr9DkASJ?d+XB%-fFu9d_yGi~+FWdvz?+0KxvDK)6u6VhSYxhoT- zS4}MC%Evi;yQub$PdNq+tBc*J{UC#MnaQck;a&>W(aGKwkwh;PoHcNJRO)v;E4!R5 z&=T;;ZUE;j)!%pMVO1>O4K8S1$6vd~Sr{^{`;gpOUwLiDn4Ic^VQluWRK6$ zNA8Txab$b!dr6x~VPm^DE36KRT42UsF_c|>xgR`?*1dQ`4*Ijk0hTV&roeUL>bT9UKW9jwq0CG?;YA){Kd_CIZ8lG4TQMVwRuaghU zE4A8}8gLn|RMWWGe~oG3pafaQ`I+5wx}AmJT}b=cYrP{HKJ4n>EDo6m5z!~e4XD~W z`o^N7^mffJf-}4|xzM~nnxf-GD9PhANT@cNP0N;{y;igS94yoD)S!=;Klr%_A=5_f z69DF@^0Jb8tP=(DLk#=rd1u~hfV~tH68vI{frxejzf~TZSp$|A&9hPKze=475A`?O z!t0V!J^TnCXuQ%+V*0fDw0cqybU`^C(plI`@f2y@jdqNab(s|*e*(@i7IL_Q-ab(h zf`ScdV%a*awK^K1>0qNy<1s4vA06jD)Bu?CB?y~cbKUy*8Yp(FhRJ zmQvh7kwR$JjUi!O32R=882;5Zoz9sHpiLAoe~&&s-ok80ZcMCEnxz&Qn2NrZfFByk zyM$>Ps*~$=yVO5*-8%r9uu%L@f@w_Ajx3F^G3)WAd308af#EVViT$2)haO?Rh|F3n zH9A*gND!|ML83WO(v!$*zGP-nmMU3;Ji4%KTiT1}DZ%A30S3D))!=I2 z8W*w5#c(i1%EqX-W8$drL4Teh#Iny(E2a-~iA>bVJ9D{4Bxo=oOy%c8H8lLZE^JgC zCjEcKaJn+Zpa6O`-9389jgSF42l`Q%+y71;qeCi#yOIx&u3g2(pIJU{vXXv$w2*QW zVhb`V+Wtj8{wW43KKaBzMWf|YrT&7};IPdn)dxnTsx;Ik<4bC~Cf_cp>%M9ozv9*T zL7ZHTtr%eb%62Dwd`61^1C#r?Ms=>>rD}a>!n9!`!Zn=8Uc|Y-y2EfB=@-sKD84kC zN@XDqG%dwNs14~a09W<<==10kD>>nVh3tylwUzV|;y@P%OTmwyidZ2(Umod;uG=8?zNE?_JKC4KX}*4kU-ir16n=w2 zu@RV(K&9v1p3iOCqtTx0O(vE$*Mljhz}1{{fKmLgs7m z_xVH9u=!vH`i9x1?0y|$2Jx|<%wLkH)fjpr4?CRQr zxwYM0G#Q<560ra?0@`_&B~R$Z&InF3>N@Am$2?i)CUL|!5q&*s?(@Z-c8`;(&@CwfQqDd)i~>aRXF`v z9T1tTmy6lG!A;3)gJuysrf53)5kp81`gvIr;LFbbUS2kK0KC{j{V&@##Deawj*1%& zTcN>D_C6mNFwC&e>Jf)@()*7hFr8n zWsO`o0?qsAxQSulIZ?D}h%kyqhPiX=Z3>O2A9{eU~_RJVxeWXZ-;j(C14X zMBgYaz$$e6OAL6mJtc`c(HSv6kzqHuc*JWK}doRNn& zqT37fn?a)s-|+j2%b6W)-(j(P;zUGMX;znoFAbg~Z-ft6U4@MOSq#T*7@w_pc8gh| zZpwO+x&4`m8pv$61CUT&qk{q__zl9Qy(3|*MKY+Eg11d}2YginQa=Xf+mX>01QOi8 zrhVY&L@Pg3wVa0SwJ6x0D8;^DO9+D-X_)gFim&XjdO)dW7kaP(LD#hf6axcFGZI?O z1IbVxUIvwI4jz!zk?0zrYdg$HjJzJ@`ad94;Z6S3C5Anq+NR(wkIU^uaD-91>Cw#h zLAALwClQTvkt$U2!Hoy=+AzP)d_p}Tf8ey*2&1F>u*6#_z^UP~Qu}A$k^y7E!W-VH zD+w&4i>DaONbc)C@hx+;Yw_CkNHdNvpL5MHT8s~66}yd;n_$Y(Bj}V@w7G?99&r}F zmp&N;YH*Tf1T_xkQ62+0R+kdMyg9|&0fj%h7ihX3B0wyKQ~vx$k4%_fuxA*jJo3xy zXc4JgO79it@M%n$8E{$aI8mb~Gu)*PMpknIOGaRWu9OAGye$32o3KE@Hoy>?&h;Q8T#=~CW5r)dGr9xH!ljmi(XF@@b z&;lekq7%eS;ANV+tG1=gvb*piVitNC46;`aKulWVgOG;QY{tZnmXo+buAx@(QVQjn z6v+qP1dAtTLYOWVE2V4c>cdTchmi-<6JAvAb|L#&96ah>iO&GWa4c^lz1o(RSeIL; zSgn*d#MxjDX$&Sv4z01053?GhO)3~5Tf?_6@6;GtbkG24Y(}n`%HK4^rhkb~1wtXj zFJs|VyU%ML{ff2LO=&Ltx_=p|Nng9JP@WKG(tbV`fOjD4kitHCF_~5AYd}a@YC;k= zbF5Y|x>XBC7-i&%^ImUe)nKV^7EI>G&d&bJL&V)rTP%<{cG1EmgPNIbxgY<1*iQ!I z7(RZ`pe`K3(#%JFQ!oWb$#p8gUH5HgloH>4*o16qVx~j5Mn)%8)*a+(U^o=ZD`1I2 zE}8k9dbU)WG0f#L%12;sAf!z}P8o-K-`IayNt=`&{9o77_{ZzKu(_3TUEKlSIR+G70T8ntY{Tz$83BZ1;7Psm2Cq7%vVnbL~>0s zDvA!#46Z|GyoSxk<@ylV?X2A)b^>T>dprlcTGwjJjA7e`zA_DLP54(>W4Q~&t|F}Y zl{y(RlThLSTl#DonT)B+_3S8bLSu=B>;q%sT(ME z|A1?aPvKbH=%+$-v`~Z&FK;*#%cixVkC}tYj)sc7;O&J8hEF4xLV}l771nJ#N?TfT zod&L4v{qV3-kaOMF3@1bB;$f|BLDPma3Q&Gyzj0xVCk)u)-s*FmFWSr5gTozMl&1a zvgQv`Lg9bl4mX%18Cp&@Zz`^DiK+!HXa24_#J+fYL8p=V%#^`P*gOL}$V!+KvcHzs zne&asEp!#`85N54Vi~-b3b?csrqAZ-%#zAme7UZ`HB=i;So8GlbS5@WX)Rzo=|wSK zu)B`Pz*IfX8y8n-2W@Oe zE||ee?9w`mp>!)NLiBli*>b+GXrSW2&Q*3n3}ozb75D#Ti!hHn*79ojCE#KE;*#C$ zii5ai_u>Gtqh&)iSj^W~E;|VqtgDUqDxXM&A7NL`k-wN+xvk{lU@O@on9`Wy@y3T8 z3}fygC@YBkWH7hUQqBsD)%$pJ1;3tEBWeA9+syl4qrn749t-uU=S;xPxAzx+5t80h zdAI>j`0POR4?PsGS7>-u24?G&nw~$9)s6~c^?cd;VXYGg-W9G{N*WHPd%nh7)1=ee zD@_4mTo6pJZgFp*WTN2BcGJs<8uw9CTqJ9mlItDN^nB?$BK=AQA->+XPV75?oA@W> zbTqhIE$VS7ULw~vdY68>#5%xeSr(401pB(IX@bABFxS=qUjTarlc=^t;@eGe* z_>5Fm(BE$ag!#sz))is3?(&&YnT$QE*Lxt~4Jos1$ml@&7%wq6p2aKSzwbc{dXw=wH(<@vC%=hXSH=$1cN0!yr2e6a7!c5Ioc1XNBds}N`*dJoVo2A?ohDi`?I@zrd0=Ed;6x2r?H8!e^j2dU-a zGRGU9T|j-VVhGJ!;P1f@G?qO*hQaUI_dKe>^EVw?h~1whyQZDd0`Cy3`^3=r_P$}X z5Vn14W#p(bz#Y>)KH46{k51kZhC<=R0VcVwe~NgVH}pfQw4!9Dbfzaju_Ok5BPR zuam)WX2#U>m|Q1 zXEtCe-rJefz8Rx(e@W%;A^{BIm!DxC2w>cR)36CClUS{TB=pg3I?TPpUL$P;@pekT zWFX!3c{)%jwx^lv_9}!BipDWMDkeRcw z!(TljymxC$P#j_I)8)!2K?0(t!{6k0gP646+@*0``@;oMoekn8QW}}h<|_n5SMm4e zBGZ2vKokD^EIG9wVo$PaeFvUamXRd&4md^Y9n8tdn6zh8`kW*pN$MPQma*K;7lr7S z*sYOW;m`mVSbQ{B`LJwb<77Yfv{ZxAP zHls^iJC!WbsD>e`3Q-{=yH8rE*&6^nabNG_3H?#mrXHV$RcAJ&CrBt$ zI?hKWxi4wHc)azw#j}hX9S}_Q%Zx>m)29% zKu{qXfb8r=?rT@Q((QGGcb*?LtKb@0vzb$Q4cBM>*few!{#7Xrl*n zlYz%88Yg}P5x8uRRX)ir|G_e*HJK{0wd=6gWU<#xIwkHQkWJ;?{;rYMk&w^OI%RTy z4;NGRWx8cj_BEf;N_HH4vJc5w`&ZFc&^*~3Q3`}++sX)l->SnJU(?#;)n)v3YJo7E zB&NS7ZX2Qj+w;G7Y`c#*0Oh-Ja;aRc9$r+qT&ri6DtpHkAZ0)giRuTLh`=Z;y5_7% zyv$LAm<2&R*bx%O4;ck0>{~>c*WUcsDzKy2-&k(gX^6a!G}_z%p5JV|Csfum%%DoD0!z(l>D#1zO*Z4|J~bOyYh^RkmR3~97DR_x@} zHzI`QyYS*t4nekcuwR@V>FCXJRHR^LLt(u)6p%VVIpy-<=CF`Xe~IRgz}&NDMW4HJ z+GDIRj~GY7#!q59NkHrk{dGM(ps#@x*~&ue+kc}~p^*&FJIIVp&2&5+bY(r()jA(y z{K;sKu&8eA`?~)L{SFS;3m3gsjgs;N|9n|LjA={z$Xtj^i9YZc}?;W@NvwAD;5id#!DmXm+_O{Q%M~njrv8 z(`A2ev?A4jc~pgNJ<5!fftn(cABZZ4NzMn9VstnK>v7-Jrn~4M0L!5yU%2i?MnJs~ zgo8eeTo5j`=lJdaT?}Xm{U4l6JL$u{BTE(`LUqhgrO!3Y-iQ8UfXvZWn*bvL}6{>w0Q;UDN2`_Pey@^2}(UFPg+XwjNFx1xa?r98EbV*vSDsq9?_M`GD5(FL&=Bpcl8wg+%P=qtW81n4QUo+5_PhZ-x`n|;R+jlovr-6lWDoP2 zpf`DTfoT=Zm6VYER5MZMb(CjpsRe+>JN?O|j4RRQ!C#4bh^6aOGbD#q%-Ty0$zaHGy@q-L4bWP=sbH{8fM)1T)F0 zKayPfhL7MHbjd7hzEG(mvkRcz3-lEemn*b5Ri{O@)O6veVqMu8B}_j z^5vHYk%AmEz@a&)los;wMCFM9dkU>1JqRCzW+mWVVnKU>fMYN?oxNXHFq5&6?!D-j zB*P&Fg!do-+bd&{MGD180R?`~{7lBm?aY#P42cg!Awcvfg=FYH;s}f$7WotnYQk0f zQclob^fYLo=jGEHiAoBaHX=uyC)VAgnl}zp^$Lbi?T_PQT3>~BfZqfk7x3P#ZvqE* zC#1cQeQEQePjx_YR-@9@K!5=n3y7Q=qxyRdn|w;M;6ix%~kwKl!ZqU>bqdlM7~EebmD z-bOrwSfaJpr(s^AAuOB0_wdz-Iak7wQ-FpuRP-fjZOl+f5Avp9R%MboLybIE+>v+f z`?hK<<&3T{W|fSW3T(+LZ!09EdQ0Z%q(G}W+m>CtlqZr&naUwnqy$EhBxi}bA!x*P z!=&nSC)t%SSESbm-X$#c3$jfTV{_REJagUfW(u#vLlJ4xgC$+Ry{e+UOYnq8lSil`yhc|P>h!UN4bqDv zT}HDnNP?ViQ9?l0PHIP9ZPN6v{R^m~dm^MpwLXn4uBk_Znj3kSh#y8Ey6JC7yU zn6)a5Fk6!5D(y=QC`sTkfW8KzeY*~nITTp|++2mcFS#Y=UX-shJW>sOrz{jVNa%q5 zlpEpTu2NhCjQ^t0%LZ=uQjSn<=U{?`|FLkiV_-mW-#o2Yvs5aFM0@)g{G(z~40nUJ za-Vq&!~BlBRQ&N1Bu13Y$);P5*9~bDHmaZZ{0O_ui~{#)(N6qyu(i0yw0@lZT`7-3 zan*8%P5xiwAJp|3Z^tOC&(g#4OC74(tbv0nFGTOzEVapmWX9%CKx%_Y{(@M<3nwYb zR95)$fTd@$dJW0cw-aCuV!J%=NBO01h0d78gv5#S^VYOHuL~scl!g>2nHaqj9?euRX}~UCPZvufQW$OWa)pTHd+LT>R($!C9#!DGm3 zLb_bMSdV3teHa&`|Idf?%P0u%$gvS$kYvQk9%Uqef!Q8LTW9O2i5Ov-c_JrxUdrcG z*Q&Zo;poFXB{bJD3qDvckWrhjbXY*R0em7cE}LL(toqAoNYesCo3{dH6@xs(*TGY{(k6tz7i*ASD9RM`vC&nknSnsZm7y~HME{c}MFMz( z8*>n>%3@oE;)uhaZB_<)V&Z{jf4#7DAg~PXfX%ICC^1&B3pEjRnYyV3y_5%34Y7NH zssKp#yms2qSd)sA3^vDPh$r;unurWyNkfnsj zodLZlx5J*_!sFB|2||bBme4W=H^=eNqMnmBdSUOTFO~ZaC}pWzaVE{M8t*p3d2{@l z=9ko6*CT5%c`8xIcZzy=5GyuP09Ry5P6uj#h|w0CPAwTQoT5b0K6of4?YJ#I^dqCv zdl9+&$ZdCjEdZU)97_qb|4TU1x;T@i)BA$fyWzFO!4tUPu(x0pT%ufn#UL)7EcyJe zpofvz5bh7CR(Z5X>G)ZAopSoXI=uLN<^sxnE#9NvY9h>Eox(EhRU^f}Qkw+E zD_vv=H%U4`@#v;0k!vmc@6B5oy7XExY2{KOfdpIQ%++yLPShi(9W4qBRl9DGbQdNf z)H6NXT*W1tiLcX%nJ1sOuR_GQQ#(>Uarm?j3$QYHyJ#r=<$f@{y?mg@)73aIe(P8f zCMyK%x5*Un8Wd}?>~xQDg>PVd%tF%&k!biEjl|>`khK;z!rfArrUXO6pkL%1w(l@lAh| zP&kby$t|WGjaxCp=J8Kb-t>0hVCE4K>WI%m7D0x#AL44B zOKoXG=IC+?Zg#>!gyQBurV4Kqf-+-7o`sw~D22e6LqOAM7Hy|H60Bd#OhJb}WvxVO z2M+9Ej{A)C`R(>QhMSfOv%I~|4?zlBEy$G=rSyJdgJreGGq=*8n7SWKe~VjMjC&4O z9PGB&IP`l~15HY*>js=`u0;&IOB(Jg>z0q9t+2&t`bZ_sr^9K#P1T7Bh(2y!5mAaL z>;T=n+5$@?oF3`*-1^+p(yk(vu-sZnpZD10raN{y8&kW_@sP7whOUwm-+oi|j|gLn zzY)-kw9zO`pvM4Tu8bNiqWTnt!Fg?EW^(bIEu2rqHEo9lL1%gIi$hTIDMULAW5JX1DuGpO(M_alOkQ}YQ`#!(d0=m+M!7^pNedY zf;^K{i$}2U;2I*EEKtPP8uhe`0-i!O&crqOJI;R}qUkepKXg`&d+t`Pgcs#-JEbHP z1d6CCr6yPbAd0s7H#-}Si>!SQ;m#6;-nhiX9VzYUj5DkXG%{`g#Y zu?jC(qvZ^}>2L^-=-#rUOy^)OYVk)+0rrJ9YpiRiY8V90<^lkZhJYO>15VLj`&`>p z!2+43vvf~rvXFPkQ=5Hsg%CHnq<3dZ_B*|^11wI*E8jG72oH3Q*>a*ezN;I{jDx^C zC>0a-H(snz&co0WmT{k93Y+p=R*9yoK@P4b98agoiZOyw8c0*4ON$fzBvwOQ(}l;i z^sR!QH1Ih>-=7X=fu$+AJ7OwbEo-mb5D0Gvg+;6?$Y1&wDn>623i0xN`HwKvRf{=& z;$Um)lNkYzut{yxK<110;t;on zdrZqcf^F+f%D3Lrp}(#;sJ@>{N4x+#p;8DDGRU#~bBx!> z^ZD5IaF!mH;;XR`HmXSUt-f2%G8uH^1*EtQj7}^rk|o^0S!FJT%1Y49(_KD&4O+E` z8UqvU)qI&o1kNiZXG0e<#`0iq%Gauo8Z>;Ylk=RH%}m;uV<4mma@@lPfl`;0pB%dq zI|5H6+lA{b(8L|*y(e76@Nfdr*`v4uc^fF7@9Zfer#3vDs3H=N_}Xe#o*0VJzHBjZZ; zExy{mDx3WQMPM!41FfZva~1ly9JR>HqL^5&KiO^eEiWtJSxQey=`6v(prYJoer@2< zBqBcyP4%_NAY8I2S9ndP6=eCUMNc6WYqU>esApTlEZ1>hcU^;qYj+0^L^2K3@?pl1 zIvjh{xCa12nZzhtt}P~G6b~m#`oy~IxCMYgAG;r*fGF)or>0hNX#Jf^%`K`C@Q5mJ z^}A}YIL+ERNdm-=V-Ec^`;eTauU{S6aH4ASt?3H!AqVBzA%91mTi#kdLaB_^hUw6Z zg0W_Q`)gM9nRSAV+4KDq@NcRf<=M7-A&OtmmuVTc@&_-zrK-|-r*txAfP zLXW|Q?|khq4~D2UdTG=r{O$&*faMp7#bFHWY!e3@@HPA{hQ`Ttwwb%tpKD&(Q9Oa3 z`R{1D5ubLq%gMd4IFMys!6oN-hnJY8Ka`RjHl<xUwH{c@zMkKmp>&c+}J>sn+A%MUV~wy*StIWH16NOZv(oaB1>Ob0&&H z!1*YRvJhzUF_R-FmZPCU@LT_VfWml1Tf`%>e+b%9*L9MxRAV+03oak5eSu|N3}-T} z+$iVi={wgLYsDXhF7y!+Mg#za>f*eE=s?~lAo({+xLDn?J7Zu|BTP@xs{WhHvSFW-2%hZ|UA-T#S}377PHWCsn|Pi< zilMn6@ad%A_!6kM1%9d;BO?_WQ>{&hy0-IJxe&#)}kDbf)c?0nJLgw zJ~=kIwIu^aI5$W1DT!!uoG%TXFKg$#E1#pf7Z#31(7Q7H+EXC?35csd^$|Utl>c*l zOVpMHLIc>aXd$`xBY^3QE*J#~)bU2JS%u7JYMsoj-cFOy-JWekl?kiAE0#9}P;@vf zPSI&e!tg~`P+M65gBUpaUtucl#nw4)taM6XmK}&yG5aN2e-&g|-$@6EbK4b|d1Zxf z=6B$mz&)|RV)+>WS{+btoWAKf2GL70ihLF#imKIm`E4oocX!Fl1b<30--+dz8Mx4E za&n=1*s#XnRGFlIM|Br~*gihKeK~DJL_)1yX0+~Uul_tVEm)v+z2g?JFAFRKGl@!^ z2UcF~qQi=udxazeZI7!dfa!JQ^v48PrTUT31b@1a>K}|Mkjg53*9?*qhcn}k-^c51qBF`4*6j9TNCM*N!FndE_=+4o+ z>zKK-OAl=Y#FPqA)Ng(@@DY0{0-DgyL|t{L%%UpMz2X0eIYhq~RzI8W=55lGG6}Aq zv3B10>XnKj_V3%v!aYh4brm2MkdyAFeykRN$q`j$U&~_0ezX@As;@vMEcV@u26a=( z%g?dmJHGyf^#!&=XT9-Tz07hy3;;qx*>ZxHT(h>`&c>#g?MvoSSo$#%?uRp@_?XBq z6v!yz2L2sVPOC)dpXi{95LQJ@c=&>-08K!$zbdp$-e@2OlA+XaEe#m#iG%6k(H{|w zq%~6^v>9x9a~>4B(7EI)H8;9JV~NTJM%5T52T3=v`8Qo7IiP{#^IIBv6%-a)akRDQ zRO|yZMzDR+nwNAeD9QyE%tjl@fhUIXWRnW{z zL_?a2k77(ga|s`j@4c~+B2hGhOC&SCGbtCbm43fGf|)8v;IE%%19&s9Lt8Gl#J7NS zUlIUY4sd^kbno{qNd&kepNcjZK;(nxaj|Y6O_^tAZuG?m4{rLHz1DI22>6Sp4>Up< zo0jDaeyYg|U!o6{4d;h8OGFJ9@RFGj(r{#T>92^{o_=8H3jMeA!_Na^2Z)&JqW?@k z{xWBeTs|Dk5R?caL9p~vBz9nwvbb&4Gwec2910-7eV$_CrYl`Nj}*=Cf@1tl$lp(F zLT*YIAZdzr)y`Ic@vTlQvqnwFAIj#otpyEv@n@0H6Wz!)AYj|SK})m5Z$f#f>x4Eu zff78;ae7Ib$;11i9u%hNyphky{m8jD2kcEMGRH z4ep%|plLP3gMbW#adrlQgvW7^BnJ8a})ztw4tUo%@D#E65+Py(NicQ_(4TVwu-6ZO&$pf2) zea+s_hjG~LjsI;ZY=nLuA8is+gs`6DaOsAp^Q`$={jmd|5aLI(ehD?Hb8i)M z-$s#=U}?sODU%B5?xBk%k-510Ou#9LQ499d5${vEms#Z4!QhGEA?bsM(+zZrm8d}l zL*)Kr_8%Jl-e30I7xCB>Ly7%)&(Z?H}+j?}VsIh~F z?~TE)L*Ym%Zsa^6vx8js+HW`pGaBDcu!TE|>QB=bK|?sA^w7Dw>*AL1B%-Ylo(RAc}cx3DuWEH942yVpX3E-T@} zG1@BhZ!SG4;har`hJ&#FpC1XIW#HqjH2f9N^-<=gA4SR?nhjte$!V<0%ncqFsg{|X zmK+o+BLx{#e;;Z8ZB_WD)*E_+Ew~_)`X?NhhB<&Q1EL{YL!3tk;epLbIXx1H&#@!IjD@hp2!k# z18FU$WwwwI?436TNEUF&X&k+{8T!J4g2*&m+x=ClzVId!E0=AHF|g??RhRtwPt%Vc z?4aLpcm@h3@wkRbAK^p*?ub2{sQO!GiN-G5;bA>;0qp9y3^F4R%pPK@qjD*VEhT{M zjh=H|SyNxpIXUcP!UEn>#m?hL)rDKh^YhP*40lE{9w?n`f4u(Vr=R{Au1%<`JKKr| z=O6A23KW($sq)VMpr64S@pYKnwq|FE?1e1WpoUx2a&MlV_{|w+@Cw!tE_3l0OY2m=-NKoT5kiEe zgLl>`S|0Gp^Lr>N_qBT~{Dzu0lw^d98b3&iz#;U(Ne_oDF2VnjYPJ`exMbUwAbQE% zI(KNkzI!YS+|&oF37US^E9b{omX#gBhQu4-HJZE!CqCsUj@$#DK6M0(uAVFDUnM*Y zG=-XO#T0!d+)e=?Gtz-&ZC2PA{W(ltc`O%`Yn_;W{Jq~{cS03i-V1xe^Qd#K5$rwW z+OVU;LI;M7EN8iBEZ4rJqWqU7u=F$LZ!LzsmC3}7bJd>(R#Gv^@(W`yrW~8YFD!vPhYZ zfyG;_MeTVkIu6;C^UH9Gt+iS!C<<&=$CPiZi{%TJ^MRvQ>uf`4BeY{K?XXThAO-&+ zsAtNpVtP-Z6w>b)hmidM?zo|?1#nbN>O`cmmUMuN$BX3(Za3nAq=1O;=c&QsR^f`} z(}NyyZ$TZi&O$ZN139GC>`7RfENlHGXa9M(>Y|a~^e>&1x$UqW zq$AJPPQG_@t^|l0$@?R6)w*0aJBM_`xhHKT={&NpKf^_b4il7;;j4dann?$Yn|CT4|Ua;4q^K~^HZp+E~SO^pF&eGwM5b^ z&?6Z}R={VuLjn$%Z>E^UV3%CxwkP^RVn+|w;-4BmA?vCAP(b+FAmNU*7DMM7Tww>c zk7hq+mO)J%mDGQnkZK=BL0P*R7kT4EC%n*^9yr$=pE(ei-d)h34tq!)7n3TK6}lnf z-1L+(f&vE6w#))S-xeVeS;r%w#y2(DDlMqf`~v9qxu_(iZ@xR2-#;N4fF~GUd9Il^ zWxXa)X(x``Gjx&bd_Bng{yF@Dh4cpBuHXiHTZE$l!#Ur@Fz6p65t;i);I9!}{mA2n z#j8(*e3TcvWKUN)}5^I|qM`;q9SY;&!Ln z9+6@#M|*KUk0)?+sOD+RjVt19T{)G3zY z?inQWWct0VsNZ4=<|&%Sl%xXX(H`!ZFj6TJssN@|Akg8Z(pGzwI>wVrJTg0mgSMSG z26quU801Wn+Zs@UDO#UlTO5+&NO!4ll1WiF z!L``vM7heUX8)y3OJb^$c}dLb;iQagKI`2*Aw8yqhc~Nq$3wGWbcaf;F#%IFt z+58n70SPH%5WiZ-2|e4JkLH^iD2C7QcZ%`iq<3LpO3WQ?7-0$&M(}n2UL_W3i>ifI z7mN1w!1osP+^Y2ewN3SXgg3eI**pY-_7EQ9@zc2OxwAm*=nq8rDisbAB-7WP{phK% zF;{YXoy7m`+-TL(j5lRQ+bx8JUc0pXZ`XlA^<3+38{RMb>!GfB*AIm6L8cG7BFM(B zFjOR`nz9kS%wLIw1V7PxcBkl3-+g&2DtCq4j}r4_DKBAbi2l2X^T9+}yXy|w#Vg$=U!Qq<0D4{$vW&kM*@pWsvL(D}qfsmyW5X)$ zK(~ZFSvs?)jUp|Aqw0rwlZXPIf8g3;Y+;zy7Sz95o$pyC-3Lne%~OD?*H%fThw^5A z>cs~7kW5~3+{961C(a|2+$D|$Y#Q(F8SDzZrkWM_q(6gc|+J&~Qgu zw0lH2n4XNj|BC07@4VknQ{?RH{_2WrEq5Qp8cba_q#=zOJ)}Fts7WAmu>VQ?g!UyY z_v6mzB;9ed`HFXZA(`y03%$d)+gU+IM<_`KkJT7fGoWf%9_Sy{>M~*=zBUS>N95Xf zjcVzKA*6^=sPNz`Ywiw@d=I;<+QJtVe)^Q7YMq`=V94~()23&ig)$Y*smEBPrcFsa z7nRL84_0MKHm2lD@Q;gV%_OmvD$tBy7>itWlbd>yr^nf$%LTm7!uP#sEh}7Xx8~JN zNvwr>hlgE9m{$!Kz$AHTysjx7yc?Ll71DPZ%B+0dxvP3MRxj|6_#TPr|K|bpPH?j7 zr90tipMb)_b#1!@R@vST&BbSiTuH9b(9W$FNXjSiECe*oS8Wtqj=RQ`v(nClcg5Gq z+7v3M%8Z~dW459XiY}WLk~A9XZu&ZHVWcA~mP(`mrfjstU&X9gwD%Dq@>gM*1uxwY zx`Nk@7src08*i#N1u27>Hh!s#Jz^XT_vBJ*`k7N_Q&{{PP1p6liG=v)*Lr z_4|Ur1dC*|G`7MnU9vu*7`?GERrO_6mwl3&X>N=NAuxjUhb4~vu&ER9ke0_L=1WXh zyIP)&)1{hmB^~f6kDp{PA)2Z@5mp#K&#X+Db}lvWi;MKK6jtcV4?d z^^{o8aM?iuC-wxO4;l0hY6J+;7kktv+Wwq)dO}bpoh2)=0SvIsw6Y!Fgto#z~n!1xArbZB|^d>b3kaWn(=-jRB^zWA<64n%6Uq z{3e5FO-_c$Pj*79$NX_6MqJl2O?M&$`-7@9923(;S9xhsbL4v!`omks+h8MR{|XaV zsoHuOdr-@UHjT$Q4#oMsI>rpV%e;QN2p<*ve$=%$1lq+EI5ZPrsswstD`!NA1D>T=bQ4AoA?-_mn>kuQ0KcX zFXw6F){K3FjMSerXWNt&A1$x~Az0{;8eW%g&FVifC`D^e?qDC0$}nj@@{&>wvfSF< zM++O|w^t5pPx63khWSw|3aAJ0VFRKw$Y7OsAzC)&L{lfd3;4U9kF!;1{}p*YjE!k8 zR7vRqs!BqzZHwY(3m79N9A@efU$L!}Cw~R9zyNCGHLFTTrT}}65qI=c?_zxBFU>su zl_scp<-|??a@-X=H7a_9qv`#RxwNdKN&Lig81*|G-4I##q+3ALSn8t&n-I;p&M zltJ~#`n5fni!17KcJ37_{PT@mg*v)(amKIiCZAtQrHs@J!|7~T+0?f!Pui5Exy`Iz zmzZqTPc;GQ+E_5T!cR0)LeX<|N7GVDHQK);Nk7u3fMG1o%lkZ192NtWl@BQ9>E~Bf5%mdExw4iCBw7^h~&kT^l9-76%6XU(`2EX_K?hVa6XN(zSyS6u9gGgu{e$Q|o+T>K*?lk=>`AGmk%4-%ddS?9 zYJ9Sg)>8yUCH1oS6jD1P0mp_c_P%HU7L2j;pp%QQ+g?3Ml#%ZsL-o4}piTKpRM-os z6W*>{4qJnnX&F8Ay8e4uLVz#}$N5K>8NE#pITx3L1U-S3R;E~IE#CH z27;2o6$Q<*+@qQ~AAAWrTtpU!!T|&pb2bz#0`43D z)XUU}v(UNGUy^h<(JO@(m7QvcTgC?=)A5bK}{>WXLpJTl!tAF zs;rK+nVV3g(^k`U7P|V!px7F#AkdP;!h~ZlWRs7KB5*W^ZVjYqqtSn6mN;4uD&F&W z*Q~fUUKy#CydRPeMlP#1Q`o;I^x~5q1PpH-`8iD++?YkwXQmJG|qQzcJV{NHM{ zV^!MqRZ8P27tVw<`dU??0TC+=FvG_x>NX&wVY!l66e>qjDioj?V=jElaH;xWw-L7$ z@r)>BC}u6??HM%_50T}N&ppzG`3IC2#8xt$q_E#lqT8lUHgX=T3D+W&6BFSUYK5-5 zhw3;;m2-YaZ`9y13?uBfth6PS)P7`&9L*n+tTMy~2y@OSN`y3%*Ja!OLXP#{z&79z z=FzSsN63}ZM0rBLckvGEp;ZkCiv<1VEb^zL`Sh+u1Tm{yfYAcReGQll^O8J22<0}y zkJ?wL#~Uoo2h~aeW%ks6#SMbj`sfbVSdyInd961hU`X-)7GT>9sEEB zY}s}(UW>nuAEAKJ7?{%bo0E|ZgK~VmvB?f7QwI)d7&=R`kVxk+u;yUFh%XW_r$OXW zqxEi9b`ph*h;4*o32G)*Tq(SC+!NH8O7L621GK!95ds396$9;+-CO{s##a-khlP;k zQuoDFGOl+PIESMSDBkkAoLYQ}kFDydGztDB#rc-9BBoUKLd$q2+)%i_=XeyIS)>Vd zTjybbO4-i07!(MUt>cZ}V~3<3BHF!*s>EWqsUPT_0gbSM5eg$H^7MsA02xYbY}dSN zF+qNGZ_v|0QS$-g0^gTDb8J&Z?icxqqX!clH)amF56fGBl#SkrROrzV92>q)1{W7+ zl6%%ONZ3e~aJ_?mO;Ids#2WcZ=BoPDKXISrV8_%MTy zvBHB_)b|ey5|~t*;=V8YwR%E?{)awc1M}!8aV39aatxJ;8=T0}=w-K9MYWDNMPJE; zvJ5OCP(O=v{^Avq`;0Q>=e6~8K2bkSIv=R;j_X(U4X^UBHk67sv4@{!0Ekf}Zv zSY|!>tCcU5ha6x8rUOU>wxFLA^IXYZ&wU0(Do3H|*my!kN;#7^ig;KN#*WC1XtAki z7Eszms4K?zy6lnG$xwgqDeM*=%)L%cDSkg1sJ7{}Am_KT;DnOL4pPloMZNduoT}Dv zMQvrD)(cTAiIQPOFoY#WQTgb@<+3`yz19swpBPM4Fj>X)K7i`{L+@^&~Da&C5fw&kn#7`}V@5~?*zPb_ zuq3c_kx`<#+eUc4AqTU}@9hMes;cunDpX?ej+chMG*@?by%}SE3m|yX}fPGNdk+@j`3Q% zcQinKOA}l;0}AGE|5}KzkJxs9*n@6J-bQ2LFMOvP#T7k+H?y>J4KtzUOgjvQI`K*s ztQQ;X{PqP^TJ<{&jQA+}#+HSkOARl+p5y~CC#n>Nsim=z_t@HDs8;^!2X4~yh#Cl7 znfY_Oko*aD>GJs_)l!3^K?Z@jv-;K>TjLy$2t0JY5L=#KzY}DL$SI_^=CEro+iAi% zGSqW1uqPSb-!3`1+k5M*1rp)ss%tM8!Hf%Za^mLHPn@g1o(R+)@JKdejNxp#I>@K` zHU_J_2z(NY=S;@X41u-Mw?zd)Wcs{`!coXby;_SK@}x6Y?S>p%ayhr2nyD5rDS=mz zbL`v|x0j#_`Enkd{(8A9OI%(d{obVp&;`$mn**ZzeN0JIKT1fqTZr(`0pHE8YqK)3 zZ9%|_%j4wF>NeIr6jL^`)G$KP9_$<${U$Z#PjiI&3-kA|-?YGLmlK9Pt{zWnlA#oG zOU}^Q53>4ihl^&ka?)0l47xx7Y3Vi)({~ZZL{}Q<=btyBJ`_R^Sp6WER1jDlVNI(6 zmrGb2*Pr!OpIGGL)oaV(9^_Q5L7M85$+#ea*{f#bhI}heoR}bV`bG8^S$2&{#^%39 zQp;?X(S)#F49se|G+2;I{t`5xLdEDxCQB}?ojJ*+7fA!-NZHz;d^l(}u> z&|S~u%52ki*%x9$hqC_T3ClSrWAu;)ln?~XU7F25{EVQI6y z|5A(-D>p~Y$fHkJJ2pUR#j`M7k4e>k)ZAF8!k)-Q0}GL>6Fuz9&QM5IhDxU6*ge4# z=}N8hJedh@bCdTsEoF?Vd$-Ce+GB345SDqZy<|dG*i6o(QeO7U1#KSG)gR*LRM*DN z)iIl;fRyZZ;)*^|eH)!WS0ceC4yRc5GS!dcDW`SHtuAP#7T~gbp<|BOL8jE|&xXFY zCII~7S|#)r+Q^`cx1pr^n5ZNNn+6NO3N`w3(F2^7`@H++@SpymSBC)Hj zw+zxn^e9Nww;b)+w7vsEs<$v+Uoy%*o6d%kbHkz*ib2%&xA>>IME0W`D{QSgqNg)B0)1eJ+fi|Sc+@b&9Dx@9^F7<`TME2=%OoJ679&<{or(6K>7P(w3f zHId>E~1$7J)`-Yv%AO#)#N^H zg)6K#=n(j2E_RHkvcTzuji2Z=0&n0lOF&DYX@bPnRKF}rP>N3B>~)}Srw+&k>crd; zy1C%~b81nV%mGh82}l<^DW%Z5Z?bcQji*@`p?L>rF|N}9M%A(Z0H=OQGv;~afQChy z{@W{<2}Nh18K;IuTM`wDY*OmIv$xlFB^{TsHT)W=e}iA4djAtjUOqsneG&V=`(m?K zVZYlIn!64D*sRsqaDoSInv86xEFgpl4vh2tZ%nwjuf-Gl4In+bblR4GG(qrab3+i# z#9jT^*KO{?XD&rdk?C)mRLhO*!8vV=0EWE679<1160f(5tt`hOE5RUyE)?*9gFAe= z{L7o?b-WU(*>kZ?z)|sqk8ngk_T5^0vm)d6x_-dG+CE!pO^DRsufxI2y97_1dD=P= z2VdwVwrDr}3aOFUB+ZiS;EeneGr;^B3Tpa<_r*=8t?p!+Oad=rPGr#D%4l9dd6;gk_Y$E=t3&V1@Ru_iCnkv zRl0J<8A5o2O7hFp62gmAKu>q9;K-t#SM7=lcLkY{F>kpN_Ff;7&%T^+$F=D&UBAl> zMawb||~<`U@{)Lj`X z4c(3*<9B={iB`f-g(h*XT~@Et0OdRl4wWAUu2-(c>M_u%rM}L>;&?^M9IYsn~rhhk^AVVUzgB}gWG~gDt78v zZ?PL}YtuL4P_Xgz1Gipv(Elro3c87rbe-E8w1}^0F?vF+x(qoGARl}Ew$L?$tp~;G z5T!M$Emrrcjw~zLaK8l1q2I`OT~+-Hbkx~GnbWmAn~?<+UD|g1SZbPR`xLm#l1m__ijLr_>0F{JI^K^bXI`c+i-b?`ZgZ zi%5$X==RX}1~6b$kH$>f%HB?!#Au1;I-~2zJPiVsR8+RsdSv9c4Q}8O7}}Q7GOru2_O$#2j z0QFqMejq0@_X?bM`m@AVb!R$_DoEZkAB3=xNm~;mkhcm$%maf541HVNe<60Ho_7!& zl;RT)4DJfsX52~$U?1tU)@FT^6W8*s#uG821ZuJ3P1@)h_S7k%>MA!(Y~Na-zkQJ( zURP~?ud3`SxC!paBmhEQ;`k7?W;dnJ&S7ko95$oQ)f@g@Q>+XunZg%?*?Cx@s{v_q zTGG@8U$p)?43z9UV~p2U#A7ftxuNwrI>;9xEcCI^UMMKE*+=bw+P&G*FLCC0jA zihXz`Ux=Bgb!yHrWbI-06)|7HIxzL|84$XrRT+Mj{5m5x>>Agy;>MRiJ@B>*>EUKj z$rL-L3v5^S)yG2)sThO}fQumEr|r%o18yt?HTZuc+T0r?bnvAMJQ_=_i4biRUHheTO2Yd;KqW%OO83%Db{C|Ef zjbUPo-+KXGlOy*Ti&NkMkny^j;i;FXV#qYr3r?R z%asblt0f+EJI4xWhY|s=JqW_aD38g|TVx{2BVqWvdFyOwx}e52_T4gVaEbj!dyd@g zQICtZ*s$L!$nVzULPb|?AT}dLKw1s1l*$#@w%sQ&cx=JDY{DG0cP>Qx7=Z?upx8{V zi!OX^vRs@BC=6kCY7awW@DyTpxcP^s4+zLeZdzT=-;Q*^x;a4A9hDp&qeuzo6)@|R zzPU16IV3mb5`1z{yUvJwZIdcAN9uv)=MD2OU4% zNK#@i0`KYA-L9JT-s+Re0Rik&KFAW#cvaF$9WDPGDd`--?de4$N=MekG)A?GqoKz_ z$J`o>%imr&Hmn9gP~{}y>$5F}<%SY|Drp=T9pd$^m(yU-De*iw&Al2J;0COV*$g8|HbHkB6-y8RqJ9trA8A=BRRBA1}o-z zN2Qk&mnH^GXNI0?a`2>_LysahkoKl0Q>L7%<+|2uRl3`=OCcbLT@)b!2B!{Yda-n$KiOToa61f6wvgp9b^6;-iwGeBG$nEAf@+@c-Lef_KrI^P!eLAnBo9T}Tfl+ageOd$$+D(dLFIVf~Innk<4wF_fl#YLIS z&SZo}y;SW`~(epAlGrg;8dbYvl zS^M2=F1K*&%R{*agW?aK{+}~~h6_)5NU>ClYrt@mWs~?w)mUpG=3z1ZX z|5(sAft~0f-XZQWXf4DwDl1sWZpY`VfyjRN)On}5Dk-_(Z(71}MG7;pi4?V?cz~$*3Rv|B$K2Ov4dKIDyGW6Do$Zhip z@WgL|P*NAL^RfJ%xs~Uy5?MH#hZpfauC7Sbx35-B)4+ZJdd|^Yn@QEQcOQjTgc$*ll+Lq_2cvH+1p5vsc{}Ncl`)|`5kEmcsK*7x zP4RtCYX{V~jj6ZbUf5qX(+9a*g-TnmmRH)BT?}F4PREdurt6u_XwJypbIau>@rIlo zQVzSBM`Rf8ea}XJUAhOxeuBb^+mzvPM+!u)fy*f4ZS1A)iONrg-Ib2E)ao~&3za?^ zpxc6{0!x67*I%*UYb@;*f@PGo(Ab%O8_!dO5Fj1%73Nlb-27ISV2zf=+d1ru4PKwb z)#nhDol1M)r4O0<{?iMyidGPwuiV!7HCrjlwa;03Nb$_!sv}FA9r76ctb+N4Z5wVv zw&aj_`20LM9VJ zJos&*qu}$bgCfw{{-I}}&F~)SAM)@A^jQkm-3>`mnZGRV5-v}i|Z&QcRU@E21JZV=cke~{E)$w7!*O7p@k^8@ zsRD^jstjn)Sv?agPWuD^EQ(UKHEL~fPTv0L#gviyHxEn@)j7w@@~7W}tneKa7Wk?J zBbP0mqvyq0VrLG)WYjPdQp5ialk%zn=W!f0A@6YVWvp5wm2F%f<$ueI)t0?I_cQ`; zYqDREG+}yhq%8j{(N)TD$BXedpOI^5YQ18`Y*_wyO zA!Xias{n(VF|cwx`#rB);*W!rrT;k)X!6p5#Vp9?EP{IJaKMWZO@(}5x{&K+nt{unu)Go`COy&n@g}n;F9CDekLnxKviZ3oO3Wl_TO z;Rf}Jum(2cIc`uFjud!HUcE8%+j|+`&EX(D0S9W)&O_=FT)1V=)};m0#pUL37}spx z0VI8`2gzwGi3E<=gcb^P3|7kPy>fu%u4yXuB>_My4TlmiaaN`cY5AE{j6k-kzBdiY30_tzQuh1G2w2<2*Ubyvf&p%X|vCe0Kt^Xo*NtF?2WK8_hpvtooc#X zMlfq1x08Ru#Hoc^pFyi|X67Kk7J1w2u1xuXOeT1L6cG?QK1OZ-BXGvuH}s88R@`+} zj65{UEF%;5h^7{OtfZ3fC1XG&w6}sg{6BzV)1Bn4PksN|QE>J7_C3Z2$Y)zaUO%&b z{DeC-1P04kjG4unxWX!n^bD4F>3N0Bu)Hyp z1sr(69VB%f>~a;UFeE}THw0_{$QGCEAHIO!f6tK6tU%d_^8&8h#}|JxcQ^wzCUxKa z_r(uH=o(ka-jhf26}>it)sN$UGImKjOCz%bynNU2>SxJnIbtE0YYca|iJ@yLMIPHP zVorcQ>%JaW&##NBo4UGQWc+pv`?7jC5#$ptyuKTZ84nBGb$j$0qf-Zd!=r#8{L08D zF~c1^hVXkx3w*;SowEv@*L63>6)mT*NJfFw&)2?|o9xWX-HG)}pi$#JnQQl`E`u$G zg=Y}h>CgrH?aZEa(OxnCoztXMNkg7sRv~Io%mC@m00I@G?-t^ylHsxmm&e9-=Kcd4 zmrsW)CJr-(@E^@wp=L+SD@Z@Vuy4QiUj(8#6=}nFPCZdgco=i_ksl5f&J5^mhqk@n zd+1%MLKKoPsI~Dlmn6}rbvRFtl6^O zuM?>m>`syRDE$Qf*6ropV2^+>y~UOkE-EA9Aqw>FoL@Rw$D z<5dKM^6wpcqiI_n!c;gnq6TzddSq#||i{-Y*4jvKr{ zhwfA$6|Ia2jRo42hR$?*cViz;UkI}u|-pOvST9@xFW>a!t+guS!e zwW3?Vos2~i-EJY^Y16E5&5c?j>;w5co+!R|n($&73iw|_*7FRja~SIpc^)nzdEm@+ zDp&Pv2SVSDCZOdJnOxEH#sp!q9LVSMgc+8K0@!cA3 zz$0VB$?3u`{HnVXGt*QFJ*Yu*n{c3}00b6xV``WPS6!vM&|R;GZ@6cRX8G#W#o@i< z^tcbvKU;R$@h<x?)_Y=7q`D)Uu01K26t5M6c@*=U<{>sNhhM>fh zxm6!dyj-6bEf3F&l<(s;Y1pUB!IU~r0RK&Gp-SHqu?*nwy`BlAmaX!DIqzW#Kj7{W&lbuih1Zlm(D z=*eZoc~?X>(K5g+nu5N$uP!5#=(=Ur4;+|91MgazqW#`03WSquj(M5tvez31P-*RiqWvCKD4ZS2V2_HTpYDX0C0K z`^r|QTK9#BWSi8g7))eC;{^GS19ml3nWcKFDgEP$k{|W`-EIqZ^!(A3WtR+6HpxgD zRnHSVJ@UA!s?9NS`C89#XFNvYHrG1)P26BfnJ=gp@{Re#1&G$|p>vrhhBdT@^6+fa zsoTFgbWPT|4m3}neVv8rofn(SZt5ke3;0m8H#xRt$$-}8&C*$wt|fjmgc_*#a=yJ+ z&x5Wkk;2~=v8lpDH2c?h5qX7%J6a{)h+nKEZ9F3&_^_;QQzS<%ZMlp;5PNQr0Z`?- z38>FGjW|orbH;g+4wJ5)SGy}%)q_{jR?s}3OXTisuW`2N*@IL#q3w}ix25|qZqBm| zw`QL$2YOb!M)|^Hg;G4eEx-SjeQe2m|7mY$0XLb)FK|%+`~|FWmb$1jZM7$`bD*=p z1&SF@w%8C_S(uVpM5qMVIf_5bS0p-SLm@oLD23iF_)=AC? z#HfQ`@w_8Xbn9hkQxPxht>qKg?Y~9^nzH&ax1ChpaekWUjMH3%kzi6kRz0lv+^(s> zyv%hABT30iXC{>xFW^LQZ_-bN^1Nu7tw@~T%G(iIlcc$^?4#ZN3D4=Y5l33E&u4Q{ z{V^IB!XVJ{*CLR+oW1VrOmsbreyvkDL5?@kqO#9WtYwgW**sUl50XTAOp)|tgB@AB z8_llg+x&+QHU1GIEyH7fB0tadz=_W?HcYEZ$B=>$Wm4~|viA9nA7@P@b0H2K|IkUY zli)6E_lx6rNFuaRcXzbe>AcIZlK6xcICu8YLWIXqG_SnZr?mQ+?hPR`3R|{T^x=^z zeV+E%XgAET@$h{gQu{@uz-6vD2c^`+YE8H=xqbT61zZyfRI>MRzLqXDZk0>z8Mu9g zoc9A3!ZHR+5AZtg*0rTBf?riKLX)0VT^zG_VuH(e5L38zNO$aZxoBA(&*8`8UxwK; zj1)N`=Ia@cQxv2NG}3-6+$oR~wSbH&z|kJ;>@BI9|==Ewo z*%7&b!q|D3tRIMn60-qH>#Xc03Z!{HaYAgW+<4c=ID%9axWn2X#Zq$Cy6@b#?cAS; zrr(-2Xx5@O^{Kv>-5QuuVQ6iZ>Tn3nCj@dZ+p&LKwG5_ap00Wx43x_vI!)xgS=tfv zLGTvcswLBw5Jan1uV)*^g%2}a!NQo@5F|2a@}-j`agtDhqOVX6S|zju4ZxHXL<(>s z-tppWQ6fN1;^#C%Q{N=TeqHdG-F42bF)_}-3W-0?BQ1*kn9@)zTbM4)eEg2Jg4!&i z#@Qt1uYk;mRnLeWp>Hw*nzjCf2Hf$E6`%b?8fU5(+r6l+6cQ?-Wk1YE0pR)KAhz2A zUi}(5S5!%?$~3R^eqcMDYNm6hdTlZE4t?+xt1j;pfyLY%9gU%nCv0QwxBNgH$F7NeaZmx}{zeuw1>cyqAIiV|;)JGhgmaJx{F#UBh znbN_r4XOFf@*>RD>ng0+Mla%Y4D(C+aQBeUKTr##vp+E{QclV^LA!JgW^OS0e#-3^ zGElKTIB#BLU9~#+T?&N$0{Xx0#8vDQhp}Cx!tOG`cQ&?@#~eX_+0g>2!97jF7t>O6 z-`LD2T7-@=?ES(Qs34D_oHS+snr-1@isU)v2y0n8pn}1ixqeHDHZamV4@<^BdJCis zIP#FZfA@_V3Iy-{0>t{g_x9v<{{0MA|`GU_WSACIs z?Z@MTQ&NX^87GAv?RzpiQ`Y#g9?SSAFC|5{sH+P0`>?lFukZif&I8ZJ%wVUw zO7Lp*?1=9!X?%?d@_)MWME6FNZKsEDE_@QmQ#wA@kgF^Taly_IrrWpBL50set~I}c z^TkRvo#6lBfN z`utxHz3lmJSntStsU^!PT)^koe!Q!2g_}!fkJJ6?87Jw@Pzj5vDv1Tap=%{_98Go~(U#)I?Mc0%xDYYL%f zfn1^(ql$;x;Sqm?)k8@aV;6`QGfzjb>^6=Y)IwJHN@(tzCVU4oHBfunH$s9l#Cmucr9oJrLXkfAXY~W$ zE0ciQ^1!Z%v^{aKj8$qup8XF?oL;axcoWx`R)Dx2v=b$VP$mylkZ@dDm8-0du9NCY z56JcZxBJ^VeliV=^_$K?NlM`poK7RLBnwspwS&HnQlLnRmFQ23AR}ddk)`rjxV~k| zema{k@JAtqd{0j_20shD|19wgyfX==GWI9+t7RyVH|>xoqUvw3K8DGpGmJ-@sNS~O z9*n@LBk}nq8IX%=ti1|(PON zhGk74P2YWX`O!%>hC_5pb>c`QIQT(taxQyjI1j2mO~VR>`4b%$;bdI<)=$E*9hOeT za8@)h+h?LGLgD7a$Cm-srjTumTW2L(R>6o9W8jQwtGLVxj7G>voAtCGS$!O zZo+q3Z^mc$%Qmj&29_M^0hH2PT4pQJ>=Pi0S?*ZYr<9mpp6qh5#+VYJW<54nOjUE# zBik!}w~pRd;rA8rbPzc3Y*PS#$`qD$RO0J@CGtw*B58)iM>eFPd6{fc4q;>uQf-Qq5j*i?c+fK@nvD2D2L__$X1OL8RH;PFiE=3bXw`s08tfEO^_cLc6 zdX@8}oh+7w2&tIrbj#Rq7297Dbq&b2dVh@Q6&9jK{9_*51AHbwKw@f!j-dY4l!`n0 zFST`{FX2UXFA#gnLi4AWHr%WF5$3t6bCBz%m}EE_=rDUTzw#g%kF#_GzjAPGxi^nO z^{787p4jMvty4L!t}CCVvHTq{I1du*in{t+tVf=o?jPKYqYp$PI#&&Jf0SS%!ubQcC{$+h3UD-qAoL66(K8L(w$}u9sX{#TRLz39QDh z75=*0G^DocBF2^h2aAR{R+{WZtVqo-cK}lfETe-XngJ{aS3ug>1hZ`yI*x~*ga+%}m`Py<$bUU(gTDW8%02n+AoR}0?phT zHMP8N^1>Ewnvy57ws0U`P+gu%12X6Bj5!5imoA!g%Jae!^_LGXPb2%J@u&OzCw*Ia zJ4b7_+N&N>JvtBT%v+_DQ!)6d^D+ogB|;s7kf34G-SZjTgxU`|qlVo)4#FOSnR}?QD#mDzbgN4ah(NBl2*{1SxA9tCe^*Vw!k>$|{HiI8{b< zgJt5=>}(=y{?~{Ls!|emw)3)yz!>eygU-?4S2aHMgg$ zd1HriPn|^|X#zgniv02jbJZ`hT?M$g+-mn(@XI`mujk0ppMS&v#^5>vv&`|{2kAya zs-R$vkz5c0s7I%+sC56WkE{frsMX!z>OE>M=yl{+O1zGBREL}cb`5vEA0xzir)-P^ zTn*>fWMcJDbpzwm+7PF|p_>A?&udku3XH_r7CdqL@!dC~MQJwt%k2Q4MJuyR!jD#W z(3&3lJkC%Mhl1I(zd+Su$~o(vf=bYJ)^ciEKJ+orN!)49- zZ$|D?jmR8@(JkN8AwXXH`1LG*b&gqnh<@MpX~OMlT6jDX{_+n4ZU)1IS_M+_+sHfj zddd=v+w|l+;U?LjXgU+NLJAC+9_eqE!K_Hxm&kU8dJ>;5E8wBA8WE3_Y$u{=!B8LH z++b!G3QWWjj(;Pou`oP3H6&NkJn&!KTG72+cJ}clhr=GPX8BB&R?)XZg?3w1Y0w_4 zhBbDa)taH|47f{jS2x~6#Ai{6NJNpq=yygt-_)^)Rm@jwJU#pSLT`1tQ82Z)$4n(d zKJpyf)cBb{j=>*P7$`>rRDxzv*3YRG@dw7@`ZK6sdc}k+vf6an4{kq_tPX1=?=86JJ z;vG{yg~HbQTnv<3GZvvpG1quz+w?W8p_pfuD!Thkq=N339;F+6y7No78G7$Nl+rpU8@f}nbX0uLmO$vi<@3T|F za!Am|mxxD+Q3EtR;4Q*?y5l<8;0IHG1;I{}E2tCWPI@ckb0G2KccX+}47V`uF%~|T zTJ>{qK(=lDZKXs*nv>4{n$Yc2i++R? z$WMasT0?DCDhXJ~<0i)uA7*?m{sJjZQqu}FEM)m4UEgCC4okN7S_YcC2FrO;TwOqrrUT7j5AQC7zyZelpn9E%%H}RVi9s*X7Se}&w6!Vyl)JHT#<@2$jfa` zng&ny;p^n21w@jTljac=&|TTcf=0F8jn(g)pq#yIAvEUPS@)5--($RJn>;`PcFzbJKn~l|{=i#jhDwb7` zQ!oBWD0X3Z*s!X*`_HHXU+WNzIcfdlxbjoyf1U7Hvd)sgX6T5? z?UV9B%6CAN^9x}dZ?yH*LnHPQE~GS;c#~zyRzK8j9M2R0^lPoDdMbgpb(3~xWVklYiH z!#LSx1T8H%5S8&B;oS4&Mkf@Oh%ljA>WKIek^QKEIYx}hlAMZ0D~XM<*s~t=9Nc7H zj3Odnr^NGET^k+RR|ucC{9YZ20K-*3LtQ)^4s3P*UAgR_xAFXm)+tCS6ZNB!FC9JQ z_*dPq1zUDX?rVYpYq;0@nx8<|T=Kbj78s9ES*9pfDwK(xH}`V%?!a#D_8f zkZ<8ku^}{g!bQ$%-mbg{54IfJeX{4Fd`8r>Je}ufznFL!l_D|$fNT$I|2BYnQ4?Q~ z*ex_VxILVO%Q8eLF=IsLVz=#yeQe zQIIqI>YuC)H7J|jWA<~@WxxDa^_Skxj4-xb?uR_nmJYBI2AN^og}kn0M_nzDno@9y z&(*y%1E5-}Sx~#qyj9xG$;88oIBIV{fxca!!-MuGsf6`?nX?HC!cOU;aO zdlA-kt}Wb<+yCfA|S@y|bfz6#TQ=Q?`97wm-_%7+54W-8&?2AUQ7(xr-*?I}hhy|@%j zf6gZ(m0hyFh=TiXVIIORP&2r{QMJ$j03z@QigSx7Q7&9OyP=WkjzE3GN5G<=R)Pvt zLSxglzPjsO9;V~ey+`TSecxz@{o-fMk28l&l~?Nn?EW~?CM=Ji>5E9?5pXSbd0mkO z6?;_p3bz*rX*}aemuMa*zGMHB zQLz){i|cL3MJMf_)u>r81To>h`4n=hAEY4#F-REkyDCuUzij9j8tOG)0^Z)J>L|z~ z_6JHDO^&3K0_stW@f~gzNQM87-&Xn?d0(lKdpiF=TRMSolnl3>2q;GJ_S(*AGB#ei zKtFRbFh;dw!Cd~5ge};Q!LNxU$Q7ksz26k{m3bqkli&TMqF;oC0LW%s9E-#Z%pu`I zfM^k5%2A@U?%nu*Z@7{gPf%KI<2QXl*dBjhhw;$i+1Bg72$?X(k7% zuMNIS_;<=DfE+Q?$jqhZjXD%Wl!%~xh2Qqg|Ijwew?jQ=a1vd4kv&SVH+fuQnCu&N zdpGl&f*rk#cAPc0oW0ZTX~g24TYp2i^06S%(mA91{oGrKK5*3=`=N9hy{LH+A|4Qd zjxlKZ*7dHE=|pQOcEeBvM)0SwGx=|R{D7!_bD=RtqG>-|>K^b5EMhBmhRDw@nF}ve zk{`L_?m{}t@XI}9MtwgoCB^(m6+H$Zg+nIWllH(kt*%Fc-qO-$Q2ZAEm5NwYm`Wnp zgJs5nS1!s2sYMP~9T|wPy@+?7KHG<6#E;>h+#sZ(J}ekCBNlXB`8IZuero53-D`Q% zh0lO0bu(GRg}4K~N;1lvS%@Jh?_=pzdMT$+{USPp+6x=Q3bev9xXG84?X-8QF3S zTiQ-}V>3+lI9E3EgHh)LiE`A;&Yv( z={+@vQi##-Iuqu5)K@S`@=_JWuYnQ!=)R8XNs+9;#Uksj0AMfb37`=i9@{()VE)sM zA+w5Yo4QRwn%NrKeMgZrlI`~4zW{46{Y8XPldp|xD>oK{&|JidKv0Y%;=?K_REFc6 zACJwdHq?r7A=Y(*R1LWmi!n+v{O6LhcxA?}revnAH;i4IPx%o`nWJxC1mjXWY_g=D zw=8YF+|}jT?(uuC(sv_wP*NeL?}|4Kro}V<^h2oXqNTS}(!sYTt&6bjEWFlGY@ZU7 z?m=03gOd2)|Fzw;@sbUekxLOcAeKj3kN9c0vm6oTe_o)M*^EWjDSh3JQH`55>#E0V zT2FhA(R`oVcWu#uf}k5&k6$&j(kZ4vD$Te;xk~E=+651GJ?hEhV}no*tUsd0s$ir$ z8a%I*93)aoJ&29NmL?cp91Kl1jL@KBXOg3JtAY%|o8)3y+UFj!;F4sJ#(PlveNw-{ zAMR++4bwRKt$0?o8sqA-)3_r0H3k0@nBU_NQo4oF7c-;8et5{N5)d2Lz-DGX#7Ore zUN~0K3GqmnL)swvXq~MN;GZ9x&VVcB94GclI9kAy8xk<`*zSbp=KS*0%xmklUWZWy zeG8i$Q1Py!q#k^VP!X*E3*wPN3os&secRzW{&=YbmD1#Q`oHK5M8q$zyYPA6_ybg3 z1yi}RtHY);)Nk0hQ>)xnZlG8pYH{uoC~eRPC;}Jv8jLc*L(rzM2ye2_4i_kkoetl# z)TWP*a0XJ^PZnqY$5nar6YxWOh-Os?BnK;b*FTlN2pPe9TxtsMYwat3dt<#ZP#EGN<4rUm*m}`C>qrp#!898j+eJbVi*Lnon zme^2PD_>!YMMulfA*`mOSEjHK3m)4-4h?2N{wsyH$w_LfQ)r;!NK z2KFuGbcMNChYv>0zm2cG5mfRXAz}vEJ4Nhm6ictlo#18g)8_(7MR^y~IQ}>`tJ^7x z(QyI8{V%fQDP8BrhfqxMu1=-073Z`yPG&`;K78AHtn!BZA+5(}+BzB6WDIbq8R|d-ZV}Jb(bk2Mm2^3L1o3-hsn6 z-TZ0x{xt{Pc3|wst>j<}m$2KHH>~ee-Td9~vW~pgK=9l=%>)((z^;t+^B?M++Xc$m zUaI_`7)RV89M~#M83D#s1!V>|vC5JS#lQrc(xc=Jh>5=qG8L*jEc=Q)`Er!D;7NDZ zqYCN%ILz_oZLtXFc0kC4tVhSldgKc-#kw^qV?*vX;i^ZM*O3@KAOZ$qOumcBMNb>S zG=N-rUWHNZ1UiQm3S}ib#!FZR{!kbW58798AADg?`tJp7Vtp9%tLhqwhkh@W= z2n8OVctAG6n|X|3I@{`${&EF2wSu1wlnOV31GV#!=C)m!n#&=MkB1L_fXaQ6D~;E$ zFg;@3_oaC8{38ie@~&`l|7ix8bvb+0eirHxcZE_Jkzr(JS!bE*9(3LjUW@AIf6tKU zpumqXy1&7=z6E{okPh%e)5fWw%HNu3FjKDDIkiuC4cbzI3Cm!iIqEgh8}6$CoDu!u zn@mX}|K&~aasRQeS&Q+Xxs~Py!Ku>>>aE}}7J@o;X=nZTFcv5*1TWii77Q59>+?u{ zs$#n51s%xbZDx8e$wGg|dLY2W_3?yYW8qfFzG>M=NjC+mHd%=R-r&WI1|O{4nhWY4 zf?_d*U~;mbGnO!*+t*}Umfz2i_nNh1>rn;3b!MR9e{5g@>o3i!>*lfQ4k5}ZZK=E8 z0P$Jp73w0HZW~rU<=wMV$Ydwxc-?YfWk8kO)O=@efhCHZ{pGk669`>05ia`y?Te2I z5*>Cs$OII)@(7~qyoY|jlFvfc1sm}K>LF!81G+G9_7rlf;Ykmc~L_&?1 zDiLV<&G9W?#`eD(O)(T)B@=6uO!OvGIrm~K@Wk)E zUmm}D$Ij;r`~@apPVaGL<+z1tdFnz#uHyw~rlX%XgYeBv$rr08f1AvrDTCDF9ylg- zQ&6de#{lNyed9bre?Q@j>ff;f z^fpj4?^0d~{w8Gs6n9epMR=GwW}ZcfCk$s9no6J)r1en5(S$5g6_)F{0$bHkFdg zOcB5~>a|mTi&eJXN{})1(Y?R(*z?5zCca%BY$YsGFE~-!c>*2z9*1hL{;JtLIqPE| zPZ`PXg!qG3$W)dAmBJ!~!lYXGYdqb8w=(`+$OJ|WLQP#v_=1W{I_E8X9Ia9J5xA9< zE;xe@{gj1kjtUC)=mObPY)m{vYV655t+* z9-kS*aR|U&GkzJqK8J!#e@D-^&>FQh5H&g;>;$X0pv>H>YwCwg=HOxq{T*mT=u~e| znHipxj*YfVA)n(Av%ry+55!RTmn@SgK_dFrR?e18$ZX>hGq*=oKc@+MCN2N zD785g%|^e_M70+PSQ63%)b5dqqQ{xaZm3nbn&ywBs&url8pITr2R__DE%SZc{_Xk# zUg(X~h*o#>RqpYZ#^l@&GU&Gp2*QL|I}J#a&)p|*P1OFWTRj*)->jE=?VR+G0#0B* z*ISGWoB~j+F+L$lKO#UPrrH}9CTLr@V6?(m=0@0yRdT`N%TAXlK04xr2=FI>KAeB5 zjYvJH9#qY#w4yE0T!u*_y%9vk9=Ue6A=+>4Az(O?1g4v2tOJ`nuZ8+YcHkP7bo8}j zQPb)NmRSz?i$>6lOjy_lLPczkt5_kMD#Wh~A7iV7i7>>)bn`THoL@Fv=9YYQ=(OgS zu^mk-Vhu*p7tfe@?1|AcUIiR-Xt&i}$-m~LWx{kJGot8=#p!f}=8g_dA(*sJ4jY&x z#vnP9;0Jv+!feeT^-JKIjceg4RSc{gq4>wUgoD~0FMVAIC#=z2MA2&*LU<-?4kU=S z9G9zb&tTSJ6$y4=5S-HrW6aNy5Es?g!>3Xe{jfh&?t4c!vms^!^Fk%leIoED`9n{R zBIrAHntFFtfK*5Tl9Bm|MDWswXr{|mMtY@Svp)B~Oe(bEZm_}gP|1_QtFsYByuP)! z;FqiyXO>QGQJ{5;)E~ryWRu0GDh{U&t~&W@j8#Q|lC&{!x;fjlfX=iPZp0E(-?N^0 z&M``r)a^z5rQ~{L@8G&W(dW4zGcE8iVHYxBYy(HpUa${Jni>$dIx-lQ(#fGF0R`;p zgtK*F;FcM(=K7H_lOA1lg=}1q7h-aWCdYeOC&;~liCq-aXnoVbr4OK_h=H8?UlE8PNS@p*{%0E_7JQrmLyB>M7( zmFEg-|HnrWSqhm4OkLt7)g|o(EVrgZCYXQ&Z0e0zWF~t{LnoIb^CbrZQUTSAUNoCy6s%{C)#2~!A1zbInIQ~HN~JL z=bI%>W(zwwwvwnF7)NWJ!9sBcJL3v*jL(~ys!B0WhP0%aMg0GbtJT3mTD=^d01)yM z^wRNVEQ{@7$pig%Hs2kyPmWv3A`a}2R2vIY$r%6LDfkZ*545Znpv^;D3JdXVev;Qs zJl=WdbfU};Izx-!Ag$=cOxk`Vo-r3HS@WnR6_f0u_*uE@SL8PwFsH%wqq>f{ha5uT zRnt6&3P-kd-y5?Q6Pd?v;hpu(@WJoN#Gi!@7ixp^fa<#_ zRarYE{c;p%a1qo5ix%!X-t|*vYB<)erstLXnIecH+rDiZ!H&3cglo-uWji(_v>boA z`kvszRV%rudN-)5BHw1{C=&EKbGQtd?DCHC+=ASql%a9TAd#`>2$a_(au8~E08AAa z2E6VE;LrQ=+b7shfog)1`=C04t%0h%t@>;#yO-b0;}Q3^?+02M+B2E z3QKQG%+mCNzYbAFlS~npCiv8!zTClIFePyzEC0LNh~q5sgF|i`1J%Mlf5T+M03>YI z#rmr7S!H2Trw+6kaP*&xe@S??4@y*g*2vuH84QPO?>I~JOvVd~CqH^>Vjhs3a)4rl z!uSbDk0*r`tdJqOZ0W#0&1alF)zj1TZSQ2H)vq7Y6^D!&kHMOG9~?U!BD9rby7-xF z&m?kRR)YYhTz})s9yjbb%gd6GX2n;=A=dqh(LLbwKRhad0F#AivvNt|8xx|Iv=4{h zkhu=zcc0}NiM)iNF$cxWUr3y*R(&T6`>7T-L`E^)88$P$_|+;Yh0T!>dQi%SoM^PX z%ow?i0fBC3?`{;cV^^SUz77U?D`C`G`14jP1<4s^dc#ty5uEoe*rleL-;8z|=us+) z;8Z#`fg_4l`Uh{<@VG%-9^n@l0(Id!<4xJ6+th1tVen?8|#V3d`Ev1QPJtpO5KU z)VPa)FGYAOHu6@y$`CjdEq#cqm;+NW@30OSJTSET3RQzogn~EdyGO3cdN)pIZ7SW{ z@VER*DXxSeENY+_{GZ)-v%>prl)N@7eXI9H>4mZ)6z8$Zq=Ts>&q#&De+rXyz~fh} zVufZCS8^d1s_F59EYTh7U`F5*t~Sg%=h&=9n+x3&MMvKdr{_8V)^IK;M} z`rWlEN|3#g+Ry$|6L?i)zoFil1P^DT;zlS18IuGrcV!8|O3M2WdrwmTyC6{oZf@H^ z6WZ-=_N9;fiqUbruPHIZ=!jaHOKvK*q; zH!zNj4yu!pJfVst?8WEa^|)YZ50i}Tp@v$J6)U{YBOL@EK*0vJp<-2~dNQR7`QcrK zk7oTJ7c3K?(vP~2KE1zPvIDs_#g{_~1yVLL)MeQ4AU5l5OK`eXWE9@H7REfoe>?)F2FE*-nD&5a`BGnY;*==XB@5Od=+5uVf5_gu|LPz(aDKJ-Ck>og zU5PT!nLN=CjzzyL%PR_|gaV+q7=_zrv6LF~Oyy%0X-t+gmyAfo3HE01YO02ND zrGd49FWpAInz!+2|5~E(q%{v*d9XpbhI2iHilyVyi>0*BLXmBTlkP5^s=pVlBQh(r zVlY77xM}6RdOIU-XNpAuU$lS8qQj$wTiY0&p}c~fufnXzHKSc|9!Xspp*x9)p#3)P z04NDEb}RMrWbq9(Ba0>%~Ixw;#}g-yLdTY;X<2S>kP{o67}ZA zV|O*0&T>Oy>LQp~asRHzi>Y_oGWOP|B>)UT?6d-)4|uzntj>f;w44K%6abh8>H;Ww?-_)!`33^@)MeJ~LF)pV!A<8r8hG)=8~ z_HCB+-E;XDMn;9?*O^4CdJQpmrE>&D<~~0uc^;1$#jH_)t=M zCTRX`AVq#7H|XWLULroQ)2fzkCeNjp-o^j`000!q5H$FGCwSu{Ca8#%!QDnBLU9hf z4Zo;IwY}%NEB^nKWze<`Stw1#a_ag(NEmt}y- zaFwEtA%T0Qx`}NZ%tlw77_R96mZ~SH>cn4tj_p;O2d$TnkE#GMFxWIMg_$y}80LO~ z#X_h2{H>e6VF{Q9*EnFl_%{SY&TW%D_tl3mb17VgAP_nm)uq9-|NmII!?{tnkjE`r z$_(NSmtNha_aV8SS#Qmug%WwfOaBUx}_A4gewl67pvp@c3d zOxv~W;NzV3`V48*@67yF(A1Br98r!8yiFJ*_%l()5w7Dm$Z;izC}>5Fd$09ac;hochI zZb;6JwYJua;&O&cCX-)b>^m3j{jEgn&7#RfqjQ5$|Rb0R|*3FGFS6EwtX+cl*YhyUvbAWC!GdEdaaJ;hIPz)qzX7o+6q<1iRMMse?Z~FEL(cJ*W{` zW5s1-1cHxXQ=^AAa_gA>$79662~Ul1d-b5x2!g{a?m;th>oZ$Jy$IZ*XT(IC5CjH3 z(mCzvc$jFKKPo9r!!4=(5akKTW!n&njJ%T6(KJGDLo_%Ie(joH*yj~yNoCY`CUA3`@V!&r}<@G(Vc7Ji) z8Cft`EnW(i#Ez$YJD#rVf-I9dEbT-#?i)ho5XUd? zZ{fnNc-H`Qcum?D4620S!`~g!!3Per8?%{PEmHWiJDZTjO9Q?`y=4pN;4ZJz_t5t{ z#6=94uE_20{K%B}=2ktn*43*Syau~BnpDM03Gynq`~zn1G9#mQiH89hf8yLsf=M6y zxBWQ*44$VESq1-j1RyHtg%A#gWO8y04gCYRTNIjNcT4G4#Mx`$fiHm*+?8{VvkYd8 zlip`H#|?<&rkP^fpM-J!t7lTk6nRo+lL6?NlhA|^OeI^?Q9xkB6Y+W)hu^VEmU~mi zCI(j=8Z!s26~HB^e_JiE>zf&Ta=z&qy}4vHR;W|4-t#u&OGSaTs7_glA&Kl~YmoCt zb-CH0#ij6<$8w0DfWLiQTN1y&1-?EmvI5gixN33X^-Y^m=%l>6@LOtO>Bv#60$E>& z;cy8$%Hk(noOQI<<(dnp-Q|u1YF2?zOm;_BfiIx<-WH!a<*~>DE!>NKct13*eLM^Q z^J*miz_4X)>kMQtLxLz`&{wyHh*Cc-{IRJ*7HX6d&O)7z>HhAaDOZaeF1LV-+Qhmo z6&}*6R`UnORFM{ZO60-BiP&HIWQu-ozTQ7SJs9>qCu+0P)x#h@UjdP-sdB~ABf5;Rc!{2P)r&}7 z`$16N@rIWIw{3c}a^iR$O?20R#-UHg+==7xuI-Q4hpZMxnE4et3w8q)iBKs{Bh;>l z8ORa;p#2xc2_-3UCV=_L#9$e_jc}}2OQO5WPF}4XGKc|Y6fHq?iCIVrFP#4z{?U`C zh}vgS$`(FDr)e10`8kdWpAk^%dx+nUlV&|0+M8&c8TGy-vN4*@Q%4ew981QM(*uQNzMqjIW_?{gU~)ZYEjLXatiHi-1(^AO1?g~@lpn3KPYpZBnVp0*@$hT}Q5FRD zyK1#pVkRdQw(9$syNSVyoDk=`Ej+r{caD48WO5L9GNOnoG73hTOp!7yqCKY25jZvg z0JO_{PFUQ+eiX%^6>5sXKrkV2l{!OF9x$3${Es<Ys?2!p-^T>Y!2+r(MiPZ!%7)m<9ip6r({$Vn6}Yd8v_z2=Vf_` zy!^5w2}MaE6sb((&H(0QOTt|A=Bfwt@XWNd!@!uEAiekP1fl8Wd|E+mhWC+-_uY2f z7T5}I(xodhh@udH%@G+`00006u<(|+)kz!Y9pcy~f0|tYSxz!Xf{KYz>*6`1-v=TT zjQ-7DJo#hgyCnvM`p%`F&4}#| zC5qU25IM{c70lldH5m7?Pl-&kpJxsH3`WOyOX5zJ+dxh$EQf&(&!mF;JVrP&Q%Q^U z(YDKt`5u5P6OvnMST&O3Q}yj1UuAatN|bb2e_sm8RrBWg6<*Algh<(Uh_C4^Im@lj@9-QK%kGC!6T0sp1na2k!(! zj<|h9C5+RcgU~@_A6FcIs?($zPlexxiK;Qd$oz}VE2X1sVK?dAGk4u+N9ZoCAug`( z58ACKO{}M)XvJ>*w|bD+0$N>XD@vZgX^23VR}jiMbYSTL@X2K*ReMBzPeeV)6?Mnk zQfw$)?aE6 z#*hPS?WYBi_ud*u6c|p12!WKWVXCLX!IQ8{o-3Y;=z0w~a%ABzvA#m_CEJLPfthfv zQbdX5cBAHcpklk+r?%~(lTV1y#KH|tb*4G1f3i#ze0E=wV64N8ol`_ViM*Tgyr>lz z{u+r)rStwgU*Q@0+;?r->n4=cYSMwcWp!W*wob&rwPIUZuN8{0iy-7Ao#S3mY6_kk zf|^YcIvsU@zs7|ug~VH=OT@k@7I>aa+_gozW#^0JQmA4e>MwZp%J?@H3{m17yDUxl z`c6F5aZ7$#qrK}j2n#7ohQv15*=A2zw)@ni(XH>@#|$OGyDH{p@T(OYOS-=S%GCMv za!QLXDU9GmT715EK!|QxgC;pM%{ssM+ws=vrXloWX#*JlpYeY=r?8Ety>=TT^Z;2= zL25>S4{Ok$j!T_$-SAIx|*Kq&f;x?;27N7U8oc8tegp9;5!ar41Rwtve z+i9EPFG9mGkmIk}IlZb6F4gNnSrG@v@4$q5z4*46y?O6IDjGpwdA&iz?y|&4pFtI~ z>GL~lJKL!cb`B&ks^9!TT#dgLaaw3)XTSDt+S0z03h3ep*mtMZAu=LxPCr}i^d9&f zNM`Yc%>D-~xShlSJODgifSTv`;O#yNfc~K?WtPWI;UU5?oW+*?Y(}mpX}Kw$hi`_l z8omngSu@Pz?ts^IdY-~aQ&M=M5G`hK=@44JXh@BNoZgA=x5@JsyUdpa0~Mba1&Von zmm)(xDLCV&e0ofaMEhUQx`Rmr<{q31|wXxRH_2c ze`p^Lmb{XrjpR^~Fpq_Lj+*4|Ey>&r<-T4{etZ7ZKyX zIWJ)RS$ok;w(Spx`V% z9$LKCD9`sBbZ*ECBlFON>^z$LEb?2GNM#1@ze+%|&yaFoHcD#}wjp9tpl(V6OG%%Q zN~ONJR_cvhJe;Ad#7KK+A_L;K4wsA~g|?ZpQJ2J+xj1b z)f5K@#j8m4{!vyrhh^~x-x5Ckkb)RSN41WI8VOMvIM?}cyTXO&6;ns@>UFD|%-aE@ZFS<`1(3S(G*O&xqlomTkG-}JYV`qv3S`dTzm|ok~{$IRVw3_h$K$XSa!|N zxg4}L#zBaI??rGqWodDx`&{pWB6;kgw4!GQiOz=vbps)zTJR?ftq*T^Bpo}f9760C z4?dxSkTS-hq4B-j zv0NrLH=}tflBw6cI!`Qko{RW9)u8zU~|Nc%S(nY`)}$!hN|8lIxnQ3j6n#d zJpQW}7LC1+xOKSN*d^VVEx#d|U4xohDEj7Y6}J)9u_FZ=VGtn}&Cl$@aNz~l)(OQFq{PdaAUgNW!ZFxk(yjESC{`(SMB z=jRX@`oP*C5!=?2&2a7CJsn@H(CU?BV7`u<@xv}6OusTl0r3EAAL>H>0JUoaz_!$a-B`9F!Kvd_3^5NP`Z zYcWo0C9}Y&LV<}cG@~aC++Caf50p@M7Cpd=lapPe)@?j|jr`poq#C?uBJm1QbD|6> z!?Zs}7WXG;6-uFimkQk#B!9Z%G^g%E9Bg-&D`V$5k@}Y=sAJ0TXA+(mO+dGuPmwni zuzKcw+unylJh?$>AFL{_aepyojLkgV7Xyk)GMv_q5f5OWkk~1m{ zmE4N%JV-WD(~+qJoDL^_=z=p}oiizBiM(aYG^BCvJ|;Orcm&m&7brmu4rR-&&i4ar z<6R-K7!#7>(o_5A{OMsd=BJuJN5KKEA&n%OTdN!S!NRP7003uG#hR5tir{+sZ_{d} zR+<3eOQ<;*KmI3AIx0zn=5G#gfB_*;QXk>31OrNP?>EC7w>s<8#?vTue5tZjrgd5-l&m};; zYq}4!gsn|cM74&P`pvzTnppq!QPSdX#=DucT_HB7uu5Z1cf(ifDxZ6B zO&1!Lh&1cShgS3(#siZcO&`ES&yb`a?O>PJVi#wi%*&wlQxIz?tc{ZK(9o-xI?EFI zhP0D26Qp-`gP&g}E^f%Bu%81ae%W}(?K@$}OqOVZh|$d+)of+KEYxheF5+0Tsp}lW z94LN7iU2w>R-wif`#~g{ba+q!4uvX&IJrTETpx1!b&SF~rRJSajX6NBepP1570gwh zMjPTHr?I>31q;Z~Qjt(r*c0QQsRz7rEEi4HqDPW_Y}sUv9%tV6D5#y4-Y75CHM#L$ zz}4_zQ<0*dHoX>VZ|%K_6;N;LHUjMPv4q0U0eQ^0S1SlL8{{y;&*oAHC{)m9WNNh< zZS8<~I8kInc)zbPx=V`Qx=94dB3?146DwHd9}?s{C+AxZx}$KPN3!_-DDCT8KPgqG zVh%qLVhC(i9@8=lsHTxKKA5BA{p&2v$nOLHMuICjfITw3ZuXcueN4n=n{gk>uu)c` zSKeLSK4zpS9K3d%o&B>FOt28q#Ot9u*|!Sz06Jw)X%11+_-zR?ylQLX~p%Hf$d z!OLHvG2|##d4ROq=?Z4*d62;)&I`A9hbf?o@jwCWY^<1g+quRl>cqaRwK*zMI%|OI zI;tr-IN~{ky~}xr=(*=vQ`xYrabV)g2D~3Xhl5#)9ckhFj2;pv@;E;aoD8altw>P2 zrAX~>RT8HEeE5AtiMNLSiII2SJzPVgHCM&bviQ@q{~4ERlN-F@q_4d=F8^ayiu4s~>n!As zUM{uW?N>b6Ap`ce%0=t_U1|qU#W%a_3l}`8H*swQKW<`elM>?cfD%rgjdvL;o@8k> zM6=Tc=hJSs+WVuk+TcNgk#?Z5-D_1?jTHzHHL@vQDJBW+6sQZv9; zvLdEBXvKr^4lK~I<7&g?W|Mm0G5`Q*SrzY&rC0!4flzh8Kew1=uXbWXYP5&jMYl&e@=vz^F%X}q9{8vZV02L(3RN1f8m?(Q>awaR_08aT<8JCC9mD=d_rOF z66T6BlWueCRsLH_NK|S+2k~YoY|@HiI-=jE zjl1A%rK3h?f`6-Yr!IXyVVdzh99VjsL(pWmBT4HdqtLDtU9lRn=x##Ze@%t~s%pCr z9%F$7dx9ykwT9H21cC~z)d=bb+wAml?$K}yi_01)aAR*RW6&tV+*-*K(OOi4kEFLW zj=TWpMyU3Bqqc&9RYv3%$0-K%&G1`Db@@c|e>*}AAPW%NnxXEp&YYD1(!0U%mFf=e@!sFru4Ej|oe0|ho> zg0XFv`}L9}CkPOYKNJESz(-ChiC3;_UE(5ld)Z*&M~7wT>9i@u++I_|C;4p2f&Jqd zEOP8EC!>Y=9#e;s%_DJLXw{ivHc!Xmss7D? zP$UV?`ln1Zo_NZFQ#{DkOp*OeE=5Hu=!^d0eB6=;=^G4Vi&;TlAWp0A$Or9r8a?tM zgv+HWWHkjm;o)?J?<9hTY8DPxzmgbFw^^l(_-H`aLEZA67Y+;smglU~y0w|ZpA;8n z+@K<>GyZZ3cFF7c+3#*5;(MVjVa5%3rMeO1m7U3fTo;WYXEJj?h*8z-)3tr$>zs^Z z!ASMROuezjVyyK@037$`r1^4$@_NulUs31Z*ag{Q>-&)3(JFja?X7VcgarQ%EHF{PE4R+~IH12bT8#U<1l?=Ijo9iD6S&O~ zT>K@y=wYeite0yWx@61N5Sa2WKz=B>^DZN+N3dz5dcSCTQX;4{nLR!)Tqg6*I6D)c4oNEv9!B`T(u#K7C-4B6BL18)I{gj0{BETca=8Upo17zcTv|Q4#r?K4V!QVkg2Kbc<;l^ z%55p%7v1(Pn2Bo4XI6p$0#v*%*#+)|_s9vxB?P$VV6FBVfg|^XQ8HoBqIaRm~N^R8qBHt6j3Gvty_%U6% zjmlm)VYl(&tc%_syvSGY_o~v=tj363~RA`XD>Y*roxUo#U z6%I$OP2Zv;N-98$v$hNMDXLoM!}T*yJ`@JTg!C8xAp%3)1HTJ3j;9#jeimM4toRQY zf*{dIrwgn?m*Js&UCO4h0R)`-o(WaL3QXjk&Mp7z#%cT}uO_o+b{naQaN#+$)`Al@vhAbvgQxo8fa*D}s2uKlF7~ zR3lL`pNeWZ0=@utrY;gr>lv?FGZKT1Rd_|T(RG`+`hlDSBrWUd{{{L|kR3^s6p|u_ zFS#<^1MCW~=oc$o{?fTqbRN}I#7xzKsT9s_BPaP92R!P3GU{ZsmB|u%1nY&sV+kU2 zSsDEcsBy-8x9FiV^Q83r_z3KdRC#z^Y3WYEa{4DXbpm-h7TR*p&y$l0ZAqGtfx6jK zMuK^MNs~hPvBChST9@I}MKc&)e%idnWt?eHrS84$cW{#oRC*uUR zFouOPOPCQeWR{oe5by8uKy!_%w-jwyGHy6FhU?!S`2!$PblNuj`C2{k5rHFmPlr|{ z@@HUNsOv{KwHeGjoex`$a(uQm= zVvLwp>{fk`J!WwdvJF(UMW(=-Qzz9|+;7_kRlB3*XG`B)92t~$C@5avhc9D}=ET(; zU(z)T9EB~HtE-17<_f-x-wqWwfWco~HmYqf{5Ae?Vkp^+9a!*_&L? z=yPP+v5vylAfBD@vy0>^CIf3b@nsk1V3Z{!dx9c2IQiV`5ClUokut~J;ss3 zVQKU*7z{;J)8c<4AQ(z*`&7Vy_uur<()Pgi{GHa%4MTfsFhnYagV{>cla|CMuBXW? zc8-1hfA+Fps_5!HIIz=WJEeb(Y2~7%SrNE)DOg}cH?Bq-m?E&VQZ|=KSu*q%n14aF z?oy7-74AtlVe9Gp&-?*L9t^!q)s>VfmA%Q!i3X?;tfy@-HMKk3X*V zE)d7h3pl)|#`oC=BSrjmo3H22%gaOkxQdwnkqEkqx1h&|9i7isxNI<82@v9`>EUkm zsASHwh$cCU_Xo@%ghA@Z!PA$Q5_m%p^Trn8&HC1Nd`LR^(+4~^U8=C;$z2AP)&y#O zThTka?9R)A{EPVhz{mgq001^{Xd0mJsWDmU3NO&o9J2+Wc%ml{tf6BRV2+_@%|K-y zZYcm*fcQn2Nk(5%grXJE=sw26pz#Z8PaAv6t3YjDEq^XWi}uY}0>mk9jSU?rN8D(c z-K?ogKLgULH=?qL?B0tIyqJ3v4G{D=|N2ms^yh~5is*x$s?_6aId z^LYGO4cJG`@;~PP+@x2JO#zDcS|{~#6bv{}Z=6Ub1?ymOtDTfHkpf+}V{?)`*YW|% z_4<=Nz$ExCho*^LK$P=#vr;$BbS;8=er&~DF~tq+=qz1MjAx4lZ|8FVvnS~Tt3dzR zD`eURCa%DLwEl8@ahqrgHo#*mx=pSCm-%YWsl zkid;-G3#LhqV3?_Qg)aoH=-STg@b0b7V1>jo$%ETPbMweYjMu$pvwH)y^6#zS&>GQ zw?c;k{4Mpitf0O&_9KS*qBl-CD44UUS{$OFAR%XyK!b~+JzHNq?ahvG44oay=i;HH zWDDfMcDnZs{_Bb2+;8K z`2*1xnHVl5kCQZ^pKc~H6VRi@O`uN&bZ#3e@YMVsnmGv0(?4>uZ&$7;yRf&mz~Oae zn=M^(7B>^-ZM!iCpBE7;vL9FikWpwOtrFAMMW%GNz$6Pa3dO64TaDd59vUQ!kI$Yg ziQy}2LPyte-mC7#sN=`xh} zpykAua4I8ibe>B}z^ch7W*&Nmp}!dO6CuOYafEL3J0((Fd7gHy-71EtxF*w0g|*aD zy+Vmpg&(g>v<5v>&mLxWlcLSB*h>@7noJGDUao}RT&rNG>&Ww$q`uvC-&JXSUwwdO z+Us|TDTQzTYFJRf=A7>5lr@Js>`M2v-S=apzb|F^JLWE)xgRG!==zj`$FMIL2TVms z0BF1AA`bzG)83QTW-Gs8B1VZC435N8eg$$6=9!XN@EN1V-F-zU-V|~yFH;1;(Vkix z{80k+d)uZ~OXpX7*=>R3V!^PK)?dbWCn^ig$=NMl{zx13e^KPgH=&Yx6XW zJ$s)$(v3xt$WEewPWAIm@}5$2*MjYuS};2S2$rPBP?nu=)q}(a{ge$1M&0?@-(?4HPQ={{h2E*7B_9Ui#0a0W2EClgpDno+YRuj`r?=3s-!p1 zZjKMl$2UfJi!dq~7zHX?Y+mZw*oCU{n2;@D3DIJt98=pLu9@t~Cs3#-M!F&cR9*l_ znyAF&Rk<3$FvBO_P9z~mJcfAI{uzhL)90S%=MB)Mc;qyHe}b|9I?_2yMSB$b^OOD) zua^Mod7w_7_L!3xG@^j82%FQiP$olFOJXN=5YQ=43NY^*t%uvr9%4pCixtO&8qMm_ zmjza+@I_b#9vX7j7=~2s1e<*_+trI%$)$v#nc&MIDdyAI2LA61=6E8nITvW3^>cs4g+sAFwyhp#}|qR1?e~m(m&FSBN)30STAZ z!03E;EuaH57utMLJu*)SqdDKRT9>Po%GCR($+#`#&Q)a42sPyqm{rn*aU_>%dg-kO z5?bg0*!$VE!fz4h(;9IZ^0oZzhpOF=W>E-~c^SdW`gSAS7+b1!ioWRfcDLRhFK#Ji zrN|dFIhi`rtI^UWT0%{&o2C(c zHtWJ)a)TO2tALgwi@0&RjeA(#v>~7F&s{dROA0_cN2r?lwR>8zdj}GcA+Ke&kKEeQc363+PK!V?1iXPAVJoQuqT0kZ z5qG|xilP8Ck-`8fYl^;Y23R0&^=myz6u$NgY=U!YOGRtP^1<%t-8Lk|DXfLhldRTxa$5VW|CJrS;6x5tG0ipH(3-b;SoS;eS{ zKBIa*m!YRMd7G#cS353+p2GtplW@dic5tOV+_C?@`Ut6{WqRCVP$A@>z;DK_f+c;J zP6;?tom4_4x6E-i)vPiKEDh|dNyYK181Bn@U8Z)oN2NqJgao+#?qIqt8M!*5b~_5G zG(1{B`V#k3WYo1N=i%7&OF!<>O|6^>RD$<#;n3nypTJTUfcE8JB&qBOk{SQ_Kw?3Y@Q1d z2bq?hN-ja>7x=3QA&eZ(m9_hMejj^KUw?z|JY-W#+a(IOQ+A#& zL^nFvg#b>Furm%|(#XVsuL0DRFi;x_i=zKfs5pdVIXFTUH6OZ75)Wxf{(D^C#%`aW zzxbCA2XEM6z|V{l-0;QVi$Diw^nn>lur2Q5R`a3cgKOp)W-VA9m|d*2Vr&GhBB!dy z&RfUyDV2s>UK@9Gcwq4>iU?n=JS%I>Y?v#~W_->8o(;dfpC!fYY#L!jdWQbkAQH^m zpB`EXMcFO!*Jy%AMW2xc_R)UZ^2k!(7lG&}Y1#c#b9&$L96*5vj2rE?l@-&2OpY|5 z=t%+m!xL`Y95GxVcDm*j+r6+q2@tYSpNruM>)>Fr+o9!RlgL7c0 zMVC>hs6a)2Xj{Io@iCCnBa+D4+fCk0Hr&meXKmkWd-hX<_*(0H(j~Ui@Q8=y0I$5T zSp12t_@SDQNlyz24pibZ3`nu*JYZ2nnri9mNHj}kuJt2my7^m3vFrZDe&KYfTBZnb z*PGYcsN0m=)5ZvJeza7KZVEoCTF9nviB}StbV0gFuWaQ5aHTqXfmE+Ax-j!>xjXe$ zXVYpnmr`l(gzXnHzE^>%zuu3OEN9_3vgLMtd5bJlxH=dhsn`?|?<-|~>lT+*g+@>u zkv%p^vG8r}lwoG>u`no!7fRM#kkveCYOWS1_%)ug;I5=R)dYX{vxL@~ZxWype0nxN z!$`xZsKKY8={4p@bg+{%{*4V%Z*pfLA6w$MIaR~!*u^_PDbL1{4C--aV)FL8uXKpo zA0jXJ_iAg&1c+;C7;G2q&`7y5IHsY-s`5f zc*x=~_&5LoF*ZIX2Y-MQ`l~+^XF@`tC{&>Q(8o?DOnIpdEIFc@S$r4w(86v&(yQcROmViNmZ!>j1#HqO``XC^=o+*8O@Au$F zl?*aKP#sirJhgCRm|9*zM_Iwse^a3O;nqi#OL!uqqdy}NU6M06g3i6KtuZZDCkC4Xbm-i z8e#dd;*n(qzR_)wjwXK)-;Lv8+%@obe$;xnv+Dci5FG;ms!TkU0u!bE@p+?pooaj` zSiCRMD?U)l$Rb@if6eG0fZEWl=!D0;rVbD31It&d z{F;YieZu0U8t1^(7wID0J6V^X`YAnfYT~#6yueQkaLiUv$lP2&8GkrM6aX+c-J(pW z3|{jDN5MmI&ui3cu6MlBnXxqkN~=}d=#GJfmhU29@$G;=O~CR9?l?8Hya7|mKT37< zv;*=KFtM*+Fb@d}%+1ZjT9k{gwZ1cJFyZ{-Nuh;z*an&jCaX&}`#OO9RxRnvGs!_L zU|_3U$#DJ`nAqJGEq<)G^Vz9x&*yd}i&+Z4JJ;g5 z*)(Ir1>&U42I|ZG(8!{DgPHhhRth{f#}Z9w0X}1gZS_@d3ibixz$A>@pVlX}h!LV~ zj$LkTx1p}L#s7etywO`Y3Ik*$hsC10!zScKU*g@jarL_>Rm1>Ua$6_>01fBOoq$kI zxTum}$^!DgghJNYntpAVps2i!y4SZP=AA396z)SG`0D;(x{39eTR=Rii;v(lvLj*xKjq)i(@? zi`ozEy>rRlgUgUb9=j0qK}azVzvcUE(*Q|#{oS6JlG_=N^<09dKh@1O=Y@|e5)={z z;(!^bT`Z^0ioXLo^HY;o!l;-buvLdL?H+%{VhrcA^4Mh1++8Xik$AQ`tf9|2_e13$ zwxvjm;ly+zXtG5=Z{2R0%C)~*Sq1xbWe0QzLH@rpxKkNI6GwJElTjiNqd4$T?i1_D z@6OP+?_dik04O)?^2S%;wy08`)xL_k+zh>T5d8*~(PN3rIVCY!4a{uwJvY0`o)!uB zXou+&v_*#y`No7~dWL7<&D2uMzKYS*USlDygM@~kElGO7nscl#nTm!~-G%uuc*GmE z01n{q5_kLf0u0bOck08jCjpwvLq;4=8g>5S$p=MAK+BzL@as2zxr;{{o>Eyv_sjP4 zlTD=xM>9f~L^^)rH*J5^#K~a9%jLf`n=pUWtu{Fo%>bqzr-=t4248t4@q_QgtHgcS zvW3?SjuNENM23OO)Hz?0UemIrouagr4v~L5g4%h4Lwj`!K@_a*7+{@wEj+-n?&){=XM~d^}=p# z-CJKP`R{2x-a-;sJQEHa=H~|haGUnwC(T$c_H_x_{Ui_OjdmCrdD92?`}0qrS!2MZ zd~-RMBuWVv(YY=GP zEd$NYtK!yGysI)EdejDIVXY1SlhghEeomlspov?5!r_RJd~>)% zvBv(V#5ph8<|G#ER~Gilpq%WeAa_`MggDFr6=*+98YpRSPT1msepw>;{Ul!c_soWc z!?%tf2sRb5CTC>C=aMoTd$D*LL!v`jEl-?iT;Hk+Ki(&}q4eQnjYUi!Z{>gJRq9FA zzKZL$JNSb1h_nI(g2Pu2_0wok3#IgWdE%KiW%)m|-Q=DcA~eIS&=97RpILi1Y&1A4 zFBNY@+QF19`q@3FzF~LFpZ!RGfZ<#0E1oF|t_rk`9qO9;QXDiSzmSi;vN#gg4l{w* zNX$Puk&C?ZLpA}+0vT~Rp7df19R5;8n16N`a&e*GQ;@B8x#$i^7;=ZHP{U6>DFFf3 z>QjtSX*2G6o7rct>PzZ6N!m56Yf}#X*(K{HU+3Hg( zxH>#VQ`98iG0vuUAa+zt5gbk=GVW|64aY?eZQ}9TFj2%YwK`0dB~UF^FUA*28Nex~ zN?JO)`PtE3XJ!Edzwv|ru5Ooh_E&yZPs;p{f%?2baRf>i_^$Nm7mS%~+Gg8eDA&+P z4X1rSC6b}{S(UnNV2W^c{}2|hO8tarhMs*=IGU!D|18T9?v$vClGe8?DpHEP%|}rm z8_(c?Q*9tv2Pa<90raW1NhI4V!L?hYTSmo{wy{&@zx;p27fa({H3045dA!D%y?X+3 zGWA}XrdVXOg2T!U^>4_z*R_o+)GDARyG|Hkt7o)W@k#rU^()Lrx3XvuEr{8>B|+{a zU$I@$I3}gG7e1s2ty}0~!Kep{8~2B19;v>;!Cq0?u!XFy*m2bS3SCxW7q1T$XbEuO z5P2xC!y{F$)zQuxE2{Q?z}@OlPV zk+=!TePmd5gdj>bm+k(4Xz2)nVfXcRChZIpliHu_?;8H}P5uIL{&zto*1dW&U^c2x zqNh2-M1S1>8A`6b02DH{-Gg4*Kl5+c(i&UkeSCx2o@tr6WVG#}MaegY#7izH1gSO; zuU4lP8|5g|&9vzK;ANG`LSqZ69n%QC_6)q|2!y3a;_;j2oa)Y1*hx=Q!ARJ3c^@-~ zo?9E4e+Xx6@VHfLap)>^#3n~dD{^@n8r{rVCz~sSF}Wp-i-Qh2pLu zSGxx|(Mf$gt)6wJ36R+}zB{TQ1#ykTxjg+6o@7KEzug)ChNMC*lfdSI*Ho)g<542g zoGgsbgKD);@%_smIjlcHzbh;?vYsM({(kviEhAz_RY9?hwa(h=&$o&{se%FqWklFY z>G$?z@4D>XYv~&`c@88wa=z*H?=iFWJV=<;su&@nvDSBw*r{=bgq<=5jIooDt=E#> z4B%RZ8**eeM~^$DMuzaHr|>91#)Yv)#Azp~(zU~3TQ#`gBCXH>pE2Ie@y?7^kgNXu zcb!>94cfwV>(Z!23Y)ks-S0J0vSBFy$wLL{N2^YV7Ccz*uPAdt6d%i#tIjU^jC!6- z4u(OuvXF;;-(E`aynp`oy=D$_rfZ|pxl9@@$(MI;s^EiJI&DEV4CWPF4Zk60?y5XLwnAH>!0mc9(l^ z;8@L>ngx_Nq=0*l7a2AFS`A2!+#9#WnR$mp2B)TVz{8wBfh<(oRSttGw6OnVPN=h) zy_72ixzt2C%Ga+`i_a&D_V6l=#tS6-?5sOC&-Hg)V*(No(+Bvifi6m!9 z#$>19aSXh6)R?y$3hnlvuNcMX|2h*oQzCrHpPdFH3p=}a3Sz|0-<4g^n;6-CYv04M zRVQEsoTU{_l;K@`X4W`qb(y!DEUz#3UZDh1qauf-f+l(oT_IuNBoY*n>Z^MmndPH| zO<~bouQ$%vEIpLPD6!_&sU^ZQ3yK-^QrTTNplMUj=YPRhlqEN+YFY&sSEm zNw-W1kN=6$YlncHO-}i1l9-#JyFR5)Q0ecfnKO;P{#Ifozk>{fWuzf_U_Tj-Hw45 zH}l``5kE41=g7n%QLE_|kuo64isIe$eIUv8)_qgduxZOQMwyxWG5%6R?_CMqto&0; z6{~n@&A0by_BGlXgIcmvz$`(tmBFYF0QUHsW-=n04FwFf9ru^@;lOoTu((D8hRFJm zv4($nA`DAwLwb&?gdp@tLR)FH^kS!9A9Cz==B%}?YM9`I5c$~pH0x_ZP4pLBw;aQ+ ziZkfBBbHbtjwc8|97k!HKoady z>}3DBWOMqFElM2HdafT3>=bj8l@v55@DZLxZ+&rs6U^Y7{C<}nwtF~R11|LCW5oH{ z{(;#|uI3Py|lz68!1$_5U9LVSVQAjDp6!8 zcNqh&j7D0Lm5W!wcoD$H*R_3xQ7I;Sc#H_-#W{Obz0}k=z;{MqoLNW5)2pr0l4(G1 zNG~5Vmb;>)>AO?-v`DEaY0yI3?$0T|Y_f&<*=Qb(tA)BJC}tK-y@RxW*jf!9f7~eh z7PojlDWYr6Zs+Z6XSvvTtq&1|$&i>;4nxUdnx=cWO(kg44K|QvOn30tw$RY{fhBx_ z%yJH4DwYvlBxQcDpFKHYt4b=E&gBYTjZ>CmP^Kc)Q)mtWsw_)ong2zkzL0gv-*h!n z1(jB{qHTf%?qKfKu;r^EQq?L)A?u%hZEFxKEhPltGwaML3cx2&nxdZ09(=G|=Hzs| zMlFhx4E(D=>JrR?VGrzJh^qZS*SCRH1n=g->X5pL;UhY)G^i2k+|iN2^#KHpmXkvh zo*hqrW7i#N2aFb`{!^ZUD%v+#XPl!? zTMv)bI6Z`s%1TZ>R3dz*Lg1-f5g*UO1`q6CX(!}j-|8D-Ep(zwv2eqfm=#b_ng?$_ zPCB%>|B8nSEIz^OA+b-M8a}J@gk{&r{2&_?sQ3@>?I$UXVxa2bOiwq3dvXhDa&e6~ zPxIjS^Ht(((G7C2FX0%oIWf44PsATVRFsrw`#l~A+wE|PWhyht#kt|^xoZz35qoIW zx#Ypi6rXf`Kyt_-zIc*M$N4BLFRQA<4Vxhdqf?zvh6|fVy?LW&Iy_h_|S(s$2>-d}ETXp8Rb!3Lwg6n*+VY&}DSu6Xy zo^{aBqMYLa)R6IvCmbcvheRTxoet(p8p{pwas9{^d)B87IzvXIp@ zBrXpOhn7c0(hlaabnCVgbr%HI@xjZr6E)vjuCu%R*X*x|e)(AU2<>CgX-e^(kkJus z@X3ze`O>4t#b*8L4K=Is5XvCWFbW9e7n?s3h;iz8xj$TTVL zpbo%*fb>lw)sxe5R(G>4(f2ESc>+)AdrY>`!sbUE-=zbLe<*R|9!gRk9B#(XHv@u@ z-7t9vVF8)Z*`5I`bH-@?es&O*5=UtZUgIfH$Sm<8jn+8;bZF&X4~@qi zB`443l+AY5c9FYM!{^C_mxBF!>hK*SWR;ka#Hle&Z}I7{AVYHDG2|m+$Vi?Xt!UpO zM7>?^web7V7ojI#UEK4{%HiQQ0aI?N&rD4Br%O?zKttMT6KpL?0PfB~bh&)TCZgpl zorBw#6^Bjoxt>|@C(3Tv=VUFDPRw1b(PwPIL6>hFk1#U%sr){JQ7!BPxT2 zr4qF^VdH|Ud?WAt8^ii9!Vh0LfBb?uC!mcwhC4nK)q5e(L1wA}g?BegtO@3NURti< z+z|N1B$dtGVL)O|C8I-m{WEt0H+Nc!ss2;bKZ?R9#{|z;1h%Zz5neyBfB$0vSj~vb z<$dMz_tNN;?(JoZY=N^Xs%JR9kC;R%z)NSP+qxUG)>yjYIW)p4ZRrH^XlfTo=R5eu zKJ@C%@M0$Da0wfH<767PH-6XCXnDaW`9eF%l$_Rg1)Z;h#W{HuXTVm2NcSiIcVG}y zCoyaO+9>!>DvKaqYq0YnrBKMaC$e>w>TP3!L#gnLyaE^wgiEVk&fZyetD&7*(qeVKnGkb*6agQ?%;{#tqI9+xZb8vk(O3nEu;m zojc%`(leyIMl2;fg+B#nEiqCB0|>{Bg<_BRlk>OetdoC&HC6ba=9yfl0P9zm*S67h z%?x0>*CT2rxg1(^KWfN{o)oQ{V`_G73%R_9E76&zA?kGNPElfHWd(fGNU>L&%-Dep z3|yy>hnJUboSBHu9=Z{(oXo-XI=X#uj>)HN``5|5Fl^_wiDI^FbTF{3Eu1Q*_~$*^ zJYjxo%)tOqvlI?F2(QcFI8Q1L)fUR_{Ho;jj5NX+QtU?hg9$x5P3qs8B$O%E1f$-_ zSvB<(btOJ4Hj~%@@AonHS4h(U#n1U9rRG)Ux-CTc$SY+t2M`Wy*kx9)7Gw z;53IxtBW8%rIF$}w-g@>k&OBI$(Yik;1yNGD(c&J<+HlbiuI!v1cp}7%<6&txd<(} z>;%fD7qAh7VcyP5YmyaT%~u{oVP@&1paP_ALPGmp5v4#;%@@OQ{^+_H(G&SMm~CK- zGf(q9q6ueWMx-(fil8c=k7)Exd5DreAsk5b1(rUNEsTegs`d)k_Zg17(C^ajR)+U3 zKQ~r|Y?S(p#?+z8rMai*zYZdY=)X+HXAw97ykE6-9vNWFIK22o(4{-j+Oq&LqtNt6 zI&g`zkLjpJagAXm)^8EgJFX*M5X2hGMp^+XwGN!T@5jUDBOh|$000>}iAU&83dg&U z#2yo~>A){oi!lL_kJJ59Iw&*k0|3sa@-XxYLz@i08?QDnO7%&f>AZHRqA5kS%ky)z zQQqy0k8umZnIgIZ;~|*^fAUm*4y2;UBn2fzWplO**yi}{T+Dv5A3_cNW_Uj;!J|8e z^u${Zfk(UoAkU&>W1~*up8Wye%in7h-ezs69Qe$kgC<+MSM(ogb#~>Y1Mm zkn_8}q#d;6;0o{k4y&?vt-q`P3$>8M7M`zI^^nE7T;5W3_HAh~$8IRhq&}nWB2MjZd0a#Hn<)&wt zvhPmZQXr*&n)&W1tR1<}jj2t9qH_HEHR3i5_LP4hLDCq6AMTQ>KM0H~X+&HLFyd5o z;U9c&a2>Y#PgnmPTpF39xH9G zEL|fuDPY%3CVL|t#hHIU%2|V5cwQe8)OuljfF(h4dvuo!`^m|N^J?lsX#e|(*EH2( zwD`K=Mi+^Otp1Zogz>AkKbv3brfl)YlZ+V-N5C#DjzVzbi7;$5?Vh@h5MKGn|ECIJ z^hTx2Z@$SC_E#UXtuz%L)%a|>`AJ)Qc_-@5ZcxrOm!tx*qUL6B00F60A=SoLs;5S$ zRK^ZPBeS?-@cMOBk_t9+)_SlbCqpX`XLt}Pt7v%LOVJ0LzQ+4*ndlt+U`PFnL zSkZ0LSlEHHF{IEdwqmedh$0nv_IBVV9r}}QG*o6ax$xdAHeN<<=q7pq1sIV7ObK4u zzFwBMN@2nRDuo=|95bw1zXk~gy=TGTY2q7O>HsMorrVeWmC{QJh>fuEZuJDK5V-PS zTz!zs1omnCQOo8vl-7v}r1oACC~))wzcgJZa5eKwDzy$GXkt=GzxRy;fy2+JxxZ-A zEy_p;z#8&HSo`nw5?@;IZL?34_SZXSjPe6??mJcJHm`SJ5FP|*IPmrJ;x(s_m1i4S zWTEu*LRx1O(wg6U$hv>sHwU6w-M-w8TmEMw@yAuMVna_coGdZaUCI0|0-!O2z;}xZ zvN)Aa|7)r^CCKy8126aElK=s09uOEUxM4T=d!PK>)Eo^157Gu1eC`g- zfCgKJuRR)xdPYpM#}M@%+H(Okj*~wLrg8UzsyR-d5us+U{96^||4bRfJ?W%?F_9RH+Oyx7EtW zqw)>$BOH%1WdK{$zhklZ6=OvOdDr9x#faj1QZW%j^BcLn;kdG{_%k6`C=J_-(nqe{ z1U>-Ecy(7e@)`OwIM-(iGpvTcYG)>dBW$)xePfq!Wt&N=YyeHZNDoG4_wEL=lA%(M zs|CDulyjC+HjD6`8pt(;lC!m)CP|%u%gV)OuLkKNfanlI?av+KZ?)t0q*nY{=R z`eVQQhAnjFuuf!p8+WNQpgrXt?^L{tWUq_a<>j~U5R#N`s+mu-Q*k!>l;FG+Z@B1H zcKvgg@7)D5nhyFFhi1ztGN1fsf-}e8)Y&wYaQo{NkuZcc#8ki-B=qTE4ih*`mRuB* zk?SpTPLIW52MGhaJT6iyW-F7z3bwzwpZFUb+YW*RfmVO@BelX4PW=v)WC z_MFAJwj~?OXQ;Qny@`gAmGYSPN!yuORMN|{z@VelX`ioG-R$LHfN+|Lm=Y>}n;rx} zT7s;AjhnI<6ZHSK6s}QtT7xGHTs<*8_w|b~;M_UswGoT8vV57z85i=EcxW^Oww6Hl z#>J*@*+05L&{-|p$-NMbwBU=3Y;j`X1)c?L7c;@~>it+$J-^A+*M-L=hxof%Se>0_ z+%qfRx;XB2T+|^EeD8wO<+g$>-!YN#=_voBel-oBBH`ZMxB0;lZQd+~8ld0~ z{}Ch`iZBrtw&=(gG(5kVjQG&3rA>{A{}Y<{W%C6A8-X?Q(zPny=6_M+?2j?4VGB*2 z$ps1Px{$&Z_I!Tz*^Imx$S;sxJ;&37R65agR2Qdqvh^WiGg9RdWsEaiuu|>(Z)dTU zFS_SSi7;Wgrz8>SH3m2`VWQ9aVc#rhnejffe7Sqhd14=xD)pH|`}5JVD(Of|yrdXV zQ}jG}gAJ(!jZ0IN>a23I%uE&=0omED01sBH+$$p3AMQhZI;Z#uB_l(Hd!W3;+ZVm1O3G5xM2%&3{)dHsUV8N(2Kaq_c@Y2Oq3Z z7$D|s@MMcq*C>Nq^BwrH zfEs^50unselT)&2X;q1N#S@!PJ4vt>k`P&HOEqrVs6s=BIEyMQD)@Sn_{KVNw z??&brb+jKP?~~gK^xuZ(`2Y$f2ikwSJ8?ObD%I1fMOFBl+J+3uuDZ79zqUMI;aY}Eh)M<$YCA5MsSG4bP3oc{osp|!X~G<@Cd zduc^58Wc{?=#1PvY6+J(yHN`m7jA~mf+2=m zloGZ-PZ*Dh>elawaWGoXUe$X@Zn%#pZRS@b z-%-74v{e+~f_P6$t?XOvm;vo!_hN5Q>I78m+O|4h~#r!!E!pKDLfXqfQ zl*|oM38o{*B7in~GlH+}8&Fq#5N)XWmZtsA=dBGSZ93~S=D*%Vqd_dV(`Z0GSU5aUphT!p_Vc^L6y75bx%V^LPLk(fTX#<0 z)9EkU_A0ku8OMXYTp8|6S9#bVhZLBA1>284k>elMO7 ziv+ICC4B*@q0#}JkbFa9Ik)Abhb$`M15Xk*a6l(ya56Ge3ZP>N?`9kDt~V zpq&2^o;@;QMID#NAo}epo?peTx5tf>Uh{;H2!5;$!q1(m8{mlbEMGVr+>4*VB|ZIJ zgR9uLlCjhSNyJ+>H~{VeNsIk*kG)c1%T z5ArYdcKuV3yRtKf=h{%F7*F2g+fkQDibG{hc}2yO1~RmAL-y)l$2D3?y3;r962bLu ztH!GhFlJX%7o-?QiJR{v zqzw?QV=n$tCy`qDS)eGf9uhPw`%xX>KFG^!xW4D=KY9pmK0Fg&TFL!8vz+63WZoYf zqAjXj_8EJVd7EA|7hdm$GPpGm!k^Mi1_BkOL!2IN!#0N%c#8&Kj%jy&XxWlNZubZ$ z^EL&s?P`j^yMmlYAl&e0)|Lhrhc zIEx2t^(YNkej3JhRR`OwJESb$R{{@7Ij=?@)V?+d^L-y63Qnv+r?C}K-4h?eOX|_T)?%?_`jQFjI+DocyA|$o?`-F&s~P%^jg=bl zr4Rq&aE?5R^leD!PEv8X*C=zJ4+BM|C9z?#rm#MfyUa{pRnb~LcQyf+gi!H?7b~H}oiolJ)h)>Z<&PsK zqyhcOJ9W7IuSENQi@IVnaXTllR07*wUeguy*@FI1sqrXZoCNq66Fs{RW0nh45CHab z)I-I;RRK=JyZ=G+gu8C2`$nN7@(o})B}&JGsN6TqFC)9aYh-|w z+jkbgR9+lQn4HeV!l`k|o0fRF-+_}i=&i8auRtwFd3kSo3ipD)12RBr4&I`o?xgW(7@ZhdV!E%Ttg#fPBwZRq32ZPKhXs}0 z-D^Y{gywq5Jc$FQI3fab9w$2Yv+s=HU1YGbPYtXFW34OccTf+`6p9%+Xh zHwDS=loW>~KHrlMH&z>MZ85l(5=H2b3;U+&sRRltJ2QbKHh-Kij1FEL#g938sH z6a}qt0)*v>INh_@Lp7&urgZ6~p?Vaow=0b2v{m^3DV$Xudxv(x)BL%u;|Fcqv(y0b zYfkAFw8N{{3P73s(!|!Zygb=&jeN~&XzUmy7%c*VtSx}-U15VrT|ZiZWNysy;E(-+ z4n-gk-f|b<3u+s9W~3;`L{ij6VHdIL&LvnrkcIVUk^}$%XZ_(%+mMH-ruFmDZjrk? z$h9&y&w@m2m$F}Tv7b)o=l>6*6Ge+fh}yIDTZFkRIv&gCII#CuDuGH|f^))$O{-8!54WYrMrGDTLd7swWe{=_Dbs@{N{ zSV5o6XJVzp1?OXzDXiyIAu$`aeK^IQag=SYQWvhfc9#$G(josO;wB67w-P>??v?3x z63J$laFY>FWGZsX{S5tFgZNK4ST+^Nxc{9;^>iA<^tR$N;iC@WM~#BLyx?rM^~a@v zr7*Z)2XVX#>@w!PKux|2A7DY}C|C5@8+`$3%?|I@d%q4F4ebDao@R69YuRi{-~qkd z;D*&8T;HZ};ap)*h8hLkr6ffC5qpt&Ei?L!0-FGsRKU`r`L9+>#AD0t z{n2+i`UY8#NpATu$BrLP`w^0) zV-RdQ8dmpaspX$YHr;cZQW~(4Y!RxNWGJE7f?ZO;3iA)wGTfUW;8H7ysCx`Q3%oVX zFIz7cIJve%dhfUHny0+&9rG~u*tZuZ<64WAGiRi>i{_;qzJ{-1*O%59#1t#L$|{zf zxDrzwoJGZ}C4}wplo~IAYzYJ&6ZVvF$~?egA`$?CwZ@S+63f$PJU77QW8O8FGL)q4 zUaE0^Tqe%{{Rt}k_N=gso1M^;`H97uI%HMnyWl&7KUN_DO7=;er5xY4eYUAZgtd}THA#<2dW79jh(-Yj_O7NxG)6yIC zl*evBjBF!KYfFD1GA#&1dmH!N)`QpWI$)e{O5uPTh8QRGK5IfgWm&Ok+QvqvAUiIF zbfaApU*`(WvWJ2vT34wX?+bn0*-awOWRLOdpgpukT$u6r6~t875|y2`&;u(ZuF%i0 zeMEiCb>>cD7+3J}F8*}_91w6B}#7e_Orgp#jl4bWbv zIh1^|0a_`=fMhajD;f8g1t6fOIwp#uabPfPskge$1G0htK}f=IVmTgXeT^{bw}94$ zqINbZ_BJS0sWGC75bnVKkk*wRZ=GcenbCmV2DPNLiq}yAh&E?oI8xTgXY5a<3M9yQ zD-d$KLqBjW;X7co5TFd8NgJsv==YA(Gtt6I^*3$S=uA~^;|Uw6><2L{86a;oWA83U zyIvF}-EGXu$Eg0G41Do9Hl}Ls6Q;yc|8&d&`9(;@vXzPltF%a5fOwdQ=tH>lkF^Ua>_5k&_*J{UFHEP!6`asp{&VPlWkNb0wu5K z1K7))8o4I|a$X=|A3W|Jm{Go~Nni2n>%(x_qDWv1r=pofVA-e#f9MYVHz0b?&kVtWW8la0@(|nW%0QunWT37H=~Sh<(TnJttlyf?#cxAW zma+r>%ih!RPgTb8@zbunfDs?A`}`K=2rcM>ofDkn5P|^oKqsmdi_V6HFbEmjEE~j+ zJ+2ogbW-edK*UflW0_;*1OFgO=CW{BN-w}4bH`vVFsZTnvi`a)=rYfjzTmVkDPQ++ z;y`RG2Iq{&F(}+Q)B$Btggyl(Lig>wT?PI7vo{K|FQ3eiQE90n$;=W~ed(ywst@Ru z!wNN}$%3WSq(|Jn`%nzH9(*83CDrd3^?;o{CHw@jk^Y)i-gTNhB-NYM1^#v8hFpUe zeIfVj(O=$#7~?(W$(FSOz3{b%DQl4U)jKsGSFpE${!EwNiqiUX8dpAq`YehVS9{(O zPR@T}j3!whKJELZGN}x|ha}%v*7)~H;{bd*U1T;CEFtpb#1ErnsDGj)oX$xt%YLD4 z+fAKjrqQmife*(ABkwnL?$fm?l{<91%5LjYy5=M@^_8GBWg%9tf}>kPaOi|q%Mi)x z661FJ`2|q_2s0oBb&1VBxnl8L+W6tv5HR5T&Fzu@72|f@^{Vq#6#CPHf#?6M8%d;6 z|Ej;kECJY(aS?!MQI^@ee(Tq~Di%swv}mswyysXH_1 zx+2$U(2ugUspjgj2se&2<8dW<{>VogQSy?41RL`ZKv2WLy8p!$>jH*3F!E0F6)a6e z&YOryzf0I2UkecRwqBRH_ypx%&l!Ek8wJ{@GmZ?~A(o^n^`e_pT4R-$0)*U-pd>e$ z&H~%+tlt@y^{b8GNdAHQNjGs&Vo%5qwj==Pb`^m*-H{Q zr%gUw$*^$<3FzduOHv4gCsAamgE%DF3NpOgBpdW57++Sj2*HHu;z%XuP~!N9L%;kK zv_4UIN5{WTEV*>^!}w4{Q8%S@)3tgVNe9`j1aE|R%t#})i}2`;Z~AvmT=g-@(-Z4R zdz1!ni?O~FtzP59&7rMcSJbXPIm6L_an)`^=V~OlLhd`Cv*d~y6!Xqnu?emi#`bW_YnD;wU2E1_gvHb{VKM>p?Uz^-NHSJYE#7KZ<}ra#8a8f zyd1A*a9tZwhJphqA2H%gQCvZ+4f^MiZe=EzNw&6f`do~I_*y!*T2f9~kv_B}pV<{A z*XTr4QlRLWLf`Y04};{^UrUD-w}U+KlG+J1T`%i3q!A*wjSV^mOf^WtlP@#mpy^Eo z;nC>Np#fd^-yvK0*>c=A1n#4Ae_Y56?N{IIN0u|B-7`EdMh^%N1wX<-&+_+p`kzKU zGGY6GK2VG;lg4z3E96}Be2&e-HBY2o&kVfr;wX5yp%ulpu37@&Xq?v$*athiv zyV2RDwXE)@u-cGrs0E~uZDHLDkI>9~)ALix4GruQXH->6flGNxUgRN7{h24FjrIQL zl=lT80*U>!Q>~8c5dHvw!-0pA2L9(V8`nKUvhGeQmw)k~?1|Dn3)6Au>ZZE#jpR_a zjl!O6a|7@>@F>IDH1lrLGj+JTkR&qj4TC zPQbq(;7ThCp-_wyeDNzTy1@w!{Jo@n53d371U5=4^8moOoAzh6l+xA9C;ds*)?=1i zrYC{o_Eai)6TO2S-_$FM`C;TYBa(;SG;0Ujd%X}EmlKi5l+@FB30*_8e41hr26T1l zkfV;V(KUCs2)i3aV1oDQZOy&{f( zC=iA)?d)w^lP2O&7lXc0a<(_yX2;U&_1eZ?7pNp=4Upz$M}c@FFA-#4i{)YH_P)0Y zLLw>VCGB}+%%SM0&R8@cjk)WZpGw!iHC0Io<$h+@EFju}0U-Wz#BMrNI&FTpm5hQ8vcEQ6iyM6-?_=u3L zA2K%yJyfS?7j!>G{&OVn!#`P!pR687H(hmf9IT>bnnqhU@OidS$le>y59a?Zbv z;w4iu7Fl;qpgO;ZdRF{?1?#ijP zb`Z<@$3-7;ig);?@^+f|H(XqWgh>Gy=s^L`72Vf|D_;z_5UvHb&eMG7K?O~?GUIwK z2OO2XMD^bKFoiY)V;TZmZH)O&`u{)cs?M7C+5OZy<5{xA)HuV5n{LZXHMZW}#Q%$` z#;k3S*9hem2}L1BeR;YnfVrcw(R7JqtwQr)S@RXe4tr&?Qhn&p*grv;anw`cUXP5Y zmb^`g0MGF0bZ)v_dTq&pw1d0rouBwYr99?cj5`2{^q?lU-FNkMmglp%QN7z@m=G=L zs3iv*;A%nv8nv!%Q26Z#!85KXSAHDT!Srr{8E0$+D?U)8yq@$JN;WKN(}3HKd$>qI zB(0f7$T*F9V{HTm;N!oY@nK}&$^FO_4M?MuPk@7_TG>O|AY$Q+X>uaJIy&ZPxGpi zKw=H^VNYT+&m?Vov(cpFE%iva$ue_%LYBZ=V9g6{)QC{G&*c6mPYIEMj@co9(mQZA zMgem{iACm4>_9ovU3xxZEHAsIX_kMkBK*cV1Z@Gbm9M|IU=#H0-5>Y7@@N0$y*IH8 zsom9I)8V)Z?fo(B$NNSg4Ca-s;%tU<5Y{N3=aMVMrkSTgpL;doI}yXi%Fb~64Rzjd zrBKfxXpifSV>dD48S#qZfUOTGp2$Kx)7MGUd@V@CmnLmEp(pXQ+c-C*E=)X$ zR~hB`K4{Wr`l~LVW8siN##(P_47wM%Gw1rXHDb|HH0V4DrKH^r!1>FOtDMT#84kpL zOwF0(IuEm-qq5+0fv7qTPxD~f{SrN3W*6*gi-UklG{{x^`)cz?YrbH%)`p>qkDWnc z?E~)8kRPD*qqZ;sSMm5-9w2rzB3-GlBX{|fInd`J^3TU$D1nbn7z_T=00H&D2|T6A zS%icmZ=h5ZUgz&j*cB=PO!eCJjt|`)VDe3!qcpBku>DxvFy2OKhdOv%2E5&E^JM;Z zer^ve;bav3W3m6rp=the06(+5qH-1vwMzUXdViz5Ap(^DCV@`SgzO@5Kd6MPo2=8t zX|FRGsl~5+g|xNE;)!19j*#!(9%Tw0y??={%})EN%@!1fAtF4PR0`1&pOS0<3$*WB z7ahsi?5wZNa`z|aPW%5duMv!qwgm8yxe;0gg?s`%H=s&3tr1!r*AReCi7fdP55bwr zrU6APH{nCvvMM^Koi>5XQSCOV8*--HazqIKvXww|NWQoP8ujEcT9{l)46#vp)@w%LY0pNsmsLfc^g&%m$x;zDp9Ojf^~=n!d}mk0X-2=}TP0+a z;Fo-vB5jZ~xcQ>4E$+#S{*D~`fzY4q`PceucC~_Ks70`*Gb6 zRZbLFzj7#gyQLfdyfXfEoOR2^PmGf~yyH{U%$mwiA*?+-a;CV%@vtGYDIk343$XAk{aa02LWmP*qKWH?K0DVxLvFR z)V#2cAwjNM@L?oWg}-9v#}arc7a&bl7o#IOv`NFPGxug~gtx*&X&>yZmvPH4=VNM9 z&0aZ9&pevz&E;LORW<^^00HeZ)hgMGhN*JO>IagN+lr-p}IBdD%!&P$L5^sxjJ$nU9s#AFcqufrSw-pH~hO4bhvmy4m$;<;g^xA*O=T z{$Sm%_y!q|%@-wYxUe)Cks@k2xeBJ zN#C^JEsI_oYg{Vx>SyJkvOm%YP|HN2I6xvvJCf$$_P)5*nuwPnAW=09lzVTI$?2-; zWk0j*kx0>wE>2{ky=!i4T6Oow7rz06Cx%NA3pjF&n`K+w=v`eP4sRqJw5yC!+}MIj z(PxOX(17Ga&tcVntazZvRikWv7Q)AHIYMw+6CV zWh)VQP*k!o#XaqEOFYhBB@w||4zh7#C1SMi)2rg^ejqU%{$et_4sHrqq66a;coIBh z(%l621CPBE6{XaeeeU{SH#6;q^5Wne{0E|gvd`!~p2oszMfJMOvzS|dbZ*_7SoysV zA=?3**>NXIV32uN3;GDRA*tuU=1Z@WB&H{*YHVQ_Z-;#RTsToq;Mjn-g`B~bcJw9& zfUE4HUG}4>cm=~qY%3OEiH?op!aF2CR>9meaDrOnkHH@i(UkX2l^-6wVx}4+l!OPc zQC(+gYaPhTiy+rn#Y@yC@-@9XR@=vr&3+re$0}{8%B1v9a=3JK*Hy?5Q2l6W^6+() zO_TS#8gQ1}!($bxf+rtkk`-P1*MnG(Yu#j5gO~Vs5PXeod^J#S5t{$?Iwt*T9KByM zT(2elL`~cWp4UHvV^g7 zutmrbT@@S}A~{d&O29S&skc@y%RT-Q827REX>25CFG|G?4;}bQz@tey_;A$~esJ@1 zCs|#juoe6x>To_yOmy#v6~%B{cu?PV3Qugdh|0C(gp}cMUSA}G1JWVC{o3*Q%rS*j z>p)K2A%)RG88S!;h8lHjpJ|>AQ%Fee^I&Zro2iA$*HDZAj}fIAm(Xf(oLlNoQBZjc z7XxDF53Y3^jrMSn#}TmuFIk+J`7u4Bc@8;S;~@MF`f6nqj`aLR;a>huk3?{-@4gxm zjvif}tp^Obo94jhX;iI$NovPEWG{xn9eJ{uj&Ip}Pu!Qar=hBhMohUdlm?8(Ct;HS}qFwvj_l6Le7~S#BH~6Sv6D5X^JJ5Vm z0>V>1dv)Es)zlP81oB++QmntmS7K`&QM`_Dkc$!@$Hagg_or8b%f)4C9R;}YWRW@e zryF2h0fADLz%gKh1vC9GZziEK^+8&n<1O}PwUttA`@aqHeY^YCZAPO3bJm1Y{`y1h!nV`vy?oefjHWn@o=itns$NO*@D(qDM`jEiC?5; zZg~SGKeA}q*g$R^cmjkb)ZySvOTY~ z_nmokK!cPW&~>!lZ6+45I$B~POn{g8-n@N=i%cfxkK^2aeP=l2KD<8zSBa&g%0^C!ol1nu4sGA& z`YsXt06E;eqIf0`A?e;v^D?#MCUDnF5OvR55aot`dSS9|FJe#`GHpV+;xfl!WuNT) zexVoknCbdjnsc#2;f~SMNmW1gxke(-ohPGcC2k{a)TvOjt(^M=164rlTg=?omK#>R z3$!xkA?iUmiEkT|bd=s)uVNs<93O6ePDW=)ix()1aM3?6{eY3Zx|1a*b_x@MQvk22 z?6^Ek;k;_`;4+0$j^k86Wl`T2z*5#Zq4QD2#Ggcx@~0(^hJ0Vd;nnfGZGMcju5W%E z{iWDwvda!GnOVl34dyKuU$T@-{MV#0F1>586pWC0XrQ>r zY~n(2#MtW~tXN)lm0OQ%v&1^hpc7!Mi>8JsGvr6(m^o!k8M~t9fz&16#pDc#mdPD? z!iII(_K!zEMv?6ndtcx+Zqgp`!Ab37I!tVCJ@ukMLb`e1pj`Z^hO_&S$@<$jqCWJo z53f#>Hbd^eUta5wbc5atRS*H4qf{JX$lG1&GE~#{yGbSUULP*pRuja5ha(+xdjuBQ zlE*;fx);i;5rLT$%vUlkG2n0f5kc|tYmW~FD4v!&(;_enuk#sKkcLV=0N#^vp2~%UYYttcK$smV2&ai=y6&!8wTUxt-c6Ch~iW! zbND25a3i4H_^7N;!gw|oXqo~M!|KoiKij>Hk@JSI00*#NFkpJN!iL#4v5t91e@7U^ zUV~%uPCn>Mgn^L{tNWVhsa2C~5Xpt_k&VHPQ4kYBA=a>JRG1VBV0fDGxfFyflPdy{ zsP{ylnO>k>#)inq)Yww2gMyKk-4ymU5vh=cBL3gwM;=xO5Vd5}IA>PE^@7d7rSxa6 z?d1iJk5*=4jSHw&2$WTmk^qq4l(2yqAm-&Ivn86s~YJq;6EZqu-001CG zL^Lqkw?zt$YVvt#2@CDUp9M44jcAPu@0;~Rr)WT#zf$|F_W*#BA`FL^0H!0vmi%?i z+nI5wd|I6!^uQfZjns+ecVYC?37@8ztP0>toq1Vj7r)pGYEOK6%~Fh_#aB}EBsmH} z8e*)d34FSRI-H8e!b=fDj|Wk~WoY*DadxeD0zso3@X!%2@Fe<*B`QSD@g_^u5Un}& z%KBKnK$_#+$Nbfwom*(XX5ggopXPX-#0O*aR%Gk5+fYzX@8iL27xS`fJCX#S0`c+Z z*$^YPaMTpL680T+(95v?j$d=3EIeq%ARZeNbQE|%)JPXIk$g@wN~9aP0|!VqB4g6j zEq}~(j?!S}GSk?^(b_(()N8d$Sw#|oI#W8G7X`4nb+*3Z z;e<{?-to86VYLpLZ5%q<&3j1!e;9r$VR`&+1Z+&hmn3mgJQL$&m%fst#v}EM4xVK8^Ynyw(=Ki;U7FboWMhwi!^RYamFew9LZCUX?OIcvEH&fLwS;QWmNmbGD>3zx~;a8@A; zSl_3ry>pHenY))>5>kD`PC{M+UPIVBC-&&8g&2T5z3n?P_OEfNlQV6-$fbY`l$LRk z2D!2A;i2JzZC3N9uqf+UIJ;=!A_?==82f>+yP9XAbBTxd(0BH^D|Vqb1(A_DnL2B? z%k-;Mr~Fxg-uQ{zS2uO}xgaOC70uWulFMMJl{xa;h?||7fLlYV70!0#ow2q_Sm5`P z>^I1BpGv}WZAlQu08BI=u6`)@R~k3rV@4!8Q6+j$8GAFj=8sTjSqVo-EAqfR{U|l$ zH*?O8O}}v!uT5Cl<^^MteuqE<+8gs?R~2J`t>AOKR3AJ~uD3kgP#QnOGM$t@NJZ&& z_Nt5dh!Acy_CcLGP`NcUG~Q}%h?{j`p(f{T@P>dg3_wfJWY5}cWu>*Ri+yQeM4QHp z#vOrvlX2n!g%z?ilh}nTfY56HRLPI{j~#_VVJ(_}=1w6nE7NLOOLOZveSve?0|d%b z{T8FGGro*QG00@~R#vTs`uH^attm!>F9D6s08iub20JtVe)N44O@Zl8?w$p!5kEW~ zV)ee#NZ$!<;O9}bl=6-C;%d<+L7b?NF<3Q_ocnji>4HTk0?6q6P_8VR$0u6RLFc@vg;CZTJo6r#$0XtmvJ~sMozX2nLAeM6$P-yE) zm^CHuQ4L-QSM*%0QH{K`ht=2tVHKfY|u_s2bhP0*h%qry5lm{7#C0{@4FDeyQ zi!B@lLaY>N#MrpU@qK60ulbgm6mT3KjlSb;2iB`tL}U=LL>k&xdDt<;5R73ZG8_81)u;AOSw5rOnx%+mYn0xjnC;q~oWh-q;?r+3TPJq~v(q8Veh*M0A|rz~;e zfE~d>#u5?M{2G$6$>|G()) z`-XDshG=gw8L4JYvVOOk>cRRg<$VUlbqR||+`p!&#fLKoL9djjL@Y=(EO18V-rG9- zhdba&LhH#>prmdKU37mBhEX+IO^^Z|ownE|UOgbHps8ixVi7-V^a=EkDU09WIf3I} zc(8~ahq|hMa420;fw$b3{hRu@Exw#4_)uH(KA+&sim$ zXY9{rnJx@+KfL+6l~F@aY|BTbxeG z!{eLUgAimSp*cbmdub_GImBijZHxQMu7P_14Mt9+_cz3kM^;|(P?ja7o>cFt zjbR>gBV%>7A+;elcXG~}DMdz=_;}RoRLA)}Mri7wgn%B!{H^2+v`l2NU1d{GngKHP z4S4t*z#xDQ(R)CsykC?EBG{<`Z6%4jV*|}8Y{qgkpg)9*?ABFxsKoc2$;?lEp%bze zlv__yn>!=U1n&}d!r5Ddm{GhxDp&OSZD%}QrV3r0CWpO9=rW}$Tp;d;h%IDfa(}H1BQW8Zla+2S0 z_Y=VE8`PSBa+)OtvuHxspea-CV+0-dgX0Q0%sj>jjRcBZ(i*uV=HiQYK7i=d=rUNc zZTe9?OuMZ~H%B}|2SOw^(z)LxL7yfF#5xOEG3H%u_C|Fb>mc3}IM|!6!e5koocQ~E z7F&%`=k@cp@;AY%!r6!j?Jg^EdZ37oUKO{V^oiN1y_$mO712F8!ZRTHEvn}rRGpwz zWLCC>v}ROLXUkX3iVv_n{|I`XDRCI@12b;ANxO&V@DXY07>)?Jd;e5}${V$Y-IJ{o z!Tg(;`+s!P+r}pq!hhy)-0JFa;^(6vO~RlFL!~#UJW<%6KhhQ%DLJmB3Fv9|C>4{J ze9_Lr88d3*iPHVu4%KmVT#HehMFWEICwSh_q45||2may*EDMn9(yT6MC|xb$rlmr) zv!v@R7VlF|%}li4`EsHQTu%~1J(fCe6=qSMj_^KWwcj3_VJD=Y6bTGWh?3tTFp~I$ zy$KSrP+G(-0}nM*nfnn3zTI4d#3y8;jx@oY z6NP`qrpL;Pp6m|qK6mi=JEV}!EqVWZ%uwbyT5};k)!5CXD%7(}>avu`=JLZ0lp)Un zWe6(2m0+Za$N*E~y6*a5s#tF#jx~!2yN#o=H(I1X)hn(j|BexjJ2FBKIGI*c4lI9g zW@4r5=m>XywztI7xOQVk{es@&iQGAB?R3u7jt;PF|A!Mxyz>(CQlE8pT$qFK;70D< zWLvbagw91fyWtfu&mn{kC9fwnxca5zsJ;sja|Bj70*43oeyB?jTHKbQG*#+F6KYvy zYEA;BfNPsr9{_}MVRKx$Qa~oP?6TeYYb-@Ct&kWv8s_QxK9{LFxPQP0h@b3t%OP^L_U0~v@>EgWq({IN-D3C7nNNjuv6Iyr9Bc6@wLZ!U+S zzZwsuL%L{&it~~`{}Sl_fkGx#N{WC;rwG-~w}wyCxws%zaeRD~^S9jhLQ@eGCPr6l zHer!N@}7`)CfD`fh2XlEbtSJf)M3rhFE3Wxvw@3$tz~UlOkuqGn9^y}2=E+MS(UrMds%hMqo7*+%>7%X;8e2Ih$x zB8TT&JQz#TFt~8Jhu8p1`}A~csg18;mJ1!IB5VH=Jgs0wru*_o5g3>@K{l1z7WI2_ z2er5em?9G{it0k@LkEcS_&;SRuu-TEbham3(@Lr{Y0K|mbm7-T_Fww+Dx~vi{_^`j zaRUqq9d!vn|$brfg)oHvM#P)evJd zBW(ot-|m*?Q3VccF!*nWZ@h=>gorTYBvFZetoa@0BE{h`4z5T^a^llFC+#pD8gA<< za-CAgpFtXnOIox7jX9VS32SGlOC0m4oug=NYB2<-UENF+ok8oz9D&%0v~G_y-D4i_ zksN?1NG#!t?xpIEZx;RQAPoJ~zBnH`GR>z)bbh8m=*;#|Z9l(YJU8?T*=&K&M*YhH zWGN%Gt9+6aJBdQwa+tyB(n|uMRs>8lWqYoJf-xQ;&i~@IB935zZ-*=*;_za8Y@>m} ztZZSRS9JU5jSXYa7huYhMDhTjY9{USscXB$9hHN%bYtnYOB-+DgiUxgDubzggcAfY zuQZSZV)2=Mk7UsngDy(Vowv%?1&}aF0&PIHK!Rs8FrbVyaV;$MZJjU}Q}asa5<9;i zGTtw)OB?0y9!eiCX;a2rIcwR4Y|?-&Le-Iiy)2=;@y}cFXToj5*0qazPeL|Vma}tm zJQ@Dtw?R5H>GYm>8umLH(Rr9jO}tJSTIX?+jPDY7LM}dm*T;{~l0<2lY87AQl^Kqp zf>UWp?(rftaV&w?n_KKN5%$bP7(dO=adt*NUjTA^iNiy7W2?UdhD$jypJa2JJ|v_o z%qmGtRF`Vc&hzVzigfTfj?&%5%8l6}>d5dG?%v(~L#_j%>`X$Ie1XLH1DxZqvKRMt zb}a-chi#Fa!&^yiI43K^0qz8w^Q??mjnaibk+X9QCH43(t(K45$v)u*RP2j4Mg9d_jc&TSh$E!Nr((pKAdV{z~|^279~n;L{ige+M2!hre!y z(+uHDn~dutdw8d*lcRrR1pb6V7xlGbE`1fcGb(GD)2C1WVCicqj0m6fH-Xm6xCvP* zhaE<$4?D0}pXIm;3nQRt8X4%YYf@7 z#5@D6#JgpJPBHo$zhBJqEc6}tFX?3I+CUZTtlT}|@4SS2_VGn;)a9_nMshB_<74EY zX_Mw^m^IsYqM4P&XEXF*LoS`@JBG;ne3xw@VcLht91&RTr#WoGY31DjuT!^8;pC_H zsv4@3Bkdr}v+e<9PSF?Y8I-&Q0s7HPQ(aFTpN-6x9y#j+r;cxG03cxcj;-DG8+-;k?deXv`m+pTsshHS(S)^r)RqRW*kO{ zKDWXWgZz5Vg@|wB+1)(~G;Ml-P^VJSEJR+c)RRVBO{MdQa8H%2DvqbbXzv^VLPMZ< zd%(C+$sSz+6f0c6sEoYcVdwUkM4s77kngojjmVEn?!f(CMZM(AX)9mt{w<(4<^j49 z`8TZ!Y2Td&4N48(b@Jrbug{qH!XF>e*A&?Hk*Ncoeq~B;7EH0BE}&TP=j1s^5DQ7i zM)znh!R*2wcPbqrlItL!>A3X?a0OEkvFjblExCS+X5bK4OgH~}<577PnQ8K;%-Y!v z42?+p=&g!c$kfCfDQZ3H<=k?gzo^!0xjyJigI;*_?EF?ASY$PK&Mi}s8b@^G> z&hB0JFO{WjwGaUDfbZXQHuliW2y#}Bm6`71x%l3PO2V%TYZF6PBM&=J(nr(Cdl;z1 z!fVvo&Sz+yw6GM!@q;_sj&lhR2s84?GK@nxOQ{`-kk}YqS_$R%@o^K*L3dvYL$^4a zW0q>_A{Y5;nbqe2z0p#+BbE*%VLN!X=fkZ@LCy1j>$o(IxwG5e0WMx(zm%h4QZO6>m&F_1^&mZ&hvJCa5xO zm1hZ?-;;M1gbavImnU2YeG{&*Sz%G++`JUC&l_H0`T3l@Nr9p^vJORji<`6PTu3%Q zkXlJyQ9_dabT^XRIhzFvJdCVx=U)Ovum;x#34}ZH`xuD$LwCS(q}9j4JU@qkAWT?q z{3o2Si@%Ra4n7A+IR}e;w#G-fXd$?Ma9-gX#;1`aC+(0^YS`*n(hzzfT~bvxs?06C z{8_2)WQXg?)j_lRH*#vRglt_@;ZZIpc?=ZDItD z`r*~2h6DjFjczdhH` zc67#vrb;Bi=+QmoWuiVTlJCbk#1s3a7gGE2k2hJo#++1FeRIxv0B*0JYkZj3Bx za9HT}`w>EEzMFk+33l}G4LK%SCo3=qpB%#UK!UJ3EVPyyi*j`~pNPG?1mpxrf6J{9 zDj82UqA)x6<6#5Z_Vum2$IwfCc(na+y(0IM zZcByzP3R*496MlKqY-rTP6B!xEb+!peWKE%M%9R9(lBJ33glUCYc24A&Bx)7(E517432LUjeDJUI z8sI4Wcg79{z&XUEts^r~rMrja4`z${bYk<=$`2EeE`V7_Nem2^c25{jJ^cH6tXl6J z7DRxX|C^!KCR`5?*ItK`jaUVd`L_}@Svzy(RKKQ^hwg`r=8U%02~{Vaav26`xs&(I zqA)BhNS_1>-;nI6Br!wE0J>{`c@3w4C`OOmj6U*E+t*Ewx8?Ky+wAkV!;-GR`)EZ> z+jugRgq1w3gO-wt9$wNTEMTRcet2^D5O*LM2R2Op7-1X3n12*iRtD`hpcnZ~DMr!8Bh(wOhO6S)h)vTzz%FUP=Or{Bm{ zWx4psKBkD}PbGY+{Nw&m=c2eUIU{0ZhviT@p-cMCDzLHVctdE}bSbYXcMwWOW`B7hq&0oyH^e%kNL4vLPNKP!`_HIgp$%cf+JoN2@{x|fRP zL0x`~ASRl$Ru|8K(X-X$cVAkiJXUgG)#M(M%#j&D=b1T?*&|U>6)x7gHnx*NoY7%J zgx^LI&cqL`LnJd!Cz)iM6EL_|t@+(3oCxcPWo}RNd5;cc>B8rJgZM8uW`0p3v6j15 zAVDa`0_l~Kq^!Okv6+Evn2NcOJWm`&&)LbX$ z%&clZ-HGk8lZF()jzt5rr(?ujnp%vBre)AK1D~vq$B7|rN=;bGB-wePxhYgGinX1Z zdl8?{TiHMu1ugM$_kbV7rgU%X=~h2_@-!gYJ<*GuKu3v&q%>>|A3GhSMB)INzb@3H zfJ7K(@KC~&Ro3F3#OQL)QHGu&t~J=hUsRq{|IuzDDHO*8s(8X1#*DBap8S*~Y6h)| z1gAuireJ%itbX>NsUfkeH#_d&VAhzozm#yMfa&U)UVE$RD!ZBCV~<-T{ID~NwyO{- zrSgRZ)xS$meE!#{`K?hNjbl)!)x}O4&z!l@<1B@D)WqcYKv+-iRVIOH$8$DJxc;>= z_B2}7bDMJU71w+%I9e#6cO2nxGEYo_X^OBUAYkbDN6Ju~#NNZU))$){tVoo@h!VXh zA>8<`IH9RB5h8ZMWAieshI#QH;y13HXos$fT*n2fDSGmFqPMiJM+NnCi?%_@06gvD z=)y*I4?xFyspa3isOUS~VKQ{m{o(wQ%?cjdq? z$e=&>ia}L2kJfig*~oJ^;o7z0zEMor^-2J*WhyC&UlIkXsaWw^VHFU

      AmwW^(e{ z%#dus_ZA>8sx-#<$hz>F@q97wS8(ySS$$xIMICkAKKodQww%T99D&)LQpnnR$h?M% zmN#g$IV4^6VvN%4SrUbzChyK)YuoFCDz-5anm|(Y!&zSY5CdUX-se$V9GoeUj(TT3 z8Ey$WZn>zzi!h#@xo00YQ{7*B$!5BaSJnsG22uDnRBgG>Mn zf}VhuIMGdM5e>}UKzt7S=>KzI=oD#!HKxsI;L4+*{wrX~S9Qfy{rQh*i0X1EhnL%~ z_({ubybTx{M}hcQa{0oW>RRbc4{UeIXAEX+8`V!D3;DDcjM`7=cBIp8dJP)Wv;>1_W6-`H3hobc}aJ_ppK-Ze18fAv|Lv}He66}e}x|w5yYtm z?;^3y?JvC)T2xOfB=lMKHAisz&G(ZFCHZHEM&NB;=*ga+eMsw}4BZ?8D_Q)WHCdHx z^o#{LwDQ5<{H*UK)JEmaydmRcs)d#s+E!sUFo6VjobH%0J!M%F5bLyU$Qz*OUti3kEm3s|&7xFB&dgkwfjStouJZqE zH1FNT)+eMUQ5J1w;{_2D#`9h0Q0F^@JK6xETV_R?N&_-8M%_&9DKd@j;E_I2EiSE? zEKTGNqSK?Sm@*ZGXtk(PzBGR{`E2t9uf=r=b1zL@wTKLi`<0(dDKZ+aW0MKQ^}1@% z9wadY+R-1kn;u{JVlt|VLEpSk54v^xfpK9QhEm3?>~mc!MmET4PH}Ja?0w&9-IvMm_4grN^$1UW3pC^a8MLl!y~&)nRmuf zCBnCT!L=t97Qa0>XtBCM{NAdMf2DJpkpM?PxW7_f#NgxTE$Eeo64fU&ddz_GonQG# zIG}Og?dv~S`YtvNb5VbY1K!!E=cQ!-$SV`^iVBGP@G|*&FPlR95f(Q(A!MqZ)d=4X zpm|G~qCJK8+5y9HYn?Jekxwjz@44y8Wdjxmk$4y94efIgc3juZ%?K%PuLY;;o?~R3 zzTH8Lm2Oq|fc>HD3;uo5#X!oeC6PE@i)tYd=X(@ZyfE_UX3fkz%ma&0GzW&W(hSYI+c>-j(OF{$+u zv@(jn&OuK#$=I8ts`^CClsNuZjvuInq`Y0;<2%9Ybv*0JAGoduv&GzL>SVMNlTX}I zCnNPcWy2fXsAy5{T<1Td^7wt_2)D^el=sHcFeKOG-o2XvAm;OA>vHg_5n}1lY#Cv2 zWC$j)M*cfg(lw614%FVYb%_aF%s*(;W3OZiGt*-J=eEEz_$AKF<3fS;$0D_@8UNGfqX{;Am(J|SRG7h18`<(Ni;Q|BS3O~j!x2d5d4&+bo<^sHT;_vX*Q`X z;@_U^kF?=TFnC9fQU z;CW*rI+O1}A1$i}*_i_vCm%vQK7y zk!PAZIkGmt9$xg= z^~~IT=EA@96~CZQ3#5jm48}zpfWF&(bNctWDtqNuw4qP5d{IyM)rW{Z4z#=hDNz6} z%PD5@^o7;E-oy)yc(+=y);2Rxx9rUhSC)=5z9E}>7h(#});gIY<)?yTRR0UQx#FLK z%`w52Wq^h&86L-mzL3p@1HtTo5)E)#mjd@Xela`O;zKn(xf+GneCOb+R?Q zZrv4g__j)Z3=RD8 zo%U(3`OAp5lvuJ6>bG5TNL_Z$mkaHe2MGcvD^u~J4v-5R&uPog>GIA;a7M8pyMs1kHn8nj43L@s=D0yN zkK8&*gg>%y(>K<$3q5|TaK8s*ZA?VsMGA++{V&1!5AH6B^6tt{KSL})inmA@ZUka4 zuw;O~vY4y%P0fyvDk$6)kp!d!9i8l+d5YZ&*ruf0Gwtdz^EvKK`Rs?V@iutXwxbq9 zIDTA`@F05K>MsVcJ-`s)4}o52NqbhiS|i)6M1>jgiDKgDrgm#H}!Qd+XV<642H`bVpR4?lsCZ3w?epn zJ#*EhZKgWHR)L~xoTEFZ6>OkEfKuMq%ZK5nl!w_cr?#w>Q?&bWTWY%iB26?aPvDSD zFv3l<_q|oyCNKf32fPcHu<4rO+H;!ScVhkr74NcPyM47q2m@Iyk`}><+#(JUVi>ZW zdHbzG*`c{eJbVB>xD~Y{ifJv^dQm2W9Cb;(EjTF@zu694L+|^+%%p~psf!}G+vW~_T0suJ#Iey!;3eZAn(K;y zo@mw%0+TMbU_DDgUUR%#PnVG*}S%KaWc{)y4cW1Fg+mn)0)A4-YOExnb=1M={e!Rdap>MFl5~X|dWn zsp6`CPN7GDa30*RNPr3A9%ummGHp6_J4>YYm5)3CfLMVA9g)$>U88Y&pS;pI{+5~n zhbmogWJGA2j`q7x|0)$^N4*HM@j;j)L4eC+bT^+DjVeWK``mJLp zEsEZxz$6x^2Mv4bqVEANm@%U6PWmu+`QW2Eub=JcfQ$7p*p%~WpmJpbEj)hiFL%A| zuxefoWUK-rUSKxpveGgh+yDq$2Md%&hl#K(TfLc4)Y6ObqAgbn?Wr#uKXcombc?z0 zpEYZQA`yB$W@PUs;LANfHkf#fz$&2k5PKRWJ=e$az;_;ROj}8e86}zL0YM_VPGe2g zx`^Dj0}E1p$xpXB8N~oKi^y@E%_~jD!1=4aO-ZKPqGUOUg1mm3oADZOHp=4nVvhKo z&bSLHTHLIWAg|}#a$<33bLX@k7bXm!QyT{fN-p$VFCBbGP4pPF<{09{PZ8C5O)*(} znw{m!m`D1xjBqhpgZ(14_I9Imi9#EDJI%~#GR#S~8_Tv{p}m&ZqX{Ei$Vs(BO#QJA z*C?6;{N5c@7_<1bSotCega;nKo6|nZ3QYVZ&2)11{US7v8jy^xEL z5DlQbH*Yr{Io2#*^m=q&?&70Us5_2eh(dGSSgaOjw8pfKLir@ULc_Jyx)oy0YJ2Uv zFGggOLwHHJc4-t8etHko=&)bz&vxgzLnQ{P(EOJ=w|l(7Hsar0K>_YNQ2D0w^%$Rt zUi;eLoRQ1RuQ0y=7$EP3hsT6NkcmD-Piw?eNaV_n>Wi@`r zDA9&zRK6gb0>ePG`%ng(SRV}26KN0L=r|}a26I5!FWBZ>8&nLv$ z%-r|kT2Dtg++GFbJZclbc-8P8S5zn}SHkptCT>TCwh%RhBmUsJ zyDAdrr4tf!G{Djc4Hmbk>s6>~_}|wfI?zH|z7yl}QAt_xmXBl+l7obC_`HKS!?AL}UnHiYTm zoSMQRA_(nMJRXzO<~tz90tV;wOr$zNYp5I_ceqY~N9x8J%ntMqNIIpJm)WgzW&b?y z<5t3s9x)Ds(h)ewu}A!;W!gUpF@lAZopj>kQb9FN=_FAPocQVPLn1(df~`?j3L8-b z@}&O8((|02cz$|BLqTnE2IxI2!aIAx0upZnLCKwU$1UUC$xb?nGA7Xr4t7&B{btAH zgHU&oylZ`%Sd!MpRRG>3?5A97xnI{E2{*R#w=N&6B7-(RCX>#44i!3LYUNn;Skir@0+LApHkQ^^-6_YyZb3+VIfFV-AY;;!ZH$#bjvmws>%Sc#V00{FMZwM-M=7xd&ipi3f0u}uO%RtJW7RU&mW0n zvfA0vJRjR$Q3GPai{Hbsldjov9ep*@wcGJQLNfq1&8qvWsNrd%IrZ~m~RC+ z5FlyTxjQ2omm7Qz>5V8XWd|vRWlz4pi~Tm$6z*}vkY~AVkP0$yR$9mO`nbj{eQBE^ zUiz-e>1+%EQVsG64Twrt%eYgbDgK3|b+Vhqu|w~Ifhw^y%i~f%UJ`P&zN`@nsE0f_MP?zNIsY;zWf7=+7B|AO-LuV!|Y+R^kkJ$~U*>ifRR4x~dGV$w?>t=M3oWD<1zuX^5N* z5xUkV?9CZ-E|P?{onK4cF8Zjv#FR)}{fkl~0FimfnS3w2=1MnE$?m{dZURyFe|Nw? z6n-x%7C(`%U83zDTj!HHW3CiU#;1apbZ%ekw+7|-tA?cMxbipm7#h>J_D(YZe9oq1 z6mVadVX%zDvz7bg{c<#Ad{VTfLo%aBi_#eRW>diOCszK)izI_Pg$a|YO)LHy72qIj zOw8N$onpaej4WgI@)R(Ux!qBEa{8)Pb<8_(^|*# zY7JkyFVo!bHhnYs=gZ(u300a#_I1Z9YV3>SogPRY%pW zO?6&T3Ja?kFq`jy3&K>A3!BFmYRk(6w=>2v{31P3&%;Yc7N#cIiCz+(wtt0jR9f@F zcuCT{edZtkAPa{{v3z59_^Y0D6ER+^st|VfR!bm}hCq$fZa$hMTtH3Nt{gp48TsMj zh&9bjHOp4QJPL7FS(fUsw86+fLy$uDEk)af1%b|ni zw%D{=s40}F^)QoYciR$s#vp*cxIYT8oJf z=R;NZwD*8Dc{fcII5xGScyVkGN92dh0PZ0sqrgd9^Xz>0im!SBJ3>fx; zgq6902E117)vFqUxoTh__{^u~lEM44)T*qn9%CUSHF<80zUCdsUr2<1j;iCt&b4LF zo(Sq+f)jTA?EQz(us3zbVwJFcM@(TLL3sY2Ukj>tKEO1hl!9n@oa0kohc>AR`s3TE zIuFWkxcxsC6VtcdoLKh^wD`c-AU9&Pse<#Ianh1-=#>NN2I9&0A8Fv&m<0)Vobj&F zY5`)+X0ONbYONb~hRHmu6fLM3@Q<-~Gy+m>g0Qr~F&zm3CXU&{U$}(E*)?g~R#5a5 zjp^tpvn?7$E==wEQVch>@5ed6L85@Rk(ZNcVoRd+{-O_eZA|rkpHHt&;)0XX8kFTS$Q5ONQJ26t>hss&3wSLzONy+OiE z#!ky(Un~g=srIQ)szH_vi1x@(5`#bZCdkpm<42=KNESLrnE zVqNd8XCQw}P-tA!!fFb+n5&S7WTX1Mv?zPL(fpRtA6ajqXHCtjrnKv18CzJXu6NnZ z$fH56fw5XLTO}sDQhf=&mKBjlDy&l2+LSdHzh%C9Dj_Q12^y)Qg6VjtTrL?-6BlU) z#g$?HiA!hbF0hi`bU+^=@bQS-F%il;OOwNC7VPD?|3^f~xxAbR_L^Xrf6tn}Ab>B)f+bnAl)5?JBE$Jv-S z*g>=TjW85eb7wm+zc~UUnMVybk??AIz)1V&6ecLLrTI16@g_sgdwh)2@FuPxX;pPh zlb{Od)s}Mf9C(|{2`j^AMK^MA#)Arw4u=!(tDC1}Cr*;&!5Q5_ ze#w2(KDp{te@BSDy={5z#FlATAto5k!#{i*usbO@{J-{DS)VOXFs*TvFV^4Bx-2QY zm^Rz$RG4FghL-r6PX={IL|u>PgOO@>Oa>^x0v!No*%|+%ZPusZzR71&GM9CSZs&B~ zz_swuU8S#uEt8?^6Q1q4LOM4BD+T3qD*@c#mMJSv_2*G+D?qLt=wb*w5u`bSUQW-w zEj$}g*}x!Y0Q0g0mJ(cv7M?@mo#tKZEA)E0Gh=iB)}x-7U%B|TdcFZam= zNqFo8CV7j9v||ws5OP^5$ z7}bJG1&$2OLK9PJYWY3#Z!CF{9B&n4#d=mbm2Wp-3O7u@6V|1m3UF@9i(X-BaB~OM z_#^9t*6)!7lNg)2Y=qyFrD3t+fa}8L?r95fW1m3F zd*Qr(md<%EEXXPQb1YCitCyVQaE3^y!P&$`0?sXnefq3!K#DLtmPH|;q~L>)yJOzj z_?N@U2qE?k)lWJehG!_6P%=aVV}v10T;# zt8@PTLDZ@7S3zY*gHfxqyp@uhwRP2_#i6 z@GrJzUa=r0-uda+rt1Me1tI%UK@`ju7!1T1LeW&Lq2tPG+tqVzSMS2A@G5I)62K6Q zQG`NWZOxaDr${7?!;v#skqCdc_Qlm{6Mgt-MU>qW39%yGq=!H11+(Uc_-h~RU+n-V za7AXWru_$TqWgOg zz3Ka0R6Pv-NLewotLhG(_Tm!Qa&}cC04pvrm5)BBA9lyj2yyWWo0vBMe^=w9jP3R6T9XeVGHvTD)}+t~)znNA zcwpKkKmA}8uKyG8er9m#Xh9eopL6S%Le&2D(kKev(ZbAs+3gfRH)&S0HB!Gd=&I>Q zEMb22J8`7u50pC&tl>$a&1A&tJ*G~&)+>nhqe z?!D^wV5XQ_?e048o#7>4%gv><&i)oK9U_+l(66e2sx_3j>CVR7mDMN}rLU$Jc?jA) zS?6;n0^GhDn2)c&DyzmBo*52(B-G!}SI-8ck7=S+wZ}Eyml2Rjp|5ov&$${(wDq4X zzL>POr{JhwQn!-)CMr;_ng^iK%=Sh2s8 zE_E*_*)B(Uzwu#Jd`~t6#&UbYMom|3Qj5yW-@~6w91>3apWlk(m-E&7A)DT?1pSLX zUWR2i%Taoxg=KTqJFM@tKAKg#f2#OJYY^%#N4C+|PyKrS*eZ1w(RN-QZYYFQ(+wna zEOFn%g6W}K+<-Xu4zB3XMJH!T%z6;0khn>zU-`Y>9WDiy?Ii4w?i!66yH|cTO&YU# zfqFjHAKX?7D+|C(r%Zu#MeIX?K-|AECxF`&iQ_abS~6j`H#!alO0%R7m(uA0>uwlp zlEi2XJ1Jf_LA0pi$gaQn8C`tWD+;~(7k4S5B;@~n#x{h4TVNgLX~Eya0^!^=I-IzV z&xya9vMOG{I zB|1{yaEc;S$Z=ye`S8oA?LRx4wHjc{KhJvT6e4d6$j_3 zrT6!Zsd{X?pob>0N{m`1h9nBC$+`Tp{v(9-vON^B8x#nc`rq`f{+4?Rm+Lo@?1Xdi z+}B_4q<6gAT!{_!+c<5xEY)k4;$sNFwV~&o5f6P82NWIwIX7A~#WL3W0prH#{JZ8J zNwlg;%|ZjJ8b1RkPg1l#MRmwKCa5rt?WeA zkIz>tDU%!t43;9gM^b#U(&=rQ!lC$|^|zkj8JTg4O~l2`tP^32$t<16`L^=Ii%jkj zOpoPV%iMBOl04DeRtg>X5!}=%^*KLqK+$A$#fIsKxwBvjl*BcNdESy^|HTXnZI#)1 zg-$ija;1#2cd*YV3#ocF5Yh7}SnzVys=goL@`A)|$VOtwV0dt2JYf}Lc3@S8@`P@X z4BZYnVjbj~lAR2Y;*R75D5g@;vOoqDo!80Jj)H=?T)5JN6m9|M&2XLsMklrS_@UKJ z^>$+6!4jDDv|BtLwt5s!^5^ewI>tBgl2K>@ELoKRx3xje>UijB-(nAqOe`_Id6!~L zK3jO~bSOmivDaWiA&r;!x>ozQAL;FVWsY+`MSCE-Nl9-Ojs9RC6wS z$W!bGY9=K4{1hC=6#Iu>uk0KmibgtP&xlb(GYa%_Ex3awUeiaglCm z^QXAJahKyn2#+zMFH!>I8uDX0Ot5k%UozuYtm}cF-Tk58Eazg&H)(4Zt5I6PI2J1PneN;7Ss&1zmN&bc60B$Qdwo5QPvL zX^#Wz%`Jmj0Em^!@hc~lgi5X7!DH~nZ!lGtdO(2c7FTao|Bul|53?BbBlj_%feNW) zPD?z!!|}O>E)nBOt>;8JXQS1uo3t8OMLfbPhH5xY!;rFiF{Y(J>crZQ%u@^F7`2ol zGh?qJe6-!SpO{!Tl7vB{g)@SBo?uux(Vgc!Qis{DT7x-0Sbk(yPU=|Z&4n|QOKS~5SC#eK?=MvGXopO*^ z2{mY&XLEK*4kAfAM6uSFn!iQapO9aP%z$a9UUt}Nq8fBZ;Bxb$yYHsMI0%kqZ|6Md zgDzKVJNz040oxP3H{_85aD6OBBXF*9j;yK^d16-07k1n&R3r{_#OuT1VyJ5U94fS zNW4O*DKe-Q3fdJIC6tU^lt^8Rp%=?7)!in28tr`kSU_UBZWOWqIU0{r=(BLE>-v7b z+Q)xSunydEp6Yk~`BSvZE^dTos=Avx4Lo}sDfL!0P#v+ko(fXIX-#7TMp0_s0L)m; zcG>pGK>`t%I)l*apH>duO(CXi5~$32EK-CJyP^2zkE}VlTZ$)!sU( zo2TXT`+1}TLD!^Ls>f5gQ!XuMo}{-$e6QT$#LDpP(7B*^Q0`l+Rv%~KY_Bx;# zVB^vYyJ|%*X9Ty&v(dLex4hVe%f&jO_cRXigs2bVuoY1Tm#}|ZCM2NEC~jz|Dvd9(teDK&`#)k( z@H|k!*%Rib&q6)4bHX(V7=v2+Tv|H_RuZa?1!j?dsS3SFr%a-!fr?0^M@MyzJGi%jN0ISQK9Ddj9i?%MJC z`d-E#Q~G?UR5x#y)P+$g+Q)C2tRQ{!5s*vx6j}4TCv@gOqoD?M(dIu3nsurh(aLaI zvG+7Ql7?JLQCZ>)HVb!dmYowl`2vKRLb>tqugvlk!{*Q5&34dSkU>!vPoSmeyrKzW z@{}$l1~>qIEZ8Bac1OiVaX>V}5p!m(i`QC9nHL%{W+9K$7ca>-SxtOcfkp$Zgw>D<|kWeQ~ujHOo=nX3d!|#-3M2{i&qCU z7l7-;7R!~v7jz3huVwmxlHs({V9ACIn%`Ym!`HP|p-YU$M+(>A{=xgIo5)=|raRnA zcrmqM%xa=cNA$6p#3Jqb?Teo&A<>G zL67L8ambL?j49QzxQG4`!oW|5bS0?io5Dy9v+G)uDh>SJ3v6g{Q9umcdeopJBVj$! zRb!|}qf}lwdD)%^Os!$ptyfm}Ya47nPcNRZdbhSl{NvMC5ya1a@j*>&f#>&DrJ-rQ zTVbh}FT{34BMZr0!Uvj{Q?6xE}JCgY^?AL8%S20%a|KONBo(W!#{%xUjgDKqS;=h{PhhnWTf!A>q zG0N)ISfltBqI>bWRa2D!6);8dULdV1WgAA7Zsf=m7Li|e_>}I*p44td5fwTt@u`jy zZtiy!ZfYHp$&Zg5+l&{OLBJAC*d-MYSr@^L2VgPH)^>stFAyX zlgB%TZmx>Y#?sHbeG!3>nwkP3de*_7v;jV=YtN7n z(c@&`QK_sDd^EEMtj65o0JZKMWcKDB^TY?T159Eqg^id2^*RJSGJdxBt7 zp9J7r9ToNGSgn8575~GEre9f?WYu?;7J*Yey(9vr=xX6=?i3u_8WgEaV)kv0VnlK- z+LM6|oK)GLXlNP38kY~fvc@0dvw~BfdST*!?QSi~4J-z@{rG{{zZq0!NBDsb!+g&$QLvuuPP~IYC5~Zv4eG%)>vn6sm>?K{iO@ez3 z8>#N&suxvsjnO^9KgU$#O9t*PO{e}ut;mXEW`0Ju=2fGLY z_m9dr?u29L1-~PBw+Gj{?{pzU4Sb`jW7cn=gJxZWtNP?5Z$>2Qmd&Z`kAKje{5*5{ zV#EZZvjir3ojbKWA5VTF#KPWA^YWp+{AAiZpE(%_t4ml?C}KV>dIeD2m`{5yLEa3F zoa|QS)Z6PmojJIqRrSmrHivU z`-c>6F|b7g@of3s7KlZf`H(rC02y+#;6oCbVW8BIKgd)m*{5ICCrq(H(w`eD>%g7XdeC@+#Wj?%}h zXyg28N*9EEa&d}aSBAS@H$Vg7++@aG;h=$ZA8{G7X1-I`)+cF{juB0r-tWM2oA64O zn#CikxX_bhs_XwU-WfHdkBtp)3*kYBor)DhU~?sFpHws&vgtWKbN*S-BAk&8VoB=d z&4b;2U~QvRb83|oy`4WFpWrAFITz#O_a55?ghw7HuGPjz-Ul+Cauz1NRTd8wI_WeL z03@g@kcUa%uxVVK60C}nR0ZLT+Q8i~+%0{Si=LoH^L*tMy}WV2V;k9ORyr0bo9;#9 zH7bKg&IKVE1`Bqb>gy^Z3%w!Pr%K^2hcms{HV3=py8{xqUnQbBZ`6wCyV(|C|Gh7dH}Bla)eWa6>r(du`d;xb*3*g+jYKiHb%^ zZ7y2oXrgy}uux+(VxrG*o~jGaW9qjJj?fnHjRr~rCC*RTrJ<-B+ft_PeqNXY=!Pv! z|C&ixx-hz?Q1fMaYCuoZHJ^VCnn6Jj*r(4-8scAp3#aU2zM1t&8w3jH#Zm|CN=ScP zY;btGF*Hes04Yo7dw=gBGhLIje;EeC?p>7^pK|fb%HG1CL!eXkQ?Gl|3%zk}y+0MZ zrXg0uPv{|w9AOg#2{H*A92JL9@c33Cd1d z#4G@k{13Mj=ndXQz#RKaC!U@DnWTm2&^^~1_4hp%_73N#Lgm! zsnfITD)o?&@0qP?n$8?Wa-CiZHsw>pJ~3atz)A(!(;(1g>I?U zz@x4$P}nbBNBWbpqs`P3#_{(9ufBzsz`iRt6G4`OYH7UL09g!X(A#j<9s#Jva!@PB z28f|q9{1`!ROj1EoNHKm}&L9~yRh@bBnxNG_^E{iuWiLNMqx2cH-9pstjHf5u&*V_ByVOwtOL<0Q2B9G$Hr zSZe@c`G2;3V@dE=LX$7dqe>Ba=NhreXIKd9KVp%U3rRFFn06L^~uK@4U+ZZt{}Entoore41w6qhMT&G+&2Ru4(zN7 zh~*nOi-Nn(-6(;-hkjL<@fF)-a_+O7f^sZh&P7Ki{~z}>+O*YH2xh!z(hAsQP@(|T z`O?--ZKP9Kop0x>MDrJ@ajh6>xECCuljhIahJC$bE~Nv94&kYCMd*Cg2b5+uCRGCS z2$32HEZRV~Vy;u@s9#^2b9o($jo9-)2?pej~h|N)oLM?Et9t?Z?7-y4yiI{x#E)8>6%cuI&5gYzX-(|~3yV!v&P!StRG;nu8UltYn+YyQl?C~`hP)O<_KR;iU znmZrsCAflM8UX`X8p5p25`&gAQo*di8@`8J`8SOQDT5xq31cT|$CxF)$c3Fozakrk z^T7k85S>Zwj4c(l3Zmi3LTQfj$P*d9?)%*)e5(BBujWb?lx2T)ejI>xLpOj(N&Y&J zJxV#o8j;s5lC|@7kKoP6Gnyz7Ho#i~iWXYWtfYzF9M=^e1itM$UMsyeqC4qv+1N`J zyrQAPJZ^86qT18)5`e|5mvQve zpg1X$I9>12&kee53ubDh&})3i5RiB}GDR!**SA5q?D!>d&ur7cy{tmXM<9DDU7SC_ z>cwAXm_Hclz}TmLKa%drq&kNLc`#V&=C@w3YDQRlSPsUL;c`6E4Y{{LH!LnH;{NsM3S;_>v~;!SAMAPyS^3zG?IAo~m074zz?)WVK`hLN{F#@f znZU60n$=67RO?OmuGFmw$;|58TM#n-EphnV`;le(FdMp^gEbXea0kImqT(2i-I)N~ zul51$zmIftk^#CiRf6he7GVIaxj~?FpANSkd1WhA3&lM$-PlzXsNg+9H%6B~a5gWJ z%xeMGxr$l4Z7dD>E)Vq?_iIQpK*Qvg!(YE*o~X)nrE#|X zUW^Ab0*`iwedBzYqSqC$^6sR=Obg78!zs_pRM?VEJ1569;<|pAC8uptn=I&pW%k6- z+G23GzBwLdJFM0K%Ecq( z8{PQQHX*wFkLLE$Ez+!o4Yjyl>q?w*GrgV?6vL)zDcpL1&1rF$sAd<^QDHyfa#g9+ zQrIw`2VAwH(8VS9Z3)#UI-c{Nn!5c2fV0}37_ve3pl!qOny$OCR+6^anrdka!E!oO z?#!gcpys1hD>6-UY~Q_67ld7Ty9_`t*=^#?+9~TU!hX53R~sn{E<0~mg?sfOzS26z zFR5d&d|aZF{CB^a)}mr_hygq)DM?J7>e}QTF0n@&E;Cc>c&X2;v)T87mTaJH`wcn0 z@t>UgW~4F>g!@?Irk;$zsO~-r+F?@t2f{-D9{e+X3BP|u8*}eIfbwSGR{AV>Tr5zi zb}K&4&GI!_N7S2K3&?N}=qLUHmXAdCmx(i8zk51W z-1l3sN#iEC{OWttSgEfVex>(5j| zp`}S!B=~=V5YJA_knR4d93>=A+}@0fY_k?|9|}?P^t;igLD@@{f)mZE7XKONflcP| zC!dS)M2mHShFo4m(|3+VO)kR9|H2Fw>-y*X6(Tqft?t1^y~PzhF`wxnv97hOwo-8< zK^^}U!)c1mKee!CW~*Kuw-e8df&q~5DM2qN*!u0paGX8Ukl)o*ZpFyxjm^ZBW%rYq z1stkIkK2mvXoqqL;p701P20%U`ki6(yYSAV>ioEbfUnGgBPqcyd0Cs)VV6m}dQN|r z%-scGm?Uc@u`Px@mE#tonpSsg4v)UceVIXT!RP!>D#gF^C=YBJq zVIRYPQIeDKCu_zOi9~H74G+OGzRGMOZo7sS89fUpx9CDB2qH3b^4Ik}xyV)%uK*oz zucC^dI(Jdz4Yz=f@tP8vN=y>Ja&&|RvQ7|obo|=t!jo0eikm&Rqh(;OE5emH2d!~V zlSk=FY@oE0@lB~gM$@DX@J_oNMzUDV$WXL~`Z~O5_GR=4^}Ta@hAP_W^kJ3jF!pt! z11)4-pI+PwU;ySCF?WA>Go}(jEiR7yypu=ar--EYL0KX5{eD>uC~I($sNsk|)s&8% zGL4nY#1~-4vxaJ_z7dtK{a6^U4{o8XybDV%TJl~XF%X0YUf5Y2Q>_{P>`}Xf2KZ|4 z7hQ?%Q#u{)a;ZhwoF@;Xdp3vZGpc!1GVzn>jjf9=5I$;D)N7chxru9cJ3s$MbW;+i6MD6~WDTK&odOD090_Rot3RoRVB} zjJdG)1C*gae{EpvY|taTQY#0OKoZVeS%E9F!fsP!gw*H-T8Y3KzH5)GYcaXW^23rV z-vY6ynf&ikpp(t&LY9ZbN5DY$C17fLOwg#=*`BGPz*ObM_l{;_Z8=P^gA=a~xDK5r zB~C;(Ue5JRdA+H#NXrL~abH|o1i?|X=yj>QpGv>_3plhV9@c;O5w5`MVVYZQy#Xn~ zgfFFK!_T+Z$?EH6BExssWxceOSE{~^I0ZNd{m7TupB%*h%Z7BC%E5kwE9#%cM->7( zNj5-;ELe7qJw2jr*I%>R)>B=OXYUx(i^wDslKl&*KqeP7CDnZ&ivCg4Bbke`oV1iz zIM*A185E^0>iDgOsG#+2Og%nxB1G5J7yTGTrS6 z(&87~h3Rw*u2~}R-ymHI6piUVeJXecOFMB}eqDUU*mP?u-c+Y3lmmPh4mnW0@Z<|m zIvu)QbR%uI&Rur0E=z{`w!|FvwtR&TACN-^LdiYPt-K-Sins5gbs8~oyri@Dlzw?NX$D~53mE=hd0 zi1f7D^=`Rqfu!G4Q)ah#`1$m171zljF|B+8fnzpB%2j6vJ-U!b%GmCq=J|TFoRY&C zqid*AUdWfdnd(l!+(KkW?_a(u`SF7LU&!Cb6C=I9Q3QSYsr5|f{n`6&2GSU*pe+o9 zk=cFMQ&1Bb>4wu%B@GB#>1k(A#GXs}bmEN+WLDyyrEcN5r1dAki*nM?o+Yxj!7Qh} zDl=%e_9T*lpYEuz^`m_@`zQbE4k>7%AyFzmbJd*9zh@a>`26k6l$lO zYk&*B$P2y!keVp>NJ$eI z_r_YFDJeJr#&z``lcm)dU6gToeEM|aA|VN4n4Yig!~uQFntLovWM-&J%8Bq8fTtqQ z?Rv@_6z4|866xP3>gaQ~gdvYHQ?geC>lau4KZ6x9Xw$>*rIhh*BRjj4yUvnhCgx~5!YOCR-Z8K2s=+aex|kOukz zpYLm8TC}X%+QZv{u*;dL40iN=Gav+oi_$^LRtl6{Bn=M=W<(>%z*}NnyW^>{>>M;$ z?I4ew{Fe20BQUhVG_6JwU@}?UJB+LkA^w-K1eT}(004&?yr*>BbBSWJhW?i{Azb46 zf~>!?nz)h)+Bq+{AfHt*SWb3ifyx_0XF4=%RZm6U((50Lz}7W4aUU$=Xt!Fmx=}h# zHTUVgevX65#fQL7=r&Qq4E0^DP1Gc5bRjc9oSsGfg&f?0x5QSKz%LfQjg-)EDPDsH zSU+M#fojH$G#<)I3j=^}`QQWhbMTzPv_g{gOZ`{|24+zzr=|(beXE;7JM`^G#2|tui!Aw>C z0RUG(sK0#LDc~Ew9Yi)sq5eK?P>D9PEZ|f4CxGP8jv-b6w+A_gt^iVcO=Qv9i`fS037iI<C}L!a)j}#b44XQZJs!FwLjWXH%Ci(J}zrp>uy~9K1YM zGMt+bl#BBg$7OaU2e%wq_R(+koK?o_7Nb)2ot3x+^=xAM>R-ybr&o^PU}?NSzh0eXXVK~g#iP9a1zLu;7@(oLYrpU1&_ z0GnxX7g`{7BrCXF4)9oNW%xs$;|Kjc=jMR4Bf@vrFO+AR@Z85Bs!65PgyM`>SKpBQ z&A)UMV%{(m(KuE46V*!FU^snnVMn{BsE6rAA-<`=Mf0U{Z4@}kNL{tk-^W(M47_df zSBruBkzP^wYx7rEf{ZfWj>U~xdBq7nA-Jw%;vEI&8xB70j`p~2<0i0_RaIe6*-K(r zlg~&wK;6z9#Yn7yw51I*G<4(Txtv>!$7p?5|x-FT>R) z0U6sj72KP@aDWEGyZfQY)rW@X5GKoVr`1GZHg7CSeuw z7Q?n_0%VxGplCv^soC)sy=uZC&dwe!Y1B|p^v3X>9G_Ch&A7U}IPPPjEg5UxE6Hev zaI@Pgn~hDNP`|TNHmdB9t_L576re#O*v1S6zj2Z0lZy1(OZ?ZNapEmF$UxP=Wlhdc z!5OsHi7|VHb}*Y~8skOyA6w>0`25e$Ek~JfHqe#SC?AVhY{yJ~4n*VeF#{GTP`H`K z{mf8-c$Pba$e`a}it&k&OiAi4q6vud4zK~&$;ebn;^rp$Na5%600&G@IK1*9Y)Gh+ zv6p2D@-G5yHIR@6rDiytpNW|2{Cs9JRObfA&RM)%i#59M`pbys>tnh|skmFTYtB^` z0`*Lpd2J=TN7W%>+~(MM_65)GgrN_c$7#ff^TxSS2Iuft(7ULKe(`tb&m|% z@xs-ki0LReg>#iDOAsMf504O{CCNR6>79;(H8K~C8eBkjF3rv`KGH9~<$+7#mL{V3 zwQ3-et7zF*$WWgBS%{==UIT!LL;>p*(PaG_rYfbnmzOybb5wK!k^Gi%BV_qQ zE?iZIBBf2XDz==CXfbU<{Y+j~?5Q(t17Yqt^P2Wj;I!UgV0r`-@birJlK^bL_ z!k7GN|VZgR(Ec{yyeAv##(U1=(|Js@IDoy?;l)yNgy$@u{C}qHE0$I zm{o29;Tcu(SqJ2#HPOBp0LWhGgG0-fs=p^SPOhDJcs;46BZlhzY|W>Ih^=WA;YER; zpvTng{yFO?`X+|9H|O2pmimzMBRVd7AU`Y+h5YvM8L8RnhIxx?nah@`+h1{SN%%ra zH>Yd%>4Zu5=?;^Wxuq0xwu@BnXvMj1f!V+K4&4u4qF$cNkNbB`p%{59;9kxXVKOZf z^XdjukCSTyiI3t|xt%!qALa0Zq-p(*Y#y@18lR2>eU~gTwzwnRq9Zv) zsuY65bng>a6OVTdSOo1SdrLP!`c43=QxUI2w7E_-xCd8Nd+5mVjaa`5DRYTdk%o(7NjpS6`qpzqs`e)hGIpLBs}`JG9!BX_U5?QlqW_c0R=ZiF&I#^NkcHB zu?BUix3DjqF8jVf_&$@b_CoGWSc1a)=2J=S^U^t21mw_|VD+ft1g5N};UsN}<`;G| zb>IFvZ;_iQz_hl>Vf_^AA6@W9QwbFpwS~+mT)JNTO#bA?Vb%Uu9g(;O?B$%-k^}v; zOqs+mT^srwchlX=U=t(e`I4hXj(Dm~ifi@7Wk)jS{8Wf5E(t*8t2?iF9DhivV)`uQ zA0=1tb9A>anv7<Rz{O>!8&_J#bz~4ER zk{m?e&HvoIK=lJI^=W-Blk zC1Ia=@~Y}PpoS11k!T0upYl!G;jyUPUr48We187Pax&j;nc(?dpDI*GG;8_;LQ{a# z>(95Gagkc;d0QZpV_jyaG}&oE3US3KIg#v*jAMgt_I`dm2oBoRW6(4}0KSKj+`PL4 z%didab{Z$Eq#B!`(ZIqaL(Qi}E|xo1^)u@rlL@F$_p=DPH+5v6L|^%69yPT>8HT=d zYK}0I#v7+5rSbJ+z{=?CwvCi-o;$Gqi6DBhI%w2_k2pHy)`dPvnY>{6&WKGRzj$SI z`^SUok9}{~M-{*jbj1Kxlo*lK4>3{T%9c2BzK3=M>~I@5#Go3b1{wJ&7em;#lrirb|2iN#Nb ztg7oDLy7~W)#^*Qc>+5G34@NsvHRx4Jpcdz00005cxgus0jlgP7KHFW-e3R$c3KY? zQ$J$b&G`QrQ&BAd^F%1DTY^=J(3ZXp?(C}8Obb?sDhe)~P!Bbif?F+dMu7hwi#4M| zF(O1UNPJ))@;&u=%G4l$29J?J!SinZJW$+m)Yq^6n5)7-%r2rBLmo6do=@*OLnXon zI682Urd(%Tv9!G7W^=?{l#D%z>D^ zVr92Ej*ppP4sPqV!bi9}Y0I+8QrtdyeTo>L&)v=aDJ3V%5V@8R+Q{TMSBd%VzfQTU z;ZbcieZKkYmWcpr-*M^`_N?@opIaI6jboz8s8-!>X{NHRY!wV-3#pI%)@!=PLvI#p z$ZhkvAdERaj*}j%XVrduaOSI3?7{aYBPwRk{w64sj*bnV!us)Au?sS`_kZ6vF%q- zg9|2E7W}X;+)n@6Ha=?Gp7hqYL;;u%JKJM`FM|Zf&2Y*#on9v(U(AI>0{zOt2X+K5 z0c!+!)JEx!iuq2Z4sYx+)DY$VXW4cs^d4f^=WwV~@H14n&de&9 zineqC&DwZMgr*7EL2xTDh?Y4=1noGwMAaOLk%2*;j>bc%!OWw%TK)zw#@6>7oh{4Q zvc3ityN6X@+M$YE3))5YfwVY99eofmQs*>ZI5;3lue+eW6o-tjj1=>lNz(pISm`zK z?09-kNU>jYc%hQU05}EsNCSDo*MBK?1P&(KdaLdty=7Bdn$-a|BGIXa8O~kvd}XQM zk9=v`U1VY^aiuzHZ(Mf3%&EsU#IHpr74|TyOKfH8^}~6$2=@8a&Ue1Q3Ev;KPxw>} z(oDs&(Cbwa_6h?~Itp5<8xLAT%9^**1^Z20fV}Rwt|#Erj+uz4cr`ddG$KgP+g8QX zun&zuAm-LDlPqFa@Y!VEulwL_?3cQD+rCX+I)hLfWhcVY7cA4>xa20Vb=I{D0;V?( zx(3l(vo)H(6m5<)7rb`}n7!dGd_@G?v2LfkugQC@@r`p9?04}et}v@$tA#v(R}pJ1 zg7nXvE8nFcs}zEbf`2DC4^iFg%2XgItOvSb4BMu*j>6pLM0c$eYqY9)DzNr6K*G_@wN|YltS> z$nh7GsWpYtoZW1sc3mvaJw~0J6G7@rSG^7^4>&$Va*73;$fPE`BOBd*+1U1ehenHY z05hwY;CL+krl`7VvB4dHynWFF0l*S^9z1aoZ0IF)px7LTROua;*VjFyj>|Syk@v+u z%u#L2mwq6V81o4LcX`+m5xC*OvF^^=6mp-Jms6Q8Oih{G0KzJw>O5{aq;Fv zIE|$Ldv_6~^eb~ljE#l1^oe~LwH*A8hvb@Krb_geZi;pm(W6?hww|19Uc6H79v}rE$X{@ z6!R{qKrX8j00~NnGc#VrQk$lrr#$IW+4*)s)aQgQv@odN=E#hqP2?h#s5+eZ*qLgn zm8+^*wQ;BLxqxcGBCuwpA02xvVnUq;LrM|^)nRhlXxZ~3DCt&-o^!=oZRq{v*tHB4 z!g+nDaa^OaM^!X3ChV?g z9_Gaf4RDx^Cb7Z8olhH~qb(o-)aP#jtH5R;MPh6XQ}o9#AAf#TCX5}c0(Fu&LEg3C zc;L+v|Jaf@5T?cGB>tC(bKc7KCwK@BWL`T5lI_)vt<07+9*lbHcxxv!>m&Sb9CvPq zfUySl(Zsq}YE)Zeh$&yLP-pdI6Vd&^;zRu>2l6`89=uKvv3=jU1;3F+Oma7F(EYgh zXN_I-sKMvZ(P8}3b~4@db!byGqX{+DS8qq11uM8;d7A{!Z$|x|oO&)XRju>}hEson zyKa{+UpJI_O3`nsGgP6YMeS??XWUS)7<7nOq-O>ucTvTIq1Vg;&2TlHD^w3Im3g+E zXkZlqlo9jav3JhfE&vK`tO3Yi`|D@HUG8}fp`DL}f4$BOaXkSEG``C_*4@LnV3dPzIDaY{dgxFtQDT)r8WeE#dvO z=Y1)4hXol;OYO`Bn&K+g`|ji084{uJG)K6ob6qG3@BjcCW70F}e;$mis=|Yy03;_- zp)zO{vS7L??wZ-oAc@9V2Qq{7+fd%|=w49ldKK(KnGl$PTW6?zeU+|B#|<^2#qsyP z7J`%i1vFm)pb&qhjD?%iDn7-D0DyTLfX`YEV+(uw6Qu9mKV@!r*_lMf`@nC40!khp z9Kd;>LNq*yU+YLD9zfS%D0u`6>%pi6Aa`!c`?)TNGZQuT1-I2BuU?^u$3VEIMv8Bm z^v3jEvHyyLZDOLoo&;nPKVm!u08i&3w2vQo5znvQ(gV*XJj!P@TS9Cstglw2|8F>R17<^}vxUA9qyylKh0ns<#^gArrc$`KD3s*!Fuciy?!rWQlJ0Z z2k3Y@-OqwkfZaVA-?PwswL5p-3qpw$BHbb81%{5HI)#BU>cBA1vu0u!N>?Dbz8v`> zW@RSZaWRmSo(q%dWkOJ$F;4{B*u)HcV@1izI_&X@J2*ABP!q5JnMynRzVTR1E|j_0 z5>m3HJ{H2x(cy_PECP9pf%E00b+U|v^KxB+E~}n5Rp-35yg4@`e;GJR&W{pT_lY^? zyEK_95GVC95v}b2s>bO>^ZSlP zAGW_VQv+rIGpG4dWtm74eYIRJ^akGQmv+K`k!OoX^RWulqSZW2Rzuaoh|o>t4;aKh z-V|#MSQ{9&2vgwu5k>CoY7CXOhRS(n?j;2)QkRZ7YtnD!c_SYI9m&r2OLDyDd^GvN zp|l1?z=PSz_I5nhk14j768^c>u_jsH92xnG7;Uy^H>Kfuf#+X?v~o0noXY12cFEsS zqeQ$?l&RTABP&|P&TN^MqKSr7#yAbR&rEYK_JZ?&+g~|l3P#o4x{y%-@I@Q=NcO<) z4Hnh+^p;B704@)yV2rR6jV#*mIo{tEb;`mwRtO_XChHNMTy;q;mCI-JNI_)b2eE$_{k@0xX!yJW~>aF|AU zpp@*xOzI#KKg!N$&7+N-{6Xe^6V#o_r{4c;4NY`^kQrUU&h1gm`-dXb)02({JAqQD zBW@kkyjbGySgh{*jks~+E;LYnq~$&_QZ~4ZDq)?HyM$6)0o`stPFH&ld&5~i9br)S z&fs=kr?+6~Vcr3$BtoG=KxPs>BhsF@h0PAh3G;b~t{}qExBH%as~? z8G0Za5uj>VR-?q20zEX(A|qi?UrS>)Wu)hME!O6{#vUM7;3Ng`BFc2KYN1StKN3b+$27VAJcqcWvisVKi z{m1B>%*K6oo<|p454thJ;w8{-+SAxu*h#$V*&^WLSvUYN7+!fj0wVdh6{xRNB;;p0 zp#DUV*YhEMu7X_u>K%$J` z$#dVh!%5nvTSwsqbhOfM1wq9He(z9b=u-gf$k}B{oi#?kB=O{&Rmoc&`4hF+JSU(I ziN+f6j4Q*S!DE6uPPFn3xto5};MT-nnCz_eYf+KmKDhCZ{MfH+o368oQFx#x8M^cA z7FOQbi6KMXr#RJkU&ap7y)pJL?GUf)Qq7pn+o~|4KyOsdGOs|5zDANc18>~t`og&4 zoVt)y$OX$~Q??%rZUpZJgC3(N<3BVa?nw=`wrZ4*svfvfiF0)?V$rr8*cg;3k8R5p z^Wc+Zml=^BvN!ep42r3bMg=g{^)Xp4fpCyTbCuzcL=EhWqBNLo7>ojwSW=oWZ0z($ zkq8@^lfqT;!5|3D)Ricc08Db_-a(Z0d&%-$tbQ2~>wC$!l)oa)SL(jy%CN6%E^&F1 zxP$Ay`Qoj`8;G2#GWF;009gY6%omehLvy6u@NW@ z7Px)cNMr~cePKWy!&3fBd%X3m$b+ymLta19hz%0i6Qq}uPu!6+4jp=oSVX4T!U2fK zQ3)b>3BQRVl$Cn|!@9W#UOyMIyAVT4hr4>`=q(gUk$1fZALF3N-|I{WcmFR(E%DALXGF)13Of$1p%nO*|;vHQ0W!j-zqt6M`jkm5ZWFg{M8KSMb*!u9Qx<&!%c_}v|32G-& z7pv7vgz0KqS~=T&)WX3kBGE$A7OhR!fy*Qql)dh+eF+Gy3n%O6bt?s^Z*3v9aJFT6 z`?8uOsf`a}FHuZVl6pen+^`O9jN&Y3hhE^y!9N}b@(ni)v^N*bK%LU3fqHQEaFz*Q zV90x=&bu9a5ZdJrQrp;Gqy<(2he_N4&5pu!aLwc*vE-u);;6$3CEPw(5nFnauAW(? zvZT21UW+Tdh&>ON zNylyg{dx)!F9k|)b=go&CDOTY)~XoqfD(bhmqdgwa%hDWlt(9to9eAxbP8OdUkLWIY7#WGuQ5Rq{lxY0CwTr}L3$(-`xm_GX8K*nvc z;Rtrhc?hMddRGV7uDjt_Y7F75qL^eqW9YfiRQLTod9!%TtQ0INwG zICdPhQgEZ(dQ1$o;T#A$59ellCI5DJ001)7$c{^M_Y8HG2S+8Qq0|>@9`()>H=;A{ zv=`BTtDtB|nEqy%60yyfaeIG_v~Hse(KZbcx*pICxEp`h)t=V}c&ZXCz0sHak4TPu zk6yEoiw~T0oscY`DU=m?kZtz_d%`7cz?FPMH}4k;Zgvb)Mckyo{QwWtt&ldUR(?d_=cg{E|#`)Cp`fnQ4cg)_#`o@ zM;a&(qhJ2DHXY&yP4JeB*{rDYqtb@^M$*1XK<_j7T5SF!u81nDRcu@AZgf~c6IsJw zRE=&mZ1*IlVRR`^a9%KPZL+?1TM*8`@K=?G#<~-U{Vc0Z6v&W;(f}0Q+4L4g55V7~ ziT=(s0_I8C62G&iC+#puH{8NK2&!@!a2NRwLE%)_oG0FI`&(a(i>HA4>x12`A~0n! zyg2C6k8$(#uE%KYq$6dQE(852`=6gMUiR_MgCQ(?L~jT1;{NI26C=R_o&_iU-q*_c z;XcOugWz?M026WumnWN1&ZYyz+4L=;hMr$P@_gL zbj!R4IzzDHKRpcv#>D_QvW~8z{l{mU^_3|W*rJs}h}T8>(vpez3&$84iAQKDd2kz3 z8aLlQXXQ7-73bdW2Bub0uyu`n6)fFlqE1R8`p@C?iF~@Ng~K<%b`UD!E-XX1U%frM z--~tpA9cuZjaT@=lE|JBvIt7Awml-z|4O+fhk2xVzfbmQ(SIS3-CJNKA5vmg*gPkA z&R8HvdlP$Lqu5<8Axo;zGLTv>OtAUVJHLa3e!h+0vSShli2d?NsH?C;aw=_ee{IptocQTkZLrr_VVb? z+mUhEs8q*SOGFBJyla7p7+QK#r=2=sBqVHR*Yan%SAlk>QJhGSpP^2NBc!-t5D&AL z^d|qG>m7%Ba9~I%w<|y^_!ht4S{z=e<>u^lIy7%M>X}GmaDWyr)1ti_STjOQrzsQ8 zMBPA;GGz!*PUrxR2u+J|f-}Jxp{rPt*<8oY;iS=WKn4v%B&zSW3#~m}C%BqA=V=ic zI)?<|HWf=JjxGG!i*0^X34gJUDwSy89huD4;DBaX5J1U!Unq#+rqrH_^@)>RK98S% zcrbEt;7BCqVvQgSh4EiP?b(}|!3YynN4ejVtleiJyC5hO}*XcNk z@vxv!g7!O)0L4I@Lt3|QY5HmD1$&3zcv*l@&U$aw;4H~+&Dpp`uChxG(NSB{fN)@H z;sd0FIJhd>IpNUuNh6;@OyngdVC+q8@E5K3Dlc};#n!ygu&|JqXrxj|MVj6JRf?$( z-R{{+0~3+GJ!#S3RwToCqiTAsr=~hMbwhC1DvCEjNuLm|*_zu#Tg-A?QzWOvw}FR` zni?BeiOi{u;3k%m^~Z2nXhZkbXof z3nTkaAJqVepVFIfSi$5!JpuszL&cbJu13_d{NJZN%V(GyhiN_{7l|lVC^@pW*A zkc>h3tVIe(zF)djNQBX#KB*7a2k`LdcW&;~Z15n!J?);F44Sl|Zi7svo*Lc7)R}c8 zCo9^Bm|msCA#m(hW^h*P!^YC)28?1Z_Tzl&imrt{tzUAV9@!Ool<`AY|A)!``DC2Y z@)vto)+q6|aCpOLm*3l(SngKy5Z8qDQV|&uWZb=7R~YvQKx0vl)0~{*cLTAoMx&@& zf`PAOG(FUZkb*Iv1t1VkVWfnZ8YlS>H5e5xv)boHpx+O~^weu0;T><5)NE&@o_rBP z)nMk#sos~Sr)?2Z*(6;U=S9|-miAxxLfR;SVMjP6b*Ys1lm$oEsVt=!7tZ)RdPDCg zv)6p0*Gv?SkOj~0=U7@q?tyI@zFm2kg1JrPu-KF*RKHFQ8~s%`cZDsVnR**q#=w>d+=dV5#&7#{>8@CQ!c{f?~=>D>l0ivG z&XoSAU(cYRT=M+!5#njyJ$T+_i)06Pl5FbRPL|3VBy4Si`7=e+3^ldzC-T}bFDrtX zU5{{0c3^8f`KG>mpE16kH^Eo23sp17>?O_MmSUV%k>;gp4F!xY!!x8C3fI~uGjFhc zJESyWn%d`N+MkVYCe9WV2t%>Lq6dlNb(}NUy<})^@U~;Srp%aHot6b47kYG)1nieS zv*Qh29j(STCSeesSqdfxqM>~z-Vj3?J4z(w-L&{>KS5mh;WKV-U8*LEk8dTk05Nu8 zTo`dxHzQ5QDhSKy$X|a*A@C>|O8Kj_o2FH$MAiZy+mF7tr3LlHyH`&i9Ls;}|1VO% zaFjN+roDb3ERXH_eQ%e9Fd#tSKB!x2RI-JRH&{=MAOl|n1RF0%ka+t_$Ca_Vs0 z(y`CDJ?=*Y+3lm~MD#w+%7Ov<>*vy2RqHHcN=>&y+kWCC`FjDKWszilAaJN@6UQ28 z4^0f1vIRUCCTF4VK^{_^M~%g!uk6<1{UxA6c$Sg)(dSPM_iLlz1~mw(A$6mZ(?XAq zUCp1?nIpr8yiVW@!$;(Qe&Q&PQmaqytDIG80<484EhbHl_7>}m2Fb}(Y<3oMQN_&Y zM^j>42)*nB=_C8PP4K^#0Hra_0B+LTAWhPP(2XgcXh@|+;!z<=go@{@8)#V5eMl96 z#A!1epg>Yf7`zY5NT4hc#>LiC)0_%&Q&0B~24u7tPNX&OS6|9oVhtnlbymYrk)@*C z*7onoMUl$ls^R(pM#EXvDkO;j2jKTC0N;=1U);irHvD=8H<#jz(NyNpgQ&fAP}58yu2Z61xK z>p4tU;N{qq`aa&(fk9y<9yPcn#?)0{wwftnu`g}HjP80G3IkfLc^?FaGmD*zDCbG3 zly@q#1%*V^zlpZGqv3PpdlPp^0%vCd%&1Zt_4AtK++zH&Y#B`tR`#r7Z|A;>kV z$^0lusdskxwu!(pKwm91N)H-%<*dZquE!}5K2m;4Aqpl-}1(kz4+umt2UgAaZ_6FggtsR#_KXKizAoqCWCn?6Y|*h)}WD zcWKL;2O&6?458?g?6bY+tu%$TBDP=TgJn$6D`e`Q$PojlXXBkd z4aJ{detyf_HC8Ov!1WT(f9xR=GJsMbtlJvw)5#7`ma}|6wl7C)uTYwNYCxL0CU0W6 zW3%kt2V)g+%ET|oXij^c19~Uyv&|PP(>8wBD!J?h^giLO;^Sw3TP-(XpzJ*oGc;h@ z0U|bN5nA@fiaso6@VNx3mQ~z+kYX-G5=a2?ga>_C-sAWmksmMybg~P@EZBkXG;5L- znp6Vf=_8_UHg@AbTO_R~GXv%GCa-p6<)AxEGr~th_l%Sn1#tBEpf_52bf+= zlP=4Z#EQrHrSu8A3yIg>47iISn!!0~Oj*}lLX(D}kXIFGUw z-oNvZY8U={9nsZ;F8?4$?%z4g{qC|0mT5RVss9r~{$e;eCYz*^U)FZh`lQY##L=qZ zFwr@iy*4VtW(U_jsx)v(5&GA;#KlfBX%?myiY*t`mtW7MB)e)X)+5BtlW`iq13aE! zJ9~1%e7zR<0F@B(7{yNyoZW?OauxH-`8?{tt33yDSQ6#%DzK(6K`RC_vF_i(Vt{yg z_$*~uJQK_hfh++GL$bAHZC1EnfIh*PkY&+miq_xMFdzzP-7;JXuh;>mZ@+QRPT|e3 z0McT;cju@)6ekZe&}rG=xCN5UutaQT{D5~C?9S!%=?I>>a={th+$h$f`qiEj5P9XA zNPs2~uo(HFo!nI1Vo1S>)z-#N)%e`OWgzeZt+%j8_dK^yL&t0h_*^}(VyGQ8uPMMK z0lR-UGa#d#-I5COh`3RB*HU3$msbNBCy0wq@pwIy@-6MUdy)J)QDBSX{@_hdDZ>*B zu(!Px#1~K!5}uLWohTypTsksQ2n)+#I8lfFmlUtHm~C5LgEldMDPW%Pc+lHkUrzTr zVY|T&I??s&Sb2fu`%dWu!19dD479th?_1U&WF*8$Q#2(Xv@PNOhG%*;A7OF2?1q zNVG^xH1{WU8#x`qBqK2iQxoLIR%Ko7=;+eVc9;3r$MIDq4NeOr{19(Y&rn2(oF%pv z*6u#k+ZxLf*&o={z_yX@Jl?k?3rWvnw6$MNeHj#i`<5LQ>i*6W|Sd!#<(J9)17RgSfLIyuo5 z46!y5MP2O=&d&r`HK zwqxoLjYCRFuWV4XY=v}ZvpQ8oN}KZQjpj%mO-@xBs%$H$-6?h$RvX%8~x*G|#Vwvt;dq^|;46|m=k|;+~ z3xh-*^c1onGY^gqZ;G{cID@R4B_CbKR(gMcN?9X=oGVI@Xj;c{?VdEf&M>K+@ad9k zUD2Q=GNZT;M%HP?DG1HO_R{1jeF{xJ7a1n~(+d}wG9ZzrI|5yIL=l9Nz>{b&NVc;| zJ1?{k!n{ftQW}jj(QobN$w8}p5j?s%RIFIRbs}RNCqJT_!h3-+l6QU@ML$)*G3&An zU7^VxYd5Twu>ZZ%FjmhzIimsjZ)|4FkEzFTK*&JtW9d;;MqaAR%`VO`VT@7DX|QTU1qNJC_JZsEkl)#puk87^U#2+r0*}o0LreF#Rq<}+kAxc{<&w** zK()A&cMp*IQ)xP#>t_M!vah^k4yQQZiQB35Bp2mT#$}-efwaUE=`Ic1=uMX@*aGLM zrsMP3zF)Avv@tXKO`{hzUTG>ie~se zt+QjO)>y};xMhF?$kv-lxMEMUWFMnEz>`l>rdl8g;sJ(&Yn@Yb%0*22+o#;VFpqhu-Ho$(&o=s_H+3#I(o~$Uix_^D>?jH^U;yz> z-kmBXzN!7(nF z8wy~VjDPy~vGjT=6Ka|(w>GkOFJ?-_xc%N*CN8ZwCrxN5tBINMP^2nNV1 zHdD^v#MJ6*O>z9ZTzvqyxjR4B3%M1HR#?8&2OCtEWx zHv#e1ebl(A=}Pr}T$3`GIl6|YC?~;A7eQ5W-mWd@39Du)92tulItQ@Cq7+J?i*%_2 zL%npgiJi<@&R`=ZGFEe83rxr2VZxooCUKTal{LB1f)?N~{Ej3m?8>*A#X@6H|h%_~-_0kg&07)zM z;;L2S56tyop+H*rcYSz|>7o`OCmjj*o7iRzR=X-?Te&3gg8sGgxn$8IN<0T^e&lIT zl@tM0kK9+>3O7W3=8V0K;}dO2NWJI!g6{-7(I0P|eG?wEjbrYS@c5ZVv)C+I%WIlN zhSiNRT;eUT0IbshA?mUf%?H6M50}8xdmJgc9HwS?wYP>>Km0=SbJsDE+7uJLETLWb zC}MQ3tem-`dR@! zdicN$5cyBW?4rF=vOiNT6Nyqwm->^Ar`iDyD4Ht&2B{8s5g$mYsYw$l;@o|8Uia5S z`Ik7Aay8KE{s|E0u8H>T5IXX0kPp{Eg@NXwu~BdTtJ_$C1I6E4r&0DCt+~nRGR#)x zzYr%0fSmK?I-JaU{TfAp*7OTYR6cACOTkf&or#rbvf{CJHxyqDS+j+F=!3(5}Z z;_i0Z+ALEmte&5wm=%pRS1FW^Qc@ae`4Kc;H3LN%xmv01V zL|d=o5EV~JSHa$n3XCm7w4DUdzEObt4{&n)a;ig=xY;{Xqnf@4scc026T?fTLlmzDR6q$G8>D*%04O> z4{c@x4;(8KE1@Li7tOaGTns@CRB2_$Ecxk2w zF%jv>w;ATUh&UrLTP>l(8rOl^lt-(R#<#NJcApR-5`Q0IC(BGbHZ{|~nkAt6zrns| zs4rF9YfeZ7kz1(InhR@HM2;3**FZZ8k;PU-b_XeV&zcA$C#b7hep7dmu+Aa?Oyd6L z)MP0?uG-EqnOm3!;U*ua3^2_t`1hriwh^lK&Xf{GC17LSTZPb@f_DfGTfdDKKOBps zQq>QGIC1AL*Ox$}aDs%eJpY?kf)a`tGOj{~m0HjfLbOvPuCkoWn8@}rBeN6ktsEgM zv?F(T+d@tH=3znu$=fI6&HdX8N{-N6e3TT!v_<2w0Oeek7A@eTNZeF^l;k&4ExQqX zr`yP_zplWORE?Y}XG9bpa1!JS4?D)un2D#aY(0w(?zu#$Xx8ZA@6-@&#YUbc(u$2_ zTiwEb;=+p^XaG>5?g2PhRyS$EB1^!G;rC>d@bhv}Q*4y)?=*Sg*ijOsRXGteGUXF$ zApvd(QjaZKy0Hhw@9pIFMk{fmYB2XaPL|@o^Z!MO=%Udr!h}jM?QC3i>Tq6YoW)S& zp-NWqq1Ltik)_%pDK*$et7(!4+U3~ypQlg=hFpz6k_IX#@5x!;m*;+>s7u&8``(!5 zrR%id7a}O33_b`3W`(rGx!3hTs~*B4HdDEB6Q&u`2T@w3lOza)+1^|t0V z->MjaWdw&r^NRqZLY*SNOgoEPGKbqJlgMO{g(xw@+R)S`^_4F?I6HYd1Gt%)meEby z)a1JviZp{PYI~^QqMO8Ei25u|2anbWT> zqjbp<5LZ7Vo`(LQncr^u(?76$KO!?{w!=4xRirgb;%!jC6w<4lGO=V;v>2z>o=979 zuc#R?SGNR03SMDmB5gA=F22y3B%K;LJzX0}Z@Q>MYk&q(14_9Xli2MIcE`3&>E}TS z!aF5vborfm^m6wIKURLi%1JGO;6WyugPMpoUd64RYx^+8j)b{pvnK32hUMi|>xFC@ zUMAt)w!|QUo^LIkUH?V(6)SRO2tobNa0>|oNbhS!!cozLn3M5Bi|5cb#Lq?u{+iRjo3dWE>M(whz<UUEbgU0V&Fd0bAEGV-)g& z-|_>!+UB1T7J7x#RVT4T<=4QMh~Be<;&;=ikr-E%tTz6P!q?yGx*LlOM#R*r${hKn zRI?H9RO@i-N%6a<|C(w*GwXc`Wz1wg9O!k@Tm8n28yXXc4Mo8eE6rr0`sp!87={!xOTa}kGEBHVX&Qj*9onLqi4SO$rnG!jB$>tJ5U2{; zX7os85zW#StgsK3Jx2jPJ?(B_iv{*>j>&Es1>q$n0o?;MtBQCyW&zO{h{zCOCEZM} zSF*DBIKYQ&;x@&*+J1-4a$1|hit?CdGH0n$VBM4#3+B%9;v4lz5$X5AKB_x#h!wll z1%|6~E*H=U+>4O^mh7ygAn9~v4ACig_k`i?8wf{R!uM#j08ouUr%4KkkD0tZr3k!T zT37rmb8zgfZQcrRJq;@?Ve5hvo658BA9VO|X>1cQ>8Y@=;g;J8C}R0>}ovVRq^=F zyx#>*Afw(^UC?(^-0x0amK#=~{O?MQyoiTtH0UCL0tmnVNjia6JzsgAi~vbMw!e!d zGY18^{}+Idm=+{LOw@vC{&FUR7&+1KKc|w`Wt`%^)IauV9uD25FO?hU{bvLMyRoj( zbB&$N$*{hoK-@f{dVo_*SR7{*BERrCqD8n>QyiI1*uCMq&!xP>2ZDk;N6~?~+?>a3 zMFkB)eOLgNL)s1+&R5>xaoc5rNc0iwyIOR!TaRV6gKXWpcryXdBrO7zR#+l4VEoTG z3gn2-=sttei+)n&lOgxjSeITNsNaNE3UA}CV72&I=X%<&pemAP0Pa`q^xm%GgySmf zYHj#etZ>0;DmfAD+fwbEhcCxk{k5xRtahUflnyP`&dbbzFUf6;g)H4XT?{9(hWGA{ zbqu)p=yaJXS;xx11CJWkFXu{w^2eLU zMXtH;+tq}0TuBnIuBtz=RZqUgG0O8Bm?zNrcB-Q1%n&iQ4Aw07Q6#6LaWjNCV}7jq zQt21Zm6|-RMke3gbU#)1z*~}(G0GxLfWS~;|K=8cUOiG|@kX!dwT~EN%BdCClH}i% z{IInzU~Ysg$K5pWQ;loE*T2Vj#zxAZep-}i{s3V=$P!K6E}3&vNU#ocfRLjHRbsxk z|JV%te6i4%0i#_ZvarzKArted!R(}RgHKSII+D=z6Nr3hjn0cF##yr8W%@3#w~dSw zS*U!sOL+E|Nc-0@389nmZxUU*dbjtJ79HDQSV-ZnLKPZ_ND-B+4!+7tH7zo*e+4Nx zpA~WwUjP=a1zlUKnjj|1j7V83f{ovJwu997Gk1(@U+dIQ{BY~AaEHcV`0|fi;iwuQ zDvmImKS9O4JL~`J$9+I*^!0|~{)Ry?r!`!bNn-v<3id#k%W*;X_T??nSFjBLJ@ERS8|u^W_zbn_rly6iI`>3eTItO?FrR#0CRl1xus zL^K+cr|BaAwGKgy7ouM&M@yfuz7QRI_wq{-IG1K@!5W)7J3+!Wx9rUi-~u*9xh~Fg zTXXd^O8eKDtu18?I&jl*0DHK;*|i9lDyi`R2rM=Mb}KWZ00QTrKFB0VC-wlPV9AyR z=R%id-twBra@K|U$R*(_MRNGDeT_H6)k)w#+Wh?x;WDoIjYoef(eDN0BUw+>3*sm4 zgI#`%l22`xr@HTz_i`o-YKu67WyfCDalmlE+}9}EWRWlPgU=wm)_?G}gwEqsJ;-^Q z*ih0-Ur$&+Mw6B)WsW%u0D4`vx`}K+l$6k6i=SW%8QXB+*9rG9X=|MVORjY+(XXCY zP-p)TR#EcTyS~~G{Ai2@0x3&oq{*a2lEXqm+w+gf5C5OdI0_om^fg0-EoIXc-&aX9m1Lf#O3ktSMgsvAAlSlFH%%mFSWge^~j| zGKre5;)p!YcetI|0OIr|r8o6w%~q66&+eF;zBL(4kEwibNT#>3r58SQHPPK`;T$M7 zP`fY0l7j@)-t`$alJ9_Jh>ZXg*pE;`RHAfeV-1Ya=w&>hEHvOMn+|Rj1K4bLF3qPq zn?OWgINHLQy_@8RVK$sA!Umk&tcPd&Px&??NP-UH2MP-m(RhA35={tH&tBbhv z5Tk>5gy<=q4_4>i{ttEIRDrOkQ>sfjO&=-OF5Wzwf6HT}%p*(ybBq0Yg*TA<5KGR! zHZR`}PV^lcCjIkzu)uwljAo#*>ApKa2_7C`+WWoc?1!+Eh5)biu}EfK^^sI<@P5x; z*RP6_Q8^GpnDGwahA)UD&_U2%d|ei1rru>1xL{Xc`E^Z`($+Yn>`)%nCdMxf;;S>( zQ$hC|sE;3+#iJzSryY{Gu(jW|;=26qJiA|iGZ|RUy?w9d#3U407`p~_?qiU&>!Jyd zqIdG?q#0+D139GLPvS3iO!OE=otmVvhb3!FYc&jIZ8 zOsNn?X__3IX>pC`{_h5g2jXb~+}$1t6mMNbVOqA@z!P#OGh9VQwc;1L3(rG-%zS0j zMN>LV!K?sL@JDuaz2)Dy!D&G3g_9dgXgrJ;@@)CGjC+lyIi#|6!7a3CTg$257qNm{ z?DpLkZyF4j~x~;N4%HquJEsLYljGr!5E+fxl$cf+KN+sh(@G^wF?6+64ig z+Sk|XC5Lm^1)0+9hR;$sz1k;%7?ky#!XUh`u&1y=WhvGdANLmSfD4?46i-Ce2CkDrmj9B7JI@C9ue|S3{yVLGL77U$ zo#qUE9R?a|<9pz^>7yN9!Pi7$LVw2bGv9)>=eX~Y{{}r7V52%}$tvS)ZmOc^+mU@` zTrci93eUn~Zj_)M{juvKS67cy5B;ekrulP^(qa*uQF^Y6*o>``v7jrMe(DE+@&)};6Uy8xc!~|xNb?#;m_-t+ zHjK9J2B~oMhG?{05|72IRQ1c(X+Qt~6G+)E|It*8049veY^)(0WvP?^SVZvAE^U-h zPfk>O`?&fy^bO)`O>%JoKV2lxG+#U-$yOF%WEu#4o%vSTqFn<;ut%G9MpV<%NuJqD z6vqyqQkMe6v53Mm5IKii!vJ1y0G1iqnl1dhHvP>n`QLyKFS^0@H1y?T#RIGn?=xv< z2chxW#bvL(_(`uit1le+qXU!g`T2^i6d)^;_jJRY zxz+haMn%@7hjKa;eV6Iy|LZSycwYovSnAU_^L~yN7X#L>Img8$aqQa7(PBA zM04$q4c7)MU5uoaobp!44wRs8vDTfe)ao5Ouzl(?UCT~mNj&GtNXg5DyEbXA>je4^iN%FGSf$8?iwAhWgneVwB^ehRRvnFy z^1E{R8!j9G$ibSN+`RuBf$js_%6{LZ2e&rLlal|tzM~@83I1drQ-ZtH7N81fB)oT-$)>=e{tUHfxC6@t(HBAzvJVFSK{)IV9QC&xVtWvpIRyp%hdEyD^ru5hQ z&bUMZwae!Rm>S~7T;rWp4;eDjegB3&n1f}fI5qml*n7K#A)+6=%r>-qz@_i!4muB4 zEP~cmTRLVW8n%0W|8-!rhI)UcJ34Wm?okwe>tBZN!Y}Vkqkv%{rWcm$^_#C3(f(WP z5(moTB7bFMqSl80;DH|r*SU3_Qs*}6aj)u`EH0*YZREP(S~Qo_1#hmC>Dh~zhWFhc z4=|-SF_#st5tp^+YTv5U;{YElncIy07SmdcF*I~!g&NOi<#p`X?-E>iQ7~PIqE%iQ z2xrf%o0(;G=9DgFJv}M3XtHB$$Loz2`b>K8!OP+~xtpso!QrwZIZu_jW-}JBmr~ZO z8p2*bj0|nBl`>8_F^U(!o3c_4T}3)`NzZo!KeG3^Gxw|v8FAe*DxstfC4BO0<`9Vt zA57>u$^kd}v}!`yJG(*WdW1lA^MP@s+lmM@JXR~ST$eK-e|=@}b}$I0=RNS~b7ZH5 zZ&mg7SWm@t=oXLj?eSgnRgw12vU6i^Mjrj=t6o{YhHy#N3`f?)I4#W@unhXu$$M7c zfe(6IVk|Z=Pe(_gXJz@%H}y2Ps=_rUo@7fe7r7c~ZSQqRDboDhd)vV}tAQ zwy)95IKJug0zZCqe;}iy-4Y~GjLM2J4T$ow=#ARI?gMEiuXNip(Fx zD8G!%S#fF%-~)VMA^G=f;G|qjV0Tm`pMEyN8*bgmGSNgbIM0+oEDO#PQ+$o*T%wpx zjx8GZahSKV2cu}bSiRF=UcU})%=VzeC)qfR{;cj%-mKRN-v2S8A67EDPk~-vSZg2= zo`->OL=tq@p<6EKZRoSDFfxDUrrv&2uPh*)C<{=^B#DH-{|)hhYYf_M-`Mx7`}=m3 zvCt4b5^Q5#^J9LCs2f-7J-nlsy+Sfm_cwn;M#Lr6Y;0dD`;C1|EJsMn8sfGvWwOhW z=V1(TC7Ote($f2pQb#vu!)ZSm$#v=h0 zIMX+Hb|yZ+ySIfQLZ#p&Gj%G{xLFTfNU`x-8pf~2&y8=e$Tf5WY@uZ0{H44>@WxI8r|t(u3siSjF!X(gs3O`M6g2#bq_dtM z3r|Wc75EJU*t{;gY0Dvcu)5m;_|&-=pSWzBvopL+GJ zVnCNI`dUcd1K?%hI<<&!^e<*?3BrS+Vduy;0k5$TB!1FreYBopwiARb>LCEz%)!q* zwZxol8=Yyx*$^PDrA7hy72xt$siwaK(d=Y0#!@~WB z{LneujEOM{H2D?W6=pp$f53_P_QQ3 z>Q`4E5;_RU197#yG%nVUN_qt%NR*H6;6z%n8knM)iyd@I@04K4W7_T4@epd<%Wkb7rt^d>c zQ>B4Esg7|MmMCesX8al+7d4aEy&qWm)sV@z$T4pWf$0g90374f{#hi(pqqIh z)oEI4t{{-Z?V{l^9=eSp#VW}}4=RoRg-pm52Fhp%sgz#~4`xkw%5ZJJs zQk#TW08*LQBgwd(Wa!B{Ky+^I*+!b;UB*Yb&p}1NcLmIkw>8(L;QZ8|`9iI~4Q5(8 zOK#*Rwahp0*#Tzi@rpE85ajC;l;>nlT$Z-QBx7{NOZH4=V{-LbkykjQ+CEQW9 zK_2+|O_ibspfcnqU7K#pCOJXp$Af^S7XHPKQOI}U`;ksHOCOZRVxTwDO*A#o-rD5s z!ba}9ELA81YG^x+pzd1U>dn~uNJW?+=)5nAu1Doc#AdxOD~sIE3vTR?%kRYELV$Vd zgGqSj#o;en5S2VhrX+7^)0U>?u3pQ9>xb``78C>g^RdNSsGkw8L9+CAABXOOK}g*i zz~w=C@Ywkv0uo231HidNa2NnKrA{p2iTYa&hy9?SZWUCSCLUSdokeizGO|CkODQen z`^A-*n$pU)3Zf@J68d7Mw!`(3C>WpVnyF!gUrKnJziTEz7w7;00Qc$9wzkexqW@~+ ztGVO!Zu9eqvtshopp;G&>fOxye29l^ttHgj)_y5W+8nRKrvEPv(xeC=O^kXpa zAM^F}9cq<5N}@KiF_1??ea+SZ{R2r?1~reL^5^?S=lamunP%7|Uy?@2kF4I8_v?3YMg1|x zubOf$?3uV~+8Nk<;IN^>+bm4RWb-F6g{|h5TBRo9!-*xiVde-~fa<~e#g`#9YGndA z#83Xyj~1lHy>8s7GAKyrH(w2>Ulqj5?`|S;Fc|-h(vlmLo++t!y%ZUV;%F&{Gj64} zWdzA+FHac)zquJjZKC)SB9Y$Y)@52k^d^jLSFJ1O0E$@xI|T=D?@C)oYnV+W_=wx? z&!T&~1mGpf$tsBWP_JTE*{2X>UXbg^;M}1b`5DvCM!#Qb?~oRvvA3i7Mg$%g^??+0 ztmd0QXeC|+Gnz1%6o0){eZ!fQ7Ih~sW$()&H^?|%4N$ga)-6rqBQSrSY_yC!W>O^g zUsThFySqIXD==#R8E0qM3B{Scja4n)CKtT~bp?OmETuhE7(gf-Vs=nn{@cLFn5h+R z4f!UIvK0QV);JiyEDM*4nZsO^X8zvD5St|`D0rIjM9YWxS6~Ba%GUvWa7=bnUzf&F z5AxB#1vmYAB;f@OtFDkF8X^2T4=Rru_haP3S+LTL8#5L>$|Z500z7cIyI@da{HF|t z;V_7t9P-F9H}aV3H9O!tU41DcDdT4o=zW56=5>^nHX^!rzOIy)%hBwQFO$%!-_H5> z{Y3MfRm?|0)pO7Y5Tc`~C@%Sbgl#fz4Ew!($COwvHArzjvOYT()qDvH8^%=lD+CfX ztW3-Z1$wCuwH0i@_9kry7Mo&gH`X3fahkD!8Pwa@xV~To#sH@xJ9LC}_H<_;JQS0N zVKGbi|0rzHg3vB7%4Kb`YAz19RqpN`+v z6x71AQn75u=2MQlR)mX!sFf=b-c1xv0KrvvZSqf8H@4 z1cI@YS=we#(0Z|VCe}Ka#CYo`WjOkm*~d}bH9d}Ai^Ht@dBGDX%IAvn5J?T^v2~jf zCh;gbI!fEA2tRAUp1<~r8zSf}6ua*mrN$}o{ECT_oNLNgcl2fL39vy<6YtnCXj3Tf z4%pC(XlxtHR{v%Jm5im2`cETnqA@pv3&VZJHEf0<;Yt)2=#U)XWJ|W}m{F^oO51t@ z9e78}dfZ4=2HR*shi6I3v-;j_%Geq{5^r9kJquzNQ6|?IjPHNHrDsf1G?{Pm{8$Gpl-}k~9$F}h$O-3tG8HK^nawXaVRh=qYTO^R@eGV;x|9LJj@KlC}YbsmBiK(Z*Z|Hjs@DPdv1`14R z@1CJ!FapvQk}dcxDTt&9T&(+~NN?oJk=G%hH&I~f!iC{#sESCTDMqrc~Z z$gqo5^7^`o_gdrO-`=F8bRMgnV6ir4m&VDzH1N6tR9P~z+J5L-MJct*q`IOgv$wlY zQo_`iMSvLmZ-~9UX}odp;f>$IOgOj#mS6QvMT%+1Y(D#(=cH5r;~sD4Zu#reR7GK9 z?JG1z73nXK8oEFLQmoHhIeuaCG<{&rw%O6jJ6m%i{h0GaGVQw4rZp3emHmr2`HNize3^9U?9y6psy1}9qkAK9R+M^0uWH- zZ`vzsgqgk^VEj3KN=;Tld_2ZvNA}<3$N0(Evy&rdEFnUN;5h1y={UXzdL7_YbJfSH zXMxP&`h#mRIyo7k_N@Cm&l#lQzIQwGCG8QYzRg|8aIJJT5KJ}lcXDx|ZOClSEa0*6 z&hE)8tOz)3%;VCpjWvuaqzT&v>TGp0oKq(JUZH9l9_{B0T*4LGA=lmRcvMQ3pStxR z`qi;lS!)TBS2s3=8(&e8g#d4it-L4ORI1AmZ}u!*a)G@p97?K`O9<9XV?hJ*cDPE4 zijcn3=zwwkWU7|$jiL)(Bvz~UdqW3W-;UdyllYsV!_Wk=Q=<>% zs38&4j}zc6CD97-qFgYqUg9!qRBP0qfVe~`VIJ(-j!RS1ued~-R}8Yo6u7R?*)p<- z9?f8m8F?ICK2iM2Ckt6-{NU7HdVuAj z>7;IJ6T!8sSnsC=yXrf+tg&IHyJ=3Pr$>SZ| z38ZsnSOnCQ5v%*fMl`sB(hr{Wc}%#5RE0&E03s~b##er$2hDTJc&^~CZq zmFEv{RdOYx8MtBp3@&Qc-q}Rx4d8)=%uGFC4Uh_9@Xg67W)x!pC-W@H_f2f17%tAe z_&Mjq%&Xf2M0u9Re$##87nNapgX+Dep{ftxKiBwE0zJJ1y~qxcC2OLEq>5~N5whf z_O!TYi-9xboV+}YLsdj@j(`9zQf2xvRjJjK&I0Mc4WQn|(lzu2$fVsZnntX~?Q1Qf zRLV<fTRDr7dz+H(|23F%$uAQ`SGeq###V(xqgpN;YLEg*t~}2RY=gUS8Dx^DE>JZp8E@pO@Yjuxb%a41_Nb_mnBdlIdD?4`*Ix+T za+f1~3A z^{(P)b5z|VxVVYzRcG`&*=x2nxhSkR;#RbW^l-p`TR+%p{KTi^CQUXE_hTcQd>|*f8Ga1$Y>ph>$6emKfF5xf1Ux zld!~=39RkZP4R-N7Yj?5S~WJPIN+!sQwEh<-lya;sE#kU?`Ix^O}JO0x*kYc z_rsf=HGFmLiP#z?p`eQ-)5QK3=Ns@$AlGMzS1ws-Yk#k3e6=esfY*#q&67PRS!{(F z**@052a1$lB&#}??FkIh#}jb!6ggHZGlx_gdQzGqC!-sm0zue1)`Jw|U82$%?Bqzr zq_1~}5l3u>99!!@#xZw_CdS+k&7sxVDlw@yvJ3k=Gy;2JD717`Jsds@U~ZnPEff@x zAQ9>t6u?tYns6wh)aJnXR9NU*V746ozzla<8&|q*nRjzhX@3NY{nNZ63VW^V`x;X= z_eYgu`+7Mmh1(?RiA4^yZGc<8afNxkQMCu&QcMPW;XIB7aKMEVNbnyb{c}(7PU;pW z4{P{%{yHRe5p}5|iZ4am6jmquf>tzAi7E4;PXh)mR(#gg7iRY!2>NV#=}!ZJA!#es z+^Y?&_I^$n7~Zy=TnYR#&h|Di78jI+o&FigkS8GQI3N^14bI+}N~L-5OI{uv@=>5*XFEHZ4FXP9d4N zgP#&UjKRxA4*`!i(W)6(%lZ&}LU#+CLLUs`5}QpLDJ2noK;ws@GgX4;LNNWR<7?Yw z<4GtnBKM3;Vo_*IZ4s?H^rsytF31s|j?pg3S>{~|S%cZP1#5ZT7-K;dsn%wZ78STa zNrG6n9~EwQ;G}4-v`e^turp1= z!C3Bwz{zR)(on=4`&CUpwC$PTGdMZ@1Y*g=Xp6`Ez;JSQhO1l=7SlrF0i*oHySj6v zV!o@yBr=(q_cb*PW7HY#ATmS@@oAblw8_id2P-S&UHb~oDTw?{^1H=y6P6!UR2{4l z4DW$=lA&UN>REWHM`7Y-XRSE`;@RZe8iLFY9gg9d7eGCw5A?}j-X8{olUrM>Q!Q&g zhfeG;;X(n{r^o0#3EttCcgdk@HsP5A>PDyiR?*@Ixg8rcol)C zjccrKX`>Mw&VLUiF^J|F{mkd>6G#S@Zu*;V$+8-vV$qzC2T#AM&Q$Xd+5~7=ZHX0R zWG=@RBRc$=BYCRW+(wjM>FB~)vVlI+h0fd^ZziM>poy3Xk|{+viH^C;0h_?Vj2^M2em=)z0|=q$*9by>q$yoxjZ))?c}Jobk|4-hDvG{H zT5!gEk~Z6GHIaIen&_| z3c0|+v&RaF)>);d&;lu#4^=9_!hCVn6)O7`csG~FTAPaNS|R83I@ck!A8Z?6cjQ+d zF}mZn^*#le_9_NQM?DKN0F^X-&V$|YsaKqTiRCOjCH~V&%9-Nip-ztN@J>D~omB^f zrjhnaw(z>S0dR)4a3|3BryVuOq0{CrNT*=&m}s;kbv`4be=+vIz27| zcH#t4!C>-k_ij#oB?S{m11ta>;(X?km`+WdG0J+OLhJjf&x=A%`f%5eQh9 zXb|~+EE>FcB#nE4pM8e%N*>W?8=M**wLHMEf}&+kM;fVhhuW8bhC+N^<`N%L@<8N@ zr{R!#Q@sQR;~I>fZFJb$p)pQ@*TG|F!bjw z%`b>tyh8*f&dmU6jGC2k;jnGbcp(a~cC7G~l}S6n`NBiYlKu|TJsne#qtuS1pRkY= z#wlB_KV0M%373)C2kRBx9Lw$IiTx$NU*m7qD@h{QU|Fua()8}=M2%**Pi5I}pgluH z3pgb7l8}FwmQ0>Dak*}H4Ly^--Qr>o{Iv29`)MVlp{XYcMQc<>`&LOlHUlU8c^}ol z#(A$(fgcctT@Kw0#F{n?uwpl-o_AY#!wzz4NTB05w_%RZs~3rVi4!@DV2&+NRAu1z zYe^@ER(}!Z@jx7wladSVGO1ohrgyxl&354&cV{PR8FW)j7X$XApnJ8nb6Fd8#UB_2+({Q0Pr$ z8J6!s7h4E10xgp*>>sGg_{yX;*K}-UWmcY%Wzf40Qt}J@)f&e&z@e4clAp9T54u zwMtM%t5;MHEn0Wi&;$Snyyh?V+&1B-Y;MhKAL8X+9ue@G5DDpt=%{!$;C3UfSM zp)lK6t>X(b&A9bAd41rAi%si39_<-@`&WxM;@NF8=0`^tt$+I53sl&kHY)K^P7C-S z(|8L1$O3}8WGA3Lb`9Ez&5Qs_$vVbqoL_`$(l$bjvdx*hClr^+X^3@ z2Om3>#D@_ssmRb}ipSRhq%$0wZK@&X^tnC+En2AJf~$rmN9mfJr~1-x6>>a8q8s~K zYNUjCRRTY0_KNdvx%jriC?e|94jlh+f#RLEXQ)N#>5dJ}d=vNV6U|0Y%#V2HYoQz$+dSo5uNl1W|5yo9T7P@SZvL%!+if z0r0SPO_H__5!l_fjyZ(^G08{!$7W>!AVfQ+e$=Aun{zupWc63LmaAg4>E{J7)R2B{ zYQ@JjPLAosz6?Mk2=l`7bw~_fJByR?!CHXAgb~SE%Zk^RTIC&X1YXqA`;Z=7)AJQx zt1EU-h>{O#hXR1_qm@zut&lk@5-N-i&{DC*!^h2fS&jI1KdO%qNU+gtSg<;d#TFk! z+CHz1_R*c*(>uEcs$-nY)Ft5OUJjT^jUK6MGo9=ngPbhi5ug`qSWQ+I{P+3<_wM(QX|C z*MV5%!9o&;1kvUi&khry=Gg(A9U==^N0*9F-N_px{?AwqgEmjnt$X0MFtsTKabk_! z`?nIZp}&~R-0Q0yaELh7w{>q#Qq6kP4i#mOU@`p~>y`*=I?%+@ta@gR9qB zQ%h0Rbt3B*6hrG^%I?i1CW>Pa77Guzq^=*3kS;1B(%*&@H_UPb=e{HjqCQ9?3Ky_%YxQT*Pf*_Kjyg%2M zl+Vkgyko1}z%tCobIw6%ce}s5CO;pQCvCsce|J>p^3f|pxsm}02gkB0*~YIp9g&J~ zpnPnV+Wu4ooPk_~%a2=uC4L+Je*b$>QN71tWSo0Z;^BLYyT4jQpKSfK^r(F?h5+x| z4G5zQ>Z(l;cbdgzC09m+x`&R?H&yxxmSmR~$N?*usdQl|VZ;*Fd9;pte^DD!GfjKk zT1+rRqdvN8?ZIX!8+d(F=Fv|@1;Q)r7=AKtcS#zO0ur2kEW_}F60U2Twm>cR(u1#W zHwdL`osSP+2tYwJcw0)55{eZwOLr?#@!@xPue738O6z7D@pi++9tiNH5k>&AH0Snz z=|Rs$VV_MwOaV@#=lrEM>g6uxd#3s>ZOZOlwl(RB3t*X@YV5FtOC|x(Mq7}Z;bAAS zC=5vd024!;jKP*{b1(gzgZWm&I8rtxR*dgE`te3N@hs2{oy~i=QD7Av6+r0a6lNcR z7WQq;P)}1uFaYTsYqto#@bswJ_k~ZTl&cn$LI{c}IM;T#@}`adJ1}AtDUGIO>>Jh* z;!m(q|FMu!?P#D?c5i6mtplleo?dy7R{x$TBsoV;u?TbB&a%UST#N=icH(r$!uC5- zl52FV*AnGW~b?|hycMPPDLnL779U%WQC`hS(ZOf3`L88T?Br3 zP)b*-MNaCH4U0Dz7lm>nFM?ixO2RF$N}&vKLc%nJZkoXcYzwQ<`0x5jDu~2{J)}X* z0Ts5Q=m?Q0Usx3k#n5?hM`r)ll1XT+#(sV&Jv2ufrYS_fuu!UP%NNNz_XexI{qO;H zegmu#XXjSKu;6Z~H?NS}ih?uJqQXG`pO1ET5s+%su)Nhmd@*{F;drdV@hy*XIM+3L zD+6)`ML*I#iFT6^DZ6EpahMZH_9C3)i`7poR@6{BQHDQ)SWBIaE)p6VcvO7u(V@2X zaj>q$4=F~K$i|fPw1Cx-xM-+qb)AxGC7m?FyXYNKYDte;XK6HGSvK!7XWP5kA|%b5 z@Sg5CLFU?*jo=@$-{2Jd1D{j5{5E0wpGBhTCVWU(7G^!E^c_~C=$P|1vv~`}*?}$O z83D6PK&A%Fh@=G{){DNq$19X%`&F~ysa}JC)=60F2g8=jTmt%+b℘{|Ag^1V!-P zZLj!-EYayfg7OJuZ3yHF`1T3KOad@&@iAcspqn8Wm!%Nv;wF%vn;l}WTsfVf)nuU0 zL;G5H>&Nompl--5k@r3Yj5DBxjtqCzolN7b%^Rzr)_Fv~sYZd+W%HefGNC09JXfR1 z1-m4sa~J?sjaY=7Kin{%UZDO0L4ctn*V^omWUnrm)r;KEr8sjK(Z^GRj`<0{2<(uX zD2z)~>2)MId*3s< z+0v++#Mc}vZ5WQUCp1ddGT}HwQ-fDmj7pWp@+!Upc58 zOKUXkHg0-Fdt4ms&^9ytVDdyv9cL_?59Lh|kzaYToFJxg_)>t=;+xsd{mg7!3oAQM z2;^>z)efDp;v0)xpu8e`NPYZ~*4?^%U71%R4<2M0(C?A`k73g_2n9H_6KztCNkH;i%%ccVh)$Lh=ba*Pq&y22!DSG1^($c#qf`%|3E~)W?uNeqGb+9~L zfy=e3LXmi!i||Lut628-BRhE5ms5H*0VPZt62JtStR4ci#%aySi+fU0@Zj0#WHQW& zZ^2E*BxgtaP04CDY7r zBN&Q*h-!yVSSj@E$9EMz4Md+g`h#nynvA8uxfQ;=`oa53jmj4>QS#9^koyqH!}1l$ zi-goU09pMmLpc|%VO(P7D5?t#jx4Z1;TwxQr_s_WC=99u)fPkQ6HG{Hp`e`5L_py3 z_ahjIm*w-<;A-FFtZ2JKA7PAz0aC&cm7XIXC4vE4{E8bbg?jOyQ``x3HpaX1pY%jT zF*D}DXNrRevd~Qi*)0-urZJ~^osaymk&K|v>?y%*iD^mM$MNcPY%epLu6AyXl+B0ZlYFQ zSa1?ukmN?qLw1WX^}eKb#B`=)U9jW(pxRa=Yb}kQs>$F@A$#$G7b6_s09G4at0Q1T zQBSp4dHPkS#oU-U+PTXnx<{&X_xZSWG1(KQY4-dOYb3W0K&1VjlyO4`ZrcFu-+usS zy6^*(3`soON8LAD?n?RJBG0UBJ?QvG)g|<(iOti9ka_cl1_qZ1(Dd1??z}h?iZ|^` z3i4CyhZ*?`ey7?x#%yanQZddx?K_2!M4FMU!DeYsJ#W{37qfT!E+|k}7~{V_IK4Ta z%OaTCIjsHTEeIVW{~b%5jz9iGfGnlhx+G)Bj7oZcj=z!rq$C59jlZw5ZPxzP;eB6a zHBVhVhVf@|R<7vo?#>+!^lRy4xIt<;zJ}B{-Lb*$kDHKs3`;A27sk6fp9qU%Cfmdz zx|*ma7|0g)2EmWlq+Ea<-$GozfyplMNgmxC{zuDeJdT%4R2?^r14@QrKgh0MG(A#P z_W0W*o){aFfn-T173jg`ys(oYeLB58*DOsn+~}jqeMMA$p;Zaif{GAkLF%C}D*TEp znX@Ig?!-Lwpq2F15N)X|sJLr7JrFZy0X-bk(_f3?z3lwlFV4pVeRMjpn51u#kq@WR zW{FFw#@jY&Z^+ds;hZ^jDkZAgN3|Ds>x+bf2ig>Y17Ly-B`fAkEvaJ#&MmI`k>1bo z#_hTxi80Y87vX$YRVd@epK&mGsdehgDXJ49aOhQs-Z>3?w2_H>E?nCahokqx_~~{k zKmZC+n3I$Ig5tntfvWsYD(P?r6+#aolu3^geYQ9fM(7Tl)GRcfyeqo-p#6_F{m&t; z)g#riH`Xgx%76gsh!sJdayDBcNF>h<7ypvlhIS6IP#4o(e{j7%YP;in(6TkK^3M6! zqDVLs|2Q3{cYMvY2~+^?fkYrMjT(-BJ-+N1iv(7P;3(uxAs8jC zRA?_&7s%AoX`Vj(tzmYG0kRtI=lQS(f6&7l2y>K*gut%xs09ftVq=U{II*Yca4R4c z!Gh?Yrt379rle22u=_L;29rEla+=SOy_#OO%IJk~JO!FViQ6Pn*U_&*o5JcU2_hN~ z@Rk|q4zXU;bKpr@Yy4JvMSEF$a+y!`q^MPw^(rN2DITad_y;+%j)E&5MpG7gq_@!U6n}V-@s7w@0 zU_F7q%v4AS~8jlSKB=)~t5w2YnxQg~`9%8gkIZQ-{*2$H(syX^}Rem;iA&ZS_a0{*5 z8;38tWiP-AwM5m&^mJRu$UnfE=mdUXh`3+pMkq!V@Rszc4*Z_clzJ0sVP-7QyI5#( zjRY5i%HON3>zdY=Mc`C&4pqa=4vNvG4Jee9D&Gk-xkz{}R5G z-_2wtD-m%3MIJYZTsAfqYaea2TwLuD<3X*j0P&5sSGO5vk;o5grxwv-Q#d8*Qp1hu zz066IhI9Xm!$xd1!%m#C(=BdV^9%>hih&RuP^s`bCD~mBE0p7h##5&<!>cVPKFZ+ON7aLevNXxA@_gp2pPbb3cvN~2S636!KQ;@su2C^7j<*9GDsX-0crUVg?#;90qK#i3ZYfdH1zEz8)KwJ7p$k<5;1hJeUDJ>8TEwg z59{BV(B+g#8DQL}ryQ8J*jZ;K(i+xH^lYyRukW)qv|nd_@Nq2Raig7%Q*H?jl>`yx z$HLF_#6i$f}%C9#7=*ccWoCrW0ZaT>lGB_#Sz0I z#$8$+sT6#gs;Lp<6jK!ZeD6-;>v(EV-4`>+M@7x*dCZAO2gMd-xD8T5x|kY;O@1OG zi0|gLQivAh+;u+!jn5n+hgyHnHk#o32x=mY#8i#ys=@yKLK^t!!WQ1KCkuV z!)oq6o5`#>PvUC7@Ojc+tikOxHk0JYNl`5AlTDE&*jr7|rwI6Fi_(AY1faGPXO?7NnsMnMA4BS>FK%YnViGedyaW%0Icw(ZMQo|FkJ zUv#w;<#~8UVrVJq-giT!H98#~ubE20^&3q+v!3Wgy>Lq?a7$)`dm+w&@*2BvR zCE>f)#WmiBCW1st%&?P-Jbju7SGCJIbF9)x=;79(TV#@Y z1XllxP$PQMZH^#qvi(r226ES$`R^-bCem zC)3eW+Lyj`(XBq1HiZL}<#__v^cJEHY@x0@g#!v)l8>BkA#y${pnQD{$L7s@w-#&_ zf;c_&6sOK2uV($t0JqJK#S}LF0;u5jzGuE>UX}0)xaC{!yKeA_@q!8lw7M?gma{x7 zlTZ^7RJ`dcQE?(p%GwH{dbHo)+Ts}iaX^m0I<9WOI4N+2gqkOf^ySa6!5hx4pdDJe z+Zr`~aiuV2H33Qv%368@)S8-&GExZ}%45^L@#?>kG&+g@&RyQ}f|B6cQ`^kV_Ak|rwwRzcWPoCXq>6xn}DZ@-|B-7P(K4*Jcq z0|1<6W-BBQ2N*Eh67?0=6KUu`cjGLj?H&jv`ve-cdRvj zP}95O23B+)dgQj{;bP%8Z7pz;mvO-@R(%^(F|Zj%-5U7wogqFeINk8k#9@5d9In;t z0utWi!$rHXrJHM6Cqi)i3>t;|E95+yQw6h47z^_D1PM7-N#CcDY@GyGklF{9%F|<* zP>QBts+0879S>#_Oc|7c$m;wOx0OAns{Bj%habQ;rErUg#-xG>k!Cl z8q)+%$c0_e3X(U*ucR)ID5M!=*EL&K!zwE+7eKg5incwK!*4STGB>tW4B1=c2v>xLXhyht4n@>ro|z#$_3T0VVCy&5SfkutN(g+GqEKs zLMxX&oy{_nBsBoe523T(qvc19spg>$!<;Po)$Bk1M=O;#oDzp%pvVWKG4s|0&7$E= zUS49Y1#N-hWUs&mv(lUprU%8C-*S(us+^DX2uFDPKg?I!f%x3&A@>#?2ZR~fL;HXa z>WrnvY6w5UXhg(SBOoO>)a0u^GX4S>su*2PocnMucI3OhP6?CTJ_2o z-h|+tMZz!Jh~LfpuScn%gxqNccwCPN2=Yi`ZpP|9Moz_RM1ZMfRq28$8V@Tq_GpCR zW`gY4a2vH}>^F?K@RYJ264+6Sd4zj*HYdPVkW_^&yAm~Dn19jt2+Qh;iaG5;R>|D~ z8$;nF;;-h>XhnKW6qMo+5a-J5i$0)2;Qrg|PN#!FDa@yYd|yNefSW2kcd#ifp<%4m>S`o==Nd32+dI)!5S!k zpvBr{EJgCs6(RQ@hZ}hyfK}e-n2(+|2!w+rd$Wl)O$dVRcp+oP_0vNeZ3+>yt_^_T zn+nyI`Sc4FbVCA*so`p-Uo->HpdCgc{_E1gimG&9(5yWaqka@Q3@&*xT5i?bJt=xsx5HTWlkN=91{ZIC+{%{O`0;ig5} z42?irKz$=YVaQ@TZakE}rue%t`{TO@EYb6KevmW_y7vRy!R>Z7K{=-p zMcXp0ajzOTXEVn}yi)sc71^}ZYuXp(=O`!f*b8^S94%yq@ZRm~)*?c6CE$nXv9#*9 zo@6FV!TEoga^KNLH}i%N^qya1{!;c#dY1GIk*>8MQ-4Z9Q>5N$98#v#+bW5z58W&mhmCmp5gCK7~Ao z24_$-5x@%i4wS)CGG1}j&|$NX*_bu#@q%5gHWS^hOLh*q5BGIeb)VEXq|1boz~~_N z7LwJ@BhiYE%=od3gYN=_fz|^G4G5b7yT-Rd1|RKQ|2ITypV7->_Wn4y;6-pTB|M4mFnKc%(Fk3+29xVchAU(w2`}KsJB1^*xHi8_W z27l~&X0;j4(H{fa106ck~jEjk-&Gi7N|EvC(yg$V9t_dl#h@rQs652yI zHH<;rPWLnL$(~I09c0hnXduL1Zr`DaKgmokH9vrZrT#z_Ug)>gl9{%~VU?d)LPQHL zT6H*W#{FBD2g7uNfAeCLYQVuRCp@3fE$jxEVa@LDt#AG{MzlRmk>Iov7&GF9sMakJ z6me{2%c=}wP>?R3uS`=BZU3m?%K0iVJR5WRiCQMfh$>3G>|$!lka3?|bjI#jIC>wr zSLwq202R|9b}X|;F9S$#m~=7S7-M7N{fm%XX6%5USG37QW~$^Xr?2ecp<_{rBE)Sr z9npIiYeu&j(tkmqF)Z|Kjx_5T-DbLAc;a!VJp|^(n{PMea&B04w2Wp}Y6=2Xke2$< z)?mMXW8aBUWI}Brh;t5NKQED*K42wty_XsfE!5mE00{6%4`AROsmuZwyDb@bbDD<- z_^$@%aYJ)lqPZ7wXM-t?zpjLT-pI4$zPTViolZu8U3mFjEr_Y?=qTGeiR-g7;YRx* zBN_?_OGM*%R=in*bW1*ejv}m#L{O0^8zlDEt@NBv0Ul-}Fwpv9#Z?}AhYI5Y{x2buG<3H>0NHFeUC^Z$ogF);U-T(uz+v8rD|C1WHm#O3bOj z{z(X4-I{t^HOyIpe#dC3@_Ltqz$dQHFE49V-U{lrkTfKti~n@f(uinR$vB&xzgoPU5z#KI6L+v>4`f1VraIVY71EC(!_gpHw zg@I{0hrKb38ceB1#Qr^vw>+7JQu^DO*!hqD9{&xd^@U`68?gPpGn!TnI0tSo@4>w9 z4(dG6K({R;u6Y#B)}pHlgWuXL8Z6`9<=;TtTO$C~)a-FEXXGJ`QGv&3r#i1z-7G(? z`P--bjg8{9Cygv5vH|5p1%cwH@`d$!G4&6|!At|=&ueSPZLo00=Z@Ht0Y(P8bicN^ zC5u0^

      9#miogqT*2oJU1f`r zMRTnqT4;~L`7e!dgiPL8HRg+o&p^@a3~AF`{QID0a+$cS=0#_m=jwz2Bwep6Q?!s?8~pK|xXxFFS!jQ{ z!D-M&qce2nWr&aPo$I4%HdQ~RJ4MuE8nK&FI4OZq+)RaxR%7eIapZr}LZjH;Zq`#= z191`uVVpDYo)TaxKl8G&2!?dqgqLk=9>AN%EN6YD%Q|BdhRGZE?;(7q78!%dVO7bR z)0Z6hBl*sA++u{Tu#ciHNBo#U3TF2_vtg>{0V}zZm{vs3hndLs&6vzfvX2zA82+xe z#a%cXu&*f0g)>OH3R*5$8OB3G;yW7ucm;cI`e5ID!>|BHT#OUhX@jQxYoLPYePIO+ zDVHf_&-uTERk4BhB-IQwRVhL=^sRLaE&&3j?L*eS6J|umi6!4~E7yM9Slb&B!dWM? zcJ$4~^3yJfRC*Oh#W+ek-QoXKc#LS*IdKr&jUHSsORZ+M@nQ23G)&hDi(Qy*pSaY4 zn8NeBv8sMohj$B_J25%Fhr~o~c-h|bM3(Mq2afKCd}K0l6}s2x zT@e9MkUS^ zA<~pr1T&0_Y-xENG0!C_SH^D&=8hoCxQAeh&0PO!wMu30db8C@(F)C2$UfupZ>W~) z16VTD!1v9SO*774V87+@_JFZQZ(QXPh5e2*Vb-{1_|9XswpTluEe)kBYGaj_YPzs+$2HlWi;+WY?W9~;)ThjuuNYQv44Ml zGGX2I`=c@h3))xcHwmYbh}}it4Efbr7rB|22uO>=|9EjlPH58i(A{52%W1o`eymX1 z<7#-ksEkQ`CVx+lm6c8J>|316Si^U?6MX=BlXdD0+edIQftv`iJ=sCW6%Jsn;35gM zb?jdS5Bz;m!+f%jp<=pm61}f5V^*Qi0fSl`p)uM1TJ#!dn#E@98YOg6U>h{F}1A}xqmm!d=c8Ed-Qre?>RW+66DdjIWETX>S5n)zcqjq<-aR(~P zHuQ*_VW-zXoAE$~F?$d(lxrPX!fJd#7R;NnLTOfhkx7qO7vt#=2?Fb;y{taJ&l=N6 zu21$sv6X1h;sQnqjZcprWdkSz=BI((6Z+ws^k(@0KtOKMg$-|blyitC z>!NGeoq09#lV>#nyF#Vbx)`^oCB{3y_^RsJ85)&@d{7dayXNt z7zuxZe6*@g`Fw;L;9l5`RCUrpnj28tZqy|^s&6dU5}%(cN&c-LzC-xMsIH2-8x(eP>x(=_g|skcHID`W+9CH>8^(nEW-r`oDzEXa z^^n|c@xwJ!-S8+Rt$OBmO%f%sn}KrA{&2FgF8uu1$5iMhtZe$Lj%M>hIZBfnFMXwR zb?!CDDS2+@yCI=|k}5IB_Yql&jij$T_rMo~qGhYy4F@y_nHHkKh!n5% z9RVO}7RY`q6e=^GF^4xqv`Q@#L-Zfc|Lq`_Db>9J)Gj)$gVTNTYpc=a;ReDSu1{}z zHkJ>`e!&c#mQST0%rrc0HQH(#+!(w7b01lYqP`~#A?$%By*P>M#$p8*2B?dJmI9aj zYph}%$VHx8EayazZ4>SD7=IaXQro!0W2xKwk z6q7Yuvp&#HGI4{nhjg=d1Z_5ab3R0u@fSl69aI7)UdyPInk$tVk-#TB;$mYWNz8>Dwa_B4mUu8 zTXP!Hf9rb{6fi|2lOEw{hNPCVqV9S>H-?)MN@?Pw1FX=RUuTN7hXY5#gY2NLio zb4>iwzB(cq_&O372E@XR9GV*Cycdd|wgK1~X2PR_xMl_EmQ8gGtv@$vs1KnA_w`gN zKK_}V*P6{zyDz4d4h!r*$*J^XH#fz%;nrYgL6R4nNX=xms37PDTU|l~P9A!HNj{CwXmmv-goG%YZLA7vxwBPm!# zl-`EJr`2B$^#k)i964mNSu|0`dZnvbRZ4)D=3CvJo^i4@hJp(h3x}l<13(~Lv000Tl&fnQIVeM@) zf7F$|6qS@`^C&iHvH$=|cWMSP?;g|*s>6%Eni!n?(T~S{xR2Cm_O)55wGofvm5IsJ zmjQPUC1Mo;hvS}AAo8Y}0`7%BTblJTyI#ZE9p*@iCmnCEj&X;bwK(v2(5BR= zFQEIeYR3lC4#Dv$Uqk)=uVr68ZJ`+aCSj*H z)xcPcIjf54Wh_&#M;T1-ZalYCi}pe}Mw5Bf1_$u7buQNRy!!XMOMU+gLmM?THwNc% zs2^N726yLUrmq4XPRh`0Fd;1EZu#dZ?kdq;pZ+(I7WhFW%M1boJ0ZPaiB10VOFQ#A zV9_MNP9wbmD|?Xy~dUnn}t8U*C-X6n)82 ztSL1knB{p?28>@p&>-O3@6tP(0t^RlC_n1Pc)Eb8&gw0cOGL|qoE_ICY-x3}z0le` zK=-JNlMG~*PMkAck?1bX(EI&HCJf&3Hx;=})S~EOmrU3OJH=Bbj~Dyit1I(!lJ9F} z7IV-#ThLT1A#$9mM|L%rH&l}!HCR#ySn5@KJ5WtD<&048u>(O;BVrf*5-x&yhnL|d zRz6nxlUiu%!r~Kdd9!@-Qxc1fljtdolG=0O<)3|!%~4+QM~yRMDbfdkkNNnoHQ+wo zdR$AN`}xsOQH?*nR0)SA;BYh6j1B<;;LSq@zNy6xrZK+p}c zx-KEV`7EL)9?xcm6_|J?HVhm-I};74ca2ueY>a4XH+E}XEj-uWPlRhL9l>Jcwq@?0 z<@~G)wmOMV>ouNYIL?us>9&`Twca=A+bvUV;vr{q1%!fa4PyBI*pm&(&;26^Cl9Nm zHc<@>ppsF#e4!Qq@otX10&B(=F7WdyhTG((;*@d(P%<7vzQoW2xKU;kzn;g`=nQMy zh9##{=BSN+%a$pcI?fVoVs+D8z3zUb4_90T-}mr=5E!wYn`gkyfPxB!!6Y9JoS_(@ z$jK4dGx7q%Q0k4?T46Mmj5{h~*K$(y_zrc@ks5eKZK+&N_B7$4h4#pfdrZ&oCsWtK z$*j-;LCB{CrX+I_6-iki2EZp?E>mK>TRB0Y6kZ{Hqe_~NqKe{r&++9uS1}-O*J=K% z=}}51cxU1qlTT_}8rBMi2LbIZQ(G_<4bitO33%UdA*e*=XGF3Q$wkdQT1>Qn72FHL z(B@6tKen6q+7eZ?J(88C5^(THqI=19Zh30WaI!T$$S#|%{ZiyAETkZM%(=rx@J+RP z=g-WNRJ6u1Cg0#Lb<^0hFI4itg-REAd>b8W2Jr`oims>DYV0e1<)k|ST(7dv-GwG0 zwJTPp4y?@)!U?23r@u+srNsV>vLwd{>#m$WtTl_Jl(8YaP3>C_sG=565WkEPCjc}e zpo4EFpBH#jp!~x*=++v|ZO{!4VK6`w_vIAuWLUIoxOowKV`xxV%cs+d!@7OVD2pY6 zD0^Eh}BUB7sto zMAcz1O)s+u5n<~)MFd5kcr|S=Ck%7L9Fk)R@jjZh%@t6x1Z32hLQl_wa}8f#^B$>} zi)BwnFvnR=$(+4!m1nk2Cl_MHdRZ;1Bh7Gy#u^n%F#ocLm7Iaxo8JyCN#R=NGU2VO zfloHl005*6zAaSlooSa-@tl7t*uVe)002`g(eqc-{M5`KC6a@GkzP_0-)f#kIM%4B z6#@6wr4T3$iaZHBwaL&D=p|4fXIZs&bBs>5-~RWZI3OZ^f~j5Q!gu9d2#>ytr1Mwf z5`p7&!5ko(2>L=)jn~&mwRZJy+R5%*%&V>^b~MBfr82n`@jdn+7VrT;A(^v!OOl6K zJHk+ug_e6JE?MY8IBZ|BhWWKNE_VvGMbp)-EQU2*7_I+QgX{KqxU2|U>i466Yz`7& zziSM14!9SG50n@1Mx9smd-tPQC=C0}7=-Zz5R%zkBu;m~ zkaySdisE>`vUUq9__f)rU>ESyya;E$C^LMZzy99VJWwk8iWHAPDB4Zy6_1*WjN(1T2+cWbqpGW( zR5kC(^$ve==A}OnV9?U_ieSKXU9;e!hvNL&;&YfwNE7QVVXQbL{Yw_lw3(x=wN+y1 zVR!CdSyCNiN{=J}`0Q{P;UK;k=>dfe*RUk1E5O+he ztY=BLA>x>$L+Z|`IMIK#*~~%E;Ulu(flr2`x3OlZ(ygY~;gZtRs=i}dy4oLU=j-y(Ibm=! zkBHB`9F=96PfcfiykwI<1zc*S5W)Vz@Q6=DsYtQU84y6=RR`e~lH=a)0N6N(Dk zQjsO3_*fMTAf^AukXQZGkc6;21Z60i3ZwT^p`2`zWmuQpeAGS)P5WsQho0EnGU;x~ z5*uPV`rwKUOa1zc#oaYdx9BkB&&RQNAT{u*&LlO#HYyb zw6X(uIVB^K&%_#DiUDddq0`vUegvcXNO{ev%1i@-XjL3t-35F5*UG~hPFYouX~&Dbob1A4XkRU;h%ORhcA_*E4zxf;sk)dz5!ikAu* z)z0}9IkPJ%8l(Fn#1$0k(augtS;aQc_W<2Uu!NAA5re(78h?4g0tph+!qFR?K`LA8 zlXRo4k>3bff6@Y)-Ak%|wk2UdE6Eu=w@yCw=cZ(a3|5#!>+j;Zen{a^qp(4JIt;qR z_*}fThfY?Wqp@C$FvqW_aFyc)g|LMzcE^wCPTzX34l9+tpsmePgr&#&MvgW*{_A-E z(6lafbcVUu_?s+DW~V@o2?|I6X*<8jM!Uy-O2TKn+U5YDKiH#=zA6_RtFUA{WCY#U zKjT0oD@*#0#k_b19Oy$s3YWBl%%|=UqdsWxfDRaavUlaZ^I}q_Fe&~$4k;7C2-_`8 zzsTnF!7-q;>f$}_zZKCx(KsM2^aXt?m3(gNfM?})T7fWWOv*G=Jw&wPA7!r-#A?r9 zJc`Ll{_&dJ#W-y)ri?`%KPL1=mD;#IhI@bzqg>?$neYy+a-EsYb?mD+{K9(?8%Cp{ zySu4Gc<0eOsz^xp2&mM#7-`&_Dm#Yi6I$Q`eOCNpYpfzgxI^| zq_|eGMVmy<0000008j7y>4TiMu#QM*9W&9-6Z*TgL)-jgBg!)p`&rBCV~XytC}USC zG+b_3*L?~~rhW-K@`OdD3$@B9`;(%Ohr5|_b{t=Ix7bI*hf&er--ap6#zY^!uvsLN zNKnt@uKmA$B6li1XkSoK{U~6r7VJ3Nu9tSU)^690N6zSzl!>J~C z;b9{Zi#@$@sG@?eZqA!W{Bg7A#>Hld`b*`uKK1W^n2R2C)%SqL1HWil*^B}~F}In& zr-dQ;gz`&AC!bS_v;>a4~avKGsqj61LtpO#q z7_N_BGqhmDn74L3MS`fRk_b)U;+O=>1G9U3^{N7vee`>UXuE_8+x``s{&iYG`^b%Y zy@TLI(B%_Aiv!MS37dmWd}5pphNuJ`+@3g{Ovw(+N!Th3P1WL`rKOVnb`6BQVrVo5 z3xK{Id#y`ApRp#^8-bI%a*ORC^whf*O9Ck#7R|4Rw8vY)9$xQQ{DxBE+4HHX`-O|L zIqj8>IdX$weE&zLozkM%!&BXZUR|U28G?*dfW8SvUWudWji;}b)~oA@Cv5F10r1g8 z;sEE%ro*x6i)FM0^Q@R=B4ONF;(r)8r@!Fh2Z9j}(H&!+Q6d`FGhiYqQ4w zUgQ#0Nfo19I%*2V562jd*ilMs9llK!qSc3qh9v`Dk*p_?*AH@dUF&Id94_RL9Lyc^ zh6)|TIJzs+HxECPA$yG<3S3#c_`E~MT3_v0gOCfwa=!Msy ztYUrgBRfg!DW%&;94cMqq`j8}14JEt0O8~{yguJfERLa6i)>1P9~JWv9RI&gPJ>Dk zQ`g!-_TY1~*PUIJYh={ikM;l*+;f^<+2zxsJ9P24Ws1GePO+6V<5u!hkpmlc{_xzy1 z!#BtW>?*8nb&(ARm@>mDx|YawbW1j-%#K8UXuZa*9Atb+fjyylt0lMzqlUH77d^Yv zKjL#SVO6`=0dk1MrhG{X<3X>(Z3YKkm_cfWS~p)jEKEdIecOf7^#@*Ubct33uW2^} z!ABQ;TE04HlXjn2S}vHhzj3kDTm|pcW!a{DpS2Wf)NNhEdshcGtC+!2pbMWC97k2G zxc~^Hit7U2A5nHdg1Ja>FS4eSNp1xw$;IAnQ4N%Adm0KRlSt$MDBcHHVY1}XO*>h` z4OIj7G!x^fHQcCicWyNwV*^TLi$1QU4PXW;R+=|O(^sl5jBCBHFneYt0*cVlnuWcKY%TXKFO)`cys_b zjIY<;5YQc@VVShM1U5%Q7p(U}X%Y7ah+8P(b@7&^5$Mfo4g<R85j`mg z{MOh?f(;uw`B>CSSesNgJ0R-gzU7nULCGOAQEMIE>Q;&3@KHgI?R+o9a1~?VRoL-M-2 zr*v>HU!Z@w5CB#1H`MrrxI_cjU6)>24CaCx!Kyqx4Q!3$rH_RF2e&FhmLG%Av-=n+ znh??sAp%W48|hGdNZ$bIX}cYGXb1X67#BbDjtIK5TNMdwm``k4&aLirq(5JxQ|jUdOkM zGl{hIL~lk=5WwREO?~=7?j@N!r=j0QR2%Ye*!wN7v^B!~FscUvjNR>M`&|6{Qw|S^ zGV#9+__jqMpDC@HzTUz|r(*k1b=GQ@K{lV8#&(G8OP9?TdW95J<*D10e`Y#gSU(|^ zjcU(?hrkKO%0w@UVW4LVLG};A-}Nzu1UA8qm=(W9Di+#ME86MBfhxPLi=}78kGLUi zJnV}`G$8YvM!8YiF`9CY<}E3vsSgp$^Zr#UJOz$Pb-^-opQq0KjF#P1U+BPW*o?MA zzXN88QO{1B4#GQaudcms2E*A#Pn+Y! zsxjJkU@x6tRzFj0zHN$dkXkO(1QTr3sD1la3h{DVOntl%CEKDN0*)5-s_Z@sk@c>{ zWg*ly7iOvX9~M^tBUbjZJUl^)DxmIc_z0auw9=~K6#+JauPlo;ks^VM>zKqpe=2l! zzWK>j(U%k8dhz4(@bE8A&;QEWRp*)vN3x*qB$Iz8=FUUt3@euCN zIgiyY`9{aZlytq~u8Y}DneO%ty|ZaZ*ZJw@&Aal5x!igsYB%EHr#Ufp1Tp@{l5}9b z*m9%NVp0C6kV!7x7w~5I*{|>>8P{9CxE({e*MMvw1~FDHfB*o|)hqa82V2v&7(Fa; z-nURAN};{~!QhSqBpobRk|W*N(Q7CS;qzQk>^CU=4mm z#?j0{98U5LRz#}USUM(g*jX;A9v4+n?NYL9iHgHR7Qh>^ppvgsf7{DQs1fnbslo`X zF;bE)>g^t>&BeDium{5N!1#3VpEvK`oASGP2Hms3NRqYR7uRZ*AmQ9{Km#f5%toQc z{{Dfgv&6Rc2)YQ@{0iHdja1FPw;C=&Uz@r6cV`JcYQ*i7;bExC@CP0@n!`la|JYxa zk8{j0>BS+l;L@CNH?qy@fZ z5M}M7tx~42;pTEk8Zmz;5aE_5+Qn_i1wk@pKDPuf=BVF3eww=g%)1TY~Y_d*;_hxv)Ccc zGePvf^N$cX;^0x6tppIZo^6iYsT7|O-W3DG0)ymYtJBB)JJjOChS$1RPZM~D)BupwVZlaAy-h!Ippcm`h z7yMkl(k(cxPGfui*MAMDeMUvp^1Mx3E35$NKcVh#H_S4D6`D9b@BG*kHbe14oQQ8^ z8}t(9-r4waby8Kmj7N}65huBP9w1S3JF7&MxlqH7cU~M+aG>CNRG%l) zeTNw!X!tEURI~lHL8(Fz#5Kq%_6&Pca%6sN7qzCZSk}{ESs^NSwSzAP7=eA+VU9s? z08oK|%PIJW_e;UBThK865}@-LUR1G@ZT9>!TSQoQ2PBX~b6QHhXE2eLOm)vv2kZW$ z06SS7Zr6xN?yPcQiMR^QPXct1pj#bBDMcWlD^lm1xgvTtyx5e0QGnx6e{N+CcbAnY zd*XcaiTtW_a1Qs;i&T*vVXp+IcNKAC)}&!_Pt{^8{LYBw$&{TGz2eb55{nv>@PX!W zT?>4n-I$>c&~ecv^Ce>DVs4eY76Gb`;FMOAkQ(?i2?hSAH3^4&78@Hzo~ihvr}_8A z;%MHy6MBE@*vmX{x|L0sfb=NEe)x@ReMl5SjshJhdS%jve#J@&5k)Wc8ktOK2}@Jb0iHz&<8+Ty?IXe2G|Jlf&V?=6E@gyp4t9LPC|7xq=*~pStnG-R<2K{ ztbyOvB+$9hzm{MT_7JU%{4eHSsD0hr#IV&LnBBV?!^=UJypKi}Q!uQ2^~TfQug!PW zsqBv{@d{p&T?)v)__r=#o{kWrQmh8RBhIyT+Aze2s!40E3aDy4;JI#Mn@IM*+PdmP zreSX+U?2Gi`!avs7B*{RZiK~m@CDbF`DWGy=&2_8n{Tj_HfRme*lr@I+Zk?Z2N~YC z=URaHe*SdQ$ip05cg?7MKa%db@v&Hgb*#tOwhX6G zeRH0@yrg3P)$3=sWU;q`_^LDU2?}|RO!mW>x(Z>O>_c!8QsPg#IpWI=e(`%pW1B~q z8m8-)Kaa!eZZO;X3{D0?G@TK|Vth5#)k9`{CQ|kJQ#i|HY!BBe_WQ5@QP*O9Xp z_rIwNN<@?j?=Mrjn>j?(Lz?*1K`&@G$`hVt_n;Wd>=FAv?|~c6@v)~SsitSVa}ij| zdg-U0lS>e5aiS#O$Vdz8Ha}Ev3 zAlP&}+d8l9rbKFK5J)6~q^RhGh>3(xbv00R?f7Mx<*Zf^DIt%nH$*!i;a~O*eT?{5 zr_v0M#=$GTrQF*6%W7CoT>dF9;JdGp;n3d+Z+>uHj4yd1n^>0)ftD9m&Jj^eM?FJb8HDnA{m8H|}gT2kGzl!}{ zO9#ve0}8l~xZNkcbK=b*-O$DRqnWqMHNJt*YGb5(NGiXwg9C*_u;!Bc{)dA-$Bx1bVcB! z`)9>?Pue?B+&px$$teTRW{jvx6YCq*nLP2;F%J(I5YQ0y%(8B^e^H4NE!^PMg!Y(i zZSVZGb#)QM$PCZ_g%>eGr-bW+&=yWW)_*=L_woe-OI8n|^m-P$vEzd;88YI#}R zNx{#`r1d@X(G)27{^mT46y%CIkNr4H5u$3pyB}6RtYZmL7QQ`KFlSzDlcDe@` zG%BExe~4bDjjiDi4wcD%N)vHaXf*|Elc51`>&6Q3giKGwX)`@+O@|L3h)lmz&L$bu<;d&pu%K~?ef=ZA5VLJvQSIgB| zDf)pkb3K+6+p+wR;+s`3sI3Q@E@=cRi`&t^t8YC?j@zA6p!59n*fS1bQl;|u>!lNIeUenbyukXX!PXHv zrCn~u8y#FEgoM=zr!k`l-o`9fc47AO+?oXDo6d-Ssjwdikk@4^qC=9QVhn|JW;Z^K zY0M?7fF}Kg_N`<(4O9Bu@c*e&XhcCljuR!8gIy}Ppw)} zEq$$gO6Z&aZ2E3e1=zp?8Pt;gQ)@{}kSfUlC~9$aLH}onHYP3+Ad%`sWLyTXzrssu zVi-l`QZ%VBnV_Do^|Ss?z*1YwS z0^`)q_cdv9ab|sbH^Bq`Fj4&|8hX9;V{9?nwd&}0ZL0L@LY;d1J~3bjtzB_FN_jRp z2rC{R&@qdaOU6NK)h?H2+A>k!wGYC%pwM8v6BSy~ik^;b#Kqc#O;^b9!vpUuGC|ae zO7LFgU@WF7lQ9V>;dYN$7z|hJMuN}M{2+(#C=j#_PyaNLLI|lKY7Z9aCCv=3b%Oa? zgn+$nTE`sTkH@d6<=Wk4l?zQCA3klZ-wl%}K12{icM@G|DF*JNB8|^UjAd79TT41g z=hoT2erZXY#p`I6wi~Vfg?4MT*(_DOf(zo+y|hsyxT+3a-=ejd_x|Y;lCYN#DbflQ za>+vB%WPfwQH)ed;US}O=2ac2E2Iw}OU;?g_!347H=TY_#$1;4Zz=Vyg!0zK70E>k zPTO1)j4!NtPsH))h|ly#x=h@9khVXJl$9igyOtwS+?eX?2oKb2!mjxNbAr!g#g$OA1Xl_6yNRm#C6$Y&rlwj< z(M=pczLb=<#R{gx0UecX;snE<9Y|=FXg>2`|1Px2PGAEajG`Q=ud5MzX&9dn=(8;N zkWeguCaIy&Y`y}DrnHI66w!6*$1~c5jikIDLX*2`c$s*OdM$b!xeD&beo2VNwKy~} z-Gbc2*AhK(DbtJN#i#Ub2OsfrCH`2JKKI5J@yLz#x`8ffUMst7L$EcXn*Anfk0xU; z===BV^@K`*yeKyRO9nZU%FPXKkzusKFcF$|@M(j3FFCQt0u4HfNo>49 z20Fu`YE3_0?(KC-2!IupEv@EMEiNc$E$4X(z-UgIpUSFDEm)9EjK+$klT_-<&4;rsnqfn-Aw7=@3;ZFeVayT<vg=O#uVEj8J3euCm?^3#G1N_?2ZPmyZ?yf{)#)0O>mWH32< z8<>h#;-N##=L`HKL#*(EfHd36ugjmoje?uviLiiOyA(0i)$3XgjcBb(UHR$Ug6=D@3v*t@P*V z0DWV=Q%C@Jt6Izj0mxX`Kbq0d`rsk`sp&MSDe61d^3Oz^oCWAO`VQ^_1Qn^wMJVrc zlHmtnmp5$e9HTnZbFIc|Vu8P-@l-d-I&S2Z3G%tq;j{-H@C>|K6`N><2rbCrCkr8^ zR$Ox`Y&Okdk!OzNXI@9*n55xR>13Ebh=VzgRJ_AuTUVA|?r{BzWAJtg*1%ECGrs|Z zI{|;TiUcK8do%>s?TtU$Zs44~(u@5xxtuY4nDGr0d)JuuUB4X|!`Q#Z|8gN2F!TD2R3BrA_jTxxBf7mU5?oLce zO$p{u7|er&*i28FgE*#AYx}@KTjLb=m}!i_1k6`>Gl4dz%h@o{x(H~XkUQ}@jD5VN z-LI~jNVFH3yiQ~zN*Vg{&PsGbsOvl9%>P!#SSMt>DC9QMO3f8dXry8%yobMwZ_4|= zF;1;y?4kPgiE-nB3F;odSjbN^VpSaU8!00Br2$zpgrDg(GfS2-EHqAVs8(Pk4|Iu`{uNWPZc}8Y zlt@;S%wiSPXa$_m%P>+;J4m))ulfBZ(C2QrR2tbv?31pFg-@GN1|suMhbw&t8LvvM zfgXm@K^!_)$g+|A@nyPLm(1-MY@Hf@HklgS%Ud0~_0nxMNwB}m%z#XiHctG@_63f( zmjCcBGlv4eN=Qh!`IifCTMqykuZeU8?5AdDJ|q2}Spe2Oq8i$J63P3ZIG31EWlL}) zh)V!VCuKhx703#z5l>*z+wThZXxF{?{XUO|_Z_{w5AiSCy-pmCypdUa45tn?7x<+~VUT{-!+Rvoab?eG`1q zR(6r4bQ3H@{n*Z#34=cKR?L(>;m+)Rw}UK^=}v6Z9@g;GK&goy!ultBBDDE1m+U)& z=bx=VAQt)HH5LGjiQjMOgyh26hcW6Nc{5^{&|F)IWuOZwg>h>>S{r$Nes5V&$?pdwY+E55U-={n`$mgy+vcvy z$3Ct>YR(iO;pmPe2P)lCT9haxEEXDpaDk#kX4dgAlfZWv z=q3Rj=M5rjdBcE=-FH>SL;EnCXww;E`9^>A7i^lwcad);D=KTEfS}m(!r6~^ty5G~ z^`KZU4BTD@L6c@4QP!id=+?EGYDm+5iUqtY#75WBopKxol`fF6-Nu z%Gn^>RL~n7>+L0V)JnYE=}$CzB1(hriyldy9p>uh7hdc&a$W`PYm}arvP+dcpS?@q z3waAJws%jCj@aM#_xiHI$!|f?GbzLjx7VEdX+?sm^Mael-6PZ9McI}_ar;s$jYe|# z9O`W1V(`dTdC--?3KK6k)>9qqUlbeI0#(@M*-!k_fBWe9$*A#{7a5##adZuR68RkM zz;_~hrAW_?}I$r=H?yCp+W#B z$hC5il>BlMnMpmW_GQ>s=4HS>-RZjnY)8-vw4@ZSwe53o6EabMz~gvJwD7P495I*0 zr!*^UK*J(pFfGn+wZyQyvMDZ!Lp!h(J17rWX%!jQ;%d_+o}7j`15xZ<@TP9NG5vv+ z`Pzg!y$eEFZ#9x7d`YaZ>!myK^)?LE{w6;>@0Sn|qt)D2R|3iiW)Pu|w$sw)N1IyT z?Pc`cbbt=ldpg!6Q_~sAr*G#T`~|d#i+RKSoGKQ9z<0vj_~yq=+WSJ?G`rXi{^0YVOD0(qUc+eHECZdh17G*;_Gjyfv+t2CGZrMnfYti>!0@E0wL@5+ z(IR^93RsmOxM=Mn<=sK4N<`6LIxEJ^Z+3DqI7s#RR9IeK<86{Qs_}!y1Y-Xr3-Br- z53eXo$(HspLI%e}(&V7d^lx+OD5e&wQatj}<|KqWT!>L#6|jQ+3@6l^9`_mj(?UTS z>~M@T`x);!aI>PlVI zOqHaKYI4;+8N9rqeXp{~(nxt!bRFuh#$xutZw5|Blg9uXkn4j@s5DgMK%* zG0E!Tu3Wf$?=8-2O-!xy2X*c^+um4$a=O5?cr|!BZFRw4Z2M2QrsjcTGt=ZI#lA)Z zeY+05N)!n~O-GXBlFp$T*hRF3#6?E??FA$CVplJU3U%i`&$lnh^<(e0IZiwR$Vom3 z_*DL1wn-DDHc?A4+V4ci8*&A)6NlskrQYxo3wy&MMluLas}3S1ca4J>Ajeo}p?Gz% zZ$bgKWAv<#B&{@;gVBWC)3$c|E?Bi>9$zl$I=(j^IU(lyo0RJ!Qsu*UtQ94e%t2#& zrhIlBA{T4tv}G`wW}^zHz=XruHyR8oMU&gNf1k-&d=POsgZpN6@CIIIU+ zBajS6>6)36jd~Suh0|+zvX5Z1LY@WN{T8x$rlT*tTS#jD$N2vv!fEDkMx0Yv5k!B8 zeDcb8vpM}|LSt!B;>Fz3(Qz+P!`lZ}-71dKujNOy$Ql--O)k9QnUUki3D)*|Az1-T zJ)*bH5p#xwFCVEr-=|)6>`Zss}?aE2{Oo))y~_@bfO_V!o2=Kea1Io3ukrOAB3I5A^0 zijURRs#A>O!|Qu{s|riEP85BErUX91_vphY&7$kmmiQouU&?;dFXp%_Uk9n=gIp}D z>Ij=~B&JE+hE~C5qSx43#_#EzjSw@=&KhIi&xJhVdZDD-^eRPNRQ}tBHpHOShG{ma z)IP-la7pXK2ySI2rYk1jm=ceZ_0c_z1_mcb4Ked}&q$ zep*W$w8)N|Lm9F`2z5%AghC)J=Y1!$LuS5cBcZBF#cw}Moi|{8Ix<96Cv*aT9d;z= z>(?Vp-7bBZb7fN3;WYwYP$i{ykl2< zs^r+dLjyG0>UH7mU{xQ+@#ZMW{(+Sxw_t!B}cZ0%8beSF{{0On*m*1~M5+@snB58eY7E=DrVIoj;!g68bw-1k~I7z;U;Z)YWd z+3~bUSM}6txD^h9FZN#!cTP*Bz2icJozSbxfjr_~@)n4W-@C6>;7jM;mO`g6yC7R2 z*px69HZ{kT3o3{$Ct1v=rwP*OfwahR29Es5cpGUbj4`>U9MvW=wQxY|n;9`$`MJqh0uN}0quaq)z!f2jp~t2#3y z|4_DB@B~AfM-$v-6PsJ94$Y*z}{YK9E)7B0Xb9h zu=)oC!HnysMbQzicTt-7X8q?hagPAIJR7n6GXg&f(i4nIpwgZ)Wpw(NVdGqXGsNlg zL12d-#nCw1*>wffs=7r0S1+*y$-B5dbGSg0ZUg3Xo>MHn6%HKf?rkmdpf*BF z06Ki?!im&_xplE^)IM^n+H-6KzixUAB29J(6F6IEAIG70wISJ)dfT2J|C)9d71Jwg zBRii0>f>dDW1aH^yx>0$52^;uDD3iGK#%O6_Gp#q?I@uHb&d;wCxpYS^JIQ7!wz5h zpVuDqgHv_@$fcuDv@MvRx{eZUZ35C9^^Nzl?BdU*!#$|0ApRq*#}Wo@cGc{pFuL(; zONo0Dz0EPe3?)FVzOHLDtmx9S)=6ijUFwpFqWdt3zlMEX@YI3{sSvkmyIL_4H}GLV z5}yAYIlE%E+K)h#Gat>?laEL=LccqTS{)K=G4z&lZOJ(LRS<;cnXKp&(7OY;(RQr< zh7G@4Z+i#hUJH{}bZV+w{?M*99l;|xDgdY&i{rvj1(3g=!E{p?RxN=UTf<%0GQmDH zIssM01z41L>SKVowS_>wq9We^$FxHDG}oS$7jIEJ|F*sLuw9f;%aj@WtcJ+8!?UfN4CXu8Kx%(M37n37IJ6a*jMgSm37U^bTed}oA73|%C9NN2mr)mV29ty$VL zG)m&v@9YInU7(IHLXmFa0bt{qgDK^@QNcP>pU0vcV^0aGz)%FiUrHKGo5C9oL@Ygs zH0>#YINUHJ6QGp20&Z$PU*ckJ8O?k^aZZ&asPtXr2F065_MY7=oUe(-uwp@hmCh}a z2SJQCte0+Y#`ykKrE^uPo6`#jz4ysLqG<0=ofP|xnAC>m!^g%%0fTW2$GSg&Iqy3QM0 zYi>-f1=En3*&W-khDQ{Hfu$XU7$^KRB`qmE;;ci(qE$Gm9>;EfshKqVTR;$|CdhXAxE<&ZCno>Ro zu!%uHA8-eMv7}fKHgDrvZNt z-syOzizZg94omq(9^dkjUYcu3zUPt>-8`M(g_SW;qq(NyUK2my<9Z@N7)8=LOeZT~ zzQ-||51%w&2JHR<`Sp}t!;{23?%6eNGytaSrEtn?2E`E^_xq`MJ7k-z)y4)a@Hr?Q7q~ed2DI}fUG1##tlu#IAf!9|U1mC0eeG3hTrA*) zDJGYGa9Ti`mM6N$6Ashy2?2Q?A03~Lb8I1fZJj1RxI>pu@p_g0!yvCRC%O7CFAwbz zWoH)(lh0%zMZpu0hsh^7y4v^#GwsuA!pEMFQ%L;P+2zyw;`=X*-vXG0nkEtE7#g&Y z$RDTLeO2Nx(u~Ee5GpL_{}Jn_se6Q$NKaHkQIDef^m78Exeo89hXg>|HZe&R?<{oi z!OUDi3yk<3G>M(OJ$pv}rW3J{KlC`IwAhv)(1ffPZL0?FVt;H5cl0UuHuxyqdG%!H zx;JDVR5U(P=5QiIS-jHq;C8gjg$F8*#@oFO7^*b4cHHq6

      I{%%9XKEB49FHy4#8 zGy*BJwjqDf(+?~8S*pRwyGbo$$RVHO!jUSp72y4sss3HtCgI5P+78N3mFSKmAXjsg zg;fZGQr?(zCY>CAqRAW6#iW3fx_Jxh zQzeVT8ea{EiN0PF&9d_wj`Olq)$-TjC+%L*j73gM{(1;~S#T9-h0Een=kqYS6 zP#Y2J1y(saK%uI#K`@|;AOd(V7R%iqEv7T+4c@f6RQ_DYc_qZEl0)om52H9y!hlg- zFw?Ly3+e}ngWe)tESgz~LibNgEOz9HvqsZOG3skwL8?f81gQ-)8Qk+-9=C*TBol0#EuioFO;0#N97SkjVK&);6Xx=vhC9gc zV|8=#*2*t#FUSf>atDbJU>0w6_eV-|dyr{P6iqDJQAU%|(K|1vp3$gd*6D-Qriz}= z@VpD?H>7BnzPHZt8V)i=dYg?(HrZJNvDcwk83@aL>K?`_H%gi+1n*uF;A#=KYq8CX zm59IE%ZGH?M(55^^RB)1{bYOlAhhz-b6uXWDPbjl$irih;(c*5D?R?VG(Ap77p{!M zTtwLL&u%Bi>dWXk3C%yi0OT-+RaCC>{O^Rbnrf8jjU}XtgKoYT);BXOb%+3mTRoUo zzG>Z0t&5PZ)b2(qvkw-sFfp+D6UZqLDLWnKCc25IhS&=zd+Qs#v7 z7|G6jzdnTu&oKWYU*W~t{*@^HatGLTrV}zY89dE^i1w*W3lA(d4(sFUf;SDid+2U2 zk9d|81Eyhbu4Q<*WeqU?A|GgW^@V^4Fm~-lp)}%z<@XVIs}KK4rew{4PV$rKOWZo! z*zpPr2K5+u&u2zH$J+9A6u0f@M+{rrx)WFG3n|2d{F{|6SO9}jd9=zqfVt7*+r`RJ z0Xg9qYEhp9=xZyek(Ph?85RrPt_4PPPeOJ1Vu8487{U@7ntO{4U9 zcr0(ZViM@%(EtYcRQ+h*Klo-R~av|$1seQyJR~HMDk!5 zJhR@$)S5^j>_vPzK039-uNCw59c0mm$bL5k9bKHktnrsx>2k9$-o*{C^L01U>n8;6 z^E=h1346V%Ow;tDvlCZIkHW(NlB;wxR1KDEUA(Vo5EnS$P3XDudUA^jQoNoOMM+B} z#`BISCkezziEe3p@Xk6Sgzl#a))V6JTf z$>-$=F76yR%0_cl|L4I)iFY)!fpFs%0vpjk*&+|ZFB+xxkDfXAuOsA$pLX;gNNhym zpac@WgJ@>F^;#XZhgFdg5z#r0$|q692xJ+!VyMp^@|P)iT_NDlGu4cbJXa(Mgs1r> zmGT?lTZBGL(sz3o0BN`U*$F~}*>Sc}pd`6J@9&G&B(q0NC`aQ@fU=D-D^@4fLQ2;R@BGLv?QNqnybytQ^2(GEQ=P` z9T#?UVzZX{?S25%Jk^^O7);2rOQHYt^o4jj4Law+)YU=i$@|kfFVP+M-+BI@1dv8A zOyg)Lg)Ly!SD?ou0_WLLJiyQFUPfHIrgikIb2iY|oab`GnMS)FT#s-_jzof8&vMY> zCQkeV3a``cxH95BHYQgZEt|fnP4$06oYju5z&XrO0L8$_*FkD6;K?nkwD&7R9Y{g7 z@%B$U-2ODBel@|j053bx>VBbiJo7&{hu%G^DF0nA=RO64gT~O2&aA1X6+~U#IyGwN zl>3?J*KL>;NSKyJUdIua1j6T6kzPL0O7T&7oF!|3cZ=Q8IvAAd@NgKlYzG2~T|txT z5V7d<{txp4937|cQc{Zi!EM}Gobx@{Jo{oU?}20Sw4y2&gQrYKIl0^9V0M+X=~bHW zT>&(a7Zw@W#TjI%zK<<4;HjMg9ZhaD${LFq5j76X2G?DA#gAnjGfmBAbovPcU;F}V z#lIlUS#5N^HV<+mXSDo?4d>-o?vbAv-@h#vkr#0>RBHNOLN$OjEQ|^$8x^5-`6gd8 zTBfK)xzH3Ssolz%Vs+qHGAn3<3ic=pjFJQm5c~)GCR@DBl1r&eB-Tu5oK{w|cz@Mw z7F!cClG3axRSqB#o-WDH918~~xEi7FVddW+%^-EcS(e>Z1U?pliTXn8lZrccv7|N+ z*mhhk+tFRS&;;D)oI5Bb{dA}Hg%H)+yc3<7S#ZB4CH~Cs&w#wi8+w88AK2A#<#Z5r zV}Jlb3)Eu(7z$n)e(?;^m;e9(0000)xCt^rMd%d0{&WlHe&d;4b+{=UFNfd6qFy)l t&2~vzfSgD@YA^Hv00000000000000000000000000000000000005ea**5?H literal 0 HcmV?d00001 diff --git a/translated_images/km/ai-symbolic.715a30cb610411a6.webp b/translated_images/km/ai-symbolic.715a30cb610411a6.webp new file mode 100644 index 0000000000000000000000000000000000000000..50e1ec4649b94b68fa10fbdd12cfb4a5662039c7 GIT binary patch literal 348528 zcmZsCWmsI>wk+=M5*&gB2=4Cg4#Az^PM~ooxO;GScL+{!cXxN~e(ZDhk$dm!U%l4X ztEY`Q*Qgp*D$)`Xmdemzn&Ki#8cJNGdLQ4F_RzDy>1yHUVFZ}*BE-na^2jMzM!AGw z;4SQ4N1fVd#;MOVrF|9w8y_zJ~C|q#y~?L#Mj!#z_;qx?qfk$z>bIWCCOFy6{zDa?Fsh|bp^Bq z3I)l7Qr_)BAfSP>;4)wYqzo(u<~%WhK(F1HAYl+Ei1%IdBIT6?1bPt^?p76C0{j38 zf+F7(K_8z;!BfBy$o`W0jp;q-ZSxc~`-TWi0Ad1jo@4GeL7??_S-=oz5m^2RI&gnd zeB68iECAX-lXvj%vTsa4`;|*z_owdnZU9gX5e%!uUJlbF9T!OlRCqCdmE?)(2Ne)2UptO(S+n@dS7R?Fmi;&OxFd4*`xOZ%~g( zP5|wIK?;#8&5WA;-R06JXqP{xGsKX#V-E9bias;YjZaaAtUKO3h%%*p6>YF?#S_T;fU0=V1XQfuG zKiyb{rk*5zUuilo0pBaOx51Gfw}w(?AiA~!_51{VQ5E0ee}&g(q}S0g?R{;v+bys zi2rwCf)*4sKYAJ`ZLQ+8dIyy=>MtE)y|UBGAl5Gsyors(Fi%1{gOLDw3uyP@_*f6B zXTSBVb#>sO|EqYCSsnbv^XG+`Wz7I0$6blw=HbNdkHwDPpC2x0{A#!sOn`S~aP>H{ z|7GVyb_cRYALnAxt*3<(G>myocrmILp%Z=4&!O!we~djxwfIcS{e7=PM`K6;qp~{d zb_*SK{e+oX@kDgFG{ApWs|>f;S}{@z$$&wFOeovdJEe^lEx6A@UQ z1;UG|pkV-L*%&EMrJHU{EDCmoj({z~QdHle1A~Y2+{%;24TkocX@~=(m=%(ZE zXDVRdFKPQxP=x%qoFw|_igfuhpu0X>s2g(G@48cd=GE-wNtNXz zvnp@1(8Xw%Fc*w%S6D`QTibD+XXM69{M`C5SZ8HhzmvG*pt5;Wf>lF$k98Bu>=v(< zq=m13r*e+S>aa&j^VAnSOpeSAt>!?-hD=f&K&IRQR(|fX5y4AGkf_CnL_SW1!x<`y=%6v0SM((959M-xPk1bqt&%&Nz1P0- z=|p!0I14HAVt`$}-@Gy1tQiXVmX*Qz)VF(tMA$(`xx=7-Y%z~g^Dc$fQ~O-_y;`{- zz)0%38Z_3%b?;TiOnijMSx3b63Oh@z{xdeq86`(A52BX0WpZk2boUuGpxP$xd+f+A zh2YOGgODgco?AviMU53`FflRQT2pSL>Yw_x5w^V7zJVc8p2T=!&zG3yuD%WAnIeMha{Tj@)9$|1eHgo>Yy?;)Prh9qMTx@rd+Y4W*~=qPpw4*PyfbxhMD$c8F- zV%N6PjYe71tI2@h=OVYbeO^X>Q8~*5w$S z7qqV4Biks#)5Nc#T}J_i6os9IMQeyg-}?Q*5Uux3bM01nfwS+s*-H5^aACJ!2DHQ6 z@X#kcNO`|EmIT|2cj6>aQQDG!JJ9a;pz)Vj&hBcrW}DG^@&Kak#r#>yx>Bh)h_%S! zK$JQ{(+S+MMo{vDtnXvH?11Py(*d0Jdwxq|l91l!0iS;l~6@A5&&!g?V zg^RN3;B}4NU<95=`M17o5Kyd0K^IW4N=q3e4z-2tk(~qByxQR=qqfQemGaQ^03L?M zfoeVEt^`CHp)=svHs+;+V9tX5E)XlfQQ@k1reYZ(D}E+VDJxcQNF$T6@MQNwRQ$?N z%J>7Tt~8wozV|2bpqh~?3bj1M?b|8j68JCZ%BZ0(Q%WDKQd$@l22=czitV8p3$5*r z5jIi~tlkAHZ3r-Q#6cEqF{fs;Gc z(N=<7$>AcD-NjTQmwc7B?=V!Bw%j-$Wak&CY?-cTJSsb;VC`+Q zlU{AhhP0M)8l}w$-A95}@q3m}KS>rGzYIE)K2uF4a3?xmM!tR?OqZu=OMW?FeN*kv z_-vH29ilH$zIP?v4!&2id@=sX+~IV_)Q>?T9#I>qkP$~3;%h92c%_AVsgBRq-JzbTm|HJkGSo zMfRI!PM`%h#u54E#BJVd@>CWF38GK_%%B8}C8RKCPd{6E4~@+f_4DA;!R8RPZE&w@ zah35ZXsssPUIICqQST2;+=euMW6$^K9+x6uPTGB53?crVzZ79kyS${4tyhXS@NLMc zW~guHbL$2a|7iabTKTG8*K2Ng z+|?}<@0vN)ChZtu-BgaD?;LLA+=Ww^spuVL%W{=$3G2Y$$XFXSn98HS{Z%Ogq!I3U zL6;CqdCi_=$kk^*9AOY5rVm`Sh=nLIW}sVd<{K(e@N_Nsb&wm(X){Xe;8bEe7+p83 zyy6qP+&dWUBRft?%{MF|ZJ&>ke z!Wnx?eNU*X3~8g6iNEx%Y)uNJFd@$n;9C2m(@|OyTGqgDfO^Y+!rvvF`~7p$mwd

      |uI1TckV)Nbwj zMPmum3Tol^b+5;@2S$0x+fT|bD`QMmZ6ywrsql`ET_Rnizc}V;e&!rKdgvbMxjpx7 zEJK>CFRk_az%|QUN82P1OjBP+(kHNuuZzd33jRdnLl`FdPYxSAT+jeUSQh@9i40rRplVpn6A}_wY6D)UgEQjah!aJA;enM*Gb{ zXE3{+rAlqM!lXbo*egeaYsA9wrY;F{HorH3Px#l z75K2wlw%vPx1nq4QWq0sP_;JWRs`2|DPte0*Ri_scLP~2LWS=do=M;s@q7Js{tuMH zNkSqu**av^=t{>ZY(*WUh95ZNM){d0S8jBHO2_t7<3zb#&Xl?Y-yppOlms`a5A)D2 z0WXKbJL^IoR5l%1d|0Woj$S7Dh2g!`_)!86eQ}6+tRBZ~8tIbL?>s&J;$1slsstl`W5(f95K~=?e!<5Jgm z%;lrLaopdwy`wC!2ME=R$*hAHGV%LxKRILy7;jV_dbYkMUCGRy&oE~a_yw2;>y=!n zZrZMfITOk;?*Wv=IS0i!5~fs~0v?V}kX@wUGX`FTnKowL4)F-lLVSwib(Gbm5>^G? zu%oe1lE)mptz~_o_HtknyIjj;R{8CFSCyJ6moT)cJuI9N7^T1jd>czvRE&f-&9Sk2 zoUr%nA^V1P@I+A}SeyOVT+%Jf`8czhBV;w(UPyQJF{_rSXsa}hse+=#eCTimZYrPD z&qpSQ$Cc@nhOT|i8u4vdq^RBDNPe@dB!)y!^5=D)Ap>YjD87q-7|0` zXE#;VsjZkxP=^~m`@tmPLgWxFK8%)j5xm{Zq$Z@H3W|lan=B7;xM6VvgNf4?#Q*d8?nmuV!%hf3oILVbZy z{2RMBqtiw25lGqoW{VNY_?~C4*h&KT5(m64Vb&O1S#Lc>03FT*jv;sGXz_}tUaff! z_C^}J@*bHSn;zQK2T6p_fo_oIq?2OnN+^r6b`x*|x`XxeM#rFIS2ZfT+=S{b#B_{^ zwl@iKMB>z(fjdSsmJ~~^f^@iqhC$Oz=J2fSKYfG*IK7?Jt^Kc>wRRWO5M?PiFC$pK z`8uL$4$FqTdo6i3MEOIML2hXp?5G&*2M@V#GHdCN7aR|ixuusGkjA`Vq6n9kZr$+t zixqi|pDdu8H6Ouchin2D-hbSY1+&7%;<_X)lfGG9f@>Q}uDbyGPB+-Vomc|dX|-S| zd8-0)o{FeRpGzkKTsWv39fI4C$0-eElki0?dh!}Llz3c5ZN>F2IR?;4l)2%CTzUeT zu6DQrASCY{87Z$QU$I~w|F{_8H@a_9f<>jT%kCiR?V0_HGWs8g|AU;kr0~j@@r$75=>qxhP^ouvd0QRs_IFGuUIMC8M*zQv1v>1p*04)|ZYd)|uJIN$<&4 z6>}9q!>4AVG|IPprp|ryxCfP7Z_w3Jz=0jlboNPT6UOZAH}8t-2h$s@0<)@xs6hGV z3v&B=s>LYK-sD{Fk&aQ{IATg=O23p(CdL0J1R(IKAcFD5^u<2<4ysn#R!ScnhwK#V;!ow*} z`2Js^^3@)HEwMwu z_jOCRi0MEJ+xw$X{HCN^ByufBMP(rs&7Q|q=~q_FHqFd7XLyXRwiiL!yiM@w$Ei?bo6`5fH5;h7D@^}k0ASwz zAt1JYvJgOe;Q2AQI+fz(Pw%?|(Z>64p0fDZlxMlYO0}1DicnJcu^JOLRVZN%S|R?a#r+fzkp6O> z&G~l&)N|{_qfVcKD0Wl2vp-0TI|!i)%l;8^6HeobJGQy-!P^zjc95u*tEvj)Vjinm z<}3{-Gxc1*F!Vz@63trsPnfKj{Y0@X9o6h~Nh-h;NWZ%L^jajFb7h@J%nI}V%M={E z)DMJs^qtCp7`HS``nYo8g9ndY#1&wi|KWZO&to^ch_GCVBc^!#UV z@5nUzG|R#2P<;M`fS{o3=}d6s)AAVUKvO2Su1PItZSm+x5WM#66rqt^NcQ-hGn*ed zZ4AmOI27f!Iw&W8$o5Y)y8WNnRB{T~SwKhAZf?{ZtBpXN#z`Q44dcEa3>w#iWR>%z z{pS=Y%3xuzncX`bqsvT8uHh|AsKHV`-Ycw@8*W{fO9CPyU49e)J*M9IR0nt7fV%OA z?x!vz9Wb@zf-xV}QLK>8ac>`| zpmk03&GfZ14>xj!N_kdPD8g2^D~}$*=@EuS&v_f-|D;i^c8!a|w86eBALQYYlmO1J zleR4$&!29$Ti#a{g_lM>jkA{i*a!EaHrX_nW^~Xv)L%B*YCXd%>0F}1f8d&Pa>}a2 zH$+R(a@*KP=6GJjP7!8;ZK+z_ZRz3oSC@D9bJY+DJm*@8Iu;+2)14m;_?%|9V#Z0L zRg5UYWTS(6Qem=bIVw#|O%crY;Yib(_(oNuGmp0r1ztt{eD-B;v zOEz6#l^TsDczEnXw}E(j&qD#9O$9xI& z$T11lhe^AkLT$ghOXzhyh`pYm$-r@wU=koS>A6_0am~0<0%9h-Bw#?WrwORrI2AFx zJaUm}zhEN6+#mRoCPvXvt?M>FkMX8C!O{q;!pV>5jk$5?XAEux`;%tHsIeDmv*P_a z2tX%A%*BR_gm`6Xm%a0=MM2bq z_OMC+HVwqBX~TJ`waWKB2zk7lUulyYx0vG^|0p(b!8!UR1wAEP*Q|&{sIn>qYCw9E zi8TD8$1n_}2pvhg#fw36?uM%Kw}fx*GP(U$+~6SDL|9h=X7kHgW!exVNdH{kMexnM zsqw}>%TI>Bx_R;ne8hMiFf622={mWqv(Q0FCGNuSLa3`_9fQZmFv=E3NepvrHly1Y z&+LA-qa?vX1ly}RsV|G{mrn` z6~V8m1?62aM=iA3(REbCs1Re?z=S9RsLzy4dAakS*Ycy;rs=HLooPgvcXi0f?mGw_ z)PqVY3bK1Z{;OOUkA0^t0cQvU$GBoRKj}T`~7(%1ZNpfA8@=nRQEAA z#3$=@FG; zk*1+33_%P5G#*Z;&46%ahwO7jT63Xh7a=N)y5H!bm{d$&F&yLQZ(SUyFuML;Fz-yA z8ozm%O$40X{+to;r;chnb_VO6b!d#FzS_l(eroTUh6Pvn-9OA18P@2KL-M{h{2+tE z-`Sux%7u0sC)sOy{jy@``zVMnow;9F8QA^s4V#HD$!Cfn2JLv~MOm2}hBG6UIqvmm zeNaJBeCJVmWk{dU@*&RN^YIIkP~>hf$|j~iDnpV+;N<3vvR+7nW)N(Qgs}c|7d> zPa4MOvY%8U9TQd-m&pmGmd!vl{fdB|OW5dCE&Vjb)=NKlA}%@6Li}`wcfz%}l>>E} zA5D+4T9gA23L7I5NxW`(Ag1(0N#5hU7wJ5 zK@jS)Nmfq{^5=JXt6I-Fi*I8#<=$KArMt%0HRgQNw?zrcsJbs6VZJrig|94_TSVhq z*~(*1oK8RwEsEvPzA>sC9U?c&n2y{}v>2t?8B*umrg{IRJ{mN7)xJr;xNV-TrpI9p zo$!=9lB3~x^E-Pivkm`mi8XV9T7Bhlt-U}b)$g!itMWkX9hWv`xUVYf zRg$RTCMdgwWah;X#7D!7$7+-038B)bK+eQzz+JQMNyu~xCH=#-oR*reotnXev|zuz zzpl>mW^I6fPY%z*C$HI>GPK(`GAfsRYbfR9lc9 zBG*K7yCP#cMGn0AVo;T`@U4x-Aw4XN!tB0*`*ixILi<^y=vQjRp5PIYG_q(*m?Ih+ zlFnz)?t5iiH4}>x4|lWk(?E-Aq1ASK$;f4*)f_yUQ%)0j9U}&29PD_ceIlFpV;+t5fH8cH+0XV}G2^`fJrJxv zjT13c{Q_lhOBx3~3aN?Ws9huI8+ju0N-V*5!fu{zeuNPU)D{gt(siWqrE+BI`nw_B%7@M3Q9QkG|+!v{dAd+fePumCy{}T^CLU^zMwXk0az@TT!3m$-Qibj{c zR*|f@0rc@Ac!|XhIlP4}FNyv79(rPVi}bRj(e!pV@5+u;ygGrFCJ<7-ZJ}!7`DysJ z;|%eg@XvHvKwFCOPQO`G$%Yr9(N3a5W$djsyz ztUKJtj58-6O@6f0;$V{`@r}ego|Snz%8xWSnO>tF__pZ2&&(C9BuA>RDbskx+9~K9 z_Ql2bU+08T5u=}yQeGd0YMz&}MQT+AL^yiE@b%e?$$zt%NE03jij@IbbWVpS5shrF zU(p%d#$@i_qcGUo-QfA8oT=;gL_wCpq?=IZ&pt@M^wq42o-Qf0D%#ulBZ z@gR$Ww6Hu%o8eIiN)Z#!A^K#9N51s3ZTgE|6PFg0V9kZChQXZA*e?{YCv6L-k>@zE zC{z_^hP-+%qfB~`pBlE6HNruB9#_bF#uOSzfdSd2t`)yH!~mL+&FF)cU8#=E5hp*p zHT6}vhJzPOejyaQH%=9s65rW7hJ>*QqlZvR?4+H?p>D8M`tn5sfK%owzW5SW`4F?I zmSOr&YDoS{`sY3ZU6-Dc)w%3})awFe(p8EjR8DKz0de7E1b!Ix>Spyd!c$Sn9^Kkj zGQtGoTS*JcQr!*y&t`#<4;2RT9#-(17-~E;*phxCAas5!c+7rg{Rp13zbBL^r@?pv z>b6(olcmsTtl%(~xMWG&jjxB0>bECvA*sbUrO*Co0Zq*&@VNH#A~}vC_;jSq)0Lrt zGOWBw8P*sBVT5$jw>Eo_}NjYl!70(T~RSIllDu03Dpo`ae`ifr(H zEy4HQaIC9uR{zq41P>QRp&|Gn*-p?^nA&+^u-BNF2Xbr94)c@wKJN)hHR|poi<4R; z$}5DaA8Esr(9g@;W9D^d)^C2IQK?isAb_IIZJ?jqU% z^;GOckY7a}1V$)Qc>ihnhRU{|zG=J^b`X5c&`osK2~K^XFVslYBMSrX{2V?r8%KPh zpq4x{6d}u86lfgHeK#{#s;)Pvpju8h13y@mJrlIg;!3&W(wUc+SVTr+W_tfgChP`S zAs*`aL2=}|*o+V8y*6iaA>H3MZmU-P1pxn}{~-x#pSam}uIFFeTP}b2L!}Qx<^@{o zgif1cREbOikc1sF(P_>RxK3YsA2T6Hd^4{8XELbiLnW*uJ8}XMgE56jXXtH7ab{(E zsKy_{T+*i$#I%NGf-Nk2M5MM4iQse1Z{fWyRk2&0x)Sj_##O_wV;LNR&G%V-fM7wrFtIaX#`Y0|qDm!4^P2E7fx( zT{9WPc#L(*inGd+W>Z?t{Y^h2Y!W~m6jR~<90F{H6U%Pb1(8L@?MSZYX`~Q z#c`6HoGNPix}F-m??@||a%0VM@pjejvMEaYwRy3?q1}!xM#1KurCy|UXsnlm*mz|P zab#Z()Bc2PNy0|?R|Tn~I%ZlIskcC}QWtf0ci+A*# ziE(7+-yXb+?9#4}%+m{%%+Q!R0jJsead@Du9)@VQRMIXyVgvWXk%;^TBhFAsazTRo zzD(9P%cB3(0Nh+;u z6TnD5B|&|mHk#Gw#Vwtur{n6-JY<`s)1=ccxIFzuww6fM`pT_m;av0UNAG>Cc2BzK zI2Myek*(MYjx53MTv4#>%~fYU6FB8eX{UWLuJ=6V-rdE0@#SnHvV)kZ*r%@Y71}1we*&aYzn)SVZ{?BqMt9vw8$xVOYWW&k{YL0+->}HX z>yG2kcnjsL%zmvt2RBKKdhaD2My&Tn^6O7VDi3b7)$N{-j)5k5ekv$DI)KqIC3>?+ zg2PW1f)m41qk4Z8v1-8j(1vljGT^N>c~ks$_=`fiCq0r2=%|lUa6XR*8R!EJZA8l@5-hubyq3 z9Y?Q1D75Pf=?m;#==iPR^>Qs*aDL_28ORnv9)4BTgYAQFsTY4PBuwbqrg^m{Jitf_ zD0Xr3B;VFbuD*^ne96V?n%hNAR>~^F_UH){tBw5@!K{5z%zN`4HIn zqG}bQRz((Y$nx zd0r}{=m|G;*KXpetPL0Yo5n)nTohb`jfGc;~fsziG9 z`iTf-A^0gYaF@AP%ABf~`Bj7`n?l;<%T_HaauaDf^JH@kJ#o{T(T6(nH~Qk^XaJ9P zd=|Yv4$uG5&&EO5g?8ch-H<0oUL6RwyiW%gfJ^pdY`K-V=QR{>5upBrWoiz6d+BO_ z7)!DKt}U85_#^9jlo(p$i6GPkQKgMHi6d3|mlNkgji=3Pi2+1nOw$wDqQYDo?-F7; zdxmie%FAbpS|^RepH<>7x?lbl>=vA0CiQ6PHs&qY4gQ7)uUfQZsP|G9xD7266_HK+ zk!N(Zs_&8X-hw>a_Z8W$+bH1YCgNaAjUyuj>HOMm%|$o%g@^(iOmPlGF~p}Tzp zx@6s3X!Pt1ds+^MKli^eXEn>^h1|?J+hcr{cJGauq}gUsFQ_JnkbP5!9`J zsj^j5Y3gqaw0V4lYPzUf2us|1&f)sg{4-0DuzCo?UMzX)`&OfB%=-3 zqP@Mq+w|N{b7N03oRD{CegUjS?Hi;}s=-*+WGMugqx_(qx!zRbDSBmY4z6ST>bDj@ zQi}eqr#*zogb$6a>Zj*Lf%ZKoRD(C{L?|M zr=wX)3}#(i{Dmhp%rBofpiRaEi#bdRHPqd;(L1>UW)Px(DMPwRz9F$J4bHx&v!1Hb z*;BI!M}&7LCKpoJM+bM`to0+We(~BV*L`Xxp5@mUVLjdn2<=pNJkXz z+o2h?N%66^jc$QuumU|zF%K@NOLrwX0fjK;mp{XCLggGQMF6-OI?yi@I6umHxnw7p zb9o5j4DF^}eU^6X*Pdm~QJkE9>p-W&B0C|ZQL)(cMDcESzYo`k?a;iCvsQuF2*$=# z;RzXft=Fm8l~e0{2z!KNL{+%~Z$0-;UpsdRsH?pS!@a*koHZ;RyA(Z*iW`3uXQc0s zhIQCLbZGhYt^uwrk#KU4>rM&l);3E?0@UG$;Q$yP!2TsvPQ}I1KG^v7T@DO8 z%Z7&{+thY=T>^Mx z(v{y{Ex~cep@(WXYLBa5FO@H8TJVn}n>(fruSgUD%LrE7?Pct5(Zt|)iofPCG!yKD zg`4^L{Q7~|WFWjL#WyX^QOlX~>|jJW+mO2nr2mrW(|GQgtLd8=D1S$~rTQ^jy40sN zI)EC3uF<|y%}P}i?KzONy>={Q@(=HEU$ z7B|esIs*$1l@F1^vqM~saLSSPtt(yaG7;{3SouZ#`F~}l=?ZO{_X^+^Y{`gi@*PE( zUYPE0!%PlIyh=`NHC7tJp;;)_x5@W`ow&5!;$DUxxm@<;$8}-wYdJV;;)0BKzo!9* z%zEDA2VJ+P;PCg&5grZJ>ZktqGsl$nsBWpL3iC7&XpOIX} z+JcKO6ymJkbz|v4oW`(3%SARETjJq}s1mmEaNdp!^x+YTJlKYqc^h+CYhNuJ!2=rk znW(3!)J^4DaHwN4wnvL>AX%Zvb@@Ylrx#zwiECo=nGH;&-yRLEs7E^mpVK?o*=vvk zoyN818=bjQG=!W$s?9Q-2JYitf)W=Ex+)1NqGR@-d{ue%aQbj-w{hS%wD@tl2jtRV z@@<8y+&)iBRW5hdrk!8-`_9eFKugKPy+dDU3l*8>p7@YqaL)aubYC5*-E)xkUyej? zKcqGIIbiYgvqbaZy6PXb2tJD6nJ`?fGk=0c;A*srsdMkvz;dW$NytNl$Gc;}zBn3m zqzK~SLPvWzKiLUPfee~6?-zpVmreH5w}QR1akTOyKxaO&Zp@cnfQ(x4r+|ZsHXQ z`LgS#s$VBO3f7$5f3X(k7#67>utL!X7I@M}=ikEmkU;G-57{QPB{n zvS<4>RZmPYoiPHJ8`k8;_|LZmc>!D{_oA<8%B_ej(M(EY;NFf@yUG^rhG>oaqfBO} zH(-YLh+j#f)2^6>a@$o0z64(}|L%MfqX0K0bBmXbw=jbu!3k~e;#Rr}uV9bX3AeK- zJCr}Gc$Hkvy2YCwK$jEiG_My9@@&sd(ATlCm=3{hcj2~1mRT)O%2~0f{X(mMeC|Wp zV|jCty=w35o27G|TgB(-JQGD{`U6D@6M~G7^f8N56Z`VY%DNxT?iXs)ZTyloSL@G! zt6?9`3!Z>!LxnK&A;k~H7xSgeeV1EXCs`%9#tnxu!>{)%58R6C;xui*;=6zz1M zE#mo?oelIj6%oDp1jUFuUI@Qb>*Y3x1x1LZ;!I1U;ql_2^B#{ekfvIZ zVF4!5Y*1!`^s^lF?;q;Q2OeO620R$Yv6UVH2*0m-xmMOSIM7g&(4`XkaVYttqy{U9{B*V?_OT|en8r5?H{OS(_Xw!Vey zIyz*fw27 zR&vk*Jy(#Cj-;uO#(1NmquAvf{1q~um@Nk{`VK#8_F1XL0KVyGG8l5O$ezG0(7mz^ z&%zh-=N;X3=7Cng@~3V)y#a51HW_UHe27&dEjX-G=Rf{_ArxTybaVXZ`B{>Vgf$7MY_0~I!!T*by%$Uo71 z?BlFAu9`0m#0>uFjQZC7J#9mcLnAZvdBt53qpMLB4V<(z&%;z(3Xi>kv1PlTy_etDOCWJ-V7)X*PgQ=SF8QfNrOMeU66&Rx#A_RJuj7RXw5+3s|Pu4rqVl9Y#wKJ zdNJ}Hwyg5Qx*(UI)1y^H@!!Ck?YR3OWT4cwFn@0Q;Ix_e$6gBadXc@Z#+5YwEEqor z^zBQMxTbjBE@UE4Yqn62kg_<~&_}My*_-y1e%Ei5E-(|wC&M|!z1ex*WL#?{*ljia zu%re5*5wMPSV`F)xK#qpqj>=`pWSO3CB_>u*N>UcFC&#-H;>bW)!~diqu*@BX3wLH zZGUa5!8qm8$$9sk#-NR3v&~?>a2SN-Q&(-nJYGB*c=B;w-L|Dl11(vTrr(&gQiGoB zdcqzvk=%n`RzhaM%&ZsI3rcfGLoyKuRudPeZ8V@+xC&O*SmmV+YdZezYlJm*qpoL& z2#*~vt9o0Ku^{fKwN(1X*;Q9B#ujj-*k>Is2p4WI-O?Z7Wh3h87<^LX%D~gjfc{P8 zMWD~Cj*rxbZ{>I$UM&IMJ6HZdAhs0#nIU*RIG|&+QKY+#mWqv;*s~H86z@s5aiYI` z_;ZZoMrKw9vQF`6UYR>lmLaY1FZh`Nuk$W&W?rAC%8n}8jJ^`*0iyIlt4|*k%Cgo= zw2QB&rPy|&CE!GlyM>P{tAPwbaI~xK#7Q%cuN-?$?GE-3jU`$Mm-{OizjL8nzIqv zT3K0=6?DDhalmz$82Vq7=$PMLCb#CzKz~_j8%fQPS!%;xa9(rCmuX_Yyx^vG*|L+I zY7`xcJhs1*SnDa`pa8uh%Kd>Jn28Ze)$ut>ZQ4zX_aD&eS*hWnb753@aXw%n(2%D* zh6||MF70PiyB?SK=jDPcwP|{Fe2kBQir})GEl)1fNsIp@8Ig=P7}H<6im?%4Df7*# zj7Ra1dOgF&->c6Q>%bxBy*~J@7$kwAN(b}4vU=O9P+Gq^6v zfGXgx-8nn`2{e<|R~Q;0HT`D6Ci@|y_{eS3a){b(5o6ln6^#Ai~|-e3!TrnYY1zxqS-KbATKCYiO~ z7z)cDJvZP)L;rQy$@F0ip@AcNh&iB7ca4fM@VP|V5Hql^(lWr!UAIbe>gM8No~1d% z*#tgSzw9J%`mD-jQi?uJ3Q`10?6GSTkKUdMJItSm1n;v^ zD21H~tlXjJrMqGirMNY(6<8 zGk)*Gs^{_5Rt9Ovl~xmG*-2E$3^if#!w5{v*yJ|sWI8weGUx@pT`Lfj!s764r%%}v zKjbs@Bn;m60$!{Y+VmSWnTF&7ik5}u!W^6N(EPiYmem>hAWHk<8f?*4ZURE6mt@B1 zF`-7M!#+jvHzGzYMGG~!O06{v11u{M^~Vz$BczOo=;NF2v&>unF22XozTs&M@=Fa{ zWfhT_I=Q}l*p1q)Ot(Imy0P_SEMXlgpXh)-(hR$g|AMKIt-MM0!3GbGg~#2}N(BGQHriKG7rZ0Hz#E6=4yr=s&01bjew087)C86)z1)$nPXThKa76 zyA1HF376L?J|M+mbNJA3#_t=o(pLcp86l@1NHqWQ6N|=ubsI2Q{dJN&+qo9MfEEt@ zxB<dY*RF>19uX0nbGdkasvF*&unaD`O)#xSUxtn|(N9X*a%NWl^*r-zKYguK90*I3c|_Bh zMmKpeBE*?^ESg^z(I*$#*RC)V(K7b1^;Q%)TujCvN9zcf`Ftu~?Xx?1>rnQH;Oi7& zEjlPu2>9nLH_8x;We?5@;t(fax_A*M4sX**8V4u{i8sET-vR2XT-ZYU!_HnUykC-@ zv|l*gE#~L_j}4^b4iC0$p|oiXh7sy*ge|Gh=Ztmr?bE@K?yQ-Fb&82(+@_Y*d-`9A z2)Y1E=Rn_U8J}oZ@_`IW-Lno>`uyMF*?()RRFLH@R>~E;*L1eqUok)ql7iglA+{pC zzMEcZf35B8xo{DNGb5W3pe9CF@(<4NlmTZUw7P#%$IrX#HfSGA0~Z+d*|;G#R8OuJIX=T~)r_EV6q z1XKUV3dQffO(#PaS!U!0*s|?fB&{@+WW;AV4%z0NiJ`;R>MLzqgRzZMXN`)^FX}6E zD4gkN)nbHGQKEt_PA|DIUEn^DHl&}%q7JlyDn2J2mJa6%_~;-!i@{(eO|@*1bZy~V z#M5c6{Y#N?lPYsVpfxy*oj@uKzcDn@l;S0P*BN_gqzzj!YuO7_-r5qDn*5|D9G3v4 zi9kH9p-=K5y~nddzzQiO=qyPHCxXz|1Wl zRD5^04w-A!!{nA~f6@qpef~=w1dI)+4BpES>#417Hq{3#zGv-ET=hHgwuU>A>y+C> z$L0U*%<{3an?zvt8`>l{?&RYdWJHi^qgKor6f5}5Pk<57Y0uNo&csqF%yMI!n^&XQ5OfNcj=MwBS z(vCae(URFc(?9VMI3iKdsnNa3uOj%sj4}u21JP5jX6JQ<6gs1MtjBXkQO|dnu%Dly z7*>304!OLI(|HG@jtkkH1saZ`9YxR4W(*itV&@!n&R{|O9G0y!ty8hXb>bGiYS2aY zXY#K;ddAIec4c3MK7_3C(a`C^O*?;0C~wq?QM|O$X5{>njo;h`y@NnM#-5bg8pnPr zi_aiP>OeZu$u&2(Aya0o5Sy-QJkh|UujkEq0G9Q3pPfV0=F5JLyYI~85Cz}1+EID( zN8j5B8l*?<+UZ5q9STODc3N+jMD&W-YL;QcmAcBZ+#`oKF(z zrf`1nkylO20G-A8Tc<)PHCt-&SeslTBs2|3zA&{$k(>uRwzme3)Vw)v&HIT)i9CgG z+$EOf)V1*WA`qYB#U@pt$fxM=;*rDa>Q=eX&v}Qg6ef$+3Xx<+xYv&Cvc+z$A90Lh zUDcPlK7qRuI@Ibb6LCE`d;sHC4tjqrKN=2yjj6r9POzI*{X`QA;bDIE@rMpFx<^ai zdLQN&Gs>Jx#VuQ09H!;Xq(9y^0;eyEt(uf<*1~G78FZD)8-V~&4?IqwZX|?yy^U~Z ze*Lf%StIFT-JiDUT|ULI%4H_H+$pUTQyll%4-{fDZfOu*N`WoNmJ$*J^Pd!D9+xqLqs z8{pceC+G2j!EENk%IpeeQXF{hwSY_Xg3W#Ge(WQ$;Gxe~aXuw-;Xgc~3l%}5GoKYg z{B8hIM`FcNszE&sC_X`*D19Ljc#ZmYO=80fqV^SJ-pN}{% zPjH3#+Hx|wH{W;pP)n+(C-rMaQ_J^pIbK})fZ?-ZTco52zU?t3+lwgUG*$X34Y%8V(I_0%5 zYSJk2JGxgVx8&d95u2d95HGX+?Y=j=4NIE6z&w^SU0ELDa{Cq0l9pK(Jw&EHA?wYH zYxRSVZW2D=`|fPYi%Ys2*gW4aSP=2^Os$Z@HN5QAN_sBTqoojzvgcW^+GF9sJ+L~QxHOR^W0_)YcZ9?9O z=B2;E_?SG|4p$?2W^3V`VQnx(7Y%m3CTL%ja|7+!AuaY=k;+5zLAXQg5L#>X zmt}zb{WT(a%}XB;bMpU5sdU&&3zZYA8lT<3&ssIY2dcQ(shVc$be9!ihxx^aZ3s-| zprz@;Dm-2Sjw(0p2$LmijDJGl>}Kvt%s)^s$8jmu;TpD=**YUbep&GzHjE?1C=V4U zFC>y&erk9>Pe-gS+^I0f8u12Axq(E)%4aN=_%(}V{X3?8C&8bb7Gs9xaKiqHs^|a1 z56YK)tbv28mhy&B{k!&4o_H8ol%WsQ88vO0ESnP~FWrUiRlMP=7mbYmM3*}~&LS-a z;*xI?bA{g{$Qy*&U4dWOaDt;lTyn0+=P{|~J33JFD0MqdfJdBj>?9?ftUa!|!n6vu z2+QJdE~6JMu3l`HX4xFv<|MW&{Uu{AIyK|Zgf&{80j#%3%v2Lq{`Y! zORSQW!rYEPx(evouC4tK%cxIEMbXws?f}w^NDe%dQxv2fgA<3#yf8BSh{XsF7 zqtqk~gfRX22bkmGUR?l`+v=otb9A72>dKxk&K}HS^R5&0G*|mpicl>7SmW}-bS3if z`UutupFXqr^V5cMot-pA%rvWxZUu&(QO?jvrv@!+$Fq$wLWf+$d<56nRWs4E zHqpdSSvvy)6kKdZ^er?E>kpTL{F7%zM5B&2L>_Lu_(UJ3xzzW)I%<`QXNQ4<|E;!v zEW(oq8E$PzV!_yM*p^co=58eOnsvEULo$!ppUGL_Os`4rcPCG>D3rC6sk!YS2942lAIU^v}AftpZN!hxy2IOs`d(I%k|LqxqOU& zwHF9>nfUb#B&n+{^R90~5mrPlq$7AQ=Ci^9XGt5dv}X*`)iTC%UGxyGj7CjBnL!0# zZ0k(#^NkSs5BAeCCz(G6zB`2gqLxm?HSVUqJdFDI`j-edsq@9v zcR-vTXy5*O*#amcQ6|p`$NZ-6)Vnd)&-1-CG}-NaYsZuuFw_u&!aGi2c@q_9Z#VsR zxVcTl=!yzl?heGt-}~mx_`jJ^$m2Fp!fE4uP}o&OxtN;!>1=6^-Q7kw9PC<{?44^o zpQTPJ7T2=Err9iaUZRTj^r30PQ{|2w*Vn%B2F+ePHUX4+5l8^C@K0KtoYFN5;73AY z^<=`3!0#EtEL>5nWR{Pp$#-z%Wr&vXk7?Baqxc=upamCPqF{4Q?!(qd`mKf$kML=3 zB>fu&n@w{!Q6eGnLr9VUK%rK)?n~R)b#c6PgI8&F>Z$y$5Xtuq?Htwu;3s_1=?^q! zE_ef2G&|KnI?~uypubz=>-6L)$XBTMOEhLt&m723BAGFJbEEz+PcOKrVwzZ*Q;YNz zuk#0|)cM<){~MJzp{Wm7P_zXi_%s}ss9*Z}hpxFB(%4gB4zcYs4yxlm-y)5v6`Yqew-+|8G|2UxjIXiV>H|%MM z!9n^Nt~H|&`r>y8yJ%&*Z~+aoCXh$HD|uIw>sUt3-2~LuT_d_hPj1^|j}%)(1F*Kz zMT3tK@8xBFz0)fX7^lHiH)j2ok|3S_1NXEZ>>Qat5Wvvta|!`*H5~UdWqhLrJkB|L zh54EEUN=yabYpBX@uv%f|MjJZYfMyaD}AFDM5hNQPCyELQ!dF!xH#n_AvS!C@o+^^ zg^}QvSZEn?d=>mePZ4Uj(ICKs2!H;sHdD%`9jn*=@*C#p)hSr_isY}^BIDlm0upQae<*WfidX;5IPRc5~mPI;-K%7Ki-#}xMDz1}2-X4Xm zm|25p2v1RWg{dz4awQc{@#vRI2%L^PQ4Pd_CpSR>Lk(e136U!*A4tvctP$_M zmuCf!%oiEH)|=mhqN7q0KIFnbR@etGGqV)ZgBM;hzpr%zICfl%oi~Zue>WE!Dn|D-+SJnEoPEFH z2ti`0IG80P>g_fPysO&I-wahX3_w*O808I7cKVdc6(W9$nYI+r;+8bV|Pyj2#Eh1 z(>KH{4aGiR1O=l2~%JF zyV;R*d-FZ48tT<9j4wpb?{}e@S8=0IZ;xjZe>B2`ytbZ{hsl0;=J%i_2|-A#L3ySF z3tN`ly4}|65_j`4EGj$b)a+xHa+hG0<%y7-XXYB=Xmy{Qh|HRQgMvXJV*76QnNZ&bDNk7`T__&4j-ZYYeOT{8lm#j7S1feD1{>nO@uu^n8+O z?iBzUR+ozC2{aHI5*{U#cF{Nux*+2?TuR*w_vSJV_g9^_Tc6>9ew`vBlHGm@u%?Nk zA~;0g$^X$>mumeOmUaN4(Ec{mD)@$bf5A+lUvjp2gp(rpk{lq};lN(&B+W11f0=dV zA^CseJ=`g_{8i2?bjR4W-KyxisoF&Xrpm)3|4_3fKz!z~D())cLCC>&LLa)->G4se zO0E`ALMY6mbLh^9em^$WIDQ{W@zr2}W0tVsjhrehEzTjcBgemHQe1&Wu3WUKsLF*D z*xSel@y1@Zmq5^pv0RARBVfe|HV!?5ZU@0<<$vUF4uM3RD!}mo&8i{r{aFzS@p(#y zn){P-=<|~3{7QD}HuMlr6*12-iJ=TpM3j&W)HOvt6(op-^6R?-KkIo2cJB8-cYcu% zzM}fAN(LcoDYPCbEyPNB6@g5B;+}0`xvZdKc0tgTe6)*N+1t1R%J&ta8R$maBG-r; z3iBx29@*T@gR|h;_`uXwbi~gQNKC?+n-Hi69O$UgG{iXD{PzKG%km{=2P>{CHO)K% z6yKEzt7CgE#-6O8{d@!#UyrbZyl+pzmegq01#&-XR{&hpEOIajG#f0cXrJ6YkZZ8e#w^yN)Co5kbr>-$smg5omXt`hMpBj8z?} zXruKm+}=RDGGSv}&D4yzd2G97QBa{W&<(fA<%dKrU>Oi%+%*zCUdY7qbq;^ zQeQ)|taWBk^Oz*ZMqh_V;>T87buUjPJq3{PSkLSeO?O^i=GKKq(!(t4(q)K zn@mMc^YcN-vCg7&#Cw5fnHrlDrLGd?W9%LEm#;3B;Z_{DCEsKiy3lh=n?_KTc-HFA z-Za&*9@!H*IoCD&i^JEC@6u4f;Js2}y)X@y%-3qFFAd&KbLaQ#HZhPec=hoe;0RAV zQ;#%Agd3NlxMfsVRajKe#-$|*0e*{fVwEa-ex-<0B)euy{|a(n@u@9ev~JfPGvKS4 z;ntDvll&@i>@@B{)sx_ebHBNQX{;P=3CIL_`Ojvs6xR-xkL!&NQ<{vsx3BJJ`)jk= z$p(&T!3@2hMQFTRDl{PUgqjb6?s%tzjXWd+F)v|N^1GW`NjIP`z6i!GqRC{f^Iy?J z=eiw=^Dli`XFP@gUG_({3ddbHuzEm6dCYctqJjn_;EP4^BU(cIeJfrI#^&#Rzof6r z0^~L_+k#K(DuA@ByOKGkFw^Z8WOWkepE`gJKktr*x$;;zfo=D*;b(xtH9FQ7#YQ9V za6!G!{jR7+pW>^CK&XwEcR9d+iwnW4!|e|PhvYpeO=c1PeY%dbY)<+MKlFOi@MXKn{cz-dv&k7RKDE)rUljyJt49iVK?eaT z#;3K{(R+`fjhaPD2x2I34ne4(dRWSzjS@%bDn?eNr{9t%3=+AI|DOE&oq4+emFE@o zTh#3~DMGiGjh!hB0Xny@NlbBf)<@0cZ(B`!?wBe&axS82`Ek zW3y&uzo169(Dx0}@al{Qq^MUEq=5$AQ9S{HfD zZNO|lR2qjTxqvV4&`=`oSXJ-PX55Lf>3-&UA>**+U z49c=lk-F$VXbu$UR;TifHewJuW{UYXd3Ou3b8!>all_bDH?kV=Wp7f9Uhx9r>B;%@ zt=)=?o;UAc1Q=md-+`1Ii=uLpeFytlcI%ITor`|CaK+P=J_}A8u4q;zazaXKJT=lr z;_N!&eY&vJHOsF0Zq*`xR@*_Nj1F=dKyCo7O_vp+$_2Hrj_tjdky)6%nv{%W{cB0) zhmd!Zb~cz zHW=ed=C7AhB0GbZwwyVvl-JC$$uqPJ1Mmq0R3K$7^q^pAkDUJ9JH}DA&lA5IK z0q2RfRRWF6D+40cc2HV}Tmo`3Q8!m&)SXk+Fh)Olj?W&i!ee#S4k`shM$rW8>6;2~ ziO{K8`xpmEobUXSUM)392oo^LzFHq?7rG%+#V zj2O?hnUx%nC#3A?da4^7(-rv>EQSdLUlrnIQ}GL5ei8w^ZW6sQnhCg{scRC2fMj95 z>zSR(pmUgeWu4huX}aZMtGy3CO)oFUM*e_bv>82V2CG_?EPKqTO(bQe{Q>nApy zA1#JDfc1;F8{Bj32M`H8lY$_Qlr7%%SIbFTO2opE5(H51R?fPY*@!Sz|5++;AvNkT zSpfPWTM0P%Dtl!7$6`l_PV3X!x+CSX3Q`0kV?i|L;oFa9@R)Uh!`4wx7?j^?~A|&j#g=LB5LP*_OZOUjC#pIy7K-x#)yQZ%IvIg|baGRv&%N z?7S(Q!Ww%Wki)3Jm>eib#5m>FZj zQ-G&`7nA(Xavp^9%PejwlId3uj33XD?p1^hIT_y%y^x7UhQswzAZovX9yW9`95oSF z3x=n>(bKOIpJ|chbt%X|(BseXU+t<0q5?yK$YsO{cS0N-KpamSP_fm3VSO6nFkzvf zSS&@a^`Et7k8g(q$F$1YzFisGEuac^xkI3n@GYz7rW} zjDa;;{UUB^XQZNRY*aW1I@7pVu>r0Pm$^G2KM>*#1~Cb5@=qC;Nekp$dRJ5+@HHDA zh)7tm*!6;B0i`%-mipvaIu;B|fvKup$=>=O8GnA+$krF361I45o(6?)lj4YsI={AL zmJMa0Yj!n@VNs~dNoa8CqF*EUwE)6|a$}|3`lsrskrWj>=^8s4S9)|Pp)O6KV#%o# zW!akiY>dkvCwqdQs|BYyGalQO8}}iXE_Qk zRNfOxBGtcYsgQZOGJYtt)h=Kpa$aK9Ps_YR;zB;B+?*wQfW?i$%E)>GKLkH5nWGi* zV*jc4Xgjfs#$Xx8|s!I zyDlc~QLG|GZ#DV(?R#@X_iOtp@;RI#EK|qqJ&#-do}@}^W!PQM(N0}>y-KCp??MeQgxm^ zRiH#w;+d|@Ysq%w@MiW@FmA;cN<)siI?nt|T93oYKeQd^f9yL`5uV+r9coAW+#3tj zv@QuL9KLT=QXfD~%Ebx=V7ER6ry_K2=qC!H4|!-ew<^swn7LC+fq;aX!brOYofNZl z%lr%_nvTp-wvGR1OF-hnPMMH#M%#B4eRF^${GX^jEn*Sb#ll!6xQLu5PiTOwLTHQ2 ztR(`2DryNxR06-hSGosFn_ej86fbD>Ru9|(m-m%Z^=%h{34Ms=iy$2 zXrs{_d}uV$YIzCYy}NF*?|g~|W7|pZ_sWj!3?L&<{ku~$TV1wa2kNbBZlJ?2FeBmX zP>T0OBCP8@khp-_<=>SHzM0Qsykk4{F;#LHmI-?FumX(s3GJ=R?aO5^)_&9o!>u4W z@e~*1VG!pM3gE-V8|}8YUx?2{6@yjv?s^JJDW2oUh1SleXO^E3?KH!czd+Bn7zDKfc{T8rkTUol4_|76E4Z?e@Aa?_ViThh=muRV<7I zE2)k*&#Q;YnUQ>BGhJXxcET(LPf%Sz)R)6I?fswu*aXGZpgY zhy+8^NqnpXp^2B)y>PA4e>q%f(~(hx%A?y4!PU^`uipaFi@7SF+A@5*k+cp{#Q(>R zO!)HaV=w~a|qTWVgRljL&!VN+PZE}poB()VT( zCCyfy*)IomGeI-A&BE)JpdK(bpZi{C{Lxgckc-Xg>su$LIWyOwn>b_KQBGG5vt3T8 zXq*?sS!OYUT*fjzG=au@lFG2n`qC*n$6_bmj^QP`FCk2}xTb?wha&0%&&ueE# zJ%I8ANOiHmK7V0q!~%!+m8(5ui{kDK$QlUYPB)QXcJH1MIZ-6CLBP<=Y=3bBpj ze2m`mqs@tS-?3Yi8D|2fv=4*yRPP(jp8vx=|IfOPjt}Vm$x_}ZK1z-r&GDYXZ}SQa z%NWm?{^18(@Yk7*AF@yRcdS3r4BniE&j=~5AdH*L5YBXr-bC6DBZJ{NQ4o?3%gWJf zma<7JVyLmFSc4wW%Xdu}ifo@9Hr_?8kRV{(vZJOtlb{dCRpVs$7dZ!VO5l}PR&rgc z!mz8jf$N`zn_oxF2@U$&xp-A6w+2uB2Ck(iUNWMEzb2JiOfI&SJ~GH)jdL5O0VMZU zV31@g;9ZXW_zhqo_}|ECxCR|)bWt1xAXRS|XOw5A3BWg|_%YP=7XTsrQ79ZY`il}N z&Bs>0oTgq8bo{OUt$=dd;gZ(YE;r ztbooF-yn}%oI{NW&SD5Wrb4dF@Usu%br?SeNQXv6?|Q9zZd1<0E)KIRE^ zj@SqC@5{NLyesv-fLuZ&Yy|oSk`EL7o;Y69RL8Wf`Z zPT&H*_ACJusPw zev_wCQnR8URuD&^-_}cQ0uYk1gzmp&V?xihk)7(V#=?-S!x38(JRa-9mqgU9Z_Ics z3~t*(v5zi|*B3*}Q~QLWe=eskYPOKaD`A*s)O=@6ZDBzjwY46abge4+-`y|&0`aq9 zx1G>RU`i}yM$f|TvpxtWwK8br%I>(^@@?z7(zz9uQNv6$s|ebtd&7?Q3gmhg9ttcB zttHEm@eNdX(shv{gPl{uYn?_HFWAn|7swdzlJiH-F7z+(%z@V7|A}afUYNvVOt-dS)}w zhRl?Ql4w_u<}AUKD@E881hZZI30P+0oR_nxGX~2V)i}y~czOqyA_7ub{1joVhu-g$ zv&~HUA-Ki2MU(k*A!qoMPCy?Cde8!6%(fcXX6pLfi+BUg55&GVL@1=j`<=q{AP4La zHE09c1uBF}kE$PhCdcNS|2EcZ6!V>F#uNRfqa5jN5<*W+WUlj-WB^o0$Sn zX5CPA=sUIm)|@8Vcz8l}W&cAy!jE1q|BMg=<8mHR{~{aG>-2A=bx~Nyty@c^Io46z ze~;l!clb7H9w`C4+=xELCJK^k8O?)QqG5J*&n1J8g){6pah^`bbc<|hUNgbF8Ib=b zyC?;=05RyLMpDrt-M?o!?>fiSZTa;SiJD05`f(uuAaq?3vh~873rX10{lpiUi@B2;?e%|%*jn>lY>2ja%|HCA z-k+*0b9H61n>zgb%12+NX-KloOkp^?nQw~}`Z@?g^HnXw_}iul;xOdQP7K%?Z=?OO zZRXtq5q7>*l;upG#s2n>c0!socDT#wR=};PZQ9ry3rL2Fgp#T(epvBVp4 zS|55Wg)W+swKob_%LCfZm(QTK`75&(rm7tuG&BJM8se^;>#jB7!>^nBcjbpk10s#_ z{E6%!A{kG0!_|@We2C_vyt`rp>F_Q=6txa14L&V9*3@4a#pW1pJGL3o?7an9fqB}= zGnn9Cj|^qimb56w{Nujt7OkdeVF_OK8;~W3$>+UFzUtH34SEf$4g=17DVqI>ieiA& z29;!=rbCOt-%8+~Uu)PG>|qN}p|?1t2tlVa#Yw!%x9cG1W+mmfBL* zO(W#so9CZK)?NFzxJ51Bb z_2r-nDXs&VihkT|RGHSNVx3;nD+~W!NfZdLuW`5#Zwe7=5VoZu%gsax+Yt`dGLl`m zJHGpjy%RY6ES5T0(yTRm!!@Ox#4p+HdrQ|rl*Yu_wP{O>8)dmq*_s5>qF_Ycf8Xeu z84}&XMc5ObHLCAd$#($V3pxPlSw1?V{FR$Z#EQJJJGN;17kVn8fX@o+<+)I|mI5WQ z2(C_y^;^Rx(z2R#fZuI_vp6QBILp7&z`_p$kM}y+5U!d&?i+9gCbi#aB%KujzuB{u zCAf4Yz1vgnSTRVe2v5e87jdCT;)A8eE3@nzNG#87|AG|k0%7GX*rwVf|Daj2y*_!) z8GGjxn#S{$2gQK+8E?m;yc5pPGj6@WI#+mu9}uMbbcEqWg-mK>E&>mKP~x5O-NPRUA ziI47Asy~4klPf2K2ds{-n(zbX0?S+=&JSyJOr;MpC5cFpF*hm>Fk2MVv9$^9ZL5$b zN~&Ig~7Mo`$pw7)jYAg>9Qsq z$^h7#K$kS0Ak3Nr+XJ$tsntO)$N-jBo!_2v@HEWiv8$1dv*V)H{&vhjXv+>Mr|tR% z^h+>~ZIgfPE$}?j@mw1Usf7P>A-!BGM#lTC2L@hk1u^F@Kp}89kRithQMMuD zYYl4VT>}g~0cP=61=tw!0&mU3^4oH4rest^~cS<#caz^g2_ z1&O?~l2n>Y%an^ds2I&O|!Q{ z7Gq6q?x}XY#yhNs*{mG_LDj_gTR0T%eCg;n+Zl`fcM;)0i1$e$hzJT|)715&m<7tK>_d6t4K~J+8xgQKiSnHQ#PU&&NC38z0ND*FApBQ(3=h?_$9qQ}$$m zcPMRIkIch4KXW7HC_N&ie}mwuWpwv+1j+C)B~BbI{@J212*k;pV23Y!yfq;7d#;D8 zEt`+R-R^{b(|3{VpzRx4k%ao&sa9~^7q%Ma`!8uPlwL?~c(Y;rV@xZW(hp>#E(b>y zB|xwwphX`>7R7=IKPd4{c|}ZfERfFSWj>;f4I<&gupF??(+) z65&heV@@OJsi#uA@Rqz>-fb<(}?C{0{nKC&H`iBfk zoDKjaIqjeqe2_$TdGg;Tnxj<0UR`pagWEZh ze8vv==YlTLvVs@HRy;%ad>_nn2XO1KNwW2Xs2fcC_V3Ap0Il3lpap!5vxj&W>HxIRy^w$fs=8Ioa6Z*l{U^Nxj1bkBXm^*-J0R9ryDED`XRlCv4x{exuf9d3*KMOqz4%^T~Ak>0j>@(|Sr zp@NhJZOdmqT$qgLe5iV|!iaKgMLqd!@+tLhOhSqYoKQZ9He%OSE+-_?|pY(CmVR&>qaFM^4 z2{6Ah`BrG|R+g%@r$kn3E6)*v84mXU9y=XAlIATZUo76IU76D312r{7&Z^i=Peo0# z22;5j#NZZhE#_B4QS+Y z{)9^aD2gF12UULj z*l6nYIq4JHW?QV)XUc~id;*sZe6`#KBz{+!5BAzqN{s7z=^{Ym1bZM&8zZILnejEZ zBlXgSED(AaZwsa4ct2x)kCpd3{Pha+OcCCmd^`AQHRJAO3oPxVMQ{JR{{@J- zMS=6@X2&b(;Q1M*2F2lBb-K|%tuVm9@$Y@eNjy0~@e*`CEY}~&p8+`*1AYhLV5t0~ zmBhsW^xnddrF1yuXkk6h88N4ac~PKOBV%%sci*yX@WVmPKOy7h7tLahR+CU)tDf#| zuQLkLxkuMuM>mwA9Id+^+3k3%(C9p`!CG*<#r^%^9ETik`9i5~hhYDs!;WhLY_eM6 zGRF0g?z|+d&W55;aDl$CPR-=Txp%T9;LxKr;$Q#?ucsfbmFCp+3W~45<({7Ze$c-M zw@W_mo>?Sn9}{PY9Ud0aXGE{PZ~Q2$FkMZr|B+vOYL@fLfcE`I%vfXZI_2{l-#KDg zR2A%HUKnxr2@p{PT0`ok8t35HV~kxcTtEIyI_pkIR*obq%U7U(5aQ?7G~q)?&B$W^ zW<6kjj=z2(z04`?{l+-g!X4;0Wja&is~Zv(xl#WO+$RX6Uq^^xYnpw0n35khrcXr~ zY&W;sz@{CKAQzvh7|=KbT+|%xU_TkTlA6nDLP%Xl=MU`2*u7AjK`)9`tN5VAJDfRaX*6WqK zkhBBga7a}Q_Dw(-Val;-Gt6H#| znP=OID=l8^Lu+Bqb%+^wni;wWiOdV#^u6iJsNpmyF9+d<(pLjRIoJOF!d)=Z#LWm{ zf+gQHHr|imz>NsGTGcrt^RWAI=JK2y%PD1A5`Z<}xj+t<4Lt%#{KnqPwOBZ(&+$+_ z9DA)J(kJ0YeXOdE*)W!M^bWk}wnUHA?*S`FyG6$N1#vwN^t#gTz?;80hbb` zM@9sIL?T+^LC)ilMvIKLI942{s1}lA$os7 zLV=YM9QOVD{fLPL-YsDb4p*aJuv>dAB9xj*yD9O&Q zVM%mF=T+Q#lHX2wR0a9C&U#euaA&~73>UI|D@+mb>Jze2&+0!hoX0z~lf!eDs=uz6 zqCpH2#9Ts~Jz)bxHqlIuv4ErqjAqWxj2EVme@rAlPO~b*s{AxSyG%)|l^|xrN@k&Q zk`;W|krTZZ+wT&Xn6b$45?Y=RzNeOO((NVHx7n><2U95;VUe@5{$}*D7c7s%xMUyw zgn2HnDVQg!<7tbXZfwXZ{zuTWoFrz6krKF#HLp$wva9@4^Jb6j8+ppVwCV{|kM+ql zs%s^Ve;bIAm|y)c$J!v*nPc`$2gHu?C|2L5@BM8UgUPqIYQ5l|vXJAy>wSclYvrv% z8H2wdV}?qj+-4RCJ3M1w?)v4LWSrvC@}N_toXpC7&LVwT>ZmmTe7sT4Ah+-{Y$)?> z(7L4>yq4p8&HkREEGp{)%H>Vu!c|6N#vHp9>l+kkwwn)eH~1%J7xJ z`uIs~{XltBpnisxHQ;h-G$HzaS`Qk*F=UzN7uC86?Qyb-;NC8L6?J{^f zARt>&AUA=3jt8C8bX^8aI!>xHf33s?W(Ca;G!#O+Cmawq)#e@#O-!YUlj%S@qadq>jqZ!2xK4JAA$!F&B!B&4B~jN z@{nsBKku4SVAWmU@me5lZd>|m2Xwyl8qK0$zTyd-TWZsew$Sl3qitkpdre~(w^(z3 zr_*wM8y4H^DsZZ(j5)W@3ESGFq(zDy=m^A%^;JWSGbMlB04#b<(k{0w+{H(GUv`4aM}Wu> zD1=Lkg#N7)+u44!JX0)6thm})UIfR=nGCX*651v%+v0&3F{Z*&9$Ckls_!9=by^lr z(bpFmva$3Eq_R`wHyBV?alxJco%!8D{Jh??D`N7235aM0xkR^Jjx&7)6L)OH=|~^W zyghMY0m;;ca+1~i)&}&nUBG1pHz-~th1~}%Nu0)7*)LZ?*avtQh9Z*n#3q6JtSSLk z?FC3JNuWaq?%#8c$j=yFfZJ01%9-#`wYDWmSU)=z)Q98hpE~xh1o=CE7d7@WBGl)a zKa%qq?7=f6cNAiiPF8$pmGWP7wTy-0X|DkP?u=H0cmo)NgE6nKm6>xpQdbm`Z zp`6u@%IBj!imU$7eLF78H|mWWO4#8vM5n&rd0$AC)?C--zlGpVDwV+R7NNnNT?T~4_3`0+k36mXq+{} z#vef7)zJCPMhSP7v8g*9^NRwChQDtxoyea>nl{9|jrR;RWImBSLpqV5F!_HMz&%ll z>J%%mX;KfO?LK34=686ZFvo#A<8StG^@WW+vUMHL&0osp$8Qe~1Y9Q6ttr;j^e*WL z&-=i9K(O5O^f(|LM?Mg5!S34~6Xx7$wb{j;c0|V^4-_+a^a-xZ?@CTu3?Fjvg6@_= z0j-6~{9aNw+lqDycDtzr*!(AzRdbmnoz)29=Bs$k98ztVt@)F6M`PI&AG8&mI!Asb z2Y@jqUP{%*X5#V9Mbh*K%69ZOj+?tKr6pD48zD?D8PJ5H-=si=C%3!(v z35=ON?!6Y_X`iIM)Jcv0$j5V3?g5swdGh|%E{RsrUvkyZl*O!f0F$$Tkp%xIl0)Su zPCq~!3G8{4P5=;r|Fl8>$XuLUWZJbP~YbNo2udHNylG%<}Xu$itTz*k> z${?jHyA@S_tua{y1FBVeDZjSEmrKak8F*ahsrI5DR%RUA|0NmrjT2O+QqEje>+n6jt(s+SsB;^Qezu zno{h(bFX}(Lr8dB>*PSDIy^|%_*#XD=_)ElR^f{BK=++gJw4{*u}=3@pTBus0zt_)S$~-;2;lK^CQdZ_=QUcwI9ZMhD~Grk^T|omUP;Csj{rFaX4v(X=}Z zVUh0}6rsc9PQ$Q3fPSiIEBAF&7MRCu89P~hV7w*7j~Bg-@SGXnY$nMy(8*T20eD4Z z3|g%lVl4>i)Z)D*HPLa!|Hsxla0$|7>(*%-m9}l$wryA1w(UyWwrv}gwr%Il?zj8g z59bd=jIkre#@chuXSmYY?jlKuwLLwetYfj`F1@9Be+PGPjtjZ-G_m0{WOI*rP8-UG zJWa)tw3f5Q9ETG_@IELx=oZ%c9F@R}?>i-z zO7S|LD=6)h+)f<5;%N|JAA>8uk|J2i2NJ?C`uTBDUThH;bFRyIwfA~?-HK>UKsJ<& zW-A6Lg5Uz`3@JI)?s_u5TPiACFPmSl_~b0mRW}4kOpt`}P9ypMef4`bwUOrqbN$4q z7}BzdXWO?5Y03C6v~SD^(MPlo_&^H`ImcV#CtmHJnK%;@>Ohj)`u;|K9Ka8bfB7Y9 z^!i&i3Y+*P8%^M2ul~mAzayi#;}E&p%LrABl#e%vcYn$J^RAGf+82C{ z^3k+Q<8zeePR}5Da<~6{6oWp{>yB~wT-{=WmqFC-!U(8!F0x=mD!7C$cewgPr-IXB z5~gAzvK2juC`AF!cI8DThH2g*yYxXBji#2l-C&S zV%60!Id=UG5&u3XgNwm*6s}t$o^aA~tvzZ($)c4BS&;SrE~m}X@<^C}h%O-d{-;XwZyLyI+gDk-Oue@`GR#Jf()i zM@gazs&Zxv=z^e3RovLcO{vI!@BEdPSlIi3O_4asG`F>lD`%SG^b`{)om_1ATDc%w zq^faBV%uE-D@%Vj-(|)XgP>m2B%yS+Pl`Zp2n(S%h+TC6Ol#e|MR8;$bq+Z?+iU z$l2rXI=K1|-Ig^3SJ*K`jO`+hS_9KhF2h44S! z7C@ti-MNtIX^<qP5%R{%a-2(E0^SKIeCd07KI_q zT)NT7`SOk&elUUp1qE8hdu!=?3M04#I3mrMN>L0I%tK^L|)qx3i=0s+TgD-;j_{nttvNrz_?1W%AB zl%gTsnJcv>n4Ff-S6N%_Qv6Z2z50M4!7EmD3JNlAqS8CCkEmD zu#uQzEj~ehX(!JU=T$1TCd9qAsni#Oiejl+nh7san0qgayuGUxdijfllfP=I5?VJ} zayS!}r_GLu-)*+FKQo5G2pc|H7`3T=hUN3CrPBn|#sZ+0@1Gl9nut(6>i=30|1*=k ziVeHEC7GrRxr}4Rq7bBF+TMjY`m|EJHi1)jy$BMv*6~LK^c-_bfgG_})X%pix*Z?5 z*qzTIo?kDM=d>tKVeu_x18-kT8Wq;~MVtwyKkvye@j4lG#c~soXu*l9vCNNMDLM zt#BND>!~SIbGc%ANX!xyc+dd&yl(P0%e&heqSn!$oB|V7UEuAt8ux+AG!ZlRDA#ZI z)r-DEtB%@RGY6#8yqHK)13-9MYfLDd%)+y$|Gl-f(ft1o#ZPbC$eEKoFSrl%2IFCc zqfM z$Jkxrw?|T*L91&qC50iRl)}DwI;sMOrTD{%5;7}yo z-B(D{;roA;IR84ITzvfhzSPgg``@t4|4@DZsO-fsi=Zj{WnylUu~b_J*XnUXf{Z&= zz;4jbX4xL!N8#U`#YrkD5q16pj{eU<@qb-P{!8TkzenbOHva$H`~OR%{_DX3003Vf z!o2_h0HR3fa!HLWH)>Q)r+lJp7EyJC+;l*x?3Mrvm--IB?%^>{HF=MQXaM?TwV@sC z!#BUAh_L`{mOAM*%)YD;{LfdSkVa__VxQ*^<(j?N9(a)ek*5>YFmCSM;nkw-* zz4t3iDpI8Itz3VQZ&L+vjVpiVCUbru4$i%aju|~nf(SO6CzC7nFH#q`xryDjK>^~h zmszK%Be*SE{Pq=ZeO7jWfLiL0um0%98nZgh4T+oTx9M{P0kjc#LRt+Nd<>iE3U;ex zsTkX`S)_1jm++q8Pr7Pcl z5OBlJ9k^2^XaU(y%c2zxCIAxW^)4l@b649m(uY37g`8us0e(i+fqTJvVIC0u`K^Fu z-F4$pVt|}&5CH4EA0EH@cC7uf=?iqoWff`M!@QjJYtTj!hT%^<$3^r7lWn#N_L$t)&yJstG{%x~~}VqV4}X|W zXa8$*0Keo}1yy!<9p|b5Ta})l0UMJX@h=cJzQSo>6eCp4y5&x1mx^At6=MPmj|#Br zE%7;kk)*;EkNn;JWEi8TSEUD927V8QbOjaki@SgiZ7iZ7Mis?VC9`cAu2&i<$c#VL zgFrWs*f$zFCl5w{M*lQWN9HTe8)j?-K!(F~4F;^?+V&hYOBD=Pqf=XgEL%>yys2xQ zsvdJj$6WXd10>oTU#i+Wx#trf{I2S+8(hgya8>bVdSYI3&@@C;kn~Z7win7GJhb$` z#Izz&3shSZ!w;T6qY7xbBmVMiL_BNy6c3el{4li-JkFG*7rjz6y1`@jgc)PTq9XP& z#>zK6X`X)v2jPQ0ExrLX-(A}@-lv_{`wsG`Gj}DVO}v4gMu_Qdif7>SW@@5TtpiGW zlHRBK=aj_%8nhYIfM~Dj%Lmx1l;{G?e(2m~T&F_bj#~0E%+UJMPOL-y`?-p5(6E-S z3|)Q0O~{&GSsEd@FPO1G+76_^ z0Tb3o%+0$`mH^3wGqaw(r1yS%lk)R71!peG>`q7yayX|HVWcKF!sVS;qCraMmQ$XZ zrI+u--t`#brfnNdL;fY-8dJgLXGH&($d@%=S2rR&4g0sG$myS1m-V~}=c&)@(8W`q zx)dKpZpY8z>e*!pI$E%gw+9yB9`mO=M6tb^V(>^alJ-`kgZq5cjOvBX#(ck#-p(_c&^v_125WsKA zL5z+Kjf_Mwl?RlOSD7j3zm%K7SWVmJvC7o}vNVq`J#f|(EQAxG1XQ`7SP^=!v%B0h zqgsh+OxlRGyO;b%l=&YEgaKqp89E}F&WlO(;+}sRTfN=jjuk3}f8)r-%v0X&t8SmT zhLQnrFq6Yz=L2zebt>Ie26?okRTr^eKtCDzJ3A-Y0$P!}8Y)&EysV>jnE8ewdb#Gn zw&>3*kCSxA)}L6quExZJ?r_06nqQ`qH-lQyg6BGRX=}jC1OY9N6J=mxMw8eyL7>B7 zDbRcO{xnNghtt>*pnZc@-g3TDl?3B#BfL~6-+}6q##K}SsH-xIVQ^(CH>S496e}HH z)Z|EudpKgRq+#}g5H`zLZKSt!dGZ}u+&V7VuUwIre({PLDLE~5>w9)O;E4d6c+pMI zs=mJEvYYABz21!Uie|CfNrv)0)qS|Yux7Hd^A_o_!hL>YXEdD{`QP{eN7jtU5$a!e zPK3^W!q=^8-0~($-F4vWiq)aGD~z+x-;KXBNXDGtokW>w&+gJKzKQg5B}qNxph!qm ziVfGs+HetUXQTT2GJT^pqzqu=JI?#QK4~b+bib2OUDZtE7o)!YUI%NW+ZMeVm#Hgjp> zPw@#Xx@CIg9JVSfOR&dv_w-hErcq0BLnm~kh$n)LZ0qs{lR3!@h9q{zs_p=qE1}c* zK{#BJaFgD*qs4bZf<}!$U6^!?+L*qCA=8s ziqRW_J%06VgbpyM7i^97Ewbh{JS_yl(STo}wea6?P$Im1vcAlmeL(C;;rlPd29rTn zblH1^4H;gM?f6ZF8W}+}?n;ii%o5Ja0|0ZPhiU9T!iE(HpM!X`Tof<)NsOFJ@m;`; z90}H^EjhH$*U1a76yW@-n82eBh7kV7N)ZY5)RZ-i@5ODaXYwB%)xL9#LQ+>B!d*A-_l*5E%bwGPRBl1GamL zmBR0G0?&pZ5VietvhBRj#9daqYb8W|&OVf8RrF#&rd=S*bq%4}8%^~J1pow=5#Yd{ zw$)B<6Lb;)6KtU~c<}5feSkFHixdu0=p#mUuPf-F!j?9&1hy?0q1_8t%m6d{<&yzm|yiB!#SuNci)98ZR2Z(;6G<5e`2?^Ax@x4;K_Mu^?Ea9YR7UXOzdLX<))wBwMT_bv zTlhUv8cXNNE{SrmnRv!@{d5_s5m&{TZA-&xR(!3(sI{fqsG&4Otye1Eku`Rsqw(n$`j?(x1dYya4}yeT}~&yQL5VbeC>l%#pX3`_s(Sm`)8AJqI*I9eqy%N z{XOg=ahPTK*hK8iS2R*h1Ti5ZQ7xNmjYS$~gMxSto8w8U&0_wWa=c$rXB~IiM%UmR z=7Dh$ws1Q9Tn*8m5!sifkM2HZ_WL6Q+l9Y^Pt7wfRNq2<-kCX4;m(tGXTRh2bD9H) zMDbDWk-a9@&{<^IUbcQu)7U3xb7cA;&`J~reb*@KoPt+QfB=8poC1i&KOTF%iQBLF zGe)G@AHc4(W}bs50?0GP-mr8VDDa2@yIhG!lK zNl`;@Gb5k5q~2Su%)i6#S#QB5BMPkCr;#1W!BH4Q(GGev(jf-66Eh}WXxiH5ToUCi zS<0iRamMjZMx1Xm|GXCfVDy)@{|u-5Y_5v+xm=3i4(JmD2YH?fT_fnZAQYgLt~9r* zU#k?=R&;1)$LOo<7090^>h!JBVe*gZ1%BC#rZ`O@m;i`~I0_{iYp|G=7RncGUd7~8 z;z|?wdd}L~VFH{p)!+q7S*h32I!s#QHv=F4XOhMbq8ux@10GIjcH}1C`&ik2>&AEq z2n_YI$IkSf26=JK6}3o)GsVVBy(g-EaE$@1k74-11%#oNGJmr!v+qG{I6{a}+oUR0 z|2bLX`)Bp)Q0i+I@nm915z79kW2gacu9e}6rs?>OW$BTA2L>kyJO5)UzWZha#;~=r z0Ko^(iK5jZWjN~G8tE{LeZjQJH3N5R1K6`W>DbGsEkiz9bN%cZI_E}518ynMANY~A zXomH->>aGCH=vOou_$K+t+CGbrE1hrz!|JKJ+KJY!0$XgqItki0W@@BP*KmWS*XaX z*7XMpPTZ0s|AkG#aGh5`s$}2FbVk|^K0ZY95bxMe6zF4!TF-J0K-e@NHuN}A<8FiK z;0Q(I=JE_BrGD2R1F%Sc{QH2L-JQ=wE=h13I0{e%)}z4Q-Q2t++Cn&0)_l(r@uE}q z8wSX&P|7Jn<?;3uXwGqbg(8#dYiKxIX=*i zF%(C+1yBblJ=3*^TSu*_*AA$ALj3SoU{o;@yl~hV2-y1Fig5dk`MbLGqPm_S)ctD) znP1Ad_6p7AV8Y1kJJAXs_LPwY* zZCmQ!++B2*lLOn`n#wnmld;QmyC?mP5Pkpv00Z8H75$=$Ebod5WYNoQ5RV|Yknju} zr98`ml%aCAeNB@^Gm&5`YTR{wEXy^Gi1ovU^6=3JS`uS7gt}*7Lpqm+PKhh%BD8MG zu95t{T8{FPE+(wUbW|gYEm!!^jI$;*bLllRMhsWkK~8 zmo49g7bQj^z=jf;AuwWE3wsDb7)8ULfk_DP`}1V_i7#Pzg5k~+ogE z&0I>%^tdfg7_09!iP@eAqH9289d2U9*XDJ-NlQLjBe0Os!m83C|TpRpnA z$tfao9kp*3(p2;3e6-2z(EeJ+DX+hh-Dj9g%x zT!O1<_88j=dr{U|4C+gWd2V-?ak%kdo4}N{OW&?#I=*$Hoe=xTz&j-SO>TU+FhP^y z_228pXx(;%4g%yYmp^?XPtG&aUOPMs()DVISu;nYAS70EGx)J5Zc)9?%Y4X948vsg zK!WW?t>Wx;mNdMW$m`%}BL+|Yyh*3pOA$;VzT{3RlIcfgFs;AEP21G_pWT$`fI;2i<@VPU(#fHL;FBNzkm@Udg7vJxAR z;z|Z>N$0w6?fB?h+W|H)$`M!fQF1R_wOO6}`(0Lz56DESd#G#%ktVnVnFTq?2N#oCfX1TGbZxJD;lBsQs!Jci*xXs@o z8QLI(vp$G367}*YI+Z5e0-7}~S~<#FV^l>|_{V>DW{*Rq@xH3tO8NaYYpBwbBsBKF z>cT!eq7s5TRH(Li1CpUp@be z9qWlkx(g6x;AOuNwTeWe2MZue^nR4Ox9Ff$>ovLMD04mnW>{AgYzUF2E{~7xM>FE# zAphdzjj4W~%=iQNuFc3INFkq0?wCVO9`;Q| ziwNIkvjt$=U={tyGemKlyAmT>s2RduMyG|)4)({AsH_dXOt@=!VL0sWQBL(DZKdgJ z^liccDD~P80&O%4e1xQW*i}^|a?^GMOUjIs#MEC8Z20Y@iW>u2=Q)mzWw4AOVSWl; z+#2Z`q3zYNwXBSOAR!1EP|GCKZpKvxtGBZYEQdSU-_ZqB4uG!LYK>C$9t!Pn8(iG2 zqp0xPM9i_O(h857@?wt|{O0y%vI8C;gx1Ycc;-gxksmlB`#UAeDdmR+B(2l&?dT#H zNhuPAkNudKS`B1`p&@{eJn6+*Fz|`HU3@4$inN%T@$|6oBQZ%ft)m(6QjtP&GZ)-9 zK&(#Yd0Zqy-vd%1U3MpNy%$g=cIBu&^|Q9->75vPe%QFrX(3^7X@TK$o_07yVwPv- z*7YZl8fe&%A}L~vV1sYY{C-qv924|C=U?ms*Lm_b50XygdWoocd~b~ z?oDQa>f3{>?QcicFrG~g;IHT?sbd;#H1o#_9o5$53ti3^t_~f~F9PU)YbrF&wK2F2 zv^dwC+1;_ti_EM|X14bBzGjG1&@!0SRE?(W00@+jHE`;Ws!N0m`O@Dr)tRuFSY8zH zi6W1A0NyDr>-CejOe^V6CI$ppg=U;e0oHvdZ_te)mDreIs!%!RaoMIY-`|hb5TOCr5DRT| z+hyKH=|nTIP6}l`gjbs;Nkx6zUq$U4;u8DXjqE6Xb(*gZ_{_rF%9xXQrdA(&>H6f- z$lP1ndo5oO!luI04lz8vb*sjtTa+RCL)55l!a6_nZ2@|k?lc{}5^T8*0;|ooPl67? zus^AUJ{b}>!Rca6pRdB)E`C*c5^H_`gu{j&Sk&~L?nVVVwyW_vDfL%NV4ezaLAf*2 zR3F;M?&P-v`|IyA<~ZJSS=WLweKH*I4KyvRZ@@p8p-k8g2O6q&T+&8trfOx+FKAee zgvJbZBFT>03waVhD^DoFR;8rF2FX+WehtcO?x5G=n1X7($7n~ed}~uFaefI4!f7N* zA4Vvh{R%z14<&e|m@sJTLUZ(}jp49>xo;l1Jd2Zl`@{QY50NK~dGScrFE|z)L3-vj z9MpyP`k1-EG(5=5+kq{+;==#U#tx|GD{J}@#rcc>*Z4g;i2Wq)A2wT(D3Cva<)*Y( z(jV^SR*ESJH=Wa|&l+9&DTFg$aKK!zrAr6~SX{gfoW3S+rpm{#wfATGR`9OL5=A-^ zKo0`Mt)F__IS514g~=Xo(rPi1D4Anv^k2X^cd!-CrqV8di#3TK3w|SUk9AAJJq3)L zhGC)<);v@8et%jiVS|_9X*XKpN|!NTnDn4xMkT_~Z)sl&$?aDwW#=EbD82>mvg`bg zpWtybzCkC?5SD(4*4lR3R1Nu}c1QsuvZ^4tM8mfOYttnh5m-%E15>0z!!LqA?#DdTw05u$B4K| zI3Af@$4Csb++S|JNLd)y;myR1NltigvksAL+D6)U(ZOQDv{Z}?;H`57d9+$MRZ`}f z3^*^}9>>eu9-v}3|Ln}S+a&V?wm+{k)4Y!*|I7E4hzyyVnJ1(h_;oHk(Ll+o%s2cd z!y$A5k;A%o(T)>=U;FA|$6!KOvu5F-?jVAmO^>C!9GphGK6$;ARjjbJT`!WSJ#u`W za?_5xv~EXIHxzp{z)LjJ(XK=3^by78%-fWZBd6l&|I5q-jyBNaW9`3Kn zS?rti98{ku8(ZAm8gRUWcf7pdsICd)1F6);HFavY?@H{)29@W*;xWqdEI)<%$ae!t z77fEbzW#!xTBVeMc+y=JY=kEv;^ej=oe&KzOWKYqM&tHnh$oMt8rv zeuD=kks~(L?W<|^F>a2$Rl5AWeC)F$u66AhbQ#QgkF~g)*b6(-qQhUm{PJ%tv|d7aAOI%S|^e&NA~C zVLDmwy(R@@PG8He=gN1b@%ljKh~FO(1O9|(h6Q9pmSx3>S0@Q?Fk!^@5W0-^`y?S}U!n+x;!(UlYV7L!9IAZ)GSJEPnZc`TJc|END1KN)E1+D8&DCgIwpG`w6GTo5gf4M-{@4#X|yMG7UF=&l;3T@BNcaKN;)-HX&t^gHrDKf-y(#mN7m8|DvW07NTF9PqRA7q`ioPdi_OUhH+sq|Cq z=yup9`x9_Zi!WUtlyf3qkjJjC6#%oe@#Rb9PPV1nf#s}nTpO}O9h54#mlyh=JP zUNfracgWLU=2-y*-LvsXXgN3v-*Em}j=X<4_C|()*=69ez1ROp_Di@?(GC>cPRvrd zwxqWL+~8TJ9hctjX0%e>eYt)I{j$mCWmr)?Tzzg|z4u+YE_$!iU|}L5G6TB191i1I zE?tOukg}F9$AE_7nLCEdbyBxFBcVquZ|sYtIN&Q&u2*_C+Z!rzzR}NVijWO8yYsI! z@mPX3+o-+c?ME69_=Q%~QlUs2sJ0-xdUv6lk4Tn<_CVTWTnR{wwUfG-iY(RQN;g}I zji%B}P!pl`Ys68($kvsiW+$lw?{BWjV^E~00f#nlBrHii;g)xwnop<(ra_YCEa3hK z{vhu&bBFL?mH2`zlZN?L*Qs{b5V+tGIF%E8;H^A{o3vAO)@C0*?+7ZA;JB(?M84m! zw)ixS&mbLSwnaDN?J~Rz<*p0CK^N>dpCYFywB(|u+e#^|uEv=j@h=TrN016dV}BmS zhVh`_CE-=?76|$AX7xkE5g?vV6!(CG4A)pWkYcNXAZ3m1J9Q0}QFXb3373z(3X{0j z#=w|eR;m+Pu*O4{cH~sIE;$CbHxH?^oDvgWng%#`3*g>GyK@Bsq}S>!!?&hG>Q;xU zN1Wv72NK2gOOwaNt9q~*LYoQzyXiJz2uI$Yx^(5|KI^v&Tf|`~=V)(BxHQrzO96LF zxT%mcOQHrKdLm3e++g|l+CGusk2&v-NPQ269&z{6Xk(l&rg|)#1IcP#H*EUiBUvuJ zqUz1|fjx94-xY-2qD=*fSpSH4FLfJ2#DF)PzP}3t1%fQ56}_NZ@eZll7Vp2h>zb}q z?MLJ-NH_TxwtH0-+cqrg2(*uVa)(|x9hD%>Y?%CTB6|7r-_*E~wiL!p@`k#!>r~b} z9u*{(6A$fqm9;&RJ+51nW=+B(|D3|6td=hXNnd)jlzpH;4g0;Q${9^j>?JACl=y0p z>f5yt!UPLa&aJc_#ArxG7E^l$A4lz5S#-d5ujp_Ugr9=VBl05EBJXN?KdSA-)DuVgewHoSJ)@H z(dm+j=JO1dI>G_5hpr8nOj51tzqsRse+?PQj~D8@y1lIa-68Z_b0ILgHh9>F$(mpd zG|W&5`89f|c%T3Bu$)dmek2M-G}hsJ+uHt%b9m?`wPS{B6ncu&fdQ&atXbNztMZq) zCukY4SmGzh`AQ15(Q8mTA7cnm3M?k4v7GAmY3n|7AO2k_WClSL>MXVE%=jo}NP?dq zFebq^<|fKH!jxo-FOKwgGH3Tgx+CU7*pRwu#oLo&YgT07Qo9E8C113?ePhdAp# z2{~coROYNd=}K#!R_@;$S2q`P#Dbhkn^)RS{C0av%4zQOQ{f)xQVq4CLi?qR0%VlL zK;)qF`%MvQEn;#Jv7I!0PzNv@x4o5bx61%FiC9@+Ym2-Gco;>AUAJ2wzq>47-xsu` z(!$Z;)5fT*^u;t~SPLlQNQOE+wS|YBjzPf`?D`XoC6zM=ob45+1cqcRNHk?31BW&I zx0&Y?GA@n1tSZa|jxQtb);;{;;tCDjPnF>$!vB7-=*-s_j$f->p=(uey(k~CQb`k$ zI@%7By%z={i8^<%hYLb3e+Xd4pQCgeTL~*AW1XmRL~<`Tmc&m2Ib1$=2s1rZtakvy=beeOeu34AKGOJRQK-#;RVHpf*=$iKQuW>IPD@sg zkr?=%M530^Gl~n3x7N^=q(-bZ@%$IYZQUSfq|6xEbthq>t=qz4$EWg)OV);Fr37F` zG5wOC&9ruSb~*LXd07dJyf@j*Hi-e{1<6Yn@gSGf;Eegp|Y!{m&E3(PS#V$T4I* z`=SaHqAISX^rMyfF9#Ofz@Ly#-O|IrHr%RJ@UVdcQ7i7}@8QrisWhbY0)zWcioNS3 zNBEq!j$8Fnyq%`H5);d_)8brg38m7RDbIR=Mv6K*PO6K``@fQOTAc(Bg~c;)kxB(= zq{FI}?YrJw3>Cx@)C2oFaAy~reH2mrOu|%;_e>6R#OHFD!LlSZdbn$wDF+jgV*8w8qf^-<+<=Zc>j=b<9m0BikUW~tLEL$fEa zaOnBguEaA7i z#!4j9l(?qucqozNEr<6w0r-#ozz>W8Lr^W>cF%in);PoF(k6C4*n#1O1m-A|do@8{ za9gnkR;q+<-*s?|;zWtzYr)DDg!CM2@oz;W6(*`_w)?U&rIKW*umP)!SiLYPNPug- zol=-DVD>&w{m=X=yaslfLQ^IN{X!SHAWuhV%7#>g2-Z?+!dY`WisxP|s!FRS_L^b1 zb25Ix%TL`VD#FNwk69vFxAsW_NaQvD zX|xs^WopiNy9W6uQK10>#=1)&iUN;-9HXW>9M0f3o`V}=y=(kV8nUcvi1As0220`DR{Tb~X5eEO0rVRvGmG!SjRTAtwGl!sLII3JvQ&@{Nw5AKj;gOeMV2)Y0iR?9}ZMFg-Nm< zcr3s28sE|J?^xkrR%;ae`+hM*t4W}sByAxCZZv4m|BV=wkeWJ}4;J(^!dBu4yq2Oz z8Rm>ZYFU+s4iiMdttFh!_F-L+aVq;Az#ZhC2o}tLPGzxQ4a@CQ7FG{s-5$~%SMini zSNpGO5Xdz`ua(Lj+Mknsv5t@u3r92-{3+F@kwz{-m1E@zOCpFM%cvO^?o+BU40U0n z=Gpz%>#kt-s;LTpMH}RIiK7Z8o2z%^D2K{7yIjvX(f#`ETM-N`I*P|L_mHU%$KvMO ztsv>X9%gHyFlULc&wE(5DfYyXtf_irjk9MvO5ku(+W@Qg9%}iTGw{WMS7@(XeS4!A zn~Fw3^~tZ%(W>hj!`d4g=ZWH@>iizTCU?>~UBhsrzXIfmHHxY0uhTMJq1DY~g6X8t zoz1L&*j>+ry1rve2iav8f2$v|hW&yy&>L^M;x4mEH+3qcH2lV@fn28w*gOm$IiN8~ z5SK@K8|wd!K`{bEj43$F^t;W8EFEHd(>fS<3swEgu(m!N`wgy)6_(E$J^8>|x|vR{ zGo^K`%6p*0-@L_uUgk@b;$7B0&d7JrS^MusJu374I-d?y+}|N9v>H)$5J6hIC#Ec# z3WvNJAlk|PxtM)Ut%B@IihA46jQ9niB!8_wjx8@=cE|(4iNx*b2(Xx6OVhZU)Q+^z zTO`NYbQHV{BwC0wWb5#h5?YhlKIq5TRmOjbw6!FQ@tVJsZDn01rs=)y*v?5I-?P|$ z6pHF~zfVoCKqQB~FihU(xqhXTOY%*+?F^+^d(%wiAm=&a*et8=ulaPq`L_~qKqV29 zDzg}XPROvraqh={loe8d(}kO-*b%*1^Ch5W2uOz93vkKV*9-q#w#2=jPuaQaPIDcj+_nk$U!*y4dNyl|N>_wUgt@@o(!?C+o zqajycz;KoH0r%+YH4A}990_5mP4jts?yMK=r)o{BD67sa&D{BGQ8RU&hQL3TTl zF*}&^4#m!evA_F2t3wv@O}|>W=h)OOtUbBC?rDF39L^qcq-s-s)0gwmTbnmW4z=u9 zKWz+I(e7F>(n{1PYtQUcdI(*gG``>zuEeuPlk>#|S16$b>du|x+_i;D*|FdJ=e^xP zO_++kl{f^U=VT74tVzh6-m~O6fOBC>5u@K_n+VM8mlOfF+wpcz2s4Y)<_q*qoObQrE#17sMU zFDDqxnaU-wbr9p-SjS&2wZ+mMbpjf6i0ud}+%i^*pjFz`c^Np02R|B+qH*{V^Z+K` zt30BDyk`rN2v{E7+tWB*0~cNyzJGEU1}IvkOtd^lu^m=E<^Ku%gv ztjyhWt|3gbC(wnM{6<)YPOsL=DKr@W5&a8?fB-;FNMn%-UptGrn*2UMwR9I*m)0~HP zcbFv}O0g!!&|2k~3G8}}zm<7<7Q*J}Mph@Kc*X`yx}vS>>285KfAUpom7ilR&@0l{ ztgyh7E-^gP6o&rTuEL+cQ$_}uNeYk*0ybOWVkFylFdSkB2w%>$8(>1=X-ooH& zv9jhyIVdn<3(U*og+5U5IUqxE1KFFLQ7B`P=7f0@3Ht`u^S-tzH-VvYh2U_SH2}6(!Zi_O%<`%6@!*MB+Gc}zr>KcHX zqZCiZOsh{JYbE4btB1iy{P9T>4-?4nvpkqT#NT>5igrDzUkaNWNE%LL<+HS7+hu|=ib?7G2Z zc-l2UK2g#`vf!M70w&Kf;HkzX1_ut!+0C-n8fs|V zOzJY#p6MqxoM8r$Q5oApN=#h*eQh;T?5WSIPZXbuMmyq6x4gfb=YwXqK>1iMDaWOL z-;MvAKAqr;RSRs$=xDSMY7OUC7w@naCxT$qCY^PBtfhNVgEN-bn4+2yL1>0k(NnKN zqi$IRRjaNyZBHqb_&f8cUeJ@^l)NVy_gaK-CRINU17xEGVn!UXK~#-aYa;}pDr|S; z_nm?-Nh1n*D*iFur)2v{A<(!f5{{*(03qcq zrk3Se?GR$GF#2fGCQKu^AyyqgJ{mda)lKDiSdx7txtMLfiU4Vly{lFs>elOf?k6n$ zC|TWEO}PE`Qr970Y7V#(jJ9_b5H~dNWs)@$2*i(4D8A z_Oyab(wr^^M0C-g`aE0(8?yj~H-De&a71Tc^-l}FS7zpEj6cLx)^LSYw>?uf)911o zFd^Mu5|WoB-N3^g6^MAP#?7N?6E&gf1M}s8ol%hI?l7|KbNj#W8rOPHdF!iloLPr7ul+>rJB0yuOd75Dud zRqUI9)j=mQ60R(DK6-y$ce{!mhM}AvP+dyf?dIsFBVUkFJUvA;S=tvSOGv9}4Vq9U z@mtwG;861vF3hzb>d~Og?W=2c86^rG9PP@VlY7=<>NN z(2n?vBsl;Py{z*HUd}{$sB(YoNLmN3+J90rBaP`|8UVI(RBe$ihotE`f{S*PZ8HnG z{ahyK3r6b{j9%LUD>p9iAFi)pH3+u4oDvzRAokE~dHFAQnL-ZL3oGX>&iZ}#TD(9j zrNs!PF*9u(iai~FNeN;2BB57J7xGQFCu_54%l#h!Q9!Q0=CV*oA)ONj6JIDMziblJO|Z57 z#pgkyrj$wrzbdLW4sF)Zz>2jI_=oqS4D(xbc{@K2*%H-Of|eny<6l%shPILw)uGlP zClW-_jY;0pY5#s)NApU%n0?sE2?%75Bh(r4V1q@Q#>s(3i?^E%i=?o#B0=`va+z;UwhwnG%B>F~OwPT`&*Un1=}b`1Y*pqo zj&Y(g$eHPg-+(V@=38iQ47=n+Xi$pX3WvE?E!y}80O-lPB9(|H$j5|wc?Kal3m@~( z?^b({%pJU8DlLYzR|m;WN(415`2j`J|AiAP7IMTmL}O4P$h6KtZ@DdTQ%a}gSDw_f z3K1Ve+n;O&6fdT#Gg$5x0Oim~2Vt-!SdkiT-(~LDhT&;IJ`~XqP_gpA|HV->D90M) z)iIWlT;e`)vORb{4N7{Sl-bL6Ap`|x1d=i)96#-$jyR7_rtAVT-19|d4eJe;N7lk9C zSipX_&g3Z?$5rKm-=xsiIz5+jhqrPH6XxFR>7ChYw%^O%?7bMbHdeTW&jmh^L~4J) zefR*d;R^0@p>F|Na1@=D?=YM6^RBEAlirrR$X=tLKI;tXIgH;ia}V$(CM4ZqCeK|q z^;P%}lmKATcCUq5g(Jhls21g`o;PWf#;l#~C2(oH9;%w?DPW)!)pJTz_f%ptvD`;( zD0A=eZ3}NyAW9rBcKhdL#s4vxeOw8svEliCnze7%Lw>W&3Oqh$55lnme|9S32Ta^|)ULyP8YFHo_*6u8~R57_OV1h(L$iHv^ z27nfduUATHs|3K*bU^&qf=@Cp={e-3+(yf(4m}t{4#e|8R!Gu3jN>4t99fMdh!RD} zCOJOJ7M?G>|F}GO1LmbtQ2RJPNI)a+5B?T)EN+zIU2bL0?4aL1ZXWREyrz#~;)u7u zTHK??r(5h3Gm>1Iz!)HAOtim~W_vV5s1YyCz%4u^OAt=o&VsZj4QpYwhr=<$InT+O zz#Bpd{RNM(IH3u~TW$Q^0|M94Sl%43vFU(SQ}GQa+v|1v?^Kcp8I?QF5@1*sO(5U>gtncOmo zTuyi3Um${P*8#nTfwsW92sG}D_x7$z*Pwi!0^_+h;#2KCQ@yM4-A3hoXb2$UAwn-D z^e2Nm3}aOo%sOJH4hUxxtAW6}GC=}an>Iivn`fjOjsAww~=Q(c`ztJ&e8chofTWdf<7STkM3YGc;lv}MbV16{Vp z1A-{g?}I7o{>2Ww8^oAd@bk^w1Y7=u#TmXO&AydF?D{52LH`JWd_YKI5glP|%WEu= zASKwmc2#Ik-rz?*>!4D7b~f(>d61SWS+{9LrBOJZ1R6J@Lv12S-A4~lz8DqI+~Y;* zPjF}EjEM=TsB^Eg^yleA`>LdsVumtijMobo{VD`bL4A|8sydqepUn=&(a>*u;4^J97vBiDSSGGEF_gr;85z97FR-)J^=mAS3?6c5Iz8xG)| zhB(VAkyq$0{Ia89Ef1bRyd5MSWzY_0#oVjyW-2(tSAXsv9`7~H`}=1bajCH)uHb5S0oeJDmFWIv z72LGAQ+Bo>B-UGu(knmUI(Xnp|8&J6uGm)@y|kZF%B!v%t1=o=FGd3s#e1Qpn-zpv zJaP@iu^&-eaC&HADTYP=N($jQrH3J@V&JFoNNy!=lkCZ~4Y>-o7BjH>z>L?<@J5k2 zcRSCuM-p?a7eeTV`(U`|>GV;nkhM9PQyzi-O2dC*9FfGiRvg+6g!{X*>{H#Ed6wr* zSzjH9g*pNIAUECNi_@0u{1njImBD_@Ebbxs?R2Q zOAt2gm`T7&iNVX6ERmdUg|GkI8ANSq(pxKgZ|}Zy+;{adjz&6%GhTB%b-zPyuDHfp zeelp;DRU8D5$D{-)4Q$Iv^GFgJmHY@y$z%)z5${U0&OA_+y|lilHJF+L_KY)9@XH} zVr<$3%#3ewcna6f9?V4-7m`7P`X-eycl?G}YtdnTKO@769ul?h3SX;3X@@xict_er znOKl3i}zOR4McMnO{_`192e6x86$|8vN9Z`)ZTDL>@8TYt7PIZwf#cRLgo&>FOZZn z+HGXr`9pxKiPxt_wJt4I!~!J@A&5RIZMdTx#HPHcH+<@Awh6*G_C%(=EQJd>f?$=z8Y%wpf7h)VTipFtD&yP98wFhVj@poib4!%(;$oR0vh}OAhZqAk z?ldLnJ=j5o_5#z7TSq@aDXV{x;2vy7a^n_*oJ!9Cpza@Eu`V&3>M01H10}BL=83xZ zU@$K5B_CTTh@gGD?mqeS=2197@ZhMPED&>BR7-p^(yc>e2T^p++m|UCzLZ2oi#=2? z##VPacIbQy+OZGK(}s$CylQ5rUr*lAv^uC*XB+!-SZWKNR{FRrU|npmj+!h7kLfY?$C7Ci{B z8Mtv}IgNWs|Ih!j84R=RCfGHMk{W{Fanl%_@dUqsjyCyd>j4Ul?c1jv_X4A6ivpv{Q|}6EaXhoXqU1)wJpf zh+PB_b-~*c%lALlB`r6P4xPt={R8`#?9GwHb(CJiFDnQR{*`{_{1i=B69*eiU_vora#9c z5Z%{i#KaJe?WA3PaIy}-WlQe0*k8Wx3ows0#UtC(;OtQN+CKqenS zAoQ7}O1ZCu#iv+jxuIy;J>fE6Np0{&m*fjI>|?!fl=NTgfNF^7R&W zMR|lqF2897cvyR1N=935(3n#x`P>cJwG81YJrIS5@O|+WleP&?Od!c?)=DrcR40V* zN6*YW$sdZz0o`u2^iOy35^7GOmOBceqp`rFDVDka`|`euRS4IZ*{rkj`(SOfoy3zM zF{`#Sqn-zs;sBwn)-Xfw2%>@i=x_`6!sh$_ROiQVIqHYH&5ddyvSH`_y7!_@KjzhZ zfcXC-+mi9b;p-ue5%Dj2ZZ>br&;@63TK!236$R|Rco{3}@X@@M#n$q@U+JU{sN=U@;B>z!foKQUW5I8vVGhQ8`qH8M=-Lh5NQX8V0_V z3gw{^5mZ)07=i)}&)@0j4*bL@KNRk>A?!|~d@7hF9*ISyzq59!KIQR6c7sZb`Pkk9 zFJt)^B-D?4{@DU@ZI=9Cm`j3xj1)PM-=u&COzVuq(; zxFSTd;NzIp#yZZ{Pg&x$^wuZrr`^43t0O@WH--Lt4=(o~3-WyQQqBfeQ&_eg4o#SY z;K_&_m}a3a9@IlBZ%G+dnC-5wbJXU82g*i+F5fQ^fk@M0Hpb?sZoSsK9bG(jr=p&? z)&Yur_&%bV@RG@#b;c`=v*SM@YPT2?-8hh2G^>9USJ@jS>P8ILjiM#`EMY*=BF;;kzbVNk8(!F-QIszb&($gEp+Unfx=_)>8 zNMo*^0%RH_aPYY1!1W7vbBf0K@5B@zXNLuM*-PhUtg7W>dsxK!h!TsrZ=QLHqh0&QM}mTT!@ zMK-QN=F4lx9AhiQA3~YqiX&nyfXDlNKga5Rir6K_+yprH$+vi#O38HPZUMoU&q74R z2|uqF=)Ek_+X*jd8JuI})qK8vLrJxhk>Xz#PD<=$A(@g@-FJtxe%`tIew+M7cMSg= z7IE3a=Y99$#5W0rtD#}H9&aK=^Itud)RyzdwA7)<%`JY`cYAZau6iXEy@ccYo_pNn|> zxKqMWlZ5qUxI4R-v{;7B{p4KpUNWmijONY7=23o8I%Tr!vhL4$C})L1t5oUzqw|}h zIRR;* zf-!noqPRRD-t;|E$Hm=YQVbBr?e;3aXO;^ZgYYz+K|uzUZYznB}?Y{ z?_1d#-X&?q`wt?uH&%?J*nXU69 z<8vgVCdu08cHCjTNX*LlJ0Z;#J{Fu$8{D}QT-<5%>S=hFJsn|Zibut>byc{+(ls|w zUpO!7luiy^lsTMWNvo&nLy!0$6o;tO){u#F4OXe{929;e;m`%4l% z|0T1BO{}pv2HI=uOKSH6Ej1^QoH|Q5c_1#|oL9=`< z5Y2RcV6}LAehR_Qi0i7gbC0i@FQU5;EyV!%i6S80Qdkyjq2IEnead-qrP^5Uwab-5&c3nm3Tk&O#X;7#ufbM`$PUP-RaOg z+%c7i(OT8giTUcP95LD6iEFYMBXkV=)D{~;?!Ob#$pVl4Fg?WphjABpGCa3?XAV|4 zLj&Z1(HvB?p6j7V)>}um*kUOfYY+(OjsWS|Ss;=~+nWc+X z5DwCIBp59aUXG$7L18Rj4)gg)um9yTo-HF6E#v}RN?%B6#&9gFf&}g>mMrfWed0hr zCYH3+81p5Q0zV@kq!>c8!7@e4}o~>zePS;0ivqDLY}8NyeZA* zqLQ=oi_R4N+RUdVg4Iee35gH8repJVkZ|Z6r`wO{&bEY+eoX|K2O;xUmmxVd9lTk z2~DP-)4;Me(X>q(tJYq`Y84Aet!LObKHGemYJND%0&^nO(Qz0G}@^`A|pBcCBZ z@?>{%V{OL=n^FHGD&t(BI$1`AjvWd;`THcc4ZUt#?08KYR?URj&r;dv8NqUh570m{ zW>6^E9waFNVn2wmgtAZ{^ce6%2$qho$C*7mN^u2uKg*=o=E<_vhxwY@5eMU6mu7Z$ z^EI3l&ZFtrjnu^7r#mdv-amDopk;&)#~SIn9nh#>5sFl6J-oEJ{7?|cnys@)SzxP9 z9|2WMM;87*7TX0TfP2Q(7Q9CBsfxheqiDM;jlD3%9kJbBC?CA`O3VwYrJ=W&jJyrtE_Xh{SB!Rm&>E-N!C1fMa;;C#8^#wB z=OL0uSrUE7_S0%8MH+fgyOt!q3|$-EIkb4?+p-O$5kP+e)$fWLO0{ z)Wx(PKpbdk+vniV`W*vqybfnlj}J;6RTo3z#2dwVkvv>SdxmB<%%A0K3p@X`^`gC6 zVoVr0DFE0lzW@xW4UJ;WRUB+EwG%Lq%N7vOUX-O4UZf$xk83OdA&J>`xy|`G{l?~C z2Gfbhmqx~)?*!@Q>&BPGwT63ZKp$S5Ch2SHqR!m*@BH~i!^RjA-RUJs;5Z$D_UyZB zTGiP#3po4;Cis3oTav$$%ZJ*1px3JJe|DIVxZ0eub}y0SH;sS=p!Kw7Ysl?nFb?`= zK#Jy)V1eN1?y{?qG}5!IwIkKl!5Y=3+JXtsWQD5Y?4sM~qGUhlq#!Xpi~}JSz4e?s z47&I4L}Tr5^fyPnCT+5_J8je44#Z4kZ0McJ#y-Fl!CnX`)yj*9EJJYGwlbEpEgg61 z?2Ux5EDrRHqKDUYdl}cw%aCK|7Hv>Aramy3rg>qYPTBSQY!b0#VBbRd_W7|Bg*4mO z;=U7D3O8SYJJH`31Wi8G8XqYP}I&@7icz zdeTr}ypqDZe?Ir21GIT9qLxZ>HdOmVS@(qwt4pQdjD+6i=Z&}Af4Qu=IvdGizw)o= zrXe*XF>DGk=POv!`{@eii5|c8Nv<3<2{5I2i0I;rUcZnzZ>C)wLGxSaEae4*i| z{7j9*_MIlzB9UHEEI{eTSl+aCNO)T%UA6n}AtEq=Em-jNa~@Zg6PF1ms( zibZ&W{rPu2O6n4bNrq9Gng3s+Pd!+9R5pC>3!F&uT=qax2%Ge+f>jR})$4Y_>}t7z z%&`_=mqheX&O^ZM#NYM~&!xF6Y*qDCRT`_I8WB^ZBJ2GwOPa*Hn19AVhAd$23-7Zj}$PutuMF75h%r3rAHN+B){@qdc;VPzx+l(QIo+fNZ6hq zZI&SwiRJY}khFkd6dLNOCR|6rHt1K>E_`P}!$^RGtf++Lid?utx|}}P$K-|4R`o5c z@gTEtcE3NGQ{&O=64tv$gnm-DA!T$%e9X!Y89pPkK++{!lmS4>rxAq=4#{ErUH(ke zvENv9*6t*2%7wFP5J2B=j=x^MHY3=82v0Cim9LOR)TA4_N1WwzkMS&};I1;4C^!SKg8 zzc%aw-fI}F4ypd5FTBQlM^g6<>f>qNL_MGVM!R4OA=8A))YrjSn7g^tHG~Q`0>3eG zFS-KqjJC7S@|7t3FM%HNL4N%QGAgt)I=LB)C}MCTakI#vnTI!|YyANZr;&#|WD58h z@P@$~_qZn1PG^T4sJ6w^;&|q5&rgRQZ?zF&(9S34*nN5+L5U8m^S8FR;TGkmi~M1= zs-VE%lXix{oZQ`R)^n7#^0N|v*%g^1VHT9DCLbCq#+|6UcC$k!apokjD;kWr+wXDlnm!) z&u;cw3QBts$$Jpq4R5&5;NCPUgOm#hV7e}W2ak@ZqcB)V`C^~?ZjH2jFxk&0ODS&K zcH$MKp7+*-@-V+9O?XYw7rwGW%Ge$DmB}RMtj>Y`1)uxkz9NJ|FWnhnGIEz{q?Yiv z-cpWvQIa=FwU;Knj#^Lt`a|UFuO;sg^LTB4U91<7A*me^=6D^pdN5)&5RHlend1`= zL)~j|i4tt`vW3-;*-F4$XL#csyZ7ujsciCA_c;orr-0rI3oCwHLSZzFL8cA!5qt>d ztOALEg$`hT-e>`Hz4pM7atcOw0VW|>7m?TG*cDHen2O6?l2JvPjS$v89Wn3(Kw#1- zTmQ!m=n&7q0p+&W#9n3ixqSHxU38+NmhD1@)7oS^O{bEznpQz520WlNLj=r_v@OO5 zw3Hl4o%n_P@l$0V!Cm){q6{Ybd5rnsNdNTJf&%t)kBwwam9lpv+W*6^040X10b;Dx z9O1%~uO&e%tYVhpHi_MPvc4NRNw-JNO|XP0GTrew7^ zznRYI_T!5ogQr8$`$P@>?95H|H;7k?Z<&_)>B3@VZlpbX@IjA)l&C%6`4f; zF1eF$u2gn%W|L*z zUL@$5UdPOfkJ_f}m`sl>TtHbT2+%I?ViSy=#mlgAv)3#+h5pm0+Qk`){IGOe-&3D{ zg%A7-pNw5adXtlwKX2xFR@M^bu<==CE0Xa@zmj)&aOnnd4R=5B?EBBGfxDmst_HiR z%$(&$t<^>@&?*-p}BL&C4frwwlcows|iFYf#}H?~;`1f7)CV^6IwnO=o-L5{5H#i6^28-ong zT-4`6LKeqLCaKrQ1$N5+fARE!Lv)^Yx#8#PnAFJ?lJkAt~eF&q+y+b z_;4cnF+%?E>pgG6Pcg|=E33Hh&wtdU+c%qd5*4taQ`)%_h#4UXApq$k#y~d&X&o4;Jb-4pdlX(?ZS;4J_T#&O2@zJnvLQz7q_pu!qZF`_ ze}vy-^N>h7p3TX!ZEsO6MCc~GfuIo=Osx-}pAH+lNxH&%lDOVzt+wFvaHd0Kptn9; z2$1DMIS{2{u$Ui0g|?^#rSG^zBihDtuvHbNbn=8w(mxjuqXt~{lp(L~k5Als>w zfrbPEt1@%3v_GN}oMBqTpuTZDwY3fG6$IeOoV}*7euy1>&CN!rX=}ZHkjcd;RUQsK zc78~Yg*@Lb9^JWP@hwuE(E`YVpvBH{_9dKtOJ5ag>~#(=$H&ASq77!d>{8RET@K7C zvfX0;<{)4z=73R~;!xX~0t*-8MA%D-bbdri@;f8bAOSB5W*5};-0zwiSZ}4|Ngw$# z78p_nMLpAl^4V@SzSA35whup{tywMBqOHpeYd~;Or>mu2gZBnvZi16b!ZLmF!XJAY znr)hYvdkXx82du56ZZ@#*=$b}r>oO`hP8jJC~k{WdQ8`IhZ=711r8hSB<*N-Z?pPMY5UZDg?r8u8NxOfi;yjg4g zd(xlOLi&x)6Kp$FCYnu^5D3qJKo$|&23V_vTgyrm~o zt|R~`(PI7@UY7NNjQ6{tBQxsqjg!$S??&p?EcDRh_RYO9jSk-=ZM-rabGMA~e@*GF z)h;zc&pRGaRUCR;&)}cvQ!YKL%#2{d8unhs`5@L{!c=v%;bv6=J#@N-q<{KC>A3Ibb zQvf{IzHA-f(ErO5rMX>G_#5V{ce6FXuTrD_O6u)RVY zs(xBtBLs@xF>}bUjDPW%980;agHtbTF!lMZ;+N94z7;xrF`#kaeo!NQ2zAhu6Wd4zfBkI=NfX)`Zh2-TfS)D=TNJ{dKA=DQiPCGxFrt zs(a$0j1>56cEvjQ;@`M~K8vS$y69?HU+Vej5pafaY!3z@ImG4&dMbYak7gKdy9Hk) z09h>X1S9N?=IH;hq3L1(i1q(CzUy|i`?uc`_iz|?^OJLW9FTBLEVkv9Ms%yzD%Nff z0Zz`Q3=*=;-5Jup+vn8!!|dZ(ozfvHsZ0tv_~`j>;q@?7OWNYK_ZB%7V^9|y2vgs* zMAN92535lQ9UpB_@JyG!t59}#3v43sk+pO&v;mt$GIm2Pi-17$dCun9$&eKdccryt zYKs7uvi5(rFD@31OfGqCc$r<~2cQ=JhM#rN z5X;XNu@hZH1E>Iffcyl|wWjsfuI95uB(F4Egfo3p+N}}!d;;k@yaD^!)|M?4>+c8H zwV=~^*@#@8gMzD=U++vgysOz*jvu=k;CGZt;J`lO=Z?EpUEO>4($P=>waoHN2Wk~yG?PmITb9~ZU zHAc$zY*mN*ZifjHo5|))l*Ic_X+(q5S^~bR)~tm3m6zmC6>-2wMQUpP=l0|W{b1>s zTw!crQRq9o8d%#M>0_Ddy4AEBh%M_>9}*wZY}(VAaDA?GJY=aEWk_V|eo7M47=he< zgU!?5-*S@)Y;tmFW>OU(rWTcr!uQC=n5q2nJ9JN;W9Iv7+mUt1u{y z%L|JqyDKIN5#$S21y#KWIJ!T=J`$ulaCJ^~n8y>&N=~{_8`R7MRHaxhJLEe3Ph?7j zg6v*ys&V!b1WPDTgpyKQuHRlu@7j?sIhSA%5{||0upA_V8c%g?rhNS!s2@-bY6gsj zu#3gg$FkseRb*5`pk%duC5mT6V1`Soj^0AYCJFXNp`Hg=v$UQzMat+nEFx^~2!{}i zdcj%jZ?f4GTt$Op!Rm1LRN(QdsN0?-#0HxM-NS za|{(cEyd~m!LCP)TADpw5T94pf3`n%p{s-}5IlWwhUztEV{fgt>*Qo^MlmTo=Gqq3 z1zxb6Igv9Ro4ZbWApf|aw{XPbKQnRF?ZaU)7dbK^7ZQRuhMtN1isW(f(s8lhOonss zGu(`u2(oq>eNut|8eog*pf4gjJyJ&%lFuU=+LB^Hhbg8?viROpb8(SSXg&EmDq61Z?3a+DHgR5EtG%-k~?;J~h_|c5!2K*3@Y3b|C9{_l?Wli2TO(WQ?g`nDuIkHPY}$N$b(dDp;S!O)5@I^(g8I2hBJuhxPhc*({M;5 zQ$}}{c>oXt>ZR$INzvZM(%5N?8bfgL!8^v+ynV6iWqe@_GPxTl0n@-{QB{!5nFSLF zfJBuxBP>kvhPf^{kQl<6>0$QV11AHNan8kX*P& ze%J!sVe|#a(*J7%7hK!I!oN;A*j2EWgM(@#4`Cunq%-+Ofk^{sRw0*H@46%P0USus zPXUn-I2cY0zxg%2?8KWkAD9LF$W2~E3BR(9quaD-AOgfpsq^uA5O9(iRiMkTr<(ri z`v4j&(9wBRK=vgze}R2Z%Dx~CKh;@33;g>UrEA<`Tipd>;dR#`j`U2uPZL-c9P=h<0 z(}75G8^C5ESnw}R=pY@G>n;Ef-%AuwF!;xa2y#Bl?JVOF=Q;l0?B-b$ku$~-He&;n zvv$+!78QO4;PoT<5#ybZJsMfS`$A{Pf?M6iwI6JyinBwSE*6LG^Nkcfs5m*ANcS8x zYt^+3`fUUjlt`7*>W?UT#^vK|D!Z?4m^I5eEFcaw)ssGr{55@e z3Fi}}3_ja#7qR>?BNeM=f=2AR0Y)|E0;% z+dTgl#!taI`i~49{d<0-PcQee;QWxAk8O4yrr597o<9E$DFWZTIHO;}4Ue^)yD-D$^s)j`z?dm5wo)qQ ztcbk6qY{6s?TVV|s>Uavh{A$L64HXV?|NYk>3(!FXghS`JMc+X_>gx8in%)G<+t*I zd%f^}ct1dDmLm*QAy`yaP&AUYmbb-o3C|+c!#+UL94FonvU|xjl=rPIjSB$&+u4M8 zky2CJyjO^pM=#rTVh)yCD)@1ET@y>eZE}Lbg67+z40?PFiRf|~x~;_TSiYn*47|mq z`zqmp?JxiU0ao=A*+iNc%V_%Ll?$i%>ziFE)+RdTS5(Frzt0snR~7n)osAC%q9A;D z=0suL1jY7Xi{zJ5%kh$GVY8&LK6XI)+P;$gQ0}iVdVsCnoU|g{P&i+Pj zU?>^g?;)m{C&(tPmcn@J|FkpU zC&7Lo&^>Vb`9q!`wNd|{JK46hA^+6KbmTy>)mQnvMA}}Y_$Y&95TlkngkFM`*=viu zIruW$*}-n0li?(dEGca5jqPG7XW!U&{LCTe%H8M-M@_wI0oF?%5kG+|eefew=8IK@ zyDpk}>r_G{Q>}A9|A#Ah%*_4s?fIfyF+_82EtkQI#Les$IHA0{Z zEXsQ{1>-TueTTZApGP3Q2O^R78UnSmrUkwV@KnS><`FE;SyS!L93zSkhOb-(E&Kgv zN7q0pb9`vPBz*JJ%ii^-vqgZ{Q*Ai8cKpAzTZ(oZb0e5Oz&a73+0a+7-S5N2vfo-h z&9NI@vEXPD*Eep$GQQ{nNhEyX%-LqCYw`2@r1%P@o2n$neaFSltHBTa@&k27buB<} zKg(sjeXy?T+tQvc)Q1k9q?MPUUh{;00S?WXT1rCkN`w&|D*YJ~(zQ*-EJ-(9lxdHj z0)&rw7cU&i9)p`mCtj>#?>n8fus{xTMf_s;ARq7oi&v8vY*aGLAkSfNGhFK&ql}WY5Tz-5v{`Ny-A_!!`=tX0~8yD4(iG zz`CMa<9wf#@%RPhPJd^y9#-s}XYuAb^l&=eD{!X=+)b%D6NU7V!t(@09T}AG`-{|c z<}4P1A?cGNiB zMMYty{N2_E@JTcdkS|0=_5E^jd=vN6;}{gxbI8ZOXz^|JVKfNFl9Q;edLFP75 zM`i3^ab&_>DF=ZlWzIafG!UqNcyNF|R7n?)`8&~Yf}+twWw7H{B5}BW6t8OjN6#q> z+2Q~ftPt`yglLOZsfS@4L@-LRW!9&|mTc#}F`7=tpSTyzT$wh}B0D}<%#z%# z&c7vEq@kvAUO4Uzj_O!Asu464dG_;6%%U`S9ZUuNsX&XZbKbjo0lbg3F?2CJ-h)0g zkPc^bkvQdztgOpn4=~mrkl_~qjvwvXfSlUy?2W1Snm(IWy{w&}OHXFvwuZI*Cw9Gi zZVs9B$WXtc_e4~uH!typq{UZ1vfa)+?j&KIo^IXTEaE)`dBBeRHGL_^*Tq(kK`fu- zS(4hLtnI(qbf!mV?i-DYA9$iB?#mYnb4tUSnWifRvwJb;cW*df zqFNq^Pe$aa8M0i1;cJewpZc3USljKTkGk^u?TH*H(MqTKh?(-Mv36H6?ME(5V_EK! z^D5Rh?Z{%B;$gvRD*{r7bPLj5o%bO!5+h zkz))w_2SFIcD1zEoNca-P|mAUFV)!tK0;YE@@^WzEp{z!tS8hC)=N6qXJVUC=gER0 z_Hx?{v-D~Jxg1U^O;Qn^0HIHGIUh~5b3!Ub+bn24I<1|2w-A`VH?uzJl)#_eNi1VF zld3!Ie6!M@=o*Cz{+vCr2oH{DL%$HlxiIt(H~WVrE;Qcl{Xq4-d)0%Rv8&0eNM|%< zr7Z%fZbR+~=3de`;|^}^@Ps@2A ze;^J(Na)%}vG;=nRAhSeau|4MDahGVunR6PaDwpyu0J7C*tE?eSa|OY4CvP8s~{NY z2C?R`UoqbJ%axjdjY5Ud%uq)cz^rf}mDwtxbr>(g2(0p6tU2&K*V`)m3saKN?>{t? z>kztBq>M2(LUtK=gGTCli|_f$cYU5}L0c2U_d0lEYe?Wh_DFWT67 zu!uP>1UT|ehf6GOgl*P;4&o)hGnPFznZ9YVJg`Saae+9=w;iNPks`~d_09;7!TjlAd6v*r83;!bfoguPbcS;N zxb%#mvs{MkVGgw@^iWlA`Aa(}?Z+%uX=cerA^s76{AXxC_71K}^!h6{*PS zhKu!aQHP^gf%h)>@(SZ`L1q~CY$+KDQL@@P1F9$ND=XEPDl%qsUTml?`goa{48%B% zaqd-r8J^$Dio4`t0|&fDRCMVgwN4+apQFQgA8$%?<^r@#QafMn{?z1Hj1e}#HN$8| zRbJdiW>~UXNs2;ML;8D&oRLpvbXf~Ck!r7o4P=r{E_9i!%3jE@rAlZ4d)2lBbT;pq zh4!SEFFBex^FO9*mZsnw zNB-l0)?>!#;z$&aSEKJUzzv#^+0_n(8EqX%w|t|jt>dRzMG z4yZ>rtbNUlI(lAfS3&ZKMq%wLTCvf%Ni?3hP0brxiH6SFZ<#C@O@efpWP_D9XFbp ztcf|$$YmZ!CA6=g#vT#8A+Y-5B;T_$NNxOqUEpMRkWZ%MK&1_|^m^) zrK?ooTi~Mg-D2X2qY4{a1FfFktIo{#4)OkA0E;#t{j&Cl>2!dctLOqiFl%Ek=Kb@S z0@VED-7>8osX?e_?=d;FhDYz@8yBE%gYIMmdpR`9s^zGWxk;`H{H*U00(HdIAFUst zk~LT8%KGhV>82juXjGx|&^x~!a=0``If&gv*I>%I?dq(;cNihRT>)&?TrBf^_v+$} zD+fQZwX})+;(ZV~orf1awncJGE0wQkq9v7UPV7x(g#&ar{oDCh?x4+d$j0WVfmSiW zv?J6b_>!#s*-X7c7a_A7AyHUbU&65Xp%;40gs>|lSps8w=Je!U@LdF(6bI*$Z~8M7 zLvV#&g8jHYLCn+DmtcsH+@97SlR44I$Z*XPYcBQso@iJ85|KM?2BZ)(TI`1-8hEAp z2zSV#$ukt)l-GK>!mWvvoKduCP=a@w^V@VWNaJmSi8hqiwrHUI&XXZh)mC{*D@Q&f zK8&m4fNbhEqvdPjS~5rD38X;|&(BE%T3bshBpr|hCzC@-q7Hl9?nKjZQl}u#t+~9Z z)Wp___BMhi`&^B*eSJwF+e!dU>_dA=NYPBFKk;k2v0Pqsy(yR=pFFlEH`|Jb1OoCc3x(yk386|?U^jQ_RU`B?ksElFLls>p zfTJOrFNN_h(7rt!k;|FAn=p|ko#|NqTF|wo&6cB*O!)_sv!2TC~84R^fSZ&S? z$N9kM!&`RvSXF`&o`eA${RH$7|*R!|T&D{EUW zMK@R7G!_L^OhBxf_yAf!rN4H-*$jqvAz0Uj5BVIEU#7rv-)Ako^S805%G!;+y)`9b zRyKeeeo?_Wdgx=Fa-Z(53P1&vxGQ7E&79;AOvsF@MiOmBGSJU}$ z&MZK9pqG`37fx??A&i-z%-?^@9d0&RtduCmf>WA%={7kBK%wj6RDC|IK4y}JSLf=+ zL2`4t3XDsy`uPw=RpHCgMvg=aTc~O|%hEqOAc^Z-jeD>iSNVkt<2W*E|2twwvnrW2 z@uABRkizZZow1T49ySbujhs_%faZio4y>!YnWzHcKdN65tgiWB^7srQP(oxc#LV+Q zWwHrAfbn8#;VdFcaH1!g4$a*2S!eCEuT`;TJ&kv}=GcCnOQQ{4hIZqR7|~h4?#%PR zoO3D{Gaaq0t!x5Ds#2b(AjjCB%vUja&1mAzlWfc(<{v!fJFywTKtEMK4h`!PhYZ&%Qwsz`9bnFAqRZ{pOhD%%%k$Zqn zgKeO6wGDps>M%LhB=bbCUYc2F5wccy!KaaDPGs30P;)b54&Li{7&NW5vPMo8t0abd z4A^nKcrGV_fn~M1)R*Yn_A;TGB;} zbP~__aj^e#$I~tQkog~|G7-^Qv>vzW&K(OOqs9`!Jn_{jnEOw8@p@>Wu$H=iJSQFN z1seM@tgMjMecX3Tj?B`6<*VzLuRlXY0B#8>FxI5!WugYLtU7=N#(SQ!oAzRG?#Gq6 zM_rSs|0N%?0CTe3dzkJYYSahmT)V1ZyG0#uu;l8V6nN#QZ#Ike{6#$<4MurwVGx--a4{P8PzZ$bIMK9o%L;j* ze%naR2!LO9hF=W&Cf}$f;N(4Mr6!wA2Ko+KiG$qEBFNYd7q_&gxNn&b5M|^IfKexhYArk0GLS~rbxW9YZIUM-~h|b4X zTuJs(IE*mepb%jPbE)TlnllO=Cc2iS{uu>=qxdY_lrxV7?kuOA-4KJ+ZJR`#X#SKv zb+j5f{=XeeZsK>zfZa?6qt&|yC#@yhxtT1H1BIIvi-xs_joBvBN?OCzw%egiK8LQw z>1Eb;nXp9`6MdZ5jH`&_Dhn3U(zqh#C)~{%Z-<`JBf}U9+Q~~93pVhSQ~k&+CYEwu zKa%&shOOTVM72eo!!A0F0>}hFQ{3bGjITD40~I1uKUp09P8DPssjd&UkEHk$$c_BRAG_Z!98iWv%e4x?-y$I8#EW zNu3XBR7E)&01rrP0B1hv^>zi0-d+*76E*F0GQJE%@4x4s)!*4zWQk@HiMcDqZmv*K z8>15z0cuxeab9xi_K4eJR9C(=@#`Nhq5?!)1G0l^v?2$lQj8S`6=4mWSC5v)d~z$Y z3KdToK(rgyfI|*MeT?IkzjvN_B*{?6N!7KfYh-y2*j?BK$G$VOdcfdFdpK-dS zOZYC4`6HfC`{Ouy65M0u2g3#)!abP&;GG?lu@w$5NV{^^>&RGS!Fq=93yw6n!Q07o zEHf_`ZstD;Ff&|WMkf*R_J>^T{M;{boW+J%x_P*L<4Yf@Mf7E~MgnT6vY!?(`tU!p zTGfuu%GpL?%IC4QW~ypdSo>u65VR_UpkUQ`)`c@+%hev?IFe*dmEzxv$&|-lht2XQ zc003pd}sd*mB53CAyuNXr+#{?y)GaHlejm5KBh*v@LyQVy+DkBBEHEm$|@CrCIZui zYsWw1@qEFF8}{)FkydE3X(VPO zr1w=fSPV^vU4PYWo|#NnlP6^o5ujEbpEi_9m;=blIp~?_{anR~Cnh_V{p~qbw(naH(PBpzOQn%^7cJ zD$yl<#U~IB_w-S;ZUzb)fg`fxy%nS?`#>E#RXtvMufzX`xhaaf`rR*Z$7voAOr-#6 ztLc;WBkaRi%}?K^scsANYO5o%XDG5kGsI$#xc0C z|D6Jbeqq+*&%Gk)0dF=QxssAIEuQ0L4Looj*v1$r5<%(QA>kDT0^uWRZZr>tiVhLI zFL=(mZP~bu3p{cdArK{li?NHr^1nj#^Ik!yN@(EB_jQ^dlF$pJzfvYa zi(-R4d$=ojVHWQgT}5~{)=!kQ%f|0JoatuW+WA2}==X2W&0d-&tl;>bZWg+}&PO2B z=ddu&h3AT$#9|)02YghV;IXxHyOSpPjb?9^=9@$C;kZ>lfH1)f=Z*C?0dMXgCU6J# zv}rd>bFH7m^}kgHq8$ca?m)mF2*aH<&Zm~|L?3w*Saw&V_8sC{M}8&D{;f?t<6d1A zPu1swwDe&<4Yna(x{`)P7ifA7Ry}-80HQ{IZs~ejB{Rz?hMDwypoTW{A!$usFi6sf zRb~a<#5cvvAqEXPY3)5Ydn(CX&@wv-wbBMoUB zGa(Od-6=axyIh<_!$yTn({eh7d+TE#pj)^@r(jCK_}>!;DGsjLq%`1#$$6c~PCxj_ zp7(Pa{txa1ls~4t?h7|8BMf3ck%|wAL(m6}$?CJ#uTEhr#9|C!1HGUjg@rq3`<_oN zGzge{7%Yz~H@X6C|C#P2e8e>UmT`n&s7zI^j}z{s-`=^rxq;HJZEwF(^Q z6lCQt8>`mH-ns$gwO*V6HNq>}KfP}?LS@bwOw~X}5tX3OB zJBHMnh=wm-L$%b*{x6<*$LlGSU#0Yxyksg2yyB8q zkz#9!0|L9jCkSHFdsrPj=gcAL413JLYKZEJzmw^S<{@9eeD9oWVfb~zTwtS|2(8by zY2Dx*B|T<0KY{K&H@<-#i6M?}DUb0yjrfQo4e3fle6h-Zxqi?ugtq};2sG|HO>R?5 znFvGY$p4MAhgIm5IWe6{R|z6C3pZ!1{1(>#zK?Nt?BZsh+(ipe|B2TwH?-1Z5n_m7k@!rv>*!jPi>)vGi`a=p< z$e^KcrHxNWi5{rSsZ}gd6!^}Z+Hc@pON2KqYU6}+{SrMy9~)*DL5gO28rZdj_8({J z`fuW=O#N5D5#ev)i^XcC<+nb-LhQxzgB#f<%rolK0gO26SpL=%Guk zf4sfAw_?rj7b-)9fg(}ik(f?0ceO1@SAkwNX8{1K{DX>XdXl+ zA+}5*YAWZWVi9aU=We9o8e`clLv9sgq~JcC(V_jam7|dL>mf6a(}9xXsOZ zfW%=sPwHma&WZe@CJ&RZ1&|yvYKVX-llEN{)LaHxH!)`J@1Hq2=@?t^g<6)_^DQ5u z+hE4Z_3}!bz&+tGnwfUvg#0*+x9&?O1Y~%!o9PgYTGyA>zN?WjAH3Y_Q83$akq!bT z7RY#oDJtBo4c{#UMr?1n18n!5xf}s%9&}}Gf^Cg=n)LRN8KsefVqyJ=cAY`gvEl6e zaLm#BtH1Xt2=?y~v{!ITCz0y9A#X>YwlLZMPqx5W{>gb@>UL_VO74;%&tshd3JoI1 zxs&iJThFw9IXWcy71WdQ7vXg$jl+J8i5`-+z7yit!fkb`w*YU9 zjdc)qXt?{A%8O8oul@?u4M{Mw|a-FD=r^5`X)emuZ<8&bWt5MF1D4B%; zrU?pTgPSek!1S_0V8MTt1|HZ%xE3)eyTb6uf>_(d_0I@az3XTh%B@v|!|h+|YNoX^ zIgx|#0TEpS?I-DYiKsNdN0~WJ$0_G371aW5<0>;5+IO(oW>?@%(8#ah(k90vy?D1cr!tRr{Ln)qWXVW)ngr}XQ7X+mb2wI zGSO{z*89Iaj%f@S$x5A2l^QbJ7n*=)7`+<+k`wj;bX9>dH>92|W8t-K%>rNi8w{Aq z-mS~!!O>JIV6WLfHeK@sb0|72(zBPS0DuSdGvkp=H)R7R zc`}j)dkL?SKNgX*(=OzR92d#uZ{(sr01ANo0Z)Awt?@6lA^L#zh2wFx(LwLbJG#UZQm)EBntGoS`g3LFRzpdhc|@l@()- zgaxF&ULK)kDo~l-4G8mF(2c6=Z4;?G9Uv!_EOasl)=P&BN%=1lGR4Nri%U-EnB#|L z5AsUjuHOY^P?=Z!PtQ3KgI9tKnlr+eZt=EPm3H{q4vQ#!oB7`%-Gz_ya}aTG8ByKj z~#&KLNc}$5|yi>BSpec{;;B( z)uSF&qG8~0OLjP3EZfvyR!!cqr%vtHyaogE>W3LWi@z}(-6C=yK;S^MUv(kF>fN;5 zl8%YT^tF2*C@JEj)P)L82AV_KhWN=^{b0QR!%|D2b0fTrglB2VV6n**rEqmXTm~U@ zf8}xMISDTnSyA#&L}qZS=u<<6c7cU*($Ias1e2(2~$@8LEy- zg-DEk<;KH&tpn}9Q@GwqNIbsUie@D$7utDKrvZI_p#}Ba4*DRsxapl-Q6_U6 zacL~Y;~ROdi90l+Ifv6y&tQ7#LRa=Gkul+sE2)ep3B!>NkdS?k1wW zmH8*toQaU`Q)f;9@~bnV;-u&HLrg8@iyKpgqcP~wYI8>eQJ6d=l~26LYn@D_QsE|} zsi`ETXeQ*@o2Wmp(#fGcd6kVnHGop!(eq1k3ceUO@p}|+0A$h46io)O6NqFdKfq8B zBXp(IYk?%7zJFINXDd!`M<80QYCautiCMoVVMTP7k~78ecrtLG(1|1{X>uq4G_&!w zX80F-CZT-sIg{$`PDhWlxKi~QP*(E%KA3QSm2#=v6`ae=YmZj@db)`y@a8WB0!O)Z z&6$M}O{1%f?n<`*UU$RD4y${_<%!p{pVE2NaUhs4h!JUciYDSFA8+*E4Aq#~0mgX-R#wcf4U5B+B?)Yw6o{3R=+({6pmEbPz! z$GU@15WI*?SbXj?K=|+&2gv|r%Hg%M%I4A4^YIZCUPe1}vbW_Wd3!68Rkg`aYcCgU z7efFHTePh#wSJbhWrpKj_UF<>>&mWA*!^meBw%&brDg&go{HxW%rcOI=}!4&_v4WQ z{;7WP$P7z$^G9eCN@45!iH)U+xCZ<>Q?-|J;9u~r-`PP@%YLWUDn&K+$s~uR7=C(m z;TrYQJ$XFOiJ z%JW~o4cYOcoo7&IZ8EbNJAY(qenAhp`DNqb+lEKdYKoISDPK?>zaF}t*z@_1>>5KX z89+i1c&)96nJoP=);l}3IkoPYVM8j~a0XIdk8X+j1}$QHhwu#RjT&S=RNsgBzq|`e zL$IutRww|ne8p1!X;YVp?GK-qIuZRd1N1*a55V(}urPl14#vqmL#))*>>+ct4zFarHFcL^bUS6UMwE(kYQ+SI3~X1ID>Nn7JZOl{a` z*G$dGsg_l?La;cm+|K)~Z>5+{fR9b1?Gf@hh5}6x3OsR%Kssr;ZiP(iaxyA<_#J)w zu*S;K#ixty`3xd0;zTod-7V-NIw1l(pnxt$ghS`h?5c*kXzz!2j0e)B3x)?4XI~R} zudB}+huK_eax|oXm`HatU(6DwH&sHZTj)8l;7f4D#i2-xVpl_-;^U982aWQ+o-d5+ z`Io+J*z-fV9Xb~3wa&eunF+5kq_zKYK(xrt4CYoZ7yGY=XeFcRqYf+TQ8l^|^VNu-1mdFg(a_8%J1A$!5B?jf2^D!D36xO^HD%Ff;C0b^| zh**cN{y|w`v8S89%5p`;VWHm`?}v;l`olPVkIw*Y=+PXhAU4}cR@yAk$6F1g%gR;r z@8gy35OGkO36k-axcz)Lr+Dso?3U*s7X z)`X8RCh*OaZkDgsiv{`zhmHhA+*>-vET;A_i&X-FM&NU|1O73^Oyhg`>em?qQ)KmS zwR7)_fbjp!q2DfRJO^r=t>#68t)C~js0UK?QA$-S24<)M z9hzPDa$uQ)a5&yBUm)@7X+SYxYEyXB)IRg@|HGJiXq$*n)X`0MX>UV!5rGOr@0wbK zlUP>2AGtva$Ehq<9s7Cwpf1~|nPmdSS?yFT+YKK4)=BOCE&t(WZ97C5c9P3)qd+z8 zWzv%HJ!%cvzEApF_I}`)hC3>*R zvt*51BeC*+&>V|G=l3&?tJ^jRP|EaNEv5;A!HV*;eHr3%fUqw7sHQ@weRP}?ggQC2 zC=LQ6ZJ?!c3?3`q5&XygaI9uqT+ZA0Lv3dsyAIyS`k9k=a4<((19{j1y>5eOLFwK)^(F9_Ha4@8$JATl1VXqP$X-DpE#nVr#Z5 zJVKVE(MF4&i<(ga9_^d5i6ekiWvbo+GHUW~Rjc@8qv7Q$uexmUPHu8RC%$IvpYr?r> zG6FaBwQ-Nc(=X(!CS!IUMgH-RV`k-dvn{2_HVEj;xh^H>9w~-$duzo)Umg4Y-fAjx zFzN);jROmwd67;q%`&=L z#92ARjd+>LrxBQjfpYB}V6)9_?>#KxZOOJXd&*K(jhj=f0`QqUxib*+ZPF)Set+Ii z|C*c@nQ7i@Cb7@XC$pJ}u_5p_*u;Q=6{AO++A3Ns6GhB-Z|6|@n|aPKt;6gsvSeg> zJuH_{rA3GI%E6PuSr-O)NkhGfL9i@;t%UY`bw1w7d51F4#{+Sjfzh}lB|%GIb}iXu z`CR!7t1q~5Uup^=C`7RFNN(z6uV~teN(CUJ1VbXr`HWQ&-@f1$5>rfNs+-h)+7OHk z0qebT{TH%5d?aT3TCVV2GU}W#PrWDk=ghiT`)>HzS9h?al}A_64o;HomkCPGmOuMO z(t&xftbGHtnd?uSS(T$LxW-8!jl?wpgw^dDiwG9GLKvH+<{dRod{8-+scY7tWnJ-j z$u`|rCpB0A@sOoNlVzxWPOOeQ!MK`@sYA%3i1E`cmf(ja*tf~EEUK_N8s&tou8T?$ zO2<_o5{mV>z4OLvD(&kxWhk&*!1j66)|O|^4)ncNs*V#QBuJOhsFyr5yw(?&0pSHJ zg6wj|Zqk)qMFlA+`g=SF@>u{3eyQNu3FCbhiU$<#3$%Klc^xThLGYEnlIpKVh`k3tgR@96rQ1a8i3rSFEM1Vf04m7o#Pn*dh(e8-VseRV99M1O5$5|OxgYO@bBD1qg`VZ+|>Nwn}~iw3u+K487?t5mO^Yn zZ;5_XUi2tZ_XOIA+3!Cg|AZnxVbXK|fRJ>;mX*Sv7S>Fz)*3))=kw-qSIANOo&F(Mw~63 z!Ej8krOFw(K4kD95@c4U{(1=PkexL1vuFei-6|>DL9PSxHJ+3iZCGc#8_#Dxv!bh1B?i$7X(< z1_q6|$0JQB7#l0EA&g~Ft5!uGFh`>9b4$2(z2QX|l$Zkr1J;y&w4NFWo6BTNhven> zEWe;PD8ev!R0l##-yk*}j;cerk!3IrhgEp7a<3i$k7nDF2=tfF0$*t8d{|zLbcqD} z&-UxH_cV|Gk?Is}<^^0@u@pS@VMQejvt9e?8_qB&$j2o2C8ryvH%TY zYlG$K_Zs4rkXFkmPA4?3BuvRT(`astyzgbJcz~PWCl}0Ho(+9(25uD%i$exhb<+Zg z))yJ8LhfAqpt}^~^&avmvZ!9;Yzd8zKGtathL~dqz)3;}`zDYqnYqz`78bqRihm>A zK{TsVugt{p?MIEXG2G*AXC7U9O(Z|^&riRT3Em&q4JA*753B*SE?e41kI~9Tw9x_+ zTdloX#UReC+y`%vT0&_kE*BCtVP0sWSe%ohtj@{@fz`?s^^JE}b09&3y@UAok!2=3 znT^|M{5Tt4w3ka!@$f8x0Xb2GA>rR78K!wa_q#(l=ApRCIN3O;=8`~5K~mm)<%ne^ z_^RHx8R`@4_}P+=V0mBF5k!<$EH{4>Q5Wmz*vZycC^q8CP~E#{d>`#GhbaO+=TuoO zJ5R@Y=s^zk2+zFe&MW_2I0$`u6o$62h4Bj?!qkC2t=XV~GBkT@KyoAKdv35#=c6ES zj966YY)6@gfv>h7eP4M5jN7pV1I$}V35)z|2cI&88l2zdK%_BopzwBPYK`d}Srnrb@^yT&Pj=wloZ)Gi z4zCGtZ@;_a3noz}VC7ck8d?;YEq)Qoy2GLEjBAiiFA-_P3SU-s!R_|7fDuu}E(2e= zP%57nRp$)A2f;J$V`n3pDk1RLc6ME{UMawBJA)0@D((wt`S3olv&3uG_9LKEr&>Q{ zIqN*;B$CKJ38Zk}W>)5ex%!OBrwyh|^dK0tF5qSBWk|=o1h?WsPcOLlQji{txz&9r zc?&OUEDgE>usHyX3_hsDq)Fy6^E!tOq*7kig5>iOcZ1TfQ>d<)z3XTk*|NvgG45}z zZ>=%UjLHet$KS={#&JA-IBR|zB#%8QS8UG@K76t6I%0-iQ1Bj3wz%^cDvA1(b!fw& z`?%}>d?@#*o`A4;dQ5%cgEypGfovTxk1t?T;=lO;d6wjO1zJdvJ%g!(mVhO!9Fg1K zOd|U>FOw7qHgX|sG+i=OMA07X5bgnWiAQTuxou|;VQ?LLhqZvlsm-y4d5nh=8UfpSP>H&!C0iWaOEWzWS4Q3SRs^W|c$SlxL^*4qYNoxjEftI#c-Ta9ue$ zA!$eS1Vi}@1W)LeL*SY$yDXDYM1i((my)h96L;0Ebjjw=Y!R51-99%}d$?6PVp;Dv zfY@j(N>n|UFCRI!xS5U@}e@JG;p@PhDWZCIYO}z6{XT^PBIJm{gn)vP6M; z^BPJxT7G#AY7ZUHi)aGD6i5!aWDk(IlgqP{99%@AE#XOf`%x%?Qm&tT;iQrVOMMU@ zgO7?CQk5>a7Xg=}8@Tu<6Y1|C6WW!pqL+vYw}Qx+Wsa5l-5BoXcyAv6fYdB$A2=6Y zYMW#ppwpixu^p1Ivx*Fi?j;4mn||?M^T(ev)?lWsyCVO0=Abw^Zp2rPJ|Xb-Wx zaK;kCIr!(8vMC)Hpeu=NHA44z1aq} z6&6H^2#^1}?y|gl^2XwVkozvsRhJiyQ(6B`eXFQ8TT&#bIi6*I20&YdhOYR3U5ow$ z?E)tB+CODvSRXwX6J>^X3jyiw&0s(ddV|dm``mo~QVJR($}ESS*UdY^=qi z(jkscWX7{fd*A+q)ZB_6)^vN`0Dwd-F?d}9l8Hp_$HRX0aJ#=Wk)EIQP{y{Y$^F`@ zkqV6kHEJwyWnfFlp8x;=1~;9|RwT^6V9Kl>Xiurj!#$}R_HSd&feyOAhio1Y)+DVq z?o=&aQGpPh`3*dzUF=- zOth@1cY4>6LleIlD3Q9V7tRA?aan8%91g%0AujqXuo}ezswg+=ry`XmaG}8?_5woj zH&c(6Gw#sEj~QP{cW%`d)5fdW45`;Mj%3g2{xA{h8 zsRyt<4r*Y`D%?LSJ;-|~%*xUi4I5*Dzf8JvI$v`R!2|i*)Ec6g^f@&@Ue z-`w37&dUTx#8<2fxCj6$9W=+em?ECdS)wBcOI2qL#mtYZUBFcM^k z9)P*mDLP*qZ~3VXtwoSe$za}V<8!d9v|WHjoYP7(EDu{A;whVCD0-E2yHUZp0K&O9 zs4|uHMJmX#-F5yaVMHZG6I@ad{Qy4B&{nJBdBKDW_e5vkcc+TL{c=&qFFSEmXcH|$pVNhC1Y`~IFBiupn_WBuS}SI!U1f4ysG;v$+fH2Auw&3ZS7c*Vyh zOtiD8iV8YF&90)rC$N~1=*Mw-WKEMeodQo@YzB>45T!iF(pPbn&Y9DmRDGD6ZRxUU z86tG!|8%w%5(32%d+Q6*^U^g&qTR=*Bk@`9h*-0L;0odNpRrkDAGn|x<)?% zMVS!`qvEQ=&FWps-90Y&2uqmno)k4BK5UAU0x=(mAch#q^m~u)Efh zX9c%CyO@{8BgfWHyG!`O-*8P?ScAVqk~B&|Ml(swxoSNXBD0f=v=A@~bYH%U{#kK9 z94ivHmYEtCkxJvI+32QI-_dv!*u&j#(2g6hT#T^i{5l{-fCl2vnIm&si+ z2eZa|NW(lnv0>~ygSe)YDMaz!x}_?(BVZl;CW288GabA)u|k7NnhWBq#`B9V>q{7f z^|fb(nb^u)CzXLn6QYXiN-VfG1u7&fQ6^VJ3N+p~PK7RJ7h>g_u|GBS0cEE3Oz8A^ zP2?Gulo!>hG}7WuL$L)-4C_qI0F8Q=FHEl!hktL(R%L6`dXSh);n8edgv8&qPYVay zwL-1Q@pky#rww0_3OSxA6j4lfDB*MN|~py`J7gf{Px|qo3qS9Oj1>CI{uQr@}Si(nO;KgC}?&vl}A)G@A0ecmdNdsM2>hJx+Zl zAuCpwT~vpK)gQ+!bTM2-p$~w~uk?jLQ}y=-YDIjx`!oNK&7TL1^n3(<>;_8QY`)5| z-=sHsR|?W0Uyr8x^Zq1BD-#UQn7WA7OB-MAkLwinFFO=tSn3My(l1ZK^`;|AWKfcU zCoM2}=c!A802)FyHR^qeCK$!1`)1a1_LeM(2rY(qc0jvAuN#%FmOeV~Vyv_p zB37<|d?W@At*>R+CK`n2-QFXvlo?+xNqnF?hT^K#dx`{1%UErO^tbCF=A8yB?W4OJ zzWwdcA8oAfvC?T_s)&@p_qWnE|6CI5@E|i@3i0ag(ln2ATW8f6vNtYA?J%TGEno1F z+}DENNTwS(5=WNK5rwHw?TU_>@V?|$#c{Y&S>;n+9|wzNkZ)Z3DKZd(oQ+UwGt=u=Oz`zQDrE6|)?!a!_bVCXDDzHF3U)O>4FiPCtME00Au$?h=(?0000yMP?TE z55s|5QBMdpQ~Ifbd%ve~5CG}jTX&_tS#C&Ng*VA)W<925>{{3YS#K*%45CLKH8!8J z=wgBq(sh5iE?bfPK;P5j)Az^`x4#c%GLOCX`3Q#!7S#kSBmB?lY#t&G4^F|%DVXXg zzl*}_21LBLN>iPWO4|~OZW)=O*ioRI{UM0-0heY(tb7_gJ28$kM+@=>yGE-Y$WUo)?C0 z(zY$p!$gaW{e2aGJR~#F;l(3n#0p*5<_87`nbT{H2&$>j%N9E)KFCMTpjfF~TxeU~Fy+g~84ftQ18@ftA~EKN#)3(xUC`$_6B5 zycs1}O*lh%*-ivgL2{?P`Ojezvc-Ti;gZIyii#z{1(&ceUXNaxLOCx8DR`e8h4aFo z{}|5wpJKo9W+(VEDIF{kx}Rl+&Izv*9XeZ4HdxkcO>g^=GtEEHeKpqLNnJS0Sn~g7 z=9r3#C~hc6XH6KvCxpMqt6AODK$Spa zwpZxh4_j~lxASTAPOg95-qCygZjpYdcvXS9ZPJIO`p0hObQRWUeND`UMuRqmcF!7rF94mb_rY?f;Uipckx4@Y5ef1%hl z=Z=-g{G26ZKSUQv88tcmf-YcZ{rZ&&6GB(vW)ajz%IKf!>GLQO5&J4TDxb+fpaTjw zKv7wMWo6Alz`~u%1XDMIh+*N3Cu%#7np&f~sJ{70IcXllxkL#JC#zk;6pfe3zzsxi9?k0}&218EEsQq>zLvG?oqohw}e8D96%`2nS&=wp-75tq|IH~7;A%#ZW3gAt7N+PU({FFSc2!|4UeI*ehpR{cq&4r zTKvqsac*X-8;d#@$ysO}(+Xn$TS1z^s=$U)9M+p9R*!(V28rm55VAhyAm%@Pa86c5 zS$Rn}VEww(^ndaJ*RY0_31l)H}=2wbnh6g}Kb;n)mk7&-oNCOVS(hw=ks?-O{W`&fZb_xd3vfpA8SL6d{7wf(}x0K|`pUxT8w9aEz6H2)c(4>BE* zC(X;@mM-{>Gi_uBb}MI!V-#~ssfa40I1Rn^2L8VsZ~qo_9RG%Y2w z^GP}b6eF@FVgkzZ7K|wEa;9D<-|3deA)jy?&B79LZC(%o-b8s^%U$}TdzeQNGWq8H*J!_QTd#7 zL6K5~TyZa;u+(LPVK7W=X7u9Vt<;gIki&}>F_@KGeRDGM=!cE6gvDXPKFrv@9AJ<*{YJ(hN4TI?u`pfUBienvi=F0RtL_26Hq|%$20Mw!qaZ2c4{C)KSRt)$# zQF`vCa>Z1(st#JlhD0)uXO~fIzzFotX2L#VkYiyAhMyzju^9CiHDCZmyst-|teG(G z8T{e{nawBcPhdE8Jr^Kp`c~Ro5}+;zCL_dsr=Jxy6lrPm0`zfuKE#xt#CF#zy@tC> zsEJ#sBF@By8srV35+PoNyd=u2E95wa!TYga{nik|@ae(AHpXRfZIpJu7+NouWMu9P zMw++2u-t2d#)w?qI#3`X7hl06mv8FEQhY-X&C8kr8%WlD_L{xFp(mazBtX9$LX)5P zefFQxNR9D^%2uvhApl9liH%1(%-f8=^3jzamzX@NNxD;@49UrLy;2T~*bFdyVDhRV zSETRS>}m|2I{YtUy9@)wY(*zz)(og9fS1)g2%r~fgnw~=?Hyu;*C!3>A=_6GxKv9A zHB24^h-zu{lPUtkF`Fcam$<-I%zSTxy?|#v$TQpHyKe|71eRIlP=ta?$K zq|oz!1khr^s(SRnHtB1~zP54sT}{FuHjt8|WDL#@d7eDPU_M)H6L9~Ew?@Q^5>ZqK z1pw~t7*e_V7=O%p_LY+s(xvMJ&ITd7{vi;S>@O9x0cx){h#{D+1;qapV<+y^My0~( zV{1ucL>!f~lsUb&WzRW?dsc`2gze!n;)DL)xlo5_y%!+l{#_Ft(qIL?hLr5{XJere9{l(+NQM}iHZ$>aQqGr$~wR6ukoF~VK&6K^=tAva`aEm&%#n{yT%;~@Y z0000000Fb6**IuXVsKMa+SYd#xfm!1Lj;nNAPPFbVy&nk5!|3c*;55OEj_e%UnyiG zpEz(}$iP6@08v1$zed|Iu>_23mXtK2X!bUPjDRIw9jI>$`1U8iXYU9X#$jV2_88dkGD;J?O>~nSnv)rSBFKpEP#bNe0{+s%C#) zXe*!|#FiHq7b>FK4Ae~An6k^zQZuMm_ZDYD%^$3qz^m5UQlH2t!Pm+aiqVW$kjBAttAj z0?0Q3v^>)!(9Au96z`5rj3o zYKOuA-#C)2>J_`M{0&t><{|(@ri1Wy@P!K3+6}{-?@nmeDbQj<3$ptRA`=mB-xRKJ zoKqzjgF?--ig298PYdhXHsWFNFP~&qW4K3tRMMD+LCsj=2D~tli0fxGuP%$&-SM^j zdh7JZ+U-g&hPQl@EdEaVZg(Oz$Ps_1Ev$+Fy2zC?TG&xB1E!-$ZmL4YQh$liA;mwscxk&%;k1!M={@J2bN*x{POH7WRE3rl(X`(U)+W zb^hk2)&dH9T}g0`01LGx*mmGAbZiHzzBLJ{+ozuJn=tX@vNnenhA>+M|)ryuC6%VXtK-(^*iNg7tS0bk{VO zBmA4>Kr%c>GlO^ljnII4bJ3(pEs}sUTTU#qh4yI~_g8BC<{nZc50;kZ8B8>01RKbGaFEF{c~{{&ikZ>lF^3kY zoDt3IprZ!oUEKg$72r6F8~QZ0<-4j;T^$vUFHtW$1a|B^F@{47&oc2|Y;M`YFs?>2 z2$AFCZ+;{Z<@+dbi0!#+LF3n556PEql*37m`=vNv)Cvnn|K{3(U>#(U&j2f=~6INTgjO14pppaPKT!6wlPWD*tUpO_w;;tHSY_g zJ3HrT?}HiD!l!imUEW?Kh~rLG8hpO1ol_0UVXVj>hOt<&6c{jpWtQ`;q)~Xf#+7Qy zVNj)C$MnoS_RuTzL(DujQV-=YfBb6_(YXkhVOSDdGP7n|TF_;7Sx3~`UX9NThVst$ z0Zo&b2Yk7f9hd8W*e*nCfKP!fgaP65(4x?6pM-OBf~Yj*)2W|iE6LN{&E%FTh|d6^ z`XZF@5BW(1EEzYCnYGhjKO`G-c(X@3#YtHF$u*P&(t%HO6v?AH|GVn}>}KYIhnI7{ z&30u??Mn#@WcJ!a!um%RFJ@ybHT%vvM1UrqL8ECTf8jjx8PDp<4n?_(Q(Cj% z-)vYUZdeJKwb{+UPU(+PM&NC9N-op;6g{b_w%eYzgOM@<%2%5P(jEepynFHOB zck1&FwB}Y&AdlONl#BM^|4{?>fne57Fo*vK=;V&ZCoD#;4b2KWu4)4^(|qr5W0DP~ zj4#>=&N^MU)=1F=VT()v0A61NM~+!A%~ul3(uLnow8{hg)&ST`<7Es)=-SoxLWI*E1DrId2pO^*QQrMdjqv9L?o{y(JGs+Y z)<}%6PTsGW?qjuqNgy;)RdB>*ELW_+z)klNIFB|S^VR?uLMJwOBoP-LLb3B_MTx4Y zRjcFb)SD|WS`sAZrtr4ql+q)n%FhTB!e-!XY96SXg{hOQtK)R*W)UytZvg~>0;Fm( zj*duum@7CgqzFepq|OH4km)KASsKnUfy%(|a#~nhXe!fj6c1lQO|_|!>EATE5HVZU{pP6XpWwLnIzY#XqQR1l=gf)M4#IUP=eUaPp;e=8k;cus>(L2YEGEk~ z&;b*xC6l`qeVG9+LNL}a_ri8woc(k|#rBUGHr&c>j2<|p-Y8nE)(+SQwonl(*vq{R6k@U^WIZOL zj2|ARp^Kt)&D^}`WU|%TF-x$B?5*8=lQH-hdaO^)uwpu$@{!TBUtP)bd8cm1x34(l zbnF!ofxzp&%$BQduccAifD5at6ZJuxTbC(vE2Vx+83Cax1+ZC*@m4fOs$5#9yh3#OeHlYP(hr~>d!mc z3}_#rrphttT4ftFXyJ&+P7B{AoEfy2LPe51co7pAy4$Y2^6-3l=!ee1o$(xEysmk^ zD~~~w7pPH*j6PE)oeOvz`yOjp7>zT!_@`gjWhnC%01{17qJWX9eRkKU#w;~%>D*o2 z`#1GAs-0^eq3iH~uv;-+>y0Fhk{B!ZM0L?gcNL8Fw_~wg6r=w= zbVW-CeXnztY6P?#qXP4R%R2_WxR*CZZ-8=j~P>}QlG86ttaxdjoZGJ3l2f?ArUT--Y$nL~46s-VlRZY>?E ziPH&AIi4YE<+GI#+Hk~XuK9>^v$Wpm%)4%~WqafPs_9tP9ddYdVQA8|g({Dz=NTr% zNPe{gK$C(nj7Xj}nzTEs*`&RKw=x>|yESb~n1GB+yS@|flo|m<>gTUGwKgc4S7IM2 z1;Wp^+ee!4v0W`u|8O8xt7uTkO}nxi#7YV9576_Dg>!eP05mX3RJ8oU7ByKD6)2-5 zWB-guU!rd?(0*<)V>uzSc&*c~FwDLYYT^qNoDAdq@hMuM-r&}@I(5zULfXLd z7W*a3;<1NZM|^0u^KTjG8ejPGNb#VL5uO;7R=!Q^KIT)(dg-1P=NwDzN4tGxF7Ya^ z0JNs-tFqgaA&^>8Wq@K{IG9eNLqCUZO92)U@5t7of=n)3~nE5@W$}nLMO&8IBamx%z^*0Dr5Np*27b97 zHnwNld*u&u4C<(W)Tc#}dVz|92@ENKDCq*WYBSuoBj8-^C^-ho1%oP^!Thno@3GmR zR?~ylFp#xRj>G^`0$mdp%jyA8Pz4@GdPd+C#NnOZVe`R(H5JW?^_H9~vO=~q$(97V`Z?;s;l%_*TnmEOc#4J*+8rvwMD=!9l7P07hEn$@c8eyTc3??q|u6*fO zWg+uAcjCwQHc%e0_tZYML|mu8T-pFQ>bKqjzC%lPuLw46u}$LL~x15}Z7pbdbaGp+IyZl&J9 z!e+$Sa{~DWG|RSEN`lF{i!VolCQsMpMfYa)F1}k<+^r_3zZvvdD1tT=3))A2MiLOr zR^Fj>sw5&tWYzUM{J%i)9sWcff2CV2g>1x{7IN*uynB=8s?qh*5C}|l0N=@RWq@b$ z<%nfR!B$oyB%yVijw^gtqGSOMX^gT+J&P1p!8|I~7$hx85lnp##;wU&HFM1PN&(^ATGpra_76U-k~slY*aBRCc9U*Azq7 zgR?eBu`?y6fgBF0a0ZOUUCJU-8nUXF1$f- z9E8FKt$w+{py}X!T2M=Bmkov-#_ZgzkZ%el98AGTUk@=6Z{GsBk-%IDx75X?)Ae6t zBj2;H*(h(0xU`KCmod?zW^`K;Vl1_IjEfKe@i2zZ2S>1;$!BM52m-J*>cWL+ez6Du zRip1#!;^8}X1m7GC?U#jUTV_qktV)ALl=WNuy)&%WZRdJLPjbONsIE1HgSm6c=Y-c zj)su7S<_hs8!%dT3b^D4=rL&Ca{jrh_)D2oGp<_M+t_zV!o0-dtrl2mtY4HveQq={ z*v&M*PLK9jmJ+9{R>vA_P?~)?I*nCB2n9``}9z z97FXM>w&p4$NajQQw-zjtB{m=FTk(rJ95C}af-weYQi5eiE#&Tz`f@DR41kkH1l)@ zS)G2gNM%H-yBCK7R_G+fi_c|Y>%mLZb|nOXw1f2+I_5L7t-;$jsA27j6(3Z+hl1To zJTLfUnfeKVZFLO4qYiEpUC%{xG}TAu4@(74fTi`@8Ki6cyL2K=dtqqhE}(ejqrIS0 z7g)+ldI`M_LzeIKtdUu^Q%7WFpQwmiJ{PWWz63B`UF|s>5s#*azgqdca^6_`Mk3Nm zr0plvda$8kPWShw(SI*bgZ60wleLCt{Lx3oOT<+TU;Y>#$xl2#yQ-uY@uV@Ckh zA;$;qBnX8qhw(l)eJLk6HYKZ|wnK;ya;g%}*v+g%1 z(9oAfgo~yEeg^~IaFSp1=gZpYfFpz@;nioAjOXZ1ngw56MRlXw2_L&u*h6spJx)_U zfnR|}UTu?ihvpzHr$Z{7waxAd&Q^cSkCX|l>k;(|@Vn$qcG#ry)RV4oIXS%QCz6it z;Npg{ByMFk1&<*)X{HmNYZ`@7lKsE2r68gu9sJf`oitPaff;F&kURXgHt=NwN4OnbiplyoiVZ0dI?2P}%+z zx-C4Nj`dL|z-lHrnBgAzdIhXZ&@*L?9otGNPND=7ppfLS1qFT=A<1BAH3|2Jb}G2% zjIp0xDycW7iUzQqK`<9eTAAM`%uc#;Z4-_7YWeM?_G5{1kymGpQ>k%<{Tfq*#q*)< zEnUyg?igqlD+BZlkzSSz^Oz*)YuMBS=gmr8{wZCdP$x~lL)IwpT`i-qebG{vZ#UJ* z3#7#Lu$Ug$C&E`}w^%mGu*bil)vti`7T0YRmS|vp;_T->QMhA8Jhg-cd;bu6aDhRd3D1n zlG-pD5vT=T4}d_fnMc^Eui1UAS56Nc4MXbdwBRL6QvE6aY&RVSc#v*pX z@UXhNMrURVkKjTXe6l(fPmDoM^a<3Fb|rIZb=3#OnUw?dwq|hW{7$ePnXMbmhn7(* zhruZtCAGv?!g6MlqqU0|Nv}X1ycXdpJC)Vi{Ao`0h}W^-8Uc2-Hdw~dNA`Tkdp(#5 z9VI)BSsc|otIrOQptCE-K=AXdVI%cfvheUfag$_s)CS|P6Iqr*kc z_*zvEjR#%#^PIT(4eypLIg4b!mD$P~z%RWawg(R$#H|kG8y;fSO;LG>fV15$JT_ME zYj~H;`6caR4A_<&IBhbi^zai7y!eOV5w~2#*+H_y)OMsB4uVK9QveHrOq4WbkQ|z% z5@=#>MB2*Y+}3uBus$YodXYC}Rt&t-_Od^cMrjnyVb-+oHs7l`3Z&q({kH#sLE$C4 zob>r-4tdBPcsd87ckmP!8vpjV8AdZeDkrRG1rn%K_#}^qK$5G5z1od9?MizD;?&xn zx&hX?X<<4&fpsqYj=IE2yld?W6Iw4GUU^QwwMFgr<5FC-f&b&m-RNyHK!2lYOAfek zhMaLAj5qV@L?rYJvzYh`CfG0?B`Laug|N>`f7qU7U@ka126sv$*BBFnQ~|UwMq#ZR z?1q73G@098ePLqyZ@9%jwTMspEf?d4&2g|iv1(VqW&1PTnli=fcpDeF+=$11ey^@} z!nGT5t=IfLTdTF|QZE4JluLH|k$)y`=I!W)?uJ(D(Jx&AHfy>ZvG@edWV3gEb@wt8 zzC4gp4Dt3(>8q~@%jK4EZQMmac{8SxM0fbzGUQwP28w)Cpdl1^^&;TmdrSA}u~&W2 zOgIokJ|;r94#UAxf;1P?uWadg1XF32 zC;x}!`k~Rz$B7qO9&r_~iSH`p6Z?3@2HppiJV$WcMr2%X+qKU6>!5BF6a zR(#+NY`C9OVy+q+ z*so6%DO-uL5@Bid?k!fU>#|#_9XrSQgG#PA-2NB8XJ6cvbj|@8Oan4CRkS^>>gB|a zGtYlyRqS*ap(cD$<1vb+J)yRPov>mec;c#V@)8xQ#=KW)w?Cf-vTKr5P4vLhM;JXe za~jy8FnGIz3W1GU{LkT{XYo#>zSfvpK!n^`wQF)IWUYN51D9%Oo0eMA-KcFk%X|^7 z9oNR|{`HKl!MOe5^(;>P?LeV?yQ0Nb-->4T8LL|1`!Q^=y~z z6)p`Par{|P<|H!A8f{{Drhw)bA3TPkDK!UkvH82|FdAmQgE^>Ozx2-kmdk~`)2gvy3KE(B_jP7#i#we{6CsZP|-D#JI zPaiK*YR~#U9hJ=7+?lWn9Evu!vfKwwLM{_CB7t;JS>c<4_q}L>UaYg|a^(UgC5R~> zZ*?-f&1EA{GTc7WJ1bSw8RLr~bGuTSJ$L}=)lp@lwq8n~YW=4_m$@u#_UuJAkYe9Z zM4b>D#X2^FRpj_ry2xstK|Oggr}MowgElXrNy!2I>c4Y1)h9V&d!N^DHYpyd-}5_+ zz6q2z-VBHB?zez1N{4<16^Z0JsZ8$Z;QAo(g^Gt-QUDG^UbmbjAY|I8iQuZ1o!-?) z)gx}QRujaZ=-?boGF;Q&aNe|Pnba$GqM!g#oK%P%q%iF#6fvv5_m_!?lOW1?;cKX+ z?rtq^7Ye05QY;P!xNdo5OS|35SPc!Kj^9gWUU)<6p4mS*;p-IgOw3GM13=A3Y$yiH z8b}BZzM5nBP$hHX%~*2L=Lr|Gp~L3eV$|!u&q5ZM%n>?JoC3P2A<6Sz|*r6sAaoq7JBnFH#XZZ28`Z!>on zG(AN`j)v)sJ*taGo-SHS=wpj7(Y*0b8-$CfMZ{j9WPRJV*~5;1aEuwOMH?{-0jU27 zR5D)QLfbFa!2AbpMbs&K$N={p&JE1O7L~g-{`E=KVK-@e73P!x@6Y`BaCO~W+1QW! z$E8JJd55$h_<^ZLfqWm4ch^KX$yBP@36Z7B517FQRprCS%baN}RB;;10O2|}$@4`A z!0&Z||6+UUTOpj>SCi!Y%5_BB$Qq?uWeA#zimDJL1H?G}=})2ED`23Xs~skDFASFI znWBgS>*=T&Lm`CLR?Q1<2mPt7@TR(aa$z~EIiY$CJ~j=1HGo@0!Sz8lZ~dD~wWCZu zCYTK+hU*|0Kk)924CnRF$${c(!W$&RfnQ;8LT(;CgbLlbb`GQMogz|Xuz117ud z`khH&8h;E>7MW%^X^3sO+P;Q04dtfQ{@jdtlkAM1>4puPW~OjLk8x_ z|Ic8){W#LcQ1te(C|wrgLv~51PY-$7<)O)?G2~DKrC08`jJs^6aZi(18Te_RRXEw` z^LqZ+oa1(SJ7f0*#wAmQqsb1^Q4lmVJ{W!2u4*MIDKG~TN4i+xW&6~8LY-b>X-+Mx zdWQr{Vpejw&sOeW!rS(24Ub&b64O(f-sL@|d%na#Brbk{Nw!b*P*Q%Q--S9 zit#O2yw6s0V#y`}U6F>%5!>~hC$0)RW+xgau(aV0taIytH3_E2-K&u6!{jk@2aUh zr+b)}h+>USC>}kEMZtcX@ZSJ<{AVZ&Kw3+!Yw;93)>eCr8i$1 zllmqU+^kgQ;WK!+Rc|haaelT3M43vW+DkbjlU8xv40yD_J^%}GCkVe+f#d>Q0p!inkyg1*7f|FEFwz#zIfV^&h` z-i{PmMBFb`pCfWhwi~Oz+gqr~{gQyQ)sS(gIza;P&EqOkCQECfJrGC5jPV9;H-8oV zbyf`@2b~yq+^=2nH{4QGG55?c77DEk^OIOFEw1V#=Lu8)(@gSP>8*dgL2Dcd*EQS1 zL>=e!@vSGjCUO&*TBbi}E011eXq9OlVc|*>CR<@)J~>4XodsTcvGwpYWLPVjCSib# zvI0s4kn^7nN7LW=8~rn$#2$Nhnr6i8wj$l{=!Q3fstZd3xK4d{rpn^!jH5B`CNGfG zywXTkj}5B%W=O}+@h1+f83(BvLu8+M7Ry7E>6a&?BPf3{#R<1N6!IBLIRcXf5>EXk z3oh;=+VqC^I>vUaVqkD1a&h^(Jws=5A+Gtl_RKcExMLbEW;3ZmU_6DdF5d0CkWbw_qB)Ux- z(`-7WeytvK22!paiIzesFV=Gl%HyWlF1ovhOTE&Q>NWw3r)(~t>!M(ft{f4H2)1rRn5Hlj)Hi~(Whapz5~u_~$qUeJ zzL##~6kcu8eOAh`HS)&RvDhvvp01}7#-AF$x}dzX;Fif|M<*C2aNR^2+@+2e1r8ZgkfR#vkt6P&u7c4p;K1y=&UXT>ctlIU}vn@?yHbFLo;{Hyh8>k!CYY;v|MI89pUeiUvW4QIqD7iv+$kH*ifuESnXl z<2?!(z}{rRM67Qo*h$Oqb_#P#7mTs;5?pPWS`h}2qdAwu4BGLaMs+&46fY9Z#(+;r&{mOLm0fiB{6r3Vzh9IS;n8a*YX1N+gfN-JZMfpvhk`O?-0*jNW}AC$T;8(zM|z zq^laoepA2jq5@H^j1S=fB%1YD>`$aKrT=*&sgnLouRatmt&xj_oyX9O3FcYetnod` zOGVf_eyfyFN|?4B8XE{_e2Yn+?rY^EFVcNUsdV=1Kfld%Bf6suv`g%o3fMZkTiL&DW z&~bfd4b#J0{@L_(GrPB`-1u-01FU0;=yO~=W4f(EMgBZtv<~;&S*=2cGV&T9x(b$5 zu$iDC9jE}NehA?_DOCIHpGH=D6;FdjrXq>dkcSMoYs4li0u3Ha(!J?kkf1%R%c255 z(XSG_*y&=#Kc}4iwT<4|i+B#(hMj*t4|lbmBGDqsX|Zs0bO*$IA@PY%mwqk$^g@a$ zLQMYUT&LdsJQy567yfcHBjI094wLg0gn&0LM*Os=SFNqg3VbE2#ib_PdwhSDhG^!< zCU7JiXG(2h$i3{Av3!+Hw+-mLQfL=~9N^lXT^_$FJz>&dSZ6# zUNakF`-{%oK&+E|RlWLl1^ytS{h8@p66in-ucjtzoRF9PQaDx^>uX}ZITn!6Ro1DB zSLW^^U!X7?!%1mj`pR(MU`KjWT)%yroZP$^{&nK#y96h;PZ?-klkES2qWKn`m7oBS z8A4WxCB#T*z|Xk$!K4@xB6fq7QXMM*cO#u73Y;%Qw#=!Tbl>z))E1i3q*c4i2_?(c z#3XFkd<1n$)FD&m-AXITNC7~IEu|mk;id!Ts@17nN|vxI0iM))3CFss`DvgdomASj zqgWFp7p(Bzv{dG zNq3(tQWtCimK{7gB)4_kL=h4joYJcP>(IE>#RT5)MbF(jM`%DgD~}^$wX_Ny@4fbi zMJh)xnIh!Su6Tn(Bi5H!AQjg}4|~i^VcUD2ERg6T1M7apcE0@2S_J#p;cGW~uT|Y@8WT}Gn$ff+Pzde{lXq5!$l8nVl zXzQ_WVt1ARieUe&I9a7pE&ws{G@Dq>X>S{d#)8pTkPN`&>24Jv7)`KZDkrO~n#K;% zYVUKRsuAe`R9i2wa+^HsyApGboaiRVe0YSSJhx`hdOgI5^duPG1WFAKcUm`Ja*uy7iVk^JztEHlD>Xa#t^ne+%e43bztv!lJ}h{Ei{eyFEO#~E{PU|Ds%yZLC%l`qCESM8 zc6}@gl#X$)D!l3TUHRyd>6&avbKJ^%4fo&qQJXy!bj@IxbF)s~z-(3!GGrsNK%XKX>fXMg`&DTNO9$8m{0_n z;i4XJG2*R)%LezLY^md%T&S&>ZSm--yr>s3*^CRr=-W5KH9W1N&K-|uyk7wc4?4(N z$MM&~dvqa{;^Exqo~71=56@K`q{C>9IFOSHf%pof7&eux-Y8b?NsKJQL59`@C1eCe zDaXz-g}b#Uq*UqXgh}nie{Vn-c#sL#>K8=CK%8ejt}sRy_zmkyI=^GR6F}L<-&4@s z-)nO_EK$I!hj1# zaOkOXNv?bR*JGy?T>!|6@FZk??F;R>MJ_fS&k^#R2HoTQVu=@lUe}<+FBH2>dfH)( zm6_Pu&hXr`DySn!W70~Yi|r+`B~X685<>*p=_jQd;^PI7nT&teAVZW7?hC}*j$efS z{`H$)w7n}-!2x3Po|_p^@caUB2QSmiFMuwu2d{WUvG5^hBG0`O9S)#aGij7sXK(q% z(D%_K>0WK3D5kAgO~~p`jfTOKwLLu&rwIyNUC&~TJnIdkVrT1Och>Hh%_w-a(hDg> z{`EVwV&gxb9w6o$+%5?LlMJcEJaO)H1l=LV2~~i*>~iAvt;XUh{VTg!@n{Ln*jd|Xp~hWj29^rGZ5vZRBYWh6G#fr=xu8H0$LREpby z<9sz0$B})a$K~iov|6`TY@MNzlBZjYR`aaAoA5YpAQEN}Ryl}fOc$21$GFRr3ldXZ zi|B;nw{A2Ryxt+HSFr}*x}sb_Z$Q?Q{BetNcOt0+&q*sh8t7Ev!b+A1ZpZe1_%HI` zY4?(^5eArd`u%Dr&eFZL_K}Eo_*Xe!xI=@P>-xgnHdyg?(08JAjASTsfjzD`G3mi_zYS-1 zFe5k|nJICNDY@KB-o=*>Nw(6TRZ;v0s!!lutSAc2yV?3zDr1s3a z$MpevAP1E8AbJ(%qDXDsK-n3unf(UP&>17FPF3&~ubjvMuRpVx{T062_+&bAgwQF!cgt>S~nG6xx@Xz*#sTC*8=e_8;i zn!d(hCh-n(cxHJWE*lP$_F)QomkEOY56p} zhh8iP#p~3i73!>j4pbGn1wWC9Z6D^r3*#vUA`-d3{0J-{B7vwtYui|GxR@%G38R>?L`Fp6Lp+v777kz zOpExe^~U({f02B_i3Qt-^WbaiIU;F8SQLukaM|u@V1WYFoXLRA*vMO&E3}agX!CIx z4a9u}0UVnUN0JDH(%F^})c^X*PT&_v7f(9jKw!bKqwJP79YI*nE@<)6hAw~wLK~qc zM2lw{Mu<%%eN*1*W%YQo2n1L+D6f_u_T+Ji8ueP;o4Z;Rk+nV*y98aFV;{6RCevz2 zYUBw&FKix}e$EYk*bj->tsUk9v~lFnJdoot>t63p3+-#<)(St$sZ(6^_Q9kNp!}(S zN2cXmqN9OuQ^^2`{S4&&b*hcUuz+;Yg(1_w;Y>OR|9Mf@B@+2;98Fxoz}>SK`S|>e zlDi@i;z!+y$!>Ialm~Sd(|9op_!0%qKql6Wz%gmzs7AL?{I>5m;LcO?xl1RAtLmw7 z45SJ){(lvRJl7C25-wgsFTxv5O0bmS@WvO;0W5vGpsI%QDKDS%e1Z;;%44grysc%% zw81k*9CAX^fT%Wzke+5Sd`|4;m8Qt#C~`=r%jg1#ON?+NDW~zns_DNcCdtYTz*$W2 zZjDH^3StErOZG010j59`P(u{4L^Ra19C^GBr*X}K&d;h;hoUO9GHk!&g!R36{GYHZ zY$lu{Gn9t8`W0?pT3o}dgU9m!{g=ukHOioWl6*eEtitv1xApQeKK=d83rE;#_r(8@ zTS-Y0QfI2l^Sk#!FSrZAAAd|d3T~K=NkaUjkAy)bj|qT2rN(p+NF{Ry7->V>?2;Af zg@!7_P#SHnz)1m$pHMhsDufl} zAL-zPVm?g<$Y{hlWkRG?F17Jk90gG*#0@N+_jTIuPT>^MM*?tdnlbrmx>=n6{=F4O zco>_)iXGwG;2PnpQiKaxH0d5WXNc@go9-x!C7xPa#Lp?uopKJSNMrEAPd4dTxd|?j z=AKbGfV`+WOcHCFf#bV5*Fy!i6LJII|C8~=?K2;fd=iwRw{{d3KD!W~FGUj`a$k9rdp10a_M9i|A-+_v!YfwpAm}w^U+m~3iGuUWY zo2oBuPc_3|&m>a*N*tOFJfKUJ8T>qoa^1cu87d{tAP}$vSu0nBDAVxpr5;mGnw!=amO}PiIh0B zlLV}s>{P9Hg`eDT7kUF!;Km)uE@ArpI;v}={Pf0n8XxmnG`)AxFa?+0atPQ zvGdy6XXjsrU-57ER}uD!XINeM&SSXdR%T#e7%OxcHfkqExp-0ym05nh*b34KBZpeU zaKTi|j(BWub{tcMuz}d0p`%>{NI1mvLKA1&ptORdl6~)FF4Gok7hhGVmsw;!ZoBJS zY|k3ndSaxHG2RuUh@;51vFYhppqT35@ZqCK#0Sz57#hx zqe?ZmB?I9(k#Y0fm;s4sF|V)1k-N&7LDrX10?dVQ{_$rJE}}9B@gF0M#k(jLfDi(8vwYC%8w1nX@=%BZ+%BV)+?$pH1qLx@WEV(Ylgv;D|WEi|a${e_fW~ z=?t${etr9Qj00xn`c>UORB5F~4hWf?xenJnFyi*$PsP{Ko}rqXDSCd{kr-d{)A~{> z6#+K&Fjho){$M=W7k!{kQl#QR@!&qm^^F13pxl&@1|Mz4EP=xZ-Y)$3)JOhmzdxBW z_C31+^bC>{+nmUi{qFLmT!r6e?7_suO^-uBVNyfO85J#KQe$f}l;8+k;D+8dM?DG) z07$G1VdKzP`xbM;);)WN*9yhlZnj%3Wu0yaR7-~Ukly4tJBr|}W*3jDJ~rj?eTr3+ zDrYdDGOCXSEP8+>6qDMU@E_!q5et(9YkR8kILj`iW&c%lh>I$wZ&$kdwuzN5iKnzq_I+vzqLZXc*-DfPC(51))NXhwbaw%{S_rjCY$5e7q! z*oYPSMSPh>aV`%|zx;cxh%I5>-jU#XA2aZk@n5M7jU`V^`>Ez?*mJQX#x~CJB}Yq94Z;mf1vK_mUDp|CRU{7EG{GOY1_i%@S(DVboL^I$7-6lhi$L3@cm__q$?bcs2c9ePw^9?3eA8ucuw zMd^KYQ5rtzn8XIgCQ0Z>I9^jt^&E%`%x_*L)Z#mt-zeF(TYRsxS07u@ePlm zQQ6Atki1B6b>j=~%4P}B?>D-CU*O-SJkYmuN4p#Ks@92YAne)+OS(pq=I{jWH(0A1 zzmQj90GLo3d>pweSd8li_Algi5i2ky5>#mx!cU=hDP#p;03AA?zrw1t)2-Diz<;jOlm>}pqZ<8_?j(7QNUnCw|+F86L2ytK%23# z^Ux-nPzyG!3~OJN6yRXhE>p%wPSvN$aQol6^v{XHH@0}A2}a;a6H{Eyl=d4r(KNyX zxR0IOdJlR23_XBZbJka~EYr*fMt!tlK8eUa=-t#yhLbntEd*i*sj)G5+>3*rKfH&9 zdnq^E1P!oy#7 z<)%^mUdUTiEu@t3?zkdHnbzbr4+p?zpQ8Rz`;$Gc0>uDx*Gmh)eFO`b|({*FR%4la}CeXxw8GQ_X zqtJWKVuG{iA6n_iRgj{RiV9?{^UuoIb7)FuV*9vM;m+F1G$|s?#z6=-htiV)$%=UC0i_5V_u5Yt;Z1Ggw{f?ZAl6qAM_t)T5Es2Yi$#H2`%|ka;sn<$}aZdDw+neELrp|yjAdR(adPDAmc)fpn!T%&Y zs=YcMKm$ym&UHAz9e=B#0wp{(VyUo&hW2N2A_7(w5R1ox6~!^FFZC7DpxkCe!dJN~ z@NZleZtHgCM_wN`v*jD(i{&$xRqVhJ4qLa7Pw6eD(p88%#YT&17ObFS*#BUR2Ku=L z6zBt7W#&g?@g#0!B8Jm&W~wx&Tk#aGo7K~272~oLh*S%t<$ShjTa!VZYWMK1wzOIr zFcjT<32AID#WUW$!E!?U&toL4a_K;EevOKyI&FG;B*fLcH zAev2+TjYU&la+eL;6C2kEh4yFIF}>_Db-U=gfg6p8MG&UCMhDFN$qR)O}}CAW(P!( zk8}>>s4Zk`yIZ16rT+|R$Q*n$vdhr7Q%JFpmc{+tR(5Sniv)aU2j$=w(F6w5SEs>G zDF(2+QW9<4qPj4ij;ehT1;y!mWZQSTg}v6HdV=_9XbRfL&R>6D4!X=4!<$J}X?>?x zkS1eA%n@VS+h^GVyDUF%Yn;ELQ{3<-(Zq+n{?5c1FPehzO=L(>8G13Tk+7w=Y_oDH zrE0_NQ4pSql^Vyx<%xT+bDhexu>tLguV~~*LeEPh$uZOF60JrgwhD;~sanIf>GRo%c#OzQON|eOl?w-^ri2%K$ z%JDs1TpU7B!Xbf?Sj#-n51CMoM~kxlV}zsIR>7&a5x$t>-p3fRRfxD*Rt*t}DY zJSl>nIMmZ@Z?L%e^z`&jM^;5S)f2`E#+)OY%jS%muj&aaNy06#2lB@svX}r%K(xOj z7h4g5A7k`Wnwo5&&vJHmoNft4*zd(#x`4+W%S3P)sgMu=*BHZ z0+79AiIl(fZ#l?|V`uB3}{yD(`?~RFhyE4J-gx!3FGl`HVKSHm}_35;q?HQmL#{aFdl|ztSS^x6m-n=o#`noQ;DKz7# z)$8?M!;p`PX3DT*TN&=W%6gWWaJ7+W0;?2G)V_Y_KaCp7gj_ z|J)x=Kh8sE&NfbbBs{qCZ}DNbypqjM;b zv^FoZ=kh`Jh}tj*+vI_Ah^zYkn)k(XLv;*&9bJ#a2;OYhsVtJ*5InD~nV83b;60OI zJPN!%Oi=5zj75U11f^&+okksFUmsw(QFkGkmcc!thD&eOVa2S?FfVU!y%bWiSRj3{ ztnk5U=6tnq#49sYg{%5Svs-A%p(a{l;HVMwC%lKK;AFa>e+Gn_6Mbe+*2W{yK zZJ$kI;ZLG{zl`LO{zQ<1o;pcpks#Lw^o0_jG;pC)%$?~wY>#;m{zJ`Ov2wZYld~u< zXfeRI2yS7;r{y!4cwzRu@8vTKWCDk}d7ol-1@ovbOiFJf`~KE-b)`#Z1|mxR<@e6| zYLJLfa>%BB-8yfv{ax^3nScH(S2T%^D79JV7qCSlT3JZMez%x2^^;0Vv7i{QP?K3_B&x7Ik3Wb_CX-f(0xbftY!KNHH1`$^jEx z^=MEz-W)MYV-l%47-qKAtLpZyoiuc7R>)9<8{kI&nCOWgm{^RibUyEjO!bJeiu$Ln z1+_tVkiG;Q-&vV^BL0&R7ujptfsqRH$Lw68*UOxao$#Lx2(99XgguiaHY2&?TF;;B zKwSxwuMm%Us5Y;Cr%T>AZ7yN(L_w2#(oC1Nz>Sw}m7J!%Xq^b_kMEkcHOcqWCo8V` zm|sCuEfz2Czv~YV7Ma#JhPfbF1-DZffv_ZDolqg7xRa`^4G)Que_C%#D$N){*1?&I zV7hvFl-!T&0Fgz(X=@`zZWx$clcnGr{Q!r6jekEDt5@ofO`~tD-GFj}9#Ni~;XY7i zSF9=Xoxb@kVxRmSd)W?hPbeQ zpH3M`C}d7R>KF$e83ARPYKa|QtzgDVDILw`?ZZ+kIi*dtop-7^Am4tM^HskqvB&z{ zkpxB|*{%MX`L_R^`^$;=`?T~; z+JXbXbBRMfbB0y;R?~F;X6zNv9LMOBhZMUIsSdT8sy`JDTRwv|INa0Xb8fpxPZa@2 zw9A{|1<01*Chh%RT0&^gOj-i!@KJ3Gq5D+$9c$qaF@h$dVj|`N)PCLmV zkxf16$?040-@n7yu;VH8)WTdQSgh=J{RX^ynJi54*|q(W@E{l6jyH-WJ6Gn|u9lBI z4n{ZUrjKQxPHru{qQCfg%pK6l)&9Yi1H$uO!)Of^4G;l=QlAN^%eZp3zT%2KLxD)( z(oSj0tVTJzMB&z>DUsHbKG2?zTqCA)nOgNCHX=!`T_S!_*sPKxk5{+8X&@;u5_GQU zj&V;$kAnZV0Y9aI(3w~({4SZFH$TR!1#YD_E7oih-F!YhN%yLoL(T~=Y&0Vn`CMq~E06sR7g`5XkrO{zh~GtZ3~BTqy> z2V-6m$xtZeFU&&uSmsfzux7Sh?+m!@@OBQ_z1+#A)3WlQDB6Xfo+EVVPuPMYPWK!_ z+y-dF&;muXeYy~ed7ZK%ev}$vcmZ=gWHp~}~$MKRxT((gO+uk^RSyBcDte z#u5tMp<@vu!j?ylA%+(*nSW}XV45;Fv6_~WEJt^c9e=--E|zkx3Mr!dJ59w;1OyYk zsSGQ<;~wb9zB{Ny{b4xE6qn7(b&#EJW2-svQ}6YPUghh!X^J8SJ2!c`oLaqQ6*)_F zS_5F`lEjxqZq6DTU)~5r2^Kw(IJ+Gdy;Ht=*d?85UmAlJYN>>@?M^N1VN4NG_O@85 zaVdz#Zc$L;U{?ERWAk#pcUA*?2BR$QXp5H>8sYccSq3lO9UFMKMLtX5A%410gqGP9 z>F#awyIel5xury_ECpf@Ha4$b=G%TL&ntV;yq0jMdQ{+^_FVpQT9!(K76uEGtfK{q zj!prhL>ZGBF^rVMx10B1S>?2s?L{^pzT;ty_-Di%@>Aewy-c7vO!RJt6^p>L4)7`1 zdK$3qu0Pmv59nPMXRStQ(h?>gL+mSthkkG_4xUtbbmBuj3SYlk^H=+%TEY!Cvnq?- z13NJ)quKzsTi%rOX_p(6#xLoxmmZS>S$&NoP~KCl!RXYqGxSG97AtoDJwqL@TM+P+ z=kPYTMl!a5)vc(Lrpq>Yf=I;`wfBl5C88>@kX9eEQluc`K`m*&P-^ z3a7>`BC%9Q!EdNa_+@}#RJAcaU_GvmQ*?7>Dyb*|O%8J_b${zj|2A03GDKItKQnI- zna|*lc^&6<=+ZQ!BCkqI7AF_!(QUzD)OCbQ?2jNXzX+qV zRgdVY8(YrMJ$)}BwzPrAJ4g`73WW)~;Lb4R#!Lfct6Auintl7=W53FgZEEIZ)q9Wr z#Cen;em+Mt?TJk)nQV*QQRsh)Dck!pR)|cF7t-l z@(*9kP|v`*XM2k2Pi!N*^mm7;U^*1D=5&=C{BX=7gA;h_^(@uSPPSY0fP)8QqBHgdi6s+1uV3F}wN>cT>PtK2OATo+#d!wi&@<&Mg)+N$}0A!Y|Sl zB+vn)E?tXXrE3z1)jS!dm~&F$u+-n_U8HIp?(s4qI-Rt0NwrTrA8lXi50J`>l+mE$&+_!*ymF(5f zno;`KHt4WNPk$l_2Pg=_c1M^JYWQGN6S7_1nv;FhlL_EMs)o|_%TMy+dJ4J`RsHK6 zN-}2}*^bn0|1mfEe^~|5eM6W3 zN2M{vge}f3Ojc9#Ru~K}Bgnd1CVnI$ebUCtpbBTamfIfo66Yb*%%EC}8YjLlSt?|K z`MawTBTO(%f`% zoR8`b@ZF}?!!HOD`(})G`;gG!{3cd1pB#A1YMYN~tN+w_X~C*ruFjHo$Hz!v71QRn zz#opvH;)Tvis_yFDR`vVJh}%-E5vOX$#usF;kj`ZCm&EGY%wc-m95Ms+x3%;OlMzQ zZOcqB`0m822Uj8)>fk-PM<1Vc>b0!EL}SQ)s=1)3^pEyK>vj z)ahlFahqj;fI?;bdWVFu7~9>5%!Tk+#RoOeMh?JunnA|LDADX-*@5`r@!O!>ogm) zo2G*t+pT*4^7GmtIVlOYU_V0g=qCVmg@`VT*}Oe-g|cj_l48)n$zU5DSqX!o*-WaUPbJLqCVktSGCXZwZcg4{b-y9v-a@#4&gga zBc(D70wNkLBym8|&YntPNBE`c!|y2Vp!+l&yM~^4sr4i%+I%LlAP+F46Ow7D_esJj zVSB7N>)L+qtBy*E2a>!3bhcD54-k8;zgd*oRK1hGO{@W#iYm4!3f2k!`m1-d0TMpD ztrf8w6r|hV9~Z!i^Nxt|(aJjwYyqlgw5oubLgG>P4*VY$q6!So8Xf3PyW$gV#=7N7 zm8hbmh1_h6Ob8R7o_SQ~EQ>ThG`eJ$iURRc%h3rB6jz|GVgchJ=IhcBU-AhNO9r?Y zxOsIwF&n%b!V$@S>tSj%uZX5+Py0z*i?J$eda76ehnyGd0X2+ne0!2c$C{Y-=Sy*= zg-XV&V77+!%s`^we3M$UANITVHNkaP$yhLMjYuCH9%LnRbJ_vq>2e1CwAUt z`OXQgh`P`R)(8P)8Tr6=^ilQFU;F0{pQrLda^K>dKLBdG-^S9&_NFv^LV& zVjpqpdWiyV@UdHxvg~Lbkd2AbA%E00C;@OFSD2}S>v!5DMqI@g%1^8@(Ss{$sUG!8 zcN&N&D${G*HLJSmF#69Rc?bg8gU(iH9ueR>61arKwjW+sXYhIGlBKR{NVxe(9=xv5eWsos(%HCG>O$OLr;I5- zg*S)zjwNwF8W4Jdm14t0h+_|=qwlU`sjMG$FOW{7SBp*|SWuRL4EtFVHu9&NY!ExZ z0@=%A?9$yPnPF#u9~~R;7(sUFOk=2inK4}B~xlq@PdW=uCD=IHtvHFQ6c)tl~pE0>yHPjRnKqA|B(*ob<}`PCyF!e$#X1 zg#Nj6#ZX~!BKy-9YQPXk zAPjz+d8nt}73(cUnqGpL)LtCM@5Yos@*eQl@PB)efqD@!T)tnPaDeI?6CK2q=HwI@onDUz`*d*w=(o zp>EC!wmD5jL`~>(;OeSo1V9FKFCFjPD&knC=5r`4*+=G35*@`T5AB==#?Ht2dp*xY z-p?8%C5E=jD7LFo{K|$giy;2rytJ+DI-vOm@a<+bFNCI1{NXiQ&w%?03X!o%$&9iH zU}kP73=A!R5|oXb$F>@~*iR(gi^ld?QVMHvnsx)@;?mMg*;+hV=KL1^nj|u^J-dQ^ zw(&J!6~MStF~Q&0cK)K}-B^o|w$Y$%x=4StGzzALyopqYo}*UJrR2eJqvKuEY5I~J z{`UucgN*#jquL#LDQ!}2@mG1hL&9ZChKeIbKKecrmpmv4?*t=34BLt^adcle1g`(D zSl1M7;3)f6Cpa%!WaX^zY(2p5lH*WP*EhO0V30g1^p*88-D|{!A-HAno_0vtoIrlAN zvoQYtM=PU8f-z)ta@2VPgtUKtNo;G7|FpYSeP~E{KU&GUWM$(c^&X-Cjd@hdzq zT6m>l=IJ9+apCLIaRRhA9p4G+Y>nXNrbYup0lPC`R6o-0RJsl1Su=0vbz zh1@Y}uf7tIzwMgf3Y6F@LxqK@Iii|Q(xvnKP#c7ysJq$ED|P*~b~kVV3_-?Ea*i6p z@lZ}i2tS@Zbc0KcQB7I-x#P;~BoKi*t)Jb5ANIcLccBp9Jm+1#{V$o$?oro~d_Ho; ztEdF8+#q}_8cET0F()d@$|Yo*o?wmzdc;ZfB;u_XbP2!meZr%7h0zb_(_bdiEo%$B zk*w~};8q z-aQz_?D+aoodu2FsEHNpG*sfm8skpLY64tO5DSxV9Bl_1zW}dZnOoxiRm6!rHW57* z&X^u;-V{FALjvw+4#_pDpyktjY$4u=T%~|F@E#12Z=J^+Qv{cnw$S~H7+}*2E#&Cp z5(T8h56H7POx?|#Amupvc$Rzev)$o(e3g%>5*j3@)?5mkZ?sO#vdsj12u0xU;Y+Ds z(MZnR+We1)L~7tSzI)(@B>TQFm#bBO#z+5|Us?Ix7J{zm;1B~OG7I=9&&dm0?!LdG zdOC_$?$gSlF=YxnWugk^ldIYl6a=N45$`dzFO;s+hgIjm|0iagJNB{0H^T-j5F|k4 zSKq92I%EzpAxSWq5uL~(z4i?(L>kTKmYBb6i zJtX-5?vQ?AO1sPy&50iXF1>#vJCgEygvuzP&Xl1&?8Y&YjZwN>3n3_B;U|b9(%SVh z;bAh!E^opUQSVo1;X){cb-~T0X02m9XJgM4FwR*`2|~@h$p43obq${T)gR!0u?a0Q z7w^3#E!{O}&o!h%XFKuDFkSeY`D9uc&omSa+txKdrL+P8RU zy=cuI)O;LoT1(S8r1J=+SwI9aEAmd1eeRF2%Acg_oP3ILrbPBraCTB1?G_FluZb_P z*mFop3?X6n+DOtG&M`G-o9{VYX%EZ;xK>bH~8EIU!TA@kxx5;2RHaNz#R|zwR zKJgZ>tvRTgRe&PRX-UgkLtgzRF>o9B1j8gwRA1#S!eoJe>mk;C!)E$U1-xi81EC31 zv1NEIW}M{p(m~vN)L;*8IKQX zkU-feq=F8ak3@g6L2ZL%$bDv7wUkIi`Y4ZC$H{lCTxwz5l+34?-iji~BAAr;UJE9b zA~g3~9;-k&^35@@)^nZ8vF>hNrdVINomRG3^-Vq}d>18pgJcfkp`wbOUlu%2%Nxqf z0=+0Bo2{~YoPfCNF`kU733FBf=?I>>=F(~q#wX~@7&emYg1V#kMWomK+O{nvZ+1jh z%`n>?J*nO8gSz%SDuzJG-bc<4ANbkrkp9b=F0KV*(eWy(h7B;%mTiLJ6nD5nHI&=( zjN0B{?ZGI%)NX<+sw1JS1TUyI_E)49G1EOKu44aI`!->_+K|hOlmWNvJOv@B@G*4XQw!G3wq$HInv%va-`snM?lMsM=^c7#`;3O>T&toLC78kO7MXyL+> z67S{cyQtSqp`w-hi~toFf>68!;8Q7y5;R3${-}KRB5W6jwCHTYA=~W#C&sC{WOfM9 zf(E~xEVX1W&wq-8&I6+1#&X0NYv{NpE_O87-|H?pk2a(;h?23Gwk}qaopvB=U>J38 zrAOl3g+rF_!1Lz6M9SlsY+!hysr~FjA}#BfN7z<&^i>HYR>f)0Jmh z(DmOa2N`HMN{T6KEw|Z}f>$|Y_5n3I|MnNh=*s(|UN84I+q_+o9A~-38(vI%H&h5b zbV*eXg^T>1?cJ|#Jq78@pjyQ=i2Qb!t0t-@T#7EBapwX{F4GW5bx@Mp~4XUP6~ zB|&b%Z7Kl02ltVfsc29j*Db=%W6=Sd&({y`X=?nd3TzS5npnEPvF>t_gUi9A+YMl` zSt(b)_~5D2tMY_2{C?sgURLBmH@oiv`4D!)Wmg~n8Y)_!g$HNtVpOjJC~bjfP~lXm z&mF<2xIb3aCGZdO4q2`GAzZ-?#u?BYR zB*zH=;MYq%ex5TP&t+=^3FGJWzYQAKUtt;hq>Xk_o$8W7m^*NkiQGl%SIub=B$X^4 ze>;3LZGUv`;Z6dsx0Wmc!!Y*89Z~Z| zP({pVattSBOvq7uc8WB3(8!eq0?RD8N^hpgFn0WP^fW}LQ{e5%I@V)UQ?y>CM?746 zlwbu*{ncqxrn&8hy$kMhmj_(=o|jO>+dJg^TKA4LtzGxNce#XpC&|cVK6q;-GdcJW zOPcKZ2ZM+vd9yb^J+*PqMl#^K(l2W^iGi|t?_Z4ham_0t6olVPFq(< zXB~pZY&4BR0MMt4wkI?-9JnhFtaE8s$R|-3ve`K7M`2VZ!$fxl{Erh7 zz*O{#1LGjFgCu0kk3$5j{DD3BMZnpyg)-wXS??p9G1jnEUk5XtH8OwzD>lr%I@3uH zZlFYuU{Ju4nD=9RhmNd^l+~;=Y4@@D%sfV7I^U5y#`Xt`u!D&H!ui{A+w~mf5ID;v zakM28R5%qQ7+h}LN~bV%d&}2?CF^NWU?YlcQuhQv~>161RD5mELepVume|k8zp4Oyd_$jUL_2WJ(*U7R9LfAf?(t5$E& zSVD@MzN)4cC@yb6UI^oET2}rFB9|CCe=xi$cTF|s+JKIUY%#14;q&M+GUr;WDXd@$idKO zJXwnSDtOx2HNsP0V`N~-fLK26o?`XFhc@d%x^L}ZhLjplaEJIqlacsxn-n3jFTlS< zFO-@@>4Lr{&U8Wy%_<?gAmW0j3$OSHcq3&ZfxAqh0kobta2)2kU+ao-#XX%Q%U zMd?PPn|dt~aa5prmD&n!O9EjF+;cxkP|1J2J#;2-dqgE<=IAIT@2K%d0{SCYOhjl)J; z31aKHEO-OEy`j=wF;10mA(VH9UwAgQ@!AQkJqCQ+HV2Z(^TC@wQ!d#&QUj$OG6^}0 z8!Gi8P7{|etK;Tgj8?0^LB=KmLp2fHx%95<{a<(liK}Uja~X|dGRM%R=+XM+%_mnZ zngIc@3K6tvIiG@Djr%TvsS(qO6);(FBMN8El7#gRCxKk};}a-yOD@1n>AP>_DLtdx z!GA&UEF3vFDwAn<;-9@#Uh*oP&XYXMcXN{k&F%N1LfwJ(>zJD;3lmhA=IF0i_|mSD zH7>^_SVON6fVap%L*{V&0LbGIvVD9kBav>CjKIeRbSE?Mj->adsD@MNCBR!*>$p@0 zne*EJ|4ExGyK<{|oc{KTdcDT0m?X}vNq0%SKwNwGt+iSvT0C~&RF|}J`yP41a3YHfSCh>1w0>HPUb4Dx{_=tO)a-n zs(%*l^X6oT(?(90zU2AaO^(5ne%b!ik9rwd3!zZ{=WieBzd+LjEC!jXom@BQpfMIw zD`Z87%F@sb6{N`Xwpf58O*VTEegDWmfZ~g_IPFLUWz_1AM2lwO6)}&c`+U^NZj6nZ z{E|)7d=NKR^Mc|E@bETBsFz{E%o6nW8`jPYb{A9IOZC2w43Ng=;^4@|x)KnC5vRe; zwl@-=L|2c_w9@lYD5ekASl@04WM^)vN+DQHacnNDkmPc5J8qIHITD;jDdRp?=;!E> zKJRhkK2IeVfl<;o@Y>IODM2PD1Hg&DjrD2TVo6ehCprTjd~AEpR{(1S0vGxR$Bw)` z+1kRlwlk>t;Xa+gXRqvVUO=l440ASai>Ssyr#R$BWt8l|9kR z#n7h6n{&n6hi8-?%Hoht;`{)j7~`idO7EihJ5uNOOay*FTCt|nVDeiM0hrKc*Z;II zCz)QO9`?c&KWlQ<`1L#z<_!D2KRKUsu1RH1!6hFgg4x-uMoGMat2RLVd!-wP9z^k~ zujyJiJ^pJhiSWH2&4L!;X66-g4^DJJcZ*YuJW|VnyKVkb|^;b%1GvH&{r4R%~cbE+nG9ii0VK7|YSQgq70>D@vgY z*i&_oEJ8a9P|XnP|KOghFeQ+o1JoRwaFs*j4bUfDij|MMCek$V8FzE8!=tOX756RX z$}aNw)EAZ$0rl>!MgkhvieF#c<_s)m+UKM;?L+^@1d!VWfFvF9)q+czPA!m!oK^8; z3o3@}3mCAFm*q@y`dq}#3pe^7#Kckeup4kszU*#5sD(H@lV{Xa!zy1#V-WGeeNk)_ zA#N8~NsjlDn~Ip`_GbCe5*`~6jIT)ZZW(i(!>4ZNS^tqOP~}L+X^*}h&)9&??Rs`e z;)inM+*G{(qqsWbP15vUZWm;YuKzUMa1jTdaSn`t434&_I0r3mQf%nPxBc@P zC74)EQRQ0aR;7?9bTO+r$EZ=R1p~S|YZ%O)9N zWugZ8#3;3{esLVr;2^}qh=`cQfsw6UdneP%H-PG2suLf`zgUKI?>k~;QZKkwYzdOo zi}A6sUXupjCWHiQi|JBCGCseWNfl#KIV6ik-rA9rAobiTc=OslmtnBmqKsmd5$wq& zI(DjUC=swVZOc{Vv!LCAv{f6t@WB3NEvNWVojZaM1%kH+qj=tJ_tD8g3-vR|ckC`m zW9Dr}yyKj%kMi+=%29Xz*PXx8r%Cml5Y8$hsO!SJt^QG#cgshM-(4jo`0nV(>MZfW z*0c6U-m}c3s2hpddq9HKI0%8PHAg+#$~vBa^tZMg3rt5$*^&KFPGf=wifvXbu!uu0HPLDBfa zDcz#U3-DcbTr(y`%vLMwH4Ll_wm7j$b>%UpQY|M&_3OzHX`E#6j+MzFx^OB;@w5zK z%gNZ$qKa(Qjsc8)*>|KzzoyT*AjEiKyuLc~B(A7GLp4vaH+kgHzFxMxu(V&`;J zPl$_c^I;7ChN1jF>6HkNo^K)C|FNJurv@M;#MvqT=un&15lp#LRWPamM(+9}%)k`Q z|Eeew){=saAaD6xIvL;ps}BLV#>ImOCa~|>`w%av!y=mbA3N<}*4UmKv97Z6N2mq^ zVEj~yR+wFh<9JpB0jJ8LnRKmeHP}>h2hj==s3EEiV-+wGk!Z(g0T5s#-h~<%yRxaL z^DeKTDje^(Gxnj?x3t1APXc&7bU|>= zGjw&E=!>?2u1J^pmOPRz4YFl!Eh935dvEHcQ2IUoh^Jc?qV%v5`V5}md|N2Mv$F>P zaA^J8&&+i`)DPdWXh3Ys5?Rw>BzZIsr@e{O3s>0SN+HJW#+BG?ek}h|1Ui zT%qPBmLx?Z38$SVmb{vZ(71GqE{S8ihR5F&`)mEzbNmKQ#s3$|l%3JtG^p%gkShLAMZjT~^bdnj7&w zmuMAeWW+--VKNlV8{{e}t4GH=dPcj}Q;aBO7)+@O)*OVD4CwL#59j$Jr(W4mB6+nM z`Z*mC|1AnAO4uL0)q9&;GLl!S7FScfA-VDPrwWm3x}K1Wi27l1fN4bN!v}OtcJQjfB*rg0eFXIFNZo5sxL>|zT}))YB#Nxt1k`LsKryPR){`RzRYRZa^TQC zi6cT-+h;jdhh86q2Wic$KCh4DPc-i082hD9zjp*Vd`c(j5UD@%AzG@IW-V-!6y}XU zC%CjA{%Ca~^U?#4K;d%&UD|1yabEjaN0*koG(fNDR}uHW(&|-w$Fcaf)|hcE{p#~K8oU2 zRy>kvo^)FIV7D!X*KfjLj*3?-`+^L(A->@))hIi9;M*Pd@zyCbHRP;r*Wh(=6PLL_ zL{uwKgsA1r69-SURkd$G#-hVgr9{L2Ob z@$8WZ3g)SrFIFW~Aja#FNg@V$@=WxPVf`ejX2m`dY$+R~2DO-f87yUKOtHS`@j|Sp zChew6ND>oS%EyP@aKnB>1&HB1dv#Iv)X}XkE}Qi2XJV~Y&@W?K>^$D7>85|7d%?Ri zOc5gS&2(ji3q2GX;)wSj9BTos*vn@6XuM{H4l}?&hh6)$UHFXQm;HN7#st#=t_OORWCFAhuV4UIvwGQ2;Qrf&y7p-ru%Rp(@87J_XfQ zFX8zyWG(Ljdaq2zLvJ;Nqo7u*i9R^DVyeo2|Gpug_6U+Kh$}x{c+BSVuO`lWj>;p`h=zUvwtF3J7UkK&sXP!zuq80)N{8G6*9L0#L z0J9K{K6$EIo1h~+>c`~!#}nJlT56_$$M+vwHx0a>;p1lobc6XG2Nu*v6!iukkbm4# z`3k3C5Wqm;$w0wG<ysB!;hvD1c5V=;9Xctg868O&A5Hz~wF(TDKK+_d>IUZ2O8 z@Uj}h%oyZ`%{pT@4&b$tjBJ2F*7Fl#o}kc)2v>9V;4nM*A;2-Bn5!h9Kn%CLNaE0iw8`gwhlD^bE|pSO-Vb%o z^;A6M(SWI+c_qiKu`BM2ht<~B&3Y>N+^7#+I~NrTIuF*ldU2JO#m17qdt-k_ibnKI zf@#q~&C!6Q!O}#m{qaN-X9oIwYM^FM33IeYXh(cKglcFRJGP7owrfMM4U9uo+aMLpU)Or)M1t^f7Dl& zItS_w^^+e>Cy0JuV)i;7dERp2@+T?XW=gQE5SBM7l)eHu*eOOz~W5fUT_0~Kb`&BA&A=H+<;u{oB zol!>ike{s#ZSawYjl=MYw-8U+p+IRsYrEusy3^ybSWLecUv47HY>u`40Ew)U=to&g zYoqm%`Oy%0j%Nc6bsky-G4De5!V)iGcvucxtSl|(o`(V9G@Q>jY*qcB(73`K9p#Zfj6b;8ROC!b{0WTbW$kDYkf=0jpq=P#+s_c z!p$rGn7i?lO~6w40KJm=?;JGi1XNHUnvz)Y0i31vc!H5hviwDE#6s`1YF+v<59hI?XVqsU_5Rv z#+8oGZ}i@p*NUq^P&L~2;HvjjPMK5$BULsAJXgnD^mXsRF;aRw+1!CL!nF-onU`__ z?O*)5-);!`Gx&L&oiMpP;BE-PrFcoMf{*H?MZAsr2UbI$%`6Ut8P-qR=3OGP{#6Sl zzYPqlTRYag+U$C0NJ?WhMnk;YR%OI0(Lwhmf6m~J12nm=viB|8i=;N`Q+XPb;e%h> z^<^zjcK^E4=QunQHW_wyGI48sdVXN=;5yQ~-OT64S_+R%z4{B22X8xOX|(+pyC14D zyR!Mh=7)UFab1D5gs{4wV%3-~YkO-mGB8GgG2k0JZ74M!%tmr!8KL}#)b1}NAd9&L zEAq2qsjXu<0BD>&ADg-=82`M;a=>zI{+7{aw$C(w2l&_GK!j+Lmeo2&!EW;lNif2P z=UgH*kC~tk^g}UDY0= zcMm*1G;D5l*|1fxK#gcse1rmJjPPQapy*>EByhyJt=Y;q(^O!Q`QHR=<4ieRr44tV zctJ&%d7wkB&E!VAdtu>Y`{<^eDVx-`Yu zn%nBpo)50Z6`V4%g`g_oTUFZ4FG=CR{Vf1LK)}DK;=Ttap^ka#d5BFo>U8M^xPH^s zCMET7i%cb%_Ln2uVLx^mJ&!{_NL#I2Sy(p9!?!fk^>)@e#>KqH`| zpOt>m5NB6&7RmR5VSZ%UNL(X4y=FIL1q&z_DcOK0 z$p%F&1j}HwfmIQ&4c2-dLL@gE+y(|ceuggj-n`(&1c+Cx31y*a=BG{(f#Piv_=`Y! zXfl$1*Ph}krqCX5xQ-~W6dTKB#W-XJcdVg$T)J2)>1?AzX4{yZxvUBdM?*F35!w>4TovTgt#S?SOcU}I4! z9*nepSi%F6fcY?Aj(i&8-uElpb85K_2LnIAZyTg*3-AElD}O%hJD39cpl(h z2;eWL99ViBT;Idp?w#jBVb2-XU zzdON2b6pF~WQ$CtQV2b$oV#MJ-x}#}T?c;}P*`$7H!*AVrML5W>~2mNs!TA5%NbnM z%T39n%^grXH-E7t&t5(op0PVtkib?|R=wQ(Wt$m!1-5M9xW(9vKoPX#hVwp}(pP)H zh)EbTKdr4|2eTw+KK79}0~`VDk3&2}kAW= zG;?px>|y!9lZ^;0k*P;wgqgAcymykqdX}pj6|cu$#P6S{NdV_GQamwTwbt1kp?0h)L_vJQ<9b@x@xyJ(d5C8#X5G3H?gj5`DoD#NO!fQkr z;$vSkga&MiYF`5D*z9`I8&i@sHgC*`Qa#CuP#(jj2382SAp0mXyGBNPTVYAwNBf%3ZuQaR}XK1`HTe{MRO{{SVnJrsI$?{Ny$!Vj8}e zlO|mEfAJ4T`;$_RKmOV&bS%mFS1GnUzx8`;tie7(E`R?3*41k%f1~c{1D#seK6LJM z&n@1e)@_H4yNOGOl1a}P5yCGzMvShLhS0ObDMnUinaYP0M$n{}r_yesz+No-ViiD8Dq2cX;M z@wiQm?f9#s0ubOCf%Q~@47k)tyU^a^=K3|3nb8VKv>cv`G9x-b6xx(^5Zq9a9K(1S zE>K-3ZB8aI31qFg7d-W6wCU0~>#=b$0()Z?Yf4K`j-JP6+!X0Xu1E#CoR4@%=+?bb z9A7Dk+kj?+G{t72k1aFOS45{!agJkrk3|&oq)8EP7X;twnxbKmQn8vP(D)nyDQ#Q*nK_AsI zylzD!>ygSLGTNo&TK)Wq_F;DRueGs=T>m8^;acRZUD|4C4YKVjbSX*FyY=_quH27P zLyv1nmT>RdV~sSS0K4ZjeV8s3G>-**y5P>!G-ia}Vq?);L!KLoc^8Kn?l_{VF;2%H zhHK<_bAehTXmv9XDdPCLGfwYHG{<1V_JOa;UR0c12p}GzWa>dbj17$0n-dfj+n>~s z@fZlb;Ry_c|15<_ebpsht`*1?@{Vq0h2Vh^AisGg4(9yhj;-egxgaw;x|XH2Z*xRgf|0MzGH_ zfK3Jzg`yayLMYjm8VD&2>#Z&WTgQ$jOW>4x2O9t<&3LcT)!=d4ry=Mf6n(b>FF}0w z3$;$(dS#2phQX^nTV=1n=~(0LX_2pY2>Uc$vcSra$sK`kpP{66vV!`8Y{Z&4Lj!1m?L z@f)<^hJz&!(RL(=fr=-$GO%l<&N7#A9B%KFU3U#o_aF4T6AlisUie=9B=X)bt~ z%2f3|z54q`_eR2R@Iz^G>o4aa_YF{mP|Jnrr900QfON#DUTI4v{oZ2yN0@i7u9PS&~V`14n#RL{*6X(mT0I*cwctFe={F-nszMtS)r^Du(6OhF zy&k%ch0e40@9ypGtN9oC7+UUv5bW#giGg!w7kUfh>wNT`m?e(Y`O10|J~t-KZj;yI^g)WFdZAaZ zAzp%bm6^Xk{M_Qfepu3A*?lcE8q_jb1pZp;j!qugeBbepzO$vU^nqEWu{>l&lmiWj zzq^CRVcX`~qPsVQC}_erWo=dWM;o)bjqEKby!Lc|t@KoB`AY*YmBEI(DL{+NGzc)RTHi@qA2^wwOrmsi!5h`b&9 zjhF)F$iuC1Pp3OPHW0E|7?NZiAqMI*0jF`NnR z=fc5VqnU7_H0O5Nvwcutko&gTHaSHnhAvmlWReKheq9QLmtsRPTOVB@7!k#^nzY7T z$oaws0*4X~GjXnl#4w#=Dj4z_%ip-VR@|072?(F7<5)kIcTqlPWw63@)zKhCYJ1q6 zD8>Ih6foNBZD>v(Zwp->+TcAllD2iQTb-@MU2J3iXznEb^+lh-ZAM!hTr=a&72UDw zF>#*V(JU|AbrY6CP5roHO){`0+pR?d0UMS}%^Pb-UlH1JDJE7{C7pi`YetY^)RTi< zFRzPeB{#oBMxH_#s?sA-KjAnpB%!^=R#ue!OF zn84@~PV~oQayxb60@S6h5|ZZAeAOO+r!f2UUU@%JCr}ML^B|pu6G5oa{TcBP1^Hs_ zdDyTREW{TH8lZarIM>}Xs4YT*oOxoyXnEN)CIAwlj9|es*rr%xc2VN-{^AW2gg!4o>qSjNj$`Ave`Yq=g32cL8_ZTSc@oG8ON%*L3f#ki zCgzwYA!|VmR;0_Dpq;rb2b6um*^yqsP(f zX|kbWbx<@{LH-tv@MV-wO^Mv;=j#~q&vFukGcF-e?uVxm7Rj0$Z22{+cq#Q(+^EyL z&(H*BgP33Ee?Wj1Ak4T0ApYXxko<9G^9z3Wu{%+6HLhSV;79dNnh&}8je-?^0TgmtCn%yJzav4-E;#3W zuxntaR4ShNL+{m_a1Iy|s_3@b%1w(OMqVhce5t%TdOt%X<-+pg(d&&cSHx*qh9>5D zn0i!Ckw_PjJrwR*<0-*f8D9LzNQtBF6$tgiFTrWs^zE4rAwFylCzsu3d!&*Lq2*6i!)$*vD8e0h*ok z7n#%bc^na!MV1& zI8)=)V}K5!*7oTxg;os26Si_C4wRj#A?A2&=%?BOK5D4axQODM(}e?b#7dB3{THE5P0)zLHqf*?lPd71uc=AkyN;n-L=Y1?}Ab#1T&KmNAN)*@=46gyWMF3)VTRni917Z7!bw zQszkTZiR#8sDROBhZ;AS`d$s2Zim~|8kQ0S*-uuql@xT*$7iL8t>l)jOXSzmtPXW$ z-djGM%he>{YzQ2 z;AAmEU2AgR84y5*AYoK@rtA@|CZquW}G#n;f>8SqhMvw8>jkCCqZ1%EYC1{#zi6V3; zP$kX6;gb4lRb~s>q4)qu?7alppLNu)A+$(;v;Le0q7%?YeK+#a*@zq+yB78x{Uq<+ zxsg{+WOO9d^uSPg*B1e6^5LOCo z`R29r@R-Kp(gL^d_^t6E)c87P8&P5ALf9cPzP<%rX$yIrB=cQCXXqdBZQ~wg_sx)tpW70twh?Z?x&EnWg?5 zUKU#PZe6*Y-`T*wR#+;X4L>&^A^Fzf7Y8j1D_km~!8$@|?zq>>H#1;~*~0(}&`g48 zUD;km_?S{RNKb0ePIly$dcKY3ma)Js5e_MuLOmu3moET0vlqQ%sekf1JBb>{L!icd z!xdzFitS2ouL}lZ#jxm(1nbqa>b3t$3 zGR z$RN}`Tl2LbaPvF9UHnM2rhi(()>A%9yUf;I_(3lXY7RDEnjszd2zQDp?*!8x4!L{Q zmT!{RgI|tmLLSm&E_kI+fF9FB5{q>4%?x&ne7gYZ1g=}vtP7q2w1v3`e!7Ho|3J~O z@!Z{}<=DUIvA_CPoOCgdSC_8sW6$ypkACax{U1$iVqTV07Og}Iuy|60&JH-yyYlwm zLyY~M-kYe8iT~2J2`{hvsq@z;_M46o23hKD^S`nw)Ykk+?%*lWq%9x_Q43i~`{@KS z6h7)Me=y1gOdDf_FK{10fL#tJ)Aqhz;x@~-d-qV@CC6z`wq*v3Th2(c<(pcHnxp_a z`yPLkd?LBS7j(ZJK_2?RV0kmMv&%30ZfZVNP8ld`9Ebo!dAl;nBkxuvu~Lyzsy)!q zpQa5;#5K*X*rH^(vMOag;mV$?V7|vm@mpKcq^P_gJ){n!YDN3wbOd5R95F)q7JbN0 z)@ygApg!-&Q$hrA?$m(Zs zI&6YSpBpKK&Su>s8Ihs0MmtbaWhsMs#h=ssVh`;SKn{U%84cjuR*7FWU09WB9{i!?X7`pX8XZ0IUKTP5-H7<69 zfS~PNlOe9!X#SG}iDcLVr>0UfkNJ!b0o^~2;+N6EJq9(?I8;-K#Aa`CWGv>OuM(;P zb&SD31yAIFl5V$d11G;xlnJs8f0Si0%Dr)$ub%FR{zbiMlu2yU>LlvCA3(%~T9p5kgyUsaq1K$N9p8ORHH(Zzs8n>{7{;z+k!D?iZ|kxry`RyK zSDb=2P3`n|knSdY?{H40&~tQNb7652Td2=@Fvx#f8rcD3Ic#^%I$*|5 zDPA(7Ep_%W`j@Z4?J|kl=T=;cn7;v?nAXJLn#Syw)!rDG)y)cgG^PO`d^$4OH)}Jx zpbpYSs^HtVE}m#S*)$J%HZ?MNUgziO#dWTOye|lqSQ@(mCb&frwVEaGeWl_NPSKkm zo>lXe7Amj;XECSiR(!XRdeTsQkSI0xRQn%ZL)IyI)JT=)YXrFbcNLBNY}rT`?_+`F zX=(w0p|9CJ+9?2ahJdwcYc83!FQ5YXyB z`BbS45HS?&N!A}p;j2=uVp~4r9n|)7TMb8NryQUluR?rl_(99;r#H|K7Ro&hoVP~e zdV<375O|s!&i;QZn7|A4iwlJ^vEZYMzi%ftf#mJxMuB42NK*JKb(4RU2VKp78ODLtcFZxgv z#PaS67x7A9awa`2G6q$JjZW0_xl?uZ1K@>08f+xX>z?h5}H!s zo62n2lHa7saKuN=EYp#|*a-k&B&hS*u4b=J)Z!?qi=PdZ)(2%{&mUuESJe7o#@L~U zS~-QYoM=B*(7p#a6cq5cx^xw~0s@9YPMw`DS(=ikK4Y*AGNhZ`wH-x&d}W}0@agOx z>pZt>g?1Dc=gN8O3k*F%_vetnp!`4|GwF^>fn^6SzgOC|Jr!;w*?e}2+*g$pqLRCC zPT%@Ljvp}qps_sh6buhSHdTST2>57U+A?VIV&VFJkd-z2eg2g|)iks(4E{IAc)^w-j2fnWiQE+|W zSRpcgvT9(nBB)uP9{h4}1X|Hb({9=MZ`1K-Ca;T859(wCvydzfEGkOjR#|s4CTbB9 zPTI@RMv)@=&)q&Q7R{ZZU`CO)l24kZQ{a6El*f^W8-Zb>7{XJbh7hF(e zPNYAcVwi1%SCYRev`Q#7zU=?2Adkohqk#l&3FFa5a%LR?e)N8szrXz#97@(!)pp8Ge_y@8=43bX(&?-`=L+*m=mC|e zfPUl@-`y`4m&+$copMknPH)+qQt3s-)( zMc4@OK!C567o5WJ4rh78=JWwPm5ig4v>ZUK7xXFTAgC;rmoeNF&4f%=2}iYqiNraU z**8a~zv8QqfHuyZVoG-s`foB0=CLZiQ{Hkorz=lAj9LDw$M0gU>rK`J%|kd3k60DI z>Eu^^EXya6rfRfPyaGIt5*H!E>u;&a;qj!C)2v@t9v0WbeI^?R65bpi@PCoa zO4E+?KHUBkkKofBvVxyl>$&LETz0`6g%qpRm*T!kLrz zxxDS;&`4Z)hZiib^(1$k-#H1XH)pKA6wIsk70zuo8iO+68x_<|rxI8euHM14k4IJq zY5)m%`bV2}$xKx8Br{}ct}q~fOFUwIzDM!6Zpvr!^sW*>*{4$HH32`6fMF)NSu8kM zj}6;(*{^FM%cU`FJXv3`pg_QeLgl#pYK}SLG8o!*SvjiqSkBT;f9x1}`;D=eub+N@vrzeKO&038OE=NTE`U%HY{?8nD&(GR+Cj!Lj5E}XFXHsyKLSC?4 zDW~>xuvKR3;AE)$H)92@hYlVOzDXY1fQT4tSZYjGX}H;ckR&V$-D%RD4y54_gs&iD z`l5$nwwc57-nNH8U8@V5?ja7GY$R1FwQ^D{KA?_79k%r(eG`+;#;S-1za9;dZnTlL z860KC!;mm>R^>_&3RrnSAbK#csHVK;hpF~w@a_4wqE9)Yz9>AL!g^9R;ab;(!SJ{_ zw<_4*t%2=L)*Ra%53^GK@cuaLYEwl_XRNTFZb7u}gy#dJCWH0}+ZUHD)yn`n7%6@k zt{#@Epu0h^6a2+46_hf!wX1HmW?FMs`t5*EflR4*x^7r5OMR`g4Eg8cv>^zqt350G zo&KmS3sFGQZ|E4MK=n!jCSh(&acS)S&zVr$3!TE%!zlHEM=(~yb~fYs#`DzJ&Lrcf z+4NqwNOGQ0j%_C!_zrMS_8M#Aipm#vZ88uRhyf`fn9ofPEx#_g3JUyeaWq_cztH-t zFiNhF($;2SA1@*$g$E*1pS%FXi&$pP?~or_WI_lPBW1^0*P8Qq_|DkgyfDVwAm;!X zsf$N1&nF}tIxcyEWcqhGh=W{6I=zm*Vx;7=Iy@l0gI2$3iD4_@oeH9IV#MXZo;-2R z6#Dl`KTO9&bvsN}S6crwqXlf~4xbBg;oYx9EB1+F%5_C<-D_eNj)*p;T_(&nTS{yA zPExx}m|`^E>Ts>l7<%&)p3j_c#M0supa^vg33D;Z(9^hLEyYp+yS#PSkiZ{pW@PMy z&tg|0I@+7vtTq*V#zft-vq7gCjq!K9IStOnttF>zVpJBt-v1QR>-MI|^=dPSj3(_R zi3R9N(eTfBk?c+0e*H#VkiufdbAdBykm+Or(m}2a3H(h|PJbF(waddJTagN^p!>6dr&G2*j;bb2F<7=j>fep=zhjrOjdb517+Zo`xyyE)2 z@AJd*_tw3jjIhw+zISlezXtL;JaJde5wQ-*l~0z%VDpXC)xq$YVWsK3TyeZL=jL6n zCX>GYjaE=q$(^=X5#0}1jcAMMrvnD)K*J&(Z5L3z5%oM;1lIEwj&UywH9{uM>zH5@ zC@?+VzMUe*VPf=6Taql9-46+>6i#75n4GSvSF6GaF&G0okA8cAqt^!e?Q;%d4XZD9 z^>7eLs_s-jQSnIXktbc{SvHi2+(8TlJ&&O3YRA~wk@YK&hx9Qb9X|k$w?NGMX`^rN zt<8{Bz{!fVt{1cT4)bmh!bIls2q*R5l`jt@(Bl=A?Jx zMbElt7iLxPp%MlH!`J$bl|h%R&~%C%1cs$8+MHrCSv&0!t+LMr_-J?sOr$D1!ftsl zTmA`Fr))V2t)~^}@}F9}K*hYOrt(^yN})Cyrw$)U6L^6R&Y|ye7IpB3ClzP=WUH<_hgs_bCx^jW|jk&T>Opi_`z5PN_E&H zv^(BSBb}+`lAlm+(zd3w{-#~5Cwvo}- zXatq)-*`r-LBV@@*meCZdf;=9o-UQD_anAdbMH8=2X?46b}M~F4wj5KcQ>%JSR88B zyWLic?w9ty$M-Lb+W2G;z7dqJDm5v4`y$P}pr2$tQ0!s*{zkFcGnzZ6BHhq9 zp2ElCu3gFCz=L7i1i3@G3T3p4%&_nWT&i-tdCLY!d2!30YVBSp`8+D#8l+p5>ipOF zn%r3}&du~PkfZqpfCktxAM19(o8Rt<4F*y3&)0x%x~f`xCn(}FLHAs;b)Kkve=J$SICmC9F>iV;?jhGNk2;+k95^gOg+7m%;5B*0 zQ&h@-JH47Qz6HAD2P=Nor_O>n8;alI2g;*ombfu{Gv;F(gb!HB7YgDxWPakS{NXb& z5;JK3=;UiUI@IIdC2|w01aHwa#jDBee+}BIc2;NmGZ5WpTks0HZ%&uVnYL+%vY(W8;}N*Xz`hRt2l{GUQJ|Vk!zafA zCH;+0sT=oLsxWY&)P+9KUDM-%6A)oYtx3B*W$>nC{qAo&c=Qq%9%04HEBhd_e9vCA zv59c~_)?@x_`W}{QWCrbDjJT4@d4h@)WU=DLZr;!9ZahdsP|@2SOF+$aD5 z#lr$?+yX?&Cy*L#yK4#LVyPnaP>Owv5jK;&P$!%!))0)yI|yJaPe>nNux1>eh&0ad z%l;HFzM96Y5ips@?T|?lf|;p>`c&t;P7ykOC1& zK%Y|GfC-M2h(%62bjIDf$S9EWRHL(+@PQ8<(|sQ&`>wdlP!(?o3s;QSE3v_n3!Ase zeLryUo=#1@CJ-5gWrXo)RFb z?Z=yW>x3iYF|YM1yb!D*Ig8mpL@_R82DO43^vS{vB*pQU)#Ag)wM!=4aVpLggCumm zDDL{ewL0fy*uo6tEUB>Hu)3iaHLS=`?34ZG!T?hw!(&P-lHJs5Of2PZ`KHV zV?kI@;M+XNCu+864&8_b+Y0!69}{=(k4A~K;o97Pfg$~7vEr=JedH)84Dfp2C2)SALxESo%h zH9bKLEF>th$#B_>syQ9RGpM1uaT*YF;`_L%^A6eu(^xIDufQ!gsLkZn~AeABHQ@uy!;|_3EiJ>lzQ@%Q7I$xTmVK0#b$8& zjNLQms=-riIB&3sPT;KRz-H+PBPFs5pe2@p!+IS90QLU#3>rhWTv7;-?nWl`R=0dA( z=yxI{q^n?RgRtHk?bGAa?A1Zdxe|j$SSQ1SxDVHw0!@HoUtbIYg88=2gY6i^Z3hrY zzx1)*FhPmlnW<0-DxRObE0GG(TyadEq&oc0Yu_4hevZG`_`EZ+s)2Iz2+Rkb7=R7v z@O;*F*mxCA(aW&|e7n9;z*XhqoWH@{68Hl%f&-4h5Tm+s6_UNqlqI?{ENvD31wP4< z>mK`n@04QRq6pU<>GnVX6K;rJjQv8S$OhCZ^v~BPt|c_1LPw|EZaa;mUxIVhpa(C_=3)Z{57~}9h8G;dY4H9 z*|R<@`jcR;d;SthsOg`3*aCm^Yd8HdS@ffIuVqWlR)$T|NJL=F1sl1@m7CldU^;hK zT1!R?k414tAf@4pSzy}0#)rqg4(zWlfcQsH)!v1Q&;MDekf)z5J9)YfjzY1g9iwWNG2-GP#w+A(GD_n^H?D$)hpl-`Cr1yTmq%mMu%otj2 z?pQHjI9iy&tfsM%60^tziUP7{vQ`**--%*&1W!@!D>+fp%8(RY+}IckVh1}D!%668 zHXouZyuX8lcFbcrK9FSX|Kpmi`d)vBK; z9x~OUVWqkq9WX7&y_R=h? zwCWRM2dKec)+`XK-^is$hN(>6k0+xK$3xyja-J`LY?x6R69HDG3jZd)?>R0at-Gz4 z>5%s(Y`qtUO+T0q4RWndmzh)8RWhL7@SP{`AOkJQ*N2Zq$LTl*Ck;DcaE@GSVZ7C#aqqSIl~MK8329NfO+ zb$40ZET^vmK44Z-l%`sRwv&_PwVy zJJweD*XvD|lkD-WIx(ye?G}LL%T516WQtq;Q35@~dw;Q|0oe2H8x+ZR@5yiggvyGy zF5XWW;FbE6)RaeMMyY~tCT+}9pdQM&W-(g?J>0KLk3;}C(N~INZDphPb(d8v$qQtF z4Sndw$Ym*$Ym-0#06cgf9itC))-z9@pJ*_@T#*mOb$AZ)D`tCH6 z5;zS{ZBZX?dMEKI@|VUyW1tXlpq6@Px$MK9u%fBg(o-MkGKVBtev&>{(C`N-gC-^N zuSP{(uFP|OB1t=%bmA!?ud3d$`6W{P?*KvcyX6Iq2Z*X*p!z$Ejo*SR07;{F`e-nv zC&l&((oIzDH+|D46*nd|cj*y`z=AjkA(PzuRK_b+yt{J?Bpj28E;U-(t!lae_U)&R zztoZ5S*0%>s?>)jh|3KPfR_=OY*q1q)NUaCR;Yx6Q`|5`g4&o(=l< zqJ7oIu>1RYjAhe{@#J&+494OI2T^cOOpH*5#ow|e2)&%k`P_XX0Y>_&w=31`tW+h3So2-~%@fePN!oO4JxIMQu%@t> zbn0VI#N7Xf!={b(F2e%29^Fg~2WK2(2lhtlx3(Y&IQl50in$_@U5%^*zTv4NOxuJc zoXmsI8E{r{E0+>pw-)N1;b4iRXg#Sa3G!ol>9UJ^dUb}~fB-1Ra5=7xfnPkWSxq5u z@Fu(!SCG&^=LRML8RteX%ujp=KN}zS4!p8oThzGT`nN{LDZcgjPxpV{O_#|7N)T!c zewpNcI&3Jmtu3T1o*Buh+!zy64R2*E#L^^lxqjw7lC^X-%C%&kNML!p(L1DQ7nN2i zM>c7!D?nLo;;knuqubpJi}8}%Xbb%@3l#U2(*c{iElEtn+$kxqJJz^{%X8&y8OrbP zCJg(fyTMvpe;`B;Hp^ierhqIwZZK$Ons#w1?*xWQR$EjR_$c<9cHQYx^~1k{G|Gk^ zq1>7C$7SOkIVQj-Pj${FZ-K9yjlI8tU-`9FSA4w$>`#z8NE6k~Y{GEfS3G?Mz^J7M z9E<%*WTG^kWeF-8-wKJ#66AZ>(FX}dlcX5E9JPh@&?FZrXLh4(!%;zEAshl9lVJsc z&NK}ub&pi7G;E=VEVgHi-VjeEL}a6iHqn=r(5Vm}GTp3$itXiq@zuPMhvo~_ydEj7 zYv6`km?9P~d_s37+@~y)iwRH?yyBp0n3Ay1J+(gedtTttg~-07>m+TC+WB5W7QttN z{r67y>Q#IriU0|fExCs2tAy~`#k_W3`;CZ0<0E7M=)uZ0I)ZMgD`UE-Xeu@@*F5+89< zpq8okMuSZ#oXzz^O|8l>vQ zJAj#M(=^T=(3Zh+VHjMk4RLmU?+G@Rit+VW}qI}KV4xM zenojPifK$dl091ZVLf4Y2{v!gj&x03vAgbvEA+YJm^Tm%qB73=yAw$Wr2<}Caq z)`mhiH)>f;n7GDIEGKo-3C{opN> znn4@H!Iyn|KA0=m4JoE#jwsDupRYR_mIgy93DUnv8$trF~1&?z4Yt zbq78Banw-V94wW4a`u$0dGOXjU`&xE+ z@Rs?yPH?;wgts-%=-14J0vZW1JJ)h5E$n@;UE5`8IP~a+HhuZkW+_Oxh~C?+x(-;% zdACau)iqSh(?egrJ3VTS5(CXY3dWQeb=?}1@hXZ)Y+%m_x%s}k-=&p1+NJB#EpmgwxBauD_9pQJqt1ELw zbT1E?2D!9r8PN}xW`?-J$EEgAG^KNL_eb7B7J(u|_=4A)6Fmewb^nDNfR>LL^Fo?G zx5T_KahR3$p625q1@Zd}KIaPXS7lGVFU^|bSz)c3|ODxOUK4IUq`VGR<6cWw(nHE=h(=jKb;h&%p0_VCJ0XI+LmylXA=POuIc4{ES$Fwp}Ld&pN>L!{WdIMEEOL=M(d(##~9~~Rr+kO zpwv`J;_s+__bN8O%Lox1Exf9BhtuloK!A@VQ}`fH6VtJ&8zd&sPZX`M52{YJ5YI$S zS!c4fJzvak;1RAYQQzHCPGe?qs9s4m+W#aegQ>f!)C`|z#zrKWidBV0&6WDtk9$K?lEK;l#l$id>qd5 zZw?EXfB4aDlmGw$f+HEK001B#{9+|M5R&+>`=MVaDVr;{I})PSKLEOGWCR|r$?b06 z`P=*k!Eq zXq}@er#_XFDzX_PLpxB+Gb@2y@Q0LqSaUXR5j-JP7)aCaOr^%lidncvSm^JUl5GUN zp-Q`dSY?_CY2_QC>9LmK)fz(Zexryb#~}UnO8LfjG5(K2Dn=zaEEC1A4`KX6-R5#Q zjaf=R<&e><5rHDzGSZgQ!sMV2?Bi&@Pe24<%q9Y(Qh58P$^*+1W1#xk?BW1NK)AnM zp&f^U=ciAp;XY1uG|}z3KqmmCB5@9>T5zR+0cIzXMOBF@a_3&eCUC?eH%>J~%^hxA zq{@z`mlRp#aTZr(hdNLBdrX&#A2XYokgVlPmjix0WMka-c93C~J@JF%v1$}k&yUv z<7m^~v8HBf%pK*q>`uE3_RNrC9^1{?KQ%-dJ=YIdUiXef2T zU4>f)sVV#tI*-aGJ&12K1qY~!j({!;VR;{zQ;3rGr@G+*X^vHN4Jx~Qa;YKc0-+%~ z&)WU=KQ&Qo*F6nfSxHK@WS;O35nzqZMwzK;|DTftcCz!5R zPj6VeEk7F&>nnStdi&7%fqFNIS?PJ+!hEc3=m-8m-D4t6ti&zOPbXTu%mIK`S0idy|L zTIDcYZme=q#nIrc?)^2TJq-H_r5nqXX_owywalfgT@+MiV=U z-}Y9tw9zWAxlH#<=|i!DQ>jduNzg^a#f#@(8~f}tku8ZiTn~TW#95u5^?FB}#aRCG z$b9=iR|5aF2J;aK&L#Lw_#E9;czliyWY^@~_*`gA5?7noH3-&=D2d!hN1T^5#(t1Y z2Djw*c~3kRK`1`5>j+^(e&f4ItoqN$p3ubl%TyQ(mlB2kR}=w?mvSDET4_Mvo)wW>T^gFaLqR3;0Nd4sM8vkd(a4Kw@VaMn*jjh z8rl>~3_<>Szwr=vH9}P8*V!Ldn&%;{Aursx{jxdY1@uE1tdAzN+88%%6gd#p`yoSx zwIN?@O{|Dco4x2s4JQN!xSl!FJmGf-@ir_YfQiL8d)6QOY(^sHcF?k9D1=)@gWPNZ zjP%4ex{CBKKG31fni9#?%$Ux%xOA%gQUlU8kX(@!BZ&sah34b7s<7a7@jl9Ivh2R9 z%&1~vp%)r&1@}FNoH|UMK27IO%Uaw%$ftq%eI+87wR7<>L z@*vcXUR0YE`m#raL^4v>ADkfgUr%E&dgHXa+Sm~x5q){BVCHCtPd0j83AfVNOmfOB?9k_4jHS@#}AizTrdDp+DMD-@B(p`KHvpz zhXAwKRksJk6JnXf_YsIv3?v=)fj65$qgRvTbtmm#wPF{5Wr3EXj$toRDo7ub{njDy ziSkkHHduqqWuOf4?SdGD@W&(UrgIVE+P+ABK|F}ZmknDSc^A$B|BLW1%P3i3?k0Y= zsKUb>f`6oH0scJ52#2-_5m1-C`5Z4QXfcyF37Z4IF1d~!bUtqciDri8+dspMnyA#4 z(Dt2`wnx8K-Ads1ornSSLGE+vM2tTZ73#Au943F9ajvEToZRyn956_eMPbZ;LxNIL zaLc}<>5@}P8cKfr9T$F4D0P}Kjq z+2}9aBgG%#uoyZRf zOG=RCX9RQ0bQENLVKnpx4&2_>3?%71L8*21gyJV?OGM?xxSATUhq)`)iSJv)gk3Nm z`0w%jA3JFGUxW4L8^K2DqCQEO?FMYej<9eA6dL$c-0*TcO7@aMqu_ewnz z7Bd8AcN}7;Rn|!=0%NZDT%zJ=Ol&=b|B8WF8^JT~+whj5Hb@4yxIJ-etK4cQq#ky% zxmGITo)OvL8^U5|ZuF5k@DIU=4t2NGnqeExP47Jr2INZcROU(3ud-^Klh;yKjB8wQ_rjtCxyrQX^o=4bNfrvAM9k?O1o zWL|Y-`G%|E$ar}#D+FX6363wfI&&NK&o98`wLp}KgRQ%kl8yYC*@@5Pjs4|rz0A?B zEk>gv(Z618Q0^JY`!ry@)TVt22yz9Aq*ElHQT)ATooN)jw)bL}(`%sK)7ojpEWZO*LkJz)eQlx9`A5MCMK&tRz^9+(0Bx=^+C zg6PX(!(oS<39)kN=p3bLe#u>=%b|s-bjP|)BwXEi99z`@ZOR!Yi0hduKlb)1%9K%R zgJLq!Y+PA73?Uy^;OG70Z-d}nxkm>V)4R`6WuF&oJr@g1x4VGt?G-nT)~vIv93cv= z6FfE{_3YvSv<|T}M*Dr}M3aR>*MwRSK$s=D&HTW~3xTs^nNI9Iw-o6X+lUurFjCGf z^9%4d>JuiNpw<3AIxsKddN?@w*NtdqKoaqYMa{?#WMn;H9Z#22+5pAR-63ovXemU&lbnaDSJF(8A}yD<=J_hC%rCy``75&M=!xX>rQbekT>>5`eIBeD+9RwsE;DY^@-_J!-T#zMWmJ)b|erfliBi%14ZuCL^@@ z1_Be^z)inFNEEH6)m~f(%VF5f_tjw965=+X|7`LExWmQ!nkRGF@b-*dl$`oW0);8) zj^y2I;CsIK%iNtC@1yr}Eh0D%@}sswOWZHt$*%TK$$vIF?uK1=i9rEkJYx5Si0RT#*>elV76Y^&;aFC#)y|iBUR|7w$J@Wv zw_MV~kE>nj+eu07RkNuIlHjB(5+z;ONN(L7@=^#o5;P?-ifKH-$>erTB!Wo#53oMZ2ReEI&rfaD4X<*Hba6fnQlg9^p&jgepk0e{KhCEm z9fy){woG4>;$zl9b?(=K=qgIoQ8d_Jb4YI&+pMsx9ubK6d6YAnSQ3=VOlK(2*S#XN z%PMb#bPJ};aUk9|Bx%V7HY#_R<2N8!d0Kl!o{tgihI=3-Mo+ln>i0k4zZ|G*wE*9?D6 zlL3c%Qre~*W)3Ld{E59S#s+odcnBaj(ZCM)8j|;AZeC6OA&ctUjh-$dTdW(NC1C!sN!-t&v(mifx3d2}fU0VZ{gp zsr)+kGsanq8P=90v)=KQTuW-^k*gHVZSL$LhT2hF5+4zz6!#j&;OiM8Cm*a}5!wW8 zP3^ZHImfNj-^!!~_{|E?Q`XV5EZ6ZGQBc(|^oCspgKP}e90F@%@fz;gi^6OBjiz+4 zXnIqaErd+<94Ap6oK#>vwnV%RUaNA*@Tl-z%1zgwZ5X0lC>~yM zGccdc0G}aejR|`$VylUKlXkFe;=g4;9bWa=*jH_RNp$trbb)3k(=G_HxZCfQ916vJ zK6Sw`x{4e!`sn2<0xU!nB!lEgta`j|ig2@i96g$%Ol zJnX-(gAsGycV37C6UYnX$CT;?G#BBJm9iann3B7?^b^809`I`2Is6rzgW9~N$t2&F zzzTLX#Md8K-maPPwT2H{^oPoGLP{Md?Pj-Y_aB@Acn-A^dLfR53R=>*Ur=(}u7=H6 z;8t}zv#e@xDcE(o8-k}v*So-UHCKiLt7d5hr`VJotS7|P?2~T+PZ^&Ynh^0kS1)lI zR=(&@>3=fOW|8N*5e?^ZMhy4o&*|7_&|Q8`#FbwsO>ps^?qc2g(9WUs?eiKL~WPE<~pWc5}cNv>nA@{LoFw^Td$aN>h`3?=gPK?@D)`hCL`? z#$&UD9n)m^A4TB$UfiPs-IFyif8*nqy-DmC;2w0@e?^w|J=8B(`P{w)q-u3gI|x4ltJ2X_6dB{w zUq`_?#d#dcq+m^jUQgp7AOPf%U<51p!8jxveR5Q~Mqf>lpB2uRZ)zB|5CW6>n>*fP zDs1=BvzBc}=UYC;05+!*zT;_SBGHWY`N_y|dZdo1N-6^)n8l(wZ+;P#fI%!%B$au; zy|{Fy+_>^~NmZAMd<0L2VwI;JqLFLl7!6QpuLlE!v|=4`g82 zn%&jjgUk(v#tiD->JjJFgwHKY0|Oeh$La%#D3JOv`>Nepw286#HQaR_c_Na?^w9r^ z=?mBCFO;5~T{P1LWbpfwkHAhRlSBRb8MY=eip+C8dF!z0Fr`tUCcp%DEK+D!Hd;*iF1FvZZl0zuXWVb?}|blI?P-obV*PSLTJ zt4!JRXQjfvz)qu=2S9RG7U>=8I>dSHv+~DvcUg5#XDOwKY}_3*L1%(RYHSj7=3gc9 zqTYiC{>n?!FKO_$BVj9)BX)A5ZqLQC=Nh2pC?pq9L^;86-82rTEh;vxA=>W0JvJA# z%=OHG|2{jV2_$C071GiCLKKU1JK?0_s9d9o{_2pA8!(peL(QzT5&PRh;iq>T9p=jx z*FP(l@@L9;Arf9U`L8RH$@x6f+sUsTUQ*Y)+w6heF_)fpnVqTZo6MH7sWjMf0 z2C%>2K95*M{K{|BgjnP@QVX&kG(0y|fs__tmROdg!b=grQ$d)yEu zDFYm%L8K)WJ_F^$H#2yNe_W!#mki)e%K+2{0xgc)twN z9*e00&96I7HsELb@pL$er%QM5c5cI=Ewdnc7T#fs#c`RAcejy6Jj+az* z?i_yf$R&h~@==HIkvv6h^EXp(Zrk<-;o!0(AHTW@Y7M&g>(cZ}`!|rX zT+CUQq7rSc^3dui4J8qB9h2Dst>Ah6|H(i;*zp>YNtxoQ`Hr zCmJ28R2vV8uDG%#FwL0Tmmvh{W_Jhyg(7)Ky|Z01L*4e%CQn_?lg+Csvdbrm-n|8% zYe?(l{fMnGm|+6ZBkbDip>ofnBsv6}8>XZrh zexKf<42w^sg^{Ej_bGRZ;{3{FQ1#l(3Suv)7&E_TD>2c30PQTykbPWc!ArVSeEOZB zAft2C&_#m`f0Swh#T9$1^CTU^Yd4p6TKb|n@A)|){tyi~<+mDx`6dMi!{XH2aZnX| z%LMw@dNEWk2-d0SBx#KA2@jghWRkG0bBdI{Luh%U1bPxbeTrPlbYi}^7SEADMddQx z(ut-$b8C;^pg+y1&Drkw5)$cidCK0C)Dw%&2Y`?`gngLcmDdj&ao=?)ie&fVHYs7# zkCg_TL1ZZ3dTpCs~hez+aHAVzssFA!-0hB8o(-H@y&x|ZY5#H+u~ z17PCxDnJ5*KYFO(w(h}Yh7rO8GBW73&mZSnrCS!SX8=};YIqhJjS_D}4^x5bdV{H) z(ZfKN5iv5Nh5iEtDT7&eP5?;F9W1U>sEx_b0;bFY>BfaeN~Dk~Z%x%Y^isF@2>q6! zYTHo%B@s`6*lTIVS&C{7f7~rm+JQ(F5!I#j+VM836lP;P&+VG?_crUM8B%s{Fm?rt zoH_5mCMP}KydgOT0XQY<01aXyy8@_=r25wT*3DQYQF?-5zfE@B`IZqu>5R5%~{lA`TKhm%kN?C$|^KiE|jzN@q{H?u($$fS~k6D6oB!-oo{ zQrx|XIg(V7v$IOQIE8N1zkhJi7mOb>d4$%!Oa{dk$y|%4Z&k1!)udlR^;R1o7IcBU z2j^w7^(ER>o=tr9F!oG|8vy}BHpDH@uCz^2q6JC`)<54|Y%q7K&}oE)sLMItDCir5 z|D%=uNn9{=zzGf+OUhxkS}67mUEq!64PciNcj^<^l9YvZ}Qi zVotoesc=z}6iQf^Hv}9_C`4{h%e}OPD!B7Gyc`zDHpeO-Sa8ZW=&B+Ee#a^nA1#%k zX8z_TAJpdg>}hC7l6X`L3RQvs-f1a;dQb)j=)_TO zoNyyX`QWL{E(!p1Kw($_4Q0EhkNyje#(UU+xl!*^oP-lSO6Hq6K2MgY6FvN^6G`jH z{w@F1tIP^N@B($RLq^<9gHNM)^C~JlEnCnTRdVE`8&beTrs1{(Gusby2&%C~`p>4_ zVyY#V$E^=LmZ%GTYfcML0g4Eh0yvW%RhEV9Yub|_>WJ{f}CpU7uOUjobq4& zo}E9d=3Gn~Bei2(5c^5&+vvHLB^~>BxEi7`QKDvcB*-e=MrZRVzDsPaRIWfZ0n(H{ zVlY)6*1EsYo&a``_clU0Z#%1GWLT_E@Tw^$8r0Mgc|lO*Sk06@gJ|$G55yI>acx6QKM}<6f8$t&bRr|Gm3rJ5Fo$ZOl`;_JgFHg;qPj-eZ+>lo{kQ>(x z4v5R_Yn^Lla;!o!sk9dxG8ci~p^>b0ssQOR5%Eacrg-t0))HmW)G{QB#@>*IFhhOq zE62WB1BT{t#W8Se^UY^v!ek6-n{ALURzQ8Xbq`A7iI!0CpOvO7t zrwv&?|8J*C**TV zoV}=Fjj-QsGyI?x?FA0_OutXcO1G}I^Hk}X0+iSxJ;K^pb=aalAPZ*$dOEdXxc}2e z?4>IHfT-%d84YjXqvi`^WAbsHzo<4!E2VPPt!Qt1XA`fU&@rpZ*C6)MCg7}UYda%Q z*{5WI8xmtm^D}~KPM8T;;m5j9-;rUE!5dMD*M1bhH`$LSEdt-P?R2cEH+Z?5l9kPl z73n2qAhcHhR33;ESpCm&4~(3D(tUBuAzWvfdl*A_XWXT2M~>o7ym{_Fg5BwZl-7Vh zFO)I_Zh7&jd;=0?8J^m8D|3mg7$w`{18_`@?al8d}OuEMcH(Wb;d|e{|`!&wtUv?D|bHV*6wwVJ4 zC}hA6zD2kPn*+=I$22OF^4j*w;)I#!RRNK#aXqYaLwPY{mNOB#cbQoa4%-W~RC=x0 zZB-ejyV1uc@BeZf9aPTeB`Nn(FtCt>lNxSD3$0uUoglmmL*U<`c=fpA&Need%^xw9 zrW_~;_R3FPQqbJX)VKL3y;B0B^6=tbX>L(L&M0Q8)#GFxzxaJ}f}3@DC4QL8>ST)W zNAKd8xfUwKeMsi{r)~6MRY)4>MuX%MIT+iw-5fGy>Wm$B?(XZ{Ro0B_RBF!uCx#Bf z?7CR-AlnHsnQ%LG$zK;0%;@COe;06VzP!g2zjTv3t}9{b{izRV#wtW*H2O z(z4wKLNITMw4XJgX#XnOlj^XcCwq{-630Z}TM(){1j8R8-e4my2a+q^kvjtrBk4&E zWOskAOa|k&0Ofq3=L(9~X0IC0a@yy=Kzgyhn0C5{H8ZVFsF24dG$QigzI;rkz z`niq3GWa#J zxOfYjJRBv%xA%m9F&p3>t)h*&eN?oauPJtJGUlDV!-$tgAaIBIxBmmzm z%QVOtheMPk4l%AWavIrI`Ub3wxLUa$xv?X1->sEWEJK8r9o?Q$N8={(L0kc>A}AsR zZ6J&3?=Pq6;x`Ostjw;QKR8c&XI8w}$3lm&#W;RJ>`igYHz}rN4DN^=3wD~we|dKN z$pv4%Sm$%LflTgDapqovSqieuA-aQ}^rHO)zo7+DmvOJuk%40}SD+scE*xNgsAQy< zGDOkQ@jZswz#UJ1QnXFyrf}!D24O%DvhxM99HEeu#Q+Va1_oxE(KtZ{vSTTW8T&;j z5n`o*&4O36$J6FKtWkpreM!Gh@dnhDp+g@+_GkPk$lu+;arC zQMxl4=!+k34aV##_IpdN@VWbZaiZ)-+2(g+Tfj>}*2qNp&iumkAjl z2xngan~;i#&6h3KPPa?yk8(r~+}K-zK0Oh94Z4wv>cnp(lIe$Bsd!*3C)YRMBk_I|a^glTr4hH7Y5`mf%YbX>yosR{gjgp(SGxkPHF&b- zXM1zii;`~II0$mrD!+5iK;1N=L}Xwj-CO>)G8^t2u(IiAT`+(f|)!dVqiu@%)%X-;m~&q zPHW~}#yhCJX97{6Y^%$E5Yp-O5d1zAdi>2kN;gmqTQ!ZKF~OXIh_|A5f-Yoj5El7l zQxM@cm@>D!%?ce8HyoFz+;XwCsZfKH1zo`JY3>lRwTs{Kom7%mThbSx|Eoav@uKOMqr_<@qVKwx}H+9-+AKtV;Uj|InL>r}`=lIkH^B)R*vmt>s@F zD$R;F=UC%{yjA>_;{$!s?~G)8jYPdYc$Tx-D32%P5gP<>s%L2RSCk|c_$=3Jv6Ell z_rWpuzaD1>D|ZAmy$+xIA#?=|x0o7;Jfg{sIspv7Vfr7dZ&!--!usRENIeXMULzY` zQCI{gCT!Eyj9xagv(ldiRxe)%N6S6fjubXR5fRNdP@i?wMumR1;09d$c;5%T&y#BW&LWyf6I;DxXlcpFBbwq3 z)cQ(9>03UYh(VI2%t!O>wFmJx^+Ecf(ozl%S%$5tU4-wWHJj5z8{^6#?M_}71CxBw zM2qc$pTzNGv)UQ80*3Ou2AlTRws0sL^cepQyCCU+YH<)cmgF|0 zFl-0-U@eeH?DW8GOe*)P>b$MeHEu@9f+qJfwpMGFb=d|Rf@>UK7z(2{j<^HE-sN-^ zN_Iy5PYMIoD0TZTD{h^V@TH7G+}gUqSvN7ejkU4IRsbCcGe62o;1Qhp&^8>{4SI2Y zDUt-^EarJGwE87Zx{^Igx3ZZq$*i)wU&kOt94s@CHx6ueU}%5k-g)VfW-4uYy zZt=zTDq3MQy_d#>FC$n1*J@nL&s1bVXhYuI8&06_X#rEQn-yt}g7hb{P_%1{Y1PzV z(dKAe9$y;Jb{+h3f3n7JuUvN zh+}wJl5um>jPzaf6s1Ml8;}#y-!v+V>b{Ob$hLZ?F5^JpQZUnwTHj+7ohcC%15uu?FbaQA2(tA!(QU?VzC_XSJMf0wn?*CkF!&ONSsmgGCj1&9!wuCF>L z{F7a_rBDk&#Wgyhz^CA zm^Ir#UNmz8bV1fZT`;n6IqRhU(_p%B8A+cKOwZv_i5WE+O}nnAK?)uHFkn^b2j{o4=yO?^Z5#hpxaxrys-t>}3Ph`> z0gF;rm78RuTrf@myPH`lcb^66D@x72kBuWQQsdwdhIde;hT98H zWs?fq)nXaXt`6V#%`h}QwGvxONdArIms}q*YPF6|4Q*h``gbr53lbrM-Tm)3D@SGu z122wJ-j^`q8xl91dgTX(;-t04GOfKI*<4h$x@fK{LA zb=9J3Tq#W;G%!9yHjK)bA;40(s3YIhWnm`n`EN5VKryMZYGB)lS-9%UyCKRJYPV`NsFsG?zWa7u zD^lk`!9LP`BceLI)Cg?+@AZW6<+To0&_u0jfEcCnCxRXbYqK)bF&XLvO7i{Zx@*|% z(iMbZ4+fUYLx;J1B*awEg)DRwtUn|Y$mAJjCJgcmm~aeeSjU@;4R+)OD4HZzHyxXe z1z}0$6QZCby2+_fnFS145Y5azJ;P^cdM?{}sVFmUBl$8xTeLoz_Ea2^6(s0wS*R#> zmenNII%MIgvk8;*ByyU5b!x8R4P&r~GpP!}NwZ4WpBzLA{N`2yg!y+48f%K}fmTR$ z3!vMkV^4Rv#emK7P+gh_6hYs!Lc{4sOpzecL|)2VPKRXOcYC(gBXj+caG@r-#<$>V zgyQZex?9Th<&^8xyKP7=@0$(qwiAZ>ZE5k zvi5NoQ0kA6+580d7A#U&{Ub?C&^A133ZZg?P;t&sPW+U4`y>;w09YH&u0Hy^#_D}P zOA3AVL-&9JiHRKX;UL|eFWDmu&^oHJ(+6*13170%@HJ}pEI|l6Z2xVyKM>VFyv>&Y zPE{UONxLk!-xv#mo(sv9*{u#Hp(jtdU<;-57X$_U8r#Es3p5^v1AAS!dE{zgn~&#! zS~Z@MZwEz_4^t#(!6g-&)Rn1-9A1EAj%l{PBC^(ITDKb>Z(0p7w~8dm?&-W~i7*{} zrnUqCwDtKp)GYN1f9T9LUh48=JT3pY!Z=k8OPRjMSeDs_A!<@}Vl;N~O1g{d1;Y(g z;TwRFis_xK7yEFUMMRidy+O9-!99$$ysvW!Np(GsyrK{5%WHH&(qw)+Hy@y%gR1D(h_qpSVYpW8|%r|AE zaD2jh7}HF}^^ItW%p8@@R* z7ZptmG5AK?_kLfE?NsqjRemB^Ij+K5Y zXS7X{mm2hLTfUq=%G~61FHkFj9|?kFguj6EUWT6_)!7{!W$Fgsm2C`z3WTOoG~Xt` zt+LkI4MX;yD40VaXEVv|s1%cf*khzipt1a;t%xK(pR{It3t%G6dnm{T^0mVYK5N0``LwWGI?iEe zXeuYFP*cUf61s96*}B9QzA3Y~Js;mX{k%nHmw!~-+0S&BU*FGex9o>Xx+(U7DOVH_ zrf&3;vyR=EiU0Gb4d4f{Qivc4ktR!sMyz|blppCyCh#9>4jD{sj! z4%0lG*XNmgyXEQ;PB5x*`wL}i>>;QvV^eQ8wyi_6s&U=k{}mH(^%4n{GJog_kK}D0 zz+TJv(7^wfN@vTB7h=3S)&OKq-si*FYs&WzyYLcaZwX8}@Jihl0iDW>!e0`6cfl2! zXO`o^iSnsrXZi8viVijjMAhvsa6*bG&WW5;=$UJkqD+d3rD#%m;Z9Y!?oL9G%Z&;W zOso>OTPj~oUY0|37r2ELy)-_|+rip-pm+Tui3}i0kv%Z5xgf6k>Dz$@s({%vII}(7E~6>1nQ81XlWBYjPE_tN3IvfY0*YK_o4|vo!v;D2 zit30KDT27|Fe>f?JFf5lc~6&NKP&X6KQyinIkM4sV5@1RRVUXAxP9>`usdwXD???a z6XfGhD1RNw%GGU0>bdIMb`8Tha1P4O8@XPtRGXGz&bf&Sa{ccoju5g9qEi zbFXuT-eg>0jKib_lAf6|P$+f-n}qmh)Q(6m3QMoDxNFzg$H0oNPB z0VL$v#E%6+7_>#kvm|G)NsJn06bS-k(ENaII)%#%P}`PYjGzlk9V<{uz-^VAS=$(c z9Nn15j?aO^Fq$J|7t5hl7lkm`g@sTgLhqRS9hBtnDO;MTUGryt!R90@jTooEe1>gR z!y_a2zcgXNq|!t}FArNGl9_m7;TSZXW;m^&7bqepm|tqhNl3Hj07z9J|m!$D_H;?2wTn zpJ)uNL96tF4>qbsrT_u)IW8x`)~Q4yoZ3;G8j%;%>zi-77kJlxlSYjlKI`>hq)X*h zT9rV8PEWq!H#X5xG#YB01ILrM!(TT(>Yjeiu-ZMJ?q}0Eq0Ynnx`t?@xu{yvhGplj z<9kUv!fNoD$|tH?tJ$NDVoXEW#65xceGCvWM9k<=fH)12g{kWxhou@g5!4RCl@6o@ zm_n`;1*?&Y>@XrXtu3()6Rs#uLW|7SH98t8=Pq66%y2qdwITMXoTS}TF?sIi2xbv5 z8h_v~nY#-?@XYx>_Q-I-I`f@>*9+2LQ4BQM;!OCLgHDSn8iX6cg~4Y_a9G)i-CchCfD0=QF; z4G8V$nzS(c=SgKQ-1!}vye6e~*|H(^2F@(?!K>EqO>;Kp^%l**_<`>3XdX8WErj4~yPGmazxa-qU$XZeMzzd|XHHRXlR!DzH zP73Q~oxoMZ?UTBy1d2vc{m$GJM%8d1G}Q^OJw`zWB3{QTQdNmZ?(oN$Cezdz?_IQBq&IBM!OQiG z6se4j?SDN3vMHfYpqMtp-9oHYIOb^S<6fx#1T~w^4@?fsQy&DjzU}a^5J0@|(JkfH zOV16|kcz?!xgGdNzpa?4@tkz@+L~!`9Z|?9W~9j9*hoC1K*+KZB(ZtQu^@JQm|{99 z+!@k&hojp$BNxizN___iQ3B|33S_ZbY3vueQlw#dgKY{y{Gbbtc3@4%Ev7QtbNqmV zi?FijUALujn^*j(l}1I$nlKG_X6`JORL9T3mO-~&AmWjOWR&`@0wE~waGY-6k$!C!g_>- zi8?fPXLi}E1Xs{nY$jrJ+1e7Vs<>Rdi@OeV4cj|o7{5f*69j=Acs{3Jz;(fGgt)K$BohtO0z?Gw z){v#}Z_^{p%0xwW1wVo=U;Q}}vrghWr=n!dNSd~XuH{3fKmu9zz<33TmU!O%**17W zp0oNTgpQ-1;e?Mv{`KtaRi{S9O;%O~_h+Be)B?<2Xd*Pc!OW_Z83Y+LCnLy%p=QOz zHnK45ksn<|r64vwt%ieB1MK=ZH@@?6_g-Kx2KZij4U~09Jw~N*fzAU!+7{m<6l^Ce z8&BgJ8;YO(DEElD*Ptq4y=P9q$(a$(;Jcr)stu$mq)MzN^2>v@p-x$dk(p0Nl^PVU zn1C##b{w^F)Z6XSo64-PK0~}jBN^8~F}bY5S5xUP|d1a~RmGv6Q^?jB@m zupbPgGF2l122x8R%wEe2-uHLt`#_YBqKQCKafX;RmrJ=Ko!h*6rpoNRyL(^DP#rXH zsVb?9)6Aw2?63w+w$9YE_cq!U&1(e9_J6|!Ttiu?R=Nmv#eQ-MJ$YWI=%hAlR6FcUk9)U}Q<>;K`QvK|P6-!~{*F zElcX@m@%Uwg$q+rF*tVAb35qHs!bYuDT@y!c0Lw|Vu``V4gSDboR;Jln>U}sH#c<64ag=BoNPR&cOeF_spEURI^D_10 zeEL(Sb79DrIL?Gx`|2*6zG`jMW=~4dmq;}S^(9&DL6WQ}^rpZMDug9PRZw{I%*;#x z;)YQGwv=(3!}$HCK;TWs9lNtP; zK$J_&u=RsZaiu$MLQ9Ni()Avv-Rmn}iwQ1}@P044;(VS1mF`_&7Gm)d>T@0tp*Ps@QEQuToIdxF+PVkgLVK-K(fE5W%X=Bjtn^JY}DIFnaAd=n8M|As7+fW z$ij1-*aDwSk-&}dizWrof+(OmnoI_D?=CZG&c}O0s!rmB=SD~m!N^$_O`1&ME^eQMv^C_^e9pVNYa2d)y1(ri-pVg|Qu znoE695nO(-LQu~Y4b02k1~gh)$lMF-nBy5G-y`FK5Si>rR7;UNk>{%WK(!U#Iw+J` zDUKnyf<;}NO;%9my)(xulrH9Bt=^dW1Ix+W zd}@=7>Cfd40#7w>DOa2h6;wf6%I&<^#VdMHe+Y-1?>r?$a2-Oz2aGrK@(X39YYA+} zL)?aa@ghwrcYX-$&F&jyg_&86XBMP(#s8FD*oFv@WlLhx&Sy+M_4k9vm}ZWH0zj&e z7vt%AZBBj_?*h`cJqp28xfhfc#&P;bn3X14kEZgUZHEU5 z2ST*;k1#5oEx>La-Enq0%MY~=1&_>kO*k8ae8t1?5Rnbat?w>tyE6R(jYfL>Qm z>8)76E8^K9J!X}aRZ|eIfEq_I{d>PuV4f&)qSeI!Rdq}gzx=|_uXZm%vzNDl@nAm? zoQk!i-%yYA#>s^bFF6x)6zHR`;4S(*|gzP}^m zjCC%V$)vy?1-m0AfHFjZk0yShXj0vDWzxZ4wN;&#b!`HaNf=PBU1A^&ss)!N1CMOh zmJl`4-&}5bsiZvNO8^mKcgu5Bywj(wB{r6KtuUxVB>KN~+j_x#aueYsZY%**Z zzx8nBids=(J71yKoshw}b2Ez7XM*qekJ=-z`-M@$>mL9Fj3x#Uq^KhPS8r_%0cg$kY4irmtd;#9 zCcw?-x;{kyrpY)g?blL>i42?FVC*^wZNIF{uGRY%e1P0*b;dcRw(g`>7T@HzC3_1Z z4H;O{3f+W=+IG`tn~Jajb##KitA7S1k83Si3zTcdfuot|f5_I8yoPELkC31Gup$af zMNR~vfGHS3O_g+y?C7)zH&ByC3RCh8VR3yr#$J+u}%W+;~STd!t1{ogbPC}X+TY!sVX8yBHGwSA_MU7W~0|r6A zKizHhP$`idWY}t5t}7btbnS_v5?hrtZ(UuM&j`^*X}c4Ex2sK~F7=3h;?2$z1qcUOXx6Oqndj;5B`H`kunqTTpi zQ5#tKG2x(Tl5)<^(_e+Kyi5qpQ}LqT$3TUS$!W9JN$yW9A>&_%s^3g>3jeRfj1~Vc z*C=^&Ynl1_vxG8vT#Mx4A$-Q%2hH1RKc=3|uhN#zJ8mUm?Nkb>A5cJgJ`oq3`67ac z*9;gY+;ob(gD&Or=X_c6PDr=yxGHrA;3+(bM`;^=?IxY2+7B!jw3aQum*0(t5|UsCNipvAVhmQLXa2XJ6G0H zi|S*9j*+=)*F*eL==|F=f^J z8Gwwz;<+Yj#O6uhay>f5&aKT05&4ely_nIk|EQGW3|RXpf4YgL!mF6WL_+OPXHc{5 z7Du^y>h(Ow!uD^cN)EINla%rtKpuGEd0h0Q!tM{m=<>tRZ71n6o^P<=y{`My*=! z2{ci;j(X4id5z#%496yKIrFws*yNVWsJD~8H|V=5sQ=)IR0G3|IcOykD6G4F_Sn0X z0zpE0lB80$_!imtwb_spcbH8CeAxo8i;Zt`a%R+j?vsR@ovAl1e6mYUeb7%TRCTg{ z4t%?gr=Mt%mv&xv-lU1Q#r(L^tr5*`|I*tSa1SMnqY7#a9bE_)=oLIV^kUlAe5l%c zzFHm1qYmGy)abr!&0ujGUW(b#?~^D65EQ^%w+fkb`4rmVmxO38FwgiOIg|Pefdx}( zbFV{t{;*zAb35W=-ox#T^Tp2Xpn`sm-UnR*YE_XfjAcKYn7-!#U=!f@xz;W$5?Prw z$6fN^O8&*-k*Hn}#WK(gjBuOtqj4Sz;pW8hFe@I`;&`gP2Abkvn@>$49gdA%Np@}9 zvX4SeUaIT4+e9NJuyk_bK}8kd>hk7)gH)a&A8h!~0`|M~B8rFJ%S_0!nR)nj^e7KR z9pts9ppB-Mj`)Wm;=+83*?|_BA+wD%U+NPrru@+R{2?&2`Uup0L_mGGpgKxNQ!%Gg zTMebQEUlbC33k^k!mFiW^0<^*)3N>V)NmFvE)PydGac{ zdOb9gw;0b~eoFf*MQ%b99EiNh0{<0Yy!W(GP&R3dn|TbKeY7yh*?( zb+9^0C5f373?d0t9Qki<+dy7%7wRFGrD+)m2f!$Xf2gOiOObbx>!OlghX?YI z6*SI0001zdgDqB(XBo8i*Y+fzzGeO!kF$?RSc&ZhhQ|F z(-uh>z6QH+^OEJ=)SEAkF`Mqo6V8Qs!TPc*vMSNGXJq{D?#?=Xc-wW>yy`Z>y*L`X zXD-6!!~`fe1?qB^4`Tfs1%~GthftMd78)g;%OH_EFp6c}=zNO2}qgi*QNfK?qevrdZ8N@wL zQq9h`X$KT|@n_|>rGVVsfRFQ0={p>(D_;F*#z_P-E8ANkt1w<-lu@Y5zlF^lLyXB% z@|%4onw0y$3mfVeH5hqnAAzL7i9!#+E5dEAz1_*~Ry!zSP`7cksPA@VOm-1HL-@xz zO&YG1^A<8o*<&QGg62=pWIQ$^%YrtMU=Y7UNdtFr4t>q&^v}s|_7734^NHQqfAE97 zis9a}f8_G-#K3u87BfS;7R<$%*DZR!4RnK7CP{ojD+|a#*DsO4|(dpY@hs z?aXDdySx(nmAUc~6%RSxX6ai58<8ZvuWqCCT+lleGsYrrB=!`OSJ)KSfo!XdXX+`x z9`M%Sy1(9=va3|u05y0pypR_$@)ire-aNv~9A z-}P5Ys6*=@ml_w-)_blVs;RDt(m)i4mZSj*2i6O~B1I`7x^7Lr`SCK{cCVY3)=TD< zV&pcp-IkicL=U8$(6`D_H`IMdQgVcgHJ1M==wIGm33SWJ!ed;3_UD4Y4`3NJhAu(Ox1Z3QZoN1 z>>Z{0<94L>sFqc(h3B>r`KCnA3U1fs=u(O81i8;HX!_cV|R7Q!8z=p>Cu`+ z1zYqWHo#kcK5TVA7a--|9I5}}XCiYWU{T}6&OOA8(L|vIW_qw1ngVK=p}WOQoYV!P z9=Kk#OGc^m21`5$3X>7U>cpDZF@UFtt1avVMh`BSpke$t>~4uBlUf9B4rmtuy+Tr_4R6l+V&Hh^Guq$y%A*4?ITc2kcdHU zprvQ{URGq0vYm&9Au-4?ZslTt06l@nBrut3Tmuw9q^^4!vZI{$OjVn-OqwF=V0o$Y zc=KnCnNyFFIqpb+1T}P-hH=lRpQj?%Q3O!W(cXTtQ0F%02FuE&I_SPpFcKlLgV6_b z24n|;W{UI#CU3c<40~hLa`4JL(BWuI6e5|X? zCnYlp9#;~i-%2YHOEwu>S!h$F0ktsXI>@c_ncSx`w|HZCl&u=iQarOx&ar{OiR1yS z5v;c)xYy!8uko0v+$2+9RD3gTiLIgRu<1=^odSIxr2}m@{q(TDMkX`_O0UC89`1d_ zNhHivst*}hnby&n{<>hUT-A& zNN;_hzI;wrHgS^_(RL$`FBeDZ(_p`)VJ3?@*^rg!6OrRBRplBR_EC(eK51PJ;|e4; z*g*x!K8IVy5#D-cj>`3hmBJ89hrZc3#G3ZarlinV8d4(U?SY!h^2QI*6%<-@@)~NK zvQ{ZEi}NH&WK&0^l07U$b=u1_0Ng5f3nNN=d=TeGVQ#q7YLh^?7A1!%jjc5s?(cXb zsA^mg=BSLZQ&%VHX43;Aw>Sh;sZ}XwEzbi^0|BjJg}}ZPs+0jYF!zKFm(fsO zCynX7eb(M27Q*7X3nHKPhE!Olt3BgNjErx!NJz}zuj(=`Tn;Ooa^1sJSTYqtRfp6N zIgXDTj!g|t6+JbMHs`oIp~F&&xIR#;J>MlB_P>^&;$hThLCr?2Q+7RI3~O-Q1~+;v z#HV)2ivsTh{C(4>aGFWwnY9rpJk|H9N>wl}bxSOyBIN8-Q9PNrDwI&thq<>rLMW&O zUjuRS$ydgCT6FA)`Y|(+I3* z$?HZZ{|D?s!4}|#gLD@LOt7e9f&IrfnWTD+dE^vN7GIFI4VJWVI{X)LuXk8Y|EZHm z)-^PufB*nH`25X)i4><3=@&71=SzorpE>|7M9@i0HaKC3@kYXZu*r2u zD^(qeWEaNWRa*s$y>V$&U#ggNZ-1k~uAJM4B4fGNKS;NgYqV9Yk5e!He6{`Vd`uAg z@Lecq{_=uQQEgW*&p-e@dUKS?_5M*Qo-TM5su+A5UkAoYHDr*y`_+kFeNH-IUjj`;^Ks*uW@8TGXyD zhmA?(keS8zTn&;E4O7e7p!P}JMu9mrqiiQt`$W`x#mhgbp(q=*@){%fVT>ZcfY0O3 zh>b;nRgEXQ7n$3G#DG zBvWje8PzDb3F?W_djkR4gfs9v5P4Fkt0g!v3tEylY0~>+C7#3DMd;Ahn&uF*~N976; zv^oNfa}`6y>-}(rhhsk%g-=P_*A3_t5i6*AWGoAi;fMg|*`_YFPnF6e_Yf}owI)9o z;J!>y#Snw}dyht8NjviWE}yKFQY;f7+e?Xs0QAG5a4j_@uDj&M(kK9A?0oncY+-Pz zh6Eb=?6}Zxyp@>HX#tvfgXysF3U=K1;x@J{P62bYkkj3eXR}pmnu=;=e1ZV81r_B3 zGRM!>3VToHMIAS1gsX}00595ahUIGaLlYxnBX;Hg;ACkR5PCyr?e%d?O(GwNru|&kKh)l{+NF&iR6rHsTTsbl(-d2e2b}BaO})tRqrC(6yD| zFb|4wL3iK9b=SF9HAz^n>LvSUXxH>Z>*XPdwV&U+*Fe_Gw?pXi2U5H*+>9;a=#T&x zZx}q8I7&?78>)3({78yZ2HeUD{#00Z8*!7z)%hUQ0Z zo=E!?Ji_sOgqF4~+_#do3t-4cNWkQXCkDs*Cw4wC6*Lzg)Ah=T7qiaJGV?0xG#CWM z00nAX^D@h+Bph07pve(USckwP`o`5bg{#;3576Q*zq^ij&jGw`c`|Eq9_8=px zH!LI@JhjMWgdQb!rnV5gEXQXuljNH(R(c;TbC@LhN}rrUdpC%0#2H8ETw$ z?B(^S%MwX>gqlM_u60k~5vf zy(7Q)^h+a+0`k>4MUF~%fNBDWLPsDQPKc%L%T1QQ^zHHhkWVgA;h{$Hks_GTTtDTD zbcgw1c6x=MOqL#ieaU3_)vlYHz)efI|Sct+PPbv;j4>#XxwFVeBw5?nMFQ0%yIaCTv)}&+214ESFzR#9g~AhC(2g_KtNy zi2rm4CmrEgN4f8YUrkRvJShGFd5AGeLHo4xbr?JV3bl@Q@7D5<20F)}K?~lZpLB+2 z-}*NV>GWrpX?@}_G4GbY*4Vm*26NyhS(Nshm%shr3JajOqfBRnP0h^UB`mB(sv&{5 zENA?n#PdIjMKn;2AuGf_bKbyc#p4{Wg?mLlrq;h$41Ne9@KiIuT00@8e5*ff<_ zqOSh3tW4~(#9)szpioGCO!F?v=)=ljpDX`;Ha|MeD*_3)^~e^Sa* zeROnnwwG`UyqS!Qb4ji}w2E-DRC?q>NVH0XgUIXa zAHKt*x;-&&Wy!%nyF9u}Q1}&5Gdzv&L4Y`<8u{j0?TFaa_BH&w4#?|HC72UkHX#wB zC)atrnJol_{6D@L0&!wegdvek!t7j^5KYwQUj-*%gwE+Dt%)Fa$syZtn2{cN7xWkY2Yf!Zkf(-4fIz>WA(|9t#r1mw49c*o} zd1B+i_x6o1GdA1`*Qk+652lTwopk!Fr|~~!M(f1!rP%Cs?btKV7sa!)D|Y7K`whXJ z2o_pnySiXY%FjJYNrg^IfHVNW0CJNJ(AJ?)0(~q4NieXaX@e}Fc>+09fFY~Bq%Olr z!%Z&U$MxWUSTPK@DxaMeg? zapa1|L_>JqXTr~Pcz5%gdmBcY&07l;%Sg|nWtu@H{|?K5Z$9$&F#HIJO_aM?3-|Nm zk|aSW`-)^it%dG^-?E77(8@cRXKlG9u>|Ube=AxaP_|dOrE6P3TD9nQxO-1VLw;eb zlOpQ)bloyPQqX^c!>{1KJ}~T{(WS9IM?vkFnW(?1La&Q(InH(o@@;(*03bWOOQwhN zJOJ*R^#?_VxaJ7sTf}QQZ215oQ+h3M`^j7HXKT1w@SfvPVS#aot~U~;G#nm^uIaz+ ze$MO`u!Y3(ehQA)L*piT@zQO-QVLy?cNT-BP=myqsgNH$J~x9S4IiOpV~ivLyUz7d z?GOX`ui#DAkG_nK=1=;q%_TPka7&4*n4_=Fjtb;*A#NM7Ce`uaB5RkiUpxE2?7Do( z3A~f2#^d5N+>N08M!>6=mvwu1^4o#(0ptvt4m_Ysm3GAusy_L}j8=m7>mMr-0D4|e zl7il8ad}pd?5YLwME~WTB(j6-H6rj-W0&1QAtby&RffSbdDVxKpA*!?do4+ZQX_|Ny=)oRQdOl7Q)_Xj5mZ2`8B)-a1yoa-lKdr zz>DyOs7Z9q7=!T;+TsXEaQj{hrSJn^%7W$`!AO8IBM!AfXYatS^S0|uBAQ8BvRY;y z=sP=M1pa^y?N^z8-4(4@IDfqxVEudewkINC>v*+00Sl=;!GZSq3w8-P{@i}V`h1UH z#!d?%$UxReWNWn|)`2rP5U-p2B^}lW+Ho!@l-iM0sg1BQwg9Tw1*@Xrfx5bnqtPw| zL*_$BkB}4GV=phe@*K=DfsT+oZ*yycE?I}tOYW&PXiQ^-Eh%{a^%_V@3YkYA#tv0m zXhq>z74v6e8$XVfb@|A$7&Je?+_)Bv#pefZzoWg9Rb_bjvwCfA(O`GN0*crDH<+wI z%ALaj))S9uKuS;U*H3|&@HJqeNz9VR$9DOpW2MQEU&)4^U(xiA&1Q%YE)9ewvCmkZ z@ZdzJi%_9yd+o+C>@Y#`;ol}-H}D~{ZLUWQ>$uaUe>Rmu&KkzKs)c)6NfQ_bv22n{RtZpn=|mDZy!DaEv`**1et`-GWUpShmdOiRdYMSgd;YNb znbg{Tp!Xz-0>A?>E%A%fS4ssYSh?PNihl8F61f=vdEr~@^RYBh>tj%br78OtEQG8i zSl#Xd*#=aoYVAEfNwXq2dQ*e6RH>>h9GpDibNvbI286GQS(*SgyQz^IuwS_|x zVKaNh7lBBmAIj(Q2fvS5Yrsx$P}B+)2xD4VNYrFUhQ^O`iz6_D}F)~e_;4z5?0B=t%+8% z@`bk|lA=M4soHAl>18?pmcmsNxvj7NH{>x+vdTX2l*JBrSE!vX4*p1q#Nxk}4FsEw z_1YjfHU8@OP;QQC+^)KVJnU?_|H8FnSnk1u+rmZ+Q&(mgs*>ip4}4E{IQj-C{RYfA zUO_Le&W&>UrVN5Dwqc>wUijM7qOw|EJsp9i4NBx7c`p1nAqb@UrLE`!gYyI-yi>o` zzWsf`Cc_UbTR4APH#{jX#SW)$OO= z>iGJ#fjN}qi;NpHr_^96$h;wSybMBWoEWvgLnSsgCIUZ&SCy6!QHfg>ipc$_(wZ7p z>G}1b;T8*lc3&JqDTw5c;UB%t9LpvI(+S3pp-0Mj8u% zJpV0>oETUGh=YVELS^4@6XJjbgb9Gn&63myq`J9caW1WoC2Yw& zI+L+Z8^dTYzNz9BKZtCMZnsN_7NLq052Wk;OJ-cA6*bCc7Rqd^)51X_c=~d>uk$CN zix0xxF6NT7>Q_(1I5K6s@SdFk66HBu*%3tSYPW5$=k&L$@OB>!gGfgjZ*fwUs0AN> zQ8v-*n8e&GGeJ6|+e|HL$0<^$c`*=G!fM9m)D3mSrH18JOk3;~%AVOJ= z1Ri-kI%%;7KMM<6w@2jRm9S9d)L}=-X-EssuG)hP8?@$s&5Z2HVC6icCM6tQVDdUS zD_ZTHOOqx0)me&eY)Q6+Vwptqdy znDx?aP+0tZs7E>`iJTiA@c@=Fq$o8^!_2C8crRJ2)o}*q1bh0U{lpdY1U8Rbq>+mx z9WuVC;_zXT5-yxMb2SI?TmAS%`v$iL>%~X5Lr)LP7|IBDdLaI}p!Yqj_$GkkJclil z1%Y>`8HO(C5k-ze_SeWqy}Z^Zh=cY1nwn-7NuF~+w1R3l_Srnn%LlPlCuqa^uMKk| z^C@=)ezU_g0AMB*JR25*0FnwAx3c>@h`isM#wmn8rClK>&*6R_-Nwio-TbhYKun;- zW0k&t@J*-oFlx6+driVO-G1mx;foj}cfIYiB=Ua=ruX;QyF3Gj3tWwJ2yIp2dr=jk zvpouXX0(9T7%`RtQHM_?)|VBEUsql|5EPpA3CCg6nsW8aG;>WU?|w1yaxIPmVL2Dv zZR#Hp$~Wnu5<=XEYF!$^HOa^76$mx0|2T8p?(>hpw<6=OGa97aOx)s)j-a{yrlFye z&p=THW>KKK>?u@}HC6ExTgqkGn@pKrhg(+@2&@04{kaEki@o$bU>cdZh^XVz)tTOn zN>-QQJZ``pVEiR>Ue6u?*}`LXs&_vLUE$^$OR|LggvA0i`2Wfhi3uIYYX;W-@cf@B zM40<&`oC5j+jPGeaM+;Ri)%&q58i&>AbFllR}h`ivZ&u=%=+nG&mWpH);{@obBc>p zvVrFn2qH2@9qipn6BkDa&*Hon6!484sZkr_l2&a`Az8>o&e?D-(N$Gh8HTe|eq*_z z(tO@A^Go+RI~r=zn)YVQ&@v#7Zj&cD_57-=rwq+K)=k_FBx4J{6T}A3iMKIg>U3Tc z=+>cE0wbHDu@=yms7T?5BH%cL&`PLrGqN7W0Tg#C>i{PyE+Zi$w@-y2Cs)OB+F<2W z|DEKEdW;wu)BDw7{{@QfPeZWt*iI~vCkk6TZXWKlODV1`#$#|9)$=-9CG0($5?AyL z&f8$TaxJNb1nP^;FjmNqgx02ReYksm_6cQ_yUM#zN)9HsAv>*STZTrjk@xv$gqLgC zK)Q~@?Rh&YfHLkvwBj84mQMBBEBx5FM)U~mt zMI2AzY6A+nU(fSo6A@DPFkYBcB#$*h4zAv2ZR^mcqIeuW(7w63-WP5x6>qW}V-{3M zYfzH5_MuU+>n?DcYP6ka@AmMJx-v}X`JO>Pb-(hmQ`X``CdA$u=AKS ztM+KXa0T}T#1YZZ06bWl^T*0BfdbW)hr(WIGL-Ld_>y+Qm!X~{; z5ApCRIn5`26_D(}^Sd(6)aq_5IPz*doN`@IjEr#Cz1M*@_Gny5lZ;yMY13f_^<^}e zqe(6qRI9LWJc`(Tm=v53YCQ%EZh7a7(lzT1i}lQI_6#BAw0+UFaku7zNgOYAQy%3| zcAzsa8K%>YXuKh)2?#p}ZGe*+_|n5SU?p|Y#ZzaUDg2TY?S$VK>Ns{hp)0ZPjMDZU zG2DJ#M*IwI!G)ivn*mNqKujNlutva}U4>**%%=;QNGzN68EW1~yRmNmU%vys8ByH- zC{|E_q)w65#(&(7WXZB}5YX(x%04hilqv~GmZ*1p4=Wd+UZ2coJ#`ZMSy753YXDZOUR_JwrArld*BvuxO+I%w{L+46# zEN>Bu`7cVSK}mA3Q*$7>U|XFh4L#K5G0K2qMT9T-ZOm8>E`vxAO&qo$L_oy*d6(}J zWPdvEExm_&OeJN>v_JHRs6tG3=xE#Qv(foVGY!FmBGKudGc zj98nBx(-yqEGY^MZvgJshDkY@h{X2R_c6(isu!JGugA+p^BB%!;69j)o-exfcHH3=kS`M@d8pZ*z549av`-AIx zTiYyHh%ka?)=2C|x!F#xrnxmd;l}b^g^Jmz&8!dZ3X-1$j||fc98v-~PKfiE*{)~> z!pvB@-uBfY7CU;Tg~_DD%G=RCbrR=C8s9P$uQwCM=kpl1+h3iV26++Ob6lwAMDLOC zlrwNl=uf)9A7GJ~OCTDR8Ra-qtSUv-$CYUbJ^}88qA_dAs@kC}g6^@_od8I(z3bgD z%2=6#038Fm$4D>$02WPL3nypGRh0_QD35O&*rnJgNv&zU4}S^2!&B>kG4{2~ze*!M zH|sOUy5D#fRsD?ONIFYXZi08%ANB8O8zQ;dEU`WQmuUUwK7|K|`x8J9^rH7HH@LD} z8-XFdauI;VhYlo-SMC1F5uHSkAj?;4B=RQc6pGPZ(@-VQR?k=L9~2kyJH z#>2d-M$dJho7UCo?xyY$uu6P}B`OE!V2Z7%@`eAnwAjED?u&LV)ED~;O!tVqi^BE? z4t6pgXOz~;%;OztC19oijMO3VIf8;clzy6G_NreAp^iG0IMZI-%g-1O7ZZiKuIK

      ir%g{yc(_B+l+1T}hhJuDHhEfywRaSlyv%l+v+F{_LLtE5T?0BVv>fup1N!YMH6EhPNP5h7F@jz!5g>M8D|FN`eCH5#uoUpM>}` zVAG+?dJowgVs7Vx^+p?@UB3<>zmdn^xwH^db+Vb#`(um%!Mi~U%MQPR@*FkrV?#q- zOY;R;W^C!XGXc}fzHd1Ydg*DdNs>DrLvd5KagB84%cEQC#oY}}4HgPT5^E&ol?yte>mq?~&7R96S2dZ;0J)a3P1^6q}$-3bszhDNRGoHo7{E$O?KMiuG zZH|VY#=!BW6{@G>Qn~~Xwav6#Rpf)%{n1C9@BqSM7U<2oLs6oa~}Q_ z&h2bU6s%QgXX&=dx3Zhd$;$)Bigm+A28iQfC~f_RJfY0i>>o;6CKhPhzu!;gHa_qd&vDKCom)$m0i*s4 z)(@+UxGoSUB~qGNQOch5DB^mWA@SI!(Ww>62;gZTz$Z>|8BrkzOTagNZA_T*9^v+t zYUP#W-wu=>7gcR4kjpxcBG)eNNaLyVaNyS!Ue~BAm(72?ZX!pbS^7GU2(*W9{*!yJ+@070Cd2>{@tLX*KZk%K zY`S25&{P<`IeVMo4UXCwH3X+zZ0B(#(Xq|$GTqLVd3HPJn$j6Hqe*q$h4j7a_l*QO z#a2Zec`nd1zq`kpY$0{uPM1o*8e7*)V3cX%V>`43UUj2)mu?>qDDzuC4*=w&yZu*# z%|Cp64!+$5%*6$rQiOs2F!4UZfcK;+JeTig<98K3Yv4(9sM58e(~ljGlY`^8|F;bQ z+SCSGtTBOGqi@% zs}7`?^?&M(ElOGkhEZwq#l%JJTlV=#GgY1-2(8_;PkGu2pwX@*CPW~k3nh2u%V+J{ z<~E`eS>dPoPj;EY)Ord&jXU);0kdf_M0%tjWiC3=%eSv0146AK=eUhIT@@Rqa%=7E zCEzxPAFg*tqG9XaoRLnWMa%aOo~y$PuekdJrYwHJTjDWmm(vqrR6x)yw3xr3MzXpN zdg;&E8L~3h8wB%@JH#aKX#D>|s!0v0mvj&C?{r zM;)=2+>m8H0<}M8PJQS{P!}i2#ijfYo-51}>!`iUGn>0sqdBaC{#i~d*%B)-emE1W zjmL9(`u4Y@m;*}t;fU1=Hf-|6gMu2*!x z>9q(~Stnu&t}q2yLs&@*knX*N9rm;iKAGr8E1EX**y_~3glBobsZu?jld^ldY+Zcf zJZ2PiY5KY*k83k&iZ*Q(P!qEapEmuyIjw?KAqZqB_0c$w2=VG#PazqB*|}~t1`#Cb zy-H-H`U?F_%b)|p0oWhY29$G$O&6X(mFfyri$u@R?T=tI+SnqW=F*G#zlZ>o6b92_ zQb>g#w(^?D(5=Hp`S8p(Ggs&2xn<3!!zhYijRgoEzmC_K1!R})U0EI4(ol5Q|K}GT zfag0*V)&JvsT10jjcs<6A$bHpMrJK)Mtixdl?xcjGTd0}+<>042ot3UK|W1oghwKf z9`X+t1?{(4%toH5#mljJ;sXkBo0WtKis?}Q-Kcn(8$8PwE>N}(djbdcy(THU!r*`_IA7O*? z`d^oKW#%iT@8Du5zO?$ji1OjdrX%3z;@M+n@oz5`mnq+7^q`vw=3AbBJK`o{<$vn_ zD3^)9k&4ED+r0^RpEkE{7!!c122wRLUBuVP_`X$yAim8mL-I;XDI!&q@WCT?jYP{O zU&vzY`|WpsfQS^TSjT7{#FNs{C_6wDMd(ygz4iTFu|0cmayD|Qu}9oGrzm3AM^6-1 z>ylg%{j3}Z#S$T;Syj5$K!i>y>pk-QNfRmsqbt~zjX#il8oBdZDDxg_Z);!{<=?Sj z{$dYUwgF9=tgeoo65ryNBV!`lORGCuZ#=ZjlqR1OtCcHman|4Cov&hnjEp*?x zdJyqXe3k;f5xsQ#src2IN|fOKaF8qV;9!*9Qg{d5qAZGG;-fUFk{fT@9Zah&aze)L z!H*_6-pX708PZPcR+XyzL9=HS_yzVHwi9iPCJ4U<|H=ld#cNX_(LI=8#+o*bp!DtF zsYuerco|~W>ch~WYFmy~SxU$Bkp8UMI+N+2Y0C@Dw)`T3#vdnou5V4ANvPnY2nq&m zU$2<)Yp?$cc%n?5NNnImoic-658abyvL=^i!M=%0Q@o!zi4wdInJ|5=DC35>m}u~S zZv?&x(bsuZS#HE1bgd|96&Atu?Z6inc`dn!Aj^Iv;xJI}?Trw(k4?*CiqVnF3JLEE z^38{|b%SK*{o9B8XVb_~tmyk9`B6g$l4 zJo>p)dC45~q>u2bRd)vmt6{iPy=Ef@bm=P+lwQT@BsWf<@Lajn2QLeZEM#3rlTRIV z?%*E@@vVcs>bitA?uLwT=AYo~WqdMQL#cl+&Ro|rrZQ3>4yMXL=N*A~YCT*A=HorD z?_RiO8d}jI)@&kG;IE-QDGTZtQ4$_(X($4-RM7h&+fup@*Ms|^ zNC-7kDm77j=THmyOTRwR4;H*{26q}viMT2+!BEh-Vwxn{Mrpovv?w~eL`;XukN!ZO z*TzW4cAEiF7PfVl^NQwXVW3+#UGfO8c~Tlqm)}>z&U&pEvd6ALla4yQqlXrgOa9x- z>dE@oFEarJgw&tdVfihMPF7$a17(_i9}OlAEhbqtuZQ@NxgYT|RA$p?&Q4`T>{^=L zmPebL`LF zTNc$HeoVF8&)Z@A$!tj(VeJ_v68^Ql;`9)JCPe;O;;k5jBN*U%!towfmYfucCgZg5 zb3MW~ba2N!TpwaiZwWyllAw#NPu=3cjs6>N95XN!?1UhCDWz}&N*`5+q;49)_J=EE z#gz4~Vk9eSFF||2CUl4ZA45Vkb)DtbI)COWhU@`NY<<^Gaqvt{603%LJuIyUx#!&G zAh#f=IudS~;2tLrR7pOjQ)s{WPRV@6HH-P}u;{HvziYXdhZnjz+#3*k^1=ZQ+_9>| zpFEf*A}FMv!@}9onzL54){Qt-wl>R_>0cbIvtX;kD`)ev*pDY4X)}?Msnr39P$)@} zBPq-_>6V_MP(kJ2^&X$|exJfiu^t&L|ArB|#O)%rd)e;()tf=-#bbJ}ac#+mWf_Nm ztWa8`%a1UzXDek+R#v&za;+ubaz-T@g+&ofK*b{*@mwBUq8$8@Mcw{i&6ug)rhDN5 z%~@H#-d`R@CT zTbJ-eK|9^@-RcW&@U$S*?VNXcHlpLi3{`*fp8=)?FR&YDU~20i{)b88ghmrhU*~&t z%wn#|kZZcKB`l*~Rfscs$7Y$d8re{T35{=MP*twD$fm%mhKEe_%DdMPinmj*8&Nx* zyDhqHr=V){_m~GntXYXc`)vnd9M)7Gl{A zJ<O`YE&qZ+L=;9ciuYkFqpK~7o zqqVd%05L$$zY@rY((x9QeCv$o*^CJN)GC^~$oS8V>XIeG`DVzu>jXQIlcMv{$PHhk zWNN4lRJ}lWnh?|{$sk;6#tb#TBRlOd&X7sSvmp5V2OeRGZ#ARbIe2bR_jy)-Z?}--KOG%8TJP_(hXe>g}-kR zsrN0jpx1E9eBO!_-FNavEM5|0sOfAfWj^wqAr&tw(&fQ6x|{vG4MFC8sjttAghz3x zQJc}PUOel-X9$M2@uH!s%=k}%@b%wd%WV|#!O2IUt>M74!ueO5Y804F7Huglb(Mhhrg0@9#%->6S^Zw_!^Ut z!xbOA^DluuiQW6$BKg?=BhhE#@Wf8G;!3C2I-Y=*irMiaO_5>-oMZu&%X3%&oAt9EBUPZ!Jqp>s|}1vuIA>r?s+s<7G!bBD#qY1vTHmsfhHx)4X38vGH>Vs z2!;WRQHxz3;8=0fFMckc&GDLW;7hvPMG=-;AvY&uwZXglNxrdik*4D)5b8*nAo|wm z7bbuQlcHJ*X{6c3-2H#VTE7dm8Xi<={GIqDmprKr4-8VXia3D5fIQf?81=}X znEFhtJG`+)kQTI#1LbcQj79C{IjgJG#1=SX_vFjEhl1#Guxa+mm)z&xZ*!9qj`dQUKTIBhz;Db=F{8m zlhFssx&uw7{UkU(qFzJ#-jGwcj8<=h#7&2PYHsm9c{`cC90coI5A)MRIY5|G`A%Fcl3^h;v}uE!uW$Z>$`Te>Z&2*4QsZIhfv4$we}f(VnQOQ^P+>* zILc{c8DTnjh`2~HOAJ)|UEY4N#4iE`W5t68!DR-rSM)B&E-gK?b+h=cvl6daVpfuXLoIc4}d&j+nX9xvyt|jP@GRL?6RMrzQCbauEmCJfCIG z_DW|y@P9UHunEAT@EUoa1fBc>q>3}@L$~2>I!tR#z140jB!-UL2Yikn>B9oUd;nZ} zd=65Ds9&|iSe2`fuX~)S${Q85*K9ElAOcb}f29u~dz=J5j%GlXW7(t;67Wd+jj{tF zt=13f_$GdUzFb|TtsT{fM{Cs#ulOqzvR?cXj!XP?NH2TYlm2|$D%Ni_sar^VO>Jbe zR(YLg!j!cjn<7%XPV`#7rGVN0XDK2hS3XB5|y{E;r63!z}eQ0K%_@zPLR;&W79at?^vixY?}5Ni3~L97puX=&yy-XgW5 z{mFih&da#2g2+}y)H~;?w4EhJ$@UKWLsXa=2*Sh(0W*QZ2UUAt9e(b6z<}q%bSIC1 zwL|j}*Zb0>-Tdqy$t;32wTYF_NRE*SbD^w>O4xp1=>lZa^4a*M4b%5g#lsQUEA!*U ziCW)$a&!-%6Y-}J5cfyl<&spiuAQ{S|VL--!y!iZ4PEoTiQF$~(ZfT)266w^lH5hVcQ(CHkgl*?FGT>+l z>vhy_u6^1FSRI3Vg(ty>X{|r_mo2!I6I5_i*!a0*bA>7qW|Kq?)r#lNI>C8Eoei`! zouY>*ehyq@`=7R~bIH#;Qu5Cj=YtiSV}$H(j)TP*Wjy7@NQs8|k#3e0Ru9d2nP6kY z_|2C=X?&We*O&rC`zh<9O!mCz*1+Tr=t}i0$Rt$0k-#=Kj!(S8r77QX`#3tmZS2kV z?!xyhR@;!(PJBJ|Q<{KlOxD zX_Wm6ud^h>kX$9aZIh4X09>aEg@=cCj*ef`f?iX1Bj7Fr)ClJs<3%feom7G;fPa_I zl+1JnAFCg?RbJf79TGGI0wF(`Q{{EUHdiwwrQ?Bhs*^LzK3}^TU*>jxg#ApBriNCV z6Y}#SJE75AMDuKT8?qB$>$H zPq_me>l{ezd2AW8(+Jr6wUCx4_E@Kb4%LSe!Tb!w)8#W?w5$NB_8`39`c@KGk?VEV zK0(ZQ{;$fK0%LP&=m3D7LsxR{pxI;-{UbU{MS0oFf3Vr1TOpBpzvap>upp|gIl`#T zjI6X?)vH`SYBnx8K~j-V1==n zWU;dGx>xHH1nRIjhb{DYS6iL|z_7*hOc)M~u4@N#+Qwx9Xy>h0eAE*+Wf(he^tXc6 zv{vx*d~c3-y-Dk@9X6cNVrQ{-mQIDCM=dsgS_d~?B42dKsX^zqyJG$u@>Oa zWP-jITeY3?GJgqBH1WcccOR=noD!#9nI1e)-2ldaP`>$;!FS8m?w%V4(80fn3&6mg z|1eQJgYs7j{+T0@`484#s1*#q0E`y5T1TxNk*8Qmxy>Irnc9d*o)CXRQ;PO75{mPW z_PW?TlmjuA-PYk!Y3a6h1fkpnSrn=pmja|~i_x@#fuoZGXqdFAZ{3FW`pG8j(xC0( z7Zu@oGq{P;1P7BCmz)|q7hU-gkAG9NUfPXv_)jVfsaqYZxOCyddbR#t>(E$T zfCN`2MYo|0KDJe>z)CK|ppJY7=XI~@OHp6^D+21R#dhyT%aGjqk0eZjLtzS9Nc);}b>(qU}K!@F-%t_?6!U+OptP3>VZu zmK~Rf64Xqj5u%LC+}ThsSxAb^eJj~y^d-Oh8#9SK+_Z>bXPQVreE~Zcz(`eO!fX`u zZ1oHKg8(TFjR&^VxWyA%3B!qg7`;i~wHNlKXPZ)Lec}|1g2~A7MMp>V)hN%?NNch;?NHUWN!m#=MfN!s#aK_AO^ z`?;T)2dj;{_Xt=;0-Vslb^nnw$mOi9DrC^WhK*qE=a#1Fw~AGmmC$A5n^5TP)Xv74 z?+cy(y88a40WAZZ7>h0d{#S`!_5w$9br#ti&pt+tb|&(S$uu$mXWo~K(cZ%|7f zp`kpC---HHuj`A{ZNyDl?5>Qk#PJ(f>oU**@#A;`XzSCWaC!pM#GGU8UI`yo$E39V6sM-Ac6{r=if>YGuQ@@;+{)#35Nnt|xjGys+5!;gXev_O>>k2d=E{24+S zpBXrOPOOct;y|-2d6N*Zv=PNRUFV`#rTZwBs%QpoJE=Qe^zW@p!#_YgX)}Dml;}Al zAD&f{0b>tyZ>gf@pYRu88suH1Q|ryQIQx+ji8KvlEAllO$p!ae%V4Z?vC?w zDO3N5(lqeYGs5BgCSuV?XApDA>b}rJY7i1mfq+tjMZ6ZydXNFAeqdo2rX>owbooWw zZUg&RuXb6fM!%f{E!aRFN?9DmY;L_zt)$2M=@BbF809DR0f9G>h(WTS(tlN+<@uS1 zk{={ev4?8a2b{7x-CBocAb$Qk9H<8|~2Txlo^qqQh#%o{r*{YGC@d z+(q;eF{s>)cYSD|=z%7$Y0xAy#)=UeuijFfL>hH)UAU_oAm&q4Npu)&MRu)daWx>* z_Jm`RE?k=GumIV^CLen=#PIBHY(m;*wHkG(1U(Osv_haum_;iH#G2E qznC;0;H zA3r|KUG`Y(R=+|5Y;~FDl?UQBFFRUuK^VCcy!!FVi3g{FQMLwg(l{KLjC_)Jy*U!e zolZ{_7Mgw-^vHMDep5_J{h)B+8qPze{XUnl+&E(XAsVqTUWCEX(%T-qYtVmd@PNtT z*%WX5S@f>N#j0EfZVmlSkZ6=g)bqV*g=Rh#fXWmdQ*F*z6(GkLP<}~5T}=yvKxkjG zJHEWHYEjG;4t5#z#8o}uf{jC`pSBb6e4Ei0nQYO%X39r1fMFHddLUlJM8FAtS^_eG zc-~^8^tx=vr;UIeXGkxTCU5j7l42>o|q zL*e_sf93PdjAH`+PSj0elW1C_UNgR$@MczEgBQ7PoQ@+lyapY_6%O}U+yKc#^`?!rM8~twBAPWc23T? z#amCex@?w&ShGh)4$-Ds*{h;a7$p$87WVW7F+`8*Z78^!eQu^BzgogW=i6`71&+J$ z3n`foqviLgP^0}tzrm5k(uhs3L;p0@r1Xyuia=JIM;a<_@>Nl(&x!B|#tL{Nrek&? zlRI}dD<~Z^vNIrk81Dm=JGKvRap|so|62ERD$yCxqle7BD~a4Vs*y-Sw697`A`2 zL7ye|?4t9j;-O~^g-1?&b6^3R*DM06O;UhC<`Au>E8rXaTxE|qd@%!^$rlcZsI}3P zu}&0a1HhXBkC^P`)>bV+g-cE|_Kzszve#DMu_@=$&#pLj|J}dBwWS&mjcP^!#pTqj zWXVAKiE(L`FMvFBKp`3g6EixBBk-w64P#W|4t1iA+d#A>HcJ6|*NJApI|C2mmT0lo z`Al~=s*xpm>kf^IB+*fBeXNKJoxEx6k83)#2|hn#?sKCsP#y zXEO=}^qCa6)AHg%$FtxfcDTx{t@+pT&Q3oCn*dHnK>|EcB>0K-tdlRx2#0w z)k&{}Xi?`)BswmQpkcn3Sv`@~&W5-@(Vd>ZTkC4HL};y*h$4HNmZ{fh%vDEOub*Yj zy z$n(n|gU{PsP1EKHEjvZd+w?Aosy&C3SB;;gnh5hwibiFpM5E$8yPiSYmX#-8+t7S1$4o5Oe(?Tbqsg9F72i{q zv6X%hlD$BuS9Y%ZZ1+^8kA5J8f>gZ4q{F-7e4mxFwDtGqO&Cy*XQkq;zSI*Fq?cY} z3+^&;UQvm{+l9m5tftQR7Qo$fD|+#Ki~qss!Cr3J=T|cb`JNf*p?Y*4xT+f@hwk7i zq2rkZ`(Tno(v8(>@hm{K(qA5#@`?hyl z36Lp|Y)wdwkbcuFGr5ct4WvptW8*A*@pn(=ZNcOAl#*Y#RdBsg8AEK#i@PZl+LXEn zB0DrF+BhmWNQvjtzWX^@9F1JyS0zwXTsZ{{P&@UzokeltTT#Y3#+7#F>O(yokp$0)18XH?20h{13Aiirmo z=|XaByI!!fu}RO_;GX_=yVIhn6lxKpWN>;YfQwrMIsqfAUEg ze-A@kh{oSj7cqlfkg;^5oTCKc)@C=bl*@;pQK|?Ae{eW{wCy8Hy zU>UF|dYWZ<6DEAtoP^suMeBbDfYiw>H3E3-2y}W8A9ELst>c}qC8wY3C3r$(`&osM zXm*w!C2DeN>v*XP-I!i0<}rdb_=ei*7oEn#!;Y0~)0S_qogh7PkWg?(QRep-pWvRwo6o(SD2EN2vZ6k7{qVtcQ?;0q|^px#@~ z@eC1T1IoYFl82e##b3;^w#->`#Rf8d+vLJ4ZB0J+fhgs+{Z6-F4d1%c*KE(jx|8+D z4e@lj5Ykyk!n#QrC7j2|?s+11wlS$tm9@@H@W)j3w-_4Eb)eWe0Fo9kG2mVLaJpf# zfW8jR8@$zbJEhkpJ7!oo*GXC3P-IsT{KdO#{V@D~XM(t(t@H^m($^fUa|Lf_@IAX* z{ik!x>x-hR2iDo%EHb|-aZS)W!N+7aF%_!I!X$qVEP-l9z!;}bY>-hY>(`>lozV?p z^0oY-PI>AEVn|o2>J2|}9LVOs8rxLKqK&ABE}he`ga8yt`YMUTS~M`_HHab&s#M)h z@arZL{TH*dNibh$+swy7H;)dl^AB+PfxmcrWH^Z}f~c6DYfI;v49XR>$Cio-mOr|jE>1@BEH-nbpro19 zvwXqX$E;ui-v{D`|KT6g8X~U6^uYwuP6xHd;ra~)-)VTbz+U*Gd|AhNb^Kbd@iqf1 zfu|YAI}>J5_6-_7*EAS%qwvn7fFm416UakpAeXC5-PBIqjRRbf6BC(toek4| zP|qPk2_&x(J9d5i#^Kk6?sJ@_i~D(L`uOeCzk%DHX)1M(o5JfRKuQH!BA|V}S_*TL zQtJ2s*+#dK)Oc+jjdCEBIH~zendH9vcii$JU0Wlndyxu-pACVp+jBg+O*-)uS*4na zu36emeyhh|`rbq;5)%^ghMri*wAm<_9r z;*OcV-eU=)y&r1ka>m+rt`M$k?Mh36{dbvA zrV$M|@jiiwMYoDSe1;K(N%Rn+5}cN_K!yu&%Ct@B$OfK^aa$MTnKND4#C7+G-RHNY zXK#Pzo?_ris7DQ9edM{+Yo_6O3sdZ6W+3C0V~M_j8K35T;rbZ@zxe2)8gD-QCgrX^ z`!U4|fMo+uN0n@*)%||6uJ_{qhzO>>+QlP`43Q2vXBBSvDu#I^o*D0rD1>+g_svQ! zUaqz}Z#)6_rVTZd8c>B%foh*I{(-){Roe4lDw(#8M=Y12-40Slo zbfO=D$(Y=E;RLs>0-|u!gdJ$K2Ay1F}*rJPZJrO6v!HH z4b)it;e%S^^W|Oob6vKZi1)Pktz?XV&uKCM$^IuwQf;9a0Sj6(0fN zzj4oX)#BC(bA>igsS1=jI>HY()<+FM0?F2tsm}dFsmL}Fp|@}w{ty_hl|iH!ovL&| z219)0kP_PO=!PcXCGxKplBm#lRH*A0D-VW*({duukSx_4xS@I{IH|C{YSRxrAX%+jV3?!yk$50bx1cmLV7cyw@F$IJ9v+ zT8S1NlSY|?lCcDx%!(Y&ZCm$uR&VS^k{F#VafL_j7{a0tFs)yN6U_;0sRV=i0_@q&ENlX;`>TAHh!Ef%K`1R;fT$)e7D(*hZrjk81dRndLZI>Tpahui81=BrHDvWHM zzvjM2`6Lv<>))y;Yr;F*1VQ2w6%B>OLU4{v%kJRm%=tq&1NUPhgvQ_rPEC9B+t}cmjAl0 z%Iih<^S`TkcwMv1{eUOS;XX2JFu|QAZ=FSL{Yin=Dr4~?ci=X7)&wdFb|;l8s{X&t zjr_LKGRG2d7cZe$;Er@PV;8fn+#zkF>@N1WX+JIGMrPHBRjR3WnBfKLZ4QDe=K&Jn z4oZM&$%G~W$Y#-Q^`;KWo*{H(r=_)as8>0Q<0<)wX6vH;aNLOFR{36xY2cEnUs!1z zbrxrY?-iC_TDUFg!~MRVn4 zYi(Pt9z%tm7n(r!dnNq%0abn4?tfHk6HQ+1mo5WUCA04YqyDO%;v@4cl7Z4R#XC@O z(j>lD-Lm;>&n2B3^+5R68-l&(**JQthDpWVdKP$f8!!NMNF0j_VK{TMd3)KjtQtfGMtY&we8^BYzx0ozlsx3cg_gnoXbdPN^^s?~G;`242P z_A+oG&~*w1M{hfL-H#I?Ow{CD$~rC6Qp*qEJQrF)-dH;@-4Ow-8gbKGBsFgApXajx zG)Jui^gTYeouW&CcujiAy;0+JoVWfmqlili57`{$n4!bU&7>5k)CaIT!}@4qiTN=XX&vSFjR#YHhcR5L%st&DJaSNXV z;GZ!WErYb?b~<!|9rF}jN#0_Wx^bx1_7p%%>JYwj?O+)^nam(_6>*)H^gmddQ#0U26C(n?9))^N{^ zn4m_#l4E~gx2)jNDBAz6n*UIj)YY>8qhzP>h;9($%ZJ_eV-!FPpem(~lwQ`}LZcgR zmm_ZJDi9kg*=tH5z=n?KY&ojj@)ZAMAj`9*L!LB?%^OqL`rB>Fik6}_YaS>WeFe=v zD;Ie#&U-AU8pzcggT5W}%NgeFYHX*aHEmIL>Toziil`ecFVz1u^)%Fv+oEIqpqKzv z4Gv?DNXUAY%uX=^*Wh~wiqlAey}$>-><5mbh_DiM{8{aU6M5IYi-36WIhRv3+U#WOL!~xCH8X3M0cbD$D$nlQo{f z)^6Rivcvj;%4|}Rv$D6#AJvoI0nP@JlUO4`c~TZ7T-Y5j>8z1jZ@jT>VkEizSGEDT zU}0C~=4`TWi|m{moW8q$#@F&RhpG8|osR|G-%1cfGbQ^}`nA#M=gBw#hp88A)@I8u zN5a*DvMrCoH&2squk{eNlnu{mlTO)I+xva_{T6MOm0K_vg6p0MAL%zz9ez10Ru{y7 zRZ87j|4~I4j}ikURMmy)mDHj-I&*K|6@MXiwa14HF)T>)&^P79?pzzo^A#6SJ?!-v z!?4mb*XAX3@>DxIH2;Nh} zD&dhhC3T+=#aXAEb9L<$Dxz_0I^*g42O(nA$vpEq(~%9$jxB}(;s^j92^>3Nx?)$! z3*nkXfXg-CA4Z7;4{+4eWQ0J`O^Ua2e}e+Lf-kAq@9c?WAn^j4i9+bnVTXK?EXLLO z!Gr$ULjAQ>>A$MHxI`Ny1i!qGN?@z$>*gUYi4 zw~2Bej1D>kLgu3oe*5X`M|=xl8*S}S9gV38Y2v`AAu>1;J~a1Qz~}UYCl~}}<`WX~ zT@Y5N+U1r(cTb0#146Y+R62=!koOaG?0+cqBAqr*3b-S5v(wQ`u3AzpIW@aYzA27S zEj`WF&0#f=Dn`vHuuGp;rN=lXq1jZ`6HVylW+tXB5wn|hGH(3y!!qi z|4bkTX6q1+u@Z@}fI#t16Q+YUgf(Uz2+WJE0d@|ZY-O>tH(dq4+Zn%Bt1C;+a8`zZ z{=lb46&l4-P!Pj3$wto0Lrgp|qX-L6v?xPnh8LLsbr>|;$XtyqBK!YLrhw5a^PPKE zR_KQ@G>kH%MPoEW$2)YFQ)5giPP-$+^-FjMd47vh=|z$Xwmlb_A9Vqjv{?m88cpW1)Lbnz-_A(7p0_AXbjD< z_{wmrOuTO2dze&jMynzi5zDihN+9>u_YU7`?_QLbrRnfVc>e~byV(3{%QW;N1Yshe z&_3ioykBfr_3Dzok$$xjd%VN8_$>K(DXeErP3iE#_&~RrY=kixvZ9cfaXn2j8XvEX z6Ry3NyO@g1_NSpV5f=~$@>JW9^Bf9?^tZW9-CormR!1G7mq(OnUmyM*_>abYofz@pvj{;Yn6v!B?Ptj%ekTM9CRVl9zTxk$wyFIPDmur^`7^u$oOBwjxE zeU-?cq$mJH-jIheZri!y*=rLd-S)oM-QA(n298GKw%KM~U3z`|fctQ$*y_um%yTO^ zI20&+ag)x=1UT)w9_#5(dKmJRaxIeCJH<$VJd}<>IQdn4&6G{)DH?2bi${Vz5f|2D zB?v$NM!H)DZJ0rxT$=2MFaMr^1zJe=2y~_>PG~7~IN8?4!Xe60=!D01r@aBnML8T6 zTu=fsdPkPRE&A6P=*Q2TiHLC}bGwFXno9+qK9B|5Y8Y^hZ;WI-U>lk(rKN9qKQIqP z=r8D?rDb18vj7@~W?0^&0-tlf{+VTBhABghUxc!B^X(O*${6ry zAq2rIEY6f{m%9Pd{q2lq?kIV4;EWL6?^8VM23sv->1?~d^7MIIKx1j8ij=ff$bm;m zc{X-U&TZW=R;8H5)HAI^?UPL!>DMb2-2N7zjp>kWj~+IUR&;V-6=mtACD9DU!Ax6V zhYL(&GIiYpogJtT z;mn|l#*mVYN-Fu0f zqTgROix^P_w#uyV&!ifJn~2qMsj9sNhpf0E_ilGHpX&PswHMK5F0FE`H0sH+H{#JnHo?wd#?q3>r*EQEE|4F>1zPB> zF1f6{a_g|hC85*s63I~V!T7p3px*WvLBR(9Pl)vr5ZHlHA zqekSy!9WEI*%=mOBzIypg8|TiSL7e?>S>V zX>ST&xiNpKxhiR1i|pcLR`UO#{I}3rA8wlrRN7eL!){XYV4(Tm*-P{k+Yd*1&N1UO z`Z#D0R$>i3J2_EWD4k`z2-&vn&)QH+XZQdGo+S+i=KR_d7b`BsvyCE6$1_x^`X~wY z2lQiunckvgf>zuKHuy9z;}_zw2~VAvyoXbfMCrOZ%Lu{uqgr0o18T}vM$O%9ypLxFs6i2& zZYrFzPc1vEu~d}vWy?K3jb-?Evd(i|Z`@(-$Il zER)t{l2jHXadUe)gPEtdLkCyaPGN3y+|pal3|Nh^90(yOZonhSxK~4F&8gD<6x&fO zj_xzOydaQTm_9`aYlL=4VlXj?%O_h*2TB*!;lSmJNqd^{B-74O{<4g5BrmS#d)~Wd zBIRfvFmgw>zuA>Ix_YT3C(Mu3>Ae)Oy5SC+lis!AfQ7U*J{Ow{kVp^;^NdATc(7x^ zIjz&sae9>Enx*{MQL6fj_lYSeFXSr8mcBzxTkojB6dx-kK6GMpWT3ZV_|DMTr9X#XX7I%;vBOV8pU_cta7{L#=kjZpReZeSp3{Un$B&YI( z06-MA@92&CGai~;oegTEDYd6ajdBP=npH=X-JLJiYG0njsrF0sDs*gLA04^CWXN=L zwl=RD7dV{vCz+k5t89+B7Ew=iD{!!#3tDfA{3uQm)<_chdccPJ$)8?&0?!a&4X?6r zy|caJ*%aDBVOmL|sWy^wA_V|7OsG`NOS*sew6}Y0Gr*VhdiR8MFslQlDAw+E{a8sZ zk1mchA2hIS*`_;_UESbw_9nwkYJx3E$#wx4!$X(04VtwwU7yja6VI}NRyr~} z)g5CVWOm0;;XAh7I^!q$BtqV9`pd|(ov6F^LA0N52qFTVp75P2ACyK4GxBtuyB(oD zHtV`$1)2(`@;L3*G$kvGbf%1vjDE0BQ!VS69W8^JLo*X_lahlq1vB<6hT!K@qE8T5F zz$w#c$RtVH-iaJPtqBRvH|NlkmO6cHB83eIb8-|?Vj);=zTrd7cSe!5s88}u$M@bG z*8Ick1|Rc)RKyFn5vu!~_Tl}9&If!Lm#-T9S)hrcMa1;R%U&D%&la>v3d4u?oF-XF z2==qv{(uYO8vt_6^X8g6Cjzc~+F81Vcf7=7(T^z=Tl{+W-#s+2vrD_Izuhp2t8G7* ziwmIbckTcE=MNyAcU7uAd$!7Y|Eh+(7bQa*W__4<*Tj3#tz?SHB5Dq)vy*Cf$#4)B zpFHLrKbLKU2m+Kan|T;M&eeZ+FiaxnPmr!xHK6a)zd>|Gc48)Hkbb}mU4L~^h3sS- zjxjs!5&Z7YVfxgh08EwNY6Kp^%uV9%{5zo!_3#t1miP(54jyaa9qrr?K6>a8ZQI&H0m=pyD@g> zJqg7wlQO6s?O@}Th0PgunNX4xMj>b_Tv`x+G(S-z^;RP?WLE7SVmlO>-XTQ^l|eTM zz>`!wYkf{(vTRTpYtrS>F|G`gD!%`|m@QviYL2o4=4A+o{s8zmL14U*MLV-okARFU z0n6X*TQ2z?4!=qc25G)l$lfT~JSE%SfrpIQd_X~y6LO#qeZE4;x$HoeXK~{lo6y~s z674&}p~}>Q5H9+w>(c%^R9FkkPz-%tb4-n!Z%zpuMP8}AAtgZ!{ ziIna#i9DxITS}9`Opm za_RFc!>*;LCk+lK2u1E1^Jj3r{sf$iD8AN_BeR3}U;mJ*1ty84V`T~2Mh{nOV^}wq zap;3j%g*V|QS4*NHG4}; zeAJco=I(Hp$-$sG$OzpwL10t<5YdX*$!5*ZcLhxE`>0K1Hu`w!r-=BIq}YJ8l?gCh zpX)&00PT$w^1%u9zN477lb(KY;De7r0`^_>Vck!fDJQf|Ps?MCrh4wD$dLd(2GLYp zxh5AU()CDLLi`>CP%s&Ql6FQkcZ9fnD>Zg}T=)jPz#3wlsdl;^xL=lTC^i$2o5S+H z4%mlqCK9(70yv>80T0xFlAoz_QP4eIetvGiBp3j{W}^5F2Fau4(+i*g2x&?ttsm{L z2Y<)c^!U$x%g=bIU`8knVr7V~e5J+_(fBEC-9~?RVTc;3~y?C3R^gBFik5K)HVxreQ!mo;D}KV1)Is+bUPR^hV44boCRaFFJu! zsJj*IMp`O3(b~S#Q39w-z-6Zx4#z^B?y)ixHc^SA3lrBFIRC~hA;Hxm*Z;ElDOY0W ztVVDVB9!8Ny>UCq7AY#cluSV|dUP~v4^e}UQmU7ptwUMg*|fv^1u{j4icEb`QTR8U z`~L$aP)rCFdrDNH#>kCCSsmN%ZH$OJ74ogHHfQ)~y*<*SQQ4Z->otX1NH7+rvd3{Q z!%!Zzt7lbQ&dLx{-6Rk&ggN+gqtwZAJUmho zyM?DR?n2uMXO8&|$1Q99{^gMI3(wBHI`us+cb+p_OSmVbr{lHiV0b@FgS_1pry4lN zF^_fJU0!PFZ7ilffz8}35JOir{Ux^BooZHDPpBZ5F9n*U^2GJuB$$a)@IfJBo_}~; zziw1tb#F4rL_NL*qO*ZOVC#n`tJ1wnz9h*dSVr<5>EnW2!!|EH)wPFjy9^rd9IYf zmaK1ntRH_vMphIbEC)oWx~idn7COIs8ZR@H!M1_;a!60_SeA_sE?G&-d6vFg&o7k{ zJUjdwv!$Rj@8aPlnI>z+^0UcU5RIYD=pfN`QD?S>ACYBmO znu1v;KB^yPEx8ZPfY)ZA@%Fm_fX|{TY?m4hDw0sP)aUaJ8QCLzC3gGG2OxNTitsh~ zZkV{1QS^#bQz-7LOYVEJv_#=cerkXqro&M%gm$D2PT z1zOh^t|tA48*m`Z;qMnLA~$0#=M?y&f01T}o(-Q=6P!jy%XdQ2m25K3_sG0^3a;wy z_=^E}AsM(!f)jkjOoLJ~ZYt_C$s}!|^=c+jN+OM=9J>6O+X>7SM@G2DCG!zT15W0v zO47CmKQyA+F)m(U2LD=u>p0(Cquguv4?r%Rqd|R`r1GL4DbcS)S9_f`Rssl{RA~Ev z=e^o0ixPSGlZ&9V)*h_Eswp|$<}XF;G*JxfifKmg{TwA+*W%zV6JRtQ2)XPt*>aF| zg1ps5a+;q(Zhi?j@LIi8(-D11NJvRP%m&!`Q6axpY1yUx{

      &JLX5Vg3VvWZ7zb?z)&%$YV5c#%6G&q(0zJ zjckR7+)ed>%p@pdWezZrzH}y7L)Av>{BHdlGW4*wWnWDQeL3 zSiiix%aay!4ysS*b`!3~t8W^N7(Q~?!>(^@#?UA2{>fCrdV<1I!UGfO%!y0qj9kFF zTgjJM67!S%At6p)tsW-QpDj8S5`zW@UXEv3La`nrd~T*iAY_ZhN=rdgjlHB)6qWd7 zkk1RJXc`&YuBS6FY zu&Vrn86iR7mV@$zLZ}#w4So-8%PJC_Zr8LtW^Vrf?O}KCP!=z z*I)xvpkT8pA|cCl5~O9>5RwmjcaNc`TY@kJ+m5CJ&(i^I-)@5J5D{!$49fVx6VDA^ z6SI>v1fK+~OKeX8*iSnxI6ZALY5>`lJeTxL<|WLKSSZSd&2)uPWrFY)j6;hWj%TlJ z@LtSg-O^-FGG-`>o3_Q7dfw*GNG(%ON5>Y$tovtDS~~=HIIP9*GLdLPWT@bxq(qTx ziuTs!+Z!s)XIoJ|KMoGxkWy}}@IL6ij+B3j+wouZw2-%MO4k!chEjt5*XDX;NTK&$ z`RCNnZ{_AQ2wF=)+wHlk6e;$3Jn6c*8)t>Wiu!NjgMuj5B*ddE8A+H?N*uYe!S1lq{Oe zT~Il-w^*mHr+yKOT(Wh|TMT#=zjLVI;NiHRU!Z@*QcOCGO}4`cRA_9lAyDH>_6^B7 z^@ctfXc8=ez#M`qx<0HYK7O^=(-(AW@`wz;>8XlANvxWx*S_L7Er{8-V|_KF&%`&| zWPiUmrlA8tIU5~K(9%Kl*qKA!1OW%c#uro$j{R>905E~F@rP8wAwK1-I?N!QlTO+S zSwyfBFG>4F?|lJ&+US;t6r9IDic2o^o-M-d?ng-3a@nIG{#q+qUGCh2ulQgtF$8`? zb(@jMZIF~We6+!qHr zM#}JtnCy_C#h4aE`P954mJLWooX9>o2fKKlXD_~?OA6Ke*CVZjC=12U%ZL8|HTdj@ zTdC4mU$%tL%q=YW3oq7*LgM<~@F%!Uo?X%IDSB(9CXRDP88qu@NYd7~zoIKR`rfMq z?pFnYhiU5r)TqRSW)H$vs;kIsn@-o`a(5M%T0tW*^fN52(NtFYj@=Ma z7HO)Sy2k9k9m_ZOj80? z#%E=sVa5G00r{>Qr#wq{S6NbhGNs^DE~OYfEIT0$K8i$Ls^>)o7!0Hkj4Gy4!VR3$ z;WIpYCO9pf0|p2c$x_}jAO zDf89>_NzABll6h|L6jEm%|Y_^BBLlmj^ z7|1S)^)$%aRY@*xJDzhttuwPjCIRDivj~bmB0SXo%3S*aFDs02S7W8)0k&4et(5yL zQ~e-efj&nj*c#Lu4~!6q^JXz z23~-Hf4ChG9Z9A^Z98J#<&dKb4DI2B1q~jr9)HvydGq_^j>7tx_j@q2xgjNpd+j^I z^)oV~fy_h&F24fJWT&Se(H`WOi+sBvD7+qT44Wp9dRKMj`xYk*GUbLnXe1E*fps*K zUs>5#Ghx|_oVz5@c%@HMQ7jsc1%x&``^?O6m9cbnH%>a4B1d2}$g2w!xX{`r8oW7*U1!v&PtoQ$ z((8G78v?X@gIEi9Yi8svBYs}v%BhP@Ahr#sM?MkY1v>+#f5I4n`<-IOEwHyRzU1lo z`lcFCEIUZINc+Adt`n!DZe^5s&2rHt0?bl;Rkyyswuo#5nOJb zgbX$!8q3tY=);&fUH7&SKfm}N<0EdTw}w~2PAG~J*z7{|N3o`F_&;T89@LlTIk`z9 z6G|C()Mj^$mXZLb>e+%^Mdw@0tARw_wrqsy@7&SRkOoudloH*X;%KWlw2`y;V_+WVd*Kxagiblntm})v0!>UsLwk-?5+0GS7dITZ(Xt-mv;?=%B)k&MTK43Tr`H zf9bcJ%9bkk3A6UkGt2)^i>3fD?W7BkmC$tE9c@uz!s`emQ%T{d68rJp1V#Gu_ke1r z(y!)^2#3Z7#skTO&u)6&I6y}Q9;niQy*a=uvpY*?Tsnl-ZXLW)5p9P-zO@6#yULT2 z=$}lDFd1xlCz((juDHP!El|MRXql_{A!zIPo}dI8q8J}hx|<+a*+3~0{UV}hl;F)8 zV+)?(^$_UI8aBY8duQIKtS7n@pezSJesmYpgjtZ_oC5GBXLOrL??Vh-(q)}fwrZ1{ z!Dv=;29Xs#_1sLWRm}{PnUH^Hxr3)4NIg!v35T|;jAU3niCIC{o&D#=Pf(nWC+<}? zp}GF8JU&smtyHk#u4=lhw_Ejdo*@EFauW2!iBhRX0mjmKfe-H9jKNzAeI+9Rb=jp@ zQ5%#WuT}kEROi_a#HB)XugJ4MqK-rAC~8z?KP^2w0V^q@L(m4g6<)lR+3S~rvoIO8 zqEyuYlMGm>7J6>dH`fWwvkgBjGAy3;^iGI>q1Wn@Nletxva!UkDq`OF)baSxz0{+( zKK$VBMPGHtc&n5yqJh3wGNf=Gj=)QRw`AmHj7vQQs^n_aUw2QwET_eg69T`T?VXKq z3Z3y{6gtPteo}bKEfV|CvFfSR53m&j;r^hC@6~a)ZIZGLYiF;wKtPvL*9^l6JYoNU z5?B$fe+3*&Jv-1yjkxEPsk!>R}5jCH^6Pi+a)wHaIad#k17o|$eof~55RE3+P32d+hsFHRU*U2_*o}?FTlIfY3 z;J+_+SnH+JJ18S=l%v55)|e!1d2`=x@d@JCdR$dgxt?{UA$5+k6(oH(m#RamG5QOZ zICPb{D0tAWAp|VI3)-;~$;9w$GF>`wJO?Xv@OY*um!LSIX%NrE2eB~GPG2d;7k%D} zNdMf77qV9)svs|nLUO2a_?PG5s*_cA7_zkl$p5i!rkrB3p!JdL{A~39t?7|K+7Z3e zBFYk}a;D~oSv6#BAZ+`6*&JfM1G9eMKYB4 zzojo;m>-H1I=xqBfCj;V7KInUBjBNb^=aIr1;QgHi>-??jXL&n=hD_yD8RDQPbLVCHBwvD`z*4{y8Vaa_ngD zm?c(dOx&grZ*u=U$KX!jK)j(#lp@Zcz~Eu561EqfSh$o#S$p=460?s6+&OCOp_0>E zcQQjD!Bh-`J;We9DnYI!<4{hkq|*DUZ+W?|5_2yM@HL;^%}eUMom&bGXnFa44C47+ zHDvr1NmUD=CgP0OyZo!$0E7^N0$wdU%6R8&%>Kf9VGY z!&gq`ju!L6SPZJ7gZ0eFC^>sxyh=m`2EMnHJx!`4>6uQDJ(+rKcUfweI;WqR$-E^t z-SfUn%DP+OVPSz@6w<>{qsg#B7Dp<`1lOq4tW&1?& zdQ9k3QqJ9OS-3Yo8bUl5mn&OtjEU`w7>vwv!<8*_-ym@T*CwX!>Fhk zK0$KsSX@SDb<|39PmA7w4=t7G=Qso~Ix`X8i;z`;a-Ol9Y;y6N(?Em2E-aHCjSts< zueSH*Hv%u3$R(e`SJB4n-pNORi*s_6c7Pu-5tRz@m{K3*uYZ=|djZ)*-}n;e(Z7Vu z7XPw&+LPgpCD_^sgsuh9dGU=eJX=+IhRBD7l$5v@egao!=b8GWC%X8fdjX|wwJz-3!jR6 zV)PD|{37e@d^%4#hW5HAut&Y|Ui_(4tt#mzCFiNQzZV@F+E9q!|Bf!ocE>wQkafutoyNb7{iVs`%!lsMhb)&e3g; zPGwK9^K+YZCP2+&yF4aHP={=}Z2&4Ha=ibLTOLxida;5m6dE&_Y7izWZRi zem-@{GS#iV$fEgMyMWLxo9T)2TgbK+fypqH1DK&CPH8Dh()++D_}L212B*l#UXv8N zM|IOyCl6yC)3&XmBfo+pZt=!CmgbSSiZ_uZyo~>v|34bVYGW`+tk)S@3%xgUgm9OX@JSZ z5emZV_12)GuI`gS<@;`nMuAX+oc58zD%c2%W(Z=L_y6@dOd(BzkIXh^+sfILXC0Qd z?~+$`tf!>LRC5ftJHK$B=nbX-z1$5@XIq8?VPXYH%mJsPu}x*q%~kv4Bg0}_6y^N6<8Z#f3GtAL zd@W0EfXy1BWD9zx5hF0+CB57#j6!3LQPW&FD035fWymVCL*nqDdHKh})x>Zt#nI#q z^f5U0@lzn{>7#;pR(0qk(w%Mr0xSxHz*|t9AMw7W0w$}y>kg_O!HZ-r=?o<2E59S0X~3Rry&Emj=Uk+oQy0j`rdL4~L7Tt}P{&_gK^>6hHwG z5ab7CIHciSu13b6TOwi!QNA3+gzh`QA8-8X?=ym?K}x*vA{%{fLAD46v$l@JPab$VGlKnI0 zdi4A+(?|8Iu>oL8U73E^EH93VAP~a>0_BIvF2_-efsr|1x9xkp zMNe_Z$uW&om%IZG_;`4i;B>kV&OgvM7(?JAib!kU0SI2xKHH^?0D)iN)(I;GY5tC%S!Rqo=XpQ93W@jq zL73~wM5fNcm_ov!#gmyT;K?9_Y9tiLU8M-uOS_Enw(Q7PvK$9QLtvOG6UJr_ZjCSr zvgQ%pGHiXW>Lx3GI4f|L$i3uo^D^J{AfmxHN!@;_O8cS5YdfQ3XAjAtKN9eRC=n>h zvS4sj)#u&74b9L5>93St5B2(Q0-SC`R-v$foSS`qa%@bHb}%B2&Lckk7pbU0hqxpw zw9<3SeuY{X)oq_>O$CERktjy$*pM+#TV4-bN;`D2Bs!2f2{Q_Dgmk_gqFK(5v%kU9 zhv{;jA{B^oD|1J$5p$DoBc(LuB!5b(HxSwd!XUk5hA?Iu!D>YqL4EuHU4YKGi_vhA zz2X;xOhMeq7>Qur({Hk;hz=-r#MAt_)Uzne6rX`jsGdRUUif?j==oik)8=NnhVZN2 zEbU?fY16_BW3yW6m63Zm`J7vvuiLL&(wIlW4lK?e5z|;nQJJ#C0t9y3MShP#_^ETV zG=8ffV7qp^@^uTwD?HAX0*x5TdcWbLM@MYNSyVIt1sS6yN)%V3>_<{cP5Bo}ogG1Z zK<6XXJ3Vw(p+?O$RMD%{@_@B$IY^5QE~-0-{XmQO4nG0c+300Bco6Gh)f}x6mPy`$ zLGEjS{SQX;WVg*)JNXc$foLmJLA~KtB0G|=I+?UNcu~pIhcp#|oEOqcagZtVwmN~P z&OOhK)M`b5I2Ip>Oi30kIZ>K&ajA`WB2M(S=WRp4Gw)yGfd1XG%35dNzA1SUSXqsJ z*HUKE{ya-tOQRRtA}gDW$R74ZimB^oEaOdL5e9d>E}Kmo|t&Mr-&Lq7slg*nTCyNB^whu48Xb3?_Ht$ z->$9TYo}E=xhkBvS_jmOV9`jJW5YQ^EYr;H*;lff(kA5w4&W{^HmEd?3RB{0UAj7O zi0c%f$$v}LqQJ!~TtnZ7E6vcty^_VhIcNhUGMML@;Ns<;ZvAC7>5g^iHdf;>w+dF5OCf z-$~ciUjW*i{)0($sGgjWEpR2l!`?nDkjUZe>MIzk!gT~sx$s;Xx71jAsGR>+jBTBg z1Z^}65gKQH(&HKmLIPrZ*XJb%fo_`PMEqSaXejJ3xSzkihE1fl699`Jc@MG)Z11^DAHkr}$ z!99sNMbL}@vBp4vH3N+Od5m5N4dFgECZdj~=qtDy1`76yJxNsqT^*NBpO(lM}BYG{F==TQy7FFFJt^A~et2IU29wGANu`M||+%b*_3^ z04SN8hz}ti@pH&pjzLPDubbk5vGXjw#npPr zMvd^QK2nt~ZgzeO`V?UCe`O?MBsxgWk0I2>1=<3O)>XTVbeD?%eK6V*W>O9@Djmtr z-TUGSL{<&;y!ig&hhVM;s~E;OvjBlJa)dYrpPG?L`&4J0%9%bNR3D0L1~>T6EUrFw zrChg&0KUC}6m!P95BMYDH& zwVnJ!lH-JsJ6ga*NgS!Hsp!BNk*hIxQ7XqVT;LQ5BP|z8k%I2R(6>GLek*lH?gq}y zPY#ufM0PU6feG*Cgm%r>1w4lxR5A60sh+C zNl)KVvK4V!tm8OyDCxJ@DJM?7W1v8?cBD6`yTU=T^DLr`^Ml7KH=g!e)4czR71ZXq$|oYCVnV5P4;@ zS`=ex(fh_V42uCv{pU2nZh>7+U);`bO0&S5`iW^x7?W*!*vqEiS15PbSa3i9lvePT z&i&9t7khr8wH;P2%6tG+UQDM%p69-GtSLH@={mwFK07$ko<(aP8mK3@g1N+NQX`u# zO<6ttJqUNEE$obMZLcTsS%T3IAZJVkjqjT2Y%7d-&oI>ZZ2TlHKBGdoun>z>-5)@h zxy+&2cIb(RF@=*rp68&I7p#`%q84+V9G7lZIfeZFOH2`_= zFF|Dg_)(;Cs8--$D*8F;0pEmT4nbN=Sugw>{L|TnBYa-IG8|EKy2gvz+tPovE~0H& zM&8{e)LLSEC!&rP4?f4bCzt|dl8T_(sWu6&n9;QPhatcn7Z@buZkXVv*nik5?JMp` zxo{Q~d@yO6eZ~dz#f;9$`3cFM$&29+&qwh9$&hmDScH&srumCHnd4pXFMI9Vy@?-F z3zT(xQGdE|+9afPj?9*lQ=dm-fIaJn&aayh$B})lLISLdJ}TuKICzWOfpK*$cHLON z>ZlwMiY(P@;Lb+-IHx5Md1<(j&q~r^cN`4?Uy`MVJWe;l(0Ar>{?N$2V657jM1qF# zWb1JNt2{y)(T{rFined48>BWyQTdP}KzZ0>)DOvs+q5G6h&1MyzJ*5T$3U(e(h&JY zd6T&-HO{X|!VNtTJf{aaQQDVrFb9J<-4`%1E`6rd)SkI5^5;>_!^XcR#SW2Xx-x6R zi{hc-6CO4bqg+LJwYBR>bx8Xr)LJN!2}B!qg3Ot37f{}lZntTG*Y<&6ey+IbLTA0F zB^s9mJ@lMDz_m?uP*2(IQ?8$Puxdos?ElX>#|E5>2tW2ErfhHl9;123jsBq%>aqa{ z^%jY(`H$YxGJYW~dYcShd!x_&AFZ%u$$1k8Vg8M#c)c!~R2aw}hrXH>1PAZ-ab__@ zH*6>_JjsAfv%&8bm(A!c?Fc9LPa{Ka)N=wv zp?5?7x1d&fmzg#+TV!5d0o_c{_?YVq)CLy&0eF6L&)bjBgOX?**gq&0q0n4Kv+sTE zC@zyAe@{0PXbr{C3}Z=N&WcJ-ipP`p67tB8r%Lx=wdT6>7_5&2VR4# z)C{A5$JHwqQ96XS-$d6a^N#=H81IK8YaVh{C=z2z__vlCHJr!AZfp=KdH1o23*lHp z-n4r)c{t02U=`X!4dMu!aNLor9&%!M6f}bo-!Kp7qO_4WB5?>DyC&=*pN#tSdA~F67p?{6rNyAcmW}M z^=n!>F|gO#z!Q-WQ-MM)_XvoDx&kh2v`;gg7Myq+PC)xY-ul3-s=5JZ9o+`v46oJu zOt#XIbj%cvkMT$2gEMX`IPJWhLU|)qKUE|mF0%)%Okbf)SuCoWTQqkZ&2L28Pxxb$i(mAla^*7>r^}>LZ7m4naq6l{35a?A_?wJ?f znV~2sgGr(*+v=Z}B9NVJK_?ouNxjb%KV`;C8`Wr6_>8t0zEYvfw^F$ga&AQ`N&fDf zmBq<(z(V67PspOV&Y)Y}^Eb9mBM4@Z!1!3dvo^9Tr{N<;Dyz6js=c#nw%JmLzzl{g zhlJ=@Kj$dnEilhcmN7I;FhSr2t ziRW-|iTz=>ovA4UqIhUTBvfSV=sSx^E-QsbL1pa=$4$d1W`yhW7m5(nOO1RnYqnf> zqQ-ELikf)0Y;65)muT`SyVa`n!yVcf@&ll}ys<&VCA)ffRp=X9g(CRzi_x0I^H?LF z%>B_)j|Ava#?-L`ZOguGt8}80q44Lt`kl7U$_Ae&Lx+ zx4g@Bcf&|{hPVJ|u6%|i0O+!!oCArD05XUgi)4fhiohy`SJ%O;ydU+YW znv@$Vb^84(o9}gZoAbBwB5<;6XWcwA8vM?7!@?}9f$PuH9p}j^ z_?XaXC%i+@bGcf-p04qc>B{rTV~7&9d7tTjpy01?_~m2cEV55y29k0&dcC)69xcWd z!xFFy!Gbs7JEPxnNj@iO!spA^WQ~sn^&1;fV)(zj3nlrY)+V4N^ zq1s9twK5Shz#OC$#GwV&0Ip0y(Fa{kz$Ff+V68Ymm?d8LcK-x@FdY6eIK~_)tg=0s zTt29jGIZ>wKo=z08weMDp4*pOrf&Q9kv(5<(8xx-+A-PP~d`cY=AH zILmby9#hHM$;;k0?1$*35?-|8R%>xS#YEw&0V`gs%$GgO}||Rk=NmAgEiS*Gw^2`!`uV z!Onz>a^FSL4N_8&BVcv$zWI4vdVGUz@c#mng%*kyt$2Rt^(p_ophHECGZ<&F%q@NL zi0zCGL=6bA!H!u4urc_borfdb>B$_c57|s<(d>11qCi$3!~D7E9r-)d;7rI*WGtzb${*rdi=)UoYVf;R~x}W6E*5H?ASeTOv-EJiN&br7r3zrNrEMp z8R#PKOf;a@5J2x6VN7?5?tp|Vl_15B9SDg2I5yMU~ zGOtmDX2>fBCiX!0%4#r)I!QI;HhBo-X(ahJcTU5f72GN0WSD@MJBF3%!>_DW9dchwitH9g&YEjPO!oRDt<*i4!2&|^E!y_%Q#f=!0~nH zM=$!n#{q;g(6ceQHHWI2<*iLuIPScCGDnrtP86ZRu0UUL6$Hk@)v=}2& z-r9;mYq76C$X$OJ|4ewQHetv{E{b4s$)`gTiHkK&1K6j#P>!spq-Ab&K}wo}$a{4= zEB%oUR@s(@A?wocJjGlmocopD%bqK;kg0S)>3|v3m33H((B9R7NdNI!?L)=-W2mg( zT+6DBgVNuJOs{Xx>{6*5c;;i+tsJS|h7beLXUW#zS#CcazApQxuuv~kgNbxX`GRL^ z7=WeJBB{v;aR8ZGfB*mh6<-MQaaKIn*$ z7O6`B>F?#nDMw)7-!hXs=E;l%2<(1KX@6_9O-k>HFDh!lXEbuMc&Q*|GbOFLy5$7& zY!D;w{dRSEAB?^K>r+)~rw0l$Y?!1363G0bVnx-_r+LG?J#x)1p)aGsRxARrDLPB0 zsnlEFZYOy%H_;=>MIeMNy>4T>Kw2(X2)pUvT4iLTYVuhwaOnL|x#pri?Q;oeAaoA= zV`IEsFYHPoCo~L&3ga+`gQSBwu51as2aFn{U>ISLfWmJMa)|g}T9cd=G9M4i1W_SH z>8@i%BzIvXgAf^MiUw{kKx}}A7e$di3WbyFa7uSuz;HscSryin_WQ_XHzRP_pT6xW z>>?Q~M#ag$7A;k;TY>lA=;FlM1y?HqIXJ2SXCYDwmz%$Xe#yjHHtTtSzanDo{ZU#L z7hF!pt60mbQfAK0&ZO3_R!g<51p5h7(>^&ZWk1U4l7SyDo$^0byuF zbc|NP=S5UV6>MzIKiaHEHR_5Z_XW-1=3LIWb0AC;&=u+KMBmhG$`(?qqw$&K@Q^LKai>HHqW1VuqW z&Q*YL;-pi(gdp#f6370DyoYUZBZ5-&MYZBbzKI#_f)M6Xt+{VKsTT?NAAwE8|J>RS z2Tc`5rzgA7OKl?ksO~$I4xCIU<3>;bn>8<08w^YA5p6s^LB3&V&!HZ<*=IRSI!6k8 zz*BJdZe!M?4RUvV^y$BEj{xBR<_ajb;=92YFRqf8euHt^DdstST8iTh5t@=cKn2Ri zx52Np6=r6TAv8-HU3hF&Fl;LVMFP&hhUAQae)zPm*41yR>@m1tSZ@52lp5B%-^$@( zo1KLrbpiRTl*v)A7LXIuT2jt1RS;AchK{be^8vZFKw8z zJ6JwQX6u7|zthhUyc0o0OQWdZq7faF+s}1_B zZyP_7q&D+SO%o@P(R%V|?Ic*FU2ez^fNHciI>KZ8bii3NAdQ zHg+&~1n6|Ql$qnV{VTlYcd|3A4N8=oPqd79$D7)i9W%SBKGVLke6IwmFzh2eeVF2b zw~sOSNO_&KKSqHC-)VpR($w~jH%7}SgEfmOl7sV0QKr^*hBU5m$EYjeDkEv1O6Dp` zn|UlR5@&KD^VrGzH*a>_RH3}R67Lz|vmmLJB)ZcCY#73zB6xI$ZxPZ}Ztpxr_ zIV%vWGiF~H-g~G9=u|ahLyS1+L|PWW7&as`lT?UMqD~WZkkYZ|8XzcLtzsQkaRn+t zOV4#n2ijr$vYvQ&3jp2=_BzD(@S7=I%0#1SLi)EeJ~eJ){@1fy&aCSR0xI8;vH|f1 zNdy{Gzi_lKb#D$O(8y*;3I~QcYFY$_au|&ZA)){QzyuGEnLL5JRJl;}ggcfEk4{{T z#n>%p@joac}9T4fKSxue3?#1lH(Y}JM7-1Ix10_1+0qC9wo(kT| zE2v8wr~JEoLklqAd$RI7&W^XmP5%>I$UGC>|HZrHhy4n=CnL4m_C}D33f`GO6vulJ zSSo3yNX9@$@&0#5gsov^R%NPAWRFaD6hYOV>L0DP_{ps6Sz>V469oPCR#ycas%@G} zZch>W`a|%ZHEa)(I_z{-*9rvrDZj(>Pd?Or4dp3$m4ql2cf1omfh|6r)>zS5-h5Ir z+>i2*-d+N%z88R_9ic~Q=Uyk!_4tYY6*8CJ6&OSe*49g39Jkkldq??R^+#z%F^7@4 zeXV~QW6G|Fu34fArHq~djoD5z2-g8?={4SRXziu*RmBHV@?F>U6f4wMtG?u)2|H*MS*F_9 zEctZfxT$T0B)>3LA61T^jJ~P*P{DI{u%}~tr`ojixchrR{J%@TK5AzH7k|h?R!}4s z@ku+vdmNoE#Ru!gSBb<_M$>N(K>F7*DC3Rv8xe|Wfn$)Oc(l1I0NZc=STpbw*WJ0| z`kX}{8()h%Cxx)d@tPEGf9Q7v20DIOtZt)HXpuQ#cS&x0+$=HiPRSH2>QY`M>^++j zT}DSz+($5hk>y<@&Eks3=Gn%)?&TOmn$JmFcLx1tbMs#Zz??%KK^1vGiFt>|+x3`- zDC|7Nxd&x0H2TQ74E$LJ6=?E^`VbG+9lEileH80zRrsflJ}Gt1Pj?TOnvrz``DrME zrImvyQwXp`l!Nz|Cns&;=(gf|T&P^pqH*1>Lz7ECA9i(2%xu_WnbiHsdFcCpD>N83 zm|8Uf1TZxsN4U@XH6b%;>@c7h$+H@WVoc5DzmtK|5j?5qIyyJTTt&V&5O=v3Db#XV z!JKM7iTn!AWw>@Zley7H5lpTWZrTNi@V#AN%e)I9T_+<2Yy1QaXjAd=gG{aMieXFO zDgoEAhz#!ObJpa|HpTC_xS39C`N|iD|6|GG*6FSxgL8>d;bv&U zQM>!=P5&lO=S|+GG(;X}d~P#O0l)zJiCQ)mlyAk`(8vnw<|u9H2l#2YAJvRyD(^zc zVzkQf75Uduhru%$4>G~wr0rcH|GvUEW(W4DCm`&*;Q$@E2OW@iyN`%D+ol`AA`}3< zydT73Z!A%a$nNbA!+tEsUOg;zWcW`1Pq$88@u+Gs*vH4xtCs-~S`ku3mfIb=LTp#9 zJPN-q0xJI)_UxG;3O{JOY~;l`JLbg9>=vkk@bS&0em1zPW`5jgJ{01`!|%Gwkzoa{ z@BDKVgDirTlTzQ{WeJr2GvD^lqWXzN_l!M=ai|(36KVnGH?`(Q$rhJTFcr(K-}QYo z(-DM+0n8>{L(~5dVEa**p&kV0?0>f)``ykDPc{K>t#mIsH^vMhJy@j_Nb9e`i+06; z0L!Mq-*!_pf`RZO8%H8mm@x6Gw)d4%t&=EY##GkI75e2gy&?0qTh?^ zb5#6uj#oG1JCloHLym0|FFhnXgZ?7J;%|QfYLzi)mIE^H$`PrLl#FTB@e`G?hqFc{ zkvZEB+o4y7{*W^68cG&a5OR6rP`OXSk_b4Y>cbZ0qAr| ztF$zIpDxY{jRUHd5suRZJIcUHwT?%!wL&^Gt2zJY>krd4P-KWC5x=5pCv?&LcPFOV zl&aRl+hu$KrAwvg;#{i*!imJT5h}|(4E`?e#NLc&iVw}r6zIEoa)pA|;&V9l%GR$p zr=b9Ent$4SK7^MM0%Da_MN4W;7iAXroufY_&>ecAXndg*dlKP^6Cos1sPKo*c|CA& zTvC09xL{$t&dCQ%AxqY>p|-;j`dC+|%Ez6&=RNbICybdD3V8} zqlK!mYVELAAuX@3!&45Cs#Nb3+kz;dFwdfG5mi;`bQBrj<0?l7KJk)1eg}(X_yM#Q z4W?U9)N&%L9QW9T0r4Vme{M8?kavAKF^c`{6Tr0IwAkp;edIgIMa@MT5jfoyX2Tr9 zFvinO2)K_DBb-8Sw<*wfLv+TkNRwEQAJK&PwO)s@jId%N+qylUYc4)2 zVW}u!AyI;vBtVkvepyR@^7Mrc;2CmbmZAzfG}G;OBW*MoNEM1WA3`x zQGvHOLA8ZFH{;#uNr+i9?poK}-O1mZ&uA|6Lw@IKDltVN;#t>E=ef3YMjD-t48(;P zglUZOY@Txo(?aei1e5%XMft*(ozi|w{06XeWyWFWRX3E`QiHJ5is?Z%&FJbfUdQW=!P1fq*0>&tbxgHx7jAR zAP6sB$jYuEgc_J|pV6T4kqklQOQ;#Q-gWJ!{x!TD*SUF7U^-Hw8DP=Rcoc!9DpZ8c z^H+Br;N@N**evOY;65Mcqc65HdfqW!o=76UvZ{|boz-#*4@OWcN3lKW_phNwsiJ-8 zV0YbvG;V_aAG_T4r^OX=s}d^@SY{?sY$8|A z$ekAuTyzxl2`jCA&cdn?^IChoa^+SFRQA%0bpFdn-93IKFVdx^*jSkKw*Usl#o=mH zDA`s7UkxF%OC|23tuPpxuWLYclkmyHb*5DP{_UEPJ8EHY$TcG9h+}%*Sw!gWntKjm>cLd3=fff@?9{f_Guqx@WWA6b)Nh1Uf zlA4YaL#EstSn@#CHN1+Yw@0c`@lyf9ox+XQLz4Vt$DHj%NI?tG1XE+;|b*1@{Vux1;jjgAzQ?A$@}WBw-D+?4HnZ{J-gCnyQ$}e z_tondGa>d;1(s|_HKsvwSF8MIqW-^21|yTaM90J9*yU|RwgIp@-g*z~=qr!9q5DS* z1gGRtG@KjcMEN!96Duu$vWCJzi+nny)itRED;D5+LMCE&k)X z3TS`~sJ&eI1N>PryM|Y@n5iCBokFa#a5?{?WdCwEtfsDTJwZPHyb50?rb|rtxzx;;`?9_~Abpl~sHd1!FL}el zk2I=u=WNe&fHKjT+3e;5Zgj$|NC#6F7i^JGXyaV3rGCab>0Tv8y;{pa^$cUEewi+& zuTpYqhSGHAj9xQ&P=alYFA!+F6E~4xE0RSH{G~o1bwZiMwJG7vWq=l)@g8Lp9}^4a zg~39kSFE1IvovkWd9})kd^i&|-J6RE3 zwfh7-Pt6i(N_ZIoy(O{3M5I(he2C46@8=>KO|#!~ zK!mxEyk#&LUTZY^r!t!cXt_SW$FSSouImxsy$2XYIoOw5DxA9JZ+6b;p7Zzvc3d`{ zg%f3cw*!&anvTs4C@ylchsedI!<50ZA|k9hvTfmt*;g$@$;C$^+MB_H3(TSKKXFmU z+T39-wY<>0)TjWyT@EI4UbRnpob7CZ8iAlE*T^m@uWG399_FI?&1F2KOfJ-;%(L&g z>|f`V3C~@Q7*D%30M51GjwvJ*aw4ywktW5Nu3PR59V$wFC>|8O>(jlm$Z$3~x2Kf& z0;do|9GpQ;_@q=rp7pR}&!!8SJA6gXKSiaFF0}GfXG=1#AMSRjioC5`eUaNi&k-f+}THU!NNR<#S;TBRJOUQ(@zio z7V`Y-QHosMNY|C?k}>6Or7n80qLTjP-0?L(Dy+cXPCS@jtWxsd-SAuM)}+UjzB=&> z<}@}e`D?9I&n-cHNU`0-41V(T=`SkarKb$}QOQO@i8w901|=?M2;EiUjS3H> zfOOea8fY{C$9@|9Ok!rFI%LT8DjXahBM{z!F=OKZO*8-+F5c%5i<573HGt7!DQZzat#Ip{3XJ+VL3oqL)N>a_9{M?kkgh)zqsmRluHV|)4ksvzgPw$$b=v$CUo3iNTb^>{*?la%QGbU3)hM4i&tT zg1tv{89;h^DDCta9RaOc5YE&|v83kg*L|~CXCkdHzwAnM!H@i$`1-lH7C0YKc{QRd z$Rpj09KASMHq=Cn@Hdym+^6H{silIej&bS2m@{GMa<7i?ajKsn#yG*a?xY{i^=m!P zDON~_Aiz9WVzo9;K#rnGm=6c3QWa)4ZqZmI zAhk42-W?=hS)g-ElWT%|&!fAhFiFDj?6n5YcrOzkjo^utd^U_MRkxw^Q~+?D>0bXa z?@)3EP(W6y*HqZCyw=cW7z+zdBU}qsIV(tp6vq3vY-q|)GUATYvJ%s~O{u}nRoA#R z02L|qZ{M8gkmLM8*A&m*=Qit;jaQ6|tUfdF_}@NPw#e0XYNGaYkmRy~z-@iQ=l}t6 z1y6jvA<>$EY`uNDtEvd}XlFvPuf2s7cQdHXWGEf4cZ+%TN&t7?xWIlG7Fkxe)XkhA z$RX3C+%+r~Y#`#CW9%)a42<=enmcAxp{f4q@qmu+d{l+^(A5UKAuvPZ+xUuUFo=%C zegPeU;h;Pg`qE@hKmiF^9zP0sKPxF+g5ZCaHm`SxpogeE-l}6nUlE!D0W|LBF5Q1! zjjc1h!)aechAhohlC7D|qyZu9IkP7KR04u39u6UdDs7-PMilDdZ4XP|e{m(Dj4P=? zUg!;9Cxn1OiLty9c}0G7&HQS0LxFScMurtda;tLf06IX$zdb*p#nEq3Px&vzE^2ZB zmi1?kxTUhAYK@x^mhE}C{m$P?CW~1Q>f|4q@z7KaxIQqmod}APHUp7HNyOcH_giL1 z)?Q4p>1dbh_j?(h8lh#=Ws!(o2risVx2DU+RyC2o{$`Y00&(q9ZjR__!eFiX8)XDL zjGr!}u7;QZQiJ_Ys;w^X;?492q9v8PkZjL~7(U*&s-w*3QO73cPGR@Duqv5~*8+q> z9qM377yf$a0;yeJTmWK>mosI;LQF8YTxA&pI6d$TYbx6zR!00bHP*;WhXHl24oICP z4ZwtxahC4ty||lTVPk$w)!GyPD?U~u2gOkZgL9Gwy!Wf)E#WRu@reCWMEM8~>KIxh zN74($CYbaF#AV6m>yL#LM_!hR<%YIPEDO{C033?iiNzSk!mSU>lnM^|Khv2~IXlv` zm?2299;TKp$21m%*YCg2BNsVbN+adh#Sn&b@6g->lg3*+s~*RGBS+FrOyNv2_J_6& zEVm=Wb@y4D>Jy69>EbG*e&0Q=wr;tZNgg`m!uPe$cX@Q*9_)MJeUSNY$lP=5IaX6U z=>rsyrOPpp#ZYEu(Z9+&a{QN6cvXk~*2AuQ?m87tI!=1FhT;GfQ?EOoqzM1KO>jr1 z?Dyaqqc!K0HVn&SjB1{X3@KU#7FWNi4poGHok1kHN3`eb)t_?J*pahh;7Ey$?enud zc(KFWzEGMhu!)UkyI60wZaWpf!}LdFNU79 zVI}d@TC7wem8zi&d5WOfAjGXOiX!&o4-$zA=G_UTwpsbHEg6*-k-fXqcCVq)cc_`a z3GvwPm$G_HK5~GsL=(7X13v+zEbwQ@{*7vRx)DNAX1l72lJ$^ma=fU;kx(&_0MTT= zte_$SL9`@TJcb(`e7Fc~9BdS%minR&7J%?x!oEMfT1r3ZJ{nvld;}hu>0Eg`F!7y0RC^}_owtog;pia z9R&2wHOLtg0hn2?e%I{A(@Cr)bo2xuFD43GvV6(#2C)^we|v(*3v7vFV+8(6E>v@$ z9@}1STZV)J-5aA>QKZg}{WP|A3P>N`eb0ch)+wJV{KDhaU)qYB%HB{KX}6p_e1Qoo zPis?z|73+>l25ZA^?h0`R6Wg3IMoNc;gAw^y9F9h5=`%_^FQH_6?ag{m;;qO$enV0SPorAD0BFgtKc4}Tm5$P)Nx^tnKM$PVFOruLo-zaT6Vwf5O^^GZC9Y_O)O=Pbiqgv@+s%*(qm2?81gkq zNe*EU-fa%&x!^OaIAV)IOa8+Ovm=8R@LBS!$OAZ1{MNi$nu zLali;=^Mn$RVsYUx){90(Q1lClglH!j@H!mtn-{DYlkK9`+@;F{x3dc$+OEQ8OXMx ze-11k#hhPZf)RuC>5(iP3q~cOjw4CdUGq=~*z@atJsd*6u|U0a(ZF6!{xX(_d)$}& zd2EFn?@Sxd&M0;b7K+`(>9;w7qzwrM zA6`1$n)T@qn!XHdfO;)&fgL8T@p+)8BXOrk9oPzW%7%$t^~1?N$jMiqSv-&jHzijO zOjz9aVF`g+Km1%+*NKmY*aQ#p(u z-Rltyv=|83vZY_SnWiG$VzjVshSLA$l36&*n#v;^sJ{(DtN9oGdIO@lMX zAM)eUYcX-38;Yh1LUylJlK!B~MwA^F8AvK$+rVkNzTQ_%*(@B3tuayD13%K%^8(2B z9rJ<=X(@uFOWMkFl~cW^pnK4%fB$=bkay1f$ua)fP30i7T@E;Aj3?k5K|nj`Uq)QF z*7%B?eqUQGCol$;xkfM2-a&_>Z4MrR`qLO@#Z7+0H_w;E?@rwswSFt7Z~_DYuas|L zM|e}N7mZc=1G_k34E(eemBCL%v*?8Cd;qm|!#w0eVIx#Cc#xUdmyt5O$M~glh=y`u zEgS{8pL)eUy-{(&j)3)_GZjS$1@yUqc%RJ526Ga7)~r?b zWCXbKr$FhaTH#7H{s$PoxdOguuSmKTc@Xj~%LfwcFUXr zd+6Y3mlW&~9?-sOR1(8;a47sWtIJFnCv7UuU+3l8K_v57zQW!WmQt5h)$p zXz-%!t-{KQnL4G%E;<#K8Sv#h$tlZRBuzXNc<{90VXU6{w=Te1u1)ewZqES8!Om@t z94Z^H5}F0WO$@u^kTT9b<<{B|k27BX5o+}mN5J{m?Onm;$cni<(lZLS!(eA9 zC^HCh#H@zsesg42lQj1g(L@ZY``uW`v2^9($y9%fqHlPHvG?_MYj?$`jn4Y2P557l z8@1>hfCW&~vGbd%uWq(G9!|$Hrmd5h2Iyyon(#nRy)=-SfDou1I)mT36f_RJVwD7A z!WR=8OJheLI(~XN9$$=I^x8q|*6XLhxWm_z2KX*9ZI-Rp6p7LXeZAo!oCNF4V9+gCQznJ>d+UkpM@4Z{q!SFQ%^oabK1LvA%B8#e!jr5A z^u<*5{zwRu%~lqWAKViiNI5ikJRhVH9(u;HBs6A3^`)H^id_8z^AFmk{=|ub zBwaioG<%!nmT4`#RNJQOJ>%o1rpIVS`FgcVJ(Ni=9Eybds%3)06B(Qh0=bM)`b&mCg+JgMYivz5hefLw5T-|Jedf|~UfuW29)zITe~I$2V5|b5 zR8Ei6qrb~G?fvHEXHQvKd5hy8|W&yEJe50 zk6`d0^UIPM3dmC#m^Aycyd%?w7g1oI-?sj#?paM$geGq9{AIwy?ewpO* zBK^3Ao7+D{Mb0ahlrQKZV}Td{F=lM}V7a`h5kH7REO}eTk1hz;N&}%m9a&T(#nN`N za(Cz(eKgodexls!2W&f0wz(V=h%ByqM?UtVyC<`~>Ai%|`hos_1im_H4vx zLW7?eF_D4Bv1S87ee>JeIA)W!Y!v?bEbmj(-V*R0w2#7le@&65L+|0oS@5i9u0){ZQ*jkH=lJFS@W z^PS3>qicoGIBuH?^w8hhlx#sjD*iV;$mdD0yBYoihXxi`<88kl@&%nPr2A?^)$Ir(Aa`_k$}}!K5zWy$Khf?}#qQOo ziO(jtMI!OETB(gB7Mb2+DW0jRB~Jchd(==xaz4*_)}TA68n(@KEl3!3zO5oMZA^M6 zkJG%}Y$-Bp3En*Pxj@{qsrcpc4MkS$JrhId)Y^dD9#ig+FLKvo@~gePQd?xJ7#%Z7 z#jP$yIl7`aDr?emEAFu7{3bCzKh?jW97k9t5M{(lVhKS=w-Cak4olMVR0cxcV3{AN zE2f|MI%nqh2w>BD4F)HgSISKN+p%J;`(LJiHFQj#e|#}VFAO3~28{WKB~;VxQ3f(-fZ=Nmke!z&XXl;e{UOZRh1pE-Oal=`IwB3twClIvN;F<9I*=-bl-vtKh zJ>!oq!DoiD`)};Gj3iH(JQT>}v0#*0G5)YU(1!;0;vW2>0)(zNha$uvcOOyjN?upy z8Hbv(LA1MX{A6}w1_P7^I1=N-KZn9l%TuY` z&4?aF>E$o7W=nG9x#Hgq6cyKYjGd2JgsM0_U46Qb7LpbNBQ{kTv{OAZ z(;MR~IuQ@Q5q3^r83E|0Aa3_0POzZJsr3U?W+VAemJ))GKCb&2=KEhjbXFm@_t{*CSI2y-GUZgr*jkiKat7Be!Zc; z32!XzAGI9|RBA=ZbW2s`3n zA}j?Heoq$RA-Xi%uN%m8I%=~E(^u;xQ>}Y2Dwj!KSDLaaAza}q5}<{L;K|*?5GXTp zpLfbx^hJFBf_U>^d%n2(R`7f;{5z~Jy4BdN_VqCG2i@0zA44;3!KrI;z+(H0Lq1oP zsUV^A5Od4Y+~cvjtXhm0CU$j7qzt-VPJ+vmKh)3IyLdy%aXNzxB*9k~8nY~E>Pvpo zBj{k1-Ci2kFz*h@pK4%rn+jRFuzVSb$#9tU3C9=HA3Xt^{=7$cx>pPf0dPoNY{s2; z)FWc${DyALbK={r9<{zoD)bC85}M+1nC}2F2-Q3RvSXM{K!3-F8bd>ink&!(OUng> zN0$&Cs~jL`OxLS)yvU0n-PM?|_dFA2C8fC-qcI5x#n+~@%9R+%KRAwfeYRP(lF=mr z^Xoq>_Ae229O$f99OSYkvM_nf^`uR$qE==&L=2Ah_1VGtFB-G7n&s76(JvZVHR&(gh4d^-?1O0uqFnbzak0N zFNTS6aVqdk@0^7ejt$%Bq>hUd;R$+Lbm+k5K|stI&%uR@%(-}7o?^M?irgx5peB1{ z2psFOo+i;J{r!kaf-ho$1Nt9n0pDATzx*e$ZNK-g;>mD<&Xa53vl-zNLj!J!ghV8{ zm|(htM4KCp5nYCPn=c77&_t_U1I>kTf8_ z6_M)9VrVk==lbJC%6&Y@_o7+1b1TwlcykvN7#=NL9T93(T$ zuEeE-R6v6G!O0I{7rxHRH(Pi_E=yY3u-4n)cYI34) zLekq>zL|k`Ye-J|<8=ohZjIZT$H|yIbKXL&$P68v5Ae@lB5Vn0N+ak5_^a&tGLH9? z7<&=i{XY)*#!#;@{19x{E;B`1n|c4w9sU}z<-Xdp?TS0tpxRpVV$we~hDfn8)o&eN zp}EC6$xMlB0rV=Zq&)R(_UUpE$x4sdg6jDRuWC6EwKi}|vcf3NJ`vNr6lUO-4v;q5 zi(g{N+Op=91`WWiN{7=g3l9GNq+-0Q`0uD=<0j4k0|+B^S>yE$rX>~qLr)LNfje|P zmcn__3)?8e@359>h6K7J+#rHrWk95cMC)0J+W z2jz=K-bFGP(YRS56RD?yr#LK3@(8|s(`CB7v$$_>3kLp-KOPgBsXi4997rN=alPTB zv@ufl18iPP0!J3L;CB;>@F6$V8Z_Ybj3_}zCn`^Otw}L?YXM*O4J>SheeoOw&_xhF zfM{P@NQ-i+(AI+l&rEwrMtxQM@B1LBxPg{82wJ^gqbb@%B5JZ?)ug` zg#O{ITgbq0I41*ti{MmbP6XJ}TSJ-t~SSvJGR)$IwFET%J zhu7ZPR~EgB>HP?EZ$)L)5Z^sCQ;?rqF;2$V?OxF^+a;MRR-eVe^^nzw+WLtl3t|Z z*Oiv@)kP>9p1-3KJB|{3+I4)w>++}@MjPBvmN?>GE#Tv2PbPV3ST>#vWGFf}w$({eRN3tMl z%_r7z3~#mexf`}=vLvef&i|dwhU`V;U#(-B_8KRD3y8k-^xmq%)(&Pg1MKBgxZx~ z^8IZb^}jA!UIh$%=j#jQwG2ySaMhU8&MMt5VzUuZqP1b2H&ux-LbOaq&3XH~yjW~( zbJb@3X;X<2T<#_%9T=~^C9=0rB%)zx1#ND39|O0RBMoH9`l{QY@6g`ArKke>ne1O` zH5fo{VrX9d<{onRuq1lS5*OTua$i?t#*0Q`F39e{8xMs*gvk=DeFlG7!E*f^PDyWz zBJ`}>8N$^6UuNVOyvvEMZ=bs?UL_K%25&>`6N514BnsTOLkDhSZ8&n#+F5`X#OzIYtwLH4Fhm zS<7PcjzXbYJX*w~N@p`Ys75vCt_oRXaDm}J4#xTQP8L}Oo4PwSj!CYvhbUxv!TekMMD)`4F3 z_dq|L+nHdwb`(4l=ukUQj`y?Dz60>g+dy@^E#B7uq5P^{l%sfWi3$558f~VM!yqpd zUWjN*8J%G>q@Ecbt?xw%lgBsnhAcKA1)yfFG&9z!=a$L2ry?p>1(d%~nkgPiX4vab zX3Mss2eiHMW>PPN1BLbpebk9+N)%Tg7{@HjV9_|`DI@-*d9IM=E{-I1wz&EY1rpS$ z)-a^v%npJ=b-<&pl1)CQ?+E*dv3U)C&TRQ9Kali#S|filc!rK8Jdkq41nI!?S%(XD z{sBfte+7MW^1T4ZdD6@Y$-D75GZ$1TdLoS`_K3N*3};qe4`e(HAD&vzPY*X>KrFW& zeff5fk+m#dzQNQjMZd55M(?32pM81u{Yi64Y!=xX^UfUymM}eyESs0yoS~ctC($TEyqrn2V0kAV_#PvIt;X1(;8=lN5 zQQC&y2EVlEhJz3QSwkyK;UsPTMD5K+E7OR4q1)aZ0N$l&9ZarK8d@)^d=?sXcb==; z3RVSqVjp45k#2)5?fa=~Fa71Et&$97A5|+}fcIxWaDSQ;7@<2>c|cs~$LYf=WuP1gjGx^-p@SYJWEMwWG}Olg)1~)Q z7NY#oXYwudr23pUdFrlVru)Q1bQ0?r|`Bxjiyd$J$NXv9D2y)G~4~Gr95Ln*^dX$pn(T6+!&H z$A2ZQ!rxso}c%%G6D?gGaf5ULM0&!t{=A>9=s1g;-FaXeylg$*YSgU7m4 zHl@iAf%mNy)Rul&01O%^dw0_xb)vm(6Mb7L<1(Bzd#Ep*(m2wwyb`-$R%j|hKZDoA zE$EFaedN|bu&HVUo~oC|Zqg7mHV_!0O*c7Cxx7JhT05wy*!wP79CkESlYQ8@8bY`d z8!mG#6Gq->h^c77E`4WfM!4k3!z{zS$S@`%at9!QNEaf`tucMvsMzFg>y0|aChpxO z3`C&7lLHhvicAQ>eqU^up!V`e8^)Cr$(7ke=pma`WDHXiNNFVAkV->aY^i1#)0gO- z)1SVM>#?#W9j2*L>2pMz4=}#HolQ0lKwx4De=)%r{35}T+@(;&t&oB5O!AoHLX;>j z3WkQR8fy?Jo}{u=)va$gSu_5CC3F&rCEErX!a8+1Xv3>1_mi&@f=yD7b^WYoYb64m zD>pUB6=C=sn^uv9bh~h8=EC|P_62K)N#hjJ=sdF63aR1_Q9^OzT4EU^6o9}WxglI?3Yf*-=M|w7E(-KN1e2Xt&`R*~g z&^Nh~XOiN1y*)w;1#0VF9c~Hnc52DOE*(7m+F>#-^8%X1tN2kTpLjrpEfpVH< z4FCZK6)TmLH5%Ouc@#K@*j!qjZ=aH%%yqCwQ%NuGE9lcr9aq#M%Z9@hQuI3n4>pe6 z4zOugG;qIFh!&k(9NqED)#S}E$a_^Oreqq7jT%h}OU_kRl4!1_SWcv+3Xt8U2&o!!7yb1#!YPw}T{MbgBJGi(`-f?`ArCDMK7bPNG;D%2^$Ek^t^b1RANmWXF zm#w(IHxwn_J_)I$R_BzpR#@u_R?dWtcs2ET?rjfCcJHv-cmxm-iKwyLEa4o&@Ehef zQ?*2?kD>TR!q0EYRw zPVU|gD%LU8yu`A0!K-67QRR|W8bdF>ttoVSKZcfAKetJQqZZyK-BEyH7Gm(x_ z*y4T2DZFr*@P(UTXAe3yj8@Cuu@ZsPbQOUiRZ@YbLHpfVu*)l^ioSAXWfE)58nH7A zVdg4}QVHLUqN{RMi~K!54sjD}BbEI4fb{=IOaLMV+E8LUg|+G`gf+481(*C=KjjOe z7q(G{-(aHxD+)}fa`23`cBIS}Kon66gfx=g=DLgLn+@od9G#ITG0d%+wTx>9s31%S zG*vAR{Ke2w_NaD(7<$FyY)K@m4b%dlj@Hoz5C9q%hCpR#z4xIut|cf*Gl-KSFr(Zf zQF}Jp(u+{Y)Q!>T3V??6rd(mP@_#WW!riGHrWAjFHqd3xh$sk!9F_Wx_QeeXr@>7X z>DIeR9h^l%d3bm)iNo-eP^4eHmybjl*b@p*|WU*=%Q2-)whhA^*c;iFDnL30@FxfRs$&tfQLx&Vh=F`7Drh;}{Mj$5nQgXH@r3{Y3iQXw z0{5GkTe}^qry!kpoDWP_X@Y#pL&Tq@#nW?d`+ud?uDIR6_t3K7M8R8A2qM(tWL1j3 z%z&33ZezC9pd8Z9r1KQ9-zkNbqgV?_ten2fQ~Wr=fj!(1Ta{6(BdAa2^iK<}19hRX zcJg;?z}812(jo?X1y`Pz$mZ(P6@nS;#a9T;Wg6bf;CR%{5e-e0A&*fRncvBxnOB&^ zfM08JK5qKBK}eTuMIR!AV~d5pS!Fro4luyUIeK4OQz$o2nY{MM7$Guxh-}g?$%IqG z6_+cGrj>pVOpjceRFi;OkY=tI_?KPfuj*Pc7;!Y*qcN=+zQNb{?RuCUvbVKdOi$*t zVy_QgbBx!ppLWP0UzA_`DL(F@@9N%IY6dt&CHhR4qyGH4fN@i&Cye^mfB6#92fSW# zE-C!rC9t@{Z_%pk6g&f7r8-uBel!B*&43xln9(s@dGWZh0 z%ICNI5sgrRj|jpP-+US9rQsSh4d}OsVCL?uq2oev=>ye`V+gfZ_NZof z!FB?WuB=JyG3k0-UyQiQ2@ty5(|E^IlvrFqgouUm5bolY9UGqx%Ouq|OdfY&ih zzI-XbfrUw=AL(m2pXbA$b4&XtW1KCac_Tb^Y?@?MZ9E38%esm|4QS%H&xodR4yx69 zyQ*a++k)z2L2yg2V6~@koW!qcysCD930?KDf&fw`X4NrEZrc@u2@b0A7H=eJf zF*jDzf;$-ShBA{(?F6pN2hU+XwR)A0#f5_O)}Jd!l%N)@qqi$t&3pk`z#5)qNX66haE;|UL!Mai zu%25kcVhB!J5lBq@k$2d!mXL($jZppEw~G<@}er_KK4mzrV1I_qxTaz<_U=@a1tFZ z(j9Ygd`R6cHCh_Zr)!8iuls(c#b3*!Gt6?TL~5f?m|#KW#&N#NhYA`kMYQ+Y9UeFd zoi^@axCB&*YQT<_C&d*&&qA6-XwHq34xZu46!E_9rACOjMJTkX*V-ORSA+YXFdskk zedhXpcTdB*zEy7MLjRf7*I+_@nzTiRSM71&8(ii0BEWZ$*;;Q5iM46rYJ{D43mkA99EsCV*aM8&bWt z+)DlMe91Ie54c3(1;gJyUjfg!FV(kj(+_UQcc-Gs4ttS!h>j(bl|3#BaOf80J*3Ln zrj1^{y}jNeCnZM_W!)tYU?)?1NNobyfwK(@IR+LwV8g4P>xF3VYhKz}(;cnqYm|(P zQ3o$yGQR{;zBHJ@VmW+H1P=mV8v~Z_zWT*7lD?-dhL6oP7@e(Td9Pgwr7Tu?6j8UO zJpMU%E@rS1UFkogB3cTNBn=Tv^a%Kzz&dbl=_wQy2`Q3(e8ZR%x?g45}Z$$jQY$gnvdcUtkDXd|Hzk-HmUD z@(4!FAIo)^zy4$hL?`{AqtV!Z%N6TyU zKdkCS)>XqGfo0x6W?VWLHG?1JvQSgR<1p9thfd*Lc;NN zDy+AEiGikm+MfQm`6(_N5S82TgHucZYkA6<2q8rN>s`_JHb~BozVXq}#-e~vw(|S~ z5%6fJeF)zUfU+eSy(*%#uU(@WDfMJl-++$MuZ@&(Ok5!sl#8r;I^qSPY5zRK4-VeO zpVW3PUE8VHTGXh_Z5_a-%VyCgBgDqu>qSb8B)v4Ivzq&Ed){~R0F=4TxhRAC;Np1+ z$+%adk;7ld&=&Sj*heo;I~qC~J)9rT7mo-8rLjOlQ+*3^`huQc4xQGBe2^WCc4Awr z0rl0Y{6mQ!-*v8JbNJ$Fc7=3P2pES409<7bBM}RrK2ZZYFj5ebOcKNqm7w`~X2oeL z@gDcwl1@5224_&P#J2Tvt2lo47{bi?J*8QP*>Zc@u=)20J!3p(*fz7etM-jg>L)-kqkL2w zm@yrI2n9TsuF2&=b4}VM(Y**YW#zZ(Y^0j`gBwD*Zixqe`8{Rri=l0E`P29c;^2Jg zO55EVAzx>#8O&sqTQ|j1b#5tct9{^4e3fstlY6aRekmSAAhNI)R-QbVDGuXK zR4d~8XYJ1BTnwe8l@nd@$1DXm(*(#;EQO}7x0q`>$kJ*Yg$B{p(Igo0C`2FCdG@2% zd8zt2ACN5}B_aBVzn{7w@EdQ~ge{d|dH&$B?v6Tr8N9IWL!ORpGYBVv24hpcVgCj* zq6A_PAFu5C#h;AKtRmgzM#R2Cv->A^kgcWMQW-@dkTh>8nOYK}Z@S*4I3nRP*9$XNADgPpjNnGsJ%0{gFN7!w;~Dau$P zIKFq|5LsHnl2%0?St$+?08nrNjd|4hO@WQ>;(An+)AB$2@`;M3+v`>SG>uk(QXsnV zIQ6NOJ5$S#rv4}lAqJ+!SK-q|2hQs@suQrTLFF_4#*)JMt)_Bpp{e zEp>ZK)dS}Ks=IKR8ph>BEKe~h48nyiFO#SLgBy4HsLjKuqJ2-C;7bNG8zTCUun+Zh zGCU#^{Da$*gx>+%hiH(lqlQ~qocGks*mBi%i_3L}?f3+j>%`BH*{OSZl7+5h)@A*h zG}oiL^hlumQv_VgGX?WTRuVk+z}R0Gd`%?Wv8;>BZ5kg8Xr}}%%~p0%@g2*YUxR~K z1O7pmH-ce(xLDgAv{M%T^}R5Qfuvb0qvGS(6J~qnn&N>3;!_z?_y7O^3hoB#u&M2} z3w1JUEb}721lnu0lvA1XCGN13J(cmd&D7 zvorvJm!{b+o$!it>WQs6GEdLx3gnT9HW1`g5DIC!W_Pj{U9WwwD`tI+fz8VCP*Y|8 z&EuJg>A5t5C>d+*xx)`bEhOVv31>(v{Ew4Aq~kYVhLb!r%r>O$(kbJlH^Z1{NH=8#~L9E*jZK5zfhd z9mqB*ehdm>@lGyGXZ#Z!4XGQfsDL63A{+bnTxE$0Y*z~4oo%r&6S1QsP(OzFfqL?)C?cJLFuEoC2MbA+EXx7oKbR`5W&M##I5TXDk7d zp8KLc*A`EEMyOa(d><&pLWK=|J>FWdxrrc#eqTA=8QWb0I4>-JZl>y2ljp_zlzRKj zg5h0P`^;nMG2=nOST?EY6-{|D?Mc3S9G<1c@=3Q$-&Pvw(Mns6-Nnr zxXOI3azPfEiW6bn1=ANI=jIFZ@Irp&gXCpOv_sMl)8~mX)XL|Cn|^Z!a(UB_p;gSO zwZ@3dl;fL1xS*kOqG)<&(e5)AkHiS$L1vbjn333G>Hqswr)SPVJC<#jMN#sS3{`f4 zEPuMvBbvU-AW*Fs)I|jCU?5A=o&;@YOBNQz|IBF&jKwmJvFmFm8HAwbxQ;rBA0oVj z*Upik($gExay;~lx1OWGj1t`6V{UTinS_0VYfX=Y6NEK_Ds`-FLk(X8Q&Vm@Y{YOhVbA*6tYq(H3PyO@*T`uVd#D}1F5o}PHiv`87@zynf!>< z2$!R_wl9Jy4>&4>0KApZ@{5ZoolW+!v^%C)Q}NhOE58NF3EZ*cM+m0N7{T8zKL{e= zWjG2Ax+x+@4|l?68YdU-X=uIMS@A=2Oj__I+bY@F*>G-6rT8)9yxdpDKh~&V5?iCR z8QaKzP|LMI9@LpqtgpB~=4g6foIne;%&2?D^@oNUQ}Z9&VX7k%o<4+W5a_q`puUVv zZnJ+q#tFgZM2`;4Q&5YFZ!CTaX)A=5-@a{MZ3fR=^_WPzVkz_9$3PDjN)^5Ia17TB z7H^a2$a}7jH*E+?6J{Lr^myi$q#=7BD818DqbI-tO5W7gj%q#mvHu6Wua_IVRIgbbDjr7JA`?EZOM%ca)^QI*iNPEny-MJ(a4S6P&nQt z+u0!OJxd&QXl>eX2kPhY_FC zGaT;qg^Qv=-AUvg2%G}mM$(NMeH2MjvHrKW6oS3}B_;4T>o}`~cW?lBD4hn$f?#ir z9(n*h6wN5X_>xPB^JeE((fQ9wA>^)wKu!@&rhae?JL=A2U*?Y1&~n8r3ce1bFHlp7 zrX`zB=IPZut^;*C6N%i>M9hE1c&T6Q9B=ac2!bqWMNq|s9_Z1Z3bxnuzLPVU2gxbj zV~hg0+fi$bA|;fPu%Kngw&hljsxRwzs`}XqJXgD@$?QLX2uT^i@hu;T*=#=+Sa)7w z0zkt*`+izi7j(>guSP~E3&oRpQnayIudc#g{v;s9Q$rrWHRgYc4&!F`Pey!Fl)er; z2cbJeU4GOR*le@1Q?`9W>Mx`K0e+^Zd{As(X1hixg{Hv++`!SqeDdkLTi0Nom+h{z z%Rn0mXEi_@nRm63$xkZ|-(DsNQ-)KD*=);yx82`6;jm%yw~^xJp_J`WZ2;2<2wUT( z`18#%Q_vGnDLKkf?-hK?OJD;~WSSmWlA>%y?>bKDB)s8g{+++&kr*-ptcT;)Wta-%= zfjmzLT9O0Xcy>%g(|`-QyBoYn&2NDs?8lRyk-QgR5_)LOuBQKuTGFr)u<{&(v<8L( zWh2$qfF-vY&bCE${4uM7SvX5wGJ3f*q5( z4ur zou}Uv%e2)_Y36Iw{2*xj;9@?D+9EO`rWYyg>}&TQG5}KoGVH=EkPfb-VQGY;4+*z= zMTs0HUOsZ@*t~KeqjJCz4zne{!X(?0p)_yww19KWt{*aGgtlEh74TCuW{BqTfqOWg zLkNe2l9RntVL613Ljj^bTtL{qZ_R)fnfTLuDAM#2D8f}53X0Nfe8J?`%!>PiJH?>u zr0sc!pArziu1tzy;u`K(lfCmkEI*6gJSaj_d^$<&!yF6&?P%HJtw5KMKDiabKMg6H znMsUm68U3zEP#&9iL9cpCzjoD6duiH4!;JI6qf|9Z7+Y& zU0a!5&bwK|I`8xh$U>)=K+T_l3yJYWPnCVypC6}#pg;WeJU>V^%9s_7Tf1plMWx#r zh%fk4HUws0Nxm2AFqN{=eIMstk;#`^_l+rlc-X`44Gm&k40CKQG%_ES`MY2Q4%2?D*f&X4quDhoQio*G2Rzj7vi7 z*qm(u$wkg0Z#^!ll)-QL;53<+J>`=cnWCVM8}u zgf}Hxlc3*2_nsV!sbo2#ipBkJ z-@NCOQUg(ce|SV1lYqJ4UPh2$cH;y{`{IJ_Wo4`oBY=4VHWOcdx23{}aAqx7Pr=Q0 z2xNH|5&%MKpfk~V<9Ea5S}}FKruBIxTC1SW$-KAyw#Z&>`+Ya77=_CF%`3{z?*3Nn z>)?OJf$e(*Q;Lbv-}TG)uRPf~s9=nh`CGM+nFPjQ*c9Ny~_2bP&fLdMXf%&+SXPDA1q zRr0P&6-`ycUOC{Anahkt%oVbh!GXONDx#md1n_M!(O$mrYHkMgxeKYCOx|ExnlN+) zhvf8NE7>!64CH$rcI~L<17lIgICl3*XvZNK#T-f59*kTS3eK2>d>nuo17S#GR-%kV zUQ1il&|j|Ty>(&sgCi^UymC6U<+MWL0*!xS%bB#bmd`-XlVGY$p%m1|%Y9 zL7sIg7oc&^{svzyaE2!p_AHsm`avJ52vG8S+3^mq>hlWB5}6mbX$JyR^N6%#M2^3J zM)!2119fA3*`v!G3CuKe$}wswA;G!GK6c=;4URI-NCv#k{Xh`C>7?|jE;!(p!MTvG zpJ#n9+^f$K=2Xk&5WFnaF6{=rvxAh0yR{RxIPE6%+5zVm?*`xV&lWXA7(($1JIxdj z%MNkOp>7MQ)>brk+%U`g%);Yx7k!r0d4YGr>OEN{uIPp;WjOKQDsA8pz9YI>Df?n>%z2n z@A1^aXK$xt2COd*marj_K>OY0S4SJ|o>YAR)Qw#7JDi12JBzI4TJ$>AhLe0r9ceN743e2tS{Ju$(NRsNoR1Z?Y4YR_=AGt?iecpC6R3c- zdv?KOE_TM>eKD7Trg72ULM+kl;_IDugDX#aaxgaEQHX1fK}dSa%MB{`PCZt?x{1lh z(X^|%IH*V58dht{37blEED{vIjtmo)ilBCy)#r64C!*{PCu)lrQJ={6Lyn76rS(&* z>pMk@`~L_bbxQ4XvSr_UG*Dk%`>Z($%a0bM>GW-Taz~7UV^>1Js;y?P@^vlGRHC$xSagKDuPn2}n(&)i zjt-I4t0o+>;GU`!!cNki#bR|~vPZ!it+|}i^I*AnI>a#S()70S!R+6N&Sb`0=gZ^U zIicJr%1$d|bp1-CyZO}D*=fz@b6#hq!)qAkTn#zT0f!v@mF%6f7^rW!Kra7VT5xli za3#C;yTf=Eff*e4Q?`BzhwBvbQKPZ&w9X(%NT~#>laniR;*Qz-b*e zXvtju`}Ba4N58&wsy8+<~a7B8-S?C|sfF!grp zu8b2XET%{iJ~x|PrCpAakQ1sJN&T!I(fUJhcK3lPFjZL?h2{i-x0We~63=6$33C1L zLBobR_X7`F_edAtvcn+#N)|)At|7bWc8Q6(jYdl|>M&uc`JC}m*4gcmf03q#%PO-4 z^V{G@N0eZ@h<00oXIKa~`es4B>3;Zn)$>5<4!ziIxhtz_UcTOJk5m8v1D4R zGVDm744MXqg1>k(eRfykHI25&u3x$sxv2H2dY|??a5{vygbu;_qmOWYWP}_i{p`!? z>!*cvYg?Lf{JzdrQm|p=u*&#O-8osyeVv$2^*Y;#vWw1Cc<}OLfMbH|CwS3JlAjZJ zc^FuIDharYI4F^z@9FCN-2S<2k9dF6103?)n77tmFtY8=V7*;$*?%9pT4W><+WuZ( z3paaV74>Yy=N1I6yAQewh4Rj4sAvN|Gj!m(Jjq4-X3~g~tlhL7k>=Lkm^woOIbafV z&zdL8;Ot>;`_&zvV`x$QW}DV9_tY{tOkg}Z@18%%J!9^j@s{~&C$@WOiSIu0xmEl) zlHCTjGt~JM0pDqxy8hQA<1=Ws2A`1YZ%2SKx? zNKY<-C<$*7=AWDVuP5tabK_$xG)qG&SszZUS%m*`_?)OO)Lc(}9P$Hv`+ooWtJa(vNf)a+%|V zZmxZbzRZA^AsA~14m|QDh-JA zs15{jF(Ks;d*(&kiEm%wN;HxQu8pP|e z;;mP3>CKdYkk#hT<|+7e;8d_yoCN|#GDDWM3@QNR@fe!I-?<7$mAtw#a@jid3i5@G zC6%meXdBsM6ktflxphC7=>a~Kf^Ye|Tp;>K9Wsd{##={}{f~d_PwO;Tth6|mIFP!D zE_KAA)6ql)04xVUZGNV^d1r3DGYVd;gIjc<#(_zY7@(>gj`#I)Zv;hY*k*Zm!B>5I#JR;uuU4;%@}jy z1&wJ^^KBNNI)icQi}^ORxZeMPZhC6zq1mWvb`MRB0669{H%8?ZPl1QF7qffB z8v7>TtJT~;7QLAwbsR8e!b)_zyIH>)AR2^T*<5z?Y^_vJ^_y-B15kGU<;xO&rCeiK z%JD&PzL%*wFB=aWyiuQm7v|$4IFzp$>+|d@X6fZG7L-voh2pecx5ds-GU(M*(V=IP z_y^S1sJmD~_KFBxpsVUhB>I2e(gAi`7JLwE;>x^B{xNps*Ok2%&|2Qp0gyGan-h!EgbHSh1c%QkN)j85DS-4B;rN|L4XkD~&pNm-wQp zIsC*hRA3%8UuZZ}id?ct$Bz&KjBFa}nMUNP3=@ZjV>TKZ<=SF?)!2Cq&O<)r?)S!qIQ>52oieJt7xIP6R}0fKb4 z#IH4Il2Z?KVGQ8*I>7SX0k{u64}kL0WVtr9IE`vyt=R%IxMepI%rs6qC4HVLHl?k; zp|f#xi=x4rd8ft8JiL1ufV0%VReALhJ`B|m%SmE|}AoXx3Is7kd= z3vKM-vA~mB3kMCBsZEXwzW+@4OmQ1MzxtYLm-q{302v`{6u;~dKkVd2Bm&AKVGseu6_320AZ;=_VoPnD?wnUIT< zxvXn^XyBOA>$1(BU1o)^gJ8QYjUm(u7Ot;e|CY{A72X>4vfe)*_Fp9D)HH#@K%!E*{uq`FkSk9QNYd znyugOU)l$O3HzOC4yuh;Y$+V=LG9!QxTpMPn7LaV+{UuXNCi6}Zyjv5=Cn=o<7f8FXm4rOjipO2HzXN1QTCerMU-eQd9!fF~{9ZEc$ zczwp^0Njn{*^2Et5%=ZTz{lWto(Pc$pqer_wuj*AVw0dM$Gb(>`D3+^f$;UyX`9AG zHOz2p6<_7Um(pjR%M}aRY=EmY158ca%tiadN{7dCEl(%JMURPSW`rgF4Ys zz`J@7^WhT(`UGJIaWp-P?`rYNOOM-<+BeJb6|h=WK@oWSh`l2Kr$MSkCpbnsQP~u-P2*8D zv0{-^)8)k#PKdz~y%oa5VWaX|wptQ+a(lLdIjR+dOV@C?_b7M01uqS~NblDi+ z8Sj z979jH)S9?Y6RVwSa%S5u?dmQ4KsGFAAM5W5DA^=Hf%(D26cIm){Uc=!<)evy$-OXq zDeO!3LouIL)T?Nl3vV|+*HFDwZH#r;b==L@kfD|x63dzD5eyfd1>Y=Xw~0ypLh3wE zO!C>p>SUZE=c4k+coT=o`p=lmgXN*uosF5ux2U06qYWrJCgN7M-_|?4drYlJa9k{7 zwLSFonc#)zTe-6{MYzC!PqtX7Tn6DY+Ja=1p;u*wZ*5J{2KBn|Sg?s^hCWLT%{7cY zy~IXg4aCe$0l3w+K`8f};P+sw11Ne(Ckk#RyLT#KgZxr86fOIz^s*+jz*~KNugf8? z5uO!WO~QvYbw>$66ajiR&nh5It~J7_B-}UzTxghokZ-P4Bd>wN*4u4#5%_o*^Lgp| z+ol0CX|MKPsi_Rf3)r)#cs=TB*$P`42Lw;?q!DRE(U`xCcOE7eht&j1YQ=t`H zUWyYbj@4D6L~EkZDLBlk=Z5BLrA17QY1#JmLTcOwC|6Ua;!rk*Nm&KAsx;$euug^g zk-Q}tPnLnur0jvs#*I;nt&QVv=2iD0Q{ha(JB!M!mUdS=C=)FF{eY=30dDdyA2Wpx z2uar772WDZKqKyAAWJcsTFau|RkVN$P>711^3F^@s|QbiHj!6OM1r2fz`av3p`kS= zTq#G~preOA=Q1jYkGj6(GIC?q=_~Zo*kU1Dotc*Sd6xh0gru=mc^ACk9u-AULTEBg z8)B{PYGAGr|9h_mx&bjoDK1njHwwjXuC$3SKoWkKY*ILX!t;kMYDEJq43o)5J3;B| z#G7^@`{bMD$6*Ch!pJUdJo`H2QM)+ZgfEw@vF{ILHyHAZv4MP0w>8cD!PHItp{jK+zB$%{_$BSZ zt=$14es=(%84P#_rQI!jVSjs-UU!nD;3V=aCioNk z97|f#X#V~a^n?}^I8~j_fFkB<3`+*4)#?DInp&O}PtfwW#^fa~m&@3iiAo&_tbzit zN&1lKp9K1Xb*~*sD1!_o0A&hb5X$OKmuM705qzTdIl$ zzZnJP#5q#y!AS(zObMuvey?E6RIM^Xmk_E$HhaCyvgjgeP-!dAa3X!!4Mycu=H+0M z>b<=wHiIt$yomq1b<@%Prfx9H_MAoL$Qj;HQw?d*;0&opq83Oa`coc`0ZhxBa+l}n zDp}{ei;r{h!7L{vc_HrMF8~RJJreTu$B?I&%@~HNt#ehY%M<4h2W796(Qdns6s&j|+X=#!1s@`3&MKFO5i`SA8TWk%%P_97WzZUy=fU~tf$UP^R`J%uwjZV? z@9H9|<+94RthHNxQUB9Aec>n*iZQbfB{2y@>D@tj%yBhxTXlim1J=zTz0O<*d+1<` z4;ERvf(VQkCHI-0=3Q4*2B>vla;#aEVwPiA$d9dz+kJ)qLbKA%6u@W$?Pdmb z$4*ZGBm00Ay@d2wige*0iKb^h5J)Q6Cf3Z?ERqdQ}g6?RZ!$i0;xQx1mp!F~B}-RNo)( zN(}?!E9J4>4k1Op@gD&w3M+ddgnH|CwvO$*WST6*D(QW?y#4mMEsxs^$A`X(~aeC8GC7Y+{d(iT$1}3`Y^w2Oz8+bF_ z+rG3Y&ql^wr9kO!OR?KZHk>gM38mXz1Ady`U3V9Xjb>Y@H&k5}1kQIRseKXJw@!bs zjW#)-sof-1CbBzq`o$qN4J&vgYBU#6hAgG3WmQZ-^3&NJS@({iRn~51B z@J8DHP*MQ{Z;^}$T)^(b=uea(lduu6TDeXN$E_wjP0*~TbWo?LJN$&e6t5T@^R)6u z`h%JfW#q8i=0-wWmQ7z!L9~6F+SF4^0yj_>RZWAIF=*soV=p&sP1>~VGCqb$y3`0C zLX1Xw+GJmbFHg)VJi&B;BRA_Bq#Hgv?pP?L@kAM3yXwiX#ZRayRP15I28HS#Kl=pF ziMArbP)5^)Hw zMeKI)D5ZBL{Gq}a<2(sCxHQs)>H>w0voLXj7rYi%^Oq%iPIyp(D52eKZXqf0Px@+G zz`KJIa&b4qO}Um|H0OBTDJwyGkL>uVaY||@6Db58DI)9hH!9gWAM{HL)!0u>D>WeE zAiQbU$W5>(^$Ij%Lv&pcIpu3sHv+JLk$W4X$h&>s6p0_!iRo_!|7UYy0+tllB;Id4 zcP6r$Y={$F7}P=1E&~h^yb7pI^b3$-{Y3kF%R1#rG4NP3nG{5nlAVTJHd@2k_Q0Di zMPM#Cb@KE2wBNDWS!xP1C{>-^Zpb{|1u#-Gvc@!^FHx) zu_#wv(tP;hkK&47uPzXLn9;z{SjjC#KWMdpYo;cM=Y%~{i1jdX={1cif*uU#ahxEIjV1(Y?Qg`Tf;4(G3uT`R)6vT(Hb=o@9H~10q3@eI(q~P#EzRU7=>V3(79F+e(2jSOM zko&7VZxE&3`e{3h{0J8Zs_d|rKrxpIYLqiRWwQ5>yTh1V)mEYTKT{x2f-K~ZsA4u$ zBtk@8>!8=(wvb06lPGmw4((FFOyI=21VM9DPf7!kV z?>|HaE{sjF0PcwC`@Mv#HwEktoR5m3|7(f$DN5OT6Vuo zV#TRElS%J%xpb%N1iR2L15L=9`k>(Z0V+FOmeZ!hm_SZZJZ8fQo(#q$lL7%}{k@82 zQP7paQFjf6-u&{h4a!1?1?ndf-5K_OK>$!en5D36fa@r zxe~;p_fq4;-KBRkJfwp07;J_1aoZw77*GJbu7vb0P{5!yke#jKa!ft?C#-^D6PJ-` zr}pOOYVESiifR)oUjP6A0K*|JaU$kUiMBfKsz|R#{TUQ3JM!hYfu4<&^TDU?%hq+MP0k* z9gUmSa3@@$#ly2P#CD}{lN=0>!b@ttWh5+BL;qVs&PudQ<8O>%owa!VdP%GvGEo@` zf8W6!@36?j^M9MMyzHoAs}`U>xIcBh|B8K1XQQhJy#5|r#3{WAO|03eP{oraU9Usu zmde-sP%b4xJyX?#1~s2*Az$i6y>4HW7v*6Z-cF~`7ny!6Ds9W25%=#0B}6z<^-Pgr z6sq62U&=nf#8?4k>n&@Xs=1zJTTm^tm!T%1%@DojFK z09>$_E*!~SQ0t#G)b0`M#83kQd*>Ky)1g{#3xEes*^@xGr$|9tTpYmE9kkBguGabz z=oQo~8OQ?fR>q6+r2rYeuL!(bO)b!v0o6z((gZaPVhpi#ATb2;qYUZcWhd7VJ zo!nLLB3{JzDC^8~=^oQAUg>}RN+7=LGpiAK3vEpg{Z)h5O4)F3mrH52-+lL5=a6dG z%1JMcV&HqO_*z-_;9)62RCT<(-?bowXD|ge9tJU4q+mFp zYn>J>IL~;jXcphx>6o7Zm#Q$2`J$4J5^@hYu_Uq>@(*cVfmy!~6UVwmQC77h@T$^wMR+ z@(`u`4EW-#2o8Cz8@SF|3J4!+{Y&FZ8B)54M68qf-i&Aea?Ic2rk)KvtSL#xbv*4e zGVv;eBxU4I(K3eBX_BpD+AY~Ak2aAbpzss?^Pa;3KSA3o)uylw!_zG4@sfb+aF~s< z@x>VRTadgg!p9ouBY{e4PH<^6ERZK>HucB}uB9jYcEna7qExl6l{; zVa@<$XS%-YekeKw=2YMT4r_44pc+sXf0Bc@l|2yN+>9f$xnNFgMjf?YguRxSq1V{7 zP~d0A2#Z|nq>Vk^_Z?}Or=0!Gx2I6r;|+T&2mA`RBrpuNF+rG#MnHYQEc~Q%Gn6d?gbT%7triNk#^D1 zri$Ih*=o?fwE}sk)78n!+CHW=(jae+YcjiS>*MCLE8KgPzUxb+-uZ!tf2EAf$qgXt zbMV+FFfT<^(>Ac`Ul9emulO0C^Op?itG+25ohy&=*a0G$Bub6KJ!e!07subr5ZqdH ziCeh01%;^wV7Sfc8IhBfYv`V*r><2O;x6PEt6vPWkZrn`t*lY5A$=FNpe!iTn`YeW zYpt#j))C_)^ZHHm1VTB_-yo59yOtdQ7kM#D@wqW@%Y_D`jq@Egfz6>MZBo4Qxt?%(o+UJGrytS z;YqEm3rOfL&qT|_wFrB{v8{xP+x$}z|5i;CmA#Xn%`YHtg3J9*pO?{rgRr>!_$H@C zWI1q?zIRzpO}9@$ZzIGpYM$zlryLoNyDu@TYMckoG5B-tz${XicJ|K^R+C21h{tvJ zZ1u@obH(ByM2mpOG6t~FRj!CNu5QW14)79UgJnbrK$B*sR#(`V3Rr0DoM1+E4cBSi z7M5z?)_mFpo*e==Vk98n&~q9W1@+9gVKQ2ChTmV9sl}uff8U#ouP+gc^r+n9>~qqZ zh}Vd3WD_&s$b~EmK=aE15y4@$l_6Y98C{9*4IxjDaXb{lQxVYi?*^t^EJP;4?wP<13nsaitKx+SoW(D_1Lojg31OAJ{-{L zg}f@Ug8JRZvlT*St?nV+hO>w2%Gl5ZJE&3qw3v=M>b^^0wvQUPA5X?;7xVBT!hv>@m)L|l!E0jz7oeZ_j-r(a!j zokJ4rWOk1*>BMA>57)~;cV_Cdu5!FrivCGMEPUthg6X4T0t;Qe(>9C@pdQP;o5j$y z^`x8mjt9q(5K^d~6yjzFYk7*V20$zge?pifBS67u?RxbhyXynW)DBKy+ix%XE6g8*G# ztm8c~s8eIgrG-b5E$OteMF5xyNud6^c zf>r3iPn%Dr>}+_@V|AfCU2KlQHH7|AWf+-XBqCG979>{mfY{fs2lK(kk%rV8b<+CzNOG}b zng`}vYS=DzSM#c0%7jdh!0EdTCop=m^M8tJlM2g;%|pm}PkM#grM$>tg#3^C9bzlS>3|&&l{EOm5rm9}t(4tURJNa%-rUkh2t`{c~Nj#cYtFxN^#%GN{=&1$Q> z8UrBxXNRQNnO$Z^1MQ51viJxTd4bLr5tc3TK?CX98J!@H1$#iv4_%0v8TyN|;u*_1 zx2fj%EnC?}&TykAeiv1j18o!tnp{R}Tk45y;Nwstp+&)K@i%#rf5yusTukbfrRC{% z*{+mFoWc&P{sFy#EngE9f0r{zsTA@M?59mTDd~JEVrLd%VG+AJ+e~MD_tVgf{{_WC z)vMy25MzSjM?_rGI4H1Qj0PtoN7wdY!Vt_gdeWyB`Fp2y?A@@ssl8$hl{E*+NCQ^W+~fwiZkH(#RqQ<=aN?PE*6gY%D@He zWIDf2E=MObf|!5Mw~;T}L1I_M3zGxDnu~R=1n*@P>+{*2Xw|=%2k1Uz=~Vh0Q)y$= z#p49?2vu0>7srklk9R9P8=z12adnp9v0YSI%c(X?vYpMVPMO&Un2ba6-5%C+Y?Zf2Y+1+%(j); z9Rxo<+Z@=bcQr}7){OLu8ksZmOpt5*)m+q?s#2Ftvi2cK%nm>s{9EQ?T#X(uNt)kl z`F3Mo`hQI4>>;Wu4yX}e7xqK{<3N#X-sR(Vlxc8R5v86naJ8!KW3w{DxIyyQ$*S_@ zy*N(JgLp@81kn7HkU5Rqyfyt&UKr^@6hcvD-xUYh*xAoGmTrEV$e2Wla|l0o3hv(~ zW}Vg1aWhpH^B2Xoxne|X{Gx~AWalh{F_8qapw7cs+g(vfkUUVnbd?R_|LNFIv41u| zmBJXjBIL&GQrm$Y;{txUJz|A17QJ~pCYot?vKsI(a3VL{B&_OoFp@Nr*ID~1NmGQ`7VBK?TY>@>VMJ$Jxzo76+L zgr4+7fs>FgQsT$12tlTu*HB#{ zB;(Zn7~j=Eg1FxHRHHQ|jO%vjsi>2p6vYb1`IC6tEC`famXNomi_fX`%zgq9!s_X1 zKja&Ni>0|YZ1zHR+dO7DW9!lFP1}CjRM6oiRyqV;l>}VpAG4dyX-nMg(*Y(y%VMvY ze6Xy0pf!H96*!f-(=H9j=g+j|kGnV!Ly7lNi=po4fE^T)v4B*EP#eLx;kZADivhbc zwlL3@W#)F}kF)-o8GrzVGelqb&*wEMEjwW5rK=esS|i)y6XW?7xmb`k)Q|^74=YLU zm2AlaA*Enm7fNa%p(ngu$Q`B8Zt4uT}luB!9?7HOaU?Ip!?v4;PQ z`ZxNEVZEN#H%WUFL!%8kzSM7Cwb5ZfiV1)PAUD60qCJnl(Oo?2f z{x3)a9;*SkbH=VgOi;!bE^I_)N}f*r%`3+q)l@(7=F+krt<&C9W-&j$mhXO@<`~hQ zxh8F@N4Sd)U}7Nxw1IqaEoi*D%K=m>&K2pmT!H!!Jl;F#uqDTA_4+3M8Eixkyv@ct zv@_L8?YMZvLos#6spiIJo*5(KFqmTHoTSeKVjD>Cwe2iqLgnfwWW^!gbmx(z70vzr zEp%3k{Jow*hN6k=T92D4e)@sm8oCPIlP`G$8$kJ5Q@)H|#dq!{oKr@$nYD0k<)1t+F4sf2ebCUmbxbrMLU)9e1H3!-6LSH2{?hwq~Eda3H{m#T1B-*2q1atebb6ynhOJ&>wVkUL7?5DTYS!21C zK+{dcEZ}WaDj8~w2rH6ug-j9J{?}DdF8LzjDuGkqcnGI2F869u*kYEFPb9i>rJ1b# zw22jvsK|nhPYa{GHU!LUt-C>MDeRA!*qQ2|6SXO=agqDf%*Dmj*a)(`p zgu06sv+spm#$~|^Xa$@b0f@>c!cCQ3m&?aDDSQAu9EaziveLtqk0#FjMA+@JPR@eu zkG@7SE>C^a*-z$kFJ13Jef+0s7R{CuM2b_xMKXvmo=Ocm!17apfA1i~neJE^b!1tKS?% zrAnAcskFfe+LCBDh!1AEbYOCypb$TEnOg-b%k5nZL^bS?U20Ci4^&^SBcuJ8Ty9PZISE_2KSBGz|3pvEbA74K* zGWLI=uyb)Db0IFSHExbFlQuI&%P`zxsZSh2aKu^O!Z0p`%BZ*IZz($2mX|U<9W*nJZi1AMZT zC66@2og{_gq>j`H=amYg6w}nVv(EckjjJN27ye)izeCo5@QmAA_DC(bt_d8 zn}XMstX7YK9xrpPt61_2{6n~`r4d(|n+aG)HPKu2fU}J-dFRiI!=k3hxBz~i#-&2n zF{}c_19%so_p~09#C(EC#Vw86cmO3?4@J5}*6-`QQc9-pD10RZr_1$PtUhh4rfQo2 z^wfmQ9yt$E`!VKVFbPdtsTc#Q83w`Bjm>nvl^CLpVB${DA^t@G(Q}`+p*TOK0EbF+ zKB}dD+ZLVL=!C!8s>t4)0>r+T%(~O9pc}Pwyrocl>naTC-%Y#Am7|tq;?f!o2+g#h z=bt^M+N!>1nCjveL8cY`HQEPKf@p9*TPKA1QsdHGGu&7 zNHV(ECpu82&X$na0OOvl{I{Q)cQ*p=LkoUin^G#~D?;?F+Qpsu@pXpHO+|Rr4HerC z&-}j`o^bzJ=1n=_9@M!(n6F1H=Q8p{_Tm6TCr;Byz(%;p81-aCEo;)V5x`GTBho!a zZRR%p1{!ogU^=c^ir4_o@z$1B@1=zj+=Z`|Bt*b3?$7^urD~6{T#eJB`#fcx{0NLd z;avt;O3zDk7Tu0gnc6^Ep1Toxt_1h?Y7`M<7QdWH3IZEZjLXO^2mhaX9QxP$IRnIu zuz%6At;+XuUmk@%zPd{wPcs{!2xp39$1-HY0hVC3H1zap@$t4uvhLL3DUeqNrgTmJ znSLTrP_CR`IHzs10pOt=h}f@dt~T&p6};G(uQ}SFY^vjZ;UBr`*dN%vGe~wcxITSS zAOK+QaQ!&4TDv`Pl3QVzN|R99f1c5c6`#8=jjgLrbJZ-V86rdy$Yh=Qo#FJKrZp1`n0$keh| zjphceQ5 zO<8HXvODIyU&3RNp7&U-cRZUn*`1;uac<>136ixeFN{IX$-I&yS8{{&s7y);MVBQ$tJDV)vjN=|zz2(F_F zFkM?F1{%mh1VYGjQ!i^q!AIxX2utJ5(HFTpzD-<2z9W~7qbFVmw$$+hUX^1A$diQ} z>Fkp6hbaRX+f!X!rog(K(BP06)|4AVq>Q+OOjzuLf%_9+qJ*&)KqKP(f-e@lDjrRP zwzWLhD%YwWA5>%M2u|xLq4H}7SIDb|f>=!s1#M0I{Qe?&7+Uli_lcGdhodO~d@g`h z!M^$89~QSaBG>Isc{C3=Q*PJT@{%l8ac@?IiGOrC^Qp=2(5 z5zX$Lf%oV52THvnWdb2*%jCWjPpH)*Zs}9?XshmxHGKc2R9`hc_)-DJ)3S=zXT!R-pLZova`q_e6VM$qY4R3Vzoeg1s2*@}+ZOrlp7o+zC z`Nyc;R1+_%(#14XO0@&Ki2|Rf-5mRl=ec(DLJbz%=Sn4W>K&OcMNn^w3qZ_rXL@2$ zEZXtE@&Q%F=tGi*<-ZSBmVam}$@SAI!urKL?78)Sw^%6Nzn9VL>}noEw)}x~+$ic@ z=Fg)Ruex^b+n2Y8{M@B-dBn0}sljOvBJq&*8f1c0HV`h9SeqDi+H}J>rpbbNXL#ck z?bx4>b)=`h$bEwm@5vEbw0M*WuJwUuda^uQ4WD~>F?#O}F9`~6O94%qqL+Qh|DMNZ z8P3Yu)W!oLjtmKs6P;#18 zvurRa7LljJ7x4GrbA!b2VKoL?4R{}+33nUqV>(aRB@^5YEo>;4R(|>6=?RHxS9%C~ zTL9n`=whpd!d`gBJKt(>p3e){27>6Q<5B|bT8Vy#sHP!`BGex0zObv{XH# ziD5f~aYh_Xfhw7YinOEIR3;CDAD}Pgm2?*`V?qTBDtyE;j({T5W{l|a*2BVF5D88p z2`|0zgkUh$!i23~^Ut;0bm{K5^8=QYde&CD_cW0zFetBH0la49g%eC55Q|Hp^pVox zenv3(;oApO7)pD>)rS;GwU6Ly1SNJc*@R()(#bmW4r!D37O8(?WC++3=*}>0hzzfh z_(INn1C|QN#h^YmooF)q*C0g*7z-u{#eyP{c^%Mi+Gv0SW|ErsZWJe8(xjzfq?ZRK z8U(3P*0s~i-(;(iH{pT%#;cq(2F#x|m-E1PVG?RxHeCPod3c@GIz}e9(Tgji$#YwWe!9mVx~ZDrR^j@G7@Eoe!^UI&P< zuSgG?nfsxUMVeh&>My}$O$cfwI{*7$K`QlsL-!xDGlh_pFn?`k2M82Z3Toii*zG?a#Sclfp~oL^hX^* z5vCXbNG2(F35=Jj;3E_Cs_IG_Na%&6O!4(315aTI!wIg{_ea8vsRzPS>a5kGG4~Q8 z_zqOe)u1lQx<2@oNCqRFDBfLIu_d$niN3Umt)u?2#j{-VmDr5?Ol2-2g>Ey1(=%h~w!rrf5v)*1Vd! zc@F#mF01Y3nAj2Ezq*!5J!b%RC<1N2gXj?rnWA)T-qV?UBko2I}_ zFNoYawja`(i7@V0kXdg-@A6=fopwGsUV-0hd;GW<0O8UXDtIcnA=SVhQ`V}jHHiA> zeihSGL3)6a7JwJx($l9M4AoVvc;W0FywZRnN+D*jwz6{A-}WbB#8*#?aTJ2cD`-bhcLqwXJY z1$O_jOvO7T#ZV%MtT-iysdJKF^Rf|VAg0Bbhl^cH|3>9-NxQ9hsGa7)>e9`xYQ-2M z_Y4~NHJ(SVsA$vIRZWV4dVc-hP>)RYXvfgWi!2JT#WlgL;S)VV{(G8aw=I7uwIIEd zkR@g^RN_kWh2KozX>a2cMwkU)B%`ZEFKtvHzICP|xf@kXS9{Xo9Z?FVHfpu~%0Pc6 zA>iz6OtxxgTx#IvG?#^Qq=OGaZiTqt{OCIxsHR$(4+3qM4sFfc;UaW<*31}OR zx@@Q8=n3m3FA}MJF6{yz)LF zE`k87$(f?_pC?cqC!#Li=yY)yLhb~*ED|7A4{kT__aOs3Ng2UYg%bS|B;o&r{lsebuk+IpzbgLKz5WZhI+#>pU zM&z@Jr|(!=6xtIJ312JnK67a=>e~ZlAs0s)k>eu=EQ9JAbtdiKUJ)huq?}uJu@*%O zvjC(9N;;=%2e((qqF_oVSPwIqw=Cz1p0_RiYX?O9-6l-Jt&>Ts%Wqmfpntf&%U?JG z*8_NJ^Lle)BZmE|n1|x(I_!#Bn~=>)W~ zovJlJG!91^V=bO~s_;i^bhPp-T>Tu;)|{Fnay!Do&k zML+-p2vBDs{g;U9W#=bCjhogjvkI*HNJy zP!JJ@#O9Am?|ZaBCBHe3UTaj0LnXuO@6Q?VzMU~0ZRPodByh&|;+gV~(8LadnE*3o zR@xY9c1k^$G=n7*cJ&YQJ47LsStc4f4Emv>)hZ&#HV(- z-u$B)bWvJG`=dxvalBy$RLf(2!)%|a`77e{7d%tG$iaOVB4(CLl|9&7#s3El+V7Cq zxX*>T<}ZX$ zt(h{=B3hzjYL-#w2SU?(?2uTinbJ2W9c0!Ni}8$}=kIM*7@(4HFX!#{m{C>dryga| zX2I0(22~AGGlroqiMS3s;kK>o4Mkaqq|sw|iI9p{BASYY`i1HOAOsQhN)r*bXF{8y z=_I+@wnN(J#T@3?798N$O;E*Zeg*kZjL>9p?3z3Ke-7@+*o*JW?LepW&QTO^E{4~zG$qZYeF zORDi+?N=8Q%6ljF3llo8BW!~0eQ3pt%t%4((>rI)Wym4L;og3!tx;ntjQxCBJY>qS zL3`L`bx&ubt8^311%RnYy7ShsVCAy(D{=DlHgr6dPm2`iyAS{45MyYp>jd0jgM`%O zZLb*PIL^frqSp`#pcjlcP5+EkEP;YhRG*iZ;)0}gw0K5pDZ#7$7R&R*DU)jn zbPWKiI#*wi*@wpO#fMOp+XRe&?6(iOi1n;*WhIHHz#_Hm)Y~2!4-geB<;T)13V~im)Em1*Z9cyj{hdu zjRpy=BCw}eO+`dJfmao*p~8)}9=dNZ8a`-|%s1DbSD#I`g4%0wfq7JLM6`1URjZ$$ zme{te26pulpp{_0T*XUtE$}@GO^jSFNELcR_FOg-CgDd;4x(mS^D5_mAmWA^bb4Oi z&F4!JT;u9I?gXqNzUv06t^u+~L>s9Z0smL|sGn&HGXa#F}&#x_KfLq#L$K)K@trR%tir?+!wo0`9ITxoNWLsC3AwjOzEyl<58jKXl0$)WLuE52;Vy)K2NGU!M&5$ z7j9xJcjm38CuSXSxdLn0AXF~d(StYcYFb8}y`92eOZ}!>2k~;Y^&3K8N4_dw(Gh$_ z54-Y0P(P(TVmzp|1DYk$2^qovtM*_mt}XY}E71z}#)ol}AnD|KxdA3u#ZP3Jr_*76 zjjgyvwsZ%K3AQX8@NrM^EdA1Kwe@O1603Zgf%2=jeZnND4OY^k3IVD^eV=Ie7ZR#T z>yP^C53Wfk1;>a&gUEkJ_iD7>=C@dquX9WQ1pMI{^KeX<2Rl0ce)L6FR5jsX_SKqi z3Zx>7JvRa=tP<1{6Rn-89G`D+aAD|bOBRyc4KhCle8XcVy|xsu+%f+jO5XwuolM>@&5f(+lr@e&^uodCo?Gc_NTL zRjdzy(P(UB%Zg6b1*GTjt#=HGG?ki2G2WI5_J+4B4nTd{qi4G>=*I~qVy=wu3mU?AO+O}(br0Xkv&yipcdBF1Ng)7b%_yXZaGtc;4)ly9Y)NQAC zp~qM*Gl{tJVJoC4y6Tax129nid?gf!Y80`tiP+=(S|hor5 zz3Hn@W#n&(z6lYgl3N9)6W(fK?!OH0P^R8Y!uMuv>z06 zt8wy2uRoK&@sStTDPTb1#?-nZ5eyHX(a&@49|p+m#_9iqbXEEuTCQTGAt-*VReQzK zUixC)ifsQfEqcl3hQ96en;h`Qt;$K*=l^ak8`a_)&muYM0{+BEFi_G-SlIWjnJDEW zg&n#RX^~VF zi>w2SWEo&-2rTrO#MPt2gymdISxuKm^@|U`t`4UK6WsQIf~gW;j%tGsvScZ3|3xTR zXkgLJa9zlHsPJHQgm&#$sRae!Zn&^&LJA$KG2P6<2ZEOf9&BFJ%UQs%!0u>vf$?p8 z2qQZm?mm{1yF~E7kM6uhP&ULsUtBYuqBvkk(W+UKU?I#Y$Y5G!deSdz52Kj%cXaDJu#SLr{pcf7|KrSA z1tEq4FwiZZgJgaxWjd;)!6%BJrfQN57>1BOOlD5sZ;{}`vS*srxK}nScNZ{=BO7}W zD~>n)$e_67WF~~;u$|L%isaB0xr{f$cN;_zd^5)>D?-DIWVA&)U76=k=)fSiCm1Sb z?GdJE_`ohJF;NT{x{5SMzW4-?8p|36a3Bi#wAgWD4fB=SI|fFZo|FftBg-J(pkksd zT&goBe3ICa57f*Q;#X)kbo3^9*3;^b{$l4U%iO-hB6m?b{YP~P$(JskFO4K!^l_P} z(Qkk>vPhCtwh5BW6PUO%@U-9FX=I_Pa#tOzyjJq*2hK1*f}WK2ZUk@6y3XoMBH-EM ztt31iG_>UpuK#XM*m#5K<03L6TRe&}N<@KWpofeMU!*!Gxf>-A{f%%5O^@>SeQk9UfuMGbCG;0TKdjBh3HPY8)&UJyvQMWe5Y&dp)ht%_%? zsY;3xe!><(Kg zyz+zM+<3%h`bPn0g-g$Uwm2`0IZsOG3X|Qnb3%!a4Gk)`NDxZeYY-DNHJiq@f=bQo z3sQqNe#SmmIW82q?DGEtrINWwDYsk%=pi$ zl)DNjs_EsfX<$OYhnUR%WxZX}v-!-S6nbY2^$-LnNUc0@P4C=6Kl_Z9=8hEn?{kx%Yf zVP^xuY-cvJNNR}&7Ba&6{_(}~O$I__P>z7r6?%uK_zhY9BI+R9jwPmUowKsXki{ef zFss$v-cDKPEU0%`wIN044`yoIj;_oF64Ietw84R;kK&OF0_iF*G#E(#FE4~;N^@H##0y^Q&_uvh-}|bPoy9VtDj1TJYc~EZ z*f=Xr?4?w}66{~QNFv+?0-b1^tNmED-Q&7?(ZsTz(HZERHHO`sw+}5ELMGN;)EdPt zpURtzDrc+oN!(<|X95#vqaW>KVE1_TDr}JwA51vjAQnVilB+snC&ODyc+^0HgsrS@ zKh%m9svk$K8#21w%{iTj5+O;4$E;K_tstGnkkM?hmrJ(>A+5K;@`aO*%*#LTYP=#9 zL1{`+!P$aN;Zc%~Im45!4;y7Y^KzvPt?g|CJ9~7Z55(XKY2XwhO?wE)FxA(} z0;fyH0onP2^oV-W#$+Wz#oLmfT)SypqX`%2la**pG2KwDGG7;13+m60fc%hFw$ zSQK#q+a2MHZZ)I$0z8z@BY6~c?&oKY|`CvBT zqg-xwYDrGNIhE?Sv`L;V2A+TQGCe@-##2d0mOvj;STM#-&_BF$u%{hr1;6x6-*EyI z8^s(*03momRDrje`%j-(N1FKt_v;n^06f6a7YF9YVT>Xm_9}=B%RgSocR^a?f~h(nUydRD)!+rY2tDjIqX66l z>xdFo=3^~f$W>zIX{|_g*xL(+l2teqNaAdhZn~n^km6a`UI%OU==Q$S001E+bz>8y zFMD--4Du7@>{9A1rkL#m^}syV}#2ZZZMkg_ORn~(zN)4mE~hz za|P%ke@D!3ZG+*eTLT*7)~r;C=Gu|OHHA#f3qq)7#AbonHgMEXN7@iW#zX)rXJ8Nx ztzIBUQhk(nnFod`ISW;V4)9eR?&@;jpK6VPGq)EhgZ9_x(}8|YbTz}7J|sy z0dT)LXO$Dss``Wd`Y!d&wG(78yFwq<1_9^@vE$XnZ$Y-n_9-gMkC9H1UxF=3Pk7Nx zYTf{Qm^+r33B?KyO$gI-;W#$ZrD3s~nXr6jb6P;lMM0?Q(xW&n--+R;pW@K7mV6Hk zW;N;L{YM_~h5^%&WNtOtNBWHKr!_eVvGiHKwZeK;PDQHwVTKICR&94a_hKS#Qt5Dl z+{rk(Uej?N_wB#9#64dZhheAy zljU&|ZK(lEKj)h)IeQYhRrhZ4inI}|GoB-`a6rh~P`ZE%?qz7Qa&0=>ZEH>dU>ZHH z_*(TXbk7n1^P(ZM5V0+~8DI}xw;&OQ_Jeo!NLA+ zf36@B4dsOGAAerc^`)CHf-=6EgK(-AA{q=FUNQn_U15_I36u4R`6XA*-4Ovc7qUcp znYg6Wc(viBHz{MiGrk@@G>J^UF)5)JDMQiF#e4bbJa?2}?Fl8$XLZYbig7Pz;MY+5 z=5Ix?J@&ZQwp|0re354>CzuSyv!$gy%?tleVKwq<*4eUmdq1LGCoommER&HBt%SUM zq>1PCQEub8n|ETf!?)>Cj^;WEV_xQ9>5MGRJ^UT?kJ8|G9Rdpg11*++RnFJIu4fB@ z%ZMk~Ny4s7@ngQbnkM4ySy#~|a(-5Nf1$v(g{9tz_d$-Mn28IPVw) z1b;SL6o5m^+oU;C4}Iq>!ma!jseYPqW-2!%U?;A5+-d&&m&5NG>Ot4Av_W`7fKYgh zs&7S7=uFBWqFH})_V|mk7dllg^#b@Fk?jV{1c8bN-~TermnsAWW2IqmpejD|_p`qWV zamjIvN+43nk>QZfU(0jqnWfZRwhahNuy~yappT^w;@|_KU|G z{cGI7)g%{ivl0yLHHpX1!qv1Q50@s4gh8Ayi}fMwgy{eIXhO3C2j*LR z`(?&X*g(y64h!qA5uOD6HN5%i$XN2h1`)6p?ma;L^*+}LH~Y%lAXKk5{(Qf&fM$_f zU)T*Pdo8HNlPfBHi)sf}9O0=qMU{{_zqoyg*84GeGnOX+$D;SgzGiz4dX+ph7*EJK zSf6Z=g9K8IJMf!gyFCoSJ7HZci%f?Hs7q$j9FGITrrf&Wc>}e0N=yNi9?FLJ+haer zaWE^p=0P{RUlX>K1|tPps7uYjf9q}kvO5S}i_Nz100Y4cndhNJ=iw#00B7d9P#N`< zbSi5?yb4%RP~=>O@A`1o{I0ceJJJxRsrUl_5+B5asRBu}KkEgu-9@-pG#hgY}s)6v*wa#cJ`o ziYtUG3hPiC0Kp#NZ*evJE$U?HZ0HN+F%zwc!>fa(^@r!ESLJ`hd>=EgDRUH!9V&(X zvelF1Z~=x$R)`GrasIKJ)<2ZkdUica?IZqMk02XOM*IXS$~$2l#Up5|4->bKu-Moz z>eMyZ{Nd>~Y@a2GT?ine-~#Jo4A1?Z!?$LIt~}H`cg_qf`?ot1Ho|q}fA~OP#m0Xi zqn|7??mJ>J&eMg}N)5A!V6c-aR3BB@SD;#ht+#skV zv0cfCXPG_<`d~)6L)Z(iwOIMbR4fdVk=<19DHOQJv^CJX-vGaG2 zdzk`+sjQ=_Y4M6-n2|WkQgf-f7@#{qC~D_M2P;oP1ONZjVszh2ZU<8 zAqzaQq{QU{4zslhbY2eI!DeFi`kgj0(PsDGe7q1=Y@}&!KskF&Oy=ZAA9GP@sTaE8~t~N(tCG zE=Ysg-V~VlJV6K+&+}_O?#+|rKmBkjn!PW#q~!5J%DUWSj;r+GLN`6iS(4rYSC`ZI zO?Bjt$@?CFJ8z$sR=xr-H+V0~%#6RvxEPPxPiJS(6U;N{?vKUZ@{k!T%)#1!TS74gn$Akm{dH1O)r zUZO?4y(J^sZ^#w%(P}7|pL3eFrb}l^4j|B-#}!m2U)=iEXDk z&tsrnpK?Fv?}#Y~Qhg@#j+`ZFxZSk=$r_Y<1;gsr#RRFKIh`GZh>yTBVQEqI+$ghz z1$OlUKdF@UB+2EhWX+291Ts~)s};(6eZkE-4TO#076x_|ANVPB4hl;YAzK{i18&~d z9~B@|O(<^hq&bo=2&unm!GC@pB{LKGH$@W6unS}!&X%e?qZ`_7(0vX65Iyrq&os(6 zI3776%!SUdgyXPh3)r+Pf`pyC>C|LPW6DuK>6nHk`!6+WRbPy{b1=?hcHiRMwal-l z(Ht5wZsE^SZRjg0NnhxF9;!P=UfW@}ExObmErufd&_@6l748lmZ|()EK4+ST+TT~u zof`*s_m*Exg=2HhqXtwMJ?%g29I9#nF5H*+yxEO2_-NqWaRv1?jeiSPt7<8HBuzxK zKL9JxJTB}vw#Y+|O@GCSjrTYZklsmbB3}2s$ANMXq)b?TVdCi-v-_17qa7J3+zWd=9z8TTk{6e0bOcw7OUY#tB1wN*o&XJ)^Z#w;ylUmn0 ziM{^9W$c0&7q1K(&^H%ZIs;fHGcDA=!JG0092nB!?j`p}7cO8y4p(?|{8akgu zdm^?YjYmTiv~{pF@5^JlIlCk`$#8I$H*3+wJZxo0kMGwX`Jw*L}D;;*I8=N9qjfk0U( zk)915>e~JNOlz-+2N=__ypEw;``7)SkHc98*j5U%0~X(LksM!hG}4Xh=3W&JN=UG& z51d%)Tc#Z^k*7;m<=6om$Zk;e@Fw4+V%6rSbeidc`iY1k%RSUR9?pz@T^8NREH`xM z*Wm~!;yALGDkq_4&^{s4j!}f{7k|je!%!uRZ#*jI+AQPUi{#YU*mw|ow8_>b&!}@= z>YZHKbo&FnM`d8TS{1x)%N_-@IX#MI*tGkEhf(kAT={hf-nHL|D{spE z*h6lVnqYIbJZ-q%%sb+`NObMem3+AN6CKoKe=b@_=QVDA_-rq>AmVie(4VXTu>72? zFLo|ipE_+|FxkT8Ugvr5$2u+6T!g7^qy$^AaHrNv3wd9(QI$zfki#9|^*L*V0sybZ z3gY=&EAU(smTU1T`owWK4V=oI)(7fdl*Rhf18L}xL1Z2h4cSEDL*DI==IdG3iF1+> z(GrA8CjKx)^4dW@k*Z}!o<5R)J%c@VZtk!CxI+V>7RKkYeK;RrX#h zQV~5Tf!Io*XLM~k@=>Pozv>JR$0@DXBa`tIw8VdUQ*_RrcGpk4n4yUV{=W1JkM1JY z7O+G`t=L9V+w!wMI{QiB0PxYw$_p6(7!tw#Wc|Wscxmm*lkF3>0QX~byf;AuUK`uP4oi2X*IH7QLjZ7vGN_d zCL-}>S-e_(JUt$#c=nJjAle6)_l4gADI7zW4fgChUa2o>xfKjDqVVk8m)(w3u+fhG ztm)Q<3B`g|OK@1=J*;0>PF;IT{p>FPiw?D*Kk)Kg3fo%2kdH$nw$B@9#|va;gFs1U1)AClO9twoiM|qQV8#d56v36@jbdu zHPeFV1nZp_XrO^aob{$sd#^EMH#Z}SZKjJfDFqm0mX5&YsCVjTP1gtK$h#~mXALMO z2^a0tIsxhz!q|kYWVGF*W23Fk-aXGR*gpH97gL^!-WgqN}dZpC- zVE($JsBNpwHef%YSvoV9zvtPDbn#8x&bNM!s-K(!qP8E)T>wDbXb2J5JjS{}f7~L*&v!^hd}J)?8qov4eufUd)0~@tOC6c6~r5arnseV2LwF z0!*NSl`@@g@z^@2fh(XL#-wT0b~Q`9 zuLoo8yWhXX@qaF`ADHx01=F)F!DJlSZ)_K5-QusP?q+BkC9;rT1PYf6Ijsw3i39!! zG!x2H_xSD938qULJAAnJ-iWRl_P|b?wBhF)!*=&T$9zyvQXkg+4Kf%K9aHnA zIiLm+#i7f5oaSt|Ysbeo*D0!17h}kKGJTQu`EJkm6hwu>!`Zz>kjMa&PwVd{p5A({ z@dokO);dNkhQ6dQyt!*D1qyil zj+dHgY)Wy%z`+dj`X7?KOL=o{=My9yvQqROu7^c1?&pqdl;tc6KedKpy)j)=B0h z!VF4b!#r%itL@^)-$WmVF$<+|j-gR*=fXh=pp~<1myaj(R~HL50Z!gt*1-kJt|M^^ zEQS!TtZPKTVhkt|+ONR%RPSpy%D^O|%iL&-bN`Tw3l3@}N>>gLH?mozoKRbvVHc|8 z$F;dTZJ7Z}ilb_Bo{31!6y!D(nm$-yHVR?h>FD}q#*%UE zrz36vBYOQ#uY2F#m4aTQE_w~uj=eOA>qEcEny~Wg{mYo;iSbHL!WuhYz%>No2o+G> zGlm(*CFNVO@FVlO_W*romeh;6-b9`nDkL{XUk&?9PtGKKXvP- z@S{*;%!i+ZFB0U3gKgcc-Nx_3(MYg1E84@tobXlIg<%Pva|#EK=|O>*7o~#5bz_>t z4W8<281Ts^GsI->@d^Y}H~!jSjY<*4`JL_~s-K;h}DUC}&v zplqF>0_Qw1IGDf(>*pPd9s=q#U#gZK;n$yX&>%q=9N(oL;FQzucWc0JX!x(gv!2SC zizBLAcvnfQ>ikV}&xpF9))Ur!5uPZ-+r$M>S>Ubd%N0cA0J7<#z5LH}qAIK-iI8JQ z#jD&zBBmy5l=fUa6O&?p*FGDPb3LjyvO$sp)8>)+v#FLl&SIL zN~`Q!ft6-RB=IFTktCr9S`LEHH#Q?C6cefI1m|&wjL!4_$GuMlCry`mfm6ZLwm@4+ z@ae<&y|v?iLqlKHQhY<{%AD3ev%-A^-*@g&C(aL@wwxk_d52q#zPC0LW*bt9El<@? z$u>tP=;Gbm3=u#_fs+a%jk(hwM6Ax9cH_HXXir0uV+YJ@g3`Kb`cxzVTE%~qqbK1O zS}p{xd@eRZ=LTKqpdW8Bz({|FZOi0+>6~{`ee(eVU?g5$f$;bnBf%zK7il3p`-xd2aGl!4HjYA=pMu{gOu znVOExAY&CZdDg$4^V%6kYMf7%nB~NEs{W8IgSIy~nyisKYUhWA(1rJ>Rhpg1)`z5T zVJ#5!kWz=WA6x2XoF9SdB23)ej)a)@x$5N?RuusDb5+UiA^?4k zF`H9&NpmK{liFMi3pb#~`>0B7|DJaH+iIX113L2ou8RJ^I3E?959viZf_pg$phL7# zRIAbM+v6a7Trx$8w#QO@<%rxk8d;3#EEd-#2BUfD41dfJBKN}KD+hV@0v5|t{wT{0 z$~dFU+5anVbK~8jn2+ICLMmg!d(|t!Xfr>wQv ze>Gf21`Lbf<*+eZ?_UH>u>cf&=X3<~6=<16G;RWo)x^2MvfY=<;h7L0eW{Dha6YHp z5le&>T`U`G!bpYFv(}D0sL44ei=#N3d;0~aQJj3qiH+6@Ak$px;F*WNS5+;F1R7nBG-^-$?em0h4`)swRdsF36=LA~m zL3Uyjywoc}tF-O%Xc6?h;H@5r!QhxknXo<{QH<-RIb}8}kUzp&eNTQ_{AgMWo`yxt zo=f2p@)`j4lw{JUpfr;9Z>RL&1p`S6Kov8JJ+SNYDkiE#yfKj2K>w&tsm?$92A~LL zO{&?g0N6JSd*sv%tInG#FV5}6)$_q|mT+HHuX0s-sY(VVDd>k20dDAs>F=6_ZZI*q z;5h;-1esi?eF?sr5CmV&qT*&&QNB>j2RY5>L6nM6RqMZ8$+elb{C)CIa5G`y>Wd1s zYGl~e?h+mGN4T>`XV5u}fXd2~x$3khl2hCT@eFbvC}4TlO-b3TFxv8@KO4P!?>Cu* zI?4eEHPQ$mx2-58;mAKs>J1oJFqVh=_$F{|2qf%2Uz^#<(%XnA0rA-?8mwcVhrM%b z9B!UoMdyr8ok!eKieag8ZuB{@^86IaOFrbZK z|%v*fS_i95x2@7uH!AqqsfVNYiuTR#)nSOAzZ!$v<@;fofD z6jN%rI<#e=y}Xyx$IIWV#GvcMPB|PrD($zdCy7;3c=$YYhS+OJBu;jTT#(H7g&-0< z>9_=4s*Qe&ZhYcnbnhTaCjP(~x_9i8j&xMWH{1%}Nj&xj zF+fMFTg&{S0Ya|n-F>#*!T+S})JfU({h_sVI9AHFy){=0cS1QDZE`y}{iiG@}OO6~R!ktIw0jyJH%6#1l7s2MR{5d{3akhD*x~NsGRc zMsvR}dF{CSf~caYu>vWa@w z0Z{C4IPT)B4=AeXvgLW-8kvp=H*78&@Xz#XGIFS^AcB>ahw-k-x*HUw@D($}DRVr; ztGlQ7{VEIuqpl&wIq?1UD)LJGWJkZQd0h-^!EmSb!zAz%{c{14z1}FKPnFjzF_F;g zk||5(6T%|81IlI*+OaCpy%K%CWX_$RZOy?n_5?qP ztk1^aTa%cV{=G%=H#fDgFYT!cEZqVd3Y@&Q1DWh&EC7ne z5QWUvyu~W$`<>c3qDMujp_s8~ z%s+B*V)E&56wr2L>KRkQ8-O6rW zZLges`W-*<8|lsGl$mZDV|r0+7d~zN+&VXpaCT9mk~K)0vV`*D01fiJl*RAX&h!u{M5xW|Msnpn4x)y=bKvSt$Rn#CDuq2kgnmmTbz=FYiy*go% zGWy;OPpFgWspnhw?GWx=;>L_9G2rQ`kjeX)ZD7Qa@mIPQltQEkD-IUXp@XX2T>V9Q zrTTvp+HmM!1;E-#x@-D)cQ1fnZSFMZ0Enb zXNq3QCSQe*UN~6&CEgsRP^BUu18w8!A1o-xuH5#7_sc1<@p>2_y>@IqH6y6n(ME`q zV=f7%xt0|hf!`5m?Y;rFeJ@1kEaMw#jh{_=zhxwQ%3RyDWgsqGlScnS`qU1Rj3&dR z`lRQj<_sWJWVAH6z=7TSf$vHHj#( zH~AJe3og<7|O1i+{Ayl83j5n#%1dHohASy z`X3y=0wynSU^r)mf8=N7K1-^ck_U6q)ND`~R>Er4fg^NOiHjduN5v+cHaewC8 zYdXe4I_+rskXwr7f2v)1KZc+=D*_wsi1xisF^TP><&a8fVkZtsmk2^q$fddnK2&1S zWRpgDox*o~c7Y%*x2DZPP6-<&FUlJ5sd<EUiaiX>b{;ry2Ah>+4PV-fi}5$ z>|#|q_0SM^`o?1O-nrx09sK7=OgPnCoPHN#^!6$dsU(f`Jw zad(|V_`4GaEB&$=J8`%Mr&1zA)E|z9dvXD&4!S@FlFX#fRfRv(U<(oz4yxMur3Y|f zhohu`VYLvMafi-RBTh1foPX`!F(35C)ODLa^nli=_Q5*ps6>1;zhze|W%0r(_+e-7 z2+AMM^@evW&vJ_OpjriIs^V9I>l&%>>%!S`ut`WaAoyt#-5B4{hVT_zET^yODVgpL zPwRk{;}`_eSppaOZ(Ud!ky6R0dSaUZE~l|2n+P_5`-Re4)aHU4p6&G?ZA|zEx1fI} z23EUNL^LVsqMUy6^nuw(IbZP&=y)jSF55$;e?1DL#i5uTrd&fJYtr;sG&y+uTM{l~ zterUJ7~swcB8tTI>=B=4_*wz(sX^?5iNC*YUq?A(%if#bNU4lC(C|Hv3X{=U{kg~~ zStZf!>|Vl?fmbLzj<_ZtD8>H{mSrW1czLB~S7L*x)l6>X3Y@)Q9GZy-f7sWh4`9by z$CH=0B$=pCh3AJrdzj3o;ez-pQwiP>G;YO*-p4nj1l^Iyy5D1iUqPd5hT{Oc9?3<% zkvoxBE9?-V$l$&m$pDJ}-z7VL=p^*jC5d%n_?#=7<{N`|98x%8m0`Tr2Yf5o^!3aB z3mk;vb39KFuxNm7i_Q3DcFA@L$024qW256j4x!sh+ zv6t*$v<1|_ndI>cnGNx=bc7oz(fF+vMT}<>;7RKSCY{$iL0v<8!R_;i{hMqxfKbyIt zlyDMK%0c|3=xw?C$UvFEO#HLo6#srTvXX@-A@t-?1YN}L-$-{C}|(sSSOHoNs4BIgXA+j$C%ROmDmSee~Drf z>1l>Mv~Fw#Uv2;QACiVEQdjG|rVidU-Qsg%u!`LS%Xw!_hUvjikPY=`4`@!0!wgnK z;}#F95vW-AC5URCM>O@;oy_4j;DPPK>Jb}}H&F4d=z`#`enxl?1x@;^Y-DXaH*+r& zWQ@rE-x3Z7*h~*Q&l;7i$y@_o#LM9|I6W5_?~<1SPr4B`*GEwv=cgZ^g7yv^i_?uv z0`KM_AfJUk#_yRi}|%kSb!(2@6_NIgf~k{X9~ zGmkwW-Q9qoUMn9jex*ptsc}dn$3nt0ONE##emM*Qa_$3%&Lk1F9{1^Sr@z$-5q~Bz zD6QehvvODrROQ99eL>xWD3PK@=L>`A&c(ah!A5}>8N!Xjy<7t@;jbPykKcB{ITfh; zED&GvDt)p0+)1eQdA4x)SCqJ~1{^FN{bZ08XO2x-+Wj1FX|PC_sx`wfj)R#}lyuiJ zVt8qB1y|YfQ01>z2{#W@7&*pwBOHf_ilK=Ve*KolWTPiga@qQw{W zJODSd$qxx9mwL<+;`WaL`4)B0%?Q9EwGVOO?Z&jI-Z}g3K13`ZQ_GyUBUx=086Ihl z=dp-1#$vVr@SzA{D__SLiadUqTly5}E14CJ+=q=f80QGg0@h-y@7y6N#M?mldK^`- z9!|{Dk99DonN}km=(w+H@Zg5fyfUh`q~aKxdt-85?}%g|Jaa}E$lh^V)I`p2LJX#`^DHRMqDqy%P9 zkwfg1gqHQ_M+Au-l$d)Vo#+y-m=d|Jb&i`4$NZcN@lKn>%c6M58d*Yb9RD+$V?IkZ z5-c12Q}$OocBf2KJ`^;{xT|oE=uYD<-v z;bUqj5D!bmuNt&$V&zMZ4$(Npln_|YUyGpX!4ZBAq=E^TbsLFj01sY)MrzZqVs&2I zR4?%N02wpyVQ#o;u{mX_AIEfAp+NOLBS$d&!wvCG~L}e4s#=eDzM?kp0`b$##_c^MU50Xr|i;hvjDuUC5QlkcFz~>KLYc<%f}MH%+AFD$5Y$_l8p)5b>yDb zqLUk;A{eJKwzk8buTn2SuJ3k)(g#|#tDn_I4UtnU=INp*P8zWc?Y%G3B-|li0Nxu^ zv}z7a#s}Saz**qdaD!!2R4mbB(}TiL?OY7NA%Ufr7}#VFrd`ClR*kXMzH&j;4THcd zMg7=6yEc}?@r$WKjIt_cF4Itfe2U+00ks0_y!E=Db@jOmGoeDL&UrP6LQvs*+7pEY zynM#o9}Kp^|61q*q6qfu*aCViQ{c0g?O-?$tP4tW$Y1AzU|jVzr3pkE{X(NcEd^)c z{bkypFUa2p(JwKW%MAVdNMy=-^}I*>PR9dfRem(`5RHzY)vNV|$yZ5u9UDEsLf-gF zHlvY2>q60g;~FE%Y^#6&TP~>*)zD12wUZPoJe11+46@T1_Cb+}N_=o_lBt%%}jZq((li zqoBn(BqpwMki1b@3DzOFQcBVI?s|?NyCTAe1RPLdhf1QJ?oho?32nni^p&E32j@^t zSnY9=*RI%)(S6i)MeS{L;_C5Sy{)I<K z#YHDuN`9I9&${NIaS75tt&wu|Z?w_>WQI+4uS<7r^4#yKLdcTK>fOQ8w|*xkgLEa) zr`3hA&%@0`Y+-Y?TVSc(u5Mu!${VC;=+R&j28P7$1&A*SxkzP)55X}IllA#n%@85Q zl)sn2Ur7081(4yA{x*}FbX1_XIA21T#-`7#i=Z<(c`6K!2mLhP0&k_Myi?vP1 zzf=AYDR0tKUJXG^&4KTt`adxq7{Pb+_a}uP9*=OsZvAZU%t*xd@a3P+(>)DEh+2F? zdRG|_(9*^-(bAH{N9Tz`mYTDDtI0tFBe;fgss&m7yhLl9mjr*`5(NRwM1h^t5hdw7 z@S!!?;uQY(wVmJPdWZ{&b!dno*u_#8hocWJSK_p@;m?|L%37U zwp#g;Btk2+Vt&jc$pEl+q5m7!`qfNs5Uj#vKXI{!P?aus07QdPfj-aIhCeevf1AJ?`WZWRV|oF`cglSRJp+@IuG4 zvw(tqnjx+_UZvbsXY8sm(=fYS+3xkUhk`$Frl2PJ1xe94NSeqE!DF>Vn3EU861R^* zuQoU)rh|F_5qfvF^Ql9=n~^Aqr@sQxn%cU_js8@m0S*Wj6Oeq0R*FCTC!jUI`W`Wr zb(ue^y#9@cc~UF8wlZWPwbAk)Oc0Xhkv9(0g?)22I$*!AomDhf%5{@pqA{bV#=sCE zzH6dShONcvpYCMMz zD*2e@KDXFeLL?Oi*treUI8i(S7!5qFnNgHJYjdS>)40~_M8Ofmc)>r4faF2;s+>rd z>|%L-B|_3^j)qzo+l1yRX9fsQrksA`fMLdY{w~a;6cPa(YCkl5Np(i9#2KmZ06NS6 zN8kv2aqw~Xvtk+xr<84Wuz3C5x?n8>r;b`xJr_3E?D4d!04LGV79Zc8Sj2u~42Jd} zUI_%9MKI3@6?}X2*p?fQzyJdZhWZDpnwyuYodZ2p!tfzUk5N*|8<`6kd{s?T;fZe| z4C-`u<|lXI97#)Xr&E7q_k1kLc^j0Y7<6q5)q}}13m9vSwO$*VSpvFKUBc^Z_}pX7 zDb(|6<(l1roONAya-f?!Oim18X4mUZXq<=V8zQ?jnzAdDk9c)o@}xbxX?|$6VSGcF zn)Zn0S-SNjd<%1LAmv!IlSj}IVmtTn>|jJh6)RoZB~8WO6`<`c-o%iF;_+8>U2cI< zmi77&?jZb*lZG&MbHw$kdJifqg$?fX4XLwj3pEH2xKD^_1p6*y*npFR9%!^6{%C#> zc_LG&1cEC|B&KrrxoAyEkPZ~$AlBZ;P9cQZ5#f`gLMn4#~6?tmI5JN6* z)}!h$XpXPL!u&k<3r&6b)S`@Hjb6?@cZAY6X#ApS&H(bNrQBdl&{iX0z36QIM(T*` z=WQysd8PI2ns5)(#=4IiLIM^VH*F^1YtDJl394-*hCF^mwOD_HQTd>D)cub#)?w_* znBjYF1<-rqCnO>+k?pgw9V1qRSbP@<#kjj^2R9ZilzqO@|NlptB_z zFHgFXA!Q1x(5i=o6QAE1Ps8iz*f_3AK8SaK*M8aAGq@eAPM-RSID+1R;{P1SVxi3F z+4S~WlFAu-)QWHJDuhC(A6jkrM1ohT3Fi$OzadpXdK!}wg|N^=p3Fm`NF=M_YI zsDEokjOce&lXjwTfs`;kcAD(j6dyJMzn)b1QVn3on+zm055ygY#zMemVk>D3tvM0@HjMw(O>>MMAd0((0pY|MJdAKaK3%Tjz`+|7t2~aIM>@&8E~b; zdY8nq?4yijvEd^b8z9L*5;%;wnH0<9Dvrdka}1f@eaIA8=Sn9BFL@WYs8yl*CPHT^ zysrvUKQL;|@anV4UYY&u^d#=#tis93DNo``07H8?A1FU^cB#NNn4k zwkx{4CEhQpsa<3Ov*(s@Zvz4+&X-!-iGRaatXqeI6CRG>yO@xAH-U_y83btG4$(OI z9WqXqJT%Uty&4D?3wKriT@Za1E{|RQqikQFmDr1;?M)ec>SanYv3IG7?ut^=$#sIf z95TT9+SZa#?Fj*P!x*6m5y%E;=pzm1+Lx-w*sbww_s8h$_`+3t*p(7@<(IFfpDN?? zvXc2X>nyc#l225k1iud2W8~%^;vf3DdhA?c2)Ai%S|oCFP~1K3eoPWOPY zRmtOB>&U%tQcW6%J(-U3(Di*p8IVx#&DD*~Q8=QDo}c3UdK9wUfgufBHfjtx-%h2? zYd3_zm)Y)UTFv8xYD&A}dH_-ZUrB2?9Cn;{NId6RG;Vz?pt$e(>P)i-)))xlhMCyn z<7{(P)aJ`VvCfD)3+EG7GR!9_gR*p&bc5olaYhm*{rMi`d=@Aj4?mX@pgN(T*;u$N z3G}f@N?BGQ&h(w?)f{3A$-bDEqi^&7$)tE)(=(v3&7Mf3(3D`1_8W7=+jQh;;) zTBL-okK+4VF^#MB(hZEA&%1XpV(vVhm*TvJju&2G-|J`TGORo3T~HOt<$x@))WeJ2 ziPzK6^onSaUV5du@LoCV1Zz119QaC_&Q657C;-I=pTK=}q(yB-uy0|v`d9o2Vs8$s zc3gJ-IV>dkM%oXsT%n9aZ(Q1pN&LluOH`6?Hpa~qGWU6ZoC%$yrQ{S2%zFB+%^17M z*OeK6LyaE6?LTLLn1eeTt7^F79_<*HH!FXMI@9ymNPH)5hEcLD2Pcyb6B>AKNYR z2WT@g^BkmnDC`U7x%hkknhnri&2VnUibtt_28d~dh?Daf1R}GkraT%w4lVfmiWGl8Gm`tZv=bvkEvuWMyVev54S0;kGvF7+IrX zBH4OH=xG+h@J$#RTVLF5HjU;E&6$AzQnm*J)SLk4<716e3~4Lv` zNjcEvZ~)^D*w;UPND>m0BpqtE>GOt$a9}>4_W?PoG{{as%BXTrL9@~{PE%Bo-D>XK z2zG9COkbY+kAIK9s*9v19^xrTOu*gO*~hSxuVly~($AB>&_nU|@UrO&LZaf|#5OUD zPSB@SYz!e79@(nz-*aSbo2<1+AyG}BT>i8DPOzh!Z%qJ#6USsLqo5<@4L5aQ)xImQ z(}>}d1K$E#h7T$ky4~252}N=^95apu_SL$(AW|?wpz>G1)xII}2)vA=hN7J?1xqLk z*=e+i!Ys)?y^R%~7bO}t`#jA~Vt_>11i9TUp1Z*w_%FdkZ)DUgUb-IJDzc^{ILaIS zcz|CC2_*vvTNVB{gWKG(jy;G`+n^S^738t5At)oFM%P}qUCb++C%C4lAQM&)`9O3k z@>r1DtV?iPDHlFoXWUq6*)r1(cy=q%X_|Cn2T>RDEv)dlDDDhFtI&Ekx8p9vnkPrP+N~lKn^?7Yi&Pm$p3MbEv`f%zg_p z8kB^OGT8&{_sB0#k=7pYZp?nueFq;U9+Gn#j&J6~59t5xE;x5yhXkoSRhLGby??m$ z^LAXJ&d5c4%yvMTrUEb%3x_oK@X=m~%2nx1We)~DaA_XAXuWXW zsdoD#3_A3wbHQJeW{O}IAC7N4R1B0U&u%wO`I(Ilu*yfX(~|YzS~os0?nx9Y^qy7~ z(7DJ7naus+tP^oF8B7ff7jGs;_P00D^am(s3>dZT4kdZTVn#&%b zuHIURYcyuS1lX-AOjUL`?g)y+4@!nR3le;h9=5IS1}E8f(2^!N_&i<|CMnX>qcKE~j9a|DtmTyYTW5y%1}JlYF2?f+}`M1F*OYIKhtvsbs;> z+5vOjU0~yxX17rWy)74L{zKsuFD;leJdpRnyKF3&NJu*u@4o7K#ApUASL&x3?k#@=)N$j=`;W@GfuNHeQ z;#DC$0`D~u9dlbTP zk6#n5$c|3J%?6}e3zRxwbs>iq{MOB?7mV)~wX`42Mu`~^0^rN7zg!j$S7Qdkqt$82Tpjl+SfYrTEq635*W3Q5rp|+> zFeU}E)yPvHKz5;pavj-0e!j=PeAF@AfQ5RZ?jVY4!XGfHRT)_ye3w@$SuPg<#BlrS z@%!f~8U9GH@$^XC5Ys@gR6?pA%Xh#Pp!~jH(xTK*`MXr?WP>4}i;810=>>2#09vn* z8Jtv~3xh#Nq_iT+!%;rZRuM#l6;0z`p|9c)1M#{HN}g}g7o($ySQ zEZkDG(R^PUac39Myn-ce4Xx-@3FI&%W}0ncF>pgXQF?lQ0%h7Zv3hvTAs8x1vFP$~ zWgo)uSO76k++6IWTSrzB9?aThJU8mhbF0)eXG)sd<=xQ|riCyblA``u)G?3sCIkP( z$4~fl0Q}r0Qe69DPvTZmy}0*Z~#pe@Vq#*CiKh?zogYiAyQOD)2et64-Oht0m9T+G2}3oME;HD^NcS5IHjZ zWX9k=m^#CJkQLW84f-$7dud7xfBE`&y-`Cp8hm4`V>I|2-5H_|qH#NX>RnYK^xjnS zV^IzN!^Joof9ggs;NV3(INr+_Kib)noqH}uAyKwFS2e%ij!fL6y(Ndc~wciC5BT|WU1$)?q zrA$`|TsgQ|0`}L;YPAi_bRs$#Gq**rDI|8*C!)4Fa8HF%Zvv)f#Ar`ZQz6T?~uqZY?%siS%xm}CW2ORv&R z2ICtwx5(pV{MHPT;d|DELk4w6A^YNJm^r|;IRp3@4g3PN`G(_#x?WmRZs63l8XUDF z>8*(|(k^_w&EQG;x>YYXD^mc8nPA*VATu)$dJp;C97yN15!C?U+%MhsyWGlBYnyV8 zLcF7L2(M7zCHJ`LhwX2b)`-eiHDSf|DPaU+84rJSE}03n7-^~I^sZ#7rVS`$FM(mM zk%(N^wX;2vElmAhE$1roC(2y?hm2VNgItcCK~g>~y_;NztaNYh#J7IVUuom7gtEs^{U%z9 zuaJaIuCg&QCBt&`1uL%006Ygwvyw6-a=F>y7>!2UHC#K z>&dTZtA$f>gLEzZ`YHwT4UNu|uzW(cH6I5vN&J+6DLd6RwMVtN@`_ydE@CT35RZO! zT%fXwgK+To{W1Ht&tY*&XwrBy*nkf$EcPfno!2JlPC{PIA^V8<+kebZRto(=Dmn*Fsz_PqgM*WZ#y%I3!j!DO*$)^;ASetx6yB2gg zR@V1m2+ZZLNYTFmt_~CClK4BU>-V=SHs?hz(Q`f%)1Mu}(kvHuhHXNKA;IAcFO;nB zAk1qiUl{Q=Sg@x|4zQ!c=h@z;p>Lw)v%1f*nv+`KI<@mLl{|*Mc|&m>oZgC$g&{~#9+fizgnzOEAl2-?W`lz)3)K?M|i;Rjf>=0it8^7 zzp7mjh>PMq%OPb(Vj-9Orn&OV15hif0)st|qyQ79AYfL~42hd6(1f*Y{%Q5+#(KW2 zg*q~SDZRh3*N=GnC@BuxNK4N8GjN9H8WmH4OA9(M{wv}tUiZ(X{ImBIRUqMOiUuRJ z4YGCXlHsU~XiiUSH!V;lT1-9Z)+3QHrYb3XqJKBih*;)$t4any3j=yBlL6q%c{@G( zg}CZ5>Gclv?%M2Sa4~;U&D3))~X@YxyfEQm-WBDY@{*SlvU<>n7kR;Kh6K1G|`%V6p&Qrg-;Vd)QCxI zII}(B6e%z>nAt{MgcT`|`ZTdAoEqut7~in$%AZamJJifDY0S#p^PxR$Fp;_t3aPh1 zB)B{9LL(i~9w2A{mCf?2r4RrbCLli0N3(1>G`JxFhCp3lyJFj5oI} z2N@2Jv;Yc6O=VWwP0!-+r%%RT2 zK*p@BvVY`^@^kv8E3)M0*0SqIKd~Gd(%nIgXx@|Ske{CUB*Qlm`yZ&O+z|05e1zCu zO@}>sl(;r*ph@UPQGCD7=1yBr%LRmuUMh^WsRhApl&s}r42~|(+Q`9Hb8entXyXyO zaUzr90ysEM9>Ua|`-UnOuQEopZ8x%b6`14$0`_fx;Q&dDdkbFKx;3q1)IRs#OpcC3 zFI7>I1^A;W((3#2iqFYZH|k2I;~--h2gYau(KTHA=7+!k=G3{5f=vT$+6vx9Tx@wx zX^!@%)zX5gj~z^Bs86{O=umR66>35G33SL_D^zuhg5_lz{R9h#rumKuuPt@jTzV~- zjL>IpRsZhW1Pg@am8y`cygjAN)?**RRs*g#PC?k14|fCYvG;_ncioQFS3mE5I$%|p5W41tB`?%L5;4jeB81{WL-)JY{bFVjIbLdA4wn~;dv!) z046#tA0A0yH8@e@cc#u(8h~2Fu=W8S9mu3gNBih<)|20FqiF#p^%V~@XeUocAdw;u zySKe96q40(X|Ie8QJcnUemT>pvvU~Da#5L?X+IN~uI^+#xLMl8TI`W+4q7Ai(Z!ER zQGo7eZo9^b4gKeI6TcROT)augPc-k)tNNGF6tv^`1gxQn4|e&%3buI*Y!6cDz<3jp z?y2C5rPWo6XpLEE;gFhIsCa#lY&lI)Wyd{A*yYG!>V@fY%@(EoopvJvGMYU`MA%zK zwfKCPCe~W?yn-A%zXAc|ubwh8Q`%^!yRYoG;tHu=tF74rhC^y5cuVz;XTH;#O0SMP z#JsSBt;v_#6;B0S85u@Vg?&jbW)R^JtklLJ3Oi0zik@0^@ozA|0Wu}imO+}w0~HyZ z-N9~JTRAa;wHZ5Mj_WWJyj;1lNrCjis`o@Chgd$qKXEebKqb0R)Z6e(xl7y$mO(P^ z&xO?ex%VyB%*9&j4p<};LcG!vI>*+z4(1-wV9U?H#E!(D?Wlzfv-6`G;-B=?L*{(- zJ+5O{W7*vBNP!`@L1Zr)maI$cJ-4Y0o8{3m)Y+!xouFeVU$c>jt+wDQ2F358Q8vF| z!jb8v#|0Y~bS*f+PUIZJ*b4%sOA6&%5&#mPFlZ@_6yl`q2lPMfno^Ce-Q$VB+vv4u zLeft8*fATiQI9pn)E9!UZJ;nap0o^cZl`ltk22$YyIl@eNui0E|9-waQnF^8SmP^#+>Y(;ddivgW4J0oZza?YGNdO|eDUfy|P z|LLTwM0ke`fyv;lo#zl8Uk$kht776VIP6u&5@}B2<$~xj8DSbA?bZf-`LjOoq*WzL zT_=x@{W}45xY)o>iOC@J2marK8BltJywlZw4u&AzJe6CF?ewj1r&>YQln_P{_L)_6 zl$YQif0zF}93EbNH5hk)wj~%IENudb>7(6N<71gdgpM0NeCiH>k3GW04+k^Q8#*mC z`_CP6w|m5X=e`wbYAG#^dy?E&d$xs;t1)R6iKQNPkns=UDl4CS>1&cEB6}OhHae;D zYfch7B7Iu!(nZ$dZ!M7D4X&UC%N+ZZ9~vF_$=D%GCLiJ6yRIX+lUK_T<O{@A}@=!&a5iBM9IlC#p8Vea4`$Fq-fB*mj8y3qKY92R)zj=P8Lgv@V$6n)ea6f!(m6*KTE{GKh>G;>hEqfpxSoF& z^uP+BT=?lhH$-|9N5dQse44272+_S{HW54Qr`f_U`rI7ja$c92T3&@lu9eb~+YCs0 z2zq2x=tv(Q$P3>z0_aE4z|$qWfq+9duY$-=Vpu_5RO2Z-KnwZNC9L%72Ry>nN8dt> zzCxo0oB?BAb8hWKa({E8%HK>K{Q1Tewh8FUgHK@|!q~$8K$i)seTeI$N&P*ngY3yG z?VWoR|I>82j|E7lW^md3QauV49pCjU_#6V3_%+(Yg%{#~(TSE+2fW;2eO0Oyc!blL z*AaLyH@v}}5ARYoIVV!egj4%r3yXImygpTDz~y!qM5Z(Ti_mso7ps6s%&nawC>-om170>uMrz7s?%40R?J6`Ui>SSvRLtCRP>TstB5w;eg^%xT`h)}HJ3fZ)m8-l;k8C{a^I#Zjw0D?!_6Qk4mf1krHgh((LCQQ z<98{3qJv3dOkkOw8tZ_R5V|ZrP@Sa4c$pvcDce*bFHfwxY8TXh7Sh{p=Yy*9afuZL zC$}2mmHBZCo*0dmvD9A4Q`luiA0vFeR2rZBg}fTs9$OB;5rHZ)6_Kkalr)^}ehtox zKhCHAvCLIBl18knj;${cLw(A_)qo@ zCktvAY0Hpo@n3Gz$R?YG)MUFKw@vis0;W3A>ylcWKFBDIwq`SqQ7cd}w6l^I z9trS1E>RmASIrzjRli38$+8nF#55JJ`b#1>1@ytwO^31yhlScH5`ScWxA7<)vSz;n zkM%|eS~|(AoPzCM@i)kKZHhF)I9G89;vE`-Ko-iu%s3;0tr60w4qMNV`?Tm96X6ED zKqqM=5b}KKsNW&9DllPrO?HaCY!oOJXy6y_EqgDWuChm5L>)GY;qbivnMz2i-243Hl{Ubn39W6eqpibaCjA+ zHyH|)vFgrQN*_KP#0J0K=f**a+yL4nyif!qF>Bx|wY@0cWs)ion3rHU|LRyijd({8 z-$PE8NYdF##jh!^u`AYlkJ@E9nTw)(r<*0Vf{&~Rv#Es0Sd609xk;hpi^mpCfM-{U-0aL)@ zt-QF|O|N1u`LO#nZXR{B|LOPn$l}oLFhK&U@Ta|BRwQaZ_g2l1<>KWXp7$>)bRR>P z1pKa#TSU9eP6y`|@C(%FV&l>p1$r~5 zckf>{v(Vn#PlS>|MoPRs74%-FDFF|yFE%`J1Ph#q_xU@M(Tl=DpGyb^zV9idiC#^> z1t9AJTu9_hFvQi#Mi&fNneG?iDV28{0{o9jb~9ObOCbiLucfl03>f3lyFkrX`mO@0CR9dpfi zFhH*fZWnNPOSWbqF|1$6`H;KV00+Y&D(a9NRX8H8swxVzA~g)I98_A6;N!XD{Pc@P~<6_9G@ZdZ_=VAk=z zx*J(S^PIFeb>aDD8Q&7rR+3gg@B;>vv3n$qG2~zpL7sgiXM<-Dfvm5GD;y!+io94n zKfJz)f_Iks@!$pLmnM?#U%3Oyx5}$a5+x~yJ~$RceSUhL!`@>WPluA)vz5NuT>RLv zGFI4bHaMGwi2@BmVsESR+9#DTOx#D%jN06|^;$`off++gO4@tbiY+MwH4Mx(=U0B5 zBSk{Cwim#>fLpIbKPt`QUzPb*M?rJ00__2@ExZd6w4{(@Nh{f<7d3Z)*_ye=WTI ze@ilj5ZgRNwA%6&%-Ch>ZKQEEw$TkTbUxaA{S$(8ph`VVZ*|Z<-&&mYB z8e~r=W@g+FZlSAYbCX*utnZ-NY7DKlsH%MImSxkJ(En6#eA^F)d$TcX+1>GuR|5Nw zy5NmAS2k4-Pv2e0vrYsMw`|)^P{!{JX~_J_{Vw!3g#BB~tgZ(}7fC2jA@dEVTDf^^ zo@W}m2sKy6UD+>4@C0};E-4o#-z3IZ&1Bm=!hPAiL6NPvhQQ6>^LFyCA6EJlk1;Hq z|M|$5FdR~YYQATQ`Dgh(gwskDXJ0~tDFY`ht>>bh;s_;fA_A|Z3h#RNsuE2Qni@-F zOsWo_aL*RMK+&G+$QQsK_5pJ`d5wj)00Ix+Tb0pu{60nmYkYjb%w4OxC&XA8MW$ET z)3}sjK92TV#WIaRDAgRNSCPq}DNOJ0<#im#&Q5H7HX`5bg=gfrX7x6C!o`l9ZPcgd zuK>?-Ag(N-Vcw6Wsi4QSD0_!Dmht97rCONi5a?Qw8Q?O*#*)Y?)R!UsYJvKlp+NKHVRgDfqlZIG6dEiX&v>S zUwC_!gmFyrPgQoCS5NSGA8}%NlGc*(as;kL_^v{c{cjPlmE%%gVS4T@=FxMfkGHDE zdFm)_#eH4=Pli>iI0k)4b9FQ(G0^bdotR{l-Zm{Rodv#$lF(z*vC66}mT;xoBYB5& z*d4>36JDMeX$Akj_}J&RzN_7iak-Hmn|`_(ji%rVJ46(72quT6?bqs&eT@gwipnc8 z{J(RY)06K@Pz{?Z>;HBu@A%;fPJe*&yz|=MD7|)MyRM0TN`$(|TPh&?nF}{z@USR> zc#^PkA`1P8#yO%HiVE{s5Pbrf^fb8zi`uf)BdGN{dR! zfSZ@5s(*g>VH7iq{zK+@{Ry>xo#aPZlDv>rcu)`1m7V7qzXat!3!1LQTy;q*393vJ zd~asvdsdm-%Vq9AzVLPJ4g%JR_2XAr<)#J}$nMw9s$RL)QCfYQc@7bu>w->qoWk~# zP#9pem$~`0F%Pb9zHeICy!{v>OvF3Zm~ZD z&f9^~^ZmIqTa@VI88~EAhi~Fda*;U63GMT5M#|P6dibjL_Cmv$p&(BZF;*SucN06& z>CF%)C}G3RVR>V>)(!iNZuvYP)R(3i+VahDhF2E;K?8T(h^%l%63rE=(tFg212PAx z&gkt2ir0z8j+d7(g>&J_9ZFoJ?Qmq%DG!bpxsca%lY4X$DR_^#wWJegh!6Q5wxOuB z?)@f;Yfem&z1LqdR};G7;i!+?HPjzwX-*1PfSPUW)>BKC)EBVi)sk3`;C)hOLC`0= zsCuRVm-k4k>88cRz#0iyA1jDF3g+HB?ZRM(xQg{NRr_ZpG$ zkW);KvC0YS&`5Al4>7$+jkh($)G;O8yMODNQ}=MCQtNN$vjw&hLon4H#z4N++Ai9y zlIGoNgCU2XZcz0}@|62oKvkav6O<|4v@_nx<(73;tbD1`{Hxg$N?!%-2w9tz+n?)i zRh7&sixBqV;%Ue)(7}(W>iZI*&7!yb+ckrx^$z81s@7Z7P7-2sQTsGZ0{&B`WLh>K zu##}E+&pI;L`}2Nz}5a0i0?CAlMc%Yjd*2#rOS8as!=Pxn%q7zV!>rL_DBi$QnEbo zb*n+@FT;VOSvzK~!$TG9F`97jpuSpj(Wc$^m;rcJ{+-XGX6ArgMW*M-3YSP&AbSCF zhO8`g)L0rT&q`7@O1-VB42in;8&N6mItie8cIHz|pOsN#T$ z94vz$jEU8;8r(@hq0vqdA5i4;1Lfi7Marm36(7WyCq3oz5Iha;_Up_ywbSF=(%;bs|x^ge66>$VS$@v1!(zkQzw7ZEnnBV?FO3y~^V48H}uvdCkqxvml=18B<=EvC0{XI73|?Ju>|rVo*>edjCn~8L8D`m5 z4I^edvK6jrpWv#>54pV+gXE!!{kDF(bnfBdbjgd7!O7}wmW;fzJ0j+a%p7(>-nIAQ z7W-Ja@m5Q~i4>@$>xaHaX{G0R3AFvv{kgon1EFK&3Td67uyBnjW2qS53^~x~N0Q+}PBtGD^GradmZVBDp4d+|55( zX8rdFh{aFf+V=ssmd^>PH{O8cHy}E3!qDH-Vo!H!_V0D^{SHE$C59JaDbu+_aWKS^ zM*D8hlXIfS#w1;*chh_wLYm&EObZF3K)TU(uQY zX#zNMQ((Rp@f`oESQMUPI(9!QVdVGNwVp910&se9rtiZ&WY1t%^DuJ|-E>|!AC-gQ|aT`Qa8Duv>&X9&}ND&kB8e4s@UFA7>LKTOuK9bU4 zDiyZ_UvsvJ4M;K1ewALIULE(#%85&B-@4ngptHRX?PgQ;S{S0?twPcb?#)Q-{KaRI zf*s~jIGqAUM?;2b?Eo8iABaFO;uxAHQ@AKBa1l|3-EyQW(ySA(#V^oj4C3XEy`6wJ zyyaPr^n#T4+RO?w`cGW3QN7U&TSa7j;!n|F>|4i2n9vqM`~7oNols;h2*OiFMY&Jv z=DYHEi-@B1go#(_ZbK>62tFAnQ=EO}4>Ys{rAu8!u}oCGV;pS)2hd4xbUk3Vfg{Ea zN93-7z)^tfd%SDK`GlT+MJ)!}-4KbpD?yQ@j+A5DR_kE5D}w#&FlZ8sKSz90VvHG1!#zQIHK3J2A_ zbG2q6WL)r#7sDtq-2BO`g*4Kn4y!o?PiTc9471D~@=nRjHhIE@by7gpcsb8%>G%@y z$eVUj9WorrN(>#rSZk&%^<4UUP#6AT_q;9 zq}5itl+N16F<0#~+;f=4^_;#Wn4c7pBzPxVVGt>swy4Mh)LXWM@L_#qyrzrKsrAlu z0m_sfGDGVWajFreC(+m#X^P)0O|G?V;lc3^IMPg^J<#UV`DLe(eMvM(V(u?Am+gc< z3+V|86dA2s%iK^f(NAR!6AbQgoYe^}PgO5xv}_2#5rN(6F=TWkF5;cG+!;wbXE&X0 zhtJupqwjTJPJERAJ^sy@rk;~qREuLCmwulIMkZ%KDf5H<7l@@%=AsoOe6UqeU520g z-;Pr~^)uYI)?RZ{jG+21iVLIuiyu+gqao!YOHIn(W~H^?zmk4(x~Nsz{ub06cc^1x z$nHd=9^*XUigV`2Jp#w69dcmy-kM~U?^=a1|IE}O2cT>Lr{vgV4@D6x*mM9n&3Uer z&cj5Y^^b|#CptG5X4sHD%d0(4|G}e&IEfqMi$xiBtB5KM@eF(V4Hr1%{-G6@Tl$~3&|Rmqp4hIyg@M?kp0{xy2@V;N7d!{$nK z6g5O!hC?nFQC>fe?$aR1EaLFB~e0 z{o@>vCc)ZXwJ$T9OSPZ}oIT2mYGSiVOvRy_a^_)mBCf-K8GXSug${%y%aR}|5Fae2bOk{SpEPjww2M!E5&Nf-|Fp(cJHLjT_brs}a>Z z-aoMmW^J{?l4HykwSJVdu>}G3wRf>vtiLLAN4AKJ=rtR@aliUqrru$PqE!TvwjXe? zSK-Z5+mKPE^ZS?duiON@rdYFmfW`i3Q5?}3dF^@YxLOj<;hN}o-3^cPGaNjACTTe-!{{@;lGL3ul0q3wqny)8{huce;-v6kaL9!>a)?E?xp zABKaRSZr$scyoMVA7c8`vpA4T2;jHXp^Hc|Gv$R*0NS{oDHT1Red^YSnb1$AxG}ps3bM4 zt#}TIwc}9mGHH1YL{qKoB9|E6qC;%v0Ea-;Wzx_t!Kimw8M>k$)2@(y%9(}rD|rm( z^=O;Ww24Odj>L`98glRRbmqb#4Gr%Qr%=zJ=<78L+04EI9FW^*|>8p zA2;Oy0FKU$3zg7BVfVfinhSz}UP9r(&7%DMqP;M67cuZZ$;NeO5xs-H=CWx4F48aJ zd7@Wg8wCPkcpMr=3>nMs zm-j&q zCa$M{{o>B95*0meYN}9KH#E~|kJHT4=5(md51u}uFHN;2I2Md#0CfCJdXwm<0~0MI zG}UFO3>bwqz>6}BUxM@Ci=iMGi<(s$KS-^$5Gb2g3)1{!!E0%at;Phw{dz#5GA`kt zaic$*rV|39>lH~gkwBd7GqgI!^GOfjF6Z+tBK=760$W&kv|PZan;-V!-MZ0bsQ0(3 z-Y!x=-M5+ib9BDcC3(rm79kd%Gl<9xP_nsh+lqzPb%_sab1xejEubl%!~He*lJRiS ztGGe4`snCCH&`clIflyLQ!>YAA|t5D*+)bt8mb}D5r4i#8aKICm&04`(ewla{d~id zp;_h>_aiTXoA5i9knxHWc0C~{2kKtNfl*}704bMHdXZ9P(f}A8IRFqL%4eii z@_XBw8kq}I0L+b5Z4Ya@xfEbUVM&zDDK$P&`BX@piXP!^h#JVh=mo&?SMe153p|4~ z+hv_LI?VNE0JAgjzEcPCJkUYTOMdzbkBF3??yUdI9cNXYn#Y$ch&aU{oZUnjZzqWM zf$i)S5m?mcY<7xVHTwiCN+N(@K)BdrnN(iPGwX?FW7bRR+%{oF7pQ6{6a3N`4FTPM87jB|8io}vCf{{~ck zDuis4Kdjh4%ZGae3|l}+81xEnDtpF{5aEx|Eq^48RCs{gD^^i#7pPx$q3m~uzdJ1H z&W9omQH%gm7?K=_-@COLi}dWrnNVqa?!bBphH+g;q+x|TxDbBb!hr2q-7hH$8V`?5 zxU_BB!5p7pWCu})EFU~#J8ZI-agYBXf)&MW7jR74N)r zI?Il{mgC0B#wYMbmIwS``azTKOdF~eRAP&5J(Tw=LLUL)e(C>b1%MKf10BNP!XB@? zVFn9T7K|RedQXmoyHCXuHT^nHLFh;6Y#>GQLd>%D(htubN6d zj}eBCv6t%DDC_zbm%H^69tXtnJm16olO`xS7biF)Nk&%wr*hls9W%eq_Ao&ka=j`| zZ3@}6ohR2I6pvq*#JNj5F8{p#m3)~RAb@?`hafFT*^vFrIDWM=9GV6@8PI3Kx;Vn_ zFl*i%V^ykZwDY#XVKTxtacw_UXpd3AmC4#PLL@=)We4zL-4}vPPr`BF1;|4$x(}}+ zMr>u+&naRamz&eXd2a#)EE9AGiyqH!d<@IlZN$4y8aHsU*J;as^>=Cy0=SM^AwZ+U zYcMgU;Sgwgm*^%eK%y*>dde^Rp77t%a5DnJ`HvRnx!IL_9)JJ=E|1C{zL3!mC4y0p z9=N!^mQZ$cnOrF<$O$TZoMrIhuj8d~GrTyM^dB$8Ziy@pWLvy<(8`8@#fWw&BMa!M z@BY0ePOxa3C}>YoMSXy!o}m8?rLA5$*t`)29d7WX#x_`9oV$A2`u1%|aQH>Y<9v%i zm#TpP-Yq){TjvD`+G7mA`;;4bqaME%`UuQ#9@{foPZ!l`&^xdnorhf*itKmmAhFTK zL{ngf$vC3GH5YVW$Hp>jSW2J(|jb2^(9TH$^r`TzILN6fO^JcX-DuaJqA06jd+VN z1%(uRct9t*7YTvVVKeB7ccSsNtT!%)Wx#lJbY;6Tcu!z}W<07XyV(*6;>R4;!{c)!F1;5v`9{4I zrX61o7wt%)Nr&5eVS24;D(m#m{E;WP#be<|MxHPLV(*M}GRr->^k^1J5;3W8oo zu(Q1}3{P?n8MNoJgxF%LHmz21Azp}` zh`8ma7Jw`-ILQW8|JAm{R>wnmn?&;bBWOHxlXQmw%qZx&UB7e}owV?C&`&_Jg1o@U zxx_08&fa=HYxg+C77U~WzP6iQdqA#8oY{+=<7|nJn!Z};=<-9Z!~H@r!ucAz_g$&1 z6wiQ8!Mr_C++AZG4WdXi2Y87dHs&v&90=3lccOA^Ss>(wFf&~)kd#9)^hy#0hOU}BGj55u_HFitB%r9i}QV=m( zCXrJA0UQ0ooxz8lEIku&?@R8NTmLrfr3q!1{;dhke3N|JXZ4}d(% z1p0#sfJKyNY#I6<|7#{XYzTC^!a8EchyuK->x?o@UF!pjij$mjG>?i})@5JA(#cFW ztxgEVoBJEc;9$rsRb$_+Z-wG=mS#oi3lQ%bs%9CWc<@#qcf#t+>!1+xAO6pE)l@YR zaU}vG!!n0V7DOajUS}jvN9k}9Bx7|UdcM7bKEhw^X+9~=x>B&BA#Wu#aaKHKWXzp1 zAbg03IPCc7HN0Ku5jtQr$(D)4*>$oruGNVY3<4k4R~KHv|B&)ba;`#y)UsI?p7FR5 zW7u**jRHkK@vxB;rXWLyqVHR`13u;bqW*SK@&HrQ?fl#-Y$7-M#eK-%rrQJ)R&ob< ze70pVnjL~unH&_@3^KVnWMzA{eq8#{W}6QFSc6w7w~Di0zD#U5`gDfMkyA`eDD?Kp10L-hc`#2cU#Bv!Yu8W)bQgS2aY;C* zS>K3G)$qVezCbPbc%&j|Ua}O|cH60yCnx|sfAXIi9YBZ;IKEi#0rrU-CGVFZpj)m^ zNP2u%^2u9NCJzD%m(S9E|4E?HU09MVk&oysbB3O6mMALttj7%8hBu(W@P=D|SLg94 z*-iLGPUkoVgdq&SrSO6c?QEND-N?*4nkph5;*@LhDh z0*Yu)Cv52qbl2=BD#CTGVmJ9wp5{$!>zy1x^jEJ?Z#BV{ALsX}ET45Yab#R)%_Kay z8N+eKd4P95$kKWC91q99-wswGjAR364e7_|kn&~yoFx@Km>;CH&s_7fa(bmu0jZ^#FEWNN^iBF0UD<#{-8iK71dYZQ-LRq&4te+>a#TL`1&=y|iWNXM>vle1 z3_<9E^@~`B-SJwQi1Wv^m}tOZhK3H;HuzB#bmwBlGdncXHG^01nsY#Nc*r2(v=HP( z$8oRNj>QWk?+^)k(iti~ML3TY{Y#j>V6O@K|T7$sK0~O?Z8O974ge*IF$a zw45osbTFKJVut5+qcC?OGkbmgIGkAQSNH^eip#;ZT@Q=I|IcP^&p$k>^Xd(uAakPv zR#{5|>=P)qcWHhb7&>%AC3|Bln#K4<^{ z0BJrq_yiPuBWXjrzJ~cmqYgCp3S#sYm;sDGm84cJ31FK!G_$^2SkFfgeZ3J6ec?U95`s+f!uKTsvUtc1iB5r>uHX3PC1a zVIYOS^CDyvVXp;l-)f%9Wc^{?5yNrsA>lRH;^q}{e?3uMiO3gQ?dv2K z5rUqrP>a+#?`|#$9q5F8WXoBy9;)W~CN@LOser7kk%QX>D!_pbhyOkq7&m-bK`H+> z;T_LjfI42TeW6Bnrj=@}d36ytOwG* za7fulyp2-Xy1KQn-V4je$$SN5Ov-pArd|D5N{s5lKslWej~$OYgAL7IY{#3*aCsFH zKaj?P|Ln!WZ5}k*`#Xqt0CWg>He+`^hZ+pAT>Nmi_rHQf$IYnle3+W-RAyBXT~24t z=xURa&9p3_c^=#1gddl?@R}szv$0`uPK*wITRlJZ2R5J6*!E~XU{0t@OEx~wB%w+t z9nDxxbVarRCBY>C-FdjaT>W42lFkVi8@{)*GLA-S{*5piEO^>6yh6gE{CM&i_a-5+ zYgeW{$f45f6C26fvR3-d&*%cI`o7=_)>UA9SmLty0#Y`&_tF?|ubUUxKW?DpM_P1i zIkVul(l|z(^9#e$>2AGZ>#@KrxbZCSFZa&vp@Qop_uwp9elPP8UHZp?m3>|JO}uK{ z8YV*;>+x6E2`*nK$n9r-oD2-5%Gh&m`X{AH8*<^|mYqs4Px8aw`Kb6(4iH=xf%W8V zj%-B>Hv$Nyya`f)M2EIc=Fy*2>8mFQU)sp{;p8K%z^3i2?IP{&X&^<5!rdEKYFD_c zmD+@t4r@t;O$*Poq@s3%Sn=#Xv$n=JDGLlacRC3z-uC|gN0HgeZ$3&FH(qOldjG|5 z9WDYonv+d80zXgs2_Yoys}MA(Gi>WJ9n8Gl0kcIgYLn?<0xg&045TQp$_Pa^q3tA+ zI$5T2qUI0ULTKxlLJag1p8$msJ?bYL7RTs(7*Kk2aUsjT^m|xU9%&^0^kcZ0UE08N zOHKVWIQn1&D%9=Sjl%DuZt}PLKdMNz&8$bx7BKek`4JyJ zJ;3>TxVYm7VF)pY{*(c^faEE8epr~waiW-4wGuYlR4Dt*0SATIY@UgPuC%n3wN|~H znIUw*;RD%&0DTz=$s5Nk=~NROvHFNN3!>-D*C@54MBf{`8EOyYfO@Jw3_coQ%e!6F z1N=|8>e2GOF6+a?RNr=+*Cf0(5Jv@x!P#Kcl>2$k>1Rx?hIFTTGOten5&#k`+h zqH+&|ODLOrw1!`GH;K zc3FfiL3&im&HnzZ6WM{7y|NkyT%*|+UVB4loI(|!~em} zcQz%Mw6+YKkt{3CZ4J~99~R&G4?CGXI3+pSFT+c9ID0*#obT$ek&3TLN4hYf6%v3W zI-a``UxNV!d=c(5?Z%}inT1n%e+9?my8VY_TGrsH#AN*4`Q{G-S>yZuQEp?NoKyvi zs>V{(G2~LGIHf8F>v5a`bA1^EdC!nz`ES8D%?_gEY~JvqL2!wDso|`I--P4Pf%~Ef zNgmqU=7Fe;Pj=s?zgadWtn2IcK=se5_V>Tt^im@F;e4n6*8Izo$GNteE6B4ZS>NEJ zwh#B0o`t!ZTs?Ya_}*Tk6rrD|P?Ft_1X&15U2BppeF~-zM%u&iWA}U^5_;|(u=<4Z zIYxzqimF8lSQWWXIh5z>`||e+79dm>LsGBLe?c&`

      t0>z1fp3W%YeL{EYJcW-YPVeza zHkL)HD=~BjJWwAyg5ASAiU}9*2ECsQL;e9qvw=AZh;i#T6M5Q)i z%Ry^y7{7jMi9&d%1}Aq_FNMjyh_A*{EO<9PooelxO0u(TYvI;!RBH{YReBWblN$FP zjU@>rcn2?n!I)cgZdDo9?4bUEUjRK_Of}%1MGt}=K!(7_ zFtbT1q~{H8U=4HGK7CeFstd_8X}g}--=x#D8(;@Uy?bOwD%`a*NW)(HP$N70fjA^W zmnjVY*k&bXXYZs^q8QL}2t5S|I4<85Mjb(f`(+zP?#vgYL`t*eWD_TkcR&6Q ztUJvz(b4?eS#bg{jSo-K&ErnjZfnpqKeBcH@f}y!?hw_q&_cM`kNI%T$c`MjQ*=r3B_Fu zVntE4>RN6#7bm=?Y)B)lE^0`-qh)15sElk{gm_w8w7I#<8ZZFh zL561!=z}D`OO78&4{3_O#Mwsm>@k+={v7_C-t+pd565lX53W{4$!3T%kE&I~tGe&s zKnx3hnX2w0GD7o@=*?EMjJ>ITetijk)Z5FNoGNw{Av-aa_2j_eI*4Wu+1DEk!*Udv zm)3|=S&F@#L`uyk_*&e}A&m6m(Y(RRWyx%Ao0H_R{Nc;zL?w>EdtU0q1*X~pY&H9- zjdl#?whlaPHv91U-#Ssb|P*asnHdnaF)~Y=}2o!;NRbHSY>Ej7EfrKHNAGE46jKEtS zQeeBl)~P-*BRS*ly7P1?)-0%oQM7fP36>n5}^fAbVwIW#s4{WSAlkzVNQ8(-FKsR=5l*rGaDHLAgdis`rr1(`K%K=f|%6n~-N)_DR<&vl1i4LsXU2H1((25N@GyOMfnW&~yB9YfGz@ zlT)CN->apmJAPK>&%j`nV@uHO=t9^pxJiimgeDIHp7NpNBrj7pT;Z-!D}aGz!b2SZ za~{7mu+%s0^O%qt8c$;S*juMryI|~Rwj@hD^8!wW-DI?JmgvQ|v+>aO(A{JmOQdch zLZ?N-9qCm*jeDR;n^2nAJy1;Qhm$zR;HhBTu;KN;!ROC@TS>x#_lu#KoFFHDrvL^% zVbP*nsHmLy&U@^|9WkMHWU^2^+gyrl(7oM~327SSO&VsePR0H7S89;j<(4nNNywyV zefuI=N>aPN(tC`n%$Ij9cOkIiMM)NKv&iD0DVy_9Lb-e7lZXpn;(@>fKdQK>6_i`s zu8vyv604Z;8bp@oQOV3#K$Z&taZxPzwcutuJ>o`9>Bz{MN_&6UI3Gh#UCpsbR@Vms zzsQB1hl51r`1x5mTEJcAC$rT?^`EMM$pU!0qiPjprb6*Jykn)r3XHjCA9r!C&;`J2 zY@}d?l*|^@#|Fo3-;aXm4=FrJ!-hrFO4CHL-6XEmi35K`m40A1=ttPVZ@Vn?F+U00 z$#!%6*+F^aoGdbtR|9yC_zCy}mY@mVEDkWI{Z*pY4jT&QUED%9O%j4O?Ih9{r4 zU%%*q2onGE8A{>7PfDwGZ<|!eLC%E#Wavhaz2K#ue1;R5)G^BcK6}V7s9!Rv_;F?| zwokZNehEW@Pm{X-olQ_w*Cs)oak*V|h7y(mBQeMi<@++Ys8oxUMu!eL1O29heVM5V zPhF*;m(*jki1A%P|6E=9#Z24MC6T*ALOEo9@5XFOI@>JqajthYX(K8VnnO|YDm@)> z3sy=DLp=4*!Nj+Gy7L!y%y&;nobY};a^Qu$KGbj^l=V=OI*6_5S`axrNhfSsG0$AB zrJXvaQ;c<#&9k1ihhJKADqYTgy`qgKBJM;A<~mdx5@3qMRMqkplQ3LNEGs(sdFuw` z(>DwmlgdMSlH`VT9ZTH+**59XFg#de*vEPQFDmJzRs*DqIIA zGvs#y!|J(eMIm6SI@?EU(Gw_8G?&Bz6hu}!y~>Ug?tD3PW74CrzekW2j+(#`Lq#JT z7TM6I+6;q`6BYUe3wT&LOiH$^ht4|&xOWhj7*!Z_dMu{{Fd0 z3mMzSp^2v1FL<%ktWEjW?f)D}8mKYu0epkW5rzbkU?UQvrk(5Sg6baM_p`;LMES0f z8jeHcJFle2T_36Lr#1j8umWwsl>^*Z-o2@-jy7t_R(v`62ChS)`JkkiL_?w%eua5p z(}}+UAK$q2@)8NztBVJHQeBZ@@2Bo=Wglg)-CkfhF3xU10ImTU7;_X^NG`qK8&WfZ zz_BxmZfXLeaUakqy-iSjxvxNlJUel%Z&0Lk6O=tIG2vjT>Qa#%t)TQ0Iq5mC`DSo_ z@1{;%(J=gtG%&+v4)d8p$eb|JhZ{SXI9r8N5eCyR0dB4|bH zrWqnqQ!W6!c1CI6xIdlRQncy8N>+kDkUVg1*y23PdthCAV2Sti+0LBNv5@6|BIzJW zk=uM2nq(oDMzGQMmd_)EjrPG>-KRV)dlQ?1;EhZ$cT|s*@d%M$P|uowB&nF@(D9rr zOj*?opD)iu%y>rtyf9bdoM!Rx^5`+?Gr^ml{hs*`<%rnYFHUs`TRLi*1Gxvf${Z9e z0LWtBG!lzc7n~KbsC<>9D z9aG*xrKb1Xo8Nv~J!U|EC1-MHWq-SfAO7+}(uT7Mjht_Wfj7~FgkJoJxw*t*C}pr> zqZqy*or)#ovpy9>JV_2QqZOF#fQ!iZBB~odh-ptP=p{QKqGpVAJ@qY$&d)baC;$pX zJpDjJh3va*<%HxlL99o))9qe1?yrdRbSqpuV%)MZ9feS~UO9h&qAT^nB+z0NDEY8F zgP$60Uw9}8MH~k1x6Z0&#Vso5R+*CwWWWemW&_(#WQ)8S#^rmE zPz>);OD3RhMi^uVct1E#-K0&gOu@bM-$Rb47fIedCr^vm<7-H%kYA4U#Bh1vY{ZW zY3bd8nlf*TwovW7<|wl!G0Pb;ub7u1k~l|nU7s`ly=;9L4B z@>gam69KhogCAuBB4Dtk{GwL#&ie0iJpZAVPNZpQ>i+Xucb8vx`eQa3Ro66k?B`*y zxW3|Pr0vv|4Y_W}11e?KtpdT$nyxfk16Qd4|NP*H50*saQ!%6%nLe;tDa_(3+m$8@ zF3NF8jNS)%Tacbu`>qa8%PjMi?8-_;L^OT5;p1lVhNgiQ7&LBjK4xxb|9g>; zu$lEAVTm^DsE=2-AF2Z2CN9Q(TXVBB`sWUy)#>?pRtkWYlY=sCXElLgWPB}!--0#6 zEb*?bZPX9M5PEH)3|V^434UdTN6XZ`Ag@cdc;2}2vxH)>OyOGH z%gJ9tZGd5%7SO>*7F|uH%MZS_O{o&Sodftry3`q5LUMML01VWK<2*kuH5E5GT#YCs8H@JgMhqxP5h@o0A(XMgrkIbX=73sp zUA6^lwzrlsI%qBQ6r(gDAfKgeB9Xs?ECm~OLMYH_afKO&tMS0n<8hUnD_+M}1E-69 zDM*VSrs?ayHC%}QuLp|o6>{}ob;yAi`u@na2}f`N(!ezdM`Djc&-r!KiiB36%(A#F zDIB2jx#fKh-Z@puUAhEkpVCbe;d<{!=F2MFT`;%`pA=D~03@8{^s{ z{kpW9m0f|;@KNO>2AZl7a;=X-HEI2_&BJI+bFfpS8vfAC&O22d=2iBzot$x6fSRzk zp)8bWl_HU&iSZp5sN|lQCvSPafGRPGj-Auz#!dhK0W{n7OuRf`%(X3~;pHOvAE+h& zZK3F3Ezs#98x9mcT+Tr--(}ZMEG-9=Lz5Sv>rljLPObE6%1G#`b33y4Y^f=3)Yjq%+HIk;WxCeI%-Jg0fcv`-GxunY>Wx&RiDGX&_;S@cbN(R&dv;{6pBQqmZII*Rc4c?} z{MW0%v^|p^tOU_2reZkTyr@YNm|>h2U9S5y-$WuLMJH?cDzdAg{jS{V>m^~q^l;#r zz(vqaUv>ZRt&q4UbERx7NBVk(s~48?yqOh&nI3;?^+)4zZ6SrcQg?&q-FP?)v=aj~ zzGt$2w;881%!fl1VAt#pvCqo*#yjvmZ5d0XLq3eYj88BWSp*i&Ez|}`3pL%o6*=#z ziNAV@gG%3x&s2;&veYXGPU(%T>8Fb57l^h0#v6Dwjq{b4ktiw zJiJU!KsHAowc+U)$pwCzA0~V|k_E&q%8X4PBi1Pvfusr7q2m4H8NGFhSLOc)S+J4_ z#9xs@i(R`RNrOj6@BZ ztBw033%GZsWtLbOr=0s|;g$nmu(?#+Vij`s&^|X}ECnYngfnF96BTQ&u&G=HKv@P@ zZtljL*B@%-F51%tt(p+gHHd&W*UJ;zpmW$eCl}$H!4|M(5CJHMRKJFrpqX zibM~TUN$UK|tta2VDb%RARy>`HMyFJ7frjc_`7=NT{Kc~?wb35Ga zw21Y};JJIMnE(^CR=MDGV1n0Yv{;e5yc!OF9QIRjH(NRJhn0ih3AJ$D{0RKd#SsUb=Bf5pLBKFKWCSZ6rcY1Cve3U3aBM_IeLR*4p)@V z_!8XI>2^IcTVQT(LspT^xzBZIRh4Ft^i%uvqcA!yE}7XaDRLzZ13*^O5q+~ivH@ne zdc#D*RtkHpj@MyL!Hl%JERV8S*EE#|a1i>=;iaBxkk6vz1^8F1P;Joaa0KPx7fR=-*+#iX*BJ z;wTl)TL2wyZ^c{2<8`qW%W@l`&I>FU>mBtAWNh09O4x6JZ9qko#H;)hy1b&Z-9$u^ zpu2B!Zx4hCVlmq@wi|y2|1AF1?Qab-7fSB;aN}eZv~->gn>b==Sv3HoQ1DbJ)#c)ysTX5nW)f)J2y!XJNndAL z+l47%vRg0SUDp`^iv(t3g=qEUK7!K@}AMT|U)z#rN6AO-@N9bzc~ zW2pOy(^-d)@Bh$SiSjRBr8mtFF*C%7-wHj1xxC!Wsqr1JQP6MHVqTGmGj*p`6@KqK zUDlVq7_Q2lJ9wkfgi`0@1Au)qgn<&Z31qZ7f>CmlaE%wbL5=L`(I&yY+D->4DXF7b znSe*z{KO`k2ctMz-MB!E-5gn_(TAk7ggjY%xX``+U%CsIrK=d}W@z&H(R^%dMh$BNapyDK4GlB%qRrV@m4H}t{{o% zMcGCWi!~I9r38y{%g}cC;p+pgZ$M?$CZBK>Ae<;uFvwj>&LzH93_hPg1L;6i-`KIL zL|BmC3_W;(l8-c9J@to|DS334ZL-zBM9jPXS}>ZwFtE8UyX>IM9J{6DD)EBjyzib0 zvVUKzMa^4z?^MO;)V>8_Z#pbXT(hy*5nQ+ zS}J_eG>mWZxY)4_zJ<&+A?SUJdig4(3oFfQ(1U=V^o2M9;+y{cGKI!UGrYQrUWn@R z`pfsME{3Z?XIm)N=ys!eZBUC4Gnjv_T*FW&u6ZFi6XA*A4(e7Ow6G=DiDio4{U73^ zl3ft6sB=FeNH>bfEfUKHlsB~)5Eu`+3pT}Ac?I~l>C}dE9r{HvQoju$cR2;(fkeT9 zmDT8i7=gR@SW{#q8Y6}ElUEd-;u^#H2>B}=UmfFWZD=z>qUx>eR8`j**U{x{3o@U9 zMpGvw}1^Fe45sKz$g8HI39F82FW2+J!>}?DcYYpx>FeFSN5tkmzeK4zKP^$k0$$9 zTUZL6IR`I4crPfG!@_hfK^mJ|$*{WoGX%_cH{9p#EvdO}0eQZL>7LQ|87#LfEs}@#iiWtMLZFU4Pnqk;mQT0pvU`G;Ek&4 ztRXO(6kc)J+kp1G{||0;cGXWJ_>KhQz`oS70JhedoB)TsX6^%UxWCnA_&!_`{bXiQ z?{xFkS>0k~^O@TU!X#SvxUhV|VrVBwVw!BuKWVWk(6D@ss=+MD&jpf#<*Ry_pwSaB zxUKfKGcRY=l`*6IhwUq{Hw!rH3AuL(r>d)*Xr8lfl=C#rHFnSPU%&2svuO(i;DN*N zMT9JLME#mM$wxsF#!Vg9y(9kbgBp$qIVX246#2gD5z2lpUg#L4`f~<;Ew8br39aQ~ zwi+N^_$J7}L`Zw9a>Bx|;ZmX_q6K4osH!dy=w07w$d<6|e z5t?|H@ZdWx@(DR-_3pAb^fan|&{8OX-;mE6b<5Vs{BZpzJA$243%a-6ec>;WDh>+> zRk6Y8A2xuy11Nw+RH+~$N{9m_q@&uSdFNM)4F~ql_Ak><`|20u=;#`}g_h{*fH4|F zpGYrwa`1m?q$w6R&@3ToihwU{Po~rw6V22h=8IAs5)L)Vbrv%}UW3$Iax0Wku%aO? z9CB02Qr;qu^oZ!2m#?YH(CZR`GAo`S_?RFJZFBJx6jTq-9trT-#8$l9)d=A>iF$f^ zq{9(}3>ffM2m5*V3a&8c#z(Jr3ucg}c$wOxa_Ujy#XK5ztC|Bmf!GW2v0)h>EyBfY zZ@YNh-5;tB9kk+Xe{m+ab1GVyHX^d(CNM_f?izpIdKLN@PGM+zPNc*8l zD%m|0Ez)<&*wIO+y7I}5^_lH|a+4!k66>H!57o(;%_R$^9DcpmV*+zjnUZ~zJ>AS{ z=vIFa0`n*P&upjI-bG%h-PGG zb;FO(>6iGiiL9~YK^QDAvt0puMf0EqnejB8J@2F4Ijf^SBW(g);nO8v!x&3WpeXJx zD6Ux0x+qVNFb=p$5^(C-g!j!Ly^Cvlp}(!1OuEOAHmz3OZk&o*XvoBxT}=g+QdaF7 z{5W2rYi1HH56@>WSKNZ{h|3P96UVx-N5$&V7$z}a4pp^UeB0#l`q|N;p&jz~+-oTE zYbs-Z0RB!{IXfcw&y$Xfc|kQRErpdyof1`gaIqJD2-y+%gIEsnB3`wnDQ9`_4n#a@l@!$!7X)JIeixD`53CLmit{W!7 zCM7seFHKNL-l|O5rt#pw9CL|uH}f*IqNslA#_c-#CQ;O_WSv znv&vWSn?Npu?z`OQSM)0=4oqXGP^LIS_3vUgl2vimqd0j$kV~j^r1ysd0RVTkh{|N4kRjdoQ#FM7*YR zsjrXZcoLqXXYc`naMMYl=pAy2=;i@_Dn6K0CbcrjX3AE%yogd^N28N<$1PqTefjDGEN7+T{ zKK%=Hy$OL3>Z;#$(0(tKO@*-n7$BZ|Mxwd;!!gw5Y+V56xEX$?Q!OYtVIs=?6;_wh zvf9w2htc3z>ErV@0whwLPo$$Dw}Eor5(tu1oIxueNfsE!1CP4B*Zq(H?QQeXtP5pv zv~n_7774hlXY$XqLH;b2!mApEq-1q;3Y|;;U@D2K{t;%jhO*?(#YfPeD?r_jT}t-A z)s@k5V&*|-;Q+ZluO@V7yhoN9y-U>9M6qwSZhY`-h{Fc!R_6}@2-D+{&Gw8rv_H)g z|47-C>8R~!J}wp{-71iOC&WzW;I$3_go|B}07Uki^18p?YFb7Dr08PJajkCp$@U>j zIx3W7Sx?h*4TD2lS*)s|1uQEA?ABMoStW~xI~U2#7%!Q$-|X2~)u&-_{_~j(NQuYN z$BjD0NzfoQcVMz!jL|+Z*3szrw3q}H^Z&d4aV@3o*tyv{o5@ez!9NSE?j!39(5_%` ziLD$A?{feZEq)*qbwufxDjMpOWIB7sI*GHHZuc_J)5;7QCzfPSRxtlfRtgwQtE4N2 z(l-eoag1KoV-<2Y`@p&+IO}rknWkjr>-yrMw7N0qiHtfq%0n$jie7BotR5RJOUQke z#MdSQ4!}I&>S)+LECz{D&^}{twRrZK{VB1lUWEluHpu2i=)W-yG6Hk>o3U~8W>O;x zz~TaT??ub*JSwpBo8Iyx8h5nh&5IN%NVkvtr)uN4nt`{Gn}sDwYy5$V+gC|&`;-+A z;j#N1+0_3UEKNI-C2k$c#JJm&?y$F(8m4;U0$Z|K{ZoSW%DeijLJQd9cSRWBt1^@9f_ub1+-402$oK(O1^yVXIP>q3_2U5> zY@XZ#z=P~89|aiZ^))>5$K@uen77rk2S>o!{7igAu(BU3;uf05#9*|J`dK{oD*BC0 zeP;^0gQmpzr{>n}Tdi@ZJFm_;LOkSx0tg<>xd$19=#=$eoJKMqDrsiWXR#z z003m#gaO=nLSA5}Q?yx&e|rftU?)!JJNl5Dg}rV?ed7F>R4`aS8el{QzdgpT4mYJqEn7ha;)^1+LR{65+n%& zsa>z(hRNTe!N7g7tx(%mNI>LnYoCh>1M;a%79Tsk?%S@7RiN_cZ`SMO z?3Ja86z?snmA+FsGtgac<1T8Mr=n5MmtTS1{y;mxnOg7LnIj}=x^$JxzWc-OfTZqs7 zAFsm+w0lqmoo{W zF9RYLIWej?c!En#Z9#8|nqY;5lRRItn2|D2V`IE2^@pnFR~~aI9|`YO@Mc9@jOeE7 zLn77+3019gspP+q%yp>13^$4g-_^P2*7T-Yckaz?h3U(y4{H2!Z8;FMgaKH6Ab#^E zF4l&}r5o!xI%-A74`rY{y1W76b(op#bvMOk7A2>Bont-+^8mB(=IAm-w5I_goZAVZ zx44~hpLfsgFt{Y*R>&3t?D5D*x1f0&$03n+5Tf8$rdn(X-f zBw~Dtzz40Np#*2HyBCt^cpa>4vjvvPrtYW=f-MU>pGNzJgx2r~ssjzXMOvpt>0HBK zz#;l%740fzcfZ!9Zvyc%zqb#6WHd8uSSX|_k(`@doLsq5`pas@@5G?jZ>s)>BrQch zY(MqNIt(1e#90b_V5;+?=|Ug9n$Yi9idR#FuR!^gzlV`h%vJLft<*e^>(ik#cu$We ziM&L?m8OfR=9_$py-D<6ePwiesT*!n{KUyZdjPhLY3eM@_%xR6rbA`~#sg3i+|;1;)%3@gK_=rA6;_xC3nvohAVlL_8% z%knnGko$y;0P=NW+)eLQC`1OT-lWdwM?dUd%g1!_H;PZU!1Lm|J13y&(2I3+Z`Xv|{n z?<8^-x!PU!5@Ng!1gt@SM5a<@k%bZjLnJztJ!u@QrunN``Nhn&SN!YoYk7O4wQTBE1M7rita~N^<84tjE%Hoz~uR$(F2GD zE+5jHNk>HA?7t^0@BQ)R(3+vv1r)@8pUQ;l0{lGK)0iO{4jmnu$h` z&fXzQTTM+ghCWLUb@~W4M$5$2i^_DF#y9v`XY;q+#Gu8>yB=et$=#2aDJn$$cu9)S zT+DwVN6Jz$rcsheu!(HG)gn#hu1~2&T$U*lprj)h-h`Wsp&0B?TbBf68!-=-uM+wq zXj{SZk@V5_Rd9UcO2FdUK*-bI^DHIuEV6PM#{EvSMNjxOOm0ANM!mk#GItu4-+uRD zBlP>lV(R#l=aYnvER^+K3O53>B>}EXKPIdp^F2Ji@_z#LEeck6v)gPF1A>F!+G}8y(h^pD?9M|jWqRj#do!h3IFL_=@G;+G zbU@S0>nKnq#tUAaEoEP5ShUxyt*8WovpGQ7R#v32ah2foJ;NZ3_sLk<7a!3Cq^j`` z@HG##c~lxu_v=1nFC(O89>?SNHdf(Y<96R$ZLBzDP`!*{?qf^W--7V<#k-}2unk)D zUYF99fMdiC0|2fRt!@g8dR(wkhVV3S9-E|PQnVcw3(lT9rQ<+fhO`Ldgc8rI*ej*s zLRQWafdWT<>R3L1NX<63g%Q?LMT$PgB?59rnEJxrcKk@*i!wm4I@Yysz!ZodJm`h9 zvpH};BjV%a1_DukBvpSI%B!*-cx#$cI#YE6MvRm}?}80pbR`FHw?r6e!s5|}tc8o7 zjbk!$vEuJ?`dYBAae&EQjtVAl%lv;aS^TJVQSI&`03GmmWjv$1%wd??7;}ZK*JhHN zGQ3y-VlxXC_1Z(cC=@v|_ocUN>F>$t>vC$aXUk9IIHGr8&D{eoZsG1j?gI5EQlG2v z`_Z^h;QR*mZCcQ(Q2KFEn=E_w&|hX^7fNYMdQN(l;Y24;llg|YXsHs71(O;%cbed& z%d8bUEvu4L%HH4??qo@?OiqX?St>{Hr%x?rB-XS_OuyGZx)9K1;MRr4G`$gxIHAAW z^F|$$ajV7jME|%=2c8U zVUFSg?W=)jKE0K|)`^XrtIiY+H)wP&3^xWS#G3y+FY#7;p8w*8x}#e)I{qiL$Bm<( z^7Oeg%~*L4C|9m`biZSO3n*zfgOyw@{dy%4U5>`-dl72f`^r>fZC1D%@18rW*zVVX z|JxI{tdlPLe@aHer9Hg#!2mJ#>q77=M*^=bT)fgoy*Pk@nH=MEy@&t}lGA4I7d6Ck zHLAbd8@91|$%~lJI;*_Gc3`Mf*8YlkCiwQzIT$IBG!sUD$5wpC&{@uwRTlpx1sOg3 z$ys$&Kd<9G!KR=2C@upws-%a>lw~04BGvLV18JPM)8QonjJBe#6{N_^5x%h#H|8g5 zhhLE>kdZcSglLuh%N*OaZVkB{wdH9;gkcAoyFGYzg<6Fo%141`@B80S~UVsed}F^T=`t zxjFMua~g{aEpe-JfM-PpQ501_Z47gkn#DR3JpG33y}Phju6Y{b&o>IJJv$7vse_1{ zV46TY2wl6yD}c~e&&A3mRF`S+Mlzg=SmbMhRoMaBgK_MF6LDeg($zBbbmT1)xyMl} zzuXLmkDf);7_j&apxr&Th?_ac-xX6$Rt(VY8wTmW7yQczf)ni*cYx<|j4E`Z`0;a`2yAbHvHsjR5A)==0^>j!7DNe_g+_LNY4(kuVW#3wLNxxcfLN zvI_L=GXkDY((A1=@nk6+C5nKX81G%J^x{-vTui|1Hb+Rx@pB$yp|9a@x)kZB=CFCrBYgZ=QY}SPP>kIwMLF+_h){(S)(na z#IL#+1FldKBXj$zJb~Ht!dcrFhDTfRfLk5Au4nHxD*m*dxe&>*mB=&bu;a!v;`3DH zCuOswecr0pc4}U4MwXoe_^PxJ+~&3L%oGYA;tppo6xy1__Q@K%kBaZg16&pxyt2<(nFwrBin8&QGepN-Bf{(B^_+H7I1*w1us-9UwXK(#-cV z=Uq(jG)<7SorVM3=LeFIZhF3)FMUqmSXVoXXnX|xX`Lm|;p&BO-Z!M3@xEJBwI8nx zHkYd}zfC1)pn4_Ku=%FFU3@}1s`)$gGEIv<2bywBVeK!vFx18bpZ{l^6xT$@f?P;f zv79vC-u3YcS{0OBWZEq?D$xZxhWd3OKKm<)HQN|OQBtH}!a%JHN6N^{`ie=lD&1*R z&WktpbuQc-ch8xrAMzyJ+AxSc6D|(q;DW1oPB1T&rcsC^5bVWsM-6x^{Y>EQrmn*8 z(6(bu(8m!r1ZY#03%xjv`Hiz#2%xSDHK}#jojX_+a#Q#%4qHA5!}Nc*o1$FslMt3j z9)&S-EmuwnJVCMtYRwJn;XHd#4y1u{G*kX??!VxMd^>{8_p6O#K3RT(l(~F0_NYeI z457@H9gNtLwR-VWxzZe^xb=$R8cDLAS}ZIs=;FaU>pD?Dxh$OHZrlF> z(OYzwou)1QwMuqS%4%7%E!ulo2JHT62M^GG9Qnqk+~Q}XxH=XvbH?5P$3)`bWDt{v zEmQPiLa$%8VDW2T#PEf^phE#PVS!?kIbYpSg~r$cRw>bx`eVV(M8lv3@DN5EL#ntd z;;a9*V%9N_&0yj$8aj&C)XW4D1iKkW2bqTw7r0x_1H*f)%CkeBdDi(flw6?vzgk083^7f4|- zzHx3L(?b#t!S(WiCP>_lMmkl zVYKJp?XK}lZ}TVA{B%<_t+D&J4eiwYYl?IF|Bi+B68d2wNf`*6)$myR(qkFwBDziX zu$VF>@~kU3V4jhfT6^*JADuCOot@mZ-H+uZa%i!4Q0+In^}n|<-+ibh)y?cga6iHt zZcuM|dK&INMO0qsc_IL*AcWOdXb8w9dzx+#Q2yp9bIqQe`Jd|MP?_y83Ha@*Cegtx zT4DNL7#woX4e6O87CGaxkHxa6Htejf?(3UYAs8;4h!vXZA=37-Jp~YlQws!IZj$Y` zYtK#h09OUY#*#+sRfyIH*ya-)qV0D_Yj|wIS8h8? zrqv94X`g`yna+{>`x$Vc*eT0;LTyQ0X++1PUlx#RqgAh@M%m)S4CX6W%IOc`Me*f= zTKwjCq(R-r-*EdVyH>IE3)*mKN?(_bQ@UWf30~DMSH)>L6!)-N3aJ3NKr-s|rgKi1 zTl#mf7nBwidrnqrpyfjJ%@o$VXwL7od{Qgd;Uk&4wSfHsT$Vr3L{SmSEotcu5;HPo zEX`CT7dr2h3Z6x#5~BCpYq<`3sBK_xt<|XgMw6=cRn|+HfJ% zVDXN&gk!rw%&E0#4;ZSaJ@QEHU&$VS74yZ=KkeG5YIWasrvRO3qz;dPU4L*gdEAoWc(#L2KfU&pyvKn4~`5q!FC3QsV;^{?80pKE?GSk z;`xyp8ql6rdW;6`O`h%(*^-5r>u3N7@6AJzI3c`XU^bDb!wwz}>v6ZeAR12)l+sOC zVFI}t<{ZUdM=8pLP`_F^)_2ZCs{;P0p#(JqeSWP9beC73hdB3ra)*xwb??_5kmRDP zApxQCt8?gC%S39}*2Bv9_n&M=&@X?y$Uz}yYEfpHCosp$v^G*0GD{4SC?^xTy@nU< z=Fcg;Ep(lV6j(Il@4oyc?TIP$3bc3TpKszTR;}AYuDx_vC<3Xzg^ASGQFE%VZinv} z=Fz@^Lr1mz*YFW#pHMKQ^J`?^30n-vd;m;tZuilTg|_Ewx4I{vcxxo^W^{rukrvjW zAQExSWn`60_sEurEM?mv)FMX34im)9+>VGFTtW*J1GY+2(ytqF`kyG3ogN+ppY9D^ z(<-5uJ)U*O1G_q8`ffmWOpr~M*z1kdPI5W);GJ(qW+kxMn7+s(JuiOWOyEs}F^rIJ z4lm5M4UaYMdoAu@%Cerevs=hPcrUvM(kx*g%|?gpXVWl2-Ca+Jq;lsB+yGQ!G2G6d z-xOs-!qaj0E7we4rWJA{W#5_0B5mOP=3Qz{@O#3#G=Xi~L(pH}5{T|VoT%)4vf)h| zPfePNp~2pm-ZOR4>trmdbFHpsDaG{HT;+KI6zsVdp{fS43{>)oH@g_C8d}#{b-5j- z5)YK+spZ{n>t5N}KSYV5h~!MiV7Mof7?FIU>@Lwzbn;WycS3-Tr_Rkbh#oQ8uQ+qT z{`w^?3|bA-qg8q-`ByS8pS#orcOtuyR2hW>iulQs+wkyKrCy&DL&W#AQ2sM{OxyBd zw&wqkGJookE_xyX@4-Z{wTT!2!u#<2}#YMrONV#E}hY@$miROIJytr>amG(l+gEHlj>V04v zk7R3Ynr4zfnYxAg%JpFK1Y$(F+t_%4yX)nDdGQl`&>Tv#<&5kcCd|K~C!1JMz2`QZ`OH!; z=tg)Rvfdn2H2@ftmoJG?iu&AecV8_i7tFXdMuP>k0KSq%UhP1TLqLA%lrrwahhn)! zfXGPk0J%2}6_}`v{;|iCeA9rjo`w@bKQ`Sx&UR&JWL7s(cLhkkq0M`!Ts^?I=u1?ikhXu!To#*?xVjv>MGdYLY0awgmq zi*RP=89ar(h0o3t$e2_MIdGi{TqUvL&8~*m#-nPGwGFoIP=je# z+&eQc49`c#x`Xej3)1#>BABCE*zc1<+#y(gAsm8M;B-=d7IiB`GAGZlimAS$k`JJh z={wDdwgIbQPnleYS<;x31vw>z=ri@Z*Tk_+l}abzbq&-Z>ZLq{bnxzU3xGsCNMh_7 z#|p2oGj55dGSi*>RlhQckwdqiRc@SPI)omwjSBVT$f5k63H%c<&XbsP6{-I$@3z1$ zFV+dcIFmLX$Hgl*7^siR@9ZHJKR!3{lYtv|WgPHdD(+udP6r$J2IM9Z5{WD(x9!eJ zGOOTwt>JJcgw`%tehL^CT2yh>RBPnUNH&^ce z;%5i^x&Z3J8I1-Fm8t+4?yV)qqhlKeZC2qb8fK}*uge#pq?oUfuXMYIHw~n<3tvq* zT%i(3iFB$*0EeUBGPN&+w1> z+PMy|1s(~CwLRqyW5qBsxxT-J%g!DZ+q?0tDX*a!N$FV6wnZ*9$Y?%Km)B)v>}Ld= z1<#yppITaPThs#R@JwSN%)IWcc_$gEky^ix;xe>s-D+j#>^3UD>~D7I|$ zEM_8*mFAA_@a(SHrwz5D&D(C5EeZ$ThuDFt{kmYqkjhJU7Fd<5vQ)-fxW{9&ar-8( z-347+4;el38uVa#)fxnyg7>fQ6P%2RQS(gtU4|hvD^Z+s33c^7^e(GfzG3uek#6p3 z@}0=Y6UbeA0g=WRo}5OzPq!5tUH&C>2csn|U<^VnJ^oOW`p=x#g7R%~X;(LqmbZrd zL8Gl6yS})SUt!9r`c4AOcEyZd2Ri0a(%_rcS;)Lfw-&0o@YL^n`;*ZviS30BhkPc} zn@Hr8i^6CZT~Yww;7>6yzBQ;jfuR#Y_hZbSAkcDcH#dUfvp*~gMHH90E<1=aRF75%{a13Cw2rYnv1G#Wc3;XY)|t?N?W)i=Ay)?8o~|%ciqgHQoBT%0EKP^G!27y zt&*cOwn~dFir5Wq?c(uNCgSAO6k$4I=Q#1DjmjrR$-dz5rjrL;M*yRJw-_-DOy>Ge z?q<7v-VH1C5khDzuNUAW9^JdWvPLkAurHrnRDl5{Qit{G*rBm;5oA%7@klj=^LIFd z1V=o$Vd5&+`Ci@f_Qd(=#2<kBhUc)5PL)kbzCJ6 z`dxk>Az?gcxF26qvEf~^&51>2%=GzSPeB1W;?qs;*9SDS?--OF=yDJr0Z2dl9b7D; zbUaIsdOls^K8q!plKkGr^IdnmGl;)XJ`(!ST@+TpsDhJ56QKK2dX5bpx1_Ve6!o?R zhA5!bpi0mu6(FyWKFiq;0jgtUUr%k={{ur(ictH1VDZwv+NfatQE^fK;cpa5S3aZ6 z_?(Wun$2$?)yjUg2M$hPA+uHIL}?W%2S-$u) zN~0kof5yk=Ey}Ylvk7gQZ~G3ZP)il9_TlSTf0ZG}?nS^$uD(RbZ<0vC1!+j-7us z!e>}+MWU=h_6=`B0NW&fK?2YfXJ6OwcU5+@ki{;1zVJaLdw6$T3_1;2a>dr{o#d;u zm2?9w;Q4??$s&IiH~Ef3JQZry!7yMI8;cHSQ(&r=lZ+BP$4kk5o< zWVsg}Hji^?3DXnVY@gi_$JtS|qw&MwSzB>w3Qc%VQxi`JhmTF2mHL4r9 zW}h3W()aBpoKH(Dq+cugsv!@kQday>UeaBJvgR|zE;M^P0b#d_D8Ue@Z=nws!A|nK z4p*pPwRjU_^uN$PQoBy%gK$zK8cJkjoLkIcMkgiPFoukUuzX0 z+_`_d0j2I#j$-b7b7{LCW&qC|b&yIW5q;WtaBEJYFv)r`Mr(J;Y(*=L-8mOz`RR(r1(9SR(ZHIlAc8Rig{f1ly$T+XQKmPCZZsljx}$ zsYDQVaC=-klM~SUwIx941ICB?@Y=T4gDS^lv5OouOaQ%ATiSYpB3;BE4L8ySQGIc_ zzM=O;XCP^-5%AYQdBrJEkhC$hvB_zNZZOIB* z;R__0Nu?aU%T}3$DVOH~Z@!sx2ryy@+>Q=j8)dq3f%mq?gv0cQw$3k1a|>dZ(1Y<) z3D-HwbEV+0HLt3WCO@~1;hb(8?rm~jX0EiLdi1xOyT!Yy!AV`8S8JxN?998eL2v57 zpiZ}=H5mr+{$R;wUkm(hZLduxnQoY|+sB{LD*M@P3=d(d%PS{?Rh2cIpH8a?gIpVk zPSSzuuUdr+EDr|ofx6Z3RVu)Ye4u|KZWm$j4tQbO*ZX=#ntqNl2w-Q^r$IWJ^qEMPYmX<(cXGOOmA-c} z&k9zo*d{#`_1C^MXpMEqm1Kvci5%D@(xk|RPs8paWYkrUs-n?9_m}g(aleDr0tp%| zw~lp#aYQ&i6E51MsON-C=`@kEO19nhwmAbNV!eTNB}9M4-<3TXQXaVq!5NK?Y)#+hhO=I#1Qo`|sQI6cUzW~gL;`qoOzGKVU7u>^tio&>rtdUhy(E0Q zYIlyBJ{oeVamt7vp`V^N6sWoTY){k9dH`}KMwJ!3vmhmqNBpCX zO70;dBcGGg&{^xDN;rPO?uHr<+A3-#SXjtXQsZD$JAuq)VXX{ZF$uMP@_;-@mIJQ? zGLH0bs6#if00P0)!tA@(+7vD|B#x6n_nPA>5@MJ`|CSMzD^25eR|@O@yX(>xdM?72 zS=gd9Ce_133CSRofFH}YI*yyJJO&FcD17EXMC>`48P8ahCia^CgL4P;bPjZB$2@xj z6S{N-NnD}w=Gdb`SpB1kH0cK@$t9Zk?7xhOl}ar={2yW=#R{ew4|C@@Q!Y(#6$ICv zT(DU{UE#+3KKjJh3N7NgyPu3IK74a4t^ofF%_du~&xYv)?@=lxJ%PlZjHT2dM>Vqq zKnZYNOEi+}dI&IS^>el%^dozf;Ol88uM1R=zO|q33&@!vJkW!ANZSbrS|Lzo0I1!~ z$YJD)iglpy|33OUd$nlAj5G=c7#N;><#Tp6~= zo>$)7@xbSDO0qB-gczHZ=*Y5;&8+?4VkPIGO&Rxzr8yK>)tSmwSIglM4*VX+Wc_Zo zF#7xFHoBYlJ@w1C?*O!9b1mAuf`C1IFaxgKvqA}fPlD(Bf%ZZQ4xLx_uld7aNJl4D zFBVj7=u_&RCU5B|3c9C~WwS6oKb;?wiPA*Zo%;XDasRg!ngLSe#3o`V119wi3k=go zOomkotkO?ZhfXST=j!%=6uv`ib7SqWO^JI){6_`2@HL29Kb9Ku1&8c99ZK{#V@s z&vt0b9_*DXLFG@KJ`b~$gRG0?x+p34g2K&vdJ{2OCwc6r3);4>CA8~H90Bl%BQSkK zX4h7%D_CXMYFhk=+w3&k#r5{+aXDcAKiZO+%@0}xLyjipyGK%IhY^}BGbn=;_O zi|@)0>Pb#}K+M+9tOHUMxq!-u&Zl(RdOG|3wu+^>j^606Mh^CRmc5#0yT__a`v9T! zM*1V~74Twkn-J`4KfuZ5+c=JXg=Fsr#sZE^>ag+@yLW;4OQpnfNe1ab9^MOXD6^kP zcG_HGsN~OVa@dJpvgc1LS)I&vVLILibUCB%TC=*W3OhR&zI&YDQ zF1E--U)Y~Z;rImWkn^*_WyaO17|XI>BCxr+*#r?CS&#H9A%hoJZrUB z8FJ83ldJWs${XWlC?4~YoAP>OR@uhGVr!}QJI~Imwu;d~R|%)(FMSp+Pm^uYGRK{r z`uG50kX2DI{<4OD6tCpMS1l(zw_78BmDNa|pA(t=3gSx;d%-su40YBG)ZmeJZVlLlX@yKBG%=6WKa5j>!u9-w43=!WiPbfr{FOjXB`%@7BjDXVrus*_GNbfh9EmstE~~3UL+~)R0zkf zJK#F2_dD`3sl1hwz#Ao`3n^z0`@%-C^%|;B=3d%>!)o!Pg#sgE^DU3LTgJ*l&Kw9M zPSyF0i7>|8k6)^*5{Ffd$<4HBn1j_~`dC8bMQ zgC5?Z8fBxeoUvv4+Z4_CJ!X0N=anGTWwOaSK7l|oDaRohVS5USLM%gYg(W=AI<>Wl zQZq)_Ah@q-eMShHx3>CVUe`VXJ1HJ=?`HV!3GcdHn?X!cX2~-+$4+G*Wz5{7*@;mc z=8%#RnSwogk_CbnSpPS8NDgSrlp#%I;WS}1J+~I=#$$VBM6BToo)rlazMZwTy2R!{ zo*R_B*G}Aw29gB6HRMtf^@2%Nx75rsHtnBUj7O5?874<^e<(_YyU{N07K&Z3tVUi{ z_B{|)cw%w9Is*^cSgqZA+UZWU52!i?fpv(2h1FUu+o?8bYCSE($>Kmk)$oz3fquyJ zWIpi&4{GE76iP^Ulr^Em{)W8=L(ddfng<7w+bn?GJjTKD@@*wAAviP4jRt~2pfhNOe}w5{%9hRUqObM10=6bcBI)1IRhvfNM?7Gr zz{`z25!!}o!q&W3^A@+gwjS}0SL1cYPE*|!XEtg8N^kQhZJ((kv{{CjZpybrcB@Kt z{4h`FxG^UYb}cDC=tp!&RbjZgm-*h<^lICEwv{xbRu_B&(!jBVjCk5R@sRY)ll6-SzY zH{Rvz@(`cO|2wYGzfN#+>0BxHD=Z*oAx14N*p7n55cTa;w)<0(8q5bi$OkAb1b@O)YCM}V&)$vBjr9NDy?hSI)@vat~;2wsLQh2t;kC%iR9`)4@Z}qqA z>9>alG?TkSLrJpjvTismVP~mdAVhgyt!bP-pH){^`duLgGzepCIsoAUtxX$ zy%3__F4QOqBIq9P2%{q${SJ=dI!F4%!l2=*sj|>O?@*RK`>5s-1BG2IR5I_uT38s-2}WzuVaOS77o79kB+O1Ldg7heo6in!MvNYN@>O zuhH-YX|9~FtKu#Y2n>#Zv~@;~CeC`!B#pYMB$8Z0R^3i22zaS08LPJdh$I7(p<^je zkTis-*Iw!TDQfAhiVF{-1t-CbveP*km|?g6t4 zfOeI?RGZ23+JLy5y+{?IFu8KXa6;H_`m)i@g58^EV z%Rt)lx?ZsZSUhmH%KUaGnqeS%7+u6E&+xWYuP}xfk_c(iF&@0q7CrJ{)ciw@YNh8^!|0H0AKrBe=@VcS|MJCLgn((cRm*WT&uDCE+~l z8k^vt4ro*bEr0HGPt87ICGG8fWUQ8TqkLJ{I(db3;oa{U%2UN~JU{9_zL#>C-q=ty z{B1)};Q+t@b$l1oz&v?MEGpl1_k_0L4#Yl0y}T5cbE`UMON030ei;AmU@*Tqew*iK zY*JZQHn5r{y%d_wU*ZyvcD4>{(Ck-Y_X|iUt?qC~NVxfU8C^ufIB{Dft%3x$zbM}uH(|i$@ zxDlCFBpKa^26gls7z*re@nNd4)z)RUe^n=j8->wQ{h`TM8VEk!xDl{566f&K$tYR5f3dyvhE1M~;8t@p!;sEua>8+aF-~I93Cyg}Og6qU z4LP!MOqOS|<=!1_!N05l&8{=q+?lmg0%~>`r*pmCxXlU;d#`GDxUpjS$>s_sV*%Ql z&DqEuTwITAYcPoM)ktON##?2)`UB%*j`%>OY)8S)BjKyihbD}yx7ETGHAyVV%cT-m zMaBzy`7}Z~N__&+U=k%HI?Uf)>UpbgSYD(dLsp~zEv4WR-tT$7(~T>a%%fB;qLi5E zQG*JROBgd&5_kaO%c2S=gdxL zO|q$OdQFNSnD9ihQL9iLR)^BMMI_sXXyyB_3cIg*lZ|37J!R*RD#3FA*TW`JEePc? zsDe=N zVgThWwOv!%{75=la%ieQ2nRfAf`3+O3#%R(eec!CZJo*Sz>dfNlb2k$rEU+$AIt#drKqg<3cF+&C#OK6OPF974I>M5H3Q#4#mkl*7I}Jl&sU;Y4`lL|Zd5w=AZ3*Qv>6 zDnVrYROnde(zWA(cbgkHy?_YE$`IHgl}gp+_>hZ~)GIz)wz!ub4B!pa?tR~xeVPyu zQRq6j_oDb<<#w_$^qvs{AiNt^_it^yEnxCfWe7D2IV)^#pL(>tw6~|ftY+C}MGfd* zZkLkUUv>C1gR<2nhq^4<^dAZJ1Py33@AaVGB1OCub)0V@)u#|6#%EzsUqEdj6$p`o zO~|-=O36(V6u}J*QkyRw^ef*Km197kNCJXxF*;^f%igEb4Vz{d6UxGzW3Q7J_5u&;%QVxcPn!# zCtaUR+e>Tgw`dWIZ_}+O%6XVWuRicQ9Kb;h*wskjfe=teuKA zjRz_)Q4v#$`)+f%QWP@wrQlYO01i3ljvq3~YQ_&rjQ6v83)`lN8SXv^88u^{vgv)j z>IxkHRZp|Ka98B>o2~=t<;G-zH7SjAI%2oTkzPrf&X3y1A3VFHO%q$p*96UF_+(k# z>Y{puk=uYrhzQ%Ok%jlGDEBI$*$fO^|KC>jJU7k*g@tKf6Z)=2*?Z@sA|o@!>eEn5 zM2d1px$fS@jnhPRr0GbvfK&}0E29@fE`%dSj^TURc?`ddh_zkXr)&1iZjm#F!L`*L zt(Mtz15QzHdyh1w#r_wvM6fomBL{N?P?JCX8r?oG&JR8aU07UKowH{Z&|JnO=8HWC z0T!kYhYac5Ew4TCFNC+1u5O?l7OsS=*>Xu)pj{34d0Q`3WS_sDm7G-$RC}N^^W}<{ z9H&1!Rj0ckw$-iFeP2VAh-A{`V$Nj=3!x{t^`PIhijsE}=Q1gmqTX5nr$O4$b4o?+ zx&tHydY+s~g*wN8y}0#R+oL7HGx~q4YW;Uq>BMKA+7?qWW?$SUubuX0VFax7tXln#7#aaPC13|etUEhbFOejsPdygw8zIlt zO?^VKmgp|ZqpVwtDW${;bO9u*aUOFVN4_~sqGFl{ZD=C>C>qY5MMyN0N*3*QL{ZSjF~YJ zap8r5>Ik4xx4X1Z5Y|5Ql=2O`o9ZG*NbqV9UbBZA1m}?WlSdohk+8n(PuS;zbnywV zxn9*cAQJKPhq8j`$J015z=N%?uTk`S5&Aze5R5iC1lNSKp zy%>u0e3pP7Ih!Tg2X4c;riSV}nrb`aJ)0$XMxaA9+Y$r%j^zM}vl`ye5ka5@mDsPC zF^+S+up5uYT=!-mfv-R_(`L&vBiv`t+nI~ToQauV{al|PzvloEko6|JJNak;@7;yh z&EZLgKS>g zw^Uk1hx49Bs~6S)pF3K>XBO-cqci)YjQ%|uI2i;5w}I8{?Ij!mV9bG~_P#syaALiWh+_zPKgy+%IzPjhrV-7zmr zst1f*T9D~H;d>}d98fy+1xZ~vVQ#N~LTp_QrF~}s^O0~n*66&ip=pQbjV5lpH|{kZ zN!NM?uq_>jIoYXCKu#j;lQaW*!^Tz}qFfTc^!Ek2%W__1d3M=}Nc{u| zd}qv2-(dUKr{qfYi!EY)Nk;IMn}N%tKSP+}8>6?fNR*1Z8hH7Ue%(C?TqYBJ#UVOA zI{JZikI~N1b+pm?Gp3bgpvISzb_5@AnQPncgv#)Ze{BUH<9Tu_$%q6y^2EzJ?z5u7 z_Q#s}!fHfgD3iz<2DUvyXKoyUu$!D=zpFafGy^WzlnvLS_VvdK0JukFz7vZ2@MqA7 zMB00vX## zB~-~?1Qg(vW)TF^esGWRCl{#~DE4usf{eWRZ>bB|N@nZo=oHO?siMb*Rz7FHgLGc6 zb#0xPmkVmbuiq6E!SML$1kDmRgny!jc3XJouulCMbdYYsZPuR!w7~Lla~^sFzaN5x zjh&kG`Qt!o1gVUvzDYGtcuc;$fjkamzlhtQzEvNX{)eBQPRaE{;vBxCE52{e73H=R zSiGi&<{hwYl+(M9xFi7q#nVU`5CXF{N(n z&`F6Vy{!SonbvD4g;K*ui{Ofgl9v)Hg_R!w4Kch3nAc3e$YpWW2!xoGxP%5?pWTOR&`MIUXZyxRZOvM1zMG8_iEMZ#OD#hJX0<1QE69~gpMhD3ceBe z&Qh|ydC|NI68t)^iCV9fXqVl8t;{HMRVn`lO`AYftFR5V>|<{ydKv^kWrh@5p@KwVZrGZdrrVe$`NnLu9DI=!jiSoU}s~AXo9K z`#A7|9|=22_*(?*!)mp5)Beq9&fdUJzny!@%`b0!b0(DbBBp*K8PQ+9w#;+LAV<*s zCJShWV{DP0d~2DZY~&SFAqNP<635(pIVAmTWSaQEQr1i1W%oRnyxl1d+&p9@1%!f+ zOq!8Z+)AICK^JNoS6z>ozwp>(j8B0&tS3~@?$V$rv-mK})i5*i=~u7^amCdZL|H|Y z7fUcyx4;w*ZSMx11&8jS4R7S1iVLuJ1RZ%h+N5<1_{>E^H8xmy8KwY@MTdYK+kz}6 z=Xh#?25BS})caHY0V$b=_1e6_1o22FgFuRML2y;^8G9-YrVvNr?6mYS4O}NXydZ9% z4zfzWW?1OEM%kQBewW9XxfSBwy#P5t#=m<}Z^2hpH0R6QM#Ilg zy_-sVJ82j%p1I}UK$r!{qUAG`uYV=S)5*xf3Sf-JyiH>Z^e8qpQ!45{czx)13mV+h2bH=};uN~f% z3y|QP?i|4Mn=<&45mdV;|Lr^RB^M=yHi@kiH*I4Apt`|mvTpx6G_ei8=m9<&ifhWn`Za+^Vnf&xukqPx1A)AtZ60i86wJSmVjQX~2FJ=zvgIbwO|5J1szPVlRd04`a!pJ!m4;*TB;M z%#ku(u*qwEDjP&OarhpMso(`Xs+-K3#vCmQyp{^hxO$*Emopo>SRR;dJ6)5kOgg$E zprI!!=qOHWC(ZZekYe88*8oXeNGt&=LaaF6UeUL^Ir5Zw2iOJ`TDp%S$4|`0$;%^O z3YC8GD@5l3u@TYUVe~3l=qhw5YxF;&g$|tfQcZU^7GOsSXiC*tS5J|+9 zFjQuBAej^7!v2t_$ALVy?{n8hU$s5?s&feismZqkLNep=)2YPIFPtf9#A{1dXyxld ztNpx5kMP)3x9Y)~0?CD#sHg{B~346Qg z8OukpeIw44{r*|jtdQ7{ZrfroFnEx);1|#EoN>sSll-TjrE(?H2L92z(EiM6coU3? z%zU^a`$hf^o-c4AK3RQ>0}f2pd|6;cel7qVF(s0doW^s(aK1qbyc@|ts6XkJg4#lH z56pKo;9O5s=XWXVRxIL8k3XDbBi**ioq<*-n)x3R+UKhCm-58R(X5_|kM8?Ds*@R< zuEQ|jqLMo~jAkMA`j8xu(Iogp-A!#p(37K`OOpWo;xH|suDB+0wmB$UPmKtSX7Fiw zVa8?K=UXM=L386{Q!L>svxd-4{(pF4k7t~N!q!MFV0!WXe!lqPAn*P2C3C%e&UEvl zrb|wtyUAZ)roa4fZU8)TZ?0_*q2q2)8IXi^%J9*5Xw2dkYf4=iuFoT+u3cEKMvtUv zy7_#)Iwp+kN@o>Z37Ht+Kz3gIwG)eheWa!!Oiskyusy09(i85s7Rdt5k9n3@I^*G4 z1H9@-s1HIMCeM_mVd(RWnd3lzbdCB8)(;5s-N{yfMc+8H0+cr@$x-`0Uc4qE)ryFI z%@{flJ_|WgjS;q6U)f7M?qpslP=JX+-v_vKB-VZD;uWB!VG+-1TqGHYUjx`%-dni< z<{`Eb?zm?la>P~Sl|e=UuIvfZ0KphS0x{>ly-c|Ggdw~8R0hAVYO&&IsX3x>vwc3Z z@qx(1dzLKq-X!*V<3f}a7DiHL{nN54gPLt~Y)FdRSI`?O1=32&#z~ok+&y3L%tap3 zJUPl2Un)i>Crm)vl4sV9F@4Y0k_0my=s3UfgQStv#`R=V8Sf(D_tFu8HQcFvbyN#Q zGinR>Ig?*^cL%=wtf|Yx&Kh)zC`&pj33B;tu-Pzo6mwWTD4h_Y6{3l@u3i(8kb}_ni~NIqkTd#80%v8w9RQs z!KS~$MwOJ4QJ`K|mFUoJZc@Sg;Q5yyNqm`0fO+?ySip%#Gl8{}buJ{NU>1?_qIXGc zR2#evKG9PIxB^C+gRhqo98IdO&nlaoz=Dz96=^G4-!YgpZjvYtmlqsnnpgv);X+t; zjkZXT+P1{^_OS!Zr|GI-`U;+8HQh3cFC^-FO+@9f&D(b1f5)(0B8*qY7n0PZ)C_v!b1_uo9`o_#urP9m`seg3 zQaOc7JNQI@p-k0!N77Q$b(E{oq;eqR1BMH}b?q9-_hI1*auF|IIOjLsjQLANVz09x zCC8oSts5N^dEH0MbTt7!$(gs#dgA;tuXhG>A4ljR?MRgc_=~rxWY&b}%a_Z?5`d0@ zS17^s)om}RP+*MDK%_48EHRXRO@QYx@@bCXH&)J7|BvxaKtbTKcqF}4fwiqWD9W$+ z47z%B+Eq;?fA9yQGR4a&X7B8a9sO$@U-dI~grr(%Wk=lGQ>hLT@O^<&ijTbgX=%*N zUn`dim=MPA>tzA)Q5^2whxT!%#GSV3gm;O1p0GKO_tRKtzK6; zOgV1aFLs5bRp5Aofo0m!4R_dIjNO*3GwSVrR&h(QKa7QAk$%j7X0B*PITIP4c%Z2e zcL6w?M9X~^ZxO(V>M9{OFXq;>Km72yR{C_=SDYd%aCLC+~{sGD+-c-;?*}qyN*N zG<%th%XNZ9Qy2(R#k%qM)GZ<_2vy ztV1Eto4FW+2DhUSwVh)jgP-vxYjpLqG1f!OHl{3W$#7iico9b4sqRf=6!c!(ehw)2 z5DyC4HBv<4IwN$W&SJIq6*y-~Bs{1rIx0h|+b!&cdf;ZSVdP0Bwx+gfS@{#AeeX*< z4M0fgTaO_wVs5l2-lF&$a492#WZq@|2f@Q;ZLN1C__!Jwe*+4c;;X&Dho4{Wo$8N? zmn;fcep7HDCnmkVO;!v{={*DMyei>Mi!D<=QZwEW1|2OP)u1$xP9hHDOZ56J1db=_ z(0_MIq;@jCb{0dxYwk?euj#}kvq4PX9{8x!#!W07C*f;OIR zrMoqt{5D4av>Gq1b|lyB7LGtF{ui1S{f|TAg2H9l-e2O(p{5g^nyX#a7a@j5HZP9a ztjNM)*qM@_Dlz9PuV@x2eo?Q~*(^nFAg9Vhv=Y=;1e{)KHGB>KSO&owvj2kv=}Xxu zJL$Mna7_l=#U4U;f3(~34{D`-?>katfT-E?-Z;KqlP9z-Rfy0N1qy{B$rQiDKsiLv zI>Sei*YafOB;}EU@8CF2AzKg7py;*>um6bOCDK&!U;3LXw!J-V^IK_gXrEp@3BE(L zTOMFnUO=F{Tf@5)LWgn^0FBk1?Y`5DF7C3;1eKNGr=qmMk5i)*Q4(dZYpkhvo7do2f|808kriuf-C=ga@i_r#UpWdhP9nJ^)E^;)2F6vxHp$s@4o3) z#>>&1e-{7woxURML!Y3bC1&XZHLH|4%pH*NW;*|3U~?`Tyc#h`wPbATWV_F@<^9Oq z^|D*;A7LQ?SGON!k%`W*{E>zNq<1+M5ZGdPdbjSPyO4M=8jbG#S)cQ%Sx! zU_h)zQ;00xTXn8w-NN}s(c2fH;)S#O2!|dljiX}|6tC^U=pt_ocK-e{TrknLz)XPW_`187o2 zZRnT+LNLDHnh`~fox~4~12g*yAPGhZ_#&u`0cfkrkOD&sORG@ZTLegz`rRF zQOC88I5MWrNEiyzMiHE+2vp%PdR(Nek)MS*pK!y!vDP>HIMvb7k|!YYM$qGJfa1nPCdxDjy^Hea2#Drb|k)b8LkA4vK3zcS1srfAGIcq<64J{d0^mHn)WQ_lzD;^$g z+3pb>iuxg~6>1!~l_>f?;&d66-)Mopq5I1<;1E}HwK;+6ADf+-J&dL)FBk_NY=Y@e zqN9baBU1t7$+OUc4ucyd*h*e*@Z4J0UDF{ zBr<{lWf~wJby!&jP@&EZojd#jLS^>e31AKwQf+sv_n;xBOihE6fe?vH)pP%zN7&jb zp9p1_&y^#e_hbbW`6)M~Tt)9RiSpvii6`rNBcj*z0-x=OCMB3=?SNEE`3r_%#wv0W z@3ysb&!zwi__R5Xg5tQ4(YY}!{vhDJG&>|>4z)UXQH8>mjVad*U(4wx5!WVC!5fET z8I0iE?dWfP|0KAh4|xQa0wU%AW=g#=xB#QGg3h*DvQ>h3DbYZkV-B$6nW`liyKb1ua zu6Hw*X6>C$MM759zz%fn?<4hwuOq0FZ_Y@bS@c4j(qMRuopNzH)_EjcZD#DWiU_ug zs&Q<_OfrePrvcb~R%^YKHW+9o=^b*GthB6E7~utEy2VlhI&Dj762YI}uo$Pv2mqWD z=pqbWEs1AWneiX?HFH%S>J~_WSBC0v!rvE3X|%Jo+v{|-E-M5XFXQx%?A}rm%p1EA`Mi@%4iC*#tvDw#!CE`8^p` za&}k(vDPI$K~oejy)x$%w4fbAfkE5!TFqwn57b04Y8MY^6`tZ*}+W;0FXC2k4P+0|E0g2{U1HSVkrt9#DMCRUAyDF}HK3LiYTandFC&9K8b z(z-4#8URvd;*kqeUNXQUeG?d~p93W0o+FJ6d2^8ELvg=G81wlav}I@SPo@K1eN(py zFFceQg2Wk41A+5)hz?p#gOT@aM6k4lzRgeO9n9r19r;AHGqgVvV3O`OgOJ_8v_rBM zH4sj?;h{N-hC7c5Nw2P>YQ|!6kG5L+Z_-YlGj1e*;(LU&;rmBh;PAK@ESOen1DG>@ zFNj%W5@7;b8m~GsF+70?(rL#KZ1P<)_Awcbg9d_d6*i>8&cWdVpa=VZRM)z$3n(x1isjKzcOwyz%kO^OT3v(f>6E?XyFvlCv^H6g*$?tL*)R!j zP<#me>sPJA<`sA5zpnz3vCShVNWrycH`fEe{WIpKW-tK~8}ks)O9m%|#{fC;a3xWG zLF|v<<=QQ{seYwQ4A0hHMr&xG|D5YdY5cIr0n8~Z%>-) zAn7Y!j_ZknH`Z$6>x$={LSKY5G|%C^z6@A)iVFhc5P37T0i+F|>G!vyU;qHCWC#^M z5t7d%FkcFtxOuopUZUr!;q=7W-`5ei0>Z z2aA?GLBt4AUHKcPGi$T}lFdZP0w|x>3tB@t-Qb+TUoE_6)ItwX4Gx%ISm@bOZK1fR zke`i}+aQF3l^@RCX8}Ep?>{8!FreYzm}bp|Vp)98yhQwhE!kj@ug9an`t{Kbtz8{F zbonp+Keq$XxO_&L$+ssg?inqewq_{n^o^A^N){i`8ywEN8`0zL*Qd^>#S{KqD&qD} zB~OtTCrW6OOhb#bdT+UTSweZ0n);Pn>3N2s^qC4;L|zWh1N6~IMj1Qj?;pLm{VAD+ zA^vA_Q91T68;l73q1b(Ra-KHHhV)Pl5~TiRW%}QBp1QutP#!AP-O7yaw(0lEPRDZ# zU~SC3Uoy!=RzaTxH}BpY`TpbNZ;zhI$=bjnAb~G%(US310_`9tU^>6iCfQl2PI3ec zV&814!_G$oEnrB7lQJDdlTde?55{B!dkdbUYy<(I*qMvsCLI z%?8y)QOsl4z0wV3ToF?BE8Sg?37>I2H_pH!E_E_EKyK^FE?9JPr7lYQNMN8eS?b^) zj?$@E+yrQd-=qbyLoYu#szFa59uj~-KrwpSgd79PG}cI>>3Q^_uFk;xy8XVK7fkUDxC8}5=jbQQ@ZP_2OCNu|$aaKM7A5a+{@pE#Oezo{PqsR8!#JUpqK;z5$6^ATBf}yFp^f5EtwjZNkHlkQ5d;Mk-U9$a#!yKt zW_rHkcmD=PC*0i>2B?L|!yMi?P;K!sYCVfo>(+r*urc&2V%Z+jcI3-doB_JE&0le* z)E6vCWBU!O|M)!|pOU0&d1Ts`t~9iUgN<6rzKDT9-ne5+HAl~nT%L1z;~6;Aef^s* zrQsG3`Vl7KUhp!us6K^xo!QM~Z6vF#r(v}7xk}_*SKo!~9r2HOBfA}Ld$whQff;P^ zMDUMpTYgw~(Szdvi45Y*xx(W&t3=!_93V~+)!@KHaJNg&rQREkCV&6{2oJ1TO$R*J zr-G&zq~}*i_)I=+hGB6D9QS5fU?(%H_^2OO1TVL&&V>uCXTO$~C73jlk&~h*+p|3C z^D-IU5DziR%s?Gdc#S|569?MFK)T?AgbeWC4}GQuGEq7f4u-8rx%D2jh_y|MsE{Fb z!K)Q-&Y9T?aExM)g64$Lg>krs5wyxgEq0KJSbX5K@d@PWAf)Huz(gn2Q}~88#l6t6 z_g{3hMh{&(73MdG0z8MgfHv|VD3hIyRPfZJ=?k)Z2fq3Z%bNW{rw3JJ;kNUY zbJu*t%RD>fEpz7sf0PkiBd1Y<85pTTvlJi#H&&m=NPOnIcLC!KmD!cALx0HVti`$8 z(BAw0NpVIV@(C`oHZG?UQ-#%hG>P(Q1%r5%6_B)@HKH-u=Am=6`%za5g?nayM0s51+z1Q;3NXpYu@oN-?g9L zVXz|k$)hLJSvUZoaKYE94H#F0!Y`V|!xjlh?HDn< z1eNI+ax>3k(*wg} z0sU+^p@ko>bMqPXwHzvy#KJkIQ8huY31bQEO0OSR%Q8gd0qR%6N|Y>KfaGS<1J!aLN*JBCZ8JjDL|C`|P&BMB#fw#m`oJ z{~xM>r`N{8{&2dYh-1ix#`&Fwd9ZUF!x4Ssd>!xJa5iXIJ15G6B!4=u**^-*`^S(E zF1-3a{PlwHq4{Yf-~r-9FNrhSAbO^lcjo|zPf~HiYc@#woN5MPbzA3|0;ONf-~VRy*P}; z=>m}}VTV4=6GjM&YYfr9dRgzpLc#|>LI3qEEaxG|M(gnDBbgP-1m>nIQv8 zM(QnkLKQo~s=$bTzO5j(;E-myV9>f0nO)2Wmq2q4RlP#MxvV(;l==6;cik=!DU|mC9P@GTng071UKij&c`(1JH((sSo}9vybnEq&vzGr9s`b`0r(p0h!?IHC1o_ZZn&s{pgbk%xUwv|1JFKv5<{XI`7DOQyQO|Z zgD5Fg%&{S8zXGp_h}nt)F-B(~krcH!26+M*U`xVp3_Ip6|BmLr2B?A4jSFU?B7<*7 z*E{|&VA&@_GYu1Vk_ZD_*m6?pdBqjjJVtQJQ(9rDP4{@w-PA6%E~0555}Y`CF~SBp z3m@PPZtfpdx4=#sKWel1*QhV+kFJ`@GPqle_(FnNg!6|sP#SllJ6s%w4iDms9oZUj z;PX?Fp6JH?t=u<5ti_y{){T_00I)y^w+)Uo4DXi`5yydzG6Q|*p>DjX2ADUaxv zNsdtr3>&V>A!I?iy;8z{k2*8(HEc+OhR@X&Z%d{5jOwX3!LUT(1%h_Q#c~+G7{EC-)jWKw;elsQVRH#Qe)dNqBL17LcrFP~ z$dZI9@R>nzu(hbR|MNP`T>@^C(|fN(xumCe#y-B~v#pGWG6WQBO;tUxGf=i#XGHS;VSQUUEW6C9`8 z-qIAp+U4M})5V`3)?@vDGzrrAOvlynrRnj#rKas|xwr+J)V4#)^)7_DpJlsN>n}zK z;Ro`I-MXuuFAf8q(DI9d?M^WT#I_V*^HKW0<0j9b?OAQb>PbSat9>o{vPLdmKymWT zGkAZHW7djmM;!=2x`bLV@z}-Jmm^XQYD6u;EUq+H1e_AjW6cl0A2rP1w|5m}{~NYt z>x7f_F!^+=BL8lWED)%>eDlvaGp~j>1p}7VZD<8~NlOOz?1a<(2DPRmacvq*EAPvJ z)x0h5#7EAueASoK19Z{^;wEoT`s0o`i9VQ;Y_@1obkS3~kVhEs!5EiZE5k5#YH@g} zT!YS22+@QZuyeE;xxNgp4Nm6lTic?2Vm_3_=xJYG#O;#{EThiVjEo0~<}XL72d?Jz&v1gY2yJW3 z@nR3Kmi_SC52BzEfXegFcOI_FPBZ(bD*TsREts?Xr08r{=}{SOhKg!uP~3f^B^u~q zV4x&vWA)V*k2~lm2OC%TL!nNZ&|RR(_D+4ENZ8g}52@eN)}d^zu+K;AAGH&G-PTi; zh7$z$ecv)=PO_TXsQ&C&jxRs(ScLhS%Q$yL|I?cnF>~OThEMT#j8@Wy5{9lnS&1mB z!+a%&grv6PZ~8v{*KNZ1l=Z3iq@Cl~dm|VPO-26t9PkXJccI+D`3?4+n@*HJY?bd1 zOsGz9cr7cEX@f`e=RS`9#tOGMM??a*G?#DBCoUBoqBvqh-lk8N1h!%oMBoLSr-HZ1 z$0JA6OD*%>>qwDIp4R;9t0Ufzg~@&K_CF*a8E&*gqii|+W9Rp){E3qoKB+BWiJ>-b z!c6Ou^tBwzFlP)_(;%V{_O%Vtg!-5<>CAWg2uZlf)G7J%35QW0+Y>ckMy7#otO)w5 zW{|^68MSn3Mfx8AF(w8M{OpurY=8uBWrRFo_7@mbGnLwui#t0;GPrOy40p1eY|GQ4 z_qGvvalFyD@<;piH!R1bboc(%*Ry7=W$~z6^I>h4&L6dhG8bF~3QjVW6%yi26TRO~ z2lVmx*PXkMvx*X-=Ec}1T0$$mA$c+I1P9F8I)p&0>YX()Z zP`SN9IQ|d)qgsv%yt}Ar*4sSJDK&G>?}}J(HNx)Os?7SE9S^I6FF|Sx5Dk)x$iFXT zumjW}{J@;V6>P5GT(=HSJkuR^E7S_~<_>BuEUtra(r!70O!^)pz;Ec9Mds7E{ zpO8ie+4|)Rt@1Pk9>q+2ijXFj(Xr^`=?9w!fFhMGWXzCgz zJDTS5|E?eOoNdP*mv{V+*PFfZBrwJP00eOj(C1QHSqA!ElZ6$hV!oz_!2qrR!qWae zh^#(_Yt1uyr5;|onbP547xf@=0mfEX?H3RyP#b3*T559`CK4@3Gy^y83e)P~Zg0@& z*=W2MP|kyq-(nvmMvQT=k8=J{4$!{2^j67IkvC)nqn)^<{OfY^3rtvgmP5cCMgeM& zOiH9fqpBwE5w@Pc!Mn&8pdtdjf}}BC3bP2|3XIeouzqbue5InXSJ{vfAfy6=9>MvxF@Ou`o#K86W+%+O5qMVOGj(~|^6p^G;a(e?8pf+GB8jAlMKg zaZTLxQ0w}F8NyqWULDq99vqVu>kJPGwrS9I7!See+lum-k9n(em^6iLBcbF;#iv~iqb@RsBg13KQA<+D+huvA#Fq zKR#sQB#v}PSrrPrD#sJCVC(B2BM~yY1nsHix8w2AP8GlZLU)Yi-r3>b7*xA0VXik;de2Y8+5|1Mk>Ib0@?Yq;mZuV8 zU3SYDiXwUC1Ihb|eXK@XsSTvcv52B_iaZMI(_S++k`X3(I#Gcf@`3^i>i|}TXkt;t zB@{F=36x7{ga?@pi7JK8`Rt^(lcWld*He%|7;QaZ2K&<6hW^lu8>kNMEwVV2sS#?#l?zi8uwqvMs)h~cj2f4ZK} z0kaL6{IwW2xNrc8ZOV`bt=ehx5McszWS!Bx2IJ4xr`>5sk8l@Oi65qGUXUhgKQTuO zf|TR~by-~X9u6*aqApwO38M|VmX?Wq)a2~?bWmU#k}1495MBwr_b{Gew&cJ#hdWXR-mV85ptambwyu{-A(xpA@EXdnNjf-= z*32AOV9$fHYPVKG`I;%>Sr!sfj#Lq2ekY-;jjqqPX}3CitmuGBPzzWsLgNjAII)C| zeX(n@VDuV+;n4ue{~4|u@ni|$D>_7(Ls~ETy{c!Jp)q=S8O9-R*)3|P~`^7df6#HrADJLh7k^H7WbUX*@KR|*{J z`}N$0#$_oh`yRT&-gDjL@!RABYJPmdF_@PivlrG4ipH|Jz3KdXM{6eXDR=u21{XI&pAe zVHm~wkMMD0aH~#P4KiVyWMm`2wdQUG7mam)+;Vnrs!hTnkWG00#LZ1q!_@a;(YcBm z`Pm(qf4?LNGT${`!9tl?S&!fG1QmP*R#(IYq1jZgup>*)Cq>e8ku7rYpp05)Z0%&r8rndl8)6mafi$fNjte)I5u}BZnIlGs`c&UTrB8Yu(p5 zztj4$!4)tkMn=3UDX{~(z@j;(quN^Rxk`$buLBBx%JMIsZ_C(y0oy`hD(<*?F8B|X z5TIbjSAT0VKF3kNM?d$Nmkz>}*1hjNB*Fi%B+>&vGRNPB<)qbD8j%&`zvKu7hREm2!)KXuq z5#vyD-iu*EXjm(n%Zb4iKp2$m9)W1c3k5rlZx=68oI5E}9W_w-OB@uwc2X? z!No2D7gLru81}|m2*%m&n)q3I3@q7Xtxe8mUrMV=;ml204h7Wn5sxou+|R#5^kkDau+Kscu_aug(e%0`6GitkBxV6GK)W-)}%PNAkgzH z6?#jM-7a{E%`X<5lt^U14FhGT0%Ljy@s?PPZX##KkP25H3%fi`GJ%gWr;ehX52p+z zp;)515|an7{3rUPFSgxeZo-dfhCG8NuaLPIfgV+pS!I>;&poKK`}WW8=~ohJJCI=w z5X2AExF(VwL&{^LPtaxl9YnB$*`XN$MHPg((W2$QERT7}cuur`S0&>fBk_sWz^LBk zq5TB;wN<3tWH7qw;B9(PY|lqz3j_7=Udr6>+2^#&S#Z8m&_q2N?Uy0Rk7JY7=a27v zyiue|>^-=zka;|>lpJU3vPfqklBo7^|IL48%Hvj;g~3w=vCUafkDiJxf{+)GsB z6lVz?s7^&qRm*%qr%Voxk9mQ6sB7ZW`rAZf3rM0;@t8(^#nBwMY(lTR$VVkB0>OnH zSs>3~bW1dO93bL^NJ@x^qJG1d{TD$({@`dmEz9UAP%zD?(9rf(MnX&deH*%pt7!73 zo8A!G{->c$0N}}Q3d6CwJ7pX@<5q6BmWn+b_hIXGj+B0d!lmKYt z06uE#j7sa{eX^wu)JKD@{w+FKEKFBUCqZ6V`tgMtl)?!XgbVElaoo`nY6l`XFX*QN zibO_KrSUDxO(mFhEDU?meH2}l*FY6FKg+Nb6hLlOzKLI(qCgj_Z+Qw#do-rp-LyJ0 z;@&D}?gC$nQM8-|y836D(3mr%x)6dVv!%< z-lp_&8fnX~g^t-khV9VEZGL>GWO@hhcbrt#YVt+SweUtIm62jr_&2F;oHQ-y895B+ z6^fky%WJhVdswV9#N>N0pd{CLls>SMP@O)3SWuCIL1$kGad8NUx5((8+*G?JbgnK! z9;oU)-RopuirSl=Oj>GCCYTnsX`|JuYZhn4=lnham8s4Llcu*lSq5mQt^e>&$Xq9_ zkxs{u{dj*iF8B!8Quf;@#I!!4^hu&ihm>HLALp`drBn(o z@aRkm#G3NWj zt_XRcUextH&$n{%z2xG;dce8eStna)h?om=2$$fEs~Z%pJ_SqoU?q5D8u}8+D9S)R75}@orDb<1$R{pbNO! zf<9gC5%EG&RPkG&aXX7<6;2v@??aK)XQ*rIlGQVCrPsejc3UnG8PxsW<3+Fw8G zdqNF+CCqvpbL?@Oc`>X&QmvucYi?iGoUe7bV)GnBs?%`{NF5ZVZ%3QI%* zTvyvi5JDbBi+GG5?ksh$I-ZgWMJQa8C$R8OW9=>+*YVSd!T;2pr~W`9+gW(hb0Le6 zdb?7MX60E5tCy7f^%!dV{%^!7w>GI7#pj8sXAYjOeClI&!Mgo=K^DxTqnZJS+r%W> z@^#%8bGAT8DskMn7u$hFj)m^VIr8<6Uq_R#jUQaH4R}Im+`{sl%;hN%Ns0Zz+dOK- zg9WiBrmLvhO&%(SUbNSvim&oyqU<44wkM!ZXOhq8ZsT}a$#6fhSmDr7?sK=f~h2G*9DPkEu`39%(3&u1+>2`h0IAqNXWv z^x@hg$fb8#^FQgSV*g0A##_!?KGU{kgtn^+5G9;+;HX0xv~No8%MAUbJkowaf+uhh zlq4SK3@PEQ4+^LBk*O{Igslstc~}|B#7PZQiD3zZHMyDt4F7i3>zzRD2kwZR?~3y5 zp04*3e2nDE28_aehI;b+86xwRR>7-|u6MkPjD%&Ou$4Bdn;z!xSDv(_rn?dCb(|KF zI^A2?lqTqpN|qXwY;5x;JA=wAmEwZ4tCDn4sITm5{<#@G}FE3B5v`L(o+9{N>P8k43@$%G%d>-aMur? z{JOpt+I{Kkuk)@Bjc(%vGF+&gAr)fyC4}rRGI3ziHaNbX6(~-uWwxp}q02xXp^!5; z{<9$i!Sg!2$wc*_gy<=iT1LTKhMh|DbIAr^MpDQu^lV?Yyj~Kzd`i;#RIJKNUKe+d zRekgM>g~y=d?AH9qdr?_u@irvb|JE>P7;dB(gDdrRd5Ms1oa z@FF+co%e%H33l%%-2@^e2ZCJl7uN(U+Vo?YLBmh_6vNe`!mcVg6J;EyFkmZgO7BIJ zRiOgyU}|cy<>D=xiG{%jM(Iq<_1lfTq+BC*LEl<{fq-K|j-v#;lj~h3IAlf%^(he{ zN^gFibF>5Tw|R3=RUwp9p5pRowfeK3p@96*JHi4lVR)nrn)>D1CiaACWvahOjB+N# zp*NWZ+9RJ#gzbrIJTdr5N-vwaYel=bMo#f5t+c7Br^*AiDR=Y)0&#l8#^;_-}i zz(aj&sKwX0b`)(z8>IM_t0d5VO}j<1e1Lh!yz*K>_2Gv~6^h9R6%v{LSq8jOw6w;d zSZ06UKmp2wN=ZxgnbVq++8tmv2s+m1j2F6XEh%mHB+z^lXP(Nz@xJtWOhY9fBm%Ns zwlgnV@I`=jb03XbnL~@A#u5?$*+C#;cM5w^k>kK zML&!*v+$BI70Ghll5V%1Q0&!=+BQ0>(N!&C*R?m6(n9mmw zQ|amTa+9V@Sr9(?aQyX^ZU}hezyvqj{q`&gzuvp|fkk_2sMngD3A@7&B~lW z6_?tv7^4A$)u3piK#M5a>!@M0lc6x}LS<92M}NqH@A&{+o$=kE)l8Qh=5f{^9=i44 zj8gkj!F+7>_F-!>VYwmFC-+&b=YlN5>Z}c9HG_G5Z-v@58&4xE_GwZ#F-x?O}>qzw_lDvP<1*Lq#U z)nwk4PCvJh1z$udB?}xoT>(=@&;J2x{DHIr&|fXTodE3AHoGsdV5#AHseAQmC-MWs z7M6&+=_$oD5f}pz4xa}PyNpfdt+gXPes}*=)2n>X*+t= zo&8PDSO)Hu96_e!2ocnPK3=WFBzH1R?@ma5VWlx?q%TAP=kme3$4oe>Ne)#=o(!{` z*B%cJ>tS}ZY?G+)W8Z?9k_(c3KfwAMsQ|Mg3tY!KQl!_I@d2zW5P%G_aPUX~H9*S0 z;mSMaiRUl|_e1n40cvHekTvUf&hjNhd8A1&=5mUDA}{RVFZb-JnxL5YrAzJ@y#de3 zk&(@8=umR$2=rcc518X%cpUIRX81%Wq#^rG#@a@b|GqGD?pd;TbHyhm7yIdwD=~R&+ATITIu_0@aAH}H(anHNdL6BY{0n#Kr5NXXHC8w0t}H2>oc%&nLWj8X!%liO($5w zP_p52oyV5yPg2ojJ<{HN(`Y6x(u*|Sf>8^hk{H4H^f=F1VIx+?Xsu?WOL&o|%lr)1 z7@`E$n%;uR+kv)FV2~Ce3HBU!J=n3h0=~f06y)t7z4_gtF5$m^ADai_+9rWr#9xRe@mE(cauR=Ug8*#8**O3x3sSSy-C=5g88FsxE1 zR(2YKje-c{;86L$?v=y5GlE3rHkNOtK6Fw|jpIwjRqz$X$n{i#E`?mC!(U=fHI$wf zK$tm45BZYwmu`>nyjC*A?-VScLDvrc1QGGgZwmVmA-`(mkk~U=A+A1IUHp57JJVYA zqi&*>djr-_lGENCvWd3jA#aLyhcItF-f@z|=$Q08qcyRj@Ut(hM9JI8(GmQ6|{aUk6>p2tmS&{kPb!80qAD;Z%E%|$~6%GPn?2>VDb{4ETo)*_S_7vr&S z$BLJa=&p9CXN_11mDa)GAbgeIsWy4*6e86of$bf$&@G3%leq{0tb=U~==4QN_6+L) zsHBS`{LY?2{O+i8Do0^XXN(b*DTjd0vrgc7l!LSekJM$H6hQgFXdr%j9?~4ORo%ca zASny$xhg@0^UDecp5s^QBuh4B%(q=gij?wRYy# zAFyTPd0}xzh30lpXd>1wHI!4#{q`|WZrWd`p*bYrplPVL@en?-Hvd+N zJp3ah7SaLY7Q&+1^;_ES{*9b3_cX-oM6L0rjY3k~31YR?-0r*2Jz`|a?l^=dNMnAM->b3C^hy>T9-c1^ zvoaVbiZT{+#BcbkimD0Nh`Y11h*(Cu9YG*i+dm4EBB?4&=*G|7wm`^lrI(N!lk!zG zxau^*?{GR6P&!-7%*F z3qPKffd7NXbg-qHwLwRidrxubrYxT-Iiz*u;C03UPJ<8(ID zYo_;%IqmdsDFd}hxI7K4VN3Xr>B)ZondsPglAl!$w=Y?3Wp{q`%P)GL%Uh&rn8|nz z?3WE`l> z+m2<>c{RFOUif@u*kVbXkC7segn0%_vRTKwJWs-Qc9!|t5uBg07|s19p2pk=Qx~i& zN`nF9m6+a&L=BZAILY|~K(%j?#9Rcigh66z%Bwkr1du4%Cc%6K?0M^NhBo+^9TU>6 z0Wu2`{p|}xa~u+3C0tc!(WmwUGS>6*n@+o6)yDnv+DyRR{kKZdXhEdV5sslBIuk3?I-Nq*N~I(>tBtdSMiV(7at!! zDbd~fX5r1z>*KU%Zr8_;G6{!)WF^Q44@};2jZ8Q>!;*dRK`Hx|aQ!y~*s@C%_p^nF zUl=KB1rNGlIZMC9e|kjU1i!^aX9s?Mc^>G*!75xz#*w(1fTkIt5Jpn zlGOsFSG<_g3$L$nB4r$DH(u+kY6>x-t@mZ|!xw~{^V$jd<<9Hv%no-slV~IKLNSG% zlG2Fkf6)1ELtPd_zO*`{YbW%z>70ZHGoJEh;@YhxJds}uB|D1X?m@4qGMm!7oIjZL zIq|U!1Qn_lo4o-_L#vN+rFL)H_|8362gTRh|I!^HFGqXN|M&*p(k}ZIwg=8~&QsV+ z3|l@621T^I(r4onf?Te73RvB~nU0sO?)gLfvEp}nY()dy$K}Py_;QgBdhZPi~F2NAoV?#eimOP*$s3;p?s)AbvHIds~3t^$p;w0D|YmyQk3U(uCe3(RDSsWdLk7&}k30&?Ii z2(>r#$TWC-HwR;P(6L+0JZNSC3B2ZQ;So9oB3Upmh*LraUP=YY>$|xV#*6;2OZIM_ z3l0H{4Zrv9Czy`PKzNtNm`7*6yBD*+Bm)S%552%7&K}h9PyO<%@TJWYLN-Ec{}NeM z7*jZ0*V}kQqc0)ybJJYe${4qflSci0@=kI}8_Uyhqc1vUGmji_y`Q=m;d5&=XJkqC z^Fc7#FMf4vjK1gQgABhuyz|dkz7kDQ(A0l~5ASIXVdXsbUy~kH;!}Xb{GY$j1a?#< zTH#E_F0dhmqL1wct4>SnL2t{oE`Wqn!i0JM$VPeUD0De!jg_=zWpVREK*31F#T#gz zMA01uSgX#mLWrUEVw2>Mh75WFcg2k_ z;}4%?pT>3^dNos9UUhk=Y&)vGVw_EK4K z;1wdi3IJup-7a?h%)~#_ro(2AfvqkVfV;Di@!t|n%9Dha3YsoixNixrZa`34p~uFM zJBtr{zVwGDA};Cl&XHM#+(u`R!Jrf~`lkxD=(%5+m7BjW8wUP1ua>_qs#c5h(>sSB z^1`SfQEDQ)VEnme`PBdb3^&^DqMmpCHS)Q?KoH-O02<^o_M*d!vVR&Z|Xyq}uLOkOQkX>aO$HUEr{ACX?yt8EyiYc|twg3DPM%~Jj z$>a`Pk2YNoU|CQq5^RdBx=S0?_f;6xRd=vBZ(Snr8&W>KGgNWO&H@o7v zuNIu;5Zu@Wg+TrO*|}{{M8CjE2mst#4e0MME$gX**M&nnS@!wfs@F9>Hms;@JwcS@ ztfzx9*f=ZJ-#NUHLa36UWx0*aCUH0f?8_=WP}p6MxUM=x3(6imV=cr;Ply+vkY_&b zt7)aFMtdN1Ndqfeq%Nxov04`Xf<|l0pH@AaYM6jOzn5Am z@&bZyeb1#?V{P`)BvLB0<+*8$8V=87&ahU8{QKSfA{P1x2u6a`q`yRyjT`0<^o#{M z!2`|1?wZIU@yOEvXU$ZO>|Zh+;=nhbUn`^du1jPN#HY2Yu3ffpB)_Kf*S&oBpVWh7 z+PLAOx&@7+_D0d%FUzb)_dj}OBYKOr_t~w9kQoB$#Swwlh5Eeyr{7`Nk)O)PT!x${ zIS*Az%Ga!p^P=vQ4<***;n5VFNsyi6xu;mdy@|rL9r1sw2o7jPk+8L!e`*CS^)9q7 zrWbim$7p?P4YVPc-)l;;g9{8#(QMUQ)J-RnHQVz%;rHRTv~k#!e>NyjS$G^QTy<_P4kszHmS zAz|X-y0%~n82FNnpBUk7uAfVofv0I`s$Spcc%3N6uWIZ!f$@|p5b=VV$r;#>6R2e~ zRWQ)F+BTMHK3rLan=pTP@jMvh1iUkjSvcBu?3=s(2n;}Glag@d&-MT;tr6}q^Ir|< z8R|HsglbJ^O~6?Uxd8)2?DfLxt+d;!lBK*R@3|+0m^|Vxypm$BmC_taT@la~)3SNy@w49+JMM?LC^5KQ^d0du#AO|}0_oQGB zo0R&z*#1ZZykqR@D)Bnq$ymun$(VP^Y2K|Vr9eXQOm%E%s6lvzdgs_#t?}xy@L=@y zC{8@Xwn^XgP3wz{e({5J`;rOmff)?#C$DtSnIeVyuJd{CRsig4I-^441w-W* z3=SZ=K!eE%tsaV5RWEa$v&CX1&lUX%ek?JY5T79w`FW)dZcCNnU9Lr)MV=6;Yp^FM zo0f_SlMIKy=sDdyA-jPU1*h1Y@z|U^_bE)reyH`_Zvz%AJr+Q6kc2%R| zpR%U^c=5*{?<^hWoHjsAgWcTvT-fK*F>E-5YUKa_T7OuuD(Sky(i+BG1vHAawQbZd zv-4wZPrGB!Qe)UJH_@Ln)vpx6gKRfI>IuV_qX5RcvnPt8eYQo?feR8H(Ib5*hMF_| z6qB3KRw%tIoIhvh`1C<6t0E@vgSE8 zOWByI9%@=vdqcrw_`M~g=2KA zV}sNM9IEttm0m4u3`lEy4Hv#Kxho{UA)d2MWoq3H4WT!>DR;DCT_e@5CH_{YB0Fuo zTB`8OufH}sh};nGAlzJwyU@NBXrlHUUW&zC@_Y$$%6Vy^1Deu5yPSo&Uop&salorS z9cuaoK9D{XroeUxn9noSk0d}t6k4gxbTbfW+S=>Oq%@#Sb9B(s5m~1mF?FfXev~05 z$D%?@FBqsr+{kxWhmmI%Z8nCooRS|^sC{Xtwm}MAp@ey6Cx&q8n7|{NSh&pb5e~af zDthp^xT$0a3SaIP+w!)!^kMvAeXi=;kG~_E+0>ne!+2>5wFWO){Kg#m?Fdlot-A8!xKEGAHo8x#d z;cU{48((>T$Dzhh;LjmrP<1T{!kq$Nht-R%Gfv^5)o_f>62{mY%J15hv3D0s<(J_x z;3*SapcLE40005W4gpIhM{GVi!W4$H6=yu_+SE;?rz-<+m#8vQc*R|tj+JMd@V$K^ zbfD1O`&bL;*Aw7|S-8ZolNt2ni5|;1UN#bcTj+O;{#QBH<`;E1=>C-!K#Nl(p3?B& zs|2(^{y0B=^O`X|$?T|3Lz~c}G6`~7Zz{bPF=~$=Q)1-AjF4;g@=axSHLEk5m{zI^ zY9QcjNK{=B9SLhm>T*0*3MFVf=Vr$JV&%;%-frfVl04g*NB742#L_oezWwRUGN?{i zL30Vi71ZYAbyDHEp^{j_Gh|=YF(V_UhLj#raR>-j zVy~cXvt78l(o7@V*+^WdLOd`Y%;k-*S)|$g>hbC)Rup{8a%~%>C&mwrxjX~2cd~pf z^!%=^yR2-oNyrt>-zqt45TrLRQC^Pe%$Im>lt$-Qth-3ZM|$g1{P{@I-U!b1c^e4k z6Hh-fbxJ@pf#m9JVEUiY1Ke;c6X%Ny?p!i4vxxX;*a9|!4vzNxFSw%&q+ly`8^cdJ z+EZ$*o9N#ADf69tB&Vtc1AA@gE*-Jfr2BEHPfNnx2LoeaSFz){` z2)2^K*|~*?;Cyse?n48{9Sc`upjcG4gc96y*%c@*EtpvYLDJ!TPXm#YoNPMwj#6*+ z)dk0;+Mwn;1F2US*e&980;1xZIoExn4Sz*0OC^#3d#$U@D^3Cyw)F+Nfur z<558auy{F!nV3W77@MP10!iZS67J}V#&wM6KMy~nLA3o)@pcW5Ip9}b$%!v^CdIhX zO_`pDhSg~*dq8x#>9f-foih7px7nl$wK^=lae7n+>1?a>1t`$D@I?w3cUJ$viO{Li`H3qjii82&GLQ z9~{A)B^2mS#(uCRnKo9%QLiBOU^)b&0S=amDa&K*l_pIufr~+iQQBx6z=8EjKh;UF!l7^N!El1t zPN#ivHu+>!f>wES&mYfW>@^7w1cM|~aK!A^d{HM%A<-bCr{k}RKhwlo3|($(Di)2j zX<1icQbZS4MVltH=hxa(yCTPgLrNUO(7nC+Rg7%Be+Q^kMzCa2(t!IN_Xk7lQ51bo zB^t-EFuL2{x4yx%Rn~u;FY{>#@DlB#-@CUM!n%9DC|RR z8xpV;ex%Q6YYlOdH9|!--fJmz^0eD$24Nf7MH`;cl}(5$i48?79vh#CzN<<-eOP2< z1ksnf{W{1D$Nml=@f!3buHHT_pqZC`E0F+Py@1?m#~L8ZiXS-yKKFaSP8>5Bldc`wO0GS_Cs5%v@=UoXqcbwp&BVAwXwGGvY4n3mRA9UU(e z8+E(PCUv?VZ)FSpZ;~Y`>*9bEV7lTtHB{(j+v;+ z%^_;4?TX?pr~KRoQyt~Km~Ya@YQ7kOowBuhAWtxkH0*0r$XeRt&J_)|!JggUZP#%t zU^$ASky29a{+%j+(rG6*l26Q)_hcm=2T2w zN29H9YWVH`yByW1C#B?MCNiCDb*m1kVe@N8Am#?2FA$C%-tbiwJ&>#s+fm~ZM~_3# z0!8$)Df?QCzFaHpr~xFDndM$_I!Z17#AD%bGP4eDqm zsm!-YUh>-S!Y2fGj-$4_45PeUPpO}$PZbNG$|$-&KU2if(Fk4UP0}*R&PF`EF3%qY zBM5d^mjEV4yj8YKrl>UwVRS|JK9>>WrW69T)P4WTaFx3MH2VqtMTYUoyul}d`IGlZ z$@ogwJaxJH6ktqD{pqit*CO`6$m7^`!}k?0+A@X?jzgemQyf_c>sPCY*!Ua@j_}s` z_X2h(I2Y5@!W7rE7vrb?G;%*szA8NVx`D3kb2DBxc}d7n+iJWV2QD>0J8k1ED}j+I zK}8%WC8{tS7~^?gM>x-PXE|2m;8M!V+6TWGyD&FgKFCLt8dm_|gAKZ+FvzR~QC!*c z&L;Xk{5ANp^~se)1(<_Hs_$&9Gmt+Q=EQUC?3q(0H+ROKM~io|BV$#jk2NsaDL>$n z5mg>>Cn$z)d#;H09V&;Wc}M3cS56S(V}zeX4=ps-1h@*8TCK5lDu!ODizHmeG%=(Q zTRySaCK+PNbd-3LF{2Pv)}i?1c&&cW_cPy(C4llRNzK|KM+S>5HeC@l{|E54P(VuT>|2Hg=r zy!F3wFxJ-+xxxOKhv|*-Xt{;FmWsb-2&Z%i%V`C(q0u?`2`)=NX-6Z~znmf-FoMgn ze)!djlO~b2bcH)1mx}TWQ;UrOQl;1PH@^S+eOAjiw+3u2gzOzK3Y_pnR zB~V-4k=}mR2@u52CBXt5l=UmpJr=?VCfquz(Waf~#t}elYms2z6WVoNw6S7PIs!%- zkJ(c?+BiS~z?q2d(YcvFn0Xgv;YkzGVmK@=r}+Er-Y>`z z6PiWQyspUp7nR6eQOJAlFn?{F`VNs$qc1E4m@3CLvH0=$5W) zElzt|!0hq{fn!t8V9#<?g$+JPXY4OD`@djp?zl zB8Wd9gt%$EWZqvzshZzL>IKe14m4ov20DAQ2$0V{5A*jRlN`>Fo1}e9+yFcoR0Za& zque$>eE|_`CZ!h54gm@4%({dYv#*r>Si*HJ^wVON=K9V6>U)bTe(4K)_R5rrV>#|a z7)b3s3R{US6fYSH5J>Rt99_{dA|^Xt^fsy2r|LnJRmz8rj88W^CGi~bDJf~H&3f?9 z9Z)Q)q3x1U={5eTV_G_8&A+=rI+e}$#0OUI{egtvh?LIt9diLT(z)^TZw%`bGTKra z6l-5L!L9}yEe{Bjh~C*ddr>aoiw~-1YyNra*kSPqb>O|uhXkzp+f#5?;vkl? zVGdN;tKE4%mJR`L^-j6t_pkoC&}R)YVvOK?d6~A&V1inQ(J{sD$eE@%1Z9D%i1`~G z2B0EHyXr9g^>Cg5ZUpfNQ1qYx3fJcHF-pAi)xfakx&f%urcJmu`-s<=k@0M+OhH1R z-~j5^Tx~1m=z5>OJh#DXYYsyUXwR7Hcl-c?V$(64()al=p-{yqyzDvHnAkdpKt(93g0sVv|^!r zA9l9ZkX_w}n&AMhW1FU5f+AFZJ10p!h{Bx!p*X^O0^v9s_AW{wJGG^s)^pvFhvgr5 ze10Lg#MT&~Lk;_rdm1Wn3wUkv)B+5BMn=f^+q9YHj_l*;y2QlKNZ(UX#(uuf?N8I( zM4PE8gqeodc9RIjuN`>vmu^1+`6Hx?NqY;jWXUnwD>!}9{8n`eKST9lBw#Bwp zAvpvts>;FK^ARt3UQ?C#XXmTu0lB~dALM3FavF4!KDF@PXdsNIb{ns0D`O6&W%d&9 zg(z~r9uS652&|l6c#~z|#XB68)q4ogva7Yc=Kif36ehEGnwtXe8!Hp-?;>GhX3z3fG^vL{-ed5_1wy|1^@GqL#rOOfT*Su%CGC*0x^%y356!eBZ( z-OD{WQrtw|!C8xcR$E2X0;B1i@eNM95ua;AZ=UBtg>MzyF{VTZ!xvSTWNq!;Kx;-Z zitVF6il}-RMm{QSE3!HF$%uVowAa!YrfW<6?=O-}$4LIJXj+BZ8H__}t@LkLT(>;W zvrCaZCzHHu^1qMBzOVO=)}U2IMZD1UAje<1I$1~Cf2h<5aAK|_JaL%EEevS(f0f2T zE^#8`p;jorUCjbJg{GxNHEAF4=bQ36joBxpH18Cb6HX#lqPE_j=KUxwILb}oqcc{t z=NhXt@F9gI-M`dyM@sZJvLW)PI;DL|pmi#Oec_?V;N|ZS#Ca=S{h{IM8LRhEd*F93 z)c`+geer*&D}JCNsI&_u(zc{+n|>y_c~RZBl+LEP=3hY6ZFY3j+|Boh&dtyk)oW+0Eb|rp=hBw|1vkQA4)c11- zr{t(tz@MYb$f@gnoxD}$Pua1duI4gmGwl7i^1)PIWJNsd@{w@LuvH7fVM zM+?(>PDA3kFGx&K0*q((Enk$>-!R@GbykpmMBH)zmKNM?m6$-ciPXO>9J-kLms3tJ zPdksk)5e{!5C8~>rF|6-V47_B(V1>Pg`D72PfEJ$cuCT%Qd_mO7eHnAbh|F)3yFVe z0MZH+e-MZ%r7o=%jYL-b))wLujW+-Wd-QQ6W7>^`;5At`U!6C8-%!&x`Sx3H1&7&C zSu6PJGb#^>n((8yk6hGl#$VMD>=oE>Fh0hwAA@y=NdWJ_t!Wt}C`Q{WZMcr%8?;uQ z=Mp7oO-&xupr&E9h*Tl%)^v@%6TO=%f0>sa59@{-?v+eYEeS#yf~N*d8BqK)0NQGc0^a;fusFx}GU|a#R?aW^@T^81YN^KJ4wfm>X7cNkN z#qd&olkg_$N2znT*kS90*Y43%91+9Ji)Pc_PUIIc7#3ftSVo+_1DsMZOk?lhwVExw ziADU?(Au|n?xy|3A5t3M@1W#!|aK9GifG+6cN|8^UAThdubThCjJbvUj%Fk zk|<9sQkCVOH?)REzR~<Wt`YDT997F2}O^@iGrr$wT|GH9Y7d=?xk2qIBMi6F2;bR%t*@X&RaL3T?f2)uj5v zn@(l?3`wZW(RgN%3H};;ZydqceXnigz&mb^c}C=_dZXZWDWo|_EJa=0(|GLhUpikK zuHkG0%6nnQ036h+;hC>?PJs&;P~>1s1>LP)B0lVNTiQuTJ&u4pxaANySG^Fuvlr|; zo+E}8!4$+r(mZ!dVwO`(k;(;-PCZkvK;DPZy7KLQwf09YhQbHA(_scRv7@>uMUd}@ z6t2-p;EPlp7yKc^-)8rs7~%$EbX3Lkrx(uFudJ-lXewHJ1GA0S&xNy-n}?Z`6ua^aGKC?I~So^9gIbs)zx`HM%pa=VQm2U8+4t2arzAZS3#G4mTp z!_cFq8Q92{)u~}o?)`&ws|7|qQw+yBSet*OYIi9gqz!3uiFk#ILEG_1*Cmqy7p||z zYZpx49Px?0As31^3LZHqT`fc3`>|8Cc{6;0KVL7FANqqPsYU<_{+7Nz-gA(^0Fk#B zC_&>>k`mmIq9)gMq%zUVQOjQcBy@!FCFJ@!(g=RVo~#w~1L7(@qwpTomiY}0gvcO7 z&99{#ydr)A7aGB?ky7g@v@hC?4s&rQy`PM@ElEF8#%XgHWenDc@? z*NLfq(w9C(=wirqT;=iCsbI&-u$sJi%Yef%EBWH_#J% zN>@_}4VKQ#dMIIAEYa|xyJ#0~=u0(Y2D%aar*+-dUJs^HV%(0|ukV9_if5+N0>WD_ z9iEed8=U)J9kmQ-#ddVBG|HfOw%t2oUftt;*W)`(w+AE9gaYOLu}b-=Wy$3MH*G>V zlnQixgc=>eqhlj$p{Ia{(>XTu!~^D%nUMmB}2(XU+v(mJ&$w2 zC2kfuELp`6-T>hpOpH`^*cX{CJpg{iux6kkH&s^~+lLnSXEg((4=jugw%u z>OvlrDl;UQAr*tyr@~d-cw8Ifz`gkJ(K6xP{d>MGLQ|#jy_{2r8R71n?(>~ZpvbV{ z2S{$Ut0!8u&HZF}cEPwrg_Ub2Q4-xw%~(gc_R=&-_+&Fv z-1H-IlT1)G4hXbAE$q8a!QbC7i)g8`Q}Z5J#XIKT`o@Af@xw5NrH`(*S+gj^_-f(6 zvL~EawZo7T1e(51^Nja~QZ`0GX%!&8i|tJxkobULIV4G^nY>KJ2zL_Vnt%fx&r*mk zYs>`6NT2UX%fIHYPvj2NNd1TsmMOkPK5cv`j*OV_$(*3&3`n)c>^5=xR87Qzz!efD z#smc$XbkpRFC{M=_A6UP4V+=07TNR2f65`&f{&p41#981#R$rZ%xTOLC%5<~(Mc2X z6Mj6{J`1Bt$~`uPw{AG6YG&w zQ#97YH$Vi&L$a;CZ?%lNdtVE(+QqIzN1WUZyoql)zJRKlDArAp;zn!WSP?I2 zxCtM*s*H};6`tPewqafh8>BTZZ||EfNU_Q&EY!tv7N!GUiEd6I%{G$gdnbdz%sb|C zRJ^-ry4#0x-(yt9xx@bfYJB`Ou_uGLj0mF;EPU=nK7|Kem%FhA%7b|73x%aNxNMpL z0Z*!Pbu%(a5Y>))&8IfS2qBdMFHwxv#!E?$%wQf;Q?)nRMoU#RL%f}cN@}9MKZr?t zl~e^QbS{a;0)({XtRduNY(p(2w;h((Ztw!kJmS`yc@-)K z=E}erE5!PKDNtrD&t0u4LN9EWx%kVo$0%h~y*CoNp`uc=O8imYBd&v$%8sUy*L#j^ zak6Y`X5WS_wN*C%F_(mycUxOQ^TsAR`SLYRO+sWSKL`RCz>$g7N_48oeYkZr?g;Vh zyIdpA^;>YZ$pxX-XGx7Sz@B+fFbnB5Vk(4992?{8WK@QZt+)?_+{&eTNixs1Ari`l zySF>kU4mnfsO(#xN}y&CjnZkq^vLLCnFf>Qr0A@U%Na=Eilm1HMJSX5X$^U5zyW_> znbNf&WU>G$0!-OOs%TnAzxsOBg+&c$han@YVY2^h$c1f}<@z9}h(N>Z38&Mov2u{& zPV^2e>4sVaTSQ-aQtz|V8dNHc$R7VP6OT$TegVD^126L*N)lX_GNp0X4H;;BI@*uT zM$$?tSH||ayFw`aL^|mAtIRiuu90003!NcDtxlfWVYdw5rA z%Y=}_6bB$0hjpwk@(@=tv{YB_d>e=W6zOwbmv6|mtxWzR|1MJrLJ18%i_Cn}7SpXR zT1!WPtDOWEfgXL5t=2ulS=YTlf`W1HKFgL|T=uQgL7dc2Itj<^E7%SGy3mKvqPHoI z1_ZNKKpI&*mzkkJ(=I`sSQw1xRj2y{Zsi3>n`z(^5oVvPRvC|5mRXgnAc(DisDg>-lYZsJ5^c|>xn zef6#(IQwx14ADOWLgS63E#MRy#I2}(m zs_;A+f78;FEE7#f!}Eb2tYBUkW(6wRY&*Rist3vAkl!Ove}j8uYT5wO7;V#5sDOtr zin>uqdhhZ1ga`^2nRI_RHP9$X!yKP*oW} zO7YrZX2(+FG_n|97r$F>egSSNy2b=ozPg+O_qG(CxErzESnvSr*S8n8AQF-ph# z4@<$@Ig$Uw>0hMcP5&?w-)ot7(lkY$uin*n=bR8`y&?S>exxn}8el>aUB^O%oUaOw zvE1lNnvc|ihdb7U;N3Xn3c6=d($Gl4q@b~3^K(C%MwVlTNaGP52z-K6qa?2Oi;Vt+ zInOwc0JWvNtA!(cHwMO}KtoE=`fL%DXe#{GRiaQtv#kVrpyBAu?Cy}jxMj-0T;pm( zr%Lo7Rf(hlA79bDqX(PS29G5^`rsK}L9kM;5kBw<+}_6c>UkxK67N1scMop;jJ4x} zx>oz2jt{Q|Xu-h!z-C-jJ$ED*pYz^*%59Ju4yL-#d;Xhhyor0xLDeuiUn@Bz-YK`NI2OS-61AI3p!LwgW|epB0}eF$Ubs zOCMF1a=|X5gAhR1vZiF|{X7H6j{T-KCXXrd$Gl1}Ic@qrmCNq-GS)~*$^;_esGFC? zQKhRZcUCviaqYW6`!Ph&Igxf!I_>eJu#_}h;w zxT+AKZ@9qRoo`JPOjn%Yp_NaOT;2L)d%|w;9fv1)8BlW5AIpo12UcK3Y~9%_s%{Bu zgRwTGWfNz5sv=63I{i8tJey8R+<8E{pcLj*;`WyMF*B?*p8t6C2g~ux)3)WGZm;I~ zWBZCbUMC*y=dD}M0`*P}K|N&vJrp>lk;O8Rri_QAQ*xiVlnRp9xtKW{@ZeoTJbi&1 zEDibI;pfQBHH!#!vg$S%L;s1Xw?ex)S02a5WG(}?+v35VabkG-(G|Wg?z>b`tczWJ zx^K{==KmG9ixR$ChFq3FAQ42Y;@HLL4~S^-Xc&Z29dubR3a0weSAtQ~0Qq8{4fUb# zVv0djvHc4uoqO>r3nt(hac*{{NFW*(vkEw4bx(X0AS#`=L=|N4eieg=``fyY7Ewc(<=0As@%6o3;fGS zd7Jp03&3e{Np*B!fk=}y^4}-uQFR!9lOO@**DqP>^3oDY11F2oMJ}-rAmh4jUZk<3 zhnc2%qA#~;cx8HuftV~yNlg+V*t9wp^~by&w1tLFK)AW28SjSze+IBiXLm2@F#a+@wy6Ni zzl5zk;36=3U)s!ni7RgPKS`n>8@5ZWzny1A{8>=~na2BYm+k{3v$fWiSV(TRT0HL- zND9o8f;R$VZTU_4jOMy$9V&+^$a;RJM z1e|k32h8luH((s(7S~)j2W~q}eb~vlIv5?H(Aa<@3hwol&MT z0=(TcnZb*+;+#vM?Ml15>@%B0t9Vg|gW$Sr-clun8h^1I9D&)Z^Z`g1KOXkUSM z@}IiaD^@z^T51sLq6l!x3SB6Kv9wM!aoy!3*y{LX9JdAQI;lgf^B#-KDwk}5ID`_X zD)vTrpuQ$tGnk=J;HcUn{?wpK^hyPOOZDZ-|E~CG6ySdNQda&(&*>irfv^-83*YLb zcW`vger-!0e1ID3>|;D4_3MBcnl)fgMX3T!2f)?J&i4feB>qx~Wlx*A%g_v5VI?*2uTf+;5-rB-nFJvW;2X~5VcI}Me z!(i%m2uR_UaAZ%Ff>bwRCkXIA)unlp3l zp`QqN;_fxgz@lKiT{aB=P^glb;RX9PDQLRy`of^Jp_vTP<*7FHOT~|hQg3z>d{(`z z8w$*t4ad;QR!9DquCP=COTUDO{CN>V_!qBY!5f0{qA-N43;epirQPi;pa|m#!L#!} zx_L{2?EagQ1c9l;2E14MQ+0OGPT0=zsCa(z3y)U(gjLCq~GbV8}dWd35%JABv2v7 zNSD}(mc{i0x0rK8eadww!EBd|9oY{ETo$6@nu03$?by#f@@?Q`~&<x%aH zl;Nc02t=%SqzpXs>1KkovN^^_=2-_eGHHaUS=PxshmaH#c(BH@in-XHc{z+Sj1-HkxK^gv`?liL&sIk%9-R%Z1N74i-MyA zzQ=aM_}PQb39?s0Msa!%R&-D7PO6!Z(sl?WXMH{%k@NB+f#E|lwF+YSi_BqH@fj+2 z!I4zQp6J5Y3&tJ(|DRL$l>@y7+7>#uL7Lrp>!cb0006??2u@t(E4lp>+F7nMel@hs z2>-k+oJS;vYB(+NFJz(C=AMHtx;J$WWe@$1c&vf;8LRBvd-z<{kb7NLTo@RMQMkJk z{HhzK^34Aww$iWIL>mYmbF)j}U+1A7)6dZZeo&)Pq%kT+)7M%~W+s3ZPmyv+wbLCk zx$Co5dAdzAI?mPA^88WG!v+;(M71B&_$TGSTLor42OW_}i_v$=@;(YXw2gmoN5Q~PPp(vIzE>W6l#F2*`O(rp8YPUxwI_0YtHE6u; zg3efzvvAg4E{2J6%+gKN`M;dKC^%v;PRxnx3bw@6rgh$_bWlSO%UI5s2Im=981H9r zwPpt2g#cSXq`zOpyH`VsO%^5QoE_>13Fol@3f3@QP3DTRFfz&f=+XJOFq(!K(r}Ga z8r6kDo&P{C{lE8bl)9luPdBXq40m(BErZYOHl2IIKptST)=&#Nd zs87}ANeSEl?{`*AJa6&2F!?fsIjkKn+R^LqAosZ@Ht1o{?gzJ&E`WZLsqHzVyi2@Q z+ZnI|lr=Y5*blndS$Q@rK@Hh=^m%{YfXs){oI+33VsB#r41sjcibs92+dNAXP90f7 zqgqPh2!``$2P?Df4L2wHD3fOYa;wuoJt5)GL=6-FJ!A(9D+;Ly`vx%*E{U4^F?06P z925exD(1pkIug{-_aYlOHt@cWh|s^6&4efRGaZe^&rLh+!Sqe)M3Tt7uz7iK>p3R< zZ*Z7*ouJADC}ylBkb~b{0;6lH;nZKP$R?ojngStUJ|*?NM%;8vYxoa& z8x1Doh7f^mhuT_ffsaN%V*8ieD;8z;roQ&*Ke`?mASFJo!Xz;+DMr$yG1I#Potf~{bsp{ZjZ|jg; zm$#eeHP_5S-cRi83qYIzzCWY0+l689Mwh{XoHqkmf|S(1-*poAOS!*qGgEy36=sO{ zC^Y3@bak~z09vfCj{3JVX`!HtTvU(D*XCxjFRZ4&*zXnXL{_uq&xOTJ@8OXqfT2d+ zHqA|~agmCYk`;V(x#?bdii|QL`n^89%_Zhl=Cp^P%}-G~XXS;qpA~xyCOV?*@$r*H z0$-8$RB_Fzcnw1f8@6jZ%T^Bad>q!v^oAO@V%!G;=MKj7N<5i0jyo?>bvah}o5LOA z_P)pwjgIQc+1!%a)fYx*1d}ZO)U7Sf_igY=LNW1LFGclNM-jICGjJze%zj%KI{Co=q%Zl?+Zfg(A0Fo1vgb z@3V-&LptaD>Dyj#t=-YNF#Apru7r62HprlT8fJ3|Asw(JI zO?0mWxDpIo9K!s+W~BeWFQnI`#`1;J7D2o6p_;q2VKneW{-54v)WR}Pp}D;hP%h4% zA}-dg5M8W&TpLSkC$0WU&Q4V|c$r??LzYQ?*&+yzprk^&GNwhb53-YVUK+E4WVJgr zL(;`{j&I{x5!q!~%fgDk5SI56nST|WY8kntIL#pWm$8k^Q);!uQ2_cvz>Lv>2d1|X zHgNT`=WZXkGIh zQ3@^bdj&ha-PE}!s)D_%ZJ|HH_eaQAMLGJX0cK3auV@BTnf=_Nz?q}-ZAf|&i!GI! zTK4ndvSpFyql@jdg1Pcaxz8FM=CV()%_&%$51Lljx6j4HG`<~X;o-{J@3+wZeEKjc61Wydyjbc-4{hiI=-ZwFLc67O|DH71 zw=?9UX(1Ryl0Y$C%zcLH)oJb&Cf)-d%MVNNGQ6W$IrUkzMg?zVW7ec$GmB(H@o&>L zx#XGMhAw}2dWP8+z)TVN$A929iinUg30d0jWPyN*tPn$Cz5;3F2D_&~WlNx0+MuAu z-Ui(NN(cA5C)H`$)aH{+BeHFqFi{n;SomyX3@*lcXUV%_qS_(r9w9^jibk!AwCkUg z>NS}lfUyM|5mjl|S{V_pZxT+>il^!*`@|Nq!zpdm!se=$bhrfwA4q=I=NYK8;(txG zAB5!I7pAi$jG%Clrh|xtm+SkVhC*x|lU~NE;hdG(JFrU!D_X5ZYsx2w z>J=OiiCl1s-M=|H_aS%)JO4Xm<%507bBJhY)`2awpFtUh<=7JEfx$J)T!Ex?6Iwy& zn#&LEwR~Y%Gj33^l(SJC$VxaRK6i~TGqZfB`yGC#y~c%^0=$ZoHHRK~@Aqr|Z+Zs@ zUm7)DAdazY9c?ZW_pW40&*iJC<)`0R=;lwSd1YqRo)=^Puic?z0`oQM@ zq-MKp`s!5!@6~$?JE2BJKnKa#%jNwQZ8Qv9*Z)Zn67D|2?xW0?R6k)?_VWDfmfFAz z9EB8}d;1M>lf{jkmpKL04Xj%j83%LjR<7kfryQUwSIyBA)+Sx$CEn)$e_rj&o(k_p z&0r4IZuJ{^g0fvd{5You(ArtrBTNhmn(^*=tv`eC8iHy6=ve5}yhb4ry}txQ4*|F# ze&c$hoAMi8BwbrHYXbQ9&R=`_h1s+>@_N}NPr~XRW>uFCDEX7j-KVXhCv5~$H^Cf< zK1z<^G^`b1_2I!&i}M!QG6ZWY9R=zvv{Z!wwKwx9AJrvVc&x%Fe_i-{Buhs(_Xq<` zs7)&(02~NW)L9+)v5uupVUC2@4VSn+wgHp6;rvy%DCt_W7f*zfRG{TMFV?~D$qXjG zlNCHdaZP<&T0&K4QkHv;nd|H8@7xX0PIEfrKBIZq++~Y#bDM>v84l%=ap~V7WeYn; z_J)fKwmhcUUL3x5T8hn5*=*gZMxi1%B5yVgous>=pf>3UUUgS-nywNysF}AVc$6_w z>l2Px*tI{Wb%%Seue!uOH({U?QisCs0^ouW6GRXG9ERQC zgIpseiczfDTJ%j3^^WxSZI)R+8TJwIpOd1wPe6-XArduB!(kY8wY>F6&T^Sgd<7+4 zAlch+JF8SrH`ZVeJUQs2!BV6uk!*?rPcF9R4ZB+^-XNC4bh;F}0oVUhf3pC&pJ@OK z{?vLImK}9s$-UnhaEyVFT@r0bNJ9q5yk#mHgoc*3hyK;`fB5sf+tIOTx|+>ODEfI( zqc~J$@^UY$9Lg+X1Z8FfJK?3U1!^^jIHrqJkt4T~UM|9K$lQp|REIP{V)QP!< z&LgUxG~vM>cqCX}#YJ``rTJHGr>TFTl2l~5A zC4XVbn@=6$MR$Tys2eh&(CU$+Kh8H*lr{A2Q^}!G#r8b$aL+5(gi$*^w(R&uXzL)bD1D_iUz+on3f%P z4Gf*H7zd{2r^!eXb57fZjeM z@3tL!<*(1ldh85f?-*5*Jl|`&%u``gZ5Lq4F1g2G)+2-l)*j&D`EuZ0fj`yE)UFjd zLIeRWjypUnUvcee!wQ71$#q6dElC{0+q?Cnx(_2gmf>0J<)#eSY@Z>>U)&`5mbopd zOepoLC(#)^F&5g8x69(m_s4+A^=6N1X?xt4#VCL=)GL?W`+*5N!YA=BQnx&q^*v7C z!m^|l&_t?!kT_H19cW=A${%ZhkdN0O$JwIEfN@exo+Z1=RT;#5;j{TaW@d`ljoYi< z5FZdO!rI_>D z5a5Ojm}#{xmP+1GU>bR#%L%$8C@yNJr|avZm&FCY2$4ajsxX2(m~babL~uuLB7+OL z!y*P;bWJ~7Y&Jd3RIZqalx1zJt5zE+R~^;!8Jjj?y}W~OZrb!K#hx<8n?#)qVW z({z$i48A%|8ZKDgPSHv`L-%07bbm$jpDxR^xGrZnVB9u+ERe~I(UhOiqMRjUvMHgC zI}*LMk$RSMfk672y#kliPK{vsd%+R_c{!c4h~To$S!T^yBoI7SLZ$`*#5AqhNNZ#wjK)2YY+h-WhoVtgf>mBKg3-?;A^=3V{P%Z5aDGj zMqVz_h|e}XJ8BviDw$*KCH9w0Gl<;%dV;C8>rE=%@YL#%*&hK%=@vTli%`}hC6_Ka zirWSkttk6lCzHKP55B`DV3;HGQUD-;3@hO0W^;&u7+!wUi{r~fcO!S~Xm?F64j;8G{LDoZ86+-Bl>cX`EO!dclXM%0<;$ zuiE`y-R;+E7j=R${O%h9U`NI6Mu%PiX?Ub4^K-u?<5H;rP*oT>fgmN)fLibabl~abXQ&wKrAKG#^93D{N>yC>4Nu zipJkFkcdG#s%_p1^`Es~R3cFwyM<@}%1S-a6=SoB)X{wTQM~O%*k^r$^uZ$QPXYs3 z@m~(gyaxtv7mI#dPd3lVh#`p@Hwi1hqd5DOFkiG|dG(G&>QKD{z7?NQ?uYz|>(>nY z=}M2@XkAWsl^aR6^B-iVnhideu#sFwT9}8iO!oHHp=VsBB!U}z#%_7-g$2XUc4srg zKdo1*A;u6(j5^IFoqbf=dpj7sVHnG5qpyHLyHB1G6B!5D&o7Jqg~;|z1s4`rrUR4J z(XGJ|7Cr}iDWp&T`f|v<#RQI)MumUH2Zi@{8RxQXVvI>NaVm7EpZM&!(ruNAK$ zor<+Lf~r{e$POl8wEc-Vf{E#3a@Z0^aNmH14Owr_BpdNgNSXn>QGu~tKb~Hk;GN(v zREGzrKb_g?yP%sK)S%sy0Zd?OD8@x~CDAeDTE!Tm*2PsFZw92(zLEE8ROhK>E6*>l zx+>Xzp1UE8M|qz7FdqSJ2=|wqhNTp*c-@lmAsyY#(wuQKoW#lHR!Cdhkxm*{uF78{)( zR7jalPd@JV+5Z^*z!1n`s4&9E@a-+!w!zPEH>;vIiX^1n2z2DP`F|;feB{a!rZjjg zNgkxAXKZ6Ncad--GmCS#s{&kKvNLtrH*{?yj&!6#@s(49Fi8xs4-L2dZW+xhCcCjkXC zABv<~2=Hx3t?*`}nycUj8*GgYyH|Z()(8xUGGo}6w}^4Zj)sY5xG)e7f3$M)o)CNw zt9kDE=-cMs&^fjd1W%c`C_Co20EmY>O;R3pek&@K&_4gia@X(`3ViT0R?S#6YxZdI~Pw-t3V59a711#3_OQ$ zr*s5?ZhYSS8?h)4tL`4=mPrRsf510KkzshL3bD2MRiFt|YZ(D{R7;e7eBw0^nu&(z zd+A_RQ?ZPQndMC}q`f&6;q&YfBXy|;fAmu}f+l1oFl!FI#0B$-KEE@oa?GgQd2?x? z&fANSY0ehx_j>pkWNRf?0?l9ScWLZl3B%WW`VL<$Nq^<|9fJl-izR1$TI&ge@4PAp zeCkxn_65f`w!w^g*Q(=YWL(pgAp7fe_OuFFv2K3V-tb5ezbTR$u~)qK*enhyXzIbR zzH3$;mEE9|4NvYP_HxDU^|vE^NE##6{fPS?o7{ERT&f1CTtdI_A0X zE_1rDCr&6fZx0^bUGqs0r`c-~o`3*w=U3gP*=DaAphfu6a5J01<~j_?O&s|p@Rp%S9~@W$){y^EC~EFvRzbUpc#A6GQGO1J8MZ6*R|RRu3$qeH}J!N*Cs?V2E14&y*Sz${3 zfdgSDtk?k*WNCO9c6%}(xB1fOtdKV;JP&w2z~bRPS1*HtS*?_nK#sCT{oCcPK!|8G z40P39)h)WLIW~4EZrg!A{NyH=j=oLw6#9vCy@*Z7x=%6esJk|VqTp@PLgpEtu^AC8 z#%(a40jQ|Oy}MLuSJASr6krRHq{>G)z^R6J=lcIq7vHPgycAD z;vfWM|A_7J?O5?nyM| zI6epzvnmaoxX$SICu(>WWTss^+cFairO6=yd zIh*d@xzM{32ny*7y&2vh79{7}kaOpn#6PFew){=myf@y$29H>WFKIq(_a1<|dgQ=xtlVm&FR=$K zjxvwVBJ56Ptpap*MPGH0`|G$y3ZWu@Xi=ij&;KB_=PuZ0ltKnY31|I!CH_jivbQ33 z%@7NkgADz?1eKtSctqS3n8rDKskj_nPU-WLGwZ7CNlQ0Kqr}&967LUWNIrhg-LrRp z|06Ofo$H?#&oDiuNEGv6TGCb@fKLO79I*4UlXzol61n*!`HdA-)%fT`W3 zDnTFARqh@}O)-?;`HPNJb5aA;KLmD^uw}GCxY=u1x0!YmN6oR>b5xS%o*^3XD%l<1cC;ZU` z_WYi`~ zCV9g*OLxwy=NX`rHO}K=J$ulCGH(+_KdMX*Ol?2vSj!tGtqNt%)iTVQWQRoJ*^0DBx8QHcc7+g^gK-AQXst2fp4*W&;7Z-#4sjhAG3SZhqNF*>OtL-Ln=(ik23jkYj#SGdVuwqNCgTx@8N|~dq$#Y;@TXo5r z$;)s+*9GwgXJ!j=wQj6B-YP5)>UJDbLsf;+ z2?_P3>js-?i|Qa6e>=J)L9q*e+p^5PmYyPS>S5J2c~;2(lQcUx2e`1ml-OBMt3#jK zir(7yxH=)TYD09z_XVPb8ATa_e)1JaimJ zOPastJgFlX++Zjzh_FY&jFV_u26~0j5C8y1G5t`5w_%PgH?Cu-JAji(qAT?%RGM@+ zt*T8%pj&3#-Rfw#)4y1L;X}^DrWC(}rdX_60JE%XkkvxGYA=PEaHPooEkafOpl+Xe z=BCA8WuV=<3kpJ}LiG5`RzUKos`zNZXdD>Tc%8!lxYD zU>v^Ka(4N=PP;4U}OwlKCzHBvLVKm9vgR2;R6LOvGSdDp$qqk{e(X#O` z9L!Z27xfHFUIdvo+ZJRG>oUXcJ~6d@ z3yS2CWg#XCc!4?9!w1YaeX9Kr9uU&jUHfafhALs_yiIEKkG4gOZlN47Y`;3q0~T#LHTt zmyF=xJzKsqE4K!s`uVJ5>_2Z)uaRun^$f~RPERP3eWN=(YzEf9yM5B!@U+0Cg3k}F z!n71|GfH{0&9$MC7-dscL*B1IuoHzL9o}vKx_lL+nS-V3%pu!ttfoVj=>T|#yhb7g+2;!%hhEJ@do@L8+gTl76fk#O$UR6YYb3tc7~qs= zMQyec4_@m^IsE#%z%6?J3o8i?MB4?OHMwm3JeIlq#CKutPb_dX1KYBPpW-&pZiX>* zRERxgCkj6jaDPicyYbt?7hyJ(cx~`UGe5I2u&7BG2vLZqQ6Noi2gWZmEg`9OLyAJ8 zn+uq+qq5kB$ct4m`7Gc;_AmkAC%N&Z%azE%l<#5O(?*P z&RR{5_b{9e`ua?3H%p`BG;ClB_oZ-lt?0Z2*d#wF_h?BtpPf90mS{Lb@bBpE;|S>p zZk#RO6NGMGMxNOSV&^ju7D@o3`y%H;X))D_`)q%L?jW?nX?^K;v zdP%G`o&kPSNhPB1$wNpU>7=F+9NoRa=qHu;n$YUBDdkA12^PO#p<%yvD%Ga4nam|H z+Yhw={V*kL<#~Wxg#ulxKC0iCt|f&v7|*14M>?d13u$1R1t1SaBd2?ejrUQ{DU+?Y zmNMT#gJ>VTzwi?1h2iGvpS|Qo(;yDB0F_&+74#NTT}9uJvO@(Vi5r^vDsVFgHpwE~ zQCai*omE$8N^(_fDTY&6R%#lq)r66v)YC+$HO7wmTM2IbfCb-2@j8#+sO_(&s`om^ z+RFFo#HBO&-_LD31G-cHcquxJwT^HJnBAEPgqjc;{Qn#UvTbnC&&{TS4HX9DKf7@dAT#Dxq zSnFtR6H(J-hM#ma0nM4F{x5-=J?3s1M%}-J4U(^8W;)nQW&1(=^uBYw=OEbnF1K9z zz|^O6;25%IVn;;MLMEudF&Zns#0)B<^f1=G6`z}-iW76t_R6Er!tgvG6Pas_woN6N z+!9M~#3_=X)xqG4JN&!&PGhdI?ckiH-c7fB?|GWWJ8==|ivG3LEaktm zM>z;3p=EWp1-4O}nYeJ|mXA)zA^I+NV(_SucD$`UzZpycfcM&y8XFZZvS6ZzSTT^k zzSv=KrK3P4pyIe>Kpy+v9dkc7*}GytVHj=EqI)G|M^4E(Orp7Y6bj_S=$B95bDQ}m-0IWc zTpeKZJ3!0-W}J>iUejQ@Ua;f?l#2N3b3{kCpPgr2qmfh!IWnXZljMt}$Tv<@oqcVF zjr-kk!7E@*Y+_!+*{^5+=^z)Dr1z9GuP_|eNL@V)OroQ#7Tt2X;`nt)JvnZEWCoD2 zXUz6A@+Y8`**+LP>)`mFRO<p7zwm(#X}Q(sMCGmcUFOa652_OX^|*q$#r@;mk4s z002kUm~=sW<|Kg{yG!IP>=%*OmOkH~2z?|j>d$(Stjj7Bk{nT_QTGJ`Pf7I{Ip_V2k4bg*}A;I^~5Z zya79X(U}v@HV582Im#*`xUQN9pS1+3P{Oc`n%rT2l;N%qpt)z4Zmz2=D*T;5et%#z zHG+T{smsTYnHH#Ey~MH7!1k$6p)FtrEl_)5cz*FvGfW@yOXmVU{`C1(g*VMzg}O2806PIF0&J|f*OLej ziDQk3ewy+muhop?iRO4f7c;kd`}IC=vXc7+PP6*6mk^4uKO{vI_!?59yDHpk7B5i` z&R(i7O%hL`+ly9n$4F5hy44u1Jk!k7@{Mj|Fx5IIOgd!K5Tp>JJ6brQ z@X!%SJ>5dL8)t7kcv?OmdbW!0d#Y)AnVvCR#EFF0O;U~CG#(tz8*Ej75jOLJmz&%s z7pqA0*G>R^&Yy4*jy=n?s|is%@rZi+(5Fg0?f@O~Zmr3O3C2_s*@tjH$RLP0WVHGp zE|!Qb9ZhrD70*faQ4O}8x09S|$FT4~+!~!V;kj9EY3DOfwNL+X^Z^Z|Hm)wK*y{(< z=BfIl-#*^^Lc!42<-s-%B5~>zj4n~#KZ!W(#fR4l#VTqV6)?DJF3PmvnT}bF?FzLd zc3vygTlD5v5Q{$cfvl?EH!*{)N!yNb&RtP%&}|K^26I+LutE%HT82N0A5j|6>r3vH z2|;wu@z+#(C43Pn(~Hv#`Hc){}K zYedLiZ32YIvL4lhuj$LC49O7nUAh_10`LgAvn)XYb=v(FHvTJU$59S5WC~&*)MA>q!rK}A4>^(jy{q_&PcCU<4bL` z#&gMk&a#B`e)zeNJVwVbE|Z;x;@=I87SE?jK$O2@lJwHRt>mMjCf%(jMMCs@=g-#@ zF8d7M$RqjHLk+MAlr^ehmrP08uZ)Pwle&tvSh~>bh_trEL<@VxD_YySJrD~57*M7V ztARV2oa-MFzraXHeQ?y%6wVUMCbki&x*L&14AaG7vE2ul@BtelVW3*-b3Fz@6!|v= zV(rocJ=(+ID$p>`VBZvD1a|V=ik08eQFMEE9qn%~1H}sarU7@%55CVSgNEHx>~6{e zwPxR<^ju$D8*v&z*W936W`GJ-l`B$D8C=%ga0`gpz-kt8A!% Nk$#JFRiw_lp33 z7o^mCbYVfGgYKMwZ2rK9WKeXKG2W6PsJdzx1sn-l5l4O#&;S4kF||m^_KjaN)N{qK zt|Wf#r8Mf3g?;BT(FpAv@{G9R-yZW`6whtHXtP%#6al|{?{2Tr^5FG)hulsyx^fIw zP(wB=Dsbbz4(Bd$vrR4>RJs?r68Txng zu%-FVNJx;V6kgjuN${nnUFl#^gz|iktF! zJ%!Q=@BWNAmso`@J+^G|X@4O@y&AF_liB!V)RJJ2Kv-IxO;I*N;Wb%+K5%XEv50AX z(ZUwrjIN_QU_9tB0073qaT2o-wI{40MEwo-DVioiXQJ{WDS3_HzH>kO8i1TE@vVzF z^7|kS*pgAnws#8OQfe^_=ijFrbJXjFkY~y^)gmuu_SP{QRn38oqp95|^+&j%NCPOw z2RmaPURM=8_lOa04bkLs3w%BIcT;KLN7U-g%&w}|t^%ew>!mk9J_f|bJ{r3FVLQd0 z34bve42oH5`EpXvYQS)$p&r@dD%AY^{3E7l&+C6|p-cPFydui*NWQ8k{ z(|{f1rEY&9zABaLmofY?-#;>WBkMwUu8z-L0ah%GyC-s5M4pYN-hWOT)o_c=ah^Ab zv1stg4Y@*(z;IR$H1dKgI!v@*9P|o3xT{f!9{HO^?HztD3huI~1!DmcKMLzuxS2MF zl-$en>&T$EFq)(-V{8+elG%-|SFfR)#wtg)ENGYe2!fPv)sG3;D_sy4s!|w>wz?n!ka*T`OBzjE-} zUNk#N>louxTs^bInG3STeHlMHGhJpDsbIP|(~(T@0%IogP^~r=$-abq9N9+b8*s32 zU_OqUgkS=^%EC5$E&c)6b3>&pDZbS7;F?JHA&}SfLIs-qnd5q5z8e zb{$(}DsVgQ6sI{v7k6o6Z=9S@_-c&+00%Pk6C$|~z86Rg0eB|%AxSE>lbz{i+(4IJ zu>UuvciC*F4!TLhsCd^itr!u1%$P&hal)ijP|UEb6KZjDqHzk%5orFkG2sEehOI6H zi=~)5HYiu?<%>_?3d1U2001xK;kbMB*;3${T-CBN620+gH{?KB6ehx`&nS<(IHcUa zvs{;-D6D633FvPRbcW^h$=ktzQ#@>H$h?*yFpFi%k7T9OIb;GkU+%!w+u^Fq0>5B&AmwS9o)B|RnjCvgYZcjdKa^e#l6>`sP#{hX4iUm z1r`+V>;nCTZm3GWst4igQ#v*z#r<|)SL3vP-TCv$=GDSFW9$tlYi&)C6THwuZz7+R zCw;`=_G!)W_xJKZ0XcoFQ=vQ%lh$rau;^C7R?n*@u+K-KLj|L7CoC1(7)Uo~OZ5@5 z>O1j+J)ZnAce*AAVU)ucT2?&_{W0~J{3Fv}-xGdIEsqh7ke_baznhbYv4_xC&M0z|CD(*&tW2z0(CTfpjj;MDHwRheu0=BiB^hOXOkOkCCYGX(Ikj0GM zgS>qDrJx3(y_>ve-3UozBPy)6oUW;iX(sRAif!517Z{kW1~ikb@&Y~y*8VBzum$6p z2T}+aI<}9fch5e9nMb6uzNlPupnSHy305seKx}QIgxWy9fn(>Mk717yqYnGcx_639jY)f12GjRDaG%T-r89zMr5Swrlp-4%nu_Lc2Rm_u>KyebJqgEDAHb3jML(5M z0L!J38kzV=JgEqm)SU3-Q_x$Qtks4Q7bZnkF6P}+hR zOGq2(=R#FuzCXd5HgV>o)vL5knbg{rf8I<+1$+^dX0emjN0R2pZndKQ79_$in3&m$77rVDZ6|I zTvr)2ENn|MG~B5yr%5OLO)6|#SJffsNCda8AIc7b1TnT)QC&JDI?8B2(Oj`0#sJ^c zBb9xXeVJ4n;Zs4V??qN{j{l5Cu_SV#MxZ%bAU=pvWh$Hi0CVpvhJ9f_09J9Ks-}D~ z)elKh-B#t9;lhr~4Q<7vpLSBIkBhP{LM`uE;1xX%@FopO&N(}oX=;P&7+u4pM~cL3 z!O(MN(VX%>bom``$*T0f)rZaOrrpR>#IMJbijA#}MDsnjdb>TdJyZN*QVJkdfYSW; znY*h(npY`-B#T;EvJYbj@XKBl;sxH}5u!})07Rg*0mH`Csyeh>pYnWrI~`OOYumW) z^joHWXDT9Kn@j=K^{%@ZYGxHO{wzbzYMdpvd`Se^8GCXUf{WB$AKx#Iiv z_irKSppWac*@R1q81KPgvZ|-^gWC~h^gL|iO-j$ph8?e9fYpXP z6&mDQ;S5K>A*3_j-gM&A?mrb9$-M&GPx8=AIq10iylpBiC0?PO26Q$FssB?Ba@@_! zYg1jgOJ6#U(fdp|^1b>xN3@iOn7OjxhE&xmGo&p8T*gz@EzB12QO8qfDZt9o=_z9C zWaK5PK~aihgb`6Oo~{C%o%f67>5BDbMKj^f!!^9Z6QBQxoV8`Y&BHcfgFCzpsg@bH zhQ5D!ZoCJ~P>PvD?anaF!eoQrHZRJ@&tglnz!^_(=7bGC&gJJk?j(|Z2hcUPkk1 zDjW(Q8t4fw?Gqe{sj;lGA@3`O>iHh~m%-hwyj)w2YX>&3A zSpB09)xi#vN6G7X8BJnZ=5}5LC7U7R2|H)CE{)^xzaY>)4^xsdlRviZ4}l*D>SAU; z`HR%~$JX4-1O(QDyfPu%W zYi#LVp^?_?6$HgATauLp*Zt|R7+*yX#}we6*I5|g|9n9?{#OPB@H&WDO$i70&c(Q+ z1l*{x7le|eNGKD05n@KwA~3A8Tm$dPF+jN*c8Ng{5;j7|2|U24mU4IkqN=c-Zd@kP ztS~QW(To0zV~`USKqf(-Vj1mgNgW^b(OyeEKz8xFe`4!3p2_yVjpLshDmI|WrC;N_ z5CYSf?%YIkh84g8RfxNSdTpa36Q_NKit6V2Sa!2!PCSffITDZ2ZE%hod7Dvb+N(`8 zrQuBl7upqn-Tx_rm+~gEFVQBg0)YLzEsxiNbG+=lqJ`#gFAL1ehU29en+CSNtCN>j zD1ZO}1;w+6OSU|)0y)25s`pmnPA^SI?4xcblpd`VwZVzkt_Wk3u9@S+9$nR%RKM3K z&ms8`T7j-$1Vj9#`()1A9I5CQ{M)gA-1rArK2F0`FHGKANn0v2HsqV9^Yn5wG@*s@$H?fvk=%gSE^SyaXy`D>z7pj-&#>EMUvuVU9)C1H z32|^XAaOY~x7SIiJk1k>a_rbpuT#j|m192OVoFuI>S=u-7F!qg`lLT(Re}Y5NIoc!Y~s@OM+8j( zfNxO^AOohOE>LE_93EjDc%BHBXy~iIj5P!!sXcD%K6MHX6bn8M^@m#fEy%>*rX??i zjy>TtLzZ67O`gB;J{l09s9Vr3W-LN2lNfI5eB|c>X@Z3PR*g-A2H1gHbYE71Qjy5L zXZLMF2+IF%%SvzpgE=a_w^=Y5pqt@{)`XF{Cp|eNfunXPePZ96o_{YB`}@~56a^w) zo8Qe&Mk6g~S4~ZSL&RU;4Jz*B#GS2tFtvB+=ulBKHwGEaU~hWM`iS3uaFY+p^DP%kS#s zFZO6m*@(TZ7&$pFr|`xRjdc0GleUs1Jwx^>m1{WYxHpJD0lsPvLi3wE_$JnyFK)DU ze;l3Vh+^NbLeLqi@JIA>A8Ae4p^HeQ1g$<(H-c7ULabC;)mI)b=7!n6EF59Qp!hxt zsbf(VSMd4sn?utNdC1xY)N5CNA*iu$xRm`h&L``38KzJO0 za?N0=gtf2g%x8g_+MdyB91M{0yL)^6rf2?BEkNd5$va<{on$zKOqbH-e%)RMDaBq|SQE?1Uu%Iqd4fhj;9JjlCc(jN6AEE*`vA6M+EHbW|~ zaE;MS1U}l(VG8->t~5QvF6F5us#)sS4R@6GXQ4KU!?bomZI_ZG!;Jr=0*WQCtG$u| z`6M~fxeXRWS9hmlFvUeHl3c`&&=9%IlD&~!2j~lUa`EByAH8-`+J*#}|`|If4 zp-p;*-s77@s&4YF?HlrFB$1+bz@a!?wEUuHLoUc3{HUAKVp?Q>lv9;(!t)?7uW-9; zNp&tFyHCRzcUX-H*gib%2<7drzs1S2crCeix z#vV>=_kSnS{H|6oL;>aq?U#PeZ)=S5#P@FA8w@=C;L4Cv%M+o@jxO`ul1Fz~ z={Cw-N3J^SK{Qh|mpuy5n@6mXr3#G6s!R|DuV&>?nEY9k)l4W7wMWdJUNFZTokyfF z`cwsS^W*n{^-_!JaJ~$Db_{IZjH%#UJZ6;&DNHd7NdzmzXCnkZi?qEd?^tsW!ZPM~G)z32<BHcD%V~R!_&Bz zh@oJTZ?Wv|E{YQrp)>B$zHWF!5MQ4GtaluzG{b|?D-s7c&vE)dPFRy9n__<@?SKbx z6E6>sNX(!+^e@P`o&-G!I&{YU77!~_w#UzTg8PX}J;NxVTT8GTm?9Pc4^zG4Mo~|j z6f^`RS%cp&aAe0oE?urlr z;O#Y%F>9wtqxAev)PwpbGl4KEdCAdeuuMs z2Xi$cfM2g5CuprnDhrcXB=R@a#;E0hGfbdvtDTsl2t4DUaS^Tu=IZ__y6dPW;i5Z* z!EqHlI&`JouEC$7ma0N*^?*7yt`c9HgxSXc3q1d36?RanOu2=lp#n@m3OllK{mV4CcvAN4Vly~=YlI=`#j^qj3RV$}rrX&Su0 zL8mcG4l5gy_0nmg>e|M2LIvMuN=gZ3y*4Cw8z|IJ$3eDowo(ro;xThdrO%1)+_(Wp zu#_17s0Q1!)EUTdV@qAE=X&}HudeaRoa7U6tWJY-FhZ?#HKjhFHFxJQMVomR_0uIB zq27pIdpXQHraDn$bgmU8ET&4r)iqGaNh5_P9ji*dK-VFnhfZUq%~-AhvEEE@b<;l9 zBS?=0sE|wtSI5QwQ@S9-uL@DeQ5;jdWyU~4eP1{2ZGpEu(}|wbv9vSCM+bdapf0NO z<0{i;gwpgw;|EQbC!sD1jNDCD7a~Ka!=_baPa+4+2FcE*to=XJdHF@w6$_0tg{anm z8?GM+%utS@AVNcM3v^}JmumoU=mofAfdvj- zNXi5+s4Jr+>tw-L7Tg`6X*pNA~o_Gi#-Yu6) z_#>vEq2HyrB9199kZCJ+3>rcrS#rN=^Y#S2gdQ^AFoFIWsDi$# zj=aV8I8*@?h{|q10d@^-aU6M=PDiBCtoQ&W7EER8Y4BL@5te(&WB>pF0000000000 z0AG(6m(`Lk8Mq*B(tO%A8!0z+?Cbf6>$^iC2QUKTZQB2kz=b{Y*aaX2CZ<9f|0HM0 zMSxJfibB8~zUdqmc+9gbY0&Al(QNKmv7He)AEN{1S|DD*HG#%nNNWJ!D#$!Fm1H$R zENssvY=C2B?nPORQ1MW@81;*+1bOTO{6#GVu|+os*|t0~t}`0~B<9-{|K*J9VJ`Q4 zK%OY&3Kb|ex+AwP)!bu;;ZfCvXkf0(BwE@^M!5r>&&aqp+!FA0_Z`4#*x zlTB6+Z@zXVgtS+qEP+i8j>HE^C?(h{^B90!uhp%$Q*TAIcnRcLZNnL5BOt*$BAIkx z>WyQJW3EB?w)C#;WEbtpduJ8Lk^{@^`ddr)Cy?;R4=D9*@=Dw;p<&g0yDTk-Ry_R} zV6m|WZXnXnijqL!xD{4W%M^EX8`t@~-~|KgfIm)AX;CyMmJYN}6j?N@`~xVF%_kJQ zm1R}mbj+tjIYDNKnTp4b$Gfs=!z6c zYQmy36v-|Pimnmce0)HRZXK{e6Lk^@9j&n(OGIuuSy&5gfPkz6U;op-GFz*se2Ku* zb55S%kq5-na`}gX)p9+9E-2e92`~BQ=u$g0fyO%fSOSPqg7kTrq4J{zQw-bMV_j-3 zo?ooICa&jf$e7;&Ur2#NURPPqf4P{7@_5wTK)zR=Un|T_lJOEv7H@|tv8BAaqR)-h z0J#M|eUuq0^EL*0j23Eui~+Hl;-8@?uMH@)5UXZ@gZUb&&z@UykA&YnQO)8bt5$^2 z3JkuF#|R!KqwRI(I7m|3XUpPF%dhht#Ek3(XSYyuk^nra3eKnBIJv23?v@45@ zG`K}>I59g@Ig|LFQ#iN`24hg7#<#6qn4<6LtNgTQi1%S(78Ud%IFF(~!5K?OFCfMC ztzH`QB1VfkubZr4P!q%qLIoV-C}earV>or?@s;6ky21Ql3bca!42JcQ-gv8{2%gSr zJ<>S4SKpny&D-dh#;-+0PoH7b3=%Yi*x)JY=@Q%*FevoBSGU+&u=en!4@hjh z>D@%1N6g^9Yt&-w1R@f)#;5RwAcoz2kc>pcw+Jc`<4|qbW14`+!ERirBAfU~YaJ%C zd+-JPns84@1gS0`-tVKSJ-9zfDz z_sACsii?aIIfBxhN-WrQ^J8{P67C&FIp=SINF2NNlfa`ncJkwUqwmIEo5aGxF0+8~ z=;{F^v9F?tw18|YuPN9IOZ9niq5*(ti{N~YXs(!eK$X_m25wF?AT!cVIU0A8ZSU_2t7jHNhsb&iBx3^5IonTe{zz8zV(6%01f zLeqx}Lo?9PgpaK%S(*nh-0)Tw!dIsIA9%;n9_ZrEdIkUr4>$4P-c;PG;ekJb1S|q8 z<8K}y&7dT)RmH(ZIAKE^t-&QM94F!~VS-iY;xtDXB7XdU*EN>H%KAbPlJ+`FF@Saq54jy)7g1$`9_zaEXb%bk8{k^{~fx7OP1W4V?wqGR;kGj4M82 zfJzb?c5#(3W3Im7T!kZ5JtmM!3T8f$4J(4tD7V4NRr6HHG61&C7vH|6UM~=GTX|bR zjSWzt+n1wN;htU>b^_%yxWj9xw6$H9k%7?Jn;)H`lo=(6_uVecm)@cjG*$ka=L7h8CNAplFbma&|%8i4~Uug4zrU+r>r9ukysQK^* zpST$97;{K29!0>{F!_^62K^7};rz}~v>?$cmo$K8p=DewV9oVMsXY`?aD$zcWVdjU!GW^>Le3-H)Z4Y58h~r`9URhf@{fqwsEoeyf-%J&t3Yd!YGGu71&)!R<+#k<8Nc2TlI*Lnk$Xee00 z#}lzyQ=U@f!2mQ0^?W5VyDl`BCFxRBpCMc+yg&sLiHL4302_rXidE!?h$Sm=`7=fR zROZ%DRFvPnLx?|#QSN;+;UBSPuk+KFi>05XwYx8wcFSvePgk}9dfk@okxZ@`b^4vQ zXho2hiEQ2jhNop8U6QCto7(xh|IG*VASJ06c~Fjz>FdBY=yvbNIv3MdavISkhUx%= zL}r3xZH*;JuHPC#j1xbY9$=y4JuntHzHM{ggX|8U>9$G67ENplL6>|e=WbsLqVoF| zAjz$BgP*9!!4%TFC4G$^^vj)I%HaMN$g?-Hrj=lbxD61-kU(h{cNenewy2+<~_Tu_G9 zd(vWkb}XwH2z;{?DnC}FV4+^G7q#UG)qr;VVKyl`vxCaSOyWB+0+$SV4!}x0G1)uN zs^FjVQAb0W#S8dZWQBMzD$Q0x}s8p>%W)N z37Bo2H%M^TRmEhY7|a|@|0&cKXgu2war{3e z69!23ZsGCESstB`hUjpx1ghSXQAfaWp&}gi&9XqCOF5g%sg@?%Ch2={u>|CLZ5Fw@ zdVI)c`hYnnB%+p&DN^_qr7d;q9I(aez4KN4RFK&|$lP7mjHIuTYH3ty|Hn?>sv;Vp zMZ{(In?iEl3sOHlPlXyZQ+-=zrK>o-X^HsBg@;i-Kq4CsE>2i(HaC-SnCoK&Z{T)! zJE*SPDEelWKqfI(QBY}DWzdKd%I0ExstlZVdW*!+e&7dl0D}aL z^r`D8hx3%6^Q->OezK@|4?_byObBHG8k_W(Ym+3_=Hk&{CS+hqKBYJ52=sIwQk zqwPzp%~aRt@A1*0Di3A+l<)h&GiymVUTPK*+P$ zV34ZGH}l)NN$RrDt|newT?09|#BeE}-Gjo1o#0bZ&_ZUSO@<<|CcuhZThkC%3>*0bQ%{z9JUUtmjU;1|k>rurm>6IPU^31ilb1dLyi!(b(o`F?jAT zW-<}SsC^m=iSL?>N{=K#jL{NqY35bwj4*fWakh5~(TJJ)%qr?n_bTu}_Rf z^^XqGA0|#~8paq*V=+e9*H~i!GA$zw)h!$oG#n+MEXybieVHXdH%6qz00?E`nyu=L z@BrE~WL77=S$bH>@Hi?q*q(1hv$`X>|h)+pKyR!o7n(N*K-Zxs5>&0NU39XPh9{O z>c_@2)aFuZNu*RJ7~w$nPQ?dlsY-oBE6qv}<5uvT7RnRwtEn$9%%^L8!jRYUmENp& zne|hh(lmYB3f({+OM%|mM05YP>70C)7<4XL)6V$!(iCBnxgBuySmnYVvH zlT_`s#GT~iS`uhGZOip8ec7JE3Q~E@^*dHH*21yRESI&3OzEtStE`%} z+3%3M+PTOEbJ-)+SmND%U8Vw^5Y$f76gr#Vk#>fqik`_Omqd^Tt#y)9ZJ5=)zbJ0M zQRcm@MrBqorCO;BMl5v)zlf594_oO+Bx^DaDng=ODfhqUYvTBbt7H!^&AaHrf$+{R zwLwr`)&E|`sJ-xuoSET-?GvV7o<|G0nJTEYVBrl)Xiafc`@}-FG+U>LJV!@ePyx2#;^rDS z_wjRw=ys~{loEWLUGv$s)Jo=K0OxfZjv9%RfA0)%h^TDskkrV5|qX@9mB$ZfzeK*|<+`ai)mpLk?dX#I= zEjw$zDU9k+G&K!s<%_I6!$$23Lqg*}BJV1fQxvNMDKtLY_Gvnsgr+#3W4F*~=Vu|- z(FV%&TECo>(=ey}!;Lb)T_yt?iH+IT45#@F-5pIOdg}VxH`5~_1Ski17M;He!K zVs?c|KE)UJGF?udIf-z#!IgWA(efgyb3;@;Bc4+65xT#DVWC0@atp;?PkiQ=%Idyt z&%Gh!(3IU~JvpVGQptg65Gz~%v1}0U`JTlA>sGy<$_(k0Uj9*Nq0?&Sc(K~Fals=0 zX1bw={W-`>xUEoXWY2PZi0Adjsw3R(p{v2wDh=($0g-`ZKdZy_c87DSbfsQ%J?U;U z>$cXz8G6G^YpT2%7`R$#UjMt>ToUmrCUsrU{l9!jF1NsB50{;vQ039hH7gNp1QU@SP| zEQ*Ad8pHqT?ddNo|C^b=uly%7zpX6%i@!H!pmGdMxC9RDOqc}@7@m&aONQ5z@n%Px>jzrpUnHFt2oojOXCcwP zWsxNEUsAKloX*=(20UMFW&s~7;*l;J#%W~U81_6j2B?L^x^=R8-5z_GKi^LVKtp$T z)2<5yymj85VQ+by9mM#3D=*R-0G}-;R6rtlpwJ25UnGY zz2+{Tkg6?-rW-V;=pAP~DTcsALwAQbx~|W}^+A{diQXT)=O9OBoJH_^4aJNc)|TEzy%O);lOdCEb$G z7Lv%I_9E*~6YU_~qE=rp8NI=j6(Tmrtg!GM)F6##j6IqpTr_1z^;_O7vXGl|#s~%A z5zEKWxItL@i-Jt0WMU=eae#8+dPvt`8aQEO?mwM~9uJ=`ch)!OPxK{4oi302I20uw z6vB_)*;?Y48pJOrP_z6PMqFcX@N?FTj=BgwmxfC4PP^oc`>23vQ2sJ(Mc5(=?w8yX zWDj$`U+;v{38bR#!r;**$aVx$X`dnJcnm?dVbI?gMp?GT!z{fbBY!F!wt2l>d{^a zGOdoRluq6=NGfE+tpvm!5h?1?I4o~Ry2?;dKzqd8c80HC;11RTI4|zOd;;uD_TjYi z7a?3eCRf?4+Vn09g*ZZE$4>z-)-j?fSt}&VRnh_}`#+`@XBGCUR48Y(-GrqkZ6QWY8h#4>lOKL?k&b$!D72wit*YsPt>BMS4VBPE| zZEn@M!ZM3ft|yq9+_fE|ZNGDHshOYJH9N;oqN`~uEgCsiJe>t8RFvCx>6FM6$AO9{ z)*BwQ7Q)tU&zz=4eLv*tT@|yTuTgRA}X;b*-pgU5aowMb~oIVI`MUyhwSN9>mDDf#DS{?*Vk#^2A?QuV* zgr8T#T=Ou=PAx>`M&0QSVykxAj5iwoj1j>P9s(*H-Noxhg!*ek5L&gU7)bV@9#HI} zg66%g!axim z2ndGTGa?iRE3u>Ke=sKY#mUmfVD!(ZF9K9T{`*cQ{Vf9O3U*4jLv!oFHx*nrmVaP2)4 z<);F@`pRorW)4EI^vsncw;FV>{>)3v ze#GhvrW1pyRnDV9W3{^oX^1_W;5c!0&hJjt;esNuK*WM)cm2%J)e(wfYz+l;c&*(8 zr*rti)LTFq&Ms?l(xfj-y#2XCPh}T;kFaX}3vo<21F1i9qQ#_9sUtQ>@W00}k~xlX z5S=5yH0*O7w2@%CG4dA^yrwsmFi{Y-jy2_x=I9yVXAsYHES}@XBs->e^4jW(kw1h(ZMs3mXBJn2h>Q$!g(+9mB_L?7+H6D zyB(^HbNX1JFU~cKrKc9l&{jhaLC@)PCYS*(+^u`i=T$vKRX{S|is= z_J+GZ^2UPOkYmb5m+kkN!f~92kq(^uewd9|OJg1?RP&-OvK~adDV6)oR@1@I= z!k;2>>JAjt&H5v7fOWzyZ?F~_6-Xlk&Kva2qcY$-8JE`eO(4!YMA`B5O@h%m5S(u` zn8_U7=foYEpd&Il@J*(^9b_X+26BL)9M%qQi3@&H0CmDk45UszLgh@!my>8`&v_@~ zOlB6YGZB=0?Ude3I4&=L@M4eK+U~=~Vj_~cAM0BuUGm9(83oyyJF*}?MVL9*vT!6H*~l&yooSs^>fVx(nAF_=8D>5|m0{CI6P2ViKX?>}IvFX5A| zr$Xh$U&9c3h*YF%zX07&4`#m{6cf84l&MeI4!)dgw*ZN$&a`u1%RBK0%Ez=~MDY_o z$Jh2y22CMPVF+%?09)qSlUU1pfP1K)?w(u;Lxh)|nw)Oe__Bo3)oY2TqSxyW&U^%m zo}0K(W2Jw_X^N%?=c3l6e-728d30qCaip>;kvTE6(okfWmHAP-?}Y^FJ-pkcpoK&X&-W~Ugc6|l z*GEt-b=q7ue3^g*l%c3ycxMEwIZE? z$@8Cj>ytB06)W;oX7@~f6Pzg0*~=!$`VtQ=G*R@RZkx}CfslG(W9q$=Xud{@SCDhq z8LI7*PZ^g1B4%bPQzkm4B-c>|C}5(>UZ1#!AwCT~fRus@C0=F4;pHhF7osE1!C$W! zbAlmZ(~~=;Axqr>hu_WqGBrQ8lkGf}LGl_5L)Hd&Jj`=&Yjqv}+?vUgD=+T)d~ME} zd8lN4mw#Nbh7e{A+%nGRTD{n~|cRV)<>FPn3DWp}x4+zG_prjOd*W(&J3KdO^%5qmo(#*f>@ zJ9u$BxrW_M?#3^`b_9M#-F0+lO&}h%p_z1z%@=W719v(`fe9~SK#)C_Z_EM zwO$>s;a9jJo-HpUPxlYwr|V5wG|xJ-QPHpKk2+6Yuj@Z`9K0%le)nSgHgaAgPYFN4 zu4sSojCt7riGe!LUO?behkHlAR{{|60qaKOrszrL61M}Fm#5HckEaQk2rPN!0Rmrm zzGp3*+X6Rv_JNx(oj<`|P#(vh*DpIdaOrS2JGQ(mUw{uBFLBQ%FIiW(M_#}e08rv} z6{vDuvsdvl57e>axz4)axpoTxN&uyRev8L1_piWPo-^R92R2X+XaHP)v3Y!BhQDK+ zrv(yPr&(h6jL z2dP&lkp8LW0`}*?Ro0o;GLKnD`|F%rD=_K_WF4{@*aNJ2)mcDauqgn310uc}yy8A| ztYukuobe32?z`pO>AWKD<389_BJKibyhee3FM~i>An^G7A?u=5j|U!z0%U#e@TT3( zTI8AYiU2CT3ETz6;C*2sL*rZh!vA>D^xn639=KTP^lem3z#?)BNo3)QK@Xk86qmto~F1%7ic0% zpjS0RQ=x>gF^)XjV#0WYSo zw`hpFGK?zy%Yy%T>n^Zm_uK3Lnn`8J5@#DUgcg%iTem)NIxI;VpsRY&YejG2wnMN@ zgC@Y}jx?$~Cvetw*HeW5Yc9!{Tl>HB_Pc!FsKM^izj*sKIpRveWhVeed^% zh8_}%uXV{Rv#*J&pX`L&;IxGSXbnH&$sPcmE%%2rczCV7cBXfT)lS;F>YC?pZBt)+ z{Ck(?ZT^QOw~TKv8ja54%5m7>mNnf@0?xvl7_W3u78#Me@}N~0Sn34_NCT0{ChM8L zNbUf&_0$lm8B-_yw~*%$pC_FfCy`MN3YLYG+I`Tk&+TA7HB0cczSqS(B@+EjH>)*A z`@d}FA9srMGyM-O&~3(mO$|~bau4%ygET9Y zDV_waP7%{Gk_oE@fuCb&BybK08h7)Vp)=erb`wS=H(!!E+-ytVWo&d#9@>H#UM=jegruu`ZW64FU^qr;*UVN^>qJT)2n? z-O?eR?$Xy)ux5mzOS^aMqUD3Q@V;Caj2?^nq_K5bTXT2S{9%P5!H1ef*vV&SZ4A+I zLw`c5d`+fz67CKwgQNun`mS^&B97#z$gjR#NJod&YOzXiG0%3( zOVKmTc3UR&JQC~$eP>XKDx$!1gi7b?#w2_%j_mQ9Eo8fbMj~tEe0{(!*yLAh@vIJX|s9#XEK%s0O&ZonQ^YY(m%+afjuHe)%1jEp@n-> z^}!9=adtjLdYg#Mi;;?BJ2x7f<@028xn7fEBc@NR<_y&SZRaC1O+{d^j-WIJP%@uI zHeY0~)YQ-hXvfX?@oO0BHC2B2G+p^@z0)eGW&-Ep88t7jYv~!m7KynG!nb^1lJo7U z2BuGn61QtG;z2zEw2hazMq0QFv2y_^W+P5v%uRv`(3-J1RG&8u?col~h)4#Fku>wF zobtbw;(Og$N~}t05cB%qQ|;J;0OhU4h;jSo+2+XgRzz+s;q*Rsl~76TC$)y&@S%-L zkC0qkrWB5iW?J@Wb)C-+b7g+WBrGRz&BnZx*r8ScR-_^nMY;1Gbho%D zb0Dzm$Q#ACKb`h$d9t>raI0#g;~*lF){H~y(Ez7qhA#1|4M26pkC$PGmrm~D(}l3i z9v)VNE=O2k*^KDgtk}QL+Yaw73QLe$HzQitvj$8{rCdgs^Uun(Z`+AT1$%e z!PvbFscz6J7uqOj+xDYxoFp1ch==?42@NHpyeTG2$y%CA(&Kse2Ovo2I;`glf8w!4JEKjsyj`C zK&5k#nHI7mll8q8wB#h2F`&#eUcBXX36+pe^hqLO>$Z{MB8s-r+$#8$P!!@AJg+=s z-(sz>dP3|2f?n=s+JKOJcOf-?@ekiXJ@ZGJ!g7j+Py3iUZo0N%h0!cvpT2r1Tz}8S zvTYvS+@PQBt~zZzc?X_^zpJXkRwucQ;7?38TEubJ!O+Z*LIg{l0pm0}6n^LDmC;3pk3KNh&Z>pl z!_RsQmkWeKCJ@=JH+POFC70qLt;J1^`b;alRecvDtEB47JegLGK?-nHbx3!liF>P~ z)gn1^9<|q;>>Q~fw0+evMXY^kK)q_ebmu*hg?`B!11RIlm^~vU;kA|bA^CL?7Y#>W zmzN>oo+a1(SXOyfNfqP_4sFCR9$Y?wc78r@ltGeXW-2LS;e|N~($=fjirrz=QZV|a zc|znvX}m+38ljick4=rvyGh~R`E#4cZw25q7mjjCs>yDL@iP@a^G^)(7J!eTY%YiQ zXUy>CgGp(g?xh77c(&0wdT1TW0^TXGZriNH-hT?TT>t~1w&7hWbO&TcK-br;s&OQo z^UYXf3yIg{v}^~nZ%M%oXB~U+Iz;uOlUWOv^Pf6L&8Q>%5{D+c_2U0I$5Xz>7^^nc zEe}0#o#6HRU`MJ-m8OClb3uQCm9hcBTrx_ls;!9b5obxBt)(Y(@d38>QeS?y!}tx1 zr4at#rPtq3$~&oLLS~lm?5<_9zEnm$7mcKEOn|)#=CQY&H1xoYo)eR@?9+FI{?C|- zhqRZQ^bIWCW_^8`qu;TwC+?8Y4AU*(TrU}`?X+F`9UpF~O;QaTmG}Lg{r?-8@sNl- z>+hGj)Gd2|T%;YBzF1jqERLCuo^a1D`JIoql>Jky_2B26De3H*IP8RV?LW-&JD4%_ z>Zfr8_{~C9uE>&oT~84}ruH-GtXfa!vubTroo93lovksM zJ0qFAWE#$|o0J%*68c(Uhw#_;R`)Xd8^G-8e8> zbTjx=;INv?Pi2~y5Jg%L`c_3NlW~5N>&9Pc`ghcJNy64k+EzTn*fR5_QY@tIH=+Is z=>CF6d&dqKZ6&;qVCfh6tJs;?lR3h2HfVad+&o*{CcYa@B+lZ(gD$8in-}c|!)eO3!s;)2n*$ z9`xR1e?Q+%Z$6I?8Az5Es!ptL-l^tUt?R2KzxI1%m>ncI?ebetV(&Eb^af5{VU&VSbgUp|6c zP)X5}hPX!V#41*pCAj@LO2@bI2RTr(7MFk3$Buewe~g> zkCD5vn&s)8j}o`*dmDOd*7sJ5H%|iCiGPRFzrkL~sGt7| zjtMg@Q;}t)!0OZgmh+qYQQ>|;MGT2Xeze{Etdet2iE2CEq?sl*e(%6Mt-XvN^cLfuBrYJe{ZoS zod{f8fyrIs^GJ^)eD`;c9kuw{8Q=cyTf4)2BG`KNS)6JyhjD|TIQcQ^C-J@&YH~~! z^#826{s@^FU)-jf_!QE#TK@~`Us&E9#^*>j`S_7BLNFi^WyD8n$JOw$*e%1B%i(A) zCyv74+C99BDy?Ak9QK?Ib$K7!3+=;mn$s@Dk<1GAw<-T98DO5Jb_)Nws0p&QPq@5d zk}g#2i@Za6v{~Rp&h^BB-+ArlLD6)FIQP*H*t;UYEpSqsHf59zbx+X$!}v2QOP1%AjilE9WyE6i}cI&0mUI4YIpr zVoKWj9i5TTk#zfr81T61`4?09bvpVPc;%`Fp=$g0Ef+KtNN)_l~X(1O4!1Z zYpdY5!SM}V!a0E<14F;q2~*9I!{y&@@V2)tsaQP2vb#d(-?{{nQFnjF>%Z;s!dMLB zq%@Khk-3NJRw&`hVcf`isMlbK3^xMs+^D>6{MtSf7#H>{tN$za{$}Z(Uu&WjLw=QO zqKC2nE9udf`?QgKKb)0SUrK~puZht)fBt}UAFx41>!wA`{E+T>LrshHpSHz~qpmpj zyCN)l*1n zR^Iim82)D10iT!3vHqz!gKt6%oRb*%@9s@j!8zDXmb2hfFnTXJ>z}Qgf5-9|v3E27 zu33Lcpa0vG?~xa~u@H8c`}^}cZn71puWaP3M<@`20W|Qm%nMlB>0cKVC8no1IF&GkL=q3BY5lb#F#Mex$a=u^igH zV9soy%L-bE;I3$XPY7|~hK2j4Cz%jl@ehNQdT0Hw#=?KN$Zvt}7nJ%d-=y97A}3cr z0waGCnR*9D!YnQ(nR(pu{?RkL3fp=9@6KH0^q&e$A^Z(u|0CS^Gc5eKSXE)3 zWsUz=x9@jM>HM!I*59Qj8S~aBjC_fQb62krmzy|bMY_|&Zu!;K_>V`IkAt61cYX%- z{!eQ`{h9p+d|Zz`G@mNYI+|aPcWQquLK`W!o}%>pPN|!3b9_7FfO0-HSc%OEiIOu_hIT4`RpnJ=QYwN*k5U}Uz0kw><@rVUDU^M?Xf5KYxC8~F z4_Xw@JRki;TF*lrxAG=Sb+hqLa)^U)a6n=bc$9+3Q%gMyF(~KJHmN4HGRaO#LAnGA zTxVj8F2ZPAo0AV9D~Kt@4WX%s5_QTD)f^Q$2z4@@7zPPO1dl;ijnHwwtG3`tX5*UL zodT{k4=U_AW2T}lNJjc&M~Mb|?LHKL>;?{?-JL;B<0nf+rZG=eqV<8MCw zo06Hd%P~AsPq}1o&OAy(OEP^2&rb^$UcR2Kle})f^p_^Uy|>IH#+AYk?W}Jp6zzEo z9njlG&hg?{tM0!jO7@;SWucEl@^jV?pe}eZQYz+ATqpxj(bZSS!Fb~p>E_3lz`E-U zVl;(+?VnA#cOYl6jg5|^8h(_uJj@<7%YfI^!=QQZv2+Q`gHs%{XEU}IO&IQjM1?JI zB$XhNZvM{6;%8i?SrS58-QQvWj}D$;^H+EO`R)TI`LHs~bM%%MF92V5$IoEYF2p%h zOvM;MHG)tq#0yH%3#23#yz;SS zpNLcYd=CohrcujJ#de}e^yQ6B%TbWo5qmW4t}fgT*O0hHh%O6rk};;gJ3JPTH9Asa zem=0|wHHvFeeU64r=svJL~IkInruE+!yp1X|IC@JMNZVZ!m=6Smgh0R{h#*P?n+{$ zSw?&zNae~~i9nI39x30jgZ&#GVi0}{4;)!P`aWZjY++;c6j8;;bM}#&w}A;Y#Fsu% zukk&UazkzwkR3Rr1-oH0fh&3aXmp57(f?0G*oU+s-~&JXuk!6*sN;{g`i}_qj|TBy zVglv=x9IbiVE5ZD{yEY7U%3AND3bmS5&sCZf5E{2KgGNMaW3-T&it3u=rQ7?IRu2- zT~Dpqnst?r3=(S$s`-C?tUN*%gy=6)L}mNczW9rr|8?um>3d1=Kg9i94E5JY>){P} zeQ`5|J4i5_@SrT_;B0>6s&u~OiNArk5LtvYYWZsVql2;&bc`1KsS|a0GmaO~JQtEC zMQWCR%9K$US3BjHDm^W>WXAFTg_OQCZRjLhCeb~omgb_V`#!`s!ro1})Qy_w+9|Te z(>M|U^7%|4X|nU}x6p5YAXNFWCjhV*pWzE$0JwQCz?AMHqnf6>iTu13@!N4y6NRV9 z!z5$(CD3!dgj*4{zerPX{w`5I)41R`Qjc9ppqmg)flimr`cN%hSi^3Td1O-rC3^V*<(~cfGF)KQP$Wf@QVONS6ua&5j1D+YYZ`-wTnady| zbR}fTUE$v#=$lA7SIhAm<{ydmYb*qsq+2aOyH;1wW*M&Ap8~lSKD*9;B4Y+zk+#EwT^3eiR9h59^BZmO7SyM5I)e^ zM0yJNG#NDp+M=zqMU(~IQYTGS!=VzYDJ{da zSOT3UwW#Epna9=y0FpIOE)Gl}pAu3Q(_52e216Re_S7&~o(bYCY z;>n@f3~=uvSnCxl*jrS9FxGLVCJrrGMKC0#n-!LpoeCx`_RMaG8Fo7pW=?`xAv&J+ zl%M&)j98FT_-I+#yq8V%{iIEG4*W4*N(OyzX{8xUsZ+woOxXnj_hT=)@|t$zo?vcA zV=e(y!K2)x-(cXvG z`&vB{D>Ww9cPg8wb1OJSGzMKJCB6T7rFr4&X3S5yCGv|zXX}(>W55wE{fxihld4ed!`7EuPOP)1E*FoKQLUt z>n*J}dAn`aaKDs>_AEl1vPo1i>R?|`zC`Ur!nI~fby*u{i(T#|e^+gouJuJdF|>z~ zeYBNbh2xhIFL$Q8|4GxEXt~fjJ>iq?4E}Sn{vsT;7EJl4((4yoB3lEtd|E8p>*SfM ztCASidqnRl#6i+acL!I-+!{1(xm!WCM|Wdm=&?B#aELbU3iaCI0>5Te(Z}}2$oGo_ z0JQm;F~T4vqYdl@sR-ort zGqhFHNrH!yMm0^XS-Z5zpj{Ied&W>z;=U>)3yu@+G0o(em|%6nLWf{5BjGSGn#s#% zvETvEJ1*w@*QkubLcV`}zCK>QVI-n+X9?(^OAk5F&8J%>wH8H=(4&=+9@$O7;Z?K1 zTIHZGTN2xh33_?8TFd7moU>cl7?4jrHqqJ^0xwW8l7lBH zqwT`Df@Z*_p%QA)S&GKo`Y{j~B(5Plpwfa8c0bR`rK{p^jVl>Z!TL$B#DnN zwJO)TcRn^BLW~h1&?_oP)@k*Gr&fCTgbX_K&}(_Uq2AC2%S7wrI=AWZ41G@!r8XX^ zS4hrwLsmG{E_@cazB?s=!&3lD_w#&>UMH~IhDa_ggzn>xHA-)hm<9iEB zrB^QRs38$i3k`G#RF<_0IBkX}>-z1~~I zLO}ioVnR(xS9xk!UQNK1px60yA9^Iaf_X1r-4TE)6(0LLQ`|tg&71Fld-~WGwH;xQ z-dWm#?m{pmGV$u&Cuinvlpv$;@JE!4s+&;TL90~o1Wc!|`cutCG0V~=3bUB(i4|gF zs(y+3u-|O#khCB#;i+k+DmbO0p*mkU$)y){shYAGg(5Pr^3!D5M5D?-2R+yL$?~DB z#qjjBn}yKhnbRc;{%NOQze%J`O<#xai*+G0$AHCUul6Y`HO_2C=ktNyV&58%?`R6V z32dn{vAZ2VLJ4Hor=G77n`uYZNmHuaOzg6;;%GZ@yqZi>eBQFHDa5m$o}Agih6w8j zdg=ECg>j)`(PtL&1z8zx;+X16n3H6^I3%p8LZF z$vrB$pj+s*$nNyG80o1QE--XvDHhlJ_6rN(K%|TTjeDgr4#U#ve4XiqmYlBsy<9mA z*FAmhR%3METhr#@_=rtwkHRC>Y5P4D{IKOl{Eyh=$*m@llV z|8ylzCj_RUk$q?w8ds>Be)5R!VW_YLIZHlxK+s{_?Q&wg1w>8hl^MVfb(t&j^zByRpTNUrNY^Hud1_kpIzKEb6P|vBO<|7mzFDPY zF-UhkG)~YgQ#jB(+E^6F5tPnbRg~3TaX1i{CrA}PH#4-wtp6s(@ljxFx3SEMn8aL6 zD*^8)(k~b6D*`gFo)^1EAdL&Ksq}&O7^e5V*FoBh%J}%%rveh5pY28kg^4S|sYA9_ z2Pkhx(7?k-O>2V2_qYuP8>M^8_xD%_C*VxzA;RzcKYz*I`_6c5s;M~W2JXch6g;HM zR_`m4KKOFP1xgv_C7oF!SCHbn>Ksn9#(kIF9VwPY#MoM9@dgP4{;gV%g4YJSwyKf?C-unOcP`LLYy1Lx7a3~-c7GuS zoI+cyA*$ScpKGGpLpb@*3ouAQQM0$WdiJhGCFz;wyaT3d9oKx@JGl*`2vg>V-v?If z6F@k=$Ms)yCkiM@KfWO#kP7x#FigcsC+Oq7%MWXWM+)ocUapR>NTq4Qcv}^lEI6q{ z7bF=j+KBSK)vq3TmqBse_EC+vt}uyINxdQop*UDxfb`p=Rkmxsl99OPW{3Z143j>H=MNy1S1k=>2j@AE>tDOdVP_Uu{I zSZ6V`Ou-^-UXAUGA4T^>u;O7(Tg~+2Vo_*?&|Qv5Sj0~h?)QN<27~DUX7WrD) z13w=EoSNLY=xQb>*6oQb{*_7|d9CEUDf8>ZdNl}XbGf!&xxzHY*9S&a(htc|Hr?PZ z;ezpfM(Ni9APmUOrp!JhM;ChUf=nPkvC>apshU9(uX%}>#9=Vg1yn-RJ)pzp^l8N5 zg!9x0*GJ>ObI!xAHR0-6V480uI1AQsMuud#+f?J&zpN20qw95HD(#xse4k^BtF|!& z<6z=t;6;D%>Weid0VSdmL7l0)nnUS4S+gX@S^JeP^=7wiWkG>_DJnXK>lrW9H^`G& z$aaxGg`j85Fq~FnC8D)A-0yVnCA$XP)|w1$%8hMB8n=-Mu47KRZ9jV4w7tpXCcpLL z30x(QJP3#fc!rIF+k40X>85wn<@x(Z4L~ipired@HkTw;F^@CkkhC{@(g5 zudyneF7qDrCKfgC4>=^;?p?R8m*ljdW!V8hJc_Oiiu+Cuxr$CkB?xeQf$}qWG zbg?LM1Kl9HOYnm&1K;jY$~VdE-rmqd6UC!!B10Mg-D`^hP6v0+X8;SY+_h*c?L=?s zJVr#}d-1m#Dprm`-y5A#w__n`y_}*~8U}p^X401hd zjZlZ(20z6@p}AnvbDu8`Tp#3a>T1cy7^@R==r@ zhn6#!$-A7>OdFAS{H*KpZ7G7ycEo-L>Ny#~FFNrXb*8vNo~6+5h>*KPD>Vs{e35}7 z&#mH~#h^%!s%}syfdL00fnu0tM+G9z#k))TNPt*QOxa>Ez@&)vsWE~qH}PxS!jQDx zQOmNi=>%$7+YBB{EDfJ{Pte0V5i}NZcZZ9`@s{>q-x2UdI2yxVbNjD3btXmCxJDH< zzC?1X$_h-AG0IduQCPr7l@umIsUxr`a`l&2aMbd~m1toG%ZY!iS`yf+(OU2wNMIz# z9IeTd;uRMULe}^7{a)Irf-5%}LaL$hH$s~9V=sw(zDWdS5MDE260_mGh!dSg&r^Sf zaHi<#AiCa3l-0qQ32Kk0fK(Cx-s;O)d^JBWlMVP*$~x+hy@v8M5Ux)$9^ABghb?@Z z#?^rC)lMSWeKa6hL)_LrYF92qH$VHO`{_{zt?u+Z)@c0l^Z6H+#49)fAN0p~B2X290c8tZ2^EoqjNZ%U#<8`1EGED4uyiLlR+=Q$e5| zu5D3V;C$3t?Iez-0^N{q!jmgbPSo??;T8^5xAdn&-1UjNFit9%(Dsd*rPNnkKK;^&fj1ef6CMX6jC{7^cFl?5&r&!A@IizeG=S6!_ zjrFOEg{ARSDagAPz!YFcsChm_|MCkYEFx7^aRrq10{+!9BtS(x(Bbc8MRzo_LQA?w zP)Ct-i$c}=@`+BDUg`0%RyU>(8Sp=lAFdG|N#pou8MM`~_DwcDm4oF4{ezb@|g z8KlR}Wf*n=7n~S_A1p^p&Qxa~cFysm%_+-a)uT5C7{_)9<)JZWw^XESI=XCF!wip< z+XIW00~+uga(8IUA0JDdJ2&&}>t=g0*r2l>knJw?oR}TW5`na)<@>3kDwT=3wXcC> zfO)fuehbMD-P-SrAJwLK#m-x90zWy9n1-uh>M_Gvgxsy7$3@#;d+R~8B2MaZ&8LC% zM?+e>nE##x#9Khi{i^3QYZpdRg1q!R-bj}RKi!sa5ItBod&)J-+^DuSnwM0-mDcR( zJMo$hHucH>;3aXP(k1w}e9-Nqjj}*c*=DSbX+7eNlWZfA+`;2-r>uq5>hXpKrP|n> zVbJf{V_pR>_Q{l1spr=;Aq+!XUYYLU{0c;l@`P%U*tQke{3K$V^f-6N-Tr7;GpQcB zou4uW5FArf{e~)9cA517WgN{1HQrwT&w{z3flzNT24wOnQg174d2Bpj=(wJhwp+Ty z=Q%qSe5c!owC>0-LbD&35sIb#Y)DV`r(#!O6m5{)=`l{Tq;!yE!o{Q)aSNEd5L5fW zD^}UI?xytT!33&rjvUZ&mf3CniW9sXkNgW+!=(*HDO-^KulH6IK8T1A000Nk-IHvs z`Z3^i8rzO9&m0VGjeW?hpxB)udUk!sDr(d~{-3nM%BT4o34+pM3x9 z#8R}h)g8IVJF^HL80bdC9h==cTSV|1fSF}M=H@h>;&1t_od-h2AFuNUr{9Y}T;N#a zWHNvyyaPXQnfE9Qc58}xhdxMYU4m5QSxBcJ)iq_ZFQQ0K{|>^gkUaN_-vkt@ZXHa< z9=1PY3#MeN`-al6VrE`!VJ~}l!5t(qes&&aswJe|wZFZ!(^KJHPd(OD&=zH0J8?+z zJ0=Ip@yH9B7^KI?v7dwjMp68SraiO;KAWb(sfcN4_P}fM`d(PZnrr>~@LV+g^#^PH zvcMlDk;xr1L~)brgxP{FI#>oN|8+r(jfS;h|C)ks_IzQ@0cv+(@!nG=%`%S3#m}!h zs{5xw8as24b;;DxC9y}Y+Gla#U5!>t!yIo7m|H4N;zBUyBj!#R(HL~fhE0v)PBIq% zy%Xj`_89Ef#CqqDTDGX+*(^&%|E2Qq%bWCut;t<|ozM%PD-2Hd{L(rEx_+HZun*{ z1l*7m5`}yYM-FEL<=fg;eAiX`4ql>%8awH&bJiK^;O20`2a5Wq?jruceK(Wv_?B3j zL+Nzf`nwrQSQ9KH+GF#s^v*Q>GUAy}w1xe?F}G4PIAVafj+$wOeL1y*sT&ZM*WVhl z*;)lt*Z%VpaQ$)8s?H?+MrI~N`%?Mx5sUJHd3i!0H6b+!lP}pA<}i*?sW3wb&5!k^ zR3lSRnjm?SRD8|Pr4g5~wnq_#lanMS-{`^h;KRMrJcZA4&C7^_Q{qa`9*Si=utVBi zy~{i78Ue^#IbcI=^W2iT*wF=IxemC)h&7HH?xA>&uPANo|BJd~Y@6Hft06cA^j&1zGsuw6@qW3X%uJ zY{==xGAnlrl;sdFSgo&Dkb%Tohl(uOH?cJzOw$M~mA5nY;#`jNoDl}z3IibmQ3avAppB(Il_GsJ+s5Eknvj~TcWb8m* zSz>4t=ryT26k>qliZ!?y)YDhscA>MZl|L2PKWo)|F||d+tv$5}E*KnoxlnCI0V;#+ zV33NQkoa#HnpcUZZ6YBbAO{)LktFOSdxQpOvn&bCSCH^~JB0E`8>a<}_UhQ@7*^Bla@*#r7OM|i;@uS3JATS_HQ-6D1aspxL0u&g3Ht4>WtYK+x#Nr7B1Tw?Qm&Y zavpS8x77AeWDSF#L&lA+I!f&bCg4UQRRFP!`>b9lXdg#aD$)*ElVj177IX7?pcrkF z+}^IA^%Y(9(vmF?7S}|MlnXfQDW){5vJlDL4P$B3TmK5FZkbzNnq63E&j4QxPsM4GSZ}3ch~g5Lh(C8 zI|?HPqe)U`JlNI1`d@SxKZf6bEv*hNF(gkY?!I)y9=@?7`j3Kfj*NM>f?WRjOL6j| za;rsReCb)te*|yki=dN2rjrp2PskifyWA?-r_0N&tgmBgW_Yal0}eqYvsVzK9$8|0 zh2%SAK&9K@p%?tk%h50H4u}YS7{1jHy2f|$#|1^IV-b@gxkW-cVbW0V+aVqpDWuU4 z7iy@T;<0{(!A?=m1ggo^adnWwO^eQcURW)V8I$WS@Qi>II@sM_6LSah|~bX^aStkE%9E%LZb zkcrKpz53t%T0z3f*|6LZt>*_F4}=9>Edw!-zyv<$QigAh<6mt6ct!fXT|Qin!q-7g znh4GK^Hq#p7e&!@FWp`W0$Z?{4qmpc%1}5XBW(MP8>4bb`(iL~Sc=?`_U9^_p z_%V5A_yyqNP*6(Y+bZylA(K7_ZZfQZmuc z>d9saPg(3efxa6C(rA95Z+A2ct8>T!KNS=G?Pq-o_+L4}olY}vuw}mp!Ft|wtxP_M z4fV$FvM)0Ie_zy^9;z03$ZjLB5#v8x9@cJ^%1+zu1U|#(E=J%fujuSq&{oW`*Jx+u z^6Vpmoh4O)UlGEoZyrXHJ>Sm960i1FzPch{MW z$ER74=ym2>j9AFIgYnPjMOFmqBkWE+Y6P5M8scCwUrth4uT)Z&ddxjVwe;Tu-*g82)@oIZQ-Cwl@9 zME7euH!3pGw8AF|$ch4_x;cJ2=H63$oa>ZH=OZxC*EBr8wi9046cTVKb{x0YuIn7ND?$|Rz%FJUXAwucvG*mZ-{sE+RLSMt^_>T@gc0j!VXT=W$Q2$ekPQ5}z-k~l&0O#Yj|^JoaaBf3o=>wA+X{4@^c}|OLeCBIHjVoj z@fd)dcTu0fj^YQ6U|&{BhtukieASXXn_+1 z{!s<@Ef(2u)85KhQ~zX59xLB6_0l0g+sC|X^5~vnmJ$BDOLaQfN8YR7rhruSYg%A! z^FkQG4|2j4nCFu1*5*8*$1O(eJmiGGQu9~-O<1!}Uc<2qjN&%`Q@9w4im(>_LSP`+S4xYzfl543JCeq0YZDX-Tl%jqx z7~gF&ZFKrt&nYzz$url^!k^oaqA?1TDbsfsub=GV@~3R52xqN!M-Vl2k=sMJ$J8%j) zn*jvsDjg^;acjl@`FeP?TuQ)wIPBX{y~)5)GW|Lcr^R2lbPASE+5A?Tm<0rKw&QM> z=2PJ{;X%xYeNMfQ&==T#O{cu)GbF>m96xF@JyL|cryOUX!TimO~EOY3W zX{z}gQ_td?1UfUz*(M;pzjz%PA~wK`DvpLgz|wnOdW1GN!ys{q^pxWap*67I7h{ZT zVg(BhJIKu_73skC^-=Ro!%3&MG8P1ylj^GhxJdICQE*f807#jx2)WP|b+Z05XaV4` z6}9Y-nS7S_fR@KM`$$2Cg8(PbyIi&ghpxX|Yi{N`&^_)Gf||4GCy8^q^t}#f@OhsCHv}GU;{;*j|1{|gR2WLW!Tb)yhT7w93#gUnUG8ohy6h?335`E- zF5h3rN%)d4_a|hgvASIFXHYzS&~qsjw#JfNbj$l}vz`wYV0|NMiJ_S_tRs~bO_1-G z6N~5YG?<4VYd83w#FFO(*;XAd!UA^K@3S&a7+P3Nhlth>J-^4ni;G>87@R)Upd{Iz zy<8s00HwuCCB#!rI81a?sX+e%4y#Fk{nguuki(fFk`+5w@Izk(7divV+yk{zR^lXc z2Y;xIO>g}Fy!8zK3FbABp?onHV;hP3g}JFz=Kk>!wzK1ipyOA*tsB)vbI@5OKrIB0 z#F^GZG_?ym`V1imCodqdqTkdV@YSNWk~0~ji-dV2ZXW+80#&<+g7E=xk#`PmmbDm^ zI&Mia^5Jd|vuac&wfr5n>A)Hlt*;FqUk75tNpShNWp1vkEEfojwFtW&J0CiI9)E$I z4SM(YFbWzSC>wYAc zk6_k3FDK3Q5$Op5)a&Nj)fff4UxIV%12itULvq_!Vp}h|gqXYg*th-&M_Nn%_!K|& zmS}3i;~U<%7afIqE&E$mdlYm)3Q?zD!PcmltH=%s#!Ydy)I2FvDUvYr;^MdhbG8;f z_&dI4MiJlGqgawjTbqt;Cknsb#d!EiGF25BG`%nEiPLVxUUl{0M zmTr)DDYgPDY^S<=IfWYNtpi6i>MJI(=3e`LCNdI3=p7k(SjtZsVQrt3ga?&Q+~)L} zB8*%pOGm4lF=it-{v{fQwUZ0hE~0asZTy*PVLjoZ+xOqsRu+;tUWXmV2eyoD2e?~& zNNkrkSH{o!zf3n}ZU4fTTojB)G3N&EyjB+w%NJLBKf`$wC>DTiwf2DQ!fe={%~@kc zqYr43ep`)2Q9Gn6m?miocE4#p(r=K8a&Ow5Jy35BtG#C;c419sGVj8Af$92y-+a&q z^I7j|hPjYOtkw>&Z&U|~?i_MucjDKqd~c2Twd)@jBCV3U)t8N2NS>$e@VxdIO`6yS zK6ksj7&og$%}E|sMT-?Zqsi)7Wt|;#iyy?4><_MN*TYd|3`_ur3%nV*bNrV)>ja?h zXuKs3nJ@jv*O$y4WQB(1!XE#=_6}T_a_a6iu}QeeU~pU9AQB~}zwo8TMkUvNNp6|o z%>&*)NI3MB_j@g}_EH$lu@!MVwMXy>Rm>yWpv|G)k;)#g%UmDmv zBK#RL8K@gX^5o_X8iuremIGdThm@2aa3t$^$}1Y6<+ht=2j(|Sw+TL$kmPGa|zN)5UX>xQ`VW41r8l7-~?yqn*)h_Fb;E2TTXqro=1V$>#@R=f^! zJIvTCphGC-Vt3lf4xUn+@V4My!itH8yAY8QvBq)p^*Kc^v3K?8 zN94=Zmkj7?9qS_2QP_8uK>mlW+PIx$|TIhpd`9IJ#BYgncb&nBV) zo=;i@nx&M3h-6L|u4qNK20y<$C8tf)6NbS1_cnQp;~s2mP$=d_lhi5oLK*aOQjXr+ zBW=xW=LU9q@ykkd9u?aT_N5>qSJ2QmT7JIiqg&(~Mk!#$Rgr%HSAB}9v7pZJ$2R|v@8lO>TIt>Lijo_Ha%|CuP@EkYK%`CX zg~o281vXCTqqB8fw0=9SBj74oKw@0 zjigxv@w92_6pEbiLOEMw#uUu8Lf>pgG1w5tL#Ugmy?_1OQ;6w^ftFbP;XWtK_6``3 zP9s%ePzyjq1(2a9RuZw-0I$4i4)CC~t}QL;hGO%2iEIu{>sGeekv;@W#>}X2T2_~@ zJ@ds#AiXtM?d_3>(p|7|B5bmlLB|ncWDP6Wx)v_&YI$Mu{tS3Jsrb?cch6-?^kB!T zNImftBtt1d*H6>c$vAds8D)Gn==T}CWVXvKD2ViX3#eJpIrQQCjP2gq8k%?6Q>#;prMIm&;KCv=g4i)xt|rChX2A8-qH3PyGqrzjbK!K; z3_;+O@ag0)QV*ld?s?EmPFrm){P)tk5xpP7Wio9c?Gf8Fh%U?&j!-W}S{%WbqvA1$ zBxEqLiv>VUI$m4imH26Njkb{Q$)g0nA>hs|_Fm$TrOhrF5ikl5rby)AItL6krYM?z zY1)!rK>^w+kal$k-@ktR}3hexq8y2h7)oue>2_z!bQ-! zJcK%T;o5K^t;kioaUu*K-9lR->FlrP{Lyrh0cW`3tsZ-{R?7az?54l`-Z!bB80|j% z2Y1YJSO#M`C48aJz`#Gv%GHt>wCeY2~KjYf+T8{!@u!=axe-h-j9 zddE%&1-(egZl>u*a|EwkKg`FJv)?UZz@@7r?y6ggVDwhyO!dcv93oUO6WOtJvebT= z{11KhB!XepCH1axW`n60p>GeIi5+^eLu!JeU@fnh@5=XC$-qGE-YnVq#n5k#JPeM3%nwe|vz@GltJWTO<6M;Fe6Hlw#e2Z^5sd&h`ME%^J8* zKy+?F8}E8U9$u*3ECc8{vTD+W$<}?%cm;GVYgJ%>A$w$4EqsZez;eSW_Ufc7A&pOW zV{bp}x8@>?8C#0Kz6nu}(jG;fx@W1kxf7*1`H=Q{@ND$9i*T8*Ek>wse5!`7P3FE$ z{b51#;E$l%;e!y`v=l-m3QDOmz7;|!!SOR8U&B&S8dNH~QDYSBUk^PML^So8_#0FP z%}S2)cSDw&GrAmEul5hwt74&2pnlhg>>uioH!eOy_+oaeEji@M(X7 z-{gR$;zh(|mpQ#gK6nqg#dYYj=t6MQ13CpXEyKm53VhPKvxc}!JcNzoJGWWlLY52d zj#Ud9p1mbNls~A3pW~!^5YghUw?=^biClxxmnh$Ey#2X*(nB zn6))==kVsh|5J6Az`@&ogLlfFFWw1oslhrgri;ux!)R9Fq9&QL{rO7LP;5S3340gF znHRUGZBFK11Nrl>dP<0#Rp|7_7GfXa zJ9ulro)s!Kqmt+gN|Xb*v@v9Ufa0;4u0*X~YALo{=#VO>u$7kFg1lRnUApL3NZYU; zNlu!|P^Ngm6=8MJruAcFflm*A39U60#1Z!lL zQ}(4F+Bl&kegHLdNp|?*(8Z12a128=>BMq=q8`d+gGYtob&Z~~GBI+-_1AlC#L)!= zZ;9ACYZ3;@C(n)WHA|17<2ul86p|sU9*%MQ7@*2o-Q#YO$}~HnE$AErp@WvGS|o-u ziN&4ta1*?z7!d{UorF^JE!VAhd}~;mduqc=RbNgh>`7~uO^ClxArc0%qr~X*dIE{*o@~0sJhtx=|XUMcK`7*>}L73ak7h+;0-mAB@iJh%r(> z$S}~*G*bvZ;!kJxZy6O6d<;ZTM*+W@h;U*qruZo8?WIWLO^_svpsB6z3mmLqS=IZb zKK$(!IP~6o-6D&iJrCN+RK&9uA#I4aKN7{b6o!cAKwGIFLrU<%*g?m>REd1@%*+5` z9q%U*k98KUMu5S^Laab$H=|@mF0LZn9eogBgKuy09#`BKUdMEtK>;$3vhhD$D>dUkPp5j%1;fU|z;=p^5+$dZ` z{)->|gEc0FkDiVOMIl-3UYlwW?G#9W*^~5z@vD)wHbv$KY-oqyi>1F~--ZyDOj6qT z(}7KVqpz01R39)~=2k$_&pZ8!3~NJqiXcy!M$eLt(RUMfj4xfYh}u)73Q~gFSk;Tp z)Jv>kQKt~gB3Tn0Rl@h~on&U#F(6=)xic;6VmRUX6oUCn+D@>1n8+j8IAT?6 z@vcxS&y*`OirLlevJKlOASkxRp_CZe^a#OY81X9Lo(XHbxtd?A37Me{y`u_syHlLy zAhM)zW=;Iy=-ToqwMj^dp4{t}nC@~+o=rnlvgUmdgv7ljTf=#Pe*OfVT!DI=3tcT} z=IWZLxbo~10HVuBhS)B)0O(xE)wvEv*BPW*#5nkUdPTi2pzBvtVy8wi&L0B%62(?0 zD>enDGgxHKQQc7PBzd{>$Nlol#XJOQKXyG@fGz*J!0JwQ2~cMVk|$~^r$YX>2PNoN zc4>6cj^^X?0Bn9VV8$|ec)DS>&) zU^OmP>J~HCRLwRSP_XvNWW_N!WzL-H-iQn z4>fU}w*H?UuDTYz9}Z-gETpjEu9!69UQ=YfH%}(W54knfH#~f*GkD?Rcw*aQ{^$fW zjG+5nC{iz}^LQ{Kv9x{E$fu#7LRi@{MWmC6rFk<=3l}>F_^^1>u252yTWY(*>CYEN zJ^+hH)pOXLw;EnC$Rb!45?u+l1svS9{(j_-wCTGQmC^b9OHh>r zoFPs*d14Y^2zS&9+f6r%g)rD@g~ob8*0d`Lro*mH{*L*RJTe)e#>+a>4PyM>+3s z2!Ej&j#YdYR>&{mST#WnNv4J?JhSZGHVSQ2Opx8bP%umSq5?ET zU?uw#dw;i^&nxMy``~%$23EGzCi(?amZ!1`4Ig=9N>i1In@L1MvFpvIdP~D}b_Pk8 z#$zl`etBJ}BLvi-k`|xV@Q5G-th#y)ed0XB?o3SvLnej>oHwP00?J5$*QtfF7Ur84 zm?ipQNT$QAKb?wSI_1F4#U_b3WJAWr>C`#t~09UXm&%n z#2$;4L%B1oZRz<-s!dab(!cvfl3BJC<_9+6RzwTo3O;C#l8!$fYXx8kydMuRL@8W- zZ;7n;JK2*>5szu6-XyW(NbM!iN&yIP;B|JR5dD+MLudUnC18MzzIwO5z8(0WB?EIV z%4pI8FXTS~{b|Oik&4-bWyYIFdtw0Edp;y1FNk<_`5)EeGaLIl-S48$2Bp<{rpC%R zwQ#NqfSuCjVJ)qO3O=&F)@N|NX?mz*cfo2XPN#FgTOQ^-moCDYLzds=l3C80Vg9~& zyn5W*3Y6=?!i}b{MBP9e2>d2Q>g$>&px#iBL9F2O6Qi~rIzH%N}`71y3p z!9A|{Bb0ah_DsD+dl-`?LJBQmJIT$vVd%k`nZIG=10p=W`tHi#i(j1jC1}cv;sWRg ztE^t;sPpk z%8UCnQRg}%Ct;a@u8UZAM;87?dt&v0p6`=DQb~AtH`E67c0xQ{JHZFuVv^_Bzr zM6lQMtA=mWl!0i^F3Ep3m1Si38@JVgzS>22KSOdoqIP!0m{YHoj z_Io7b02b0^E~#NlXd0Ha+@V?jfY_V#shUzR1+L6t-)1lA7&h-co=VYgP<(eDvrgjmRG_f78?QNlNvWi z8(Y@cS}5IC?`(60s%_&QU5Pj&p=;ZB{VwX{rXCk+Sl#ngX`F}38wAY zY(I{qb9}=+^4%e@ZUGLsrodClnwZ+S#rWWHa-jJE_QTiE{nTN-=%|O8c*s3q=DISNzZ~rg@ zO%K3Hg;H1=n{ZqnOA;HCS&43XaB)AImJc7S^3g+xOE}D?Cq?vKQ*(&rMcvAS^~;F^6tHxvK2ArcazowgU?AnD-_InB%bfQ5}wm72OZT>d%KjjJ$#X>67v%W`duLM^ge0;-` z93rA^Rde7Nl=EO@5xcli2FjMT8fT(x^5TBxL#J_ouC8;a6TIAQG|8+**3rn@v^*tP zIzgDZVgI@u{aY!UVgc+kMYc}Jt<1)7bzFZeT{Q}?q9Y8~FuUn>5tc(KZ3qA+< z_89Im#9>o%fD!v>mq`k>4XVb4_x&6@l_u z2goyLw?te>R9;BOEu*ruy zyY#qmAAu+?FV<-WL_O__X3IkiXuh(7lq_EBh{ezJEzDH1%uwg^pwrDD08CmhQU-!~ zGiAkvU3kPy<3`?^SGTG15#fdgiqwr62D8}bzay=5JL4c`h-~p@VbdNY zeg^{-9p#xFSZCr5T>>_~kQ9XJ^AjN~w3#eeydi~70%*j&dN~$#@z8GPgGNOld3>$( zro2ZXg&jnJjJa?f9#?pKoCT%BdQ7G45lfvw4v~UUz)!n;SQwj?qho6WKI(Px%3{Se zrY5a0o^b7g$w3T!rA=xyx2bmI^gz>6Df$JBaSp>3A$otMbRl=JY!!~buFpLbfP3Q0 zCUAK6>zy#za7LN9XMyt%6+9M(G0zKT{+?96NQJc>!U~tBZfg2cz8Aixe`VBDY5?Gx zZDl54OYPezMKWQ?!&e4y92Y8CV3OCs&L|OpOsD!AL0q*316N}iS>7wzgFm3e{NEzP zx60PQ|6flkJ*aRnOU7ARzEfEDWv;v1?!|Uro5LXM&->^)*{<33=M?!*R}`t@0QSO+ ze>?=)j3gtlM-N{ts((dPlvOG?!`Z%l zrQV1zPqu#>pl!TYR9Ep};Gg^v5C7&WFD93t>?%{OnG{fPdl8L$c=kUii2m2D-y=cF zM}e$`JV<1Ty&TAdaf8VE#1jF;)qZpcS5oCRwqw6A#Tte3{~-pRfiZYbf7a6SlNlZC z!IC}(Q>(E!4_dlj&33`Xh{%Jin7PaFkp-Z2PJgU+NDcM_L8V2w$Z;qiO>R2d)m;fo z27CRpbCRh_@|XC(zBf%if8qR^&P?YMw6w3&g+UQ@iK(PV#n_?0R%{!Q_uv&@{~NEs zB5_ISESYGgytrx67m6I3OYd5SSq#B6{2ZFO@!yPtbFKOY(h{c&2PoD7a9%EF4IiFV zahWW7-{BP?*n0!&PA$cP&K}SR3cJmRtb{+|BrTH%aW|+nCGiq~lX*;=r z;D9y|cb5@nlPDSf)aAHZq-v5S1h+eT(rm@Ln|R|%b$yuS1~=*owkcAU#xd!<0X09< zw+}(vWCY|kL1c2UgJI@e}%Gq zO4ycgyviybe-L%GDF;iJL7ArL4KSZ$z*M=O-NzqgYNgud)&!QE2RN$m=qH)bwo;+V{`z^K!pnh4?a|7(L1rF?0^h4=aK5!k-uN@fMiJ(kk*r6QREH3$x*#R=OQQG*N z%!Cru357!)DKnvQ+F|oRdJm2Et>rFx=>v4$p)2Z5;A}qKV1krfGEV_IAq4rzp3t_D zyi{AxhboufdXI`%oJTlKX1DH5Ex&q_z09*=@=*8*z4YwtwMe6+e}CnshkAt^NWyQu zHun2Itg@z21&m=Jc;UGhDsub_B|C`o#*`)|Dbivt>Ix3ZE*o~^Qjqq5@XNwZX|b>U za@wv=f_sm2;rKI(ZweeCZz%DQZkoQ~tGYsIm-^_$93zQee&1qq0(=4If1acaS^b;D z1Jz>E_PH*pgDHwxU8(cRzkE5+lZNK3V=$_xA;Xt{g)pVxq7KEs6ps;6|4Po6?6eMc z#%tmNdrthT6Qg+htpU zZE%A>5V;?6MAYP_-2L`zY;PL;y&_35D#V${m&Kw&7_01HI*?#OIld{#M%fo@)X!$U zbktft4-IJegKmTxh{)b%Zqerq_H3lnQ_MsaZrZ&M%dJf0)JjOv}APv#|J`V-7O%=L*FfDV$rFZ;BWPMH-Mv^!7hS4CpNU^%aK({T?kKySi_qaS-nuAn z#gKhk{nTc0JbnBQ*^43=OOb5RJ|i4`s=&m7(tBIRID~J~_>e3`nZUM>H#7QSJ0M^7 z53#eQv_2>ohh_SNaYlHZXuM~FS^I;~_K{5$CDQ|3(UCQ<4=@toE@;8tap%F5l(CIc{7SLfnnY9$a%yUoroIty%#Lg;&U?Qk1wzqPPo)YCq6yQmc&0 zPH@xJXzz^ij?$uyRw02p1h`I37UT6KQz1%9nSEoE#3D|&L@NgFCFx+bBK0gp3deXI z{eOeQ;v~oFzWlu5RTwmsH(r-i(g#j})f75k**9JE&Br{ig5EoV|TUCE zQIYSC<9=9It1^WAWlOb}?QOs~0!Rl{#AP&rRJX18oK(R28eUD~fvuDER2@!}FPy@| z8(5#xkI1d%mysk@LQ>~HkV7|VQ z4atzs#SZrE)XH05O8Vd6$P$b(Mx{4EI@ox9S`6czL2xSBUy ze)S`mPRpJBNL?S|5K$Z2_h-m*SYI3TIhj_5ALTeyjjVX%LmA@ydwM@Kj%k3p4&xoz zq)ymj^%0GOcMN+n(AYE5;$|H(J3j;4dv|H_9h!lyL!-YF__F z^6yP}7X}cSYE7`^z^H(Zfayl&*~lg1dN!(Gyhi;=O|4SlkK>O$!8aWI?bt8vszGsp zu4az^t<5E<(D~|}yNN5ai_U73$kINF<%UqgKw&=wEUtl&27Xnz6ftYYuhvS{Q~Y=m zag|(ce~hk%;{qjjVHHDvgUL*OyKN^wa(AFKBzzpk<0JD6Q{mUYr>7{@3#KaRG|?E< zo8)Qd9*DPmuIMkViHWbOQLUO18}M;Kz7#0Uvnsx(>LZ4Fmv$hb+}0CP+8tm7(BD+} z&kMi;09KK6PyqflDV>esoGk2Rt;At#zdBK*+D;IL6OP?Xa>{@ZCTs!q63fHyS?PO8 zu%;frPOlQ9Z6a<}aGE2&pY;`kZ+BV7ABi>3`T|CcL8ytyYhcs#Irtzw)YVoESU-zw z39U8K6d3Ow-$OzP`!ma^7tqKHz(DQnze@ToPHK=>#TnK2bz#QX#AewtX z&@wB+t`bb6E(vmu0Q6#MV$vy|93RgXixe_u<-$7`+l>W=f8>Q=mxkZp4Hn4+zmF%J z74Rhqrer14Dw+jVg|5->5TXxH01jHtNonW!AZCm4amTJ&u+?r_`#^sMub+c(bzbuH znl3(%@W!I-QCw*;la^o}WH9(GBaaNTQh)xt#+_isU~v&VjW~#;#CMXn;s?!q+BPcy zX6@(O^3&UvRq7sN9kzZ^h7uV+QcmcPIMyY~(fUDL&}!F-p@DShiIyyn^vfPt5eS|g3>?q zdG;pj8^~xU7mZ-pnPgw*5QgVZ_J;Ua@eGIH+rBzPKm>(^yhjv#J7}x5gR|2E7tmnaBJ331yAybZ zSu!-uLn%(CbVpI91=Is>Hma3EX#+|#z(Apap?1$t(KW2vgxiY}R^I9GbuLc+jiZ^l zti>@73KPFmM#wllF5H{zRo}POUBXN_1T?9@R&9hKxH>+-`C;(D>!r-nk8{LNB6cc` zz^Yxt`2t*~`4aZp9?j+BeSDeyIOl4OEpP06x0$_{6}k^xa*2XYLj7n&sd6Y&jBgdVNwxrHmH+?%0000x5+TQ1Tz>dBS?1SLPW+xD;pmOo z{eG}|6_iyR*GzByYL9l5z$>){2$xf>1)`RH;nRGz@@e!o{AJESw-FTB5wqE@NLNYd*a&3Ao+c2&kYF z@FI zV*9K8K#P9wb6nRuwYD~@Z3qggzD=1mN|EB9*f%mO2ba}K>AuDm#1u-N{4=PqTMNEZ zI7@j`?j(NYe2YP~Rftl-h~`Ow=sf8zl9w%GSh< zlh-Z#FPePki8`#?1)z`H{j{`V!gobb+*x@vFFGK-3N2}2V7e{_*-Z&Wh6cb_Qtv$Z zNN~RM$$vvTT8Bi%xj+e;0ub=#-`q7)H#S&G;#PV4cc3zFpXpy>54poG5%g8F0u)PnM8nr?2sIE=iQp>WLu=ea zxVWg1gN{;a8g%fkA0*xpOr_)xM;0q%x3wnp$_Be4XJ=T&`xn2*HFx=3CFM(@?yzv& z5uh%LJ;_SABf7|4Q0?TZ^i4(C^0s0mC>MHZtlCWvz6-NYJ zBh*e0uTPfCv;7AuAm2%WwmnRQ#pH;WK-qL*^`xCOFA4EeH<>*@SiKV6vq#DAivla$ zX{t~@@Y+YnE(SAU1E5=0)~T00evrC$`{f2tlC;YzI-R;D_$!g?vw00Ufb z04L1hSLh!TT(cBX@4+qSmc(}Hz8~KhtXj75fgS3=N9F{j_MbMm#l{8e@i{xI&mH)L zM-bHLfrIPLN1fba_t~y9Vmz7mF6t7(nU{QEJqO1+40g$AI~Z|gb%UC9*ZP_^cN^0I zROS%&Y28KEw(7*LXu4W2Tzq2d7<^9;_6bx6fk?etJL)JO9Q8MX&7I_har_i#l3`-{ zUPT~t>{8*|z9v*eE>PDI;~e`4@^z(LM?LmkcTTKBN}Vu1ItyLs1hU&SBVUV^!}Lf9HqZfH)n!`v91>_``KBLNY;jy4hL+zECE6uN8fnto2=GU{wS!ji z=Hki1qaYF3noJ1JgL?nZ9?j|CeB>KEBnit_w+${c#2mz=XXO4?`r-o=$vRQLc^JXd zsj{BE65#O-=(?%kLig8cS?H;PJ>mOp3@)9CVvrl^OnJl+4a{-9@jbzr|!_fL}iJpm+@-?m?TEe-KjJzUBZB@yG@sr^LS?Ksmp` zt~p9ZCgRzSS-llHR-zPLy|A573Wmb@JOCxk;9vooH~2&@mZigLyV4} zA?G0yk|}|ro^k&C{Si>$U|P{g=z8O;L=bR3kH1XkOvuC?|~`A^Yh@|kYCXB&y4f%e`x+;M(Xt? zNk*osdpyl}V35h*C6muuuKUV0INudE?5dfsDK}K zSZdS2001%@1IRGd&QUc-75iKl%6PMcD3hej-cM!b#fi9Mc3feK(B}&_ZwG4#xIKbh zPHL9gaxP#ZeOTWk5d0RxS6|AG{s=QJQt6Y*(L*xd+1BAH?@u=)j#0~?^V7-`-^oRD zzVzPF@NuYs07jX@h_eG)KTt-x9C?V+{C~!QN8p&$NA9HY1vI0{-*yol8Tz!p5{H>nak3?4c_08fu#rNXai)w>R* z?nx8^Yuv7iBCf8$=-uh~Z(()@jQ5>1rqR{95AWw?Q1Yxjhj-@VA8)P5$%|}K1^}ji zM!$F8k_XqUphVW@6%)$mY|jkRRAZjSr-CLFaREV@0vYA|Q? zzud9kFzJs67SOAl#_JoB8;wWdas?VH6%{SjmrfGZ{`ndX{m|;8wY*@ zG|PCLCast-*X(x|EE4h9?D}%WWB;`Uz6kMJc>n%{sXsC*hW>TZ+D~YfD4~VWspUXN z0Jg2OXtry>M0H;zT_%ZjLdI`b6Ox^Ul&!S5d>bU^5@Tt)eo$?zgob1e5Ss%^W#)RT zCcZlbWlYd^y@xHF1B4l)T`XiPn%FY#=$~2hTsMVwFNT-@zVW1EsvWahMKV(w;9V=k z5$6lH>+M(jlz|D*pke-TK@k2KI&X4#EDx%x*0&iP3;lp!H|Uy;OaE$z5Tm7E5AfG9 zT@8iDMJ$u)Du$DJP5sdA&aUyF7LyX^>MZm@hQjs_sumlrD$8a{ewHi`107U&j8+hl zOVaA12^x;;^;ign0}oPP=7C_q>z8|bAGS1LGSLHU_pxmkTozT-@L}FaN4(J7ho`U- z=N!bDl|P4uNMp!dUQ=HQ@E+oE(WSy{w<2akfCOZHWzEm=3~S&W6BHIHPub_3+3vrx zr&A6m17m2KW;MY&M%i#+ln_xhbO@(TVR@%y!sb&;URQZ8*f)UNI4TZP8Z`?2*U`70 z-h%q6tZxbBRPiF~H4^@g6XjOdvirY@lszywQbcJs(NueuC#^i?cxT|1(TmQH^Tb|o zKuAaSfmU1`lf_qms-$dK1UD*ef#-=4zF;{rkGSx#3=_JY>>#7!Uzm{wZp^3yvV<;;JOp4g`JJF-wc1etzv3>wGuh&+JNSzwB zfdZ-3tX`#f&u36_ff9xD{>TWcU-Ek_n<&cZBu<((U@%NKq`R5@N`nJkEUacU1voQr zmCw$7ClvB!aA1W`JKYiNsK;OR6(`<8du(0m<#1|Eh?d*pd73dP8@qn@!pg=utA9Sb z#iIMR*DIDl%Q@V+s}L0qx^MoE6y-MQj3HgDsH>bAR+K38_E)r=$CGqFY=Hfk`XRO8dfxx8PIX(i~ zWChg-)6Pz$FLWlpvI?2eb(9f1iL|g|ox#sl!ubPmtLs2QZ8a|WM9Ni`OglHqiB$Sw z+WO1PLynB5 zcCYR3-pTWk70%zSwf=1KAkT&LroA)gjFiol1S1ZO>>m}ErZ}SK%x%7=%$dz0)zd)o zUH6t7dA1Rbmw)QGn&q^qP05}QuU?5`3Sq#Vu0N~}^e!OiK(#TvA3e5Oce1g_{R_m= zn3H)n*zw*>^Q~9(fxl!Qhs@~vx{pk+;S%k-VRAohv=jN>8o$Fb(ci4znoOmGLrXpa z48j9z3}||mX7w+#pMK=qm1wO#b<=@5)z6qn+|gTRV&-kVWhJ?Eiho`ddp_J2D!e0?T-`cdMi zIL+T8DvwCi)BNaWe48HGxs8}-8?kEB@DteS4q{p+KZ?lTA33==OO1u5%kWHwIc8m1%Oznf`CNTX8n9LOaG zA^WXe%~l{+{GmG92nJ^~d0?Iub=GpQRo*iWiK*hGpnAKCa`LtQ9p@rXj1M~heU%$5 zA)9rcbyFFCM96}=RnN-?yyx4Uh0k5Sn^HnFH!YS3NmelzLG>YR55oy`2pCk~l zfx+eVEV={{@us<>((bWY^^z`L)#n*E5LF68suA?BpIqkafi4_C;p_$PhN^5tt*I&K zU53}C4e+5fu-%9F3T4(eyiRaXwiXO`@5;Yi4$m*9N8=a$)L>;!T|b}%A9`GjfV(V! zxD(6w2bbPHE5?Ej?8KxBQ^6{!wc!&9NRING3#QMrq1O8Ozx{K@E4BFJzzXH_uO8o6 z8Dl)WT#+y~&OB525!ddkZs_ef>!2h&9dLK{bS~p zhm4IBFHe)=+8gEqcP3hRyG8*OF!cZhx`~Fk2ouYkDT#9ks|9f6dbrcBGI9Fn*glPhAo5o!HcgfA*^djCg@Z56^U2wKkE+rnYXxCJX|GFq1*ZPMWqJK+Kcc zSA*GY95B6bF^m+VWD<6uI3|ze_(U3b#ti0+H2$mw);o}KzHtmDc{9)WY(uBpORIhE zyu?VhQX^W~9x23W4%6dQ3Qd$>PrTfk@c1g=`58$tx?!v8?5>dbQ$3SBN-9Zi_^2aF zi7y>9b;#@Cyp(d#7d^nJWPcwwF~vz!@%JC)zr z4{+nr%xLMVZV*M$F}r|bM@%y^N=*nutJhSoz%gD%KZ`ze`yg2UOYO%c>56Dj&>|Ok z)9dxXwd#fMnaz2LGc~VCtR9wdlIUsxhW5(c#PCeptm`2z>^<9W;2{+IMCXRg_x_-m zB|NeWD9GRbrjc)41xjKU*>HgL>8GgaE`nXJLXGF3>g)XTu%8jzh$|}(#(e>!j}O+_ zAPfTk)|8{~U3R>guZz=6iw^S?-!U}#_kmoBlMTrlFBsmqZ8Y9og_HC{xYa%vgG$_Y z3JXp6v;RsaXq0S%AW^jq#aLn&Lp(2{h|qRZ{afUA`8j}h>hjB{A9=9oXT8P*r!it@ z=2c<%zPP?22@J9bz>ND`Ss=v88{%f?3kiRGKqGz?8KcOYNrX9V3!i`)D+%Y;{(t@Q z5JJzK);+hfi0}YnuLauwa`a=Wm5y`A!F z0e-8eGWPNwwKAffS(Ef?bE7HeXI9j`Md1B?!WS_uk`MOFF;CTUeDOnuGn_w_D3%31 z#B1mdA2^_zGYu2cv0+a=z$MyHJu#02Lv~k*4l2&!npF%%+~7?NniQ%2z0SoFb8j;7 zcqIXdpa;&+YtgZz<2%RwoO~DNl>M`XFTl@(iwHL;?yD0Wlz{5v7e%6kGpMi}g^h1!Ln1 zAx{l_Wxasop5U3?t+EVpru?>PzbLezv13G;JJz^V zx4i_XNiv~yj)>uAlg2WbG>$9s;f>nI^a2Vhpr{sR>K(9&-#qxW}e*%dk6T*=e9^|!Bc^%S+t>3{$`@I+2n!34%fwfrwD=8t(1UUXmRyYRYe zgHQ1|1SN!Zru)dqiW(+FP|-3XhKZ3BG)#!0qGU6UMkZqo0E_RhM;kQ)4pI0P-YP7{ zX>q)IU5oPN!6a{e_g;!zRegLH=}fkWB}Zgw$d3)VQ7)BCZIzyZJLvqZFi@WR%V&_7 zFI&Ar^=CnF%Dib_0l}7oQxidx2YBn zSnKSB_<#|C^)SQ~9pUrqY_YBTL|Zj#4@n)>*Be3iQkp(RX3VkYN3R>F_P>!$DSfh^ zhJOf($0KrhFFBFpOZ}Jt4rLAgu}caim~NwQ%pr|<(Ef+Gl0c10vKK6^@63JY6T{Ve zws-kse6j`NyO1K8^u5BOFIt8vG6?E16k0mfOsXR5%|^xBO+Hb}VDaWpNtTL%@G*}q zGj60vm-yJ{x*&x?M_nKHpsU{l3=Qb8PQ&|_3Z5|&t;`OM{vd_lG*_)s`P3pRpG;#N z9~h06*4Ovk6v}S_eibTJtZxo~{0>Hkdpa2OP+YvjUX|ADgk7ZosUtjOU>kfhm_(ht z%cL(E>zWdr_jXPj=$#X#b{u|KsEe?=u{7i2f((*Ki>2&L6wbq*Rx)@jV??_Jq@h+V z^cFY;3X+$64WBJl4tDnxQ%jxH*YD^l(K4X9vJfNacIzYkrf8Ga)B3tqV1M?0N5-0_ zPs*XU8A;_#0!PKKT=6ej<%6c5F^xliho)kI)^obpWbgX(D<}tmMeDC3L>{nBMQNkS z?XPPiC;)p-OlSVL2MX6g2TTm9&WsGH?R5c6V2<731l27@eI%_}@97muSZvf3`mumA z*!_q;#K6W`>SkxsO4XX)d@E7FGm1KfHpbamA7*C*lLP=^^Xysw_ygU-3<$&~pT3nI z;c%-s)0DqnGe-AUR(H*!Z~y=R7G7QPpO4R~c;x~TV|9z?j25Gy01$iLV+$VHH#Ie( zOT$*aWkzrwxIxaHuxf zEFy%#Aq%d<5XSK3K~CK(TQ%Vh?`5`L$`+`TLi_s<--Rx(nT~5sCuyYZG@YiCw9k3B#uOS<~4PU=#TZ+VHM-;6izf9k~2ILTwisQO0+!>$)u12cMS(nx! z?RDu7{QjNUcxDuI&h_Y-_$pnQ%T^$QNe{eXs4p`IGuQ= zsvx`78htn<4}S>S;|(h0nf=X=&e{0zuym9Z&=fYvAASeY!#!ztwmaOwisqallJmA* z?IHLRCsi{NyhwMVER-23(n6i_g+D^)8qIYa43vN9KgpQJ!}ir>4YVL$!9vHZuVBy&Dp z13_VBLjD|VrZQ;#*iWGn+#7>kMcP4{iacF9FNvl%|$N#0uEKkU)B&6JN`F8(&&XucB zj^IC;wD4h!$I4-B*ssAl_O-?(6NRmTjIOAACVTO_OQ-dYI={BrTonjkT4TEWuF_{Q zMnd=-x=BEGF7<+jUZbx5Z+Ik}4LYBBTFzSCpu*1`G6*8lybFCbL&|a-;dfg>qUyb2 zE=p&g*?-2ctxc5Oi+E^CK=b=C8SUv!IsTM*Y*DKKHjOT93@kWcYGWe-5XOlBu%yJS zMuQq+0D&`aqch%#^sK-M1;BFV5s?%qo@|iWF{t8~3tvA=IOT}m$nIA)zC!Mz9N*kD z?zs(~6t9{TUwl!8Rdef1u{RO4H{j}ZNSYdiHiqJ+gKa~w(|Ajl>!Ak){NR9;))~dT zJou^PqI*o$DBJ}*d^TImj+B@shB{z+t7 zZ`BG45enH*(oF^yV-@&SU_VSxj6ZJvEX2W>B!>d6Jo$Utd){f3N>X*Oi_)$B9XFV| zBe8BT)s#GHrrNj^@Bjb-@4(;%)g>9vMa=l5R$2T8-i4swR5Eyn+*VuaOw;Bi2^k-% zf0#soOMm^UmUxvydM4Zx(KXM_=KW%>HQa#)dz3F;m1hpDj7HTnulMj&6wRv>e*;7ytkO0z!5ET6xQllco&r)pg+7 z-n#fqwl^@N`aA)bc3%hF7YvkdjAd*7Ych?TDt~BxzJ{+nP|lcK*0x0-9=Q^?aSKOcbBJ1mf&l$pKf?MTirISNB0JoO?qac#g_j z1w_atZdBh4HHnit6%1~3DMMqi{|Gn!OcIPckD0!D{vFl|P^fuUfu&9s0cg?6La2CV z%<(on`f-JLzB8_7G08o8;>f!HJ(8(FAC5BcS1y=m-nbE(4F30=Qu+1+9)r?Dz!^+~~z~|ztm0Dj%^<@QW+g-*}k6%TF50VzFeENE7U{eni|`-<^mii z03ihpb1K&L?|$Arkxm294kuV*;^#5GBF=?L~T=o7|INdU2okG0i4UV1ird{dsC` zX({Zh#JyU}vl1$%MufrSSbGpg&a#nMa9EX`;S?-UsN6^`UHDjdtZ0=xGmC&>F5Wn1 zfZLWWKoqGw)Teb;UhQYDUUBtADLn03L_yCJ(Gd!w&SP*p50TQ$2R_5ifGdT4m3w9F zQei#6O9&-}ah;`chK=ukshf#ZVo>h^X0J{lN{@fkC$alF`FD?zr zIQDy%yh`;T@5QCuOGqHBBBFpfK46lplF=;WSSl&biu`_3YfDH#7I~fM?Jd*m*8czU zF@br@mLsrKY$@t-J8z!aCBJ(%P`|y8*ZAX<+qX@8lX|hi>g=gnbM`iXk&9Z$=+;At zFdx`aXRl5*;lsRMcvzOVu>_T>EZT5>WR82Fn)S2N&Q?I^KWKuV+%fiTu*eZIjW{aOuNab+Hv~|OC2OTkSm@t>6uyDZHruVpBK;^A z07@U7e-ucab`!o?uZlH0Y1t2`X(L(YWjX`FlSKlUoG<9fnbT{?Hb#2s#QQ`kZMP!& ze-%SY=aE;&z@7q+qnnpl;QY=H%lU^v4UG2MPEnjY3W+gXBgLi4!OXHevR)KYIhj~& zSi%eO%Fxvs_h>4(_;LZ>j3Q-rr7tpt??DumSnK#p%hNbZL}^QEy{EzBwn>fXg(K!@ zhqA>_6)SkpDv`uPUQoKXX_0jRO8L|ZInlISposqF(nKSg&TlmXT1-CjRdHf!NZl|^ zo=tA)jXMt6-2z%&&bN5`uAR&YvN%pchEo_3#dY%BytA08!di8!`O0CB_2y7r@cfKZ z5?uAhqW{iA%^yS@frY7F`gp;G$elm-Uz;I^Iw@j+k3cwunilPVa|-H*OoP7%5KuVm zD+f31O()x8ns?;p{^U3gRnf|Sufy9f{0wGGAcMCe(ClHUv_aIs5pLo++aeaC&MQR^ z@C;uPE_{9@OShj^Y45ixb68j3>+Bk|7qLmxKzh@7c87Jh<(lUpqG2#>#Pd3+{Ek0lditC~=FTjwR%v=ZRrIQVlEpV_hGCv;Vj*oC?(U zAtEPq-~4@OKx$ExH!d_r@%bx7u)6FiIXMjv1M>^iQ|SI4~b+=;F;17cmTC=c;VWPNus*KVDD~I)2~EW5t2w zmJmu}G#;NXh164RYhrVf4!JS9e(s(^x|n(Z3G=@I0125pZChGoT4lS z&Iw(6+6!vP^CjAsYKl8DZR^UuzWRF2HqJ%mznnrbS!$#Rb@oU8$jFY;318x-Q=Uc_ z&fi*ZZ52lH(gqT%K5Kjij*@#86M6O6@!hYIwDpeAB#v7F#>qL8YalJ+QdYh9donDI zoH_%qQ2EbRgNNE?{v|=`#Fr4yPV*rgh(Ab!sIM6;8oxz`BVx>D7KIOjV_v!#pGK^O zzt3_=nQ>kr7DlhrYOLfCxf>~^3Z_El_2PFdofQD96!{)BJiWdlotrK@V$_`kuf(Vq z$Qu8_Hf2cSg%TBb@LKf@hJO?=PLS1G?*!VhiVH@oEaHwz@5hDGu=E){M{0g3t33p-rcDMj`G@84SRfc+PSD^ z+j$-pFs$i0OhOd;ke?FrkY_J6f58Kn!4STZAfCh2^hvf+F|=+3*Ns9fJA=3Zev2@4|{p(d>H5-0hg+xM>=}DxmdUOR9K4^1!=tG~RIP1d- zR@(F-bQwaDIpy#n^%&Ft(*(k1HC436ZR7oQ7^xVReCd?+Q9_$SU-^Ee=7`O#`s+Hb zrfA)qsCn!zqzQvuY7VwJu_HMv##tqC_s*c3Z2FLAed{Nj(@pK;^9^7w({uC*Exk+k z-X;+wl|%1`MYeI%=HK78&$^Z8htXS?L~VWd0U0k2yL`r%uAI6I<`a z()Xv|enj)&Xa~~qJ467WH+u;hM1Gwu-aXR*N3A*l=C!^(CC#YmurR0t+a{>mQ4Bl2 zf4%b-Y_y-b#$p!hLGxpaiwz-o(&=e^FKjOgB3LgD>Y-DHt@UNtZsy``@u*(9VBQv< z3d|pcZ~)49AOH-S#TvyQ#^>e$32kn2ZdqfPM#xI>1vaX=I{lIkbJ=Al`{X~$&Ao!` z2=_Y{W=T-Tf<^9~iiDqNl%Jt-TWYok?iTwx{A~j`StikBkKBF9Tx5I(Vs=YY#LJ6p z{&(vk1yVFn^Q;S1Kq<`f`h{s0Tcq?~w)jYAXWQLQ#o_F(vGOIY)>-YM+U1Qtir$!U zRU&TK5pW`5HA*w2S6tCtn0Icv24q$4c#1HlhZXs|VQbs!!rN$`+6B?RamC$6Ho(3PW_gaq^&!pL=Q@YT?*dgiognIlqK z+8*F4(%>?UudX}RCiaIGyPSIGI?k=Z1gz#^*oa)yP>AHAh&WaN zkhxAIYHJwgusd=j4G*a;&6m$)^omDhMscP6)aM+3YhcZke&F| z{v>rC}ofZTcXbOzapscq>nQ{oLJhWsef@VEaBNwy7!6>r4d74N5d|L!M6uq zI7W|KJ6;<-VIRk!Ru(CS;!Rib-PL_ITKA6`5hR9Sje%D0kR;*dG`pv3bX|d5# z1YktktnCr?J(~GHJTcxW1`y1<=jM+ro&e^62S(Dm9|>sX1X$5E@k!)#%(!sUrk$3x zndt_$+asyGc$udAMrnI46vQ!2ZL7t)6vU!ooPtZ_Qx)Z#I8j0K*9;o z0^c6q6Lxh&E7eqx75qj>B`3tZMKIe*Z{Ao&o)HouYld#}s!e#y$=X>;aMSUXks4s& z?{SQGw9~C3nk=~xcStquCs3V?KL!=f5hUf2A}M`c>jZl6b)H+kSSPx8=EFOal$TAS zA5qT=e3sN?v?<$FEn5y(o#3h#ROfcSQDYoMbm4@BRnPO;!A>_9d{he8w2%-nog#2T zW)WXnX(Op=1`pt}!czbNvV(>k;ko-9_}KLu5s>t(!-)jnE#>_icfh;^K@-@l?D__| zEBN@mP73+UcH8+^{|xy5EGaq3T+_hVc6Kc=@r*2E|_0m}mi zhlAhrtnn?A{KZR&qY(W@g|t^=bte~{8R$5s!5SWmnW{Zsy=m5ZUQBFZz1Sk?NmqEF zyP{^%GigpR|1zPWHbYzfpw+DQOgB9X{-!|@JTg+M+rsY{*;0 z>4Se5PLvAHIY11d{he{_AJdks8qZLQl)2#oTd~|aXqggDB|NZ77Z;ouH?zF5Bks$@qV zu!Xy&@3rc23A~>U3F#dE?jm31>gHojeXJ~a&IB46Ff75I(q3^c8vIcob zzO?oZVW6i9;ZfSGsI~#?x>(mn4Iu?`w9^z}af$W*3wNSj0(=>8IuxDNas*wn8!^Sk zb{BNfV!EkStUa+}_7_XChL22CJcW&2_t(QwuANG07h8#oTZ5f4zM*Q+sFxmi`Q`a<;dGTd>?2Ui4p;cqP>M-CVJu8a4Sr53Mt^q-Tji9zEVDy@9 z__q?(0b(7Rp4PU6iN522ACgL7#CD9!>b^N4YUAL5T=SFp+~(pKUl~jEUqpT>egrF- zjhe*vxo~+++?V)6KqY=>+)And-7a4H?5yQ`Ar?U6pI>^;zASVU)O!QPdR)Q-1XW;D zQ=<7_Po&k4lm7bO7_HJM!5Sh@f-^IegS?s{|!qZ8^1_;M#Z)2$^Tx%@V%u_ zsy73PV;)^&kO;Rfqrvs_m(__QRWz860}F-5Z~BM$3M5C4j5gMchbN#yP!7DwOSYD1 zgvj9a`uN!zT;7Gr&VDbkZ!bE1&dZd0(WEeh*m`5m`QU@)r(>e?xW_JsN|*1Z&kQR7 zDIANWu;!seSA+|0^D74^HmReDunZfw)Sx9VRjOgI~Gg6 zd=)1qY*&}dN0od?jGfh_yHf`$KOt?we-md+*2`;w=N29-C$O^2dH1pQdN;y>tvn5z zslE-@!$?OcM=e8TCXJr0 zg=qFrORY(IJ177E000-afXvd9f6^(XzYFi_oQ-%`C40O`Rz&8?>a%5Y#lyjhd*=QN zi6W_Pwg2f-ac+DhW~j7deKCbA6S?T-{3H@VcF4*5GZ&Q2=!9WwIffl(ZVQ$HEHn&E z!9fL>u)XqOsV!ufOnl0g=nnO4VW6EA?C{~9QH=rKV{jxwnD|2>r%9HwIiL}P;u!vG z((YuI-HnE+gLfDHcCeveCDfQ}De3%m(614#`(qBIaI(Fef5MzuFMs3pmx3AFsFP0I zRwMZa>a#-M3W_2~l}&2Zqt1iJ=_OjBhbt754eX1hXbi7{PF8m`zwLtLvYr^(1fz-B z@pt)EYMNzeFVxM)J31=oSx15}8XP+(IU|!8wsX&5;ABq&hr88l_yKvAgXw#(Wh{|t zr*+uDv`M)>x06G&9Lf6?R5qY1L`)JA^E<4M*$$!>%AQK=U}8CA39y)#(>@Ve%sDIm zT=#ghgcxK(B3%PxFJU6~S=M6lu$n*a`1!GZyoPUCyC*?-4-2#?piYVT&wA&=)NBM_Tlc^(68^>cGDx#Y8d%x(FcACiG)rLyFus1LFsa1Sx@ zqAxMFwTCsh`tcI(`KhMbLYR^RMWbP~xxCnkY9cy%S3Bt%4#dWjoVH~ksmQ)o5Y?(= z3+@S*d{wwHFf&qnv*KI;vuuSr{)3zV2T5Q9Ue@U2+46-&m7fq+fbnZeKEHqhEMrd9 z+ZswA^C?dtT2O*3kQtcqK|f?^BQ1(z1OS;-_ay`ZmijeW{Giz-k&L#D#<5NJym+AV zTS(=kzqWmBq7jqI{gv8%rUoQuo_}F$3Ktm9%sMbBU&GJUy$8mk2&muadq|}!#;994 zdPUxkA^ayXU_lY&!S7YQv(1S-_ZYm9VI4Clk3zX`6P)atlMm0U6drIQ1l+rD09M;F zd#SP(LFSsO6k0u|<`k_8(5xXS{0UTx9}TSGd1lAFu5-AKd{dyN@M|xpV${Om^2GTB z0qFJ1g4v>96KjJwJ-}J507(NbkqHGg)SIH#vF_T(&%f!b9HR319yqS3iKgAdUCO>v zpTKiZ%=4Hd&X?;D>N%Q=b5K9X ztXt-duGS9At`LnCd<)W!J`xCAn_56GP6o}0i&2w@(u$AYVBp{xDPf>p~HQ`Hj#QK-$*pG)I5v zz;xBaZd)k4Gw{q2nYCsx-4aEuw-6*W|#U z5!%+*oAP>I0d$NO#ymN^;oLrJ{MwlG=^K0T%kViK=05K@`#m$K$G&Srk%6pfQF5;D z*6?N$m70-U$^$%O z%OM71@~xZQc$S{z|DcuW1Pv}yHI7`80T=EYrQ*(lc0W|svZ}fFms_sWPrl9sw$4c} zWHgSsKHSrH%MQ8re4bd$qNg;@}!r0tF$Q8XZiU}OQl?~5ULn{CId8ZFi zf51HcWP1Uj9~7}5nDD8<`;SXlY4-E~540VSOUZKGRcB5$4X(Y) zupQQxQ?--!58C0H&bb#1p{v6+Le zPStqO>ay7NhHD&XTQsFsGxR0R(zD@kC1(?!2`8u<3t40@(c<%sb-Km5wj#WO-|DTv z2X_O4kLDpH^WAwQZP)TD4j0Oh``0peQ{fkUDOKm45s$(B8D>n}L>4KzGt3eSf` zVTz4+DlOR8x~11bR>xyMpMXh(zx1@;h|U9Fj!1e_zP1K<=n?(E+SBrugodxKzX5~YS;o9B}73mV4*u7nhDta&-ADlw_$^$qYLB*-i3dcgY@k6MJ#1ELlGp% z@TA;En>_#%(8K%`>=cif$8E80EcnTnHD7ND_Xv-m1~gV8mn(+kbgoczlvH#3?b3c0 zPyhfL^c$)PyLB>6n9@)JS5ZJKLG|cEP;8?Hm72JKVqvg4VDQ9Wm$R;g2j7aKAvZ}^ zv@KHUII~xryVAa}2dro%g{;TPpFeJ&ln0&~O_%QK^h|?*Z2DhP-FzD#IZx4$5WhLW z>e`fxceEb7gm=RX=HRL#h2ZAFi7Is%=2n!i(7>jLOn}w$#mG#~eZu7wchwd2Uy!t~mHAR^H zQ)#Xm4h0=|e*jg=&I$ANsy)W9Uq?X2x(BPwE48olQ5N2%Hz`Ui)n)X{=sYa+V zN}m;^(-x6#!Y;zkh?^ZRBh{J8aFvj3ZfrIL%gm4#Z%Wh`4dF$kp5s-56aTI|@Trdt zL4-aT$yMu%g!H#~3O)7y=QFrv`D%x%37&VV&02d5Do`BYK-}a|xb!+rIBiR{cb1x^S z0bnS1XP_F-9tL|Cvp!-MSMXGT+c;fwE{KZ5AGVFem2<+ft6W_>A&SY1^SQ2UP9*uBzi=qmIk%0{WT8F=Cd zN970RYqRF5p;QG21#BvqOtziH2JI2z9ev8KD@S0>&QHPQ#vkHuPrTwEiTJIkG@)gS zvpG1znEakTdLWqpmSK@sDJuKqNMw#v=ElFaXI0#9IDcG#e6t8?`zgmT>EYuK2cB0p zxmGyoXcF9(Q<|VQ1m&S2&LC5X;k002P=dBdz|wyb8DEGd<6T*1G9M zD@enp(C=;){FTqQ@O9Y;5LWH-Zt9Tx>>Db7v?ZWp8aZlwUG-~|%m@g{v*Nh>m7P;? zCP0^lW81cE+s?$EXkuHF|e!9x!1>+6vSk-$L4sJtoKuoAr(qOYq?ox82rR& zNN7tCzjSb8*I?amubcHj?E^K0W@Zfg#a*_(&Q;vVzwA9_fRZC48-d{~^YcHn_EO0aSV#1BXt=71M(ywcaCgYi0;>l#x;p z2%UHMT9-<#q1by4lsnt?h*i8TV5x^>d)$zAGXgE2Dsu87XgJLEXXr>iw9^I@`W0Lb z6>qW_boREs=q2O;(f=Bf!a6OV?TY%-H@&btT`(p4lCShSJvALLmIz|6x5;LepNIyO z(ZfV5iAM=)Rv#=hbt_2waJoE{eB4;isB+pM>9Qawl8^K z=?{bU6ZtQaN@5Oy;&kBP41q{M)Lqw1>kL2AcnX!Q^_pjtaJGA6>CQ7Qjoi8{76KlA8VE2(RJ>Kd{-RSU=5U|ygIVMqc!jFZdXp=R0JrxUOXKIf=7>Ev34ogjKt zPi;j;U?rsIMIL9e zo<0H{E=uOc^)YV>s&a&F{+7DdJndyK9r%jWj+!;mJ|(A_yUa))O6`DgMfE3Nk%Gyw z>2e+6p$ER*)XmLItc0=d7s}lQ_Hi0~PMC{xp#K!ai2h3nhv&o95s$Yw*QroiS3Bj$ zMLTW+(xAU|GU5h1F67&el!4ic#)qYb7?f^*#6lmqRTBQK4Ei0eI!t5aSdamBw>n-k z<^hyOHrziC(5rr8{%_{RWks&6&YTsR^5woAHDE?HM2sTkQx&|eX3DE(-tlq%XNeXF zaz!5eo5z-pN@f&ioiU782hYFde;5ZwcI-YTagL{mGDJALVclt9O7TLC4?LX@oz@F3 zdqO?1H7Tg?;D;Xt20;*q|3qIoP5AXPCz$DCXjXn#wfp%Z!Q;O>9yCw@DPO5BVtW?U zQ1WSH3cgZHY``|3p_U?S>%74NeIfLBX*N%B=7<@=;tKqqPk2iu{zq~_e(`?K>tGUHZVT`{P(>P2rL=_+8!Ihh>P$a zMG)gEYjMLtogS@(%72V(vA9wB-B3kequ1XI(lH3OEd!wZ7Db~lLOEgcP+$6|hE=!P z0k*2UK)vUM4~X1w-WT}+A5z>>6lSK^t>X+YVf8t5{+H`#vK8v3_~Zy)CWWLVt6r*E zJFVqWgdh6icou`h}e2uTTmn<2jO@Y1qp*EWTFwnBwccV5cTD}siEAF z1`DO>3%J{N?cSs-O*PfqUO)Zitb|}zaH8r>maZt_y6lZ-Lao$0O~)~hCVE*zQRTld zr;RH2h5r(C!@U^p$0F+n&PsKPN7MuTQ#p`G zabHw637L*S{}Cq5>L`wzs)-HO1XlD!3&aLpLzAMSsA_tBY&8D}lB|P`L zV9>s3BpAkdAA zDASi@Z$jaE(=1V`3#TAXa3t7Se3Z(&@af1_3@Hr{v3ZSevbn@Ei>J0{TmL8kdnakgj-*cu(!vUbZ9;@jrq*ZuN7z_l zkX2!n@TOqUAvqwr3~9-q;h$fALO%6=5X#D$XV*Ol1Ymrl45)RITln7Zn|JZUuw14 zE3u+$qb*~J{&M@BUoqnzAwARE&8M4q;r$+6x950fkFnNmXX%mX`pUXxM+!)i)vXY* zBT$fR3x)c>PiT=UbqLOqiyEkG0P!-11fMsFr#6c69G67Z8xdM15j`0K01%L`WO#yi z`uD*KhGvHbk95>z?~D^--`IKgk{urd4F0ht^GLi0%*^R=k1(MFyjF3`_}36< zBdqQ4?my&vH^m=bU%YG&ZJT4F7!49%oFH7IYM_q~TUh2&LelOQXvH7$gfl0RJRKh@ zTEFq{8@k|er0}ua_E)Goq*!v;wPaLn_8jRalqAVU{>8+_f&HD_n4c-m^QRlWozwNa zb)txWg(=##ty0!GB%X6i_pga7MKT~&lH9A(?j7eK2}{lr?v)EQ*vd|;y;StTKH$0N zfz%8^_$<`5Y@k~}T{xYz4~PLlPTAhR&JzZk59cP>z9Twk^#xFSCl&PYU1|*#r262Y z&j0#*zx&IP+Z)p813EB(V?5=RG)A!b-t!>U3K*qGPdF%2*nVb7q>7+OUUShk5i8Qs zWhCj3-hK@$I1uXBvyX*VvLMU}W2NiDby@0Jm4f{t-qi5^r!L^A0GRkD$C|O2$`LmR z8>*40mL5twfCC6pd==Gc`A!X;om&;E-`EmJ5 zt!Ispk|x~F$#^(^3trbti4`Je^ayL)K!ei7ePzlfywLc-+M42oUSM`Zs4J~HX*V0$ z#hLB$Gw5?pqMbIG=0GXd@?ZnW9?Y&arXqS1^$bc=1rYT+Y+)^xo~DUhFBM_o-}J%i z{votx6E2Rro9ZurIzAGV6@@p0xB284S4f>%EGL;NWUM3phg_twNSozou}#( zMRY8jv4AkMxRMTbE{ZTK`WA`@CtUr!J%hOMLiDvmel-~%Ruj7T5VYFSLl4NR86D3L z59D)bSLU(7PN;jdi0QkDX-^F&2JI65hfMegJpcILlvZdRb1a3-}2b{VJ0@B%@mJiP#7d-}x7s_5W7R0Kl< z!TiPf(XE335Zvq9Sj@eGI2Dr)vqfi2Z5o$Jw5^0*AWfEFFW|!+gakNaEOr=?=_jD06~hDBZ%e z0BBP1*7~GcM1}*5l?(ZM*fa9GX<%dKK&^aTtDCg#GO{*Ga#VwHzXFlw-%4RbJrlGY z6Vt)!nZ^B*I|W4CUtYa)G4TqgDXX^6_x9P@tzohV7*n*XRPI6vRwBFp!oo-W^*p8K zQ02v3h-78tt<*7hRu540s~`S?`(Xkmlx~VTAYR8x7gI)`NdywARYzQG*Yk5$jJ;=4 zH^mi#J7mJ2$$b}7DSa6(ZeAuz&X2I4@8X~hs)!#(CUU}h*j;!FyZxxN^b)sJ0k1P? z&=Clr7ToN^l@FuHMQOLaD zl>i5vT~SPGd2{H41{u!|z5J|_=AbCynE9zX)<}@G^Dv8st3pJsUaP*#x&t3ha^W3? zG)jypXrd-indYtq4@CiRuffLE!yS>kka+K*->kllfP;Y-pW?5|+6D~xmjybt%)F`f z;mEL{OcHEY@Qim$QqoG!;8;xs*hLx0u^&15^rWAN8l54LIBE%1MMln+=nEAwRw5Q%J>GZNil<2#e2(`r?Yt#dNN_cR6Dog8cm ztT=8dOTEYA>QjHb-ErJNAL2ZIqJuXGbu!9EFjYg-E2a(!!AsF4!8^u!w)X=*Y$>|o zirI|cDJrzZ_(Tr`;?oq&d-(s@jl*8HEm6o0n%@~#{(vQuUy*+OxqZXmR!DL;k;J4e zVBH=aZ>t=C6%bT#fu~15s06(AB#b+a6F4TQdrL9zdk5otM!5>CD3?ElPYtqLfg&8m z?}(-N`MQF{fmqp_I_`KG~z9O31Nkc>uFwOqj z*@z@%Qo+CLS4A97fbMrsuU3`wPfPOfk3va9J0_~rI^B2*k6bD<`J8AP`MpYnpHyf& zDsQsQ5|AQLo3yD}%+;>=YECdSJ;O(_t`Qq!PYvUK6U`=epG%G^LtjWGNPr{IOT#5% zJFOYKvifK~D=!#^)2{r{>m&1RNPs!xF^(34)*`Ukh_aG6#W39Qi*Fc?!i*@!lV*MDJmjQHk*yV-Nb&F|^WHa(DH=^vilE!gE))$|>dx*XjilWY z^u_QVxD3r9L09|OQAoir?^f);ei7V0 zHN-->@L_e{feMjUl{V87pWF;%PUS)EwOe1#sy+~->9a2$e~I`J)uABtX&aZ8V`q@Q zxq~IQZD6#-VF?KF^@Db#6^Bo>kaoRST%?7ve0nUM{F|tC(S9nF6RxcgN`tB3jKy`_ zfwelD2+D$^uL~A2W9_q^z4Mdh68_$^mUu0b`bkNu3_ds8Oq^Mj8-M@l_G3oAkIs6K z4{|dBUgx%NB7}wC4fauWHsjjY*<@)J_bI5m)kB)h@mY~T=Pt>)^MLmG878$yeoot9 z^_zm$6a6@L)VriT;p_vApekveUlQSB+9;w56I4vMnBcjId(9!;`Y^ru!_>TqFN)&v zMX1BNU@8Zn1I(n##8@uD4H=@E$e(9K#Rn1trsIfNwXJQ9eQZp>-td$@w09IJSsXJo z3D+Zrh^h?68|R_^H>%HP1`Imp{qnbgF%{m&*kXoJ9o!{NpTlLNWA2!My(aI{B_-CM zl{ZF~Q-O+axi0X%89wLr*^~H~DPtD1r-FELO5|{~pbUN8C-F9?@Oy_WG9~}aFjT-K zf-e{xq(nWK(k*U6qi&u6Ma_JFd@0HbC%qb&SY2k7nujpTpwr( z5-#_FZwv@rr$HvE>x!;utMhov`qzMS*=RgjJ~WR8iCi-{f{?+!Y_&Vr|1zw$h!OuH z&$>P^PNtZ=`lCtQ`H`kS2Il=aP;Y(zj(0fW({Wfej+=ZhSTuXBezn0RzFN)@z`y^F;so4TsLdoWdYie z5b)K5jhwNV&Gdae`qxl)JTkP!d~DM?fby&8K{|D%R1IFCE^F?0Y9%B|YOK=f<)WBI z|I~1%1Z5SJ+Xc1~->$r^AkQV)I3%4U%|ovr@Sf&yq*n)zY4l zS#jjvEp+q*Pu|1%K1}7JA0}IpQFPDHohQ-eO<*uFHy&5MWk?FKDT7Dgv?UHV%Z(hR z7=2Tn9N0nzKS^S;C274&C<*E;bCGTe3%r|wt(parcqVN7H zMY;!tQWs4NhCTDsQ~?i60d~lq37-SjG=x}rYgltg+u?kKNeW}(97P7oONYVMxn!GF ze?_oaflxBYAuEo6DHVe^{#t~u8keu@Fic?m9=ezKgr%pa1m{U#J?KJmQ_6+jv z9bU0HG!>1+T4`b?0JOO;V$`k*(!o&sNTB1xw*Bx5+QK2C36Pp3r!d}6W2Rp5$^<1Z z3&?&pypx#dPnc`Z4<|)`(jz0&Zon#&8*Js-M`PI&=UO-mMqsr}=lp;=R@a&Fn#Esa z&jC9*Tq*II3`?Vn`Vo;p#A6Frn!oN*zBF!)-L~BZ9wXvau@Q)Ajx2|_8F;Mk-Ks`h z`IfS60;X)%zGNXeL@MZ5{Ty!u`6b56u2w!GC+G8bew~__u35JBu|Kp(#1IZvqbgH( zL$Jo~WOzalGsJ{xS)yZrxYV-$8NFzZ()u{M3i4O;OBl@vLGCOK9O|x~T4m^C{M^bK zxQ|$9PV00SSD3=lY+?w{y~sr)%QZDWE1ee4^FJAD6aQn_ozifAD-a4xTRktnyW@t# zZUzc-&h(90$rW@4$jZmlv&|XKhqQkV%t5Hh{dMo3soGK1O0GSSQ9l58LskjPGWo|? z9#MaeolqLFl9aUc-a#IktG-Ua)3SY1N6Q=c;QH%uPic8*L#}h8i7w7KF9@7<$OSr+ z*i-i;7(8@2>^;M~rM1G*6XyUZmyyR;QH6>PVgFKkR z<`=VPONvrb2f3LO`xN()bH(K?ou!+t!R!I45B5>b>MQj-@<+fxC^Bd#NBLxeT$R>J zTUD?0qbLGM=MclM5yGsIWqz20f8UVKR*m0BHzh4eVWh$^f^(%|MC{4Q4P#*uAC!ur zJPfaiLBTH!AyUR!w@yY=b8}yR9sV8)5aygy-EWK~kbmHX^296Ko>}ZM9`9K!#H_7P zoNAv=@3S8eHvZz&Fp@94cIEWiCaEJN;c|~e{Uz6z4nra+0S{73nhl70(uoU36S{f@l}CkHWLca_}HBAJ3sth*>i$L zqh(>Iyfs5nxIAX#@jHfbRlWeVSLm!3;fJ!J#CU$2CC3M~zkh~1Q++D49{1K11sp0T zHy%_f>`6na2jY&rad~9Pu=7J)Lgo1`f(N;JO}k0bOTR@9j`Q<5^}j_eG_!3`e_}ME zmnD3|V-pTGU3iU1v>Ti4F4ftbfr*T2^my^yWSl@3Xs+3-XD`qtRuauRa3Ms*_C)Jn=6u#0XXbm4|Ltm=5H$s0jqX(?kUo8)m znJcy=)){|9c#&Htz1x?>Su;rl?;kAh>ar@yQEPbA2kt@CM??PZ?R1bhP`$TDphfk1 z4_3YSWBr5B_>7tX);k^@{>r~n4c;qPm^e@i6xJN070pd}3ckkN zMzP8pTfRYe$h=cNbW=zPPvTmGWM2RjoJmW-2)vjhPG++|);&oK>;Y?+o4oJpt2#?1 z-=8T8sn-g4DV}<~S2{UsHz>(^T*WR}t_z(Guz_<8EXQaOOrPUR@SplqG{gl?rAVxl z=`cH68=vqfG{LRd-?$=TQfIUAs_kVra6oHS+^lKULH2|6BBfQ|g`tX?pu)-6)6;8K ztP?t+SL7}He!AW?==bOqYmfH(6(_ zb-xZ4km}bgYYdKWnu9pekf=QdozMTyk4GG}q|$wfj1C-EP>wcW(vrn2o|2Y6j_6^m z#w)|l;~VrXsAWU2r7MFH?z#t^x%ibF%2y}09sDa7+eh)P9wl}Rype|c7!>-zB(R{< zhu!SGH_#L-umMi3qU!N9Lu8<7#ySw*W;tKZV|!w34&cqAtEN-G*?$CMlG139?N9LA zDbYC5DgKpN2#?GS_%cb0FfN*J=SiVz zH*<2Cv&dsgmMQIY({+TXt$&DW=35^3(~lpl)*-FfIVKw!w@)F#^Kpn2x6C`StsX>r z8SUINh}sfKT*`7!FJ=TT_Xb6wU&rEvLBpr;h-!ncnCp@^`x5;g>=k(_nyRNd8avRb z0WHNG7hs!$;8LNTbyMDAl<7`qF2Qc(^Qf!7%Ge>_SU-k)>s^jh`dK7w7Riw$9{h=^ zE2){EFVh7CNYnMtmhx`-<)mw>jH`=--_Bm~KKe6je)NFwS7B3+6xf$p=y7+a$LMza zRYF!mh8NNUfM;r68P3`y+nFEhwZWOVg?}h)5lg1NeRfE&)3e9Pwf>SLT(76A+5H6dLq_G~*0+JQWm*V6W-VbV3uH!$Z(I z65vdFX!g?(yqfffAoH4eYprG@RW*Y$znXPRWAEbcwKO1KZIxc>vSFE&&wy;( zxY@s-!IHci9}o>BgAd6{9D#A|GYImp4cB}?pXW+>Gv>%|)sN+^Hn26dGb~{-#!75*cBLv$!@!-8&A_e$jrq7uv#=F~B=X7a%SW z5W>|pii?bWI!+qqo`K!GItuAUd(9#rRY@S*J-^k;LL+;Q2GyeOksj-_Y5d*7#?27l zdL8~vfZy|aX2)C}r6SBHPp|x?0*-sU?&7+MjM*t+xeK=!R+j*<_wI(7AzS!)2Xodv z9F`*g?Dhy+h)jxj)jIxKw(i7zYbU-LNk*6SH&hDhX07Uner1Pm%3hvF@X#1INp%XZ zfkqf)uiL*ICa~Sm6|X6Ij%l%T;VmDaUi<@EUsT!_Sy;d|M$Jdp8C_K+$lT9owedLQ z0da{b?7WEE2kJ>Mfq-kazV(_7uvQI4^Yj3snPf)?0-M9dMuu^sstEiC<6OlO`G`@8 zU-Ss}r)o0SJt|m_)qlem>%%c7D3KVf&#Zrp@KQB16vfy3X6j5kxQ`izj_{OdA#mB0Mx!M%b&)=1>d%-&UfEBSL`Rv7BvC~!ikS{&ns+)K|)7AzgvCeMo! z@al=k3BLoezH4MsIQ}%>IkOBR*~|ix$zb3A`Lm!u961E(#8gz7jA?2Inszw2OMSq$ zPuxb>6e8$>Pn{C+UntVy_*M}1Ub1N!donIy2GEq{95Fx6tQW#f?~N)We}=77 zN}fe(Wj6Lsz+5Z2u@dgqP&ybXGH26Ih5Jh08;%8G=p30!f6cCK_NaDua2eh@4HiAjbCw8of)utH-0oEBcm&OQO!+8%yh22u{JunF zf~#K?{UZU_0weJi2N#ENnQ!EAHl*2?oB%b^U+>1x1Ws|OQJ3Ub;6*gt({{FRpn49( zzo@4!OCdWHoxdH@eVdf5Zwgv3tUC&iQh?vUOzxip+_}hj=G;ZyzKtu!E=Kq?d`~ZN z=Z9&7XW#PcB}dL+nz4kGmTkC%L5#LvTGWtga36Io-MQR*QoY4j zfCnLxj9;NRzT$-)b058-%Y7r)+wV*TbGy*j=KAshp8fRLf+Tb>>$!oOR)wueaNPoy zJLZgLQt-^ABKf(Slyx$#>L?{8bmC&A+}JPPf@U7a>62PlKA4etx^Dv-$-)Pztt!zS zd`4EJ5cJpfJtw6!fEPvKczp!ar9=ynpJJh4tU@j+tYCG)mgu+>f`xWiVW&5otv&)r zx;)iYlOSTpx}FyNl&bZ~+-po@Bsv!jdc!G1g>a$D@Q|M9g!TGENdMrcY>(^rh5D&o z^=9bAP5qP=c&qfu53Try{A3s05LllHV#%_ZR{P^OL*^(01}mTFzc5v(mh%(CkqN|m zy^A7e;H2~e&DWmej=#x2%Z|9%6Alv1qP*7d+F4iqFA4AM_UsrQSxXN-q$LkKUITKQ zDvAwAP)^UMq!oQ>q7%6Y+X$QkN5RQ5$LYb4<6XRrjd68ToLy$r{uWT2mDFN1lL}wt zE91;f6T^XbR8|y?A6o~lB^Me8g2SBznVsN>;PM-cX>QPZC~&n2Aqu3Mp!dCvt^eNp zLwveYRmXr$i{{!Kj|QzJCsGq>y@I?ZAAc4W4*u32%soCZ4>ueHVgG%^jSEY|Wv}46 zuG3)$&@bdueBc=w=?P85x({OBE4ui=U_6g<7b^|5lADY`0^BP_?qOvE1sC`_X3_r) zR2aeos81o~86*cQE>WSK4}PQfOHa+W7-{p3%ZnMH*j%_llmB2@-?g|LPvMKd)I7Lz zszdAWE*jyP8CNrWfX6?$_oVUa9<&%@ZPw-rw}rV_h-L`u4>p>X9g7E)=BSb{fcm9C zyRF3x>bGt616zw(7J#lfu<+ML$ghaHHdGJ73$OoJ`w;0Uvar!0Zt9s~A^7QKA#w?) z85sFZo7D800qLCNOd_kekgiwp7mQ%Gf^$%LFDub7Iss)T_wYybS>)9sz$>B zZjid83eeO85q4GvLKix}K|kSbv1_FSojMFryR_L1oq~iQD?Xj@jvD`g->Tl0jvC!1(0>Kf-vVIi4HY!#_D%RWr zPXekyJo^@rYSuE7x=pwQ?JU$q<~bw=QLei+oEt{CeAE)a*_XxeoHgwl?E0sd$4YF8 zklN6s;8nnLXu`KLKVtL2bLlCqXagI`^wglgt4V+{x0Wu9|EV+mPaih+pB@NH)PK0h z1p=G}l_hAQ%hX+B`Ismrfgeb6^EMk@tUEXmz$|-NACI7Z498auVE^AKAs`_C1q*?q_W%F@ literal 0 HcmV?d00001 diff --git a/translated_images/km/arch-kbs.3ec5c150b09fa8da.webp b/translated_images/km/arch-kbs.3ec5c150b09fa8da.webp new file mode 100644 index 0000000000000000000000000000000000000000..8b657935a8345b403626deaac96498315c5a93c8 GIT binary patch literal 29118 zcmd42byQqg*C$-K1q<%(?(QzZ2@u>}g1dVN1PvD4-Q6L$OK^90mm1oh?oRjf&L7{m zW~SDnsJeCQ>~qiA`zQN?l9af3-A4dGO-xwfy#l8?EC2vNdi`000E9sRgk%*YgP;Ha z5DLLB)+s52vI!2n#QwXS;fr-2jZWL0Vh*=)kWl~`p$kH*W}3opMP@QslNY6yQhAiYwvC@OxioWJo9yYd0` z1wFqd5EE6fv*NMR)E3qO5cELoSwg%WhPYdAeYT~p6ypoF28s!azMi|$=k#zq0(`k# z^#MNL{(pS}p5I@l7Dt>Kx`Au96CH1T(^ISS<4~Wii**s!zDIElaBP)afpOesJA>SP zAa|n}jz9I|pq#}S;1Mcofoth(Sdm_V`MB-12H$lpbRp+UlMZToRvH!K(xrKi>l$G5 zEO;SjMPAtwyaKNA-)9YF;YH_>TfQx*d8gQLP10F+AGr2jo^)v=OsL+Q zaF2Z~u%26{<@@}aCIQ6iP8dLq0;YizEATLYaA^r;!-4@B!z18hD_TSfkH6M2>6U@1 zLK%m@{iR%DadVH>68z}(J3E^)@TL!Bdj@Qhv!4i;pO6j?NE9&$0-UUQ)H$p>%Z>uI z=K`FMGnP>`^Hx``{xNsWfu>q^#ApJ^Q+=6JYf{0-AI1@fPkPnF}Ag16<%{F5tr~DooJSr%Zxo zBTeASw@t!k^*&RF9-GxLYSxjnG2x7o(-hEgNG%0dcf#5SXcvX8M9RSJ!S4p4frngX zqoIae2B49KczRcpkK_8%!uZsR-W@)lwhQnhNALC(heDSRn6EUI37g%sw%1D&S5NU~ zFlucD)mdSH#v=;OrL~E2 zDOa1*$@tV^y&1}(m78if_nXSjg$|1Cwhell$JvkKlrGJMciTL>bf+AZ?@!G1OVuQT zYHP9|ER%0jIcZ#K&z1wKb+pk&C(Ec!-B!aY?M;Wu&B{k%4b4sCD@#}?N{(77+BEMD zX0+F7j>}&Bcb+LM1}{(>V|;wK!~3bjf~)RlRr$HSefuQrlYQQi#*M6&URUdYK^ z-i8HC3+U!bafy^TXL^(5-}eRiSLy0PoY7POAly4qwpiO!F(q*t9xn&Mus0emSZy_+ zDLwj8Np;P?-R)k-683fpV1p^rimnsDDR!BK4hrC3An%}c?Njurci}R<70YEz>O+F; zH6Z))vTy_K$cQSOBgh55*GEimC$ zYm4U~8OiICNvlqW13>)a&8h{adT|r%hAn@nxh4ZH0NGNh%RIIT)_utn^{e$^JQ$(D ztWtw#X_-Gi2SM*sg$_4>_(nsB6E}TEb^LH=vjP2wC6r*#%FHy#m9{p-vkm{3#ws1& z*OPL|TWTf88Jy6rTJ9ywa1Lj{2&-WErxlPiAiQk(S*|DIh4+Azpb;kcpWQF!zM0m^%Lyr5JZV7IsBZL3E^* zBhvA*n<0gDb#qHUxOd!lKTZRYYwyDOL!E1b7iTE%{8v&Zegm&emzpMZ!4G%eh6tls*z_ul*Upv|-Bg`5?Q0Bnn2-D2b5+LI6P{8d>>CL6Iz%`GKNDuSC^1ncQkbk3AsBddy=%@O7%D37T>G8c`qyu( zJRJgnCZ-Y&K_9@A;j^^-Y(O2DPJK5Xe1_UAG!S=Mhb_wN?;a1=n zSi8Cav}n^W7MN?V_3;6kKhN$&-M+wI=RdYL%X|7zJ&iqmz4p0GfAX0CzCLadA59+w zP6alB`%m#tt3aB^+0*=S#4Fvs^kbiDU^sB<#b?9grTp>KL0}HJ=(7xjd(m9OxBwpN z-UxhudGRa-x&qr@L~emwQ8zy4K2`0z-hu+zKr`ULJrKBhu=>0U)cq)b*?tKGK86D2 zfFZ!c7lG#Tr}pR9s6N0`uUsDupvR-bBk+ptS>mz$g<%YM4-_N-@|6ns`aE3&uH_GG zuLTZ)RV#=-7B8od5_<$2t3oeOk0Hmlw`Kaz%0Qn9-OW`!AjWh4t;CaVL;5za#9hd9 z`wm8j#D-75PYY1%x%%b!abN(W?B4%j=yLVOXQSP-eZt)jD8Ki0mtehp?a>#=@Y4Qr z`^3?p{WJ~s;`br|l)nQyt?mP_dY66yTi} zRlOw`RZ%)B?P9H8+>CrUJQabScfkATMRX18v9bkxs1FiW8pief&1SB6=6IFH2}=*h znQKlt&fgO>9S-Y4{C@n)sV=jjl<|KX7TtQGm3nnJugFuO+U5tOvMN8N#(yIF=@-^2 zZv>?{S1>0Ro(qpOt78TQ=eS1|L15}?^NzG=5xK+-u-1E(5>gPSr>kr&MznYIfl*5{`;5T zr}M{*)p9lOe_6hN&e)EYjs2&qMyi-zC@k?O9lD4yzL#Qt%1QE8l5M9V*Nuy17?k?D zO*%9ut63ke0yoz|o$|Mps&!XwPkN`N>h(I|&hS?Eq4z|7ZSi%iwOn0cQZO5P4}N|k zo887p8(=nF^ut91G(iW@>@3&k!lP6dg*97gh(aoVyQC#J_;*Da1s#Jrg7?~x9l?-f zFeI|cjqf);IYJp`iqbkmioByJZhNz(YO;HgJ{lX}hZif=%&FHOV2bn*P8rQi_XZM| zQk~!m-1bT+C`N>s%6+m^tL29hU*8O?m;1IsjH$KsiN<^yv2g7c(#5SpfNn_efrF9= zE8P-mpQ6Hw$QTyHonFxRPB;%ofP6USn5R;D4J_mz+x2^@ydS5;ajwQk6ylHYt#@^; zxuPP69ywa=c;60dD?QI%=taVQEWSe~Z*I!14K=tOhBROrf>?s$BIZ(5NZ2Ei+X26i zyl=#Ab5p_;bECx3VdaQc5LtyCR{4bc#UZ~=LCf6-&5Y98BTz!zYd~JP8yYeJf45?> zMI5bYIhjgn+A?2PRYyuYkycC;#o}`hg*1U((Gd-GwyDHR#Y&88gIDx?1EV`%-B`3SJ z0sL(`aqc|~h~$2KVs1VauNdEtR}stdp?6~JkhgAg;xBiT2Z8VVC1{eDVA_z~I|e_` zzEjryXHLh~3A)2l*?xZbHJi?`^(jA0Y18Rkrh}15=zk=Y=oY?IJtPmdjFmro4>AXu zANOGotcng@SNM%}J(?OQZXPxtR|%y?m2>~k88fg*`1=ZQ<^7TT>i<^?=vSclsWPWC zCJBG4Or-$HUxDqPl}TacdxiG5lDGO+1vakwbGiNkk2tL5c|XAhj79EXso1|@qB}!; zE(ol%V3Ov~7;2ggy;GEzA=f`<$34koFhtjQy(rRgD0%#ewr+RUYV+v&B2nKd^rwsZ z11>GDa(~AXqp3|%!BMELze47}eFif7Z`B&T14{V$mM$380gPOtpBdS892 zNY~fjHUGM?e*wNfX7W2_%yWxKKUlmX6nSYw%G^&i`zO5rMl9$$?N+}bq0!zw;{M-Z z`5%-}O9}sO=U0|+f94MT8)p4W9Ex-y-d|yTosWR%`6n3vCxw6%w*1N}47&M>IDg02 zf24}h>o!6L`f7MKXLd%*)c9P8biQi5y)t@o`1v`F=VSMB~ z0ftCNmCFL(gQgi577Fo)&X9%9TIm&u=9|(M0-swIw4R!DZ3O*1|I^A+N&fD7{bz>=hxWa|njrY3n~G z3|vK8lED&-h8Ka+>T8mr6TJOZlx(RRcb+86*ev}nTB74<7yV2k`QE?3o^{GpeW66T z!8PP?*aNL$4Cfq~IK}sI%IO0uC8?vWT1?lj;YIigpat6sHh&d*i>}ZvVrk{zK4WdF z6ok{*Q1W`Y;b}nz4|M$`64a5nid8rhQ_L62#GF4k+^GO0d<2%)w2cs}#K@-as7t84 zYl4)Och)9IhQbAu!HRNA*K}|{3q#wZo~NGlLVgu=9suPyKB+`Ij>mb;j!~SDo25?? zle^=oO0olMGAA{W*@x>H9-0Tl32oR=)j!m>e^G84_;!j!6RoNnkW&jP-KWDmUI?FE zWRgQ?+(Ae^igc+-B8=Ma^`M1tUC0%Bq6I)E+GMt!Z@pyag7Q@d=kh8dn{5{0O}YfW zh;@Zw@~ILlHZ^Hb$Cj>Qa??Xs8QigMarJ(z-}iK4qAvG|I5YS%@g`xe{~PB>%)Qke z8bKIqZ#5>Qh=FB`vS?t?@-ZCLAueMA`xNXs?rPn_(WX+`;+ctGzVc zCiv|i_d~F33*)&M&EjV~X-H?82Q&kL*&jhkhMP2t3u?E;my0K>gEzp8j-$NiLG~#5 zUWol#xraE7?0NO8;*Lmu5x3TjwcQ(U;S?N26Kht2X_R@lreUb{cI-)M+`FT!pcs&S zz0XyP{Aoe5b*(}Ya>SvS6&zoF;4&vDmWLmU=AtJ5u0O5-=P92QhD=egX8Ex z8r{01T7o$_*I;Z>iX#^jN&(-$=*KTeF!0$gM{v+$qof0LLlC7zlHbHgRSn9+-lI}? zfoHNBBEp+e5#n^obhltp6I;Uei~0v-!}1qlmV% zV?6_OvmIrX5`$~^423_v2<6CYi5kdNSITS5g?+kjarxy%aBxiIci!W{H0N!3jalVy zb%6TL|V)9Q1wWNcy|4_=8>zK4%PC+&|(Yne0Gybmz z>EHF;mH1CC%K#nwCy(?8hsWXnLpX3HV+zJk1OIzm?{% z9gtj#+R`h-3fBK2M`^2mT-{W_<@lxckaJig{*`9`p4S7y0mZs?KkeSHrvJ~5&tEb? z8lL#4)=cexS6}~=H~bSLe~m3v{hLqtQ+6#@ivJ=7{$+uRCrh7x>iPT+dh4H3lIS1J zq~D9EQ0Ny<_*?D#)=V;Typwn{3}#BbB@%B>;7Whxh~YeFRPt*(Mqkbd@wJ7-^}7f7 zOY;h}`TnwGVr*I{WCpk9Zo129nY`*SsaC2A zigF~(S*~V}wGQ;3`Sw^%aYs}-vpIYVJ;lvq?}99?88w2itEL{NHRbua7ITeAI(rMm zr&p-?%M(lSTfsuz59scG(U&Q4?~+TD+(5|_l(`zc5yTEJn-fXvzT-zca#dv7sr8Qs zpcAWfR*DXgLkH)-lGIhhU-bBI@T$`bqOwo~8#)^@?qQc{^4)ZI;6w2{yrN7J)R)$E zcXUTA0*0_V-`df`4uH3i7D{DJ7rRXe!FP;jHI5T5l+FxH+b_K;cnZFm=8329GUuhJ zUU=VK+YKalc(Y3Tk(s$C71?Lqc``ot0G*eg)U^b5oO3*pGUY9Q)Vi-x&1-LI}QSJ2-0pz5tv7+5%w z;~Cc$37`ad#Hga?DH?QFYIhM4JmC*eCNJIi*%+fm-VbzR-a=n&_uhS+pkMYG79|+y z3XkJbAr>jruJ_$!pfK1X=f|wErx@Hay1!~Pd}RCK_X%9L^9R|R1#} zi5RQ90Dxj~1u5&svykfzg-6(?;C zi6@BF#tj-&X&aNw;c2eq5Eg|U3)~Trqyh&vg#S~Amig;0aUr`tOwGwxSH;w`sRN(` zz*?dq%Sguo2$L8>5Sox}fORPMg4aLB;E(Xna96ei0N$Jd0H7hh01#wRUjRUn_(hUJ z*>Q$BnvBF4eNUQhJWex{vR+uxCNOImMy%=WCr7gX9FDW~S_4E&#PToz$2DTlqj{n- zswp;!T?m9sfW!^iu3$R#E1`J?qVK<>jtY{O03Z`FH5{b*Y;_Z4KUx?!| zy%&A9&1O}S=y~9>3h-$vVBswE(>C*vlK z?j?L#s_u{)t`{w4yOmfGez2t0EPUrS@o?e3%a9>QSYHLCRKvY5)o&Rk@6ES%9AB`Y zrY*ZkJ`v$avC3c@j3JV0sw?K&RFM>F@j{vq-O=RP#0c`5bZcCobI@1%ajLDj#3-rE z_>-$40E#MOXz|Aj$QT%krN@&Bae4f zu&!BkSwp0nMB%KE_vRs`%6r=sWTcol0Bkz$!2PY8V#^Qv~n z)IiXt9eM?JX%jE^+rF{vJr0A09t1(3AddP|dWx55yk#{4U5Ne@cPXfD^q4`N`X~bk zOyY)FRn{aQ7q3%-4?^&>x^Hv+rq0f@OS4qIoS}jQIHyR=xLmz@aMgRE@7&5kY84y_ z6#Wc-=3e^8vSJ&LdZ=u0ajwBm7_cedzekX)cz{l*POaaFtcV7KH#awFwmW!czqjO-eeHD?x848o3z_WjvI zX%Gg9<6#;d{CPB&{dsy+3QmzJo_2i*TiEaefvgKV(ZgQQ5~mW^T2vQQPcnmKeJb)j zN`%!BsB&Q%c4>H5tcrOiBJoEpY=SlcbDbL3$)IjZS*75`X)J5F9Tw#!d|BBD%dWIyOTF^8Q}K%ZX!mTATw&2jm?;!pWn0uti)A}XEl6ZdY9Oi(w>D`zx)7J z6k$aSCi?k(^p4C5WGXvw@(6Q`8dZnGl?V7pUqaU~%`D7z<&ICR;D!{sxXZ|T{0z0O ze>jyi1)Yy45Crpv*+xj62r9zjn00XMflOp8K!K~**wl~UT&O8kEF=q;W=y+6Z3(Ly z^F!ORiN7+LB_!!c;UL15BnE|ofd97^6^jL-g}}hO`sx#$?aPbox<<^uQP=jR8)qrBqY$4-A2UcAU7K<_8F z$vOcQda9Aw=GF@#l$j?{cQA=k&1%EQR-;LJ*R2Inq}jpJQ)r41Dk!P7texe#R)T{@ zO4`Ig{=Ul%LB!o>A~2(VUNgA-n7s9{P?6*ut6G6FZRifPnsH!-m*3(}wRz!;#xzZE zN+Qh3DAb^ilstQ)Z#phj;*DDO+uq`lG6sS`r+T6d~j8U-Q{2c z;^Ix3`jKI2-{eXk0}bNtL-f?jak&NF|4K6@UBI z0yf`|J?kvp>iY<=nvCskvgrio@nxH!IGY7eDP>$W#l7BGJ04lk3m6MWJ~_`swu|cc zHlAsV^HV*OKhirIJ@C_A~ZO6;0uRTwl4UIO|^wIN|w0&WJTM|rzOPAAE%a=@ z1hD}fGTjo3oLt4UCF3pXT;Ozldc2spp{eas#D@==$4q3AH^VG74{L0C23h^Aw1GIV z(pX^Mi#42>)2z#OS^S7kVG-4ujuQ`n=Xi5&{i?gmxC;okT89yVcG_!2EKLZWu>q&+ zPIolpW46p}2;O~lE~3wjt>1TgoK2oXTu8A|tJ3oiTH7a5g5n7!QEd~%NK&m{&?B_f z+Mlqk((h?O5>$Gj-`Q7}f$JQb@~0Id*gR+tBDMOR$sT}@cpu0!WuZqbgA9VsH`sYZ z7EOJYn^tR=r_W8EHzNagumiakn-uFQbCg?f*K%*lY=D$y_M`NX6RaER$f93H|2&?1 z3+h?ky9-5zbiZ(u`eGmspvgHexx3K4@z-zy2tY|d4Ry9+}D#S-* zt@H2Rd-&yiNP3SbQ@v=SpQrkWg%T{`Z;@yq<$VMVqDil6v?Ea(JC7F z>s-TzoY0{P0|NJ4c0Q#*3oX;J7S0tQ#SCxH zlF~cr?(oFwqh2Ic8@d=*kllN${N0^zd~&wz6^N{7{Iq1+ zqm0JtD|q!4Hkm>_!oHpK(NeQ8aDUTnV3b-g^CKzDRw8up8|5aenhNoyviCr)-M9^m2Sqo<4|Cr)^WgA_zYy`%-H23GJyx?rQL1|ox2^;r^TD`K-@F| zJHwR?&3x)8E-qjzQ#udRotdr`Oqo)j$tNMOHdC(b*_sW)P~8XM5n1Na`qh3_OyE2} z7wf>*K(K`}KDWEZgh^$dv&__q;LDYL7XI47dLwcOMeR|3UcO>qwCU0{Z-R1tN5)le zBKa}dTZvDrSxTK}ZSp6C$5Gukfn*0QZwZvWIMFoukPjMAU{mHiA(OPOlc7z6$_Jlx zDaV9cZ7l>lvPktTKA_@eAVeWq{=;`DPL$*RCsy4H&puLCrlj5xnSeGzHUu_Z5;9 zX9R5JY89y=^@?LNHcbiE$5zs6%!#t<0^AL%9c<_XlbT#hVe2*R>1ZDXse6C0=YEJK z<7345#LL$d_a(-v-Eu#FD|wPC%XKo=&4dgd|LaI160vM(8RG*=g%YT{IrSDgG;x1A z-#3NtyDn#(@0rXz%Z6~r^@T{miC`E{Am0SQ_`A)LJ5m>*v3@uRbi!b_uu{erFJy-2mxV2colbFsEqkZQ}?(lXp!K^&b^FS&CLU7?2W^z@^ zp8(DTrw?xUMb7tA-6F<|bWhGzx%wx@&BZeM^zv5qYFK%39jjEq)2m zJYqWHdc%dgLQpux%6RWEqPT-pSvhYG&q4d*1 z(+pZ<#M2?HgerXjK~A&`?j<0M>#&G}xfl;tr1%<3JXt+ZdP(w-7uktB2mNN~>m+Vk zH^~x-4ouTK@#c0d{_7}9pGTgUT_Q_MLI%}nVY5FtA6lc3qX^qgWx@K8*+^k*0#uNE zg=x$TJ5Qr+5H_?wA9k94Gxs~?dgqKR#&~GO)2$Br{#&R7MEK=-9DdH8mkqmQRrjQE z--jy?MBzT_85bOq295#MDq7-jk7m{OWzk~OFWlx$q_O?PS0Ddu z$sLh;3rD7Fy@MRO2i<{72FhBPfjDJ|Ou8{Ija5WMW;bc(q60%=#I?-< zaz8P+qex|@7gAAFb=M*HYg5x__i@td5S^j zD?i;5E~+zkWPywhO08)z7P5s^%Kj+q9P8oALV^5rx{H*7IHCpi_Gc@DQKK2yK4zm zbaLciXh}>7+5$>2f%a5a+jftY{dYLg+1jLPSzG9M^~P_cLvX!BA}3JEU=4cwr8B7G zP3^=-Z$y1W$kQl~N0sLaJf^2Ht-f*CqwJ6(py z58*j0inoN{U!Em3ZO znS7FTPuo)6tCxgPazEy^%sX)IZmOkm*;WpZ00K$#@?5)s?est`fJd(O2HmKnJ}h)Z z>w<=lz$I&u`Y^OzfagO;TTTGq8SN(V!;>f1S7nK;qbiv8#)*1!vDFLdoeomqaj3lM zYScBCvfa?(GKlM2$m5bvDL&hwWC@h+zyS%DjHW zfp1`>BHwg4%Q9(BFay2^6=x*wsaC(};pv5pN5Fm2^#W;amu=EV1b|U;g27S{7PcC> zk%2v(2@H;`d1w51SAEG78_Q2}uVoIh^RZL}fB!6r#qzd^3gdZwyfz8agVyeRdA+)o z{|qexT18j`s-8(x`ZHl)V=2sS1##*PO^n%?@Dp{bv#O9X_ax$a$xbaPOQl26#{)xU z8>6+*`R~|-vkh|K;**-=zJpkBTtNPteUwxf6mMNz%bY9Mp7$U9GnmcvLO+nPyh#Qe z6bWs8J+S*e(yeh=a+xzHmh>;&N;QZlG7 zGVW{d4}e4p06;q0y#5nb+UvX5-vGLnF8~1S-3R-37Ran|LhW4G@g;s=Nb`Ap_nCA2 z766S2c5VD~yW@SvUR~8gL!RElBfOp_^@r2FAI4aAzXXUjVxxC{D!yAFz+oE3L+~}w zxF&XR#~t|CrMJv#^$5hy1I73-Utoy#wj z6JdjJZ_LQu3Fe~LHK$B5_(-Krx7{>Ip|S*l?ns2#cjA%>?JeNY3N3Q}_-#*^AZqDU z80pD-*BvP!CguT2o|A$iv9vJKfuqA)5CEu{+3g6au`F$=Q$e8 zL&ztk{2S+ne#l^hzvj=?tmlZSP@<_~BWa8-3m~lSbWYm~98P!RN211j_!# ztyvChU*UZzTSD6CPke}c-)c(AbPG(4KME6eOtU^o(++lLX2zIMZH(ifL>{6UHqR z^f|~eUu5@yB3!deK~4t=pCEom%qBitLKq@J0OQbc^gWC0LiT=JZTj=(<%)9pM@x8{ z@BObcvUtxGF04t`p1T3*wY1Z%%+fNGeG*2>ZvVhCHZhE+eX|XsnK?&1`x2jjERkgo zVHOqnC^rZDWpdVnK@qFtwM=|?K66rnAUJOHEfoIfr8;*JSH>t7`MMFxkc~lg>fEgs*!h`)KyUe(X zLV5fd=GxbrB$&LHoD$D#Br9m)`c1bt0y)d1gF?GpYB3NJtO%7cQm(_iBB456;ptf* z_c0kF0^*{$Tz*P1;!W_eu4)X>6|uf;S3ILaBZ&$!ZNvL?Wm&z_Hodzvo?@3K(wZ5} z3ZEONFca5zOAgIB6@sI~q!Rbo50c=Bo%zkLJf0`2Jr(Gqk9#c2Uc7{%hBbWMy2 zFH_?q)yBX^k3Oxg+v>D!jY|A51=s=TM;X|Lr&xsZ^V5~*ISZrTMTGnS{bBuh9ytK@ zcq+ODJ3)ZG2O}6_+hflW>b}&q$>*9BuYHzp6Z2*_3Zcjj$=?vl;Yiv0ieVZtfEJt8 z2;QYxGKG5#;%2}Jt)Xc#;1>-zxC!4g5T2kYY$nbim!ofBo!Ws%z#4!t)!xua>GY|FwLIJba=`Rv_M(?*L!gA zkz<~mr&r;!evKasxK5?`fmR&2UodZJg&Qobi!p4#aE_m$ITqV7#7<%~Kd;xh{o`gH zwwU38X{Eijd-{Y-v9g9QC%04Yq5S%#Br*I*aJ1lVl%FrT!t`z&8+soRjac;>;x~oK z&j_0M_I?BgUUZ0F6I;HZ;((WZPyoA=h}7M_$I7K(#|-GO4dn-R{906x%l<~`3&q8z z59-SAfoy~v!aj_L`aaz7yxs`LeP&CzZ&(Tn4jO#F6FSdN(>y-7m?wYrp*If$MIEH zVrTL*@bLCgi9_A2IgzI~zNbqst#yajdXanmjKAIOQmudFtHNPaaycO$<%?^GyAyH$ zm8GkDVXT?M1QeyXLl@ekQ3O^0^Es#Y>b1L|#gjyX+*@qNdvHa6{u=5h(pzMoJ@`7|}? zk%%WRSRP%l(?8r_l`&EC`9ZJ29g;KQt=hdMF)H<-Ks4 zWntbvsm|EtwEwZlzZ)kjr#Z&Q&&+z(I$-)J=k`&~`_X8wpMJ?h{+#Cp>y|=gxPXi; zi>G_aqf+M!(QJktZ-oLsFH0Ny2FnY>+QxG24S&BUpQI$oM~U@emwQZme4@Z>9KwTL_B2zT0qh(M<(4wT@K9yiZy^ZRb86g}%uk8+#topBp|NK*qW|a)bL?{)vMJ z|2n%HIC}|W$NZ&`z@aS1witS3Z3*Tc^D>2zmo6-qJU~DH9G%xxO6IcEVd$GnZfJfi zo&AfYxhI!|q?@2W)hFl*LEoGRqi-TCyTowIR5lZm7s#?~4^GZTG9aEaZNuFqCS0-C z_I37ackP4NAY<@W>a<1w7h?Kc;`Kgh6F2L!u(X8B>6U5s? zBgV~-kr2V2ZIjq2A(8&UPA)hPJvOe`%k<`Jd256rJHof;&^cMuGg<^%>>R}IZN&h( zyol4oZ*@J@E7Dd}+L%gUcSMNkGlQ6_<=A+5j+20S!*upxE@E)nZ-jTlJ)0#9lmQvr z4sm*&?UE)oZ}f(W7b5eptXZ&fs`~7r#7T3BV9+JGzv!n*8!fY=8DR_C%8V%JY&LA_ zvNeavAj65x-XISmi*^*VW2DW=S}t|#DQYm?r>L~Z)ymq_ZKuFB(OVR{>gTGeGSryM z9BV1=?HWTRKY}2&THPex!*iyE@=S%=X91sN?+put|QCTDFv z9v$5aZnJFU6e}PobpqI$!#n)J8MqE})DpH9!X?B-Rpvh;QUDM9JqV zq{2p~x**7Vnh&fz!fZKdxhq<@dtGMKZ}qlWI`U8Xka(>qrl;o!e4yO!{&?EHiGE+# zE8ZG=>x5pL|AsYx0X72tPWdtkKMq%$G{WY)>Cm^*YA1TBKBAGU69*Pds^Vms@mO=^ zz<|`->%Md|gkTT~Xl4L3LK!Z!FJ)SX@mdr2bQrX{iY~~9`2g(T+lSH~lh9_6A>PK9 zykpD$22pfAXz?=|LZ5>bo$hc(P()U)vN^vs1m@TK3LSf^+N-2%Yln8B8<`_P#gQbP zVo7Q!dHLkl*~iKXT)pK>k39@g2bSO+M@y3HMke`n$l4o(X9xW_ zNF?a<@BTXq(Wv>l1FvlvDfvoA{C*T~`h1DQT%p7d;=+#HQPYMb1}`fH5hFCH4)tDg z_{sOI2L|(G9N?X2qs@VzW8TT>sVb-FDJF(KvR7Q)63vLhm?76yf43q8OUhVZd#B82 zkh7gVVvH5z-O;3y?L``urH;bE;=juqfOEbB=#=B8?bWF8@5c7ziiqP1H0sF0HN*?` zoo@3eY1sVim1wG>$_A9-dgt^Slb}}2A|)9~=dHOqiGmwV1S zpXL_Wm?nMJyh;%bkt#*UFIph{=zhhzj=5%KCW-~ z9SvyrOF58H3Zl{{Kgm)GEcdLfw zYMr?FIHm>OGT=$P)JFZ+c>KJb=(E-#?wRNM9MT3Ve0H4$36n}YZXVW)k!(8G@neM0 zp*4;DttANKmA>Mtbe_skIh z$xn8X>!j||yMJiiHOgRsSqP0zmFxO};4Q^O3(2}xL>7nY8^7&s#HDv!j+Rb`1Av}p z-|}x|gqkAQ6BFY4_6i}TYb;_BGSDy?syE4V{ut#b z+l69wHk_bf4(7K_ejgxfB4G9YBO*{eHkrjG*Ig8ipo(JB&;(zhXCZ*D_z~x^-;Mea zd0u@PB^p=_2Vre5nvr=po70c)NCJV#zfcl=yN)Pj(&aO@i|h8*)SPDy4nI|cC=m*fpd z$qJU&P$odz34o-}603@Tmi8VD%+iVAOWk5seH(*X*ZHX)-ncMjudP~h4^hpGd190l zNVa2lmpPCc9G8*?Ngo&6<-viz+^m0&n<06evuH-%C+Cx*kc`^oDQcj3FI-Yq$?SLc z4Qn=O=2v63v*P7$iOEf!I#Q zf>01Fa0u7adod**!A_ii{KxFwqaEd-QHG#xW&|&93z12R+?Nec=x8 zWcwLaQZG&xH|A6<-q2Yxse{ySuxR+`7dhPhkVNXGIj6dKak72J{tTxp_gy03bVs?8 zG1nwkm0z^D&STNHW{Uw1*LT-7Om$rsaqP3CGO~LK9#@Lf?H!JxdOwZtt!zzUj(;14 znW-7rd}%ze3)1{(!6`j-`T|&xJshjr+OO^b_g16sa{@!iRfMY8GV1Ioo zyVu4k6`A!M)K+$8ak8t*`yqI3C|nC!#9d3IEf5%oB^or?j=G9XDImXtghSivd-KDN zT%zQ?ep?PO6&0rIZl2rb_C+cCmMR@ke@m1vZC=Z*N{x@5j`=6(+>33+x;I5oty4+_ zB6}UZ6A8hF*SHKQYYFSitFlw-@4cYeRopT0!i0={_k#!FN>`QF!%G9vF3t+&<|YZe zEhKBUWGd_@s;{8ZXHPlJ-exR;`tR!%rb?cW_y(^P=Cgp9Avn)C&8|FsPtO-L;*FME z*5=L498D+VJ>7Z8OZEvYi>TLNP7yKlkDrk;KPyN=E8mnPMLHk|L-d&WYBLlvi}+TD z`DFk^bVwBIU3ct#^kSg2q1e%qWsNH)KoKFg4kB@Bp9MBc>jSjh8;!%&2eW5fu$GzP zw`Q{L*5@*F>oz`&l{?`nc!}nV_)Y~Fi?`?JOhdI>Vg~+VmFP(81%YcwV;1>a;Tu1k zs_{3Z6W0Tzt2($wqDKb=$0ho7l%-GNy1j;e{(;vzmQ&%v@aQ|2gjF1Z7EdY^51- zO(Z2#qf;x=6#wanhN;`8Qhv|EZBFA9r3R@^m4+WtJ{+lf;A1Gl0TyM~*Y1)>r5zC- zW|c>6{4&H*yA4KOK%{#*ba@mq!YYAVC}!`%OmdCf_j-yk-)PYSRO`#uhrKWTh-fv! zx3$j7qT9?0aGwoEI>UmUl#J}QR)*JR06YnV4zw57*1~86G78i>oVr2k?zn(=VT$kr zF(=&cP;#Hw)`l-EPuP|QJ@((O>NO%lu;X!jS=Yau*^sRP+)}C#_$O}7IW6m=v>g=n z(@N^%9YVEbsA&g?cgZv{&?rpY%1p_ypmEp6XUk&^dM066ln&%BiaoEt3#i}RXmR}5 zq=%R;fURZVi*J?%u~`~K{k`ByOPk90#dt^Jyny;NA)t60<;QB>;z&|$?4r*2p^ zD99O-{Vb;QK^8ny&$*<2-X_VQdHq-pQa&rla|lOkl4%)g;|I#uEaBU@S4VT?s1{*qOJk@N?3mK8wd82kq}HwQAmfd!v=7eTK!EmCXqYzmZ`N*eU4c zBlrj+ql`w*07q%ijQbH<yPEQU()$H{B zQsY9+kTMa^{(QFvyX@noE&IWGVNaj8XAf>Yf)f+#NAF?ZD-1)Ls@^}|#i5858{@I{ zz1`XLfLl9Fx8O$&`EZAbjIq}od{L7nt{MEJhE}>Piu&|PXbVFv3r6K;)Oj9~@X^Gr zBoMYJPYRMq%Th1(nJrcfh%wXN`9vd@GAqM(s80GNL|3sqlLVpa(xM1dn!EJY8eA`A zYRA3B31W^8ij|AsbVt6rsFgl`g6DnIg4F3yy}h2L`JKk8^BV%;-8w&`QTf)#B$Z2J zTAad1{s8cLT~A-jnUU{1h1NirBrZOy+I!-goXJsA`p&DGDTRHK_w~EkEw<(`bK-M2 zGcS1&lk`w2|EF`{`y%=^=P9&B0d7td^cOHi;ox*Aph%^(jw5aIhC94 z=2|3Lfh!=gN-+q~Z;c`k{<(c3K6o0DEB`+gyzVn0uhEzQX|R59GzAOji(<&oYg%mp z+-#n2>G{5-k!`&m(QEsy*svBKpLhW8MbbyWf7|OcGeQ&G?Vm+>9Dlhk`5K8VQEldV z4Xd!K0J78GY*y2q?6LgYfm=8*K`J8u!%3-n8sW2J8t7XIaGfTj{i8g}M-UmB|6FbT z_~iseWzL76-*27=Z#&15o@*_B*SI)MfUxi0d}%pU9oC#>O3gJMU^Nwk^$hMpra>Po*KlTg55(7##!P zQ0SU$916tU8D)0AtDU$i%HoHU_@ODA=5Ao zgsHscBLQ^IjK98F(V_ZhxQ8)fvii`r_{NvmP_c6WvYECD< z;X_Wme7aB9@g_dcm5?yUDzd?MJ(Y@;8Yn^j)$`FQCfRm6#5$N@RDxssRn0`2PKSH! z47PZv=aCe2!9(58?m%T(v9qj+zSpD3Ad*yWs1QcTr?eV=d26fwjX@N3|Fd1BBt@sk ztF&0JJ_zJuh9r_4kMA*2V~6<37sain9|W9dmhyrYUtwRlvwBLiPyGAQ8U-1qq(Lo} z(@j$@u#2#y2=s9#QM5TBDhDnU_Ht{Zs`H1FXWNaj7$@F@o9T1J$HJy=PVT&Nc=j1-$zX0Io2#T$t*Pd`KujG!y zP;4;Td5E`2z$m3a2^@%GG7-7dh~U6riLWd#THCBfK+6o zF4r^c5<vmEhi0ndzT#?>dFB=N}$|939*cv$V0Q z-6m0oKMYmnncmVfi-M4jjV&n%88L1KDu2yQsB0*sie;7AUdw0$7S-(y7y?<;xa?gJ zgDY~-A<<&cKvO5Ty&q~vEY!=h)SW+HGOld6>7+8-yVDR3VbBfApw!3VZ!31M%*IBX zigyYP%fDAQp1%^9RNlh*WU)!3qB;<>iy+Yle>A7w-1zVeS6LM2ZvsFD z>(6Cn9BHT@xBuZ+SH(=e1{uluLi;?d(Ys@1sKwl>0u)_6IY+qB`ux5Bbv^hJfh(n`TPeI|%S^8Sk z!SkA3=DbfF;lJ)t`BW8F@aJ>$_ny#50gvS-T1pF+yNb!PCBI4-RP%Mjl|X3F5mP&j zvYneCpauT*Xeq4TArwORL@v@8`!(AyyMK5eMVn&KxLlP$hzi|34$AzVA<1S7sz=jd9{YZ1-?|BtdedN{k!HENf*wSo zeRC8Y9=qKl2|pUn-Qn{1KOy7tWpm{$kL??Yxze<+y14Z9xxkg(oLUN*1uqC_r}78E z6HEKv%}HsYgz;4<@80~8r|F`umF~c{D_UZTO$!l)rzpA{=iI1VXy}S0+VS-T?#D}Q zM80KT;YXV%g?+VIwBla0LPQOD+Dn>9bx3NBI^gA0$wB_!&>7|s&I3H>M({tzV%ts% zLPRJ}IAGG62I9dDYAyTxhH7b_E@@S^1xtN;Y8=zW&&{TIWs+784XS5>X(XtB4=u&J zm%}6GLOI#((l4n7OyFW@$5=fJg>4^%P!aJN%QCr`ZLhA25@WeZK-c>k61&9ytxztL zkE?-Ms)M#|JykoqoUE`|4BYC?=#*T%In&ikj<691{#eq*VEXyshdh6>+}srRdyDSf z;e0zXL9_1Mh4xXfdb@p(y*fLGYdcwtiCt{#-d}S_&qwKg0#Noi_?+l@~Mg^9D~k)IMgNLRcn`#XP84zlsPt zXsBYcO<<`|;g&#kfHrv7)@!a}RA{>aW-_>InjvbG)G09m)o-M$bGyzY&JYFd2S=Q8 zjb;Z~?-;Sw?v6L+IEgQcO_K4%bZqAc@Fb|J!f9W4(^WM?<~B(x+G!*aIXDH5>Y_m6 zy%JQRWqCX+7Me(XR4B94A^yRBB5+r;d7IVWib;6{Q_j8N91t-;YeeRsCo+gb^;Ihv zVLK!ARMsr@_Qy3o$2}Pf$TwTIDI=i&G%vkYa_*U84Bsq0IL$w9V|dn1idV~C=qP;l*zMZ+A7V%pPDg%yN)uv($`nZERD-f*Fl+ctghY^( zhD#a?*YuM0Gv&p(G-ZN^s7Upb`6uPm`sa^@9(;B(Sm$7Lb#)+Lqg!^Vsg7 z-z`o{iErBd^5SZRst(D)v#o#%^xh9G=OVV(u)s`RtTe~~002Pe=4?9gS18J&Gx#}p z8~}A{s_w;q?4$nJ$)DWMi1u|wzEv%c*=6bkQ9WpYEcSBh=RX%uVfq%Ws;bgKNKj1J z+Pf41{tig#e}R-&|JJ4y$MOg_)DXPi<1F-4r50pibYH#^8F(Czv_V%y}Eea@?Q8htJKbp8%5twp^hIVgJQ{CGXxjmX|&pHHk(bRum4%7tQJPqwH^ngr8vp|8yc;PEZJ|3Zg zA|Z-!!gwH_FFuYwIsgCw4Gmtr2ms|3>f$z<$CDw%W zS<&tI|(dyfzYzJdogfWOfo=RDsINUDmF2WGT`z`Y7xJHG$`03VorQ+lh^ zFm+vh7L3l{4zuzZD9mHKY98{%aq>`$@&-{l@Mp#BgC67e{zEk@PZNWFpa1{>1-+AP zzyJUPPU?Zc001N(Sq=aI0mW}X000@5^Z)#3{C^+FO)?0{ zs=6U54f=+Wdk|+nPuKcf2%zqRE4#)&am+vyYgcSm70lDELsR zatQtE&uitltRn7-^Z>mBJowaHe-6bbeAQqDu5t0?3`TA|8;|Ndy}dQ~kh{O9hL_n` zay3Wz&mBLB$YeHw$8yRlUYWN+Ct}rdAFjf4j; z4VEXr7H*uj5yPJ8SSYVSs?&GYk&cHh)IPp-%hyQszv@FiM*&cY z)UBH&UJ|1a-3OpuYc{>s&*vbDYkM~P{$WAkxy5{Bvbe1SfHsy@hrQy*13X(do|)Ui?B=>$VA(}=jNQe0lrCfW7v)nh z0NtU@dppuYZ1|>SDmlDaD`@)<&t+b>qy%RSCm8gBoLQqCX*P|6f4sD6(d_I|zz5E) z8no})ekT7(7MoH=No%nl%N@j`t0OaR{eo13R9SJYIO9vD{Ni%4tip!bxffJOn1|!c z65Ce?`@_Ma9$l$V^YxghmL+RExrfa;-%P6@T!6TiK_0q+{j#5*J8z=fgTbK|)zPhU zvJ5Ck6;QPV>zU$D5dO9l`s{Uor9Ry${tdvaG%FYvQ1fo(>A1iU}Y zJ}854v)S%^YJWgEg0*jbT}5-}LQ*K$lM4=J_}c#taNVcx1i=~0LV~LTnrL?PG%?zU zP)MIfJdTbdg1tJ>@{<`2hnM6fU4mHqtt1f1u-F4>Oj?0AeM_{y9E}BgeFplTGzODWwJ{#YoDPo#v<6jot9~nm&Q3 zrI#Czb_J|f&SmnqTg1tlzk|($*^N}_&8!DYVRB6Lg`);xib`O&h#5fNkNz!WqXeN>r!E#=iF+}8S6ixB*_ z8)cp{kSt2f$hA%)mZ5rG*hblLq7kr!*n2!+c^bwT1eMe&!!7y{YAkM83Wq^1<{Pc% zVr&tTa{1L@WAP!Mm4&R=W4dec%kF~X($|yWG*7!MOsLW!1G8|)4$eWql z`#zu}YR$;lAPDWL1PQV=;*aC2O3LqA=1-&XOahD2<1L!4l$t7c2rjcUpw{(ZqF$+9CR>$47%fH*{Fpr_7E z&kzyhZzwU0`x363-L1NcK&d;?5yg@zJmK;5Yu(9a14YBVDo8YNf%$i<2~3d3ju8*X zYS?upR{cjilMzJtqjc7huhH%-;y#u$LS`Q``J_pVx*Hk2{q~ofIM+FL? zPV%ECARm6a7gpR^^p#rBkgQ32fO}(Kr7IrJ0x` z#Z!%F?H^>Q$xyGXNS616XyVn>;C0^e+Zxw z0Y3{_`{^8`pn_vQ{y5!yG2+So5qgFw-}zzVt-eY!L5X5VUr(e$w%U<5lMsUhQ1ZDA zc5VSF^15D#CZG8IEduP6wq<4FUYH0~Z}m+CljBo$2YG`MH7`F)?XZDjsk2S$=8y4& zbaE+*JR<&+Gm*RMAm`2W8?@bc#rjCtxMA@AS?_A(81REIT76r!Hd>Ka@By~gb_OoS zqdl<8)TP%G358F$P{WXb<* z6r)}DVH@cWo3Xi4HHSAG)h@7SJMcp|LjBP;kF^hmy;P>>!hIZDdM z@B-e~Ix3^grv^#a_G{yR`x!p2bXxK7z3NnK1QVi&(s2RQr4auuL8Rn_H@5)_MmQwT zW0#*T7d)a$d6#OTXmUiKO&_nC$qK*>$i0m6b)li!&zaLNd5SvOe;Z|-v&8U$ z2n-^EZp{uk54jEwn5pmD2+FI-7l8dkOUpAt;=qAp1u+ydSf&pNW(pOe8X|eA48$9m z1ml%X?Ju=>RwLw{xFCC0PJBN~1qvmAE@`*gdSTCY`uxQ}uy_5ULfM8ED8`_x9a0ap z(A;^Jp<@IGs`ssS9Y5(_H~zAJt5gGoovMPq zez`+C6p;n+su^>LZ|-Y+$RPAEpyC_2At!H4sTz(Bp}e@HQh)#mn=F#yg?;QUX<8kn zYxrrB9vL&Gv~*@s>*;1f-;4Yozp`;fl*;|uq51Ca2FRoDf{3M+IK#HWnQo3wSwlI% zr}ZC+X=+)jR&^vm3Q($LI{0oOX@BzkVqSWOXo@>rFubdC9>;IKHYxOq_e5X9`jYY; z0;QSoesC@aO!l)M%%f!#;qw_V6fm=3r%|0uq>K)a|S|#AevgJ>?BR$&x0Fj#duSw4nm`#oHP>KT`@wsUN99 zpZt*twoaXsE;_$)WFq12H(FDzSE+oo(4TpwzQ}nLzVUv`-$exDaL+;Y9F#tU=+P7G7?j}{x{5CNg2n^gOnsP_36&R^$Pb? z?xO!TwM{=yp{ArE{MBt}CsN;l-IkvY8K;DpN{~)=~u@9N>cknahJyWr! z=AR(TAL*EmINi!n+A2gNak=`~msEgyiC(YSa?newBMq`uyyMwS%B=i`+Klmq@*HWM z<1PwMqD6vsim19r#k@6jA)g_Mli^8pRH3;nr(KkPBNQLECr|0px(jlpsc^q&Z-$z; z2`CBEY++Qrh~m{_+J0i*C?d)~gY6f-oJB?(aoj0sTryiCF4;z;GNZ{HUKCt?+Lg-S z^EQgKSlVXHXW0I~a3;Rbaa^TpHIXcf5a-!9{-vyvAdfZ>VyA3ng|j;#VMj8F=a~`X z%%6y^tUd*zM#t+TXQK)x7ML%o79w8JG^Qr83x7u>^$8}0x#qz1uDRD0c!GK%dMG@bEme^KYC~a_a!GPt7=*{ zFLsd8g0dFZM}ZhBlyJ;?J?3eGLo?oHWGW7JNMqb{Bo{@kByx(51F{^Z%4 zVI`z|+t>T*)|$w7zJZ+IZ{&cJagKl7!CO@G%r|jlAFh@Hf@$1qMM27oqhw|`1*;qg8n?u= zZZz}aX|wQKE3Z}77xg{&L5*SThS>#h)5;xiXr#jqw|i~JNw7#P@)tk?CR-x-IjH}; zw_;W`W@E>b$b7w@o5XNicdznwGR60p%**%%eI=~s{P)M;iyl8jwu9P;j*==-*RmAf zGSC}9rqHXgKbR22OCMY&s*QjE1UBp_V_lM#n68}W0ByH^g~vA?yc_?KBXi6j8Jke+ z#QF3Z6jjFZ<}ucAdY!HDIo1A6@>ngHFJRpFyv*uyf}T^@3s(*zTF@piG{sfr9Tea{ z6*3JF{mo)%{Ot9Vqv-QIr!3%SAHg)>L4uE>dpB6q0x()lcOD^m#-$L>d3% z@J#sm7*4S3!7Qc6ugoWwru@s-m@zVfO_I#JZqB{Do~V?Or@ZRmA6F4C8pnFXcIbuC`9^qa9s^xPrAalBp_)1hh=7 z13!#i3~CK3b*S15#kFK0gGtySrzPm}3>l!=)8&(zfE0@ZC!B&wK9RtuA>D_#SBpvd+{(+j>%;X!G|e0q zk`+v5;a=L=k3rH82)>)`8Hyy?7F3Z89fp*9XpVf*Cfdy7qdzow?rHI}I`gv3N@w%a zM5jW2#LNPuDW)SXo!vfpY8iRAeZ ztoWothrhKaw-y{P^bpYA_UDf$Rh9fH}-qyk-)9chNjq}BIUo-Mk0_S zqd-LE;Gh7Yko-9X4l^$s(Jz+@3a26)B?uWEmnaKE045gtzj^cw?f#y&tUKGlt?Laq zx30E%kROPV@uveZ9=u}94slsDHvlxrb?hj~tD^G=Rr*T=Z%m2kA{!%r#RP5-D;Ij> zLBtay;v`BD`8MO>c>5@5BtB%PE9$OzGUl`fzM|t$yd5d$V-Cdwz)?44d}_Ru1pq($1rw{3|A~guc1;Mr^)o^}b&SFFIJ}5mbRLvIx~?PZi+q zfu8zkpk9c6OdVHGS41LGR*Oe?Ov+UcC>!}HNwBHdps#Kd=H9~1kBHXEaf;Jd?S}H=r83fHN@wP=4kO^!>=KpZk7F&gOI|T9hSBDkKr& zc^?lDY#6qj`+fjeB~CBsM4@=ojUL?($=~C68Z<(V_8D89snZAQAKgFLB-* z@>f2=D-fWzENvVG2;k;%0RpINbu0|W^4=>cDf+GRu8+pTm?g?Y|I{8kigd#{y2r*z zVWr}Uoa9!y>*7*NS6v1rPv3n!0n)W@&OEv|MDV{j{p(J-&uo9smG(;4muyW44C|^R zheM?tHVsJ-fL~1vOFK^ET=)f*K$I!G^Re^hss@AE(2kUc+Ow1KKpQ#SY|wVsG*z`a zEPC>&n*FXYvAqfV>a-o;gD-!n?%Bfu=!F%igxftz`&(%!J+kfG6@U z$yL3Zt=&ySbPe+b%BAV5T3)&h|NMnV6-|j8qwratC^P&*>-+kp)bZCP2y>?~q^t*Q zA4?eXMWTN98t8Snf~}sWS+#YtllHtQB04$-Wq!x9@Kx?|QT0 zC3o$=_={YPt+&>X!4%5w00BxY(>N8r&yu=-OhBIIG~y;zMx2!3aIp8h&by^>5uUUx z4kV}pa4UWB(z5AzMZ}707Hd0LPs|`y(0M*n0`R5+%8g5DEQ4q_n}qKt&@psr8v8RF zhlt7kRFow+D=F^(&P6fCPE$fxVM8;WPc3oRN3hZOsL`vU7(G{B%my8;kBI%){S zXQPtSlsF`yL7?f8k{dW)@sm!KmY&$000000000)iU0rr000000000t zM*si-aI5rshWJdR_WsX(SZocTQ6=WrC2>EIh`SnTBTXb}q>VI@rjj($Mw&>|Ng8P* dO(9yI$Fb~t9>=lldmhKJYw3daEr~+_000u3-@X6< literal 0 HcmV?d00001 diff --git a/translated_images/km/artneuron.1a5daa88d20ebe6f.webp b/translated_images/km/artneuron.1a5daa88d20ebe6f.webp new file mode 100644 index 0000000000000000000000000000000000000000..37d7a002b642bf1d5af64eb51ed381c5e9e901d9 GIT binary patch literal 11934 zcmZXZV{~R)x2x`<-)7Yj^#ce^zgE^x4NV zM_Wr(MoKD;2?Rt-QcPJ>nTI6mpSAK0NG>SdGuR2J5Gzi!1Q}@|DlbC{2{=ScyJwSq zVGTr>kpAN@5|cIL^r!yr$5%U#GgsueT@`<0f`hMdz-Yh(koVT&y!dOr0{SujDc6!H zkVsd!eiwGPgSgEIw7{>%03teV=<&*cj0HPW_z>*v(|l1{}Z5{)YXr`uO)N5MU(o8vEhVfPBAu zMtl>{3CsbGe>b12z3;vNkAUO;Gd{{+zrU2e9PWT80p@*!!f`-Bpv?E~H}zNleLfKQ z?6>nN`(5%v_U#Is{>-BZC)@Daaw}D_>$%}us%SIxAhc1}W9H-LeVVd2Eqv!p8pb#y zDx=-nWaf`+sbWme9oN;snw~qXrHf*{-Qt?L6-nOZ&_2=`_eUn&w`^&HQ(L_*wR`!G z&VSw+i*?FcCk~yChIsO$NE+X4!)=5!D@Ve4`XeW8bKOR1mLxLy2OwZ0dK&Z-ETJG&EGfo(mIb&p@bY;0MBGPl_J8;OqS`+TOvy+FT{;|5&BpHWyf;)t)y{3g~%F(vk0ff*>}jJR6Gcb{lxcM$<2ZmatqefU3?M(er= zri}Q9c%!QA1#C4akdQrnNV&8+J~UpvZSs{w>+tsD3k3g1m99$o7ll%LfhXaYIN7vn z_a^A2m%l5#f57+197Bv+q&RZx`sbRDRst42*FOhV5(W8JVTbGA3Y5&Cpn*Wx8Yr>x zNzU;46-W1^^XHTDYHoLw3`TYK1jceOC+s7zF`%e-FZFwr?lTgV3U8ZgRig znD_ICbPspf$%n``w(m4Lf;BN=A;1T7lLQKhuzo3`e|zIYdQzpGZ!9GB-LQN=hf!d3 z&8rs{>`v$3tSObdh2eg#2E-pb*#lXmo1wauj`gC<8j~lt^Hi%O)j4;lJXv78tZ008 zD=@?KVw;MxsmIp`!WNzXEMU^IHS#Nrw`YqqesvA3s zdQ=ZEZjFphe~lM0;LkFUtD7>Wr=nC00_Da70w4T^k5_3l?!;c}B9QK3!|Qg>SW7~+ zV%zIB(dXC{UXqsOw8B_J6u#sB{@bj$=jZ{?=Rp9q3#+^>;zz7^?Y1^{fKq4#1cZZU4ZDHn*ig z=(ebSd1vw&4-x6@6}i&HuT9I(_Ul)^i9vAEOklIw6LPT_LX?;pw?F24_2q5k0W8~| z&8~C(rvZDD79{tmVM%i9f3|bRnJH0H>W!F)BU0GCFzlYocS{7Q+YF59IjQP^ZvMvl zSuy#4$P?4uaV(r7+>a@Kz}2O50(bv`ZM82wGpcYr{*~A&&EEK;H@<=_wv2h_Hflv! z6rfPqEA(mH^+quqa8gMzhp$NrO&_Iq)zY@OI{j-aF$=;{;9sD{2@&Tp&H*4dd6_8& z?PiPzWHSdjUD7+?LSwE-kc7q{LA%Th&>PO3@%lNwJG<()mFDrUG5^Z`H*5JLxNg1-2SCZ%CU-F1 zAyk9U$teqb{yVw<@)pA)`FbtXPyNPikMTD^tq5-Q?iI-xU;~vLN07-+eNtL7zpK0g z{djYPbdubff*xof*dEg!;p2Gwzq#1@WP)S}COmhY{oaw-yGH;ksXYB_E;a7KO|dFG zP<(=?c7%FBw#kE+d&2&IVLsZ`2mtWs2!u_> za?`e=Iop<$u-ywcQL)&c%rv_adY5yKMP}g&Z|d1W>v2$4V>h}`_}l<=Jr+J7`m-Ym z{7oBeB4+qwIiwJPB76?Q`n2^0y3!dw(X-bl*gTSXEdu!#Oz#>T@ zi1+OCfmDP@+83yXW%}UBL{jFkd=Ft=-r*`4u3BUZV z(Vyct17nLar$Ky1Ov3Zao_$Nl048M}g*?%n&gbKoTVY8Ez?(8Rd?lBxl9nh1YFNM| zVZ5DMKNM$tJ64FpkVGI7!mwavF&>$nLA#+%0$TyQg?%g}$j`ai+)t$$8uv>uw+~)- zwUA(`=hxSO#DJfT$lq`ioFG3fftX~S{(ezwj|v3 z5h^7y&-IyC*G#rxT3`UcITvO#oLu7qGJ!ZBpkFiS{y4MkVaHH&0E__;gmcf=CFXV8q=P? zE29!NoX-`kHGBh2^HRen4EkiEw>7A6er9?*?_Fz!nU4+&c51%!xqf0&V&s6Q99FHt+(z|5BoVItPy{pK zO;bbI)lS%WMHd%WN6gy8(F;^(fOzz{e(v2Bpcb`{x=yfvI!1gvH-0^@!q`4&fOH54 z1?I8I_|w+&i}~$Ljy{XO#-8-vLp2iW^2I=nXico&fafaxuoVAOOmO-ZUn6bLJ8qDA z`p-b@QpsM5Dd+Ws=el7?Ba=F9I`Lr)LhB_Hc7h@KQH|#O^xOc)iy%ASbr`WM@KbJiMy;=FFhufh>gN0nGq6gUmStIt4;9!2 zGV8Ur4QoTLrtNVNxH(g3)>d_&(Kyprjm!A$=dIi;T6)+s$lL)>(-A{F4IaR9P}i`C zVD2!gdI^-o2hi!mc|6}69ATE1plaNV?0|R@4YW| z3QE0jyRI+Q5-Bhv4G(>7yL&z3!D5Zd_ALYr0-HO~JMjgH|C<2Zs*Zh#sc_th8VCpWf%+HFw59EjF0Bfm< z4!F|wv3?2Xkm9IyQr%8<6{W3-iDD?zKeq+vk}uE9SNmfv$pRvbq>zcC=Zhe8;-E`l z;YopKNWCK%w^b2N`dnwic)0J1D*en0_mV8Ifo*O#DtfVGD@A1`g5r`lsW_trqM{Wr85!*iuFh%Nb!5u4*uQ`0vI6* z6_~*t2^8H0*-OS>Y)`Psv@Gu)r@fjA@-HyB8_8u4HDg|z6(#X^qn0wU?Dg%7IJ86 z+UrAlhO%V{GnIE&uj+*+-NW)X`8chx3Eu+2x@MAt{NP%FW({nn%I3N)vbq=~uZ#TE z2O0rYj_H}9j#L&V>B}v*k z1im_c7%8pxqw$+%U07?__Rp#sDg(t2G=pW>)qoXutB!;$SL3?&pV!~soePOF&Nf>= zdC-q(tZVwo7q`;nx1k1*5#(%9_#RpH5FQFN@@vR5fmrvQ#&f15!<$X{bpfztRa3)s8r*#PPYQNozUp z ziDPN<#F9_&9-*r9fpqXmi@`5G=-yzl*9#@y1ekcB$9Ihg6lYfVkz(C_WEr(3h1csT z*$BMNI^;c_%Y}n{_2-N!d*(BHQTZaWaM1nA5f&afc= zZ4F^425clT<$Htti<&*7c~$2;>(oztTQYnp3h(d`{{i8XW*B0B8TMfaJzALOUV3ud zgBoYZmX1lSE{FcUy$?s2rXC88@vxMlfjxMwwNO2UBE{UJ@PL&uTbI_GbUaC>5^^lE zhRpbA+Z9hA{qDI}4m&SZ8g4K8{549A=0yh&lX8la9={ zOus$dQOBo+S3}IlH3rCGTAm&5Am>?~QJ3zhcksNSk)yC@tvx1n3wn^^TyYF4Z&;P& zB00y#kB((-W*9FtBYx~QRgR`FW9JOL5()ucBCQOcK5&njs&&WTZ1+a& zalKUdZp%mbdmT_(myg26r^1O>!k1;Eb@aZ<2iF&@zI;$+zX(uW?X%Vt?S1V70f9B`5&1Q&-`R;Av>3ZUlXMslHMsc*nuFI8fR zOQYo3ADxtMk+`A171QC$P^pUQ*nNp7X1mBsUv>k{YB#Cj$ZFPSh6_myVU||O9f%Q2 zdBcz^{s@8VYfF}=7V5K`M443y#tfkT5nzyC0$6t62F=zIQ2A6nNxJE|espp7O&fVQ zc-Fs!47k}$kMGzpU{Wy~oHCJO5A9D+FvA#?n%;C02X=@|jMSo&n{h$qy!7DZy~mV? zazBwtq49ZvnGtKA9T(KdMipubCU`jAzbVtP1sF1OZVkJ%d{8kSmqZzNJsmHc^xD-i zDjY!Ywj?^wD0WlJMq*1zHF9|}dxmD zv|bnuKWIyRrNHaCJk44i>a|%I(c9%rhs-O;{&Bcb zY;64XHpBXzPz%x+cp#f05&$=J6MGdkY(;_2>`u_WCUdk?*7dfABOFq~M(raH^NH@} zP8ypFP~BiQ6_GY$bEQ}!B+lH#^nYC~JN|h%aWt=IzQHH>EAK>z*n6HN``0JV6n@r* z=_aKXoTyW({jiU7leNj$N1o@3{{nj#hQ!^LQA~5wSb`@lhYDIX)DlC(O2I28V8v9y zHce2-co46b3T27t5gfHgrL0=N_yIB`oGQkxkKc`y3I~GoE7mzx^9+3*v78ABauGm= zN!~J@R(G~Ahj(T?v#=2?u z<(i1`MT6zwmcE2}P{xrso&4H;hgQ$j6>TBP^~47ZN-WQE&nE!*}!uy76k$)(Uth zHDXqP-f)Tx#NI{c@N19IyR=p-#V!KBn_;rF7fZ-!FlCBw*7SACMFBrG+`Am>J+H$t z@?op|a?9goT9eILct?tF6~A=~Zo!%f<>NhTRPou1_jpncjhQEonYZgK(a>X=NGyTx z2g>Q$5GPQ2W;F{7Kezz(Px@D9T}N0+>9msZUKh_t4wlM}8+<8b)?HX2%jo!Gr=ucE zxwACIL@=U~G`e){pxsmPUq;9viAU%NLw@VYb29-H+eFygsx_=E3uDr+90bd4g>Hd( zm&D&fesSI|;R=?Gu3^l-Vi$`j7z%?@O%SW=ncVNdyG`*tGbZfn~0(=o+$r zq*!6DE1mL9&d3!3c>WEiZzJH$T%y6kJ#fl7*Tm7!J6m3XFB5e>3_M|{hIQKHWcO2b zf==sC{r21*{YluQKZ)*9oPT3ZG6de~ujk3KrW8@XhVT;nfB%;hGeJ(a=dW%d-$}V zx|w4-!+8*`lV>SZeY;ph*PLPE@V+VH(0ck7mU&h*k2v1X=4XGA~Se9*7PMw zkGAb3#OdWKZOFT`V1}e|Ts7j(>IEv1TG6pr3d|;XVSdWLO1dJ``@CECwD)0C>03KV zRYta%pMour7!SDvh;np@`W9ukFnyk1Go#16a{0$X*U1@kZ;ATRn(%ATCLf>1{~)V( z8_0e%bt4izSs8cWR^1loN3e`OnpY z<#OO+-%K7`bS26RLwvaNwnKDV!!s%%@)3?@e5v(EdT?4SU6ACSao|0jFkN*8-+H=X z7ix+h+BO<$7xh7l)UwxpVw|PMvfL~hsLJiv{~A1U!6jmga$xxRy~m`KShLfqT%lkZ z^qF=A{QI<;nXy>zLa*fT3A&OWdtR zRD721!Emr(i8x%=M>o7H^AWFpF*uadz;20c4CJjo7<|26%iG8&*|LQQ&o#fD0{36M;uP7$W) zlHr{JjJ86u-0EGCA{Rj0{TLirf3ZqQM#(tZ?3!taGS^v5?i__B=#W&8SJ00(?EFdh z_Ex(V;u0~2M%I3pqo{)kPp9B*4!O+d51yKbm9?qqj~B?xKqfo+XJ6@?u~$Q@mW z_toV1hzk<87=)aK;+e#LLmlqd_fqU_0Y|#safZ>9sBwn57XQH`h~k3oGtDx%8jQJb z8MSi)8fbR5Bjd=QrR;)dr_bq)Qqi_7wvTxm zi^153@)C!%dp9;F54)?BKoqi<3bimrp-p9YTw%oc=-K$bG_v*$3R zfcZ(Bv7}qPZ_1-5-fqu_GLr3MDM?81kCu(;OkL>{Uo1F z%ilx-L8)n!D8p)Sc;?2-SzDFno;E!JN9}6d|KG{QX{jV$=#WjL(*PbVIe@$i&jD0Y z=<_6DIPai@VuimOhZY>-J|eX7>3uzA8I5Wh!58dYyiI)4eGal`2{AGPn z7kkah$=p*KHyl!R!yMovF@e5;*n!ATt%F`28N;yU&DV(oUM{^{4NZ1{Q{DHnn?3Gw z=4h}$VggIL2P{c)BZJ6+ypxwzZ3(cw`WxpL;>f{kkCz55dQOkT*;Msjv+W;fSB*fW zC}-=L8v*gOoQJqJr>!C*JGH~%%0FUjGf?e^@?kIOb)_$nvJ7cSqP}R+9?mEqdHQ!` zH-}TP8hS!JyOVUXF2S38cfojt4Ul|Efsh2@uBny@UPeuF%Db^8oFo_cmGQgUrMZ(k znnM&#oSC4c3Y%8W(Kvqii*7`ZZGuED{6Eo4E^&!>q+qa^gBIGJoGQh+U#)H{g#~%Q z`cqC3k3TU&EocM_8SX+%=DE9A#wwofHA_yKqn70EblHU7<79pxo|hmNMaa%-nA>@k z*ZnAjujcU(7XkZ$^TTfdSoaC?Deg~lbtDKw9kJzvqP1lxwXtQ2T*Ukn3F3?q0v+G0j)=6l2}_CM_n{ekE=xEhSbiH`X(3@dx8%X2<;z*zEDo z@5>Ns-)UC~hf|3DZ_#Q(6=_WjBLe>Kj9|;#zajECnz)YH?N}QDAu4|)8CG>DmM$Md zg$Q}ZYPFG$>%ae;j6y4Rw7l6AH$E9HQsrVK=Fnb)vzv_ZhC8;-4~n2$xEf(G?x_!r z;`1b4Ay9z(txVkYWf8h&u%;HD4`PCjFJ|j|PRk2p9;QW|;B1W&yug=@(NQ6WlDG%h zcn+EEr^ay^)QO?^Qk%jYpMjlJN7xGDCw(OG&N#QCtNlfJGCBW>BR9YlJw?=nM%8Ne z@Y}@A82)=)N+;ojJT&FD<>Ul}mR)@X^yo6# zD6=jRf9ETq=ff}XIS=DbgAL^cU?RBfMCW>)&CMc_FolRb=#cZpwKtuoxkCH<7Wt&t z*^^ROq=zPy?tM@0hS0%Sct$(HvS*tWR}gj&rsC#7oxVP|q*xB%gB~(r)&OYMr;l|P zk4F`Vb0_6aSz3Q?X?kow96@v-Y96FC<{l~M5(Y3|+##tdU%2t-8I6E|BxV+U66w9t z;1m@Rfi@Lvq(Kg&-lsCONtm6uzsntYtEZT)!V^ys?OJC(SyBgNGh4|ngjD?HCW3Sq zTCnn1(h$QUrvKx^5^0QlARtM7VM<-dk*Uh+(*7rgeBX?ji(GrJrWb{X`(tI7F$&Er zu77+$B}hSivq2F8lbCt9AW~dRjoEU$oFuBMmpy4or010rWoKsOxhiT!g2U9*&Xi623dlfQPgE z>C+=j1HS#MUj+$vJ59nU;MoY!n0RMyp zHn4H-xP|^HZ1~RFg}-(uWZv+1N3+wPZQEt%WFlftF?a^y=-TgZP`@Q8#G1}5u@nf< ztWRmA?_;QWZ+rh}+V3L5zmBrt3iLNhVgx!__6t#}{2)~fpjLt})KtyhRT!<)aDQOn z2@dM#ZKESi{vd~0Vp!k>LHWxAhOKw{_jL+#1VLaV`KEWnI)0ztoPzMIr!OeP%oGR+ z80Maf^+Mezs0g%DIY3?gPDD76Fm)g0!C{p@u;9eL{nC@28^%4gSpyu_rEaB$9yaA8 zue_L>G6jNdMvCfcz&7OAq~eq08?Frr6s{H*B*B%FxGJFE#poX#Eignlo6s8K)2tsGprw$!L^R2|-Jg3NE!vt%xEO}8Uq8^KI_ZV9+tZe~Kx zON8Y7178_~tvCV38B5eK@EgT8H(Z|;h_#G8AwVM$mct#$AL>_>`D6VTRmVc$7ei(^ zoL4dzN2pEMS}J_Wue$=MJwUxIxSe+Bg7kKGkqdeQB?&FJHHhFzGqQK85t7P}eo>?m z2*+=;?P-hv5W7JBc`t-;g-A10yyBmu+3e%DgtqTHd8RmS+UHeOF;ybpfZXROpS6{wNt%6mNq}ft4BuQ zLCr~TT?3N8i!4Fe9Dm5xV5j+&iv~CAPH0{if&6yc^vErB|B3`M{%*y%&Q3y-+(MC7 z?Ft9Y{mZYx$6tAa?T6*y9c`QgYFoxcon{>gWBv(Il!U@bZ{|#Lgewc&`^go$ZmUb5 z<=~wwLdQU01E+1X32yIE>VVo^Z%5#PrxU|Y&5K4(82MV=rjFVb*hnxU^O#O)_j5(W z8#Q4hKmQlQm+9#NoBDVcB!0KNl;qSXH{NyZ9fr6%Hp9ANy1nVr3w+byqn^oN_nuH1 zK8Xbks4c8y!?WoJiYPrPINz!p^VR;Q@{FcG`q`v`N@roUg0Uo>Kj<)L+*KR(8!i3s zV>V7Lthxk81|}YF0-kEnvs8%Vn6XA^!yv=6F}M$46G~eGU+#VVR2iB8D1;Kuyz0w^ zG);J>47ek&P19P93JO{cg7G^^N>%(1AI?jd;V8*w9M6vidy6b|h2(9waf7Mtn-^sO zk>@%;(MCefA2DK}T^h@`xUCc8IP=e&8#p^ZmGg@a#!t^0>;j>U{U7c?+=yUA68xB3 zf|dBQ#*NgQa~|61pK6sm?@oL;g1H` z3hO5Dwk3cL@i9w()Tl@+Ze!ELu8F=xHp`WD>)iG@7$-%`a}KrcIbyS|v#KqgX6>&_odVEuY9H@Ge%7@ z-N2C15zMwbo|kxahrwqsB+t&kQlqyjOkIEpB>(e)pu-E%D=XlAd=O!a~)GViCFz zVC5vC$G)U`YE`L>(STl6tCpXUk>3!)pyhQ?+fD1mBPE#MnLS@K)sXAqdzDy=_XG8{hriUrv?WSe?@#Dc z@~QlpY2nsmCRg8!;nOI8thHa@`pyjMO~eu|rjT;%>Z8GyLtR&WMTOPq00lP1+&i^f z$@|PrRZvF;|KN8^1B_=Bn4j}>0qo?RKWIi1%%;o71c$?T=*90FbHj$i2RH8);ezBw zcu;_hEI^xedm$brA%tdVcju=985BD@5LNFXuRDtj{^s8^An+_8=tPM4TwaBLKR*r7 z{XOY+gX)6s(&>DD#FSWll*n#o0>{!%;jw72$1*!92QkT945lxqUud5)s3gQ~RMD@1 zx@=1!$6MJFN+afF8>?CDV!e~Zh19y8RKO=mioL(jryZjn%?s>(m?au=#-Y;8-eEKi z+Qg^hC`42m1K~}@NwLgoY{%f&Y!I+!^V_G)f-L{TWKSd&&d33V8-Wc3zNlgFB3Ww^ zuXuyoh$e%lFCAiB=xVDyk;9leVHZC-6syxCu2&<-iVun5RD-nSAgigIES|KAht{_p ze^V!CJli6=EehwbfH``yd+C!6wu88w0#J=NO}nC?Qy^s~N&5|bb)K&jz@dE&H$#HC zb#HZF={m$N2hz-erM|5}yVNy3cgT3TVdHIXH8oNnqQLN%`Cx2+7xK%;lnOMU%vucO zyJjCMj4h4N&efYRp9E>HPHrpIqm~|fGtm!P#*jAU84(Z{M6C71AMU#Syc|TWFRu~f zl^d82cWyt?i^lhd2y9=b3(Vb^Cu(OR!2HI;6wAW2Qk|SWB60&=>-RoHoJ9$Bg@**K zlRxY2ADJ(no~i4q&7^SSy;R?BQ@<1&6yGl8 z_Vs$p%8f|6QTf&8hYT+oOnQe{`v(banOsaGBV!smVkC(RzyojhDMCq!lz;1-^M7I@*`wvmiu|9o^r*!^MSdtZXoF!kNFscqQ=Q=96rpX+;_OYYaS-L z$7k;^%P8S@&~F1;uA3b=d5WD?k*?#XIL04#`5RveLu;uv_$1+xRHK<^&joSn27R*% z-Nmk0VbVKsIH{~=9%)oX%QKqOVA)!QLazHu9h<@F=6ZCH24{PU`H?UnBF!I#`MX@B zSKIj(c+Az-ZKjuDq&nQtrenrfL@N5YACFi|o`-Cg;I!wMj#RS|B_mB@ z6E6O~5SPDA4_^)UtF65DPtrlr6{q$F8df?x&4*G_)gP=Z;7RMV=ah7Q%gMnu{viZ2 zOxw)=o{07jj$qIea2Yv%*WR(ZFdPB7k#HA5>o;gi5{|=16Ape7NM^|b`#eo5^j&8n z-52lC#MJ*Xt%e+A5MYD5jUWv5-awtJj59Ct;I5MmLissZf8V#vdd~eIW&WlVS;IWJ zMmfG)eUHvVa8iC@xOA3|lGPEOgZ42ZwUz4>#`>@tG~5ljXk_*|i7yXa1CKfN%g6fS z6{BklF;GF5J-V~|7Go#lcFr}V;s5oud;%3{TRiJSpqb&*ICKHUa(qekO^4qIVJ`}; z<*u5WL++hbCYgbNqNikV6FVhBSoBzaaC+iFe8&H? zrg{+G!@4UM_$&JNBp>skDYuQ!md*fnF9H5#%Wi6fWO+vxHwWf7AptcS}J{N3mB zZoJ^UXTO|N+GdS@&E{aj$U_5BhDlljyWV>d@~SmatA{Xv{xC*BgEil~u@2T=jcJ?E z0k^uyZV0xqjHdQ0pRXjaWGD;&Pvgm=1Ha#GnbaaItQR@**%hn{21#2~9RA>Y@rX7_ z7_C;5KF{*3O-H3UU8p914c|m;UExP!XZtFcnlxN|DeLYA@7X;b>@rW*2?%JPj9(|n Hzt4XGU=WQj literal 0 HcmV?d00001 diff --git a/translated_images/km/ascii-character-map.18ed6aa7f3b0a7ff.webp b/translated_images/km/ascii-character-map.18ed6aa7f3b0a7ff.webp new file mode 100644 index 0000000000000000000000000000000000000000..a2f2b8c2df12513559ab3d70a6d404c0081bcd14 GIT binary patch literal 16464 zcmb`uV{|4_w5}VQopfy5M#oOaw%xJy#kOtRw$-t1+x~9vz0Wy&pZnwfx@(MDqr9qS zt@*rfNl8jvTv8AOL|sf+K}~^60}ccP1m)il2o6#T1|lS@Aj$G?3KZFX7Z?_1Q1T~} zg$mFlR_7LT3J3vyo(KTnW&qz0x&PNF@W8F+-@b@$1wcTUf~>g_UfLLQAn!Ny3-2fNjNLu(QDD-y z`Lpqh5*WA%{`m6wav*;L1Og|&qkCHcvrnL(3m=?cH`h5=z!ShVFb4>{b$fSv15OCU z37iP5egnVFdT&3l0s6q^%b%aMAB;d`o!(D@D5K&V278 z3nHuemH;C@9bet{V%GqKfL7qnGxF_D_ILm5%h${|<@p01H_CY5H06{IaxC#&{$!DbV~a47B~KISAbR?Dr9Un|Zmp6=)&c1=#si^@e^1 ze(M8)M}X0zCH4e)t1%zumqiJ_TN9 z9)Wv6;O9Ls_B-(T;$KLB{<&$ucwpc+?-%En{CzGE2-+J1aLLZA~ALo~h>#D+n@}tmpB19NW<#UMAPPO3f`Og4pR=zmS|rfL z4|3`>VyF5ibW{rbie&h7B0$*dH}j*><$}1Ci2k4uTvLb48P-cqfbnVc7^F!Dn2NPz zd>V>3%)AHI9w@G{-6O-;uani)zQEw=R(VMG(k^Did&eCYlre!b;iqd-d-CGNU-I1c z7}$a%)~;*e$fOXE#bX~)+ye{&6N>0ftpy@n*xp~t@qJ>K%4789BqjhAf#wI}BF~K3 zJw~VI?!|w8^WTM$%Hteo7`Udk#d?fY}}5kzl-+JIcg9mjH+mKG ziviG4<65HF!hjACaflq6MMciG@P8@Oe#_hz6CF*N+9WQAbQU0+ZP`Wh!gJ>ke-XqZ>hF`Y0aypn^}$wl2*3Q`cFED zS~?`Q*R7zT8nvExV0p?TaatsnzjCy9%htX(d_-4wsyw2Q$61%p(B1j|CtQ#}9P-_a zObaOt3x_3x(#>3%Ct{wgs6$COTK}Zuux+^c&JBPSw`%Gn@r~5hgMPS*C_wxkaQIL9 zpj7tToEQ1#v@KQ&=sgH^|2yI3re~nXl`}{b=v++pJCl;LRn}9V|B|Er)(LPJ-cU3bLzC$c*3^V9m^XeW5;d3Y6 ze?zV!z}EA;vxiD$p;U6#b72c2rNgz8*OlsU#e%l3QbC4Jd3c!ULwpUwu91UF{rP`@Q#h)oF~T`=sv?CG>mlgJPO(c#1`lqK`=M@* z<3Z+@G#q9!-no?qkrk}mQggVe`&k>K|yb`Lv5RZ%0 z{W+Ih&3{yHx9_ohvWpwZuEn5$0IiCzN>>Rhy@iz{GPe9o_-{OyO z6-2I^uX9zMsu}a-pLl!z)encM(^y)L7v{_}04C5nTJR0-HMPn8w{8Sht7THlmufwM zx^Nq2BRwJIuw2+<_U0u?(u2?mhL1lj1=SX0??C)!MpquGU@rY{ zEfP9$v|$BLH+=WpXTbArVA*~_xgHT;_y44ARPI9SrtjU;T2SuPpY)geFZhSxbb?C% z-zUVBnp;=Zy{?do+b5H9+jV9U3teubmDC^pR)al$McDkk ze(Vz{OWoY7WJVML6E3fFl*yYdBlq7DZK&Soc?rb4ZBOK(Q%*kc54RMi*ylZ+dIhuq zvK!w)NzXDNpRP$HX%tT6{^bKkc_d^orBr0J++_xG2Qd3CWqzUfe<}H*q!C9&fVIHQ zI9*Mir!WxH_D6T7X^KxOl@D)iS< zr+RNIz76likvDD8rveC0s03kz;p$7C!P^x%@tT9R_2W1tFU~2(=Og8qgRP>6)GW?M z{->F-qyJ%N@}IQB=OH{C&T#`w{3mE=l_Rki6pTjvVRE153w7As7)t)zhmgvAxMVbn z3yY3@$3W(J83&HYBHP&iALnGV)x2+~K1itvK=9lRI$v; z9!8vz(J+9yQ-vB)fI3dx@V^aJ;CJz@!OEK(=P9W7u^FZE zU|+qC^n!}s{iN14{o<;H63k#;89fa{yQ%g`C}~%`T&Xz0pm;;tlr~IgHtc^7JiI|I%oy0)+uPV1&x`b#Sj}OA zj$MW!+|J@@!PxzBI`1~BLe@T8?;pfsFjbV&~oGtV-i45jwPm3O_^~Zr_=aL5OADW5 zI)-QcSo4=U&PWIPuWhi=dGn&1ho#7_uraWtXAfrmtqAwLuwLfKmAi!JQ~)JVOY!GK zT|HY8DK!t5HboN+GS2tfXXGH zjqu{_;l}sA8;>J%P3>q1RFIqbZ;Z7MyAg-vT`FvUDuW$(1x>`^&d-$}rE;fo=FfVf zxlL|F@M$Gql-@n%rAICG2aOABUY}H_=_aK}8Axe0=oL!8$*aW^5Z zcH2l4B5UeFuH9*YP(?6ur>0l^-WVeo2f@OKj~ww&CT_~el+%1@b2kpL z+|U1*sZ{Hy7si*eB}rlyU_eF3xyp&5NjD|}9M{Zi?>G~tRT1vpXE()PZivb4cz)08 zDHW)~;I$FAuK*KBs6utgAWOGXIfu2(iibZ=@^riOVFXK$rTD5bwFRkQvpU^j-Q-GP zMf||Sex9dDU8qO+c;xQv*2LyiOI1H!)V!c&*Q5OF*ey=S-(o%Z%Pm`$S-#b={3Xw9 zkxym;cjMr$&_~h+Q6B>ZKv9fKPxX5efWrmdiW#5@(=v4X-DQcL1LsAV(b0)`5>rJb zdWnF4BCJicLKM0n$k)oQgJ@e0Z4hjQvb2+UEO_y*WV}nPLpVlrtJr5ZW|bGe%svMA z*aO~#0(%I*UjZB1_!V^L&r|?~7RK@BuA$P{l^B+jjODdUmzGWKsgWgp^g|p--9Lfk z1>e30Ko@m&y5jZDOicRS?DdkXX`g&X!@(bcoWIAiJIDW$&G7r1Nw;Ft=?bka*8PM) z?#;{uZ#P+eBu9A<=XL)H`T9YY6j?s)syAm=xv_8jd*4maZcY)WWXedta#wHh}ZG*1?RrZQ_x^G6*U zmDm|yx>qNrV~kPdnnSpP@Z+qz*>Ri;0;W_Ohoy}tM?R5E>R@eEX+=gU*wp)%oQY)=LF z_5w93ozXx zX|D)EAae@LD;%9E@;lbS1uB>FN{7;2H?k3^wd|QktH%EJF=*VFjCPrj$#%s2v64*- zMK^XnfaL_&_*u(xC=DI3WOKW4+iXPnw3|7gZZk&=86i`^A_d3zH%}FK(m)}*IDR^?hao%Yi z-8=V1$Na-#dHg;L0O^bopt-EK#ha3%+)5*eeMy$|iCnLosR(8F3tM z7Y6!igh2z9RlJ@1a!-dkCf1-dVWQY3BchVz^vynA8rS|q&GycW5FETVX&4;<;Y^XpUvN3?gwNdE35aA5L>K% z#tf{wo){u95Koi8jE4B%Dre6B}txJSMy65nwH_RAhNLA=bbvhCSOQgW%=w4>u>#Iv&POlh8~X3NhE8!HfVp&Va)2 z>o}$7)6%y_ zn_8g|PPj(Evy4>ix5r+$uPRP9F6TlL>AXgl%t}<;dT0EoL2yh@bJ^rIAwV^|+lWwW znBynZ&gHj;YHRWodPykts@ewK=RtGS#@78_dPHRi}A9TrFX6XqXol(QJf&Ccc4-J~_d9Xz*853}Ot0%jwnockX zNd38EXh3?zGDG>Bz&xIr&I?t?S@f<}Ud-oPz4erKh}Pl$K9j$X06tW+FDl+rSu8rw z7mbe<8HBy?ek%6X9iqkLwds)-02ARP;PI-YthG??bB-OJ&yM|ihM4I%G|v}PpDvPmEa@gjE*J#` zLLwBR(p1D%L$d>f2;LL*pRz5A+O{3jmY89w+_7o*@^@9q#gajKQRUCoP8xn?@@B~| zuy1!T_n-J{O&?D`|6cZB%KLe)gJu62`IP5YW$fJxtg`RYaILm<-uqIF88`teT15l) z2kDdkN^pCvA9JRk>m;^lFivT6L}2Gpr$eWr&L=p-&NqDrDPb9`YNfpUB4-twcxY{^5TFI`I!oP^e-&mXW~F>>W{I^_YtEzIfqRDTx6%B%@IZnM3KcX>*~fTmCaH@v zt7~Nt#gq&CUKs_#r4{(cFyGkpr(?P7Txm~POr*S(cMGa2?Ao4Heezy8q(*#f=m|{e z(ITZWh9z7F!<|g{F-r8$Q3;E=W5l4O;y{^cgQpk1NjhjN z^GzUK6_cOKCcq-U_Lf()=Qi;iqr3M~L1kk@$4wNFRw*2hJPVU(Y^p05@##E#_$kqMPp%@P{2?A0wCRp7w0h`4MM z#>7=AEJ_@9`GLl8Y1`AISeu;I7_He!=nv9&nUCqN(|SUXn(5Ngp#t$$mUiOAkOZLW zO7_o9p&JSI7_!6X@Y=Sty!XOr%RjKodNvg5+{^AH7mpRL%m@!Ox! zgk|G>VJ}UM@!cKN2paPCzrts^oAlEK)~K50l8FzSvAi-HFr;B`ei8MCpU8szDqp== zc0-;W(@tEctamf6FOlNuf`F!~`Te)w9ak%%{;%|8GsGLaPFQL{f2F9+Cj(DvjEkz) z&U+k@5JoOza~z`6uHn%bNw7sech;r$M-oNJots!kaZP#9b-19Dy|O?StH-$49^#Jn ziDXtzQZJ91^0$q;^fHJ-dlXVGOO~g=jO%K} zy_t0-zo;+x+n-LK4Fmfd6oK4ot*NH&Fkwujj-A-XyE|evvCzVbP01gDw#UIcN;f|Y z1J7>_6l`x5np(tfaW}Jc;N|JkBa=q(C=b^aB9Fpgvlg&q@oP5A#Pzk)O<1GqWgR84 z=gLKXv_O?AUx8}X41>X~>cixV@U0KkCfUT){6nvpHG<2u4B;Vc+UQDiFOOlYPl7C- zX?*g1YtdRn-||LcH+{f95z>&r#p3orLMMG7{LQuaRyCD6**BsI0|Qm90WMk17Tb>b za&2MxGU^yB<))Ud9|Xoi#$5X9&kv`MdyB|`P0t6L8iocZvsQMy>JJp+v&3i1b~ zzGsyxn{*0t^atN_Dl+j}RhO$plH8GV;t{f!k6(cx>`!zK)LfrT5V#5^K#qM>1#9^T+dMM$9MzHJZ;Q~5dlH8k z)mLUTAtXS@^T05w60at#x-q{Gq2QS%c-k&|-0p4&vK-#lu1`hoO{ZoknO@O<(07#l zv+952acN|!Z18->F|&{*dXPf=^`+eO&^)HNdXZAUZ1-ilBaZ4+`Z|b*g!YOg*EdUn-s# zJrmT-_%6vs06UBzRG$&A-OFBjca#O2a(8IA?^8VZRui^_wAk+N!E`}_)0GcrYn$4X zvOCH?caK8PCsGY`DvHX}Fn!+=WWf?tl*8)T{B!%!fTh?zmYMKA(jV+PLS3uI z$aX2lZ@3}n35fwChfk0NN(xh%w^4h7iO1ajH}<(;`JaTl?hQvi1bA!o$kJ>EF>jEB zAI73}7L6ibR(PYazFrGTQ4G5totus>`+|CZ1Cr#N?;$dwbat|SJWi0P(9onUjq#o8 zbG9804e!cGjI4(Ih0QF88_m}rhd-TVQ4mCed-SOc%GS_3he0cvNJx|jJX6sdkEP*r zh^}DAgEq|9XWmY)G~u2)*u|t$U~>9!Z@n=fm-MAFqZ6{d7?o3=>ydKu86NfDE>Rg6 zM5@Wa$H5+wV<{{}H5Jhjm5v7$xC#;~QTEB10y1XeHay&u)+de(ohog0?8zllD^1=s zQ(wZ5%CDViWS`W(W;h2omw;*bjvAfFgf&Z5FrMO%)jKe^J}VHVd4KNnnLb3x>S`-T z>_5{MW2m%zH87Ycuk#c{U4q2sOm=g>$uU-5)poy-|HD z_weahj+*p=N#NQYLF)-QMgx&W;a^OU6t&fYWC4?NPQyKI>H2t`F#;N0T>uiR{CM~( zJgf1lg#T2?>2A3-y>$g8ed_h%0ZVuwv~Xd*Dt5L_Q6^8%5Qs5B;2Cc2*w@!Ou)_AG zX2bN1V9iVsW%)t{zrRQa)Kba%4y(;V=zWtke5~?`hZK2TdDS8Ys=WTe5Lv^HRnyJ* zO&qG(kAk2w-bqrQs4Xc+eB+SieQ1CWwSK@mDl(Co+v%=y>IJ&ccDxyH9k7J5gGR*Z zv(#RH_GZ;7P>Wew}s0qr3DCYszYIcTuT!b?~5iQirK?F|J9-Whelbj>IH;6@Vp7Q{d1FuQ&0CpsJL z&mX@YP=M+jZxXE_h6-3UyaMC@h)WCRT-BzkS`sqQdNvyofjj2uL-Ntr#V%P36NK3! zq78p}hJvrIEemUkcOXk84+_bV#>{*#;av@(KlyU&QZ%r3CuBVGGrQCw9i4lsKRh!# z#2U}B`JfF~918y}q)$J)@aA?k7SGHe9J4lcBBAN|os1WK_?ZzWHIc8+Rh9M})~uu+yZo{NRW4Rx#d^DIv+$!+F^N6Fr|4weM1Rigl(cPD5r)Sveuu zIvM&X!!8*hr#NF{d>XIQ-B;Bz5Qw*M6H9LHH3KMI-qEF0W_*g{LnA7(lf*Y;oPKC% z&`>)Lj%&#~AB0v}E&{tk^J?NMOKmfq4EtTCDo6@tcPPb1_R2fJ)A-XcY_{iS;#*0 zaF14!m5cSb*H)s-nICUOX0~?Ao^J3k6f5`s)6~55J1+PJp#9Xh6T-M}9!c`s!7tuY zP)2{)aSdRhg-FR^ejUPK0f)h zR)A|6588&(+?tzwymP2Wbcr#n@m+3~J9^K{RtyX)=;vDF)so3yJv(TU=9F>wJfnzf zG-4Q%rTJ?@q$FY4+io8yZ|GR$3?`C=Fd4l;OQt`2&s((~%a?Y$Mj|GY@7fT*$DSGj zglrl{LExd#UPGLzIwgdq!dQ1cmZ|hJC2#R@k@a+*w`My9F+`l7tF$Q;a^ZisDs598 ztzxNPhwYc`>7=7X5Y1MTM%b3WA8EK2@(m9MVGr_!KM?`O`#^q9J<5ALhFs{MeY75z zZa3XdjvmcN*e%ymnI_&hW{G4hw%*R(ZnF>HtZOp8vV^3UtN?&cVoow|CNfx2 zHt#J_r4{$DNt1 zA332{4I`$s@nbS{*eSk ztL2efi;DI_l6uIk;qeYtwq@x6rw)p;{_(0Iiopcc5lE}Q)Php4H@yxw{B+Kr3T2We z9Q4YL&_l9x92l08>j4350UER<>rssa!^oAoE`|wn@~|zN6F-d>q_U~;Vl)r8VFLGz zE;3n>Hh(GFwP_jvkx$m_o=%4s%f>;NNLIo?Rlk`Fnftu`K0spZPx{0PWGBuyglv9_ zEo(MR3-`g0Dgp&X#2X`@E zNWD&jhar&^j_|rD1Gb@F034-n%QLW{N`R7HN{UZ#%u8c$WsrQ;umFwvnS_O9w?d9> z+As>j-}&I_D+1G*r&do#V&tl`?x;o;-+G5vIo0E9@HwBAOx-0mOfprJUv%Q2)Lrs| zoVR)j_B3nU`I%eGKNjs4kLG`ihlmkcLu92|adoabVschbpe=nv5;vC3KFsRjyG>)$ zR7Dd7=^J%%^c{A%L9dO?@lK~FbFEkqfgFfj{lPZ)p@?39?JOeuri zr;G_$jEnfh#0vfk*3QQp<@MHB27D@MU*BlMLW`rF-g6Q`tm?sV7@REKW0>a79~U)e2h{1A8i;TDUFhjbi?T4$%4OS1nGHO?IOE3r=dqQbRAcp|Mx$^<6q(K%+p^t(+qh zn`+S$4GIH>4*(hv9{ZFAe$`$nKXcRs%zWU2h&gE90SN zdqHP4uTspjrbLp3?d5pAoi%un{qU;;_?wvJv~h1TcZrra++w?$4C0yYc-@=)`??t; zM;_!yk4u~|BZ}Y6W@I~>5<(e)U*@wqP9yOciG6t!``5S9`9Ab@L{^Zq=-y>##ff;- zqabm`1wofo6&QJ$>x9S@5stmJMWNx9hMX~9$2)8ue?od14xo!3U8uLtF>}vDtPjl4Vz3S?e@`87;l!*%GBZ0 zr{bvjXf1-$n{Q(2Tp+ZF;_FEO1kT?yyWzH(xP1o4&Ob=rK`hxsjS4@yBfv~TD=Lo7 zB-WB;_iLsEr$=s}H4IlQBSso80iS3?7&%b6Wzmyp5XQd_LpS+HC}=&oe0K}Fjjxe$ z*p%H_*xJXiia<;F9mRGptiX}nu>~IPhyN-Y7H5ul(m{hSY=|LKt)R_0qFYF1=k4$F zUM;h58X;=rypDwHDGNa8U@@P=?$pBLB6f>`!RYAfo!sN+Qm)=Q>xQo9YjR^^o2YKx zxA#fgh2>Kx(*88X5o*zjZG6h?hn82RgmF7Gs)uC{15extH*EWhc#e)IVXA|GSlR7> zxFtg7arxpiqgw#jLJ{4dE@FZ6<2&lgEgR#oQvD?r--Zn%PQtBGzZtmdaAh6Y9ZIm= z*7@I~H4W7A>}$4fZqpv_TnJdOTVTavM}OGuz`U*}{KE;$kl1<2DGX_jvZCwoz{P&F zScYn+2kdRCxCXGyg zhCbI18K{=rk`3gn8T_-Z9tn;t{o#%g%XT`(Nbd`f~t>-aLWJ zAh|bk_KUQig50&CgA7(25d!d6ooEFNgJIYUJ`x?jB$EyOShv|r*Abf#p^R4;W*uTXqxopnM#Rf{$Pw7!rx$0jA$J zU${z=OcEiGQ0Hmv0g)`Wp*psJOi$j22ywW3L}J-HsDj&jhWmbJmdj?4XyFPy zq^1VFy!hGUYpfnF>O`n_UQA}&J35A{cnlNs&I10@gN&Z*{lmN}HLmtJj0Gjn5A>Qb zDPifQFM;|qmR18hMHWoAt;xiHo&j#Cu+1V}h9Q~jS$fQ}1J5%99 zs)#AmoPAy*THpM$lnJrM3dv1R$Az@qmdvSskLM>Mb_Hg-zrsM_6Z1ZNP6+qa0vN)# zkNhj4m|H0-q85xQAV&rvTQ2l#Tvy$+%zNH9n!_rYYgO-SFch6`Up9*332Z(%Tc{VxPhZUnzAyb8i;3sQdF%OdA3BEE0A=b+`|$rR z1Z4fR-54A|J>qYqyMo(igV8}ZFnu_85VbZC_HL)}#pDE=vxEOw;|}g!z0tEhrmuS< z$3FR%ntK7)HT3IiaB`R!CqvE3^LJ#j3UkW6+6pNt?o&34`Upl>kfP@*sM?I-f@d4Kb)d9xh3)i?y6hrJ}$0E^a5ut;bL1RzYnY*?SW=?>>ZubS1v#JZty)Mg_TFIJ57vtX#~mV=+`ZVk zciwCluauw>NCbo1@qq|#<{F(1LW@r`OPEr*V9=Exk1@*6gY(VaAQI*NSF%VU$dRNW z0GGG*3|)_$MKWb&XFM}}NyrHMI_v$$mAJ5D@Y#JKXM^$I__2(;*R_)|H6#z2pVMR* zE)eB^md3QDoUu;O75Px*QgnUW5B6(?*s71@-6pzl+psn_GDuwA=<)hSxSpM{Mt5rX z|In2`Bsw~HovOw3MBi1#ZoBa#l-R4s)Nz+5CRKdCl70H9Sq#vXr-nWJJfHHt)|<+~6xLcLSKdFh=Q_s+uz zj26!hM*s?zS!d)qrdFMTi@32t91*LU|A3l#4YmXv*-(W9SX=XiB=t@O+pqj(DGL;X z*6O|^kmwk|Nc|;*t&Crr%q#BM-^RLb7p)a6(-Kb{D3&4VfIfxt>2v7vIP;t&_4r4J zs?IW38abERV3;uSB5}g+1#O?ZbbBXDXQ5eIJ;$c7JNCm+{Ft*6h`Qr(>ya-sXDeKl zlPQ5|w+V?k#_3{nKfuZmXN3A^CJ|X^t|9RJkq0R{iBLUA<06Pd*PfZ+8hkCr1JU;4 zi<`5by#2#Fy{eH_rgF(OEa1d%O^WE8#l(WQ-286R;>?E`=*zAY#e@NBHW6ng&HT~% zSX=MXFMD;bP%fdjP4}r+J_wWSYWd0U%)vI)X|N$sE*JnAchtgRnLf0oI)h^P^}a}G zk@e5?1$lDOi>oBW2(}yW;XN3Jr#ikM`Nn<%>pt!U$2M{`?Iv;NbQZJfTg+*yN8|Vf zp?K^)>v1s8Who`9bI4~!J>CoZS3yVw;eL47p$z&|IF#KHeg2FOyj2rN?$;1AT#*He zl|yCx0%N4AzQ+@)-!=Qq#76tX2GU%DLetH)8tZx3E` zHJ#-=U%gup1p`2#~y4(34$i7i`cVe$~W zN-5(xGsVr$FfuvbP$YM0!c=H`^>F~XTPrl$;v!Ol>#V4pb_pcOs&vz`&cl4+qz_}@ z)Ok?UIjokvi?S`)HX5cr2P89kCwG3Sp7{urU&FH1eLu4r@hQ$}FnD+ug<*Xtuf*N< zM|hohvPu2JR8N)i`YPTrQ(aJUGssIMI|Y@hyj6sabB;uj(4A*xG{U`?h-`=UIc5^% zemO%UCF3WfSrmk&&G=-ifmF1i?!%i z{?jkGe{ag}pW2QxDA3B_xKMxk+@RM@1QqF4wa+AWjqwMgQ*U`!kY{wzthLzS&!G6= zX4e?ondP!j7!UFIrE>7YcyHb48EA4H8HaJ!3*@0FNMqxY;;C5XVCmlky;R2?d0hXP zmXBlR?sF%=Cx$P)UeDH(wL45q7AtOyN~e7{F+w>s8crj%A1DL}ob{pwFb(tN$<|SD zm4aAMwb|v*R79#2Im_A%naJeWr?GV&2$n-2-$_+X>Y60jJ(FBuFd}3lT+jE_IUr6R z2)SUVUg5biaqc5y34}hHLon-N$B{4j>*G!7&R~f($qpw8qWAK{h{Y^hiN0 z=_2}eA!?&SKQPePdc-m4nelqC>pI7kEGV=DighP~>|zxDs9T}?bKvK%R@}H;jAT;| z$0p_+tDv3jfVaa+cN9|KA1bDDF%2VfRyFhM(M8X+r0rK6TGRKDR-B;ob#U^wGvmx9DK@`XdcC_);Grb%h~F#1hoaSqqHUkN~pquVr|VBwzr zTk_RDp6-+Cp!P?_&79jG^vlg4Eni-vPWRXVOfK4=vnSgMOW4DHGkfxsbUzI`5tLXb zXchFE=rUivcSMOJLX+n8ky^zexRlEo?Gkerh|P<$&pm0bE)Gh{xu2qQ_Wme2L@F?xt){oxHQ5kLO+HK>G8s;1ntnVfBN zfb=8sDUfYF$D73N<*C5S;{R*q?s48EBIIsnhl#=dg7LS68ycpzJ+8drNyRzsuxBEk zNmJdponFgOMnVCOoWZB?*qvK8F_igY1G|8s6%ZET*sR?v+FxbbH9yPV`4LnbvWZu9 z+C@o}ZrLu)BdO`~pzryX&m&ORQaWK`8~Bv$!+gWs?q++Jo;*#{eXHd8v0oXQ391o! zPxpr?XK1Rzc`bKc3fEhD?adZWN)_{MwsX)UX%8{USxcw4w@2w`MQ-?Bhi?nRXl7m- z#Aty&O~+r504tD9@;n1E z6{dIOsh}WKaePQZeEw=u(DJ{Ue!uLHo>BGRJ}cb`CM)@5^@Cv^+F*URFAdsJ&*uFZ zj}T4F?D)T!6_a$8hnq-}@{>0=8XQgsM5}56!(;=`uvNkP&&3ANn=?3_QB*N#Amy|U zZas1a9F%psy+gjg5s69ss7#cQ8|=p4TzFnUAz-Z|SCw;2f(S?io5sf9}ARp5Fw#-OAp$_|%=<;Y+ep$GA)J<;dq_Mh7$C|$;E?mztpB}f~BAd9G z-*fB6fFOf_G1W|_JO2nOQ9NJ-f#Bb06uVDW3UE10(uRD6)SNlC3#r2Q=bQ;*6@+If z9>JlYTrdUaDFEY4Plx}t4ak-x3TqjdxmscQr)zKyk%%!{ERxRn>s7IdjQ;1iI02Ik zq^0s2y4hArK(R;3S|wa66tx^ZSF$SAJA#E6R&Ljfu$)Nab&(z5#`&E@MynUe@IAAW zA#)c8f2OMmaz|_Bow^@f(NtOJl2H=Z&XZ=T0mD6DDVrA&>N2^Q;{{0XvQrNL#m12epPy|KLM)(+1FUl}fiHoNrlwkRsUb%q!yV<{(rr*?lm z_GSt!dfd-4nUNHzSp*$MJoF;|^dE<Tl5hw0^Mu zT>P>9m+`0a1KOWXzM#L0{}BFj_{sg__Vbe50Dcqvd-|95&)QGxf4Dx>AIkn6`?d9> z{Lkdi&9{C)UR<#Dxnv*^{?6!4}@a}h&ZOtXTqVc@^4XdCi@M!)^=X|EAa3depX znQ!qRAuTms&I7uFF!TGdR^*BtunZ+V+WcK&$TJRvgN8f64DsiZ zuBFkp{;KpZkO6lhlDR~Cc*ykURZthhuAA5nXf+B$M^wqH=J(#T&D!YvDj#=&mI&?0 zvXpo6k*K}p^UiJW>LiV2Y&ztV*)QzANeMFs7fsU1Vd`}zZl3e?={r$e7-$Q8-b<1B zBV?$lIOzb%ggwFRn0Wo)>l~yeVfu4H1zDe|VG#oM!`0}a;VEsvG6QM!!AvCxkz2~B z*Fc2{pE35YrqsFn_cuWDmhhpDMIb&qjV;8DF;re+(3*3iHj$Zv7#gmK6Mbc*-StYR z>lx*B-U8@>HxpW^COUF!8#P`)K0KUVc#{y$uUBMK!HZD{cn~U>)SM1p|3`?P)9|hNtp5_s&vMJ!j*8)BTumSg2;w@fUiUEejeN9#?|K4*%a`s zd-7*MZ~OPO9l?GoWnt-7C&nP#J^B9CG7nA@JS!gk9{~l81AbWd==caMXc-0Sx5oS? z-Ee=FJ^DTZ3mOFg0RI2OYyeK)b3p3gNaL+T{b=CtCkl6GU0?QSO=Krt^=TS-6K?O66jl&hyPv{j&P!9= zhyCEV@tCS1c;GW9ssWdpSB-~&JLK^FrIf1ua4wG_x`bZANeZU7q9THP(3 znxyX5J`8?F$8JJtzg^Ex%d3EfUPyjs&^yVUu80`7M!t|M+yCf3;07~sV~X7T`Cmba zzWytwIFqjm_~E*y76P{*ublV5us|{o!MhJYIDw?iO)x`oCg+pIR+w3`+{<_zPAfJL zn{Y%Q-rX1Pes{uSgUdnBVjy^Fv&iad>^SS&sEk1`^c{&=Y!Lsl#{C;P3KRh&+JsVo z2_y}d{wiIAL z$aUSVXQytlHuo5T!Ir35#jvwkqpu=i^mE{VpF*vRBkE?0S9LB9-i$959(L<|$R7|m zOo##^fH15v309_A7Bd9)3Pte&mdxdc99ouaX}FMebq>FW9QpgwNt1j(G60pzG+qq_ zOFD2D8<YrEw0S$LdN zLWb=~SwwE3^*+(j`r6-ild(5@+K+=Q=~crTF#7?lm! z@PDoVdTITgnC-)cj6B$t>C{RpG_J0lZ+%PPp>zVR$+amYwDx%3Hn?G-GfQay_*z0^ z3XHiAe#b)??BjwWW!4FIY{kW%S$QzR;Xa$)Yf7LLxaa@=M)z4bk|U6kNwWS!jB1kt z5=4k}PivB_oNkMV8ohkExa~Y?>=%hCUCk>|xw*lg95&VoS>sgE- zk^;4?$qigucflQAP%-MuVPYrDsiIDtqx7(j3>%z;c%EK!M4utOe+4I8r_9(0hg|!O z*vHTy9ru6-szZ~(q}MgXR~op9gI&>p-xG|pv^};;R0`xiu#-szx=$Zte8b@yyqk4v zL3bXW&Kc7PsmcWb;U9^UZcVdbLPSMN_Rz)57GsM%2wkM(sw@%t`gQbA04an^5-p}* zicTFTm84$62SlKNIkbwZa96>UjLsCK%_8c*rOmz~D0=+~jIAU7&NEw#|CxUny>mN=^*IokIL?z3kzp|#$ba-?%wj1V zd2JR9Ozcw9SFo;?7PKd)u%%PadGCcW0>>lAB&g1R|B~RT257EpS-7O+|L_0Jp!Cta zU7iSYe0sWDqFjgNE~m*XcQhod$rZ4`yv4x1{KgBjc^{$3ENpSnZ9{iuk3x@FrM81O zGk$kvZ+26SF~woV5lK#*RIbnYuXIg4*OBEeq=NbH>6;Wf6WgewsYzON*IoNi2W2E; zfwP%wZ4U$0|LVlPZd#pka8WIdOzXNJ5cf8JBc}4-f@05YLQ4^J`SAE~RcUI+IGhYq zb3RqD@O3S3^Mbzx{PFJXM}R<>qdgpKS(4b+3HKZX)z=)3A_V5X%bm4p=4IF`Yu)6w(m|K23mS z6=Lh(l8?+{fVnjVj;7V;vp{4pQaLcks7>c-xM0#-y&hm?nc@k{tRDBotY`g~zdW`X zaL+ZlMO5vuN;jRj?_E&>jQ~WP0L1P(n>;_=e0r7;zQoLKg51Pcuy}EzyyJ*`FFDHe z1#0#asm!a3;#ti8z-MI*F@@DE8X_VgUt|OpAVdggUJrSNNewNY@#)E$a1gJO#vya? z`J1xBVWw)z_`Ghvb3uT+*K=Xq;j z&Blf40Sa;uNaz>r;x!R#QaF7#aKSce1T*uTf*51-3$>JC$d~~qo&~0FP4OhGh5Im- z<;@IGc-7*C6t5=7Zp$$h`=Ys_tBcOX{Ws6U-v%lli^fi7d7A^o8e&`5-!Zr@jd<06 zuZxY0+zL*8ZWkI#s^Hy{)v|Alj^aEMM9wo+EMDPfYTd$t!OPWF{&_b9e@C+(%gl#w zUhBBjanzambD=^f5e6QW#8iKZdSVg}&$|9yc=7wLZ)l*R@!r7@Po-&A-H=p?{uBAV zN{d(c(HIF>E?8Ip$V*>-qx~7G8EVS|Daw<#tc909Sdd=}B)<1o`Y5`Q%znKUOFgd6MvQO0cvwsk z;9O{9L;V=`d<$dK5CIL5UE5;WvQ2W)$vs_#aqrrSheX|7M`}4q8dyi zrXmR`1dK81bH7oZ9RTeO!a3waYC)8Q4&U{U<m*jm(VMg>n39S{zi{-I+8- zGmyDmgrp$kr%X9QZzJETce4mNGedZQL2ZJM3Hb;?e%GdM5#B8{BFVsGL$OT3QWhp2 z12b1YXJ71b7_Use1S`)RqU2i~zk`lR73+bbw4g!emDBb6x6hYBf^_G?IY3l?iDjq+ojX;#!LCELL(dXsSb5JF>- zxHz%$X&gz|&HMlVW|UY%t486)hHZ-`(~JWItbyft^=urxd)8Eh0w&4QctYRxGzlB$ zi0OWOL{5%^T&aQ?ImD*^;b8PIlU&2^+bID>)8P%=TMIx=-6Rp7k3V_Q&gTC1Q;e~3|Fd1WnjYt@{!jmm$PXlCy5@w#H13D_W zt&^V428sF|2ekcnE_@gnfRxRfKL%HcnS(S#3Y`uR@vWaoEfLHws=l5gAHqJqTPYtXBbd$33QbfRAqvum;lrd&sP<7RqCWYf+} zZT3wH&KC0qKD?EU0Ytiv|3`zRSHa_puSqOxAC|Jv{EobNdUdX(sme|^lL4!dZ@K{E=D$06 z3sZjit+m%Gvg<`gh~HJKk3QPwbck!v8+uvgoa&N+mWySCY~lyPem^J+eo>?LNO75J z0(d61KW8q%o}!E1GP4>e4E*92nw21cpfAaq`<`@(Y7__dYOpe~`T>l7LR6Q($s(O$ z(rtZ-C6F;owZU(O(Kw3#$-upqi&3~Po-9FMd0ft6z0I`_totiDrE zTFhkO{+@7$PYH^10uzxLZko5ns4hE}6dqmsr0~-779B&@^IHfms4tRgHE=`43z_}? zal1*;^*^8SklrqhmJxTx4b1YPHv7gf2>beZ@%z>8=oFdH3~FAf+H?0!@C2dpCI(oU)RfKmaa&dN`;j z?0ieI4k@@sg#?HBhiYo_(gd?@M)P2Q+R|!JwQUU$XS5YVPB#rVFo|bDX8xF0Jay)& zHqXWz4>B?$aw(N2aizvH?=Kh~bC5<)w>hcU5|{H4L^Jr}=zb#**MXGjGN}zG2Bq(3 z59T8Zo!vvziF1sub8uayZ|9y{3{!f-6$?>xG}GPDH72tjMIQRRMq8+fpnDZtDQN;-^-rn_3DwaoE30TPyoA2&0`ZOMFF#Z4k)hTJ!Y0Wa zWBv*^dcspG15x!FgCuA!lUdUlG+S(xo|+Nw3%dS8nny3NMZ-wF_)=@%FzUYfT1l_+ y+E8?u<&7>t&s=mlt<4;ojQD+yOcd*)7W$JKAP|(AfPa<-3IKBi$~xJw0001QL&&iJ literal 0 HcmV?d00001 diff --git a/translated_images/km/bag-of-words-example.606fc1738f1d7ba9.webp b/translated_images/km/bag-of-words-example.606fc1738f1d7ba9.webp new file mode 100644 index 0000000000000000000000000000000000000000..7947283cd164b735fc1c6e23c5023a192c3b5b59 GIT binary patch literal 8764 zcmV-CBE#KMNk&FAA^-qaMM6+kP&gncA^-sJ!T_BCD!c-g06sAmi9;eGAt9&pYZyQV z32AQpOBp2~aDLZZzxBV!55{kjdTa9^zI#F^FQ^Z@enkIw_wD_=*x%d-xCihL;9*&sk>7D zgVag%FJ`}Ux;pij?4PS2%l`I$@BClw&$Ivad`bCDs4uub(r>+hKg<8H|I_@*^WW8T z#sBm_B))+^Sbx#}Ret((O!~*LFY_<&KjeSM{@H()|Nr*a{#XAWK3`b>;r9*xQT<>2 zpZJg6-|^r7|M>U1dli1x8py0)Yn}HFlt)YLbH3ryi0OTv;=_`DtGOKW5q>WZNXmmGoz0T#oSPt<_?8+oH1A>H5huN1EJy~Mx zsE|puKJtsGRfQh7vNsS&fCzJC2W|QZRFG{A&-1NGCtU-A*};xbZ_q$p<&1|@ZjDJH zcM~=8iw;Ub1QwuBO8(E|O|r?Ks$@3mhsfo6(cnmdCLgS$ugE$juWW@GB-W_;>fI2WPz-YL}1`ih=7Df=<=G6fV z8TTNW_d*;ZmPbhzM!oQ^a}*S8&l3ed_U0o$MX5>9`1ZNmB9qq*%3=nH`B#Y9bih@5 z1Dam);8HKjVQOO zZh5&njR3X2JsZgIiHzLVLVYY^M>0Yd6@u@!+oVIEZ*JEMq56fe&Bpg&(S7;XU(HuM zs)4%CzvNAL!P~dng1M;%g}nHwRq)5sXHPv%hmU5SzxPxPML> zzwC3DnCu1+6d4siyPdx&a~&Em*1~W}pkz(`eZ!USiCs`XTk{A;Xq#9{E_P>+xbtpZ zIB^)6kcYiSp?!c?6-^`liaDw>BYd^HyUTVW!QL&N6Inc>p_gsA!A@izgOK;cU`SHq zRaS)i3p4WuyUboaLRa09a0XHYCs_lvs`OMaXyc=XDcU;u9USm;2DQY}UoN}^+br-E z@KK3bw@Hhpkk+N7%01;Bgq&l34$aS_eV-Sy+sCR^iD|1+=TWHzYy8%lE=3=cKlEe zQ&#Nq0TprlMNTsll_jz_J^hnj8D4+=+czWJ+`8D{m#le$BwI`AruY66A^!Qo$tB=mA z5JKCK1c2KCvSXQDMh@r!8U47PgTS5+X6p9WBvI&l9qIkNyQc9`C&=!tm@-gNECmh@ zTS7_h9Vb#+)c=*+8*aB;9S$vs!CFC$Fg zpKl^4iOx8d(HOALAhN8I(3h6)W8>H_K!cDD(tq}MXE}h`+FCBl5jHBFS$t4a?Y~)! zsDjyo*Wf=?r*x}b-Suf>Xa_Ad48*IP z@_+q^Cj-cQGS~TV$M%tP6+#bXsr^UJSE%3`X039U)pMqp)2R~6B{1rl)G%MS?<)Rr z=LAixFBzsM6PWOs3$juZQ~-TG_k05>mLU<4(fPist+k+6^&a4VTq}x$E4`POplOxk zrD-8*u(SF_6zcvn5uLMvOR^Q<3mq`&Xb`QQ@_gP0lj(*vMpNgSBT;?EeE-c29e`DM8(T&v}!jiJ>t5)C`gsy^FY!|Z;w$$P8e_-*^0 z?w<41eG*O=8%ehM2EJAc^zjKDQ_*CiIxF!xS>typ@3XDfb0X85IB*}K&HTr?oP@f= zDil?=w%`2@kPMwf3vDwPC=up0|DSly!cp;-88W8qUheX2o5I$!lA=hHDK`K|WS-?m zY1ev)iKI~FEdDCbJ>bdpSYAmCyOr+Ko#RDhv+#3aS0g#cbGeL*d};Mk)3IGt-b5<4 z)e2>!isO+ru&XJ>y=d9+|`#y)& zN*k5E$5@-X1&Zsc$SMr7Wz9CnBHJwG!&`1mIKD7o!O z-T?O4{J0X%3N*WMeJu(#97BEoWy}lkwP#?y^6h6)2EsT0$dPBHLM8IG_}(qOy|bcg zLV>z~7FA#nyc1#7aGq~P0=09`KIl)2H&*KI8g*W>@;qtoB z&bQ@DMxS4HtG~SknN^3Y!ov%|Z4IA6A>ztRz@Pj#C7_s=r%tnUhAx-_8vpJt5HNqf zyOQ8xv${6126m@SN4izSUnW}aLXn!BJ6-_MMfrKd?j)C>If%LZ^?IVJIi+bJv&kQn zx+f}M|GjP+YpgqzsX4aKUio7IIDzr8=_>X}MwL*08r{mg6?kS4cB>`nq4P|HP0>Rf zbE4~Ukj!(^u-xVh%ai94u>~M1`<19a1kE*8l=CfgxuQrv2Z*)>MG>pbwiDtGoJr3;^m7?o2 ztzZIm9ZUEuv()_t_vwNJ^c@}gR50rVd{<~HIv&}7Z>Zm%%TLv~2?-JV>T+&JjET|< ziw6x-f?5D%7s;VD72LRT0C7!F-)U**XNd zE_&rOarLF)l%p3NVC4tBe8dN*V~jG!Rl=gQQ_&>?&<1Jk$xU4A6|PR16>-z{)!vQ1 z^xLr{nj`81JBsKNtztTBP4Tu5-Mhp^M%TronkXho$mE1IvX8+k*2RQrrG17YlGSZcG9aG3fdE_#1cOUetx*&zXpc!x$a`1B8xj^Qv%ys}# zL_|Gr`=$6604nB5b&}W*%oH|#H=~=iU7k>EfD*+mfVP_||BVUk;cJEH$c?w|Y#~1S zFDptWx725O0&$PFfKPxdbtZard44!O`h%D6Ek|W=t4I9_7~dVkxu!vyk;x^R!N#)( zti9u%2f-Oo<(%3c=q=pHDCI8t*cyFzIrr8x9&JVcX{TUWPtoqXxLGe4<^Ex zy7RW-BE9=*7?^5S`dE@nIyB{+EMJrZ_mDdF9nWyU!fR^ide-?*$OUySspm3{h6O70 z>#VW(R^@eU-oW5+DGH~|Rc^Dmp&5Z&{sJdva@>ffpZPKA_~_9;ql7K>gZq&q4iTD8 z`YoE;tDa|b_UyXf`SZY_7X%O~{ZpZqhT=)}FObFV#mIYQ4|$&cYNOFijw0tgNd=Zi z%wD64%FgWYg56`sz_yi@Z5jcJ@Jd@27DAN7f; zMT5q4j;l4l@SJ0q!w5MdaUy3)n2i7Hzi}ahizWEuCb9aK^`WLOk>0^q`$1+@rV#57 zsO1-zhLj9m=v2F(m(#xrR-#eZEP}7r$Z2sRco73^5S#>XLv|?s>m*h;$R5#0%lNN` z^oe}~BwZ+uD4)SCITC1)V`K+o*9w)wW)9KNgPEFZ^j<)`K$zrHv*qGwILCT)DbG#G z9+%?iVo$&8h(A_KyVe-Yg!yM_&u7$i^)-PV`f+bs&8-o2Q_t`D^TfUF_k6-GK(q%Ff3V0)3sz{#qp0kgWC`XU<%bA1R zl)ebe;PLyNly0hPSqk9fd(fPXe@tEqaOre$@bD`-oC@8d+7K~^uGTD266u`$O)HPk zr8765`(|L%Jfqg!uKjGFQDblmqo&nS%+r;_S7JpX+d8=&y$f(hIh2Gzl#|}JT>yPr zO3pi$2-uSim4RR~!6lI51O#M8Iuca)bLdNB04OKt;)LzbFYA{#GF3gK|3ibEzg`l- z!;D%eHuOk`>9%qyS_iBj&c8oFQGHW+Y;B3djl_bJDITxvrN*3If$W#msxQszzL|!h9Q@>?vH|@<~6O`P(^OQQyxIb6$^(MKLFofZfj2 z@^SjeuR0tk&$Us#$fX8y$3O|z`?qTq-V0BJ2SR3kH4u+2F}~)cmU*J$f%APlV*uAo z!3Fyu3)nG27;l6GjQ)s`8k5vpv_37YeSuPa#Yhl9SCVLXlp0MnM9m!p0)EEh@^z2O zsgVVRQs_NU+(#?MTr2iW7Gh#cOq&Qwe8z5`&?LPneSmN%f;3kT6&GR!Z?TOc-;wTb zLkmhyI0RgXt^PlB#%2nT*5;)lCo}!z+>GU<>BQTmA?e%A^{stTd0Z+16bifY&;=rX zoS2R(z*#%ZYvuk%Qng>y9s0YGx4WNFSMp{)WfpY!!Cde?C>8%Yx*6I!q4r0e)IgJY zknhteqY8lsP=Zv}F{%Q^fzitsz%~b>5bs82#e%1*YitE;fb%vn9ftW3>I2=W<1Rih z&!g3D8KUvi`fJO2HaxLi(q(Ub*Gig?r%lnmzMXfDm5~ISE*WOgkb=k6kyWS5?nTLZ zhgMLl{5ot05Y-11))P8J(qb$9?3Ve6{5FF~ZuK^IGIcw5Kb^9>lx95XF`WKHb%Z&I z70|-7pm`)vJZEZpl>Pj?T}Be)e1TXKN3yy#mgx3OPTf&f&qxQ ziT7+8Eq>2;26U+A2{aRNn{E+zU9c)wW5+9SGMEtN-R~(j)&%;fKZ^+@qOr}Uvgjw~ zI+gnQ&@eRKY^0F~k!NPYEK?nK`mNV0_m74i&z%UAxF3c+Z6weQk5mu~mlalKr)#pj zTu@0K7=M>-o`M31U{mD08p_)-JD#sBc5Lz*9(pKhW!zO;Z`B%qKlaRj2{M2ec}4<7 zlpT(nw0~$lnu5YoP4a@b*L2Bd2PVjpWA~qYHurygR zpc5&FJ5Fk4b-+IiWBGsiPBIY+0Zv5L(*Z0rLbLGJPFKYe+}7)61pLTQjHe@=KWvof zgN31)R0T_Rf29=zNGIJj=h>NgKq{8!@(?f9(P~y_n#Z?5y-{dj!q3-yV8h`oudx`f z$uBQOI$}|R|1NtRF5aq$dO3vun- zAAeOTD{`p#Un)0WV-x|D35OLCF6>5XudAsd>>@AN0iF_092xhQULe(j|F9A&T>ja~ znC6&ULC4-lZut z4Z6IjA5L6y@@ryew_Ch5`631l2!61U8qUc`d29p}D~($8)JbTAOd;Ytl#YPz`BqfEB zCX>!Vf0s?#_b&H-7OE#KA1aaca}4oOfU@_of}OX27yq}qYH`T$8J)!-iG^A95RN0(p!fXkhSU+Jh3FXo97ec-xLL`8h;*`g^tx%^R*LO-L}JM>GVEJ$MS!w0{4 znR-{txu)d`jmwOGfa1?}^wVPq&nx@0_q_k^wU3zuQ&2ec<}3Y2ZJ!SR0!qY!gOL0wH9R zp-kNrE8Sm4dD)z?+Ga_->`wb~=mQjH&KrX303sT~-?w0V2FW{|`p5a}RSfY%Jz%D#ek={|1&$a6+DJ&3unm5T@ppS(T$AJbpCR#mw(^KGH|R##M5Y7y2tO#Ch>+XNRTCb8s?5BGSL}bUS_6foVg&}pJ%QL(t89H z%7`S5__F}v4JDxs;9TWrl(!ZR^{{7y|J<&FVV|4B$czB;x@*qMf2$7*C{6Pm+U}81 zdwbh})YBiQ-KWN_GL`lBKvY%--F$Z4W zzxy+ND}>!^!!|#hS4e8*P>YaxTuJE}1#B)&&^eChjDNPNX zrkpsBlb1d2xDI&dj5hmn^+mfhl-OtxVo;Yz{6R;@sCamC>;i};d8RIo(iu_|`|+j) z`nz30)K_Po*5zW3qpBqwn$r?>Ij6us;#}BP)kds4=a^f{z-w!=px?FdOx z>45LPg(M?(=SXJA`Vyjreq~WdXVV?YEcDXD07RVCbqSDDmi^c5bTiMGuLhD->*TP* zWxTQG?EP)Mf`IvHlOb1C`u^|iZNDsEf&}ywk5M9v0{$u&VSeCc92r-XPt9NUOsJ3e zUrd5T%JK{1JF@sbNzSCKiD581Vm6lc+)h6OIELU8k5aeja@+ZHo7I=JrvA2pxsiw{ zXWXSrDv_1UgFq+t5_sS|of7@#cnK!R>l~!)T0Z*{sNhNaDqYw^NRF)!|3jUOYcK;z zE*(j8Euda3WGa7(@+teVn-Q^^C_FuZ(b<%SM~#ujBLr@RC@1&XIPdIzP;Af$(M2=%NPIx6Zh6L*FYt&+rl&cKK*ye z=q@&1P+j0{SG>x8Xx#B(qBROmvyO(;dqi1EPkY6N$t9U2nK;pxiJn`HA}@>W7Sx~F z?Z0MJ|BcGS?sYyp>LKTibEiF$>df2QE81VppuzaZQIv(;=g<3ivI1zIcA6iaYL3oi zhV|FGp$euqpA*B|Du0{3m#-iwX|UL#f2DXhe%Kpp-MMGWH8E(s z=22>2cbw&1I^z!>Ut`qz|J=QIYT8VFe0qlxzV?Xbhd>+elZ$M(t)-vc1OG!-4qHZ5 z;mwQuZGT7g0zVb}veml4AA#0Cf`qWykDt^m`hbPY{2c_KQ=9$gk>LA7b?d5MlM}Zo zUa?c+v4}TzJ9(Y1*6#f9fJeZWnoR@- z%@@72zQtiLuyvtgJhghQl>_WR=u_%I+S)Y-I2#n7Tq%KjD;G-*i_Auw zVk+|-RVxdDYsk()6c)iOO36|qjTB}pYPHR1YzIS(l1Nb;oKyMyh1)3DGVwVEk2%Yr z(v^ZPQIe&bvdz@~T;`RUBXW%#vO3b=;UPXu*!yBX!2)r#$qTF@L(cz{Vm&9X70K7{ zaD$3&+%cZ@l4k_R82(#m=?9=n9~>jQz3e6RC)OACUwQQX80hg$9rQ)LxPoL?Yew5! zf!8SS8_@B6u*=zFCe#h#3jHD5VKw5(isc(_`IbEhy|{SK27_ooVCVi0hM=cR`a})i z4*FUdxq&OROg7}UJexBEW&#kbH$W`elqWxsg_-^JKjE3rK2UV3!Y{ONBTGz9-G!Yf zu%Sq%(DejDeem)iPwp6sC?9ku?)y&D3@X{Ol2+KVE{J z7~OkPrwj5vGJsLif(77w@Q4|n`48V&Sa&}b0PDs^lE&v0tJFZ+&mATBFbTYFV>3bxG$4;+aZ_|NVA6DFIj1jy zOkoapxg3cw%=w2w9EGstJzbywiW;L;A#~s}V|mu)T-|fx%khob8y`98;iEE2r5a5x zHRYiM>vRkUgM1>6;&at-H-AC1bIQGNgUfp%Og-~Iu7v^VK@*6Yo{MQG=bTQ{V4vU5 z>$Dz)bIvwcfm-aOM3K&pNi&3G<2OOCMW;2K0OC}R(Xwf0idJwMOlm0NagU(pYL8>q mld^3GM7szEDq`Y*5&g849ING~%ENEL^8rYJ8JGyB0001V!BnRJ literal 0 HcmV?d00001 diff --git a/translated_images/km/bahdanau-fig3.09ba2d37f202a6af.webp b/translated_images/km/bahdanau-fig3.09ba2d37f202a6af.webp new file mode 100644 index 0000000000000000000000000000000000000000..cea7186789f93e2d7590f5115a02534e3b8e9686 GIT binary patch literal 14048 zcmZ9yQ;;SN6Rq2}ZQHhO+qP{@+qP{@+qP|U-nORQXTE>$h!f}3Rb6CMWUgHKWL}ht zw1mV42M~~^xQLR55*N|Tzjr1_;5=X&KF~7|0cNadF%se;Bx}4{B2ciFcHf^xG&4x# zvB|Ifk)Vl^8gvU_!Ir9hoE8)ouFs|)6<-BU{jffS zSMwi^qJpvh8t)M=4I2%Bg4TYTK>zRF58U&gF~#kEtRISi!9d(^(l5;W^$)^p%&LMD z$T)*P4%?SKv?4H^%3m8^Tt@ zO~IeQ_K%pag7;f|!rH*aAM`KR2hc0X*NlgTyZxR1p}@}XpP!#^&ZF@=!Slee06<{o z&(EFdgX68>MPP5h?N9X2&nxt&>6_zg!42VY|5;$bzj)6Z%kSIH+s%ZZ?^DBi!lyt1 zF~oGwDQe$PuzQ=D8%FdztF{jfaipWUH*rR1OTXfbj^BOCvZJXFmpZ_OkFn@=eWpLh z)I0={cp_;yk^gVRj`luP*|l27n|Cr7=qy&jnzmY7j1vb&2{c2I$^Z9bJKEd1eXz%- zdVPzjvl1Y4-vEw9IwEDz^q-}j2?7T+C5xW*0T&&A7s-SgAQ>WZA@2X1O0+DKb|L*f zYH}b!mxHoQ$@;V0(Rad@*00Y+@Q0bZ+m-?)zg3@x6qXTDvEd1y_m7~MgF#CS_@Hq! zYOm&e8u0(svZF=e1cSs@cDg7HFtNs-65VQ&hbUtF?N*y-lE$BSh^0f}G3(0gj_*$+ zDyXs3n(AMLP_8!!SV$D>=SN1kgL-3K2v)oQOZYw!{hn8f9U0|<{MGk&6^kGH=@c~_ zgC^8WTbvmZIYc=`kgDv4?lx8Ilc^fb7nw~W1AuoRxh4vNNu znZ{X~BL}elwi8+zqWyQ9pY(}X`kvDfrCeE=88reIywE~->k12BW|W&^y(j*5gdQ(V z&hHIrzlAfXaQr+L2rp~hWzFf#zP243(xiVy5{Dh z@A5F5RQj1;P7I%cneiwZP`+c0Fe+E&PBlR|XD8Nb>z+y^QHV1A7%YNukxis&5rWO4 z7n;gn3{Mmsol7(MuYf6pulBgA#4h=( zz5#zMjOLp7W)}80T>%JMl2mF|xJB82rl-vP9pRVDG09Q%9tVZD_gZC!EihiK_lCf9 zC66z0z|r3!d=~!|AKih$VrG7XPpWSqi3>YUN()~vW$H$A5NF##759>RuhUEwmTbQk zqbxHv`gplPXRkI80i|M3(NDv4G+Su;Z#11# zg9D-ThI3lWTZSqaj9T2Mb|2QER%nm$H*HF=UCVwl-^Rl7h&*Xwwi>z}^mnq)LBPhI z(5!9^2D%Bfuy;6OTPXT=g#YuY$_%N{@5YGj8B4gLrhy)>iiKoz+YfA4$4XOGC8!gH z8cRx(l(h2b>LJ^I;!u0FJ}lb|dUx(nr0_Po>H6c0Kp6hcnRWF>tw|OEqh^0oH0Q}E z`cEV(<-!0_X-=Gbk0>*Q_AFFFomO zYTp6RQRAB=zdZ&=8@aE$ED zTmb!LDUiKS>h@pW-qC3-mxd112_aGCe0Dcmao@*k<_LPCag5_DNXB&2JKB4j#q=pt zv92n7G7&(AtBS==h1FWsWh+)T=>CQ76^|_Ll;Q`=zm*=< zaua%{6Ls`OrCCpG=C8nR{eiJ>GcoasRWDBue9Txv!?YIm->&2h_5`?M;Z;|5xzRM7 zq9bftE3FItA@M)jNfBEx-RnN1JQs60ZiUDC7E&o({mbDc@075n6X|TManOb=xRWb@ zhBsdxVPX>`lcbz8a`pRfK=^+NoG^&|6MR7{#@+71v3@0L^`8`k$D0g{EDjTaq&oC{ z6JxyQ|2&!Ew70fWG_k`;It;8XH8{TFkpAQ;udz(K##IIzGS>p7Mp>}4p)&}awB!>ux4s5hm{`G>f$Xz4|i zoeL?k)z^uY{#|oUF)WsZA0y~cBb!_)z#w2yNC*SLz%PF=LfkHwD-@DK*65y4263{f zkjmP`RrF~V5PIj*g{6{0%lMP`3(-{fK05wvG{9#!Q~g8CKP3K-F8>D^|Np!0-wF7C z^#9*_5CZ!CCNWd3Iz|Ai4x+IK;&XkV6eAF|#TJM=J!-<*` zbS5io*2|e-UbkT;X!Je;XS^^OuZLS(b{qc!|JdMC)TrP-WbdxZB4&pwo!&gd!Bk+6 zh3@}3MS4-)O5PYJm$4SXHY( zv=UAAx+$BDdmJmi)^)r)AV|bliGyQO?>Hfe3xFtTB=Ke68BsPZK$QIv*-JF|5Rv;z zY#?yzGn)J^jVm~rtbYJ$3Xz>JdG(9~i6fvA2psR}_U5wy#c3jmA@TCpTuD5gxRy2+ zce-lDM-UmhgOm;^MemZGW3+}m;u?F*qyXf3kd-9RwCkO$>rp2)asC=%jYP)^h~5n} zU3wb-E>${bl%Ne~LjJ4e>BO~=7s}v1E&f7y2wMY1Hi+ONx;{zMcE>y1Z>KaAzb#Oh z8s8La8@(wDMde$35Jo*dxE_J|Lnd+A)3LZ;!EVVKpNLc!$Pn(90GFtC-QN>cp?Q$YY!V>*tED#tNNiy;y^CIF`u(h2Cf|ED_MHzUbP!f}6m(>fA{$yvbT>k*! z?AC%E6O1J206|p1tTN0KA7KrL!b2FY;BoLt2Rzfk$ud^!pwa|lq!wrJ#O{$tzl<8; zC6@e88V>$JiZgx%iG1cc@h)e5)w$Bf(qgqn5Y}O-yjBjU-Gv(Pgl0z;A#s{!GIAl= z6oG5J?GfmSiepcMKk!pHD00jfTdP6=YB_>WBwJ6aW8LosugIlKfKzZPlaEfv#*qA@ zhPXtf?qT_BZrzi6M6$TCKyFX8A=TY$6{OiE`+Ho^6Jbul6VeL0?&PQ23-Mge%g?Wt zaNv0FST;!DCnB5;v#sAq8g53&FcHC{d%qz#vnc>p6%#dFjHutpLcozO&+>0!SP_@{ zT`vVF{KA|05eyzxwzI~&-QFkJ?A5geqb071vTF|LA#IDoG8pZbbNu$xK`SzRI^5bk zStF)5TeaZSD?71)HI=0Zyw}tN@Y*=`*G7fDPAD!zv0tYgQEbgl4jA9yVDSr2PXezB zOLQ>ZoT~C}N9fARjlZXUgrzP+WTD~$s&ZWwG2TrSEcNH1o&^R+gM}CeooSb%78-Vg zQ{+f7=opm`H8;tbLzqez)UBD-RSn%n_Mx9Q+wjvjtd^@m1dW z7e;5DdXJig#W2O+D0a#+TDx{w>=c1jZK$`)bZ_4VLDHT62B~b^p@R^IBKweHff&Ff zWJH2vB6Ko6F%L{2{zPxzMqaLkIErb09;i3Gsp&q6G-9KM!qNV?^A6>}z`t!Q6RMpy zqH^gbIXE%a>XOc*5Eo{Y#?}0wk#XqxT+`XGDE=h$f=;^-G?n2-i17jiSGxUv0Mg}2 z@c+Q9db@6)Po4v!tEO7&-A06`v_rMHN6C!s(<+DF%FpU(g}XypHB#eoLgeo-h&x;f z5UfOPQUzMnUzw-T8OTR=$A}_wp-y{Z-e!KM7$}hB){xr3HCI^?TjCLuG3|j(X2t3@ zd*{FQQ$f@aQtXx8~BBb~1CDh?a(n+HRtyC#F!-gt0k4O0l z5_$;oT^tbDHCQAJ=G>D6|Sf!$XC1SMh)KTU#T_-$D&)0b1 zE;#Is?=ets^N-=SfaSzy#wptbzYTGeum!ztG#O=GqjQ7?nM&aCQ*@pLx+#I+)kaHE zJ`2>`u!lU#hGG>(+PCVH#4^NV+Ac;{ZwCX>mhx@xjqJfi`tm_H!=O<2o7bE}1xzBF zr?h!+J*l*#lRo#4yo#e~&IrSe5u~;64~$z-=K^iq9eP8u#Je!Qst+rw-%X=xAT|8u*zrxzRtTne zh7kohNuJO69p-`6A|w@X`z)&c9N~XPy`~tz9W#wC3NLg@#vDU}c~9vFn37xi)_YRV z%H)I^5#!mE6+-H{i5YUms+H=ZUuZtaqgy;|!^;U^P+p1SCe1W%$QEF3Y11d^VRpR1 zXnvg{O+1xSE{UDBrP~)bX51g@R?P}Z8}-6@FFpJ*h}oz4lR?cGKx4;vQX#vn3N+w% z=OQ|_jW`T$h%y7(@u{A>Ys=LGMm*lD2_pB1g}rq1qBVJTILMaB`!^W&Dqqn^FWAE2fi??i1+=E%PU~2hwVaaxw(ZBeLeDST5|a~n#Xs0KCcbUIik?gwPD|mi&Kp&R z2styRZ)pT*7OqU_e#m3Lvgx@-iUKhnd`@l@(XTjh_JzeljkMo4)4U_=(epu4nrol0 z#3kw3$heYb1JS>Cg$8=oCKRz}*#X!fmyKIv73p`do>Slt_<9SjNQq!b82jEfQ9= zQ^I=AiUglOa)aM8CwslWuNo7?dvoQ$*Cu-}(aqOrFsf{IG61nC;|u{#RJ6yu!W!l$Y#5Gy zC8R?9$~MindnU#-h~~?VWr=L(A(rPV($6q>PJT!|Ly0W7Z8mzYGjJ6vg8L}_QtTmM zj;89Q1>EjRjpi+4N+(qnyyDjqa$Wg9;BvysE!Hs5ICe@M=8!QPc6c-4_XVQa7eYfP zFftt*wv;ta5ermH6ggxtVMF`N^kZU5#eHD>>K?+*7 z9UR<$i(5K>p~S%&M=B`%ND?%`N~HE$AvRGV%cRsI-(xei3$BS})DYr~OsR~x!GNF= z@3HQDXuJ4%`Ijc0<s&CN^JVQ7hpD)BBL7qVS%7E^Q(OAEU8&Uv^L_aMF2K7W5G*S$ZC6 zmOGDcx!h0u%1JD?9q~E4#%|5vX4~+Bwvw-?IF8yXWHSg&rB7z{H(TXQ*A5#mKB=SC zHI~-6;gSvznt}>+z~g;(*?_WLI#XMcvg`fgcFPCAYm=gj70Xv|gLH+7<;uwS=0m&F z@TQfwB{a~1Qz)x)pZ*jzJ>FLH0DSPZmXquM2$0kYQV|G39^z06%4p;tTbg>e#Ov?& z(<2{(ruvEv=qoo*gcsaP;ERGYJ`3AazL*gpW3fMqqm9aY>>18~f+~Lmglte@S<;9s zvu;MP${FQTF`KjtQORFA2yF^2+wyb8EWeU%5pRG3n-?N ziH2^Rk4XK%vsEqPr_~%|Zk?Yq0ZTg5?jIfNnU#{XF@PV_Wl0ROIj%J2R1x)UD0~kKK-wdDx;&;XGe8^2u`{ zT-lv)lb~DpE!kt0bJY>Nuw{*Jf0SUtq@#sh!uCRw4YM6euA`KD8(I|ldQ_uYfw7ON zn+xv1N}4434?XT3AxldD829&mV<{%3a=fZp9^x5HJ8d-4K()(i{*E~ZRd$A<7l?1| z>}4yvc? zsZ2N*${+LjxbYZl4UCX@o1)bSwJI?>Ve5tgr!a8K#jXj2-R0;Ti?b`T)%oK7Lr?P7 zwq)Z+4+Y1BYv9iLY9mLto5f429=NBivzm?o5LypNOVbXWvc0yS&Neybbi~vCrJ0uO zEx$3Fj7S!zQYXRzm|9S(B)CJBG!Y~TGEId*r%3S|c!H!VQF5_XIrVjM-)<;sO(^dO z)~U6`BFHFB(0iP4ep3ydrY&t*E=*Z_f}V5Oc0R-;V#m~SKLcn6fvBTtvn<*~kT*bb zwbF5_nO9kRW?8%Hp4bV#-f8SH^v`q`(GHjl)`W5sCSe7fI9E;^qhJo}KEkZ_zgi(n#kZm>p^Wt0T z{l(!ViQmXY@hT4JWevVPsrRVyC2NR{yO8=T6R^l;9)u+G4eN=Qzt-#BP1xYPbO*D^ zHWRwG*CSjmq}vZ8BG1|ugKk())m!|BiLiRQv&LtBCnzJ6uzB|cW^AGY!`C6d=ngSe z8_)@=1+cN_ME#ByYmMmY%#x0C^L@TlZhT?MG+M9AaM06hY;UvEPsv+yj_5?$3_O2o zCyMNFlZC?OP1n|5HC@PkWc4<(d2>B+3${68ZI-Rg z3LI#coD0BiJtAK$n~nZFO_>QhQvpPXna5)90(SWPmUT(VIwJ%CkEvRG5KTrc`~(@? z`cupC8l>-*4Cd^@VA$)#K__S>JkM*-kQ@762?UKM`a5dN5>Bnjy{*KzE}W{Bj}OP5 z3iU?w7Z5t>p`La>r4ENdnG(1KxUJ@sM^{nvntpC=Qpm>>3^Ns;h7rFoSoYy~FrKJb z3`{6M;l=oBAN07o(Sl=x{gKwwA$1R~D1G~!=3A&?7nq2P_HOI0IStrb64OM4VCA3h*jF&=DPglXlIfHlsgP2cHJHxzy5xq&#I` zhha`NP~>|5>}`jA18w*UeS7egpJY!EY$+#5SIKy(J?$djYYp6_>77<11G|$4=9jyJp z4GM0?W_Iu-ULE4M>gMSwZVd)D!0aQUppB2yUrrb;B?s&(t|DfR9@Sb)2?Td1iaODW zfyNWwLHF)i`@&VyLQu%po&aIF7E{93L3WzseqVXgO5x`{2k|)|J4-i!Uh)9kODAER z>);%wYhZVvs3vsc0!AlTk-+SeT%+y}pvj2i7htT-z=Ze;moi zcO4Fv%H?T=QReQ633^r*p*9Uje_QSC&}$8i-f3rUL*@Xb$uH)@XC*VS$h7|H=S>~G zs1LIG5cH|LV(GCCnE_y5JSOD=WWbH4B3p}T|4xOyoyjw5#wJ=!v z3R~vPG(W66Pw|CJ8eDNv@qK1@2`W#d!>N@@J-F=o9A%pQ zLIDADtDNuLp=oQ}S3333x?Yp%p<`{YUuUz>?Hf;ib6Hy5TT??fh-l_w7D1XH`Cv+z zs|^9a4~l;>DY@(+H}lrv^6``3oI53&?l}* z%$z*3oR6q*06~lV+P4IInQt1Yv;92w3Ja!CA>~@!AnJblVyT38v22Hk;xvQWx@F*) z-cFtsO9L?nQQG)d!UV2E76vKj68`mtdLVp=5nGp|{kDgfju{yo7<*oFP(S@9NamwX zcuJi6rf|GRng|^CFDQ@!_(_CbY)n?ajm~SzvSIXMfeF@1u>q@SUo{^GP>#)Obcj+SOx zDH^|=W<`WH%AyycXl9o^EXwa%q>_DZ&M>pydiN{=@UT(xq4`7m!=YpPG^nkh0@rjg z8FFJEvcl*Rh@A0TJ@3wIZ>@y7-DgP+HFpY;B{Zb&&C^6u7LZ6x07QB>^MyN9$fIbG z9>uV_31uHvTXGS&F1onberBO~AlE2K(aMd<)}`r=-q4RsFvA5CJmdAfW!kk<;!(b(p+F#$XW zN_svJeuaz4{w*cuPHMa@Lvl@VuPreWIClru4k)x{N?71Tl8VTHg#fF!#p`s-o_gak zrAAD#na@xesy9L(suh)_yrCb%6a?^%F?Z0X=7&3}HmwPv^D+4pA)Nv1_i36)89W$K7aG>$In;c&nb8>`7L)f-~=pzqL%Q1y|a z6knW%S`pLQz_K=>8Th3SM2l34uap%F4}BsT$t>`5ANEJb1&mkuSk62pvDBo|??^$3c2h4(^0I*lx##dZ2g5y!fy`14BFN{Z=6#`ts$}!)lIG%o(?I zkU6;!eyh9A#Va~7vdB2Wr7b_S?U=Btpg;bw-V1&_+kc!2vPnU+|M2_zU>FtI$-;g$ z2nlu7GO|7%ygOWph=w>*K zQZdVFxDwxjy;dFaG9LBG)!u;uH7iz8E{2!GJXDiC{&rQ`z5kK?0VSTYfe<6)Pg@xk zJ$Wrt>O=}e)j2h>e>>8&(D+z`fwE z?^_x~@P(}2IhK`KF=Ecw-=V2E^UILTppZ9&rzsWdKe=6GFjtYE$|jM$D))3LSh`!{D+F9btYynl%R*t`y>T~B`w z01TA&EPI<=!mbybHPgS$Hb~{ z@LUO_=3Q{@(VvWG%Fm;N5gHy2g{Mlr!P>G;=qu61#Ay6nM7Zx4iHr)y1wDr_5K^j3 zLwW86C=_el4`P9=R0k#wDy|YY;=xoeHhNPyhg0hs9TLol+8N|4&s-4tFf?$EsacQK z#bu{ZDcw0E+8LwSEAqXJ3NR`d9A1~C8uPJs6&F8sg3Ph!y3CNI^VD--Mt`B0x^#)l zQgmqGVphVY{uZ3wrsqb2Zq?=<+#=M?JO8G~qzce<)sK6rTn3?obNIcCi#S^N{tyZW za;~<)Deu9uk&sI@x|}qH_%GuIGg^iA`%x;ReEDz z8@u9-A~u8~P^Shfjqwm$Eg_fH-XdvMMCaZluh%;^)C=4q(Ob>>rh@I8hAPtuqPHly ze>;2ALhY>TvA!30vs^POdB_yJYL>s|f-g$}#EHqb?=;x!3h*&YOu1|xn@)vYK&z9@bdA4CR_5@Rn8 zrl!EACMjhUOov%(y)Z8Z??{dlWPgcA%MZ}Jts;B}_LVDGg?508Im=f*R3oIqna&M@{p#70vW$e{V9Khb(^Q7ye*r*F8F*2(BLF+SVe>#bP|Y!mS>)>a(Nyr3{N zRUZXaI4WFT{Q}le?S9%5s_^u?SKeu_RGWET+Qrp@iZ{A|HAbn~Fmtw|9}2?B%r9xS zl@!bWl>r_<(uB(gij@LQcsjP*N`anWy0zBcrgKEjuK(p{Wy7BhM!zP%Hu|>avqeV~ zFO9)Z3#y>^X!KKEAs{KgId7l^{*xfhcPlFHR+{!U1((cK*NEM~-A3x_QzG$c`b#D? zeE_8GDy|29&Gj~~0zs9hIwUaw<8YFtgE85{AdGqWPG%1xB|GmdLe2zTyNki2=Bl?{ zn@SRdQwgjdofZjl;sNsk#!U=;Zo+Nz_RQ?BT02R7_hc@;#tGIvO#d)D+t*2PKs^%B zPg0%VDCS$(OUFbxr(<*HnTI3(dq?hfhmw?dqSB6Ob;-J%wx%m?D%{^@RA_|n6SLnL zZ&19*n(<$#PT3YA4;z2tO5Z9S{=fw_78QsN zVn{^AIaSyjr{qgl=fU@kw5-5eUx&B}p5M+O++{0AXWMujK)DpH8lGE8;0kIN5pjt; zy~aUJA{9ac>lSxY&)mt^h5kKM={ORh3Ty)agDafIbGKfvLMDpl&rLJ%R@V8>7EZGw zW49N*U{zqtFC-RVK4E)QZUaDo^|3ve%N0+)mT%+7<^x0zR24^-dYP%%Ep*oGSCd~7+bsZ0}~_5ev`=VoOK)xMJYbY%wciN7uSd*pd%0nZxu zGaweIK8u?W@kb+Me@l4c6i*d1BpQjA+x5cR-dtv!zH5O4(QC^KadVBMqj{gdGlX1@ z8_wYOBazx=mX_O+rLgE$P`-70`mj+( zhup*e0MmTQP~22{Z(746ppeCn+Bmojp2r%O=D8RniD(%*FTpwta2Zy=f;Gv&x6j0> zUDO?9Vt2_&xN|Q}Qq$B3@*m#|>})%pk3Hmsho^!Z&3OO|)EMxCI+Qa~rL|+5Sql)M z9>4#hfSh#?(0Tgwg=l&!U0m6pVl7h`mdlTxd1=;$S$ey9$h8;A+UeMfm0?R_r1?x% zmPK&}3p@D^dP~oVbPn3()#Jpbu9S#xrHIcOMB%=cF{b?UTTqUEPP;=3s2jIHi85%d zwRP-c#|?AWz8;VTV(G}xNE^$?d%+L1k#itH&c0&(*<4yIB_jv%PQq&UTr|aH_`3%@ zjZ%i#4BjRhx|!u!FC|1_PK|pAVdT8t{EzubcUN;N%Bo__PJUS1&NwEtX=Yi)?Q%P6 zpF8wetV-Ol{LbemI~xqRL4YFJa?54Chdl=Axqya*Cj`pMSx_;L9k?(E&gZwfdVI*a z!iui~>?|bUuxJMt{_$mqr`$fG2^-@INpvzxVCSlewVg>fYCs;{5NVdP6|t%-i2iq$ z@AVflI9FgZd|6INcmM*FZ=(sYwC`;p&vcrS7-=v}t8z#Vlz^F_HC5#iITn?fFtv79 zKnTDc1Nfs9GwB2Qa7@2@0i~@}ue#lF_Qu#=cUnE z88H2vt<{gjw|-Yo2ca=GoB>NfRyLOkN^DFTCQHr9cle;&1!g8rZC8&kVVWr^IvFIS zMMor^6^T95TgY#k0wU~L&eW2wi4y`u5q1wlD@%9`*)^M$|KN-VL%@n+B&P`FyY z3p1Us9IltyFSZ$9Q2s44NVzG;9GuNY(Sq-_HLc1&qA=hq1_ZltU z&uf$>?fFHP1M&1~mNtKZT?ZGu@x@F8mXpE)uVKOmi!=?dOG;A}$m3XGhHAfS9xmN1 zf<;qtKCyubYQT}(nC490`PU-;A2~T{tX#5(SH+61(Ii|Nj#CeUEL@YwQ1#zE^=i++ zA_{dg=L4^;TiM_Vx_7EP5Ekvd^_(TU`;hYW;s|NPOy?qV9mLetP;x#}TXW?wew{tcME2YG2EMeU<}lP=?8WDk$E%N3Hai52(8c%!UHl!3&&Mb6b1%9u zi|(;%mf$VWNlDsP{uOyj!V#;s22|+0gaDLanf$u+QeE=;w+G?m&PGkDir&u3cy`xt zSo3Gs{e%5vZ}3uI$`R2iVnDHDU=f5`UyqbsKBx)umG zi$O*C)a!hwY@=JNA(xAxF)xV{A4}LJlBlg>4y{A4+tJ^c2#3;^_wQaPn6?me#0_7()@-u z#UeTbo>C?#>bK%)rI9+XBaXM4uQ~hM3}<9`RsRmLr~H-FO;H&ruy`8Hh2^ppSw|>U zz&Po^@{D&`I=&?&c$P>bVk5}s5tct$#FEL-iNk~=R^t2i#z#!6TM>4~e43g>Q! zyLBD0>DfItx6rAAzz~J8o=1&F?>0p}9FhDJ^u18;!55j=~Jy27#nQ z9SvHxr=VKq%-%2#{DDz)Df)&w4)MPa{*ODS;%P?Ow_!KyY~dE?cFgmyQK))YVZTiy z1+NBHuDZlEV^Aq95Fpw_1Bb6XMkI%SwQA?M?=GH_@tchj_Q6lr<*8P1g>LK{m&H)j zzLaNLFkndAQ?a7%*uetV)Oy+Lw9)$fa9p6)f5xgFJaXeQEfNG2e70V{yZ=D?_b6GT z&hWTXwL+TQh9c(WCzw~10zpq+oC*#EyN8tMcQVSRydmIlt*6vL7VwVle_mWr^vF;H z+Zbx*soV_MmB8Q%Pd0dVeUIdyF5m*aUHqPy>(nC}9Fuba;c5SD&Ur*-2cRG820N+P z;he{oLfL{#{9Tocpi}TzSEUY#O=!jFCfqgg9ktfQBknQkPlPXl1d|hhJVtcvZ9}nj zPwZ$>kmYZ}Eg84ne2=Vlnm08A90J?d5?qx^=)fdD(BUXEjjB$VEz<=a8mH{d-J%FX z^F2(ZrtkbL)0Lo+0T87Me=Y%^arVo?E0*|FOlMIY*pG*UU*9ULM5)4d#6yVh>cq+` zXoy>aZ-^U2v??OU>$?heMWwlSY5;p<0{fDvh#V;1kZXX=5L7lKzHJGw%@Z)FT^pK} zz7|Eq-JACasPC8%#$zl`;+lpFRyF4pIVtZNks7>aG4E)&ROPV}%b%=TVdWT;iA=<* z9}Ik}3C)6{o`EnbCR)f?7b}hDn<<%4`~{idk1+8zgwS#+^c(9de=0OECB2=bq0 z$;olMmvr=tr+iix!Uam&apT?BN+}OTw+s@HgKX-0&iLSsVR{^PqGeqN%S=_&vbZ=C RUaF?vLYW}#JfQ#k{6C{|WU~MO literal 0 HcmV?d00001 diff --git a/translated_images/km/bot-ner.4b09235dbb0ad275.webp b/translated_images/km/bot-ner.4b09235dbb0ad275.webp new file mode 100644 index 0000000000000000000000000000000000000000..367f9dfb72907601d0348d7b3afdf7458806e4f3 GIT binary patch literal 63286 zcmeFZWmufawl<7wa18_t?jGENOK^f~@E`$#ySuvum!Ls{yAvQ-aCdjt{(#72W@q-E znSIWW^Ib1j(_Q^^Jw?@$d)>8aHL{{YLNsSUK#GFTrC&<3D!~8&0U_S~y1)UsKmhSc zNQqX}L;(n77$RExd1g-B@|;M>VroQXoyPHVz(xFERm_^!(49*LCC_0*ZZ z%N%bY`6!@do8@zhsEt!I{W$joj$J|AKn~9E1O-I=h?FZRq-N+LQqg!R-A?yBPm0m* zKL@MV7;?S6+G_;-%aat~;-||zH*4SeY-yP0lUx?VWuCXAb2P_-chdGG&-ZwI9plGM zzxBVp`g-wW%%JP7B9i~@(VQ#b<}Bsg>zwOlzw2e_*LOL9>rTO|3ll5(a|ZEi24Qd7 zvfo;5wA6Zln;gJ8&;9fD+1)T3Jok^A`{s`)CA7wIv-rDCuGe={K2CX9nZDHdp|q3e z0dadQs;2DUYycue;R28MFjZGJ+_EbA0%^$`GS4Fx#RGoXkl1I4S0^d!(Y1;1rHP!- zJFMiOqPswdD7X9RB15gjt@(6}vt3~K_V2sjeWD-x_b&!MqHWB*)8Wr@e^6gz30eac zmy5EUH!bY;cXz9yQ;e zx5ETz!X(U#i=sG@8+p(Yzu3>pJkQF!y>easd^FheDpX@ABldWmn9D)*ziQrM8zj~X z({2okJGdrfR!8F2XMTNm9PzKs9x&QFk^dVR0(`}4XO;nNrc<4jaS!_WH=X~QYU)1i zA5x0lOXbQHcc|$7zMlKNecl;rV|{L>!*MmP%bXh724Ay}uaBtcK~K~Xm<6*GD#q}` z3yTz@;*o#_{fmc}UwnjgJ#;^mo-3;!8sPX)@a&WDUTF`-t@Wtm-s$Ct6s8Vyie-Q+ zmeZj1Oor`*9$Mp8&F-eddcCb<@)0z5!KUwUeml=eawJ}Ow_k{S`|Ysn-QyVVMi`JB zm~p4ZKuws$d2ypVHB!5fQ{Sw8HKDs+_trEfLU(T){UjoHp7h{MKV1A99z0xhwTXPd zk-K{VdFT(;bnlcG#vbQ-PS*?#EwKk^4HAfrLB;!ePTsUAZL~{Eu?HW)4U|1|VwfFb znC*;}Gydhx=_E&Y?PHA~e0;zBIFf)sBaf;8qx33!55IW~q(M#@H3^h9g?soYPNP#5 zK2^SZ+`qeAt$hlx9&`3-A+gNc9A`iebk4BTglNc}g-tJRIe@?H7xU_-9=!ojX|9))bV#Y-ih+=(Vuc}IzPmEC&GsZ z##ZwvU^MhgxOJd>Ni=^1%;kDarVCHa$o~E9cN)A$wnkVbykq6N$JZr3fZ?~*euK#0 zy!k)10O!`dS%469nNNG3@*SMJl_5+z_xF4U=bs?^KML(ScntjuKb)kWk4N%OiqrFB$l+oD>o{urtbaB2pka818iT)9){&d|H zz;}EB|8N%w=)*B&GBAZJoGS!3J!YW5Q-U-^C3!V`P_Xh!M`4;|S1CH$%X$LYHOl_x zx)#^c%dvTj8~`DJ>cBI}_hU0lHm20ek=_XR3pwrzuz5sg0=sGl1}I=pJBK@w)OF;grV} z@Vc?a!P8aoHu(qu030seNZsIB(;o6%IeP;FTy3wq&j$dnZyomlfUzyw6W2?;E7#>~ zR9E3!&)dYKz_Yu1<{^t*_YnZMZFo(0!vU`G&JB+HH#CD9t8jC8RBl^u39mcP_O>-o zow{!*PtA9EmH=%43qb7c+=?d2O)j8$z44&2aL(+u`3k zZJcTxZwv;=-9lc?U56gvl{IQL2D=j64&DTwzP@q=&>rLN^XNPFo`haBp1Jm3fn4Ss zxgO!oy7szu10G*B?xNiATuRO2S>M*V=3Mz+0pE(>5Z+*%Bg~}i&jA3(E}#I8HqC9G z1Hj>xyDP=*6aeo!<+AuDWsL`Lw;0n~x!aTryc3>smsK7L03JZ`dhL?uHf8JX)14dG zThSZFo7l7dBfvS}vnv3wa+U$Gnz7w=y>WeuFu`*Pc<27C^|P9W!BqU|s&jRU+5c<& z|5XTOQ^GOZK#iA9O4WV9pyK}CNY*)D-;rql`XrN|% zR?}qf`zLN8Xu_7FM$THI@)pZd7{*qiqf%!r=#iGwO8cNH{CC-!qJ4N6TTfG#|9y`H z)-&m8bl?&p0==49+|R@TKtmXVxohu>UrU{;^Jq=l@0dL$&cCpjfO_* z49y<6RE=_ja|#J}zdgr7pi=}^>n!99SZPe~au%BKB_Bd9x%Jg}Cl{*rARX#y=EmCC zm&OxxklvegoHRBI_B+Aq)R7A(Rn_${lRoIN=;?ZAH#)EzSF_+K)1k?$l*NYNh>l~Z zNGUGw{D=x~NEAl9^G9jiBV_I%_~Y)n320I~>ZI9oaRShzz{p)$;%}@}T0+?@>{IMa zZ2p0;$8uT3YcFPe2Y|zegI1g_t)A|joH>TyAY2nJWT{R^D@Fn&)?aaX60QWf4JkcfGjsdR8onC|_pIQ`;f77af;$$+`O9;Bcru69zSJeQ zLq@_Z50%~nOx;eU3Q5UGB(Qc-(_$nC9Om#&SabF?pei?9Tv=od>O zD>qIMb2g^Ywz-o#MQt^{V-7n3f6#=HNWc$|`5O)WOn@oKcnO&fZ<4s$HOps9+4)hb z6QCynS9|{Bq+;^h+Unw$=3)Lo?+jhP#w?=O}+)ABi3Nyd=vi}$2|Ar<10}uWV@Bfo>-ed!d z{e6u7McDp!$@XyS9~k`~7dj?tPw?_LG**7k^HZET`Lt4yq$8-X1r($zEI`Fg1kW79dG zhVipIBBpQE{Uqn$6>ahGrYGzeb{rxO5G9wK$pp!4RbH=eIXw^~;%q{xJ~@NNyz zH$U}Get>fdVLrId9R5RI?TR1`gH_PK!iXXtPyFocV~XVd@|^YK;9qgAzgQaY1+*kM zgr~uFZtk_p%bU-Do8az%pHvfp$=GOe1xPOmr&-| zDK^j=R{PSJ>{^46v*senz4_t5LUS>al&=qEoXbPJ18)wJa7odLF3OlSFzAn{Yyi7;FiCc)?WcvLy$MxRaIXGI@r+} zi|D`I%h1OIi)}5at^T_DoOr=%rv%hX`csj;bIywF+i21HVl5XG8xgCjkI(aAJ6cZR zI+f!6DF}KBcigd*F$E!pCE1W#d4W%^y2=#C5m7m8hCstluVL6hxr+Z?9A6d zqJ-?TajJSSI|7ZE#iW=tBoc@XBR~|Dmhp_~YSq6^atD_zbE!omaIiBRy;u1e}PH;*GJY$(8XyDPc-a z9zi>ig{O`@LcQDyOj%)NSk0Wd{42gD+%Nuw3VprId*Z|#xYqB+k+N(#dLv|uAPL!* zysgWHm;+R`Ty(ZH>b;)7izosz=Sovs5IY%4Y-^3m^yuQXF2PNsmWx4Bm)ueO8eFZt zDVsl5Ghh#V8iInS*I(Z*Vvjl#wO{-6-l9nkQQ(|k+3^Y13JrDXl-W&wXIRHURhbO| z0&O>9JEzJ^+g3!)tUhw~@~LXkzW@}!4;MK-XD01zPaY`VgL~OFne44j#hyaKhcc2fwYE>z+4%2iO zH$ohI&NYX)kEj(+Xg{!*iih8A>r@K+uy+xNH8Em>2JrgOVZS-@sA%vKB9heIzUfXC zX3l)nQ73SnJf~*12z?|*j)-LP z@`$}q^ck;>6lGog&DDgmo=ajkj{fgg_Y=tfF(Ulpqi+bqEqT@8*1Y!e`c&DbAYK~b zbQgSQ37w##Crsvn3-wi>kT{v%vTR-)C2*@yN#3j{BM<8$xmLmmo^KmU6CJ10r)OwW zN#N6hW)Be05ejo{dg8W#@jHZ~c=AR+9bCtzCirid%NVs!`qccJ-)(fMFF=9m^jrzy zzwI-{8w-I@TsipYr+RSi5qB#7!fjO%6JkR*Lf@Y!$xDsfd>Z5Zr}zpMTeeissW~Ca z2Zs3@%KQ~1`b8hZx+iR-;ihCB4XjrA12zvtca2CFzmnv*){4b$3wyv!WA+=l|KDI1 ze?iNCCD#0(?!#4XZ}zWDfaV}F|IrDS8YF#!y_fx-r$=v)oEBraX^XI*6cg?@=F}}jg*F4P+EB~6X z`Dt@gChPjp(ef3?Pd9cyjj{je29x0;_NuF;;>wB#;oH8cj(21cq8O37wI(ytrM+$R zvs84{C=ki5jmN8U6r9w!9k5PAQd{=#yV)NGuji8>t#I7c=lzYlR0ND$ipQN&wRC+Z zumPsfQ<}@FeX7n8@l3&7uDoqRA0;&I(e27rD_+!pcwa+ih8PaNlNhl;=^QNHr#wrm7 zlD^=4RFrEMH#Dqcav?JRW$fe4@s&A@CJLW)?rot|KbKCD{<5Z0RV-+5$1=WK8 zE~--ayzoR3bd3KwN6~xO)@GCM3jUtgC;+KkGbFh~{YmJMyB+2nWyhvMtq2!TioAok4je#P(~%UDe`7%R$|50eV`-Ak;-Q zOYP7U-ze|a7woL1uepR(`2>JWtY2yXyV=}?ngHpoH@v6(mJ-(zQtQV7bgbko|2Vy= zsX2|jAu4<>rey99LwgD6+Fr=dd#odYF|)AMF+mvKhEoKHu)B#`YGMK&$6>pt=DEam z1*2ddkt8*HkKki3H=k0eCdsIYU>0`>JCOzjd~^WTjsnAeAr?{UnycTe)NOf^Qr8=7 z9Ph-Wn37gKg`xEUJ?N9(qXIxn!EFI{cj>fw^~+UL_!Fk(-e`?OMf?SaS51Idw^S;d zG!va1RdQxz%$RxCfl6Pwz#Wu`3CP{s8J89ft5etqKdf({z-;H9Uj}MQQ95MtBnaUy z*Z4rq?kGldyKzNqKL+oT3od+0Uq#Qg9J>Q534_jN4hfbmsUqm0fNP91vG<}qGfex1 z`9?;R+~W$h+~d@M6g=YVMnbWxo)huL62wO4o6o@pI9Yp zXJo%;m+o?#HG=|QPVLj5d_FD-^4B5T;*^+t4j{g!a&<6m5{(k=nLT#)eCm!f&u55Q z&+)lV1A1+op9DnxK|>o#jBD5@m*gr%24FAZEUe2R%yFlqDyL>mWI3KdB3~7v zRmF)NnhLydOb2coK=uX}%4#FyKJHa%fB9px{4L@5t^`9X9p+nZ2<@OX*$92ek8;VE zeTX^>QB1@PJYZSIVs(MMz3p3GZMnln&uMX=6UC~SPe0X7Q<$X^$i4bT*Ys&BYB_um zMK82xWEuh#6&r@C4ChHsCTO}RW&V6ZzYko%Rt4@v>>}9y3A#@qlA2?t0UuLS^T%{U zM%d}RY=}KoH2)feZ9^+T=!fmYPXI$RooFp-(bR7ID86IzT|4*?F3minL>!%Sz9$VV zsDqW(hfn5W6cfgUpgh%6E{(Th9{SQm%NNw~+Ig8>I+}q`iyR9r_X*=@TYI_j{6~=U zMB&;TpnZI`QWPF#_M#$AN2dv7OV}~QnsQx`tC+AtiK=c-AHD)OQ81)vsj508d@v05 z4QSCR*WO)$1AF}j37H=nYOUs#E zJHD86Chc#K&vYJO|1RbMSiXDfZ}gyS$LHqFv#`)|-PH9To6$+ipOYkpWWKcg@>{B9 zstI2m<1QTBABp@3wW*wAOBrJ|_6#edRaL#Bj0`g?qRMcECH5Vi_q_}Txw+S*Q#M#d zuK5Wi9jAXf!MkY0EQa~vZGVX1y;qhpYnC6u|Bxp9S9$=U@byF}ru8dz(U|#tdJ-Ly zt$4d-{GIySCx1Lfk_Y8{xC9){FWzL3x&baDRhR(pg#>GYh0;0pq>ER(FQpGdW*x+9 z!UZm>?|e50|AB`5$)Vps%I8o>z3*Ii^Xla{wg0^==8xkCs)zya`uJhcCOBBf_QhZZ zF)}*Aug6CB%j|AZb#nzXZsidN(hmJ@sfL9=^4pap)J@+=$-kKI*Tm3oe)2m3efO~* z_8}ob)nv){IGi1&pF!WnF+>Btt)y&-&KT+2~KV3;auwe&i_gxBrBG{3h&&Yt|Ais60V_!$%lE2DsjUPMD}MR zv9sa5kG;^-xwqc0qYAm{6^U#X^ne?tK0j8p%Uqcee%`@9Blc>yTR`ly>4dONbmQji zVajEhj6+Y4U^L5)e0=e?fVp2j=PnA0^A&be8~tk{U6b8nI@b^H? z>T|B-S!C(hrR(IFkzPLD7T>SSsCybzG7n+W1DUF#4;y1Fi{@l9Ji59WunnKu03dMP zlg7?re!jsAxvIaCF_CAJw?mObo8(StYHNKapw&IO3Pq;~aV69k(Il*+llX;^lCQL1 z8jeMUU`8NzELj27mV=XPjfPa(EH+5do9sUO^j`^)TrLb*?vdYgI5ovc`MXf3lve2? zaLOaalBDREFlH6FMdZ>xOvN>Gz_DJb7fcSS^90bECv>_e7u|BFsMgD9ex1lT+fQ=g z(1FxBWv)vGJ2;=Ez(t93M8nj5Xgz~Dt0>>nBBvakEq(z;iewj`9M&=D#S;zZ!?D><%{dTUX2bxBD9Gc#WqCX+`J>ooPoiWLxZC5e;GAv;fw38{swRG$N zeR2&Q3Ih&>4@KD(pJ=OBsiK!$-VyD99$t5c8?at0xxa9D)jXg6^0(@C2xr{3x#tSUBx4}}p(AVAg; zS>LSSiN0>y72)DWJa~exQIcgRe$tI#-iOO``@-ODc-Lv&bVj65*ofHdo+6@{bMd4s zRjj->Z=5X8dwa(bw!Tb`YCH>-$ve0G>7=?}aq^+i;7>r~PlR(PNvefv=ue89Vl+fr z@gT_1_AK>#7DTMj_$Q{FobOy?;|g%W-mf1ZAeA3cZ=7YLoYKQXe581Bp`QoNit6$C ztz5<<210~4)Bd1Fd){*4Sjd-x}6{o+5mHJ!9H2C{{JxR61MU^t5!x z&hT~1a5r5`4To77cT)aDn-r<~B)0E?-|TgxNv@o(=MvF)qhCL;#6A;=ZeFudI1OBn z2_R}Dr1WYge%()~MlX-TDLg|@*^*>>O@^=KYJBD`+HlS%`L|Jxh4>fBIAcK`a5!;9 zR?6J1U{y0tr>S>T{QDmM9$Ejfq(%fEJp6PyT`^|pn8BWvJ;!+=yL~VNMU9h)2BG-I z6f4K>{y@Ae7y>+WHzKdl_!OXims8w@Fz#m;?PjDG^R;WYlXyh)qZlbh-;hQ8A4KJ? zscP#1bDu4Pl7_p=7K2%g(a5fhJq?V}h#k%+!!3AJAQkK5U@kFq8c*Z&FW90^3b1?2 z^E;2JLusFMQ!W8ve5@nbnL=s+2`yraz>H!jr|5@r;iu5qH*&+mEOcWadLQrq(p!1q z5f{U&%b`iF^Hq!r;*T1L39&&l^$X61?WP@CHBq+mhR*(SYC%LAACP5j2uw!KbjQDi zy36Cwza1+7Er-49OxcbXf##X6lz)Y?MqoqjKTS5Ih%-@5V*+WOKAdLxbUa?UzUGEn zVgX6no8Sqbo*JR``ym157A}#O2xico<0BJA)v@6KQfqB!ZkPtbB{7Rdz=iM;_DNx{ zW5)#-hFZ6BVL>O>9Ih!OUKP9&NT#=69s`C=tXUs}Tf*ck1c&T>4>11OmY`I*Og0=# zZE}DrjX^<1+wtza7C2&K_yaq=H>HYz(BgQA{r6eKpHKIu;!ie`znzx;;B2O7c$y5SKZ}cTYnbEbOx@qL zKJI$Pva&yLvh<9t)j#B@9SjWqn}db1Y#W;&xxcTCa(QQ`KXCM4NcG>6!$08sFO>QV zll_HMe~9<5G=8DfL79^yTJzuS(S9M-zoVI7D0Py8yFqW~cU#k6NcHPU$6s{IUnuqe zs;lgbeg30;8M}jiJL3Gl3-1wJ75SZm{uOr*EgX&X{f|45Z&cU1LjH9|D%+{1ZJ zd#TyMC`%mG&%pM#naMX7yl%1-F>oi8=Wwmb;d9djiW!x@mQb*%BBh~Kx{K`hq;R0D zl5rS$UMofThIWPgxd@aC7&Zc%g+t3%^yn8CWcl6M!_V8t+JhzJ0zwVF<2A^c9-ML`79>jCLv@N$(J3FR<*N(OCe0nc{3|C(t2_9 zenon9S&gSCGqn#TqUGN}nXD#!z%DXt?FwYfa;u0k8S$ui>~>SLirz z`&UFvjpxd!fH6g9vdR1aVSDP4)Vuayo%m}-NCe(A4rw)51kF|OV$Wl%;nGu;YG|Lv zI2%4!j7Rk3{KCN^REWIT#u^2!-UD>@6_rmW^yt>t%%8CV8l$Z>fEXPEf!5*dYd3}%|KvlaCluPGOcy8Ggen>FnGrP zIU%+i;8>iMEts$AwEIe0GlM*+THrI&En;L*e9)jQZU5HPftB~0Y%gMbT4s(;9jyG& zd9hZia~LMP>5`%EP;VaD?7n*Ur=-|_2&OJtY#GZs6ErPR!QEd=9cHwp#9%az#9>iz zwdK;@p=O#%K8&~ZP?-}+NV`V4pco5NSEaDhlJNSE0q{Qn>(2OHnG$=)F}+D*@VCl} zK?^7R=KZ~> z;~U~l%qBV8!-oCQ&8?myIacUg{DZQ_ADhxLM(q2N;h!e>3*NTeUIqOZ{PRyakc6rw z%=ZJHZ|F{M_FKjGxAd&O{%S=i4Oy8d>=d{`y<4{od2^cOIbrr;G23 zKRy7*Ps9ATOio>wE$W@6DgV+_&IPRf8gy;)NcEdSSYphkGa6P=Mz(Z?K%A1AZePGP8oVxo_%IeU(_QI&$JDOWe` zW7o#XO0ZNE`@S5}eGL1GdVgyw|EBYQ>3x5J-~YmfzZ1HD;O@WtgK?F>f7k;3Tgdq3 z82^4QzwnX2jmG}@N5AmFe?HhZe({rw-(QJDpC|pv#s8;=zYjGI zQ-I%Z(|$_EllyOgg+NVud`vBq2j4*qMmPCN<550E`NjM&F!&EBZZ|EMYjj?#t zRk<3|N**hM@E(;+QEkVoc&aC@zqyJI&~5eNddOe{VQ)C?b;nZq56r@5cOl5c~CP{&acQW@`{t)lMog7P{}k zqe{*AW;;|jc#^Ha^c(#eoI|&y=;MfPooy$*YBV1MHYmOHLE{$o7{sy1x+r0TN#Dji zUqC3o1X-EAuw?pJ;y(EYCirXo_){+VhwQ*lE)c>=S63>Nea1%cmY9{V_~{dct%aZ_ zprsELygcA}dW50K?*+bXz5hqWbMFxYAC)L*@G>6xvD?0n-j~e$cV6<}n9u39>iw4~ z?9c7ssQ$N5;~$9r{|4ax1@!pi+C_kXZuc7i&f?Q=c{Dek6mtdR9XYw({llL>`FY&T z_|b=fZY%M25L?)TV1nB6)0T^n56kN#y5wz#{WgQs7mls9ksm~sJ#~g7-~uH@o>8;m zkAFm{7M*7uY#;~&0)jfJbxdnbEq5*&(1Nz5zq&N0W_vpX1cWD&UDHj(ky#!?&j8N2 zftLQ|96xj&WAcqsC^bC|iGQ9O5U>SpJq*Oc*aQ<1Lw!g^&>|}^Eey{2MWt^QzSwk{ zgv(wev?IUsq|mXTs!HV6LVX)3w*U6QCjTvY(Nir74ev{e42X{=(?g}{_~LEl;vQm( zwrU}gl9rDh7`fVCmT6&d6hB2#!M0&O@(*Oz+I;PJ@tmJr94p|H4~zF2?Mnl0P(hJY zy^i=NUyz^D5a}2IO$4!GFAQ#e0R{>v0Kw|3_CAYGD+FWe>29v-eoSg<GTJUbmLoGg8$uO|{W(Vjvm$~;94e*AU5g%9?<*~%^eDWBwY4qk(c?kDtu~x1VaVGc`)c^hk;zW1Nt;i= z!e^s>6*5MLX02qbylEMj)UjYnij6a*fq>xCGtVC(yC$_?HlvS8YhDYgOmtsFtXIMA z?1m9fefofQ^0}0rFEyudfWD6!g1~`>_;t)+Hv-0BI|ny>NH&%2a&SkO8yh!qWbBB5 zPtyQ%yLzj=5Xxn<>m&UoqJm{v<3_8Li$3Pj+-;tul-Fwtn>AO7OdA(=1PHsq>BJam zEy(&WTuVKy`w&6sIXMTCtBB>TI2GEn)ilDnK0=mfwgW#p>|z1cQ#8Rtm0p6_!{RiB zTSNB?ogX3_GgX>+&5VoiSc}i&m0X?+(pQ_n=C8P5m`5HPp4I5{0_M(fUQ_zKa` zxKUsd=`tdPeX97x6CsXdH07%^Idgt{N8#btZkOIfJI`WF16T$HTMv}*m|*Md0BMW) z)?z7k-M3xOL3b(}>TLXi%$I4y=&FummF@PEOHT$=_Cs{_8~jJIkKV?;WWVi;%_jBj zK{duLitwQ}4$zI6#g(Wxe#X=_h|0F+UIer1>sY4sLL(IL`oXkAB@E`>(xwji+t0{bE_>IEL1edg%j6%zZR#}<_hDB=T`kToFxw#3J;s7& z0HcX8zqeslT&%jjbmL0!`Pfrqir1DSlIYGgu!Bx)`3j$9%p9fR&~%1+#p~(9Y&Fc> zQ-O_kogP&(mNgON*VBKx9%R}P#q-PpM%zaM-=6=H;{cMn5TGHO+OeP{egicYMrn5x zr7{_(lXF9Pu~f#fF(O3EI8h_gL2W#arsU-}8zH>ft32rb9BN8H7*w|zk)f-S1pecv zd;vMAuy4WS5XLEiNy+!`M`wq@kL2y?47H zwnh+-M7IV;^qJ#qAizo6F7X{Sgg#Bh>1D>*zJFC8gkNdmQ_ z{m|i@5C0f;++O-%iQP_J9AtvHLkMzod;_*WD#2%vtLk^_JvWZPLh}5M@o6cK5 z5aYd(;Nt)@6X6gcUdRHN>&`7r%`*$eruj|*x&myzbiweN5#p;CV2_^XIlXwSnv9eQ z-Hqa1brgwhsuhp=d_KNe8&~LLZ){9^U49Q@x2<#O`PR_+B!~II49A9DG8|OoP>Tc* zA9r0>>v0P%#DqXfLfjB|F-|6Z!lA<_8M8j;1Zh>D6~;l~OdiJhGZ5OgI(s8u>~U5a ztOkhKaGDNoqvznx#2LpK&yAslskq`PH?_8nf?Ip9-Ph11VR=0o5*f?cbDJA0k^D4Y ztL5a-*~)Z{aOrwMYUaBZLdZxnT74X@YhZ#is5gO5#>$-{dg7nkEyS{|%MmpghgZJ_ zQsz^g&+*!}_KARH;-kksz?S|U&Y26?R>y~uB?4iq_m8&{ZPo(dO|V##+3>&;)YJo7xHyI}Uyq5*62k|-k>FEe6!ca}>t zvBcfI7?ti%4tqY3&WIY_aiJyznr2Tx&|`*xQriTWeQ8#%`zp46L_DGwI-snx&~|YH z1E#HqrQLSoy+8;ES!@qiEYBv&$Q$$hiM?hs5%lOATt>pFtxx4c9F(%flYGxgvXV8q zJkhDcQl7jA6=zJ~7P^4tSSc98#ePa$9b(y`8LvsRG+py*mZ0YbJXxIX_M?#c{s$r= z%(7<}c!r9{V|gYl>df(sqVbxcit*C=qm>Cp)d*QEAWQQ8j@AMtr;LVXmcsAopLK{& zqyhnv${;IuR5&|hzV(&H+KB~bT*Nxqth|sNz!ZV%cSl!pYtAB@hV;&J)XA@aboGaPOE6oBgC=_35$?q?$ zYr%;mb2IneMor2(3@{DFhP17+@`*bbncZ2s2y3fFA7d|A;`Q6iYGZ3hx>qD;lW!=5 zks))gW|@ec55{k{CBBTU7x|x&jbE4s#Veqky?M)v#=;nkk|blki)pD7c`)gVx-+0} z_zWyyAGTpXYmG;L?iP!l$0?FspVT162#;y{lpSohkeRuAu-c}3hlMmcbTZODw-iH) zem|?yzMzE&=+V4=l|`CcG;*;NX3nTzgjeH=Qj29Zm$!cOCsI3)0Bp$s2o7jXpv**T zwt)&te=7kU+OZIIj02HKe+hAuM@Nok%x^?gAtIJBCN*vcGUi7H!Rzyd?69nzXBghR z0mtw@DL{TJS1p#GQd-)<%B#N#qv;-ADkv?rTHy%d_i0ixM^lj=+A2MsC($QzF7d`{ zJ{o&W#8kUVo?mxq9|Pln(LadtQ!(ABw`<38ub%!;_eS2t`Q~$mFZ5%VrwiL4AaBfW z<{&Db8#u!dp%x*fX)UmD7LoHL8HP`ok~yUirN9Adi0-Arps=y$#_VCEu56kxaW{+12{tCj#Yvzl;iH0a(54) zlEKazT&?2p;m=YJnZFmN2jh37I`*-H@R|!u6C}Y=L*-hr(Kl<^Kuk7Cqe77cCFPFE z0@r@(Htj9-el1w3{+8IT(p?rtIw2aDE~L5xgoA#dcM0*4fvKvNTHB`%CDbo{K`6Zo^A zEgbIQ7-B8i6%@l_ChIA}z6=r-k8XXgXa)3gpI7qr<5v5ZdKw>?2*4`k{6=^&{4ht= zsYDsro;W6mHLZuEdR3$7u8+1Wi_tku9A1`kCP15RUawx?%myc+S>ao{gF|z5QpIGiKSCeC%0^=vYIXmiYYzZ^xatbtv%Q!8Mh>USKLdUWk(ivxa zb>6%*a;`@hEK35HMOOdioS<(2lPoRJFw^V;fAQI42YR&Tr|D+x#JPw`N|+PRxaIgE zA7#0fuZ2ODTQ$Gw^jbI%>Ta8J8N>&!_cVIe8~k!vd}NvjmuU%4ZC`eH=>~L#p1Vnm z>y1CWY9)rHT9tQ(_A>|&>1KE5tG>Y3s?+h0XQ6zo!(<47M2Tt8R3s)U}^%?r4^q~a9Y1v5qTRWVpAb%MnuiK|neyN(DQuA1rm!hpf0isro{Qmx(u}FQDNgowh4!r& zNSHV(E)f*w>k}H|p(YeWhSZRWq%n``UwIE{k*u1njFSO#EOcZ+Qz+wI8_wR0xRW{Q z2=f9*YVyc+(0B2@&Fi&RHZzhU?f_Y{*3qD6utk(TPz&m`^yTvKoiBr$t3a?Sf&h4j z+?LjDEO>P4-mPi};|Y~^QOlp6TxNEDl*(bGF?(tiYBpW$5G91m%`F?&qZ~3@Y+TCX zr#QAWBiUw+%BlD|PR1z3I094{*{JOC`*X3!)OA*PCv_761C_Gk9~!NXqOB$^vI1XR z0|?$f(sq2+hR?eza4{e?Y&NLQubPD`shhbcymUn-F|;Af9ZrUoPev=7gb|UH#bz)e zhpj9kVu11HdD0arNjsu|)$)Cxmx+(M0-2u67kC+;d}vE* z_a2*zeqPq(QE@7XOv#~<(Z?O9O4A1G#CkrJ+xB^&!wzNlwF$PC*!wyYsFaY~;QjPB zUli@AYO^wocKIJ0N$!^mBg~Q1KIc#wUV8f~hpqi$QA#5Hg>?<)7+EhAHMOA_eHISZ#8u3{Fdk2(~X%;h5Voru3Fb30oKKBSdXe@Y;yH{5@M^rfIyTX+$?q= z@DzIF7h8QKJrd!wh#YVa+86$5tK?82sGiJ110+$O$T;}^;tEYcz9&91)YAaZw+#m)Mj`)0!koZW!>goKe z6}W@Ybjm<#+9=9Gs^)azj~do;eW@26+=r;&i*gP_Nw`>C(jUu0vwI^RdmxO%%*H4mFLS(AiKhmssQJG>P9Ob(5{ z!NmoWKUX}2vNTmSGggwoKho-8fA5pZ8Za8tD&7a6B%VMabSKWep?9Fl%&)A?@=PHY`8DD?Qs1e|1vIsD%Ddk%@_A}% zKu8^TgDY|H+iJ~3)w_Q+}qUPob^Nlh`@dcZQ? z=8!JCk?Ov-Mo!`;0DD%6gxY}VL@OdZa!8R_;L_4f`Z?<31%&L}%xhqBkC&1guu=!G zW3V|X7Ym*T^h??GDgrEWjTz-t@F~96z6uiZK9>tw!Tecdz6P05BW3MqIy$fomr$MY4gcwTNIwr{$!vAws85G|VgIhVY<^`+nb=tb%vI)jV>MsaQ*lyYB?o@9# zHT9p1cWoaqS&7rCX1{%mpq=x&qp#C!_+v%55>z0aL#`2-5K5?%l4jxf5ZQqH9@|Iv z9JX481!^?mhB&p7cU780z@kFacJ1aj>`4C4Iq+2ShK|KhH8J0*8`e|g<@tg*JvtQu z5NZnMO)c`i7(d$yN+=}1rt4;TO|iiLEP=2x4G&x6Mbm5AX?=0-n5lP+GZhY$T{{y& zNkAYNm5Bwk*dKUqg$u~6TP~Rwp(usyhY59;>hwLswi8KOlqWkLUq(~G@!0~sqQJDX z$|%~}&9FqG@0(08Z;&9gi+z@!+p(UC^Kp#0T?KN3+C|SmMpbaRE+00E?@0s{SS2H4 zGCCQW-tstE6bojf!vGG+Os1xb100liz|N4Jp#4D5cpc>Q6J*iajH#?k;A6^jnR+G3 zJSp)E-u+T>usm7XN?h5eQhHZ6!*M`(rL%nfYgO-Jj$P?@Xgd4b*&p zAE*mw#_pCAjNYgUR|t&Y*P)y~e1w1Dq7|g!0%agDGHaM9CK zOrAopb%@GYqt#PWuQA{d^Yy-PielAvc`s38j5y3FO`+KC1 z6OcQC`m6fU`|Zx1v}xvr+S6~IKK1o&W!p5&IaXP(eG?b|%>A+EM^u*x266=*nvkJz zX-ksXy;9Vt84{$B9!_BgQ#3CW7Yv{}EBd6}QN}V_iRK4Qsd9Lf3!?)4IzObnnm*@1 zW$ej!Jb1R0(2Yp_SXBD-4YKB@JafTRsb-VcqIYLyIv1I=j&5$nEx6+ewnK_L4ckU& zr++~wdjX7EO4CzA(wvPA6fIq+5tgTJvL&zi6jP~dR#N2;3;0P*e1J+NR9oAS2NIW6 z*?X6(TwV`>P40Xs#xJuT)`b~|%8w%8bPCSaABJUls?MfbIWomcy76BF}f_EBNIoxa?2kKOlkwxEB=d`lFLe3FXEAq?4-L^L3S4nko9F01W z6t=XxEUb0zFKy4J=21zMLP9Ev|D1^Hs7i{8Dopg|iDKrpjJmN$nPzgLxz0?B`fg(4 zvyqG~D$YpK6wjA&?^Wh6_;ct#!kVz;yo#3`b~FhQa~BQJek>E^YR2_WfC=6F=%_kU zEW&jRVWYp_W`Va*a<3d_zfw?RA1N6!;s-;*C#_R3NNV#%%r7zs{lZqOGMLWbZE5xO}^S@`Q|-_d6AyWXIZ;@Khckcn@%0_ur9-D^?nm7BDZ;;SvGA*8#9E3=62ABmQ$+L)qkv9_scq@BlE zU<4(4#XVg)CuT&yv^|Y^XrlAIZbGQgfpO?abZPEqg~~Tm%LG zTDyfFg(efhAl@;kkzl@J1-EqSvtvBy;PX7u6rhz6d0vQSEve|}9Azm5K0S1oMk`%8 zph&Ko9_#0|AzcNyWMIJX*GnEzYU{w=!1YqnRV+aEZ7#50CoaIx7ihFP(!<^9^K$Z* zm|wN!)_%z}*aHg3!2;W|@Qzly*(qwiC@c^2+WTyvl7NIa$)3fMpG79iyNWc>WOYs5E5 zU)0nPh@U&DjR#i5!0tcVfeL!5ePS18l9VZn?E^)i?b{`tUCjHD3@wFGp^^(}6z%HN zN|UZD+xu+xSddvTinpd^vkvhV%zu8_6z$oYBwKfNp2N@2m=zRh$`z)fCum+oWtgwI z>h7SF&u?SvI+?)M)}k*fJD=2$>&K3$_9C#Yd1(Kuc znAvH7zzHuC6f*jg9>zyK#!3oF=Co5pY+jabWL#x|1!lusr|o3@INWLp<g*Q%7@7M+SVqeXvQ&b5wL z9VR!#N8zaS^u3)9f1gINycz;!BoqBAdljR%oI|rr=ke;sMKaBZbSo!CT?7rZ7wHEL zRB{2=GUcN><@c>-7N#?AuhZ#Y^V`M(QGrm2U&&G*VWL`c66ADR#a`^->oVpqR{?9@ zti9(2e~D9^zH`a#+H+*bf2=ALiKEC4MfVm4CeFqJw*#vwVfz2a z**OFY!$aZu+O}=q@7lI)+qP}nwr$(CZQK3ZO}l6}%_8$o7MV#VlSy)(yk}~RCx#9C z{M!7f+F)AxzS4goyzKSaI<=p9zMzh%+P3ph11jU-S6uRe8e}G5fDgd0ws3OxIj9?x z!i^QQOatps=i>t?JEjtbn_W`pW%bCi-q61+yZmT2aC841Spzpl1Codj@##N$Z6EX!8kx14kkbn-HKk3EjIzQzAtGmcQ<8Fj58zZj z$0Pk+XLpz)f1IblQ~OwCjl$l5GA@aV68#`0Dja)ZO&C9*ZM(=he}vYv7qJ9V2D@CN=Cw(gJDLn`bXiKk&ezp%X@_^x8^OH++EH0>FC6u}8EBB%;UlhkU zC}YCRo6P{f_;V;OAj<{1FG3DnU;1s$=CQufAKc`_B&`z@jH*H5kj!rtLw|K<%+w9- zMviZQ3?S}*28z?9b0Pjef_SkU;Xw1xcaqU~0#2y2jt!J|m9VAId(A~F$GF|$h^hf; zlqFp+PgpYtJOfqRCZ>FQZWBtQ28JCtAR=7P%vCb*tggX)-PWhIe$H;iy+PO~sGN)3 zh+{LBNgY^OSetbL4R|OeGFv8c+G@bX11W?<-McCaC#w<>vNG^_Z7`-zl%~G**8b1P zQicuS2OEZ+^+2mY5#gD)f;g8YR<1Y8=5k78-S76lin@}l85NjF%(4SZ=?1m^8SFGp zg1EUTuimMcP&=)7&SI9~LK3TPnDi;L;sw>v{z7}xHV!)eoL^IWm*P}uLpDk(-{8Ir zV~n1~DjW`a#$|?CArfi6oyRruKHfq)L~3m&V5UpnSo6&ycm!2&@R{w~QQqjM6QFM< z!eEP&^`dkyPBL``L?HzD|5?2NFlz#kd*@42<_@^aha3M~(LBwPzrDV3F*=xMNST7j zvvNqu?g>u*~=|j+HYlRx#@^tH|3rYecWE=;9g9PYiq(TkMF>KnPX>0 zu`J0_d4Q}ak56L$_y0wdiGgw}S=!yXbB}a^I9I7?!%5PuQtIU`7hw)Yh(J@4E2iCEk(ylvikSrH4TM9TsR5Toz1lKR&M#01~#G$ zLxQibUx~tpgn|2+6yT|(kfv$Pgk6bwrCQKKA9tc25|#+r1%Gx{0zvtMVI8{39;9f| zB+e3PmrN4*yAdL1xZSBIM$qgCcex4m>lcMQFOuVGQ*;_IzeyQdV9X;3&N3JWRv?XQ zj#s@B2liyc%mpna3`gt=`@CW4INirr`-R?<#9f8J(v6~P^UDJT#Zs7wr;5FC9VbB^ z`x1@P&`D8QtB;tlAS2=$$iF{kAdlg#5wz+L0a4JdX?Hdmr{x~C89?ZMp@+2gh<9u_ z$-7HXM3V_%$?7~H8C3kdUzwk`Vi_;i``3wSEK$kl3ALc+HHluO*%$WUR7`!8GZx?; zOABDu;j-lplmZ1#AN-%C1*->^1*OR*WllaWu^K>kNVs`q2T28&Nv&s}OX$tWUNSto zqd?e!uJ-$CU91zvusio_qnaF4!h++nH4MgXWB#{C?1u#gL4#m1bXDO5Rg|kpG68K! zwSKXfReN9KvEZvNHfYi5F^yUkC;a7IgMD;@mn|Ol8~y+>VghJQ2@E^mOSS=c#53Hl zn2A2>q;ReJm7`k%Lf-Y^PGp^XKOr+m`$y0RH_nY82$!YB*Nv*hlq)2I;e#f$j5$hp1AL}F*r zm{HC|zgWGyI=_z13qdYr)Ll#=SG5Jh9`N|Du_JxeQ|3bV(pie(1sV)m)a*EA#9;;$a6sffGdxGXHG)VyPg`3pf_i%vX zuxt&mIA|{RpdrO|!7jXbbwkrU{HW2HJCva;gL&v9B;VILd-_eBnVb)T?&BBZ~`E!W`OSwO+m6qh`WLl=*CVDmrVNvZfeLNr&@1utySyVo`;R zyP+#v3TqYCk|c04SPPDYrA=5e>qqzN=caFg!K44%MrX{j=}lPR1^5@K`Osg|G)BfN z2XH|UEJ~8kWzDYrsq(wJ$DY>@1%mkHo7pOFEjhNYWP$A}#~wpkeqm+DfouJ;z=cR_ zhWb=g3-1CVn+f|R11;;Pc323|gKTlV79%F@X*ViW(w-#E1c9UaspMoJp0{6ntxM7( z{txG20^nyb?(3)!st&_>Cm_^tC;)_g)+g(jGaYozMb6urPaq?O@<1R_<58G2Lu$P0 z3Tk>O7*-#S@JquAFW6x<&xn^`N1a^i00C=_9qbgUl*1r8auPlOBNxv(b{fW|8Hrc6!Z;@_Ant@9CY^%9@Xv!pYJ4!IUfxVM&H`{T$hTF% zpMRdOUwKCQg_XJp2I~tT!T-g#a9(eA7U#u^kZPCM6XX1H^1r8+&t*ZgkI-`Xy3biC zm>ONUmh)op`h)w{aU1-`!mBy-OrBbZh{Ms&uczd%3kB<%PPoS9H%Q!~mh+5;N^G(% zD3X=22P*TFyYPY$2mU%PhSG3;3&9zKr4E4fi&3eXSyPr=nM_zu0?r_Bx(fB)DB8=i zw4^8r`A||nf{dUDthQ8ATq3X*{yglnCQ`4t*j;?=PP$N@aG&X88(C*0U(mZYObHw9x+mw?J z0?fs^qV@^Uc#HGZu!f^q$J{Y!CcUjSVo8d|{eL>3C9jmbp;&q*3DQ~Lb3$+{k$%b| z2R-IeZN&cGjFlbS```*Al4E2y0)qFS#OO`A)bk@lMe1FDI=*<>jc#K_LzWi$prscj z?w`yy=Xa9zgnD=hN!HZ!9KhsI`-OoW<*PePNd@SV?A)kmq=&*AR;jzd=vfB-fC$_m zdt1MAu3u+AJX`qm=<^ms)q8^yR~8zc=zW;uHq1GC-q(}W4h{A4bRZ!4U|@q6M~@i1 zp$vXp{Q z!w8gS<){W)=kaEsoX1Yzh`9u9o`AwdsAw`@@Bz+G!q~b3PF4?aA-p{h+eS~VsP-#cAcaaDH1REt9%S>Hm=R1eayc4AO$Bl# zlJ|~IDni9rqB1eVtTt*DXIx==jX8g794g6=~J6NNo-e5LFyE}t{fPgkhmI?r*s45-FwpKUx@Q8`(u|e zmIu54g5{iK#>EYJuofC|{>+NKwaNk%+_5V(qHk4OFnwPRAVcNud`(a`z3OjgeXf8n z5{M3$rO}!R+eF1FQg-4H;LLz8fv#|wduqphJIEqcg+97t;YRdcA4ev2CSH2bvjB9C z5R-HqOHVy|;+;c;<;edWSMG0MB}E)I)Z}Fe4R5ZbEzb}XY20{FwyY=~t9aFA5eNfz z^#YamQ5QQs&z#9R6Y8<4_g^y%4}?LtNue-0y>jULBl6}P-J1mM)xoxOVC^f%THvsZ z<-u}XX&b0))D=0}PEyjQcQ`Ay7x-bw3!2~eH}Z0#FtS8IT1L~n7w2E7?vV3c31g9c zt4IjP;dzUw2nKqvc?uolSbv35_>jY&Bg?-bL`?taqIMSA& z^Z(oLL~SDzz0JTh5OdM>*$QCm;Bawp6v3A}s>e*rkYl*(M%aX@hftg!}i z5It`XdobO0n_YWUY)AVfn_byPPzV>@T*TJHT|z(#yz{3qs2hFfDRbNLY0Twd!itG7 zXJ)is@{=lM(u?!~x{#bPd7p5hs=`%sk)@Km9jKZwyytXID_$}CqvNu)u1YF8cK}>Yf8zH@kr;>C_LhBbrD7%<8d~J8Q3z7!UX)^; z|F%VZfzuL5zJzoil0f`-o0ekkm}byf6#SKJb9#sfZ#n37l6p2V1|yf7mC6zlPH*KV zQCjKK?tc5$yV|v8ZA{t(--pPA{FlNR{U#r~4m+{9%_e-ioWSmo>5?Y<3a4}IoQopH z$&t@pb~D&*?$3CFy@#xT^RH!z1#sI0oJ>^TiuNG%L%jcNXTpTQoSH$DF&_MsuL=2f~7nfngnP;bau@)fFHcWn#)9M~7hx?FTDd2%7UWJcZ%+?3A`=#-`P z$H`H1R)PZ;Xon#VyV!_#oV+<_D^dwK<@l5Tzv?FBvMQ1Pmr^+s7%tRzivPtf zV)hkb?t%a?2VAj^Kk9E-;!_{hI4p3;(cTc4=qAw^Ijd!fqWiCp8ePssnbv zk^XGDLcWrqJc;chW&~%ryIP!(dD91x|G$|7L%CqOKR8RI)P*(LoFWD~lPmRqaGm-= zlsarpB0&I3%Pf&Hm$V{sY4wO}_o8x>FyJ+yT=qH=XV3o)@_usQgTmk?M${O#XA0Xq ztk)1`te2uLa7Q24zk7WICxDh)HvI)}qJKZ0H{*ifLg&|e%i6n3sbs|MmPqoJYwG73 zICza1f-htKeQs7D9C%Q-YttQu|4cYR2hd}MZ%sJz3yx}$mEXR=Vt zpT4qY*|x31R5~t`8KhL(Q_GCIjZSX98(9@Ui=uukUtj$IyX#-ECb@sd9GprPHRRHd7 zf?zCDD2zqo?JevLV*lhb<*mjk{OtZ@_XZgY%6?ne?@kK%@Jny;GM;XrIZ)FRX^8^t zpij-lA1kEh$qqhAn9p{oydVbAIPW;1Piv-nMX6PpwwCgnQ%Z3#y4lk>N0Nzo2vEqx)nGUHhqZ`pa5Y(L}d?BH($RXS5mW`_P>RbhDKrcZq==$L^!IPv!n>I%`xa}ZS~1gx&% zN%l8Ngx@krdR%Z2nyZ?MIC7g_a?!Lmnx88q~MRdBI z#N}W+KEAEZFIPe|h!kp6t0yib82&slwYGWr#^Riu<~o!wi1JMIv}~~52+{ll-1G<& zfl;W^>qT!0+QI5pqjs7-EDpSY-X zaA`6`qXXCwE@BFLX9+nq$lGfz3C4#CE#+7Ygy3wpcceh-tCn?ajDm>Iz_5$L<$|~z zy_PkxuX`Kn^J%{8UTlundlIJE=Fn_rJ_25|^9lxu9mhE$CBC-eMwAXR-!?5Kg+NZ7 zcVtj*LZ zR-!7^mrxa(+%iy-o8K}PA4j03V#(`pw!{@)rIRt$g3MDNJcBy+HS}#ns%r|VE2f}M znWSxfbVBT0Usk8Sw`^W<-nCo@nMu&r8<+UnMU^Zft71h}F3taR+}T00KMKFBD!bE% zRe?X&KpZiB8{JpbA@uQX^@O;JPX4fid$&q04_WYDxuwaS-NKdsF+N|RAt(ZYggaN* z7%-k>L&W2U?gpvHz?g*ujo5Xm$~0N;h%H3?uy)|fQT&LvPjiH5vNdors$hu4zF)B) zzekq5sX5lEC{-Cnj6el0C&T!lHF8f2Nk4|UJ?Qw+b{EK0emg`u=(Wm2WoI2S+@-4a zuf5guzJjZNl6o;K{Td3#Meai1FE)SJr~@Jf0(y#GTTXS>Q{U-Sy7Py|dE1w22j;Tm za?cL9f7Y)CHLM~bm3=ddJi43o5^1+(@cp~2SBsO+9#^iGo#@=dPG!dI%@vm(Ud#ZR z+ZD|CXGJ1w`1=WLNvKxEW(&p3awshDPXyXbG56sca1_#3Kl!jtiSdJZ!(g+hAMvOp z6O?6XfFrsOymCizS~TF{c~}`pKPd#3oR0@#;0#U#@47O!Gv%h5XN7Uh!#F&3|1x>+ z3i8Qhz4#BeU7Chhx!swC==3Gs>AdP<;(ZNyWJ z%j&XL#rR93pOX6BBVIusLo^^u5<3Hp|*`z%6(p%|i2{$W=yRM(B;=~2=2lXonu$}XC6XUZ7e-FN`Zde!`QXBi8|U*$e1tTU@c<_p=#ZS}u!VS}uD+mAeAvH~f=HKmu+>G`Yo&pI=I z;(1N}>qO~6VuZ$;i={>U@wsT&JFrN-@i|40Y@GhO0uHK^xVkPdoB8*9_iS~SBK|;u z^YjE7@N0^C^t6c_adc0YViF$~aMe~$-{Ps!eNQ!gbz6i-c-dd{3heq^q*Y@nuDj!N z%<)**l!i&`3pI%#?YV9(`}$mrV`rZqfh8ua|8>)!z2i(DCpKp9CKY!I_s8Ar;^%Y$n58aaqo z@}*xu?nL{YiORR;UB}GIFfCmu;|!Y-ti3aJMA)T5+#)ODu=)i@?HG8F@ufs-nAHy( zW9uSyJOiF&)bT|Vi>8oLFq>|0yTyk%_YD|z+ab+9*4qb5VQwsCR8%X^mc{~Ei=;F1 zfs3cPy>(x^LnV7T@ERt|;_mrmHgFSb*e1r=PyFil6@^a!>M8k%gj4f~BM!lm8otJ$ zuKg(zkst&^qAc#)wre{geW6v@B{=r>!?we-%jy_hrC^*v|XJ%UVtV}wMq@{WK zvqGEaVb)Ol^lx1`%VOtPzHWz@f7vloAkgER2Ps#_UMirT`xs~LdPDvAl3KJ(huu@8 z5P%@1oz>5VL?~qOxm$k(8-YY#6v{qk);R!D+T~;~z=h(!#|Mo37))I-D~2k@=5A}4 zDGoE~dZbQ7o1JVri~N)bWhrZ!@2Cc}kPneG*5#>r$Jz4qG8wXg#0f9nR=ustfy?wZ z+U7NZKD*#=)~ zt6W~KS3K;X9cIWgrs6$GX(X6-(AQB8HdG&@COcR;yCCue%9;IJijkTgh&LVSFGzY! zia`qiZ1-yfTaq`zG*Im5$Tgsi;9IW~)ML7}D;>C5(T-CRJO;9#D_n7VH+xg^)ywY? z%+ok_XkVZD^TP;WC^e$sG$373IjSTEOf?)&PRZBxORcU7LjOk~R|J!eBRhaoQ=9!J zYB{s$f0=pbBe=NuvIG!epaY(p`-*9x0B*-@1yF+9>kt|HDgmq5NFs_8giyzFF0FvW z6BbFD)nLb#Q4Q>U@~T4>esqSBVRU?ZY|eI*isr za>xmH_^b8n>z_q)+y`d&Zl1nwBB`2U;Q23U$LzTkKXc1_M-#kSu#}mD^0DA!NbV-a zNc7}SYziq8(m3%p7>z_Fh1@R|(b;iuZ~ANL2E=w1#>vcPm$HS(6g==N(M;`D@#~6p zByF4Cn_Jx0(QEbB4+wG0UHDsxE!~YEgh@$BC4b%WeJ=g{pDIcFcr&J4nKqj!e7&@R zA&qko0bFQ&7>sQw_c{dUXim89b)r*_0W@W7T*VD+k&?amHc~3!Td5-3nLb!PmVT;+4WKE!#&eARbTDW30se9tf9D z265?DP9{?pY?q#Ghl!G<5ncCR(1lo#+YX?fPO&Lu>=^q9Z2$$X8stVQ_ALU9)VU;Df@?9jFjKsRQ^_P{irbLp=x~B1&l7l*05>G5)dofd3|sgiE#Mr+197+;Z?C~ zSlFje9@hsl^KefMO)cgXqA(v>8CIz1VCi%9KGnqTjkH-AM8ff7K7nZ zn9JZNDLhN1O6j+NsB(y<^K`KPzYuFRH^fzejs4CE&% zghJ7>icNZ-nb*tVKTs_+NBl}5kX4lE-7rZ3;|AH#Eu+ppXHoM;K&|HNTv0NIAZ+2{ z>@gV)VT)Y4erC*-((bHQu?f|G3)wOuY3N0|lc6SX?s9!!&Xy>%q04bIiK^QTN>HHO#oRyU5`32u&2MA-|PIQRh7>yp?Ok zkach6d!2^lUbksXzbvERZgT`T{;3v7$21(ack!2YL z!wh7%qUru<`?}YM{_f8L2?lQ%T3LX5Gk6COloK>u^o)fQtuchSGogepC zs<<5SrG_^>P?Fpn)$*5@WTQ8wZgB^KQwbq3h(9(4h?KoZ|Qakzs=LNll zKwYSdX?c)Ii8N_RcF=o9i3P{Lc^!}Yhb2;#&D2jz+4}(j$UUmr&nv|G`{jxK8erSo zlHAy#lH=F^Kl}6#N{b6tPUSgIKxqxx{^^86_W>q|R$N=w;nVNSu!$X0W*O_T}Ce&oC-!NYbn@=kz8(gxW-9qq;NENUn4*tRv(jxW+E1MaQ1VZAaBcox4 zG=&ZpGax#0*tH`8IX0n>B@+SIAn65Q#VzS$#}4<~H$8sf zBsa%pe4JvCX4K-=*GW92_6*CkC3HQHu`e&fRUWnC)f#PBAEaUurcD7kKle_@(21xl zk`(}taveFcgRD~l^8+*KS)TJu6lbJ!rA`y9U}_ohY>WwI2N($-ldk(D2F&DTQf?}_ zJWU|ZN((M;9PLUaCmAckBTjL8f*>NMwFPKqa?aVR(=t}DB?X$4kc((Es)$cTpljVSO|@nGMLKS+Ni4pXd&@sJ7Lf@VsPc;O@#N${PQqA~$5F80jzol|)l z#36BmhR9DRGAicDL1+#lMxP0#m+PDC7Tc&0`}a6x+;`p=z#2bXZiEJKW&j>)4yB6< zjC>7DsIss<^dU{4EXvz2<`}mCsDg>MLO=C(VI|RrVGb&?6Ga|;+#6!vu#vJmp~eLL zX>hj%9+SB9-EFrmHlaYp(CkMV!9oVoCM=gxQ66=1kb5%gzH`tAiT=r&!KWePOc_#N zmUGX#Y)l{hDrU!_A_dv;UwIlJ{B;9VHmO|6`lh&mmXA+G|J1tIWntF|To`|WmN2w4 zt;|5*@Y~&39&0B`F=q`V+cI9!cmI-TXuLwZ)5CXnJ@0ozW zr(|lwMYa%dzr?{JN=kw+u=%zmDotlAlqI(h^9Qf#!KwklFk6rg1khGZbmT%YNIwqD zX~_eRcX0~%hll$LU-#*etyDzfw|!+7LIG(xTxorc1?X<-WO9EXoS<;l9YK}P@1Spw z?{1<{gSh@7yU}sMP#VhaW87-cioLu$U^G9i{!cxkbI?B)W0DGJ7h$M zI`je&RH^r^^1Yoj4I3%a#ItSm|FY&9CR#BmoX(iFHrELwjQDRu3JSSS6!2yjNdQCa zO#P860u^huR4n`sp*)ELw$$NO zVX3^R&H{aIv>}2?mOtMG83=^a=qK;YgshI5f(5RV%AHDBRrt#xCmdV6-?%FQ4}|)Y zKl0ZQj&fYEPlr4>79NVr`)g3a++>R*Bd0e_Lrb$3G$lkMDTU^J4^*~#{go4_`0{qX z(Ul7|x5kkbZy-f47M8s9yqmX3>LDJE38;RX%@5@(wVHDfJ4K_4U7}mF1oq?XfS3khA!WlKZbH|%q7Fv_u7a^#ZfF> zdEYhxUeu!}UK-oaUgu31V?&tX>tJ?-))Jx+1zvzBjYb^VXd1Rk9l@D ztb_To`{{hmHp1(&v4M8+L+rFtJX0SAdUs5A7hX(KRj+Z4iy?Spt3XeWJz#czn83ws z#wkVJRUfHp)$_jGdR=LFN$jeer*lXu$><__Anf1s+gdIc-F2B#U99#M|W2W>zI8rSP z`E3h)B5oP9795tP11c=~1Of#UY4ypSUu!~X%%IH)gu#OeW9NW^D0Kv!pA#fW4W8uA+37r^_5-sAVc!#3lL`xKSpUxI<;4jxN)g zoKAa0*xQcE+|)1ZrP4|WIq*I~bDLye@#MfAK;H<;pp_H4vMGK-HtLmeuv*jJO{xs! zu=tB&0Z~IufT$|DhM-S2w+2-dU(PwUpdUOtjCvq+FZR+BbdievvV4iW*3q?uKo1ve zN$=H0S!XA!PPA&k>w6hQ#<=z0H>lt2y5U~}dqp?ceN#UPZ=}Oubes^Sxp{b{RmR28 zQl0SUnJZn`&mO;7qwh6#DFI8|7$+BHXP&1^yq%HStkHCtY%Z3CN0?@g#;u0*)kGx& z0$OPW=L5GUb~B0qOt8Yx1^#%|;XOn`;{oeq@dsW^##tkev6gRY)FsJbO0>DpArw|B z68>;VeZ%^wJcxKjgXR&X-Rh6umV7S4&imD!#143nq0&5Z;S$E{#3aB+(ka^#{^^H) zQYvFa&0vUEtMI)Le@g+q(qgLJD5)-dHVj~MNQHaJapVB~vt4rK;}Z?L;LsI;-t_Zj zb>h31(WqobJz_@+QT53Fk<)8eE17(~R2BmNN^Jwn1kbdw zod>&{kMhKnL5HUe1$E4h;{EbPdrIk$JqTs$I;|5{xT4;9m%Q-cseOBGbe-m!lZP0R zCyP`p>F%1s$4>4{&ewSK8hbRlcTj z*U#({A%q>Ix=Cuh{_7{ZIOT$nPpi6*x>1FMRT3{!{D2FGmWL<-%R)tSW%>n$<+ z-6b$w)K@FUb;|RB8Ahl()B28?1zSUk1(j`J3;Drb$^|FOF-mH_Z9^ zVt7-$M(3%`2*COU1kmj|wdqe)_-en6Y%BN`nzll1K40WLRE30bvl^kgs}{VJY@*sL z5i9_`v>MwhAaTH}jm9qD`AgdfouXs5c7=o8In>(YV`+8tEatj8iowq$WM>&Gb=L|T zxqO|mPPmK=!zEys!cR^B?iEQHF*1cqTm)-XQ+n3v5xS`Svk*_)R?;aPF5DkayoP5! z&$%PUgq*_3CkXP^?9`I%<=cMUPIu=5<9!k1BlyLBY0K0?9$+wsES$6l&Qf- ztoW(5d$fKss~5F$ObE%WkI>37N&%aj+3l`hHz(PZ7L$A&?<+61wLV!JaYCz{!~HFZ z+6wrnn@2?3P>jB1E>ZA-H!3LE&P$=i&Ob}P1Df3s%a()&CKPWiT^Pz!i_b_Ti*u{p zwY_yz{XRRUR*QIvKNvsBDyb022hh6@(|4DR1o*x7$D|hTu)BQEBcP7#6=iA-{7I3G~NR4wAQo~FbKsTx0<}f zBkt{|gz%GAB<20jA*rEn>WCwToS%uFvW1G^BF;311WCY z2;b>{I3Vw~zO_i4J9>95c#Qt;_}F`EWXI0-OQ9nH%Se&JQRQ1_mX=uuKtYGZ5pH@J zftfD@y$3djD-Slgn)ig}=yFA76>E)J+|%4_C{EyzjisXySW4c3F6XiKBx`(V<4gQhiLhd`>}u;0H|k&8NkQaWs)ev4`7mBWF`SqnC0E+yh@cKO=v z!$-`%ZWc4O#BoIlal(Q+nN{h(TPk@Aor}>AVc|2hpVJR|=xY5kmqk;Xc#^!He8+q2 z181AX+TuukOG&lS2|L8eEI8O-ciG()DM)?~e$(J+p|7hK+lp|5E}F0WFznPYfPbDC zyfCpOCeyN-WnJ}VA_-jM@^d}XF_uQltT3R~F8CcAq>#)$Sf=m!p}4fzRN@8Q2VdEq zJT7xZ$pIxkR%Z{GLPkoAg5?@;_E7}C1_XYV%8}T#@+%w|2}t4M;*|8rr%Mh_+_aRWvDD&BAeaISD%8mnS@nqt* zEPuiKTB{Cr8Sa?yO9$S@EtjAe6x*9FS_Rz`JhNw6a3{*Z9l22KUFPU^#W^9(!w*jk zN70>8+N&tT9X3MD81Na$pGZQ#3`bb9Z@Cu0-c@e?a?iN!h2X z#LNps-piy)gU(sINBK1DL%zn068>op%pe@2w1YL-B%;a_WQNGPV%To=2aaJ98cInP z6K>$7d!?~ma@BZ}{s^!3^M4(wftIo=H5|tp7Qpp`j$wvW-Z#{j%N`ZVY(zrO?L2<0 zkthX7JA#{t%N$&7a7}c&-k3~?rEiZXqlDl1$cQW3w{`N($H$=)9<}~=y7NM$;)z3( zXBGG%H_aOM@a*J=sFgw?V)jyr;uQ2@2C9x*G|P|iNUf}{ug8&1ZEGQ#(vMp@{e=lQ zFamx5c;-ZWLh_&?^KX8|~T@o2tFdzI(Ie?UT*BHj60zE{WEiC*(xt>U#Cq z7kqEJ9LN#~QZ~3akjPCXe25Vi5nuVzwjCrV)qt~=pFcP)3bN|bu=Wb|)5FftGkTMd zt4sR`{0tL+(d~2T_>SE+md9HC&1n&`*A5Nb{KS(beId^Iwq zYwC?9VD5zAvk7L9+{cH>q~uW8abeE_dmwrI@9ziImfN)8iHE-ZdI}m@DYGh*1`n-F z5NZk`a7Hy#cCf)A*0hYOdr^TvZ)_DbCoS!NJgNI1csW?5`rmYo9P^EoeI;{hc)1f# zK(5pu7o<<7DcE=6S^zDLQ1KNna7mLA{%(K5rE-4xG|dmvBQEnCbkqlagv%xes zxngjqTr*mnK|-xB^#+&QdU;a@sPMjFP}iAn@!aEaNEB&0JH%sD(LhWm|1%l&t5l*hw3Cz! z10mXXTT+Wvt_ZP#erE0Pov6~^?1 zGlYI0Z8v!t4uQ-*|D-tBPKBdvhUsVq0{{gif3KPkUAxJMk|ziUmkt4-km&s` z4EBtUMV{8O6L@k@9$gCwfMloy6evH4%x2~%3-EvbD!|15U{CK$<|>lMoCSo>q5hG? zbENAzPhsh#wi1RpicBKk=}67ioL-wPCeghqk7BpA&mhK{xCjptRE{ zc2)D6WSqH=)?adwLr4@2a9L}WtmY8L9ReW{Kh=R4YQjhHToXl_o`s9 zigWRkZA<=_6^*vyuYS154;WBiB;Zt+fDGmB0O;}_;Pr7#UMncX5K{|kGwgha`}u_o z#JA(wSE|!Sklt=C*vozui-roL*wO1Yf#l?vD_h$gOdyEAh{iGLgFFxBiMO5-Us$^} zx_$Cz`t81--fiF33U~+L-J;FV;Hr4|k>33lA`59yhA4Mi&NPw3#*kiL?#h(COOmR+!|-mSGJF_I_6fc)>b&aj>*w zNZMmrkU`x$hG}k_jiePuy)_!IsT$C|Dql|p9qnzYJ_Z2ogPIHY;44PtVUnY=tTF}9 zdzn9bHxsgy3q!)|{htEv>#w;4a8_YZQI%J9c8H52nqNz6Nwv2Kt>Kd$bZXUl#0F2` zt-0#R3_^~mX8LLRj-C5~3rCf=Kilq;@6erh>q!dYuNpVS0wl==95uaGL*H~qi9Z{m zQ=fM>XW~0&n$sNVVTa~DGYN4hJ%!EIf?%r~}k(8P-L%d4qSlLT7H z_9Rc6(k?}jJE}N(^yx#84UuTpI#_N(*9KwH$#rfen#Ao`^KXJ+m?Z;Dg&(Xj?I(KP z|1P?Qot5UKpXmH$&5Z3SPx{_J>Q39scNh$q`em3>{xUAY2nbilCSUMdsw0Z^pmSyk z-Xbl0-U`*y@(vMj!L-9-k!SoxRqz9RNemNHj1?qjrC%Kz1f9~fP z2xBJa<4s7U31Ue6#vc(5->OOgN*(cM!evffEXcm`uRPx=eQP#Ng%OL{qS^2Wl>bb- z=4%euIVWFd)A@}LnoQtrUt|EjjP+!D7FF51onAn6R7*Iey#AYbx{xRj5lk>*mirjt zyoC!uwmy^1CY;0-2weZ!G@)Z}BORoWboI_d_nnVk`QnoY3FNF$)5hr#?j;A4>9fdz zvrG40h;kgg9-f|))ET|Ur_>4Hsl}9%3_BOSsQbPXyk>!8 zHk~Q&cD=&z&`myv?>@Acuk*PUJX2-EU&}UkIhk5PEX3hpaNDZ!+1Tm?wy9{D;y< z!J<7d>(4Xi3}j5UhPxhqUbj-IHOmafCv(OCd7R;KENC}#uzD~nJu+nbESm`v4H6og z#J+1=A2rO_IQnVT4si>KXBzlQK|w9T5H41um!=Ko<8^C}nnT=8d6FJzZAg~cv~w;H zb{|T2CE7+J9>Y9W6$}7@Vwj7BDpIs$8nB)69K8fF@0`F<$^q0FCT3`^`oNdqOfCgH zNyK-WP;_0Io6GpO>r{C-xSJ|;S`Eebf8aFliz9~q^wA`)l)PRAe1BY^F=$kJ*8OZ`s zJiY%fti-JKW|N2a9QQ26^|UI|?>WzDb1M`QqnB+2=og!a-UC%7#-E}?wZ=N8z&n(f zzV=U8azf@qVb+17x>96%G~44-;Ci=5S8l7%|6uGJfn7Psto#$^FXg=jc5GOfm@7Ut>w zUKIM!c)n5vzV}d`&p>Jj_V2r>mANyOx`0v1v z()}L#M1A?cB5F&x^W2H52$zb_R(?^vNG|TaEgA zZ-Uy>{QrROuZ-wVbvi4X#XZcB^PQZHon-`_g0264XHy5+R-^X+7yiX4aH*vzaH+=x z5a-9(6r*o$y&p7l#6)dQXIR_g|0U<&rWBuw37A-DqEhtQaHM)GGo~l_M@*tR>*+o` z#+Jh&Cw|JvvU+ml*&H|*9OdvzLp{P?0q0{hM}Im{Z@}hIM=^$xtuyOl>b{M&k&b*d zQY?$K_nV%nT{7dflDnTW!(wTVSvs+O;&JdF6`KT{5|SHo5|>PaUNvrQyYtoUHK2S75cs z+Zet2Jk`0Jl?j_6s~(%RAqJ!2N*|6gD<9}En_>}pCo+sV#}ubVv<;rHDni=aBdlyt zRFoaGQPJaj$U(fNv4HOOMb@p2yCr2*jyDi8F;8guS#25lJ{3(K6I{_WZ;EHT6p?=( z2Rtc5wPtjfou!%*YB{>~IsPM|`(S;1X1S*45P?t$Dg zMWf!O$hLThv8IY~uPt*-I_A}u`e3)EMGSju5+$+*k$yBy4mCVRLtx7f>J+=W&a^Nf zNNnhZa1(GinO;UbMYupt)G*+KJdZz<6u@hC)-oyb*f`1A&<<;{ILDQ-U7B>DS=m2@ATnC2 zZ$DI{>&w0tf;TXkSU{C%2+!Ixn_GdiZ#iWn0+3FoEkvz(3`)!l6&z_w{zV$7~`Q z%0`dMADFHKmjzOnF08=~w-Qw+KP^-tBEcGim0>8W>{sRQm*vc(BZEIUYZNMmDrbzo zVjaW^Cr37fQO$AnLntgESZZblQ-f3w{TmbwKlhnt*;K@-fr0wCC`>MLoC6jmZ#7)A zsHM`ju-kxUB@`>)Yq8H?ZCjKMHEk16mp2Oal{k!<5vwCv{?>FI{7D2Pg=S!4J@*p1 zKLf0cXZkLOEu23s$EmJczUW#Z{+h+ljNM-JHtzI8~r0Aq_(FVsyMyJ?LTrX+C+6jVbF9df}u;qV7MR_S`9 z1Lsd62$~I3YK)qw69^Y>yvur+sIztjsjr5OzPHg|RVL8>0{Hp4J9wgY4i6!KfaY4r zab{L(c5cJzzsXEsStDWXN(3CT3ZaUS5S2_>>?AeeqVji^#ocRMD64426li_hHoK1W zoZxVB$`Q{mD(zdL8;lY^PV`{56XqZ#ZbC%tR}B!#e#y=Pni;Ng5;c(uwwx|*9hjbY zwdLB;Dr-H3DW2cVW6BB8(9>>h5!L}2pomGqJ=;lKj9xZXk9S%2V6FEd)Aow@{b(5U z*JxNy-C+7|K*ATqg!%jsS4i<1Y4ATOO}f$ZbFsGU9)ReYym|}N3*_RV3U17`ozQQ$ zEk`z<$p&do?L=AheUXWm*Q!s%3;uoVu9qqmvCA4g4JRbRlmh(}8`_ zFQ=dQUHvtzkxH+FtQBKK$O&Qo{!w&y{FQIpm}2(TrfPNh zDFEeYh!CIMjpZtxI$B@h8W1iv+|=0N4svaG@94~Yop-_wI6Lvk-PmylAKw=AYd;mvQ}3a{x!kFaM-5Dl%Hh4pbl8--F((v`%7blhcwNTGRML^x0DFFYAT} zP;DuqPQaXfKz-eKPBtP_#a4HldyYoq)022`L2X<&-?&{B0^@f!(K!=x zs_hj|kRbtNvPhhuS!nen9pQH?!czyL++S?^EDtv+*IxM4{h4q zMykiUZ5JOf@kRz6@%EtdAYs8Q5cA$Ao7?mlA0>dkFjGdPce5j^Tz}L@x zt#^>Y$gGqMPdkzqgs`6i<)dkB?PFyOWyu2svgoTwoOae9r!s${hi366?ph(0lrB47 zN3e%QmP{&3{WBDA9S0lX5&XTXNYz7X5HRmMx@P{N3OE-_CdavC^OUB{#B7wEcruYm z3wLH)avAR@#0J9SM{v(XhH^N~1FD)iNJz3Lyaw%Vm-xUrKZIgXj!+BHoq+}(SUX(N zJ2*26ee~>cHq?o{X2*>K*->^9EwFupo8luJI{51mwZdbyRnXY38P{=s%FkJYl}qLM z5ZB3Hm;zHF7UBMdiPdzD?s0`migaUHiWiUDktPXA!=sE?3$%8)#Y8noI09T}0vG^} zyK2S%KFT|(QgMI&LeB=N0SHzLZP>-zpAi zuW7(OmV*$AZ>N^_%CnunT8WtT*=n)ru;-XESt`QRH`1W%wChJI1{3e^s+7o6;_d|O zLt-2>d_p4&iU5P=znl!%pI`00mXRjD$IYYRm+AKXRt!_}byuk;rAxU=TskhjG0h!9 z^Qj1>SE6%kBd?f|FnhWRKbs3J8eto6kCv`bqIs!B?}!$VwU!p}nxslfMiA_RVp*8O z{pC1$yQo=eYtVb5D$W6y#pJK=nq zRdm(r@y{yC>Wm5sE_cqbZrM^ziWqKryj^ER94mT@_-J0wG&rs)6XZjUUq{U|enk(8 zKEIy~m%B*UHeR&(jXQAX&|aog3e}@;6m24DMv@c6Io$ITJDNL< zADk*Z9YcfLi}WX$cml$g)xhQh!>snBQ}`fn=rByC6O4X9PlrYWBW`BnHjB)ZQ*OQZ zrA#vP#1-LLn6!ac&-e%*K0qNF(fFF4klF_)0BIiMOmBLnE5Qi07VsvDR}2`yBQ%h{p9QH2XY)qB*r~FvZe7MT1XvtaNFTvB!g&0~Iv~ex!AgbDB8wSs%Km;P z#fr;X^amXPsRZ#!_3tAs=}jWNGnUL5!^P`%sdMCr z?=h6T0Q8bevt^r&8C$-Rmw1={kQBDE+;&S2(aUh@&&AP!D(WdZYyVRFKE%={w=Jq# zO9XL3x@z*GduF5wr00qjk};fc1zSB6uqa?{dLNCU>0eHbJQBXKC!IOP3rXW@#+x|+PL_}#cZ^}RZzw>;ZYOxf6ivA2u( zx;eqPp* zla-%kE=CbF6h@)eB#xPFc@xD?LpQ(<0Eu#__fo*B5V!dO8F}>p=mZh$Su?5wRMWi` zhsvgG7by=(DV+wc&DQjLGky-I;IS;N*X<;Cw=ZU3PCqQr-q~vO2#dErw*4M?8cjUd zjj21%3oh!9j?tWBbh-=wf)du6rD}G~0awnRhBl{3=W4@$gNCk+_YZ75WiL`em%|({ zsPj=XrI~!f@|Vy(E}=Uzo!*(1?4coDpe1Z813CGT*JN2rr6CJZGB-AI_5*n431omm z`rT0C)5@vigt+@Kvb3kVUTVr!?H&;O##2bN4wu{1IqkpR(|t)9k30CYhj!Hmj_h2h zi%W&XO;7`F2^Gclrp?8Scr088{-Fo}a_8++SEf-*9Z?u6gMV_sXi8CpaS4hF3X_<) zc&MDOE4ML)i%F_O4>)k__LX>(0ERI$9hEp|CAt7c#@%xJHL_V4gJ0S88uM}#zt5`I zqt_ynDxw{qLF0M^{&-jO7!ciQ3a52}Ysy}^k<}#%!(u_Coi9{=0l8U}kwnnIKvpo> zp@KGQ)@TS=0hBSrgSW1dIi2}vSg!C(iTRJ|{81oiYA(U%V>90aP=1$J(9u>oR*HgIQoEWz029}+ z)f)4+N(n!8TZ3f%J{75o`aW0%7PlRT<92cuU{NCr zD|&l@KhKoCu@(10mp~(4MG;@N@c2j$o$nKKB9-P2hmd_L^)JgF`xh5Ft*!8IQ^Qp| z{-J)Aw3%}2_6+q6t$lY@-tjEPZzhk5{3iLGmiM;dV8UR`Xym@$rTS0$35~f5ig3Vt zl`#TsUE&8nDo(v@MB-CMgT|42`e@NdQk&on3g(qx1JHuF1@24FVHvO-gN!idreNgp zZb}_dq9I8kVgN61aakYiq%B2Z3~8>>Cz!0jBmK%zzV7uL03OM2Cq6us$BSt&@b1D` zVL{^KRYid`HHjYMBlQMM&2!6iUV_$|631+!)SSro`|u$8&()_UcoQ;h1Up51gt%#w z%B3=teRQt)LzRQuhG)nDP^JM&_5PBJ{p*2ho?>!EI@ppwBH2?!*v^;rqYZj)PX1Ro zOyTzsneX5hsGRlM?!_mZkYDymG)E7EDwzoCLEu&!!{yVv2l^N!+19skGG^Z(=JyED z^;2!ID_k^ce{j!vRIZ1vW5m#)at2p@SMn7n&_>DTv1`PvfnMwpz9Uzf0+r;1-^{C- z5464k9+M;lus})93991t>)1ghO1U^RtR>?};w(~wU?shX__UQxOUE>M3&=^=Eo<#g znIH~IR=mq8_Xuh_#Pi}>S32kHG4k%0H!6vqr6;9%(_ldDPDqkp@hn10vwG9FN8w#2|I}!~`+TMlH}fV|#a@MvJ96ppK6p=?io;UE z`j=|o@Sk~OsS8f1X9oWb*-2HE0!=0cpQa1#w0=1HPv_!+RMDoW*a zZbE-T^gO<#%ATkFsduX&HaBb;=b&Xp>la#oQagw`&VOx-Y zE@AR;N78N+WJreHaTn;hwZ0>6`MF7hq-mqWhUL_M`FfS@{CZ^BZ<#k9i0+D=m_-^m zOx{{)9DAVz?+^>jQPJE{^lWc=ZPCGHC8cv~g-3Kg({5e>Xs%~;cEAZLOB>{JuW}$5 z-})vTLF`W2hp*Y~kwOQ|m+NtsUsk(Y$e`Fb&x{`@Hw{nZ1T;94nU*?W=?!qRAqxGe z=w|syK_4wpF3~OU4bPN`PiIeln6!)A6VqQorU0aZ@Cp*;p{lb=<9oazh>|Ulzg6A> zw(kyNBDSQ8AE>6}uyq@fDj{akFK%K1E?vBbTLRB+IaD|w){g{*5{Ij{q% z*Qd)C%ICwXE!CmXf>)ch9%iFp6_lDRAhBJxgYWo@A_ynbT_v15%>HAP&9WS5ahZyN z#R0_sw!i2t3n@}2)rZVLd{Fwczc@zTa7F(C^uf9HRYSy-0g;0s=1tp#Ewp~+T0ROa zG3-kBUXqqg-lF&I4G*~vlXoCsGsb{&cu-A-6wK&C&9A1xplTVLr~w`G7H&eU)W`>b z!kHcl@xwEL-<&p2n|J8Z7UGKBAy( z{`ucfLG2n@nNNI|JOxWj<+rpw$@7~BGI-dgu8FW5k!4vpAN~fB&O+c<9!Pgj(Yz4q zYQ`EKDIz7s94K)6c=gkHP7{RjKFR^y`g)xdyxe2^4?N|jqkiskXhN>l5trb&J!&y$ zJR^03Z$4Gm7}m(+qx>B^FO@>BTxT@@)0^gZQ(+-ivewVoOB8Ni?`ZyQ?hPEl(-Fvx z;{~kJyG{B~cnmn21^^-RiJV;uV6hCB9pX83M;1Dly-V$U3pFq06dx9V4E93#?%PjW zh@GxXZHQj8LEhbk3}c7I{89ppDr?bH8duqXT^@hCET9+{=9~RMAwxXn+~!8mjI%W2 zh9R&X1u>InYALao|63EhVw3-XEVO@whGP~2k9|XH!Ok*xvMR!Wzizb^?evJ0ZRIET zg^1_yh(XcopJvhqZ3%>{8O1y(A1}a;Mi}cu1|>MZ21^s(rf=T(3{)DrjP(mSK)4LI zjWgD$p-Lq(G{$Qj=Z)-URA))w<1NQxzJ+}hI@#|J6mACQH;w_qC#U;7A+am?nt{&~ z`#SU7xC}SVSOVP=#1De%NU%96EsN-pm4=l@eNtA7e~z4QC_9&zK#`lT$PeuV(^RuE zMiA(#b0-znqHE|SWh27zvm+94*X58OrF|kaHp>H)6;fc7BCy>Y1FXO1Yae zRp|DHo`$VRn3Ide8khgW5ZLTf&j7hfb=OM=pP%9GpGixzq0=R?hidBuZM7#S%pdy} zMp&+~YC8h&6JJV3Hp71?z#I5^ZXIJT2kQO^dUo^&1eq2@5ArCNJ|V|f4XK5@2<`^dkHl4TJ_lP z7jt42wZ1~boF`+fnxbiHd(&~HQ%A?O0dFP34!4%GV%Z;39M?6R>kpYJhME?Q1Z0-= zLfMB;H{o)|lYx8g+LXWAQ_w2NaZxAx*8q(c?SRr0EmswJP~OL=CjtsJo% z0q;`Vr2XBjz336$FJ(}>Iq7Rz%xym&v~s?ccdCksuz^BnQ6o11+HwIyAM)V58ke)IPoaLDjPbt9%;?TdG{Cst{N7 zcsKFHx1(6fUK!cT4?|aOR`?*3ar9k$>;qx7i~frE9ep?c8RDuGUW+yMb5k%`WSB1rLwOBY*CbWM8-?k}P*W>qd)ic{v{!a=^$Mr~}&Vd09*KE{`32iiuxy_0H?o6}b^jzXf!ylv(!r9Mb zG`+z5Nx3zOe*eSoo|PyWX_AwYt>UhN@*Xt0Lu`}bg-k8|n)p||Z!JUP%Tegv5f(Wy zzd$ZK<)s*36PhPP4UajHgy5sYg`sc5X(KJjL+<039F!;6j`L8T$cH#MQMn{(IY8tO z7&nepl39}rM#yKYYG8P@+;a|{rJRWgPQ3{nBFB4m)YNSeMK7fF^UsJ5eTBYq#y+G_ z+YpWM)rl$|EMg~Y)`$`cPbM}Y7~ovCyh!9XX7U^ub7AhvtR229<7k+>l#22gf?Dn{ z!~Go0OLA6xATX@U&aw8)Hw=DH2y@r)E5G&3r#hol%p?8#i9tz=1Cwvq_BV`HVuSQV# z!KWOr0W!s>^5;KqO(fqJ$X7ukzoD3KT=|9m& z?^^0#S*jj+=c~vv)i6fIBhUfBfXSX>eurh`mkahE^9Cp%s;p4uZD=dnYD>i|+%DT4 zfS!96?$>u*9$(*1U?I}LPJ-3lszVR`L!CSEkI@r8d!)@#4S6hl2W1#9)X}HE4Nok%)nZEMgZ22bleySB~d}WGb5R`9Dqy@7=&=n zZRb0Xwdww}b8goVoMauM9r%c6Ka3nVG|}7AFa3_$$t?GrYp0fbDg_krY=yW=tDP(t-8gBaohguQV6)lbKN{!ZO9zx>-QYFeF5?Zk z+$7n=9)W$$D*GCg!`$scX<&+z)cxF;x7ttO-hHszz-JC4if9hTDSZUnOIj?_@HrSg zx3@DptsWZ=)T>_LV9KUx?wrf(KzxHK$d*r0W)6p$y;JkjN&o;z=1fz1hKRD!wYH*# zk&+e`xv=eq4)Qv$P~A$GkbjYyrhX1PCq1X1$mT%8{_{VJ4TFlB6>dL8l0mSH;OTpo z1zr6XfcF>x>w&c)ep$z7JG=DZ6Vf*l>{?Od#d1Vwv%@=ntXt~$DvT1-y|%s#0N2NP ziDDG-d<&lD#|*P`TbKCrZdm#4%M<=LF;@MOqi59TeNyrJEO@ZHFygO$t1 zo$C1~w~l|ZN47b1zVnV}Urbq>ZFkVzWx^g70A0RNXbAz*+_aSan;tl*v;{tNg|s9x zd*r5{yAHtQ{#hSCSJ%*5`2k2(hIm}}y$3Rp^IiAN+*|W3uxBA~z|PT;2XtBkLsB3O zPAP1xH%vg!OS=n^{)fOSfCurKwna*K>YP5Rp@F5ktplqb5u0nH#W9qvUPEneV*f2* zuGk{hcQUhmBbxD*J|54d@AAB4Y?33kqa3XM9^$$H!TswWceyDe;_nEEe$3N^w2pDX za<)m%qT{dqR+cn&jXqt5QW9`4$@Lna(h><>8wkru#74}GWf@iWk26N_$J)Arg%>xe z?@{5?!I8x=2VAj2(h^bt_l=(#3l_c58*l}QfM_2GXUrayB--`gtPPh`lPx$amGn+q zdYd;4nvzf~{(H+9ZXA`Y~CUVeeVU^SQL43ZL0uT3In*n$>)02d?OsU7s-|~{&S~^m~t|Cm- z?4UW3%rmv%ld&Rizp*phD&~qLrD_uhteJX<4U~_r+*~-&xrN2sV;V8 zI7D}k<=Qt?#}ism;(ET+No^d`Be@Qfvsb$)n*g9cqowD~^Lg^OXE~g8XunvRebDT61WvI8+@X7IxpiHq|Ic-RwtI#*xC>@7f^1)3p2~ zGF6_V=7^IG5)Ae)hIs;^U-OZA(B+#JVVNG~79HPIY)B7iYq!@VuYbwB8?R2MZ_11n zKcp~22Ec&vUqjO4V`@qTI~bJ=oDG#KaNp#S@fm=9!3=PuFWttqPZgO|_I~*&j_!_? z;^sa^9Aw*)^bA2!t#sC&2s13xEFd#4X6fRb09`+E2%o^%X7=dhc0Qa05V9gON;1~Z zv&ebusX>oCiGbknyQRW*db4Jj_ncWS!kfS+$u)NK_|{!5t(_WmUYIt8oN%Elb+|=^ zBO|h$bI+!T|45LQ@^+8vW2^~~Wv^P&*~n;D3Ifc4ba{C1G17tzLL3_p-=V>Jw+JLg z9I&pSAq_v9} zVJWm51NN6qk%Oyx?@dxGo24uPx2Z4!1UAF1ShqVnCd<24v=!?ghLjU^eBH`wA`=ir z6T*XIh`1&QwL_C0{iBl;hcjZ2ZHex&+cZ1cRqu=dxKxN=-xVCR((sS`dP*e>#m^H0 z{pxhYECAruK{HjKOxKsEvYb0PR+JNya$<^8eA}LoDX!@^2+0N@jevj%6=I;SwnPM` znXDm#MI6j6;?pH%IjCrWH_IXlJRG$mILOOtVQkUT@<(UQ)7Im3Pwn#7+A#n&?EicP zOT2mpb`J))61?e(<~Is^TiH);B3q*i1Hh5{_%o;tweZ@{c>d+~j!`$g3_4wS?LKP) zTt7+lZTtSR$SPB>9Z=}Yc~*#KXbXa6Ap&aQAaDWyF5Q=wj#;rBjl|x!5#K*~YhaOW zgK1cW=+j)=Ffw!1=^T@pIMY%GVg)j4mPj`4H2J8h%NL+n>eksS>H%&ELq^oG$1`UK zucXFM3EMpMMnH&8%7SN6M0}FgCGTYBN5B9h3x9F)4dwYgXG*cO2KIE4Wrx@xg+VpV zxw3pYQ#zZ{Ysrg%h+3r?UTV9!0C?wEJ_x_|b4)jD?kd+7ZnL84Jvd;dva~w9f^8y^ zO&v0U99O8~LThpxm1_PP1s>e(J)@m6YXNsO`XI}S;mN~@kp#fulPw$NI2C9T0aD&iEE>-douMYJ1Q@ zw>`PvAKM3&ldHw_R4is&Aw?Do z<4&XNa+!_S1g<31X3K|8kAHMW95kgC1Y)~eJ3(}6l3OHDH7USo=ZE;IW`bpHf;X^5 z@x}hvj~#WNg$pl$VvHQz{r9p~=eVGfG?@s%+M0zhb_xIpB@6fX%k_+X>essfZ3nde z&m*X(CI!xwf%t!#-2hO(ww(VP!HNDC!6M`XR>u7A6@laaF9a-1;cG!W_Mh_saQOc~ zzZ(GvnG7a^{4Kiwj>^2Q)Ctn=Ku#S_pjbqd$j>~jCeJ$7?%rcBz~4O0Tg;2usz3s& zFN!6sHwQgeN4rx^@YjG%R49tciz-MA(@G2Dk!F(?Y_Ga z3NH>z_^%86^%Mj;Eu@8$oq)aZjvxT>wSqrMJzpT%<7cXmqZuRj2_4_4z=~_+5Je6+ z^=BWFZwXWD^4zLo!(lx7d8K$6aP1^%v&<|I_l!fb?pDu8gsKV3QyDuVT=yNZ;u!k9 zr01efXr#E;`R&2y7z*n;hh$YGGEsGr$Rr`{MBW3T*br0@J_|HY{S!NzgjGa}&fion_bWwi`zqmm+Pp`~O z_^m~%5pb^aG)M+vztN!Lf9;4l-o~?pwC1}n1p8cJV;^O+uUZdI7-tY2_6P`<;>KVLCw!dZTJU4-QXRq#6Ig zA~rh3Eny8G+)x`7N4f;e7t5IZMP|N<-HX0IE2QN&!r#xGkDQmf|HK3NGwB#&oy;Mj zCpPvEX>w*sw(|UGwrlaManvP5XJ8bHZ&>D}2>!jtZ( z*DNw+sUa(DQ<>rK*ORqTd&}ui+*O(F0`Jg>uq#t_P&1MhQnIl5zLVNFi><}+ z7Hsy5oQ}(Eg{bHIrid$2=Z&*YW$^I=@vI~-ZXETlkaQYQ9X%NBda#I-4WSZNPI5IZ zw|^5}@M4jk^CeGM7;7?Dl`3^qmIHZLy zcOKnCDlL}Zh8f*Y^p?$ji^GK;EM$%gBi$K&oS(rFi9sV!uh^b;^eCN*I()}_{UbV} z*|dGq5xp!k_?tQH1-z&f0ckly$8HVJKCjH2FQ%vu@O8R<|L9cl|Eh6#f0o|ct=s7= z-=I~%YMoMtL*b{%CX@^thyT4~MfNEzdkJXFsf~nNd$akVzK>W!Vum^H^leg(p?Gc2 z!>Q2aTUhFQk~;VMNDGn@Hu|PFpzvMvx2m z%mzhFMqtiT&+>cZT>R%*e-T)tL!EQQv$tzgM>V0SwUlx7S}f)^v)t*u(YChL4NlRt zsk$4rxxSHmI#bR0$BMJi>mzkt75m9r1n6rtJLP*{0EX%i=Jgw`y%7nPR+fp|N2B6+ zgAsOZ0%rhS7I3QbY1@wSkLi_E7cJ##Twsw_g?rD21B_J%3zpJ!-n~vphnK-rX&%aR zZz0*u?Xn%BbAHJR&|f`TIO@(^^DFAn)1Ru)iB40`zFB1eK|6a90~yhyLU)+SHB+Ji zuT!7H^$sblJqYG3Cisq>;fK{>4My3#ri{}8%BCOgEBI|Oy2$LGp6fA!-3t2`dc)+9 zJ0R?Fq+5|*d7FHt1ac{AE)G2yV@EqOQVs)tK+UwAc>l5Gsj>ceXkzO6i_D-gFUcjW zq=uk1qI9PskYn^FX;o17&*|BBTQE#DDd&3Qo)9(CP_Wou)!*!iL}MXm73Ct=6?w61 zN6>ZN2Ej&^oP1B_-30UQJ4@r7$@VMeyCD&TMN4#@+-p@q{7SS-`1;c@rX=lSauO_I zr#%(RdyQx}3(IZ=4?oML_$?f|6%2Xzkg8(50D6>6Gt4hL)r)mm6XyyA$99E~FH36miOF%menvaJ~f|zc@__$Gt=e*Fu<^HUFZ(b56 zF~qz0wvpq%67qJHLxyjT<0b2gXOdtRznur_PDGOeBK3lWpV4_-rz4(-Snt7ZeAaQ0 zgpZ&KyBEcXGRcfwbc-SW+?=J!Ujkp6(LO@?yg#{kjl3enqb@2n&mTlM8MpQn7Ob%A z2ceQ%qMASF!;d8<4xT91ERd6%lt;P~-9>8nUhQ=y>&J+0Om&HO$~YHf*$x~Us`3OM zUD1Iqk%^*s3%EvkXpBfZAiW_rI?{Mm(b|;JjEEL7mP<11bD1e(0BJxN>2+ob6!zTCeR4w4)hi0 zDF5k7+uw75DS*4;7Bqv?${Zmu}mN~jkEr>c} zbhzN-=nOf#MIZni1LRsEOAPq%lVUn7+45yB8s{u+0pmh=b26t~kprBaEAUE-L_xat z>ibE}nJplgM%})j7y%J6PM~^U6DJkHQBH4kfh+&XX+%0ko$DrvVAT=n>w5o~-xyCjfYCCey+jmDs*FAlp!@AQeXpVC)w zN+;YBBRPc}fYmtkk+*uExh!04tIqTX%XAc+`CY91wEG>_mo)w2kRoHkp& zcz67@Np&cNdzd8fpC>nHx&68?D0CVmhhXEz>{EH22_jT45B4PlpnK9T4HOJyw!d95%z&lR%w*JI zofR-m;N}I4AD;WYJt|qkrIBb)%2{Cbv`S@~c^TEHrI$7_qwsd1*A-4khYPy}717q* zj)ZI9LBtZBRD6un&?NV&F_a}u*_g%7AE5VVHxcu|&#!kntA{aeQKD5*gVH5g6rfa*xyJO%T6`7Iem)~ zpo7)mGaf#EgltgQ>r7nY4c#4&r}fX{hr{FEXFa^pR1B1VXq&+B&oE11E}3UabkAh= zp{R&$a)On4ut|RM209G46OPh2@f+m02xgQ>#Vo8e4nz6I3L(>I>CX)U|9rv6Ev#6v zTOedgbeA==sjNog814k4rm8OgRAiEOgd1j?#SS0*Nqfw1_Kjyhy3@m2P&khnf zB|P=}X6!6G0)D9~awE!>Hx(+J29<60M^=%Q{T(-qKE?6I-oUsnP+AF>$*Mjn1Ku`R zvMp|-GC+LRHwyL+{(0>XIefz~MoUf56CHCTU)3iu4}eT>7)_SNvAc5fsqK>jJNRJE zCvfMPqCtCD`#cosc`h7#Gnr04e`tcS#ZE+9uL$4xY5w)#-{ytH8AMLon$8+XgrAm- zo`+tv=L?@OX%^bU_f#C$hSfMHxZQ7FwF(btCY?l+E z#S{ku?5D6cNY0N?$ZcFbXXKO&8UA5h6>}+>MF-N~oW^r|C10Tjd;(_( zJP0Rh^!gq&7TdhUy>p5XKeuT;{{U5hsfue%m;Ym9yK}RIC6D`=EfXGF#7Dr(uU!Ma zf(xde3-t`|D88;N9#T+Kmqu`v?blJ5-{eCg7vP>lPXpG{4FYB5vKw4SEnTPIu86XL zi3xIxfdrGlhkk~TT{Ae}8sxVpyW$}Xp}X8> zjc|v}%>H;Txh+(pq{SD7k~PIzSXD1jfGoWe|8Ja|M<@;$b?L=8xp{;^ohvfe^G9^k zUno}PwJxx2({q08xAPPH%MpOnT_s;M%9Iv;ja7r^bN^+h;tbylM?e>V$aB`#dYb>JSXbqzvi75(UftVV$57qHnQAm!4!FOC^*3`Y zmp)QZ>|lUZNE_XzFVfZlXc)ZAf9^=>Q8_y)umMH)_zUf#VDPNq z5rU}iI>@<}@#lme^Ws#BeY>iUuK{AG#2%3PajtL}#qd%`N3i|@r}rY4VsXzX) zc(jhwKu*?aCsB*RZ7D zUkHw9k zKYeee?u&NI4>|g~^LX!hPI$OF3b1YJVFu1W=LyzL8bj>nZ%FMg9996`Rmf5eI{;Jy zZ)6JeD2vu%DhmT2@OqI4S}~pdyjQEXHLkGAzWz;wLm~om5x01^jZyP!6OzcQ?nD^j`lGjf zix24(k3;)jr(VT1AD91Bu#=%ZZ=w0n>=H-T0BRo;)2vd7pSy@Yce}3& zdN1ANKFvg98lUpb{lT4EA1t!O_sK~a#!m^n!5PrNOq;osz!qaf-XF0~y$~P49Jj&C z*aQP*!{hucn8~`fzXItZ7RGy-mJNuCc@g)$04$-|yHd9!i*+p1G$4otu;pPnKH5wI zDrC64nSURUG;F^n^PXDHol-y?K{QOkP168htajlVy`%mXH>5L zNRthsx)49Uvo?Z|c@_>L929;RptDTV`gZCMheKUK2G82ZxZ#%^Q}0LQ=6tp`sXs3X z{I9yMGAatKYtuE9#88q0(k;y(4I(0)f{0u~y1Qe@p_PUq1THavjN~8<(lCff=ZJJS z_`<#GTkHP$_K&mo>F3lsXPqC<-qZ*o&|Ez-ZsY7un;~RoS1ntx62^#KAzhyh6;#rl z(L)t`u&i)PLx)P6wNT{T#okpFGUO_E4kz<*AV>RHWN3J&Oj+s47vZ zeN+F*@|h+r3)>(#3hRp}yWW(&ptU3x&twt!$qC9bP{?B3fx*aY*~)FE(lS?n*9Hzf zA-ez0R0!UD#T9dw+2j~?_*tl2)uR*#@_C93NK1f$Eeb&q?+{HTPYenScauODKATua z1y5jybqr3FtYs%k%;?MQsh!D18wRo=JUD(A-t#5)4o1Y&Id`hhmrLOv9u1|i5W7OD z@!ZjVbZ+;ZVPFm5fAT1#Xw>L0Jr2buVSMe7?vopJAWhS;`34&n5LyOfLc*kv?n_SJ zs=C;1`>u^e$??4Lj1bJT=>LT>K!`As_;7HAEp}HaiVVW8&2>J$hf=1w*LeiRM21c@n8;zUm{Z^#ymh0PK< zIwi7I28khga%8A@Oz;s#3`cvrb;3L}0xfj-m)Svu1Bae4sV&!8tuDwPRXdB+QQW`k zprIrL$=X?mE_n&CMaiAAc0pGu?PX55D1Tqz$ot|x+xS5*rgKi6PImW91Z+(1Q_=F= zXy-AcY816tGa;i9Le$uvSu~?k7TAbuoRt{OT8_&NymPIY8HAaLMY~j8p4V1?e7=G- z?aR?HO%eI9xr2ucsw8%Os$nfaR%yw=E(vrGM>OkqSPYzZ%?GpRNzqod%pMzmvrv>; z&9I36Af@=VzVfnMs)&bJR&~HTVjPVYS|SvXAXUfC3$1mLxkG~`ed+emzd3-7OIxnyhT|~OS;|$JMWq-Ifis9zbKVLt0$6vAKugTFzXC# z>3!~sv53n&LA$uxQWHFBRnsfooKiYx7<5Xs=hsdKb^IA^qwpy&wd7BL56Z=JfK5!E zv-eV^)cme%T5||&udiTJcwvBA66Q^9Rj@>H=U+g_rhn%sT#WRz1Pb~e*VlNwD8_hO zyXhu``=GruWW zzJxsS#~D{|_*d7Rr1vAs+#1li5#Z#;?u&XZfsV}rgF?zEb6M%Kl9q3So%gJ|r;c%t z<~}}40nPczS&?CA8*eNIHpr&gphfWUNN&wnopwP4Z4#7AT5&D*{=efQHqrW=nL*#eOe62^2{kW3hjh%$tTybo zk_zj$LEUuOSh2sx18L@(d|!%;A_PVH@(E?AYTQ{dlfyC!iIoUPBuMbA#lB7B(H<)HW)DGe{)x;?maw(;iIHYCQna5+E$)8;^YDRpivSaP-*E@1d z$nE11PDwB?*As>=u}Tid$E?A5UyU{^ZFiJfpA+<|z!d{JP8}>j;{n@NCk1{Z)dID@k!g{cAB_B1&$fOyjOt%+Zzs`b6 zMS0+$M~mGlP*Bj8RL~C;J{W1}2j`SGHAJgPGktbT-6wtp#7JQK8 z)s-9|h7^<0rU{}|6V=qrz&G(C2%;b;Z!_Vt^*vYLn)Ng%X)X=XYj6&=mJ)A|xm zyv*@6a6eO4=<4%gK1E}BA)-7azKDF%kZA!I0hu~N#3u@a`z`L@EV5}#t0XDd%LjSH zl+oM8{6EF3L;4ko8vGJICp3KLrV2~RF%CVFa%A2HioM#vlj|oWjeo`GyGJ~1?i}d_ zh{=j!wK6l7*n9u|M$*S%au;l)g09<+)~re)4!u9h*u~c2V$9ac0+mw(n0)g?;Om#u zx|ai`wiEKb3|+`h*FT zrzKO^6<^6rXt(NXCV{yJ$C(%cG<-1Xeo19%}7ll!TP-N0XZh>I_PHu~sfqw%f)E_-} zh7`Hj-B}?gWd{?PfOdqFW3@F}KGG8vlp09*awb93P(tsflL|dQo@ZCn|~zX1`PKn$LINGY`GM2BQX<%j?>j>FgATe9=AncP#Zy8 zgtuNz9Ns(I9M8o^@kZa+Z(vLU!%gtlmRfPc6*4us(P)_G8tZO0CYg$fnNy#O>V$yR z4Q}_7xZm`&GSf)+e2* z=k}`)^L%~<93G;PYFaO#(2t;_x~%12C6cjBS5{icxtoi=yY)p&mZvSgVKez97Im%f zsB@a9ns4PHp^0bb>2Mbmkum8CNgmwiX>}t3p7lHP<8>yy z26zxEb!#U_s-jr0b1kv5vGZBQ*m|8YkM)e?g~1-!LO`~&oKARkT3u)bT%L+;Wff>s z1b4_!l*;)a!0MkFjw2ilXtO49J_OO;U7uyjI^W<6*8tuFnCF~>h*aNcD1Lc*fE%_T zRTRC^EC|frK6#n3#M6L zgjWtmFXsEaBbIBx#7iL(`?TPnzS3}`wd-i~Y}X%=g{g0tTXDxzYQ6RiwH53<0LYj` zsHpIMH-~_{qc}5q|AORChju>GD!H5AX(a&E*z9QutauBy`PRPE%Oiid8dWV4)mj=7 zdW(%apJGIO5-?SK9@G8e@)BRt=P+gYIWT_ES^(gIU}z)eX*Y(2Hm5)P&`{)SPp0+m z=St;)gUy0TdX488v!}#QL?I8kDd@_icz;XXOYQqJGaAFm%dUio^yYT>W9*Tp6+}#r zzf-*VoGE|&ceib`8}sax>3ODQ^;3?7^LOWPp7;pLoKsxx%IP!e_gug@Rhygt20DW+NV2nFE{<>YcPAyM&5(C`mowk0d;M`3 zflAU%L*z&CwV`#|8h00cSJ*piq}#;O0kcGDBMus1P6F@Y|>|dI+_GJ&o`o}m+nPijDszuekTg4_dWk1tC)h=1R z{-)2DmQw_m$TOdnUA|O7x-zEJxjdpn$MZ!Ohr1*!!$}!2=xtQVGa?1dtRNdvSU|uY zx*SN1Rq(l&r;lC9lUMe8BkIdQS4T-o#F`?7YW~F(g|tHn9#sZc&?AX*lSX55&oE#7 zQz~9d&48ujZsYR211RIv$+u3lr}gk&^JqpDS|wZu+uny)Ha zC+a|Wo`U#%Mopre8YRNr&|YlJ7;jdE5~GQU^ODvNSM%Q4AWXJRlo z{S=AzpoFv?{|&lyAEgxF)v|xf0$9|K3%^QN2-@(Qh7%SL-oUE*e0Z_wmjv_~>buA8P%7@;{(!V445` literal 0 HcmV?d00001 diff --git a/translated_images/km/bow.3811869cff59368d.webp b/translated_images/km/bow.3811869cff59368d.webp new file mode 100644 index 0000000000000000000000000000000000000000..eb493451de938c2acba220bdc72824327e6c53c3 GIT binary patch literal 63692 zcmeFYWmsLyvNnnn+$FfXyF0<%EjYnlgS)#+aCZ;x?hZkMOK^hgyfayA?X&jzzUMjT z?6aSH|J)yQQlsbS?&|8QcT~MSP?q}eVc-D-L_=IeQC*Qs6BYyn1R3~oMFwGl1QC{1 zlw73)0Rh#>&5b5wcP-sYeD%+p^XMZ%vJVM( z)U#B~(;LaIS4^71mSj>1VrHdC3+ep*8&3CFv%ZqnYmy1&bqa<#_i8j>=Px^KGS`}4 z0S>w!LsLOiQuDF9SEY+@EkCO5kK`psu8vo*VR$Cfuxhu4B&q+1Z*ipL_N8D>^SFdJ zV@raWxE8y~0kd9nSUc!E{$%;?r0N6Mqej#$ zDr2r>DSYwiBz0!bpJIwD+T7Z{A7W^T-{^ypN;$5rTY`!lI3oK>NbOBc(pP~bSgpCP zeL%9_^34ZzjEAK1b0W7tl`Qk)bCP!&1jEzxA7sI|-;_+)?EH8_nh$V9mP#NCpG|Sv z5n$Jv{v;D;wbp#h(PmWk8I}^mcuB^eCzjpK>BZ8lnT2;PojVLMn5o8eaj~0Tvaws zBHqZ%5V;pot&b_*FfY$>+LFdMm&f_v9PqE((&YO7OC1jH_Pm_d#~gAdNOlDIjG+D3 zpB#s?UuMQU0&<3XH{xyi(g!JD(j3pRZuUp%tkQ|5ph&C~%(RpiZX6{H#WH%{+v=r9 z&bzAHZB@k7Gt>1TMtUi)=Fz=;A3uG$sB5YsOX>B(-=RkHuIi@W-7L}U&b?jg^?jJe zC_9%)2898f5u(2JTe#4^Lx{V~8BH?ZM0Z1aYw!m9ZMu_)L6u9rLE!Cn^f@UAchm=|NiPhQwMW2r0B`( z1{c<~{QU(?+nvYcyH58??qor={5u~@E%*=$#gjka+52`DL# z;^HZj(XyCeVju3#$eeHF4X9=i8@SbHIhK` zd%-did9`Llwg=5MZuCtlv+Rkl5nO6dXRdnZ-eQ^Fy%XQODne97AMmUvk5890X|Ag< z<<(mE#8Q)+dAM|_v!sLVuy}?+1H08j%Vg-1OrpTAZd zJL)nQCE4#tQuH*qXnlEi-cHj&^5*kU3dXv)1e$T!@1hkNRl&13)vnfB<|weH(4(O; zqD0)mrk}n$WMNUVobseD$B$n58R z_I}ym+GEO_JB7ygJC$W+8-C8dzu0m<9)h^i=kH3Xw+I3XM(e>BCjDK?jVf{3`qga$ zoY($*z6Dd7NmM-_p^7=~w7c0#XRJ> zEoCTLmepELOjt_ZJ2?3gO%5LmC4Z|pIN9V7lpveQPUQkxj50EDsO7z?IWst!EHro4 zE0)MkHR$0BPLJ(*X0^$2595QHEXqQewtz^k6{w76&`l_{ysv09ELMJfJMFt@f1{@t z!C}iFgDWA}o{00D<3Gl|36I!NJ?+nNw5Quq8JkI)x`9L`mBvm*JnSHdAbSo|y!`n1 zbjX>c=Lm?fXsD#Vs(4=l0r z<<*lny5+&qyv29qY`f}DM+Ea!_#5d>M5Ulr(6kVwqqD`fR#kb|Hapz1vrudqY}}GM zLLp2oH%c4@GE;;AvusS?;9>k;JtB4wP`_H}2nI+!l?zid=ZTT{iyW{?;&P_;?0hg5 zes5F621bFI#$Rq?43k$7LR+{uayTreaa!KXz8hv=Os0Kr4IDo}*)g+~b14cea zSHz$CzMj;jh5L}ESYIZuw=jH^nw%w1Oxa&*)7GtLu|!`6O9m^cqQe4O+R}y*jj5>T z{x#iq)lkBgK`pRCY;$iOqOrUmb=rgaRST<~%M(4Y#ny#5UtcEQ6ehWX4=1`0k(v9#e$rbXEMQxuOvOw<1V)LrN{B^!ISbq9vlqZSepIkL3@xp z@1cN%gKKp6b1}{C6xp?Bzl0m*z=WY^E@NS^>}7rHt+6%mu;b-~)+cPZv7;iWBK02O z+AH)n8eN;GCg)WONgnH<#02)3=Z$GzSut5Vhg%J=Hw!gKryshVp^nK-@|KDbkh)MV z+vW2$FK)}^sY!XJap=p-R+kC;G`fsUlnl-4=*qf}6SF<@GSgEO_G zSFM^S@t{dt-K7-u2=Ft-4kKwc$94NU323jA$qy16Qil!F7*%HuAj?sZ;qN`G_+GV* zu%y2YIwl*nL7MK>mW$epgd5sZ?U9E;oxdqg*Cb}j z*rRwY3(uwBkVi92P>uzb7X^cd(#e9+u4+JvH5|z9Vk} zPhQBq$=mYa)tS(YV-iq^erkfKK`dcfN_((SjF6{dMl9bhH{X(`uNth5^PwNKAekhl zD)7WfQq<9B#Vm}UR+;)lGcwtvaft>s%97ouN$!?plWn&MfWx7a!AlL!lsTk}vdD)j zDhxP03k>M8w6R}wbV4B02?=0{3}00;hau-!h=c9pZxOM|AGurC?UNE%%bQT@1CI1gj zfRF2ibws8uRV;X6i@;x8Boa<76hAwD*;aKs&MCrgoC%&*>GGj3Vvq8E2r|`P4L^ z)2D(xo-Zy1P4+YolUGKp79|6WJ(JeEVr6j$F3eJN4Q|fV&kg!g`br6XYA%{ipg%U? z7CvpVJ@Bcy-7vpugB&0y#n)3bEMW1)&T7U5Y3GF<9?TJ*Yc6MtX|0KZB>1l)BMmz+ zx3&hQSSh4+7%67Ks+#NBU)@;2&@X4Rv8M-TC>m)XlxgeUuInN3sYwsFFJ5)w>OZk1>LXws(@#L3Z-J(Gim zt%Y(_R0Z5>_-ua82D`H0O)XkogEv-n>%^QY*lWl!B#xSj3^^q?D2futx#IOdlxuTk z$t9QWMBuWAVOX|lY63AQw`jy_12~J$q`>)OOq`OzSgO1Oo*N z%y{I(-#Tc6wo|tD;9xbK%?)x?jRVu@^r6RTh$>+!rbA~UimD@m*L{3yGN-$b$wXHn zK#*>QoEC)wec&6tu^J_yDK=iL{4BB!Qr{JMtGo+W`Tm}5X!kJJrwTGR_+F}QB73ertp5U47i&#wy;+@k)C{ zL6{Snh*&pfM*6P%hN*vm3{@V;&ZWm{uD;C0Z6hZ$cj+<6Iu9=uK^+1Eu~MiX_3P3T)(HOP^Eyji!6mk;iL;r2L5c`CkYQvs~z0kUa?WyVAWSynD zMXoNj`*#D`@>^fjZsO+x+^VMneVGS#>JJ_W(j!5r4@9AI4h6nM8`<_wFx?b`EAm>P zVZ|Zn`|QEU49YVvEv*BoRyDj99}}}2`(UCWd*d`FcbY%5>VVAEK(;C>&OKI=cqD3N z`4JEyFla6v<@(T%1b=tvIHwU}M(0z2DD2%}8NfN2cLc65Gnm;?XRRGHtRw`zB+_cD z`M5v*#!BhCp|RJpR95wIt_xNi^j9?+F^X61G`Q?t7fxl)^nGxm;yNOdx3Aot>Gbcq z)tR^^S%aCEbkNTP;{5pmL!t96b@@Ca;HM&!_1UtYH ztrS~jb8@QFc6~Rdn6*Ra zPS9FMWGRHzbqtUs1` z(_QhYe^T5*E`m7)OrDAuJODqW)~c+##r&RuxsrTZE~2ifJP>;ZitJ?8bpRM*0=*J% z=fOTz5{A_$g$3JGwD?36izY3mtOn&rrd5HM+jLQ1ICMYG!pQbs2MIL~_vtMBxc?W_j&sVX1z(kk$I@x;u;?-M(8YKB->v6{o3+#&lvTc4IoV80&d@E#yMT zQ*Aeyfn8Y-L);?pTl+jUt&BBEh$BerfS5)>GDmmbovA~=?*3TT{yvYlHP$pNG$wl} zbwNd9Td@qsbZdnI7_(n5#Fk^H%7e`=fie2&fipH4thtYLQ{W{<)oV-lF2NxWjv?QN z-rA|kD%K;3)$epDfXefV!S2XV{&+c{@+WkcnhW-pBhf)RkIb3F*=!A@vs?tq)M_@t z42sw=`9e(-(yK!kc@`U4VH3Z1?={3iT)+;ZVihnNz@e!6S!=KrKwFKJ&~^aN;jruvfzw#;2fxsaa`)4V#SNULK4h5ERLU5f)9NaaQtuN zk&U{Z>vheXW1Ufu+t(i2<@#`6#|T$c77f)zU=Y{~J0fi!_|jWjb%~Nj7POYX&uS*M z>y$)DvDY{C1Ror%TJ>9jhd`P>7}?l`&<3uzjL_o2Wm6pocy9>hK2rM{Yvq$lErwF}DLul@-$jx*GJU=@Oc1*8{jP#l`I~eTXdTu}Ps=vFXYEkh5O0 zG0inxrAt0vV`1Aji&=ea?8(SXnWvV!mfC!@8dT|{_i!v=%T%@uM~-K8x#j)HJ#Sl| zrO@jHQ}n`)mL2;Aj1B4Ts?Ow`gpGyOw?v$rHqOF*=qId{=^ipC93f^1*+5ghgMk<& zsLe5~^45chAdLi<9g34^iDZ98xX4)GLyu)WI+fQO^QSqJ64DhZ~rhi3#@IL|{(SRC$A~?(mR|?vk-}mp>u{ zhnQM2_Cws}$<-fEU*uPK6g>sP!C~J}z)R1q;evb))UB0=aSU~ocnee!J>)d472T0; z;6|RdCj80r&mle)Y&cyjPkmJBfd^EF0RM@=jb3hB259L?oW>+x9Y(OvfhUlh8Y~jX zX{tb*St<$`TzN6hpu+96)&6)pTCSfe)Z|l%!Q_h-pja&4(w^mKEb*aN0q%e-bttN| z7$~9j)O2sTU9LNekzl z{z0JMivf<2`=s!8cMq zo4RrVg1Gm5&Ejs$-A?r=T?xpuU-ouep8j~*BEAZCq|8`(z@eTD!jA(3Hzo)M@mFni zwKrtjr8{*n4kkO^v`=$I5x&uRr8kwfGz@vy5|WLZ;_Vgt#YZ!I0zlcWti% z$E!%0xJnWX%4_P>ft==z#Zk^z?!QgSq!pnU%pa#6V(8)9vP>k%02X}CV%;fP^cchF zLv+P#RP?u~LjhU+O}`q=2!zvH=5n2B^TeoTcyu{$txQLNTc+e=+ZkL(bYXwCP?JoY zXyjigY*GFds2*lDVe@{OwI&g9rs^dN4j}KFi-hA1 z1$6Y?7H>u$EnB*t^%Y*09oyTSlt949AS^4rYE!dNW3n&ZA+_;!!#bv`qQT3ON!(f` z1LsZ@wGyZNh|X8D2z_}5{w4i;F+9hFCWZ(uX@6pI8qz$mOp1}bmCGR`N+BFVCXPq%wOb9*s+rk7i&IG4*-wB?}z z&M%WsrI8I4xyM5-!bY_rM>Q*sQ0DEGJ@jL_+|-bchm8sWqT@_|&VU-u!}t7wJ#dIY zl48&(pnlm32vL%hCE^mWUTG!0F*QF_bi{+9id_6QgqH0U=skzGb1khk_nj-CeBqbx83t+BL??1JX0Wc)_c5}K4{k%-`V0QA3 z;&tA0P!n47yz2ZG0_^NuxmJ*O>tL;0oejobiY{FuS_T(K2hoH>I`Mg!k$;#RwA#dcWZ9WtZxvO~~mxP7;J7=gSM7VwU8k5OJuceiZlLDtf!Ta)}Pz(!FqQ<4`|dse`5Ej z$T_hCS)0yRN!`uv8tQa-t2xx;{IV)v<@-+e+mYfk#=*gP&g$mWv&7Vmlltm(Bp@IP zhUpFRvkNv@REc36@dtAjdp`$|&Q&(hA^s!KNC@oIP1~(6UymQCM~KW^CxRcsJ?H`H zu=$1l52OU+NHa2@2N4mKlfi6=e@Hm7b3QK5)HKlpn_NcGOPWDt zajuUis+F#O{PtoR1J))i^pWn%=4Oy+e0s4BHypBYpmCbV<;z&1kpO z4bc*8_c0h61B~U-ll*4)Ufn#mw4bt`^j_#~M3@g5OPax~6tr&zT0QP=Re{G7utVSv*f7MvQ| ziNHwuIxOq*eDIXo9hU_A@q`&)h$Yi-O7;v2@X|EoZ*GpmlKP1_I{11y!xce|HY(WL zX%QBC5BQCUeRI8B{+{XKutts5pqBarJ7S2r>Y)MElU+Ul3V`;?IqMq;2!G2w>i+u| z?u)|BrWio(&#x`t??dS(_{utR^)O|x(Uk{j5N{>uK<2dJH z_nBq+J&HDjPRVME{_fL_E`;03?o+p5oB$_p1M^B4!6*~#IVO_Y zIqW=KHfvSOJqy0rduaR!{@y^>Ruw7-`c4q?{V{%2+9O9!=LQqf6K=)P>2*eQJ}L(W zGDi+DxIX%Be83P9?TJ4PVVEin5GF{5;rpip*|OMTb)VXr$6Ft@uqD=DetR=o`7q(eCb_d0bnEy}CX1`)yWDzppNJX=SMlsnMrW zxCW=!Fjnbu+Q-+(xjV!ooHnw$9;_7_I(3N`3KR)d3{myeWhw}+_wBRN(53az6xX_b zP4`&7>}u(fYP8%MOBhQ&p@OZLKgb%$xD0;EIxbdEq`FttsA?nT%jWIf*G?0uEA00U zhEUcVBwGri2yYUj%(MuLw-bXTZy=pXM zRjWDY)h?=SiH@nUflOdE8CM`>Y!VEKra1x|$+;XB0Yg_D1&OY%!-}2(FPi5B7Fl8Y zZv9G_N=hF&Sk1iY8->Um7Ewx2=8el%dfisfY_NC?c`pQ}2%QC0`eU{$8JkT&VwWPi zdI>@}xsnVgdfRbG8Ql*!y1KEr8+M&=v~A&WQ~4*bfrQd-JK7&sPQ0|i!G$&Q9O!L| za~kHpN7^Q;8XC=E8J{(d6f@IVIcKkN80FnxaZXxU>SQMP9E9ebNPS(LM9w}z3@mXd zyri+6Dy5cg&Of~pUwq=@;hS@i1vlePVf}&kEbt?8HlfQ8wqgn(ClY`&P+8R*q;{1? zRfJqg9jiPY-nEi(*ep<27dIeH>;j9fY%V0sCNnP9r|8v_(A)xptXV$Lr>NP{m_I{R zYc7YPc?3&KS! zmO?G{uz+1LY!Xdst`rkI*o`TqV5p%4*mrc2bm7QL89>hwGn{2gzl+qj2ND3qvGK?H0FrkYE>)lBqqoMp$z=BX0S9nz+ zV}pH=iT@81J%0yrsq};{_tDbYv4k6Tb@j~2jJ`3bYk8K0F6@jO@!CR0P}wI`lL&GY zqM~uOIp~a=LBB#q3YzSj#Zl@?4z`q_^7u+W@rvLdL{$sUT*) zfmNHUo`fz`D=B?=9fq62nyfw=@j0v~MRWJLRA(+Ij=#g?-tp!J zyH(|Obx;jXq$2-kD;uR)zg9+x9=LtLRoN3b+3|huCJH;W=6ejUIDt1kD|-;ur! z&$ecRavjnr=%9x!FS*{c>(2;Qw{j8?CAZ6UMjujowo!H=5a@=VPxz<;=xTNGG<6S) zqQGN`S?PvTDoOi$3saT7m0jR_y3>@~gF&KnEYIk`)?dUUs`3G_PlXp-)2y}K1>v-&wD<7!~n6Ue3;(4T)2*mIp~IE>yTXLTs5j0n`>83@rJ``G?3d( z^H`DQnIP;O?e*G z<_Ub~$-H((Z|uHH1?xd$Fa!%<(@uP@PZ?UI<*`55*PoQ+2l5-h>a+BwQT}L}}&nxhI${wY{**gZ5N# zo)U+-dF@UY^Z|iJ;br#bG(4=^_6rtm(lqvp(u)Y8&7~C$5YWLXf!MvmdHYPc+@CY? zR1JqU(QmV-3`Ok@8MGmwMRD9j@)I_uUx@l^^1%b9BqbN>pVNJ}h)O@*vjS?3W`v+2 zzLdq8*Mpzd_9E8y!_|SG=E7y-8$hpZo`Ue+xWwQagm!H-^z-l6_IIA<_4D7<_jf)w z1WpTW^=b&ezZXD#ehWR$iSuF|K@=c1h1N%J2t=CrW_XIQVmP5NV^|r_<{dS^V)*N0 zjq%M;R%6zXF8!J}uU2iIn?P3KaE9275!E>i1Kl-D3C}ewn#?t9luqrF0ug4*3^CMg zR^?%~Fm_$d2qN>>R#l?F?f}bEWaEw_VP(<$QUc}a? zK16P?AjDRfK}2qpA;ebfVPtM1NqFzjmS{w7#{Dbi=Q4u5;LfxH zTyl3V{qaceoF)SyWbouvYfoFyzfSEBKHn+f-4ER*;b<84dF`~tFrPb}3bcQn3oSJh z_fr^18@tHkHBuuiH!5A!Pc5OwR<*4FS5MW;PYTmHP*7p5j2|Go+$NiP45#)TpWGp!*8x}w1caAlnvDWwk?%WtER?}j2o7sYCqf}llq3*!bD^%X ziAP@CoYCJHozZEyc_MIHAdq8XjG$L~XO)0%%Ebdq1p<*U;Y%654Il|OedCpapU)zL zLY7BeOL)8>V}8*mW0rPG!2Z>rj|`enu$^0@#`q$LOqj(49Cy(IIKX zaJ?yI6xk+e^Z?LH$M~#j_G?hc(?5oBw@<+4-3qdRMe}&>r+vZF?>897#T#$`Ug|GM z_FTXWwe*e2$Dfeg&a;sDu0si&@MqV4?qm3Ul5ZuS=k|T{9=8IWV0g`54`K9dgC6b> zqrIr(JZTB0*C>{aQns0|mm~A`)Z;Ew9$!6uC?p4}PJW3On1VH%EG>H=_(RU`3U0#J z|F3Ee_XX(<8W0HR1t6;x%D4yKwDk~&5X+5A`4Cqz>Q@Rs;S0v~4ndf}CobtxG-$es z%H*E{YXBeNkBM>Fv3*(U)~FWVCg{Uv#pN3(N|naoU-E~suVywAbC*kIzvPQk_GiCS zuXQ+0u6BUF6lBXbyDm(Jj;FV3?&7`j1J1hT8|Bo;Lv|^c4(Ll4cT1APcFNTZMK_ev z3>^^2pfPmS_kOq=y!MRDm{Dr?Y%bMfkTF>j)R~Ajlw>iJVTNxtj>jFS>+%mg!r=;2 zz-$%fYZyV;*_mk(K0SZW73K?UiPBmyL1{Qzx$GWFZ^L1BL{_1Q%-0hAi0AY{uXDl| z#}hu5lC(YrxBm&siP9pd9p=$dfelZDwTh~;Qw5=fiPB(P+dB@_8NPf6uJx5t{UT1Tv472>eVRT_jv&K_z8H0S{UX-;p zHm>?%enSrGO=4X|adH774YgQd#5+rBO!cNk>?AJW_wHT_J`n!H#kPF^=~4`U@HSjJ z#QUN*(eGQw&c}6X>k;_+itp#9{U zZ59h7*9+sPgt2=OBA1+(aK5U0Amx(brT!mD(_b|v67WsTzm=4~FN|RzfbTpL4UB_; zTzW!(0i|(6W`-1C#*P#tA>pzpw)fmN$_g-O!(ltvU!^G&{_1N z@-v!Ts3O~QzzQy)`z0|)JJoBD?^#gFd zT>)rcV$T6j`bB_4!5_XU0D8dqYiw)mc=w?1GJx?d5D@#M4*>WRjtQ3dw!S^T*#R^j z?Erwcw+r8==g!x8z}fluGdDov`h^8N*BQ}&h6h^c2><^V|G%>XbL{bC|E6t9JBCp_ zM|}S}b5%vS0|WU$ODgJ)uFU^SVxnKBilq&GkH7g-z5`;7b|+@rqyq5Opr(y0oM3)D z*~JL4RS6{THtkcj|3cz99wf0L1!l(dt~CDxi9je3)ksz+oI_3Zc zPno+DP4yp#TPk2Hir02_qa`UOv|lP$*Lnrweec8}f4YuFc|RdY?xiy*_7gA0ax|_0 z-s+XS71Aq1@eDbT~;DF0o8|8@1!HwGuD0;T0aiGY;^C!rsL1 zUB8X?Nm~5?QDI2~sC5C>1eH3jH3j)S7f>8{!cG4Tk<)0E{caddQSeYV3BsqtD7Q_&VbHN$-W@$qa`v*lC=tP%f z%NfFUR(9blU9j(PoJ>fvE&@6OL<@h-yf>bgnIhZQrp-nI4Je6;^O5= z^Pm=fo!AnT1>M{v@>|}geZz9#Gd&{I|F$h#mn~|R1{Gky&CDol7m4Z^qqFU5-x%*| zMocUaGThhNh_Wqa!=*k;7GB>E5|pUMU*F7@IaY_I#^~fv;Py7 zM^o57eAo#I8S_3K6$yqu#nVJ!_h$$vQSPkqY@~&jG$g-IKO(r~?Kl#OepsN`=$?CD zcuaYJ&XmpNN;cs+lL|u?C0v8un%g5!52(7erkEfi49-c z-ha6R&(LygmglnaGYau|0>fvVB=7<&#PI+Pzn_EFR3r4)g<;7h{Zt`6S~jSlybe8O zvF`ulHnmK#HH?YWnHPRP9g)2~G3jFE>fI^B!(6_sR5G6quCcXEbX_wLRM!4gQQt&t zJ%$)5W;fB~9c{#3EK%d4xkC3kK_|S1 zc!|o|j);w7QWV*2RiswgY*@QFS~b;#dulH&`;4@$>kT1ZDr-)>oTrAA$5-U7)ooFx zsy^3m_vsuf7%C2ewn_RbC3l=jeCt1*S0Fx(ojDE-IF_=1rP!=#PVw$B%qM*%jK2e6wuEkpzP*al7K^JgVI5N_5J` zok$ICeb0}0AQLLEYiC7%bu_9IY4Co^w17fLzhH0nL?m_V(-Hb6kNPJ(wDvmQNBS&; zq3gv#NM6I2+;P~Xdi2l`y-LU6WCxb{?gAx{Zj)e+y8pwlR*F^@u6Wlw_Px^rnW&1q;p zI9{|d`FPB?P5++|X0r}QI^p*aDCAp|(#z*;FHljB+c2z+T#)oAU?C#rq`OCZWxGCB zGI*B<3So>3wHT`FPPT|d>Z`1 z1Vi<;23|p?4J_4Uomb4ECdh)zPvoTPD0vFSAm+ zda)$V!|m!zsIl%@X#5Hu3Rxv|IGQ8m=NLkcF@gnR242h|FyFZF&=AVvlY&{| zAJg-Q;_M>r+Nu>f0()y1Q5uyQDxaQA^D*~tizg&^)ClKd6fOh&*|$Fdm_pjmO9J>BPXMj~5RLW5@P@HBr~g|d0%BQ|tsKHunWgv7 zna#l6Htj^U2)Yd1UiF#H|D3O-Pe<60dRF%+N5k5XhNKA6yW()lD4X<3W{S#$;zz{F z4_)4`6;%&v7RnXc|CS_5jNKL`PA=QDya$~-)F;UPXx7Y7x2+F28emF^jq2aa|H|kc23FV#-5HvSZdtx zgU4bhj|sj%6U^m2W-H;1x<7Kwxll^8z29y!dUlv>Ue{4ILSby|pqrqB-)U|de0u|=f62ANOQwn*Njoe~fli3b9#JV)4^r&c z^*HTfNn5$mR!)jNcgy&nX?ER3-)Mpo9aPFT|0oQkB(426t)*t9-f;i$cQUZUu+NkX zP+(_aKZWB!uKo?M_(w{ckdmMvNtnaD=-yGd`m0b#l>xW586j0g0S}gSw~XWW6mFF6 zDWAM9s*PivS;PA@7|Uq#JBye6-b<%bm#x+l8f1)DdLN#w;J)$uf%*-(l{0i_0U zCi8588#PxSb`{B7Oz?jhxqpj&ld!znsR>y$E&*5D1BPG4t}tg#1`V$s59c1hC{IiVv6f(NECB287X(LzG#F28HoC!?gsz#cj zS$7G+Z@AD&E^cuMK43&*yf#}k|nMJ^RIUznn`oeH0FKHhZTsGyZi&D-G;j1o|*l(#T z6U61H3S7T>Vi+7A&$APzY>O9W*{_nVK6w_w%8uP2=3WWoo#WM8x8*N;(_<+t`9upb zLo5d+t<=%|8!Kzl4fBq5W|g$ihES`Izk_8OA(0V|a;u0N=v-lnVFh2h_2#J6eiedv zSI|{zZl7T3QNK%xYW=2MlH>Rbxk9rYPCo>y-~?aPzzqIMHYeW41U5n*G0eWWdclx?s0{Jr8#TL8Fa1- zi;_#y1Nm=3pt^uq8ck*>+IFXgP+N&VNfCtPaRw*k6I4lV`wyjyI3ZIkJHNx$x>q}W zY%yRBkH|Ca&Eulb|Bo1_xJlKA5o)Mf@9pxw0>uQO{)1rw&+Z<{mlxh1;<_W%8uAA@ z`l|3aulv8{A>2G$W0*g>t25N;m=CH7{mHWJ+evIQC?NcH)0R}|%w`uf>2EThZ2rJ* z%CA`|`z6$0MV%%gfS&$)O(O(zc%rlBIqLT$+GV$Ux~A|fZ;vjq>OB)|D9x}wZJx(N^|SoOj3 zm;;HI$T>g$r`4;~inbPnbNu?%$Q8!l7)V^&l<1gQ z#{YP}79ZpX{C3q}CRYp%xBsq!#xRAhP2Q0ZQvVOUO3u6X%dz6n_6ma*Z}aVz`iJdU zvLH=h-hxVD(+r0*tSkPLyZp`F z{t~yylSO%E%UATYP&JwO)lW?RZa)5{usn~=V3@IM@BdV_raqPFVfTi`t^OyNS9G+F zdc)wCuGs2AndD0y{0qE(caIp*v~+$U5ca%Db~Y&T8M^wX%+Yc_fK?abS*sBqaMYw! zX=V9$P5uCxxK7}4#D5%2{3$Vg+WGdMn0?INR1%`lG|BCYuQGZOb&{EXNfKa}c02#L z`m-I!nd*Hp_tB17r831Fm*?5sve9qJLJyDs?uS*KIyIWbKP2;J_*SUFe`@;m;~^Sp z#sB40!c|R#D!b_K#}CAL_fIKy|K}=zE89p`jG!$04`qKz?}A@DDJ=hQ#};nQSH6F- z3jO8Cjymq>v8aeL=6EM0(BY74X@4}ZVbpUt;iR1WT2y&j^e0uzMKn<#f*%d(StV@L zjWGmwdv=gIqLv3;px0x_H0@Dhl32VJ-y)(>=D_QYS8IeXixGH9NDc>PU z2LcmTp?P`-9`z4UiL`_t6p|nLz~dX*&{sdaJ;nDBlYb4U%4Tloq8$j#Kf{O}XY?$c zDW2m}wM5$O;hPcu>h{DA`>)$YX5r+@Zv_{)C-&lo_nv9N)f$$V(t3L@+*Y6{{frN=oi zbbP zx|bqom_ysJD2eYrf6!*HcMqV0MF(2o*f{UwzTx#*My-BLcfE7=HdQ0;> z&~7sIMk_-=?c}PrMj1xKep%NL#h$a!gg_oX;nZhPDATieiNDx|hPj2#uvErZ9^+ zsW_Gbw2|-@0{BEEi{U@)%kW0_Tho-2v{ z@4wDQC-Id$RHyY*pjx0l+A(De_yr`pKYsxUnXsHzE(Sl;vvbo*`IZe^48gOLDMbZ( zc;o*=-CIEAv1QxB5Znpw?(P=cgL@#jySux)1a}MW5Zv9}-Q8V(a-`4cK7HSPxBK=R zzmCn7E^QLy|kNm%vB`QP9? z4e{XQFaCj0Dn{aO@&WtZpQ&4%vG=^$Ur>dN-`LaN`JO)!7<@JFy!&q<$L}cO=c511 z2@tFQ4a@)T$yu6w{~?BeGprr^Cv+XZ;Y;vO8ttDjCU}c3!oPaEKd7FcQ}-_!XoRv* z^MCNlDe4`6z{X!H1XeHZ{Q-!7C6wMnW_-ri?tgOZpJx$LfB@rI{ zMdVNny1Z-Q#P%PD^L=FDliqax)aQRLin2fp?y*IE&k0Wcli&V(r}+0? z-CgMPAD#3c?)on!MIK^l5k%%+lnsA@5`Pab%z25i)3>c<{+s4UTHCN|nQx~i8Gg6; zf6Sj84J1{we@^+&6~l-$kNiPb|5}=x`ESlFqOnqxpWiFA76a+8`iJ0ok=B{h9R5EL zPVDMt%TP7;{8!RNKH@A}|7~_?Y@XW^%v|XaAeI^7LOX`*q^mqv7d(T-=VV{j@``7S z-+nN&eYxL-?j2q9boA)kTYrOCznYN$UQqD|#)%r|%l{|1?e9C=B0lt=tkl2F*ngnB z;g14-E)slntkXp^Iu-pCw~Zk#OU9FLR&;1%SY7YfMQMB$vM%6Uv4+*BG^-ie9A>@P z$Pz^Tizcl?m3V(F+ zFD1@?`HAik<;;JP1WgW!tHHPapOYo;)a<{)vHZCjMB(Q<0x38Dhrv!cty1fyNr_hK zzl%=(6t(^*i=v7yM=k!&BE|KWVG3(G;4uWkWTezkpmXt6G#!7jzkiF5|6&>c-UR*2 z;+>dnn?-Mtb`?>KU4U~l9sa4@QlEx`M4yZ+J%WF<(7$FS{*&LLu$w0m2IyD1*)RfJ zP-AVkR+Fl^8(rq&X8%{7pKgzY|!0kTJhU zCx4@p{;l-qU)t5XLVes4>7~iS$Ih`1$7|0seFIL|gtMXfUmE}a`+3y>=1(|Qy--}; zM~fCcfpSQ{A!d#j^e-BMf4v%;0b}7ABvx)QdWNRU@}xdB0)H`uzX3xRb{Q5p%?E8N0;jMB7m;Jj*ko zznk$_Hv7*c*8e4C_LBtvSE^-I!ZWq)Ueh}z7s&ay46ejb6($T)RbWHjK>+?g*LhM8 z)az;q=wXSs1zY0`obOFh2}xAg{{wLRomc-q5A(mSi+pd_exU0iG@#Pu1?Pj7ZkIsh z>c>#_fIjE{_Z`B!cX*lpP^(_Xg(cHD+G&$T4V5a~PyVvQE(`U;Qvc=Gl=pvum;d$U z`e)Sp*F!`_tR1ikj*S13_WA=*{t*=XCtc3RqC1cODnR&8UGQ)1GV9s+{R7zhgHisE zE?jiVyNka>K7WPu|A7(sr}5?g>dMpJyY>G^y#1TJ`@ai^x2yuDPzj8;LY+h8^bevbjlid#`Vf96zvXU6}HqS1uw zuk^ytVBXkr#jOg~&%sPa$om&wLHM1d`ei}GwEX6ne==o1vlOPswE44t3AFzuBa1Vp zTkXi&%MF%Y_s;jV19cChN0I!-Z2X*V+ywKav_9KL!(s2F7RQ}tf>>K8ioNc)Y^5M^ zCU8C&j?WB#OPBq79*TU!I@m|DuulD*9U+0BvSk8HbZR1@{zY>$H?Jujhw8 zvSo_s@@VG8+_#L#2lN1IW6h&@FwUB0pHeqG z;V(1a1d4|9NcJ2knDBG<8xG1XFmB6tL9@~xb>(l}T|MvQxmicV_jgtNJ4u}EQi5?Y zDTyT!T+2-f->kD9QyZ{D@I7KyuRpvX%l9=P4B$X&jdMrHJ>j_}mfbQ6eSeU)9 zj1Rb%Y!JB{z9GfDvs7zeNoD(rQX+o1h{^oR3C&;0#(!lt$c#aS8LuGcYed342!BUr zT&_yT3nPNBV%olp>1~+3XOQ50g*|beG-nWz(6q?xj9b=MBw4UqJcXW`t}x{VOESqj z_fK<5!)GX9^peD&>-<&t@Nav!pNW!|pGeVx$5kq5skpLrd+rd~v*_<8MT1u=cMi{RNNTsM|l7*q>>ZpTY7$?ebq)<$vikekNdk zRpOBR&Oi%R{HoM5Yx|A5{ey}9c^l79&uq7N^k)IWzvK6O;$Z&qjx7F>Uy=ZScW)N| z*kA6~n$-ErcPuf6f4Q%VB_%NHcU|vq@FE58e+ypxCpoQuNAUd@#^e77jo|^jJOSM{ zz?!(0ze3HqB?xdPzQ63~zx)7VvIXVR-!~(g=Hbaw76U7)Ni>6^^i-Ou{`~XxRw00U zN{lzz>$e6(y2=Hf0APJSb45_(62uVd_WE=zzV-REwLsYkh#_+!uVUi^QXFgBiRKg8 zCDJk5Td%il4wq})n^QiorxIpT!+i&zB%;lO8rsQ=%-o^(tV5luT0!e&g1f>0;j>@< z0y3fb2$kJ-jVk21PZRPsu8#bc*+}`uXZPjx&zpysOlKTM9&tFFV43)6%@|oej?%V3 zzZo!klN%)q5~As?z7D)fX@^rT z+^6q^%An=GZ_8PyV3HW<^Rra`WVdx;#489QStY~%9@KF<%YyN|vjU3`$DRD4sV$E7 zW_>T)kmZ~lneYaZ3!A`Sy+2|$J>>>je_%A!O2?jP=E(W9Qaef%1|%SCfFnT0Z?E@# zgan)}UD=!cYW0h;_&%<5-Wu^ z)`~-S^X}c#LUHx=vK8UbKy_XVUD@Pge2U2d?$4-hb^r*$4k4cs^zCKNn7(|u)&F5Y z9`(|N3zL1mFSW8;uwV^`Cm*S=lNrxs`+^;03pFZb7XPBtLe}m02F?Dv;(g!pB}I4o_{x4hvvPQl zz6%zgG8oE{-H2B_A~5FcibjGPm#(LRZq>{~qXrcN>;~xCQLNCsCf@*7-JwC}F|3-6 zz$7q#Sl9eKz|_idH%izAYGjsRCB(@jRDGnRS^@%K^qTVAzucStP1h6Y(^Z*majd$q zs>$JKC=f>H6a*5KDIRs$1#%Fam+j0x@7~}-i7R1kWPq<`E7X)LP+E&t;C>57 zCtA2%D(ijdTVJ~z;3I}jA|_&$ec3(h6e;*i9JkD1}#y~*^+Qi=1eoza`vaSUt4>d>1a2DszFhQOwL{VJ0&5ODhj zv`?+6OGx!1!tJ;UiF@N{Z(I)3^HgTWqKZzithIa&{R`}CAKmFU;)nQ?o-!eS!im7J z?P6dE(;Ok4d`Xh0yOsVR5j3}S1rc|7pRTri#B^%OPdA7ALtleVC2po=)54}MiA-&* z89tCWiDm_%$uZ3jQ5Jvo28qWZUv*co`ljb?@60^<;u-Me8Ay^!7)Dt+AzVf&#B#7% zd&{SCG)jWze5k!_ee`2U_a`d8p%#iSso?RR@eT`9A8dLRBZ?%2Ona1?b=F#qRGLPQ z>0u(vtu)4JEPi}s5cE>3`XVF*4y)LNIlX{D;@-9Fr_?whPN921B)k@4#SGag8dC4+ zkR>FINI>l*Y+1#b1KGQs`#t=$6CfF zA((e98|d?P9~_P#`nw4^rh0T1PEf*p#?YTFhD+!^STt0swYh{zj0*ARP%jEk%z?Nf zh7-rUm4R)Qih|;Tt4Bykr*~MdG~5oiK(9jGDBQC#!Xk?_xXjlIbe?RBHvZhX<${Nz zZ1G_qH`(cG?F?XVF5Pb0@c`k3IQ~X1L--r-gs0!m5MtE`nA0k`6}X};Yy_W+bicKD z@euWCg#8fYC8zw{>$hC!kOUXR>0q7{xI1>pXxM#?Y}h$W&4keg-$@I zNnVVg)#z!Lw9qQ9r0b0j`D;@2Y9)J;nMbR4kvCZ)e?P zmIF;pMy~t!kfPUV=}my3xlxs(f7D8H7Fc-`S)4FZJY)xr@Lnt3FCK3^w{y!3(8U zD3Vw^N;FZ2!m|k&e0ONDU!l|bz=`4P69Da!c!B62my5oa@O#2h$7sVj0b>uKW52kMC8SD5qHN9nDnEJcoSG3`>)<#Q`ZJRplcsr+gzfYkN+F|s8 z86prTe~ZG4-X5W9>MU`{9!13Ntyq%#F7zUy$KBm*%{0OL6a6crZpfoVvbk)#; zY<$)(laHtcNez2c4ZdBHJlj|qE>c%wIrT8mB8yFiCnjk*AuA{LrGxO zWx|7-MXL~ydxX_txe`uyqJwOJ5|pjq3$A%x?>i*471nhb{FvUl4Cz*zxj*Y_j=uzL zkj1qKiUQ1jbR*c+y2sG_`gymNVb;0W&nSuC@3|8$Kxjm$dZ4(IGTq6Gx23hPAslI(T5i|fqS1V^zd32 z4CB&+8O57oBs_@wEmXs=PskqvBV+0hEct$3XoBQ10EQNGgSu>Sl-jif2!Tl>_+`mV*|iA*Bi4m6klXn8SX# zEpo~*^0M5p{>)NJmq8_!yf`ZC4&v9jO!KypFY=3^CM?S(!s!iPpXC;I_KhOYyf~DD zkV)`LlC1LE!VGBijl-j%#phB4tQ&b4(V*EmXScH0yrPR80k(?PiHEVfTtP4xA&6KI zsdQ-i)I0Y8{OUJuf`VBcA9^+Tg)=K#Ok_u16iiH{k-Tvdq@ zfknsSAE0>MUVE?;+FBDO%=6ukBA@9Nc^7|=H^V%9dQxDMFm-QO#c!x^_DuWip9n$b zt)hkbwxb4UvV?Px0yDISMv*sy}Fs)tC57S5oUq=pN< zeQ}C?mnqJb%BCTg@7VbEX(xijbw$>{p=1JMFqX@EtCt{e!>n%t;+tl1@`p=1Bc{pw zfVSyjwCCohH+9EmD!uoo*-b{-H|fmQ??$TLjN@;?EGi)s1G;eK=iT3-`uj`kx} zUt_pGc#i+XUBLAE0$5{3q$h~Ct#{J|%z_i*XKsankT=TA2dyai-S$Jt^+O4)pMcVL zGkF85c&NbgUwv;e$ptO0TY_}5;&=Da_ztnl3qTJJclkS1&NS3_=E7)F1n7rk`kyQm zQhd8!atgT4Ls*&+opf@6BYIo*@)qkJmhI}pMx+n)7l^UZE$A6nC_Gl3%=g|*8fRh` z>G;?=)vfR4qMEGT4VU3d-yii)VYzpNz_Sh&Dx_utHMHgZ6_2TmGpv9U z(!NWBaC0pyyQpTA`lHGD2`}`4maTh}Gnr({fq^&9MugNMf4Yi#f zS$(v!DtInk0wAZEAQ=i;W7?rkY{EWsg)i87e3*u>mkLwZMXft@H1OTIFJ&w^Ig$}h zi{xWwJtv~qDBn`&&y{VKAdJQ7Nup@Ofa z2N_-*4S6Wed>vd-n&v+f(rs$+&1s=sk+L()aga^%!ci@bnnyA-L4?G{FuD8+6yL0b ztI_{NbC5!6eT2De`J9ULtRjLiGAEdv^5F%Q!-+R3KVf5xFQPOJQsaS|&~AM<4UjlQ z+GLne-YR@I`(dCy!tsF^Y8&Z;48~%aBU{O5AvIdA*TYAWrf*es+&5ASRvg@lD8qZO zxZWk8RfLb^eCDf!lF&rYV|2nP4>Pq_bPs_+vlN%}PTBEcUkge1kf4m(`o>yav6wY& zYTz4g>V084ZmKn)=1*PsFWNKtho`>0G#d^i%rshbY(Gz%!q5&e{Sf@J>5WOcxI9rS zJm#n!D(vb1^4(g%B}RoHeWo&k=v(u28DU(;x5)*o>noG$VUy+q)gB@+P%Z7{AIoWD z?KRw@UiE{_X#ADcn<>C6~-Ubt0@gewP9KYNoG}FYu zTp7}ST!2+)2$Y%J;g~3AF8kTMrLIqy}{>I!re4TZ@aIlbJ>^62*-08tr+8 zmQgY@P-BsBjG19ALz!UN*|2|fqvg(P@D6eIZV@pniR>-uDasF{bGN>GaT<1?a#}8* zaaPg+uk36ADf5W*gMOwrhnOfca%aPcM5hs~rF?NPoT**Nj3A9}RksU_ZAwJIzxN%8m+t%4@3jAex6}Z*d%VB zMe4FXy~l#V=9QG6giWlA7Z#tf&|<*n>cWb4bQ9xXs}Ugl+Fel*A`*_>*wgiR1Du1V z9k9_If?sRoQ$VRbN8E|-3EOYO9K{1eJ01PuJ`_k1{*r+}m2OT_?iBRQc=N}{X2#YW z?-aTKQjo(zq3rC;xB>xV4C~$6?*6M49<`JWy}(TGqpP|ahPCw?!MtLxHFd!=y0A?{ zWWZg>3kb@_ZB7vLqZH|H{+E<3DXj3&DBlf=f;N^U~D52O%{p4m&=%+ zzQ3{T>a44>>f3k)w^9eeRrgpHW9e8A6uR~aDH=xGQ(EQb^htLJOqA%nxrMuguhRFM zaC9593k?^tS9Xpo?(S+!s`Sgj@ob`ic@(zAyA#L)VDh-5fwoulwF0W|IgzFNgv7w~ zPC8bIepd}s!@Y5d!7=XwX%!sPLY7ot7k43N+>qB5?RXOw(YFGw*pc_hQB zu2L7Ow7nU3rWl^|dVc^{(g_lFrUvIqk!C7?qA6Q{9_=Bx!x)ZW9Auxl3v8wbPizIi zClLrrYRX}E{7T5Jm6-a3`6Z=>hKeh|kZ?@cdnLm~w6&)lW2OggXz|R=yr}g`eUkLS zxyFymkCVP3PZ`Uw&J$_@J!B=URuu>|X*C!lM9ab;c-ogyDo)-XSs+h$RX-3I`Y}W> zJc-oEwhabL9I=|jaSk*OMAn5@Rv(*N@}M%K(v^PBX*wjX(^vkmH-}wx4}yoW$;55a z?NGyEO8|`A;2!FP57MTWLZyNYq7V&!tgF!!t7l!2U4QPe;QIwu#T?E3xXLVjwy(I4 zy_QA*SfY@%_z)O>pN>{q3YMK;{%h4Tg06k6z@P!=^&IlN zlFy_y{~I>58{FFmX7Afxx!YUX!4`rJ@v2&M=ngVV*@p+efbv?$z-!j#&DQqNB_yXD zUp93+Gf%NVC&I_FNI#Y+EW=8>=od;7LN;ba^DbkWc6*^FDpl7C2Q=gedAv&t1tEu= z#fjh&JY}bFw@L((Ro7+Lrv!iOrkXv{&Y=j3={4$-EvmgFXplL84s)fm85;TLQHcw0tZy%hEMn6X*^W< zd?i)lVxMsH=yis?b&nO1H6tEv=50?*+0-m$HkRyYb1s&|UdO6sl0e<#}+JfT7Azzr#DH-7aLfH@7uO3=EBY9+dtmN9t_jZ$xrpZ-t zebJi$5V1?_xr;e2)4J-Nb1##St4ADahbHPEfTkA=r3(-D#!asV0D~EHr-ep`yAlxg z2ay1pG1B4oeTtPXLl4z}&23^HT-jJQ=z_2rtEH{Y4M?3e*2K~dMLoBdpRLASRE1 z49Q!NGUqmDUl=F=z?7&d9qL}E`PutzGLQApH)+W*h>lg3$FX9;)K*vrns;9RkLVI$GYVtn(C=+Tz4WLT=fVRks_c?u^K%4`?H6@=MndS&$ zi>TxSKQ0lMYEmNuM67qxX(FR8IDquN)cN^G}W zNecDioq3Ky>j-VSTI#`^g@Vl2x%P?>HE6Pxn9of4%&t5?j$5>9gyw=KW1uvRCCZX) z>6TJ;Sr}dNLDP7Zx5DvfK~|35M*G}}pvv~TBFE55Ykr9H#JW_WSDq<8^x^ic?OFkP zuRxV8Ypnt^ma%-ACvV}~&IO|(d}%ba^*5Ns_AbehI>nk?7eT7wjmR!|kfU=BA>4C~ zxqB^}q$lZ9%XtHa_OE!F#W{mF+^t|JF`tTFGs}lM^B!VYpdz!N%E)FJK?&tdiUW`K z5*F`$%^>0rcAOLH!bd2x&KgsP2%S_fAO4P4AL(u0wrd>w-t8oQp}ZDFW?rMV{3l$FbW})y2(`7>%bI% zk7Be4Ugf}CH|{&e`8wP4Sm^{CIrv37M5+L9p4E4&4Zq~@RZ_r37py85y4~zE3AS&a zR#4L>9SPzEPFO?@kGZa*aGPs&8^H?rP3GpL&)HAuCXMAAxfBCTbaEsf;~eUetEKa7 znWm$MD|3*5-FLRcN>Pu#637-m3Ohf1cE>{MR-8L`CxzEPItYCOHp7!Z3>R9Id;vt+ z5_{OkUKJiY6MDjp_Q|Y0>>@uW?Dz-5k%RO zJ&9!C@C~=dTwp+x0uP@e!Rgk;37<^NXSz0KD2eFhlbw%L(~WV~eDUfP#-!t6rY5xX zmm>%J#^A>3RhXr&C2nzQVD&Lf!B}FtS|S;2E`dF1LTv?YheQ_sQx9qlPEc{->)d?@ zRK>@!`$-??Vz)51I0Jz@x2ek0+4$_9??d{1C+7|rP6=*bV0{hP!2>u@X_h;P=8b=> z5BGt|&K4}rqL@Np)`AVm=SYcB9ZOX1q&p+C(t4L|=v;S_Us&2zk3*Cn! zYfP4n-;N)tg;eQ6BUKXsMEEAV&MSGXJ2YJxWr}}<1jg`o^odffLkGzxa9T^gdPp>f zpGvBP0uQ_tGyEIK#7DT@k-+xO4yW!IH0!<(S*PBX80$|Ibgnhb_=kNbF;MQh{LSxz zPkaWsM>N%jK0S-3elI+TPh3_!SBOILbK@j9B@@$@kdtTqiOgqqJ`30?)gamu8{^u$dOz_YJ; zzTc}@xnJGRX(oM47VCH*uV0@}Jyl)5RO_Lz()3P`&2KZ)9vdwOUdlVrGf>!Zkc8{` z!pMVULRKWz=U9Ch>s3Ut(Bf$p_GK#k9{Y;Y8<5ivtS^8i+0s%r#kZp;7fz7Xz2a!^ z&@PT;=SE9QXzK#sjHh(_5TtZKK~{Ia$s;KYN7BkD3?O#NFEXhjsGuye6PT27SUrtp zTv=!g+-A+{hm9YKJTFZ>E{>`bk ze2)0jac>a>n`tS}>h$*`$6(D>3k42Q4q>wJj>gOHX=9x@j$#(k3<6kmCkv#|0FW*1 z{R+M^+T>~8-VnSbycG%8jtG0M7Gyr@Hf(A5iThv+Z5$tLsN;Mc$?*1|-XdU+J)9$4 z%sL)~^2|056jlsQU9*BL;km)1LGByALti-Q2eFaPYf_)=9Jpb(R5!NB4j%UpO4by| zX9UPL#H{QgX-lRI+Joxcz(g8%Q9{>!2*ce`BCioH>aQA*@=)>};v3E2^2cv8f)fU& z3|aHV#gVmS=zjF;X!b^0$EH?SCA;7@(XkrX^P^IoGRik*cnY zW3E44gnv;HtU=B;ItS*AWnQ_C^Y>^a4p|{hVsA|o z+{uRYbiUc1J;jD?50tMw0pK<-=5l^l)<9-2MxCFrb;IoPd}f4R8QT%l$x(J6+MEE)@G#mjRK6! zZX8!VR>8CPB<3)E*FOWte!iiuA6Cp!JPr7jGtej`GW$;MZliojFW;K!%fmt^j?%SP z4Vqt*n?k$ILNB2v#bzMu2OKQDt_T+QM=RpTy&$qWD(r%KxXz+Y{x-QQ*ktOW=u`8C z849NwP^+z1J<@O$9H~nqvGaSF5njCjzl;kP2jsfKOKX4&Nzh|U2oF^tZg6CQ5Nq{u z8XsVSk`x*#zURA20S|9rgtKYNjZ?)v@9){*8gI>($!T z#@mkGvPrXa`3^JZc_AA5GAgZ>Oe(t>iP}yT=WUKtND8~$mPULlC`l*@3t)~RHC~Or z4%EhOTzMnfYcgi@-n97pB-Kc{XjBGvNdlK=>U*0DD9nnt^Q*#$ z=}$)HwO*7RPhc=_+E3W_4wUy~IXQ)SpURfBhqJaZh=x{0L}u$9$5%A9jR2V^;K76~ z&8=ZOQZ{^Cp{U-?fF%-q(*Yz}7Mu>n)AA2PCw}hp#)FdL)~sB+nf^P8a`gzz>l+g? z>j>{a%hUoqIej3x${K(^d<_Q z2&(bFwBcN|qHZy^wG_DJZ4B|g@pW? z@wgyNuP}FMQvy|V1@Q-M&wRYuq(Ra_*=f?&aOK^j8BXaEAIL`8dL_JAH|`0k#XOz0 zK}Hf7mqiJCli||N0n2?(i_6KVgVvnnw6w`~b|!jc)V^9`Hg~-Ga+8IWLFtbI2Odq_ zVwNy*UPHMYM@eN4$>qBUJ1a0P1pY{JCK2@pBV9E;8&{$~B8dpUf3}HfADxNEI2WVm zO~HJ6V#X@DyJczWvjB)B_(}2>CutGxr>_>lOq~xVMrSH-p}K166SXbEhK7=W>C^(z z4eRSMqN^7D@F}Oi&sO}@BN~22a-9>bCPp8q-)a|F!_I=k-VdjGxTll$BK4&ajj^+$ zE0xG=^hwFZr?73xU=aTn4&j9|i_?WMo{*`##jGBbj$2NR>b!3wJyjKu zikO5pQ(s3lp{s(cAqY0uqb8i}4NJbg}I6Nc>?+V-=DUtwd`%QW%Dbw-{DPQDFMa_HI4s3lf z5ULKLC~ME-_`(r3fF|uOb!6z-qAwuwvmVX3Iqc(4ZO_%rU||8vAq6Kuyxu4j(z6C8 z6-p8Y=eKp))Hep{lZ0Xqv&S=E)GKE&S?M$1 z1I=-#aqE^Q78GnIqy8@XN%HZE=;I4qlqn@NKOOE_v%*vvko^fS_gj@HU0IR3SkfEp zs??WN%^AF=GOyjZhl8o=&!eVFKJAdug=4>N`rzRJ3ad|ySM zOISB6;C)qTLdZ08N-2@P27z&WDvre>kH-oQk6GEObPeAx^u+C^-aC@J{6y=*+`NxW z#cxOZ6pyTV;A$;*)@Zov?E^~&Rd5&f!P!ROgCug7R1k$c@t0Q4d}wun;BD)6-KCAm+(f;Wr-9wc}m6ik`1^n3SRg5hnAf zO^*A$h%iIkKIk6HARH*n<@0@P-~|oDjliq1fY5`h&NEODTTdwiL+YP_Z`wH~^WKI{ zsj93!uI@$g5g;}lc&xuCtp5Z@v>|5UHaTR(^mvdx$mEhEOxj z-*jcqKC87GGU(>Tq zG;#s}&&<_Mux@ZjyHtdb7KA-ErAOdx0ESbkK{%>%bkG6cVZv~DanD9l3eNQ~Qyp>8 zLJMQPc^}~r{{%Po0pjwk&fW7vt@f)d(tIDbGvYEi%|?lnu+}1Ioz5viXk59t#o@qS zNh@6=I zS&@g7YVVu_u}fSK<$FBL6)GgHTlV+uXL$d%m4PZat$QP2c+30R~6Vo(L+IMy1~u( z!e(X2(ELzi^!^JXDOmc2^_|9)Kmlizn(ST1hNK*ltYC}?-KJgtZKr&t^wF{KFcUHN6Hw6^zf05T?oWR359keqoy)7!-0h~Gr?X$v&g7>{$5c#N6?Ubo8J^Nr zu?@hAnh3MPg@zVfDAZBcK7tjxPDb=d7xW2C7hKMUso#{bm5c(_wW5Hz&FFuJcuhNy z*bWLhOXvpX@VY8tf-^z1=C!voz-Bs9Fvx-xKHBCT;ZQIKcVGq#YHV7}O)^#eGSn~AbA<;u%yJh!2!fFX_>`?b8PsuPSNSd0K9o15O;eJJBo!@o=@F?)9AJBi6g2;nh=+uR;=aLn$~jv$&*E0M{H z5qR*82OpT%eH3MZgGNd^S>fBaLfhn@{Z?Ke8vtq_YDUs@1mE3m&-{gM4YZU88e~C7 z&q0=)wp*fvewBzUAh60km($mk2g?JyD=z_f4)Zociup6c5ykb9-V&*w*=~*Mk8@v^ z10U41y*aX-@kW!#z0CkW!%@iBV8TA;;Zm8M4M0qZm|3378}AcU^NbpOk6cK@a(LUZ zE8xSg9SEujdb)tKAaMsp>M`A4!<5b?8Boe$2&qp2;4t zg#E(Tl>^V7>YSvCD;wmrNE?X*Zc&(U*m`T0dJg%br``xvfm@USWn8H6eYkQ6RfUSng%IwhTbW*M5Z;}iHuzQ4#=xlht&zcOB@-8^fuh^Wd}ZgE{el14 zWbqXrmF0LoGt%A(kv!}Ie{!sUH95J%PiZ*ZpnG#Tx7Vx=gE_hyk|-V*6ogj}2X6DjZY!xDOO0IXN84+AUn?Pz&WuMP^CIKcRuZ^81Af~E5evWR z^8KhExvb24dn-c1Kof0)H(r2R93`@wWRYWRw$gZlwM?uFiV#@2Uu2Qm28{gvw>(j5QHCh+(&enK_MOIl&apUadAcF8MX;$*z<|Z3%+g);Vi&s=`_M*W(`)n zo}luJ#^hdaeCDL+LU^gQoPm{pv-1)gZ@w_Q%DJhm{IHlB0#BC=HH!AYL7s3PyG~zH zo!l?|mIMK_=d$M^H#1Mj`Nas0YfpgcvCOB0#K{$hU|eGYZ`fMTSNWvegA_P;=?ufK zx1x|1{>^?%IEG06zT)^Ov8|vl9jJGbR!%0r)U`_e5F^}-=(SK>((;f>X>)$qdPy3l|GCrM}P9w zb95o3*wc_TQY6Avy!=mQIs^@KhtGQm=@l3WEQ9KoR*#^1H7c$SnIw`c+#Ypfx?vpS z2AFabIM!gmu7lgkaz4dHHFHSjI}9h?3RKpg+F`!hnq#fgqEV9|KPc#W*%RqJzfS!7%oiL$uPyR5aYm5D;8I% zIh?&c;0|n_Kw}+G|9tJV5`l`* z?3oRI3~_rr2}^nHE~N?`j65VQ)77L6282>l5=WDD*w8o7)_51kD~caVt-Ae20;tuU z*kzr4_uTwn#tc01QgkM^o;98E8Knb1wbgpbSFXN5*lNlHYW zQW_de=9?4`hj@ZDtX@TB&GYoOvV@i3)_mGjmP&HQ4igE_eBbR%@?+zi+>S?}yo#Xg zts?4#A}Yq$28ao+V*lcTEZv72*(#Yak^|Cs5)GYi`0KfSY0iN_E~8dl{YS$5tsQhq zHd7&M8RWZ@2#Kk-9B?KDA&7Jg!Br@diT+&lwWSI{qiy0Q;xnFSX54U3&P%96iSCys z&6Md3#a$6w_xAPA2~!mE!Ef@83|f{74PZzEqg2~(JpwQ5PUhC)w}5MUo+G-ZSzaP8t?7v3I5g}$wO;FO#5K|w<}qW>`%@IgO-_?M8wi?bTpY`g`V08Gnd;q{2DiAY6_B_ou1~zaom`+XL|hpF zPo+(#=3&5qy0DC?#FNlq^sTNLp6tbIcZR2b^hLcr= zF_22)Q}!5kGe)+`W+o|UXID3iiDEY?XZoCA=P|ik$TBUFnSYb`FkaT9R?)E9N6W%V ztv%8rCg5RSZb!TaF9UOG-}#A!OesZOgM!LQ^~WaR1$#T}ypVRS3=)MtDqJjJUk~~( zdh^XjQ^@?su|?QHz$gq;NRVV|zo-Y24-I`crh61mmgF z*v+!08jcdvQ+B;OPo!5m%Gocj9e;R=sdaM9SpiNDkcxR3Ut?o_uzl6Y)YaJwa#eFJ zp{mS|{-$NMJDLU&u}Ia*x~z=c0a)VD_C{~UZ-9o(d!T#muA>OM$@{4(HOMi8QrS2x zEDA`dx$lRe!U}DnG6^@aPy5_@A2Geo$5yfPoR_ofA6vRNUNVeRXz;sEJcJ}fJXiaX z)fl2!WDsXc!4p!}8{DL#;Ovn*f(Xy5?FemT4{34;A=y@yt^! z+Y+-FRvql&fc32x%K@AT!c2?C26w#R>%HC-vm-2M`^i;6yygH2; zx=<0j$QQ`rzlWLZ-UuZ!0nP|8i%snpBN4kBL|945OC#(9*H;5D0?=qi-b61wNpw2H zpYiUE6B)A-in8+Ft3YeyePVznU?eP!13>=plH24KI5{XRHS73*D6lvm6E^GZi|}px z<5+QRdM?X-D$7ytAV#cO!!vvcGx=DZ&i&JUz2SHe&q7Q00=c4ba9Yhkhl#*aTae3L zaFd>4xxY5Uqf*NHyp~r5w_F+(0Koq2fg8!GSxcHzOCI(&9;=GMGMCy zF)sUZV+>ft&-|1^dDZdXqChXNf3Au54{b)EGbsS!+8vI(M7j36yc+g2_V`GUV&svL zH@&#ZeN7EjdPm8A4^s2$)pP9Ojq8is&wt9EVS!DPoiF*HGe1{KCjVIXda?~23zo6TWwAD^56^`zzn z<4OAY%kvC+@L1wdIWBeRDfs=ma~;jz(3yt?DZZly|Oeh313LtDUBfwZh0-sboFv4xblV6RHyh0Fp>% zklV5sl1SDqtcq$KRsf8Lr{QXOv>I8f*3YhhfRq;yCCCkovm4uOy!yh@c7UR{Fc zLT(ZGq3S>1Nh@2;kWX5;BR86+h)?BTK^wk?*JrOvjmLx*tTukwr$(Cy<=NDwv8Rz zwst%_JGN*3`M!Jadl4^Q{3kl9qfSSk%B;+)#L3EZWz|w!xw!SI7o6uOABqqchN%qj z8I1ybu$NMHN+J}gR}@_1Y1LN+-mcj;^7}!vDXSG&&j@E{N(IV73t&NdUwhhC|4j$O z+Y%y<@-`g})>KCbbrT=Q?c0ea5QN^aT#!vJ6Nc7r0R}pIjJV@6jJ`31!Z$n>V)*jqueFkZA6t6X- zcAYS%T#PhmMOtuzU0 z+Cs+!>d8l|nor5cj*d7m`6%drmmHtgeVRE}@(%j~;9Qle*b-g!{X;209BnzeTs7LM zxC0k+3Hmu_NDk!N9ui$-zN7fRx!`to(5q6ue2nHGbr(BIhy@y^Y4n^moeVjJuw!E_ zY;)Vh7Zz!AnMR|Lt8;2+NQ^o5{AG8Z*DHowYTxy>{twB(1U`&0CM8qC{#1`GJ65X$BEwjpA8T=MVwFvygEx2^|C{LI=gflFAorv+lzzpusLkzA=o!!oxlvr zxy@%YHYO3-KMpx1d{w$QJ8OwHAZzk1LsO$nkw-%mI(JVqdSd!rISWw?%~;KWb~uG2 zNy2yhMgCA0MtB59!9CH_61VLM9GCebob}%2qiv zFBsL^^0xkzes1Jhx!y2BkTJS!m!d*`3;h9|RBqeS%~UasscPHL96NvsBVB1w>@39l z*d~6sSx6){|a@hUv?us zA0EcjQN2kwyWyVXgqTDzk__AKN6di=h`cUbgBuwnFIVd7m}*glgnWaM6xK|4(3bW5 zUygz!g1zz;pVj*OpAwAAi0uT$KzbN91@{;GLu;?I>n z+kXvr=7M+_ zylSA3P42Muq4WD2=?drFj6@SUNuGxamLcAO9Q)COg1HFEbiqBIsM|v4cXpIR!-=Ha zioPYAu?hVhHCbxcOU4(s-rtavIPjM(0>!-pi=Rf@K{jwk)IP`hF9I_JXV*9#I;jw^ zbX0>42el$h2Tg4j4k)K{9>2oAB8msmd}RApdz68P#0QOzQ>H9p1K7p*Txj-M14}un z{U&pPX!}!?Ih^r>!mLg{a0BQ&nPc;5@5K8VTBHQk@sUy+wo6X+0&Qobix8>k^^p() zOI%1#L+Z78z;o5($1&4^!FQ`cJzU4i7OiudgvmfGqL7kF#(VxgyXY6r5$ivi{ ztC~r?ej2JV-{V>`wj71U)fU$;pn3V_3T`>6kG-3Ud_1QB-yG$vlQYLDN)HhpBLiivH{5_I6VtOv`D zE6Apub+kHr7F;IRbCd8wiPGZ)mRD9&?^mbI^TqvTGtsYbMw2|!zatJmZ^>ZCzquV- zlcYdamIMpyBj0r}dnvG2Fh5DoAm4f?e*`E5xV4COKHcoR zJ{)pIx06y-WIm?X_=ciFsHu9z7b#R2aOkjVnE)G^o{)WWJ-(IyY>&`5get;~rZ!P9 z6t8R38e!%^=&_#YU!DUr{NZ-#w+is3iXapuCzbL#p`E~pyDdjyO1!v!HEr@Rw@~IS zuXs*;uyDqfs`c#Fe#Xd`(=d^xwfz~nH--7jZJR4jbRtd@kxw6^nt!~c`44-34d@bq z1JO>h;oAhp?)MNVrKWqD!)*4t3bs(?u4DfW3IOmDUaI;NY}Z)3;wL?@klbK_*tgXe zHhxzzZ>|e4=_2<6P zC&88!g9^Jj1CJnwG65tWOF!^GL$F@t?<(!d^_w-GW^7u_=(TPO7XjIbvA`@Kwu}2M zm_59XrQ*I|YG4k-ORyth(_B~(u}ne6r!`KTJK%|T}9H#0}A_w6E=OHC*#B(g}Ar1!9 z|9D@{(Rhh;M0MK{<^nu>mNrM)o~*OfD42_VKub9BfGv#aDFtn(UF(Z?sRuchEBO^~ z;cMUjVFFr$E*Wc)LGI$drIY|3>aH9NIHVc#FgAtuc@m?dCGwWyAZEL)-jzpKEicXA z?OPj$i)h%>P?OJkB9qpIUAzV%JT`*6)2JZivY0U{A-Ajr?B!e8XI^GUL1iVc;f5TC zGrAhR5h&g*d!|2xr$BNeek@jKG5&8L#625^N5x8y-`ld1Nu(r{$&5#s)~s_Wwy zS0O#nWd!LHsVNqcg`Tp%ke!5{>?X)^W3r+2rOo*ch*yk$eWm}ISMnNfdtHZlIn*l> zp&K+NCo`q|qu99>K^fyJUBeYn2mm7F#YYGYz|JsG|L4h&6Zj+-rjkJ)`DdDxIPo6% z>)v*W_|Fe=D8a^(N#>NY{Tzf0U6!IE`3Wx(jU1a_`XL3vO%fh|@lT5NLjb^^ji?A& zTeg#gnpTWu>)??g?SI9Vu+JseSwH%8-H{b^AX4-#}1KhMcwl;2EF zmlt86FY?fb5MgH;E7Bf!q)JB4=ICie6f;=Bo#BUFDt*wPC&~=HI9p2=>11EwQX!~_ zCA^X&=+)O3gICH-^V;^~^1hwaBdDupshK2X74Y+O5}HJnL1qck`KGtF^IuW2jmTJI z7X1dFQaT8YM)8b^Moxs1RoC@w8(;+^KXqQ*a$|t%)dDYOuKQW<&vp}H5muyHDP@V= zzE6i9q&_|rSTz57vk1^t;@nWs9rs>_3BxS2~p&px2qQ zqV}OTbMwcwZcASX5b^|a_z=b&*Z;fxfDak~lc|mt$HQ{srsUu~Az){NI$HI}kTZ?s z$r=K?E`Q;1DuEwt`B-qEYExsJ|16Qgh8Nwzj4Czt6F=}2!Fyg1G;7AM9J=)$)3h#b zIz0!e-HAtqll~lDFuJa&JDtRwu_BIq5n4FE#4E>{0Zx>;H) z`<>>C6bxS#hQ-|s406Vplpmj}@f}Lc_DpsD@alNflt=|(6X{V*l5>dBW-)NN%w-A+ zT1QAMuy}rHVp}Q|ab6JEzMfDW^OF<)6B)EkeG(MA235IyBsZZ23XI#!gr%)oP=`gF z9Q>Mm-!zz^Rls!qZjC*zbcTG~Gxq&%bw~Sqp5}%<=WBqS)$)J!CguKUGcNaP!#OrO zkB7_AzgqB`cRnhD^r?{@%*;}R<2y>fMsYUa+-QwfK63F69W&n&zHG0z+ERh zZ}Im|!d5~Ne${1d+FM{-KR#EMi$bgh3Ts-{zQ#J%l*+zm$!pCr%c$;@8bLce$-2LELB=n0SRLCYW%CS;h?at*CSXiwGR;p;H z6XN0u%me_qMi+$99|A!030>dFx!CTU%&kIACW$T5RJ0;u@)*&W*U~y8d0m3Cu%w9+q+~tap6Hi`-`;+ z3{>NAgQsaY-K23=P`vGz)?Ts|J~ZV-7EMza?#Nype`gSzSUhoR9vX07nAu3avG7le zHAL)Bzfdp#6E2!i?`^L?19s=k5tK$mWDLqQ-oR|DZxuxKf6@4zg@_z!|763g2jZN$ z=KQP=;X2uTQ=OtvuOcS?LRy*wh`yuxX)qzBGjTjk*t#k>y)}~x69#%nVmnRIY;cJW zWa3HSAIpkhY!9Ptx_*l9o=aB3bf1Eay<5IECyuwGtrq#e4`bgXJNU7yoUiD6X&!Q3 z>%sERVmZnTcx}Dsq#@APdPOGmb%Z+tzAqT~!P5A_mmveJl@@MA>6E}4T!L-YpCx7zRS%@rjhd*GDtUe@0l)#IwFp6)EBKEUoKHzi& zG}54nYFtXj9?yQQ9~uWh4p9TZuRKSlfs5w?x()#V_c_)xY~bv&v)p(U&(mJy>Nxw7 zo%oItQH)xq;xx5T)LiagP|=uJ%P#UK>Di+o&>7nSd-v#>Eu^@{SUwhd*lVobMUVg> z87+8%l+Oe-&wH$t(`OJKm{K`=p)r;S_i5e(52to-BA` z)(DqW*HQAiv6E{>T?x)wX{=?4n}kDxir;nEs+=tLOd_Y1p@{_({Bmr`B95reKo*=1 z%_v_wMalp`l@;3lFo=mxKsTrvo1%&%i{nzlXDq`{aioawd`#XL?nWGuhBe*jI9_2=;1#Z3pH(A zow9R?e&L2ssxd5xS9sFluG)d4&q}WKM2UR$MnZxwpWd?5~DLyFG_2$xE=ngzSc-XOExSiLP0J}D%;InPKtPji8Ag~`-e$@ zgu&T?Br4KnM@HrPjl(fk`GR(9iT3XBtbCxc1y-*n)5thy+5$?a-cm4&)&JC=XoUzt zP$Y?4dnZfXx#DqIQILfF5Yf|Em=sB~5U%AY5)+Nc7PS5y*p1nhx%rE179I5K_m3zU z(WX6qtjRTN>TN+|O#t|IGcGjm{bPfqFRzLvJjq6UOCoLMli7 zX9hf<-5jvc<`8B=ph?Eoaiy~WeHc=bLp#zFZcXa*M+~n(9Y>_dIcOj2IZJ{eqho1T6SUK{ z$Fm;AaBCZzo@`5(_3I#1fieg&SExGBuJ^`{zrl)J7G9fHLrtgyF(vSPkACLUb^zq* zSEY3ANz1VFih&0oL%paK2pVyw&Xf>gnI0st>aQLtN+ShwmNWdQ(vFwUXL>8CC$JAQ z0cc<+VoJFL&Xk$3-0H;Nz1|KmojQ3>>hg!C@0n!wr|JY}%I|Fk3#78~6MAlZmU~doQ1?i49uGYn4=PUl@mNq-Aq7VO%MRULLQ>bat z6)ydU`ruYjS`50U>d3lh|7I{c54lt5ivimJs!P(Gw5~%PxMY6*(S@llikWo=YBE$H zI2P#z>$|*kMWl(n9mv|UmH7|gySUO1J#zu^S2mAJ;r=z)H0bc+QQBbbp97v;*0!pF zfXk4M6;?0~jej>51tx}tE1{o4_e|PqLZ3UJg{^MY-w>P>NW+Se$pw>LR3%VR5w@Oj z;l{$$(OR0LT6cYMgW-i)+Z>wi`R4;{>H^&BjWe5Zg6g0~)u+9*u8f;d2^Cb^9+rUp zp2TE-|A4dv3I~>Pm$8`>5;AuIs<)KuwkN&cC*UuiC8vG#kjyvG6?Jz_7352og z_v*8?tP(q?P_Sn)RHt3NlA%jYo};?koPpD=pk)O4gx>|IkT|r|?1>U5Qw1|6u+w7l z@KHo0ePSq(qa&+_{PIiV5_m;dLSra5qm@T8)92S!Y1ylKXO zF?%GL_(|=n7kz*G=pM36s~2u$`_N2fpXUE!JBEO}qLE|@0Gf(J@)K`C{RMYERex|Bw1%%z(IUoiJYt5iQCM z0VNXe7lSggx>MZ^1p3d$g3XI>HqmSv+TV0%T-vjn;Z&G#4axThwTM6Rge3FY;;>%d z18ZsXmo8NJ=`G1N^77;Yr`A_T``bM+i6CbnWfO}!gJ|_}zf3}O*|ei;o8x-;=g0+% zFrgjAAV4#~!lMB_&Ss~)5K>zu6~q|;0NH>)1jEn&w)r|*9h{GJ5F;F(LlRlO2OpyJ z7M6i3q6qzv>lcQP98MKvz!0iLG!$6cjNtSy^b=!%GjV*a^}KIv32zBc2)%%GN`>nR z3Is5p5#EsH*ixu008(M=c`1nx+OJiycAX|ge%nMj_t_71DP02_lK@kwp_>9+xjkwm zq06sKyU_kxYZK&`p~^~wkbd-)rK5BfMrRtMp=r4~BRyjmO|;976P(;21nk0H-&^O- zZ@h5=Nx-<%L?txDs^;Ie%GGnaB2s_AtNzdfRw8m@PMSUJfjuJ>^aR}ZRiY1`H{`D^ z$#Hew+H_bf_tSv~IaD~nu2v$(X~7o9b^Ub4>5f@|pN_JWQBULL@XzO}w1JTP#9Us< zwDlh$So>kR+$GTmB8=>M)dTGf5iti>Rf`tb%pH z9yIB5vX}NC=lsHei7NFXG?Yl&3;EH6P(i00HM|co~!M{ zquZtMAe04yiRn590{vr$X?>xN69D-ousdjtp!i14{sz;*NEn1ZGTC5cjjW4+Zy+wR z2399S3KU1VmHNdUKetZ*&>oi824npiK>JBaxmTII@aJeyBmfbKCFFq*jUr4@(>_)z zppYv91UYH8&vHNIu3T`ak#LQwVrI2KP!<3mAoE+6n;6+V$XM%ESoowOjniRKCvi(z zC|d+Nz{Vwt^eF4kh7^HI$zGyQIW(}{<99Zb^EF|t&$50sRqt9tD}K}TNMTlb8xBeL zo;B6(u+=p_3VoUOburs$-FoOe9_D)fT@V{@wmYel6Gh>&iHH#W-)zccR!cCkj1zTi zOt?>nuaF=FNqNb|s}wY{MXw`cc$!6^7k{}55F~1eq*ha@dgc`2gsXQ{M^zO$x;?_S z=>uW1h~5lkHubb)joApTZ;&6Zy?~aj4>Dw2rEJyDMoDb%fJ7_MD-3{IHmc+hv_!ZC z6IoMpy1YCE)X0ZyBSf)&k`StV2GgeODl(h$t%x=r zX)_BO%%%?xF5IttYqhIeDDbQ%`=alZTTF7Yjz0y5mD>2mm>Msq(b+oOs@K4-ABiKB zdvA!G=X|#JSlTu>7)H(+y$?w5-%FK?8q#(FfHZsrK+!DEYq`j`A4-UQL05gSI&yHL zmAGz5r6+^={k4^Wo!VB|1Yop={c+C7cvFz!=i|Jyqppjc(ij;igvCE(u{N0P-y`Sba!W&wU~7GWC*lm6u@pF~cy` zF@R-=#_#loIF;2F@eFXRnL7@;HDSDN8FsK2P2DTNw&UK9mx zz4Ob^bJvRTi;QDVaO1f_JmM61HP;xe2o!}wK*^Xzs*SR!z8A3{d(ix02hv-ci2*7S zXzC(rf7rR5bh>`oW_Jjr&oP#jDOAe{FnUxhDvhm^aL3v)8rTV=->LzpJLe_4f0mKn zSm&V762;qVW`1)^C|R=-cpmZ{ZuER9PIgWQO@&aDa=<}(scc4>ltvg=z^=O%r*28|Wk3YS?OkItOMo0{-}9I+b6^K{a=+MXW|4RED@^9BE=uI_EGXxHOkB2 z7RA$coy@M!W{{M^O}}0lRUnrDO=Y}D_rlBvfQ=dh<%#Hu4}d^4=pC2+mbz*F{Ez}E zrQ*KbC6F)euzpe9F60Ia$p=70RfcE$vN z$Txy5UYZCABpJN}1lyd3yB6&f2OsktS4UjbloU(e^{7F+FTMnliX zlcv9x`Z;%h(vp)Mam~KWh=V^#2{Ic~YERcCx$QEC#-=4=KVgCx65zRiMZ^ zXq)K`Bn@Og&mH}cvjmWX}p>P9(3oZ%{_*Q4^aOdznzC{)z$(k zFPCP^EdsM=?EgpAuQmwn#Znh}8=nwavaqf=8NEm5ARL|n$6AfS$c>3V&psiL1Epol zH`?`fUA%?XoSFCq090HC?BZWY@R)Xd^~7I=M9z3%Si#?)98Y$Wg6aiDJ=l>2GsJ04 zBnmnykQD_oN>R8X7+9L(g3)v9DG*IX+BL#Ie3%%sSvzVh8E16Mk=qo&-q3Y0*$A_x z`3O&GN|^++n$ObN+_CwF$iXtKy`=vi1-oVL6(ZYtc13bS>tLgsBanepGamrZdc;!= zsN2b%^7xs}a;eA>9;%WL4l(~6;L3)N(cZ~S-%>H>%h~CcQP^!;VfVn_S^0~uPkSH3 zu|^48ycl~i=s_~oXGDzD;4_&Ca{d;xDdJ z$EE$aF3&GgBRP0?#;c#3qA63G#ZObOO^qBl5>?wB9ew0Xtp|WeYbDiD_oCM@ew4bV zhBXmcUmv%ijOjq{nZ*+P0JQrkENYmj;w(jsC5JgBqQ zg-?rCpfh(OuDFohP9xnZmUeySwac4sQ2@$QSp}z$D|R@JNy`AJ9t#io4%M(7h?LuKB5 zv$zSDrM&3rdT5rr_xa}VtIHFTgBL%W-}Lnrn;L$R?afuuVpDV6)eFg;AU?vR8W-R!D(Fh>iB?KE3X1?!nL zd2@cY7{6HiqrCW?RlAqVJK=#@p{l@tl*}WEy^oERGNDWC8(+$!JjUOmO$}>VHt-=U zq6^k1@9;UPEhVOn9s|@+W?#4FCzX(oiDL^1;tS2t_DKjjgyT^8e_hk68u6RZ=m5|2KqY`*zl&?(qRW z0O=mTi=S1C2EEV36tW#)6!T-TrkgJYAH&!Yb6GqwygbGF;tb{B$4==r6_H`R1$#aK zqS`sY_wDat^n`wlpO0`8cq1qT$wL8K0UO?6|KrF5Y89-%M&X6*tp=>&{IoYBo*fx0 zD^XIuG!uQ>JK^s{DV1Gg4VQ1vIslH0;{;h{5zA?0MWh<3>XCPA4bP+7Eb5!SQaLNFNxQD>vtd@4|+xNfO9 z+utB`p9XFXS5Oo>N+VwucpiqT0BCgdR$^r0@RA_#tMgoyH%)T9*ya8Jn@mG*r@0q%= zUn<8D#{?TZcTtGvkHYZt1Y;Y^BK=Ec-r;Jx(@q~7r)S$YX3Wfn{;tX8@ecAY$1Mn$ zu}EFL0DxpXM4-}FE>Tg>osqo(x0t}mY<9bw2zRX#UsDgN3A%c z@b*Q#*wB)I4t;?Y*$3;&wuvsc52%=CuMhm1bxRqk;H~l_|RDN zSiC~MVv}G}ikdGdf-_$h1R#=E1fqH=(#`o4cLuQWQxRUDe=|iYu3o($}N0bA_u~k z@SVTD&w@?gIc2wMU;G?0Ei3&_g4-JI6{+~^4dy%@-`AWsY`Hv^tc9qEz;&lCszoe; z8UWhLD-E?3?v#3-L45qzAX&pIs=^=D=+&+|#CdezdUof44R(FchPq+Q43{96%-F!N z&jsoM0+M__SK+2?pL)pH&X&RF!pK%rK^Q#KOx9A{N>DaIvQ&!!ali6lo7HC|%+Rk7 zU?)|X0z|MZ>dw6(>UgkOm%m+)(Ah@CyF8_ngYyDVqB;)|^6SNuAXIxJ)m=22{v}hC zasG^Y;RdSoke5_170kiVHdJ620tL6dWW@gP*dW@JOE3pBn@ZdNGm-m6L`gi7-XOc( zab;BK#ngMWGWr~i=DnBRq52Q@_)fuSFT=OZ4&WwOB+v~7fZ#Cs7F~Z9pgYO`BWYlP zyiU6O!oYQ_LQ3#4MjFBY_cE|=x6V(sLQ7R}BsMyK)PU@nxm5h8o!$d&QDeXe-hF9+ zcvNh!pX#^pA<85W#?~y2D~}~!xCE3;1!G#TMsOnaK1X~jxWKr}60-%hB>xydwRb94 z+MdZ4z%_WXqZMA73!5|&F>R!ipP}*6=tF*ujX>!_S9slgW{)=auzvfsk#WF3r202; zd)AQ(cuHg|nk7Ox`_XW@5CO1Gqz=7nzX(XiBs|P-ogIMyR`ZGpuX0P2IE8^AXvgl` zxHZXEab#-kndpI15$TWfBFNmMX2|CA$D_)m!=CNul1L!?QuDCscC;@ofOs3t@a;wc_6jPKYc*};6b=)DZAYnut(rcJQXwVMx1b*F$YIB;De?WhjxK;IFs<1 z*_Pk7_ow)3+*02_hj;K5%+3;-bZCTZ7NljL)exInmxSC*-9T)I2FZT1|0Qb!CF z>__+6)iLRaR=Q{lI~==6{r#1{JJV!v(y?OSH4iWv%7l6--9L8Ep67VlwHOh9gI!S$ zg!h4zZuIH3HMKC+Aie0CJDmIFUFSP_=*yCk+0vxI7k1*4&O%eML0SR)lUol5q|`0G zwAMy)YQZ}9!V8ocXR}(I9E5+{!6w_ZvsEx*=q(@E(Cq^;I1;{(lEmQ+hqfBZgHsZU z6)@s;qHsERwlZjQl5&ngu=$+8-M}U&2f_WW!9}L=uZ4ksniR2e%2A3j$B#!Wbew?I z`lEpRCN)2troosfNcO;J$EE1kSUXIXTtaM-`-o*ASIt42nILOZWhcV&2 z{BqI{_8;6pJWRa@*nW(2!Glz=KU4G5b0>XT_NRj0h$2@N@80rNYX>b)QS2AKaMwSI z?`bl#)u4kBCB9M4g&o9}Z?9kbih9lv9ey_?QA!Qn%i9)n>oxFNKNA1cPRV#P_S-^j zwyjU!0wGzn284a)dNV3)TEJbQ4}TLY91Cz<=eyTKlmsnu<0a!qsqjAvl1**5h;f+s zha7pr$!Zybx?v9g0<{txi-rEsXKx(#gemPsY!W8&WWpgWF%P(Opz$6|9d%t#VAh91 zLABpkz zzr34!%MMKV7u(b}(z+_P2xU!E<90ZRJ-$(Vev)9>=6k$*1iTayR;;dkrYAyw8yK zXE(yOt;NJ(K~+OyByF)+0jXfj=3&ttfwdP!mq$`Z^^=3%kBi%pN8(uo2F4p>hzoyD zQkChtb@IL{cIf@^M0m;(7G|~ieN=fYp=ds6W{&;6v4ykf4^X_MI<9|^NbBVxz-|H8}IUp=2fMM@wGWIe%<-8Rgi`tZ^)v9__ zPbRU)CO_~k6#1+-14nSg|4|TqS#^s}6exU^9t1?>mLAB?o9FENT}R}bfC9gYTAu#i zw4~A0xPM6;FTHY3AJr^;5%2746z+^&AcM#-NCR3wl!EBxv>4~8?tdr(b1TIRO+)ty zkA>XUu_IZ|)~#+P@*lP+Og;Dvik;zIvDT1??TFktR8Ph4Aes{!=<(2<4AQpLEf;&<+B^0a;_f;xE3y+FH)=4Y=9NA^!AWMm8CayeSD8Hr<@v(c@a=V~P zy45Z_j-NJAt;(}~%H!Y@<7NHW!Go$^!N*N%XN^blx9O;dr!6~mSn<)(#y z1+AYuWY8}jG9xZeA8<%NtZ(zGTjVOw)z32sZh$#vcr%KAdjyH&Z7mT{6R@pnkTR28 zAc+m+qtVt1tNf+)`5M^4A$ZKOE%|`mKWL(xy?wa8&o+0!=pD8u%I{4Z4EYSiHnn%S zWC}SO)MFV4afTZR=ho6XkyVY?>S@A5&ns?li{hvTGn++30y&x(HO^AeZD*I$8F6Ef z?md&Qud-ug^b;GdBAHmSE~q@p2>0r!CEtwjm*&9@dxSypyMurr#jS##@h&G5wdy;OS6;f z>4enOG?5bp%i+W8_|h}B9E^7q0_-sqy*Dm(m$9)X%Qpxt&SwwfBJ{SX)=*x8VkwqBrklJ`=i5E%e;FZlJFf1RwQ zmF2EQqh|Fi>%NqP!?kH;WuxJ##@p=#uv|IY_0+*M%#D^ssB8me{d*b*H{T--rjQHw z>U~g{4GP!%aE`Imm|mKXNi899ZWm*v(6&^EHJyg>0G$<-3B*Fs!CQ8FK@b}T%tkru z8+s6;3YzzMIB>&qOdA_p3oafvOpwrNxxvhDARU2L0_*c@Ed$}nO71*4u{eMQAxzS9 z5lNHb@$h;a5ikL%v{;A7@WG6rO_BXmNfdxDe7+){a?P=jr9OLHI}BN{Atqq>z=e%A7G*v?It{={~7(CO?(YQ7q8G_E`Ov zAEf%od#^KiCH>&?0t@(1Cya#9>3xOgqX>*@^h}6!P=90F;`1n1mS<>VO2fnT=m;RLTX(c$vu@I#2 zHN>4U!-mNEQXT#{yJoWdL9lkC2X7j)6~D}Z%7+6Rk@%arE8}rz6~hJ-YHFZTG)}J2 z-#0*xYgFAJ57k`9_6o;VwZ0KLIh+Zvkd>Pq3$gb{05UxLWBV`7K6!IAWm0E5l)Hmh zs~PUb_va#&Ul!+_AMt3DxzdmqVVx0YI!^mQ9>=YZK+hI88^Q#Unav{e5k~A!6-DaN03ehRh=BkA0RNNY z+8z-AgipBz0Q@w+Ohp6<&j$b$aKC>8SR?@@_JJ#Yn@|9N4KfH^J3<_QhV!4^xAtxM zeH)l&ZuOn`Q9G@q!utQG$>#j3{Q|$ljJGBTSCyr>MEXyes())${Xb2-LfOgq^03ZI z@mL(mYtMA2Uv~Hdu9#+E0#9Pq%61c};B0A=3n|v8=kK9Q@z6+kk%U7oc#%ZljVufb z*yi8zj!X%np$;?MNCOvL6iv-6eTqVDzAiOA$oq2fSp=+vhz+v!gl<=0zmED_q!Euw z2o{i$%UDTdYH%*Df#p^AP$Tq64`5$tlCi zX4L^yY)S9?BU)wSd6vysLo2c-W$44nSS{;e%08a2Nh&hMwyNHb#bRlL+jlM`XNOBy ze9}0TLD?>Pi+t?MM9oA@bX5!3rY*_rsVZpgPowx%`Bl*!6~A3j{Tz8FLqPty>_FJ~ zH@%9OLtll$lC8GsXVd4BmO0|c8MkC>Wysr>HskQj zkVSW%rPN7V@~bru>Uh9C0C$y8YvLtTxt|ufcyMl?a7FuLa6TOYk_H7-Qc$yC-&)lg z$0?Xi_#)IclyY=~mpRHfo+_($DURp?!6y9^8LZ0uw&M>$_g z3bK{IIWuWK0VNW#On*CYaD*4Y5s5_;$a;Jq zS*yWt+ZWY^JahTTN3=x{4S2_-rfpQKBs?6BJAdJ&iksfZlUe>cD~FdPya}|<^Fr?> zG>j7U&#<--GbO1OMVCc$peqq#tDn?!Je8rR=qL#FFgeWj@ZNxaWhDHyU&Mo?l)J*N zW|y!<>>nwPhGeR0F8lzVL}4BHvl#S&STYkgJIDajMcnZZcETpAM-Fpl#e+BR4?YEi ztQ1$A5)~4I+2Jg7%etrt;yr3K70d4k7A|9r$+_DMQ4$Cv{w<}mBik})HE``*wrm=WC`t)*_j#jTafE>a7_Wf zHz1p*p+S9AKEKpT=y1qve1}Nr!zlQ!g&N=VB+t(yi2yx(xII^VHYNcCfrS`$Yi@~$ zM`DfBdg52m7OhKs%xX6esXES_x=A-G#`UUvoEzf838=ZiTfb?8BKFwjrUbJp@z?F% zyW#yapxq&jD=rDkC$iba;S1{B(8O7t#7-|wEGbLd_7>0nj{cBH`D?Eo2H9$_aok){ z?sk@+Ig}gO*wXuJO!uOXE-`o`crPO$*^{&UzO`N8#w0xd?6&NU9B9LTBW)wc>O0h_ zD)18))y_)^+7nH+gyaBXJXJscpWQd%P&+v!MMHd04IzIwIh=m^PTm9pt5F^x_$3j;Xc-fKVCQi{}HSt!_}(ZQ&-}oaQ;rIj(bMkx_;2gk#MUs~1QQ7P*}deeq}c zY6V8$fCqhM!ch+`M=X8kZNa*8LXaL$ltNvq*wm_9dzcc4#V0%@#EHNE6$%RF3I)%^ ziOPuFC8{3|X#l9Sij)!huJKmupN@XylFF3WEcwxg*py45Sp+Ea3G9xFNi0Y89^DEN) zXQj*TmZA}#yZPjrDB}=mKnM+gP2_#>fsVVHis!sBpsJG%soo(kItsMs-=5m%P(F{w z$@YGD*|CzY*=5PcmGIU1&2J#$`9$0ekSbBs344^L;}HT-gGX)7MjrX2`|X%X-fjlV ze$z0}6g6apCn&J38>o0}*HL7%$;VBmy7<1j@!XHUSb%h7RT-ou4RMz#rKYGc( z7t9C(tH)U1e|!IzFVJVq^;VCpZ+&brtDryh9WGv&0~|{NHxakY1nmF)UnV{p^N}vr zOM{A>L*#dsM33;*Dt!12_RXiv#6sQmb56(r1A`^#AK}B=(Oi7DE=&FjEJijXoawHh z#q@R&9>_ZF5y*^8Or80j!aCE?iupBodzVN*FMbr4>s`zI0D?;lW0^F$kG-u8c0%fP zumTbQ7NsqMr_C5toen(8OQ%;uwq0$R8~O&&dZVBmR@ zl;St27~bnG-fh85e`Esd@R|t|1RHLdfB6}r@jpZ;u7iASt>nD$&%nE3MaMuQ<|z3i z(L`VH>&Q{I+36^e^uDot1YfUr{=1m@jjYAr`Sfsc%-3@=r5J9Fuu-ctJ{?ysXYu|A zN-jEXl&tiO-L(3@$_~>v0!Tg$6gK3}35#u(#B5GAyk#F`;cRGWhiv6A*ni*F-yHS! zql=zjbz5_c!-}TR6yotye}7_Ql-cy+W%<|d>UG&@*L+Bz;WKJ!>okemb>!u9L?N9B z(Y$RX*PKHsP7uW8z11!$)j770S2@6^|1}%FR$&&xKEKmPTmgMlR#|HD^KR-50E-MV zQoVhzJ6ZI3PLz=5aK~&~_)biJHCo@LV7-Smc4G3c#`n)8!l!WCfL(kZIn4wWhtA-K zImQ+#IN+F3^mSx=*^UW~d8Y+%33B)~as_ns?3c?Bn(9X6Ck+vF;Iou+-kmoIR;KHv z6&RMuL*)DfDK@)9tnR{3U^Ml~=MRjd-vthi)hV#arAB*pYIt%`Z#Qr9!yT}&_fO}aD|5&6rnlHzP^!lPz`PtBWVU%IL|6hWG zZvuVXwUg=1OSi=y>%hU5Sh1hTjEAPCa!j_3J!}YY%Z3=*WkUiU5iWJcJDbh+<~L(+ zBM~c8pzO!aJL)x&NONPL3O97cXU#^mM}z5ZhBW4>@H0q(i_Q<6?bG;(BHh&`s1p9@ z4tQqORhIplRZLC@GwEFtE-r!MXX1aEqx7)l=pvim*j#FFm_P}3+m`4-o zNp$o2;>VrU4ieRj6VR{J!QeYseXRd4;OK%UoKsP7q!Hep_QB7>EB~Fqg)#vA(n%WSAletBib#uX znI9qSi^P<8fI9ZoP{&yXXBGT@KD|>dSSo(?^8i7dtdPV(t9Y73T(15*4&*-<2$ji( zyH5&igJ`s=?`WFq3^wX4^#{krr>F%o_R1M{zgOb?>@^RndO!v`Xo3|Oxfm1?T>75q zoblZjD0?1s%lvPy5to#o(8prTzJq-SSL^uAVfGMtct%digH2EReAV+wJ9?!FiLtjR zw;g)W*!IOdTpZ!!znLVWL)r0jt3L;A4s44Caa0H_cqOTftE9G3yKiin+@6M({-9( zfPEUSJ80x?rsuo|V!!%`|EO$P8-45^ig$^VnUkA_(hXNspT6tZPM&7EqB)U!xm{zC zRBFr=2|(SGv3B*($e6t5$jwYJ#*Q{IWM%t*!2?n;@mM7EmJXEuud(&TwsxoRvo zJ5dLo)(k-F@|X+c*;PsFjhz{sw%I;yzfAaQa~6fxAymK#AA6J1yTUGfjT=Bmz=den~BrJH@GaqV7V(S$IeJmpP$zNptCrBVGT z65i?W5lG+qh^KYzJE{f+W!tIkgo(nFYP&k$*8gT5u9d#&v(!Apz3LNuayhV@q1kwt zM3}{)z_>xHv=hoqmNA2Rt?{z!@)Xq&TbzQd>AC8vlYfxy^TC0toXTos>vAy3PUc0U zt-+Ip`|p`3wtK-PcIet|G^!^Dv!mma(H{m6)d^WVAOdY#nf~G>BwCdB2!bsP&BaMj z4?4(BvJ2PgCpPd@G8EgUW4J!iaeJqw!bvUE+O45h*AqkNcVztcS*B=gmg(NDbn4Ipu~dI0us`_fOLa^z|tVRsL%6$ z-}ldVpX)l;IWzaU&&>RObLN~m_sqDt&ohNnVOL}*jL^6>qf&>dfWN~3Nd|h*PVX{L z#s+>79i1Kvl6+HwYBPUzSN$nD&q%Bbeo)@(KECaB-cW0_O3O{a0x^BN1>0uAFWP!? z=_4tO45;+M4YL zJ9c-Pj@A~&MIPkyI9b4m?qW;>htYl;*^2y0HKW@osf`0{bdK}Uz}>-H^~kak`mII& znLbjaO9~Ggel3&cdi~MAU{jL3tqmIQJZ8fP>z~^%Wt|V1xZ>l0^()vLZ%}Zcm&ndJ)r+bK7Mcla?W(W+5vSOf^}T3+tXKmKX1~>3gagtB`2T@?=#g zl-hA(;@|QFusIOfpcI8`4j6M@j`&(Kv29e)$Jot`bA`nzPl~`m5SdToXX5#`w9C4M zQ%B9tyNbg{kqsZ}bhP*#A(~447nu;fBStiv5tDa&BWD$Zi2{CBIER>-HfXDTG#5jv z*TV|$Cv#E_IWaSd3OM7wo3vlMOA--y(1t_Cq{C@i7KI}*=IEIxwmQTpodmD((QD}n<)dJrmkrQ9w_+csu!-AdgYn-$L5nL4^ISCMBkeajvvD2cj?6SB09 zylad&cp@fgX~=$T7C10gPzMa_L-4T(x$KGyF6e*xhduzmg6TB!X;NrW<0J|M=8yX8 zC$HL%+*Zn!l&-oFxDFyo*f!me`|(QU*|~BjZdnMH}ahWKGokOAsR=XN1>UUu zjX;I*`=ZDPyWeET)ox8UDCyn1gP01Qy(n%(FoY@BN?Tl=uj2NtF| zSI?efN%)a?$?bVs5{DjgIy(4QNsUEtMZqWk>C~;z!_$jEtZdE?cOzu6pFJu(>miDWcv^b zsfKit$%@0X!%t7D1sDS2v;hH=<^EC5K*)94{9u`VZ+6{F{QaryX={A)w*O@ra<>)L zE9Ew7Hx^wg*J^gHdc8%L=!j7Y7@Y8aEJ_P1qH1 zh3eRc*L=p+SOEEQHp?=BUSWFe!Xg3_gFQ=rry*LdQPY3$z*_55xugG~>YOj8c2)S+ z;R_10L|~I9Cjaw|@c_Gh8eD`9jdQu*!VG6r_qI!1S`b}LeE2(h>^7)y7X67pE^L?u z9ryOkNYkkDJ>hOHzDi=DtAdr@8-0h(iub8~SrNTwyCb2gJH-wMb-g025!GE6B1hiq z-aY=YqOku1NsAr(G8(UH<|gOIRNo$2C!l8{z{({2)O^!~3<+WOFVnh8JJzFX${OrX z=2wnudw`x2$jc{D>qPJ;&7EJ`E#TnG^;eUpLwzPrLA-fYq=;eTKZuBO;b7a=Ufs{l zO{NXn5tQ04xgfedlMXnUyR~Ef%_58M4+7BxRWj%mgkh z0a23eYmKtg=Ywo3=e$j68dF(Z(z-2#J77ooUwmnjc~f^HH0O4eZbm3j zVyP!sa`O+(ML~2sY{;76&+^vtmLkU#2{CXD zA2GtDeQUnFC6jZccHiJjm99=*3Zfa}I3iurq`!}lbk8TL>WQU8+b*b-&;%(8)S+&y zKnID>@(Z8H)IHq07WOP-yBP8UTS3=ld9x2(0HA)eLm9Ev*nTr!43GtVv}w|6Koxf? za~pKw1~hjl^%qgH4G`V;{@YdbuB39B1(o>$^58ac8D8M*9=MViX=R0^nM|=fzDey#?X%Pj`a9*>E&Jl=8UnGpdVTBj%HJ) z#XrZi^pFgmLyqshvrF}8I!l(wf%7O&LspqCFHfyF3XUI|iy*9*CUs7P@mOkil!$l) zcN5!Wd3lECMcex={}8>W?9+K`WhLUal6p>Mbb;U6Unc`4hyT|#p0+mY!O!l6hllL_ zTL}l*IyLuH+}tppxG>*5?NQXW)WB#eqJ#>KjPRR=F~uFx04X9mVx1rY1zjkJ=kzlj z<#T`V`crR8>Ud+0wKhapmZF0BBB}FEeII?5Y?QP?QbQslr-pveg4MC=&5(W8iUKH* z?aM}(NcR^gDwFMCuXE~Ty0@WqR9bBsD$~G6v)?TVR=hPAq2}B!!t`eBpO)oPThrX~ zbK{w=q@kf*>#~@|8!v_lyCHdkKkq#EZr^`F1Uv%N(&i@9 zVV~pl6hs6WeGp+@xgXJfKLGk(NOzt`I#}z}4;~!RuX)zu?RdXpJ2_78EUIa*+OW1k zJMkH=eYGc2yT}AceWab&2_so&$I=f&Z$h)&FzB|DAX12QgOx7~+mC(w>dG)?|JjRH zg{)}v*PEaX1B*4wLg71I4ym$Ycn!npenS>v@N^GwdWA1BmL$upwRu-?i)KHM{sh*a z+M#IZy%o2v5io9|sg^rp8^g6$A?qV-a-`(u9Q*l>ogx197vq?O3K>z#U-R#!qB|WD zji!H637G&o!j!@n_n~UM}uP;J8|wwsLu)f+;LUhw~DU z=9>&v_<8P>b3a+RwMO7#i1;v0AsJ0Fkdr@pZfjTZ7`aI^Ilq`4U}F2y4|_8kI)GGZ_{mQL$QT?gFR2^Ci! z_`U0txu&sn2ev{tzp+JTido`oZA3++tv5d-AXQq&%}FrSmX&Lu9ES3(_INxmu$xuV zmnHkU{j>K2#b@G86ueHa$3>)82kBQ^tPx4dP1Wl55t>JRP6-22K73gE{34(5N*5sB zvbzl}jdd)MO=uhgM4x}$TK-s>Su1)u6bv(cjU)#6jy8mhk__ntotB+xzfMjXyzj`J zq4q0Z@He;kmaAL#MrFpR3A!B*&VO6g0!ilTT=pRWWTiZKz77OqI-Ab{y<#mD?EOVz z2CWJ_8OH7Q9X%QpM%LUKl@&7`C+=q~F^?k<6ngwjOh3!NrcrS+26Kc@gUMo~$i?6?{1fZNv3&M3aT7F_ot2aV8&fR@^LFDkZ z(4jbsnf@c(Z~DMMrhzkO*T-f=;#vtEK)~cL!x#9<^L~w#w7Y}CvZ6}w9 zd#R^3`8#3yz`D$Q3Y0Sznuu^j3gIWIr(vZ?V>*sr_gt334yL4b>1Wkn&$M1;CfDk{ z9bPB2jbcikWmJ%pFjMxGm!4N?&XvOw?NprZ=$Gg!^<^#Nd)e~kIsR)}3(%B|74c(1$wx-L6~ZM*(fziYIhhg_`||S_e`^_o{!zS-*VSo=e*BgGPeYx zEcL6g+xkD9E}pGkqXLbXL1QC&&t7f8v?BX>7?axT5Nskm%~xQq4iqB)BZS=wszijx z+OpPXogx7i^<~T{xHqZTg7KmT-@MAq@gGb{H`9s6%Jh+mnDog7Rs1SW5 zuQ5Es722>5vFpL@)1BiLYTgbCd&NJERm^y75=uP-eFcigvNULF zu&6gRp%sIIO?Ro{j0EJDUuiI4?eKO+8Wh2MV8g#?kr)oWqW)%6#^u{2;|pJ`^QQ<$JTYA>`wDgx zKAClT7iVR;?Ju#$wKgsn2L@gT4^>vVgzft}$)8s`ZR^%RL4lSOo+#1XyR3u;I6sT8 z(HCi(D;WL#samS?%y}$RWpHm-wonWw?F$_Dr;gM|4}m%n@0Ovfn&QH!w-5IBXDWf1 zHi}Olhn(kbO$j3l8_~+b6pE)O_ji_}X_i2s!j2lACt2H6(R)SYW5l>a-hi-S?BgMq468%fPKU6|}QSO7Y^FHJ4!$#wK+~}GX)u2)~T*@2C{cCMN?>Y@)=PlCmNaFa2fTTT>Jk#c*_}HML!@feB z2AwPHv6Jnw%+KFW4i9APZ)MSOEzM+IurOF*rm$m!F_~hViZg z#zRu)?z6-BZhdd>PbAB&^H1h??+e-I==JC%5%Ck#9#Ml|;?Llx=UeLA%_iya1yz+{ z!q4~*(YM1pG7t##djt9coxV%Ah|U17275%qz+^ze&*o3!_wFmxfAya|;26;S`*I8L z1b8!i74QcT{qzH+K4WiBCt_cjK8P-T#{ptMF`(ra^rvAQ^5O1^(8iC~*DP=l2)sf2 z;rmts0v(yo0EfLmKr68GuKZ^asPtj@3IP5@_1Xx%0P2A8K;RkK`|IoMJMav!3;@1^ z05`9dzQBR4WzZEsWk9E&{2Su8%LCbG>=jWfAl#?&x%P&r7P!-E-XrZadq%VgTz$fO zt6k~s0~mh~`~W{E?_b{yq5W6^QWubKy$`iFz%8Hyp!G}W8(@YF`W5>zdL@)w+W)@z zUiv!wX?W-d(wh!&1oppI-$VOWg9w!ZTApQrQoz(azIw)m=kJ&h2ATp0J~|cshS9!F0@rE~Ka1FA zwtw2QF=?+ii|8s)4+$_@G1NED>FnDryk!879N`4i&~XqS5#8JhTa24iF`bVq$~vnh zWF;MyQt;6H4`|_O1@o%VR4VA$ENWylEtgbtSpN^G3jDeqAq7?UqQ3VM@n4CIziqIx zerGyQjPH>&vEyEfmx=|Of6+MXscoY_zMg*cxlq>CDdNZ4=caD_w{%L{QI9155NPr0 z@c81Z#I^E~->VjM7(nAcscoo1S524b56<@VMCKxB&C=lH&=}i(il%FgI%bI3n)3N; zfIswwhy`TR+`hXCOP+Mw?#y##Rnn~ZpiL)Z0htj+7wY3yedso=-p?;4CV9>3nkrki z6bWT=w41z?x$cjYro$;+$Mg; z0MoNIrYT?^A@HqPmT0bj@uj==BkzeU5|i)WL5^=elz{>wr2u}SdDIJjxKq*QOvObrR`#!rQb|!zciccJ1B~Dvl2lfzhaa&Sxs<;8 z7(+rtbO-3$1MB=xQW`TK1|3Y+La2xRfA($mHACFDFtSC7vU}^(jb8}-sQLJ2Z z-vCdEvUs-8v)N%Wqy}m~hG6W+jvpc<7a3y)*`Z3qd!GUQv0NnwYK9l$sc&8KB_^rB zJ}T=&KCIzKsGM<#WfR|nTR?Rqpp+N4fyEq@=o??)uZpN^z{5iZ0Qe`oUQq4&6z$JZ zSQ+{3Z;i0~K#38V@NuJ9QUAwZ2ajeovHgIP!N<)meMNSS`W6hsjm(|#ne|1Z&a`lS zJE6c#H_XptMPIWzy@zoCp}wvRqqGX9wSC2XG2~vty?p=O-s5Y&7s1QxyKY`5`8PK- z_cv4csFXt#oqIzqeF0=U%AksAhbncllz9YdHpGNS&PuRolQ%}}jKbTjNyO?fEHxv< z9D5*R0h!ghjE7YuM}(=n^#m-tU^b%wXg)s#Uv*yV;9fxd!!33Z0iGCw{0xUWxSNHn z)AOQyRu5ha(QM{v-2cBLc{XZk^cw`zeSP^q7D&wiw_Qk z?>^6G43R;y?pH1C=7BxA&tNEhFVn)oG^i;I0|IBC~$wla?dU_`pAtm zBT71ilVgIlO8m{GqyqRq4}@9eGRj(tB}Vt+=5JnSm!(7H16Y?|rpB-K*=K7q90z+7 zT(!C!Z3vUb&NX_x=E@td1*O!2kp(FqSzaiPf%6o&(``9m5>1`NBno zaBxD!t$;oSw6kp~H8Ym>6rctWk&ep&8MJCIPRw794wZ#{(<>Aqi6P&ony7`G)VRhofamFc+Ua=SH+>VN`Nh)MN@rE+OfT-%Jx0Xd_|49%NUp3gkVv99fky?Hs6bE6;!;|xNc zLeOY^+T1_mgP(RP_45uS`KW6UUgV!HCYEY4jM2+Xp90i)3?<=XP#;nF=*BO(pICW@VG*G1L%K}1_#^0k!~$DrzlB4p*Ob+8&WsFX8kfN?P@ z=7Mm$OOfqk<{Af@RGsJq2-#ud8#;Ml;t((##%`HLIs!?6_oKT&0y~AQ?dR$03-ADW z)3#j7f76>tWIgp9O&@T&=|!>%&?Ad>useVg*U_Qht7a}N<4BOL@(bhFU-xr@+ciK} zKzN^=?^hBOEnFa!^(#LjPQsV^V!^FT(H+XWqnY8-1naY@3LK*zy)q3@RDYG^V9x$L z3k~u*|9m$3&4yJ+JqtR%=~{=8cFsbBdt&-~!7k#7Q~898;MT{&r5CTliW+sI%nz6N zOCwaq6tq8nYENAoTZr;<*75g#we}?=^gE7$SXp;3vKj!H>ejWj^GO$%*#!0mcY&+C z2DeBmNNqi*5=qsNg#1B?Y7m?l$*5!TL&3ilLL^V1n749<&0_=``RZk9>1h$}GO&MJ)UGK}Pw#`R z;wJxcAc^-D5XyI{V*=2gpT+>3XELLphRL*+==*Pg{9glC_NZ5ZbQWQ&tj{bg4@ngE zM>!b}1HsFFZ|Q3{Sbsz%et>908fM%}iJ{(RVZ{7h{c zt9etqIw~>MUZeR5tT6XWn0D_ip*VSkQZK@Zn1TH<u*&$8V|9>G`(_VZHaOO8$MU#jCb)x|+0SBUv}XKt4+ zkQZb4A zLn1kR531O+y0<&G-+lJQFnx1mPDI$ABZ(n^;=_zYES7vFBB3STqb`KW7k>lTNEyZP zHmPfQg498sM@%T(i^rls86SOF(pPsA%%@;uZF*dgzOQl*AfNL1Q_CaN?Ks> zM>Ym1v1aU{DG#9RN`H!cDrC=`JhfoQ_*1tRpK>dE;sbFt3&u}%`Kp#9K5NGWb@b>|sQz@mE?FQTV=jzC%#+5!da0)}I!BrwV7A z`O8^v*CUfH?7Y)SOu}=Sx|8y zV&wgB-xjH>fI{J{IXIR+zg2(_S%IF~$L&Q1QlG|mqI6ee6ONl^Go^eplK^_UqqX#R zB-kh|?pqH_wh=>Alg4JchjxK~i+|+uCYByB(11hQAd5#8r~JziUO;?c;>BE8+qGWMtji{YJF}0 zCf(f+@WnLQOvKb=g*!I+b*>$cWO+8#8jyci<@N4S$n4&&k6h$I(^S=;^_xYjNUKqB z*jnP?OE6g0abQYpF<5_LzQ_Y8DV{gc6b&6t6S8EcSQFGN8h%yO2>ORc!bzE+W|Q|! z><9cYJb!u5+{;_BQKkuv`GPmIqIk@}Amx$Bctxxs8^&}wA~Fw!g4fDk{VJ8@Q&fQM zx+|{E89YsfKvzT&SrArCG@UY?tycguro7%YlyD%8Gc1FoV33rLJ=f|}YHE;^VOdB8 zvJux`6hk3_ClRJ?oywrk5^eC$mpt}Ph;08F`GvOEG^xf1j_$4KgIHgc@(3BvvzDd+ zmg4um7`dUCan$?oz!`fGyG2I6lzH9a@CM=b9C7wG&X^hM8A1gq$hNZlhJM9Q`kPrb z*lQ|56w<~zt-y$f$bWeZ(SvXF07z)E^LV?^na9nTiNDrJn<5~PeLO<2kmL2xV9q6b zC!i}`x9D`^=M;pIhSoXp>x<6R6ik zKc`f8w>8EHTSXh(W-G(baRS{m`fEOSV!ruSu}M{x1-Bd3*84G_gj7-e0}i-^8R4BpLCD8ka;;PuS- zarr>sf3_Z2L}Bl1Q&#HZS3<{4uZR}@IDL>K1(3&~cx`{bfSfB?9nJz7bnG2IY2BD^ z`gX=H7`-~g{hQ%6aIM3ts5`^xqho{ykOY-h;$93AO2rL;u`Re>} zvo{2ifXgGwp<%>YIkYo9b~ugRL3>hsGYELVjQ^)OW#?GVT)UpDN6hsfpK-nwd-QjN zVn_ZM_hJl5g8Pr7U*`^pN@jse1m zk;Ru;j+DItcWvR6ThO}=W|_OMSi8IB$yK!PX=B5L9u*y`Ofw$W*p&H)_=P~Q8EKyM zyGn-P!FN|G-QR4qHlB<^PRW68=xz2=XAESuQn350l_yB9k}_<$10vL86{SBP<((sL zd1_B>%Qg2PRV@kAoYopK5;D-na_H2zXAMT{ure?Zvw|zLDmIiZ=OX?$$AvFCczeNJ z_Q8(fUPhvftkE;SDU|Gj+IHT8YlJSbP`ewtbwcQ0v0^>Yg_y3C`(Q6OnSu&r^nCjh-0^&3XqV8Vj1j?8W!F%GNNLOUy@Ttr7sT zOhO1O;+m%Kt8F#Ge6nHM{BrHxyJR{Q^7Jg=J|kbdho~}r?bXJQw-4ihHt-?VBd%fp z+VdE9JjEC7BDX!c=lean-nVPkpe+ots}>e^^(gVgv`J z8Sf2@8@%CH9~GWmlAxgh)sPms<1{(#h5|u?UkA*fP?B^>zJh&cx{pf@KReR9QYn!x z$m1`-eP@UsArAyBFBEN?`$Ur}_SKIYsP{Oq87 z5=Z`XL$f6CrJ|>0!@JGWf9k%Lo`?S;uRVuyJ6-qKO>?OBwF|p-3zA+`fu1;QsSqQe zjPzLp8`i^E<*n$H(w^tY=U{&q!irM_Tt-c_W!kA3RfnA~QOW)hEu1k0L-ALh;V;!9 zh_~-KvR5%({v`uTzizQwsxumtb(@gOQt8A?jb2BR&o<$jaCja>U<7eAT7N;Jj}B^Q z3nJpv-JynaA&lpFW%;;kTlmhd&S$AbiY;AloJzHIpk5=B2gzEli%m#KHjNqv{lJ3H zlQdR08y69?-$thK4mlF3VrBn;EWHCZyKBcQlB;pCDL1 zBNr&6;cor&13EZ3Z8MoxI=ZMRfZhRJW*8-artWR~7LRA1NAkOhZwHO=(Q512`(lzXUDkj6kkwX(p1#vC)nHOPg}4?@!2b&Fzw0WC9d59}?tY zXRnFd(?>;}GU~!i^&v5F2(mZJTNjwydI_d9PA+5qkd5_tibu^#pUEu!gVcHzdV2b( z09v_0YQ;|Es#ulQieRSWpTO7BS4~8`eED+H4W7L74+%#|>lLYvY+}Q|2tloV6-EmZ4m>gL zTW4<28QR@*wZ%JmEpSGrFdo}8tr-#FPwpiWUUTlRXrYrpAqTtkYzqedNNfQ8b;(BL zWpuYZS=l{gT~_E$hC6yg>hKLC5+e!4{>Zrq+oUaNfwDq*AIBo!uPVn#qHMvq<|-|K zRFr_0RNne(i_Gt_Tpj3pT|}|kQ%S=7zQWodhP7O^jPu(#TzYR*qp!jPRfpkTNeC{* zh%%r~6(kp;!QW{v)LOrJ`=@hdl}^oRoVOy$iver7G_>YS8nwKc8)@~IwMJ8qicAz6 zwjW+f5it9xWPoLH@qI?Cr}#A`oHPc`$z2x&{qt2lrt65K6|`L~_B03b75yeXq^Jw) z6BDgFn`hgmmN+VlLy*-Al*7lx71PTxtmf$0EYv#psnr8K@$Us(k|4y5xv1&nXq(Y~ z-NwPLL$^X8LH8Uz2ETf6J)zpi(k=(MfT6m(oI#27gO}>ch95bdzN05t#*}${U4aaK zKauODa4sxr!pN*T-bTYdIW^;9b-vqtn+X_U3~o^CghuNAz#(}rug6BH@42{qA3Ay- zUKaQYGfmYNFc%uiEm>2it@_AcgrCOZtdPMVcq7N-euTT))>s;GSP(+&OyzQ&SMQ^* zZb_*Vsd72y?&`U3emTYuMyswXd3&1tvoAst+hh8|JZRqh?UISx(4GYRYV7-LSLaoD z{J{9|=<5w7TjA@Xq$%;Hun%2FkSsY{^W5c{SSo;H|`2%gg*SL*5Ricncm!+y-R zaxuy0)<*D*B^LQ?JREb2NVshGqK8O#GxL_~Jz!&5RtvCmG9SkCJx?a{o9Ul)zph2n z0}QBnQD-nqtm>u^{&KPCbV-)TY911mT@B_LtkH!pfll_ggPEfZ=4I!?k%50X01p`q z4q+=Sv)1xNy$26%8|Y4AyT2$+z#00due5KR`$J*}_I$0j7@=R1EG_f`?mFq&HQCnT zZh>6B#Yu+FVo2ah#FoOIpTHo*t9`!B~EY1m6;OPV1kAlm~j&-lb$LIDUs8&MYbcN zOT7paygm@2G76+&upV|`N2ex%;c^La*KrfMBxyoq3-r$phoUu8514f8h(chl`djVG z)e%}Qa!o;s*Xg5<=Dc1+2K5BhS`*jhGdGNdd(uPAypmfJFeql4?wV3N;7k3^>HImK zRPrvj>{Vy(;HBys^qG+o$$h9sG5Q&Ea4O3<8vZ{PONVw61y-{mWZN-jYeI&Vy>)+a ztRs$OdX8ig^4uVot2eXNK(pD%JN(;zf<*2O1hl`gw1pq9zUYCFEyc$KtW%H?7#KfS z6}^Ct4WL8$b2;sMRB`KsyF6>Q?;h`8xF626SrRpq0DAm)u@_SjgaityGifVCkH5Fz z4yVy6fdQlA+9;&pMap$bU+@vcP_{)|?<6a4GNRxPQuC^ak#Jfb4)Gu%Fy`I~S?N*f zjooH$(^^2J?cj&VF`*Fv7#~U%`lDt!{FmD;@@r(kR#|xudmXXl?`N*Z-9o%>(TCmZ z3oA_*wb#Pt(FR_p3H(#J3I82P#wUMs7k^sLQ=R%MkK35$No$Z>Xku|aHywZ>=)hla zZ?oWKyLqTW*Jq7E6Vhc%D2$U!65#7UKS445rgO`4lE9&l5dKo!k)2HvAIJvp`=h_9 zV2WUC*9^t#K*P;MiTx6JUNV1!#qL5_K8Hc@%j?JD=(HzOP}7G>L)9TiRbz!MN?FO} zE#(>OYehN6eh+)JNuOipF$_8D6ufk-;#W>k@%r!0Y+3%{z*s&5#ZP2^w1QxclCPCB zpGUNKJDZfsLIn_rK_^f3Gpl}0zAibkh^^4vKhL#z!G5ue9oWtkJcg3P2z8n>1yWj{ ztR406GZIO{Ew(z-O%8rTJSChNEw+NYa%!%i0=_Gr2`)==7e*GqG`*xwE}J80Pv80& zpt9jOCSeKM42(^!p=W{2#lmT%^gadL?;OMdPw?bKthnBdXmnGYPp zfhZ`l7+#E57E`^iLbD@-%kD*ez4r0W(bo6weeMmOFpg3`^H6bI|6l>HoDr;;2?UtR zzmw~4b9(w<@j>Z;E7tfL;|n}cG!qVnf+4U-`48wpuE&J+4}vX5F?mkk4%6YenXJ9e z&-&j5VVhw-0cREk5#4X*IS7*`GFIwFWyuYn^U1%A36!y&?Y7B(LzkDkg&7$J!LBH3 zlL0t?5ODpJHE={~t_0y#LmnZ^awSM1G$ZU<@jIJoeal_`5R5S~-+4n~IYv?BN3(j9Sg4?aAd>+YIjEDz|qtUW(%pi)F*LjLwMl;kVc^?8RevnZsvGy@q#n5xL zQFgb(6!=QutWI?C7`m=!ei;TyfhE03!r7jY%t0;W&xg;Z4wN+Ued(gk)lD!P8GRFD zBy`kA&%rvNSmlvTx_#K0|4xT&yqKdphTfGM(@LgWacA|xB@nLkN33_bBl}pYswUC? zikBlAw>JJ*E(_Hx741zjFx5wASVC%o@0IIBTL=FrhB~voR0jr%ejX38?Q@wgmNwG= zeC`{9+PpL*fROt3o3X`a&glI`(j z?nMsU+g|o?+N0Ou#E^t1@A6I;h|kjqtdY62(QkQ0`O=x8DKqq2RJ3tfv38#6zF}oX z3|2z;;?)wB;33$Q>8WXEF^IZb`Wdkbcgg1!nYJRXZf>u#N(V2()KchBPA4{C^p#?cc=h>jRV4!E(2#Ey;ZPYPlX)D`64{*w z==HI*pGed(-5mc$3k1!@^U^r;@>tTMcsVsd_4oj+WWq{|5?2!Kp`r`2ZCggmAjo!| z52u4kheg;vJRz%wnNpr!yZh17jOTi;La>&>&SVkAYFmDp#P+b|* zS5+%SD3>Z$Fq`@btpyoQKT6oNzN|{rSkyDU-&ZEdy=(JUs0db~0EE62eNN!CXGi%# zIb2p8D7Wg>JO~dAf1h0{sxi2nPj>nC;=%nywU*-`z%^JRGgkl zyvTA*u;}Pskg2h`ye(g-aU6%hm?c6xs+Dh-EN?727lor|j3oQlh?Z5e zdYD7+Vojq>kcssoUq7wmN~QOd+(Z6>f>*@JDip#ka^U~9bbzviVQAaut;fF~MWTa2 zY16>32cb$Zd%d-f^a#QDfvP`_lYnGUzaanQ-*MF74oe^fvaF{E%zhivNprKK$7shtjxsX#|Y z55Wx`=AzNb{vgd?313BIDt`qWa&~ZNN`;(h;(u^?p!YE*PU-2}g&LLD({h`2U)Rkv z&;5jOlJ!^lH0uoT8R?0=7@<6-C3Kkw2fRGUzr$NdOzlWVu2nhPupkO{ zfcuZ-X)WvexiRD*5dn!AWM+fEF~XFL!3y$*WYvDGJc%a3T%2XdSwgm^)C=PF z(`o~WDX`Gv5Y7G47K9oWdeyM-5+!fhxXEN@#K%pQH2(c9QiTz@j5Lr;HZi{Ew;gG8 zY5lb=5(@yHz~G4l5geX(#v?Z8@)QzKo~%2#=wqZ@m@*onuU&aslNBj_#7CE)Dr9N+ z`D&M~$XiJ+#)@KsF=b1q>=Wb%ZYg~xTpAn1bMO>?6B?Y^qNQ0xhXb#3NWb8v;E*;M zHYSJ=%pa8MH=Dh&lv1WEo9zH^t29RVuQmfV3bDpZc4o=d;lOpKjTd}L&ITd-$}vV% zt=v~3_k6;LjBS;Yq{mf9A1m@BQDSJl3y+93;4x&Q__klWu|@Tm2}9=S_QdWcJvD>5 zoOjeUrJ;o@hAX}R|MRBU$m~g?`}lfBL9NB_KL{lH$>~jJ`x&@*hlEEI`1$6vbcyXm z!6BVFwdTa^UPxckwl@eR&^I^a%ytex&2CBSX4HrEUmV{K$vd z1&NzkkKIuRDvdq0E93zH3jqjX(PQTyiio^=!Iij6?|c92Z)8}+KfmUR+48BdefO%+ zM_48U0w7EoVj7TXDUYGFl&bI<)rc~{V9nQsvj14Bm(0fQJNV(8v^w?@bO>zxP4s4> zFb21H8{mdX#MxwwN{K}lz7J(S-#5kU^W9D#!aZ5SpwUUURemrSr4u1KC09R z>52hMwo(S@;~VEVNwJST{ti=;5eQ|`d**GwcDgm3PH*AYAM?vkisx;)cKhD zQNs9BF-(zY{E|rp$HgVMEP4Kd2hcbqpJ-AKB%^Grf~BZRC&Rj2aG}Q{lqq9=c4f=d zB&L#1ZUOW!x0ofdGh^?w=LBj-VZ0#BFr{F6M6FnwFxa#TN^C9#zt-<85owrJ%9LNR zF#1?`g3=4awx%OP7@i`~b>ON{t+@8)d2x92!RB}s21n;Lrx{vqJ={e?`k2YXMt|M; zjppAN8vYfyqTX9c4wHUzTxK3h57hoJ-YWiV`uVC{Na5)6VNKu6+Cg`JCgr41*s1IY3f!6~N}>SP;}9Mt;It z2a5?}g32kPsT-6sYA@oqsbWebOhrJMh_|)-5z~{9|8f5Hnz7$WU#9C&RKp+GLr`ssG|aghM@Pkj}7zt0iPs%M!Um5K{r z=t1hRhex<#ix()^OOTRHdUV>nC|RiM5#s!itg!12Sbn=Mcl4g9`BBW#%tT@UA!IjJ zUd3Q6W=(lCZL2~2z3H8r8B<{5W56pkI|r@T&jSN@-IZ+#8?O+62X6(0&>vZK7Cy=m zutg#hPP*m_FNqaV>QAZnKeGJ)xmfK1g+}3Ss(70{l(W^P!;>k`kR9i*!kab>9cm?k zkw$2}uD;=4b&Y)Z3kzt$e7BYvF|KUNasRyKpyM^c)GHnD^9n*?HEdjon4Z98Cw3Y- zO3#J-FKFnfisHL>U5h?a%B2!KTQRD{;jZKr1=cVinJ0huS1&{O+mG~Q>LIU7ZMY^a zew9G?G5}y+WuFWunSNT96j%?C39}2OVmfGM-|m+_hII5_4P-y6uIsc}s)s_ReawXZ zv}0)yF~0kJ$cNO=Y5SF~J?aQPkkA~2s__P^3V@@qZ~k@!hQDd=$e|Va86rb5^ujEI zu4rKw`FYSCl4{&r6pc={t&O@ZZsy!5)(4tkN4fP`m(j^s4KD6ANbp4mDEG8)ytyH@ z{LX8^iJi*4lOZabo1O`G8|TVV^4c#>=eLRg@C$Gg-c%fb2!njf(g?$v_N)4*Lo14; zX!5_}i%#pRPo60Tl;!_?rS^d_%B=o3X;i%0ZOJO(DGdL=%dV+IobZFlK4RPSgDvUN zkM)L&5`s?1mVR(23K35Rzj9YWaMeKn^d;i1jSa9j1AdnSeHZXfq#0I~Ro8!kqgB&- z0Yc@hq=~;{bV?jv(&B-!o=U+AokyAi{vF3W_LRD(lGtrj!af=7LEwnW5L9Bl-A=hC z%{guzoY%DG<{=LITd`%; zr`k;f(~bz+EjMUmB$MWex->^tJ4X{S+s^wimvRLjOEdr_$xlLO4O#h3ELkDRzqKG; z0f^^ie-|(qD~;LMk3RV8zNiS56H!VqndRs_+&~4HQjj~@$&f$bbPTb{$BLRD1wwKX zgO55}IZ6nGTN_V;qzPFD>n}xP?+$nnCgIsPsZ1;Lz5>7oSwGWsHme|e=cR2bp^1G; z;54SvR1nGbTW_UOmP03d07N0W@*VY0n{p>ZQnwh738mfN1iOu_R*&u}KE_N>H5y@3 zTVsO{(j=0#IA@dr93f-lA~G)Gb5Dvoni&@}EWt;^$(}3biaK5aD!2!p+;m6{iZ4q7 zuH}h&JmNBx7e|gSq!VPMpeD}0ybPYWXJx+wekMti&%?XO$uSmsX**?V>QtX`CAB?Y#M)*KMp86-62&R(ysjC zSrj&{qSFt45%21!IIC*M`S&?JA#CyP_zB12>7JOv3kAqC7SJJP>n5uM9bT*Q$q2GG z=-+(7m7p?PxB_(+Ntc(!B^QIJ7}n`u-}}W!|13MH+t{qkt=gO2g~K>|bZIIbKG_q2 zvG6^7H|`S1x8m-fnTNewm;0)HEgWpF)fgVHqmD>3kid>&6?EK))|+GPBmr@og)rHj zBFtgmG^$*Wl?U@BlBuD4c%}wd?49Fnq7ffSOv8B7-JOz&~V z(=|L_Nl6d#gOK^rfxiNd^uWiYcfJ&i|aNh@t#Jd zgCej2-1LI)a1Y(C+J2&Pa}1i2J@ppo`x7<1&PL-LlV092k&&@y-f3AJ-swTs5>l%XIDK=Eg5&3@x-wW2wC2#atd;v}dcI zqABjsfSv0`RFF9*cU#Xzh%zyV4Sit}hUJ`mB+Xr=y>W`OEL=2=3Xx=EZWi@>DzlZE zriT3Lofg~0`LL**JB2uzb@wpDKWe*%4!lVjK@Jx^^KNLE-K0uv)@bSRwvR*MVQ?GG z*M-@zuwIDAC^RU*ee&rZPR%M=Ye3J?a^|;*v8OV&3gU47#zDZ4Nd|NU#_?xxBG^rc0dahXpWpY z?ldd6M7G1?6lC3IRHoK%tdtd37$mm;H10z0oYJKEsJJ&N%#JJwZ~d`0T*`$FyPHCJ z(ohG9*iWhYoE<}9uMQugEzs(Lr97L8^#jiai|i+Y5rAmDc=NnH1hfUrmce7}HUOW6 zhm@AP1km=&e>=bX+?2(|aTZSWbaA`&yuv|d#FO&KguZip4(~blD3>rbsF74bl*O@w z1A%}C*4f0p8oiGn8(e!H0P!;W-&^Yv zQ9#*uTK6Ew*0QTmFt#1Tg3Eu}6WlfrIp>&na$~njvo%38kulQITT!KU&jAX%=SvWu zwK_HZ6d3OZ#0;pG8|MhRo1K2mnl77kRHH}YOQ_FI5(s!+DKCoM zok5w5EMn^Iw=LQ9>b>HN)J%Yu^*Q^fDk-GfKehYhsI^8hh*iqz?-}Aoak}t*xAaQzCxH=I6z|G7V-?DdyX?!#>do91o$^9d4W)_IO?5F0wN4xVcd24cJM9?dpJWt1> zP=n!2N!4K@0s53%h7FT4ryE$TD*dw`jifFgO-YXO_S>MuW?(gLm_vVc#K=@h{B=0J zyc28audgh@KN6xx+Uzf4l9W|q^INX9%PnFMeW7*5o;&1=eTXng5Yq&a724}nTKAR< z%k!`qWD`+BS5XI)y4MZ;!r$9-Hd6g?4~UGQ>!$#ejfA9b{$ zM`lbn{X>q08JAwKi^U$)8Es1z62S{Wm295v0}ldW+G@KGZl~Sf9hyDbx*&U7!dB(u ziJ`+aXuLMqTj~9A%8#v3iT=G;#H?YR#f13@3@GW)o4l4@exsQvnuR)u63|#^C1>}? zC_ZeEBxB59qc@4~-SsmR7l<31g)Tcm#AA7pAd#zAYL(*;eMCWxLxB6B>l9FuS<5?} z$F!@JDMaUTx^9EDw(fvJ+k>O{#4UQ#U4k;8wwrT0pS+_ZzkGP9Cv)D~8;ETMmc>mll` z@gc{*y-X|1L$wahxejqvvbDD6x4tSi)uxi{yuQ|ybl>6-x|OsKw`E+NL;l@@?4er2 z7B}4Nl&-P%?9Km8gnVWfOfvE^#DfBVe;R5x)Z6V@V>rXilK;em5fe4RQxrZR0!Ias zz#bY;{SiH#_XqPgzP}B2y@kFPv3qgFlY;mpe&H9~=I;9%5*ERb73x?velp@^cZsM# zn=)Bf%ouMgn+~^Wm0pS+O*;y1Rc~)c9_dr;9CAnUky<0Tb?zDdhXH zxN8o>05{Pkt1zEch*!lqQqTh3XTi>VBC<>U979;&KB61T+8`;D&wK&cX-R^$k&DJe>m`O^WI)+bCQvkqJ}+r`@nUX z(Q1?7FZ4?MyXoyF@(J^JUF2GyaSzt35qS#ir@>8bg(KJH-R+kfgU&9qo~qjp#K(g+kO zs2ZZx&%b^Mcn7i=s`e&5>$)h0*JZFOr)C`Lhpn*^9v{cK8i_%pU=?F~M=yC`>Ea`j z@u({$^g`KJdW(!W(3;0g-I@X>y=2Iao-szHnl%`Lw#)PSqn`BxOEzdGf`?FHivIS% zZ?Q#gCEncvfb`qf;0gIixcF8V3l%Q2d>~6G4jH01RBFXfG<;D#PR7)j*&w`yI_rFVN1)$e6nP!S)MVscN&Cg5_K5fc^@V0d8fUjUt8G-!zm!@px z;ha?JDCb;_*;ursa1VZP-$cgL!Y4wZkINQ>lcjvOSzL%AEtlf{@h928bp6Z=pMGeUP zKuxXa;h@Zgxg{LiZ(%zwq^!TNqE0V~t?*2cCigAXjnL|Rt&XtziFh?D4hDjyD&pu4 z6Uvn30bbB;PUvT$bhZ5$T+PQ+B5~1 zZ)`6id;q_2kwQZRY(t$y$oG%v7_mfC988DOB7q(8GDBNJV1YvXVBNRfJ2=KV-RuZG zU?&bAnZ=z#Hh*@~0PypW4L}}y3Sq?d1yCQ;?3yg+5&^ZLjsb-Qgx@-tN^NZ0Y~N0n z8)Lcp6sI6QM|ca0u_r43sMPwjC^|c*{V|-dRHLhH7gm&k53i$<X*6|=^- zIMW1H!62&izVLcLO%CYzOcEaO%WA6XQ|Xh59&(9ZJ@D6pI&h9mupew2nM6ny_Z={Q z#XXeU(A9x|rZogfkO8^{#oAm>!ue{ZX;8}g6l#>A}* zcLuNjK#pHdS?f6zEFx7g4$ot39h$}br~#D16{h+5Cg?O%WBMS#=xf7qOzrfk z(_?y_uu*3)v`@o!?(*-t|0Slw`gnlf4#&IU`(=nhiqiz?-}Knm4T>h0-vB2&FzFUY zbE!{c<3da^d2cFqY69q-E(|au7mPa_nl zzy{x+nZb85!YIh-qu1B7VyB>w4p|J3+5x+1aU|-4cVqbe_&UgI`RrFV%*^Xa9n^h7 zEGk1<-Wz=9goQAI-o{dbA1r)LhgRTd-0LT%e{le#T%x~EWz-u%bn>81)|H{G{!At) zZ~K}bkX_IR#gf|ftfu<+jh#RnTHVttLJnBZW}I2-Y#LJ@)_JNznhzU0nXR02>@!jh znj8&m-q^yYI7AFFZgD?pxcmy*xHyY?D!%}S=R4uuY6W8pF{CyisKL}K9JkluO7poN zz8~H&li%7%#_m?cBJZl56(kq{9S9X(5d0bWAPaZqB~{1H4g+p^dYWdvp;*~VM`a47 z6FNp$S*EPq_%*n=98HQlxqszqA10d(z%MOU>l*tNKN@w-v}{J0R5b)|NQ7`u^uth@ ziF(iim*QI$y3 z@Ed5<-oMRe#Twe@5jesi)F;grXnQq4n08*)O274a#iwn!K6Ik4^gj6gd;6mNIycQq z$PT$6_S*ktX8M6XUF@2Ly(qL6wchHziT5BCx)|u?Y}U0_4Kdf4=4TrqymQ8!Vt-Wn INeYAf9|5`+{{R30 literal 0 HcmV?d00001 diff --git a/translated_images/km/braille-symbols.0159185ab69d5339.webp b/translated_images/km/braille-symbols.0159185ab69d5339.webp new file mode 100644 index 0000000000000000000000000000000000000000..4fc391e3a3ddf33b45b384871bd5f4bf41bbcbb7 GIT binary patch literal 43594 zcmbrlW0WOL)V5i6m)&LCwr#V^w!6!=?W!)@wr$(CU3I4VdEal=nt!uqew}k7GBfsy zh`jf;@64klDJCXV1_Y!oDx{#Mz(K(F{T)#hGz*w2266y|j}bFOIFB&AV*nA@UsJp5 zR5rs@b*U$3xo`SDTOfydCFv|i0lyF6_vLd}F~WYgRk}SB0{{TtC0qedx+NX-uD46O z6X3V}0?#TBhY#zz8RqeGk#7;851{-izOfU)ZvIexD!7dq0F?Qd0VqGK-w^Q_Nx#cKeTVe~;Cdtf@&izR71to_c8>x&0YRUm zp8&w@OWbGi$MIctH{cTx1kmGO14IH!?|?t7UhTHFuK@tP(VY8V6F#eeq0a{|U;y&h z=-2c8{TIT#+l$>Z{ubc(_i%u(tglg@E&%I$`}_A4JV?L#JOCc`>T}+^|8)ZSd_E0+ z0RsRFpa4Lq^ReJPZ&9;bP2A3-8XtC<|H4P#}K*fWL?bNKaRLO=A|VRFQq$LmGQ7&AKSK za)o)>Y=Vvm1?26lWgWNG1u+$4S?wwD)N>$2psTI9p*D|X&?F96Ux8{aopILzAsvcP z|KPtt5MOf%s$&IU&&xfeoOOOY4_RS7H`M;?f+mH9ruq{;64=w#R>dCYA4pGKLYRpG z!pYGFUk8HK>wuVw-gU%Y1&^Q$-FNUf8_y2R4U5eUF&$wOZO*n{VLIUhEP*wG5>%|6 z`^wLxT_-hyp5;V%I)lPQ*EfuOZS>}pF0twg35zwoLkY?WV&8C{Dsh!YJCf5K^$?nH zw%8WuGJ2;S-7K{B#iZNxIV4J;M#6!?OkS1Bj*}JC_D16)JE`jEiqzKT3?cJ97Mh-D z%xP;$=q6vni@arfl&$WqVSXZ-^8%|z6Ef5dCfu#H@wbB zF{L-wVr=jWFfpcq1jf7;Tp&>i=Og(I7~T)@iHZGsQPW9uj};W?B`=uC!1(%USt#6)_)>; z$-Oj>b48gCSI29}B8y9$;qenfeLr%3K9T;LM_Tj?JP&uPW1T**c^2dmuVlpjx_3YL zvDde#3N#I+v+qM_W|J~xOnSDnMU6UZCO=RbquzF3RQ6|D4@;N`FOay zKJ^XaB+xCq4T5h92#$m2t6N3U80MPHcqEo{8;!S zIMk08hSsCmV2rKuJz3dsHa)k#+!VLe^)!vrZbWFj?!yD#B*MGL+P2qc&*S9)E1{iH1`Bo zPy$xN=X<~si)7=uVN4PBJc5mJX3VVttyK%`UKuX&+zi51dxe#58cLq^>U|29`HQdq14!+jjF|iZSxTZ2JN|GRrIdTkzhOF05h2gd z0;@*QS5o?fV3Ko5v|O3A+aXQ@wS+zW^R_d-t3mmK16&NQ-UM{wXS7`3rWe`?EDYZ( zT7G(%gm*h1S#C-`A8nJ$Mfc3(Q)m!Fa`jBMTY(8Uv?#wuqAlrVr`G3l@n|k5djhU3fw)1_iRjJPE1CFULT_RtH|JMN!0Z ze14gq3;VMr9-OwurWsyP6$cg(ZUhG3zyjzb8!j*9enYR5TdAImwn-pWCyfp*4|}>H zqb!zRPDrpRnxYn8gC=l0M`9q9`5-My?P1hj4!h`%0Qs9$MNs$^?;R| z6rglEVW8z;Q}2Ss57l)aDV552Xu@rgb3aG~tiuo85zPt8ohD^mAX;{OHIiWIcd;hO ze3daT7x3)7_UDIPsf()2w}hm3#DjO~Ie}F<2sHf}ccw*eC^p%Y6lY)gu@;g|_L*S( z;b*Zf=P4yZd@dQk9P+lu(SMNpU!H5U~16|1F|^eg2Z#^!PE2?hb`@s&^h zqOV2s#t3^5i;YiTx)A9tIM$pO<>Ccc!9iEP|Y@wdo~!4cLE&=Z9Y9`r>0Be(A}4=c4A~&OBcR z0ILV%u3hR~z)8zZODNmp{0zy>Rcy8ui;>qJUhA5>gy(|#rU#fJpdwgKBPKok-T$~5 z2h^d56#s3+kmZ=)73{kcSf(frbkjyJeZ=b7$Hn{$c?o@L~fa?>6IR?Y}m)pIjiZ zwA`>iALmKiHeqdIPG?a4ELJqOtI}wfPPDCkMU>lXm4y)5=#CumpNmP}JLL{HASC)A0Z2!Eyeo7Zm=@{5Q?E zf>BJD!(>h03$ZHuBO8`9(+=hz7}yhoaV2rT+$h%lTbjzV&rkVw-T$SJ0ECvizf5Y0 zvoWxtUgI%z_NsRO?F3TsmtvOLeQoUT3m^hR;5!@&8UGJiytgLH!hT=olEzAW9rZba z;@{#m6pQxk!iJK@?<3Dl!G;F5x{W6MT=*Y!>5Se(Y{dEj^l-40Czcim6+)!-4>MBe z{QHgvn}%6_+AJ}fe&=D3;Y5a3UgzEwv^ETVl$zRs_LZ;9^Y{q40XD;RqlfPt@6?;d z>%2)zE}&TVzb!7J-$Jd24H~d4WdD6GIJIi}XGMv4@J66~box`ta6_VG_i?0cQ0b2Q zX_D{@i~yBNLJfz;)IWw9{9nod8~-O&*9JqMmO<@0F*a@MGC4mV;LUF1FPn*&cwxyz zb_h6-56p_IL1-YC(?{`kb@IYsvduuWD)#(TCDWJTJ8MMVl3pkKdhBiW3QGWBgB(`# zIV~dvFoWgU%6M48grmpar2VS)u%lEPW>V(Hpwg`4TIGuwVxu$Z5VPc zS++rqAI9xAKfZHAzR{6&m z?n#+|{--%Xo?$HNNX(u{=o|4_&xdRmLEJY3sHU+z+7ecLGB4PY>|w*bWFZ> zlyR0LXb!yoK-Ze_d2PBx5VEx-j`A#=d^}1ercNK$@*(iUMClGKVcFVgn|_8V5ag5A zpRDA(Lv0!cvVX|Zpd?KwpE#0hGEt8xiNzlGc@Epqs~UBkh$GAI5)1a4oks2R61xZi zBige@uYfZ53t#5Vf-TJe(3m7U*%ZdDM7iF9h`w3YBOwX?5`T4i%ig*!WCA!GUd0uU zA4*!tV{D(E-IQ2Kfsg3G_%)lCqWvM#E+lkB!RVGJ8ikRh#pI{2aUGE@$e?o#NyH&Ej_CE&q(Zyg1n0GL08mZ-Z%zMZKa|X~`>o-i z0<`y4+i;hoVHRotTm|4X@Pav>u`QYcXAO%he*S6gw*r%v@9o(Ld|&9<>?%sJW5=&81jnq?YwOl7pC@-ARH+(0L$qwy!6FMtRJ(-su3M$w3J64Jj7T zi?wN17qj}&vtoM1jYSc}^k)|GhVZ7ogeBw0IGP9%RS+bqom$?Mw89928{&hkS--!| zec#XN6a#)bm6S{9qkx30&ZE!%Q(!(47?gPz+EC#{dk znt?6$b9~nqQO<#^qei?6b7;Nzn5o0wHdD}4JrmEi-jY=T6;Soy^A(IxPdbjalO2Zh zz7gCx5}LZ!1$jgRk_@ao4|EynhUVqscBvaVNT*OD^rj3g)bsv`ySEAfQa{r#>g|c&7DpY;%Dsb{9r7 zZB~44r(z<4L)bGHBB3BYc%A{PiOUq~#&MtJ&|Ykj9w6|I>fL z^gHe6hc1yH@hw~dQU9w{%NZN{{bS}d|HwJW>@-h!m2ruFd@Fx;^Cy;?qgr6nZd3=AOU%8+pXnpvHhHX@1wt-?13f z*wSTmuCHk6vessPT_Wt{12o}89(0{&Oz#EKg$V=Y+yyfxAy9*b zk$6M`*wewTO`K?DPa*7BpbMBV!%o^xb0?4dSiZY?F?3n5I%ddXJ9)siV*lst(Cmn+ zbhv@<)b#&3DgXZ>f}@Ks{|gXpjzm4#4O8SK`C8=9i{}8-`49DD(AaA$_&^DLzl}a>VNEq@@7xJ6@)&LY-AgWgSKo5*GJ}KH zh7vS-UhwO^yjXx*`s@EV82^+ZN7$0unN}WjS*8rXM+sbg*67XlyM>ckQc6pKY>f?U}_!7<*`vq-SGzuQ6G8P*hNh&Uq_KtE9(nmAw33B8rvS?;PL&t@F z6i2eXFyLol@Poe6Q^Hi(w+uJf02lM$>#NF3g+NxhBaWcp8oEq`%2NlkBrl|Hs5B}zc`=~N5HLdTWY3wh5qH8LaxUD@{TCY2?*_~^2V7Rf(RB;KHZe{sU8Ff>Ax{}q(3lhSHd@Cwv! zz`gCf4=REOh&XuNgsE^@?Ck4KJ@{<$EL1ykx0*DRwr;42}hHTdfolDp28k9 zJ~YT9!k(+Ak8&x0L5iIJ<6@~pER$H{MXEm(|6&i^YubD`JDOTQ`z@l;^8T|Lq&7t( zD%u3G9n2gshs|P_>q%@El=siD`h(=@-%5SB2e!7%*3awohpy6fKjCqL8=T|$p5VpD z?=s{Y$)f}s158Mx7Xvu9p-q|h){So#qN=`cL#qHFy&nvdYA!t(M1{Wqo>F=DaT*N^ zieT>MO!>}#jl6#wpI!blMyrswEzdRTTyGoCc2+I=CmRsUi`uI1leX`_F{B{tY}=6_ zH_4+1tq1J&xNN{;gp!yI>U$icG%*6#%qI|?EVUEPN^Xm9o7KWKP3mgnxLn%Y-cNOC zJ|gN>rNNoO-u=WY%dc<9>G?Hbh+soEtbe$^vFOsG^Mx?WU_7J=35}a{zy>i%W6w0w=uKjL&XYQ8AD}_ZL5wFiY?Q~$NMY`Z`dKP zdx(O4%Q+r2revCw`EbwxPmQZ?S5X^l$$wQ`!=Lw}rn}K`k8ej=8hh5ks~h{7x#6O( z?A!vI2^%=2p1b+ca(u1w8z4fZS?5lb&oN%wM!R-5e-U$GSJFY9m{}OHYcA0JkL&%L z8^{%zzAfDUUm=)m<`hp4a|VhMs7At*Z0vs)$lD<|CgVfvx5NA@TivI;t>0u%PP%Q5 zvdt$z{=vdLWmQ!3pZ)z`LHdsk3gw63zMYB3MYVLro7-MqINO0B<`=rx!DFvn3K-FK z+^Zlj>7SXU5lT_R|8MJb)`|b86);Xn8npui^wl=+72qXZwom+4{4Tkn48@s>+eN@- z)mg^c#s-yi1hVyKu93VVX#GIk_0EnWjvTRfI3vQWWB-tO`7%(*+N(cXQ@rkZLo{Uj z&agFpyxyE{n}|CONy+s^?}rP!*s-kK*X!iasr;5%Qh&~m?)99j_}1Y26Y09}K+!Iq zaj zt5{v)u6P&L#ybO^^@jCk%?fWP?8NZ20VwO=DHtQ1s-#}gTS>xJd%?^SO&b-5-w-JfD}D*j0)aD%;{^b7<41@rZ^jbRsu52fAP zXfXb+QhJhmWqu(*6qG}_?#Q=F=3XAQV`ksM+#UcHOb!dsgqX)KOh_$HYo@iD79`d~ zwo_KBM5t2Q%-lB_5$*K6KH9YyHKp9|%A!`@i@Cw(!S9vUsHC$D@yS}p*Rg=7 zw}dwI8WiD1O}UtSE&du9bewuB04zZTJouH&+s@k`J3%%Yay)1e9}*D1e;OniB9_DC z&T3^lpZ04xgQq7AlxKyI;em>SyWYv3S&l#GFmS+1r%!2xw}>)zlYadujbRDkB?GI2 zrzLqaDTIcQ08|9%B>D77Hd{8%yY3*Ie|+HU^(;wzd^JlJLADvrYtlI`aS z&Mg@H(SdVqd}eJyN_0=kMqNR~WtEO13thN=Aj`yws50f-6tv02Q-WEy?FVzx0cHO9dnr@==wr5No1wgLPBp zQ!$UE1NeMd)#gk=RozcS#3w_*pDp^Ke{k%%>?l!C+KW&Ynuk z7HnR%JCeC`Qhz_AHF{)MkD={@ayXlnk@;2IRq(LD@2QYf`rF%K&r*DmSD9B)P!qc z;1)R+eH6`kyU@0dh9F%3KQV)*dDRQuV4tMx?<&58MXtFofpemc5nmeDrTIF zLJ^h{hgR7i%5R8xZ5vpY@fSu>ZcSrK9S%RbAyZl?IpUt z9&OC0pxNB2P~#sirgL9%_87_5u3}Tv@>s1}#;^QLG;)SSygYBwgn`GZ3wT>WNsn&Y|L7XrqS5CLYI-T`Xo>cBz+auJ-XV1hpi+8k*%#aASVci;0%w%@ z!FPaMZ^DaCNAM_IET ze0wNn%QhRKzwxl5Amuxg37g>x_J+Zq-2>F|wZGE-^uSu#E^rHIaxU%2LF)4)y7`lj z^By*%;N2%H6Pg25;Tj-Vq5{Aun59JEY*&SITALTJPqII!8+LOtEaaPNT!HjV9Z@=` zZU80cm8$9pGkhx-Ly=3FUIRl4_g$tQ*`e2})!BjS?+XWiX43J7t&HN#_W1Yf_Atkk zv=(FEv!K*S;rUd7P~;VT(si5Rjn>NR=qL2N);dXVNH04oyfxy!4~!@yz!3Tr5I-P zLj=j1xk=sdK>~}l$Ddlk_rgrcSm`dh@agFYg>sC+Sh1>p-e|CQHL*ax$pb<1b)BYkx!lYkM5HSK@__!FTSqAFE@%^LFdF%6w)r%_+ zVxo-DjV!_x87W%hHjvF7<4>F>Gb}p`b``@J@MP_Q85H+f-p-0HVYr+>7FrzJpl1d$ z;f>s&PSFCi%XJ*5dz)>^W=?+JH80EIXUQLl$HT5P+oA#VPx(%qw8NY8DKEOK+Qwia z+|=rpCZ(2m>;zee6-1BZeY%pv+4HlmO>_%gHG9#|Qm$pa&zyw(RhD(7`o4uS$b9Sb zZ0A;k5?bfXFH}<{3vW{Y@GY^=1@u&;mLmyC_Gew?(6m;}JU=E9y)3Oe-Sq~9f>4Q@ zWF^>_YswdI-FS4Sd+}WMTP->`fBdh6LIzE*M4qO<(YB9Z13pzr6Z}sLTsBu!ko~PI z9b^R-Ny933gF;U*liF~}@|RVmqA!rD1p&sSnz!vIUwUTghFjxGe4?!guckSv|| zaId{%?a~8s$hVQe8H~eDtu^V&U;>gzL$`($9oZLp7@}s!g9meOB#Xd<`SC1GyA#?= zR}!mC%&7x-hb`k}oX*mrMSLf8k9(IGir5^?TE#O-Ft!3D=9MA+9E8~KTNafRHG5n= zoCpr(jp1_~v8KQej^ppE(s3sm{Ak!H>?T0YEmbBtSmHY>OT1lf7s~T2;z?{aPDs>R zLJJuOU~eCcRfMiJI4%&#mt_-y32x~QPs&3c*1<+Ty1I93_xXQZ)2xOXQ{Q12xJwNJ zho^p_SaL*Yxy_-#Y#mB@^!^!kk<~jR|76F2LWx|00LCjsSQcVpvrRtNuExb3#qugt z4rS4i{aHSSYBzYFIM(^YGR=QLb6GcTg>o-;=7B5R;NEh+!?!=ot#sI4&_Mdg{w{#> z1ffh34%ulf1+e7d8k^FVI(Z4jBXCx7%@8D3cGsi3D&g}Lg3{%6A!v}vC?Xdi~X>SaWmfqT@}>KG^it{ zFOK{Qp04F)qI5dG9!dG|4%W))6&kEBMBKw*ULFC6d5u0OgwKu-O`eXx;+}8Gb4k0^ zW|pn$mJJ-EULg6`&S$LAzsr3BUTf1LXs~m~s-7`RdBJCOWKk>xDET-^&Y2l{JuXY0 zfiA$g<~BkaY>{2dRz6xRos%R$$d=R%Ki=#I9SW#Y7egw4S%?r{8uqMp$?bE{AO~8? zranacM83&-gQ09RR6>-0+Q^Qfub{eXfTu=;BdM$*)xKywaURWtRd>Oi7zt9=gTZ}% zrP*Qlp?&he^n6!Qu$NT${%D^Ez61-5{+EXQ=|Fof1JhI>G~=+8wAki%pkSF|t@Imsy94lg{w&Zr~L>o#SXR znyzfJhE%$^mNuugRx5Q#&FDC14%uHD-Ci>X9*i>j)|>-0(MfURxY$-ho{tBPA<7*Z z#^jgkgn8V${+eaQ3a>tGeOsj|Od>aty3Vz}^7V3S-^#@^kE@;FmgmzuDescLCTMzr zeQ$PzN8)2vdqUcJP3w&FfeEIvVc}HJPPWDyfg<+a>v>~@oOL))2Z52%Q|=et$0#rk z70ey~!S1y-zT!3CHh7C$tr$y@S_s6e+r^YUx^c@-Jl#H2(EC zHo3VGc=$<9`_S=&$Ze=r|GJOa&OqULpziv8OaoY#2cxP75tYnw)UJXJn-I*lPBvz{ zu0&mkKXMEt0ll(FyO(k}02q5Rxlt&-?VPL~!HU(&1m=10=45N}1+YnW?LhJU^hsA5 zb=Azj=U_EwD~oDjilC*fA;qJcAW`dR$5Xr%-t1;d0HY9!3@Nj)&C}Xuy~?McVcrk9 z2#PU*#~a(^m^3Y?*+l`Ny!lb$^z;f2T?m3#Urr>6QVp@Ii< zeH>Xpjf-4-Z-e9}X(l7V8g0JU{Twh(14ZNFk0V^5R?zW6I4+R~$@2PHko&hpnW+H; zt|8YUOSZLPUi+T7J8aY00K2SV7zkEic`kiFZ2LjM60743JSZqBMqQ{+!~xhvq^;3%2q#2OHRT%AAqz&&kR#PkZadOWWefme}(Y!O#CQglAj)NF< z8}R{t7-^6NZ21~EAwa=a2T1n_Iin!VtBCRE=dDb7uh{(c&(KO(=Xf$!@|8VgvErA|DUGXW z+s%f7ioy_2v0aonqK(YK;~w8VcWo@AL>3O?qm zItVqUBRmMuCE-CM|S9b&s5VC2>f=~?W&2w?L#y-`IvQoX^scJoeRDau}6 z89Dum2&$4f$v#1ccRj5DyPLckkDWN!NQ6} zaM1m2U8BuvRQ~4d_LEgwQ4b4(p00QNeGh8y5(`2ct|{FPH-NHw<`G+KQ{9kP3h!(@ zad?GYP`3VeN~BX91>9gsv@lM2LquOWHjTsvN{G{nERKOzWR>+`mtWg4rfSeway(OM zn%N#A?@Hx0Ma($WH!r-nnZD0LbLPiFcD5PEOr&fByUrVFIBReVz?uZ#Fg z?GA`RfMR;|EFc{AZ)YZGW>!>$tF3)!YP?F(P#Sig2;U4TzEz>=PrF)wZbd0z{_3A% zk!%dGYpbP-lPa^z!-tc>CTZDb(z4 zjwmS)nau^EE91h8=!1VLv9k%}KIf^UzS4)}O+8JCA&Hesb!C1%U**3;aQ>oDmb0K{ zwL5d~TY@608!)GGI1lCF`UTUmw9^&w{-Ckar9Vwq0{K-q2kb~%XF^|JO$byMyQKhi z^03p}SChC1z1#nRcAW3w5DMY1kOgvKS4i}?diN%0se@)r;x!LbPxIE%!D7OqZk?-R zh6~4kaHHP>p)M1<>2q!~BW{ z;Iw~FVL{@))wbw*Og^2U&hAJ4qYicG{yQQy-n!8i+})E*KKSn{M`2YqJ|CEq#0(i>{uV(iCrd8x&zqyPBXii%>b$+IUPYLTuH~2^4 zEWX7_b!hdlw<7R$<-#BBdqxnp+<}KtT-avR-9p+bfc2r&ra4(QL#Vj2On}B8kWEme zTLHWdjE{wt=VL{xHyIqt!`^lzQD}zIYXc~oLWGis(U0PE!FyPMk2l`yxaAvo9^qE3^ zN+44~WF!a$be^mF9Vld&Mp=khq-$+mZ-~&j+y0EP@Od+3T1w1i>y#bZIlK=VKgz3% zJSE%{AwuAQ=Q$+Q4!eMTl@r$(q^#G{TnOKhcma#18U6*qnt<^AS-@42%`rbhBt+dw zMqBYULFqW8&f+*f$23I^nTVIC|LJaIx^2PIz#sW-7Vp4^UNZikt>ThUYLyW78 zRm9xcp3-iC+Hou*Gl?M|Q+7?%C-f`YeW29Ri%PcmAZ;2LrbC|ZU~t8xVAguu?xmU; z>!0q&YSkFcE|WG1K38WjW{y;`4!@~D747wK7|z4qZlH0Cv?@2TC4Exe&@qE+(1tuV z2O14TRO~pVP}`OsCK8b^`J9z)2BIm0q-)}lyn5!5L#&Yw1!BEsoEpmjs`d@Tf(I1i zPk)f31&fSP!w2u{0fuFoY2$m+;%*dOVW<#$AE!R^;GZg3w`pqzajoZi6zd?ZbNRp| zR|rT0ImxYS+YolGOueREp^Lyj>zOf1!dfg6+&&@vF3%Iyva;+EA&>=x@#-+DILtxO^#0s%VAw%5 zjM@aPuLaoHI`nQlzsK$thZjks$ss?WKB`}Y5*0m#eT{s!?@G9_Kr_dNCV2)(gdtW+VvQ^7KEn{09qoUa_vWG93G-^tn2e37wkD!2to+d` zo8FYXldMg9)<`(yT27aeb58&CkPbbjR2xvr2vSRHszH0Jy)0SOf7E-3WHr%%4RhQW z$)7J-jLeBjrmV1+70v3pfH2DH%e!H00xG}_!<3-71Yu0sM%5L@J9?Ezr>fdsAyE6i-c zX^WQZ#&Fi*7NpyN1}^K*&W?pkGXv4Xhp%XBf;w|3BbC#8#fBr|HkKr}bTU3+%P?5L ztqIQ(Mk6QJFcibC%B+kkG6xp8hy!^d7Oi3={?@@Wrb-aQKFn%njo@!~1cvvH9&h@F zpI)7n%F^-8J~|F*$aPlX6L{U^6>R?6pUwJ}Ge_J%H(SWxRF~x|Mk*$IyD-%fEK?4g zf&)O|geR-|sa=D;S3ilyuhIdoIyv;+prkN1f$nGzQ&Wlk z2eUtEyoD|z@zk|opNSo|w6|P2FNZ^41mOr5@dv14zB2RfqDY8Z8?t5m)vOx=kHVq~wJdgeX_9&HNUrU+nSb;_P z=bB_$u2(g)!})m}1S~R`9ATU;quf{)4VaCc zFn&b41Xun#fI??Nqsi4;oW^PQ(1wv377;F(A78Zmpoj!K8PtcBfzl4LrpGK}eZ10= z4&92)h9z==Priq=%Q@RaB)mHLfV9 zns)fe4MtTnbW1gT)C^VEFcY}v3t?~ws<6E?DVT zC?+!TljCMAqPL%XD~~LGs5M7##xv=ClSBB~e5#y|;WUyeDMIG1e|dBilSL;0oA4|co1f)=cTWUQ_JJJ(tJm)i%* zq@=FMS@ic~M!-r3%oL0GYFi`^c)&j4EVMHoE`*wW+0c_M?ek>N#ZpM+E(@h-r6I1SE z_2xXDQ)7T3)T-$&Sj}L)Gd-8MbzZ{xV+@XfrgB`_aKvqH7t>jI_M2C{YcW@BviXqk zP)u}82>|;b%1;NoRLPCa@W+aet|JYDvk<&7Q3({cM`*h_z^vq9T!syqdHTmu&4K<< z)bQ^%;x{@xAA)KpN()0q=_#7mS_-`jl;;kN`hg7@}OX?}1E2i@w?}%83-^WRx6|1r(*OPpzGnu>CeH@YWW5 z?sS|iOXpJ!;LR#uXZ+3M#Y}nrbb5LH^O2@~gPD;!G9f{#eV|>1D{p2zYt3=NDIOrp zR*F&X+NXzppicF!6AqqXTt8m4OD9*UY6<_^D%jfrGYS&8e$3wax?Nrw_yeW)nz854 zZ-x^T)oTWF69-SqH`x88);m~N5N1KdKJmc1SiMn;(^^BL#T~8TrBV=0;e)ld&0`y{ zhcRS^kJzm2Kf6d#y!okocB0&@C_P;hSiq1>x{4M;-2S`YZpx~;A)pEkJYVDoW_0Ez z-}D@P^-U0RoN;|ui|4!!<1F!4*!rfeppeQXwJd z^L{Mu3EXyrx6b-ty~&;uD+9+tIITKUw*xh6+{J%UX4>he`kiRYWggoiq1gxbdAtfU zav-53EA|0TJ0t15bo(g|#!^ZTQ;$!2>1$C6OhsSm%RLUzn^NaBQ~~dLywF5(C{Hw| zp|SVf`F${VqOuZOZJ&O6Z(kfb>Y*7j2yWg>y*W*2`dvcwbS;bpDL~sUO_msubd;@E zw@p=K9gefxw{*ne@fMU-V+fL#)7Yf@;6bmt5=sHcyssG&0^E-@3^N))y*33a2-32r z8^&g%Vilo3MYd{GGL?-|SloCY&jlmNxSbl}@nm(kfEDy{1-GaqrkY9iq}}teO;fs` zG8Kr;uk*pCO3DE|LE=^>W2KWf**RG;d=+N2`FRMaHmggTu8nS>xv}Hsyn5C zH#QPYPEHY+4EzDfsJZ?GWKEhoZP*HrWYf=gmzx&xZCTP+AY!FVt9 z45TZPmfhS-mI9Q3>lSoWq0_1*jhs!$%tS8na-#rF+}suDULC*<5U|EFq4}Wh9bwL1 z#q>c%bT(eBDp!9f5#kb&yYt=7OE&HSOQjgOZ13ayRbH)p7-z^Y^iB!AEWnzr@uv*c zExm11*%sszI&YeFE@K>6;~u9nAid4Ces^dFfI<4A_Ip&skkLG6Fip`dKeFNb?nQzd zi$k>}iy8fay=E&9IzZFT=IN%WjyBe=rh1)-OEPP;c}IzT@-`q|En1}6LDC1R;eoxa z#`5N7)@jSODQjF135q@)+ekNn6;24P%5}DK5Ty_AOpb>2W3>;-B;TJEOGOeT68710 z<&s}zmlD?Q>X1g{36@t}8oE+Np3F?DK%IHJ`*Jx!nLG!lr4xKjx^>lm6H=$5L~2rZfVf2gJ;e3YS_VLLD_N{efabuiI?% z^{$SU*LMhRT%_YiQA&TNT~s(z^N!t^oO8J;mkHmrT~>u-tL_M6xZE+9h2h&@oPHtg zc-K1$+tL-}w4nlp_mzmWc{G;oMy|}i+R|YM$KxC`(Fi3w)V|XXpGeBZzm|BUn-|M_ zQPPFnt(w{$sGlcQna->{$EPsYw{FdswtdRSP}) z`X)jTe%C&iT7;l1+uJ^rHY#|2QLQ`h5iXE`G zD^mEvh)WKwdvlJGinTjFRDIs1dr!0c;QfuRP)_VuhUDDc!djNu>cNJ+6XX&!qJVIQ!{l4IxCPawAT0=;&+Uy&)5UI90y*c1E3Is z4qH1Q11Biug2{ZV)ZPO>qXtb|1sj-|HdaT-%@V30>dZ65x?iV$IlGoN-C^P4onD=O z%4TyRtcs03<+>)h8V=>b?mh}EZ~-*J8Mp)Va63iL&u!L1nyMN3vY?;fZmcmn)z;0T zej@e97T1uChY+X)&60FhTNdM#(Xfpupzq-$WCLvzwRbMGJ&au|k0Sj+nOdkH7F4f! z3a6`ShcL805&oE#9_sg|9nKT{Ex4ngr@fXraoyc#l$odi5$x2)eUIFEW%lGu__pLVIB@QXJ*Y<2l9Z}@Mgeiyi+l6hyElC#5M zZIhe}G=mcv0o7ENv2Q$+v4&0tdYDvr)p^^e|%XyQbYcLrN-y_Hh)qBF0`LgOAL6T(ED z(_xJ}=2=^XM@jo#W+hS1lD`bHGDXF{=kch*AhZ}@=|Yit_eZxt5{10Vo`AO(Pq}_4 z@Hj-~S2n|Mcog0M3k!#P41N0%mQ*SaVaC>+x!hgfr5}NXKIoIViWw;zfjiEKTBSv* z$cFEKX_>0K?fOIO*1J7H*Ex~PJr-7)N_l?=tcNhrLXAu9fo2X~AcN8ux(`wG{O;Av z7D^+zb$>BW?iB1Ppj!IdIXtX*z$LSIiF9dt`nbM=@yUdyH=rn`gjCqNG7n7V1;2d> zq|iI`YcGYpr=;KKCH3>`;@ulBHL;;gTOQvr4=jAg$tAy_mt@L2GA7ie#_LA0`o~}% zkwJD>Gc@apZWCx2mjfiH02oC;7u<4L&tS3alF;58T}dVeZ~DSoiD*l>_tuUeb`T8= zI0^%qnD`3$RYclF}{l+1dDHx;zyl1bNFi<3p& zT`;=Y%alNqj_DNBZWR0$2#6J|jHcfrjP)C=1|`?lHoOYRjh0B>7S+^O^xex0P&AB> zOj*5qy9-Xmujez83UF-o4~g?s=qZRTY#Hy8=dA&vfu5vfwiwG-kA<(mGv$k7GN-?O zM`g4ct$Ur2;dO%Ewn@!6Oh{vKrFZ3+3pC+=zuYvOk@rd#F8FE!&5%&@#qPX*wO&qA@HvGnMyt1xTdoYYP8cn*yNGC-uCrKMaVk`c@lj4f^D1Awr$(CZBN^_ZQC}dZQI7T zZEJexci+AH-fqOk)<0EI6;YYzMRp=`@e*yTp-RX;$uytzIND3?4BdEUkwvSbX3D|q|gFcN)|yh|r* z!B9ZYMR7As_;Ym;jT@Aq2Xba`IrsdZ^&mB&Opxe!Z;PjlpdOX2kbdB&xzdiN`6WX& zs{tB%ZvI3p_QQkxc`%hbN@{RTqsrsOm z3tKZs(2K|nlX1+bW+5vWW9i>ZYBTga>Uf-mi%jrFTPP<=^6r9~QTu}L)f*SMkn|Oe zE^Cw$lLEvd4J@fuxS0`y26pGcd zz@jC|`(Du7EI^5iL7~bkrLyl-PO>5C#}Tq@n*yulreKw_*zF?$-oBrznz-Yy3!3N; zOz)HWiW~P5&C{FOT?IpeZn=+YbMnc_{hn=4?qcEG@X3-l(!&Hfoh!v2zmL>qP!gsG zD>i27+zczskQVZHcFWj9idsL+hZ9o5lA7v zzt?pb9@cpITf+L5`Y-noOYM3S(P5I}#rVf2pu>Zz!lSF=#uhgW;EY)pey`K7k!2B> zts+OgEW5m(>r-vrb`Dk_-iNPts zvMliXVUl@9j)epEfW1!PGM{;@t_O7?rw2H4X=AO^H~sq+eUF+7^r_DE_fF+!cUfEI z$pjDiB%{)Vs}~ELd+O;pfxE^I@7E%UzuDgzhAz*K4F{Pto~);z-Q#nu!NB%lco6i> zFkH+h)n1L$hTN128GWRL$ld0ax^U@VVk6reXBak$A*!Ka z4GpG(6aA_w@u&+#zq9XVJL3XK2K7#SX~r|kV10XrI8MufUp0wUR?Lj4-H{pa} zE)(kXXy%SobmA7GtQ~0(1N`EP_n_5tx>dN<_#9Q9&n{Y2Kr8c&@U6@cQ-ZMjI;k_G z1Kbz}0+>^YvqszrjTVB#nsBF%g{fLX#i@9C{gYL3!j>9buLaLFe7St@v!22{1-bO; zP|^`x4%#Z6jKk$qPZVq)vktWttN73) z=$S3o!ny10F4A)PaYm?pk}z;rcmt}8{i1};xmq>YcJ78l$qH+=YgBB>`M$$c-G~1u z|5=iAHf9;hH3SZS>z>%rbWR$pq$t_jGJJp3%3ofpH?vo0j1(|{`18T4rWQa?!zDt@ z1rdWzwlvOv;ZNyt10|G77{#C97%sq%| z0LHMTo{I4my+g4DodWaCe&I4Zk~C+XWucj-5_{tL&Ftd+NARys#D-N7?MEPKdP9>#XpPzkRH-EBrY*(5Lhs-Bet| zAL8-T&<{{SMU#BBtt~zQ0uU*|nMDn~# z3UXubOGTDu4iT-lD=rIiFQ{2RVHGZAZfV-}?y(Mh>rzd!#y>q%Tp9+N40Vj^1qYT} zWNfEEznc`q=4BKvmUPk^)aZ*=nDD9GLwq~B=1_Jptw15$V2V=`oEj z!Ag?6aeZfeH=3BCbGTx~Z_O{OEw`YAxN89tbD;?7h5NVOY4V->d&p?=!CRYlw!m&f zz7Q=6K=!3E%dBNc+H1KLXFCMI__lT_W5POl@DyN{uue5yJNZ-J;MJHA@K*_A{I0GI zf0g>lx3Dl9;*faP7&zhz(CT-C#!?axr)sqLBUcv*r#r+vlN5jKeUEs~eat8~Ues!q z_dajW+*WWj(}G=pVP6_64zQsEvs!ZgG+J;h4bId+P(ma*y(9u-P4Ko8#ow#Kp5qW^ zD)RAK`DoOfrsEJ3oPucD0AD_>@dD`=o-F4#grHV!B2c@J_gT`Qv%jXUp#iPxg(v$~ zAoHL*addoU!%}7s#TK<%`4}gf_RssIeZK``bBp+WAUD)(=Lfu{xS1v<_TG@Fg*&n8 z*)n`myI}+PtE>&1D2}i+E+U1tPe$V5NO6vQkwC3johwQnHB$BL6$?L>l37qxs+@VJ4@`3Ec9dx!7yVtcH zqXY+1Hi~o8v%0167pFX{dYp;=svTg9Dm$z=p`aH2bZR<>@yrM8Q#8*9;|CNWoKA4B zu{t;Dxey<=Kt!mKj@HToS!xCgXiqb(Ihbt!t!3TCs>{YMG9EM;=c8m(bEPz^$Xf9$ z-*%}75I8P=OS87Xsrf-Pn6tTv*obk-x7aju49q-#benFIF`kQ0VRd6`9xjB@L#Jz@ zVNcWIqJ!rlC9uCaa2Mtwq1`NnowRWP{eNAKcmH2s{`Y&dl&Fz4{Xmc|{>$z@PhL4S zZTB&D^Qtb`WW3H(#-}#J&WS5nTda#M3uGzbV~A@IlW9YM*^odQGyL>411&l;{kuws zo>U6I3ZLJ)$kzxTC1+ghjfK{)-sx})tg2h;iPp{AodMRjxs#Y+XQr3Ynmn5ZtSWCC zPBVc+TLAWepxfm%A1@AQD55J!Azn5*Tdz6IP3%nvz*(iXK!;9wi^U%rL+ zCo>)HujV+z(nHw!%>1PcYxOtf?s3j#5cX4kS%FOs7kug>IvTv$7^!1&|`fyBoH>YgMM(ZKC*S@-B zs3ON)Ld?83FE$?v+xiP=WYx?Q*+1LdZ z|5-WagZwEhNUTmN%ae-g5EbUxiJgdPwM4^!1({dTG$m9`AsoAJmF1H!%c(v4W#3ib zq`bPwU*~1;ye$t)Gmu=4o3`v!jkIF2C2cj!oKLViN#Z+g8t|NOtiICsqsW6|R)L13ZZc1WqbF=+fLFk(n$jA%7@v8c6LJ z79I(2T#34dW%_;!ork!sPRi5rv_1dbGRMlz1}m8Yy%tc)&b|}l!)+@ts${3nOB$k< zFmFant+Hdp+Kg%z*807b(I+BK^ZpYd#J}1W5y{MdEnih0v;1it!x_JPx)H-pq99Ik znTOO6w5Z>ZR)d|`{w*$NYd2|ng+16dJ@7Z2b$KQ4mhL~X&H`zheOIYI)kc#C`k&a0 zrtic?8Us6LaxT3UBv@L)4HQHkz0Iwp2dC>|248d~msNFKfg4RhIerxXLX?x=S$1y2 z{;%TvSLzzCM$}o|Dc;)3^gRu)1$92S5;x%+(%w*zWrIPv+!=idob?YAbIR?U`V?j2 zh90tb;B0p=!9W)X_sZg~ofIfKE5FW*1*lxk;VcN_DeDh#aVCQh&5gW^T)Zk~3NpP8 zDIj{x=Vkx=_GlrTOc%4ORl@T&z$CQ;_BYJt<7n^nrA`B^v(^gAK5d@MLXVw(;wU3d z5uX<=r--06IWL_{rdTffgcwN?h{fT(7=lKZg^b4Z5S>DyGU$r#uf=Rar`HiX*o^Yh zeq+FnptS#o%NcgFY)JM<G?kwwIRw+}$6qn@U5u z>tSIvHp3@#KXIR(>rBk7y+0)9XGt0kDH}NsIJqUQ^8!52=tZ$PCQRES9dLRvwcao( zd%-H!S*98X;!fIdT9cvBTHv=!@p@cs(|x#OC5*mK%_K_fyvSQmGiJxtf%^lk8BXCC zNv47w0vhlsK^9HWfvb-+%V23lyTFK%(z3?t5XC)Yl~ZqR&(|>Mpe2{DLw=jOgov#n z2UIKPXyb=U-N$l#nn=4EhS8{5+@LYQa+kH-zS@OA!v3X-phP56KVI{6J2*mAF+yES z(QwH583ImiQ1d0sZ>-7{{Weu?bX1YWONd~cN#vCuCJXM-6ejk)my7Zvk&CF)u&@7( z`y(Nv-OzM~zAY9Q%9Y>p9hcR~a6q^3y@7eN=qPMXpq=*4wxjf%^uDzvZF)k8ZI_Wq zX7RFTcB)fNfE4foD%VxQGI@EH06@6H^K`yvwJGoOSEYyy0>%b@E=+{5ej<~vr%Mkg zYK&4iN+P?S$z{c(Z4qsk(GftCjW%XN$y&5^HQCI=ONYf^;2oEjaiuHtARGc0zox}m z!o4XCk5N14?K0c5)%cHpu-T3SIM1(9b#CDYbp8G*sqh1l^OM~FXQ|6lo!EGY6i6H z4KuJ>hCe46+jCRuqWasDQHnLHX-buzd?;NsYKz>Y!Nr8<-QB|vVb))AMpsRpj&(F zH9B7jbY&se(&R@v7IS&tL8qzSU+`lM_KjuC;Y+0mYL`pn~akqt0~eg=1>ew z+lvw!;7TA>Ya!)*qPZ3kSYsnCG(!ib%n*h4YCR49a@C@BU`p;@9&OR{%buM~4$Kk> zKgP*jjy`wu7#2d$cxSp_l3Wg&mxvHuXBBY|e0t@+{}o=c2w?m}dzZjC0n%1O8QpI} z8azH&N*dOrN;jG#ziXWo&7KR&mU+bAw^_wXgiuPALCO#N#&vng4FO4BF*?RYa4$fV z64qI^qBSEab4#G+#jPjG{NJfeF@%cLI`Qo6j!D*fNO?~+Akm*|#HmEcIE3l0suTRZ zI@^iHvKg|*=!UA0ZNk(flIaeYXbiv&;qz#1?yqVA);u$HK=W0|8i|uEWIc4T*JC~5 z#8s25&iVUFqUYcR94eX=La+!lSWY*7o-o>&u})njs=)q-P{E{JG{a_9ndRBMoDrnz z{x!QjFyGKB`#VttIy~P2UYvgxQ=HH<%>@y_G&hw*Aqu`8pf|!Kt;Og74=tkMI3SQ3s~~FE@oyl;u9Cg zNDE!V;c>tL;VL>m@_1?Ed;e&RD2uhz>g(N@H`*(Xf4TBXutF%W2PN$18Q}@nV~*iW z<64<6wOsq)#t*H@@ynYeYk0MnMqo;QGT#q~l-%LT%*y03%4_C2RUNE=VnRYRi>_TC zTwag%aD<2|NGwcH0+WX5QH&sX2&#l%ug3hDP31by3&qkK0WV`m@aHZ|&ftFZVt?uw zNx!yHoLyE;>$f(2r@bktq+Kguq26E-;6eWTPX)?Y0;mZr46E>{&u}g|IHR zjFj7@oiy*xp3quf4(Z_eN)biQcTI00;I-B^m?pYxnwm_|%Rg@kBX6=H7nzPj?9gC8 z3F!ye4&8MLo!vTH{K)t|Lq3}BE%CuR*QM@X7mbG!e`eB$6}wWi#-$qacXPOb ztht0#UBU9N*LJePrb0W0{+IlKXZ>kpg}UbY+vI6D8c>P6AEn+j9ew{%R^!$LUIe%{ znb9@q=!sG1Q^`A~zGz`RiU@5?=_X29ayW9|%tAIK?43QMldTCYt-SOzkc(Sdsm^88 z&UeMTN_SJvekRS_z=ERY@WSzdvB|m&(-W=Dw@BSneFi8e!~E|mccuh@icQh~xs}9r z`!gqSV*$e{WV`eGoHHf~e)R~Xf~&}~Ea;H-I*r8G+Vu!+dtE#z>7$-)cT;W>yL#0d zH-&r|l2MML+=+7U!}IvXy`l-B2K38y$qWhEL-`M)rbJ@^Eq?JTy=Lofbm%FIh@8AmslTBRR6OaVZOC@YG3az`8ck!y?)ES=PDahrdx7tRxb+kreJ1iQHBUE42f_J z#Q;5}UqlH;;Eu%L#at)rG&38xYO&(!q2Gm8-lAX|BA|6ckPpea|7V9NGjd!#A167V z0LlN17I>BcbnsIvrTCj|JlF1v(JW@7+Q1V+GH`wq+0pL#e6Kogf=b6KJ_49Fj!*Qq zhLBXE>-<_lcf;cpW8I93e%{3-p*i>_)2-WPY}yMfRcVFLNxLQV#dd`~=357SFxky} z^`9DW!!AA{4~ozOP(g|;sco6{AO%;r|(nf+(B)Uvzs9B$T@zCQG`w8JpTY*`f-by*Xk)l zo#ZoaZ~pk!Ai~L4y1sy_7$7Za!n;?ZCbBn=Xs zTp+wo@@T|vMe1sfEjo7)O=P)2{MbKQLL!_M`7 z*g4T+qLY@lS5}iN?uI%>C)Dum61$M>{Ng7#VXR)jV$8Ji_6!ITMQ=34XV5-v%z>Pu zAc)IF2n#PSVp8mU<G4EaSIC%W8fRb zq^P=`F)C;uw)_JERYRQ3r14P>Z_T8o0Y2dkgX2fDpq_Y`DE78+zZC`$sZNPJUA87# z@`O>zUHsp=1cWF6G?f-(zxFOg2}AlgM>9k!{H31npOZ1!y6O0?FGr7MQlXa-Y1qsk zpn^rX7Yg7y1{o2QPK)4n{?6J?4F6s<2!ZhA$oHzccul3jO;9SuiAK->@5hAZ;z=uc zQMb~7`yiGBWgqB7qdo7>Ibgrg0)0JHy_BLCP)g|MiB}A%s8-J7{C0`x0l-R zX}EHqMH(S)f+$M+75o{v6x4^tVg{aBCp`zHOT~PtH%)o9lH`|o6Lm4J16pLoc=Lv& zMq=im`*ii>2a@VkLxFjn19P`Y-FIJLngxI14iwy_bKm;y6CB%>FqPwr^w)kH)i*k)14Z0#}-=tM}8n@eR5T(>?llE zdts@ny%od>I71j8wb4Y=rz0y1-9jX=pJv~JU7gmFnQ+E+@)-$z{+4(^8L!8g2eow3^X4}#n*(x zZlxl3lP6BlG?u9G#|!yXhMPAZIi(R22G|N{pZXDZJ{GGGdk`=I56q9I`BmC23}DZ% zpQ@PHy%|~I+?BpnkIOIROoD?sk-GG&+pbLZwX?paAMuz|F%v4%c@&QA$Z9?@>oA5a zA$u7iBA@dU>sPC6pO|gj6(ShVCO<{u`pO;*!*`WhuHZ$W4Nu<=c13x2|F-^jUQ+)% z(#8<0OA2zYXX-IokeA;zl|#{ameGc3{C{kSb}rHiLc$oQhyv(U@IU$uRcJetL{!ze z(2*BR2PR#=H+D4N+Qcd%MA$a4hSXJr-$rPwH{Uu*EMY&vHm;xuLaymIP+`m_F*0qg zXRcBYCdHup-@px9Y5#z~pB=uB@_uxlBEF@bR^b zW@sEMd#gAAiL^mZOH)52M)ez(uV_o5OF#yFza=3XEnf0!aPMEjuk65tsO3>t<}7Mq zA#aQ4=PCbU7)Oz{Si&pJNxi1osr~?P6+uF{GddSR#O%)(Bo|oFt9UoPs;qxgq{>Bk zJj}q{!@2;@Q2p^Yf5Zp9O1CHEshQ3b#Fav}9cKB*Tu?Zw1?i;T3ThjIY0A;+m`otRPcX(stB5HcR#+>U-U z+?u#0zeH5yAn<`%7CFM(Ix$On)ms8jVo*V2`|GU0^Ima`qbG zaP~*}(}9lkZ?QOA+fXN6vB$5j%qR(8^M5#=zuiS=1di@9ZwS}wO|e4zzC7pHl4Hhr zUsI^E)J|GnNmB=br+hhFUu`S`fosMjV)a6ql%?!XdBH0Wv?cK$Sw`U$JFD_h|3!a~ zSNa4~SFj_YwXzNRtC$1XpUj#TzQ5=0)~EG;g`~>i`JUh$8)0%k&Sq&CSHRI{j&=C< zBVX=e7_OxfEd3h`q_?cZqb!^1=7RSM430=WOTAedx?b!$^%(o>91cZO@{U2DN=u+s z-o{Y{K9x`EV`V;`8Q{AFzxa_Pdb9q|D$hV)jG0}AHI}xdr>J@glFk$O!lPiFlPdVS zM>w9yr`e-!JQ4(lXBI3J^mos=GurCRnxAF#&4q-MycvYU`%UElUg7Z2)MdGcHu%bv ztAX}Z#J6>ezkDl@LP4y&3eayQ{^4KPj5qbO^t2u!i*V%pJe`-LFDR$?H%XOT!LF+j zv)#mVix{t=*8*HrZxNX(ceU-#B@J{+!n#dnwpNe99HMoNI7YtYv)wWAmXxDu0t9C$ zB%j^t8(Z<>UiB0Z&D7RvT}(ZvX!|I1T1w_2e$SqDe+;Whwqh?3B)C-M_-ulsHmV- zg?OYNfZmql&3UV5hvQNunW+D((`|*cOAh2cj z)W6MbCI!PBpi=J!C4vGe>s~CIRTErStk&L6xtRdPueVGsau^E&aJ`2Bs|*K;<@YVN zInm`Ai=x)=bbB94`S-XB!=gE*jdFCJQ2EPik!9g8yUK?7Js(nJ-N zemnYUdK%ZW@Ee9zDCZBUmi$b+k}%NtKUrTTWv|u}qoy?}$Kp*r?aR78>SvKUcO0N* z^ROSI_Vy$+rRf-7`pp?3W|=Y!J!UAn`nyT=)hh_!vjL7Wl2;5(DIk5wA3o*i3AB5z9grI)-P zT?8tAlEMfMnz{Diu7h8QQcrDN-==(&X{6Q+U;1J-mE50$iFFO5LR0|yG8eKxWEK8Z z>;|K5|0)tQhVKA~L$~7+{Ci?BS0`F*{r2@F7*=OAeJfJu=3f zsahAP_`oYPSfv{U^;BrGFv>X-;zHdca;-lijxm8}do{#18eB zNu(_+e4dO#w>}X4*ttiFp4)?{Zv11qr`}x+!8K=BbF4jJrVRZqE5Ia8vl) zXa}!0v@$tc1TENcEhLUQLs?^Y{+z}9jPY5TkN}z=Ci;LK2BVOM;d}{IDMihdV+xTH zu~v7bv)uh{p&LbMK|H%?p^`-Wk)H?nwEcucJ#5t8MWfy-20E+X{qu0ID6>=xz1J?H zRyYrg1~vz_M=ZSJbF6*h;)6tTMv7D}lCDVa{+Ur1`q;WkO)94IELV4t4{O;rJTm83 zhDqva2)&v13~86X(r^?PrExwp+fWMz)xztGY#}FK;>rMl1k^hucD~`K#tuYH^Hj^~D6HC_i02f)03{3QO*=K+a#wKsXM9 zMN2FoXT=c78Cc~(y4(&ULKHLFaKk!90E73ML6tVtzFo-^tzvp9d<>)PFJe9^hyuT) zm2mdPB9H^7SM!XyZUA450W&Gh@PG=|s(MQS8yc?v*kZg++PeFFAjNZf76QJPc|emq5k*(;o`z|a7<6dLgBa1JWnMF{(%wT(UI&UL2ewKDBUz699yG4(;< zYNofdOPe%+Zt6zgBQk>NnAxam1s_hY&*233!v@0Vtr(I2Z1xKr9%K4P$KBKGo%fHB z9}Uj(#83`N3K+^<~C(PznFFIx3CX}^*EF@La$?SWm7CFs|{ z7t22CJRbQ=8@svcm>nKrmk9o%*kK(gWKQ*eeq`_t?UK8VKetEKYT~{HRMrA!NCmtZ zr>Y8R7p!{ENJzg8-1}K##eu_RA8aZtw)B`VFEAIMMeFQeR!~2Kh49AlxEYj8RT~Uf zm3%`C6$BH)x?bOv&bn^2v-VWpK<92UA$E)fRlicZxZ+l{@jOX3?kZnZBp43>z-P_w zWcdV)JoyKps8IfslY~m9!^kTN{|gy16-HUod>%NPL(OH4q2IrbR9G5wZjRbI?*i&2 zqy)`iWaS@>U;+#|z`@IA5_(X9mb;O$?q68>k$?nBCZCue$qG>BfaSEmVjN;;T^MbO zVfNxXfO$xGgkZ`Gu939G9m0k7i!^*H^(oXC}OubUGLXCz?zuI zqB%WVUE@>psNNV|N|RR8TB&(HxJ(q0v$F#4WD?_fEiIRlGzb?_!nM{o+dd|>U8F1L zZrFn-k5RYs&t*H^=y`<{7t>KBfP(d#=?>o_A~`rub3k3XLu~KKT@FHfzlUYXRN9L2 zQXQA@OXP}@vw41jtKtUuJ95ko{pa#JtF@|iEXrt;W4|8NP(pMenQvhbw+CF6u$FKZ zFL?k5(IAN-`>in_WCp6=#HYfw=dL;wevT$c(@{C&=q%%c6{HGKFL5!jsfG^&rD-4W zM1xoaqtR8|j?5{+xfUbIaExmCi`4<$Hv6P+DBteN%VVy@g z2nPJctyTu`&ED6!U(~)Xy=ql10i!+VO~VnSIYr_C!QW-UL(ji`R5|tOfsg)eRGOPz zwBaaW{k0W=DA&^27ju?h$7#jl70_`k(XrY0WvQT3m3!4wZV3cNrt~l>ZmF5C$mg;w z1;2h)L3EyIn7bzvZf6`;n~6h6%jRdv52@`2__jJC*HzP_-3oxvI9YR@1gLDlPFt#R zXxmsj?)>t=eH^9nJljp9xt&vskrrq57r3ML#n%<}C~%bafMtn`NSQ`xU=5d91eVDE znogi1@B3mT{*i;CYzG+mW@HTXi4m#(6QRf%cELLH`tR9==eNtMl=S(2HaWSkjjfb@ z{bH)5(2G{|#G0#C^2!gwf%+yEhugqgYRZ=ZR0e<6;As`7l7Sqsp5Jwc zBIFAXH=T*L;-2Pz8kW+xgG+fn*G@}SlA`PPk6E4pTZz=~-1)gkLw}&4@)K{uOcrFb zP@=agfszc@u>*&TvzJH=7rN#Yy4qL52ES-YL8f=b>hS6)a=d7G6%LCMBU0!{Bp z>b%TK(!0Tl1HKVb5W>>_GnQ(+f6ToZT^N<9juvd`1Y-+W6#2--dpEeO1L$c~H}Xxp zSY2R%O?StcehNz7bYAfCYxX$A;rh&P4zw;lUzX%=M;lCOX(7?u-1{(FmF{cKB32`<-p)GW z^1r%UFgbw-ijwe2k}Jo5hL`r-|Jk11wTwu1#b0zc|9Tej=>t@0PF#lc^RsS!{?umW zx+01kY$I3{Fu%gT+az-z%CFDCI;Lsz`sNP#A6Bdlr97K8ycQPdOFv>g7F^inDW{1M zXU*=Nnv-qui}XopG92g|&OcNpIziBnB&BUX{$h}1J9oNjT}+v$e?sL<4EIoxt3^di zg>^p)F?g;6c$V)bAAoZ~WSeDdhXRqRb?Scxg*tRVi_6Kf@@uwKCEz2ut5(jZ+s}wY zw#PnbjgRZutw3hiH8GBg@6+(ZQiNxQF6D;7f`=smjx*;BZv5Fep_Ekk>q>(#+5vFv zDX-?UwX=qGo!}l&Q}{Am<5&_gM&hhdYyQ6E zShYuu#wf!~5%U~RXF z_b!Qe>ms(1R_e$x93O4{#&a&$){^q%#AM0@s8HjL0u1#!5QJK$EQdQPn}M{#?vIH{^x3rFq!b5T zMS_5|R7>o-sXDMVWsiptzb!sSPwQry$Y4#uP0-9QwM45>01~`t%G!*!QqpozNu+AL#CiKE0ratFFl%4ExE0GL^$>> z-P7jdxG$gnaVhF}?V}sTYb|@vB$W_ZI3qv>T6-y@#%~{6`ekR4ScW+|Cm7gEW}A<3 z&eh7Xq0I?ZCIx8g(3Lw#s=j)X!4-vUbh!G3CJQh9NUar>bCBsJx?WZB6_NV;d@@k8 zhQIS3+300+fb|Yv^|lcdT4~ByeMXAmOTQ?(^Xv`X?I-XaEh~Y@)>ld)$`}bJNK-Pp zxdQrrFesMYc_jmFa45O>CtvrG#@7s#?k+qozG~1DQ18gN7h#6FiV~`|!(IvS;cCVS z-CRZsx*G0|8Yb4Wqe7?Bp)$lyRF1MUiZo2TMyW6g$3R!vwSNzmH2e&e^mABE@oy`m ztq5g&;$d=Q7nE^C*1f}KR2`1L*ZoddpLO7vB|0T_VIQ(JJU;HqG3`Nfb-`u;JI3FX zuE#dhqYgj=CG14VN2H3NL&na-^y7FL&*S;yxFjBDW&;Qt5jXjUy7;We@A9a^%WE}t z#*v!dpfbf6wM7&Y2nbpBw%3WQnIDZP+X%)Z3HQti`F`pAOSij}kI6NPmk3q4!M=$s zO1b2kwVrvwGZD`=A>b~3jT2as6N-RkRFdnflPHggnsZMKw94?Wou1Vt<0ph7#=@nE z(?aCh2W~gts{xqH2QhQX{+rBrn2NE%pw010b<}&w3k#%$;~QUjIj(5)kA(u2q!2=~ z19I$s8faMWv`|N}#l|?(y78*e{H)}!P0~QTc7w#Gz+F}BK6k(o^WIN^2w{_oRMW~l zG>9v8R0y=)_qBweSmOP`6*e~^pB~2fZ1t!4FAG0C!9qv$Acl~9;(IP(@#zk9RE}e! z>y?I*5l_)h0Lb<%b<&_<19V%!l_hzp@GgJL7@s2F`fER)$4VB1r5XKhGNZxd*^6uZBjZc!KveHWxB^`}>UqsbaT*YKkYT(;q@zcQvcXZ>ZM zHfQ~jSR)m%BVTC?eXu&0*Ih@9|#v_3H zdss-=F~dKfd4{VE-wyprgp!dnS%WO*C8v^pZS&(yTLj!N%UPGZI813({*Mv>SwM%f z^3fy}SoSUr`s_hin{tXvaZ^=+D(HQkK_4DW6MP)nU&%Tn9_^pde0xETvZ)eLX-Nd0 zCEQ3m&B^lq2qHn1;HKi_94LNoUlYFvY%3Mme#_g=WCbz;WB&-`kE+fLK`twWUlcl2CL}So- ztA7?k&>wf7<6_?xk61Yq-bF5~TzKAGln){4YFl-yYjM(#ga1+v`~};EwF-vGBC{Su ziKO47OVp_G%lirI`?*I>D1QAku;lde%e_I%hiC|=7F@PE>I+=5Eq?b--J(XLR4l|B zGzF<3LXjxL=_cI!)j1FJdqQebM6RvB8|Uv4AC=!AJexe>gtG=bwZdzk(YleGz(-}fcg((@`>iTO_^fudrv`OUGv#hV`uaiE`k`gbQut)w{}i9!m?V z{Y(OB1^=72|Nr~cKMnRfety`?X=PXzNdg95(d$FXaB~ z`xWJ1a^wEIjoy{yBUY% zgn=H+S8S@{$(#3GZUMBLDR7y?MvdZH~=RV`Rw@o-t| zE$PF*S?lc`thpjl{T4FAHw%^0^}AKHn0XM{j^2v_s_u|<54XazYIxvhBWF`=AU!JAS|7w01T_L zqPud2n*RnuGkDohw{i@`hcg1`+E`$U^{jsGK2VB~mHvsT+yWn@rO6G_$_%EfrnjK; z18`|nW=rTJ$DX@Gh{u_vL+@f zwYytfy_$(@mu2?)yg&XMJAP7IKUaw@BJd1&dnrNMHs8U5uC+fcp?Ol9z}b^-rRP!W z!bl=TBhkwJ>SAir&&pCBhuHV5fgDt0=>mLu}mD|BYCD1FHU>%n|s63-U%;=zCke#JbAY@UyB4JCj!zx7EfrO;lcuc`l$+Pq$fiEXAF>%CzT@>^R5Re z8TjRN^rGd@;8%yCV&_%Ncs@|~_cM93=#~HYV|J~%Cc0tJ+vqJ2XUBoGH->IHyDMnP zMNa@v?MmrB&s=6L=7@!u*-Z$gBNZ5oNS)CMcNVEdf&Di&a56(DvmB1PTkEXSJUoXR z#5FpOPgN&w>5|zzJO(ct4_*U2MHFnr6tW0t3JT!bC`v9}79pN&T?&`Ewc@fb-M4bF z#1{*dK)8rk)k#)?W_ZAf8Jgsq0Qh2ebx}I1({O~uTz7~yXpH4?Du1AR!*}`rgVl4Y zI0K*W?KpJ5j!2+kBfTXQ)Y0E8nkr!O|7JM< z2FQ`XcJLUhJl!7zP(F%HKHkoKn9KW6iKxgdga5`Eelcdy-QzXJhx7Rg&|TJskS?#6 z9AW4Q^Y`lJqt2A>7C3i{zuQS`(y^3A-!lyHFah?*AWxOENd$4nScMJv3yT^Qq*-HM z8$FLMUsqvV*jINxS_N@JH(qXD>s$WY=B_Mo(HDF>K|5E*k8=-OQY~JasYLwZ654k@Pa+fti7=(EKJF^ke|SjcGkQp|({k zk9-HQB5&EmcDC+mvM+#0WFDV2mnnyz_);U3W91!K(?2VQeHhTuT$!jO^ixl6xm`vP z@18%T*(AYmnvE`s;izoC@=efD4@}0saqX{ltN{G2<&^^=&HHt>CAwogJ2#~V2>`6x z6Kg~NcP0O4btX8Ib}L3FrgF8mK`aejxf=>{Fp`Xrr7d2`7RV#~)2VVj+$Dh0rhN9i zv6cIawNd9W^MaVSo&>4>ueQ#Cxe}<|(n(HiI~}uQJL%ZAZ6_Vuwv+DIb~?6g=ft)> zxwpQVnwh#kVOQFDv+(*)>3T9bz_zD?-Yq~ z(aEEHIKHs+8h>TmQmpqO7co5wh4;|0ew+AW{wPfuj*I(aXBjz13kJ$l3*M0vbadcr z$#U%!;P-kH2Co6k2Y9f}p*LBqJ@x~yyI}Fs0e)pu7YQ?O3jD?`O7Bd<@N^(OvMnre zkXS(Q&4KMfJm(4OXKBMCUyuSRL&qi_wcnY8wUluxQ;ElxWtbcWx3xWdLyF@HrOvT z!U2zc&-fbsAK`a@u8Upapj|lI4QEQttZC+W1Ml{mJTu}hCy<&##ncL7w{egOEt_RunF*UFpk6a9;%xIb_of)I=g4X ze`eS1V8W8gG@G=^LBSk|0ai!$&|TpDlz<@;jx|=#5rM)#iE5SyF+@Z>p&au=%24j;6`=^#q@sM?htv#GU(W)M#TrIWS(++*W>abNIc zjNUg#Vi6BXY@?_B2wG z!+9Hu3qPrvnmtowL258T?5K<1TjmgKjw_>{29iCVEL1`@t5Vt zLf3#THd}sTFSUSRyVc1*r6SRQDh@BJmMQOFj#A$-!Mey>rC3s=+6C*V>O1y#CN9To z(QCVDU3yu>aF98shNlFf)He5`NoPDVrDTPvGrTIXhx?vLzAM8+HXWc~4RMab(wd0= z9f60GyI%5V+dDZ z*!@PI|7$Zh2=*Tc54%&+*JDn4wGG@T%Gb< zuZaPt^)`&$_QU(+$j|%j?=4sHlb<-$i2M+~1o9Kv4==ZnXsVZHc2Xp6J|PYzE#auA zm_`L>RElRIERcHi{lb~Q6Ri{>WI}_6cv8`JM7UJ7S6CL5^%f2G;pW4TN@z;x^KE6v zRmmn_kh-9`-bN4^*+oo(*`%MK4C3OxkVf+t@wx$Q@HH9O>+99L(&)D4oNqxLh3v7v z`_N!8_st~YmyP7|bdcv4ISd0Gn3T;9ir$L4y_{q3IW51K4Uka2oEQ5|F*xBQrj-#h zYo>$kMLzxpxmy`Iy>eQO-hLP(b952jzC(!=eZ*oo_f1bwc5zlL|62S;d;m^wJYrCGV^v8kEOb+(F$%^^XwT0I#xL=y5l zzka|qVFVy0f4w`fJ|B#8G~PhoG0PcJF#Y8b4`aY~BuH0)tE;v=fb35bTtz{{lvf9?l<`p;?e(m;R65f)o=F)&GPyWKwdWxYR zOrHNNcoBd|oG=>h7|Z2glOnNf;9|CiUeMzI*;!`%uazrbkpWY@sBB?G$|HU}70m9d z1WGS^ zUb+5lA1MfjoQ$Q_x*fWScONYQ3lrJ3BUNUrAm#Ubo)-2c?`kMX{UqYCXw3yVVWCur zw&|7o&kHQHZp23sV!CgE+>hw%^rD|zi_7|p$3)R#7J#6B0V(PBb*@<6I}%@~Gsh+* zCu&dPu>$D=70e~Rc~!fx9jOmbjeP!YXHkMhT@9>&RJbw;wOhq8G&mZ*?unG{p{yh0 z3(4B*Mo?gRj>@mu>y0s4gr^dhyoM^KE(!yQH*XBP3gEih8w|YLzo7cNWc;*f_}NI| za?j{!22*>-m>JFk>zTK_c+~zr#>WS8@sIZ6}3(DfrqDk$j+fDGI!qM%I7&ifa%j{Q`7MR2y%veFR|@MqE8PO8%( zlzC%C1x8hKOOr@O9$LO=8FRTR7ZKmWQ5Q+BT{e`H!Sc5#v;qr4UB%V6fvp@2}(jjNsr~QU+RovWpy< zHdVGw7N?`=S9zQKanpLe^&h-n>{6{uRvEOl-3kf>W3aV7AqP0OPUMyTLKk225Nt7J zOUYVZ1CH2{i4RwVPuH~Mqy0&hAjk4ZOr?_XhXhB27u&+3*=g6(kf)C3daC(z8)fb8 z4bcMLu?5f(JL}7VDh2UQfpNw|<_+X=1GOaS^={YA#%k;(fTd8=(7sG5==OGqpj96q zDV@&;Y=H{G!FFZ7>BotbHAQAF+tcnjqSAYmNqRR1j^_`_$$}Ndk>ugC(KO#{+GYXI zhy8ewq-TKO=`*Sgo#9R&XwVVj8wMS{j3m_mO$7YcJiEa58jeVf71rZa2*pvUmUZNLbW6f1E3qKxpM<3!j_i(RaCV~v5d6UOe3{{{Pnar2qjP<$Y<*xrIllDHJL&a4z z71`#=U{WBp1#l(r*rm6}Tdtc=>1=dWx|bBJU&N-+{NOG0&Q*tq zX$$PVQD(v@a< zZbZNX(fv`lb9`Bs8<+?vbOP3h90}L0#nYXrYnnM3vt{nvx<3Piu)ej7B0eT6P9Cay zeOMRN!{oXUDo>5%lLw^-B_#F$xO1i%LvhKQ7 z6&^-FE%$8=7UD>Z#Wcaq2S-}X+rWl4j4AToYSSuywd(95hLrRZ}B6*_m{$wRzVUuJw8 zzEV#6nW33TIZjQJ@n2*lgU)E9#!9Zr(s_@q<+ft8bS~YVP^_*uOTsYpAM78QB%vTF$%S`9xs1ehe;IlMw2CL zaje}ynLXYGOMjCTT;MkB!7aITTKMMJ`uM%yXzD-78U(MN?X7ITcOQ(MFz3sF>(ClF zpDagAJmK+o8+#qMlcx7NWKo6Ox_@%6b#IjT2TlxAf=AY z&CRj5utM2Bm(w25Ss|;1RWyWub#`VBKcZ}uzowDWrzIL2J^YDXgKQt{F8BrWy$mX0p4TNLI{j%K@RAQ%e+sJ{ z3gvaBqV-}s2`F#z8^XUHc)k2H9m$QAaSHQS^(WB@Im~L(O>%9cbgt0j*4+3bWy0G_G`6Rj;njKqs6kKNbQ@xfUYEr5sWL_rN#b(E1&)hV>) za&ufC{D+x1g7jjgT1(zoiA3@bWOe3=y$jeO;K;|XBRnYCv`I=NEhPtVSMsv94~H5s z7_B0#b?~BbYrrZ>zo|T`l$#1u_z_)C{RgFWj7aW&`4(!<^>h}OUv~~mQ8|pr6Z}GD z=xW0`VWYx*B6VtJc-iuYjF7})npi=FhSWlgk9y=uNheqqu^Kxkg2P)S2^~L8VAndR z3_NQz$(Hqj>7p0Qm?u)1QG9XHi!EsKY5=l?K6pbNGGQz%2e;s%m#-b&z_NC_HcBK( z?y)CY(Qa1BkJd=!WY7uEd$PV=IIAr>oY}x8idbb@*zTLNu@X+NRk;}lGkSD>706TO zSX~RuShey=OuGHW6Czed@jKUc74r73v*ZQ>0pW^xy#ng~?&g>tN9>D1r*J|mB1gM_+x(1)l>w0!Q9VQD2|cnb^HOQ zD84Q_)dYlP?mS*6D36t^x6f^&pxVP~LO9!3jXcOW$_Wq8q4zZ!(yibl`z zT%G>IP%ufU|Mx!C^j2tfFV6GVwyn$g4|?oQaZ=m;O`Dq`utZVI)whvFqleS7Zf4KJ z_yp(1NWF!*;BgmQfC@}N486rs8k*3q{R!bl+$5ExLWwTNp&mD%GbPjtS%Qcnb=Wj5 zstQH6b{+Nuv*z1~KdT!8SmFr-Luq%YkD!Xg+8-V*cd3$+|J;MeJ+vx##O6U+SO|id zjBS|}K1IPQNRi%aj@(EdyE1}8+{A7}r@yA^W9Ov=)N#oy6Q=t*;v9dvhl)48BvCwg zn97z9L60ogQHdIe3PXXXhz%KecP|+%&HYiP^i9^iba z(*T6uJ`J+G32OJyrc4bUUU94rp3q%*u+($d@|kY4ZhTJ7M@i7z?J$u#Mz0L^{*%dF zR)HKnc#2MC+DFTa!7H`mRZS3M3+KWP-YV4TeF)lL<%fuS7@)W9i3geK3p0D6AL}ZO zp#ZwcBnPD`ee9EgS0TMg6rWJzG_<2o%$OaF{xYS`>n=$OX?6--;!l+|>8+`#HwobN zKwEE@=H1bdcITkoZQvFri7M-_5ambtH>|_$y?~&i39)`sLQW4Ofuq-V^Y@qW*ZOn( zY$_o=P`amEZ1fdIjPi8Tc$7bl#{t_u@(b_tr|aKwRv7lq4(TU9Lye}UL~N&M#ehMd z{Pa@88^*0&CB@=+_09gdaq8iGCy zEDTb1us`KHEQeegchj*4)g!-4W~Cg_ zL$R)*smw+O?j{lIIBRe=3CPCIIFiN_d6@)(K`26Rji$cK4* zkq_Fguv|I)DSPtyV#IyLZ^NP=y4VL!hWEse^R!Mci(V(K;^=`DfoaLY<2td$ z8`i!sh)Oj|e(yY;gog5U%q+10i2mKqnespa<02sc_$^qGXc9urK}%*cw|Wxs#ZCQk zM6^r0!XfZZ1}V%PDj9nTT2;QwfZW|4oI>k%W0S0JgWq;@$_N*|J!Q5PPwv=DyFCFCid2Qf zzIE=MzzUNDv+1bdHCDY?p<8_D`23l*w@N~-wra~wy0u}}yMEfc{96u%6WatM(xhtM zvmUBYWC^PH8&1+AvVA}CEp?%MX+$9$`Q5DXrodA#5jo&T?U-b0()lP6Oqudu)=1SCP%)7R;K5iK;}4&S2W19LT#AmgcPC3u^(D#& zQwb_H4L1xp8jHm9^38d<);Dj2X~Ryc2O=p7<7TMv-J>-!_^b7O3#td};oI@&U~u6IMb zZ|LGkj|en7(!aS4Upao03MI!3qvkVc`?s|gTRO&dApG;4_ex018Sg5sli3rn&yr^C z@GoA$r;3IN?yl@yQBriY_3i#fpE>l9X>P!H`1ITLBaaJ0g#_H5XBg4@_ll@>F`)AM zNKAbh`5J6=|9<~q{T%`TT9tUB!L>jg!M+{GE6+{DQOb*Hljh(4Zy;symUH3F&8BZj zIX>Aup8UEQkW3J=4~6E9WRp{`%{PT(F7s9JFqOgyC8(1Xa zwJGU`#MTRo@jhn7&DHV5Xx0*0=5|C>RzxXuK8N7DRHQJ`4fWH`^*p~Q@B|G^q4aIL zHa=kwRUTf}E} zq9pB(e+(GS?Ve;`vlPktJbhjjPCK)t`P9KAI8a2H`@JdZ7v|>$w~)O!zlX8ZoOS<+ zU6?yJS@q@!fZUjpz+$L9#PQW@3ShHe#I@OSDQ~TQhz387Gr3H(f!~~34ZHV<4aodM z{t_Tqw>$3I7<*Nt+g1JY=B3L~>U!qPw=XLfL2sS37k0ols4Yu`@7MQDWqkf+2%|IXELg7^%rn z-TNGopv({VpxHwQapxfhPw3WW(QNi?@h2Ns5fN9 zYO|t_zAkMG5+152S%J^Th|QI28C>q?pAvRO+%`&%StjU(-3zM&S#`8s5mKqH{h124 zoyl4%678(nR!#WfHW}D+Bry8|5k3H>ln9KJU2&J&5CZ#ST=@h+VQ}$3w9XcMqr|x} z-ygrPPlqnyUm9ehx7phirB}7h8fSPvu~rf1 zQ|5Q#z^V^}gfv4h^YR}-`!e(Fc}_2zo!BKIeQi#^>^YMZI!v0le??}%&SAg}c2M8= zsITPNhnd5mUy%${#r;8T{rQc7u+?87@>SK?H^dcs;@4A1gf;n}kDHB&G*eVxfs`^L z=3ZftnQJFHl6NY`B*EA#4EuG*4h6zQG7gyLTN{*Ib+;j6r2&AgCYcD0B51MfldRC;Tp_Kfc zX%G3n`7)Q-Iqn(Mys`u~9;$@Cn-GK7qGQxgzH^vIrJn`2B!F=#J!|xF{t;murQZZ3 z9yVQmZ(&tOy$EuvWaIkX*0tNy&*#gxcUBcJ5C%@>HfEHCLxuz66)T(l^!y-CkAmkU zYO>;bRKgg_pRy(i(#SmX_qRS8njnn?Ms%yB*P+zjj`0vc>yLgO{d07GWQFz00Qq5P zu9k+XZ?6Xe)KtwkXdzA6^L3HF#7Y_Na8kC&%m>G;QpYgiRXfujPK7($?~mi4`=fh6 zvrS%{*#Hf5ag2P<*vY*|A`9GO- zqQLRaFs9o0S9>#JmNP#zNi@Fj#|gNN%8Gs?h+Sn{T!~5Nnh%Cy(>o>KEC$D$)omvsHFCU9!P@=BIP9PlSnC8EKMQ62VuICX?79GUgbXzn`^N0m6n0 zj#gFx#y8;{vM1-P_1Q+GQmw3boBz zV}gQD4sxj?$xlHnUQ3l4eRl$8?W35Uo(?cVGd->Gcj_e9irvttGDt-~J(5plQI9T5 z^5)JD&xvW2gngx(?GT8w7M2bp@&U+u3#sdoC(@QIM&dZ?rQW(47O-O+SnumU%bN+) zmAf^uXt~K34(m>E1H2}8V*M{AiFXhDHKQKvvM?3W7=VvT_@k+PF7L{z!gdoHG@G~^T z=Dp^>@`g^d^Jwh17)QL(+))Uv-PiWQ@|3x^Q;cLdS<4|g58JEJxh>@D6?IwSqJ8D~ ztfUCWd(-yz&Jr3LR=k9QtN|)(Men&{QU~T4WOjA5a?$A-Q`n~{DtXY{$j4{Fk|k(1 zK44HF3aICEJ{YI>SisfOy%1-JbA@&c$!yb9BT9?;hRQW%nMJt&>kv=bOyq&U@UCkz zyvIJGp`_EnPvt(TAYv@TzShYWMQ-O{7u03aIg8f|7=)0XAPHXRq@D8+N(i?rs_4lz zj};N~pJSAqp_SZK6m&pkxSAma5sbU_!80-a(y&(}f!^V8Sl9s!@O{qi2xVVK`YYNu zRa-sM4~_5j(=#Ub>ip~D8#zIfAp=k86mpW}5xrA_(A5@&N;6RPXvr+(D4W){9&rjR zx5g6DC8Nyv_cKKV%5L9o$^d;+hcYY)z77^q!?S8kke34=Sr{KJuA3wdPj6Whp>2>w zI|tF$mq*sb3^Dy&)J}wvL<9#Ft7R>Oe|$dj0{%Lolqy$2`leXKi4}Xl6FnWiql{n* zPr(9mJabUAbVtSFQN1VF^NFLy@p`wCal6^yEy7Zw?55os#Hy%?lTx*S`A-`}0(W60 z6i&;*_B+%OPxlej^JTtYHwpKKChnK+HgZIS_E~FHN)ngt&rR09bi)!fv>LUvzCxZ_ zYK43tsls^qDTgBs<($E7Bz4Rx855W3QqjfvJ&wtxi5{jJFlL<-6vfM8Ra!A|(n9GA z=GYs0nm+=6#|t$>$Nz#@^p0)v3{lh>9rx+wL%)WawH2$~3Gs$49H zK>AyItUrE}@LSt%%{+wAfNx=rH_}*8L?7LmtWh$f>$ZeOU`x{5=#fvXy=`$m_qu?O zky-~FUO-3qvXzX*f3S;u)yjW?#VXlITg+@I)l~j;RBkND>fL zw6opNQ=Y?Xx5L%|C=zsP9XX_j4!KuOu|DG*Y?oktwNhU!tYK+uZR`A_= zSJ%-$=`b*un;iT=kH_J?(sEloKP}?yd1>cKd6ko;TOn@(6&He4HO?K`7}Ny59o!NT zkAtlubm-xb9Qex9dEboQ$?qLE`Hm3B?JE;>YxnS3$So5eo;`K44MRA{{NzQT&kBo! z+(UW>`L3DejZFO%Q#D5GK~hf)pY|1@s2x{Pap{=)$E7fIWnhX8f*>K#(0!nW;P;{y zZ~S-5I~|_rtr#7g#0cvIpf*0%=sl$wY<9xn_8Tyb3|RLntr?4Q&o}tUdm)68=AD@u z!@7W2LwQ#F}X@}3lD@Y=u;p2BMQxlfm+}tPcE;4q{2O9Pp1Kpm$Z8VjT`wUo|-ul(H z1AoFfr{A>dU>`=eMx@RGZZz8vEfstY-Q5#M+TNZ5kW7mN#YfxK-6dS8%@u(Wo}o%p z4iX4JP(+g&C@${JMI00q1yz3&Zq`Gj44>WOXrjLde4rt~m2llVfg|9zYWC$MLqNEO zETg|w{szVdv21+=Ey)4fO1kVPsCy`5wFB-TR$K2j{#9)x3OUaT0viq-U5F8VudD*2 zF>NTG9rC$0n%$s2<+u%uBk*8Oe+cd3>WZ~ly4kQiT^z#EM{b!nf6O=pv7UDN5?)ir z_@Wi)BL}7}nEP76WmZ1sg`6*~o2l|y^!MBbsmSyc5M|ZB6Y~3=44Q3MkK7Zpl>b*< z;jj}cNe}!d<<`?I?c*u~y$gn2*_g*dVPkEW_0h7fmQFhd5dn>U6h=Z`sMal(4~B+PYXwP`r75~cVef0BGldMxvi`I>(WEq zq#Y_O456MIHEiUmRL+ahUFkRUv{U6CFeFKs_ytH!J4am8HJMC_g~eZC=0LAN}iV4six1R`T7|3 zxz&z)4~uWpLD|z9c@angiHingx{#xtTI7eC`N02ZRq_XSrY2_$8hUa1lQgk$AEX$* zJPkTEavr@w9+DK}kpj~-X;)`|6Igg>g|eu?S8{0+Lnrds3-kV?naFxbi7CpVMB`q* zfLKrLMN8;*jrLWgJaHxqoJObQ_9d_hM7W9w~M=j~=h4Mrb2YZy2n-<@LAXc6}S zpZqVmMRSWq;V-KsG|4o@%ErD{J|V>wMgm7XzEpE( z9C+5ew_R~|M-3O! z5D9$cy=2^qKp`>@yyQVxaB;Xc+HrR8S3o@QqO!QS2?wy&f~f1|h4?)G&E&Iq`q@}O zrgHTIoKd6*?~*^LQ}qEWbW#6g(5!P9nLP2yBNF52ezgi%1T6s|!5KwbH}S4&MO8>! zR~}_a2!m6sM#fS%RbN!6#Adcc_7U9&=qYzS1vMn_q*VH#5RtHLeP4k$6V_OIyr)BQ ztq)x{$TkcI5&uCc_S zq14J2)%mHN(b^I_foa6WxKd%#O!G`1iKQM9^$_dGgBm=ip5F}Dc>58ar21t1pu6X- zaSTjiBVoLY@0kX`b6X8KlQUdafd2UN`T=4dg$W*#vQ{SGPcXCXJLW*p9L=bsB&#cg z(gpn_y|1#t{3Ydoh6MbDa#a;w$!)uL^6$}FIbT9G(Y zx^tUw;no4d{w3_T;?-rofQ4@&lsx&+l>Uu<`XAPnQeIw`JJv zPt&Z^=#<)IzV;9ZSb=h7{iIU|tkqncZO)9JYc>S)vDn_(FIA(|``r-Jw7+!NaeFaO z#&ahynE$$HoIKoW5>qahN=2MWvEgejhRKcjX1^kC*jI`K9>l(NxYxEJ1hit>ht2oBp>&Cw^5jxhqM+&{={j10<2K}E`*9SOt+!dl0W;g&(>*+)xY89zqn`d?^ zND6}LZ1sWB$|^R@K3ErTURyjWI0}7@B5(Gc7$#-2Fk8#`3zMpn7xzBzxjl$mzN(aK zqX|z`!IupAFvaR8%TiSA_fZkbRzJ>2XT!K>P~t(m6y;U?fr6^FN~LXGRH9FAe^9F#XX=%VMangsTyCrf2?Zx^*=k%O4QHk zcM>GGp>d`oxbc29o2?l;GOSi01~3jzAqv={;*MW^ z#1T9;xqet%7t2m87cc;o z_`Uc|5RL%Y*wFM%Zq2C<=^RI>q(J-Zk$E zTO08ed=F;s`OK%UCGhwN;suc_Uuh$z$w_nywpe|`n#7nMfN3nnzsRuZ6WgeuKbB(<#)a6NV@J5Vz-vAVHJV`BnT*%{s{NI;LJ z?vaE0y~t)hIs1^!m(+$TGSi;{FFM=tIuGh0+hPVs4Zt2r4qUd_pU%X>(NKiQ+uI?`;7ChEJ4WR1fuu}>UQN9dX^{#o7V(Akb5&zGe;H5PZUKLge_Y0% zwzxh`AT7qso(q0qx{(Gq5FgXUA)9RG{iK&M@jPgCkLPz>2WpIc=w~VDl>>j9vUFwO z8c`|xYv5xh+7XR9f1gnV>?SId-5p9Um4Q;pqNqaMh%D5JU#sr6Kcq=x+_tQ007WE& zrZ0ztEG+8RcDaf3Y`gtp1^|lxZS`a*I z!Ir`goi~=IV`k50COo!p3dbhQj}Um-!0%{pYzz%%Bt4pho+1PGIowFb0k6}{YJCmCwup9PhQpw)Bg3jwk+Hd9)8FJgFj6*UOP6JJ6GTsAfZ91tPM2pVLct5L)Xc9 zbga)-iNi_#Hx}wJsFoB7BvzqzTDC;H(KLIyE_tJOYSo~M5aZaHY2U1`9PJ>p&rm=xu64(8w)G4Ia@1F z(HGi!X4IEgAKDCwba zXD`zPkh>^Eqf-~DXt0A}NgD3ckmSw67|(a1X>mt3DgNQp_lemK8eCJ>C$4c#ci`~I zc?}y$2B%)>R7R zSe=b!c4{84bF(bm!z!k_k5pJYXD`r92f5E!A(9^S?gxaF9_Xp>fC6tMhMSFIyEd|M zsYS{ePuE7b`)xF?QhufXr>*!eM%cPu`J_ZZtzjt(0}ftP2J1V_2D=^A@MC$0)&$Va z9~*ZwY7#sQ%;2l?Y7z`=M$NxjKEjcjr@zTwDl+hzUUi(}IdZ!XeHAVcuNL(nv#57U z)7KqLIe5-yE!mgR6=lfM8)U9FwXInYBBFb9236>AgX`-B5A|2XMb_6ukIygf*!&o3 z^{!7Bl=BaUF5Gk!%vIA@_qyVMD}A2Qi=xuVwnW=XR(4Mw<5K{I)uTyYS?m|Gc;0>8 z^#)T0+OVtQD7^~d6MwjqJRmB8UF-qFgO6CGG$Q;k{kN-wJ6UyBC1qTA3MPtb3`RVw zf@Mx_g7qHWsA73G1wg3vfEx2~8}k^51pge%C zbN|dD2@ZSO#V+tBnUVgZeJnRtWYT~u?YUV8Fc?H%J0A`_0(wLS1;@!!p4aoGck`dB zbR;A0*_)UT*iCIO3ZMa8->i=V@1Xkfq<44!>>EKaa2G6)8ru2?O_b(#&!>fw5jfxU zkaDM49$;i$s^EE9;94wvQzJexXHo3ZC*+k@Tl17_N`uq;oq_84c5=<2Rr#I=%Qd;s zUb@}>c<{W*=PhBA9g4a=_^9dj=FJDdXXc|eDK_fv_+#$X*Jyf#k8zDOU^!g0!5@8e zS7O`BF^i5@D$s-V#fumx?%jSL?8r>Z&5d``9C7PawFH>D4TAyyx6w)k;eR0`TJ8Y; z{*!o?J&|~%J>}FNkZmXGW&W`-*L`!tbhrQ`gNm8BsLAl79x8k7iAf))e> zC~w-{GB#-V+o&@xV-%d@EpPLsO1+o^pUIY?tE~Evd>WOX$jstV5 zi0R7{FuV;wBLg->QX;9I(qzIY!CSfrvgBde$DZg~H5%zZebhsBaWhj=UCZ;wxa*}k zB51UOZ}HzFMWE6|RV@sz@|$h+LiuC#r}>r2&zNSnA9y|bGQD*2z_KvcSom4;%VHHKp&!*c)zvtaSEVwq>7#jvgpauo z=52ccpVzO<7-t(KKR5bBq8OQ&hMqT(kO}~uZY@1i%xPT}XZayb8cT%~9awF5 zlS{A1;r%(c4VRjXQ}7aLE!Z?=B|^p5w=3at zhZLS_$t8)2kF~)URBkoX&dmRP7qH9)`(r2EKY$aOSVdxRoYSkdNrn#ZY5QvV;Jbuc zk)YqS)z2>uYNuv>sjcF8I~~Wq6Og@}Nam|EJ5gxfct0lIvTHxK{7SEH3vFo-N`@D0 zxGcq^Q0OQeo|4T8t9>*QyBI>-P_K($@{m>PHAcoBrDX`G!^NQ-McwdSQ|aBdmAP#F zwZ$bqR-cjGOb>A3ZAxp&qQ8a(u7`CqjVB|U!zrWCm*VgB*Is&VMl1RMs5YosR_KW= zV3W^h;X)|}SL**6ap${tUSIcfm=e*YHD2n5@k@lVag`tNo^zLla;ZxHtL3HBe$!l- zHyy(NQwf2XUtq8owWO~wMjw$F1IzboEzv$*ctC?#&1Yub{=y8{_5G;7Mp3`z*O#}S zJLVaQY@&npE2-l07KDOj6JU3-L)DIDy_fV{i&I>!v6nbG)uZ(~q^HPLwE2d`4!%}~ zjolb4zoYyp8qSp`QmFe-R9euJV6a)1q5wij8>;!uN@Pw`3LwbK6YpLufTzMf$lvCN zPT*5d5`{}5#nVS-_ZsA$zVx#*;-1ne`lr)G`yvaQf{Ey)MgBiYBwwtCL*@Wu_uE5E}2;5ml$$!7Ohwj10sD1bgNn(4NM55$FJ2wh53qDxqNSYzIK z%?4LhSXq7YBt$5AndnB`2p|*A8C7o9YsUE4;F-W6VnEj842BEuqPiQ9nJ(vktftsB zv+m#=cMR=1Ax9WC!e)p3)*T=zCG8^`iLne~+YP0}U@BN-UtE%Z{038{CxWVix|}l$ zE<9CG9;m7rZk%LO4+n*VA&l4Zrp5utZkWX-WP<7GX-s%kks}65K$O(mf>Ckv4W>w` zu}E{L{%XBoh>xtBmHzMNVajgNqaD^YZalOx-jVh0!TmLnZP-E z?%p*hTj(~898+eI9ft70_=+sQ{5>EuDiKr%fk3{vI^uNd6QlQ$k0?vapdRUG=-+8l z(Ovtz(>D>aV>+H!l8p(=AM0moBsurJNy(aL45MdIiduYDh7J}Bjf9Io5+>Zz+ty%C zJ=`c^<1O9w6UZwvFlqd z5}>LH{6XO9RXY<0U&P7AC(~eQOmbb77e1Dct{idz?4M0y6#CW`lk8>wO+=Ot&?8EF z-c_=I{ql37+=zP-;D`ZbtG2OUJ-DOk?T~Ec%G@}^->_45iYh&gQjkSQ(L6nj-#z2_@HdV<9SDFxLQqV%z z+R?GXz(dh)!z$OiSy%D{P}Ak+VC@c5R{DC}hM^JCuHYS|s^<(CB-JjX-e8)%VP7D(cNXuPgC{?RDQ^?6|# z9XlEmn1^%vK|l&k4emnw+aCqn)=`1pRG;np*94KP%3g4|D{~{UryuojV3W%FRr2?9 z+qdWJIvA2I%CfwSnGy0voM&a$Ls_dX5^-6*4$HZ7^U)U;VH&_Iqk{$v9XYGf{z^53 zs|AMSw!Cml?HL%E9&qjg#`Iq|FKY4BkxC9iCW-9z!)TvP7NZl)2n0b^oy)YingU31 z$R-`h;D$_!m(Oq=FG?+^xOhhisYU(0jIkyHyh6yb{;_h9B%UHl<*ZB(gTqo+l|IUm@4v{NvZ6?*;-{Nduo&X zKI^8`Gi$JMP@_)#dBhcdbv@b+_#{e_dByl#f;+DX@kfL`x&>kD-oME7jd+759!grt z!LqXc9d$O+AtM0kZa?MiXq(GQeim@v-Rj}PF&AU8LVNSLm=d=vauMIVTT}NsbF(8~ zc%MEm^iv(K@RrPP$l6eubYva($GX7N*^qIkh(h!zv_u*3*o(Z}?GDjbH`|&d3K+dR z*!7Qp8UbJ+t`Vb&thNhSP)`G#@1Y-P4@F^IztB%M?qH(u`?mUz+|C|;XV|Z`( zk-t^%b%4Fj1=pU|z5g0Vz|G0tApem5KbE(_43=lxZ9;eZ_my_CfGjDBCiYZoOq@2` z^>?fJ-yl_e5J@GfM@0frwe8LUkt@a#(|q!=jTWNNA40fT)CSQu{o?LEF%7#Y}8?28iJPQk<9Vl1B6S}<;q$4VFyc`R}-$dIlP}Xr+?1=K@h!H0%tE95X#9>04 z+zCRxI{rda8-Sk`pXS6V2#Yc&b;`@CtvHdcb~_H^iz>Y@iTyO8C{aZmD&deLzXVGh z@a-pAMXYa(!Y5lDeNIXUBl&5!bP~wNIp=K|P~H@D3%b6V0#1B6Tuu)^))nQD9>9A% zI$Y<8n$X_lD?%%>8UFJCOU%VrJMts^hQk25@K2aI$PV0>_qBD1e1o!POI$>>(qGaZ zj?uChh6Xt;@8qKMoLm-2V`89W>U%n;ub5 z`*=OLf0hNbgBc57VQcl30EV-WWhP@v7phx8c|BY&ym2%OXkp2!wUvca zR8i<<(UkT)8Na*%qX}HD2M--cVvsngdzW&R}}U16IB_z|nS1qXPLsI#7e5@1k3vUvAAo z-p1SiDsNJIE$-06M#m3E7%2#1VRG76WJoiR{wKV9>h^jZl{Xj+%IJi|kjMe?mEENAOv9r8~>&Zg_l&OoT6OWQ~fKlgHHw?Z%d9nScHI$nmF0O-~B zeqU~x+qZTvgyz#V4ms?82@wcpi>M;q*W_hrK9kjok?CB}h9Ox{F;4oDdTz;@5{N|v z_hRB;zd0=4dbhHx2%@*Bnz*~yTlKfkd#`1#{cW6w?nCgMI;jf`NBgS9=`MlWLu z52CMs*SVN{m7#x!aXO`?BNkQ{jM;Fn)gKz}UT8JUzJ zos;Mq>hKMBl~(9XO&>QKw`X`9EmzkRX(eZH&3>}7+CJ|#4Cyp8AGqJ5%koHE(=c9^ z&4V|mHil6;Y4QVLi$}Ca;xlF)ZhfkoCPZ+Rp`;X2>e=a;ya&sL)6J>*Z3TPLh@_G@ z9+7uZLk#R86AM&yTg=oDS>77nRI)^p#(vk)1v~loL}?WDpEhhZD;_MCk$-P5fbm@t zIji3>&86zf&!9lv`4pvvgGv9h-RUnHNRWbdM>qw%bkC@`Yc#{9W&Vi=9?)3` zi~O@Mfz1r2*e0MJ93%+yPK54ulO2d?>e`@aN80P&W|eFHeno%ND65SIC%}#6@;B!} zW4Ot9DJ~cy1XuWQUs8EG$Ze=U<)+YXqEeyjIK4&Af`a6}Wo8`J81jU<>42Vjpp>$LQd=3DRjB~J`)-?YyTkTW+ zQyc>hAAu9f?$_bD;jX<3^emnIRR2SUGp@>U9YJYEOn2dVSme*4XaagCMLio9Gv?wu z$!@XGAacB}voR=-IzrqsP5?RIon0;Kzf%GI82%sGDrfq>ub){0{vPE<8l7Q9v1=U| zAv(wIPe*&Hz}7C`?SX(%KTB84Oh(#VJC#TEVOeQ?4E!gz1d{QpFr2iGYuOk_Z8tu? z$Yi*fX8$fBcA+4FvEVl*#AL?w=+#WVAX5$`EevGVWbYh}HXhPf7azem^T-QC=WYYi z6?~oy2KDZmC#OvORz2#Z(gjX!l$*XYJy_wap)#J>c}hP%h>|GXaT%4FO;~vKt>RJ> z|7UkkR+P1zppwvi!HNbH!q*f^Z_r2dgO?A;x)E4T;CU*Tz$0`b)t+kyjXlT0G&#Bw zLMipqN2FF5eXn^f-3ZE&RfkY!AL1BFyNK^aqk*}M+1bLeYG!c;$|~P__PEPbIUPYI zga%W=o))vJR_)zQ$FatKkArN;%vkuvNs+!p7~D3Ng?ZQDd3naIN1b+&7cwGaLh;S& zHEX^oFIiGHNIvIUPx{Xox`h2ph;piKoKYm*9prARI8nTX525@8g51nb3lV^u_~txvCHk)tsYi=WuS@@4 z#UN+g*dWzKshX2}$gl=a+nfFOR|_bN0c^bO*(d!Q-kY{{)XFJ4lWX@B8U-d*=D6fi z3e~>y9e~p|DbzlgUka>znVfHqLV1(y#s}pB*GPfAT;c~&_TMk1<;uT?cELPUMhE3*VKFaRIXG8Kdn4S1zi2^I2eFRYpa4UC zv1SoO7Jag&q7AM2wYA@}--mhR2hNl**10DGQOF;I884P!eeGRRfy>#mK;Ez0B8INh zcI@a_x|S)9*t^4=@^-oR7xctZiExnNVmT`ZG_%`}hcZ}3l{7Ymh(%gZDGVVwtA5Ag znpT?JYq81L4&eU3S3Mq7tR@B>c4+!-Y9g6t2wm{bZ2) zbx$J1bvc31Z8u9bsnH0z^)LG@1fZ<(%&OVeTfEb$VOw;>P1Y%46EA;EH|Jgmoh#@13eHwFQr;hs$`l12;FLtZ4Noz!_QT_>n4!lclmHOmi7g z=WN6QE$d={E({g{@Qd%RGDmf`3dwEuM)a9C55h?e2HmnT@?` z6&AzTS$RKmya|__C-@l-cNmNI5P8PUq^V=Zs^t&&f&`PSJ}J=AqxjbH0d&;)nqH($ zxKM3D0xP3Lu{=A??$`-2!2*jloz1ij+&P$x!HhbRMZ#5s2B-lQ6LRNfooC|C9Zjz6 zt(I-Jx9hH0_IP<+U3H%E(_uZNx0&hf4>>UUZYuIL*aYx@T2JUhOFOt*jo6RS$>X4q zD?B2GRr<#kd&mKu&_<^<*d3du+j#HxTre@*&tubK4%6Pi;Ne^mi)v2O+!g_wnHlTs zqaT_Kc8MH+$XXV zA0NMO9okeqN3a?|eXD4jv0GjH<`(qxZ#!1woa|dbeQC3tx?f$!*_6r{VRU!AnPTQ0 zR>hVCCh##0hb;5IC#3+G4iA+O%LiYfnmz}(a#zA8G&xx3E>xAqk+sHV*dO5Tlp>=#?|0-P+@k3SF4a+5Ya1+S%;-<3{TH~x!x+V9xb1kEE8IJsR9LdVFY5z zU=BAfL()c2JJN3O;dl17?S6g}iKD|&#jQK`S833?t*#?@x)8nL9v$H^giKB4LQpHR zuE<4)1Jy?N5V|H?5nuE(br#%Irm?#dkfOdHH_d5Y@gjAw6{`6t|H?8p zmhtwzasx!E?{$N$Ih9{=5^CDjj$J~)Cwa55`7$sy9H-^z)4UPmSVKo!0?6?w8Sg_n z9rMBlOh0%G2uaZ;KM=tzh&jsZTHe4{9o@1Y!%Q^}^fVf`Xz6}JFib;ECvbNc=_(+Oe<*1g?a_931HILvy=<+=}Lbj__>yaa_fti^Yb^=y^@T9Z{ z>O?8~=AN~!uIMpa;IFGwG`^dgxtOL0<5ET-SKEKlY{u}0yEb}QpF&$U$cB4LnBm+W zhlyJt`!ROJhaqV9C7*g*ByqhW^e}ZYhu-NmcmtCQBBjiu5c~ShV{|so>H|h9^$AKM zk9F=2lUt}7&P($dei6f7Vi6=|H)6v|AtwaLz}ErHmi?f{p*p&*fx5Z$zBD&PG%AJ# zpwgVk@v%>ZwK{SxTy@0b^UClx+tBRQ=XNRRAiZ==LM=Wio3iv~6td?USrUn9pv=oW zlzy=rtf7-CJPzOcCB0{P%Krx}d^J$CX$>PfOIqDg;O%vk(;O0RN_*Zo)^2<7va0uV zAu_AC!ky;x1vYH3&pKG+r0byJjqH48DC}Ttev<~lwjn1ptN5-$?i&q22G?Z`mp9wy z08L9E*0=r_3^8!_i;&8FeWJ!2)$ir-EQ8jbL9u!^$`Y{Gb+IGCT8&t<`HmB?B7_S-` zn*C~jk0>l0ghA{?D|s(|xLR`1kfrhv7}KC-$G$Vh1w`jl%1iJ|$D4|U<2MaDNOR}m zr|vH-O9TK262V93ON}K5F7*|Ojh7OG0yU!^b-JptpQbf;2I!>?E-`cdz+SE2@pq7@ z6NDZyB2_oYpTn|5`U3@IB40t#N1Zl;TdE5tm>NwFnc#FRQEPxzZnYR$jIG0!#t@it zh3=)iumA(Fct3TUQgTdqB?R?eC0GDQRPY)mA~`I0I>t4~1Yiij5qktE8 zOM$z6XaE2U{o}9+MX(k=$3pf1@q2OStLY;m;~%_RKJp{=Os8xi`q!GH5#6sRe25XI gcw5F>T~0GIh{*Z=?k literal 0 HcmV?d00001 diff --git a/translated_images/km/cartpole.f52a67f27e058170.webp b/translated_images/km/cartpole.f52a67f27e058170.webp new file mode 100644 index 0000000000000000000000000000000000000000..848d3ee7b7bff361f66c428ec63841bf64035120 GIT binary patch literal 1718 zcmb7=e>l?#9LKkWm}|nJM_4v-IGMs??VM;^`7ytL#GJZnX&yhL^}|}59HqHr#U9oe zwzj#}1%+d4I2cM4Gb1SCe_+@q8C(uCfLaZ3rdOVx)VGPB1bpg(#TCoZljtQ~1$c?JM3Wy;@0gz$3b>*@Ra+hViMpRT$(a_?06LHk z0Mq4fg`cj=LaXr-VAj08w;}>s9*&;T@74)J%}LKMd2(~c`%Jm;%Kr+ssHi|Yrswk6 zruLTiJX@TsQR@pJnCTT2PPQ7J6yfkb+1R3I#Ri^MtHF215_!rtb63$rov&aYiN`*J zOEEU=pY}4&e*v+d%&WR?_^b};h4uRkbo;wkoxVbAX@ef&*Dmr`K)fQ%*@6DOxbz(K zpoS45?Qfu)#&YWS*b!JSR*Ymy9THUvcFX`m@sBxMld>C!oe7Ov*(P{=vq_z5mqM2R z>pta_?5VkLN~v6vfAYj-Ja+BX;>Mo}JLeN-ch8;1YBdIc2JckA^gy4@sHeIPkL-o85NX&UA!i(nU?U zG3+F^eY{V93lS4kK5vfL*fqNHvK8O?_fP*z`GP=dV50RD$b=&>spF>id-cC_s=YTh z3EN&HIeeUhayg?tP_B3|QYCZ0(E2pP=OoKwa8*+Aa-r^yU^1T&BMehcg|}YH4x!1U z8GeSh1d;<(`z~AJ&gx;G?=4S|#=)aJ*nGcVqt@g;$?=(%TMDq@Ix3Pk-R=;Vr2W3gDll*z(GxbC z(-?X-akmakl4jM+v{1JtSO(TxAl*CJYR-|fG=dnX|C2f|>GC*b47=X%bEElq% z`DJ|>w4(SE66>VliK`9>Oy*Ow=1H9fIOXD5h&C!egc)@6sBvVyk>LZMp>Ic7Fv*UL zoDG=hAOz^Ql!TC=QOG@K-3AScm&t2h>C3DEX`UL!8EA7-e|(x6E$bwT$KV|2Pzdc5 z5zl>sJKbtI2=jbYhY8GP{8}dwkfWy8Mpk)eUM+KZg0Fz8cGXkUDSqiFqRY)!C_8_8 zMwo-Va^IAJWzdKEC$_Xf-k9T}NFH^6_ZycRZ45$bftju>x8mMraSeERf$3Yi{)NqL zAHHSY8SPg-n+{?$9p3OSd1|Z?6EK^rB!_!cjnIw}t>unjiBe!@Jl(}E?pvFcX^%U? z@XzM5AipO&kZ(QS?#OJZ|HFz0y)*xa*&KNnche+=D9(Md+C;_TTizIVZWY2FJeP#9 z=0oyo&#-Ou--9R3xTJX5IgTo0tx>F1%o!r3dncU(K49%;e^9us%;nmNk3RyHZmNm1 z0H$|wtDj!vQtmm@231V#@z`pMD z%ZtH8ivq6Ay1OkAQ!-4g7SEVjYWKncegR#DKBYgJKNxJM4-23195|)9}3-e^;)_}(fK(U>8UA@^jzDxrtEcnRb)lcyNXN;4mmnNyq0Z&Emz^raq@k1o{$x0_KrWkN^Mx literal 0 HcmV?d00001 diff --git a/translated_images/km/catsdogsdataset.a7aff8e6085fd3f0.webp b/translated_images/km/catsdogsdataset.a7aff8e6085fd3f0.webp new file mode 100644 index 0000000000000000000000000000000000000000..f0e43d7bcce99a8fda86ef43e9b39c33cad7d193 GIT binary patch literal 20388 zcmV((K;XYpNk>PXGW{MM6+kP&il$0000G0000|0{~!AFvrU@Sl7xG>xl0$<$l&^e@Qc5iyOb zh9ZV}QFhegqn@UsFU0#wGa#Nfv_`8_YMYTdyC1`>vn<0;(VA*(HBonzE&X5ag3{W& zR02o2Tf2(Zd#Cd(Eq_siO{o_g8{`wmC_`zOsJ)MV82pF-@E`uefA|mo;XnL`|L`CF z!+-ei0AofC{5SC#09H^qAjVDr01yNLodGIS17!d{F&2nJA|W9Z8a_lI0|c?RempIJ ze;COO)eiuExj}&b0r(@U+^Y2^{#%57s_|doepmZQa<6}14Dsj1t-l=|{XZxBY);f7pM|f7kZ}{apQm_c#A<){pn^`d*_yntx>fzy3e>|K?l%Z~Jfdp6)-u z|GfWu?g9O;{g18J{=a13@t^p8fj^V~g8%>RDgTf6Z{eT&XZ>H@-)k@b{=gsq{j|6a z|C@e5d%*DP@;}`_XMEB8gXka3e|P=I{|W7_jlWm^^UW{kAAbLP{wvVm`d$tEm-+M9 z7xF*p-|7E1J?kHN(yzqy1@}|!zx992dWilnn*V5j>wAI!NB-CUJJ%2S9uq&5|E=r| z{VV(@{vY$dx8LVJnSam!-TvS6C*4=pzx#jM`~`nN{_p>D{C{j;-QWNI=pVPg{E%RM zQ3(^x2%W=gqdYu{_7u0-JYVR@NeN}@p>PFeNJMYDKPZ$N;;2j137Qr9>#i7cZ-<|u zQf?7F0^AAH9LqwHPVZa!p>Is9GW+Rb9-|2@(;^wScH^(OmIW^YoU~*~Jqkq`A2Mw~Y}3rZh9!1Qgn7x9{qkxcl-pZkctos1aOC}0_5fpyuFJ8?oUQho;R zGn~CfycngJ&0Jmc zPBc!ZJ0HXYxfpa=9`7-s)Y7U*BC5(WYNZL!5rb}z%w=1dZ^n994K|k6PHInjr^A)L ze#_MEOQuTv!};>7IUdHI#OpP0F;M4SgZoC=Z4Bo3Pg!o7nxGP_caqe(9ZO_B=x%yo zf*aWTGxN?8x14fWgu#~2W@z|vY3jNzVwclvDS8(35glS+RVgVFZ#7FOg0qDvYJdS{ z+P`+oA2e*!H{Zs961^+Kr=b_4ABtHTU3tt@=(a#L+C*Y%s2*nb@2MMR`t*~tAza3% zGQrBt3&nc%%~g=4puWmGXKkGPI8ey*uN#4XZZzDY;NV&jhZ&^mkc1=SMEkH}D&f&+ zMiiN#N)vpk9)n-1Z`rbVMCGMj1P3RpSH#jF+C*%!h=blA+kJxNmYujA_#!j9NrZ5z zgL$1Nbt-VdQ+(YguP91kZQUR>WihZ3+xe@2^P@<>dN%3Q>m0G|rR$Nz9935BF zV{Lh9LiJmr$CF~;d;jeSwtt>Qu8e`60NV7@j?drmb0kDkWj}NZd9+iq&S395W5~uzb%{~f>ii6TIWBSS zip}#*o@m;ThNK`G#lw%Cprq^XRiA+5P;U!o+sw3kCJw_Ye)uR^JRzRS@{6NI4t3dC z&QsTotQC~rbSFI@Y*KCjdzVbX!IOw?K2E5D%U(ZHDHC>vvGV3W zWJEcDC2+)A^^Pr&A^lJ_+ZU$&L8B4b6m5!tD(rjG61P&|?p!qa0sKkvTaylU&&>lK zM$I#SWIS0J$^Kq~&5BrmpcjxL{R}`MCrgjH=lt+|-|c^F zpk(^ecelH%Mdj5J0d^7>f!Gcq+WX2DSq?!ZQTxYJf`SduzvK?E!}&N__!%lXWd8I| zyt7oy0^G=VIgUMz`qvC__=@B$TkADTe~-zLj^s3Kit@TEL%Zl=cKF+JrQOViF@h9F zDnZtkC~eR4fxE{;*R8o}J>~2wk9V(!EB@)L+c2~A?VrPL&f(uX5*e*9%K-0O6E#d< z3uQ8Fah_4{1*^aPGVIab34rz?NPp}b_>jiQs_C_|*82PHsr6Lwkgo>*nA*<=jA~+1 zrqB3WPskE(EVU!yQL=ZAd_C1v=Ov6jYq{&YV;Jg$It3?m<3(;|HnUv>&uINXPEAt} zGM_~8k{7yrG%pdC>D9*i^KYXkF_l4ZY;i;b%&r}4_~iI0`qzj|Gi)d3v(X`RjcgIY;dgwfNwN0)*cB1R1Y-UTipl>=4K1R3aDd~XIL?cvd>R88-_{EB>({XPoM9_Pw727fBaAQov>9Dh^Bgw7Np;fS%&rJTnV z^w8lgH-7jIJv4kV{VtAQ?^b^ zty$VQ-#j#Ob4NC9syZ9vO5e(wi(d%=#IfRGP(on1P$C|L`LEt@eP|6nE{aR<;WG=1 zVBZQzN$-hF1IvlfZ}RpEk~_XggS$rAC`qP%BKg(fk!|!3Aho|t>*n9}=jZ<8sLsDr z>y+!CdhSlUYPf?JRk4!SY7&6@h~KguWIK+7e;l~ty0AC@J(zYi)tmfB{5F2YOo&n+ zc5CMXhzH9RF7ojjA^oVNsHtK{U2Axj@m3uf%I%igVe5yCnGj{)ky&50)V`2+1;=dU zQGi``Z^X$`KGev&rVDJz4Gy5-yr?ok`v)fz*9lfY)ClO(zZ2k|ZhU`$v@(xG$J-gP zk#$fG=W-Q+0Mi`UO@l_xVH{1Cz^0b>_L;rqY2Jr@6N z`KNv$Tg5QGU&}U1ecyNQx-Ebpj{D0=TD^}vAED!@xXi!tuH-5$_NE0?mk!My5T088 zD}MMfobmO;V0PRLhh6Usy2zp6Np3LgcE0taGdg?y@gkl0L+fMNam`GQ5<);1-si41 zRc}zv77dgU{%3aWxW#jxXgKt*9vJ0p91LQR>ZuN*L0Bu3HAe`HKn7pzxtjHdKod&t z7@e4_r>UEEdW9xI2|UTrbE}p`zvpOT)fRpi>-6pK0Mg)wW#K3*x<2fDd*ZZz#mqy5 z@l(u@`=!E(u>-{)=gFvMVRvoHK*sU zuW(bNjDz4x^PPy7a$j!r{CC@)T^?T*ZvAeG!HY6g@J}kvkx|ShOHQBT^4@k6n4UAp zujP+2ApcEDv9@4^F+ALMWC-dGwdc12=VobgWSbz1;rC1SMA~I#e+jUt)S_JlOnvk0 zSGo=-Qsd^le^k3!q36+<7+W3`=8r*butdIw$%>aI=K0^pRoYE9JQ z#SnYFwD`vb0Y%>3Mn~Pg^Z17xz)smE5ucCi?^NN1GCQZ#%$h1AJGQSD=Rk!cTY2jV z!#kUnLd8>ngt>f;3E%`dB9Y_lPx+w6X@XUnEJ~$C{0wO_0?76J_=VGqL?zamzHn=? zEY`4UkD@iYrut_bReozPe+y0(lC?77MO}EQX5`*CD*kS}^H+fDWzbFb} zY*<$PGIaevXwEzCFXMv>5TCK$uKm0WPq;#}L|^Vdi0M1S4i#I~!2XUPSPlw^jxh^5 z)$LwH9u+4Z4roe0h!)sZ1m|Bn_7cJpm7o&%p8h4@6N%OK_)%TdU2US%4Mk&QP?z?b zd}k#s7nNQ-c}{Of0kn}L@T=`;$8^JEV=11`*dTF{;leZq&k@t7wDefrb`}@#b;E%F z@^QMczvv?jtOe;!;pNQJ144Uj!qe{V7P$7#d?Eatnx4DeRC3G{xZXE3@>pH6p5UB^ zZpP%J13#`$_I!^ z8qeik1*iN9A~n&~GBnzkCy8`s2?lRVF9h#V`X{;3o+Fsx)K*b+ce6Mf5ieUIxX4mg znz%6_D2#94$LK0tG-+Hl|AhO_{Y34DL9QS zMIv=ey6)FIrOEkBC4tNW9-B9NL_M+V>mGcN$&s_B)xF{WyR$Yv+(Satjg79U&EAN! zw{Bfk%XHsRk}a+$vaNWM)xJoHPP|b3tQ4^I6ho%#P*^l`;QxnupZGEX5AhG=7j^Em zLjiobUc+g9oJe!&2*asr6dYTcMo%wu67ol}s&>^Jry_f)mDC&b2A=?x8q`Mxv$6qq zA;Qx*4|!9RNWwU*VH0A?E<5K6hVpRmGDAo5zvh+s4*~vvGA=34;cwK8bUywLJR{Di zwYZ$r%B3^m?qzU}x}hnUS9sHvv)}9vLa$O*BIx*KI+gxuUrp74>za532uwsfS|x-K zOMQi+Dk|X)_-3q4YsbV^{)mFIe0)hEGLEm?G3(phc&b^Hy)!X~dBrqWX5}^-`LJ6R zs?ooiy}RGx%nilV@>Q0-n1Nge*q|Q!G`O0`2|tX-3aL&KO2&TIL*bB_Thd2xW=UH? zAfj^SH$e)lgbgd42hY#l2={%K;1ADo&byIT4*hCZ@4zAJnw=H;F#VC18paNiw&z^Y zQx|VoODTTR@ax5p`G=w-P;)vQAeV8tvSI7|`@JbLX@Q3Ku6Ds!qHWI_C!ZPR-#7*1`SC;Rf8isghU zv>p)%;d6=h>Djgsd|(V*bi|;4W6eHw0V>YaWq1bTGoHQeA9<0!Wld6JR}7Wi_wg59 zS6o>mn(DECNN^KR6YW2W)r)L$`qdMQ{-<%|?8o?{;6QXShZ3-1iHB^~3(Cnh)iAF& zI5Zcmflr3uGu$Smg}-c|25(hDn_q94j}@5H5H*P#Bnan9Op`=jUZwmC0Cwe z7?!-6rY_=}YdvAy#q`IPtYp^#dMWu+`WF)@f&E&JV!#ZN_s zc)N)vL?a0z`5~BeT2dnjxkleIie$pTT37upAqGWo!+~Pwo{p9`TSu01YofV<_vbRj0^dG6*h$i2A431kW@NTDHukU3y9d;g^Q&jS;Wj?D*Uc4%`X)TpJ6 zpMu-tmo z$&d^FN^i2y8895|1q&7}+44T&Xkg#X**y!CW8V_j5nyL) zo2T^1neYgWc;b8VU&Vv=p!Ef4_KPzu@buimys|6q9M0uI>Oyp^`FyvBhJzX@toY`1 zKWh;gF7d8iI0(YF$03FzrLe4gDd&)K2iDszBPYmp9XOr38^EUk9LbtWo+pcIVBT~w zOu9o-Rxz@z_+0@m!y2gKWfCTwmsI@%5&{}U9IoeIn)|)+440FnL=z((7tm3FYRkBWb)D#89)Z&!G;+3BUZPI& zJFuZxBx{$|uL?~Za$C8ksc zjtr{npmiG}UvoXUWj-WP)*cnozQJkMsMqfywX4Z1814b=`try_i*6vexdhm~>^WGV z&tg(0M#nzLm>e2lA9MscT+m79T6nqm^#(Z(@8TaUpnV2p ze&{tHcFQs0G^O6~&x44+e$|w;=K_c-S;lhbT!S=WaC>nXzkW-m=>YNVz~eSO?g`g2 zu4anZuC{~4T2zDRb z%R5F*0QqU%z@HhClLI?d73`nxMZJw_%KW||c$8&JO&0QgV2Dl`*^W(unQO-y3{dSt z2l6(qMHE7~1XB-S%dB#b;F2FqA2jrCZxqFanRJGisYyQ5Z-I~8E;hNy^6Pu<2p4qr zZp}fpUonReF^ej=tYsRt9^PUshsottaNO{c)TW|OfDI02HH*#UK3LCu^ki}|{$8?M ziR3&XQ04V6Wz}?#26Eby?REbHd0N&}*!U&5@gg9+fuDXsm=cG$#L@(}mt&+(80N+IvolrII1SXJXEb4n?)hwZ$El+yO+I_&5bc5cbQTVOMJH z8?f4Mgp}}nuq;A|yih1$kA9I7S1Dtc(yF|>3(>oG80am<;o*t|`%J4OBZu%FR^TPM zOkusH0_@768f-IyR_A!ZmOP2R7*q{=y(A9a)Hb(X`<=J4BnNuj^*tkc*O9_F*e}Vv zDLGFK1{{`mDcff@z0Q0zoxN= z;#4NSe8YzNTx(-|N~=)TP7c`?mQ2=~XX5pgKKE)!f7i67qs4Y3uvT_hGcB^yWkU|& zkP8DH5^ri}i8vPVFj!n&&h<7KxTn5M&ESegu5~NRimx%L$?jNghQK1yf|6&Uq?Txr z_Ems>HI(rnRSSc4FzqepGKmCK#cu}_1Rn)+gYvh*`?%RDtEvu)N@?`DHBj=@G>H74 zLc>f7T|E#r>;Q@n@p~9DKtZs-HKyKMdr}bG;zNi+nsZqB3c=s)5#0*RGQOvxxtfwi zU3xK3(obL!ss(H<; zhwtAKbw(6p^pli9@%-&yyBjx6{y&G0A9c&twf)o(1>z$Qi*6*cP#pnsGXq4cU&)(b zApq>=9a-<33BHrp5Y+n-yjZVxeTGr9O+LZ&$MO&mOvCCo*Xp2Z1NRVMd#2nrIhVp6 zZV}AK9wiEvs1xGNgj<@c1Y=6uG`*)Kj8;Zeg7NX=krkb?dbFTOCpEJyIZelf-$j4H zm9OT&zR((}>0OT4C6>XDv*4v-LI|QlvF?nBv-Pr2c8pDtjju^!WA*NPzhI^n5!qY0 z2#{cO$bqFR!i4Yb{{mLRcO#8@4#&tcc#aaRn_0Zyy`Cdhn00o8D4gOP!$P*|CxS{@ zyBVWcG@aO9^3cjmm%rv{swqxUx@$5a_5PS!-hkvSit$8qDfgP1Z1W_Xq2<2prwBk^ z{6{KsD@-!sQ?&y1et)r58%6&>9jOTG)$WhB#A)$?+h7HPxmH9MpP1DUbz zjVblq%q3EEjG{_*6P=i|m%$N3WsQj}<3ocqx;3B^eo~CoB0L#OZE!r%P)Z;K`wYVm zXOI^b9S8|YhUluU5&7bNQB@^Dq_q`g=crB<$KCP^p!vA23?7d>um8OGCD3~A`hAij4->OQ z_nNB?&5rM?tPNVfhp!lhH+BEqHz8(PpDCT+dgmv+bWi|_^fv2BgxdoQrBgnEc|!)g ze@u>oD!(!l{{UO))n~i*y)IwUz>WM#LXER;PV1Z~#ciF)4Lv4ZfCB9LNgv$yeE5fn ztUPNH&Sj&6k+9b=@H1OFgM}9jk-7dLap2p>mbiz z3&{))2I*e5nja#hg%3f``tXz4v}tb|SbCHmHx@bs!Q0$J#neLE^>NL*Q@cOt+W=eh z$Y$6QY~IuEVGi0q3 znsqe?utcIa)>2>jK1F*~N>bBcBim^7HfC5i%)f|bQIFK)izr#B2v!EH|Lf>tgD=J# z<>;s35ob1S0_XI^4n{lnXQ|q>NbEf>NEZo$G2H6_Sp2xG3a{$7%{f63>U%Smr4Kjt zAH?Whjg{wcJfZqqBXc9rdKb|L#hseL>R!2w-q@@vSwaSubyTo1JOJC*FCh67-9n=V zlI5S;Red4adOTD}>}abC0c5&C1njWz{CD6lC%x#bgE9oG41Z!!+E?2m;sSMW+Nr{??1boM6(&KR~n>{#gUx2X;sDy9z}8 z>J9{=EJX?>;pG>)n77RAZR-OLqg}~|QN6=^x}8Q@0YHXh@=!VrhxaGX6+c!6n!tyw6GQAA2}t;bfF<3D-LP+N-Pieh|9 z#f^;1%LU;j=gt{V<%G6}n1Vz&QA0OfNG0aW&^mHBr1n?ba6S}B@5ou{qVm2N3 zv9q~mIhD8yjr7?ejs?oeHZZ0DL52s8|LTLHb+x^KQ=djrD;+`2I z^%$XPk~>;dHNj&~qQuPVKNGJgu~<_s>#0p8Y<6qTdW$4qLQ>Mo?vg=11IKj&&!e?F9PHnB0kHvnjF47cbKO9E7Oh<^B@=z#DwQL z)YV?xA}o=dtALYPhboiXU6rX4E|4)&g?_*#7FYU8`~0ycx0h#fD+*heA-QI@8AT$M zX{ywmOp-;wp_73P5WGI7A&3x}(L{_M=1>4CHF&r}LCU3qcPNJSqxO74%Xykz5u3oo zp|E~%3@3pIP7^TkK+x7hlv%TgqgY9Fa3;Ez##=KqU=YM5O1@xO!0I_l3x0(AR_0xS zw+^u_mt;c&v#C*Pb%w!;xyG=IbtEQT3|t8z&Tq;K#kl=wBQnzJvD{%Az8l4}jN7Im z6MApM+K~Djv%-y*J;=da9SPrkY?Aw0JP>=hKOvMA5tokZT7(-P9kg{JfLB3sDgrO- z$7rrhJ^tX9SxBTy9NN`mSAJ}P=|vgl(oWuBh03_dT$nXoMJ3TQSNQ?kjQ-K&>W911 zumTH9jwSs}r2t>+^EbqwcrT&x?Bw4t?>?l{1BNv!`mytRV{BT-q+TEB>!vw%z#Xx`8=#-TNrw&?g83Wb!@uY zTLh_CJAkdH9H}HbiN#4jh<8yZN1p5%M4}=M05f5kF-28%q@80VubHfM8NLj4sxFo{ ziR*t7+6O1qptF3AGX?0MpxWhGNRs3r>%v3tlgF{4f%``JM?LRjZct)C$HM6?aC*W z6#vX&1y=C6C?@RJ(rAEy`_^>*nvpcH!}M?cS5`9z^NdQcja9YrW7MCf z&NlbezfS2B6l(&1nV+H=#s0b{9azN*r&*PW8#}nmuXYfif>vvJCn^p?P@v1p&5i7Lm>eul_asUutBR zJ)!|RtjeA$UidD6jSCI}b8-+2p_F0Tz$x8G9}Q>&CItJZdBy5|Jkj0gWG(fdp1i%j zRa#_1QE0BaN$80n)M0~+Hx)-v(e_YV{{rumLbyGss-r4ESP+hJ0s%n--{4nPTCh4! zN;fL519{+ghW14!mXM4b8Ou!mT#h zi_&wWbZ8ZARhuFEQRG#^Q?b2wL-CU2GNAe0u_nI)qF$X$pi>UWj zw@>P{6%!q-f>SfF@3ZSkJ$gPxy}|=J@i9$hRvtlpsKpdlR9i?HBYodv_vNRaqN6l? z876Caz5+Prb@9)J>)ygiIe%ElkB4AsQP)pQw69<_yltlSwvJJ)EjXsVA`tg865isl zytRdtR0$q(KHB>NG^AtEyvoE|Xh7ML;oqqSXG0t+4*EG)`IE!HtfpevAe^CFcH|0` zQT*BV#yPwHL+TG>=Pu*xB0Y>yHRs93IV25%m}F6#P+m9y{v*Scb)jZC;}t!rvX}Zy z&-@<>tpmftox8T<^)|SZ)cK0yhQ~SNH`@J^VNjZk-w5>sd7u668>oJ*+Pg+gc`-e^ zg)R&L5#==2y?UZ_A-MtxEq*tn%rme>_dS>fA&p>gHFV5bTS!tj8DZ?+A0QnPthici zO2Bd3ON8j}2y*)#rY?7T`z_Ry<<8&iaq~V2vH<~@yz@Fu-E6T5{O~tHyybA3aYmy) z=b@6qe?7xOJSwsIDRAs>_Zvafv_xRswgk2u=(|_tXL$hcsD3}GHuz{KpGf&~dpTt} zMHFaF=o4lS&5`7GO7QIjy53ARK%PHtct$83%z{H1K7AtAjUJL&uH!yt=G$wlo9~UHsLR8jfQu z7%C17F!(VgEVMYVE9I6^px#23N4fyIpesN?WN4yYo&XGVC}q7&z1lvRq`xiGvnegdc^T%)s5i9{j#bDwQRF!+^ zHfP83PWRpkd0d@IZK~p&FbVzr?`k=zNE9M-U$HnMKBA~ZTdve29{}jmV;QjM*d@T6 zg}_y<^sPu$5lL=v5#+^uqg(A#Y;ljMJClz$caEkejh?3Amhz+A3g3}?4;)}oTL%GU zlJxxr{)bX>CgkKV6Fk;dVAQYQiSP!3vPhyq&l&u|WeRqmaV1an7O*i8icv1+c=ErPZF<6@G&Q8-v~EEppjy_^;SLS$d>HWGOwn#RhC`@TNHyz?g7j_;fu z{;375Hw79Yon-hesd3CKuggK+!)>kM7?Ox(q@_p|qov{G)$OzXw%+gtc|C5F;HYr? zKXCx(H?hu9LDDmMLdI&%=p#U>pCZeP^Zx>t^60GD=}<^lFf)puh#OeTYooBY>)(`2 zT}U#XX0FKZ-%`S@mB$Hav15(+%UmkDTuHM|m zAS{!n5aC7h`tUQ{`L%+~soY!OhkFif4 z-Y4n0`}W}toh6n=*g((6Zr~ zhf~Nv&es}7INY8~nww?fZLgktvjSdLe^S>m-xgB%$RtW2zC93lf>co|Sgc3mu`Mok zvQbS}abAaxPr|}mc7wxy39lT1a570&cQaDA7eXmCf`HB$Po^CvjTQknk>4!5We0kb z-vS$tpIi<_pl3GzwILAPf1xk!M2SBF=ekQ@DZt3f3LxZKtNc0<6;z@O-dxKeYGqXt z8sT2rDvhgEoh~10TkpYQiIPkQNLD$yBq3Q|99*CM{27>9zxuzj z7-sdO6xrG}I!_T|B`6er5SG?+1yj{YUEueVOt6`y5^s6opjg_;lviQsV+Vi;F?<)8?+=S;m&?W7~quuc~rfSzFmH54MAw3J)Jzk_4{y;iTcUA(fc zZR9z+%DUh0QV_U(6vomO(e$M$jp%Qx_nigL4>=~xb!_XD-?q;9WY&`QifX9U~6rHk1q{6HCFO8GWIQ)7w{V@U1)f|`eUu~h!(r! zwh8DA*%^l3W7lWWZXQNZ(p?(6&FvZ>rkc>I7P~S=(v@*|a8{L~BK zphRwyE3BqLpMc|>ckl}$dXR=@>jF;AxqJGQr(^SJ^F;7-5$kCBZxmWr_l~~DnM%F3 zPO*rAo#9ig54&aEo!f0$aQ-^(9*eGC%Q}Rtg93`;&1HJlW=Hi;E&m9(TDdQ?^ql_ma&! zpkc4~_r3Q!J4^KLZGQIM5KNu##xCmda=fSYduuMxSMs>B@I2f~o4!6bc=~RHucykW zrpS8$Jh5DpmsvWNE~=!ItFF?gu<@6cLaQg^Ls9KURr^7GF=5zjV>fucIOAM^-IN-gsYVqj4%@x<^rselHc5JS8 z5oYV9>zSsq)NVdDi@$N~89E(>%>4$P{_x(6N9tD5?sl z+&Y;2f1CTRjc7QOxNX>cmR{|!vAXgxF}ZXOL~cq52egf#)H!^R?jnxmss5uTzr_Ht zY59Kpxa~&+znCJ;=INgZ;6X`?Dwi!DoYuDGBARlxbd1+c5F>^jySNy_5mh?SBqhS{ zOf&0nScTd+A>l)I&8dD#hIA7Nph$Ae9kLD+`x$JSl8M66TFq!ISnZZ&vxRfrMqGRakY7wFCau zK2&mY$aA9L)D9EzL%nmY12OjunQ|<4g2~fX>r+YT*haW0ZbTcUaikn!y_Awj z@5!5#|3{tOx{K5}J)vAC(HDS~hNLK$a+`;xL6uTF4=t;PB_yP!@CWKz+Soh&sHzT= zaD%h33ifI^!kW^7xu)yRm_pygl_dx4X84dKLETguHefR_my#7XHJ=lddodc>`7Sa% z?m^Q}D!-ky()zBZjgL>h*v8tkF@1FuSS^P%KRMR_Re(Xojg3DT6@>k=QGnB;{K=(& zPoFN3#vo|m89(ED53O@$>GQd*P^A^BK^9Y7=GM@a{{CLzd!aO?HYPs0GU);@`AxuA z0%uOb+Ir7RryD6>7dWh!vLcDCWHda}7Q%196+Hl_-!Kh%n+n1Dh%2F(BEC*#&P9$Q zX`5U`?BF~)gORBsyWthtUZRZ~I-@lQafwmvqWd+ z_TP~Ba#j{$PxPoMD5yf0za(9)V|r#Zr0elM9W)5e|B@*{`nFlO0FdIBn7)M>q6fW- zp6*%b+x^Kj3l#A#Z^jKV=fWcIiDGPyb-R|k3v4-Mn z#-qD*L^(U&>?-sZOAa?qLcZh}dd*85#c>5fgSv~1T#gY0Wk~0o$A!T#c$HrNuNNsp z(eDfe-)I%!`5_9AaL%2Fg_+z)jm^|1tovgald>Zn^rzn+6hFr(z<=Dqs#k=eNC}EP zUKi7CyN9=3Fr#J!zf<2S5y(P`2kGFo$YzHKIR);2&rmM=I0EegiLPD4V{x9hFSOyh5fi)=zmlTUWY@?tpg~w&!csfq` zu!*t5)Q{I4?O9b;BgAqva##q_9e2#Ws+%&BdQuJkctZ>qeM=p**h~1}7>v;W>LX}oPBgXL_;y1=-ch|^5=Rui# zYsoCzD6JfeZIuiK8!la87?SvHHF!~z=n1UX(2olp%jG7{u3Fiegrv@sA&5w{d#r4# z8+YBtptfR-D%W!DpxWTbIOJJP3nL2zenC*xzTS~Bp^+TM<)sD)1R249-@-W0bD!wD z(i>Efbyri1rIou`qhblAtkSok=RoAsvUN3b%Yo)Hz0gCm?u8Pu`Cf6d;WCeA6&V9^ z6$FDHcleT zuzp}9X=Gs@fB~V<84)=JHZ_+16HJas0hkp(4Gy&{y5J!$Ik6z35(b>0F~GRMAV)<0 z(ZvOY$sY9me-a$unwX1w|rU!RchWD2;GrJeL+z-N?C_iE`Emg~}vDVUo# zT9+p*9V6gUiIUc@EF7}z;;0A)6plVsqbGR1dXkp~so()cgMw zdwpAN_bRltyVRqghkQ}&xxanPq?e;e9%d0rRuJc%K;LB0)~(~(!jzek1qu0Ug@c>> z8gxQADd;@_GX0d6Kev?eowRia;rAB4D~2_z;7ztV_w>>I6LX306t!|zvMsWSxw7&u zD5)UFWX{eN{|#UUAQFDpJN84`@fSg{sfsP}x-qdF&P&+DkyL^DJ&pEFz2)I#O#dSy zu>KsP$1T}X9AwW=E?k8qo`aD)EIRu^BZ^r`Vr+x2D+WR^&6UrwzZ6@EgRO;%zZvYf zbq0igQ?n=+>)d+Q0-86zB>^|^PtMSt?OvU7^nn?M6vm0cN|8=@hjXWSeKa8;ap?=W z%a`5$g5T~p^}hhKhpreR2t3xgvM~{yZ~~dyQvknaN)GXak3e&qR*?mms(v6utoB6o zhffKlGtDvQtDSM1Q!{tkGhBY=1oS~<0{mra_r6VhXX^)3?#Jr{B@iCI&XD{EEmba$ zd)R*A(Z)}6??_zh(+iqlN>!4Ka+F7*0G&^`$^cm8V%ixr7Bia68l$22AYf0d&E2D60|9q9s=oU$_!Boc zqTfJ+3k>N?N@FSb$CGIhvD^Ff&nTEU=n4~)d_=Lxw#@aHFCoqTkt$<{)eIkXgI}ib zdy6aPJ24#1sw=-kD?P^#0wfEa{k? ztkppyQKhB0OMTvCh2x97R+2qJw5tZ~#y%hvmMinK>nQ_77R#vTB;#ANlyh@J*^d^p z0cxWj)2RP;q{XeAB#4(GnJ4V3@6oL5vr^hV9VmcJ8W?-dxZ|gsee#XJ!#ZUR^coJb zdiI_ZRFC9DNjkwh*Bdk0_$dBEoA@og+v>OHkV7 zyf!nSd(1pNC9%51fey+{eu5;^Et$BRO3O3a$GYDR{(H!D95FEKrvfCsq9`t|sO1ds zfSq^jOWX<(xaxv8;lyThs``Cg{G;xOG^klmJRi)ZCDY+o`~Z ze834;|NoZ+#okJ`YDam8byfOsHde|Cfzpn(OQ%p0tD`}E3r6;DcM9<(<2RPq9ibxe z$C+JXnbb=>{>>+FmdQg(ducE1 zt_mj1Z@TfyNgJZ{XPHS)nY&s{ak7?0nDv`gCZJ%y&fK3|RX3^FQ$F zT{C0%qPK^24d0t|?)U(Ab$+qA69~CrFvmQWCjgZ9(zX6U=Q-2;y_*9sK*@hnKGx2i zWpeSrt1Qr2X7A%fDF@LKb{9<`0|nd2c1sn0eH&fy$*2lW8ICGpHhT z&0wtmrvO2)6lPiS46UdcqCvG{Y0d7sgV57u(Ualg4xrpKkXA3zWa~PJbzmChW9v% z5k&z`JoaNm!nzWbR~Z`|F_@_<=YM-BJXANLmt-b}j*y5>N%Q?byhmkZD_b)6v;7B? zDuJ%r&EuS3=CQBSBM*W)jiSLk5x2Xt2tLdl$EObs2e~>*G58jFAg#Y14APDnC+peF_dQd+H!cr^xC-tcdo|Ro!2I%4oK} z$JattwjgC^BFHGr{_v@UHfAXh{S?=-LP9wV{A;*;*aNsT(cUaQP8&EBMUAePq1%G9 z+vyC&^ni4fU(UNDQMmN|RAnAWya z!0SI@e$oOmE%k+9BbEp9m6`IQJCyM(rvi(8el(?=wE%_)bR0BdXE!)v%E5~2NFq1{ zKkM8&ybqO8zn5GYBm1}SM(tj4_-{%;3LZ@c1GU|sS_yZ--gM=VL$Mevj&0FKn7?eZ zd_a7(AO9vZ=$3^O_kv%mfzyAxC;*Ut$kdC48{3HLKCbIqD2IA4f|A+0 zI163Q+~3$2&mJsxs}VBTWy&oOW~Pm$xOCox;XN{s*k>dmaM@O$`uwWQc%$S105vFFkWLm zqz&Ib;$M0^X6(PE%r0{l!4!; zXb-t%Pknt4wv$d-lYTue8Yf2uU6|eFp^A!#MQrkEmUydB`tAVG5hkhD>!sCEP@02l zC&IF*jB|fRdhM=c1L;t#9(Wsg!UNH=t3fR=>eGtXRGBE8Iyf`h<|-@&o3Xh7j|MZU zSeCEpa(i5>ulu3Qwqd7csri2;DL+Y1;L|jh@_d)ScvXvPv?6Mq!3`t|{-$RML^C&+ zx&jOCW2`I9X!zQDd!Xj9kv{}CwhqZITF86t0voB<;maO28t` zo!0Z~uVagkZ$RV$d*SU(@0&Zy;2zQPdall;p8@pUtka|()-WI>TI{z@fMpVTYIRKd1@$Ne9m{y^D&8p#B6qR$XcZ@7H$M>8T^W+x)!e>T;9x z>dNIUX)BR{o+&IfVQCxcP=A)N><=xmB@xZ`Oka%mI^m@k646=lL{%RRKM8aPU^*zj9o7n-Ka3lBaK}d zl1h<>dhdCmgd;WMg@m}qu^U8PTVMMZPS^F&3W4{ML+1_0#pRo-ZnnGYUuk&a%1nBk z;DSR`Z)~$9jlSa;EL^#Sx7+|}s6a%+?$0EcC#_VkGG$PvwojhNON-fbI#(#>C^;t- zhlnICMP!^9a+;Yt#8yr!S0Di)XkWEXQOxaWHrKc_xm!Itx(;ab=MagOyYAq3atchH zc&1(nd-JtQew<|31z3kXrK!9c-4`AO9si8+7;Ek@<}r9!ap?}zbJM!+QIyTw*IQR< z;G>Re(#(0*A0_Y4S$7(eicwyVttfg3xLU;a4nTg(aL74H-vGW_-zQ7nk$tKeAgK`p z?d$k98a42m{P&5b4AcuKlTItcN}*nW|IRF7RMtEB$4dN|zoXePpY*Yy!ZyACC2%W* z)2uDLnw$*i9x<)Q%9OSML&HZ^VyKl!On*sqyB4Ua>1pLJpjLf$`aH+&BF(U%yytqB zTd#Zp&$oS>oLLbyu@Hjutj=P#RniFq?Ov}Xm~mw01(;nAW1!aIEvEI(U>_NPk!7)nRdq({ieeb+eHl|w zsS;>(0mh(@#2iq^ zGi5lK8KD^Q)!;E{(_?1nW* zneLrpb3?{~Btsi>O#C!(0641_9hO!b3yrbOnlQ^INz`?gBT{CiJc+7MEY3Up{n_M2 zj~TH0!*;w>GHir3vMPK@F!EAtkQt05@T?^-NaVL*)5`SRw51fvSbwR|X3~O0S;sGZ z!FCFmp#sU{(n566%RMXmd9T1rRTZn@FW9O_b-qalhuFVL~f3sOXEVy@C5I73cEE#v3{yf8)&|o~k=$*Jn2F-tIeJbq5^>Wg05Lc%g}) zh&x}Hg7qJ&4G!%!@C?*ly6E=o(*_+nwY3vd9!l)6C&llw6{7@KF}sv^=TtvPIBAkLPy85Lrxb;(#)$uDPOMt^-Y32}C)(!|4;)H#J|M;!ADeqEpa(nZF|DE9vm28|D zL5NcfKecq2M{#+wNut7BMXqA%eW!5_mr~C=K-uBY%elpeQ{c+EN$jgDM<+Y5{CqNF z#}zpxQAmG1INmDh!&)Gun&$8$ot14e0(+Z7ZD0GO^RlO~3fX5VlrhLh;BRhi6%BCwr$(Cowe>hXW#p9|9N4H7HN0KV)r|erZzV?D-R(UGxd+s@ znDWm6gdULx=I#qpdL!T4AIh5wc7WEML>_bBed0lhKmWe&j`!Z`w~dnf_Px0twtkS6 zjV6J~K)dfjz}r{sZRXF}u~$r4E&vFCuE4G(76NhsM?xEE^Nh}lw~vHpcN?FB&>7l&?WnY!EltP zjt4A0VK7D41tSa8$rCI^6{|TjnL;PSqcCD|t!s1v!NJ9JQYgF!NAb2xBj8&@R%Ni- zGC$Auw7zAp42geN;zi2X`ArKi;#^i0WmRJw2V#JuR}(O?yUnK9By4it6r$4UVzHnK zC%Pq>_-PpXm7a;9qH>8n9$DDk(ILphzR6MI=aeq{Ax!r?$qG?e;c)ua%zNV4b@H|0 zAG!{G-#lme?yw$YXVG>2*$GempWK-A6a@$~iJsH-JsJ5TV5)l|go4<8x&rOo<(%3-#zmOws(7&A`q-;gG+6qz-zCj4K-XMRb#?)J`nfMRftzX6e z7l=%zH_}ULD9p$F#*CduYU@mwz1P8S?&^)g0HTpCfuSaJaN!Wr|3RX-7ItzuGne9< zCQL^uldQ2!@3vgkXYUuJnPDhr8y_g9Y;$dO$Ecwxa!R8i%T(=k<)G5aNH9112s^H> zU#~|B=JGGIYwpe#<0aYorAe*y`oCpyq3)iU`tKz6Y=hUKYVryf1ZPkuJ;|}8&X_{S zq2^7Nbry-rSGqM1LY!(d2qk`!wAYhG2ifHZGZae`vXpht&jda!(9;{#z}B-Ay5T2I zh>^xPm+VN?VC!I7L@j@%3)k+qmEHAFCPjqyOPFZbOq!nXv6&2Vk0Y zs;a3z+Z-%vLu!1`R^PfD;sy&(`!v@|5HHw1qGk(rN=S-&<^WMQFd?h`JrXNB39f~I8eTPgXM=~`&v5_ z=*}??4A1&$7`OODG^u8uAFHFF(}u}x+G-i}5xNI~8oku1NvdMJ#VJ;E$IN6aau8~# z$;iYw+k#l`u7rA+AUXl~oW zZrl0oLxMyZ-@S03y3yv{RI(cU+u%f!Pe+yRCRE&vJCB0QI3)k=P0T$XDr{2S=w%0& zPysRiQSl3|vUxDFDUb-y4+3GbMK zQ>7gaU$2X1C9XT@hRrx3U%s+6mi93Pj2#q02eX%!{gyXWk+r#}&0|w8QP`yZcJuNZ zKo+qFJMbV>{a0lP7~lqdFlw)JVBo>qfFa>reSRgb!#}Cl_W=+@OVlY6RsX zq=5eD&)QS!D^YR|_&t$_cEwO$2}CH?d)#xkPN+@{p<{OMTcLJ7R#(EtIFaqV{I;|`4%+G9C3LyvGh3rt(H9gSd0eeh}sY{UkHz4JX45+`(^ z1DfmOIA$&o_IeD(@0k0=o}e7PYRJ~DpeDvFWoODdB8a<4R={q`78O|^23mR~XNmcR zCh;@PKSNPr$<(WtT7B2f8+@Cu=}yk99x6ghIbIJQ9>zbOq@Z!vfy0`AVtTF2+jV?l zq~)KU=Kqt1*?qj(@Yv_>4tQ}?8P}stO`~%hQo@@2{ewEVuvRcZv#e+UhwFu*?A3<^XoVaItE7w=uJ4{Hw>jutM;{)*r`rXS-qWj(?+c0<4Jr>gE^Nif zpkB3w&FDPI)mD((=vUhAR>1ylp*OL)kyUkSf9ElihoF-4KyK8c#tdRC z6XCts_Tz=nZzcNWWxTaA;{eTM=Pmuq?wD+XC2ymn3(Pb{U<7==HJrdAt)3g&9JdX9 zM<)vT(E>$O2e?})>`?KyF}#WR?91I$gKq!sW)Ci!!y$*UHjlxf`iEWDt^OF2+Y~>d z^mkWtF3*0Hr^o4u>K=w!TTEl9_ou;N+%4Jd7l!FxD$w>?o;A*z`MKkbX$fDlqerTh<9O!NTYu#PPM%umP%G&wmFb&~f_c6_xq=E98M$G7=-?Gpcds z9_D+1H-fvSxZ{^5ZdIx|-BMAY&8yh3d6XDWvGs+lCVTGVu1A?mJrOi3G`n!p{U>) zWBYHUdZa>Z4Qq26hYMJ{D9%r)=Shw3vU;6d#FBhJ4YupH#t*}bc!@iRqIW*U z#pk`NYkNuj`*E~Lr)}R$62Dk9n%yarO2o@zl-$DN;)jYYG4Z)|Y`wN5(*>sG4SwWt zgk43G7@6Dj&`gG5fB0A&@NjXHPX%H1a`yUL^e`n0%FDm46iw=(G0j z!U^!Eu8VK0X=828aRyc4xDtzsXpN#|!!`?W)^x=1jSTr`0+76LF5SUbv)aN8)>aCt z2+uW&FZsLU`MCKNqcK>k`-MsN+<5a^EyB*59bO(3K?Z(R6<)qDd z#g8w2>X)6@Q&!8lv^5POOGI*cw9YZ;zX6n;`Pl46gtZ8kKsKnJZ%bITiOy+SLYb0??uo+G$M;0^5UC7ep>aTOvR90tXr2n?~MB<`y(tUhM4 zsv3_)SF*vBW63)Wwqit)AcORh%gHepYKqi}`4!pD22A;~>AON~nw`~Xsn^VpF3I1V zruk8P1&A%!(qK2sV0r0npf&u2+Z((=LCu!o62ath_k3M@{@kSd?SrG0SJ;`bTSj*g zW;_FFWxQ^Ou{uh^QUNNXh7KtSQ(c}jL*6@PVDj~{8by6*bEvRw>vgB*2I@NDWrNM6 zA^57f$6Bw2!2ERl$TE?0Pc*hK*cqR~=@7cr&L@OwZZ$tk?K1k3JF9g3epLe4dWM@i zRH|Bet68CmCs9um;dLf`#OJ~^9;+Orok)^D&@Td$XO*!0AeDaP;S#KV9LdDhOO?Fs zB33n30Tf-;mP=O(sjxUwSw*2YYSZYi;J*Ewk>fD#DdnR+3z`ydoYt(zkR-KUOD8ZC zNtBqtWTLN5=?9W?#M~G3H5hr?&fo<^Q z>z7eh-KUWsG*Zk6-?Fh*i&}Ld0@$#STh{uvTgaP4G@*u6*@PH(Zi_t#T*?;e=!#(LbF)!H+C0LK$v~eN_7pykeQAo+tXrHz=1c6`X}b%bs+epRb(G zKy-^z$v4IR9!PI5mF^zEG>wrf1jo9LFh4&uRH-3Gbi_h(+@6|2GEdonu|yXVfIYl) z?nU*9V21zC@$?XEx2KDA9gyhKjrlBsd@>(@$@xG90;Zh39MCl&hgQ%7vIhHdtGN>$p8? zYlo#5Z_;lmh_)U7%uEb}n%A;eb$)Gj&44DHo3uJ)cUQ-`K|Iqy)24A{G0C)5gX(2b z6fh4WqOy~x7(`YWXNKlbp`>3ZSpzl-0SrNe=7@gW{s1))JMHo~qffnel_5Ff zyik}=-bUNFCYz7v&`VV&wlBu2NzC-Cgaib(ECPcf&WQ_Z@Bzx(NOMluqyH^*ol}TJ z`W{S+%zh*a>?&|S1FykU62T9;ve|4sg2537N0^qx$#rJ-yRz7D3iZlj@f{nvXj5$$ zW;i#L%1V%i#2WS7;P^BUIUiRrD|Sy-hNSZ_mc0G&bdA={`9)QSCZYNZA>*nKSC$7b z^M1bnSu(r#6qbz^yM>~z#3o!az;^ZT3nrHwM5bhJwEBYB2}rt9keKu06^Mp0j|l+b zph<>PVR$cPG!w(8)Y>xIv%>MsCiJpjKv57fOu3MFT{LQZvQDfLJX*^eO22q?KZY_4 zk$mso`4$?aJbwRF`6=)$@MsIT`oo*XUq^1QX7OWPymM0^jGow^Z0q?n-bs#(#bt*= zh@hF`Sq(Exzt)|Tcz7@50iF13WF4fkrKe%O!%=SY{cv9cf z+Or@KyMD93^zOHR^Y?Skk7I-j#*j%oijG$?M0ARFz&B=rH?JEZ&4@%;f|TDj9f~=v9sr8aLd>VZO;7}X*{4NxGr-?z)x)A_Qulw;>`rbz9kKOD# zV?|plKXkSJk`-jBjb10MgQl`@w@j~+sSrGUV02S$f2o**&e{!~`3cxX1Aq|Ps1$j9aGZ^JI~0z$g=kYqDP2O( z05@dO_Qf!p9G+IH{|@P?L%B|-$WcOr({9M)!ZER)X}0VO5|<8o?R~u zFBC$wRi%|5Vj7wg}nv}zEIq3Hs?o1_*TVTS>Tm1cVpc>rTqa7x8qmGYK);!fx{xynll2W6}+gsg|yK#G^PR)Eip$ z!n%2{*^^0T9{soJ9o!D8gI5XET39UQLES*esRV-ZCtnEOvaREFrXR1AQKkyvV(lHc zzie8c5Fa=7U$fkf^DHJbhLW`IK1u8jo~^lr(swB8qv~i3`DFuIO`ZK0vs2xw?*1m=D+hg^CAXvwh{!)_Y3Fiy@Zi_dFUnKx(&^Dgqg_GWQ=g;*6(YwyVz1|;``eDX8c`f6?pp*02H+)5ecs`;5{lyZ|*56KW^@e%;u!d&8 zQ&)Kuy*R3?qkE)ZvbZioTqd>oR<0(SV`iU}zCN$mBZD}6=6X)wqOSC7?|$CA408hE z)@KlGIIYamDw1)cRV_c!hJpNg=nyAEQYq9CKrb&X0(J3=fuGRiQ7%$Z_?CZqYW6f` z{jC5i6?7y1C}J#J#7}hC22Z__oMfGpjU!!C4YM*)qFWKYQojvBuQ|!q3i-Af6-ofV57*z%Bf6A0 zP8z=ILjGnQ3QW1oSr|)3JH^ZZ3^+A)-v6?KnR2(W~yiZp&TUPp46qH!1l;kUi-$!AqbQn5dy1T%r1O2GXf{` zdmc-TK1l?-R=8L_fFlxnR6Oh>;glZ#E+R5~XsZd*?%c3-Odr^+s?w{e5^?-lFF*OL z#jc#<{>NYWZ~zcI{bK^}?Ax>BZ!yQl%y?t;%bzVn0J|-%fPAJ#J4B3zBH$R-_(XVy zdKs3_kA{8+Niq~+ZvD!e9QNbRaNN@ZGLHG_y?PDi$cK)skDEzE!KY{{G(YslO?_AAu5rgStND z>Wq++Qnpaio46TeGtgyS=@x4KjeInwuX`|_$kC`tsXutg;(u{kav(o{`C8g|7pXGR zb$N1{m@auCo08-6ht@{x_oRU*zCapTC>1p@dhlDSHZ5vcLTYC^w^JR*OSi3gn_dua z=cs1)?9P~KuEqc*U?w)ti1U%pI=KI+eDK*kiBu8h>67Hl|P>?61OB$H>uNf*E7S1)Qn{~K`%OZk``N<*&(WZbv zFA~@0rdwMS;V~FsZmZ(;I*eNMN9r%T#LPxmmCEVg=bdKD-Awbq^=Jpbo{7`+dGcvqNW*3e|W|PQ1Q!;^0X_sEUBC?j!Re3z1wVl~aeV zloua6!Gbvao86}FhS8s~ETJN_`2FnE#b>QWPt82&j8q2yS&IVI?E*aboSGoN$y>7I z+wLbjaopw_J-~eqKS|@T%zUIa#-H26BlQuz8Fh@uIQQjn_%fFLN_xvpY9bTs#zG}o zu^L!eFId7CyvLpk-5F?j&qu)DA6vDJsw37PN;E!7zju}XwjLefv6w>dt;=}1c0xPZ z9(Aaq8IR5r&lAFt;G(d6_PtnC$uTGiY!Y~=_ZgNLN8Ttla!KL|>(LHP50iDrPF?~l zPI%zt_)YUxV;$aJ;uK&+=|7)O%9lA23k+%BVf}}d2WK6^FpW5wQVXwA6xo}R1e5TO zi~lIh%R6)X$7&jkI4OfQcGWxTH8pGW)T;$&hVo?$!rPvvsmFWm`*w2;@&KK*cE7_n zobk-SY$0iOMfwrXdBzL-*rWq)P*OM`aIw%Jl+ATK)RwE~B%A!cjk zjaa=ZW-)QjR52htspkVct>$ga==>5kkl_2oI5Z&0%p>}Dr?MNlo}G|CEd|wElDj6K zBExS_ZJ<5XHFvL_mQuQo(uATHrMG7qY6L1~>8+T1+vXV#1Ya384BRAeUuY~O2p~Ng zpZuv*@|TF9@t#wClU)WD9W0j{T5+a^;Vl6?*AM{i-u$fZ+_f6e?~eJz-PA0f-}|DEM!SR)Fo#=e3sWRGqgWbr$-26m zEXP{@IzEf+fSIwx>0l2&<|K>JEdbeiba;ze-@qI!NKWR%mFh|T5XEm#wDZgxsB~O% zJS-|VF#0Rny@d&dt_^(6q(NM3+YI065NxQJ=bJEjP8&geomDLvX(CFS_K{IMqO}^q zygut=!t)44<0WE6{lM{FrllXcsTmoiZr6|8&_pyYHFZizl2W|ayB%bl&-h=_$?&Vf zzayw;o9TI%4BTH>LVag6OTLb&f28*DI*}opw$C@@EYziPz_39-7DkJD{J5VAQ}o9q zirI70HOhuUZmKy)`WEb6W+E}y+z+vck|7_Z#HUQ&h|E++1(pY8d^-~kd#i(?Dd+w+ z>*rt#7z!rpd>9ce^+)-2jUDg_*jBg<-rd~U zVtW#kqC{~xIj_n5CU8aGGyAg9gUZ1&`>(@F4icG&9rWP#FmFpCtRu6I?XJZBj1(Yi zQq0w6nk`t+NNE`>^wagt_skRYFS1^%E_z8esHLP|CSckAl{8wNrDDZ|;Mad(?A)$H z7xJZ3e)6MX02u|%&BAjb?wK^@U;I8)tcp8oL3bVM8MIK8vYe=wQ~{~g=>-3}E~b;< zewt>sB^r5liW=TGHn5Finj7{h>d7u{gLifJm`ZP{uqABBaY!~vO8%b{I!8{M#CR&c z*#A$LZk?9aLG$aE3dHw*-PsF)cBkUX--!vl3xfTAiUS!b<2a-RS$eq_YsgggH&}>QdKE@L2o>(B9Xg_BPz;QvU7L#Oa zrr5<>s_=V^zNhds5pSxypGUkkPjG+=k?&fCOUBGihQbXR8GO(yC5V3fpzd9)Un@SB zq3%Ubk|IbSlHJo+atOJ-x=CR;U=Bt%<66a=`QudBtTp2O+AXUsP;w|7@%MEW0&_zG z@X`MdSA_o3)Z(Fkb*o!Ud{ZNulcw43&ioXK=#RH<0Bt=+0710FDvlqi~e zk(GkP`W)lfYxVg>!R}g!u9LqIWNg-q0f61R``3VnX|Bf}WV4x3Av2-#_r{uFK#W!+ zJ&gYsn>7iVtZtVX>y+VWpRrK_rHv@DK>)&ePYRu-7Px?@x{<&4-{+3R+A8Nt(GiZV zRM*d4X30le*dQ;33;I_stP?V*DQcAcb5o>=@85NOR{;0z>}!d&y-^pU!J1&pJ_En2 z!u`YNp8n;XC@PK{jVHdmfI8W3hO{Lx6BoQ-hRb$Gf)r^x8x4<Z<79rG|DZbH1pfpTHr;&?w8HdjidIysE$9eMG!dEgK4oWKt0IRs9>Dbo zOK_AC2e9{U19cGk1$^HYaM?+rmhyBX9B3O3Ws!+1LdLFC#$>CqMd&4!D1n8jz65=0!IiTjau&fkbN^mi-jwH z$_(#(PQz$d6j|3it?xGz6rw#Np71Zmb|LeRui#g@P!aGvA^^K^a&P{f7SqYGinR#} zu7~~hdBucPG^~t02PL^ztH;c>o6_?mgYwjLBx#$W@n4yoaE^LRhC~>&tUTy-!+Omu zgsU4|KZGbLCYR>xZW{eMrb2)59Tp(yhj{yHx|~RBp!QKrwjb;$@`qEz!Y1M|eM4&} zWM}xvzAp5m-~a|z*z6#45;`Va-k9~(rB*Y2U13_m34+SmvWroP538gcyo zy2j%4x>PB+LOID6gLp_Xo94dw?3#K{y$vR*T{G`}6?vGyCff)5nPF7DN_oM!Ke$Yg zzii?<8zVYL&YCSA4|9nI)=?2`s*1i``p3-#TH-#UX)QlEUF8}^@rkvzUOeJO&1^=> zeX9_w{qkc{0uTl=bNnv9Z?sH)H$~C?(uTKuO5K1hbrbv04uiThL{+(w%Akc{_9TBg zF6~-KE-pmp04Laeefqso{78I6eDBIa%EH9?>`{}oB*de}&-ks4_9m`{6BH$HqxZ|j ze?O}XG z@5+Ukvuqi2sV+7A4QXSn3L~xync3n2+(q41%iad{gC2eLa3?oQ1djm2 z>TNw>Fmw3&)u~D~N#~v>@kqxkjsm*{>Q3HfC);>LIqHK+P}L;llU|N)jsM&bam9^3 zbS9@(DlC2+710JK#(cINg^3Ik8{FrMJOu6?4q5+R!t#f2d7kWoE!|j#zDF1E8&qfG zi-#2+n_f6=JYRihh~tUo#qwf#CP~f@81L)rlI@>_YR@yIv5;rS-n4mm)(X%|l%qP`C&-L;_h_+=yVb&W<$R zEnCwFa`60^$uF6@=4xQX>XPef-RzQp5%72?sisxk{ zP``k+RP-L-PI4P!dA|3Y&rlBIVv66oAorN|?k@^*eg8Aj4IJ$Ap`v1js|5VqgW`*E z9zZm9ti_Ch0qcA-jD3LlO`m_`aq8JTCFy2<{fIuIjI6npImHGtVi>I2TT#74-H)Za z^1#d)8cF?HMmKK7EH+2Da>IcFQJu>$Rw@ZnOUS>koEfri2EjtFZe*t9)Pk`uEuJL} zI5Q-LNCh1r+ec}5UijuF#DKe};L;C__Lb1ADm_Eu=LKH3B=XB@Ar75S`Tmy0(sr6~ zm(H2hpPmj?h#EMmcxIp;)N>H`+Fy#(0ZoSD6gKdS+(jhd2`KD`08bOf5EGH>Eqqu( zazYTvUx^bz1{+cM=v-tmDjq=WaQ3mk=`lV>%JS_Z3lc37vW+V-!s@q=X3Copw3R+S zpYs>8NXSHC>bWks?MP;th*Tsu$3L*C0?2wlpH9ewdJGwUVm?Di9`7tqcHElH#Y%q6 z2RfW55%+^guP@gcQ~kYNuGFfP==0-T6ca7-Y1~GpI2`P@O3&R#y!oewnoiriPglQ| zY_pzF;mBBimE41dWTW1`uOAZ8`kzlVLBh`kw`C^9Zx-pq_(*GK8hfk6C4^odQ%98HJ;Z$uJOeoN;BeRFJPEaotZ zHYRryIY{@Fv;4TmL3(nb{vl=7mm+B4WptM3dJPFqT229n z_0k`)$oTQ#ky9^^UJ}rRuFX+owueQdzVN z)leXEcCwKsfxd*N1JK7Db{j~qpXqAo)V@&J2~k84e6h8XS=yt6&H;#W8fVw}aq!vS z(@bvt<%I!hZK+8}dx2*Rc*k5}1yI8&tJmzTXsM&r^mPw?J7zeroLf z#V1#tx1({(Q-QJ}i6!LPJqt&P$qX^#YC~4pUQx=Y_j{U(lt>NLsgsgOnxQVBSbj4YLPdIa-f-2|#xE zS%I^X#eYdH%3!m#pITEr{&{gvHDTWi5js+yaLWWVZPYcNp^}| z#_zW>GP+pAwokS3{ZN-M%UGQpk`3tf%sjWw__RtBKtNG-4N49;-sMU&sFt6L(4Cdp z?z2%$z<87*EwUc0YX6MuFf~>DVf36?xGLyJmrUx|LZecmkFLzZ8`HHD#5V2J{|JjX zJ9YLQdRUZgEExPPCw*PRemCr=H|6Rj7E;m(^FmJ*e*87Xz9ynO8TC&2XqNrZacxC8 M&;$Na2=f2@ABQ!(mjD0& literal 0 HcmV?d00001 diff --git a/translated_images/km/clip-class.3af42ef0b2b19369.webp b/translated_images/km/clip-class.3af42ef0b2b19369.webp new file mode 100644 index 0000000000000000000000000000000000000000..387f2bc282771490d67161c2ec37c13d77c9f394 GIT binary patch literal 11318 zcmV-6EXmVSNk&F4EC2vkMM6+kP&gnWEC2v7+yI>cDk=hO0X{JpibNtIp%G}k7$5@# zv$uQsO$l?os5j_J!l^}|BL*K@N@hxHDAY_xu01 zA4YySe{=bT@C*5G@{jHRm0#SybpE*h%l)TwR<-`){!jPcV2@mWh5ncPU-jUKmVirNB{r+|93vXe{B7Te_lW6 zk6LvbQCR_}b-So9mZg$mtbx#oh=_=Yh=_=X;)qk?s6%^x1T2I1XnP+ET|oS*s;a80 zs;U|<03<&qyK7mL5f^3xIx0L5x&+=nLYbMFnVFfHl!&8UY*51lI?*{I^C+sLn!UCy z*+$ym3VOy!wSp{nPog#q8P2(DY=GDKK>F@FU=4VWt&z@57(QGw)v;iwqQ6pYXqU%Qb{pB|02)=<%V z{`1HJN5nwh6I}ksjhyf*w$yrfo|f9j<7uwkG)h5`fepebC?pla{F>l1`@<|S{k)=S zstcfgD~ce3DaMnZYX4rJTJ<+yYrA|nu)J0})D zm4sxTH}6w;j2ghVy~AWftz!q^)IADUqEm;DulcJPm;r)tehjErs!z%?-9m<)M4U2P zD1=glGcz+RJFW8kbxEI#Pihqp7Vk=&yu&N9Gnq>&sEf)i91g!xxY}{K*!S&8C=wLR z%*@Qp%*@QGg#a5h7EhZ@9nC^4x67aa%r8~48~-^q7qWdRJaTgB&+-(^%*#iI6gK0t z>nR2i^QE(z*6s?>)9hP;iUWUSuUSw zprc$LpmYOY-fuUfYKpSp^#h?15fKp%@u|>c$7jnJ&$4yiZnC<@K(9z$loN~#z3(9| z%+j3*9T7y{`i-e!bc$09!?)(<;@RdqX!P;`xx8_nwpD6x&SmLZ5nCl{s#dUuUz4_JeUT) zpz^2W-kNdGk94RsI8V=2kt!e=Nu{xHrVVYDU7Ub;;*XyGefA(_RQB?M43J|NSd|S1 z_^A}zRiN*@?p#ojL|vXzO_+5((+ch?3*|(06>GR+Q%^HFKphIa2SVtg zT2lJie7t)mp*z}26M8_UG9MWwUIx8Pvs1{jSs`Ef3MKP*?A{DnU>pe*hN5zPmpURG z0rAaPYkLTcxqs~SzG^w|y>fzTCICJlT2Vob!q@%oPWp|hU~%uza#g9gjj^XK-9xAY zeZQG;*aH-VvT(9B`N;mgfkjnn2TNG6TQz4lt^DV6MCc!tRaI3<1GiTY+gNY#7Yif) zxJ!xwv#R*4`${Mh5Yz#sN4B#L^z1~?x(DS|RaI3HN)y49+cgch2`q2W98&6NG(J!Z z<}as80~jq*tJxW_0-=HXLRRyYl^9Il{lZ5sSU^{fQEMDm= zI_Eg(v7GfD5GwEFDVdp>nVETUNBD}QxtW_B&O}#*)7r-wR={@8AEe~ut8U9-i9GhY z{8NZxEi4sbLwE8N%*@Qp%*@Qqk+DnQvnqBs0092~xEKp7PrsY;<+LJRiYWrQMl0>x z`l$#{2-hBY?*IS*-r^Ecec`PYI?_l=b9rwk4iKF z(4PzbbAJ4F$e;D55kQFJ;`8Et@xTw*FgDzo__zW8Lb9$>0&=pImjFqbBF}aZ=9CbH z%pVBX+cjcfzEk_i`)qVAuPjZnrIcfgev1FSibg-n!o77SWJ=FGTf_x1^X87WSD*h8 zfCwL1y1NLrI5i6dA8OzL00WeI$%eh4))V}+CP`j-y;;>-QKx`K+g1qTi^TB$H~!`#t0?s@E$a3ZS z>&TPYRHJMEBA_ND3_UBqAL-^{;1*ih7}8PVp8f$G5cUb@e4|9KUL3M3c!^Q4$wHA0 z7Np9eGcwTsjUY7eI8BM+3-2e5KS!Ku%`>Js!4vuER z@y$(-uSott@^))`>$)6^+wbI212>>P^*2M>(~C5P_iS9mDcCF5O!^>FQ5un>2HT90 zzLwWtw>XuuaD3hCr?XWfvWRiW!+=!kjTsNJ)z};*w#e)LwE%h5sHGQN<&$Tsl&3!$?0D2J*Bva0a8#zbONZFn1x|JPYAYI-WRql*kVAC+IxSe{tS zH)+ejX$420g7ub_r_8R}3smTDBcsl(9%kF$$v{i^*N)d?gwP#{=4KNljfC|S+F>CX z_Fv4Oi<{$9#sI&#-sw)6+` z&GprOt=n7W4;&S%nEF4AsaBKYwETVe;(b&SPwmI`KYROc@k7m~{KB)>L4?z)iAO@5 zq!8svE}v1yE`7AB#GZ<2n_yjXG#A^cK%3KV%Nf?z08mu z_}24#G_5}tSd&*1r^eZ0d)Lnz3J8X$T6NT(d=JEF5SaVewvD2~H*I~>=X`Po4q&yK ziHD*ehU`zy`zpE-Gd+r4o!P1y{4%;+9@hi)#Us4~!ARbsF%Akw<-U#AjI_J-SH)9%$+`kd>p&V$N2O=Te9plS*3f+&LVQdTJdSFThWj zw#^Q|aN}a8AR`T?L;!o7nzp%8T<8AIcSJ~n0BX0oKlJb8ahQ>6EqyIUk`o-V<8UIm zfwVPD$W;`gPpQ+@Be<$rZ=CzlRm@3)G)?VwHs5c1W&K39Iev24OJyvmD4+Y&pR4K6 z=pN6jcq=;x1b!NRe#FKNy5&2lYZ3mXI9UkOA+SF zI*xaUxQHJvHo2`(mS)C#;M}_)n#gX@mJ(0hVcy}+`~{kix2(g&ylU4`&$8XkJGwB6a+-n&u!|Z;jBi&#F8l%c#%$hI4if) z-j3pmQNy_3dVaElj_c-JoV7rv%uN(2s2_NAR5QTH*I7?j$Gg-I4Cle+%a&z#Q>eGj z&ytHEJUKfkx_Eemmd&ilQqB>3)h|GL_TVE`o*-~RGgmyQU&l*Dp$X4{0_9`#`p-1E zM}`g|f{uFdmoF(M9h7{5<|zl?bK`~gJ~&@<;+lu&8(a1|&yCX>1!`6dQIC#fVL5_e3_)IAf$;ul z{Byd%W4j969Z@j?DJW(YL;;&3b1|9$@dOHv7 z8M464t!A}4)L+|i0zKUhSW)IKgq(!%5_0hOLCM*YM)MyJCuk66=907{wE922+8ErT z)XxsY z0p=6uHHSWy&bviZ{W2$~fLrg-H}AF$z$-Z0=^>)kp(yFk&WcvMTvimg#<#PANe0-l ztInRYNDol}R{!^400_g!=*sTLch$gxygoC`{83Zvtat5Rg=-g4bv*jTp#LB7y=aKx zk$_<@g^nMRRKggu&xrwv;r}LeQb4xA=MNUx>#7zhTQaFWC;kiN_kfI8~iaJ2& z;EvBRJF7Zfm&sn>V$2Y#K;^U;Jo=puUB%4iT*%ydtiQ52_t0UVDJ0QMqZNZMR#LD{ z0J{LfmriYP;R&VhITvRtTQha#4xTvkVLz~lOvZdJiJiM!(a|M?BvCIP?CUnc6xGZM zTwovr?Z=7|zStxijyn>!5u(SVz%dL4k>#spZTNo!Mtj2c1mlGt;vkp!vbh9#-B!g% zuJ$wO#*{|>yTkpa5!dnc*w|&{{W_EH+OVjxDVaXqx~nh4oou@LNA>Cf`PKN|)c+=+PUH7VVyrF9CtQx9#AT_0+w?DsyKMSqKak_G4`{ zxt>}Mk3Y6BpuzdRTXx3^T18?utQKe(nakEuw))5p73~Wy6!m?0BQRR;*K?m;4IoTa zZ9S5Xz-Sa8imkYoulO^D3~17+BXY`7>}@AjoYn{X57{L!+Zdt}&FGTn)xr|Xg0EcxE^=#}h54BsuOR&7%k+{_uhgFUwB z9<;!5dB=>Wm&({gv+Ce(&Q4+(gv`14CpAqDGz7GGE40a0LI(A@l(WQIIDp6A*zdTH zbKf}632s{cq~Ym(lYN{6Z6sYadB=%iNZ>-W|K`?r1Ls%QZfNixSSD(e&}17*V%+N_ zDj1L|%-Eg%qK~MZ`OkB0zXk$>2c+iVCjtgdB0t!0a% zm-wUiT-1Y){WerUfCX5`!H#FS6)&(VJC7p)8XA8|q^Mp869^AVQxZRN^*2%wQ)NW;|Uyt z|0Nu4riQBC$%D1IVJ?rO?ycxfnL+~Ntw)-6@`0cQ3~3c_We}vVrm5G-&3e&+8ZtBc zPzxB$l2QK-i11=Z8lH>)Xk~u4aRsD2ik7s-4PT?_8vU=nWv&ob0l0Ym*Il^EyMb zrk{NhK+ezLgBcOh`0G2$f^G}&gQxPEV?iD-2TY@jovp$pJUqzj*Z#2v#ecX92lm)?T$kgO|PI|hm_vB%H(bIm&lWA&4pah@ZJb;E15Dma!LG)Gg$;Y z+3!%UQD0ESJxE0$aUbt85SEC2nHs3mR&tit8P6eeIjY(-ZP?TW7FBa^_-QD{hi>q< zTBJPVj@PIQdb9k9_vu}E@MSxzKgC%u;8n!I2Zh*RnlX+&qkr7=t}0dT!_x=`n67y9 z#T=qYaB2i{$U#1|(8Vt?B7ZEiJq;QRmU)>|i z$h7@J-=TFvN%HR%P+n$-XV}?M{TKxt-9&6UQpe!>)@(+dSK+BZjc^=0*6-GlMUxdc z0k~^MHK_o}8IPJoZDXhDYDeopRh*3E0MVOHElvcExgDXpP$NdUm%A$~Zh2JqZrL!? zf^_vnE_|M+4_BtQm!sQVa@(oY)a+`$;+@6Ke;;+)>x|=IijoeSr8Dpy_|5J6DeYx9 zFd-DuGeaogTbcP!C=RBA(5ma@AIv(7+xnpvtg4^F{UaJZ5jhKhD1EYi8IW&U@iO-H8Lqy7`Dz8ZL*j#xP&E$uv!645p#f< zq^9`hR-=`d$e-)3KQbKdYp!izIRV#3e6k+-x>Z~2XpzdW5o7as=FdEXKAxq@t-c!n zxV$EdY3B*#mlU|t0wum&XKegz37c}*HF~CPU^Ux!5Wu?h{h<&z!#HQD8{Ka2F3A{X z7+9|(p9ZzEaws1U;B!SF*@q&C71*q8obWi)s^=QEJGDu2QaEkW^1CCzJH4j9b>Zd| zJHaxWbhij`V=4j|rP+ibewT`08mPmv&$+K66NjSAKejrWZd#rW9MDZM5S@g7^>J`qD0+H5Qeg^Kk`6jyeD_~Hsk&0 z25>|Hbf(%0wfnO6Vor*xtZ6nJG8TwaCe$S&S(qC|l}Q_78)VAzBUjbFxtIc-_7zKFAxgEJk0}fWnvX48-V2zQznK+kPaZ(9 zz$%yZ01)zPb3Sdkh8%Y2zRd;c*;((Ml{_S}KddTK=3)S!F+u?A%SO)@^6XS&YoFDn z{-BFs6;y^@^!5TVmo@vryhLO!{Qr+RDa!HjlWT>YoFkVjd2_3S-Rc4`% zNxy1*rkzZhl-DT-{m(iapxGOQAIX|bgcUtqe2^mXh^%c|&Q9;IBz1){la=K8>S37Y zUrHk~J>$aL!OGLZqN#|H=|Xaeh{Ef}Yh_3Yc~CO4??9R92v9VW8u}%^wu2fdS-L4? zJQBj&5`_=S7;e3Sqf2%%p@04LO%A+gHPu6HvHW}yh&3j^*=*~)z#vkhVYMPi7a@p3 zBl9DlzVSoh*gtv}EV&fjq%@E@Rwfa6_}Ebc+d#l6R?<{WG4KYw22?>f#3 zyRkpocwI&5g-hytGj_HFnug_%!Tb$SAtn^GP&=QSZA^jkryz-u=qcd-_gr*QHQ!CI zJX$AorZ7}gG^Sttm-ai>W&x2xcW;g@KL-KMcJ`+sAJ~V9eLRRNV4Bo~pGuVhqPm zG|gxjaJpCQ!#&m|DCrYZcq8rsUjnLUBe!Bz`SW+HoaGZFJj7-9h)11hi$V#-V%6r0 zSy(4kCB5DyJt3uT3v#FiCND%fTZ3=KJmd47nzbG=D&((luemv5B*Jqu@g%!ZUN;?J ztsP&j0x}`RQOTg&0WGKx_=7ySx=Bo9sHT{{nO|r^+mfS`LpgJngh?NI-j)_9O481t zokVtI!_BO6(zK++Z{+A$bDeiedMEK^$50Z#6qA@0{nXIt;l3sV5$EW^3#smUsQ|3x z_`mp?YgK#vP6@ppG5A`C5)oH%5>;4sIxrAd5gUO5i>hN%f&o|Sm7FEcV`!QMLZl-G zl_!-_KO9Qo5R*H*96lYI;JE%|!_Q4ftu`u)CqT3F{xU!+j@N$&s9$_g3;E*-Xoea^ zujcdeX>;ND+zI@=ur%c@GuI3=OTgHYcHH1|PJF_U%@!TjIstXS7WF3pf{PPwDu^_x z-&*oflnyCRkpp;ko%8DkH2lwk6+}9lo&$g@J!3~B+;GTWe)^@;XNe32_iDjE2faz? z82G#jw4h*2c!?5RIwSyi zse#XO-euxqJxqxI4UyebQI?gyt4+5Va!y?cOK54MmkLeWiQQKi7+VrL!b)-j+lJW9 z4V%;?+2FgBw%lXqtG!aI3XZgqPl-uh!Yh5b#?F{V#WPY|FO}J}9J>~S=Db1QHuwaa zXpDe=KqjZ-TY$HrTXhYvb3@ANz+ZrOX<|{h-;m_}IwjhEw+N1O$~TT04nM?oS#7(n zr;>X9MW`(NFCO^fxHvyPotw2)1?e#1*1X&!%f$g%P58aI#PXR#Ou1tWhDr~skC!(u(UbqtA3g&)@>5kPj#^R% z5AiC1pc_kjF{PA5X>!ylF=1>*C01UG^@@ObrTQ{l-mEBvD|axqN8>nA%A?1c8WQyF za=iPiCPj!{9lo?zWFB_DIh8W1&QGliDw{{ov|=6cVc?zQ6CnQjk=MZn@zApZT*)bE4dWI>0C-fS z+5Akxx_esumf-5h{?J@E3`qg<5pt?4&Z=iOLBAmf;gin4uQ*#F_1}a-gnhqCY4r}z zpPiPDXC4t8{}XgVrN&**@`!_WN#$5vZ4bEMAx zqm5)8u!w!}Wu?}P$mPVvG_p;ittFTej{PuWr>n>|ZV57AuhKl5TL%pg{-~F*h0f02 zkhn}F%v_)1h;Y%B*EHs`-S=7?UqsMAF&2FCn^~!M{cR$|6UXvtlmc;;QO-dct;8BR zOvyN_oHS>^i*VWDS}90FGA3CG*k>bLx8dKjy-)u2!ssgpudV}3(b@&_BlRzGq3=Cf zdJ9~rQpZhOyxuHQtTPiU0XQLwrnVtWuvrkKwH=PY5ge9olCm8P*RUW+~kA&de8!p3fN_dW4TPa5|bvQv~ZZ-9E$J;(igb(f)=t z9)^a15Sp|^Nm3jK=rt8KzvjL-P3-M0=5Ir2!i!@bj-rEjnI{(VL5#+Bi^u`&WzUt- z*EYiXM9!AXseAnS$- zAB(?I1cmVz*sp$sz9XZ8trNUz?~n$0z5~|a^L|H_)#x$@@kX%$(6a`I;WL7LjQ`LN zBAoKQ-&*vp`dG5|mJ`UG**_OO8am(pms*ovx07$u-#@g!fAdBBoXyuLe`D&D5%S8( zs1hUUf-rjJzL8%TE5F)W-D1O~tVDECf%yIz>Jjo6Af`}ir21t}EpfSC;b}WJC6I5n zatT21OBli7bu45h(ncM}ivDrQZCVMc=u&NMtnc(PEaHS(8bN};Sb-u^Ou*uhwKo~M z3DyQY=(<1PX%RQTMy1V2SAnErw3!+CU968g*Fbg=%>lN^BlvzV$+j!xrkV69s%C0# zaV{?Lv$;MbS__VZ{Tzmg(9zfC5ExSyC2k{JH|HOKy1eL4Kf=s5GX%}X_lsyr?RCF3 zbjWO=qEFzr)n@#jTtJ!xhvwW31ZqEr0jfh|)P6ZfhSR7303}f}OB9e)G{ivy63ipG zthCw2(X@poW4wEYTUg-qtc0IrXnYS4@wYz}*9Q`=hwC(HZc|&!uR_xfysCC}(>g0# zW0na)a^N&G47ROIIc%S9i1tAw;awo0>+Xo$rY#ucj&YIwU5D zeduyEYR)bMdmN3~ew4;L$gy7*?d}k1MVCWfpCEXwwTvEte1X0_lj4*4mSXlHUQk-A z8$D`zh*eO_G1yRoP_#_Did>$J<#`w~3I<-!mm0|=j&m9EUA>xMV8C?Jak!#esG4&{d7o8pT4dgGO8L`17cSc7EP=F~teCgpu-sLyvl<|$pb&qjdQ#+j3`EjCtQVCG;7>eSufDgV<7C;BumSJKcbi_s42*#(%8jr=oN%Q@<=T+pa}C;l$rUl?hX1KB&XpulQK ztZ*m!au4&|MqRJ0vUL8=q@^Q`Yw{kTi;$J?&KNGMf!kOD;yQec=5XrL&atfKsgC9GOMFq= zeckXz#6aJrLYaG75TFyA_QT7JII7st*$1ck@rR6!n^n4opR=gk#Yym%M~7fiOS(N= zdR0;wmiGxNsp(A;u4LnLr*3Vz7KVvkzN)HVW=hdSYG*;+XllhMXa4fzV(oRksIAu; zcvZC~L1W&C-_G!dY)LDg>-b@*$#dCfR4fXENKlqm8e5Is-~zFBOWeyS?2UdiXE(4+4k|bQdkdjp%>Sm08e9UXoQ9`psGQsy@TZs>TeqXqdMjd zg`rz?_{Vu+6t|QzocM{!sa!c++F$jg5u5fd)w4-wSHMYV!%w?15C>V{&dp&rjK$PbbQS&S_QczjUK#iwad s6MXS^L~u4sE~T%vZ1*Fc?*lf0;1l3QLmS7vS8wpwZ~y=R000000NuDtPyhe` literal 0 HcmV?d00001 diff --git a/translated_images/km/cnn-pyramid.85915455759ef0ce.webp b/translated_images/km/cnn-pyramid.85915455759ef0ce.webp new file mode 100644 index 0000000000000000000000000000000000000000..55a903378dc07a35d142dbe81aa3ea695879bf93 GIT binary patch literal 57698 zcmeFYWl-JQ(msfj;O?H_Zowru1cJK;cX!v|1P$))65KVoYl6GG>z=*IIrrXk|L;2= zrfRC@!%zja`RQ7#dv*8oJiQep#l$q$!N62Sh2&J^IMv|5z`#&|zo&>`_>f>9rR5}a zf&YTPAFz5S8C!I#tI`JTL|9;dv`7s5TIE{yu$;7yz zC0Qb}>i+bu-B$G?Q za?#!@|Dzw(r*{sJ_BFL6&TBkRHg77}BuSA8#_wX~3^2InxG+yjHBiAr?cPhu$Ja8B zWu$}8m~uCPQ=#|(2kG)=sWs7!dll<|Lyn+!it0CK{E+ z>Xg>JEp5(ROB(iGWF;8@cwzLh`rxK{AsYBzEcU%*^%_Ovmzm#3CndPvxVLbCb%Cc{ zftSlwAHX^B%O&ya{~dsrP2k}Uz}>hH;91u>Tp=@6Nw>>qhYQF6uSX19~+ye)eh>{DZAjMmpbe()AY?-fQst~uvP zA@P1Tc-Nk=NR&43aHX~K(2wOw+n^q*lzn}c37Q_@`4%*1;OED0fG5!B*8~6O9{_zu zL}^&#tvKku$5Y_i{EvTt59#;$pHKa-_x!(j0`NGQY{R+i*_SR!`fA17&z4~}p2Dr! z_lc+ee~tBz-9b|Z8T*A5a4+C8+3EgrqRJ){$WV|93%Cak@z3qR1)@%ZnY*m?=BW_9 z(syK87XYnZLs9(pZap3D&#A|(+mD<3M|;%>e0mM)GW20}p=G>c4waB#biwo07f0M@ zf`?GHsmh1wzg$^V6J`&}tzY6S7F^o_J-X1RG)G$k#W?-F=qM;>0VB)qFZi`0$Oc<( zyRcpCPaI6Ax<|X;zgmH1>b~4Y5oTR3ISa%ud5S!IZ8`OBtcC3SrFFO)xBnIYq@9a7 zJCbqr%Z}S^;<^Ty?Y=RR9`GrT&zWbdjn{2>zcyjA;r44xsVX=OVr#|7-c9O)iI zl6QCeOWnZ`4mN;F*q=H*_Iaxvm*ddb;R*Vn4znfQjX~vxtvZ5V*oQyp)s%_Hu)MUdBj)N zw)>@)BC7h9*J2TkqUOSL8@cz8YVu+7jmpZQ{>|Y)Arja`B(zvY<%^RiI@kiSIPe-C z?oC|5(*TyeMX?^Xy>#N}7S2+xU;Q#uK6eahY)!z)#ZI+2ZzwY##`W$&r7yN#UJHCH zndk1BjQx-px|@Cqa5Kps1pjPhMRj+a|0U~jUG_1Ox~R^t^wHfe3m~Rzt%}h7CvRv+SXB^l^1Tobws5QKJB*!aTJ6YQR4L6@}z<)FNB)g z$T7Q-g`zN|U-GW?=HSs?6PP8#cM}=lQuvLvadi#ghEI`u&GIFqOMCi^k4a{G&9rg( z*h`@R78c4DQW*BbPmU9QDEbFFgB_YxOu#PxaPXLhXb7UaVt2u~s09<0+jDp!97QmN z7WfT=^pS7IA7J_8#qRQC4x@Inc#SgE(Qn1w{SnOa-MwiwQKKu}UH{Gf0a8O>QPX*! z(vj_Dmj!jvjFmgKtaKN0y;?GOBhDPTWOUDS&!(1MD9zpI4omHF2buupatQrh2LwpWqGid8*6rk93KgFVlRG}X0ZSXb zHIi)X-#)76ElWAkd^@>dou(VJH6F%RcYqY5$*%0LMa_trw{=BLMtNZmHTc~I-EjCI zK}01lU!g|t^eyegMiqX_SmwPY&2Kx+-;C)oQ7~uKjaJKqy}6ikYV|KY#WpS6PW7j~ z6)LHrIH|S%MVPnHO`5u&@(OB%qHFwr_^0tF$-Z|n!6I*w{qE=&d_{ApN=^!mpW5hT zsL6S!=06)RPFq%exfYw(fS8c7owqq~#lV6jb=19J$!FM1Rjr_p)hiNNH;tH~e@Y7f zrt2rgPcYv~Xr*rP((ex!hSWc)+E=8c^H(X9EWgJ^8ThI)>BE0CAJN#=cI=@PZaGk^ z=3~YA62H=buDIXuHX&`>kOW0DX*EjykrRFK?AW)*`ao`VIVFsVYPY79zG#n*Qk%k? ze%*;`hF)jVPyMmhJLBu=bzg?6^+*_;5OzGRtey6ez-nq3rqsCol&->-m@A(?N4mgj zqqNSUJh=J2X(qcXm`|>ACt?gDGXiM@emoGH0wwt{V_l{YwBe3 zTr4(gWMVxR!vAo!^pu=l%kw5Bg(S<#5tB~oHY&M#ZVU|Ut&NC)E;ZD0P7*oo#L$+5 zbF~(Y3QM}wgMwH83u#$SleVdBrN%0i zm*=#%Sh4VvR8zceag$T7F+V+h`LWiO7J{cVLp2YRm#gC^+eR!!SE{wf zgnMKCv3DQeVAZ5uB`hS|vKczYvvI(G0}nDQ6p;<}i9zb3e!m*<4)0eCSXMV3 z8NN>MW+uiGE2lCZx^N~!Ma=2Q=&t?Q)vq7WMhWb7b=NMZ4)R5*5ylKy9Ibg*TKs%g zI^hjt^WwDpSN=8FjjmK#T((>T7EM)t33QatP$X1=1HK_tWZkT-AqEm;y)o}mH(V8> zfy*H>H}HdMu)W~unit*GIo$?K4_l*$md*YrnKuj7_}C!oXPDtiCFRg01h^F}(M$xq zND5X|+Qf>Aj0~dG(Xsw@TU0kUlN=Y#RL!)Nmb?vPvzFsdaS`x-a4>a27?qkdHde&# ziY`A+ap~xgx9FiLyWwxip6R|zc-qsDe;Qw{nvDLD!4sqf*&-dH_!e&^XFu~~oiYI0 z2otk=FiWU>R)Hd*(nJd>Zg9KKp;3eoHk(Td99?b5eyTT?`|?Qkx9fsLbGH6;S)7jk z6#^^_91M){m&KAA4&IwCa~mDP4_QNF%$xZxuz*G14> zISN0mjgsot5WlI^L(!@e)T$J066=~eJiGhhm~suMl#C>Op(jO-qo71)Zu5ESh&wWm z*t%XKgTv`m`yQ7Y$2Vp*xm`}&&#^M$zP*aHUmxv4rARx_5_^98j+Pc>CEzHq=GXqd zN%62IKGqvwe)oh(P3%B~`StwG9)*fw(gI(w2qP{x_na2odoID{i$FowI9ipP)<72= z^d;qy9>WPk7TidffRE$(ZEbaRb@}M*K(h-ga7z}Y@BBG)QZ{F_1j;D6|!{B?3PD~XGgSUDo zEcBvW+`$T9HiPSCmIM8mUU5aPe;oWwVb-A>B^|FDHk>Ft4Z)nve~_d}ID~e4tAfNd z?xQ^{%HVl*b*5x)?(XLd6jUN2Jc3?P2u8X>bC1B?d`JFP#l}hjInqJy(;WP}sP={- zh}Dc@I!Z!oQ;`rTu#b02A2s!xSS_;~2T265wh7L889-#X*>#=#!lgq9$DG{tIrde3OE1 zMEI^*OLUZ_D8nCsiDB+?q7y3Lm`gnv3{22t2F7}jYgd$0Dj?ECG)injZ(A~MFa(B2 z*3zDLUT+^9Oz&lJyU_2u(#h;lf7OPH11k_<0G|7OMtttR-2>5u3C8(2@i%_|4GZXe zKJ|Z;*uYDW0r%ri4M~NO`sl^y2A}c4!&*io|Eku3)pq4W8h=G+c;EDES^x0#G$6WWL8R#-#3H>*&crN4`d)CmO z>y``5`oxZxWBYXENzl{N?OSmEzepo#tq4E*(s*Vp<4$6B0D^I+s>2k|2=6Cig~>YG%VmK9#8*5beVwZFsdk}JX#`pe$Yh?+RE}N*<^fs z)t8~bvi_e#{x1ylzoD6LfWNKuH!!H`n>YWq-QrMrHSbhsr~dchS3m`N#eW?DJcNA3 z^VD&viOt*aHX|d)G!x`_kO}xc2{Wf*9&PKQqj4{3UiEGI7r&NFKw!(|RE zoqe*)S;j917oC)JOCeFeoJs!A!H>3^(d{}yX(`er(Ee<9AiOAf0K|(~d3cl;cQ!%# zka+uS^*w;DsPFlT>jFRc27aEJ(s+lwffYbZG2YoGFU|>Mzfn;U^3@lm;Ivt$m z43PkmpBX1igp4#B#r5cj1QM#Y!Q-?;+0^CZ7HqsTF+1RUV#0cz`{{kf9DiZ<$mgub zM&2+0i2%ZVmYbMfjyLKU$E9re?Ng>$$BiO5Apg1YKJjS$6ws#4dgPM_(0VR<*?)|j z@#$E>y_=5qNytR>343XJ9DaGXmw8RR4HyOZ`fR@R{RV#^eBpR>xkG-`UGXRe;9Y?~ z9o|zu*_?EA062XneCm7pE#00Fa+4ivj)K&0d<1CU>i6tBV5HfUJ9; zCyx7Xi{zoqh3@@WE&kR=0q-~jG0Ua*fE`Yjx5SWjtv{QuM8QZ}kYL%heFrz8^OJ!==2 zQ`O3Wp_ZUz?YOKuIL`l%b*Vp@pNY*xC#h)SwH}a3xZqZp?`XI{^B8Kqg+YWr_RX6G zBV#a_jyF)G6TwfnCi%AiXnlC_r+oz^TXgy*LBDB4H9k6RG0&zg@y@&l4|QJ0iqDZ-en$_WGH* zlk-&Ey#k-0sk-k#|8k{GqUH4a? z9xcsISMPtV3-GZ*grmccX~n;j5}`yfP%Eru7)ybRdG_$%eoo)Aq}MJ8AXa9WUP8r? zlLWnXdI~i4zXk_dcAX&^;5s07Sr~Nu20GI{s)^3dH9ok)kxYRmuvI_%7|9Gn|(Qj1*O{DVrPyC3V zD}KwJ_}}}OVEUGordTA4>_PwM9*rbe{v2Oa+uKM+bs6Im<@7yVk6KIlSKpUL#{XF7 zKOV$;1$^8ZrCOU|o$_TB2GG`o+7Vy>wa$OWcbsqAS9P#x_+xDbxC@Z>7!z;o)Zm7i z%6it#l}4bIn~G_6N(7?XjF}d8HH5=xkoWCV7OC!YNyC+kN}D8f_^6=HKkv~SOFyGi z?j;L|3_eiEPO^B1#$8Eg<{17@2X$Iu!o{@euE$#Nm0CgOrD~r_ob)cyu3r6B{a6Yd zyIgot|Ix-jcI9qHa98mX)FF1+_mXyJ2$1`fR!0y0GmP=og661cDHUOY8LVnR`s$++ zUkS&~1s174_$55yupQQE?DD~<%;EkjL48mr`NYF6Bp{Xd*2K6_yxNdVHL`dt+gQpm z#*$jzEYwy+ewPeDa7d5UsnDpu;N;ALEAQ#`XKnx9oe~1&5w6Xz(3{n^pjGUriBF4)2TWsF8v>K{=H6wQa~VDEoL;K3##6m21h zUG)kn3GD4gPWf1gNEnG8A|X&u3n&^W3_%3 zp6em`4==@oK;0F+nF6jvkX(fsU}fZR6aLtHSF7RKVd9RR+Z_`$Q*hv3_{Ww<#fB9~ zhrUE*WtS!*Fx*EWU?9n=?vM^s*gvHDX{X>&R*n>%#-Ddl$tSTb_Fn-$!<`tWP}P8B zq6@g}SS!S!;b^*glI^Wb{lgG2zJYF&ULfO>np1XpV4?xye0;b`py&JHs>f<3Eum?H zuE?Xa{Nzpee&hUiTwp-*`OrKJVNi5&k%#sHwR$p5H*9tK$Inr`DqdQ`=Tze6YOCaU zi<0<_qezK@j~U-g_5Legg2E};-O#};6x*-*%%N?cIp?CEc4|(}{lVP~k;mk(Q9Os2 zN@wdjogjh=(>H+o_QnoErsx`qi?%06`C$N>9+MAdR$;RvYx@H&VyByHQvbxgVumI{ zF;PNTbi1gY!RkNrfru8BvwY15g(1=0crdLF?=7Hd^LEuOl8`I+lLdW?=>_E!Q8}3+q_K$y2HVuL4mS5v&RAUo*xCJ-V^cK!BdFAt;Y(6$@V>U zBoWMIIW%?9=}YN2%`!G_-mpbnXXa#C)f(ETRl|u+l#l5ikDPuK7pK`)mHjN2dCoJI z1fm7xofQeYf*1-#*_6{WOoXlYg09ayz4Dga|Ct?0xA~@XF4*3#fZYw}nY;*R&as}w z204m`^ZkV1T$Eamng{bO9^V7|A*)BcokY$4BR?&j&}7oNp4A^{(tkXP2rn`qq@AUS zAE()&U@RjMROA3N7P{F8kRHq=7AxDiVtT2IbG3NM+=_B_o;SZ)GE?9!HY5CeUq@Cc zX+fuUA9k5bHdY_s^~M8pu)&cr0sE(NQA&`WryJ!gz^NkGwdBlhxM*8M+>5%TRRMmgipZM=RpNodVv+d1 zk{{jC%m!%)<7>hwAkRF9-%4<=;S8;klGgYlT9g1F@o(Bva29h?nYb)e=04^i*asE^ z9N^m<@6X=q1PkY^)rwcMStdDh;wZ7*7`UPmYFB%TBvrbvHI;vHJnBlRaMXRRNq@a2 z(P^}`kQ{%RNs29zg%^^{ z;n2h#g7MffI)Ir3D~o-!_#`p`E4Poo`oGcxciZqRTJ~#Emq(9oA6`FH^QC_GOLU`| zU2nJ`W=X^2WJFFrm%D78Bm(9+C}(`6*o%t^=3O9?2`|@VHooxu&LGp}l~04PLd2@0 z?barK{iv}msI}Jt${{fG20xzZA5elqcKy^6aK_gJzv;%5PV%y)qVm;!2Ng!*!r;wT z^keS^LUMp9XezK}V;&*G*7&`p1P&piTi=^t__OVs6@wc~@6CWN0`utz8GQrA6h%a| zgXxE&3co}&=%(8Wk8k+y{>3N2^Z>Ls{A^MufqrQ7n-+ac*I`SMANFYIsnayTvcEbG#Fw_zA00RMxHM(n&;5rC??!AJATu;jI?*a@R6H% zDK&?x7MSuZH{P+p*9$RCKz%hfsx(=m3lvwibVLnPs{TTEGz$gW{bBs&FLO(O@|W8a z9wyI(X%-R-jb&Ti)C(3oP}<>8yoM52wF0K#426JS%${JA#i067=OJO?4XK^cNNikf6Gpv{#b_U9{VX^T(I(cIANi~%QB2Am6_Bc7^6=2LW4?q-HmjtxmBp&1JW z-H3m%W&UZl(nmkMDq~0n1>C{ALiwTj-np@2a=uU`D`Gy)kj0L7SbIVIRJ%FAFqdHh zeF4h*D9#L%6^@IoQj6|RNjRdsX2@aJhrUE1VRxGngK`wvRggReEDe3zl;N7zw>Te| z#sd3UP?V%C>y>%lh&Yi8TSbQ)9BFZ($iLc}ifiak3@zGHcbZ&WdFBsZUN)wcXv#>m zFHyk6V`@|8ykKj_7?Db|VhM*ozA{42qAW{oaIEs0MHG&nL4#Ru-~Hshl1aJ6@e|Rb z5g`xtN<@Brz#CJO5)l|rs;NW8AC!Qw!3z~5DEpdhRE9NUFKiFmRiR$oMe5MoD})db z?Yu~M{5D}KVOwSP8$IIv2nBLi_x$B}`E!Z36sn_xAE$kLplDrxXa2cel&|(3VyF$M zX#Oj=uJw-32AWvl9QDQ_KAsIaqdO zGM9B*2H2h`vjHD7028W6gm&s45OH#5AP9NyHxYV^8c+RqM3I`j5El`}>a57v{oeT{ zZv1)@j3_IAt9(IBcfE>V15UE7XYtZvVAI7H?L=R47BT~ClDmv%hJ?uXryYmALdT+- zknAsyoGR%6;m^wcJ~ztx1W{Fz;X>~ApBB;6pn&4Z&JlU=WWNnJC|5b$PnZo81R+hE zq_4C$4`<;%NDSAl(*-`|7QUnNQ*ir@wy z7QRE0HAUFN&xB8*nm0Rf8xT}GWq*(3w&G`h!&|QW!|VjwvEo$3i|>I~gI3AuSvBAk zAA9qN%j+C_DF4@<`&EMUyVj;y_^zE~eJQXT6ltxUv%SJsk8 z;K`zNcFj|>!egP0`H+a6t>psN*RDIGTVI0zAYg(?F1Co>3Ld5){@ITWk}c8EoFK&d zomgaZ!8eyRrOYdm@!;og#BIFESyYYhJ#sy>I)(1(zFylk@tT<{L=+72tnzscH52%? zl|U!(bx}c_Cq%e-YA`n1f@3yf4dM1xY7`?X_SNm{%b!PGEFkd&#RQRrC$}NEj)za| zlF9vD*!a3B*>RkDt)lH3yr|;nTqAkhs5isNIngOd`4q-{X=PuNDaI!Ju zuVrJGh$|Dbpw$dDTGtWx!*ftx7(ymSGms^z+VJ^~nh3`C`~|ziNx#}Y;o~txqEXYQ zpc*j(>!Iy!7vun0R0htlg6Sx6vA55YRK|VNfr&Zx8MOP6K(EaSKuv75f7fKE;El5i zqvc|lm3#Tq7IB}aX=uc6!WnKDgRn+rjt!-yeTmiZ$1D$*ksD?*MIuJS3XjS1{AK(!k`NvsAXyhE*c= z;$q?$Oi*@B91Lg3Mn|1<#NGR%GHed_j?ln)^m})k#CH@Z;nSO6>!eF!oaSz)#sE;L?)xBPz8s%mH$ zyOF!fRa#%OqOm-FLR+ofBJ0YUOAutPjw2eXDS z{Al@Y7>eUpcSQrP+1 z%)&RYncE29p+OFPawZzx*)zIOJ^1WC9j)8$#1L*cu;Xc*&C3#191v#n63sw5AUAO^ z^?cZVY2%gCbxVB&!aG@q;k}(|wizieM+w}PT+5mv^|Q!{tn7gVM%3i3LxKpA{NElK z8c5|qTh6^MCw8e3eArzlaN^+wr%Za}ED9InAS z>w_|pjPgVQt2+>kfwEM6$A}-R)RU3DC$oL%Y)bux3}gwjxqJa}lE2c%USgW}r9Ksi zo^j}HV%&9eC({JN7@>!=(Ii)$3&;X^Tz-X~5e13ZGQpovvAVvT0fIujd+onfiTjh* zF;Q>YLYX5pB$%r_s2kTqnc&j{$a1!cNs2toxv)e;L-D-sQukDNh={%3wvw%VTooQE zL;kR{2*mHW)|&C7_4+`>4MOA}(?q+2jqp^CEhwK=P}0B;=1dJoFxDL)nMu$NaSjCA zc7vCCKBf5BHcXGe5QVSZqA|#aXAAjXF6SAeepomK(oze!<0tGx7M7hY1T9434*bbV zJ)|+yKx*0w7>XQ8w`0cxG)`f~1|i&S72vAe3nftBl#eCr{1kqrm}CA9jZV&!nYK#2 zdm+DHni4ep3gP#UNce4nY&p~GB*}yT>kqMd14x=V{zw`0iMcgAt#uJdVH(g6+b7qL=)6); z3wx{~jdDl1lFO^4MCEZ$c7n|3gaTN>tR?KC&!<%CNtWd&H_bFMW*hx0>U4)(#l?G` zL@VBj2+SK=Uuv24mMj%)kb#N;>3q$ zFkdqqAfAh^<Z6G-hX7_RAd1(9ZAdZD21INayb2P8OMgdt4H4wszU}P&d~vtes1V4L zO(Vd4lMN}gT&K{VZn~CrLgWZj!h=BG+Lf!$x9&_m$Zee|LA>uqWvo5rD` z|2B#BP??CPBRV8?HRmUM&N7hmeq*2ymKFM8anxrkW1GoqZXqfc;h1+>V9@=;fExXqZnnp8F3dgOI|Rr`C&+8G5$ ze5GZweET8ZC-D1)saI5f>Dy?xIUxE>R;YUY2ZZVN_&ECl2N=$VHjGO#aS`HMZGmUC zT_9r)VW5hXAz8JH6~?^z`IV(4g5G){qlOom@#$fB$-#+>+7-Y|b;s3GTpOqCz8f=U zHPJa8wwRN-tt!X@fEev4X}vF=oNl(-JB(h?l@|Wjva%kAWUmYjJ-t?2)?7-?Ir;JT z)_hAL350Ci@DP4RXKvsdgn_k{+r6anHJPEqY`WRmCHe2gQ4vl`v-YGv8bdtU-Y$gg zw%41`1voOnsD@nM=L6TB7)dw4*$D$vlkLH5o-CD~LNFPhp|o_8a0#Q~Ckr5{KT-A@ zSx?w^DXQEQExX1+h{dKdg#tt6%xANnf_YbDDl~o!{f`8IO<`lQi1CvgI;WS~hy@~u zv3>82>C{J|^RYK!6#Bn6rKoVfEZEK%8Ua~(pnXKDe}r`^{IHwnND4!mC#6#)t#`D1 zL@CT1tQ$ePDvUQ58E!iuuthF5GAr9YBrmB<_szF$Q}-|0@t0--mp2FW{4y?&G{yiD zAV9MID3sB%fqsl^ZTp679T-24fq*yDsFk)g+F-eI84{HkmP&NS02sEc;WtTxiL|u2 zCcQy~Eo>;X^XJqWV;rGUE+74ZzX*@3?h;2tJ^Dy|cfny(>j)8b@!~Og?K{u>JeWt- z);XpGGEPYj5qUGNIgMFe9C3QT55*Zq_&TVX%~J%1EID^KUGWQP zGfS>r;ms?FT^+9AADGxw83-?VoR~uv2BG$=PZC7Oa=WXe4DouhOjBI?&@*3GH#wPo ze5H7?VgJc>e2WSHzNoZrX2bl5$=pT;lseQK;RVdBsx>+aw9$}@TG5bo^FDuwox8~+ z@7YWoVOwwcgt)G?|3`x=Q^CcjBX}uRHVQC3%?x&O^-X#FZ)T zRV|@mib9_wjI#`(%2{~Bvaw(dISkb7YRc#?jga)U&m<9D>`3swtyT8CK~M0v#_p8wIL3}@sTZ8Nnx={YK*4B#PlcD`0Kn_y0LRv7^WfRc z`>FOgnwvHi7S+=$H9-+BaO)8ix=ca7BZYDj-m5nh@g#t7o1dHVzGo-&%kT~=FOwUMdM zvOmJ&(%C4kqLB&@QVX#61J>F%sS(eFATak-k5;TSwbOrGRb10wX#lBSp!|h7;gnq7tF{uuav=rap|PhaB^Mb8{i%S3Vr3CWpq zC~U#b<-p|&(jN2Hryyk(f=~!=)!hj^v(j^ORml2%2ndx#aSJjD8oYc--}zLMF1Y0>2zjS4UDuUmVx5yr2Kd<4on zJ|u>d8q@iQj0nU++844{)s;Uucx+l9l|*{CwL0`In;adUB!5 z1Cl-ziXH)KNPhlgs{e=bhP8CqrKb2V$*xFLVFP>(r|eaF8ehv&IATfS;RY(Hua5z; zVnAIBxIEPI?t^4oE<4tZ3>IpdZcY2RH;M?N7--f&Le&~xlMp0Q^SyedaL*dWv=JRv z0r!7)MWhRx<5c!|0BCd>xAFY>Lpr`Ki7%^#)Sub`CqoKE6(D`DLmR#{W9i*hiQso< zU@4R!+~21N6f!|d-7bxD0l5**7!5Fr07FiFKai$+9oAo3BCZN(LuMrD03~41UIY2? z+MXVVc&^>gU3^_p!|k)AylhdMvV^hL=F3;o{9g!3>D_tr31)0Q1eOYCD4d~OyuMIAVK?a6m!k3O;IE5}8fnJwtE@nA8%V+ak+4C!bR)?B zbaAyove41>1T}H-5#Do;js5nW-|f~jFnYdDV0s$9>klst4N}et5n%So%qhQe)SM9V zCX~?=zrWN-*Wr5)^DmSQln-X#JnLrzUqjT50?=Xh$0A1Kb38qzOg18}NjPp-sTN1Px0 z8}Kj;c=|@AZiiR9Kd?KPL>~j&aq{SqbMF0?TPU0v0~8Ch)j(JS^Hl;+6p}FIm4gwP zmA@E$*~+#Wr!jLBtL@!)`_vxF@;;JD`d$9TokR0odNfh)6hB2|T^N7lZR=bgMs&9R zsXl$M%5Pw&Lbx8SP%bV|H~MRt6i9;|v4Ev$!E2>ooa2}Ytw^`bBN&}uT9XQP%3c|IL{nKdmD$N&P zK>Gdn=*{T&@5L^@5Dc5|^iNOy6ph8Jyd-O&0!GWITO7uShXrN!GK%R$JMhJNp2rUY zPWr%bj_QO1j9M__Ohnk%HPGh`4yp%oK1lD!UbSNoke~-n45U9#{t?dKG)H)k(deJV z%ENt990a(Q>dL4=a&rR|Uu+ROgKoKZ#5_zTWXDH2iQp7;|FmA@W{&ya%lCMjA9k9* z#ZdueKTt7H4jjZQX8L!V6X}ThqIP@b%W0#^7l<%>9;Br|V2jrm;iwQ40LU za8&CE^s^ntlDV^zxf8?BzoP8;6KBkfu4O&|&*oV#NYwH5?fa0a%3e5MGCDIdO6KGK zdKMW&?)-t~0zdrQ1{|X$wY!hNFX}>Z+j))2i#m{bwhMWy(^EWkclks z2zYWk5S1sDnvnfOn3(45QsMf#2Iqf9D?*BukKJVCRYmSnPCqAAJu!Ai!qyi8;|MiR zw6=9uo0c&=R6|p1VAK}a^#HFRst;*i`OCsF$Du)Abt8E=4)Y!8;M zyy=iTLo2E)TNR*)G#ckaNyZn<={f_Rimda`^2sxaf=0zy76Pgq0XJWqP-#up5cd-Y zEN2aU{Y6+d34IlID6h<0TmW_5xEgPm`6Wm{U~PjhlI`&LfN@BT{fy^>lH4GJk0q#d zJDK-{W#fk>5zHZcAV(GZ zCz@pVK82^o&)Z1}%vmydCVJqAW(*-2gUwGF;{1eRun6r;04rzi>=t=IrZV1%|8r9UR+3p7 z;#dT2Fyc*h9ByhF{~jlbk7+yg4{)zdjm_%~)%&4pbdipyneHSiS)m9a|lEeoHdUFeH1VeK=oIH zu?F2G$5<16Dxy_KN=XL#OaO(b@p*)1z?8L;>iLG?Zz%^7tM|X!z4cC7juYc8s?!%j z%+mU0PP#DJqt#u8#2U?lo|UIlR=H&_{EpqV#YJl<>m9c@Y1KT)npb-)SAS@>dT4J2 z(eF$hzh_d3lsH^(L(??^Alu!#)LDj!)6CGx(VssV4CwE7btk`q@zv zUT;18l5#+p4s_(5zWZ`NkBRil+Vqk8Qg0w6}BU zc1Gate0xxR?h9pGSNsOz3&(oNz_sn+P=^N_F}gLInE*aheD+SD?I?i!`K})=X2~+$zzH z_w%*E_4j?GVO~8cW{tPPk{DYev**8*kfXc%*4KkY>YtLG)?gZ>e980j3i9zy6AcR1 z+mmGMieV``tZT1A_|lniI>)QE&%X`xt$h=9f1zPZ)f(r%$1PG09kB#-*@pxZ| zvL41mukX=WMFRGISp{9B#A$=c&0?#I|H(E{`!j|X&M#xLHixp0J*?0jIVnz<<k< zgMu?I)x=`9k%kJ0Umu%?7&!V;w}@NlMF@@FYNn^q<@qP`RMwcyT#+=f@)nU^A&}n? zq?d~l%I)AC9kI7t&RB4mt+HJ%huf}eYz&!bjn)q!}) zO0$uZGrbbK!}jFpnwqS%q(Kv}6Oxa0cJ^=*+pfcgwZt2RgEmMC$wWm2^Z8`2tJ2ur zpvv|V3@okY6D*sae}R=A7=~mW_+xzdL$=yJ{JsN%+O6SVHp|Tm{x@E7^aaJ;{RV%HHNOp3F`0V${vwJWg*_J9OFI z=uW_OK{eK0eoL*tLQCWy##S7Pm%6Ou@h{LEAcGsM%Tn~b-kpZ|7d z@U&_xxEe1Mn45hE4vN&rfYb(zLr*L!1B#nWaU?m@wbTUl5|&K`pB0G=<X(TS&Oi~&KY|+>X(Deu_L%74moaC zm8qGQ>dk6$=@9`tC-8-GK!`tczv&!8o3wbWr(O}cYLWTtnbO3^$^M%6pDd62l~f2~ zv<3Ti(_EO38K3D9(5er@%>?t$RWFWB2;y!SW@8R_XGS1R!asQrjrCi)0g}BC-&4NSK@t4SP2r`!|0a^5ap2 zSE-QMtT=~~C`?M!PkF$+8B2F%P63S$-i#7IxTLMwxEX)eVk!UyO5+*}tIgz&o*!VU z>Q^Z;%2smrw%>D{24mzhE&)JwBZ~G$_W5+dlaIFr(^&Q&aTUa!i zEy7j*7cV4se2>JFJ;u6q?*s^~wT6+Z^@n7kiH> z1;XDAA|}B1x*HLrf4@uHdxRT{O14Uvyl0qipsI&e2cs(ymNuVNXAxnNO=~c9VT}0SnL!L3uf1Komm;j7 zXrQX}W;0kg+3)YR%f{*&3wNZQ601m5pRjhaiFEhzqKeg~ZwXAY)0R#+e>_vvUmcAhXS#GP%4!!p%ymxbjbL>UgOfzbPu7Fb^j7re=Q3>bJpl``&i^ zq9Yf-*JA#LW!A;-b%G`gRV%Hoc30ID=A9Om7$c4^BMh%>OtC%>w375#=f=y|A#!DN z&(uOsLXy-e*0B=Tl@Eb_AJm6yxe;dNS-=ll($yutPcKPr|v*9yNe9wv@p>jd{R91h$4fv&zI@w%UVxp7GDAHL-V8jo|7J% z1f6c^arO@};BLdcKf4ey=(2b}^4B|#62YsEwcXSN!@~p8IalWv#S{cXJ3)Q`tFtF) zyh>^VVz~>>+Dk)H!@F9vUJ68CIb0% z9C7Ih4GbbLY=a7EOl5GXS0Qxaf@sNvXs)z2F3q`%hnCTBPwgoV-0k#YJ$uAf&sopR zCbSFkpxN!*GV^WC)NYsRT819(Fe>CvWVlgH2a69?qf^g^^*vb0Ok^L>p2rqEk_6rk z@O2D~&pJ>ne?hA+j&&fUffJ)8fBM@5TYUeV?HcNI(`boXBnG?L;d;!qlVmLWSDhPKy~Yv4wqi+<+5`Ofb*QmJG|QhEzmRCf&G%22hFX1QM;b;(c@ALhGw2T=zzRaAxqLwX#w2UFiQAz2)vyOf=BtBX|8hDR7hHQuka%s|(JeyLHkqw9tFHG`EHg5$yNFC9wx9r&|TlNYT1a_84y99%Yk zm(RcNH1zF`hI><1G z%hUWC7=pNzEbDzq|1SVKK*hh~6~DWp_)3}S6w8D?7Y-m_Q@JhO_Gwrc`|X0c#|=SW z>(Puuq*1|`qef?ixQt|uNfHtr^KP&C2*}~1K7Gwq9<>L7J}n{zv0U9)SP2mV_TxR^ zySsE2*mk?+zz&8|57cZC`1?zPo`}x(QCoFNrKmr50P0Ax4(!MPa*%iI6;0u(QJgZ8$j;d6$ZVx53FfZPh)3&DHfB)FXwAf>(5dJ^v*Q}_yG(p4% zxaw!yHv&L1!Kvr9mr1vdGsr}s2SUUq0|%Y1U&q<)g()Oj#GtNV9zlwq%l&p7AhFZ`(3giRq84Pr7Y_>U)nbUim#t+}6!`Lx>L#h-vE z)<_-+SFRoby8c*^!?YJ0x%wG^-Nr-w#4iTj1TZ%;r^8tbK~>?J*AxbYB~@AnE{y;A zMCP7}AV4M6-#izDy5HfF725&fX80(?cCh;%NMKg*P#S=bN>w)rhIpZIWV96e33E=b zjP-?+=?v&?%p7A}o@J{52Ove679i|w8}R?F`ZxL6{lQi(H98dV@j0|G>|o$0Dt&pT z8$oeP>f*>w&l$~!z@{d)cH&j=Jjpfa2su622iVn5foAu&S}WHM=@`LAOQr4MpdnGK zefU;nU9WN-$i!gU#+Q2KrtzzN8LsByS-vG>+lUT^^M^$mHveJIiAgtU((55r@5AZm zSVT{K#mQ(ih})&Xf5YHaIA)Qz`$6h3Ll5jnX!k`O3n~+3C3+dS1}ioVRkgnXPo5(g zg2m6mraJXRkQ{41d>-lE#YgzIk+-DxRd6IHo)?KnxCPu?D#kQ18WApKG|IZ_6t>60 z4!12E{n@xTS3IKjHSM1LLd=?in)&?B3-9GhqlPmxbUOchOKR|vX~VCa$R6?zr@)?n zTc)eK&Aqk=UxpH7$g7Esr&br$M^UxyDw4z?DT@=zZDL-Z-_t@f?3F^}50=*3h5t&W ztsS#i{Zki&WO3(>t%yZfim1EVfWdUtjUHbU05CyXRO_y^&rAU>^_gVrT9NL-m;)!d zA~PB`Y13bT5Q=O@9mNMBhWoTkE@iM*jO1}~misMT;JwJbck_-F?H>Z**ntfg)q{_u zJeB-$>4@s$ z5R8K>uCj!JJ0o?+WoVa$I&;4}FiC8@toop=L~YBvz|7ZL0E1zU8!P@V)SKErzNfd1 zlPyiJm4u{f6ekrhew=jPLe#6M4BS@wZBrq%D4!+rL+XSxV@zokNoqcww=fva?u=XO zs^`~%5mPB@5Ih-bWn94l|9-1I9YE{{L_TKYgx0SXwn}m9vE2tfDfE9Z0#}UV8fe_! zayc!MGFF{ku5twuD&#W=0`e^e;f4Kc7YhZOTJrATaDUg0kGT`subLG2p^ub)yxO?H ziha31v{N+GmikFSH_jki=?U#nQnLAit`l4|Gbp1#XZM7=p15d6?XPetY)qppzH-c^ zEAv6T)ExuW!ThoPv6_rQuy_GY+YnEjF4{gZEyc0Gsp;}b*@SncUE4{0DTC+9k6#1M z&;-lDj}+kiTnA#-at`JcNebYn3j@d(Gy-1GTq0gI>oK(b zS4zY0NN7pBEdQy{NX|qg3uG(Qe~KfJ#|I3S1Y%+VC2A7?(4L3f^OcWcU}xmjUDagW zP}#n+HqX=KZ`I|_bA&WL3dcrmiG`g?#;fpF>1QX`h?y1slP!tKHIX3ycBNI|X8hqO z&2h14gooh#IQ!3hCfvT2?g4U7<(%?!2# zM3yHN&ZzI{RorsWDJa#cPtTfbjbO%GjCdDHQcHQ-JWEE?%3>Yc{9~4dIWUL!R_ZN7 z6i@95HXKjzE-}tfv}^zph?lq{SX`5az>@Rj;BGF49~fVKGI$Zfk!0QB14x1a+N$X_ z4Z}C)3Vcd&&Y`Sbz3a7N?z9<;OwKJkuMh-^n1Jo( zevwzvn(oZae|p5k)X+yCyw%Z!=?#XmW2+dK9iq^M?}*|dQW48=p$o~YowBpDo4j`q z*fL1FyLGU1@+~_mbVEAoPVJf6N#X6}KPpWJqqk5KNmO?=$Na5gb9%8mYRb{Np^B{F z3%ibV`G}f)Bh)2`!zR%8hQ=s_;k@|4Mj6NUGy%eL}l|Ab$?`8g5O{a~`O3CZpQ<4M0&s>|I4BBdB%dF=>J4`fF z*eEh-L7;vqPk@(aJ36KWk%}nx+dF5bMX%FhB959xl!NTo1QY;dr|(dtxe2K$G=Iq> z4wlNPba-OvI3G~#?Z~axvi_fc`lvYsiH6@qcfejBt9Jrho0$}c_;=-{wb5*A2-}Xq z?(}Iq0(dh?0zf*l631f)Elc5MUkbW;Ig=ydWEG1jMti!505H|(KkFRk<_UsWL8n>f zW=xJO+)TXMjiHI!Z4|$34L#jo%7OnMIBZx0o{?>SL3S zMpAJ4PYv-_u=IH;?G&i4)A|B_?JKj(M+XT6+0+wbZPDombhzvu}!yi)*I*W>t> z%=|O-L&{-Rl2s?T4?d{E)TlHd56xpNdF?WP)i%xBpAP!^*M(N*(xfnnUL+vH)B zn+N1mLLsP~{*IWYifs6`6lEA!ya()DxAm>6X0x>62SIXr3DgC&H#0PJk6PFs(8Fge zgghUDR3_uGK4WsVl;yh-(X5n?21Y=al}Jw1aRIB{Bq>!mNxEoP1&NXo+i|H~q#%e3 zyrV;pUYOgbmL%L7r=eA%B2FU$$T<1x(cqGAld3B<)u))V6#`;J;ke1Fr5;7p_5>gu zm~{|rH@AFOP*h&~ePt%ZZ0faoOtz!?r#{FZv< zHkUM$BG6J@?7dtZTeNK9p8-=c@x_Mi8*Qw9#fv6jy%FHm@tLKAku#Ry@l*I2TV}a( zSvx*J$NwP(jd_tPA3g>^Njy&_di$s!_z(#t`3aEWa}ME^3#b+~ymCyM4G~CZ+6mhd zi1&$C@mvelZu)`u4{38Tn2aUYi=5;^0ex4r9)t4|J>p`l_YGt!K)kl!h`L(%Pmn5l zjZm$c8`kV7T{5VLga@>C3J@CR^WR=J16G~=YNq*N0uPn7>`JG zy`G~(7+Txap+E%$QuY#FtiILL74dvP9S#(`#f8+v54R*h%s;gs0FcBXvM5-B-$6Me z=+X(oQ-yq4xDr+{8p;GHWhRHSbiQb}i8A0)v{6|i)mJA7FI!ab+Uf^0FHm*IWH;EV z3?up}I=)7ub+sNmP`u~$Xd$k=*4S0b!xoFzI00!Nzs88L9v1Kp(@(Pn%))l?GG`S! zk@ouFt?dRG+yOJtO`MG2EcNYG{QcN=d$clJl{K!Jl*QN)+FXARI)!exSJ`L7m%s@k zyDr|E=JYOBi)jGa9*cmvI1%kS$6po~MAX-ZnQYNkm+SSjHIMAKX1$0|j>-)gHHu|J zSRADZ@Kn7|PB0YB#A^x45#>RsFopMgg?#y-*Q)cTq4gQIV0F~*rtg~J(;?wU!iZcO zA#zcyYzAF!^xJv`xl`wUqJUy5mnOs+qYJ8NRZF&6#Kb51WS%e2*FFcjrEq8ZMb?|_ zq14g@P63{n>>nR7N*8fZO~ft}(^n36@{ak|4(#_p%fpk+n)UDRWH*$~!&52>YxEkF zcKmS~8ac#uQGG{x8sJ_by5H_s<956WqO&UlM`L>i*Kx^oG_*{l1C=RJ#-e3`)wn&? znu{w5q?M=s9MaHYGg!JtoWZE?+Mov43;=(&Pe-9mat$>O=9kLtugCdkfBBMi*xY%S zAbh2CZOLaD$!!I-^65%`7N$rZrEkI? z(h@eBAjFO``NIEQ5mG^ibJ+7_>o}Z=UQ}R5>qTPHS4|cL(L1zL2#_=&oF9UFKiPcx zl)`;)nc2uqj4!gMV(1#x;u5rz<)ll(d(DI&qFg^VrZ7qDr10)ceFyP*s`393VKPo+ z)|=(nMKs>vgZ}hn_Lnp$lG+r>wDw>BRWHN$xEJIno zU+WXv13#7S!**Koib4#T$T9!oYNI(fLss$su%eL^I2-S#yZQA~Mgji!(b1f~S+xD5 zN6s!2pToP>BGB!X-lsDVurD@5TP}gTsLoGTKEKLxq6~-;L4xD7QG_##7LWVVhh_5G z6X?3&f+lSa4Q|d*+UhCdj5TmwURytx38k>U7SdjY0$QhPElp1=YBtLGV;JbL&;n~c zJo%bbs~?FZ6tAIw*Dh(#1WXVROA(r9lM!Cs=oUE@quR4jkp=63FO^8{50o6K^H9) zpp437-QGpDT#H!reV&EijBX2$0ArCSe3vx5*Mm8x)#6*f@s%o=a;0_(mRiJywz_sz z*F*_F&gprJcRH08vc!%eT{paqY(B7YVVp&_C-9DdU_0Q;Y1AWi<|~7@)r0xg>_#zeINH!3rPQj4FScNi6&w|sVU2}B^j z91WCTC$}Ylk;~tt&ws<6K&V5E4 z%#0$04+wY?_MS<99|V*XzE#cnKqiwEsn*UKRdf#a#s)-#No(R0%XAYen5(BjPbAl6 z0cTgrrelGld^A(sYQr(xScHHH7kswjSr^4Qa=%Ff{`+A9#4mx*QlO6>H9tuh}6|3 zum&al;zTGbb9>Ri(WyM^(yb&z_lW@a4S_<*7v*-vdU*htF96zWEr@1bA=ofmlp@#x zT=-Qr*X2}RG=*l&Sg3)gdJZRyW5T+pJe27y(H*3ly!!9i@#S-?OqN>jK2W6n$OE1{ zW8n7KRY~C)NI+2%Mp-|)@Bbw;ot6Vu;*RxDqkYc*vaOE|II;{2;vWR|yhKso!#3r|Gy0U;{sBTsSslz0r_?c581!55#}7F7P!r{E zM=0`5)x5gI@%){_FFu7xZwOxM0 z=Png(>hq-qmQq9sq!03OL;bC;8IoH*krs1(tVn1YF&+^XWAaUw5Aif~p4%ZR?|eP& zl433{$_74V^`;)lipiyh**c#-(-^ymiCo}ii}Gg5ZuYRpqnWxo#h+*ICWKyU7<9EhWEB7$GLuL6I= z(2wR-7;EDN&5@2{$E5nCzA5L1bZ?Zf@#dCQ}<+;%I>$2&3L9c!;tF z3)o*X4?*i4akm!Ndx_@ki?Q=6fC$y&GRBkVMH%932-4mf9^HS*Cgzccz)S(4w~lgI)Wz~mCv~wN&w&e_ha`7HeT)IefqPhn;1l2Sr`ft~PUI-(VDv%^ zQjvY;)zW-Z=;`hT73q)R=oyapYgSMy=0$ZkKaXrI>x&x) zQXlt&f#ls~x1I1(xPYH}ckPc;=LfSss%^l|xHJ%peIT3ubXUYV&zRLMR;PgG8W{(r zYR7**OWpidD@Dt+*zUvtko$|Yzi8EUi|!5A)(Ul|JiQ|6NY!An%1EZup0P78hNon% zUBFdJxeX}s&4}RBmgzFHovrXRx)pRq5=mJCrFlTr5z8Ua?~6wJ+_}a3&wCldT$ZWU zTL{HIBE>^%W8OwWtRg@|Wa#=%G$*|sP}PBjA+$I;Fl*dsN7LBrzJyJ%>XNCB!)(X! zsjdI{RaN7gaG&S3bN~l}+4Z5;6=Zp0N?zk{@pIWIB&Pn5-dq3pSW`&~wod+-#u*Lk6#R3(%5AzzsFX(gzyV7g2l2)K`7$=S1NJqyA@LW7|XVt~U zrcWG81@UB$X$9A%uh3cmqn+wE2=?u~k_yp;=(oN0v(q^~04iko^J83P)=K!$4yX%X zHYP~dxsh>5<-lKw;l)iPZ~+6N?C&EITxykaFp_M(gCBoZ)o_}aq~oX}n865tbb<-z zcmbtvhDX(vQX8RW(}?r?O*FWTV#!2r;fsGeDN_R;OTxjP0SWhLi9uh^h`!0#BtxT{ z9(5JDY|_UE-LvBM!24#tY=ERD9cTWeh`|Jk&h?)?hD(qXx6VEfKaV|J+Hjsyg43%J zQndz>*$Zm1zFeB6r8x5W+)7(2Z6=kDORC!_Q*IBF_AkL;A#(@ zx`y4;a0Ue@7{YM`B0zmxY$JfXtBCX9Rfy$8-|aj_HrbLzP-x17LCnm+R}oWj;4=5# zYoZPjW{~MGz&bzPSW&Drv&i8Exo@;I9~^`mvL_3?0AmVP zbC_-cli&9MYJX6GykoMOg669zxtHHgClAVK9>55Je`QrT-91k7vcVZn^)$>d_brIe~HCB~_gTi=+UAlEzCtnhSx(5Mn zW4pC%&*EQff_QS#aZ9YMyF*Hihf9aGEy+RzC@1Q2R;e+X!pbM)5G4;!XL!HbTuLgu zB`6+ns6tb}goGb^(<2FoMcvGe%-8~eEF<8ZHF6yNN9p(}Pi8)d+4<227UgjJviF6X z1@M$nWx(dL%=V*Geo+x^!|{xNT**ITi-`b8=^C*;>t+7|!v8hyB2qqZS~xA%af%WB z{FX0ua1+j!Igg|ZR*iJS<~zQ}l9L0k4n^lMp)tAP<1nu&ac`~lAfM${#%I#XFG;}i z^%71^l1|&QQ)-}7!sJ;5 zQRZqeg)%7MeuL6f$s&>8IeyDohRH_ay}i4NRUmdk42*{5sbd83PBzB=P27BZ>;In> z6!1{ORSfZ&NsnRo54i5%E9PdiCr!p~o}6kYakL4!XfwxLYrqa(Dq%N$T)mVh+`Cka z57Uyeb{$coY4x>$HSN=a^}W{n;GXNT0kqzKEHkBiz353Iqh!0GEw3$-m}h#}iVUQ= z;f!tmr)j)01S6J4ke`PGK<@7w`?fRyd(z&UVbsOjtV`VvvK@Cx_B`2sFz7&K~aV;|@t2;c+4! zb3v^AxsGL<2+JYr{^QPbg(D1?nQi6B=2gjr(y>5jF02zhBISnKN$Vpt3n?|CIp|oX%4s7x)FwEJ2u*NEw#HS8&dkRLG!%-Yvr$ zfK(nd*EVoBvSpW(bvWR+$a0tW{P&>@pBSO~`TU|@pSm~V)%mzqGiwZZ?>VbaA1-@7 zywlBA=T@2qC3Y1phVHm~%e6qh-jijGDsm6Ps;I@q7(7XIF(lZInl;jM4Y z?E@h|{b$~(7e@-}vxEWM{TLxQ@t!JOmogKIYb$rKXPv2UDfeSpW5T#9YihxVsbG+C z5mIEwVgpi%LsB9`Ytw8LPekD-she@IAZV32|6oRMePf{%d{KeKbw0#xLdxCT8>Z(5 zXz| z?J-6xW9qWT{EvjOPrCEe@}Qjo!rZBDQ&t+S0FJ{ncaW)hCHtnGPQXg* zIy-G-km=gJp&@P627`V z<`+*Mk0VsOBeVt*X}$CiJU~krgTq8fBJ!!EjsQ@CwjehV+JD8ng<$D{oj~iWYC+eF z?K(|_3#Ik^c-tn0HLlE-5GrBiPsOf>@k0AfsA2WYr(a7KozfW3yFrpK><~xEXNzWt zKWs-0zZlS@RVo}Ino84|X)cF@u6f-8Y5zka3tcxcj@s;N7G)>fcL9eSdGC){T2Whl znOBqWxZ!B+lS#H9lM0RrObph%gX9(bDr4`kxwc<rs$ip znSmp|J+`QKebP3FJ=4Raa9HrV^NB{lgQoPon)T4E+XOUQifJ}tG6<~?P=$lW`8%PmD;3x4bBTS{^h*LTC|=vkLEU>R45bk^N6p^y zvIWGa4k#in-8=Yb&9V$l5?>#QbGl+eNKg7zkJaY1C21r^$+|BGWoK z4pDl{@O<5f4C8C>Ng$uo_68QNz_f~5I33?dMt&ET0P=yVSRF?eP%b5}pT|}*@T@*+ zvFKN=z&nI5d_y1L*;S!f2c!=$<9vF%M2wcp=WmG9`Pkgk25)@{I1(=4iyQM=5va-WUDP>m$>FwZSBAF;J|d! z!P{WY2=HiAE;l?BYrR(mO5y6~jBRZyiP`RG3cp~g)$eg~^4w?Y{W^JA+0LQl~eFs(TjfdvcQkI|t`?Skbjk?I)o0o2~mV4rGB6kv@4^< zT{MbdYTK{~XT{Bmxu*#a{BQzd;r2<&fgJC&Rq}k7Cc_%CRgbQZp9x~~KBod0)rDUz zu}D##b$1n}49l8T}3lUPbj z#(Kl|SY#S}Q`7VXI#xlMtW)8Q)K>l-J%O%rwh~jqo1=-Yr38WEF8wc!*EH7Rc4Y@m z0mD&gy8OKu>Nl~k*S6YYsbnt5YY=z9mz`S81sZAEarjxXl zC-L*&_{&NFn|OfoFR0V`!)NFi!q(pDjgtwJ;1e2;*T%{A?6Qio+!z%^OQ$^LukR6)IOX z<27-mPUW3vrU6wilUy472Wd-K* zXAE6B<{ybWxHziv`fhlf&eDI1d)eo_eS1`CV4T@ud}igzP@tkh;DF=fDE5Sx>X107 zq#-8@it;Fa^_y58ZEgXU?st*(=0h@sGZT>7fFD~KQ`wbcyBnb?JOzA-7BH$~a24HIHBCm1$aGj$Vtv3tn7V?F*#Z7uwY;Hnn@qZ~~O+_dD zQ{qXm?FR&W))msLl%0J~Q~19NwbBP1G| zEOpk(z%UC)7Qo(O_;S?R6WB@*1I}HnhreweDS)LY&JlrQquRXAmYkbPK5y!nkW>`p zwv)KMa!uyLWo`$8uYB@u+v=s<5Nnsf%#2gUWNzLP3;YS^QkQa}C3wUJ{88Gs1b129 zS%48m>q#Z=l=*WiX0xk5pMppd=Sv`Hn8TM-ldQW(V%pKStgZV?KMnUr(apS3kf*xT z$Lqkz0Lj)e>LqOu6XcZQKhB)U61JJ74mB=B`-CATGYS+Zs4|V#6D4xti<;LYA6EC$ zy~*fn(H(X)&SpJjme_Asm~q|EY5T(hZx7H3Xn%^iws~O{)CsyrFveJIp;N^F$+)J~ z`6})`n=nV1ZI+buJZSC$4uL*gYeTYR6%4Wd2BXlfbSFGiaZLjda(}iYYbpW}DSYej zhNQkXWGra>1sgoUw^_V<93hw9EUI%uao_#czXBi}T8WG0Vc!Z{2EGx5@f?tAL$<@; zpAII`2N-bdQ*@sc0L;df2x32%jE>fcjqL7RpRu2U zIG=1H#=q*TDmSt-&{sV=In$I*oYX|}sNTKRp)`a5Z(e_=kxkMi~xngem zYKTjCwQN4VOr;$CL4I;xW{090t%`C%wg{#(__CvM-?GNTw^zElpw7?X)v%In4LFK% z%-oGt?w(~F646|RwG=(kAJxS(|2(3$)Afo7_(kSu-$l(>VxJJMND&KNsZy~(XfCV% zg)Ju8W`#X>k2ccuV1#Uw!lPxhmUjOJM^$`FfXWADM)Zpq1L9lvTFZ_)wLTJe$=qqCHAZ3IOKp#`T^ z!tyP&%JmhI9g4%y)fzp^mV0Wpp@7|3pjP*mOm-h?xkYt*CkBZ%TDdKO5Qp(r>3^n@ z>D}S!MbGs~vr~ME)s^5tT$Q6d9&*V;o8GiWT%c=gVsbMj!syJ0G;(@ja`ey5xC$M8 zy6QEZ+uewcRB>|t@2eme z1{+SDRpir`idHvd6_?EwJ|ItQ=im}KvSrs!$g-Wo2=!JKtV&RIvLULv;mq+fECd_@ zbV%ZJO#Y1O;{=EU0^8XOZD|G8rG49;_;2KRF$W>PBDBr+2gDWLYUyKHeDCwZiAQdk94`4EU|3gq#!qP2 zYQPw=r6`8!U&Ge-f7#~4SE=1}3tg@dmvz366(!7n_sQKE*HWQ42%!noRqBlFL#WOw zeh}_7ab7U*3&QZ65dmg?`;xvM1sRY)VsE@R4R88|%lXuaLxko-r~-A~+tU}Yd6Nxm zJsKqOiGAL@E@NS2!0oyzYx%oMlPhp z2ckTNiij(Wc!Mo=`!P2D&f2mcm%2fHcV+WH5Y-b^wE&nKIy1vx z@_VQ6iGYv#9`JhlD@$x%E`m5}j`HQ-BLUA(BX{(Y zEd$6TX|USu=;=9PkraZ42s+&OLRY_GT{-WC{1agU?PcouIaiV1b&to6Cu08?5kNW$ zKSeP(`VRP}{k)~Dr6VX0>yKNGjDAYXz3afGhJ$WF8yu@nSBCR$V7 z+fonxaglqxr~Z4}q3-o&9`uNpbQngxSty8sS3MsVybJ1t%?cP)&%JIh3<++mAs_Nq zHhCH*ZYKX?+huC(pT7{{QS=ZY^n}M@n-<#@&Pw7h-h%EhX}%C@;iCa40|$QK*uF8Y z5JYEpTZAF}EaLtrO^#kFtwhPc(gGGRebI6QBp$ZNAVB*XNu>6@`e4g*s>#_H@mHd+Z@tuKHe+`VFNtTe2yt%DyGMhR0Un09TEc+dqJS=K)r_N!#WT{O5~WD9z8H zJohoJ(ZT|E!if^jt5Sd!yzWoi?y z!hkJlE}wv_U)pnsBYmpOG2l|!CksC!{^M}@9a}=H;`sV4U!1YgOYjl-9fi>xe|D@D zq4|AUv1oMP6Yp3Xd*No|htAiAX#S2DM5k86+|~Lu8obD|znbsA%o+-&V$7@vWW?}A z8ZE$`>ugkniq0_rJ2VGH;EJnebU!ipDPDfNyXO2Os0w`{JGvb_LKD2w?uHbTUY)%v z6&UE)Tz4SQ;rb10IZd;%163s8@61c(=l%)Z7?91%*BzXp&$F4nUwTa5+i9w`ZzAL} z398!}fH>RvW^;^{j+?kJ-jGC%o2;sGo0&PV>7C#$!Nd(1yU8IbS#-`av5@=0_G@1v zbYAlcpo$8lm~{E108lz@La`jV)E%!Ud@zI&4?~x`bF3$7u2Mf4X@IGIk`>**3zq1u zHU#(G*ic@5pBOA9vt7RPcMNph`Nslg?u!zS%q=p$y2ok6El&;4yAUjp6fFd}=Qg|3pP))kiZFX@zMXOJvGD+%6nAs>^}w zJ;Wv=Ramuvcqg>vu{3N{NzLtwS#vauRjbMO%00_7!*kSrLP8#?ogSx^!m@woT0%zPYs{Buo!*HX|8N{=SXjiRw|U0lZWi7%_W@%UaSqJOB=<`*E&8?i+66Iu_ib42>nmH` zn-;Xnc6wNzHXjMq^2+t`x)UN;pbBpL>+fN*tzuu7V>aeU*<4h#V`r}2p*8y_7B$-8-dF9fqU;cG*>Y)-9ZE z{6@i}ld0?+*iQ(0X;d;#n>d#g%NW-k%Y;xmV6%IM+KYPzri^|50-v`Rc|o))s#uQ3 zO(U~QY3Os?;Sbp7_t-&RYEVFr+S(1DBR4i7ThtOwI9wIEyiH;)t8r-*6-!cZ;neXl zW2oy5%!KAa!3DfPd^gzR%bL17d;Rf60FySCKQU0#B~lC*Ksw`lAwQQlVKMp|kRosw zoKgCtDK)-R-$cX97!q;uefHt}t8h;V#3FA& z85oFCjrgse2rDR^B04?U)KTj&+;+otDt-yx=f^0Mo4cxn^mGO}VnSGjOVKi8u%0EY z+)q)QowH z?_`<8L9Sb8{nYNWLAB;?1}E#bog0~AmD$$yR0V@ar{t@gp9q##sVE>1(fC(M{xFswTH&CtH_t@8zE80|`6 z7wJKVvy6`Yf$Cq@yc@@QS%1~=T4Ymy2+mgUT2VZ)1~w93^6Ip+x)5hNI+FR@<=l)c z7w#6mFDR?NX_ydwC%%8R!R6Ovyf5!FAZQoKG{N?aH&}|f zblCEksMQ&G2&VoX91jx6uTw>#@ zQjRDIwMoE8tq(lsvt7M{MZ*+w4h3NdayT9zn9;Q?dKU`9$wYUEbj;M`n zzaF)XP=9Y42t+*Ag^#umV|j=@>P+&lc%chlZAm@tVK}O8U}o}?0h_d0CtO|jP=Jk8 zpJ@?&vM+1!ObHSwN}6eKH|Zppt+AHC`6k&H2g=0+WhYTtgrghH>#i(9uu;$1CvfzF zzl8K&9dqnK&Df|qRXsMGnIpQSunq5k6*C-vQd)_ zrMBl!VFrw>il1oMEOu&n9M0|X7!|11Jm(x4?*%BJExFdsa<7SFJm$JZ0!e;`k3m4g z6ydd+BgX#wi&irxXUJV1w?)nF_GZph<8lM@$Z`1Oi;h1HM}wK`?byN(_qLBOl)y{B z>~Uowad$1dcX~VsvG$i}J=io5EoNh2B(u5#MjaN+KnVs&MCf9Ox%nEQCMzQIQY zAL|qH{e_Ul0?^JrY{2Z6?x)~^&pIN`7LeK3Zw1>27wOAMPt75-T?n&|Fbs8$qNH^C ze^ScjmXe&B?{s6SHC)@Dv%ES1eH$85I?C$;+lbr{>GVE_K|Me${%;5X*B4@8zFyb3 zcA9Tm9I?#6!45BBLCB&HhwJFdMvhgu?v7vE`T4-Rl87rR0D)y)dr-u?VTA`+(*VS} z`WH0gyI*C7b0`U&Ev`Z*;VkEe{E5WlurRkDX_j;zDf+}B8(N=HHRxD|EUH0D{w!&+ zr@{be{9i-A^?4TgWd{f3KOx_z(Os<2wYHlfflYmaoME42#_j@{A5w-|I)Ph>Rx&nx zd&WtX$)Va5&7dkwR_kt-oOnlMiQ!-ShPnoSE&TvuL}>VcYBJ$=Vw}dZe#f_0hF3AR zk2~ZN?*Ik(sC8YMaulrc(V+UkA3ChUl1?R{y zWrqL;CF;lR@Cz+(9FK$wvcAnmVe46IjhA{E-WbSIF)-zPEK+#?MG0xFdDY-o$hBPR z^G9jWfaL7wD(&5fw#=jQ|8o0_CBv7mcr_cH$&(2HZ5(5O3*r({`-!C`7nGmG<=B1* zSc?s#>2R(BM_c^6H+#z5V|D1f7&G!F=N;jgyz;PXcs3mH-U^SYW#=r~;T!KH?8I~h&H zK?CqXrfnOEaX^`IyRdeX{vrnJg@BB&~<XIdtKNk;lBs9Y+2EFfs#MuiU2i#wH)0do>*swU?^Ji>MCLdJkS@)k|ZM{2% zzDkk5!F52(I}+RUMQ?`1TgaPN{BA-iE?p*1pbCzF6X#8%8fOT;ODT_7nyxJWFu*oz zWa~;Y5sE8Rh|Cxz#y?V@sdgy1C=*Ar{u+l@$SIEheM@%p&XJ|ZT(*Vb#TfyEi2`yU zFx{A2>%?~1HnGC<9Z^d$kS%>Z=SH|>q1&Rs8({*e&K8BL#Ly6YGK}eNNbMIk5P$%4y6W~$v|?mY0*EmC^Rf*QWctaB&d1r z4A#4SARHsl5b0#;?JTvl(sapl&;?>_F{qG|0j-vxZ)c<6J$nzm^cu3|e|Qt>s814;Xchad1P>Txny64}vuK-UFx( z@PRu!GnXTnx&AuUzX$P(_y~vMSI}9J`}_?gCJo9hOF5rwE&1vLRlHJ^=QF zz&xjDhXZm$7D-XgPzeTNXYP(K(5vHyFB{t#LnN!~<(-+8r-a^nIRYrx0M(%d-8~@X za-X904IiI)0$=}W8ZQ~FU%)3PFSQ|cQtK6uM}U_kx?`~QpMXHjDb5j}c4wXVPTUPP zjQ}~L!ub8n_xmS?>f&#(J4p6h2Oo9W+Y=42kg~Z&VqyyRH+m|(I_|(v;=vABxhVa7 z)-o<;?b|arKa%Zzqj3eYFcI(~#n~Im0S)OpZPMg=O!U;&Z2l@FE8aNlX2uXg??m~L zd3hlu#c3okM_N^yJ~&p5)!s#s=XW$%E`jC3!uF@{idIlUJkl|I=LmvLCMsomFf$)a z413-dVoO^^YH)P4HBUOapkFu2#_tFws^N0?=Rfs4vEXS*LlRYFg7Ae*-h6^bD>|u9 zLK;`O1Y~5(Z7w?Hv@xwGP-AY*g9SZs8N8Fl_>iKM4!>F!c7?SN3_1?hYXu$f7l-QI zz?SCbNgA0PB*heM)8*<{N8>@&*LLF%1jHe!UWx#Xj_b z@)f_fjnp*%u09MMdSeDt|9S`2nZmMSpWb|8HxebM%vyY4N3a|@EGE|gB4uVR_R8Cj z!X5EdYpQ4O&~_MEOO1YZjYy{l*R!r$xcyZqO@iE={#(H@hQj%B8n#S2@z8=j=YYv7 zR(b%GGnYU_W#=`PrMDC;nkDcHmH_;Nvoeo0P;M#Y#IC#A_EV(>WYB36medmDbbdUG zP+VQ1`By&VOre%&&9;JvkhyC(-t604bx5lAk>`QwPb1nRXAc`hmUczJwwfMS$pR)B zC*m8V&onvrbAqTnTyO$yD53h4drz(VUIv7fKN=YYz>&ec9dG;UJ_7(%@}q^pleEKZhRO?6&=36#qn5dm<8);{2Xj!f}iWnTedL zj*2)B#g~AT8Ovy#DcVrt*DaGx-oD(Lkem`M$GBrEV_! zHLGO78mQp4+6(Ur`{IaUwYw`(8(CY6szH=8|gnd5v1ek2w z@gTTGk*wndPHT)KSKDJ4|K-2};U*lxe);oB35~p8z`y=v!pVhU*V(WvDbHxMk)7RQ zY=x%vhq@9A)+WeWZ&-VwAiZL2g{Jj~x)KZ4CdgWESbL!$y<%*IsVMy>6#SwW4EUrf z$&+^&9f7GP- zbf(9Y$|FwBjT8IUyyRY?GMmw$bSo7FUdSEU@--R6K848zg2t)vaAcIKT8=+R!8p>; zc_9?3{(y=BIaMK>?G7(XU>MvN+Y)w&bBPT7Fp~jTWb6G$O%n<&c|*4l_)N7+H^Ib= z7}omwYQLF3dMUXeOm)gqc8G5vtDPC2O^kt%OzX1(CFi=fQmF!1lEVcAuX(MjZ@vX8 zts*x`qxynk16gDZv!H5fq@sYG@!CnwL>aOFu0!X54?zpYMf$+@+ zB^rFsNcdlVl}x+$$ST@H+5;^T5mE`8KYxP(skIeKn)OT}>dB7^hW)FU!?U?O3j%nb zrqw66Ixj^t^iqBn*I{C`BT`(w(V^h-NgV<6RE`iS7!3Ik_{i-CyyCe(NU!W-fGM2UD<)^mzv^7QbFc zWJeb3h4(apv7Fi06SL*|L3#%P+pKrn($=va`Qe(KtPSH??5vQb9(_jeG%TG$Jc5?XZae#eG%TG$HdQB3Sc|f4NTeFhdFhW=wHCUz?ra~j!!9A-2(PM zp=TM^X#=;+-CEn@WmfE)(NwT?^j{<71>i`iTp6XnMBd{e)zmH8_(0MvxJ@A)7B>x4 z=XbSh!PrS6z2KbM;I0^<)l*2-0A9F{W~C++G4(XyJ*mVZ2ff^%XCsRUAz|I)-iH4` zmCH9(pSW61E!(~!b+yKFlu@z@a!LNYOIKKA2HAxhr!VP{-VAx_K-R_>24($O zMJ=cdb?kKmivCS{NJu1%k){M4-lzUtMb@KsD_4mGXu37tV{s7jrWzzS(0g7YA3qTw zA=)Maj{s$Yv-7AdKprp#qP3Asq^Y^cpx(J0=(tUBrmsc78RnZ*{Jxl!IG_8HNnGum}7 zw1Y&;-0v#q`;c{2NyBf&DCoPaFqcj)6+QWj*CQ!5XA4;un>Z{Xd;(I@kv2f}eFB|U zNKBn~$L~$nn_(0IZH?mw;OI`-$VbY3PK=}ImDq+DGWO-`k(U5x$bK0KEP#J;zB2o< zgq&iKncPBMRyODh2-bC=Hir&=+A7zsTR`HNjk?7TY)%(l*ivP47rzzzRsBX*9woz# zJEWFz{f`@cL`PR>QlZ-M9=?rYB+|YJl#veKbpLd{*_^z_%IVlc#!qRl85`osuBQoQ zZUOO3;)O8>(LK*NaHH+?Kw-uFaLf4pr`7vL+hp7nNG~hLUKURb7lKHs{qe-D&wCR2 z1)DTs>LW#T>=b?i<9g?Q7IJ~RQWHPO)*I-K^%mX7sv?xdDf3}BZc%hV8twgie3|&W z=KHo9=F%wX!;!{SZZ18T$KyH_NJDXVJeCZm1~DW)WF9nvJ#yV3v-ptNvtyC=bk4_( zY@Mt@XaEBN9$l>W9|6$_!UR!A)S__n?MAlj^gm9*D^m%bmQJ|DWk{4O48DFVz9QkT zQx5cXGo@6PO{YMp3}6uih&L^YOihuETfy%giy&V$GT9l$WI1toL=fxW)v8bksq&FM zqi|5bGETHPbtu3%?pf%!LKMHjfeZ{5TAeET82mJ0GzE+;>`F7FaXtHJ0}vFCEJ2XO z(R`8&t&$5Re|4~7Zn_2)8K4DAGmeB)0R9>*{e$j!%DSM=K0@2$VH^V&bVzK_9Dr5B zgyHRYB+;yQP{HbrJK=W&(z(pByU*a;8MZL#0$LTk#YX^fB}a4qJ1o>_IG((sI%>}t&L z8U&(F^5_@fW>nJ47FkBZC3i=8rVjB50!%7wZtE^Mwr8bZ6i|cDqz;Rd*@Ybn=W3o~ zT&P91FFjUMRW42P?UM&Cos(}1fG%4wI)WEg*I|uez$mJP2m>wkJnyEKj(3a%l3W;# zu#g1DOD-!K+(E^gNRxk_*X64@y^~kTBxRL~1fn2o&v0#{kB8JJ-=CEyDYZgUoS)o4o%wEn(T-}N0qG!UUK0omO= zN6FO2WzyU>j}c9VrqM&a7g}pEZ25Efw(%kUdZxKRM-gW)&Cf{0gci}|JJF%F!{+|$ zi+Tp!4;tAFx?sxzN%mtF4W!&jg3Ui&8`$ReE<_f)4Py^DwGrw9Ga?O`=^~ZvK%dHS ztUORR8o(6Ob~SP^IncgimEN7TmkoP!W=#Y5JL_t~s zaj8cTYSs!Zlz6_gUDR}DM#s3a+ob9deQZWo9bx`=PwjYPZlrI|cm~U70?%WStASx7 z`RZ$waD>u~_eLQ8F*mp^#1P~T9+)^3EJ|-eN(o8|vX7JKl0j;8;{f3X^g433zWxc6 zf*bH7>@75de~6&_{OwPBg}(BGX2ZjhU6$-Z8gt1V)j8{Sccs?E?C`Ct z)V~7&g;Kd1ww!BtBug+1LLto>dTV!KLYOqOu0CMVPi{+CKC4r|GIIffGIg$I*>A)a z0RS{zxNIcTm5|x^C=tI6G`xG{ZBS2p?`zB3i7{XA{9|&CbWi;1itxMmpbha8^^L%T zhbjPyN`l>bG3I8NB%j0W)*5SG%CQaS-kCkNR=76G%On*L=f(^o)lb{)kBXg$G)^K@ z0G))F#64q~&8S({BlsP`WwE5jlMT72@&nBuo+&j}fcWf6U#RJb{JBXxtmd<&qw578 zy6mdCSrf#q&CC)qWu#2%YWK>(%f+J!ILyKUX9P|*ICaLu zx55%(aB-Htsah$>eUCSg8?Oc;i zXGgfEYt-+@%Vdm33L=lX=O|zG6)fzZVS$5fMMgE>>1e=W0+qVRV!ul=HQNuy0Vynd zF(O~~X`k*&{JHTh4yJ$pFl>#y+EC_xHsJm7JeB(syQO;j!I8Ok>2WCwtm;T~fsHax zd98ip)-_3adRko6rB|PU{rvAbuh6t(%LSyw7)tT`YXrWu2f4A#&TSK!-*WJyLkdI= zAqjO32}~CsPlf=PZa_1vl{68Off{lZvXv3D4cAAg)lN5Rqml_g!I2UK`SQO8g)xaod3}N>JG03D2Y{w6t@? z=I9oU1;8lwukigkxQ^P3qEg=)ByPNgOF}y@i@Z^i9GXJTia_x4x#^*K2dg$`87pw7 zoJ!ZPbjEeAC|$S+Sgs(-E6<-NETosb*x8@FO83P;Jl{5?8~%vxOt1u0+oK6`4usq2 zDH)lEqC-Q#Y>(0(C;jh>pi3xe6xD30$UrS4qr*0?X(dVNo^;<1naq!^Ywm5mxB!+iSqIB7D%U2bGrQ41@thWp>@K#UnZn(SPa@SFq>}yLzZvcm& zxIV;fDLj&=2qVMy?zUob{IdLw$U~_mP%aKqFe3KTZ~Lq9roc%$o4Y#yn~AjoJ=X#> z7+=ryxtB62_j)7VJEUII0&RX-Lk;KT({qMjIH7@Vvyf&Nsfocjnc(&4y7BgM4{^nw z%qO`1xnX%@7~de36Fz~I(*t6#y&)J0j^%RklC45ndp{rU@GR(*!2+9+sKC_#T~v>M zb_TJedPqoIkYwvy)WeLkHi%RF48An*R76@U>3-S$3`dtJLuZ`$N%9HP6pRM3zao8H z^(?Ss>1Eos2_jQw3`ap;J{PMRz<+w?TE7j=AvVyfk&Y;`Ns7sz!kvan`lDPi-MuYG zU1@3VHHEHzkndY`UXJ^EhO;!m*Wze6vO=^}*>4qFJfDRx-c?@q3v6DFR?!(_`EJEX zKYg%Nw&HG?C7WO)!B(4EywGK=jJ9yj2D3iSd*m%+<$<{)uRdQ!2u8@W3L)-z%g{^FpRE0I5FHT_Ei-n3@u9S; zW>=?wkVJb6`n>IMQWCdbk$9%})7pREUakCt0Ra4%q5z2wvSkLg61R^&ldmyWB9h)V zX}>)YT!mjRHjv*&_>r_VXLRuoNEj2AZ2)H0(KWrY%3!LRRXhX9*a^YoS1LQm1UMly zYQ#7RB)O?2sNL2y`L~)Lf2Sh2YR;{42SFJGWu4r~BTPBeo)I$ns5Ym9Y*^IuSHdyq zK`&f>Q`9<;edr*S6z2-lRPmOSgRzjj3og0#!i-0X=qcoDDpQ)Wlt|7^LL3z8kr+&2 znr?3DUnWx57gQ=q)`}}6kff#?sM!&0tWmj<0GJdSuDn?yq4PwvrL2}+nNUaA zuB$cAzewWoU|^Q89{L10_8l`HEwugyX&*b4=naEWocCZ?=YJ-{>K}}zwF-HknO66X zX6WM_As6`HnK}XOTik9c{W!{nhy2lIo<15z6es}be1H9|FYPEkd+f}LTG&#J3;b1{f(uH4Ifx{oedl2|&CYsSH^eN{4<}%LKieCha znXE)Wfq19fme@*l-quoEo#N&2)`{G(0`FhuM-Vt8<9=XOkf@xY7E7%UpRoWoT2s>c z`QBviU5ifANOUpU<$hSJ+^N(4^hS{Lw2mT^fI9|+tQ|cX{avb*i(xYGjeyXqUD;Ch znSar>+ek72(OiSp^g&Ak-0GBHi7fR0`8NN(!rTW3W@@o})L0I?@XKXVEIQg5m63KY z5FTL;b_->9%L<}F@ol;ggW>^H7I&W!wqgg!@4FRKHKlBRk<<~5W-+RLQ;j(6%tpUdh2UPFII(GB+a z5(@!dMLnvQ(ebv>vn;;4_r`Ww#_xK@vs=*hRV<#jH^sM^ZY4d4JP&T+5#gXZ{Xo{H zj7i|;H#3h~^?~ZwHw;*?QAy+4ZlXLMGkc2~3DUBaBRLd}8N%7q`sR`jowsP6uMNF$ z;3J4b_71k+J~+L2H#Vi=FS1jLRGv(Vd?$!5x(!vJrW6SDcd__D>Bm3og#}A4cvnOG zEMFyAi1UuB;N5%?xzTf`08F;99ZJZYbv8hwn&jh!6b8Qx!6a(rSvlBSvpyQ=g72V? z7RVzGn~CY5CjOe(7~L>AwGyu&ruJ6$nZXE3<#1UyV!m+MTkUG zJn@HEs3#QvhFo2+#)Nz7z7coSaS7Nrt@4)s)Ct%@8RT|l2F3S6#CClJxCfs<@{a+E zx|Gj5Kts$M9#N@5IhXhv6?tXgtkyvLMfSkoyd8rqGODpyM&-(M+U833ONr;((>LV< zStpn$)tjzE2b-X!sNbow`ScBG`!*Mc{E)=6-?DwFcXj#>cTYbUs?mK`<1pARvkAF( z25Ri!Mgg__2fwV9kDCMciToV7RJ?g8tMg%5pNbXH5^n$T{`6f zYmxs(GXwbTRF@cb<-6;W(6Dnme))A!mH#OX6dcyl&dSZ68*pJyM)f$ds;85$mSs@> z*6VqvQ;p~T1}uwtYSMG%YXtW9zw8CD!&9RMy^JSx@kq^gHF{orB!7D`u`~hjmCMZ!jX;AtS`}Y{{In(Tn^;&1-vh|v{^%G6(EG(V-#5KCF zECPQbP@O;INpij04vYII~q}t(MGsc?J;G;y|F54>UZSa0>d?pBL1o zyYjW!;41@q1kc1J=o!gqDxhWTU; z?|y^r>yWJ(pwPfbDW43?c{WB0U$%KUVv!tVQ|OL5+wSF}qJklDmff3SX*a<8KPyfh zn?n|LuH3l{M31_(b9|xnqYKn`Lr{qRLGemPziS@o65k-n%a($SMPKS|HUGmvGtGk6 zi2cSBJr9gA6=2}&w*tIMClF%NF4A_mOmfZi>9ncY<}5oUG#eHg1VNVdG=?rQ&N59Sdt zD>6AMg;?8Pz$3xy#K+vvuZs=aH*~NW4n?52qpB8L#h;}gy81#joOd>gBOTs&g%olV zhgt-|7j5wWgIIl`B|ZOf{}Y=gwjj5i^x2I>vwo?+%XonWpi0pLAXc)n8?tfeVXaQR zr}e4VHTvV0G>l(sy1|~KE@Yn?~Ak(V2I=Lot?}L3;%5;`yZDDp_LJ zJpf@fAf@}Q*yFu}6BsbV0q#Bk;!}e^%B%6JUX5d}GD0Xr*lZ&W90cqxIvJPubT|05 z>5<&Adl38{-r&KMm0k7Ihr0J>Aq#=tHh>{}RMMhbwUF;7lH*4J`)*?*~0b^gup+~Mz4o#$a`De>s zP~pHQ`xi0W!4w8kgXJ)?xQ{qv*XqvsqyI`o1lHK|!)0aOVZQJ)H&X<>qT@=UBB2@3#MU=9~ruSYCNhO>NW=3VFw~zr|7R8V1EVh*!}a@E3>b-N2US=1L7DW4qh{nWB^qktR@I0Y(&d ze3RG5Mo~JoLDsW`D_>DFu=P$9KxY1o-6KPKHm7b9>V9PNfh$|CfX9xk4rmFcFS{D&mOmX84r6)TW~ zsZ9#c7^Bny6yOZc>Zi7Ohxab*Os}Ct@9CnADC2wOsqS})Xm zw=*bW1+KLT-~Vn|fP2!;T;)Z?W=}Swa`{9)Rff45td8cA_>IPdc$?#j4N7T3RHZQ@ zze`#LtpE`z1+9u_6$}@%rlnsB1MMx5Lk`%OEg8Hu>RBNpF>QJU$~x(sF;%Ch89jKv>)0$tV1vJepB>9gBc!|C zfK^jZi%e-8;s6y00nQ{vR3n#d-L#@Wc6G+p@|jL^9I!x$HL3E@P516KoSUc!#LD#I zta70Qy@?Owk;k>;A#xQJL-#s&`1X;IIn>rCs9pYFu|SeCr?Z83n(fx3-fDg5;&X>6t=T zZzBVBDjtKQkK%?qpV%pEqUDH>Y9hP~`pHdOE{8Fw;S-bxw=`OKOPdV{#D*Ia=SJB^3|vTeUApS95D2~!vz$degLq@>_pn! zRbDHEC^sS)_BxZ+vK`~7OJ^Q)yulJ$fDzb2M~s)WVeLuNWGvOBkKb%7cp~H20nO5I zfNc*-hgAFz7x)VKU-^w4BR#LRcz(yRN2i|Jb-L`Pq?PQ(j5klaM5`) zRk-1`^#-$ooD9g0k=7d%jR+B8*i%4xFG4e#P-n^W&|0eJFay`6NJ_?`I9}6Kjz7&1 zvHW~VPL$LuU9mq+TExe$`WPEEe`XL|_RtlgTYs|Ayp9;7)IznsIAzM>T&e?yqXxa1 z>5jq=k)5Bp!)jMN_Ze1Gh@4Nk#UIvHc%nE`jVSnYyA+Wv*K~@2-v$2guyEy)n7w_~ z3n!C#m0bzFs6m%m=J=`_hoN5%CavMDXF5x`+yi%Sx4Y;sToGjQB*_##O>kg=dJ|QJ z{aTte8MCF!Y)e`YF9loy&1o8k5UnCw7mf~ZAan658u#q5em0NBTMH^{N=EIub=)Q2 z>^c^&^~6%~PFnJ%OfEzPbwPO3oB25B1iGZ)|42~PDN8^1hJmHFfkDs&atqMZd%;W9L zRSq;=nF=u$yXz}<_%+!rDw>usat@+tjmyldMy~Bg)+BI96JaRq6~zxHIo5J)hD#uU zrZ**0FDNcIdN)yrsv2aJ4pmsre=|Q1M?rV>9}5z;TLf(c1`IQ?F3E+4;+93F^z7st zh6-CjCW*al$)48x-lQj$x}y?T(5C@`+*REp!HAxNxA^8guj*?c1>*2UF2Zd?Yd&Ge zgny@jqVd<1;pCb17%Oa8WD$_?e*G-2y=n7N-8bRa7#f9Ycq>83zfV}w^#dzii<%Rq%f0m ziUV~EAl(nMqk|2dUy%*o{qO|z_IYoh29%oSVVH=wKRL?vMt$-%x_x+m`9U#+UTy6N zAP;|K_*Ou{?(qfP&FK%w*L@vskqN?c11t02lh2h$DjeCuf*Fv$&pfVl(JTM0n-}EfDH!ASk~cpdZDJ=Yn9a8 z&}zGi$Lg65{fj{*t6+t?W=w(d;Cr?;1OpE+IRnXYD*}uL@ZiMKX%LaL+QxAWuKlMW zr6VmrR8D2kP1gJ1{Q0%B+hy=W2sTZcKa>l(@gsNj-G$6b;*PMk655Cvi-@CuL04mX z(K8WFf`v^77sPzTGgrU}1UZOscva#Gm0Tw8pDR|<=^u1E*<1ge@hT3V5EOn0T?=YL z`N6*1M#Rv#kjA{ol51@IWU?zWW5Q3%Z$)oxhV13(OgkQ@7(`bPS-S0t9!uPq3d;`) z=1HE@r-5t(DxXa`bI^0H4@XK9rBx_n7=H`#V_~0wAMmXmk`Z_F#|VhB4GixQQfm}I zgstR}xNwv*J1?E@+*M~xOeXcsFEFHybDu+<&Q^0)a7 zUnH;)@tP1?QiCj9jX-I%{A@GOhKYmE<3e%Pu$Ve4W-&mmCg9d)xQJ)J4bS z-^Dhcta!}PphkLx1j?7d;xT#M8Gyf6jj+vD)-vjlR( z+ri{U@jbk`5K8-~-=t@Aw?pb~V5@^w2FbM$*UJa72IHUjcT?zzd(JIXMgmM6&Vwv! zuxxBn=ckL=Rti;~9yR6hgb9j zRCl%L#ou*TQLR^c9FVrw3JD|E@6S!j;)`ZZo+C@25xw7wlkDAhv@rIo(^MCuigfyC zvw)J{KSl^fdSkHy&o-utwJ24$7ygUeCqW#hXb%_Q;k4U_+mm!!Jd#YX-`rD&QR2Ds zV>TJtqpOZ(zJvspbK_F200UoPUw^xi-wFo7?m4jjIu|}Eyb)Pi@u@Z;>2?qHWoB3w z5^zV0_4d`aY0jI*ti=HHA;yHP528g$wD6I#mN0rP2JGl#ok}R&1mUY%0V4)J9mRjF_?hhE_5deO|qT?$wwbv)eeO&TA4IO(61NN7!gV4mq9#;Gu=>Nkj$cg zS2zO6HcJ%;jRDTe8si6YYU1@P1dY+m#Rc3AlLRA)qR>ouqj;0$SO$uxfeAd?-;;^m(@Xb`9-UwNDV(1J?sg;to zy^((PAOXqzjiYKXQk<8tVN5>o6%4qF9#Ydxn3205aa-ss2?pI#e2(t>GOB=K z;Y}$5N>%gH? z3DB)iAG?mn0Q3EeRY4k7p>WLMjVLBtk5>IYL35iHnG7x{O%voxCSCGM3;Vs{>+9a7 zNTOkG#b^s&o0*?6;7gcUF3V$Uv2h`~lGAlt`GXcI9uxkCS@C>UN5N==#BV1;JlYOE z`ub{yqUZ%+MB%Foa=!Yo9e)z4qd^Mohhld?{IY_dP*x$C`A3p48;_JWkg5VHLjO>! zUpWdZhmZ`XN!yxR7GW1ST%(WvfbtReR!Vf~rQ9ab1FXRj9tf|sLkXeb-;!xS(2G(1 zgcfeuU&AOk-RMFviF7|EK9n#7ObK_s#pG_+Wz9MGgQ;>T8+wE43(ts9*Jw*AiRQx% ze1bF19{Op@rkk00Q^=`l!PWWlTS52`QXdP|QT+9EXL&W59x71zJ@6uEt=-WP;oa24W8*Hg z%56rd=P-BGs|aYnZw(xdMyn(7W0N1QRY7(4-i{E{5^OGsE_gQ+1KG(&kiB=8P zi|23Kzd>1+NL%{Zv}nJpP>pw|d;Tf0xWYBQGqyNi4QI0!#=FmouNYwdGYJ}H+6af_Fxv~+X6VSWm2Vh8S#TmF;6vZA;g?ez!r#J%vruU~kLM5bCN-JF{;Dg<@Ex=TQ zQT2cki+UX2GQg1E+WzMdtp6%{GZS+ZYZ?ar^oNWU;{EKVjJYKQqIi)6FV(HVmv)8H z7JZn{W%RC_geiJb25t7|_0~1zN9Zmq5RR}NKaQguonK;B3Vtd#N$sob^`_yfyxMGF zWGZ?h@EZD$I>d1j7AKQy@pm za}3k$Hk1rWy}Vgls>Xh1Ky{DZ9L$&~R zaB|c6dN&GgPZ6EC*FlWWQ&d#TzT0maY|Xo-9=>9Lbo1X1WtK(q*@UemSNE6QR77D< zVH)h%9?o*+BrJ(*ATGhVqv$+W7V>bp_X!`5wRy)o-O7*En3`V5BH(JeEO}mT=frOM zXEjmxsX^~IK8*KZIREhckK2w431Q$oGx-;uf4@b}p=5u-cf^M>(nHU;44Dk+`!bAg z6e4lKQ0XIVLXq=f)=Y9oyD21#gOs+(YCpd1NCXx>5XCb zZYmNG<-T17c3d&RIGQ3MlcYdskSqYJjLd$>DH%p<>dptK%_K4aYi-2$0HioszLv_H zPizZLX+q>`M3FaBB^oRe@L=A6HU-SAd-U3e@$aCH^OaH*pol5*agpGS8sC9WIgU+tXwP^qm_FZz)VJ+M9a3;a*YMXk|1*nJh zerFG^GqaU3f36-*T&WxSE=1D+_u!`!Od%jk7Ef|$rjF(Ys`8;d2tr&fPiYLu9^X%d zG)SdZh&?1lr@){6b~}0pyn|-A!2`Mf29}Aqo(ne^W`en@xDCW&yf(5JX^-qmxVG_o z%6Gex5AKe|8<1z6H6a=WIYDJj3vvKgNg-JMW;0wW6rlkTCxFnQ<@3@_B>Azqq_|((W%t2u6Biu*_f^6DHOz z;-Tlbban%C#n^ytLRXW$I658x!`_BUkdB!$6mj{V=RJ@ZF%hqTqEZH}iMGGJswX3^ zb=*3q1=Ys?z`Qnga$=S9_8=bkv$+O_2i34l*cBL*TmCs`msw0mR}vIA<^2P zFapkynbujvS8nq?t&5J6_)0(l^GEhYmh?9Ijl58?c{5{@f%KO&`YjALv76Z(v_T}E zRck%LwR{qDFgw+4^!)y_&_vf_$teXBNc-PpvE9a1CsVbRTYcIjklyVF@wm8eF<6PU zivm28wWz9$BlRK`#o39xh;aVMX_)24vkwQ=By`|1&@E9X`p*nkEpd6`A-`s_4ZtVS4NS zJEd~kF0(tGq%1-pUX{&lY^p~I;asT;wW308RTj>eu&}~PGJdhhZ}9DDV^ZZ9$R0G{ z=iKSp;8yM5;uA!w0%u%MCRrIY9}rW7Z5(`5-o=uk#GItlz6&b7ijdNPuqE``QBfNKc+t!l<;5(9UFl*Zo;2eK|nrqSJe__Ea{-pMEI)XG;ilYn~nI9OBA&xGw8~>h-&`_UE(M} z*KZxpjlku72|+bQRJsWy%jgB6!jxAAK_NA=_8JAYLf7YchS|f_DzrPRV6ss=%>>|z z&mq3q7*c;5uKax4V{(M9;xuq)RUcG`dP)!rL__8H+IXy%1z&I%O!UQ#Pf(6AQj-OD zTbwCBO2@f?72&z(cbx*JbP?nB@m?1Y>!kbFKWjcs2#Sw-3gr=c`VYmFW|w$-#Xc}D zb0AD*=ISh_a6tU=d?xzIDA47ufzviLKS)Ewb4wvRJl~umm;C+OHRCX<@vN< zFjZz}Dv;8ejhi}vw(;KfUz zdA$2~oqRjl11GEao|IkJ9wqoK)307V^fermNj1w|{nmg;!HqB{^&-t9OzRU&H% zo?|g9;a{U5i2m{22rDS4v8=xF^caocRv$5j*5ATOYC5m->m9CNDpF!i+;W!`j+X}E zX{XxJQST%)Tkf{R4i3Cfr1&Nd&j_R%bl-M=PY-@#ou8>u;jhWhFBBh-qlYw$!lsmM zRo;J2V)=}#!e;{kNV^^(BATiENg^W`)+q6^ykhaWyan=BrIDuyK(bn|zog`#r*q6G z53 zJ9!iP%OXO>JRv#M_o$a;QGfnLTmb{53LsfG+C(5a+;?;tb^*b2cusxxJF3(@(M|Sd zu&M3E%bDd)kYh&a0PQnc6#DFRTqJqKx7^9#9phDe5s5DHuxZ8uHXp;bJm_B<+~VK zf=WBYP=Z&45x@ya7Oy*4RkyagJII1ZS^{ZgG2>4u9mzCde-K^G!7x~_hgtQ=UiNEd z`f(DGuaQ?R!ueAwlAl0rTXC1k2PC~$BlsTqy0%`0 z?X!mOZ_#-EhuwW8UNJ*Dj3m`o;=*9i742A!J$Ne1qIb|IT*!+RxvEM{dSeWk z*?#+Qs@fiRGohqFUuXt8lfOVuwH|1*vt^y1EULi)a<^5JlxW!i-k};LquEl8zR;m5 zOit($la=cbByJ&!O;XophrG_Em zS-#ls(qde&V&vU{TdP6yJh^=aJGZtM;F^%FPHM_gBRMq)a8slLrrzUlt&Dz##uGBQd*K_<>Le(w((RMBMZ3}34j7GB#N_CB3FWz7v3?Q2BMhJ z(WI3snfO!^|A9miHp(TC{1t0I^KQ(*0uM_oALdDUWQ}ZG)(~XKR@LB&eOaIym1JQ^ zo35+|jr*)mAZIex*kO40;?Z2c-&@%27XJ7Qo8Oy$bPRq_5xbitajwW79%qoQVjHLx4pO0&C^h86Hwo z!|I#|ZS%Dq(zr}~y#*LeIz})y1145JqOarD8C(+>W0=yIu%=A0Ee~Q?x@bZK+rkRE zMz`SLh7F`b=>)L<^N3#|O~Zta7x40Ac*(9w+^n5*71NE;%6fU{|Dg`u-L)6^MeEU# z4z*H>k1JyOd#y>-*b#1T!TOgH$nWQ}F9W^oz})%Ooh1~^RnU+|Z-<{I$u&O*T~R_Z zNCUes-~@s0IH%z4Nih?ObSp2FnT8BdwtZ&pB~ed%Z+3h+f+v$~IZ$4Qq7!!1T=A1t zibdbt-OAjVJ$He|bzRAOYUUQm@30)U0;-N|^*W(y*Rykn?dOjApifRH%4Z&3p~tv0 zvWW~wa_?!or}2}Pg6?kHiJ#ov<%+MYDufJjbopxD9i)zmO{;9kpD42BPHQ)% z-Iq|3Pm=_;ZPcHT6`sjZ-rQKKQsPbMrdQ9L1e{7!f30huz*ZJ!aY%HAHQ}rmmEeG~ zRzv%Ckp~U(KiGP(gU>f?v0I#q4!|n2DjjH58emVBrd&)ferx)DI?Ad^39tYV=3yPx z!}Qci21la?y_xBb!gN0xn>8<#Q6GtImzmSxqo>bHzAzfp;S@KwImpG!I}SJ9eyttG zBFp2>{7MjQFH4Zw2_X;q3E-lTKw!PvA6Z%#oY;0%5l)x<@muS74JCjV19a#Ba?%L_ zY&SlQmuVcWr|AXW#>Z7qhr1wv%cnEW_kn(OAWYP=`K$4eIwi$XNK&yc;O=gt!7ICs zUx;%En+(Sq-(D#6qgh)~17nC{)=Fb$NBYMUiYBD)-C(xY^EwNxV1`6u3 z1vykeiq66Xq0{vva!w8Q$Y%jGtz(-az(k0q@dTVTt(W%nxzJXW7|H6cDMh z1Hfr?${2_r<)Lcd;vWa(g>5`?&PBKacGAh+Gaky%?H*(q#R&}B9Ll-?&?J)MYQ)lG zVGiT9U>!;r(Tw}283?t{m5B5!r1KsTKXulBXln=v1cv|>Wgh14{5(>NYJ@jDXqU=hb_a44VoE3le3qKfXLU1GWsp#XkKFe>hSb|cv_qjE!4Q~O76X!a(~f#M zO$EG1SZ`;obTVD)7ZHnZz{Nlt(ry_Z_xv7|O>xMlcn-MGIL} zG5Fr3%!SfI93|S05~Y{UG?aP+0?gM z89Lhc!UPfoLj7#NU#@;WL;LuU|CkW>+KR3^izlONhv~QcxlD0X;VRiIxIg?g{GyHb zy~CEV{uc0L3nUACUHQrq`*QEE);cD6$yD#kn@!Xg-q<_gT z2n4x_y7-a5OeDvC;Q#2C73aW9(j=q$&zft&R;6%hF-qf` zk^#f&hHOe?`Byh4Kg-dmcl|??_qeh*d>Od|)#A|;%h#XGwUT2?T{;xyd1WpzzK0jQ6&0)us_vqWB2ECc- zj={ss7sEHh&w?jjk}kLv>m8J50j;F4{hpKC6eKaOKTz9kt7JwswmfRj)@eoLN=&aV2#mJrFHrv$>~E%r!??;ymD;7^p%fTA|difWYfi_57tl1 zq8}zUeaN^oBa}FKD3WB2@zqUrf&r;uP2r)WKrnFIWn@q!A9c@2*o)8L<{$exgpvd; zBfZnYQ_Rbu-IYRS7Lm2e0R|A67aOblaLGDBL_oOz>He_ljzATUB|O2i{-Hcd$E*=R zEqaB8?DM9{0_LLPngB!I_dOUj?9WVg4jy0t8I)%MsOjOgd_;txbxv}vKips*?T+3o ze2RBjUZoLk!OnZ9+2Q7?y6s9wu6LmVT2yYRQvVvH&)vnvtf}8!7#}fb?KqU<)MRRr z?e;v-R454Y)EFrw0a6;9?3MpA`;gjxbx_XNXdJ)W<^mP>yHs?b4&z? zCYY;bKuYi9V8#^yD@0*40d&Pg^goUpFNez~rFv6$h|j(j7d;V*Wk>Zh3QHds1$C4Mfbr-7UH$~G2pLDV5wcI!(AI1qgfCyLj(OvKdBodznMlU*a5jEx-1qL0I+s99Uz1#Mf8^D z-%{>T8sZf8b(v+Gn4o4Kc(#H(vQ1Jha*(}SqUeU z|K|fVcF3P{StA#6v@`F5OWHZruxjRNUy#p*M1#jp|sxOt5)xsg0dg zP#X;N<#G4oMM7|byF;O92<~nz5Xy(AxVsf7K?^}jarfd5#fuboD+DN39RA&%eb|?s z*?V8^`*}L&o|)f)+7lTfXo)uFTh;KcLxkbv`S@WMLp$jN(w5D6&~Py7O$XCioz>4@ zZDn4y33D68VEPE_ufNh#++UB56Ry*fZa!MY($ESPP^T_#oP_2)-$An9@g$*0#0AEj z__l3EQ&IoLgWqMdW!$~kd!m!V%c9G6y@pfMdw(`*FmreSxnRxW+UMP92|9OL4|v%Z z)XrPs`HTtNvR68ws)eLP!qksQ;imoM)@;IREQ=vst+xahHD!{7wf|u_|EY`da5>}m zNbaj&Y9-Bqn5XQ|)M0dm80R6TV1tFA77u^SV(H^;qi4=g`{f^XpNZ zcpQy*o3<{SUR0I}?SmE+?DwPf(Cq3kQ-D_VwxNu5ETdi^nF#K(%MzqQuK2ZeUu(1H zXM3f+tAod>JhTh9lHYi=)m^Jw1cf*dGn9E39e}j62E8oOIBdH)8zk z%7fnQH#KfnbPVhwnN-_%@PH)Ph8bJtmViL_6rioD(ClQ@n%0AHYh+kx(&Sjg6Y!-9dqnmqm%)e(Ns!2#b%fA_kZv|@(_th;{W z7@Ywjw-!w3>jK;#p-){mpXK$)fT|Ri`e?HC7tIV*5fMd=M`G-U?m~~EMhSz?j!NR} z^f{VUcomb--R!d>Sc99JTNt0^@`mkPmLM{I-L2<}qe%+N3Af}lr|x4%dEg;xd^P=H zww~NOsJ5F#qmbiCi^#}!QU2xSCjs;&fq&id!?>V2==@BGKN6Ml+S{TuV~u9UEh?rs zV|6<}?{VkBdbhc%#wK;(_Lw*J_w1ZBZSrSTKwB~!`by@Tw+|ym({0Zu9yB7%Xt{Ad zZzUcRG)S3)R;iet^OnCD9A?GPV7EpWMwm~blM-+%35hpreM<~cribIGE#Ea1YvML< z1kA)f@y?=%tB)svI=8h%O?duznBS;&W$bTunr`^s(gj1R7{4w7S!lhz3;itq?5)}N znmf+1OU$;MyPai@QF#182ZRrdL7CS?M`Z@P$cI3&gB&M&K!^49LHeXmFIM>a5@4+! zbLsF(hebm}!Y+-|LRBGbA$A$IH^Lgzay9*GJwBX5@9kejFTJJ9gBH4OHT*55Tp-?} zr|qvE)8Fpl>pm$ead)vg=eAqJ65prhw}TD?clpiYW%uYS7r4X-iG+pCywSdM5i}cL zQ~rYfN0aFG@bE8{8QIhM!( ziCnqhF*9iLJ4LaL8gXX0W&%mV)v)!}0Y*N`OC6tWfxJl$M&b4AD1#6TZUyN+YAvRk zQe&qGC1g<9r;Z+-*O;4(SleQ)=ta7(ud{K1pNjP*gjHA$6ba#FF?auY#i4Zw$rdB`WCO3ZEw<9MiK?QV|Kg4nN7Fh(q z(o^?XlE%(&c?=2_%hcSdFTk2-H8W|!!|qdjviTfQ;T|4NC+O>7ZsOAqDKdRJo>P}L z?J$}iYXkG4900zz>+$yMEDT^OSyE8 zOm7LaULS;4Nbpk7WUKA6fA~AQaL8|=cHe4bU%_T!MP~s(`Kcjw9?zxti8h)U*}a*g zwK`2MibLAAMjt!cQx1Bi40Gbt`*IZg>KlMqKqiL3h&+ByovD@$rl^W{Y2<0_^vzL_ z|By!gN2Ql5X9mGp)uLO!ymz9ql@zkH+wk#y13Nvpg@sE|!>BLV0;i?K(1Zz@}&=_FmHXZ7YgvBx`p zJ9Q8ux8jWSvghS;M*pnD66oyTJIYpeN4|P~77Bl75S*tzC=Wr`rZ@5epyKd~8C9`y ziOwMgW`!@;o2}W#$@R^uBF{z?)0E3q3{pfEu~~t>560?p>XD{l*O}z}!J`AQyw_Hl z&|O{CM`Hm5NleIJU?rH&IJ8#2G5To9P4PVnRMGPw% zuL;TM{CgN-%ecK?`%TEd=rvJNhSfWU+02M@w56b>F#?aUl<2C3-+E6bdo6d~6dcR&o3%CwI(f`*m{Wd#NS%V1Pi)EiD=Zoq^&J*p$Ku(=Y6wvD zD)0l=9LS|Y;wr$fk)N;d=(;~h*cvdUqP`vUyQ0QECwK`7IeAboWA5*iXkET?7Lcy> zM}oj!^#ww?!n;>Js2F%%eLFnh6U)O97h)wL=L&YE;rweT%g>*De^o)_$A{n}9hiWC zX0PFgoyP>LB@$NsI2bQ){Z}dF-dNrxG zeIg9?mXi#+ByK(w@cf2a#bnnLn~Dz-hRe=iYIg`hXN)aeCaBd*xH?`619(Dy{agY! z!9<@V23hOgPq924N;L>`CcwP`DkRxjQe#x@bs##Wx1n@-m!C{voNBY(%rf5-2PV>W zu^Px4x0_! zuG=y!X06!-Nv?Xy@=C~rpa-Dd9cre+e@$UoZAdcFf1hrQgVigcfXic*z*4xn=qFXw zMO9154;jX_&iuF!27CxMRr^o1U|K5fZ9fleTC%X;dIm%3-rtQ5wN{H&oPW0e;v~65 zKroA#U59Ecaoxw^`O>J6gb8ONmhL?pIyz9<8Tndy&}MF9u0YmILuQG*5b59bGPy!B zRM+#l>$$4}ksxed5hN=|7t$jfuoxIwVH@$?yu6>~vAV83_HmRAXKZAw49cqN>K=fF zR*$iuDGMdzIRFyoai<}_;GLHIV1f@6>ql(*uTnKyy}SDFE_&u1zTykhiT!3wwnyrA z>aH|8X_~%Jhzi^o1f0?At<9BCX)5YIS{Bv00MnTl^WI!tVLob6h+oJD(KT>g$Hn;B^M+qMMms zUyJSUuV-n6AV>_cYS-Dr>LzPHo!1v1w_YGeW|C+yRe5=Sv;Y!7(kW>_{?Gui8%fvR z6MP)f_^KR`b4o+lt#%W+gxfV>DJnU}5LwqJZw4;I7|<^TTU>WsUeq{%?o)P|Xay-B zW2Bs|yY!{w^FyY%I&}}NDulIIN%RekFo@2>3t0hONLtYP^a*+V@iXPFltQMn6>n!&MGw z7F6FZMW1tFarI(eL{;mMSNPrL|m;P7G z4Xb)RN$;KpxMlv$pc=SVZXC1CWF)kgG~KYgYGQdz6eiR6hSyK7_JjetL#!6(H+K=A zZRyyZM>SU{PQ~)1NmAC-kdT5YUt9k!_~J@~WF^H2(TV4JZXIIP5CST#N$>x7xm6&M zEL(T(*8*?6G5*~-n*Od6d@kwk4-~&XF?Go?(tOIu4+$bN_=o2GU&R+X8FLESzOVve z*j5^WVUjT^qd$m@>W9u$q5Xa%F2p~GQgLP5=5$A)pdwUVd)WtOWzZTPiQb>KSE#fB zkkUOWp5}lbE>A6nYqwdl3z|UKSrkyZw}OiqKAH^6?|P!A)wJAo;EMAYc8_a)=jf&} zeey93UH|fx>7F=;$lMD;4yc>MfQa6GR)%Syx{WVT*>0nMq1Io%l8^qCwz_#ectx7e zP`-J1Bn^9x_u{fe4oTVZKlv!CruFcn{TWYF4K$6sSiJ{w$)in$a&Z=$3N=b@!B^#~ zD`lUOj&wl%l{8_-L2w-gt}({FPVQ;3hU8;fj=#G*_h1eb20T3fh`9szE%)Fx<&92} zq1?w1!IPr(#X_x)CeNocfKf^I{E54fBUj^@S?+tV z%fWgry929QDKRl>m~zeN@|vKBX<;A={{gpSJx9drSjg%e1Xb|jI^;WKhUw#4JYn+$ z6c~q__P*l_4HQ$I0Z;qOp2iwcYM{UGQs0ftGt?A5cjQqz6FV4c(qB)aam4MIr1__H zsMmwV(`Tfi-o-A&cVz-V75+!6Hfmh$+27HkwQ9NW@5lp2d?+>Hwjq_{567r$j33quKi9}Cl2NrfS zb5Q{$B!Y9@mWUYfY?S*R2~s*h$Fs(ryoeX6vI6;~7;l360MWX4_Tn^6(F7Og}+ zgQc=+Jh_0`_5OWA*3x3wnI;k;Z|-cw%7=!yng49iWRJI>KUlX>R{o8L@c5SON6{g4 zoXeSoe6(cBKQmTAy}}t3Wr6w^Kg(}G9#1M`J*|(0VBS&LU3^86UP5oWtGOw&ZFx3` z$-p0i^Ea8;U(p+m?kidpzOMt$^KrI6z@VlF=96$;#R+K)|MSKD!lyd(dvqORQhfkQkaMK4XbNm zp2N?A{%RUGwJdMk%U#1&26fp*Ok9+B*F5UbG{C!O?xRD#+~w-qqt^o{-A8nXiWx*T zgGg$eX=772_MSEsW(>-g2`Wu56Ue@BMV)+^JZS!arZC%A(CV5#jeIxXpJW})g|ki4Zjzof2t*o2=`iLi~; zmHF%mqYq|nK3hOe+BAnm$>COorcw9P>1~HdYHHdW;q)z$c7D$W6lQ1IzV_<>W5AG+f`DvkO()Xg54X%O zk$jW+UU-{BYYg~py1KHHIiG2TK9S!Y>rrjIO_(;swW==IDAlySopHj(lui|c;9X+) z^pw{_FolhFQV6cy{`MbYc8W?(8*xRyI0uO)9`&;4(dyCy-454FRgD#DhEhH=DdMT# z&?5i;b}B>;)R9=-l+F&Oy^Km4Rc0PKMueR20VMyC%Q z!>xGHo7B^kkY5)$cmBN9alKtf!)Oi#d>sRiE`uU~mHbvyJ+G$@Nrr3ZL%UCbjPjpV zBYw&{2kJ6`=2YV!`l1zguh=kbe#-JUY&I>}QEa@ZMQAugJ7r}$pa{L10C&yd*8DKC zJ;Bi&_*oiOHm-HeUou~sfA*D1iTxja;GC|RI#-Z%HcXC9EoZoz=lbU~P%(bg$^ZXe z0lB$ZD-EuwU;e4qk}Q+s^0KifmADLq2c?aKb%t>By|D&vq)Gx#PpR5%k{N-L)VfRa zHE$|bJnSKFdd1t))YB_=*pCm(>X}T(55oGv=|ki@qYz&1Yz~~8)*(&hi|-I@jYKaj zOK8ApcyybO%C4{ft0c>5>ismZz89^`gHS*=_r`I`tr$cvs(N$dh01Jaam>;XJgqac&=J9 tXz(0TQG)z`omF9DN_=_Jj(~i=KWOR(T1GfBT3R`LA>T*MH6b-TyKB@$?7%6Z<#)5AR>;{s#Zz{j&Fe{h$8FsDI}_GyYfj-xGg0{k#4j`496y`hU%Qgnl>t%lr@b zZ}H#mzr+6R{T%&I?0@=R{9Tv*NB&Rq{=mM${WJYX_3x z(*OVe&G@hVXZ}z0|LebQ{nP%3{%iif`LFfAwtxTs1HYGlU;laj6a6Rtuk#=O|NVXF z|Lymi`-T78-Xr!S{}1Q-kbwD1k`vx~nt(9+7h@Ty0un?d^}yMl@3@y^8K?sfp>{Ev zfH3+OV;QIe521E3nt(9*^mVrOWmMCE-h;R>@4%YT&G#o>m8g!qq`)-$Cg@QJZ1%d|7 z0)Vet@zuYvzh~(!B5zz`!=Z!;)i2Gs_`UDO4Q_lOi4vxtC76(TM@Li%Nzm8ew}8M_ z(kDx)7)e*evtfsFOs$*(GEmHUMj+lf0G|N=th@|+-g(_o*U!YhINaL0H^236$8c|= z67YU^^$9xy|MBj2{>L9B9siOsVSD&YXG|JC@$(vhiU zC$jSD@J7gxdmH!y2>fS`6*%J%^N($Pt4g=%^;LBmcn@QwnP;y`E$9{o}hF}A!tA9GLL z=Ln5yNf5khgmS${6*wpPN=}6qXn$xKOMITm^cP8o$+Mv&E+5z3fsy}k z%{_(ugw}#q%;x&=3Ih7-wb0)(wh-Y$pTUBEwd{)M8gl9kYsuxg9=*(z`P3E}5 z%+Npv3Eh41j=6Hq_tF&LSwMe@XbjWY=29>VY+>NM+$9KmZMA`nj`v6OJC5}kOpk8Q z2M?E2p53Ij-}yo!RtX}%L)UJP>(9ep>kcSjgRNTU0`04J(Rjwm ze!&QvDRKF9eqtN7)am@$Rl5eRgc>-3Qlg=H)t2BkI>|pfjCt6XHb+?1dKP=W2E>Ts zZM|j^tqAfpSGv7U+Mhy;fbi#qP+g21ZXNORC^qTtN{`uJLity9Q105MvlJ&&n-}}{7?F*=2WBj5B@Ct zX7_C%D9FkPlsc!YhrIo1j=lI-*ef#GZDps;o3ls)fqnt0ZG`njO-WyK3lz%8dIl@M zF{)CfJ=1Y-^k8c8>Yo6lk_iN_{Pe*Ym|Ze0Mi!u5GO&;~GZy~Az2{H_8??T6w_@gW zlP{mNp(cbD=p7}7bkoH<*FPJ-j#d`UFFfHli-7mqX-Pp4FNpUAZqrti{@BS_ zRO$9THFJwmh^ikA^|5sJkaD*wmyO0of<}L2eMZe4lW{iL+b%$_6`gov7hNdbRQ!E} zHN6RPSup1IZj`zFF1VVc=rYC&Dy$-#^CNjjQZeKb(W>%^uqk}YgZXsTHEq^->vEz! zACj88q4Xm|HoWz{U8AMTlevL3oJ&rQDgMdw38q~Su;-&OM~#qS4j@KfqyuGNFGd2r zPcrh=S?#_ZvgGp`9iHUcs)KFzJ(4WNNR1U?HW|dTOQ_z+d~ATGBO|jS@>r`mTCgYJ z0$y@scZ7j-{#3URhYoZ}iqYIf&!Ab@bZk7pNkJA^C~5TZ|6rQw?F-2yJUoIRcqu7D zGCg9yD^;3H|9TJ0-hgB*p^-wJeZKY0TTSyVu1rvSO78i;A=q|9tH)TZ@YUDNVy5Hr z)%nqO#d4z^i1#mDyVs`#-))5fz*pB|`lH37WIcojl!Wq1wQ8t0tHK=9C~t}oM2!qz!a-|iNX~`zPG>|a0YU_I-SGx zEQ)51RvkxXWyo;fbUFnljFM)ZOT`Rd{M>ok1p>d|QS~t9G4=1;wmv#~2_X4*Iu5B!L+LN;KR>zJO^2b@kAIwt{$k^Z% ziV`gTl8Xgf@02D15kNZYyKw|aKfu1_3jUbR&V09NVGze^y$wICudTa6QE>GnzJ`~r zwx^#5oKG{AH5Fd^g6EO0Mie!bxI8`Dt69`^zD9E(mQ9yIc5na4I<6blmsb>gVd=G> z>K*_2Umo!uEW&DQ{;DO^-hP288z`9`!4W&!`^NEAPZ2_fFMh zny*PKFV*s}qKGfsED<`i`g;%?=E-?P?v)xNhT(}MEJ;Wb$#M{33-C{EY?Ev=-?x|K zOSpPD?!}8H$0yj}%r_YjnosbrDQRbwsZ#Be7@VihO52!a;sXb7quv6H8_?sC5ntwh zn;G>a#$Wb)RcCEw{gW(}AY?*Q$ei`x=iYnJKnS4zx^pSYEVqF4cZdJJ0m%@y0NQv| zLMhKC`GV{Ko)*YiiWkg2V+ewXe{h6J@5>`@?V{iLRnoh!$;c((g4Ss?Sl1W@)YkQE zyF}HWZInTu|Fpo79K$)ZXd%SIF&3=`=hkM;qnk|;b=MS5)xeKuf7ujKp6q&Vmb&}o94Rl4w^Z(ueAWs>}!-I z{eJV7UCiGOj7xc7ef_ z^Y)cJwJ5EsyiqY4#%XfH4&IfPjrm3GhM5I26j+at!Dwe5jV7%A)=Mp?BdxjNs?*Uq&%uPI+mhMHsr@9qWv+U2eZar5$Lo`J&Olu?$<}#R8C_Z9S5-*? zA`!#Jh*>pVV-A}_C+?hi3$s-g5n(2CgxYqD+BZ6grUO{AC7XKh`6(>+SB5EK#*K4K z{4^;?1yFMlFPL;_iWdXc8lFmBdCuV^&wp>%Eg_M*~v-ypWjRN9SabCxblzR}n zv5S)y(g!aLK*tn(G_hXf$^LD&>ozZgNN90uwH;Ti0oPQg{G9jgD13T^@QV_Fr|GHJ z_xIhX5Gt)^c{n^$8GEaQMG3?yL8#VMGn^amf#q7zb2^TnTN@p@ThFqRso@9~Z^Ff{ ziO>Nf8f+G;cfVhb_ri1Z*00#`>{^VP?AcIu@4!& z;bbKNCLopdq?GHGzb0Cj2-N9wpV-VYaa<_~DOdJ=yWeO2LL}fAWIcLtm`GN?7l=`W zEk21w0-yDako0I!E^GR*R!l(e5|8DA=O0&flyYRPRqkJf`Ps#NyPG38kn20RI2RVB&92@o^R2 zPyAu<0c8F&&ExCG+?x-F11EZc*uVm8Us}9;2|BeY3VqJDX63GXuwltT{7h*^d<*xV z%Fo*F{LrdM4SkSQ#UXXT0000002!R_qm9QPtNNQJf*J}HES*Wd5KCP^0Pp-*Xq0-O3bh)=9 z_odZ>1y&R(yc`Te-v+X>_I)LfD77n&czrZt;B*TS2c{#he<(-UUd2`Kg$zU&$n;@& zdRgpagBXJ4q&c-R`L%wujBt4{ap9UZSIHJ)U-yF7|MoS867RpGU^0HPbFnaY9EsLbXSGy9RBkf# z`+-D`S%MJbN^F2+#j$1))rICJ?4*7~KS(&CBkcpWy$@u721Q?s8nzYIDa)Z1{Ol$!x^XiqLpbdqanO zzq1Q=P2|ar3_xORpS4xqG?d&!p|)wYuq$hap>0m!ket&e5)x;C{cciiHBOAcJsRap zUni`QUt@nCzwOWtFc5V%#g{#4Cp15QeF3zRy6#u<@k!c-=f%9fSn4O>oKw~BQ5T!1 z(gM`-NnrmJD~$OO6KL3Rr-yMk5+mz`5=o7SZ(wUP#~3TVKKIKv2oaf}Tm+HvD3PMq z*5dg!*>tf2Gx}%sQj?U8X#2*35gn_APm>9ZIk>M=HyG;o; zk^1YmW2rrVVjCS7DA=yNuL_e-Lv-%7z)ydkcLKeEz}!v!`DYQmr*edbE8(qbHqD8(Rc0M*wFU@?JB&8kZjsu-E(#bSlRbygvlkAFC(IDqbx zfB*K@k$3q1H`Tz}qJ9CJ(Zuc(1pl`B#LWCg^`Ckm%o>ZGxa~)i9n?c^l9rkE%liyP zL$vIlfa@4Q`EZII{P6qwrT1wXfeJlaM`zaw`3EJ?2=tjd;IgeuwF6;weoPwV!k)+8 z-l+vzfwvckbz@XtOEe`QFr8gt~FcC0frnyFQ<4xq z?E;JG8CLvM5emIQ%qm1KyN*xmV+Nv%%cO>-gNTv(y~6k@H}RNdbIv(qCNoSqhiH?q zG>)2??RFIgp9&ih+v{8CzPSGSp9j z;5HlO{a*ESkI3H9R7(brl*qf=(QD`q!#9%Nko&o;i{;Anwn3hlU%u3oxiDV|QAtM9&2qVP58Z8g!s4Rec*cYC4S*?vwKTfQS=a5uJIJ1}HV2Q1e~RVAieP~`GN9Cy)B{`(0m-lVL(9wH@F zAGeiZ4)?0VMWMaye_udk2T=oQ<{dfV*f!4j$9?e-#?+Natnj^v?gzcK0YnV`uu5R) z0(O8HIyfs+am7wgwLj&8!UD5Nj{fhw&x3BP-ZufQ8^hzm5_^> z#hi^DiuYa9#JiK00#}V0yMKu2YP!`ok*B^VpT8Ortc_)dsc zlVrFG6t3Bt5lJu6zQp9UvVSbw3Z&U|mt2DY8td)h8XXFJ(16scDW#O8w5*}W=n!2) zfEN)aqX@~Km(tSWswe}+yByI$oR_<&YU+)#b}sDo&!w_OalKd}1y)B7pLRx903?_} zNPt}cVby{W41!*RJx4-zuQIz>YLRGPx&-#8Uf$*8P@^G}?yADtl~TA=f&{kyAl8;k zCg>x8I)^HLkzr~#|9EMV1cCdS6{AL^71Dm)vfZ6pFWBE3vUm%My-v<2l+2K>((&f> zygVh}?)e&k!o>(ye)uC-lK}SnLf-=723PGC+TSs8{S6F121;1z8gtml!|jb(OIX53 zOob=V?)BSXuDLoS2V*9R@WOc>xVCVl6M0&nAO4RnOEetYxC_0#h{hLIG#Ry1g-C*; zex#(%4X=?E=mXFK4Fs@J@=0gu|9-BJnn)AycKJtL$M&y$vBR(dI!(}Xt7Ueo7x(b- zJ1oRSz(L?B2c{0=xt`g-y_!d~P;iQ%{bl(cz(mEC_e#16B>_Ya%wccoil|QDv}-Ma zI9Q6&SFspcl-}i`#PIq)rAi|C!It<22ITDwaM+Y)&y-!ftES)Z1KzjEU;9U(u>7=% z6g&6=H3^GhI^GXVb>ZTRN}-P>EZ(q;Z^uaNn&(`3<`je|z9&0gK)Fi5!5Egz4e%*C zOs#Hf$*w*c?nqG$rPUy^?9uA8MNVeGKC_Q4xlFBDMO zS%$G-Ox_CzMkxl+Nv*zLvsc7yRLP~#eaZO2>e)>I3f7Q+O{+0Ebw~e;2vl=zRHmab zEt1AZSYM~{XifA(uScBbGZn8OTm345zl%;vF`0mIHf;Wc%LAKl+^pWBn*iQxB6FI zI0r)^1df5Ij-3$G`&mBVH6~YUB5QpSbH~gSxYjHZm)HI(6plMA^6dnwfP$=-0v#(r z2rJRsq1wZy9TDkGtt=c#+4oyKG0!=GJks5MEPNf^O=Z>tcR`SizZRPO6AY*)F*=P9 z#5F8jJm;JU+FIZ_&)mgA2$J=c%QK{hQAW&qdZ}L8Q2SCfZDphViF_bjXXR}_dezT` z1%X z{i4Yhbm*jNNB*5zkpq4YE=TaoSRABSUn|svk4QFF44a|w1B6sG%Lk`A5e4|rE2`9& z^OH5hJ7VX&PZ4(4C%5dXNq+Dx4k|*xPiFrv3YknreEnc;A@*$1fT|x$$3;9k zl|O+pxmK}!%zi12J^P%e!2GNnjM6{?VIeyKp_UgN)pWy% zj)sOj-Xf9xX|$}`QvFAM#s6jBxV*)-K5Ul3XvLXU!2l4HqV!;HoZW6I3g-upanDf|DWBbR;joB2(H47tnyfXPm^v^|m>w!6Dw@hSZIB4}fXgEyAz zmrEXe74A($;;zEy5)o5{dI2-W4t0E-D7n;&668xQD-%NMM}w5}b2skKNKPqloWmbf2jWBc!XFM*Pz`&AoPM`b zfPX;3j7I<<2~5rT%@g6v$yiH*UJ{V z!PwhLIB))t0fyxkF)l}yk}AQNAyIREd*sr)W?rK*5hyQt(vSU749>qv-_0&N9sWi% zFgsvT1*tc>;_*2rvfsTu^3B0!mTItdxIMwi9%^47aM;*BM;kn9yMkkxt(#pGCX?qC z#ud@qp&^thVP2#JpbwLpRja+A>>yW+h#PZ8!o;G-p@uX|vnoV=F^p-BNZj^T2j{gc_RLoGN*6W{gZ6N;~uEb ze}#m<-<<=8xqNmN?(h7zq+amO{5iz-2LwAf{rykNHW2QVgY@v!yRYT3Gfsp}t9gMe z<^Z<^E@af*CZF7O^*>&(9r}0g(Fll5VlOboAWfW(-EL?wniBBw=DN5&mcUc!7PqeQ zkoO5fqLUe20Y1nw`Db4=)57aslm;Ma{PJLs-0Ctj{O>=HX@Wt|bs)HwZjgS&8%*Vy zZ9*cqN9VJF?JM}ZET(S8s3a{Fd|FINC(ZLY404Mie}O<i!*R_8Le+u908P?Ht#RF+4+d5-J5z3H(j*(f$X1X#uC0i8@GkcSK3 zj{i?X$r|5(TuTNaAAcG5u8SNLoMU{5+I@edbW(|$FP=y1w{qyq5`S>`%a;PYS|Az5 z3i35LYDRT0Ba-uML&oKJN2e}rM@pwfn!LPm^1Qi9V8t`oR1`zCPQ>28&IuOH^oYu;$o>5^|AK9->B%T17dHt5En&7p^GYVJD^G~4DliRJxak+77KOF zhhDczU$X1TF^(qA$jZ67ro7iQ(et{38IZYE1M~Czk-O5<+k*By)O(tAkUMi%W3ON0 zR4&iCIF)~eUlk_fU2wRzLd`4da0n*fi_X1WG877{TJ?g$vE#}vOH6t>ww3Wym}>7x zS@eh|tqOq>z>SxJEOe_r4x+I`KcO-2k@Z1C3j=qYDc@rD$&y9Qj@ekU6A=Hw>cfvazyE>f4^5zvb2;yg z+2Uz(K6(k+9&4LO(5VFq)7`|^IH~^tDBW+jt4>9*=3UZL-30olc_t$e8I@Y(AbqpR zl@+AQ;oK9TcH6$uG)nf#&RxL5aeD+lbigk339K7kvGC)^QI!=V+z6%%mE9*s)$;iE z+JL~Au?loYqUh>Wmh48-j$}k+rE zSB%xYFqK~d!|cgCW|WEoS>woHeOVIp+w=Fy8$O`k&e*#*LI0^A3fqvP>AFaf|$U z-@5UXf3)b9(^=CXCH`CY_1w~~J~lR}%-vW^!!IWa->PUw`t>klVBnGLfA02Vin!h? zP#&;q-$qAgDk_?g1O@6AvTUMAW>;HAr+APy)dQSM&>Cb)hw`S;NKQf*k$c>y0P+^MU6K{vL%G>OpU*jGqRsLR% zEtogy4-jvGwH8Qmc!dF;nf3p56RMmySPf7TxJIyY0;Lpn%!Tp6T%SgcUxt52v9c6S zI6JByk$rMetsr`Gy(i*6qqb7)7)0|PGWn;yum^rwmuoZiE+B={Oo+ZEyNN!(R==R0 zpq$*VyDfK3oG@Y08-8~Ex=~=6Vhp(meQRJSA?CMj8eEa~q`UoPH^353winc3WW*ba z3gkpe@ut57O-d+Xy4rCbQaZnE?S38*dl;o~`KvlDGg@PxEkw2z6!P4YdK=ubumNOvrnyS_Lby>k=WgG~8LE z+}k+`ggs7iJ1QqI++$*?ya&}d;`j~*896HR4zJA)ADXI2nAolJo{Ao$S{3A@b@W=}ga*e?gCF1lEal+?%~>xxHL+ zeSN4->IW)dUDql`ygTil;M8*dOTHzc8C#(#LnBw45yiwp;b|X=JtK0JByFS6&y&H2KC#pp&yQXNKoXoR0RTlO#*=u8A^{G9J(yydD4;`TZH*HKXIJ>rm04 zlf6GN!m*JR(^a}&Yc$`DzW9QhG})4zCA}J&O|hLf*W!@LA|ZNU7%ejNRTt0?o{Ui~ zH(}0E^npryI9OyE&6AT)DXF5=al~M5gJB7={(Kcb33oNMVOByHfF%qhq7D<<9?vTl zS_!tAxiU_HgR|nI0msQRT_TsY^B8Temtkq19gFfT_8oQDQP~|;p(Oz`f{5=tHf*TH zIE+6v;Vd}Ag?2zay6mB&J*V~$!p#CiSV;u&t!uuS$w2iVAq19>Y9&uL{`CmWVJ9|r zR@$Pv@fCh1_q7(KjCu_u`1&NFG-^W9lFdw~B3ZUy3n(z&tR@9*lu9eaQFJU0m0=U~ zzEjMXZoQgD^Lx==3SP((8IgUP zk*H|pQA;f2(JzJu97n1@MQHM;vGBW}Aku6>_@);@NwYc7)lP_wwEz$^R~h$}0)dU0 zAwYJ{l16rdK!1NFE#H|n%SspdvroWv{C8!P&zc6rImQeQHO{c8`m8eVoKiLY6i$L{OyyX zDvV*XRJ+zjX>x%Qc>j41@tb)jwC-)b*HU4Zu3OWG1nyNdDA!X0w;Ac|m{d0_AFMa#I=&Oey=y;41t3DVy{2OhCgm7<+AHr4dyZXE(z=&lUSmCO(*05A?6hh zA?JcBlxs2At$i@j%{xC)Q2|dxF2-cDW-tdlKYp|1L9=%)>qHv!^!-bT(&lqZlI3(E zOxH>*hb>;)4%6yzp!q!m*Blt)^Kg%A+15*%N=UhVGsh!^@Pm@sdhjNuPEEn4fFawWCgI5J9wxH`fR8EU;L5$X=W6*0N|kNeVsI`_fvu zeByVA-Iw|0E?^2k-;?dNUqsxL$vhX=#BVrX9o%XX!&Ojvn~WBAb=C*BTZBz$Mn&gdKd z%=xQT%M_S%V+$f~7*#K%yLh%mPx?o6)yhG00;TfDMBpJLSa5o;=ZFd{1y7IU_JAOD z5B5^ml_i7JlZc8ogi*(=!gN8fgUQ3RP(@7wS7`kBQE)8#2AZZ6sAzu2%R@tQmJOMy zUZ%{-p!k`v4}BVgx>?%e#Jt*`d98A*Rg|$b^oHZ+=1jr7+6@DSbG1YSX(^i$%#A7Z zl3Q$f-q1hI8CVTib7dsfLU1aau0^MgS7uMo+0}V~T5~$Z{(McKNKDW(VUQ>|I-?2t zk-X}ZR?`6BU4^5ZRdFyScr)u=SbZ|I%av*EoY)+*Ajfg!%M=Arq)q7i$*P@(;wt3K ztXAvc1Y8CUi(s-)u5DHS80P_}+@zz?`mW`PO_&YcgxFR}k={`rO}r|qXK87-7_Be{T|dG1 zh?!TeR?~BLEfRvN=is$|%4Hu^s@vs7mc{0>9j>fA6E{w=qBxbu`coMz_7%=Rn&aZaAFydFZ2$0v6p+nCV4 zqV$3MF^1J3w<^e2E|fjF5sYEM$1~GW^ycb+%Hi5mSt|o&} zh0d8XG8fD{t2;${g>^5LCw`~yaLKmy z{-RPDL=!*L+l>K_U)VdKhPO^@)#N_|${?=QND(+7uVPAIa8S>q>0ASkGL>2ci8%A@ zGRH=1SJ7}P`X~};1Oo#>Q+itYDOV+VJs<&e6fdQfmx+6hCJZqA4I}p{$A13rsyJdI z-v?y^kMgT+S?zT4=hgR`iUvRIp)zjaU4lb5sE?$S&u>s;bQ{0rMs2IgUq!A95oKlY z`t|i@KDJLkw?Ri2^?wX9Om>2V!_!U@w};0y`lB2X)@HIsAA*m3{zYUs_tEb_fh;J@ zf6Z}1wb6B6nC!7i-N{=xPT9G4l zMI=0>_c|l=AokF~Iufi(Q_4fzXhC3K3vCZ=wt<60O`(T=%_FSn4|^y{3iq>60TGM6 zUewqSEJ2RNp89d%5tC^>8E6_FG4@tf{~T#bqol<5O6PQnYP0R`57R1$Wp-d~40AT# zb_ZPsb#DhP-Tdd>^~o$C8reLKB%>dys@E==T|l`%lX4Xx544VpUDZO;$t0$~#w2cu zb9f7i`^`S-m|-#ITk_J|0?Bwtv^LiV<)Mxu9+c2my8gz0`VEC(TFD1TvTTS+$p3`e z0KN{g^lLo}dCfeYv-e{*{w%)b*>zs4qmyLk{GkkOp( z4dr~8RJ^Z#%Y?7mSFaJG;0DcPO6v0n_S2r~P|&ptnnJUURKH5ZU5|w>>cUabYhz$( z^V8v&JxH2cwm-sLl9zu>(m;2TC;ue7ZtyO;-H?{N-pvJ=$~DX0EB=WY@dTp8pd>j>>gnlB2>zhuLNn73v1Tm}WsoTN_5ByK3AyM? z)4I3<8$`z@7NZ0)#X}~5s72)n0vHFU@ogB>K{#T|@*QcRplO4OZCWAQ%t%6ph3%@o zkvz_4p>8N<kO{`ytX8QcrdD}E;4`eOIf69LNpGXHP6S1zNT_aRw zYNpQ}+eb)O=aetK%h8R_*F6!rf-j*ZqJP$K^%0;lc@GPa2yXa%d@vZ^`*|X}rh@4N zQ+f;-btp8|oH6<{m%cfrR_M(>^jb$#ZGU;&kK8M)doq?^R<6tbho@caakE2X@(0)N zUU|(V+}B&ntK?_GqsCv=sYo{ouV=6~IlY!~YHi4`$Stw-2MxKwCdyy4IrXC0F>05g zlnlF@JHrTkBC3;-(}Pjh-Kl;vhxM2R*Ie!&1rwPNl)?Yfd6aUcrI1e7|Mne<#Z3&2 zj}d5(qIjrqFtGoDR`fSd#+de7cfXu#5RvR{xfitTC06O5z)-&Q*;UgH#e5RZkBM%1 z!Qub;q3_k1vx7jpYj~&#^K>!bMDUH%@uuj>G#DhU3(JSU=ke$Cf(;ZsbJ$ zs`QMSsC(cMc2%j=Iaa&h`h?+FUY+ATJS3#!|MD@*17xCk?i7c^LIpQvSTK&hg?9zU zl*i4ZVhtXXdZ&IKZvgk_qPmL&qm2Z`)?TD|7A5*qwVD?2TA&z38QQY-LT7$<)wvK^knAexGxca9B&n>aUGr$S5UKp=A zmaL_-$^bDkKBYD#292-6vD{ZV&z5v%B#*22Qf$!NDLF#P7j&jiy}eat4TK92yP#qI z=kX`-0ePpq2z_tv9*%TvKquTR3S>>*rELN_eAEnGK z*t|2`6&8l)^+ysB0A{%$dj(iK)K6g2oR!7cJ-ADMkWWYKgxc=4$lg22K%YN~?tCK{J-2+5zQGLxTI>e$g=2hojN*K}9O$=yjLg8JRda;**8aU7 zZ0z{u2}6oTXRzz{xr8>}_i&76F_)qhehACn-799WFgv#hDMw~JJB>%5451ZzK@>Z~ zwxOlp#hmM&5?0poy6WIDROXbTeu+Pp36Co*btA^G`^)6Br7rXMs`K6VDbXCNlqHSr z6isaMR|c*QS*rn^tLHa?#jPB_Jc$URVU`?d61W8?xAA20{RH>wFSt4I@#p1hRo8c4 zMq;&wU^^>zbA33vL{8)vWHR3H5e+OcaAu+nSYPeo@Uj_K{NV|Sc&u;mULn`SjP9G+ zY4StM4443#b;8fvcZi3m7Aa!eG!;}jKwyl@p?y=oAWP%uNg6$ z0p8ZLjQBh&fUGqo-9O@|E{t=-LFS1ad1Wqbc`F1N3UnMHWhTyrHuMmt_)+S>^^KFg z6k4HHk?WcGfUyY{E~jTe)wX%#ZJgw#@7fUoXSp5psn0d_=?3yS)qFNUpQ~;Hu>;M? zh?pfhU3U@o)DY_eQ@p&<8%r`PSKxlJBZ-Jo37RE4rVx|_4Y+$(AseN)V6F9jYP2UzmY&!st6!fvP+_~?pM^2=h zkJb@S^WIq>!njM4WDQ9p*ed^s@Bt=uB1^*eoO6z(lVPn^H#)bskN}G{@PUH)aAm`^ z=)U+&*5G(o>GBiD?P~H~)+N6_m1|FoEQVBhw|@N_?K3E^c+vy$!Mpe&KZ3=>_J-Z0 z7X|aITO;as0>8siQxb`Q8@7YsvY7mab!$nxW}{J6pEQOqINk3jQ-FQ;5jYGq+Iqu6 zhQ!8ispaSZI$bjo9tXxue~YHNSvlzPZTTH8Cq1q9|Kx2aL2tJztooE7MOx-}WqEc% za<9(hq1!}EC-(1SF6f+ni?yQvPF)oRY5SO3F4%CTVl$ggRV>AlC0|Z%F0X>~%sQ-kh13lED;`32wR{^n9Oq0a1^ z1c|(S_PL$aHOjfysN_d9wjGMMKei41h2+X#+nB*YpoKqx>+4IMF~^bXHo-Rm7eoq? zYS#F!$WG!f2@Phe^xj7L7&3_GV3rH}YB3k@7Dj(^n}59R=i9E2%xKWQlzOypZjT~+hT|)+9|O%~uB=IY=Ysct z&ByRms;99qt1KQx5cJxMo4F$uBG{kD*DHk5`0lRsEp~%_3cpM|AC^-=v|Icy)!fZ) zfQcG_cyILI$-COvRWVC;R{IvIlE^iyUzV;CzT4io8Y`tmd89Y;dRxiduL@F*ek~kk zTloFJw!ju|;SLk#`8f{G2Q=ABKOg6BpxTsAciCg(S=^cSZ`fUKFZz0x{I6fwg;LP# zzO9|he~I6|=75uCyjbpY#oR|w*sgW8%-R|YP+Edm!3BmYvpwe{c?g(KO*^sIjM{7= zcCUY~?Auw_>h0G%`D{UTmrTAbNsL~9=tUv}kI}5&RjwWAw2}qFxwP26D}XTRwmhNL zaJDe)3&PKOZpw1CYWJd2ovr*gzuEYT{*D!67U3)=-76(`k?OxKv~F~#sBk~AQK-VQ zl>a)ks$}jzLkbL{E7XHJIW}YIz(s`Tm7pk&i_C|XfEs17)W7eLND&qyyjml{%Y{B9 z1wzaGPHwD0$>L0>G9Z*g8tl0~Ws=uc#YUHpyOHus$B*P4Vr4%d{6*T)=uuH0@*klP zcDVg;7`HU{Khw3^_sy<}!8N?`?@aF?f9@ZFFBY|M)X9^r9`RvVD+2NQZM&oGjnjwJ z47aOD*S}A~%J~tOj^+qAq=QvzMK!jI-nR2?JmkP(K+xq+)-*>)YJcr|05?+>t!oVe z!MReobhA=iYL8n-TgbNkf_r)*$MPuOb$GA8j~W1Kc%3i0b7Yzu881iJ+*u#yO>9ks zouvksmEnijtsY>#o1KVyqf(8|R0C{%g5)v9wK3F`Z8C1&F?1G**^rGTf5`8a2V{e! zojXA@Y3=+)-P ze2tvo8wuM93z`t_^KUl?yuKpBGg4M zs!eCtcvHSxh%&;aq9?FdTyihvRe2(K+VuuOITTYP42PgJ7Uu@E zs^n>Q{ZjSsuUcF6dhGGvFshTcBPEXQJ+)%%8o5E9;Y2qWl|l>XMv9-7stlCFsF_ls>o6KJJibVuX}8o>W)`{w2SB6?V+{D3~j z?N<#2_N!0*m*d_E<{A@;`l^PS8svgazM=M7^*V0*eri7jwgRA%iPJ5R)o$Axz+F~; zlw*!;84^kQK{lRdx*sn>uISO(L^F`TbR;d>$~WD7n;}rwkZn7m-L6=}*w7+X?aXb} z@x9n?aHDTUbmXna8F2~^tgoJR!7*j?@h-21v~C5ntOeuWYfST{JFO6aIof21=IGPq zCRA~-9U-h8L=$QmMiP`F`&NJ6M%5M^LRZz&yR~bHrZUcw=Tb;#5@EP|@-9uF?rgq? zs}?MBw`Z4W;>s&MvCb!Y_qeSj5LqG#lSa1unPD9Z6G5};(7FAa^xK2(e<&kfw+*pY zL@?6BI%NmPKh7}~GdK;eg7U~C)%ZT zXZd(Xvc&`)V!(ke{3wq63Sz2wB%=`HW*RJJkPG$39xHf?G~B96hSF(pw?8N^<7ne|=iPGPiiAhE zM>HLBIlS?)O1vFYn|ZO=M;tdV$$6uL^wj@CGYkHb9N}?FeP!KLL$-kvzjY2K)7Q#85-&SNw9&ER31yO>yuuEI5i17a_c3b1l6Fa!;i5 zWWv1OCP@y#Y&Rr?|0a!TX!ovU5;Cs71uWT?G)E4J5)k!~y*({wDTpqy40NYLs*OV*h}$`=fdT#u!bmpMm7=-=hD+EUCJ7&JtR3 zEG4ne|LJ+A!elELI~}oncCr5uruO%36y%$RY)-s3G~fAbWMpB3&1|$F zr#km%Ool6R2y($c;4LoU?u|~P?RSV!2Zk<+pqhjTyfBn7FMMTlCmL1fmuu+-+%YUE zN*h#z%6xcHNP;bHz|~%Ek}0ywA?}wqad}(ar#=HIgNdoE@*Sa^ zU&RRfsT9i&SUSFqJW$kCXbP*LuurdbI zxa{UfaJoEhuE`8-GWs9L^&&evze>bzFHY*>kI4$2=;()39zD0?2PdFJxWY-Rg5+lG6<+D{-a}17enTl`Bj;18TFPA<;nQ!Zc997O$KUl&3*d0+|^P zNeus%X!hfcvi>q6qT zXzDIAF9HBsFW~q<#|}*=*MNIPUGsZy;ME|K{*@5JaxW zF0dZ)FbDog>9MY(we^Dizf65NxQUd1bYoJPq0W9Mfg5~xT1(?c1__<0!w1FgE>kpC zIYR~Kblf#ea4jPQ1~m4t)pbykM_146Fi?V{L&-M)Ag<9f#^&U0NUCC#0kxZgNzHJT z{?h(%kZUHz(7*>I5(UM8rd5aP7J5guT1@w*NO}jRH~OP!zMx4@g}-{A)f5>KJ3c4+ zunZ*jHyyQ#88K=g3@5#o+`yrdKymqvD5$<~oH2eS0yT9F=Toho?hRiRHA{|%I9$oM z9N$m$jyHCsx1cThOyLY&jiAS~liXFl2}}vi^jQ$q@q72+e8_aMkkKS}#~3IaxGk zEbD>@SzG^|M|=nl7u20m#<~Z_O1FKJTC4#Ll2V|eoT2E=hXfPpdNW;7=fT*U8@`3J z^lU(9rHMMf4pJ69GSu}Im_?#@8DvZTC@Q~RiHaN=rbBLUtQx08%OY1Ir+idFBg9e& z$7V!ymvwTNt;;#Q)%V6!SGyEz5_;F>AB_)^@8+b;gk_0E@8LIfTH2iQu_Wz&FWg`Q z*5P0+c=5?tI*ZTp=%n8WZujikXy?>%aG+5Y4esCvXBDsk&`1E?A`tFjsS>$>-Ps0w zi&X~Z7{z9K9(4Lfn_`QGn~ss;aF_a!Rb?bP`q^qsJRgWU{n|NHxSUWNyi|?Sv5+ji zn;>oFeU)3EB@8w7P$@c9q~-UHeNyFq+k~lD;8@OmucS!Ava*BirnvVghqI#r!v^(q z`EK?OYfC(7Vl7yTCL>KHlQ`8K@stsLZy>(uZ{fQKNi~Y-UpB8H2bI+4S}Ozv??iz9 zCAeJc?%$pttw-xx1x}*q4@h8|d|qFR*o`DQdD-EA(EEwd;n79$Pb|w(I|wCe$sA=3 zrjWm&r25u_71lBQi8J-I_Tg<4bsT8$A%=D3PJM|9parwF(jD1UB_cnaQ=zM zC79h-C5Tj`1)%wtbpNKSDXxJ&D3@*e(?{6t4pSp>q7;Q8q6_1Da7W@mUJfnsZyd$w z#DRNEtID{62|Tnkk08=JO+bCZ54n#a{FYK>EXELWo<@yFOum1zw1@K9Dl?hv>im17 z3t;y`bIs}6RF!S@Jr5Fc=3#aU8n`RF6A{m8Lu*iyi1E@F3lI^4DdZa(!nsyKtqQ`^ zNXv0x$rAQ7;%re_6Kt+gJ1z1hi<=vCw58QXRl~0ub1;ZYY3`m8rLGLBH-umEO-0l} z2g_$aiv~q%7}QOSN)KR_Z>FI?`^yHEEe72~sxpppD(4=ZYldNp2!$2&$|cQBqc#!F z;j}VI?Is4`bhl{AGnkCxNwwPqSW?7as2!T(w_%ivAk){yioIH%=Q*|hya zSFYt2T6oEaISE?qqvYzL8=D|vr7%R8Lz8Nx3M-dTSQVZ+MaAD-Jx3Hhf>DnF9ayfW z)>3o?@`xex{Mee^^#Vz1A`6_zumV&JUwX3c@A7iwEH>?8l`JWn2DSvyE|VNHV&jsU z(9xn+&@XzFhv;<@+RKmekk7%x&iA&Knt z)?yKDxAG9(Ac1*+hye^ttwDd|wHi(AYprwA5$n*1BfXPkl|N;ewRLsVYy>5qRL+|Ud%$7= z#e#G{^B?PftU8j3VI{fa7yJ7Ksu-QJt5TxJx8hGV*48A6sH>SNEp?^lT6zhK+*RGne4f=R$(HerDGS;vW z)r~30eW4)r@RlOSJ3Z3;z=XasC=eR^^fW?ycds5{O*nJJCS7I3z5*8^68UtkGAr>@ za0Q$HkBF&$ADpjaDHonon}pq}IYK17PCs;$m%9GJ<>w7L1L_SrSAfu$PMjJ%NvuZd zYBKh4Rt}ESVyVGso$`lYN)ls`d#@vhLV;gIX{Hg&=gD7d}XhO!zI!1*Y6 zbvg*kRD z{_1ooAGrEtV$ikTm^*b3jU`wylYL_(a8)xwRMi2^wvVL3384T{%-pPcMgC5r_1r^%eMwf& zVJXA-aRr;=%Q%~Mn^-Pat)fAXRR_^_j1W2KzqSOoo)N!Jg;XgCIT4H4-{c#HpK^!1DIx)t{|6}=q5N=)uSfIm~Gpp^3Pn(KxjyjOFhe7cO3o|0!x{xu}5 z7nZM$in*iWVg@)^{&B@VKI4{Mc$12KxcC#_n0-axj$P3%W&cR($N&$!nxB`Kaw-us z{B*#>kd0)Jp2Cm=rS%+YOXw8kHmxRphjst9f$XF44#A*dW7^9l5f=TH#>|J-@!c~9nj9I%v zmW$!$W^dY!jKuC`f(5aSxE6wSC1t3dpbaJNjF;`tpEMv{n?AQLkCCCR$!dsVDinh62()1@;IhKJ4wc z!tGAgVlO?9NYLP(Y8Y7MFsu znKk$M(DD|mqi7AQQv_>C=q&agHZsFbz!=A6)cr%r1=keMy&3l=H4Wmgt{=d@m`jX&^-@xY~wN?C0+D!1^J&W(#0UN(a? z41U4dDz2Z6#h`xYKaoMJ@TY=I!CZFu^?7gqY};$umm(UAq#mby;nFv`gWN({d|EZ~ z89Kc`2h-5pF$G*~rVmv;GDrKRLAKdlQ#9@*#*~7JQox%7HzR}3O6cj@mWMW#LEB>W zFwPv|f-w`qAJe|Z_~P~`w^U~YVLfg|)YBYnXB4+3zlkK1Uxv=1T87ytTPBFI_WkUR0ABxtk&Oza5?X@mVU$-*Ns;T_bkIkfF$|hR^#XBuA z0~PiWLh@1UdVVimgQs|O|MmDl&uDnaPck@9tpqnQxK6;zjZHvHFfk@v_pBd<(b)c3 z?7*>+#siK|>6gd$6>^l<%MkFHTlhy32%5d*j~$d46clh+)9$RTs6?vs=GzzPB9@%ZfxIw-G=?CldW#9Ad!=(QG>U7H_`DA<8`T62t_0B(m7Hm5Xf6 zCp?%DK}W~l#cM^5n|3wp2F-aqqIJ3Xayp%2=YfZm=^yQVhpP^AXYf@{1S2I9OBm9r zvV4o391*4t0P}*Vy;P4w$6Q@9jodTM6+hDsj0n%L zu=o8>h0?dgPvKcd^-Qe35N#?~YgY1jq{vcH-$^l!cI!pfxC4}xkW4q4OBOeH>%X02 zq>#j1S%a*6i0$A*74*94mm}`YaUh|{9#9X%E(hBT5H$U& z*rSNsoBU?hp8u^IRPj>0Bxg>cyodhFjudX&)eU|C&)+)CygAO#sp_Z5(ti#5G^1mL z@;{9gz)nv+t24 zCQY6=U2-~JGQ#~g)UF~@(;Ikxo$?V=X=LAwV1mNqWm z@VRklXT9X{BH_gCH|mk_d5i63-((j=`C*DBKpo>FAzE|Ck~@1z@HuIOem5rn=!TR-T8tTj+>!j9;PiA{Vq3;zqFf3M}cs|&WFEPZ>#Hsu>XrGjApgM zBI|Khdhe_%%5a}h@ju*Tvu9DM(-lL;fg0s#WMiq9esXd_b@0AgT(>4jUxX$N{DG(#dw>-WkDBBPT92H=;=*Q>J@cG*o3jqj`7tsjhAE zUeVNF&^M~4Dc(spbmu-^Zxh-{Y#|&3+jUFK8hoSxxuFiqrmg(J$DM|IOZUyMuxHZ# z;t@xjK69Qj%q#X`QfPRQO2PQq&dJ`eV2ii=yxsixqV511I58j7_N9t+%YB1huqmsXEclD6Hvxr z(_*W_+k_`M+|sD~qv(?iOY8Kn(STIvu_DBmT zf;&MYfql5WSkmoJIq!18wVv$iCv&n^u~v!{4b$?UmM%L2O3z_;Bn$fCQO}AM0dmkt z<@uaOlg$~|^6M2lRCDsgm%&hc!M-kQNZQ1n*TvsVt9A^Ehr-V0F~;P+x#`ta6#YG0 zpR3z>4#v)kJrF0vVB5FnBjRNS(Aos-TWTYIlHM}*hPfxDbC3k@s;XL_&()`ZN=L)Y z3zeS!8*V3hPXSR^F#L=RLXWNmW$&( ze?>H1roRXcUoO@W1nx4#%q7Rt7_uSlN2A5-sN)WT;$*p6RvV^A-k5B6fB}dXnR0IN zCEbcVa8o?sLZgi&5JD+hwmz(~CbG3uplfk3U1UIw^jSPpn2tad#$QiG!X|^y0F1#& zSKYAT*mUPrZZHJ|8p01PfOdfCJ*c5Ll$c^1BuaG}Q3XUM32&ATcI0&h*tXR=;hv0t64z`pCzaE&lp!l(baPHV4f&O#PE z!S$=Gu>z}O-+mx}@3zPQn3`j@xl=&DIK_xy;`;vF8DcB#V^m9uXK#|s7ye<}_Nda^ zVbpdol0`TKd#aK@Coq>U5z=3j;TDjgNDFdw!)h~3PyET>{Z+Rw^ubcR7SP3Had%DL zc?-P?n^y%g>j8-wjgakB|GRSaK@Wkq_%TV&pHXHJH{J7Hf?hOKKzT$M$YtnQB{SWJ zaQkB?1<;px3o$SeU(HJ!0wSW-^zIefMH?O>E!0Sq?99QHf=t^ro>RW4_% z)=plE2l@1}DXF55p~iH-tkfqo8uXg9C_nE}HVD~Qd{sotd#8dl)D|du#4>kz=A{HE z`yGwFI+MkHZ&JbNC`pwQg+%2TqK*e&cX<8bV1P!UP6>&)Ucp*V&Nl>3-dxtfIv5In zt(6Yuxt@u4A(GQ07*mR1L_q`tc)baRgcC|Opng{9P{78;xo7^=?v3ll*vPcT>GFFw zXrYgmXHb=^AKWRs0F-*t>KmPSnhD}vv(D@{Zw4Qnp`ppE7hJ^L_}rt_<-iIBiE^%G z5vz0YlgydpxnhRj#47+HkGtzznQ*Cj3jC_#=1`Gw>}rW&D+-2H7M*t}es#>%MZipK z%rCkyIU^^U-x7 zLnsqT4na4XHOXPG9NHc_DK!F>`5&i20wl1rGF>qNfR@&TI>Hmp`O?TDYx0}0lWN#H zdKGP!jThl=!@Ec^@MQ>4|3rj85T6-WRrXz(|@%@=iMQ8!HC81^-Luy zeX>NH8#@}KZJ-;0&MqA?R_>j&tR}{*EOXhVCLJZNqw_{{f6Y45Dt)Q07&kht4<{9j zHJQk6;JO%LMN(YT5J{qXxR{ULj(8D9FabGG7ke&U_x;`A8|h`L`4!403hk*J-(khY z{3C^JziU1(oAc<~l1$EzP7I`4%-AkLBooBVgxNGqvSHHX+A*FZCD;jf5kK)Pt-?ZEZ0gyeGJp&#&6iZ19hNqWcFX(HP1UE|vu<>^$!z{C(46Q`;k0fc z?r!O`RHx|wWni=Ml>G2vaa2k>a-7Os7I_cr$Q5!(q%K#>-J(Hf4`bt;4( z%o&m2DIuAlmq0IAv38$V*ejapHoI@WlAwj0SB}1BwJFXHVU=(@=JQd=-tEZN<(oeC z>FS1t3^M);3_BeW?1Yvk7N2cLt^IFu zUd?X$@m?wXZz-jX6t&%1W8D&gm_9vi6aYtQ=x57-S5R=0$|{sO?$~G0rkj=)+Nf}b z%>7}hA9>&I#*!_{F$29452lLj$alC%sL^pB^^2UwWGX!EcB^Y>CQ(_d!HFG?3n4>j+KO+AO2q|^FP{c}vL&1Oy@j6fOO2e? z^e!43;n$xn>mm$z0Oaj%FNz}DHh3WCAY=fSc)LL-pqv>JX+PS^%0L{IjPf}6CpqaiOGS6gR<(L&Ad#c^N%s<)X(P~^pO=d&H0+^ zZ*OecS>iG&!YHKSPs1p0cEdDKHNwR)dZUHBb_^NnICRqX5ab+1-lg}+=Cj-}tKp0V zaW@LuYV(Pe+k7|5-;4N<({4hwtnAZ)a;+$tXRHsQc!?RBoRO4z{`jLakRKl+b*0A& z{@ri;r>}6$KR{#wl|Z?3yzr4qqkV^7D}u?z&$f+S7&UNCKYbu3;^MJ&rHD3bBldVd z9Hzi1Qaj%_>P){+I!EGPd|^BhJDg`(MP|W~9ckKN#b|tO);Byh$h}eU3qZ%G;$tfClWF{@S8CU+`2XO^R##Wv3lrQxe1ij#((Lb(LHOm4%%_FM7wLk?zMn~gUw(Y z1slRVgoQm$J}si2)7_OQ4Yh+78w5#xB2niBF*bA`A9*AF7t=}*1sR)riy#C8gY&)SWy z3y@Ef(GKrLKzYuio~V*IE%{;jRVb4YG@_uujwHHo_6F0HHjr}+{D&LM9Ju}xgN?I_RPTTn}?mMapNyt(p|$wKjnDmQ}xI1spy(mpIqcK7tA8q*9q9gI@~+%`&_gY2n4fr>u%7t^Y_y1S)oI zYMsSGRa64iEtv4UctYn@4Snx}I1bZ39jR);HkPrr37cnVQpymphHr=v?P#Www-y$I zE3!stzZ9S3WZvlnC!0)BL_`(>;wQ62vD^wboNHTyeyR_a%m>ojt#{&$|1Z-%!d617 z<3}gT(Vd8L*ZN6EkmesZ3#fz2Y zajWd@BeQJBXV=HF{6Uc`%FOMM7!^O2%&CtT{93$GLAn2Rghz5iW&3x+pY=Sh$UZ2wa|9b_CqmmEpAakf*o4E_W1O9sW6ib`viMsvzvj~Q|wC^F68mF7vU4Bvsl6+*7I~8j$EO& z-9^OTyi5Bl((Ba{Qv>~*i%UrND=zn;6ziS=bU|>>V8qv{ncV&3iA$Wc?Y!={Ui7jG zhE`L?NZA1T2h4_=ULoV=h#>SMFU%R?!S5Q3J_HjW;EalJKgaCM*W?FNRi)|fA>kEE z53ox#8w$$sGA1Ko>WAcRG=|D)YIUZKp^Zj`sqZLcai-Aw7!SdM#BU9(?Kk3yj(Kvsdhvhk}@vLd3|^Cv=SjoitQ zYj%_t;f+o|GU<8f)MCL&K3gD+I{L#Z)==RN&I@L7YX2ut@tfQdv+PIidbi5usUR4+}Qg>EJG1f`uTFR(PrvEfE}LY2%|ie7Ap*BzPU7w+t+DHARs z#5w#D${Qi#R9pGpZd%#AENru$IAg*@Wa{z=#fwIw4n5`J1f+Kfq67?|bldZJ2q$#k z4TF&oBAMWCt)tzqm>TB!o9lm>rj>uwxYm#)$UYd11X5e;h>A>hhle-nukz0QAW%>8 zsxCjXi&B|1#P5lER9v$nC7B)xW z{H(hyHoGT<1#6n{fzr1dTfzVV_SWyB$Op}&a~W{m1b<&;z>paZ+6kCDQjSf^--QQm znnug-?t(C#fnj?kj^+$=j1kfJst<6~1Iv@-SSIxzaaNl(jNDX65U-xPa2;bqPaHtmoDIGy2W0eVqSz@RzH9H7fqNo{E)apC?2f(UU6XuKfT}VkiPo7=<$sC9wWX)+5Y*Wp zlq^OAtftvefoix#rm$E;-OLkOo}NR8(>dZmOzixZ<%st~R7)^qGJx3iW~?d#pYNMo zyY*VS4@ds46ZxYUGJx!?)*~*D^vPtJNp`c6e_GhE3!z7Ym6^@*)OK64Vt%(m4IPEb z3thB1RLtUxd_Bh;9?IsQ2)q(acAp&iAoF+< zjB58EZxRHaQ{k21*fbP63AvAoMyF&+3=FFDAE(F`59-YO40FY)vfRb^gOfM z@md#uB;*JaYUeLM-Z5ToqX791>cpSXL_T8{{QwneS?&eFc4LH&0F~=5N3-&kjY~){TlN~t9lKR!{=ol^P^QBsxdJCz2P%Cy` z3?WGq<*dag=ysQ)>mrNl#2x=LU$`3g*LD6Sx?$gT-(2v^i+Q~~P8}};d3wozBc&WH z%I|HJbreH|dC$|aywU+8d+&P4`FmK6kUk~D6~Q}tGs%4pw2t%d#GuMm*(L4R3`IgK z#pA;6;z)KBgR7&oed*jI;#W6?l0HaM+lD%3pCrDZ| z2PwO{xzawOB2Bihojux{gq)1z4s|zm2+SM+=#hnzqKXNPA-wh1>>C`gUh(x#pjqjew}$)NNoKI5b{3&=P+gx3p|A%i`y}Y=>?pn zED4yEfbhQjFY}XJ-x(eDPEpbviw!cW39xz9+?FneN_4xuvzg^E{Zx9k1*$n#Z*;ck zX1F7EM^(N8#)H{Zd*)!kpRi0tsI46yT|n5^8nno9UbY>q&tGCB=!^m@CBr5<=;QKN zpIrs89OUxevgG9-3J zAF!oiA3N>qG58gT0()2#4eG#OQSbI#`A$40g;bHX@zmut?Z00Un$0fXsGy<=lnfk3 z7#%}I5l_&U`e5lMiWf$eMF~_G;zU|JT&&-FvY6wbW9wValt{dH&sf??U3+W!3G%*OV7T|AR{x677 zc3%dXovC@NyxrO%F~AKXLm&9zdcPGFo^5E5a#C^4$A%xnA5O+*V!Sss?JWj^=5k<# zx?`pTDuP2OV9e!Eb1L|MD{5I$s-?ev8M0rtfo{_*#lrrTs~cJug7x!Nf)vqNrz|;# zg19SN-`%?|nL+Qw9YlWmSI*gXRc}tf^oO{ZVg)((u(J-HqoN0uCa!|J;eSJdONA7T z%-AhMCQ0u{%DXiSdU(Mj)wicx?6y0P2@eHB+Ne6CPQ1D0T9kyoaxgzCjbHIB%js&G zaOd;juFf~=&<8f{V)v@CjUn)nW>v;W%nuBbAz6(AxmJlinD&i z{6nn?z51^@sWt;8CnUFcOG;#~`dUUDn#Ltnaf$&)=S*jU$85DvbKRufSCrpk4lXWo zdig!d2i{8T2{0+A7@MfPMs}BMFN`H<4zvY`1=#PlU_ovnqe9ReMJ{F%Q08 zUgU_Lqp3xGl|};qImxKkST@>kji^1=s3(I9>mv{}11AReDzkrqyk4U{5QJx68M<1T-B4jhNIrz6?#kbsP7G(g< z1FVNK4$jzZhIl7NjKdU5D03*Aa6F1|&fkfOyznA7f81VD<{r=9=Qi8c9X8Uz@Fg%O zLI>!cAl?6HdeI^zK5$z?{vp8yOZHt_d`>vp1CX2DM-(xL`vkFK|M8DNU zy>$(*r8XDGe8>tAvj>Uo3K)l?256W=N=67T7^bvlQ2u1yypL01RwFeVmc$nu7MN;} zgA=!_Kr4g@q2SE&%1+ROd}K78htI{YbR<>BdeDz`zI$aN zN{vXv0D%7Vl7kbl4kLIXI~$24Rf^ReiJe_ZE!eZP?K8eNLBR6UhKXI=m0hSDEfTRa zxR}}nsIKZBb(vCSBXKE1wL;y=I>8VcIw1!1VVU@VZc!Y(#dd4q!n70MQp4hnll3DY-4tMM5jY3SL%{sH;l>E0 z6?B~3FS$FMt@?p~diqSsliBvc==^4h$Y zZfseeFN4M_)3aKNtjU|(q5Dw_eL+F)Y+Dr2W{={)4eOxhAc<$QG)YXJFFavpi`iSO zdpz1g>Y|yb17r&_O_0sc!${)+r=@f8pGm?c?IIlo(cIwL_p(b*?XINb{=GhPgm9<( zv5(bKO1PtEd*@bEyiHzIldyd1bvhZt_{*UIvEtOpsk}d_FSWe)M35R;vJ2Vc)&Mt= z2`b(Zj*(??Qa7Ym)hqOytPlDF7#Nr$rUTtGNpX6h4I8Anl+VP+JKZHbZNTX?E ziu4X-3Os}NM`>;7(FGx~nv=V39@aPw1ClMCKS=pjsOhhG1T}Ym1YD8j(TWSpY{6rV zbEoj59q~{#zuWo8M(kuc)wyd$dF!98L%LoaH#v{;j9Dp{{BfIq2Lf#~m23!wjT6!< zok4nJ&I34Lj(tkTzM{E4-iFNB;5n<0dvIT{zlGxenICpiJs9wdkMH$Yo^OTPr6^mc z19hlzG+jKPffs+3c7cLP2U~tEJoEMPAjcL8KSQW6sSaE5P{PXG6U&qaRg;3J*l#BU zv!mpq3S@$_2)k`j3UpD~=i>-jFsiqm=}v zgZuTc3}G=lic#T&13KQ<6)#N5pMxUs_|njkqG@vV^(eO84tbucm{m-?N`DqwWGPDW z*5$JsO4zJlkDk+nwUch$v3H7yE*|Va2k0;ALMbWNCJX%yy1gPij9{qK@tF_1#M7uC z{~-_kcJkWaB8<-Mhnwrn`-xCM`?5IN4Aj;2$9|?4yIy83)E}91Udns{Gp82rMEQDww z2s58MVUMyAaERRSF>vGu#VSp*HRXlm(3=PG@hPPXq!?PmnGNg{0^+6sz4C6fPZ@wH z3jB?~@l+W>Ef_Qi!x-?KtFk?c|MgOPX%&a7T0u<{^hAaVK5D{7N0#+D^)Ta67%({v z=YG`hDvwkYOB}C=fi~M<0jiEF$-WuU!g6DPt-6D6GIr0;O$jEd1lDcDHYknXII^1Y z6rpJM4$&`LgfT*ED!u`AXWEM}CeA>|E)6mD%lujuhJDWJtIq0|hGTtmv7vhmuKIPa zCT(=)3{g)b)3(nj>6||k&@+l^lAyv10=XBlrTP86@dC0s$JHVfkLewY8 zvc)c3*g}kUs-IWKJ@e`2AHBKiJlC3Q1Z51`;xL0`2E>3p4!3 zLi%PeNZDV;O=TrjLzD#kH}}O*Y@>@vsQP>7?`_A_yro%o5qi(yZ8YXuGdj9O!$=Fm{CT6Ra`p5>$Ht~R27ZLg7 zE8>yBZ6W%af3F)IC|Fe21A(O& z_~5L-#C;d8otNMBYL)@YYR99dsHZNE1u}p0vxJx$G!jU-(AdgV?Zo9?-^Y+-$U-5w zc%9u|NWR@im?^&l?h*04&Nz_$Jqs0X2QXOF_;aH@DT8Wsvv{OmHDVe;Ako(BYk4^~ zaAu(8tbp3PbY07~`IfWaapNadRBH#WXhnFvp=q#Z^-Dn@rJoUjZaCixL^ynb)TYyP zcT3CU78jDx-uNw`1aqQ#vVznyw!DT)ya}VH_q&Z+8^A-4y zBH|-_$uc;}dF;>B9g<@2ivErUU`t9YfEd7FhrfPGu@d!I3R0I%ef7H6mP!xYr%0O5 zM~A`TGN7r&?~J=T=Z-X?Waov_YM`%*2oe0qx7+&;>S~Ah?M7Et*^3qPAg(?w z{u;D_NQ!pS{&Tr~-Hp(nGL`WkP%wW^k<5x^j;38Z{;0-ytY?b8Uu z&4BCaazU9S_p0%@GqmV;+QAy+HsIb!%ISRSW5(GKLoc#!>)Xl<%{c@0DB`D{zfgO? z81KJCk<$`97QyQOOMS0D`HViKcTJQU?O`0cVjsj9FUSS@)Wkz5Lu+|Pt*B2?HQ049 ztLcbj=S^8Vp|^#`@l)+!6J%d(>(qqRsSFvmoP5B_3V zuLk9v-ou)&${l#Hr`En>IZGU^=3m?uGdK8=Iz0_YcM<)uTB{;wN!eNyx&yI-;)gzX_~=Hq+^bk7D0Q zGp}USo;7)o4PxH*ii4nCT2V`^o&I5Q-Heqy3jODZg_amLBP~hY$v3`U)Z~71)JAwX z)n_P$A8-D;01rlLQ))WKnwMF2H1m-BuhOgyOW}|D$t2Mt-`p8wg(Hq)UG=aWqwaN( zA8O(zwyKQ$1AuoJIh{5zr6vYPe-gMdBz{fd9uL)y0VRRQ2QYEx!SJia;Hwt2DZqwe zHgFXjivDTPIH=ln-ZGX^qHR3#)Ze>V1mMvFG1Q@1b4Vv)-157h;e87qq0k7LL%kK` z5wK&eRR~ov$e4adB``PsgH{7kF~cO^#N|fC84bm&+I$Q}sfL<mNajSHpSixn&dr!TKH4w{&t0q<-9X=w;z_uB#0u%t zrR=$^m~m9~5Xf=R3*cPrzQ1M!2e4AB1r9@An#!%xQ?H|UAU7!i#--L57fg8Bjq(3E=7yh<*M9x zY9)vHe-)A+7=MG9{Rmtz&{MegSVu6w7){d0vSfO2GgiDNG%$2F}D&x))<4qWG%dfoo-i*9`9KQe53t=r3 zPtrxXM}rZYeMF8;AOa>BlWDj4EOptTfGbmnNLJk;qSPKX-~`p{J- zsWz@ngG!5VFJyu+9H}uGNwV=(G7S64)su1B`EK31{w`{4`H>_(jAm^;rAjAQ3ndUN zcfq~hL{i*eLf<>TwZ=ONr(8KpRYxFRnJtR_tb;IwSRTV5Xq@31daetuQZ4f0`ewny zxIj2kn7*#-SBIMiemUE<@VWg6Bp=V^YOJ0%rlyX8FcHwIsl4}41J~MJTmIeqNic|y;iTCv#!H`vPfq}hQvi<`slHajgTOQw*Ps;; zyk;-Qe;r`87l_kD4@YV-mYuj+*(SFDKynIy`Cu@D4dTyF=Mb%_zz4`4zUj?E)jPVJpb=^+>d=1DK&4Txqz8Es?L%R3R+Ac*8CNC^QVnh$mTi9I z4>G7YC$g~x38n64Hj4fmz|m_F@f+oEg2r!JDZLKwH{^Fi4yXu(2}4-8PmJ-;k|KhL z|DSNHr|{ncgZ~k>;nPWyC-c6P+fXaAWOSJ~kp=F(x(X~#<$nW)Hl*wbC@1H-8tBh_ zRtVCoHj2?U;?)iLpOQ!m5ITY#+0`~HZCp7ZAJA;d;{CYVl~?fRQ0nwYA;M7C<+Fh< zUl09FG|5In%Lkq^{>&)R-4GSHA7!@@y#VMLP~mG+akZbD+{EScfGe4UJJ!gV`)78} zx1|-|(%KJc17OFa&8lVg>*qa-@nN3;;(M@)Bje|A9zh*}bOVPeB(>ero(+wDCQ9|3 zFC@#p9O&(?97Ku0JRFq<)}3dx?pgpdEWNX_iS8Ef-Fca*3p)(Q2gsChmsxx4ARyhs zk7~&FpnYsud*a>vx;Tlp0Y6)JZzP@DY&!Z+xz{IY+C z%RX%pw%5dtdB|v9#0xDyA4JA-8b%(mOm!t#3Ruu8zG&4{5=f?CN8xcP1W72rbsJ)J z3o(&l@rro<{yZ(l@f{M8f1R0|GRTd4Y4CSLpjq+lFV40Q6$t*xwy(5Mn$Z$xgJHpl(R(UwGns+^1L-8NAViq`8HbWfm$^p48Z%RCmD_>4}j;oIgu1w z?zehBH~!?}Wa(+jcTJ8G?!d0PdjIMnpVWuUmB3ToOvUHc5%;mc#FaXwX?9wLfQT&7 zf&dFS%|eEU|2@(LQ2Vp{uBLhmJ6d8&0>B9x$ssiPH(4X76JR@M9xRuA{^z^d3xnaF z$a*y~BQzmNxH>YjPW+cF;AE@o$(bMG5cci|rBK1jv;0%5IzE#BT99a_1e)d#p<4J&vd`{I&yLf>(;f7A9&i5elx1xZj5*$O zk7q3B?2}D<^G+~sjFS4w&NoI~O!*WEmT1In^tdJgcx`E0Y~-Pi8Mz zWCT$skPQY$6GkxZZ@NB#JNSrR_VrAk+=&qaxM<4C8iK^TZ;g4;5$!P0_xF9tfqh)t z2r3{-3VDiqZOhi}a!FnP&j)$Sl+lsZ_MKQkvAoOr6Mtm$jHK1-jGLH1APpFJAS56( z_*lEMY}jaw$#%>4>yuP|u!dn=_xqPXG6G^RY(!FFq+;TpB+4NfwJ#oBrLy~N)jkIW z&&>2L{JhwmLr-T}k_&)~U#grQm4}B)FkzkK3;+fb-vf600C?{Pv3=2jv?A8c`NL3> z5P1+d&nFnJmC?+jT=}-Q7K%cltf9lcLy9|d-Lr5#sq5(;lkXln8vP)&dNpONPffIc zktgl7zW>lBRv277Cv=?ad@#(GG9s>4@-z_yQ-4QrKI9{gqEh$5a=#Ta;8mI z0YH|^!4AFeJV*~j>>j>~oT~sqFX&%pc%x6l(a^o{>XU(ls&2Knc5*;4Gf3$f-vD7; zk!Cg)O&4(|`B!u~L@_r!XeV;F45!60WL>1%j*$p)R2F&OuX7}FRn;l`8pRY20vS~A z2FXk^R<|s}LnYgNj@FvpNY|@_rE+LufAvX`%I?FftB-B;7%u_vBCyqLo!idkGPLT+ zS+IVZsog6!cFsu{5bV#YT{gmMunK5m(7<1;MqD1b^u1InO0%axuWcT&6PD;1VZXVp zybpD~KIWV?o$BQMB{J0nHb<7@tw`_&(e)O?cG^R24RSR-5R1!+qubj3y1xYq8GF4_ z)Fx9nVpY#Cc1|oLczjc%^7Y|lYl*|Rs5JlL^6lg$omegr0GGHH&9D1+TrwW}conWH zKn1an_kr5#pC3nmwCoJz78`#2s{p8rR`<+U@ZU*1Y;LPCyN3}=B^-cK56#A1(PXYw~ljCK&04g(t9z)?T5{(U8~>V+R*50 zt*&wNRb*I^eo|2H2!~;gT3$=OIV(?c5vX1$Q9K9ne9d<`t?Z&`s}8e(M>o4B3E*QA zUEaJXH2HEY{7uRxUz^wu;pDT9%8QJ+5r&sgD=MDB8{8(4b) ztNlmBbc}&~0Wl4Xy8W^j6#lX0egd#tQrjSI)DNq58fO2F2y@aa@LrN{-kIX?hfESO zyq^Nu9>ORCp{ghy3Ilw_|HOxzjXS7pZcW77P;q}77)2nYe#JMK%P9IW$t5NJHyC#W ztp4ow+B*~9k4|BqzOr*ii8w|tqFUBOhPbqPYR9mj1|iH^0OGmQa2d zamfdHbyqO0jluD~qcKQ;_R30FL2_wf%lXtplURh52)$AM&86!3xFdlASA=BJ&|WBe zbVg;|_sY34M*n_~R_J)g5~S_Pih-o=SOAN`e6_b1`Ckq8VQlwZmOtDk`xZRPyCI1j zINdnDVq_E2LVa>ZlgTWhI0{y034%I69vwQ)(k}0I&?5QBcv@~TX$nHEquQYhS?b1v ztN>N&!f8Kf`X^W^E430ppMLNviIu3ZZ*qzgtcS8wJwO2F~hm zGJhm}RRc2ldeZpI2!M_{s>$zEmtO13-!ihw;&Rq(t6f*`Lq?_M1Y0HVXY%SIHcr?0 zr87-~oc(7|XMfoH&ylXxX6V^{!uN{aNB)ZV+>-Ems~>xbq47?!HA1euefu@2JlzbY zs?635B}sj)gPO-(I1!=}?}02qAiPTDIoDFlB5V3+GhtmoDGEYPKov~qG&{WN1jPz= zmEqpg#fNOJ?scEN#}u0@C3)rrwYX*(+UGv6b?dSw)2%PQ*Z0 z&AYl*Bq<;y!mscEf3KpBiloO0thTF4YD>2QN<4n)l+xZ&dFM*q>#LD4eC=%H=3&hS z>p6mu*nGYAgTxC7anFO8ko4zT$I%GK&tkXm0`tDalzw%MhbD)Py%5;MqGZu~` z_!{?A;S$mUE7%LqG4RiGr$j`Zk;;O|GrM-4|=``@+-eQwdC#P2mF1 z%K2TI!9n#6gQ6-KA#Wu@N5e?5iBwpBA%GU?Q^ET!ke|Ihkb)+R{4%UfJZJ^E-InkV z_V9DM7lo&dQ}k{u&DTy^~{7Gol{*UKr~y1R-=}YnY$?7IZqGAY{N#iyj z1C)+F@^#NZS}5oNPUP5eNr%);GlAKPWl1T0Y{S!t0(H89gyQ&YD^r~T8>)9*X#I7z zXnxm_^mc<(c(m)vJky?z*!P&G8Ke@@S3ZjjnkY*XR3C!H-^28JT`y~=ao_?y%i!S& zc;~u5oyieu3jj^PYwF9ibFvt#>wx-TONJn!9eZlt76oGpLc=h2`Ti{+LZny1aV;YI z6$#;<>?}hy-FIOgdO$NbHg>A9%Bf!n=dnYTnRHeq|M_N(2q9j)ws`uEdD)1XWyDn; zKz1-a%It(1=y3%-D_}#tpw;wbqfG9g)m5eLHXE!0upsK5|7=Yg0HHTHtTy`804=Rq z@1|{O_V@mrjVolw9s}uea2+uKw``BhNK7EybijvG#!*#QpkMF9G7oGlTeBN5=w=Z} zX7Gt%XDt~GXy)o!lzWvg(9F^XnLWEnCW_ob@0-wDG9fK-MqKI<)otZ?#LXF7urpR< z3=uq8JcBl}v;d7#K)DEi-QV)}NS- zr|MB>(;%cuv)%^h_OP$OX!njrG0Cr1gv_Tt$PrGsRgiWtqPT2M=M=(rk3T2v zuSThjf;0_2!t*Lv^kh{_7vje{%YqICuemT3llhf5e|T-(Km_8%U870*?j?wA-O`%!kZTXVRR#YOL{w=6N z#pth19zb7u!*(|htjIIKGTf~DYen(JgT8c5uHglD!@0A!r-M9`82EfjZ)}KYKkj2) z{+>7~DLbHLG~&T}l^#@)-<1B9DKBt-g|mIDL^CH?7g?ZCyl{W+#?ReF!PPRIh6Q^A zd%CO$@iD=0HR*AOI}MfyE5Kb;3laAi*pOJS-I= zn`6YQoKXE)Wkyd~BQ-oW)&ZhvE6-^Snjxo6tcMB7v!P=zY!AG;-WPDoaM3WMmYWNe z`eNVm*$B`EXq*NKH0QryYQ&78d%}~p4Zq5%Qew#W0_ZHHK4XgF&yZM@*N)x{$;Q`m_SA!yk7R)~h>8w~%KBbHN)|+7U5> zp{nFGN59tk3K$KGY>fx5d}v`5oMT{Gj7Pe+oYORYKb6*DqXWv$BWBf%^60;<4oadi zI72PA1E=v*8Cb8;z=f5FGUp2jEP9V(JI81}WWpAieEf_2@YC*u4Fv|#IW6@ku=_E= zHa7M3O&r|43taX}&4ZjV&)JtZYTCPQthJV0D-L!_^pU{(ZHF6yeMP<^h%*wI4+U4P zPR)&uM2(vBu|kAkg@#~M*1sa_@1K3nQItjF5G7sx5Vn&UfSc678RWlw{$c%F)w}R` z68Z@`{-;R&uONW`pJggk7f+djwb`l}bFE>1biLXO?jeR91uB3sM{Uz`2&)U4ES0Z8NpH<+SuZvL=FrS+{N9C<})o(9I+k zXCqt4VXc}TX$*ukuL=AQx*`j{)5Lk|n0MhLNOP~GoO&{rmUHN5XfRWVn!198@Q+m9 zsMt0GZvQ18g<2{tMVKS4Ot8it{diKPMq@fRV?(*jm|%B2ezp%&tm`~sMb7JmH3*!v zvgZi!P4{yB|DH#X4g&wu9+8YVL~Ph3#3G$0DNo#Isos zjKKFcG`Zri`b^oKpPwj08`dWKCNQ~{RMQu~yk`iUUIVF$$BA@H4YxJ(R$0}tUO#)F zNtjRZgz_)D9@0fp2*J;Dm(F`x=UTd8pF1B1sVNMgkzcWW1Uq6eRibeZ%;lL0X?$d+ zgnW1=CMNM*hZs~GeD{76#o3b?>+K1m0oOrp`d*&pLg_Fig8Y-1Dei2Uo*rLEl?{zv zI$g+N`t3f?1)7sAC|buXQsBn2%yCfi*x_>vWx5g>&t>3bL=^lN6T~>l=R@GeAmhqQ z1Ln_bcNG1Ht6=bvu5EFnnRe*ejYwhG^;r0TbD3C2RjE;S|IJ!+N`G@B5t0H9sn~Bs6?BO?mhQxIruluk7?KK?)=?vKril z#Th)oCrWK2E9MSy%or##OvPAn2J$f`GzRXw&U%q)1H9S!t|jKNCmtB)&-E)gL}iAb$c7M)u8yE|w*H?Gu7k9CbI2 zA{9V`(l%~8^rEN40)z9hEl_~M(`=Mcvlq7JJ^;xlYpA1$+jVi1ln)b2cFxp5AWC(A zQBZPIRiLLab$NkNBCEZPjy#1nAt9>P4eA#NpyE;_iw)Zi@DqvNZv9G<|9~P)V(Ah& zT>{pvO2rbae@uw$fq0f6!Kq~MqZ9DA)7UHpv%sN6?Bb(7s%-p!=2O1QuG-Hx+YxmK zE$aA&U$dZkAlH!`BxXvDDOW%L#+mPsN`A3_7u3IJae@E6;bj2d*&^m#zaai{?|mOM zJSn&gHvFnKxmT_hS)ao~Q@k~vJ3`g47!4z%`5>b*j5znUmhF_-n+Uh)rd-%;>5cIw zseR-_(ND00)nhhi^X9q7%Ua28ezvObGSF($4BZZq3R2%>wfad(!_VP?exvVxB8xW^ zYX3JmDEH;v3?Bgm>#ud4G+X!Dn&Z2noWlw9#eN4D6mn>QP=3!N7sRPJrpY)IJC)RFFC#=_O=~h3# zv6ey@%BlI>TeQjm&$uktPBD{*2#5X7ZgyC6Y@^ybu>aPH!O*k^JB_@oionAG?6sJ-@vZ?HotJMQ0}Xb{z)28`f|I$-`wLIKXWpfhyRU? z_6&7gF2Xw!twG~c1^aYU46vl6wF){rW_J!oJDa{n$MWJuczuQMGor(Y0pmjU3W@oP zLJ2a)%)F*s8k3#~L!)ZY(MMG`RYC2`g-|46Orogp=;ws|8|u7?2t=KBG|Q11W)f?K zJw)Syhr*3!{n0p@KzUuFSy#CUdWi%GMc-fi5C#z&sG=$#n>9!6YNFlLAKcXI2|)?d zwa!j0eB;i)EXo+re|)Vm<&;a@0@4)~S(T~@_$I!XR(43dEQVCDMF9&?654g=ecQl| zu#*B>I?+~<9W`vqWVgH3yFIy580d4pRP3%$%05G%;^z)j$V@+SEaz{P^oBdKrvC@MYZmqUGh3&vioEUH_2e5IW-Gfw3+TqEke z`0aYtzxu8S4!HR^Iz-sgOls)CpFyNRJ34g#*h1BNa&-{$W+ad!Jj}Bb?%Xrj&4lk5 zFU-_uORmfWlOKHBvqi9y9lh@+r_e$-(PdZ4-5IlW-08a)v`}B^B??tjO@84G1ng<_ z&OrhRCRm&;D6bF-M8{=E6rn#8GYAr2tFZr9@h&Bs3vV4E_e`ZklwH}gyjcW$^PDD- z6U=fjCG}X8lwi$#Dew*bIu96UvpFtS_ejQk-L~*VmgfIOmjI*?9xkaRe0}c&i!>tb zNE_@U(CM@Q+6J5k{B==tBHq*!CSG3!xdvc6CX%E3`gfL^A1r>uWmTqn10JP`AzoF4|QFsE-o462u69&-8m|9i0r(j}n<4cZyQ!((ReypJ=5 zmQXZ)@C(W-KT|bzT9Q#|(4=Ct;!R*+ z)#MO`^aQ~6TO{fMjzz=5*5B}p^dhcx6;o>qbLc|Y%E^!+#IOY=WDvFkQK`q(RhZaH zbDbMa%t_cKh@;q@#S_-^F^j0n)UyYQLY;iuw4DPv-@c1j6A%$dMpbB0-}9PqvW@v$ zgjJBTJfQpK7LmhXT#XW8<}7?X-X(bESE*br6w~rc@X12^INl71fNj@FMKgxyf*WG% z${cTGL1l{`zSkDBI$sW{eUaWk?eRw5@Xt_g%Oo+Q>R}O|o`@xLv~U7vm2U$k_KzE4 zd4dh@l;IM}eX>@diXF>r{`i-3w``Rksw9=rgY%E$l2Y!-p<^kb)Fi|qb#wMLBD%e5 zpHzP_@z9Aob*Ug20CpXR;?HPsfm)-q1BTnn6nuOiP=GeiF9}DePU@8Pfp>8iQ9IvN zB{zuu<{|EPuS7a%BG>*D^ayzzfDpm4eeXYRU8T}0?!~b5>cCepQTQL@RrnZY03b}^|GG8DCx^us#MwYk+ByuQKNxq^n**G~ zu_u|snn&F@_ED6fqh{k#Su{@@i@WO<-IDnMv4A^ouYXKJav-kK)^v9T;3mW&xe2

      MpSMIC^W@%b|0wU+i^Q3|_&T@SW3*O}Gf_=LWqSit*#1 z4XLgL0f9@iQL68O<{;1zhm)3j+WGVGEK5C~r{Hu^?#-+vbkvv+gQ63Xw(mJTJArBq zODQ4^J0DFK3@P}Y4U48~FKnuI-8NBqZ@=mYFEaT*NK zy~e3hVh{=iB4mBC%Sc1bxLkdletJi^s_r$nSS!c_+ia2lt%uthxsnVI%6~1MeSg-J zt({k!9o(XOTQ_R6gmoiy&frD>^7sA9;UVdnY2GOiN}w8-y0R-c4iv=%)QV$b8PHIf zqnT(zEpV;x2YqDT*ICdyhCtp$*eTf(0CVdQmns16jRNXfLBwj%zM-j{Qxf&f#jw7} zAOSPFP(6+I@AL376`|+|R|%4#;m*wyXwM!AE&L#axILp|Yj(IMw?c*<=jzf8jm5vX z9LBOaV&1GG&SQTkqeJX($1G;t;||eE*@T|-Fre;Cj_+_hpAxbP%vIB;HBG5`RX8x$ ziXs8}9SSx*$?m9`YdGgwAQW>u*i#5f_n4JnLBz=A#y8Gk$!2q*poi+HqRrvxl}5+k zWpmsTk8$M^25vVN^*B9(xGvkN%>|d(xAWb$;gvc_#;YPFSN@8|;*d;*TNu@; zqNS&o9#WS+@0i}e21#Y@xUuD+g5@nB`q*3lQ!^d^-8V9?XK&;=9}d_Ayi3?mU{C{( z116n(4=|DTMQ{B4LF1iWSeVi$s&F|xmgw!icxk1uhtCBYJICYMvA`!f;;^o4LLCsM zOEh%<;%23`=9z9;6PN z@*vd_0*4nWlD7zCqS=)={X6MiRgQIS?*d~CX;H-yjWntal%Q9Q6A;~@CyjYZ0%ybeB!wx58IC91S|oZR z#DV-sz9v@PJQXhxe_RMS4^#n5v-UnOqNz@)&#s9IYZAD$RDqyTSvnT=0V_3Zdlu0~ z3Ax7mob6WJX|gGoxggNGxOlL)`I;Pc=|EfH6El{^O_mIIY&1@Y-R{zI95co|DxLEx zLPjol5z1OAt%RKfWv%HGW*KHZ(0R-kixf@&$yp!+VY3Y(bmda9>`zpVL#A%|V9b&Z zTTWOS>V$LaXt-36{QDg@8SM@_WxZy8SZpgM78?-pIJP_RC#4m1kg>B(B$PvKVtAP= zu)Ze@$C{#-@Hv2Ww~=5dDj5puCP7}DV+LSS(w&(0LEtq~a)DPgo9$2hofdDK=(Ny- zxUvV#Y5!-)t>ko`d|EF=$x-M{9d`%&VkMVDf#_6O5KZTFD}FQL-B26uWENlVb-1S#(y+~Tzs_&xt6Ju+0`!+saF}n7b(jUeyZOFOnt);eI``WB z|3_}jB0f+RlBvF$S5*jlrPB+YH5I2^bgQ{=LKw_G&;K-=q#h65#GwvpFT%o}?lUNk zZtjji&L9BwA*G~?+UI`{C2$h@F00T#ww>O9?S_UyYhr34SI;7bsCBwhs=tqImU{}3 zIY@wy7jh|FOfQaHvc$7Zb0-1*-7M#H5oc(KrB~l@y=LAb8q(~}P<<@;Mvt%PUfWay zZ9da%pi_^4j_B3Nblnft4y52h|AJGExL;Xo(fWDJ8ofX_Rm6qp)GkNWks2%c0)Shf z7+@dxB$)w?FbDtap)n_0E#IJU<*}rb5}U?ee&xmDO>0fO?K}tuAbJkGZw4}FhHszG zE`94YN`5S-ha1Ce?s@@w;V^d;v&)1!@mOkCc3xtBj9Y?h(Q24CyAE`%&=K71{RqnRJ07(MBiq?%;PW( zusq04qcWV*h$#Q%V>IU?Aop-MV%wDm&aVD;3_BeK+$y|q;UD;w|7U#DxG|(xR^O*J zVu^FI{Ch}r{=Zb{Q2j&gm&m+d!3O0{^}~zGboGOy@c`KwUl?$%`N1B>&Wl=rplSyM z;OT2EeDSnqB9(Ll0L*NEy*IHB8xje#((&469r6j=ya@W(KUGE#n-9we2G7HIr zKOHN{BoB4!EYZeThO|{ka)Q38?H zQ&s9&m1RHZ6umrT)h56Lpse`+KtaGnHjbE=7wsx&(HVs&{$A-oAg+wX!1e?T@{D0v zf3?G@atW{?lLLvf*rId*f9XZR9Jrxv-|hAFTl?SkPi}OEwPXYY0Lj@VAOl+7P?P}F zc&s=$jlS+g4`Do33|i7@WQ^Y5uGJ#!F$>+HQDv0?LrvM%1)jS2#0$UJ`C(v~y4XLg zuq&+6V|5*cd^=0*s-~o{jq#fJYaTos!|^XeCVab+4qAcsaZ|+jhfHM!NSL5XU&Ft>&{SLP6-f^#7sL zMhw;D&E|IUscc-}!8h7S?rKy`bM(qx4O=IAhxh zTyQ0=e3eObSph3G%4_VufO2JM4N9OgWN{8PhajFZP<)sz0CYfuqlZCK5+QuZqU zMzp!TWb4Tu730p_TTi^vW0Yr=&JP6&vxtEL5$oKw5<_=NML_v+Q9|rQnnRP}+oU2o zA9Fdh%@GZHIO{AyM#Mq6@eIo4bTs4D~QLhL=Y6z_)$ z`lypsR%AMP@x)xy+xLvx-7~6>>8y-uFBh!YDr%lSBEEHidYk78>#@BQqfA8^G~|1Y z_Ck}r+Hp}YHh(Q-xZH!kgLj~#>VIYmRE}%_V&7+VoEboc(jOFn&RS>`BV+nfAvlx3 z@GX~2>;})?XrU?i?)LzE$W=JVH{k<#q-Jp!Z(j?7CC>7r-wc$6T=xItnVvjy4%x^@ z#x@C`)!?`F75wDwjPNBo3`5NcSh%i|)B3X=L?Od?7}vg(Tly8q!W5LgGG;J1$G>>W zV4Vot_vjF(_LSUe*!x1rR7f+J&#p>6?uop(ty|Zvp6i_Nncvm)c!Wc<_ry0{s zO22=10lMZ9AK_>IJOO z%lM%rNrRcU#;e}}>bt+{HA&!Q6rGnX&NogARvr=+J(k{+1FHk!ZNq5;!(4C!kwmpJ zBdt&03RTt4A(4J(r8nUQDgz)-ZiF^<(lFOSoRhXY4%Kec|3eN!j!W_f0re|RbF!38 z8(}E>iP)TZ-*_Rx0{2gER#|GN1cAku|2`Q|`Xbv-mC}X zZz~>7hQE54nFhNDBPIGr)v7v>cOOSIMk%D(Vk{uq431KAkYAYKPQGGqNwC=qM6*?5 zKA5G{U3%JTsw;D(xP-Ow*n?RW?0LQXq}YD(hB_u)pnUy>6y)349`yC~u#yp%68f2i z4O*K?w~PaM3A6vndseQb2We-l3eJOopO=!LMH)lED;WJ_*GFGKO4N@K2>}My41-B# zqKxs;fWPvjM;j($>fhppGQy=vW2cXXiZ|j;A~Mrr{Qw&r#Huf@!*7=Aq*sOGdmYai z1y)p`Mu!4QZ?^4Bd50b!FY|~*qU(o|a$*yzauYQq=q>$tOX$9c)V=LIU=J_yq}U== zuBkXM;dViL&*hrS@d`Y#Rwt`uTS=)FmW)=hstg@rW_K{329vZS+LiPS0TL!PXjhZc0E zY8MtYdy+D;mTk3l!RNtA^3G9%bgj4?$bYpN{%o!PB=^ED_xH#d3KO5}U2f2`mUWS( zUQR7Uo1n}GdBWmyl@X{f$xtvc)EyS|AVp?JO%(R1bSDPNhHV*2rqV2iaz!3V@CzTu zgEx>3%X>A&O-5A$Z%ccu5&amh=Qk}#n>S6WD+Qls=tK~mtq4*gVkozOveC0LxYrb5 z7lK6)GB$VF`}J$th-Y@(F8EWb802PZ37Y)AOK#p*Az7}mq-of&l?G=)Y)m?!v}P*5tL zI6j$cBQC+N5UoTUw@{VQMe@N`UnJ?TrK?(dw#t|?W z0XA5R1W{;>F|Vb?)9`l}RMLBvl;m!XyG@iPbPL5lnb)Y8)}v#*PJCJxgI_|P;o66G z(m0lo47aAB^%8N#b?k@SM#BsYgJ>qxxe6EJn=GDbz0Kg}FwN*skT~NFA?3m%P4QpS zrH3v6lE->c)BaePBe)ac-DjA+*{qlm0_6%(@5R*?^o@R=1FA5xol;Wmjhl1JVH*J4 zzK~Nxqze=)WhvEmPrNhrthCgNxcadUgp-}jZUs;5zx-gw@+74HQPj0;GUU1CJf5?O z0ddrLQ$@pm%*gdeV9XO41$1iE1jarzX6w?(#`wloE7!Z|xFo+$_Je!Xqz30oO#i&x zM&)Z11f4Wz;*^hoWUX!0dO+zT<-=BOXl0l)qT0(UMA(QrgC`nuE6#_9r4L6oJR!h& z7+ErVU?Po>AbE~tGwm%xlcqBs`2%{dBK<*n;s+Huy|hG*|HGNaoBztxj3-Zz^k(j9 zJcgu>aj>9lDVIz;h)OQ)ampxI$BeDU3pk7c=v>}BqdjD}t+H0j#I-SzU#>rN4yJ^~+wN1o8l=R0m& zIbV>|`Z%JKc>cW;OdCT01fo=UxlC*Jv~kdpxfABBCoFHb zP*3T5=ab>OxZ%2EpQxMtJ+9nRxKP#s1_=8toLc;6I8s0bbV5`nCmXLcOG3{2;k~a zx7I{`h{`l^cefz2ubk8@qVVN{5*$){a?ys$;>I{={vm5A(p&M_VCFaZlyLYg2Z=#F zZg^##69Qu(nyMTo@=U9M4nr_`7z2At_0a6_0MhhdQ z__BN_=+}n(d%EdrJ+IluikIbaU00>2sTjzwa%JG}iK-~kq1TQXu_f}d`FUGI=rPA{ zrd)S?tmpBf!3?KGNhlEfNJ4b(Z793@4HH$#m?=wMD$O$kA;IUAnB~J@rbh)%JUhOc zcU?y=6-?)^>=V>2-@(v<#fvpAsFAG5Q91dn)%BmX!egb{V=}@i4S_0l)kyg@YNJ?Q zMTJ&h$(nt+*0p7!XUr9D!=av9r1c>Gx)fY9T*I*}=idF&<}dC?1p<{6;2i6-WxZIu zgtZs^tG|^3z5v;;Y;c3sGPgzU6vj=2vw|Wub#)@ZTGOo>o7|f(phC<|r%H%1cJ4yf zUa`7D?K_YgSbk1M3%WEgb#R^GV^;Jf^PNQ2`C{pHAZaMDI>s#D`1E!JQnmI(`0&qG~j5fWRN;)yhEa* zQ3LgS7{Ry_H)>S2MP-bBi{H(I;9U9!<*bEbaM|xf>LlPK{qQkp#&D!mu*O=4cThMx zLxlvXWxZ0W)R?nwyP47v=F6&RIwQba&}Yzv@*lI~rSo8_=zGORHAe6zL4(*qg=`Gq zs&fTY@dIZ6^%;{mDeset*$4QG2AL2}9C)w82P2rKMGsm=$PiA?X@}}ZFd9+AaK0`m zRWHP-Fq9@d=B&}Hrcn(b_D#Q&RTL{yL@zp#v=c7;Kp$_8Fy#*y`pRr-Y4`(S8jIHk zA`xDg753Gow|QUg~=lf=N-bR?b(8G4OU!RV8o!JQ#;xyXpB<_hf3EG_8w>AVmB+>bxR@C+U zqfa}!>8H?Vcat3n zOXGFtN?Def%!XHn-{Fp~`@dmYt!H;@^u*q4I=w69;C#n|s`&Lh)6U2p?~@ET- zWQiQjrA$hI80J|NuyUVL5O&w#yDg-c=ln=23mqpZNA*`yTRa{wl~^ zQ7P>g{`P47LPpgj;_c5Dt0_`AWgcb^pqAmZBN6fBqoP#LnW~5F+)?|5(YcY-5o+af z>u2uF?S&unsbA4aB}@&(xk1sG^{Qv1utSU-Y2ZQWHU2l0Egx6CwTcTiFUqaM_X7Mn zM0g@^+aCYGQj$!;Zwq$LbRL_NU-anJ;XvbY0ih6G52Jf(mfeZ zV$u|){!hOQR;bIaU`jI9xyJIkF6%G|D-;6Pl0%5Pol~0LeZw@1;-yhBNSb*2-~!e;z5o|Gf0>$QWbU79SbTg}>uD>M0O=?LO3;RolD3dlC# zS+2zHsVOk8hstD1tOR(AA4ECMQX&p7X*1?xl8qA;B!oIWSbuM7bL1|x*-Cv++*`m9 zp25`@t=!w03j5m`486bB3s-0!iaSIF1KK5ylt12Nw`@3j0 zR2AU(;5rTc)8Mx-)-U+e%B^q&d#?gbBVqntk^n|LUaegNGE*6)&$dXC4%?=BACn-rb4KXP^6miW&3_|tWV^G=woahVY~R5l;bHBd2o4DnZ;(_ z*B(tFfTq$PHz90MA0>RIT{9t46c>4BK>IDzb`?ntS=}5asPhtz5ZNdsvHALeD<-##8J6kY8HhHeffXG_9m4puWfBc2%iV? zY+P{6)l{x`GA0faa3MtOXd%(i*4Y(LO6j=Y$; zkQOb-$l7KD0ee;s%zq^}|5$$&t2I#4<~dP-jHg$^7fwX(FJbM$>Ossl5D~O0?!&UH zhvhy-rizeiRX>Jr7<|=?)>)Wt0@Us|V%eIstX|x!lGu%v$^kiV))V0J_#XRuU^V~ign(lP9--!7KBxKtt{740_;xO{ zuj>>`>CpGecQ$x!W%98(DgKu6enF{hVd+ir>A8Z}&CKI@Yp04f#mOkz!^iYc4S z8cjvufabA_Un)aJf3XRBQ@EIk+X?zSYx^g__B9|}-GE&$X&a6iVBOl3Wy*xrUsqI0 z{PC!?YzH%5;>h(EKHSc5P??0zZxG@7KSFt$_4P;-3ywas?9BB^}}46<>bCJR)(G&$uWXf?WMdm zFs}JEzr|k-kLp;#?a{~${xK?mkocD0kLeoKQiZh~_gL{FrNgX`71&Wv zi;lL&!n)+;!ee}CUtWTTOyZi|ZUY>0?K8Mn8*ZZHigqk<`hJ65;{?zE$4nF#TYvHX zL_HIuWrFlJYN7>ol3V~%OKoY^DS~%A{3rd)*I2!__AWGoz`u^+q*HZ70hX&3d@znb#KvhlhwkFn%1+MN+XQ#$b^^@VXYNDA^AyZ}fyH(=79;zGm(c&V1dK;1=1#X{K z!o*YSh}Rs=*N{$35d)FcFE8!Q?500_IpokWX)CMq0V{3WKo)5MzRyW!m2>P)9u8^n z-)~Yg5THDiD!}Ay|?4}$6ZMc<0dk$q@D~Q1|OA^XJu#$gI(D0uRP~>cVqL6_}WRk z4%0&hK5J%@FSu^x%g3n&;|2d{-FXWBu*SgxLLLElx!QXIH4dU#s5I|RTpR2`T|Jakeh7-Co{Gj${rR9Y{#{5>^DSfPMFxRc^L1iR zaZDnAv{6I;9LpMz7H?=QoL-Sksv3$>j*Dhxx?CUv_>*^NjaVbH@2bh5a-hqg#U?2C zv}v&N&Qf#^4S$~6wj#)Jw&)ZoP3-eOYIUKJ?;X7+tBQBhi){oF;-|2MsSr94t+*Wd zDkZn|L^O13^=q+-MDvh7r8`b-8E61`)~8~+W2IGedpcz!3JkXLc|-c_roFw9I! z!UQIuyXlm_`qPi;W7@%u2sQG_T{Oe%kV4KpD&Ro|3NcZL={<_$1~YXSYam6CE?$3i zF6%m1JDljN)i3-+>(s*qy*D15C22cW%&wl2Ln{f)3zh z#BEz;j;^A|vEfW`iE9lM(t%!c*%a)v71}Cr5veYOzX%m^I37(7nF>@MX?8=SvbOzZ z`J~)}$%`R=#xSNw;pQ$X&ht*P$j3#cwggwY!iEfC#QFU2vn>9!Jhv^vjFyy_n{sv( zW(rEwHUI1G2SJe=OgC*#HPM-}jbGUB50`>Hd~y7!qRd(-k<_HQi$uGv$?)hd0r7z& zJ9!xujRcIoeIcmi=KdtFFRDo+)G~9t0&0H0V_~5jvpf&vFQ@J#2vWZUPmksRNnhk0 zxt&M!Fd&W^8ewY zDBEpcA>WA^6Iu~eBfS>c^yLrf)geb;`M^zz@=bK_TZO@C{fw>B-8Hp{j-$6Zk5}7;XKh%ye?>88C&FVu z3_cal#OE9heLgiVvMSp*O36Dxn$x}5j8+$HYvI3hq1*Rma9+91pr@Dwu+IlKSVDTd z75m44LNRujh3VYoL@MLv+Bq;HysrZQs0$o4=6rUJ59T97s?iu#gDUV{15Aeg;W&7%5kKg;f_x`(91#+skd5p+U`+A zyj?U}Hw2~RxTG5*Pvgbuk26&&D{ZiPK z4QVr~)Upf~A7ZNIX`P|I!nt|T!h7jssI_VIzPo(!=%gZ)W+OMjDLMw-2q+bh62q1y z=IhiyR+8g({c!f`p`)NCmwt3$n;mP}AyC2MC?s}m;eINz@a2>DR&9U-sv5!!bCKNf_}u0=z30ZTt*q zM(uPk!wKHhqPb#OncSrR7M9C2X9*Se`9tX2D}|EE`s5_$Sg>c?wHVB+#&{Im-fx)V z?!c1N6o>H!uz{gIgYwr{$>{9>#Xsj3XDqs}Fc1j|J;Orbw-^W6s(D^r5ntFKNSSM} za6CGZQaXV<|7{@Qc;8E}x-T16*JE^j)wKRvnPn&(Jq_SD^x_6hP!UAnskOn~JCKnj z#>cnWHn0A)B`R0{*N$^VDn#~2OFQ>UH>7P2rWq7kK;otU)9p?O`sToI0H|b8@iZRD z2Shy;Dwq|0vj9OGrJS?spelnzFlyjetFubIuZ-Rqm^xVrB*oFr29mtJg=3NtR;LnaHLZ(QvKNuT8`<3p@%&i<4C{L{_ z8-Zrwi#Ny&pFQ9?Da-m2AhC!0M@|s_&w>f3A$O;8;4!mVSSA9*12;-OsrZ+hNGg}0 z`9Yl)nMc#tDGWrzeMOj6w&(E5Hm%%z4yh4!jwF4fZ(w*DLEguSC1AX;iYlwDn509- zt_Pi`Fvx_HpdR^s7ec;Swcf}AVKsfXzOk{f7ZR9i(aCl#dfNp-lTZ}i!13%QX?r5K zTKs^%BSOsf!`h^FH_#JySqyixjNpOB8VRhzWTMJewRGrDUwRTr+<$z3htS4epYjw- zyoSSjd;L4S_63)~7!^hfcz;tTl`m9re?&{10LG?J1)$FA?(bw2Xoyl6Rio-gS7k)S zzKKAcuUOUd(Lz%28aGo$Bz(k%7gP&~$xp7OdHL&MjZQ*Y#rdy;!Z%%SXC8OC2(k+AT2 zdFGp!LZAA@@?rQ_+C(4XfR*NkJHgW=D&Gy;LSV3#8S$!+PM?N_S**!k0e<=fXO;l& z&DoxBsBaj(m8@5?S#@6)RM$LwhwtQiS_T}8-FW!gLui?~8ekQ7t}%>_P<;rJrK(8f z1Fcn*@T?Hhw++VmMf?BkwvZOy?&#ExkTck&-RbFg$6egrG^(PIc-MNZ%9aLgl7Z&} z3gQkIp1k`|7<$3!M~{FKK9i5gP1WVL#p<R`e{Fj52lJ0k$ zo`G;-$Z|eU_eOG~zoC6rSc5YBr7DyF5J-Bn8v~GcA7SKmrK_8q<~`n-XC)ij>5g`2 zG}xRB7;vCfx*264>vQCu&i zWLdMIn`edLWHqDJ)dirIB;^8r(#0l_LA z8(fdo!;)oRHv*8TKNO&I=)WUcq$7c{#q>`vD0S%m_o*M&V2LATuU@c$f=wfSe1I6W zZ<_H?Y0ZJ8zu9M#GTLW3i%y>|Yo^(i`=rg%W$)M=;)lfo8tz}yc&9!CzfRtODbm!n zew|Pp@NAZ}tjbHTD2B4tO-FoU{Jxt)3Stv3TX06g`e*m{z@&mY)m$7vj2m$u!g#f? zw7Xst0*21GKWuk$FXyS^Mh|Cvy?o|AY8#IJsn6`#VorkwRG=>mme}IKpg&WJ-@n%O z^y{W56J|NBS}hJ4+q2ndrUn8> zS7eb|Ar0T1$+efE0ulOqiG*9Dj^hkT8$A(OxzxEHG{JCT2vFMJZMbG81iqh${N^=q zFKfzY7m$}&E^@Ix^WFdRd-{xtcWYG?=I(d#Cm=3u!Lx3nX@)ktNIptjMI4!xBAw zwitEods(&=<29b&rChPZ#C_&ua6X*7%6qe^8eTd93@Y?5yV1d>C^C4zZhP4l5?|^YLF#l7PbBwb0+=cH;@hUI4Jkq9u zRX_WqXi2PJpKSP^(b z0^th;ONqLeTX8ibX+Y#*^&=}sWJhh2$xPcNd}M~o~cwW(04 zWFzI#T$^!$pKwAAgaC6NraAg;8jSYEu2fjZS)ZiI9lctetnrTPPWwnD^4FEq*=311 zOr$vIvwHL{O4i)*ABu0Pl)u~N+T|XAM*;>+yj@J8m|ItAkGj5yTe#9k}DvJ|m;k<_NQ>-+a?{xWOYvlAzI{ z-dfKfu+N^{j)b}aUeit3%1=7zd|#?hD*=$kaiX=(HIN=*tN(~OgSy!8B*5hgRaPt3 z#3QdzJ#ZBff)auZzQ{9YoEh{64R5~n--lYrAo&9jMCELd(H?2&WwcP?F8)IXWR8?Z zg7=b9b~c%!=iGIJ)oM%^`A|x43c@9cSUM17(daE9E1G%O4bJ{$2;W1FWT7`86Ht7C z$U(&$?7#p30003P*7T(wx~NYhavd+p=`R~IVxm>>jP#}{!-dtOAjxMIuRbB5jvdlVBMn+}T(zr2Vv1f$wTXN~ zyJG;#z(^$Ii%d1K_I&a{i-4(nsT2Zv>fj;FMY&Z+vu?+at2rKm*BJK%+s+S2UCh2F z7ORF+Zl)~>BZl_R=DrOweA)a8^lZ0=E9g`DOQZwZ8_yDG&{Qr!6g!lYj;r;?e{_F6 z6kGg(Oe!o$?d7Z-?~pu)+els`@+D_HU|g(&B9nD;Gfr0|$ z8NS6oI=-_HRV$(acbztC zf$J>NM7(T?b=C=?^%-f{yRmOVga0|>=L>>INQ!hQ08MIS>STK<7)MVm=q#C>>bimC z_%^&yUJZF$ctRb?ksSc%^ofq?j1xB`n|B+nIK;R3>7?}zZ~dAy*&7V zby|PlQTj9hx8>+ifp(%SRM_+4=`;0(M~J}cDkw7+Jbs|x`1bVNDqSDdB~3hv8PeO= z?B28Z7emYvw-b)zlOMm?&~)Q73lzfu(u z2(FB(sh0T^wC$KBMRY}IgeeBxG6nES$VMXy4~nUME)9R}*K6V^`2OOrV)L{DphNwS zVP)lN-nYw1!K)tyD*#6pAf-SFm4k~dlRlsz6gu7eM$uOCa3SsPa!gIpzH^8Wd^&Lk z=d;SwYTD}MYI7xlU9j>|8aQaQ4Ce0u2?c=s8t52i0wm!et9z-NhIBPMl^`wP^)Zi} z;%*vSXaWghfzOX5S?j`RToJ%Zs&p^Tvr|-*mY7QUdZexSPnj1W08lXpbe|}2wq#OFK z)cJdudqL;~nL$hckmK41g4*$La_-Mm4$qCzKpUW3HbzNG?+0}$2%7r@~=nwAe{9eLzlVHdxnKV({PvGZ3sf!a=X(DNIsU$CqfCXIeiBjMD zjF-25LGDWQc#u`kPi~d&S;t;jDDg7Honi|&wlnmP*!py{CcQ&JfgHx6fi9gog~w^k zt7ZN<|DLIl;vqQ<|6a#JT_2#f4MbiM?H{4N7Q-!p~B|Cc1#Uh*+){J{=St6k?h&FEf45Gjq zV#`0M{gBVMH#EExlH$$x9|iFaVC$D;RYbmEhML%NQad4GLkjiCumEou04u-%000Bn ZfUGJ>fB*nVhyVZ?%1ISK00000002I4?zjK| literal 0 HcmV?d00001 diff --git a/translated_images/km/convolutionExample.634615d5ff7081e0.webp b/translated_images/km/convolutionExample.634615d5ff7081e0.webp new file mode 100644 index 0000000000000000000000000000000000000000..571cbb9c2ce935b74bd3a06b8b10061449ed2d6b GIT binary patch literal 9058 zcmV-oBc0q*Nk&FmBLDzbMM6+kP&il$0000G0000V0{{*I06|PpNF@UR00EGs?SI-v zxxp~+m>G9vW@cvo4>SCSXU)ufpI%^i<_z;Z+9mzfwG>OT{}BNRk|ak>_7Ay^6CQRK z_ewdBi2ockwV)&Z6aR_-#DAU`;W-7BaLzIhfyGWSkK*NbSzO;#IPy4=o-#0%4aX?^ z1c62R&f-4-ffE0D@Vwb^i+Y=P%T940^EM`kS(*!{oQMjrVx>e>j1?;)qB5*lJ`q*q z!dVuyKOylcXq$84v=I$~#hQsmz+#O=<6yBmqN!XwphbA=G9oI%iWL)4DORk2h{~~I zc|=r|3uooLC|BA{b<{SJxuL3?iqrTR2DFRtj*4I{3rFlz|Y z`gAWAqeh<^gZ48dUIy)@Ar$IUkNfyV36(PLh3p1sFB=J@8+Ri9lL{#DUs8oRY-;y0 z?p=IUuTRZJ^u`d1^{LM=>ndnc)LM5W{voT_dHohR`K6_Y!D6|krAP7dtD@G5>nBEiUhE|W%e(9XFCNrfQbKmKFX~~W&M=+FD47wTeuG?lhN|H zcgrTM@4kSI?O_B@)zLUi{}(3u+&4RVeYF2hYgkvV2zVV_pa`M3p|( z8S#Awd1eTC`qb$@UYD;}j23t6}E0N;s>6 z_Aey925na*oKfaeV6h?QvtY4)<_lo49_GuHctA_>*3HaZj}>cR<|eFIEi<=b#j2RO zqY}{U61|C!8;6MNT8~k(pZ~D*j zf4iUIzyJORe;)o>{tNqu`QP~8-GBdo()*kCnfo8?SNi||Af%(iIZ!)Rl-XaRIivNOl{!=HKO zK8pnB7sKQTFNeqwUk^oi?czqJf*Bk8%Q5xSYA*DTn1q@rkqF0XenBvfQi=fqMnSW2 zC4yvX)36Lr2UmAM;CmO}cE~Lur`+klEpd~nzz`)#TuK#fm?%4ffl_CzL-OO=oV!3e z!)vxdpn-SzRXFbS%LBOR-&Yp_W{IER5an|^z$F{cRAJ2=L$KQ)%;>JWj)QPakNPo4 zVVtDVYvo4>#&N#A%4>eYNiiI^ZG#|Prp#PP0@b}PSH8r$M7@GwFxW>n#^5;s;IG@y z@X{7JB{UYcN{BgZ$ZXB}Pb&k&dbU2y=~F@{zo%O9-?s|BLnQG*PflxnjD7VT}Mv z@s)DT1GT%62RkQsz<^PGsW=<3)V~lg@2ie6b|OLS4@6Kuw4R$@wkMjoe%yft@4=Ni zscYJ0qER)%yyZ>SfxkjBzNAr`HfmO-zZ@$6B-t&rKo}*mayzUeO^U)f zpD~a*<*~aGiB>>^WvA|Bb1J!1lK1V2bgH9p7yfpB6NYksv^uKLUH>xm%F-T66NLeFr&Hb)aw3vqw`s z94D5nq95h*ZjCWpc+4;-a-mw6U6Tk8n2Nw>lHVx--Vgf&lJZpx3((W~cwhC7i*}Ri>!_f8n^QD`?OoU(g z*NXf2vfK_?7V;xQ+j^u#fpJ!S=~4=|=0h>k-(n`;G9I>M9UcN&S0op9c9N@x$AV1J zYv`~_m?Tz^qyy96RYv43Z4F#maQ_+TN z1j`*J;MNzDv>aP^Nf&=<@O@46F5IzFY3ubVu*|l_I)f?Un;tC>^OX$L?8ke;-@mYE z{UMb!w?k(knih8lLqEVd)`R;==zCPe$GIjHxDLFhDix@OHtu`^;i>rjZ`|(<@gzHU z-XfkfTYP@UmqaV7`q095AFQi+hrP0iL*8#^4&2)vD2awt}f4;Qz9D zMEMj7?V;)Ue6=0bc*&utPZAL^PJQEzw0mljYzO?wbCmplC+6~5-7o?lZp&DZ{drDQ zD^l}WK}r;Hv%_dce=n1@AlQrEUS=F1@f5tLDix`DPE;#W^+$gC(5UXvP89ZL{Ryjo zi*M9+Dz=yb2ldF}U5z?_C+>Y6=pEJfLF!+AG3>%`TqiE!&uY~Ri)*zK+sY;o3pa{1z54(`BBQ!>i>u3n+ZnUTuP?g-AN)clKX4RoB^8rj zBSSE-T+cn|aOzf-lS@{7=8vI5o*G2}xP6ub#gJ&hljJ)aNMr?g6h~Nh0hN}z-+BWd^)Keg z$nEleP1V9xQKJQrW~Hpk6>r)W42R;2=Of}IS7f1&pjl8-{}Se&e{6*3tOS4m2jAh& zc3-8{QY-VohX>q}ysIey6dKB#4lEv7P3B-f7QYX;{9b%|g^o%X5%y-vL28>ODmZ2> z9-;=&mGIbZREW=Xdp$)&`uqyEWXu;KowSEW0HzU@4W9>eFslPi*wLUS07THw8BYtE z_@yGlNI>}`z^8?KSn@=!=|k+GT6F%dif0khiIDLWaf-7O|G)`l*U06~G!O%jsb6fB zN}(CqIKP)M?taxQW9i&FJOqFY6+ZKYza|i2M|l>6UfK zww`}|Hqwc1FYd}UcRx6G+l4TZaV*l2mWo1^>| z6R6Mi$s8sq46cb2%Nf)0aGx{uJ3m*)0+~j>Ylzz2Cy?3mvRO=Gzi2kzT;L0m2jW$B{`CC%S5;S=5wRq*Y2f~+zCv~1`S7}FQ+`@WVDEKl|3rudtHz=B4R;?QWJmu zSt9^5Wx-2$l%j!Y##oCs7%jpJ-yLP;yOvV}mDKQQzi*RK#G$8%K$R8kzkc@ArA&)F zwkhAEAn=P%;AbWiO8veJbAR7*DZv+28xs5h}}ziPWrgMnGLJm<@< zDOZ7}WPz+P91*zu%~Jm-AXx6jebVH^cY%xaa?QmE%0}7aqdGzz1`3mpxPw{V#SLfP zhrC-soQLqyIuJuYSQcn)q15hg3~;FrR#$YTDoaWH)GBl~BH)}*zIv+55sdg11w5_Ii zDZ|-c@aMd(s7zYez7mgDtO0)z(xM>Pz%zZCg&f4+Dxi%Q_(ial-jN23!tP@oz*{!q zZ+6k-`hBLMAzAqE>VuH*UM#0i?T8g9%oi7&84?Czi-e{jKc2p_ zufn0tp5s3(Nr?rYy_P+Vukt@F{&5!0L4J};evxNDh~RaFZhc=DfA!Pu-I!J!#*ysM zm^-qbc<#^nJV-jfFes8VmHC(BOzAXibBm@Ow0^vkxdvWMLUkmLi-bvn6? z9iBHNjIG|w=>&RMkL>-LQ>V|CrD{8QZ4KEhLnQohr}bgw?K*lr!!3>QTVH{Jhvx67 zryo&f8*wz3Pfg6OYb!i9&q1E!-PIl;%@2?s8fla;oLiC-g1ES6dx}Y?fDk7z;aJZG zR#n?X&RWm(r)*XD$j@B7V6b+*@w)%sss|Dl|n> zs&yy{HKj|6#JMwK*IoY7*}`V1p2G!kZxzF1LR?g*3SwzD(g8Y83Dup?v~jNAp8@rp ztck!T!qhVT82|1zHHrQvgq;oWu@iOE@E4&7j0uxK5AD1Wj=9l1R5S1*JmV%-1Xd3l zrW80l_qe9kX_QrCZN74W2rIoYkJ@1$r<9i#mvXkid+`N)iN>NfkT#YJ-fq6wc8-)G z6XX9aE{bVPpvlIpN&5<7&15Q)#e~2~xVYV8q=Q(4B)s}*O_a2z$B}1&a3Q`}f+8EC z_jgCr%W2lC8F7eN)Z}zuo3jLQr!@g$B5eurHY=F3G>H`KERew+lP87jOoV>?DW@~J z0)AG?H>L_T$GEsCSSJuL5+>G%NcGw}4wO=rurDzb=b1$|K8g_NHlV^$yeC^}lH$}{ z{OI8qr}fdO!WmR}CF+sfEedBAy8XU)9C2?e|BQF@i&z-BhY?%M$E(vq1Ezv+4l1Ad0@SP2_Ry!ROY;1aLQ}n_0x#YSj>F zB@;^m5cfNJwF02-?hZ%13xt7>iQfsuFoa#H>+;tjN$#)C7~V3jukxo7R;c4R!*t3p zPbIwPc(M^};HZuvacFIQ+53aFS`s-s*u}#p39lwbJ(R_xs`IuA+@>vwO>Tu&$Pl-a z723k`NKssg>21}r&lNTa41i%fhu7QGk z7h00kER40=4-3irEFGCXnX+{(qhWVM0bZ`^xrk4;Ui_`NiFa0Zr?gs(%^hY-zXwYi zoQCs%c20D)^|6f<4Eicw%mtM+k7S^F)8TtW)GEM~g;L}3&05?cVe;rp7hrE3z6k&( z?@Dl#zRgSthmx7w3=df_rOA;ky6QLA{3cTPawSR@ehyi@e7`452=fMmREaXyy$kS{ z;YWyOM&v+Yc^>)VjmPSo>wiz8O@#7t)!xXjizG9@O&@~4`sOsS`O({39i=nN;FEGM zLqN|b;0vPA*r+B`v1dK?)M3tOAH{BRZR{KvcJa2U2Q&-ARD_Iva?^ z|LippT&Tn-JPH^ybH2e0gO<4GW=jIOJ)h_`mpn~^T&^qHr7nsObzVq1nu zr<_0r>XxTlZ?BqnDy8jcaH?X9e?3`hG!NV$^1|tYAlk}7L8FVIUERB$6Dxv6q}OZ>fQW1& zAUxGIa#==Y?`{ZY{tu~$N%A5aiI-$ zWzleDy6|*vUic&e7&ihFoAxYB*+gVx#%61Av5v^KO&VF9m=%dIjef4{%H-`(36J(f zTgHh;bEdP}JNh?3=-$>O#W%Xte;>0tv0@@W9C10xu7i3XMzF@Aesu0sR4ptvsN5$6 z-faNS=fD9-UWV1LH|Au2pt(|BncBZCmq}O?FXFp0v{-L<#y#%MIs#RU<{GcNCSbpa zsp!SKU8J^e3J>a#cw6Z=_^u61ZruOgshsz3?j@(=GHjd5efR`qI0pwenQ%*;1a|O5 z_Av-P4i0+#!>9%)Pvmx;c*29Ts@|AQ;V{PVni$S_ z>yN_!|LWNUFa0Mc3LbwSK~}rzz3Zvp@8sa@_ti7If0xF`NVcl6L?J0&;k&_DE5`AJ zzb>PBZ=TJq6Yco})ml?M->K-59hNv-yJ2~*#~ z7y{f9lywXw6b^v|DX8!XA^|&Vbt`>Y%{3Ze38Tqf&tH(I#|QmpFP+jHlMlmB|KMf} zWQs=bI@akeaf9iyMn~z?2qmzWiC0J(sf@nC*1CLBXItx2Ndb_CzPbq2xVab~TM6KZ`(r zt?39J!`3hlE5;;lrJQ=`r>&V;-2do)7%oxAq_sC-{wOX1esOew%hxRD0qEQ&=B6=} z3HQ00X;0-3WIHs9soPOS$rUPbS;G&`1fill{1p!lKo?JvQpHG^8>Vw-zswhPDJ%gr zUwAaftbY3+W4u(}#B+2s)G~tXhigN(YT_Uv;v(`-7uy_Y&EC8LKN<=YsFw_>C$x?S zPd+Xa)FKj*RI_`Pl-i9NodKFTz|@E4tY4d0c>lGC`AECj01d?&#bB{P?hS#DRYikczD!U8JjV^f3~K2_}_B1R?ayG;YxZhHe=Auiv6b; zg(aLJm=xM>)t{c)MB;#Z&f1z5AfB{xSRdA+Hmy33X|yv`2Mf)li>m(N%oUcDJ361u zc5DMrR1*IR(=JJYG0sF^lDS4d0HK5K5L!)+W213$u}16YYzk$Gz7ab;z#e)$wiBGeV;N)fW+kxJM{LWozn)fWC+ggoSq6ki7Zd1mpJSiUVu z$v{*&v4h;xmMK7wVm%O^Xg6*?OMlBG$2vaaCel1nq6ly&tK@6)^>$CvGY*7ZX9JZd znH6KV5%`=uxOl-hso7j<1tkl>hk-~YrRVc~@wg|kIniYj-ae+-*|b<@r${J?$@gnQ zG!e0H5ob_-kaqr=Ow~y4+>EU;z?`4Y%}K#-$*SCj(@IHn`kpx9N~QX+ zcQoti;mh^U;ga`DJLA6|$c>3F&1ZF1u}T{CF+~4ds1CG z(DUZ1*9RERTj)#82cM?PwGANGgk-dI--9dRHpiPThGA+}&zU+BAFPRD!Ua3?u-q2A z3!Dz&upJ!m9)pOnHZ-$S>kKc`Km&8~@kY`xAaN=jr7XwIFRctR2L9J8e{@Z2IBb&mg;K}$KYJXPPDAV#&9`hz?Nc4_!r#Z%E zkW~nAmGrSY$%?-PH4ickyrjZv2u~~fOBrPea7RHVgk0Rt;b{u&L`s3`y7)%|;fGv4LQiCCwA}VQ2h= zW=10*c9@^Z`dyPs&C3ZWOu7X#m`h_;7Ifq_qwMg6_5W^$H%Y zMI4Z{Me(&?nqD8<)|EVwH_PXPF~IRrSnFjRZG$+8rnIAdT@l%=?_S+drHhWEJAbz1 z-Uo?t^X5$vMg4oDxkpqN^RgI~tp=-S+Cg*_y=uIDRbIa9iGYfsn#9}Vv91Kl&`T>B?bA{=%ZzH zYFA@;iS6I%=^Rh^tfyx{gLNv|uaw7VP^CqwZf>L&TSD?dw1Y@HGlq<@-A-NQ>h3{n zcSBB+2bR=)jXo=hk4v;#;P+?Z2Dx8F0W7yWIhE37o<>j^)=|CXL3q~OXITTx95|Ch zP@A}ktnKeDM2Igms^0BEN1IvBET&RVHZ@$DfUJP}PYpWWnnT$(N`iFQq_Tcp_#Y;! zRo)w7rWf2fya)F-4hrOu&fJ@;K2MW^Ysdkn$Le?=MFI!^`|!@ZaPEtSYfSF^zysNF zP$f_TwPe+!n}%`0X*uH$XFe4_G9pWL0-2M#)#SllX?|4~5~J_CP#76IjLdruoG<~N z!#Y`?wq@W?iieFf9L36`%LYXexb~@Q7w)0ZHGHIlz^8lLb5)oMIhc+dzbQ;9PbVGC zRLgBn@PA2q8>+-EUwzbpKPJvvmA8&C|^14RqxAvoH4o`owBbz!Ej{VLM z$Yw|IxlXR6gfbwB4d)Ucl+wdgMq2wbn(0T`!VFP4$6crFO6JO(<3b~ zd1)ocDjon?|HN*cj=YCBa_M2%eW=B5PCWCG*M{JMtgOjEgMAeu-{9+CWq<_{Q)S3$ z)V^K-Z%9WvO0`=UfKkNv<8#2W-A)vQp75agrL(H_BsAKOSx=(vaS_0W*F z@1ZCX5fPv-Q|rd_0G6V;TT|}9*k~ZM#!&1Zu!Z*Di=>tQKW2V8&tPjPw+-F~`m^e= z7UfJ=fs;WRY(})5d_vRyu%-Ql%$+Ir)wLW{QNOkB($X2K%cw!QS~Ap>rEVEa;InaO z*UQ`VK789a1Ix9H$=VC2L}d+qN?`j+(xmQ#uLcv(HU1n73BX&O0aP8T^?!zJGaxO~ zbyxqCG^aA@3~Dgsv_9JxFSh)%$r=k-P~GXh9vx@ z)07-jnib0~?|B~Uy6!-J-go9+BZ3#YOd@7knhUAk+Pk<*%JOjnyF`|pJuhe@U#KqP zX-bt^wzM3){t>xh;mE-nzD7ws1$D#yKHzTWBeP%h*-NF#!86oWB^_2b%@5oGMxV4T zRVsSUV)W~HF{>B=ARfmKwX0Zil@u=SIaq)lgw61Rp%gbsnNyJ$ewnew1U^W)8=Lc& z)F~vA7V@{RC2ZgP)~G1WNrSuI-R~hKXpEG;{V+Dc-S)s#jZEY3;cQ3>npne~W2YQz z&v7kV?vw+$izZZ2L^wrpA10woud5ByKJ)6<#zPD57M!L)j9*rhT8W$R4&LW(?F5i*^G_PMiF!{(ipdK>il*r9Y9sSMKN0zukV$<-gqj;`$^0!Txj6lWTrAq5lm3?(+>pUn!Eg?y3Eb?gu^m zvHZs?>z4fq%B-mNF8B}fy94qk`tD;~Yxzg_59|N9KjM8A{dfKE^uH$lw|}$u0RB1r zv-_{*7xvGTKjC|VJ4g7x_#WV2&OfgIt^Wo2CGHpf@1P&gf3APZ{_*eu{LlIa`cGIt z<-G;}H2#(UZ~S+_2l2n>U+llT{_A{L{(t`u`Y$@)sehIK&HjVjAM=mxKk&cB|D^q{ z`Oo%t{mSuX@JhpfOAE{#@;t2hkI6{Wf1|YTfd9?rL+iiXeB=Ds|Htd6`p^9TVgKp> zf9!hZe*gdf_>=!5|GWSHx;O7P zt;gp-#Mk++{lB~Z@qh2X{QCfZ|MuMe0ssH2Ke1omzZSo0{vmw3_%HT9k-y+S>w2sC zSJuC|{{8-M{=fNu{Xg)&TmSFxne89sfARm7``hk6^S{l%%l|L_qy4Y>ul!%>e&_#r z|F8Yu?uX?Uwf{c9=>J>$z4?>&9r?HQ&-Q=fzixlVf9?NQ_RHSi%C8%ZXq zoc_H3(fs{A)wMKK2fb7%aRrB0r=1bDcU;yX_C#=O^vfO<=}w9Tb1{Z9^QES)`BXN3 z9mLacy~lxarJhk3RK}&=LH{&??_5sl7VcZG8JXU>%*9HLq!0=P>dX<3_9%qA=qCbM zcG}?Lwf*V(nWWNV_oeGyK%1t?XfWrdPkD#PY3Ky~SnA*mkW)h{28SU&$w3w=EvNNc zt$c$!+r)_bPT8MZD}eekjOJC9uMcVO2h_{jijJu7TkTwibRitZ+(wB>u3xT+5^h%Z zH$=SKc}0uLc!JB0vKsM#3JxTYK3SN8~YNBKQ7w z6DqtiG>^Yjj5*Ag_qZu}fCOZJ=7c^3M8o6=%x%c6=Qjq6;*b5A;R#gp)_KknbE;+V zej>a(R!>%rmT2Kew;kZZa#EfvCk;HRJcWS1FOQM?59knuks-o08ss6_yu;gqxPG*u;obA{UN3f5 zIx*nz9TX0jHP927$h*2dWxZ!ZJq1 znOX!0i7V+T4#5ZnSzCrki^ROdzu`9E0m9+9-PYMgz7HlL=(b@tv!)8j@o1SGGKN5b zNSq9*m|Ah|xmnuE2UfQ#YDzOr1!&Z&^EKOV!EkNYXEd;dPosefs651QhS!;DB zAKDGle0v@J7t>63=Oa5=#ixYSTCiIijt&$mEv&HIBv zcQ{C2>{{$;6eVND6It+_Do}&pRk~#Ql>+8mST#DGKK1Ms>~Q&Do4kfHHrDBf_2!Kk z>;I_LQa=wXvL3LO`?UT!Ly%uIIL@jI0PdN}nl(r{urd7xt3Zev2x7RI4zj3BniIAW zk*LPP{je@U{Up!o!u}0mWlHZGpf`;oh_g_+{f40O$)?F%9jA(d^NNDCC?-z~yLTyf z<$hT5x^Iv=-L17deJ{rL9lUP-z?*=cVwU=#hA5SDe|iV1SG-_(dh`Xf)G1NV zC2D<~2O|T^Vis8UAn9azKa7CJMAL8EnE`Imc(GeTFsT(??VvVZ4=yD|<>I3NmH*NZ zk@dF%gz+f+>3DViZ-HjpDfi|ZBZRu9^#p!DAQ%Xp0AjiM%a2NK;6^Z#ugC!>W0sj= zHCqBfqH21N^sHb6T2+0W{84S1QP#MzQw#EvhuIcSuSM2x(cl;={Zid#fz0J3`C!JT zF9d~ys+OSa7-*QYj^k5aBUz-`TY%+Y=$f5}=ZAl-Lh^#|${kb&-MGRK7TecDDW_{x z0f*qc7(Dye1LenJzP&-%L$SwrM!y~8W4(qS1NZU2DT@(b@JS8>VR^6f*+7!a!MzW7OAW&@ub0ce;Td&f-|RC@wQpl`JmY^xoS;lPzRB5=4!y0Nj2QL#vj zpX-`2A!hXWQ_gb5C>+BtX)U*B^>)_nqX-@QMRH*KcZy^}&n(0$*@fC81~FQ?Aa=M8 zHujM2Z1XdG3fw?_(j{ODJF$AIlBR#_wed`~P&XSQ z3yg-hATYiB^{%^$264r4ukXQo_}YgY_mt}k5~f@SN3EbaJF=;UBn1rS;)JdOx^uP9 zwUyJl&4<>?RZ6vQrHK$y!S^*5B}^tBYmkhL=?lkOv0`upwM{UltyzjYdk*0YRK(&k zZPUK&J;YSrMu+fMEdPZkmCJhnLc#+QsXmugoCDcrO-Z;wnv|hX8hapWq4r(1zLYE*2-!u^@i|M0|7Wu3>MvMA-s`oD zW@qm}n52>>xpoBPrcI{+17(4M^D9(H4{;gMriJ*SCFXVmShWqAIoWS(dwqb^(_)yl;8Kbp$YN4GNiT4)?c>brvo}0# z^0)?d4bD2)V;n=WqYL`0na+w^BJtATk!S8I6aV!Ps*JFyF)eCHXmblcv6qGZ@Gtrp zDrI8x|LpSQ0#ZNfglQ&tb6Et2H`!4v%d(euv!Q(zPCnO+rYo8-@Lm zJX{W?02&mM(VKn!#q5HNO?qQ>ZdFF_^FfA-GV7@0{fb9F+(%+Qi&|vw3q?wT=I^c$ zL;yN%t6iK3H~k`|uH8@UC}8Mx3;_53Rd*1C;3BAhf;|D(SA37YgNoW|mRaPHlT(l% zgJVgSlv*1QlcnE3`q1|;Fk6c&?S~hARJJ|M?pkVx=V!to`?auG4GoZJb6K#yPgi(- z2Jpk{wWc->H?0BxM-No76I|ZksIVzHZS0OFGq2(%4Von?~mlw`uC-7p& zWnA-uJ8#=kJ42?O1LK((`iqW!0Q?@Gxb45gV~0ZM#5Y`%7H5USW$mfT!JhFGkpXri zJA%8x#w<@IQZ__=v(TBO8Zb_Sm6Pi#pEO(F3-)fnX$Ksc5%U{{s7q{e{(>wNl1|n( zM=I;}X)T{I&gZ#$?fHfJ5YWb+eLbhNNwmuow|Jy2>%&ygr|7n~cqZFnOr0D7AtUUph!gWS)p(^6vyyD!w!LxsLoA+mR|4VS<*~m{{Ysox*lsCubtaA+z{53Mrc$KWx zZbb0z;+AY1MdLD%81Y_z$+e$p$F@Krn?mQ|A~hd=VBIn<_LrJ(B3Ro3+VpbO%6Juy z2nPM1_7qz|Wm{L#&!qWvIj>m|xSuqD8#M#6B$fu*8?y(#m#K69`4>hJW=~>~gQP(6 zAiL>YqTzJ{U1@~Hi{hY`FY~t$$~dz}CkZ=+XoR^B~}EU6W~{0^!7 zj%l#OcZ|&W?s7te{(hSxpj7=_!URxD-pLJAC|t+h^*?I5Nu9mxu4wJUx8N=#dXwAy!Rw4<=Gr+>n3E0ezRcpj-i}fh+zcR`M>A+$+c~ar@2x=>AlKym0*WQ`^WouhLyGLrQppW%X0p3eIHdtI4RaEmYC zW!ORL7D+1C)aCzf==SV(!kcbPv(%YYXog$prEFB!pKcJ6nh!mo7 ztPV-AAp1LdR&NQPeic_`2<6MPslz9ME>fT2-rnVR*SnuVqy1Ek=HHRkBW?tm+dM=UlY1A5jnt(u`~ul;WZy1xCHMs}|s2()z>Bmz=06 zCRD?wV16S1L4z5y6&m^x_KZp`P@x^%F^MU3#HFHT=@FPNf&y=q%t0m#(z7nNB4-ikm#u zOzf1*N*iG;` zE3fH^rG%zk@>%a4aOZh9H!=T-6io0I`F|?F#)E(G2zOR@%A8HX3YA3uaoEJ2J0)k^ z)#n}j*S_}x;^|jJ-W;MfNcDN|TYOJ&nxfvU*-+{P7=Bt>Z0>PHA<>5U)C0O>H>Iv6 z;heAdpG=`bN{Fj+yI$^GoYVdy9xeBmzMPQ##us zK)sIIEdNQ*hCIOe*SD&_MXPYBoj5c9{%#&NrnU9f>CqxFzK z{iW^FEM9bwd`Mh>Ewk9(lN|4ik&y8R^BCwU$pED_*y(AoB6$)gWS(e_lJ&PE1Fp2G z9On|E4bOpIO4a0~i*nfQA6N0^U|IMI;Jw8*gpjLoNY#gz=uxi117_TRnWh4z9l?Xg zKQ9!i+yk>Q&#g1aJod;&1TuofYFqMvTFSqXtABtDY;af3M#a zeyDT&xXKh9ED#_snmEwF4YQ={gu~&>?l35JSl-z! zXFimC9|J~{4+O7|MzQ8G#YGN~zUN2RTZbU{YrC`z=7xy0JF{j%f3JNoO9!Q&&a`yY zLx+fX?NJ`~)KexHJRvnevtMS*4qP7>+Brr$Pds6{vVnXHn_Hlju|rqS0M0}MZyKxb zIhswbH1WKI5u@W2fKK7rq>`&{lSt+EdWRe@R)RG~e3dZ+u})?e|pH=2`$Ssl}r@}nMr!b3jcRlRUOkpP5j zoN$VN4JP~<)UjkDaWF#<6>03!m7Dc+V(I8J{Lu3l4jZw4QM~JdB3k?Ugjk)tjlwJG!S< znWV6$)}<^^y2g3SH@pDqYYsYBf6P^EdfiGg?~VyfYq?<} zaH093*bMt|Vd^)3_WdPa*t7iP_XT?Isw0cPJBo5Bd3thRPQa43opM*cu-6f>iy5bc zALmtz(0IO`-Y)UA6f;O7`s6;|M=rq2J0(r=lTs|)YkisZ0FKiU%dO)>@Q$zFzi9Fa zv8C|D79)KWI@`Y6JD4W_xtX(lzryJLqQd=L5=c5rWb5|rqe8S7Ey5Ou7%>PV>=u$U zY#bPL=i=du4B%%q33`Q@Yp|=7pyx+^4OnM*+&mN1owJZS36`+7XhU~s)f39@8eGd7 z+;%K?U$~KBJH6d(4B+jlVUi;H)PKK=W*Xk`RMZt2ux#NCWWdv^ghg_}c$ze{tG_nU zUa9&w`*c}hIp}zuuoR-6JPNJZSLX^Z|GXqZkU5Idc(5TMdyCU=r6rji59$-BXB&y9 z&C8MSzY0nDP59nbn4U`Y{9k}uhbV@UkCl6Q|Im79tTtgd7a)3tgvo57;hM~-gfiL9 zRP6pUMqEl@BiNc&nrPk#q*x@p}M94Px;&J?slnE-dx%dzmM6`JfTb zCU~*>HU*23cIVNI{P#KzcHXT}}B#Bt|BY~=y1)39YpMC>5zOHgVPsh1{#( zKabVl`HC4>@cA;Aelc*45L7grAvz$OKSE-SY-k1jh#kbR1d8~q3i4)BI7e~#4#uUA z2_@GKKI5|r;0+Y4jWmOLP=6@CYquT6`+PW-gyaR;KLgfOT#z(`BTx+JwnhSC2S0>ja%Bc$-<#-EU9D9ULn@idIWx)U&$;e-pQDA!^v7uKG;rD8-29=5ANY zM)Bwz{S;XdS`V_?yeSWxGze1_=oG_#3Tw{#;~D+5@)cqU{h?3EmZFV!=||V*j(@>_rv9n@J6P2hvam0#$&I?QKX77)C*a z>B}xtKfq)WjeQ^VgDZFx06!#l4`dwxvAD=80Re4{SLPl@UHWK-qjXZvtVEVg4_e$) zYtwe`Dholr{E%>TAhrMQe4HcU5{xu8B{9eaHMEXH`mSxj4Y$>NwSMouB zAp&q&*`+s*FfSorJPn){-yQ1Y2LLCR$a@~2=smLY7k8;|bYNEIpum`t{SM28^jP)g zl3!Z7miV+)_8N?MXC5!`x+B23gVA|7yT8IOWKygVfbZ9qG0rMoH;uIJ6r1^;l@yB0cV_~m zY?&K;;4HL}ekDpfP^gFXrL}0WCs`DEDwEaw!vkD zzDR%0+i`ygITpX13<9poX-%29eqR{72g?Gq#4?pJX${BoU3W(&Lh`2y7z78>{|l1m z1^G?unMB|WO|=Aw&bIHX1?a*iOH42>UQ|7)zI^|rZE6>`m?#B6aI#Zf^CJq9MwKbp z8iy*no0>CAcwCyj@$qem*mDJ``@QOhTF)mk-!(1R1Q3p@*NNC$Yn*4_CRx56e2ub44W3+Hf)_8u~% zt0Z^Wj*w!OsV3r*kU@ z$3bHM%9QOp(sk;^YZSO9BB4c%SvR^xVi@u8{RA_N*GhNiBYutcZtb1-bVN+OC9ARr zuhQ>P#)$_2PiR-{qi(a>cea~~b=l!=vK-A$=kUc?wsQ&1rz zt-COa4GQ=TaS2p7O2xm^a+3qR3_5M(K{h_HU?hB=nSD4o@goH3>)B8VD?FVEsYWqeti95sk9=%G`X|31`F5LgHAHOWo0e$Id>9G(DQh4zGxep!3(A4 zU2i)2EM>EV*Y%I4X)GSY&TsX+S|7*!RwY^7l6Nz9PkZ+zNmq(**e+XYpW26PA|0Y$PShAV4Pl#7TExJzHD zPC11A_gO91_8hDi*KaAf1FQ~l*vuOllt=JJ3`FkdMA>z6dc;NBf3>#-Sj|%q;u`7j z_APwk$h9!yJdXUc$#}HwzwGL@g$_Pw&2?%CUOR=Ael~S3y~e8OtGih{Y-A|1p`1%^ z!rO#+SKgHKZGrmA;-NfWliSlJ_Tcjm;k$jHSO*1Qqj7;UiD2-6!O~r<0dUZ+V{&1T zQf!+}PusO9(uVbMv*r6e4t%?7A)4RiL0W*$h|7_G^D*D%`lvBG{&G=1iYKN#Js_`V zNV10)HZSegW_h|KFY2_1ijgJvdYMgMKw?X?6l7<@w^q))?6`+o32&R|#YMi}A+e3Vv; zzRG@>(-d2GW(I+R5LH$EyCaDK2Q(^aKluB0hf_X&yd?S8*p{&v@OAAFjw;9@!VsYS zM2QU8J1Thn%EBk0;0+mzL1TSXWPwIXxnRToBOoIkJP1_tEEt0B;DR^*fDp)b*teO+ zv{{;%M*#gaqaBgp#445uzo)qJwBj{`IQ+iJvykcp;10V&vn|E1L$gpk~ zQ)S0lT>*sw8!~%_|5xv#wCZO{d=rspM4DMNUz6Y*hYGoRBk5MusXePT{7Ffc1N%c~ zSEsu08wOnZm`6~ zShg~{He9^$$&GuuUdl6u$_yW+=r13H)Y@RGpccLCqjoS*yuM$AS~WlXXf~LKYEk>k zHYW6woFm>WEV^+AtBCwpbA*YlyesCmdU{|QFbr6c%VzqKtT1nm1AqM0&^9K@Q%#=%66ucj<1xcnb^_un05#>dse7?+`p{ zWq)9PC(qT`388a@OV4$(({6iC^x+>sBimw}(t`lORLon{pklc=0V=oQ22N|}8h{ti zM=^+nV>w`>5Y0aR%hOm(>omr{^+Q4v0&Z()QY(ra#^X46H*YBw8WtPN?qxPrzdre? zolzlGJEQEGX95O3l#~L^&ga~AkyS>YeOa!psidk%GCG&T#62_rXnM;&f)$^XGCav$ zJ@pT+$87L&3D)bt7BL?TyN8Up$09)eB07>#S>3Q?3Wjg8(jaH&25HuFf_$f?-B^EQHEgp zHjZ*3iL7x(2$Un(J|;dQ?5O-k<-3>c%M9d(B_)8p+w}>aXxo!mY{CQKHH++Rd2HxQ zKqSV(;g3EoPhQ+71)s=4Vda!5Pje+hJ2(F|8@wG!yep>X70rr*U-#r@(EpZ#|L9RX z{ubh{>JGt)`PMR9r-a=dW{Z&nu8gdHW=0RIeQW0bg#6l~m>O823nuOy8w-`*Vpb8c}GLZ*;H00lJlSGmXia z6${tv>yy5l#$f@t(!;;0vqZjrJAB=e)`;ApL^30l=i3>0LEc>u%S4XmDzYvU%G)RF z)W6$h_;jY{Th*{3>-s`xP)>2`-%Q{qSbq8LuRNSM!^aFIjbFu^2Pj8?(4g zQ8}3FH=`Quz9Ox)-G@L@F_NQ_%RA|}%ng;_srZW6u;KndQKuTwH-GNaIFE_1dGh1E z?+GMOb*Tqtw0imcV+Q?UzKviHVheE$X?;*jTJ;FNUx&HD8$D)M1*r&)d(wWY1&xNi zUZOv?_`(gx`(c+?NN=oks}y~)3qZoNife5(f6;#gjV--@A=0w)T)koKI<`yN0!sxr~mKIYqFEQbU(>NY-yq>bD)LN}S+LLDM-usY+ zozc9DOsh-djrmRBP2Aa~b)0>B?m};o2(f}!!ZCC!teF1Gc`vV;768DaaYF;%xP4lt zZUG{{9BmT7OYgtg=~3Uo1&1Mehj6gwbr~BqSXzNjk@fX4UreyFl5Mr7w90xEL#9+2 zZH{RDrJS&`lEa?Gevfc}PIH`PlCqUBqEZcn^(ev87A@s9t)A|b;{pV-p3J=acH{{` zh;1*-3PMeSSO{b+FXmhAEK(XTso`Ni4*>jVqHV_5@D*CYAm4M3PUUwR~Lm)Se!I;i7~Y%dR^wW@;stte0(CHZ^Fzi z0|s2IIzGf1^@BlTNl@vYhfD|5t zbkEx0m1lG1bu=g%jEg|5rcj}T$Rm~9d}eJ`vd0K&s}E$9+yEY`c4MH@$QRA~xA-GJ zUQL-@d$O=q29)aJGqA+*dvgUT9OCq+U2*rx==c#ENK83qH<sZ@B#w9ai^y~3fMs&YHc79yGL8AW0V^c-`%4 z@pq9^o`U>B_UcMVw#+$b2J6*aVc=y+sDU>LOd3@)<2+KQI2Y9z8l{_AB5f?!-_eGW z%46t3pIaFgXE!+i?RNSS|{eF62i6%HhQVm4*!HF-9RyvE7Gb@c4@bJwV$kQoD37s z8areZ>UIMiHmDwJYsyC>9GRe;>3D%`J@*XiEeCK)zunS-|Iu(;F5BOHkd$&3TewQ4 zvB2-mZ~))|(;xrBy0lL2y9VmZwN)1Ruxfo!F$H9x_}rJSAxFMy@{^IG`+XRf4T7?? z;fh1i3&c&4*&~^rOaBY)fY+{xDu(ZjbJ!C-`jZFHWliS0s5z9qJFr^p=Vzef?QC;>A47YtCwbm!gX;#A^;B zNQT$Ce4D}mEc+u1&*~#C==>2R(p~gAKr+K_)0RgIQOtQsu(@w&ED%_h&*^1TNyd;J z@haVKnz~+xv(!4PfDK|tNcM`H^WS)C>@wIH-b=pp#akc@>x9exqM2U!&HEqRhp;wr zUL1fhc-@Min1{%3ht$;e?6k(x>%m7a5G{?u8x7FQyt?`meDwPGQWtV&zJ zU8r=EcbYSKLxDiqf}2m|%Nr&S&{#p+6vcqy`8XWt@1)xa2N`cBlw$Qmitc4xSA63l zRg=y1)d}Il@Z=4!Gxh<`ZTtJ6CnSs**7ILSE6I~+Y*1)Q#>Gs|S79PWn+=J7zhY5b zXTLAId1NJ4lvm_tmpLx#@>Ii!Pw^Lr3?9Rgw)4v}-pof@xc=Gkp6d#o%<(o#Mc;Em z3_$u2ngus^(B0DdBxzd9yHw0M{yB10K3?Llt$+3}X+&>%kZUYxn^PFj zRE&4tM^v>X$L+?RMIr&_XEe#XkyibA5B0!$)L#Ywx0i2fO4{BqhKJDkOgu|Vr(-U2 z*uAe?o_j_j)BW3O++(VXk2XwWet2sK>`e{5z1VCTOQT$c>9x`6q8>dx?35#ah&S(m z?vMT>$Hxz)TLfku4QF_EbBO*SVZU<*0FF??hM*SMMSUf^PgUI%ZDw^rtF)g01gS$| z;>T&$ZqQPrcWK(ZD>KxnGH0s_CdihJ_Vo8;V<{>6fw$p8jp401r~{kzl523h%TnB^ z`g8*MR1E9(JtMAdCFr*(+}FDuOflYcyJJ&7EJmqRg9)>~5fVcpyi)c695y-kAZn)hhSi&Vh@@ zsb^e2TdidVCCQZ7fl#es>C#2uqX*^V$a#rPuMN3MTj}qve_Hrg*NQ&Pa`uX+NY7W& zCOssSp9DJW|C>9k-ilnx4Fx)jH>{0W0>@I!WfRGT`LQ8;FCrL^b~1635`h6QVm2-O z!o|a@IxMk8Qkuj&Js|we8GRmBV-ZEkV5$^_#^0q|pi{rHB>J_Fn%h*gCu{%MzJiX5+I$axz3V49kynlHh54a4lQp3&6PCMjyN*zhBO38G67ZiKHuK- zPIas8k)J8-)|>BXCjrhTtek;n%2Igvq`=Do_afCbVOlgB(W6stwg@WAx`JI5%5l61 z$^~{H9^lzScKq16mZ-E-J+d3fs z61@G34tgsxhGNo>uOpM%8i;{GOJLMh>C#Q!0tkRovqBq=v;OZ)5Fx2Nv zk4o8)$zW7odrS>$YtGi-1)_@8kxlfG2Dsn2NS-qFtL>Vpg%MH3gg|%uH+`HDzZ7>_fQn!n0r1G6{VdeHMY2w~=uBiY zPg5%kfbhtvwblqvS9SkW1MIDr%*V0c^#f9<3?w$1_{76iU!U&}~o zxbVfS5u=HT3-T1}HB0`NI$_-ZU3}DC^S>8eG~uM#M%`5tz5XJMRHZ9sIJxkKdB;u7 zu6e56$<{)zqlFBZsAif(+*;GH}K%>|A=MH@ct;O{kJ-|2I+T1{)i zpiY`~Z@5N~Sf49WMmNdUhP_+Q+G}+J10DC=3dx#&V52tIt1j?q;d2R}7OpKh{RiBV z7JW67{Lw_$E6wt7eFR-{Pz(*1w<_mJem3=9<>IRb!c9X`xw66*@)O=ny-1U8GCpbj zBO;R7?!6y$E^+aJ5-xwF3_lMfLxZLnl<|ohBI(3jQH*8OHd8u zU(nAB>*=awZ3)$a36*JNNkF*nF8+9&wpVK?vgh~abLH|4Ig^c?hU$Jg%n=R6tBeJuRs!EV`QBC7zk|c{yXrTd$(l>9$&X6D z$!tu#qCb)_1762-<@)p6Ppjak_IcMe^(FsS0IiR&rf#{fG zhW-dTm`a*E|8ij?ARDBWjMMA$kL^{}W6)1qRte1AoR+G~+)d1+EzGkTkwnCCx|L|!P@N5q;!S+(C zHf{O;^GJhvq_|i1)*Lyt7eSoLQm+`HH=fOEhy~xb`;*-kH8gZSzQCymvCQ z75Fo6%cZztK%dp;74E7|D~|HAwxzS#&`1B`9WxGYx_MvN6cgOEztt&vFNh2b?G%6Q zlxxy@31^=14fw<}`_*7!DIN?qlbf|+Cb-YtVZu(~chDEM)$&#=LSW)AmN@08V{>GR zS2lz}$BRpQG4#0r@%{+zWys!R8y`0tKO|> zrlAlsuxdPjrRyc50#c2eX6Fxp3Yh}I-1YjFdqjEa<47yzpfDc44s0&L7^sE_nR>!2 zISQ7HS45-mcMF4xa+MW7G(^+uaT@*5iu~BnC-fYu5->`N+maKYmm%D+#HPHBBfIjF z&8ZoqW|P!DJsD6oX)mm9du{j_W3T7xQB^n0Jim<=WqM=l2r_q-k_mB=%m8w7We&C+ zM666g1-wBF9Z}6MK3~Hf%T~oj_@dSr=8_sT`{v`=P~%+ ztE>N^Cs-86pwJsBNBYNWoS%3WYkO-4k zuT3=ks0vTk6^`9tV9<1$jFcO4IM4$}TD&eE4@GCHG=1B;y{xq;%*w25z@vZFFow;{ zY`AA|l`%E6o_FE85Y>0sc_o%PVCkvxPohNFv+dOT;3XZ0bezB{+t3bGAFeomtvq3` zMh0Sn@5#Wn`S&wkDf}0=9Yye@Y@11!ui*-CvNJT3vApt6whaOnp zwxiDH2X}(Kks2mbrhk;;o5j!f$(<~k_pU7=Bq0|qhD3!8Zkj+RDpg8xUgD{LDY63) z2-U*(GbWauA0_P0GN~>GbwGE-cPag8R%nqhXmptxXSI_hB0r7IHEHPrW5nuN?IDkt zg7@tRD)N^YH`5c3=AqKfiFY@oql zd&T43PuwNe8u?=6J^5Qv#7XdC!hqB|bf$qAFmfP?1RTRX-JERt#=W%fDxC8llPVQ# zjeCwboO39TK)k}y74wbjBO?onW_=?*V~IW_%#$CgFw+`Y&2Q)Fei&tC%?*cP2W#VnQ&k4zEc4@Ihb-G}(kHD_50x|7Pj{ z5}LO4U1wyN5QV44?x4d%fg{KEyEw3rc06|01a*{T) zQvF`b&f-eLmND?)M;ZE&3x!H@`}da_?uwoP!Z-e`d&Xj{{rffY=uM7KespC|W3~N( zy#(|>x*yy-%pDAGCC)y0mAMh{&*L}97`&?#-K(ywL(&A; zQL;xLcm=jGN`3z17sVlvnP{KRDJgq*P&{oP4EtluZ#+XuE_ho^Li6aXvn4DE zpbb?mg^M^)7|SayD{t6PmtSpSp=dltkI_egkjTp*X-Tg92{@vOPJxe-zbR?=VrHC| zNPTiguG@9@pyV?yhO=_~EH1~t1^kgo@v~^w0}a{pxYo_i20o{*OtL-AYcRhIIBd5=)TSl(Nf zpvMl*Q&eb-{XKlX#8;c!YZFwiZ9pl*`WmXf-&RyfyhLOiZ(B8k9v0~$zZs@h){w0x zv%;;diWlKdj;r@fb`{gDASd4l2B@z;9@;0|r~12h5M1F%<`2g*ec&Y}m=8MoGU>E)r(eSz#Z=Z(lu^?&|ds3(P?P zFso7>&O$^1=Qp-$A^$yo84^r@71}z2i{KXX#~CC!9Fi74RiRzx7mC`X$N0V{AU z1eVgP6Ve|)1@_%n4mH>5$O01{h$Y|A&iZQe1Gg)r&v2_&ulZq}pRocjkThQGf9a7fi88D{)m( z+2gaoFLM9f;VvdbC8!q%Q*}?VHaqI8f}L+#G?+}tcgTIE%%t_3N6;uu&P*9}KM;kX zU8UHv0Y)Um0`olfoC~tY3wpJ@onqAO%u0QNxRn6u^Rp~#fysG(0A=8vcsobWg!LFXaR=EZL=BCMw&NZlqh$_OwA!C zhDyZFO$3W7YWqg5?B<_BphgmUpTVZX%B2O2oO85koDln~w1v8xuRawnnH0vND%T##W_}wpf=TIy=F}IAPT5LQm+7^;uoaG3R z{oh0J*D0q7MS)&?%8O0L#4rJy%OFgZVK?Cc>LdV#V79w{x$}aDug`nFv*O&4#NF#g zcLYz$)KPFEN4n$|_+paKlx7a>M)tx@FL4-Y4Y+=Qmikhi*Bns#YHYaDc8{>fa}HZr zx+6}B83iGkO})!@3~|In2RaX9FEjN= z?OVPv?uu)CG?tv>?~wNQRr&vubq8^_Ptv;ctLYn%b3zAvWdBlNcYCO}Q}`(?P9j*T z$gT9$KLPnamve?;7LgV*o(C~5GLJkoq*k}QQi(3Vb4v6co~FOSZNhO@oLrH$%McBG-rj;Caam7a0Y9 zU=mGWLf*`}{7}qVFH+=ZF3C5lzN9)w7S~RFY;}ZEX_v8eA4ZfQeI6iQ*;z=UlQ9n=)LS?y zU$09RfP>8)`^wV*Rq~9xy#!QA|9(ps9MY%o8fli@WEddZD1v)}ZW>QDitn%`Zwsi({P!H{Qq24O~lWWg+>T~Ctxq3Q&+!kzwlL1xfz3ZL) z?b>9X04w|ieUYFvwG1u}Zn#S+%t<-Yj<%E7BLwggSU5!V_68?n=REhR;j9vPjK63@ z8%9lN{U?PJHSv8YgKKxy^BT|DHsnNG*qC5zqn|{1yX|}{WG|^mWO3rOD1o$TFa$J3 z7aGvSUmPFhU%#^MHJUA$vpuc z>A=h^B}qJ;s%uqqZ&fpvL8uYN98ENG*&4SM`205K>hd!M$DFXu81l_vc$Glgk^%;p znfET0ZoMgMTV@qQQ29z8r^}W&aetHyF))`Fwzv)4`^2*SI<6skGoH4)YnC6|*&sIr z2v{k#R$Llj`~c6~l3ssVnv98U^Ceb{XVjpF_Fem3566!pnqQypE!y@^O)PidbW}MT z;+h_#=|%Y`3;;-5-gchTswR0bz@&_~dr9mrYH30m^I8i0utalN(p$$L)#k$wmZ;+l zJg`GfbDZnVh95OGLiDH44ClZA-UfLvzSGj6OdEBAzn8Y#3xhjQ|8p9m?vuPQswWgG zOq8=*7n)r(3=ul0NHwl40402d0bBB#?zU&aKDP&s`8~hg*LDjA1^a8?fQh88D?iMcRKA)JO5b+L zM4w-n@;tF==P`6K9m3KYB5|oDesUv3*x*KGI0Z12_0}{NOZMZ_P6!VLuE6`6Jd-zv z>umKnd4lXU5j(Ui+L^hQkXVu8pm?)P_@|+=lQpr5j5DUtuw=lTdRzNd{i#^%gKFyt z){u#uAjt{|((?#M7YZcH?3z-|`s4>rXC`cULwCBHG?4upNDCK^^)#B$0;hZgfJx*2 zvLrvKlV)TyCPD_|8+FRZ-1dAzqob&S8dTuy*sS22W??qH0ECE-jdkzaAEzuSY92*= znRRcvSdT_HUW_)seWCSKCT8!$I6XJmf?y2sP!QQv2|wnR-0X0;v0tOuurr9EM_3Vg4teOq02QsIQ#;ZC6m0RMn7B5z__E~ z%Lc&2i5LYMBEg(M03W2r(aUsHq8pn+=!Hm5r69g%LlTzYN*O2&wz_*#diY*o+~&~N z3W6Ip*|Hc!Wb$*R){VaZF!v|*bS;95~3joWkj>EhY*p*Y>D!l0m5KiM6 za#&5h44)?k23Q#BAw{Il+BNjbK8>%i0N$QEp7nT=T5`~utuUlciHh=_a@v;t+bTc|>7(oE zWVpA9`j%`pN`X35M=}FLX91NCcEj1{jeJ+I_&r5-RT@_mYB)R?7t#fRxT&D?B09%` z%1L9z$X0~=TM$>XoHbVAp!0P*m1efJ7~uMb!&R1{T`i8*k8VZVm~#_j{A52*Oh7|f zY!-)Obsfo00E7SSQUdduV3LWy| z8JHp?lX>Jr9>!z&nXNm8?LbeaRoZYe4Rb&*)Crfmcas8Yq{ug%YOAWVh~C1S=~eUf zU?M!A$IbebJh84RnqgyVP+fC^y)!KvrC#Q+!OMK$eP~MYvTOnDa3p2hMBu)1q7@V7 zzI+eoB%+46XRWbaDZw^nM9^EEWF|zb`9^V{cHfjQdOW(T&*ivmQT<%uC&X(*GWfuM z%9z&px>ZcroaR+-LuHt-u&N{o=`qHLWM_KtFiR9e7dYi4SHbF&L`Np)U9@lA(v!ip zN#e`)nYyf%xst?flF1cp|$?~iZ(hk0)qVMPQH@!=SRPI}I5Yk0MBbB3Y<(v;J zIHJwxYGe(ucgRkqd=@=;Lh_Anl=51Rw}1{oSa#8_RQ<5Jcz;Y#R0ckMfPA~nMi+z) zfI&38E?R6tYB>{A0sQN8DBD!aJio(85vJu|d*LBH35a~IVR}+hz&CeiD>UtRkpfRZ z#q^$|cReIK%k{K`Uxzk|qvs6Xa`vZr5D9E(%rx+Wj2mvzX&wb}l|Y%hK4LSOnwq;g z0$A;%IMA>&nWM1R+qQkNxsjOL@58Hg)Hc$ZEgI8wE@?hGe`4A&rvqE{jX(1K>75;0 zo_Fh|vZQzVfZC$4eHR%?WHpiu{eRxEk!f_;`n8&>zDu3<<5G1s!GJjb(U;m>4yfx` z50Y)}8#lj&db3S-P=sgHpAGXRbJSq<$2ph$aytSAqBP{@UN@o?PxKwb250dm!X_P40>}Mzey5O6R&+ztWG@TqoP4s%ktCnaGWBSM_G*aw*QR zNoynXBVGsH5M@0v2pI=^yXr}afc$79;R%GD?yWkf#lv;Uv zbzTB{^E(mXlJ2=3(rKiu`q}p1ZpfBz^j38MzWM%qhD(1R`#^a5qfoa@Nq_j^5B&M^ zLlVPjlGB6ZqJ3S!PXdYUy}7=Tl^$br`{*$a@c{pZJ649kscA`{ocsPu9*qm3FE#v80%74cvb{SM!5@70bs`^Jqg<0aj5NKLTA zb9JU|L~7At+0|KxD84#XK=oFp8Zd|^C1n(7fTTV6$fh>c@smoJH#~{WW9z0s^hxE( z*coS#kGCc+;!@W2EvF6Cwf_RNboeX&v={9U3;k~vdcP*zU*BTr8Yi5KooL+_%c1+E8qotE@OREY90aXBPJ;~?gDG#H-P2MBiPf6N9<5Sr zcetVQKyW#~qO3nSIG8;KfXj7CB^edexUbucHa2jr5G0$YpO8Zqs@HQ9KSA9)UIbU^ z$h1|d?ekA*-vZhi`walne>8fvB*;G^+cR@aU+Kqet5;}m z$vE7QSqVxdjB8}waptyA+{%P72RNfqTncuXyo`w*V*OZ( z-?aLr{_Or?oaRHDd2ELAPHq&HlGAthRDPrj3!^|6qq=j)xwvM){fHe1U|Xq zJj9Ml=p)snyJg_hcpwc}O>lRABP9Vv0b8Mi^4zN(AwH|6x3T=+$jn-V#8@@fBlt?L zZsgEYutG;*VPVJ8Gp5#TOHU94!B$hiN^#z=se8n9muqaQ9MzuC_eg z;W2`26T<0RH59(9ZT0pW8hQaJy~@j&NC;_z$z}gZ5BBUNgckfs_Xl%Uk;>3rW$PL( zr>nd@*f_i8YrrSZK}!e{q#>%L2U%+O=0q2u(&vPx(eT3sPW0UyyS5;m-Sf}op)L)g zoQM3G%H=IUaRMv2!-2WklwY3N3f`P{0h9k3D?|@VxWKO#Vd0#CAEkk4G~4L1!vJCJ)XQUJd-o@H0JDig^n&XC*JqJ44{!^ zva*`dNL5bEpPXGg$rRAz2P3pzZwn)!FE3pXl|`|&UQ(N!RYP$-nChNtaRkx5%v~|R zAv{ehQ-=s;7XK~V0SRB)STaxC8)vSH^6Fl3E`Y?emPT3#8i5H*FJU{*BH8CWM>NOq zHYK!b>_pfhMpJ*yLE-gMoHSRE2n+Y9C#ICq?iPiZzrK>m>7JxShC8~DKd-_R;0On2bmf_e!ycPXB+3r}w z#>vsJ!?JD?#zY%l%UD4AB_a$ZLbQAVOt1q-WO65-*0~P&ARe3%&*VZ zx_o1!hnCo#z^-5tMm3OBosRqxe2Igss^xyp(jV7aHo-(x$vUlr4&)AP;%zH2f|bSQ z@Z|4^5iIjlxpm{BC3pjPC+5+Hvc%KkGXMtMIk%NNH48xUOUBnV6L@Mwfo2xHp&YD6 z`a?AF9=A4!$N>PC-cNh`qm?yeJ^0`sR77Jqt&iy;B{KW&(jabn{{VwtJ}s9j@gC)3 zCB)0(_j%q*aUQHJLl*(a1er+H0Y4k0;qIO@=$A}!bW}fZckJ(~pVr8En^A-$`&H9| z%(GWB_iuyXmY`TJ)4)4m9?HjN6o;Y4Eorfb{U~UQ&92V~wr`&6=rKfH)KWLi7)gTs zw4t#t#+FIK4hgqzLlOEso;K)%qe9eJnnRfIRAifI_8w5f_z(NZiECcb7S{i0c{syv z7T;C9`6v#Mh*4C`+zsRZdeB0G23jVjCk7k!It?8k@=89^^xoW8))b^Kcn=ftx~1oe zq_8kYsezDCHR!WXG~3vUjg%u9&KcE3TCZ=IN(XLh9W%jN?J zsW6`RqW|hRQuH3sjLI57v&M{N>!Q@@cO63m= zzy(G>6^o$tICE(pJ}UA3#EC~BQKhqxy(tx;KN_mAX0|5pg$f?yMjCQj)pjeV!Ii5j zaq2v8_*B`zH)sVp$&*Myj#ZG_hH;)mk7ULdg}A4HM(6X%`mrujKdHi22ldeo*<1c~4f(5ZNJ07*Sj| zD*OHFBoMD2i{`8!6~8^%h*nqWVQ<}fAp${5E`;TRl0hH()0DY=0o!*m_45u(=D~#A zl_DDq7pXgn<%Q(M*shMjI90QkliBj~Ey={Ntu7IqF&1!JRt z15d|Q<1Fl*mM1y>L-6YJzm;gQT5+QT+_R#hx;j=zOFKXCryMGE8Q?N(^|mT;_T2R! zT?uK@@8>a=4*C+gb+ICrO&hEWD=PO?Bbq6|Yr4+n86g`26AI^vpaMH?x&?3YywNFj zQD${smRI!K+xtc(P%>E@K^5wY-k@xQ&+k-AqAJEsP@$JfD>=2F!rp;rbfbX!@ZKmS zG_~DqK39-i+`bru!3aD%kOsV+1aboJ|tuk0ePcYfJf_ zJ^x_27d1Huw=+Q8n{cTVNkfOf+zKWO^5D+~WFcD;~6P|1K`Exr2o0D9OOx{Edk8 z7A&ffHYD&VDp?AU;bV4|Moey+_f=MuPV)-X&>T#8w|W&K0I?6cMC^TqX7*2>mdLnN zZwdLWlNnI~Ljm+Y-bUqqt=-m(DR-)e+DeQUUNMt$JwDyA$z^pKn}2?9k`SI$!vm=Y20p7OZw+$n5W<6FsYfi6`v4q!OT~>H_FUP zu-vSxh#%q+Q^v||%%5)tJBWl2Cm28!>x@TFY{ICq1#OwFkX5~doiuW!k$vxQL3P(~ zl=w7F`lyYYpQA~w6xa@=;iPa4tyW0BviYw9z-r@VKlJ55i&?Cld=2HfPc?t&vRx48!D@^Z?!W< zfY$@EPJuQobW4|;pbuz=D7JddK~gNq2N0}Scg?F+lA!%86r4NhNV5hNPz6~)%!sl3 zoI_>Xos?#(L^(q&j=q6-=s|p5eFavte`u{AWLt?S|O1CAWSMUb6BwUA^ zyJTA^@ze>o7))H#FUy;|Pp9eznI8pS>u4r(r0+tknnj6T7t`-qap!3Uuq6T;XLewJ z`y8nn?ljr=D4TO540oBTq9?oHjr`uO&cpuBuP}4{!%F(f3L(i2$NDzZS`Y#sA$f%5 zZFs3*j1lqEQvTm9_U4H~(4r(PbK*+7xK%$cf;auPn32YN(*K61`(~_l&yw5poVoFU zQ}#Y9O4vd_olEFFF+kAoYPZqeNRBxErj zszyj}LU2b06m;*ixTjzwY0{86cB#5z?2^$$oVrCW&UT!c=E0!@UnCWH0Q;S2SR~z- z>pfdoBCF`F$Ka;dU@@QN*KXL&`~N9Lzh1qZ(%RRxZ;vtEnO021nfoxT&4Ztlnv$c! zwPt9s$J7n1-L^~z>*vrP>U6?1luUcHDF?PN?*XZDf1YW$Lpn5Lmzq@jloFnq#DU&< z1oHZ)#HOHz++}At_$A5ctL}U{FXuf5&hVvIFm{IZm`m)tdB5JEHa!Sb+Jqa#6cw-Z zKz~F*DZCa1+q*)^q-{h3kK1ywsk-LNW!Re0nml%Z8>|`=LI>diNbkkYa6a0)l#`m| z*OPpa82;(YXl)ID*ktfZ2!*^;NZt6gX(ZbTFqWEm?B}GAhxnAzxUu07INgSxgV3nN zIB>Hb#hW6Rb&NaVOT@ih%Ojvb$@hJfFxd`(Nqi$)nj318F-8F;6_Wt+m>&GNtGhhOxcQgivXST?6|+l>0>&yR>g&a2eHKxYNfbiJVUy7MDED7+jGPo~&|c!Hylg zs(CQIqU~{pH|Yu#XbT;PTV^@hS zPyQilA7f8%DJI^*km44J2P%7Lxy`Viq0XLA1X%e+C~mP|>3Wp+?NiJ}7ZN~#el+A$ zB(b9iN4at_qoez6X5B`V)#+CmLgmmjWRTC}bRE0l2k=T3=-n-l+n;{ALrIFZdqOVtS?vm&Z0%T>f7t>m)TBk z+5+|;W6>x1AD`ZibC^OHp+}nZ9qW3pqeDewm!PQa^bP!sQ!6D!?+aYcLU1viJqBBW zw;^3xPzp5>tvQBWX4imhx&`wXB?D4RMfuv%8%!94xmU?>@#QXez)D*mKmF7n#qPdadiP+cwYrUkIO00(hBV zPaX7}j8KF`MQ|#Q*gmIOu?Tx;^pld4SLuMmZo)natD`i&R4~0+6gu1rHS=gt8y|R5 z6&E|4gDFs$Sc)W65M#M0-r zl-#zjQNJ(SMBh5&*0mM$yXZ=*ZPvRa6^z;sWIf0i`&N3(v^UyKJ}`{N zC4N!)GxDD47mQgzq)yxFZ#D4M&Dl&kagl$ST4>NS<@h>*Q|?P?Ht4^slcs)s^@}bT ziAK_1V%y&$yjp02hc=+r(T4I)JLS}csmvS&8g`eUbIgkywuPU!_ILI<(`W*`s&~eC zMOX_?ccs~Hk{{TzcA@l+J-NEV-f*ridL*t}%6|uXv=r^NcX;H2L&}g4c5!zZJQ*Ax zr{SvrT|M1KguHbsoq9rGmQyjN+_(5K&FsQ)bT`9cEw7UY8+q7OoVd(x6dzpvy%iL} zm402||NdOnVMVxar3z7c9(S638Mb(L9x333$1fdO0TKeFiiy#$d}o|L1hHVAoYAT3 zVpD&SQG#{ku6d-(*d3;Gz4q=(F-vZkN>$sqWV`Y#70!exZhpekPn+?8HwT`Y8+WQD zie<5Y))u?+=AGanfH&_nOk#6JD^&|M4V>s>K$`Q5Yk|T(`#*QF|A~Y&@itfDi6DZA z`=(AFLF7e%L(I|#Qw59htnH}~-000@#eJacoXcFHkp|!tho4=7?N%`BFEiF$pHg&B zt4pKtkV_zXrZ+AX*;cq!tqA;$BQYdao1ItElJ@=zg6Pzb!6b!N8cQ3_Jqb3;3h4^L ztstodYHgwKwWuh3I%6n=Xe8W_CR4=fKXkP$`#HZf!dW#jk52qpIp{5{V^xd?TaoP{ z)RoDn?iY|`rWB5U3;0Vl+`PI*196%cy!G~n)mg$iHMd{OQ6%@;G63*&v(*g1LQK!m zcih-_u%2Dv%Qlk}LsKA?Fu4NRx0Y)>>hfByx+%l8(=rE9G;Lh{JXO7MS&8vj93 zc-FYP&0Q>y*{TobHLQhNU=M)EPWlg8)mX+PTxZfZTe;Pea?q$|C5)$(klx@f$jNbK z0oO?pJWCiSW<86#gmgG*40&bB#ey)_vqrQT%f=C)KR64E!>`3^^@Q&-k;RKH?pwEd z;ep29#|6;t8amf7D4aoeI;S@d=cka+l`d}bS16zaCDyj&J9v?l@Qb2#hdc_4mh_o1 znZGzod%lL6Iq;)E@gMupuufuVge!i6SSY=IZ6% zrv|C^lNX<+V9a#~g;+Ui7BwY1w4PpG66V{BOdvQqyhiIc-FTQyQ??oY1(eQnxWCB% zFiQyel@>NR6w%f3tb^Dy-bwer)hhp0*hx8}6)WplSK-s2Uk5#*oNBxmbRUrTkh~dB zq}b{_9|BRAeV9t{^<;2ss|aLpt>6=R?=G==TURWBv%A}1bc8c?vbbT($%C)Yjushh zAsr>6YWo6X38Rx2J|}G!4iH#lra5Ws+EJglMZb2g+bmsU0T1YNriYP8GkXn~M zPbriGnjH308GrALDmRq1H?GOLlfnilD!-5m$$>E?ZFu4qWjr`gjODR}7(~JXq3BM# zc&Q@**E5Tw+<5T@Z99{H#6O>DJx95*I`1fP~7`lQ&UnO8FOfM^f) zhR*G;U~fc`Nu#|OukEuxSrqGwncH-`6Akht>dXO0FB$q;Fe29bf`(G2Bc`AGti#Uv zn#RG=NVoAe+G^YAApPbnc5n!dnQ=}|ezd%)(m>8dLHt_x!(VnmlTY!b#kdyDZpsEK z-^Hyc^mM%kREWCU1npB*oq081pLes}o#2A`K7jltJYM5RW0>!6Fy43PT#KCc+OJm! zN~LlNg&YKZAi%L@s^>o}v*=vXHzgQMVg^E~hfgErej4)NtQvxg8$uSQ$O|hn~(YokYo7pepJ&#$&H) zm-T+xKT>{2m(_`i%vEjKZt8tfCn4B{o|pkYsZy9(S@bF$c!RhVqA2Rq;oAWi>eg)a zmr6v&B4}3zIO$EapK(*fOXh9=%%i}x8&>TglR6X{3o+_8J0car%))G2_RFWKKpP{0jGIp%gYygKdf4%0Mrea6GJIP_57J(YExV>J_{o3M#I?^c@VwF$^zaXUueo*yMs#qX zRhS0k2{^PjrCZZcIi1rHDli7M0eTYadQ96Ad6Sv;D{wB@Uz)ehoL(te=|A&!@b4WW zpmdKNBaiH#_)@UU>eEgZVlfOUpDbD@G zZ|dI(#~z1K+ot1_S7aX#6w$ymPf%8K>0;Y3sMOAnJ@sNN%vKk+n0kUP6BPZqRvu`r z)#h8;_Zn3p*hy=Qr0N|nFI#nHQxr$zs+M=BfMHe4y&Rj}hs)b)3Q3nd?Xb9nb!v>X zH-Vmmjx6Q-H*6L>U+ejMZ9z$P(c5Fi{=b*B1z2J7)B}V4;4~zUY3UoVL~wt+23rNA zSL~orM+g7P()QVK0RHXQfFOfLaUP&AgMb&_DFlo@I(<`ISd1P@bN~jtvDSPcH^(sUqy9sER^L|nxh0uhWoD&2 z!pud@)H?u#3O#YX+jl=#a0?juxGnbNoeE*cf;^i51!Eil6J!b6-~u-cy+>}e00rcZC5}iy0y~|*^mf<|7oW^u8R;UiAYaNfYWY(# zyJFn*UINV5jQ^;COR_2MLJy)Y$1r&I5Tjw=D4aB5gt`DO7KSST13VP`%%A`PA!?~d+g$=rFDx&t9&?UB zO68hzRqo_6Xn)6qsnoe^0{hE1qcB7PKa_x5RK01OiRJ<_DE z@8DpuHZPA{f&a)>S>K$ZIk@dknKy=?ND=7Y&MmM2rK8h(5=Rw%=GAuZEa*h~(ze1J z7~_(+S6x}1nwk42w?LMbJ<_bp!-VxS6QKFi)OW(mX&&Kb zT8Ee9F)Omd|NcpTlr#w1tag;r&T{3o4Is#I#K)D$%TbmE-nOOQ_K2`^>Ivzr{9C3) zpYc^;Q4>WmCnuZSL!^{6RHo(D+({gd5g)OUWZD&n(CZZ%|F0#M4ki_7HIeJ)+H{tTNiv&kS6CQZL=&GLuTH;?cH6ex3O3@Nu67SWBYo zmT*M?E$Ee5O_O!DU&d(_9gk_AjT*LLnQCUaHo?o5HDEnJ2!p1;{aYnOk}}6c{{8(1 zbZw8a_U3b3V#?S%IQC5T*kx~n&TQu>nyTX7zhMdedA{8~osV%Z+*~G+@%)$~hx=}=DcgP`=1e`d3SQVu zO0iDH6KF%RSgIDC{Nv1jP9)EB%ejZXsB?Wg#b}so1k7s@;_SsLeZagJ5uPwa#($d} zuz;6rPU-8T6Xq!f@+Do}+5k+6bxL!t8DKBPtiT$!Md0=9-jC*lKE!tR=<;Lh+{znn zSu1j`C_?^rjt(>zO)L;ng*?`>!*M>$8>twEVUfRE7<1Zdf4&@YT6EKQw4G(ons zW}uk1K-LOJqAUOUiSQfnE@F|X!!`RX$k1WSBRL%YAmxc^7m4UCUf4xEY2D|#ii8(j zK2=njy9JU*E`@{r;Q#&j_S_rw_uHL+lC|GD?u4f{h>p5XXuR zM{t{IhjNJf5{;ABy5-HY)(djL6r5c)#=a}|JiPf< zUfW`}0A$A488*QHH_uWuPF~= zA2^F#)ns20Zt9Y-S-!EFrFma~M8ppir$kT}&c`miGf_^=PFD z&cuCN`9P=7`Jtn)egJ%EuhTpB*+0G9LR`0M@>5!g5qoWH5SF^8C<@$uvlmMYYy{WB zDn>RTFVg8V`(C-`gTXF{bUo1Sg}`g>N^x`$1$3>28K-bZuv=ZWJhp2;gH8bF-+xWy zS($!t4=o|%uLk_vH7LlRkv(3tf1S^E^Y@JdZJL35+GaPul0003uhB4mkq=|{=sy{q`$n3_m?5Cs8vDgKDWGlxB zjF?S`ISqvK+2{W|wQ4bD+_`EU-`&_ze*M(dJpu7sKRa!&>A5+@#49$6-b@f5C91D+ zIs=o8?>bj$>wW0m*+m=zU1>g>&b5WkVVUYJC$=(JwJ|Pvgl`*H{20rrGbulU1K% z&f_uWgiWDlZC-sJ*fJ4Yqbt!W*FwOlj6z|p#*eX~B(F{V42spJ>-dR6-6_Qt?hXl*t z<+-hg*gg(A5}f_t6eo1~>HKCgW)tUbJb`Wt)NS1f`+dQE7ChVR5ir?nd>6Mdl|C{S zbe&RFBJ5Pgh|5Bk{gza#Vc~t-e)QAQ$!v+327!oOOy61tQnm~oc^ zr7H?a3{=z}lUS0=QT{I14m0KLXARecz`tb{WBVja`x^NUYZEp+M7^=qRaP)xETwu= zb(d{Za5Em5|DwnE1%wOtbn!)_ZU3a0{?&Wyq8l_1@)I4(wgd!9^mPM?{Z?ybBzv0z z6aBoVlHe$Y*6;c^{dc;;zW;h~Un8Qb##lFvm`B4({YUxIy_eS2v^3DY>QB zANQH{-=M2zI`HMAI8#^KMhPjE*$_LpndR%3+3cZQT{V>k67m)~lhr^-V!Me4(&!1# z7bCvRfL9p7tvcGdYCl40G7~r(Ov@<_Uv{<2GW~IXcgz{PYsv!)uAK4a!6+F(t2oI} znDTBx$BcwKK(npU4;`izW*N)1^ug3?5D0!?Xngn*&zC*fJ#B8qs5wtt)Az5WPFRmo z00XO@LdJ`^Rb01u2930B7mOyG5KJaXoZL!; z8x_=6_iK#4j-4%e}C(USidMw9}D2h6rgMM~La$Ql-D^uZ$V1O4Sf{rzlQ^O@zOcQIpVxzcOc?B) zKh1-h+LxV;5og1#Dp<3wlPbQ}8FVccJeFKao>Kaf5ipqOs>Ggokg-U66TJlQ?z5Yg zi!Y>uYr2E8?tux)Q9YzsRTI5Fc;(Nk<)3DD<>~iD%;f>e)dRM7bBp@(zy@6T;DbgJ z)c*qlBPh639Q4?c&ea>G_+09(_+hJE@MB3Gdc9oScuYJw|GXE3NC4>;u>b&wux$UM zGpHS+7&V7r*2}<}=qCW4IB54+X}cY0Yabl@O#;RO^eeVx+s*EF9+_=009!z$zo`kk zq;_VL_v#bC8A2_gwjycdYccxSMn*Yx0D*=AsyX`k2|2kR9Fv^N4^ zOGxBR9l3F9b9dtXBOSYQF8HDKrJ?a| z-c~OS2{g~2kS&xdEa%rb=NSBTZGrO-jaQ!Q&qf|H@tc5vZ1FQpetP0{P1_<5Jr4#s zbL;Ng?(8njt{nrWt-d_Y^C#ur?Nz^9ukCCx?oJk!Y{@H0Q)iGmky)QM>KTHcDYF3Q zcyAV%L*6JRzX^nG9h}}~ zUI@j>Uh|2kqaWfpOd4dt>oSeOc5p5Cf5LuC!-z9VNWA5j$5JJ zHu}m}E3?#9T#9DccSMP{=UUY$3HK!e+XZekzE9Qsc^KI*MfC+|gO>p$0R*2OqJj8R*EX-az!J%}CN?gtX$ zpyJQ8Yj5EsJtg}vDFIygdjqdQ*DJnjDWhKkALAKg(Dwm6G2P(=_O z!LC&;Q!VVZPtIvK!`!cd*jxCbE;G+nQZrz3umBe}XE;e+*@DRw2!UGs(AY(C4&aO8(>&*Kfs#tjw{1H$uNcR7v6kcS zHBLO;_nELwJ1$x-xz*^rvNKKovBVQ8&`9V_iIGc7)7O;P?ls?9B`rzPQq1)s3ixm4 z=}z;cJ+N{hoD2BX7~K>LP>=6EoBoj}*{T8JZUGqS>WM!`JpIZm;Ph`+ zYN^%9WjNn|wHVC$Vi1~y)ifw*>FKQ5smlusea2a&DhAcu&80YPzpnU30+7zvUbB$&rl2j|G2n0sl%2!Zae-{hrDo%D zVBc5Kn`;5keL-#!S$;)z$-GI-EW4Ja{7zU{mK#hmc!O=xWOTgo5kx2FrqE;3S$CpKv%8#8_SE zA8IcL#_$1kaKf}<;TZoQWcJj55)r=s9&;F7$ObRl;poW}bnHkGy<+ft0RFr5>RYF@ zVUF(ANccXZt^Zb_{?Sa(AK=w`_`f>kAHPN*LdFVDO1A@)yDPH-N-+=N1$BfemVO3} ziZgW_*11zMzWNtEFxPl_eHgWd7^BD7!+CZ4bLMW#ns`bZxq&L$j?j-_sso>Oaf;cu z*2Dnnf=Dk@z{zM{vl;QyJbbWdDKCUU2aI=rzz4Fv0wcO)v23RLBsTsZawoYz+NzG3 zU|T0bPqGKkvSn}p06YkWhZi%ATUhYB-t3Y12puYZc;JOLpS*131B~Iw(ESJ}?L|07 zel%00>L5$KyB~YZYB)D4^;K0Gw^RQ8i&a z=67N<7a5R->-GPA(gsIAOBGJ6Yh){3aE<-3m1gMjF1-bH?x(8}qg(mMif__^6r3!l zhn}pQjQ|z#eCb`Y=Q$x|%Z25ID?={#&7khdyV*Kp>Ae*vMMi!$Y4ll&0zn~EYa>Kg z!WUcGr;hurhKdlq4?^Wz+IT-=a=&SQiI0#xOpj=Z2Wwtn{wka)r7O(RW(Frc!?_Bx z9A{?T*WBb8h&)k%7Q2&>0VtRCAC6Yk^u;Vk!cq|~$lkZ)RwdaIW+f@r(=2ZGc}yCY z+uiW)aZh%x#FyIRA63zQS1*{seLUGPEPsOqisS+(xOBSg8~y`Bd0#n2zGP_Mm&K}Rakf3; z!~PIs9g`GZ!mPbe)gk2802^jf(_7Q-p6Rp=gs{Wx?yf>+7Cm3+!*|k#ia2 zLF-T6d!{^sNSB1i&wnZOjp#^tk@k<*QX2QwU~^gGlaNF7UX@Ew?68~YH^+T9<8NayBt zN_Ilp>~2qkIR)+`#yX6C4V$7}JS*`vI=(Rc?7+^t2}j*~yS)G<2+AnI0<{{~5J28A z0g6a{#5L8vPfpdj=dVXDw?KHVMTu2v^C7U_ny z4gdpa%;=`-@JEoEaVhI&J5HGYOg^7WvWg-O!t~KNecs*I4Ts+%iB{5c{uS2;3$pw# zvQZc#S&QCP-ZkWolIBo(e6GusH z4BYKVf*OO$1vm$=Jf{|2D1g`0>J_N#`Zp!6fpQ~UvMZU^YLumGLdeAV`?KO%tYUfR)Zs3l+xi zo7+MD(GJDqa@Nb&ur&Xco2UNEH;(-$0-Hpf8AH07YS?+|k=XG1`(C366`#PYS}G3d z?kXbs)VpN>;HdMsr6Wn-i;xx2VT>n*;;%nW-Y3df&qK)e+3py0M|5f9%Cfv&_NM8* zb$8-`V>MMvI%(Sve|N?H)@?KQTkuembM-@_J=LwR)HG*eS3So5-U!E}!IEfs)0>~$ zFUy-Vnf6^^T@BPb00!UiPOQ~(sd^`jMZ|sbNd2Sls=<Cz3wQ>1SW=2~u|Yb27h>UXxnww^3rbPJdVkevm{3EuvX z)snh=jvxgL8W3ct2Ggo8+xMlLKSpMNalkd+{-2NJDiuny8x9KD=$Bk^LROZ~cHyNu zG|j&KyBIt>??^Q5EI(*@5fkt!sON=Y)9mh!wF{I_nc-wsDZper_VQv%f?`zRu7C!1 zF)<;-SZx^k6mkuVh<^oHBJX}Ekpx1_P`9N=iU~tfYZc3to7JQ_$vSw5a{TK@waTK< zoO3B2w=7^XZN1EuLu5_F=54wdmtOPm*>izo0`|3b>K9~70I6g7w|&+Rsx_8u*7ZK` zmvP!J7Ota%(1L=J3W%e{*r8M7Q;3AmG!hF(8W}0GIo@L7rNsV(0rlvpa0LLf0G>J4 z%X=i>8v+9sNAym#G~WjRQ_x7*QrbX&1@CE~e^;9j8fb##N*0GVA22@ zYgO>Si7;u0iGYETXc)Wk54k@%JdW_%B%rNHz()W(_KSIJVH!dC7NFp~)$}m19&|ol zerQ*f$bvG={%9WDwD?HryUC(^cx{wvZ?&LcCSu&hG zxqV~n2%J$*NUqtYp-~vH2Kf}``0@^g3oA}-)X}f21PfbQ3h?e=xsKA@ScS4lM+n0o z>U3JgScYcBS6$d8CaLuDvQ1m^cv#FRhiZ|yzLH}ugEOzy`+15>5>NAGKQzgRNxT7l zc(JDFZ*;~E9;Rzgm;+`$?P!o69tbp4naNN@GERkC0?%n%+5koX42Ha4H&}$>&zWKD zaTz-?{#kGXehTa9NDmK`mlqrY0kP^E(G=V)dcqHd>N~F-ZSa#_3r=bzL5#>1=-$RRNEKbCi+9+GNaUUAsZ@3^702EE~EfhZAlQNYAAiz6^EERL< z5MN`U!pZZa)4tX&w4=eKe#U4Md4f?*oJhE?@l1a}W4O>SMAF9$|Eh;nghM-p1*oE3 zEzFjFGmrB}#`b&doIVB8&H&IZS*;om*YU3=nNwLzKYSK2!v<5ikAXNPumbEMhb`a; z3>%yb`^3(j9oNaTb>x_5$tN?V11kSjeLvYo3QY2{erHgm!t1t@-e%hYTdChwYCT;s;LE-QnC~j#z_;gu2Q19X`cdEb)OQkoTPA1N;EbycbH-dVgce+RVgsB z1UKx2n!VbhGh*9TvofgCN*loNffVT4a}6MGGu0DlW^T6YIyGxIG@wvZdN0q4)|4GR z&euumr3SCjch}@c)vVq7K^|+MCba7o?BY~;7nu~U@I#9{0omZ4OvF4zoL%IlDM3u~ zPy}bDk<_kMR$Wk{4xT?G)kUD3>5o^dGa@XfJFb8BghVN1VWLh7G!fOSUzRu7cjziM z)&Ipph{?Yg_dm|Gx(!jVHd9(x?B=EF3d#mNv5<}Lb@Bzl(^Cmfow`RR621S8{N!y- z--EVNz~Ec&^4c&5rAk_zbQ zT=YGN19+OFF-UzE{#iaMN&PL4ZjSx3AU?UKbm|BWf|LQmMmqtgo0BC&=>WP&1uX;6 zuf`Vn=;lqm2$1HH*N`@ngv2l#LjfPqYkWeqE2wtX+O2|Myyc7kz$p`OBV_mKUy(HQ#^`)>TO zSmr4Ew4l5A0@nbobI1nI)w z=aA_&8SYXCFZ(deo%9s@YFjOt^Sd?EKI{<)Aq+AELG@|?#0*5ZI(a*O%&wyAFyAWb zbYhjr`*f1P_FN1088R@PgR{C5sIe6AkG0hHJOhW;FC{09u9&plX7IcNvh~6b5MMC%ag)269 z`a6h$?>wH=lDt{vW;yr}>rh8mNF8G!BFDJv^ zqJ&z&^gll7_uE%v`I6<-p1Ui;i{#3irQr;;A#Fs(%WRd8e!2isBL>(w=_;7)U^4gM zyad$^aCBz2t{4tQjU)W-5ILl=hQYtl4m^tIB@q9nYrV5pT0rIAC;>dizMx>hZIIY< znsFMwABBbd7GK}C=`PE75O+;Bjs-(v@I<7oCyt1_wBqSiMnw}Ifk~p9T}SRJ^cvNw zxqR)0PIe~9*5W*+Ho3ZXr*REHpgmWA0hbKyj5@glEqOiB1`2N9kx94c|8NV#Icbw^ zYymd z%b;dP(U@AyVXuY!>PnIkk&E?EFqx|9@?^FWTZ|VV&;L+$R|y8Iw;3vKtYS?eEii^n z@JFOrlWLcIsY{|JRFIjO*F2Wnr*@Xr0#&le9{zhEq?CZ=^(uO>{=XnZ0Nsf~RB{$_ zf_15-lWHCBH(jH4nvsU%cpCU^j@U0LM~=9(x^_S8D>QH!$eskrpnrF$`T7${29$fR zayg@s1abATV>e3P`xhq#treyzdgD(J9Mc4b7{}yiQ$SZ~wLUkVoW!?NAmY~+`R;0M z9K6RU0UO}h3*YfjhE_|HD4}-A*ykE?91mVp>W7b zd537_&ILsVEYc+O*DH@HC;}MpLeQ}2+)He1;j&S5h}v;XU~Hf(FV=1~K_9gl&i!^O z&DBrTUe#cMjvSw5!4Dm1Vzp49R`zCh>gHJda$){GrwJhuxjs9vU0PxznD_w)yLR|U z&8qgAB%}!2W;HDz=hDAdGYoLfm70}|*NIe7jO9EmgDu~oYuS&y-%tN!A{^izuTDk9 zu`Fr@LTd<<@&97B?06_dMh_(el2Fg%bM8wAk~=MkezBh_MK}_p+^!r2ZkoH@E-t^b?G-}Z ztOQgu4MV3q2V!bXKu6+-p5LmaJuA^sAPSYN=eI5;pbnlU#+*r5wCM~DmOx$*aU{F; z4`Q&XX1DkxEy&4=3TegJr6Unj-(pGiaQG;nq+m*sFDqHr$8sJ|C@}zsevMYeJ__-N z(BzSJnduU&eYZ~O!5Ky-wps6hSjm2}KGxQq`nQOPNDlpQPyw)=@sX1hZ^-+c@Wh7P zb~PI>bs;{?E|{bV%(O>sQxqInq+7iD0wCT@g_kO=2rZOh^p#mcWL7;i>BNz4;SV+p z;CATLB}iTxxLcJGz3IQi{YP*=RQh{q1v`FMh=fK=U8TPDmPIpJQ8|+4P#H;jFK7@M zbdLZC2$?N$OhS1L4oyY!ZFUTWo^9QdCqlxT9RxaDCgTbndOO*RPL`G4T~jrySe4i^ z#di-(>UEw@-v7;P(&{cO-y&3!?g&b+0**G-Nq1mVg8vTM(UGSJz>pqCkikj8-Ln3f z9P$h7Z-gr*BQx5%ACvfv8LgqwY45^M$%wlFw{hF8f!xSK>6u#If6?Ql~e#4O?WD5PJT`-=82_JrfJrhVA_X zFZ5VcD2^l;z4vEnJhJEV(a?(3psu(y^9$EbwG7g6qQ&widqwBwnmUp(NU&7c?yI* z4R?x7&74rGLRk{7p(jrn1}IGwDoTlFBieZ;6?5iGd@|nqtror4uC;xRqM~&rg3dE{ z-}r)`@?)z!NDvL2RlZ?QSuJb!MS2lqG3A8?&D_v!gJh-k&!=LZwCGlMMYa!D}?-1ndg3ra3&A+L6G8xvhBo)qT}<_t#HkE``+IDVg-k zOw+O%9o#XCc^s{Kb7XiuxwoK0n5V2`9R=jUr$mvyi$J$3xfUU*LXl~0FP}bgWK@aV zvV>ZV`w4(6S)vX)^u5Q0JYkf}ST03me%PK{5q815I2wO^`1dqymcY zz3~iQN3RoX$NK+y81C04I6(|xNL#5~{g*4QiW%C7m65q^NbkgKq#ZEh1D=kD{D>$! zZ$V^t*R0>!m{3UXFcOdol?W9W2cEjgRmCqIB8rk@mGi=iv3QhI|$%vq%zBro5tlqq0KK^6fYZ z)D9lZ=_au6gsV6MTLUM0q}Y&YIYY=rzj9Y^1gnw)ljRr0T@1=H?ZT zi$xUQyn9THLj$J^^1Xw?K{6p*eo?^WXSlJ~!-Jg!$sA@jPFt+F9-n7v-D3vWe&vla z`BRtbC@JltOKo5p%$t!2lD_azQ3OV{yaUpabzyMzVI1*0DNX7p)h~&>0UzGwbcqA_rU-gZoeEWRN#`0)8 zseV)={1}RLfB#TnkyPp_M^X_K`Bqp-b_ZlGf@P4bX?XY8U9OXPfVQ|WOafo$pJa0D zPswv_RTIH3x1%DIKc#Za_u*48F5((U+5xG*27nid;0wF}^B%tfSzW28) z56DS5lG}g&J|0BW0p}&^$&aCabF0P)iR}B2EQE_Fa+~_}o<#pOa!ZHOK({FBLz%** zY#r~u7v*Es>Fj^(HxDtYa$9j(W?N#S>PGB17@_X~@_lVw@jZ7 zfwRgAn%|5$i5S$&=#3**kvXd!G5=!}<#>S>JpnotK#+Zgpn_7f+yg%Uv6?ho#hQiI zksJtc;TYOu(}eW3b6bf-RgRo#NC5oV>x8QfO5G@PVuaVusT$*1!{3P|22J}dRv`2&AiERADSL5*!AdC_cj@)acjjXE;rPdt z3LJ^sp^BTQjiA#I{hlw%pau*tE&04Sih{-064L5b;Gfqv`W$<+!wDQjZ1*3rv{_Nf z>u3}7^Qyx$t%%=hxnApJWpKY+GMG(%j1E4+Vx(_pixAfydyNaS z&Fd65Qn8zE_ROu@POuXVTr`aZ?cje}9xz3#uA%-=&^+OfoKM@^rJn*EYcs+fJg)@! zKZfj!lt6Zxv_mWX8sN6eAHbFP;iPk%aj@KOxUnTcz|P|1h|VRN3jKCF&_8;XrXwa- z_h-yDHXvs|Lc|mMNr}rJpcutuD8%Ey1tmxZ@6l!8TF@yNC(;Be_I$yby7+KewXW$W z=M?Kzf_+x5O|8prnsTlCA#y(mC>Pb^K+j{LHt?w7xxdDKHsoF5Uh9}ArrdU29t@H% zH+VI-`*ylP+!jGpNv9KfFW!;*nVw}ljF93_mt@S5ORq}ZRHSU-CaZR?hAHXK8~B;& zCC~8x{S$TXf1n@wV%FT`MYKbbM)TKyN{16~Y(4&<4s~vzsXT8W-k`7A5lNmOSjH+P zZ$`Y`kxx8RnB4k}u9+ECS~j>sIA0!0-AUy4uxpt5hX8$z%!hcEZJK+Uq*Dc)q3ULIdA$WQ~^A9V%3v3HD$YL;KF1yJjiPq6IYyBsuefPP4=6sa@I zj?9}5p%|OdX#J`CX9^8)mEW;76kL^)(ADGIo0bbc({JHxC4!0e+leJ5O)Im92}^vl z7u#EEA4$N>@dga(OCUEW7**d7i|j=}<8SR)2uiNas;%DL^Zqgb8+1-Qlz<>6ZtrA3 zIt!xz%=L&xIKaR%2wBumAeLKG^s_ji@G$otCdupMHP#oB$5rpEin$RTZHm^&L~FrBcod0Vl*#p!Qe;%XXm=wftk!Iq!AN}8c2jNx zoyhTg$d3jgKN^*?o}J8bC~`|CR&S!;iv*?^--4}eQ*Gkhy1P+q*OdEuQ3M#%+aM3b5&aDRIny zFw2suIbIf&qgAhZ1WVfY#OB&~x$-ZY{|jc&m#^_~<%0$*ytGpLEQub@ohe*LMZ&Q^ zjszrK+iap3+E@;YYRP%sgMXst|06I;!!}`X?*A*CZ@wez0nkM1jZSmObakY~d@h1) zp;kjA)v=?IrYjZ3J%O4#o>n0U_G0Un)vdNpi@`arByCy+Cc@FjJJV1|%qVuY)fPlZ!00U7W&N~tExK-Y zi8pu=S>??R_h3tY;NGO0KT&PwTn6sjZtrddy05E-3G_j2p03}w3{wb87G$7g;+gVG z4`m8odnAU|H0c)t^j9HYqcC;}?v@eqsrb`Ajj*f+%qg2xs(vr3ai?hf_c(WQViM}Q zpcsnQmKm7?*{3THTr>i0oPl+Arx`s&=|)|bL+p2Q1oR!U5kg-1g2+4{eiS+E9F$7y zr|`OD5=`&})`C*wPoP3sHn-?!)!1tTQud0`?Y!IeA!9Bj=Qt>$!p~LFx$aiNK)6sG zO-0NC8Q*yz#>2tZ9WEubUKYVXgvgeTK{lGq6kq*tY944%Ku$z(c0cbtBQA_v%`2Q~ z{$csl?|nEGF`<)23!GHl><&VJg@#h5gv0T2EWH{BUp#FVif)T(1k0?O!R#E&uqGL^ zumq$9FnchO_Ab%K-)yT@xaL}P34! z4+D`gv6G2om*^9PJ{gb4iY<^gtUg1fKUKm>v^^0g(YY5K8D3^~c2_`%29sbx|64*| zu%eYJz2Hpzp0ltO168+N>qbGG@Jv*GeaN+^2GU?>^}-yZ)!IZ59HTGMJ@*h?6p`$u z912mgevhPsLfQ8QZB{g!r>y#sdt@LHrt^p?TNmG~l9g=U)@L=|1T7;-ZR~S=K(+%L z2ZVd{@Jiv`K2@Lb12VZ>s_*kHcIIxA&*`vJf0if0#1&w`Ze1B7OIo(5%t>i%|MOgd zSc*h!+4}HgCj%q2XUt*M{MI0-_x+pNQckv`Lu9g7LLPEE(1q;2YJB|lOlLZH(wUG~ zI5ypilE7CJ=`x*Xd#|6l%Of1jeZhB+xBt)FW~}gwA$@Q3G*;;b%IrjJjQDAj)Ryu? zdW>W2)__yT?=1$)C%KlPWTL({y`cf{Muklg_&E^o&?ELF26bWQN|a&Dds!ME>Hw3c z?lhq0A7q{M$WA*Ke(n_k1l1OGw1@rMd=_P27WtXzDll!(XF8aMispF19{d>3xP-l7 z6$AAmgIiVr3N(VNM#OaE6JiMlK164dNmr(NrsdaCqBbul^!bi?80=~d=+MVK&={2^ zHEYP|3cQbw`JB2RLJRsR)|j3rKiN}2Lf$?o|PyS8L3tv zzE&-q>2hL1fB#Fb-t7#VpHy%dur7`pzHgY^X|U~s7tY3}9ed+!(r%8T8XQc+W^+vV zoz;fo;LA&NA)hJRrOi$g6*Zdd9d|LX?Ee6N$db^!Zwzt=tU|+LUGe>U3j^wq{#}?iIS2MXYz? zVBL6aMVUFr`B{-Dgsu_~G4sx45*A#A$EWA?Jqu7-KG&`KPR?i>)1i>|a$P~WbLrLu zcV$i?HhZhfd*(So(R6;cmu#^7|HR{dgDO49+q{P^f##GaDjWA47WFz}aWEE5*1QKK zOE(`iKr-to)Gn&XI{c#ieV|N1S!O6zv9c~Q_BU` zFU9cx%jb@-)YZdZIMo8*N(iwjkB|ecV|yJbUE^JSnL;w61GMY0M*Cr3fu(kR}J7r|uu){Pk~dnVD!C9Bd+A^vAuSDTkcL>DqO318b7n*awq ze)ZF0r@nb>hE=JUsshG9L#2x5Ohcml#A{Z)-d4h2WR zfswL@5M6I$x|!UX8Ja8j7nYvFwln{!0=pW?n4d2jMpBa11VnjsatVxFIspYPGugmQ z<`>$svtQVDBmAMV0T%{6CNe&*RjzaY;@|j>oL95JD@y6U5B`iHL)%1+;xgsrt%#XE z0ER><40WgTI5pNf>=kYr+E&&~JvMYVa^d=P-ERF9SaP3eq$9$t7YeJLtbsUYlrftIA*cajo6Ri*f_} zo#?Rbtb@_D3RYNUEWaRJm5bWfFys?CUR_5bjN?OpXz?^S1daiV?e8dsmKv(7(YnQ8 z&$L+!C(%u}d{m3fsTIn^9H0OX6iz+DHJ71|%E0wVQ-%n-#}Y*Afhlm4)B!S%ZgU=| zQ0T-NLsH?)LUhke2cov zefl}k&;Z>vpaD1v6i6QgF-TXJr{zL2R3_x&ji!K7{AymRj?6J+TR}A*ddTO9;3BD} z#+1#3_lfv{u_U^psPmE@+c|m&$TaeI(Uy@bML2O8^+MsK`NTIi>BvJLMQ-@;Hs3kDVnE-xHbUq5b}=o zw>qSEmWbril6LZJr)?1Pse;zHuf0Km_F}GVd&{QMY3tqwrE1}cg1LeksHfS?ttD4w z=%EucWys*7oSoCFDg(dbD$t`FINHDuRnHR~m(smRI&iZ~=*J>2$d;4= z2!dZ8&DMS)?ippv-j6r5Ngksh0N-bVj=H0DRC6MHNWbeQb;m#p!(!~{I)ZVfh8B~a zfwD%eKG$)ve@03mVYgB~c^PC4+>RaGNc&>G&VRQ)eZE3a)TYKj&}YEGM?(e3bCf{{ zJ2pMiNd2UZA(@1yCJJboxhAxzT&jET8IT3l8w!3{?P78Wx~)Qe-;sn3vrKD$uF+_W zyzlNq!{SdN1K_v|M!c7ZNsz^oUO={un%b+vhzj#e<%cS~0DUK&#vDw!c-$&kf1_05 zIR+}{n_=+xVPH26Jge-N9tOu>n0T;G;l%B?36iYT0luhwCIXJsP;va*EE!%TySac} zV3kR+ALyAQIWOGPme2=pROe@-kbr|WiWkOU5AE=Q9s-{g%rirU@`0f<-4Mq#)g!A~ z&BEJi!P!$8^392!Af+gSZ|uetMYRjdIw@0A>E3hI>{zPZxTenbRH<}B_L0(ta-D&6 zjNO4nxx8kw74^VKyi$aP`uQGJFd`||eSP+#oY5m;D*m)RSkK6ZOCN^1xKv!OahE>D zfW&?cF!VMitGMK1c#~qM@cQ3|Sc)Xo_1T`u%t!)UyO|))NMzcHPt}7hGL|2hxg$#AS~n7cWaLHJW2S_?a*8rWy_@2xma#_F^$dRZTHt2C>M(&?=mk zWr@Rxip95t)fyKsst)!Ga1aZ<0&8@ThW>dm!Pi&8AB9nanFwAa0&V*^mqKsI=-&bs z=ZkQigv*(S_G)Er`&x~xewYq&i!xsfr#f{Tv%^=S7T(b|C1#c&4;(R6$mSMdeW}xo zmxKtu(t$Vr_Kn=mpg{H#3VhFwtbj;lN`W$mY<9ymY7~ z6K<1jC>Y?tpzKr2jRd#E8x~2=8aWxneLL4UKG~32WOf^zk&E%e`@E)ub>;sI5U?Ysik3a~XUYH)_;_u{D`!6-IOFe`*>NKf zf%?_TX|-OMZTGZp_`mj4u&*NGh#Q}gIpJ1AmS-~BXi3)1ZOn(c{Va$821y4CvbWs2 zM!I&tN!C{Y!?;Vo2B?u!&9)+kN_@2jCz~PMi*Ccsv-m2~(t<@49UHLne$&jkv{Q+G zhaoIlsg*=>yMdizk%&skQ$$v5a{nphFGiZ7i}{sM(~TvfVfS`WV-HtyB+JO*AH`4H zzyhedTEq(u$QB!c&MBNF512P_>tWIp)1S+KPWHCf9vlBv;s2F2W{g}Gi8NPJ%8WYA z{70yfdnw{@OL2?Gzd#eSAf<|dl{s|6E0EkU%eh7Mz_dbYz6f^6jP~@P7yL&bE|br> z;0uf@ASF%=LT%!mKb@&?guyVb_$9x1=0VrNjbTn-0|Ee! z9<~hqh6{p*#uo#sxE3w2`8e|evA{n;Z!B_Bio3g`xqBg&HdXfI`H5%)#qGj#j1eX5Ffk_9BK6SU$@ogC*4DN2d`aQX-0oZGob^^Urwt zlOoU#`dQ4j5!-#9W@xyY(~~=@yM<7+VKVFT1bQS)_JahtA3_f&c&tYB+kfuNQOR{z z@wj+lX%n;y!1dMm#(zQvPw~{!!-p0S66w4@^;Y>|e@`RVg z26UoG#h(BqBIUi-}mvwCf^Nj3~0fJh4s7ac=cZr*XcW zlHnyoyHD}oyk6so;&AU`9FTX8e%-zZVO@SZbl|~}`hX{*0GiF;f`pA3v}|g>HuEBV z0T);#&ptwdgZRGeMJE%Ktv;$?h9&GA8_lyo7_sSl&OetQ32JfvW7-BR zbqLKv3wlId=OTn#$!PA5z>Isz>r?4?M$9n_<4l&?ZcUNQH{AWv$eb)j7gi`@J0*zp)rE|Q z?&eAc6dN-Tqm%UPP{khzkid$m5?z}qgAe$>!p1DnfoH*jm=yG81iG3h&K*_C8j#2X z$|3|m)f+mS`|Ox}^BgT&60}Q8r}x#Y!VuQDtFR5h6sw-*jedPAOa9JAVKmLQO4E+ZRS`l(W^IHeTe6EI+&l?5Uah=HA{XAw#oIYRfxiYBT#eP4c1 zdOrz1N4+9s;TCQ*9ay?-$k6`yDMbP|zmkv@nA=hP znM#%!%@3SmNnF~U z6Ei(gu}2SY*tmq%Zir0GC!=xag$9_|p>Y)mjOuik#|mu;?Mg{nV8-$e5{>n&lX)*} zlFDKZ0wz)OF?uqZi7a(U9rqIvLrc&EgtW^aZLC%ds3%NtIK8>G-pNB_v$p}!gH2zm z7eWQRY@QFyMj%<*eFk;|DGY=!sWjv*4wq|w=7QgL;|RgF9ID7Q&#*MSTo@6A^`Lds z0UDDEyKE}Abu%d-SU zy>2{z3MlG}5mt2-5k{gJOC&k#29zdn+AO4#a z@QpZi$}^kN)8f%e5%`=+dtaN$5FajiVrGl;fPpQR_e#0yzRMmy7?0u;O*xU%fuqoI zm=sU)yY3qQBdxL1J88vt6;-<`Sfm*^4-w^%)egL9=T?(S(|v-h|%x2EP*)Ithox`^-;H zS$;*C*3TGPk4*^f6>AEmuWf0PYE4{oKbNvzxcpVm?+;$iPek_N(bqG@fOmxuHw$be8BrG?~u% z7#+tub~-quV!wjUwIB@f-V|)_o%VK#A~1~ZiNmcA zjes06M;a&d9nZ^}h~x;#zIDZ~4ZX*w0A#&jAaQK8qvGX!i+S{bP7w!;H+e42g2Nvx zlYLH~M2|Mn3d3t_k?Am|;ch(L4gj3>#>LKa9c!BPa6JFXAVmDLwob#%01Vm zO7}|>siRCf3WeVIVMJs{0C+J*_Iv)*$^!o}s#h>yr!Mjeltzd{PKkbvpR>^UtlFBJ z%f~uLXUETC(idIl1$DPO*lj+HQ5-t_Y~{MkO`O z8qcMu(h(9vYuq3VgT~kfoY~N81z#YTnq~sj4J#z)37E)CVViCrG=VRr}_= zcgn_+(``_pw5N7Kb*-)5V*JE(!D-^qMRe_z+A|uP+~6 zuxYfd!+_4f1ypsGfz!Usn|#6T{s*8M9uJq&Q}&6(Y9%VG^Hqf{DrKrnZ{KbNOsulv`mW55IjH}S5yV-iOwOp|lyRG*(=1epDR>}Wx zh~y>BDFm&S49Ut07xm{?nH$Y|6vQ7=qglk~ohm+T?|QdY{*qjmHOfaw9La@lIlwTg ztCwlPLsav`I%*v9OCn%R*8LjW#ru-LMaPn;?!Ji`0G6Y$HuAHb05?F$zjjhsRF;ZJi+O1yE`(4h zt#P;ST;p0$s+zo)CT00zp-%65+yy8d8Xf*vs#A@XP4mP9>U^j0YwpXtECv09JJ$M)ve zcVxUoso>aAd4A3YRoavn^V{rD*olE94GuuxTv1ZKg za29GMf42v1*Z5YD!{jzMf_pmmqCq#=M*5OBmOf6{z&V7`8wmGZ;EuCfl@NPSnCdH^ zgy5YQ!*(qzb#(7cp3OU&2KLMNm)m{)^jGsGgQ}6Evj(w80a>zY`9K@A$$Jq9A zy9EHS^xFWNL{v=o4D47El8L0ECY^70VTl9|{BRoyQOjp^F9P-9xmB`RCv_DOp*R55 zsQUxfYO4it7?FdWL(hFU^e_^u?=4vykwBLZc^Yp@7$Wd5szx!+o*v6&jBiBmRszU2 zUht%Mg9s7sN7wIT!Z8AtG?AQFOg+G6k%h95h@v}IOOzYMKM!M^GFc}z)5 zYnrJ{ot%LC8eQ2G(6G(Qn<1HFB~2DRZvwB_W_FMF!;KrZh-VMADnqm(ZK{kz(egu8 zHEO41TwBt6Et~;)C64ePF$MEfC)Z#I#rc%gP63_ zP!7}(VU?#W^8P+6vqif_uv}5TT2+11G z-o7N+!2Ltts`ViR~M0A-N2h z2nH+w{gqGrO(VUBb*3~SYH#m!Gg1r02R!4QfllBjIrENkprB%&n}1U`pMKv(P4{;qii zy^_#u>bH8jDzFspGamUSj|>4i_>4sS2XyV-YjBY$XJm9d;hH>W`VVojSlrlY8EfNA zKJ2Jv={cYiZXs1FuXJ*RIYHT|#M+7$vhkHbF&X1x;ES#8%>0vI)?ih8snR3&g@ z{={RBr%dF!lIFo&2BZac!jgMy8yfHY6sglzVDW0l0}+%LSot*#aa0NAtVbUy1~Ha} zWae%C5Z7Ec7IF{xIHgk7@Wj@)l1S7Pv9_R>7RpeHB~5#| zOR~n$AY9eyV=MI{r7G*)bF`ggF$O<>XrAmrqzZRl?*1%@0{ZEg*E=uGEolqpj2{Pdnjb2}P|DGCLV#NVW6LToa2(a?2(iD?mWa58=B7W#>#L-7?PZC@+6 z_ipe)t!Cw>9WXL&-u@52KlsqlMQnrsC(welHGV+AI zd=aWj&Lx_u9S1emGZE~)BA0k4VR1Rdsns;ZR83&<%Zhj4Dr>H-R-~)LRBF9@qLwLc zEUKv(Kb~SPrag-8=xE}KXIn9Mw=1rl7Pv1v%y`Yt5G7kX(_@4VMFdF^;f&RHtSb80 z1a&Zs|4(%xi%y0aH1+yardY@xBAD_}y~3W}Y4u?@bZBM9>rt=C>on)m`wS%9z1cE-6VZ&r35e z`M~(y%f9e@J}@a5e}A&*gga9f>D8f(plB~T=PS5$!Evc!Sqz1tnAG_mhUhEX;99g! z0yl47QBm$l3DdaL>_7A^7?o{hE=(0{Uv?jXtD^x|zFem0J23lo-A|9g1?am2&z!|; z0rhLx1Q);iu_PxAtBz4MQFKJ|ZQ(XOpY_QsdjRjVY%6ir#a4SVld6%+7rqFF|5e#3 zyy2~EcD*G_0J4?maeeK&iC1eJPo3W6SljTcK%WW@RN1CYLS-{Iv+@-X8CM_z8d9dJ z;%!U)s{xr9*Mik`=QJKvZ%aV9WhD%mQV!;22GK|502NR);+}f}NY=9i!jK=S2l>eE z6hvP+@1|LQMr|ozac`gH#P>Z#ozY*66B+0!^Ffm{13-U}{E+%TRODC9flq(7_jhkI zvjR5~H0&wlu?3{%uiz>c$b%!kRq`CjDFd4A)>xA=`5c6&LHB}OsebOsR!xxC+5I1< z@`2?Kzjv?47>3M(cm|K(a~X&hay$-BRLQl=8v@nLr9>lu!Eyn!TUZz^oc8Brg1WmR zfE*c$>Ljk+F~`hj^BN~M!%)k6a7vmU_5_J#RtL9>w6T) z#3d4W*oN0TxTp4zMBTqeul2;X_;W6!w= zG_KmDZ5WKLo8Ja^P_!}+G~`nCiWLf%zS064gkTqfNp>xuGM6DZNv4*kq}EG>E@j1( zi8C(1<%-0gnQcJO<%N*Ijw!2|#lk9EC)ssAtL9>@5|)=RYrG0=rf+H#iD&qOWaL%X z5!()il4!?DZOjW{DK&wes{2wl?8tmgAJ*#A4zDRg+8n?5R|&SO4aNmpK+K^DsvtoT z`a@$$KG1{OhVDrsUtnP|7j1Q4%}y8JD@6B&rhxioz>79-3a+5GGD*YAZCb_BViLu~sx8HI zpa&QjrF4JgtkZi5U!mNdML$K|5Jk{cr!=24tu_N_ zmZYp6#ap;gW9JAI)F@MTD*8B=6Zd$EZ{Ka{)s}On77Mn8=vZz0chT@oZ~3%V&aYGS zAd@U(+zd|e##g!7&%8j-5lq=*iun#<=B@_J67bmS-Rm~z7iGE`n0Tks4B7^&*4(8|BqpR4Ek z0|0R$>zOGoK)^Td8MYc8^k_ScjNMQuAFI654fQ2#T#yU-o^UEKHF81!_M|;BDmVe~ z!F|P?L45b9wyRb8PK3xSSor6~gCjo#RlpEo{|_ApkCpk);aKduVx+|;Ph@#|&;q$gj5u86Tu zqHRqtZJEWMQJ@Nkt_`p|;X5^EMIeC20I}H^iV<{p??a<|CHfu=W;kt!5m#4oQn%{(+m6)f*jpnpkpKP;F z+g^NR5m6OiR=R|fD#aSd*1{LxSn0B#@aGHiz}*OYNWgP%mA{o$Te7Fwd?}@kNh=c+ zBnENIpd6wv5Oj||rdbQKNC&bZjFY)~=y+l;6Hxb&S|Amo$M5gJr*7NNl7A@8fX$gv)GvfW<>0u@YVUq3(Wcbg5F%k@v>86x_Q3D z>1eIf2wB2MWIB#8+`wR=qq|3E`dWwF!|6jQMQr>vI;`;xhv@jP$pO_Qz0&-=*K?U5 z$lBqslgUv+s$V}g~8Dpf0QvJbFLfcLbH8SfWY--fI1a} zy7RlpF9yn8#RzqwKoFmWia=Y<2rx^FkGhnV2JYP){1`nordJb_B{V5<`}i`njfW=| zc<-1;*-FbqO}KkS6G++1f6jVlVOBftX4VH^Ar4%PJrK8ry1B=9l3lWv?!L}^H{Qb@ ze|;weMx*WN5=cFmVgxDgnOws00C^!jBv2B%oYx$KO@D2O08P&#wrUc@TSn*#Fd;Kv zA*;R${5Hle$P8`R1xXbWhA&>C)kguQ4gZPA3R%yqkd|}`1)viXpr}8Zp=dc))P|Ht z+N;5VV)S?Vzq5;wlfkYUg#ui6sQ{hmiX7$u}pV7&Fr?h*N%NGNMcAdUEw9i8dhmBV{5p;k4W49c4H zWs!7{b7~aOkJfY2eVfDjd1}|4YuM{xapD!0OI>OiG}vwgniRo zp&-MmPvDGtbJv!Rd9cwMkHz*ArOGSA1JFD+J#;Zax2Up2JI|IRY_-i2)(njJ6+b7s z^iMse2>4$5pW$WCFu^!5225{+qy|ls^`$3KT8oRkghq`p~4(q*pn3439d9TXj3wV*W_gF z{l(npj`q6{`OmIG{!_jZU{E?HIfsz3Zo%S)`|Y5rEgpnJLFM1_csxHJw(=_)aFD(~ z4BxyVY3J3x^fiGMKCRGM2r`^n`ZZV&wm5^6$f~FInsC@vRQdR%wdI4LuuecbxMjG1 zD9&+|ynJ1s>}c-!X^v`2MGt2Eg4iVsBK}`pnCzLzC{H%-^~&Bcjt(A|hP`$eJ7-%- z&ZulX_vj)!7#i!QGnA|+mB8XuLI@181S`pOXd$X4k6)ES@jPxAD9FSWH6>74AMYpA z^m}uh$IcnfvlPhYeDWub@=FGPm2M6O1nA-QA%==TDn;%u4c^5}8C#sAJYJ(Q7;R;D z96MvFLQ<6^OaogOr)C)$=8Sa=2iCI#8yKz!ZN#KR%X0bLMJ+Wl2_i4uMP1lC@O;g% zMq)Om7N`+x)SYtt!Y(2?ch5|qxNgc=v8W{{QD$Z5F$#ee;gsDH?$bD)H1#@p9-Lm; zK_^k|!bZiS)^23vlSs!rh7AYb`#Z-LdJ`lgw&r(@wC-I^)%G~rV?p!t98Fvw`4-Ru zClY@lv71`@X#o0xnj>q!<4ggkt0!SIG2Eb`a!~}&Xy6?;s`PZXAlD2n#JzQ^dEU4I zwp%|C=;yqNkkr~YyObTg=k|-D7IQE#`qx-EA{&<2K$%4}Hga?y+uYmy;mv1ze zv+vDZgdvu{^_~qek59j7r7lxihHl!XtD6K6x;HVEbgX|XT`~2A#CM2kYHP;(_Jtc# z3^k4eHp@YZa$ehymg@4&0IL4tTDS(UpvgAKuowOtuF$M48UJ+(hi$pctm&{D{L}*7 zA=u8XizO^KS2*KC#o3`r(+F-ti*9pEJ`f{>;zD)@ER3vm(SmKZ- zuT!0(>!=CPo1@?>Zk}M4YG=|sC`@82zxE+)N7#s&s8_t*L+n(JaE=h)Aly7u;q^08?TRS`jGtuUJ zp8J8@N>DlUDFOD+bhhNs|YH=J(|3Ars=$ zo|{&Fv$eVAVJC-et ztKNMjo$Dl|uS1rOreOKmg7^)F87E#iDu9gMOY=sWV;qqcHAv8r(@bEPK6_Ukv5;2! z3z5#4R#lNXWd=!`_Td;k6YwB8^yR$tjg*>Bk;Jal@qQh1TJJG$o<}4Q-^6FUKq#G5XLF#L5JhP!<>ngBl8d8)u9w@fxp}BYqD5Q7D9Y)7OIz%zPq@bNa>$S)cx@NhL2hCrgBRbYJ^1Y;+ zz%UOpWDG%%3~hLT+A{ae$);E7R8feWcD>5WW zAIA&JnKb}TC`(C0rg!CJ^)LMsYc7QgMu%5ogAUBZTP{*4>>g>7Rg~RJqEdVex|%@k zvHa~4i%}OVU1HGQ5>$qGD*J`FBAeJTCN#GAlTvV)!h+Q>)>m_X>(Ao?z~(lT3txI} zWq~20yy+g_daBfxJ{kOt*)iKh^O5vI;JFk^M6ftYK>4-@**@5B9xGD##SRY9Uf>+m zJJg|^%L9K-P~hRo`(EG`N|9(Uu%jLe-KkHLp?*Wejp2JQ!Hk~vGt7$&fQ`+bKaC{v z6t$(_Q0RE#Zi0?9`T4dYjDGw~0&Dx9J)Rbe#3>42BW0J4kKTp5U0gpNu%wG3NF`;T z(Oe+(V^%wlTG)%wLiNqj$#9F6^%a7m1-0UbkKgq7Q$%ph5vEa{bkXd+Ov}W=@qO(` zlMoAC35Eg<0>LguDbb^E1>Ec(De}ZNI|?%v<|xh+e?Bom24@60j?7Zy!@0~ayG(X! zGvYSU);v}3<=5460uW3ZDb(==IK;yRwcTXHNs?@7&%;-8XfPC= zkoic<1Jg16%AU_e0frtbAXL>`S5sFG;ZOCaT$OYMpIB)S!9}o@mz60sruqX;0TTpd z1QR_i(_L+1rfT%Y1#Z~V-$Jnlv(0}M?RU>3$=stTbpR_{5D>n`08ZZxp6uR`6b_{V z7kzMjXqY5%KzjjjNaE|pKW^AO|SnP7G5&TK=t1FDMayu3>uQ@%lXH zfq9g@SlZnX(5UN}VlDz67J&4?LchH{Ye)Fbtq|d)aNXQFwSpcXXX%6@cI zkfy>97G5=!n_aHSb%2h5YwIDx$%j~*N;+(AOqAtdjT(;E&1mwnkY*+yi`cQ+*Lf<& zqs!tI4t)*&cNw0W5Dp8?+>(Sj8X>xmHA}dj_*Vv|@H5X?SFq4VXdvWc+0eaJVv4R; z^0Cv=7X`7`kiytnmbkt`DFsu3A)_bX@|0;Qm+9yMks2)|020cMO~&%O+mm7O)>1T4 z=xEVqpP?#)hO0k7UAy+??sXXJNGzS2W|9l81UBl|G1fwP?O{v(pE+BLS2 zn&D50_h;!@k1VsqspK2yCDCI}h5Q$((+P;T6donCl9jY&n@wh;wia6>{#cW9fDgIbyGxhYfk4*uDI`J?@~yO)A=qW$@0oMibqWt@W+nsHcp5)E zAZ9zzLmHpB^=C{YDt@XHEuO|@cZ&JN19gzres|Gdt|%iMKZ^Q; z`$(c;P21d`sJURZzu;(}hG6iAChQ*fu0RfVfjV_v)DB88y8N;fjx!yHy{a4Mf^qdf zr*j;wj)G&qiO|1wHOcKx5x;Z1%L_|HTERzZ))fbLxo%AiEpZ;p`3@&U!kOEja9byL z(X9jfd&k{xVnCk;Za+mjCffrrbfIqd(p6EJ9uobdOzyWfrBq8RMvP+gELH88e%+kX z{Y8e*B|V5Jg#&UKL(zQsna0s&S7$hXzDM~qg8>@@aB3{=)bvXZ-1D_#LsBMcMT-C= zg04msh$+1K?xPSM&a6icC||vsAtRmOXsy>8rcOUU zp)S&;g`3``b?ZiHsn9UXr&|NtTM*^@DbA0XP=uBAmfwgX$xvK4v}Z4y!t&Y!Fh{YM ze`+Nc?oBi9*I5mmTp^6C3r2p>gwn%J>l2;n|13Ale^f2E3Vo*wnv1=JaA7eokcVmT zfFq{sOoCR6+O)?45!*f3gEAO)%nqP6G=W}S;GO(^@(M-QFm1q|bC@OwYe~T*e9_a$ z656694OcDmN2B;tKpI{MrWZAs86?t-Rs^5oDurS^kZUMqNU^bT=zd3+qr-S)m4Hzi zhb%#gncSRgcb4T*%rA7Vt)6vD9uR$}+p-1~wkn1?yaBv>FM>s~7y%a*bL7hs#0eiA*} z6J?o)g9t*lQ&2;XMsD%?Z746cW$USi$9}Cq4J* zzluW*RqaXMyyNj@+B4;av!Aw$7J0(RT56=6>=&C$Xtey7UBOv_)H@nw+}w2*f04 zbfj8SEaXccWN`V6@rP9z@k&(u-o(AJY_xc0hZ4IR!#BW^xL{=DNGV8kOwnC+XwdFhU)SVK6ne{vLa$!3^ni9*H=OjQ4 zy{dD@qPYa8bJmL;(Cq=j+(hNd;62Pj~BkkN`;(`9~X$F6NoMp3a6IHI2Zy@M9_~D0>Oumb#+-hMQB^RLkY?h%2fGe#Em!LJtajAgUM7ca?L{|aU#XVyLppa zP%AljkT;I=!U_zeM@`Y=yCA0MKSj=tVvq+BGVgXwM$vtz4RrY{fZX%H>bpP#5nIDn zyRCHUv80-%Ywic#q04rK7odiZk<9WyLLTm5(M;Zy4P<;GoD-R>Mr1$x@_vza*Z#QIrv;dtQ zl34^J6SROjS?SQp6mBn4&+Au*4MI%gA0hWk^KJSvKjNMr6HeUN2!c&GO4@i>3e;N5 z`P+4C(hg8hgV+3H2-S3qV6bnAhHXoYze`}Q`!&s|GVTkqXw$SHN%h?LI{R3Fi)BL)_tg`o?>8)YuMfg zp5rJ;WGTE0OPR-M;wfo4&_jtU$+@rBD}pIxOmQBj74%uXok+xn|-78Zsfe01Q9RYQGgU}~+C$8u>)-oMMQ z1F7M@1{B@Hu~=>0@?ZvYQ9sNJ<}BTj&t<$LxS^2^UY1^04uU6 zr3c~?L7f}M?NQ(@&^gb1vQ@gB^6ZTGXcfFpoq$m6*W!$K9UJ6Qo?!7=m=$eGuznh2 zZd8q-6xU1O9ZuLpyB|r!jBlWpd=aXb!*`(*p=#g2*&+9IxSunWDVH=;yZ!Rn|Acuq zFuHIhXH|L8#b=4}jPzB|Y42P7(EMRd9`?&>-%%TkMYl)JUGIdl)Yp!IM|DePQFmId zZ!AAwx#1VoqFY~)xEiNbrl>er5&PWI{^kl|KWjMRgt-Rdw5&nyXBHe{3=gktza@(= z<1U|0=y@>&|{pl#8? zLQ%|+AS)TC~IVUm8jtWi|(E6X@YWtiU@88rJ4dHAr>=U*)^^Z+4+3>7< ziy+G0T7=b@j_K|SgZe;bJNv^zolpB zp)>?0ExH^Rs@D+|!>1$XFJC+$iR%?Wf~Qh)-QX1T?atZ-_2A6_dg;asi3J)wel5Ko z<{JZPE7-uN?y%_xm6Xla4c!^pHq=zWM@SD&@i!4y|KVE~I>GbrYC&;nO_=bacs%^HzK_?h(F+eL0zL4@w$+wT?yq9IPyK zGh5P4cQkPWOB(})*o=xBB5mJfv~xVJ-w53UNxl^p%-u}xD`2)dzTJa2!iX^-D^4*% zjIO*xPYi|JNvazLz&v!g7kkS+==!%n7)uj-0i9BiM2HL&7BQYCtkO25V*UgEYE#0c zJ^Qk8D2RL?Ft?%s4yV5wS_SxH<;U8!Qr7(*KWAdD)1*B#+FZS)0|VizgLbuy)r&yH zdS;L({?htygXRYeNah{-Q_N6sE~E@B=@2Y!$Szh#Gq{&P_BfaLu6p4Yn1p%?m0OIJ z8cz}E1bFmJECr1%0`d55$zsi#yc>t2VeubH!S!XNUe!W$L;UoH__(3rQHP@_V3i7& zU-6guAzb^g{|*u4ni~C2LM*v)v}mTx3;r+SbJ!~qC-#0~$Q(}z-~&!{u`kgFY+Fv@ zqGT| zH~u@`WHNL{{0XJffr@iB46yK7DAQj{5fz~Ev!S&Vri51jKH`b^FU*gi0(cqtiSu?H z&5(UeGFO$IKUX5xY|DW3odn1saGZ85A%Kv-CfRWm_h@~x5hH(~AM`pfe$%4Fo*23~ zCg-u=jSJw7ktpSR5Mn^G>LyAG1oE)~*S2p+hea1p59ORX|9v6R^N+j_SWmQU4o?vi zTey}?#F_9!t2M#b(_Drmd0u9YRj~Pj#5hEA*n~&+7*k8RG{$+%cLh>vvo;Est6W6p zPEcE!LhIf3?UHaDd<^?$r148WY2e9ZBiR|c#k^3ix%Im8+m4hdnfn6lm)e=ebd0`a zfMlYnA_u)~JqS8ajdgMXlP2?2!?ONBlg6^YP>Kq~eAzs*UK8*@LKQF_3aSl-2~;N2 zy2vKq;E-IGqbDJsQjnG2_GRcO7U8C&8d-9j?atiDxw*5xb{%8A5J_!B>{Dy63|g2l zt~Go^5$+X`ah{>aF%iPgOr#KBPSOSE^KYd^s=cXuFi-a`=yz(9lVj2KRuT3JD=eU8 z4aVg}XnmayfpfpZ5KWB~5v%5M$y?%VKnciEr(8g`y6hs6jQJ2$sVcH2u4~Hs@=TTG z;1!N;8P!>ul=3D?37_b=$$!Nf}XBCn{IcE(v9|fKoj35bsjZBJ!88#L>>JG z+UGV1>(rBX?cqmg*>1#|y+1KFBPNMB55AR_M5~!jpdnBq@5D|1_CfyRKLWO7YWz}R zUen61t((miEKF&8L{Hw4%N1B~a)!O@dleKv9P75d9)tY_U>zBICS}h;_{9*mi(frp zvva~AGcD!z!xM3#GBc~a4M4g)qQzj~>2450qlhs*hmf@gVSm}<<_Cw!0F}~y91t7# z)$5`Z<@$wZrW9kkRJ(gq4gNvirH4l+<+B0xzly;Ojr^_O(>eW z#dilNnBs>Dy2Gv}fcwu5c`A#VR`6WlC(-b2UgMX8c%vKeI+G=a$YbQtXP&44wyjcO zSTt{%%a6$JXukzo1hmDPcdru)-#D1|Qu!DU6k@oA?Nub`y0SJJl&EVk82N=th6y5q z_=n;@R_1TjBrz0e?lf=*|5)g`9Y@8qC02$Tv`?d!ScJ62zqUjJApKywXZtnVL}wk9 z(}M0Vq9sJ4RFSUQ3;w-p_hWcEP{SWwk2qP6t%?=7H3nvY-vf(ui2h7PyRW0sY?%kf zUeD1FKHJ8}q)F8SI}idT`T|UY5svjTS2bi;l2j~BgbXKC#5+0idIzg=vst%}xr^OIZg&8A`7vjQ;Suw% z7TdIYdwsW`#Oi?`St^lvSIR^Lg~MXU=pIpf^jE$MRV$|B&|nl;xr$esKa`{!gQys5 zx^ao@5E?fb_o(d}n5mW_9(LKIeLO-lQzoQBPNHQR`&&Mt36K|RXU9$A68V1_OFiPR zW$JZe=M@C>0H3i!2m8c6!id~)Si1`c!s6V<7ER~iZ6H$}U{J#vVPSWcGFOwt0DI0d z<0vxvn+4jo!rP zD2*lVW7$ejXu?7D9@UgDLeVrXlqai;LA7y#5fu6U1|SfEp1@BIa}c9STl^2XZf zVmL5_Z80U24M6MBNt^biz0wNn7KXq!cLvksZCmkDPY(AR?J%P3>p`jLxXTTS0!3r1 z;cnEU?h`6|6OAcJB2-lED4rMlsSrn%Q(pk~A4%*cZ*p;LCXA>VYl-ChqybaTc(xqu zf2VtkJV^xkp5>@^VL$o;LE;9Cru?bEw-kcZm=FuZ$aXy6b1~wAVhY3h4g7k*{J023 zEVpkf7+6i{b>{4a)P7(GY%*_x&la?IS64E|p#0i7&WgCZX9crD7fG%OG2cRnfi`Fa z$3ui-ktBq*4wDx=q*rC(&RNq!Jhrhy!PS7i)ebSh`5mG!%P;LKfxbG6dBVx(#>C0X4a8& z&ETsuF1`JO%Vw*SJ0k9uCUaBWA$OH%q|U)uq#41&zY@O~bL-XN$=B$wXqBL=_IOh% z_y0FtCHlwri6o^eCCb-+EH)6OA-#Y8)clySr*tReu_VPeSR8`Skzk&qv8Me@l6kKw znq4v9W4MF*mNf~*Q|Lwrhaf$0uw@xsd9f!UHd7O-B$xj^y*x;^OiVRZc6jWl) z87F(KffIwVJ5H54%QeK~*u8pi_Zyx;Jh7Q)OLH)i>+eo^m2ID_m+dI zvvRI_FAB{x)EEtWS@^SV=H>3O139bh;4-L_ODyV?2-=R-K|h$P!G2G@O%^(q$|(fX zML$3cW^%%IOf>{97K7y#Q3PW_Ve!oe;^wXid`&0+%gj{Rig3zGvU^L1h}h2%jvWOt z^qX~OAE!BZpJX1BnKAOJ->O1}v5rjDnh?@~uMWjE(K5wRW{rkUpH4%F&)}bYNoiDH` zii2QPrDbI|0Szv_;SjhRsV6%Ipc@|mR!k4ri8kGOh(|4zw9M$^ys3|4x?%^XNI=6% zr)V~B6^R-Pxxu!w?jmIX&`;dbrD@v-HXEb9+ng+^cmh;$jBdzuRZymP+I`CHLn38? z)!>e|A0^+dM;{eUI!#i~RNh;@L61L5$h>_++}G{OkbW`mH|-0n@nfcyj(A&D%r zi}ClZZBKhMS&j*Mcu~jvtUU!67ixBegKfcFM|TleFbkyA_4O^LNk0TBEhi#XcP7f? zHls3O4Devm^oo-x%v#ck?%UJD$kaJvn#dS<*hrpJx!p<5zNoYfpNF_GS#@GYoW7ty ztsXE=Xy#KR6=3zxZy-B=L1fjeqaa;!@`ta)&&eVZ!Y$I6U^0CE0OWE(j1>q`e<5`B zF+|^vH=6@no;UEzFJSKoM7p^$THK9>Mrk9pFK#V%d4ZnT@DzBNr=NIt7Mr?8N!w|R zKv-p*e>u$5O(jy-{dxnQTR~$b)rZh(urwN)&AlbrWK%8@Jb{N0RRnjqN&B0Og<5bT zMrCBY$h2VB$owLCU#TJS#q=9pYh{=+ov6xvKRF_mktJkEdG32**({>~;t99s198be zZ&NuhKK4IZ$zF9`I80LUJ{mIApqmf1`x}`MUbzSdvnJ`upFdsoX&4lUsTe!|0)^pw z>n@kPBJ-Ec)%Y4PFalCy*iu6@wE)Odjc~k{mG3GYvymw1b3!bEZ@{=E!@o<<1K)+!(&(VV5RC(5MnWb z948(BM3q&^gP2UwCJ%%GO>=SC{r&)|1aLMA<(=QZD(9-c@F3{ns+&}_|Xp{7F&8yl!gPAA6!<&{(y znFU{)vhWbPP+2~RJXR7pOi7##FEylAO8IG# zZL+!XWsI*ecstQWD%maHUso=y3{Kv?sH0WwaNSN9DrZB_(~8za? z*fTcqSB?a~cMp%oI2Vq@eV_@6e*k;3A+((2XQJzWd(b7#G2*8lDF_9RN$9)VYoNo* zFgsD({#vq3&T-L1HOFhIot!RO7YIeI7~)(Z>N0Ed?(8f+Ibz`#S&pDZV^Y7i(bA@m z%kwe>cS$+F9(#g+nbbwu>lJh5?=yxq!pH^%q{;acjP6YOAK3tzfv!J?tYrM70#Zda z*r7ROlTp58{Uhet0tcQvI<+SkW4yyO^gNNIx_Te;Yrxz0Nt(trx)5ap_aIInFsQ9i zIH2=`m$dEcBaDAho{gj0SXNXpZ#+j3jpkPM!!67oi$!bvr@a+!;Uw6roHCd*wuS0< ze!I!?8qS^el#+c^Z%im;d99#I{K36dwz(oo71@zJ>$#WkSbNcvA<~tjD@O`TrcEH8 zP3cAL3LS$ul#6Dpgk0haz-#I)QjXyJaIvq;3ECt{FAP^I_XKgxam zde(p13kG7+Wrtp?k_(1NoR|ux7|w+K*NdT3L_nVtMiSUR3rhbZ)0KO-j!#P@@2pbK zC=GiDuYx-Oa5=jx2hcBE681r|cO|;KQAOKk)bAoW)eE|~HhWZcdW~pMtlQYSE&U?! zqooov*-tS$$8%>=mSpNE+kfrKUaun{D2fAv6wZ^VK_j+1dXUq0b8M(2>?-G2DFa2} zQ?}MGC;&=LX4wUyvl+b=FJnobkn`RW>Ua2R9CX&JTU+j@ty1!l*U|t)Z3N?5fC&D> z`-7oW8r)Gp5=?3DA}Mb$P-iUn2Mk-%=~u~0 zTQ)XyPdLYs#i@Z}Ugyc$33Vq}Yr6cInLtd8wXrGRtqq&k&0c4Jfbg}Q6I`zKm;^)X`8AKQ$%>Anl+T6BsL z4Rh{ZVrFh>9nyD6mY%gjNuB%oT&o+W?*ud5XZt4u>^I&Vi4!d}v9xzEn29JrGIXvt(EMDE$_js^4u^r8WSOH()c2|3yX9~ary_>%S^ zNHo4^l$3G*6zpr7Oei( z3WsHhP2KtU^1ohazyr?FurPs2R6f4Ev8I(sUQ)qtsNtcLvjuvwx^&OO_B^j0FKr&#pOq>QUps71Z-)($_-j~&PuVRVw(Q7yIVXe;YCpdA zM=Vnq^A~Z|TRDlkYkz)Y^FE{HRnAXi)^L0eSonwi%xf^Q6C=15iSkU-CMn36y;;SA z)&_^aLVI&!yL%~&M(}1x`-Cs5FX6p8IoC%SdTwt@!k=W3aQvMC!}h4xVuHMEj72R} z>6xC-(ZIOlvO6Z}hE0K^X##G;pjt~PWD3C};lCI`cS!nIV)mHs?C_ph(jN5(3t{#s z+H!_SvoD41P*kD#YYywadGWc004Yo@I7B-MG zuhK&nI0ww2xT$H{Q)-~D#M6f%wP@X57Ehx=OJMM^Y#qB47B`?--e+stHwe)2w@Mh@ zx6ZK*p6_T9CKrxo4B_TW0Oh;Gqi`Sn~b=SBM7P4aVRIieBBNZR|ICrDs z07XE$zi$r6>$Z(Sg3RH6g=%)+cU<*npWsX!AFNhH>rR5J`JB&_L7wrS)Cy(bue(X@ zChR!yY}RGe?Cy#7xbD!^L)U{E3Tffpqn-bbQ8=;w zaRyw1P&t;@iS9>o^N)kV=Yafs-@9ze8ucx1-AZ1KJM^gp2phQV@TbLiqBloPZj#Q_ zNeWgbE@9FbLqsM|+k)=8)c4bE6nTLpuQ6wD+HvGDVC}3B>Pw=DNwq4$o2}-r(^EQXwIPeAT zzuW*EbRRvnq}Jz+l7dRuS+Pb1*@z-&JPB;yZ4Avp(7S`S0|FZ6kVCsl1p_qH9WX$5 zoBfWQAnVksVh(Pzlr=;2ZpT?dig!>VMHV$DW*qCn8dYR;47)x5C+R0eit0~}d6ir} z>4V%GvX+_H1k|snjJO331bG-(sQKcjipYoZC|y5HYhcEUfG0FVXCbopuN|?L7k@)w zC-8LldkytS7GgPs+=+Q4Z_>oXr0AN4e(bhXa367PGOJl!0fN*&#I0K&PeR**qUl$^ z6+f2trAj!_l^%T|yXrR554-xJhsJ2P9wb!BWz2yNrf_~~!nyFfUi|`DP%T*>6h!E0 z;BUudz~t<7TQVy75XJod8+-_;mQFgQ4x4+)W#craXBoL_t*IqrgIcrYtv3ur*r6LS z<2qjX^3PC*UTF^HMJLBA5-kR`!m~O@_;96QN+OQ4wxSEnHh@A@D&%-|xzmAG8NkzW zp^&!X0s`#Iivq>?1gnJX-MPlvyR|2ovwOQ#CXAI&Rhc{1S@ld<1=+f3LV-Au2Eb4>2$3Ht7_V`^iE1SQ&TQC+G8NVD52N>&juU z>e2Pn=c!d>No5EeRJYROYByBo#qAZ4y^_Rj`dX3J<%9rW>cnPbD!(&MHfgI@q2Vg< ziYFLQ3ToYF-)j3nUvsOr&?~9d%*k?tG27$ib;)!|nc`lit8<2T_tAU%eHm^c@PZvU zD|A1?@-RJHme0qp!-_B0FJF5rfox5OAbsrwO%Jo0V~#WK9@0yhlfCYsjDcf{H{xBWpA+x{0_#W#2EKro zaMImG;SY6>B#p_s$T|nr2T9Xu3hz$9@Qe$jHzA^Z9a)GkV#!a{nGFf3ga=6WDj5hyiN`HdpnuY-NxDkkl^u zdhok9swZkhb8i@b;UXuR^XDK+7$Oog980MyO@%fe)!Kh(J=|LV%T4B*dy#>dRzprC zb+*F3;=EtU<|6jlWY*z#Im(-M4-rF>#VwJ}SX%=%V0)3IUpcMLA^(#o@qJ$2&sXuO z1&m7Heg*r*4!E`--HXOj5Ayla|JCCP{aJI}$*vU+)i<+;S}v^zA&S924v%E1LkdpW zB2C=C<+4&m?bG;<1uWNN{YPn}ZI+tg=@gUs)K&+bndtz4_)=~tZ|`j8$Vr@Q6K^u* ze)|l_--+1;sn?u`M7m|?ME;_zv?WVVeWlmX)f}lLZJrf0oNupBwvALf#X;ewl-w)= zWNKcZ@gji!2CJoMI(#YHAHsR4IHh;+?DEon!Kd+|ABh=-#G|thV+x;J?zkE<;)WyfT4Bm|&175_#;neXX{p`IMF zZ*^Y-NDFK_h(dUjHdgL-aT=uNEhMtLw4zp>^7ZW!QP4rRCheTYcv_J0MA8kj^ooxt z8XSV2Z0IM&0M@-7;Nax69EYMZv^Cbt4(1HCap~2q_aIY)vg!D|?6p(Fb?My;OWd4X zab45{nr~(+7@zyOYJ=e#MC#8fi{2X@Ox&p$$~H_Pl)*OPXo*cj)#OCpc#7tw2L8c= z>VS-1Nx3|Rm9xtAUwwKdT+*QeI96Ll+M?#9F+wydA%5*&QZJGL29n?x&tS2LbQOQ~ z=OK7`3j?i8i^vHX1~t$%?j+T+uEcv_^`X|t3e)sXu0{7*0MgE?&5uqIzBufe#L*u^ z*b=)0y5PK-{t1PawqORi6HQy_iSfXp>G}e$WMFLvm!E18+XLF}ROugaY zfM!%S7oZh)&inD~By+yGChNyFc6?eqwvcpK-%wqqWC$7<<;LnU9O!*(dL~cxzjf;4;$~mm@kol%HsWSKz1f=;!-HI zz!K#=qj^n1A4{kKIPT$2ed%wcWc_M&bCl)qVzLMrRPO>wJTMQlRYLaWU$I_Gw0`1; z)}TXL2@(M%v^Nr*WAZrcvx65odBEwG%(d9+a&->#iNuZ92m&AB;d>l165iY`g@8m6 zxOf?)ohK+s$nfvOG=Rv;FTjq5kr(4zM$O)>1Z^rTfKd?oyX+&bFnqao&)(KR6Z0JF zc2$X#GiVonm=wgz`w`NejpP(`QAy0=Mi}X984XlGSBLVG(wa_NQ}VktBeEHqZlG0a zT&%fpTdm!;y=;X*{qf%K3CUOn(qPb&8@9R;! zs={jWaRS>wolbfnWzLZrNDyZda`xP20h=sTp>Kv}xDxlR9d4J65dWqLvd~*v{F%|* z_{H>pA&`8dsS{!TYR<`n2()R2SBPIA3gL$9D)J$Bz?yv{0V5~6qkgK*(;n| z4l{tUtC%p#l-&AqJR=!A-Y{_z4+SEwLq^qJ`itT~&=7vVYVDg&J}@GS5&7-DRF+<~ zX-QW)X;BqS?@swhJ zDoE>p?mIF-jI{1~=-8vTqYW@&P01s7_Jff>4$<(VSW|^52RS7=ypg&pxfa8)JM$G5 z$5C$+2=zP2nPVj}=$zVt_B4+DKxlW$dG}~gNh&irW?8d*P`eTl)Cbd$()c>VAuzf! zKrTvf?qMY7lo+j{e%5K_h>o_eyMJ?~u7=${O82adc1SW4%je0}NzUVSa_{muHgvr}%d~&Gdw$vJX(KJ#5qSmOl+ED z{LAm0e1!#LOk5K_Fd{~79gM%2;oa?|{M!;g)Sb39qx)Tl=YRF9KY&MA-MU!8BKGq@ z%OEhvap45lt=JiZ%41gc^{uBEkyaOpg*z)z#cNmzZREf4X>gR+!dRxdh}*lY zcc8f6YNQ{jxszxx3RcJ1o00=Q967W)z8Jy!)T4M z-E|v=i-MCvy{A5*s?kwSgH1?{5h|Ve32KCo+90IBVsuXHOc-q+Xj#uNTPi^(B1!CB zI^Spea>^2_hVvzBPRef+wY1>;c0{zY1R8&x$q+e@KUyj8Ml`=xRbS^ireV?-31TL*jml%kZ?0=^4uh2uP_Zt)*U*pJ6a&J?e3Qq|$2*%Hm=+~V7&x(R{r#jRxk--HL zy_2u~3Ix&I$ALrn7Z*$g9(tF#>tQpEoQ-N0-QSyQk%k8DQ2BfR z*#sgcP#SaU*^-kyy)LNIG0JD5Kj9qter%cpgqo%+uN&|~gaD9MuMGpV9;AFnu0RES z(s@UaD>n-8_|(N~m%IvqxJ(10rg+^K`Sl>qlw??^Xlj<`qyu$W0YS>pEokCNF~Dry z)>HgWx1m?^^>5@K0;%THGS*@GZ-AHXEC=+#%o8xq77hFOrj1E&gfe%zog(dcS#7Q} zF~w_G;+T}Nl%j#2+=;Bd(HY*$l*s1f`F!RRJ!C(Y#;E37sV91CnIsAx9;WH)RTWB} z@Z&^BUK#x*LLYzs&NWc$LR$<>BSRp-HFmD8@rXeDA5(_vXbX(^0-v)kj8!Gaw%_7M z4f>uA2_3agna&+WXq%KWr~JL)n5mAp9E9;D@p5O$7K|A`!lt(0(~q+G+2T4MSb-D> zf5EQw_%{PKr&oZXZd`+yR&&{RyneB))_(A-xb&JmfD?w=g20&66vH5Ryoe8`+X$9s z>CO$CFu|zBfxgRIKMs}AoON0OiIk7B8T+kQKW*gNb`>qv=!n01Q1QJNAQ#$GUm>5I zq%E4Le}jv`ikVInQJK8)5h7-AX(M_u{9c^~6A?WX4UdaF_>S_yS86lWWtiVNFEba}6;$ZJXM6_fJH!Ed`FEraJsf%UoD)9N zEgXSjFnZn~+#SG4dRYf-MhRIFP22oM7kl6xEhd_v+xfeB7VxbwVEd zeLmMYAJ)s!pL?fy?C8gJ)Q3$1zL}kSdj`)tQXn=P^^~%XimnuXZGY3DW~G#CF!$=l z{n)8#CuIGc;M1ijSKE+k&qI0!{9ftPyuxSs*T)xwt=_^ks(fVr{gmH3g52D}v?k>J zs}I+t#Lw5XgnPGT36ji)z!y(BsOJffV;LkkHb}DQYt-IBp{U&ug}BD7BZV^e1|y)r zfxqy}w!KG1w!HvDv{U`I6Ygfgbq=S1oQt{va?|Pej9@=klRFZi9<~6~iv$wUVqV?+ zWRJWNvjXJa2I6`3dj^Ba{x_FHxqjj0?m>0-V@c&_?SDmG)d1%gdZ1%UxnJ7d-Ti1% zdOv_y7kn3We;)xDTqp^is$-G6<`D>(BGE2kkXgKD18?wkd8sBUYzD`v33{^~BEcaO z%I#<>KKus)0#fa0tF`Ot#l{mr`gr>MoM>qE+OrsOuT4JH0Z910aO%`>xf$#Q)Z7Tw ze>OBAg#@FDn+`0gsyAJlM(|}#cq^Uu8;d@_W#w~5bl_bgx_d{86`zL;cFY;#DcJc4 z!$N-o!N?E9qiz734Gn%s;GZqLvFc{{s00%F1Bx##`NOrJ$7vR4Y%<$mE5tR{tH>%uQ^!^4f0qhV`e(eK<%R9OJ%PR3_XPmmikY(%s@R8Y~FPqa7r+*Ah%9X zO=#IkUmB_&Y0WjIJTq=qw9r-Em{|C9>%#vR!L*Y&`ni10GlDo-M^6fY6r3#YWsSmU z++v~lB{o&aFt@SYRXpZD045A;^X{VIkwN+0989kkJ{L!MPUi~{YJ1|;3}2KL&-ZkG zGOLmskR5PF_u#OT2z&^Tj$4C1RYZz>HP`$gUAFbV_opL?+H;rTdg~n^c+3p-v8CKSqd8gK2zi4R&*+!Qi>xGvp}TJi_12*Z{YOAm z6buMzodj*ICLT!&pA#W-?}aO|I)Ub5jqpJr4lDu~J1{0<@TU z!wOvS94vn|a@rzy$a+wnXh+F*O_;47Sch(V)rvwi11z58T9_8u>f{dh4m$zC&Yk)t z`Scu68>X+P16=kaygIbZM6&S1Q>mG;)Ph)`QSu*a8LH7w;iC`$KyPP^^U*lKed7m> z!?~jgr=T0A5cR65xeVKN7b|q2$&baj8i~Yo? zkep4GDco_zIH3t&gEwqLuRpcip`MLu&%s4)g>=Ogs&|IL>H){#=KXgXk^F!eyPFWC z3_z+EvYo>iAu3XO1hm~@1PKFd zOz%W7Z;$*#e-q@7wHj-XA`J~aU11?N$LlhqI2stm)eEdey?M^JGbO0EPSMM2hM{}G z6FWT^aG+$LV8IeBNv3xI#7L7d|P>tBGzlr`E zmkv*VwmV7CW~Byb!#MiPD&?piK@fa>*Pb(4Rgeee$|rs4Q$Kr2{rIk zciml+8+$$ph+KR1bs#0FqaHg1O7*iSsuPq73;bRp6i zmUZI(MHLi+Z=0`q9$EwwIyzr_$8nQJNG!r|flbJ0YZhz>AaVKsL#_s2>zs?ZMGN0qMN*x8N{zJsI&%upG(WSf%T;kr{Q&2Er!rKh@kwT2 z#%{s;u^jt23x>>AGiOgwi(ugl~aN_*| zt!?J&@knSY{!Pj~l&&^&3iU%9C9DxgMDXgea;cUH#YgX(u^x^)huxxiKNsI}P-a&D zE-t@J$y?|+*KrF>dPhMCbunJ7LDS++o|3*kXn>aLwU63FsV8Ql?*W5XMIexfZ}%}q zSxK`G#6Pe2aKg4gr5W&~sM?hWf=%!4jX2^qGLik4KZ|;{VVj9q$g)|ZW44<*%j)WP z&n$HN(N>fe#C>Pa(J>2StuNJ%`g>8~Uc#xw%^(xj9G;-j8_R5#p2nuMV*q%_EYg75T3xuHEh7;kOTr@mVUat zfDxl7p(fGiZ&{;i7cDorMHDU-kiuro-q8}^buBOtwZD!RE^wPGMfvROViCAh zZlQdlHNoJ1c{ei_SfD_QF01$C>KW(+q%3Ku+|y7c8uJ>U$Ee}V6FbH=m|UJ`3A~sS zC4VF>Q|(9PsF_tpbDaw$I~TMZ#K~ij;P+15VyxSrmXL7W-T!l3DO@RLguz0sEwn($ zuhC(9SxCkBlA??43KQWWK!%t9FzpPU2dBj)a8he|5Iq${qLzOCm%D(yAAW@*@4vJf z^@B&6S)VKMZh$#c06G^_!Eyw6He}Lo*?Ry?)k8qEkVXdP$)dl zn7O}P$2t&*Q}XMH@#5I1w46Xo71{TAnD~{OTzK1PyCmt&4H4BlX+fPOd=6)0&^yk{ z_md_A-g{M!s+3f&aElj_in$?^zP4g!+IkbVIcp)kd<2fmM=aJWMMz3j7Sy{{!86Tx ziLC3s^EPU8zzwVVQjTXVH5I!7s;ZM}nHG5YT(hVf84vGSKVz`hBjSu0Bg%*Qmsci6 zbV!v6E9^HO->h9ZZ;c}hGATnWSsmQDncWZ0)^Y5STmoC1$hEuF{mm+;ln}X7-d1aK zPKL2lnc%dk!hRI651IL-1SaIf&Zlf_JW@H|>uVN_4_+#DvS`U>8Gw&!MOv~3-IMM9 z(EnVk9N)|`sciPb6u?7&$OFL=W4h3mpu5Evi_GnUbM1@r1hs*peCie6a2}!g2*4t; z2%ssZLfxFLhbc8tZq7t6GI6I-Tgl7!y=d)!*3^T%0#R(-JWzN?VcPa!@0aC8tfYJ_ zX;X4WC%)G4FU^^>BNUK8q(S~jv~$I-4xlG%E!I3Ag2V3;E4` zLTT4nFW*R-m?WxiZ5GWHLF5jg*@>%8F&CC?r!B>oQ)>z+Z+(Yv$tfG)m>)idrBZ9qBPoH{@Tl4O zG2zoUSicH^OjzH*$csg}5_bY+tzl!oNAa0Iti-{TAEccark_z6R9I_@&Cr|$NB%NG zaI1PE@7#qY>`?LupASN*ddxsiO#olgocRG9FD3ZMeKVHrCirLix`?VZ?(acrrBUbH z;VDc0ZJ1UZy=U;8P8*EHsuo?g6dvM8G2Q#oIr*Y$lat4!QArXQ5@nkzzK0dly1moT?sdIh=-qrU#4MI3qQC8KZeuc?6`2b&Cg z3iQDn9vdn*N8TmydDLJde^#&9R<#f*t#<(#OxFEjBn zL5=VJv;oa?^atcvSzdEl09WW_GeFBU{Qexwn9=6W>G=HQWW7AqgBcy zg>4PdO4z>f+53Aa3B>qL$M)xYi2Hd&t*oK1m&PQ~AV93}|2cz@mEE_M00gOm7pA6p z;7fcS$E9wU#oM|r^rPqgn^r$f(}%!&nn1i z2~rB1_qNH(P;wdF(Mll)9)w*r_J`Ja`bTLkAjJs; zZ{f%1lT~)gKHr^SusJ^iEb)cTe=H}&s3OSyUo5BkI|_(nEfiZ#v9>nozsn!10^?NB zyKtOwAR8uC!qmKes(ybD*>c$J^BaX(SCnwnP7&Jk2G0N=HDtiU14Ni5zwjD(pG9sx z=32+q%;wuoRl}e)k#%^Ru37kJ*NV^PR@uVMs;0nC(|tMV%KS{l6PNGV1eKI?aHVQ< z#mNcpWpF|=IXeX3~joL%}E`iSlmsvhmil;Lg#E2_mFBGknbb53jj z!kR~%l{XYDiFNYwc;nvc9$b3ry10+MO}l<2^R&}&m5GrT!-pCg(-#?f0EWJu9Y9mg zWnG_5d|8+#RxLp3@~Q!G_ZP0Ug3N0ZQf21LgbPSL5pyBT3!4M@*Gqj(=!Q2>p8+Og zw9_F)(s)~kvma0ZLiv1NSa{Sn`xCBdn_kt6>E^kWxwyw|yO7K#s`41Cfrun#5bfaV+Xh!BSgA#GB_^P}^KQ8l`Jt0q@5O z(ln#C(k#)QN}n(@1(sOS1wmNj+4Y)Edz%SD z6Vn{%=0xVe+0L1+KGi>$h!E-_+X|fhg2tL57|pJKTkX<`6T=T{WBt-NeEV61Th>-K zn)Yax0iyykbd##~d_q=1D6791 z1CHxUo)yV05;k#s6QT;acdx5}chfMeQfDj?`_=#xtrTFot2lE7sx#yxi%CIvlompu zr<^;0i`N+k=v}40=Z$4l?uMOCfZh<}WcAqDQD)pZ9368lN^vm6xi&2P7nObk>q%GD zZ;^Juq@~OxrS<~9+jQV9BSM*p>KS07_MwxyE9*m*T;LoPtrkvxDch@%Gn@=PDV`Mf zSm+HkBV^d~KuNFUyV^8lC{iq=X`EG3aQo+6o8XM6XmgX%s&rR(&Lz!;k^jR3=kKsQ z66}{6nk~Mw=-H^xBMrSB%(T=uHwXD=Q(;*ut=j6T<9) zrK)!m>YTh~^t|@DMai+<8tm`I7K6F3d-mO+WV)!gH(Q7V$0~uyLbngNMgw7%ug>D@ z2Jmn=(M+zVAix-(>bA10D48LJ>TJl=NVP+4V)^ok@QZC$IpK2u>GQY{zMO3>2j?i%y> z`nXpR()M6WqXxx}7M|5tn_~*w?)6VQvM4l-K)lYLg!5+G1xb7F>vmn{0s9AR&<1N~ zaMuSqx(&Ml3Zdri@dPlWya-{eVY;2Lo0M5-!0yzqER3 z*OX}vr|JRT9eEj&s50>t)q8-}tkUr|qhe_enelQ1D*$yl6pkkdd8d4 zV*2ngIksGS4>575H53FPOz%C8IG2l72b$p_)Ly0nmjS!cl~p>=j^}JM zeu+05(=ZSrkz3+9Etk|siQ~24!JEjNn`BNqmA}8=eY$#sSk{%=4$3T8a}38Xj}gts zNr+juD|4YwS-h@n_^dr7;8~h+jZe+^e}jWV;6bRmV9LWW z7pH{Okn|QU;zq*as1tRIJtm#Nr68{Oe2GfcBY7o&=1{SK8Ifb8$Tk4Y8!rbCI%7&0 zYcw>CrZ9z(wGm{6kx~f-^1SS)#wHrFY9ySBkY zG0}77_M)8W>%~#p<>>4jGk5j?8<013*!{nCywXpAND-Q6ypVZ>wgkxO7}~&U6fYIy z^Qel9t|*4vMrhnfgtRZz`@PkT;zvgXG5cw}y*8K;`i}WY4Wr;x+K@4ZJ3+|+6)9BA zAW&Ez(}@;^U%`C$*(4UzSkhLS5G5-3EdHb$qjE-DW``|)HJAr_m$>5=)G)tFPfE60 z^tf?tJHiPzMXiC8;F(c5xuNt2iS~-+a4knINP!+<%J8V@u&bXq^9GD?;)c z8AP4cnF?}9FhQTNUF-te5{yFQrK}GJQp6Y1_JLpDfz_3rVjTc`0D*!q4u zPAR3zS1uHWx!Bp7g4NTtVOzwW)8XrGGIF3)q*J2{}DGGlz3vn9p6#ot{)J^a{n}6 zT^%Y1mt_gtAvB`q{)+7Ovl)0Uv#b?m$?*92EG^g!qpUG49FIbbMxlTmici$`5A@G- zoK*zTw;mQPw-;l%CLKvJxUv z>~R(v_8Dl||4kEIBlbwF*rk66yQmiqupAh-Fc=1z`U$XqbVgP(iYwYFlLTv|T(E5X ztvC(XFaiHHTFpJ?-?FnSAFeYjn|E8~j1!8tSa5-2KsGAW z*6`2cjwK+jh>~B)5{!;tmB^*tW;60LX(mHmF}87UR@I#JhaVHZU3Uxsrik5y{{dVL zWRa)sA_%x6>4NZcJwjMSt%;7!JX{?<>7(~7yR*RCxURUV13;LU@1s~LW@(?nxTtC+ zt>($B@?$Q5nJOYkD@5kNJyfAF1?v79eyM-awaEidRS_wm_dZNc!UIv>~JYgS;HhUWjiSRBK)q(@`Ey}g|hGf zmfn}#%)?63*yCrA`khifnI;Gr_C5kj&_W=2+j8eirdsC>Z!csyT~cmkw;T&g6Zl=l z+oJW+SivNQxSUuju@;l2`>MU7> z+Cvf49)RN2Fp}o5L9kRSCbg_}rTd!c@6;{A*P9S#_+KF%a}jnGL@z6L0Z5zUyn8e& z=j=C<$u)(Kzhl(uxg-cd6sh}k&R;0 zV>QZH(;r(*l!>Qmn7_R&N-baoJ6sR7&Df%yKv|7tphI2D}HJk zrxkA9=^&VWKNC1Xhq5aA;L2KvlEsq|Zfb@~H3YwCTNt2FmS$IwIgr`EAT$>wi=n}(?-ZZWA1d}^)KFTMITm!X8+kMi6h<@paRH?u`A#FJ9cGj7NT08{=r zUfJo3P$6pvZ6O(wF^h*-4Hd0UN|!~B4H<4qwKXz&b34e*=$oalWNkkl8LO-8+tN+} zBuD~@3xUJ62AhRlvwY0VAnUW@@7|Rmgh~WMz1`D)5PWofmDBGv;U@qg4pW1ahe&0zY@>+mGl4=lrSVW zuk*T?=#M$6cKeFrr-G1O)|Z_Hp))87{hg8DydqeRQVVUYXHguKH>rvA~X(1Clk}({?ktS@< z7(us`Y{M$4wQ8U^)83J9qV59cav*3OmGyfI6Q&pDhFr!mRTd)!;XJK4R7w;cxV5_| zC?{u1mmH!NvqN6;`B$%#42Nb!yCGzosU@L6P)6PU#Z+wjYS~_{3QDVbw!2mCmNzIt zz>%;p>#2ri%ax!RL9CQsEzP;zwj3pD)eg$UgNiJnppp|SsHa-a^3 z>HD98X4fsblEVM5H2G&^)0cAOw?EP~nB@x)K0MtGZlGnL*z;wIAn< zFG3F%>XC`MuIr<4k|raK>1g+2ku`I=y*gQ@VZrEZ?cO&wrypx-J*X(hZe%Z5B)bup zC06DdlLWL8X&NEf?vZRW^yJ>SUZv)50Qq#ogEtRWv51|iPhCR{#cAqfC%yD19O?pZ zWrdSu^L#1)9NBWGk(-Paj(2C6kr5R-Bn-OG*$;0S(UrqdM6+lEq`LVhPR_;M@I5J zkB)JE?24p!Kes?SdXs}phh#;cN}Fw%V&PC6TjnjAj%q?__TAeI?bSCoNQu5rhJTST zw!~aKO*d~kl!(Aw5nOyxJgYAivK>?TK^ zZGvR>bnj<=E%xT{VrAS;2nf~TV zTazcjlEt5<9DZFNKaOxep60R*pV`}l3lfWO&DirajU{c!f#+2YoY35Y^}dP=?F9o& zuECe659evoTEERhpw@beR05x>6+Lo+ukd&;LHVAB6=Ue%1N@BQe{U*u<_jpRcUUOL0ef+{lDZHsSLxF%cv5Q>K=b@+;F8`H z34n2u4z!}wKR-dKRAc^r&p;YzPPi)s{XJcrKH!ZOL)<470z>@%7S4Cn(u21612eCc zr3SHi>Q@iCx%_OJFR;F&{0yjo!JjiBQ;_S$OloXVH;A97JD8)?iT{W@P=RI(meRW9T5x*AnIWoq7eQt74U)C^XIV@0|5y zmCFCc(nV%pt>e1>)4QPjHCnqi=38bi-GpVtNV9z}8!6VJnH_TH{wOtiuxn8?{y_kc z4qN}>3q1b_e%|f=xkYsKdEyKbwIX$BGf_xdq0L<$yYiH@+&4wctdGMf$!04{{a^f2 zQJc|A(|nsqHYkc^YGS;`Zd23g>NFKc{6pI{5ap5)6Pk25eH2%HTrYezPZy6~0j;y^ zE4HAsd~-)NR7vk5ICuk|S1yxyGdtg5=U-_WF{{=ZtFD4F$zhQN16pJgGP{`cm-F_LAAPwFw&1UD zXbd5&JfT=!^mhyCc-$$AZ0Wt5C(V)IAKQ=k{iMb=GIr^A%smT10^ozcX6Rn2A3z_5 zS6Ne_Lf5w=D;VPVt{dS%VYJE4X*%gdKL=)(TyU)&C8N%ABxRuAgopkvSm3pyrf!n+ zBX703<2SDRn)-I?jnz&;6*^ZY&evmAu}qvPT3EsqER9CY*(a!MoC)~AEM_y@_usrO!q;shP-;L zQ1F&EK8f&fvRp+MQWsc&P>40I=raTcHMT(&?m|ICUTR>xcBfkP;g~K(6l?2rN2Ny- zSJqX1X$W8oyP|5a*vhdjxG9^Rk4FW92MH}yOC+$KMn1wk7 zFmr}Qs)5>6rejj|zH))FiLAW#slaX;yV`;Hatzo*@!!1GCT{*o0kn(yB0IR%Dpn4p7R->kC|w+0g-iaX)1`(`j8cO@5Ao%-7ZTNQFWy5LKzJ&4_9LnCQ=4!$;o2F# zqn=ei_PqXesKm(`1>y1?6w>JD(pTtc)8riIZ_WPAPYUncAdU%&yCx#{u>#sIq0VOV zs8Fj&rVQqJm3^_=b;qg%KTd6^UUtvq?QpU^?%bG0GwjAzBUY4T)5K7^XoWN(ls1-+ zVv8>IA{lz+*#hT?+hp%2w34g7X500HOFO~;CKH~6OMgxyB&a!YD{B6Ed@Lt%cAIHm zUf+#HoGM>3CZJaH=&^#IzK|}v<1c=TcA^ZN-%(kyT**wt3b!hKgbG|@`)92eV^2AJ z6K5u?Su;si6^JKMX?NYZhu~>lsDnRr(ECHU!87zBmx-pZ+6K?$KQd!ePw}-TFA8>n zFK~HZntH2D{tOmiTc5U%%Z5Qn)Q;SAus2e1DwB%RhZMB-0573|)4YsVpbouuWHsOY ztDspw73uexN@n4@uMG9o*BUvAd+3`|zilnQ@!6nh=@u}I3&nsNO$rMQ>5}FzmJLJC z1#$U6^8R-Ie+Lxuot?}9Un^+emm==Lu^87#gD)R zWAVc71=wYQ9X4!T3qP$vgF_Cz8&bl&dEjhlc!sW=yK0v(zS>PR7W~qfsV}ryhun{C z*Omv@VMYgBt2hLImn*M#e)4^j*S6gGSX)`RzwUFF@zQn}RZ)LwSq4Mlq5{eN7i5n$ z8J-XUZLD(VtF)`l| zppDJ5sfoud?dc!Bi}dp$f>Ej20>arXNInoO?V>ES?p#W(W>aET76=1(Yf0Yx_vpAuPxe}t8>iqF4+;=6=C)e-@ZmcuT$fxClL zc@?6k|y!#g${0k&CN&_RSG2NaG7$<%g?^D<((_0>@rVX|;vt*JM~> zyfp}U!x=tEKwPc7FX{?8hf`qmBb6LXV&h;1=JnE}2alLNkO{ah=Yrw_JlQ;Xi%| z#hgvxkpkEv7EiLd!5e0HB9fBH64iTt++*2xl{3)Sb+HMI9p@sN-XZm-@YGe%S~Y2Y zIPzt>jM2#fyRKHN>R5TvISeb&*S|bU>czJ}W z>KaDFXg4-G__a99s)&u%=I($}UJdKwT>m$Ei?rKACH=BCb1DR&!Sjc`Oaz_mMf)9Q zDOU%pd2^Y!-&B#9@HPQrE!iq9j_XIp64Zsw3-<}%V^cAoG*&C(9iK^cV*VfR_ zazBy#d~tAn>4x4mv%L)Wa`|~R@XM^~UY?wGs+Uk~epw`inE#OFfb*pK&np;FPWVJ5 zUj{SHnV6zHg*PW+Wm(%_70~!l_5@^l#0E?LKG13>!P5zsZy`zBN>?ddY$mBV_|4#R zmd*zf`eDG-GTSg4+Ifgz*d}Yugr12_Mq;w{_r?^m!89M+m-!zs2Meg?-jO|`4mqkK z$M`~u%i$G{FNgY>GgMD8#qQgdKd%3ly{boU(AH6Z-qnu{YxUJda64UOtwGjh9;t%H z`^0q1`f=gl4fP0k29Aop`O7VU=^2cxdh=M>g=sGD)}uW=bY_&AWZDj@Csd?Vz_%$t z-Ox=q=t$7|ePjBy#nEZ*StA)iv7(Z5>X?$!HU6$Hx* zQB;zOBAiim%7{iL{b8O$I@cvz)`)}cM*B#Q2nlhGF+dqFYpE#Py=ynea?OrVsa~&N ze76`mQ3KPO9wVhtq&E-T8@P42;w;aF`Fds-x6(yMc#AiiAg5#bsJK21mqY@vDL&Le zM!HzYbB`Ap2u6^)?r&`$k+#CTF}BVqQcdOW$+C$^7!{q?U?4GySgUz?ooNVWMfa#6 z=NE)Jh<_3YXYAzJ_#?>xWLtQf7}MJ5KL@)0L>BQQN{Q=E`)f{I;Hd$>6$p#C=VJI> zX|ERw75copN@OA9k#Syx>K`zfLf;<{#AiZC5pjxLMy{O5RkYwjVG*vF3rtM*V?--k9}0P}L991BR=sTEyx!wF>3(-vhY{2k*cd6pxZ{SuVl5awR` zDAG;Fc&oMR!9zzv?;BHU#JxV%nx)aAv}NfT*It3XD?r9{SJhu@yzN$GRfjinuRU)~ zg&OJWt`MgDoobq>P#O;}8@DNF7~X#MSOr#x3lsqycNRhi>7t0znsx%7ZG7(TU`J=; zl6Gi!7@l)e8bC_c#zA*$mxtyTI{_aRdn~6YdaDc|>De zfy30gDK6|S?lrdC=RQ!)WR@ve`resowSlCntK{O%J{APD6Q$bp!-Ts9Vz!p3Wtb0I z9B2b{R2H=Op{@Ibur)kj7;OOHasHX7d3XRpK)%16q?frBwU5&Usj>C1+p(aF=Lleg zBgy3WshsLM=PrZOUl2++x{rVoqrS;$-DV5=n~VPAR#U|#ueMPZmi4@0-g}TVD)J1B zBCU}_hZKz8F3qc-C+ta91F~Hq5WC3@r#-NHp_;IvS_J)X7>FZN%gj-qx)Qdg;)HC3 z6@w!7!urKhKC6u|nes(^bZARTg3+{cP>j040lUi*{n!e#q~WlPDuP{S$>%5$hl3B!<)m=G0r>$D zySC3gYVM*7p*qtCm)kH>F9?y+Y(^4Y_$Ml`6}8c7F3dX@PI;j~PT`I1mQ&wjHs_?$ zf8Jrt^qV7{vHOylUxWTyYItq1tK=Q?tW9l;dhg?PCZy+Y%GF$iX$a6QWFc3?=_#55 zSg#ah_0D8MH;%y|wU@SIA-GFVv{I>TAH1Aq0Z8=6zN%m8%>pHt1;n5@H0ehb|5A2;6R+yu34;&@F*ha`?x2I0)!tIl7_O z$6fh{O-5?-Av7HYM})jXCgF_`g<4zsA$jc^z%(-Ht#1tmy*9Nv)Ec@w(yFKOha97# z-K_T{rDa^c4k7UT31N_LHjo~grkb0uaa{`XiHul8(hqJUDM#>5=rI|z{2e^?dxfgb zb!g%_2}IA*)tV#!XR+(XOw6>FOo{uw%K- z)S#b2JvWXu=%nv+ujW)p0fCBS1HCjqs0Y&sSKt6paLr#^TmQo{4?v@8QdMIJH-DOP zCRcWC%>pbdoWHR4`c1wn6kVCEIe*~b!}!fQ9@WRqh(4~$DZx9X>!1dx+qhY8*qP0^ zRX#@oUd#aAt_2YiFs59xUr$&|G;BhnlhAFl3Cjb$T;3Mum0xizEb(A{x9W%F>MOh0 zi}6%R>*HMCb23`mqE=WKWi_8`$>qkHHvJf;XWz!&uw@ItcD*2&!XSO$S7aGaOq=Ry z?xhP-dswGGUnfL7yS<5qsOC8Qp$mA~?MMkk+rO0*2RX~E*|hD+ED$!Y6e>aOuWi>$ z#;XOBNxFR$1MQ6CztH~*Z@6VT<}-xKn3~h?)zn&;daBP{M?>OfXB_~TFa}FkVv9+D z$-PC|&4A&Tq*U2ye3CZNkd(!X$x^{X6VqXIN8P|P!f+XwN`09> zOT<#zWa8+RR~&RWz#+rtvDD5rDPB)HP_W>KvTBYN@2`%2--kW^W3CTu_dTTCi)Mhn z`_ma%iaxcEo?{~mn$sjHRt5dE2c2xCN#bwoi=s|(Q(x4N>UfEjLN|ix(lm(pkYh0xu;7-p$jv5J}vnHt?;Vt z{61{^e*m!`GSt#U%K+5$09@?yoI4-3*S}|+5V8!$YM#BGhEAInWP$cyQ^*k2$4R8M zvU9BzfWpjDtNZ^B4T{i<3x{ z`id%+;YBpm>XMDD^MYs%m`p~7fzWWz4jeb`>=y#~E?;JaCU*kHbi0H%Yr(mSdFLWf zLFfB9*kakk5@dX*@pLH*788U<0ndrTSs3wKG%z=~7jcdSnFta&7?J(-B{Dv%ecZ1; zH9ZkpcSiY&*}C=Z1Htw!0;jlO580Zd00*unULaI#>8yJL%tom})Cuw649dL-2xu}w z99+ZnrL#0hF_v=$0LCDv3K<7G8f6@7Lh#drYcpz!CM~)FnU%!-!R-<|?r_yQ@q4Vg z8J;#1mNLKy{RkEy9J1 zk+7-$No1VOg)4el_BQgE#IGoJ^sifZ9Ai6c&pVDL%meDpFN9^2^ba0|Sy8LKS#iz#e8ig< zI>&l0IF7{$s9ruBwFcG1$O}ZrsIGFU_lBC$K`^4^!V?ZjD`hN_oqm~WocbNe8tjiW zNiI@$kyK-en~cH~U5mm5C`PnFs&z&9b&*~heMwR@a+AhqLyPn~a{KTWSzVikX?{p8@#IOw08G7*m?9k z*PcBqc;+X%hfUz3@7 z3&c1`P?*X4%1Z&QOu94c7XgTl0wVknkK=hMC&1*+T?i~Op2?#dyRi6ZZi<^=dXYaP zMj2>5$m^3keY3tSR(dC4XFEo)K}5W(NFv)^e7~D82jl(;GbEi(vwL3o5~g zESZ0OfQ^a%FE}WU3!t|<$?fKSdZz83K*89O7ePedVlCBD_+pK;(Of-vXO08LqdM0g!<0Jvy ztS{6cRy_>$I9S*Lp?v@)Sc6%F+_!>xbP%4cw{B(Ub2>!~n5PapTmDHN|AGSy1>a&> z{x3h?m(sAw`Fh_PaOAp{3=py@mjX;CJs5|kNn^`i5(Sz|?o;f@(nBI7SASLM-s)|u ziy3!LAh-sxJi2_@;h|IM0825&qyVf2(qXqOk;ZEP1Bii-hX&qCfjBojbn%! zz|@gR8^n2&-GlFo*)yCaxGW@hyywgt=TRy60yMImdTX%!^RN-mtAUr^-e>v9fU!&e z*D7O!m42$;*r2?rt`jyq7VetdmI2+;OSg~+&5>MO3iE(s+m(5UJ@HXC|s6TT8@)P2?|&cc(49 z#;PL@tmrA>4(qA)n83F()J1tvap_(mZ%(+@@l zS0yLGH-KqP2KBQ%O*-ZkxXl3oUscC3YSCM^ulp}Qu*-W-Ph9(c5C6m4?tSZ5GcbKB z-xF2XYa{MPX=BJ&VzOQ%4yYknOvJq2nap6IUz)Q~W#{t{^s1kg6=sdAw=~Q{g)kob z&rre@XAgG1+UhEaqJ1d9wJlVLHf@_y#CJ}Lp7C_8hRs!-=GGO&c?Z2C^#pNM>}qwn zV$U+X`0MXoNAuufkk_IFzJ&h8L2e@Q+&qtj_zGl`ID}e=rr{w*a$bb2WZcM#kMerl1M((WE$9*M1nc(i6Df)x4PBmMi^G+94C0JRtt#UhEOdfEbu&i*P|WLcENV zF7(J~x}zmFnCx7Xvgph$Wp-Y9T=Hpc@E-F-5aDNId``~mSww(81`-=meNc}t(D7}> zRt=Ujs40pd3my0j>#BZ~tMdtYEramjFD+*Wv}7W)56n9})<{)*6(6>Cw{62?5VKA) zJC1;9N?M8{h`fy^XqbsH`WSTf3TXS9LxGDvQfd5v4I`L*&ENJYAs2!dW(*O|cYuYW z7BVk0Tq3GPix>05uS=^}H*C86;X(kA7*4LB(xsAd9^axXj{V1{nk3orj%pdtM}gYQ zWMp8;ET#SBPWj^-8}r%w2DbkUdK24X9lL*(0?4ntBOF223o)jMS31-t5-JDDfA`)-X9sxm zpN(BSCSv#Ms6V`<7a>Rm7{Ch1S(3eyVwkxZgCNK(o61l}A(XLa%90bj#hBvkhGkN= z$~cU}#V29%l*x7!QtN!!KlTQME*%GrgN44e36)THzhSZM_6@2@T9Mn!Xg^I1$a-&g zGxS5ljz#`z(Y`5HZ?zp0^)J4r)~04*Xh=d2x5;a(z+Cc{qTBQK8YaN?fut@mOYlKG z^E8~Zgo3Eh`nj2%E;on&&Q(|(j3IBE(?_Y==YePmQL<@Wnsw|VtX#(vI^;7?qITeA zIpKb*XHmT&Pzs#Cva18dWg`^YX4Rd>z&5~qn1FA}i*)}U-fD;)jE1GYK_!}Z%10;O zIlf<0l}ZqpHf?8pkxLsZx&*~Q*fK3h=+)=3RKuYMzi&0P%VY&{gFC+k-gcWW5y82r z{Mcs^=?3K~Pqm*RhH2JQNtb5fp5R>{b%SO-KaV`nIb%>_pkE zT;x3pXCXPtSp600a^DJ6kED7GV8_^_;0q+XCp{8jLnwOt#iis~g=F+^{hq)~e>P5f zIg!5#(Oml&YhF>{axXHuNrSv~OV--FZCkL?mtAij-P6qXY}gP+#) z9?NpA^b0kCaGI{uB5tsrkZzP0%qIfRU0K?NVu)N#peX>Lrqn(2F2>lMSl*_2veP#9 zqUJ~Q7)1XQa6wVUuoxe3$&gE+ROn9}ulw^WM-t%U#322al_rV#GF`o%_W%)#q#@XN*lksWmDqZcMh$?~ z2JQC4AHc1A4-MH^xhCj4gF~&80{eohyLN{Zvtm7Q8SrL4T@6<+$cmxpdDi-C=9Tz3 z6cWFP4Jo!m`CzxI{<0zRj+Wqbs8Idp-!|H>%+g>{H;oe8SC^on91`SFEc%`*>ZL0_ z#IJQk-#tk{EfuC=&qw#L9Fd3QUtDDW;Z<*>>{mB$mn$ZtD%7 zXhPu4iQ+8!rcxcle%|OK7?na1J2299A7SJ=aAi+!Z@L#blF_8b`MMoEj|`IBM|@zx zNfrqo4wmr|E^HbiH6>&61jMi)AO}=ca)j1-(YFWUiT%2G;eut3 zb;BNS7GMszn%eKaAh zUP9d>*KIJiQh05T0bNwWY@@bFG}12S$<{cTjS0vr#gZ{A|2dEbdL2rFPkZCt%iZ zVpnS|n{@g!cH_M8OL3)J{oh681&)~dN9){K-3(lKj^}J_q1GPNGC_DIzQP-*I>l08 z0U)N&9p16Te;|}r zmF`+G=E^!AG8pjZ*);xD%_M>2h0`Nv-1Odhyw-N;6dMj8=LVUFx1EXL4u`|9RZ_O| z_%XY7JWJ0eQwc8Z3&+Q1TsnXZgi@n}W+{A0Lcco`Kpzz+v#Ehc1{VA4)QX3$6QzsE3mVxPaP$ou2s29zfNE=QA zaTSq|VP{cD-ae=bab#|?!Ykm%CZ|?Fto1B5;NgMUkUgWvW;w!EOIfkd#PK)i*sT(~n_GnphtpWY+|qb=yr(%KSb{kRwpDShw}J)B4s? zp(Q)CX+I!2v*QZRg{PVUOXt{E$8;RsB?HlD-(JLViyzOoL%)v`qXSJ2u2H%X*~4$? zdEl|0bg5#Rz!?_r=c=>!$c#pglBGCT%&ay=xo#yj+sK3S(4^K%8K<#Gc>azT^#L#c zlI?3ZX-82ceFX+w1R|1#bH` zsPpjM(eNRs5|6Yrg*eadDnc9;-i+o}TUa~ee?7|WwoB+j3rba4tqk^(D1!T6f_8!V z1Yfa0^ssdduM+gw;L4ct@oNQ3{DQ^Wpj-dmVn7ppnU4Yr^O7f{U|*-#uKh^fBe9qqTF!&@p()q9qDFxSQhNbn2*pB_m70D5nk3dl8mq|N_ zrDN}Ki&Q$qom^c!&@rTK!#$($N)OI;3_P$C3Nv13unQTY(se$IH(_7>cD@Mr8kH{S zdAYG#KY{zoZoM>A{XU}3wFDA!L=c+HJ2Z!`eUm&=cPj@(z~5q0KZ;xLyt}$znR@hZ zNvaV*ublTI8>g+xhcebIn)l|dwkPg=^9}C9s#?wVu6+GN18qhE3Sb(#cfyc?q_NY$ zQMZ0~^LLt8MLnTW1qhN|aj3 z(cQaq6+RO6qhAMID#rLc#6`~7ZQ2HsqJWL#CN8hRogbx z`vh(o4HLcMzLA)#E<+3?nm6(R4;x>$Cr}zv0c3_HMti4t^73A0xZR*)LH2cz!j4y; z3a1=o*B5bxt8I*B74Nwtmb1FZbFc{Vj+CACoi_8L^_*E8Z7FGoMsjQ0XAt`py8Y)~ zcAm%8>)xtYJyG8ws_FNx<$T9zE5WEE*_{*7hKa?<&;3V~m)Y|WJ|hro2Bhm7{R<7c z_0Vz^s#MEN|A_rU`r)AMN3izKPxqJKE{pDkdW%BtHysQak^%~N$h^xPICXNLk~`u6 z3S{E#qNS;El{RX0{G7O&goNsgRZg*%0bSWY=GfSHYw{4dPW5fQ-NT5ed#alaw;MlWuaYH6R&zMZfE9N@Ht}@*|l|3iYjFi6TQebjWjU-8`&Q9S< zUUus_Sc9_VY{Q}U<>mzNnoo?TgaPbhU|h?TN@;&X9Q+ER&(%H#sy}x8ho5KS)LzCj z_ID$w1QMTD>kI#eJrzQAh}`$vCLt$65S&p1d5{XVA$vj1w;xlP+EMOFBbXG5j|bRa zY{%J;YuU~(p%5QRSI6~q_hvt7EC?iFvxiZWVjUqhjT__xNlVzLM`=x{7wKGO$yH{A-g3A3S?}-RPyzriM*n{(Z>vVGLh~Y z#7UdK6!KYjxz!gzPfx&LuQ>L)j@I+0emLZq7?C`)2`6FC!L%!StW?oRvcnKIY50XM8VZ*n&%HCLC*?>7m5@@V006J!P%T8sga(1<+yJPG9{faT<8$Ya^ zerMizudmtz-}zrX&UP#h8INm$FShkAXUalC6ay^uD|k;|$BPUPiOVcWt7uYu9aafn23;CR~ywWU?h^_3muWk;J&R(kpr8Qpz(L&W#7(|VZO zz$Y-IE{|_NV!0q7&u@avC2@ngVA!xm)Np^>#@egfZiozpDFhQSo#|w&q(XXUnq!EA z8Bi_D2)?+pDt7<1y^Zp~8AH?U}oa^I~E|a+WPsH?0a}3j-A+7wU3(G++ zZE9}>Zy~v&oEUhuRzQkci&tLn(FNtWyJNrg9V0d2_UK@z7Xuw)rN7Kx=0m$M^CWs< zS(yTYWk;6I?onK&n1kq&ZA@L5*l&A9JCIlSX_o1-lLN#F?z#vz-8)=9A7dKaaAEw<7s4u1?`6B|3m@K=!WQUvnU|n0#Bzj8V%O%aW*qCShPad%@VI-Js z{iL)P%aLWD3qKeG@cYc!KdwKc{x&QjiZN-*5|6D*a@z+B-c=x)dBs_nZPM|0Lf<;6 zV{V(R-t1f}tg-RxTJF|vY=OVmVBBVlKGtWF(b&9|A-mha4)iHU3uWKK%QT=atSf9- z7Mi^WC0+FEoWOyYxT7tJy9c9Ku`Ec;eT zna;s*5m@RegjO8RJR~f_&f+olAx3_ ze#k?{7r>UX{+c_$Nk&7apgxuU<9A7H#M}H7M`{@(43**x=vPeO!(DiwJDl8lJcTYC9(SY#cIC7ty%iS;q9K_=`42g+~uMfz=-bR8z}ye1LvgwbKM@QtcpOzXRZz~$N@DWxQNCXJZ9{n zYy7w3v7kepWIqfGQ0k}%XD!H&{8(^Q+bbH?zztdL%|+}Xuow@wCIx#mLP*6djv|Rl zHpT}w3ZO(WKV2sUq6O&;hxuuG|Aj2d6fq>^6|!EbSH16AFZa`zX7@^Py;^k{b(zn6 z%*x@EuI#T)G7*LW?rw(e^sV;Nt$Ox8mXbco+3Jc?}j{oe#?WJQ$%42+y{xMQ7deCW5hHJtST$rn&xRPa}NTrzT%o zq0aURqcHI(V!Ob`akiz=8<*%ss?D1;U>_n~#zg%q+)Iic!XV51nQ#R@PvqR(_>CYg zx68@Krgfjn0FMDT2mtt7!S4_B5Zf3c@JA(0DjS4Yw-opr8LW=?3UHxgYDT&29ej8P zXdphAf4H*#_T^I73cd_Wtlk*kMcBD_3|&C-*ewudgn+EVFZ>T*Rm%iDk!d>C1K)Ol zozhzF5m*}rlJ1QbtAXga106QpJvx2()*K?)TE@bzLRS=pMH-AGA_yEkhM{6gwt_v{ z?~!cdI0RRGr^E0E={Sb>gKlSpkkXpPkJ8^cSr-Al-#`N0zQ*JFE$wsX0#OEsq+7kV zl<mE{$$~olA(Y^HfMFuqR)9`$$_(a}u3)UU%0;00_Jm0KxL*DY6*iEx~3eZ#uuoZwhU{fIMMTY z3(U4TdoH4zW~?C5S3=tgU6%(74t>YY2=24-GoZuqBaYK+#C6k;o#5s$B_zWty4Eau z946}A$*h&OJa^!Yyg|1J4EMM)Q(6c%lip zx@CUH2hQ>o%V2wShH;q%MFy8F6F42M(#xA-Q-zJH8K0K1K3Li2{h`TBM>DS?-QEtg zEG@3QSmiwKZ5ApY+dk@NbiJ;2%@s4dPA~P*%t2O)-W}*MS|XTndwov zkIKV6o zd3~vK12ouO^=pW;1^6ucNqQlXT!H}Ya4fa zWg-*f+v<`Y6MB1BszGa|DX{4@Npvkahu2sz&!`o^HKAJJEW^nCTd5~5W(BzKo6TWc zC(Id;Jw;F$ViXZ)j+;1$A4zK)jshfQ3Zsz^#Y1`uwOz}wcgIXPvtMS5zq>e6rdM$h zz<@4|OB_+c7Wtc}lI*ik=tVO!?r*&-iBiqt#4?E15UEJbg5#dImy0t&|9RfnUwIER zYt`RVY*>6vxjVi=8L@#-iW)GGTe~Tsm?fmY($By+t5r4^P57POdWvzjk)Vx}O{>1u zXiF46bhXrAYNIhQXDN#d&o#Ks`HwexBx5J^7BMEgFOhH+DhC%US6bgM=+cFd%w4xH zWMN;Tva-noXKiY=m0_)#P#ay8KQ&PpOUdm5KU=wnpsx{|?pZRsK?p^=w_MSDXzZc|#!=bWv* z{GGR=*yEdcI--aNiF$Ycj^%MS{K3|@n#vsX2_CZ&v~wEEN0We1jgb~NTi_Lw#Y=B@ z?H;7Fd|t7%Hi_mloVfL;pCzQzVji-_qszL*iPux;BALJfL;LReloIi%f}eOvzCF6o zU)emlEz(S52%`%+QsQKA=n*#|PDBGlK-F8mM^D(t$Z8DbxsElT20%dNM;NS$1h`J* zqi?YTpZMIbd;Y}re9MVK&lp9&C!DLv-cF=Y6>5)7-q%%kxCLzBnIcolzY=H8vo3BD z=t*vDyp=?cc?zc7=*MYsWJhKR5128QMd%?owwUE0G3#%~$ z9;Z~|DyT`t!Q1#{x5vY37V3ddHQoe*&Z9~| zO#@Ef6Mm1}FYe1tv+UU)B_O#GxY(L1e%K_r*S91O{u-pr3m^#2WxADOmhj4OzvQ*z z5>`M5lW%@>KgxGj!_JKXZPI3cTN-bzO+07I8J)m<%e@&+L5N3(rgJdzhKuE%3Ii2O;Lg#_-+4^Mpfl4Y!8gVvq zhhrUi|6>~OI-s)H%H53fEG1^>n))22qNY4|!d=-ehj_!pi)^sy?jvSF3DhhF>G_YR z4M#K}_i&x*DUa%KgT(yjO=pu}UrzYA$5!{GC1gZ2a9j1A91-KiQIDX9Ob9M%FG~CFLdwml6HU|8KA=wK>AuxJ&l=bTx(@qp{@Ul!#RuodKJmZUEb!B{b znrQk5A#}{|a_Nk9{|+BY%}gO&^=8hF%hnxqHHZ4)7_~*5Ftu5Rl{;Fb97=v2$iyyu zUjX*1w8cy6X*91Y2S)SZoC>wi?O#Z-IMDp=J|@ykOLYjmD>Wx2W2sMFU8BvNq00oCvi1-DF8x!~d$ zsiTiaoYkJ>FrnV(*YvC4{JqSW5vL$>O!ua@T|*uzP7}Jl=Ws$_ee?(Gx6k28`7reR zh^1q-M-9S$exH$rj@c1{aU#qw+MGnc#LZbN_|Es{x%wD{{U_u2k)m17M1GxGdW{G+ z)pWRy&brg&R*8w5S7u5${Qv{@Ts_i;n{FZAMt{j~959+l(pRi}FhsO@FLCQq(J^R@ zBy~b*5HhNKJxl6sS-&|4=8>n`dIV#m9KA3@xL)MTS2slZ$FH#sxVw%`;8gcd$V3OD z&UcxTxH8Y#6pf*6x)hn9@udjQ8^A8-QhuM+=_#b@eFHL05WsV7x-k0~-l1&`Fre^v zz=`iyecV~S)-Vd~8mFJHx~`DNd@fevQw>u#wV$dDAt@fMkUl0H8lGe4 z`%%fjixUscYN;dU4S}6?)Il2_XkwVl?>dS~Kz_V0{8ru6;Tt$+cXR1LQL56r)4mbG zhzE?!_3`g>jL$V2a?-CInxtc2hQ%F7Apg>LmdyE3f8S2OSK!&)X-#qgDL<)5|bPjR;t!T`DB%4wVb#_^5E{hMJw<^^I~{u$}=+@LU~wo*EY!-5bP_mPLdn zOO)Dm&FaTHzbVAx=6r9oVTi8jSKiz&i<^DFaQi|`)J)yx<5(2%!DsZtM5Z2icnoC3 z2W0?r9tip}+R9$dE)&!14u~>oZ7HwIxSn9|fLtJaUX_GHn^5fgogtPW!s3f+C~1xvrcq__q#Pm}Sj*zYM6MBD z3J26NRB_*^L#VKgr!xsz~4 z5Qg~GiDsl5z(Y4``FMWRvv!A0qf~|eh<&Ly4(M%7n=-C8R%b)laIVB5kt?qyGp?kF z$B`W~){>HHVoZ2r)Rr~IegouwU1KJ*i!G}?fMx;tE{riZVNC2?Pl}DnL@=imju7eL zx8IBJI4y;1w?jy`CniV2ifbIg?OJyk1EoT4SpiMayFMK*ywD;10v563F)g>=M;+|- z2CAC0RM!N^RPYoB2LD)2g-UVK|keuA=oA`3;DLOQen zH^tGHEt-J%^}*6T_*NMZu+&PHATeh|?tggYuzDfakuir;qw+UJTSLTyY*XjHkA7Pt$(f7`+sUB7SQ<8*$Cby+{XiTG}BURb8u<523 zij*NauIPS_t+n}Q!UHa)z-Yp_Vgie9NwrLR0(1exI7-z4WoyC{OHEc53jseUTgg5~ znNkp>E_$M8!Fy6}e?GYK_M0b@6UR`(qN?{v3WgdNp2Q|)g$W#(u$62AeZQdYP00KR z4L2Vu7B~HjahI2&NIzV{#5=hA6W8Z4mpTo`oC{?JZ0lA@t0U%vsYw-xovSMw&SR}k z!j_I=cIro*dqSjCZx!*{#o28{6Y}PWl;KZNh0Za92ysWv=7H;ZTPA1#SQ3jHKY(qS zOg7t0ysl9>va(dN_)BfczOlUkW7XZk7qVF)mDEh+Mwa$4@nQ6;r=eb-nbj5V94K!tFev4~(HVqRTl5g)3*Pz4IJ+0oqTb*%R{u8@ z)ZG4uO}nTMZIKFSfClJt6Pv(;Jc)|Bq&3_&H~ML*#MXPwx*v^80}c^yK*~1UzQ!Ed zWde#nRNdrjLMZlQi|QM%6$}Bqo|c^SAV}rx(<5rclial@~Sqe{x_qgR6>6 z63@j$b_V@r6Az$kGWT#nJAQ{JWzFT9-DvJ^ZF>4f$@nRnA``;aqVq=tq+IG1a0^6= zWa0DwEGTjuYlYvlrN+}K4vosB)!0#%|?@woU|^=D3=9UHP) zb(zPME#eJ?OpoJT-05A=<<&`FGI90_z4voO8g*wWCD?-%@C4k;81SUCvCqNg z%nW`vv)Cg_1uggC|vBxnenb4+vnHQ`j&e=dY=&3{RQb&B30C@X%#D4@zP zB=IgqbkNixx^ZJ#RAE*k}UjE&?P>V}yuXT`&uTybVnS;NIr(h-dfYO6mW!lN>XV^mT z0(5FHz)qnR1QQTV*BL&pYoeY!Q12lB(cdNM2o-*-s$T(1^3ix`Bw8;hjC`yHjq+PZ z8do_w$y;T{o#MK;O3prQ>}X-h1pu#()tm8Y7jdMDe_sn+T%wB3b0+P8&S0r4Lb`O*>FRBG45cvK-i7dzJyKYyPE1#7p}+> zxc(e;gt>J1ORxtWJ6jTqXZEsNm;-;m(FUVF!Kss893f zEkk3pKpAcNgoj=QWsdFO;#Xf}d*f!B63h}c z@~FF6%GEO*4`?J*ZhqV0S1B?<3!on|ZWXtxHhe^Ndzcl97B}kD8qzwQi@3l8jTrz zSVbH|%dcSxg7!!eFAi50?6Ot*L|NAsOyhL}Otrtmss1G+`5${+<$=igaLfx1crdhQ9Hhmp+T9cmO64lGcQz$n$?2GUz z&|UpzCXLmW;3$3c6_ehmShZ$D7jk-z$V5Udky=2Z^^P&? zIh@3R5D6}Q<~CleSM$CVO#x1aSy5>BdPalC&DT-BZIH*?Ez8wg$#Z@wYtZd?9M!6~ z7mE??a$ZI5S~guYFVvN$`|c;nWpzW5-avkOF!)#hwqcHWxLm$QyfZe;Y92UuH6`oG zRbH|;LZNp39_}!qMM|@jAyXywv)fmz=VT<`M|BVR|IyVmvr_fqwTgZaI&+r}Ap*V> zJyE(-z3+M%T4gfN_SCqUVR_a;^IZ+?3fsKHmvpns#3Qs*8hD)#RWg4Ms$) zf1h~*T6Kf~7uh}+W9#Bz5cZ^d3DyfhL}uJTPW=eH1QhL0{5iWgTOcss4It{=+cPWJ z4BfC=r&D|rcSvp|42yL|GXf{9(@t%X$}GY@d%g~=Ke+#7er&uLHZmaIzBnVXm8=~{ zi63PoPjaWWaO&h2Y$O(W9sbR{t9vqK_Ai`7-!(k3sxFhSKE94Q%zs~LS;GVl{>mQ- zbM_31fV|w~zFW-8U_^VVg=+%c_AAY00c9ta&fahS0qUpd2KKp0%k~tT%*eI{f%-g3 zY}C&2T-_ZGFsE|V|0C!gv(*SX9m~ZVw^qMBjF$?wR-%}?k3l#FlL1X>_}&>$@yko* z^KX9C-#OdS|B)BhU|k7W{iuKSj`8qYAZlYOKY@t|sl4tg$W zOe4wdmkHZ&jR3E(Kfa#J`A(QR${pb%E&Hwe4bY-j z_5(iwgxblNbb|P{=s_0w{nc|x^-@#q8^ucU&>ImpQ1sA^f^*|`218CJ2Ffy#$4 zW8WkF==|uJP?+(rqlzd2Z(-2ch)yT6f5CIE#rbC@tdrJy&`k(!w#p|Noz6I1kiXR+ zsrz4z5YJAR76)Z2!#0XFWL?oxBI;MLN3;2Ufc;cVx6?(Qly)oawD%!R6MZ{B=s_1QF#o~^q-&+GwxoCdnJ?fUy-Hsd+kjX6HdU6gC=AV z^WD7Hs;lg%(~MRaifE-v9enh$Jw{Ti&Ql~sqcAK)!&Q@=@>mZ)iX>@GiCT8f-o;7> z;g@$Q|Aq;jn=L*)z}>(40gRdMYOgx6u;ANLUy3iUV_uXr!uXl6R>Pd2jd4Z&!!>YY zyF3=pWkmf1%g#`;#nUS#CLmj1mnfrF5u0JITWtsjT%Nh;lkfV!w)bkXKGNhpIvM>- zX`s|nvTUC}{5f;=;wJW}L|;5B@j__CQGm~NOK5*ao`9sFj7zcgNs5M^TcuT)?n2Xc!NJb&mw0i1qFRo0svO^ zXlnGx;auCKCYU#wBa;F5Bk!^K3OJd|{{ zCjd9wR!=!I8E?7hWiz&>f(6BPgPN>ftB}Ybl&hXEn$|oBR~kzQkzhWwv`7^mHxRO{ z>&5-9ehPjF^VL1i(QfSn}i2JM#4AdNuRlp+=!m*Z|%?Sq>C+XhKl+^;t=C!vCqOB|7~) ze{`(ZeR>GsD;u51%#b1pJyMkTC%wI2=tJ%_f{txqYA5&r+dVl!zp_;!`l?~Sh30WJ zZv2_EkIKABH7q2d(`(#zT63OY)Kk5KnW&%^5oFv3 zA4NYU%yMSt2b@n^0akG`P&&+9$Hf||{!J~0+OMcH%)&v#F2srKsngz%fUF?mbsgmM z+OdM(Oc8PVj;?OeT&>|nCQ-nJ6}VI7nx)|s*}-%P>|=u>?I zSo*G_f`z&h_Iw6o2i2If@&)d~M_=sIw=4j;sZQK2>7(_Yy3)py_ePR@s?J@`=tGum zo~yKVDf350FYCuBL4v4e0b@*-E*Ee(ujiYSEyYD5o)Q@cSKNAdJIx!I#8nG!?!+oY z{eoUsQ94+s2WJdv54p0M=6K_ z3ry76si><644o~&!_MNlO590~LeK6IbeGxQ$<6qG=g}F#c^%R?;L4m3ldTLZz$}|$PYuieT;0|OYbn#(=Z#vn`fihjwBzA4{{;}+Y6*cq4qco z8zsH@Rd-7rEYn3MGp42-7vp8bp(Ix};X2^Oj3*pHuMm7YExx60S+?abpDolC^wC1* za&zA2{Gw6c0ESLOUhS-FBDpgFAOap3kJ}7?60XZ={^WejjlZ@Ey~44hsRJ^Cs>8Xm z*lweTHVux{xkAhGejIG={4*9_x#JoT@@XJp%5pB*O*BH zqH$9p3Oh{eqK%T~$*}cti2@@#DE8^UB{!7%mxaVr#zYDKLKRLbh=IK$tlk^F4$3b- zzRaY+?1%7##-ripuWM9A`vl)VHIXe1S0vr%@o{S1Uki6h3-SOs1XGsUJZA}pg7aRk zwGS&RVUzw@gU1cR%CD_&*RZlD&K$6_<0b> zdL&+gaD~@VSUGWnzcG+k8B0*xM1l~pIKUcUf(hO82hla^Ewf(F#%(Cn$otVoKj51~ zr@3!VVZ7s6AGi!M`*m5-yCM=&k9LF@zg8c`eN$w|Ogyc^yoN+iT~<+u4YR^H3R#w7 zY!wop`p5Ck#wBy40+lA3Rs^iL2aT>oLfT>@zc*~`MappSYbhY00aE4^1_-MufP7kZ zbNHlNVX>$sC8ULKDj80b-yXZ(9B(5TIO&K7Nyuf=*eaW=g(T5YixjO1!(M(Mjd910 z{vh1G+|BW9Ik zN~5T262U@=Ug>1BqauOja!w0sETC+RrHuHyTtO1A?KGRHGv z_zz<6`54=XYw2#dYOlOuwZLOmBKA38EBhe$U$GpT;ea<^l*It(m%woOLa2yyM9V(# zds2-Im%I*Adz#Y6y*NH&z$<}{8f3QUTxQQW%6ZB4-lxY>1J}fz8a3hP8zj^tOb2QS zpRnS9qmSi_VeGuhI3?AwA(ksm&50k=A6uZyzRuxM9v@?PC7-ZoKZa!VPbn!B&>xwh z?_0F|0eh7!K=;~9dM8Wj)UaGq{7$4w&%u`@E36s%)pmBpcl~1{9AwnA=inq|aI@Ki zs_AZb0m}k^iuJJt#{HjI8=GqvfV^)kc1d8ZWHOK7V{n80LhEn>af$+P7l2@t?E&}c>+{ZECU>Io6!&PK?WJkK5%i{bo}j#d zi+VxfErlUZ)Z6rv4O6+tg~ot!P#8}j?bL=o)x)jlhbhoY8cKO)8O8lj$Y%6@nT;23 zg{Tk7mD-aI0B|K2e%o#zq%kU(V1SK}!H&|jI`mO%1d4g5c_BML@2|skC8x(Ei5T2? zjb`nP4Yd@bd-t4|N%=v}D?GTTp5pnBO{&paNzGi-8B3eBD0(^kZ}-6!lRR_Ch!3W+bu5X~kimaA8?Je1kLU zUf{}=Ta)38VnKd3a3JYfhoaB26wCRQG*EMdw^%Q||FXdFQ!Dr%VI`rinR29BGl=n{I<5gB0>5--p9IgucI1q$oM6)5gpPH(&?K+ zjYR#pw_4adqg(hoQs|o^l8}J0%DJJo9)*>peuxrgnoJk z{g^9{joYGP-{pNVBIFWD)fjO#Z!EbJ!LgS*SnR$tJODY1w$-uSOH5T0sZCc7sh2i` z%Y|=LlXjPQ5}uO|P;q$IU4`;;rP=0dXK-IS z$~CT&{fT25BCef*s~YL`-|OFliQ93?`Y~XDvAk{;iU(l4l}PR`KnrmmRvl+pN@~U1 z4*%#fF@V;Y#!az)%4?%)O@;Jys3-k=t-)6hcUfUNqI7c>{B5V%Jqzv4z$@KZ94r80vobVG2nz= zp@vXC#FqvB8gzx#{7J$x`rh;wqgvku1d(5Ye%OYuLodo^>D>S=Pd0SJw3>Gio(RRA z8dObwWV>#k^!(+qWx%Xp2?I~6LkXJ1GQQwsLTVpO>Z3OOX>%@kw4vbEnZ{l{4?D@a z_%x~2X>!P8>zn&;o}69547<_wXo0mk`n9uHc10n<#QT}CgQBN0#@M~djoJ!fuL2jr zfpAh+eVPY5taK;GMimE1>6U7qY;%ra3pt6;ZGPeuVUrz#1EnG@GWFvdEnc4{0)*Uy z{mwzRg1x7p_aG}z@_%+~%+!EA*GR)uH|jE<#EEguHUU+=@P=w0?SGf5(PUAGMe`km zDgKSx_QyE-tmM5q=LTe`;FgIwu+?k7W|CM;`D~b8 z4Vd9ORk0sBOglsbHj}>;jS{3zYkLR_n`9-_dD;ogDP^>h3cCHi!BH#*IC zO#@Gdp1$y0vZ04PbvFnPZG@_2V*_G5S0 zAgXo0>e+ujNaBzrJ_2HapKITSwdo!#Gf8JRXlKtAUYPH@4*D+LDic}lm`X1#R(pLw zzG3trjop{Bne%p2lO3l47$6bk`1N%4p6Mi(kKhzG;J1n3HR@%U()G0Vl#P6d&+}Mr zOa+Jb9}H$dwK(*sYVfbBh17O_ve*FC!McC38=tSW_z<9KqY94ODGI@5)LDl*j%wG1V<8l+U!{rLsoNyYX?&9Fd>=2o+3aV0w!UXSwu>dHlXyQLha(kpj7 zAfveQfK^V?k@0kY`u2OsJcUdQek*keLo97>W1pHu@SpwTqCgx+$<#c#$P@qk@sg@@ zG3a(wnjKhPlnwQsZ2Zk5Dc_@D@oL@#s~3^;7%8YfgA5AI5_e#aAZc>AZwQ;QgW}kx z@{nC%tis!r)YPn}exw$}5t86!PH1|<#}n5YH=MbBC^&@AjxDAQ z)x9X(uR+S|*hHfIwdOMUF@OPRc9nuAygV_ulU~sWICTC}du(&R8TadcNSSr@k9-75 zrm>y(DS$Q{Hc^z;o(rhPI{(^-npwmo`_%L0l7!+_eqnyt3|o9_oJ@i_X;312-N;pn zR~fTKvQ0FQgVlOJplMmzyWgR)LZ6b8c7S0=P`ALXiUA_Sl9H@mYB}|c?UyK|LsvE& zmpu|dTH?4kM4>QQ6^Vi_0~R+tJCfQoNx%xsuRlW4RV||DE;!&cI5a@;7z%?jL}*HY z-gW({=VYCyn0*#*Lks;@{NIn=+j>v+;4<2gqv8r)y}+e0eK*u5uEx5NdPmGYp>uu3 zBpj32FboYUDOJ~))h)r}arTQ&GrLfc;kb>F-9GkaT+=^*ugN@;FGm*ucIWS;T1Z08{cU9?hg6zO(8*lz9^cG`?v^`hqu=4 zAsBP`IyN966uRKD_y3!`;bZt;y+%b%SGh3^s%cR*9%QSMO94qN+wzXHp9> zG}M959}7PCH$qUy8fyJ+&@b_Q;pu<7{ya_(hVfKJ)%AL{QHk~m9F?)Wjf|t>wapB; zJ3;(%u!a$&`N#wuYuMVNWm;Nm+vMR5V!F5l)FQxs`wnO! zqko;n(g4+}u9*ZILyLN{)CztPs0xfm7&ve%ewAY|RRuU8zMKs|e>%+8^tG>Ee4+Oxg`eTg&Q_V243s&7E+@j*Ol#JE zdI_jo!dQ!?D$L3Bh&X`@i8OKjb6&)f=fU`>=c|RUef1k>M;p2`MyX1aItpC4qV%== zSc&^NWKyjGJe_CXAugY#13Yj|j-}NIF<@sexk;JLYU;`-46{mz416cibd6ddwjEkz2g*Rf8pDlKzKb*8f0Mg_4$O% z)00zW*QCz(m%8{6e9%=EYaN2WM=8aO5Y=AoSWdQZ@1qXoxFiva=A}YJzL${zp3b`MI}_J;znCsS;U zww?2P%ti;~0bWlHA*qQ!#;Qe?s%veeWO_9M?>?5&NjRYLL!^b}X*f}pk1IjR5rI-N z9O0D=y~6Z@fQvR{)H>bNNvg%gGGwZM{lTXG(6$qMPfa5hLD1@lNq%?3*1J}9UqsqX z(!+u_4t#?h@$Bu3`HYdbFD4B$&Ju4M&Elk=t4y0khGFyER>LCA9NxQz3n{FVbDAMv zd-9v&3kik0w@7#w5)eg7)GB$zG)kxEn(;meazd%SJStGUQU1dQdJDw5W|8FWyY`jj2A)tfYnpP zI%Hmu*v8HKLboyG6~(J4^t7XF8>p!pbfEwJ30$MJlt^~<#eAn z*`tpWUJM`I<>ga~4N5?mRlO5O8=^8hSSR}P7ixaa;E6A5{#$4W_mr0#wNI446fXgm z$F#hWdrT9%&XbAD#gtH9_j`GEVx^L=9C?GIcKy6NoN{JcD;ClRT4%TMteg!YRYe}a zAR(S6j<=!2h5^ma@RcG6ew*$t5%*Hi2oS{OLHK8tJgh*?tnVfao2HraKpFk*4MKC( zmP4^Elr-fJd!dCUHYQxZT8*z1k;XVF1ApUMIQ@>^y6HG<^4r=hahp9Yw)dh>99+B& zJr7a9UM4|TcW8(Xss&pORdK3fx;Jq*R6blz=Z`^NbhADx{Ktx^Y}gS^mIk`$^1@W6 z;`i|7-_{Ko@Cbe|sD@VHNF5c8kNpx>_k}=%)(FHtVT?V)gsl+z1tm_as<%rI)5!AM zIOVVrSQ-609P-blA?+GG^5ClFs^x&lTn;MDd(6(k`ev$7DLGu%Ml--Vl1#LmD77x@0RQ_XRXm(}&Lzol<9c8iPU$J3v?o#`!R2Ao>-`T@*F{H>ge z(TJ@IDq|JssRr<_Intbz5#nc16$#vGUCp2`1zgn+Bp}Xi@4G(i#XKpMK^B@Zxspgd z{EqTp+r8U&+@-e!|NL1%J$7TBkZofn&MBX6Fk*ey_SzDvwdbwU|hbi*xo{4h;a03;k zrGUaN);d_~0zB$alB9(rvx4=E1Fy$6W#0+&jtzvX0_R$h0@3Owhm{VC)2R2Xhm=ne z(f0!vz~kFTINQe9WO_6)^SAA8la7o(GW6>C1q|Quz$a3Lq<}`oJa=+128uT4hSQS( zf-ici7iJ()X?fPPL3C^QftM(Bf9FlfU3IEh0P? zKGI(LXyC*C**aO5uGw1Sxd|yh z_hGJa*BC}8sc7%*^!k>WEdXh#P+*veq&xYj)uEuhv7__n50(o+&)V<>{W&xSz(p_7 zj^v?O#&9#=SAI~pe71*yRlMVU5IcsgmrVvvVux15;*iFK0Hl`@z)hHQyE>`{yCs~< z(=|UIv~rH@9212HBgQmw)jkIVvdk`2v}0erZQKEce@t_9z;!U@3}Zu@%%QgzASnu{ z<*p=+-uO~4$$_0b0MvXwr2W)^Ja_N>JLPQA8T0mNKRgjs6x`$30=T*J-<+!e94(Sec`$fD3IAo}B{_uvSKdevy zGIZf5Q9Tb*?Eh}}tGtGBbd#uG0$F+uBuPYB4SQ6bAl)BD5M*5Xo$JJ2!BF3hcE%C| z$TA+;5!hx$j!k6JDy_`y!;)2Zm-rjcc8@!`)Z#4L+CdL2Us!DtxZifxW1c5nmv0)mK!G<1 zB9_fu?5KqeEMKK_we0NLMAe4(;~drK`c`KtDH@|&E@=w_ZEi{2d`pq#N9;Z##c;a0 zSk0b19v>L?n{xx;3+TL)J=rvDPfaH(W-gTynU>UsUxTh_*Cm4-0N3)?f$i{+I79lR z)=xz@>%+YD*6=zqH50r+9J4vn*$=B;dk{I887X&xjPu@o0MMDgfHx(I%N}A`n;;Hn zL_X5l5|-`WIqe>BGyljUQ5S;!&!1>l-rA&`Z>3?xlRR$uS#7Z`Xxd?RA(&7$|M-Ay zZaqQ{mg0`-K*i(mnN^w|HA+e*(<=oHC!!#!F>wf5{@NHRiF=g|5I537EYoeR-%-EsNj5_nIJZU7X2GI>!|`i4BBSA*FGp{%;`$Hve#ciJ-jQ{^b0 zr8Y08+kX1KOrX|kUrHaQ6Yx1LaYV~xAd_$ev9R^ zJD|<-9PZ0{3oUH4(ZK+9uK8bsQB_89qI0>BLK3>ANP}t{s1gkfR98_)YKOJ_8Z-DT z6GAeG3hL)K8WY%T;ABGYy1Yr)S-hNg35y zEFkQM+B%(JTfqGEckwiOk#`1sJ1hg%CN2}BpgdX_3JuJZe(D>gWLbu_r({K!mM!+S zj>+9vI~P5vMlf{-@J;)S$~vOFez>>x=*1NIuj!cU9wGXrV{3J5dj+BN06&x1C~W$~ zyMZS}&v0?YUG*SP0Kyb0jYURObWRM)4*x(8yB1mZ!e6uHv*?2<8%UMKAP$B@ZJYWu zw7F3$M+!JY?>VGWWt#{rX6f&Zuj6oPz1RnIkjVB?j@8aus^0&SgVQ!cS79fN>5{pEL}C zXI5vh&8bo{ZO(WvSCpYkc#Cp&Dtx9y1vQ%>?8-~w_5w#z@2#2z)vp)@q!=g#E^h)2 z)%3e?QEsdHai^l4qBteBVllkYGe-uj5qvQ@t2U}G1u-TowB?GS45NcQ(+s?nQU&?- z52q={Rq7oky{2;>(Nsw*#Wf2@%Do(=?Fbo28EZM@xHMQnGxtfO%&r9~XRFw?$_t&r zc%~9IZZ^wBz6<6H8%qjvB*Z%hHi-C=S0ZR0lM8p33aFTY`>(Xz*1$&8N&#nb)v}$9 z&YF6bywjiC-{XFaiz7&XXV>%wRpk;AVA37b)j;jOMO&*kW>Tfp&#V6LiteSXHeDpm zhF8B+vfH#06gh~%@99Xpb;K+_!*zMCM4O^x%F{<#LU_YXG--B;FWBLeF`w^#a*^W{ z5tmNZYorY+2oDlnGLo z8l+g^6aGtDGPTUKEo;s|L4NBm7b{S=OAjqcx zxUlfdj^W6V_jP)>2hu(YwVl()BeWk{PgR)Kr?d*zUoG20WY^;B>^HYyMSJKkQPoJw z-Cw@%trq~5p_=UHR61(Ffa7J_(S$1tBu%sM<-GL<6$M)pO7~Q=ii=d7nz0wDy^pX( zrcN;G5Eq;&p4Zy``p4;UrV%yn9E_PfOtLNDh4)HghW}yeod=~QW@h_rFT~|FaiMyX zl(EwQ-yGhHjpTGxnD!aFZOz^oT1#g6#CMD82qEKWJj>ph22u#RMNN>46!_|e#78lj zfk4xwG7?C?dZFk&5hyB9=+VE&&S$6E&*^#bv3q1?f$>A35)|Ys`I0s1W4weskQSBjY+FYk1g*jfJmtFs(=P)WgSIJLX^{zVOn43RCp}=YZ zDt>a`#U#OU>G=F27-SQXPQi{ayv#IsmniH?lvBR;_FLvyRB#mkxk!^-GFf4r&_yUJ zN?u$!(gYL1M%lJeoJxDUM3{|7v5`T9Jb%%yBBeTDRJci2==}-hK*D*CcfoxgbWMFB za|-pVXu{9fb>R9oWstZ9YCBZ>-m7tDGl9{}MS0U2Jx0WmyEF9-Mt_HKx6u;(iB|KGoTa~2BVnP-tUcp9?36xvQ_{?>n!LRt<<=SFrx0Hd_%Ff81B|_aY1tDiV*Cg}i z!<}?8Kv2mfq}b`vo|9J5fs|1RVA$rZM)1*>LSBp4=2AlQi$eygbeLpHEgYsaNCXf= z9x#k^z7{kDCaz5Qgtv^EAZ@5&h)pgkdIO8d8|(9Cc|*2X`jnm*$q1p@H6aIB!w@@1 zu-tn?rnOvkENdA68A)d{a6~#M5g`%=bCcS)2nQ;AqR321gp>-poX~z^Qua-!(c5F9DQhYS|xn)a2sCuC2)Bgk5+Vxrly`y zpJqu$YFLZ7BF$q_RqF0}H_FIj{^7&5ZWc^r}ZK6Vc1ccCa`B%ZLnn zYij2j8{s9gNQMH=y_ z8+qsA?YVQq%8%gP@;nXen1_H{oPzm`fzYa@`(UOThSN?0nHG-izr|d)rNojialroh zkAhSzs}9+||ML-JbGDJl02JRUWb;tgg;WQseMj%oI9<;`&<}F_!?kSs%(gT4p3hTj zYmQwUdTNWL8nAt=(Wz`77wWQV8FEm6vbFebjtJAMoMMNp5Ft={e@qWSeDfQy4tyA7 zQc)H5ZK|`bhd9R!$8mA0IMk`CrTp4*{KLH3SHhy36TQ3TgNwbl2@?eGJ zK}=EEg{gg(8(8N%9LKdEMfmibn@jkY6juIXai!E_sMuf*smsCCu>9le9TZP^scL#2 zcy08?^xGPc$OF$SS#sFwn$0;R0n#rIub-a5yr-(!O2a+wP?k$j$g)Xh@A+G!&EVBj{Ir;yWO(I(0sDKB zMoBMC-^Pw*83(~Q{y+6-afUAv*N`iY{}j&8(slw$*PC>WH^?wojTE_h_dPr=2;TgZ z;_OLT)syhQ5Gv^TZtk!nKpW0$js0&8&AG~v6m0tE3_EhfX%Ju6+fZeEjPp?asKM66 zTp(uMBen;_Z$NL|oE?%w$tYx+0(pT<^otMbc~6BUe_-qAS$^EWK}^)OR0@+7q_5p2 z@gW)h`}Hs?yqP0I3zrAdEuInJKtQmC9@CvuZ>zdRq2D;+;Vx$TFWK{*aiOge{Z!GR z8?fN_c`qODdR38i(UTQ*bOjkljv6!g-A59;I|6L-leeB~oC>S~r8_ltxU@!Lj9%Wb zH+RY;YVKvJUS4`)0dnrxS|ltOCMI`d4?6q-tHf!WhYq>{O68VSZLfP_>M?&lc3geZ zUmKONXegFT=tDgrAYglJ?#QhF?14&#WtoI~sLSR_q7eA1GZCHV2f z05^a4y@J9^cM-ZPNuFK0bFOQyYt3i(iuz;bhsi$OeOT381wWaOzix2`RtYBa@dA<| zw$j9X^Pv>S#1+v^9&{M2EXNqf6p>WS*B~jxEhM~jVXB(Up*^H!ukEb>N`P^|JsthK zlc@t2Ikc6xfIz>e$B}H?gr@L9v7V}9v*P6gDVnkkyOZgus2}P_$3Qtxj^PL7g7N5_x|F(1Fm=H|4n_N*$T2&5Z!TIeE)1v+At5i?C zyI(_ER|X(CU&d-7^Gq|Fb`zG`1vpp!k7`?fBQsyOAevVTY+Myz3?vuGR<1n3_1Vsv z&I;;6usA=3vs4zm<$}V`a3n9Wq%{rS&()iS$uvg_^Z5d{6nG>E6ucrRphGB~*e78A zWxsSzy;4Rw!P1YiB~$vdi8(GAZ?!)PfL#L-E9*{fF8w0$dP#tKQ!!$0mA8?a)6mdXF<{crR%-&CXQ+MX^NxYg2aR{K61^A3h zOm)SLX_382r5vd#*r}-at5D{wW3}a+F7=Ag4Zh{c!T!V>Y9{yM4KwMnX0eD06V09u zhr!=pX+6Ob-5|shjQ}fnYC`xh)7}(RU)T_hzya(;TeOy6J%}J)d{apKL(y#I&-ngW zV9BHxr7?6|JS$r(Tcma3Rnzh$aYB^N>PN6C)?q&+8_%ft43d`JqCoeT$|JHNH?f*J zro9$T<6kt1wg5hENDQD!@8BNabXl{8n4D=EI*@BZWa?qge95lw>-ZM2P}_P;00XFb zV#(apx!RZFB*z`UB5VM2FWo+H0{)TmCGUN?X&EW{cpxd4nUQ@UrErwoQIy1JdJd_7 zqeqaGAvx2!8*N>_5_+A&U*Eua=tZ}HXL8MI;d1n4y!4Sf$2*U2RP6*PkT0%U@sNy?NsVVO5@U$I_6Z{}r1ekLN5QhEAb9d=N%1 zA@c^VqyP%h^NheYA9HqWiC0N1Z}@PorK_K7aX-&By+rMz>MZbhhqS_2y?Ki>F@f(D zv0M^PbQp^XF+&F=$*-G6HSqN?65;qU*{~s`A}vc=`F6sP-_0`Q{@)SDE#(7JKV((1 zVE%P?f%)dP(CS?;?-+~3ekfA?&Y7L@Uenwn{ZNq>-c|h7l{O?AKot^RU+Vi@B?Q9W z%fLe5z$twUXI{1>)A3bTv%# zT9-Sgz{l3p|3WJiqKS^X4u3c0wJ&`;v2Z-B7?>thpWrUNf1aE3EEZBU&ENrb+%d07 zKK1jr)F7qS<+;~81%WdEUtz4!S}*C$oyq8WQN$cI>ZKu%V=t1_*AzAkvt+mHdCsx1 zP}#k2XoBx4zae|F7#}FKPpxE8r{`h|e82if^b88cdnJ}zNL0u3?c~t?=TP=9XR_Zb z$=Y{lHU>utG^TbMTNIohQ$6N4elYgx^qg*UDE-DmFPj58t9CVDV?lW8$aV7ec#J@{ z!CF31;-zIw&}BRh|DonG&4E(Qqcgevu@R~ooatzJI^nr5mop?A%e-!P4}-IQ1RDO5 z7%D4%bqEZKEP~cTW2kaBz5!)t=+u0duLgfE%mD~QIcRW^zV7+dHDX%bERrmge#>M% z6)rAfQH4D#!FJT@v`1ikY?Wl?4+ywl0A-kX{nXwT?9Ih$Y0+CkLF^ zoSMHOX4ybS(smkIRV+wNPg+Ed(f&EkCX7jifmI=C4`6Jp@Xqa#$v1AK>3`oAuPlCO z;KYJd3jm+;l-+dKdE~CNHy?MT4J^>?G@ano@|IL-kEMDtr^>ufX(6N zNe_L?wdI5MP(0wj_bT{N6--}w27(83;Vvv;};p!g|X!{sqbTnw0V-xmg;g@jQ5<8_CJ1 z`y$gZ{A@)yzp3|5RW|$;?X^hf&TWZKph3{hZa9!j;A#RdyOm%x341)Z7jp~<<&w>@ zl=oBRp22G{>5TV<+3X9V^UU`?X*X8HoExS zt)!2lE~I;BefBP-bz8Mrpa9q69Kqu&BmWz07ANX^J<|{}Za@j}ny-k`(zrwtWpnY7nac|4)Q{OD&}~{xj^9 zA*fHn%Q!j9e|JBhi|KKaI;vh+dp6jCueFv-g1PTws)U!|qKM79ACH_Zz>~TvPR}gj zmAAuE@r2%qH_ecK!`O(t4T*hq$EVaL6X;+NRo_Dx{p|8D_2`b;%#vkFUM4>XI=mgXfQdruCF@>>$c6j>=m~S>r5LGxS3>tm5;@j`uwl zoGF`jBceS8e z!K~;T?lAfJi5t26SyuYw>rQTHK9xn zu$6_^;CCnXdh-%TgbdC8vQSWU*RnMq1VNN#P>pz}hP?O0cyx2EAQa>G2wgGmbn9Oh z|Kw?vAQYeImWFrl2qj64toj0$vlhSaDI}!e6y&*|iGW8yCs;uoR|WAn&j3f7IFcQ3 zUKBcx&ziJbJV1ENUCovBGD1p^qFT0nPZBjyz)$A^ex+_Y;uua1(9OLQ5nOXN9g#+hXI{PJf$*Lho^W^g(B zQkVWNSdlN)y5gXdQbAWogl;3qt%(>hOu-;rYY*C6==hYV8Ie@hbcQIR&R=<-kGO-j zE4>w?&uY~7PSpdpy5j%oup@~*z?svN5v=!^NQHFiSw}5{`eE;^c0@5E3jZ#$E-Vs# zVqcYXH-B*)Y&C_>)FKY3OupWi*$OV?$`pY>tZqE-P(&ND{evt6bopt@U7gmOx`Mz{ z_e7G&H79a;1(a(gf>hbpgNE-cw}$Ao8w zSc39~`V}9FuxK66L&z#H1wPn4>nE-Io~VTGgEM#+sTNGGC+;;4V4(gzvX+L-$|-4K zFdihWtPegH_sF65QOd~M8mvj5Xu1K%es}jj!9yzn?FHUsSse|e{94n37iR@-R%!8V z5zo#XQ{-A_Jy1gf+lHlYVg3v#LS+FbWNxHlDUw(qd#ZF~Kcj2g;GR!D3|oKg%>vA^G?mw} zZPdK^RW?ViS7GX>?a>OO-t_1h;!_?{TOo2&(ACh|8LgVh*N~8Nf}+xKM->t7R?db8 zEda42eO_Lr3MZv>%e=>(x7>l3?}`&EFyDddCYy_ zzI23sto^sl60=q}0U{+EkGr2}&``9i|P@1ha1|Z>Blh5Rn`;dg{52pG? zDcsoA-byrw;G6711#jdl`EXlmfeh8icfIbHGngfU;nqdfwwS@$rXe2J86E&5;6J09 zT2UE4>lbi?+~y~u+xtdki9GqjQPx4tk8uX-J=OTvXx{ zwc-0Th0G2CZc)nh-}_*Ssx*7LN(_&qPWx#K?FW5JLUZ;C658es(a{5(47y`#wEhWm z9jCai>m9rC3;HyAMR!_p;AI2?cyFrGj zg`!*f&H3TfiIyCqZs)oHrEQ{+)rMvBPXTf?f;k-UHNs&atKTmal7vM+c&h|VXx2n`S99TbNXlo#V4U(ssZbup22X~1onRf-LTG>snR-F7po)E zb=tCnUq#Z}5bp!5%b;R}xf(eXsy_T|fA%r)iibnAbANxbgjP#WaiQH>0?NWn>8y}* zW5$9Iv*TG;B@74*J?!7$!hU@}3OL$%j=dq3(9Ipzk_aA7$t-NGF6Rbvx|JRcnfYzH zvU+=@{vGcIX2B61N;ZPyEH4n6Bq5TBcy<84?EHp_Kq`Mx+~z0`q6tYiuP;uVlS8lL zMtHdjUgEb%WYo$QF5hb)lr#-EZC2jm64mIOh2tLr?_Aab_f2Mc%Lmyg+;Uc8R1l_F zyT890UW{xf#^?_!SRo9_l($+>-FlpGK+)8>Yd@H`e341QJ!DXtmECg9cpwGAJRC5X z`)c3Mm5E~uqpG)r!}D!rMnsYi&XhBDir>52AQ(5QxWzB&W;q{*&M(0zr9GKtORwam z+OPx`qnAqLuNu3$-?yCr=g%msB9}Co4>$~=1KeM2l)kh&iWvaeIvTr*T!eDXqJfMt z;RE^pAjQ46yrEYTzWzwv@+v3sCmBt_wo5*V)`lJWJ22jGw?SDnQZHZCT8W?>&W6x( zImMqvfmXNgr=(d7oEcaghBv0!-v+HJtzWS$Y;yRrkT`4qED8t?FlGp6V}TlyUI}#S zhWk#%P#{+-4*F6W1qz&~5Dn!ZJoaQ<*p-IqpyF``?QpJN8D<;7{56^hsxQGbL0Y}J zOH6r)feiZ+{~X4?ct^$sfIGr6{`UV{?bXh1_7prP?R&m+X}g(i#X)* zHwbo6FI&)2PwHUhFB~W%t4yebTw-^?cCg!H$%B1Uf^x~N<9X%kxV*k)Opgm`3C3E+ zjkm;7`$i#Ea5@iuVHsM!7)gM)AFntm=rA2Gl2h0}bqm-84=ULV=7FX#2ju6bhk4Xi zD*ZOz_QfxWoI;8>X?=)K8lalDAu*X#1;Scb3U?*QJ}Tqlpyj2bmla$N|0Q7iVLM_a z#w_i`j`BYDw64BizKJW_ch^{l(08R&h#l>e$LQe1>3<>VdEN>#zf+5ir2Tmcc;cGv zvZFyBy)oow7v5bkj0s@WK!rtJ&pS+dRfIl4d1)~u#UFPpmp&S{X}j? zsG!q(@B04AUD7rTHj+063(k4SV1q+6M@zg|7)7tq>A}Rxaea}r4yQc z7yT`_i2>kA=~1f;)wNz;3*8h1dWxWOcI@M|UgJAC)rocKqBu#uZ{Ci#t;JW{t6Kc- zt2Nf|x(@eUCZuZpcr8~-7&LWOaQLL{l%NDZP<@``DwK#={f4|As?u&w#B(?uFcgYE zQu9~M!{%X`!U+vSJ z2kNwWr3Rx-a+i|$;FrYf&RFXmVD-m=lQdZKI=>Z!#%M6ag8&?9& zSA5e$aDH^>CV0^M!h!XpB)k3sIteb)fK?s%Iz@7=QhtN`dfA}_!5m2ejU$p@%0SCo z{Ut6KK`Z6x!0|~8APz?4Ed=VAIE4amHo_Mdyr-UqmG@2r2MHmMl#{}WMoU^r8G(g( zgzcFS=`4eoo*h9EH(mzF+Z^wj8y`eOBW&fKl%Vz|V z2_@rJq@a0YR;pXo3hS;Cxa{KPw3Ka%(wZ-j?5QVY19hqes-eH_6v1~f1f#+>#_Ptu zP!zLb^}xHmwQ1f(UOSWUQgV8xwhJKrZl~YN+8NT>^LG7=lWiG#ORVf&j%XHGurWE; zgbLfEXCb1~g!|P!bIMYs1PoVG@X2XU&;}ar1gE5D)`J3u-JlH~{HZ+foRn4hvlfPj zeIT-UwsT4K#i;N>BCckFuzp=B_dJ+0I@smplvN*f{uT+h&wiX+CF$W{oydbXTbt2z6V z9zRC#@(D6AnKDUs(kGo8Xq_}*z+ZZOH|9*Y&SQRF%k|ip$aAWs=0`b?+nsnH zd!T1>Yy}N(;ixN#DL9oHcyFmZqWxYAV8m_JhU$FJk{SH`?jhP*|K3$rx3!|)6XT~S z%#=Non`TQEs!o2k0@ZcM_)z=pg+_ru@5fOv!kRdJu9xJ{n$ZSN<=J7#ZoSY0#7)_1 zpym}sLVZ7b=z?_#;ZUWy8?b(`#s!-H@Q{Y6VHDbtz={Mygo~+QTSg{0egeDw&ax<# zm6!FXsiE>Nmmg*BZnuvR5#xmc!`cIbr)A}=Fkd^)M8kbk&5N}nyS$QcwT>139}z*2 zWgJcjg^r8i14ulI6Gd{;g3TQ^BRY?R*){aOMN1&x17?6x!z}{EnZX9ad={CsO%$6n z+BTRe%^``lD)A&G+;v&kT_tm0K)n(5MHRaUMj_$ROVHDZNj2>x}xvy}$(xzv(?jZ8x#~fzBgKiWph2K^>Wn7syzWgoe~f zrp&TVSrF&uuOyD&dP?g-u%MNU`Q#rRvMvC9%s_a^GTre|MLn}Ak5=Gm#ZQHhO+qUh~wr$(CZQHipbH8Hh2kNCFqcS7+T5=uF zkNL8_NizGRr#(ecdUAj+BXX?MI1)1Ex6De2xhUdFQ}mE*6Ru~SsI~J>w7JifgP>96 zTpBQQnoQ9%1!D$8TQ9}x#TJ0VsS)XkYrY$JeM^;Hgx@oLbAtN(y%mS0L`V3&R9D3D zbd<9m2nB5lwSF!%2!S0tQDjW8*xdc5poy1(s!%y*U8k?z6QoVDS2l}po~cTjZdT{k ze`2{@+1p`dU6W>G0~4YmfnSN8@>jgsuj3o2zl}Q&v%fATJjncK&U+)F^lN!h=b-Qr zx2qeftNxwlC21?oAdWM1+LahzgVo^AG_50Db}h4;Hb7dFmFn0oi9nDcl*HUdCIOE5 zW2}cjT#20FOO&ehH64;V|1knRWCkM&cpV`0IU!-YK#6X?Nit}{^U#v$FutSDiWVQt zNtOLBHYb=@e3a{%sKh7OWazdvx)Aw+@zhGr2F4GA`Z0nA)iG_z8Ou?Z6&Wj9_QFW8)s+HylC82UU`D@@noE8 zK^H9N&DI*uLf`z7TYZ^WqYs9Fqcov|OeUeqn-eHQHH@eAj69_j_9&I%D6&UFP z_9@xwZJ%!1h4h|mG=72)08td8=kG54 z0ohL8gf>vqorK8>e+vj@o{&j+1lomPbShXr3~( z4l8b50;30ynxpjt8Nk6}k+3K(MLeW_E8pn#dtsi)6r5l>G~1`N;)1M@xV>>HUP|K- z=+L+bS|nLW$i)gju$3M?yguv&AgH*nlk^eG&dF#|)ZCW5PB58Y45#dujs>|#jlpO} zC=RgH=t9p;X-YZbY#Rx|iM@1^xZ7;O;sLsq9mMQVZdo3e5(&ViAkCUj)WB9D)9nv0l_x5biFDp*pn^Qa5WpF#W2l`n=owocOzHNSRCYY z*Th`g;F9nR+wFFv46vceh$l??FAl03!n_3ST!eATg9n3lOUhdpS~icG6?+k<(~`GE zDVMIO$w|50ryt<|bP&NW<1sb%|GTYf4OPQ%?`6i>L#7pf?+w9H$9i}PqpPbj#z+U? zxRK#NmHrkcO6p^t_IfX%#;1p7ll!albK$q<$LF+#^l!R(=dUj>H0Q9eZtr+cavoXD za`=tRd6+$}dFdRyZ1~PIMt1{VzHM&c&F{-?rGra2awS7`fww^)RdPlE1O;&?XfbHb z#jr5jW6!4+W(CYo3{@fcwz{2CV7P+s+CnS;SYKw*=^65=;*>V$fi}J+=g$e=4{>KceBnO^ z075Ii@g?TA?Zcgr71Jjpq>-PGsqJTHMd}4mCVX274+(qSrun@uFf-9#-ea!%Q)x%o zDAwU4ZQ1d@dwMAN3-Ha!Hw*T6ND=U+y8tNCKRwqm|DfJKG<^!3gC{u?QY30ZMRM1M zMYK6*cQP<>0V3K9W>EwN@X`sN3YKz!!tS=qpzyx6bJU=O9ppQjpOGBmAknx2J_o1z zO%JRM2LM19xvc?O2?YSc=><{*C;%YuYCJUQF>$5Z%D3u_`sazS0dwgmpJC{R*F%^)5;=h$&51? z1hAEwG6{hE9-2oig;rWCSO>uO`xIHo{{J2wq>Hf((L=W9B+X2$X=DmM&yIN~NMG68 zm7T1Gh0(QTC$1f2&KIDLwW~1FX3X%PFSZ7_(X1<@vHQWvwltvcjA_6rTpkLsE^XUu z_4=mnDKB#w2CkPe9RKL(P=&irbpFm(KAs0Tm{r1_-=zccUm@9s_i*a2%mz9rbc%&dQXXsuleIYX zW0nV1Z^6+tsbLQiI4s#NJ_h17y=rleXo_Xjv| zZuWAQEA^qhXxH}@xO6V*EU5Hjsvq?7y$^_sySK}pM(*rXGGluCd?pSKn3{nF_dc+= z%kPUOpZGx0QbrEvX+GKRE0(a^YuZi~ITNAS244{mnFqo={>n7~dA%>#@RK;MW2=P7vhkm7>!ts62pZ#wz{^OJ9keB-E}*vyQ1xj+pO)w*gs18jrA*~oY+M&Sa{xoi z)#?G1=&^{SH{~hujZn|aC&uVSd@OG#Uwo_qQcX{hj+UK^cFebXm7Hy`YQ~Ktn@sqO zF9L~E!P>6yeSP4NrqSpODFKVf#@ZFX%yd4Is^xaDlq@0sg56ZKPfS=7W9gRA7v zB5P32J^$*4YDCeVU#KPfHqK0poQAg7$PdD8i~opdsN{Vdyve4FF-Wt27?oFgYB-0n z`|R;!zzUR%^RRR2ne56@YKo;UA5rxGYBdPH80Yb)E}gR>kC0@WM6ilFaKi_7v2 zgWi`41XqhZgJ+5FiW45$lvo55x?PN-!6fk~`Yxf!LYzf+aCD&N`9|@a^v;)^JC0Kahv`yx%mT1U_@76{rl!Q-!1QG9t(#X z)$N(x^L*joe|Jg$Y6`KA4Wc)M`a0Hw+&buxq*i1U>#Z(){pegGYn+Z&fqmjRGdEde z&g2W&-^w_e$a03vWK7$UI_bSBPvX+e-oz#fg+}ajP`|FKE-~%oN6R1C?slj%Gpe58 zaGF&X%%$6@FgpE@>hSrsud}RUYtN}Dq6tIRPx<$cW z&tr+mbj9AR$;s0*iIIH&{V=YNiQfZIibwO-Zuhn5G`1Kf3+-y1xr`;8Y<{$pVc=*? zK+fw=>7u4{M8SrO+JT2&$?}w^Yul668nqbOe6XXX5X{s~-`tQnDZ0voFHS>36Q05R z3F2o_5Nil@o!404+1u$K6Q$_-^z!!^402*1sdmec-&f)-b@{^2G+RO6(nKHcz;Zv! z(~G|Ssp78{H`O-b)(@>9_HcV_sy>RbQDwahzI6`NlV`e~VxwKK=3?fmw}~(2bDJ3p zyfIW@VWZ=VM5!wH|UwiJyOaAr;%FY9Yut4%UmOJKmSSW+dKsT&hvH@w{@bg63z;g6E@@8{jKN|cKukqz2 zFJm8Jd1I#ba%B=v(m`hO181+ffk%Y(mGY24lih=n==12pILX~r@GQ}T6452Q@ISfm zA$Hlh+1Vj=J*NEBKfzhj&?T$>(7vA}TsxM)v{(kwtxJx91$sNSC^}s?O)8qi9p8Qt zB<~`XHR%$vZ1M4I+fA=KOk-46_6iG+@PnB(Z65XTf6y3d zY^&pie9szAvS!yhLET;q_R{GgpK+O8xCVKdBsJWGa=yyNT*jmL5X-b-NOesPP~53L zb#rkRU0-=+y=Ly*xw-9g185DkXL%VNEIa2zjSfJZ7s$)0-L3X*i#;;#{G44oTpTNPx# zj$OgaGgYX4$9h+55b4%4w+)B>WA1b7RuT{aNo(mn_2yZv4!qT3?-;x6Y|o~n%hU_8 z3nY4|Gm!*n{4P4EiiqUbk-aunxjR3+wmN6^TJY{LaM z9LeX7O%f=nh%S9dkPR4j9xYOl=BJxBde&skGU^b{VCn?=ebKT-S znY5gM(3)I;ee-KSyFHWg$%{QN20gx!IM9Mg?)9MlI%4(tlqPWkIblF2v&8ol9vBr==;0L=DT>OL2RCy* zz=+n?BG&Wy?hKj-(a>EA_53H5XkP*2^l%443?4e2WLlVp8xebQ|8v^PGe2-}<}gW3 zXn#JaoOuCJ_%wh=dGC!aT@lzn)%hKu^?>Kb1M{rbQ4B6rr|Z)}w*8Uv;rx08$cqJM zf>qro&U;O!C=W*(HPhmXhXloMOSG5Cq$%e+#gt%``p1Th6evChU#hRAH2e$TVf17<^ zjJ9K?5M0}RUv5H$V>W@?ZA8W&x-9>&*J)}Ack`-Baqq4P>i#Oi-LT0LbN<|k;F~%&>c2fn{CSgYqar-*W!5}My z)!wAhwzVqOg{ZrL{8~+A=~e|>(7R5`otORb;O~8>7+PMMcoB+E$1p0-Bfqa>_OoD| zDZWY2vs7nc^ill%>u=7{?|=0?{cRMO>;!QGZFKfuP-F3`nDA?MiQxJ^s*oE&PEf0!jT1~?i(~I+-Q3| zELH(bfL8+bS1`MN2np^uT3W7i?(yCFd+AkvcZ>ro(~4wS@3ic++#IcQVZcju&)UVD zF@`hd^AFCcN9VNy=uB9Bz2{@^ld(I+26BCPGp=M9e=45B?Wtf2i5>QKzbNmT_CFDv zj2EvnT94+I6QBE%s`=g9&SC-g{5?%=%7wj|c`<<;i-h}d+c{@du9!R#ZNe63PF%Vg z;2TK09{(Qn9xhi_7$#E?(C4IMPYONTz|R#1IsBTS$Uz2Zbw`{w4`;ktfK~HC7ZkdH zpg>B{qb%W4(xJ6}bO1jrsv;pZ3eJj}nqfmIxt(F)K%MJK&sCnhL2!DezGcrKPO}Lh z_HQvk-rUX?sjNxg_`=V_*vvLVFG@Wm@jFHxtXZ*$<<0ajDOF7eYvIkeZiDfplnG`h zy`qh3OEY`L!mDu639sWIGJciSp8T>fK0L(a)4zLG5Z1g*dyxyT&;4;o{7ofJZ~+pR z`y6YFLuxQ~6T4aDVSz@wdn3`8vBkDAm}n1q_-6KMP7W1pMFq+1cY}=Rc-O+3E*fxH zJ&dkIPu}eeJr4uas1`wZP^boQ#Td0{bC19qsZIZGT-T=7;-iwS1v4dO9Gym-n$qxC zv14#_;wbYduWv7~plY%pv1T&oadP^-i_&kwB}CCj|7RzL~! zJZ-MvSY?@Nx!FAEa+W9<^7P+HjDhEb9)Po(&Xjf~J{f}}DtB981Fl~+a`VZG#cIp*(Yp`R+be$-O5t4Q*W?{wsHQ~dT)_(@Vx<6o9- zJeLUsH6QjEx%28quvcmG&Jl}Gr{rU8Ycs^;%twN=cX<6fLl?0=d&5j%i)G-LpgzRg z#MQ#Dz-S%|wt-RY;V*LhCnfv&mC@0w7=Waime3rmtyj4*p&l z8tLiR(9`;oPwKFf5jvS&t0$s8O`!*OdqQ? zhx6-xy3I~t5BKXZE)ur`6SD{wbqf|egc~z#T8La3_dEnQb-A%ZzO%DYcA=7^CB4&? z_LTWiT3TDXlN>?P5pVU*Po)G)nAdV+kjWQoVds0* zp7u6{zLk#chtB0C9TVOBev~`kiRSC7J!J;UeN|+FZ=_I&5n8q}*}}hD@!-$Mw)f^O zQGiy)J3Ld`bMuci-O(|5NHjBXQb-=#uMK2h=(fBz!$801)jif9-M2fG=SLdn1FaPK zw^pNu#B-V_{De}PYL=tXty~uikf}xJTvkX%%KS3$u>|)!@Sg0}S3Cu!e#xH`Nspq- z$e&J=pX1}M%)nhL(3ic}BfTRoL_DT){BvWTtuj>F^|Pk?W6shW14iNRTO2j@R-D!7 zOwNTIhijUet&&HWZebe>Le_r(|KPDaXYowBgufT|hOa~%Y+V#tmut!Mf{V8IsGn%Y z5gc02r{RmqQ9)*S+jCwI@0GkZyl?AtN68U{J`2F%AV*ijzg_sMtm*q$Z-?~i#B|I1 zpVCAa@;&bSf=vyKhMdyK@rJPE3bZP@MEy3Wt>N8zAZRQH&ASL%pVV#0`>yQ6%HWsc zBdc;W>G7HN1Tn!(?lOOBJ`P%T97Y`4!}pR*x%(}rkiZuV53NGlyW~Fbs1g=kS03jK z1x{NUEd66{ZFf%yKv(;tAh2v!-aMm|J`{q=~r_)OuO&{wj(KiPwq{R z1S)PyXD#2nH}1}E3a!orH9fE*{sxtFc#cKvrcR|7p_(-*V{-JMqG?sy zTzx!E49KbHTV6Ihac;>bt&od7P&gx-)^fG;h#KEmlJC1IDWX3%!{}EONf#O74<(dt}c&O5+ZFRr!f_TAvTx>kzdqY!J)WuC5%E}=xMO=sChL*uL z*rbwEP`FNTlksF}#ph3=9Ky^mZbu$of2yu^uealo?@Fpxo|ad%?o1kLhxm=tX+g+#tbnkK z6IPN-lUxX>{m4Wk!)lL2j%MsZs3N(a=FY!UECbEwk54! z8y$Nxn1lx0EM&p<^5G4-OSdp3F~ofS-6yw%533V>{T+4QT4 z8|ESed?fyIp#?W)zp+M-!VPKnYY$)DkI=qp3_$`+iUoAh=ZIsMqJ2K&#>f2x9o+gi z0$3keQS58BDNBF^PX(=q4vVO>c6htQTWLbH=!rk&2Tj9mz&O#gs$Fv#$fH{m^kIE3%WNsq)# zeT5*T57lT&9ovfYtDwFjk2OZ)g?#`G<}3dve3xegHxT7(;_u3IMDV9 zutyvfHVbj?kMoVWi>iwv+kP=!Q<2^NNfN<}kXKvMSdB$KJys(!ihrw`>G`=XY`rdX zyruxBhZnIMPE(`DVB!uvGdlyk@}Xq-ki8%?x?nk-~yZC_G`Fz`+y=$2zcwy zFO~dn=@p(vPf7t&k9422FWIU#6jgY~gUUZ-f}QS!I)pT-I|e6!FCh zE&g6A1;o)Ew~j3fVEzyc^T5|S5I-2rv^86wAp~0j!f%hE$O55?)<`i-M@(S0QJ;dNCCz{Qa~y)hzz*_p;}p0|LR^QM*t* zp$#D|@?yV<9lLRxf82eM?^xYb0riLoVAC<*^yei%T+7tg+Dp4)jM8F!DJqG(?L)go zX_Z$sbDleiE7@KGO* z)FObu&X4@GNy3vRpWDR9sKc5Ls6Fxqz2WKxnH zN!I3iV9rKzEd?oAs(%W^q}in>VsNjVeb{-5XfE$u*drKc9At><3R8u?Tqk}jS170+**e&qQ( z8#{WM;IPL|y^S8z7}!(g#8_1SlGLo^KVco@s)~C`Su}ZO74lqnh@_D9^|x>2UbO%n zFIDq(ZGKVW=3-3(TT(%dQ^gbKBg=T3woR6H2XT zFcOGpf4K+I;uK-@226W5S1a1xY;;i#}*vk8vb7tGJ0!;aHV9wS~OR z)eKBL=b}m7=aNtN?m&QTqq}I9*PNCB_k)lp6l=fZi8C4SbgHWjVaq<6TSO>56?~7wCTUpyh|)r z&S?q8X0LmCo_eWh8+>&`OzzKRw7Q4KMCbOeu&KkYT6CGA6?LJDhT~alV|JvS((Fr^ z>Gf>;H+J9>w=|N`H&gvfSbJ-mg?G1S)Y^K%`z0$ICI^nmRtM8Pd>9@sgnMB9xOn(D z*3>mmN2h!|vzIiK_rOldE&(jkvN2%Kj_P=<+kn z+p`+nGVL1T9N-EztyYXo_gc4dFvFO6=qSTn&5J5Ncd8NzhoAWJaVx(oe2K;s@o?RP=DDHuL5cphurns zHzc)!pN({yJK89Gpm`_fG8Uu>B<8Tf$?EVhLH?Ki_Cb{mF(z?Jf3WhPm^3ik3M1wS zONWqE^qD6iT0Wv8ec7PDhS7Y_k0TOA#6O=`^GyS(kNl98*EZKZ8Q{W3c-|AdJ_ywi zqaZzePM=G4Fqbf46BZ2`$w@f%+>2ihVqNN|kIa`LsO4)>H`&JS$G31M#FpjDKeomC z9)@uE#a~ol_oH+cn^J|o+C0ruE_nhZ8k%UU#eE*0pt*RDK5gn@*ewG&VTERK*uYii37DKg(Ky>z1r;Ws^1xw*M-pQg_x^ zpx@*{t{BYL&I5o#jol@3*W=!E+Mtg=X4foc?|o39Y3hUh%9X^U4Hhvjg`SS{arQ7D zTv_FDswH7-P_DKpepy6fF#Eai2VbYV^Lv8!O~lpxq?x*X>y&O4nJ|EG|u3Z?+mBMCxos7BWu(sD8_iToqTroQll%vQR^q z-;$^Maf&8~extBHEMWqG?T|y{w?9vlb(W6J>5vg<6*A)5q{w_Jr8ub5Adh)-Px?s` zO0dRbM`Qv3-{`jJ(>46+oU+Kz>)5H-;-UK^?&w7HZuVyDP(977stGnrkIBKosGtWT zk~VwvmlYDTRZC0LQKk;oxP9UhLyh*AI&ZoZk456Ihre3fspvTdpEr>h^E|T6flXdF zYpden)xT>(M0wG4UA8OCdC3-H+y3mrc8bxC$a09*d-F%`x4$2%&{bLA^t=y55$!L( zN2UN2>kc3eJ50y1WM@(F9oN?(fHTEQ8(rtAihm978i%}Iu=t2U8=#*V4{vN^_rR@T zp~yq|Vt0}iX@!kMQ=qQEB~JQw;`JEhE05GsxMYZzq|Fib?; zrieymUCV~8f*Ly}AKvm4tVF3o_2ph^&B*KIGT=XoTrR}F)B(ep>izSY>Ij>~3-r9r z?NO&v=MlY|N{CeBRw`eZJ)K&kCdFuDwO?a#(QAKF+S-#>CK&fXa`#X`(P+Y=7%NK# zJwZa?rTw6pC*xrNz-5xH$`q($#O&ptk6lXdE>N%nXb7I9JIAG8wxYCqF+&9O)3Pwjaj@1V4btgj-9U--a*?Dw%zI9T> zd03+%Igm3W=KMeW19m89XX>W7cdv-UTeabeoO(Ao&U{@ivFMm6AO~!uu9G8$y{E1 z!;#e|fO_={yKs^ZX4(bgqui$5x2f+b1J=pQ$eIdhlG6S9F=NCICKx@V$3U9Nv-=4r0E^}i z0;*S)Rn69M0i|CpYz~&~ah)v;`vA5I$AmBr2UtH&2!LcxpJTaZ4X;0iVCBMgQyIK2|*^WvH}{TbL{xT+<4dSe+KDQl{-9)r1bZrq{f|&1I!CtYp+Eg zM0T@)5%Xm6xBNLvTrAkVcXtjkGY#i;&|v5+K&B@F)=K-2Oq6V=jP3=tC=B>2BJVa2 zi{OAeUl4MMzj9l-RTuPwG4I0kI3+3&@T{Uo&k4v)t!AGn78n{WwNwM3#l_E6?;-vJ zY&1^N0$@?iD30~pWl?P1-oq{>-$-tr!(}k)t|QTh9(kXNu>Rp-B*T2BN+agx=VhHi zh`)pM+`By&?)ir^Ep}NrA!LT>r|8T^pr%UNc_m{CGoN2!M&qoZY+kMh7{khRe2s!~ zvp9r^?FMACXruA7(~1K%iF9dVN{`fdO>y36sfJeHUrBY!IjAufaE zoW#ua(vyeBj>Aj(Hrv$@>{A&!FSotIe1YgLLnhNi`n1oIbMPI07KMwBfspT|>2HAe zsS-h`#q;25_m+E=_6Al@vH1d!1G`w7m_Da@@P}?Q8s4}eVR3Scu$#FFMnvCxv5Z^U zuMDy%vF{gIez(~FvMgv4Gds4B69JIVdcP|_pnjOh?Ek=WEdL9xi2*JdHWVSJopJ`9 z^Iy{$?InPdO%e@nT%H}$48{D}DND>1yNE8i&_(Ril@|msXI83YB^1#6)oKgBBiG+M zh-1@!PkjmS;DoX&dzVQUo6Lm|F6F^5;CB{xst&a`4KPkeuGLM+_VljhWK;5 zhue+T_hG1N^4;JgnLR*vLl+e?9K718`C*>Z@r~TlvYF3N*%&${pOcj2j60+n{2!k4_|gId$T7Goa3R^+zI zpu?`5IF~udHVU-Yfou zuL8fz?9)b!@nTTwjfUVrc!sZ`wZ>V4pDp$%MK}L`(+&?ViEnA)lxOOdtn!j0K@xUs zscSy;?_7Nkj5SU0{t*zIx{)nvf1(e7kFNEmX{Bh}7g!py4t|lRa%K`qdzgO7ok1K^ z6=j6_2zcug6iRwohW9cwNW%>Gee1q&Ui2eg!`7vl8Uq=%#jYzu(ckHP^?2J*XM1=l zTx=l1vu{RT14?k2{O{<s^}rWj!vY74Of1NCb5W;L7!*rqn>;|=hQt$pU#k0 zy6S}9=0Tu~B)Z&;lOx$q4!@(pADR;WnthW`;C!zh$y^^ZGDx_VY?sSxZEXJf5pM+Xq|$q)B@sB4@C6zeg?~=>?4H6F{|K znzB3DexE#khJDDVf3!QgMzq{dcZ0kOM7C}`;%{4nu=wXXxe;OQr9yO(cYKb_ zy*v=vFBW~Mu=K&;D@h%H)m5M2fz!$rm|Dhp^Eo<02NB@tHzB##H@WziKfa=*$1s2? z0*w54)3=fZYK0a39gn+FP&>*J1p9~qTtXTHy+TxvX%(pl7c4iwfCO@5Q3NzwYxev| zATb1*|1?Y$-ZI98^yERz+#pX5XsBM228H1Y)unC}53*ASWX51W9YR8Z7fmJGIvz45 z^jBmQ9DttY;#wh&&i-Sq7!>w6?`NBi*?Pjb?v!9HO^=+Rd;4i1NR241OT&d<3MB|8 z;;cS_ff;&Xvnlo!{9Qh~7Cmy8{o4%jPcmdeh%HP)8U-tp>{zEu!UH}M>??qAPJifL z=`fTF5sv^rIXRgvqp0i~=@qph*S|#pa)E1&bLLM2UhsJ3^Ke>J&)XH!E zBG=F)|g9uwxx!-qza2`fN(m1g4p;k0ve&bNBe1vMGEIF{~1%fcTa3H1Xz^4#BN88 z=5^eH8Bg3tuD>(SwPRgV*Mx-&JfnA)16niY^0iG~sVV+8ev0wbIixZ0Z+C#Y7rXFD z*4}AL7Mdc^hP_iwfMcewR=S3Zy5XKlSw+c^ierdjGBiJ6HYL-1vF++uLj&DJk!}&B zL$^N^-Ob0DNCds(DouZQ6kPpUs0FU?czL=|)^^@5yqwmlrIOKz731BIZ6g8vbk25f zvS3NwV|)H)fgwLuO3)eGoVY51jeyvF=oJH!^gox*zm*Fp`-Cm7$$pnX(P(E1qTD!> zJu}ajf;C9iD4(aMG4K&O32B;RHJU%X&kaz(ZV(~aqtcwy%%(D;t`CrLd-&3&mmHYPdD*E7RAE z65f9h=|u^h(K2On^Bha)AcAm!z@7bw0s;|-I+SAi}p;B-kUB9=>C+)Y_*m2xZr3}OI9+>y&-$}sXzE2)rqUZ*<)4dzYVBy~yHGUp)o zdr67Puc?$ujoc8}1nX6!6!?@c9;0+#)`ussyeI_VghKz+6w&|tjqyFVYYo(wmi9F~_7r1Hnbg-?pph#(76QuI!FE+X952+@e>jHiY+k z0AwJ>+(X)X3jpf&^2YZ?$m7O%=$X>jkhM=9nloee?ESUHgR;$!$%U-&%sylA_0@2S zNj(IR{bJ}k*t;H^x{vSVRZgEY>H_*6C38h%_T&!#@xb54iKWS1Fa%YefLyJa);mcz zo4yEKc>mWI$S!wZ4HWt4_UW!UFCMPfj3)qEb%g!7Qcub}C}-1<4(qmJA5=s-Ax zw2R|<0xL$PPoccQR6$g+@2u`R&?<}DszOrG8x2!FmERfeNH3niNs>>D5&z4yTAGX7UIVy+is?1o9Qk)lIf< zVw9r8LQ0UESyBe^*#dWG2#T;TG`c+)b!eA08ZO{3+-j>Enm2eLq72coD2$`na~d%Y z(|XxrQ>HXX3$_JZorW1|Wx_TIi$&?Rz}8>jDui9?iqRtuyArfo;N$|+i}I>9g;2Fu zNkRpso8bUUWpX=^JJ3}_t^n5D(82Ee0*XAWuQhixX358hN;wsqQ!>#Dac#>^`NLqt zyb46%^Un9YtD(^`8P{apoGE0DV(p3TfPDPGD$4ppu6I0zLf|-dq<+R=j040eDXy6f z%3cix7f`c30i4bB{D2wvNqJf2AC>^F?pHLEm~+nyE32FV*_S`Z42^+IY9{;@)JzLd zSiqG8@--&zgRA>Cj*$|kVS#pXaewk#*^U6&0-vCJD8c8dMk?bmRV0R5Wlr7XCqBKj zxyjE|^uJ9|6w1^#$KL;woz72qF)X* zqLEVWX4(?<3Jeb{*HCC6ySLB_d8dmLiBo(tJQSZ4h31VoQ8 zEh!aGv+6(vIBw@~I@7&sYv2&pcgNADwE#bG(v^A8husw0SWct)`x7!M&%Oy#B2^C8WhwOy|J|?b95v^12}b;fR^X8+5*Bd|xel z=@KV&%1v|gPw7TVk{Wd@fSZw+0vS%hYiu>ejdC<*;)A$)n*bb+y|9dytqi$O+y{-X z!4x9!a|^ENz{JuntE*-gCr+2~D&>fg1S#Vr*9$5RJ_#gF@{7MEV|3!l{q5Aw;+`?= zLBmQ&?7%jRFF z#g;v0E!QBY3bx#L4G^>c59zy=du|g1M0bvs>p?*3KFG5*nt>YksCaO|>mx2vlB#8HmvCDl5@WZjmvs>hDbpSCPf z(R#pxUi6bCa{L%WKcDcPIX2_(0%B^KBny)KNV-5}+h#CoWwzzt%`#+^gwDcPO&b9x z`v->1cnWvaW|cx2)Ske!Th?q!DZ2W?KzvyKlc8~m2eN=L0qJa5@se(AYg+9+9kyso zq!$DR{pJ!@%ljgU96yOT1A66;owctPmKRl)XKwfXC`VEOHZql`&60;%v4unKBk*-Nsl0|s#XDGNvnN&u|S=Lytzu_yFhIJqP44`meE zHX9t^$)o4ZDyWD+ShL@9CbfBe5}_2LP7!W(lt_x$A>rpT0b5JI1-6Bgz`V>e`d;c| zSMOPot{U8gt+=ezq85Rgw}D1pk6kJ;^M}HT4|EY5wjA}Y1f@O5!$|}$WM{Vjs-!w# zPvzTE`J)_|>^d-rWwHPPiTqPxi5O2jmfCExFr&1NsNK6yTSQGMI=T1<5bLo>EhmHm zoo_h_g4+zx9D#yHIRl#mE=cI%#2*qg4)lhJbFN7-eD6bc|CA zqp)nwfWv(}2>DsvyW;r&07*c$zl-SAD0vs4A_JgGxphx(XVisPY^zNutF*tsq0G=! z@h0j)LT`&w!v+@*f8ZxQ@59>|ib0Hkl2Z4a-Q}IQ7H5pzFuDpd0AO*zP3W@IlBnXs zexL!$>}^uFxBeu~Ebih6I(6S`^gq!MSnOM&Zw0_gi#w#yBn!%jd^jd$oA-q5{^=PK zac_i_gKmkGs+SpRAuvL5Wtd`*o@|gm0-THojSWsXio5@hyaVnfM1vtfrLjBOSn%mH zfBJfu>DkI$Yd^^FjAbm%mAC@(dZc2I=`m|%@o8HmPmlq5gb7yQ#mNofH$MiB5V?TKjdq|B}j(e#GsR<5#Hrl}u*kv)von0@ylz+4hWIg&r7h z>k+xmv=MP5t3_mi%W4%siYgy_tu$DR+u~i@s)e;j%tS&-3A?dA{}#Fg-s*b=zQ#y> z8~-s!R?pxZ0UV(JpK{E-&|G?8n#Kn_)>MsPSEr(()u8D{t&VemlKVakA9H4W)`EAH z!dL|Zp??JX;qeN9y?PQUwO5wD3YUr4r7JfH(zGr}96~#LvKS`VjG$ZTh!utK`7~VOqbz5fL}Tjq&i&i&p<~4heeMg+%)% zM8p{ftY6{QSG;HDo{|@YgL((*WzQ^4saQye;PxbwPE)y5o~hfQeH6c$`P+L4kQ+FV z@Xm(($iSZP$l||u39S^qG}KG>fvU!#&vY>5k$^tDW`zO zd%zbLvdsG;V|^K2fI+qS-sFjXVOIptzrVL&pdx>nVE()%0|seM}4YmEQ~ zB4r#j_=k~$dzI3=rh+4#VBHkF&Pl(m;x<@GTQ3I`|0M&s)sZtPW0m&veK5qI4=9@X zcrlHycoVbj_UKMr;@RlHtdmZh6}EWn4*tXC{shf8$AjuD%0vcZthZ=hM|u>bzG=C* zXC?C_E}*~uj3+!B!d`=#Oq;4dPyBh1 z60h&mew;5kJ|S5$6WhuFdg+my&Teq(O0grcf5RH8>laqkIIpy%?a{!rxnY>F1cG{Z z1DnQMD9vO*$H#r zXYe(-Q_*$>jlw>M$8|D}6vMN|Y^s4r0y;!{^hn17LfzP`j89o?tePjMfk`Z_=O zJd5p*fKhqOJ8pm;c9{-41AxVs^gZ*ee~y*mU|`C|R||gJ8hWy|5|OLb3j3V9;!nyLS|?xH87f-wyMy^yM`ZK%(kmChB5eU}5MyyuXX%zxoOZo82o z;=utVf>&k<5P1RrD7o?B5?<0xBf=GX|Hn{na0DjD%ywPay!&cVOqQG5(7D#PTvYwOWzsM$*7~xG%nTxX zgc*5_Vbe~Y(Qf+=PGRl~U=P6AF+A$`QQ9Dlp)>Q*r3c8`zMVnI7~kb^H3%{VaQR`aPBpblnRw00AyXkBkEsR+>GN-Js}0;>o}t)`~NF zp<)o=!2*qY^asmi;9ycPJznR{eUSd+fkv@VN`ni1I6E+oB4k;Ww``o*zlU$PY9d zxruf#h)IExCu|M%!c2u}mgEV|s|_Xy<5 zX)7MSe zIAincpX@`cnqj}VY6?35^cx&2e;wt*$abG$=i+rW0*Z$Ma}O6fogH4&_H$>tm#S3r z7xM{K!0P~Is53zKn8*&AIzw~^cFY{OL1$E|8p09v@Y3V>SS6mz89|6Q8?xtNP}MG` z*KSHu+Pt_t0U6tK{w@RjC?IEM!wkzhG+T|SNH8EdK5eKI2} zmck#7%!LL`D$?sSj{XA%H@TOC0kn#LzR?cFCK_0ZC(Z3Mbmd<1q4>{r`9=0m8+=9n z>c))LI;&?UXCzhrZn+M2_l|J@y!)Dxc+jV4Df{K?!w>$$5m}JcOc}&M8fXFq1*V25 z)OEJXw1UF(5!5-`&TGa9%P+l61nk9EDiLU-`y(Qum~w?5ktcu{ z!7RV^wA1l?*Bc{}Bd40*2zs{scq>>78wiG6j#5=I1e*b^E;92fwK$|}fs?}ZkrF|_ z4_NP=REDt=m)M> zpP|HcDU$yY65(#Vc3p2Q({3F{mF90*gj?%QppBNtwTJdzI^g)?RpZDRT&DBpeq(!b zeoYY*88=*`IGUCV}|e%ZGyHJrr?oV$ZT(7#c$ z!goEhBExw==GeyhsX9Rnri1tTD9a~t4P~rMc-B#~I8vHNtynE|Y7IMqu zbC1jdnK##%r`FyP(j7L({#)UFnc9bK=sdJlNM7jfjpljY_a?bz*#YXg<|uDyxQ~{by;4I?ESV#Y4o4 zJ8A9hIFFg@LLoL5m)86s#UIEX`!wFdf*xRiW6JY&H)`r0bCn*pe6lBxySoVa#LdVg zXB$@Q26t>tC-JP)QD-L5fQagh0FSx+H@v9_Gy|M!1@9HzRG{8O{U z(g@+tek&mP2Hl-4;`>e%F|R?Ctdnnpq$G8)QsR>pquj@HwbeP;_s(I#^Qz63KUWv^ zWx<{P5`#-nhjYDkZIvkf}l^UncmN+5DtJCcM{PZGqTsM!k9 zYQ{iDs7-;p0Jq!`rdbwp^z+dyt&aXGdTBg^vV*qcH+9mz^!P*b?bwoNUx<4=ZhPIf1>+gGuVTH6(}=VDP=d#d=IHPJEvNz$ zzdto2?~8il=l9Z#0UP_c<{}0S?S(IRFw&Hr#D;&_P1_#QH?j5mm%M!w@)r+@FH$;E zwQ*3nUAGcpU+Y-51=#qg(5LCF`Do7OwdImX2)LFuL14sacDUwhTeh8m?hV(3@Ydi} z7jXq38m~}xs#NLyHSs=xucWyNx_)6(dbZxCTl>GoCTo3;p4!CZAUru|w!NpIm=VG9+FT=Q# zKdE%JBenFW0koD;1x7rLq3O*bJW9mG^2#6fG>9S%jC%zGc9sQW{ zeG_D5_C$~(^rdmXPGEE!XP5RnuU;zqhi16AyqFu(DbCi@pxM`YTrVnp$~(miVWUpL zM$v><%yro0kleh~LboUaUCq~D+ZT+NRvJvZI7@&8j?ADQX7#v zJ2~AEu)vqsHr9rQR=9e4EgV}Wh9`qLljTD_w7K=t-}lyP9IiSNKL_xI%E$(K&zsaC zH|y})p3EsEd9CSkRyLmO5|BT`i!R7*wTeVc6c!?1XJaS4o{3)oO1q)1tg3Vee!D&! zl8KrRS#=WpJ9%P#AD+LG(Q>OZ$PDCI!NbT3yj%G%z}d{5h%s#wnv=*Ql$3J)+#D%l z{Ux&}anBJ+g8oBBiB^+hW@n^MRU@(Xy#dkw(L`jFHJxDN_3h@2UJ*UI5`uiT zURXF!>8*BW)mNQPyKD^Q_xR3Ulc=Q}Zu!zF12m7R_RBe}QhAMwa%&Ya(R%-!!-sbW z#6i2OmH9lfP=YqnUIK^^40MT9OG=@MkXzXGsr!QXKNG~X&lWtnWIQ`w4V$9y;ty&T zot7S*B}Y`T^p~NzhvE;AM7bKL+9)l`Ak~n~=606nzlceI@BsFAF4>5h?wBBbsz8Fp zl0YE-Xr0-~}6kGT8+})siBMT{otrgORiXlOCaz|G&?`VFK0q zYo?|S))w-obUqGc`)_DH8pa^!<0ZRUyZ_2>AhFs?q$P^>*)Lj>S=A2fnG5xss+=1(OD zxWeXge3$M8+sp2*>h{!wO#tPLdv8in#k8CMRL{^Vs>PSl>N7zdBj=YOjIC=clmsm3Phe@ zYmbktt(WvY&A+qOt`x9#hl}rOPtkvTXLur&Z@U$)k%XoD3epY9fQB*e+ci&u3+Ny=- z(GHwR*3Cy=wuBSrfzEb|cn>7nEWW7Y8THH#VV1RG#CgRg(~T>a8##2q9GH|NnYI4)cab$mrh(jg)O6H+ z&^7q+D+p38bKwvyMM9U#8Dh?JF_bliCX&s@XuPqY>kQ$qSEOqE;u?^qbtZcBLe9BN zWhkAV#mkd@L7QZRbKDgNu`=!E<;JlQOmm)ftG6 zbZ(qsUb-k;ewQ5A_+FurCQY`e2!S)8+(h-fxztH=lF~G zgQFw(Oqz8Gr7WPXK9HYx3r(Ct{qmPF?K0>TV@{JngNXrV{B}DUpJ{tdYcykD*|mLdu8Vhr?m31(GPr8<=})iFr9Sf@v)g$?gG2jP_T@v^5`tnSjB zUxjV|HXbwgvAC6oNUDX#z}#ysDI=s2{%Wm^)T#YQhdDuBS>H0HnL&?uh~rod*3 z5rx|w%*dH~h`dH3bB{R}c_Zl0n*Uj3o1d;7dWMG`T>% zfba<4<9RPg+1zu6;++@yH)pWOa*uOeWlXm&)@dps9|I_1A8wNv=M{?2|7pKczqaWKI&HQD z!4_lK?69Sa3Id(20v?Ry&~I#@BvX)tx#~aTq}I6y4K2I+cZM6{!Qn{J*t)S+YLKI` zEoJql;JO9iQY15dqXMK1IT9{MMQYci9W5T55<}MaNs|d%QTv>06B%odm@Px1g^|tu z|8?+#juV`^L1}}_jC{Hr0C4}`lP7~*(pnI;?X9YT@P{LPJNaHG@9b#oYx6#q17YPdKi93skba@h2QrFh+VroHa5*{BcY)=0~njlBW|y)t$O7a=U5PeOep>@ncB6VI=}%P(A~DNyi*X zp`0~@Kf9`xO)7qzy!=qP4&oo!Qq@Sx6cRD`c*@-FGfp^}XVco*Y&K=Qn93{FP}P!K zr8twv2pC3XIW4T`oQ$4oasNSXNmj0tcD%3!J_P8)VosQ?asm1~ZB10&YPg1Z zQwad~`qaiDwZ?BLbGsM??-z+Hu|$4WdE)TEQJZ?vU2IFI7^UkvJtIa!-P{WFM>~J) za#Y3D&VjhojcLx($Fxz6D?PvZ7 z<>Furc4(u)!t!{U5$5Dp#d5LpQ*`?l1S2yw2~&Owhl?;s8o7Z`-K{2w>`1M8%;9Rv z#KN8_cd5RWMt1pE;SG=@5OS82C>~t&o>)qNuQauEvQzICCo)|}AV_9bQ<^RNMEF+= zh@^f+MDKklrZqgcxkpA90ww9S+7RTPBt0J#PO3ZN%HKv?e#OEa%+*fRQO}c^9;K+~ z>JP*K#eX2Aw($U30-^;t>*?eGHqN_jjlCMiYS35O$hNpk2sv5H)w>mY83c)|9x^}I zDw>FHL3t(Y2Bm1Y*WTb6(Dz%N36>!Gp@8#b5^e2NrHPX}=9=zBbEJ8mKtq$}9ks-~ zv>j-7n%R>xw}kQ&T6YlKhh&2_9q)&Lyj)uCCzTvRvyjEyItG)aN`_bVfs%*V-CCXB zkbg4pH?wy<#Jd=v$ak~+`qv~|swb^p*V4$#XC#AJT7em_`&Z0gAO=*lJh5KTT*xd@ z(0)SxZgf>+pCQjTeJa*PaIo_1%}QPsl^&!I493uULI>9z>yoZWLk;LcbMg7h^GnC4 zOHyY-lqk>fIepO+A0baxz+~ql+}?yC5Q3XiHkC%x(KRH$g%9pjR^|wS+R7oyyw4pE zLg>r_7$fD$%P^<>TzDMquYh_Tvv^b9783)-n*VzknAQS4T5>?Raa?>K!9Jiq-gyfo z^1QJ+JMVsgDc400OBpQ3?1SnDO!fVE4NFsra5ubO)85T!yGbNcM;u6WQ8q$~j;giL zf4Jh%fq9+L_P=#FA>3@+mRk>fwLu6=h=-=xHOX+TZl8&xGW~|fYV#SUyUBScrXOBo z@M;dSDwnrW%_FjK9P9%DeCka3F0knh$1TmRQ-z)@V z`_zAYtt8|IM(SR=CUxGe$82Q~82kA9^FTf*a|iZOh%Li;wQ|*Pf3Q=@r~F6*H<{k7 z%IGlDs?Ya_BWRUi0v-tEA4hxYoK}Qicw6)T$0fXJP=N12G_U-@H9-^@8x6!!uYU=e zi&Vs)<2kzACEoci24R^he1-oalA;mHW`>E=fxz@L&q$2x-8B2S$mSd#V%pfr5p)iN zC@JF@`AN8t_ytO4NJp`q`^~{ z*A#?4VKcE%`5l}XuthR(=X2hVFgcb0mj@D4@$%J03Efz_G=tOs!TP6}C|(?_{#VsB zr+4GzwBIm80uo3edZ!Dgs23Xr)$Z@j5v?j>u7eCH0PC2GbQti*2E``Qw(tQ>-%N{B zch=ZbqodV&)>&ycpvt!EV)a@fP9e`V{|2O35aA$)Jrmsa3hC^`lpyfW2^Yk?a=7#x zcN1ms30jbxN)YBS64v3bG2mr!?xeSwQi^-a`!#zr+3>H86WMAO<51hR`pMG(qI}P>u566({7$JuevZ9DQN5OmIUynYZn^u&1 zV(nI%zc@W~a*biTP|+3|-UqN&X7bc-qeIvo4w(=?x2Cm?ueNX=-%I*iqL`X|sq{V8 zowSJ^nVi+~1;sKM65RGT{IzyaUkU*?CB zReI*S&7@3bO_8gP6W~2XV-CZlpQq+eYJ7l$dOn!DEi{bv$_{c;xXx{@cWofQHt@8Vv%)q$Q zuz3p02!DBnDJSwY4{#7ugwq(fb9&`H$3`(pDkPk-;zSxna+qCAUe-&q6y2DrK z>zxaL)+YsC7>U8glahu;yM`;V3b$t?>Yl8KtoaSHbSwV*gxq;?_49F*% zmpiPy6fLMumbBqTw3sh9u#!{(ycK9jUqTHUarrY>Jo*YGvyEeiht$obaX!jN!VBLb*^_cdk6)#%*I>?`v9 z`}|*2K=0a+*+o*kGPMRJ${)N8yoEg1?<)RA;A~g1qEaCh(XDhg5#Eh(!B4dlxBgV! z4mP!5s$R1nnmFc_loPYojj`RZpn%)tR>tfRW{@n{b&KxT_dz z7XNG>;MxW$aoQ}STrL;Fvg(zoC2k)WQ+zgPOP;B-z8Xki_YsZIYi|a<>@+@4l<*bK zun8T5NV!&`am|eTUT`=`{Yuo>bXoqs3xM8k3?J2#zU=q;9S>+gfh4!L?}PrLj~(j0d~Y1n`LGs9ZHw{VaTgq< z=j(z_h_db12>NpHlMwkIW!Mmzbk}ioa~c#lVW4vfv%XK#78$E2@_Hf{Hz^>LGJb>@ zxIb4W5kZrhDS$=Y#FB4<>1`0wgpib!*q)B~Z%(8_6rQ+!-AM4@$zf0iz$W13SS&vS zq7gVIz#8Fs8t5DENJ=92exjT16Djsaa>&x}i>ItCIwl=tUTd7`vUl|K!b4o6&^q(( z(xjpRIQat|Ie~0(SHzy&Bm@!fyuCk|Es#6UuOENN z_JnZl&~usXP*-|%66*2$p~*QljHmqHGd9^ywh|v{**olkv^)E=KlBtRY74h^alhCG z7?gfO)W;%M_<>{We_I}8Z$@hd?RM5{W;MdSh32^D0P@=GQ46y0V^+lnUqa%YNDd;- za!Y=IM!QtOM>@NIrFT)@!)S_`wz=fXUzX#frY_1)yz60)X%s!(03;ylLud_ znx&*kl!KPEm%H9Vd`*6kS0XFsbwp4D?!**5TiVoNQr{O1J!-EhawH_qhzR-j96w+P ziy+_d&(zSZQ30(cMOrv)Ofb7KZmYJ&%de@J3ss6_d7itp6`FCrV2!+hHluJi^Joy# z;CdQ!&ANn}puD)+Q-->2vmGarsi$bMu|;9rWqA8ZleA+fd>xO@3Se71x`Aq}5)7<( zeB#yM0Kj4AGYCKnZ%M|(Kn4no`q{Ujo(C}*G9b5M;h^yi1J%RSBh-A zzpuRmU^BZNsbFGGX2!(inP>mT2cS!KZ&$h+dv*FeZ6X(@_FqCOb#CcdhO*M%GBZ%Z zsv<=XW{(>kI?l+CV2; zRxpH^LdY6U+}fI`P+;W?vS6!@Bw4uJlC%0r7o4AJ&szTR|G}xTTCkoC4|=y;6IGuH zbkY|I@fpD|f~x%^C%~P<1k1{AQ}BGUN$!x9ky$hXQ#!ownOq}mAy-ZYu7t@(%BdBYj^Cs zeN&L0ZZHU@gFgIXgUki#V!`U2N_XPqG+Ya+@Dq?EYwXRwIuS7sI0`c zhE)klTOWgfL$RX9eDH_xT4#7iIsWqs^f~$Ozz{h?pS&+vR0+@G)Iipvw6H68)U4Rf z{eJobqSiOaL?FI=FGZYL+pb`?8FdGp67mHB*ZG1mc%**ge4@;GGB|z=)47~?q9a_! zkb!Q4L-*As6|(gwno&$=f7Xk4L};^k5O@sXK~%4Q8wOw1VRt36Upu_eI<_rd0b)b<W+$ zEVa?4ZS8_Y5haIQW*JCEADDS5lfR6Xu`TAwV!*%~7E+ih5hH4VxM>rQHlO>>P|ig@ z-yYP>BMM7~&{KG`1Q!4gSs|K7!MR_>w?|oOewY!aG)}Yr_Uv)l87!x@r%0o`8waO_o^CJ)(HgumwhhZa@N%{k4D; zT>(t~hnllUwk7UbQtAD*Ax)a3Zra%J^6||z$o5_ajZ#fJR62#nb#=!F21DnJ?)c+3 zZZq1~1}|%9gaj%j!UgSeDfL`>s%W6F0t*->%NQxo*TM4mwQ%jt^b~0MZ%mtxa21$r z_Xqv`mY{v1aqQ>VyJlOT>dS8ST6gyJA~YX^n99F$HqSbg`#5tOY1|Tjayo=zb>plFvOEA_7ZR0;k1@?o0^?y&|QD4|5 zhfhj?IGB#FD8_H&k=(rOr>H;wumz9l*B>ms!YI&)Dj!TGJ*59C^HkZ2dR(f&Z{=c^ z41tc*_%uCc=6G`_sgQ3s$j@*uGUN6({uxfNrQ`(`94r=ge!OyJ6a(pK9c5!@xb8O` z1d}=Fg_$afdjTJ%@nqj5ZoX6>yX!&oGA0Wr`S|N%} zp0#R-F}s!L8VD{bP?3O|;*p3b}rMpvr!khN_Q6tA^kyu`xvlu)=JUGZCi`dGIx%76i9`rZP z36lC2t)iK$wRRtSdLI!wpchMbv#A9H6#de@OOI^<*%1=!7_?^Ldots;$ zIs{g-v$rXBCA2h2&0E~nR3mdu@xye@mp_W7O8Mz*9tseYD0Bp1sbGg>J@9(7aUO6X ze+TM%!`wu_5F`YNm1|K+KzNND3ko27a#OzF&3jP<8O z5k@f$oxsvO(cp#m@8g12Gmt>MrpOCpRzp&03rzwe?P*I2Qn+qPqB$Xe#!RWGc3 zdd-F7LJS@qchWe-AeYo8ofWJJvQbi3f zAs78PM+~<2Dm+1kl#)_lmD799p!K#5$DmUc4=MBTKcy6Qf9_x){!OJUijZ2_uR$zH zs}R}9tV$`Uo`6u6!G8SDLveal|ij=|y?K(dJFN3Ye&Q@7G z_q_WACwHYwS#7TySsuo?wZ`HYu^OoK6C)A}S%2>$*1yus0LTUK%e`LC@!7DWWb2Ju z+Z;f(pdV)Mc{L4Eb7IIFhl{eW=i->yMO>WJgQQ?TNZuG~d>x_4DY*_+5MkxEC)0-! z>?=R<_lHp!&rQLy1C+nJhAVgE3k90H3AS8vWw_?qX*yMt!GHAV0|16)W*4nXCjuCjLv+aV;>vQYmXwjKwR>WSy>{veHdWi!T>7#s%Tqe{r#P+iP((-+qW?)zt=@d;28| z*>oZ3I0_*MKKgB22-ecT%ti~hB=&$V2bM&|(^jFROMbX{b1}V?6ia4>Tv9mECzFX9 zms(?daa?qbTyNwIEb#SWDamkk!r*rEPZze<=`V$&w3bels~-8kcB1rIK>hUJLLaE>t7o#|?Q`)1utjz+@>E;uhJ zS5bF+GUM6(hdU}DB*;!RYua0&cF=;y)Vu(JyQSEp>Tz0j$n3P~r`^wvol}iE8w4@f zQQVzB?$xlPM))388X?gkcW%{r$Jq%F5vVy#PEnPFh;lu=Xms!N+^HY9k!YaO*%P~k zu{AY+*MdsmPtfW*>{y1DMnrn6Z6j?QwYWJ#gL|%_q60G2aZI%r+fn{m96L74`h9(F zN@^6f<(UHtotN^!9QPsV$-6ARCyGNrNQWvRHjoPl%>tkPu3$A^{7nb0u!oiO4JQ7n z-v!?kQ!k0ry9e==P6E#h%nX%+xFcA-!pORiDnS`)Q)*>c1IxEp(3q&8S%?&_eG#-O zHZB(1MSfs&`#0HJ8f)4N<17cSfJO(%oL5NNM|YMxl8~U{nYy8b2}=GX)M9^lE(bh1 z)4G$N`iogC+?M^pceN&Scib#Oy^dk|o4lae;bSdaBw?IW{+^H$+H6oMXmfUDNugx8 z)+V&qPztpE#pSep2`6EQi<@Or!_(fORKHEFoZ5ElyCi#%y30&dpv`KVninphbVsOI zTeQIv@|vycRcczYa!%2_{vN;g2FxpS4Z3w`^)L!jE%JS1vOnl2NSXd$EN;pUTkY96 z#LNB>y(;MQG+R4nPV)B?e+i*)Qt8XNV$M7=njYzZFUMVJAfEKigG>4yU*cIfJDTF9^<88WVRqT%Dcn^DR)E`sNiKpQ2m5dvv;;LI=^p zJw>3+i-p1`Dszf}RTN{BSDmTzVXez?^qS3ZIx51?5;jKpy}&H=r&iAiFHzZte&Psy+E3cDSB`* zJh}7NKs2n6%eOb5T%;y!zFyg?`jH0cKydP7j{+HKi?BlJ zag6tN@zO!f6>Lk8yF;Qwg~-9Dh+gAEx?k%Z{idl>xqGF;ku$ zy{F0E@$QYri+7v;#PZGK?$}ZIsy^v4=xq zHColB1H%x>ty$O?pezf?M0o-hp}apM64i%G?f9|XJY=iRw8(Z|&8M$}6nmwoyyCI3 zP!?xI_b*s`s5QF`E+JYK^H?^0Ucr9{(QM5Ug70{>^lXp9{`I3n?9Xe^v zn7R=Q_yanG-Q;&CRgS8V!BJnZj5rnzlx0Pj&~ zrgxVqS9yLo3~%XiE5=BAMhwgwo>^(vsU66-C96)ayZwJ4Y6>^ZiJ}EfZW}?QRP&wj zp^UxaQ^Wu+idSoCoU8=kD8W=$X;|PR6_3MM;!fI3w4p6<`{#E;4qYWBxF}GPSy^UC zHU5Dz(=M3e|1%e^LQ@_rn2zHiRjR?vVrUjsDPtz_Kg)yIKQ=r%?tLC^xl`5mCQK8A zRgLlnJ@Uz015T%0@uIfzY|@!8UzvfcB17VUdxJpjNqFh3dP}WIE^$N!8G%ImPPM?Z z(I{$;LKZ}*9%jucLTzjg|2?az&deP=`%0}7julbYO~aELp%J^X^3;KEdO$@+SBRt5 zpcE_+8^o!Wh0ysnlgt5&PDqk9n)AyR`l^u z%UmgRfUjtv@!$bO0{f&_Mj}HBzAnf6jT>q66hRU!EEkHvacNnPA@;PkEXZU*J?>8C zwsF6ktBhK|ZXXx++Fu>#b#q1#n5Jp`C2JFw%OpWh5+ zd9)%%B^i|0&)E93!s2HJ+bcG+epGh6og=uA?SWm_dhYSywhCz`W{LUlvw$c^g6{eM zG8BtRn%A8ag_7;Z2=jrI_k{^=n`G@xBbr-j4dfM3*Ccim(+dASD;_;RV^U}_;&poQ zBz;zC_>3q?SAEV2<7rkdktiP7FVrKQ>EPQ8_;UZr-*kE>ANP zR=1#^>B$oo`TPCvtv*qWg$YIQeNB&Y-Dcnnv+8}drzu7+?_<4UZ4kD0Av}^>DUkzug?uisIadSZ2J=Y) z9!iR>FPq7b+F`{l#}*x{0HbZ|LOOa`ayMSH^a|aiy;k8TwXN8u%gK-P`NMH#X)y;( z1-zRWH5eTM1uPs5tf=*-kql%X6)nl`=d@xfhBrn?5h}bmx?hh1rZl>0>(qvRxct}{ zg_pn+x2U4vs^KXJu7-d%31M;+Z_`@D5$MXg$IZndp*z(Qj3o+QRO;NcmL={FabXjPjJV*pVDPrz36Kon;y?U&Qf|t8Z z!l?dI7mx0f84%gP4{yPDXxIzrQ%#*Q0j2vV7o{IaEn-GKaR~G{qx%c12;r1iBxtWb z>(lPpnEf@Rpd!(lQ%4)I{G5+{<92$}S>xO$|EdE+K# z?tY&Hd-#Jm+Ku7*y+3mg`Bcwx`v1she5_`Ixt?HqLykSgG7xA+FdRcM{_wK!Zy z71V2@6WBk^WuQ7!h5!pqC`Lu&CiB49i#_|T65`Y$;rk2O6rG>5XUKj`tlJSmXnW{5 zhgL)D(2Uww8SF9-f?dJVc0Aak#xMZPL>7zm>L>2Hn@C6UE!NjiGojN}NlQi^Ij6xM zxxsOl6lvzscz2g1Yc!9M7;SZM?(2+hcA4Zl>-6D z9)8HinDe$-KkrA;WC@bAO)$;0$6u92VNwPOS1fMM#tYBokuwyFTBfz-z?K*29K zFz_?b%xq_fElh@ILs(0?`G4}qWSA-1x-p*k$^g5Zq{Uydxq{gEFng?bF7S})TB?_f z1}CwVE+uYVfm0XXzi3bol26moJQO&L5WjS%IeqKeo71GEIDd?yHAhwlgRwCPTv=fq zzAAUtR``=ix0PAyJNfu2eut{v<;`HX#V74Kegud2lW7yqg@XUU?r3ztYj&nZY z^BSoG96$VjrI$2R#n05ugmQYe2#(hny#?M2^S1QrOL{uZD?}r*>WZ*XQ;+~lK(xQ) z-i=t%WYP#;2F8ej1GG4)I~e&YQ=#}5X6Av6Cxc}C4G+Nl&%^VVmJn}!CfM}N4_ zfxaygX?zAB8YCa9la8nd{#Uz(NSMGV`6=<(J!9;01~lw3bFwNuH>C&)@#ewg4V8q8 zJVw0>x*^I~^Az;tx_U9tNg7mSs%VsqtgRpLK>X(ALgkv-d2eZ$z3^NRoUWSz02geUo4Un5A2Cq8I6|>Nfgl=Y9a)5BoT2e!qPmDv&A-)sO47ep6MgHV%CVS*ooP6STG=_V43`=`p&8sO6Ryk z13#!Ij;M>FYJdV>=1yNR^X?%bK_`&D=3vHi(o)mwq~Ki-?ifO0ykI-7g6a#v=C3ks z-%{!YS68!0VFry;NZwOBHL`*~{QI-NBVMD>_(Ve!{r?Ww~BVur*t@hm3KO5GP-Cnc{NU zjRPE2ZS+d7j+vIDphRJl2)z4(xoPPq`Qy~wghu_Q>VT?DmtnuC3X2J3FUO?sOL?#z zt#K-o8JRA?_Mn`gK!J!asS;$DBB*BpqC1tb4&}Fh+hM?e2cb=G5KQ?tbO5acrh?Yw z>ogH4-RurFx(y)zu6ri-#hFI6hL~y;mP|!vR(EdzAanI9@Su3d*ONWO$+cz%6r+Fw zRp2v9F~$u}n8Th6^J&8JgIG7T5llZFiHXI-MdHa9M{MGk&kyp^u_y^rdfj(|k4h}w zm1eKb$k3tkTkHq1I{ow&G+56}>t{K}CyJJtWQ4)j(V>A?@)YbuGZ&Hn06d@C*2cNW zAys!AFpyTj)u8dVA%<&Wc5kz$hB`G|SK2=G?{NoQ_*^SAAN5J3G!3az`-iTz z555i0#0o6wy0H)8>8(-Vd_G~mh0Opa<9E5K@Mf0u_RLP9`CDP^7x{JE^)aRk=fuGL zNpWqj5E6mGX0S$4o=qm; zv^Tmc3ScwnQkK4HHLN}oj6?8YV>-0XXr+}h)?eNWbomZjSu;roc_UofN>v>O|DMLEFE4T&ReYxnfyWRo#9*pn8-CM_^P7-Z@b-7 zG4#p$X@%J(8p_>*{_H|BmWg<@2P50BUMd)60C#i!WqlHcv!SMV^L}Qv*3GV{w;H24 z$EX`!i4?Pxc-vY)Z~!mIuwz>qpz}RPq$?NXX;0d%6*b9Fvm2wN)5=GXNKb|8*JFE= zB=}rt0H)0Bx~Cm9wnHL!ksG>|ke>J%QU#W)PRxEu1;HCozV#xTMl-IygBWCqd zn7w`;Z2e&y<%bQ@HscVJ@H1}>#j#XR&w4KRdSTukdu4Iq_)3wAE|%GA?mRTH>2t3> zaWARL=al!|+=AAqKC(|?w^1bL)7!GL1zxp1q!-QU#+EY+)X?F`yE9#a7P_3&vK@GhJ^~mc^+7A%1dBs%KCcK3oH6ifde=vAg*sU%$6W+I_}_5#^HZg- znB(Hwiwlk1(m;`Y912=d`!!`?IiI&W>=1;|V5B~{Deeyu01=0&*X3+;3tKf>BOz9Q z1jhcH=FFdenBQfx5>d}hdpo0+-@j4F>L+hLIokDMw_4fDdaikI-L6*p;;GREfF;5K zpm)r?urV){Ze(`#*KtAJci{|p3l*}d=#(=<=#G76Y<=LWL$5spinQ-od)yvwBg*8k z&9eMz8E>Z;c7ksF?J>v|JMpgieSL$`!avQS0hqAwS4J{^aT6FzPpC-|a}8B;n&>V) z$BDM4JuV%5H02YT0rdfs*J}D}E%OWzi*k-9Dc8jt9dE{X`_Rb)=$DSLh|^Dp0-Ud0 z8Z&iZeh@HqmTajBbNmi=fsf~CHE6VhcrKqu3zZ^3=uK*#o%+zfqCZnQw@D9=73;N8RDYvK6HVwmGv2j96X8$uq%w1W4G%RpD1Wq zk*dS4_I??2Cu^;icw>;W30-e44UU?XbRt%S3ghh|j-#`$zb_c?F&k@lJ9r)O>%$3p zNcnro18L{4Bjq(R4x7a5o<9Shm3|9+=`LT-N45Ps#B7rdoRKrWe}nwIC6T#2%CW({ zI=C5(r8}CJa?~WVdXe&j(F9})k@Sa+yD~F!B5xkDz~;n8-{|`deGQz3z4I@PkB5p^?rlJF6OF{lR4JnaJyLw&EH7bw%b<0)4F*M6Fb%=#bfBap#Kvlzqv-T6$uZ zc{uRp7ET%R(3b2kB+AFnr}{mbj1LOUjQIWK>)SBwVec>?{D5iJK8Zh29YPE7$S;?D zn+R+J4I5Yb!`HY>42CG$8=V}lT@bR0pa`FbBS@2*U{4m2wkZoM2Iik(qXRXcUoivc ztyiiA4-Nf74U|+&y}!Cp=a!nkOzPZ*M5JsP??09{0@JEE1FqWvG{n-_Y}xL3l#C+p zdyCFN^Ut+MrsgzkRs#5|N&M-F!D~0+^cpg+aatUr)SQD~NY^*KX57RtfE=zw;b^X@ z0DL8_IpEaj3#1G=##3spZrmM@B^e5vz_%yx|p1$MyW7a97QaX zr|I3bBy&eI1ZHp*eO7<3Di6S zZC>l2h7a8Frs;N~rIvF;yT`=-+oo9LWW<*vn8%rE*7BYp zB_aSM0wqWD$({bz4P_w#Wo3yhP5L%6O#6YB#kK=Vx^uX1CeYyH5F|U-`?73P#64F=TYJ)u}}Kcl8%v3RZ7>A_Vk42R=Nonl}!KN zr_pQ!u}~!vOZMC zr{t+^mtxiMp-_8y`s3zb*FZqG3a=0q&6PK)Q*z;TeeOd*?gMGCjbi}Hun;+lXlN{o z22fHd4LOj7TmAx;IIS#Xo za2uMz=7q430H5nGTmx3>z7gJt6AmgKkmh^b%{5nW(13s!51!g6ETgb4ZL0sDu0SHf z$dq+{h)pcTrDh7QB=q))$=o4HLq_l9mHIJyPY~C-cz+q(JcR* z8c%e3Dh><2F*NGk7){p_JVmXhnZvwKq1y^Jx)-|CQO?9qa2l}ygS&CWRIGu&cn)B; zu_kqR+oXb6d_;7jlN8I_JquChXa9Zi)AuMz!h{fImEPeZbyfGj&?4MTBVpgFZ|(3d zZftjqDgmli7Eo$P*Z))tfhfNW0Jw?QEjac1SS6t-c|L6vpYxxeHf6q|ODELUb=c}1 zlNcnC-Lti2fmc>fW6W86XGDHs{H~EGFFvK%Q71Yh(XkgSm$bA!yAKX?#%&QfjNeHE zk{^TWzrRm>FDjI%s;$hqXWuG+YRjp@0{Gscc8_foZ

      4SsU0^v)zpOMy1+lo{LP- zD19SK)RKo_MxtPxG=WfI^eL~wex!FQZ5{Ik+B!UuC_`*jG!=9`~RG+Y_S_6yG91tA^| z{mtUVi3uD*#j#b2e9wrlkm{07k^4Mf3<+k6B9r!LP7H7-&P1UdvB>=%Jsda`i7G0y zpW(?EI14sC<2cE0fBDFgO@A{DMmte+{g-l6_)4^tk7`?}mzEzJFb`1&S?6*U1p|>z zqnhYRV#BvB{F=&KWUrbutePqNdt0nrAKu#xNq7>a)n8irmKNwABf=s*w>PW{iI_fi z)^6!s@gM~ozUs1RWix!3+~a^^yDinCBb0prIP~}awX{u%<>TUm8K~DucmJWG(RyqQ zXqO8;yA7UB#$Az|H$Q-6Lao4q$-jvwBl-h2(^N3NjFR9*Vii#9qpwoR>4;&ZZu6-b zs4hg|HKwFmYz@0JZDj(+{F1rt*R%?dw&6 zs8kkm8cZo0#h|!-i=!>{iek+0sk#9GMKb?TV<(sLs;JYllT2EFB%&1JI13b5@fWz27n_UD#)ja$xPNQ;yh0v;pA6Di+=BHvci~Af)j7S{De; zf2qnMVQ?1XpC<@nx)Z{vi-PkH*CXkd-&9%fZ)8&W+gSRkq4m-$5%Elcug!u@?){AyF5=ry*Sl*6Kw7SNkuX@ z`(@wt_9By@#zkmL#g)5h7#sp%-@EZ9c_s79<|)=LUu(@t_qXtTKvxoyz?<~DEs&B! z3(}5?rP76%7#KcZquUQr;VYavKP3i>!ldl=7v`8$ zWY40!#c&Duvaj4=ZsPDlf5KkJX4|$HbPV-QZkwCUxaV;p>s4|?j=gc%L?v!HtXaI~ z9y>bTOPSs@uzZCsaQ1Rtxe7MAv7V6fGv=DB-^DA%#Ppti1oMDGdU%|tm&A6_K=H$v zAeLAML@xO5AL!y~Hb~TT{W@`kRvp0XEw;OMtV-Um zE;#eD#7T&q>nI^)ze6Bl?30X={Uc3(&-otA11f69|KQFA-90J`K_BggYv>})m7OP- zgQNZa5g_sXLSygwhkM^P6Rsb2zJh5K9g^G?0vJfM=t zdpj)f2hfHHJ}t!6S+b{91g#0U>`4Nmy_}Z-kYmb>!NoSm5AzZB%dys9gcxAeb%x~3 zZ#<&Vf(DpY6U?wMVPMftXG-v1&q5z8bP_04R(_5SdfmpzKQH!Lrf+dU$1%a&i{hTZ zTe2K;f3l4Wwg_IEq@tkn)@DSIM89jA2+DO#EjfUSAI6e1KrBr;X{4fqLCCq;0Rs$V zlPjMYWKg34OS5YJE%Tm<3gZuy7WR=i`hrIjq1c-s^t8qded;J3-r()+hyrB2pXVtu z8&fJ)nm8O~x%6wX`c?k(eF%(u0zf;uIgI^0cOv7GpkqM8VUxXGl`mP$Dlv@Chl7Z^ zTdMHB3UhaC>ZSAZE!eoi?C2o62}vT^O(}a&Jn(G8Kr;=NjPXi2HH-;U43lrknWv!Y z7amO3JL_8l#JSZZZJi^g2$%DlT1oC`^W9S-d~4Y4iZ3{Mv);6EuE2tnHv>zVjei67KYT4;8Q-dg3Vo~Wz1Ap4URkfl)QTdpjm=GNCw=m5s!RY&;qOAP?8F&}JG zDeTE=CSm@nleY^lPJ0u9%i|qTK%x}_Nf~%ll-FNYu}XmYen3v#xeWWWq_8oC&;2^{ zSpGk>c$-%E0_H**`M=3k-wMv2B<@v*3fWhhIy#HLlm*+b&{Mev&0TZ-?d1gshN&&NBKbwppcpnL7e_oW9tC7g+tD zyk(L%nZ@Z0PzKCveSh-pRw2@>fd(zA_EUI*aN*ra|DW)Sn*?0QXCV+s>F@;)A2@KS zayRSvlb`anU)V4765Sk0%V=mcYerm0Gt0^QAfgo@Aj*8j#q=5U35*X=CW_QwDvp!)M;hBM8jGrY*N ztx3x+ieA^)Ppw8*vtS#dFQrtgdM5=UNO_lM;*e(3aYIBAcaM-O?dTyfUL1#+0oN@RI?xqY=^oP zG6AHr46Pfv`D6Bky6Xvv7Otpd*tax>BATa=UTy4364se00r)lQ1puCAUzKp6|v$9 zPpY$h+L+OH9Rwh3jK1`v&U|}_9CW=al4U9@dlUcr#+SMa;bbo$9SJ=@t3i9Kf&u@m zTaJTX|NY$rG6YdI2TXyd+<=Y_>;!FW~+-$l1Cd75jp1iyJ+7ul*;NYfU0T_rwSKlgF;r1k!6Dn>`V9rG6#$;hI@Xv#EP}dS4~)>a%JB6xm9Gj&&vf+OdBHvggwp* z@#_y#fA~xLK@mTPfxOhc2OC^8f}QiksC+|v}?|l7iPMnx2EsDeXMDYQEy|rzn?{1Z$HP%`KGgXxcg*2YMMQi z3xM9F)w~y0+jF7YSy&52l>MXl0~h}*&`E`Rb}8A9(7>l))j%#xp8fnb@q~e?b|=_u zyO}Zda#EzY!*#%qscE?)5HhEXILi#bnz6r|N>e0D<+rwXk6~+i!5(UvLw=w6Z zxBEn;53XEeQC12906vZdjptYv;YSTgYzr(eUAk?b|0z#2Q5W&N$A{c;bn;8boJ^@K zg?QnLX?09w79-0Gp{5+Ae0nVn#i(aUR=cpDF_=vY%LB%8Z*qL=)ch*?8Y-4%CYyrN`$?5;npqJM)fER zKwaxS>|&kF@rlm3@==px*j1RG<$I5QkLqvXh4W5H-Qg;xr}hQSF2lA=0tZq(ARLYm zZSW2WRQF@C(5+8r+hRM7+tn6IKq{_f zv>L^DEMsCd=nhEpJ1jNi2@MbIjI|p1054Eby750J`T@Kl`m$biBAEDyES*r*zy=-+ zcFg(_wcg9sWG!tPY8lj>F>|y1UyjV$Po=uw1We5TB)f@KdZYaic%)8gCCBX?R#H?B zs2Nu*aG77W1G9^arH%#8{#%%c$+?GwJ=MH}10c1t6DLjfK6S=cnH_7D9B4C>79(^9 zuwTFF<`|32kjzqTtxck)5}4Z)jC)nke=$Bg7z;EcKNQ&mM`}6q0?wgpzi{i7Z@+C( zo@d;BSj*~z=tvgWM$NG3DybT979u8=?3o!pe`aWdJ{I#RBkOo zK|cq?h`ON`^<-fZfs2_1lPWFZs1rixj9@SUf;rZA&#|`N!uGo}P9v;#0V26btWij* z;B!Eehgi>D0Lxj530g-PT~FNqlg*QieqLpM!i_R+Eg|8h-H}s|v;;@E#N;YD*t9GP zki0a&dPUA`LNP*Ev{M_-PXLUR?6GeGf8?+G^6BLW7J<-aVG<2@AZtgrnyDUz2z6A- zC(+J!rHt-=01KE9D+YoM>yKzynmrFCf1g`zZC5=6ZdH6Y#bc9EbCuXZ{iM4X4K-jP z8dGo~9ol$fBf+<_eutN?Si+c5i(&7XnXi#P=Q4LSPky(%X}qEWGcX2+nC?}0a+O4< zV>4PRsb>NzMB+k9CB?bhp@$s9+9x2Y@NfG_*YTG2iS8P$a}RskGgL?P6^*wh#V>51 zyqLp`?1V(x>HcbjwPIK+#5lk})!|9dk~T&7pjnu#h}cL!cvlS4nU}WO$I?60*b+I7 z(}iF1FKeYE99MhT4irGa-I6DRpj}}6spf1V_pM89rP$dq&NRf>!0xAdJjwB}yxmp6 zdJz69*LRoSj_qyQf;qD^#~>o3-1pR7`pojWzEsNtsGX|jw&6!B_HXvCLVjH#g5Yp9 zrfcnLbC|2395*o1LgpWNte6ulCb}n>XBpY26vk0}WdjWm5W7U5r_`6Z^SVc$pC|)O zku;+H`QF(gm-o2jaktGsS6CEEQNA+`Qa8=s@4}t4+1PMHfW(@Egqp;|g%eo=JbCy+6yL;>5Ry;l&Tvdwk1&kRD3kpAZ>6K z*?({@!I38m_*#$>cUr*fT)%!gp@?Zvyv2 zni}GRUd34C`eBBq1(28TBk27v+FZY^VQWKnG|ZnG)!SRC!2!ao(ihR?JbHLG6kufm zT|uk+H0~M+Hq$|s2_!7J8gs=aIJTjn4tyT0B49e81%7fksS;E&P8$O9jF2VBAKr3D z&7;ELjN&Xjk1YWtpOaH2T0fh(Mncq3{RsPnXI|0}QXJoIN8=qUi$2(?(CVMJ`Xu2^ za~s2iXG^HkQcb+Lt4F`9^thbIrg4Mrl8F5>#{z> z7-Lxk{BsHawCTf~PQk4Iu}N8e28Ofq zNp9wiA+)N07Xt02-)!jLJ$}xTiiYKd;>0Wtfc6=vU$=6O)dIdpq$g>m`S;em$_ooQ za$#dKvj$-qXoK68*+n0-SY6~q8J;s1+Z$857+FN0o$>RmJR<-$Z1E zSHFR^x`DCe9(hE-cY%spk!lk?FsNML%IMR@g<-6n1P@;&?a_&7X#RpM{b%q|!jtQ6 z3FKEokUI@Em)!hBvhScfcP*x{b@nHGh9!6Xm6qK*g`XgT|Uf=Bsqssu+rgYN1*Bo zAwMdCF>w1Fgzs?)$Z&9D!gIGS>$C@2Fbe1ADW^#QxKlUf8mSr%m1!BoB*k!PF{nKd z;rKm2(m)cax~l{iFq#&|q2;tOxT62UZWFTc8v8a-XsT{Zq%^#uT6g~#qAiBH~_+fTy6LR9W|BF8IrULmUp%A&8tg+5tNJ7scB10KUHxPP>cuUTd%3s8hLeZ|=Rd`fE|DCxfRA@;I$j`Uu?v=Uqk)6t3}lT%LxygQHVHw1U`w&|Yq!9J$t%f6xc^urG9lz(QeThA zbEgwY$w43)MP4LLp=ev+Lp8TZqhc3i%jB_9g?Xu{ee%MLS%Q{}slvQ66*|xJ+fmYf z0eV_BrR!g^6@F6PDJKyte=1A*mdFB8i&}*gLs>dfw2|#-lj4bCXTz1?TxGVSuI&5j z7L7TPzW{bwe%G}ht5CY?WJA5%(7q-8dbK{1bgF7Ne37;j{+;(1LVNL5gz#!J!Ai$+N{5W^QdB8heAn5oV{)TASxBJ06UQJ$;p)I@upklzvw zNsP0|CfOFQ;NoZ|jMJCrfPe;1cf)f zC)6V8D}W`J42x(I5Q}%rTbRyo5JV=2iiII}r~+`w(+#2N78+d-hJ`EAXPfLJnBL1j z50Fa95nW6OQ*-?0e-!qMN|hLqH)^9DYR!mDg*4e8K(2B4kl{6}h1Beq0_V88Y+Ily zSlf~4ofBxE7%+vL8`?~SBiK=Z)WpN9Q($u;lqQ~%X83w=WN(xOF(zjS@2?=^gGD>K zYhPsna_O-(0ATJ%YU0`Vt;UtQvm|d%(kEC6re1n?@t6EUO%zMGKxigF_E0fPf(^QK z{}RE+vXt2Jj5#gh9`V}Ek`4oIx~LN_;LuJM%-w~95WnNa_5?EKO?14d+#8>ciz9`+ z4ne;<<@|a^3;}Y++Zl1F#VNh`%QOa$vociR(2&Wxyd0!UrOsP=$&kpUvJggU5)Ay_ zXayn$LIDL|dC?*=YLw%MR`~CVBuYWN$kL(&(Y7z?DMK&zEZXq(t}Pl*^g!*S3O3qdN&?QdgOfh7YjCmLsA8hcD}MKN$ep3 z%sgOGpGg;gmWZ_spkU5Iz&m=+b4M=?tBSt69OAtOcSmzA}&Jh~r|#Xp`F;<6I?^87CV77)c9DO|J# z*+m&SR#zQ}4;Bb73R~j4NMSj1e??3I9-omXTRyzYXIj%nFtvw{{)x(h$_!&^llQcg z$#xY2Ai!mbA`+iDnlasGd={%ecvKoRb_}1iFiMQ0l-&WQL7XOY7 zQxeQ~_s!DG_{$YNuTD0it_9!@uT`!CSp+Ae>hMIeNY_qqid-_G7q^-Q`HmBD**-CK zRFHf-v{AWoM!E0BK_>Usy?I>Mw1KuTvG40lBV#7B_-R$>{y6W$fu! zGt*KkO$QK{72ee{vz@P)y=Y9PBA$k-b?`cdL0wV?2G2P=Fr#PH)ea9GzG73JB4Sis za;t*ono|z_4O3^>6{$1nsKc4FkT8(3>?wEsxx~{t(4)-FXe-{-P^)cG4=DA}GO~x? zkvh<4@0EcgAn*}Z%13ey5;+Vx`R$JBn2Sl~tFt;GJ0Vg6-b-ZQ0osHMpofl;xso z%`(WJhYykf<4v3fxL^(Mwa$=@QP0#dN%<407I4gOxue%S z1X&l-d~gbcqc6QAkE!o@5OTKKm&+FMC<+m(k&s@6WF8y)E09IC+-?9%epM4;ekRcQ z2~2MA=I#r0JI{$@{M1DLFXB%j-|%-Gg`QDjSuFW+7tJmX+49Hc8PN)8B%cp4FURBo zDEQ5nwt|e1NswIDb5zWtsqQlp8%a5Y%tYOe#46^SDDwE}-d$dRv$KK<28}6*T{qqM z4+42N+uk4+Nt@k*u&CK7dapL#03&zU;?J(!1ciF*^vx<*C@D%Tu*2vAQYwE+1G^Ms zB?+l96^;ixXm7fv|WbO?2 z#qq6swzj!e`?4v(EB08&xccJJ-Fu_`6rMo8K*`5qn}_&yU_k_s696?acuY^`rv)eg z^$N<8CDNy{V8_&Tn5L_cbRkn>9*)?!dP}K@GSK@J28N%XabHL+VvGeX zA|`Ew0w7o4l|1FBwC)Bx{T{Wl^P+3>e3vY)?Fx91n-qgHh|B|!cd>}9DCgMcXrC9a z4e+;jo-4_-G)edju^ds%9f1i2n=&a!^YE})Y zA|7m3kj#Qr2~=yjZB5rQ?*Hm-dn#AsJ|jltL)^@&Le%&;f(c1Fewr{W2e&u1YnBp-=h@-wS4b!~5wkQOmIjl!+)bB==Y!uNGHAd&1jfs?n(+Oh7PwhLa@cu+=C z#E8(Ev*4X_e@%-lBCBST`F=-_Wt4GU8rqw$udWzMlLhX~R}=MJ8hx}v6r_A&?DI2$ zV2`P@N{Y|>Jwiemd*3ALLdjLL!+e{9gs)E|EA=hc_I4D+sNB`c%32Vy>!&)zI)I)C zr_#7&_A+~)rh0kKu?gk!;B<*4f31R8=h(ifQ=c)EKweui|MO_*~*%k!3Qd{Y+5_cg$hm7w)9iugEOxWad&T!N3e z$kyV2F^wtfZE05HhS5+PWZ5q#4pCMdz922~`w_%^`o`TU-CB?Af?vhto4 z*XpDFBx7x3cKt_E!yv#WUsLNfWAo~#0~p__X|U%AS<8`GSBXFI}hBlLDpgvlQtYu96(g51zaDb!5rTa=oA}ocH=gnbh zyA7ptCdcUa(8%Mhd3iZgG%^cJ;ISRo{vRjPVZ$~ohk6|&YhCEa6gz0)6ht8%oZ91C zhqY<~KrQUAeK1--Ky&dl+=cEZ{YOQ9IWi|AC=~N64CqSN==FDcec^l}yw_NX|o5gevKo=ct;wdm#)!9WT@3$sJL zp=71ep*h@YAKdJiY{*TQ&HWRw+;m*rbv3|P?NzATTuXwUUm;x7dDT*E)L@74qj41X zt7AccAJyRuh0_k-Mk+X%;vt3c+AFN_i6TEmdeoK+rI!6jM{|;oUA}-lP1@4>qTu== zjKpp9j!VCHN{_f%$2;B5=T?5rS!=M>2^FfdpLiosRE;*4h=ARKU~8Y9XIPnu)Zg&? zt5h!i$J%P~WvPexG<%t2SRtX#uE>>-n@WZ#EHfHSAisyIO$NygE#Dp^Q5hxt z5V-0M2jzZv@Q*M2%e7_&e;~IVURs(eSx9Ia+?!^En)Ep{a}mOR*8uJKg|aRMG{2?Pz%;PoRG2Tl!awIj;`@YI zqyheKm&E>>IhelD#W7*GJYv)hK{Xh>41cGs7mY=7E1O$gB#(tZDp zi=r^FMrfM)Nr8|3`Fplqi^KTzesv074YE|lS6>Hxg}oXera&AQH3R+x1O|r$8nNw(Cyhct{6rH$KdNatme)#*@GX2#%>MLN z*jK650ri})ht&BW%>kn6Ob(4S{Hdr8N1QN`7k1HB^~X*m7;_@gr()HVjLi^=0a5Z0 z*<5te7i#AF=vj;FP0{;>{z8Ev(I)ii%6}+izvq!q{rB_L^Qm#&@_UqD^tC2J^IHp% zQjS`1sSw(HCZL1^G|LH~+?T&V``2^4#>AHxYQ${`E3nj*7foN=*zWa(8C75@p) zr1iiCYZgGAtz$@qi_>1RLOP;ii1RSauDJ3gdY#b_ww(Bg)_>rha|i}oV>L=VLTI1lve}e1yLesq zzWo5rrKV7|l$UGc9!#?R;XOBxjrQKk+I6L&V*`hxp&P%jT}Nu0{X-#fK*FBbNq<>~ zilbnce-v->$BYPxOA}%(1bnYIsNS@%&bn&`?PZy%`E;Z1^4D-*Y(y%Vxw865Q}p-a zXDG;i1gCn&B-S91pRm@T%-qCw9d08%P<<8iuqu@E2-fAKf*NgDoLdghY(&adkgt$x z_a2G`p9#qrzd3_Uxr#mInB_>q%l@7m_oW7qKa(<(Hr9xD4tr3mZ}GKYh{JA*t~=1U z4Z++6yKq~-8UKk=ib&=_1&&25n}Xw)m?e(9k(jQ2cecjyl1cnjY=52*yXcl(6ZdKE zzh>mz3^r}?Lq9*gpLrY@B6COV(G-H`Gy#aFK0FS~>bk23><_s3LLF6Dk;2dX{sX76 zW`+uqbw;pyN}NbrxKIiWe{(GFTc{qY%$DHjC1cb7)n&^T4^=R|3gq+p)P zT}Hn$7lI-?TE6%mg@m7$-ZyZNgB0Ew^Ag8CYs$cy167nA;;E+w8vJ3L&?J-Lpw}zp zyX!qAt8&W{n)cz1b^U8hCp6pT=~AUTWtrlMmxFdR0_V)-L?=O7w~L5dqfc*ZR;=>G z{R%6Po^P52ZXgPU=$8-ion-*_?GOooH~9}Ma0Jsu8lhyN0;JK@=0$>-Lrj3F!xS7y z&vDsFW#C>SA<54P=VwtpU;O?Xh1}|>I+y~^1BEXTn?5WZYnr4@OY}MbBZOc`8%9+d zc2{)EO0Ad;FPy`)XLC*Y&tm=nfiXI^SL!H@8QnNyL!$RGIBPu+W>Uyt1M4*PZ1|}Y zIa0UO{n$SOy4p#3yrKBY$Su-w*gJ-b_OR!;$va7oSGRdmYFJntdBuU{LvT?{Cbbj9 z!ndnRCgfoWRSY^StSLTxP|ryqfZH>U#jr*Z5m-0)0R=GYsF7P$9As8qQQ#}C7dehetdO@$h_NLwMosH4R*W4@-ec!V1vnbh3hVG?DB~Vl#4W# znAR;@`fl~}f)g!hy?KhaAJpLj<@B6`wh$2VZDRvUqht^;U`gp5L#3E}ISpd9sU%#N zI*vQPr~NjTMcR5s)|4?4L;N6CiJNvt8pp}AvO(6_x6aNHrC)hqYS09OJPvol3E^n$ z&a)AH*5Y$wso&xk%C1iUz_3~EoSQ`O(LThF4&i2o6!3>jz2E{yvIkD=D&}e4tV!=6 zBS>u(+Dv662uvA4gnELN3|t|e`YIApowrB$&nLi#knTPbMn<{hChO?A1lgU$#Hs2o z`a>s9;W(m|-op|9p`3;3OAc|~PVVR~^z1djx(Df`WQV6QJ0(+Zty>svc@MbvNV$Ox zdYp{*`j;qs98OR|6EkDRtsH5IWllFNg9k$oM#kZi+h97{{sD5EiXqG-fX60N6uj9} zAykoq4kO{7%&jmr_wV58sTono9+#5@a4*2bEXT)4`-^%x#~)LMoAz-CyWT>n3?dS? zHN7Z72&`!-3^5>l{(LGDv&*x9h@OCgN`FN!Bb%GrreyBCG9YOJk(H6z&&fMlQP2zN zMh0HSK9WrQz%&DiL~ZQgI(zfciQ*U61QsPia+2VQYw#Hg9)!R!%X_ER8lk4`uxNXTRdXm_IVpf zBrwxbppR{CqQ`(5sbk#geE5r@sj>d*D&PS?)tk5hnu?ua1iE`%boKh!a(vS%>u8NX zs1lq(5o292;)AEt1t_Ts`10YB|E8lW#qmcWk|1 zJ3ZRWPVcA`dUWA62iBN<5k-A*s2C)6F3d?jkBgqNp5UO$nTvu6Fp|?mbvrnWlW>bU zeO4$vVZ2*8f^Uy6jg&f1kWAYiiJ09F{G}rXo^BB5{xJ=KFz%d6{Z2$oZAkGtDl*lq z$0feEHM9aYR&rwqI==8xP9l<_1-CWn-HJfs9T{2o;N6LWoruNr z&f5jNR!{JEN}-McR%PMStMN9&$u}@sIq1Pm@HkZ-n2MHCvMVsXWnR8?IZhaH_X8g` zH{U5km#mC^1cO-|rkekGH@|79+r2{y<4&$8m!ZLcK;3~a;I@OfTN^E@a%|mnl>ulP?UgAd^)>iDTs4swL9jQh_&d;ter z&}6P;ad5i^jO7+a>WmrB^J{8yEZ8zxu+1Dgh{MjJj3E8#5aP;7DMA*auf5+w3~IsB zZUuDIkd63KY*TF=a8dNssD)V$IGXSrH({_ly~kex^><%^Qp$1TK)umxMiqU)T-RhV z`u&3pH^O%?U^(}W9AJ!r2sGW(nmfud0RlZ6AlGRn4N}J-dct$7A!~Y849fHt?rnqF zPipo6<TW9V1;g>4q>EPUV$Y*TdEhlTDsRCkMhzWBA2H&?`LEPpf3dsot(#V;LPVpx_1<7j1VAwt)Nezy-sa-*hUTkdQ5Ya`H} z`T$9;ySLsIu^uJ+KC z9Xl*AF1pHI;qC9Fx1QMj=IAbCfxSTnO>CyFYRx_uPe7B?ds9p$8Ie)6w7||(-E{kh zWX%i03;@+LSAn^u{D}c;;c^`4)RC-@ntpfDv0YE8X11^qz36Bt1UIh?&yv?zI~X&h zLk-%@slC*rTb+dAa* z;2%#yFVWGH5jwnC6ybzQiXpylLU%nq4$0oAYe?#(VWSNl?`mFtH=7ZHsu?yv$G{9)H~=Ug@HjB3o%LPNQp{iX>pf08yW3_Jp#n%eP)fbPya) z@SptX1lSEJ0>)11qkVgM&}{~41ZvFEX}P;@2vnEpK1KG70#`n@6mga`OLyGdpBuVS zu@PVBzLUG4%?hEthi~%#pnd3svbiS1MJMYhO}W znUR4x+ zUGOfG16Z9OAPsr8rg1rCqQg~HD?f!*#I-(j-`&})YNnIK$4qOKBz z6u;o5n{t{I0GE?nFy?z&2knuQ??@3&y{FZtV?#^{dmtFij4sK~jawy)59QAKLS-mV zy?S43$fk~R$Y+@H$9*<{T;S;!zFnUg_^1F!K)An)ZRWZNde4l4P5qmcNn!9_i7O_HHlv(`sHrNB9Dhm=>Ay(P{sU{}v!>Iwj6~?HINBcMDyqSj%AtYQ-?0m4 zr-san^N@+T!)7J94D0=Fx&bNyxJuP$m#PTpA1OcNHNcFj2ZJ7jD~kMs{jd30s$C41&|uCm4968$C3E z_ukb%?l<;hIl+oOO-O4H24=Me8N6C%qPcVf5IY)S*lt?l8pBy{l|@(O+0&T;jgTE@ z*yK!84BE<}d)YdM(y2zAyjTBR**Rggc%_C33djOj8lNOX<;rKBOH{)>dYYJ|6k{#n zq59n)jEG6DTB1KnoT_MWoVGd_++*dABQiy{WtutOQr#=8%CNI)uSp@`GW8ahP|5X` zPF(JcP7&f~DP%q0iECQaM0Opl0c9x-lw@=A_xgib4 zj)~*#sbOCwn+K>HZ`WX<$M3m7MfzEFkYws;q9{@6mRn^-RBA&klmps;9wz=FBk)D3 zK~D0Nl+z}5SZ)}-oToOy{ThlJ+_Q#DKcF}?l*DNJzxaQQWUnj%pPm7J$#z*prUvJH zTH+r;z&^fE8hFc4CovBAd(k`6`}9eI$}SUgd#N8P+)BR2e_EJ7&;(aKJt80C?+s`R z#=SO zFq}a#&&cD=rCB^{k~`A@S_<-Kn6}f4G+up=t}I|?M8M9_OuooN|LKQ!(mo|l4e%)# z5acXM!mS|8@fW-}7dIxdFXQ2~51v$Jx-~L6cAo3;vuJ6m)EkN%Key4Ir@O=OsV$He zl)nv0HCIqSGK-m3;|{3-1!1y}PE*D54E-rgfi!ADh!?AJ>K=7==JqH~RpCtqG<4`< zH|BEWE&D?1>cnvz5y}(s;&s5~BBon@S=-+(5+`3C$eAw|^DZ3tDFnUoa8Eb$$-^L3 zv;;6Xd(vu-j>pMb`+PwDdYh=sih``PHHx`AGQIco^4q8v{g-ov~(4}FeFwz zPt&psT^>gs8a7*9RIB^ARmVtO5~yqRN>9}W9{ z3)<9Di{@bYzVq`H^KG$g9BAwu*!9AezQmpGF zET=L`8h`{zPKhDX0L)w=;J%L?d-$9_Deh2b327sycyEwmi-IhX;+l#O~MqZY)cMsDS$zq);&$oC{kbbg9 z3c+^eegmK$6uvQHdku3FSlr>nBslp^>s<0Bl;$5`hDxA6F`vu7q;3zUQa)x#Hx0U3=jXONc4V$YC4@qvndG8&?`7VO*mSwKr2bOKR+l+*ggvE0qHI(sm+5N6wYOg5(`M83b$xbYt60Jq+mQZ$a`+i zGZx`^e@q3HBwtbq^o;bQ#nl$eP4=@|c!-Q~Fb-QTQeAdxzFVN&s zFG||EZ|=tnuBvY?>tO}+f6%U*ByYQo;8Xgn68CBIqW){z0fLVhhWXjNP6DvIX$@6= zTqViblok8ctpQl?sp_WOh{tD%n(%>iA*rD7J8P1z3olXVK^H+Jp?{%hEF5=R#gB&b zg>zk;WpA6^lQZX|l~J%SJVmTA5UR830q%!2OdOmUGcvnecv+huy=}9>yPAvkX5toU{he~yoBW#jGm_;4_VITjf#th;01h3sRdhTt~ zBZ8rVNEK=61txvrHQSe~qOU5<;1#~o4DB&?>Hq!1?(C%5xMbXsrGE{=TyU|LDrM3g zTJxpSq0cU5_f%h=W>jEs{74U<<~c(SPkrDS#@@7U@R2H^+y`2#{jbv^sChae6l~5c zguE@H#>U`Sn#tfOP_e(K3smHvMf*mT(8X8 zd?}Wst}!j`q41`%rniWzKQ}^0q5Uc;cgb68d{p#ePRNggCZzjp zWHqR}FW;-b;Wi*eqkRf(7WBt`fE(QHtRd`&D=tHRt22moy4wO_obXe1tq1=-`@M^r z(|mJDUiO|C*KfX90*K5u>RQ^^Mu8J-=TsEdyyY6{y<~wi0b140zb=UX)0#HWxfCgI z^{Skhi+oRN*1Qp_-t;pJVzm@1F!Iq;zuOf!&c5c9+D2Z7@`r){$PQ+&+g=&>tA*;L zYo153q&e(hQ9cVAZ8V_(KXZ$FVxY0tI@J}z3*KZQ2{4$Xvd z7EqYT?G&rNX)$t;gPdLJ9}srPq4lw<_m=+Z6#%hN;qWD?07N*aHlb?$C9gKY&r;t6 z^y|cJ)q6n0>b>izKI^6-s{_XXlfyJ+{*Eg0 zIMG6ie*UWR%;i>TGa$x40(2Z)oY4oKXuOkua%ygDyz5{MLL5B{Nb0ViRj`xRO&9Oz zSO=u0TlXODf*ay{u-54jEtO566FPZ#JyPh=;6~59_We_l5JGOwfd6VT9S@tyEIQFK z7C@vhoE|1-V}r*@hznjpM@ojDb3CK!R@FCvC`UE4P;C#qF88iI=p1}r zOsdQO?Hd0A6XzjM7K5zg;s3O;g9+{p6eRk%ddSe?2Ve0u7!^dy&m?64?`WPC&2u{` zGf+E@vA?llG1qwJXu8f0nA~(pwEv>_m?_1{q%34onZRz^mKx_Q?$FTTSS5a~UE z!2RtwYF^;whri&R+Ve`R@Ll55Et?FKA)p%8Ou?x+bKl6!A1ALeonIl)>*=4DKIus( zgr%upyI!@C6a64QF>MLfN05vE3urDx$?wj$(DQ2 z&~0rm<#SyGWQq80-purGBWtIY^$SGL8=I+*;PKpjQa|+?kx{LST?6_uwmHvZCi+D6 zx3eEiN;y5Ai#;S#pw-hk!)be(3Q!$--2rwJ6D&MEoVo}ctc3y3o!kIFW)ftw-54=g ze%Bycnh7%X=Pqr*86&?Xg;->hm_Euac?I2$DIMKJib+5AjfR|Qm$F0kZmE=AgoZVK z?(t%qn<#1kq~6cU3hVUXE_I1fV?H-_Z9S;Vp_N08&Bm$;CA4tl(SfB^pm(gZvXSfI z!d&&1du5RuV24xv3a5LyM*xJ$y?AD*FcE%2O|h1$ziO{{duv_rYSGmG8RBsT$Y1Cd zR*q;BK?O4gr_v*VB1}()#S9au;*V5rMdR2IEf@e8npkNX@JRrfDWic-*iQMihIY-1 z4R^>eg{}5Tg*`IpESpJQ!5mONjy~vV>oYRR1zMwB&nd;#cdzz$qBVMSwvgjAY~WHq zh7ogEN}cR7O3${DS%SLqVA{8217XjO(M-!h#tRYLUX6w}}FO8DNUR&wHenwWwx zC=HV*aYODD_ws1Qi&+ADz_I6PQ^S-hxDvi8!3&^~k3pQRh@cbqn>GPVPvvpR)g_)-%yA;2oN6MtVf`O& zLFqtNbL+#?YRD~P;Qp5DC#C#YmsLpxGOJV1>CM_jR)9NM62ALpF65W84+xDIHd)PP zP|&YCH605|gBGCf&`5ayp36}heHCe?bR~n6*4>Jh7>-x=eBBAV=Tj{ijLOEGjU8s0 zNpuX!yJ6GCh|$bG5e5cf7nS#Uwqz~MaSw{!SumAHFDALfb|-~pR04NUBgW$pFMtLW zxqG)~scF1pu9#AkX7?f8;K_#~28>gj`7#Qd@zPvB8+Jy)&sLIN ze69M2Q;pOrU{GYPs6P#9xZgU|`0`i)P&GZLck$ zBtl4{C<#S#=In3yBSJtAHeJ4MD`zSTv&az8`d!{WJO*T&`vUL=V|=N9QujypdyU<* zU}&C^?qe*Df&25Hw}l%(rb_vtv;@zQ6ypsLLJnq04fMub*!oup!fafC7aocVevxFu z<9hK6;W8wd5yAQeW1=>jRh;)`2N}a`u!d}Va{1p^)5)}`nPHzR4pxo-JR7g|`cX?gs%`6hElYLcxVD+iw> z(Sj5x1xV+8E)}o9)RX~)(&>8jL5qP|+*>>6YfSRy4E-alC*3BPFGj1A=464RJTQ?8 zAKg+qy(pJ={r_Z;%cUbj(Y6l*@?+MYK6F%5VQ5b z9V|VE_9I6C)Ra^{3@|jL?W|`1r<8sz4LH2+LP8og!f;0At0j;|La=4dnw3CjRn|aE zt`KRDPBf$xY&PS1%}bjxh^@)oRCv-23H8y8^=DRq8h%G4EjF(a7A3feru7x`Ks!Ny zA&*Q=3!%|eBv|}iGF+VIiF7i33QrQw{h~?!LQ!CK;i~qsz#yPE@&c9#L9oqh$RWza zh%AsouzGL9TC{h0hI@Wnz}-JnrRiB@yH8ueD=T$9qUsSH!EiUd8T5Q~>!?TzxcKeQ z-^*vQ6ETDwJ+~lK}B}L8No;c3v4}|EB@(P^p%G4Td8($irIHEi((qZ6Oo1n9q zj_36R0!j#8^OFA(NZj!rp;-zh^_h_>bto0Ha9}?Fuv%}kQ#pKa=e_k|?QM+fGYp(8 zY3tNO>rhxh9J1=k8Sjg85Q)LLp-LX-Ym=Mfj}m@UXG=;2uEQO70PECB*Eg-yipq0! z=WI^-867meJBPUlMJLHMQ%@D9rB?MSlWQNY5iGyjUTWn)`eE{Q*Yp3e8w-Xv)lP{X z^Z0b`OI^xyiwLLO>u!L1gM8+Kv;h`i-3Q7ni>^0$JE zI%p<>KzT~?dZ7c~vHYCFU!Ky8$FA%Q60~RF;OqqMH%7XA@Ho>IFUe$zC?}ckrG8B2BCFI;$CLk7Ns7CBzRDSpU!~&VM&b8FXS;R(f*F13gW{dW!(77_jSzP z(n2i`5Z;sFhS$FR(N@L72`owJRf|L0UPgp1>@$v=l-$`SLW0C;6wOg2B+bHTJ-z5> zg>tgSRA|i|#w|&e5DD9?jfv}k&qyR{P>M5A<3A5+QjiwYO0`s|I+g=&Ux;@6pSi*5 z3=9h9X{2dtf&)((befB0BWS2&xjJ-%pa`Ldqm_DB7d-+~juSC4Gt16QeAIoZS>h_9 zinK8e-VIa91EuqGuNo@@%S-k}*yCMlY9dw`Sqi*G{AC&Hv%3mkxYlASYdRg&<{!)= z2JDJ43P$>cE&r}6Ilsn;NE)!6mY^qV07J$6(&hW`1&q4V`XRjOf{$|Y*c@Zc^O7?u zc(oD2(xT(9>5LgbO9vB(R@k-%^(KN~>tyup*;IQv@h%E@e>=$6ik4^bbyJC+8y`r| zJfVTmw}plb9IJQ3D-kpM*!PMSv{UJWdDQV!W;IJ2~xFC$u>D16QSODm}uDc4{_CRR2> z1OU&U1Ac#QC8e;`h)HG{xHAsasMyxdgd z_4shDklsD)_=|0%Wo4|aq<1*T#cx6p#N|10Yl1FjM`4`0`nMJj5lSbabs;HDGhnCH zpG~PE!d^rBz0e2*gc(`iq7lPE%0ln^UqOA)fs^2&lBK`{oW* zq9|r=EDNh465=?ddczJH*5*#`{6JZ8Vx<7@Q}ZE6r43^w0D0cP^ufzw+dA=0-e3iy zQol)Wm|e^4M{W;&G`&7Niw)!%Ol`aY}wjgHjY-`oU1}?vz6A*{gfM`h>S4J~~tj>9Dk;*wL!H81(EW zhs0J_AJjs)tz8k={?j)A{0WUX!Sl#wXJJ{xe`BD0G0Sc&hvo9~vyB%_Sz5mB@Eq4- zyk0r~0zn>4@F2A{*k0P!ZK)QqBv8vYF51D{IOEy}>R|S=LX;|tToO#1tOtGnu(#i6 z?Nh6IDLJ^i)laeTAmXMvek@2li(tTJ9r#+x&Z5jbteRw!%$s@7CV@t`P=JF7ex_M= z@#Oe7V>EDl2x?Ni)G_^|o)Bjufj4%%m50%s2|_gDF_SQ%CoQtFjnCZ2WS{2dp|=Jg zo_}TPrB4zHwO+y7{Q_60EWD_Xc&vj0i}T>ZX>}iM?IS76rt?qez*JFW-hoy9@qI97 zKPVTpkp0Kl$eho67CA@a8HVDxmS`OP8XEShh-93P8dvg_AZQK+D~bg|b(Bpn_T$1- zX}qIL#Xa#XX{7roI6LE8c|AW2{3@WvS6Vw@JdJkzC3Ta(aNm{Smj?3Bq*R2q-?v6W ze^NV--kc7MWIiV~Jt8ast+OWYvEj)0L{{E~LYa3DUFi<)9WvzstcvJ`$nuocLYij& zp}=2-$~fN?fYSm$nCpiX4YH8AqNx2!(RcRw^x8&N6$ubuH`y)L+^jMC7jX^s z=|(chU(ER@U19RHEU6K+5wZerNPO}1x4vSk9l&-C3Ss8$RYHXJi|Fn|9(%TkT8Z*) z(llDD4GJ6{gu3c=L7V^u@pImhnqhgrJQyp6eFB9Atcw%Ib1kaUNSBTh^x7SiEMnqlx=mra+kj5mS;pUt!JNg$N zKS>@*G~4nrzT@cdi$+=j@HPI)h!)IQvb_HCtBGxZYpImQ@D1;fRHPh?4_E^wPrH!*a3(@qC_8kdj{5^wuS#u^T zb0^Ds`peD~h$g0fL@+$Z>L8vO3B)k_$0Onf4HT^jlLpxKe3(xz52miO32yZ-p}-Zs z4mPz#*vc$(VAb|g0R)c3L$ZUgxvj>UBX16aBk=3@XT+K3m2$}3teTu-gpx%9WhztL zQAkLW#+dg1D~F;P&jQQ#Gt>EtnKo}a5U8f=fFD3cspNSrVyOOo2e%6=x^EV|?p^1r zoq38erBj{hzv;R7M2KA(1*69BWe~I7d5teRkTRT}7!|cV!vD4)p&#nt>ZJz}0t8EY z(}c0D{7zZWaa?FP^^w(`r!xQuM4v6X_c+|PJV0DH(y}#Fk1x)3Wl<%{u`m{#mX>kp z#s1g!QpeG;9I^*nsH|*(c?Md`AN}kwnI%j|bW!^CqeiTHtavtl6^dyJqELg#CT`Rr znw2vGzaVn-dFI=Dg2*XERakxpZTO_+{3mSk_WW4HZNl&ykS2mZx3B+<8p=xl?ayBGv96jmJvgfKddv5j z2rOfQUMNW`^yU9dWI%>u)!SsV0U35}MAC{86BSV&DAh>rqJ6`{H)u8I6ytR-?=Ykc zbg{f2RHrZ#ZgGecgQ7lts~yqdVV!##@{oC)%+}+8oRMx91$dakq}Sux+f>dI)VXKJ zf&MzLoN6ZlVyZ+I*x%sp+-ve$_P%jb8t^3WpnZH_*luz!cdIRcCI*E4W{{|dYI@wf zuH;$BL~_8n4{!5-WUl`ss^-1+=?MggKy_$Ic6LW^#>15)E-O)Vbe|0_O1Fb1)dCE3 zO6=G~)baaN$3VE%WX%N|UW`U$KEqP?<~Owf?EVn3aqYS$X0Os^?8ISPr6wHmJyH*6EoP zQ(qG>Mr{Reyc?g}kGO#C&;MWtrv1NVRjDue5N=Ln(rsp_4ZU0hD-1Z+^2-}xe96#W z3F&qJ@;=YG&vF7qhgd7jsIa^RcD={ld`EaLmQAym; zWS%3x0hKr7z%Pob^pfqpXYK%(oJXgw;Jm#-}MA(;0;{ zX*z{!$|jCUg^sL6t!w{#w*!TqcxOjSX+ z4*F^fpWRhEX5LrvgIT4rFz+!a_SdW&t85dvO=8qlWRCIK-S%7Kfr{&7dwq$XN1<12 zw%925bfU?wLow8?lbSK#^$*p`eOI@I0%L)L+chiRJ9n={z|!Y`!&$TfAY}&8sV!Q2 z3kKA1&^rX{bHo3`Z^7VWTj8*AFFpYzKZBEkZzYVlEE*TzCoU|@x}1+vw?EpSiXU-ioH3DMPv(^A8>X9886j!Yqr*fnUWbr0MGyWQGEXe0l>IHfy)8 zZt`ck29}i=^>MsSpTf>ifa!BmrFt7Uzw0blUnf6~W5lNcjylLDJvL@#(DH^N74Jt1 ziVz(GghI$Ht2;~;8$p13O2$3(QN7f?E|yW1?^pfct4nl?9L=eoka>XB_QJE)P8D*u z<4yQao%KkQDwoz7%CA8MNXXhfRvXv5?oMPV8wd0$s-R;ybWWRD7iMJTBoo3H_nwgw zl>h$Mq5J4oK-WxHK7*`k_}*O4$@>fvruUWIQl*l0-ETh!(aR{V&*D?zW?J|z?*luP z3(dxHa%b%OniMA;!MiwBTB};Xw(;ra)4AvSeN^yDM2*|~i=9kaA8e2+mL;QKM8TBZ z4uI_J2F=i@wwbl*_7lkear7wL_WZF+iFnE&c{ay~#(F&xy}v@8shBqNDZH7zH#x~` zaSTl(yj0m8<#A*j0mu|kgu6|Ib=4{GGVBR@F1h;z zOlS~900K6lyulYqF7=zrPSL4`iJHVHH)8iE2@VsqmU_436UeS!5Nw3(CPc~QKIsro zk*jH4M~~ww_)*+{Ww`m>mDX-U$v?wtNx|Z2eSkU{f|m!F4?zY;nLZ?HK-8X{5E?U{ zL3?>A)IMS3QJ(g!N?Kn_Hagsu zHR`CngJvu*27wNd`m^lHz#YXE+GP#2rvpCtFq9?g2FhCl<9ZNbQilEX?;}#7BZfo+ zSRl%JF9-76@4Q20AvhxZPmq&a;bc4V^vHx7t&CL8@mDW^p;+z6?Q|&7?Bc@X=)XV^ zVmE;BYmcyz0fI-_4$26G5TedMd<#dRm1tlz1vAevKQw~KaX}}7BcbK@tDvP5ui2K9 zoBNLMZ`IWjy}WG<4|M?nNd?dXmeA{2*)Bven)r)cd1u;My4cj>8b_W(T32-=o0(E7 zFf~%Fo3<9xB3!hW9HhuTVc#utGADe`*kes_3+)@ne3ux^sZ6&fbH>z>6y?m$`icp7 zb#Aty^Nj+(>dSgOPYqNx;yIqJUBud(m4H59T}NJ&?n-CdCkH zqpMb&S!y&fDLmB#ooQEzTg30nPeQHR+H=pZ`%(vcbNX z>;?~^`lusW5IsL8jW5BDKAA<6-od|AxfLm|*ti6`xh-{p{wx^TqbRH{-1Q}BZu9#$ zmMyKricfpd1{e|#Zrx}=Nw01tNhXD>mQ~cwX>sKb0d~0d{VXs5n}4CE&fv@j=*eF0 z>A#S*1L5_Fx+eWu3++>Yxyk%rLNk)N;&2L5Hj`_(4;T~wd(F$?S0w73S~`S0;9$Yc zqqc#i_t1VzIX+%O!PAjt1Pj%hkr72h#bf0%eouA`m^{lJRxq!7fc_w z8^kKGS@|urLy?^b?s?rXufm%XuTeNLL4}27Xc_cF`x9DPM zlx~*X|9RLoiNn9UlBhN@eY)`;a^#NNArcmxaxcms-6KhoLsZ@g-)X|Ug8dJ*kx|6N}&s?|G6U$ zX9iJ<9?1(?s83*#wVU9&`sfPVdj$PkmhI!mA{_ZxJr$_!O$W_uqp<)}oGK_$y^CNJ z?{F5^s=$UWi{6jmX%Bip7{Lg+zC;P@6QM-+qKl+RT#7eq)$~&$CrAO3i6msg19Y3G zV}Utab1M9rP@xc_Vvv7eps+U33Uf6*7;761;jip2VYiJDZCm6}Od5et&2UY=h#)Jv zw9)&f6-ODP3?Gp^jyW`3BAUTalZfh_e~IxxEUE)DQBn!QE1O&R0=6iVfVWcsWI!&G zESzof+lwPeFr^JlL}2r4kiI5FIhhZ!DkO_uTox6k)S>a|B<$G>i-Pd%p>g(&O1_Yrr2+2+=aMY;KIg`|<%|U)oN+LbXR$r`EpTi1W#DDfqGW&9AEPkplsggdx zl9{ge)BBR{(>{KCe~tKSjBt;Pn!gU>KW|GKd0=@xYlm!m@4u@JtB;4UUEJrs&z*tz z_OBnHDTo9=006$~V+UlmqKZ|*^+OYxLM^tXo#jNEkyq6|+sAnj!raidcKfYc$^Sg+ zn~J>M532#9i8)vgz~bv8@|H{`{oL*nh~7OjVoIWe&!#pU11NJ@NF#TSg_f&DE~JT( zMCoL+n{Nre^Agdy>lclZ@UEkzDM}0c_)_jM(&k*+UUxoUId&{1G0EBPn4ZWd&{gCN+*)#>9tHI9g9|?fJj@@}Ei?Q(9OB(=-g<88pLw3#uhhjtJ(Xh|r`@ z9!r3i@9$vP&c^4Jux(A_61T!XIJ??hC=|EtID-N@L1@R{M@{U7){ahLh1p-~= zebsXv#+H*J?Io3nqUep@U;17!`Njoc(^ZA42TW^dDktFdIe82uFPkM;dmQ#pZ9QNa zyiD>P63n4II?lH+-b9>tVn`?qZ4wijpk4M}IQuGK{AC@`+b$8hsY-3D<)%e;kRFA; z+C$QGfg)RX4(TK?aH9_$C1!*WNE%yc3dY z;J|Mg6!cx_wEAyUeCDxE+`S7c+sDs2LIr&(nE{Xl^Sdc3_s-0dg(}Co$BS!s=6pnn zB$vU&crzN;PPPm6u85`xJt*JMjfam+lf;&BxG)%oXK|>p4NKf%D=DEf!IVMpoRmkM zgzIf$1-aN0(A5yDQ#2*u_QuUQ;6vq znGhV0Fu)8lPrvtyThaPZ5PlqNN{G6h#rC!hBcN;Ob^G{DrfvkSM`ie*bJ{*YUYAAS zyYnxO0ygVpL#w)zUpR>e^SGu^8jC9hi|#SjiI2~A8rQ=96nKbR z1HYdnKa7v^o08pf@mG4z?dwr;bF@5ipgmykWv5e44HgKRv6h{i>O~BV@vcwEHXLB- zUSc3Ez`QFBd5`|4gUWi^jZcm}^0scJ<1o^8Jk{6D!OWqhO>xQFyH-1$pa#Vzs+{_3 zlJMRyX^=Cl^w%|r78yiVxiMa#iLYbsMG@s&#%h{kA(}GRpE0D4ykegV4)}iAWay@1h zy}@g7Ic8=mb_CeVI}4mfDA6`3X`*m<5>{a*ifg9F&TQ^SV1GZ-P&j~x96d>q2R0Be^GZ z8j>jwge0D=DVaN8Te{{X=RuQouyEs7Co8LyfXWx!Gggbj>@Y4VZf z(>yvNo72AbYBAbvxL2j6;e6Ur!y_~Ad^=9l0;=4p8zD@zE3t z4Dsl0d0QuG@lL=f<5I)Qg0Iq*c*~N<@f+vHs)38dHDY4-?R{M&!iL`lS00)w54Xj>zM^B5C9r;%Gm)4CRf5 zQsqJHPUDih2m$?n%x9>_WytWZ6km3*BW{=6)Chgb$(*-nyU!YoN|R93iOMD>T^1!h zqTo>WTsMp`!dzM$@fh_A>VSPq_Gb`)_p1V_02v;cVD<6mbfV@76PQt|uKuZbm{2D> z;wx<-8Ln{{1qN`LM&wIG8-r;ouC7x-c4Zhacey0Ktx8c6@pn~^xp~9c7tG(wqCxdL z0G&x(%bN=sDX?q-VnG`qMpK4iA`XcYQ%Fd#JPq}A4A5VyH8S(WX;wqkv>aTZ{xiALu+tB=&UZ2lvcqN6{LaKp^SA$K-xg+Y|X% zqYHzwfaz&j%Y!blQmd0ruOz?{Mcb%=>&tayhCfbU%Sq%(Nc{3Z*SoSe(odBRsf8I< zC~ofe0NMW?-<$wgWk110b}jic6)?n?s1z?h+wg>f4eB@18S)cy9opfxOvuL~-BUh=#FiXAEzP)(Z!%+_^qL_>_r;>t_PyyEs&DPj zPacjhN`F#PG=w)0GJBYxv@G066B5P|66T<}i6WU1E%gd_&FJukLMZ zU8t(GgTSsh^Dv<@l2BB?2D}^uSHy3GpE-)Fhh6cBMdfu5SlU3Ayb^&e_BKBk#ip5j)lKv>w&Z`XLJT} z#nPN#y=Ofl0pn}lg7{@+MBh+6mgj(@vyV4!|K{ncqoJ;{+4rHXX$SUGm`0tXEzitK zP4DX;6uzGbJn@jPtmjIbke{HPjZ&zrx?uHvIDC+rPp=(>3lxDCTS4-QRGrv@m$(|5 zmW7_)gJVcd=^nu~BYwbm{DP^i0RD#zkVyo`Y{@ja+GpvV#BKV>NH>>vo7{Y4w$fNx zEQ?euycyP_g%AowmRl`j%>vSc(DR$t4U8@WEJZ0P$(-swWwNuIt#s~Y#gBX! z^0yPqreZmvF`0XAeBB>-0|DXZCRtL63QZS}dfhXXE;bYUN6zorHkGY&8mHAUyG6o< zM_Y3VS0(HI-xx!oHtj99#5Sd3Jz6$7>(jI4hk?wh3xPdBkJS+S|6{X3q%Vg_O8Mj=l@Hd7Vz-V7xTr3+F8-xNFMQX1`6Df z4OnnVdIIl+x&*?@P<;Ah)$5Ilbq?-j9>s5i-Z*jI&cF3>k-fEDr)p96dK(^>u(dqK z(M=z%Wk@2KLL5&Ey20iKNYunu@d&|=3D7nYv?aSwz&jFWpb{4pLNp018+l&Br!7Wh zbGphmcz?^+=rccYqxZ0R9BSF=NBAcT#U&oc;k5U+nM_^(jwOG+7(NdLQ6QgHICp;G z6$wR)mm64AVCj{Hs2vRba(kMIiy(g;&8u~NeDPOiX?Zd;G%2&P)c0VS(W&tQ;4fnK zAX_u)IUv-*hIg*h_FKnOcc`&mvNE`aPHMS5=lO`ZWU@)dpdF#-!R)G-HaB3Iq;t1I z2nW1X*cv5X(?_aa_{zb9&_x_jIR~?`WQ!gv`(DIomid-zgl4jnJY$L7KQD(B0TWa* zYoSV;a$uqCZD*jB4D=i_N=%=-L87OL6Wx`4*}B$*Ysex%7(@DmD9W*#$irWP_|1LwVHIq&qxzfBkBdm@u!f6e+9Efck&yQtp-;LQQJyy3 z3KRWORQ#-I?Z0lFbNE1Ng4hJVIv%e)vr97R2F#NfxH)3OJ2WV^hzVhiI~@;rx`B|B z(8&eHIS>{gKKo`yp42<*SaDji#+>iZjNQD-XZNH-P+4i%~a5Lx>Puc5GnLtlI-{oU`v41r+Xz7y?x06YoG6 zjqWJu@IhwfhZVnxdLE(_j#!CVz0?{9O1YG&0GL_&i`Xz$B6{{`m9BllONjR6rt2D9 z8ZaI_?48>zi8S3?)B>n)f_AY{A1&hHQgFU@%j7C4VuhLbCRS%-2D>yY92YB8!R8Ozl8I2428_hL zlA%EGw9NnmWhQls{d>3w9#3Z`xLW>~Ny!-lKT`^})_%;a(+aHTJoy)-;|_$|%YFyP zi%b$X8>iw*mZcN88HeJRDuyu=yAk37ZXAZ9xmStQA-hI@-%PiI`o+(G`A(to*AXYC zs%iS{l5iaU)VKZqv(EDCCQ(6cNc>saWtmv|u{JaK4|mIJwP3!3#zsPq5!B5AnxP}w zx0kcstiP|!jfi9F{?oDz8qXGru8}k(T)@1?NcnD3pNf9eYw$u8W?J1HS@24Lg0M(P zVr76Lm4lTgv|F;V!?TG3+W0JBz6gK2?f0Da(QL7QZ{(;=)Lc0i%KXd$hR)%*MVQu; z1f0{R0*Nw-p0ybrajGS;iiLqpMR}|5U8=vMD{>YX=CV8Q;3c2>!t15f#zO)* zIE8gzZrui+f98n1h2!5N1}>55ViJE9naQd%9&Qa0N~IJ+)%wtV!A=Ep=%0=J>Zk3F zoVXNZsWU%?Gd5&hybNXKI}BJ;VEJgw=yVMoIU1%&$1CVA`Swo`O;kvhF4V-Ah<=nv zT(a|wkKPn7InG@GMckA)=e^1!_|2|Lq{1+U0yq`{)Q*a_*n=r_3b{r}iK7<1?Y;Q} z9n{4af0bJSg@dq6VU`IeklZ+XSEI8tkq(Gqd4*aL?Q+ms4E!(Z^NVK17e5 z{7XuH2W%J~H-I7&1AAe$$zTtcqt|<1z-5^Dv0HB#oZ3x{i7?1T_DOPqy*k`hOA!jA zFbFD|E+>SDOhyC^^qs3*xuZphP$oCWH^mzg#CJMipRnAW!jv4|P5fjNt#s@AOkPyU zmNv zdobVxjih*C`AGLJEUQC*8w0Za)zo!7JPuT6$rTgdTltVF43 zE`Ca^j$FDme^{MNDY{I^b4#YS^SM@K*b1HkP9)n3jYOJfB&fAg zdeZqD8lSs)z#&O=ZuvTwQ3e6g<5@*$05MXb58C=*e-gc+YLVMQXC$TqIe5$T1zAsL zaF$h8>{?D@smm|6OeD;rU@fKwB4Wr5qYi>`B|*I^gIP9idFoe`7jEPMTe=`L=fw!5+PKk^m=O;8hlzR5S<=?^sctu~P)DcgI-*5*@MKx*)-h5ooNY^P__uAi#Y98zf ztI_|Q{D$@SKdonkSdF44-Anc2O%w~&-WjLA7D-NrQ@UVjn(zc940wwS7{GZPkQRnl z3tldiLO65{Ed$=KCm#jr1Pn6y?12(pYd#$8%S2q=S_7X0!geKYR@GQ4Y1Q!dj{S|z zAcz7MUn}kwRUC@Ml97P!M1=i9U;z zFdJBe4jS3SB0j_K)YON6bd>8=LP_!o5g;5%=|NA_>u&8xpmdy%jZh}(5sc9lPrBkD zQ!ALLz}Bxs0KD#BcY~MUxkD+U&}B43OEdVByaJlD&0^?h!JsvtQ=eiGZ1Tp}T;{K( zHTitr-Y{8wIXcFqtnPI>$}0=51fiBK4?S3!w=%vg91gorBl$a=OmK|ZcRVK)(7&id zbJBuHAf>mTZ$IQPAG879h9P6ZSca3r9)WdbF=U#KTx2wEJ65`Az0mif(tGF=a&msV z!oakhgL)>s7Dm6?wr$(CZQHhO8&lghr*=EFZQDBkO`Kdqo+Nwkto4HFMZ1OAgJa*` z*Gi~*(Q~h4?=^z6#`lRT2}AiubWn4?j$-l=pmIAJ#wp=&d5|?pps}SvQ0~8kR_@It zm3=k|Ub{T<1bNJYSX-WWfN`~$K#27s%;5?S%|RN})_5==rWECJOa9VGmRp5oXR`=) z1~M{T3H+|=L2!p!BK4%R;?h1ZMzmsb&BtuJxRjGIon>|2KnM1FV7j~W?? zC>&#l$_1&vRw&<&C@B-|dPK?d%&u~C=m8C(`}G*zT?`ui@bs4v?+4B+h_J>ar|{q7 zS08Uq&97N!d7+wo}lZjDzvQ{R|PMmG|?;5H(X_?oJAd&Xw%B4C3Gyvs8hS9 zi@bwYSE8@wO*(vq_Q9>xo*8+Gn?|f=-{(8(8A&wqq3(-gmrzGcipXmqN9f9xiitgl zpe8r)n|o&^CHm>3ys1s+n%cO^H-f#I^7^l+F7*4GyGkGm@07fxfB$j%RA*B9H?YTc zSqzbbLh|aU@iXvHE!#AatM+3&x{Le~>S{Q>PAH&}C)O)@= zzu=asShX2%NYY9Nd8AoQ6pe{s=_n;oL48n-jQY;)%!Y018ZF7s|D`lT1KKg5C(Fzr zv=RKlxZ@u>&vMz>r?s{7#0eM@dMEGDa5#huv`F;)W<=5_|UyxPRfD&JncKV!=Iq*5ONaY zku9lqqBnnkOzfcmN5gP8mFhJ~oC{VqTNBmNg9 zH@~&FKPad6LQeecZLas0ZSg*pI$mRuPx8Pzsh8>CSZz!0Kl%xIH#S4Dp3NyY9KD%- zAXvWg>IdSfh*!&Hb~arMY@6#&cY|}ANg9vLL%QJn=A%SfT;`2-;8gpekNqVKI(yaz z|4B;Q+RLviY~A49xHLxQ=nxZQ@MFWdmF~kiaBygLR0dl{?J&rUG1Bz~a$>ICTz<`z zM)+`}^;&dO9R`Pu>St;i2uz;ZmdT4kNtR%g=FK~%%I4m@3muxm&HJV#yfT7gYd?(3 z`%qj84ywpI$YuKp1|`jlZJAqxVM08xst)gScf{2*oD}jm7$qr)aQF`MyS^5CM63pE z%NDD+{9}9mtd;{lpn%bmr8cs7ra0tGB>U1FgOtF*WC(qD){ekXX!#~Fcg&de(@!{V ztZ0hjq$bHi>Z=_uYA;mMJak4@D@}bmfg>~36@Md*1hsvPqJ_m;Q_P#R%8# z$V|VFd1CEL*kRrpM7tYuyjEE6Zrcaix_jwrBJEAKZ_oPdmEK5{SGFhXo>z4Y_26=R z@TSWCsLGc!p}fC)eOjw<8I^91TqKi08N_GyNXq9I6=#uV*5q-O)G@a40pOYoM=U)r z&V(`wq;Zu|yn!c^!M{8B^2lqD=uKvUNnlXoyfsK%)%3<*{QJ+Q?(Ldit;$iD%y zsx5Owv1d;=$ShC)Xx-G$(0~4%Du3`UE0Cd2_dAZem4Fa3>O!sZdly`(V#+EPuws9- zxBdRIoe|wJJYcGdHdhVC6TwRg%DPVlg9mz?N?rn!V)`~{yeQ|}{4m;_TEyxEhFlVs zV1Q5rKkC0AVcAdccojVBQ=S=Zdh%Q2u$dkrkyw&{@4MzL+f@D>89IFTV)G`dk)_dt z*=k>tzF1$HLXylq*A+Tc=7>K5QhpTDz=eVJ@!77R38%Sp&NYb8)qm#hd-SVKVtI)4 zsDIl{?a}R4wC3Hn44#WNgS`;MwX&CVxR7_7*6TfYrs2#;J$RqK;F*lieJ(&hr+odj z4#ZnmmN+%DO`l_EL`vJFcuAUj$u=m{u-Xw@LOn`oDi!;TdFJ(QZfS8gI)DZvMfO?P zh9U2wspaB@`t{s0K9%X=H}2~IiWF-_!LVplrza0m)xf9(mYDT__dZyjSl?7Rn?vcy^^gFZRcRRdd=q?A%omiDFjeh9t|QoW(U ziWVd@k>jxU?r`}sJed#E+e%=h^`BJ=o`j54eSHHBLLE1wKmTi|v!0woQnt*4)Jw}q z4QQ=XbO}x?Jud$T;#Jn2H%m#^H^~Hv2)SN8seg;g9qFc={7zLvwZGA)yi=6e;_-CA z2GH(vJs-+fsI#m^eVbOrrzqG_AFz78S(Z|r3{g^2ElNP7EDNW(n4sg}L`$T6e2hmaEsb#aB4G zCB_B{XXUFC2k3}Dtop3Z^R|dSTWS6Z)5}4ZUa-3o@60=q<>GGOt$o@}Eb1Fr{CS-} zR+Jr5mk3TQ$r4*|FSvIjtzmXA3NnO%ntJOe zDg74=T-k#t%bVZy*WRWTBkJiA!UO0bIgmFL<-D)Q++oW+RA!^pO%j}|&Jo+F_I`i= zy3ggFZ{2R;q7sQyt2!x<6o&bNOOWMl#X*+FmqV1EaH)m=E!?JCYJKFr7!$GZ^(biI zt}UPdz(%aSy?3}N6$q8$hfvHw2ip7=E}mcroLMUX8Vm6Q4f%6>9f%^{CRXIwgCx+Y zC(1U5wF7G?o}Wf6a|7pMqW%=$;lq>GVe(j`-{Kmsid0|nah5ecl?!rFo)$p)517(hy?cKMN%WiZ`d z4!7docW@_NZ`^9sS+3m5NjX9(=8N*iEz**vNfeQ-f{lFl=jnU{v;iMW>fD`@H52C) zNMDOaTt9M) znufWtoUhx;bQ!f7)@ZutIjd#jv8FHJbgX^R;Sf1sXkv!`nAC~8uN{sV28E!VpB2O7 zWZd1}$MnO4H-Yp!q`220f$%+8wR5kKY7Vj2Y4P)_o?NwJ?Ws(Di!EXhsqs6rt|mFe zC&Ns`hUxTy+_YyO^EEKJ!Tf~;)jJo&2d@W{&9C(g z{KhIKB2<7C(vpMd`~pBQOO3)Gvi91+$^ql^0Tu_roasi!Z_%!puKjGxS$2^(O~! z`2ZfVGs#FiW<8-ffN!^hb3FGKc|GcI;^CG75z=Q74Ooiaf1mYU52VxTYQwmd@XyWWh|8(4=y`BoigJ33+jLa6vLZ#%Y&z0p}tPRy!I zL}}3P^`jcVrlIJ~GYHFKeF3C2o3LTMU1Gxd2BWQ>zVh8N8AC~>AYggU2}kp03JF2$ zt5d#REncNH3z}Frr8AJX1A0MsnT z{{PHK*|NWu>9Vd|n&WMo{E+t&lED!J@*Rh6b}>Ai{j1EZfs5SN4c-cmKY_0tf_~xZ zN$?T2Fb1`f7`?G*Wls%SlT4|nZ8Y|FkHSy!&`vx$4UlTMfDv_YC0cqywOfm{RIp5G zU>1fJ+W#*g8jDP9*I? z`TAAf;h%v}cpZ)^R=YQ9A<$7oJE?ReBeD#Lm*-b3G5aa+o2jrc$q4jDD)D|Q4SVM< z;6R_CLfMeYqOb`|do=D-*SjC0JBp}KUH0BHrHr!06+GZC?9{ij6@npRA?kVwQ-90A z^;aIcM2*b_OHaT!`CEc){2XVrY}Zw6S`t3gzXAk14;o7v*&s`4VEuS<1Bi((YsvL<_Z;!x>}l} zVx7#nLeQ`^VK3H{RU~)Y`J*n_dFY`;?}_Gp`LS_i7dPOvr^xD&9TC(-&4DWO=uqI5 zNH(1;6O(JHSs6HLKFE0RBDR*f3Aca_1gYYUv`ZW31k_hOGH*+0WuLi?-etd`K0OlTQXsV7motH=AVs~x zQ%#gG+ujrAD~9jV#0uKm&HE&ohJK~`>QntE-fHG=bYWK0;l z9HjoXh?)M2Xi?cOO(l^1(vtL%a*ljT8=tmsx+w#_A3iDQBYfDKWi2>jsey5b$LIaYvkCEEH>Df&z-Qb{ zI3Crr^;BFMLPL@HVIt^g1c%)yN%T!!@_gx!*5Zu0bs7q9>+RtXu_xxK3P_6P%d&5C zt~Vyvp&nkk@0K;xPrYrc3dT;U(aSrINX2CAGI^5LoW*!dxcDQi!QZ3)1Fz}xrXKe< z%~OQCeSrv0xacK}Ao!MH=bVIQx%yDBWcn~%Y^(rlrAiki%D(f4NkYg!X0$-Eo3gra zokIKo`lupuC_f9-h7$}13BS-#QjBL;lD~$!KlyH?w!f5aZW3->GyWBVtJf~sOoQdg z9a;)FoU{$Ut#}9F&r&B|dHjDm1Ask?brC5`*0q<8Xd0+Ec*Se6%!La$8R$j}wyT#b zoyd0x(w#Q42EI`g<%~(_1)jt3F}|azX-$T9Sud@@`s#HTLsHvv&WdWqYdLM@i|qfo zlh{Q=Rz<%RmxUeBa}M{Xu2Y`_4aV~V;7Y}sgi0)JwCG@0J!9=FjLoABNbmZZOyIsZ zQ?dvAz(Cx)jE;C@ZgX9)|N!zcq7}WB*dmjA=$Ag z8sawR|K-WJNkyUYgd(q!TWHu>o3 ze7|1eY1f#5qh2*IU9(x5$eb#LYp0R@(P5B22A)@Dh{f%}WpIw`+@I|7 zdUnK~&r)TOjo{7P1BD%r=9enDI<>5mdFb{1$$$dgfEYtrI2Mjtg4ad{4eQ%j1slgK z$t4R{#XSTaEC!-Ec5%M}TO*6Bro|K9l)3%TpprxxfHY}KfWo213n%#&p;z@X)_U1L z8z%PPZh##kORQ;dp^vb8&M^iEuw*sEAY4zgt|h`_p_*Xn@#41NzKOf#3w*uTW%v7P zGMk@%)5JZC;e;H=V$-F$boS;~wsce;v8-$9$Zep;|LEHVV?f<<3tb#Wsc;NO8tQ+I z`_uJ3@5h_xoy>2|tZ}9tWybRt5tBF$Ji~0SFlv@=qk|@D zMGz0NWB_8!grnu32&Ahj@am|-^`=S=WnO2WbiYE2$*odh!aN7Z2M&r4f;;ax#u%A(e+)R?&rb}R8-p-**kzhgUw?X@`i6sIHd`8 zxs6!L)0aFmQp81KQ>S;D1+;_FMtm_mS!NV%syhBvDNYX7J>NCowi9#vuoEX8Z-WjZ~8Xi#5VI5 z(T*^M3BB3q1h^!%B+uRi`{vuhxl~5Cz4zb%t$)N}-708%!opLc}CHRXX zQI;xR`7~(%NZB9$+=$+gTodZm%(>aY#wG=Ktt^^%hg-wYl^-0u!QO?DL!U3zYPwf* z%{uwUhkmb%MznpW$-SJbZB1|jjxbUA^gm8hGacZN6eZt_!URo`tdyT3%$r(d&dGQq zjDxQS>ci6RIO(+XsC%sZG2IX65g40d+cdlJ@g~&FxjU_r6Gv_Ne4$f2t!1&HLat~ECQO@{aWq9*aa7|50)aAd?iCvCc$ zWgTk)Qr!Dj%U89{OT~f+9ZpMcgl(TC+jV)JSM(nlQfHyhQz{AN3(;EI*a@m>aXcZU ztO!Q?*yk34w>T#yfo)|YuaB8}9St?11PKoTc;bh!tD<(nTmcttm1Ei+vN|Oq+~B5l zy*j6BM0PrIhlwMHJ_7)V_CJTeN-nVs$0B=P(?Rc_kPa_l<+bWK zBGu43XJcXiu6V_ir%@FGVQZYOv(M2{0&*p;W&R(^gF0+~2E{}X;{e5dYc}9`6r%+s z_Vj59!yduvq#9G?9Rllw;j1``jvsJ`dqHSV=x%7yI{Lp$PI`d^vFEM0M!v|nEypvdU@b67Oz~*`J!i>9Q-NG4iC+A{Wmw^34pO9UQJ7TMEw^O@0?m@Jh;f!_5=z1@a_A5rD8g)0k0y~pZpAs#MbXlfO0S&}jH$jU zQJ`@J&>5$~^U1{K{$(=(&J|_Oxj1^zzKdBtj4YLd^6a!@@|@k)2i`mYxg#F!5^H+% zs_y;70>U9C*+W_QjS3sW=Bouy5DSi0n@o8BwN_}h`?XxCYC`9pQh+ETL2Rw z8f*Ve*}DNV8k%Nz;lT^XCd{WB&LrVXe$kd*27|>RaO}2qnP_rsYYhK@nOe~HcFGIU zUbsglWxyE$=j?P8Hg61KFd;G5Ia@v_89y_;_ph*L(i7#Rn$)^vrd-gmn3b$zOJ!V! zceDbgKj)?}9aLH&cx?ZL?a_%ryBUdn!ITCSS{D;jkMP6$JF{qlm zodkT$jX3@Tl20(G;Fyz{h(3!`X58&c=ltO*zX-y%6G<8dpW7=AB8NJ#|5t;7!S46B z?TgHy9vPppbNpCNeI3HHiXlVn47#J%d2~xZvIz~r+XPgEULq@O4Q>zzuaA%{9_0&) z4pk4Q7bFP%RYS97oEoeR@b+&+&u=O|BOP6X9!J9A=AeD!SEutIzmabBs8ZaoBj#hN zUKaI{$ga+-oIO<83DKLnLa$VwndmG?k~<0W?QTU?`I$Hvs$+)AB>5^IbWrcJ&e&$I zs^))IOs0xVYz<3X1AU~HmFEj@%b#J-L0*u5qSaG{**18bXN*DPVE=@n2#xWm{#^(< z!}-W#g2!85x;-oVuW|P4yfgFL4y6gFaJChEsQpT12unoy?xS?&QCd=}!y<|(UT zF4u_q;Y*VG?*D>62a;bgT60t(hgQc)(Zz{9XJ`yREtKDIi?JT8wcknZwlAz5uPfM% zALtvCJtk}qU-3`XnmKt<&sKq=?S+j3HRwl*HxT%-dLQgX6l*1Jm_RhVsbuw}i?;ezri#(mr_X@_zI%^xf6$&!rJhWQ0pOm3reTvv!8sn<6N0kYF|7(7joh6#2&6_ z*>aR&PB)@zdk~I0mF6a4dYM417Jr(>op+KAzRG4wF1gJN{Vfx4@X+HW+(9(B9*nV3 zo>ryWrz67l6)qMv3ig3ps}#Fiw9tdM9seGLau4W0I(i)Q%WNYaz)LYMsEm0dEz-?L zTM^diZug8=QVFPKf5pjKCMMwKP+KI}0;mHkTPVLdTuqM5(F$+1qP>8!2VT+_iLw?e zI;J5wc_JsMZn6TwylG(Nc0!&srOrM*=+@LX36ZV59>DQ~G8F7#Q(dL|F+EZqZ-ctu zz4SVgk?-zF>y2t0CKSFq;v=(mDyMgS^4tS2lu>gZ?w5Y>IPSOaR?G=1r)bql=Y1H<0UCuytF zQccfAh;(27glC$v9!Vc(<;Tn%hSCh<&f052F;At!#;vhn6tMP2xF#fOz+3()T$xQf4_s z-v?oWrLM%GAok``TOlGnkn~%Q3Il+h;u(?-b3JcUc73w9DU|6sS1{IxjCB~KU=1$U z@?sy$io|p(L&BB#CkWs3WZ8fv|-75%~py;@b>0WxnW(8MTxNdp$yR-p(=sYDk8@P&(YMv90OdmG*g18+6!0*u?W_t)QAgnV z=k|_mB;R8ZXD(Vjt81gp)$zNc$r4OqH2){Q+MTKE;xS_ByQWTKZG5Zix>Na#lCWM9 zHYf7NK5G?|)FAGA<_W_)BxbTv;%+y?To3#zd@telbpP+lM_gZ-`9mM9apP#}im(NT z)o;v7E7s)V$ksNzDyRq2%fnN-|MBDeY91p5ssweDp>Mz4-ogeu_CKmrofv z=K51k3O^&VQ+M!Z^@*wks)yof^8oN+HZ6BF?f zMz4EE#za&Uv>3eT5vXP+D}G`Y5t*HiO3>6CXmg(L*4eK7C{aBDW6#n2r!R}@B6hcA zx|a_Vwxs_d@Zxky;;uLb>hyF(fsULIkWCUnfaXPVrV%>7i0c>&qHY0ghoCBNH{I^_ zm7Ye685^uq^W`p=EHo@OdUr2A*Cw1S5=q<5wKl?yhfAewyesfU&=+?4qsczRZQVF! zsZ$drAZ(H>j^)}6FM~<|F@FktoRYjQFbKxGiMS07Uu@_IEC?ONniGtd# z-ejZvX*wxCAt~U?+P^j;OlMpBv+09HJa-1@?mLP^e~=6lqt`K4DT&Quu5{x;Vp5ch zotRIF3dHsbKW5rzH_!+SuhusdzmugSRG)ZH+i|y@4}xh#D&|5*+Pwlzw7^g zhVtU4;*y4?n_&`&Yify3UJBy7Mw1{hQAW1>d~*@Ui~tuZE2Z08vb(Bt+-nB=%*tA> z9S5vcvjD~xel2d~1GqdYKDqaM4e^%4*w)^pe~HsEtpX1h?h=*Y+l^Yv-DD{pWs?fw z2cdiiTQ{Paf<8-krUNG^KG^#N4<=<=XisiJlxPpY0>TB_`WV0M%%w3TL+=@Oqa7)Y zS$pFN6j9gxd0n!j_jrtC2f=_#@7Qgt)_8Qt&IA2VR{HX_tX-o}MJVKTZnniRXE|RN zC3BDkkdq|hBAEPZhw~jLnAL(_5R`-^L>?2vQYo^?0f($Kq9a!3Y3W}`JhWT*3f`(vH=2(j8O*vqYtAJPQXdIv% zdA=ylvVCDf*;t$H2(wpL(qW)F8#|WjbCCPy!X)U&sYS4pcAAH^u`F7^O?Q|lS&H;N zHA_yMQHCL&6(_Bis*@3s_b?)Pnu@Y5iniLa6*#NABl0>moyT4L4O5ss$bpL?>4*+x z>m2#DQChPKze7o8R`=rl%qImT;x@QCdGfc{mUVmOulsQ_xv}BDgn=Dqj64WuiD|`e z!#DI0j$8sbj)<)eP<9=Byg#5(g)4NYHV3gsO6DGH1#|uSqs|?nX&BNRkb1hhEOC1k zn*A^6hiPQ8+tg8||ABk&wcJA#^$ij$^qX+%T8vuMI;w>K@Tji)qo%+AbUrwpp%+`d z$N)$b%h``lC0T3&RSjg#!x5DLjl>3@v9bPOmE)G}6g=PPaRU7F4JAkBW+)g{T`%qT z$X>55faU!g@fS-RN}3Qwr1D^Bc)hm>FHDZO1$j_44hracP^!jsel40=-aPauWyipv z*fIB%*F!+SZ6#^)@pJ1{hWe0Rn-n_nB0p&#GLd@*NZJq<$Uu3Gl`G;S9qp(nC(I?N z#ro>{qA@8a9GS;AQanQMCttOFQ?s8YLahS+`15Q&Qvb7+ETn=vvwxOJhF9lCAzVy}}oTVWj4(I8`n>)*urcXi0 zIyzef_;TCWuvUGnK$qfO3rOSc?Q?}I)LTUlW(Zqdbf zJbCiLmyv}v}@bFNnJQVw0^~m@HV!&NwrbB^OcS$ z-6O6kGKH^FX3lu$9!nZqr;fLeZ-{eViF?je%@gxucx|OUFIc>=MLk!LN($OURVsQH zFM|3fjF(Ue7SK*Z27r_J0?`Jty&UK% z?lD|2$rNB{7?kT@@sF+7NxRq+xV<=5tM{^DOlfIH;dq_!e~*RTZryW-S?k1tgoH?W z$-OVThM7nn$ynWedxkeFCS^`d!eQQ_*;(avDVSp0K^WZl4eiDw?P(Q^Cw4G+2bq+J z&x_#|bWa6xgWd3nw)3cPa7AjQxlw1=U!RV$45P1h5&5*^R%y&^Xwdmx(4S-okU~eQ zr8ztfTmq|BgxlE8vF5ZMu260iQW&QPqQ;?ZpXrSD2~8)yU$lng7bf#(%+`Vvxl}Yu0y|Llc_OD{9#()DJ0vOt-L2muLVQ7h*Q|_{tE?zfkQ#PLQPzlPG90gz)<}U!bib?d5=fW?O1IYL zux&!_DMvk1p^tQP10Gd^*z+1Pg`F7CrgVTSNL^wBk0TsNN!**>DI2clKeO*QP!xD{ zIe<+hl2}y8j(^N@zpTj4r#dOXlcqE9rO=Hr!EGV4+dZaZ@YPFK(_?{EIDK{`q|&7=q)q?Xf>z zRYgrPFToSQD+RIXNb5n^^fO{LulZBD7_THFob9Q(KBSif9*?%Fs80GdHILl=bt~Ff zSBg)wee_mN?e!rBl?-Hvp61Wo-Wn{rcv&(_&P082orj{6n-%1lJ((P2HdQ^j4k}3X zbl~PR67j0-Au8EJZa4%C-b~8ZGxABA%EeG2tGvfD%bE3OJL4+&^5+g11{#zZuI0v@ zD|WnXWrPq<>O74JIe9_`I(00-!O7I{0EmlpYQe;0tneW_7={Fp2qFb zBiPv?gw>OznCE~5I6CTZJa8?oB5Ci>eLwhk5i4HrN{_~YqSB``Oubi1g5pc#&^mh# zgPLqi-Kfhx1L~kP77Aoos&2vk`_X@#TEq}#(?FE2`a^iyJ&9D4MjT;l1tJ)(PLVI3 zd(E7;7taQC$~lXk`|>wN>Zpks%KEj$>@oi z8b{JX??;94oI2ID){PMy<6t(D3A{l8H@1YF-i7F=V>k^FMTi z;GCog4fsRAo6OUr{@v{&@)2Vabdg|Rj*)qS1`LnIu+jfr(k4{hC#;J#mw4S3B3 z)Sg}0I1D%_#4~ZTg-CF#$xINxG8?DtCCoYEMI)mML>K1V8zL&6C({7EF3RbqmE*c9_X)Uda zxXdjs_#%36h%JzPblDLLhYul5b=ux7dP5~(Y{0#10}g;tPC@jCmJ(MfQy)Q3FoIbZ zQlCKGu&^aDc4012Q{l8L*73=Tc_-2TD&28X8`$xpkZK5^>t)DO2Mp3d?wTIl1Sd_N zYb^{=gFPU=^P&UIWre~?mxXVGt&=cmeUHC0*^-hzbQTrRoUrCOKlU-5AurMVvOFKTRitduu<;lT(gi*G0nDSiM?f0@}%!>On4^P(&3n3mWE~OnWoQu)M0b`7gb=4HL z-fv7DuIAmhQK9LrM{XYfMoO=*dlVDt%jqA>Im5hPXeZeB>zeCgjBQS(KQ@1HpU*W= z|Lx=}-+YYcuXs%~jK1BUc1b&8tBgP` zkpao3#gr6+%ej`$*#J%tYdL6$Nq6vra|xxHnOHQu#_omqQzJ_=o@PR~|3u!$>#e5c zPNsoHfYs*ZYk|9Ji*1Q^7bDns^cl&cRSY=?BxEy`N26Su&@g;1wTw{yLt&xrgpQd=bX@;1T2hOKEMeHQD3plSIpTPOk(1Fyx;ksMc2EsHv% zsY*k6_p)8YtW|yiv@=yEQN?ZTNMZ*lm_&TRnP!(_P(3jcBCY^mZ@*(WALIeCO0(~= zyWfg~6Wsccw#i6wzN(Vz7S_ucuo(Q)#~zf@LMjbJ+U3nh@|qsEAsT=`MAmY;%ep@V z#tPgviYVLk^xPk3gMTZ$5E*&~5Kh>t=*-8Gy zJtxqayBMi+jQ5$Cj~DVBaQrjD<5b?9_Ex2JN%^u6?0;XL$r?;qjcPPBfPb{_+t&Iy z!cp4d3jW_HN$bTrOY2r*{e8DF6nvgP%vZ_F1b2@ly|{+1ts&#+&%a@q@LysW$8Ea@ ztr0hpgb>Y)Og1Nl*R@LxAo)*1J#;G_v&&^&eEd;MSQjQoA1FVA~pqz_aL8zHyDz&IxR|9>^Iw1p2i@}6RSA6 zA+Ar&n}x^)aa^QGEp<)BwD2}z+V@}4`RXdJA7{3e&Z7g-TOO#j#`6;m*hv(9>n#aU z39w%JdH#erEo`mR=?S*&LdP7_WLQV;a6nz7zhBgiU4-JbF3ROg(Qc!`7?(Shfy~Q6 zi2miOCqk0qETK^msdp99jY!5SCqT{{n_vhvf8B(jX@TBRl!Z8g>_Ab<`nK)hbdAZ` zk}vqevBU%`3tY>guX5l%P)In$j?6*NZ?x!3(}Rb6RSM{=3GZZuJzT9RxE49f}jH!5pesUwC8 ztxhvEvUyW|U|e{)uOX*h>sez7U6;zWahS=b&Ada@L#3=q}l0+Gae1O)}eLrPh(5Q;}^V0x0TSm8Cax4sR-ro%IPD!)We2X^M zo)Xa+YOGLOG-*n3#tS|`Xh&yip^Mk~(NJd-&k_Bxz=XWS-;1{08c%^+qvugMAu=^u z*m7A#DVt+IcsVn#EAfV~EMy(d+13(d++?ROsg$=i<*fD+2Wx~PV?mFg`hCDTl$akM zysRGS+mfV>l^q{l8htkUooiyS4I_WE>Zln1)W5DSaxo|fA_BHPWHwZ5_F3ZkFXuMt zYR1ED2C!k(bYz9G-6jJk9ch5EKlCTD1rAOMaBg`5c33JH4D0;nEoWCX#q7*X$<${U zKEE$k4RYG(dR8Ne0o1gccgLy!IYT#Khe_t0FUM9?EkH;fWGm=JVTvH+u-_KW^_VpE zfEO|${_Y6wpDCt&^QAdLC)W5r3?(cno%_t+UzRQLF_FEuN;?EcqpgLw2CM!{X`;_P>L%K!M4_HTid z7RRFWrAe0+0op_VStvGhx&z4NV%g>7Qh=>iV)h~`fw;}o4@;U@OsVu`F}u{*rs~e> z;qcf3W5YKa7>xw>Yebxlvkw&!Snwld^hxL){CMTCzrTx^;{!w4zxsR#dspR5Gsi%D zSwso_wzoIO!s>!H$~29=fp^|#H{?QdEaklp6kNk2mj!asNvV8O<3DVw$18rJY5HmD zBPxCGuG(Q)W^sVpZ@T0dmcqHx*k3%2)Y4+yvdiq>L6`xdb3KbRp@)9LsFXMAyhWS3U!f6UgpO ztaWKch+9$cQK5g9{;j^PY1dDhIe|OV%~Bx6_H#O z>|&mv{HXr3XeXwTgG<3b)7Qh^#A(<}+4`2@>X6c(_y(ZY)A;c1Ow0Spgf37hu1Y5k znf%#TTuZt;p&CW?lGJl-wF70G7Zp*fZkJkwOh8pKiv?jyy^IpA3^jqx{}SnM{>pX}h_$ z*`Y}XfXiJ0lYH@Fn$Zs~rOCAy)8@F4uFIu)HfAHD^zEAVY1HT2&fu%iqIIrsJ5_9m zf1JQe>Q#4Rg}}0BsKT&@KH#OS z?5ar2;1nzjT@L-mhQfvQS;|#kMe9DHNMPxTrRN7~y(0u))zHsKBXF%XwHl?l7!oJP z=gXkVyp{fA?%gEs$ehE!kC}mjr}TlPO8>_-MjMUnNe?0WkH}>wQDXo;G8Knj5G>cb z&cW+#5DiXevP9=dxOnfO+60%4=L)(9V*N8CTx6&Y-#E=Nv64PXvP4K1 z_?Kff+Z=atSi?*F8DLBDY%-nlgAb-)7H9&2GNXxOfD#f$5Pd+W7kL3x>$y>q;)5jf zoa59ck=_M|x772^9-f>Gg<*b>vc4mZ8Cn0Xj*iAFgeLWslU5*sw0i_+hb zq^iZwzF;4B(9o1Xsba8_bJ|frJDgdC{?&i^g zSP#1Mvt8?(v~vBrmsN zBRa$yrLzkCo40({uhl&GI=CdJH zGNvnJ(1pg#{fLd!F*6xrH7M6?uyhZ0Pwv1-WmMPgSiYMTIAoQ&8EadG=0`O5g zwW<|!$rYW!Lt7&3cPoOzbRh={Rd1)bh>kV_nfI41_8qW_cJcuk>gVBMD|MGb{{RS} z(YmhU00OLT+hq3#>f^pIjM{f#KNO!=j6hdhtX!$oWof>_LTJ8>U9Qy-kqrhDO)k9FCze8uLHF9v)~AT#w-JX znz9gxPVctKZI72a!U$5IlNaHxhu~36!FJ|umUzK~sL4BtAF;C=j=JLdgC2WB&D43V zKQdyTtHIlv)b;Z?7(yQB3Y!A3VLJdYqXJksl8#<`DU;{ZL>od79*+_ha`qBE2kLqZ zj==Zn__u>dWFPNirPtZRiuZ6}3!tmx zHNUwe7kVQ%8;vh`H&nBqh9U>IsU4u?!}5Rk06;<#qQE&KO`Bj53dZFmd19JNIvSUv z_L(kgux+e9mcJQJX3swL$6+(l{M>2{Q>;P08B6t$Z4T^DN?v}?^xDqv@~$2>ce5C} zJH3X!@={6Tw|-$AHti~0L0Y$KGj7clL161HYac%uZp)J*==2GnB>*X&=!kd}F)DZs zDG=sWr)n?6E4~RjjC?&DG1(8m?U>*v9AOC1gU@PNtHlL_=ticPfky=c;V{N!=NZJc zGijMpwmVc6qOi9xy2GFkNl%XfWAKNzOjTiTs^vbJlKm{H?v5{$KzX3I@KT6#RX`Gv z{%ISq@D*c+EyDh`WWh~I zjMwSmb_@u1lVLjDol6AArR7YXk-tFYD{)vwfZwyK#AT2?19TaJ+9`^h-dPv!(K8`X zs+&fl!+*~L#0WLn0cl3zj3H_V_Fo{ zgJjA!oo3YamWRRwPql7Q*itp6=hhSy>ls$5jVjf9mwYh2Z&js9EjB(5zn?26ImFI? z5VTO(CdvC7Osc@I*fSE`BzG{Gx`s{D-v^)vn=uR?$=(5TaUQY>xFmd1U9PKOpAGC0 zq1yvHy{GZN;!dq2!JHniLIKvF?N6ByIMwulML7tvBFe|$Yt=M{{5C$ z5=8yjxlCBp5G?GeV)u-sUN}_Ba{DiggaOYzfP&AjBbI=6ck%(Wr^ve@o2&Ui;sG&l z<1^nf?(>I7xc1JHa^dn1UY~<=vLs)jrg0mG7y_=iX+v&|} z!vVSazicL*?+Pqo0nEOM{{cxrw!ihx-y@JT;(ugO7m+qX4k5^8tS@%q!>ei5yU1<; z00FU<>c(&M9*8RfpO@SJmILvp`n{_!BAxML|9HX0RfWNO*mV@xA>Zt?acu9Bl(XNetcc`ut}CZG zRd?Ii@ZrJQ^OALKF}WW9qt(ide(b4pBP>=$_=PCNXT`Qm2`y&G(`1 ziuw$9Nw(U_dwYLaSm}}*9rYy~_$DIsHvv1m31#)j${-I7Tnb?J5!w2#u);+7bNJfb zk?&!q;-rKqAES=#cSbaUT3vSzF3(kQH-|%vRJPz!I={r~St8ZNZfqw$1qRF3U<~MF z7SJc@@qy6Q@+~NI*IQCtFQZe2`bfY2WM8Anus(A6UQsr+jNJe+@vGl_^#A9{{ZI9U z{(ISq4$1t1c3W^;-&-GK#y#x|+CMgBTI~X~E$|TaB^mkp-#tzBXFZ2eGW?%SVXIk% z38@4$v>M4*IqaW?0xq8e*wU9X|0Tugks&$>oxYRg+n`mJ#b(;zHN}ggku9?N6SxL) zWWvUpV1mzwa!ctYAj!StWL&m%;`|n!&?W{h=mXN3%ymEtyrZL3$M;A| zOKypt3~o_xu8Y2>aN@zY{BSPq67vbwY2)FFQt#f?r)fon>KWOm51Sh&=1m^$^hLB6 z*h_K^%9k|s)ms@g1itC^Nu|ed?;W_ELv%Qz_$P@+nmxWmCLi<1LxV=1P~lJxfIHOG z4Qzy*^I?vtw=TX|Gotq45#RnnakaV$qbEOn@gutFIU6#*k6bqf0uwPl z0x&~qH9}C!-P*uCcMV=*DZfat?JPp|qmlV}RBmgu`s&{Ej4@As>^78wi8-!=W&8eT+;%;Qu|DdMQN;`uHPS~O{ z0ZMhPUilQD3|om411VeEZ^;RdnZRm)7qqUmP|j$|v@S7nX%G1_f$JB0LW9Mu`)!gF z7*JsI6xR}|#^wU4Ox)Hr7ce>p-DZy;;cr3}o6l#XkJCRIJpuf)Zbn@(qjPYy3S0#% zuFcS7_uH=Tp`eV|1Xr>hW6nZ@7iJu2kgDR@m|1=v8~a@U-{4ujRMPH)nysBoth(ss zpn(b*mgAKE^^q;nDS?#jWyk#K{XR&C*z(oHj?MKU;rG9AsYo9q>hnVdJ&uq5HT%FJ zV)TI+mQ*9YdbRs((s7;2`?!L?TTWCo`_J)DrG9tfdO`!?vKpnak8JN31Y4HBXJ4Wz zsCJ>E=+iZ)L)(${hI*e@V`jH#p;aMYxg@sCBCdI`#FRpb&!(ASwlMTU03S4G(;Hq8 z`#ow9>Jvo7z?h3$*WBu!_!Hb(Y`O8ki2K+=0^^!-G>%SbzKZ%nPnc+GUP=BYSoj&R zOy@J({4WbL>c-b|hps*xa~2Ly2H}G*9#W=$t6R1agD|JfZn6|`Uq8^iW&+3LqmX~%t3U9gPTMd9lR`s-jPo+P zNIc!`Zqv4=O;!YCjH5rNE-K_2^08w7@rIS#obbhtYp2P*2{NM&1BT&e6E*B9i z6qnF8zJVj}ckUtg0vcxU(T!Ti%w|w|SKwwPdT?>E2sO=M#b~jVu-fZE^4i=XQ*B|0 z-YZW{zRzEgd7p6o<*bT=b`>FY!9F*}y`|$+4L*jT0lfAUQPS-671OcL9dVviNVt3v zuC1Kr<5IBPY9S0BuHd%TZ5mNiU&#r_x}Leojr?v9l^jVjZ)a`V$ulh*P30Zs(e5`h zD1AghGE7ZQ>b@AOSRAC$rpvbuPq^P(lpfv|FexRL_-cy%s5nUAU#a`B+ec*NC{0&~ zmLa=pau#n(pGJa-P@ec;h#HIYM68SnHE61k9W?ny)$#}aAQfV+i5(2``~Tv|UtX@@ zk~{Wcm(Fea(+n#BD$gVkUApt8%o^o*g}OcDy{O%)u9F3?64iv&Z*D>^zkWcSQZYFm z5%t4-5h0_2%1>R4v3|fb>?M?R-~LT##Dvrmq^T2Dx`7UJQ^DqN?yi?9ZtgLCZjLH* zL~46olY1$|WrNFDliR`_tOqOz5Sdv+X13V_b0f@LgkSpQgu2MW0Ik zXPN~?X{GGt?Gm5zH2M=R2ySKJ zL}*v;rR`3N^kk%osJ{o1zV!5Tcq>u}^E7YuMT#{{$L*Ur9LPS~Q<{2@;kaB{K2=Mfo-$}MyQ z<=n(RT7s}S^+7AZL$Z?ZY1te zJ+CJGK^QcXRwY{&e>knjObUX7%R5#R#EN9H=OU-$@}=jzcB**w6fnx0dn## z_Y$5Nu3}a)&kDfw5KOoL5Q*w>I*s~tE|9L=Ngs4Q<=-8IJN6`7)L+pHZi!S6Yfui{ z?H(B#<#+5ZR|xajk}HR*-FaomtHd^P5b&=NE$`@Xztj321v+`{+U?<8Ep%)?d)S~{ zX;GefNB8v$1zj_<@))8TcIEgVd;t60>CPe-&heR3RTf5{S)eTHB!}{cCqF|=dm zB&#$GT`zNBzl0b&QBL9rMSFoH7&$H9#Z{bPlXJi%w`odj7kKfHcn5A06wAjmA{@Vu z%kbmdV}xMuE&4>MVaFPpwJp>H#w}y?wn*0l;xi=>Z*CQ-{~a-9Bb2xUNDc}Rz!Mqt zKyC{`li41M_|!A#ePkDb9kPvZGU*OoVF(2QI=fgP%6t@7V5f)UeU z{+V^-8cm!ZIKqVs;x|7G%3a8$zIZB;Kc<~Xk{`Y)=BB^Mo^Jyd4 z^)+=F4Dw{O>zC}NXk!<%|C2M4^F^LQj_P|&GsVrf{sAA;5R8~T`b5)d8T)?n8OpMZ zfsv;v@hrqeE2>Z>J3he71)A=il>YD4+=s&~9M)RBd;8DCN9|bCemS>_3=Vq8lO%GQ zI$jtnmJUT-VB$-?|k|2VI>{kYUoRoW{uBM9T`~(xp9rO-MApw?zgX~R`<8?rN=SGGFJP) z%Q*tPEdykb;fA-w{=M5Gt?Ma?+eUC=qm?%PeQGl59${ceGO){>62KuEbJhNobDZyKGel-DE z{G9aZDV%=~+12r`?vu>9R9pXvb$EL0!Zl4tzt&W4Z~S?}$?;i}C6AEa`{(26{njt< zCGV&C3!8KR2yGP)vf1|z3sMfvp7>1gmkE73WAV{ed4l;uK)5qx)5Q{ex03}gAkob~ zar3LY#)^)`->58Ftm%z6ziV^))mo0>`Fjy=#rg^>PRwNC2^(Xe(T1d*OO*|ohPTM_ z>tiB3Z)s2PLd)Mj}fxCF*HE6aY0qu+e9s z!zaD`W&~|$wk-<#raa4`2rb&~k@n}%T(j|YtNsTbiQ&OzeJ)N$ENs#ply?%kz~@Oa zx7^I9ge-71cz8!^n%ur(u-x_yWnPAD%AcJn_?ci{-+@b^q_M@Yt`-Mn)kUb9MM~?L zR~-CX{%JkBf^)UlGu(U0(!$aY>wnUh8nwA~E3|e5k7I6|XRFVC2S=>H&Fz}HMA=0W zJ@p&htHm6$4GsxYwz>CzS(I^$y>}t}5^U+Qcc7G5OW(kFY`yU8Is)8BR7HWfloDhw zK0Va=9-6ONW|hC>Im}qlc=fzY@y;;t6tiE>l7jNYxpcRwFzYjHmRb)#_-K&nd461+-{be=ICd7&w?@a#W zY(rhhL;dkjDSS$8;%&8n)%PgbcHxNXo02oGQ*b7ovr$1uasA-OI{hpGsy95~q}|{5 z$V40i=2H&_()1lPe;P6L$&Jc8kmAQ=K~({pT{;K)?JwRuBD3k!G_-ap>Q6`C!wm%3 zyX#TrT3S4Lr-3^p&s%=z=Y!tU$+Uy|NSzMRt{_C5?JPfw$!)IU8e4`^&Y0jOx+^&l}A_8yg<Rh|w6nFQ{wJQY_nWb{LUGM+pi=ocJLT#QaKyc%W`qFW9*{p zPfZJM*G~pXol)vPr1gGa!2TH-=&+6Q#MW>*#h`5?% zCz|rTUMQ@wpI*I}3uo@08T;|=<=lV<({g;xFR2j@|DTRe_P*ey<`SXb!n`-uRm%e_ zq<&>Dt6YC*gS)JJ{)r1%l%ZcHk6j5%l>G;7;3PUP%>DR_^}7~#8J>xbRG=c}znnXa zy-J-do7nQCJUfQy6GEBVWE2T@4TUOx?3~)(iF1!nA130WnHjT3nY8b2-KdwK@Ajnb z5Alz2!c{@Lx_{t39!AQq?dFAWPPo=hQ$${mBMshKKtkO9V>?TK(d5T*fzEEa)|5R* zEQ?PB3yn{m$_U5p3MD{F;qS9A`}wVksl*jxCmKCi1J1r8?d7HJC7f+3<}ISjcP21d z9l01LuE?J_Jr4glH@lQ8U#C8A%bYuvsIyUM{r+bF{;=6K$ z5nZec(X-A_TYYIvt75)S5|O=UdG=@BGKRlJ-Q%gpKDrnXM47q)1^4Zb_E*}}K^{ol zxp51*vk`1vM$BhBPwII6Mt3*td?h{1=%x?f8NDd!;}TST=<*WCN!itq--#q%4uq$>>dM&$gS|GQy-^xT~Z0ilap+weVb9 z^_HrhTjctYXvE$S*toD4B>Yv+L)5+i8xgb#hIAf}0O*^J!anvmOgS-QmR7_ZS)PO& zNz)>8KmZO{fSPiR-8(hgDYxdfIUV??`5?XYnEd#DX|T$P$V&Cs$sCh%xR|0ZBmx~s zg7SM@F6;?=&5qXJX=lC~YM@?sZh&zxlsecf(Wt;yUlAqC|2+5r6E$A?m{G)=ke$P* zOU7>8i~T>wOVM)t2OQSWtW)jEydp~8EWY>ID9-BM4%?Xru)*CwHn{`}Ruw85uP}WINXS%v2tpFS-XkTpw3O zuMV=O1df;<$0_8tK1QtPhxTD`DQ851F@Iid1*E{ZG;IiF4c-eZ5oZv0^F_8b5u4Zbw0t48ojbIPlo=guKWR2ohP=V zmvNw9`618;>>)dN^(9`3a(h?rH>ko?e(=7qrz`g?n~u@T8*<}b@-R=bZYC`fZ7&Zv ztfZ>_;I#5ZZAd?u$8x;`_T#KR8Bc|K|D#FQ}yA&pzj!6^$ki>xYlE)RdaqT@h z*f2hn{*9^PWa7|X#EMNEUqDnp+;L~E`0m{a@>SP%&XiBJ%e$R_1`=H0KOra@m^%(g ze;=j4o0)AHO=;mb{Vx-uR+sA1@I1x<02TX$CdBl_lS~{0wB4=+0bE&3K-Fj`8#gl* z5U@)d|D8%1hMC>a^p62|kg{buzDeP_MuV|MoZ7^PANslIAhlEvdiC8i1&|ba2>*AU z))9Go1`VZS3KvFW$jELv97qB?_f_$a0WXDNvm+8_ef7Xnu-Hs^_(_Y&|56%&B|o>K z*GD3U=?>ln|P_ui~uv2k1+aB_AgyVe#NuiVe zCt;=_q>G2+EVxq)5bZSsn69QH`MY8?A+xbmR6`!DIxlrtc&|eCj3zP58I`9Bb1z06 zQEAay@0MMgq3)&~@28i&sWJ+)lbIy3g5ejWX$Xs~cN6 zn4QN%tnGMtem4h!(-Rrnn&8AaB$`D>m4AId^C_SVR8f~xM#<+-7%Ug)YutY`rSUfs z{n<(C_BVRMF|DiVEj%s{4-ye>C*Q7Fb4xw?!@ z(9V&1!UxMLG^90i1xu9;U_pCgYgWe@ofK!d=u@yYylOfb1oVyz^>s}PyrM;WfV+|% zu7OBU%&E=7NM}vZ4^@J*Hw8*;p661ll@R-2y zZ`=b5nLkO@eTPH|?T53!}U3}N% z;Cm#?UbDbwxAh}yL6yTK8K|joOqj+?SQ-v3#nP6$ITTorX4z1aj!Jm$Y%f5A1pH3L(Qm`;v;S@dKyH z1yJRg8!-I;^$r+0Pu!n}$j1N}AP$fraZC4F?DMotksKe%d`ciR3l&Ewn#B(Twzy-i z~bc2V3|W4dDE1AH;=5^VI1m z%Rt}8dG%K3kL~%L@@}Y%8f8n#eNY#+XOz{uj)z|ESJvF#+dYaGNm)wxii`oGjcc0t zA-x20il(cHQwF~&xKE_PngAqt#il+^2p-*!+ycl5Qa9w!;6s zKPQ0Q@CH}+0j6!H`0z|4$XxsO_9p^I%{E$QfSas9Xd*rO*s^D)ZUZc~96K56%t|0g zTG5DpQsY|*BU(!Lsx;Ye=^=2<&sWZA{qSZ9rR((r^=^FA>@rg*0M8e5G&>q2rU-+M zGICA63I-Clpl{?Yn})P+r3PuV#9_hQL8S~qY6TrL_(iJFcv0!glJ)%TKtmqNg1NaO ze4mu3=EU_~foqJ%qk$nJ4xz27-edY(EPC*5el(%WO-eDlB9>_4#QmOg!t_KCPA}dT z)Adve?Hc>ivM#OOxu5jl%+_OkF8mAd(s%^G#^*XzF|)<1-m>Y*zz4DdZyq3_Zw#Zf z)Ilm(;Zepw(_X3w%H}HUZ0*dhZdc=He>e&dH+U;wHA%_k!a_ZChbd*5bJ(6Dar-~d%MdC@f>D99)rE!6rpCt45AX}_pR5Kyvyl0pJ4SuR~Az!QR& z3ko5T+3`Qv5^a_bnvlb$xbe$G`{BX|@O@i)?r=5ufF2lq^Tsjhl^6OzrqU)|+r0EG zqrmDk>tbzDy2h%A$K7S42F@%PlDwfOAOF_&HlJV@n?t5$Xpflo?nV*Oi+RnM!Vb5C z!4^-q@?=3W3_8Yy#41HS=iwjMLZQv3k7UpukkxavAWWcA1ZzBG{>JLW?oxew3k&sC zcWq*y`s(uflFtyw(BZ};4f?~J9!I~`nDdCjc{;(#>;g)^W}X?VKT94t9Ih!B7K4*0 zaAfU{SYPvBA3x~&5Dx1xBb@-Qc|dcvMyom)_Mw?BdfDapEN=3veNVCn?-#>$15OIa zi%{);XUy)ywj+wnbemvaV#ub4b@32}g{i@tb`(#PEb_6ah9I(;+^nvdNbw0#@-|IK z%O<|J{~t07i>ejns25~|P#af7m50qBPG+xQq5#;QnkP1pP(EdB$j>iruwM72skA|X z!_0WRB$lCL^Q+7hmsJbkvQ>aqch^I__8!R9 z(9K1t0?Xx%l$>jHUr5UTa>2We!IE+}UF6+D>uK7Kn3}s_es5sD9;l}6YA+%{#SEeY z>rqbKHn2G(u1M{N4{8vn$gtvw0Ok@V#N@iSn-0cI)$N zUOFdFMe!G-(CW4`!UHIZvW8cS5CEiR!c6CSwb+N|S zRgU61o_pZCvRxrF?xDpf$0OsEGx>040qx!v^2XJORJOJ3H)Ab}x}iv-0M~z>EfjL= z3D`a#HRV9=Vw*V;{nccj7?6J0Im~jRwjqM8m$umk1tT6%9k)%60NR79X#R~}7XfT^ zXSeQxGb|9+7*xma)aViD1Yefs_mB5OBEVa;{6pyrC3!}ioP%%KJQ=fXJJnKe3mq93 zaReDs2C{Q-G5XOK#+SC0+i;hN%97J;#f608VcN&A@@d=eIHG*>Ywv0C%y* zp&*If4S-)WFtzMhiV~h)hn%_UqVm{}Kv8k|oC|3k!%)RJ#d+=;1#QXXoE0c7QBu*n zyxmN)nk3aPqk$jS*J(UewHdl#Dy@~36twb&1Kt!VpNaMWY+)Fw z&%VWefGRy{E}u!Kj0wvRcVkLKE*MmskSaG6VAbA^(!5Q4D-xNuSfb`QDffD~J(BoV z-p!^v#Ye`xy7nDfgtK`?3;JzFuhrYP%imL&m9g}^Y#BNy?7sYk3hcS)&doMoV?=-U zH~D@bO>0;19MOC4=iC?C4E+?=H){Kd&RcY&VHe+=X5Rfd6tcDq={L{8$9*irf!GIP z;7-6^zj0l~RSs1bIU!mKq*X|W3{WX_9%Cw51NbL$_{Ilc+Xk`8-7`|IEBQy z)21rAcEXi_Q(v>Pt$$Qk=JS za5bpdkbPu}yPX-u$RJ%K66oE>Q8W+wnb~mmO+6W%$#ryzTp;W|W- zX@m9J+F3V#gRb=#HUR{JGXptE$>*h84Zz=oDp)f6y=_}8ILpu*4RZpjDg;VD(49OuE_6qVzbe7ff24; zTSDYOs*}BKSwz#g1gnbsVfq8n6z~3~XmnFZz{ehx+8Zg(#WjGA%;UPOLSA&emj(xG zovRR0>B1k7o3kRYP2(ksP)1Jy1uSkG8{fqL4^YJ+U;jl|7zkzH2RmDB7f{BYEPY7Nd{m`D0t9x2gUlBo8kw?QG-Ct zp{)YNdD7WrbFopprq3hB$3hm@JcpmK2w6afX)_*Cvl?}(;@-I$sJ zcI3px>Xm<#oQN<{W^$ttJWc9=U6JZ2Dl+|5OPW{$_jCf0Y?$23E*zdQQtZd6N%zT> z=I+fBi1Bfuj}QaiOD=GQPYVRrr^zs?Wu9}PBgwXiI;ssFo5^@gNuX@pjIT?cGK#!y z{{A-Ek)%(+Y(Am!xroY9G@Dc_!XcNHL1391)$IUIkT-mx3Ac%#oS_5?aSTHmTemn*b$tW zs)dPIySupZ4NW|j42`lirpYM9n~dIf5ses3RxR{=h}H)(`d`J5a(SVSGb%rp*MI{cfH5#I#|@tY;Jtr%g9oqHVknB>hWN z?&ftS^W%Q)FzZukQpB@*Xt+=8J)S|1QPc%M5Hq=dC3X||&8goW6EyU}p;xrV!Rnq8 zk)2)rdTkCm%1alip1rp_sioC#vplzaI;f-Qv-gH@JhsxoM61C&1Ww5x?+rI>oa1yC zWJ8#fJ=SQqst>7+J3~>wXJUF$Y9gnmn4uy{xd6S|$q-dk9dUvh)mn8#9LJGe#5OUz zkDjajaaM&1A9QyTLBYAJ~^%BXUS2u_0=O$!s zs7?T+c<7)VmRF4#qB-_$c8idTDNQ}|Sd*%*&9aP>@3q$o>nW)b;Sk^rN0S?$^vp4#o zJ&n8Kj6eA+Jffjs8(tB_7DlS}X*&A%2^*do|EF3pD>@T>(g#>VgI|c%^(XT*0G%d^ zy90HroBRVb$?-G8{0{y8vYvZqwk%H{`;gh zv+)es!U3SYnH~}|LY!$#S9$5*TSA@>5z(%u1gDMdC96ZC| z%xNWJ6PJCM@NT&1m6 zCp|f|smOd<@!OQKZ$HOE=3@ArJ^p8#vdL>d%IDGC_U{Bhk;e0cw3d6_PdzFBKNzuH zHb9>n5pdI?TM)%u(m8sK5ximCxQGo#NW*lVt7_xY_y{uc50&?aa)un{6Am=Kpc2wg zey*kafQ@-UP03@g?6Q6QsqApaUi32RFO^I&MM87Pt8M;al|cvz*uB$y{BQ8=pmGls zooZKh(pt4FsrF_?_-om1%Mk(|84Q+mYs>;@yk^?nZ^`km5si z>i#jPyZ;G*R$JdxVpy*$P>p8kQ}TZd=wx1Y;;Ui% zxVT`wOJOT7xR9ziTHbT&xZkbL7JW(S?729asy6MIzj_zqRxLY$|2&xzQf%t44Ziib zTPL(A9~?>Yr(v7tEEuZEAhYbI%wDvS6GlM}{K0qkN@QH(uVQ>Vtxzr~>5o+rmf#iz z8F06*fdE71V!QmiRdceYBkR%t9##wCHwHHw;qslJ*BMGGv?S90U2UwfLspxkK;bWo zkF(?hWF8XhtriomT$}8PA5EEmP;bo`X=zb#X?H;~EA5EAX=Qh)IKSZByGb8jUcnE| zn}ba0P&cv}E(_EfslOa}+xi}^H@u{k0x};Z7gsNupX0y11kB9 zR~q=Lb=5xV(}$dwH;GLzV@yIwr$;811|v(rgu5Xddz!N-O`H6by>m}D=tBw~536_# zoHk#cEy#Im@LPL!vnB&A61QuSw9e@a`)qyG}9tN@Z}tyY@LYIQH0 znI0&JQE<~}T&sR)6>9(C>l zTZ2wW_e#qX$)6_)Wa5t?k6+mig6QQbpaFV-mMd|RZm_*))?$%eG_1r@_)-<=g_Eb= zS_BYp%*@qgl9P`jGPrcU*MNdHr0-a;=()X-CBzl~Yk7wL0Ork8SY4VC^RGF|9WVF5 zXLe=+0hnRU2~iUB6Kr3wv{N=uavQ*2!quVS$TTv0lwl|{G%m^Xm)Iu(x}Amg)NAgOp*%#U zo$N(>LXq4&7#xDsRQpH&dd75>)CHRr$uw4Lg8<1K+CA&>LKF;98A72Oe3T>4Y@ag4 zl7?_h6?*mP!k7+ksT>0osD5B^%518NB}h>NX5Z%bU6jN(#}8)v7?8ahMT4tVbXbkM zYQ&X#0KCMgu(a`-$BUIO?N$ooS|9NGV6#h(c@Em@fzR|N>5~eMo9dSJ_6n`E zN*`=?;$boNY!6?!dWV=WnI7Ybu|71V*K>fN*ey|r!^J1fA+`QE(RyZ4P=FOg^#~W0=yM;6xB;5rL9< zJ|yO;r_r>0Tc?D$FjG89Kb?b3lA|u_aHn@6+=&f&F`3LZnBb&c3AZ&)HK2adZee-l zil^B;17V89dV1^eqoWyA#_+v^udD9NsCq-Ie?p@=B{IGL9{L&5D-?|nKdAiuAOSvb zRY{`LdT2ZXgmo|;9}3Y4?gzX;kh6vs&uVgY$(Ll4Lh#T_jnWA=X|b$#Y8c1|PkQ%>lHe6QxQ4h=8tlX!86a^P@+OmKKMv4g_cvC}>M%;E^MLa*{Q}r}#^8 z{)FyFr6*qNmey9E?J=(y#3mwkUU@M6R5F(XiDZ#d&eAN}31*rV7J=iwBx$^Rodm~+ z9+R?G0)^W8u0mJM71NAF7F?NzXvWrxV-|3JKth%JX?_usOiyqsIZ3t)X((j|A4Sf~ zR@HZ=WEyQY?z5dw&FHUY@(`j0N44^<8AW=!>~d9I4gSy|rK0UT=}{Lu$`Vg1Sq6Rz z`3ksXyzg@w=9HuFERSlAvQ7EM5px!c zSqp=t!15v^aB~!ffHo7J0M8`znf%MUGVJZpdBg_+dQ5G0XaXzjXXH{!T6S0enqGKZ zP93BhJlCbhmtQN7hgSzJyYgp1_HRFQ-&Y;m4ztdUX=wF~S@zf4wrK9NmsCULOcE%Y zcHD-!b1g;`HM17FC=CuPZ#*~i^C7R+%}|EBEQ7sy5J`K{lo**J`B2BYsm|4A7AWQz z6=h>7BzxlAUo+nd7q@`Tzy~+N<2bo;4-zoc><~mIUQG&mvo4l1<92_^{Hdk;5v|T4 zC55x}H%bP=;_gT}1$ViFx zsV8=02}}MPwGFzH`W^7XYOjf^eRicC79R7+Hbw9L@vvrunp_6;qrdC)ttUR__`wj2 zgQO?(X4u<(YtE!TkyRFp{*gzuEXnLwHw*z}5{@~pH@xfbWDGC-*8&EB=N6!Zr;~lP z3!u2tj+H7?52tM{D@S_~pOhwDbITKd9Pch^jc9y{#Ti!jbw9v@m2*$URxB;pv}~st zc^(Atag+n{=^i)9yo`d*$hp~|<$@Za!!ZQ&1K214oU!4aztociA=tw`=4O>8Ry#ih z5q<$eU4S1l`o2EQ{Xv2vuUrCRV!_Oss`0`AtIC? z?eA-ohe)bdEuPf^u0h{eGytQo5R6f(BItaR#3Z2QN#83t4KUv4A~(;hH%=2i-VAue zB$1=Cow^j^DJ^n_``5(R4{}~zS2=A~UWplAngaV-U7uWxKQ&NB6w){~K#mRitSwSU zyrasT3gds971qJd2dx){+Z6^J{XSo*m=r9l^YVB(ZJF!lGVYWi!9U<=1hs$?CNW++!yS|s%MzMylXcNAMqG4{86jGXSv8bURX&K|q5j4tk$K2!HhZYSgI*mPC+GMQ1(rkd{y z0gQo&bUJq6%`lE=h4oCzAnQ#R5q>1J(Ef(CIUFCAn0;Q#ijeCdiapH~$- zi!;=Z5}Bm-r1Bb)cBySy{zqtOQ=BB0eue1`?&H=I2?k8<_!|rDh&J%OtoEAL$Ng13 z3oOJ}aA9E!war&x@CwfXTRR~YCyyBNy_SI*e{w*}aUS4o%3txMNb#&-6;wP&JEik^ zeA)eZ^}gMiwA#ErMdEb{`&5}D!SYR=@5h84SF3-TawKsw7~@?R37WR25e4pfCobym z5=b@FzAxeVm`x?|6tU5UKMHL}5u<`41yO%f#d}Z!{Z0b`;(RB)meY|+$f9o}Od+9k zA-VuZo|H4I(L!w>F^LShD#f3ct#u#E0nju697GYU^`g@Tzk4 z{#8R^i}mBbtG^XBDwAacTRU&W%-R>DgBc+FNr)nXV5tK^gvg}r1d#e=AT9zW3WR;uAWH%l2< z8g>7%D)W+1vN+^sDvr8>1bODpvR(V1X$;{5J`F?R{u0_}mhD}1x>Dp;mv_$P(2V$A zQ*I$GLXN->&)cm6{BTp4kYdzM;M0V1d;UX_3i|E&!TKMm8lS;`WT$^7Z?{_B#W5tZ zgBBbGY(ZNB#z0BL3onr8=~hS+W?x9RNZlH@ko|I_#F&-ZR7=aIfiglD4URi<>jxOn@Zsm}HPlbRzr`)%+v$aH0 zLMsph)D-4%mg%Fq|5bQP+!{4I6fj=b^QBYVp&4aT4n@y#?4Sscn53U_N?}`Mf4d*9`B;IC+R0h>EViz!?}}CpH{g3 zFkeWF*`KfVYWdq>uX|C!SQ^Ld_wdJ!LzIf#ojQ%&zAEyPW*JvFC6(c_SDGFgy4{zg zw;0=#peIhXm%h=5$qT;=YocQe4;*umMlw5Pd7jW^RC2s#yK)-KK(q(U`mg+5w&T-Y ztc%xH%?0}u;&z5q)r^#|Yt(h}dTdQoHS_8k$X@OV6 z8?761F)AJpZ)3?WC~!Aen{(utjey$HEaFB|XF)PKkTlp@kIjWQ($oFJW54B8qZA)n zj2{t;n`F&tSot{V0jI}U)&e_~%y)r(Y6nB&-+pWR1*=c6hnyF1{B);c5O~;Ve(UpZ zer4wQi`zgBXa%GH?YyRcrQAf=9%!CpB?VXX)kV8X5zW&aww}h51>tV{kR3pr0eeqj z%bgTqB2w8j@ssV$$b1W-&sAQO!P4D(`{(FGGf<-ODQ7h^36z;;l9ADaC%AoebE1&N z*C!^;jAeSTs?Y>TTGl=L9)AQv_L0BYHk>H9(9BC!EZ;AUAJs}>W!yuL<>`<6Hl-cA z<97)W%kAo+7qhWqN?grc?-$cg9nS~2QyR!bqbWYr9wD%bI%NKxX*ue20`c)}@v^8D z%rOt>=`w)9Dc@{xetC}mI3Qi;4>xmgCKo0p;5X%iw81qWb?u|J)~k{Vib_3#5O6+= zv|1?dOk)g2J@{^Hida$nOp2Fu^b^I`y$+AXma`jX)vV?~pQ!TMHfeD`i+N;Xm{)*l zP=tcv2vsx{#`PQ>uEQ4DJ}-j6ck&?bRGY2=QWTFfRfuRL$U2j}{2wanIAIpVMEVHh> zgu=03iA^u+k#2n_HeEnt+nDbG=Q>FHcCf!)X|!}X422J#eR}fo+q?twBkkAcEgqu8 zIr)Nc4^2dne|ETqiGcq+wrN&5vm~z~d)z7DC7PhydA;WBBTug|<&8Iz)^2_QP{WBF zBgMk!fWl#w9R7WK{Rg%@h9=rEeN^WlYD%Hr0?*K$%aPR9(6gdJ?zuN_j;=&cQyZs~ z7sS=UTssfW`NY91-5cVZPBw`ihjzH5Hwp94m3K-Phn;zlu7eTbE0$lpq})xBwd&px zq}>jNE;ul`u*VL90-~0eo7q`8z^Stj@N-;%PQd^^#T`c68fv{vzZ}fwM&aX>=Xsa5 zyOmqniM*;{0`z6}3}Claq}6cSy-@$-XVWzg{fn4Y^`CSI?Fq_rydZt8yJX|eBXwI8 z>T?O-u6)0hpnFB$yy@E|$c7!uA;azsiXOLINwQ?NgKDWt3Ob-p)keR9Kp|hJeH~>^ z8ha~u6awsq_m{!z{>ouX@)HIfBzHp@hKphv$cUUWuyT@<2eV_);lh@`31>9$ zo{&Du&GLiSwJ9;xN3oYaup@K5-w;)>kgwE1ijcnaZxVxO)g{m3(wP?{k&w{RjorzLgjM!}MtLsdeBDCI@; zI~(B!>*a2UlE$Cvr!G5kConnZMKlV9sW9J?5~ZK`WDfE!;zXt82l`P*d=s=1*<%c_ z5!JS5ahqXLE@RxciSzj;Oo6n~Dvjz$Gr%NgFOb6#_uxwUIkd2(ji($UQ&%0m*Jpdj==^nF_letq`9_HCdouWY&d(A7fNq#B0$e4=+fCqHrV_`<)H?d zPiywbWQSN}@O&H#R0wc%`>mgW!P^$4Azm>npSXd~4G89gAKoMU#ZlhAh<)SeAk!w< z&bJlX-91bF#Qu==k~gDEYq9~_*fzOowe3fQhB^;LUhTORT99+z#;S)JWsoXJK1u1Pq?EXO562 zC#>ewFJ5UM9_Jd?#Wgx)B*WPS(UMg9%y+VvR&-@_rvP9XD&e1KlFMS?m6E0$uppYW zmnHvME!BJ&`MkVVk!m}sME;n)l*PYF2O2G_M*j?almDAVygV%5CebH-fNh7?5!T6{50w5yV=xz$)n-dN#7nI3wp%1* zU?}p(cen`hADN?1!m?i_*)*)gQ+cB3{3%C71D?|ZCDif?9K)H*RGhXc@c8A``$hk3 z$`1_)S(e3JzneRrKk= z_N~#A&xrvk^%06igd~>fuk;)Wm_yHgWRj3+g85$lnl0otGzjjq&cs5>%hwKW!yBqg zKnftg)lR?^q7Z!^R0++=Q)5>+lnGN}e4At%$(N5ght6x}$N#qb=?8T(GIH+rpX6z%(`);y78W84s8XL{NuCVo9$w^wHfG(&m$;MQF3nO^2=S)G7&BM-oB zhmE4lMD^tKR^PQ@qOCdB0keIplT^oTWp9m^nygJr_Dq7T{b`biNgDM4(2@6;cw-8i zPRe}}j*iMT%q1gGu_<@n9$2W-o{LeK_#cC%+4=*)6#UO=>h;Mi@dHzqPc)~xm!TFh zh-15GFVF+#j8}i18JCZ3qfN*LQ)cp^X{|eB_n)gEM1NjE+*U=lo(89ufTd3WY`!*K zlYLh=8kAA{;7Pf-dv1*d*_a+7OqmSN|E;||3mhdEJN(pxu~)MDdiF`Nk^_YIy-{~pO;c2_AWi(#e| zjSL(!d7G$WKEgJ8^*gFc(c9_ng|89vdN)}${D8p(TD&i+Wg}Imgy1mQ$=URSt8|$9%cH-;&2Y*@vp@*j-arPZeo^2-raI77HY*? z%%VKLf1%;NnCaVRpUT=50H#(QZuw0Q$NeM?Z7+w_$U{}~;ERCtZ30cAzFkz%>|tr0 zGL+Ib*cTB&(tZKq4VC(?FnJ1T%X*Vubw5^gtN^r_%D2v+XQ%i_%WikB0@mZD#7Ynvf7T{`VF^VP9Hqenwx?9M}6<7X{Giy$cor#siWp6q&2MG&**nhaN?e)U|jr z364vnM7ylHEr*e|_pk3SfS2jeID{JVEyZCdno?R~LA=D60g+fWX35~JeD1Dma_~VS z_F~2h|Hl$3>`0>DhG$gyxphfeDd=JV3wxKL}l8G$16>~K@@9@cr^+kWM(=wnL2BO$;*XhM99%}zlUHdx?*mA=#X zcrsR({QiPIsx<6`0ui#nC5DAiYD%mJH7)WSRU;0s=g!2ActR&F-GAFNG9Fru##1d7 zT8~fmDHOUp537R!1a!>#+|c83hYDV?Cx>>GJd-p_02%O}_TL;Y*>u>s_!1IO8-(2* z#rfOdm&Z;}i~a_)Y>v7M$THu?UYO*Q&#jjb|KeS`pXLju_ykr6yP{*_l0fjXw^iE- zqif>nbN}W5SD5Wl9B8~kahuP|HJw_Y-Z&Ly&hXVr>vy|sZ0<4XKx6HrBmW_g8#snM z+NAuQYnwr&d0(PUi(mOS+I;!Ay5Y6qT&R_!KeI}C6|(iqi=9)Gr6lZ>J^PB@2(6g1 zM=E(-r3ummuIE(Xf{$bzu}~L#uo_GdC#LQ26R~GkAbE;uqjOaf#)R1|IHJ()_tjJ@ zdl@ zkUf%UK8|hK*6uvn9~K|UTsza4+dtgUb@VPfN*;%13kqD(e<=-rjypY|RQG!PW|>|T zwrUwB+9SnlqBu#EDp}|GoEBAMspLfnfWi90inOehFOM%>_5yC5)s>+J;|UKhBQnmz zNI}siYei_1TKxo6$p8dgLN z_Q-*NAGz85^Kjk*_PJ@o&a7jSk87YZd<|`E=3hbYsI0H(STN9{E@JgW9R0}kE1R-Z z#zi>~bQ=Jj*$0QS-Bl5<34sCniB?m?Z-cS7v-vo?Kr&vt24^uP*S+%*bBKQl;^Vkk z@XD}!OQ-_`;M2pF4C6IS0`)(Zmj+^|Ak`|$neY+^?v4i=|1cDaNSKg*?@h_%FWmmW z^6x;8vvBgAZh(qH179j;5*2Hii|P@(_dZON5UBGH&nzgUv0@GYjaoRxWLxSSp>RFc z?r7H?sW);Z)@2HfekXfT|6LuJs$301dd6Y`4w-(^B#zmacutlENjN7~{whsELX#G$ z-0q3V5zBFVeY6oQ`$BW{tpKM94iCfTuJRE%rs%@_4Oqr4oDxKGf&QY0pS1C}j&?K1 zgSWN`@nym1M&*J4Otnljqc7GP+IlxNyMkaryLYa@DC&}5U+(l!%~cxsnUu&qYj$@&-k%aHUSHpbI1$w(!!z}8qaB{}#=k2rQDoNiwN_X(e(ZM`+L*^!pvwlG9ye z=xfI+&^uUE`4;aCplpVPx1B?Tcfa!4F?i5!mOB~=z1<^q_jX|#bw|T2OPbidMRi7p zN-3hEEnfIemp$zit2cdr`kJ5A$cKd^R2~RGl@{9^b%fEOgLOG-O$%IN)d4aT9xS@X zd)raDEw{o#!(x2s8HH|_k0n4YWYD(F|HBYMCfg*?SqPac$O0YS9$D)VSd>u8q{79_ zVzXKOm7Z#_d!~*h-%^t!`qbJK89ANh(k89ybz@P8C3#!c@|`zL4DEeOVqpbvt)G5! zNDg9lDv|Oon!iz_!^Jdi50Fx|7`A-4I`z6%EM7-`Y^Bpq%bI-0Z?a-f*DouJ@?K1j zUH=T5@hNflkLrRmk~Bn`x17fDfZn-{oQiW3X)o0Ln_$cujcGd^xG5H|uO4-tmfb!0 zCmNdCw|LKpz`3x z;T^6)D{~QeZUs(>5-X1M7$@0A?eb1L;qZWZ=pTmOm*CHOk$+As=sh>kx4m@sju19F zU_Oocct*IiWba=2bP)?sHV$;7YD4}VGH<&l75B{j^6Yv?DINK4ArGl6_nK-Akj{C1ES3Pctd-ai1TZa!1WZiJJ+AkK zRkFN!Q_=n@$|w(YqG(p90`ek{6Yay5V1g6>!y_A77&)yu(WG&1WAGf1zo4Z2 z(+}#{&!4CR{5U#)H1^Yp=8b4rK9=HTs)i^tM;neYb%hdP^aLyWQHiun?ZujC^XP`s57Oo!1VBi`?$>0Ki z(G^rS0uUf#X-}igOzcyfk$AGMQIe_MKVeMZ#?G~M{2eupZ}sEKrk9G;rrY1Fw5av()=e@7BJg)?*M@aY1PNu)ljua>lYg- zmn2`dOL>v^!-LQZj;IzualJzV6+^c*iJqTf6wR*}3^ss2o%feQucqP?($3>jn=z-g zc3D&lQLtqWho$a@p;WmHRLsksJPe>{DFXAYyWd%OU{3DQZV+UrL@SkJD=YokRg%3a zg4{y_7Id8~2tfIFMg1=KAi5wQfYJjh66lfp$((Sxq$#9Ib9&IRe57-lqni)&Ui6%U z*_#}q0iOm>U!sTO(_30zDrl*m;eDRZ*uzdOPrQhr;Kg2__TI-w8TQ{im~P5!M~Os0 z5Z*9PS=H{bo?Afz)Qn#xHwbtZF8+rirthD;^g}p;8MiMc1TY5JWcc#f;$zBilhmcj zkJbkgR3&jkC$kZRUAe;dLYY7qY>}<zm92>=(rc=R@%mOH%X8t8Z z1q#(#kpzv7xJ6wD8<|ZJe&wFzjI~n~fPj9v$p1{l$eoy7G=*;Yyq? zc#j=r8ru@m@t7S$o=g8*R>~@3d+tMJ)lxBjpGnA3o)WxR5_) zQDnVF1lf~2&47tplHZs-2>iuw;&O$T-FA z<1%y!CI`_MDVV)uCXqG({D>e~HL*vxI3bc*izbhzXTu3F8AhF#K>UYY(wx%nfOLDy zssd82u}KRK3O(3@sff8>zR@}0#%k4L8IE>$XT|F%U@%D>=39Z<1#D?b2$nDz)}S6j z>0a1drjhzS6Hi{!xcG1;dZP?Q65*?i@3Wh{@*>~i7d+1zRAn;#w-x$*G|2{G4ZU|W zDVD|5k1P4M^CQnJF62R)*5UU_NexE?t%ZA`vrfQ{{Tii!Ow~5UfR{zisUwYyHbOqf zG$^_Q?*7uJk4+ZwiXzK<>z7ro4fyZTJ*NaeIr_7+b~FZ)fbqsDm4(r*Ci7alJ;S&a zJ(nE=@o3_ccQ~T`8=usYz0FwR2Wa@+rg+9*{^#BldyDRyXUU<5*M903^u}(j)eUvY-Kp^mf#Qw@RDqFU45n-!z7J-(rhFW_D?-Qt3EpXK-hQ`I<=Ne2oA01VQR4NYVVjt(w3 z#R5Y!pp2G-F?lKe#DUc6xVVM~;^&G0g!R&Teck${NYTv>GODW%=5Dn@8cAT#r$Ws+ z5#$6`8OMlw#`0w3hvLUS6VG)dRxrc@0<6?i%b&OW5p$|;nYj#!RHcvswn^V!l#fF5 zTUAIF1qR-;W>b!#LgH zb%o&eCp>KLEy_Snoh1v$9BGDJDF!NEd?(t0Vhg5u1qCD&c#l3k13TflVgP6g#S*N^ zn7tQ1#t+{GAGx)DWk<_7`-OVBx>t8hN7_Fm$NfZ-N3=J`7!NPQyzIIHAY8)lb)XLZuE6VyXs z=L;Y){$G)`g~BqMAiaSLAtb9|@viI2!>m+!#e*%=`^?ji!DB=eqtFJfnv-XQ39#YCys*aA_181U#|8qMU5lCf*3V9!jpp8{WpTO}w-s=xy9Kza)67 zA){T03345GigBmwIM$2he2gyh-S#2kdQPU^=_{k%u&M0z6^T_$g@argaqcd=(F-b5Z0pL)RZ|~oG8ew*lq+Zh`W|n@VM3{2fyS?n2bOe zR*8v32wqPfJ%E$c(r9>(&w0uBiClT%FT-?M20|lvD&VQCpqCY|V^F~6>MvK;9L4v+ zFzgtoPm?kIEE|g6Y%A0TTw7F_f4v)t5>tYDe+e z6$*@3`7@535-^PZM)SeLY*}|(tw*8ITt{ScPnkl#bM z=h7~*APN<_s!gQJx4 zZ$$v@DlPb~_&mU2#x9LLK6PgIx|aSI9%?h1GYp7c!Wg;CcK*P@_&IW-IQA0mEhXEd zLn|@`&f&jj#J0W2%X3Z}oAR&%`Dv01=*M=>D}Z^q!!@;f15(CZ`5a$1UzgTzPUig7 z4=z3HetTvY7n=UlP;nkfVn=o}bS*Hs4_&L}8H~(n6rR}R1qXsq0$-}$G}UJV&If_3 z$n8M18UjJ*SDmH8jh^+DE3nl2&B!@kQLsqbEsw;{+Xu!@p=-akp?+Eb_HL({jOu%S zAx68CYu>gg=mV|lvR&5`QmHsrcXdZ{;?pc6VD;yVDnp6PCR|t@j(ZC;-qFgmVZ={O z!<)tWyG2Cax6hmZ#7Id?cZJfFP$#jitV?E*G$vPhYq*G0+oy@)W~VPP5Kn0StO;jk zL|}BkFxWa%_TTQ3{O&3uwB*5Jb+iTcJw(;#a#uLaR>?smFPQJ;<1b{4C4CwhV8X^7 zU?*Un<`!%%LFl$}q}=cm!x_EMvftnaaWfF?M}7RQSROtQKxHL!maSxr_+XP%=;ZZ+ zk*k0X#t_l(=r#qP79wRqCqX3{EyxXEDz>vdkk=Z7Q zcQ0Tj^%0vPFF%;x0w?e}h^~BOGAl^f)?(6N*|(row*ym z+wSC&xq_Zm{Y&0JHg(~%m@GgcG_S3Mk2H6oAUplC2z>A&QO!mAN_yxV4Fp(qRiq-9 zy)nkt0sRn`>8;~#n;vk+!tV|9$Uh`S#95*KoQAW$@;NaX!ipsP6|5CC<&gM_G89Y3uh;~e><$8#YZ=Oc%R+= zz2U=uA3J+H0^Gb)%m87WBB&0~WL^F#%V@PD#zfY0C?GR`%WkpjuuXd6jmjwfFMU5| zwSqZnwaosLnXT(Ln2rkxwN#+@&U>5MyC0Qtw|`&xcr0P1e zUI6+t%b4{eB~5=zHPDh@rTEXS0X=a`;5>5T!+wo;m5sxtTL@rLv{RCy3H$X-VO>7o z3fO05IE@&QE6y#s-2*l_wi{%kO39>HkOVhM^i8FvU|-|p!?pWS<*Hau4i$h;sgcjl zm@q<%0CN-_{vRz~z|h}xcF!9Z;Y2;AN7PoUIR=44GN3+*Y0CkKz~L5q6%ZNBCMoE0XJ^qBpqfP3u(pKbA@4h36!R5G z-Q{bdmzzd#`=|8eAVsm9>>=i`>7BL2U`nD+rSrW!Mw-ED?q(Pdy z;wwrVMr0MH@p4Z}q(Q(f+V3ADq$>51|&% zF)=Ofaf2QPXz$oALFxGtf2}@VDeo``mBC?^Fu%o^BN?qC#|BA~TdnpXl4^FE;KsM( zC=v>J+@m|$sE+KUqY6H0vf*aVJYYjFfHC;3mLtpQ#cP2M4`gL?$zT=i@inUnR9-4v zdS()-!cLWj`b0SwZQtb0&D4C-bWS#pXIKA^X)xsJF_%BL0lfI&RSDKpI#!qW7;)U! zL;^?eUaV3EW2(hRKT%NoldTaKk2>T~aNG}Ku<3UCbD?`DZ^@@+3Md*S>5X{91m1wo zl`A4>w~lM%*xQMsvddEz8rAE~dto+WqQtC{mM<}VwP=~@_+DGFVfz71Y9ao{O;5+= zNv<1SzAqVntEpQ#Qg+Puf`Q{aZJgYmsb#Cdpx$R$36cZiRkZy7FGuy8jGYDVC6HsqXnZ&=EpCEsL;<{>&8ED3`I z)X(3&xT>liOIye%;2M>K$v^_i@HU@#dsyMy9ejkoBHeJ3a|9z^#p_kXeO(*1={pR- znQaSZDQlW|nGDv%I^(EPY4@bz7{H4&842d5<~8b?*XZuj^r+_l{RslyUB(ic`w2D> zxWcYs z@wuLG(dD)Id4E_{;O_iBwdAG62w3J)W&VzRJ2Uqstt=HAoajNd&-Dy%t{5zi)F=L8 z0_=BIt}qUB>!vMs6>4(~Ly5D(QmsXxFR%9;VEATFjNi~$$f=57e`fdO(5)Ta%IvzR z1~<3J-o+j7?RJY=U~epOU`TWFs4CnxpCW&OSl=B?Gg`oH^@4WhF97zpm%L$bGJyY# z-pbd#RkieXiIM8F8A;Wo{%b3OxQ8r~rhSFm4HV`PKsJSdbiD|b!Tv?-!elKfd;nlS z5pZxO>aE19C&v{Y6`O~bDt(LwKPPJed|%g@^px!d4+R+cpQjxiw}6dc>%87L_l{~l zl2NL+PV0Uo4516~OSf&Y_PBZ6DWF1~tU^TULENP&%afm)zjf(leAiIHmUj!%=CatN z(n-Y-K|CxzWwcmQvRkdRdUqaFPp3*gOYhZ(vEeq4Uw9YVwaYz>KM;84#AWHxYeBIZ z0i{@4=tY5G1ID82SJGBQ!u_9wz7j6_?mCEE4~``Zw(Kx%xoi`YYYDm6m-pw zAf0LjY2gW}VIV9f`?n)PFeTDc{5!#$Q&PwSBjy*lc$?BS_?P!+ilHPtmZ!W^O9o9M z6?-~WZ5PYHEO`_0T1T`A!<{xGbh~&lFf0vEU$2QIo^aZfpmdt50ovalq5q}nXc?5V z9)HRe2v7`HB1@fFRj7Owf${J7InqWYq)J4i4KtEUX9X5&oWxO&-scSo5Ye_CLN_GA zE_M_e&RFbhob9w`@DNol=BwpGvax=|q4OzVY%w%#4o<2uVT}J<>GzriX^}z60wFzS zn^4HoXIK0%Sxz1j)iuz#pET~wk?2dCy^P1NjKJnPB5?WTC9b{k?+wj=aX?VWg&fSW zJc~iNe|SRBG?HEWUa3b#+@_H@ZeWY zyN&R5idARV3~tvr5-tRCq~mO!lo10DIiFdQ=&Dv%GVLFAT$Mgzv8#>wlELmD# z^!p*+whMBv8FTshs3ViO+>TeTnLab;>ak{N_y7t1vK0Z~BOE&#QZ zz>6gxMmB|u-*oDSb!U`8!*RMguplhu5|jN$OOZ2H#BTjj(KDd*;Xymgs)tTBAAwOO zKpqh2D>lZ{!-=7!n`8=4-s1oQ)Gf8_ zOQdFEJ5N%~7ndVA#+s+PMqG9o6cGbK=>Ic+*66GpI0k1JaBZxgp^<3ilc7B@V-oRO z$p;cR1W1JH38Sxx2A9@QMHbc{P*DKBaCa=nuY6vq1doMm>i<5D(mEHDE$H1&E6rPVW+@6k&qdlN4KH6!_mce z8d56Y>uj$6g9U+yinBPexmlTEbs8iX_`AYEZ7=T63}I{ld&M&~q)W=*_4>V%85w{n z-wNG(G1^WMgPi6lub=%ijhpO^HRB= zhW~ccZF-N=`%n+AkFc#Km#5OqM~_yu(FJ}G`)G`R12OX@j&IGZb-8Yky+;;KQEY4g z`lL$xb<$@walp=x7ccmvgh0FML1YghGPU%`PGD-ap?Gf1#JI9XsSaMu~8}qi@NqN=o`GB~H3- z;|uy)ZtJ!8c=ZB?E2fy=f3o!^&JTFN zQ;#t4#PR<_E?~M6X)gXSRPNa8fzDG`#)Fjfz}5$gfx9oZ;MSMoTSblK5Trq&OV%&& zn1)}c?4xaqk|+dV6`k9(eP|mn#N7+6hYDYPjDwX-%4(Ri=N}%_&=@FV&=4FpoTW+D$X(iiP{XJ7 zmDMl{p`0m|sjyR1fM5d5)6!5Vrxw-LUShH#Y6sM>V4=4{Bs0FxG=&C_ojJpgpbj)s<(nu2ysv1KEX{g9Lu>iX)30@W?LnVOIy5p!Bt-VS6BhS4aA6R9viHN(8t*Anc0B|MTVQw;5I1#6eB+U6Fm+r)h8Zl*iC;Gc}A`X zbuoF?Sgjk++22=F?wdvxMH^cR0KD<`j_SDa9HddyOWqeX``Dm-G9I( zaa_dkZD?;K6mb3OS2eFnoY+9Kc}tTImp)RP{r~mt%t5B7Crp7~_}hKXpR{i?%?vS9 z^^cL~u}XdD+c9mi_J(5;#?IAqOW2l)%`X|`F#!4COGU*yoZeM1nfn|SE-I3>y8n;` zg6zxm5Z4R(pW|3{F;riJBiYDQwq@KcfUfQ1A`sbR7=e6jZ-bH0R5+Z|mCg4b>tnvF zJq-Th)D8c1T~i6GNd7{3T~8N0Fj`sFR5#^gzBtj|hbmDSVu#a~NbQT}xMh4yltj=B z%%xP9D22yml*@SaJL5z7Pl86Cvv5Z`G_r75ML<_7_fqu`+@@}lZdFp$Wc%iEbfUqmJ&XBODSA>3UVoQ7AGlX{JT0}GDf z9mOhiy((v`mHvY!zfC&x?8NechblXvkeJdL(`Pt?$%~ZI{mb4$i})mWPrPoNixGPG z85aoM_tkPA;=1U70r62chNGMLMnZ@e57=k(*(90qd#PrGW#)E=#xq&u2&az+m zVkv_-CzsL--;26=oXm-@6wzs)xbOu>B;oSuBKfj9+ts5|&RJv!>JA@a*I=SP$vZE6 zl7d<7WJ4c_W5$7)r8MWPe3x+mC43zaPuk_u{nK2j66)L$L^x&f)W1Mbmm#aWteeUo z1DFbpt6vd?af_dGDpG2!@?Q0j@%`KEq{uND^0J+y0d71COpHNhVTOR9IOX~+|K9l% z7%=lPKjYzkFZW{t8pftz#zjys9?YqOI~8S_OX1UIyA3aB;LV}2%s`XVFm1G%Rq8XFGZZjXzv4Nt z%Sx1u8`v)O`zFghy7qssfu+6$HD9|nRtiw z!8vXNmS|7Bt+taa1AVI^n))YlHI*f~^{--g#jw^BslW`T$O8 zOJEjAq{##15m^4uF;gm(ta?9?(N9b+$f;#AYz}XbsgcK*h)^p zA@z6F%ltSk`Mv^amJ8vA(0ZrXG9vF>Zzw-{3Dp}d=T9>Pc%^V+)_Fc}UOc}Dz!Mfo z-{~v&8rC>IiX+2KtJ?NYwRg1^LCtq!tC2aAd@XOvqFPvXQIk^CjxjckTV2{c^4l5R z>G4Cp=TmDs4i0ME@?>U9sdTu@>mZ|A9IFxtZe1GAU+-KywrFl?^-}R%@26$!QdZA$ zkkD-Tv1z(KfK6k zqa<_7PtM*ysxwKgEm|`B6T8vIQ-ns=!G_)S&1V`*tA3Td>Ds{tTrOEwbq!EKVpxX* zk*&lnizBUtr1spxTC*N&83XcNYSWES`;i!jA98*uWoG>00Rb?KYz$~<^=t3kpPZ~6Y(Z%Yo-Le~cM z!~l^Lmpo+Kv#Rm=p^`~#kDKJoePs5r9R0+%tR=uh;M9B(ra*H!sKLJxR6=kYu;2R% z=wIdqCso2c@U3-v1)xqV7<-Lp;4gH6&nAiRmK%5@blz6k@y3XxGWASktF%=Wpow#A z8kD?>EQxia3OQUvcb=L_L5n4az&31p?ALMuheV~9gf7F-dL=+iAP8UyN(u8e$H6(V z|C2h@z`)AXa_$MCu`+XFeQ=AX$65`SKLK8bx?||d<+Sst+*`doHmj{o!brGTrE|Ye zj-xX`s9bDC6zXHtz#Zq4{jCMMFr0t}fZoIfMwI-&`Kqn-0W6iaTX$vl@nCWxFTaet z4Gt}e=y`t;oUi|h=?ggHM=-9N{w&7trIbb?NK|;D5^yu&7o8p@iDo>T4$I;a# zSW>9V10nLAbI({ZPs&Ty@wOy<7|VC4nVkmpG&Gv2NlSq@yUVcf0W4}|gk6g|$-sE> zu)_+fQvhoU940r&6hrWJni(-T8GX@{Kw7lZCqaa<2^Dqhx7b3)WmJ-im0u*oR*CNk zz?Y&PC6BVS$q}@BrPgHmKn;t_AZgH(oOoq=%lCKr%k*SERS322?l=hjGc{g$h_CvS z_5|33t!Y3=M0$rAGn&rZ3=$?zq_Pncpr%m`$JYde34R&<*&a%8Buoqdo+;^T#rz;AWu5HRF5%dTH9#si9#IIXa); zL6OJUhU%L2N;DO*^XdZta?5mq0}F>|E(EW#OJ$s~vWfI`#B^D0wyp|iq6b|uZNEc! zS!4!9h4gOX7D9#cI>{AAX=QVHwAuN z4Sx^eJe(DSO*Y(Uws>bf+a(9p7Ou($_u|P#Qu~;n8`ewSLnVze@Q6ScS{!9&Wb-n| zjK0z(F=#EM5CDFHUqI9l!NLxU$|6!gdq|@Gd5-xf8+o4Du5ZdSCRJ9-xK{&EQ_LJe z>0P1q2e7EcVpL~8*b=S?T%scjjtVk_i$?WSW?waQuec`-j3CjrK#b+^9C-)sWdkH1 zGlEyhSs#pmx5VA(s>c4qNneU1e`r{Z7_fmdz;+) ze(In^`v{{wy9`o3a{#kTiO*!?SK^!G2LOaW;R{)~^>8o@p^h2N+}95bNMGC9qXfPp z>yd?9ydg?44rZkXMx9LP2;?8-CQAAm0X`lXPmTvl%MJZ6Tu+|6`io^rK;6RW1t zx8|9w`-z?=wW5yEK=UL;A0V_#L%!-$W)2bqX|FfC>4&`BUVU=>K;em;7nY>PE>}`# z>s~LAlQL;$gF9C#o*rek*S9E~!U+lRD#JVgwEY ztK>E~hmA1SGlMm?YWj70%z3jGl`;_-NuZ%5!{*?B+0SavCMYrWne&TbIVbSj z=pA6xX)vA@6f$ET=mucAq6DFb)XHhJ0nVkZI#0>OYFk>$=rY8{uNU6KpEy10EuE_a z^feK6

      rPYC7x5=WcYoDvWcKUB|eF{<^NoD&Tf}oH}0H_lc}Et9Rv>QCY6`^50Bo zP4SQ>)ua8&5$Iu^clL=BLb=i;+N5QGdgr2Wf4V__r{vCD5U74O(Az!q2qlm6}YhDSo-tdt9JlS4s*V$vd2hdY6DKrSq7R z4qw#bk75{N$~?TZ=Mj;{i3UU8Ro)q>vfw55X>gW{qh*D%Ktzq}Hq1}G*Zy>GQ=r5g zz4=YpYI9d_b)Hm$UkbSS-*^T5`75g^PP2b!L^HJL2HuLY`2%JgJK*Qc_t=#OZI*aA z4$+Gtp>fD>k}|yg5G=nS!w=yKR`b~MF$QGg+&*U~qrR#ya)}->4=raGR?U7{4mo$C z4cAmsTWk7KdEd3GID9;ex7nXRy?fK%I2$>Z#qt=uG)ES3EeZqC7=VWs_l@^>`YiJ7d zJ53SYymi~}X!kCZDF9SJtG}s}Q{>beeSBBEpSmuASf!vI^wpW2oj|D^7dBO%WC`@& zL^{mPU?uPGTB$kJTT&SZhKG|K>Cu8fTY|WNC5fl40gk;k&bSW}5>+aN1zS-nT3hqL z8-lc{&D-`0v_hW!7$yh#o@EzQP40-S$0jVy{@y9suP?ve%Oz_INoTe3fz{t?^sN&- zU+NI@1m7#TPrT&fK!V~bqRQ5poQPUS5GNV@)t+HSyQy0cAKz3)X6vV#B?1~(NF&#N zW1E?d{-oDfA81{7W@xcU7r1Wb)I+XIqRQ(dhvI)zGmpG zJGLC`8!xxyeM4DHxId!baJdRowJq{95sna#AWPUkk)oEgp;~m4&@CJT{8G|9XNez! z0;cXc60*<;?nwM|*(JzR--__fad=HGq958FOOBtFGFX!yfo`CeAKX+UnLIG;$AD%` zBf*Igm_vN*tIJkIa{ybQ;$9oD`pU$S-?l_*)UrDqQ^Gk1!n))LLn}?&tv3KmWJEhV zf!)K&sDK%*jA0BvN>5(^ea+0T&NPU>6y1%l$w*PjRx?+5&%FR!m4K)$~lqU z%zS3ixa{t7YxzLb-drMVg)BA^vw>+V{HhHPA|o@1Y!cj$K)64m2wo138tjgn0St9V zyf*dOdno-)U^)DmV*In(>=-Lvv$Jg2tYl|LJ7tJy)^SIB`GRVBd7$=1@h%OV>z}?+An2xm~hjFbFMQvW6T;U$A7xY#?~FUE@ZtrzNfQQO9gX5rjAR=^M`voqU&PM!Id zIQnRYWq-UD12Yk(%bkr02PlHai-9s$tBT8srEM@ky~llQ z9eI`WGf|b?b6YqOFb9z>MB9t-GtP0J2ruN(S<(Ff^j&;%Ztp09F?SBFnrWk4ARnAVDoXZeksqb9uCvXXkg#sgrb|Vw+}YMqRoe%v z1W?BDx(OW}!-LD1Yn-t^a(n)n3}j*!4>6DQOSg^r{GdD&NB)?%C4O3v1QC(29o%mH z))0UB<>}Px@|{&QRx|-G!8*{xLU8VVGI&V+j#Me!&*^4Q-y-wZz6UCy6&Kf&ji9_t z#p*>je%(amdAsDZjuzcs_UketByw~zw?yoeIQ$C!%$8<%#P0GP)o)AqIUPph-Z5MX zim@g*D{Hn9bjwoskFNI59!HrLPJ~YC|LR|{GfWo`TC3!0Kgz;~_Z!;EC%j0|HZxW- zd>B4SorxGnOtV|;z^5j$TAj$n{l`&G6Szia zP<}!~V7JI^+9%q?>`fSL=G2_b|1XZ<%%lK8oT_$c^#)}X3&Nogu)~Sf89H|L;?TIU zpxK;^)iB1DgY_`EWEJUE!Jd*nO+3$u6f*;R5CW&kp06N`)?x)|;M;kauaf?mCNjPN z?iEMm`RB#X(^wSol2#Es?&~}`*_@M6(BCD}dyZLUZ7hMF#UxAx2VkQj%V5&j!Bxv) z!KYFyXf&3bizsgMY|dGc2RF(~BPZ{PBLwtt+(r7LK-nhLBoX_`nyHt@Fr-zo1+8&; zJHa3UMW%pqcTrqTQ&xhEY$@2KA(?(?%00auTqld{gVC@#woB%^Ppw2F!zu{MO|n5! z&_>4f2${8HcZ}X6&8+TZ=32r90?rW7;~XWVrbq9XnGYYn+5oxs83T5AOB(E`|25fJ zc&1HRtdg2%KTM}KE@oMT%q*I+)vOL%{1}3ae(9zgl{{}2b5L)Sw$?$}J_L#8_%aKm zS(c+TT$5xd8=}$n)Zq0!do{iN`En|r6^d`1iSDdQn)d<6QD$`ol#KXMl2P|d2ie%W`xtR`kO6LUgjTUWVz(9K(#v|(@ zZd6&?&P7CgY>$Zo9cFE&V{_%$&Wsr)HN5y~I??fB2`8y50*0hxmLzIK)NRNve?Lhi zj;Rhc8eq8GPO04ldYHemb#FyT1dpZQ%(LVV1uaQ=Y#A4t(B4C?)WnYXXEjb;OxnW* z{N5t3qbb&L5-g01QR9;eg;C_w45f*@EkPg;l<}O<|KaD0QSmC zfdJrJWB&7#p!Pl2$&_+t`ZvUe=E84I5%vx^4>+^E+oG7!kaeAbuHs*pWs7I+Sg#gC#bm49H#^ z$P`<0eXSPD^HWylOvG;x;fm6fOvSo%gB82=5@9UWI?8L+?-%J58ml5`nZ#X+RF2-Uami z=U33Yv{M>6@AfHgGcJXxkC6+a^%jI~=J4-;$qbpDST?~%itPTrT1?uf9p6kIxoLMubMY_D{wsU*{;Q84(T3q08udP%n zAsSjcn?OL0iw)n&bY@gJN(aH*9JunhoM=hH-0tVkKQG#N)<*I~DONvg8C|XegWvAn zc5K!t5R6owiL@4_awAHb=qF} zgYCDDSVg+b>pO_fq>#V?#;7y2xY~%}`v5rbOnVQwqa{`G#uY8mhRh14uqTD&<(l7S z|Ma=C8QAP%cOq}IuBIri!r^7!s%a5^)9NvV4*y&3(xJToa!G@P1||n%Pe5 zI|!Q0#g7}M-;&&gq1LWcJt?@3)Kxr6(vOQS3}#mN$=? zsYzOk5#F7UkMk)3;Ou~f7Eu|W5jZ7U92SKot5}L0TZLc3N*%Hi=q^>`J;nycmTKU` z0-rENEyMtZ=+CNfjt)}dn?K8R8f`R;TH^I276XjQE&7qc!%l#A!^NqbBRJQwv-1D- zi#-r7L-z|6spguWF>~6_7N2I`b>f=s5vQRNYwOXm2+c{W&^*lB6wH++P+~2aX@EnX z%t~MzX@UW^2%Z^F?r`W^xr#C;HIs}v*Gqkl*j;=eYs?yKW=eb?*G$udQey9C0x6VO0u4v?(!?i{>*AsL2`~u~y9bo^@z}GUyRic|Q!* z2JxYcTElY_WB4(>tir~+#^s&?BVuA@Il>y^Ct}(REJxc>5m6Rceug2|Z~4SojlN#syHzLk5B|MUkslii za{RMVQk6HvS4ngp^62ux>;G6+Iw&`G?OMg@XK4;|{0hAr;WV(1?6v13I+Ztq;i2lz zmVAp2&A@a$d8e34Wm-$@XA=0;yr;{Sw;!WSNa0fLRI;I1A@+4JdsHp{PO71eQE(@g z_*8XJd8kF?brrMCtWY0unP$#^QA(B(xv)wvHn~hh?t{L21GF}4$7tQ^oah(zZ)=tY zVD{>=JgRWPzD+Tq=<>cTIZ_Zihivfj%pePl)8s74D_E`E=(rNUD{ZLOfbDw1L-s?% zdq!BC*-tS6#B6QJnw|pv5yBD+N;Vf)ln=3YQR`4e`km ztSBmBD%vWIKo@}9PRcTaH0jh@ks`osIB`nRy;xSID%?7_Th}!l!K06qIG|JonUF8r zxJ*CCW+{Kd?)~^~d=DMParaJ!MZnjdjjq30u!V;JqOu5c)-jWEsC4oYwd!ERWDU!o z^}di^{K2$)F{Z96t41NqZs|+D4UB#YZK62?xgX-B@&)*G!Q!c&}}0LAvdP zW+3T2xyUaotN)hhD`Iy~=-lG)i^t>bP2OZKt+=nji)IkGU)_t`xEdCu+c|Twim~ne z(5b-U5|TlXNiZFTH{ll!L!NqHuo@LZClgu(d+Th8;3?bMsDh8Bfz1jpH{Zq%W!gx1 zlBQPn6a^j;3Z1=m+?xjTHj0JbopFy5K1tP6{IGpVXVNd; z?Wf90SR1Z2T$Sbt9K(jpaNIB9o>~hY`{i~03^!13sS^LI{RX+71e%`xhn*$%p3zVUd4xxcrkVyw>fPp$=MdS=P$&-*{9$T- zS={M5@-iDOid(m~S7Ja)8CvDPR@3-u%-axtbIKV^f{O8x#>g?I1W^?Tl(n3YY#NeW z=Gh1?{1|7EY?rTnlWVkc45)bl3p|Incf`b;Oue^o@HMiS;9+$0h^@{o0R4kx^5f%D zOBhreuzvHOF$l}gSVb2k=x)w^=3ExzcDllK$L(+c&;ucYD5zmU+=K59KrOIJ`%oc< zlMbu%N*CRH`YI`ZQYn8l59S=tr$eIsT{VwjukrIX(45!luN+9%U6;jzwNi7I3{+N?NxQ^ zrWh-!DZgM@_Pka*W?SoBS{1E$NT#dc%af{p@JwZYQ$Rs%2uu}Qh`N~?eK>%pN(_VV z%2@S?yXpuT&2_Einm{WHja`H(jyXqz7;&rG)kX}UnNZ@qFB^FBvxT~iJXCpC=05!6 z;2nsSGD1-4d;>H2r@%Mh$y_XKUz{TxgWICmYfupyR2uh}#F=wb#ksJW00bTvpmEyq zPD0&qa3Ly}c4fM|Fdl`bRc^W_Czy;0*{Kk`;O}kEW1`DOdh>=7OOSNo1MtP*NT>Lo zN6?k(uTYQ)Y!C_sW?94;$Q!Upx4u-GMl48=IX)>3_d(mhEn>J%b3xx3K{{b#KOVJ3 z2uxHZA>~KXUPF&Sge6q9(PIFpQfy$C%R zA&IqPYYbUHD}$b>F~xkjAXQt;#C~F5;t&Cm6gJ0AtfonMeFQ=bL}Vb+`C%YfU7b?NGkwIBp?H|&t}Zl^(#NkA^xHJH{`BY;5=ZT?Tp! zs(i4+&!mBdhm>4$0GTv{qM`G{fOY&%T5|t#U&1O}u-hc69Bgy}$r>zVkeb+H11h z=I`G<0rij--!sn(UQfq|U2ZO36pkOS#h$Do{wMamaYDl|{H*^1{Zmg^4AQyj5J|2sZvkKnGy`m8m} z>14XFz#ZnZhcVY^io`?j9}&A4d#a0GgP;}O_ERN!6^nUPh{(ie`LZbGJT63}O^^yp zmD^L}a}0hGV^>^>DQmoAM;b_oJDQx9RWD97DX90eg3q<82WcAVdW)sGGkWuU+**2s zlnEl;b$2Th5oLpPCg9<+E2$E2K?kh0Gif$4Clp#f51gdH5R@&*vruGo8YWXmO9CT8E^s{?%LR7rYi$LfABXmg_i4nY z-a`$Yeu*eHI_ocLn}(1pp8QG%1T_lLpCy&bF6q=l3eqN1jBa9+EgN_4Eg1*|W12XO_c?4~80Km#uR>W<`kLM0VB55Ls4 zag$W)2AHZCu@cgp*)nN($S(O}cI{{ib3yAHCl3FBX^e47QQ1_ZJu5F!1jJopG4f-7 zNljUbW-2T&CIdI`^v!0uL^FuAA@U1}Q0DT?9krOx;HJvfSS_>v;xSd&sjXws4hm*X z^g{Ov#zIOdW_iK{04=;c{)@+uokfT1n+%86*~|aX0aP{hHeZ1lPX6HC!fe_lOw;az zYLo!vqk^*?S9l^BvsgE5xn`~KY5-QjK2NprMBE5C)GbY?38BDUMG!ZIvA+?= z-}*^dP$>|5HUaYe*~|!B{|HSf6shj2Y*>GjzMI*uNS@;5<|QUvw6DpK4ADFa(Idjm zlQJ`gBCC1H_jT$8Dc1YZQ1ICBQ37RO6Vkh`8 zsXB%^13_wjSxVz`J?m(d*cnHovP!6^d;zk9??<8^&lJB4Vmii$2h6<20!f=~YAfr3 z(#L0G;|lzfmdS=h+9<)N>z|cNNZ~$ZH9m%jh{A~gCp*M8TbC!IijWQ3?=J#Q#6Fp4 z*=uD{oc`U|lXXp3XC>WT@B-T#{pVDS9CxX^WV3M?K)wxorzu5MuJ90-iT)AJ-~a8|GBD4ZSjqT=;58b_M@(PkdE zol*6J_|H1P+Ri>}som5-7Id5u$4$#Lz5v6zNP!32!BWI(5?sKJ#qOTh5M*+DY}PY6 z+cZamq4IwWLL#?s8GTpRGex!AH|NB=F?;T6hH##J()X!qccyx}us24FDX+<5@5$ub z9-h`MH4=dF+TYS0td_FbBF$sX3k6(w#K8lDj$Zr0c))SEfe5i#_i#UVRuk zEJCnJgk(HO4NF5waT;q)EUN_Wr@^wj3@b$4fJ6WR3BWkUOb2LCpJA`^8QS|;*L66y z522mMD4KcXU5cDwRr0jb>kGiS>S2W`WBkiIKnR_Ft7+=(a-HnTILLu3)8VX8A= zS!*%LN2Q*ON7OkvH59D>YYY&uWomdekr9lI+I%>>=$>QFXiU zVa~fVjbBbnzbheb#%G>h8to={BU9TTaUY}+)2b$D~vq(ed<@vv81ZEB= zbi*r!6>X#vu5&fD$et-;KI3Ph_aWmZKo-(FpgnlD3ahV%=JxZ7NdD;_tQV`MSbnpt z8Sp~Rcp^&`&TL4eqBUWB8fCX$zfFJ=ti2a8_T9&Il)awT=0Z&uDAC;k@0U)rVPtZ9 zLeF#<#e|rC7EA;xvPC_L$uUeZ5B=?h==S^)hi^12D8CcUJZ<^$yivij|aq*!LLfVnumvmT(MdO{spl1=noSj&<{gL-Si)eiIh z$*^eYfx7qhiy7NMOElnLrt3|698-3EPCC2k%TZMdh=FOh`{=$(+$YqAcoiuXn>jG9 z5ZheY3q_8ae?C0Pu!8SO#_#fZnJ+(HdOJ3OKCOC`a*M@Ui>y{ zk93;d{KYKl6H?`ZWjK$H{ISQa@a-5nov~6dyQDppGi$Kn08MDIaqNOP`3J!xwRyD6 zn$S{c6p5imBHB%yH1#7Sad?L(eE*gD|EYj}j*6)Hl{W=fg{?{|la-1QAm-2VvZ3Lj zQ~F;qQ4nh`YR%vft&?Wa)fMl6L=zcMYr}6P|DKFlgwQd$PyX?eL9^=*K#N!B2?h$G zdv%#3=}(s3jDH++h41v3Yo~LzeN8iVzbek8CoRn7zPuHBSD$z&rbh$@_$7SqrLa~sk$z9_>?W%Hsy?G!#YDOEv3-IA&eiXNhNpC6`{!^G! z$lc4{A0y#&K(6qXg!?Ajvp|%^ID`0${PSsHcRq!KOhM#3lG{H(wub16hI0s_^UpIs`t|9IO-o?pQ2+RF}oSNPiXTx1EQ$C6{V~4@VA0#_SvC1MWj%58{WaljJWZ7SWs|hc6N^0hcHp z5PAA(pPlKqU3ugaGMh-Lfy)$^aohuYw(4I!U@_I}aR-9gz-J4V`Ralq`I5eu%x8Fh z7KqfQn11kzJ)@h#II_tJeXZfPYESeLUp~oqwp#-E263o`p4r=|o=1|CqcK3>ij(T{ zuDa;-T;z2;FJIil3v`DS#;;FFk1ytmf}8)LN2lA|qXDUrEYdl{@S}M}^d)CrlrGqVhx)+$mJT^p z$YkAXaB-!Zpl18+rxQsC8hnd;YA}ofPPF|$jwH?uHthp5+`tz1u3W9}aX-vf7QWa_ zoZ~nCBgtVmki?QVy9g_UwBczw+dzkvvYA6B=1nq7$*$QJ&WqcZ-6bL9FzLONqt|eh2#JyQ07AlFqpgXm`6$GsdLM|Gb#^AWo0HfpcJtA@q55+lClcF73{^7ujmsiT zt#vYk%&N(D=Nfp{ZbuiGH_EPxy^Yk?Inn?i*qva+JpC>tB%#Cp(u z1S##ScXc8#@LZnFaK2|z`9PuW`6_R!b7-x2oBDsZ|7&(W<<5}tlMp$LpP#&}#ZYCHVhj2nWR<;cD zb_XKgc@$Y)tK)bPXSs5&6}C0Xp=m=3Jf*2e*v!K|L(M$#Rn}6sWFg(-BxoDx%u-}= z#y*XCr~|``OiG@ugL>l=P=|x=lUhI#;x0?0e~DyNg05HC{&@7_Yc%&h-@We8_@AZFfBHN=`;X zPg~j&rH^xVx`yd?U6J^dccO6YWJdi%95Nrvr^{>Wh-SI^YPsJ2TA-p{S9bos5%FWqB#f!bw*Klu>fe+r0do$ z=o?X&D$x+kmc%`YY$-Z6{d9HplMKa`((|7JJ{)+K zhd@?lpA{4%cdaypy{Fmx${ZvC*v}u4RM@dAa#bC-;1lm6EKDt1oU35{98`hYPo`1-y<&nBn zlJ7hT;FKR62U)pj!$)*usEUa=%lr-n%6{d-`GOj=5>8DuyAxd5(mnfSj^*^oi8Y`g zzeA5!q8}E_LdM|T}6U0Fd4@o|E8 zEIJ815ZDu0Q$l-8?V_s|bcafmmUx@SabC&aW|GS?!izH+j=W@GtLtM8E>{Z00jHgz z#u=8lgq^JljM%0?46E$JQAha;8-)N^jdc&h=d6y08Rov9Vi>ikDyrCUO^Nb~=I-8< zS)54+&^+F~eNzTUcc2hPvt-A``s<)ZQYNp`Jmrx7&(!CclHRQ)M7ZIp@fHevsywnY z{}aE6nhOI_UTZF1k`VHdiOv9GWWl7Gm4zL(;1LHPKEE8)$##>8Dk$Mi%RMX_f-Fu0 zxG%NY#j#lq;}?g+98)#X4)Ge5T8u-C%nSu%gc&#x%j;}w1yQmIpIT&w z%g0&l_O`E8C*f#&N=s>5sHnn69(1iZc?tx#bZ%?agtML{xo!yLHT{vo@=-?6#@rYP z#JhPw>4+C-tv0qwM$Or)Pn_3jy8Md`|CNM7@YjA&bm_G-8k6*Jo8{gd}L z&8`u$T|Fh8-BzVc_eu{7wD1&_7@%^X_s5YG=@cb1FThBJI_06B%HK#i)#}9-6+Cpm zw9Ns=V3*KV=fHVH7tvem3$g`9;>W9cjJH8zrZ2fe>m-E~(sHIscPXuK?C;(k7<}k4 zY0`HcB5n}Rjll4!HhKFalv#>1)^TkF9`UWtVQ(~OZlY|QB!$E(7h(XrgiqxEC4F>L zbt6>;3%-bAyATa(mj~`#4(DlbT~Z>(2D`&-?wBQtx3?Z(7S!Suk{18}KXsoE!_OVJtK11|{>LF%d{OZs?HQ~mmyDh0CCbij9$MH!Tl`g?X_QPKI! z%70i~5_(lWnfU7gkyZ5Labc05fx0WBN$E;-;YXloF;Eq8+zE*Tw}4od8`&>(mO_mG zB&M#WZl?<@;Q+1E`sU^|D|{j27oS`i_sl4VVdYlME6j)co(S&aVQV^|krl#Whp|Jq zv|!iG)_KR|J8ex<+#+eBW(_uTp9zH07|~xs|8w>^8CIxWYSCLxfPWzwU7&p))n-e> z@XfZAO@*&=0>3v)U&9C-mOc58imb#~EH8V0!4R7uZ{;ywmZycK60gSCG*!u>DN!SF zX<*bOdLTPpfTN|Ck>a~q>E@AAwG7$TipH5{Iv$MTG!f%T{@N+H3&olE->Vo6AW~I0 z@^HZ6*v_*F<3@9_p|g%;O8jw{o$UQn$#w&|E(WDe0y~F1mJPcXs(CPf+yN%ja3=Y-eYAjmG%$2`Wcq`=>$7tyX z;V7M@G9D1vS&uwC=rhLa#we;wWb^?KzD$&X!!Qfe(LWTxJZu@wAF`J5F9}l(VCrAg0Kiz=Do-O7B0~~y^ zE^B53Wf>Z0GeCl?DxW#@j&8~42My&TPW=gLsc^rB`=l7z?*}oZm1O?F(HCVQphC*= z{G#Jls!KD{eO9~7sN<2z0}V_&kobVaDv4y#V3Tp&Z@pM4HqmPD0K3#7h~lF-$GcA4 zqW3>VggYC06KpKqcOz)cHp*=HuRE52Umb~0`3ii6OM>a@lLXhIlb8?Zi6`y~v{B*r z=_;xKOEZ8lPsYFK71U}vgUu+u@tc(Iu4W4Cuqw#ii)vcX0u_W7?Gjx0{Tni@dH~fm z9!%e|NzIQzbdA?P`ZsYVn;b2P91Nj1(<|U0q8Xv~Wy@lk<&0D|^1Q|@C0&XW?+Eom zM1;}^WOhj$a}(2@6%(VufyKuotSe4Xxp=YPWNFkyA=h*Sl-TmR^f|{DYXH80a9?PT zcy-RE3a~Bd0!owxTz@k)1MWwS#z$r4MiP@`?$D?YE`;QkMoTvOs4WpzV_pX~$q+{j zcEaxq+WML-(lO^T8Q!jV23~sBYYmO^odyF+<%ZK~)Lspk?x74xV4`rT-bdUD*{GEr zJ>!D#HEXDn#@5xXkWYJYY3UrK4z{qcamPEY@aEWn8CP(|Ync{#?~B&d>^d~F5|MHP z@0e^JGUunJV+$x-)QlSy>+oYCoIAKF|ChZVpvhl<1QDin^k3cyAu_SuKw5M*%85l! z#}=3l+x|&!H>R+H-%7gk3Iq% zZ&HEi!0bK2x6T(oCXYoBMP3watw6z=Dro!1!!hAt86;f-d$4 z@VDl7T+h^=-~2+zt-;*W`x_WGDUd&Vp;8;muZ^sb8+fr!SXn0vP(e4k9qx;I5gZVI zOt3Qb8+CV$ZAHU3zlwN^iBD-^_6Dj}wHgl$Khs#4w$UP<(()moB zdJ|Tl`@spYJd)9*qI-Rb|QOl^IzGJP}=yKD+dm{*c(Y?$ofV#j8H- z+wd07I14vy|8rky9L>mj=`nibo_1zv$zC-Llo)olx=nLlWNYz+l9fHYin>#(dTUc3 z7jpl=9J*JlE_g8R$TfHNRa=&>ggg$zp%|8TGdr+8Ti3-M6!!OOdwlryFua5~2BT@| zZ{%JVTeqpM#r_YQoXOQm*P9oBE2`lXYjG5YD#cs~Jl~?QR< zCAXT0q-_`F#m&g&m$5}Z3&Z6Q+)3NcCgnO~y;rp7K(TXwnv*k~i|#3qv@TCfZMWat z*t6Og_&lUdzyh6VlC2ByXGl2tN9sz>!5xTu!Uppdg~3L}Lk);yQRSBMo2;@a93>%a zq=u76C1tmEJv~@AQksk_>hfna!g!}o-IZ-PsO|JbKBwOWHZiqu&q^?!alopGK4@#E zzYLRrj7UnnS4MmR`#TMF4)L+<6SB4?d?}Z4o@RrVYc<6csfCa?Kj;!ar*qX5r1%B) z4x?SQ^{#UiPab|QYNIwn1tq>JLd}Z7l`M{&YVg38Z$t)9%N9-{Ymm55L;i0B@eFL? zg^TQ#>47{sfuy0wZNFA7y<;SKJU*s|q7)?- zPbuYVw6f#oP2PjTU;xO0Yhz6d2PBSi?!v7rO#B&;6?D2dn&u~z56?&cmZ^J0_BUfj znQ#IUhM(ei(;KohjAeGokRaWs>h$SMf==!En5@Cl<=a$5d*Qf$lx@ZzGX1GW#|{YW zm$CrR4Sh8`85*&xTSiM4vEF%`J*Hqbhx`hiIV6B5_~6@oDz=;-!UjQfGzM$bxd?$- z1_>EQ;mL;8jBDNLWgA*Er~~W2ohnvkIA%_Y8o}(TocS1$-z+{re=uqEt@B||*BKf3 zACZpff-y7V^2KISKXimeD6cSuk%A{thqw}Ke5RA}E?>tLH9ma|;eYl*4au7T#(=C< z9Zz?|I|Sl9r;OWnJv&;aNf}I2=zq1Gk&`ZIh@T)E{@LKumvcTnJa~`>WYE6#`mR=O z7Q^m$fX#vCcvRqaSiq~o;S*CiwSIi&Z&GpKGJVK}uRvDU49XPK;cLhz@(Q!eI;aLC$@UrxZCl}vs9W1E0(o`dEoHg-E^_U`wn z6hbUDpB~G&9o#I3noz6*N!?YgmJ0~fb|X;5(F5a=*1!mtnq-J#NE5qFfaj+I(9n-8 zAsFhw4;S3q&3(p4tt$<4pV$Js^Z5tCii6GJ;9M=4s^kI|HG!Z-{eao*E#@&@v@d5C zd_h4)Ba&E`Pk2AGdSj}lGDxCe%me(Gaj+=#Z)sYJ8Xbgp@WWz*fl&o*nXf9D@(zmPwvqbuUI{ zUriY44UtG(hEPbz-W3h+)j5}Az=G`Cps_T8-!RY$l$L|Nqvet#^>j@U+}f^7<8Cn? zg^$)p-a1@IP~--eC&%9gp??}~2_XN3lP?B0Iq+~Cn7Nzy@~`$Rs_GC)^e4h5Njk@bQ+mW?7772;qq z{#BtJ!nNQEh)h_WruCXAp(YvKs}aHdOFO7)1I{wfjCqhQ=%#mV0q%W~xE<0UfgRHC|fUZzmP=f7;OgH=1&g=cmz^icpH5|K3^2Z|aJ0T&+^t{4@7-*-O#5RwyI3 z+&zB-Xz~6_HSlG(#zdV=2$ixU2j!34%0kaKm#@yzK1E{jWIc9Sk1MDG>8W+K@}*f+ z?iZjVtfusLnfX!+g?FfKG>Wn)R)~Q{()w8`z>>|Q($Zhp0HoQ>Lqw-#Ev_$uC??dm zaOH7W*7w3i!?3nLz*`+dN?VGDy;T$XeCiN!THRClo7M|;W=@qLY_#egw183`MWzKrzzK;eD9e6M zzlnLQC`daD;K$DCCx7#~8ovl6K->C>xV8%(aCScKnD5<4>BS@$b`xFZaL0EHy{SW6 zpHr$x5&C`h07MDZt5i*`Z6Y+JPA$(^6_X>mfau4V#JLB6?715bKruAGLtbqZ3U&Q3b`}H}nmQsnvJPVf56D{abwHS@(+k+{PNa`%L*Snh zKk*Lf7*D1w$YE1(L(o=hh7?Q$3(8{NdH&kLr#V}l>BC}uDEyK)&E&?D&thBY>9cBO z>8VKIYb?jC#`&Cc#Etb#ZC>mwCicG)tyHa^pizt>pL)^!)?vX|!H2bR*4 zz4F1ic(H6_QIKminJ|Iwe!*xS-yzt}tHdPn6|3&BoLb!4;6cKcYOa4;Yg?)(+YNS> zc}UrH?)w~k=eu@N!`T0}XLZ<^#m5aO4^XIFvXV-D|48%^kWkGEEX+v4B!uTInA{zG zJm9AyqzuUNlclaD4))!!s56n2z|}%LX1r@!)g=X}0FL6dU*E4&C|UH`imJN^YcbqU zT)h_m3g~&PcN~yhgpyV!PRk?q#>;Jbh!0h}ui5Uy!3*XYu_pG~6*$FJu!9Mh&~CZ! z7THNu%HZ;iToH?`%)Xzq&p+dImE*nQS?C=AAYWOVcvz^5b4zq!LPd?{x$muOJk+9F z*qs)o1D%($$-qptOu8MmWVeHuV_`+5Xx;mh#{-2cEQ?td*IjuRAs+WCauJDkzb?$d zLwsue1zk$o5DHZD@N-nt7|Fqq{I6ceX8Og%74EG;g2HU(csFoag95b|sk~QN?SwrO zjZa?8Yb(UAz)im`Lzc75d7+V>vq4{O%4`2k{}UtgIzbZt zAigs)Op46>4x=t*a}6n)GmVGTxw-RUoZu-Fb2T@D?MpwvBq+oIQk%GlD#_qWPKq)gIltYl-fm)PsM=*VtFJejK_DOE-)d)w&hcBUWzmBa(~$ zgDDrSi4~D!3Yrp)6+{(Qtxjp3XUbUJf;IKx8Z%g<0ttiYf2ckzz)>0gu3W8gPFb}l zFAajQgG;z({C@}I#6?$DqpumbSeyoL6b2ic87jBgAcnw~JSXqn@Piz*9je_hn~s7+6kOPO@Al(D5WzXgskUo}%68v>AHBWO1Y*fEuTyF7$(iADzDEXLBk45MTAEmT)6TonSCj|1=&YTur+@e@_+mQ zNKQIOfsVr`D%rk#)HsxEriZ(L-5dat1Z#maK2r#xu;R#a-2MT2XuUVkjWmC*s^kl1 zmT#wV2s1slhc?ds(Jm1}cENuxG%Q*dJ!yh&+2v)KKTx}TdXr+qjZIWwT*mpiHik^K z6uS=d*_LrhR{8PUL%ZnZhBM*F0!H}22q0ZDTcS*tQ*Q~W&izxss&upt8Xz!8qTgd` z#NnaqgJXeM(izD|EnJ&!Y&WAeZDaj2DcxgyL(61IpT(?!wKewhdTaiXk*q- zg~W~NC`5<)TTFq^sgc!)>e+^zbg5=?Axdtl?eWS>e&$I4iI9m z4=MLxSkTi|Aon3^hjqlKu+bDVyRNhxOOS3LnDZtKHoP>Zsa1jj3wNb?e zcW*dN3TP$fLBwpM_0|FR`rC%P_j2xu1zv}(+-j$(PQO7A@|e=zm&hpcuP?Z-zSPFB z01FHfTP-F?O&i@$IOv}g1hd0_HsHg|U}@e_uGLgI_lH|VlIv(EfHg%MX4m1Tv3&iS z*zQLNY>WqU=l`fB5c2{}L+RzMcW-dF$RUFk4r>TpLSPkuZe<7MNfL{}jT??ofib@Bhfdj=Dz79y%v$#LNB4niP<6|N!W{(!qLKc=75MkPon-#(2O zd>Ek1sva^*0!6gTHqr_%1sM^1DQ7h<58v_@DG?1haSJq9=Gto1tJI86I!yYDm7w=~ z1Cv6O>tUH-*e1^0(V3>rrTQmDkipubR5(nbzj{*JVuD*!H4c55uKcD9X%6nOF_B{x z%tpw`7laR8?_Cy48eB0OMMn(dFoQ|e-2M7_kcvY;taly%9(h6F>hz^H6O$#HZn=?Ov)9S;Ah-e@7mnuz1Lz5=k zx+9fFzU-BC^Jf&*PX~%9P+iCU&1KV8V4y4OnHh-`Q5-Um55DV`>_CV!0+LjuJN#PjDjS~8 zR=(LaWoR~TnIxJof$egIR7F;MfJR6QULJS{C`r*UamK7P5;%kwfK%Vuv!r)C$6Rwd zz{+iF*xCWT@vc17IqiWcaP>EMp2rnB&QzI&U;_})cz5m=`4op(H_H`}4JK7uzQeS) z%-{%n6VG8a$;kN%P~7<&7Lyko0=U{(--;Ev=!iY<_Xec;Hs%mcdj?7#4O98csd;mn~E z?xxjv5M;SgE70g63c7}pU|ql<&dlCO3{zGtzBK;h*;F%FwkTR=fcHstE^WGX0?NDm zv6DS5Dof@e9`p;gv(bQC)#Q9hUOjy?Rr>+qBp8;l!@wWk`OaH@ zX{nHZ0@v8_+I}gKWdX*fu_fsxIiovx)Vo-B_3DdE=jS;{U^7rpj>Im@6Q996C@ovL zzctx*jdu~b32n6*?VDedMZY#JiQ9tFR#%6hoqog3UQ(ZNMuACMu~6A*!e&7w|NPXH z;sQAcRZygI=M~*~1A$>pp4{uwV?Pi)3Yaz)E67JjMPA2kVX{A6@yc!aUvGWGwQu-| z39G@^$3W3LiV8*jkQ8x1uzw}*ssk@57PL*+@4rGHa0c0E$T`iRklBrI_ZWXwkf%vV z@FF+_@OLk`-f0erEQb;ff-aA@`_Q8fBdBK8mhP6yi@u;SD+qOq-n2D75s7cTy?b_7 ztC-!GkT@Gh1GQJ8asil?cP*Q2Mgu%jg@ir%BsirUlp6iffVCXB4eOFWX>&{E!GHB6 zMN!7$cmIRl_U@cj8$eOo$2rv1ghtczU)+x7De{3zt{sujdQceWMV@*VOzUccQLN#I~^uGt!YVTGv3(1aJ(qq}uZj$%5rT_iupMYmLHb@6dGy zUl2z3GSVf`JEIrHt^rCp?+NLs>}g+xJu65fVu}oVO^*|vk9opocR;FAfoyt6?;~yX zD7N!YBfsip0KkB2UqL0xDe_!t1F9gjK zAn+@2rEmKB|%^VV!Q6h^XdK zoal$%V+k__1Sh$+3}f3`cM|x-UUR!#M@*Q+b{eV{=cO31C zo>>0q9KfW*us+jO_9S8(*2D!&;kaG3h_kgMYBkEq$Qf4hGK(Z|{c6)td7Ox@53YQt zKjd4 zs5yFa_geZUt#)a1xNzqzR$DVKI14PacoVi_{B{aE{b@=WwZNlkFF%rqO5BjvqB0n3 z!9>C38#`a$zIPpT8$*TUJj{|k{*@H~8w2LbNl18^OGp$a$IYTQ8fWoN5JznB z{?;k{t`Z?&Mj$TA&h_iC0Ye!)vPk@8aa>dzo=kaw)nb*{C1s)7vXJM^(zY?>|WZ zT0Q}g23r8J);Zus8M@HMvAOL3*xJ_k%?npHS=`5hHg~ty8VL~rX4~T3S@+8TvGi~v z9|>oCsj&`fNVkd|&k@_G-4Hq~wShyc@9AgaaL~(+^48Fa#JDAbeV1vwrcEeP$04Xp z1goiF_Pz@V%UCfW4^s~`%O*Jeq$#A;8~_dM=g>i}#at?&7v!F-5S8~fMuvhk z6U8_ZR>MX@y8(S2BhNY(Ai)5YOSl8+Dj3<*TW>6yYA-@$jno-Cdwtkce^{q8~@lD8jI> z3@Z%}89xsN$!tU5q3@*CZC#LVgP=!#c@h|oKlOn~jqm%P5&s z&5@E#==Uz9r&#Rl3;OF*YJQ8D82U!Z+VJ&gA-3gN8!bS5`_(0YPHvv`#hXpyxNgeS z{-GQTNy-!-#X`X!8b?KUvM+qq3;$`!<^%*0l#1Po9vj-GFI6~fM5P5IEV!LQ3=Aov zV_uA4p3b~gv^oDTc*zY(Zwz}SWC?`(Fp{#_k;9$-hEhq0YdiG*>=UtuGG16J4~fs9mzBS&4z;M&RIsJ2=!_3ACkidVmpGVhbAE0eiJAZvFqiJ z?K?pOtNMu2WH(q8W`+!)_nv)#-HE*Qfw$bWyup=;63m^mU!!5)%$)(|#OZj*%5lsO z0DkquTNNSZYX##rR|+;0N+p?|5+x#RMl=MewwsjvLqYnyMz>1gn(L2Vq`}?<+Ugw>aIU$=O0~O*6SHavWApEdYi0iI%0c3|CjID|U>nPzAI!$JZu#v*s z=wneNc2X1dZrg#S@sG=hDGUZ2n5mffR)~ywLvBvL{h0R&_v%p{hF@nR_6bhyZER#HOY(`&{yHA&Lv5j)YMRBbQz>1OpEXztuGnf905;}n&h-=mV>5Oag#zs+w1Oj2~swlDC zLzzs6DmB0TGZ^UDyieQ=jY)_X>@M7n3g$jH8e0SIBBa+VS6lU5>hk}4cDN=DG1W8M zyM#J=JZtwZnzb$BxLrzq=hn)$Oflw}kFm8--7iGR)-vY)k63e@a{#u%dF^6O;SrS& z!b0K{uZ4VJhCkW--C})4)vU*y|c!2YPa2&(e%`aE3P9}5b8=swO>aPJFMQ$5^(OoV$ihH z$t01BryIsWkXidza-*}h^x{OJKUAA+Y6*r_aHoxd`?kt}3kBQ5pRTBp5lr;gAU&;_i7=Ppp4`AQI1X*Q)8j^8MDg+XD z5_3_4{xta%++@QTAkjZ2D*F$~^lFm2lSs^m8}oi1d@8I4I4s4N18}p*6~Ci+@KEg~ z^lX{K(@}+;y#9Ep&@P1_*z~Q$8Ov1p^J?94R%1hC=?pA(mcj1mF45WO8ZHCc4suL>xEHNXO9|}|0<2t(n}pZ%p}vR%4cQn z*ZFv2`{p;7XTCmq?;fYMCAlM-73$1u&fhg>=YZoxzEoKRD_}d5)8~Fn^qlXace`-< zH({w(tmja2m$#NO&YQ3N%`uVA&?K?@Q?pyBFxRsgETJrI5#1#!*M!yCQ;78yO|S~V z$?F9JG};`!xjJ!&M{c>Np((h@#4aw;EzhTSXP#Ft)D4CU@P)rYx2gR4Z*j9JM&0(tzB!!VtiP>IH`pA>ffz~SJ6Alc+;zlko9(p*sf zZ@9{omd)F_R`ziw-t7uBa))~c*0q7`o&!AAkexK0hm-Wj!7S+=@Vzsv+_D(kNCgT> zR7cYiu1u{67kuwc*NK9Cotzj;>&5vo|7Y4q%@}#+hpC<7{b$QxB}%FPgFy|m*~~jy z7$MLvS|pq>S)76QDWJTaRpUhvxM6F*0vwYBuqQfI1cEPoZU^^5Ox)E7cCKsU9g289 z0b{#X7fHlWk|2^Fo=;;s2nrzAlP+(+uf(wu3NPn3U<<|oePh_rFXC8BYs>>$!Vn#E zN<-9i-ELo>(^TBfF)(TzhkO>LedY-Pjw@+Bc1gUy4~w%TrZ+AKQl$dT{3H-|B;1Yd zV!uX+A?b(^I*%haba&^rh}rjVhXS9Qq4$PGxzz2nbs~NN#W70ZMm+u$_~HV_Q*g$= z{XEgGioS5JnZGHxME3FRO2$cXj<)l$Lc-a`9F(t15P<5R4=Ye{vN&bZwkGa%N0xVS ziB|)byG{3%-DMCEe^^0m*tX#4!CE^oh7a1@={4mGWHtQS3fO}HZM`=O!?W8yy9kU} zFxyEAt<+ z3Y|1%{ig{y9eUgw^$U}V! z>O2?uIbP3xnU_V-iu*Y|=)2LIis-XP#hxKxpXoYx;%#1)(+c;lf&y}a%K%FZnDu)lU;=GbYel=}Jv6_QJ)j=#>>(0p9}z?FU=Sru$VTi{ z*bA+6FHSmR^z<)pmuKbE_$vavNa>6LjbHFF z3)<$oEb!FA;<8a7rSSo9>daG-`N?w0K~_>?3u}qu6yh*Qpvxd0fifO>cmn>qwuC9qcMBOhjT^hR&Q9c$a{z-gtS+9bruW<0+o#XKWhR7C-Bf6^Oa^v8Jo zNbJ?Q8iR6f8^^kJ&gDAK=gOZDkP(VxY!2B5Zh&OHaOvBSFFFat`}d19dMO zCKHCRbo^-NuU5V>;b_GaVD;c%{9)4nisI3(%qVy0M6iR`Muf9ejDtUU`K)Nh@7o=f zLfGqLHh^j&CcKM;6CVOe?$&Hfoh!>Rb%DSx?o$kG2M9vV6n?rj;yy>iee7Q8>nesWHE(MSlhdX~lt)5uz)1RXWdy*Qjq4W7WpsTkomhZw--@ z+7uOlcC-pKg3`eN@ae<#CmbpytF^k=rE|1ptRvE=LE~ZY!y#-??-ISP8h(mV+^3t; z-G}>jF+_%vm=<(q>x$yBiL&X+ zgS;QPGv)%qFmL(rH*6Dd9!v;Mk>!>W38WedTh}J0x^Jcr3h~ue+Y+M0gi~G8fjdJW zDSl+$AI3UxJY5zuJ)j(GM43_(@*j@dJo8wcIg|1r8lw+Sl1ut)+v^{;t<10ccs_sI z%O=Df(3~W){+kK2wA5&>BiIek5(!Wx3-pvMR#LZctzblnW{C&_!$`Z4Egy3VaGY~P zc+=ww>u`Uu4*%Bi;2MNs;~lz+D=A3 zL*7_=>!>P{#1S?@dj)i?hyD3L9#LL3s)`0l%Tt%kXn1F|zeZ%)z{SB2FO*1%K(~ov z2=OlC(pbkELyB2fA3fmZl_KWp59ywW6wT>UN<1PzVj&J{dMts?>%>{xa)H>k8&&FO zIm%^|#`ng+XDUmAwE`e*(p$axoFQbfaqus1{Z#i-!F3T*p=8P*}DZ;SQc8(@5@WAy6yjw7W&CLQ)h4O>#|Ar+A zGS5<(S&3@vI2x2jQz~7#nIhe#w0z)h2r}{EL%bh;c~pXGgVp8C`}J`>>Y9{8EO|SI796%j<`}10Ka&AAI5K2ljxO@8EJ3t~>2XRTsYb8~rNzB%Jr3_Xy z1KLkokE1f*l+5ylnxIB&hvWkc8xSsHD4DpmXA8mcYbdJ+?BkC957wPWX?7{on4)A| zDO{lGcAnF2&*&eNu}v%YL|sCQi!BN%X8T<8A)GRwo(PK1ex^YQU@k&M3EZ68UyCr2wto zD@3sGY_7>W4{19Asj>qmI4ufEccPe0%z%~y`j4xWz^ad!WOR1Dk6B_I^By1=;wlQF z&(f$8$AECHJ~gBxMC1kHvoZ6%2!KHP3lY)8Pa*Z@Hl(%tA$2F4TW)9&j7lVkb1alm zfl^;(1!4YnJMx?jDU^&uYTzXrQs8IxYzF|p^pyd%ALOsHsR=PaE?d;`bub!)qH{H} zAfa6;lh=CBr~^7^q8?dTW51JckedHu0{)`WP6;??q*uISM4I3JS2Xa{>f(KpIBRep z4iKhn8aJ0fDK_#xaeu4@kXA5Z5+ATjhTtxkS{+=FCbV7{E(-FMXXYbD3M70q{wxBq zDJ>QIDfBG>;b|UuR0y39%QXOu>locl%@7y90`HO$zwv4}24V$&Ev1dyDU9Uh(^{-_vPp+b zPZ4?An2~T+!xIItE}bs zI+>6lU6XNT?)BO|Wecgl9Kq6A1XB;KS-Ma0 zk4`KSMqND`2tpz8#emU`Hh3+LLxQwQKCP8_)b_45C}GXJmCfeY{yHJo965XLv$ak( zkA;UP&;kK5G|){4P{TZjF8C6HT|BEbaKF0X5>=vRnO`xbj}V|HYw$m6u(s||;IkQ4 zzs$T7r;vLIVfMPDBqIgl%Rd-dT;V^EC`|EQLnb3YNY4FUJ|Zdj*@gyR5R=y{$6Lb0 zOr*t+$%7cFmBwcXWj^_Xw=$p1h%$i8pVQTEa2P!?u_dao-9~6}IJ_#bdwoYmyjqxc z4XMHzXdt)FwW1RAM6YPS5gHIM3MxtI8yG1h%Ufk=wees{w*ndzS6;GJI9@`u77KOE*~evMbg- zke6Z+Bk@rve4;;7g(EB^`RkKex!aC}nSuzZxeOl(%J@q>Gw*5krY6S5ngSaF6uj?l zW0kU+$dDJy1lPx;pLK1^@e8@+b#fmjYzZXSEC;6R5>-qJOYP%@vNRp7Jvm-i>vGPc@IIrMyZ^U9Wp1?VO@j#xKwpK zBjS%`_W^DGq(+6g-eVrM&v*TE>2kJ9IL&%3;T|h+xsXHPp2u=gCvPR?QTccBkV&q( zX(U7;IXigFL9X?I9Sjls^owUx|=5)mw$;YT%&1# z8J9lRuko9U<@iJ z)hE-oDaY@s45oqya>P`Uzgx}m?q$;8Si)DG9S5F=Z9b|t5->-qP~&N0(&@5%Ch1zV=hO9N>qu`QuMkVG`0Inl`hNXA{~eG?i)GR%DTf}7k25rVLs)9sY~Dr%&3mpTL~lvJRcuC`z-p@R9PxZHH{T$>327 zHw>;i@fg>MuJ9nI9{-S~lW4hqgzrG1v>+mDbVRkSz{8>O3Nf)-riNQ%ALAZyt38$S@v9pconasOT0 zDWJXNIVV?}bIBdMENgxfHv(w+^??H4grmo(uu{6l*z@=RDpqIfLf*L-HeTeJ>Uq-` z$V|zo@=6NlNVaBQZFqB!upe`VsKOu1;Y+4GvBAFF=Mz9oEc)kBwH~aZ7ooV^a2qlV zTMq|1a64Y@IT=~gN^$zfrCfm9c#N0V?O_BaO`O{>uVnN)R?pj-2Yj2Q)8GJ?x}cCh z=g{ow96&cK3tmE^J&Xzo0hF`L$6nSD3YF-)!nqVbh>o7dTDyaY<*ysXiYyC{#U1@l zLCiRPpV!3`NJI6M9_N$7S649p^KUz#6AQLG);+?Df(JAn2`y@DD+ke#v22Y23J`U! zX(o16*jH5{l?u%EiNcQa>vLSL+mqq0scFzcC+tV*>hc-D4UfdT(J3MG*x*A~~Q@Wr&7=7w9#8C)Ug zta;*m9mUJaZLz!nSdPt|@2dbH&iY-n)aLj5EA|(Hcc|$LVFxsgVAu>xAp{M!#4RQT zwl^>>R3>EEyl_PI~f(ZxU-{hYL8>Bwg#(Omlfgee;Nnay+dv@~9P`ew2fcOFvclFp1 z>wH;-wzb15GRivxlF%ggP`nl&{q@Z|D#9pald!+!v7EX8(afsYaYm0Ve2L+#^xOG7 zCr{_uxM-~XRz9B788pX>w83W&N5NDG-O8&+Ck*|uJ}LMwR*(kkTAGsqIliS>$GuNhUEok zdfF)MLqSv8`T27E!G8?$c&5+FFViP4AcRW%(sd%fEk%Qfl3DTnB{Md|>Jn?S95#5# z)+&I(DZHj|VtM_fC9vQ1R*q_%H3!om^>j_}c%MA!@J;X>CQCGtIA!C2lCKri({2mg zA-1*x!#7GIs4)tp#@MQ>mDBBo@4Np+ zVMh_b1x+O$!$1cfQg3XrYp1)R{j)&|m5}Z{_H%F{}iTo`vhvQmBEWh zI;mDU>Z_ATc)aHwKHQwyA+VQHR=P|g@|3qz=o3f70QPG<&PHcE&dj{AmJCANvnnrG zY3_d#0B}VDgG-o}AJ2h_bjH|h011EtkjB#kwSf=z=mY%JU`r{^5hvX+!ZIbjYVZgm zZ?G7!*oma1fA=Alno4Onv!S0ozDSQnNLb{KB>eV2CC#NWF|~j~200ZQQXC}L^f6Ea+f>M$=ac7t^&SbOw4mktQTy8 zB*;FgE&n-A5b^$#m5|8&4|@?Co!v`3ApNYgCsKCf=o#ezpDYtVC3Kn4w%JBqJB=)X zF7k)lZi|ZowP8E-M@E#{Qv>c55-#UcNuL>pQtgJrfi5ixYKMQ(3oDgyWpYrOmWN1s zKP&&bGwOitZWym~^nE(_P3te?N=R;D<4c(}TSsRLk8Vl2iqCJ5#cYkTqb8c3!GCrl z$zawv65Yseh}*z+;M!|o6~okG2^j`Jn884>V_|{vL3@iN3c&~&+vFc{Fc(kJ7$$A6 zY1rueZ<_|mWtR(f^!Y$f zXS{AV-FP)$u9aPX=+QoggXPvV#+Byvz(Vc0I((+_;b-i4=h!NFP}ntd?iBP7=MwZ8 zH_RC&lx}*&pMb`dbA+Ayh=TaH-d;9Q(HDq%hs81CJQ5D7h##`yEVESouG859h|NpH zM16GbrF@xIS%CpCSABNWJ1fIJ7qsC=n^2b|xVh)P+VUylP|~8*N3eZ&_S&tYLX<#D zprYzpA<8hpY7E*ggeV~ z!0E9Aysd3m+yuTdGHmI>B|`vTjP6sBSQ(RP<=3Zvw@>*Lfw>I*|E>SZA?Ey2hoe-Bti0*}kbB1fquo0l zmz1K(@_g6zF^F*d`Qp-+f$aL9*7(ndJ!q=?lxPOv!<9azjVxm|s&l^6gmS0l{cy!0 z#3Y#5f1Fm^EA|z92}V=6{%%%4BZ%>3t{!MOV5*O&fDyHB>Ow8qsrkXPl0qpu9WcE;vng}Lnty+49 zB^-=O*+_Bn)i>o6bk56#Upv+=U>_s=UrtOC{pwGSZw8b#I_{g%gWjG?_?u#(f9xA4 z=Y%{mlU7-tH*VG^+y$7znocSx;Bw;_W8f$9xS7=%tn_*$Tk8o3V&p5a44QAjR?;cO znSK$9{vb-{(D`Dmr(m>}WjYa=9WLJ=%^w(P?I2E^8E!RxM`AynsRrBrZ8G=foQ8%Y z_&R#z%@)AgUpt`0%nq6?#SffOSv917X~w3zqPouNuX7gtK4a9~!kqGXI*|c|;tCd5 z^xbCK2wf>>$MWwPY!`tVGlDtkeVeDswDWL|T&&8Z=c2V)@KxVdkC!x$I{^sUUb(gs z7Pnk<=-2NESt@b5w?SPC{RVhIVx6xW8c3O%h>ce`Dpl3z`3l&6&|$)-ww&K{>gF`O4_B&k($ zhVX5CK+g1~<|Cb;nwQ6Q!#v-hnR#T~BQj>`QiXu79QsSHK-L7w?g1ktQO+zE)r#QX z>c$KgH3l1v%=I2p)Bgla(wMYFzX{o#aCi}cx57Vcuxl+ltCLVjePP^g@2L7#tT-~^ z$Itu}3lIUg5`R;Y&vb{)<9OA|OdOGPaT5y>fTB4wXw*w(8^G{tLzYnRDt&4sr*Nx+`y{Loa^}cDx`fw&4WQwJ`*RL=Mc|% zds?PmE`FAXdtA&Asq1(%Oi}zk_?CKq@yq-Yo>(W!!Nyyc$q%U)v*5{OZyQA@1;J8e zEIU5(;l6hssMeU|PC(@=QN!S6x35eVB2|{fcxyHZN%8MxTnns19Y{2#+{L=qI7Ssb z2}tv7fmQ8o^ma)^)b>;u-BP>)uclBh$}qWAaW!z+baL6#3_iAqdRGcKVlK(y0L60V zgaL?kWNy*0vXeHxwo@njgDx$rYZbFGL23X-8w5n+bl zM~%RWq$GC0AB^lW#YXDsN8%`uu|CnVuAq zubdRV+%LxRz@Kld(i*L94LuDf5je@Pl9+U!MRB*;o}78Y_l64#t@9RDEK0 z^#<+&%z|}?WRWXzAd(}Z8>mZGwUd+ALtv@8_t`;`nsTEY5o4YYD4Gup#^pT!WFIJj z1Z1btWAYXkT_0Q%%bk5N9sjJ%VnYqT?_v_JKzL}P2xUcm&?it~hGssSsiX4j98}WS z3U$q$FSO%iFT`37q5Fp<_;!9g905TKv!|QM0qn_8hDm2}g@rMM3;gAMB znEbeU?Wy^_P6{vWXH!@K&4$^%tsEg94Tr05TP*dcUR_(M=P}7lkV~5h0^MT8r!fVh zF(N;Ud>p=f&{g7+4|xByWj_BY*~wYeb3j$&1){?Hc5dvkl}j~<&0gm-`&s%pl0p3o zj2!}I_Hs{9YDuPb5=cK#J;!&)_-)%*^*)_yMZZ?*=>lgaB$bN7@tBQUWn~S|ttwVb z$~>apA3VlS3%c94pkxr|fHo(i%}b?T&Ljl0pS?=OHFNNAS=k&oF^GR5n!O> zD%CoHpX_%;_EQRtEv=2UqjB#QUKk*6RJ) z`83=Hl|gqwnCr%c367^~yyZMQ#wg`P$dN=O-OGmt&D%J>AE^EwVZG_ybqq={xjp@n z@W3A?hU5F`?3J2#y2qP!&A?Dv`aoCe4jKYig_@OP5c8w#%0$EM>HwSN2O`BxXgqLT z&L*Qprz&(R1v-NOTA>gY7~)zYPwp@tA8DwyZ>CK$q-z7zTg5bj6<<6r>9C`J0ZRje zdHkU>OG+Y55NCk0u6wV-1N&`Rz@B|qqFqOwe>6%5-D1C5(wmOSw~|Nra{8DN)4CHM ztI#86)1Ms5g|<$>QjB+tQP&cBu4%%{jeM3!`F7|oTQL$}J6bP^Xz ztkCGq$}CLS8(>1~9W^(F43Io}D!n(hvh4a&b)QlN zB{vU35(Yx7O1x&rIc^!h8=;BWfhz<}v?~QVwYvd@wa?Ruv8+-2m>t zgjK~n7@-sm$ra>ZYg~H1u9quwvb&rK%XL9^#?fjH^gW~%AoeaKOQ^KeG`=D=Y>^Zl z*cjwPrhcPQ78Bb*ob%^OS>0 z>lCPqdCF!ZU7ZDu0BIFbnmy0fE~IL=1;^6&H@KXS_qo9`23;KO6Z_8MqoTzW320p> zC^H7JU&jMVBHhV=7!tu&R;o?4L{9|XAWB|(yZXuA25&-U%aHqJyTf02MW@Moqa~Pd zCxjP2nI#?f!xa7CnGvr>GgC0nvRXjTXE45E%l4e1q(X2RN|6WsZ zmz+rGAlmFZA$z}1dVN*Qqr9|DMy=3FgY3JJ?zGmtf%ZHLZi!Y=dlZD%z~=endi@F=ET3HujVm zy4%;r<&~?&_%!ok29fzh8LqzUnar?yyrxU>``gym#Kht)LcZZM|xm4Ci^x2`O2s~$LIsqvxV!_3W zI>gGeB#5AsFo_(1#hoVikT*itQ??WWXPly{SB)y1AL!U)pjA)6FhIwLo4Cf={pSOk z`V?(s&uO}#llx*Um0*w7dO*OuiQ9=~QiHd)#F|z2MoiNpX0v#2(Mi+16ATJ?yz`NH zo*J4ahxr?LbRi0iIVOkTIg3ffZU6}m>QPe~&GqKn4VIcGYOx(6{fpmFk2B(lF@-&e z21Fn?#OIHE4G#^UlLJM#0}{n%LTohBpO^=B0$HiQPeh!cC-aAU^zFf6lionor=$`L zwMekv|910KIk#AYIvm-cOz{}ChQ^ps69Rst?`{a;Sgoy-Z+TjqG-lVZ0Fp6Sey`cm zJQA*ECF3M*9GZZJs#mKeEV3d{QF|pe=y6JNp8G7olI-QmF!Y%xw?z$6qV#(u;)g?B z5C}avnI}UFVVa)Q^X?>qQYv(Y(F88AU#$LGiQHs9E{VxmnHlvZk+T56p9>1|I79<3 zqHvG$r1@}1voVi!Y!hl)!R;#-$ySosEvP`BA}TWfo0YZ@om_em(mU&(VrS%;=r}}8 zi-!_E;aX9J@LI~nT>1iSdq13BzDRwEuknVmB>0bRB5N8ysB|M`CxR%2Z$>Y4oef8% z+EMH@8C>VhsX0%E^?Ja;%1;S&{SQWVxhmDcSx=(KJ_NI=QyrK-tn`Y{Tt!CiN4p;! zbUkSLRO^YTqO6mgEpB`HqYb_FUo|Lw8D(s1NvokZH^1eqm+sN377cSBIvCMP@B>C= zK*XhvrO7g$N=77toy9Z=INXP?u!2QJd??v@ajV?MaGBiPomwUvQ||3S(dC*v9gc#=cu?xDl5`c zo~Xp#=&2Sfb(=Y^kgu0P!X_2>!t5C+ET*3khEw*Y^05l!b2#>P=K%!fsX{r^6@q{d zO15;?#27Gx_q)#77wwm_uoyZsSvZjn?%Zb~P=4!4Zg4m_5h0Rj$1ztRM0Yf7>RfXv?4Y}Xu5DQ!G4kvq{?3fKs8jL3`1A`sFMnxVKLy^Bl(qRvL*`A=ay9$dz`QALJcgzgZnB3*yyjeuOSV0=z+!KW?@ z_<4orjDq(vJQ%vd8C&HK~HxnjRZXnLOyVgdoZkR2=IuL2(9Kxq{W|o7* zRi>CiJe~@08dg>#&e8xA^~${5r@$`Qpb%K}9DIzR-@`tI%jd>+4}epyo41@;b-Wd>zgiA6h|_ewJM|Ohd#`BV@HpXlJuw zMecyq7ZH|KPm@)Ng!2E2S|Q=O4}31)fvV90JFL%ZtEv>qAHRs!6^ZxEdiwtECD3+` ziYy;BR(jK8Kc+qaM0-y4yp-dJfqrQiwwSEZmvss*m>D@6W9FAcBLv5l5r5U1#%SzT z^34k{YxsN|f=Y*Zk4QNp|RAEk{8?vAe>&XgYR) zSluLk1kWPVttI40r3t!|eWa0Lo|E!}<0`Fkz3X$dbeD*#sgo+rLb9zy7;cS^0=<3( z-+@T1-JObx16M4gu{~YNPP@Se$pfa9O~EBA$x7n{Je2;gbe)QVXPOX?=w-ji)cx{Q zg&>*6z+5IJj`XWVswi$;eWm>rypO=>af_^L8|5dZd%^vLghUNGfLI$H|-PV`&VhK5u|KP`)ph_ z>65|cloM3>s;W97e8`Xt{?+J!Q9-i#Ra=Ovf;%SK8Hwaw_Ag=?$akmZ)hx&hyx6H* zew#T}$~Sb?P++P3jK)IqzU)cvF7;#?VqgINrq~CS`@HC)P1H=(8(4uBwGe&Nl8T!7 z8u>5SRM#3=c`7;$L%Yw0>!^M-W+E|+a-#o6mhS_@P<#Rf-HXY9?jcJ+G5v?)pgwOx zoS!=D<_f<;6vpwih<`ai_P|cqLK@|bK!P`q=248l`6E;cRQj@GsYlH>om6N5gy^zrrIJ^^pbA?qS z)k@h1{x69)2q?D0l1?E9UZj0^U1@bN*7+woF^*_a-!9v_J>20mJH>sWV4&w~#PT+N zLh_ht%F}VQ!~F8&AVn5QwyV1n8U0W+YRr>b3AYfeaRhGg6WQlJlse%(5FbVdK)u#@ z!A1o0Xt~_AdU>I_r%2{plP>RB0bPO~+6SooNT!p}`p;DmCswogM***ek|d(`c^=Lo zOeO0R18B*L^C_G{rk&q5Ax-f|1h6a3=1YOs{y0Q6kvwnjzrN_By;9L~_^gNA-=UA3 zYJD3#-c#JCL89pV`01Y-Y0;zfSX?yf{|?}UIx4XSpp}b%tL&q3vqD#D@Vvu2>B&@v zokh;iAw5ftl?lh?|57&B^L3;QZ2eL^!EzrF}EVk00;D9obb> z8-?HLd7FaW(EKn0QzI5dBxVBRND=2ck1ajW6)kV9^1n1Y*&|7bVu>_(yZcrBYOPR5 zQ0|w`-C9W9Z!VKStqxYBzpo!{!T`Gj>IoEyMu#!>fwd~;vH7z{M_|vbEWisl9=39p zCuD#@w@Y_1vsP>}$<5CRSWb6H=W(g*$|XXtym+{pjdK9iazxioF*`pc5=OX4CkLQ5 z@6fxseiYOksqC)zlT#+0*q>wmlTnr_1oa)B^C>!ANkH6kK_q`kZ5qHt^B#B{VuB4ys@#`=div2}_`?4u4`S^y!h0Y7ngA>KCjVgyt^qYN} zF-B$yROJfT*GplJr`=oa)Nj@;N*Ujo%Ier^qV?IzxzWsR6DW9TPl@32R@^-c@i}qM z{CbW6-ocu*6>i2%1*0Khbqh=4i%4EKl4{SBi16iXrp>q(e)k+cDN1mOt|eby-Xe;m zf5G?&k3WclVwO}~*g)Gik1rR+t|bDZ^0})ZY{N!X>eCOVl{OSs0bNiDn;=`iT#M&lSu;q zGNC-f9i;PkVxYWcAWi+5EkYaeX+Mzy%zW-^Xv4$iSimj>h2%5O3R0LrHaKc` zXBNSbAOoeeCnC#Hnie`yddFT>1MJkD!xP{&a41+g>bM9e(D~+s?Gy|Z4q-dQt2Q z2iTOmW!vz>B^{+e1*8tO`!JRz+O}=Yg}6g&B?sm$J6 zOUtwtp&Ht)M?9f}Q_Mc-D~vBV!73Q3aLG)KrY5XkFy$5mcM`C5wc<6TVi#fOJ(2HOk5sXCQjP9NZP!mNYO(h?Z(%vM<;X8tC zo%dZ`#pD;qquhie0hA$v{`?F+k(hRNA;5n9Ja$+@!@wP)*W<+b@;$ADR|-`G(W4mm zjh@eLY|x^M>>6XZ7lT@u16Desliz9yNP#ZCVaFYa5iL4C?B++G%FZh^ooiAWNJ?-g zJ;PPbYX}fe$nHagiZGYTCGn*{$|S#$xqt>`!oUHVmBVtqo2$k6^~epp(ldH0YCS+4 zsZ9^kudXWm{Bzt5Kc5aB5WVAZ`m!H-zE>O13jXa%Jn}9r@#3A!68s zd_oTGOczvwVrf3sXR&DEM;0FPEZ{`SOFp`tfX?rB}0Fyq0=t8yOU#rIx^7+O5_Skap`I4TQtjqzUHd*C@{&Po%S?2^7aUiIT> z5sTjNa4YvRw!XA@b3&TUv0oemz9B=+3Chtq!dR_B0r?G3&X=n(a49?FH;_>Hgr-b& z+wqWc$U=BpxXS~9VD{G;^8y)E-kc~#?>EM8ck%;VeP-C#nw?T-W6)QH|K}cc+JJ^F zd0yzG>0gsjX?5`nUiO~Znq$W5XB={2WWmTaOWBSylEt zjI)6&;RbT6ZZ%B8BaJdtRlY!Jqw7amv|jpOKB==(-NQ)VzYQ77=Bfz_`OXH(kOtTh5Z%#E24K~RG*L{`j$7L9*5l(Q5 zDha?6%J7)882!?Qu(9pQp{qx_*m_18W=u*%ttrk>23hFsA4tnmOdkpH6*`yZzYXR| zA3+(od`sfQv^C{fF=C#1|QCuwN7C)C%1Jzmy|1}@sQtcFGruE1Sxj1oGjRrTf})pnOc z!vQHM54-87V8b9E!S*ZSz$8aAQw1ytYW`NqLE~?>G(-4A18t~%AhO4!^sI=b+`(YU zU6C-!o<`GS_3rA|?C6h?*#xAFz5%aI2nhU02H`2*rdMe-hUU{$wz?jqel% z%aMFdr@^chKeDct8-XZ#1=KFnwT1{F5p%jr&sJQ?fKy@7^(giVxNipuDFjXVd}t}Y zYY8sHlqMsIf^6^~#HwvScfKf){^eyi=UyzLaoDGzVq#Lip6r$HS1kxuDy?|#K<;G% zo9oDz*qr24Ht4HU%;!4RD7Nil{6J}cSYX$vw&nV zM@7YB;Prx}hRTC4>U7uUdu~o@uH4n8(Q~}}**VPQFm|HV60KQ)YrfYKA_Z1L7uGlG z+Kh>PFt?<5o*m$?M8QbmXuV*xgyNl_6U@zLUcqD!L^5w~@<%myf#F)kmLV#E-UO0R zUA0jMvQQ(=JFKb>{$dyZnPCE5_cIixOOa+>B%|-%nH;+ydk5ozPt3e z05260qL#4OM@T)an95{GAqW&>F*Q|>FxgF1`cFe|TkMVm!6opv5OQ6HWb=%A@A5u( zBTxe`yr`FQO^XxUJbAYZ@Vfli;6kLq633E=>*ZLMBDqTXeiI2{+%bOQ)13$H5^b3z zn9_sEh(dx>aed`q$F6>x3rJKn&H$xwAWx~ntt6M{9S)N)D5!g}a}RH^xDlQ{mMFG7 zuqygT7kg|`%{@sCP$IQ)$~akGbL2IiXBbyT)bC~2R(c_P0_|6TMbV)ulLxhoKF}&` zoVyjvPOp!wokDoV|L7dIe5(s-LRUkAHk(>=J*!^%*WJc2A7P)M0hqMmK!grct5=i% z>Z(n>s^Sm{VMmt&WK`RLRfN-Uw1KfFd;>dQ!;7J~R{_t5sw017p}ZaztuI8_ZYU4B zpJ-U4PVoH?^IU`JNChg1>s-!?Ji>*x$=LrPnSgKgq6_2L#L8nop(lp!h~U;SQ;T5r!vfX#0y zS|kKwOQb`M_kN_BN+lBAc+zBosE*Gsz!=yJ$*6zm&s9DLOzOfM$j?sl>wAUu1-D_V zD4!R5P84pHEwj*c*Tkv&Z7rdYTji`&n@*~tc>=iO+yBjAYz=0)ID;;4{{sM=1kT|B zJ>98n{}mF6iGKg%fOe@GIiWVXJ~d-P)t`__SuxbCis=o*i}_X7Ci1OOX`S4YcCk6k z(B=){wPIbWMUcE!0W0}hy6R|&`sk1Q;ZeN8dl{_2pEP#Dkl2?jSL+)^t z3~fv`6@Z_XWAVq8jbaB;`GxtU8*`BaIEZ>xV@2fS+$HKvphbXTA47re91*)zGTUgg zCt(71;s34i^p4N|$$}t9^Vz)*%b3Esd!t%V{MWO&0I9TYmwT%44AsETMQN?6tx;V3 zqSKuWj5JI>!^M?5x?(c7KN4nERCOjr*39a=p*KIYtt3{cO1*s!gY6ZYDORr={BmVi zn{FbsJ1IYkV_LDHe;vG~Q7k?9PW(sCif2VbB`eh&y^|kjUs9|*_Jj|zZ=MD``_$$| z1zqv~-B-ncs_>M;uLuWMG$otlTc5P`2cUHmNR=eUy8V5ur9@i2Y{FOmj>?#}QhR?u zd%FW)kng`M@KsV1alQ}Q;$(V$j6ZL@)j zt09@YW1DZNor*~VxC52_$~G>cfGkKdGFA68awvXSFZaIEzdJ0Hc*bb?q4~^7_nAJ> zlg>AJs90)|(Fhk;df#OAon1{SzicGTReu2j2w64{#tU^g(%~Osy<>C=DbHP^!u>R> zLfOL-!Oaz7lni%$O+kOns)R1=^4I7Ae{x?V|}L?Bx*tNX_5aP7^&SgI{#-9J4% z(il=^qUg+R>noaqJc1!WL3V>4CcfwL4PIhgPi6vlXI47B?4OMRw0#Eupe_b~>f`{k z@C~WyX-SMUQN)ZHPV4Ctqo*3@83n(Bx<$FLot!BogKp~t1~;|^igA0@Y>OYgr*{J% z&zP4Wdi4TMkPvVmYV7Bp4zhZrCJT0MRnBWQe3j*H2aBU%zgX7u{%hsO{E>?FD=C*@ z)F2<)A@=C-MyVy*j%~@c%WAulaUkyaFR|DyFaqFW499H<^d9kb{*^?4W*g=p)FDI2 z^g7v#cKb4&ON~VP_-d)#kNZrtjTwrggT*(ipwc*hZ8*MS{{aN}R)b-BxbV0Q9+yyB z7${;+wkpOnI0*0>UMs0Y8zt&2{PlUa?asQXLu4?0r6H!0Z_84yXICE8p9#}*5WXiK z9o)3Y7iwkB?Cs+wa^Z%WgTqDtbq*4pQ7pks(|2BH@&L8a$YA&ZU1u?AV2$xJD;Ms% z#n_LZ0Vhd^D}@0X>uXBmPJ+Pe>}TE4lNEi%bNsE_ZE~L5r5adllF5nPMLsUhKHD$m zgX-gM6)zNm0vX}%R+4M5{f)rw>G3Y-G86qxpbtI5`nhDRQW;RNJJ9eYCdF6wm?L`b zgpOgg)j?@^ zE=cmee>SBO@Ffss+fy0s?ic~p$O$1kR53L(O?W#h3_Qm?ghF9l{jfXzt5LaL1nA21 zsg5+7*WuXG6&^|(=%9cgJXLhyzta_?}tN4vkX_*x` zJTak?A?O0MwEKPjY9A{eSAT590$GEGF_S+lk>86u{6$0) zC;cbcyy~EQD>w&jM_%D=y+I+UZ7p5x4AMX9p0o%tX70A?MPLOV`C*=xDeN0K+U|~x z!73h+hNW7Wug_kZx;YYt$fa@8r_?DodH!G0ZW?!%AxM2Niszqwz=y1j~B$pr)J8c8b!6DUOV=LI0WLxJk$Q z-vQ5H4T&$i1gZ#PKL@jrPA;#+9g^;K)x(uHsrMdPDrsY}%RGQ1_rpmm(lRdj3!%2- zrIZdqPXtek0Hp631|HS`1-|BA8&~c@fLBIqHS|exIM=6MANrMuIl| zzaj?mkmBDy9N)lP4*Z4#oRuDB%{A-sRKI+1bWnwLg}%qZOA2m(-Xf}5bLvpgOSwC5 z<2D~dH?CdTfGHPTFnw{x-tl?*$?(f&ZewU<_I89S#)IfwI~fS5^?=K#*t+Vr2kUH2 zCa&DlEra$di#a}5c|1Y3qY0unB|75D$|C+u7#i^I>`SsdR%0ZW#k>n6i7=t-t?8ov zmm0ZHV*8u*(UsT%MgEj`CHM?i-2FB%n3W%M_9}^ z2r$rTSvWN6NsW{==(+k$6=&2zik98=X3*YgXlY`1jzZ|<{)d3uZAe|+6C6qM$#`O% zkW_ksd^l1!0SE37-O4}&*OpHgrQv7DRu-(B&MS^;Es= zr~BB{cqPMXOmV+1*~P3wdjd&fZkPvF?Vb2Tua4P?C9Vp4OFnu27D=ec4D>EW*(&gh zE4_!wE4UXb)>BH^%;pPA!)q9^mp`23DUFI1V8&=n@kl@b8Ea2H_{=`}(vIZz9sYP3 zdZZo=x7rAw(E%xEr*LL#QxpCow`SzQn6`jxVd-&#Is$usi#H-tM&$=AY5@ z|Ccnvz>F_+063s$uMm;7*xC_AKhtKt(Gs+G58><}?Vu{KPQ)er@`IVA&_A*{UvElk` z9@jHY0vD(;?q}JTATijtJ`XO3nRwT-xdV(I2u^~zb3iw>u4Q0FS(>0-hK4~1>DV}m z_;5uOLu-o3|63?m&Sf+Uqz=bk>|BcLs#h(zGy<^k>ewlKEhWx$mUSuu-G8JW$t(aF z@t6fX^6kSiTmBjZK_O5(60U>GRLxmz#}ZUNd~sC%IC+MV>&0T@w^A>2J@q^n+E>T} z4Mrm2WE-Lf0X?6ox0#0-8Yb?gNYv`q_P2&kF09aoNdubE(L@L<1P|L5ijI@c36zI{ zC8+{Jptqn;OXt4Er!bg}feK&c?SDvYK9*^Mz=5jl&!q~}CK1TsIS31BCLB_n@(Zw} zpck2AXLN%8PZ_;C&rBa;(5Q5X%D|?F`F0;<^$G}LHEN}ppBXzJ#7_%_&N;hb5+k9@ zIeQ6$cWbO%ymJfb+V7>)-K#|ofbQe)_V5%J(F1K!fShvcbXisOF}^tx_cO6ceQvKs zeWZE@e=(oeG%ufRDj3^B!z|!}tKU;w{UdV=*<=tZf>gv9)P38dSb3cwU7u<@{(_po zouG_aAM8V3)IHd_Xs%SZb@_Gh=l$SmsmBC>Lc1P4*CzmNvg71tG^tHVyE^|a)C<;8{aZw!{OgLk;mir2QdJbNrbLf9z0`-3 zH~y6Xp;1b`@UCWSH^EGV^QyQU+u9=HX%)AISecgrY2$qfn3F;tR$`)0>{#1jQI@f; z{WAN!RdXzPqK!O$kJyUEm&Nl|40pC`D(FD#5km)lJ zV!mApoh2;o-;E|ZxEIba6;^Ep)!RI_7*Vzfkq*=;KYrvOM}pfoXI~EUs*fLws^X;6 zv3JqQuX~&jAZhC563K1n0PAEX7FyG8^4P zS)7c3mrLXd>OB2nOq4S6js-Dc}na*xI8i zvrdk!YG0z>Fr{A=aRRp*p;V{fQkk&on?)PGd0c4SiT;@`rrz6 zUgq%$X8}E#;+#rTfBOU^64FR1NuFFfwGe<+V5Y?u2H%1^zep;Qp$%1gV!L&W^LiZ8 z(J^2E#zguV`(1q*j6OqKp@RiSFv@o7%XwQa|L}rXdB#n+i)^`1>Q8a`&4CV zmF8pMKBo_nYG6h|zfioFa74D|NwDT>Mcr$S*Of&I?_hgMP zQVEt+zLD9+F=97bXW}j&c&Tff?yQ-`>X2^>#-M1X)g^od*Cu|d$&k1u}i zgQf??pK87!X#h&M7x4EpK^wbB-V2t4?#0cOa$p4BIHlG`zb*0U_g$P(5X)a@g? z#yf+wTjc;za-Fos{vBcfu2A_Vcpun1+2(lYH2aVGou3>G76w~`{^qWa=5m!css=M; zPh^&4ZRTL&v8<6(v$bU(9sJ>Jb>ap9lDuURbr$~p)DZ|D%5=YYd6V}Aq``xPZ=gAj z;DsBFmP*adIMP@N)n)wtJLXX*k3i+ye0t_Kr&1;je`;1@eXDRW^tqkU8%zf>BDz^F zRQ!xSrv7$k520Zs@M z1rf^j#qxX4Jev3-M7p^b0rZMdK59qZ1@);*-Xn9|mlM?!xIkM6jCw5lhI+TjyB4o? z5J^0Py;2WOxlYf-pQ6ycFA1NluxC*W#mRZb3G~)r1=ukJOsLlNJrY^rbr*11DzE9h z*hT_&x*_@WQ(8K<$*d_lnVl|1HYTuaj>D1Qt&R%|2x?uAHmso}q#*>v@mBz0*}<&@ zp(2TC5iT4DoqQ59s^t2^dXJPrpHsjR)}$&|;mvSRysI(e$$^@)bowr5vv+)=-j&i zujM=fnjeDht!F8F@n9uZmtTfzuEi;A*qpy42>Y-=a_iGN@i9D0oS!z8oAksXiC0 z-Bg;;^gdd`>gC8$u(R4Q zdShu}jbCS?whwn{9J55_PlUJT_{NWC?g(zT%ITSK|3VE@@_0UIB;%-B4Ex`HU7DJ_-2#{&HBa93a3?|ejU;<~i6jp; zJ@E#zYgQXUZyukmz{_0`279bn?7Qcji=pP^7sTds4_Am=M^`qU{d@0O7ND}%tU)`b zMQ9>$K(hdn3l?74WJ?4q(Gk=2Wp==X(7aZzzOXA}xfsq|bbr-mgiovWR~hp1S%V^> zkV$@%@lSSAD4mE&Og4so<*RJB&4>|JSUzv6(C|Ue@5q6i{$gj~sU*tJr{~(VdKC2B z5uK*#w2|ioBc5b1Ob8QLd=3E5X8!vf$b%Y#UQInvMHr_>SS2DsgKDzC)L!|p)3_3@ z0mB_IY(N&a{=`8cXg^$Q?g3Ni%dCrAD$V^&0#Ho54)kQ8!2e69ZVY3=>{I&=%wpM* zdAPE2yN#84ax`KQjAXZ;4wAM(f>7A~j>z#|%P5TSFG>k5>KL;{@+>tmeVjYtk zzNRSBK^$Z=1RiOUT8l)gVRuRn7|W@}R10$Pi&=(Fos&oMc)?>YHr0n!KpX0s!m=jg z;9>@B9VA0maf6h&i%5nbYjD=Z^#ixdjp5pw!NlUY=`OqT(ja^#9MX|DYd&~qVb*(J zOYx#rQ&*oI?$P?Kl=+zGwmqBX*LmbnTn>~|?0^!H%w{ns?U8#=`~r2bu;|(qua1i*DwQFCjWC!M#Whulx>ChqH85qv8iJuI}bIWBFLF1Xe%WkT5VG zIW;Fhhh71WZz$n`ipdyO*xU6U3HRMcshX8c4g`sKxcQkllsCvog)(K}U?cSRZW5GL z1C;qZcP+t?q5i%~4guD&t2)p84gCI@gxt6;hglL@Y(x*h$4}S=W78M^00ebyyxA45 zX$uW)8GZKrrZR5e;IFob{*&@LO|Z~rYdwJ_vbI9DyeAphJ`s0(fKBz#vuQI1Vh~f) z$N>&TP+%BoND%2+u{@leX$mh#w=M70j`dlS+O)TUudI692Jz(l=KOMVnpEh%Q#SJl z#cS?zG2&t4Qet4b*4JnAIUL?*oOUHcjBATJKGUizu(~?4WB7wa!85d_kS;~ysh-Q* zaxb9sE1O&ztobQ(Foy?`BIssE@D_ZQM!wtmDl9zFE(o>xE#}YzJ(m5i5!tUA=qEL_ zHu6+v0x~N0)J3Zzg`+V1=c}NEVlw|7U<`90A6Q^{=hZi;{2_J{m_o`x zQRlVGVx}HJe$wTU;XCiIJ5zaO64GfASc=ZB@FXq|itDoBcVq%8C5Uza(MSDnSQh0a zcc4MP$~(Jq-*~N3%2`U1tTrGoo#kdsOUOFP?LPxmIX`v)yF*)!V{?Nui?;XZ2*uRb zR#O3yw$F4sJMEu^)qws@e)=ZBn3JcSLx)8E9h)tLBBpxwybl*-)|BrHf1SdDNNK=m zlg<-`;xn%=1Np2DQbo7KnNGa-3$?+1c~Gq_olwezua-i+?4xm<7FDJXEQzhERG6y+ zer>L=g;?&s%v$%p<0~;H=?vsJ* z&kZcZqJ0ZV{|RJz--guCtPJA2$V4(TaX=;=HJ3us2N&LjW^2Pk254>)5tPh%(c-4) zi_5ZVLdG4chLgFbnrYNcBqDLoJO*`~tN0+;e_#Lz?Myz}Y_@V~AL=rFNNf)a1~|4} z+2%vc6JILQ9HpahRua0}bmzjW%clW~ew+P1I8K#&h<8S5~58L{x?Q|^cg6rrR{y%rU z7YVpSs!ryzyI`KbBd?DUSz zX|wYEVHkNq5aH1{CgVX55IOiW58ksJM+{xU`xy261pe$fuq5_$$r9XNNRN5-&?2@a z;9+7^KL7$EmJFr(X6Z$;n1{^ZaA0iQzapaVtJqvt%5LP`E?Bv=Ak|7AMiJjnoPz*;uQ zDzs$%xj)CGa$lZy7@~l8n*Y7HGbQ&gr45FwV&H%Np<ZZ_r}HO z*UPT0adUzNfi|+hS=g!?-SL1FCqqP z8<75`%@b>s4yy_S-=M9J&?vk-0qH*6T@qo;kGy#$sq^k!v2gKHw|`Dg_k4 z)|D?HF*M7=@TE*lCo@6#K}QwuOTE?9#5Vj67sk)FHk{{?Vu<;aujCU`>V&4k3s502NJMNXJEMfeVyL*(X^y$uzy2I!(#Sgw$;DBP6=cgYbl>BI7p7%5!j;(3FZ{`>pGqKVtPwxxtD_A;Ej~WMXpGMZZs7|~0o5H~3XbZKTiL>XQoctTY0brQw@52343v$x@1g)N#F}>` zQ8NHw35|v!p4+9N1J90^`=;{>7*S~vhW`Lj{!$lq_UawF0?Wf})0l3_c)cnoO9}D8 zHsa(6>xg{#$#w$aKnI_bapk72w?r zygmM%*h7p0NWL-6OQE(=u5ROA+_`gTjWY-bD)VAuFz@X;y*CPNULbZJJooZyiDoI( z^~ks>lm;2`(z!YzVmfHrO7?o(G!*RhBVzdm^%j4qMnu3O|Lq$VK&idn4!WyD=vYRvMNV-^ZH`-bdvQB9Jr_qIT z8@45YYJVbLnhXX21zGa{J;0hSmEY z(~D=c_3Yf9xy^K&s@Y@4J>|tRWPpvuv|%v|lK2*_VpKY&wfNrKFP6U zP!RW^z`KG%lM$~eWNlj|C_Gz2_3 zLbsViqopu(HH$b0XTvHdqUB93bJzW59x03)mrC~tsLJ8T&dfymHfN0}u$98YUiWr# z#v|F}Nqq{Oh+yCfn#!Rl>JkdA^L3VIf^8gQzJc>nX78a)Gsg8g}l2gn)HP$evX*jj!;b!-QTsw88(d^M*_dJy3U9Lut|U z;KA`e+1+~!+Jv2iL}9UytiXcJjS1N{Cqpz@=hSX+OqmdW%^2(>-Hyys{Phyp(~H=Y z@YFa}5<|L)ob3|=-5H_3<~STXpvUaBcrL-alUoE)n6L?E{9Lu2CGs?z!A(QZrAgR} zkp_0ZAqXOnVqE9Uq-O((?)6cVOZ{8qguW_521O=7f4O!d%d!fV~BAkZi1_ljuYRX7ln40>1U!zEMp zLAP@F5Ktz4BhBR(J*a#;V;d%HaASD)VG;e@tpt3g^U?)$*xc3SKtl277Q(#T+UGuenhVA~sa`LMajcRNL zb1vF&is-Ci62cK3d%`~^5E1|nf735Ah6Q)n8J)S0mzwJm%YG2HK~ z$RIS4uj}+{hJ>s^R%1@0pPAEpnOQtS&X08oJHR)-YeyY%mB?fG>GjIIG>6M%)^GTb zG8Vfa{Qm?CD;=oJ=nc<|#N}&llP7%rrjtDcI`>SDOq9h#OaqdwH$domK0!~tsZ3}4PNrr43s3^40@cS$x4 zZjM$YjUjk*+4297kuHmOX#pcWp7c?F2p93f?YAx!{)G-D@N-=bbx8(Cp)81Ht6T~~Zv1*$Bfpl~KbGK>+g9sSb{ zipZd~wPAy;p;^`1`(zM^;t1Q8LZXT!U&4j8T~?J+EpX){t7K zD~K!zdv8scB7ui+O}`jmr|?N z_y7Gp!|t?Ydv(7E{uA8hJH;6IIUj0*TK(;FQ9bICuGB;%rc>$jZ+SI<>V>I~*M2 zoMQoOV{sOV))ugww3q{RgtfkZnpQ64CTQapiAj3Rl}|e<2sHZ?rn5yT`l_>?uOm;g z7wM@s%wuf*jKj#Q_5#a>h`^+mNwWfym*$AN;fM&sDe5X!U3b%Xok7msy1mCsFGKL| zuv8j;Rf2ACwo7Ru-J7ZEg3D^SCGoRJ3BMB8I~1DETtk_QUa*uzqu4#EH+E_T0}?*v zeK&NiiYL`RD`FA>vMyR&QG}ux7Z{y88&7Azz^3_;b~=lwhVT>xOm@Fs?(LGTy&!2N2y<3N83!g^^jRGym;vjoZ+&%(Yje)0yg zC?nQB2DD|_>(UB|Xe{!`J5WP3X0ImO;^gI~<=pTieV_+FZ)yAH$^)5@rTN|u?Uri@ zl2}0e%lh-8(z54vr#Ed-L{Ei`_)4*6c(6EE4zcw}!?3SNX$~3wPweLd zDuJ8x%IWfMG+|6U``2l1ITTjn#~5-y0xxU9o_~8vY&P$(w_E4fC2zeAP;z)ag~hAN z5b$K#KLs4sIXvHATrUwXOK6m~#5lTkBw`IrfdnN`Ro7qiZZ}if9G@TL(Sqf>KexbD zFm9CDOB?fo&lee>L8KM3%LI#hAkD3hqkzyt1kx=%QUq3qKo8l+M7e*2BBxNm$<^j; zXh^Mh2M0II2@$^;);s39ls+U1Dn`6{>ue!i@*FXRj_gHnpd=Vo91fUxZJUQBhgDO5 zT={pDdh?$IIb-n>x;7legBtRl#sdcCW*&e_K6hwXR66P;@D&Vle$n;m^A_HUktD>b zJYKWoh;)Cz`G(4B{~0+U%Pfje?f$r@&S`T_kI$xfjfrxc$mfr4`hLlIZG`@vP9qYBgx${PXwfSnLt>ioR}liY4DfRvpiRRq6D$cnrY8+W*rZ1%T!k z3AHJA5AJBBGby7B`XJ(m>n+kW8q?j^i+&^$sil|6U~TBZF+NSs$ir_d7ZnqMLhS|0 z**RWx5o1;D<2Mg}1EWoGqap-VX-No_W?aorEfhG?B+QB!;|nN}MZrxbIyLNYSZUUU z%j?`ECx&8wfm?xBwntK7gIlU#JWPlr@dLBAe~~9gz|Hoz=%vO1eLxw_0VWc(J7XKW zpITGS(daO#AvJT_O<%!zrzC1c!y{@mYG!-oY976-R$xc3p^wQqi~+LxY1iqbH&pfOYxafU{`O zgES8rs3Q;TP6vjtGK|K4AfPr#PDMzZhV&_-E~;ydhliUH!H~h*aQwQe1DEcHm{FD8 zzCd=KO8C)>T$x!?J?t`F-cERVXkmGzeHNb;SV(RQ{K{bjK2jY$2Cyx7CoF9VK5?K* zLjGu8gZd}j>TzpMSMY{t?x-nqIXTwrG#NSvntl6^H@0*uHtvJ~m7tZNi zKH;(coT9WiHR)A7X63f3)8@u>2)Su%-I;8WAZILU`F{;ARS=EDM}4ZlHQy#|UwM?b zb%rThw$nzImnA|2%_FiN7-ZyRrkmQ~ld`=RWVIHJ?@XsCgLsrdZt&N-hLy4(*pjvh zB%suiG^bUa%&=Y%iwT+4!>hZ;YO$g3uJzq7r59A-ZqmZ+~9$ zo@OW&=!Rd92SfOvnP<=y?diG{##jNF)gZ%*uC}Uf9N)?Iv}d%EbAf=ePs(?z<#bHV zx%-j8a$9K%TJ;t5Su}ov9H_Uyn2Tx>h&m8T-yhGlpwfm@p^(eN z|4#cxy`2SD6AT-M=`LxI?oR3M?vfCY7%7YnX{i_KlJ4#tOhQI?x0H?%ArH0aD}CZ~ur!Vrdc5O4^dHP4>+5S7E1`{o1m(= zRWa`OV=-aSYM^@Ui&4+mcjF8;?_i!5GhS4el37UW?!2cF4MlTmcB1Sruw&xp98r`P z(wwQgBrIQ<$Wy(ewy|7+}P6=ITua$P=`XJA)= z&OA$#FG$C?RJ`K9DJI*$giEWm z*C1TzbQ8t`cVMlJYOk!Mxc6(bsNRTj>02$3k<#=^lHW`|Sp6&V#!k+EP>LF1 zWS5dwLh3(=90;NTik*v88Lt?SB9=w{L&Cv~XJFSXT%E2s`QF5-McB6w zqBP1!YMmoyy47Ve{*gO-lUk2e=UY#f&sUqc39*u-3K5<4)ZyP6qV1+TR6!`8aLzeZ9>d6=tz~|rC&xAEgd@zoE>)V(LJGV7<#LIHB(3LpVp;v;$3EovmV znBTS@?}wsTFAI~@SI}Cn)}z&NOUr@apEWPg_@uGuMpY#%If)pbo%QJ_6_wupl~7Q? zuvW_`k<^~)BEd9Cyx`eZ=ea=%Q)*#m2>cMx25Bmz*&>k`#q=wD7n|Xe)lo2`IkJx1 z;r!-kZT)ylk?i*73$0;~lE@&Hj=}suI5l5?V`c7tnv29Df$1jl+e@F~EGnIW9aNjh z7Ia;AEKN)}G4rYH5q^?{jpbX$$-2rP*gc6C&QWB`M{-cTBV)~^S=A?GIExI5f%uqA zMph}yV4-Dp_$J+KD>$FLdh;?uY112^5z0klQGR9e5&QWw6rDT%mQo=?Yz*j_%4$6X z_>Ew6mpuvOGP@Ir)C}Oj!COUbLDR)(HVjWYD=pHryjy>>K0avARfqV!Ve~O)MG3Ph zWA>Y5bGY>4#XaAV$4p6(1-?Xb3FTE^9j_~?s$$L~wM^_Cdl9D@hQGfCUM981wR#x) zvO|wgfg3Xfr09q{{~#lFcJKK+YOnozttr=u)qbZm#O_Q~%XSm5t05dlOg4f-r)TFk zuaUQ1o_e2_iO69tg7cMex1x58ugy_`)Y4O50gsDCc$i4Xc!M_CSSv-OE$&6}x4VqN z)g9Tuk(GquW;S9;1X;hjF;l`tB3l65Ky>H>%G%LsnBZ5^-UUr)bY;P#~Qd(UfPZ)XX#CR&|f{ zxxobfE7oZB7rU9qogJfCP46CD8rhmylHMaIr8CBmG;Cjedn0n|QWjcaGFu^};yJFX zpTdK1*Tj1T_#nh8v=?$2nwR@b6Qa(_HZ}!x>zvRd(B$9Nq^CX>T8SMO2|gz!KNhxL z>#te6%1lJ0iRhTbjk%y1FO3UwXG@Ypq4_SczAvhE9)67CLNdLdm5Y_51+oGfF=5fH zx*c{E^o#bys+JcCKuR#-=XV5k|E$pyMsZG|O^>4->`^?S@+9O);YD23lHrRGA1(m* z-j+d)Rxa6MC@~(+^q5$f7!m|CHaI}#oTVjxJ4DUhDc0s65iMZb@Lz&Djrz&L>d0{@ z=5Tu>Kd!>GX8qPhC-%y%mR3$6XNeWwhcnCX(~l;#uZaZ}JoZ^v-`_Na?a6Txdw;XN z>dEs|m5A%1Bf}k=MNt0SWMw0zqA3BeRv z_uqSz>PuY}G(`sOJg*0z3M!&%jf-a92Y1V38eA(_W5-%ObG>Tbr5B~~HJuG!1|QC6 zyKI=s#K{k+PXB_Bl?nxF|H2h9jm1@p@WB2;zd9DWTUi(+4Fmxg_CzpumqVXmy{=%2-e+u6h!=qXSAbS_wF z=h`0O@G~@2!msSekv30^9H^7=fn9^hD}J8%oQVrCAI=Sn78KReA5%Lx8p7@IwzPP?*)|) zwrD=Drj}d!GZh#EAwY|v%~CUF zZ-QRVTDS}pBeE2rc4X=Mf_5%j;nIVRXC=h-FP%kL-ujH^iIk0t?He!)= zf;~a{&vl9;dZX6x5z)f0)tWxi-*S(_W|Gk|P7cMtX@A*h>Og*D%klBbv$*xoL~+y7 z@j6~Kh&Ij5^y=+bNaQ=@B41zpnYH-ks#~KorE3^}1#TmSacn!qeGm|#^?i{&AK!N) z+L-eYclgv2G2K!x7u*qiJ~w!${I&E>i!X#Fh5p|fegT}PzUdL!X_Snc)g2Ef zS&Qji&ojjhYr_s-2R-)Ee~NOHmsW)9X>s71g4!qMP|O;7b3AutV$#HXxW(_cO|P`q z_x>~trR}1CfYezlw8metB7FlTHxO;dw^0Som_Ah#iYPyUH~?i$!gVFH8R$v(-Cfd8 z%s*efl0<~x+oE8mf8(2|7f)dk*r;C(NAoowP#k@k!Xl}$td->k6XK3K*bsc0{dly` z*0SQ@Bz}gW;^9e{IYdS`c5AINbKSDufX{Q9;s7&0{))KTDM9_9vcMNO)%LTvqd4O< z277z+H7ge$dbtqfc{hy9t1>uaF&tdIEzPE{S4E~2E6UY7hY>h0ENa;2Q}u$6v?zld z#0Mbovl6*m#p;p67-!wn&r3bxfMq}P7|FIyTa+s-vk2t8^R1(`{Sc;-F5yzsqaU#Y z&0n@yuW&^{XugfKBdIv}NV$@|!X16|hu~>n^0fmXGP&~To`u$PhU<81t*y}KIY@Ci zSNKnb^_-7#=rSTQDfSn=hM0Bpa!MmO9RTE1spI+)S687j$?VFIYP<5Lym|UP75Q3`jEFGkGKs)u_+g& zL1{Xcl!@42cEzyV>j0|4k7CQ`jDlFBT-!QUYo}>g&%#3mNqlwtZE9 zJK=0+1D~Z@v*!0GcAH6_T4$!O5MT!A^B#34Oi=Zu393H6hMN1^7s6 zKH}|2F9bb97!hoC*Z}eD*!OSkhU=;(xJ+MYmGa1fnz7!Q1EC;Gr)M**md#sKrRFz1 zBzZ>TL;SvPH=#x8UET!An$G#>Eb_)dqafv33W~`|1~$1J`p^EFbE{1jHkA*O>qiDR zg%~-gnvS)f?2#*LeK>c^8+z5@zBrW6mcQmRK^`(DJYOse@{TS?1fcZXaO$N{X#x$th$MTh_mpm-2!VELAlq7Q=_pIg@`Qi6$ENQ;IQK&LwW;LlP=S_QslCuq=J_aLuEJx$v z^P%u1=d#?~*2J7EwjN%MnVL{fj*4?_j~>!@uGJRg@P1+MfTw3#RTSoDI}>>Jl0$rf zxR%lJ>LZd+bu@7~M!qqz1bxK@e)dCQ#hebwe)(2aW1g+ne(wuJHsHTy;R*e}COO5u zvs2Vd9GbaDGgh?Pjy7|kir#IGLZ|3|m3%nwMQ0am3M>S421=OX>tEc`h6)hUs_F#6beZ-M>U(8tn<8xmO=LRlP(xkM>x3ou zNF2IsL&4C5ukZR``$Yv+8mQbdxQ|UUS|s3Ekz32A1`hQ(yeSk`4o}Q6|0GzVTr*A4 z1MOE>{Y!-ORTtQ6T(L)e1zma|%bW>NG^1N56#@h@v}a6&9I5~}<{%?inJS?T4qHiXeK{+Z}^*M<`m5tZ3R{*V(k)^#t}xV_|=2Z}oPE{QJzQ3g3e zEcBW}hO}@QZ3tK3(`pny=;!5yDOXO$85wqG03xK^stn*9Lk|?Xn!&H@|IJ+h;NI7$ z@X->zadka$NhdPypUXt^49NU&hpte@mVU$WQJ@b248F7G;NEX-vS#n3FAcMS>4WsK0s;asZf_hN9d%`7xt8ftPzGhSB zO}LLpJxoTnGMkeGs*%fBIS^{_5-7Y|!MvC&{*o;=HtHxa`AZ1bSE`sGA-<8x0M(06 zyiK5VkV-mPhtFp+Dg-tt%Kz%-ikve>5%L`zb$??y*=grXUf!*KBz*$FCg}#}Q`en7 z2@fV`iFd;Q!4^VN>S_{A!$gAgIq&EKo%$M8-ERe!ll=syF|Cd7sr{yv`Cm4}t5^>j z$QvG`MgCDwg7|4d6=c_BT05<@kAcxrcq=3I%3ef7I;dH)Xw9fw_D%D=ZTqTmemuy! tG^lOAuX~dJ^ecuQ?r?b{1>wo@8b_>|UFYZ;5|^PcbwRAK_K^O6_dj!&R;&O3 literal 0 HcmV?d00001 diff --git a/translated_images/km/dcgan_generator.b500988ec2bc8ba5.webp b/translated_images/km/dcgan_generator.b500988ec2bc8ba5.webp new file mode 100644 index 0000000000000000000000000000000000000000..427e50026a3907c3f9e1ad5372f3ba1900e0858c GIT binary patch literal 21172 zcmb5WQ?M{Ru&%jm+qP}nwr$(CZQHhO+qSK5Vg7w?rfTZ!i+Qe6U6o4rO~2`+6D3J8 zu^J@+0CiCz1vLc@f`b3X2y%eAfK)lav4DJx7*QfbgoOwbyfg&BAT90g`s<=w)FcQX zeGPoh7r?LKs#ewy0qQOC-*FpDcHhVQ_PRguAGsG%id!`HbflNqGw8YJnfP1xn)gcj zXT7Xnx&F0Y1)d9DbN;@Q5l`>$@iM=(KkNU_Z^GaECH>LA#P9Tz^^f{L{5wARC;iR& zm%XsR^KZ;B!f0N(! z*XcX(b$(*rKwsrg^$-7f{E`2$f1?k?kNbE2QD2K+=%4rRc?bLn{x<%qKNbHw|MRc= zyY*1;!(V~^q<`Ii+TZWD?VtGj`=|D+{_FpV|Kk7MfBMh&d;Giod;jV0%K!1N_3!Tk z{yX}M{mcJe|LpJbFYfQ}Fa8ewkG*StBmb-KOuvTz?T;rM|3CBpf4*VQ>Ps{KcRUeO zAMoSLVH7t_BK}vx9SF)l2m;-Uc#j;{0NWU>>r}8W35?jauCsxazJ5ThKl`6wNuL@dc z0aFD^`~NI)h)H7T$EL*5Lg2jA^1idKfg)AXQY7J1T#!>EJ}5V&p|IE?{8vfU!ng^y zaWkFAZted6BB0jGrpRVbDI&Ziq3pDYk}Oy;{o};oDD_Lk=wfBW@_~(+nS`!1Lf7i3 ze(t?sDlRXFi&$e69VhgELcKyVLX*ZKA|k@=Jo$G79dJ2PJOL1px~fbU=Ghbln0NxJ z==Lpom&djX?*U+g=lj{~9X!*FeE%dICSmVu2c_?v+!)pc`MHfA4R2H(^PKW>#*phYMs<_6T(;c3V zda%2HUc}T^HkoieNke{aT%dG`1m0 zXrtH;%t+AbV`Z}7L=q=S;x`@erAfvbv${l5jL&O~LR-*J=qq85mF`fwGsk`%&K*Kd z&qZ_gZ7uuL!h#0+q=@0N5Gm*+ZLy1FM21&A8RJ}{gpjS)s(s$MD0qEKS&d|;Tc}zV zw!LRfhclVvDc-4=hhznrNiiYkd85*+e}3c-2r)+%4w%1B;Pvz^k&)k<)ml+vB`sfO zFFSF^iN;|1EkyFnh|8k&NvHGs=0&u~Y%c;Ltzmo;5^MDn@3{oseyoH=;|=7wF@kbe z!$v@jP8X_g=wC}JmhEh##GTT2#hzJ^!O4VUt2!jvu!4`hWO(dH!qW)Dq z91k%^X?J!TJN?Mqmxj1;ST7)?eM)c@|+aZf#bCp1N#1DKS8wI;HL{ds1rBXa-Mt zv>(z;U1^yrTx`}r8D$U)ira=kVWB^Wfn33ZG&uF{k92DtFQ}+%a&BSW=8>vVoSS_b zvVxMLR75uO7*qRg;r-i2uCwBC`Vf$}Pr6v^8g0RSG#_l=wvc$jW-x%j@)~?IDMfVG zN0>lz3bMi$lEnl0MVX#)+zKjaGU*=g5tm%Ad*Q{)r{Ek4`Q({0r<=|n*QQ^_ao)^_ z^h{1ig-X8W|6+E(8H!QuP~&~xi~KeAiPN~#;;*9v`&nm*zox-WMR|J$LG)$8g4N=W)eCVcHvkddv(`mri0=QUxOb#w4cl$zY)X{v2o zvA-6Uj!*Jw%-&I!twrYOz_2GSa^eTdm-d@}gMjiAF(1jvk{OLi1tJR&Nf08mr8^EW zP8xg!fMK7U<~;jwYW%aleh!M=V{49Ypq(E?m8^B1$4Il#UOWt0{+<6hNK1OlOoD8R z?Tu+2!;2joA?kqS#;{D*h#y6z5iv=*L{pM9xaYb@U*-qs&VQ!_3rfo2)r+`GtEGT9 zo}#>^De#52#$C*m`7Ka>**LQA*1~AvIkDiQNgh2GMjCwhF#(4rxcB5W=pIg;_amv{ zN(})#KpHW9-h^HlE?Lxi(In%)W;foiw6LU3u2A3bQU^FpzcDlLz!KB%DXMpIR5&HCe@n*7f?OoE2O9jIYA+mB7~sMQOifd0L7%-gvos zE+8f5C8L@7KTHIXrQYc7EAxp6%$H{jdyMN`EW~R2=krd5^6yIn(B4(i$D2_h77>tD zooAIe>zZ)*()y5&Ql~Gx^2599ue@TxlZOhnp2kMm?RZ?-iAFO&Shn^bE#i{J=<&gW3nl<-!i9s={#A ziEV1x`8_`9Ro2Gn476?Ks$Z#S&7PV4hhPNjJ&^_<0iZ1-{=N5fGViCQeSmAjokqXK z$b*zv$CiOqSd9bQF_iG4g1V||LRVE)ypl%V0en?e<>s=HziQJC&25Txj%h+K&^qP+ zXnHF3cUHkpj@G4^dJyko4|lZoskmPX{_Ho>e^T`Sg4;apG0Yc&5xeh}pr~PAU^6o_ z8UM&Grh$q#pQ=1XW!nM34RiU0Cd}iI6 z3xKyRGhIZaAmdQVe|HQQ>*zz zF;7+hE0v#Yh>#re+vPNJT64zj&)xqkt=k9~ojx8g{&@I*aR30nzXt{Y{{vuF!1}5S zz>Z1RdIBn5IErL}%Q~M!8oCd>&qlE2qECUFj)6wZ&*N18O@(v8e-nUN?zE$|Kli8Q zZFWJG8M7^#sEol^Q$qup^^1ksGuB5^zZRQ;HKI*kOqiC9LVUr{`v6*5WqI8hY61WN zz>AV+2cnA5oz)p9YYB0){U9wi_70Pz;Kt3V|$KUw^5 zqfJ7Rx!2M5zUpK>m{|Rkp7a&{hD?&-6hynJBVqB_lTQM%ZICS6m%}>KdkBidgMnW0 zP$p*#2D$^@c+XhPMiVbtui!1p#3N~4Dy~MLI?=Q?MLGO>cKZ@>Q)LAu@NV{tx>b;y zaZWp#l)t7k106})M%rC}*;V)}uqB*7(R*Zor3hK#!CRES+pHk~npVixj1Is6fX>E6 zh6TqUE6#sJyiPn_%4yO>WNndfAonvZz_=$Hv%U_pmKH8(`ehXB$D*#jm#{PM&)9%Q zSsTIoPxec8W9=gW0QoU8zTBk1^3Ec$cE((gm%U5yX~G#u&@)W%hAdtTFy63#Fnsw} zD*REjJb{q}yz0f`N*RcSzfjwN}T!(~m7HyzJOAR=2s-*wO|^hjkT_X3}$( zsQ%;V_To00+-oeRnLXIVd&~h} zwYlSu3-M`L;N6nK>DJ@Wp{zvI)Og;U0zJdOLJRh-05c~+AUDn_$4s*uTaxfC74ul>iwXcJrj*&83S5Ig?_{CZ`HgiT;auz6ndSXqJ1_cO2Z)J>Yu@B z4fm{+xUrVVPU^|=DCs4voZ}Cr5gG>-2n%sTZBc_RM~C?vEOS=gcJQ<;bizkJ@JkS- zWXqj5B#d;NVE@O?lvctt`RjS?)r{N{vv4(8AVaQhXUJ+mL6Yi`g%{ zX?htSRA)9ecjLq^w&1W-;-q~Mc&yT)EVu?6giCC3C_Q^tdhIBio(#S#4V%jorJL3^ zc3CSPkmC$+wUO9F#KXq9OBtEN8QSl-cOm>HN{VvG2*8k^o?H%vrmKa`H1wLgWg`sz z-lg2Vas;=)qpfk~Y&XJs5tLvdBuE7}1J~ahqak-$371$~xhaBbfFT zQ;@!#4&U1sU(0V@O#J;0S)L3?(#+eJXDA1-LR`;)&3n#gL#|xB@3_0Qwp!I;GgHx-P0e@g z3KKe(r-tV1-uQG01yBu5eBa2_fyz{R0Ie~Q#$*q${X>8XWmiwD z&AaCeH~&4=)g6ozx8yW*$1iwdWN2HVLVq7oRA_&d(>2j4^yjLtzZy6A)v-i42M}~3 z-b~prTmutBwad~=Voxw?+PemC(i<#KDj>$&a zGX{j{-MHuv5YYR}XzgElUiv(xkN>k4^PB6TPY?(fG2F5ABkPMPIEzP6`V*>8A3F^U zYR}JJ5Kw&If^?!24$p>KRY zn<~*!08`GgA^j4O!=>yVbOmuG64@{}zSf#DFdMe);#x^fNMpoSnbu(q>k8AhWT5ac zwtpefAsHORi*NNr8vn2lk)mZ-NjHW%kirz6zJp9FK6il%t#0oGN7ULO{}Dy)X-+c` z#2!Xinq6Qt{85HU9zzJ^9?G!?VM*x-i-wRGan7_iFCU?)3kI1MLpfa;ek^Ei73+?f&oG!2hYsjAi}3??bDJK|Fs6hbiuZWd&5<&jq1tswB|DG8MvM4D^;IdWxzf` zC9CIRW;85$0kCk(ydj56^EgTY?TSXBf{%MVsB7sfpM?z~XeGlOCtud)#&KY@BydMQ z{_BQn5NTb(k0NpJv!~6f0S?VSrGDKtb5~H^oQ}$5uN}oinGbvOl+8GCoD@kyc$jLs zz`0&aYxrmgYFE~S#Yc!AjO`~hdz<&TJ_R-C9DJd{ zLBtE|+Zs2qGEkok&_S%O)9a7&YEJs8jm*@)uM15S0lEnl!u~Ai^~}9uv3C2SH>Md2 zd3&{!P(y66B3o=a+rP#Tu(=S0b=YF_F>K*4SR%39e50OfL>EXqNFTx20v1x&Ti2fA z@ifZWRSwErzGoC_)0k=szl$DOab^f@^-rpr%A{w|>2lph^L(p%pi>1PH7lBRX?sqxc)lNl2fQ zy8YM>Hjx_Fo4?mb5jlrI?ayEJCt|qi*vxg6vN&NXPGg{y>$Nc)XSntZ$V-KXF@RY` zIQmN1{PQ%5*lW??dJU#63do9Ox)Om^{EBvT1t^tL>a!8&LAk=588A{zN8Vahh%O>N4Xly8Vx;*LFWm`?X0pA|+%{RQ%wBkTp@d`Mz z`DA^;ZkbED^k*S=z?#4eCJh$0NJ){3t@M4UMo^XR_m$&Mkc+BvAyw+(1=8&Tc?-9a z%NyX*I+KJ<$SHlJW=eBkUrY#k-LJW^;9PR)mNAY7Xz?#OzUwDI@GVZWQ*KBBsD=!d zOkPKJQHSByQb9|`JrA;kOox`gH0hoD2Ny6srA)>X@rgEjX%bEUU~rSg@F1!Wn3lSa zmz#bZ_tq<9UXJB6&?@VaW(w@>&6+OT@eGL~F=TMYUPp?uI7Y-n1fzbh@~XpdZl&K9 z!CVNI@Tf!<=8W_BZX>w93wDQ&s=1ZeK|n`ahPGU!^eE|mAf&l(xO zZ`7#`v0`LvRkfIkrue1!9~ybei#b_=>75JMnDS(1W8fb@nco>%{dpM~Dwdj>PBJ5Q z-Uq+9ew|U|CGnP228*y?v&N~({+SLgd;Pl&S?jrk&6QU;2&Kh|5oV;pO23NU{q~O8 z^=|c9z-F&%%NB&RUa7H_0OvFt4{d;hSZw4L6}`2RiQ1|Z1?XD{#ARlKoRQxHOZd3= zo^9WWkT^7P$>Kj!m$b9V_P*1Rr^ZN*IS%;dYyFPfpb%gMdIWDRF^qTC5=vlf^w|fp z!%E7!$|UeQTSiZr9s!}Gw7QKx&b?vEc9lCVVQb6}a1^!l8?kl3VWi;CUl1Qk@IiBP z%ck3`bD0=M;tK-ec^@G=`unScIbDZi;OwY4InorE$Dzl7I*i2_z}28l%m96afHTR( zm!aKF_8|+%o3@B3wsj;g68JD1uc(-cz0I{*U0wc1)jegm?Oi5tea&udwAiN#t^we| zVdZB0^x=+QYQppn0fkVnK^GGyx~$1eyIKQ2nT_~bW4NucJ@+*g1wrpZ{%b!=Gw`@Tv~&3>JxWI0?ow4u%q=b;T5D%`&jT^dF-MVQYA zY{iwBzS#5-bTEMEj?G zPcrzRC|U)75tiAQ#a_C=_JGxK(Q^whIN?POwIqKLmpJA5%54O~8rDIiYw{e^+F=EM z+N)XjiN1fjYk!mjG&s3U`}@3b&e0Y{L={y@N%fddmhfCjicW+w8Wzs9U|K3rRUe0?R1gI2j-D1W~t7akDPqcB)2JI1Pt1 zur_lu&GpEMr5*DuYspQwK*+rAVZ6FsA0k59ub}%wEgHB-Fhb6p1Cg4jDyMu&piC4K z0a~4e&1gPaf!<^T0sCe$iOBop{1$%${rZmd))&}S6{g97Lb9|gRb5<#F?D~^Uz3ys z$EL&C4|%PT+qMme(+%|nNWn3r9Oz$UxNR!XVu&QQGc*b!;-N0)4}~(74*q~sy5;N5 zvvsuS-?8v6ps%_k!Rn^T!3*&I2!&+MzBg4-b{m6?Dq%9i;P_`u<0FYg7hWO6+;Lf> zPc>X{6KV|=Rj=w!hC-2k-+6jS=WvoLcB+(smeQw^DbJTJikcY->c2?buC4QI4Ti(q zBYH4q3HoG($ET~S91qCd0kW)>$TUG8Ungeb4AEd!NT1vtlp?p*`ik@p*Bn?(;+Bf$ zKdl1c9$8jQKCJr!)Tk0+NRNZ z&Ab)5eCs9YMGK2qfi=uu-YRXGtT^?zs$!>$#ST&h-KGc)Z_^c!;>b(olKchT8Iw;Z z5yioC&-8ux)$;(v^2kIt9c7*T8_LwjP3g`7V9bsa$%5ZcrpQ-%NI+))?JHeHmVZb^ zaQvv~xUdVsUw(CrCbBc`w%SHkD4+YTmOSnXFNs}F{Q(L}^@Sw-eQXJ~IllzMe_jgg z%ST178m8T3Gl|}YpWGaICx}yJvBq~^?|e|Ut19bWE<@~)*VKR`WjN@tz~jM-Yp4>+ zcEjBIa{&NGhjS|aRb=^BX@1S^Ju1!_xK5C){nN+j3sZ`KZxfV6_dnhhLwDZs3* zmoL^(zIrw~zayWAmHUEVS=$FM{_#3^&Ibo$q|xRA(yWd~U6>Mt zvIv#t<9_h*eo27#16wZ!X?^rX%jCFKY;auws+HZZ>_>E83(%Y&oYT|zRK^h(cm%45 zMD7)nkJlTE+Ogl)K-J}DWe|Gkm%3tUvzc=)b51{BMPO3ZXLFSu8>ZXo8Wb31WmSgA zD>^L>-Z@P3bk7xnt9-8}LBg~F(U|;vr%F#+(gr|_fxXWCfwW9POaNr^#IJwfrn%@# zh~Q5P*z=5*ks?OQ360@?WU2>Eq$g`sJYH8a?Q9z}+Mi1(#%jt!&Fs42AU$Ls|dCA4TI$8d!D z;k9)dA8gA{Z`51HiJQw$b-#}f0Lm=Fwua51{3f6v>kIV}%z977c7T?m+$tdMRdzr?hxSl$u7sfp_Y?4U!I!s*=l9Vu zatmu_=6Pqe^@7}A@g-B@r zd+kg`IX=ab@61;BUst!Q%i<5Mv4+N8ndTR(m~v%10t{7(4I*p-f_#T(>VKXN1vG?^ zT7j8!$`1XK(wqUN&`7Y1&qG!NMQYb6l*{<#?GY*gLg*RsgT*c9?zWN5@kq3T2RHFR z+01Eg@$5&00-miaPzpuhhZW){;RnZGg3p}<3C=!+{=uZEqy4gTa$q!3l$-5`orvBSd?>!#}i`t8!GI#+IHh~lT1FCfalrUPQvBXsun6p^R z*egL4tj|yr?sP*2P`TFfy(-#=hayP<1HGETgz&T;R8pid!mR%w)=t>BtFWW2P3$TQ zvpbL|0x|tINm%HC5lRBz08aT}Se1hyn{XA$WT<^)^kjWSJ+MS7CF4 z-&1UBY+0b6hlX<2hh`w`6 zi1}ed9rF^8E%gB6{82`bhzXo9{7GKAnXwTsux?uzXXori55A z#QB@IuE6uP!NtS!B!<Y8LIt~8y=};Nf zUSqHYYBN9a!oS%ec}=Wxlobq%Z5#FVFYbO-OR7$W4F4&V3D{n8?M4Dyx8Ymfp*41- z!lw`t8LO;xz;845Ik(Jl+)}i!w~5=&5buM4up3bAiC+DP+jQ$vk6@t`jdTbPo5365 zM6}i#ofzr4j782XZ{*SVYwdkuqu!Pd|I90NsenUIX*9s=I?6!w;V{AboPmdPu`~`+Sl!iI8FXDcqi< zQO7e~sVn~UvU^;JDXI_ucg*s^*R99}ub|!`DYgdrn1l$V4V5Ghn6|6%Jzr*LXQ7xz zJm6>6lmKYlK*mSGH2tqTUy*H|BD@G|>$k!5&8D327EM`=O=tt3vwq_K^vi!-CHpSn ze8fTvN7B)`UN8Bvg$UWNt0|7klQ{0(E)p9@K`J=+*CaeWe5`|BoTh*tZ{mUHJ0wcO znEmA3j|wC&JF&5rNLjvwp!0`^{Pn1DMQqVR?EFB1RL>N>i=IpDHmnvXHjP+!n!j@e zVzlk0)oYa&_`A0Dp?|O$$BHvmeaZELCNrI6Uk=$d4P7uwDQwVV8-&+oeZoaW&nslH z$@O}*wiOxDn-4)Nj?!MOkbn&HS}=I9!B1fqT4Zt|aT;^fh}i%dMN-+-hFe_Wfgy1s zsjObWcyB{5EBeKzsE+cSnu%li0xq#04nzkTWh`>!d@&`bo9BmM;gGC2KO#U2O0(!{ zh*6jKlg=w{?Pyd0S@cvG8LjMFi2Y^b1G$w^(HN#u03Csg{-`>Am1{ zPC&-}8A)=JPTJa<63F`Af7Ie&T0Cd+8zERm3E36ad-i%{?5*p)zQyV=`L9i>3up)) zG3^*gIp0)E9YR$W5ij_Y5*rhygD&!in!aFgH-_w2BrnOaG4N{pn!K-`6r|`k<@X(C z%)a>b1r$K{u6Rb~`mzOVO>gy+8aYQ<mQud_U#|$(H^l>U{1?=q6=RR1(;UD?!?$4eZT%>!^&F+k+xP z67o~n+C@!t!++iWREd3G4aizXVe1S={M?v|Gk}%#1foj# zouRo*j#L3=$;Jg?=d$aaX|-vIHu8n!@~>`1 z4&t?>+~LG6idX)#x`Y}(|MItJ1S1nx3Ya=s)1(YHGKG3)xz~%S*lasDsQ-Xzr{q_x zw~{P-NoAFAkDDLG*ueysTOxbecIV{j(x=S`kTJU{dm1hd;sJ+69)gd$B(UD=t!fC6 z-nDFoV4X~UEgJ$rp3%ZW9vH+}P#>C8S$}sm$hzAb_4>KmL&bG67!1CxrYX0Pf&LO& zFvHT!*O{u)BnO>haWNW)_;e?^pHk4a$%9VwOS7_Bidt68O1%xy?z31@nm$88FCavbd%OCP zw$?5`FF>sq2ZPctDu5ny1g=KMt{TuO@L%{>{-YeAHAFabLgBWCrkr&eHvRx(g0#$y zU<1boX?k^+FsC=_yDp`+S3&&M=9wG*iw`!5Z;bv1vRr7gbXw+2v z(164#dc@KAQ~EG6MEmx+_XuT{9>!f^(VWtlP<%x(6|q5Su5JZ?N=A*h$JKb#R@iO- z^FK8_(RnSI&Zf+f-{MU6(e6$LMebj1z2+7d7BB*OtP(sGPy+0_Pc9I$L|F9}H&>x@ zrFCt#Q-(FiC&-|A{>lC*chLai5_SnDf_#S5q%h9lXFiY5El#^NJRQH5r|Z6e)cyk`=$fx$Ef>2ImCo8l zz(b<1>kWtm1@-mBa<0CB^Xh>J6%Hysg(oA%Y3v;)2|br*^yk^5359(v?wq%Bg)8G` zg>v8?F6Q)G6#!txJ8?bHskJ(nUqY`;EE+AYXEa60hwGSn>T&dN+KufE-V%NY2^s5`y4#j-$gl@MEzD{Jy{CwN`7&%RW(VnUY5Npu>4W z;X?ND1?<#J1C_~%F!s2d2y6p1ogAgB1uuK++6RU$Isw&xoDbcj;tF}BBy_L`K{SGU zUABuW@S`WAtOZo!-ZHz&QXvQ;LxKPw)$5~EtMbHG^Gy5pz?7R4cP6A<^L#Y6(ecrdtcU7&z} zM(kSL(2`lWb^yEU>$V_Lt9*^Xl@uDJY2s}ay$SyFSTe5u&T(UK*ar7g4Xlih&l-r) zXGCNe+`+qRx7PCjkCL8uetAM9oDOc0hCBy0n_EWSD_dWdY=$`HOyjhN(iJYHGFFo5 z|9)Yk#(j$2HkB3k^q&S{acSQriw6(G`_-ED>#StI_36r=owz5#VM=tX~^0OSFL?+CoVRf*+86C1w;ea3o+jFO#R z#=U2RtS2lOeNPl^l?fu8_%`iIQL;A68=<$--8yD*v^&uMem|)ct>o7^wIBY?fZ-oy z5h+?34nAtHr~oX>iff?Gc>Z%}+pPii4NQk*-cE~SIy1X&o?(h|^FHllpN*iz{ex&1 zcVH7kLtJHNKfxgyN}QT2gC@T{J124(hdU~$|B9wvS8sl~2_`88FaaRG3eWc~b&{il zB~?h#Tl7O0v!u(}voDhb%SZC7_?3T;twUSg5)dGEs_-k4(#1`|jr&_z(yxG9ql9*T z!3Le8j0i;{K5RtnN(1*N`lfP1zHeW!F;baGoef)Shj{>w;bqPEsRrt@VNMdA3Pfrp zX^^`oCZa>9ZolcfV!=DH@E~Xw6?ht+Q1R;tA;J{OQrC1zq-yd(4g7VN3UQjCb}LJm z5k=i=zHTKb&-qOZj8)VL-y*ZmG^sJDzo$jEV+M-_=13r6#&&OD5<<@p;{W#f&bD+h zP~2?s8zdxktS7#7zBgMw9=D~tm7fPp2@*O?j%%#ay2f7E%|&Gddefd@5bYO7qcK}Z z`qb*U7{6OoH+I#BznvC{?^h$4dYJTU&IL+4B5LU%P`#Y_UWa<~MCelqqyttG-q(c*c>p0K~hGqGheT=_d<#sg8fUv_4@Bju)J_eY0<+Bsqvwij%fWHtO zk-750uk4NewFltv0kyw;l6{eW+!WP1z7f?MLcOo^_~^{UYEWg`m9&Kwlc`6YgunKs zWs%0k6O{@(*xU^P@zBn@bxws5g2Zq?u^A?MNOB|@ugefgJVTMqa}CS>Hth|w)#$yf zG1n786+T1wR%*oQZ6)<2lt4y{fY?klA5t2T*}Pvzqqk`Ed{$Qt&a=d~^{)?Gnkq-W z169luj&y^udjF)cMi4r-t$U~_=_XfG%Y4?#fO_^JMA7e;ojsZHM%alk8ik1qbU;p+ za&aVnyuYw*H@MhomjCyV;^AaJ9YotB3zjv?$!hAg(Y!?oruTV}O_Wh(SFst*i#hY= z#gmW`J#(yt)f!z<(gFvsv>yiXaAU^p==#EHY@G+ylv&@~yhqA~|1c&U4QA#)s{H1fB$l zE_JTeS*DWq7C;FTDM1>%RK;wX$>8UUhj|y=6%OVI1FW>2GrE`|`oRB$IA_DU^bz&k z=5PO+k_j61bn+L5_N(0|>k$jm&B{o+GM5g{-W{L?_-qbE22 zt_t^T?fp>lWQ@cBJK@QkTsH`OUQsaeJYiIe$F&A&ZNd|gHjTc79S+%gK(bJv{qmBTd#`@3+m}4=AGzX8?Glnp+OgnrdVEJhYm_>+{upuu;gJFGzy&mb z8r~uReKmHmIuHQDFZ9AC8w>xPBE!pNksB2k8jQLL_xAAX;{K;$FkINmZpo@;Xzt09 ztXzm4xd@d~Gli71_>06jW4w7Gw@YkBG5Y3qs3kvBe!4&ZseE+=V2gS(^w3;b>1;0! z-Z*bxg%fPFWe0Z$i%WRXQ&)QG8YujaTth}W+G12fOEYw{w^Z?ki#8c5vd(WE^~Q7S zn7l~0W#xAG^uBo1*OETco2H3qx8l%*-|KE_Hup>I;SJ30zf;_-(;rrr55)1T>7a5e zBJ9m1(C|8*n+5Dqs%lxT4`F>9p`DK^{{~v8tMT}S05T29%%m56C2kcK!dD{?pHiP>)rq840*XxTORf)5&79#n zMAT=o#>>@=u&#&$rDZx;kD0ptV-t)??N?FG17mQPwV`JUV!wtzBnhVkT0z>j&B25R zvLr1jz}H=Gh8o->nkz7v$k&^CupAnuux3WzKF@l+zM&cpJ0z*rO2JR_460J!0;KuZ zT9>Os70+dnjIil{S>gwU8dyeEFv%OZV@Rtb@^-aBr>}(VUt->pGutvGs~JXEc@gv} z=QHvs$L2ugS9lOIumk=3k`_5ScDKKQ!bPW#IZf7(r#Rs-8?_D=*-jJH{bO{NaX0Vs z1?9JWmhD3BsTct4l69^fE_2fgT<$-n)zGyg`O4_)8{5O($m+UkyAy;^}w zw_?m^0S6k)RlXO9y>$PULrfOM`2mnao}^bj>^Ps}1G~r#n_|*Mt2U zwOYN7-Q?6K`KP%T@x25l9SwU!Q#N*J?e^0r(pAzL__&mf8jg?w;}_r(3Cj1;U=gVi zaf{Z>EBKMB4p4G6>hn6Wu^|L$;y11`PPIGC(MmCM>7TM*w2=!EIJ@(!>}^o^B8_+C zr@1Jn`Zko5$)1v+*9ndO2BeP}k%Uf*mh++woNtLVpoz|DLdLrGOqDm7<9#7yJ&s1e zk8|a0>I1LDkr{GyNg4fB7Q!aRwj(X%2vDM~Nge144eJvIMQO|qPqpVN2VZPf&w4E# zim=7X3+T2H_HmsJ0U(*5y?1UjB`J&b+%P;_hs4~WU%PB?gR_1Us^^&coAXp1U4&yZ zZXb)*N#_gbu62c)iB7ARJJq}9>Tm#vr~UEjaEmwAs1q&fdg6QQiqAp#A{9m!7(x| z_u~Z0yxpkY52LJF_~<43;gs1dCYQs>1e)uywvDE#(cw5&0t%@Yz{U{{YJSZQ=PA&tjjM`7RuxmrXJJ!K)wIz_q z?9vz0tPQTo+E=bzVz5{q$4|BxMJy>quKVp-rZEmf9Jzr0F}28 zDgms~Vy+_iS_vu$89QB2F6neW)&K`=XRnAKDqikqD{9BvDRMGy5!~PKj8W=V%|h)M z-xObl2Rlw4g-V^4v8)Lkq5Nu@qoG-)AP&AY?PwqiK_}Towf8V*%W;uLkf1jw&Vqz$t7jy}w=U$Aq+hjnL11qp$s~lKr z8Me9~olG~T9T&63<-(02ZKYGa{u$%J0J>KUMVko68k?KrfOM_QcQR8Unq-~u#y-Pn zonFu@@0li7WvLChX0tl!=u|ivLdRLX3MBxCbZ@2(^hIAcnQP!T`p~_bg@r!v$O3t` zYVXk`IsWd+_g;yozEfJq!SDKh9aB)POPq((=T&ka@KP}ULL0TqzaTzH5`c7 zN%ZcYS`}ZbrY?(vY`#pp% zR#V9B^Vg23btZc9yIsG|U0&;g@Q?R~K}+MpdiG5)^Q(Ptv{Z#3_iy34X3J8yOuv~N z{2#00dayConuf9y1@{E!K7FLsV)dPekE{)E0qMAm7xgMksCc{VI<$9xIXk#g(thl0 zQI{<_|D+V~F_Qa^-kh0x7ItpubV8JIO%f_!dfRWe8kvp&TdgAOCF4cemnMIC?5$E~~Wu|QcyAmZdL1voz!5M*FNSH$L5X61gN0@RX)abYuj zo4=q>XgBl~&zlM^9uYp=y476gMMNa;Ah1;9l#@^ECxk~SpS2_S?vS%(*q4aXLj!P` zv$PzbT>CMj?5 z0IAQ5y6_Z<%lirbdwm3;e#2^jx5=03iRWY3LB_AF;Z2$rw==Alxzx39$>V>{)-Pe8 z){%wX-tlm`=iHyI&wJ2+RP)OtffNQrVBF<2Yo->+&Et>*XkJh!28$7U^5@%r0Xs*? z5vt5h*tfA-fkjzAbQ?Nh{5BiaEB&+3`c8&OTXOB}0*%GJd-nY|?}S(LPe(NR3M8!+ zVm^xcVe|kvs2X5x4#0W7@po_mOG1#1Os1OaXF2LFR{e^r2?v+3hXE@*Xma(Y$bb5B`oMH+}Hpp6+i6M5Q|oTBZM&XvsP>d z#gw&>GlUueyFIi>29D+WU@*zJTZ?Y=O}E5v`BGMlB`>nS?;U6%$`5SGF-F%&AizAl z$u%UWF;0y;8hf+YC3?DXZgtmLy#ngx9~jofg&%*16cw66p;fe<{}_Hmg()tGXA812 zch3r``+THzD(~MZc=SJxro}ah5$kA)<7WJ6bI!IZ8bt@3{C+BnyGw!A_w0pt zhWi*7eEVX4W4dcQu##p9=`ImjS!!8blhlY zRBvcDGe6?!WL~(e~U+xUL$9xC%76CuEZWGC~;d2CVX=~>C4IsAStxFs&D!HcS zosB?xhv(eh9TzmC6IhXY1xTx4F*~C+N!<9(&^u^mfT2iY8-T?;6lH+crRh5wHtj-{ zY}9^Pjd}esLPU_-o->Gr>mMf#-ktSUzJg7_Ek}Bn<;}WO*al*VOr;7CeTJ|}gHrr$ zJ+aot8ZS>_HU|eW%ihN@srmGkLs$lrD-TRha7*QDs8{^e0Fn&WtIoroah<&P($DFn=er@*{j2u_g?3NBob)zJN(ElQxy|nM2$}+KkJd+10y^MA71>XEB z_~m2yJUE2kg^;R^NeFcR+;-Aj)276@#jv!LwqpuW^Rd&-8KHB0Ta@wjscvhGP=rw+ z#M(}y&HM<~$F+jalc0h!v42MvB1IH{r#=+Ao%_(CPsOdWPISU`bh9l7Rwlv8`6-rJ z4JgH^Q@50X!Z4Wjz}TZJHBeVzX3%M!e;}HciA@Q90<$QxdLo98p6eJebjOfSHPlPf zteAT2G1Ml7i(2Cp6>4wm5K4#(g=dL8TRt>XukjQ9g_%}!f7Q5z^+7+l^&R`M8*P^r z`ai-=NUopZI>CSqH4Y{?HOK7oXL6&ei*lX*(TduE*`*A07*RP@J)W&r!5UE5#d>|4 zsST~S@X_uUYE^{*IjiK+NZFU-oKz>{{Xx>K6tsu#LFFe`7T^ErT~a@3RRAUZSKz6d zWTG3)87xsCZbwr8EOCxshZFi!MkBd~VoKwMi~^EVL&{AO2DTBDGJt zm*f~s=xto5{iJkz$V;}gJqiz>8=U{XUN1O@-d^KFB{5+-CC-!G#po_pX*=k`IG%j| zAU}cf;MYe-cLJ&YGJdLfgudsO1p#Pn5>Bz| z2g_B*c?ujA(Hb}9zX(fcU^g2FL!!81=rlC#A?#PPveemIx3C4^Q^tQQoXT;fj^?0& zpE+wa`&wm@#ggw?$u5_`kGBpNKzAvfA=e>%L3y^W@5p6yMgGN3Xie{_eSv^zfneF6 zm}A1m_tycMo1|Lgp%i|90nu}F8q&r0+@dXPp#ASPDfK}Mok#d-&I}}f%3eeckVz(v zg|yA`i}!=}bI{1{HAa$&W0ALw#E*}(-@qD!!2o=#LpHx$#Nc%WwPn8rWr$l$@|B0t zrcL$D7X=>^YClluKgdvU5_{lG4GrZ3s82w7lERLZ5y-`cW@exv_X+ zu(Jcclej+NFzTy zh`7F~oS`58G(r}&0O5>ck?IG(LXoPN)?Lu0OdQ2%6ef&Tuk5L~!X)-H>i-##>L+nh zGy$P((2e6n?wjb<|4o1Yd=kB0_4wwfv=%TMXEpF#u(maSB$>%TF>@tP*Y-4~AJk#9 zLevorKz(r9us!}pDyiGoW5H5R3RV*Z?b4A@eLi*o!6JMa>Cy}Y_ zFZMh@%0;UIcf>^^Nw)>hJCar)X^&Pq{^zNJ&&;gLFLP{J%vT7Qmd|$DYJo zQ$@y~1YTZ}O=bPNZv$4au7>It?d5f%f&TYane(bA@lwK8cb=-8@=*_5ZTLy47FA^n z{>%s7?%$z#Gp$WViHYc)Ki-j1Zy;U!9K<3I=I`OwnK#~xPfBha_>fxRFlLXqV+Yv* zbdc@?n3F%VpDwq2+V*vV;$n@if|z*LoG{DD@P@qosSP=BY8{US;!rG!!mZEmQUJmi8n+shwf3YcIQE(vLR(5dOe zo}moMamB`(0>6Z-*E9vcXE?xj$M=@-Hu!#3*Vm`<1&fc!m8|Pf>GkRN(gRGuR6$ET z>u_UBE5z05K+|ih5EMkMXIh7&&@q3ZR=*^$7;p;SJ=(|Yw|+-%c^}vP;_^#w1X`bU zcIch#G5_cUeY=f`U}heywt#Z{cdCn#Cs`A+DdSJp`6LjGqIBO&thk>HBMSV2A? zZijnqZB^3$+%%5WB@WPo@b5o&wn{Ah>Z#cR*?X-`Adssild(WIEiZv%u^=R(L|=Jx zculu0>zPiD$%ImD(-3EPm!oQ460YOHVKcYplxWOOv&t^M(}EV9YnEFuT^Z zL5B|<(1DTQB9BXp;L!O>Oac^Pt-DZ3q#BYoHvtg&PSwm>i%F_^HM1))rm75vrVu45B(fJaePfS0_N|J>Qj1UH z4o5Q>+6a^;dvWnzw-JaJG(O6S_51ea8O~XBwcSej11y@Q{|)RKsmZN8yj=*4=k=og>GQ#gVO{~P3<7mSRJDqLo`Sqmn+ujZI&AU z{ZObs3m))kSJFZfhwRV5jfHk)z0LF0D@KAS;PEZ-R~;s}mzR*Wx$VL+l&^dmOI|!8 zq;5s`4tS!8NYn0y*&;gqjB&(M(`De$=W6JXjAgO@5x!@VaU(~o)EGWZY<6W<;u2p| zri0W6loB)J_iPmbdAX=gbtWcr2XE-eb%e@I1Oc?Ql#TMqRQIgQUsU6%w0yO&48i{a_l znG=5-L%cFL$zELJPrvu^I2e)%jcp^x+%Aen@&jrhc=W5M%Cu5%@2V1Ft?B@fXD^i# zMXNoTKIiAb9ZS1SfyOz0EAjpGU#9jQ-~a-DHM{yd?N(TPg94e_9Q%jIXh{jrtteNC zQ`#DjRcx30fx@K#YaZ~wFO2Dv^W+B9K=J8UPnBq--~;f^{0@Dnn`}9x-LWa#SGSnj zjLnyoqVk8FLXi44(IWgG-$nXwe*gdg6sZ?O_8Vq@qHvbkY{;Z|i6}Is|5jrC*rs>o z1){vdG1 zzRrx@pE>HyIFMRo;}69K@_Z>6a#yH#W+;Uy?%W0J@7b(}Fzet2|M<|o4QKR5n}Q9I z3X&-5C+nr9wNjhly6~$Jy|xI_R^ARz@@m(rzW>{I7Nc_Wa~OdmaJX( zT<2OugId<*+}|RJDccCUua?nQYES3LX(GB}sMuEv?!P0H|9i2f%wT*1rbz#O0Hk;4 z!(VbPZxtpA^xP_g00001pqMKLT+;|CP>jDQtLCpfLuH~|wCHm+tW)<@RTg)a5I_;N zu@2~CIMA+GcyqK%_RtO>iuMf+kLECMmr)i{(^EBk4dJP!jGGzfzW%H!JA{UAp06o0 HAOHXWv=8O$ literal 0 HcmV?d00001 diff --git a/translated_images/km/dog-from-unsplash.426f9fbca2febc93.webp b/translated_images/km/dog-from-unsplash.426f9fbca2febc93.webp new file mode 100644 index 0000000000000000000000000000000000000000..2d2fef686d4ebc49b82629943ee17a9fb4147e32 GIT binary patch literal 19174 zcmV(vKry=>n^Z9Xd-=2p`{)+Z*|7+Oi>yKg| z*xsdHbbPfxaPQW=WHI}`1^?&K$5HXq>q>ObxxGfX#=r>^?W@QD+|6Gnu;#vB z%y8<-I4$~qJyn}v@>D-_;jFeJrv}j-Z;5_Iy1+Jd{*5l-86^+&P;mIFJR4x&YUteu zPnyocS_m_wCuhmfL@5ATUX74;vQ)IY&43r{PsVPSMVA5x`J??;hCb&ceGD?*Yd5>} z$!t=9iu)e@U@y*mS!_g6whuZ8JOCVTye5U;_fQ(<>8^Sg80e^$_xA^$&UaR;KHu(t;V@soDbHSY{x zyRmEs_^X{Je9i-7J!RcS4=gnXlQ6-WC=)x2rx=*2x{%v*I`FE~?G%w8DIm z^gk$3z*qZDhFazV$tF_o*e#VAI&cOar`azo&LUYRE!lH@xH{cW^_AiCSGG(v4tU;^ z3}5zA?hStA(xAP|;>mR}gO46SFt}1>&ok5+j_>D~Pr9U`n}Dc@No0$z zZDq(IGiCHq%fghM_i+!;(aiicOsd4v*C1_p-nT91Ca}+P&&LiVp(=L=uu~F-Qztjg z4kG`EZOJn|i-2i3rP5xuJcas)OtcCqdCtA8P+Gh!Io-!r>mzG}`y+?!p-(h;uUCV& z$uM68gK<=CtXh&gw;*d;M8{jCidbR`D^i00gX?y-0nk;+yRg&BOY49WIa?t`0F;vL zf-!CvQ%(j;wY;nBtKC+QCC5hI!fhBBXmwkJ`xVGX(Gr5NakMyh!&LeD(Um_=%$sr` z@H)KL53(I~wWtFG-;TIK8fSSo7rEG{tS`g>RYgvq`^JSk(4oy#IN=q}wGO7~latNH zaW~tltsQ8yQDw~df7gyj)?l`b92a%|>xk(#5Q16AKt}LXruXc$DqAbbt6Uu72=Lkc zI7NlIXiNfaSvgz^Zb#S&9aW)N>+LR{x$*4SBNB*Sq^&dTMa=G8dvehc;B^dc3jaBu z=oInQ%BXE2eS>&)lrF5el%H)Oqp3a*;|NgUs8(lBvmU3* zAOD%NVA4Xhc(DZe0U%1*ImC%5l^3F?-`~_Sc5< z@K^;U*?5wS+KC)NeYq3C78LRxcrto<-EsfdSkm!;>J!hkU$LEmDuu6F9Y0214=TwO z&9gEpD3<)sPSCG5s2?2Jq*)>BnusVvTq@Q8yLae2dVgcS5^9r9Rt3p6Xj#b#s;e2s zo~wn5&x5`Ob+lvI5(OGTB=kwrDs{bVn%)c}^TnGO!<5RlXF*nuYC)t7bBP$@Qx!Z!c? zrtR+ZRMko@MTUa)j}u9!gvGIK!b-4dE*F72(-@drYpkZL+dG4{M7)G38y@jM>FX4M z8{rDJaTnv(D?jkg41&^1hH8rYjZBq7fi`&Yb7L3rs1}KqF%RR~n%%V#GBfS>d@FR5 z7^Pk#>gVuab?9Pr0ckS?i&DAu`fq@T77li++XpCW;KE&g=aNd;?aC};WAbApC^79soc}U z5uh)c1OLn4o~wJQdY!w#9izujxkveNGI632Z)m%BwS;C2FEn@GYk7rNk3ooy_mFa6 z`TNIVxu8&4`xn|QRX z2L|9wq(<-Z^dE$NIi>t>S_lkDBa$vwU41io7;yzPnI)CMh#?Im*b=Ogmfed=#dUs{a~hQ3hS z*uiJ-5>}sdZ#Kx~k^%(J7HQz&zMEqyCnynp|Di`g}M$YM{$VFa0dwhz(|nBG{8BBLt>txNaele;9AFb~<Xd}$xrHxuhPxF>)=j5ZVFQy>1@R&bv(4G?n%=(Hf(@S;(5d- z$HRw>ZX6`y1k}u~DdU_CE@9e(Zl0SLNsfj;+-!O70P#wXkgqzhtp3gpFSp$1T4MUy z03y-)TLGXE-9{Ry>mu)j!~RLawc=6!C!jNbs&S_Q9}G(C93*`Ile`)Dh9q(cq+t4T2rg?Y_uf~L{v_k{)arf{6PW-xd2(bWQ1@KW zfJY|_$aLnS&!@m5lbDT6V=8|mM^THkM3hNqltw#I*Cwo6vtc!~?HILD|5P|Lg zP$eCwfZe~Zhm9%fR-Gk9I~UB#_sk4X^8f@Px}24~G{>-H;l!1$9!a#BDaXl7@?Agx z?5OKVwbpWDe)=JlkqoTMYs@PktGc4cBR|yN1>G2fV*h)ptP5$@rrEhpq6#3{Bf!Q4?CKNX@{>` zOp9S`y%tn^>)c+(ZN6{)hl8cO!R^jHpGGe)Cl0=vV)DGC^Io_+4lPmPo@sb2i35-T z{`;&a|JeVo|B~x3|Kx}NkYDl(X<*VziXMhZWkCfWcPm^2BnuUOP15htP)O`lDw{ue z94(=pM&F>IX(VM7;_oPjq(MV+&cz7B4GFH5id$-HR#@GfmdQoXqbmflTIayk<2$p^@9utnfz zP(W%{k5?U7Jf)HoL!nW;;Js^~+$jHKK`uyus=xxF=m2Of&=15MuF$&qzcro6;|Uc- zAIQK|5EshI4y=)yv23tQ*kt2CT&JVU9Sn3bDuV&6h9)oVHWMCz%}hXzwy>N&ir&d) z?G;8+8bUHg$tY+Fp5yfk37G98$}Y^QnTX(a`QbzYKR2nLl(r*w6yaY6nht1S}`?f#dtti-5p!hfa6F zNxsu#xa6mbG^f_^aFfKW$j?N_9|@)QffSI@fZ$20-Hj#p=0eup4!Y5Zs`nnaN>#vu zML2``)Tbc*6G7(oX`-4v>onMUOvz3Z)K#m^^$XJ1uKy?%%@mATcRrn1B{&fT)9QnK zlkyiC&f9Vs)xP`q!ikBA%L4F+*5rW%61H zALpQ|9S>_a4@AIGX;*q{}#g@ zH?#amp?%~JJ-j}9`ypp&HrqaUF_|rM^<;G6`xo`yPHd_+Lq-_E#l3MWcR~~PQ*Hgi!KN~AIC?}Nua?<*E9-h*m6bb} zRz-HSJdxd1iWRu^himPJ-Wu zH~l$o8pl^}lMPEd@Sq`i_z#n1OuyZ=_PW*@iB*7=a4pEY{(?LdOnm*6!0IBRh<>Cg z+}Gwiy{$H_<_bSCJde%@Z2)pa0y?@2J(5RjSg<4m zP1nNaifYt7RxuW2Io)!DRs}HgBw)b^Cv?W|BE!4SAh5y4<(J7NY z#9Qa9*+vaf(R_HG+3|N=(_0u9NSzV-yOX)_B-Fi&N4^5);IxUq|hQLjGa+g zV~Thkr@-oR(R8sJs}`_W8sg)0+Ncm?DHesjNq~ykLK&{dJt zC>L9R8?Ofs@IP`)Y=w&gm(w}-c5@n#X9}vZoTBD+)M9x@DU22~K2x>iJ zsCyp=_+nP>)s&P_ZLb8u4qGxlTmCQ|URnvECO~v$zF%TlQn7vmzq7Ybwj*vpSs0`rgreYE*7>mg|Fsh@HM#8n1x2GuF z0>=5x-A?@>5S(f|C8}77)?~eb{GX0Mb|(Kt4`vta?~LPWEOU>D_QUYp8JkF7q~aOT zzlTShd>RDnr~}$(8t!ZKx4YX2Xr&T1Cjk_L4oVWQ{cv>&wzw!3)1Jl34+1?~VDvck zK3B!}puI`W&XbClk3*F^a+og$2>WSxZw?!0cVS$!OsSmL^o^0UcD(2ub?V>W81YO~ zd>b{1Y!$-!*^^v`0Z#K>`M5|eskg!sUh5iPH|v$GKm!FxU!le6)R<<75)2gy1%hAU9NmLOa+{23D_!*v5t5YxuGf`B^{@`K2sa5bMfwZpThgA!H>)H_$whtfCo&NMJ+Vv)H z7qZJxB#6t(Rq(+^+L=9B^t}>y7Sh9KH_dciu_!k!JlVx#q=Vw5GCI_NT(hFNmlj%{ z3BYpTJS5Ch*l74!NUzX<>F8V(%nOL>Bq}McxASK2(6n6N#r&C@kWx6Qyh~0r0tbQ& zocE=jmjCjh88y4T;hM}d5SSaAoQD|~sEs_JZT;KXSzcVRo|YYqseq(t({mN2du8sz z@R0}d(7rOH3Q?$n0$uj#Qb)H51@O`j)oDUC{Ky$x5ybbe8Z7yfB%bGju@Ux_a#1>-QvN~aATvO4#}2>6r?}V>n==Kq zuJAAKQB7?>!6-gtu~f2A!|7kD=g&Rx3Ouc&b{;yYMpA zxbY*@@NMrr)E~kU=gFSdRapY<%xrE1yMQMqf!l-5{EzZCx4c_wWEp{qIH9d1&(=DL z`5r1ug4dk-vAVMXn||b{Ke&SyR)7I!>>=rxzg+yWeE*;{nn0HI?dWFK;0|rJGE3Fw z27qy2?m~dxW0B(hRKGq%_XV7YBup0%(>B*&>D6dD4*vTgc{DDz3HBwz1Zd|C27>Oy z^h4ItL4m3cmjzE`tUtPa;E0!s{7olJ^4DN`95-6ac&(Z!#?AIl4*DG!P4Km|(aU5m zd~Q)r403kJvHxrp4Cp$Uq3A3xVo-mq(((Jqn5PW3s2hFsTZ_Q0l-JaV7#H!R(W|HJ z!Ow4zKNYaeu2Twh)WDnI{7Y(5T%_ms;~6dyb&O8%6fw^SZt;((ycR_q)Qsn^r8!XXICnF-Lf+pbTGx zvac9IFNP4?ij7@=m^$*=kuzEkCgHjr_iXed@9$q^(tDsLW7-jezJFe8m59*0xD3!!GmnEU$xtCd58CPGWU&GaPKBx#{{Z}$XR zHbFbw3P3Uy7T0L${H(w@9#!_P@QUQDg~L2!&>|y_ebg73^-lPE}n)st1cr ztbcdWQi_Qek#Yv)TtQS|okWA{AFL=qyTib8c)HiTj`9)p1PdU&_-Fr}(yQ60j@Cau zMiJQptJZ)HazG^PG%0vpFF;5Vt-FbBuj5JWT!(h@vCh!SckvV~b`Y_l*CXng+GT$PzuS zfV*n+oE?0@4)gqU;0j&)8`3Rdo1bnD03OBovHeTLH*2-qx(TFhQ)RG`7=i}DOMdlb zWsAwQt#CJKZdnFa(Lgh30I3We| z;3yW(TEbf-mM+cUf9xH9Jl~`lN(~WLv`!j!YnpmEjT(!)aZ>0_@qe2SrD6qT;m3)y zRGZAU<7it`tPS(_>`CN@<*%U~FS9we?0kz!?|Aq(lIjt=5fW?7E%S4HaLejEQj=E2 z13)spj)Z{TT9@KYIdr0G?`veio!FeA8X|FwNzF0`zNpA6iItqn?6NOvl)O;~H z)U`my4D*wk7rog9LiEYumtb7slfZy2k(!SAqV-d6;WP>rpz!*rs)dKLq*E4)oo%up z?>oe`&e^)%TvA7>=Iw&^>@WKEF^C;Z$;bUuL)2zGfeuPRHsRxN{y=&%179J&?dg|~ zHUh2*MDdI^o=|RG#0*Mu7niKvDoeVWNhQ~3oR){`C@9j+rROkI5fPEN?DlF2v~CC` zr}=PSZ@q634wSyzq>y!ogH@U%z187xjRlng2;xIY@!21jZk!xOPoFjGeIcjNq-~11Q-EVT!t$)y<)=mB0@%p$zo7r&+v2YgbnE}lV zhMJm}$J)tBuIR60-)uh7QMpuac;1S11g-y20!j2g$K~$1K8cAy2J2Q@>^qic(f}4* zSzO#9F@hnL`}?>KUur_Z{h*ZVCz=;1@3+n#SB$saQ%ZmmZiR36z=NNJvOJV3$}{o6 z6X?QJFwyG7*fT4+{g*z_ItM#?=jr|9p#1Q+5%6w7a&SOCzLkj^tgmiRa-Zl358R9H zsvpL%?dQ_SfkE*jaQ~}{m`Z&x*~*!9$leMF^wSt~tBL5G|8d1_=0wMBL+!*vxMcCu z2?mWgt6ZpQm7)q-!jZH?uX7>?)~2P1w_~ATV|> z`EJ7MR{kwp0Lx{mV0I|4mL7y8+?5S+XRv1n;~NRGjT^V5a4tDeBXPVCV2E%Boqu$0Y9k%+ z8-ANbFQ>dxJjfZ)1k}OA7*F^kc>ZfoVTExMwuJAwPFbaSG)Ji_0WP$*!bu1&uUr*C zwaB~6dt%vN-t(?Kf6RY>Pxij0>P(!>F3477p}_y6hJitH^}mZ{GYItl{^gRZTZ-pS zbNaWLxX6%3&0%=>+Y*F3gj!4n2QMh-h|WA2VZN{&#v zNCX8&nLztm_6_v-qm4afal-9JqXfION|{D#G~MUkCejRFEcB z<8y`9Zgo<~%!ZKkVmQ+$ecSVmyqaiAn44Z;@PWT&aZmI|m&D;Mi0q8$7(}8Sib9+N z*Y?6q;4u|a9DDEVM_s%D|DfmiHsCfgb~Az=(1cJ&rKq(BT?m=dzn&)eo@3WX+P;B< z$qiBW>)Xk;bmCnOOBOQ4Uy6Q^{Acg45l|6LcNoky_}MJ>SKy7uB>ZdYE7o9R+`8>; zjwfzg%=Ky!^-p97@{>Oz9qosO6f`+7bvG%-p{Cq1ZI^H;|HIktm|wmBkgdP~yl?7Y zE_5Cv`RGTQvjV^;oG}IN+43udl{rIG0IXbT9|rSpwnzH`=<* zDt!*{wHXe78faQBfcka%ZaYv_aA2S9SLU;9X;8SxlU za#@ChwJM%ys*Qz(l?kMtIYk2|+}Ny9eo#81juOki=oE`Oi9T2F@W zU3-OVMC$uU9#X~si#QUzt*bN{$7ov~dGV-VcP}$nZ@Dx@mq-Q)O-7r%IErtA8v;K3 zgc&w3txN^D5A;>lfh$CRTSHQ%4=t~#l`U;?@2RbG26Tjv(&d<6WIUuvH6`(L3dqvUh?c)+F};>JAZxrj@@IZAi7wv3wC(Q`jnlk|?S|CG=C zFO#?o;h0#CDBMZn zXNJ}D>b}{OF*)MT5<|H4^Mp8WJ`X=~fRioSP5g{0y2z)yzf9W=OZ--{d(dJY0M3_b z*sl58@@MQ|>E`;xY=(w~XKM6(RKlyH=HX8myLbTSkaerO+#mvPRnMIt6Q@$!*DKBv z-9Zgd@7*9WF^D$w6E-4N=A&tQ)B40$?PksSf62Yp-J(8UNm280twQ^Pm zr@62V;)C4B4@Y?tGq{1nIT-j(>Nf{|VjIqtHV-QX6`q9nx#W9BaPP#0KoWEYxJQ)G zVEfg^J_X)UQ1uPY@VRk8QSI#N_3J7$pTONri{7M-U)KdB4V-zwoRo}MFnTQ`^m3fN=aTDnDv{5)nk!2Qc3Hx@4D}9~Ky~T?O z!cp(S&_d-b_;z1c5x^s%01|+ypOFO%f#biji>?)3CI}7H8sKY$$LjZ{FaN6tT#l!? zj?v_H%Q`YmT%^YMf?UM&HyVdhj-SZZNRKJ4q{A(n*?F0XQ`U6;u7L1Jbt9gR1wlP{;Z-F81nVJ9IQkkEL&IMo-h7hxpK<^U!dDRA46N(R-mDK z5iZJlUH;w9jB;tU{Re-1rD$+6mUdh8e5s(ks0d`^6C(mmfH@|Qd8kW*r6`x;UfQaf zv4TUxc;RO@n+Dx07U-925Tod;H&!$*9!R4-GlT;1 zkuOKm+y(#wyDFmzTr8&v{&1Zt0u<&5-rqJ1IO=>RE|WaqALQR<1EV)GY1ZeY*b-U? z?)3={2%|+&K)KIoR!mb3p@Zw!*W8yOF+g$`sK$M8v!QMlkc8_f1<4NM-`>R>87XkoH7;jL zJFbn`(1SC55QQ1J5vG^eJ9Vig))q-wy~*94%<{Gw$gc#98yJ|h4YRYd8@^{pol6fM zmL(xD#S~MO^VABI(M`hsYVoHTYi}0)np4Z@XAn`&tuW-YkG5;`dzWIHD@Z@8Tj=yy zh?SSlrK{FKL|1ipqX}B3yGO%9&)*Wp9@f~3_$BI(_IaNkIoPD%T}Mz!9Aidx@M;n1 zY7qaVy)W>?KD!F0tI6HSQL})N-N|Sr87dINo(B^3eq!Ncs%o?k>cz~n1he>*7sAaK z(E_uHU&=12KS!T1MKtJDMBlAT6KK2p$1Tux0SQ$(#puf{`IlESiZ`M6(VGDJr4c!p zV+hmQ@R{6PzTNn(q%~BtCq6B72Ely`1;6+@`?{t*vV0!fZPnq;TnZia!DUh&^`NP4HakL2}uP%gB8QnSAAvvF5mM$vK z!$$10qO&CCbX`yC1Td$&fRcQLPkE^=FzWr69bC}7WZrqJch^kcQOo(zPWK&r6(N30 zw)5i92$WU}Yu}8Ni`NG5@d%E>D{c42r7y`}*4o~OZf0sS@b|-vcI$5jG;f;gSq<9F zR%lY5Uu8+AysE{l_!mcW7%>)Q4J`f#foHT$yMCfks=+EgbJ4dEHXb_Nj_vgahN$>N zJ3j}C)fb|L8EnF+_^_y~Pi0mYf(wVqe8F@oUUB`LY4RkPPgln9J~-_~<^Zw{b^}#* zZ*`%E<*eqDzp;Z1T`5&ycqA9+{+gWHMr$IeG0WucvJaK)WHBhX=0&`~cgo0SZ|ec~ zRRJvzpVoUHqmZq8;G5VKtPg z&;E>Euq5nQRx1vC1Htm|7{7kM$ELe^{t9W_`To*^t&eG$25!=(y*bnN8timOxN|sI zo4cbKqomcpou0fjAuSa5%@E9+azAw=QV6oqVSnx6K1MkWOYtrt#FtRoM<@X;&NSai zOiV{kpswfmRCU~JR0y>V9F8y4=R|JN!RO$J?-o_PAfotrzeL z9MzRhX3!`Oc^H2~n^gUh$WZ2M#@S4X8k#i0qwaR#YCqt`4ofzmwjYT#^*Z{(^BwH9U;T^PY^mDIT?XN<5}HjnPS;awEhp1x<#Xq*R!;uoO^himR57N>##Q^6cpwwn^a@`UBe)d9f{n=+oEn?Tc z4UnIYfF&%Oyy8U3h!#OGdvIqEc4Q~F44~I)EnX#|DT&zGPldNW^ia(L*h@5>s5Z|e zVrVIt*EnW+gSZg@sFx4m)!wA`ck96JyuIfSo#PAAJ#EFlPi3H2_v%(U7DI8L63JKxg?tXGx&-b}uK1$(MTbCyd#=R3T`9<;tk<1kEVrH{s3LIsH zrfrk4Htu!2(+m6aH!fwpF|zo%kZX`@Lw?MMbQ5wfQf)(gmJ$kdaqq5QAi5CGgP2vA z@h-Bw!WekU=~YE2n-Vp~$N{gCA-w-xSS?2bm;u*P}@8;%eo#m$W^~e^R~Xh*upVKA#eB5Tg6Dk77O+4hB!C_rNp< zXfs6LW&VHppP>o-XIzBZ$0*Y8NNt^5 zVdK(^`mdn9WqHhxq-~o2QRfIV`NZ*^D{HuU``7SEtIFQYu3ZKzm3GaGNUvNWvfzXg z{2aReIUdP_QEh6ac$7PRw90uea4U?C&bfbr%IwbLT&D}AVp>C_CqN`7{A?0%ANw;! zukJa3X{BAmL*EJ8mB`)l@(dzZQi{|bU;HMiJA<4SVFUM721qKfa)x{`%8gpATMYF) z9Az^FfkL3Mb@0aBTJ0!cZB|5PeEdF*;ex4G2sL32-ZC@NWe1V%uM*H#2r$kc-EgWM zs3R+(@X~Z=v{xT}6wq#kHb zHeun>R$Fr8Sv-vRFM54(3Lpo^hzwvtWHZDJUpHH*V!tBHl43v}Y$ zdE!Zb5WU|rFl%KQ4PN!ezpoX<{0b}3xXBw4?V*^4ZYROD_6ABP?gZMSCR#F-k3wUaC;JBIN_`6d(nwiqb8F!kP zBgi#rgp5-G+vmQZ>u9VEP*(1ObuUO<(GK9<1aqmAnQ(UkA@pYl+@N-qhl+Cxg_xk& zW-k-x1nMFk{ySvk+;xHgYvaOOab0|Ml2UvJg z2Oeg7awq03VSA@vA|X}h3})}P>V;?FzddI4xja9cRi~cTV6YPC|=%D3hwyahQo+3C9^TxVzDmUbW4xp(!^yhNK zR@!+}n6&1PN5`n_+b(dyJObN+!W8gf*2~ETt)m#=}MytyGWbj9j z(7L|b*sMGw-&$FSj+bwv+dIRRDi@C$oFeOljO*=wr55V%s>ce$V-+9!_t%*G0G==| zUFRCx0%LpgRA9C>Io4E(LkU)wW`yqK+@!`Wblm#+}Ak<<7$Z%|2$eR(Rn zu3rs=27XUdzBS18c$ymAq1z9EUm<6GxCu$Ll`6jHlOr+3S6VhT_v;+Il;Jvl8>sT1r9#uWfyn^*s z87g$j@$QmAmK$dCMB88W{j-5T(ipgIh>1nWvAs#Hs(x)ruexFu;nhg|BEn69LsFCy z9u39wwxjA`ffQlK``c6eld_S`T}`sU{!LRmQ^nhUSZGnZ;~i6&gke;n;W_NxT-^eP zBQGz?JiZ@HHQwpw$R}b)06+fEG5(mihq~V(#5%8?i$xhgtC(gwdD;% z2Dx(HCysgMQ->s@K>vrgcD1~w|F-ba@idBN(b!~vRABNKHJWV0R2O;@&Fgbz z%Z)>QdrJn9DTwozy73)&{Qj)EZUYe`LSvzmk_^Tz`i&@Ocyv*mov-bXyr&V)2A1h^ zh{`EC{D7PKToi}LVW0#mhIV@8_l&%-rwhbAzsu?GfaCs<0;!8aZc&=55OI3OMa7Nx zaFdJK%z0?^1DIWXE>Pr;mdAZf#}2*rL;`VjM`@N9&8{hGPmyNBcn|km3kT)i2u6cVCj4K&d-%+K%D+0 zL{s*Sew({@{Xvlpe;}4rpPN1#Mw!8e(9uq=nlH@ko1FZL=_$!^G{|FC?&|;h*+HWU zc6ohM6M`nG9k8fAGCsTe(Vw|tc512@Q!*c=kvqhpRT%giqKKQ>NEYVsu)0_GR@)Gp z7osHh6MWQPcDm*|DAd4g88Jpfh*2RG5^E&0uv6$id>`xwNKDwxNp6wrO7vb+-ZwFf zsbsbG{|aJz7)34>@+tej{V@SbQ*l}u1c7Fs;P*rCx{?zSPOk@#eAsTSaSN@dv6oFL z3R^LRS1qC3g|F~zOZ5;U(7`14oG==|c#? z@az_Z>P~Zd6S}(&pf`2|b0A=thj{3JVD>J)x)x8#e*K{5)LIvh)Q;D5r|9++9MS#B zcId2@b4CFaEQ&XPzd8MX`-16t5}3BU23VnCRdh-5fnP`)29sH?4OcYnox&(Oc1`oOdfEF1tqqg%YJKVQd#KcMVLi zG0*IGB`+U>M(WCaV8CK+BFcG{u;YBz;uk*(nHsR*L<`ARxw^(=b>zuIOhuoa-{KeOveM-$)>_L5eY7k`1a_84+ zP3XE^n2CNRYam2}4gfPVtKk}zX8PxmTk z&<}l4%d6K15t%(Hr7J4Z&1^}nK!u4Ez_13`513|i7e9Ajd#w-G%_NSQaU`ft|QE?>b#vKJNy@UmnDN zUb#nySRT~d?f~IxYlODb2}`Pu<4s*BWVyc%2$)Hucw#(i7xM3bn!jL1la`9bl%ZSP z+Mu1{tWxqxc4u^iAPjht8aOQS9rb$XNTHaJnb&+v{kDMFYE!08pm>grTyiK;eqgBE z3&j%_HP2cDYdqNaof^JEvHFGd7F5BA=^!((VR*FVke?cFpS~k-s7r?RnrKK`v{bY8 zbHC@4XKufI=1^t8Ot?8m(~T`Qw_v%GO*3qH4lJnBMBYH*s-Rc|NBH-)6Cj~otsBntlwim| zywjUCB~+g8y&!ef_x06L-_NyoEr1Qvj$ke(Kby_Un^C3QV|33o=qOB~@WYE9C6}U^ zqNzx*1GH~*vc#mNRk*j_PglM9b3LH|eoaqI|@3fX{ zb0scwSwjC{tiJ@JztZREH+5RI_%R3A z!@%(dr)|Ll{hXN`Q393klqRV1k?eyd*nZX$F1e=)Nch%UytJ`dXZ0UwsA#f9aFVAH z+q|44qMT|hdTGGJ40Pu%ErWyS=uL|vT-Rxb&D5_U_=1YaN-H+|hNFkW!9zX~{%qJ;3K8FtVb?Nbc&SvH)4*U9CB0qG)J8Je z6xMFxl6Y_^8AyeLQQFQ~_5aW)x>z|DsqByHjl-yEFD4zZ-M9HdGvwO(Lp&^lTyh$d z?0kh1y-Lzo*1w1uy**QM&)VxDVcJu90@ALBd+Zp0{3QQ)P)&c!4UE&`ydUv>{#<2> zCxwN%?~V47CbPZ68RgZ+5^eZ~?9kPhwdu_J85kU&?R%j#l+$i?cSx}|CDv|%UW8WJ zD=d!DDDpLuuB)hgVYekM3zz?l4g69d5&bE|VUnI%GDerJ2AX?jw|RC=jV&S1*G#{azFR_m+r@%OG=_L_*qp(@CXr4Z0zl`lzrt>}34>EW43+7u zjrJ7-Ba*g=^&?0$if|6PS8{lhLiLYcPq0`>Jz8tn=L_A5hh(^3fN!jDS+-aMJy|+L zPW5}zB%&{HWNwTGgU-H8VMFXq-D72Igt9%>Y*4-5(u^2$z6bdNx-)R%!KYe zztvwAMHj(BAux;o0cyDI{y#s@V+5cNvdoKm;VTuX@f3t>09{vp{Y{1-CStRmY7NAi z{K2utq;k;!NT1HzkOpk#VfZdIuU&0cI|P$s@^^1R4&8s(L?;ksg7y<3)$7NC4ZUKV zTbDFZ#=(SH*`r9EN$l~#L~5C5gxEL%CK8l1-*~Wj z^4aJBXe2!1>_`JIODP`RVmqsbc=k`bX4pjli{ZyP8tFS%*&mA;0?cJ_6UyuQwl`rv zY5e+B9w471p~eRmF@s_M`xPvZeDeW4pSd|gfua2G6T#a|aEH^8^I>s(6y;=@#H{Y` z0jI`x!84*nI%4ViD%g+fgNB+XaGE(Q`k{^>E7duf&aQ>ubV}qPUTb`lMy!>gEOckE z^u)(0hYtKHh-|t+?WeuIEjDoAa_;}bByy}uT6L@o6(r_O;HmMvyfL;73ACWv1Yl0( zr-pm%GTm>BJu!oO{r|v@z@u&wBam0KnIBi3a-i@Y>pn zMj_g)E5ci9)CJ>qJ%bPdjIHrkRmgtIa%Q!A&}SA9nTlzibn&^-n3yV*j(t;n4EqYR zNEP!P?VsQ^-6UQEjW)`ShBXo!BwlfxOMz6l@$a>Sds!{2E~Z5p-&79WLB-Rb^Y*4a zA`XI2&j7&gWT6XF-F4J!CtjjV!k@q29La464}#N1#MG zc+m9tb0{5ZwvM6SfDa<~1~KJ=_P>!dVF3A{5$;;V-M!`Cgup|{pFnKk<)-0MekPcQ z#t6A%3_^MOzw8n>%Q*JcPvC%)h0A_ICwD`qtUv8^0nrLB^{Icu1l~wEM;b{*x^=zF z4(TJM@CWu1Raje3O>EvYW4vLgV!V!`%AGiQ$JfZK4Tewqm-{4Zm1=d#t!>uHXsDfwhO29%YkvqfOgo*3QOl=%w!&me?(8DNl)UK#^>XDcA65Y3&5q@_CV^eNl(C8z3 z%F1BdKEM&-_hHsB!vC;`yy^xkuKvd12m6Lxn>jQLU}lxx_rSZ#8QZvekBt-r`3L>_ z6{TQw@cIT`B#~E2^9i`5yxrO_kAIJc@Vb@W!h$Es8y}Q5IKl4XmTnwMLMrgCCp?^? zF@T`tbl%|!m*vVe@3OsEk!6c1#UH(sQR9dwL2L_Dn z;O@YR9%wY#*TElnh3Hd2aIi>Z4;wkHA-{LqnFtPm^>3rL?&73GR*AD0Qh(FmqAlMz z^b6IuAE16URdU*3zK@L9f3hlk!`#OSnXVxddbOK2)nw#w^uL2Iv=#N+!h<{(X*qHf z*S+nJIXRC#1c8W7NwRq~Q&`QJcieP73P3wr0>z?+`#)$clGo z&&HOoOJ*#FkKVLs~)lgx&i*~1Slo!;Ov&KS2ZHQ5?1MgeVckBt^ zX)y6tG5eqqOAC9h>$4(1(7n3|i^e5Cs9eI*yJ@9X?h3CQ1Vrm5)lbALdVIF94~km9 zSEiPq&OfpGlfM9x63W-VEPONfvn1QsMpNr7xZB!{v<+0-%J|ZbtD}bA4qKPwY!Q?| zUCR$ms^^^p+xg$>?ULqQxy$AQ#kbylOq>lN&74 z?{cI}`d7Yw+&RZq3&OSCX}zAum3JZDD=FC!vkx}2&dCo=oe!Mi5DbR=-VWo)ndA$V z1MEcV@C5;VHheU=8k0)ND=rzvm;Xqf<_;8&AB`!1X0M^2ufild;!kA+VUkXlKg-T# zV5pIQT%CuIjkQ)LCTn^MQ-6d!?i!f~rMkj}nt@5qfL#DO1X04#B@tIh17l?{7>8g9(h#DmDwbOyb*e+BB@55&S#w9 z=I|uBowm_;gEH0zKIthh%P6yrGi>;YIT2)S9IRs+Eo3jPO+LFgrC=5&M(4SWD6dL# z7~=vpF4xg+-T3Q+)nk%1diK94!=lM zseF7@9@c&_0Mj5$m)d1uO^I>Vj<}5zeAo01kE^vQQ8VC;SZoD`nJZKB%jv=VaPOw= z{s_uV(oTmJ=KvUwVg#ik!i3fw-hKY=T4?v=fW6SuR2FK`k#J(PR!ag;GMm8$F6S3_W)9Z^Bw>SdQrr98*If zMj6H}3W}pQq(X|=;T7z|2<}hvCa2;}g{{A#7QA_C*-_CbTJ^F z;6G7WZuuKn;XvKa5Ava)cGW=`fXy`!PK9c2Nj)6FD7Lc0Uz;0%l!qNwgo6gR>d<<7 zIV&+09z<7VKrNf;ZmOlk92RqU?3(A{q2$6qUdsw~aguYK@7!q2nn;#j z!a}4Oo|6XRKmjY$A^(uX1Zbw|&!Yo{3NOD-v`RkD0yS5>*6f>i`55>=@0$gtZf2*H zm5adz+*dM+h`O=kWa_gb?&+ehk(+x8B&{X<$lr9nJfegW^Jg$+XaSPch0+oMqG^F}1+8fz20;2DrgY>kLb@!G)bro5{ zPZxv$cb}pIOT502$V!e0QNmc|MRAW7SH+EX-=(K-xDM%+Tn!FJ0mz_t?JyJ>E39U= zp_UJ=G)h*w#WNR0Q>fE~Bz>V(HzIf_0q=nU@K#TXW|I(^ih*!}vbT6rP9m1rBZ62C z8j}nA^2R=laGORT>Wg#KSa;gyVKVEVc6Sh&eH?XKvZ;GR6e!M0&lY+E1D^jMAUHpI zYFUv|S^ebg-bW$2>(76Ngr66Vz523c>_K;n#?(Xm25!|7aKLzDoZUn=dwJ!MGxYlV5*H&cGCyh*(BLhh_;&)vPs!o zW()nqYOgjAOkBZ3XLNd-8a|ItnXiH+{RY01HsIoLtZE^EpBVlUKX~Si1nea;?K5b% zSNa099G;cqksQr;R@7P>5%M_&Il;w+ECfpc!Q-}svXTxH_3WL^`Qn{?)zB8qSvnTr z;e!>L-EUu_=er42j-TmVOsj?0c-ykhqgkh3|JZr9;IKru*tQ=eEIkvcO#`sDR_4-+vLCU1{w1?6!$GodzS@ z(AbKO2T|+p9Pu$F!Gq3{Ke^Q*5!pTomwk@%)W3%x$k1x&4@WwY$%)Oh-N(pq*&1E2 z%9FB!4pPc`2WHD_D0vQ8@E+`z^4w$OT{;D{wA?36f{!Rm%nVD+XOkC(@Vnv=YAnEo ze!Mz4wLaPWNsQaRd2cU3?yKFxym9N%!4|U6<~qx^PoWF+T`{xs#GeL}!)Z7>lH=kx zY7K%aSg|V{kztG3ln(Y-BHokgH8N0W%-3%sXBSVx1;PYxJP$WV+?C$QShHbWbO4NM BuNwdW literal 0 HcmV?d00001 diff --git a/translated_images/km/dsh_age.d212a30d4e54fb5f.webp b/translated_images/km/dsh_age.d212a30d4e54fb5f.webp new file mode 100644 index 0000000000000000000000000000000000000000..cdd0d58d5f362b6cdec75db4a90eeeb02757ba67 GIT binary patch literal 29654 zcmV(yKKm4~_K) z{Mz;R!mHZ-f&W?m)%?Kq`1A?;7pPbCKk(o7I3|B`jUjwdm%@MLF@%G{t?g)YJ?S{2 zyMpBP34#os6{kHWfWr7tHH1Fa*t@d-D!j(;(G*RA`3^c};^$rW(UySYc)up(YuB<& z1&E71eNC0eO8e2P^-tJSEAT@Aw8nvdL~1{_-S zcJldp1hUJpSJjFr2L4j!Na^c?F9Lnah8~#B$s3m}=oZP!U`wP(ooj={u?B{N6V;l{ z4_nuKdj4ASUyC>s&v|L>`ul{*cMRu9UdG-W-TY=r}{LU}X z<`--b?cxN~238QS{uOPX%j=Ps_K+S2Kd^AAw#vD#PoGfv#F>r-Zi-!=1LR{@Wl|6s zqViqcLf#5CMJuavg9^0KA7z+fR=F-xZYyi%8!xZ+onPU7f4vI>{@5OB;_70_?ncuD z9rGf6s}vf)cy%)5pl}VNmH3L4XaWzKI+c%5|2dIumH!af`4*H8V3-maez99&6$d;M z6b)VbKyP`+t@^_T_3inngG15)dpMZVrPMitjXTq-pJ2~T*!$j1usS{{1JnYNA5*8$ zilqT3@b}u|I_0a#b+${YEi=ADd9QOmS?T@QWJ~qj(xmD4wX~}^ykVcBmVke6W_@f> z&T025D(V8ipi24(7vheG$wZobwC?4RC7#R{n2DLMv?tuXj@?nwD-p>qgI(QX3w}r< zC4BqNjbm&Q4Q#j4!QYMFzI<)k-}or)hnnZ4Wj}E)hZkwmFS)#&7)2bv^zV zR2H5DxOOZdVFU3}ppuI#iu|bu%BnxU;9r=zWFnbJMzY!uGOuFJ;la8g-e>$nO;X@f zGp?_CrPV@Oaim~xbR@iFhx#YG93<+!k63Q&mfhs={(S|5A&cicqsXq>ql)-l*&H+k z@e*_kK@aeywnF3S7cg`E?F&YG5-A@nar)jmE+g2h(P0dw5hp?~xxA$f?;H70okB=h zSvUIO_USy4==nmC)&KnB%)5`L3a?``xG6dgX$V(Tumcw#oz0dq~ zzMVJV8%5;w{I8;8m4I=J`DO3MS4OT(a@fm;J7jy6hvU^#;?)ToS3bZu3LjFizk)&X zYi{s$$CIW9Cnt}`uNT&}SBVd4|5yy6FycmJav*aEy-zE=S}d8LHu9k&s$8ZY4p%BL z<<)`cPjSzV=-eDQZ3MVJNV~wk{x6bv{robER}_uCLeWWR)Y0fZm?Atte`HS_`A#w3 z4=)2BLCb6qT2#gs0ux*7o`$4CnLOuF`)nD!7wb@+p-mHup0Wu0M8zeX^Fce%pSAcw zA_2cftT~Xp%0xZ7w1V2&Ro8K!UOD%)u=Wzi3BKS8b3*aHT$g2PiFmpz?`F~BJ@54%AQwm4JWNo5Z()fBFp*h?)qLnCR)G^{NpH_lx zo&sVpbD`wGOGA^n#UWucjy!*-<8;1a&odV-G%Y-BjZE;T(LPvfa*KCw)EVRWW4GC; zVKvt7S)soW(hn@8O2sIT7UhaCj%mts70iLfaV`G?y7|4RORm}Zikl5hiN z+b$>0&%BrDdB{@PS^Dbto}s%t&*OaW!g)~R>tst~*>_R9KU%OG2*B>sr91&Dy`o z@#(%wu?I%FQwR1vJ@MfQC0IyTC>y2iE8kPJ1EYT!WJ{*iKtf$h5KZ#b80B*A06!xG zv1!3n2_w9uZ~LFR%rLGbD4uoFl50gh+r(e{!A zr2+3;yV>1;nqLsigOJ+61BnK8LdaZTn!kd|7y|KAvJrgEaPip0f2L|tg}Mh8?X&To zVgsMZGDhbFf|+(%V1vZ~Io~2+m5te@haQ?y&7Z;nc=T!OXj-O}=TsYDvxqJ^Bb5T) z6m@i*g;41`=?33l)(aQs7RGT|lm=HlcRWLlEWWg+Et9G6+pEqE)f<-(<9^YXx)gM^ z>!i-(AVwipkUkl|)reL^`g*Ws6@kHvzI~y(=>Ty zcy6oX7!CXA&1T@nPY7ri3rl%@zhp>GUAjPVoxoU2Tn7m`?=ck`kA(b);&RSerJbFk72uD_ZA^_?l=j#dMhhZj_-uin(L@~+Wh`K2_c)TOnZOBUI z@tf1p-)!gP0~(e-f>0R1iq}OwWA}eoJEWK>_t44zM6|}h)-mivbY2^)_6DJUruso! zBa4j<5g!;7$fj7lG#Y3#P7VoFb3oPmgLs1V^LU|XBoaWM*|v_-OX!CaVCUuUA>%tm ziVj#89eleE>%?r*Oc*s@`_=>o#&^{0et!ZaTT&-ThO`>rx5jmfZIYzLiclXgRKzL~ zX?;*jZT`gbg;tr-8A`Yn(Es)Vr!ErFQ<)paZ|u4oiKQ>V?Ac);OlAFWB=>8dj%Q8O zJshi&-R2=i;H8cVUY{Dj+5>WI$Z?mZ+ld_AepY1K1w_7fZ^Lqi;%F3wOP?d4 zpF<*4FV^~fwsOI4W&4?|)O3n!ux1yxF&uiMv{tvP1lQy}Pc~`c)!l`X@q2ng$A2M2 z{2;{I;=eIz=DRS2>+Bt_E4>t2vm%54XW@9rhcb$zXdxw+dT#3)aj3+@pU0>o7rTs~ z1JVr0Od5poA5Cz7|=XYs)Qz%`7A3j-tp zu0u)t_-|WEnQYCZ&j|Fa z{VdA`cTLZ7YJUc%=DRoiX9_c;OB9fMNBv9ve+e^t7o?O17t1DIzl%;-XNye4#5o`Oi6|O&zBlbp z+ei|SWNY{Z*zNlsx%k}sbrpzYxx|R-@)63b-mZ2gw+Y9dhxDlafl2spppnu~3+x|| z#a5x#b*|W;Q1{uMaF$Yg{_f^etQ9(}Y&?W8b^*$g6N-?f!`O>@obJmLSLh8Bx84wy zK_yBU%cVB8Bik>9P3$q3>t>WjJ%{koq&dCq1MqvonuqNZ$at_`o_-o{RAn{(8IK}N z0z#j(zySXDaJcaHyxlt)f~vFd0;UDoWO$@Ncq0@i27;wTQ&dvnn$7|(MBbw#JpJXj zDShxa5Nxk_aUTd(cfKi<_o~>U!J}4@B@_e03Jd1g7>$hUTgsP4ymf(i&=j}Hw^0+` zZh45EoOx2u6~GNq{p--sWlVj%|CY8tBg~sb70kisY|Oa9weu5-n7M}-nTnxea`qPG zS>Tb!SK0HA|5@fu5pnXaj-=?^qe3fJmxPm8-kCM zWuGE-UMM;fHy!NFT?jxc2$R47A=U+2nycmwZ=}s@Xg)6Yf`h@Pm+dHW3Gg8cxtCX4 zMMU2*grU`f7JxiE_cZEb5uB-XkM()g!g>&0Ly}^PWS$Y*SI*feKDZ(u%2=leG0BXh zGsGduHNLgjZj-(>TSaxhT5|fIVT*B=`)hX>dmeo!n0D$ak84P;oH4VGbZ|wzH}(N1 z$VK~jv_SR-bjA+!0_Q;3p-$Nt_;O(8pRUv%Zrw8v)Gtj&Ggg8)?7ZA$gJ~lWktX2CwBx_a9S}Pk=RObBoZ+9jI1QaCRB_LGTo9+rD~nU zmYk(Q)D~@)krjl9hX+1{3M!Px5brs|z_xq>w`?mx?t7uDtD1#2=&q%lgJZK~-id?I zK|#P!`R*j!9Y`>dI4?+mSV)pXthoJsQ=NfPO3!Nb%wiA$;8A*$m4YxZz*~9=c87|c zPfN$B1F>}#!`+-sq_=p!zboIAZIwR`q1sp`6>fd*v8#mWs3lYCO~2zb&AY__nk_Nc zPM(jTfw8y9-=T1^Rx^C>^BOaLj^1_@cLoKP0DJ`_JktO|n$#>{tuzW2)}-$W-!fBr zDt+kC73nxmR;b{v>R00)~=1I9Q~o&x7Spav@hv<@0xo!Im#N1T~phw#Z#hflYy%g+D~d4|lS zBUeX*pu27-Nzz^jv$5#Kx(QC`H%d{b_cS^yo zv&f})xn1B1`qNFau(Ixm?#t?&*ewR(aw?7^3Zb%hDqKrXevUH)n^c4~Rg-%GgQsKT zhatTeWdD+bScch16wr|#?;Qs4UQ~m7pN{Yz{4OKM;*9ZyGz~0wpS!m`C(OXJvl>fk zxTZ5*57}Ev?jtxo$If2~BAf7d`~gdZ!g9~LYA@|5i$g~8{AqCK>LN6#{p*W2; zrMm}KE!DjE^xm%HYEpzGT{u9IYvmffcwVthFDbp4hSSQEypY_Y zB%-OPpK5QHT3GNHMwa46SfMjYWUJ!1g`0jgWtj?M{dXsbDUyqtR~rV5HKkDw-yx$X zwg8`={_kU`s9xx=FoM!c3@tc4CZg{f_WMdzPi5|VW-THlDQC`7B_p?ZUkQ@m4w-I2)23A?I?(dc_?lmAB$wsTg{kgCC zLL(LGa#b0F>q{9fR}rT>NkHasNyI=I^o7oY*EYPS3+(rFz-q7MUX=MWWG47*iG_ts zYKSjjJlo1g9%KFTvg5d$1{pW#vYw(7-30o2^Lp}1Bgezo#bMdSka1!`nnC(xLM=&R z*q96En9J2L02*z|G;{*qVgad>WdO!;6N;Yob`V4sB;|4eQ!~VW@2^KmCA{ZRjR^HX zN1x?~J7!>uo+ndKiFRb+!|=kiBH^jFC<>51P5OWT~e| z-|sL>n2sFHLW>tut=VgcnRdnuColD8v_N4R;|{Sa5bY-9JltKFHW#1|9Tuf1^TdN2 zx4!C$gSqsG^#mxnq<9u3KOflGxlN7@Mn)7aZYrR~Xc2_Pg?#)pS__y|Sww9IC&#ZQ)FzGDPOW0@-Ef zjOw~^2y&i6RMZjg;|UFCH($$uR3gKjA=#B}5-|911!PL;f~))f}e3xrIn;M4;u^BX6(B=d4?bgWIL9EgP92gYFd2JyFx1pwph)0A4 zM#p?>?|_rTpA| z<453S=N*V1pC3rjx@xeSp=izCEzJRU}X`Ne=gv&>y-=`_E!O-Gkfy34`INeapXsG!b!xN6!)` z6_cp|L-eyRax@OA<_-SB5+ci*=pSzz=DwfLV(ksJ)p7VzSIm8xWDVL4lU@^%&U)1B zK>}rMHE(^K-h9zXh_I+(u?%L79JbZ(0G!!9bWN=xCG@|qSpx}}&L_iZPjW}Hmxm`r zAtLP;g7A->c>nq8d*7yPU*?9CXCSYeS8HH3F$kqdGW=adoY^BfG0(N4nb##XUw;~^ zCtF#Fo#-~*<{&2Ns^k9pMV4NS4ha`A^z}-NgEkt^3tVaI3sLeey8^E><|?GgEttn7at?42V?7 z#@>k1giMldYgu=L8-XLaTtph)kn;>6z0H_9n#&>g@mc-F_7GfQf6y%+%_v zWfi6xiFB19ae(4YT)uFayiY_yMNL((D>qiUYf&3k#uJZX!FUX~^UNE#@yj$GL%TOE zgkT6X!hoPyWmn;OQ=f3>{P&AjX*$+%7yfx4^30fbVR@5)l!6<4C-5ocV<3wHBE^>U zSz=P3GO-0Q&Qc=TN|NgQ?X8jl>m44N{U%EFbRBQ{8kNnfcrH5HnJ{xpbJGnj1ig)o6T@3_^<`YP}}>N`w(l8 z0I1U`lo4v1kw;u{zv(Y@oYUrn_5UoNl%C+JKQ^gxbU=p6TBbZ-Dkno5E;fS0uV9lj zM8rrbS;ci?--D&g-P9X>HHFXT(%)TDFRIK?r3B4N5`@?7#)9$kT(z6?LdMqw`Kt56 zm^(!&K$Zz)t~${BFv5H zq;nWjtkX{BEg&wMAOrX5t`O1)I}rA8PD8!FylnuM8LklW;j1GUXT)QJ>z+URY%=T* z)PwJ|nfDZ!rBGa;t{h+3jb*^ZVxml;Dm|sO00gwgk+%W>F@1n5rB4@w#Em(E_=zNs zE?3sE{R~3Kxq>WfOSBr&6g^^X!Ww~2=dHS`@LpEpDEhiz_EVnG!?69Otxfx zEzl?rLBWN5leHUx3aN@HUs@Zk1OhLmmYch@C{#}8Q$ldyE^=7@%Xy@r0Wl3Mti~yk z8gZ@sNoJc*_-Kp)X>m6ODD%5+mnx|^PX2O)_lswBxF;mG@}pR_ z2C3lTTH&!YuC>#P+Pmrl#ML0v4Vu`^_M3COm)Zys`9)bUu)GyW*lMuM-q8E zFJxq93;TA%ESk@%T;uyH7skr8^kf+RQk3*WZZZOIHYqjtGXzj|yEV3x5QZ@dQ=l3n z45Ck9csYOM2F*Vx6J>*ui2Qy408VXYo_*X;QG=%@t|cxdy3zT>Xj8mAR^ht}GTdSh z77nRv0Me+gGN&!w9m&*SWcr2eTlhFAo#M2mGIj??l&=&qJ!k?b7X-r`rFmt};=InQ zSOJflDua~d878t=?;E}{g&^*JWHU3)9%)?&pTFJU8ZQ(Itw31;D-JH3i%2o!&~1ys zN`q$Dg|Q$P!W_p{*|yz=m<$c2MI1<781!`|1E<_8{hgMCQ>RXpfHq9j(6tHFL%UUS z3sd!0{lv}*@qnm$Z3HIe_*NA{Hz1vdnVp+aARqG9@WX(mXju)Yeo-w*W!CI5~ z@F59Q8X&(kT}(*BUu(VJF}9`aK&9<#^ebv(oc*KQFbU>7<~o z)1uU%9t+mzCUj%`vM6Vmb7wIyaSXg99M92>W%=u*rMDQ0KdclqK^8NE8pUHNks*7i zx!&m2wyz>k{ncX*Lv7<(okJlR00NeKSR&#DTicF(63yzSXE|+&7TOr<5ccr|Vh7v% z10InND4OG(PTk%K-Z1x_z1{M@C>cw{U2N;UDkkipef(R$coP;cg(*Cn-~mm4Kqczd zB7xKjjlM@*p`KseDOu#3;5YUgAZPy?E2X)th|v#e^@C_R{W&mYhu8<4@6uiiYg{ig zM7|DkoyCNGXGTGpTW9B4xt4B0*kSXv$iaGRKmRC3Y~1+%KR$irD2NeflMMglMApYG zCsZ`OD4*T(-a`*BkKQqYZ+Khh;h%q3=sqIDJJtJgQ`GhMyh&|(ncg_ezSm`n9G3`$ zY$UKXLI55zNnh+~OgGbQDCcx?zE3k9F+2If|H>clX9`DLY#Gwz^jV39Aqk2hY*8rJ zE1`ShIl>vJ(|rc?dJLnkIXX1G!sZqSMi0qM2BvAcbp^ndPZgXx5vWd{dzh0D;4p&g zXIJrn^Fk04(P0CtzZk^z>ThKCf5@)GBwvI)OdeHAcuF%Y5YktQ{q=zGYv>r!jQJLu z|J;h>TuRevLzgVrmv?#`5?>p8XOhg?^yc9Tm3qRH#1FD{d(7z55+O+aYHb7oP7O~X zycyGZ?_8bpI-xWmKuJDEK|Jkwr=bnkuTZxHW!DmHlEnV1j$IYpbvSqVP{&uFcAo*Y zRShToAzvH?oHp0rF!Ww=$XDFu@PWGJ%mbd#2Q`Yl0ULlI0j;XV!aPd*U?YxHLfbC*PzH)61^R`^{I*Ohe;HYS zg^Ur_S%cLlcJaJD03%0|oCh%r-~i0s(11YI4Ui9o5%auPaBOGHX2vl7&V-8~9g+w8 zM+&*uatudFx=3R$p-=V6^agDf#_ylJ`H_I-Q3YhE<_SE*lsGoJmORw91<*xt;zYybmatzkdn4$5PkNN@dw%8Th2)9 z(LJpAo0;*<28wd}SJjz`=$s-PNCspvm5m1@%_rw-!D1EhO;go`R z{5dHC5vLoKD^G^_Slarr|2l3jT~n;jQjci$J8fMtcq2ReR2JX5-iV8Z%n=kEaM@a# z&+_(GE+=SvvSZ4IS92{RKbexT$(Ik7fJM7r4@0qPJf35^gxpg?K;<{ZHqPHnb}vfg zzpuf5`l`;FyQ?U*sJLI}&XF`IY%z&H$&7#F7ypq7|HQ;F{&!dSvROU>wW2+8~6_l(&Vs20QW582mV#z*LPq#Iw8 zKFndXwoH{@xQ}y@Yvws_QT|g0t?}$6TG6JuUZ$=ZW}9c{|M%Uy+;y^d^;`KCf}Vgm zi2&^&iIt7rK9XQB%2m`V99H}Za{KZ5e^c$NN) zJ>e_vnpL)Fk~f`gqH21)wR`ZOpMp}s+4pdR7k#4uA@Z5h3{rRa;;CB!4hl;T4HO2I zoY}Nf=yo1cAscy8si!5%EDd_s-3d{qRY~GUB}V83^@8b^_8k@k`*D3oc(cj?jK52W z0K`~Ghi=Yk$wL#|E8HLo9a`F27XldXS6UfqY<#clNjF|fpWuQYMxJ**!+?$O5l~Bo z?}8Q3kghUq8{hvo2ZP>44U*5%S@&OyO=+Lx)T5eXEU zM6MyHX)ulTI1i>sHna9ZIFs8Y<%c`_@RGY6KrL}bueHw9vHS06uDwg3%lVw~zhebe zf@?HPq|+c%Da`-$)*V0ileBDyyt76*8+`x6per-G4$6(H`14Qgc#b{ALOV+|B3Nl5 zt>6<-moSh$id+y02+khSG4lJW$?c*iJ}b2#g)NWB3iDp8Sp#F4WT6&F8HELH^ovCs zcyX5i0^u_C^v9;dI7^0=P@CYN9QNRaFeZVl9Td|*;B27kS?AwX7oajOY4Z&FJM}Dh zlz?V9{uwnCki^wsxXf%SCn-W28d1Z(XGN5l9L(1FQJ1hq7T;|Blw?07^3- zqzB>vah!Y$Qntw*Buc>paB^Q-427j*qwcVZJk2AkYG64+GEHa~BF}jYJfG zTja&gpSEODcQp#vuE_ie$u|{3Ji@0G;xl}$;*8f84-(C<%`Ob4>dK{hht^`vY_l+k z<5J&42K18WMiU0vgxlWd_TNxkgqemu-RRgE6M?CM!qTuJj( zSiEZ<`aoo0Sr1qn$@;98Icy3UAVsqlvQ3FYjj*v{LC;LZw1Ow!_HCu`Y#D^q?^rsY+> z{dO_YS-_rAxj!Qibpa(zPTnA27XW#A?m8&Sf;4dOkx!6kMhIoFJxH?I zi*7(3BWl~}mdR%#WWI|Lc@%4TF#0sj@0_C(FP*};2%v(tl5mp>U-x@D=$n@?;Kor-G?6AybHSn zcBAc;P!AI);ZafPlG>lVPp3II^~uEL`~l#~I7+y$klBm}4PLFO8iX`af2KJdVi`y% za2oEG0+3N8yLf{!2#zd2CEJ!29d# zHmBxicfk1&5ueV2y09vi9sqd|JW#%cUtI{ejOt&a!;%UhSN8R%M&px|sG-92A-E{C z3-3R%Q9>!I&@4-}&)w&&-(iiE!E)YJa?%Mc5m|3&itg(NO(cK07gnH&gf8B|>)xm7 zu9_Lj(K{)j4_J^6hn5?>jWQAq#vR9H_BW*KD0beh5rd+~;3@)tuS;6uUPQbHJi zPHgYw&#R#W&&d#DOSx9=PIF^LZdfAtcc5mgJ|$$tIhY+{sObWq@|G6U#`^trwEHf^V$<8S#7wSl57)%2|pH%*JD z(PvFUl>l4k;;kkxf7d>{y*rE4WGyOR%GfO@7w(3)TW2N}_N71W&gastXZ~DaI!P8} zov=L2?J9Mouo z#-v#bxtCzS*b+dKe)7VP%W{rMOdIhuDIT-dr_F7d8)`$(IS%ReqfaUOdrkk?ND#3j@q?7c(o6j52gEzxV}0NLQAQ4(E1wAnG#)=Ph;{+w>_ z{vLXp#7EYlqouq6lpZ5|x#YCS(N)~|1d@=(@I(N=JwCv;KF!9C2Gx?_igl+))(s`d z!d<3rSG0RnfPX@Y2l+Lb;eIbAH8SbGO$DebWBNH+_N8c_%z)BgW8rzyC6 zmCWi|_lFj%QPe!qlFXf|iw6MVE!#YUt{mm%wWvJ=f<6<`G)&xb@GW4=?`9}?caL^l zG+QgsWAUFf2bz_9+T2^FW63&{kDd3W7VI$PLqPf!H4!=QU)ht{R?GYR+kMqZzc1R& zd{A6Y2;+gp>(vBfu{nBn^6gcKmR{Rs{P`n#1T3h}5vC+>(QwFgfpMyF8FZ2?^uJTz z{?O`H4bVlkJj3Ay;L*O7uwhsAhIjBk*}}RqjpfzHJ)#eaiTR~5q>O7?(Z{-PW{*oBJ%QK;nXq{hw^VCZ`*+s|66_@$oYs_Je7zVCwn%t=oVS zCpWRhi@m>Wc*=E9W5G+IO^d%ClKFD__=EX?Ey$@ z56yi?MfqgQuLSF7>XsKv+irWi5(zap((B&Cl=BjiRW;P#8Qj zh<;1&Q#F`^~E_z?jtjlj}{`jN9)X{`8aFO{v90g|H zT^mZb1u0asDOaCTLVTYKzcZ`N0G$e^yi5s~&?JhF(YJ2|OKRDqQX!h%3nm;p=NgpH7fi_c5WIHoWDMVMdvD~qI&fwYie=O8ZW7&Zl}Tq>N**@Y2aaU$8ShC`U=CMBLCq#DKxNOIa~-U z=<-68Do;V5p4qV{%i~f=Na-1OrodR0u)@VcdU9xtbeLd^AL}@*W>=JtfbZE$Vj6Gb zFN^d7OosYDo`>=F7SALo#|EEmu9y3HV?{%|7dov(;b{@|fp$3Y`Mhb1xK@=cjcS9H zb7d_we!}1o948ZLVJpLWUnV!+PY4<+jBZWF z|7&{uM%xC%XG)|Wgt>zWIXOzLr~PkSUji+TG)rf3zQc}s8xT`k7t_(&#(#Xi$Uq<# zqs@=H!#3}V8rc1X%%MUCRHlN}U$uY5Q1Hz1YJK47DC*hW%O0|)IU*blS(a(>7i@_@ z$o@6ruBL#nB#z0+KbUQ|Dv9MkXvho$k@;9U+PT4W568!@IPaTKc2j_FJ_^OO5$VH+ zo9BGn@U3EQ|It17^BB0DH+-_fw$Hmgv*fa zp9xe(Oxm6H-6Ow1;xUlv?3}nQr$;eS$4v|TTyE)#_>SNF-X8z7PMa1S4qLQxGd*XG z-Yz!x9Ye!RUU#ehD~R zNc#DYZ(7r~Oyfj@%E_TiOZpklJq4PHi|gOrVP4izZ?q2KtEHNol78XaVygzIP5db< zWjSW%9fo&ddzGR_(!x5dBcRC+jU+hNLU^H^upFv*g_MMHkABe``-|;TZDe^AK(!)P zqVq~!^#Z6)8Sc!c!0OU2=twSU&bQ-J6$U@Avfgv^qP%Lu1EP2q+k6XIaW8jMl;n!( z$MeevZaq@xWtak0oycuBNq8%??@7wAsxog)idP2TR!p}Pr|e2)&3Jt!iGlC83G@uu zIq<{4^)T$ve#opihj!Y2!pNQarT37+{~slxKDrt~@%NITaSzd@<3+)~aBwdr#=kGf z>1}PFy?+ml={E?ZEpWt=7oyaXJXeyP!A1nM4 zNMKB=ua`%oOfthtKlYuyKm&HfN4;oyp2>WlR9UFa?^>eP!UODp%H(#WTw^Aq+YA%2 zeW@l!!A-Xq!xIbI6vnI9&o%K)c=jt`LJ)L5buMV+u%qGfVCUA^{3 zm}FWI(CVA7Ijc>zv{FyltQD^gtsYGmF*cdYEhhg&n8?jDgLqM|43*71K041^QqRwT z-BMcP5p_|tqHkaIFEv(~nw?dwGp@XFWmkAjod2;AO7wI?>o&R;r?1Osn-*lD^|~=6 z)uUAL`o6oijb3KDhWF2Y(#XiGs;F&}>*&rg`jO1r z4o2qcBB(&#<)kIYFqd|6vFlZkb5tf*`^N9XD3YQOS_=3*MUU5hw%2Kj4PDMHYLP0< zp;vh}NDX8g&q$drQVco2u64^z+kjosCEp5EM&1IkMBeN2O6AftzaGQ%7KIlAm^mdc z|6W!3bu0Nz96~rV8a-U=Pn+LbmrTfnqe@bbWBP?M`Oth*8RzoB$RF1ucEuXp=44av zci!f%aAbcw-q*v)bU(gN?A`Mx#b{2q$-wW@;gpy+)PEBN!)QlrB_N zZ~=e0{K`0o0ne;1*sby(KcMFN(h!-NSXRQ~LJsY|g!|`r zSKPu`1r8A}1J+!hcDqYDd>XNMEQAYcQl1rC6lW5yaXo`e6zR8q&D(wxw(}2&zgDyt z@X;yiJ#88T*KcF@D|A7;EweuCOfCu;9P+22wd!R?Zu^YT|I~?S_@}kyP=0MgV^9oj zMQKfM(t>Ahx6pum(Oy6)5e!A|iBIQMzOd2gaR|F4v{30M(XXRN49R-R+vz_2D+R5| z*AHe*T>zc5H1WbwZH zq2C42&2$*>xByc<@KelwFzarE+Z==em5ZM>2Q4{f1-gzytzGC{=hcuhCUaxKL}RDY zyMZ3J*>ps&qbFder4=rsLK0cNx=pwyKyYST9=MNDvL>)YnXw6{1f05A06MjkTKySK z*lccsd=m>=sW-b6t-K(GOn&&F)qFZFw(NLK6T#8oJn%Z87 zfpG2!Uq{y_-q`lcQU>YL2;wj3$cV|XAvrWJ14Uf&`VY;5=vT$Kajat7v9DDR+A$Q)6B{l5ttAnyRw#C6I~CVXJR#2a0O({S0t)N6lMsr!i!r&jm~Y$fw#vHC?DQ5>+@-9ridtuq`ADZl^#1mukx z(@!?U^|qIu!Ljkx8S#pxLahNmT;5fnF`H*tauM`0Me2FA@?nRgJdeqhu^G|jIbhHt z*y~wwB`pLF?}b{Q%ASTT;lHzg;?R%ruAzTuO_f=g3#Y4q!Zo(Dqx}jRr*2v~3vNd0O zqlTGKb%My&9ZL4}VXBt1{OqTI5OdphPArwE<0Zs`T(OLuPK+q0T`ZMrQ}PzGL}uI) zgj7g-A?e-?m}?GDP7UUgIH&_FBlXP))ZG7)T5PpPE)=EMYJ1bGh|C7QplDEqniDGa z$-K~UvTL?!N!a~33W=@Tdj=O^qNYxgxOb7K9SQfVh&r3@nF$uWClFw~sg`^DL6%mk zk90E|y{K!dcTofE3}4EQUdg~3V%vUL9(&UyaMH1Io_GpDMdn=}4>thpn%rX!-FiQU zX+2Yj;@0!k(RL~L4SX3` zT7%qsJP2fG!`tIcJ*@rOGvcuzF}dXY3OW%`90eaV`F%p3-pD+NKRD|yI&4Tu8o4g~ zQ`P&+x93(sMpuhiV%*?a`s*d%uvo_{F=@WT_&+IW z+JWTpi|wu*86F+(W3eIJMSs?r!;!%UYtR)q@@Mwc;DoV}Bx;g+ZZ?LH>nxUt{A@m# z6nLhO000LYJf3_^Ii??aKnFx4`&3I@IHORirO;Y>U>zO0|F!WEhXpU#77WZ>WV9qy zFdCxZ{s3bz;&58U9D|R6qdKB*{o^q9_TB)~0pn zlp*h??LgYT)OQ}F!lxDCdtbS{Bv)x{)!AY`*))#EgMVws1qdcmiB&+5o@h%JJevrP zzO?%Q{xQD1{x_&Qad~=DZZLLOfDUYb=@bSwnoRvay*cMxIwUVP1kOaI;ZTM3Z|tXk zL0Wh>9g!hq5Kdm~AK_)}#px43Tjd)-&L@lys@Oon-HcO^*Z!mT6Ojt*(`T30g?gHI z=WPG7xkA%X4%~G=W$Ey9n5Juj+u4V!NCvxl{~ff`!A4on@Moxx3tf{5&$fP|Iln;P z0&y?meZ(WGy~zz%Wz3Q4o0|2T0(J&mjv>lN;}2}T(X&d6te&{85f%Uu3r-N0o_bPX zY$s{er(iorM*t3(hcUo+Nr|GF;*Dn&q0$TR97%7=&5m$ zgB^#APR_iJ#xQA8YkRi7>@T^cIW^L~|* zlW`H^(gQt`ElVk3IQT~1yH)C&O58xl9p-os4|ecyQ%5&K;`a}Ah4!6O=*J82V&z-+ z3hk=-Is#|Qe;z^Mmb&|q6Y6<_H8}Q@i|TT&_e(tIPs_uRHRrU2jW#!Op(FB32A^-m z;@+*WOD!zjQ!gsoaMqOBEEL%4Ykg&+Qii7kS^V%na$up52z|P+yBdED3(y3Hp~f=g zEO2fdr`59BE!rOylw4gcx{M)(ji}N;8C9g>e~KcGmSs5Hp8#Q4+sYp4!~hkCr(T3_3U10%b{@V5pMVzy?O9KlM_ z_uZygk{r1h579W%n1~FWOiiiDM=yUd+(J5}7dC^W1&{3IgZl zT+FJxfdVN3_Kyg}uN?J`Mr3}Jyxr^M&&lpUCuUMawLc9&`DSFV;qX_kS=k~C_z%1< zkW-jV6k)g@4(*y`Ad)`sEUZxdSNNl$fC_zK=xdYbU_@T^%_~+hn*wuE=k`$QiOXPG z30|==;tdd-PPrNBtgVV~|H|D~(gD*^t{)WIU@=I84Csx?bK#`|e=TT4JRk|x3xUDwhjkLKKpfcDgIK3|tp?tEB2x$JCC)h~ZBSo|Q?zoKhUMu@i0{1vH zpNRGBD$``*?;jwW2#D1ovJAYBS%f5wL<0{?cRw9T904~(Ue_}eLakvo!x(Yp{o!R; zmuV?`HSIF_2~r~dU_Nl9SExf-s)2noR#+DZmS{flchHpZxULBMsf3-iNO)6d&(aq3 zDW?pV>^>;;S${IJ5qbh+sCy=qR(7`FS<5+R&%d11Z4mk86<=I`@k&=+(|1Ja`XR-~ zv!O+TO+valD<0_%V97)V76qE$xZ?a*TWh}{g#*mpbbdQqTqtK~7=xQ`O%BQ(ogpsPfiF#&7Vs(kvL1rp1~dmvvYkL-=+^ z3!Pwuev8mmuIV5da(+BEvPO5<6wQtnF>?2JR&{$nGEC_WP&znk3!`yF?0`crgdNab zw?DRF+jbG_X-t|-@IeP5zK-kPd}8uO8G@|1_sp+Cn5jW^Jgx_u$1QVCF5dH8Z|J!R z6};p>Z~WyZ%8TN~QoNtv0N?C>`@iGYwew+%Gkh1-^_dHiJQqCja)J@FSOrIUA|XLB zDe_~ekau%VnGQ&UYuA1qG}68TnCgav%h zr#2o&dMRup?HG8H8I&z;@NJV9gQP{qI1CfcDqsxXfb^%&s78+lw-wK2ZkaF7{g^cM zH+L5*6EtAe*M{YR5AeyU~z6Xalb%pB zqj3)*gi%W=H(iRU#qs24^57^ppBfRHSBFZd86=)`$Xse@66!nW8RwLJn?y9sL(2@J zn}qdFCjm$S0ZUk})C6%ELMbx1>c+O|&4?8&JK(Y2S!DK=VbJGlcZX zO`v)Fx_xe3Iu^XVdm3pUY%n$N%3gEGn>_e$^j&>Gf5+H5xeI)BX^wYDs={rN-^KmAE3OcZTkd;W9 zKNe_rWHMTn*latwv(r+Jxkg-lp;34nW}4oFOrfeR>R$6avC88<{^Hur(kv{#2Q80I zrfslSg6nT5nN)JH4OU4;De-KdtEAgUa&IR4@9^a4c1|}Yqr2N@Klb<~AXcTexR|gC z$|_S9Ce6dOf#EJRj%!MYFSMc1S-aV3{HeJp)_?o9(}A1SIKe3cHXFx%b2Pms>Ah&e zr@+JMn$iNNDnvcUD9gBq^e~I`=xz2Y29Rb-w2jhGpsRZY#1KK4&J}p81G7eKUYQyu z^0!Y2e)Vjsi`-+DkPticd{>|UpbD@wJ-#XGp5>d*Zp9Co$-Q+dn~0`%TA+6?k7W4gGU*pCr^YC4%8=Ca>pV$WKwF|~9<@90(ZksqSCW{v{gM<4fX+h19t*fZr42QyOsbXhxEN@*}%+=QqB43&! zBK*;sBD~g#-C5ExF>et^(0)aTWxzlMD&-_$D}`2sNC6j z0+Fgq&Yk0NAEx%Hr|7u`8-AX-bBP0L$g~sksQZ&hxfKot2aZMzqT@aE2N`LgJxu(6 zN2>LdwG5~uC?zjK-zV7nEu73T(CW{3M2|fOD=m$k{u+qB783eApxDy#X&7n8DfgIO zUEewr^*P!e7uHBFS;_jsJRn68EknA~PI)uVe;3bPNrW9h*=iwYkL=X33M*b(W&hv_ ze1CS6N4i~j7bZ!;IX~~nj8F?!5^KiUAdCrGJi=TI6-dzuy9#p1@jsURj{oxdal02ZX$SzEO;|>k6NCnHj_QO#*xyrNdA6W@ z<-kplNjub%MoBHcv606K=l+~lXqqs;3iu0+G2NRWlq9(`^1LgdBM)IjZv1+oD23Ix zk@73$ry~3<8mOsMR(v~j`7ByD8PQW)74MzJR8MfxgS$!pJ2YuT0?MRhMIjIi9uYbR zA#yfu9JAgKIu}1YoBM{7@87Z|o1|$u7dQ90bA&f`7Fni3I?KUTrf@~;OQX==K4xH( zgCUb59b>sQdI3kslRO&3yVL$**_NkD0375{WbAPlD*xb?IMRek*4K>FenbrItSn#V z#m$6b;JU7%xQz(QHO1?AW@FJr5T+JI8AEwvwjLwFn;e<{a>0Pt1W|p{RU)K)+<59tUJP3M zrQ?#rZz|D^%XO96o2Pz#L9f@{@6#UXyXn!#rGYgvUfLycuEt zk30jee=p9#w9sG@GuR9?toY@kp*!VO*PA(KfQF7{Mm1n&t4h4a)Vp*4|2-9-YdHFd z4d%Az^)HNvNjA+tnb<~v=?9e4pqrzyc;WC>1pT_B$K*fFoVXFh3L=}KX=&vzW0|NS z0opGEwWM^y*P{6-lQs6A)ZMbw`DyO{^Aht=eB&99Qart|g^+IuiN?BBjazFcufzv3 zx>^id05x=FD1S0CH9~OjiZ@DVbGC1p@*&{H zOm0G!10vacl>2LEi2SW7suci&+3FOEvaGSKJ9A5dV=8%Dc-sLy*{nXrxB&EiW|E$f zQZxyD2nJ>xk6mzg|JHKo%g)N%oYJm>FL3{0+`Tz$=i7lRBM5wu_c9t$4@~7qlr9tq z0B39{pFC<0Fb^#Aa2-nb^ggT}4Ib#IoO4=aCJeDfME@+SOc>z9c1p6GMM!oh^1jLK;x zgM@iGBjQjKiWkpSNw1%I|A?2CW4tboO!b=`<;K$J5PM9H>&ZdA5GHWNwIP)`bOYq_ zVHaEV5d&!TgJ1j}KVH+C4p)&@@E>z~p9mNzRl+XYiFPl#Lddh7%+=9sfT9JHBFsP# zELmJv0c@6{03sA2%jvYT!9L0*uHsC5``;v0?LK->nI{30_fE6YT(+mmC>hkYrquSv zDKxx95iP{&~-?*y1;; z)rgA+BP1SHc3*mA$D#sa^138=RYiLNRPpIcTbQVyTCH&SL|+0uet$(2_T__{gl+UG z@W>d4o{>;JmOP9t&|g2!17*GY)_n;mNgU9#T?5ECu#AOXIca`23BnCZmz`th#)Z2- zaTOyyl{>V6gTU%TPHD|-A52)*s`12coreD10fJABFSj{`mcBw@P5~-(tQN0UjPsKP z%Ty*^NF@L&NU74JL+2>bg~=}W5vSQChwE`}Y%kz6UQuf*m7eGw+%U3zIdZ!d(B-fM ze}M&wpw_C=2->It-m{Jdapy%X_XsR(5w&P(e4khH!S@h7h#Ru#B=k{NGr>6rmyL*k z#z+n0F=3rTkr;d&A$QnCKDQ-y(-h0vE}&-l5(7!@t5u?I94Fm^SAXPg=*(~l34qPd z$d!;2BP9r#PG0N?@%PL@wCyB+3Wx+{rS;YO(khk^t{ z?l^9Fo6qfu>%c|P#dRrAQx_!_uXdrr!)D?HX%qgO6DDZGQmmMlMFK548Wi`gMGHbA zZQLB^6Bf*0QX=b&3K^=)~F7mcxit8KPlgNYXfQdXJ91B>f~9x;YeEQl!mAaSpAc}*BG${ zLS%}QJ!B5id0JSfbF!iK=Y7kMw-^Yx#DvkP85L<(GlP)IrwQEe9p5x~(`lE!ND!)Y zrG@x)>6pE-S_OF6i<)Ue#pf*%br^iL!Uf(I1;Eq<| zJzX86EzpyzzR$m$JQr)k%1To=GH&>y+o4Cn}TS)@jq03vMc zW%|pV%g4PtK~G%ctvFd@6<}etK%d0}Cv=`z)YE=Foz8)RB&@{D(<`p^-rB9gGm%jR zLl(i5P&U3hYI;5b`JIlv>4m$RYZ!+ujNOTfr9=(g%wc8LXAB}R&ZzF*(Yl{oo_D6y z;ZuH}k`vayT^Z00uqDLdFv>EkyI+kLLgO3P`wIFJhAPI`t0T$oUyU{4b>`Eng-Yl+ zY#Uu9t^t?Z2C<+ecr3|)w55j>3r1hIib@|}$w|D2O1ca4v*{pF)ZSuV0J(}y8BSk9 zq{!}2rwAh(LQ)IJhW=03fK5uq2zq1Gg`Jfv9NcNwaV1ZL!>Cnp^NXX1g7*4(62RwL z2{Mj?iRN_xpFTkQ^b=`$J|MWs*>ccCbp~jk2r{JmPhT&K$F6-mV$uJuI?j}Vrd_)& zj|kO6z+sseS=E&vD&!^tUKX~)(AF?$r3&3a87nN(vag~RTPhJD{YPtci!~~spWl;bA<2^g_W9r>p^AgY-WOHm?p1Vsb4 z@e8^VKz36YVpB3BL2x99EVdk;S}*PMk^9(>9kzGybN<^%p_`=WN7b?-DW zK3nbKzezq{zpXg0=+muwp!*E+2`~4vmP8#9HKOnE9HmuB)E3nr!}CY!2gN%_;LFGY3{8}!NOdK_jXX6cKR0MXmsV`9yv@x zuj_att(iGi`AMS0>n2ET@uVx{Bmp5lOSc1(@QqC0oR-HkSjN)C_jBv4u#B}1@7Kbs z>_NeyQ2sOedK)FYlI%SlVoh>(z`3%|9=6CZ4^-ec0=afx${THqH79t~z6cWD1;3Wy zXOV6PcyCXiOZky8OIn}y0!F|*zlpFe@$LeSxYgd--Ul->(3E23`ghbxVKB2 z4Ot4>WxQL1vPwF9PxT6n;YjyHbi8jX@+Wz?VREgWH$~ss1(xT~)0b=<+}V@PJE%x@ z!Q++uV)8y5-Iow+FWGgC>dm=1HX;7`R=15OH&XMLt_7z7K4sF?@%NE6xI5 zE63f!Rw?Rd(|4gAKxzItBX#nBqm~cBAs}SEjvO-6mL4ZT58PW^l~3#BF8?(Ui;xnA z9aDt=qlP*f_l2X5u#w28uII0#oh7{T_XN6%^ps+3djD$Kd@E5z>`;XFT}mE=1Wr|4 zv`t6=w41^RfJTI#V7}V4nw5L3)fMwJOs(-%2||SABI7ZFVQFpDt-d7Qw4eC;(SytJ zUd)zcyiPx}YU#VSDDw)`ln=kj;_*}p$!p$AE_6Vt2475uM6h4$uapPqPlBD~P{;M} zS_RjTFR2@JLSg$VlgAbe1R|6!glVE9W$I}fm#*y9E?kPJ8-NT`L*lm+iPT*lY4#GM z0XPwWghZs!Z#;K*;Ncc%=`kiTG^a;~>!yb?bK!7JPgKhfJ<*~J=NK8$GBdJF72@2zT$?%cZA2W%>b2D6JEzIp@(xiO044Br+0h*+Bc|#>a=?& zugNE7@)mg2-IVA2Sf%bjW*I*CwU7QajnVQ+AWiNsnr~ref&?(J=vWTN9-!ddTm8&F zIP1>ox+)IOCm&}Jj03S~n{0Y21S(>ARmL)Y_p?BH>>S}lmuOJ|!b577F}GG2{Hj zO&jSAP1}s(lwT6G*KFXP<-!LmkLth>*BriU)d%v}{*xm(jbJUKUSn49pWEZT2RIzS zN4|>}Tj!epKVdAzE4-pf3zvLH!Vq_(vu(V|e;j2n2kptt}si{KgPKI|N zY?e!wr)v6PAtEZ)tSg*of z#g#;TLA-^1eN)I|0?a5;Ff*=wv@AT6And~2+or4ef!m1Tu`^zrt<-_<@|xGKjrN|a zw_m5@fyqX1Z)LbyuiJFB=lFHt+)$*)EW7o(mS|XRc5r?=#g$4H4LXw(Up#YJiev|C z{O>*nG+j{>vp%WOgkw81T}o!ma*hP#8ntDyn=)kQ3hmKouSa0QtDaO6a}#XXh)qqf zrnN;}IW>o@s|U#V&6{GdrsfJAS&i4t8)GF&hM( z-tr}&=8Xn1DkJciz5PDKSETM&2~JBn%Wwk&%`hJdT#@jt?^?mYaXeqD)eW?qA6XQZ zGfG_TqHbZ#0uzm_a!kjAwVRE6TSeL$>ETfXVHJNS%_l|ac_wF!&0lntf+}Z(XEHPx z2%#eVt#9&{-sWRp z8_tKPK{rOm1poZs?#epy3f|G_$=S*i($~s52_ifs%2f$GZR*uHO07PLHPv7@i$zTE znd4tB>-8w4b0GVdcnj{{b?=rZfI;o1dzW@NWX~Hu^dH#LVuYc|!^CdI@>05Qse*g4 z2S7}5PB2rG=_gaCvkg(F(bAEZ-V-XAMPMiI_1hJlSqzHY-nX?oT)TdVqD{82pk$QT z10KhEeZf#OSPw?JeG2x)Ya4|-x#TXpGtfhE65i<+J-WDC8>q6d$dN8RkzE~udW6?( z$OqwBYKb5J&gUn(=@Eubo=yb1)~K>Jdun-$x<35^5@U<3mTp zz%LdY{eEG(Lr$+=AFTiZpp3 zW0GZ#zQnC2cN0BF=Q86oF0tyqz|jT6DZoW;{`Zr&(FZkNmqo?m^f(%jA+tg{HA+4%{A=$?=Rnm``J@APVsw@?N7H$ zZ$s(5Z}$J>R*TOu@N}Xroc9W;M<{p26K@2N6W&dE6gOX1a+?|-6@AJU|D(ZbJ6@`O zx#_1@?ZO=BS+nbI>RYB>ht~jfjxKz(rS6i>*)cfSwR&n(o?UGK0R(S^HdAYokBbEGtonfT_IEhP6aiS4g|}&HVX*aIOAQ`C zbB&!`-Q4iqQegm%PId7=Nb3y~>O2y}0Yym}@J$n}8d(}i0v3Z*Z2Kw7^|Qfe4XPc} zzO`S~*uMl9bE*xfdTrPEPd^yqylj)8j!u57-F*c!Az?2)jHGVup^_Kela->s^6c^g zRIn1xPy7LL(D$wV*FCF-a-V=!-suaV3bO0wVVD%^Szo`d_u0Qi070+Fbi4o0BLZj_aM z=0qPI1H+xzm>Qh&Rf(J^@elVKFizh6)%{Ct!-g9N+ktB<2d2X1x^Tll>1+%asUB z8%UHMEs`BJ>5YQS;?t0Xx8`F$DAD0a3UIRQj*ZRgvN2ri=r1vF>SX4XWQ<%H#b&m5 z6Wr-HL5w)GmDBRcYpb^J@%NJdSnqcT$VD_utcfI&n=pvyl6i!$b3L2+0g~(}5*rE;<#ht;F#XkzrAMgjkzs)ZDO8mfnxHd#VSXGkNW0yMGb% zv3Uh}M(cOxtY<*q@-2is-ZKS8)fe;e_9iN)*p|e@@PboTL9CU>lp%^4!nPO`qI%*%_%rlLpSlE4Sb4LOoZ@ zP)&1a=_=R(Fk;1)9qb@a`DAn8i+*RoLT)qza|0>#!}OGz zUum^M#pYFI#7pv~)xF8aH!E~NKq;L;tR`k~PISY&swG7f3*!LOG()WQqMr6hTEy3E z2)cF;v4|V-aV+aW$GIBI4Ce~8@02=sg=jr)zX1%6-26r1eU0Bb!N1rdPuGepfmx3> z-sV!aH1SUG=tRml-9QOQmMe2=L%OZ=8rKqj=B}+?{IDjYRMs^&PP)%awTF3T2BA3| zX4>D?V{|Pe7QG=En&;H!(DL?f9*z=8g}Wu|Oi4}Bj-|_%wH*gT*t|B4yd2h|VMa=& z-)Bio-w;|jcAY6tXv_4MW5`me*bwm81=mysFmFp=dT9U{Xt&V+NFcz@x419sG%OLP zKTJvTdnDJ*8uS`Bkt?jM=rzmmJijSY$Py**Z^ut7cD|a(?ISi~izX5Ds8WSz=%c-q zD%MlCoib|lg-TD}_lC``W26zAKB_WVX5+-Y!uf(Yce$!p0bO5MN~uxK2H4n5%fW2p zF|z!(f+(d|FW0vi5$gUav>&9q#Y57ZCD`-Km7UQ2b8|3;u1bfu>FYyD`ru9`Qp~Zx zULV-u{5P?z{G|Q~exYZjRNxdUWoP6*qSY#TS}hPv652WAveYc&aNhRHx}Bx_e4FP- zzTnws6CjAX$EbMucKr`iaa`z$mw!;fLF1Kr%0-BM#_O1(H*OCr(%`@-rPA-q-NB9!lyL66>aR+8d0Ohcb1?8Gwh~gYCC!lSpr!1tbU1TdZ%u`f3}%hK3~z3R z4P1Ng5XsT4*v9v`2?PJg9h=OQd6eF<4z5||Cn4-Su+k#f4QB>Ta~^BnrhGU-oL#LL zKwS#AECN?sXXnqHo1!-Q*k02{k*7VL7PEuiP169=3X)@BV@A-RD*cWcnG@fNuom*R zzw8!Quu8iv3VX5n6C&@>he*9lSx^BB{64XrV(8`C5L#pw7Iu`;*1wfUgzi`u7$#0b zchfs&>m#szi8z~`kX(|w<2GPHbYVDKyNCC$_tRjWrK^MS6oDKf?qdDuQuxYZclnJe zj9#O&8eY%r9oxbdT&&?TrucXCp#I_7r&8hD(uohx2q@Yxt=q}Y8pYP)nE~fSUbaZxuQIYOJZL0ot;h?q3 zavS$&<{kls?3sDr?WvfUE1P-KF_|XW{HpB&6A*T*CW5@>VS>g2=?El)J9~xPU9{B5 zZG9Rv$-JRyN*LK6IvYi4jVXiY;+-_TYu z5pxw<0D>$R?WL0r*kt`d*ZcmrLs&Jr7wx9CRhiV0@awACppG z9FE{OVX*Uo?=xZb&}-j+&1_fUf!1gn1yzeQvu0FaTBWI@VPlY4d8L?;Js;Iqd3yXR zl;C@MfInC}T|h#ilfst$C<39T7{y$=MCC^TLl`G{>}7O*1M$Ou%xBDYxDSUWWb(@ zj$H|r0%IWhY{HAmReqW@dD~1&A;5U)?!1wro7GL#Vexr)LlHa1T{=v=%cJTU8dR{ue4+t-EiB8OIk&)pBTZI%X+N_KpkRd9;B^120h|ZXb>4%i<53h z;UL(T%*yw}jmerr>sZf>un$_U2|}U(o6L4|EvAxL+6JIXSwfrzq}5IH%+Pa0Lu72^Yq{;*)HO!yr?SlOdJA_rn_O z7TeI2<%zRwbM$chp^W^devvGa1wksddMVjEo1ICaP zmx6x*CXbu?sZDa^rnc#d`E2USv}2A)KWVBE{kOj-3a=3r&!}cMPczN1fk48oQt~j) zst5yIDY|LZ*khLThPkM$00Qj36zH8aU;_`J)ND9;Wm+_2`D2cEZ)K~<#oZNd7n)ic z*uk*|;ToAQD|Zr(RJ&8UmF{}oFpTKc6}5y4<&n&gWZ5u;nzGdM}+cv{Cw$wp1OIYAdsRY6$FCbY}C5A;wWq)??3RI9$s4<()lzi zAihC%rj;}RCe+0xFF3{VHzd&$u=Sj16nSt0W%D3DX`&UkL8tHNC2;(UfW(c!VrA2} z0J1(%B@y=NhS?yl7HF5=Vdbr(R1NxZX^ko=1KsDaZkZ!Y_6By}*O9=n~004^b_u2pe literal 0 HcmV?d00001 diff --git a/translated_images/km/embedding-classifier-example.b77f021a7ee67eee.webp b/translated_images/km/embedding-classifier-example.b77f021a7ee67eee.webp new file mode 100644 index 0000000000000000000000000000000000000000..85c0ac6a245fbaf428783ddbe9356436d783a170 GIT binary patch literal 57794 zcmeFXV|bqH)&&~7aT?o3W4n#f*jD4lwrw_UY}>ZgSPdIDeoxxfwN|_Ft-bcS_W5<* zA5W4u&-LKG=Nxm4F{iwksA$s$5RkHnpsbQCJ3-m=?}(TX>A+O0aGPMfj2NN9M1)z0 zCNu^FpkOuiZs4tn4oyJL3653o@1#eWb?`SI^%l>*dLBQfdmOB$bVViIk7|G^p!TqR1Hk%-egE}P`|`^@-$|Ql`@$LJLHm~H*5#|4 zy?M`SfD!=xY5u|UDdRHZC7=#Kf3Nv?__SBjPU6`J0Ka#0(_t9 z0c($Zb6>|jC+=;|9u_?pJ*NThj$jY9Cp?z{!H<&w*!%X2mD7yv_Q9t^fEoaB{$-Kx z43L7q2mm|*0VJQAp8_8ukH6k%0|3_^BLI8={UKmU;t+7;c@C(&0eRwkbbau=iM+S4m0Q)z^kND4*1RV06dImm!!MBzFneQ{-s%Pl)3l2ZD1KJZc>G3~& zqB=B0@b{Un*Wg@+EdR5&Of4L4pLBNuk%K8g858&ZAFWg`ES+A-|8D!>>r4L^`}-rp z#H)w?ck9C99`(Ol7X+4b%KtZsqvXe0i=#CDX5Ef*X~;&MhuC`}{~cwo`DFy8V0uYD zTD1Z{{()B8Z>a`@Lg!Uz^7C2Y3r9+LG=H2t#f}RdU6t*O67pXyC!NiWSF?c%(LO&P z`l;K2?bn&%+t|^|AL*W^Ya9>yXTC#3KT*p5H~0X@&7L3fax7~bBu7v0LnFrb&0!E+ zbtr$c@?$AenAT)M(Dph$23}HBYgfAa>m()M`FxCSqJsEufTyv46VweHH2D)%r6Y^x z-4~JJq9*5*53+tZ?%ry-*3m+*eR|bbGeFo-7=~47E3Cf&M?^ZH*^JS|fDeQ?4jgMm zH~)rlD5sJ%=b7dLvJ^~se(<#?s0HXu zbPrzt9Y!)oo{6vGkkJ`bJDz&mOb8d{j~(mvSOq=QP5BOdl|og4?sO&h22Zpn>tS6H zPM)`9!a)Nib2sj?6c)1y4t#8g-cQRIofStsy~BXfZ4e z%Bl7E!`UuZYxtss^BnCQ!m{@yTgnQ!nE9>F^6i`Sfj@l(fAYVlXk5`Tq!&GB6E-Ex zxRs_bb#DXHb9oJ#B|Y~xWN{w{-k(cVn%X$mniKWdkiGOnbjRnnwQ-wuf1L7p!bKzx z>o1B?%3YC-^u=~i@o^;-E8XdXfbbqvn>-Q4DJLX|rNO0uowUX_WD(*Gvx5sn#~l#W zS_9+DDu-}wXsPWZ0$t$U_E(8*`SkA6T6bx0jnEf^%s(~s@ZPz})~GRcV`sZMi*M@{ z^E)|qT5W>jtdFi3kZG9txwc?=3&g}}bwgw+FCL`N6B7DgZ3~x>>Qb3JxWMF%1W?$V zsahIIE&q$Mh*t4eiMhe$c{wQr*P6`X+NKKGb%2THih#C=rf(Mid-Cy6!xC0pLhkCj z#2Y{ga-U*NtHs-tEAo;RbN#C#U8v;z7g_3}%2Deb_ea(Lha3G-*7N=Vf?w+Xg*H*j z|4j@~E-Ae=%>ZLR?YLeYxJKs2FEPLpdq$86!SEZ6z!*>ysj64G{Rszu3f=Eesd(*~ zX!5Uk2r35t$j4tE@t>#(j*yIteS-DC7Ihx}OS|ADo6~CPsxeGr*O$M;CarPslvijT zFuFJhT^yJu1yqxO@V|l{iPZi7j1(o;o)0hW;H$p>LiP6%fkpK{EMU@VV}BnX`AvR@ z-M`AVv%cfM&;6!)|3h*Z*+=#F=_Rg}+JDABp>iSr{?Z5tcs~sNCp@@n$N#?|8M|#F ze?dDbAhW=jzT@=|et z{*tMvee@cpl8Iu*3a+|-{@d<{fPl(tmm-Gakvh(HBOE;z1I8jB(2!ue2_4VBv5AsC zf5nFUjsgZKmMnS;*a>E!z3w4rbJarc<|%W*nsOwE@LV%u4#zV4%s4dN4X)?X`EwrppGvndm*p>{@Vl8gq9LO{ z>lg~rhh`?lRZ@{oe}1!&{s}TMG-j%G55wV58*gn7S(OR1ZIsp5`ic1S#xEz(dokVtf+a#`i!= z+J?2F@i{|NRzY zRAt!6eOTRkkBv2=SgaFdsu{6dy_%Ss5v9$&G*ycjCZJXf41H=Z8FSSaLKKxS!DMEG z0v5=OPlgd9D!|7s1&DrBU8Gcs)*P4(sxG2XT}qc>S8Iy*b%92L#zud`#`w$dq39~K z-w|z-;57UcwCT4%g%jd+uR7{|K>&R<woagQwso`~q+WuDqFNa!gmFG8JLDYxLQhJ=^RA@r z%QPhAR{}ZUVD&TCAeorV|J1R0#;AX9>98DObBrU?o<*+mEE^gL9a}cbFZh8@HE(v% zjyQbfx%ntl2N`x~|IvF9k$ysDpz`2mKW*<7@)Isth^BRR+@ssG1z{fr2QyL!!%ib1 zP#I<=@6suU%B1{YR!eyrHo#lPO_Pl0>!m&JGXYIVK_J}qL2Hcr>_SZA$!u#U6_fts zf8;hPb^Tl9qqcE9LoBaG1+c&}8pju|5MSQIk&4+qT1XX6Sw_A1tO;RT20EIe=c%v2 zrA4;z_6Y@W+4%;0zXKaVK)@v6naS3|uIUp=O^!hiW(Ghly=6aE^`bSTyRxKE?Qv(5 zPQ)^fDf3-XwN%G}50vv6TPN4_bq)v&gFz)%$#0*S`Hw6!3I@Jpsei?!O1^NOf1b5S zm<_pZck?>#%rdZg-Q;Iuk6de@5y=VbVdpS^Y{5&RWUV()+&APrMI@H#w z@FFm?Fo*WLSTCxAfz+D@vykWoF(IX@z*s5wkf?qoI`(YS9fV{XD#l7sMRj-z=|gTE zFwY+G!&Twb8H>b7gU>Wp!iF>4XTbecuCo3c+65OF3J|ukiL>GrEK5v85NIiN*xBQ8 z;j4Fe5g)+lj_?e(oJpL35tN)!^g}u84NKQ}jvq&RH<2UA|O?wuN=CO zHZBkL<*pVWKFj>>K;|*6U^tm%3O85ih1P1Cq{a( zIJ7y`Mk*vJGW)jXMeiPLez*geU(D3nawW$mi1+GrEQ+u4-&Dx25t~mp_EJHNrby_h z7rY1_a2bl?9o4q*r>@PBhZH#V{aU{Q>JpCpL5FQo+L!om)}wO%c-le*9fJEYaJVNd z`X@^fCe2K9vX>{X;Sx~a#;M?w#`Jwlcd?42{i!_@=?}6~JqXK#RO7b+Zz6vO@Y2?S z-}RCqHUIM7YC)o=1}vk8nRIbD-8+B3F#hibkSztiJohM!RiQ+OAj{{|1q;s&RHFphv%vqpKE2z1`?DZ!T9tk~8RwFv(ZZX+EA1yu^ZHKiU@)?_D}PvE zIky!3^aZ4R>)Lnzv74ZVw1M*~g){Q0S#02qjBiujEy1^y|IRVHD1rYV9?nHs?k^tB z!3>UkMmmwtyuDjs$JBPLQqq1SZd=rAgCb90U;(9Ai*CvyNL(lfA>oB zDhlJI-V6dZKXPu)-T3XX(;_XzVUUfo{C>iBr|WmS9cJbvp-ZGK*sir>bRhsj1qE{X zRLH67_X<_L`)CEs$%bF;@`}xu=UA@}QprrW7(q*0_O^xi=$)C8?|B4o#lK{brGC$` zsv5YRh#+Bcg z&kv8&jP+g>_`Z3r-|&YS#IalJ7))r|y$ekO8OYd-b&Awv@RKLBkKKUIiUw&v_rol5 zG9P33cjWi{k0}^}-+~Husp}LO>zUM6v|^#?ynC~lnnM92I_N#u|e^1dntmiC;JSb`;GV0`i4uu@*hi0q0b6Uz{plU zd|R=}#17EZvQ>wXxzJi(>^{@cMe)gIm zH=uzAP$LpB3;hw-O?Vx{IVx_}8eJGsPqsn<#-c)Py#m-qN6-!XEBqcElA(EP*9;i{ z(haF!ZTdMEtf9N38+xX2MzYW=@YpIAIwQy?bqx~=^=*e>7d(E1@B!ZsWOW;Ks;6~b z4b7Nt`Y%l#NRc?9x&!X348S)yUj;YO#MZehCUWj78%rcRQ*;+|Z9BYt4RlI&hrjIO zW;)B|W-m-$L$8%z}t;lL_lh{9IE%LziV`D;tpR?f$c0EsOybZZyX?jeq_KkKd9FM&JYFe13!rP)g!6d~zw@uT2 z$=Ee@p!bH#>nNQ1tDh`gvDEC0ef#o4YydL2(B=g=Mv}TjZSzd$UI={ZZS4->({m_M zdm+^J*33xgM5>|1R$OuDzhmq-Hu$htEO`Z3olul$=P>C|jYIP2>$1@92|69-@jq?e zFwsQ=%U53fqbB@j^pHR6b+5^0;~wxj$v_XH>M`8}Rt@0J zC$HTML#rRrEoLyf4&xistKUxvYn)%>3Z?MVTL)YOv~FaA~Epr0(NRPJ$yB^PQ-#bRTd_KwZ(IJYQugnnL%7yjhA$cI!Nh^6j>PVY#p>C_v(gd>gWTcgbA!v(#r<*7ZkJx6Ro?+^d z{HjX3U4;1?O&|T80CZ0%Okw5sLUeEZ+=^B#TioIQ(=`SDkV5#2nGwR*@rxA?`*iiQ z^!O()>igyOTEFQ2+OY`cjaL7qX@~hG#xN=s*e<*?Tmkb>`RB z-A!Sgs|sHI*$*-DxX0Q4#r0;>kBMqBmd0K61*0+f=}hAsqLaX*Kb;5EV|}r}pszPZ zMuo9hKV6c_%t<1+()Z`Ki_|;(%zSIf9-~?AH(Ok7=sN+nU|aapE|QrAPegljS7F7I&k5%#@eAUh<4xR{n?v+Hy~DG z8yQzBD0qJ?_0#aea5CEEi?`&9P@ zSm*>Y!JpFxdB{qV5$Z;_ItphfOyvKPyZx!y;VW?svh+;MC^PfY;{YOm#y9sAn0R$H ztU>(?owsB^OG}aySW`ukIcn>w8M#hMpP%M9R6yDxHE87%O&AcxgM@R}f7hbv<67fC^_jZyrwLEG57{7Y}KS&{&I|AgX3NO&%wDvAEx+S+5SK@jemG2-FLr9;vX|O zZ$;IAd8c1#?QeY+NyTcMhsd9UKq`c8bKl%*_J1cUVJ2YL&lHWym^z?eF z`nn@sr>bCzn%>NQmr$tfLy`JTLk915#o*4Y%5Ujt5$l3lz8YxR1K1{ zKZ*@4<$`nWn;}vBQfMu!?{=5(IKz_dKTlAp+dzIqYc~B}=}Mlb37!qA-$$^>*`qte zqdoVLmH7LLVj<*Ow3W8Ki!Q`?RQmt=B-ya#idFz)RO z!L2vCq!+8mu}OlmB)e-U=qMQM1k`e_W*x=np?g6owiyYdVNt;5WRwxY)@7RS_22cL zO@_9pEiQt?YS5%ET9EWOKkTE?`!rKF4Rp<8Ea+E4D`qFzSt+cpop`3+a= zFP~T61w$m3#%(y%9V!7+7+2BqCJsmYbA)NyE96oJTl1O2*iUvwzXQJ3(Hwg~$#z>e48*Pu)Ff8app!mNn_SE|U;QWK zQ46wkOC^WNSb`eT!CA|sk>a2_eH^MiqY}2dhul5Lp=*Oywklg9K{J=LyRMX*6s}t{ zN^3~|swIH;?q=YqsQ+)F;D6(Z^kJp8i~Vhq*2`mtvUSnzM1F|mp-4Y4=@GE)pd}ug zOro%_Mx87KCSfdVpkjvy&w#`>aI9m)dyW}Szv+Km*W9ff3xc3EODJBz+QUlev3b*z& z0F@z=SVvRX*}PL8S~3A;K6j$*{M_vXD5Ah-Na^{WZ{q>8!yNYiJnr#45khioFyIOc zCQRr7=bBn->l|Ow=vx-_2mUpKfXkBBg_@RSR&3b;nd965-Aujrrw;X3Y>Yk(C;b7- zJ9w^z2#*|8h{#+ynvp7QL$4UJ%&;6(93)_G+DX`b*)4jfWNynPGXv;~v*M_A>+XkN zw7lGW-QEJ;tA(VrUxF(Fn*|r78le=a7}E>*Z#O$26rCbGq7e3_Z=?tfr&f= zhzLjbmXY+|-_xGx)fUG~@2D}nNQ#nh0+X0HN9&aI*WP#d?!_2cJa5k1$@4twae%QY z%q7*FyzZ_A8z<~55x-*&w%FSW5FYi?#5Es6b-D9giOWeG)D3nHc~ayg5*dp)3|b8+ zwOW*yidgX%YB|?ttS1niqYvI$mtwA`UhX0cp<2HIpTtD|k_PaTeSCcNKTb+K^Hay0 zmW!qXL-$2ppY}dHpi*e(X`^bYUPRZC-`SRpgCpT4DP-NG)YkUqZ_R{{#{6A0wr)#e zX-f}y1h|{{#@XRJ@?22p$LI$E%UXvCpFUo^)MKr`%SQe(x_cs+&1!7Jod6^%$DJ-R z1Kxv*^W8Y%8uc|?^?Y(8$f_Cs3Oy&HePtx3={Ee?2rUN`RxEyW40owzHB7Xg{~MQs z{J>v2wSwf+8)a(A&dElJ zVGGp)F{aDKKSGU7C@&otJ1~65XtRx|7|w8;MBk6;9pT1)sUb?tYcRnzi|Mrv37&TX zdE{qHfe89ey(uxtMQ*ic+fS*D4kf7|SRf-;wEk%;K$0ri9i;b5{g^*6%hk8ZP{h(d ztKz$EuJ{eq0dIH8hweko^J%~fT66ly&?x*BZlwDk(}0knbFVF}0+}K5eoWtNEVNJ( z3=@cQC z+BDpm+5=Yo!sMg_m_C4kC5mezM-*$no!(l|7ZxT>FkS%;-7jYon7z}nA8c%g>^nt+ z6Zmr$=-Galh}!N&(#4YKyhehw&iP^CO4pYz{UWC>(UiGn(!R?9bL1nw^DR;Gek>V> z?-rOszhar8@$DN`*-y9^e4v^gZDq+mt(qogcsW9ZLytD_<&N6^Z^g%}lB(P5-i39( zi^$bMcz8?r90qC*(j0!j&C8^5{zK1)iT!U5(kzz__O6g4Joy25}XUL<0ht zt0)kYCpb6jn7G6Jau31u-s6&%>#2rQ#=~BW@SP}$bIr%(`Zh@fTj2gopMEB7|5C{O zswVzVU;p=JN^6p&^3%bYS4 z+P(Blm439mn-`-=IlRX+Zyu?~tfVKncdoBu!SB^jrgCOfHa0uDGhQ|Orz$OG4(II) zf4ej&!7$ryySkWP!~Bl>QC1@GrjP^%&>F`@Sr%`$mkn+UeY?+tU{fe)GyxTYBkXE@ z&WB1bkXE(Sdw$OmT$YcRqdqd-ZnGqQrSB&OC%#`XNaWiOpeL_yM||0DN6>?BM<928 zARv%4YgqOrL{q*lBKbOf+5viAX!A-KF_IZ+C5Tkt?Tbxgq)~VZJPr&3pHK#L{VB3j zlqNX~Tq?#w@_`;(Xr7rBdeg(M?aq($*vm$-lLECy!Z0j&q#5~1awjUZ(;!kspTcF9`;YysCBlkBFkTXv4?q*10rC+P6duW)kbvGMQ zM$(@Z35%~+9t3@aVvU~_5`H{-UQQ6xphe9?kv!c}Rx!`1#qPRj%Y#8?3Zc2YX0D7` zm@J%dS9?@Z6#?WhWzr}#qjM?n14JHB{Hr;8-SAYgWl)-~rQobqGS?E}Q^!V!m~v}U z4PZ$6wD3L_hjQ6;yt6lrRW8iu2$+gIazKT%2EJz!Fdj>;@0`=lk(^?z+l6x7%JZkX zDt0>F?v~Lg^N5Q{Dt#n6Rh zzmh6+!Ki#-zh6aE3jTt=(w9rcEeS|%bBZUet6=_`ZbTh_A8%WFR7R#tM1BuKE2J)J z+feq>18e3>VK;_3UOV{*F%-9DkRwI9{_tdUT2YiBn>nv}8$rgjz_xny-c}?;9tgKeFR*9Wnpew*_z+f| zD!v)m^6El@tHtZ|1hU2GB)o@YpWFbmHZKGu(c>mmaJ_X?oYje;M%au1P_9-#O`c?| z#og=#ZVwICt_kNWAxy8hlxso#`Nb<6o*`+uT))|`tw!xSIwIk!d**rpJeNByfwTH0 zyr@r+dta&w_!j+|^_mVUGM3t{16BdvE3HtCk3><{f!Py-SMyd3MnozlPhU9GwI-1L z^yc@*Zxlt*ef)dOjKDr_BKl{OvE}asZ&}=8dKZS=ZCJarB8@U>A8M?T_zov7u6>X? zx8mt}5TUeQSvY1Vw(y^9Aok*mGPrsThK9wflQxx}KLNapI&iqfQ1x}mza2zy{DtzM z+bf=hq4ZFSxk)R`(GqY06DdDsl5jY%3$>kknl;bWm!=&rLc=scjN~R3BWv^I2sP?$ zwy!j0E}%9%wWffIzzFD?{VAbvxP%-eliGIG=WBxwPhkm-Q}R!i>SaTK!(J~wNIrbFNu)m9LW^##(&9l>hC!Wa#|}d;3{@lHJHTI@gOs#tbiq*Nu5N5mYXAbVOd}PwDd4C%-bGV=*c{2^qST zCoF<7=kDkwr}F`+q!zZ2ZrEeo-E3T6yp~@tUC~)S52rzj<^^Cyt-SFJU)ECpMsjhcHXYcCbmpt;62uOLwwc{H@A;eNI2rIHU@s0 z7!{d{uuw<-z5*a0&bKn~2a9E9hQ#ouEp5|osNpTewqdhc99i0in!w)E&-QH_IF9+g zw=>Wz&~BD(cgS)qi%;u*%@T_+w#a|z%d>@f5N9?fKA7?%(}Knz0Iw>rShR0}Scqp; zp~UnP_O$D`O1Dtp{(>WQIvMhgk_JHclXdU=rFF>{BB9Aq4Qg)~QRGzK! z>CBt)xsL|Vp2Mr&9ad=vfI|*UO~f2UEUJrdq3bPHUVz*+&9H>A`7y!EjCFAyhxFdY z09v5vS3`lwb46|AVg+7#m)B;{E8C4UR@alV?7kdrulOHc;fRMGEE7Otuo4D;$^ZF68NqynXYia~+wLr~O(N+Gq53 zP+}x3JS;E>Mu*9is zarkY}h}&z8=3T!y@;L4$p(;ufpOb6Nwm$1HlYwOHp|IILQKcQB1n0c=Y%D;maRrnO zx^}I22AsqWHRysl_-brb6;zCqLTB2N%!7KLIa65UjO|oN1r}9_uhy|6x z_%BO~6us)krKKTmmwn#lG)eNK*1W>+vzKBwY;9@Af`e9CdAIK{#N2MPG}y7ohepY1 zLd?JNbgfP5f786p3*gfh>5P4J9bzb1c680m0>Y*D8SZpq9+Ct1!H~lvfl|&r3ceIb z)g;>S)~U4_n#$N+R+}H>Vi%rpiy?~=x(X1=pF~9Fq<{@^CBam>TRzV40?Ko6t~4@s z2jVpLlW}0B92-^(=)IWi88$;-jUg*v0n;GgLruqFwZgz?LUp^mz$WL^WrPzo=Q^l< zH!Y82S?!`Y)mCui)rr32Kg9KZVy_4nlfZOQMRPdP1v$VFoBeZ)YY7OL$mdghgtG(T4IxE{h3Y z1~Y~PhHwjGY03%&WxgdW&5^=}ywqL0U5UM$OsCxx$u=5CEzEb9$t;|o_pwAaJwQ-T z28o2GdE3xDr1Nb-dCC=RI(>1us$ilg)Ok&qg^v`W+#G;HckpTmxSB1{h@>=DwNAsg zI8dIuak{K>Q{5pBb2Otg2&{m|uA)o&e8a~oS(ud$-jaEdb$bj_ChA%nA=R|OPRDKy zSqk>3xHj(SKrBl9%qel$up;9L#X2MaJv7T;VLEdtq@eIU}(3XK|wsIhl80p}RkXZC~5k&P( zP_wbn=m%+(=n;MCnr0GZB?A_YFm6}Vpu?}d%PObS?d;$1LR`MWU$n$uHnJIA3OXOF zJH{RY8BCx)Fz+V5X=Vm1Y#@#h2bBeabU#%tHy`eXh!Mu<6RIR4BBQXPzjEl&RHw(U zF+S5H<@aaHYsRVB5UMx-2pPFFOP$e4TNT~KX}Ad?BQ5FjI3&nRR)T1bRLTGdCDLX2 z=p=04{l?MOxpW3?jx@K2lB?>|{S@0d3PbWEVy3HBFTf^@_VX7uR=7M4_#pF2G`bj|Vu7;6yJ zZWNBq=ikDI;(u*lK{{;NX^*=F1S*yk*hCo$$7a7{(`4(Zjw#lO=1XzgxeUIBoeATu z8!$`>jrA3WP})>b{hY;)*p?RzmF(gi~#>v?_uygNAO# zJCbeG#cG>)W~o~eN@G5ApD}obn~?TgD54?SyiFlpRI!3$mg7@`(vNh`@C&rXSd-<* zlbZ*0M+%rEq-ge>9TXNA`<8FImeG}b^0dH9;#WNg4+c>(LKwI!6v|e-ePcGs^^PY! z?h5YpONKf};gaJt6_-*k@%La`3!?cS$esMyi~H3F>o`H$5`6?TUqwSPA^JP7g7i^C zCNS}L2;72Vfl32!kzmnJ0$j9X#wkrg&|M59lvgv~vq|^MhfOZF

      8E9xbliKwH??RZs@%V>SXQ(3N+#Y7DSCTT4cK(EUdjR zPg=bw_VtB{+(X>w1-QYncB>+s>=oYdpg`)b#z+AU_#8d;ye;2Xrh~HJa<-Ysuw~Iq z!3C�cZt%cI^he{fmp}{+H+>vb=%vr=6`wD2cTKTA$*?{-NQ7K)D7(v z&I@Z&Kag)tTtHeG$CrN8&Z{G2`xW6D?D4&Ewo`MzZ_3y?J%=3H#~t zCR?JZYM*mDE!bvW)k`H1heHARQ2k~@>tavAiiMw`pg{7-Qa}<&97~}Z$^i}N4W|^Y zzVpj@bdeIMGhQQRq4O9e1t=T^_AQV*#1|RcAGUg(9I!|XQA^H!5@U~=uIUxCL&guF zQyRW`e919^Y~62}x}(>uHal=mk1YZ&mu^)vqHpBAa2a-s9|~sR#ejeYj$U!Z`W=i- z01Y&458Vfufj_It7i0X-N1(0O4+;*a8AF?uwiP$Ms2(wn3j+Gt`Swd&c1Cu|pgpSB zk`z)7)|m;as$s0hq=D>wqb2d=ZZ+`OLw9ZE#RoqQb-tgbgZCc5sZcTAAh8;q`@S^Yft`S~evJ>$hC0CQ4f_|{JXw6~&2?A~YloK?EBe zxN*cgq&n{9`r2wA-R35*Cz@X~kFC(6-+*qff4duOWogIr4=7=WenTW{l~6Rap>JOU zV;1W&TkgP!qz|%KPba^~G!`3*-au?~5l4HZWFN4iy}4()51+vj_(a%iA#zLoYHpej zcMbOrd&2C?Nl={@0+n92F{KqyRu0ZVTbcL7y)nY3J;Mj0js9-M*AN=|0}PEeU^)d@ zdR#9PZeM=2w}k3&;Xzp3i28Q(UVN~#Il(upz0-QdFmsS#z{6M+wJtPHW6Wh^-SbB(|>>um@0j(44?+E^SIKombn|Qm}&ZgucXL#}^7X-vSgP0D#crSb#Uqt=VXfWYUb_ zQaH!PqY(e$m^(%P!1MF8UqKFHZRhQyd8sh~VHQv3vt3OugqMx3+zb0KyX$yq@fKj) zR*2<5`b8nRgHV~e-0QnuN)@Xnmd{&bZQSvSaAgo?C$Jn?q%Btr)0+D0jqd7wW^ib& zp=GGWOmm$gwlng=r9~H5j9RaA#S}f0@lG6s8E`%=VHTD~^=T_{Q&(ej^z2i?rU%lu z2f@Li=C~QT0-|z{rM>$`wH-5LLy3tf#KUQIL#ohktfutgKknf~gD}3vMMdOgp|-tf z!|qYf?bBQqn7J`;cpsAZNYmqHJJt>`mgTT(LX0e`9O>;$?Ixl+z9A6HZXvQ6r_kfd z-#YQ)U9EU(K2lf;Uh9d_4V(Q~2(q)a>8uBkaqds0SP>)f^*Ep)rB};0*`Y$)G#3(P zh0P&MS;s&oaiy~WqQ1CsmMXxYneF%Kt*|^Z2?6trdt@HWd+buBRY`)RwhPFf3M1~$0uDa&>_8<2v~jyosPhnt405ig~6ai<&9c4X2JCa5xMlv9D3FYe{g zJ=Xl?fnr8RQi{uBDwH2OKDzY7nlVmfGb!l&)`SnNf;NHsD!2UCcWz2>IGo2mA$&Gx zLEwp+`K=7@jWln*1sV{X6&s+kVPsq_A}=C39-EH+dG0TgAjap@%lN9(k+7M<{lVx#Vq`8w+BjSn5%^{&C{9m zz2Pe?1PqW3<<^7;TkGW_Em9U&xAw3oF~{SAwncd?Uo&ty2#xE44z{KA#aAO`WMoLB z!f2*Q$0C7735#kRY?83s=Mqls=|WzC(Whsiv?Y#Dyy(0yq?M#2*dYZf0BEZ==Vbv| zu3<9j+OXYv9oa=az8jYP4A%E#^r^tsWbhLYvJCHmMxqL3x_79jeiu0BNc0KH)C=ZD zQwLCkkMe1>pFOHjC~Sp|>6e^J&~|vRJHWIvMMb6~F~Mf$PMX`Vp<~YJW^Kl^7tIv6 zz`uNwPPLsi6kPhkBQ*j?(gUG2-b1a&BV1}s9LeAPVriFAWfZlxee?L5uDveOnVL3} z+-Ba`t9&?wQp3FgzdxGy0|@Drmi$R#0Y3yC7cqTKt#&8uH~I{im*~s_FOo)J>JwpxEd1~+cO$SC3n2WLIZ#e&c7WBqJ1jmTOflGct7Ix zMG-XKPQ}SOTfchw9#JkJB&z}b1y>A;BYk2$>#h%ycnq}#pHg5AKFZ*BQ%>v}7Z|m3t>`R!{7b_WA7yK1lc|pjBi@!m6)ZmXm?#LbUk`B ze>+S+s%XJo&}g=Lm2{RB8oap$mSyad}@c26s1mTsuned++y zqKnoGAd|_4fWmmCI_Fay@(I=s%O*L3ub--Ov%IqMa`@JGp&=7)1;^(+(01C!ePxx| z$o7xD6t-a?&PwXAVr|m9=%gK{1TDnijG~Yfg!V-I z0E|{y71#AV{J*^HNKhEG?>Nbvv^t@@`=n8Wi3% z7ClFXQ26AL6<7T=FT`BNWgYa!kac7PFLNp>Gw*=ULgI_pWfD$rmT194;NJ!NH;=|- z1V!KP_y+m_o%g~UXpF`LOLN!d6SEr~DNA|S`PL`rn($vNYnIgTQ8w5pu|3osK!WCj zbJn_2;b%DUeWwViG?S&QuF1uzP2zV7h3 z6gamDYm@s#1!J%V@|S)d)EYhLX*+7;A&T|IbQ)jfJZ z^sZdesO1k%sI^LN*-GsvN4;4SFj>v+?*ty+6I}OYULcm$v$c}+KYe{o9wcp3x2IUn zez?PbKPZHWp{1`e*?1zZY^7oVJ;8gDdtFQu!YIb%f6m27qx4Z%6#%zij22~UjweD_ zmPYn;i?-4X_35Sx;*7HEL~!5<&f4n$W4v?Acy_#w>xLAvW86(T&TAG%#qnhTycN*jru^ z=DRbiu$Cxbq!9Nmvsc%i4@0$_d=PulW!euBu^l|ibhT>PbsU( zza~z-9hK=*P6AJLGr%MH>SEf`T%2+Mxgn$F)FuN@f6APTgEyb#&bwB{__ZUtLMt6E z+TpU^1P*vHX()`+-hUwnEE!zQk&eEU9Yx7XoA;~!g2|*0tKi)m4i8Xb8cTci%#W1= z*-1;af`r3;hhUA=H>u)}hf>53nlSzD>hECZD**}LfDSy1OtjRwWZe+ca@h0sEMi%e zB4R!4Yj{8jr$$uN!Wse>fyVpYNtHdLKBO;37%3NF4vyA+o%MdLAW`j*PXGs<)=M`+y#L%-%~HS)jDS- zGBhFKYApJA!`s4@bWpc?$q2H8f!%G5@P>givp)2!VovqD_N(D=&LD|4ck%J@gJE;G ztUIg7T)R(K zN8Z0khD~;3wX>uUAu}58Sbi-`Lan&E_~4k*3BW1gCN*J{XUn`LNa{+gX+bIhcaQ{;sMu6l9xB_9@E%ec#|FUOi0|OcZBgU|s8ASX>9gC^4_F**jdA+K4rW zotH@ayo#Q&^m9RV@*x-qod&{frI2DIkX(0LN}`~gEd_GG?X}__vG;*K%hcNi-KK8v zWR$I1y>t_=q>d=5Ne%rn=Dq0A?tyN-f{L$?oNA+MH)bp@^Acnu5yrM3(!mbF)Pvu( z2&Y&-HuP*6U;uv>ifhLxe7GCbm{dD5&v}$Verj&5s2;1QP<0QAT;eQYX@YZ2K@v!- zB}Of~*BFkUBz61NEeVpJI^>>ARU>KEg@nN=Sku-Pt2MzVA6mH<9+Z*N zy&*Znd_TnX8tdD8!B~yGX0uwLeH^pFBx()`;JwwFJm~>_jR&>A=4NIboL$^Ble|)u z`&A+gvJixN5DuQnQq0of5Oi@x@ui_Sf6RTHDy=SoCSL-QCJS8c`PP{F;@}k334Krm zKCqKne@SAlMZ+4??2s(38&GPG6B;$bGU=-#^+Frh078~iRL!1DOV4$wp&)CXe+;KIQ2wCPmB*!a$rWA9FC!#C?`g5EAQ8Srw+@l!Xji=?vACqu%W5IaS#Atx}ZC~QYca*$I@z+0Rfo1s>L6we~ z=6Y=xK=ycc-jhlMz)T_rjdv07Ba>}NXv383-5vOtqDzi&M`QSd`+Y-3U@3;J$sSSV ztB6XsCq= zBx^X+he2T}_GOArpA!0kw(ZP=;P~`%N*ZcXjRsyFrBH6JhD0xhLh&#J#Rn?5S|e3= z2s`tZBUHkW%-|PGT5lLNWgR}eH;cWrMOfaEGRsWv69U`#WPl5t z=Me%1l1u0~nOBm7$++CX09$`^41T=BtYeHB;b|e02j61ey$2(u)Ji4riX;lnBEzjm zvh#98LKL*k=UFW1VXBQib{ak<;a6a!Xdb5@&`E1Y2TH}gzaF+tT)7c*i1>)qB7SL} zuFzi2@*{f8XYi~PcH9uM1DmM_!hc*n|1=u;9w@F260I3ZsE9hW(GO|jCYN#`j5(C> zNc{f+LO{L0f$6CIivP`ujk~S@5hfhYn*mPFMbJsDe}(@V64eC@ZWn~9p0Y+tiyPB5 zgz!1O0mr<(<0trTVCRfxOxyZ^Plw@}SyCP2d;DN)mdRU@z7eVBZRVBFJBT@4+AL{m z=feeWQ)oRDzDH4BpkrktwVRBDn#Od5_Fo3 zl-L1-hsRm0xe}ZSV+zcw=Ao%hFu)RaIh7M@fj-nj%sk^tQl;=iP*u*N4{i0D=`LwB z04}zIqqYTh6CMIA+k$opv2oYSMnh^GVDlS{q`P){>$7;{9=Ox!QWK-m(wK~TzxCW^)sSt(Y{5Qji7nkF&qyZAW~;}ljhOWS6_ zG7+ZiPUFRln6SlSwCkq4tLVjwKf!OrOoSW-@rF;bfM+7z|_BOdv^)P<#ga8ypz4*t01d4iBvXGLgYSA>79iB<`_7aVMo_7rK?! zWHkF2`po)tBn1%;7rXJ}Wfg1>#HUxqj<=oa*it#fZmP2-=0@(b>0Z~P)rzEv{+~fz ziK=Z0&)jYiV7$a>zemJ1R6RoALp_*`sZmXFkd637Ql0#NguuiSJGFABDO?1>0#GK< z_GTpgV}ntB_D~U)wqdw)qKnNX0-j8(+w5^$U~7W%eeJT3fi0-8Gq$F=RPr(>(?*TXNmFd=$j zPNED4$JES^7M394$iax)PNstCsWd3{XhfaH}H{n`N zFmnEV?XR{J3LwfhaRZB#g{#vQb@T(LwN#W|OB1!w>C4URts*yIlQC4dqI83U5$uF5h$R8GqntWBsQzfs1mS~5Ik zZj>_ewp&cU&+dDm1)`!Sk{+;y#Hc#O6?L@eA8eQ6F8K>|VI0IgVdGv~+FOiBRMtXM zQxTfBpu3y(TM{~3%bVLWN+3Cup*{mRgM{KanTm})VPK94b`2luj?fvCY79E{!79BYITvPTRM_M|&5t-+p zsqDhp7Na-S0?;K_k;=_z3&x$iBmGQbXl0fZ2qJI!`k^~E_j?xR#xlvHhf|el1Qh|& ztsMqcQX84#!m$7*nN6tfJfi5wY5xsl8CZ0k;DuegmF=u8F({cW5MxYkE*&%bm|!AJ zsl!islnneFu(panIjf*5%wgM0HS8(*kOzBs=c&J7k0P#5M+O8_;~JipY}4 zg5rrzjh$dYc=tXO7xGh)b{`z`LA{(l<(z(#WK_jI$V<0DW*MQyDGcfT(;mb#NT}NWAA)o)D2n2F9|E`keNgNmv@yZ z?XRpaAXJcHN&9q&!>lglx^hIFSs~gM>F>VIx2>jD5Q|5^XQ-%R^IflulSN|zw})z3 zN)Z}dnVRz%@jUPxA6huhzT%%FlG=1sKC^KUP87HoS{1!Z#|en-?1ENH>lV`sL*ib? zP2`UyAkHam$=011*66*;z=#tgSxPXQQ(1h58x+Z>)wNJ7f>BJJbmQ9~%_ElzKI`WY z<6ub@k@I^lm+hA50JWwL&Xz;)Owmk0?vU}73TS|5OJQBAGcCe*Mf+x!n+@hCJDI;ITOV}-K2;9XkM=x6_Xb?Zn#(bO0 z27prG(V4cT3Q`&sH7@{wjwSC5*0w9O(=5bmY-6&OX6PNVv<#PPF*3R7q1@Z|`T^d6 z0001YbZ?Lvt|HgQ`ZLA~Io;C!4|Q2^3#s53QQUpU{!helf>(UqZhIlVNV?>4Zb~m=BlPpxdyn<^1hDrD+WQ-4>83^58f;>z$3p z;idjl@Pmw6|5OR`FDvN%XrAn93Uw7YPTK!(;8Gd&DcZRm<~jN{tf>x z`XT}r#n8Xgy#h1&%G|2~!>wj`my>#w<#_>s)a0mDBA*Ln0Lu!r&Z%MoF1`1aZScR* z@-dwaLQs_V8+>7Hy3Wtg#i7~z(lgQnYub*;aHGoJF@ zqR0=o{uei41!L>&#tyFqSzloq8AdSR11B&8JbUv$*>6PA*vM9r&)DFbn{W*zWEzm; zxTo%%_fhZhfvZ{S=yV>Hr@LF36PlOBPTEH+MdbOdG44Gzm$ds2}KNSD=R z`CzaZ{;*B*W`tuT-k~MX4vTIX%Wt=%q5B*3 zov16=`cWWhfJMJi>NCI!nR?Zeh0Fj*ve5=|MH(cAbvFp#nJnk%^r1_IikfSU#hxh> z_P-1OTxFvY*#8$p%A@Q@$IV$`L2onXiHBY`Gl(Hlt3zhNsm=aDqpp&7%`E2@p=9b} zm@Z^XL~|qWgm3^(D}yfdV`B z?mdTwj%C(!Viys#UIPv*_Gd$B01}Tk^?__%y zz3x#A?}p`VXP1sU;frDJTm|$L@T-HtQx7g~JZeq=gYA5}PY`e3tEez$4w2iJ2a%uM z2(V6R_}sjMd>CvM=|xWRdP8H@)RyYEA$}t))^8SCpG398e<|Tqs-lLjtJ0Ue_+&A8?`0>f0qC_h&?A3b$GsFw;tk2H zmm`+^d4$4xpR}RzHxslBdl&TguELMf=_83BhDRAe9d;$-miI!L#9JNC*^qp;tH$xc zq}p053O>Oe3AYHK<;f8S+9=_w!9dh?wl8JY6Cz)Y*xW}=d3^}j^Mju&v}|hIooW%A z1Xi=XgaElMFIjA5rf8D(_BEgI6g`G(1DXKr>2RKZ>&H#Z$>a6-jh`8MKI$D-jtg`F z3)O--V)J)z3QNf6Dz|`auf{Y>1uXB8h%7|BXndge>258A2Hq9#UNdt695gLNOUK`k zUA7+M;x`#haM_i4rgK1TPj7V6v>>NFRthI4@Bjb+%(9(p0j1DJvfXzhJkLeNM zaCgz<4kVM)Vx#BAHs$kAZK|Tu5L`da<`_d~c)BoW7Rdi|X7-?%KJ|1li|D~G?`R5J z;q)ac5>?=KcHY((P>oBD(+M)G(nSZ$?vhnusUGi;D+c*I9IpmRDR0aj1!q@&;+{KZ z=+X(iim2RY1;QzmJ!TTS79>xXC{q6MyV$3f>vBg69+EA0(-1+$}dsT zy7{sls=lF@^o@#_ZeB+SML&bJc1SkqSL6~==OXF45_Mvz*tgZ|G)DHd&e0z4!Q({w zv*Zw`=`UTBKPX464`qos^va;0m$ltGoUp7av??-Z=S(UI6!;K-~cG);K#jLTYiHrh3OVtpIh_Q zyMi<(03dQvXf-1U_305rak_>;FEgf+V!6bwN2%`>g1{`IUTeX_&nSa!oHwoPSDoG0 zD4F3pI`}Kd9)I%jwv)FPXF?OxNFoSpA?dq^7HBwajxS>3k`*RPm@1EdeoZ{^H|!U< zG~1|uG+8{8J76K*^ORdnH&4rMk`r~?1t&FfpClOjlj&5UK_UqQm#aSh?|0D5f36Wb z0j*&|G#HcjjgQcFkm*i*((a?i`2!yj+X10Cv-;7B^PHq(bjo{Zknu583r-lIb}tN0 z8Rv8*)Pw>j9v5QNQOZsVeS2_(P6=s$x+=s=gBG^VZ6|eo=tQ8~5*s|c{2)YYq#ECG zeAs33%RkqQT#WdY&|Yx*G9}G|X=@$6Y05G?A!7++41n8ga=Wy?RNo7&ZVLG#0y6U+ zvw^$?wg>l%TQR@(`SPL3ZLAXl8uO+eai|oXq!I~Ll9_#g- zrHL&V+21r^C&uPpW-P~^qE2Bhb^-2>OekL$uu%2>FBzQCr&IP&p7_E?fJ92kg*PB@ z8_qtaWPdCnQUEPOj~CRp6}V`^(eX7k@8ZFsc*IZCrs>% zf+!4g%*1rk0000bQjmt!!5z-(9j*(^cyS2kjDA5N*%bD_%u}{tb zJsWUc?E8ohdj*kvv%-7d?SHimg$tct+htWj=)HDWjvKy8X`zkC{;KY3efA+$MHHu9 z!5>>_!dR`i*iP|5N@?$Z{5#;Rag6%RS|w8<6<=TpZWqB9Wd-ps@nD{2%{Fm!UH{%{ z+L)@)cLXbIp21y-J`^Co@ibf}Rj*F=rUU zU_nY)E%zR&j3whNkVF!DwgWrgCjiRVMtc$~Pb+|Cw9jy00)XY^gZHxF0c!Wr1J)&f zSArvWzc0wo2Ngd?wfz$mRLsc&;Egp-^mus+q!oapVufy(b~7KCav_iR)wF$WsqFa1 zALzq0$2gv$vs{(O4-5)LCTteX;aBP{w*Y8|Uf_!&rXt&X4>L0jakE2}({Rx;%KkTa zS1;I9Mfp}q*NXtJTaQfq3)8f3bOu@MIJv|!JLTR5yea!t&X3|fg{Z8Xo5@~-vdph> zMSXh~irj9b3L>m7xo?{Vl>p;f4y4eRW!Z-%9;M*<-1M-&ZW*prdAhx?U(eJm(RtlW zVOtY$Z9%n!h>a0kQcg6$HG4^6v0Vr_Usw-zN>otHWpEqMUS>RoKZw9SYqnDfKm~2du=lyP?F-~6L zR#vShBMhyrnZNgl-3>fFc$X%OtGh;ak0z0@G27(4prM-h&fJZf${g9x?`f{W3VSf% zoxtav@x~B9mA%g@qKv%iEcDy!R|#G2-N=bD>=m*-+m{a>eF3fFZwC?hYlH00u={v$ z-&!UG*q(&WhqDcd(U~21E46xj_#<&D;PQYUgJX5GK>3n&=i?C#WzuUysYcVt3;=GP z_k+1^V5)zWCA8KFD_}CcDtX?wwyYWtfT9ED0h-uQ8Vqa;Fqw`?-Z_6z#RRB@;~Ksi zbAiV9Ph5fF_C~PqDE0Y~WFbbqwpQg6s%PAAytXj=L)VV!)O0VsKsV^DhFgRw>sj$@ zigAbc&<`GrKhjfPf1_`82k+(#{jVI@H>(M$8F3?MSP_rQz>tX@%U#Rk6mo20EDR}< z2YVJ@RiMRKV9WK0QYCaF@X`AaW>q7XR`T~cxL&$a1PqBM1~!abD`F&fuYa2AFHqq? z|7Ww=MCMMtiI`REw6Op<5WHjzt*o^8X|V09;6q^dJMJtZhH8*bNvgpNaLC^BScM2hnf1-kyPdzQoY`+b7`@5#g`;QS5HKx2vm$a|_EA~)bX4(qFJk^w9ctahc}zagX; zWG|R8y=t4A4lBRYehOJHVqI$y?is3^v)X0m64P2i)dA~=6|=kQZpwgvc7Kf{wGWro zb>@L2tj>%{sg0Kje{qu892aW3yEyqO_H9V$+eAYvY&;4_h@Y2S~=N(g&xXDwHg)1dDYx7ZQ8F2up>- zuL#iU#j=x#>ib}SyD?VdZn3y>I9XVA0>A{42|(=)_*(l8(xnUv6;4>4Fc>$R2V zrFdbwKxv8!up)Uzx1u^R}cj(DkQ(sV(_;!f4cRWt~oe>m7fL8^&3C` z%p8ww=P5#Wm__+NEf~@R?Uh;cVU5DRZyXSZIRK!BCRTHMsSIZs<_ z)(${Sq`t$yl_-?4YfH@_um$^@(*rJNM^C;3%-ILfHlEZ7!tlyXhk=y!ZY;69w$ro# z03eeON>G2jelEfcFLVj_Uwaxss2Kut&itRcY*fx9-Hp};T`f9g*xz^`U&w;1tHhV@ zN-91%T7Y&Tm^~1Rh?QMd>&wCZXn^`G6}%9syeYmv2rBa{li4)gyGMSUj&s4Q#NQZ~ z(vreW8l8l*C$v?fa7Kr>U;fisGXgUV`64d16X&3jKIYP1@kRvM0`B2F8Fx_%SH$Tb zr>8&3Rl|ZP8R1jR^XN-6a0D0+@A#dU6 z3V!6;$;B>M3C_L=Q5&L=^HZ|%0bFESfxB7aI@KG}aVgmU#=bY(*drIC z^n5vLS}ua=V1|GwlcSgkr0CE6!^#xPDYA5D*FQvueB${2+dBj}cCz?-b!Iwa_61@M zZisqI#D$7h-5eU&Dy{AM^Qd+&dVRzM#H+A9$eq<-=1R07e0T9Ix_KBii4Min_-?Cf zc{1cJ(~0k$CVa1Dl_uS354D*MoTOD)@Mf#PDKMYN@VnOnDKPuL;-lcv;=`N2FVnka>>6#*@HoP6^o^&2D>Ml@|Ds2ryHE=ydw-MS%o zKjOR`e(EmOK`|jU8EM;1;Isb~-y2Cyr#eNr6?svQ^lgSkotK7hcTh9lgYl!m8f!@& zejAv$4y+o1+MY-kfN0U$ru)y#OqCd^wG02agjVm{jnITY?x{~_mQ&3cw}U9W=n+H@ z1GcYyz0-rrR2EW}mY=%Vsyx@p6CshsgxcrC{0c#V&Ao)7rO+K1-QWtj7O1 zY9&%I7J#R7PK^S%t{4CSK~kIcLBaTQU5jii}&rrRC41DZVc^~B$bLCPpOr*ugd4-Zc=?Tj@NriLL zqABWx2RGfum-i_5qh9xKAs+QqS(O};Gi^Z%BQ4&2ec~P=AnSFW12S%rIxQXHb4_nf zJ--32>#6Mz$ATWwpeutJicG%(USi;TJ9-%7dDDbQdD-g3$y4(J$p=F`!mIP`8h!SW00?P0XD5UNZ>!=M zxzi%kjiMRVrikdEmk*A!ufu^BFWwBvxe!oUz5kxcqDuZgb2r@0Qs`0uMzXXEC@!^v_>)yA6qQgl&^+n z9D3vz8D#mok z?o8gKvyDB#;?Vd7;d4@o*m6$bSFgX>d#{s1BdCo4lv7tR4-^6kFJ=O5Y$*{-Dj~LA ze$ur4|A=O&GeV>KNlk4*F|V=gUYc|M(OD&StN$o5UPoeZ4>c0wOY*NVJ`;GkrWrG5Yxu zS$SJ6reF}l+l|eK6x-f58nEeg7>RKv&Qz02x%Ub(vF`XPR%q~ofA2=E^}_p`2(%yW zXqPlTl2i$BjEuo&1s{wsvwx8OljxZ zbf@?ri8MWM?r_)Vzr*+&u9FZavLJrt=Rq;*bRBzr6OHG8WIg#?W*pDODmNdwV>}Wx zmG!@{wlp>R~!GQFs;VLs^~Oe zaygK1)FpNR($=o05X%uL-9x3OVU|2sEP1m(Tv4OlP#hdKM+&@wzcwTZmL(AL0n79` z=u+$K`79_hjq~!N1seuT*(pPH_ZJ0zgSKa#tjj0F-40^fMt-9VappPw{s*AJ@^pv=dWkEG3+ATR z`V_ze)|!RaJV4Em^Z-1-<(7QfNGtakdineQ1YDuK?72VtGxcE|ebrQbq2{2W?7R&O z$QSRLZ!#nu&8eo**^3Gw6Fzhoo$zC<8C8CfqX(cjkN=7BiL#G zZiYv7IQi4?>Tyx47YSn61ZUw#)>h7XNqVycE}ui{gc3BCyz&KMvV$y2(5WC zA=0ZW-d%V2hWh#R{Pj^}N4~?xs@@K83MZ7^DFS%$uLzw00a*M0qJt5YoV)KR(pY_r zw03&L*QqJAoRXUQr)PHPaDLDs&DnbmsQ`CK8Cs4_14*h@*|-qZNgA+~w>ZC?kF~38 zq~dsrEyY9HUDvkK?ok)F+(L}P{}H9<$#}TRmtF{dowbgi{?}BPGOK!&80Y>NGuRw| zHiXV~Nk?kumX`||a4*C6H;*xR<6{rTw0i+fCj5m`Si^;f;$9pxl{kWhMeGh!_Yvt^D~BIR8H-VTfYwwW zH)Q(ks8`p^lio?;k=dQ8OWN(t=BP~bj*KFT3u19kiR2dil~YQ@T4EeW0doPB!cfPv z{c|kl1n|^prN_LSy+#*`Tj8Z&`gn4Ww+`uMOr0*vNS-^_Iq{0lJF-So8BcB9v*CMh z9(X-MS0_SxZ5@pZrWudSbBLxr2jq3UJm_IVy3wniGwLiEZFv6m+;4p@C-E+5Ek4r^ zkrXoN^p`ZCwm4{zc^7X+qI^%7UFL%^XM;m~gJcsSJoy4Zln|p5mCZYEhE|quG5U*n zjxKu12i~7<-8Su=ul*^pBLJf--=1beBrFIG-5Ub$NFw#)>-AJ1D7jdPPs_ceE74jL@K}9zn_b>!^c@rBZb6AhSp;h$VL3Fi5DDRAwO-;icWE znPwQ7|D-!ZG(qB)1pP>}JC`}mAdCQu7rsD>kdrcmHw6DdA1eNw#Z6-DtD3NB%=gW` znj!?67(fkjEnQuhge{iLK&i6H%!%mN*_%AGvgYFdRk2H#h5kxVx0&O9r|vxM{@5SX z8IjgrA{dGeXnyZqHIPip9PM>eGB^wsQc9xYhqR9~eC6_@eu<}$N5-A3KNjZzBAG=h zE;IDMA8ciX8rhFrY#9DEH@u142%`!gq%fg15PB4Hl)jEVX#W(rr`R!55M|5`jdlhPyRoIT4%x*IFGvk9b!)Iogmj&(JE>8c!m$ur;65ei@~fH& za0g&pBn&rg5!Wx1q!l-UEHqUh8_d80wzV1Mx(>re`}t)P*e_guDDoRhwFx*qulRGC zczX%5DmnKzm!VU{EXH|R*|rt#wbIm>r$)~?2iM4Y!6(d6c(_m@K_v_sn&lL4CstSA zu&UM`+Pn0cY_)$3Gq;nPYm&4oQdj*&rvh_+MA>51T&>Q$wR(1a4sIWnCh?(Dor-H| z8N4bPS>VQ4j;X%QVrz`9*I#7Zc7vGW^o7{_ZPL8gJAOmf$wdRcQm~VgRC?vbo4)Ek zSQendHF{Wb4TTB;M0@>*FLMxybQ5m&79}(jS-S4K7lfWX4F&lR8{~Y@;6ifnAPTX*G<`;wI?3y)<7z2{CqPr@xv>HNPi*w!jJR zsaeL$ZQ@%;{}vq{;;U&|{99@TzvVN=e0Pfh-aa$g+`*ZAXfeJ-t5CRrhZB}Rp+Ri0 zYoq?m(}S7$IJMlqZ?;@+NLH-Eh7lKk(1A1|^TB?ttFFjC(}wPs;ZHdpxFL+5xU4vd zJ~G-nM+B@Y8rMq7h*YSixX4BFVa?e-V{J+lt+xipgl+fN8kU0_dk>mCSv#i+F;hm7 z^1HaDNEe?aC4hfpGyIUtur=GwAu>i_QF$+3nyw%u=L0w z1+@|i$pya~na2h$Hg{5Ze&&0$Fg%vMN$jW{C>B12IE)S^qMSDF^VDP0B+w{E<|@i) z3!VTTW8FElFd;*ZsemW1BJ`ZNp36z{LY1zI9y3p110|xqXmECS7W0$mRvHuCx5czL zJ3EVVOMppNho+QNyGGnE9?o;l=X?em^PubaKRYb($lphJM}z5;e+FrCH2L!ntgS%l z3$m>LgWbaP^3ka87OI1-Kc19?Hl_&fOqc++)C)RHO9qkxbVY@S!+DU~G0UUJm3afy z=BEz~fR;8!_x=s}Fbz`zweJkXBU3fKfS}N#>IgfqD58)r`0HJHg(<5$mDi`Jfl_RKAEHNSbyiTJWHawgjsGV;!1!Js zf)+Gxh3L?hon4WXqoYFSTBkfmtTq<7bUv0xbIf?|t>ZVtV@&eBUdh=WtxL+_qg58u z&W9m0G|;{~SAqIV^*vf-eU){=Tz*?`39i6k-+}&VIJSVQ!XeYL*YloTUhDxf>m+~v z7d;3jry7l|4mk^uZKo4{AnJHDjT?4;&fFnAU~Fz6HNMr4nQn1A(W8neJp2d0DEnKqhPV0*dN#**dMWL zsoZ2@suK|lpqC})*e6X0O2@i$Xkbq)!R+)v3fqv2zT4g`?tX1m7CdI2zy;w2O05lU z%+Fdz1J{;FfqIYkDus|Y5GtvxxMcHXsqz0w^r`VQ`x;FB4;%MyLGreM^QjX_&v7$n z<2a>F5IMeTmu!n6GXcNczj8;ysfea@B17Xw-g7wx6h7*SNv1dephEUTupMd-n8=mA zDtX%~wK3-|DE4yaxyb;g#IWyth$wBV){vAp5KRAID6)W+h_?su;WQQqqpI{t ze-O~K_#G|GUAe&o<*}b4@jyfBUpeBB0jC67us3$PwgeYu1kcsOy@Fh7_G3U-N4hd! zvxdMGGLDI8OZ`X*-)@wVSfB0-juVv$p`m1z5jZ`6bD$D@Kr4sgi=Z)dP09;gniPrN zMgAO~Jc4i=lNBBpSH&?6DHe$nT!$a{qyl6Dwy$IkMKJb%BT>2)U%Cp4*pCq@x)Xr; z*q&B%Dl^s2cak$uU znClsA$PmtIHFgx_{byewYdLHy&1B>uEJ9@9A_MImfB*oyS<@`Q007(`^(x*w01WQ> z4n0u@Z%Lv000>kL!Q&+~&@2QJx&Rdx;bLD;lt7BwuhRaJ5Uzlj=m2Yiyi#4KfDy)) z;Q-Jz1E-N73vg1qGM-`HG=ry#&VhTqu@}$Um!R5|06#mf^i{vjwX|N8s^0a45689+ z$kZD=Y`{zW&HD9!n|32;>Hij)M%M&}WTB?;EF{BQE>W-BIe{*7MdXy=PVU zwvzER*pw)pBtXyISFCLng4iz6l|u=4IN6lp&IZZ5p1z?p7~iz54ov|aZ978YvhNqS zGHzg{uu;3wF^16dD73`9)a#v-@?zzL_qWqn$&$m6DNC%ttf=?~D3xNvRW0EA6bLHJH5X}Sg(X+l8$E2 zR%|=s!M*aF$B-|9DqYD(3(y4t#< zRSp@E5kaJPia;1FAJb0t;z|kI#_w_lJ??~~hi?<%Y11N8eXOW!jHZ{?+gUC{5jTqs zjhFZ|iTI{)6;!fPPw6_64DnoozY+#-VfH6oSDMt*>c?@qCsU@RFyBfBmQCr!qQmJ>E zl)QCRCUQm+w4HUvLQWi%x%##NkgQa%OoDSS*03#OC7lDc3WL zJc7aMmUv#RxCNi@IQ*JgV5r!@L?hVd(UH@mqYGue3C!sYwe+-G$_b-q-bQ5WgG#um#^WrYT#})YS7skM7tH z@W*XMyA}Icve*APzD=YId+E6~uuEbGUN7l-CTMjl?crV+9%|!Bi(a7`Lsq?*%k?z_ z+76<9_cj>tEB!y?L{6ya(xm>5u*{Sr-kG6C=H3kEx)~7#G6Ih!cZaDPfzRtM8agj3 z?5|0_zFEc=NQ83wl<Sf`liJ}9pkC@UaY{dS%l({i zewAA?ek@pTjb?c5c@o&dV+|Z1{L&wU1h$0e_te8W)ktjcZ|dU)avYks?$Xh-%>L4K znVSY4OuDyWhQFvnHaJY~U{fM8@xCyb6SunP<_w)sZ9rWuh z8Bv;1GV*}y0ushxPC!)@2NCvH0H(^8k7(!)Q2X~jOw&p?QETxD&Z(kO#nSwNTB$Hv zWL{SYGX}#{BwRTV#Ei)XU0?+C(1YJ1*^c9upqZfOC+62L@7m~8V6ZQ?tG2} zdwVFjISAT4nqOifHR9amK4uh)TfgSdd47mctS-%u=82h_Mh6ucm_gsWZh$WxS3kG8 zg}{hUMQme1PIHw$8e{yc*LH^|J8rdu8;?NT6FrCbWq?cqXm;D!eN}Hr!Nj~b3)ZHj zu2E>vQ7__J7@_b6WrlC|RqPeqSk_GfQtt?`h8BPV@yio}`Na`hE9q!s?|w~Jwsn1H zy6;+#OdZqON%{(N`-BD)N8h5Tk*$*rq4 zBKSp1o`oxXk+cmRSkh@11?jz}DjL~YRprmwesWxZASkvs?i6pSlH!0;s4Ju)lS|YeauBxpdl6p1w%Sz zC&uiXcWjbf4-9=M^64B2m_e27`ajHGzyJtL^WJ}nsa}2cYtLx0n}`QrQKZa)Tkj3L z*X#*kdwRySF5=ff(!#&dD-NDwNwl&_vc)%ko*o=U$vDbP1$fRZFXRWR*{sMFYx{(P z<=QxorbgoLf8X}n@Z9;pHK-klG!6m=P_$>GEcI;w@11VVT@BhQ>7$PV>~+lF{#{2E zFMKEjaS=g>Jb*Tc1HPo@^ogq_g=1)&M5t-=3T%Tf z_-mxHm?7?6dDqtazgnVlagg~}o{?V$;q2Wu%89{+S2|=iM@RYV_C|i3nuNn>*n|1* z15@*P!0>inX(QV(s%5K;#4lAx(h{~ppg^A@Cu}EOSw`H+$$48P`eb~<#}tw6j2{)P zak}haaQ*}DTS)=XioWEEhg0+`@#=!TX&EZhaOk$I;fI-RmllInS|g~W=Vm7{8858J zHdzlqC&Se}kmwHHHKs|u3th9j6FAu($eE)tTrfwDlh)cyo1@#CpvJA`VwngM5WS>U z&GU~1X9D&3tkt6}yIFD_)gAUx{!JKNOOtDh5&BD{4A>q=5MDlBs+S11KM{cW+<;A+ z$PWtOGvv?is~C2f(sW=vi(D1efbRzXpHAuzzV8NkkmCvu{InIdcbX^JYSu zaaK!eH5ygBC7VRV_qIp}Q?{a}J1#O*(t^7%e2_&nO^F+~CI!c%h_B`geB-|+o}TwX z(t7j26J5j-sn6w>M#HcFQf<0v$Kog5YSm!&!Y@nC9Xfv-QTK(O$!D}Bggnp^tIzx~ zd8A04_eVYv7f@7&v)bkgVZ7Fr(YCZvCZ?jV0Mc+Uu3^D&AtzUEG5iuwbh~UVHi%DZ zBFcFiMspJp4lc?hT53Q;fUn>Fvx3bJi8)!nn59o;L8jU#XYEjqT(el=vo#P_!(OT2 zgZfqJkT#6>mWlf4@H^xN8EY|L;or+-R=;xwr}tUC>YuUVuH6<4?CY%~@5885ODe&TD39FjO>19*bE zIGU7jtFCc1(UO}o2~g?hdK`-d#E79EIniRE`K@?T$@SqLXB5c@|Pl!xHh1S0IL1q=MZA0#|bl{4gBfhI7^kfi-W%+`2rS{ zWqJ_C!#+Ry-0*bNwq+@T}lBa%Sv~We0g=Dj` z+5|>D%J5;)(4&-`)fF;y%D*Dv)W3ejArQSPHgAoNjSNduhwbk+P+-Kej%IW=Z_CGYtMDX@mjBF!x+?HrjZFTd^RrEs- ze{pWK)n*c>j-~AcorDQFW}b0LDpt!q$gEWddqPg;!N;42C+Z|Zi#`A=eCLyJLS{jyzNbnc)QnB;VJ%J4mPlz0HZ+UQ?^J!!DZ>#(&%Tqjva&@&0D_|;V?Vfi? z^DfpTb#{>_Bm!awN3$pbco%I)bl@OM*q%*YPOSJ|)T-EL!goj*0L={tV#AeFH)yXJ zJJue0%Rrfr78)NGuW#r--g2_>dKjky<+wpby=88&3c^yS2QVMaiMPRkTGHNN(&%~X zfMC%o$l9+A&-DQa-HVd>Xw6R#QO=!c0#{mIu_oa)9^%9MSaAPUA9K^kq`xxh<>iUj zT5?=MI(tJb4@mtgxFgy)w$A)ezuSh6*cI##Okd>uvOUzGAa z_!Q=*p~ojGKj8Sun;_+9c%bd5D`Zw^xHX3E<$3KXaUKz5#+D5;Uu?GnB`w%Sz8PCY zuHQP8=Khy~d1;_;ATIa@z=+NWF+8uc$(`R1sBFqeZQ8^f9emZ+I!o*~nx7??XD^=f ze$HV|x%PdLKgX}Z!Qn@bQhiR#Y2v7!ipYT>psl8*(BnOxQn-A8L zd`wi#vi%dc0`mj~wj044n{7%Y5B9bH+d+m*tDi!nKAQwOKm2Ar#)`HBC-uhn=t-s< zoYj?qQ-&eUl)M()YZeK;oRmdRb7>M6oVfRX;6bSz&Ah2-mX|zqZFp!G#ht##QKL>$Ixf)MRaK7^dxg7(0Sz{ik&(l)&UGpP}=?i!uKFcTefa{qZ|-j+&l&D_%vvK{tVn zm_qJSsuBMCkSH0Ws2JYaM&3LiADLk&+g8p}Z^XZxL+?&dxz5>bO#zkO01&=~*#KIM z)zAx(Wvz7TrSx2Ve5QiLYY7216nCRp?_LL-Yzn^?#q;6OgcdPtA|+i{i6_A;7WlQNEFn=MTFccsP?fxLL z$;~Bt_)##H8zK27iAd%f2BltwT&!om24>_$VPP$>KUkDwdXW5fSS)D|K?O}DH~XO z{*)aK=$}`VrcE01k_}_CQ#oRLy5?!Mem5RX#lNi(m0c&rk}Ir`Ue1{10svU;d%zg| zx1`vw@$@UB9dN;*+7%@R%m61V$&Hs6dV-Bg7B!FRtH5xT)Exz%M? zgmuyGI~fGbz0I%#_~B5Om$`MwB~AprD9E9E*rcZwRs^5vJm1ib=|0$nu&i9<&xI35q7N#rB4Tc6QmeSApy@R)&YtCmAiY5+L9`x}&4b zPrQ#@$qchBJ@LSOvrtuvm{sKoNn^6neY)`YWX>7Faj>`q$?UhLC-lBlxk5v|_ol|* z0;Kghl=MfyU8+nc1sO^h=t78{hXghtfAL}9RnMSGJW~ds4`dyZ7g6*xckKt2Hny`a zR#J#`MM_A7?6Wcv!2rs4wWAW~$V?NlQvXB#L4yqx>_nElqJxJx?ag(7Nl*YO0(si0 zxoeucGgW5$N?E=(6Et$zk|rcT@5a=9Y<3KNleVL+VrL0eo3S)7rhwYEq<1r-2SXLx z!f(b5!CW= z9zO|TI%1U+~#5u*k8w(+s%!^xH zs&Ywx(({yVU*)pI0QH(-Sf6LQfFhRTbUtkro`=0_(D`AOxr^!4DA7qH%K-n%5F%y3 z;tgl-M~QHN8^GjV)p!M}q=7$OZYQ=uW4;}8DXduD|B=mDjfc%$b;$@LN`*M3{6L}% z0X4{olLH7E3xzf*GesG#@R={J5?P0j13j9Cs7H~#j=@}pt;gQEIy-1gyKpL3v$Bxr zfPiPO&LeMxB;|h-1GJ8;2iUjAwMZaTAHOyQJ_*r5rlhV>$&CVc7)h>_tc3LU#ZLBK zSIZj&8{B218vY=qN5sCA_Z$E)!QbqyM!p}6P{IdfJHBVpjvL=$Zn_kdBs+IFoEFQF9UdIy$qKK#!6KBp5oy?- z$4FgRXge5?jkmcvBzAF{exAq`50oXDm0j`ygGP3fv$DbZiI#)8>I&RDi+p#?gqUCU zYneZ4YI>Eix`y={u@HIm^N7^Eo9q`3zUTX(45(Cz)Bs^pbqJ%I#N5YC`iFttoZbaV z@4ZWqTn}}OLT|%r<93oSiwc?BWW9-6BO|P$ubEDk%@)H=bRSQ=yazXt6j)y`;aU57 zz=>Q!H=Jn79!n!S{L8v=3w0Ma(NK9MWK5)WQjW={L`OHkXqZJ+WdLXobX&JROejIC zEv;jC8I$B=x|t`8kZIA=Tbgs5uLo>!>iSHGH-+EjylO@2fsSIpI}aH#Tq|12v_C$i z&GKtSXLZ+iFAg_#=ItFq7ZJdF{;t3N9{|0z1Mu-Pwk$jvEWLRtCnL0#U;2VObJXMi z!nYia4T&U@4MJm?kU0V>q!SGj8R_T#3LCeigdok28N06?_`-b>(6yNvfzq!nC((~w zavJCTo4rL1by3HgphPXfS)uE*6`;GEptL*Pmei2lFNdChC(+{dgOOwNm;x<}U;QPQ zgqSIFynoh)#AH;9BWd-O3Rbs?_RxvcAIdcBk@(amkT1FtuD4bEr)*#{u*w95PI(9! zNy_^u01sOrmU)hGVRvRLA7kY%ABeB&C!9iT4`;5Z=!mVB{N!(o=f9m&L_;}lHd(X) z>j8eMb`JCRXTLts#JThGB*!{)J&6Vl&RKu}eQQRB8{ePdyZ}cGhE`P`_ zlm+u%4%-5@n>LSzu#C_)|<8m)jwJxWWPMM`zprrL=$`YJLJyLMnRO_)M80_s_6*zIxfjiid7i8HIg6!r-Z z`FB1zp@J>^5<&uH&`@UCw_9&2T~qnG0=3F&Q${nJh~DJAHu3B6ZI$1vw7%z+u;X5bnPAnr5Oqrp+EK;rGA2qGyOJL<(%`M!`VV^{ECE!>d z4)|L7wZd&-Le4mkR7+fO*8k&C!RAw~PC&Ci9TF%BxRs~~pj(u+^HP>mXZ?)WpldKl zZV2lr5b>eY&~R-zqKc}53Zxa0U^VL|tP3Ch$NM6v;o-rps~;FW$1oe&8j$Kh9Hd&= zc2%n0k2zUu4jv<&R!ZRu;&56R9-#AbDR$q1^lVy^u7ppx%vfUsMM8P11(^6sK=6~* z^5#MQ0gYr2h*#mL)c+nzxzV=RPljb>J!l5{nqRnzY0sW?y}H|*$;10v7M6n>Ag|Hx z0b&=&=0jU4xq66cKFQ*PjAX)20>k87$tGl^HO=W%Ix3*H)eJ7jtl5KQCwPA=`ZWG0 zs>O^(nTA`mV10LOF1RBKxL3JAW-c{k&(QNb8yl0?;_`y`JGRNkgPc=)G-~A9 z{8ud3fN-iR>JIog39!egy`ovoj#47#zSvSsCNE2UN_#JYFu*NUb8Me1?z*ffiJ9X! zM%F?PUcsiKC^)kDvT)Er0uZUeEo-ENZiaoBTKcMGc^IJ)k8XIG0fPhn9Rex!vPqc7 z;G#V`-6Vj31_h+W+s#+=hM3c}iNDavsVc~c0CJcZe8W4;u#&f+i%!yg%l2;Ab-`xT zmd5WbYLw_dz@{d}!2M)v5ni2&H_)P%b-!vAoQG3TvJ6G2(-8!^@*n2+jt2G4- zzZ?`xAKKJcT?5IQzbJ-t@MBCMyfzNBa!8fFAQ&h1FE6^7sTW_|mJ#5zCJ%st{@87M zO)DL%2!q6yWS!%2)%d@0j`EDvn`tDHTZ(+s5tr?!UlFC%J_p^bsT?)=1Pyry>Vdv>g zU27hnZ?p6!`O$PZEUvLP!WfcMY#YIX<`4T}O-l4p1AS$E_?WLIndE2X!0pHH3do#K zc)v3>FNV|RQIvKd^-8L9iaj?Ds)gF)o3uH#>gtsOt%i$5(&j??ow3 zp6=`uzAYZTEbV9o5rf0WkRoL9Q-L()NC@^hul%Ti)iiiSQ+yE1uS~zOZQmRou6j|R z=lYfi@NZ?#h-5VPzc&;%tx@>SD#vT3Ii!AjY!CuY2r}exi>;?)9kl+kCKfBngLQ`J zC=*fYD`v}OAhE)MVosV2x;1tm`FqCo&NlMKg)*o@=)WymDo&5uGwK_h$l+Sz34z5p zFsgf4RdI%9j=g+T`DMMpPgkfrgDnd_aC&NW-ZHbOuMCuFd4-&@}PTuDtJYEQF zFyw-4Ek~y=>69oVm!o!_*`H*yOiCMqKmNKgX5>4)?>OQUNlAfKkE zSe{Q9=Lr6929|@RF2NOlt7i#ON?|@Qp8-X-5zvitczV}{J(hJ1>1mAce@O9{Ov|vL zqRTuHQ(=%P&yn$xNxN!T@qJ~Wf$dyc{rk#(>v#2Sk25t}MHh32%QyZt76i{+W#y** z!)Sl-wfg#YGQ6VGofQB;xUMaNxv?UG*_d~QSv0IOF~Aq0XbHpuVw>s&_mQ~)kARzA zq0eKx4<=#$=#2cZ(FPQ&dcF&3)n_r1UI+@9lN8Me6or-)^GtxvMiE7hXm7PDge3m) z(OJVZp5ZlZ1lj)o3~0?R#K^)@jIb1}TB{*9%$B>39rq32Ac(84vQD8PvYKuf#`I;r zI>;VX8!p)V41034x}MP7mlASl^fna%osF$0z{)#q97s0A zCXU8GH_;r#d|2b;#(bOkXx?t40-%yC!&TLDPPf~ZRGUernc_8e%4;ZY!;lR5vSK`4 zs_veeO1*pPR4)6Kp^*uAB`ZFVCs5?A&Z=uc9S2V*>2nEEOB#q+=($;g=P!SXLwXYu z`3|iF{m@kGqQ_9|^6!FK2Q?EgY-C_To%->SL z=9CNL%oSob94NU8Qm@jrnL9#gn1{a-?UB3@>UuG1&00}X&_x;sM zp-`v(Hze8c!tkB8Kp>wWxpD9z>)9f3hrm5HBAS5#aIl6OxqWqLaR2}S00000J&y2k z{nQW{jDM*btk?q{D460-q7;S4lfMfoN@*mZBDSX7bPoZ4_)8FX>C zpp$EP7=O>~gU8GHaWTvkA|vXH3(1uPKN?B+@b3p7-9Z7E$N9LDj9!r^GH+jB_*DD$ zp9^d*kZxNrf$AFP?gfK94fmOKDOb}qp&9oUd7GPh){4pCOC32$K7pQJ*k>Z+305$P zCyseUMV?3lE&uST_w7COZk}tOS3n!%OcC7(3rpD@jBGtg0+)PER6rb*G%-2401oYI zY)mt~3|y;Z!Yuohq}-C?(`h7!B{lczU4!!~m@lwIXCEo}t^VRUuw+r>LOG)$UZXxA zbfB7 zBan;&Ya$qycFjp3FLK%I9TjGD{GAJwF;RwWhE-TBQ}N35X1>BEN2mOir z8L@#4ZC%!mZf3Z4Qz@Hy5O1oE4^}&x-DvXZJOG_z7~six1u?QOMPc6bm-oXq!$787 z8$RV}Go6kGrzsd?pCBjjs~Db*U&_AP?K5tBA+F_2xAoTwGc=kVjTb6@w66fWEjD+q zX)ghv+Wz}wo1v|f20a>{DdwSO=Sl6DbJg;T(U&~j{L+{L)&lZUb9l&gI~^KPW>-67 zoSUWV=()|ha&$*JD&X1oD@lUnEhv6Ta59*`0hhXZF;Qov>dlNxDKdTYmy5on+phHZ zYI=-m2zshh*tg9Th0KILgJS;#5O z103BCBe5M?ZK!-{2-5F@(KF-~DH9x5wgkTd(;|6C9(UWE8M2&x_+`2>?>X2>d z7Z5oX`3*AX$1RH_2Klqc+Z!K_F)}?sW`i-Yz}C4#6&Pm5ETDY(If86lY$n1kcf|sy zfxy!uL_Y%+Migiq(k3M8dqJOCzIiWt8s+Xt?|Mu7;hSNil0-2oUz7njS=S7Pz0=Y! z;fAeC$VLP$Fo5a!iPUXgxQpcZC-vUSOf9msWi?fzJ<^y0+hzjAqOhB)6t@`Q$#?NE zRP6ldpyO6de3DzyTo$5Un1)YcamcKs9FqQGPnLt!c=|wS?R1vNP(1@2R7qNNn4FWa z8Q?Se026p4(qzZUCBYjD5;gvzUg=CR^2&D7M>M zI%Hgaq)*Vr%E!6!%VNm?_Rw-J+pbl*ButM`8K6;{Z0`3h&wv$)fiZ2x){ice+egMp z_s(8R-iEn*mE^(GT49{nx^>4Pv9Qbf`JphcKmz)_Jd8X2-B#F77+oC-(PH(G@M- zO1U0p$2GNe1DIB+B==fRUIRNhoS<_01AN> zlXv-t(r^PbLZS2ppylrP59ih|8F(m>j9L$%2W=pBua`=GKBsHn+&1{8(H0;m*DA_! zxFvxre)QlH*f|`tmhGiM-)FRmR(xx6RKSBG-%Yn*&zjzuA?j~W%N%Z!*E}mO^CV2z zRZH<025hxKFzYnFN=PONr&m-N^e6K;4=G!}50hp4?8;73bq% z460e zY4U`;0W- z0Y=@!1&w_Q`-P0(SKFG`zqoDjN;0IiqXb&$>b(tri$FVwg3epEl?Q#E(j{61w$oq2 z?bIJ&e>*-qh3j+^N8I?dA3zSwZE;|D#e>J(&ir4ZsA4@PhAZFzB^k}_sYdmO!UuH? zo!o@N+)>jszJCUs81l9Sa(i9MJCdX)2c_!I#r9+e(YPXbQLK1#z67(&ROA2v00000 z000000000000032Otc3YRXBj>1>TfFU?6f&r9=kF?nV#+?hQAyf#>y?QwRdmPD%~i z7A23jU?N3v$2{?9Q)@Vq0LbwL&|Lz-U>|Nb@S zqsa_fuxFrzBSSg?qQC7ixH4!7!>;MJdz9bYI z1OT?eH-}*o9k^XV_6C%a-l72u3Vy-+@(N2?5=>DTzgURgS5*xmnd|@zb@Ro=|n;Kg_G@r+Muii<@GT;*-{-s)W16oxL0R5;~jX2AG2OU%g0{Sle~AikH76%5j=<2c2%#p*c#C3uUTT5ur)ohGM_n z(BtrD*0}SNU`^=?c1Q|OoP5>hi)_#T#FkKbkJTv-)w3ESKR^`)Q7=~r0UdK~nA1G~ z+><^iyIUPNr&zd0>lJA>OBYZ$0suy$4LpaH$wM&sLH!6UW(@i`l#t)kEQV>(aY?k= zx_v0)na6d+UOA9f?qk*}XyGl^tbU*fAFSaC-2DjIU4ZIr{7T3MBa(xmL)-7chz8wU z3kDrd<4`2Vn~_(;>RV!Q7YSySPzSb*L}9Gv<6uR8EHKF@N^t>_r!uVdJFU8i%r ztb|QHc?8W|J6GU1>YHaQ%;v4sBBz{(mk)k3HWSH+v{@?CaOlcR4ZNpw2-6v+HD~}c z|CI#z7r~5*zpi8FqxcL+0doKdVGd0;6QXeF-jFxdHzs2GAauk7#>_%Uln(=RJA_I4 zB~|*%TloOjFZQisDuxt@+b=@>lWy)H9PIhoE@t=vL9Pel%Y~n~a^nRl<(vO*RGWWm z5*R4BBpM`uSAd*0!kzb%d_CG7hxE8?%R_YQZD4Ezv z3hg_8M@jhbLfy%7EA+N5W{uMBz2kIb0Tdve>&120FUS2VH5BwPO#8I*Y#`{*^SB5C ztIpxnb_%CA?a{J6LqhgkbHF?{q>#MfJO%qe>)c zHHOrL8zx@zq0r2oFaza&3hL@GV!BIHN4_9!&c?;A(eUm}<;CaSNsqAhppX(0LcAlC zaqFfxzb~q*3FW8(_gf?uPG5r!dyy2$M$O3X`9YT&N!<*ZeO^Trm>i96E&I*{Pze|H-IsyO-u8neX62&)YcuOG0{7>DITrwLMKzVEObT zYH$j#3QN!WH}^!AfOLLlj)%Ycu;j+6WL)l|f;`lO^nG||m%8mM+g~=RWDK8M zMP_OaYWo_N=P!4M*XKoZdqpq1OL(r;?>yonR7Bvd(2x(#_Wa!TJ7y-Ax@rNxv@Cm0 zg>)_!;4P^`ce7<>5XzGDJGWzfVo?zZ;&Or!nY+!}cA`n(LXD|bLO}a8E}MkwDaiiO zd0}q>9Of3{_at_buoyN*VKeQq4yuAZFnyBfwyW(EFKthh$rc=H{hfJkbPk1)~z6zd6^6^qXmbs~0@ zt1zt48x0V0Y8N-F@KoP21*AQc^Gg=wf+QK_ z4lM$VpD!qyHz~(DLZFj-97JvzusHUe25qMFCNtV8SL)5U#9IrF+SoHzmmZn9UNJTj z(2S^l!{eU=XftwKfVSUHo5*g(mb#35>mX`pn7iLUHK+tVp)`%YQGn?IX%xGk35gO! zK|D5)sA-fTIvajWk_q=G>bP>JJ9;ZCS4Ajad}`jSkMJZJm%5p%U9}hiT8~P9G2i0U zBnpK@ximz}=r7x~+Ugp_!!Fo8aIW&6ejFc}(5fY#G2)FMCLytoYwv^V6VSKWCa@i= zH{?J_b=YP}M)?N}ngG9*C==Zw!XRPYsAmszqW zYf3o2(0qc=@jzi8{1V?F+ruhYGL=3*{zdmYvZpeD^Dn2?U%3+sm6t8eftBJ`e$}3- z$qE=sXtPoYJK`S3TlOaD(2{~*-8?xd%RIgD0m5Hrkt>JdDS-GbDs zLHnp#+Wf&pwr*DTb4iMpX3Eo5C<@k+(Q#RIC{_{~#v2%T|A8O=jA9r6r}3m{vNIYB zi+RQFF0KP|)R_@rZc>AHBCh}6w*i;twaFjQkG_UW3j@a3A??#NNq#tIwZL$CRlH^Y zI|0*}C>~x|oRO=7Aoe_(T^`bA}Qxmgg8s=9I@?C@~T2o zO3slDw=O*_pN|BHt#w-IHIf5;YG3S5dKdKtXk41LwwG((pv-qpojGsksoZXGyh^Ls zb+{^bmwDn7k8P|TNmus3_=0d2$>|wINdJV|7&p3D80MnVG~JpL92nb({>iDq`yQVP z-ZDK5atNwU?B+GY1M zt~Kidqa3X2k$ljUy{R{di&D+X%AQ&6VUIlqb)!NOp#y`Sq@trGgX^V}(`6|*PV*6T z{OwV(Zd5fsyZdDSal`-~npITe&m+N&Vbs!)L`EV*3c{k?1z!DKUspRZsDMWX9o9P2 z(Ata(N;`D%PV_d&)1^N4*$CjJxo{@xri4l36MJ=&)uC)iKmpSNNkeydk7stB8;0Hv z1W5TbATzA0@UPOV{aJ`|o`*C;3QcEoeZqfn%uUeqNsvWgm3eCR7uVF`s|w-HP)lkx z4enzkg?n7k5rWkq%q~_2sb%a6pye1~fx08eIXljF--+o8KjQ5b{#_?0dhrw535E8= zQa+R(adpPr4->kOOQV(1xzi`BJ-VLP@|mae2?rL=zTYiqi@zqi&c7~g0y8JI8|dda z@fB5u`AvU-=m^}51(~8ybd(biE4PJ@Lm7K)-J4S(i*#={jn6nma*G;b!hUDX1wr}= zHP5#$eUJ?O25D|*#JWEDt3ZQVP{ogFxF{?|4cg__a*bJ0l(&bhkOZlX`JYi z8&z;jB28rl76@R9yK%N2Bg0R8Xd{Y6SJ%d8i6LEl@CU3D5{MhEcEzg|uC=-?Ik2x9)1Xl+ zyCz|69P{R7!@fa|soBXJIB;z%3@9U)!E!~$_bx^KQ=FmKzkmFQgBNlIY2dgBVz|`a z{U22MLNhV=!dlDcJGwseo8bEUWUs7ug37gtqQao8=%Tt<`V>c}uDxCpN+L=?tca@3 zjmM%}Qn%wi{U0|F(Ivzpgi}OYnIFPey9CHqHF9HSrLK&x-=LV7F0IW7v=n+;A^NOu z!id_Hj(>J=Zntd%(71`a3}_er1p}vcOqdjqrYTn%`>>-LP|JW${_hyH%d4M9gvmo0 z{o2!0L3ucRM4QQnU4f*eTyYrLa7t@?dS07HedXa>S$PYex*SC;0nZ8K$jzLs&URz2 z?z7AV!0tL(xMfIA3<1@f@nRj5N5zl4z96%LUmfupd6gcsh;>C)mgYy z4?z)mhC^aXE_NJW_V*1)1xI=HBXkB7WgU|l%?gZB1oSa)PZ4Uq7eXRDs^>6p)>bH~ z(;7%s%IQ7WX{bC9{SQf6Tr zPOEpA=%jgyu$O%M)&GJ7xS`s_O|nIG4~h-S)w3Cin$=qiE!Oa2=YsF z{;A!!gZ#rY*to>|G$tnzUJ6tK!sga<)?)~**(~^7_E=^=Q|5X)*A2A zx=Z7E2sM$YKcWx)7`pK;tEm%q484e71?FxX?Z=WFK1g>yHxHa8JV}?7A&lfZ*FLZk zt;J10;IiKG5gXtWc)qGT+!6t2z{~O2kX|9KtdBgArw$@(t^Xf^MPBo~Wb6))UNdkt zBS?WYmJx_l-rBf5WUWw=dgMMZVOG09d7{~%_oD0=XBC+7{*b@1xucJ|e!-z)Zef1t zX=R;Af2elc_`^HR^I`tY?RFtHnRLWay_)jKf`r@lQQ~b<26=W{16HlZywVr7i6TAN z6rc~1vgqb_pXa;;Dt@?-on+4Z#uE767g;;IfYh&P}!B>Rb1lbUzaAfBilIU zxsQLs7o0`NqG#e!eq|@rGO(*l$;L_7bvB;O(Q-Fn{%u*u`9|gG)<=58QB{v<$xQrv zH>~rD>KV2+NxQPpnp{BP>XUA^Qy8bZMJ-w1}Yo&Z8OCgV}jByu&3@Z8F59!9X18V&Z7zi!5^9@`RQ@a$Ev&pvgB(;{58Tcx4DOmV*$@p#Uz5O% zUL|;K=#Quj+23DhJz#B%(Tq=d0%V6eJTGJk{x$Tq{XgcE8lErF_T-={>KfWF;*O4#=ec-QF;;HVyfx>wMmY~(C!G*?8bC9G_e?f$!is27(RFvYM{c%z%%<2C z5sRt@`O1(5oXGy-96tv#Tj+?_DgiuXv}D~0a-)8@pHcD5h%lEABjc&hMxiz;b)D%( z>mJ=8gum>!fHn)KTA}!=^FEg`(BkV7p!=pO!aAG-~n~t$I$YC zpF!t>d^h|MCgHa@WeOHqt63AXI*9b~sI~1tnvVAfLL?24#s{b0QZ_zXuJmy@4KB!3 zfd7QNa!Mps+rxD@2koR_QLFTZI%o_RYfM73@vI6l7?aNwk)1Mxbzw?bRP?G;!zm=v z8Y!79>=F0kdP+srI&(9?=&rg(N+fSJO(NkggaqvX^qSk~#iZy+teeQ4h$iRQ0iW=ogO+HB3u3LKi(;hKAYGp8o(0YnN0N5@}` zWd6mN+&zN|gJl`g!)AUGZF7Wb8)1Xc>-b`?43=HJ^M$}R@tw~WTrY(t&wl(+x^)8o zXnIv%dyjSl$XfP+{=1oF2gLd;ro)Cd+=B+r2YZ2S_lAV~T$eg>GJ-!`bE?Pl5(zn? z&X@+wMt4dyjlvH&+&7)w$AFSQLUy>!Osfp%(k%>Uml!i{lLfvU5-9U*bnVk*SwNd7== zMVUqf;}yzMpfD1Hu5y zt3(fb_@ro1iIUTa1OJpgpxPW$TgwW$7^2ODX2$$epv~FjJ(e7<>o+0=){?PO%Mg0x z(Im*05k_k4hK#~U0W&84&9ra3wNVScnL+=}Ub&)xayDx(IzYAzfP6k5E=BDAo5<)CuFYqY2UP-vB&_&Xr(-qmd@$iQ1Z4VeorH|&l#UasMXdP5 z;oak9{v)FnY_!(__9~2`IxJ_RQRX!u>vI+!7-v@$C~R3G-44<%Cuix4=K`Cfw>>+!2&hHf#!}idBl~hMIc_w7Az2j(_e-b|z zx+L)8xaqvzSV#|2^l+hn@~8Tc*aUu)T-Vp76$IZ&3-;%T{rE38fLxPv?n5(G zdvBgVTBMm{)JTPeKK!SZlOX3pVdc5#C7Z2+!j0_W!rm!chrqgJ30^6#cfoy9!Y3#t zRGVC+R;)6yRen`r3TV8s3njmI2=iQUh!0DbEeb?tq~;iJ;D%C;#`px9?+uE)8DDJs za*43&O4Ae)_QFR&QaU|SBp!~}Q6Iqhm1=0l`uh-XvCB7-ZT-9GZB|&ZKI&^y<}h%# z8&7HQJJcdL_-7`K(#%TP{H^aMGyJX4!L?OmK8(T_t8Hc_ zZ2ngFlNtV2=wRBXgTNPYGYqfzpILlP6auP1e zdC@i_;l%kUpDy(YQoVoGv2sDX zwAN5LQ$L;-4l!T~{0n+Y0W;ZVZ~9mxLkAE(80@+Ua$6?K*Kh5@CMGl$fjha) zi3*83_T|J+I_lYcGq8F^*bRsJk(@Z65|v)HRN+D}QV;IB9GzCrmWLSmY8vrDEq0&QP~HlB47H#p23)#V zOTBqmQV0;4w5a&Hk=|$A?_u9{eSFI=+B=A^n$%jLD5+rsSzfDKj^w0#sjH-ew#67O z%^*0M#6t%}$`5&RPH(}2SvK&UkC1iiifkP(1F-(_wEd$;n)T=GDhE8K$GJN9eV0|) zwm@5@(FW4lvG**w;WB)#{ROj4*nP9HlG;Yi(RWIm@_iQbGhv6XFrB?kNcF788}AtO z7Twr0)?h3xBWx2>x>QyTBmnZ)uj?%0c#z!oA}sd`ymFIr%k#{p>&KKy6rRy2O&X*) zMsm{9gWy9m>H^rS^#++9Qc~nGUGMu9#JE;bvfuAeNdYm;;jIzAoAemh zr5$5Vv1q{t zh2`NU)U0WF3c{T$NcK9H&tKCh#HI9r243`1CZa;Hm%9RYAC%@89yH?0S4oScJ**iL z+5ib|G5H=UmYJmU(p(JttOUPJJ}fc6 zGpOkb7ED=`9YIOub%(l**{9lfM=0qm9yt4dD`EL*kIe8q!f z--4T>_p=~C&Mk)F(~1jR&8;~V8?{zKp>704Ye3!I_^^RX8|*O~He+S%*ygRM#CTz9 z4@E=oI)3`<@m2$R*0%{-q;o1%A&7W=xRdLCDRD0IU&@!E*yYYsSQhxr07em!xcdy7 zi!)fiX5U>;CfFq0><4$3fdj)XcN$&fb(J_mj>Cj3d^FyqB^oW5f5qGX^Qb`*7f|JOZ)2zWd^QkgY zneNBwe)Q=9My{zmfVO;IHo z5UW1D2DDM?Z7L|iyxe^hE0zePNfl(CUHp*Wc=Zi7w=nJLMQ>6HxAFE};ZYoH*~<~u z>wBxIxu--A*2#>#N`(vIYQ#(OJ4e{&I2Ik11;q93>VWg^VfKIN97oTWyG)&^;wP;Q zu0D^v)NT0<4Wr`hAxiL~H)kMxIfh+9V8+OuuIhnvEg{bLXSK*1%xv(j1L{Xhpk`|llO%)>yVNqg?_fyy z9|Y89Sdy6Za700ozD!whKwKV!5esCbCfFys8D_C2Pwp0qY!`94*v}k>gaTf~%y&&r zEfg>**Fj{fU-M00iFe`|9sVZA9r%Lam`I#WZ&bHVS9J@fIJ&|a4=)fV7S?YF^f6B( zGs`xe7oZd8IWLx|VCF_1wH1TeXe8m$kRsaThvca#{=Fh8z2_6!=(H5a!~i@rp^pD3 z8xX&mmV-+GC*`&S{2^{^Z(y16$~;vgdY;C$6_BtF1ZTnpYL-9;3mn8qTO$kTsK_7D zQPnAhEc2IEXWSBY^lymsMA_=ntjRb=-~qfiJSvH`tnDc;48G@Ao}6dF7fjO3zmnG6 zp1?Si0SZ!N^eVP)#3lcd`|>LWbQYP+!>Fto(FG}O=sxq{OXM9KhBxP?R-9-w#nQm9 zx#L>=#&i0D>&vxrw~B)g7dB*v?Xl&6$S3+YAq?PJq%CCV^8~>7QVbpCN1V$C3PE+Y zkGH3lSe^VBhL5-|<}>G$yxJBspZ>y*ZtTzlzJuU#Hg*eaIe?V!RU8&c-YDKx=?bs} zr1;@Xn-FQ|i$K#-lKNpduxzX>x~Q}@rSl8X;|oZ%$OZVx-@ecG-{OdN&rQy?zk|zR4O~#&VTH+q%-*c(LD$?A=O1(s9GFEc7N0gG73Mc$c3F$3AGqb z!+O~=QX}qaGtr~O1y|8pH^PX(qMD|La~2T8Q|?#%cPA`7PXRQTMfM8<6U&0o{ieHD zg3)#QwO*Kk_(k9pdjTg_KRVizbLSN4?7`>mhd|I#g5VBx2Q@uSwIo>cdWl{O1;sLpFdrvOQE&Wby)nSpQ3+Q7X8&Yt5^G`x+i4l^;{9kCK#&f@viN3@Sn zfWu~jWDc~GuSHQnF{nM$npDypMMys=ik)bnc|#@#5P zzf!Vo3v3*X9kmxC4D|3CwYhr*{wCd-zeT6R#q7ns`zv$|Z;^<<@QpF>}Y?E4DU(uXyoqk=*H<45#1ja~wffPyXB zm%YV7zmgKNrI4$u^7rEnp&!r}T5Y#vn(Od#s}qhyEs&;CORJK@0%4s`!43ol$O?nA z=k$Kzwa~G3G<=R33huKT@@4+G`@)iP(kh}tTB&GY|TVJYHODYF!$E=LS-9<8f1EK;W+4-DAmwDPpddY(IA|p~6Ln9e7}!@n5{b-RI`?Wp3s*^h`y( zzPY8b&d)939xMTfd_o}?ioQ<8D-MAHI7$#H-?5AGixvuiO5)&x25OKT+a&}t)DlCT6b?nF280^smgODP& zKIn$`##PJc7d>W?lLzxOq6aeB9T@Y{ULc4jgcg@gp6csbrK8b=3Um)wsVqccQ6&!Y zPRJne=)-#Drs(3n<{96flVdbjX2^GS^O}!KO%&s~v7!Cg$NHbfOkvfem6lXXY(s4- zEt=E4UA{Bq6N|NM%ttP|-jkiUyJ;Njia}6^nli+5fSz~T3|I_;rW*_(T6?ll0P8RzR7u6AtJf}gdzU8q1C+0zP!MudHP9C*|Sp>LI2<1j%j0zSdcTO-Od#92PX|E>%SA@rImWV0;gFR_$`K9H|A)?Ex|i z&Ga638I8gD2PLclE6AD4Z&CCelo!klEGLLbyf`YM&|ZH56`-{Q)06r_wda#@h3 zR!Fp#Q}iLSZ7!-atB)f%(FfmvhmRn&;|&{Aew?q$A#iN`FL3MBWG1p4aRo^Vx< z4M?vgXQI1`p2Pqztx6{JN+(tyJ&r_=)#X5DEMq}Ewb}bMdHo%3{x;K(1ZX;(i3Lx# z(35HeDVBIeya)^g9`kO%NOAp!)$vbQA)min*GnGnBzPwq)JQ$yi+3t60%~v=r<)%A_ z-cSE!m|kuH5?k@| z++lezVK_>1X)e=;k7!(keZOtRCnl5qPc29Q%2szCfaE7~>Bn z$8aEyGdA5P>~EgHNd0}!t$jF@N=C6d_^NUWJ{X)8%2Z*S!GtA2oB&!c*=;~ zJn0ks7hIM$1xZuVJaoF`jKSy?>4-nc<^m`GSjo%^W|m?*5Cca}R3CSJEq8=Sv1aH% z+8CWNbvt%oV&vUY5UzWA!fYq!E?O!3`9Ez#G4C}U?KL=42|-eQ1#hk&Ch>fN1t}2>&zQ{|gURmy zm(8a<+`G;~WOr3v*$zW6z{Yt}UI*7@Q(_8ypuU0Tj(UcXrJ&brK1cOR3h4%7E@0l3 zCDxie^EG}O(R(%oewze!7Rw(uEfR4}5>i9e%Wikk|-mD4X#JdEbY=?X(4%ofz*kCfo3h9posW3@0Hbk9!Fe0T!@}m7tS2HBFf{0DV6MAPdn0kl z)?J`J4y8C)aT4$|K!X-B<`?DG$k1<_^jq^Q7VMx3ejNB)#kUyFi-Sjt=4BNNcPLG zt)W`EG*M=mF9yr1)7bpm%00WPwf4m|tQ!(K7P>?Q4^Kc}6M@O#^ahbBb(!McfJ#*A z>v1AEY~Vz$2f)&M2aM)+@MRp^;R><-YzNi;k$DH6=v zyEP{V>T?6RhG^KMkpX^Yy+;xzblz{xI7PN|?;xa+VdPVjaxm(vs^FVdFEU-mj8hXn z-4q)6Zy3Ufy>`SGo{n#p5%j~61%76>iW&F1=%gAMmSL+F6j@BPNkDp}Tfv|=9lThq z^!cFTTFqcgIi#8=GuHYK#zX~`li-<>CaIFg0Txv^l;?A*IgNEIsm4N}I&AhSJlBN| z3djthSU=YJ=nbV^M3GoQe`OH=Jw(<_6f6Y;!N#U zpL6%N_Mfi;0`=N77?aOw+fT0-?Ewu7Y%K-pBq_Hg(c(5bcF(=`m!evfpfNgcC>W`MS+R5@OyL)a~G z#2NP`Gl78xSwL|c-b#}u<)SqX?hbqRf~w-uR{nW}dJd+%0#hon}rcCyENH~;_zxW$4jTbkVj2`h01eP;>S*calFX74#MhQVBUD4DFU zuh)gTX~(@Yz%i%p+g+14VAK?+sQK9&BFTLY&5Kcq#&$|gQl}yV@X|%Y%wU_`E(kaj zW5tA(Q%@K4*@m7>fF;*XC0ZG%kB@R)nH=(BtwD$w?h5FflO1~WghfCZBMcF>(w#>? zh$Tt+4XCb1WXYr!-0uge_M^&lSS{yMntrHRA8C)Zs!?AL*|CUL<$`c!e@b9rr`m*W zh^O5j0-q!Xcf&n#3_v$1d@!Li1FyOUN+w*tDg(0x0tyo)*bzHDqgCmj5ne1elRIeY zf6lwRvbZYMa0e<3@W3DOpLNv8PH8W%%^`q{uu&?qQd3Bd`#kkaY3KzuY#6vj?-+DE z`*`IeR0je80000000Ynl2sg*)wzuR(ItwE=vhSjR-FHB1O-+DFi(sd#vWt$RdhfF9 z_6(P$0$xL|-EeoN68E|r5WB3@58LxsR2jihp1jIRk?QW?$z9Z6HZp!@_&LCuqv80I z%SoF|$JYXln8yJ`UgB3wUiV zvN%cw4$;)=x8~@#sh{LK<9gltlMmY0|L!Ux64m3YUmEunyuiMPyOrLh-;p=MV||}* zR7vOdC)f9u27$o52B7VSEg%CJ6dNZGaQFy%=y=`w=y}j*OBp%cTJjV1`}UFeUeX5* z1FXB_xnmsis{?9$6ay}Rz;n(g{Zpcao?<^QfEN&Wk#?+q$-hlh4BYms^@|4ze3Su! z?>!R&X96Z&>we0BD*)$<#Qh9li&&rl$OL%#0A2xsz=N=RqFcZ9k3m4WUm#!!z_<_o z0)5Ze$+!jVoVooqu=Pt|^bHJ10yqL9-JR_^0id7r9(yi&{D43}0btB;4fy5l<(}~a z?e*%dXRQYSBqn<9`Yzz_xA6e-;CD)NuYa9aDX=cE`hNG^b3(M>*AC1B9DD=;h-&;o zz4Pw%uZVVg+Wd@u8*SYWdznG^t$z1=slC^45a=SJ^h19wxZgU<+ZPxH>H~KGVS91c zep^8Oo^IeNQ1znch^P%13V3*9{aAPsILEpX*b`XrYXU|AK0bngVXsIo`ey>uZcf(v zXTV**@{hV_$On-FzYSoEUm8&TWBG}3_3qj4UVmR;`L`Lo0kw~N=6jlezCZ$i`Um3+ z5)gPTAm|qhWCuKb6uoo4#a$5rd(J-w0C@nc=b24E$)0v#6EF#|cZ+ro{epF$cklPh zZxpx*r1))TYj?wL^sj&;zzSe1z#RAlP>3f=1%?4506ZU`KY(`vK;S(f*pCDd1@L<- zdr^4J+vx!U_um?TSC>6c@POJQ;GEmJJ^*Pg4hXyoQEg{m0^)wXN8Q9d1;)^L!rI2T z_zkDfe+o2+_~g)IQIb<)S%*r@hR{_{6jw$~C@`5#T zppeM~tz`?5+SgmZXXf5qzxZ5LsQ=pnqPxXS;)Wko7apqACYZ{@tDI?-fjG@y=xgD~ zOG7Z#{tt`qTFWZ>h}4Ut6Y0zRh)G_0wfg?>$aTmfHv(~Ky1#VVtdtwzJR*bCMS}O; z5|}MixXUUDrK>PWa?(HqY+Ne;gyV_Y-qT+x&*5En6$Db`1S+>Yj|l|1>}nWSH~M z=g;O}E@Sm64|ng0#lu`wOOciqGFT}**AGZTX(f}tz0kLrTlhLm zUC*7PNc-q9`9>)YeJ4-jG56hWeH)?%MK_0A(-i{Q1&i=Ao!Rt#EsZbl%6R!j`p4jG z3CM-xp9U;kFVDz?m_RsfnJ)Eiw5!(h7S;r)-7Y4$U@czMuazEbyxN(=01R{itkLmYmO;Is- zVG70Kfw6V{l9_=Z{Nq3Ff7YRjcS=~OaoWE;sWkwBMi82me~ti;syqBnR#ejQKVr(& z>_6W1#g6iQ`y2e&@R!zywKL<9L<@=_w!_&T%2#B>BDEFtx#|xh<2%&{k~gqp9xv0Z z+(G1@EHR+EQ{#B~8|e_y5v3Y!tb;{kyaxrzyObJfjL=9L?UnDt@nletxSH#b_Tk~* zg)sas`;De-W(hRz4(|+|k+AuS$V7>vmO~QLvKf+vEHh}{3jJ6eb#i&&>>lByY!g=l z@ePNQ?9$8q{vr`{y^tzlAu_rHW=_(?M`I@+Rao(mnet7&iS^Sbdksk`zh76mpdV+JONEGSNfRBa4Khc03%T*ayPX}Zi zf#`4xU6&UgfB&w&)!8dVXOgSKOZkcu^ohR3wGksUce1$>OeRApMqH}M%yiFV#o@;7 zOqDpw3jgD>FFMNMD8V!Ld_a2-N>!Dy`i|5Qb*>@^UX)cUW*MxOO#K*%=63E#bVvp@ zYyD7n*Ley0%RKy(jBHJqBuY)f=xZol7uNG)dh$Gl-Kadf0sxXWVbX&)`>UMEV35@o z{FMSzzX*!W*W337r*85C102x&ItwIm*3__uKTm}KqKG|U=(75=@8>uG-rrLvL`cnN z5inOJwDRSZ(`fSw#@1rwBTL1i>|>u4rPejuX=Y@#mm;@UREUHuFmJGS5wjI9UJy>H z9~9W`H@gV<+$=20jLuU#v;x{ml3%x$2)BNmWIi|z;I@RwV`S90HZKk%qzLTDC$Ay#s*myc=xDvqMmC#&pMqIY8i_>1g!3yI*!YC+LX z&kI1F`g?t_cokQ2?8#cYSA3h17SMv4jxr3(cQrWits%%;i8MTWKpjWpx z$(*rG@-sC_3wzSn5e9fBjd1DWXAhDb3-JfXKLl=3P2ekWR3?4XwT^>wZ{DUZ8K0eH zhrmvYTvHrDej0&9$5tm!7Hu~=mOn}$Q)D*%#b4Uj#@A*UAC7_bYGF^qcpZ)LF9o%* z-G)%_I6@NKpQ>W7L~WG7MN6T3GFED@gmIX*dGg&vqU}ts(tw&%h%<={$Y78Q@k1QV zlmlKo4lgVq+SM>ujf=p#dm}s^b(nQ44Vze9e`KaBs^Rt+VS<3Bw0_u z>fGvkygdzzU9ot3H=X`}X4ik*U{iSj(nY2-)Ash4$;Wn;u=JA|qGbC<{Ga49Zp8or zhRZ=|T$D%E>^pUH4@w(LLc5Cjl7n;+?j0k!UU&Da@xsOlFYt$COV*3uVGzoJN5%P| zw;(w6k*}P{vuwyk+0>hQ6J0~o68iS-bpdVL1{MXx_Q<5;^`Lu?2mNozsp_xu=)7%b zGH__6T-6p_a*5E6cp0P(;F4GMPz3+YH0^yYO?xVmW~PRu`FBW$EK%H~xU2txpmuIS zaAG>z5}OoJSzIB?5DkjHK+b1o3>v-}dXRC)hjSd4e;6QtNb*T3I^ojU4iHj+W6 z=`z*k-4APB?WeiuX>pss<2;GQ`FI>?eY0Kqvqj5;{Da0uY z@BJCgG03S*P*f)xlyiwU-r;|Pfo2$3e_+DraF4%$iZgA3i-$9o^;4mp-gCic7Za7v z)N-0s#;bn=ky`o2-zhD>nsrmPUNl4AU^)*MG8&XRHGM;sc1X`N^rLjXG%h6H^h-b3 zQXEyW{7<-vEE)AzC^RxP+DB9s^vp&`|x z5l`Vvg%`SVdJKHk<@>xLCnRr~rP#2*UsU=31@7CCfZWdu6e9aVx43A^6L)Ho_jsbd z<>~c?VDlTFe$PZLKbz-!k30lGQ=IIPtc$5x-}l;n)w4tt=816=qBzOl;{N&nv0pG4 zz+1Y$uD(??3Y*KrdU`X6q}05|U~wv+j{TU4784p%S(#EfzEx|w6%2X){aXFsdK1A{ z%;TCp%JU&)sNKSf^9i^Y28gpC8cs@V)+@lp`5c#V-VEiIVXaDi*I(f_m(pKbI}9rf zT{4A@CmFz+CTIg!6$4WAa_@1!e%4s+U={^k@$`KVa(cUILn2f>qr;`%b?rxx#Ry1c z71qr4#HdPV=c&xh)%=Ti`N!4@yPSv1Bfo~3;jsO*L3`8IS1L0|beza~m&Qc-F_KKJ zY?v7aM9tIgja9?yaJlO%3HN5zg#TUB)u1c_I@ROzvFvIxtFr!CQm0K7eSnuy7UQ=| z5H1X}Z-=BKkQVwh3dvYPNE*4fGkJVWPO)0ZZi)sQ@x4_S-U+ehWndUM36m$d+w1nb zTE}bywWEjA{OOK_vWJiG*<%uE;5`9;EV!V55i9>aLgvdN-;9SspJ-}Fwtnv>r})~n zjVIsQBfrk6EKoHITRF*T#JQQ8`WmOX0gu_4A{lNoo5AJ!XKLJNYA00%j--L-b;IC52AKNoo9Pv>0 zM~9sx<{#eIM>@J9aIJfRW}f=XF1V!U^pPf$o)nkI+G}UIB~AU^Vv{6fM2#z-{&AR` zy?zRMIL`SO8kpf0z+K7q;+q z4BEX1njfOx-sJ-yQ+EALA^W#v{=xPqdE_4p2?mQl)Zl-#nD~X4qb|dzI2ys9*LG8o z2kjv*JUgp0io}ZC;Ug5l%zZa2j%XNRIqrpDt8PqB@w~Ri@=BoK0|P>_MvqZ)7PVkz zw0O1{ay!!055HI~$HFxHb*}vTIm%Z2ji5jhPy605O@8uiC;FS6BkOB&LrYFb^?0Tf zhDd5~mAhb6(YajuzE4Ckl{gc~QQ=Be2N-MFAxe+ytQ9|8BQ z-jJ-a>czOIuS4PTr|6>nf#M)kmt`(jEB8%smclKIu5@g4m`@Iiojch*FmKq&box|y zFZxR(rXn!h1;il1K)nXypQ9MPTwD>qSGeJ3+)WP6(wbc%I1~YekeI42TziyA2_W#%al5(4 z3yX9=TJ^@Zy@dYOmU&m z&S`>}Ey|+UvaVtb|DpyWarui4+N3jTJ1u%gbEL-~1iHNj04@>L02W=-Y{@;A26C{E1SY5k{#-_{ID($4zH z6cxRv8Ir1pR>$;AJ(8Is+SP;B5v3x%f z3iK4+k+g_B1qN&VYF?!sQiB})_IVhWQNhvR5@(V`Y9p~z)sX!8wQT|(WD$*!{}Vpk zZ>U5T1YM;TNy(QC5<&?yfUIpvwf@H_*x}5c#O6@gVJuFxj@A%GgwivwxnlM2gqy=5 z3b|wShKI~ba-{=feU1OOj-u}z^cHd6t5D`CJ_)FEw@Mv>6tHK#a2-C2#6!VUWqLU^ zzNbJrk0^nUpdhc88@||kSCVpxz6zO$#3TTzydC!Pj~*92>{ zS-3Ta*ZZe<-}#oc@i%-7bK6;4CicAn zk7VM!7iH~&q1|;d5lS(wg&RX)n9af~D!P+|AkI_{=Tbp=)pBaSqqgyP!cS!zK9eSi zgPut^R#*4-x1P3%5q?~L!#f8XGTB#Zjxf+xa8KymGt1pB>lK=(C;j39wWg|d)i)te z;sZ-w^ddJJx=r6M-QqlcU}(cly`PTjP|mq{l!eM%3C2r|lWShIu(3Q2+}t11z#wR) zoF85u(Tq^t!mu?^=g`$tC_k*P8J{8E;0j-+BB)9?BDwx)wL|d0Ag_R!Z519|wmM!K z+av%DN#z{kXDMA@F7+n5HN^LBu8;ZXp8KG-HM#4Rh`K~OZl4uh`5l_Zl#-#rRiWKrX z3c*~aBFU5f5%EIyD{M$;VuVUPX{em-0p031_|x@4$r;Hji)~Mr??U5DJSS*YiR`$+ z^c51?-SWJxIv`YJGE!Z`)M)!EV1)oS)FGQ|narnVhdU!dl}#>J0TDm87cIA?%)~@ zwN^S#8eDC1FzoDNP42Xj(qj;)XwLbf%6j>EuTX4WLN@U#B(q}zq(_o-j?fsCoPYOS z1@a*cxgfuBCbLvvMYNy9rO7o)vGkal9ZbR63WCqJ93Q+ddw*!_FstaB}*JZdE>(jwv$?$G?eRVEtmu;eWT1OVa`7N|HNJYHCnMv(RN!}U2 zTi?)n2^3ltXd%d3L&E>W(i-hW<7qJRyUI{IO4p85uBAi#3Fo{bKLP)fSm;A`H z!Mc(T@)rybt7+Fd=Z*eNQHz=gV@)NQ9HPc`)UhI!SP#b&U3Yw5==bWm@)6i_EJ2GW zZ3pa8>Z4KI7(ecsqg&oP+!ix2bsG%kqX>Fxu+`J;pbYe&7x3&GoUtZRuljsDv(!hF zeZs|5{?_|Rey}ColU3l;>5{UVd3NxNJRP>~iikAnKz4zE!+ceE1E3un)$h zXhXWrBXRWedZD%R$#OgdF2p)ETi3CkClKF^iv_~u2tFr}YjwTt_(#xP7FcBv$j{lD zshUqvcE5h*#~sNd$cU49BsbV-&?Of)!l4B7Dy4k+aLnw@8C9N-LCWJSqlA1uIebr4 zt-}xDTOYO-NHxrXOXzvr!)ggl9PS^;P^q8)E&!?e604ic)Is^XlmsaD<*Y3DQ@KeD zbqy36|LUn>aCJ>P+=`L^?2-D1FUo_*f+-_{5}U&Deun$t^~!C{Z32MS>UpN=Dzr$- zcS()FoQ8paxZDKYr{qC$Rtv#7^1g^iBQ)rXZ<=fF0UQ3jJPtSsW zL^S>WLOO)q(obG+MU<(t@|wk9)X*cK&fVbM3InNe6~%E`_L4>z`LpghzmaqYq>9`b z%KGC3canfp{oOdxcdY#@N=? zqt~VT9m>rcG=im*n&fB4Hnm_eebpn=5dV3OCOG{YIZKv~&h?!{$U_{D#iYIG-xTpG zKZ~$Xpiqg*=x`%C{Vdy@z#A9PQ>`45O|uoynxb9BcfU3w?i(zpoDNH0V_R|$pUvl9 zqEwPKH&$10PL_9Ix@-AyJ~^8HgmaVRef#U~$QgBG8MXB!Kvb%5;Noo$CiMA$o#^>| za^w*6XjaYsU)K1CNb-*~UM{nlE4`@d8MiU{ER^LE$Qm#t;=mLJqy%?-N> z%(+sbhXR~GL*tXOVJ`^w=H1&&(?uK>gay-CysP9JGBCbT1soBIpn zR?jcXkY5us$=sdlOk3?Gv7z5&{kkoXGY45VyEiV1ED0mS#)zDtm2)+!Wj$0VR;08H zq$}if``!-c#3yG)DHNS>Xsx3?8w*oE*g8k55rn_6WwH8+*9_Q@ep;4SxISW9_=qdY z#dC|LMak2~tnpM*quKkT<@}$e+`E%wGi9AvGsNg!buprz({W$PPrzV8k|veP7y}>L zP=^syFcIwVJtVF%yb=A+1s0Zl5Xe%+-66@;9>K}pr3*rDD~3hR$Jn58Jfp>1CL;ae z9ilB#cP`d~HF|NMsRaU*Tp6f10?msgf1ZO`i|@0CWHCh_rryj3VlLv@R~m7xS%Vnl7s|p5}PHp7>rcI z$>`wlBjiCT1byyH+8(<$d1mqcivb6Lp0F#h-{r7>kktFKRKJjdZdIf|-YKC>MAp5R zaX_y2g^dpgz!fmED^$(K^ObVBk1TkCUdJpjLP~K2G{5AI8}`!7_fMkhCPtA-RLly} zn)enh7{x@=iwS*eRU*G{Df8SmhZ|I~qJcMUkN8~D%(D#6rA8X1q^M25D8)x#@v9A| zzaCvHGH}(lQ0l}+{-JjoBfM}?W#90{^q=DGH^EgWGf_W_GBVw3V3lsnT#Je_th^1y zB&%13EWkDqulsF%Z5nalH;PfVTLcLPH+y-&`sCG0;b3OBgAgZH@4r2|mw0PCEV`=G z3<;SDSTNN8$=d$smV7JKeQO4Yt)!0g(z182na&nSgjiIE1s*V$^259&E>j?GG8<(E ze!2U`_eeogBPRU$Wl#OPiQ*OHar_5EGZ$Fb59afVG7g+(H%_|m0q43p#26-?j+>Kf zzE9|lpSIswF!2FxxAp4;%uJ2?^H!!!G7_-O(!7Aa$5$4rIfsA!*x!YNJ(m zY1-=5*)J%)*RrwFB7EzoZ66N~;ddTXcY9+oLzx7L#cpsy-OJ;>rx@cNwCdjS%nIx3 zkW79WXY6l{>dRM5ms6qNHf{2uL<((NQNMMJQB2$yQ@4V;3yxUR>U5!Wj5e}m2Qga+ zl2UnunE~+aqp6-CAVsSSNOvIr#AuPo5SrSRzz*aubDTL8RfBpJwG!j3EyhLhpsClZ ztU>kh^o%Z&jBzx0Xo;Y`Lj?uH0hxL_XtTHEmu8;rjsR{ri~c;@3;oBBic7 z5kA8vT(@UdlcY8oDe8D6C78Iv#Ybsd`Tj*Ilo1hJgE@<*G?w{6stIQMdE2F#US2K6 z-*mAxuoHTMm?q&`tw81;+UR`jN4}@ub6~qH6%~SW!?T;cF?7GGt-zzAF5?sQ8S;vx zknk;UpJd}~nW*mkta&y#3<{`$8t4;> zh{K5bx{|Z&N5Hj>Rgy{b>J7gZaZyvmZ#qI*2`NPCi$$uxvWc zR2>%H3`*}|EMzJd$BEO9o931xrl9O?>>R)OG_*Rp^1GWsusexCw&&t-zA-uZV5<6Zc#F(DfK|sfTh?_WE2)W~+q*=}E$bcDOtM{$grmR6A zSTr`?q9shrqG}nPNllamDEZ!2`W8Y)*_uSl2SN_``5@_uX z(I<*OGY?Tl;YRy0rlI@owvJ#XS+%R1RRZ&P@0UHWRiQ+Rz;Aj}ulq%WG@(FJ9UkYP zVp1KWThm=RCKpE|BWE7CT5GMOJwK)y(1kUgQM~+aa~xHM+58;A?OV;yClgwbCY`n< zKL=|lE-7SJH2EuVR{xu>B{#|V&i1E9B0Wvz)9??9)F)$PsgaPO@BX8T_Hs5r%2T8VWl81$V(!9@By^Ge~6?(D#8I1|Oqo$tgkFJ3ft`_R8?W0$iKc-Z#Jfq55A&@PN&87pkZ*B0@`Hn zK#SSF;|(WX#nc2Nnw?+pl?ie;>k-&~N=@Bng}NizAGpawLjS5e#YoKkjTaY#lYpha zF1#{Bp-sD6WO69_>_HQ07D|kwPk^Ym{NDqgPO3NBpKC7Bmlv~#4^N$Zg=b)l-}NYe&o>-fy}@wrn{0)W=Y|tvL~(!o~&`vu6wloeYh-^-IcsnGJ+$7prfK+ z6;p2HTVo8T2xos3;o}$wrLo94pc5=i$YIADeT4hpHPtciNyrLP4hYd;{g8O_r=2PX z_er1J&lEPOWT^X!a)F4X#Qp@ejW}FI>uklD)Akt=qRQ&7k?~W%ulZk?QvTWCC#+IB zCu$(25o96mDL2^AIjTJfK_A$fvj?&%8E~8H$x?Na3f-Sq zfO7)jx?Mbl&ieY9sl5IB{!O!>`)UsCawtJA3R1w& zU%u@SOhxl;(8Q52%isV3WQ3BuXCtD~iwf)f-^eP(358*ObHml0PeLf%$S?bU?!Niw zh58M%dQ&r`dcq<%w0H@4$D4W-GedI-lFpAnGi~QOh+KCXSczf7Jrlcq&8j>a^ z+cM1ts|e&hG3NRa5QNSl7WyEzIYtFQ*ZkTQr9G6A<%+r~DLWLqEx24EqB>!zK=kq9 zYRiRUJ{H9tvb5(Dlld>1{SQ_B4?*`2AqL>@PL|+8st~O|IUbi|=?YIZE6EU`^G*Bd zeI4|Z^zUtTv;f!EY*Iv;Jd|GCZ`zsT^&~hsDB=HZ-i$sMEt2Kj=;6lTinG8vC{`2b z6EEiEXdkGZnvrH?ufLkczWin!LjmtFJ&A~YT$ic=onUE;`lXUCWc(U$Hb+)H`s#Me z0QkF-GdFUY2&2yc8K=LMw?VYklskKyZnxK`um!`8234{V_}#SAzS>T!C}`%JdJ(-(m=L5MeGctR>t!)tAdKiVX}%u&9Z z_nFh87~jt<;QAA?4DJ zUL##6Y)P~8*w|@_bUngyCT2@G74A8p&2QOQpA)C}g%}I@Wv4<=M@ip;mc3pU!JVGg z>fdPPaX8LzgOa#5o^a$?hnD9)+Qxn=QXzi9x7?p~B zoL~iDuEKve)vY!aZ-V-Sflq(NVC@^Pqm_Gd(mRGj1}(N(^MOJ|;C2_$E}~@k!b`OV zW8mWhyKO*1Ex>zYab(T1E@qbb@60Wu3jjv2Drtgnz06w97d-zwcA{D!^~yp(Yj+O) z$|;i-@A`L^E)!qYJCaVE>;=ikQY*7}@pPI)8`UW$M)@x~`2U;p_D}5=|85EVpJzY^ z0s;Vb_k#TA2Ta@j7{_?CVfD=6BU3GlTKiq3LCn1d8`p@-&sgelRT+-d ztT$t=*FSE&6(8H1P1#Zm87O*uXiZHfFYL?3723#@-F_PL6xWU{y$R7biOama+?Jp& z@}ll6k9)wgY1b5CZe&6b{kk`lln2=cH*qc-jtK&GWcc%#Sc&_yN0|j%TX9#4pHM5x z?qWouzeKYnkEf?CKHQ*wEsjh0+F$$D; z<^Pbm*Uivvo0Zr&5-!)mRKt4p$5hb+?JA*^O?wQN9O#K7FneT&0I1oz%&G~iLQ=Ev zYB8~?OrROL^g@<3rN6hn=8JAMQGK9N?eSFJ9nA3#?Ku_+F6&#SWMm9ScIc0d>~2zA zMHS!N@q29_uqYWDjb%>Ju75RlhCMrN?tsqcdrOLl*V3FnlMuGT(+a@~u@IoDrFd;e z5NrXG=q-808B+Mh9O6TmpbfCagwzzs8NuikCqK%%ufJPXSkJ9H)3+3Z+%q|34?Wvij?W;WJ|hW_kc&U_@;FmG6*O8eogIJ#htF=I5L21 z$iWLb4;DGqj4gY|EbX-9aZupsop+coSA^CZbrHH#CSWREDX`h}*Buog5h+>*z#JqJ zhp<*UMDXuvFaOFmo1ceh{#s+)|7qo9=sQLg%gBY^RRM)HqGkk%X>S1BL?C(PQz5R7 zCZ;lj4{tu6`zzNnu~!W0*xS<^lEG5xWs_)^P_a6u4V8|acG-!T^qU)9EclhJA8e>V zqKq?0%cNn5-z@)@#>~fAE;AN$(K=X!iGTD0zNgQE9#Ovv-?wt9sLb{6VZ0wsOhq$uQuWZ$28I9DtkmfI-=EY;G@bj1h zM*R8>sQ(V}1zsH|kY@?wkH#>&~gfnPW|uWT=A=oVwi&ImWh>+Z~2J z%qEDVyW#HGAyu`Sw(>yZa1IznKkOtKgR>%L%-=4PoI(%{0ZaaZR79gsO_Hbgd+B!2B3lxg0%4qqkQn3i7$lEPly%RTcr{n}Ylg z+z;KbV0Q0!nD*6pu1!c^$!0n?uH*=M@%-LS0*wC3YGtkS9k2fEcrZa)qy~)#2L)*c zFtmfrGW+YJ^u9_6+{9!|jh3?AL>T^=a#q8VdB|pv+7m-;Ye{JF7PUI1ayE~tG*_zS z?Ydqtoc7UsA^4xdhnh2#jaA){CptDBp0s|4SQOt|OfdbTl4qF2pHUzr_6O%t;pgNs;$ut2Vinuu8rK^t2@v=8;Fz9&zaQ|EzRSQaCIej>VrDDgb^Z=e5^FI z5G@dgX0hx|aZAt*?8FUlI?NEUZxBK_L-fX?W1x}1Bk-U@<}=_rAD|--K8$n(4QLmNQ?NnWrcU+V5eel(&kCCyJ~Ct_t_ z7F#VG`uQkEwS~DDPuE~GA(*8z95lT-Y^qyC`T2bMB%RwU@@nmkN0iH#RosWZ< z<5hl0tMq4KQk%n8D;s)wh9J?**+t`NZ~cwKr7ka=apSe6Vuyw>3A4Xk_6;3<4XqEX8eg^3-qWJD=iPzC906jlB3?W~#-&K8R>21h z_vr<)`H+b@+Lr2;)Cfq=Z`ANJGjAJUwMoqL(aQ&=6u>`W7HFy$!a>+qFAoUD*~)c+`_Iz2nx|aHpnW z=$Ue)>CWbA!ob*~)G)f5+qjA5mFtfc^Aoh~ozSet7XuMwmxd4)S^3$K<|Y?46XDXn ztF(@%Iwea|y;VD#p~7Xz79aVUPkP20<5={{39YzCg_xw6r{CE(e|c_w`}4=HY=Uay zrxhNeF?@5|06bEO2D#QmCVIwv50jsxlEKJ7eQ!>!Dbr`OE8O4|J@NR-gsvbepsf3R zjqB4n{YAe{Lw$lN-Y$3;Jeih!u%>g7AfWeWMduwb`*?Y}ZBLy1VNI1Uh3m`Kg3Pbi zYD?I9xH{z^XK2}b>w8cZBo;MPqPEKUja&%JB=PojZX*J=7f37Kh!VuKnT70$Br7?`EP zLm{x09bpoBZy&`T+eMz+r=Os?xVf@xc@YjgIFZhdUz!I}zA`%VBUpuS zfMzL53_&QdVDb}oGj-8E>@F0%Nqiu!J?Q*EZQ$SuvDP+^@!mJ)dGr`@?PzI-}U`Fov47mpx1?|WR5wB!Gh%n*p1pY=96XKf7gQK)JZ2qk8`Q{y zql{RUW(BL}J_&uNAv=&h#-sig8SwKAppt6EM&X)&_;l2oj$Gc>*`Gw|Igd*WqXqRT zweUgh_Q~|34=Flq{faR&U|*fUg-?@M`SCLWL37s8lB-Qk{@?L0n*O<;s$~mjFBKmp z6?VQ`zxhcE-j7;5YlfjcaX~9rjIAb|)qr1U#``34vD-VB$=-DpUq(E)YHPefV58kX zSkveDIO?rwudsrr?QZFrrVX=+cKnY_m_r~P4LQeoh5Eu|TNPg-6>s6K>R+Rvqhowm zx3ocozg6xZ)2TfF3m}R=s z>mZJNwYM?Sod+wDD?&yecj7!gzDi_Q#!M!epi<5MSRvS|L;k{}#8x78<2|}McwRU` z;Gcb7An*OKcSN(lPWj_m8d68MN; z=lp0V&Hbrk<$Y71vlXmB7Z>t76>Y%j9=m*W9wE& zU=IqWnLZd|vT35SyK>o0akqf3xPGDDc`sdAg^I@j>C{r?a@EJZVJmb?3`VS%-EF;l zYdQS&*_a!j;pff{;;NSHX5Hm&b9N-lk?zcgGw+N#6dyF9r~D+iTF)dgg{h>SBk*0) zGx~^kNIQj>7Oin#gfB*u9tX;`Bcv{0!fS55ckqgarF>)ac&rn2%Gv|bt<635kau@? zhcqW75)qV4rC{M_gjHNGKp|pVjrXW_H`SUof zJ9~4@xM^C~$PX`$XzQLe;yKxq8nZIeO<-LF4ey+4EM@r!!3dd|orZLJK&*8^0%JaY z?`vSD%0$*92WXY2z>?%_?ne}+vg;F0RZ{qfI_Qd_Dw9$x8~Y_bu~Ns4kQv zic=imw|JzCdhNzosxMrcRIpVmD&f|JA|Ee_9mQG5gh@w-lvqzMf*4}Ti$2*b2d98x zoS*3}3xvT*YTh@ET5HD>h7F0>^zz0V-!#^rY6J+v(bWgyZIcH(fEYnGd~+~u(2?nf z{!av#N1htOPd)tO@mh-REI~<$idGlFK12lanw|~>K-v+kuU<8o8fCZpk*RzIIOA}E z_o~r7z5=wg*GDog%Q(`8fiP!@5^k>UsJkJLqY%emax_(Q^KjDK@WT}}GVVRPr9wP5-Aw|*VWuK>m&8Ti(ohCzt z&MKIgHBk)unWqsUU!o(&l|v1Hqsag#=%`=W6k$^1k{bMz3lYU&t1(ia_7W`*jOa<# z=Aj?l0H+9hwX&qZ(mzf=onJfn^~UGAolrk7E9>PM4bGJXmqwQW(b^Pvk7;BTqiY#{ zPU>n6)7anp-aQfL|EW-??1V)4X_kSaPl;sgdxV3#vPNB_9D66EPxZJ#+s{zS0< znHSA$$wamOy)K`ZfJS^R((l}73IjZ4P$Y^#$rj5btrPKzWJaEcz5yCy6ujTCUR|#iF-Z+o!b- z@B>T_1{s&hmNGqm2}BF^5xr8MbhscgCdwuvx}wlF$V&(E5+XJ9NfzP49U}f@cjf7C zQ-$ReIAJeGO*DzL)t~gfdr8!b(*D4Nf-4@bS< z-wer`^q`tbci(bwSk5BV?gg-1O?XJH7;&e?+j@Xm)i( zq!AkLXov)RYzHQuqPTVA^^-sAEx0S5myhZI7Nq#R22tXz7s9BXE_s@+A^!Bm=?ZBG zQ^)ypDTm+B;JXEDLw`}&bnQTRPr2)RqOt_&%q2QD!{J}03Ok`KzPtXbqgdT=@MeA{ z$MaRk`*b>G*;mzxd}|mbxbiw>pPLVjIZ~Z8fGrq&8v#TFgN^IJHi}%9HD)_~mv|PJ zPSr;ube~wvGUj-Xm!rEy*kOl&o3VKE_-CCMP68L8j}INTN7m5JC{$_agR&9|{s)R{%2AXBKlymMZR zⅆrcd7c-YWZ5kQTjof7fKn|+#u6^bWw{3iJC^O5AzIE z1ZViOL2ZbYjyBY<9FbB=*1IJSPCF*a53c*&GPa z)@Pr1NuijOCLgq;*}r;SmPm_886JoTrxdiKZ)X7a^4ClaY8O6d2T4u+oJL;{#LX^k z(FeP64+B*{&6k8FFRN+uuAJ&5QD)C&wV_w8Xv9XFdtbcv8@ZPkz}A1Rm{aRa0nNaf}Le+G`T%G zCZTTxQ6}ZCMwVC8WDp|a=+(d}1mz3HhlNr}>l(O7CFxRZIdG*n9-vp!j82?kKfx>i9vif^@A3@pi-;%@g}--cQiWs6rpD%^e!gn>o$BaeVYhkeN@G zb+QhDalB46Rs=F7mqS=Rq62rqXhvd-~Y;!p7DeNzXbmN&6@Xi`0wcy0UegP`t28 zz7HE*);7udWuIs~`h`o7jxSy)xlS+3X+JILa9LAdhj702JcF5wZm@^5W5$EGrknxC z3777oZ+IVBGUAh=x(CK5ZFmuh4z1X@ib2-+_<`@^dk5BM(vJ_e#=}0s`w9{;$Q!B$ zHkw3jW{_SMy_8%Ykp=p4WK0I&)giVCMd&IIxTx^KK-yb~ZA+Tc*%;-Nk^FEOE@h6cGXIpRI#B zxJ3BU$^RLev!R79!Bl=fX(19{ zsbYObF6aax!jBdE%%3v{xA~3)z8_qn$l}#+mmd)OaC~`$64mhg;Bi{+dKLQVBpj-I zr_Lm!`Ha>eQ4;Y$E4t9`jKWxhVFoj?k9Ah*(o#3B5{dUfXxT^OHyBC*tu3xe2h3Z! zbq3F|pm;~+$FK`U1I4}AyoG1~Nr(GB;SImF2iWb@$7YmeVje7Q?O3;!ShSTk6FZRD zR`tHltdBG@JQU?lMWJBmD3y?w!|f&1TX*)PWUelMCz9d2>#vxUY;bJ{f{g7@w40mgPbLD+4kr1 z1C{XDd%9r%jS?WqWAldhHF}Jk7>n>WcTTkN+{?hWOq-eq+NHlRrR?PE=CfUh+`D+( zaz%SsxnJl=0rS*CL0S(H6$%0XEY^chB?1?t$mm0wC9%on#3>BUT5xVLx)oHtLD!un zv>X>YUTKQoJFbw;8qw;-?-w~$^dPFmC?i6fe2;q?dS8^_68jigSA8TwbQ@}0k)+0% z0O2)fPO?0f41^+xj4OrasPJKK5}=?(ym>?s-x6<7md8tiL!7~u05YR(9(I1#3xi3F_axI$| zt~rM$`-5)HGzqe&T3HMoB0zS|&{*_F)oHgZ@%W|U8 zapeyW`b{tMLnCOe*Vw-z#QdP<7FUJq<+?vWe56f zU+*ixQ5?lJwnN5sGgV-fQWSv&p(v7<{khggQ2@xRuSWLJ+nMQ5V!>mlDM zX4khh8M%O(j|Dme>m&?R^!MbIO-p;#0($#_{IZG>RJRhtHP1wyM)%GX-2pQKJm0Kb z_CGQhr@tLi%Q)n9udgz;;_P%qh18Fr38yF!0|p$5%I2F0a{lDBH?Fc|XfI+strC;V zDnCQY+^5D7KzCM<${RnwEsz;_DZUXdcbxBGrm@4efc1z}bontWGvJ~_izXTzg6h!C zgh9Pk_q^JviP*f?s>!0`Mc@0;5 zMRJ_R>WL-${RckGCo1IxZ;sO7%?77p(R}KJ9+5h{Q>|{!W+Rtda&;w9wAtd*BSg`A)L)JdxG{O@>@RD`5XW|ms#)Up(^!;0b3A`5EzP_)s+a@)_* z<2dEHQIk>P9Mn5nGi#Mk2A3^gGaByCuj~@RnTnes_aVC_5^-?d$B4e(VajB~a$hay z=rK@a4>`c2d1^;9KUo2CN;-?|V~VEdVc*kS$U%SVsR5${p=W661+E&BDZf}u`?Ob| zgk#vUi%TYE@i4y&teUfFrhcYfZ}d5S`$b4M_8|BGOz?BwC%OlFee2})7oE2kXocc6 zs^o(fAH|2S5Z4^IO^iRk@(SkAjSre}4Q_Y%_|M)35`IkETE_BQ0Ls6++3p%f zc=2eas(V!0i4+x4k&E?&;l0Op3V;ORj*71%J{-uQ@mo@>liIYl_cZc-278>UcjHMd zFNp$Y5<89^QAlNjVx%HU5j&M}IS{}mk%8426r3Xm>gEpzk#~eYFX#(T`g??3uDQl( zi5KfJ!(iHh`~mHQIhiVyKs6Zo=*nBglR;g5wdy}~c$0O~H=Jg>U_g8;IqKsfab2l> z(@OMRk_Dq=J)KevEwP;p5NC-ZT8{4FU0~NxgPdhkEdywQLh3d}EU*Z_7U}LjDIhUjM{S$1JBB5N!2pp&@Szr<*8S$XwOTfDmFc1oo zTiG;JMz~awGIs*wV7ZgtavPDXmD4AeF2UCiwU}TT(L@gz6`XOn0-aak7b@+%opl7R z(z{hRS%_|6e*;GtJCg?%?i{4VOLi*4FFBEtJ2}i8l+IgFRwKVQ1IqhgwUxUx^e<4U zItY*}W_0#2`uT8Fy^JyPGM#8y33PxT1=phLh%t$KnNjPBe!Wg-y13n|X#G?s{S>nzPl{mjuQ?w)5iFJ`YG(w$7EkQ=ZUT@N?xL7M+*2PevZ4Dli{8K zwaQwCr!A8Bb&1J_P~E_Wb<|q?PLN2tKySQ9=7|9T#+Q za(t)`$P4P-1(1Jt0q&8SvdG6oxyz*oRZ#7cr)^QY+KUwYbh_#M5ID=JjnmcBAc>ai`jpIV%fmCbvul$k>jV z5q4b~Tz;n{i&tDK)leFFw@H5DdF4+2yC0k3RkbG!FXM34_W@iDs4$E-3R7oSf@*NG zl0NSrDrP#0NU#zu!QU?h9Pck*!6V9GU)PfP*-iPxrhV{d!f>z2kfn1`Z$mT(?CQM6 zpO?aiVn*MbCd~FWf5p9@O>P7Qyu(wp-;+W2cYxZN_OiPW>YslC$JRQH+0!!2gqV3< z<$n0}_;3Gqq7KE59aBaKgZ-W}e3d{1rbO7S*q;q2>(Cw!Jgo)d3TOlsl-ICi8A6K< z6Wjb&=bt@RiW}9JY~BSpf^$CBI3K^Cn&;EEOlG!7!-)ai@I!ey)W<^gtLqjhn^2ViF@PDSWk)uOTCu!v03dhPlKPJq`2 z3&8o)&08j13PD_Uxd?_v?$3muODfu~Q7RP?)HWjV7`8b!LHhWDOHLzg1+d3FA&I@` zZz1oZgxWs zKdb|(e*-Sm>pjlRNYJ9EGu$pN);n4hw+?R_b;9%WP*srX=&N5W#8;!!4I#x4jQ_Ih zkmhL7CTDPq&X2FtFMeC|x+93K{JuJ`pI_IHbHpx;3}pC+L6~5E&;3L;PT0jCWx8`M zasr={`M-1?6%|Ro|HUdRIy1j4WHvYmc9`fJ$N_p!BYrk=dH8{~`av*mGn0ieN%R8{ z?V_(FFUxNJ1lS9qn3s3PlEy)~$a%R_1+=-v~KK6QQu*U0(bmdki318%(5@2)tdr~&H)=R@jE z1YK(CqGO849wpNLOv?7hey*Fj0`I|?==UJhZR%A^XwPYlFlf)Zfd-R!>gT7%87^q0 zQm8X^42)cECqdLTeoR-M92}Ug54m&jiQJbVE3P2AJnc@p+v;@4BOi0z?50sdpdK}? zGL=3_1*j{DH7-||fFU9TtcQFMfsOJyl;&9*s7D^Y5%_+<=!VJ*;mr0eGRmX7+T&XG zt#LvzHeNGQn;D)ZbQ$$^29MHU02MOE{c)+CBO)I8)+zW6$L91hL0xdx(?^0OUi|Z# zun*xB5Y_it2=S??26-u~b@xlOPOS>-S;_WmS)ggawv~m3N+QpDq;F7(dCY4l+nDe8 zD}=FcDq)>Q^tWj7opY923FC3rvN=m;z#1}YTsp$-`Uo_XxG(HN$uVBfhKek*;XAsS zVMeD?MOvY5(a+yBjkgAxxuHgta<4dYZFX)eVZ!aZr?MNcy+{4|+R+i$t7)CI<3a|~ zPn!WSE@{h2{80w{OJv+8Ukqh`yb%aY>l5$hot~%+(ML zRDkXYz^PvsEf3+o;5`x<=%_<7g=PgdSe?lHTO#XBe(pXpl}ECFksoMAWTTy_MwzBm zEDexTpL8T9N6T;jT432Mt|ce^%jNt8%hkl@*7l587UFrXl{E7ih2z&2AgUCX83+0w zqFi-H8p+YRMpg|g*@19)Zi?8wrJIQw!1Bh%x{H4&9Ls(}`R%mU?YKYl*DYdv)QEo|`(eL{&w6O#<3X5u*LUc7 zsyZUKz7AAB22}_%5ENqZWnFC2P?hQ8*X}kY7wpxB$CP}yFrGsT@Y_W}O4sPvT~Pv! zgI89A(uIpw2~7*e(IzQe+5l2KAa3JJfrn*&9yZOWo3eY()r7{hnpbSiA|pX_yjT0^ zr79h5EI89pW!pGl{#xV~XMpUi_i%_VR%9W&Z&fWlHMqO^3Ml3QNbzOxU(WJfM1=a%JAanZAdt0_gf z%Cn0#f}Xl8e8o*}!k*aWnsn}R-+@7S2sP6`CB9)5|M>w3@3mPv!#Oz zb&mpEnejo;9>>T#DyFk@N)jBiMV(i67xu2SI2h~SjWSX7)aD4}s(Z5ULAsi)2N|rD zjQPa5D+71!Ui5y4F(Z3*{j<3@Nv_vn2}n~{+TlHg%m-CsG#3Ne_14e} z9jbu9=d0^$L#`$PJnZ$#Y^&*ffSQ!IBTkPERrqw?rhZVeFk4X}Xg$#o$t?&I{bup# z2@d&9aphF@=g-*gnnJWuOlSZ4G2)ch=)R&mMZ;y=jF1jy#&?4tDQu3eAC_@vpfsKn z!YbKf6X={EN767~-T7oT!9zw3Ry3iCKU^H-KTj^-RU zoI+?Jhfqh>hV)^y1REP6Hb*IzEFP^E50kW+!~e8H>@u}{g^n1cRwrA*YMftqfgy*2 z-M_WQf%D_mAOUsH=0Seq4RJ>VTi^cjqy@!mMMvKfmmKjqWps_+Qd9x{EHDtqF4$!a zAV-GeY@+8M5YM!ii(y@T@skF##EABCDR%%R17tXf5{s`A7H0k$EHRgdMI?+Fnfm+l zjKf6oaU%8=8LTT)n$I;+2rEvlI}b@I)4-zX3a>7qZo_I&Sj)T<}GvZY6|SkQF-|H+v+0z z#3v6DE_e}KvwJpbPL*6Ic!rB0EA1AynyN?R3@A|nnF4JS1N1yxkl!~T#`xta2$ZXV zPtD_LJ5Z;RlecooxDH|y7Kj?g(dHx%#$RTZ0+3i4yD4WaJz!o&wy-7V$VUF9(AjCH z<5x4eCad$1fpHI@gR~KdmvQ%9*6+)87_Ncuei!$VRCb!$un$dgpSMg)(1wFZptoL> zz?v}B-Cr(E^CfFnb2+9QB%<|qGt_cDOFL1mfEizq!gz!52Dn>iB%`wmsq9_>8UH1{ zUAuPI;}u4VrgojvC6yVuf%qmRmr`xMge5r`gWpe)C#1$%K;^bKnXdZxU`43#+`>{} zNp3@|y~2@9J(*_y9MGpwkTW09B}HK)*Ij(^gQar|deGajfUqTayqMgh?GdZxR`g?s zXrJ_4lzU5>ITobd>EvOp4V%|rTiO_E6JyKRV4JB3bKn{=HJ#anS3 z>XIt}683r&C}wt3QgS7jB$q&_>4U!o9|I2>-@c;wVVb1-&`e@`?E z*?tbz2+e(QG(17YpO2gUw4Ad?p*C~pSP9!c;*kXXIf6@h+C=J-n9l|y+{q%< z4&F11J94MRk48n|PYnU|;RP9E10@bJ9$^I-z7hb2aW}3HHp#PD0eQE9yIf|3)#}Rs z6a(}?ANPPCa(hZPd6QAhCVKZ7s$Eu{-a)r7ie957O>H#5f`)|gx%U$#D)Zm~)vE|w z_0ra1<)dxs7y|dJSS_K~udAT~YijBM2+qPdh~Q*6J&4~UyrY?xxO6-Bu5ytWKDfG_ zW-8{r2bQX1ez*u^TT_TRfp9{V!UfHfy9?dStR4zOuVSO@`6>9e(JY=gY z?ZuOFh>W7Z`igThfu@xgScD08_I?DzXYXQMEp6TN1aK4S>5fH2rWC;2{NY@#bS|T{ z_Zp7|#U@gH5IxLq~F@%L7&^f1txQ=~e>RHO1v zTc&ji5wv6!{D=m=!yY(Qkd?;6A*ZUL?GGJmb-{GFgM8*aKa zC0sC$Y3Fon^jHup<8iG-rz7@S=2@`)5EseIo&$Wa-UtgP^c}h?k}6EA}p~O z9f5LgXYd8Oqf%|jzA@BRbgYdQCOS8RN-S0Syq*z1sTF~SF)OMH4`~RhDiPOp+H@75 zmxPVaf}{=3GwXzewG=|R04J1IpB9>>FEJ7xq6Sl`31xz41vO5E6lJgIv=@iX+!G=)4SH_>x z7)a5K?q!V|uK{3fF(7wO#e?9}Bk|Za=KBb3HjP$!Fz3#IJ=8&e8vWd>V%?aXKsp$1 zUsT&+V$PgUkDV85)&>XSc0yAk!D==OYx0B#iQ}5Zqnqsy2_=%gD-d6mervVl+Iba2 zYD2c`@pow)esxBNKNg!@&*D9vzn(aP3Q8(QA6TvJF7}wlAc?iBTsj1l3Z20~z|d9@ zK47hrBPecb@^dF9(C?ls?p?n~g@VvsTM;hQkD_)F2%bt(&sC>b%zMylfNFy(9b9A) z#t@!Dh+1kx!9I$ew!Z65OZnxij3qBdRYyIGJdJ)GKR2^x$DX7Z_9iyQf&y^q&^T{i z-~{mOc$dFo&G{vr(d5kjrP5@aB3<{oZq}DGfYjZ6;$r2Ubp5cl1r5N){ zPqC+ADcT&VeED>Bn%V>X!!U9%M_yes2)W!bd7d;n!$>KE9~dQP6L;qhn%RTAO*<6y zj=>)`ZzIk&TZ%#1k%J4nv4{z z))^2*Z3wqwqcZ^3n^0(4|1Rhp3p_dTTUjo9G$~s)9fpY+h00u&r|-=9w?ft$SJah8 zs`9wERpTt*Z%l92FtWmnXao~Q*H|qcYTdp==JMd6!cW6EpbU!w)H!Hrhbce4_5?(S zck7GVNFrx|kT{@VlT{hgwd+jtrW_7$CVW~bbvCoY?QS%55h0wt!Vg0~{1R#2w!K1H zE?n7)T;f1^EsDG#Q3~n&T>hpaemmgHm;;^l5GsqT+$s560ht0(%fKtDcF{AQLe}B0 zLNqbPDN(3ull64t$QjHO=I_(7W@HXH%!ty8eHlIMBSGbtdO+3j0Zrzzqab_w0A+qH_)izdI_yLt!bLR%rEzwoUD8Ow!y~Mt^jxM}6fx7JFu# z9f1S!8x)XDR(v8^fTKxm5165_(!E`b{@pl`tDKeahTuvCLVD=&(A5<*f;@aOQg!7= zxWA1#xG);irz_Fve1cdX1xn18`S{1NPWJ8IW{@qv+GigF%^u;g+zqN%@3W{}fUe^{ z%Wurf@|IHHE2L9lY44CyF&H!zs3ie+eGEhJ^c;YX&R32{qn_*Ive)?x61-vYi*-hs z7J~9H5gf`-2L!>Y1+lrv=UlE;PP;Gv*`@jvg-ep`1 zquLiQq7DVgT6`x{_h7Z0A-QYT=bgW$+iHz9O?ReaqJ3L)W9gWpG;G zWyDB+``mp(XkrN8Lo4(JXhmhXEm$g5@xkZQgdITDaj8Xe0!2R5E{$IlyN;y-DnQa> zV{mNN3Hjmnws~&1{k}pg5XQ+)?Ag7xtbp=x`OE5I!Jp8nzu#H)1 zdVT}<-`wO`sr2NFtF=+DAM#J2FVE2J{;{?`4G$;}fP63$DTnAkcB>V1Vf>>^hr)u% zOM8)$+kFWK?8-qGOS5SX zzp8Y{a74LvD%uwDZ^zO#%}O4*E}>wKlRJmjcAM?~7fZ?xh)~d4M)j#|z4p~}orJ$m z@R%A+Tz&9mlh=Kx()$#|7B{C+p4{8M=v|qvttfb;e5aaHo@^l3rTwbr$@o!RR5Nxt zy9S8i%mnpgkMl6_u4GftI_>Iq6->+!$15)tG`IXDv^%K-73SkwE?b@{Yl>2? zT3ecM_rcY;q0EY|_Ka$VKF6*Ma<3(7O_@WG6)Ia93F)}F|9~SWm0dON8BLO_lYW7!v;SIkGWSVz&{!ecPeL1JiQXO+O; zN+lW7u@`_?S%UWgFrmsx*3*6(GYHnm*1Rm#<3q}oB=qie(7~3xZBg98JzX(9N6vJO z%H?4Mqe$=v{X|95w)<6kcGzjYEOZvCX@{q7W}C|$Ku+_!Y`wl7uZ?a7Vp*A{8a6;$ zDDQ8Wx=|6HQQvFb1juoC)rDLeugnnpkOR}%v0Uhc_bJaJOg{rIqe>_$$G;R#)f@M| z9;0d@%vdH2TY5}2@zjNxyPwtvG%!~#hr17yk;f(DYvc|R%H_)g#NfcXJc3X7(~?>yEDA>g+Zc%! zpp*)~?s^2D8K=KHw5!Pp82sKoObAG01x}!R$?;a)WvGCVd6U`hpdr!QAghR;kok&G z>>ngaIpy>$-1UIL>hkLs4%-%`5hX>SG!xUPcwV5|&<4tRE+c7tzt^>0WsX?)-16kW z9n(q)`4a!pEwiOJysNEl<^ZwNs&Z8&-UV_CL@(gy~kVAr) z7Tnx-#8V_?uAW_7>nnU$+52a?|GWK6atI0*Ml{}ay$x90ld_t@nFb8ra{DZougxzl zfDJEfZfTGraS&E!z^s&R-)vvj|7Ptye|q*LFH_umB;D|wr`Klj>9==0Yu=sYq`vcC}=*M;`+Csi_EzPSc|W-}}j&rrgH zOb77+QllMi_>4lrG{MlsjZdR~`#~(&bFwV&sSb|m`)?Sn@g5897`%I$^EJ^81bU-o zjh9`2(5i8!0p3U=bl<`b2d=^oc$D_ID7#sNPH7m8Ot|yRlJm65wK!PJ3I!P@%VvYP z9wyswT7~P(s&&o0PAYW$xpA%JTsv`|usGyc1?F6$2}sr1Y$mjL-kCaV|y$*SGRtm$4l@lgLTA;@6MC$^F=r7Y~E%l zv7OsKXDSaX&V`-=(rjqDeNN5hxWM7G<|RQ)5-b>HIT*oap}7?;Fiq}9MeHaFh&!BanF`Hf}ZGL8Ii8;Z#( z-O4=QKeLWOv1trblNeEw+z0c5x`Q5zd4 zsQ1(fLCS9lPc8PBE3R?hL5b!bf2?vAY#T?E2PZ2I)c7o-B#p=31l8lT8UrRIba79y;pZ&8{#>ftyEOzBjgci|1;&!M; zO68YKJ{(9jDw9K)sE99w;P&_{kY_H}#U(@_ihBa=E%=AbHr)^VHt5gVmBHsBlrO%&J5)*@*5krj)zW$K9_PdB2jGX0f$OA-YIAub1(c!cZLcU%y;?t)&bi0 zM~B~sZyLYsr!@-k55g_+cCtcY9wd@MZA+9m|BK`OZap@WRCO%Vn@X}@{D3#9OFAZ> zG?Dr+&M57Gr<=oSkYOLJWWB21Ib7xQj)ERU5NDiDk%@8jC^$rfU?0a7!_T~^Kbd!y z&M1|#>&U-BzhF1kWqs8w!N#kh<&WlU+QKa&jkDQ`^B8)Fz0ia!TjdV|Wo8cezSmzz z@_x*9|G=aZ805!cR}B}2h<~Fdp5~dz`Z1KcQ5;+U3PvB#SB^ zsco`@x5bjCj5=6A?4!yU#Xg9+3lE-Te@PIVd_Dl^N>Bm_BOJf9#C2LTSnUPd%WYID zX1dF#fu3np%5;uzPlT7hK1U>|>Qf>xFG>g!R)%>%4q?)rR&+&sWPw+XVXe%~Jz#n& z#5h1FBk!9*$gFu6W4i0Odl$8GgF@-Cd4QQlKPk0+A?YfS-&=egiGdGyQis?SrR1GlOg)Uob zLch~$rI&tL20EjkE1hl+bq@gLb+9l4NHUwlgz=Kp48vp#wEX{jv^`4%)r!?D&55dK zy7z~R2VL+A2zFf5`GntBa zLY?%lcU}5m^@Mb7o>~V2#(~dG%#~iV8coog5(wlp|LMAe3^^Lw;yLe-Lm4jfhK48W z9jK0IbY2Yu@?Sk~LfeUat@3gTAj1%jfR>cgof;%W<4ZC;U38P0Z$-k$gl>f$CKe&L zbX%0*g6KeGe;1}?g2)$LsR{T@D?lOoKOpA$n%_FCli-KK@rwzO%YQ&6?aOxGO#p$& zI01fh+zp8A_apttIe}(;5sm|gM~ZVtU}3ukPy!|O(BCq8~9MCu?$CX*s{ym< z!LM=KCG%Yc<4l4Z`h>~JZAK%fvn{wRk+(EwuyyVe|3+@N?g3fQY#FKRtR#NgmV_%f zBE&$4Loi4nEM^DH`BxL_I7;36c8PdA7&!J084g^tw$Zf#IY-U>oa~D8;Fo ziv03w%?6tCJ;YV+_r8?>nFUYH&d9Mm5~*xuirR(-`@PM5Lep*kz>gPK$g`XfC@D(W zJ!E(1mCS<&@Flv1>7+un(FF>Hry#iDC{tFEz5Xq7Sj^&q(_MH5?qvG-LPKgxeIuzKfrvR}#lA&!tlOm5==_QD# z_{Lf+r-%_n6r|v5${=J*sH*hv-W2}$7QKJwoU?KAW%YVk$i=|^y?}V1An-;``6FjqdKcwGMGgmliI;o6ALi%Pem%1q3geoPkmn*w@sb9HJ6xgiaJfd`S>P$Q12=N&uT7Cf1IaAzs9tUaZ|& z%d27*U*r%**Jz3=XE-jvRgBdOZf%ZgmE!TYxkF0tvNP%%^ff%H*XS$#z^<|SFnTuq z(>j_WS0)IK?n3blD)xG1$V=CX4-C*^Bt`c`elv~{qSgxpx z>Zj%!LRxK4wEFZ6z(dTof9n50`Be{+Lx=DW6}jNMs#&m59@_IHoQlmRZMsy#973&|ehff$3Ncmg~m?w$HVn;%S`&l|~4 z!1;2Y_&aqKBCSiYNGLFQqERvztO2b^v=1vypB@5A)N7-S*@6DNI(dQ2G{5Sxqa36J zi!D>x0RS)nTG`GHb&>KKuj-dLig#753vlk}4J{0buU2qekWGy8yk%jP9dU$L)ymwO z1H%kmpP6YlVpm^FN|-!j#n*3?>KLieiZpgic6U0qr-9A6P+Dn1cLl+3`gZsHdDrEG zi0r#v`yqAH^ZSoKQj_Iygfsn`unDVUG`=M>SnjS0H1aU%+}bQIx?hQs)4>)poJC(- zck+3H@nJT|wte~@_$&^1T(YO8=G0!EsNstF94dkdYtu@cUE~?Fq+}!PIXL*t8xu!YA%R0x_3+9(z^mTDr+Y>u8vWx)6CIBdA5X+o0!Lr?cSh_LpOO>T-MoPnvTU4wSEd zDxky4_0L3!3JnV5b?a{@^uZ^_Rro9fV<*E{7}}Y|K)(xi|4M3-G z2OoMOFo<0h*KDQ=nKu$mAFZBrj)~DwqPvGSiMm71*>$@4u-O1<)3Z62Sm?Dk>qc|TcZ8C5dPTUF+E;8W!6+jLZM?5{F z;*S#z9;zG@>Kpke_j`_Q)-$s6NAs@B&hh8_J_5w=zFL|_aB6peRC+DbWE-;)Q$jTS zD8Yi}5t&`Vnv8E8^@Ae#G&p#TYv1n}U~ zkM(2Z<%*EaJLCsF6$Zqe12#u159HMAJ|Sjo7Xdyy6xEmWGJX@1!`1}ycESzgK^nM4 zlPhq2qv?Uqpt9JPyi??Jl7%12peP70j^!H>wmPj+qzfZozQK7Qc4>9$>nPY>h%r4uI1pdUT%n$XBq8!MG#jnk?mV z$}$@5czP-DhBT&EtUjt6l4fT}n-~L}DauXrKBwSsIp<_p{_*D_k01Kg)S|(_geJR9 z$=Kh8w)o_$aaq-Nq?mtmkZb0FrrM~z(7t6xc6%vt_(r1IN<{$b% z_gBBh-*~q3XAg&8v*#>#`yN&7vzi|y!fPM5k)`4P5VRDo8&Va_iUmQQL8J!>%K!N8 zyu(d%?mc7@g=L?iB)xY}H~c+8{h_*IqJXTpg-s@qO&(6Vl2HFmI9=Z1e)qaG*4nX< zIF}ItMu~TE3XN3~{cE0+s?`Bs(Zr&gUZ-PMD4mEF0InCc{C6L%pfp;Qh|fk;Mms_q zLzpEJmhFjH42}0LH!X7SEyR*=B~p2;vp4%`hJ9(BqT8hV4SVa$tmcY^>ln|b;;yiO zcEU(}M{{@P_!1*c`3u^C_Q<=fj+>xWS4)#=sAQ3vo1Yem2M?6P zfMN<9*hg+iv&~w+KVL|Ca-uM|S4${ArQjla@oBGe= z)C(zR!QG@aOlo!Zoib+C5_%3mxV-W9bgI?~L3nn@;jF6tGOMfk1jVDOCq4d3-xQp{ zYfu3>M!KZKzO@Vj;7j9EB4Tb1$D1tjCCb|->9hDpIiSr zJwKB=D|TcKIwPm=#Eh!U4Z)%U%W$rD5_JC-h7uBN8o8j&mK;sPkjk5M(r!5ZgjC?f zu4O#!;-MNrmr{0!dBV5l<~3Hm*y$kq2^KCt))+jd`yr_YL*^L&FnE8Pr{55BO*4A> zPL0)3rb}}l+Ssrmt`+u4+@$dd0Y{Iu{^iw$RC`#8&u_Pfy%L29!_WY?90^n-g;Ml64l1i+j8Lkoty+1cd8ALv{nN|*kX zLgI#~=4eXeGX6hG$5iW_6cr<(6FnE|K`OlzH90{1S4&-<#O!{$5s~fh-2I3OOrIc` z)%rICko;7zza9qAN+Go!-+n@*e&P|DAGSo?g*|`=%`oJ*cs6Z2mXLn}C;Fo03{JOY z_l0)#75015^3g_)NKRoXC?bPAkhI~7+W3Jggra1XZTuu;c~#Oy?a03_t)|DSmaTmq z#2#C!Bz<^*kmB2^vU4qf_pn9bwqWSTh0`!E?t~X^+Dt?*E%7)=I#Juo>gvn7OrOIB z(ll5(Qr3;9SR#A}liY>$h=YQzqJB`hPJ!CmQ$N!zI-qG)A}FVTut7J)FNOI*_={o26~_!6{~Nsl}aYlk(#&rz(M#?o0~6Ph$f5} zH8I({{01V=3wapzay547F^T^MDO9tMeRPw6q=(@j1?YiWSxu{xyF%TBulNi$SzGJg z@YWhb3(OH%Qgf7<#%`u5EO~kV44mMfAw||xXyLo=fcLVd#V7|axm`U#iZ*f5GOxmN zlft`7lD-XM7+w5Ncl8z*m9=cnXi>+dA7aozrCRG266DWXa(Aj|PfE8(U&z}fB!V-ImQMC`+CDP7pPlV-_=zof9^nz*;nWeW&LZhAc}0T0a1H##o}(vHy4b$M#hg zV9nz*M3hM%S8(KC*evvGY&jX5uid5)PgR+1JEe{lwfy4OWHdp?_ZzyT^&8kZ%x;?R z5UhT#mvXnp^A7DUU;=p5Q7S5%O7cDPGH)KYXlCX*w6$VGQI?un(HnuIkg!ay!4goH zl=o?U+-Ew4ja=u{e+~B8@wyC17Nx?($mQxI8OFdNT)=1qyNWw>=sMSM(HDI)7xX>k zrU;(;*A##K@#PT0*6zH{DJ#!fysE8Sik-oC=%f*NOXFEuf=Aim*huKBtM0cdpnHYL zRQR~&g9fufy#2I1>1^Ef*-Kb=i7@v=Ug?~=Mu)cKcQip3RYSAEw>u?{)P^`j<)*G! z>%vRWaD%cNA))4wR`OyY0Npks#p;NJ9)WuF8YuAe8Q&b2QSTm01Kz(S{sO$s*ch{a zi`d9=&u1T)ahcm8l~f_O}Nm`2m2GYXS<2{cgs9FU~1)^rY4QiSKDLxl1w4 zkNTqyms}xD&848i8ea3|LP5|Wk4(X;Vf;8Y$#3NMYs075#0ODED~SfuCQLT-VBUtu zRa@Eg*oP|;C}gI_DaIrYp?`vymL1`ja;_0-fe9p2LD;1kjJ zuIY!%@5zl!#m!aIEQXOTut;BKQ+(qvZzEoDuQ{~OJVKU1_j6;X%!J7RDFHU`s`fl1 zUqodnq-bO-Mel8IKsA=6#P@G*W0!` zV-0dFMa1tgewRS#E+=(R+wVVCn4`P=Ym)2HR((OO-wG&CCMH2EUBXPgy564^F~Kg4 zM{qd6H!_(lk2lpW7+&F9HUxbjXCwAJc+aOFBBoY3tR%CGNMDG-;$K z8lPE}8Yc*an#G$@P+cI}aUs8TDjG=gV*fF|_hT<$YZFZI1nH(HF8RoJyTY!3c3dDa zP*(dCYe+)$FI5!BY0Xg50zk%`o z(o1u)>U{1sGNmrSw+`%dZiU(z)$?j0s)h34j#Nlm?JlVaU03md zP-lgrV7^EBeYW>JdI-Jvb3Mn7=mYpAKcm(1)+=pFWuXttA?tW#HbnqLEitGgo@h>J z1_--qsX2N5n;huf8otMSuN*Aiv08zXjkS8eB@*rmi=qMFmVVe*Z}}MwAu3+wcxdSU z@)lb|ZG%SZXWx)Q+{&I>@Fn3uTyB-|4lLQl22J$IsNq|%&0oqenP8fKB2u6TA@3RG z+Vz|^87bO$3lQg8$JObl01=yWN)(C_8`WF?7lD%HoR2Q)d@AsJu^xk`09Y)$qWt#M zzbUd0n+wPR`W0C8^; zw=$sasxo*t`Zifs+FZC>1Rb(4?Ne3l8xcFeeY-T-lT}zXnO7$WcpQ>7wvv_ zcyfxhRr~wAdKu$0Z-s$zSJz57FU}>N5e$SwA+%n z1hFjo$!Mm?Y%suqT+^J==62==*r}2;S@F)^fIgcaR%%qUPADlU%!WzZ#MwjfJ^7+Q zx5(~e7Cq;jddo`?=RGgH;m4Aar%-8PCF5Tocy80m7_nM-=0c{5u3*qxa!+U8i|uI8 z|6E`Qj4doNm&w+P=XuKk07a6Cvjlb~*LVMcBT6*7cA(=Y%0FC-VgDEM21Q)zb-liU zBJwMa^H8BMga0G}tu~K#XLrMoNsm|`cZwmJS9oC9gINGI!5Q_@3UP*KJiG37p7Gx3 z>J?n$S~0@wXtC8<=D#1}4u3f;>XJRD7^@0+Sh8ssLX+->Zg$0T!#6FlhzXa2mBC}J z_$Z{alGZ&AhW+3~1%a+{q{6n2FIySWH{dSEi2?n}aYkiv`J0jnx|C4JoNSCqI zw4FG<`Mui1P&r$nNeV9kUym=~g6KAlbrTMq`IZ|xFTLLbJWk%Eu-L_?MQ{ITA3G!f%(?awj)-d76?!}4>{a7qgBdyg zSDROc<>kLJ^--AOgRx@v72=lIBHSpdeWoQulSb+l5zyWzuRUL8t)urtsI~mp9U>tQ z$3HBF%TH(()TD1jm7ky5meIf*0#z!qb2FglhwTp0h=7W%@iVk*b2CK{7JGp=aB*B3Uex=IH zt8q{fJ++zk3Mn&V7C$^u5H9ni0gramGr({WNTC(72I6xbTAd!bR$m#5_`nedn%{6VH({A{t0x)iIQ2nuEQjj0@O4nD*p@s5>a)No5cA z1%oXe^`;RFLZFD#ZJd#{X@p3b?mAwV6+dCwz+9eia-sp!#zf(PcYq+tU}G-})|?V! zzpw0QNMN{(@9amz-O-abw<(nxeEkiaiVOF0Rz&C_2q&60s#djE#>LT!clcXf#4z;?<8SDzJ$09eU4OUg^vtepYU(?5b!M$X>nM6ej zTv%9+4g-F^CPywc;LtzAwcNS025(qv%x64I7Xt|HmHt@X)$mOZXhWBUIGEgux_R4i^7&rpYLP@4G)$q zzKLKRY?VqT+-`4(X%3U;)h`Rbo*dW*F}iRa9tkwVL^78cQ;p;vds9Ue^_P2+{h@_+ zwnH{Bl2f&eF>$ z$h<^tBh@8sCbf;AeB$d-V9mKgjMfrC4mPQ)nu2=l4DJ-@mJrrA;D+>IM=4dvbmeHk z#917sFirY$$|yaJkJ@E@s23v9v^d}(QtF3i7XgiCZKg69!BzwZ$a5*n>;i;rEneH< zsK|4DNdPMl0q7xaXV2IOIG=y*000b%*$()y^l7l2ezzNW6JZ)Xhf*u~QVw7MM*{)6 zjNsf&BP(jDqe`3&l^yxqkxq7L2e>Gw)Cm}1FLIEPqg3_S@QSi^0ql-z`$ZtHYrak; zBRl_0IBC$O|Mf{fCEOgdN%p+^AEOk-lt_wUv)!shyMlr9TZAxSJ`f= zrNF~_?xIJ<)^dnw6Tcggn-DnmYXv><`|d+p_pFF#XS;z23BtkjrAa{m$IXe^egGH`a7XOdh>E*(06EYS zb3H{O`no9EF5FZn>@CFgWsW9tecfmLnsk!lczBcWaZ>i)R>=z)aWuCgX?>I&o-@RD zFk}q?z=VA@-T2S|Eg19l32y^4Z#u7=e=iHR(=j)D=nx*Ach}sXggAX=v)ihRy&+vf zvA!O^X4yRACJa+HWQ>yiLKbaYm2_nY;o)o}^#>yo`5qP~tD5Ww8Jx`Yn`ReBZ?CR^ z%4FCoEhrIz(huNy3UV?)6K4~G*%(6M$2I=n#Cy-AfHK2666n9NVS%=H8xSUVe4qyR zyyd}6SnifN&>qn>rs(E4BMiQ<@y7|0*_b876!r6d=ZBFbq zIF&EaP6EtgXgWXP=^>%q;5}spwB%zvblgSvZ1u zdvL|pCf17Of1#8Ioh1SDrY^z80h{a%ZY@U2y91!|ubm!7^d($MJIx^RtGWLV3ojRK zkbI0W(M$*t7zj~mNcc2pBymx2o=Ei(;t2Pz`Ev8BhuwG_a35NS~_<5n5<{w{Qym zK#8L{BH{e&MRFMKIqB$Qr!B+I*Du9hH%e;wV_PxqkXG97r@HT|5&OSP7(pe8%~hv& zTkR{2X<0%DYa(_K8LBE9uZl0Tu!gaII;;+G@0w#-+#GOUP2*6}A-CB^e zs)V@u^3n%PYO+lA)7Q_cbJ8X0(a^NKajyJ%tAC9aC9!sPmA!#FEZyc79^XNguwcz! z|Bpv2a&W<HI+>3@H>`Q(F1s^ir)By02X#vN(bW-N#O*?jB0xi)IJqPo90$df z$BB&hY}#%^Js^^qi*R7X#(fPYdln2xBrPY@b{I?r6Ouh@>|?816&Hw#k$t@=X1(oB zX4t^N*W^f0(fmbXoi2IW(BM;d}(nKWt;z*r6j)@E&;PuzF~Zgn1%vs2zhrf zCL^09RUkj zR}IxeLjqT~qi1=aKuA0Kc&MQG^uT1#?K}dVZ9VpWeXvlD>AbN)E(je2FDjX+K@gq= z_SoJGT1a;{j3x)2vVXABwEwq^>?x@~0+uC0t`5i`%@=p!Bx9zFBk|SDV+sAV%n|22 zx>-6XKdbUbX@*`fAygDZapr`beo__0*>=O!)&6uU^X)?0B2r< zJJiXdd&o8KO}aLm1Mt46$ZAm)-5nW$Kn`MLhAe)B>+&LI@5T;*2=N9kvQVukEHQ>5 z`Y?P6#<9(c4PklQK0Baf!Q}t+?~(D7Qt#qme*|UQ3lA9PBK)DS^8=~SihJ|Y!F|}t zp3I%gv)&XWX0lAznpcgaHj`}*AjF&B063Q%m<)A@&T#b+!$}r? zmcA<3ca?wyHjJSXe@d#kyG~4o7)Ye-jD6VV*q~oI+AHA|Mjs+?rLZ?yEsFwM$MP2# z=kJFuGPtOi<$Nmv)wtfMe*B-}JO*iYiKk-|y?=^h$bbDKVC_iRU^C4yrRA#}R(Pon zM->Eph8NovYG!8|+Yk00Mw=*1b2p3pQ%m*V#HFk_rLa1PMuy><8CeNw$>Aei8lpcA z^DPZlTz2WR1)G_gycy700k{F3$ zg-9$(;BOm}-zuYwR2{CEgoSh=Mm6Z0$jX=sWB~55E77Qkq_cCjUG{bwbA6w0ar?po z3s!h}2F|(BD$t7(Fvg3=B$I(wHXsq*=iLsCa0^B-=pTG8`R69kzrGRp^hucM%TS%d z8mY}h3cbz^R*8=t?zLa-@>k{jHjR0fkH(Ue3Xzx%J|;)J|CJPc;q>tn(LZssQbJ3i zI?0|YYF!3JnsnuOQ+&M{>*V8x;eS4uT|KREO7?Qq7g?zBPqR%w*_Ak-84=ay++PK_ zw)rZ~PFRr2cn&NNkah*7vE2>nQEkJY!t34bDov|Ir3B)J*VCm@Xbmp`lvh4|?6~St zJuebvOOrJAwUV7z;)Ptc>K($n@a_!HP1&5Gp`zRULA}8vV~IKGcXUZaWi^V@v6M8) z1KEb`?IR+#4S3kBzY*X>|Erb2bl3m`u2FW()@0!z^(tJnYYHmU*eg+vi;D}WS=%V% zFXAhmw5xgh12(rBhtQ5&Xmjrs7)g>dk+^h&h>L}n%2BqgG`s%vYp=R$Y5Y2Tc#$DFuheblO3dt=+q0!bM zEmZDvT(ceRZu%TOrzsgGkMYOtN_UlvJ9CfxLQBAO83IDgC~{#&Roai!PW9yFUXtW! zsl}l0FYfp_B)q5QJ>l2BCof_HTQFYFDkznFHW!w68#>3@PLG(u|sO@V(a0c zQD95tVf2;?hr8E2SY!p7WI5+0#f(3`Ycib#>pTJye6X-F2y#>(6sEHGKYlGxK_7h= zHpYQ&k~aFnh)odSPaC6<+QgM zs0~!!kx1*+yq!B@JmNjjUJ1#E)!OmR`D?4`5I4hHhds6(wnsr+2(oZAMLrCm1KsoW zR<2`es};ctrzjZ5oWkFf-yO($u4BAmA?Hh$H!@Rz0V_~0+OMxZRykfju`jssh5rz1 zHVE=&Wo@<}-1Wa&ImipP4!sb=5E?D`0!3;bc0@;Hu#4XSf!YybXwg(};;_buflCt< zU5rEIQfBsNQbDt%A^nerWG&^nY#vOD>pP9%s~*pR??Hx*8Nx%Z_IZpqoX!xQq6Hx2 z0?Q3PY2BK;gh#IKZDO|;uHMS|G=7h!R~f!qCm7hMae05ZSlfL0Dy?Y;pB}ux?fB4- zZm&{Z4ABz&8&{^yg-oIhUpNz?jV*2hWcHa zYga&L<9Pn^Fy>7x#Vb>Fo;@dT6ws5wiyFG87xN>ySUyy{uOSYR7CW>clQ(BcWyN0j^s2(MfX-d#?Cx<$x@ zXq8D{QKRUBlibB)3Ymrqj&hiuc6)C}!cO7Bdy5_U6uqKPKx`a#;%+USydkU1M7zFS zW>m=IFb^R3l%6jvpD`QHG|5haUXiMEXNV2;n0Pg>;yOI85yh$6nK2cN(~tn`UOxnB z>BJU9Pzo-$S?9?rR)v17sTa9lOB`VwhU9Gyt27v{f-w10ja8sCgT3;wbWiT+AxEfP z=!|_m_nvP4AOK>&{LU7{LMnds*rUd+%POElD)zDWX}AQcOOqj)+N#MDeD}d*SUnT<xj(wPv_zVXh>zfeSgKyu7;`tScIUZ-T1LOgZ&xJq zJbHOHF%i0H(w}_fcXo<4I264lGoO7YziKJ+z}bU_{5UG*+lV@Z#z+4BQs^|;yQBKY z;1NObn;X3}5ZH6)&4qfr*Yu;*UiS7kP`ulb*DN}miSyA(?Z$`maGt9z*VG+NG^&l7gO8^AwUBGhetU90=7#Z-WUXSuu9%BCd!m%jz)hUusLEQc)rN=I# zl2X~LReik%7~C~K>51S6NT>}phv(XzLO~FOdo++AgcHJGJ7wO&&zoA?LTQS@T`b{0 z7kO}YEYhK0(m2zSP9b9F<&@i)58YVGN0AL)%ptS)2$3*2G?A+YaC%Cf)~$UOrj~EjPH8~KB6L~f)lfH0>joAVux4h0%zbm;6vqrp+)BoHbo5^# zEl)GXO_to-A2Aq0@xxZ!PhtK^zB{LS@h52U1fsGCjcf!^eM%S9H3mvylDlHKs&Iyu zETA%nhFik-KdQ?4;=ko2x5%0CCf_{sUA5#gWSpEp_`tJ^a~;mQm#Cg={_s_@;MBtX zAm6TbY7{i`I-gCcOA%oOWSIQZ%&>)<@eow|TU@g{S{Zn|N5x?LU#ZWcP%OEQtEk{r zc(@sC9x_cf*{86h&-(*&1pg4nr(NqOxth-2$t0H_Rco(qGU03u!y)S>#nv_2-1fEf z;dh6wZ}d;RPI{$UtRRL6k$x{-eh>*>DpM26A)@bY65(Ti7o87Dsj+QPcQN@jP%>Sf ziZ%8?*8qOl%SWT zc9VLpyJkeo89VMNVZAt^Zlz$+U!N@ucFVUYfpkX~vtmH*8LeXUzd1=bhFYKPtc3^}R~ zMW1m?nQg*X&x-bqPL}dtq+%ZFAt<2qAKxTcVCTjzeAU_uGJNnk^ zc--U0bT>ClxGP^@r6gd-OHCKEYGttvjT5`$dTkM@YoZ+YH|o$Jk-PX1-&rN!U3Eh% zHt2UcT)!8Yh9E|L)I2s+2sD@|gUge~iF30V*zJFP@MWKpTglXO_JnpC=TXJVG;n{T+dk=`>-v-M`C()QhCxClpL;&cmEs3T zA}M((bF4cM>hHFhe`UYPOs7SBknDyIJBXiy0;E_8%!n||?Jx>^VhQaFkWz8T1mI4c z1S52vxG+5OUaic}d!^4VdOWmE++~CzK*)&a*~D{5e7~!JbUqtQZ0qQ3>Td4I+wBg@ zFP7G<^~e*SN*dON$H9zO%)3urj(bD z>R-JE^^ zBVydYv!+71lXrCIh`pZVAe?dBb94Aa@(yqUZ}s~{G-YKuV4p&=d6}!Pw)pFhc)r(P zhMNP+@0O<2-x=Ek6{)6b#ACl`CxV00mM(}-SB<8Y5 z$a#Vw1P2{X)nTx5ajMH%RXTOcs@NE&b%gv3-ZP!I@{NYr&g!Km2ZH+Qf)(y+Tfema zYwCp3Y5qJ-5#ssT4>YtK@nK%tmWO^kK08-##8vlDypBVp+#(Z#GHWebCR*R9>wH#{ ziGTFLYwNs&Dhl5bfx~5*O1(@53jxr`gvbJ$2yUBj&YV+pEBfXUcz8r_{p8yf8k*C{ zovIfaB`pJ{tpXY)du1z@L0`em_7>uILQFE_M%uhjUd>W)gFiZ?e^xCnT5ytAwfNHG ztxv6ZufZxndX@KL?a}+QF#9nl_R-q6+r}I{ah&!lGN*yK@lndi(mO;@`k2(%gONd# z;FYhY)=>tf*ykmIup6UkVv$GmWhVcr^f?|CrsnE(3(Jj{>T*a6c3@YzC847TX++_k z#@CEq#QD8PRk1uZ-SL9yt)v2?AXcaWEmS0aoUX3YD^=BOq`2pCLjh<-%z7l+EI+$B zQ89Gx*Tu$_ogSkfY;oikB_FClP?Vh4rfB}e-uBAwl^pu)bDs%haYR;phlt$+{Pr@^ z)R-Pzpn+;B@raeTNx4iqtD$<3w_)5#k9j~V5ch@ZnuE2vhiUN;EsM&oZNU}cW^xwd z9{t2pW9c?#OWV(&wrydmAb#g1mVffuuLW*}BoE9q4ERhmWd1U&-ZGeCS?ddbRQvcv zVCpWJrS`GP1)_&uhEo0h>ezaS-{gmj!zK$Ac0Veho|K^Qxil=hY3GG+FR1g+LinJ% zAJl(>{f=`qh7Imkm6R*sei}dU*VOz6;zaMgQ!|X>@X+DxHg8~2Z;4c0Y89pFG(%tR z|EOg!{Os%DPp}22H+7K)twNyVw7z9zcE0S)iKRuG7g& z*QNGopwmfQg?UUm+B%;cfETuz`?kEfj7bfyZ&;U%te7F*Dh}c~LT=TMM+Z;*-miPj z_H>ieznC@vm_JSTlj}N?FeEecTw#V-Z8=FR_9N;M_g;GFR^A6SSl=zDox09{Y+JIC z0s9V2`LT|genH~?ci>OA!V5a!G>>c5YZ*%~N*Ku~2Li~eA_PgMO+jsof=bdq5wMQT zgC-_!OfohDdx16O*230IFVdVp&tmw%+%sBJ)1A3Nenswz%Z}M37jmK*pyGavsFL?aXlwOM! z}ocjHDn>5OwvD?%y47|>QhW@~9!wwbIQX&!{^;j&?vfjlJv`+DP&cvy&JBF;~q^C*PyZ z(1x}k9kw47|1`}yPCsh1QXw^NFZTnABrX0TY!7d}Ohz;Qrld$fU8(ef4!~6f2)L%G++rqT#fp z)5}hc9p!`Rtn=?YC8?ItEVGM4=I zHdje098qfaSidW=Xz*#qsX{Ib=WY#b3I?F~U)RGcit5pfk$0e{0BGey9qWMNy>hKY1O1TEP$tS( zH|mQW6l(xn&<*hxrFhw%3SI8Eu>ZurgNc(iD%@-be7sr(t z=QSU7gGeulHt)#*o(gPgFDK4A;LvBZyQ?hOBgUHFSR4zL1fnnKBNiLf3^%G*bRrDu zhYTsDv3Il41vIEK2Qn3x_m7XtiEJhMZLKF{YE?ys`5)4E%x}MTWaK0z6y&gWzi{$( zM{Ep`6*u&tw|r1$@ahT0nzLt>!a121IOI8fp&v6kX{-=!geun}eh|l;+yKhz_Vn|j zw4VKL0LSoK(xu`ZN{8_}o!kXMz}GS!lYQBPzY{za9CTYKW|qd49wCcNqFbd^up)`` zc2qo5)E?BRcl-l`f9-!0QUa#GK1Q^-R`Cxof_H zR?;{~x92PxLs20QU<{-c;jWopv|7J1e70gYAj8M}zK>=Q2w6Xop1r@Md+0)imPSa? zC>Rabzv4jDQiYEgx^rZm`SP?)r|z`EGBg0dBv;3VJ&0P!PFvQ2>jAu`V5fWaTQn+Z z`?(h(A?-T4u~YL^t9eByN%Nz$#wC*T?VLk6J%fBw(<`!t%F znrL)gyX(j~xLF@_6|=TrWJP_llP9t8&>5(ry~jvYRdxc^j+nOg;*82$Zk1{cH;EdR z+E0h=lzY#dBa6$*12u~(L?a*>r3GJSk-sKv^Cr<==U!pGwQSth8 zPw(ePsQptceSklNhM0<3 zLS&%|DPN^PV$@UUXL+!ZNoj7%T{9l5YLwZFl1L0Vf{@m5ThWjiqOu3tU6WER3wiU^ zpY)Cz-_7qF&W;bfoXC>r6Yu?%no;IdE0@M|!sc*;4FBVGohWgM3zm$JN_1fvwJ{%v zGufo&NfFKRn$O-Vm*}iEVBFqQ{q-JR{&#`<<~JonKEY*xb0iKlseG<0fRP#9jIeQ- zUDaFfStp21{&W;{o_%}R&O}|T5gLX9mEE=CSR|y&83!QmSh-B(O3~ASEp1F4=(>5K z7J9g*@VFIJh@oA2@com0g)l-pyxo?P#_-G0g0ZqLY^Ce5PMMwK;o79i86%h8<#gek z3>tyJ^&A){j!*;H-vsXBnl=N|hjXS-=OP7fG zxvIqt35S98os*eENHSln#u)bJd-~fswZTVt$$OCn>j7nfRSj)86UO|s&7cUhHNV73 zLzeECS5)NI&mSmr3J*nNP0^F#b%lVPcg{#*9S)Q_+T{JvhA+g{ox33YhcnG>&@0Zx zpU8oQa#8!#Cc|iTCL29-UDxpn-$Lg?{H>0ZnQL*`j`0${SJ8{6=64c8se@| z)hx+i90|pP{;*1x<=>gJav1Et6~oXD-RE>*`0(%NJJif7>;9M7PGMAYe%Ns@LO$DK zbSv6FI&Pz2gvJbZ+;@}$;ahTwQ*&QDUGS&LoY5;69^onu8E!dL;4aVQs3&3FB#q)fEa$bW)ewp7&? zI^PUv?YFuax7zKJa`(F{)+T5hPmRT@g1}wW(IqWpc@|6+Up;07TBmOAJKh@(hyB2N z6~0KXFl+s>V?f5*&hQEf{pli?ebaTt@&4n!Y5U8x`4~0{J81RGYg1OoykZ1LaZBjN zzZ@!qBYHtf$3?PP!(lyoHmn2$0Y!(9aW6#2#31!WQl!p#YPV#A3*M+G@eCe2uM+0m zaceUY;ZUUT&SIEVZ6dc40Ya>g7A?p?0=A_&SMHqt2| zlm)f8AwHIf2l9Ug!i*UM`HEl5Et^^niL5kn^`^;kcuaG8W$m(j({ems2{3q9tTUb{ z`B3DDJ>i-tm9)w~rvmHYh$H18$Q6<0BMo9JLh5jgQ7{kzN7xqyl|%oIuILDsvUUJl zu1(AcrS}4Nh@zPHFJ4253&?0$g#NT!HC>QRi@DP!W!S#_g`3gR&VcEti(U;D;KyGa zFj6adjJZ3zNmM|tA%`h``El)M)Kc*2h-afYWYc?W#l#>k<(b*sT_p~N=W)X1RqlWd zHyg#0opfs-1D`dLrn{`}QN3L?X1=cTbG_oyU{tQ>c-2C&&8}VtZXIO20>#w#JT7jx zxpYCw%{vki9{BQ!mXxG@XkwKdFD4-%H$b3`#eoZXf_(HZh@G?gC-O65`m|RmMioxM z+0t|$!he84#F#MlM?;A$Rdv1K-e-+Jok=w+R>2&f_&HOu0Wv#HJJM_z9SF^cgp@n6 z%bso-yiO7w^vzV$_PZ7dvaK7c8b0o3KAC}RByvXM?6yTrZzQx}2pm>nvu~-9$vmZ# z#0C~|HyANjoPJQsf+4k#xHAt^`-zD%<`t95tR#*G&SKKD6G^rt-XNLNWv($mMH=|1 z{{znW;&x@4Mw{P<^uPG0O_1l+2Nfu+>b@nea8ZH;v#H1Fc^I%ZMgNgoVXN4dUP%CD zIocKIyyL%y?kMJFKS0qw)TonqZbPBnI+?VfWl!^(jRb_Ue}qxSkL*}Yo(-9fz1N+mgF2H=klj=eFarL~cLzisBVHiq5fYC- zUYloo9jt`z;Gcf0+uXE*;F(9M!T?_ z^r7==wtS;^ql1s-rx8>gg6phQa>txoqb^-d-247HEN+S;9zFhqk46jb2YsGu^~Lq4 zG&$TkeZF2g^?N^DYIwbN5PcGhYm6JZLj?9|bMT=Q>p_#ZraLi#!7O;{%!~HXjsqI* znOyyv%*5NMWiz75l3RRuSiy`UxzK_8&-5n`2+!2p5y{+5)MSI~p5&_D7R>;Z-8ffvIjg}e3(lb7ixlEC5rz-^; z8D;PW7w^3)vkMDV9!iYcAZm3dcF-rMF@$CWaEXha@t;SLoMp&R`5vp_(>!f!zib{W zgphunD~of?lX5{|dg`5pTk$Y?9?956py8dswqJ!se0V2*P)O?``PItpjm&6R?y`7h zQmecZi#*Q!pUJ1l*-pJ=(CTvhr%eWiX~}F%m~Fb&SjDP}^(%>v)kec7u0zx=t6b3qykCHM}$OQz$e-?un3>4K7d+Ux`OS$HbZZ_%sdvK9TSZbEZtn@Q3l;f zJH6468CeNDSUV+fP>8606YCqy=5I)Bh{RV*^J4xqKV{|eBJ9&2RnZ`44Ee(8qvDVo z4~*`0WPkh-lB6IvT2ehYAj~Tdp%rKS+qeQ^2eu*BXr_`nCCpps-pr`YRGD%?E7de` zy&@Rl4m!q;vcCf1OZ6W-Z^o>^l-)o-tm6In2P`BJHNR1Spwz}&crn$0MVmKbm+7wZ z%=82Ed@ALb#inD4x~E!qq50vWZQ#HC`{jr@A44lx5&JVe*;Nq;ia*9Ve0mv5?ULgd z6bn03xp%2(J>>YH*Wi^q4>~&j#QMUE9~1!tuX9#-3sSEi(?aqV@Pe ziulA3LhOIBB+4oH7w>MA<4k1eh#A6Jbnp>=qt~|897h{r%)Hvpj>Sg05Tw1B;WU$) zbq0ai1K0u&NBOwzoUwQ0pEU3i$u|TUUXtqBfSkGj3e4Iwl{|*aMXyGiP4QvJR-M%; zT%ST-7#JO^ae;c3S~}Rw%h(n3bpk*+eSq~#xTaRT86zDm@Y6-` zLFIphzEY`;I*NnGoU$af`_sSk$N3T!3T?ST=deuBi}9CJ*0j&`0Z%K>s!AquPzaz; z_Yq?wlv`~ELEDbV?e{iR=}+0RuRUyNnZ*<|J!w`iHqC$E%Y+{@v6$9bI1FDlvRcKYC*p9^m^*2ldg@g$VZQ0Rm^o<115zBrx3k!f^O?GD&z5)TcxTyyr3*x7J06u-QfXQNA1RWrQ=RDl)O{Bntz?flp{T5XG zr!TUgy3sywUkp6yk#}+9QeFAi{Y(eaAXmfv9vgo6lNzSG|B?@r<=*DAbV7rC#_T1V zQMz{Yaot#fGT+*tZ%L6sNpu5!a0g=mTdWfEXrP^4MHIKAY~0(*4;){WbKe-{rh7mF zL~6d0lLzaXp(cS+kDMW-!404jXan@uo}z<25GQa)unnC`Lk3%QmI7uX3EgM@fMcz@S>XUXC7rMMyK-nnN&tQ zBL2kZ?08{)$vc{ZbSD&DRi7#XnpiCa1OAtMqdCsvc9z9!9Gx-hp_UG-(yg#^{E2>9 zR&#h;kr_b+y+;BGQM??J|AcEU@0bEon*0fde@@lcHkF1U3+3eO*uLXq&0N&nLTt@F z?eG-_6$!}pP2 z>#1|k_U?iUcMb{cndH#8IwrOVtHDO?8W!t5BLG9*cMIDRV`dv6ReB4TCd!v3?ESsV zlg1Lx&R04x93vTizz}aLw;&bf6Zf^u%%}3X%LGn3j<7L}`2>F%DXn&7r>7W))aG7; z@`5_~qJCny{Yhj|Vgw;A3nXg_k@hx;yzYHy+YNJK#8z#MzO#L*o%5-vu-#5BMb{%{ zu3wN(^3I!Y#I*NKjT7pMPWkE$EVYkxw9$O3)4SC|z1{A7 zk6#ywS?@Iq%QscKVZiyB9SQbXmUmx_r2n$9+Z8&f*bS3Fu+Q^9s$=sx-qPnK6Jkc30Vi&7E}v1N|>Op8ysPwBrXn zj0(tpESdXTnEidgDmmc*O6={e`vyrM>+eU;NtAVF3%xDkr`9Pd6k$V5e42%ST#w|INkaR?dO^9AzDJ4+Bjr!`CNqMPY4kc?wQQv38|80c7L`wT{ z=;zJz%;jYFEd9%XBPRvsdC9JV<|6NmF;Ny{fSM5WXE&W^s;s zUc$;)+AOz~M0P0(1c>3quPsR0f5ytCxtJ1#aW!?$*fx+=?McC zA+ymtO~9G_3{{83iEa3!{0@{w1*|~bIO2mT2yCwy$rKYT57f~T_0|~r#71o0T&*#~ zP6(xqdNQk1D18fT9L=M8a+j?K=#QO5)-*f3Q`k#7o!YhJB_bpRY&~Od{)T{Eu4D== zboYf8O-5q$rMCO_1|_scIiCvadaeQ)4f0f-3g3c*q*1*Ne92|^9Oh*vAup#tYnvtg z+=}STl-oxcG7)n#m25it&1Q;NlTa{99K%53ppRtT4fWeQ@22#nKy-`^WUV+!+b5`r z+>1*?W-X0^&d3THS=>hyP1T9WV9J$_(Q{J2M@A+9$!T~36ycSKWPTuwTT3c>){`8j zf_b4eoKG}=t*p{7(B9Pzk;EaplyF^fDU#TiSyj4w)Xcr|a~8&pA@&*iPi_n#H&r@0 z-buFIGp|b1vM$?C4ZFpn{PNvF6*)F#S`|JP9s%jt9P-QxomI}nYurs~%9%a+?kHd! z1~ORaH(G_$$6cTnU7*TyOdLq%;d^cV&AB?d66hGUIee%26-h1J1nCsO_omHXSyhxm znku9g?s-$puJaY~3!7;;Fo*dfdon-pO4I{?@?+dc3S!{~ zX64)+DR2{n3X3J15ej_{CP=t4it{{8I91~79DSPa#hVLVm!qEn^IT`8GzKvC{ma+HP z8xP?zEz~y1hi3cb-NfLBRfx^{nkNxa;t&%O8SNA0bBFXP>=lFGFENbiCKevbgXwTcf1sSOmSCuqugxC|FoGv3=h2d5e=h{e+&48u5 zQbuZ=C>=F7$ma#>?B^jVLSt_|@fXVqPU;b?5+Gk zH1ZE|g;3CT;F@(x6ex%oyVeubrr%clhCe;mj)DZVoq;lv*$)K9=wYeEWO2VdS*&-# zwjj#<&@=Jz?u=KYv3;T$XnM6(su?gO-Kd|QMoZFq77^m0c#4EHFR3Q^38U6o9V}0n zt}b0f)tdFHR%4PN3%g=5X3{P2-n=Pt3{37jV>jj-;7XDVJ@JKu0gsKCZMbm5xu1X= zdo!Qfz-C$ypgTT9cPBe8>v9tInjlIdoLXZ2@B$lJ>>P?taHtEwtWFt!fI0Ei>6xip zqS0wnvR`qvARV1vnMr_(SN;|#bIkSGYoCF(woQq6Z4WP8!*u1RdBAmsBg2&=B+Y8U zo_D-IcVb8+N_++OipYl^^O>IF8T_7dM!Q^K=F^6p!3%6Zz8f`b91U6%u#MH!As*ZS zPa^ry7%6T{c1`%yOJPoK<$PwB*u+E3>0Q&?Q{XCnxrq2>qg4LMX-W}qw~c`w^60bKapVqWQEwKV}{*>w8jd53YkPT@68x<(6Hx_ z?E$-C2Em~_QRwAz8c|rQG73G0KIipIr%j(d8ff0i-Cdk^1z7qiDk}0}`Hf1B(r_Ff zKEk+y_>j2%LQj3c1CS5|CD@htqFNcM0NO*rME$6Z!t_?r0E&(F`)ShSGPZI(ldgC4 zfVK7N&x5AXs|=KK4jz#Gp5H-lD zS5MdpL;EGb@2~5?QL7%gqHwQM7co@6Bi7-@8sJnnSt(ro4GKrV`F4R0$589)O>aC- zr8fU%maAcF{SOKIe>Fh(cYIcvh#&(~ZC|LX&ICK%sO25y+OL-ZQ((3^eTEE!cXdA$Ue2z_B^R$T?7b1|92+MFb5R*iWdFf+^dps?HRUqqA@ zmnfjdk8?N3Vw+8hiC!doy|eSE!?lV*Hr{a=j0lM#_@!-DahCOuX_D}lZq`e5D&X_x zvKB~MngMwd)K8_do{nU10C0ymZG8n=NZ@ialgZ0u(Jej0uDQ3G!OOX_l(J=~_ZGHM z*@3EFX0lcU83stq*M^h!1uO<7GWx_0yY} zlg`2K-=e)H@f7b_NY6*0fB2`HXWtwSl1Xvk`yhk-?4#*m^RATE8npzxg+&f%eY#le zEEaj4FUx6^zYWsA(w{%2ZTZj$9QD!U!dvC&J)Tq4;+lMhaj{8j!kp7%NjHv!5Il$= z1^mL?W>)g!ScypR=Qr537+lFO)uIgi9stQE(0n4Lp;$}!UvK!2;0-!D;b&7Xu#_>+ zMH}SL9@+dW1^>*hc-)LzxF(_0ASa^glCXCc>VBTBcNr%?P?us=Fs)b7dS(~m<*SBj z@n4sFB}I&dKq@yyg)J^JjM!(Fch}u zN&L6I4gRzt1OO9KxcnQfH?(Lkk6rI(3R%G)*U=Jm!tUw>!oD;-|8>jvZhI08|3zd0 zn3G0A?C9KI=7XZodrP9nyu@nh0?Bp|*%rF5>F;cc}ZX#@JXRhCO27~dDY&_Y>Z3(4|YI_zo})G zk}l9m&82QGA9$CC_slmSPV)o6<4`P1G{)y#LAOd|MvBg?#3!?aW3hXiAUL%E=Y;;r z!y#W(P)ElTan@n}`9dv8u@ z$%7dvo?s^3mohmKg%}pB6@iX_+j5*cn3CC(zwu>4;2_h6==DddfP06WV4fVHls+#| z-vXgt^~4kTCr!;F7v8l!=%GSf0Z)U0>LZgO(y!F#5T0EvYwl8<$;mkcbc`I~D`%1( zuB$*c@v8se_!x)fC*0ZHuVNjyds9w*hQ{$Q$hLk2O>WbSjavfI^P>}=Ll3<=iXi); z{8FyZQ_W;_Xw&6b)yd7Q6!j}?IoBAL_r9cMx__1P+o z@)R%Mj6<3wK8+NwT(wg4e#S>g+EX@Zbnl~4_6{j@eZ9FSSGvW7`6Z6MF!0Fl^ap~X zl&6JX(E4~Kn`l;vbXlE>pe)Rgx2&!W8Y|TbOfo1nptpKgl~Y)JxKk!FJCI6=W8MWq z#Kv668I(cIx9t&m=&y$d6SKKYn-Q55re_cNH>prUL6F+XU|eTC`pd%03r`g?F^3#S z=>Fx2`n78iGYVD7(0%&KjGp8W;4ZLKX?Rd;;#EV6~8(Z31rl%O(3yPAPI&E)BFUmFmC#`EL}?c0Vz8{ zLI>%4Ei3{~GBH~Yv5IXri!OOie=MQmQDt*0KWGFs#i;Vi+egzK&GY5vWlGeSrA_Uq zGZW>W?;lpEmSg7S!jdmafe%)FA+9mTxfF^k@ECM%JVd97VTVYdUL&y&JgthzGv)g5 zx}zyE`ElJl3By}SPGr=yZA6oF45EEIi8PBEM7v%cS()JO6Urv;i?n(f2Nz2YX_mHT z4wdvD9@L_X&OpHhCoKgqM%mM4q@Z^}UCIjyfs{Wlv&8N{60;BV7(-Ee2vD)>a640g z=gw>%3WhoI*Ca`EgBZ9XbUx7hc|SPXJ-_wN=sDVt6*nVl)7V<;+UPENQ!V0tV`C{w z3J9xEjMaUz?^F9a0lnU+sEA%>U%lQ=^<89Zp)PW#MwDKo&69NzS_f z#EF`H5vpY-i0=N`ax~d2rkCzv(*r;8Hy+mSaUO>Ys(@qtGk6!tnH=TM?^kpDhq9Dg*Fz#9Ffw!Bs|-1td#TLUtLvZJkM<`?Ilrp;D| z+mBDyL(njQfC*|{A<-aD@&z6A0&V4|7z$E1x%rPzl?%=*%ByX!s+F zvPzS{zu;}f0K!sqSi61SzOF^O&OD zqc#w1sL&wb>VjAM?lN?UkT<^~;2Xk1^LBXcomb~<*f%sI_P$A+e<14M=uv$YC&Tbn zhyg5tw(zL21HBqjvZ<}xmz{0J z+f}Lc`SrD4~^P$Enm}sCU&$UHlx21MR%B% zvq3pcH#J}-dk+dx-Tn?UU09qE^(PERk)NU~NFL_zdQym}x8ER@j`v!poFSX_KTfR3 z9AhH+2MGq_DI`n`lgr*t$z>Z8-RyAH%v0NSnAn6_sB$wqSf0y0pBr=|7V1MNSSwLvH{3)ec3FhSrJZaoH%>=}#Uh<#tpUE;%Q{)7z3w77&xt_QDRCqk5~3 z5BZU#eEAvp90XQ_eUnRXy2+f|ERTP_Ze&{TTe6bx0yrYUG$4Zny)(&zZz-dB8?CEn z$Q7=am*hH+HpEs>1>K|I{#n%}ZF?AEIl+03_?v+Qghv*B-$r#`xhZC}N5FQFhy5+X zj$v+~C#7uipXHXSWUkDMt@>wCP;3iauHWqC+pQpI^Ogy?4Dg}Ff};DJG`6sR$+L$+ zw_utMbMiDPJDs-m(Wk{oGXDSgvo1n|9a#7^z8}wybd_SdSf%yT`@5612bg1twHqoX z#@{TyHPZJ;UAp^@w0G&7q*L^Ku4AUbUfx62AHKPU8=0e{p#bz*Xudq!!swcd zK~)*d?oCSM6bjB7?P|4&S_$aMhEcSw(oi6Q_scJUlNV?dYI5De^#-6~RpL6)ki}4X z{VW<>QNq37EIqi?jL2wIbBw=Au!q^U&VY6^=Y+BRH%Zh1^}$$18Y5u-E}A*%9ct}5 zs5)l=vFqqJI^t?ezgAG2&o95H*h^G2{GX!zhy)Nx!3H|t?s^(-Z3mj+Czs+)V3dgl zgLnhLYptf0jK8xDcn$WXyBTXoSYy`V08`{uLv6w4*0X2#Uv8RY@^={pf-sYnzUXSL zu*NOgI)&clh~Fl<{&31P#!BxaQ}3vd3PF-R<>9~!kpIut+!-7wZ-InFM+E@APkCc?UdD`5OLBI+uR z|BARi){Zst;Kc@>DD>HF2a~s9PnD3IER~-H9C}0hMu}FER#0tKBCU(3WHA|zfhBSL zIbfGR*luIEaMYRa#R+jChN~FGHR3oPw*iOF2G7v9%KV*}%Zj~{0dVwHag`XmvoPHc z+dpaa?C(Aywf#L>yE_s$NkH!^!sd92Lvm)qkO^>eeO-2d)m1Xt%{OG^gnZx3#4L_R zJJA^wfB}%&B)n)Rw{&*iHQvKMYD5$k+@0B*{!d#UzhZrX* zS}i%1!z^-uz}!5?x3t<_fY!tK@dX7io_>V!k~m8fA}4!Giz9;BnHV8~%ed(^k8tA~ z%g(}WcGMSip$YuieG+FW%Ja{So2u0nv!uQr+#c2FKL)a3qjv;SMrqZ=xOg)?a|jHC z@aCOtfW9lfS(60}4wv&BWV`30$#`7>aq*U(k>_*JE=4ZZVMt4%k=3|=MD#Ir3?h(4 zWyBpvYM0}|5aVCJ_&{Iq7@AOy3>(n`jU*UQ+L{O86MY4v?2n9Ob~xKXy&>45`JWY`0`Up^z&|{GYG2<4b6B5oZ$<*0-?(qmO2z>(?Qh};$k;Z|OEFZ5IP5Z8Fq%4B)ZMet? zXCPXKh=PKCww47L+n;b!lNXZR?{ZWNREnjQYi{%JxodUb;bAKC3U0Uo(2wSteRhEi z_#k1=vwb9oOZvTOZI<-q;OZwjsq@2GqYEy-w|$4&wr&0Ow*c`9@Azo2IJc=TH|TI? zJL7t8pGl~z5GcI@rAL5v`5|*mw1z#z59tgl!~XJvz$i>;I6M|g9D8yX0KUz;hjpfQ zK?G#dH#b&j>5l`d06>Fi5SUqlBx_0kFs`!ZQK0#QIy<)s=J)05i694<&2W{sImi4k8?;3Z`8IZK!KJbox@U&OSPL9Y zcsn3Qb5DOumo}<2%qwXu!08QSOh^n3!MM7PzjNFAa#IP9_2f9`#t#aG*f)U`=X_ZM zkug?eIr1|w`)x!(l4=T}^*Z0x@?&xM0{jeAaK_-Q!9M(5S?%WbY>8Z~E~`KqJATz= zw;<0W#z)iMW&i#G**<7#p1#DL;0rA#wA_#xpx5OXs_WOF02FEfLWt1*>%KG7f}TVx z*WHTRbRfNMLwb%6f*T(eD&Y=Acn2F9A+Mw*9(l~B5UKVW1KXd*G0emI8d>w`A?L&{ zR-1{cdMuD$lGaHk+JCr)Wfx;( zwv64%2{xoz2w|cJhy=tvEn}W&^zBZa}$gXO~uMfni7s}Gjh1!R9vpk+RvF{>?5W$E zCy(bBTdsLgtVlK1kF43SewSO1S6Mk5avWyjPnyIm4feMPLi-CC>hQiETb15UECL#@ zj6r#NsJ^e3PlRfuywRvyt4-j^Uhf6Ngs6GXTjsIpD4}hOU6v2-M>q84p(7(d@jM4| zokeyi;;vD9;rNhKwgQ*!{5O|+|7+F+5mYSW;C3t2GmWj8yL+&8$IwjANjC&aksr@_ zpA#YQb3*Q_J#G)(*MWzr3Co(!Wc^cYctI5yJnX#TU;VNTyz4xKX%U^ zkEx_%a`f)P-l)xGtGm<#$ERJ_S<}Ebv^k`fE3pjjpCNASH0B{cFDSr>`TXSoi%6Z~ zQXvmYFhh^#HxYh(a_m3piddz*FmV5p3aZ1OI|@)@FULL+3*3bcT0Q|iuyDe}7xl_2 z_(!5d)iIwoDcwTNJh9qG)#V6ZPk+3T5BV8yXGFeJ!hJOvR@g1b4gy()dTMVt>Yqm%I18m*)6)#w)_!jXD}( zfIVGHZWI>CJy0UGby4G5YEt8FsW1i9v+>f=Yk6|^gBn!4tQI z{DElr|08|(4jC?PA;T=x5A=H(6%C6{4-_OqvSudPLaEu!qt!}uTIjPum$zwb8*IpX zGnqJP+_Gh!b2g%JXoqglo>W1t#wd=;AqvW&W}yiuhYw{FB;7I^U_9%aKN4bj$W?cs zr{j=3u}4O?m60hrG|Pw_9VH;67XO>s1vt?>CWhnGvJ{D({#L7lyf9k=*Gbn&u0-FQ zS9WVWWP9)Y%CC*BG^PD&b=Vopp@1ipzfsa;M{Xd-YJ@t62=1eHMl^*}gYE+VlT4Rl z9m(L>gBhXjihn!}v#PR*vk!M8L7Twm%qAQbEWo|hTv&CPTEP1xk1(3(Yq1Ik2~Z>kp9HzJK#@zP=)(}N zM_~2NyY!L^zC%aGJ|_}?kT`*l z!5c{~+qzb7KBdaW!A%LBGyXuhSv6f7`&JbF=Q-^Us;R5d@dXRRQKQqyF8U?uk3S{kjCq zdP;?P-Ud21-9p`^+mEBsX<+DIzN%sDYwR0=^&WY#{ZoltC?mDn8>oU@w~84aNkMzE zpWc=RuHZji1S&-^(#_xig`XzSmlyrt7lPXaVYrhfo~f@qUfl(`-l2a!LY>;n2}L1( zFQ8annRiJNI<=o^3a3Usqus}R+@lNxUoA9_o?H+#zM+65)zg?tBR7Z&zJzZBeVjZ> zPJIzFm?yqmVNG-}h);j}JlPck4uAqn`+76bJw+*ANrVQnSG7=loUqf7aw3Tp zUTrHwfvjS&v9u2ygX1=WRCFn&_;N2~rZBpgw}><_FG3+z5Y*T2S#S$MDFLE|+m_&# zZF;%w5u$?Sq<yexA|Fz=HQC+1lFj_cs4@RX9rm~UFF~j5 zH(nl%o}eqQ2Rw4TecVWZ8zfhJ$CB;6Y6f`t2K+4L;w_8Akk7)@M4-$B@R@W<25Rt$ zmZfqDQ~)thL-qQdGnkm0)EqLvABp0l`yGBv#Y?eO7h*lGp(Y6edbc<_`jxQ?A?1HR z&zh}$Bmj?kE|i(Xpd;4ww7UzcY#MKX!%AIDBA5{Ds?$+!h!Gvj%qX1e;4bPT8-bHK ztnpLM*UgdAYV{fB4+lu58|+BNz6?r(jKzYm{W$HG9LKZ_@E)wQhMOMd`<|yRi}f+^ zRb(pnzH5KkNpXxpvCz#HDt_ZNp;8i##`;hAFXb`IIDHSMN8U-$l$q--Y9FJMyd@cCPQyn zjmzJ~D@L1vZ#;IpK+byN?DpgrTO6yCJ@;?T?4f!*Jm!e2Eqy`M_2%@g)-m}IsTI9< z5OxzX6tge7+8Gr@-hItRvdz%;@OY z^k)+!??)#FX!9$EPiDQ3{Ye>SK~aFOD$s<79t5AXA#qrlI_ioZQy_=HdCK1LuIq>( z9*f(gg${XiD#GQD8W|9~)m`)%9CB69X)|sRygE$>rErlKWr|+M!f|T6^jIsDCLKZd z$@&9~5BMQss zv*N8~b2$u{^095`Dwh@7<_UdPFVZ5{MaeIY({{$KB{uvXzs z`<-#lh}4WNvGR3cIFiirR8J{=3Pm^XyR4zz+p)|tgaSa z)15j}S3^bGH*H@#=Rj3>B(qfJdW-~#5mu*+T)e~OW7v}+q_3dxn=D%qNwXi?=TVn} z^15KhNE?v*Z{lT=TYiI*r7$Yn_4L}MI72(%^VXd;AY{=Af{a7|s$9}S^rOaI610Vw zX7@D^gj4izp@JD;%5*8oI|E2rhHrCG2t_|f3K$`l45vbzldv>}m}d7i5QJ0oaG`=3 zV9InU$vXo`S%zm}j3-zdSWfoCA|q-YPAJzGqH z7Q^2AUP~~B1P~x=Aqogml67^A33HgY>O{oOC-65L?stfEnvfA|5Bq+w%oc5xT(BxE z-E3iJ-aTGTj1CE?&3=wSRj}mu3NYlbJAnNsysZSS)oYo}n_$Cbq1F#hCYv<;8XiuF zO9>ios0Kdby==KfUu(Yf9pm4amM|2qG50bY%;pEI3u^y1<8iY?;Sl#+j_<=g7WZIm zy_@EPIa8HQbZI}2vrp=|O;Q-IdFoP|wDjS$5#A*ebnp@cU^&Y?hr)*5VDrH2>TwTXfkM#2F1Ik?HaYWKL@G0~3t zO(9{Z;nitbZ>1aWGu!=4`rlMHZZ*D_KTLR@io#x4mxfwKTmQfHe5xV4rHII5ctM}cHjxbwNC_|DFEPlW=rPs-g zx;0L_%8yA*s32wTxytvGuFx01F#w}9G~Ek|6k#%{I4-DlTwyznvx_XVLsPFTyklNX zf$>>PkYG*W7C%%VrfkxxHH2KpJR0C~CuupFF(e_rV&TJ$5rep#+GL#~s6&g}@Km_N z|0Gm^%5nvDp^Va!f`nap7vk%bbNog4mxEmCFt7EO{AV2UwGZiPetd1$Rr2&O&s94w zn>^efP6ve!`2VtLc?Fni1t-C- z1wY&h)$Ac(Z57?~lW~(rg!jgBugh8DuM+EU`qoUV$Mrp@k3ahHA`7dSN~C2c``m$n z5qnRJ-Br7dRYN?5BJKu;2$`-aZbZ)n1 z??|sJYgGo(^{)VhE}|~EMDFODI(a-VWZt^Dme{{6U2K-mI(k$*5NDhLvLgejn3rZ0 zmu{I`Q7T2X^Hu6|o(Ri!M9|2;*sp$pR{Dks+nk@g6at3W8B6!tA)kGOa$Gg9)YCb8 zugHRFQYVG7^D)egJ)g?sT41*YRT}x<EN2aHc0Q zc;r1q)-9?I3|EWg&i@e}19k~Y^?r~G)v-TiIT}pqM^$2e@1piE8iI9$KONMu$ zec%pbciBPa+%vh>-GQ!!&v15*?}8!OEfp0KC<~Br-^>p$9gCOl*MF4QVF<#X-hD*Z zZr@=bqeGTLY?#V07!@vsSIpCEo|7D@irW>L)By>UfK`s;aOIcynH3-tLWkEUS4$k6 zfO0W`W>4lYr?%Vn6%Psu5RWex!>d(E+IaKyc7I(SXA>y4kPi4aJt4lJo$>3}y3p-T zyh%w9u!%``$I}dOmMa^OjTbw&swfJ^R`23PtY^d>bNOkrl{(x<0)r?uRUjnLP8d>m@oZ^d>%hfu-5*A0Bxbte-Cbh*b= z7B?&@wb{bcY~n5JbsnwBVJKQK;w4=RLt~7Wb|EB3rFvh#I2iF8R72NV5{rV8GcR&I zxg+xViDED-2s8^o=n6adp5;Pbnj}W9Jj1F{gv9%@J+l7%bjxwFry`esmK8A4I2^pa z;yh+SS!RkIS#e;la~&jB(!tTJW2@gX9DS}3vCjD$P56t=QIZ}>O3f)J1rJP75#AL1}u@h%+zA%w}n{UTW+U~56YOKRCl-syrN#`7-Ke}|4 z^`riF5lc-<#uYBnW^dEp=l01EEt7D9-&`Q9A`|Q5KQUP_4_^|I>>W25+T2uJ&|h1R z^YGTy-Rp#%hy4QC3WoxnQP;e zN)$4I7c~DO=u!JD<=LVh4~yWPo}`+}8yC!P>JAq)C|s!Oyf2CFc4ZL7I=A42U-1Yl zoNR&WQVqi!A#FEcL5U4=PoJo0+%#2oRZKa0_v1A-^pe}a!{J}%Dheu|+!5D=V2HAT z0gD3^0HoRRp1%m!_#RA;c)V-tEuSZFqYqJNn^pf*ni6BF9MZ#Se)|Kf>~~ZINWa(` z*J7F?NQhENy{Eh;NJ?KE6+>EIcCxi2X;G*oc`b{TsyX%kLy%x@YL)N-WbRVV`{yOB z2h!ekDQZ|-pEn@1B7*hL)+=h=X~1rO`=?IHIFrl|SVgt@(B49)s{+ zmGD50hJcyxyYOPQvxcoN%IJ#)gfClZZ^ot&WgRu2+PIv6w{g_3xEbPF8K1| zGAZWV38!td5kyXQu^)hKpSPgaHRDiI-WS~nOI9i}i<@K}eEn^UMZK`P(AJK!=cLVd z?EDH%oZ_e2RC%0CqhdroPI2Z;sD@vDV-H54XAWu}r;W|G?(@=mK}>|cJ{;~coir%_ z->RKXxTWw*h>Z#%URkO2B(H=oL5y1Vdhp8DW7E_hlv?|(Gn1Aw9PL++TzZWR$r;ir zWiUEw5pWJIP2TgJyij>D} zzZH;TX(=OlhT7KzX>!FfdUOC6MjbW`$K^+$+Sf6-5VtwG3XEMshOVP3)_?GW<$r*&D za?=2=3_RcQFyR$c>hUdIL_r?(cc3B0s;iZA000B6924r~UZ`p~j~&h)eMW*4dLP#` z=qE&rq(4qB0$nv?i=)IN{~x9Z{nnLGBpO3Vgu?alG#0tV@iCgFeuX-8u?qRlBxnEa z0q^&zVjgYdRuA8eJ44Ej5zn?=E{(4e zfB*p0!#qhdhoGu*awO?xY+|=PB+{n$uM~7(qs4a-ODZSlszjj3Ea{d%@l$P$GhxBS zL5Nl1#8dzP9=j=}cf>QA2mTbRSz#v$SK(kN)`mFtMcHsYHfn22c}H?9&K3U6_fk5T zR{ERFD2gS-`I`w~djh{1fb*Xx0S2;aW*8Ab034nIw8E7u8M53w*?yS^#2mai#`yc! zD+Ew6r#M>=sjJWveu+0P>#Qy(1C%{}%FZf3+DZ=daCf)`ry~~B=dSJM22cP102dbJ zf8mRl%Erj&@HS=PYZn6ZcXLl!bYlx zbs*C`>WUssLa4k zy4(Y{E_4gRhf|RZ)86v?p41UA3k-%;+?fRTg^z#;Jk)lMvFJ&UlI5YM_0YQ z!*cJ8ht_at|J?)|bu6}-<<0${nPj9a-U3xJcox(eRzuL1F|X$EfifqUyl;+cn<%86 zY!#reGlp|>6msb8qGwr<9)YgER`RjT7LGy(Q^gOFo}OY^OcPY3|C5Q^*n{kmC|dMX zoXKS)I1Od~YO7wur;4*8H1a-#F*;mInP$``B7rjs$TUdKTX!_p#UaPK^>IWDDGbU$myyDqhie+je_2rO_NL-A2qbkOiI|hXHWKu z$H;4M((jjV9a0+0X4iSZ0f@6y!Odtg%-ohWHdrowzB2ab}*O`cW248M+&1}f^TazLHhz`zsrTi;p%h81-Vg#fI9}Ga{komzjx~Rd(&OT+8 z3yZ$nQ7TkOE+J&;Or#YpRHH-nE#Z^2mhn%g=yS&`@D0&R{8ZNGXGO*HrpuGT8`iIddjSN$z8P@K!df{s<2a(#5$Ld& zh?Ff(6fQDjV>WXU_FRpB_!bS$#*KX%#(ei;HjO`5$hzHUa0AeSBp;4e9TTiV1%E|1YgzQ8kiiAh9vfQ;#2S5eZfW;{6O<_dJA$*xi5m0O`B@F zlFk$Xxa!@E;vlYx?WK~rrNHusq>FxMjllq3i$?S?*?$ycW z2DC~6kT-|^3c(3y5MsPhytJ{RtO;dvNoR*wby$e02G(XF zYya#dG%V2mkZ`{Ts~k92zzz%G7@HAHgF1yH0)IQhJp5aqI4s$7tQ5{@OwCg-5g-Bg z8Zwe$&@r6FZvKb3Iig68x4;^xc>Y&w&EF7|Bk;l#WVX|Y%YDuJjxZ;DAva@SD&(`39WOC&j zITR(k8hvp3!#|C)jx-u`LI}bZj$^kH=q8ZplXY`o2F3>Z&xX_3d%T)gIsFXEP@wKZ zGlqLxE4$?ESO^rMB^nJ=e~5Z8mW)WkuvMP`zPBz)jdnku-P#PC0AN-F>xtBGeQ4O0 zoZAmi=kJQ1L3Y7t+)t7QmI`<@7odD!)0Tuelz;Az2_iy>VmQt}_~{a=tp*=89?H%2 zxRf4MYk$w0Ect{Tnm=~@uqJLk@-vHitTs;2>u)6@(Ma9bd+9{r^>Mw#6_2;DPXFFH zkLam5b?tcM2v9OaZI3W(z!m1u%pQ02!#9C9l#Bor>Or==c}%?bU8%Dx_ZiGYs0)(y z8T_zCFexK%t_SmZ8NurFXb4DHsmticCGn6?R=_s8BtA$}ptl-#Z6H*76Pnn!K?7(qm~wLRh23U}&_1vwiv04BlntP!pk;8Iq_XU!K5}Ab9Y$Gyej5XeIFE zAi0uq#0`@4R;i?=d%>n9tv&7|9n9C^%sA<9dontaQPDJttn}gPlk53X{=4i1$R1j* z2i)H6I>FTgM~UEd$v-q8X_%qO$)$ddO@BLYC?~Wll0W7~h4XU=5~bjiwID`5bpb{8 z`$@tvjz(2oU9_?)BEjboB)DM|X74z?V$Hd#B`fs^{6TKhZz9Z8&K6>(aI+NT82@s} zm-KAbja#^$q6R$v{po2seT~g{)vimnGaiiMSSERQX z=+toXRJzri<8a6rsNF7qx`J?MmW`Whw9p{dA@ERu8lgb&=64F9^R1(m+DYq`7m~$^gi>8`-TFm-|#d%e#?rJ!MsIO(FF+Q?9S zJG+}*jU2Ap(39lRmh@~UE{^9i#wif~j_<*QZML$?5o zAV6gw<3;80c&L3@_-u10Ikkx!W)z&LwwJ6Fd`1Y>fXQOeDGz_k*!m&7$HTSo`Um85 zrEpIDR6G`r3s!X3BceZF5QOB2;A}UQN&B~2L}xlV|E8XYxIsW18 zEFy!Gb4LI7W5hAHSP*9kh>PL-%n8I@Oy0RlMpu{M!Y-xNSdDmyUH;VnDghHl|3KKv zP^=Q4N4W&%YeH;l2;x+_^>rExK9=&ACem!&Q96Di#+>h`wFkxtnEBkNBf$hVO9R!^ zA*PkKne&ka&IycW`GcISB`1Wdl?>SpvDqxj^Drl(-Us%^TuYiT^r*0$$x(bAxKryi zbsz7(bmut!RcWubkj%7{DFZfdEEM;3DstLI2Rb~~MWE6$s#^7c@z=;>>ltrDB!V^B zu~R@c*Zb0FOGQSlqaTlN3*(0ZoWJP`BMqj_nIaW7^Ewgq01z`9$qZ>cvcjbs-kkJK zD09eek*mj%M6&lZB$*K7;iZg{R$R5@i$$33<6xw18}crVyA=zN@t$-;nGTdV`}(Iw zMPhRMyO|mO^a~IG1<`Lgar8f`E2YD}507#mIYK)It; z)%ZCMlEuTPNSP3*c649icxVZNPa#FC{IM{?>q~)m_6Nj9g^#NyC~Fh`7Zz!D>H4!@(@h< zMVeJ!LSbl zwQ_v(n<@&S(uFycAnj%vMw{`P>oAR73M zxcVN3dOIWz@#ZcirB@IpEj%a<{}*VUGD^ukh)`+h_EP(Ef4YD9mcRXD9$Drh^+_Rc zM#N58<{YM1A$OB;)+Uz{usd}Un+R=>SUX+^G^`-~v7k5tZfX%=x2?UH1Tn4Gq4bCg zz@S{+gD-Cxl}$d;IFN{F2CY!eDa6^j`D<>|y5>x(B4Hju_3Z`A`U0Uz>+Bf|gPbgk zK|+!B#!Iy1A5qo#LylF>D7m)MD#dsefm+x(g&Yrp`_0e7v*&*+{#HKgY>uOph0_u_ zm^?({+eu!VhbJJ%hh9bdGc=+n$}yd(k$4iYIoS=CbE7*J}@Svh*$ILd`8RB~&5gbL3x@WO_1 z=1@+9%6+z#Ma@AV!^=B&wHoJY=4XUto7)#70G5;=?ZW|#&MF$+5DDRHQ9~0 zJZTg{4q)~pjou*gA-+IS{EVdd?c(q;`%nJ=Gw|Jxs`olf75ljXnnE{l8@O5*wj@jW zwUR5IR&%(U2Q1F$!}2*g>u?D*6ob2(gjlXIH0c^d1733YtgP8(&bt zpYU(`DCaD#)BCY{ZT;(oa2g?W6+lx9dq(Q25*D^5OaA&?9%h&1AekXP_pobYn!x=N z3OyDfNpbmG%kU%8&=P|P@s4uX!aWsCGjG}1LrRq_=&NQ?4>fXb+YJvN_^Zzn;i*?R zOt!CJxnOm)>yce^r;nhNyhinBdX2Jj4Sk3AQ6{4WD|HHKlsL~iyp2b5da;fUB0W~I zdS+h{f5bl`@;-}t?sSTw(PK<$d)?aL+1+z9pdXNyhL5p_AF8Bv`spbl+vIeu{wwDu zu5T~yh!&8*01;g1CZ!?h1}u1mk&hb>a=Kq0mE6)>bFr6(HMon8qgUTdKR63$YR|HG zN9awQnG<|M(kMU$ybh9|Nx9iuGpKi+<<5xawz7CfI8c8}Y7d5Xvhym&j4YV=liSH! z*zSTkduK&=aR9laIhE4JhGu#0v!6Y;`tRZmd>PQP)b&KyaQ{Y<&GbHDA*K(e>C~9Y zyb8e`Rm7<#h`JJ-|%(aIW_0)X<+aw831^IA_ba-(~HiS=?{`S)w}Vi_Yznp|oJgzQtTG zJDE2+Hwfr85Ond~ip?Gke_iP7;#(IcK5=iN_DdY)g>HmRmACQ7iDRobTJ9LN=0$EF z)-)msG{P*z$D~$P?c`Be%tS?Hc{^&uUXr1x#GxuLCNcn~b%m?lb6z>=2*)ud z!ysD+PJoZ|rhD>JXaI%7t)X1a8tpqdjv67@gpDp=@@ls~(w>gNpj#9G0hbd2FDN_7 z-J&YQh0F_{)?zx|OLW_aPwo{tJK`VlJzTZLI3D3g^`cOejvQ4oYqe@wDb?e^I`$MT zT`~jjR^R$m1BW1X7Z97oZBCusc`q_k30GDdrO}SV(k{5A3D)8cQW^cob@3G>i@qom zvAO{JW;roXp9ljlwbqMEE)%=Gf%Om)yWRi<<)LnRp2k`Qm~3>}6D>sL=f%P9Zs3V% z5HGwo7}FUN!Ke$s+q6k(IwCh_`Cg~VG9X~Yq-xtg2thYGT&2V6NxwY}*Pb0%?8BNv zfj4O{K3`i>#ku4DZwi7*;>vEb_rX@g`q%+7w9TDpitT4L2UV$*vpL{JBh69lQQ(Q< zN{JJAJL7|m?}M#IIXvXx!?HavNslVhD$%c5P-KQ?BcK?Tf5siIHD|8$k>T-sbkP}T zhhd&Yg5CcLl^n^cY%Z^67b$v(!Sx?RMuC7f7eIw`LUBX zBP(^li-kWLe#1E0t>qnG`RKmxdPh!Z&+7m{>eRt_&1??R*);aiCR+vtB?k!v;_@<8 zcRMj}BS}zB%asea)@3%)(w|H=gPZA3pJ%C`k&}RL_oI(L*nO`DjrDgTSb))P*FY_0yY)NUYh#s-cewah6fl@?KZ|G6Z9)ie0+Kk zZox3et;|Qcagy)DRR>NAnPO*=Fpy<*D`vLkU~LV3sCZlI5*utqqx`qW?134L9r}2yy@7av3cmVSghK0L?#T86BrqwS1c%{lfC8Cb2rd%xm{EB$uBss9L6CL>(Vo z#8TaPi(Zwzppm7f&0FLEY(SI01W2)!3@@=R;mCMJO&?0`oskt6r6HaK^|eOO^QN++ zu@YSm^GADrLT8xh(wV*ASZk`brdn90FHGuS+sq@qD=DB6Xjhe9$Mz~L@~#BbUNgxv z!}isa@qJsl?EY7g-+*#)sPiHbR#Mp=o@VM(7zV}eYmADL6!{p0sjAjfqx65A zRF>pg)BuiIb=>43+|AYGuC+pGi-s*%M?ErM# zD3y)RJfi7r%f(>*2%s`k;iaaw9b00S8_-|+LVWWL8b%x->3MW3p&k5wkUzSJvVsm* z-Iq&Tsqwh>q9CN-g=nM-oQ#{a7jtaH& zP0HT&vAh&e20nOg`0+gEg#)1zXUkw!C+f7*aPukpGPAurpJh2de*6L=tGI#+;bNG? z{|0bKQI(-cAH-A;fHgrUUnr@G#J98vn+1qsuXpM`sy^j>#SsW8d`F$jhGJrup4&vx zao_+P_5`gTO`LWQ5OCur8TmeEdKuKHA7O>Ix3%8RHztcx4@0evV{A*Dmnmz7InWidwVGdAdEDbQ5;+*ISWV;}%7cW+FXz)gF8RWJ zNGvb-T75wU$y7t7MpO78(D!v{6kU+}8nwrvHIUvFeHJOwAx+C=b-f_VIjWS29P`la ze6C<{+sN6Ac|Hvt$U?b8Iib&a@>n@VNSVGs0=rLNaAb;66>WA7A9@AS-451^{il-A zPWb>?|FnT4p1}Jp*Jll8(#1AnQb!XbyWOM%D0S5Q$ib>tD zzk)tqM03Zt`jg*F8{bTDye{83O-uJJonPP6wQFc}!>P(ssUKF%+B+Z&f1KS2DG|9y zb5WntTmA~8iOJ9ty@%jNDP||**C~+{*$~A@p`^$2fD<}~FeRaPRUsNzCt5mKYw8;( z%M*vMkuC&A8#t7pecEXxQu;R+S;BI+lc^(|+S}_gkQq0k7tI|Rq|AtdHHIOf92|I|4= zSZ_ZD_Q?EBky?Y0iQ`w9%^bcba*F+gJI4VIV>hQSw@s=j?IILIvG1C+P#!dzuCVg+ zIMoGx_Zs^NPi|Lo%(oGC5|= zlO$dZd&DFe-5U5tpr#CW0}FxrJ_{{A_LDw6{aVBc#NWZajP8l;!Oy$#ev!Gn3Kegq z87)l!tj(@mOOUwY)Hdyayanx_Kl#j8A>Xw{QvEuPH z!L3gLDh*cPSFNAD4Dp_@%U40O>_rAtqJKnQ+^S2=fHRvbJ7-xnK0CM)Y_M=hsz0dT zytqeQNaT3?;#b>B4U6_4{^oT~vB(B$3ITi2wWn|S1pf<|SZU%B^vBt>wtc5r!=MIO zy>p0!JMetJs`lq=pE-EuKDFPRn<|rO-=Xdu5U+&?S#~`G@!ZSda8SzMTK1@6lz)8b zoyQfF?#jf7bPX;*+KhTuNC``?lB;wFWhoQB6RgMxY^ZZK>AEp&mSNa8qht>Wh$IOD z*7c+XLqn9dB_V*;SQHkt^t1>4-aN(wk^upD6Buy#zZ<(Rr~f+atvNkn(t@WS4Px{v zN;}Z1f=~&kgs;x~HlAXKIVRzeg#w^SOTrtXbWf-CO!0&^=$8BV>Ad-{0g==dODy8r zk4Jf1@-Fkyl@2fGl-wujzEGT*VDTN@=WGSYd)E9>Iwq_58Ji*`oCLS@h{3MV4`U>3 z)gmH3EUhJLbCW6?Wn;>6{d_5VC6H)L$Uh=F7`{VmF=d-RNpSeVG4OUiP{`xL-#jiaQF4vM zJc8bi#nk0W`6Ud~7`YG96eC&~tT%Q9xQh>0gKhUpkKM^RI7Bmd=dT0Ok^3G)4t!>g zgy@rhL8%&LdiWcolwZ|osEeG>Q03~4Js6{Q2ROFimx6hZn_D43MLtlEJXu!oIPd@f z000000000H8dP*uFmfnw3EQ_Bk)EIh%)Wh>g$GiY2m9a51f-?EY9ByplO$-$GcGry z6hKr7(wdL48^w;z^m4E}{kUxiTgW)Fyt#J`Gxe=9{ItPS(8N6ifG8_zRS!8T=}R!#9$BMXOwK`c%7xt{Zt!Z?127z z0=41(%!;C9Z!gn^uambN2Dt3#DLB7vx8Fzdc2lHI9!c5@)=y%zu?J;9VkBWT))urW z3cgx3qdHAU$7Rd09g_a0!3;|3(nR75*#x*>Yp?Wehpc2BeylAH26ne$f({mTv%Pd= z0?fEsEEuaAsJIVE8^TW~noEhhv2{d2AgS9Q{p%7?_PY6Ty{>zY_p1=C+M4&<3CUCfGVrv2o=K~msn zRHY^=gh*u^(r+6wPL%C`wr=1zvEAmkc`($|A2fg4%%km%Oe;|D6+#?u1dQd<{F3fry?8_OeVp zw#kN(1_Z3Jwd+fibP^PuwzL$Q$d|Y2Q~40`{izm5xR0r^cW*LTI#lm_YhYvBhknrz?l10z2 zf<{Pjm7`x7WMyT3CO&!gduUFGSKB z&vSr~GJEKEf^^r4m{DLO-&<}yHgl|{ca zEcdUP<8iVbToBC){*!%$8_bx8zAN;XCiMS+ty-ijl1)CPNq|_vK;{)^<>i^|gFWNP z_DcRv6$)x4nlfCU-9!I#uD}zGTO0k)*v4CAy`?jt0Z>h6K^lrocr~WoU7|^J_P{~n z;3JX0e|^}NH5lZsj^Un8Ei%7YXgyICo_TCOr@R{Z z=x%4a)@$H2I-)oK>)-VzaD!%CK6^%s`pvxZ$4AnrmIQ%<7el|5mgn;&8nfQqhOxGX zWzNd^tW$^6tH%azq{R`BZv(gf_l~XC|2}eba^tT)eOqENuYd;=7P%C6&a8ocNQz7x z085cY01>@$%GzK0FOG(C&VwTg!A0^eI4tX!lE^#sC$lG}4Z-T-d@ti34iH}q!q2D% zZ(NzaShA$BMRwxOR)tf*e%(2(nX$MZj;iU4L!{gR{Vt&j#! z&dHnTtlSqWVQ6xddK-EG5Z6DVS{Zw6i7V(! zlFMy1vV`!C3yE~_m!$Qyc08&g`cXgAwnj6r@4~DKJ0q4HN6%;2hhs7jvF-0enMj&0 zzwZZg8z#d-iF_2x;lAy@7F#06PAAGnTZdRppI-YYXUth!x*030eM*$bH#Far`6H_C z6%4=2Fpjbo>1FCNdr_90u5O6dBtk#a(oFJ-pt*af?h-X^Ko>Pjij?Gax`*3QH^tWG z`d)%Q8yi|fRyM>RBpYrQ2C(WyGAyD{LehX43cRjC5>f%NKhbJf&BLo@$%J?DqdMA} zrz6zY^Lv0U*E9s^ucE6ud$n{|l3t0-jk+d*SJ0h* z`*-@Babt7(D^S;lCT?N>1RB%muI(){iA`YTR4g&K*hewngUju(-I`72>wZGK_sR!0 zSd(>(_v>M*bC=_n#3}oI#z8`G)O1T!2c5CULyQ{y=VbarpS&PH?De5@L>?Sjr#|!L zj>jPQwGaCGxkLAw>Sp9SSnILq(=xVhb<<4{tz_L68aCk>C|00Dekvd(Y0 zP$MQ1KW>+r2kE${f`Y@6)H{+2T}SJ_RABV~X`S2`1LC?0w%5f3Cp+;NbBRalB)D|J zrgh)xZJA+bej-72Nslc28`9F%>GbtFc7RWrZLM2c9ZcHcf_mwTZ88Y!f(o1T;P zCRw&|t944I1yvnL!9RwEKAfcqsD09O0SJ4U$oZw*ViV%_V`}2lxVGHlr==?;4p6Uu zJosZjbjs0(x-F34Gs?d~X^p@Ckqi|yESBIdhc2My9~|SmzSCOHAkS26t`bH=p5D#b z9EE%A#UgDR<8T+rHu%Zs54DStWYU$2Z%jOXhz4&Lhd47lA0)w;n14WraVUaGwzE#> z`jsyxuaj74*i!dUQv-GvOT1)c^8T#J3Ou8cH^Xtu72wrF;~QiIn)cCT=hU2!BfO63 zM1p|@7jcY$sVYD^_qtQL9D^(t>bl@Y?`-SpwB8nY31(yoyg0XpfdP_N4BR`?8b?It zdSbl(8}X$tb3{)>@>O!$J$_ND-uGxz0W3qk^l-M{KmR0Wmr9Xl!HaoQObyK-jbI)_ zrch*0RP|q-&=o1w=gkX>xF08_0H3BB;-Z|L8~AcKowqBbtY!{^c0T2!0Gu`FmmQi| zr6X5Pt*Z>5tsHRx7a*A8!ub&aQiQ8CcHVHC%S{*)?xx8)NeP^uaBIRs#+@k+1f$XF zNEFtogaJfgvTO-P^-5S-)w~df}ij&zEiv zjkYOMaGm&=wwZR#Kex<#db}$xDAB;xu~G-B1JB?VS}krqqQg~p9ER#j6a(6U5t2X^ z_~G8Q4|?q~QDKN!uEn}tFOXsq2mgBcZYUEVDTOTN!BwPNz-Hv*vDJS`WkX+cuXBvy z4jl#%5)2kS{v?Q1gGc#^U})8?TKA(-a`tx>t7}|xS@;PBj7S9o&l}mU*y;**44*8= z*5GE9XP!E(R-~cjpIRFzdJDYJfD{K$co?XCaRHn_8g+(n^|(oMR2kI=Tl*_aNqHe^ zAn-M8wv<+DPDgP|@C}h;;d5-Ws!d`xNqwJl=_6nU#aB+uU)Dm|qrCdC zvoXTMp5Q~GrjmV;_PD3(n^xiB!8%j*12TBh7L^Q}5=Hv+`g&6Z^jfHZ=zrGKEuq_V zK%Q{ee34+ec!Bne<48fIGf)uAH7JXdZ9BsswPR~JCVpxb7~=@1o{4}70H;)Yo`O_@ zj^ZoH1Pcj1t``W<16Vjsu!YOTRWuL-U~Zsi@%@jxvFBH@@SzM)v(8aiJ~-Del!`gYx-7S7U&nyDD!-AV*#fM}8(gQ1|TKxYWxD2z@(JSGv{Zv_z%K-JI0z$27v4v%AO?@@*=B2aDDDBl@YMSDTV?C!6SiQQMVBwVWx{Ve*c2(!$Uap7bei!p>v{{K%Q2wd;p-=-z1y)EA84hcPrk|!)iNdkTa5sRJjT=I z3lSNBHDM*TX#ftj6ZP=bQCMQiOR>hFLQGGnXZ)zuc!HujF0*`Dp-Tg1wn>Z5>DUGj zV|T>w%#6rlw!0VEh`U=|jFEpBtN^n!-G|$mVBNKWY(YQKbl@*VKd9nrk{7dag-$|2 z1wsVfm%~7h7oFlkBMJ_wr6E&y7;ourT6OF+w!IJmLEAM$(!zKPWrL_?Tp69B#bZ%2JxrF|N;K@C%;M*kGU z9BPh}t&BLMQe0Dn9>rKwFEI_<y)=9k{t{C&vCf6xi=X%aO=&GN!r zqxpgd1dJ@vM|q3TAu0u+uH$IhXimg7ro$ayKl0NTNxv4oaT|T{t2{B&vrcdZf%PTN z5UMr+s^(DUwn(V`E}0udR;^35d+ z$l2|iaOYxM+jV3`G2JOSW?eO{!kn*FgEAY&m3`EZM4|j1UueSbNiRXV&l=W^xA3Y_ zz?tIHW0}g_n25!QBqNbr$i=Zj(mQ7}4NDG5wbfNyF!u$xBDs4+Z|P^8WR_?c;+ykG z7n8Y9J5~Md+o=KsDE-gW{_cmtgJK=a2%lYtRVOO+DCb@qc>MXeo83tc8mu_|iRnaq zc(5yDjq_^qIDB-OwP!Irt*5AeFvW8n`8`uZ9?GpC_#Yy;upO}Q9Q=G<>Br-y-4Es| zFdtT~IXlu2ZRcw2^+;c$gnYaJX$AJje90!+_sF0TH&Y19j}P({QJ_m63rIoc-WXLK zvY)*>8F#xr-44Df7}8n09z*|u;LLX+vk}h#*@rfGtFJPh1`cms?pByD`j5{fAo$6?F_lJQ3FG~QPpvVf83!wNz`uL>3D#wqb zfT)vW!69Wky*PH!n@bT2T8Ec&b+l2=?(-ytYCcDvcQ8MZVWmG_&@Gw(2BB1e@?oBi zU1)YJ-Smkoe%zxcWhKCvYy()2W&595ppVF;=SRnV!`n|TOwVE98!m*$bZV}*cSa#= z|GqPrOD`Ued8m4I*%UJcsU*b%Q!%*@V_#Qi#UbV;G5bKW&I5rlaGUi`$|(X1)tuVj z6W*knwkOs&Uka2bqiBui2pt|E?K7V#t?Fbtegi_u>FOD&=?fV101lde9whs_%{B)e z<&tt9g9#(aYFw~E)X1_CU&hp?*svElYcTg)yoN>3W2%53lH8HJ!u$cKxfHmaOSt|S zpT)a^=)PEL7D`!~_ke%$cRAc*L!dJ`l=7nta{8OfqEX1K#i8+=zW`xpl1Fyz)}N9b z!BsT=Lq?3LIfm8x&j>s`JYr0Y{u&P@Hhw#b^V|!7!2Mg;$^$^hO<~_GSS6O2rHhJAEriHwEz5>s|r$awvaO=Sb3(kLV zj6u`gfAtyQ=!%FGS@sQ19T8A5F!jLi{1HYLXl^8UzNsfto$(jHpH`>+dvZvCam!sP znHBrnOS;6ZOfeL^=t)AXl4;P<;v{ zc|CR);_Q80W=}JqcZ7={P1e7@OEXLy~A5b{J5 z=cn9bq_zT{mSVv&{Po4zG`97=(tnZXEk5w|a_Qzaj$+rk?*Sv&`PI`8$Yu`P&%V|= z5jfpg@jEAo(J#qf zw)zkBGBwD_1!IeW@{f;ov;6T@Q=NVoO4G(@+Gs|WMSKdZFSM!xVk0k6C*^wSk7BhG z!^B{pH!G0+HO01{z+x_Oz1z-~DUN`s1oL=D8j9kb;P#R(7oiSDFN> zl!zHlU^35bPXn>rvLFhz+)vn7e8Yr_bsxBvqx7LqM(8aEQ%aI`}JAHj{9zl)urJa0eipvdDhFq18L4rO@z^MYUds1p}K#n#_ya_b3)B-S)ki^ zR!kh3$alQ{y@8T&Vbjp-07f-c`PctMNh^$B>q45<+Ee2TkQ6AV%rXX$>9v*60x}K8+pH^8X) zk=pdHKtw73Wuqiev^WGma|16VrLEFdBvtzr&~_m7Z(0%9UOaQ?m;k*RupL!FDX4DN|jK|g^xikepAd_!$zUjb&N_Qp^uHTzG%0% z=G(moDx|vIcK#C_*^PWogdj(Zb7BiUA*NOV*a?B`s0pZHqI$$V)L%|7$J0`T$`GsV z8Y~Qmfnf6w+ve=e*d2f`wEB=9R?w?veuBl=jMzeClfq z!GyjPgg4>;d^&23hT2%@wU$#GMm?PyD7uE{SscI?1J`FQLBe>}$mT4eraB!K&14RH zi5%25MA*&iI!hb;C5?ub zqZW9jtPxhrB?gJ)WplQJ9c2IVNMq0}3d%(K_{53kw`}x*B9k)U0h3t8iKV}nPo~v_ z@x}trHZB}QMRY;nU&HkDGc(_+bTRq!a5LA_GcI}qMT>#;3oA6w&Xk%pb zyd%L*ua(ZW+Dn7`$eIF5>zbzHZuZbu@-e&$n7qA~&Z|4bgf1SIo=TCkT;#a-_1B>d z`a?QzzvczB8{WiD6`Au#=GLG}Hvyafz_`wA)5~ac4MX++@Hxz1m3J1F_9sGwg>ubI8G*gB0Hq3E{3HZovQsQIRC38d1_4C^yKuhDjpRa|YUY|H3|0 zF$LM9ZTR`7(+|5ri(i7jYaf}W8zk7r7`dG4qgdR4nonpz04^Ri3revC;bi2Rq5~pm znCHZf5k&6E89dt7K*6Tm?^!1J=CZ=b^v{IzOAx%U3U{#+PPOgs_kwOjam=iBdZhMBO0vfD5}5W7!A;Sn z;~}Zc=0=R)iy2?8iQQIFuvScgR1b4@1?$>;FARY{Uc{S#DJ{!UZ6aYin__$Ai*I*K?P6)x5&DRuRxr%z;uG~2do1Znylf)f;X~t-)7Ol zmOp_W;zft+#7(c*z+nbrZ`BIx?3>-u9UaUJQIHcFTmK8n;!z_NGF=g))c$^s70x@0 z+v>Hi)khrT{qO*00qa2L6hnZpEQSsrncXb^kiy%MILodJWF7ZGNXkj#m`&52pZ_J> zAfk#g)RhaFzELJaCtcCYZom&b=L~v&X}f$_VGN1AG_3v}81JD(^|!%ZdJ;_^OHB;a ziBs93eJNk9mUx4~BbYvUlg;ExLqevFDEaJY_0ucrW~!&E8npdzz9aQ1jGAm2T)yV| zxTR+q?hcgYyo=!BkD@u@f7A(#$y59QKeS6~C!?ffX#8bt(FLgBfB(^B<;IpF-fb%- zx`LB8)J&I2Zpe1}Jsih*;DzT_wQfkE-r_c%0muD5j;^CE=Jab$BRbt1D7oCraWjZ4RV+f+196}Bm+EQM9;KmZdC z(eQRJIB|A5Ua*ZaV93wN#Jaqo>(q^)xW1`ZubV0Q6nK!orkP__5Fe!ZLQZC2NXP63Ls!HU;xsPm?JR$?Z*hw#O&J|Nj$V zlP5o37|+h0yBE&egFPW#T9RAkxt*6XE1BDVP?CMI;bZ;2xhIH*f0$~zSzz$1dQgF^ zV4c}mCiIew;xyTf{CQ;Kjy$qx(zZFzYb_j%6=Jd)t92bu6 zIe-J{7y}{9qTb_y4H-FZ8lIdRQsqLAo9Hh045sRy0J^Yim6ocBcqiupbTS(!ebzh# zuZpWgE93`RaYX5BiRbO)Z?>n(iHKG{OHvkl-H*G@Z*zmnhbWU7^B%~!{0dW}ostel z8>%=W=%01?y{fYQx2{Nu+)I;x0r=x45-37_W`&3#o>&A5Yb)2URx93BSsoPw(8Q{< z3;#(S>)m^=b?&{_y7yk|-FvTf?!DK#_g?GWToK9rkafdIO3SGUikrYWrsoJ{S#AGq zHSuK47e&OhakQ+k47@~N6Ld~7-*$otKP5g>cIZD986aeFU_ zFJ~aj{tW89y;<~uy)IaiOiCA1R;WUGW|vY_=EwB@7B4Jwg<_NHhsC%f5Z}b1T1h!6 z8tF9rA5t$n^3jzj)2{&1la*TEJeh6DF-AQt{%wvH$ZhBQDK$XrloB81g z#0AoL%mW=76LBvA0T_oquy%QZ(-YMfoCl&Z^Xjb}k`k;up9i}$#9!IOs^HDiSSWX} zL^z&$j_va?q2x%?8O=P^auWHQPK<3rM5}P&$d?1A*Aei$a-7thmq4raDS*yLv%BbL zOahq)37LQusr>&%BC4#?n?~}M68Oia^%*jxu%?V`#21`)z@S@yFb8jC{^>mAlB`fe z`56#HQ^$0ZyoB+o89mgn)T7}(5eDkxw*)V3)xnFTDo6=P_zb9>``Ky$bP)a0uIS1B zf74&qFJo85Ke;x}B^8#zvP{_Auvpo|dM`A33Re(4iT8Wa8AgXyRH5f;=K^E5=*}V{ z-fM^GssmG(cp8v|jv?2%zZ~lxM?Qg*kkA47w!9&3M{TPC$0%xa>!`v4_U4~T9^o@*38kmvoBm5O@<<#_&|l;{6n~nJNOm8yP21?GUh|u7 z3(>K2Wd_(T5wN(_cP8jt^Z1hsIV-i3aCD*pCv4*HLw-hsd!6cS8}6pU0m=+=!<2^!(Qy(C-I|3Ia$-i0N*& z@ttpPqE6kk!%>CgfPB0z@VN|(#e3Xp?5$fe!<2)5gne37QodFaAe72j45TsJhLCv< znb%ZV;DRC_FaQ7m2eap)wo6eY`=M==he-k0rhdvQO!!f#Ggs;&GC>S!V$*Vr`ICF; zxvlQtqx3_Nwmc)WZT*8|HF=1+JU2|?*-a+AjE}I?_0}Nr!|1k2*7w{Sttd4!w=9(` zU2+K!@@ojXpi3e?Ez!bPL!H(%F`ml2DbA8jn!^r68{z33m(Nnv zr*}1yuY?7i#yW)_3eXMuU4eZbjmWxF43D3(l7+73mPCBo zeVxGZll)%x7pw(p9+It_Dg$VJ)c>2X~C$8kPQ(_wZ9y5RDXe(}vaWEy|xY)DXBRZoE^O7iHoIQR*z29f@|sW(J{8fmdUzDuLQNZye|8 z-es}bei1!npe7!yEtJz!+f~f;waB))R-n!p%Rm%{+5-qS^zB!Z;K1a?5;v`)MZAR& zwNeRY^7gu*wh*2G`)udfAL2GSkt=fa?x z?k8<8WyS1bq>Dev%!mz9rqfv2Qn-3n0p(A3B@Y33a(I#o%oHwX{Ww7E3k|iX#f6|n zdWCHK^yBY1cl&#SzqML1gd3CB~R(_0HX#e0$CoI8~{tZQ5ae<1(hQe>z^ zBN9#nz++@-jDu(7to)l7UwQ3J{;5`faAekWB@1gVPD|A~<7`lK`e;U{&ffR`9}zB* z$P6K?OPr49x@DwN5o`{T+`Y-`tr}eq7vETQ^Nz;-->zRpZ0Gyv1-Q_i(kDq-dsW zoX}ahuomJW4>vS1+O_I#jQnDH0$h;w3}p3ae7&kWnZCA6HFJ{DGGY)>g-D-5{162=%fzTE_K*7a@z$1q2Hg(pc>kZC(Koe={Rj&R$9tXR+z&V~> z0D>xPcR|X8BJ70c+`Y@7vHah(_}o|qp;J)o$m<9z6`i{G6X?4KApX{8&TJZdGz1)q za+n*eLW-oHT{&7^SZY5_V1mpSY|p=*Y%TBa9!z|Jm;<@&BkM)6t`W{`Obzve_Ndk^ zVSss@?<^i5rq63o*y7!t#bgWb+%W8}1#~rLC(Hm?k*}g`hRD}e8)zpw@$Y;$P+~YKAGNm0(a{pI8%CuOKtc5Cv$vez8jjt=+Yl-7o*L~Pb zNs0M8^6qC|6_*g4gL4#{Q18;%%Ku6@fL%xHQxqmR9c$^}-+IuJiKWj%3QRX!!80SH zTAWr0n75ur^cr&@!tmXQ>xDV>I-hS>OuQ9#d>*xO?637PDQmFsBX5R#zBC^rBpEFo z0dWngU!f|jh06>jT!5GlByFyzZqUT&taWV>p6(E>zNI_%%;v}k zs~J8pvIyKcnOZd;+06R)rtRw>TTg`c{%+!5-;R#;c^RBSz`}4As1lZCF$C~EWT{dX ziq&rs;7qi@Vv?hsP#vZ{sl!m}j=$FZfN>G(;eN}ytD(m03_;cAb9U1gc?^e+y?@@A zNcR> zfrNd%DQ{U4Z+sn=u_ka3+8NzY8a z)QsdTUyhrA++9;B!|%`k2w7vs1pTiaxe=<30vju+I&gF8g%qL0Q_ ziA|+8+}^XLmK0;0-OFU;8Gpy4@4<7kq!)zg>)j+%low%m(H@b>Ve>kUeQZHo_VvQP z(@yeB5-Zy6IuSuJ1xeT_B;MJ77u)OhhNGZmQ4XnO5N%HHgIDiSDcA4ETCH_QWq0N? z68{alvw269j6u;0*87NDFQ!PT;En#04XBpAZ-*>Or7WnWC;CP3Ug}0zOs)K&x2rNj zN^9ta`GNXjXcL~+$+h~p!2{zUwvX98NIr+9?Om^*^E?3uKMbSF z9PP<0X|r~t8isFmU8d9{je9KiJH^$6Vty)of@0Q_vmUe3;EA9){~+_3qATPoN%7l>6sKe&TjHAE2D_N{giDKenE{S z!LTX?Ce1PxYHF}W{^~4}%V((^d<+wXrj3d6J*+{RmNR9K^J9sAB+F+Hj;1mV+yN;| zFmyzM60^m@^vtd*HYw&Cl{xYn-fSDpMH|q7(dfF-)kfbpMW^nzYR{IR|5Bqg-$C_$ z)SySVh6I#!4mJ>#X<5p{EKffyBh9XC29fWQXwP+O9eSZ&?D6B<2r@*YJl}z7DwGbh z)-2dXv>2noSk&|!@3h($6#(2;3|vIC8>H_l4ufUw^fFkEZLhOKtag64)&o1U%J%Z8 zThk<1n>)QWR^CpR53^-&M^QEH6yOw{SQaO|b|r>{I|xONb^Akk$omFNJx`!2@{5Eusz z-EUMpXOF~%N=p}Mbge)k;JkX?LHs2vw|JPHDfQhn#q1;bfz2<4#J~Bn28alZbjSi# z?3r+yGGXwkNg$SKBraNcAN0HxtWUPCUT|7X*e%ZWsa{U(UVXZw+PzSfa27*~x^wA)IXVm7RX8XoPp`==1iqaeqaH z>87qV>NQb&sFlV}VIcbsx=&41#QkxI>Xv`>rR)B$wcik*#C7$ew$Bp#O2+`?SO75| z9r^T(zZ5A%XGSRf9h=iM>BO!k;;d6AhtZoEh_}SIv<2|lnl?O&k>-8;8kF5nB+j$- z&V zLCb5CT(v~ihR$11t!pb2MQUON*)xnBxP9|)EASqpk{PK%mQpdyWu|=#tTGsu%}Dh=-L+In=2|Arr*J` z(NHkcP${Z+Dj0cBlXI6C)pkv1CYbD>!tWIkdavS5mgRN-ob!-}+!m@Is%jt2;v;jx zlSWD!Ux8r+?btQgTcGEgjfs8CUg0xduKeVBpC;MNf_V1q>mA^spuC>r zHV{|<0Fh{TB!-gFtN`yXj%Ivev&Occ_+jG)kd&;e|DfskTRP1{d8Y4&*O6We_wODQ z_Key@p!UE?4jqDCL{kIjT-f25F@dyVmTh6%o4IQcoQAh6Q4e0$TX}wpaCc=8AUUv^ zcWpcxUSS&s(NWhYlq^}OgU1|b$$WSLRW~g{1ECQ|>Jem8uKX_T z=-i5P^obnvp58PHPvR?melr6kX_^kMBwq#OA;Cxvt4G;>ADtlqc7=)#|CH8MlR-pD z645*32;#Q1$dY1f|NXJ8AILRk?kJzlE zo1S=S&I~E*g>@c>MfoG&*9P*ksFIj~9rp-p?Acn{eLWOKY%l4t$o4aZ@ump+-Wb8d zdAWS=m478R-L8YRPa;RQyYi?PvT~&mV3ts7fd(HLB%fXK#Ei$;GV@84AieDqur1C8G$X9ZOz2mm{U)`QbhR zHNGypAL{kLcBwi95zKyw)=JBPi9$gUKiyEI#4Xw`Yf%#Zd7NchD)xe@&a*c6kX^w515A|y`gJsh3S^9C{ef!Zm?X_rAUU){3nS$i{6IC1T#I|I z#jpTH?R!-BNrDVutQ(7;x@zWn?;R7NC`56;wL`f_DCx7oGY7O0CBPCs$7}&@nX_M( zi{c?xguSlfgp~Zh??=iTx@=;fe?c%YWziN{yozHF(X$<5HpEEDA1Qno zV6||(LTTz<9R%Rm>txgVaNy&0a4#xxB!9}BYj|Hub|uQO>e{i^&2t7IQcm}KGaQXN z(=NAlTP9K*nLjWt{7NuosjY{NEzWa|w7*1ELtF-fS>*;YmRs&7$nxwiDrv_3#5E8Z zi{DfeMu`>au^R>72{R7c&IaCogGzYtTB#66)l<6UiA@Jk__na~GQZ-Kn1S87WvC@W zN&XpwxRYRDT|R2GhXbS;(*7YdE(+toHJOAtKRRCve+TSiL=GwbTF+(Hd9H5g;L&?4pEDe97IKG>1z=_L@@Yh6|bh!Vn_tWL%WsEfB_}`+e>1W2j137fM2dzmX(RWgJ zYz)XkL=zx@2ooRt3BW9@#9Sre_JBeF0B3L@&b(1;;Y1>$P+Bh9+(fl4JK(@)9;PMD= zCxqR1f7%2|m5A!tqQmjOTQ1v9;XKzpnC*Q6o(aG9Z|H39ZrzPQv>N&am5}^z*2SG{ zfp<#Mg9sMcL7`JRuD$oy?K87qukv`gk#hc18SZ)C?ubAkX%H-u<87wef0kzkI)u5$Eh}Zkexe(^IZ00we$-s=wSdmb+fs1|g&QBx=e%&M2HRJdou297fXb?lT2u=U9e?^JuLqpTJ{whltaDg!P0k9Z1>v-GNR$IpuW26qB>_i7Nm2<1Wy`{bE{X8L-$2%z+ciA-zgoD zA-jOCd&|scqk|jOj1oA3LJ?!iTprEw>2Ca334$5&yUmp@OyyH3tqs)U>AJE{AND(N}+ z7irncbx@OiG`5V{WJ41j7&!jn4=0ia3v#(5>zX(3+iBU$bx@O9H~DGYS|m38Jtqo%Qils7Rk4Rw}46BEp<^WIcrJ*ub$wb+dBCmy+;km zw16tPxr+z>qaFvswmU=!#lRc8KZN|+`y!0qT9bcVwYDwPRAZsu;cIRJn{8PSD|_1V zUdatqWp80A>8-N!v@ZFwhVG?GbHat<;zEtj1upi0;J%|Ji3@9KA(=V07xEhzXQ8T( zT`F&CL9`uFL_NSY$z$NdQF53Y_xJC#@Fh{9cca}O|cAcmzuR@!x%ephBEevx%&8ePq^LJcHOJEoxx|E37xI5&Qy<|tn8CW zj&Ry@> zlr=!++Wg$n_lVlAUBOeUJn0(SregZ5_K_ypwua?yl|Z^)0ACDTYy_;@i)ylp!n{NSbO~NN z?nqvNC5km)_}&Yt+OqtE3V=z*`iss{QT~8I=S;@qYGb*HhGI)@2BepA8h+Iz zCL69Qlt{+}`iiB%xkh}W@Ik)=q)NqbOW&585&m)#A<8|I@tFnbtGW7w?}dFyHX%W% zatS|QWfSjtl>m{Bg$C+hs-r*{1QzqtlBmAp+lt(ilHU22hu%g9&VEA-c?hz=UE(oS&$vVy|0ocuY2cyT0b9?}IR z!+xAHXMe3c1p)xl zZ*7@weNgw|lDmmHg}ahvH9z%)wHQtxcu4ud5f(oxlY>V({m@&vCbf=Wtde4du2vR? z@2>X|KteIRWElk7))SSlqy7W8w6iyJ#O~o-_(OVlc8kI#K%1?Hh9h#g!T{^Q30^<3 zm}HSe!7pws;GIs6P?eVSm*U*CX|I6=@~Ies_xzIzpcD1A)nsS_W_G1Gu~unbWQt`U z+LeJ7Z2VrPY|bWXq8k@@Gdj0cw_E1x_Cc>AN^?q(6UMyM_8OX(bwUTiPvRMQ1Y+u! zsOK%ALKpr`ag!M8n<@ zMNIteHiql@F#rmcg&4&X7n_cdvQRvC9&C%~8>wTmU+oNKa&H%vx*Qi)^H z%4>2YMSLm%rX2R53OC%DT?QYrKR?6!@?D=Qv83j_R9gAX2EJEh(|kq8(uv@yJ^tru z0o!gplX=%(h9WdRM?FYAzC_PeG9#dq*Tf5f_tLee=pCDUJ!atn^?ti^rIEF&T0Zlw z!<5&SAU0T>|CR#~K@tUqs2=TNFPF(BRW1H)~UVa87Oj5*P%b zWe;<*PEI)!^|<&7@ga9DysM;Z*$0{@yjnQ#sGb%d-Sv6{ome8Z(IxH}U^D~zp6x+M zX+=#c-igxKXcjjuaGw6R4g&{F_BSueXHlvZouvxZfDt8X>}!nmFOWZ{eA)b2z#{B1At1Vzr`x6n-P?%H}1|nyFX1Dqx!PJPszFzO`dGy^*MPf>iW4%dkA-wUzMG*zCdWu4m&! z0p2F=PhpM=8V@{YyZUc0{G+P<`Kupa;~+&DdQcM>FsH21HCC({uqm3&QGnJ*H< zaQDMMpRmsuO>^B}+y`LHpkxagRCGS!|L@|<1J8DfktA$>^iY&aW>U)U6y4^RxvpbCMy-r z$2{;xuJxYr<_&5?wG-!|?Na{IBWv}&e1I)TpQYEbzg`idNrP{Mv@_DehI1c`>+3PQ z6-;{o-%5W-z1b>*@WZRx9V{3gaRIq*B$2+Rw#L=^Gc4oC)Z*0J54IMm#+Vd0i~D(Z zaWTTH0KhHLAn;3t2^@(CwaP z=8$jNKXU538F)lS%_Rt{8vjeHfl5VTIB}T4azqv;8v;0+b`EKugk~9rU?S##t>`>M z{LMh->D!QX3%umG@u}o^zjKDQf5G-8bK$7Q04`$fX6r2UE32TWB-|eW08bOF(J#MG z0)$ILOJ>o~uQEzoz1|OxLc}xUIAq{C_VpGwYPmfRFQiAQ$o>Is7#hJ0L3`Ab-?8I# zRyKFS>k8S(c@|BGD6_+6Nurdg#?=BX1r8tz2BPj;F`kz}kmfU|Ycubr7NCF*tnmo=uVUd2BNXaNU4u1kYXE1~w@)SIuMG^59%!!;3}NvWx9X*96P;^`SE=z$@` zy>)*B_9yu5H^C<~tkytYM0H4LQ7vibrZ|B-ULiLu`w+1GFdWM8S(jE2#ub|;2`boh zlLYKPuA5vcG1FIDC$vNiAE)n~R9x|yBy>|obA}<6qUZhlHAlan%SC6HjRR}7wu(!d+aj}L5m}^C?;~+5 zKh)K_d#y>fc$FCxT!=lf2Ay86i(p=l-jQm6#41xXu*my5xTL2zG8Z6FE;-3(u_)91 zxn3SO*dKX5Xy9ze!Y^O%gl}i2T89w%&w|1MQ>CMwd8N?zp0IzZotuEeU0 z!7P?F8!ARgRe@TL9=lEi$GcIyd8QEV0xA;e^1%63oB%_{<$*Dbu`1{zPBIElfb*vV z(?=ht+$bfcYK5xPLD7(zkKp~uT~WE{c^a&J3$UXhfLq}W2weAXL@1AXM|XA;MeW)2 zk)elTMnE8E~mP*z;oJwGv3tgIv$ z5&a`*`|NgcoD}Sqa2bYa%WSb)p${R(7kva}x_z}CsT=oQXtWq3E8;rSM)4aO zvIj%Gm+%6ONZM|P)!GiW3E$}4Qc}2xf(>2sq?AePEJ&~qRRklA^o#PHEVenT-(e-0q?>-- zk30gr2kEf(n|%_Q=T~a3@+@AEv3Z47S1{9&_znN}Iv(oYX~G@+TuFusXhg^zy=d`Y zoBG)7b$)Nj(vFfw3`qo6P9y1SskJLL{{L@6;Tczr=pglVcW)Nrt!_cfdr_DKbu0)X zpaB3YLET^&UP7JiOqeOOSEYO4##B5d)cZCl&{P`)Z%2vR0MpFD?)p&^F%L)2D#nJW zPG^gKUnDV~jtKzHr^EyzLxMP*nLw!9hbyyAmPzUA1t|9jq=gfTTDsAWX8Cocc0dx% zpqAf|l|$i(bM#-*+aU5Jf9Jx^XIlf-a~V^KSJ##~=`%hOXJIaN!zu0`bUTZ{-1EU2 zGRyXFQ zQTjrHB)7Pu)9M#ASj@_jY)R;V-8;c!ecKkS{G;#I9-UGDS>7;Ni4Ogu#S30GKIdg7 zV{oZ4GiFwLo(@Z>>ZRy8?C`vS$dH3C+subcW^!K=o}CUfwg;jl{ZGKir=|bUP|5*T zoggbWGI|Z+2GVVK&Lk40>#(fN1fmb>#n?*s`IiYudY_f@ss2L2WB@>u#97duYZ)#; zeX$g*evHvEMkt>|hFs;T_f0%eEyvo2a5hEp{!3G*{Q4t?+SYl4^TX~;0`0<42J(lT znUX=zPpCwOc`Y7>zu(}HGmvrVc>{3OU~9oRl>agHB4i=zp_-IHkP$hBvv(!DWVfVf z0;B?{`QZ#YRV48BExGzE*h$U=UK3=K1CI=})*i{J==sYdTMXv{&{CEsS_GNG4_GG3 zr>Gaq-K!^evt5OH#lblt6{XU{-3IG60*t#SQ-dd+EYt{WMYq4!Qzp+iQq>B z^R7M{fxvA@NJxCpA}1*sQ#0LU=l-2n8laRGA$gC)Sw4e@T#6pKcQfM zzjBHev^yb?E8~=dz5!)WF4Zp;%!BxXj0UYerc*R4m@`_2yoj3PLtZ$@HbT8BAa+W* z_yfP-i7jxa-We&Jx}J-|kecK+vUR<<$TpA+oWnzb_%D2XQ-})kr+H?6(All6^~qxN z+wZZ|6p@xl>AtuH&2vhocjqR+k+C%buC?aAp6A2!+Z8~_yy5#x43_b@O+wIB`Oij^#NPm0=Wcq=lTi>gOfy$%GM zlBq`UK!s{#VBJJhLTx&l!i_j#875M-gv$Y65GJVDQ75ht6H6(t5#ZV>8$$^VD`l8p zyzx&b9{Q5)kO~Ekmc-+q&6jy+R3eJ0O$WO)#o$kIgf-g%1gUrcj=GHavtj=EOMs9{ zjK&GN=0DMNc;;H&h(`=h4a3>stpVA^IH0Em3XOw*1qyW;>!yo9j5BgyQ8IWEL6m!V zU8wgPCN@{{)fQ}*t=jp(OYjBpIpcNEU8*53#2t}kk;@ta28F?Ba-Pb*=k8%XEf$Y2C`dE=TyLscI!Gl6#@aFy zM4O;z*J{EsOhOSNOBETq=o|DCMtmw99NXXG!4QL>5D03i`Bxa-nw_7{^Bh4Pp!=uD z*yf>zaLXm1X09S~{z1#SOhmTaPIkxGPVmx@Z!%X@erO34&*-;YnjnseT^R@2fpps- z+WafAN_A3rbd`wZUr*F9&?2ZNqwuelH0RnH^LtrJ!FN?LVO9ul_J0r za9&^B;jsMLq{n@6R=Jjt)5tNxmKKb3`ycve~&we|@Bh7fj zS+%wMmm%ONNO@WB{&CfF^*aQ?lg;t2(W_btGg3nk%7m&!SaC<)3I$BV^2rnKjc^EB zDh3JCg2_2Ca=ES)(!z{cF_7l@jKc!D&?!fK9f9(K?wy`EReiEk)1wn>OChjByie{h zjEotd=1x386@dRLQe=Jk5h<;vdX&Mf_0HpwwjbY|cnk8U*T~v43p(fu$x1mqlZ@PV z5CAxQ`hU##e$%KWQ^lGEh9T$O88$tQ9FCmT$1|hwiq6CWOG42MMNCdBWC?PMYlhXy z^MGXd0UT%sC{z-7Zkx?@x-}6SLILl0{CRWi*ie?%LZraIIx#ut<}s!boZO*`b3~4u z47+M{9<{US4{FeIkr7B7DqU#O2#4!JqKB<<&lSaTXhQ0KLuR`qew~lnjsF|s~P^R zC`c&&Ca%&0YzGEsoI01P*v$JD0j~0nWRds|ni?~7kVuOUBpOt4BnM6EaZz9oOUf`M z)iK-ACf=NFrimQJHeR7gUN}#BD(+|OIASE6 z=eB1=OW-EfR-Wga=gA}6^!!-u)u?G_Ey{kbuDIIZ$`*j-|2GD|z)yCzC|~gT<{5Ov zWu|+0mty9OGm=$G@P_1E$@=N2c2UAP%WbCR&j;8BAfpEZ&~1?`AuV37#70)YZ!T*x z_58s5biS%h>vKZtVmIW25Vxikp|-rD=AZxuxgx|S)hshfmF7q1%&-V;XOWKlG5v$4 zalNp2r+rAcD>0yoUjnI(sDZ-{*~8c*+i?8Qjiwy9Ke1CrQ_sCs!KXu~|ND-Yu+b48 zJ=7>~DXB(IHTGa2&iwnVTvk;?-A-W{-a-k`ZEHSiXq)sPUMb7!373> cAmdES^%7AW)t7O{8lV6G00000000000PG_)l!p{lB!~WfcPmXrlO_7N1pee_+}6yACj>OiWKq(JARA=B}Fj?{UI?qG)!Bk zKfPp74U};XHa@qTT4y0;U-5e_DN2zN&xLUO>M%-JzWg{uwj}4g%larU#cV zfoGpVgE3&iulp~oPqJ6CYhiHU%AhZp{fqNc`m^zt4E*^JDE~S5S@_)eSoj2-1A;$b zzBoT7K7^mq?!foJQ6LyR_?&#<^fa+P@z@Cl9KT$C%(SSBAt`B?KTqJMAV-pMc*bT- z-?Ajv{K(h*Kk8pDPGnqwHNs=Il)R?eDh~=0LxB$^&O3k?PzLL928b(t}$?Fy6?%SFN6MK-RjJ4U!3FkSV zOB_XmmrjBsXb~j(4Y%`KHM%tpz5mfi8xUt|FY$lG?&mTl@8?wO@UQztE^mFZv$MZ_ zq2siXnuqq1Q;O_580>?%PU*1G^@F$~NT_ZKnk6_+d~kOjumo(a=2Hxp21H5jKifXN zygUx~@UIfv-o=opBXm<-g{XdJteXb&1?fvUYdn`gq74s?ATMeP*YUVkpg4^;D;6mR z`(?r4j9Z$w_he1>72z1cVP{3LoJ%2nl{xl7aHS-7MPQoq6qv~ zwHhb*-5})+6x?$AfT6yPDz40@b1TQ$O1M;GSHgj-|8ha}CFCpD__4%d&&gq%t>B2Y zyw{?LKzPkq!DJj@66xDgckjSVvA2Ky{hsrGvFoAKMDYBf8QH@qDT2FOd9DC)&WmgSid_zg+X{QenJ7pZ;a$bgt+r?hgsG^Jb z#f9U~{l`{5tV4&?jL3^-=Q4u%!_v}H9XlTDbqT?hj@R?Bg(G#Wo(KxF_s_2d?DfOM z^5285Z@>p!V|A}aiZzo?e!uT%%YtVSY}6hR_Awv&yorlAx2Z~yM{cPjK~tE1n% zrPU7dgum1K0i#L^$wWIz092;Ny3Rfu)bU2ru;!dER+fQ*OoNI?Qn}-B%Y2_Ae40PX zQnHfr2Yvu_QbV*`VvoLy`Im%RPg2mF$J(;|6TVZ#orTr-9Yc5MJ{Eyo?9!)y5=V7L z@fikvW(J5X#>LS|{dzn7Wst8Q2md=vqKXw{vX=yMe#UO+EvgCtyvscbJGiz~7v1Nr zI<=jG&0F!;rU;yiEsY4Tot|CgE>6&wmqO9b@~wk3(Ln1F zmTTjG*ZKdW7NU!bx$xYKd63>11>d@}SOmnbE_}UwQ^xCc03542-?}4G{uhcZWTT8Uo>{oqr0ihvbwgqoCElw*l}4l_z#T&+sLk5!$mWRmUwc91B6 z^!(Kaqg{EMoKjZlYgPvV@dfVRkvpp1j{9;vgg2E_8DmEBMzIXz>x8M`X@C@#h#YuX z-?sbymn>WvuVWHDx-lci{>#Z@fHM!J0a1l&DXsJ;Q$N>Q)DNdkuo_4IK-H+^YCl(m zT3@%l1y6YKepC+WKL^qd^Cg_I$vr~^XsA*}#Gk?7XHRkaLu{_ztE2IsLLq%)5KX(4 zOeXcPPut{^wq-Ns!rW`w_m&=;b8yAVO|7z9J9g>)^U(y6oc<^$Up4plqV!6_Ewh8I zf7P-0{CPFzx_f8ykeUM1YzF~_9r!^Nb}^;qmmgs(sycDRdD@AsmW6X7}hXCOE}TBBZGNa-`-hZKcH%t4mO(;$abBiuZ*D z2+cj1Yl!8@zLCNrdI@|!PGDY{E!95nJan0~sJ%YxH)EgsEb>#yKlM#Nhw-kxj$5ez zWQ6BI%xjmAdFPqe9`rh+MI1oawtsEj2ij3|%;j z7-2K>!C9&_vnjIw^k|v;ipGb0<>TVsZ6Dm9<9D@F!n(!lP$CFTtS+xoTz;OqL93m# z3&ie%+f^h|-1oI)%Tdhh+K zI9I-eKaU($r5*2mZXmviGvkHC*!#kUrzU1X$YC6XD?!F>jj>N0(%$wlU zDex#?m<=*LU?{3v{vpKpHApS8*`VJ;Yb}U5CEx*;pRiZK45Prts6MwMH3w3v!^XGV@Fy6Ra@YkoGcol zG&rfyRp4C+D;8D-+|gX!-Gbn7Z^kpfND}xtXm-hL7k*e$%lOSttVh2bZOvauxS)L^ z`lde<$(liQEMq%#B zjDhe^PyjK2gVG2MzNPP(N}&zb!5=M)$va(;dp6fbG;URns^ajI$tNjij86{?;bZ)7Ehzk3jjS!p@;6A|YcP_)qfE9ULU|L0`KVz4FVq@pXR(9;4fAr>=50@s z!=CHx7pz6Ny5$n#qwwi=d)nZ27as5e`%z-+ND!MmJp^r6*7&{43Wt_+;?pZt zcJ?F`$J)gxPG^4wjbgTu#@*lJ@3WCKPRK8a3d_PS&zBjc(fO^oWZTdM*OL{v{AeO5 zYCwe~=Ol(WYCbU0PLv+5t-rLj$WCUuy#uvAEsN)IL{vkLJL9H{w_Cu(x4^TlWip2{ zjM006Q_*7R$|#cL>5eox=*6$1b9vdm9eS3vV??ih?f>;ywJ93!O>)zj)tu zaR1p*(PnNUemg$PX;Mw{hH^$Ps5VS<9K-$VxmHb4KqFfPSc(ZTe1O%TtUgScdD&9L zuz`pssndc1yYGV;{Pc~nu! zFjb9T#l-?Rv573phrAS@2n!?KmjV40VagoN(h91X;mdfBbD5s8M%J@2AcxX1Q~oEx z-tlI`BrG$urBeog5i$%VGA^`N0J*obCXRt`cc!dWEKe2rzo3lD>*ON>gE7*-*dyx= zr;0=981Y@Ul*@+Ir|+Rn+vxC=9~jDk2;NgYi6#H|Ha$KMeQ>dNyn6k{fz+S2P0S&<+_V}0yq zI4OnPeuU*n2GNaDL7&DMKI^1(1I9?&Z4Vd>ySEVB#f{^*yq)rBggJH+PH`zHPSF{ zcyHrpN9zZ-N*0S^lf#ci$Z~3>O5SDmJxKXn^y`oGbz@T_ayC-@d7^LMX+Fh%w>St+ zqTy7W-%;{@eyVa~%OmjV22rT>9t%SLN+)h-x}pCqQ-LkfFL)LhYFe@KSt6{KwTm}N z!cQ9aZL?`_==xhLku5iL)OwYEBAnQ}9y}W13&hZ!UIxxAC(PM2zAdEkNvnCtI^|G` zc^}dV>7C}q`1a{8ezpd!T7$1k{x4EwM5`Lf^Xdvw(!M<$XrBb!hH8M zKV4Q5$prO`3DgUdjC2Pn`#yQ}8Au4cKG8z)8&UizF6nbC%%XfZ>*Hh$o`Er2?25(*6VQ zly*nl^>}NPfPo{_tBDQNMpeX87}AVbbfSj@$y>oOLw(}b?&~xUQ+xrUHJvfAQk2dtdQVsMwbEnmJeiFYBlgUllSR8>^sAY&~okswQaO=R)^t>B__tj2wV>r`R zq&4ZUmuLPzh_o+_4Sn0TB$WTq@M2Sf(EeFn=7n^&hD|vu{c^$`8AZ9Be`jls=z#G; zbLPbZ#Gtz;EItX+s%$5906G>VO_=C(qt{5jDQdVY!nVgr;iwj1JXG};=EZDo5(O4S z_cW1*w@(rdwE=R3Ob7P3ZZkf%a3xWnUaMc(tLenOp*Y&gmJ?LEDKp!1j#gekAslum z!XXM!+f)=+Q(G%@!?8G{3kvhwLON%V1bjg5U*}dxSC5O ze-veg)*PYN` zG|DEVo7JFy|a3z=UPGccftjUZlw zNraklv+a~130@o8ZJbR$Qc-t|T>R$xQUWB8G^(nj=fRgZ1I7a;M~3!y&LiS9LkC&0 zPszONLTm5I5ULbw@KcnS;6Gb4p~yorm9I zMO&jL0Jmd#NW4<$IR91im?`E1Y}UPgtd!$;8ESs_sJJ-w6yw4$WdNk%KKn(0K%`xg z#0$4YHSQG9GUixjog>_@S0*K>@!H+xO<_{@GhbPA-wi_^evHIwfF|K30l{xcNuRhu z#tdF+tMO9AFnC0$`pld@`csTdsD~`rf(N z7kn=31;Tpix;M!ZW>_&fzl@luggn)LnOX_Nj-KYZx3##h9FEgD>r&4l>a{+zxupl_ zc&=6yr{+X=sZJ3U^mj?LkGR75Qj|NxR!H8AP5i~9^{{9{|Ky1{h+tsP?=rA&G zF|AO3baH@=06$Plt&$&QVU#A*2Kid&H?JFY%B@ z%Nhr;W^K{LUh~sTEqK=x18wT{leEa>KqQ@GU8-2cn)QrNFP$Lv^E0V|(~BXi z`HLE|u7L2e2Bd3~Mb7&H>UT+FL>S?Y0C~f6fa&!Lha%Tc*rr$@(gkLzJHfOIu@s|3tr99RE5E!%Q@5+HJ4|r0Xphf`uq;`T)Vz=_0v6*e zWss~g>Fl&DbADD*5H-1Eu>lZFFEmXqj6eaifo(_0*!ot7JkSF%nP%iDKB6PB>DtFT zCz~fwjn%>b=mDUge?I=Li9@D(_9^wfhFT%Wbjd~~*HiYiPPf0HVWTm~RiP4~rEseH z$G`5K3W|U2yKdSx<>wt$ce}5jmE?MB+|`Ysp;G*Onsa38KSPLuAAV(!&H_aBiLcDf zc67zT+C?VS&`UYDv_G)Rl$6^#-aCC4gQ~&k;^EG?N<$o(q zKsE^7+NGlG8x8F7*PYz~QB~)itK}F&k&``uH`O0jm4GxJn+dWCWwyLuHmQ7S?2Haj z8?h45*fj`p+LT^)0dJ}InG;Ea!rg;dH1|>}@j78*(ZVFc?W+%-)9)CHYA8~T`syE6 z`e9kyvgg_MO0K28jR0}!bz7mbHtL-aFL81MquW$v0E5rG19EcxJ;Wowo1XPt0r7#$ z-&N`@hs0c2D-}+H-L)wL=K^}c+3JwZ3wIrA4Vj;I)_b+|l1s{`HA9ZFc$CjA2Y)wQep@@|d`c=?m7SO%4e8wPSGx~D%hsHo>&HXxHT7>ACLh14Du=Wi zN3x9p!}aLP-GT<)msK}1A)BCW8qmpW(r^p8kCb@M8tL%7)T3et=-YN8F);?Ar>|KX zQ4}O}x!@ZNO4H@-^iYLKq>B=xMCdp{omQX>@63)x&?KGCmE`?@JVr1yz^pDB)g{$8h^ zENsAMcTec9apnsG@fa1p+)OaLRbsV#5MLQxn(|Qt@iZNK97~Cg*l5xU-Xc9$Ba+j* z*pUgu%IuNo_uLit1gB5QDawDgyIx|!gLh>caFMMLa~=%FgY-E9(fk@;I!plo$ZSmP za9e)4uN{t?ZWR~ef-?llnVND$+zJa(V{TwaysK7Y-LwYz6x)2%zr$Ht=heh-o7Fji zEoV;zXx0&Q=GWnyJ+e40v zCpR$&Oo*{atJfw9K zw>05hnB%;!1r5vPa1=A3hTn|N2gam&vCxcS$mph7e_HQ*`ne=0`sV_$FstV#u9XnKUfArJQ$;G8SpJ%OlJ%gKMNPGFu zt??z13}3Iahori5Xwh4<$;Ss(F#OqyEd?)9A^*`xYYh zB7T7&cQr$nEocFQDSLbJeq3c~%|uAm@w?>{7u$H;wmAXdaU33Mr(4O4dkwk1SG#a# zAKb>~fmfPBG+aNRk}J_uTr2YFeB&Knb5;ZEMz{GG~mTuXCg z3kGH)uZO9xck!apo3#w_ocJ+Gy;gXwhxP-?l^~P0zqD~(%Pjo6ya=%ULz&-Y22jIkperLF?h5trA7wSEoKN#h&EU=V9?+ zT2c#*tUASrEz4fY4W+CBuZv5e#=`Atm(1!aO9{z{PlS!CLReUK%bA`xn(nQ8*jRM1 z^Z2!UFScHu({ZY+UI7Ulxhg9LwD%18w=JJjEd5HQ8 zYSDp{%0Jm}2wc^n8Fj4f3>ZnkQNbjl$^nxq9PXDZlubV!7nFbhv`BB!I1w|_$WewM z!vE<*I43}bvOI;l+giDiuS+40&m-jKSHtlm72oY(dEEW#6Ujy1@J~JuzKa^h<2>e_ zz)9>sVO3o-Z~;iJUDnPw57C>Qz4{?jfpD_6-|;>E=%dr^??q9sICR-y&=P*C zT*8dk&3={PoB^dyv8`iO7&X3#^CvE987`@G?1ox~w8(dzaN@JxG!y_pibZoJnknM> zVD*FynZS(W@)R1TzH+1ZrhpSzTpPLB1ZT<<8t(WxNv9M1 zD8@piS zjwZ5hFS5AQ8XfU%gN}TpfqqAU(EaD088_%tjLt3|-q<<iXOSpKkI)GiimyJ09$uDBizKtTNKC-qG#;kYLkaG(T4`_hNspRF{3b`JRJm=Pfl>(cdow^Qv$2Z=d46UUy{JU1X{2YU< z87WSBQsW|RZ_Yay7nuR(XOG`RwB-Ci=$(85{Pz{k~JQ28zY6^jcs;So&Hn3V2-2*Z!mnqTe4)jslHz2h(@mz%5@6U3=r^J};7q5G6kzt%HP z1cZ)~q{Vr-dPsIfzpu_FYt0AQMqHmAh^ctEEjsLGq361E1O_zR>gQ){|4H1kw{~{d zu4}A=n;p$7%{Q%Zwq~th`VCw#2!-0k_GLPAIe&;9@j6H8B%;Ob0Fc=RN6m8Y-bkS* zh=aCeuNI|zGjtmK4(~hMIR!93h+mtRwHrPNxGDYjuTH*&)3Yo@#CV(I<NCLc~+62%~L;->zy zQX5xQISlR(Jz+MGiUdxt=Qtzg@SZzwR367EIMH9IKg32DbQ>ODc<;MZWIcj6$Uu&3 znNv2h-pitQdaPFMaAr;04*g_pEb51%V5?FlaZT+C^Y*9lFD>)MYOhQ07W~=k5bwAY zCS3_^h*(i8N>LPnMYH)L+EIH3lRl=kys$C7B)}a?q~CJZ;I)NXp)eh51S#H8^WmE) z;~Ls-#473+mar`$W9s4u&_al(- za-kAEEYTFGjWYWY)#JSCW0+#57fkLKg5l4Ru$sl`Cq4|~ZSNRgPS`3=j__AlOjpzE z7Uwi}bbGBzRAH9ovFg``P^gE};_A*)@P0hQ4$s8%QunQQ`HKgN-lx)#8n=rfBd-!l z7&qcV)7MD#NqpeK0GHs2SalrR-DuTE@9sat1vYwM2-lR;^J%^^-5K(g;P;N|qF`af zTXqg15ihRGDs>GMiY}!y~$o1s`Zss#a{2bMsGb?o1gr$MFYPuM9 zRg0Y(&Jt%5PzJ+KmZ84soLoI7aM?13qGLgnW9{Z{J_BSz6cSs2MeI0~6rIa0SlD8> zRsrx1@5k!6tO6wo1`$^x%P-@;W z-*?Y-cJ^wWzSx#B-*yMF9d(K-WL;KcqR|%$K49v79&|3?m}XC#jdyu3A`?40LAdCw z3fFlcT6R~KNy%IZ%1j+(##_U(q z+yhSG4J&-G3K`9&v{K81UreoDx-JIm#M5ef=Pb*TdkO3-=AHSJ^I)Sn8^Ok$M&TPs zW1x(nEa_3Mu4fu@!e>qus`Cv`U`J&bIgW@;zgb_aYZ9*D3o3W)WyPb#XI3NSk4k9E zbY|^$9hNP`roy0@K=cg&5M}ubnD+CfH}?&t-v3#JV1plSAYD`8@I~++e9(3ICx}hE zXf-|2^sJlI8==diiMdCUNt<_x=>*R#Uiqgz%)l4KztfsdWB;qnx%~JcbV0cyxL)Nq zST?W@>PCnp!YB)uO%;WZBE#;n<)g5r1~w;M@t9U+C9#GP&}@2NrKzRUB-fRQO#`v; z;PlSr+pZ@55?cQt1TrNjAIYM42GzoNovw1xw*Ruj!SMTUj4*olhIko`M!n$IL!_{qv8uNgn}x6^a$@lXg_4 zUPcw(FGW^OR}1A_m$M+G?nx5x?60cm#qbK_JO-&W8mo_A9XEd(5*ZPs(s*u=_Cnz@ z$Ra>hUCIaar9KC2xk(bAV+aPd4&4ck>EUZ4Y!6(;an9kgDmuJgkIMuTvCBA9i}Oef z6rU~aRu*F+E>T@g=yjlZV|D7f)(77kP-|#(9<#+k$waKqSS(*E`MND96TS2! zbCbb<{&Zb$%cLlp1P3TT14}M#`_uoO8fs0t$YjOs6&JD0m*`>ZO;YUs zsA7T1Q+(w54uNhAHm`>fcs0RSWhkm+v0hioqmgL0HC_y~;e5JmS+awgnnPARwnz?V zEhVLIY9wZ%{mIb_-&Dqe?TYEy?bTruZr<%~zJR)bS(l%5<9EQ9BL1$QwAKLVBj z2-klXQ{z=g$o~21$o>06k{p&rn3y5X4ByTUQRkT{C(F>w7I&zOrEZgwPt@lgt^T~y ziA|Ro)j^6f@`D@j*xFEbFbtO#RbrEle4A0Of|E;u&yBW_Wa{?@)m1qnuzW1;@6OS! zeZHBHZ8r(unLp&-BcrI<);tKLx}g3NmYs`OAAL082E{M^`53_s&k>{AmP-y_)es8S zAkLxXx_s9vlQSkbdRrH}BT}9X=uxht=E?g$rQ@~Y5_}M1*I$aC{|ejA;$W{JazOTB47t^$A4vzi@5dDwwt}mr1xQ*;S9E zCY%Xz+B7WBc}wwm9cNMid^onrIXHV8QLXb(;&zc%iv_!_KLslYNam28H#6Wt?nzy3 z%U%z**!#`~#;d$>CS_t8|M=+`8b}o4b|Lb*NVcrhvFQ2tklb3!VpLZheln2@gAmJb fwD36Yi!%LZQHhO+qP|EjcxNg|5ojNa@FaZRM(Tro9aYKQcR4; z83;&SR7gQhfs>H&zcZsRa4s!C$~q= zAOPym@(%_~|B~$G{~~_rU+JCm_jv{SD*!^**v=6@-!4J{-9Lakz~bFa`YppC<~0W( zen&q5Q2_B{Z)ksj-~VUwbN*-lL40QaCV#0P-M<^K1R%JnKkDcIvHt>G?Y|NH=wJM@ z_2++Qzm%@!nE`M=k6!t2^y~R|_&@#2KDdAMPr~2%<$hiKxj$GwGGAfe>mTK>^fv*f z{WZTwKWe`17PrB_XTRzd;+6Uozb`-K-+(XqJN|Zns6N$?|HJU7`>%XjzXE{j7xkh4 zyZ%>x0P)y=roYYK;V0?$3NU{e{|4V5gk#{O5P2BJ+bh7-A>W3>O+vk#6)jfDy+h$&U|VY ztT)L6;abPl8ZHBHb1Jy`aHj`M3YlqWD=-x=5(sS+ZNdf)F=5rRPk5dE8QSV@o+rb* zFYQe+6e8!nfo>Mt(=NLG$=Y(Y6HWAdCq>Ye&?ba8T+@2;(P6h5h6kunK)7tW_>B%Y z;>|64{_Xy*DWxD3`$Bk%9*rR<#ysiQq5y1vbVy-hY0fNuf!96EoDz0E!pR{+(J~f+ z(uz&~nyV|7%X3E(V)#GFJN!vq#KcEqU@TTjd!2 zq7r$AI_%)lct6t%%n*Lxts1T}mTKBV0|1JUuYT)hBY#gbPN|&T3hDCx25NWxU!1q7 zH0-%}ny2S~2>ki?N?vAi>SlPtO&%X_j6N;Tq9{aVruvFs-6-Vwsvg21t~Cd5&*WUg zHepd6TmmFZ?9=M&0DmZ@utBQooyVgy{tsv3WTnFxIUH8rbGmQK$YgZkSJ4w2ct}t$ zLRIHGT7qqVIwb7q$i$%{r2j)jl;XvGsL(e{D+hA0U05b{>krhl10?wNnuL^0x^T|x zKx8A`7FQrkiKI6^WTn>9;^Yx^RqSa{FaRDU`Lp{#5$b=$?m&|*v#286)$74D6JNl~d zql9gLbksPXFqE<|e?^*HB$UX#ntS(Nf_Xh)M=^&yjT-qsQy4IaQKvU0EL z{Xe4VVJBagi={4bZ#}PFdvZ8|-2{$+RVX}|SmX!Al3?LLcjWx+aJ@CoxmY8B zTafg-*u0+kg?`xZp~=xsM1p9LRf_RX$X{RviJeQWy_k9jdPKSVf$HK2#xL#far}#Q zer%r1OR-Y;zN7;^D`6%p^I){cX@k9hOYGP-!drJtp!W{8bqJXYJr;g9aZICy(p5MM z?B%m|`wy}(h+ksP(O*@|>KIBn5gm=>q}m^?ig3gx1a8U@3V7g2=)8}%q1f1BEi{fH z2!Y@w#mx@owwpu)EWgz5TzDk1Xo%*UXm_jzn^!1c|L+9J0IC!sD92xusKi$3(>AMz zoHtby75$I4|0@4EqcL@}RBsEvS?vA{|A129pexdndbUD@pLDi!das>Otu``@*iTmL z*fD{cqD0`lRyw?$3~=8z0}2&?bssvC*o;kD$Em`Xbg|SN&&pJ7OFy(QR7X512rm{y zhC=R|SM(Z0-He8LY}Wfh#7;(>^S`of zyQ=iiV{nq|^xe&j(3=noYt(}jagZ64nYD;M%M>D1DK#2zMbWDJ$r zo*bnma*|h4vgH`}NR<56y{iZTYfcFbHuAhljNTV%I(Q@Hn=t$@Op*=V^v8fMN|iuWVu+bvDP( z%K1Rm)Q@_o|KTo?`cGs-MF`Pz{(BYHDts6Yn}cx*k3yce-Rd=-u#SL^>B&x_%oLkT-PSb%d-- zfyXwt5(paH%1d1T4^{skrO+z_|He0wv;5GW*6BkB5pqpmO1YG~t!76V>|&D#Einl6 zrz1F6TliIipH9lrws_(Im4H4;KuxQRZ81`7ef6R$dV3TGx*BY`sI*cHHN(xu`(SbI z4LWByHbCR{inl4bf&C10`}Qp*lG@iLhXOWPDMfY==JzPYZoNCz=W%OfAE`_2f2lCC z26nSP3ibCuvrSc>BZ0Nz`lvaf#djXld#R#+Y?1Cs3ZSN5do_Fwb=-R`@(m{aC7Ssr z(wwq?`p3srjNH#Pq2_9++2ZeArfE1_+)YO9FQ4)| zPKZl9!XJIkxg+#a8Ly?TAWvo4Uy6O3hacVhiV%?IlrZz*jw?hf+Go^8(M1{h=N;#w zu?wl-nSJc2pVx>T>D#LBZjVo=3qgAObjAHkW-%Tz=3&f8`OeW3q%U2BYFhY&D%Fof zV3vnW5nn=T=du?TeoHP9@+f66YH=0Qbp;6;oSnw&CMxF_rv4qTf1xYSq!T9pPq%hI z`fl?7Hx*4)>X)Yf$?SiN=Kn$X|F}dAK)--t8(bB`Vn&t7)$0qtc6Il{bQ(S^xgY7u zrO5)Lw4Vhk^3H2|CcG^^#32al9H^YPX!OyruhrHOt^{WcqKNoBv77)S0F8jDfXd7h zF{5zS%fBEL_hy~Vv)-QVKP41-tbFrnXIWmNab2dIs9AoPBdQ7s?0fMR5Tror0YLCl zIM+9nX&K_wNg`H*JO4Ds(fhGeUaHSeTEn_`6}zdvr=NWk(!lDTOecY9U^Z~9eWt+Y zyhtL_rC}(>?m2|$N*^!K*2B>qz$P1s$G$jV-p3rE-ue1H)V?9!=LpG z0brpLSWm-U4JJ2o{dnI{UTK93j_+_o01g;y#D5PTO|7c+ngMLBh$wNC@a`lEIKbS? zF1%d$3gftCWdovJvO^7!zkx_}J@+ifmc}Q^aKpo4$jl6N6B+08n~XjD~l<*?qIF!rR| zXFDE_apZ-ANw?REvgma?ENqJntS;vrh2Qb(xX^FsWS>7O00D+`{0RfPzPX?zR^}nw zeoc#6f#Z0_I!aIxGY_9CoH_V)FoSQf@f^bDuIqF4wHqysQ3|MCK*F*I5PakR$`n^7 z+ARKS&?p=wo#a^bMzEK>w8@@U%6UnMEZ}PP{A;~6ZzyFb{;nwqhS{u^2YL`0kEJ}G&OH40G^f3F1n z7QY=u-bNsbUMBfG75()5+!+eY+W6Sa(`#0dc%y(<+h zX&)ztG$x?Vcm3Cw-3>e)@U**zT1{%AGRcvWL*im=+rDWy#UYvG>-felcj~0x6(899fmi$xc=KToOh}3!{H=Imz33Z&m=;WB zm#-qSgQ=_^1-8qdU8EYA?(74r3YNc(-d>M6E09BJ_f`ata=EIr?cI|dv385Jr%kvF z-PWEE^?rOO+8_d+Gz(e+&esG=tq517*dKxvx;}kBR6#i|PJNHkz2k$X!K>&)rhOrF z#aPWy4bcXr^h6*HxCH~fcT9!Xme8EuL_}WkgWWHEbfsz>v-pO}1fa#0HR48POlv3B zf%PbKje62Iy*9CUMMnK>L*`gL^pjJ5=T?nCtc;p_w%_08YVKT_CR{(MI0 z*=@OB6AU7D$>mSOu+Q#U%B4JW$S2r)BzfbG>$4Rw$?vRxNSNQFHzGzPBw1$Vf^v+F zw(G8N{Z4rW$=mbK=7({D9QCI(EJd{@by+{Xrko10x%V=pj_zc&PbLQIg`B0*hk5Va z8n--SCBGpGDPybvT7m^iqxA?hH}h%^`O9aoe(ft2&Uhq3sp|-=TR*4oM7PJJ-k4~e z9-$v>VTfd5&q{prLhT`8l?HH>f-K%jHE2k+e6CtMp}3sdyD)5j6Jt8>^;mbPQcVL_ z;_BUId)>EAm)#TO+T>zD)tkt;*oyqUcJ4ycoVN_>92UMTziy=-w#hb=VTc0;r+v-e zECeU&rxfp3F0X$6U`&r-P{=nVXGz_!eLBzZR{mZGSRd;$l_dTCeee&XQ~?#;;yMW9 zEd&>P6--Y*KENkyB(dPx+a;Xo^2`5(W*lH(m1sx?U7X5ys&Xy#$Y=U)CnY*|u;Ys+ zM!BZrL%S%OpJo|<>gwRlOW`TJBxqu+I+=%#=;4!_56e{ZZWJXkI;kXL4b5*ZSGU1! z3f7*#K6MqMq(;y#_$BH$F>Nb|syI5BX9xOZFHY{atteE6_EU-bsv(g|;!ioilm`Lp zuqQi#=*q!To%WTjfEAS;0r=ilE$1elvn-ea3l5_Ts?&bLa!3^pH`! zItfOsw@tq!H+)!i<(@*HQlY5$Q~dDI+>Fx+SdzeU*p^URO!<&~SQF#3=gZ3=bZ@Y{ zRx0H7XsrxGax_aw5%NPBm{aW$F0W6}=~;$IE+(H`ni7C~!}LuH3+N*Cc>qT9d_<2x0UT|w;vVd*mSUM;kAt(sF|))e3dsMWEbDFN zCL_gKr&D`=Hs9DNTdZ1-PqL~Hv4-P);pj6^=MyiESZ3HX1`4-*a&h?@3f8>7oqx8IRT28{4k-8u7(XdU zD^KZ6Y=j7#XVckW1eA8*_wKu5H+OSHD_$zirj%Q{)jeQ2SWasBhOX3e;`D3tve0mJ z;d`OcyuAPz!1HE^_uVyMbagUA#3Aw)F=G4Z9nx%^;}m8z#nbhEJ_WG+_WfF37xRxH z^2G9e>qL1?%Y_dgh9z9fp_NsjFCN@N6NrU!|GLY25fnh;Jl!iy!^) z*akyKRFM1}l#&Dn{A$MD0=D{ntq~Sm{fC_bQ8V2D`qEWw!01}(fcNDhwTJ9$97t77 z0XQv_X;ss^f!Lg;@JsaSYi}oBhiN=fdP^zqe5;$igu%v3502mS1%GHLk*0)Y?tz3O zyjt^Wq=8Nw_|}#CJrn3)_>|K<5{sH$UKiP}FU)aBz_PDn?Y|tIziZWY^b8l!+cMdi zY7|Rj*v_-Om(q~eHm#f_@u_uaX@$xf8ZQj@;{HF~1b||l`L@AdQU6Dp_e&46yI&S| zG;8H4JJoT-Vu%ex8ndP?XAyt#%WezRBI zDI^!l2)O@F?gSJm#JZp4f4WeA?IByBXWlP6B{HAef)`6`!qB{|Eb!M3kY3jisF{PM z@=D!)-_lL61}N6k0Z{_0$P$ev=yN-@4tu<6phU{r0hLHP%t1J40}lkaLdw&N7XbDZ zM$F=Fthmk#<|ib;MI)J+UUvHrYGpqPA%p0u%oGwA-j0aZqz7a zro=+)lE24KS7)Twg%4L{9DRwui5qCSVEGq7*sXxg71inb&iC(MtXxEK3FAmvY26$e zI=JYb7wPkf+)WwW8YO8BOaPETg*tl4KbfC`X@p9wK@_(2bdll7*Ku6xhrL0ZL14h6 zzxTXnTY3g-^TKqPn_IPBCH&Y=7n&*>Slu6%;^IskWCJ{BKFj2Lab!5n(^MN_C7$@Z z^-q1|NI~F>_<7WJT=R8 z6Vhh?p(Yv<73(W!7ljzz6$%)QBy)IdC*XON-M^>MF7MAr^ z089kWk_W|s%cS*4*C9mA4&@6td;(bMXW`~yi;~lgVXVJ3`LZk-dN+r>%@%5H2cR*U z+DSAY#~0y#=Djz`P0`sE<9Eh$G@v%uT2vfV4DE`~X>xI91~r4BuAwc53&~&z|M;Ih zALvlV{+m%JSutED*4If3Jd=tEout{0$Jx{a_JMdVp~j;YJ6mBSw8gkEa>RX^O6pZ| zKXlgX02OMuUVU^_3Rt&Ehi@I<9FO^I6VY+o9@O)W|e~M8Z^8=S+2c zm*!ca!m2p&2nf#r1-Pgv=&mAoNwZY~4aAtwR$eyj7f31GrNrbRoFNT03L`jig-GDn zo$LL%2P9}kG7?q=lc^X}bwE{IGDs$&d+KiJ%Cf)STOONd_^c%foc74Gij86;knCvX zq;xdKrs6eD(cnI7Ai=TDKV^)9P?-TAi|(|0VZsi)9m1e<>)jw+X&B%@L|+j%ck!P| zF0!34EEWL_2flORnwH@FzQYZTMsEnVKPL7V2PEqN#{JO1Hx3<=LY!k5#R>z(5|zqu zUDoDe6G({i(jX7FxgT?%?iz7iJ;IhN~vjKRM#SpO2WyujDn52R5QAA@m}i0$!=O#V_&5Wh!nf z?ksuZxz^`rMWV-;RyTtz_PMZ=2s@yG?t~o(wgRrTi7oeuL&n!GBWcE>Cpuuu)FsK5 zbM~8LHP6FqQ1i++TCwin{q;QR^rPW1mqyK1TP!bgkT;bA=3Hyh775l=W3&Ms#LAf`NsSkS}_IfO8cO7r$A9!B(fXj*4lE>p5zRVu)hA$N< z>bLafVXyKx6OF&l$fy5ySFB`c^wG9Lv%^+yW`gDEX07=gJDau(H|r8djUHJOcH{0x zBS;=)rVD$_*J<#g8uzDTJfaI_ zYoh6um^wlXUW!d;HzeB>c4cC9UXy5S9s#X)Xkr|php`2X;Z+64Yrhye{9#}ar6t1&e5k7f&9aJIN#*L!SIQqiwuQ3hr43kr4lUddnqNA((0A# zv<|5laiQ&e<-A~laXheusQ{C;`tY~Na<7wU=AGJ^i5y2Cp&|kKTN)aYx$heASsgX3 zbXGoE(uO2sOyZYe)f%?x^bJVYHe~i~1YuqMG*K!%BYr#bgbE^2Jf+F}R;;&|a(m12movqD<9JZQ8miX{@NS=0iXF zUdTl?W*e(}FPH5@>Jzn?pboQbA3`-0`~$D*`eG%XzDa+(KX0_(w2$cy;10_*o4t6% zd}@g38t|2)t|9doAswSIlMCt0TeORE*g`s67RLpWY6l7RUJd?4+WKl1yMFxd$8cK~ z`@&QW(U;neELUAI_wD^FiO^F>GIs}|YRYf#2 zo2_G&f(rvtrJU5 zISIjK`F3s@oCA%y=rHd$y1sgF`8{WVGRO zenA4HkMWU-w~!O!l(f|ojwZMx{VUS0U@bU$sh`8fFx?M*+0E|q*LHC_e^tBr%4G!$ zf=oy*eC?~*t?)-Q9|##~mpM-7Osu*-{ydoy^?plO+l|8W&F2x+nJy;=?JCTFo(05ANj@yuTs4~K*Aj!P z*i)CYOdVWI=fPXK6hr%}8~+eq9;RF#02KAh$bQGvwcDw*HNr}@Q4!J4s_gBknf(*5 z?ujbPgU?OH{A$)!|Bqqi;;-@%K*wqkNzMSgcd37?deStBJi#I%)BklW6MaDOx>X93 z9L)o6Iy}~D(Q2MlO@(}{IL2&g?4}Z zic3rbj(K(mTuU-HN!*p#y3-GLi=i(trEDJ-VH1_Aq2%2Q3f57D;rO!=S z)(}0i<78OKBp`{ewe3CCY@Fi+XK>J-kUIgDRy@gPW|Y!zVy%GrL02SyIoUbwYSP9G zt6+5RRbE%v6E;8iGiuJK4NYlX1Kx((hLvZ1pU@tP#T`9J1k$CNH_PZL3sC-a=-v#C0W&Ac@Gp}Sa>~S?U5Bkzd*&S;2^62`0zlaK zR%ZueHLVKwM$q&oY@rCVLkD_Z$niCdq;SjcR=$Bw`non@EABXmTh7hR+wE}_`UJ*? zN!`i*NGR94|7`9QdCt3y?y^eiFmvAnECPY<94|IZt2A|b?aAZBpDB_=z6-wV1ckqh za773NBADV1vu;`|nWk`6ZbRk!MUQyy&!P>)QF!?zC+paOTtCF*4Y}D}Ye?WSiGDks zg2G;>!Qlnkx&-&|*b6{Y?`+hwlVV(d9LVJ%)8(dvU@}}At<*&sQWQu22~VgVoN%O% z2Tw6Tl^7}T0Px@}tXA6GT6YRSFpa;A#;>-tK^Xu8n>Mps5Nq&u2v2nZ94fQzAx$k> zr!^+=2BnE)(L*>i8pzEUl10st-NP;7Pv75=N@1%cdLvhTWSJ{m2PmDMD&5VYH~135 z4nt-VMPFTFD<(XaLI#~UK~3|)d6|5Wocn~O4MiqFT&Oq<#U&(ry-iR9~9xJ0*FxUgU^_ZZCc zdV?;uW`&X^yD#^fJ0l-_Fn;G#RCB5?d2Y<+YD&;qKb2xTzPVGggEdg-r1?9N8^%$k znu>P%kP7M;mi@)_r~-EgzQnJ_qp(9LTv(mg~~db z%-ACuR3t_Jw#rCi{OF-r;dsCkvUbGq+O{?O`%NN}`Gf}RwP;Y`qxozG6PqMefJOky zm%0wLq@43VuM9vu|B8+edV_gHejwQ_hm;!>393Yy3PJdcS1#lLcec~$=;=QuJjd|p zu=;9D?n`Wo`M=*`|JgEI=Vt2lmkqTa8Aj))vkw0NOoqY;lVnp|CS`(6=9#Nbcl3^D z$>9vU$Ax=U_k&m=2k=h28Ii66(E-_zC;GYZ+aNkQgLHdPgtb>SGMj7)&u0)xKFIJJ zFEBY${vm`y-3}OXf9KB#$2zm|z?pA7Zfk7D`~+24VY|?NMg|jx;YBwN?_-<&`%5j- zOMDwYU$*&P7LeK0pFGqs%@Cm$Y&YGkPVec&?VLewTBXf9HCX=0T1#&(0&q0V8rjb z%G%b6NR?D;LCva|+?d8E-u5}k=TA|FJJHGPO!952_vt*(r4R`Gu(k{nWKem@VXlfM zlx3oGI*cy;(ss;Z5dWXQbS9T0Ll_f`D||tgoIUxk9wZ;S+4YHImWhM(tzIji@s5O% zqc~2<&~)?kL`^IF&9##kZz<1%Z-T8Ug1|Ok_or*FDFsaNCpa{-dhz@hpx=d|g3O`V z*gM}QQD@lxYsZtk_?T;B;&^}R!+Ir!(~GP#7LRuNf5WdD#3s9a?Y%7wP)M7G25%HM zk{RwXh3!otX@aKC^)82kvNF?%unhMI>1CKaX1GLfKS=_zd9k7q&ia(d9jqP*_ifpuwQf;Z~0Njs6Q3okPTsw2_=Cb#bh*wg^Nnkuc` zqUKbB&KjB>v0O&b`cvTF*=;!QVTm7YwS@leB3y9N^`##}VL1Ghib+6Anfm5}8lAqH zKow85cNonaO>NQsTonkHrB>cYPpkN!k5dp}h+ot9W%WUNa0>Yf3^pY~fGdsjqJZx9n7hShl~XpLV+pSMf!D}8Ai zl(JuE#(ObA5C}CT=uL3Raau>a#1IYw>23{GFk)=v9IXBX9-_5D+R63>_Tw&2C&YD( zA-If=pcLcz6`LWpf6o^V_7Ejg2Wf1WjFWZr6(5-B7O030U+=Ya5cmW>88ZIWn+gap zrumkYT40qB4s(f7BOL+O9qw-?yCM_oLMu6-yeXBsn{a55%l9S?EAxjo-w)8d544Ov z#Rr!q$f=QYX5xl*ItGL4UMM%(o0uj{Eg*43P)gsd@QOk zr-e8Y`@Y1DxXRGMQ&22##KZ^}jPnp1W+_%|8EBFAEiLu5M|uaUBEHq+*KN92g2qt1 z+EePHGXsJ3W)u~vAOfM)ZJZwPy{Hw)Y)MD4I^4+{j+owQm6~Thp}ncuSv^{wcW%!H z1)=spaU07IaMkl|-+$v1zg6XmEsoU)DVwot-ip9pT^PTJu`Rw5z;+}-gm=;2;D0nM z%DRO;#eVu&i&qUK!vhP0Us5Ggv?aD+w~l;em>T$Y^+UK9$o&~fsdpV{UM0e$#R5|%0grX-E1_ zw8>vFhD4{QP_SLVzdZCZ>2CN%LLMEbz`Kl!X5=`S_&eq8bkLES7aZZfS%iBchU9Sm zK}@VoV7R5I7B1ScR?K!N?4f5tXr)Se)Ep|$_{Sd#&W*5y)|KgjW8!`IKeXkqN;d2G6J^0O@!pJ_ ztt3Te{sUp9-K3SBf~T_3qb+Tml;1Rgo1v6S59k3kYl(kD-wyXdr`S0UQtdOg%52sx z9gPqLvxaEX1kMK4KDRhS>Ex^AXX%PyHu(|Ap}f<0)yLlRu+zA|g8qCGMBg-1ab4)| zffkMEwDN6l8%D^%1^<1WBStP0y4TVrL@ynh%wc$(TT39Lo-X1l z5ZggyIy_=wc4d8{xTo3&YE$(@YZ*lWN)FJBZCU%3!>CJBRKdJCTvrq467>YBo-D3; zF3k!Hy4CKm{S6TV;+6DUu(Gt=Jz6S%UzAwN>Yqx4PR^54sbZ;FG!7*Ncr(0WCYeTK zo2qx$dfU(zj*F>tcPNpm3<8=5vIz3>ATTzK&wHt&oXi7}u)q=}5exWMy)Z=@V;$HTg+VATcGz1u3N{IzVA2OEdKl+O z1m*U2D}KVt7P}Wy<=5OMm&nta^U>0G@ul?6r?C?MB;;<#67P*L1U;iV4YOjscUq1a zU~Iy}O$Yek*J9of)9#){T`bE&<-j=Y?MJ+yv>+FXu&Z?xt68%X@>g_hY@ZoL7u5V_ z^#o##) zwV|CG)45~aU}JsbZK6+h*5o!u_vej|9+*zK_yX-;tbeDM{X=*(7`_|aQ-_536Fu!} zUf2%R9T0lC&rF#2CN`qn&z9oi`S;Huv>2lP@ZpTw%fsbIu(91qmsSx~Y{^58uJr6> zfbpsiWS)fp0=_|WVlgB??5w75+o2|BcGEoHDdFoJ+QyDcqF!r;cZDGLP03aJi)@Yt zb&^$O(_l7EGZDz=EahxVT!_aN=#T;dZ5f0>L5^}SzIS&SP)(SuvU;1o%NzM!DpV;Z z;mHeQW1CzW2@ihIHxuU)XibvH=QBcycC#w<+lPx0*x%64edPpvr&P8N39SKLOeBlN z6L*+>s>NR|?+EZ?FU@~_!CtAsC~7Nlk`3>pzG$CXGJ9xGL@-vF{_1&RsK8qtBmnl( zR$k9A8|!XW8J6oih(A$-g7|-5u08DAAOMM5g3gH_VG6JqchponiZusXV9BncsNJiPTDipT8jUf8nG_OQV= zO(r)>-f^Ew#(3rFkd||ClF^JXn=Bl^oUyE)abR*;XVAsg=Du zfk7HRiyX$;+~b0XH0eslS64Q)lJ7jJv&BrI%T~ekDx)p@l}>rA&cnK*i<)kl@MNA2 zX@W3peIqiCw+&9@ufsC(>Q-QG^8DwFcGrn>#20~I1y?3im0m>w)UY3gfnf~!3>HZP z$?>IkT*?dhg~8sSO~m2FwO7(?RPMCdST=U}@D&ul#22XBW~dqOR%>n~#E$zsLl!T3 zgFr)ksWXE6$35T>qudD-K{L==J05En0j)XqfQ`CctGgzMN`qDrw|wb7_5Nl5@s8v- z1n*9_=(IP`=5ikS;XP5v<|qj#Ocdq&mZJVHv|`us`V+VteL107j#^?n%%l~E#RdR9pLY{-9qq&L@Hcw46 zx`hOC&P{u8=!oVrX1Pl z4flTHm$f7z43JQinLtT)5&0Cb4kb*1id0`a--{-ldBsOY%uAlWC8t_DK*9kHEief+ zDZBw!RgF>}thF=75e1lBK_|O2@*$%?InZ;c;GT33zt{&IL${(p2V22w6{-OgP4ysr zZlh*!EF8cWNz1k0kGH(l66=@CGMlIrcm(Ct0SZs-&Pn&-mIog5kYJAXeB zkB$fwBY#gt&Eb&&5ISnHXN0h@->t;Nx)Ux^;1xhjCA9UQYj=PgwuB2ltfg9)?dVo#93+PMosJ=;U*aoCSB5U|9MXFM0)xI&bwWyz&UTd1o+{JL zuC3R(PfY>=bExToys{=E;?H%{HL;jUG_Xc|EF>P3j2I<1LFgfj_L%PsD*pT;9x0Wz z*$RB8%C~{`ptLayYc=?|+Bbp7N@aJLH&0sr%~#Zx8{24&IMoU6+ClU+!A%QPOB3^x zTx=|&8qDuo#TvYjZ3hN#kqn258w?G5%_Pg+C5zz7IT$H%Ksni>(8j~%uX3$yKp~A_6H+fJAuWIHI0F7Hr=5wA~N< zst8nIelX1ezcYJNWcgGO*jB)^Grfj2C_84OQjf|?#W$r~EkeAGht>fgJEds_TT^}L z`Tki7h>(T0Yh{R&5!s>Ji~Y>2jN~)Qr!In$vGMIL#ZIc~K`Px7h5qaLI%ebOOv%OR zoDyzLR--TIg;wC;+tItj8oEu!k$Ri;WMjeaJNpy&Qwk&^l|FyCrMc4yR*y`RFdQ;Zyrek)w!xNd zbrrwFX1a)HJjcVCK#NRw(!XMmOW>|Co?#T%r2zPU|0#r-{f+- zoiD&VRn8vz+;d}sj86vwZ#Vb(`N4%u_5E93r`yR{=SL^-80W7W82D>b7^TjSr;t8U zB+>3#k0PT=P56OU&!cXLNHQBLGYbT^1qW@@{xzvo4RlQ}VuKC~6`}10d z5|H#F1#0e6JTfsERDoNtsyAGW{%LhARn5UL}-TGfV6;NTeo}<+5dbc|Z9ss6q@Q z>-+Tn90~|6?CCdv9JZB#u1ZpR_GTb4lp%|N{#=Oz_0S#{@pW_zGD6fnR7t8I!4o=6Oe0$(j{TOQkF%2^6YU;+FC?wHyr!(Cv*ot&6`vGhO8V9oqt1D98$EiWYS?APB zGiMBCy-Up;?q6(EXn&P_`g?&0@ICV^{?o7(Y@}hz6<6v|4CcC3o|8E|Z+56tT_h~T zRh&Wbu??SCq%J;cM(7GWC@lQn5u#KpAtUu(h@(J4-_Z27SJ%w_U3{>4rRd1q+STC7 z!JJ`~cjc%6uMNG)xkK-2?aa~!F>LcvBI-q9J`JSpL~R5@A-#>P{Ze4#b!Csa_<0Ny zQT{@#O--fNb(Xs?7JE%nS*Zi;bZUBu29yoo%~Bnf^QRpl{c7O0Ji<2cU^DtJjWO7^ zw@WCeFkK;_D7n&4Uj&t84nrRMiykKFI0V+5#w=WYHpF+aP>?}n`Bvec3mFI!CFa*J zuP`((n(x$KbUU~xC0zeIy5wP(g#L5_h89b$0c7OXF0lO;$-ywj2oQ{F7$5HNdMa;+ zFuiRjPTmax%3)+;u*07#-^{i#YlEoBj<5@sO;k|ccW;ZxTbYBaT&A=VyxE#|U40Jg zRU~q8FV>F(7C}(m8APo4w9AAwIf_~ta#8j_zC$J(dz<5$3C?KDG{$D%iT6DSsBT>Z z4B>pUTLvPOe0?%Oh*ou>ZBgQeGt$@cW==|9Vq}p+YB5ACF2B=wEn7Fa`DLNU!4tcz zmNp`OMZXOTw9p)wcf`2weEi#R`VF6<`TTfSV|j`n>Om9a@{O6E6oh^jBLWf_m4i#; zIdjlHUC$FJB6sJv3y&aFvf6py;Oc2k?aV#U85QstwXk-McKv9hy4j0t2lKyBX!QOF z5O2QeCC~_1ZePd1i0oq=v2=Hc_-;(NW<7T$R27y!jmCxc#LS&$twwN{2Ufm{E`0gry(h^Y>13ZJ&<`*R- znDk`DLZaZ|gQ-AZ4~)Atu$ip84eXIW5~CXrru>-Ce)IblvnpRy!?6q%Fq$TgE%?|e z4n*WJ2lokmCe+qR-VFh#YC|`SJT@k9Em*U+N#-M=^Qc{R_)W2(qIO=^9G`WiK*XOB zBv_(Mx>~4=EyX7e%%pAeFBKLcuX@mCh_@`1Pss>=2yxYL*}fzQ4+9u_3g+lREqnC6 zfY@B+buZMGR#_PHTiA_U?uZRPPMDwDNxypXe9syb6l=AQKM{A@o+Ory_%hQ&TP11K z;Ssk_;}BspJsq2uzK|(@>X77ri|G9-!RId+R3r?~Ib2)MhX;J4x;O{H*vNUk!f#5u zxJT!|l};&(=tpbUFU^e=#nC@cm1OsCFM0OmMk0Dpg~D$T<6Gv!s(-oq=*>v94M| zr^Ah4j7R786kcDeIH=+3??49^_>#G<+l$w17QqrRVr?nN2!*cMKDt$1TM|y}>pb8o zBr6s zWTYdPZaRcr;4>-M+YVAGw}Mp^w-H%1ch0?qdyBfZhLBL!@nFap39w@K*F?e}m$xr$ z#hnZ(#LXv3qh5OYt|C;$wD!$ltTT1}xJz;Yl1U5<&_-EZE=k6qt{ zvm90WY$W33rvQ&0AZytapU*>&;KNm-&`1wwuE?_ltq>bydWxnv48SxQryRmli8kz- zE1r1@qrJ`Sp@60AbvX{xk{gZ+wwSORzPd}#{p(twH=_0;Tf!6v@suNVtIZ5fKmxI; zF|QZ0x&1Tg|5(mFB^vN2*dbwzIZ|8;5=Jcl`XyhZ_Z3AkTdAf{l9!}55!kz z>I~gf2c;io_lphINvM{NlZNHBent5D2q~)hN}Mr(LLGEExk}S)dcX_!3vDE2g(it4R zuirOBvL*21k>pv}SW&lKBbbwySlyuK;9DJW{1lBAl5|{Pf2W>nP#49lfmfOMH*7=e z!k@L`j8qDP6xWqOE*O2Av+kXj!D!n7#{=pzFs|U&kZcmaVI;eIuCc$d*9g%PQ+)l* z1fO{A6zuk2DmzhsRozkf-M3BeKwb5jA0|SkCo^3C+;1|*E)vyEj^ z3kR3~*-}#A9}W=#(gB5p5Yz|ej)?o0B6cNWcA`thP4)6(*!Rd~Q^eTop2K>Yf??g` zqpJuhm2pB?W%os-uiZkF(-}+s`;o$&jvLv%F>IojKICY^n5P%$+oOcd##bdBMui!W9wifEsDJ_oiZL1Z*Z@>85QZ5KQ% ziIc#5hcxgt8~w4ar|W9Z+Yv8-{P_{(^gHt+Ea8*R6~2LIB*p6SC>yyKFPua(kTgNf z{>{?=7r8P<&4uH>MI@^3=SalruAdw;Il_wwitEB+)TDgD=I2(;QyT%&8!;yyNgJ^JCtO}#AYl4&JXC++6rYYH*N%p|M|jMWtLTEl zp%wGEHog*;Y^>`v5a)el?e&4u9HBEAbT~$H+7xb3E%1){G@vRE7fzy_&?IC|a>_a> z?X2n7Qz9FaX@GqU;Y^rzEw3VcM4Hx{gU(uXA>JJ?N>0yNCAd>?GLxdEm!28+pQMXs z;Yspwko^=dhtF(UoPEgfKQW6LkDZ|U)-}XQGFl-W3-D?>fmjP(!&5Z9Jy!+g|bPf7rS)fmHyyI;Qm7-QC*~lrqXo5>p7>5vQ5-45D1z^T0 zv1@h(77?%rto+QEdmLdOl;C>55d46i+XEQf4FoUNAX42?=h?9@`6yqL<%AsivXDRw zN!*`qU)A;5p&jD#QUUKfM>dHB*^fq9=$A(%a));h9sRVIiwo=({t{wRL9xU?_dW7q`odn-^GMvp<`RFyGhRb5__*J+4ZOHn;Q_)PN%nv` zu1O=@{uu#{alwB*waKJsN@}`tVR4oJ{?-0}U<*!UH@%PayTgpkl{MMD?-=q(Z&YLj zLJY_%tz!2&ZE#hW=5V}=8q$d!tYarl55}vTZO(EdKM@+dVRQ((HN@@SJXqIJx$$ce zd03X{ihdbpS*Hl-g}Fw`mVM?T(0+`)~8 zCpjO=+>iyTVVzZ>pt6ywZC5u9ozA|^eSQFvl)YdrA%|+Pk*O?o9fk~=4y$r39KjUU zm)LGLOb@zTY&BUzWZym~!V0+rhy`w$qW0=67a$x^*QNZjY(~Wk{fRjv;?eyrqI`=P zFAuk4pas4)m$0rDt>a&DT~!6p@KTT4?0{BkZE=E*NSml+gvT-D_^GTh6YPm;KUKUe%%d7c<%eHP2>n53sKc)eZTepHo%r14_4s(YzLW4=g?m$0e(x1-GD zog*91;kAic_pO6$5}eXd&k8amPHTi?8+G$l0h-(m^({OpzLu2Cc2S##;@KS#k&~UI30BQ-lDeF z+w0$yul~uDXzP$YV~2Xki%w(Z)PKnqO5&!tP|w~%4lSSd(WK(uZ+>h`M61!=Z<-ri z#$eI4MlRj++9&}nGo$2sE|pT;zYGg!c3xk!FzFd3ez2m)_8tEs$zv0;HY9$3?ML&b zWdc^l35IMB>9(w^k2^TIFKs7^?{M&$4bZSY4iC%<&8H&l#Vajm&U!K@(2@Tl|8HSr z{A>TvR;|D>oyZpHDALhVScR%O!y#Tl_~>W^`5(u%&=7l)ZJz{0`%!V#eT1}T%6+MB zb(%$e6BKx6Cb(Q=w&Z$~Jj*0J0v26;XJoQ^NwC1#ot#3?4UQ!JN5xYGD7;a(wkSSnOrJojSvN-J=!5sy#8I#6A*99P6 zNB`%kg*Y7E+0;!M z^`Q7`2|gT&WBz_|B0FvD*L#38rlUQ-LX8{nWAT~=sW&f!Hd27;aexbZdGFN!;?*X4 zeS+E{$uCVU^}T8{#gl7?!nv``07t)^8@!OTxVhmStne!Xos8W^T(RlpOHJOunZYuC zw1L~%o0ns6G`r|Rqv2a7$Jphn1wC3tN6ZonSIHtIGA?RjeZIz&NAqto2Iy;r`|x$r z#&QmliX#yU;@;*p7*HeAnpJkG*+1JTGWij4BF~VNAiJ>eG){$nzH37jN^Q3#TPo2p zUSNWj;1h=et;!5vI7w7uJXyELJ5TP^2W6s6pt}fNu_#stmJTnS518y4HUBULjA`Tk z#C9fBN~9>&kq`jIe&3-$ltWFbt~>R*RCA7TS6L=&E>I+~;P`9Y3ahG%4dRh3V{n|- zk>JmTWY?XonuywhJ-0S!X+Mv9hpT;#5XUN;>I=82o}mT-GEfeoAfi%9554Cw4Cr=} z~^9QCzy7tDnjuLx_-3lOdsASRj_wwMXt^8r^Y)@at~Ct^-~*RUA# z`+~*>f6l#vM&p;SYG@^Qa9{g56dNg#hcQh9+*U!)UZd>F0HlV!?p0x#2|o+(vqBM~ zeLGc3->zM_{zj*j|B&9;3vsr7CNgO9BxEZ~;sqe{V)SYYpPs?1;m&Sv`N8`b_(?oK z$Gm0)#%^M>Ga(ig&PgxcTUWw`9CfBhMOe=Z_9W5?Dn-VugD!m1;am_+4J8fz&l3fs0Y+A+BV*?w?3$8Bm=bh z?grIcxxkD?3P2>!@5Te01iSj+Wrp>XR}Mq~2{;GElM2~bKh?CD=8De+1#kqAo_AqV zJsrm|HNpNzfc8q0mX_g>jQ+y6>2<_VkYOnE?+W4Jw-dP-8W|eeYZlR*_3i4unH z<|v1f6=`j)e2&W#HDKT{pu#Z^H_-@{W?7-dKyPl`1CZ)#P`0gOT#m$fxSzQ&UuZKR z9kpeo=s47WWL+GnKP9ft%wQUTH97<`8#dfsr|7hc+BWLuH-0Q7aZQ)+QRA23vg*%O za0vuV^aP!7r?E))Pyhi~OD0APBy%cSubtg!0wKt~R@|9!R{0cfQc z7-8Rhj2EsW{U93BcG8$9;c<3|L)}nN9MM`fS?6t3hjIvPNE<}~rOKv6gc?H;5VYdF z!v{i~);0j{HG`}tk&M(^^zv#ep;9)0`_>3*K5%g_=zg*^*j>WK9)Mv^hwDX#iXZ5X zS1VWoA~v^N`7*479GSuL+#6EX9EOk-gdsT|MB>0>3539B@ay#q-;coJqeEapp~?E* zXw!Fb;PvbTIYf@u$7d6wmZg>qndcp=#H3P?v2j~ncXn6W=ZL8xkzp?nHSc4IXd^Kj zSvFR^CUS6NqugOptR&HUG9K~M>juSdfC7%1YkDX*%Xe!?i&h78e@%_g&k6Vsh9Fl= zWmuaOO=S-4?*9D>vQbrEB9i8CMpuJyRkBI-BaKHi<6#eDH)Xi$|8K z8QZtN=}GnJD=;Lv`#z0i<|oC4Ye%s?;?Nl>_%Tn~!%=x&n$}^!s)WUHPe2YxsKy$4 zD8zEaQmrj7GQGUYhcOSDDIVEY$5>(t_s6|D#@C}S>Pc7Yj%MI}QglIgX=gks6!FEAMdj(Vt6nM_5_MkyqprWZ&&C%yNaS!> z7jurR*z}aic{-9<#lx4Vh67E*`AI`B8FNM%E&rT0t zDT2O-lJ_=g(YLCUN+C|c8{0Ae2UNW`_$@K6K$`ZQi<97|h3F~8Lw2EpP@1v{4@UZe5qK9zUIR zj2NtRQl~_2%DO4v%+f?pdaS@})nqwtP+)0ER-|$`qsfSvJaK1Lh+9%9`9M4z9^oyI5L&hu)OcEbzK?M9bHh|iJ|*XO{w1B}o| zKXc`!eEx8yqmUvt?~0?idUXI*)x?|(Oe~Q|1iN{l@3(k-_p3ur?H@&W5W!WG=Y1hlG0e!ntWWCwvQ#-QN5{&aZ^NQ?n zIe4rF#+L{=ahMW%<;7yBM{>BbI5gh1V&D~>!(mApf}kBap~&NB`8G`#BodDXiUPj1 z<{lOii_KT?oyFO~?~{IumetT;3*PW9e5bQSHdssWFU{2)m?~bCjFipYo75F1v|Ck_ zk+xG{EIR?bRxXX16UCzLhDwy z-_^(5GqTs~hS4kK1#k`iyI2a;6DxC0?!Z~@fPuYTs^4ax000kN9v@Vjsu=?$j8x>d z2()gegfkJdT(ddQ|Bl+aS1HvfCc9B?NJ0N>AFXdw4$Q-pTu(fF}2%u4`*L3}995H)*HdT{%QYoT4h zbEq>73?s_nKwXc>Abj_iSkBf8ItIKm31ekGrj-_f@=l97_$(bJ2dbux2xLvX8`R&& zX0qdMm|D6)dnu}Ga|xk%^f&mI&#vy@eN?LS2X2+V2YCk&n<6)HBmiRx) zAvJ*596;zQw+$6lI|A&F>cJHrcVT$G)Wej04C&f6O8Tw&=-r8OCO|_Qp>ULFP|d5D z==aCNWiDB1wJM}@Ej$UTJ7pQLLgHpvd$0-BohL?m8rj?Ic?53V7%J>izt|j8_p~X@ z2P!J)_?n2J|-d4ieN7mBWG`5R;esi92Yv=>EKhZj!D8S)rs zsV5fl9ez&+tA4dh3Ra)XW4g}m#=16W%r3?b<&$D%v=2@Z#3SLnszEjwu*%SV+f)^w zl(vT(zOD!_dKL5fWJg-p=*+Rgh_kc3j$s8pa?@f%Oj`vVyz8ey5}47E7`dZ0eaux7 zEWJRCR4;yHcan%8Z2ZM@i!om|3F{1Ql^Sny}?fOFkk=x zM`w~F$a;5LaJIj|{s6E4m%@;#U>&KB6tGf!`{YP{?2!ic|7Hlb6<|jRAY<8K{@4?} zquNOri}DhyPHACzQaUo$qm%`2^GL|p=v$k8gzS3uGE}1!9)_sI{y4IFNF4E7I(L<#1x9gxS zyx%l()IXhp%_DXxFGKt1hQ@m^(p{{LDh~S<6vUw9hwue89z{{g84n6sAHr{|c9*LE>U~=;^zDj0iDE>554b zz=DDuurO(g%ILp3?b_*YA|uS&db{YXXROMvrL+%;Sv0sy(YBjg*(QUVwYFrv!8!RW z2qis_WwdVnR4IbW}CB^sPiKrl#62 z0$v8rR9EBaC`zTJAlDK8o~3RGYstC^pq3M*UVl(L>m-C&NKN=Q{RPkS~mci!xcG*98gYUQ1R1)RzaMZ<~9)Zi^Hm=}`%+DJK3uPQGIhGSR z=xOA&Jt5iTIPD1y+`8t<1o=r|@!HacNTfw4a@5jm$aC=gz@>X&btm7j4OXH602{`l z*KR#8idnmZ@MA8KYiKoSh{Ix@!n}pTznI5$IXPlWkm82oBs0f!O{Xa*WtX1;=2+LK zNp%8XLf_*CYYqsmztbYLX5Slpp9-6;e`i*zSrn=UAO_p(wkuCYoM^!YDAQ1zrU$Su zk@7>1Tc3@d`G=Z+x$3Zswh}2F3*D9F)D`2L_xjFGOq4^z#()T;0~yeuH5c!2RP87@NbBR`l8MFcVfmotfWMImxqW0bY(Cel+iivH7S)wOPJZ zd$J?svJ)Z0zK4ubTheJj!&+eaDn$3hsK9oh3Y4CZ*4F+t?Q}sOp|hTH>w(>I+FzQ? zCIuR@G(3o>N%?c~ZJ?(LyX4TpLDj3uQ5Q_XuT%WZY~LNoW6dF(xhVJ2ByR%ZAY^&} zBC=Y7prysJwk6D?rxMRNkbo~MJ(xOeg8oqFr=co@??PF*9ie=Ng+Vq zcu_l4k9gcGlV2A7?$?{ZD^b0V)r$_?^zeN@9IS-lNIENb+vEjHYN)q&7e2BlQLWBA|p8`%*tJQe?Mtg~vAl5NyF z0nLSw#_VPtko;w>Au`h~rj&wNGRI1MCx>>&0OglF6pSuUA zGIIBT4{)ByFhoR`p-c`IxfSrb70u3in+Cw}{Hn8mA-RfXN|K?2;m&ga;MuQ4GVZ7r z%7o33J9UK-&z40$TZA528~y3+J10b-rIy>yn>LgmFGB;##6C4b_QF!`r;9&gj9VXX z${jt+!qAmVFht?6>gGj#X)DcC6Y!2MN-Vudd`r}iqVnV60zOAdtp1ujNgB)7VZ=xT zB<3t(-ULmerw~;UifGu}iG=|9 zBj@oz6cJ;}imW+^!(c!3aJ$T-kLZxr%Nh*LAI|gd$$1At;4qZ^?NJCQo_0Z6Wfu3V zsAk-mMGJ$P0oVHX+$*fk5%*V!@P>%wZGq8?qUiU%+hIJPV#QM(MtT*o4q#1{ze=G0 z`Ws@gs5xjg-unl_#LODW~ ztK#*Ntzz);ZCx`nuxnV>v#S>&4hR{3>*($Y+-abVf2cQJ49@gKN^n44Ld-r3$Om0s zwIr7Q1xK|7O*u3G0xL->d}PY6WJ|`arJwjQPW7FPQpr^FCiOGUU6%yzue{x8D%e7E zJ&g~*{G;o=PHWDzD+~ z>JZlmpv5Y1gtEM9Ac9!#yft*L%?*sEoIiiQ{B~QSw?qgd4zrxF0=@|J(*hZ7EG@wF z(GOIuAU0!)U1f)mYAg3MT2;Fec|Z7Sa8XZf)eH!@x)zCk>o?BWhR&Ffk^xo}2Wd#N zvbcR-+^t#>##L*DK%UzWDvP`eS=AC>*Jk726Cb5FbecNZ%sCz{UKKO^TILZWaA=Em zIV1y|yJ!cmQG79z{`Ab>S)%oLH)0*mLgePioatv7 z#;RoP46^pzxBpSevm!wnM{vWgmZ|g*dO3$qGY(`|__CZN7HgvJdJ!iYI zqZ8|gZjKnFOYNuXQQ{9tE&prs+&pS^ZX&hAq1IB-0={V)= zY;E5V86@!zYwQVlP(=dq(K1RhJa2Fn*LdZValWgfNrWqVD7G=SNI0Sdr@I>~-kyQD zRzTwY?3?+l5$)dQX91(_@~Xxv%sE(1w_#K{1cXplkp9_YNaR!PI9#NW*j>!X`b0JnZ&-G}&-NF9k>y)1ir6`>vn_eBU!m1V@ z#dGoA`2sYe3&g~;AvhJRd5%$4O@89-+nJk)Eghb7HAX`5XRGG$k=Jv+oiJ9q2?*ax zgJ`ct%?8o-!Dy;!Ca+EDQyz<0uFV*tHcqV-R+|c}u7c_vE_Yt!TCBYa>BAEN0jm5^ zo>k2EI6#M3)!zBuvq#uyQbs0rm%2VLv%*(8`-{ zRK68PYD7&hUI&^hvC-DiK(lJ346#c21wP9wP8&QC8D$RdU%=016Sq>$vVDF%MSQ%R z)Fe=VdUNM|;q&p(=oOqGiaKEX@)I&8&`&l;eHA|Uv&S~XvF*y(RxGX2lZdrI@&Viy z9SQuWom3VqD6&vV&|Zuq`J#qiRl)Pe73PE-f8wG!E=z_f7lP0R9lnva%_SqIHK>ZAg~b!geA`NED>R5 zji9$t_Dmjld^a2#bGMtf*QB?rh6=Rs&bsCkRoYDs8x2GSJ6r&gsdq-hpIs+oquvQ| z=1=Kf?L#1!5Ax)le3lWrGYBS%(ozPN2tPL!k5dCF?Dv{OPVZR_&=!3A*6zDkXduL9 zrD-2j^#dj%8!T5XJoz>C5DF}vG4hc|^x?E+Z@jsv#J2=ZM-w*aYtiqU@ER?qcp_CY zm;}Mj0{olmv@{^}rKoVm|o=3#AQ?n>wD!6HYHPtq4 zTKE)}ChsETTrwZ!QoEl+bO9iBaQ-gt2;dSqm+ngUcO5UgDL3l)UT)U#UFdasT}!2&Ml&a%e!u+`_y}Ah5MKNZ<`}UNNTK! z$74Ktg%%0oHWC2}UFmpCLVVx=7?~Hjyng43Fq1~8^3)BWxx5rU2{EPhsA;ALrBMFd zZW{$6Vpy;s9mG7KIT^%4lB|GHznRxzOVN4=%fl@243FOWdT>EFxf3ZTCOh)5Ds=Y= zu{;Yg94s>i%xlnd%v4h1r%X54-o?F7GjRFHDgQpgXZQUk*ny#@hk|OLC9_OvLy~fN z+p*0M`u~bmo4(Z9{1lC)B$mD&UYh21@Yu7;#6@aeIE8T?WS5`{K*IYYHHz102=Jse z1rlp_LA%T2`#p(^g)1zMoD;qc)66~r;<5>LXUxc^B;D$69uqD4vlDI+Gdpm)L%;m} z*C4V+`6$}6cR^=!1*?HKH2b_m=SLrK7lv=v?sEC2gczTZ{k?Fp7)L7q#VeOdIAPcv zq%%ukDq$7_A)w^<{NjV)*0_!8qWTy{%e(D)vG&%y*sS*zQKLIG4-wSIe*S*r>G?F; z*e*HBJHF_$ z5Ml7lrQm7Vcu6<__EeIVP&+>bKGEHnf{LT_`D0D1EHC`qW^A}^YK_z}=$y15UliUx4dl(O#EBLpo3fGqZFeJE*p7~;H-KrARLgrg(e z?be(1kMi`W;ed^o+-jC}lP#!5P@>u4urUSt2%oufpdBNb?cob(v#dl%;|uwv*$)r_ zv`^YB9}rdOE~Z{v?UwM2D?dNv%oYY`+8}1=P5{IYB`HNxiD1kO+*L`Q>olQJUgo}AP?&Q1}r-t0~y zO#VXFKQQfl!(~?ily->?q9T`~9H0bJWe~uo*`26-FWqA1XHJB^0s+*yRm)fahIKLz~QGVF#{PdHJ{&wQ0{F5>M3mWUk~(3_}=7EB{+jl=fm zoX$lJ2UY;8MIonR4lqWX^I_b`8?ChpOO=JNhK1&qJi+*2Z-90jm)iml#J1r`&5Lxn zn2=Z_jFhO>7}lcVtp$mxIGIRt-^ReC!ux72#C4;BV|Fb=1ONs z?KH_kaHZ-p8%3|u{5eGyh32S6(kAlZE1$DpoS%vCl^4bO>tnEJ6;+!oW6JWOd-R)@ zT>IlJ$%)d62yinG9T{s#Q0HqYL+u5--oQhvU!Ns=9iIy&A5}ej{|^#fZ@~TJ7Bf!! z%vu4-qe4R>K!<3*K{=zgA~yB?%i`|gT!^L%k7Q+<DG{vL$TGmJa&V_8|jn(`20LWkhggE(Hdp{e#I z(PB**vK@t{no8-LcC_KAg7nwmi{xed$V-LZm9y8OYe8wan2cBM0{Ft#p&R_Z3spVv zyPV+N#Zt#O`h{8QPfxbiVrI>>p+4+JQ zU@#0dlhb8ku~WB&pqg$ZLuf43GkPZa@O^wXO+52worWBB6F=2e(~Sbs86}qR@~E5>r8>H1^|C_ zK3J)^&x*rmUKT4&tq>4UddFkj5?Kc3yDz6kwgbIh{_p(zD?@x61;&FW2F6X*xH!M? z0L-7s_|fwocd(ruK>bL_c!&NwT<$2uxq{59=%|=X_|gQP_epT<08T6@6VNO_l-n;P zMd^;y<||`9l@EP96gNCsP1f-e5;^g^BPA~=S;_}e4XaOvfE)#muI;`bW%*C^4*{a1F?!E zn<(a*>wo|R5HO-2rdoYlh_i}z!~pzuaTX-%)M}5uhCohA6sAz*NL0iB#4u6~(lLrY z_aC(@MA16ITfTlG+fTb`(yKv4J9^{C453+#897b=>a2cyeI{ zxxzLE%r5XCX?C?-Zm==3N5`Y%M}~EHPyh#=0YVhGC;gFqaCdpwJ*>wnXW1^4(q^9f z;o%%%KEt9q#ElUv#e}{+e>X&CS%8l?YRuMWHMQqL?}tr}&{9|qIv|Q+YKe0WD5PU# zb7f-y6>=!H()=LQ2N+-g6h~j^5ZI%7b^eajISa<Gz>V$4c7M6eKfD zI&()CoFqi}?!05JIN+UZbtegqyU!CF_W+Z)P6imI74hNt`^M^$MFLNr3L(w+6{upfnbvm|SX^U3#TrmbFCg0Kcv$9nA73ye(b!>MB&4U}+Cq z<-rn0obQ$V5L(K#;Bl!(vN^2QiEm`iXOiYttpo(6jT z5v8i9J^vPL@Qo~pju%)Vbh}O5T_(!FrKaz9`Y8E6_fMrESHJNU0~IC&z~Bk-fuh|R zNX!R(yssCJc|KQm9^S>Nqk2EkXw?LjV&wGw+sP;LCFpNt!O8x|=hB-hCv}O0vDlJX z`O-qF8#k|Kfap4G95B#m_>5S=tRkYwKAwB+svfl(<*nb3jPIPk*mo=MZE=uGL`9{} zYr^52#Ds+NGlR6BYn8T3Wg1r<$$KeqCvVji3=sx!LmcMp<#D6^k5B;00e%uiqF~2- zJurpL6PL^828we@-vt?JQ<&Ao1{2Q?`wOZ5hE#k}rlRJ%?h{E4HeY~)5uKf=j%X^5 zz-Sq)v@D&M&pQ?VYkY_Rjm2l0!#XN&!IXzz`CWL%^Lwl!U;OFY%g?dlYPDNvw`gX!u!sZe(cWj(W(8D7 z?1s7qveLQ&`P3$fGF{3hRhfDGP`xV`g4$h!N((<($vk>Q$vLnCXCAEE=hE&m1YL@a z0-l}1=`ddkb1t^XR-iolHAgWt%z!#djuh8ClOl0#p<(8R!`oim0=EF6g>W<;Xa*TTrFh>{(=*bMPmd#n^kzkK3~rKWyze25jzXr0B+40w@&sTxuE#>mEpSA?hYqlw1%BCfY;XZAyr22XTnyc_O0(~HBlnA{#sUb`PC zrJCb5f@uX&Q!hjOci5Sxji6J}iS>c=|1%38%5m|@X8fw>(@U=)svYUgglE{Ekatr* z%?Vw}J}=&do4hun#8}OJg{!Da;ObdW(PZEMF87PCa4fTRlO*UaR^$G-my_%Me*>QG zRFKA*gxyye3Knf>UJW)Hr^AafhJuPW=j=RE0FPGaDj6Mfh^eAu#opev6WIay<`c@= z&`k34p4a2Z7JT}Jq1gi&DcQsGdHIEd*JfJgks2%qs%*BApKgeYZ7v3C46Gdk3Z8mF z-962j2&WdeogH%m;2a%NImABGREnN!Pf)FL-qND~MXSe~WK2a6#4gd>U>nP(WKJ`r z_Xh|;Y9u9bTtQyk-$J?GeuF&C?p=RjGz&9mr;`aSr3En#JStXJF@!avU4DNOmuhmb zM4XLBNj66)Q!a5B9>l;C@Y=MMo!&!|u?ir6^CG-`8+5>iZaj7lR?XzwB(7X~nB->B z-VuPa*9N@YPyFd_8b8xx%NsjlSLjEeewVfh2kIp00000001FHqjmrQ literal 0 HcmV?d00001 diff --git a/translated_images/km/faster-rcnn.8d46c099b87ef30a.webp b/translated_images/km/faster-rcnn.8d46c099b87ef30a.webp new file mode 100644 index 0000000000000000000000000000000000000000..47ebeba8cb4c516ea1c1962789718d22ba57b6f8 GIT binary patch literal 26414 zcmV(yKDrga^zZd6w0-8vpP&xKbyXR9?c zxCwvfe^AwR@V;;Q56llM`S0HUe*XviG2?ruuG#o2_c#3y;FqypOZDfMr<#6;{u}!j z_aFFQ?Z5y3`1}k0)BVr+KXaeh|8V`le@VZ_e^vhZ{@?vK|Ns17Tfenl^8dX5(*Jer z7x_Q;-}>L-zkmK@f7t%Sd&>Uj>IM9Z`#1h?-5-8GWAENiV4vxq?|=OJK!3{r!~To+ z|LHgOd;b^sPv8HcU+7=izv_N}{D67@dH{N>_KW*(-K@E@}u*?(+)S^r)3v+3{7kL-UdJ^_Cj{zLs& z`=9KO^}pQ@txviCZ{6Lsf5!ix>I>?h(Eq&uivJn^5BvA+_qUJkpOydEejxiZ{gd%? z{CE9dz#rou&%d|-cKwq6 zkN98aKh*!#|6Bk6|If$|%zw%Mwf`OdkN%hWfB*maKS4i^|2O{?{p0+X{IBpI|G)74 z*#FY@(ffJ-kKFI|WBq66Apc**i1$z>SPlPBQUFKOM*pbOO{kJ#gbHC__ruwDSk2WinU$moiHU!3!}PUWJar|B`NxRo#}4 zfczQmn{LZ?X1kys`(}Kqs;a80s;Z>6lVFt_KbZcO-mm$mffxh*nVEr^dpiy0eYqF! zn}iHf7OTrN&NIlHC2cQc%!cUdMpaDg@xk_~Bln5RUn(JT>GV`ltbxwS*ys5Ns+m=F z#*hPt<{@J1)-G94Xw9|FJU7p{N*GHOK%H!Rw6lkAdJ%R6v2IEcL(Wk&_kwL9b`_&!LA+RjNiW4=#BF1{G5;A%%@f4cw{(kjF`i`2Vw~? zy&>iTN7Q};Ie&btIx))yiB(j!{DeeAPTn!0ZB?Q@$XYjFl7Sk}ta*!JyLbG(c4hKg zu7_MOVuP131{r9Ho4BWhDnhBj#Kh1_j>?P(v=Q_I007YEXNkEaxh#h%XsFF1g}wg* z@Q$oKrc?|h} zN3i65*zXJD<)a=<2g@q2Z#EwZmgDFZZ0va9ujR$#h1%0iM}FrGaykli<81Eqm~4!^ zuo=Mhl7&sc{jwOg8s*e34oiF~W~DQXfRz?&0ux6$+3@3)v;tM5?{ zN<89P7MclX4iBY?j*%SA<fCO6=8H zlbnc|5p0`lsPDsJU*mf1AEAJ){T9nV%qccRu>tF z`Pe4GZt=>v;S5)=Mi-dDD!Sry*b6a7w%m-x-*19i8s6ZgYxt}qjD(_9wq+h)FBr-E z5(*&|wn3p^>+cntTxNsIzi5$U@EgbtZ3KD}0F0|CYmSuB2|`@;OMDWKlA8;PX0&fU z*)!%*tFTVG8(XobJz(FclzB|wC3va4gw8tuIl`MbF;+bY)a`QkoonTF(i%mU*xN@; z7mLw}sq!!ctzf~nT?BY!Z09QW09R^aoa)Li!F+m76y}S6fO%ro)LJVgf`pcER8tV% zCuzl-XkT?y35x6`2+~A}Q6(I4x+;70a71v~9$>IK*lUvD1!&%VvSr>If&Qvbxvod1 zf~ei9?_mTJPP_PPMu4$JN`FtNwlMGLF=D^d%J`K z#oXICd4P;{9W9#=1%sbLXV}ONrFTn@{UbVMr!~-Ht7Hku(^>V8NZZ*ogZayVd!D=+ z4l!Pl;3{0A*mP2;G8(Kkz)LQ5%b2U#E^Dw4D>fNu zHXF5u-=>Kz0mh6sz1W(TrBSGkOi4sYoB*YT+9Yo#I%c$qhNDSJXgCx*1yef zDx;OC1x$1%ZfeI(b0clv3!pl2tJKjBq`8be#nUC4=++zlg;8_4zplAl;8{ilT$g1I zLTWK_5W+*8fJ#sh=ZS95R1~~YzoA+=h?fOJB4e_5BsEzQkNYjS`Up(4>B$jqOEwHy zMH6!m^)3@NnV5N#nGM_$Z7AE2*afkMIdJO&6WNclDqlgBlJh$Q`VYy0k&Af{oX%Y? zfd?L|u29SywEMjSJjDZ#YeiHOWT7UF}&O4ngd{u&ju&KMJ0$l z)_r5rK>}U#u9ILG=neNIb$Dn%Z)`=BqXg2 z$XYp993hJJ=_@EJ&pCV%3B1#x5DC-NpJQ_V5*}f+bTliJ5ZuCeX-Q3m#WPwrpKO_U zr}rV|VSGd13SWe8|8UmKPVj-NLW2+wlJk5N72n?u?zeR7VmeNgUXjo__;~h z2=JwuBnUWGwpv5~#Er966E?X&&ORdKZ|OLvI&Je)+SF}%R~QfXq8Cl@uGGaj)s$ftyUe-SAl-X*5H;1GC5kLryRPEl zG~^rkjZ>@mzb)XmC2QNS86WT6XZSfNa}Ftrx}-37{1FAC6VCb9D;hp~gT!`@yLAJ= zG>-o{A(;(v53DYOUUO%r(bXntQdQqi7UOstDX7&R%H=678$q>Ujs^E?!G~-}I^l%u z&eeuE7u~N06f_sEzP|f;1dOT;bVR%(kN^Pw{cFGg=mLngd1o11m{E4I{YFPU2;8NBRCEe}t@DEKn>;KvCL%+^Xh<7jz6GR*KK{n~b zRi;H;%QeIL_GSsk@VbtQXoXW}H^Vg49rfr?X#(>TRq5m;$pA{QY; zOy?DeRX>o*(z|;FVFYeS5H!(+ob|&|s)roH!@)Y#PxE0eIb!9XeYv_xE6B)^)TMqC zgC4PKe?e(%$^)*v&rxh2>DblnC`XeNz%|a~yY_ zdO()~%qj&iKUI}vNZOh^vu}mZcM>7wu$P(9rj%U7=#yS%!1RwFxC^`3HfUagy##(J zrOaG3lZiQ(h(mzwXkDP0WKgxTs;iN48x>>?$5}RU^L+h)7!Pm6M1(z+e!RcjPJ3Og!mabb4uKTFk^5~go^Y_N48!69_sK~r z*Qaxtjo*5@!8Lr-4SR3^L>x>9BADg8ct%Wo2)YfLe`WN7L@L9yj#<5V4taj+EU$AM zg?9)Otb+et_e?%uQI@8y{z5xT4B^w4 zD2h=qGk$3<%BY;k4F?_AkGLhAm=u6vIZw2UZ{qPK%b^CnA5@|k`&cNk0uxT>vQ41p zvr0EljJnSTx8_Os0(9ME3wFV=8tb+BIJiylnUiwI(PHUMe2GT3Z}*JEe}Y8Ui9f)e zw^rB9FV8byqUkn>EkHMnu0$oy{E+B|G0s6OWc~6+dz>l98f&A75Dt2Gtc{M zxLq${O&(9GJPvST#aHup)d*ph>*#CxiY)sLJRS4GPt675CRf5Tc(TqD+bTCx`Z{3V z)^tX3cwgyE(zph5hSG@1;>$B8smp@NlD7)Jsl!}D``E?7H5*lcc;97*d@Kwe*n6aw zkXFP+!|B1_$m!*T)vZ1gER+`zxdHR|n`b#jAx_rs@d1wBZCvxjA97ejIE*uwWE8&D zmFu%a7LZ{6FWZdXbr}f{Ca2tY`5ni^Y8r>xm%#95QAlM2!e5EFLEi#!_D{FUrAVsE zG+Z?nX6^k_}LP{>I16HgvFtLDXH1*?CTlJ(m{4n z1Cn^mMm5sl=9jPWCmRYG+sS+_sXRUSm81uDOKM)a;le*(cMi4;Ohy^YvNu8DXhh6P z!Q1&S1tRo_7(YPk1U;VyneIH4ZqW`%WkfjAKDipdXJwbRBE&N2o^<|>?9@8U+ccjG zH)I)meklHfHJhOXO%u^YQ4?^d(bdXrp6l7z4)j|2davNZ?MInd64jD}=a?U9DvcZc zF(Kw-<=)de)rC=31Afy1e*GqKI+t(S#jP_W-7lX{Jq@pt_S0%SPB?_Ary4z%vjOX? zb}%z6t*BYLy6Kt=uLO9Ik#ga~#mcFf zkW0rHyXVu>k6@<#)tqye7wv~4AZ0zvwL={b&}>n4XH_DK1fHAn-{bWY=u-DNA(6$( z`Usb?Av@8ldeqxQTjIE;)t;U5Q7UhxKZP3Mlk@0q5Jaw4c9mBUu3vOCWJH;eiZ{Tu zIQd1_&q~s$z6AUMM{=c=wkM^e>=AQ#>*!tWD8HML4(Air26 z*jbjoQGO40EPc4%$(E0cfP&%cvd>x`Wku$Wj2io-BBOmuE)i_q!QcMhmWJp1jc**_ zLv)%)aZ4(diw;@3q;&^|Vow$nxMEpjo!6~=xHd-FirSRUl#(u~`#Xh5AzgJMtR_hK zG9{n?5(-=Az-J!0!4r`*AcNd}jrXCt5aRe7{yupL<=_jVIoA-MWQ1%5{K5Ysuq0Y~c6t?ly%Dq$bF`P|(LsEFH`%ZRes@&&h8X~K7HjssN0tKlv;>&vxrt4HKUieR(lc1*$e7am~8e5sIIx} zzkD*w9x8(UiV4)BNpWi&IfEIqBnmX1O4?1}>GaXaGYC~B^YIz-P(2n-edok43JbQD z1Vg0nO9#$`;P08;!nC8rDX~jS=q=SBVyGx6c_Iu$M5{>l*uE>i_{hH`^EI@b69$UF zq`rlm01u}86&^L{cimv+s+RA{&%$W+$tu)Pbc9`OIqdmHUE^!YOBR|2q_LfzNfee! zw}Vy097X=e4-^O(P>EL_a8^yP>DYl4sA|RP@b}g8B#a2Lmj9J}z?zKs7U|8Hac`@`WBKJr)U&o??_TrG)BO@=8sTUF4MQ*sJCtBn3a2JA;KOxn@xT{l@;SJo74N;)>H;)id1dnc`p=<16 z4OiYRbw=o$Q+FeYpOGn_%6yV7K#5)%OXlb{Zhh$WjJp{5%ech-he}FW!%po-zudo{ zgC>Vp*5_OV=v`n^hJfYoo$%(_Q@Sz=(8DqJ)W|V5p4BK&(o}@zTax_YYN5IjMD<{$ z89!EY$tZ#lQ)=6#*$R)!01@1qF7N6Hnx|W4iB>gRRVVFqAIcM%u#VcEwi_*-k0jHrix#M;bOj5W7J3BdJLk?~|Z z-&GpC22?4C9p_u>cb|ZyfsLNDYKYbw`77kQSI!uaHYO+!MBo9KEOG`r0wN|@1|YH*cKf7SD}O>c##~g)1-HrlO8$)>JTnuq z`Hm)3uO9{NXnVto{KTBp?)Z1AJ9bl4S?jB@Bj+j~b5f4Gx=qmD8p=F4cIaJrghi9o zwbPG&x4RzpfZFmq!NQE-z7M$|?49y8%Vz}~Z-KNQg*URrY`6=ISMJDNc8Mr@W%s&S z_S(8E=N2=p96HBv{TY$NxRAccE=be5iK&-$TTGgI@l9 z&e(ZQerllRqZh=QKTe@gtFkG+OjA#ZSRAD~fc4Dy`n z71=Jx5kP;67?~&Pl>b;PpauaCZ>dSG0)oB}?D?))(Dt|h_AMKcdC;{FBTl{{EE7k9Vv!)5S6e?-pmC zQ`Rtq>s?)_ZXE+-Zs6q_X>!x(t%1?I3xwor`NC!Q2#e}POuj?i+c#QW*;b??)wX5V zM`&zsBl{~UL$uuvtQcl-0043yqYBR!dCo7vE(x zQ{k>0epJ7<2)z$D5|R>+t(6r-J58|zZ$0Yseh4AMJih?R!{NS<<{;B2#cxek$0XIH zPMer~ujINQ+NkL8kF(C>rALeEJnK@m3>Pl~B@#2rRJp6zAYZe0;z~^oN}JSNgq&;i@>B<@L>$aq z5BBph$g$*4NwkyL~B)QjZr5o@cH!&M_m#;K?*(Mn3+B_2AqhYQJwkCBn z29>sq%Aty=gc$P&ldyaK{wg-`5_Y#i^tyI45DQBG{<9CE5t@cNx5GAm)i6Lf z!1rm}V{O{r-y-7*ZQ$&bqEc;VXWv=*p|-1;u+8|QRBZ*^KZc2m9q)_C$1b_!cN=Pz zJfK`h5}wi^L<#^eJQfLH63;=@$$8AyU#UM-d3vi$<`U)KN*|3~BIha7s4_Bfpoq5B zRlBm#ixv*Y!BMMVBi-ZywK9h;Z7%8NIX(gI4cFk{JCGnr8wC&&n{Lht2`>NwQ~?|? zzEWV`9gy79k|N!9Q&%waAd9eF+~rLB3er@(tEgL6y9oq3Z}(%ksyCNL-1t`JnB&Xq zX(G|AGlMbaCLDd(12Z)%CRbT&a8)&3dhEGtoV-nwLLZJl4g+E;4=Y9$r)WSLnr`}H zl$5Ka%#o=|b$qAh$>|kd`C*&x2@ud6iq~pNH2b6A)WZ*Ghu4 zjmJwAc|srT+4-a?A};}|eVuJqu7V>*(a(%$cns8_19wA~9Y0=3gI>R`K?&7KM9&tT zwJaMl@Iu|&VHzZDoIYM%VX-R3yB`0Vje0p3VX|kNqP-kw1@lWHP*j6yB6oAuBB7$L z_5fA`+!&jZxgj`Dvq-)R0J=|koMy6Tc6cXHA;*b}q?}7H2Y~-OOY5nGbMqL_q6WCZ zn@&B`)h1%!j=08Tjrm@7R_QHi;Ig$BdgVMhbRo5Fv?c5p zXQ)i-QY@jO%b#9b55H4V=*5|?4keXB1tF#+v=sq4pv|$srdvg2g?<~LI$uJYWk9tMrFgYe$7zZtHkIkE>z)ws zGjWDaWu(Vm3FfrpzN;GlBMmwl`$4QikoxjZ{=JD<)sUAO9u%Lcfm;q{swm{%)wo01 z$F+6$*R_%K-^Qf$doz0@S@irJ@||mxJb`f|80=E0G?reb3<5Z-*yTotqO{3%v8q$1 zrcInj8*S}7NX%Z*b+1HBMl|FYWq?{DOT*A*AjJn0LrwgkP4JPNszQL)nc`sU*_Dw_ zHn{JA2+|#Gd*0pXt_7bGgAFs#hyY8@y1EE@ng!W?Wre)II)2Q#q|JErq|@x_45t8s zxlI(jrPErqeB*h7%&^$~i5PbW6mPNKat7_PtKaK7zJyYDkRUyb>B>@RrK6J!ddEZm z`?)&RETTrshi%@6F0pfxp9$sZ^vfjR9Tp8dHiYm}Pxa2%Dt!?Ynftk^EEGSRki9%j z$*7ij>IE9?>0W7EGLm7JBiN)m4X(}ofl{WARBl=d^)_MKqi=CDu*W>-&r$y^I4`|l z{YYGh_H@ye%b|@o%~!=xwAyUSf@70^-ZgwmRw%lTjpO_WGI2>HHcHY4^5ppn7CI&Log?l>mlFy`m z%pY&^sSot@)F-(F&1GSG-95H_Cj;~5rs!jUPd;x?NO{6%p4E)=ltANk)~;j3z0sGx z$ts@kh|yFY=sM<7plZ8l`gd}+kihfrb8!ltb$2UHq150>5sn2R42qUqv5cpM*eMo3 ze)8scI$c0mWlZ+L8|=QD>eXkvx;`Jh*D>1d1~2fBQma&2RcteN9aH<#iCiSIm|b3E zciI@ZZlHnkhX}crS1&1I+}`_s{}hhVqXE+(fsx3)UZOAIFg+cu@qeinZq1a1^dvW| zNo{_#!r;NspuNX}!n#SN$5CPhB0XO%_p=100FKW+{KQxtcM0l<6ILzYh=}5}O>$VC z(lbRsz7S>N&}91rB4D3@Q!>$QS@1}y&i^j$iiX7ObIz|#8Z+=C#v;%jAe~&FoBn#Z|Ese~-;m83)q*Aybt`yYLY>-;x~4|LnSq+^et z!C*U80#b4xz~t&@j;rL=rYUH3c4e~l5}-xNA*1#(zR(Z}Li0@&!{6jZ{b;J&C?NZS zMp8%2O$P=9=LjdhCZB3tBmcAAi6O>D2IM+UV-2x;2l9ni{N@ENw z_O`ARhvYi|a^%_5^Ws36oV8B^+o*k|X%lQhuI7GL%-vs+9QLAuN*9oV{SBE)Y$T=U z6HL^T0W`;M)J+M9H;oTi_kcH+VMMj2zy#}1!X@!406l_%l{KPI*ZE2;L12R3MUe$$ z_8`PQmfLu;bVEc1mXc=)wZC6*ZBsMsTi}A6(@5d0p6iFAHwL)Yd}=V!wU)7sTjh$5 z2|_@;wA!CcrW9Xl8a)|ZM_8h}ZHLX-Vuy55Fh!5=F+Z`_%_S~k4-w&q9&iq(^yy^Fqbn2ntxn=SPLO3Gq2O~!7m$5QLnzs_Rgpkzpjdiyc z-uuZn4;#t7hrM=-TP6vo_|gpCR_KoXqqhvpFs+Dd>r;Kfk-t-NaTd1Pmdd^VFFOM7 z5Pxfw`8iM(T`t2-4`CI^lkSzC8rJ_voN{gf`x1`LR@zJ3A{(m~(Jd(zq>?=%4`Oe+ z9c|Z5>d7T7;*d*XZp|k8lg1B4U4;~Uj1wf`^Y%yl5X$CbBL4(tMAb^2JNHC7ILwWS z(@hz~GR6qMMpRd8BES)}rIQjaVAw#D?SDGxD0ND2@@Pt@kT!Kx%j`F#CHUM29ppeGT8 z!I^|_HOSDR#&OL50E`n!Q&1wd)i_zO;t%Zu-{tfqXZ)smZ~q zhNh^vguZ-ftlj1X?|?(CVZ!K%PB7drE2;dCj$wv6xX*~dBl%uh4AeDxZx79!{-%LHI1fQWk2@gUa{7;AL+4!1uX3{oxNBZvL_0W=0f?m!##y-m-1Hs%s^0j8_?3)wMtOyViPz<}}qqm;_m98NoKz)!g0fQF)l^vbf zjILnOBY{XLdTabNm8|0k%0x?HMI?EsUJ-|&3FmKybfKECgq+mtk6Q=1aA82M|1g+!qwz+YBK9sQd6eGbxOI$xSQjSH!RYXr zN4)tjS1d@4NJN;7#HXnRA{yq36_T$->)Vjh09KyhPGB;5j>)GqkZe-Nvvz6jE=bzp z2A-t5`!J-9?QENaBa5sEh1OBAlWnaEOv+s%N=6Lx1p^;~)>GpnlDRrzmj#Mt?}=ta zT`fF0WrPr$@_&&_mlHnd-MvXPodtldkW#&ejhy?i85KvLsF1s1Vy^VAEuVogb7l&v zhjAbUIOvd2P_?$vuKMZ7PtZ;JK?)K`57Ie~>RrADU|%^>a^_YBsPfiryd=SJTD)jo zrMyJ&&Z}b*DF9zYS)(Z$lREK2Yk5RH1`LtTEixJPVASyO(^RPSx9nxDo$W;&cBwRQ z^SIiInQA|5_0lbop=0M<8g_%C7hP+6dkCAhW2G>3r1cE^K+=JEnE2O>L*~(?Fx;kz zzgtA{e`rb&yfKzEb$xj0a4P-LKlNV;FEec?<-ATN2|v`B>grA=sklc$%JO38ivK0( znHHaviI-`O7xHlhH|@y8mQ=%RmU-C)_KCI8F?1lfYp&Nna~UjRx`U$~Ge*l~w{(iR zH>w!lC!|9tx2v^#|jN%8VEx;=Q5 zhEsiJIM4_ZES}{MA3c8zRHs);@>&-#QN5w7lJXZG+Y!pO*89LR#BCwBi=jNSjdL&^ zD6S=UXx5krsy!HzKpjxei5kQc85+4r49$fS$z@+YH%%1NnO8!y%Qbp(?N3k3oBmyr zNKyifJVnSnJ2V)z^H~{$i+nj0(!@9LScN-HBNQzgV4 z2jTztC4Wo=XZLHo>~+^Dut^z@sNXA#|_=L@j3 zt#qwsUc)98BHp(O>}F{~Y}p%<#zcy4+Iy5IzHW-s*i* z1pT}t=pcn172Sm_k-DJjB9GHX>4Q>c(2EM4aBEE)VI|2!*yo%vdO8H{` zM|JEYOv%sziEH^@f#hHW9@*wiq6)YHHD|yn@aFY&*)12_Z_~OMoP7$QY2%1*=?;vp zI>5acHn&gI*;*+pYl{5^F4dQ)6`FXkIn)T-$VioD<~VE^U3_TLeo zzbu(Czg57$+Y!uEa6U*eoE<2;6ho%a@8w(z% z0_H1(GQD=^)4%DSEP<=@OIV{wJ&49b70n~QwDXF9QM(XlmFg^dA23`yYcxuRpaY6e zS3vk((2-KVdi7P7zhC8(rk$1W$ccpy6sXTy4ZIzI2~?pSCzb2#pijo~ocl;(dhYon0QZM0 z2ZK(+|K6C)TEb{=_v6r(>_}e+=)_U%tU6UF)}Q*BSCiDol{3TITwPQA z$EV31uJjSKri0jcY2_x_l|pXCM@SWY?8S(y2s1(|%ctmy=kA)IEbfftPDV32 zz(Z{IS{ zr`<;ghBx6?RoV)^_N3~}I;0T7$WwnPJr~k?v?t{xzG)&5yuG4PFch1*<9^DNq?=C* z5<->rquzfn3*Vgc5+(< z4%n&Zr#|%?)gJstv!`S(*^dzJd{0?4{Bz1^qdXzKR)|K_O{ig~fxy2MW~9RehL*EXjbhs@4dcAJxJmxs)GF;~0&#Ec+}!Fg?2s%19S0 z&4|_cqpcc;#%YEvg+nMOt0F0`p?z$UxtFmPh1$6YJ<^8Kx#G7T=f`7k``Nc2^oA~L z?5E<4cg-GEhVL~Y6g*gNgpl=rlQ<7aly9)8$}wD@Xiz&xxgvlyrY9&D^341izytsC zAr13@C6oM!k}Zxx>=Hkj&AxbBxRYdZ!%+P#Uvpu!8v(e7C|U~%z+pDi2vhT$>2#qN z8}nv5E9X+z>Xqs-yqtDR^KiRX;pobI(d^a>qImGj+-+%XpTLGc;CUq~#ng$v5na<- zd4cVrQW&VHxbUlhw=Nj@FQa3icz77es^s zi+ig}#-+RA&?yMN|Hzia{}jD2jn8&JJ~;OD^RC2GliV^h(ii%38C2@FU$cHnyJa#{ zWR--k#tq|~hNlH1xiUnqZHN`WKqUL`!m!xCg;^AfGd!Z^E3;6v;4e7aJ{Dk!@e=8M zo7-x7qtL(NtyztcMhkELQrb=sT$^CTt)G4Z_!!dgVg+5p^FDyiHB)(HFqFE5v?#b< z3#-7IHTR!l0f^xKR!Jy$sqb&F?75I1q!98o{2znU!}yWq6-@-p?Fdv`?t*+P4x$7V z^uR--rh;*}{#>dPU;*^|n;~;839|=|NlaXv@?k%k<0ue%iXgn@Zh>*w&fs}!Qy>CKMj0Ar0Ec7N1KQf}Mbbp~RhTSj zPeqYJ2rRC>JN|&IO>>a0-WKCb`VtxA)YR0oAn;!~#B7^ww=)``i2tpza?9*ijIQIi zc%CdhVm{DV?5IolXYkcTva8&FMb?c%pUUQ?F$8dx%_ihV$a49M#eRcd>ajp^vX=~q z6D==lXow|YxjTBOyU~rDSUY`ckdWQhEg_YiQP5R#iU=3jLA!Tb?I|8?gQ+ znIj5UE%4mjH1P~p;#Rua9NGl&%=Rk!Ha9=H4VTBlBW$HhP)>I zMMFpVVSO@C;ipV@VXlfCwUMO`@pr#$QMn#BM-Lw_bV`A7VnE)PbKincAxq;TO5x2W z*O$_%&TS-K+N1nBslZx48NMElpL#-e_ZU!Zh;LhzUGN5=h>5qN>bCuK*VBDk0v{)i zL;APi`-P3Eiv`ys{9rq!;8lUTpl~!u8p^r&XIZ+i#Zb*1N)duabA5rRrvIfC4j5w~35ww4BL;%YtAMuL^^ zk)~U6Q~?*C=u1a`l)T{PdE}RxccQ+=JNv7e=ZM)onjWXcJ9}!~krMHDS~ByNsBK}g zxX1m20hZV<$Z;4TuM}q^wWL?`7?O<$$TmVGKXmf!0!tH%SP&4N6g~n1iz#C~P=qhA z{7WD4!V)*UHqjenT-|VKK=?MeBh}JPx!xi&^j{~PkNn*O#;f_yOhhE8W~7|axC~sH z@Bk0=apZ5a=1YL!Z>36@XklE0>l-sn%f6@#g?!CgiL$5$o}rwHXBLTV^RP6_#ns6f z%3*C+C{r_JE&z*S<$6u5nPz%c{k{a2>pgUO1!c6{XAJ;JQI>=smmTGD;HNEbCWCm2 z@3V+5OELI89pGNX!V@}^`(6phivL&B#_PvYib;g{b%h!$eX7Z&-g=5ss7RD^uZX;Z zI>r_uN~15h+MAhp?DT&#N~BAk`gi9GHqo!Q zDh`6Vx-R{UnhfZN0rTGOXPSATT%uN8xuI0LKzr+NqQW$@Zs zd53dy$5y9o-%(`m%tQHdqbPH3l4vt0zq*1%Y=bV`OTuE_K^V1IW|~T3lgHz74=ycx za~aeU1)!{h%3HF%7Ru+Y#~Jhm8giRW3}gMJk~JUw(QbhY*K%0}Y6#Qzunj^MN4=ea zgn-XqG}2XaM2WRTCL)nS{GoSL>`7s*q+;DXqO{JQ)h3Ldh9 zy2RQl1sDno6VL#%c_*hoe?&Fm7PVG@|30|FCk15>4(uIMyTkHvhfs%NXvby(H{sNw z(@D*MVfO27TIOHTUkG9d1P|)hmT_xpk|0l44oxFoF=`Jl&c{;7lb?{E<|*Y&IH%JW zDNnJ|1}@$95VC|j6>w&9o1m?GVQEY|n+8hD>p&U=keiF~BH2y!>|C*B+52f{;iAz$ zJ*w2Hsb0e;#;tTY|7Kpmf2d@=xmq^YRDJQV${{=IZNKpH5C-gT;lR;qznYX+#(dpqFr&lQOYqcyui3 zphqZvydRJahL?~I$58?5#+Ukz=YwVzJX<4&%VvYMe^cOUZQYLVjy;w&(TJ^WJ$v=> z&uLB$pHzdn6i@X&T7?uBCwc;Q7WZ7Hu4oayDlA>(?_n}GD{V&sk3t@*yR1@-Pbf*R zQ5nP01L%JeI%~}s6FfkHy33>(p)W#W$V!05!a7tl#i6mk$7Z{idGg8s6{VlsLu`>zkWoFw^KG#I$sSU1x9%D!3PM46005tPNhoytQ`FhvG^TQ@&IgF^AQd^^t>#OQ2q}>#hQo+x z-ElEPbR7EcOsms2_dep5r@KPzzfA1dLgw$_u$@k8775cCo(d2vkn`_j2J{{luOvpg zxl+4(5l$jCL9KXYdfHnx{QN)*X^K6XDBQG`vN%caS!^}|7ANW04$3m%XM!e^lBq~m zKh=RfJM+>vNj_jA=XyAR4<3xDdK%*d?NR5YT?AQe%K=d+g-)TL*cfJ!b&NHJ_Q5Qe z<5f9$L#4tV-V;-5Jg$ZliDOo}FtyHlwm}=za+OcYI#aSN>DOb(S}Bdc$rlv@44IrG6E#ohYVPKYsb!tTO!2QPrbpxbGVHAOM1rYR*=o`KP=9l4NCYqkhk=Zq4e`y1{xV6O%fdts69;G+6wQD@W#Myf zrEXST{lU?&UKIydrxvGR^VCw{yA$N1A5Y)+3y*HKy^f&$aY7rIeEl9|PZNSdfr`q; zpV@@t^Jz>J0^dqDM>mzSHIDWk09D!&R3B`M>P(qspA(;^xr%7F!8x1S{Obk5XK}9d(H4P%e`t(iyODzXL;l5`72ejDjs&6+e-Ry_SI_2 z?M%)mGfY7^L{~;{b*V|$-mU~An%sX=pl#EP3~oKXmnfOAALl@z9?>7xBX4KJe{U)> zxk9TaQ@kEI)(}WQhc=KJe|Tg7A0jaJFqe4FpB$+X?SWGqRv#PgRK|oM7q?uOs#-qA zS~<6$NI;BGITQjxX#O(#P!}xQS9%YMsPXw%hu8EX3Nwar<|fq-e_-dtfsa6sh*oE5 z&r=P}S+7>vvd6T^i6z@tmxrC;lU%qnMzoa?xuMfwbh}T^S#)NIM9h_)H7GMbE|H)s z59ILN#A+$&{Xxp{DqZj>7c#6^r^I}30v&y@Ac@w6VpgUZQgw8dmoy`AtL5@Wn@c1VOYZjlR^gFuD!CmkB7$8_zgv zF$tBPBfd};!?^L$T)i9%15^fvX1=h!slWHYDOOQCybBDSDK)AWhS?*f>>)WRRJ6|c z{3@+xDNE?`Z%I!`_yjpj5uBU4LiUVQPGknjhhYJf&__DP5#?_z?#-Szmtr5dMjz6b z@4#+1C%2j!R&V>X-vUg8usx*xTdT>{4W@G{W;hegPYm!!`wtLATsT5VK}s#e2iFDN z@p~brlucssRyz!1(F^Uw7TW)hlGcx6|0M%TrY-dvP}T?oE(sBrY0H}%!~ztL#f zft5<_IN#qv@{qLqK%dnCgdK6f0o9<+<&(kyf-5pF!kJjP@<%o`2zXOM0h@(HrYBUp zPZ#zt(1a9q^i9y=&U6I-95ErR z9Ce5g0z*{lx`}UYG|4Thu0a&_RK#ZzTbT*z=nqM z@Q=BG%)`Co?(o<@1|aZwC*g?|Muc_3%G~MQ`9tsczzy?F`RUOPIqkzrJjZ$^O^qGI^RlMm8?|bLO3fp*c5ZB%C~N;`F&F7P7Aj8BI6O}1OB&%lsHzk zm=9c3{C%I-5h#~EMi;V#MUyX-5KO6c0v`F<&!mMk$2IhbOZgVCOY60tuH}v_mS{5ROq*)|1NF z!O89WNd!ur>rSccHfCKyUCmrqd}|PKRZM}2v6cEEj+^|3jwZ(nsxDuQNO`w8G_H3T zMWTYbkP9PTbMZj{E#@=^&60&lA?Qk?3{exreg=Yp)h5xI6)Q6dF}@=a&r}+6BDAfm z+gF$DJ`c`{oCOzDt&G8MA>zk4tpc!H&BAj{G3_1e|JL>6b2CJ)-h&hfLsGuvJ7{=p zu^Gj9c5wk(oS+O6<&-wiGqzY4C~{+|^Px2ixpaY*wtBPdEofwA{Oy2)m;kY#cJM`a z%G&l4)REW`$UJq*1Hpjd6b~BFMaBFE7n`>%i9}1qw|oijBwb~))1r(XR^iGx%OSXY zE9l}8wwPR<)_wDt&dcx><|`ICn0}b`V-8?J*2vP?0Rpl1(6|A*{Y=duL^ia;lb&>1 zy2#)gEgk)*mSioLs*S4eyMGf?R{G*E%9O3-LESP0If?p6g1Uc-aS7VGiW5^5nQ*deaMf$;oD8K4Rm!7PqtfsMNTRE*W>5;f%1Jh7>A(y zH4fI53#A<7Ft8Nk#ZBQza)o!pO``GPK8;F8GCO=Yn$QsQ$6R3-_@VnoZ+<~kcSH;*GWy#`rY=R@hEz^|lceeQj?rw&an<~CT zqJ)muonFVkN!0;~ot=EwTdso~SXdp(escFba)xTpWwiIU1zv7z%7TsM6&c%r6^oMZ zllLrV*$eIA-jPLlqF&m$RJ5J)}!hP*@H@FK!EA2@yo!^|&&nvVQvT z0};riA9!k00mEm`dh+wT9hR65*@{AS5vFL~y(uG43?F%ogp1xFv@S%V{q_ebAV?Cn zYBL+*f`Fc!XMDsG5ieih zse33ITUe_YZco=2oOynZXr&z`*lD5b9AapO^DK}?I9}x=0KCHC$68$qC?WLGNB6WO zn(dstBGb>*u)1EsPXq+uvJxrss7waLh0&JCmZUc^g;HhXSlU@p2B@4>t4eUFN z%LU^Ku#w+~ObQDWs3l{GlG?3SRCdSqDPVSf_R=MY%`&wz`$$U4%8 z&DG2nwoFjfSb+-w0b`rt>s`-`Ju4GP>*|t8>idZ|&Fk7s*Y7}PjptPhlD(6!h+9=8 zWm*}rd(S(aas0fU^>5D_dYUn5NCww(NfhAg_ctCA^vbbqUX`8eUCL3;zt`h1q;xbI zM_HZ`qvcvWOIQax%X9^-I(ZJSmJ7Db-N5FkZ}dzKnPV8qjB=>VygH(p)E)?!os`)& z#0X-xdw}4FMF?D;0iSp^FBxFNmJ@8;s`@hO?CE(pM zOw(cTh6bj#(VCJ#%^%=F z=e^JP?nX@Fm)kypmObGfmUw6qwT((A~*0! z6P-W4*VUKDUc)ei7vxse%>#`AifHgR&a-ZD@i45|i7?9xASs7WXXLNK7onCLoJHp( z4O|v7slct=MQ+dlN;{)~0Fj7{0e@q*Q3AU)>Fb_YD1~&m=4L&?A>10bki&p)<@$^q zUJT!nMgaX25Ob~B;SAefN%nEnuI$@mm*zr5_jP>I05InJ1Dy>u=Y6ErM!yRSJ{pf3 zbxUr3E6#620Y_Azq6jZ;4WZzvg zFFT7B9V3p0WC<6-%^A~Y6%a4jO3u;ZSTvf?cmX_d=kqkTg9NLENyZH)+h|n2Bo%Wk zzqh`4RW3uLZS6U_XYSQuKL$E%z$SVGi(oI1xsdH6$@zy+ft1|Up$B^<`sEHhR1oJr zo>3Hd3I5Ab1w2G%zhdm&SK2hWL^&bO`*dCgzr_?TXafm;C-s1BI0n6P)&zHfCZi@j z8Y=LV=i*e4!zfA#-wdrxdJf69RDsa&#NO$r?I}t&m16U$_Q{;k`u@pheOR8CcY2 z(}mxF#ULh1UUqMKM%4lfsOC6cCVHdKhX0Phxc{EVOVOZCw|`WrIUHaVMK#`|(=9`X zn?ge=Lqc)Oa`nciq2*S9`;s#%W}}$DESG=lxzQK-bbg+Az+vUPJsCi5x^2hV_P8zI zIlsO2pHi~_mI0_xUECjz4*&~m9oqz6+){gz&~$lN1h||dk)P7oUV%kamLpPua;Y+( z%_uZ2n!Bo(0)`BvwE*{wjWMj)@PbS4Db+?dHyM)?z3BuRSu%Z}3t|Un>#P}})`pJ}WHL-r^Vsh78?{8AS zSuNfaK!%P+TpirS4DSTo$*;>m2*~o_0Y|>#7pROB9J5Wla8z;13RkQL+P@=hiftE= zPPgUgRCSxrjmn*#+;!YeA!QgoQAObre0v27ecYu6AwTp8Ao9TgX7mcM^QwH*`Usyy z6&6PhJr)Rp?%ieFbxG8#`FJu^LDrZg_Mi8*;2H(4G1lhVYn=%a)_dFTU#P~-XMLdd zrq8JyKrtVmC_$Ie=L4qct1G4-*1Ge_QwnpF7{^}>Q25Hn+m!~~5anshl3pVSt$=hN zVC!Ofcv~(6CeU`O<-GWJ%=0s^E)w|{+g?Eo+G5^iqfU2pWqNAOJjtK*Ep+%d%g`~q@LYk;{K7{OrrICQTG_r>Z##mWTSh!chbM8gyx7qRiADrAi6 z7()y3j8-rjC$mW>ab30J*gvMu#eD~=aH(44{4j+CUlQ~JjWvZuq#&fVy+ku?vHl3u z%FbGk5GGI?Ind@y25ksuC)t|?RB;y~9*BllM8c%>CFZsWnwFl(VrPO&!w=T5SDOS^ zK{LYhwJjj}R6oF$c7|d{Uc&)XMfOD+%ZAY zNPQ3cqaH|WsYm%({re8<(>hNG_ta-=(=Zqd5c5HL#p+fP$D4q9DY`><^*1g|VNe*a zJ*+C4NTcP>tX5D1zj;*qfh3#jlzj1wk3rp3FrsPO*@6@HA(FH7jie_#Z4N4pDS)dw z{0fubv-_#GA0QG#GMEdaF@@&R{fa^gZ2d&%s%C zPr^RDpmMITBUc#l#D0;!O+1OwpL46S;_M|u0~qJ@2wg|kvV6@8z$ZJF=$fS(9dv6C zsLm`iFXdhY*I@6Ldg`l#1~9PVYW+hRVg}b}e*;l;i2OMVT|$#tILy9g8yoo> zbpHa0*acWl;5L=&I@fLs?<}*{RBC76ert&wJ^`}KcTInce~Lp0{mR} z@rXYbf|7)jsaAECl>lK{yCG3$+XIe|wDS}%=^hSe5Tz8<`NBf&{eXG<5X`P3B0)0| zET1D7wAGqPJ{eX2S&I_|@-R1yRJ_^%6I<;;yzB{3J%NG(Ph)I5MHYb!5!1rRHDj!s zduNk41ASXl;K^eCdmI%gzUXDfch&lSUjJOZs&0G5Kbq#NtjgH^M%&iW$%<2cF*pc@ z1Fb@;9z{!WLz-dw07y^T_0t{ny2-F{o`_?sKr9tG3%SLyNkp1r&`%KVvx7Y6yig&T z$4XiIX;wI`9gG8v1K({A9RIK~-(P&AjQ>{HcL%7t^q6mnqgCPt7jI}>kiTq>d|6l5 zeQw3uTjJ~tO|03Psc1Et7HG^)b|4LSEU24+1WfI5t9m~NFyI-L421Me0)zi^ywdaE z@Zh0Y%7RlfrpuA<9FUcvxX2{aJ%fnqxjc+gW`)Z|~ps5yF2Y(k#|5IPUHWQaT!CX*!uYm>3LT&=!!h^9%fB_yEMGDIM-HRw8k5b!^P}lu~ zmJsccdv>f2iV~27G3Io;D032{A(WofFLIc zVp!m2t6rzt)DqrYno%3jw<2Jn?)`FjfhW-S~j@N_8<^Y@Ot;g2JbL3XgMv@R;@_>g8* zRjr;kNw;~A7l$2)3sR>{t`YTlW!C=3}H@07<6MV!<5pPp@Vs}ev5l;P)MWPTDfaD2?G_ZI z+c`UHaPnB;Y^iX23*o*9CWC@`%h*o-qFWp9wOKZpKd4HHD3bk*RGL3$slJ~e$)P{a z0v&QN&Ep#PPlO@*Tgq`4dL5<=;>&5%ztfWjK}&z@rR-N^;waVWfuJq>je&8478m`= zWK9RvpMuNTVOTw4kf2+WC)_giFgkxKqP%8fR5FVQWdJ{W%L0OHO_x)V&#}wx$htvT_vC4J46cT&v-LO#S)hs> zF@NSe3srJ^7h&T5y%yYwj#Asb00#zoaMi>hM0uBDY&8 z?%jLTj8c+5&#j0P#k zQ1ODa{pf^2j)=q>$50E*R zzJaSn;?<%b+_!fbRvBd|_A;8_g!YwwKl%}vN|7$ss0wPng`AiT$NYpC><0!p@q*{$ zmEvLwi{e{R-XCe8gVo(w01Xy^oifIuLJPncbaI|+{z%PLfr})8M28$z9G8o3%GLaqUGySoe`Nbj)~)) z@wt0x#}H`2&DC)UH!z=vted}btx&$?0 zR`A$n?Pim}%(vl?0E8C>#%Q!UBPr+aI>NaVIeSX&Y0&9?PvyDI9(W>j;k}Rq^mKEv zHrmGk595?c^?`^7fl};!)&S-~dR^*VM*3aXAEDBk%OPaZr+1wAiHE~tL^oAicEW8C z_kPHgu)*?KSM+CbCym68yAJ=-d3n6;cuQM0Wih;LAZl@462Cx4QVl1|vhk&GJyD0R za)ehNa}&lG4rqT_I$Z&G9&KdKH+kZD>LDzp!D>t$4ilnqq0X12Dlu*&vOa70O}SW8 z6ruZ+o7HNzh1O$@+Z_sNnTv|;73>`>!gQS?SzBvqc5QDIl0=$Om#lwOrfAwy%n+~u z3u*v2#%p9>yP+WYx0@0K0ftF1^Kh6hwMo=MzXT~JP9^fD64uI(&~T>K5d%*skFo5wbG(eJ;#rTQ?Tv9SFtk7UvSE9&9vo{>nS zE6qsq-JLFNz&=z>Fw)vs)=f=V{xvs-EdOR>ozc!i;I72Uoors#Ry!gpnQBwnW*Gcw z%#&Eed5YbjtWf)L4>awVP%sb|QU}j$DWwFIswG;+*oXga%!`!+V@wz${&*0_VL9JV zaOMP={na`!|7d;VWTnO=E_f)<_+N>RF{RS-DA1deO)F91f603SPp zM5LUcQczRrA}6JF29%!uRfx$@WmeQRI@#UjoYM+o3}oAwTcX-H+T*Yu^d(O3f$yC!UIMGT_QW?SpT6Wf>u9lUuy_CD zZK=CJn$uaNVBJPcXAiiCt4{J|GVWxz8aI$%cSb7#jbj2VXu8ONf@H}C@Ms7{u*CJa zet`p|CSoTpYRpDIbuC~)1a|L=2a0hiVX1hq>q(WJq%vMAupJmZZXu(YxzqDn}t*S$>Bhs{)rPpd`6VAiL?Xm?@(HpD1I=$$*)3q zZ5lkuAFL))CmAY37#)4*fP^`=M?s?mRywcVhWFj&m?p}Jsx*J&5FX}5$}DqsL~|c& z5mR~#B2c24&tq$XyOT4uHH7A>&mI)ADAOD#5@O+-YA=r7-Y$c`QJ zX+sBg0bOf&`B!jii{P@^X*!bK2-RtF$+gFmy7uMe+dIX$2rQlMx9*_k4aVgY)+Sae zsP3sR)4(|OOhu~zHk?kdo>mUt-x>gpgldw6IP8K7j+Qfz!usmw6`Rj57>{46HR6um z-_^Gh*yFtqg~8<}aotLb>*y{f)3jyo5p|K2w^|-z(~_kH?Wr^E?rt`A%bZh~h9rMp zKy|xj^|m;n&8vf}bPRfFNVWp9|DXi=O=6#Vf15EbzCy*ExTNCBcsr)$l&9z)YNd_F z8)5rYC@TV`2)Vs|VHu;?GbX=_$9UIX&0n@(`|E$X-A@94-H_O^?+eu|a>CH*SJI5* zjYX8`_=+B>2wEd(!&Vwa5DpxdUguhfJ?@oMTP)WKcLHp=sfHxKVEOdNUVWm@r~j(~ z!k3&^z9V<$>NXkGrvXi;n`xOPKaf}<*ZD6U(Nypwr`RGWe_Kr0D)02Cgne7n?%!@1 z1#_Y)^qFqzXXxBkSr@x<;%Rr|%SF2VV54AtHC;rnw?t>K5i6ELlhZ9;fO3QOT;0T9}f4AC9 z){j1DCmlnczvvmKdoDLu!p(w@#Cpm0>g<)^m*oXV`DS_bHLa@+$5sTtMQl+9z3*hqG+dd0DLNp4-3&OX7nwV^PX&7Sr~mE-}okYVm(!U77~cxxx#RPcQZ_?EVkw= zT!qX49-;zLBm2vY8RbeH&P85`d)_!k1V`*Lq@Qyf;6}JFQ{#@w&%~40%fuQs1SM4B z^S`8E7F>uJ7)Kpl{~#I^B^b{GxWwH?@5IN#<{(AFAj~5BzU{?y%IK(L@3^{sbMIV@ z^-6?`bf`vfc>%3t6;v#h-Z5ej{buf*tH|<-w=QTTB4}mqyA=mf?T>wT7$i%1KjVL1_9( zKGq{`H{Cl2;d@cs-xB85f#3?}4#r-aX?FwJ#spcWM+98||0jTup0iOwM;AofH$-SH zwyApcl&VaCd`tZxe+UUpiUXM%QjdgY6d(PghME^hv&5~jjQ$VRAPUr{8~rwM{T!1# zZ?Z1fgiZn$ly|+;?m?KXXVYdDSD3Lt4y9^}gUQ}JZhd?&^2)E{mduPU&L6O(_)XPJjeor1N*msOcDSHsf@;F&nUCTJDXdbudtCYvkj8&0ZX!pEw+r^VZ|j#M0b9u z=Et&BTd3;hc*LfPN&47bNUU>KJ*ze--X|@Q=`d>Igf<;So-ieqG+iDt^UnG+aVz;I zbGvKXqe`WsI4gp*A>%LFtFa$tyHnY*WN`67H7hRgDUqlu(w@}B__agm(4HG^`X$da ziWJ8hSux7LNSGuEY2v^Fg1m}Q0-u!+fCKXQ|(u9jgP6buZkKzNErT+IPKW1ZI z+z|Xv2V_}NDFQd+0FHZBh6wSXssg$@q?HxLC9*}QWofvOc;^Ub^C{oW#)tYHc2>oV zw2S+NqCej);y8vG?zU2qOt19?4;gDja46-GkOxq>+QIXT46V~(k#-m8+%94T#n%SQ N26J5k!jAj4; literal 0 HcmV?d00001 diff --git a/translated_images/km/favicon.37b561214b36d454.webp b/translated_images/km/favicon.37b561214b36d454.webp new file mode 100644 index 0000000000000000000000000000000000000000..48a53960dbff237ab78bd3dad6246c9326dc7a12 GIT binary patch literal 1918 zcmV-^2Z8ufNk&F?2LJ$9MM6+kP&il$0000G0001A003VA06|PpNHPNe00FPXplu{a z=Um|r`YVHo$l+G3Tw0Jzo~ME;sfnmirQ5(?Tjaz4uMfBu9w zgoyr6KnOssK<`Z;D#W9~~yWMl_$8cNnA4;2`OF|MPoE;-k>`D5-KUuUc;!6kY4oJ-};p zYAD)k)no3#q!PeEKaLEest*T)z?0otuMC_tUbSiroHTYNyHtilI4a$)z)`!L$Tl9H zgs#Bz;Oy*Xx~n}meJJkF)8>7oS#*DSG&P!;+3jFW&1mmV2-SIa2<4{-+GTz1yqb1?NZshI zp}d`oZnBtK(2*x(=w+*`M+Mvdd{jr{xzbY@APLMkD!h;%`Ej z^r#QJNd?=ZMx;;Fh_I_4`r7!RkDVC=)P=s!-2g&aVt;~q5JbMBg&=Q%nv&N;NU(ea zivS>H6BI2dy%hBj5-blv7XV0E1g;87E3Q0*1l=R(5&&^c;JUzhaqS@_=nla$01#IM zWfeFpWqAk*7Dup50Hi2E*#(75*&afI`4Q9rfaE36Qjoi7@emT+kDw+1WFLXHg1tqX zhmhblf*JvkO#-b2TScpfkyOqsmqs_HDRqOjcy0z(P&gnS1ONcA8UUREDqsL$06sAk zh(e+vAsVVwtRMpfv;btn{6BR3fbV47-DB~y_K%(yhdW*SwU+nczny=X`%>*u<^lRG z{=e)4xWAYW*RMbiRln=KKtGp%OzRNz2=dkahxj}FvH!jP=im?c-}i36XAE+u2kvvc zaB;OArONxW^>yU*E5$PhZ1J=jI6Df><)-ZLk>5|0Z44i6mZUPF>Avf=((^mTFcM#i zgY4(+$Nms@SeVOo1gPx+UH*N`VV5UnsxrjE2%moyt^x=skiur6Ug-?G;&|Yal7A@& zfB^pg{)2Jv(Obt|mrW{#(DYP3WegxIk$Ryw7(cI`O<@6WS?2fkhh#a$qx}jmw-_U^1Uw@bB{c&?D|yhE z#;sVgR)#d)1cgKhb88-oFY@$3&CdwIF*bZWgYawNbzLae(LE@Lq};p~JZMGo2c!va zJftoCi&Efr*US6X2GMo`wo|OgA{tZ^hvBo<7+BxoMtQ%b8SvBGVEyhBp!`Erp@v+( zm;jber`xYbXF}tx^w~}X1SFYrH5vud-egLmfUhn703A(14;NURT7DI5GVVz$)inzGf3)Zs5~cW?Z0P+DjNT8^7>gZR2hr_i|PXZFmg%3DGd;Ds~$@DZUxXsxEc zl4{X9xA<>^{FgA?IxZyudUlvtUViSnQg6|INJU$aAk;tDVX?6(9!(@GF_00ZqwUKJ z5`GL%i=w1OBL)|x@-&14_#|H(<4L9)NPzcx)g`uz?7G)72t-2I(+$_{m}r1lXm$Da zMU3a@AGmA?o(I2sq{C8BR;M`mcC_B)Y8CNAXRdPsqbk*b?*#hRh5m2|pb{X-L>VLn zPVWP5L2v?^UHF>O4b2YnvK!<}Qh5LGm1rFrS-F`Ynlg7R{a=HA{&ym)*Axo6(g3ik zOQ*g#T?O9GWmrV3ljqO@0JdiX`)Qm^Nig+G|8s4@;-{t>3*p#Z@h$NLD3mQ4KmY&$ E0PtM9=Kufz literal 0 HcmV?d00001 diff --git a/translated_images/km/features.6291f9c7ba3a0b95.webp b/translated_images/km/features.6291f9c7ba3a0b95.webp new file mode 100644 index 0000000000000000000000000000000000000000..03679af27e2e18969a1fb0b11bba7081178ddfa1 GIT binary patch literal 11474 zcmV;@EG^SgNk&G>EC2vkMM6+kP&il$0000G0001H0|0RV06|PpNSOct00D5=fNk6G zL7&c>nC?u*g$E;I0ucY#MtvFo)dV%7TL3^I8xd{=AdC6j%zTdj;=lMW{%iWw%={Yv zRf9sdF#zJf+qH817yre7@!t?j&CHMSUo|LXi=q_(#DBetmE*r59h*??0EEGW!-T>vXKvXiSCk0$C`)7^*z_yd?|H#BFVe!KNE+z&S5 zFjH>QzF)~<|2+!-ZU1M~2hq3oFZ#ZqKZ}2A{hjx)^gsSj)C2q{P=}xgmw)az!e{qy z`=7l2)ZhR8fIs{DVE+LB>%|@a54lhJSs*(n#joY;hVozMrl4P!|4H&#`@YnjgUlD& zf57pBr4!2!a4)?-WsmlM`2Vr>1E`1W5B%<$uVNqA;c7obm_K~9_Dj|EvPwAu$taot zBfVAg{Zr-y1~&+ZjZXgW0gK)NP@`;%3~HpVAu@9VUkkDKb6JJ)++1Yk>WI!${2Hb$ zX{=@>lt!hP>?XEsgGy5aFG_U=%LtOkAKl`Ox4;#yYsU>cg(X2klyX7TwR(=Fy*FTh zyVKhwt$xaSMw_asvbn>DY}NJ8HHpvq8kx=E{QF;=ewe15r@P4qL?hD1DY}EEK#=lP z>oYqTi?3Ms)u`c)a#e-J(VI`@JgJd=Qx7S`{ltD+VXUORdaHU~%`G3%%wUU9y$*V+sOEyQtHRHPa-ug4PEb`*fhvXuAcwDw~6Cxz2w!|XU zI$XcqxWMcmo4e+^avoAMWm(tbD&||U;zgec1tkbKw1`0B9$w12#Lw5T`6q|yByoF{ zf#Ncy_=jJ9I8_3T6!VJvFZvq_($3SLl98P@R|Iy_Qr!jQg%k(rrx-)PPT55<#uF`S zOb@|n#f?Aq-s>CZR;bAWtv^PNJlv?Nb10`F2BnF*OodP32pj7s_tNG6n6}Fujd;Ou z+-#ISjPlolnTDtLp6%xlmdDWD%wE^Tb27~pei61I#*g< z{(aQSh&KC^M!b{t>pc3h{SXVJ=$7dqzy_RaYIv7^2IlxrCd(&!CPu9|1Dr;DbQEMN zp0#SH4j0HiJn0DWC~2~2o*O}Ydg2ur{iDXjA?e~k9Y*FV$};H;ARPrzLGP?j)%N`A zOisLYOyFRS#DIQAyjxsGAe^wLjcP#gSAXenz5|T(DE$j62N-lmj7edm8kIgxbau#6 zc-<2+D@GouYl(`jHz~Q_0pKE*d$-qW4y!R|ytvrFAlCg!`Mg3Mo^%xAyM6Ca!tUb? zTv_opS45ZgKFL<3jUZ!%RbkM8Of*JSkk%>k2Km!tepQ;A*rl$n_N=?dI^3mgib&by zQefw=QlR{X zNDFRWJFaK*K$;T53G30Y9hudIOOw4SaL|X6oz^NqBQ?VHzUs4BvPOJ?S1RPHSyqK@ z*|zNSqVmJ<1oP2iBR1hO+%U&I%ZnbK{wrj{(Iv3-zStT=+!uE-XlbYTiBA|1SZdeN zv^EJ&QJ{&+P@7{V0;su7TbmbX;m^dNfTonFaTlJ{iMr{L-~m@;)11zw zoo+byWLw_uNVow1l|_nvFVqQ?c{chPerz5W zyfX90U@kG#i-|m5+EQy;k{QUZGCDi$Z2I#-pq7hkxRx9P&<;6TPI(x!=Ah_IJ#q zl$TCvLiYoJdlD9tT_Od<%Al+b+7g`PqL2vkFxi1v1G!DItBsa2@Z+`gSH|(m+BkyQ z^Qc}#S=g6QrMlYIf}pnK_~f%%cTTvkEdvDm^uw?v`*F0~)QxHgxJ957N!?Y`@B#DX z%M#&|L}Tt`B`t>L;X0Uu9sCTY;O+?kf%`y0KYtl-|AlA#kJxRTM=O^P^C#ke&O1rA zgX;LTlJey)x#u_?TkzEIt0PH%9@I1&IX_Z2t10 zyE}$H^BcE=d$8^Zm0;Eok{Iq7TxXeg1WZBy^Rrox^RU|7nZ-<5nj{Bvr4O&9G=ave z-i{CKSAc)jd}85}-h#<~tlosPGucashCJLH@;1Pu4UROJextm)=G(LJYS?WVT?kK! zM*AkgAr^wflOh3mGyncj)T#^CDy|OblAV?g=ljzF+H+v0kvpfBiB5zmd@5ig!vf%Z zrCbwc2@^_d$X?C%EpVCjR6#z#+!ojQH$c;WbU9V$uc-H_W7N>h8ajE{Uhl4DzGQ0) zlN^QGZ_tc(lsJqz$1Zj7ZlM^$S17xcUH|-u{XE4tvzT-lbo`&OgH!SBDbZjzm7G}o z1%TN@!LH{Kt9b0lGtrH~p*CGy`(RD4zd2JaeBYj&lM(wdh40Rkgxws3=q2r*c;`He zV)V4oU*IMAbhV4qBYM0Ne~IK zTbDfkxz{)wNTP76!&oho@$eG*Y&MM}xLW|u4r+<@dOCwT%Q#;Yak#mcECx6@29mXCaRS&|4KloDiUN6SJpbW_ZveSgbq>1V;DhQ*Y0C%JWj zV7?a#!xs!-v{i~(V|(z&P9Lr|NV`@JaBYGLCxqO|g)CI|I0sw1++?E#WnmU9_DH1& zG0j_2?Dmjfd8>ueP76rszt(Z1i~K#BdP}F?;x5ccX(lKoa~GC$vyJ6GPjLOEZFua4 zhX4d=GgCI~zlSCpOo|~Ahr=g362G}#EkVCo3v=jP7#bJ}Cd|4!!_n=_r7)nz%bH^8 z00sgrbpk}9JcP$%U=gO&-v=Q0IJhm2|8UA*8A_lGis|`k^hFQXmG5~+36&*vd3}}L zi^61q_^wf*OGz}D=zb5uNBaApcZ0ii>b@bIe05f!^KEvOrSLw0+(xbe2UavpHgT1z z;=;``iUW#NzS&KNu-2D~gvM`jlxMv-;x30bt+Egg4X6R&>k;e0`fOXt9rB-~MBZd4 zSD9sUG@h}|cTTh^s*#O7gQ(Y6DN%C{;#HwN2WHj$MNIwWpp3bxlgSjYsxGFoLHrJ< zi!KBYKHHW9)^^T_INgJ=;w1C5E3C>LyT8@Bzc3h~pLeQq^rrd-C9R{<$mi@Q3zpZG zb1PXv>2(n`mZmxQ@uaJQffX&c@A7gzuZ%ti6nc~oB-O~eRn6K{o#Aq%gr5fCDj;%` zWa9|nwe_li)$fY{TGqNtnr2DO34up%HNfF?=i)ShibUfhS(N^R!lcAXhJzcBD##Tf zC{t&Buuh2xws|bp&vrDycnZgkdm)vPAh2{0asxd^$NjM|Jqr?@Xxl;!oFV_=x92?o zGr63lM$+;IIV2)v6AZzef7%azKc(e!WY7#RJc2J~2-KakA>bvmJsh$_6go@BQJc_R zgwm0@+VydmxV@`|xcJJsx8Y`Z;S79RAJqk8ty*!c;>83R!)j+PRbXSX zKonDD8*8+>FZ0Hoo7UmUGQ z6owmB6$GAW`5f@kRH*JYiAu8=5Xfel(Tm_J#SVI{7m=*T*X{{TC?gNrIn^Wh)2sU!J#K_0C z?=CJvp6Q(BL7r&w0Ov?WWv`q^yMfrgB943FE`)SNE`7b|pG!NGqcxrA&4j;PMwN2v z;OL4r@iOJiE_=SVAUj$>4dj4GMKf}@FtLeYVY@k9KT3N?PCUJ6hG)XziMFV?o3Hlx z*1=Py>a#kSZ@widApE^zwlD{+@avZCy6wYe2GzPxlhb=_m9BK(v<_!I#XAB|9Gf=dkQ;zif;Y5iES+1E(&MJS>B za;0*cfivXaYQOeJ1?{jO{N0KMLXGxSY8Vvx6w!_h@`!ST<@NwmK*z8*uM)Q#=6-0w zF8ap1yyZq~3h!Lb3_=>>hZN>Pw8+a?GI_QbOI^%hA8!}(VC?eHidC6_ zqnetIMfdHMjxDRa@YBX4313xO51!Be&b);B&1Qk5t+WY*9BEo4VF`s`TM@Npm++3` z7EPiZnNN^tW8E*rDJMlCB3ml_T% z?|?7oc}Y}6r=<(d{uqVGt2G3Lce~nqEQ`eTUZokkKHETt+Tz&QVUZsHg;S^sVD4>_ zX~E0&9TslKw}3}7({`ts;9&*aiirYga3qH58GYJG zeHlnd%k4JyT zq%o7k?PJTkAM+6x6SiL`EhP#vetx9(uGc}+$~yy1Vc;nqZ31=t)@f=>BcY-yr#I&M$Gxp>4j zIuJMa6b(Q@sB!!KX9pE6+d}u2)8OX*b|&4=a94|0ef#ih3QodJit^&iv% zne!8-yjtYCP%^0M3ctt|x=eO!W;UvYlys`<%N(B)y;V6CO}zI;R86v)>$zw#F-?C5 zMA|onMs7n_>SVWfJ`*h;fZqn<)F^FtGSf?l`3a8l*w0~3)nEdm9dS0xb4Wyb*}hC63JJsZpYDwZSt!^? zbe*ZR8&N(cEVMP>a!d^V|9AAUv21h5Nc%s+ibA;x52*j1&A`{&4@-{(j7Y%%;*PW2 z?`M(NHc^ZxG~F0*yl4H|W5=MzNp6Sdcs>EA`i}{gsNd&kkVh1zZoGKwe%E-VAy*c) zIB#l~VQ7zLp8^VlErkp)L1qs?lBX1LGcPQc&DL&BKsSp24%^-~*HVOD^OU{!{Xd>n z613?uh6) zDFp)=g#duULH$b8NvbeNg^mI}2uc__Rkqd2(Qp3TiAqS*3q|F<;AFdlV6)3Oy~hGJ zdG0uqw>VW)X##R=o>6C?F=%~R!5s5ch|KI1niB^*!=t!{Eee&!Dyn(7+>J@rrQq4N zXE!eD)dESSS8Eh0Z>2H~m9o=TO<+@D#p^E?1>ndP)ustQMqa-#*z@7L-O)58w*oIo z#dN5g?gWqMbsBWW2Aa-~#yH(b0UUi)Yls@yfwPV9;CwI3oaPfBZlSw%woL3g#-yX0 zAfk5=eHCV+7*^P&O{9wB{HD~4^Vr|A*UPcGMxa_MJf#Vd0R5Ih-@YZaTKkgoalplPk1D5b_tbO9lJ17EX2Z)NG z!K_+O$G~6hkW;A983ZB{jdLhs+@+URFq+)}0HDgGw5i0KxZx8UGyE_BrN^)+PQp`K zR<9r~-hxxHHc4WQmq9k_C1t~Y+$a)nY+2!QJ$GgROkshz;(u&mpjfbyl+vkLi+t|? z;8>rQ?m>6>>hML|BygLzn*u?^qx5ZjI!UIL(zop8bCr zjnDX|K*N4k-n#m?d%p1$A+;vaBwY}MJ!q*vWI!aEobPPmIG zT|UJ6l3iF{HWn>^SDX}^_<-M1^W1ce+4+kLX2(B}PR6u5umLu`FwB+K>L=capoVCG zKD|b`irqH-LhaNd=#Ta6M5HvZlh$BRPpL8$0tocUI1D1+{9sIh=r)OWfv2S&<1VPX z7oLGoky?s5b=rTDz)oBuQm+njbD$#g2@JZoml}YsZ-H0jlk^OwGLl8rl@FkC8E!7Q zaq1CUgp1~n3K215SX;Q$8XiT{2>M&&2UvH~kk$4x6Zn#;j<}N8mgMxdugw%rjgLrvx5aBWpjcq2c4)!Npq@`{+Z+o6rdNRycu}rv zt%-Uw&;JHVG*OHL1KE5^2(8^3hVS6DJ+leN=Z{J)Z~-ts1!%}%OfA!BYGxbrGr;qE zf;aV%wL;wbFZqzt&o)NR{`obl36KQwM#i;~C+$p-sN=RxkB)j^xv0~2PBNFc`H)B7 zH|1%c)k!iC4?-RWZ^d)paN#{(!ER@&au-UWs*H8#a9HDNzn6i;LG(9#E7x9cwHSoT zVM;4Eq3AIlOxN#WMow92@T#vHj2jZ%GwezM5`umvgGzdAeJ%g2EaB#w&5e4>4H}-- z&SSbNf$ezuMoXUgAzyF_%07~_b%GcgkG|MIR1x-Ps<|`j^mB_B-ko*#Xvz})De5@Y z1XwP7zX^e4OQnJ_ujgNu$BpOR|gLea@;-T=|wO##A#9R1Aj!p4WJF`rQ7*~ZZe1hc-Jtbxw z!m{x9tT!AjenVSiI`3z*DXdSgFTCZFIcyEOg?BsUE zr*gJAQjR(B6kp|v9P#$-H44KJ+G7I~D>uphw|+fR_fcOEkvok_;4AZ@;DiBPhk6ET z%sBc^MApO*7m@hpOirUAB7FY9qbHM6Eg*pOl^U?%%Nlpb;Lqn?`<;pbCX#8|)G}C7 zS2m0pl~{p&TcSQ`>$cR#R$`~jjXhMKydpH}$3HZY2|QXhkVIh;lARtDFgHSd3T6Dh zkIOe}bH_#%j64U(H7cNcJD2K$Oz7?m8c(7`o@&3!F)i8ydUk9HiAR8R08UJS*9|r% zAJwRf<;D%z10$`Kfs_ZW;4+H+o>Hw*eHWO#0W1B5P}KjL7e)V-XWaJ`-zojWQK}OJ z4)v^krURU70_mSX_vJPk8aeaB^MGZiBN0UgMkL|c9M5(c_rP%q$G}?e6u$^dB@Q21 z5fKd@?0fdZw`#WFhziX!`wB**VG2*wM`2GjT&`lR>moL+^1N)J^NQnqFm8t5O69Ik z2UR;*FD4~S6c!clI!^dJg%8~#C}^dYUt<0<_HW+msavI6Ni-y-`guDg^q4j@XiKA+ zYNtWFR#UKGVH=K1RCDo0~=c$w68uALX^OpN+t6h;puuL9=&gG)tMNP|bL zMC`t|;w+DvjO4%5{5fGgw&2a6nH+H@$0Oz6dEajoZMPn!=CVxn|26g$#!2B~z?II?h;wJ4_R2 zz)>@7g-c$ot2BX$!PpDh_ld(m+j{{_`cXK}7ZpAI3uYkP98d`O?)(p4!!btMhSp#n zz4#X92q~puMl!xhCG5l@MMJi5ojEm$NDVQ6=0aKfohY#79O)ij{yMxnv(^q0$9JA1 z`%nnd7)H~suPXxoOsusBP+pQTJkB$)-RjuAjVmo)zpGIH;Dg38bX^5|mN5A!G}q3! z&}G~%0O-ojY}O&9zZdsSpTw=+RNoITq}W#mxtVEyppuAY~#bINb@StZo&$1wUg`=~?V(s(f|OKSCz1KTZp1 z4hy{bhg?+F(HABLfGx@Le6I2P#uQT}%;}7Ag{A&2qZ z{$f?yH4A-bzI3Hn?e-N_S#<8kS#5n`(7_9yRytrb*+jtHC1uhKkAzaJfFoD(d<{^b zMv%T_qp%hEQy8n^KX(6BZOG+?UThw6aGmBkPSgs1Y{t|6DBeEf#Lk3Ma1o=Gm}%8m zD!F9ekLbO+=qxFZxn@aVh|8vQRj|ujPq!yQn@>%XwB7ubK|Nwx@(I2>P$ZzMYzj64 zeZoc#&n0Cex*6y(ULYTntJcmoCgk7u)i#dJ0*TWw%=z@$@fQ^5mJYM^tj=&n@CqQM z@S|chv~gPiS1HLmIUOK2*TLbT1_3UNB)0)R{o}4Fq`~6FId=CIs;0Q3l!M$@;R6Zr zz)*RMd7=g85E&9GN9HPC@}$k*f0Cy4d_{23)qZ{FG)3E*6lES8AE-SN@zE~zmD|&5 z9#mJ3wEwLJCz8~-gA77|X*x&*O-i8Kx%(sv;QJRvLlp2~zjh8e*nGwN24oo2iggv$ z5Z|e*J5ET(LEm06qv{BpkZxU3?oY+t9?slLpciBudF@%uduGC>m;84E0$k<7)-Sn?|6(jtm zEjmqvC2l}>5iPeX;_02C)-Pc6utmO4bek+Fuo3OVAZ|ix(6FGLSMhvP7g;wyj#kPY ze1XZ?o)VESfr+oM;- z3~zj@O-gt0OAVdw=Z0-zI)2a*!NljG?i5+AG-*g0rz!Wd@7cxG(dEp{e@QkG`~+u( zlWq0J2EE7oWw9P+x?NLgxeD5WaFuHDR@mqBvM;HqMEt##!nZ5y9RYisyAFZpJ+vrUECX#ptv5`wB%7 zU)dR5VR>JqC5i$Q0H^8owtH>A)Mtr62VwD*RXhzgWjvf*rgSSpp%7I!qg)-(6E!_L zkDp?z+{5-fZ}jI=z=YeMnsmx$%H81Wn~>osh9Q)>mRw2IIvL|4EHe`mgSm@*UlSie z`3tVtoh2A-+kjn>d8}}v?$2|!)*LpZ(sj~(Aty!Zrg;~5jOPEh*z|Yafv60q>rgi#`A#aGDrbrP5G=fvD{$Kbacn6=idD%(QT%gG<|0}?{0EdODmcjXu^kWpu=D)GOfv%@5%dub5R#o$nSwj2f83r?VP zXwVled_Ft0_8=PiNK&sFZ+MG;bm}WYT=+6O@(4_T)E6{VSLK~X9l^{_@>CV_7PSVX zte$hENj|^7CXLItWY8r085$81hwUDB*45!%wHsE+B?i|<0_)9nF4y~wEG`!~acLG3 zINung2ApOPC5zci=Vz4>?j66xPz!{Ac#0WE@4qD7n>0EFv9_=Q6?kd^i9#?!bf&oG z<0`l{glrXnX0ngnxAP@gSZFMSZO}43Z$zOYqCg}j z5BLBSM+9g;EwUtZIHlF4ed^u-$BY%>_e5`y5ABiVlqDQ)$1^7I10#Q(j>bTmzh-q+ zGhCI;*mJ*~<(6OCciB9Y19qy*D|#Oe)yjP5Al|8?vLcjBW|>IYjEWw+B0{*0LBNJD zr|;hH81ZYFZT+3O|LyoGJKB`z!N}`~dZ>GZdFG2hNh!W1$OGgOv!sx15pApH6$n?Z9ccBlQmI9Tl-iDLLvZh>z2&(yw2SzzonGG z9RcfH%T`c%VBjdJfy1=HW(qxvr_M$7%<$rMvIA$s`^!^-kuWCV{G70A>%1@E2={!Z;2%hrm?uz6lOH{XbbE?f;IX zjLTPt&^532*4LiS)BiiNF`iUEz*FIrwyu~EozJuVl>1$hH-~pf`ou69OCHDhfC5wi zLBS+0?6Z?Xs>Vo^-xc%Bhx;P_w0!bc8-AhhHCmYFSL^kC>b}k^_7#(JtN;K2s0VLPAA{U~519#J zFDh((U?z(3$RW6oftoMQy7f1?F$;g2GpP12`acgP2o{RkJm7H5fdBvi000000000000000000000McJ(b^rhX literal 0 HcmV?d00001 diff --git a/translated_images/km/filter-horiz.59b80ed4feb946ef.webp b/translated_images/km/filter-horiz.59b80ed4feb946ef.webp new file mode 100644 index 0000000000000000000000000000000000000000..a097d115b123c28853125713cadafd947ee0d62f GIT binary patch literal 17078 zcmb4pLy#s6uw>h|In8O?wrzXbwr$(CZQHhOTi^aKb`N{m!`30A4tdOqtf)#QNinfn zAs`@iQ6U921rDOZ|9S-`;2dCT7EncCK1Qra;X>j9yC6Y-JGlEn2_&i< z=B@X>+r9d}-rcmvxU}AyANg0@ue#s3mp+CS@e9JWK3+e2K+o^eUC|ToxvO7_TjFof zZ`c?8+ueKLK_39H@zwA%_oM!jcMmw`_xoM=4F(9`f`7{XoPC{r#Jv;l@c+m8Z2w7o zi~7p=bz0|t*1yhs^c(qo^KJt)0>XZocl}=FU-cXLuYQI2ivXd3oR5`n zx(EFt->;vu*RQX)4!(b1`~bK4yyLw9fYq<^tJhoA&)H1hQy`HA?E+j`kC z;X+^cuY#}IkG3V~%$4;M+H2mu-x)s*p!@gOQ|Ghe6Elh*$ zw*(*q008>Cge{1hh-P-1kF~i;3XN2Hxo&haro&DGlVa=R93!N-$(l zP;OF`oMs5dz=7=CC8#}+TM7nWU{f8mvTpuu*MQA-Kf9`UwvwMr^gO^;0WVq-pxIvt z<>Mc~Le+FT@0avKHx2+smC5e3v}lPT`uG3BEmp5Rysq$k#4kJmWhpa?Ra>vx@0NqC zP(qA&)%TvJc-e3cGG_F}MI_%=&iT_?LO*3=1a{`b9zy~s^H`nhg@e*p{U5)Op&b9Y z5h7^CTxc<|;`Tgx>y(;rP@$iuBpI%@{7zmy_Q9Fb}K;(l*z@bEr-kuNPFul_#SWLp}}thBF|KJ=FcE1eND!6 zUD0=k#@wDO-37>&a921G+$2(~P6{KF{9P{oq7?2vR+(NxNKu$KT zYm)!Q-BQB_48fHvNHwcmwJ`2QHz?p%ZQ||}&D)iKy?_FDn5pwca{zx;o;3c1+{79X+XtHHbu76-SE4hh-Bv#< zh}~OtRHrep=y-h%;4Ai6qs8*R-u|L%rkTp!%pOY-%MfFAuj8kSF|!e+l^@V9firQ= zsgQ6`gL7t@v^oSADb*tJv>syaU43v!fDdLi4Bv^p-%~YYpuR-xD06teMLO*Ll* zNsg0|?PRkL+O@e$fHs_B`6v?&m~Et)`x0w$X4OB#sEne>1g!We8xm^ zRKHTORoiE)zjJP!6$c^2rOP(W9jj${V|LUw(%4^&JI7EJ_To8Nku8cupIO;yCAFF# zr_G_)eGnX(%`GcDld?KuBg!3%!ev9xiO9|M-)e!~B2KnvS9jt6?1j^f4ce^VbfAC6 z(C&Ms7;YFg(X%dnlcCv^febzR%y7lhsz#-7WIUCz^?CuD*TMi>2kj2&6+_WJzXaF1 zxU2D8>bnN#1h{^YFX}cA%5KZ83eX0)kGd3>;q0sht_O7ADg@JgoSCHKIlgD5j+en@ zC25;+k>`w&IgqG13uapbwmQn73@aB$%UT?|dol52wV}GSI@U;9cK{=&DD~0LnQCo@ z>bnfSBUb|Cv0VMpL%E=)OQ9ORI1Ja$8s};r69@*xgY3kZ>Xm3HS)UF|DMZ3)dGAyb z0S@?H-OrY2{0%BL8*df*WT$?#;vH-X5vAe`NT+`T88*rO_t^aZqsTgt=x5l|9}M3c zY@h8#Y>_wyNI{xmf7}xlNvzk|#Hj-cCPzRq9-EvE17!4m)MIGe$c;%2~b9ZyB36OHK(pn-x4xVT-(*khG@VQAzp}{Oud-T25lPVkPEh>+BfHY z4aT7xo$v}fuybz{~hXtxOHE69&k}(A*jQ+#N#a?Vm zMpqP3PJ5_FPn!_G^oc;-)L)^IH?_(A-YuFxY));fWsxukw%KM@;<+AKBb0Q&y}Z{Cf(E==9j-9D~0%^ zs{dGF3CFcsiwcHqTL4r>`BMsZXwBrPnQ>rP`gk!FouhW2IhEH!+h;65opc!#VtmCc zBn!5+anyWymMSS`LMn)ibGFJNB$PHhpy``Rr}8PxexB{4wYa=qX0r*jwo^oMM- zL-Pf7AxF@dMNW)O4$2VQq7QUZKBzl6Kcg&U2X3f5$o7bkz+8j%ZXb5Lc; zN=yah(x|}#V*jmrS#hUZ7X{o+0i}A!%)IAj_DJxQP?QEI=14Zn3BD3wHrIuwStBi< zgFJM`KeLCF;;a9`$_P5*{uYx6sj6L|`;6u;^iBy=HIZ{lN^rK$*gdY$L8@X2X2SH| zQ0#Aj|9zhxu#WNAr!4H1hV3DG?z5iFoN?5`}M^4v}uTbca}6317hF z8dPY$Gk7Rj8s)eYv;E={_~(J>c9L?(*x-|!_~L>UmL%o>iSs}}zkrQwAQ!z9_ctL{ z^5eFEgzyc8IS<sbl-zzbGW+o3LS9CX@bPGuJ${pfi}nKK9ZA{D5exj+l_^AVsy20~u)UJ)J^bH{J_|J?CO!q0T-f6*>;Sfj z8-g?7S0df8va-$}Ur|4BVLx|^v0|I=wt`i<3(%19uve9qMQ^zP)8!m-3%i8JCv7Rr znOi#w?c~pw-mBHaYq{H603^qTl>2aN`5M$NkH=I6tkQuH{1`p*D5s3@iT1iv@g~Z2yx~rn_gXc2%CFm_mD&^nHLk< zIzlJmSC5U#egDN5b7R`HhaJK~8t|sxTaW~%&K2!oKQQ~HFExutk4`fvqn2gVu0$?5 zm@L2BZJrY{SMI1T+L7nfgji@%pvcFpXdq5%D=8Xq5p@ycJA1ppsn`WsZD0Ro>N&+D zqEOxez3>#pB`!FdhEq5ZV_UK3YAL%Vhiv+HA6(q5ca$ebpiP(=fz&0iII0Zi8vmf* zbyhtuZCCb_9YJ7a!tk;1=D`mv=OBrK8uY)N?z~K+UXLQ=;AWZ6n!cqqx zv~1i2rLySs!dYZNr88s~t^%Hc8zxd4AwKAY`&mJ6>DO1;8-&15iD$oahV)HG&XJGP zs8oTAAuhcGf7^lpih{POO(%q9--259%Os4_ExtpMa}LPXYL$s*qH9~XgI(5r`)4kKYl&Tb8YM&v zQl;45TXU09-;0o=NIN~efzP3%k8PaG8pHvX&F6%srkqRkz$jDyFwh?{_txgI?*bZ2 zKDgxhPzwg4LwU^BKYP%@>D>zMz+QO?s^W}?UQtatpGE7M2@;bO>_KO0#jy#I@4Wy$ zeyFTQV=#`cC+m<?7^fLeb?K{)Z~ww% zpLZ&l4Im&OWL+oN2oi>=>BN$ZcL7E7HPlv=wXJF~?mxVc)YI-7UBcfFSL)2_o0XANCXwxWD9 zZ?a3&FjD89mFU=MbuE=9Bgv9u2@8ItBh{F9_^Uv_V$>2erF%MHQk6)?{^e&1?!2uT+2(85GO)D5Y>3-7s&K9p>B2I0MRVn*do?$K!t=C4r zt-b-Jm?YlC77z61ZjM5&;<+<>RT(%4CeF=Jx(Hy9*UFH@@vq7onv0rJ`R%~JroRMp zo(MqONVJFYhof&Jq&rTGik>u?k08by_vcbXw?5*TvOqXxKa_H#3rrjmueoj+gGM)$ z*Rwu(Khn6*O-ak=ngIZW-IqP-;hql7eLi_>YzB%e8UmDnJ`quD`mkQA1l6%soL!q6 zi|&Xi-shLO@c5MFj%+B!m)neY;L(uHd;{+L?Q zGhd6ivNE_TLz^PDp!8UwWWcyF~vUhFHH)=SHUj zpHqZcqTsr(3Oz~%xDEet+%gYCwdt@9BP;(?$)^xWm$%Our4h9fSW0Hb{YJ2lM$=9j8LNKmp`gUZ(`^2VWpSyqIdRFxxd-7L$E1D z!W2b!u{@z4=p?9&AL{~)VQ1yn%M=d%mpUdpS}G8cIfPwXgIh;US&qc-KpvTt#*d$-}ZqoLU2 z(!n9cHg2;^YvLYFbq~?lTX(c!=}_`oGwDmugUtabvbEztC4Vj)P=>`YW>NbZUfRkR z;|3Zh3$6w+>#hl&2&H2VCute5Wb%5-#*evbb&r`Buw@3S5(+M!P?v%=1d& z`AtEu`&~`P;ja!&Cdu@dL83cMI zb86ZCv7QlaZ%Cyx)ehSo(sZjJz#m}90pcN2eelyrMCNvG*Q(*{5v9M|Iw9Nn{?!Yw zt(?Rn?aDOb4%ZF{B?)G-2t|#4hy0Eh_-Oj)z89><%OKr%n>4ApwmqbY79uxxO>x~t z-3DouAwiB8BZTAe?o49yr+S|ABa#4Mu}qM}_iMqz^GXcc< z3}X;~C|WRXY{ZaQfJm3!ugl~9TWXdyG3!r!<7ptRB>cuz%y)g1pRMR-JXx#Zrf(d& zA%C~+y*t*JS)TKKE8~syu@dUCOWU^GvV!kK&a1HrQ!`=x4lq2WZFn$d%ly^P#8pqu zkcVQ|7a zQI@$3=k3AyouoY3#M{XU)O`-^9n*t4e3_!~gf^lE`8N+g5&o#aQO=_lKbVjomH$4S zI7(qKgrPU8u6sB<+QnbVc+ygyu>9IJKz zxYw)2&FUWl>Fn?BzASd;XQveMGr^t(SNk)*Y3j;EU zp!dq;Lo7`*(tO2XFIqO?*E8ruEHI4GOX@1^cTD|6fZLl%U#`Xz2*$Tj%ALeIOvPPTe;>pg$g< zR>*x8FyShk0d9Q$SeohvKuG+cuahlrnLJz)jLRa!XQUDJ`$n8LEH0H{hvZHP!|Qf* z9Qck`f0F%j#r#_?UTSwB_Hy!Ey_7-*9=0?3Sr%~w;ssZti!XLZ&fc=8Va96#8ngPx zkSYayy`G9mmnlB7Q0Ekp?rR4ZwolHt9xpSmyGs^Ywj!QJ>Gppr>dvbVI=?pICK zGD%~s9rs8{cq>Vdun0jUlrq`PqoxfslzDei#_w>1R)i{VA8xqg<=86L+iHX#+PS6C zwI|3#M{aUvr_a)Q@5L`imV*K4gh)PbmakbU9#9ji_`~Hh_yU$>6c`6u2hR1vcEx3i z&N})GiBP$-{vgXjwm}T*^DTt01C$tSn1J;f3l+P9A_L51s(RnGMKC}_JHl5*g_G#n zGu#c)5Y@UNFp(>kfJ@$`rPMHIm|TC;);pf%a#~6~Zd1K;nN&TSX`#G@WrP@dmNpsp zw8r@d(C$For!~@z_F3^W(DNs`BxpxMNv0pH7j+OG{S{!_Xtzz8+_A#(tPUc$ASN5C zMy-lu+^7|u$FRei%6{b$m`MVHc!n2?wtw4Fmu2!U*c_+ntkCq2b$IaWp!Jk7=`4%f zP(wq{2aB8RH#mjU_HGWNd8`H9%NyGM>_m0PIOA{;%LD?#)G1bFe#Cg`T!fs! zwFU%wj92Ry(C3uJ!(V$3GQ(*}^`kkXY#PN#m;g^g8RI4qLO+p1rN3lcWrVMsKMg=` z$-he9V#3!~0CWtte-NOS`<_k?bSUUjgwsE5U6U57_wm^6E+1m3Ui=A%J`GAC+bI;u zyofo{DZY@_6wd(qu3Dy#o4^VW@_CP6>9do zw!#vlfI}4QB*gX4TchJv5zvqs=_;^6ljkG6T!Pd0p1&PM$4(RM<#7il_79x>ARrQh^5pQO9%Q` z5TI6Ph@NG-HNs7&X}8T}QZaPM0f`NEH=#55dRI9RusgPFfDlz9H|%n>a#Sjh6dB&U zpN&2|Rovp9HnG8ic1H^C``<6&e`T1o`VcVvwt`1HM$syC;0&cB?YAT?j>(X473Axi zgDEd0LFrii`BYLXC^j=Hoe{L>me9O<7npl`3>0*g%?>x|*8PQIkDf4BXuKpNu8sim z1AV<**&1XF;PgIrx}X!r@qfxBy!OOXaKmecNU`7U3sAW`U(#*B`F8zEC&zWJqWlGb zlR|5wEfG*7c=!UT!rrJ$+QpKZ*1hyI8lyL<#5A=9h)&3DUnBZg?R2gRHW|kSy*^z7 zc9j4zLwaXYG4q~NPC;68w4q~yIjZ>cPGk7=#?c`hgo2HIOa=_APl0c}Tobae@w3xr z?cduGWdhy$pjfm33YSR~I1tpc+U_$>C_|%$Mn-TUye5Y1=12=?5|z42 zOrn;{nd9}-cidSv0D;6!xR;~xMzgRkC~v+iPp5ql{QnmARJ>ksN-?lr{2*h}IHg!4WEqi+jT7gW2xzHX5zNJ z72@=fj)8QmC9Vd@105>-ls-oStDyZ$qOLYcCPq^4 zGzX?}MgKd^ywL-tPON(YE)d>|E$!K2zQYEmjiUWDI63k0%QxSZU+ATgWCu(TUFUpF zz#p-!t+_v9KOR3irxmPae8x37U$|h=P2Od#pp(lk6u1gA}n$|Z)w9Scwo33NN z*v?u(ha-5&z}8!p?!`x*&`l_pKh5biIIY5=%!lnfn;v2ReZ+r9E3IrRdelc^syAEz zBA}|0N=HlxG&L7Lf8jpY9jHW9f>w$L0g|B33| zk387PJ|z=5SO_y_CqOjS)jgVY%aw`nL^@;Agu;(b$Bc<@__M4R%}u##V7B2APOAq( zMEw{xjG*GX^@We2?YzL|iVY#$%=Wa*Xe7eVNG!joz3EsIJ%38d5~9Y*`~r;X0Qck%EpZO8`?9tScGd+vD`cU+ACTUyvQPwumpe;q81VMu6i#0c zB;L;siU^sd?dYAG2*c#zOAQg~#E6;vlIHcNt8Z&G5??~^JMYCDkr zsZbrt63hB7jMGZ~w`vwX#?B3&TyvZXRG9rl`6x~f6nX#G8w-IvFdb?e%0?HhZmfI1 z`^i)=$VuyQ&0)6TPg^wt7GG$A_lo}@XZs=~s58Fqq@WgbGvWO5(VbA))HXJXnbw|9=a1F`h-96t z;C2)>2^<{I!kLIbRbOC;v=mkh3(C*iPhTy`^Z2l$i002;tU2LXDlSBPDZ>zy;9aE( zN!X)}o}hoK1{3W=UEH05)a3G|A1#ikixF}6klYY~4pMU5#N1@w^Aa_R41o?W#wKPk zJjeMM!E+K+y2iqzHG$usbxMDCmsz zYzg@YWyph;c-0D-od;^geZfs>-Cw+&1(Vf$n@cIrjKICvMB}yR)Y2O1IzebvVjmIz zOtjnYa@R4E>R_%+;|mzR?e7cuA8`8d5v1eR0-;_I5J=VY2NE#WL{dSosDkQkpek?_ z$QLka!ihF3#efe&IIQ+WG(QEP8n@tu5?q~_csGWVnC4JX&1ox9cNVsce5miIwENt| z=Y?gd$6Nc$sc0fLA~cWo%zCN)OWVm(e7FdWf>Lii@bgRO6C}v+OpcPIK*G_#@_hV8 z%46-QJB$qx_Q4X3^6Sp$gOBAa5Bd#~gcCy$lKRK&jFL678SNN#gc^VqvYP{}E(!e+ zMQhcHrGJHf3#$76*1fe021CB#)@=+Zr84BO zmFlK}80=jA;9FD{Tmmj|n)=pSV(wb0Dl0{z|4>fIvF@xI_B9RpC4XoJol?`XpP zWh8k>Yit>Neqi4+keRdzAr@KlugW}he%X2MzCXVhi3WfBTo1${+LUPgY2t3kkurQ; zdN5gTO)-bU_~^lV07{SC==pW$wB^QeXqn4(iDjKZDn^ek5XYeFAe{C$Fo~ax1C?U= zoT|M?89o#r4Wg`@^@UN`3onvQjv$N-M-EHb;odcDPmNv6()SN3aFEhsQLsD9Gt}>l zXR&J~kVu#wP2kkh^EkndIpIW+B0c%^eZh{iP>r8#AN*WX1!3!gMcW3nn*Sd1O0vo( zHOPkCR&Yb-ku(-|k3C7pOQ`7u&crsH`VGF3TX)tkwTQT%QIyk5U^>S+2F(`NQrl;| zH+oe7(Dl2Q+B+n_Yw>YhmI54P%5F6wnNxUqz?Uuh!r z4H~Xpd_{JSbwMwA2BWcQMw-^#TnW6m+KC~?{d{MP3S7i4V}obVts7s}74t(g;=Go{ z@)4r-cfXw1Kq7?Q*o!S-?+_|n%C8@CP0RQQNu@aK5%BNDK1r7*5cXvyPa1a7kkfne zEk$3Sm$8!VlPY+65@*j6QjlZm{Padqj9f=3OCI#P7G%YmS@DFi-1pT<4s`5q4*l0l zQ745>;yf@okMGvqEQZbk9ty1GR0i6MX0kX*^=1qIMTYz z?DoVLw6gkzp#bL}(hGr7eP-iW3urzFhTS~e(n#$}`TDfl z6^y(3*NhniEXKq=yK(MLm5c+26r^b-H?GWrXqAmD@Ot0-+};O@pdC&p|FAq(#CRN8;w0BzHmM^A()!caK>cS#4^s`sR|FIbHN}8TcV<=1k~* zoAkoykt`yyYUn!>CgC7|5P|J20@#;AdpV_YPZS23^+3f*_BlkwQvBWMD zcLq#wH;yoU>7x09stubzD)srjy&E6h;R6siAKRQ5I^vFDeM7oO_txMuQW@^LHl_jE z%Y5>poB$<6z4!)<-plH#n66~`U#w{sx}e=F!}L!`)I9lyXh^OETo?Yiu{)-^$lTf= z|E0qR2sJ6ys=M~+9O;`61pxtP?yLL-?&pWi#5?e@LQ?;scK z{xSc~miGLUls7gsAoKj`SAbDnkJ`M7YV~>N0|Su8K(>dAear(bxZS|>w>Y^-j!bfU z^%QbQmqG3!7#iJC?8DCdv@~prYrZ$i9f3>&@)dEN#;kPL=j1`O1V+wfvZX*;b0EZ@ zu$DGx`DBW!jW%>B%2|{lOzRpoP{L|?tQ7QPM58b$9m~Z!Gm?R(-K@w8h|LjdC>NFP z_T#@uU3I+1P=vFs`ktIlV1E`XcLIM(pUlYFF+iZliLf(*fdV@SEu#1gU)!|Kdw@!M zMQ4FJ9>66Ebtn!PA1=}s?2}M>Yv#c>@a+jt@afe5jSR-FO9>_xjHW=V8u0Xt3$!`~ zv|8>&wLxrQ+FD**iGGTj-J_Z4jr=sI!Qhj|p{~h%F2jmk1|l&dHI<M5Z`; z+yr98`!c8&lOpni(UyT@ahd;S#zZ#{QRV54*?m=9m`$D!9 zrTZ-cUv>cj_Wt|Sj$M=s=Yv6fg zr>(-O&lwq&Q+HRu8Fh3OSFBLKFPzjM`iPs}q?A)|olz^$yqn;q8+4DK^pU+`jeX!t zJx3X{0vE`_=1pLA@aoMlezqJE5j1PmlqS)lHNeKb`m|99cs{*!Un2iD?J+Sl4femn zm~r%QW3PiEdFCY&25Us0W|AV7TArP?4$daYhYR8lw7D=og*ryxwOC5Aq!|5y;9K$0 zyfe;K@W+eoG!nLz0NVf`n>`09yQjF5uR7)yem{L;feZ3D`3gVsw}%6pYr=3K%D3F`Q>266{Ho~bUu#Pltbev& zhx8dCoWF;6%sXWf7A8?8TPlc`xA0^-Ahc~x7crKVDLtpti{pgWKS3ITQCxFWmms2p zMuc)@cucIhvi3}&4}P10KnvE~mpzWIH@$~TTrNlVDb1JFQYF=~o~!1)(w|M2mA8;$ z7#(QGnUR3Ui{<_8@nUGn8Vff@&Va&d|1<=9u4J7TS3TDR09SCN^+Yu?O`|>O#5gRn zQyiTUHNb;UqJ_6-uXcx%Q>n{u&*uOEc`}C_12MtZlG2a(imJkkhVm-hJ1w_3h;VLx zzuLGD=Ct|4u*J?-jP;`!&Sh)Q_e;liiy#c-Vvt>~1C_H-rbzp>)~xoo#d@^cSD;Aj zl$j1Vfc_Za+uT~PXPGdhGLnE!!*XuKy?ka>!Zi%B$)ugo(m~LY`eQt!;SQ{l)H}i$ zEZ;>{d8O6p70Me!MefuTEe}tZ3^3@fYiymC8OTu-zHX%uvGAFTvxm^#z?51y3#N`Q9rVQ$6P#XIbs?nrEci}2R# zs2amKiGneu8pcdKtXY7dbrT?}2P+%>7f^;vf*F;1ji%#fU1W`F(b! zm(}SgR*@Au5#Y&foY$cP|Fg16yB=dMeE6gscOp|h8hW>E&DVVlSiLI@s2B13@PaZQ z8O~yp7g8T1q@ZM0MYCX@Jb{WAJ>hDJxZTy|d9W_Bs)P+-m7J`Xy^PbsmORLfUe{O6 zM3SU`HmX?Xqol;(38;;MRD_MT{fn({wSUB51+dJEV$zl|EyKiZOVR%JoJXnSD3s$> zv1UU!(Y@ZJXKCk86ZfeFoHewf%Fm$On5WDNKAJO&!Ki0iZK;ba%j*1#I+`^vzW|AH6) zr$CbwUsfG(H%@7TbLb1N1@=w_FSvjE)#<G$r=H)QKmwMmpVYybJ zcFHs)AvKXdUceDUNt!`+#!H?nb43S@V0Y{-~9&& zVGh`cN(gbSgal(khMmvi!t?Gw4hePGGGK!>$=-NC0{zX}nAjt`WCqjlD%=%^0h6?U zX?S^?u~Me+M{(52>R4^t%?i4f0-3ol+TMa^xsxdoz&Kd+j^6lp9$5uGi*H~8vhKIR zE-;U2@TNyg7o8yvRDi`s=C~qqyPL>@13|wzSP%<8>Jh}Ls#FQsO+WOudQPlZ-$G)m zZDSEAF%Hc7(-Sc^^*{vUM*?<<{I-kyp=nsC@>WHOJyK#~Wk%@S$0pCL2BoWG$fPvP z%u)0s$#J8@m6l`imcH?CVjY#aa2v#pH6pO!SQFgM#y7%A2Yq8$@ikrI(;V=HD}>wP zG(M8@nH@9D@8A5cY>4G2b!KsXKRmlV?yuDM0vn&Aj7UQGu=k&=P|j3MP0n#X1!XtJ(gH+gRD5yp4X@-??FV4k}3#JsiO^W??E^T5tZ z)D1e$+PL1LfcpPf%8*f*V2M2QX?FY~S%NX%&JfOjlkeon>yXcytPNJtp(r;n{0@?B z2z0ki?D+CD8o$X<2)?)=XZR)uE9BcZjq;EuZ|-FWUotZitAG}^Pm(wka*a3Lnj;7~ ziz~6{K*{+B*I|=cW;L0PRz=S2mM+wxGzjijzTWqpwnIwByv|DfunH0{4(&bMsQ z@SmWlBr%MNgXqJ93G84A9rQD4(nZWWRDVSpTjkubUg`_VN1s6GUiWNjC5_dSzfdeFTOzHfuCqW);b5%a3WR0 zWc)4ttl98*fYO&;zqT>!2;wzx&;HU8tN(LLJ*t}%ZQY9(D3SiNdN9Iys%&!SD%zti z_TtH{Fexex=GN4Ii7S7-`GOGLa5=YZX2pbDn9P?A5;{G;(owv%8=-(k9VNj2l8*n; zfH{sv>Td(0=-&~n4v~bOZ18W+JE_+ z?xH1<2J8$%Z^yrJFAraNtPDqPt!LsVSU3E6=XQw4+yf<81_g#V=)}&~9wl1EM{pML zxTRn*!zk}a(rW|sG%ajmKh@ChTL zh7pvDF*>&Z?40qJcd8Q1=?+UL{4pyWGRAeuv^dP)^EE}nGv?{W4lvXK5S=2kJgVM;QPCk5EvD@5+fgS_@n$H45JoCOx9_*z4-GSn$2!1auOMLc` zQsG!?gh@bY%zyFd<3&8d=prCFc>PLYtOMM}%dSIto0Ug2S2L;=Bt&3Ll~IgudYbCB zvGC2sq#%ze8~EnUzV;ry$q?d|#O*rX*?iRA*fOnICj7XL*NUFze!5#BcJ>KMvF&>-siorg(`AG_>q><6-8?}1t@A=- zR12wEb%t9MPnvVBFL-MKxrgD1cp3X4};#_lX&ck=GX;IBKeJ{t5j${G)P zo2s7IzoZVK^GC2+HI2$qX+^qQyR>^}wYnMHj~*K3glf##v^SVGFA;cmM0J;?*mlQB z{bVoI^9^ppt)C+i{3z^~J}(%PE*Gy)x4t>y$P9)Y&;m<16u#dqvAA$CuCuF^Mh`Sd zwMQ9=+UhHEY9F)@A>~rTEB2K}$FzZ537s9bjD0?-Z7l3)=deJDi~ouYIqpd9My*%;9BFspaO44GE-okOjzEIB;1ydT4NRk#*XoiZ=w~gz`@^2Nvxj zOq(yQCC6$gCtaKwV86@LMKTO%f6Yb6Q@1Xvn|n*0Qa5ujZP{She&?tZFg%>x5OH)K z^rQMT=;nXs&o`GO7=UJ^vFZYMt~jFg)jT;1EqO=TFWET0{>ahuGsAVc)n{@`76K7H zk)_K2ms0A108w1E$t?^{)DU=$>D8N@ie75m@!OIOd#lcM@egj|;~BC$H*dtHLZ)u> z=rhm#zTDf()7C%oU3f>jiN zItBy-nATl3sG|wIdiPfrxvYs&rBep{gjB*|I%0?fi9@caM+)fik zvXp;FkFkroi$YAp`15YnfTIv$pCWOIeuup-CJI(u9qj0&)C*)*kWA z;*J*1iT}G68;ImYPS(C3tj1CmoVWodi{F)1gPL%&kE3~IrIlNVz`rjw!?Qc)A&#hF zh+4CA#2kgeWSDKhaXdWJo7}KovsfMtd8?#KyPLqSPSW-_N<7(L|3yC$ENY3Dgq;t* znIdqV$0kaY8=qy%b%^{_@OCdGrOd;*J~xE>!h&6LcUSDSN2fI~I~igq82%`N593&C zVI8+{VEpo~g~O9TXs-M$n^LwhQ&ni z{}|!LYDWm}Q1gH+Onm#-3#0=PN4G?2Os(UJ-t+DE*VLu0n4jjC)#_x*zD^AWw0RJd zk@AEY9bwp&*4cJMn~QupWZE3!U4YXM%PXaEoSF7rAPyVz?uMo!FOCLdAC5MgP zH7>#{7dH-5IsxRGZYK70QvFYMgOF+b5JW6RD;G$9?%Q4YT>bF5!74AQ)B56$5 zDO_yPzKc$B34+g#DeTs{W!+8jK5A~z)!4|OM#&_zuKrtD? zHqFnU%dx7{Qt?`SN(D584S3$&Th1|_^*2G zp70o0OcqC)ICd=wg#VDmWN~ZXK5yrK!l35n6Awjn`sg_&T_!0*I@t@(QBpF8u@O_n zJ&5ZGKp4)QjY^w~6IThG{1XI!~ug*Jpq8$vvF;2f|VnB_g_x(BK0` z{YDRz$XsV1=C1(?GGzL5*SS-O!r@IguHtT5k^6Wm@tGX-H0Yu!$aD4jP7 ziCWL&3*6q@5cUDFm$g*)+>b*bb&S(|Iwt!%vIKA>gBco`SCAcXtPkT_2WU)97L*fs zTxRp2y8&r1zMJx{o|5BLka}-1t|uHb>YK5g(zgiP3_zf0`J)*(*iu2g3wZk_go5eE6t`Qs!7qQyHkI$a;egXAI{}EZ{k{w?2uh9 zT#>pAliMlyJ)aC$^Y|QgkN-f#vgE`z*PS>mn_h#%u?KMGPP&9WkFOCvLT<<1hZ|Nw zh^O~&_3vOdcj(gCzO`RdTakuax*)OBZ%_UaZY^lT?}Hgho=V_&}c3{Szr@hE*Goiu>s`wmwV*E&=gl% zC5u1kk-guxPVc82mf+szo!Jz5QNKmS-}sZlJ6j`Ns5A@6hy}m#@xAm8{Vq{^f(Ub3 z5@rKY$WWjpU_CR^u3UR?%Fut>QbbsiQN*J@S% zKj7luGJJQ(27ma@8Xd8man6YJq7Vh6F{UoilJdOV>3ln}nrkKu;y8_;Avttl=SIRq z3*+ykyzrR+f=67Z@(L=I_ohTr+kD=ln03}<+b=hXL9-~8Aq8pUyj(SUtTy?>5E*TR z>NG!YYDDqW5=o06YvFcD7XRt@1aI;sgqaz^mzN}=?ZV!B=D*l`@=3}g$GEp7t-D5( z@VgTmac;%uqmV`8;L#E#v^}3&KU$V&_d#;aYVV)R>X0>j9@u4~M=GiaZjfX36}P&# zd~|yh7a}GfT_(ddKn~;L5N{5D%T1;Oq{b%lV87LakLy(Pd&D@xYZ_u906hB}CP=9q zriFgMevYaRvWxR&hOVJjOJN%+aY*pb5P}7F(~p!rnuwE=)S(6`e8 zA8z15Aio@j6bC%tX*BzNYYgPzyL2=(Gw5>y{O7*6pxy(?Y%)U0z6>>9g=?e|zvKK2 zjkq%=lvBC7C@M4qp>W{jr6BJ#@S;NOS#u6Qq8?k<%U4bB}~+48YAAS zk(xuC!Z<0H+Ag~SKM-|;^4!UU?*!UZwu<=T%7PeR&yeeZaM^r#R+a}dxR{B=XulMe zTtbIFa(OZvQ2=PxGT;)93@Su^QV!((zO1S^in-a=QS)4i@HyRb{1NuP>#L3eJB~Ae zkKD=(u_4~-a*`~8M9+;k1;0Xc?T7CUbb2GptSPe8;UtiKQ;Pb31up{7{m@2LX0=Fx zh~4KfRox7M34t#TmgNUfd_0U_w4WTLRIetAYmEdf1l zB95=*JPqYjSs*2WV5`sqtF&;ekq}UTZeX+wgC!7G8av1>U7YLcVTP(xo~~?@vJq9n zkR9afiTc7&-YN>ysG_AHN!{sd8=;?ul^S7E*)4ZsT!7V-a%AW!^LGa|X{C4xL-2{N z4gf;FUTB-|F7Z_8@+G=IzdnK9o^Xx!UI;!d&4}H)2ZKd=E67p26yzo_W%?kg@Jcyl zMhc=iWmOQBPz^jbI|I`>#rJ_9JI=i-IS;s)3!MT$O(HVCJNh@Z$;3Loz}R&4@DUh# zv!#gLTXs$?KXXH?C%Z*Y{n3OGRKLNGcO+^zm|Qo`?!_Y zMKhcGSL6PojE+~DsxLOZUII|bQ&dviKE~h&jkB-IF;vU1;$z`}YiOT(f(Dpp3=jMW z-5P1YtT0e-YlK{;0UX#Wz2QE|k9DOnW(WRFmvAlQ*b6;^eh^4VkZ;Zwr$&-*tTukPA0aUOl;e>`F-bi{#EDPx^?e<+Pl_6ul>;7 zwQ9ABw1k9?2ndL#xQLR55*LxefA@KM&^%BY32+@y0cPxI(PH8vl!>@hB5;WEyRf&9 zmOvgt>qKr;x&9`g(@(GR3BdcM_+Ib<+y?@` zPXOyajXzs2@ZU#Y|Go+D`g;Qy1h0Vm0kLmUKfK=w-vy6?k3irLcmOqE1<3hycRB^A zZ>sp1`y>SZ3<3**nZUj410W?(@Y7)rSQfB_^bNca3;=}p=LgsUlRjSd1{eF6fsc7z zK=1F+r}hWIA|TRF`)hYf+fy$BK=G~lg>WBeB{=H8@!fckFl+eS&j0`u#02~S5PntM zD4ufGXdXjndl-JHe}LXVz6CrIrU93M*1cQ6%@@i?hwc6;!H~VxfMI{*05{;)3*(Oi ze|_a=2#^Wz2I&9Bx_NsmD4ly0ybmb)j(A7;e;*We7$I8C~1E~Z%}j+<~3IjpwLDO)M|5$sui45 z!-h?vV!xzh^rOdxkJcyWrXE+2b5l+gc^ zkdpkOFstQ9*5CqrJ*+@GufleY5nruj;M_WJ*b7qQ0O*7+I3HWre-%`aaaR3*`uN|E zxQ^;S9zF&bzM8mM$Wn%rJQf3=FO@kRu0gr+zd#)^;eo%w;GEwMlN#1rA64UyPSzzL zn*=M)i>vTtquvWalqah|mn^qgE-*`~zZf1X<5yS&E3Xd!?5(7?S(WK2fl!?&WYC89 z0l{onHC_569=*5sdc!EPDnUwxFkS4-a0eT~0d?$RC)C%*LZ_u#9(d6Cs8W3umMY;p zC`87Z(g{Jvjj9`6n#)UiH*-nZ9j-3a)+}#=*+%qh)$6;e_+D%yrR^DOeZg-Hv!HZT zOqInRH)?9QoL57IUvdZ0N6IV-8g`BQJx!Nxr#;V10i&m!G7r3+JolQGU|<}DYNU>= z8QAIXM#D<8R-s|Nc8Nq1NK35(AhP9~New?f%2?WOEDt-d)Bdk+OS{D&*aoU@ryJe2b3oLH}r5`Q1qO&zE`}+m0e+RhTfnruW!?O*DmfM*Tw( z_p!%B{!M%Qon-sbLD#Rp6-L*>$RSM#>*z*_8g+$@!*LZ!5KQ^QYwH3o862yvbtqO{ zlO2M_9I{TeiL5#4%eHbctb0a_7MVU^B_GnKfTyocEZ%Yvmb2TJ958s&D`JyQTk)FA#_ z?r4eRZ#t~FuXVA=%6v7%v2IHAQ%Bjs((`Nsu1Y6{CX`F$G@B7~A{~%wr+5JzPjZ4nnY29acm{ceQ7B|mjJhxeEh$>|NoHhze<)^_z>)-+XEZ3XAw?u zqo#0%nvoh{et@glEI@f}FuYE6hXD4r;WmV!sC7h`ErQEGLAxk}>#qxxk=U=XMuj(@ zderGPNXn+YzPa~_+p|qpYWkl39dk^d!{*|tGuIDNWtR^GIw6eQ1hTybnS6hu!(&l; zQ1(Vq`?^bYh6Sg8L2RZAaB7MbjPP54NuEAb%-s(Ki?9$+*c#obt~{`e^QZsmJEfAj zAQ5@j)kUi+^CIplh5q>G6+)eFB6O0-LboQ2^CPbTRa#SI54So79#um( z_K&MDzZWwIZ98omL~4ngHB7HuKi$n?5b7<+4xXk<9s}<)dVdb*8Ja-Nt#XB*7;3S6 z^(nq_u52)@TfA_1xn|^+msgyYL;@@$npmR{kq`-#saA#05ZT`2E1lK_{9OAbi+~tW zZ|W{O&*BbAPsvta*KP$idDhh*O;dtpyZV-3ov1(lRysyg{(@^alB899=F?;haTsCv zzu2+OeOm!sZITLgP>2AN=!a3U9Q~ksR>7X`z##@|^EXi=|75)K$xo0nnTVEqL0KwH zad#Xah}3S_ogqK1{{%7F&74tgQfdbQVhL$e!h^W5L9dt7xmPL(1K6e^7`%h;jA}E= z;LP_6L=U9d9)TvSP-QzP?a__6Nbfco12u5B=kaH0h`?2d#S!yVq_vR_(A}WL5X4C$ zL72L7ZA-AWxfjZV`2OwA&uqG^r!~0)=5!++#;ry(w%>?jI?nn(u2Sx}682UBGk>jk zZH&c1!b&3DjIG9jNu*%njZ0K*MH#F9SUH%N9~4CPfmgJ|VK+vjPr96B*i;W= z@e&+Z44wn}g8?aEG!Lllm#3r&(X49eJhPyDM$yI6lI^}Onzli| zy+UrxbDlK9|J6Ccxie}%gkKMKl_6C;|IVuE&4TcdJp+lfx?q+op!NmKtsHxt@s%5v zazZYE+Rk!s^LKhMTx1i|ut09AUt{xgl3KUb`S{O%|Nm(CKgLW20s;U|FoBp9_g#hC z9DVQYVUL=f7e8{)^Gaoco-nvE zpU++7!i&4g>+gffCa)Wul+3QHf{$&|ug+ zDxBWkG~A8*DFI3izl&;0b^YVxz5X+nX`OgO5Q=nr=D*3!=5d55Ti!8Er#p+j@18u$ z7Tisq7XhdGi%2w`kucpXv#$*}T@hhNwdB6!KIVS!CQshyfE?!$dqZ92|1eQ7li8-6}c~S57M>lwtM(!K$BZ`Iw4qh3j*xXz>B-@{jEMTBIpKx$w46pk7w%rIR3fPQes?wW=xGzBQ z+kww3@KA&`n0~a&albdUD;R72KGHNeU~i>DE!N>!M#gb1~?krd4Jkn z&*B|}0=J@9wz!|x-K*WQ(onBNUzE@)D-Ww3LG7mi;DupvtwSU(>CGTa2i6`NxtrD` z_6FF5Hr`>QTiq@*9;0@_0jNWgtM&!9(d{aCbbV`owqVgK(vPaugftj~JQ1ZLbj#HaQ9XeXYV__G%I8x3U(1^z%cBll#2n+SPY3 zHH(W!IqM7+OZan;ve&|i?l$>K7uFn!W8H`62vyUGDuQe5k*fsSud}7vL-Lsg?A?+T z%!E5{56N1`(CVn07h)P?O+lsl?MHzKGT{o@Q(1zK9ICgem+hhg*+c zB%c$xT*1ZoPYcL0)PkpS5I*FcH)G=sUszFn_in=P2Heu=T*WPz{yE*r!X_!-hQ^!e zv&4S*8yFF}=zu#}V-EFCS}!+chedLPmXf6tPKTi$ z)fFz@RxZ`Cv%8G>jy1df-UT?m2^NOg4RKaZY&V|}0_AQt0?VAVwj~JNzp%~{01sLA z;Q=6Tpg0G|INzb1^_1j04ibNbdFMC@=U)p;u&ul_=O#N70Mzfhl&4*ZU!VWdB~nYr zMI#j|9HwHVViU4TF3H||@b3wXLS`&wGk!ly%Y6wvsmdl2x>VxmPuIDq<_Saa6-Z>$ zy{ui_NdKzdi0CDC&>2nGCFp#>|3%l?>q=ifeaDyE2!eicNsG@q;-Tnc#Xq< z%g@{$qVLR4={DAcS~*`iB|?1(OG$G$g+&O<>06w>6ihNyQx)domph8;JsZ8W-_frO zgMTaNjlur*ONSwGoswd7^DUiRw;s*iP(#x3r+=>V9jo zL1LXW4vx9fPFDFuG{$5v*6ti8Hs+H_YkU+Ng=1)sF$O?>Im`~?h6m989Hb{4LLqbg zqRGLka2f!kAu*De0#3}8@8~shFlY2HZ-Syjo2EH-Tg4D=GjG}u(l>kJ9YJZhWYhy0 zb-YxAnhFiPWj7wreYAW@9+r_Ul}jdT z#E@tsb`~S#%Fu@OUKk0;Ev#Q_y2W}7SBwROn9ORi2fq(1IW@_x!eh&m;C zEB>hosCfx`!k(Shd7`05FkJk>H)E6ue0#dW;~Ogtg5Rt%H2J5~7b81In+EIQgxPF>+ON8A$ZB$$&2VJ&?g{4-Z0?n9@q1*Q6wwZl^b^-d2=`J_Mx&1|(8qM$&}RN9XmgPd2ni)2 z95yb!uRx|m`wP*jRr2{G1E-Th$l$k?2XD*yF|cA;n>qjj0w3;i_l?IaK{=$Al*1yZ z#|QwFEhJllw1HTRME~8iN6ojztXdo!=mH_ej|Ht`clnh~)VjzmrhWL7=I{+!161Ej z-=aFX_*E;_$&~;egFIS>ZomA^9BTa`X3+oCuR(+cB(hLnm+^qh7(fsLp>r+;0TulC zQ9-FY?C?*_DAF1kQ=#eq{Fh+)aKS&{JXD$EfhvoY+NbDcLjOv1K=<SQWUt?fXkaIou=bacT6r$k7OSf z1d?O54$3a;r@SuD-Lm$JppKF`(&1%v<(epAADa(NU>#OJ8a5pga$%ADg@C=?ByCX^;+iM#t>s z=FR6BFd1J0H9N*(FaBzia|=e;*l&cKf*Dlxi&sAUL677(K|U@x+yLO!>2{sBrlc(d z;A^T=xGu#`ipq$_xo1mcqfLx0v#3%GsmZz(UAov60h`@#Ow-@lLyUcnGiaSkmQ&11 z7*7&$_~W=_q9}EEGDD?oLC55#y;)6UA|(6N5raCX&5rcVabP2<^rCRC;gJd6sd#)7 zN;N|Eh375;ua>5W!LNc_0@k zY|(M!+Tp@qnJR6ip;DRJcs;4*^F1D_xRu{;ZV0XnG-e4(7*pbMWS+px6mytgy;7%Y z<^@m{$>gcaAT=5nNPIN#B9+^%2y}f4O^Q@Zj9S1Q)=MiB<#(bWE{xQjU+@`t;+YIT z6z=Yt6gHMLzTN8*M2;(?d3dvh#uV`QmE=C&LOQ?rg*;e05Ru?FWGNW_qS$n~0qmV* zk}Vw$MBIw7Q0%C_gQHE?@N3Akt!ocPt~r~pAg?9=O1W(D`aWFHwo#_T<9(_McZ_>) zjz|14Pm4R~Jm5Af#*r}M-RGcV(J(^DC%GuunQOI)pn_E8UxQ98vi3l|NX9&b+JW%a zxv{-1ulu6Q`!-nXEIrl z`R1#|U9@aEazcI(W#la4wV>4qv&*T{ryE{{=6m=7nscQYyht_5uk{w{EOeoyrBYG+ zU+>NnyK^>};)3yE5sm--Da;#nh-`kOKOt5lc{0o+rEKpsKSO-^9>^K=(aKqG^p-ho zj;lx(Yl`WnVG;IG8OQIX!O}Cl6+#XV_R$PlXx^c=GTQY+y_4jgN97~d+W~VriON<$Q4AAcmnE! z+Y+ga2XZcbE?knCbx3o=D$H-7cZq!qQ>FyDF;&g#>kegDi&2-sf*T(PVto$*k=CN-zA@uz5^W7lWa zq7}9G^k{q6f}%LTu?|+xf3ltk>+%$yRNtKM(%ms(G1{c7=k&*T0iQ1+w_g8^8u@qX zhye>#Ry;19;8MGEwZDD0+n24HYEZOA>sjB!wHoO&SC*R$7F=k*1*)qJX4kCT9}=vl zsapT-+7Hr+YSU zlXWNt1aCGvFvuG&#c-^h#3gLaKQbp1v*MJgeZ;o07bJP01?piJLuqo1M1f+YE{knm$F7NC11_Pff<$tsmQJ zq^TaHPr|oxjbrP2?%1WvgGAIVp&7i6;QPPac=7_jPRY+K9=5z#jR+p32X?Td%7rD9 z^w$U=F;4CwaVF;GF2$h17Un8Pl+*&G-%cM+jU_%o*6Qs&UUBL2&V&L2&09$?6#$)s z0|xNOErD*)`3WN25Z!25&W5y?4`OUpODAhYBT5on@-~ZCV|eiazB^ObJa2Ka2dSEp zK%E(X$Ezl+qLPfGW=)A!If&?(6Ic!K&( zS?*i1wmLQ;uKe?QSAxB|Z`-*4+V|S0ut3!R4uowK%2nl(CUlWEN8OJVbN0uFzCbzd z-!Hl#Sy&$j3`a(;gZ6vHjy&GA}?fr!4;3&u+ZrBR z05Y5X&9OWqsSz@a`{qE9m>!aRx3@;tug<8K`7TJM-9f>``OFB@jut2gy?}r9MZvD_ zH}whR#x}tyWydq#BrQT!5KIPX6_z97O*^9L=b112f@PtT#+^M+^?W40&HJ3K0&EBZOb3`mB4 zYEM1D8!j1s$*u?Wc?WL(Rk)){CK zTUr83W#*WD;LW|2k9s`8;r$sZ($=*7y&QDbv6le`Y@g6TUT6!(B`6~bpb$qqvdf_C z%!nssnr;@|9V>g{eHTy8YCbuwgYuPtm!;*vrlSM&4uIC^_6%q@9P-KG&S^hYkZR^- z@&Z3Y6eYb->gMm>X(SPML9+#>CgoY!G5S!Nsi`i$t(j5}9em}Y*8;PBGDf zAS?ts@_i1+_@4{YlA$AkavPGl-=$l-?rY-kH#mLBjCq_kQB?Da?w9!dU^>+9o}G`b zV9Wbewmfb6x&OG+`%(YIP-bc9wm~Pp{c|8dNnLviL=ChMRgj@Vfl>}>|`i$#g_ zoIWy?Dtk%?9{2rG#7M&KjY;>#cH?SUGS9gllF*+kS~>!iFR@H$($pgSG#H>@lQg`p z9;~Vgs9?@#iZ0o6>FB%fP_Pq|2Hz|lgl~O{uzz1$Ymij;tZoF!h2oad2SLT+lx3Wd zqp;M)Z855yBqS#>Lw8lJuc`7gV~jK~NlPo|0A3<|+Lg~`XS}{O6=l<_m|D>^hhGhg<>gDo?HfKw-I&zH z|1`8nK?K!R7YGBFGGtE3!wKeKXQH&`#*@lad$NU=xV?Utg8JTJmA|~h8lu1^#p>+#f zB}W0ff3fGo`F(%SPL$Hr0Y2wW(+rd4af;e9eUQK$Oo2tLPK+JmboiTd>{=DE)|f&X zHboN1@F@u|vu>jU>aa7&sv4#!C_xg8Q3mS1!Wa+5HDBX(^jPSfa@~dK5}JT|h&LN# zohQ`7f$JP(k;KZHxo)CLan_f&vtob$IKSi-7cz7G+5FL~QrJ<>VcJjbb)vTw47<9K ztw^$S3jzyT2Dqn5o^M+t-tUEhpxe_b1E1-YP3nnt)<6qQMLZB+#fHSoX06gJL651! z>bM~V-1tJG*=mHDH!|0Ubr21B?#}V3-Pc&*C%DU&kC44qkE+N{Nv_A>=t4Ync`>CE zeE^Eawmwi|vKS30Zv{>@jzT7DMdjftZU4j;gglz3OSB!qmU4xZ3z|y1Ji)C*I6yz_ zB;voh=DH}FeM>vT?hRmi@f-iH5g2CkSB*cfaG^K9I}5jb5ZT2F{0s$M$B5kg=P#}k zC#D6;$lsj(b`@qwbXiG>l-oG<)(ln*9kP?zDS5Sc7fS3!uH?jjgE`g3MtVX!uD3}x zh}nN$R_U{T0zOZC9k;JDi{XuU(dx2z;m_tyL!=hyyw{w4XKMx**uwRkxxIX29djou z+@Do;6`{{;N-J0v<$U+S+Rq*8sU^c-B8b3TN~N`F_|r9kBHZZ+o9J$Pg|U*i=))~F ze9HB`dMArizRI?A9WF!Cqe+XM+Jeye4~PZ@972tDZO#w#4@p(#+l-&Xy@PX}2Hevf0lho0t=m}h7>c$^O=bxNo-`7 z;BzYDmmUvba z(_IfVRSx@BPj_Y{gaxpHaC6dvMmotwx|Oo*tO9*8LEl7`4(ZZW0jC<3Hv1@}bkS^T zzc8x{6(Ee5M@P3Q2f8Pmsvuv?nI%RC`GV$C2EaF^e3Tm&1Yz@^-Xe7pzm`p4Om*ip z88AYTR!V8x2D%q}PS%`NrU>nmG&hm3dana@;6bbw1{G9_T(+sK;k1ftaah-K3+((K zWgz@-Mv&Ae=+M)>Wp)*)jvy`LcbKh&9G@e|9q!;ymLKmNMYZ%GVlxdXZo&= zi0~>o9RsVH;s`yOK)m>z!bpBDov+K4@>@Got1^R@-z)!gOuz^|twOUulX}XI8!oWb z-ApEJ&;>+X&VKv%Dzx)TJ`N+V>Iw0@CY!p29)x-#4X@IR4z4KGX6$-hN$0uQ@{HoQ zR;(DlC}-nFcY$ME##VSg59zM}A9$|j$PsWsLp~F`*ZwA@yHNn^^(?LskMi!P_BQ^9sfFdKzwYi|ig*w8$%qMq% zb>iiL@~C{D{i^gT)2Q-8UbuAG?&8#yuHfWhmWuyrsYafRJ#g6R20AQ#Rl!lC`gj=T zx#+T1VuszUQ0lqgw~r&oMV4`6>USdag6anR`ww^CFD1kr$ zVIiH&feE7>Nb6xm7o1Cg7W0l}W(lIs(1=?Jf)9B!GhHeqH7Q=OU$%7mi?mDaLVMWD zP&NJ$<#(i;t5CAOPvO>yF-=;n;Jv)(A;y^&qs$XPwASfcC;D0ao?o$AA~1RU89sZ_ z6>kS_-;y&tqGQL`pf8ov$oTExuI%!FG%jDzO9s^2x!KIZm?g)b5bMd5iUKv>kZ&e= z1f>`_gM|=f4uB*0iI@y+fbnB1R`m0nx z0@#g|5ktgIyh{Pe9tzDXs`?Zs66g&p(=9BA94FD4p;?Im)OND~cv;~EbEe77YDs!2 zierzm9-1$6o-rFD?1>XRVg-AsCi_WzZo#vz7SG-e7W$>t2cDjaxeZu10%n3(8$M69 z7U=tUWbAq(%Gat9?Z|Qd^fj$Z5vs)S@#{xbL}4<0u*SYM6;H5o3{dSnxjV7^`D9%W z?+P5c)geY&(X?BsHr0%e8SAIpPDEhlfb1a$Ry@ZS(G+S#@Q&*=CER!AHzM}9oH~Ay z6j|teA`v0F)FEpBJ^Kx!Um4-ez?!38Imzqik-$)Zg*hLi@~mEDp2%MflFQK+!xpyV zW#)dA)@02Xp2F&bp$$N4lg5x1b4%lQVOmd#0yY!t$>ruSw5Nl9J=u47(zecPvSODm zoY&v(T#METIQn=CS}4NmC0NgqDbSA*D*7=H(C;bGl@BDmL}s>g$icL)i2o9VatIDy zU>7T3h(nDk2j5gIB9idEtX$F7z|J%jZI&EwAjr)R`v`9Uk>Ziw>kr1E4_-bZQ?`?a znhEX9nC#vASN_5Wvsj>2FO!j7-Gwen=#PC&7{%`jl1O&V{OP5K6;j@5(>v8c8>v$MWdA5>M72ytpNW(R~elL5@|Uui@rZE!ZM3Jg9Qrc_jw+_H)tg2j5Qs+QJXxm2&Ucr7gyW&V?N-N; znJ@L_9&;%aSGJ_CGy@#KL2WSMRI)QRJ5gDJDf-s6D&(CF7ei+f8=+zHJsXH!8mcYw0Pl3{p`GZY}eHiE_?1XY zkm&RhJmwKJDG5km6gi*VwNoMrq05&S$*si|-PJWWcQ8y)jYh=_76>hl5(u2J*q`mD zIbrw(SRf|! zvY}(8$!2sTE^(d@O-Msres>LP z4$Ayhy>k=$UmNPeGL{fJi^$s|=D>mBezK)^q-8lMXJrcS-%G{?48W2J6T2q0E5%Q4 zm2*%qntZ^eDN-LZT*17dqngHAcr*)wKWPYw(B^1hZOvLj(}CAHBS4KcNS zEiTdWn3Hda15+M@7pLI3UCcNz(z${LS#+6F+WT0^Fk$}wd@6+LLM+0IgMN#so}##2 z@Mr}ZJut6#2;G`k#OpM+R>=E<*s;-x=xGMk{(Dxf*R4|KY$Gj@hwb;!@gxn-4d}>) zdaY#T8d&QckYFcOTZZYbqqsfak7m%aA$P|+QEHTe2@^3b) zlh${$;V~Vu9J8QpK1|26yBD6l|B5)Axxqsz#?kD4)i<~l{RP=ddn~8E;sQsg9E3@) z$B~J`T}inv5xN3nzs6zK0hoJr`^4bEKNt-eVj~G{s*Ejca{CA|$kmFT<@jHe!7~H_ zl`WLWJ~4{u)AT;GDL(7!B6(;>=u*sLBlB@8N=orXO75719XlW%EQ?^H7lPq->j8M9 zX4s+YMdHOmvs(NSIVSx6z{G?hA$P%@WBMa#FQ=jHG%r10KMFV*l+LPoy<<3+$E1m=JTp|g@q~39M-LV@ za;K5EE3AenzI`M2|7-(oz}&I<<&EVV>ZXqF+db*W+Ez_R2NQzI0c+Yl->iG)4V^&r zweT&fJ$K(^R8o+H&D&)1^A~H5ESDY8)%Oft4uN)eXhv?NI_{;}h67pGV#*%GK+ub@Di(&PdOuP81t> z^6ohuLR#OPBt(S#+CTjX$uQdomr8ksrxejPwhBhUDdHs6m{`|G%jso7hFjHyOM=v+ zT3;vEmLMA~eZ`Oi;eKO4>ej1p3Me{##)p*V3%SQ(BH4|2612`vkv<05~p zDdIR&*@C%9hiK*u3t&66N|lNw7qB*3n36U+foqNw-kD&7C@N4`Zi*dkivF8M^QtY2FvomK=k|}{ z{M|A3h6@=hb5MMA>KW6P1AikCHCw$^&|Q*u7$M@cW+)zbFSVnjnvk%pcz9=A<)%Ty zG_j$QSZ@z)*VaLhS6sYYd9a*!Np1eb?q6NMcYfD(K;iLwMsP%0Ti#o;h^U4BS>_IL zv*R|dYpRWop4E7#(g4LRc>dZRDZKLZRBCP=bM*ul%XVxcLtslbG3vvp`%o| z6oIV`z;vX77OOZFf_7p|v@%{4qJ>7(xB_}=gYYXf%B|!Yh{8HkKK}6k7Ya%zf#Muw*(J5GNn}uz(gA(g^5Ykj!S;_*J`i)<>8FI5#9Pdh4*xger=$K}$ z+ljS69aQUiI7x2NYx3hLSan4rmlZJMmdR4XjUyt@n6xCaPLIUd>7j zHVC)R;DY6rMQxdwDfjLhoc^RM{WafF26R8M<;d=tqA%P#W2}5*XoLiqZVu-XzrEx@ zNoK{sgd)n+DMT=l{&mcg;1QgR_<^8a2%Pi@L0+jPt54P{YNqT8;x>w`4oR04mcDCN1*2<2i5W6odv&MV@$`t2WtF)^Oc>E6NOiAU^mg5CFLfG zgl*9>4!y~1n#j$s!_~s3rf~oH;#Uk5OR+G>%9Mt9~9t6v@Zk)-)%k>ypHWH*mIHUJs zodg0quO-)ZVdGi=;{Hk;(^gBw%VX=g$PRJs=b*(bpvybI>}5Hr6?%C&|2h-2H=#|3 z2)(VzncQbb!o)NwVE;4Vu$z8?ExWfj-ljOG$vIfZB1>fAl)-&h+D6MoQbB6SYu))5 zfLi|{X9$f1T_(!^4WmgX`D%GaIc3;CP6^u;xNLBY*-mx)HqU~5 z`KD?@)3A$lXZ)+q7Htv!6=&(szrn9++q=JerT#alQt`KyY0IkMSPrM*{1bH0oitzh zeU1yw6J!=DEiNQlKKW_jG;&c2mrB)D5=Jn;5VZnz>LMNC4}eHYMH=>$Gxy!59EThX z^a!9*c;QWTWWyIfpGV&F7{>3&efxjEg@%1NhRisIpK>D~?-=lNJx6?Rl$n^9a=^fX zRO?Pex|#cG3|s8&LY1fxCQL-+kv(*ufg`4$mc%iL2F=L2RoP+|Sj?t5yyKM|E-M&V zVWd*pu;RJMJU^lwfSA?mD|jy@T@$y1-(Q1u%g8vnU$tKj=k7^1+kXc_{<`=$t4(Ek z#F1l~U`7ADIyco=`&k-tWgZl@e&xDpXq3N;hF;Oq(f0^^7Osy_0=ESNV+ zX@7Xen1C4N%(vt%L|OJnZIszo;Sdzv91fRI^FGWSqH@myvO_gdM$y32Roi1XACCNl z)w3*J)UtWpA${&uN~vV@|IH(4WByA7qsd2eh=j#FC>!>js)IQy&Y6`h5Vse)cwGH0 zoK45E${FUCH(EwFnwJA1wk8p+{a*q?-I4=(N}KA|awl4-%S#N*%Nz+#EF^|$-6^jf z&CSRXyq&oiF#@0>RwESNIUtIbwEiJ7aiIn8=W?B~r*9sw7;9#l5#4gGUdxpS3&cj~ zCH)Z_wFnxlx*@QS_5Nfu!>^cP{>{fu*MbX!B(~K_#kzUew2WsVPKxI~T?JUmCy zR_EG@h)reWXBd+Oji~(r+W=l?6XyZ-MWx^6PJb1tOPBerv?31+S4JWXL76RSMEi+( z#pCyjEa}&WxQf46wTh2IKD2{Um#M)4&rv4Uhfznd{UzR3a!rBVe4R?WiVx6*!^r z3;N&$+)&%1tYmh-u=iN`x%~Y58iahpMdG0aXFE3*_5A=FA*c41FBUU2tX@bS@)s(Z zLH=S&%T*X*g-v`kJ8f=^r@gX~bn$2*4ICX2v_c>?b5^IxX=vnqKeDpO zAOJGl51*AHSh&8nYFPCtv!g^47z5GQE{IGMl;B&0r z5r?!i5AthkM)mLDsSREOkyNT367FS5W}fB3<~$tV_~4GbSAg2oJoF?b{-02g4MKo)QZghtJdJdQo9Hl^bmogtgG+dk|y6D8o_zUiv;cIVS zD38lyXY)HKT=wsDOZ&o-S)30wgPssQbqeHJ0_6gt8C){CEwIt11x zi$`lPD&|RxY*~e)4S!y2+ch&G{Ry6sy%Bq5EvOGg(=B3$@p5v39!I&#`Vk5G6q%7a zP98>8+Q^%&IP5pHzY1#fknU`y53WvlrfE1wvIOH*LjyzqZd6FUP3%9L1t%_NFhRpx zRk`Mw#GGuLnW0m|5qv^mGC--wpPQ`^5te(+qIU$5-1p@>x7j~og0O60eJ|V9mVW`v zDbAqLhSU_+m+iL;&%XAWj86D2bGLgpuse_l&{ed0eQ2|Zb1Z4rdc`;Z&&XuIQ^~t^ zt5@6@ote_kg_{37obeInlK z!Y|g(KsrXznQpp#t*G}Iq!OaO9(_$%2UaYU=g**+*6(e4aYF9VekLF@v;g1jo^6ym zrz(_Fr3PF$6_lPeb-=>&)&354(X|p6M7r=*mJ&{YDBPuT(wsV2w{)9C@GulP?=`r7bEx6?wSE= z#WE`H9l?Sr*VJkhL*b|I@Kke)WobCS!2~x6ZSBtQIUYv*tZ!d`7IXLt6yEBd9>O7L5 z^&7w|_QLo6;UBg~>JfW~il1~eZmfj+OMCPNayd)q~9 zsha^D0B*L9h$iO@rn1jLKMKW_&)HVal(W>|T-ZF6=KTZrCMDj-u}oCPSXRgE*pl3` zc-Xdl#w)NODu;*k&-6>}i74VWCD7V@k$bMB@}t7<CJ0kV+?H9Dt= zTQ6n*7I2NhQo@%fkLL**=unKzrmH>BLqiBiPbZ$@vz9SoX5lz&#-lfAwtFJj{%eQL zD9~P}KfwaWj589%9ZSsh%Ww~W0yd?|8CLbUhdTQiq zcgi_?&B15GYtZOPuo76T)wB&FXY5^}?lG*QL+TRLRHYf?UfM2*xud1`ttJ3xD%23tLtk428 zW5VaU#nK|ot=lJ!76ieJ_TgNeK{-k%_ToQA z&tDH1fy$%-l$SxXU(4C^7!6=3O@G|jpRKVLaBS*K*En)gofC;AGGUSXGD*Kq30umU z&qQtn;iVVZnxBhdJk3>W4Oqj~Hx<8$61_Fb#yg>pXD0$1L)#lYO~fa%AF(2TY=A;T z)m1Mf%11Lu1?_>KMYCj>^N0Zbwk9>hTxr5Ys&Llbim)%Lmlg@C;mlK73EtJYQHag! zoweu1OXGDT-Xt6eD9ar_@bO;=N~$dW`MyWDd}5vUN>1RHp|2AJ0)%_Bdymg-y28bb zj;?``eBrTm*CiCjwMPnjtE>oIhyy+4Q#l}55r%|%U|Pq<9#Lba$)JYUXv+|6>xrT1 zXR8*5uwaTth5f|kB*J>?I%ijkG_L|lG!&yiZ5`f8b`+CD(34Y zbkQcfDGoHDrcsH3!3y1-ae*+A=$l{;m+cGi`9+;BE@@N6YOMoxe6nEU_;Em+YTd>=__+UEaRw%e;_8$OK$9X#do5bj(|q-+-erc!Lotiw zsuD_{1b24BUZpj=@m=Jvt2Y#mS1G>~I?rW~l-0hmmWq9Grf2bywaUR&_dPnoNNlIq z2BZHO#{sDPuK?-+75>8ZND_mREO>8v2nm9AZ1uM<;PNf+wrH>-(T%)P z{T|HqN8As-{!E;0%}M$_--)%-p4w9Otgd;6L_;Hq-Zc1?#T57@+kUC=cP$38vA};* zOZ4AP1G3KNr4A^IXgdi5q&_}}Q!khq@z?As#uNN|r^Y5xccLih)ig78XLfWg@QEpZ`dg5Q2V-_6?lO|??aG}_$a{kpK513X;lry$02Wb%$%*Si z*v$yu?V6bEFgBol8c&>b2({J;@a3)MEVOA3izp;cs32{TjCQe%4$!|bVyhKuOb{NW zm!{@(rIXFvE)UGJ5#xZ?290Q!6$Sg!z+J>OP&k%hf_HOQxSP=EqAq05apk&t8-ZX; n8!aQ8Cq%fyWn82D+?}}Vwz*+qqoLnSx9|V}0000000000bDv3s literal 0 HcmV?d00001 diff --git a/translated_images/km/frame-difference.706f805491a0883c.webp b/translated_images/km/frame-difference.706f805491a0883c.webp new file mode 100644 index 0000000000000000000000000000000000000000..e1cbad123eb216fc73e7a1e25285914cee93de1f GIT binary patch literal 67732 zcmV(!K;^$uNk&GD2mt_BMM6+kP&gof2mt^PwgR02DwzZp0X{Jlh(jVFA{5D1upk2j zrteAj!gei|9boQse!g$zcioI!Ojnlo0p73syF&+dU#oDCx}R(RAN(I`e4FcE+5egS z!~ZS&z4J-P{mAKkI(#d&d6d|6lUc;79Y1?|=0F z%KrX*v;WTj)&CpaXZC;gANN1k|F-!C{(Jqq{y*mD&A0t;{eJ1c1|9}6#{jd9<|NlZi&wsst+5M{j@A3ivx7vsJ2mO!#{=gr; z-s=5w{`LJ|_5|21^x&2SNsp7zm0tR_uuZ{<^R`zc>THf_y0r0FRK4d|6~0h zsUOL{?*4E4r}{7Xf8qahe&YWp{?q)2?#KCWP5w21Y5o)a2mMd-pSu5HAC!MR{}=to z_XGS_?uXb9-GAQyUEeLa|EK?t{(smb*w3ebum21FXa9ftKTXf|Kgj>5|IhA+>0jT! z;(wC=KmV)!U;qEWALhT*f7<_b{o?-(|NsA=+yC-EZ2Y;t_x}&}-{2GZ@Atp_ALIYk ze%*aE|A+sx{Wtrc+Fy1br~j`1$^Mt}`|L0IzxMC>|Kk7A|MUM{|NsBr*Z;m>-k)VZ z-LL=X9K|X7_v(|*dJO#ySnb1Qzba0%-52$osjhgzjxaW|8JRF+u=Mq+k-dOLkil0> zbnc=0Y-~y{mW(4ZxeJ@(F|}_%A^z3bx5_UVJtuRHHfA;?EnjMVRJ$B{_^^vQ9@m## zAeOcNJuCpqn22k4Bm(l@`CS0;)PC-FNAShM)8EdxUQF4;hRZQ=ck@O6z%$*;+aL`` zOVM273jaArUfnU@KN}K@J|Ax7hS1nXp&!wY#nL$yl?>h`GBMl2R2u6vfzAgupnyx_ z>Z&Ynt%i14*UmE4s3*w{g|Ud?kWl@5(-enmA2dx@3^sz(!-^j3&zo?|?SIrE)O;(T z7)bf1DsWz$wDaps!kPW+CNFa+6upZyLr{-V=!ta;KuSpg{6qQhhOu1PnDuE zN%cCtsvS9VNZd;8=(km%`$IMDA%y!3-XBt^9f>x_*G+QGWncs~u(U^9R8rdGX+4TW;#m2C2R{2U=sHl9EYg zu!Pvp%j?Bs>CL@YZMXevB?%4dU&#LEir}jrEP-}RTT7tuPWg`9ALTl*p-N3H4Xhe1 zOM~88mnOB_|A)6Bt_gjJ67dgFf@NB(||Fa2p7iz#Fsgh>7rP72dWq+0Zz!SYEmvY-s z6?8Sq>PFA9E8&))N43DD@4wfKM`QO3s>ZVC*e{*|M0IhywV{V2faL%RFD-mZsOo&z zmmUGFDH2`1Uuum-$3G zn0H2sMBpUv)Pe)if>c#ZyO0ME7wE{RL=ij&qgd3~`hyBAqsQw)em@i7icD=jb1GMV zY$+8|RdOqUEl`e8(HWIq0N6J*JsCA{a@ZX!In&pF5LRiWwpgtt0!$IlA0f>A@EhCh z0qRNfQ`;oO7hIAP9MFWgYRx2P&#QBRHxRb1h6%an2A+JBYrc;M!|)4)Vq{xF)PsFctof|16eyAa=;hT33O}4~% zgE^R!_OIJJZIROavFLJ>PR;uz3%*h; zTS}fNX}D;^Yc^2J)&NOm{#Zl8BKJV3!=Bp|R1$#in&oCGlQ$^rg+n8QE->Y0nTmZ} zTYDTtIut}aD>iu38FI#2)@i^Rk9hA$^PTU=QR-OKnLn@&^OM*ejZxNN^brRxyfSnP z3e7k0Lfg#GEGTXp;`tLUI}kmkR#h6ba!7Tx=@<5r$uE;Mz z33w#hLu22f6+X}v>~7-Mh~+>{%ctPni+G&FfR1Cti*g_UcFiT0FQ9W7sdmAgk4zsR zvT~FSKuE|de-BrAz8qZ?p8-h2rU;OkPk8ydb ztcwJFf`S5&9afO#)s{zOg?5*&(yScM5I^HEM#S>9uD+JeQEo;79^Wze;(31zuZz*C za>x2}HFTq1iE_h14OaDh6~HHij8VkE8t_nZw6$10aSLpN;=G2CXQ5H)c;`JV51r!1 zUnncR(JPY+Y&p@{>nxjz`_^`JH_t5HN7CS!k zZBfmlmbqA5e^mw@j4ZE8T`7DOa{I>i7NQWTYlzL$hS4vZFKRGaMl&s{7Lhdyg6d^G zQh6;hC+eMQe~UbTM92b#j9!CDtV5EIa^0Vq8QRX_z``-;S`zJ?vi{TrcNWXH^Gux< zk%3>^+-#e|nc%0f8OFzzoqKolbkgFV1Vg*J%iHHm9zt&uznkK-IaFwJ1gm57QxpD~ zf-Z3g%n{{zCcvPz%!mbca||NP&_$~9#JUI;KR*I46rN#nlP#*_%B>@ zq=0QrY$8NpQ&R)i=S`vtXOS)Rtj)(HKIhd3yPghsXK#q%H6LZ~B!-4&$7eC+89}5A zP!ZWgYQB(KA3)|qhr?G~>5KL6E>`ceFug5{@TUme98Fk7P&6WCN1Tw)5Z?XPSH@I$ zcW_sD-Drn#bPg2wc2kR}_1rmOHX%9F^f?uuiZWM5nmEtXu2g z?rDr7<*716ZM}xyuK`&D+~@Z$sVofo`GtWp&T-h%@@u{N5GU?O4@7dlVWKo*`i#3t zm49v7+3m*K?30q(@Nr)(gSHUehv-W*WeQuXO6-bC7-!^EHtIcbNXBjN*$cPBaR;$F1S$elKBm zh?3+60|U3bHcN7MylZ(4$P+(<7@5cA!L4H_<6l{2aw)ZjJbBt=`rY!R&nLxZR#uX` zTy+3HzUA*TEntSlK((o=EKGqAKSwQfMf%IeWKCoB7C=PtL{5>%>S1@%jFVB%JZ#V{o3D!A~P&RG3neUMLkW#noS z?$Xy`GFW2MPtX_n3bLX{2Y@%ssYh0 zM)9{$0Ox$pU7ohUteld98-QK9e+?)!;v)(&SMU^pDD7!>1gQnrOAS&4{#mdfBj79+ z6=JlKI{2oePu=e>{&lk7)&D{371v+w!O9MJRl1`so80({Qpr0Wod#<0;BS~kcI;iWHy2u*?hn&CQj^*DLOXsuus7yMBf zNl>`{dNBzZ+*$q+&sbwRG4U~*3QQ~bJiGzjD)afJMZP<)ab%THq_ps`^!10+AZ*u2 zgZy(s7t=uraU<657jK4CGq{sO=W}&d5h+Mx-^=uEZ#P+Q-7o(~?1&pnAyX7o8*hyE z$j1VOwju<>B%NV;W|1B579JjpY`gNUiMs^w5dDc1q^)Jx=#nS~hp{!-K~QQfj^HV< z!FtPfwI&qzNr+kOjCO|HdxD!UtUfyrg=Oi-;;_er)dF>u$isP?q`Q9}7p=_eUc}%Q zd!=ULf>yYX9=yiz=WW6H7^*$%PohLaTaXtCW#8DIwrTrqasZz9(~U&3}^zdpdb>I;cDbi;-}V-Z!kv-c;&g z(5qbku5ldw9&-M6z5-_=zFxS4gDWgEM+cDWvpCjnR!CZy;4|3uQ6KAomrXfv6wvYl zg337Fg3np3&&Ufa)W=y-a>|$evi#XYWr$ZSGP|?P zC@fES>Y}Nkg4#k1w$o zJ6B0Vooav$k`au9a{VN1klR*knjl5=|J1xx} zxkl?x`q?8+B6F5VsMW>|_FAT5djG8)M)l@sg5z;__5RBE$6pFg*|4LvhoAM(WG6g*WTu&XH0hs1X6471USQD|!6k93RmG6d^_UcoGS&K?*G z6Y_>aLw={MLbjoiavRTUeUjFjD^(H!NNAJhM5RO#ZFe1QMgJ^>W7qv?`jc!W73?L8 z`Y^o48E2OiZXcvS!a7>*K9V*8Bzx8f`n_hNz=(qOaZ;MnGSW5(KqAgks%lsI3}_t6 zp7}5gI^LRQL#r*8FE7zN_NJV@QY@d}LSxccmRl9;`&h#KTieD$r|0m>3cAzM{~03@ zH^g?DJE}&y->sVlD#A%?8Y)^Dd7#jk7^9w9*x{tyIi+h=WiUn_%&FLSfDgK1w^Q&4 z_QA%$XP3*CFU?eoE5kuHSo25!OO$57py+O8Q`;H+%}jdL_XZxvv9eDn=w$NYb`kQ3 zZAv+?W7P0ZyAPtu>BKmA|FyzSqjE#C3;QMsCOD3CeO46tW1WcmRblyO)7m7}o8-!Cx!NL!H zQ%rj7e~wiv;<)F%BEm3wD#P#{ZGY|m z3}B9cu^ONO13}E9??92c| zoB_Z9E^sHj?>)v~W~0nUay67N3NclsziuvoWNbtZU;n8xUvsfUp!tIx0RI2XL4iuBvkIp=Ra#vMqJOf%>6tWX z@_|l}Qwd6Kq~YBjdS|aY+ClY--Q?#-jvSl)kh#z8Hp0xgoJ zW_nQ9x9aMvE?4klBBW!0Vf@mdI_@p!nT5MTx;H8j_g_NKxH*X*D4dI#+|^DqwQn<# z>p?gDAL6iKa#kwdB}FYKaXAS)QUDt|FjDjNG0W>EaWwV8);Ll*Tg7{sfa&mDO>v=O zd9u>qQO9vvrmX*(CJ~E)tcWz0N6ZItOErpI6-l-3pP!SXZy*12%i>u}=frz9RmCLS zL_Gq;n3Iz_T<=IS*Wd2qBf>H2{jt+a&|*|$lYWzu&2k9uz>PB#jA;?lJtLZxc;<4O zIV|(K&>Ac7!1Nb)ffcc%!BFfz0(xjK!q2h!BVDDulvw#?IrYV%K=w;WPBI%&&ONQd zscc7S)EbpQe+Y-%iv#xvap&!Gx0;)DuO@0hTVF{UT%}Iz8-;)AcW2C;pN1?z)5~*- zot)g2i!B9i4|z>-?(JJbo_rYeU*_`-g%#z0){M$@hrkn>;2ZmK-KpWF74^>d{~WWc zo-+#V-+G_;aCHI@{!co&NN-KfuDT^$zl5o>w`T%uI8#EK1aoF^E2t!{Nv`J;ids59 z4Bgwu5|E0qW~Jyl=Ruue7-sfwmXd#$8Nxq8_|vhSva7+rAs`V60jQx4vj>_HJxJrG z;~p?$YM9RWmTF^W$E{*isDaG|7u%iw%R1zQRWDzYR^eXX)j76QWcDBK#g6T_g~fM! zyPw2z^NlD^yL>VajABnHRijBW!~>&Mg~88wZ5<^tE3kH0_}dO8cv7e%*kPQu3zF19 z6*F;h&1Jj<-NG##FRK8q@bppRE5k*URM?l1?oFvlV|)arj?<2NR|<-#4L~4Gc7^{@ ztw4ZI$8(OBWd<^@F!^EG^(j2;tV&hjEP&M&uDP8@doU$N7#zhWXmzbJ6{Q7k28p~hbKBy6TA$h z{#{b;C~46Za2>${KR%AN^*Q5HC`Cb)a@n?pyav61r*$!tLa1Xp$s5@JK^D_;T~i>)^C9}GV2eOX{-iSA{KMtUpqWH! zimkdgiZ<2W51U-$AU{!l)JN(Sd#yMfDcMbB2e;qAyvdiDMR`RCMxxDIaA+1}V0f-N zmA~Qx7grREZ7#65ms*6;MYu9)?owKok~ko_z~1vi1dm+o;)bwOThSo~tQyd=OgtXN zc=f(x#xas5X`i`$z89YFJ)r#RT@1MELEvD15z#&@;~&%_nmr!D&&SUTWU*%oG3OV# z-lA`~c;H%m8Gm|s6gD>RYLw}o40gf908@vG0T>7I^zQFbDYS!*ybZ{Mq)1#u$GbIGu2aJ8?lsphjtKfl zXamZ@0$XL%CaVD64+7OYE4mlZYy-sjJHovvB8*unDFGWm5>JMGcJoiee??=S45F*xv*lSbz@@^1#97b4U=X)gCd5W5uSOmOrLp)k^^H4WEIDoaaxl%gA{VZjl zkE?L!5z{VRV&MaQmAxXd4=;YFAii0SfLaAX5HJ!v&q!VnBW$2N!#%r02xnBi4LRtD zAMwDz%;{i#Zekds>OjNw99~cTPPoC~j1Q6RERmBDeeDz>48`D_#%VBpn3<2gbxIwE zVbaDu#ZW9VbHA`zKXm%&!b=~&5(dOhBZ>%CJ^Z-q=C!dLdj{%s$vg7S!%NT(1RUgRuctIdy`^xt_EDn-qp>eBj!%zcd-8#c~g^yU{BI-1IcTv4b=Z8#38D?aY1}gOTpi`ImVs4npseiTLmeVT)GS+xG)$!gpA^z zS2Iq^Wys?e$8b2x?C)H(!jsf3zc3Qr8`mCM^F05P6Ws73Xq`pyMi|gphp&-s-W%1KTm0=uwPNLZ-x?&W5Mv`Y^cx_OZ-K$M_E zaVg^?Lf7%S);*4j9diiy4VmC;nJrsc?JzVTy1ucQ+f`ZUMiH4&vG4RZA+If;Hrzq* zOisG!*+dE%+4{`kOS+m5`0Z`U!$z;$I^A9DXWnmENgQM3t}{O`{#cAZ*CaK+ygd+c zoSMJuN>&UB4@aG@fLJUjn8*vj;g6yB_PxC`wTzs*w}DqWSqgZzqO-a)}hltD53I66SS9n`0wY&me&h(Sf3JV7qX z^Cj{L3*YW$fcXt1y(c4)J>1Da5O`}?p=qb?bbTPBj@P8QVh-2!HqPUw!Gyg-u1PU$ zFK}#M$44!yOvxxYSHbcWk3b=4Bgm4KK6vH1@lx$piT^>>olDha`P9MJd-;ZfSFs}{ zQWI2o9N|80HXqQQg3>$>2cdv_8Hs)DF16^)sgfe9!VBt7?y{mv#Sje>{KLAN;uq7( z?SstPzAY#Bq5x;M$XWb8JIT(PozOAu`{Nk(F3$CyqGKNrkbrSt0_(k$4em#bVjQ!< zBh?~HXp%i?WWI+X9Y?MLa3YEG(A4!c$A_&u9{wLiUL!ekD?%uw-eZZtDQO&SybjM6 zM{KUAAQuvB6s8O{)G$wh+8ohDnCFFNiAXz6&rhL2taK@8aDk?U5}CrKtC5G1*Fu$2 zM#N2)dB>y`0vie$$f1v;;=$N0KWj^~9{~q-6uW+=9mOk_f|Dd%v1IGuD40a!4W@IWN;q5t3U8KYuuV#8MD-ATj_2GMtk|N(QHkJiOOKXD&&ew8tW}Z$f8FDPH z<0xWfoH-whV1`4-Gz0A$-$=2*RIfp3Dgd8JJo7Zp<^VxX?KHX@$8o^~hr|di&R+(p z4sW%=E}(kGPb|&Tw*Rom!_kw8#rJ3S%FhCN2|L_L;EUM_%%jX$XQ5l~&v@t=jsWKO z8=Ps3@oirXX`xA^_8``6$WogR(Gj?jI6i;ROe+hN{mQQ`Gq4Mn&vG7m#{rF|&u{|p z@sLpy#^Qym=zNjYllma3=^Vit@%yAQw>brQMe6Y*zw*6sUC%-=-l8~9gB;9jGfRB} zl%q<^_Wtn(20L7_u!?OoE1s6ax#;y7`z6Z7QG~fz`IoK)p{* zPqOB|8KYd}8%M(~1v3hb>v-V=>JK~s2V>%4BIY1jRuK1QuJzc8O{dd^E;s2*%f=BN zBSuR%^L=Z)2jS4%^xQVLiSfBl`>m}(cb+iwD46#bc#aI!ssC`YzosbqzuYIl4K1Qk zIe099wAI3W9IJ?E41O3AT-Mj~O$s^&T^y(AAf1T&5OlhHl^D;6UvJz1XEN_KMQ#|r z&G&FSM?4{fPjn_g^JecKMfnM*0&zBrXE0M<8a>hv|Hy%;(FOeaafjsVyq*B(ThWe6 zpZ<4+Oo9*}$^td_hG7*TqF@&|{Y&CNKVhKe6ZY)|#*Rl&dzgI-c5-{oXrTkX-c!|4 z(hZ;?g4`B`n&Q4Kf+KI2aMJi;#u^<&XtpPR4h2Gl0Yohe;X3(d%E2eJNYbDW{iwMp)ixXkX)0EPO{`Y0Uh$Aohz)P)Zapc1fpYpY%HYp9_Al{q?MaH7(_^I+(|JsW>g<8?R3r zHfk?A<)(tSsz^V3qG045`=s#-hwImveHIR8|2&U(dN8-<FY~wc^yXs?DftdsBQAhOLT4oFiXyQFJe7RT_OcVsx%K$};q} z0Ma=4j_E(l&yXb2<(_ncT}~W5GZ6Mn|4Whb(@OU$!3qVuH>YaU*GrA3Ar~2~2H0TK zV7mw4C3u0|V}lgBNI!iZCjv!_K?dk)TGiPX9wh*~sN!j&f*rO-AkpOc0OL%uLj4SK zK^mBJJD(^vqF}4PMpufj%~yAIoQ1{E{7~s&4$@98%oJ!dz&`yU0wbzqMq~{Ng1H2h z$Jbx^v5kLpO0HYO$sm2GX{oNOD+yMCD20?MAUO{cKn!A+Zcw$G-yC}oeK&j12hu<3 z5>TCRgERgEcXCdR#jENwR8<*srB$LTHofiCy^E#++)=;*IpIq%k^b(BNsBcM`B?rB5)|Pgk-j<|h|DulZ>CxDi7QAI7!hI+Xb=$0Q^U z$f_DEJ)yQu4E^cqbH(EM&TAud=ZCJ>(Qr{Sx2TWq{`9p#`|qcSg|h48*msb5>r?W~1KaE@+Mojxr*8IntJA>rR7>c7lPO z2S;%^;IIVbHD(ao@(f&NC8%z=X)F(b#eNB=Nn45dk`*L5ee^dgPIL}11lq>v(~hpT z1{xmfYu&iVBOjwk5qw+Tv3n|fc20(;17HxYavd^i1L>5k$vI4#{ZmBtp*47yHh;=w zJB7VUHsLbd3EBDmD5;rFsq@fVjK>yk*{L1FyH>`J2PT4F<{8CKQ;+g{HL-9Xh6A#k zNMyZPZp*vbV)pTua)<{hb&8QB^p%q z;PASvJ@xqZR5P{;2+A_h4GImkSh02i$V;ay!^zkrW?`8|Qe6J;)}B)_ke_CXAUe|C z*1Fh2U=k#`VgJEH1`0dN8c<>vAASCO^gG}L+$9HRWX^%b+}7yw(0`8->dI9$8u`iQ z{Nh>f^E8b59T2jN{~e@U>IlJ-CZ*4cYbVX#t=Z z*8CN9Yi&@Orv&zUCK?^A$e4o z7?HdRj(aU?>4L1bOL@Mb{~)V>l5%~)kk1ycON5oPB8Y3j19}aPePwHco+21W0li6NCN1AcgeQNQt zI^_hi==uO)tcejJMu0ODuIC5WvI}3dZL`VEh)mL)g66>)46H_B<9xfxQu-t-2iCg& zkS*UPs@jZBw7aeezD_r|zWX==6ACiJWgVo3-D`dHz1|CRxZqzAhPjbS8}%kpc-x8- zoTArxC*ueXO!h}h-{>V?x}J8`G5mVNt8s*lzQt{+%<`>x4>`V4mw?xV%SZU2FB-%n z+$V7M3x%D3{4I_)01KpwOe~7-o%=q@^Ze1^+aTS<(ftWPrjv=I9o@lL;+jDWp zvSzN%FrOJ6DL~XP79%9R^8=;##u2;s)eG@nV>^w4A6%cS|ZfhCgGxAH?o&@ z1KB%vf4H$4UOr9X(tAHIVtzFP%#(oRSugBX*nm`C^Ec@ru#UG>ty*2nG*_o_? zmw80em<@VAvQeDJp$hl}PAob4;L~v7C}|*)nL!+_V$>Jjz&RQ~eu!!oHZ{#ahfz|6 ziNE9qj7|=t2xAC&kn!>&Nju671t74%KYn@+jr1mps^G_aWNYpgW4Vd%@GA*_8m*dt zN5^ndE;mZ$c$;rf-j6VfqTZyE@*G~+vexB;FUI`_I_T(c&j%-q1WhXj^R?a3+TzDAfE#E?AyVGM^G>=w=CBg@Mh;<)-XJV0zB@$ zp5AYoOW3RYLqO2%YF-`cl#AlM7L^(7xWRi)F8IxaZir~IFee;@r_R>8u95@wSdfOQ zf4SVH8iNyMS~qD;D}s{yFk-@gshH2Q9#Y62UW(yTOht1ReKVm0OP3q=$&&lSYDyy? z7cwb*gsS~=Vt_u8(4z$_0KEz9>CmrV9ZHP=%Rlc?Lx7blYgB%naZ$P;@I|wgaz=9T z&I}=GD{02)kAK77iJGkuqB{Own7ED&NnvT=LQDCm={&J9rL_v2mQ&X)XCxO1axm>_ zA|L8RGJoQXPd07AR$amP+?~dP6(;LE?A!0g*7 zQ`~YvDkDJeI8kE9Mv@}{>Y>0#{NvL|%mNCsB=x9rXeLnnE0c??>3Ki}x&lr|XbWoC z6(t=u?JBzMjIEO^b!6`Lqvn}*&3c*`=nUz>Z)wxTsJfLJWVaXYOfKPZ#^QeyhHZ=9 zA%zE;C#}jUtT_rp;(;SFhi)`rv%@tSIicJ2KL+e=2ymjdIl_v=$1#ME2NyO1o&_@1 zZX~eO3C8(=p2&gCH<=U=`a3rn+wqFGb2DGzpQnMByFOaU-icfCmNwx|nMzc4?$TRtOpVqLq?fy-W z*;Af==EF5#RCbZ9Afj~$d?X*$18#vee)`a{lV8D4p-yOz)dGy0cqzePyM;jM!Igb` z(s*o6w=6Kp5yZ2v0OV!yEr#*}QGYonMuw%gE3T7C0+zmus+|SU@ITZZFgA2jc&iXB|7G!XTq;4*@ z^!J(OE1IfAc5xQJQ{VZ#rX=WCBa9GscPi#t#=s3oDsnK!KFv<`nI3G=a)jQae|+U& z33eUmqfyALtryR=r0!^gAE;hS=Uu&8Rf>-N8b`Zo^PJU$a%j zsNr`^nz{q1*wChF)th9a{f`DIR`8O6uc#({4UoG>wx5v_pds79Wt@uf!-J?v6_GC% zHm~_w&;;5QrzH?-d(?bb13J5pda8q%sZ8eyL?K0osX$^{-6x*b_~F_648$-+U3Kge{SqbFGf(L{IOO1ijOR` z1gaLQN1g@V16oeT#n9o7$vW_?DkmPWSL;q7#nrgIR z$s~N5VTdWVAv7SC%Z)_WNj}oCeiwL7sL1`|z%^I+G*T#msxLKEW?w>!b%yU2!K&Pc zy6izpgZ4R(R)J)bU;DOlISiuO&x(YFJE3KG2GN^4nWkwHlrV-}B1H8SiD}~=^u7y8 z>Ny;Gvfa=c_2O>x8Tp7#!~JGe#11Qv@0ajq7?R_pQk3vD4cdCXm)ND=;a}d{wJ)y; z22I#SS&UyDTA^l~lFZ^cx$T=5Ur%uxoyb)t!OagN1IN(YjI%>^hH8%H)8fNOQ%mu^ zrBS(zbJqaszdCL{F9-k|PIwH0pf*n&F~+3Pke57Mn4wv-5wugG;<;7m583Fl%JJBq74qxl8|6PI?cwK(nw5!G2%T<7jW|2<_UQJ0} zV7*T5FDO|TfGiap4_WYJ0+)m19{12Fu&YVR4vhx;-@H*+6{O@1;R>Xr-4RIUPd{sVz(<`Sa}`zGaP3)62?daRw&S6?FpyZ#~l1 zD;K<&`)__;4B?drokYY7xgv)6-$Y3WV+^T|itiYMq-ncDoajX*d%3%6_jhu*PaoH9 zZkgF#?dJT}hl!nF(;G{nAZ|w>jAPqzzVyG?u>DZ1E4RrBamKKZNJM<%x6ePunnw;x z}FS_Dg)Y!wZ9J(Ip)vqx^!hE?ncu zt-!>Q1>W`&0}rdM1!|_wZC9cxEUpyt-1QpolL^w7?|RwLhdy|C1j|@wjD*{`lkaL&DcZ_|rmp>Y_ruDd zt1Bj)@s%wzi8P(vU;eeQ_|L){2-w(0OAQTITtl*}ok?O5mS*O#(Mo_A!I$YREhYLG zYIv3%5>1K7Qf3MJ+}W=@!{4PQ%+BwtN<&RBjld{>!uCh`{jV*0x{XQAF!odY72+xJ zk^h1v(CE?+=^~~*P9)$-Ro#RN*#JnB=<-zw5VxR8C^a$%GeOgL>(=s)*~gx1inyWs z1x`M~|D|u}6vlgu5QP}UNc~Z_yk{ci)j_8fO9WhP5n@Yw}$Y!2;at`mAcN-T-(%xFT0#Cs1L1-F#PB!MbVoE_KtKbdG3*s7tmhNQS(_V7RTD#jOpf(_thJ_Q`0f)HiD!{&v4dN(X+$iV;&wY}@Jz0Sp@SbdqtGk5h z{e4e?R4*cgruh)bOX|*~sLfwn;$qPK(^$G>WMbD7DEfYh(sx@8qY3}$z&*iq*7oCr z6qFO-0@RV5>^o2< zWq_7dwd!sqjkD=V4SM_9X8?}29tc)BNpL)XbzD;lWDfHv#vG)0AcKHT1!KI+U?{NWKl(=a`~v48dNTas?F-q6GG149(Em2Mh4{u59m~c z`a&RalV^j?_bAz`d~KF!oo;goZ2)$?l3-uF9zdQ^4FBOh56XEf%4l4d?yEDJc?0eQ z7UcONzDeTb0d|7Kngk717M|5YF2A$t7I23|=pjO&(50<Hi_0&ElQBB{`h~UUxqkM!2wsDy`MloC-iXAu$q?i!G*``l*p~Rks$( zN`ytaZZse8l&m^*Dh0zZI8w19^IwEN=f@D&TEKH`gH$Wlxu25;bPmy;dDR4$B4SU! zsQbyy-%69@@UsLehAIoa(iAJetF%r8qKh7EP&>%VhZMr@yi#(U|5rpeMuvQ$DYNDJ zg5NAFIdt+P4Wge+&;6K+J$p2kJYfotq}x%raW~~p68uS^Xo7}#tUPf9zQZ>2r>RVt z+LGhbS0Xfy$sRm;+#mnVtx74Dtw%tOV~68a^5O&oar^VUkdST zqcK+T2cB`^<0y)??e~i5e|OTmvgG{UBu%FCTC)~7VBiOZNE|IO!oYupoZx_IbENJC zy0PPZP_HhOMhtzkqeR&t$si~Wda)OM3oAij6UnV9QNG3}FtN?v1fgT0)$9FZUY@3O z41|m}pnrpzJYqVev5@Nli<)ey5SFHQdYoCUamHdq|Hn6gSB1w|fkn9kJ`{RETWx56 z-1t|vCkEcH?SOgX`{^d@F+}Q~r6ML&##5uY%o^g>1|i>Qg$E{ub|dp-0>A`xvh)J! z8q7>bzj3`7xlVfuJ7?&iRsdpCn@|;11>+0q!zg1-bn7&sEJ8GSKJ$S_F5$wuXR3WT zXSVtC?u(>mrA&d|?qBkwfhp(jBy1{23#5@@(pc?T0U9JC8{fw+Cq%jnA=txgm1`wQ z73q%pzgtDIUT&jkK^F?c8KrWc#LC4H4}y4?M}U+;UD;M!;lpvO{*>qk)BmxgW5g*= zLf|H0J`kPc6pKdBYs09oWxAcw24!o}m+M=p&5Xa|5$mlwj!MPu+7Pmsfx4rxX-9n$ ze}z*>t+xAHT@B&f&5X|A8;1xwwSETk4B`9FLv$XTn40Rc2ws)(-?r5r|6FLvM-Gs&4 z`U#NdS{iGKP!o`C3Akz&*L**vc;+?cTrqYEl}4DC;+O+K{1P&Y821%?od``bC%j>j zy742z&ZZ>@f2*n+>CKU0?4UL*G$6wJo4go{s4Oq{rsfUPJ2m@uU$3 zg+)d3j2Ys8ktJMHGqcux3rI~9bZ1GAc)ZcI#F~H9jR<;sW4~@xrg`o%>N7ZWs!J2Q zyTbBoNl-WD%AV2?kx1~N5yTstY*>d3Yit=$_3^u2TY&rJ@SyP7p+pzwr*@m(Ke#{W~C=ren|eeC)`Y`4%>B%}k`1mQSzc`=6T9 z&4DOAY=CebV*<9iqD`peM)SS-lG21rm+)CN^4=TT5ev?** z`Fc?0hPYE|?w1eoWnT{P!t2P$Z4_4f{AA!j(tqgLW5) zR(6#fkL_SD*019C6b}2E#i{79fWVJlH^Gbk@|z|2C| zmSK`$5Kou-Biv&!=K`!7R=V&u&0ujOF&y|oO-;EKjQu(0oMlSRUwY87vd3c`AkJ6| zXfA_Ze969AS^+8N9P99vg_Bq^*r1BF$P)=&&Sy0O8J3Ph4Ec;*k<>DgWsYxT4N(2n zb?UVc=U@*ybR$90pq>hUt(k6~kp9JmaBePYxOSf&e2x+`l^fM{$jYT>3kT zlOoaC8rlQ{t4R-#cYC$|)`Gf9Z$qDu+VAQUK!1Ln<~^6F31Uw+(`v6Jm@<$5>3DOt z%Tay5sM*$V?}h`YX#`OxEqcb5EN#^9<|1uUY+`Mm!+b!p({KI{)1@X#{szwQMb7dE z&?pT(PP{wu=x`1w_~FX1VQnq$(h0enD6#GicNS{KFyY)1Y#9Je<2Y@$!V9`V20iF0 z?^{zb9f4#r*pH;-m*hK~7^({?xHQj2Qm~9(ez}ET9BAlFPs}tN$!mY3{$;$TFs2%b-0#7?rEWKR$rH$JhtJN3@pAxS+yse1!3!6>V4l=KK~;@M-k z7=q5ka^E1kv4nxZo6{GWOWn_QDgUnn9$l<7@<&OczC*@3@p*4#%5dbEJOft*zZF1r z)w?N{S%;=@j=d(fWZ*b5Q0>;%B!VUoXCZfh=*s;cB-g3Q<<_y4 zS07r22}1UCHgFg&njnO0K5{|`Qhv>~�bV;84qPJvsMmZc9OnK^BF~FS{v^Rnnp) z5IV|@NN4iQWzLw^Y~e59NF*Xu52GZCr1orQ zafILYI>$Y(zO7k{B(IJ@F9zHl9;RqFRf+pUrPV>%j)qwkbqF5QK-R>)igjy9h^_@4 zh1l3K_{C};Mu7hSIIxJYJ*8jZ{Aa~f{5>1|2eq$N%@+cRID0GvM^u4wNqb?4=L+R& zwL;ViQVkTSh*d8b?C~NwSQBU3%JI59{)Ul|Gjbr7L>M;MoKLoX6}!xd%b3S~Vh*PR znUkhTshn>HDDE8UH@}59recgKZRr~Kh3MA}sc^AFK;=hcKLLW7xg^oGrrM{PxQxh2va`RxfA9bn7as+nij?L$tUfA@-h_4d{ml@#;y1yNed@qR0c)MkWqfPOSlXi4?an9#%GcckF*U4aAzv>Yv94U#mZT) znS=hgNn1UAsCQeivBZ$Dyq-YHZR@qN^SsTi)J;(hcxu6*96x}wsg_qJq&a$Eu)90_ z3=)`QD)(8bhPCQ0S0d&Y7BW!w8?#*ct$u)d<^u7OXOSYG_A<|FR<1q^AQ4~)$;6VA zN4(vB8avIlwsBt{VX~T3^jjnzxR0;15t-6rRug5ki&`x=SjVP? z_FPSYr-B(8+D*r;HBdvLlT`S6!=VCUy~gilSo&vzYM}^V%+D6H+13amFUP-1 zH7q{#@c+G9q7QOBo~=+I?9{$}ILXRR_F`rYU>hS77t;(T_6UsCGN2`XepQ3Ep7~_3 zA3t7K!o2t?D8chJafvhLoP;Fwwpb~L1;DrUgtu^XdG+iQz8LjOZ?~3{;uAyPF-Fdn z%r5=K87|G?Z`j5s1BECv@w~J|BFgXqir$yNq38^ z;JZ15Rj=J2co!N%L^l~Uy%$-NB|5EySHU;uCQ2iw5qCvUMA3X2p57f|=}VQEMHfv6 zihnqfI^?K(=hP`8a`Rm0Ut(`O7B_bV%|3l*93*x?>mTuKt+5t(-@)*5p>M{o=G;!_ z4>?xnl1G(BYwwHvu0XD2snmZQ*1^8IJITt4FXe%c(sHI%$(mywkgvunmf`uu%C==# zSNgkxV>>Mo2yTG>TM*9SUbad3IzPx-W$Ff_i?x3r$ciX|2+i*Ez9k8hb9{@F>U_)1 zy>HR*hgH(L`Xdpn-m~W=tl~HKvNSKD`&7~obh2J)skln;W`c? zZ54d@i^0>$io1$_&wnYge-jB)9c_oCpvM@ThHonEq?9Ee7+NYxrzjzXZC--w5$qT0 zlef3Q6XB`c)8TS3J)M75#n!76>j^PtX*$C1;hKSw3d$5hB@T~U(1FaoM;j&SW4v;+ zYznCX7RUxo0(Bw}bxBaGIm(H#B7$!}Z7iDVji9F;b_8!Ifa7HjSMo!Rh%b zQFO%kdq6!!%gWU#F?4fsC)R(p4U!G1YV2pR-Wxix+i6D({c=aR@M9E6j86%i1pb7$zoO?$<3Jh+OhN#PWNB0_DrRT z#?nniw5T$O*rk(RLIJUfU#y@w?E{6k&fDI&NvfAiQpftkxn5F8?+S1k(%!q6iZ^Z z5znfVBF!4O;podV;9rcbmU6yC)92h9B1s-C4jQdemtIu!hg@d>9=z95#Jw5z=`Y}A zk+krr!A=J&o-dMpjSzIvz(6Fr>JWs!Y}Y;-l=bo7wy~IvG79Ym;Ht0T59*Gi^w1y@ z%DoSjJ0})7ifz#=zJTb={+bW8iYJ$6nBAomZ3<aoE);I|YCFC?wzR6Utqf)9|z ztzmpi&Dg&Ut6oAX0{C{pf@Veh3EU#!9qLnO8t?xr^~vXZEh-is|4RcyM5aV zJpXa3i#k|8{WMEv7%;ohO}Q^JoIbYsZ;oQqJ~R1oNRyO|@$8-^(azGY^kdc4wv6e1 z8{}Nix4kc2q^wWZ8+jAgA9Fqa=}p!8xszT-*V-_#C18^MASp-=M{UI2Mx6XRX#L!b zrnrYdr@rkHu!zTdT|Wp{hsUQl=4h}9>pPT1o7qbPdo51plKS2f=9~7D60*-)%v#qi zxNJ)aOTTtqL3qOvY&13a4D~%)v4K|0Qkg1Ewp6F&?enW<*&5X}qOaO_RY39?*e@@r zuk4nq_kgLhQ(a#7{UuW>>H97Vv;b0IJt{86SqF?#^oEC^{??ml(A-*B;CrUCOV=wi z1OW-vPkenB0Lx{il01&g3MELRVr9Ln>eVRVxH0WBE-d(6p%fHiq!eYS(ut^EH(5hu zF4c90+H*v=@hHMN)52rK>N0E^>b1@hZVKihG)TJ(kbFF&t4I5z7 zxyks(DWlqZ2rKFb{Ikr9NRI(Le8b<}BjS6j1CCn5+bcG=yU3}yujM|dKE)QUEv{uAc{O{*p+!k0WH<{{9Gsxay{r7NbUQd3&dAs$##L9Xxx&OBSK7K*rAlGPtN zbV|u>E%Xg$NYp@)X%uBG0m1i9E=V8|SOuB*JE7ztr1|dMsIQ!ZKMB)Z{4?b-4yt3n z?&N7$VssD|1OIUcgVWaENTYfBS*`-6$Savd6jQcZ*UsWdRp+SE%>bzNfTnx$)5H9L z`~DDJCC}l{7j%=^M_G2J*ZTq{UTJ?!4&I}ONa~7(!XePQT`fTc4$=5WS(|;Hj&xfL z&WV`a>FwIe)dsQU*J3Hj>gSP!dwRNS#qj^|i!Q zh&5msGkBnJp~1;NYNn1oJx@lV9$F#Ykp!*RCZi-4JXz#PjaV!P%H{6Q&WK{pudL2N|267Qo%BfL1a?kI#ot>Y?0#Dw=gD+7j`4(${Yo84K zprkr!s^8$rE%ya+(Q&t%o|;+2V(^3G;1?ihlPZC)JQ19N245Qlp=rmlI0PrI_h}ASHF;(IbW&p!l0Pyo zVklIm`XzBakE-#K7Bw@2mpeMNLJm^xr)T&mB&d`{Pg{G8`XA(EBXqevRk7?O)64y4i%YBw&OyB0qEIFO&R-&`b6*?1H*J`YcWMMx++TVdFkgJ8xSk$uiZxbk!ipmf z&tuxPC;OZ50Td`GTv<}0j|a0auRN=!LlWj)Rg=KRJ4~$8iGJ27&JON{?kfmHP0HN+ zrb|tiI=aEfLd`+Nb?TBD3JTp=ew!Rf-;^r+I8TY)ew|Vrbw!zvRYdVn#eF@p6E(Iq z*5yk{FSSbV5|`<>+qV}KlEn?olg$+z_otLx4~VjRK+vAzxPb@jBPy`X&>Zm0R6xtp zEIsHZ4IOKWNt-v#2AJ0PILGog{-tThP=?m;l1!0-@||hjpBrYF z#8I4n%Q>&C^i#@S}VBViL(#ys&?Y1C2(OL6wZNJac-H zI09c!pAI%R`xDMn1s2Xaxl6{8Fxa9gn@}*$5O*j#t+_XW3YoLojG!&@LyYm;{o;dIErJi;`R17;Qt#HKC2XX+L&ZNc+6DQ^(q;Z7SxaSsi zjS+9KeG?=N9#anoF-iH^D9-MQyl7}T_GgBV>x)tKmgylL6yk_(e@=-KhS+3ZQ1Y znpi)iBXns(I|!}ovhz>Yd&Oo~lY zNZUg+SRSwnnp`s#yA%ciPa&)vHqh!R?Z)#J^*7@R@XMr0IkaJXn1EZH7&;>p{Jjn) zP|TY^PiTdc9Vb*92*XyR*?dT)ql0#mzJMU`u1hoq4n&J3N?88&Gdz}UT^~G4|2?xF zo(B+}xasxa3Ja&1quaeBuUNtJ%D0X4fPi77Ifp6CsTJT=g#GZZ?~XwLFlWdVYs2Y8 zh~m^hkfyqDj$s8mh_*n5`%+{8K$5}f(czphF_h=(5~DNSV!9FPLUe?{-@<)r8R#Me zQ#HkM^5+T*(+s*Dg)5#D8;!g+X9+gDM~IMM%60O1DR^f50>TH_FE1YZ2FE+>1IU1g z@ll7uOL~*7dmwN&Oa@mw5ukTCtH0n0t))C1)@+x%%9hEMgSP65m!HGR06&M(aJu~t znHB^jp@f7p%C(@C8$uj&9=$-6i78IsA6g{3{6=tIHWtsvjdo7dyHaX)X93S?cb~pX znS;uBTln2;x4X?4WvTV|l=Hfzx7YyE|2FR-r692@*(>=w?!Hx=L5MZb~J=URzhV`-@i#;DCF z*GD+Z#>x2SA?+NKfyimOM3poJh{8N_Mj>I;)0e|{_(s*bgHy^_{f3K-)rBlUH_Dxpy zAK^X7+=bUaRQgmD0)LM-w7CrwnB}T*OuoNyzCA~4pld~cyYuq<;Yv_O&R81e#UX8W zH1FRID&&-sW&yb0@yb9@F<>g^hBE#g*%rh3jJauogFg0vxA#(vP^xrMQ?rY7?}twMg(JfmLbNjHQAJQsHcP*BO0b)w z_L(_B8$CrX9`E;^S2M;k!#6P3MoW^XM7bf?$X~B-r!$pB?P}STg9RV5&U0A9<{+80 z*_M(96nnfVj`!5f?}T7Y@A8IPFT34W5>S@sy~My)V3LEQE$x7jO*bgGuL&(A%Tqp zErGSb_qw~2S6r1qB8?4GAKDui3P5=Sf)mfVPuK_qHQe#90`dXXAno|E)>4*gwsnD1#g#ub z4O>K*8cU+D-Nrktg4i#%9SwLL3go-4b9GAh&Qwi&a1UI4a)i00x2RdM8bcooWNohT z%@b-9rL9$6{H=_s-Ce`hiD2o`LZV-3jsoSFOyAIKTg3e|Tw`s2y}P6amW4tQPiFb{ zN<=49AaJq?J@{s#`02cZxwaq;ZJq}jWxP~^D)ijUO-f3}GZHU8da5&!;r2AWUr~nj zCYw;b_tcOBJ{#ZNYmL|$w5@8Q1CyI)5Z0tc=7oa zMFj2y9B2RFe+oVe^Vm{t3X$doWTARtno_mb*_CIC&fuSl0-y3k8m9B}Z!ti&Qfwgh zM>xv>nhMm`;+8(5zu3%B_m!cOaSZdxx6xZwq+hGsB!ov~0Ds|tHJ!h^V79%s4mSe| z410DmFbWI%`qL%Y$zv7@{be7w+cm*x0PAta|xz|8cDbQQG;H#o4rOA15vDLUld_e1DZZWtO%wTH@3v_cPXQo*XEN-BH1eXbjKo6t-ygn# zdHfiT0IYzN?gjK!m!YEKKsu|#rp>{%&0^N}NF41d#Dw5sf`cwf_A+`<<-0kU)VE;}L)&aVKO^I4%lP!j$ z_&@}KyPM$f&CFuBe_m#hkm_rhNn_VYcX87s%cJLqb=;k>w$GF86V+_cgk$snfiJpr zy6}*MjOgN6>KH3;YcF5Y0(EmZ`2%}(Ns+8~?3mP2M?&EdN6MO|bG~&aC2IXOlI6}XTjyY4=p;61&a8V ze*}ricB*N!O`?!GhRhz?LSQNg=$>Y4lPD-SaO1Kv*}G*yC{y^6L%ujWsiFz+3 zmUf)2AA9RNsMD-U;6p@TKy?HtLf>s@iY3j>YuVJoYx#^w69v6p*&ZYS3)PsIxo-9E{+)vd!LZ*BFIq2o{$e}>&yNrXNJ<50J#-QmJ_mCxgG@_{{N57 z$u6hw0Ks^ffV0hR3t7_$rYmK?ypjMTfGlM4Kn40%o=5FdlhIHGIMBI zp}u!h=rw#w5maYv7eTo9%LYh?+JWffm)Z|R;Wmb|RgHi})+bLn-EN^~$tne9I4yXO z)3~dtY(Icofe$qkh%{C0ZGlr40U;2hb`NQc4JqN3tkioAs5w>Sa!!erq34Y0yLY~4 zR5Xys9DB10DKV;9%Pf?e1pPM^!2cEK_n{LSzK&i_n{PIN6WCH`4$KgiMY|-x^VhJ| zMk>@veq?&b(3+*uyEygAP#1ON0U_UAuyo*=tav1iM0=ol0GthrPC15;b6_AQ?G z#In00kJR02?1RimcvoXAM8$CG(z~R}^Ohw))s^Cy_a)mDrV`GeDe31$UhGCcjg{F> zJ-URq^Xf+`&2Fl_u)&|0HAjlOU4fijTELDkVkHd|*J`tj{!Z?C4J>pKS1y5%#e$ZG zT(x^)HeE4S_TQd(oN@g8%r-{Rk`nM%yha)8dd zHpN6@&$fysb3)SlSrL36)f*Szv` zfrXF30>_wn+8x$UK*QYz1aH~_1;$lS_4@5Dr5N^-OdUl;pG#A|>#CK0rdNnQaP+5SM9%6%a>%+;EM+~L`D!&?zwi*V`XyYX=9pw9i%#ba{YNcd5U+)vw94D{5Q@WhD#qF3H z&xu|gM~K3fMZm9gD!B7)J)EIjnA_p&9GY;t)ETb@bC5r$kna`+Z!ik+#o8s_DS z`9*K?Q|ap)x33>C+r5s41Yif`l1zwbmyRpqIB~An`^Em*esF5!VNMjNKd4z%i_Zf< z!73rmN9zRtGi9UmVt{vnA)D`&*>Y=!?)(Kfq=*oz6Of7HVCxYk?-~5vtf~M-Rtj;9 z!@4+Y?$pRzY*dP}oeyndvGeIQt zdTqy2);Cj2ssC9_V!Z`My?`?p^)TXLTt|Fu=`J++C_I zis)S3REANS|LakbDiO6mYm(ZOSizeCQrOwQVx@&8G+0E_^;_D%GY=&loyuELXp3@5 zx|sj|s*{4OB=z1Ts%W~S?F0r7I@@rTvxuw*qJ%z!I0_yX^ zr3v%_yfY~`#e}-(qTq$sWTL*rz(xJH014;uhkXfl5Nk@zYf9oB<7PTDah?1jiIA*g zVOo53c7dQ8X!3-hCy_;8`oLv#i!pnA!miVXp2>w(5TAhKD%=ze&UvKi1^OMEmT+uj zG88IZ0B_s)4_PGf+C&uF%36h@gCnH;O>|K9Gb3DG18xeX!R?;UXYueRIJY*arKC=j17skcnzcL(EPQLJJatq%fYM$T& zdhTm?t%Fx2#=SvK?mRMJp~u7}DL8`5w$zC4+EwN8`!~jfoqs#Sd2>*}lSJABH{Fo( zaySqDWVms~`}SqfO=Q}n0>%K{AQr!frd%(33?LFPX@5jx@po!RW#*)eCKfS0UO_qglh ztJ2(ubd$8f+XMWhSYW~;2nGb(ryXF*eO9hyf-sEH7pLGAX7DjqTvA3D(db*z3QM_Y z99A@uFZ9CZ0o7DTmaHix?TNizm`yKG*NDt*zYN{r1Run@PbC|3FTwHjDm15Mcxp=!o@fTKFvLf6tp&8_SO z+Q|>%#Ya#S&@yTTl&w@(*^gX8+H`qDo@QZqKlxyk@>XC0+6sQvK+GBYo4MJYfm z>#SE^@tfvB;>=%=Q>JSHs=zR=|6p+A+EDDt?<$%cM;}UPxzG+C@#2GT-F4O(-$iZa zxky}n92lr~$h)UZV<}TRD>*!~Z#2PU(ZC4mg*EpYh`;w8Ra(gcX8+&xE%^if_5Ck@ znJ~6slc-q=NUCD(IsVWm-Al5%=7>(ls(TJub_O;OgfIrZHzbXV4z4o_EfsnzTFKaQ zh!uRCVJC6`)qPk#_tAKCN$;dOX^g}41tip&GL93~bSrq|qMk>HO zFfPOZ@f6D?tzCFWd>G+QWAS9tQ*5lsOVGK-dLcYHN|V~m;+h#IdxdH{Zo#CaT_q=N zg%q|WoIF_UPAWa3^UT+1m}t@TTTJ5klVCjN+2!7ZLUS0mi}8}`yP_UNNWR?2h-Wc% zC9iyYWopPf`xJb&W8b`~hNfCXO-7uO{)n<{Vuydd=Gq2;e_KYo+M4vt?S?yl%dynH zce|x@;`w(gS_Ggm=fn)7<xuh)XqN2r|pY<$k zsXx!#LGFwc@FX*>dUDykB=Ogw5Wrcslatb~(AVyEw3{=1Efv&HbesmdVjd>3G&)KO`bcRr|jR&>VE6Yf!oHd#r}0nB}{<@{)3Psn|k7ecfNg`!s)Uh~6erE{DvC)ZJxp z=WN6;VB?zO??oKji33hhRMOonVnGk0vonG}eNm1<6Of@!Ja&V6FQp@esw~EXDCF`m zOmAQCdrWL5(1XAseUFl>?iuLCgrvT@D+EbfEj#TR!e50 z4n}od95urAJQK`hlm@9qS};|)eTLTfO!o7cjX1K~`va( zkL>P*+u;4M(xW%#tFBzz(lWX6w~J1)qd(;7)@NhGmfCsdV+FXUr*lm>F&QfuL1N8@ z1`{_856i||CaeS815C?DQwlCq3)H%60|I#6(n^I-OeUB7|x%6mpl?=ifj%6!McnyHJpJRM6;ae9DSy5e69CK! zJu_$xjl0SlS+;YHaA($e^GZYZ0D^-}NHGX+&vFh?z`(I8YyOVg6A8e(B$nO%63Hd) ztXP`kN*+kYJy?bcAoV?kl%!>1p0>9jl&r za@jwJimvt97=watJh!h?k)LpZp76a!@t&S^-*j>Aw`J>9P9iL<rCba9BpUnATR> zCHyq&T9idVJKowpdJ|8A0Ht;*X;+dzkTvDieiQMH+>`fgs7m2(-RJG>0%!}usf(%- zY|+-tNDydxs@600^Q5ht){mF;CX&x9I=AFC%luD5D)4X2Smb$Lm^n;uKJCNLDQGhi zo(=jOKIuE&8uQUoEG|H58(hMg;9-cVjuh;V_)8RgSLJQ#Rwa>I;6d{8V^=Vtgeno8azk6><=?z^*VdRBT2 z?y}6f>vBEb0pbV;90DcUgnl}Xn3oS!r+K`-)9$K&C~Wwg9rx~ z*}|FG?{Y@%SS;@DZ3@sz06lpvRJ-fet0uIo~Y~mlG2C&3- zE>Sea8aAD8^>m|DY;JL3Tche-$E~6jHDW?__NeLZEfOim?jAXy&WcSOznyV>=7-8K zM(+}}5DC!)DhQ600NI%nCs$4sgUdB|?EeyPYF$k`K z%_CQ?k%L}hA(gS|E_P90H>4`UaN@})!EL(pMmhck zQ*@P>!s_h)u+F0DSRg(K44m#ANP+>-t|hE?zecm`sQ2DQ23r~>RxFNm*RL9Df&~54 zBV#*OKuV~-bFEDkj$?I9_t!Ve{8L_NblH4%_dmw?7G0u1dNZRMWo_s#VTQO1++v35 zq;F47>+L$qp6HFmIe@_5HK8zI(3PO*(dsSN?uc$z=qnH-qX$NCShsnKWgzIpexMJX z$-oP8xmt_EZx8oNZP#ToNH0Z_aT@i4?H75(7W=MWdFhahRwhEENGGIpLm;uuyt|-2y7zS@wH29&~FJSvLnnN86Dlmc5A=!o+CkY$X33}s_?ex#(n&cm4!G<` z+xQ>=C~ho0h}CxxKJZv8oH;KF&rpN07DzL@>-Uh|ig1()VNPIF*BEefWh#uIE`ze* zHIWyDFc4=SdZZ%Pvs458T+)&vqtzL^RsXCc@*IW>lW1YR?=KX%nMEY2QBAQjd1ZED zh_YQdRTG!BN#!AZtoOQ$++_#Sv=~Z zg2uH0dsLkOTGkW4dd7CZ7}bSEPtsP>^jacT_2?cgcGp2Ldd>LnS=agDyODhZZzF20_H(LGw~65@>!y8#!py(S#3=0?ZA@jk@5f zM6$oPccKYQ;F~fw9)FvL3+(qMVgY;W_OeE^IgmT|G9JP3Cn2Lv(a0wZVkc6pk5sRq z_tDvMXfifazg;Lol(HX5Cqg5o?$f(H!%p#h=`xRaI@6a`P8GK12ffM>*=S6|7Um0e zYsGJ@D*13#fRCz~v`B$6hAeaq>yiD-hg`-)0$GA%i5ofJOf# zS&;VJSSDbcE_k9>rif5JKl7lL_1~yLQ5Jb1VytGtu>h`15NqZkaaK3Muad42n&Vb? zsVr~hOYvIllUa1P(mAt`v&)AsA5&AS0)S&%eRpa&L-K9w zygLF`C}0}Vi|&xJ2-dT*KQayK9;jNr4_~_WbRTY44HgCc_dGb;U4@b^xIfTNUYUk9 zGX_gPF)SX3ln_LjmoWdb`^HtuS|@a=*Ez(1t~-*N3H-Ln3gPeLh%4y*e5s)R8Ra@1Z4XUhbQTTUgRp;#)jW+`$V^R!Gbl_LPM|i7tcF)g2W$bA&Wkpmpa&nBKc0jW|CFR5{=h&lP z=dnSb7S&2`jTk0asS@{6GRavO^&<#l<4)yrFEIVa0qKk3X&}QILw%k<77W%ZyUSmi z<&xHbR=1H^Ix_wG)3c11;hDOZo&Qv{@~NzlZk!B{uf?&TD5uIPcgNIv9x@6k+YqmY zYJ|8_BU|p%h0Td{Gei}STQ~r{+EtDb5-y&giaQx_ZfGqB3^I(VdTkEMswoMFI4T%#{)`);x1&RL%)m?$sY`%QcQFv> zx+LAbNkIhL*k&YK=PrAo=Xknbz**0jQShD=Snb`;F->B;r6JwyMxD+LAbGU}fq7im z{Hy0v<#zcv5{_OVoi81pgUGHM6a5X;bB>_5?!0FvOCIjs_Oi%u=){#4Kh+1KCCbPA zwiE^++$2~k?kDwb9f#X(7Oy%F1LRlP>R8gA|BRlAm6Pa3@sI1x;F<%5O53+?Q;`r< zLJag(Shda&jbO7GNv{`4)V*6R3@4DEC0p}!#G)o`nOEn`>HMQN z>oJJj`E!Nj?U?RE?FERkT&$U-G2L^Ez&R}`)<%luvbh7MUVxW=wq$XV0YY%4?w5|rg~hnqtk zUh@Hv^*+$ldq6)D!xDT*Pa(70=V=`&KH1=WMP*rx7V!sAkHSxK_I*FD@gr**&lX}T zc5k#ggdCK+Jc$UC3F7Uxma(pM`y|EW_2<0TmWqNW-pZd0NgV6~ux&?d0 zl#`lR>GfutkXAMrXO)B!`?5W94D2r0^CnFy3D&AF__|%DL*uE*S*)ZI5|;J%bCJ4F zZgwpi)@O?b;VqZm{F#U6LIrw}8X3L$g%!L`bo%u7G%bfF<^>td9x6Z{fr#VbR+F2F zg~itc7%>0}HDabAX#+vp9O3Ynvr=d_aZozY)=@Q6GAf=~!%e_Pgb<;@!WSv_RKVj~ znJmF&Svout)*!w?qsj>`_&wtBx^9gC%{GA`a7AoglH+QevL|uBqPYc#9$Q^up}NbX zniXr7M0mC+JmCg8SG#j#Tnbf$bt1c+(5xj8uuD7%T}IcCK?bNZ!~VRds(N+{%H@04 zD$Qs}276a)9|v$LZgSh-W@JBk1?)JJ3rI#5?6WajZL3POI-$G5U;g3S>F*-!YqUB~_luEJ*q}-cP!GiF&L=8K5`41F1y3P(Q58iOfwr zAZQoRFCCHXlt5pbYBBJPu@%nvTBKs&9vKjUbtjAT_9I+K$e}SV8DnWM$mBUSYcif# zlblz>gHbaIRv8HP%^?c*GudAcY{A_uQP}swgy|PYXy$l)ijN@ega3f9z&Tzoge*1G zjUB6CxLUjFr>sHC1I^h9wSMKDro`v2H_62)Q8Bl;k<8A{0XL}|JwMB_qu|y@{dYAa zoo04)mKzW*Rg^0Uy%AeWs14{^-f~saG~opo|05x35Uf}d7=t!u?A&o?TSh=9poRk< zt0Wq==VM%sfZ;iL0wwQilbZ^R$)RA|>Ut8_FdZMXwt0n4T2)|d%8bCzVLa_% zT{sP=<*9t{sjZvaJh;AB5RHLdz6B=<#zQetP`KC+(88Rfw)jU$DwEv83kWL;^GvnS zR#MOP>CgZhM-WIR@2eYB{oIRdDJ&|TJ5m?Yfw{ZV4pC=_zSDJ?3@fSMhtP@2-M}Q?uInaE}*_8dQr|v%gX;QbmW-&2rD|w80*PO^1 zRb2ShVFBvO@l`ks6fRg_sSrGRO!)e_M*^FRPi=D6-+CY8N-qc08QG!v;nfWPe6LIc z+zoS)bLZ%SUB2nN9`P+@T!ao9wO_;prLx|lzqqwaP%Vap=eJFJG>R(32J8{3CCR~6 z=o?=`#fvU*4f+DGl_~PwrC4;p3MwB1DM7;&Lr0YqBUCG->~SA6yD^8G<{O3vfe$Fu zTV{&8!OsGU?_$pwp_zRFt|HvW$op)VfKm`YjshrqLzPo|#EOaNE4V$`l#im52nq+i zo3kL&9(%1k(Z|CU7xiYzgFz?Ihvx<8u|{=NDpyHnAZte)r3BV3b@pw#u!HAyVd8z< zi#`yQVv*x4eEq|KS38+u11_*ysx$i9l(sCTEF1O3FH=E_h6}5ZqaKR(uTAC;1!IX@ zB5kd^j_4KFF(ncqz;h4UEHPiJdI`PSIkf!U+5L>!v9>lR4C3d2YO1wjEgIF%25k_f9G~rXI@G6BH98Ou+{+|Y6)wpEt6H-T! zETz#{p9Vm9giWc5WCoBE1#Y}r|G8(!;T(m|sGDl-9QJA~0U=1FxR#0{G!nMH;19kXwwMnJG)yW8XjZtLOnI zJMn##IZa)VT3@2wWb23y0(|atY;Nq%oGu~A&=yXqbBNdToi-cpf(DcDbzLT-cW_fmcK(haS&8E*m3b8fp#b9ef1vELBZ{OnSs z-vr4v%V7hXwFVcSp6W{06gBXhG-0-%4~s)?VWWtHeOozb^5z<}!$ve47purr`7BtitV=MXm$j1?Sz@cZ-`@wVrB=G^gBT zpRdwM(Ee&dauR$FTDX@p&+$iM&Vlr9I1(Ml_`C6Y0RhexCT zk|>4-MId>TVl<^J$eq4gb2zWxr}rr8-d-r}BsZLUxas%8?OG&uhJ#eb)OQT{xHMzQ z0bq^1DuzA5<3P;K#Tc|dvinD&9<0LvH^J{?RPe5giYVR{TUqeB9?pIJ@s%{G2Dh?| zyOkV+7Sn>uLYjRO1m`-oL9*{gu$z!I@8dsfn#EbPVPecV&H#HPSc)q)dBl)pvH|af z*2vTv((cUdqc=1lpSQ&~Q^=}|m6dt@Xlvk)DlD64yIpYwJ+P3?u;Oe~Prmlc$>~2A z^UKtI9D(NHPU2ku^?f+E5Wa<72+i*C!FkibQ;~onQbdW5EtKC_8kgwP?-z`gg$;e% z;B;tEk5?pF`${$~q&AR>Sj15DRuuz$u?gOhkyN>7EHTkBCb9ycoG&#Q*iccEbSVn= zG=?_KCgCT*aL*p=V>_V z<~PIyYB}mSA^8ANJ0uzZ)2!`3D5i5=BSZ9abj3V-S3=a3kuDF7Yw=_ zzqtAE-{s9vffgkd0=Pg};^91wUf&Am6XP6SbjB;sf-(-7WqbXUNUV<5Pyvq#UYBIs z4=zw#@i1tpmeIwU7jE{LPR)(bWd0)$O98KRldUS^W=YPYmKgNP9QFKWb7(8Y5zm1T zdsenbBD@|Hwx?6JT=kzX6l0uy2&Smi9y$($3-OJKWaWHiyCz-Jp$T#~blec^ zY+6x?A~x5C!#@oi#~ zH1y`a!_Vu|J4DGflZhbMNm9PF&U**LchUAb_E1(B;tf$wZUNN1Gl#13!Y;(tmS9Eu zRtp*qUwpUH`t1kfhEW_UpBHu%zZT##h2vz|&2v!C=*N4TLCn8VO#dQsEvxXbs5Edu z2?RF{!D=VHXT1Gp;a^ci=+rZ-QFcr6PD__;>=3cdP03butjSAC z^7=5BDC!-((^I1RT0U+Y49QC}@9VFchySz+(kC943R4Q)He{giJZ&Uld_<7D3%zjI z!JZLQNcaB;_D#kK03eWPcB~yYP|4<|c|!kl2+Je5cP-nVFjj#Zn}u&&S)7N9UCPJt zAfCf1$%oDd2KN!?=RaP4MymX3aNST;mU0fN^=8u-SRqL2aR`IftANWryU3Pl2uL+& z*|qA84SYu7=WT!EB>9k~YD1;|5nqzCt$C)h2+<|w1Z_mQm#m~DzvAzDL=};06WTh?&^@^s;CifN| zC=xLES*1^qrtG5xm9M9f3f~A5I>VjOb*GfHc?@zO?+GVsmokeOfp@JYkdRGa--n}Z zrXFe)imfd05RDr7wm`^^e}X8)gWWnL_Ru7_v=T-fFk-ah0l`jR$eXseIE|QpYE$yX z=C>bl@idsml{nRAD|Ya31C~NhhO;q7EL&yx%vW^@R(1(%tb%?dr17j;!BuqIxS~g1 zGvx$MHERmMu(yHdOL{SO8JAqI33w7*;=yHSlyE>7UjRjJP>JkCgWoS=zV)*rW8flW+{4bl@t%_`f`Jno&6GZhDTH%t_B{9?AvR9 z5$EemMwJ5n^@(gs5w}EKE*&tNDB3Q4qGd&6DVM0njxLF~j#v`rZ0Wf7r~e)|_gg1A z@AQd(-!>IYtg89GL3UAQXD>^`H~V5|x*gI8b5i?)SL4>HE(!kiBn}XxtgJRvTRTL2 zy{z@?+1K5}au{`)F6A>tG5764KR0YptXf@==FGKvCnaqoNQ<&L3fK!hCERsGLpM)k zO}-}<=<;#brfYhB(Y)fFM6|)!7Y*R$1RO^K>@Y@cNdp3esChv;u zGd8kOe=*LfHC#$*)rX*G!#9poN<3^z#qhnl?{@0Qy+z5bb9M4<`8d5hw;5)5hqXq_ z%8xWr5M-awJ(talLYac_oW!58g5jV?tBIkI)-c%)9w<VZH? zR=QUA3nNzc##5=s9tUXxIH1j(YqT*U3j5x$S_&L6-4^psyKi0#^;~;Yec~QzMmgmP zd}|#BTP}5F=bhSCl@k%#m7td5lw>c*!oG*oxvzT>NvC6T*H#cF|0|00FP{Ssf?#Z@ zRx|g91kvMdybJ?!Ys>%RL$nZ1ArCsXD?M_W2tRlAKo`I&<`5^}TD^7DII}^ZRXSA9 zrS!#7L>;NLEF-y}!bX`wLZst{pXti=XJddR@CV(pAI^Xsm!d7{LLxQ`%tO|$Bp#!l zh=KmR@ib4(Z{Urdj$?jJ0FF{04u$fLdxS;m^|{)Sy47U5h@&X7PB>Gb&I7@+GtNjE zd}MuT(YjIxD)W!xE@%+QFZfeq$psAmdMbb>%tu@xN7&uLu7xZ2vvlo~y`|u>B3COU zI=}rMG>I0;dzTBml6p3HCNl^~*Uxe4bT`aLO{y!er+>R1BmgqAp zo=I46)6HkKmQOjHC~CWyCNM*n>*`}Z%rm7oRsyF=^1{gyyOYXrZ?EeKq9`rwXy83+ z!8S-|t+cr4J%ym3Mqyf#Nn=o+^{!fBZndVkbxxXj7ACFL(I-(O3qhj$0-A-i)e+GJ z6#_M8jN*96B`kjD-5jAx(Qgx0mZacN^dT8&B+K`=d~61~%fvCd`}O-JC+2d+B?noR zZ5L*ZZFF^@dor4~$nfvT$3Rllok$V3+gy9;Zl*_NLZ}IQ?Y*dyxgS4%)4bRns@pj! zo>P~99QTlkD)W3L3O9XZjvG9%rPgyk8cy{xi!T%h z?lBw=CUs^a3&-WeP^&O$ zO5Z9Rwxt#t_T_?5?+Y-z#HCD*@@2x=ccX>zI1-@?jxWapqwMP=y90QLsO1z8uj*X7#8K&~6;HvCibR^ZHAp1BT= zKq_m#oVcZhdZFeD|L$Y=4>^P)%N79czcLeEZ%8AnSj(>n_+Zf-iObF8Q63I|9&c1~ z5~W&GjZIPc1}VV=QuZiV!^jQ>Zp}Ehj!wNW=G-<6v2sAOWLZB)NQ;p~o@oM|(OWN_G(kuW6;BvLFvZ9yoh zc=+D`yT>KuEmN`?0(C#(X=6shXZ2O7ZOx$-yg+=#2$NGLVuzQ~dO`8O6aSi1ao8du z7z&WHK~H8-qa+vAq~|6jxH~bG35v_DT6J^!+uu)-Kn)06nzl%U)|H}+e9PnTX}Ogb z8lbO|wG*cSV(^#l?G$-q?g#2H5ip~$qa;CBR+#sj} z_KBZPK=I^InS%S!O1q0E9nmiOm?sMcH zfWm=iS%3x4kxf#J6gS5`w{lOl*p+Q=sa>?^|98%9Q%%qsrb^1?u8j7oT}(owlqh?- zJ@i|`onty3!ixnN>p&JDkQ77mBV)+5jewOP+xg7fdVJt-oo{P1 zXaqY3;HHpOgU7{|ovsoWs7JFV&-J!CV-xr_4{K7=RYuv_k&dmml*e40kEOjvz$E0o zjd5AeDZ#~+UR|^-FFu?Dyo?HSvn^)#ats4rjph(meI&78-y^gUro|>M7kDVWQ`Bg6)d>0<60ExHyHr7e@dlgUlEyAY;IWKtobAcS**ieoF`OQp8AR}nOOOeJx0fj6bY^DW1KDHRfA|#fLT?931{UtF)<+jgJ7=?%pkpk z^{zX?tng8Mm|KHgtFZWxE#F%^cYJ9wws3ynC*6KKrl)keSuag2ge+$2`n4LwRH<(R zMGFk47@wgAYlH9q!GzObO>*ZJJ>&+9oj4O#OG8ZSo$W2WWE;GUlqTW#6E|c;c0?@X zi`<>9J$vU79U-9;@IwgQe3|Xs4+0hq60&$!q;o@|tXdVx3-uy;o7%O2=?}Ol{Z3 zXFx{{#lOnt6`Q}oCW$ae+`QRhgu`CCJ@?sQqD>nTX*++WgG^6hQd z6{bRofTKU6U~c@;DtXkNZk#<}V0Xx<8o0mQJ%xNuK?udY?xfsl*DRLWS{K>}?obqph5d-k*S{*#mgj+s95kwYSH)AldR6`eo;v zWAl2_owyH3RJ7>(SuvzvF%(jT|B?m?p(CU7d%de;0Q0IWMxa=_@7XPvDt!9b448jt z_&LYf$JGM@>_j#Bns!Ql zl`R}P;pphK^0Vf!ksO%BHTbG?m3OOyNk$spzs(a?hph*~eV`tC@#t*!9v&b*!WV3b z=XkE?olq-DdMx`?FB%=wD24^0t}!7GA@v6b$53GztC>9N%&tcz>tKl3qfXyd0y%0D z8#!(UQj#y1JN`>97xX7ua^C~Rsx_X1dXu%V)%|Ao{7cBBQK6uXd_z}U>(kR5B!V9# z@I;b)xX1m21kkI6k<2Sci^HK<_}xq&GQ#PaPS^*V>S*;D)f_#SHolW`WNC-{rtNSF zaOcCf7YJVM>))YM=);x|pX3;^ugE1+1~2IzRT^Org@A$92OuP70P2dj8wk zTOWcUn*R-T`H26H;&7D0z-t%lkj19qA&*8IFXIRO4-|7TVnV+izGXDk>`?Am{4_^g z|8l(L^evE51~YbTzt`P)a-39nLE{3E0xJRY6lO9i7&+|d91Xj6?0BbJs*m7z&&&F{ z(?}_oCZR+!^_^T%e2SX$D*FU$Cf#TVIQTFP>gIwD0t*K38^K9-`pk!=!zm$^%6lj{u%BT7a(%G zyyEbc!Qd~4%7%Jn72M8^ROqNqCJ4)h??MSWDRWtEO6T~+?;Addhi6mhr__0SjYDPK zGSj^4IM!VzxlU!TcSP@!dl-~RJRLXBbOJrIx`= z?0`OtCXg{eR&Zbj#?bRKW*i=Op^UrHt;u23c(N=%(-T+~>fPOwT^<_`fzN*;yn;DN64}Y?eBNi=F@T7v`wan>}E@d z^;g`UQ9yXSycx&pvLu7!JGLuBx^ zYz9=swVKOf*hGau%5Ni5=xTxZVqZ+h%6^lznr-c)rE$53N&e+*9Rx)#F{BQBYUXC*^&q=N%0iv!TyZ#jeR1YFu!0R( z*Ge1WlJymzQEY)d29Dtv2rLq+<@o_0BY_wFVU7j=LVl}Br_g0M2c7?=FL@4rK}({j z#Y_nxFcrQ3SP@-Ltkm4%!i0BKD~GaObjF+QP8eP+w*wwd`qazG^S~L9)s$svGL*m*Ij$6)pCRhaCqC<7x2u;ZUpy&NZO z&G_1EelPAD0EEZ@YR|yZz5RDjV6P^_y}!rU7^6<*46cRl|8=4@k~Wayt3O&HP&Vr4 zy&41)WANymN$9Gr!b1%`KAgybR9#+ln)tY5ONC4Gang;U*Z>O2Dy5p3yMC@xy(LtH zD&jL!Pz}_zHu_tCn*nH*eCQ`v=rX5Ut=C;|ItZSc%yix~^%BcI{6xik7pG7R4eMH%iaJ}9R(4|ugv$gG!T@k4^Qlw!XO~Cu=Gbv$ zS-O6}2;exBXpz>qRbQ=RT!DA@S|7AVu|D2Ryw2W03&l)g&{8j#y)Tj+8`@T~ip#kV zswV!>>%bYT1%+7Gh<)Yo!y=W`6}-oTRJ}FcQ|PBZQyr82#hUhCV%d%eZp0eS|G$@r zD_cE2@WEjec#|q7T0+mm{$X6G+tZa$1i7QcyOilzcR?->YrH%LbD!Ch7u z4uA(3g)Vx=d8M|epk0F~;;`**hdVA#Xc*jpzK@rc?S%r$lt?s@VI!WTpS3OpH|yDF zLcPza2}UcaI=Cg5l;WTrE4foGMF=lJ9zx$HTpy`$1y#WT7}}4f{@RQPAA1>491*Ni z0K&8>-6eT6De#o;xq-ki48r2eOz~--d1fr=@(;G_ zG@3HZzAL$e1)U&BF5WvRnN$pLEKZC5JbvUEV=`P zj4f&@qpNPUq|5Iv$bz;p#cCp*6vZq0zYa%|+sOp5xw*zz!ndESgD6u%!*DN$z?RpE ziSUT;Y%ORbprf^=ht(?$EO@;W?h$2c1*J>`7x0kd;{3VhXg#qi$_7>za7DJhW+l)c z@W$fh7jY#|u;3g@oc}Jhi@WL%N1uG1WP9bt;*m&YEY1a`y*_X}UG`AwLroy);F{dF zld^n);Z0=^B9l1kg}in?x;qh0j0$xMXd@WCD%=1p?MMzQSt?GDA$u)Y)FzjQnPt04KfBy59m5+U-vg;$amJWG zsEqb*;&>UJJ0>H4t@>F*rSdvZ6)G+b1rz0hBBb1L3?bC3;P1&jpaiMkI5fHlh6H8m z7k+o*aCe^0keEI@?Z^^0vSEDyPAMxW&CpQ{QD}B@JUpnKUtuy)R_Qui{L&4Y*=_bH z*CQCaV*TUIk`Q*>U3M0!8{e~t={0xZH3e)Kol?6cGJ_Q&+8bmh5$XD0F&EN-YbZQx z!#VS}wr_@Dw_wXP9SX!~WTusL;w)#)ilDp;AFnH@YQKKgHu*+am!K^|wg@ z)-O2+YbN)ylKFD0u|n$;46emDO_>O*9b;@31x zonaXC@oGJ2=8<}Z(wcME@cNGQvmulR9`=*-`R-ZKv-v~U*Y)u){WnjBt z0(19Fq?7!Nc|6CoP^ z8+doeGaQZQ?^D*JIUJ~%FXCZgK>GinyaN}oZ;d*Af1TW{TwF-}T};0fCh_UvM~uqJ znUAYv^3hwWw!XzdK1SSN-)%njrCJ}>wLN6xtKa+y!6eq1Y(oN&tIf`G;3`XDJ=A5$ z*~zHZghG>u=gBPNY#KroyP)0nIp*uuPK@?;fw$`+ig1lRG9OKO(?o9#G)!o)^i)0$ zjjA_^l&qp`wtKn*W!RMP0K7m6^ZSrah$4V8Uas-cCbG|Li$(u)_~UDxjU#?wK6Ef% z2tmuq7dRmlYsrpXVB+@dV557hLWHPmg(IcUe?QgZy}&n@7+M3V0(yalXn1Pq$HUnB zZ-8$+>F|Q>t!yvSr@;|kF>2x(?gI;%w9BM#k}at08p+Og{3@@ZD2a$rQb)eI+oeBK zHqYbt$ex!~>_@rT#*c7b4)+l<9dv$vncFemtEsAr_qm2FFmGJ4Y&SYsAPk2=MHpim zEc=agUNIvk=>QDO)!BQZ&pXcWly9f;Rc`;4u~cNBBUc0IiwYUg;_)5y%xV64%$|CS&2?pN4J5}J zOTi#>ClFg;Z$KR?Ns=DHFKIQ1mVJ!x6;Vx)HotFCFm!gk%p z&n>8IS$3GFq64!pn`S2=D~Upj8Z@OK*rNPvDVF4<;;3(2(9$$>8QE24ty>|`!Q+_9T#0jZ47iesWDS_3fJtUU3htn5e-+UqnlLFrkSa!D=H%Z@ zB&!>LjrtnthP^rPKB|<-^qqmlxg!AG$ML`pTTDgC2u)u#37;TI*|uyF~J`*vPdvANV;?`JQ6OF5?wODM99QnJC%<@jz$_07m4 zO^`h1XmVHGuYtmp4EpADOVev3@6pb({6^i^rfD$R3T?+!zr&jz_OpbtNu*NB3SwE} z&GR-Uu$xSL?ervvD%@fzmi9$KE(VR7BBbfEE`uP7i;JD6yXSJx}<>1Zy} zIuS<36=qDUizZo~KiNvyp$`5&n^oFy+Ch!gDOUlf32eFrTW!lgrdj^!tvmZ@{i#S9D`E5At9= zXlIOsBs=F4{yHneo2yDoFRZso%87)~L`@>}o^zAIxwA0&-sN3^L(qCFUBt8K-D0~7 zV_+oj5?D_O9fn&jyB)}&+@8h*A|8!JbAK9IkGKNQ>GjFAw`likY~bnI-r4#Vf4qCc zoIlgeLl1XdxWsjS6G^E{cy{JuGaZ2J)_kJVe}7y~PZJGL_Y5P11&TEh}MG$u5#?*aUWMH&eNw>-@4 zL3dpc^RnyZQrBicX!GNWBSr%TQA9x?nxc{Hou&m(<+}n^?5*Luc*dIV$<792S>uIB zY)NpL42eEwk?p>tg^@j$pCM^qS-ASoX+P{Nai9^+$WDzXMp0mo(Pf$2mnYcQ=@KiA zagj#t((^6d#&aqRuvwfPS|JmcAU25Bf4wp{T7y&xhZ`877Hvqmw}zQx6*Q2*J=IqD zt*B7aQ=)ay?*R`hE0v|dE9|*gELu%GR`$#XXpl7^!M5a@um*j1b~M=^o&+^BaZi@n zH}$DQ#L3!Wgf_d*#3VP+`b^0{qqR*mb@yRE>bMuE$T+7~Q12aZ(4!EOjbWD(2oXm; zeJ(pTvY%KN4=)bcu-HyR&bLw>*~1qwISS zr2<0ISDwPZ=~=Q&#Ia0nAns5J;~2ciF<68kYR#y}Lgc!(Ev> z444AgrCZ%i46=6+pTiMTCPAr8#mzKFu92>I;Q!8A~tC zP@WEp!4Po}9Kw$`%GDEz{AV%2mL6DpRmlqt08Bh-KDDRE(n4^Ny%e;GoqSoi^NAk> z(2yb#*1*P|EaEIT87owmHubiX-)8h2H)Ywig z;M%eI$U}SEgjLALi~ow|e7e5(?MowB2W@hMb10}xMa?yl(Fjt{A7SH+t*||+x*^YE z8|GlnYoQc9Fgx(Kl25+``zvi4LiXbOE@;#8jA=|ue~j6S_cq;WXZr^|MMU=YAeVlv zW4wbE>=WgGfIs~B{rR>fN0Fva2^1`N!w>>vFY0q~Qxsgzj5tXZC|R=`5g0MkbsB#h ziVncZ`r!8#MXLUsO;zIWVvoyybcIA)1XZZnK8aaC1rm&v9p{W3D(&#q%{#>MF>U@| zUo>Sf|Kdb5<*z#8f*FZ$hrdDTiOJJXE^uebOr;{v!j!3W#eswxV)l@9fVf88l|o;9 zIzbxdM(tI`u#acBAc1}bigB3V>}j=4yEEhYhtqf$0j<@v8S0GpBL6*E+<{uWz-r4A zz|@SQHAkIi`Kl-X^dY;Y_>2yXH&iAUfl&T_yKtRIevjki-L32{*?FKuSVi~J7mlon z)%P!G9BQKPF$#J(75D5O6&&6)zSUiTLa7``2!HuqLcUrikN}r;82u?GSZFBdM%v*j z-NZ!%N3krvBFD)iCTI>#eKMf@4P7(y%p5fWl6MA;D)&1fE!ES(iY&4@$T-Gx#{ColscADj)nmQLjblGltT(}cSpoh zs=Z-tItG|2$K?pt0Cb)IjIZLIdx7~!ky znNuGH#3%_QSeFt?zrDDG>|g{hBss`zlWfJ>Z(+gWT?Gn4e(9z6V>cGiys`k*`Py54 ztlwFde^j$CJ;pukmdM_UAk^xmPI_Jxp%bjez@xP}e>8sfOzbfD#(dSv0sQqSF|o*J zb)ChH>5bM^Y{bhoEZYnI0t~oc+0yE7^P6h6q@h)&dQ%}G1c3^v2CbMg)*N^1No~Cr zNjPDNM2v?nh~4A}K5AwNXx?wZcqT^_a?@d1vJgwZd-4&n^i5Cwqo9=GXrL;0Xz2Y( z)QS5?mh4Ryp<;L4d?c0$3crUF*1UFp+`%qyB&hGy0ic#LX0v8eN;+YM2(d;+6q)7O z<_kzUR@lgXGku(fVO58fju|if;v;(IP;&r$$I?JOAIBG_DuhDT90spq-{dDt+#nJv z6l~lUbe#^lVvQCakzSjroV)_Io+lL7+X6-FF!|IKW?HQXbl7F$;+!&hDQ=N+ zc{M%bB5ZsW`M`seVro}D14l zU$zn1vo$z^^l~*z%<}A^KwapS4LS=V4|HbwkJjW}0>sbRil=HR{6KBK@F zrSTzH9pkmhgia)v-^eab=XJ320f-wVvcE5RHmR016ewXf6}(E@uDmTfY5~xgu%#+{ zj^ZWmc71DbWX3xLnWvubp$7z;DUhpX^u?$U8hNU=&c;O?I0+Qxy@ql`e+|jFO-qgy z;KZ8RGC+&=;vAb8Yq@8x*I1ZR!BIQ}4_ z@Vfq}*j3Rl!{mlYC=y~50pvG@Zm&>#iPsV+R=Iw``al3(MwS!rBSv)#t&{oSkX8@% zh{-#*lat6&TFV|D9DDJkEnqf<+B*`D#ff_x#mo2B>ofr{E?O)10<%Aw3(LB&lAYjD zO3U~E?5_zaqzr&wd+tbwNF(I2)R@Y=aV2oiJH4|1*yY=iJ}&g$a-Etk3y(bHT2D30 zRNVgDf#Q_GSuNebYBo5rPj)tCMI@oKRh;Nu%Q{`~&`Dk+;Pj{1E3SPgAh*-xt8tA` zymm@z?i|s{AI8-uaD{uYSEFt#y>-mpoz3}bELmCG!1;x_!T7R> zc>v20n!v-yxHabmKyOiBAX@Ka1nA2lq|cxs!wIe|K|U4QM7kEDok*>|he!y-il23O zs!@sxT5blZ0@Q*jayUD5T|bJ1BPdKkb^vY}uIU5QaktHL9K;JrG^pSM31~FhuEG*4 z+q(od2^1l%nOKREcViP{E?MBGk#W((Uud(hQj(^&C__`P|9r=YZj>%nx`F!4Qkp+@ zM!Zu45Cv`$pk1N=>>$=+UHw+_^;)6h2NG&p1$@`Q`u#qa@cqRnpC}8v3V@%1Q@%wI z{}eb{rS2>Myj&Mm^RtBH>1^!yJ+logWfd~9%&Out90_DaZ-SJMgj~DrKC#J<4w42sV_3)yPQ;ZVkV$q~s zXdFbpX&H5jG`EuG-aRX3;~6GGUyZl0Q&JVE`B!mxY+TFP0XP-x?v*3v-m9x!q~%2+ zi65z~dkPYe@wW@DX8lYG!l>^NI|vH5a5&_P?ZRegC;p$_mWbFuTj% z_&qq+J(rI&iwLhCE$qi)-7W7&DsA3F3RYe^6{#pu51SnXbI(z8G6!xfuIe0U&EQ@V zhMV8Q6LJc2QZ(|!TFc{j;U9nKJ+tJ$->@t_)HuLtNdzBNn_%!i)rE=+64w}uw#6IP-^d|>UX!*`A2_+`ld$#aJrO<5Duq+kE%Gx&b;WJojT`BJZI z=s>n43RS~Iv+hNEVgxfwhf~S!Nx`GaL@VC{B{iu{qy{Ui9}1)t6Td&-XLi&?D)nNp zvQ0i`1ARiqMe-W}78vNPQcLd+TD=p*I%oX2NSB^^@!IU_e6}r8*sNneaqNB|#Na6>tBSG$q9f9)l0EZz6j`>w5yDsMCvmdYOyu= z&2{IdW5+TZKzlB5=5B_3q9+ur*bA8;+r^1fnPqI0g+X7X3APh&UJFvGEW_Puz7{h` zYyf)xrR;1LG{RoK8a&+PS-QPnJx#M86D@jrGVm&G2J#|c2F3NE8~08{E$3JGhd-jXY$`PRtgs&MYIHatyJ6kTc5;Vnk(1kS z#G#2jQUARpm`a5}^%G7z-WV(0q);YvoyGFEl<)rNvN*&FEO6U|FT>w--5~)Q2^-!> zspZD;ZJAjFEA>=wp&tkFm3rFSh12ZQTG@h=Z{I0GB_#Cx*AZ34Q`e0{1<`1IsA0jE zy+Ua66ln+RAnBDtyyyu%fI+YJAv^bj(iCJOcV1!i0e3!f;j9u~gpXuhyPW1etIWG} zTET6JEUhZka}|QX9_RwzzkvrS_&*>Peg^O+_kNi5zUJsU@IXdIb1*AkufO&PH#>XS z3__^HJ1qx$C_lX998(SXE5*WDAp%|BK(?|j8v{Cq8)ORCYhuKTRrIy&>OjdFQ zUjwG4`^yg5{dIK z408|i0fQ}JWNr50&rwfrrNTtb%)6+taUqvl-92n8VkAWM%rZqI+F|#};|#h=2FJA6 z_I6AQ&a634V%eFD{o|wN!FE8BNrt$5?_2!Y8_>8h?FrAnNxrXS+vHezLXMhv_BU35 zoT33dN1&uE8jMOPR#~QeqH@4VY6vT=U(6jpquR$uV9s=TmWzWS1L(b43}%&GjiU$B zNN0(FlRDt9o%vl@$|l@tq_-lm#Egp^4SAY#Y~FOTfblDisX7Wf8t~~X#|{iZJgBQC zB7BF`uvvj(+JZr0F4<@5I#8;Rh`N_1Y(sI{H z#OBH-ABahdjP7}rnWw@K^E(56emAlLv?L+8MkY4&Ew}~9tt1h~?r%@!O-xqYj*|K3 zW;M8(bJwFNVbFv_UG^d*KSd)#oDeicsi*tpc>GUeFBkSC514tuYe}W0dz*o!Qovd9 zjW-+Y#>vG0vn)&a9F2o@9qx0`;vAzUC&u7e^?Q^$sDZQrj3v3-Jc~bZ%1MlVLP8H8 zxOvC|_Dv+t?eu&RLP!k(S!!IOQv(nR zBvzV(9x3BKl5DPEbb+)mVp3GB`u;fP8TmW=avk9V&J)XKu!0v_z8>ys)d`_x32I zZjgGey5&T=lw5BMjF6V5z`| z3zH`wSyb0q7!RfY+2^N{nZy08#I*UTu$ThUU})5795SoI3(#wOd4y~#OOf@KY%KLTRcmOV(R<4~Pu z*s^gU2qChYV@`QKW`kWXK6Q~`aVZr<*4(q8>27Ia`QNjeuxJ-gvxM>BI4{g?eugK> zF|486w%P#A%NY=*{g^A7rg)FOrn*L3Cwmw`Hcr`La4X`o?q&-d?_H?;2e0%svMU@j4=HqQT_ z^;i0z+_83?o}$9ytDcO5ja4yg{Oa^H{>o=qoqMCZc50`jOS}XqF7_LMzP_H`SPu?w z_xrjj9(lU^!WRd6usx{INcq!P%}`rw`E!{ZaZPI^qobap7ISLi4lO>hFRuB>WO zH6d!gx05%W1;t7}Q$#ZdpG77dLiBGZUB9b$mud})&k&`XBQaHKX5ep#4q~1#mo*mV zi4OxYo9z$^+}y=-=jpiA_ZE;}pjWDtkHNbu>#ZRnBgBOULef*Q5cX_chsBAUK&=?b(I3MFdGMoQ*ch~;0lEU{1sy@el z4YkrwVP-tpNABe^YtSNMysNqV1lwOWHGd9H$}ltgz|u7(=v+3N2{3V$ z!Raq4%h?KnFw^4Y?4}o7CW+fU4};8^r27+K%>!TE+5f=RKhf&>?7ScuA);eg>d_kH z!Sl5g5Iz8LK=9y2PzwnT%Zul^W0RQJm6f8j8SZpuf*;D=xd~gUJ3g&&o$6X-(p3i< zm?fz7S#I`mDixSB-w#G|*BME$FH`c2uZ>V94HpozX1|lH-QlA5yOtqwmpGH3#+U%w zbQBVfpkSb(o?ebJXeQ4~6d-E**=y1x=l= zP_ zNjO`#VDxcjstX%MICM>02cL?8T-eHn9*NtvfSJuWuK{*`M*_FP(Tnh#=K^N*)D9-oM(#P9g1m1ONP*DZaKFACA3Cw zTVHp4{dcAvl_e1+OLg-WD!S$311P&S@8n*|}S`kNb+m8FnJvw1UW zTN)N`N+3RLmPVdU@Q&r)47N{~r$~x6`NpHOPX~3TkjenA5-6azI00000 z;KS>q-i}X=0fe!<-zqpfF4Ljs2g0n{yu`MWE<0Pb4&dLaw!`P>bPYKv(X)t{lP3pI zhtS7|_hPacCbJBd5e~|ox&4VeI-B%wup#>qqlfMGU=6Dz=EU88ghQX{x#gSA;t1p z%+z+-j8Ylj4Q0Kh(Y=jwCKM`DdYO8z=c>IO!`&zQ-0bL3q)lqOn35yO9o{r>!+EwAPaD{nnC2qRZ`LeNakIh-d)=qA?-(Qn$!iQ@8;coZMH)S(w%C~ z&PL}}O5>#E)fo>{MU@O=OGnk!xG1K~1xwYT$k?^@<$V&P&Lw8lC`YStlsgq>;(jMM zAAGh0x}+vN4XTg1R}CNHHLYx@xZO{7j0v}#g#(UTI{TlUL)Wb1JH=>o>Z{)|Bwl!* zZ~Chy)3G69(ucbHt$i1~4IM?-I-rH5ae1xCHJEXVL)2b@`d203+!O%r*NznTI{OcX zY9D(JPR(j6QD2zmljS@*WIm>8932&zAub}%C)n9*`9}AuoDez0WdK${slR<1^fJt- zPT?%z!ezE!9XhSX)jRDQGbuQ{2=Kc^tqE1pLfQ}&D=;#Be}|lVQ9B`}pJX51VR!Gx zkL1bs`%mg*9YmVkOryi-0r`}9s{gB{NkNhug1Zyg51xyK!fakOTYD*_9#hhc$`~Pp z>xmhH_JK`(@vQ>l=~{F#)Q}?c&)DPn>NM}FRZ^vSpHhr}Bey+VFZ}QPD7egG2EElc zTw%$EG4F%&2q~XvZ^9&UnU`>Ziaay;tly`#I>^H(>Q^~gd;wo9TnMJ9u2w5MPrH*Z zU+`QzuhjPwq4lV(K>^$A?<7fM=)PMVlsJ{jU-9|fm-bkzc0GVMf{}3c72{Ys*F)Q* z^Xn%vZ4=iMWuW#A){$H z2dtt={xzx-e}P)AmE*HVhZzP!aiXH^Arlf$)}Puaj>{E&21lOXL{h zHtHDgv&Z7aB%IW?mFiCVf1g&07muocPbkDTUa$f=4}KI(+Es|YSv#Aqm!}wOuZHbh z%ilH`9!7!3E;nQ*9rYAv5t9JywG6?n-4lrj^~m&Qn04T-oa#+CaE?h~YI+-F3pONn z!ImjRSw1Fp9$~Nm08E^Z6XCPM5Z;AsWX}nXZ#v6Bpn0V|la$)m>xHCR0000JW=8n~ zdaGJ7Nc?ho^75NoIq*X2-ewnbF4s4N<_jojqYKwm?64BnM^`5WlTV=8??wc0esUuk z_)(7YB;koC*I5Er!VeR@7ddEr;^i_XPR_E9e>XLSu>Vveh;VG#0}~(1mQLRD6X#MW zo7*BS7$e3E6XMprP&`8c(7|5kW0+RU$#Q zV5=&H8A4@J{2P=VM^n2iBYkBJElW9#TDhzOcmOzb*xJP&D9UY*Vc&OXJ|QQyszYgI zyMR=ZS!GopLIegT+r)K?-iFGvKTu5aa1^gFlC~3l&gk}ttj-+}P0S{|>qov1p|mY5 z*Z12=XrKAIx}`E3BMM|C)H{4@#C`X05x)u{Wll`OfSl3+%{Qjt12%#P$$j=Zb#?!{^6-R@AJlWg;t^&E|YHW*QTbz*ucs*m;}=By59fP{rLu zC-^`Yh%^;jj;!`Q;XsxvU$d{C)Kf>}@9^NZb)6>W`E=9k=6{MJyun$SRIIsHs^z7} z8G|j988Z0;nsP0+Z{N$35Zu{-y?TGOlMG?~XUTS!<;$iPeF=a&bSHiXpgxGc`jjUW zAj*_8)%voonZmiCc@j7mAZ+g;1j2#C$xli9i`C^e$QJc2=B=e_2wpl4$_{NB^wp4! zbYvFQZwQ#0_jx$dvecBsubVo3`L}QOfpY%2&ID?@H{NNR*_&5PnnbeLY2_M+H?GN8 z_S2TEE{j^N{1){iSTB~Fz!3Wa3Mr5*9pu%a>fS?-u_#{$TU=jxc)yuviZ9l5O{#(^ z3bm&=SOX(WTceNmyr3cKAw~k2>NdyCG!!r^d~_zJM?v!%6C!i{Rnk~}e;&f8mox}o z#z%M>+^$MA!_bTt`q%;Q%9)=ix>ikem);K1zbDLHhvF^;p_DRU6oFVKcY zp5Xa$yb*WLbsHeUQo!E6+D38supiIk(IfgN%^eFE>QFnz2*g!`OS&>mw{*wMEp#?f z=1MIQ?tj$TUKG_NJKZ7-k=K$HV@xStzJ#+YZ-Z6`_}i`<}+Api{_F^q$naF6%w|5$O& z*^bySNl4Trt*%xLgNA?-tKtINlij6lO*!89ZzX&uEx8!TM9r>Qc+hYZL(ff2EaGM$ z!7eTnv!}`#?sjeGuhRN08wDc3;8`FI1se_Bc=&+(7xU)1L*!AOO zYb2ba=X}5xu>b`3{@{XikNw0EN6dLFaCr$wX2Y!<9GLIc z00000V9PA{NP7esW)xdOb#%E>0LJQ4^K+hOT$Zok{_Lmpu{G7kU7t5n$ReWNfC@_h z-ewsxg~b=W~Ai5A$yowe&Yd-o-jIY%`-Pwe2H#*V-$<;dor~ ztyULz4mCD0)d#~9Wp|TF)S}51y~p_7bmwLQsMi%EW%Z<=-y+*FZBN*3=bENlZHkQN zZ*158)2!!*<&C_9qZFGL`tu`uH^Rgm*q2D40F1&>p@_kEiW1DPWX^(~_TrgD6o3}w z)=fFobdw}gcMY~{T@UW!Pj7xN$#G66>KIab70bXeix~Oe2#sjzI&LhTG{GxNPH<5U z;9{ssOWHPZMd;E+Ef4FtYAOWB+AN@{hW;`c-E6);czE0b#UU%Q!BznA%((%;gi23t zS=Ha8NByW{u%qh*x!ignhlxvBGkmkM$CMO~3VU%fL#C_Tsk8rS5ZIB&TOG;NC~BzU zchb~+>oabC=jeC_2pJVJ6)Z}>X2b8?R{?BFya*PDY^-ztw+(<%LcV9jtr??omh=Fm zfLMgjM1s&FmnU@g8IU8f#wp)H!BKEGEI1p1aw@mydaUjwSKdDMfnl{YC{we{yi%>k zPFnHJdY(gv3)XxGWHOJ}%4(=@>S!0a`cRrx0Q`}{OB6E-kwgClNL}Bgf#xYH3otq_ zZo(H%WI?79R3wqTIe#*TxFw&8haB6{c4#6CbhlaY;8IQ_SRBTy8&~J`5X$obZktDL z;4ihGDM=;p2QgL8S4$^(#YNtq^^$wUQlD)J5pE~~1Q|%aW%KaTbXu4E(C?~E@vN!` z=Ar-!sU^F_pX;8gT(<8j)kyi%`Gn?@ub}b#xF( z&LG4I!`FOU-N1t^NymV9Q^9HYSXzV;Hb@uD1FiKaAf#V$lY537GO&Q|2Z#r=Ow9Hb zT&W~LAR6co|DDI`zibg{{hC|ctj9hJ=tvH+8wbl7f7l5}ym-);wxM`a!fbxzNzrm$ zbK_;s7&CWov6#Np!Td-8I-{N{9)zPV)eg5DFw^#TDvy{yRRL@iw>E^=gq{ed>iHm& zhi&7mQ$v+t>iEXgk>kK0897=q<2plGUG)s^HG%0@&wZMA4@HC3kg5K}i6jg5USPj1 z0J>_+fVSJAj2ymlhAtO2oAeS+&9qn(WM0N^w9S4_c2}0}*oDo0qhpcO4nA;6Wni%3 z@46)Kmlx}{J>{V*ZZQT;L!wr85NkrQr6p2Q$DB6^fDr37vMY9|82l`vFh64m4|4u! zGjukYR#9ydIK|kS;J^Ib1gsfziMUL*rCiu_?njBK0Ts)#XM{aTU_4w4hF^qKQFh^0 z+Gcy0IxW;9DSiLcz}~Cy&_dyCS$xz%AoSQi?eHV6A5VGp;Ek{X);H-M+rqD-d>iEO z?LQ%+h#uf=A|GrjqVwSd9LY}yIxpVwl-j8I2y>FM1T)N(@k)w5EP6wXpB;T{Z+(;D zMvn(Z{C_kSozV_Ruz;w&O%a|+lhN@_aUk){XtU3AfYi2~)w@oBfAVmJxBAyhkY^Xw z^h6}jC8p&J5rm8>)n$k0oQD=-Y?*yEp2KJIN`wMSmgtY&(3E0rIApPK46(#lo5zAIdjB%OT)~$BSyMpz3*ATpJkrlqv2~`oWiX@YxtwRYM~FXS2=B|FUvwg( z56fM>TXQ^;y)a(erE^}oO^?Ihr2OZUsdbvZp!e$E=M2}3as0wSo(!GCrQD_frc661 z>oZUMTF0MZ!k&;R8hKI96qKdtrVDOJX047ZO4yWy5@f}orqa~r0L-l zGEh=)fe-*+W*r>~T;~Z{{(1@zQeixse^CYiDravL5u1DZGc4EV!%^%|~i7C~@xt zwLK#hf2~$3Z1Ui2dA`jz0INI8MqBxdaEJ+|v4#V)eUt>_gE%V!7RG~OOi$fHcMmIZ zsrWR&izJkW#7a^%taG>D7ln*t^d23;S@F5P3DH^=ZSnoSEFmj9RHOOPnLA5kj;7{w zl6fIKp23~iN0hQ>apF5C`h|~erLCkKJyeCPRLdJnG|=61PT6+Mz5Z!_ydzWs>rt%; zZC2=D+=aUY;37ic0e!yOo|2H>(E$T{eOu*ym)#KiPb+@zN%c>BxQbVU-t@`%O1D7g zE^D*43EePEgKg7W-tO#knV&j~%2s~gDR5$ZMKy6jnBnC*0jE=WXK8qo3|VAcHPaQ$ z>#v!RleP^wDf7ei9c5P$%ZS61A7EOpUJMuYAjhzjFY`wtfu`*k#tskgz)#Z*_lY$& zxeMPOC4`}Cv8SH+wMz=5%EFVrH0tjJ%>`zHA>l#CQ^e}=r5LG$-{tQD;w518=rg!0 zVHoHMZ|~#4Mha0E4B1>U4ZAVZ-fk+}bBOzU4pZGkb=$Vw;^{NN_R>MkWZMVu!(ej^ z4y)79tglHIfbFcl!t2>;0^crhgT}JZOLPe!6c{uWs~n%*E#77uhzue-?}A&{l&zbW z4rE4uzsi%1S0@*se?cbDV}C`-Y&FAh^L^{Zgf>yt6OQ%tRq~DEr_ytG6mfkwv#A2m zruL)GH?LKbQ$+)K_Q*ueia$o_(A{5MnO}LM7G;WRgPn$x@*u{D9Xu>KEidE{K8=x$ z)p0K}Hn26H?4@~6fUzb;_ zY5IPp1_j*~=FnA)aJ+u1LNL#T)^;_hx8VHLVD#RL%39NR*Vw&5_iN3#>WlWsh=tc& zLom`OzCCAsRQo#yYlSi3-5wM!N9R6n^sM9cY^MM9_R(Xmnk3{wYT~RVL|# z2Ef4qN8$mJ?(oK9pW$}xT_mPhS%I+p-SFe`k&wUz-8`eO2G&qVs)wLjk&@+bCzne+ zipP>!uH&o#VA}ohHgK?eqgS2Qs&ITJthvFmc64|BjWso$>S8jF7zrAe7i5FfqZ`r) z<>8~vOpsQ|?FULzKA}Rnm4U-`l9YH2U%KM^*|R{W`}u*bX=%4x+fy!Ux?NU>U&?p- z2~_`a%n0gjK0ES27|Y|=P~G{zk`qJa3gU;Y!6!~&!XarYLJkGx)yH|{ELR2q006UV z=yte-$vga=-VEh*`492bJ??7jo3Fn4G68w~ObRJ30i~N@UHUtcP~)#?0zp;g?K>d! z4bh=^)#KwhvCo+f)c0dT%h|AAVKP+?2aLf9(t**FY(EgK2~j-wc&NbZ3OTf84YuIS zEul~*&l&>XMjDZ^K*87a13mL?$lAr(*69KvrwQX);3QFJjkcI5!rf4exbdY>~Brx-qI26(z>#ig2+Cm`1y77#@qK^)9~sq?-j4fXx4>b<$v1a$=`l0`>|AwAUcSQgBs*>cR19Z_uF<#? zyDYCG=?;^n89jmPeXVcV*Q^!7qVjDGn+6bmxFNR9@C$X2%I5izT$tt1Y8#6vnz~r3sLZ8i za7K%InA2Qn+XC}w!f{me7d{~BIW)#GZWlM158`Pq)2Vd9)Oh(8a+^~cMTWQ?jAec0 zNFrt12g2yXcltpIs_vYl`Otr8e$wrXIjM zgSni%^1ZWOdfl5weff~7hQ&52)`8Wgcurpfxjt~-xO^3-OFAA=o-bwuC>>dT#ILx- zAipNX521fh^ht&suz>XGt5iGE$6ND9c+dk1*Jt3h_Vf-Bjdd(Pg51J4aS|2gGE!TU$FW;q#zfuar z2Kz}9q@OqDWOJIArf1MSg!MciaLrz$x+&D3fuf=B3R}nABCVxJ$k~^j)TRntg{3Aj zO~0uo6L9?NNVSVy0UK))#i=P7O{j&o-CiCyi+3BmZJBaiupHYDipf6I4V?46;A$iA zfHx(z+svC*^EXB%$ffi~vo=Z^|3waOg^u7^Fw>i}lx5uj?A7@$eY~eB9SpQQVb9v~ zK@f?%%q!|5;#;McvLSIAiz9a)z|;h7RLv_qYv-~D(k%_Idwp%V)YQhqlU-|LcgjeO zwiMW6_XlMQ-~a$2wxR;9ZHi0F?B8Riz0%|>o&({h5g)o~m1G#_`v5w4DUF;4w&BB% z#CDdn<6kwgbZGgp_nsB$IN=7^Viq~uk}WRbE+=9aKD9D;Vy~r1&G>v(FczMOd@*pZ z$f94t=RxnqpR#?ZRT4#*^mz>cW!HsvuT7sgkL;86g$yLEd$FLT1qI$Yxiy<*?3co0 zJ=9161@W27%YK!Kr{FzAZzY~G8OGvqdH8jyBa+#&+aMa_ME#n|)Nf8FQ9zxV_GTMX z;4VU2Pk>3I))w!=tn#SzFS?INH>0TgMpK4tAZ9;MZ?YPbZSJr6eKu>s;x2NDYmaC^ zJbO^kBV8~S9;3LBe4QAxKAAXR|^MN7{RzsMC_YIDE(!0!4hX<|?5N z(`#O$Xqz@twVCf)jm3V?ZH7G>&qmxX-NSMpwGsS`7p?~J>!W8Er1!fjMkU_-YkTM3 z^%z%=NuND@z4)6X!;LRs%cEw8&1tGoq(G@2=DfpaK7$i61o94_FelsI{pRVc%tmsc z^mLYKe4qLty+qRro%xKo5ykYld8o2ja-L24^^mu>HW*7r$1rB`l+H(ifD%Qxqa}m@OJh88xP9bZ}w-H&*105p$%eT zE?#3BnW0)sRbkVb6ftoUS*f?*r{@aRjTL?4^3?K-DHxieL-0WQz5_097V7W9lb?3R zg+kUB@3S{yU-iscQrjv`LxJ!oUa|Qa?hPP45MU<-^#D8F$DYqEw_aL>hEA_wa6E6> zS1C&nK2-f;y4dM59d?mfJTF*( zT^Gw)j&I&44G=lc3iepge0zUrcq5KNe8#7gv#b_IbyBjRHq+tPJFS{&jIbgAExoH? zVP7^S^9IBp#h@02&E@LcQ5$N4uv#Kwyk+Fio455el^juehcG!t!=r_}L^KU(t#g!$ zXeuWz@QKMpq#dowS5@g38yo)%zOy8#zoEH4^>~=3mVFi}>hUZy>t)8-7HrRCfuBZ{ z)td^|q+;POFf&hHY=({^Ny-;Y0*~v2|Cqbg%>WYn&Sa@uuIeb{*%3bf zjLtz1AC;~zcGVMGi>JBMTALcR{&@>+-t{u=ZrPk`(_WuKJI$g{L+F zwYpo2qjL8{y=%UghB|f_!0)#L|CleU6U9+!4OP+-!Fx3;x069i~RIvZQ9WiD9D1n%c&8Q`>0DXfMA4`Q751qjYDip zO4HysJvhOel_ImY9ZLOWbRKR{$(v;(SDwf8z;EbF8~$@<4VLr-_0A* zA|hg^h_ndFN@<*bo~G24sRvgHY4JIRPXg zN+I>$J+p-bJ)(qdEiHb$`CEbLz z6xQCkg&H{BxS6UxL)7wtmY>-V=}E>YCIh~m!ZzYos+TIrq%nfc63KnOCayKAT^HtDyqNI|8R`R{6y(5i*7OGI1UIRse_FCn^bx7y z`ajvHFXzMk!x&sIS=g=;bLCP3b5DONgLx<~sj?&}k&Pv<*vG_cTH1aFm@ZwZnT6OP zLhQ08T!{sFNRPAK;6*psMIwk`7sR^%0Wi)5E9t4c5 zLq8QG$0NYzRkjELvUm1x8F+iT>>yi@|L)2hwyg z7B4$@1PQk`sN!uoY@WVYJQO!qoDDy(N1W~F^=R3sq6{yzA1$H{KA*+k(R`z;+sCK5 zDt!jIUVMimvg~{TT-5@WWunho81q9{M&q~-#Hwn6arL<;t32uLxp%RZ&oE{X!*lPk z1R#+45>38?Cf<-|`N_B~AGTH4vnq6>fSJp~bMv&Mf;WR>boA`%Q%5IIA>E*(Huo^=3lZIY@lzMKtfrS^8)FiX%K?hJP2TxWsJKSkOvCT6>oBM~U$XZQt#}qLj7oG%tpXyxn)onbWfz@r8y7 zUs08Y4)y7u{ty}O`!3Od`!4rFB`$5S5h%2T7nH=#B5e@w{i0@6%B6GmIF$2az>ZsO8pg$i*o*EA22n zHH}L?3s`wm3p??#YBlbC5R~Jg=F{&3cM}75m%rxy+*?mSJ;+9V@svPI;%`kP*s5|L zo-=Z&V5eyBL>9H!mu9UvC0!~X_-D67*^3J{2Q(a>E8V+=asa>5)qzYt%d!&P4j3X~ z)>`-2dlMNbj0ew9m@`41d1&yLn%%kzvN38BZASw&+l{BM!G=fc&-DbxtE4U85QOxU z8hKvAh9z&+>(8_pG@I5q0$A}1g(VKFA7AA9^&qI9qe(4CNOcM*1=ys+!*@9TCU;NO zJZXq}vM@Rr$&+%s(w!kmSA-1%201rt=Xm72t=|p-^st2AU0bjpD4CYI=(;3rtB10$ zAo)vBCh@5LR$<1-_ePO=YUEEDS6~SDk^E2&{`}Y+#Ta_s;<56$kZR84DUZuYQA`~j zVI&px$=R=-I+^h9x?tdenp}p4?0iZk^cTEz6zthmG1Xrqr+I9Dev`&;sKLEHu$4fV z5|$Nef++Ea8@LM}Q}oMWr{g;snYTi`lYS69EjD67>h5&ehQWzjkEzWsO%i zmV5)#l1FG>XkgW3Mm^?iElfs{Z@dYt!w&`HwqmH>jjcmWOurpXdBaaM+xm8?jtTQT za4~2=yhyoh<6iEMXwTYomD4eLHY0a6d=J4o2`71*_B&8a>;mX=PSz4ZXu~nYxFTqH z7kcS@KY)SP+jjQK`Bf2`vZ_{pNhWip1VJLyjeJ8ItY4i1=~44EB&zl-O_BcS9au2{ zz5vu;NPTTd(Q@+H_qgd#ZJSX9#pGHC#uY<%;g0`{%`yl?HdB@x%*}mjSnGYu+ZW#v z4f4l}k@%u6bv6%F=>f%j^wLlj%C#^g;_yyX1SRbjD5^QfAxoeDF=QDAPyYji62g|@ z@b3E}XI@hdIX#Rti%s_5e*Hd9Z(H#%HsUaVr7mhHP)%gzyERCU7=t5%PzIxk*rPA3 z`Y+vh+QnqZK*vYkN1j{MIPzE)24<5Gp+q)32)0T_d!HNHx9u3FCAa5f++#Hu6F84Q z6H5oaJFhHudqe8b{{^_QvfAF^AsH(hBBEh{0zclX`p5DT($5;L&^E@{Lbfar8CMSg zh)NqToGpfqZDobp5slbqGK_@O4c!Z?3S|Jj`eO6tO0;dT}%7D}9Yb z1gen`rKD3@vL=@x_3I252rT6LKR@)`Rn|;JG#vc`;GlbE3BtD3lq7 zJ@{&4aHgKbvvcqNXJdC)wFtYmPu2#(S2^bZG{_3ZT|ME+HJIO}Va_ECbwD?sm&}1Q6E2d6}3i=|7gh+LAG#c7E|4 z4W#1|ZuW++4eG<8^0{G+w%!`+d42TYpL`3%e6;m~7?mH|;6aQ(X&qt)N1uTabNXHb zqc$6UY%E8qZ&uNpV}oHc(B>DZ_wJ#s)_j?H4_n_Yg%}15bZ>QF+fo5w0OXXT zazDU8S-JaDfN(0NpJGwTctIE~N}%Kydf0f|Q~AfazA(-BuPVpDea4R49vK6F+a`1p zt%L6s>Emy4dE4Azgr`BeJFmZ7#VR?;Kt+dalmvg>{ihLiVG*l%3&x`R%8%ItG`K0D zVuV4^lr>oUV`@G%?JHe%?jmoV+iO$b46QkUOy03Kp1@$d)-7{H<|9QC9G+Tv4aG#; z@F;pBOcV{Ijc{bT>tjF#QOfj z<)F#?1@QQM({mds;a0rX%Uy0R(LRaj}0yx(uR^gPcv^>=43j!CQC%GuqxKYf;qDVOsc_1@Vj&xT5^IQS9*a z$pF2#FLTBC@XfjRR#7JNjeX6=Os)pg+>0cf`8*?El&TLWV3mtO_~Szf827Mn5%d`x zL(@u31su%MhC?<$N_N-1$$lf0t;3pfNJ(`cqvH?NjZ^I^*{2Iz|JM;aGAMq8_Yer_ zCAN2g1u6=8xS`)~Svto3SSX7BD!{~{j4BO0B49|6`g;8xJt|<$mnD!X9U!V((6w4R zQ;%|xr>Vf{nohP4Vu9}e#k)`$TX8xZ>`mytfIkC}qH%n#sYjgD2!kQmzVt)-Hf>^c zf%e8hpoM7RNX|fx4u@L0Cs{NEe+#^$bhK)O=>eAK$t$C_SK}3WA{-~5i8ulZUKy0I z9J7IFv!ZoEBq3bey^zvTIgJ68XpJrb3{?RAqEsKn39rI9l^0)7+F9|y1+vB6=Ou>X z$05-*TImUM@td4ggrfq$&t)EBnpEg%m4>Qck8>JcJMV8O^%$hnu9O>LW=*>Z2eEhx zGa7OcZr36A7fPw~&j}<|Q|bO1(%l?P7DML!q08s2)tE8ylUx9ySH4Lial$I0dHiB5 znKb3(4N5y#OnR@Ya44nekqgNUd_Gh56jIhnU9$gp*CBE5C3%A&{eb&Sn+_F?ST+~7 zrVM{0eio@vw%|=ClbM;#b$@`upKc1}d^d)hzs3ZRqITt0)mYz6^bZZ^HVpHKjx9Z| zP&&{5|E(X=MK-=9p0B_>`)1tAMNXzZ7XOc^JF-<3is}(MxJ_+8UAz(ewR%FDnvu77q%pIt6d95cJlMp;go#j zLPN4wh7+}`gkr|VnlMy=@KU+@E zO&{YunV|NICivcz3Wd&Nmzo^NbWGX)EwcH2_}b&@9~B`8R}&kg6-12zRAj9p48V3$ zZ}eLMveQU`g-z@}e0Oq||Gl*`y!cRemk}*@P_m%IN?e?2a%Vf7rGEBIOT8h@6Qgz2 z;G{@s5@pd`map`dF!#WQKFVF%Fn$*UU$-TEZ)r`mVh5Ld&>^)IMz0BjU8&3#%&A`D zOPG4mdenH`xBE^1GtVikhj}E1QU+ZNmMeEe$z$y7?lR9{BnyFCEh4aH!z>YMMUt&H zZ45!2?PvTt8HZK#ucb?rT}`SCEO-*lYs7||zV?0_*%09M(RL|?f}RP#@GKGqi*b)n zc?z|QvhaWMi^76pH~83wxb~8ajL3F8VAuEhoXp9BR~iG_Em5;3e@snch*rNm0>HNC z^zZSmX)44 zusQx5hLSH6KB7`W0Q@N#{Rk^U^+*r%)?9(zmT;SI9c! zGDXeTB6O{31KImu!-pL8NK}OQSOR=A6YcSxL;vPH5FWa7l=qA43 zXa?^z`Jq4X{b{idu*L)c)Z%qR`@9-vap=TnEd|NGF<>>muY zgm&o;Z5t8KOrM>aE#At=(fDYqd%~>G=L+91^G83b-epD99{ixCgED<~rxRa~c&b${ zIZd;Up9x-mENC{!$;9tSK-`6J3FZ^4OeAWKuTG=Aqi!aA#Q={0VPELlp*`XSkhjw+ zSAFxzns4AqId6v}WeV&BO;3eXq562Pn$KVGz?G)sZ1k-BQEaQ0iDh_1?I_+ z03#WyD|3?j5<@C)d@{?SeN1V$RELO@*DtfGkA&0OG!g7_nH(VV^>Sm13sB`(I;dG) z!G__QjFZ28XTQ$hJU1S0+h@)#=kQq+pb0v=pCeM}|4hFFr&K;EhvRqE zAP_abmdIJtYDNUyB$h)1rrtg5BAS@Izz~@|72+%W>Q${G;AD;^a%h{6Ag(dTXpo=V`;MO;i=9q z{P^*I8{vmR;SeV7cIf;u!C8OLsIo-x>0!yiJW;T%8~Y=U?C_N^*ntSa3a1 z^G-rA6Xb=PR=ZFLKChmIw0?k8C^&!5nJ1{XCIXs0NiczKcWCGXs;X|6pXK7==*wO{ zh-Oydh9v;^*m_68f0(6*f>>Vhd!aZT25cCvxj^|7G=Q7viou^fAOQ=p!LvXD3nlvnP#QsJWG4~rq&48R6`2T@9So`z|!fwZvjR2@FmbeKS zF*F7(c>zd-r(d)9K_1H`7carKGeW)k5x%zfq~%g_0j$Dzx6R z({*QcyA=K%9NV>)-))X+Y~x1F*6QAt`d2E(0E|Kx2#r2Mw{y=ySHaqLY&bhL!C(y) zd>j|rqc2p7%i@H{MnI<~$ql>X!?3uB2a<$_hsH=rqExrkLn{ijk0EFLuywokPwV>z37S)dacy&) z^2^oEZdt*QCVx#QcM2SatS|SWRUeS|XaB0tPme^l09%lzzw>G7)enX{fd3x9BPMp?7ty-PzgLa)6$ zSB15-WSG-rq=o&O5IwRg_lKHuHypi{&_m}F1`H(PO?&^Wcxd*H31MgM4c!4r15*8X znc)myT1bsOse&}F&lheFzN4+}#KBit3cAFT#k(^7vlh53Jx2#aGBJ2mRiA;np=-Zc zFK3~*+aheZVE2(^8w;=c&df0;BOgjn8y)DDU8Vj51&*oZTF*P`h}m-30|n5!&tR8| zARH+)Dm=Q&dICvKkmd1EZfKn*0X zFp!}DqOCc7F{jO4-bH)ix<0+Z%;YErxZ8X!98_HCe=g2@01f*^2BSOMVA9(72H}HH zuGk7!U9Qsa;!#n6`WXzMrO9CH^acc+n_FoB3wn_-1ifEPtS1pCvpZ+GIt$Txnc1YRRe=y%K#pdl2sbVk2XWdbF`HBj_{*X!03Tg-ZbY z8ukA81a{AIqgT#3bGetJ2WwV$^`;G3-_}w=5=a!8cSQTCwswx2=sDk{NkK;mIXy<& zm?#t<6dxDlA9yT@e~e&cuAvTy4C>rQqGhFpw%$&}Zu&suYdNq730omVS{BZ9H(4tS zk|c&j>!H;{<5%?+Oj$LQ&27sX}7Fy~O|fVFW?Yhy+_wAHX?e!`Zw<1UIMGhtAO zloCwg^^4_%flt7`sxM$t&Hk4_D<7{-$gq@+71z{pKqnk0uyM_2Bgk(WS}{KR2kQz2N9xXAl(N)O@u{WC2Y`3$K`zO50B|Mt?>uowJ7N zewNiJHM2EP+4Mk|d$Ls;>Wp+{Esx$TIvwRD%eT1XrS$TSac1i*S;flTWA;}kSw>ln zA*$vsR1hsuYdAQ&cm=z+_*39ncqe!$H;IOZ01RhdrN~CMBGus&!C&nECzYUzQ<25x0pk;28#H&AsC7|vUn)J#?xZZZv4A49 ztdMKOwWb((b!FX=p-UXUQNC#R>lbdd!iM;+q)XVLxNk={Cj1V*F|I)gA;*K&H~N&*1qz#iG-qp2;8pM_(@9A$d8R$$PleJ&mu$z|4QDueE#>vk*H&EHY}iCh*lC>QUlbY(`9{7!Md-2&zg#o z1t3VCgQyf_-7fnkOz3=4t@ilBlSUsVDA?W|{Xw^jWWH56Dg1c}ljynT^4qEAWWUR5 z`C}j2uHk3k4#_o)Qcn;N=?lW$Wz;7PngO z3(hmLJ$*b^t53i+QvS1_m8Er`I%52~i_YT)Tt5K|a2~^EBWFvnA$t}?30-jxJxB&f zvwU|Y;j>$R?!ICyJHm0>TB4rj0!S{AGcWcf*bM5ykl?CRl?Z4IJ>)YwONF}5Gm$k4&*QA{D0K8-i zwGCowtSR2^np@Xq!9r-+CSkk#Y&7{F8N1$Vw%)ZIi)jC-p<^f#V5w=i)Z!WP2m)fQ zm)Xjwv$SO3x*lGE81mThl{6*mWd}?{8y~0`YY$c}FbhR()I^H( z)96jiQ*W(;tHK6^Xd@t9q!TNgF*AYK6{mXGzpB;p-V>O+voE8S1s&|JLsus)v?)jG%km}G2d)^EWv1GGAi$kL2s|j|9_?>Y}NtO{|j2gd2-K4%||K&!ozB_ zoMF9cRA|?SG2Agy=DWiP%ce@Os!1B4#oL*g&9oSZ^xfgh-xgPI@-^7|^od&CRk27a zVxtsDo6&icJK|`@42o0}1dd&JGl&DMEc;0rTQ7*ZEWX*wQNr;oSMMe;<%eMrh4G}B zzAdeL38wkt&BQxZL&ByS!vFLRtwQpJ15`NP(Bjxu=_X?z^3F=ye66^y4nY>(#}dc- zY*xS%ru!2O5BfQW1h-$730yb*L=AhITn{Wxua7>1qQq`8Gx7xJxlcGYTi? zQY@_UbSL&#uO);vFC#4PYhN;r?{$uA*3LwkG|i|g)PCwbH*QVuq<}{G9yWm>S)^?=RX!+QCr_*lKmC#UWlvjwz&G_>GvYNL zvZ4qjg!0#o_PRDMX0Sc@^d3qZx6G3&q;@2$@hH5SpRd>J@J`9|)?H<3FsUIiZQ~?9 zdSW|IO>sA3nc>_VU)G=@3C5~cQ5pcKiT;3&xcY2`Vcoau*70!MAn(bG?X3;an z_;h0O;AOv&WZ=k_Ic%GJk_VJABPk@th2{X7sMl!1dEYjV(D3%4pPXT0K!1uJ?#AVG zSniflwPi+cYSkH!VNn07I{>10Wzu`XVzy^1JLc4Wt7bq^B@#4NpucXV-U2hfB}x>M zrb3UxZS*RJ)~^L~UzDcE^F&i#t)&H(=&l7~XkcC-7SvYUVaf0U!RJ5ihJ&fr>IJ|? zU!f;?^kRW`{8JJPMS~d1J`{v0Hi0bL%)-VSr~jcH>w4 zg#VWCHIh+sn_~(Bo31UH>{{( zK>)N;Jzj`~xRnJ1@HSBbeO4_&d0aj_Rs5snMWZGt{K44~v6;@x1vrR7sLnUgn53{1 zGVY3cg5xL&HLO9Ec-A27dJEwsx0xlgR0V=MJk&Pymb<8(Pc-Xu zA)TNZCVsgi^%VimIRoJ{uR6zjJh?lW_iL+n+0Ep6Ux$-`mds-t_xkV9~;>EQRe?}|#jsTE}pK>z*!_CJZ= zhP;JuiQgk`PB&9euz5q>?xVtVK}N_t!Ti1nW6AM;#EL%&pT3IwUp(#iHnezdY7->r zqP<+@Ox>V@_WHyr4NShXNKf0l&(s~Lm}`NJ0p;6OReARCYl0m-m|eOrUZH}Whu;!F z87e%>f9f4$)HvasOMv&mO^OX19b{pQ1y)ZuXe#nwEEYOJ`HgnRiF7J=Nm4}}jGu3i zR8KN=dOp2ZeM;c_ zkNKkS!Ao7qe`D44z;N_|lXwwhf?GsWK z4ylq4FWoXOYkMM~L2^MClgo(6T%4=)Bs=-s5boVPNL8cccn9_3?V^cTF59rNg+NV* zoMAuZaSFUIczPn!iWfFNR=J7uEbQs&I>FnAcWXQ-_Fg+CTa5xd-=_J%D7z-;z20+- zJ{fjs__Dc$%d&v5w9Luu1GlOt+lail4#%f?L?AXoTmyX>Q>lDVHQ$><#NkZ62|=Fr zW5ze7X~`g)eiY!j<8EgIGIvXS2VBk$q;j`F=E+^@mH1Xj9?_cl6;}$2iXPC$P$)H} z$x5Gi=O1#}{%K5O@aL!G`<)FHSkp0YT^R+$!9>ZJE*3$X0$0WH;@E=(pliZEdG*QH z!;6(b9YIkxmvnf9{>SV~GRd-P@d{@O@FE9+a;)$+t{Vj5uHdo8$TAh1_gqN!xYDg)w=LFzL2A9-`>$u-F9c8!t@R##UmYTuXnlml?c z0ptM_W&*@-IJWsur*+;bcsEUz-CjZ-vDvb7(BS7B%=$rp#GZ;dajmU2DfW^{Op{Ka zl;Ie&RgzS#KrHXh1o?iYik7(ch3u$oN}g|OvQhZj34;(0Z)Z^a0$Rswr#6l@&N||m zYUQDL6oObI22Ag8)it`OYXxOVchHu)_fl(uKyF-|EZ4j;gKzx9fJy+DA5DiJ=QQNv zQj|wV2a#H|&p??nhwU0|Qx{6&Aex?K>t&DSrKP!{AX*hei}VFr3}N!GU?zKwDV;Lz z3R8~YM#2G5?Jfk1WFr20!gt-yzB?JF;-Kw5(DT%PbLe}ozLS*!@-0%NCVY8lv>q=k z_y}UhggtZgqFCl(>Q1W6)VOjZ#BeMv#1_cvZI{B|U-ilxXbsXo$i)Z6Y{T7|&d%82 zsSJ4M<)7atC!_#loG!HSMr;;fK*43MK-mWtz5}uZiuBMGZayDw(Xz@P$DlG%jpl$N zXRpnIFi`RK#pbQNQND>XR?kHYd7Yxisi)jt!}T=L(%urvV5ybToYxrF)$kS=Ry~t zz7|F=N6Ndv=-ydCSH$3vuUfj?y|Y`lnBX98;6v%At>X8#mz>P!)UO&{X+D8Ty;I?b}Siyf^*Hj*7^3 z4BV(YT}!7r6~wWJzh2QTROG<>9Q&&1x85hgBa@B!k}p7;IiwPae1r+Re&y! z4XmGyXhK2~tF$9DpcZNWC9Rb)Q?7}j2wp~(jYCLUl^IY4zpwfnqa@a{#8U2#h88S} z7H_L5ip4A&X*S|aMu%q~JY(jXX0t-r8M{vZj0~}i^|(0VF{ig%bdROmviM?szGld< z-w%17>9)IZ9W>D=F#_Ae*0Qu3K$Q8456RIOVzT!KT8bW)?Hz0TeJ;<0rfqYL(c8+J z=qp?9G&()-=Cnt)PJMnjVG|N3wRoUgZ_UE?+IL-M4KC|&TpXN0PHb5`fitmZ@jAfrdw9kCkbRE$VnB)aLpXke_LpG>1*#tU$=7a1!B)hCuwYO}C4p*g4OUze(;imS2 zqqS&OB%Qm6*z%6DegH`(K=!&!$V#j9GDBwv`x6YyidD)^-KnOo;z z1-5qTq%9UnI{-GuP*AUR;4(ZaC2=k#g*v)J=3MXPg*y2%xGEB4ZpRF5Bd6`chCJxE zd8e-U`A>0v5IZz$n_=Ebv$)h4dD4_&k>KIa>*^hLph7tz;OH(OMjr`Or44#EhXp!$ zA|N?MeeWKjTsuLV0pRZ6U4Z&Oy%*p4xu*;qzvNM4sV zF$7V>;mwl~sO&r@|g~i7W!Pz0~}GfRQmS zc*B_`Ryce<7BtK-Q&RcjT#0*!k;Kne@Trzo-mDF+xs%dD9lev`yEnFNSIzybH$PS? zF&Wv*AEnLdxy=sH`%#DfmIc;H$m}KDhX-dGhBU0tFFTtx% z>EWyRXlmR^yd0)ngxCCEmdjs7vKe&Jh8ht&=rAoH%XnI*y1P=xEIuiKDdZwY%Z9 z0F#NhI%n4MxWA%IPaF{L9o@e!|8A1oq~(l?LO_6y$Xw^zJUzxnv}r* z%IWJE;~8=+_m_kZbh5o=1f#Vx7$i`c>NCcEosa145Ptau+&ss3TT(mebb3i_gK zvg@?6cs>uE1%z_ODQ?dJYJKpavx>a+!?))4Knuh0oE19{`*V} z4=8x2o+DC8iy|&bKhGWlO{~?aP`mSkhsvgxjrKb_Sh*tpAZ)`t2OjM8=yvsldc(Ko z>r}Z;4+8xXEt{(WgZp`nx~fYAgtwj-6qglrKMZ}mMdJ_-Qmi#?zf8Io;(gWgSj+j; zAZTu0ck|N|Xf4+A6ms!dn>|(4m(pHL&K<$8Isz9E%D#ehIk7`AI^eLzBsgL*lt54~ zh41olv}V+3^}sG^o`>UR{=zh_@8lXXfW5}Yat{u2zU0*%M2)c|Tn__(O4R#p?ro_Z z8D&Jl9wq}?mxHYis|BoJVB>|P&p2&<1NSAL!}(%GBOLjF1yU6QLI3IWwAD-SCUIaNDlRaY_PK*}N>BFd6y)Gn>e&qM z(ahcoXPCQu*5&lKum>sk6ZdEyUp^Z04>q7D7~H`Fg)Rkn3ju!WaD`;wd!pK7#1DS+1cJN}U| zMuMSCSGt#YI*&vjoyHqRj-I^HW?cPysJ;3EE)5-R1qrT6S zbA-LiE#U6hn=ec7g?HB=Cyt~neBaB5Q)iz|Q)ID&E5`Gus1P2bUhD@$$h}DE3Xt=7 z04;B1t6QD(9@B8$q?gWFuy&s*zYLF??B3T1CPG=N*9Fj2xH6|#5enf%g}F(OW*wem zKx=EgPqd>ZQ8AOr8^-PX5nRK1!>!hMLL-??fY`oF%U7%_h=6F$lXR&aauu>aj`36W z{Utlbow3N3d+!t%#;jbnz1*|ea~Qvq*rGnGH^s`vqgX~rwhVr|FBNUSPn?SQg={m) zZqg+rCIW+Yo-SRc+m%>v3-X%%w!ifor;!i+30@ozVeDc_Sq?U2qn~qnnrVo&kp)`v z9Q1Bs_{`)`24t!CWIKc`h%mxuQIq|gH`xv z$rFvZtTUulpVOjR{K&cKwD?V@SI041W!O08sS`Bxa-vFl-+h0y*ceoJMl_lkgjsE2 z*C@yeS+5piFh;QmE{K{7wO4UMT+Hvp!*Qa)%MKKsh{n@Kb>m>(6S;JU@*cFb>$>zW zP`0!cMFpe|X6K_yp_So*=22Of-IrQk2XJe>*`#lr(@|w*G zjYI|wwaP;RZqg(OZC7jU1>cMJlPhS0$$488e$8Or<&x4_1P<@maB+ zZ_0Rp*a$=+=Dc?foOw*uw3AgRpjQ|FT)W>s6^GIC!FafCZ;#X4u+7f5{r4{1@OpM@X-*s$_?PB}i7hiw?u7OI z-!9G3LO6YiBFZ!_lxksX#Wom~ZAKjDEpOt^G4oepE0x+NW*!SV+MTUAu34aUNh9SuNEdt6cqqsEC! zn|wi`K~4Il#!-s7sMda`+uX*xqYgLhWmpoMth>oAV-$m|ySa_`M-{z+a~@}mz%85e zG5qIl&_m9Df2^-pA9O6RRPA^AeE-ndrde&bTCQ3B!|LX7=k&wsLr znUd6LPSZ~c(8W5-!<3tpmh8Z^4Nm~w5)D>puDofQM1DuyS~hX{DR35 z*v(i&ZWKY&3zK%_Zjs4GqMl3ZK>NN^u6Xsbkd zJ`1&6<)&K-$l)4(L4qHYM6T1YVzt(1>yFD8`0Y+~m-p&r{3~wRY0 zVC0ash9;H?HN98uBNv@!nhr%*S0@RSN^0UT<}TV2VHcPVL0A8w?VjlJDFh|&vp?f9 zMFo~I@@U&yzi-U6=5U1#4Y={AW+Oi|&UeSNz+X#=X1({cW$4mgyj%h39tD=YnnRc&sX2l1+ffS2U1dU0^j0 zNZ_OHmPpu)7fh<2+_I&AD+uL_ue>xGRT!o0TD+^U)kR^<*~KrOpy)(4XppKG_FZXw z{2n(@`;u&MV>||xt&KCsQE{`{zrf>{&P?;M$4a-6J8}0$I#IriCzBOKjnQ|#N|;sx zq}|gOT#Gqq;*gonvevuk)kp*pezo)=l3b$QWbrf6Dng|$>2`vGmu44;MJbd+qFkj! zP7srJfh*CO1GjMB7HmE`AZY|FlIMuA86u3zh3;f z??Yd-zYAnsTUr<~0;EZr+1bz%0SILbh58pq4DDj9Q=5T5O}J%Aj_C$u*_Es*bT0)p z>YkPddA9~mqm)DU_t8pEhF9KKjS`AxbE}P51A1K80q1>Y_RWCt0xf`T+(8H?@~NTn z^8{+b1SD&CK|595Cp0w8k&_e$T?a32(UPwm*I~3XR}0D=B(0NI^3f)JtBI>dpW?8D zDLFLkU}nVU!fomCY;EHvwrt_j0Sk(ej`-25t4tPrGpXpJ0@)M*Xkp@%q2lS)pD#Uc z;t`y<7m!~M+u}q~v}eH>a$C{vcw7bc8)c6`k|roH!%eLJGNdl(JX)n`yZA@2eO}x| zg?W&DF@kG{VIAJ%>`20Dc1}R)kvY{&j^ajeS+IJ<4C>=owlmTN8&fL=f*@h^&Re!< z!uMD)x|AcX^vJIz{HWq z#v@=s#xawd-xvdj#x}HmetUxKy^j%U0HT04z^})6sJvPdCqU7xa_4K2HOKt zK0kR|N8i?J{#tyI!fd0p*@OLsq>MO`DuD9v6<%)KO{wIEg>yL^Z3sP+*0=nOu`I!k z0#p2#HT+%pYkiWp%Mx?Nkc-)eCJPRM{7I4@0FZB=z2gmOY!H)gu}Co6}L$5me;r7Py7My}iNiEDZcM4IwKjdS)KJVh?#lYeV>SObRJd+rqJ zPk^fUpId-6NNWd$Y$TAY_ta!yn49i_o#4w|j;ucD;yG;5l^t}EGm2mD{h|+ghy|sP8#h&h+#Bq+FN6zy z3HVY$9fN5nkxgvN^S=D}^;wI9*5=@gbenNkGlKuoCDYQRwQ&>2GPcdHj`N`Ie1R>h zCu~>NSg-F~W>5Jxk>H12&lF~tEZvD7CZN#Q372<`>$5jGAoaQKRH-zR^)a8|Z3_9z zGt=(N;Xm2n*!+uSC1^7~_R%F&uQNp9)8Ts8>4crYS1CDTx3b9#m64~wju5H2BBHw4 z^N)v3VybfAzqi$j{n*=(c3Gs@`C)#asjJj(QYzTLrw3K_rV*2%(uKy->7#g_o2a%J zg<@M$VTfe^hN@b94}9fn#1bK{%5bIfT#qzVl}jmce|8SZlqa81_ul2Ro!7&|<>l4x z{#0s?kp71cAAGu=4`Hk;J!K{cVYO_--!olA1iJ?_wEE;Vd#dEtY^g5kR>PNzi3#O?+X_eIrP-###BGp;dZa3e5m)G*qb~UK9ys7mkqW1 zS<-(Xh&Lt=1p74MZSth}lafwM`u04l$hHb<*UVVhQIu>y$X99nt+}me-4jj}NkLNo zlf84D56#VpTkeWAw6tQ$PCrNiW9?dI_%ypdnJ~0>HTz3?wYYW`+~`D1&Q6f(>4^{& zp(ys%g2X6q*C1|b zE3;3{I_{7rJ+EG=ao^>w94}b7((aZ(fY_Et_^%|~QxB>AF=M@TgJf!wo}O%(0`Q`^s*HzOE{fl_pKD_@Q5`h6nF|rY z281)pQe&)rC?gD;ONr4z^0#D$TlXhQ0&Gxbd|gHO3R#r6za|pn*FLgi&%v$@;2DM> zjq6uj$-SR1vV8?Tm+}g45|ehne^bc(n3Tc*ACHa21Uia;dIZUdZ&<7p){R3NH8;`0 zG44l)WR5^sLz8oleUY%h9q?6dORsHmqP!m&mF?R+EtueO*@2EkG-2|wi8t(9F9`zh zw9U>f_ON0izPoM)wh-ri#Ixcl2(gvYu3xfDmdiL82(kSL2v4C>=y4!h7km4NkYNPg zcmW9Mh~X(EcCF*~F;E^wZi|&ika|Qkyf$Vh!fCnr)LR1c@{6z0;t6e=yda7aO^>u9 z?J`ZE1`OoiR{6w4FVz?`mAy+o+NmS|xRBT<->|w-Y znxS$wcs(G``)q4H63|^C7o$^#FVjkQf&<6zhYLp|b61W@HxWZV6CX)|gCBsc@=6RA z`&+rb;o%3|i+GE781jwS3R1avpsSY=;Ufn25nt36M5QQ2 zN*LGEZmUKyuoH|JSVpQ6?j`p#q$6|aiH6^+-z+BQs-E;HThktUog*!|7bfNR*F~Gl z7ISMgNXgD`p1+g3r7BV9W5h(F_q@~J6lzX6lvgfwRp!A-a?R*gD_}MckZly}Yt3yU zd8o{vT7yougcElZv6&BAKT23dp#SkIbSGd-@T4x~P^o6+*g*PK$>|z1!|JY*vaKsE zC7-$*uey^M#1oq=WV)@{%xQ!^n?55ljPa4o(tT9`ce)x4obPB%mI`5l) z{{hCaULceY*U~GJ;LDV)gig2j>Qy)JjznS-d&Pak7RG(?LE=@c-lA$C2|`DmGpbKf zZ&owi?S+qpDT?>cZ-q>p*WY{O>OFtfW3PP5AkRs%VzAnv5See9?J?)kYhQ&TA-I#w z=qHwKYpDwnz;}0$L-CvoiEQ>f}ixW9XtV>NrVU)|n4WDR=aU%pE_ z*`4uy9{T_5xI5?uyTkj~zmCrebS4?6*tIH6VG46O-N(+&LL?Wu#4Vh)W4rL`9tydF zCmbC2Yvygm0@PAn4`gL#*rl^@dEERx`;M7ItHZc%7^9{pOPy)em0%9o$hFU47E zHFr+#x$VW}$wuC_a)8*?H zuYFP9Nv0Y?7TUt;M%DmSgX6Ik(eJ0l1hXD1#l1tU(fp0Va&6g3yfmlCBwtsyXCb?6 ziwTk*vN1NdTdr9f?MHV_${icjHpN<-SnD^OJ3bRD?{ISUwqMVm>hg4-7V-yr%Gp{O z8bL((aHLfZZjQp9aS$j~HVd>>JGNfVTDsavuY7nJfc)&t)}J>J$=A=fdS8YG;_Qkm zK%ub6@D$sUy@`Rj?ZO$?*sR$Xc9-&gKks5E=~z&0pKPM97S)O?dY)-7u5ylSS7%@SgzL^rfQek-EH3@Zo*rKwT`#- zy4+KVx#68pu-AuCd)l)%^}X#r3fKu_@ARz7JsoivEJOs^stOz11{p}cVC2Y^Tk*8u zZX*dwg8IdafIFJP3DwZ`$=ojH_ee5SN7@U~Qso!caqV6!INPPk_DxO$TG5n4GE3sHy&zw5xlF@TdozEabgD6sL^tcgI_Ss3NukcR7V zjsRgRe}0SQfxo;oZncVj2`+zpA2IWLR-S(?Ef_3{4ah#e&!+$3g&1RYnsFiNo?zIN z37}MMf=qoTh$jTFr+2~6qPNrD5mdX=#6u-+9_K^6mU+~Kq>D`#k<3+l)~rpTNL9Dm zny85$2OMvlFEohm5wQ>=!7Y-Aks1NLtq>CVa&vb zISwkFzYDpvS|n07!(-PfG!EuYG^J9yj&b4GPgdhA%BB0O=%_5CZj_l9>^k{Qe7lh7 zU=z1Q(xjR|*}4VoV`O1Wc13F{f)6|+lGtAB2VDaUI!_qYLh+q*IvH^$ZfT!IWfA=@ zr0`sg_(tN5;5BK!LN&#Y_de9eqp#U_km!d!2ud(CH4ZG-@Sr;{x0Lj_GLOOls?<_3 z>~iBVpQ5!+)hgKUj5>mg#|x6j41W~lMM1wDa?la0WteIR?4_e8ixbNd?gXE8++vm{ zJ&o(yZ6&KlygJ&HK8V1Mr2$VviVDcZ8Dg#`4c=C5wNTJ@Os$9Dhx0`>X=U-s91K@WF1 zzP<;4Uf2ye@Y&{g5e_+w#m9O{7acjjyny?4egJomMU?95K>qH;;~2A8WxR8FAXJ55 zwtq%z@0^x3E;!C?23McB7`ixe+<$E3%G#br^l!IJZVg@8pIG^DP7GXuF|VT6gl`jv zeV`VVsz7`;tbE|i4YuCt`zte=y7hlOVP5Jz)@uk{3_s?Md)ax69WrqJw_B8dG>vrq zlj*NVD;lmCgJ<(8Qbh`;j9O$~@B{3O?B1MtI?2;_)acD8@wM&t>4-0$8PdfPMG9Dq z%B2ASKR-%iDPnzvpY09n;P)OH)f+seVS=cn*T!R6a_<<|gcXJfvmkZfLnmA<= zrOd-Nr#uHrOF8GZ@ynMywV{`H+y&k`+1COvXs$x}ijj$21iorw)2X{wOWCsUB(h1h z0{Y%Ag&=x&9+v4YMx~|00KapU!X`$=C3T>kexK|9$y&bTv~eN3-`U|}Qe3c%x>tZhKU&GAxjhy=_lQ_Z z&AAo`s>u#wCPhDDpNbN|@26pEwn#TrORq^NASaD)*o_~WSC+iLHYMU?_u`~xBqxI% zm~NITnka&fh0htFwDFK!z$|)ppk@e9jX*06d_{g7TmpY+QjtPjZWsdK+h?q1Id%KL=Q(K`fr)#LHLrhoVXoamx!ApZYY7#cBPeZ9Fm;#2ygvnrpWU zmQ^KbL#26{6ql@@DWh7Zh-kc(z=ia%>D2x3)#PmV_-oS#hSehUS($0mi_cuiIW~FM zrXJICm?i0dsz;7dZH(zYSQGp&!>5~bw%d=c=%;I6G8=xt%Z~w%;L>ZZ6gFM_^=++`aY+q$s0)Fla|8@>8GY>ZrZ#j;-MQB7pi0RgrGz-G z{U(0Has-i8s)I45M`F?Yarkf-+bImsH)H_elJ1ov(+~yIK65egiZTA_J7q}#AV_w6 z$;|}3=zGjCt;gHpYtAGDdJY-g6f~~n0}s^N>yvoHdO8Twq>m>0lZibM6piheVV-$VadnRY_oE*{xc2n>f3b=V47)J{_N1QB)ov0={V2vC`&WJ|H zn;t9DEd{^9n2{i4`zB!s#dfAQ@8Ux<&+Oe?Qu|L+y%;l}KY|UqY z?#h9_z7JfFma%&Gu^YM|toxUvpJQ+P$Ii>wPcKB4?>1A{ZCQpWTqaYTnjQ)GjhbGb zWC}9tf4tS5Ts+KV>bV2gyj=OO!RO23U-9&uFK}Dvuj9!ldeIFha`3pl9e70oD)nIn zqiULW8qtvuxJveu1PsHd^?{4#-(w`67?)~4l9+`O0?Sm2k-B*MQqAc}!Y)Zb7rbDO z6yLQ$AigA^$6ZdyPnE8Yjwhvli|MQVMa+7%dO9--Gqv%M;&KscrBo5g@uIZoSpKL6 zZL#bsAR%|7%!MbiaE60?ri zKe2=EhlGF^u}??9$02>+)m0&27nqZ$Pbc^#X@39&z}UQb;5!Kfna_8Y4{8^H;E3!x~JO{0i0Kl0JnT{d`V_eYCPXspnQM+a^HP< zHb^q3fBV7Cx5S4T=;sT#dUp#4Bzw-dFup;39-MZ2$Z4{t6b_`116O`k3j^ z!k_dHaK7g}`Hq1KUUnZ!fxaN$hqGG{oKOKM1vC#dzXJi+7g(-yPS+dOkGrsZ7eJLj zb5JM<{E-9of>xgA?y+8UUo=moUX;ROAAOrZ&p-^28z|!#>81E36+~hs^wJFi-9D4} z7J$}4AmCX~=q>6~H|V9H`_AXq_wYdzcn6BSvjc{Xklfkb`2u}+J^g&|Z@YmIpr?wQ z5}`RzJFwDM3&e6|x3yjZaslBz!9C5qJS~z833@&^-`QP&x39|ynB8`yp2gXhih zNb;DoE1(KgyBoV*U+Z=engH%Tmx9z@;7-@mL6p98AhxF&pxX}4rSDI0O|R281(XBi zxRd&cv@c{Sv~|~XsJ}0C1uDLUxz#+(xd4rTia_PS$XQgN(6xT2;5IN4$N&UA3i*-j zg5|#J8~w5i;sCGhZejgrw>5ukS2J+=wtoZeA@&aSv3tvR1#}Ja2Z2tEpJHEfj(q1q z7a$K1_%q-;BQ)=O22y!C0q+00@lAiPdkJ*x8x48~s(*0T<0}v_w<_=u-dhBAH?PE=7JgIZz~+MFh+9#yFH*JThLV8nV6d<>t#KOWOT@^=#NW@=4pg z-PB?J%m9PS?eH{>>&uJIv3YO$7Ipat?@dSJ|11_^ss5mXRm@Xf#&<_78-{Ak>zR$k zi3YESaGC#O?G!FTHiiGWTA1qw?VPF42|!#Q8!U_QJaRvA{UgmQ}Gip z-j;y15}F--iXhp4k3jVCXKHz*1eAC(wfW9!^_<2 zt_m1fWoXnsu-hctqie?0*!0#ZPKfi2kd#!0N3Z#a=EweBMj3zMIG#U^6}wx6ZFsW- z=6^4I5!Cqgc2|`Ws|n7U_pXf!>w%d547b_mcg{nM3^KN_?{6tl9xOXp10QOF$BoK*NN<-au1J08}a_w3sl z`rCjVyEEj<@w}vELW!c>*}y@Mz4c)92UQfhRr$Pg^!))qr&ijIvEAnICUsgyCQIR} zYs#6i5Z6Rs^Ydq#0=|z@Wjgq$<#2JP(=X+3b{6y|E(v7WBKEaKH}kO{*!}9* z+IcGhTTE!LVYe%a`IDU_L15~)dq(cl1N1z-(S%5QRg8Zc&5TaWfML#jXMdTRjdNWE zmtDm;8rEZ#{QA5~aM?Qh-dlGl7zvKl3dsS%pHAGqM~~%s^m>Qnfa8vZFuRjRmRBV^ z?*PUk55Oxp^I${m8uWH#WR>Ek=B`P=1)MvkqW=wIB8|`Lcf@oDg+(uK9%5X;tEJQ= zW_&WcKb7AZW6cq~fakjh3>(NZ=3znp2)z{3u3M~}_Q-_iJ{>(s33M%pfnnKzs$&p~ z>Iy|xT`^`XGBU%yRyji4GDpmXHILR+W&NI*Azdg$X{0*yLT6X+aBnxCw{JFAYRNEb z={w?m(nF|L*JWgwySK~b#lW8)m*Ev|`Di(5^%!>*Fe*UB4!r@ac2>k97n(~mFK zEToWNT^B0s{l9n5E2ZaCAT837`KFyJVqJ%o*%z(1_3-S%F!P25n4FA*Z(xWZ%0Wqe&^?;eV(m4SYZOtvB%}MRj#CuBvbl(3f^z}N8G_)VJKMNyx(a23_t#= zU)tFy|6$ybYGvAL7~18tZ(HjW4n*OHvH0#S>JYs0)a@&+#49YS7=C=2A3+VmO>zUD zqh)O3D2;n@=#i1`mYH|(m)E!z7gSDBs*H`uNrlpl$1F8?8aP!6`I&Gen`9gs-1~Ho zNj_OZnh9s^GPZOT1U)~kj;T<=y;r7jUDTaJmtc~Z@3=V{fAJaO$p}l^tM8Kc`l7|j z^YLG3c>@J9&3T%I2~2DJFoDQ-qWCNhkc9A7ex-_<|5@ql@RHk-vd&xxX5x~^vM#wU z%h5;bF(f@$q%|^9Sndp0eo_TjJ?(4ipS=mim~5WbbAnr$y&P39=1f-=!4N-&Su}i^ znKMOzwe84z4y~_$d}qszTN(M%zmlZALl^wp5q)-tF}%=wBO-+e;e=hpI(5sYi9=In z%4SX*y(N`aq&r$2<=%boTrJws$-yM9UG0p03H{h;_EqXWE?{VRKlc;ph@G|I&?XX9 zHjgNSOG@LSh+@g%bKu9hI3yz302c^f#AaU3McJk_6h(Y2o7p7YoWK3{Wv!)xv$yW- zz^Siz)GeaYtK9Z(DYG;3i|^lx)_IN?d;c**?!`doG?zQRyBZo237BaX3vVl7@lhxQLMUNR1#StQ#xO*YcS#3;OP4# z5&+9p9m;cMx4)2U0!9VTTmQs|S=5t2=}kGFYk-{3&(r{)!Ccc{5SAwhhA^6te?gc? zxe>;HLb*7)K6?GnlgVByQRzbJe6{QE`UG4||6wEE!Wak1&iMYw*C{fW?oSL>$5)Ew z@O_b`7_Ru3K8gX6&x(~iq8L1AZ0QnA5wsD;IN{qG#(pxn7|0hTLVJu!7Ngv{76;7; zz5GIsBhaX*WSC>0SjX^m0CqNCs`?9dw4Cr3u}-2z!|J5u8_ii-vs_wQzu521u6UcWK|L&3zQhQq*ql^;GAh`#vtVYK{^Db+BuvY6qPtAa{S# z(1yvJj-(pzw5fWYV~%7oX?_0rjw8P8okSaj&>)*KWCFq_C7n9r6I08r9;#)!c; zH{(Y!vQM9g@>q^wQ*@cuz2}c*;eWA`Ur0c3@H25D1Ul*cW2DpHP|X{?DO@*@;>;ln zdYuY-kM~e1trpY5n~5-tMCD9{43@xX;1_l5vsnJtOtbd^T9Q5H5l@SPtWB!JIsLZO zLC5Lz!>Qx#XgAQjyvKW1U#c(Md+fUGwn69hAE3UbD?R=zMEDDBc5>eI$$E1jM_q5i z==wcR+rIYf6QiC@g{ayS-C{oZ(#8Dr=&L(shzmzPyZa4}6ej?8o#>PhVq0nrH9KX) zXA;O#&ZMAAS_e%u1473#A+_@Ab2}Alg!0R@*q4}LW=wbn981q|TfM321aTW-FjB9xgVu z*5-`<{Bl^R16`V|5!cf_PUt0xG2|6yRX94Ie14`{_uEPSwZe>=blSn#H?|gE>_}K( zjhwe!q|T$wv+PjhO%15sp13ma?_x%YTglGl;g6-pAL(d7pw%{Ki)^ISJ;M8ra#pfIOFmWD@W; zPL1C7A8O}c`$UZq8odEt4fLdrF9u^rAFA>-BScI9&eo@dQ z-BREv%7>oN%Vsm=q#9Ir(YH`pw_JT|{AlX)nvkkd`rmuguX`x?V?I(g2p*Z|*N+SZ zG;@LdX_)RmVj*x8ovbQGaQ+<$1MLL)54-#`(@_XovHRC@GVo{Y-`GxxS)~hVZ-~Oq z6!Dovs+-G~6qellAXN$~-x#@|obtJ347HhZ%>;@IAEd;!z+43* z&7aok9Jr~_Zv+$~^C>fhZqS=SNSJle`bV~MtuGx1#EH~hT_pB#tS1GalHXAI3pvO1 z`c3>(_x{Yk4r*3A)ki5N{iT(D=SF_96@Tj~6o@7?TrKs8(ZZ?Aj)IWB5EeeDw)4Kj za6?N2I!HGQDTtjilv@Ws?dN#`L@J&HCkH_>WvlW2pxcjj7IOi2(d%Rw|9tUB8MhsP-+?WM^{#dWnOkUtbL2>xs zQ$5Vgm~&U}Kgp50#4g55LrNVPgW0cX$~lua;|bcW1Ou-8Z7n|$}_~jU}kHR^ZpS1rf&4^ zd^|TL$j|1^F`WSg`k$`yuccrHg&5hKy%a&cQ`-`urLujar(*rO;?r-KdQdKSg|1@z zM?Q8v%ht^EHNWAUqtAF?O*|8YcXyUMwhlOwfAfUqNwZWNTq4;JXBt6;1WHsRaYow# zF1RgDZae@g+P>1=A>lu|9te-*RvHEQ>6%l~bKS+|n_}mOJ+C@q!`X0GR}sLy3_P^- z;ZvkvApct~@@M9efzoh|hJ$%|TLp`qwHs$nd_w z$oCS*wy5pnBT|B5S;Vv259~8O5Sl?fI|~7Mj3~>K z0^yJnHRYE!>IZ&VDrHDEwRGmx$=EjfnN6sO6we!-;-q`=vDGRZZo1sj(bPAa z$iQsz89kOV7L1de--`QpMIjm2G67*}`ID)s(aLBm1P~R@|K8PPRk`_h<)Qef`tSH* zXwFV%1^XN-C_1u}Cb8y-~UVi!}ax z_CTFGUlI;)oOg}%OPhRUI%bu>X+cze*zL_}ho@E>NBSsFYyL@&BEok5MynzoC40B0D2k zbEq!hxUx*>3;?iD2M!;RDHe~i4ct=g43f9Y;b2+~|I$`U2KFxiD5b`_P z{kv)-zmE{s50x8V%390K>EHU>M(HvA`(&A>{@9Q7NJYx4`#LWejze4!8OE-`H)-{c z+|y~ME6^f8GPF8(4nHlLDh;puOqMl#1}@slky-6*H&8$J z1TY?wde-O1oCV!~Rxr4nKryE;vK$RXhi}-|?yh+GhnW6KrM=R)Ab|BPBvN@lQ+o+4 zZ$uYTYx923l1S+N@7P&LHm0h_3_Eb;*4oc?vq=B(xOAVyeEQ&kUZ3}v&I;B|r4?Z= zm)731eW}-|Y)B=Ob*IdnB`2`RWJiBM5Y8`jo##9xQHg+}_3@)ii+Me@cq=zWneb2? zas6&(x=X}fSt5f|*6aU}*aKPw)@-@R(Gjd9BSRn0*2L{#*)Rqeln#=om;P(W-M zcx%x!Jn(->W6573+kWY($2wRzgP*{%%RfEj{Bz5GG5;s}+(2*#_7;s=AYF5PX!(`* zxa84fl>bg~|A44Jc3;4MoewX%cTE+in7y?~4^1uNnc#PlFmp4XoV}?GS?+(2QUCCqM6Ybx1yi|f#J9J{-^HdhANBk zgV~8?4*Xu@?{t-m;MdTX|HMIFpSFLLy&zAZ_w1n0+gd3r$sLk>g1iKz zjDN@8zp=1{Xuptr@Rdi}$yson+wmFB2>SQ{d&88R(7)GJG7wtUe;4HUgDs*q35xqHmJ!`QR-Y11D_zo!Cy6U+Or z%89qIv}?DI%`(c|5pm_uEewAQ*8{*`+netvxa z8w8!Tw~tNAr^1te73#nfwWi+o`r8x*CCD`o4RS`u%*}4Ri9_@Cp*@VZM258gnOy%1 z!O<25P7y~oOFs4HN=nu?Gqn>B(qpD)h^Nw%+ZfVV?ffsk-Z99sFZmiS+qUg4+qP}n zwr$&1mu+=**|u%-?a^;$-v7jNznq90C+KJiO9_S%Fo z;jDg9jj!bBFUifjToD|S;;$4>#0YI3g9=3OwrS(pgISUIH|oziEk5yNQTIRM63%aT z_fgp|`z_ef(oSZsg3(#R-f4iLca}?-`a(#MG&!goR#m1{9y;6zTurItFFb>A{&e{V z0sjYF$(0)!>QW7AO|Ou%F37+A3-sHq4D5jM$N9rZUCm763PZpx1KNgl{uu1~C!4_Yc6Gc4y1G^6hKSjwR?^d>Eb z%{Op4;bc-#)bo22tg)?~BwDDtvi)nh|0nDDgVP|P>L!7k?M|G$b-Z?4{i@KzOvgy| z0)(~yy8ka-=@Ixno@GdIf#5v)`F)g{9uFEs+LxB>bg60RoJr4TBPO?ry2ew^`=Z5n zsNaRpM~a~}2otc4Y7^9{$+d7N`@0<81j}orf|8WT)%?qp*I)X~sX0B!wnXL#t1UXd z_{-ZDdSh@i4!5<;-k>)&I6BcuinMUjs@#`{Qr(^{apzy){NKR-Cv0`Q!8Ic*wV{8C z7z+YAJh3E#W+E*A-@Fy@t+A9BP>eKD@J`<|hsqUAGOR zOVvD_Ac%Puieg~S68c!NrKVWnXGk4W8pY@!@!J)^Ce$$|z0Iq|7wId@;Ru*aM#`xO zx8FSrQ}<21c!fN{d{>$X{-vYj7X*mVUzz5=vFHyz{*Fs_mgdm=Bf$EIBtz(gD<5`^ z_9p<(#wqO(O>pqv1_NV%fzy2vuIR+Wjb59++o-!9$RAa)Zpdys%h^n$ z)yw6%A7LWd$i^ZSbO{DWGg{Rwaj2~y?3 zXEJ?%6LvBVZO@4LCn{9cVSm;1ukfD-kO^D+mR_Ep+!$!_>})D zb`xn{WdqngwLRfN1}gC2NGHwZ4)$Mm9mLyzWhf{?9|5?0x4)9aUrrBv;?l_vLj9P2 z?+V34Ux#CW*hNfp=^`5s62DnBL7aR|AkWi zZrK`TA0I(@cYFVId=C6{Si%1E0ipFqY*lVoez``+LY+tXntN+h3jI4v|07H-PTL{v z=SZWMA_+fMdKBhI=>#Roxqo%XB#`tE-L2P%IG71HtG{#}N1RjHk@XJ4kF6?tVSbnr)nI^=OQrdW=ZkAvU*VrCeZvP0 z$yNs)%PnkV>WP^A^+qUuDdt#*8eYth{Q%01ghRjuVI>7-{+>o#k z>gNu1`I$30w*_dfP*=~LYU02b6$B56FhtD&WKWDmBpl<-G6qw%Lu8m-p8}WiGoTKP zon?om!A<+B4dtv)`G|?iPj-bT>*U2AZqr+!A49NVT{`+lhXS{vB}L?vAAa3iOExds zWhOu#Db_$zLH~-#f7Y{3n!$ykTz9cck_R$I-bmkE-sfwCw@oB%5+eWLGh-EmF83;* zA00se2^-gzRxoEd<_=5Vi&H~l6KK}zxDY*HqyHgK0VbRLoULeG#*J?9*Q6>!oj(GL zQp)K`r2`+di33bfE3ZPOX+4qH(}Qfig@v(_lJtZB+D2vMH~_wIDchTC$Yk z!iWtJ5yB%2e!2@HI)YHquG;Mt(34JQC=XR7Kw^Zp77xol55UUaG@ui9lu|HAmvusd za)LyX0k$gtKkgzb@^_rs8H7`ykj@0}JBOZ8gHN=P6?$C3Ua-=)Aov*QJbS`M!fbx^^;I}y~+Bg%RX5Pfm z4{n0%l5+yv0}j(IPh|w?7%=b4uB7M6Rgqs14%UNinOuM|g9azNqlVY0g0qA+$))u@b27IL`uZ81s;Z2c0fg71 z4QV=CGGs>^L1v4h{NCjQryvhzJ#YxQ0lp}OVeK3>yLVG2A z=-2biKwSH&_Cu{h*T2i$|6qB3NhpHmYLN-U@U<&9qmIO+#(MAxiW$}pp^8i)%5w{M zL+kVsK&79-*_?4>xNMy{mFt_IG6rWAzw{VcvdI|PQ82fb*Ibi6tEAqBbrCOIe0g;W z2*ccTr;|w-XFuUa?@Q;88%}K4ATv@YfUp_Sx|I`7g0S|y)_BHhiGM`=UD5m}clgI* z!4ME>CnpA0YS*xC*Xlv~p(9dk`;>eF6U1dyZ3+Q8c);9e1ghQ{)3YHNvROWu$M#hS z<`h7wzL@0bpdl~SsICe{2>O~wb%@}e;U`JIYub;r%9SgMEL$kAM8xC}+Cpqlz$KEFtXMmrBN+pDhlS9!xQxn|SfA?3TL~e|u*A z|FGpbVP9CST)d>wyy^Q3q?F0EnYV*=R!R2Qj~zl(WQ;@%MfU)4!PY8r;n6W3iMDt! z1$5H`8+2z^c)$@bH=BySn6CwGz;_Y*+$`VGgC;wTqEB^cE!#W0o16WF#%N1b0*?Qw z`~HJcfRZQIm;WFkYR%jEUHhjZzcF4ms5yRNw5nUW|G;EfvGNFt{x`wqjc>3VzTD3k z9dWa6vxGN3vKJUalnZB?ty5??;k4-l$hGthdkEs7M#`fc)8s+ei(q1#$txH5ajW7D zW2+MJ;E}GsY)XP)r*+48!7(P7E9Wt^U~Rt&n51ZWtB`+xERZ;ONuWo}-MfM`ZieM(G~W!_%1ZcM_%e@4BA(x$SkD z2v1kiAB`NM6J*FpZFNB>*u zlNUPpIfj-=XqQkmv+1kTdEs}S@CPhn|9|xk^qdi5z_sVMd6t<*E%cuuot*7Eu3_8p zm@W8YzYee-aYL#x#G6$E)t`4w7%kDjpx1mwM@}zt0dHskI4H}0I@sBM{~41L^)i`i zv^vP=2<}@*s#Gl|0g**8g&SD5G064b=F6YZ0RB?(@Bfn?#S*yAUwuElVrmEnHUSZ^`6WYRtosH|c_bt#)Kx$I;^_9*0y!s-Y zh0D2f+3-%$~k?XiK-fZ{SPTZy8j14>mR2#Z5%WL@uzVCda=NURnucKp4+Vxhz*&uFzK7nii`y8 zLlf~7_pgMVwuWu}O=dCS-BS<{Ii3Pc=K7}=LD3bjx+8F<)R{upV|Mipq`zz)} z3Dh2rg8|_r{<|_!oNOGoCSx;sdElgqKEOk36iAHXH%OO=Nf0e2pA+W zg9|3CzbmO~&f$!@_tt~%L6{8F(?Cz4#^1|;#d3l;{XzMnFKVBi=RqB&a!DlIA7_iS z;kEV#2RijbaoFlqkZ8%W2Xh6=kv!cCAX3(|Jsjb^-HZgaPx&W2?;Q5KA#GbhG6;`2 znM`Ssc+lgE)(_?cqPhQ)5j0)Iy0CJBv5#cx6+f z)p#kiIJ20rsH5`(V{p=C-jPAhksEjxu-A|jh6tmu3VHUWz<;!1OvlA%*7V-j(kFvm{LyMg$#Zy9O;aLv z@M3@#BSI&QA-b4xHrMGQ%bS+oyoSKw?j>+Cg#Q=-rT%!d=enfOrR!U_Fz%(4BxSGi zZZ6+@b`*rth%#V?>if19&&D9%RB{#uGxO9e?GM2tSmcZGXW-ln94vZ~*gGEv01ppM z3FX1mtLxKyeUPul+GA!Em8^2(HF3DokK$BU0;2!4Wc_M+2<7+Qgq+Xx4a%z*gP509+5Rf=TQCub5yat@ z5*~F1<`}He9(Xm2=_Sz0W%+P6j6?oXO}LlWctQMp6Ot{#^X_t(53-do}$o637Sk6e!VsX#yhAS==7t412S*NUoiar&T015!&gvM6H_6JZu$udc=g65Yd z$pl?jj#O<&c)k1$E&cG3wDpJY#zfe#vxiG1K@!5VJb)+kZoXle3 z(GHshw)AtLaq-9lfGPuRZ?|Iwi-r&sWzt@2*1V@He;J-?9SsRbRDwoB#lz9W8Vg|~ z5vTS;syk7#l(S!pA7AMji;yDnGxgOK^P5>0Fty2+EC5-Z{1#ex^=>RmSXPa z6;(E`5)J~e?yL|(1pJaG9_pTcXPy{zA@gbjm_l zI7t$zE>u&Gsokp}l!B-t$e+Hjb_iAOPiqEbAIjX<@bt2CIT1zS8I|2X2el2mJnhKmOH& z*0XNQ+`epM0OT%E02&zY;)vMgmah14>b=+iLA!V(6V22^iGn9jxB^3&4m&q%&sHh6 z)bS=wGMz5`6qI+KmL?>FK?ct&Z-2Q<*()%6h4+x^8rh&at+!L-F44rHhG-vM7_Poq zUyohcMBWf$0Y0~3Wd}e^cYp@0;x_a2^6y5A&8C~hXI>9eG?DS*gt>GqavhQ=7TZRca-RcuGcKQKYLbyNd6 zO+{lR0L<{+nJo`LL5l89{8W{m{3wheJ`{*WIQlpvQqef0a?dF74$%~}qew3F!Xzym z#9X>Yljrw^7y3uQjZ&rY?>L*5bBdG}#d4fX&uU8Fjsyh$(FtqeFGoUlw$LgAdr>@@d+AmOPqY;?)N6)i)|}t8_KnZNtBCnTqac zce*RWLAfKgO3Z|>C2)V72`yzJgvuBZZu9Y)&7AtbC^x;X;SmkG$^+X41`A$ep&L2n zyA&B{Nbm$CKBDCw2vE^-kFB4WXg89f7B1OHUdg3(9vKGW!hWV&w*YNZ8{&uw3Avc9 zZMjSWMqU8i&XrzK>OeT`jD8a%&dofl>>+e5kJ+tT!~E>x6j-jv4N8;TA9*B6pL@q{ za2!6pdzU4MIfZI|&&>%Rh0wOhCkon9-mCYwZ8azTBWR&GXvmgu>$S>$Jw$l2p?BvF zm ztPSiQK`1LRcD!|D$gnalF1|B&HB<+5q1M~?*blh76Im|n;l2B#qgAa?S}YeJSZKHO zz{6YXB3U5zW0w+H91Tc`7+2@z{BW=&3xj5#1^fye@ge?J!VeZMRx2c|!tC?PRWLy! z0ngykL?cP;kp`Gkcs?xjoup%A+!3^F<1MkI@SQ>L5eT6QhV&|;jB*woU`{SYXgsPq zYDp7A;AzxD8yH3lwYt6<64{1Ah&-erzRgTS0ub5FbW7LESUkwjpj^12KbPbB-ROxB zk{NwGiEvPcaevRuNSMlHii zBmahDQ9w1~^p%+UOa+{f?h{E2B;)D(GQ@Nl4c2(KC3V`Ojq#Cv5D%hV9 zpa{cJF7bABy)$Kt4+{~(j!4sX6ESj|j_z3R1MP*F;tM@x1G4Ob5@Gh3aLZe1iAS0(dskG7W z9vcXDPyPMGYn0*CY}sTG@;cXOk3vW0ZXaI!2PQggw&E33{yPM6A^3}Q4Yy-xTuG1f>M86gy3cm#hNCj+g-yP{Cf z6~JRwy-M|&oXyvg%l4msE)Q1m{DXGYdKiYGHM7KZp4!@QI_Hdz7qOY?#aQwQ679aq z$sE}D8+cE;TX73c`CF0S4(K2RA*dSp57Oc`$ab6l6#BrT1ZKHmPtXR58h_>r>z7)} z&Qb}A!ZcQyWU?AG3H=!lKz(MaX}4ZlPAK49@Vg94Jx>F$PXr6W5}-_ki~>`3h4J^7 z>UN5QNU&wdE@LsEn!J2co0=UJ_Ye17Z2@#f?o-n(#Y=EKwq0Bz_K$BTi0qZhrox2Y zK${!nG(?#888t(GdwHU6g+b2s*NS=Xi}n^P71YMAbE0@9EM)4KGpl0Z58EA?Q6j?r zK2Bm1M|o-uI#wW3b21uLNCXVc(+eD-3I=%&2aPkvlM@6gqyg}ynfPV->^1XF&)(t?$5>7VBLp19YUnVk)WmgAWZqa+8n+1E zVR@8YZl$)$A&KUtM%W3n8GXFq(VKJJi`X+7Z2vBx zY9@iq^}%=88P^gqt>lj90M#G9SZ9kC7(}ai3QbcCYw3x?y(~jPpQ1>SHlAeG)2P}5 za$b-2vJ}Vf?d&%#WGr%52`z(sjGlcnO_ErdPV$4z4vDXs4$O@%$;25u#FmX~BpfFU*W1#Ttr#LwV7S`F&cI0Kwqq7~xoDnl1N;QUq%`4qjY*osH5uel@`{jn#{`=#2G!Tum*9}D9 z+I;Hf>B*S3{BXtiYS7A6<@cF-|_i1p#5nnXvcru+w5>nWbUSQ{T+4!bJ?0<2OL&0 zA5JoXuA$SGhn{!z@hRH;v=6nJ)PnY00rwu~6$Z-!%^nFEmkhXec;s1uPS6XFW=(?D zeW}?^4idq8i$nBdP)hS&`2;auZOPuxS;VKkPtAZV>% z;y`Vn>U9O!AXID*`cNKj!LTU3&1p9_`8uINC71w!55j*7fVo9b6VUIr?SGqvHM3S@ zp1c^1seT@`($k_Pk3HFl8`%=7&S#4&5q9Mj#RIsSL^BY_i6<3;WE`9O9;hnSs10Ww z#SU`??0NOitRPv#JkED)x#=idpTf>Y#5=?HWYRn4M z3zP>@-C^Tz(VHIJSTKiB?|gl(s3T3r`%Tj5rc*P7V_}K;i?bBj4q*+K;b#{@|LspZ z*O6LdHuH&52S!9LVXwuxkn;?6Qh)J0B7F$&1{LwcgQ6at?w&3Uv7E{I8TE=08*wN# z!cq)j)LSvmi>*1s7lT|lR5BJ=ti##row&CTKsl+o`)=i;6O4IcZ8t5my|~5LWC%3Q zRob%Blyh^4oQBbo74P~i%-*Xm6=7l;qWe&b8+DYpBHj#--liGo*Nod7onTy%w2gXP z8|uNm#Qa|S_A>$?U+hWb`Q=8ibfvEioeybaX_w%AuHA)%nPYkXf*Reoh2?6=(=_5eyR7-tKsk5?i04Vk zJj`zD%h|WZ`uS2lbvr+n0rg&e3h=YBTS$MR#~sFgmPi(jn_t+H3u=ey0c5+L%$UAa z3#2bc?d1DRVl^>siG;-Y0P&hr#t73imMwKskD~n;nf({yE0@6mUERAZ&dmg=C*0=4 z1$P!Gw1>(yaVYO=3_OM+?tS3N-TnY;?t?98Qa_gpgiA7m18qWvOgX^@g-8Q=E4s;a z1&{nShL^+`gABCG4gs_7dIFxfk_V_` z`kjl_WOdV>)9Zk_YGYEx9u?29KYC(zQH)Qx%7TIq?a{=>BW=s~&3SSB75Y1==CMg3 zi-Hl97zz_U+E;Pb8t zZuT%w zKYMBki>?vd7*D~gV*_}Qo$t&`hc3qM4Njo#FIiV@AC^tH?Cl#FxC zzYz46gtql|AZF=;RN$oo6a{c{+~GPmRJ?R?fnB*@Mz4_uubd%H>PnJK?CQa&>kz9ahz|`O2B4%m}o&#oatK+D~O=fTa1i~b_;kYK)m{`KWz=Hu-(M%nBL8KamlcGCY;7b?7 zd63^YT~)KVrl(sfM_Sb8n1>X*ce>l)05@1YJB}XkuoItkjg6z#S7GwXc3;zpAI;K} z*K{dbB#Ig$&_7#62sT6+fJzN2nTyIad?E6pZbuH#W>U43BU5G)XsnrOs34N6vy-jmrwSSk^fK{u(phL%~(#4 z;++V*2A3@)Q2?jQ)}~>Pd*yAQ3|4Hkx%MQ$CLgp;kFTx;U2j`2NYA!S7}CNISXpkbaEci8*_{W+mF(aD%W)xAr|uw8*U zz~PTFao3O^?X{G4)@3J#v7JO0h=jx_%hH{H1MdPMk z7Ge`EZ>xmM<9#^g2(#WQn;!ehV$NxB_+9x%MROaEn?X97i2h*5F#my;ZdrH)>JWi3 zbx5R}lKozd-?D4&padtNg3`528RxIZ)2VLm9Hdqf2}6KEu%6@^ zw$s}bnO&x9Fk+%O-N~QqnYi8`{!+__UaOUHH5-go6`@KB(tc8qsC3I zieh2x_ez60GTB1+Cgei%#5s!la%9{m*r%GI2YDgqL(cGhu_X`}-}rL9urOp!Ky`*C zNVr21-y|J1#QVgB;Yn*UY_v4LICSN;!+cA{a>%@u00WLbxbs6l2n3wzX(jBN&kOqr z6MQcu5t!{#q#+G|FG|z*^UGr8@R@Mb`7T_O6w#%eZ`Pw%k!-(~Uq}4uFC$-?+|f*P z$uJ?r6DQMp;i_%}%D0KoInbO0+p>k*GAxnJC+GZGSHWEiN6$UA3^;Rt0a8BTQdrHX zDH3xH8t)JJSXruc@i5(tJ3F1SqIP8T`X0^BTIyj5>2zoUu~sqD*V=1>5KC$%t4$kh zUM)Zu&_pK1r8)|Sf{$0SSkwH&)-uUvJ^HX-@6hMk(Pe} zMum?=UYi;~Em)*ag+FqDx66(>UVsp11~iSFgvefcqPcUmHWMneKLrN~b^N$Ogqzri zkBRfu#K)I;Bz}pzfMK3JpiEuhL0P?UZya@qBivc#riS$Wk=_dZ`B$4`Di9ry#%zE_ zxDJ_&3Tirto;|HUX>#s@>fyEdnT&zWLyotOnhn9^ zJ`M51-c3_waVROYD9)ZjYEJil?p%`9FK7%%Y?BnAp332lhnAZh%U~f z8p?zXEQ$ocPLzWh%;Dnwx)O*7K9)vVcFdtPLBWS&d4}`)15~U&4*XVeEXRbwEGB|*+jVOTue)Al)f6B!b8P3x$_&)CZ&B{9UrcYvgg^eVjoyn#=E zqB9ZuA4WEd;|CbP)#z|qg3eKr|y+2jPq#{-go~9w>YwE%d|m$NdC>_@+3R z9MKO(W@Sc7r2y*5zw_)@+4h)c5z4g7Yq~0fzHSX5 zE^&-G!TgRCtPn&q5?=h#Sfrt<8XQYw8lf=JQ08V}>JBD7Ov((B(VkzsHwAI$#$)JW zA$Be+YvWCZhjz8N7XKVN$+=%daCwg2V^Cl}{k~83XJpNXW{PLt(S`{Qj2G%PFR327 zPomUsp<1L25Z8OJSPJ!autm-+5^a8uo?lK*Vg^bVSgx6;7@j9~NY|z)uA66j(J)22 zGMS&H*=gi7SXo7`;0^kTV^--GAgd}mGRF|VtVEt{+thki2nvBIqxv2ypSE-SR#Dg0 z@%m&fl!q3u8Y*}Y;R~e9|PrzFx<|Tiqu775P9R$kkogD$7TnMhqaclWW zv@r^$zn>(n4O9Dtfu~vCk0=8Sb?H_Tr~Kt6z;a<85r-l*CDa{MMOr5SX87wzmg;|I zQwn*hlk>)gLSEK7l%xjc$|%*o*dBnm_s(z7mrK6sJKSh1 z-8l#(37m+^2=ClZjv96b^K+JVJK@95?31_EMnsv=2koaRSr>@Yct3x~fKkl)KNnS$rb0nRw~yt=FN-J@VYQgH zgQC`LNJC33p@YbDJ9LMS1Lil!FhI=fzH*Dj&*)W2_@265jg&}kt1)7X&l%GdpJSo4K%(#Q+aRHqx_Ta-)qDDvJQA5zAn-8ig~{tyOp`|tE&YQ zoM@AQw|I#!BJ8CpMM(J{qc_FjpNvOr=aMOq+j0=;9e$(LCw*;ELn0zc+$I~oyn{7h zx&Q2`YL?x7stCZ-08gOo3RD}3(j+LDL*vOkBc0lN*A5sud>Fx`J><@taufgmO} z^z6~#7e!Oii1gkybrT@b1Uy^PxQX^gY9>iT#R4j@#)K%j(~FqNT!#f%beEPYT4Y z6C6_1%lC5Znb)H#>)l6Nk*gV~{VI)|W?)!wlMr-Xe?M148S6CfDr~$;U%d4G1MIQH z`rY#?6E*XcJ71B|x2u}Ry{+wi>^pT#73xJU_o!fI-FJ-m$gMrdOJGX}t51}`5$zhf zbKiN8;`KtBO%a249L^rd;~kt&w1)Ll5sTN)>)rD8_YLmfW(^u8biz;{!4({uL5z0Ro&EW3SI zy3u&u>mQ4A843vmNgIP8tUuv1X6H$nbj)88&pFh%y;k-pzJG_7F0F{r(^TU_YPOJr z>iBdqd-v%!(4WSE*&~I{_7A$u#DA+GfE5{uR3#EjRUncJg2HKouq~823r)aZwO>x>K-8tw z=&W4<&FMRTe<6tL-HYBD-M8wZ-7kuos&j0}HjTzqt3ghyh}pw9{C>Y5e!dF`HZI5F zBe9dbHL-sOoBKQt2goEiLr2O7hW46pUK8C7-=>8#pXM zCNquS)ZpqUOg9XKq(O$iq5m}EBN?FmeGHXS42-J*^H|)0>*Z&O4p0KD0f{go)@rtp zu()fLrcPx~0R1*(_Vk&e_^@^zpgkg4k9*^g1eMc@*DRI@-2 zmOIpv0P&$+J>84MikT}i_U;#1{Y`FRJH;(?`N#M4dw(Dv@uh*9Sgt_>sH^AK1j9iWVPOTqL*Jz=7I88RmMl_<~QV>Bupc>dba};;B z2PcVi51%(iM|d;L7$89M3mgkuM?UCe3vec{qO(jAKncZ(pac~udhXR~E4-0LX*qiY{;rP@x^4RP zoTUED$$b{U3E|%P;B`sGF^GJD>_=B>)OLFKEf@G>wnInTeh{`k0;94*w+#mWO`--9$pQ%GHZ48@E$Enm5$FHxZi5ndkz zS;}RKj?RV#A8dA;HBJ%1!5gHC8tge-MQj7nzQJ%i8o(QMrDw;13uR!S z1acRYCi?Xpr2f1qX*>#e_?63#Dn1?&49s)qAsCh9PK6vnSk3K4@u1&YepGy58uQTV zC-m%Z-Y8ThY+)mb^6hn*(+DKKJ>r@GJ!TQ%*3iC@N8gq};8q=p2^CKcvum;aI#dRm z6aQJ4$4u-ZYp^$+E&QAhXg!eoNW8Xrz3lV-#lCni*}WJuEs%lW{(`{s5|%1n4V-EN z?Hp7W(!q|Y9YMUsPDL`40=k$CkMQJ05O?zhBB2uTy&i+Hq$SJ!jPUDsz6`)ofAA@4 zvgM#xW`H<+e7L$k2vhME!Nnrz$7Bu?bNL#X^5IPY+~^`VgPlJ zVhG)C*T(oE^fXx{NZPjKGO{dE*?>}&dbFH`rfGEvRXIb?KQ?@U?HC~pPTak1UYX+l6g#{zIIg1?!r~rQw(*v-I z`3=xI`ww)IKT?;LR~^%d`PRt(s#twN&Jz?~#S{m1Ii|SNYCi2ihVP`cUPExF-tjEa700wH$1UBC2*_ogs~S zOb-AN#PBU~Iz{s2teB5AtBDNDSxD2ok7zCwEi72>sxB=}0Q&2$kyuh0pP>6TT92UM z>~k_c2)yrQaNW?DOfQxX%*pi^>Wsl`s~$x}$M^SQPI9z^Gz2PHUd{7Ih35JhMphIl zw?i-&nIzu{)5`d?X+)0q=>sJ_rtX9bQ8gz7XY5HBNX0@EPzZ zmey$KR)4&F1szCnNI*e=>9THyipn?SY|~$*?dF$SJ1EbrVY$|}%cK(T={s*^`8i{l zkm=``S;CS98aCoukSrNe@zWk3_)lnre;P%Q8-OM$6^G+YOdks;LU7yloqyW1XF{s) zdj6Q{JPziA=cGvM{=vPaQp24CBv)P1tIji#yco_;7@@i-8w%R}t~Jq;GXqXXvp`F- z^me~UP0q_#U=*?XjOt^v8hzQo*_Opa@LRMuobDnRrK)bGB}1%I55{v zXScdmkfb{X+ifo`InuJ}@PYLi#w*I+HoHvE?Q->S6qj=ONpP2q$0cw-$><%h6yyPm zaTo9XHPW+^Z5YBo`I{TnEy+8~1p$gR3fz*UhI*dz^@F>zwBfPdJJ-2-U+fH>pac>2s54M4 zn$lF3uY}Z-qcxe=W1^Mv!vLN~@cJCWFZUW?>Jz8sCrzQ5dTYx;R@kaEi79E=59UY; zdC%6hoO~sNBUa@F?V(O_adS{R2LCM@ehnjpR~7?WN)t`HD?;~)2N=*}C!48_MY!v1C;N!;-$@qoRn@5{ zjX(xZ>!dct<9CxH06gZ5wBl|CnAatmjv%f;bTpLJSS_FoM_UpO=@0;!)P0L zeT5AvsUNLmr~7=c>AM^O{U(SIuA7HCDF@^!&%Ttd^X^`rtG%@OcaAFD`a=945f5+e z45_zF+*-V!UaIb6lh9hxJJFC?lM0c4w!_HHAlmFq-!}34asjo5Gq>to7fJHh2~7I(i+Y0rgCxb<|Hv1~s0#r=8mCx>R?sL3p?7%`SevIm~zL;FGZ@=d5s99IjN;(r)vzhQ;ZtMH$TER&dC~UMWhJBK z@?sGUMd%WacrcMouc5t(iiTY!uCiM{VFfkW`3i=u`<63-hyYzFI6F%epmhZZQrcsJ zPF8}&Wq}vkeswcO7t=`ng$uhgYQ#Y_r#CfS(^G3Z^&+UXXM{iW1Rd_vPwJ)A>UJov z`tn;_W-^|FI6L7Up6*j2Znrh&@PtBSGi^zNN}`|p)eYstyi3hDyYH)SxeA|&p#-I5 zAD~KA+Q@J04#(&4ZY?#?)^%WMqdXVi+JnsulImGpJw=y)rp~(!MWorsjVJrZq^xNv z164;l7IM8aU(~|qoiYWCRS3~mShqcLoc=8*et_cSw0^x%DrT^jJ)edK1m`a52XU~w zVubE&ThsJM12Ei9;TATEQS1+TXgwG*iey@CG_Mqs^a%AY7p0Ea%CX^I)LmWnvedn6 zbx9&90RSzsds`wEylfI&bgY$8C?MiJlk=4wMZ&D4B;ot}3k0izVu4|c84IT)7`Fh4 z!C+=Dw2NER;4ohYi|V(TUCDm7inghb$1fMV7^5narXbC11d2EvNZVUb=dZ42ir#KO zXR1^V%;PS^So*-j`}c=h#wz#+2^X-H;!6T}sXRJb(BFxcV^zhOYGjsm0}{s8fNV4j zRh-utb5+?^9Mv>lZCP32oCMTUgn~sN>ZOG9O9-ODm5r#oCtxDc^=2oa`Dhms2t}=s zCu(((qzHe=-uhJ6Uf42Pi)<3Dmog~Ao5OVq$8tupCKe(1pknfxIA+weVc~}QFE`l@ zt>5P=!&vsKE<$SK5aYsAC9$O~dgKoz&%8GWL?G=%`|K~ax&I#kbU=&0)3y9zrR*%8 z0&#V}iWeiMk4Fi`Qu*I#6qo?dH6J$cI<+UTFN&2}SD6802A5I9{h5{prE^T{W=%2n z7}h(+2vFPWmIzmc=iG=ew-$Cnr!rpLd+9!>FEKoEyq>jAN;!o$c~8 z4bXP-rrLuu6|>ZO^;Qz7*NB~gSmL`E6)TRgm1>`CyiLMuTl>5Q({!?yRbS4bcs7VI z3hYe|U=*g%n)WG7iwtDi0ame^3IOem83H`{!N@0uccHi_Dhx+fTw0xmYt7AIAq&}IwYNAkf z{8!&jSQ-Xrf;Y9x&~pZP8@zuq`M?gm@kk22*2lw-K2d9MBfaMzaB0C$GsV}Y=BE=;=hEtR*^rQ!-cEW53=pHBsC z;sk*u#7TPc6?RY`SQiG*Yqwn%#50^|oZ`@A(OEIi+g9;0Q`7zZ&I|G(2VAFYwG4}6 zsH;@N1r>gI<66s%0ciMH7`n3zy`;D|z{}EiHneO*)*!mEka28kn3;iq%s7q-3cPjw za&c#_x2l{hF%WRYX|>`1(f5@28TiC8^d&PR^BIExRp9Q@k_VMu4CMSpQN+8h7o}o^ zPuDo&dqWZb`_0FMmRhH~UWDt@3O31Fo^WKGQ9Qb5&3?I|JWTrk2oD?dYIDK@XU{b7 z-SKACNd0AKehL|^m-HMLptPTAvZ) zJ3V)jHJo^U>*}VyAsFzRWKYSUe;;R^EEJ9aS_&Pc^y?EqbW# zJNAh-!`38=RBvW#%)%mT<%;e&x)z!DbH^btXLfBhlPptaL2NbNB#0dZjxE*fV>SO_ zg|U2xqw`;yTaAAP#McKsEpCgYS=Hn-*cPnq5j0^G;%1qAcv@Nopg`iD!A&m3(Q zrvY={?8*0_VuH91t3zGCi_fHjD7{c?3@pa1jgq-Z@_eMs;mtQqKm)Zf$NAtM6X@{A z=1nl<+>BSbirW;DSk0XO!o2G>d<_A z706Y(u%u0@FLJcm4l8$W{?P`^-oCb&94>K>^uxwN^zLvz`7?ExAL-?CY3stg4V5tb zjugfrgNr0YYSwA1$j9u%@<7DZi#zJ*4w(Z;@OouCR)ND*wH0XC#6fwr)@BcJc1-g5 z!p`F@Gs~ZO$5UJQh=t#lPuzbQy2j3UT4P@Zx28AuZduVm-8?~Tf$B5dF}c7Cf!UP} zwFa_;sLu2RyW&VQ=!*{hGbo{+fSrw1_cB5d|0srbFz^*!o3&XvmLEfpq>E}7J2EAV z3vr%1#<%T7Y)3e+!*d=D?-ad66=*7yM%7M+1-<)Q%(J$6Y6)}YWeD1-(7?C9Ym%acHkMjHg3UtUgF5T!Yt8L^y=6e|Zv1I1{4BPckUyIu9e^z zh&z;@;MV9Y{5-A#_!|@ScLv#o~tkfyL;=$(qcaFmL=cPy>bL=1X-+x=Mgi{@{)~!7*x$%2Sd_lkNYf92ZnQC6RJ<&i_nF}tlxG|ER^TvhW?tw z`F$+-LCv|mV&Uy^}Bj1B&9|T-ZO`jjH-q-IwVnPxcU&`P?wlNl?2eyE*vS9s~F8y^*asBYw%|Wu(2s0%Fe6q$gBLTTblN)E)CXEu3!)~ z7h{xYV+#aNE=c`x2`CX5(+D>*Os*4Z{J#sR_e1deYQ5r+*ci9q?vmUc ztGQxSX<4ukJX>666p0|99q;#(`<_XVxRCYyGLuB{X>J9{oMjESlRLb3#y*G=$|Kog z;M>gB$zL?61jG^A*h+~d9^bP5-~n8?&jfXIv*CY{#~Rg*(W51MJgZVn48*opCaA1Y zD4)Z&64D=s&57(pd?}qjU~L506HZkX z&Q>DBI#{~-pI-0+GYc!d!NaGHdJ0o#U+txFMdwF^WIpcsLN#5z16P-ivG2%T$!9VW z%}VVsqYBh4B8n^@GrBXT$2PJ$YM7b_!g;U-y_bg^p7sN=*r4q!z{FTD3AIo8ldi%@ z=ub)_P`b7`46eKpEz@cC=IBx05a6z~uRl?bNy;X9K8)Tw( zjQhPtnI0z=ek%~a_n8~Jr3hMmOW&?qrrP~&6oXZfEG1ftUpI9Ukt=wnu$b7tH+jhg z2aFu)Ktaj<(((#E(xzs6(xakm1*lFVwe$@3;I3c)Uxr3qMS{?Nox4R0XfP#tJ^qf7 zBSC@2MD;7P(+<*+wm4LuW^JBG#-4xZbd>7o!#6jCQW+|u%kn1zu=@E-HG9eA(HKaj{7<9s;B!k9AS)CFM51iTFML zu{P-8&=@BjUj*mEGSR&+(isD*L-ry&E99CpGI(Mcs&S3$rDc2I3CwbRW&2h>P9LczBwm_rGPCBX$F_5X*xWYauxWtZ>0d?1WF$JkJfsVo(2=BNXPT16~C_(zlnCy z{1jl@xIwpR{IeKks+hMB0%jPv1v0!D)Do0E)f4AmsW?N=^Prk^QWfxj#{t={Y~X5? zyKKq05-vWs3Gjr4<7dsEagt4+^ov^S-f5-&gvR9rKHxZ4_J`tAsW5s+PtQf@+-Oq` z_1R9@n{IW$aF(ji>^L}kQu=JEEQfX%;2SReVyx)X28SVv#lDZiF1xJZ&&kaLam5iz zH#~3RG~aoKXKrK1fi{AJJ;{Xac|irWZF02`pUQx?ZPYG-hP9{Kj_2E^W~!_2A%|E= z={iYQy44>I&6+bV&I$p8iBwVR*tCk>Z;SX6rBeho4df67D3LVF*8@+E^1>t$pFiWD zCDfTICpl~OCDxrJ=0+?xffSn|i@pa{j>d}O9es_N6N(fv<=9uHzEfw(6cn)6IzFg? z0NC!#Te$EaZ(&$GDKonAD9r58d;Kiqq%p}duH`L^Vtc^*bA?6RM@Gu|I2-+l4y!r6 zF;@f~4r6$l!`A<}vME{hyR`J)pQyj))!K}0ZZWXk#~+1h!GauLsM<93_@UAtn%ae| zM56=CCGy0ERByCcfmZJ_wOoShI6^EwUpxyf@I$_JOo-A63E&~qChtd9I4<^4 zV^!GBx2O#We1|>S8sf&~VP*TV$R!2JQN_?a#pXy-A2pYeJRYyP&`}?CpmsWFNT*n} zLbG?*R>IxFXDD%Wkfn@g5Uq2M$5I{|TBR%*p5`9l&nvA|qgqQhkX;ZzvAeUE;*hq< z2t87;AQh=#z$ALTfz7G{=Wp(j&zP#gCHKMf6XE;HzP)U-xwlSU`T-Si0C@@cr%%_K z%XW%b8c#%kVY9=uxdp&MiXQ zX*gK{iy>mDe#u~odZei`7BMtr0T;`FhqC^u6zIdQvjJXJmP;0F>}-~72HujifSOIz zrE)<)J76vL+_ddamLOE?SoBT$9G%d*C=TwalWj;=;_AuVSDbP^T!>KnatwRJ9JGIZ zTMv*7D6@8G5iBF@9Qk+w)9#PiJ5N^0y04K>0GAl!tI5AdJ_}~6Dl!BhR38aR=(|^E; zV<;pqE>XFQ?Exc?kVq{SSLI`0H??*z3nS&qb?3Zuis7iu+dQOy1J+CglPF@I%t5XMh@pf^ng zCR7Ta6`3LGeT}mS#%`!e_cBLe*Hjh@3d@yCm6hoN$7Wg3QVcuj;-_R*9EfUf7~Blc z`pQH|V{){{=`|Fzii$$A!XxLn9{q@WDU`mt*)#)$fQNeC&4%arSWXy}|M|DQepoow zj_tYxEMIgR>(!lin{rCxbEs|>TGfXNs>E11eVP{%^v|v$Kc1RDm>c%0fB7wcL|8g= z?VLiVr)mt4`0nC7FHH@wq;*za|cMm5>oRn|3M`|Rm&|ITNR z%QW9OwvDf@-2g?dM1_+Dsk-|9CtvNovhI3nQ^ipK-FMyB^{-$PGNou%Kw>WCUyRtA z-j&^G0={ePfJw~%=gAO~>bpfP=U*>`kfsVjCmTLU8|Q?MEN>RpFgD`{;^U`5)7Xl) zj475GEjTI_y~Fm>|ANUQKYg@#F>!7s=Lxb`cs8M<7S%WX^D9-(xHwMz>@eJY7`~s# zoaNPTHR&j?Wl^f@?9%0`PGNy;r7ZbT#C&F!B+u?b+&XLZBCLh_j+3xA9j5q1ce1^9 zg)=xA^N|f$pgoGr=fO70eI>&W{yiSLBe5!Sz;DvG=^G^C=7 zB6oqa+Nl3to#f9QCwbGpyho)g#G?X{1CI`P;F$n9R?5K=s`Z(Kk)GYa61icE{vI20 zW2vq08hRbrJla~GiJSd|87r-R47_Ycf@;_7!9N~@oyrIGD+lzrDjv}C;Q4Y6EsyoW zu7Y-k;_AmN#??pRN5@{JuqXP+Cl(8%0y@pWf9mbecLg~_RrfEo*eRSwfF&SWeEXd$ zc+vXH7fw*Kz93vnrj@L;Fg)M)fRkHd(Xa#WcN@iCv&4Y(_z&kkjUi&}qILuap1ZR4 z)sb~Xd!lU1tIp;TdKol9N2NwQQ*3BJLOW8I3g-O2JNjAc;tX8ggc>+n^!YU*T?DG3 zrz=Ge442osqS&~Hl`j~w0@Hpm{=CH!XjPZ0l+|{`2h)81v+Gn5jW+s(Ku4b)W5WJH zWJ~&$fLHHmTa*vHP$HrHxW3S|T;B(@;sv%v#u>uK>LB^A*fMC5FI&8={=U&au-#;> z(&yw%y3Znm|E2rKWY_eEI0+4~rU_684MTUTHBF;oy2CIfpS*D8pUG|XYeqv`l^x*E zrPuX)*buH{;>H9(BeN6F{k}$2=Ah!KoH|_-)DIAG>MIQHIm=9&D0S%-J;FiF;%LHj zdmc2g)bF4U<+yX+Lc*KFBLL*@TH6=v9;+gs*N@;=vi|2;BWb5#B~w?d>}z4laR_Rg z5Ze;FggDJ?Un(LN^2u#!I@JDmKU(*_ttm$Z)-A-Dht*_yzjlglkfzakpB_x9hZDJN zlRgVD7{m?a;0<5@X*N)Mpd!5yRGi0a2$0=0JItwKPUV4d0)&Dz6&`c!5I1HuwaDAGa+j(fC}LUDIaVwmC}~xPS^JpcDRH<6mz7)e^v7ZHvcQCt(ca zhkhz?hgjH$8B(EC(G8eng1OY}ait>WT}(%jkGC@R$ng5Og1jDvR+v8+P$$%ni2cX9 zyOWbGqv9H7#n~uvRZn%YXnNZ+($XzW{mwcg2E3y>@w#9)YuB<4I@S?VUF4oS$)~7) z>$6N;CO^SGJl?)w00!mHxCsOa>QuPlviVDOxzVkO2e2Tl#Uz3WzpMnJzgHIBSXt*m zRhY<HN7(KF{H?JL7PPUjLaYHlG;Ohx^5e9%{x+EQKW%k)ro z4zuEA_-T2m5PbB04f_i|`;{K6dE6gwRH4Fb9u%46Y5gV61pc*v_AL+rEaRGhAR<>~ zjUPPan#wnnUa06QFxyPGPPVl?$RuF^CzR;jWSCx}XS)qRi3^8bWtjIA;B36zg2SonYZkHrWV2d8Ca6+wQRYn0Q=qe1=|B3;}cYe82c zz{5ukct@2rt)w+bYa{p@*m^d^p$PGIFHCKKkaKLgI#JWuLy?&SgV&??-LFt?6F&zYrc0006m0y0IQA`Z7RK^deW9lw3%La_(S9FT$; z=Y2}~o~xd(OUl-)g@EF8@~=3jg+b;8A{?$t+6P4&&oD=>=c+;5ru zY+iR?w$TWUTK1GyQ{YdDPyDa!C@t2`TJYs`IsKC~#+ExDy~I4nrTP$+`drsORh1^oBiq-FomZYf<7^3oZ0yQ};IJ-EFHCwaen z40(b07kA9dVe~OJv*eZ2Pe#suK+=O0ry)@hO!Dygh+zV0!{re~JZ7HQV-ul6P&#gz(GhciAbIs$0 zf@y8UD-qBaEZ>4X`Zq^v9NG6dI_^PKX9!uG&rb z__P3|2xYM3c`;bn5yl7N@#ePU0($r4JL{gZ`<(IRf*^)=m4|c`@xXtv`JRRn~KZWHf8;1)rQB1l1pG)1P zfaA2CW)YrNXMV;P@rh}Gc??fP=KFf6j`#~wtKACj$@bAS6%9tDoTkhxa zA_=Es{7gD@8~)++=eZ|=8ymLYwLJ{TwrTSNNhk@nZtV{Q?gHALY!TjRRaw#WAt>}TYtJ}#S#PIm5_-?=eo{iGI4Q7-Ea@u<`RmHcpsDrAIJqD19VgsJm zn=^iq!z-c-7cN(bitzmJH<&4drEnXuVMIJ*IThdf>?08yghwA^%AP<6g%)U_3tw^Dhap%y{P40O*seUCQt*)`E{iAKDAgG`% zlf1WIGQkC9x&x>fi(~*&+fD$ z87`WYW$OFf)*%ZJX`W3sKmQkAJpg{Uj3GX}-`xe;IqeU!oGd# z(j8+jeilP4vj~(2uF&~rLZ*`T3&XZ5vmx|8^Ds^-f5QmM#(S-1z)T;D^Sr7k8Sx2> zTA*i5cY_b{(j1Uw22w|K1qt|*0&D0O3384;wQ+i4e_j*R8zL0Fm*R;4;;J^7BUF!e>6w}GDI8?-l z$+nB!(F~F9^@p$Z$^ZY#jsK58n$|lnpL}g6xBAWHoc5?LzdCJfUS}#6W0Pg?IyEa= zGj}Z4PL-{F1lN`}{uW_~usmbZ@Zwh;A)C%MP8QpJ+W^K2djF3@;ofb%*R%RVjfzj|S zdGvNfehS0r7UGjG*e(1{TU|eVpWIpRW95{K-Le&b_HAE3HCtjll2D&u{@ICLUS>i$ zkE6-?Z}T1$1t6(1zQ@zm+J>R|{9Iz-dCjph_GIM=icA9Hu;1-#ccXk0(|`a_fTndS z32)7jw2;h0Iedrp%dUl%H=Rc^WPoT6WHOU^RG%4zKhozRJTyZdN(1;POD5hcqAh4F zxJ@b% zJasb)7L~g@4{^&9#&FMrCI}PCLR*ck&DUGt=H`!8ma&^#U&a$H%CX|7J5r`2zUV%i zzvV0qQ-TXr0s$63k1XNDzi;!V*>nRz9UHVBl9Nt-F5iVz`?jJi?taler9@mUQMTvV zYy{x4;m6i5uq5;aA60D=soiyHwyYp(j%+erzp-jeko`A2b&lT6c}uWwPMVhVm}(0hXF)uU21gjh}@fM1tbLn zdXosFn~^Rnr2>fK`>Em&qrT_^luv z^8!Pa=sX~%b+If1>_?*{u~Xsj6{1l=mgiR9n3bE@bccw?O0rd9jmi)@m0d71cpM%z z7ko`%4JRcwwFs}#i3l3VQErmA{T6DG`7^GA-PzZ+D#cqRWx6xDrCvUqEN)HlVrZ$I z-|D`8GXmLi$8`OGaPG33EMUjWv_Jbe0DT{*96|R$IC`SDCK?QgR$)-_s>EQF4b<^~ zgy(o;h3lS79fFQ}`J}TlNA|O52lV`Fp=_1~5$piRIePSM>PIiz{-yNyQLb?T@g=T} z_t`RwPp+cQ`Xl|RewJtWDuLR~2ohyI#(K+VhM69D1u}^Tnt!VLu3c{bN~ zhFw@S8gs32uSir=N=@rm6pY(?jN_MQN(!sMIdT7tOC9N3WPL*t6yxH`Ry3)R%`DQz z7pY-_jcW5=;&|)a>~2n35-ifdM)8EFlB6554cGPwt%3FEq4AYwkuQ=?GOW~{Ad8(?a4tr$se!7r=o-Y0I~gd)fJ*CCT7xZoGgxrrOMIk87h zVyENdW{D;gnXPX!XKG;oNlQJz4VK<$$Js-t@&F8n`r*r+HPUu;(rXa~w5L0_Lj$Q9 z1p>YT|12_xwq3VFb}+&k7VCkiE)KgdH^zx+Qpw& z!!5uBoQ(Iy>STT}20V~}7BnSP^XdW%)ftT0H;skwN=|A1eZAHI3MbpnNpc~msnVvFzfI(gq@I|dIrQ-=)-;5Iw{_<02F#ty#Zl$iwh zr=!#)#(YKAd~d>Zu3TxBj5jv`FDLoVuAL;*RhgUFQ&lQ1V}VU$`GfS)UND9xeotfS zvK6wUODzqK?Tw#c%aXA^J_%~8I7qe?t|*)kOCyCjWF{!E2Oa6%3z((X?!x6-Gv%mf znq8GUb$R=#q;&)4P_I*q!<*-cG=+Re5=cMDLZ|FsQd8QiD+$>z!`gLl>e6V5^@f3e zlQ}7Lf z^slCnD)~r9{Uymy&dio591Tku_i4C2sE^7IG|eskylxcPC++lP}D&YYQO0s4qRR*x*p`%Q@e=`!< zGLl*yRWN^+fKTyL+UbTa3C2JMUvC*u83IYiq7gHd)Bf-$lR#iyrnU=u&>+Mk>Wkc3 z(kCTW=^C_Cnhc#CC)3C~iS5E_%Q9l51LZwg36$?K&Y6Dm#+o9Q5kq`>O_yyzh%Pwt zOnfjvc!G~Xa6iD!<|qZ5RGze@#!+jORvViz$==KcPSjg0jk8eX8KuSWe&Y>x%9~`g zR8w5I$~@<38wV-R^nz>Z`4v@EEmaVLt2(>q3Zb~KGqqP+=-UE{ZoU^+meyky;De5A z4xYD}`yH@?_?hN2iZz=VJ^4j&PMVga3N3^lkn_GzVKCwjDK*?VX#1|E=@G-$hVJ5s z$TLD2Sm62El>apRvp9!$=;-ZpOPE6i{D|94aR8IVoe4Np)(jfUM68DmzzPSa3qf|3 z(UVmBd-X|z)j}6OVY3O;hBil5XH^&lpRaVgwS_MY`zD3(ho?ENqi96Sli+obdJ!$$ zAkx}vK=gJNV8*c+;32$-WMd#lZVTYqThgYrCwn$aHO~auJdU>}f^f6f?&z3^{#|-^ ztdJ~=@FV9~wb8%RY=X9-msGI%E8(Qd(CvrIvtfTYfWvHbN5Dkqe55tV9A2SEZQb%(z5)

      8zT!e7up8+c~7M)Oqt|BO49xnuEV+wD}zluxmGV7$+Q5@#&u8^Hq z*!O)R7ItINR|h5{)vEfS=#Wn1A3-Ra0-5v`-wPa4mo@_jhdO7gO-Dio3^Sx zu?cB#T_7J`hG1n4=`IoSJn<6_mHAL<6rl8ytv?H!8{7-xU$ zvR{}NgjcYM4BBv7O}(jSa}Saz57+ZktIy$`s1<6vo)NRK`wqb{`Wm91JFX?mb1!pt zs0uX`@S)X7#5`^dA!P3mn8Gg5VlxZp%T-F`vnoe&{I4zhj0-ZudSo7aumwIfVZj69 zblU6?@mE2zyNwP#Rr%2StjN@D62pGJV)M?&n=^aRO|gVfuu5TE1ydE6#Kj!qZ1csM z!z6EYZ@LH>QZ?H$PLIX-U}Y>bXQ>cTZ3-jHa&eI}HJHrahQn+lYE@xhjtj}walQ3} zVmA?1CsEdH{Po`L3p?a!PvwpLC6AQ+#M+~Z7@qCvV{fn^9JU_`Dsf%x9Vf*!F=gvx z@$AR}_WVYQ-)pTZ@-MNlb~vGYCm)AS6<@Wbz3@P80vntH4il8T|VCvI9W@b&+^@D^&4_3LK&l}rB{HR>m2y0r8X!(wgJ99&mD)i zQk>Ks0q<-qF#_U#Xud2&U{WsTH@pRO8O?1GzV){r&6Q1*Y~t?A7grPRru#jQTiCP} zF^Hj4j&P{yt}czn{!Lz9xA8wCtxbOc=yxeyn3un20{dx+cYAUNmY!n$4$yd9Nu*4>dK{ye|-n3m#ZSLN_G z_U7p6AnfWYeY6P7!CqUcMCHOT&RX8*@Q=oU@3RO^1_ygQRs?>uG? z^WnRRX>*-@Z~#(S`k4KcS)m$KsC)?@WIVkqv39F~(kpzksgi+8#0ucQn znIw~ETQ;yE^dyi%z@N|q3Jz}S2u5?t2sZ1c81%{+hyux| zW)Y;suy^awg|U;JxxV$oyD;JxN)hcE3}ezJOFy8g_*#5P4B5szy*TQ&SG9NAD9B6nY-o@ z{i{tTgr5-=gNlOkBkMUt-_4u6t&g+mV96O2BpniE#yb%-OLYhkWYh?Q3brN0b7(~b zo)nVv&N5GzEskVoi|CI%2?YZ{5$D)twOCZQg~J`)%tSo&eVrSq5@Z&^+%6oRS>#5Q zam&-O>YAtbIPP?2i{es5^V0aTp>)OObY?3xN3gj6hfKDEM^U!5<60bCcKht?+{qb4 zh$u;=v|i@`4LerxB@J2nep*NzgI4#QiZV@dG<4u%-1>JL0$H`G89eTZAt`b9G3E}% zS7n%@vGw-)6OyCz2O`cRGHVwJ@OjH|ckW=pMb}v%H>>2|lMoAzoZ){8xWVm#q**>j znlj3i2FZY|fP`~eNixL~o*twVXzg1r8+&Vp?An(gOUo@okSbyV6s}C@B@ca~tfPfyG_BujKP{pC_p; zd0l0lAPHmj9-<`dyv)z9>pm{Ilo?OZgJkaC8dNq|*f98VC4+bn-lw6t9wj**s!;E! z!Zg|6lfk15-@|kwKp4@qF`94=(O%G${Lx-+i$A`AhXB%QVJALnC{)|5(^?|Z>9O;j zr+;oU09*zYVzz**(N=W3nt3W9-N;iB82aWr{=2pfOX3#_oJ!c~1Cd|XRT9D4ts}>K z$%a%z98lPkP~jlE3!>@SXg+jY+jSuq`E_DfYBc0tq?~cqX!W{Yx282PXHIKU8#Z~U z5^_{|Pf@;Lo6iEK8FPOwQJUoW1I{TL8$Po+A@dq$$o3Doah2Q|PH1*I(>9OTR&Wag z-o#0XcMwGcYOk><5(E3WpiU-_2M77_et($Gp~DGkZjP*~7Y(}>NcNtr^ULMi&E~|q zU~xhrE#AcO4W*fdAQYhIAi;ZrBpY_walWES-mE8J)i&Y22y;vl4hqSAu5(va5t#TX z5DXIM6%DnO7Zw}8T2^_qB<7@6EfWk&{413-PY!?}JSV?gKd6*9OUEKcyHqG=uU_43yLoI2&jB>&$AR<50O^K0 zo0f@Z^S?vZ0fzOuP|9PK!t3Gt38E4QlcT--6N5uI?_qh(AZyXu;(VJN8bFB7?l%U_ zTf-#Vc}@OlRvxUG5pwyP`yCqC4LgNLyDpYa!>8J)7yMCC$i1>%UX=$m$I^k>T6lOA zRnpBt&-X|M#r+T40{C64n{y|)#eocMS;c{KeXeNZ!}V$C8Frwt_o~^2fE)V-lcK%4 znwMdC&SFuimDj_!TW_MX>e-SBsi~?rq68!)W6rzjTtZR5Y8vhb}6VU&$#P%@dxamiu;`$wK0e9>MLO_Tq3d+|0r9$RFJ z^v_|cJ(r9nk2i|~gpb2olqQuM%MXu--y;?UK@%};?y44~5i7Ho=Ak8)IW+*zC!Vbh zsF7#{mW5lu{Ue%NS;z-HcY_xHhs#~uQ<$~7sNq2>*V+J#re`S^kGirox#jb!@MlQ% z1H|~eHSknDvmszUA(YBQu>;+f5wTXlEWlNO0~tK7eKr7XEt&y9V%=FP>CZeRujc;T zXCxZ!MMEB`W|KlaW#O+<7;)W+lXC|QFR6pnn20LCx*=xyXywY5ftCmek%ID-t*r`E zejiR0KGd((e#&8ZbNpKy|1bG%QT3nOtJEH1tgX=B-kmw#aNlIx& zjlN9)2c2mCGhf^6`H8uZHSLr)C78&QbNxfh!a6PI04(-`&J^G-C>zvD=k37jiN6RV zqVSWqx`i1yNzuZdaL@n%2He2226Oy69$2vjRajYnGx!9)`|#83^7vm^R(l%1b*qQ_ z3#RCUL6DtKnR4OlEM&})m5QS)dq-OKjt4~;y`!yrM_Trdwe1~i z+B(;?b+2gaUeVUQqpf>KTK0~$?Hy~{Il`+;8@KC%wgQk>2ndHL$E}1cj&YC%He3M{ zKdmz1W0mu}+fo#;v+ff|Fbi?O`h&}91}Je+StZ(4uAgg%dQ4>TZ3AugZETHF+R7}* zRI^661wV5%kK@l>k3V@vYxFxL`jXpmnk2o}Au$A`EGxmP<|fAno?~aO$jE-3zU>z? z`8!2pt}o-BE$>(rV9Bl#F1AJS`wTh1tR5dA@a6e(%7~`Ojt4Y_eTSE+Z@4?EoURO8 zo8=Drd2gs~CHcqckS1=w6=C_t5;TK!bB<&7l^+8%@8N--oRhyjRr2APot~n}D|sdU z%K;ow=+NhYTZPFmL|ZV(b!ea<<8^(ZKB4etPt1DP71io#v7Z*yRE=~s~yrrZUv|l0xY?45G$`n^xr|D1m}FtF3|X7v(x0Z!})`d zh=?NQXWl~#H@Z%a}=2NPkZm7l!DPi(i7XZyXF2nFr<{^S%yz zN{1~ve&PTSsQ0Mv+!xV+F2RlT2H=7uv<@SyAu1@nRwbj$7z0Ua?yhtqSvd?vz5SJW z)1vZ;#gX4ecoAv+_lc_evf}>ajDo81kzPxT8x-xewyN=SF?2W_XQF5k!t5SgB7xrO zy<%>W?8Ar(pp#66eW%;nk-^G)PxtvB&U?)I)dUNzgs8hte;>;}zNy0*UsVC~)Ft=S z-P=lF5m&H-23g!&r2M=s%&iqM*BjO%lQ`(${JKSqfvf{Xv;6`+XeL5)4yYb7Ad>e{5>^ zJC1do+ynkHLE%Fkw10kmTGHWa*_NfV!{H_w@H#Z!j&|RRczqG%T@;OCmQwW*zPYF5 zk^G7yf%4>OlBE{)GDKBbp`DCzX@_yLc~?GTA*sdSf%!yl7kC5%6B^p14~INkixj)5 zjiH@fl0or>F+T=te3$*k%{~64*v+D?pfu&xh!DuznNr0C;R6RZUsOxNLeI-}MM&^_ zC88Sm{Tl)u7KWbhqQ@VC*;SL64S!JQYDUP!6-Sq`FxbS3*2CGeVA{PMPbj-lnwBl? zQ4v7PxzmPq9%SwJ1cJQokY8Q_Pl&vsLROcX09F5wJ~`U`j}RPwLZrnp&UD2L2)vKQ z88?JdN=56AJ$GsB5p1rD6kw&t2oc(R{+AV!2UfrB;~>_0+kajaTRaRcppSw(pe(t8EL7YRAtpYsG3yIt@j9xqOS9e zBB@`cv4G!V0AN6$zarrs9O&^R(RUG)2(}+*_mZ}>(A0X`&2_Ji%lsEMy*Z(;t=KHO ztu?GXna>YUvA-96mw7sX&rgmm-M?_jR9w;Av$FfYT-tciO2p^%&sq~U_V=fzYl<l@zoj2_w68-^5v@0MK_s57&O)RqQ@KPMZA$Snd+cj?LIIbafteXvo zYYcLuW+;uzqkwkH(%c++n_Mg?tD42dJ+YO8-XjFb=JL=hf6I|bylU7ey+FWOuoaOo zGTD^@kTz{@Y_E^Mwd%zu*{;GFPN0$hsUkr|JOqRX<1@UF=gf+*PGlHmaVzmBAlr%EH&EzJeAl~?{MJVnfTPRk|0nOLTDCV!NFUt z{2L(=7J{G@dhx%8R7>bCrbE^mNTB*-i2JK4lYDZyc#qLRXWm-il{qaOR5c>}6|rC{ z?YScvTq#1i;{_w`^g+7|$pLIQiIC_R!$SBUhbXh%;2Zx=u9J^ zrDpvoc^m1^po0x+oErbn7%RWdpTS$`7~;9$ldO0AK^9fG%t>|}j?uF`0KW#|qFdTQ zX4Y6~9lX5k%ftVr<;)|ILg>W$T{DwFvDM{apd5wKPhvafk)``$BSDO1-@k)9MniQt zJ`aeyaHgMH1M)k~&`!UE^m$ugU7<_X9!_M%L_5J|$j zGXnl^T$*72B)1Lu{Ha~&009Rt-UXJ4Y2kkmLl18;RaYVa0QF%m!V6}pg(em zm(EJ7H05FZ*HU%Xld_P}N;N>^0%^ipe=5jgC+X#x_lc&VYB$OxF&cV?o4tlh$lfvg z#Q#6{W++tzvH$ZvI4;lz+uEwjYs$Qct3p>4C53y#Xi=(DsB`}jsOKEsCI39kyfrv%I)@3-yW;1KWBtq; zG1bugW+0@ZTq@bi`O!v>gUs3H3{9`%lBE}F54-@a5t2{LbLOe3nbRJ6!-)qV=2({ z`ONc!+BY^KQ&gz+UV6DLP0}`P9-7U&PRV)$+vj&1-%dCB?JDOV1ZrMtTCE-BX$Ssn z)jxlwC6ZBkhG^6TZ*W;tM?pP@Dd4DdsR$mb&ArYa8VDSo1m#&(MiYjq)Ub zzgrdRUk{J#d}@m=eMcGPJ}2$Ys|IKxh!;5g>f$pOS3MM^VqO`PBrL&PM02S`Qw@%xL8?D5MHf;P7d#1#D9Dnrn7`gL*g6 z?Rw#9^$|BHuMAgDP0)3U=mTePFEU~sMSH_3WY&@teXy4`??6GdYX_%9p5~r>Z6qWe zuuQdkSO#PUMlVmy|E<~BJKn~1$Me5bek;V!Qk^UGTUp;}*9iH@Vkjrp#ZDemPU2bp zxd>cS#(Z?>C{DK4`MF1qq31MJ&sO42`G1FU51*V+#`4Fcu;(KLcP5kDs%$+t*p3TD(Id1T#X50Cm zp#vRJuZN+cY?{dE^Ec2^ZXMhZ;x3oqL{WUeHhza3@#Nye z%8xMEO^J>=i@=;uZnV!3y>qO44W1!Kr;#q;-y>_x*Kz}|ZD1-LNQr-49AkTCf+!p9 zTbpCQ20^)io&6v*tz^6iO|xp-C^hH~?H$}OcJ?RV8E+GLeHJdpOWxCgx^_Tm+yG=l zvp)@sIISIid&)a$tApz9qU-vK$_##5@qsPVLgfU97?mgVX;CO~ZvC`%fZxfrCZrr) zTIqKntOo3O@X7!O&g<7weBcEf%jbnUvXY<8EPUbg$)Lz@>g)@|1F|rBLl;cXm%8RI z32WAasofxy@L@07-W>68cc}V5cD^CYYJUV`bwFK?h(kLg?kG8?wZy;OEU!$$4up!5MJN_4D%wIb?jo{dAt<-Y5G)>_y6&L`T}>YMEjisKfs=aC@aM{+ESHml^jaViH} z^{`$yn*@M^q*9=9TZ0$Yb5mJBeVcV{%&yVnwGwwaN8dbEB1NY=htgqsG$CwrRoxAR z=qK)YO;w^1YUZ&E_yi)Fox>emzyyV#Gku!f4y?AbjdmGTj0uP7LIKLH}m~fBL@(-SP{_9VoSJgMT%BT;jz8{m=ezK`^ zt#zey{ehIi`$`NWV6o^0P6ijweilmqZK|er#-v`JF(G&Q`QvHK@d*QpTCYfuG!5b6 zBW>UczXr+oXw|%)zQxI8{A)qY=BH=qj?I1T88@OXXSBH&@lq$esg!c0b6TQ$f+Ls_ zmC;hKxS3}r`S-spR|bn@2mc^KwBhOz!1I&%#ID;vBoP(heY6L%Fa{xR^pe3=*Rk2_ zC++GGK1QaVXpt4K>v{JpJda0Np#@)1#1>{kvHO3BM6i`md0n<+vCnQb)6J5doyk0L zK#~^%w)vv7=x(K1AYP!uC}>cRy~7!s-M~>+8Xl60$`-dWiIOzRm+OJmPI|_rOAz46 zV6srAjRa!Qu^deM!`V2M2-lA)!5VTIsuRtGrgGID1?SY^9%~>&Hop#&pmhK`k~3RA zRhc$-tZ>nd7M}TJey`2>)9~sd_7j}yOF*BdRum|SEr4gCnkf5cs4Md<-c}n2SJv$S zVdwS)!%95#+rMFr3bK=R5k(27DLFIv_uA&kZ;UTMjY}#bz2{owfPHz&!dB3JXII(m z;LT%$9xgK!8M}Z2l?{1sNhTUF#dw@yO(nlNUjP6hG?#N2fdBwFdO-K3qBV-7mVSa^ zlKG;3PW^M%V)la(m$y{|-A_~y-+~cstSP{NHD)5b-_mxV5~es7MY{mUG>}Xp!p>4S z0|TpmhN_&+=Oqh2ew5SUz?gLU$__IMJRCXb9=7&zyGU0M0Z>4fK1SByGO+E~t$rf+ znv01m>r$gaTeUT85x&y~RG=PYj1^T;7#cN#q{UgZ@*FJJN@%8XqM;8T0uH3lrW>S$ zxZ)i2H(`OCvD}fx=Ehp0+p6l#(Z%N5`;=7W#q)DFvuHU!<_!W0{ZQn2Zd?K15j2KCUGG0 zOt=f2VV`nfS#b@p^p}p}4tIWGh{8N+idk`Rgz<0#pSn(6UtDmh2F@S6g_X8*k`tP$ z8v4nLv5qfaJO01GrFiNJ;!0%#&(S260X)`~+;?6u3K)xiW9>U$h)uRdnrs3H#xoid zaCzNFL(dl}Sg8hdgd@-Tzwsz>LqIU$RIH<;(7}@{g&vjDK}wgZxh;_it9B4|@2CO{ z%R13ts0XgFr#(V@53v>IQnsG#mFfof%y?RfZ}{XS=FEfpNL#b5cW zt?=|rJ?i||zU`5(w=d$%H_>Lz7k>@)wa)n*O#SAls9!oN=gufQRen#F{t|q1gaKWVMz#rPSFT}d2gX4KTt{o zo#p=xvZE^bKD+bA?GyQ>6CT`ixn@1xlryNn$8Q%{jP5L>8wLDS;WGS$E8N!U$<_>G zX76wZV~S(`545bToSG=zZH{7|uzJ<>{pYZH_4~#bfwe+>=Io~!-<9nxBeHVWm4tI2 z#KsOkRhCidMpy;gzXg+J3xfyx+$5gJhX0Vm_&NafXu5OpkM#>`)Ark3oKM^&Et&!N z@VRD|k*nPfVT_sQM`hG{5%sZghWcLf<3{UlXm&gvCf%a?jHWuEux6>G))WuIWJKUK zjHibFU3R;HbZq`=0?jL4GHxGV2C4ib_y2{<<)8MkB}+~H)CzLBBoi&B3vH+nm0jhU zpx=aRMRPcJRqlR9O;q)|6$Av%t)5Db9Y)fNvp@t?#HI%9jLxJa?_Zj%oOpNBZJzX6 zS8|0IQtzuodfwsBI=^47f#R@=aI-%ozKq}3`Mz9s1ivyaQL5gQpQ$p+x)G=yqkAa# zf{ClDM(eiEl_v59P;~T%itl?-<1l9LZ2hY3-m4GAsRVwE*CMZ`V^2shkC?h#W(th` z+?euHG=pLRe`?a4WHC7;mF4UES0_1yn)Op15MAS?GeorHW?SM3MjA@N(T-i5TS=9D zWXOM>Yuo%%1;jLbm+XV%)j(t`etj+Kb~4{oIJj!L-Hv-cHAO7F@2%bntlX<1;nZiV zsmdw^hwq(nf(-NTbjBuxzHM)fUE|YnN5r6=zWI^Qi~Q5m7PQ6p4}&434b4XRHg)S8 zc*!JCI_OC0aU=)rX>o!K(-mdutjtR|Bb>yrvH*>+obqZ(6a#hDM04F~ZeWT{!^wVg z8OQ0-SP%)L24;C1JHdc|uf`h?4e%i(<%lQBip{<3IcmG6GTp(a(JrC|^31lF)@E)I z6Zkc&xIZ6H3iiuD(5U?i5lsv++?f39vvVY!za##tV+?h2ZNC*{xY`rnF_ z&b^w8xwx4lh%f6%eF&wm_4ttC)x_PZrRNJ;*55#5k@-a^pMG+e7_-DQoL1N~tn6RX zRAdWbdpyAbT7mlplmvueSvJn~Pqa>(fX^d6bws<9qK2e(SeIipg7U7$P}b#A;d)NB z+w(w)>o_)2v+;M7$hcXfkH+U`YnTb6wq~6pW~GfO=x^+D60B2l!HY988ZvSM*IgbU z`XW0!=889%7#_NbJMwDz4i__RVO$lP6>p;dsxdHqKK|0x=;j}_wVgNEaoKE9{EVYa zIdJJ+mgr5)z0+_hs+?rv5Ow=h2xz7`3Gj4y-=g$(y{9`%!i-b`xUfD^L z)=?C+?729Qfg(HZ`!QGTNByJdbo5U2_Q=nB5*c2+2OBskaPQ`S;zjO1KV^?(v|7_N z3aA~C=YKMValOq5 z^EF+(o&~=H{%bVAg?n7%JUb8b=El!Lbu~AQntCGVWLV}0%8B~xh_um_QO93a(uC>a zG>bKW!v>f&ZGWB3I#p}Hcb~Ogdglv^{|!`t3o*cmj&jf zI6f>a5k3XLgHNNIVl4XsL;x6uU(despkrts@5X#4)pJE_ZVvhS?68d!C4K;o4-%f> z#e@#Ha#^a9{nh}Tlkgr)LhaWQIXyw`q`JJ;V3w7#nb+84LoDwWh3ZZhvik#7UzB%p zST*3m8K_y0>G5 zUUHBQ9fWAdHc@Wa4`#ep!l0Vo-tRa9pErGE$QC54>y&WcX$iAiDZ|9mNFXc^-mWzN zPw%&WG6g@eVSv0L>i6Iz4?xu3d5IhK8gw5AE+T2NKj_P4Is>_PIxPk69(E9{jNTs{ zfqW(~A=s(DUe5jXm%yXPY4yBdS2t6N01Q6NalO^@DZ7GY#sseG9YqnPo9LDUMSy!psRKQ0?uxsFr>^n8{)Nu@H3k?Wczs zR2TTb-{7Qa!UsT-I8bnRXFuX%(w&_8k>iTr%w0q|jYDezLd0S4q{1OE& zfksMGS8ome4cHr})+~{{c>iN`46N!}5svA8v!kB_VtHb~m*}oVKLlMfJRWp%AoP@Q z?xHHxEug(OPJ;hqFBr8#_$FRV)22&w%BbsBYXpQ&IIL0#!`hLIQWa5yAhxOt+P-@Q zh(eA&s*Yb%o^~aE52FdAWA4mJDQo|>7=Y7Z5sHMN{;Qwlge>ZaMY^zg40>*6IG5FM z{%%i7&Ys~LE_aB^+}P{(UDj4vFDWEyNG4^xXjT^U-8rOLt=@htY^na(GLI-Un$YM- zb(cC%6X0U544)6Jk8D5s_V!Tm1jcMhkM|PKZj|{Q(Vc9{q&na?TsF`K5+3~mtU`f= zylnh`9_f?Qq?Rh9tN@jkIHknDEj01hd&zQH*qZ@s5XH&xc@t0nXxykxkvKc@Sxj0g7T9BAr>9Asy0LLHzvGW{pU`-f}KlmilF|dbY4>Q5Gph z!jwU?#@-L! zT0w*6zKt5afN!IZTY7Z=Mqczu`T_T-``ATGp%@1(PQ4ip$)eqIjbj(RamFdOp-YYroV<5K2kYUeHNdq|q1v zQ8r)%9$|^XdqE_8W{vh7bns&9uUN&fOo~8D8Mv%`Ct}${y<}lcERmR6KvD?Qe`__H z1dAHCDAa=EDl%o>TXjTwNbI$wD{Ik?BgT#~wECjDz_}ID$Ym zy#Tx2M}t%e+cTJRyY#!1W_=(a{j-&H!h2owoYsjQ`B249+{)Y@(v0&=!scK8I(ccf zFZIHL-QJ+E*HMqv4%=%5$pLo1t z%rOoGfB{QzPW~9o*=85cnO`LL?zbSYGbJo!`?n< ze@OSxi=Snh$C&1U4ygri*}13|)jmDCGf2V_K5_fr;Z|lYt%Feb=_gXlO~AbrEiLGB z*&@5WG}nwoaBRWpi`kk#cheGRn4GQvE2Y}nUn)KLPx>OAZ>)( zjmYN8LOqGVR^EFJa^G50+FhSKXi$#jDP#mLNR^>b5dVlgt0B7zv}#SlMZ-^0!a1BP z#R~Z&g*0#oj1Z6}yBH;al;UQ&&1Xa@$BkUG%|G6CB`)mVuH*NqF-gv;{hkF3wxtUd26hcglt)3`L_j^k@WO7nzM+ zoe+rm2(%}Xj9UehxCqR5A_lTMNcC*ADu4M`aR;<_ItHSdajvh~GR}cq&yP|`hhwsq z62Jame3f9U)&Q+k?c>44cjyZ+NOn;2_9VNuL(!io_#o)^b$;tC0dFS$u0Or+(|8Tj z*+7)DVv2>hF|&`15mmAu9ww>jO%eaLR`AQQcPS$fIKD||Zr8SG zLS3a)<&d4`a#Ufk$wB0G(*>=bIfrvaS+xKF2}MQk|4OGK%sYg(E=CAc_)16@v3Sm` z6gqM!f>aBhsCuY;OQRg~3Ulik0bI5-kGgPyon+p3e7B6l(i-vEw!Ce{S^V zL)os6x7Xf`_PvkX#-L8w{a`d*cecno^S3)>I**f5xGcf27KA;d5bR|0W`qA1>F~TK zjGv}rBQT$ZX zcwOQVtE~2!lFcrcZtsdn($%0qI);^Lo8;5s_D zARO!{3Fb`(eXzc!3BO(n*DpH#a_zPEZwrS7Z|~VV4pWdGqRkl8Yjbd{_3YvH@W?T} zy^C_d_3cj7>;;BB_1KAQ^WI-rFWP@d8UU^xog}jGLXQU{ri**jBBVjLdH+1MDK|@U zf=o{asEiz*AFlrN1cm8~2J8owH)CZ<&2J$7O&He+@wry7uBrEjh2?(UCRoY_IkcCK z>f5*gmw1{2*l@XIG&?<_7lp-oXmB6xU8e#_y=HnLbb~CJt1@WZQ(jM8F95|$s+c%8 zxHK&HwL4w{qo~75`)KE<(EqkCNB`+QSDPk(tYb(%vOvHi-qRcMg~Y`)gu@rL6uR0b z?ZxLXUR?tk!|V07Q;ta@FALi_4YiVw6rlAY;=n)WQSqEA+!kVUIKW?FoYXqzhM`#+ zm@dfb;N?{O=WHn~oZ3#c4OpEzS1AcDUK(LuNe{`AU>i|FJ|^^4D%W@Qdo4m-4ki81 zgJm|=+zL--$+x-T^6)CXPK)ij?c6|?1SEGKV$y*CJ`t=J zNwoCP<=0`sF{?yD+DI5V#5RzSH$6u;iOXT2Hq_M=LX=^v3ey|`ZYVUwBD0<&@1G)} z0tv?yR&9E_Ffv!CJISUecES~k_W*-Qi-7mJ<{H=rhZ(&P1FtInEhhMA-=d-DIAd+TtDQRQC*wR0JDIyJ;*p0PNS+BR zb&>YIJ@|DacdWQa(pC>}SP>Yf2-qadCle{rGaDD1yU^;3h^=YcA9UL_*!RzKenBSg z_01q*>@IZfhV2VQQP{?-Z6!m0Jr^41^nb651>5RI{y z6lzbb9lC)UKq8oHf#^vN6q@(L$xUDFQR>JsQh=c8HcggYHGR!o3(y0!Ebu7=hPU%VsLLogen*~HQeDz0^{NtH2;2Jct-P#0}U0LOB-`ev{ zwC@shp>j7G+6Gq4#{7mTwidzP+h5c%fqkTCo1L>z0p95C7L$N0FQf8{=1)IEs}pcq{!MO*ZmisopYon>mrj@j;8)mn2k ztz7tN#hY)4E7|qX&bP7ZQwkU9;B{hGX`vo)U_T4!Cj7JCMup9kx>?6wP^sjY#FcDn zD+x{0$ytTiZJ(qhm~v5WK||n0*~kVH43<1P3W;XG(MHu9IDdT2O3XP0c#;-G zXB7{i^181wn%8Yl;v3dTeOp1md+qXgq)V8x_bDJ7$H12Otp^Pn2M-8YaH`GO+;}D* z3BvMSbZT`^`vjJYbm-^y>aa)OpL}Wyma0slMB_d4g8~Tj zq*GA;<{y*z)5`&xlW@`F26kp{T&A#Kqou+AOv}oMAiG^3oJ+zTwgy)keP+6#ZX~o!1B4EOd~8U@2ic8bi*5X)SS zG-dOd^5tiO^>^%R%(7nD=X&6JJTpZn)DY36D8QK|K_>2arzb3-mhxtw+J>ZB%au6E zF5R^u(Mi#Gn!7-PN=uYNjHYi9NVI#p0V`_lT~2q(mmg}KTcrbx=c9}XmR9-5r7H^Flk=bAQIB$aoM^g6-l!}*}xtd+UlqMoZA)mpESEu8TA z4u;a2+Nx_Ub~6kf>5lCBkPp=R>OOI}+|fEb z&Re~M{eVr*Q&HAdugn9cosq6}>Vb~C@l|ahQf-%h+!eCi;k5Mg~w533(e)Via0 z$NG7(byyF*3E#@Nf2sZcNf#)MF}&KbyTaGahRK^RrIAHZl5iZ)>o*I>H7*G%4onhF z?XB8Nf)D?Nm>g1>Po%Cx) z{)H`0(~s22BPETW|9}U7moem?cdxM(@o!M^FRP4r5MPUfCJ1Y_Aw)IcUB}wP!?IR+n1gVk) za9KVp4hBO-{P`DOU75qju6+x?v)P7*^T(HYVexH`z2q^ztNyhNzf(N~{P08>&olJ< z%R)lTFDj!_bx26aiBY7p24XUAHuwmo-VGo%sDsu*%dxLr-#2?-X$l8}4w41*a+sr6 z+KI8SZF63*>@^DsE(K&?w@5c5DcDS@i-Zxne6Fn0%DyTWsY13~4bn-o!{G-B+Bznc z`@AUd_4otTe1?=J=Ve6uN9=f)14^jBps(V3X8vlxCuPn~MrPh6)D`;iw0_~QDe=st zPi&0K7#r~o+!`9O8fw!f3X(HhG}|n~Ek5;m650?wzVs5+`t4bEYp};8Dh&);Z|-wY zJ-3P(sB>qf&k8x^`8djTo51pWM$OYZ!M~iJa2~zR!K`X;wm_I^wxsL2xCn9K z(orcVoY567`L2P2>fQR*A)+*>fmm89U*$EEbj38PtcGWPXnHagyvLL!f`3@J+5E*whq6v+)B|Vlu~jn; zT{ai}r0I;tDmHEHBCFka?u1+i6!7=>(0CTXC81@}&>%tRIGbq2m!&N7bmQ~r&USYd zS6nwb2ixSHM;Pr$1H2Q%hGXx9DAb%_O{3pKI8`ve2Kt9z9( z6lD-NFfrGi#ipAKvnb!>6i#kbuRVv5s z$2b{5{6Hnzz$Rp(V=7wE32{5=Nj?CZjB@1OD$!IdrR=A&ffKbk2ET&oF^+L|7iC?O zW_|Jm6KA&SgmsfibD2iHE%3Tx=-sotME@Dd)2|KkbS~J-9rUR+3TK;1gmAI=i0PC| z=;WXL(2FfFPoz&M+Ir@L`3<`~pAO{e#7iacCC<;&fCT(1%AJsz`aECUZyjCi9a^@QmBqW=v`b#r0b)}xHM#HO(8f;I(-@F3qz`M3wL0X zHY?DJnc|1ZL`_+ zjjVw=^DnTJq>n7+ytly5GPD7x_@W|z35-s@RkL5dLI~RPUE$+PfzOB`tV0MkTInE@ zBhUqL%h`xp){;}7up)Z{28cx?db*K?tQ`F}nYMS!T?zuH_WV#Ai6{8r%YQG}7q)wg z@Jb@2HkEU*M#EZqH=-aozn6~SR9ezB-L@VzZYvw&7fI^_@PFu>tG&bi|NQS1?!i(X z83pcg*Q0FhpdDb@JXYy-2B+h6H}ZmKkCftZeBpChib#JvNX#?S0<`WC018dKcsXCZ zQY{k83#Heo+i$Lx2CN&JaNVj|^72MLt zwQSq8m`pCZu+?^2xhKd6MISR1zKGaup%Lq;GTGfJjRw@1739 zMr#ZFIR_3E{a1FKF^>^9u`LPvdSe@&bQ7MrVuI7Ub7O8*j+H{`ZUXPC%G z3I8k7$neefHxK-JRb~Y&8!fO3q|0(~JkCs}OMX*ks;T-kvJ3hjZ}%MQ^uceF3%a1M z=+OjzpGyXXBjrDB%E{V~ab{k(IJ5m_Us<2=h#0&mm?5~+`cN=0bdejO)v~X%eQg{o zJO;yRiWC4?-YII&($pi{oPPfDR@=;;q3*`_ACL3lituJNX~apTu8pd9avr4F5Jv?M z{+}iKNuI3FxkHE^t7E~t$eEWEF<0;&37>3V3Zp!6=bd=0jtg9E+MmRRAFW6$ks&1Q z;N>F`QI0aXq*vpkYX~k<=Y|^9tgw;`kW=)`9;2ZYbAK#bFB(8dT{ydA{u54B&wk#f zQ}aYZuEXW~49_}706)X`^`x=h7Hji%ia*v4RK0qJ%qTD%qJw@hz3rd0o~B_7_@R=Y zjvreZdsTs@iQ>?7Wk?)zruWu~uaUy~$#BjJy0(tce+C8$F4jmEkD;+)N{S`>d~mB} z-f&J*SB!tn(RExu$9kqki~Q|gMB52)_^JG+dEFXe^$8meiZgqPDDcgsadjH*p{F|; zXi#JuyfoBqNf-9PV9uq=Tm*M@APu*3jXl+1I4dhC=UaMdzjuRoiPVJ7IAx-=Fqb@Bkqr7yT>m*Palb315dx)i%_x94z>X=O9X7T zqd}ok@kwa4kt^;O&_rj2&JM%3riGywQXATCr#nS6_k)QqNEQ_bp=DAoe|8tW2i7T0 z&fl*6)n_$-8=d6)pM$ygM6hIa+gjv*kej`iUo@2PHCVQAz>Qx}$k)KHQbm^Jc!fHY*q{O?i=sP^J z!*vwIg8pK3z}Xa!Gd z!L!~-gNh5t<7)Zc_NG}fQgo(ES*n6AXNv5U#A8!i-1U3dtBq93h0DhigDL4)Wi{Y@ zAlDi;gX8zqzO!r!KmOeIi_k zQx1(0;~UC@7+U2jO0$|%@6`hCV-!gD5q$*eT>d5Zw^dYZ!I;*9$4HXY0^@SEJ93t) zYO@Ve%wd{gqIQ5O4RLcKRK;(!2BWL_KH8!b^evC^3C{lP!IEQ4F}-+4 znv;lrM5k{4PPN}ZK%nM<{ME_ln;4=q@yAQWx_Z0_In0lvaeGoU|8(h!^Zk~iBZ{ho zE4SQ;d<6UVVj3L+Pa-MCduUTs`lBO#I{!tf+jI~KPdPl_{-nWDg{yci9yI!TSIhBz zK!FEv`!K1-bM7$J?xn>TRHg4hZXH|^tLT5aLoV!5#0Of5lt-6pX?V*eXLq|BCC=U6~F>4WcLs1IhvEsB}Q^fr}pox&FoxeOo-dv${2bv zVQdiNY#G?*!5mV{O(~z$`yo7lS5QHdw>e{hLNt@e$#Y~xK&ex;R>&d#fd)}eW}Ke= zVsSGY;VK{tvpGvb-4Of?8JB|imUF1UD;AYX)g>z7W*P>ptAwz%Z|YLxs1zEJx} zK>i*BSaaxueV2RsODv=((yJA@FWQHjXy5GUo%+|aKBCXgzX%VREEge|;x8O}(>%s9 zG{Z$T@_U`o*e_sEJYVYV`t~BGj9LFh5ip1ZNuKIFl#aDp;-aCr*lDrQ=&B1vJ{)P3 zp>i0Ec6aP;V@%pdg*g#JU+B9l!_J-j2Zib)*{4z0g_JKs$?|qb`0t6s58M^k#K*q$ zuwhq@2;b{~uP$SG)1woc`E!C~GQN%OD>6%pt?!~MBXd%AQ9d0s0%7MpD`K43I0qj7 zaR&p(?(+vKL$WZkvGfI`#j(g9%!96u2|d(!L#_h^!~l<*KLG7t=hDgMM(4;9VVH1C zYj@U7pbZoHK=7?7jw2KG)C{8*HjR3c{d)L3He@j4@&yrk+QK1@B#EG{HdK2f0!jBU zIFF|8E?002T_Sf5y*jPo-j9`gL(!C=WUK|XR>4U$3ER1KQ<|;_YjZJB1Dl%XX)Onn zZt{Vs_!e2-98m-M4fgF`ZGoP&|)zNv-Fk2(v|=Kn-l<61ibGZ4-fSMT7K9l5JB#%My6{1XkAk2X_*H0|a3_`Y^ zR6FHrwY@X9XrXc0@!-M8i&|@dN0?BKxR*kg8Dv2aODue|(^;Ab9J=FN9oq#XybMc1$v4_`m$2mEa3PquIolx$a^DB?h^qu#wha^Z7QxR zx)#V;m&=qWimqY?W{W2*_FX`4fQ9|cciRU<*P1C8~%b#3m7+2a*Nt= z_AX5CLf2u~$L{0MU`agD?2~$9$lOWRbgS|KYof_l+H-w%W%xvX-5zP<KoY_kaB z;zKzkaXHq-{cVuf3IfGn6$2wJJ-u4mREk!+p?g|H?eQ1_Dwdxdi06D-1-xnq`*vpt zB$^&q00qCmtGhWE`8f&gbNy4@h-0okmzK{4xXn`JBbllnv%^}5zUo%tIxxGHyl`n0 zV~{^zRgv^E-8KNZkO+Z;1Lt#X-;dr;P7T|SnJHS0HfDUy*c=96Uw4Itcfidjov(CO z4$Mb~O2(b!`>rw5I*GLa!m)USbz|q3{fI<%0#qE@kr2}#+d{?+NY=GNUrwAuE=DDS zVe1-BX95GIDLeF5JPNR9iWtQu>%4^kHPa5{XprbgLLq5L1PaK`-=}mr+p46L=~`+E;AW3xI-nCVBRb=L4GZA+v6N|5mJP{sA!3%@;z*zH)Hk?SR_(bE$iK$9w6tWg=InuPqlI} z!Wfv;DFb2{v#mMwlwNz;>Z5cRUwA93OVgkHzy#mmzVFGX-I6)Ti)C1s@1)wp@`nal zBj=+)ms!a_3oGckPRn$JgNMrV#$n7 z%|X6$vIL(8@q*5|M%=^r##Cib7Q_z}sBhXW5`BqF!4}7xI3t`U&XuAIJ~9K_qHlle zQJM$<&w+>L` zm?MMKTMoMA`~sTCs5dBm*i}D^`@D6j~1^NYOW~%Ha z)V2%zw?T9iu1;TS58}R9x`OLo)Vhe!8oeaMaURO1X6vTa0Q_y-Pns3Wq46Obl}=t{ z3oBpEf1AWQ4^9=gzh%Oqh+|>jb;+cOczj+xt{B?CD|F)0q2jBE*g{V&J9>aa_j>(H zziW}tmT;!!;QKC;-GQJT!ND>dF}j9YG6H2eSdNS9m7-+Mg3a{U#kzJ{4L|^cWSZmM zyZa`ejn#9ffB1I7(`dbfPZP_u`-gI0FOjsZ<~gW?OM-fzz5OXal0*Gv2ZC}An1Z`_ zZ*bXt4Kr$Ig?kF-4i+0_@Q#AaCGUQVCGd)y#e)I@LozDVBjUX*1QF?7>;b)4Dyy-e z9S2py7sl+IU$h>vpvUDxTJR3W*7^WXFubQ~?J>R=Ei)pngE=K;j@{mNi#6k5n}anI z*3tHY&`2a8&F{DkOrrjPWgA7Y4`Wc$Zxk>#k?)3z58bGd6;w8aKKI)B>kc1;@Ed7g;7;c~i3R@!7_ z6gm(w_Uks+EvVzQP~wn!1fO!z_Zr_B_>vLjkLlDcdMA#KWj#qR#N+ZJK|47MU_2P) zlYo3KO8(OFAqs}8-wS>6HO>{5$UkoRsT3u+5~sCb`s6#OEAasbZs}WALA4}NmXhQZ zgs;W~V3ZAv59c>!zCFpRTEz`nK8-o$4z#0?)rPg=Ym8NKKmOGO!T(Q#4ypatxWE;7I=`Zw_i@?WK%0JcHa}p33gwc_0hn3|+)qe`XWwLyvZiDW zuUUS7#~iPODnG2t6@ukmgNh+JdKRN`3g~^)e^=gjHTjBApmcDb{bOp@-75`HVG|#B zGLh}@(;hTwUi63QE=>rRbC-n!CwyCIvk5UH?e?R)yAF*@dHnDk@@(Q5SiFTu9}rS! z_>#7)6vQiw9y;F54yJYUiSf|wdXViBsVAw+s89;64-@CY%4?*)7G@F?OkR0B!amT10s&O0GP_aRsnT(<1u-B-9GA{UNGue-q zO47_fKZ%PiU&>gI>ct6Jq9s)-pvm4y`OyT6OOEPoBy2@+*HsxQHn`BZAj9^3D;mwA zNG4NhDCTPY>KZ|<(-CWYJN4A8wPC{Wl`u-%Iw+V&dF z$>AcY4+IJ3Fm=~;BM6_>3ga+82$ZZDf(kF3)Qf-WKw9+lo0}3+eXCH{NNuJ#ZLr+} zR-erNFSPE_w!4z7w*gZ?&qJDz+2^b-$F;oYF za4rym%FL4a7CGhAnaS*+uT6gGR*u2`$ZWJ0V$R%n9X#~#hid&x)F}B_d}bLr$mtoO z^P=IpO8FCO!zWcgdRnR4F9z?pGgs$U#aXmj-D;n`X2qc-u~oAbHFb9vn5x#yAVZjKBlOYGj z9_&wul1PMwK>%7nrN6gAIZSs@Iq_^KlvP9ck-i9A%bYstRN>ufzXQq<-Z6jvQSPKD zi#p$S+Q=h>esb%74MZ_^DXTWoyFAp$sDwnS>O=#>t!8&*Q3)k3%gmLkaZ@cpMtLTp zO3C46)0fDD+s?M6O6n;4GU^U3RNZi~U$THjutZVYflm)y|8n{bv(^^cpn9gaH-rSp zEQ-a|vTUq(YO7UmSE4-)|T+H*@A>I20iP(I061!utwtR#m`@PHoip84|kCv5hqZi6pc z9HOfW$T`mi#p=e8JkL=1MR+~n5LllOu5&Ckcu z>KbI~9Hl89FY_<|ebI5P(I;}V9hm=f@y!pQy%hn3^uoJR@*Q_d37m%RQoChenf#eP zD6x4(dO|6LL}vVO%ciP}-~g0<`p@*XggUW;H<`G&3VY+=+*KE%G_=Boe$!*v!qke4 zrKnBX>I0fGmqD^H@bA_f!rod5$}{E7PifoIXkR@?ha50w!` z+4@4TEaioVd_#JJI1(!V^%onta<_1TxjU6cre_}fK#uJ%mv29*&h=C1Cxrk25>SEUKSX&laxbwoh|dc2VhzN<0{At9nuWEJhVYtr1vn z_woeVNC96I{-l+|3yq64h}@^^CE{ZdSo+RQaSx%3M6BkOfGp>vSy?d4uz95uv*t+@ zb&`n*a6KU>GC@!~1v}S846U$!CRKg>cbf7QGDm)pHCABK!Jjfa)$#`n&n6fNxgy=+PP}YH@4Hs=f`9W7&~*Vb#iylq z1aF(=+m(D6E7%_VQ3bSaFlcD&ps{@k3%0Iz0}*Z5;0{>?q_N!-aw$NJ+}^!pm7c|D zbP=2HVsOBJAby%^GUol&**iR)&vPp&g%Xx$Lt7c!y`8%?L6Zs*40FNCim}mW_(_Un zq3Ok-ZO<#~I@Cl;86?k_&a2)G>~>-&-XH*wk+I!`z!={x39thPMwrj323Jpfy-dOV zST-&hhk2=P*X5|?1l>-+R&<(yg8?Ad7?k_p#zs5xHANSpS2)5s22(L^dA&=ItblXs z$y;_;hw!bZXo{3*5!}yw9%fvcg1MvH7C+IVFcLp}pa^&A>`w%I!=qbqX$T*5n1`@x zEi48G+8P7i9{7Vawhh86*TNOT56|LtBH`@<<4O-2=sLz(PTDX?;>ipPOsRirk`s09)q!do68M8KJ{D1X zFC>B<37i<0T&D;AvOrgiUeU^Aft8EN73qWwgh?72 z&RfUnO+MLtKi|J#jHpmQvQ(GlpHPAn@lPjkl+Um#;+=~Cd-2-I3v-}AqkH@i1Z_Px+&|y zy?dgJiC%oQAncg@FbUfrVn>unMXfgkX@H7-jz&P=Gr&PFy0Fk(IeEJ&GifMk7^V@Y z@P#^A&G4BCNX|@&c&Sj($v#GHRUoOq>5Cha4W5-69zGClvcH_VJ-JaCGCbL=ZPi*qcE7cLDU6dMaR zO_6Q;K`5wU?^HG-H%2U;A=AuyKGM4~? zmn;UNUIWt2%fz;ral-e3bN|$pls`;T7;HFnk^y+XXnZ-;x<^BBSxDNHYG~+$XR*gy*h(-7XD>$M*^qA3=&tkQ+be zgnb^a$J>3;5bFu5ZR+D?+qP%8NeUM3zu`+ywDKXo!y?yxrW$j5tEZ!$A&G47Q_XOt z>MOvRnwklPk%oKM9IKTpIw_JdaQy? z14UFOqqyd!)Go-0k|v$~>iCEEqz2c81A_hj5{!NVVL4jxvAH?Y5XY7@A`v6BTmObf z)0?G|FOaP?)ZqCrbdJREARDx}gA;gmp-AyOO)Z`EAW$G*B&kBJ(|2&3M;au?it90H z#EDy;zUpXB5lH5N6L8W;{%B{hW2w%O3g6fRq|F#CBX*WkC?_7cIuOZAg>r`7FayGqt&hf33=;0gi3m=}(tv)`}YVeW%cx z_qyNs*!u16he?CZ5;3WBrFEtxHqNq5oYEr=)fOQs(bUgrXGS;ye-2UQvAM%6 z2a0l2+R6SgZtPfE(viE+$?`@_fV~#?r)=p8tb+kQ_YN`=63zp&ud2bucJOn}tT+ek zGaNzESRep`*WjDXAd$!Mf#Bd_^wnTyKlV3vE&JUkO-7@0tapU?B>)WFwA5~=u0WmY zSDL(nk%-&vFH~?cd~9l8GGHiW78_WXy`RhYQnhq; z;=}{L15vb{R=XV2ih|Ax2o=JLC-p13&6|C}*d zSnhjz$1mEwT49M%;x`nL0!;gbH@Zre#|i%NqEnMC9@eb}D~9ZOb$S`Y%WSMh=+!LV2`Q)l>k7Fp%0iOp zuKOwzQDLDS9hi206)YWfYG3T+7%z$VAjeE)hFR@}I2!|yp8ll(0h+S_0000qzM_QT z%6^dw)J3*qHL5Fm32Q8Bl=hJRv<+3g!Ob50`S}%%IA7-_1fpCmuyHoc4x~T;JKT~M zDXvaz-c)3O0^C;}bYmF^UMt{HpO^>JmchW%r+%yWalZCu;o+Z6Nzu$qy6DCN5E=@> zzm|9D173Iy9b2?vlrnCg2CC+2T^z)Zu2qiG?`FTi>LgZGqZb4nLG(qQ|b98lm-G!b0hV+uO=tVx`%c~Nbu>>69& z_Fc_wDL?=KC`kWo_b-1x$_bQ^lYBTea&vIkX43xBGJIq67;o|tFbvcKk9u3lUuYQ_ z;;e5T)5X!*D1ab$qldGyPZSI|rtd9otG0`KP^$@Z$b*;Rb-zel zgRDB%1*vdmXRCG?clH8LrNWSw>SN=f;DfoXT78p@=WePJ0sg3rM4j-RLvBm=PMNj* z{Xnn#HJho2X~KGUZTd4K^K@uwxGBpt)B}6$L1d^qK0BFrfY5f#nu1E}MMvseWKlkb zM6q`L)wT zNyPxC3#O}ZIFRB3Pu#N#TUAX~tOVE`tm2XQeHN|D=?|2^LC%+WG#>uaqx7H+YJ*#i zZ8c1>^&pmPRhE^P)YM{&GoIWlNtt;uz=*Y4?S-lW!DheLfb_u@y2_4Y^~jLfcy~QX zd7sho7gp~Nor49SWzfA5Z4?n{cro6jM;qAW&7>aro1Tz+3yg7alam=rPe7J!!gv52I#+<3amO_UuWq zmZx#u<3qCm%aJ(shF17>c$D<0wA}YsQj*v5m#v)a^7?_x5&A!JdK#7u<$Ke8fwb`U zYMSM%ma`*T+(2od|1`3*Q+Sz>g?T<8-!)?N#ENdl0F@EP_bv(aH{GT2mq^mymb8pI zvV=0HjRA8tfwCT&=xqQKhw0!WgaN@~Q1^6tixE!Od$wb*5qy#{ zxJ{*Np18~jq-oe6KCUJfu)|;8!uXoMqGDCVq!H`zjyijARC94s;1$T z(@HH6OFwfL1#DI1JCl!q4mGouA^i+%8Rzmu4Df%ErYNDNKx4|wF-Z|U{DDrPwc#JB zQ3ULT>>}=M<83ri_Fc>Xu)U+A55NEjx?kxB=H=%`;UVn&R`>hf&=mhAMPLL+lXgK1 zDEC3bFp>Ggbkb$K0fO5(a7Iyc?GeiJz`d$aq9oERL36fxp$FjCukSIoKh@=HsyX*k zm2L%U9yUp>%z;Ldy!Qr8UN^vDbs`)900B0Bbb>LP8r^ZODO-g!Z9L@z0AE)S50lP% zUBB)?f0tnk*B2L{eak;+#I{NFtcgV5AE#fj)8XF55FuTpCBr1JpA_^8Qt+3#X|LU~ z&i@FuXXZ;2i4q)IWuyfi)$NV7nIo%UWK=*hW~Q>cvnf^w1F8T3000rhsQkbH001@5 z%m4rY1c~{8060;WQIE^u1nyVB%*$k+-N}_9?9dy%JM?Y!b7uz7PF?eGiYLI1#QMBL zYr)bV!}xy>;ru^`!$GS=63B)!J-a`E5d;P(AB2dtd~kGI5JNbz0NQev$ZQ4^%t%FP2 z^Z)W2FTemqha|_BkCulF{I@H&dgKbm=+9BLSW1#8Am*Ti(g(*1W)Nb3hn9xJSjuC*3u;BHTdtc%;wn8m9*a&+wlPLAxq1pCi&@;fA+4m<}`6-uEV6IAh-01fHz zeGaKgKECRm*oF5SY$)|Q`?8`|<%zM0(!31^S!EkN^|E5dT%yKmUhDCE?^Swr%t{BO>Xi&fMb)w%7PM_M3=V3K06S_Zez2W!&QB6Wc`% zGn1WV$qE`HTgDD|>DHKaTmK0ESN4g5g*5W0GG<}vG!`dcQ{8LoJ?H1e2;2H4{r^J( z?=`#2u>SN`WtiqB%dC#S@)$L!tWgN8GLQG)}lT)mKCs}Z1?@m;{L z+|pd(;UV&24%PpOGfKtCs@@=C-6N*rvDN`2*~t~qLoOxiS@bWWfBi0RTZ2z!DH}Ok z7D=^T0rKSqgd?#PZ1eLrh_4+;LPIvUwMh49rKoTMbnx3^Ew3pkXG37nSizGp<|dLN zd|2+1;0M>SG#9lQA2-z`Va0q@)VB&gwA82plD5x{W^J&joD>$7GT;1xZF@t7Hq5J<~MTcSu zuEc{>v{?ufoeLZ}$7wYMwXBlO&cW@_mg3whBoAfg`>ft5D!{_KFgZ-nGVh8e5d1qj zH6Yv*o_v-G0BL^AuzF4t1ZxKX%Smxc9OJ*k#Ou1;$8>*TD}a$PzrA#&|#G?>Vzu5sp<6W+a)_Qn}kixdXwhA%SIbh~Zp zMgG@8fGK0dgx)bsg@Hl(92!0!9W3bP9^G+9e45w`HrWE{^M2qJt*id%|C0z|3?YOt zh7i;)*&p)rY7g_=yG-zbdy7C@I2^pEwxzAsTxH{d&Zs^EX9Jk9Xo^DQ5M00hM7qr_%@WC%U8B?}5)%)dN+0RpkdznX`} zi$(G@l=ev@1;h9P5CwyHKM5hz@nAma2Nmwr5L<*;*pNYG5QXiYtJAfFI^Lxw-ulMU z+uy4uP9m2x8~ov%dxH`A=Lp5&WIt690 zcY+m-*|vbNtdR^wraJpD=tHD6)R!m4mT z9*#iXZkk2!=e;{xt*e)xLYU-JkoNj>c&@3?E8Z&PyI`&fK_T(hRAiqvz#dZmBM?qq zOuXv|+xZBs?B-3i@vvpO5sC0eF}C2CFUI;>4SgY9IL+n1@wG!xsZMI53{G*x$*H0U zZIPzN2Un4`K5sjejl2Q4r_tw`zNJX-IzX(b?ucG$keG?=U>+T*tD z_ej-*yF62wOTEWXLv|c>Al+E@j@>E>;62np^28I!8#%~Rkq(OWMTnV`TiMnb;2%y@lQA%`|9{EqL62$dEIZuqNNt*+qcv1TEH> z|F#XB$~0JVU3p8mqP#W>ct;xX~&YrHI&`N3^6k^UT6anYhEvV=GB!uuS+NfSyD_$QA_BY6C9}oByc_&`~nrZug6}OE%63gMa{&m$`fy z^jjt9&Hzc1#6ycNXa;6j1q^&M^eB@C0l=}^1)Z3p#?A7P#!ykVD;wc}6oO4a;Q%z% z^!S4#+YW&xVct-&rHmov;QMR^sIXJo$P@hp@sbSdE7!Ert9V3*uLHA&w-=%@X#cnW z9*VV|`V5wel=R0D&Coyx5uPsIfGPao2Rv8}MCoBa*k?>*tmwr)PQEhXcrp;{&LS zI6Wemkorh>CCcoliR&}W&hLXw{ST1$889IpLG~wpj#0|Xe(=JH@Gu_>=f&AF!~%2eug8P%K!=c zk~kZUNsrAmwcvf)#@B`vId{Y@g=s4nsr9V=q0d3{sACr!fI*X0P}}B!sL3aQBYh7E z^^W@}^a-cdcV8Lo7Hl$#$rivMA#Llc!_$|P<=vg0RwI%?<-pARee78*2o$#vj>`+| z5wyE&dl+`jVeVBXfj_l;+6S3(k3(snQCu=kyYtB>FU?z{Qy4Lem9;Etm&%8Bds+QI zYp#~d-nEe*k6%3pa9~S*13`t9FTvUxn9WLq+X(c-b}kH?9}WZDn0yl#4*xcxEV&2f zFhgJ~5O}$I=5oHUzq{PW`F_kRlNQ9yh+lT@U5}C{s|H}C3kKBa!q=>NpdCO7o_g%3Z)ljrLW#TEXkn)JYy1>Rt16YM5wVJ6TOYwANXlwMJd_jD z)SgqIq#*ETdsi+^7P+LKCb$7$X`smvEZs71GxNj;zLr-n|vFNEgakEJ&loUatvU z@uS!w=Wlrk7gpy2`K0${PX0Ox)0$HI2Ey{h=0S!nG@OBbk*YT|v5;vjDUr@%J~HpM=D9HZ$skS<--# zl}F-dJD3SxGCG|M^k;LvXWS_so7Coxn$9Bz#{)N)jFu-D5@pGhbvc@5?^*i^ifyAP zJJb{_R*M=y2xbp1k0ellX`BQEEIq)MguDcYDQtRR9PZYHxrsEN3j@NVN2OAlf5~@h z=1Owb84ORHySD!l;f~rxDiMj1XNE!zZ0`{SFJnr;HXm*rs9`~BG51P2NR7G8koUd!kPcMjBeOT zx3sOGLa@FeNc`EXnI4L1u5k`A1sc@kzA}PRCixtP=Fv74hw%9CkJTHXVw^#INTdj^ zHpiPBjVpK4ogojpO2vfnRRpc5p|yikb~I<`iSAwv?n-t3&=b_iSt!}*+DH#XVGWfj z2k|={>QTHmt&!R_@`;45xtq|~!y5>TtOOF6@im^QtYC}v&*`1{-)coD76}jita&z~ zA)0pD#$Uy_N(QGsi898gXUfU00m?%N&LCRoC%u=j4#Tm5ft}X^{LVG*pyOa!?T`=WKQzz)A z-)+;$%4kAr156Zz;87*5v;H?n=_%f`np(tSzMUR<1__u-eQV}<*;<$gbmnaH$j1YC z{XR1KMipXY)A6^^xF@lv@a>c&O51X?JAEbqb%s&+eDMJp9d6|7+C6*(7EA%EJwPIE z=FngaBpxzF!WQO?^@~xlTvwgQ2Jtw^gzQvy4(YFaa0sCvv=FkgBmgoFX ztAV@WTl8ajLMof5Cn}h<(cxa0V(-U@g>8uV*C9^yvN)(d*TJh=oFDB^4Zd{6j0Y4G zQZNG@n6{{sikV&xm2VQlj0M+Jl+d{B*qz$K>ssWdohz)ERR;~*?ArDO0y(NOGynjC zOZr^G@E_dE?0zuvf2x9q|3ZDVjfZEepEg_Hjz6cQmne7VcX#LkQ~7l=V5}_DAt#_q zCY?NbtLMR*`j9Jl&+ZYuLL;y8@J5=3aFUaS+MYk5JbKChKf7w ztBD9;bmTG3avZL|J8ITX&ze}yvh^3y6$c{hZ@f+a?Qm5h%LX6kVmj+t(t@1&XAn6{?Y4C6?V9Y z%wseH@1p+M!6ptxpNosau1r6;!BLvMWeE;Z?%0_W4q0TJl}ceDW104Jx3TPhYeQ9L zS!js~bCUxO-O1C6(8fm(=deT2hfGY7TPLUMOrca(OXm&VdH^$JitkD=H+i>sX=$aR zCA1iYod6txnQGx1OqAnlXVM@W%Wi_jyzz@Y=uF@p%SOWy$p1rb+Lxf6&Gol#G z>rTpnczyK0O13Ydx68W_%(^3Ar-bu5!K3MP#>E2CQ0G{wHZIu^>H5#W@yPAr=T^K7 z%Y3VQk^iDhU$Zfa5y~M|M7Q}5SI~rLa})PgWh|s8LVvpMY;tT>>(JU)FI_AGQ|gHF z??dw+g;QW>HLbON z*A{S*TwHfhb7T{6Tf&~c$L%?I%g#eX6>QACP)A5m7yzA||YPeAwT2)WrZGY3)HpruHGcmK~7qof_bP>#(5M~+ucIw5eWYk4354@lIw&R|TB^ zsph23RY1FjFK%UQRt|hP$%aBwzlQYj!$r&tU&fnP_v}ev^IBl@ z_tXZy1I^WoB0Dx@zLT(-^7dE7O15$s-gEz~${QOFL`+5%Gj8Bs^nW7{9sKWT3ilPZ z@fr^6XO@q(@@f#4gA>aqQr7(IE>m!e9Q({h7ubg};vHkN*>ah)g2bNh#0WExCOk{& zV&Z{dtRqMYF0_1{OSJ*R>&jJwnh5i$8187V)fgyOQ^3Ap!2n6-1Ar}vl>yemOY^k9 z-vP2B-W5)W29btdwuujmdyazjp(=)gclFKgjs?iq2PK{`S2Ac5xU7F|k^HY2#^3RIK9QdYTk z+KxoZ#7r5ZTZ}tFaz{E|jImFF2`B%@4_M8q^#naH$C0@IBMTrxa~?PLL0Cix&m7i; zNQAF&6tsX@BE#g;;T7~YZw=qAIF23uAC1QEq&&q2ow_PGly^Qx6i&RqcsDF0igGux z50r|6-JSh9c1|!jP>x#3;p+lu&n#mkSXlyIrzpEoDVS-$%15U9SV>xr9dMS3i9b7o zoB8_+koGUfQWLwghBc8@SdhEb;P&XH-tY3N#u1GvpcL#0kdVdSsa2b;H9FAn)Xwh4 z*N^5spZsh-D2g(ntIXX#3H6vgE1xE4!kmCz+*6Z2Y2(PYO z`~sVJL<0Kvo6L8zU7xrdnYG1ySiqWgS``6Kcz8{wv=7Z?9DwW_I0SldmJB;^`#MGZ zzys9M6aa&eol^>;AEYLU^5kgEAt_XO3lak`Vnxuery%79jx{#iXuxgzlsJs}wOdaH zePv;l)rpd^`dd$$J!#^n`jDyPd}!3i@u$Sc@@&ipe86I0k)5-bQYBYuh+o3lo;JzU zmc+I6EM71{u;Af(wcr4?qA;(}d{5g75&8GOw>hq3GXeB7w5XniGoZ5T)aZXqTHJ*N z!Ttq>fKFWdfLgMNKrZ6(nmx8UubHbz;}J^$yghvTf;1O+Hxjbrt{~3Y#n~IEE=Prl zUHkwFqS`wU1Nj9igm)dz)Zx@{Al31H=eo5f|GoRQlEBwR?t$OYcY+VB;ZS!+%)#5< zy1dk*SqJFW5ZHtoYYdg)Cbo6BE_) zG!knz(ZG9WtN6|hwjB89q+wfcpvB1`NVZ+c^Ps$IAtrh0-5gRg)Lv@7ta#Djv4g?< zHIx3|%W>4(_;9%XF`gy&(ch;K96smlW(k6LgCc_QCtC|(s1VU|LKY;jjRkjZxSCWb z3Qw%4lT-UF`vXcjVg+QIA(Z?Q-YjaiixK_E+{)%6GW_vf>C2+Pu-yiyn)%vqjjJYz zUV~6+s0{2CXjNn|iCW3Zw!*az@TYj{h8@9kzRc6;$cq*tN2P= z*Ii7q^Y##}T1l=f_gd@E{Y&x|HGW4ej9XEhT%KFJ@}$)(kC@KSHp$N>Vx6+E|3XbZ zx0K~AJxYyje{RHbGL;U_4%R{i{3Sh3Az1+o7-^z8?g_zpUNpxtl5yUZs1dIEV%zx> z+RI{1zMd9eg^(X@#?#JihD^NndQi8+8)@Q%|BX+R?F~_mcSc+Lvvh{y6;n zBx^8^_`&OdGr~^YK3n`P=_9_ibSGL2(eF}DV+o`Jgf)U9{VRj6SJ~OKHX#F76+9*# zav}aM`Kk><7PS+H=3P#tG&o^cx;mqI}29P`gNzrX%fQ z_8En}oKEpQ`o^nn(S?2`A0o)6CeDHhBC61}$rMJMnJ*d+G7i6brKcXo;=p_FyqI(j=+T3Q}R z5mu9a|7nkHa^Ro$Yqi?TQrO1~Fv9p)VbyF}3}WOA;L%w@?c{9k1{+yQb1>?sI;Ea2 zI^DJHG(7}loq*&3%So?(J{Xn_P=r$9%?o|tUe%);ci;e}HNQ$A9Q;9D#r0$0hGDYt z|0p+@HELgrh5GZ|wKV~Amy^6!t? zHKE&_5Qp_6UP4Zs@xn1rS~Q`E#F&VPM5fEqyB7zElBjj2KQ;DJ4}rbX5ct964~?T{ zjJMm)v5LOs45AQc!&I~(N5Fo{lWvP>U4w1;-GEg)0F>C9R4szCn91=Z2r!2^2 zQrXaw0f~c$KxBb#71`cF(BB--Rn3D-twg;DjU$15QSx-VC!@!esaJyba_IbeVL^nh z8ej@wQ>dyea9?`vZX?8c4TPay*2nN>PAMhO-5;N}8w%Nn}xx%jv=F$4dz5G0{>wuNf;E)~NN*!r7 zFHaqF+KPwN_xsw3o$M* zGK)@pNs+H!f>`&HpCK$_q%$RpDjNdZ*TU0AuR%T{y#<6!&WAS|(EcX2#a#q&%azDN zzQ^*B)MwRId7Tt&Y&dyyR@s*ETw9}iHDR`cvdRpXvp&pEJM<4R{nv8UJJDVCAI=MH ztW~eT*zn`UNZ_)x;M>7vwU!wGUfz?wsXIq~h7|_n=?+j%I}}svAoWLvg+}T%PK(A6xLpc-|p+boi;}9 z_tmS({D2E3W^n={MvGAXFIjrN|3vPcP=D0{k%b%}l0HEE4<7{X@&>&G>nNAZwWgTu zU*4%%@3^y5qRH-ZOvFdDtAmZV5l*BuYudrjYn7WF?(p%$53jw@v}+J9i0@>=bz)y@6afyZ?H=*#{x?$iDvE~KUtkgfZlpe;rLos# z`WxV)^lGaZ`nYuQCPDUzGZP|0qm5Q!t=P~}p|K+rMa^ThN#^}#Yf7x$VKpcE;#>&K zb-a(e3WL+E8NEYssXr(egf*lZ7|p(vS9V#QQ9<^ig%%;Wvvp1?e(7jrt-98Mkv^D5 zCT+PS>|Sa)D?2&u5B{WcrCd9TxC{oDUnZ=&=E=Wl#YTA(|37W}d)8uNWrf)B6&;rW zaAq^W<&S5=b<+mBD+Sre9scCyJK%dd$4WHl5^K_kAz?{`*TI)+_KqU%d8}5_k~oz^ zR<&+I^9inv=&K2Qo!3mNNnYvab@9dPjTH!uZi`w%F&~@?Vry47b^CDhgXPgKq(m`2 z4h#(BGll?ciN6`_1hUF|2MPgb1m|a$V#;fDanY;CFnmTwN+(4-JL$~42)HoSB zs?lH)E2P<78XP!0=aHoJa?VS0o=2c)P2^FJ+iClY>I;fjyu- zvfCJRjmEU|^xJX61-Qy&t8m#}X#l~#F~u|&_=LJ>@cXZqfZ(gS42Q4^pk+SH)A2O} z>Rj;!`fmLu!CaAJwx4H01JAX`kC;q)`;tKvX3K^HW&y!MW5)oQ>?hK<5>g!_&iX(` z-|_Vj?b6&{_y-;r*oDeW!4K>8Bc9tHTHfyCpy-J>U8`#>$tj8 z?$%r_Za#!l0fdTGogjIh4I7G17KacJ*g4b+e$i7qc%h_{m8K}2DbE_${u&0VBM#o~ zW@k=DxzH5m5d2xqKlZ>b2@RZJ^g8hE)&*cY`A78P#a37M@QsO4HO4|`XW~ow%9E|d z3$w-PTq^m6yq9QKx>5$BGh;OvcO4YB${9?Jx#?TcBW?=a9VhPSKD(jFxjKCml?y6| zROIGY0HaMpfz@w(G^2dJ9W?zLF5=Z>?Ms?<{r>h(T~PP;XS@cy*Hm`?!l+>BD&v0| zu49y1mQmsZa;lT4Z>wyl2Ij;xQS93zpbbDejL+Nindy-qgIQ`>Hu;=_J|9Rq5pcbq zmb=g)L;eC2*2D>VB#b)yZ4u)EBYM#xx20^VXs@$le+GPivsqLA6~-}PHkFaS4Hdk8 zT;&o31}0v#j5SAj((u)fwQ6OsaP7Iw+r+T5+iml`#0;-aWVe8P`|!@YoAKoFM|;PV z_)qOMy1*)_NAsZ|V4XOzqv>(?W%zh+I_z90UOAMa=6R6S+*piT8{Mg23tT2kd_wdm zB**;24yY!ajvKF5D&26va;+VbP+c71<}SiIhr22<5FyL9fPonz%ZDF4>(#`$h?wtV z;**Y1qp_F^V2}Tuz$DW3>!%OYg51Jf9{RHu5R}R)Wz)d64##+RgOYo+B@!`Vy^clR zK-H%o0kf{@!yc4mf0E<=>})D6d{Y3(`wl7`_Re&1(d_v-7*{(#;{lrb+5d63{;#vG z<6L1?$xJX#7HV1LK8H3qsv)o?HL-n6gDorYJ|?T#UjMto@MwO2o%!R8Az9M zdOr9pNir-hlMiYS{ptGNYyBTMGb8-iP;gZhP3H3)6DX9sLpWRVAirXE7;!>cjPkyjueFU^kyuD{MUgDD0)b&z8Ea&kaXAW!d8{@}E}DzY*2HCMsSk=;3g)eP8qA ztdOQF7?S<@rO?rx)4yPnaVR^4D|6ZidFiTm4}D$gIVc3pzyRzXoH1vZM2zu=yb6`? zX#c`9Y&{0(xr$lg`Y&q+`k`pd$gHQUvfCE&|u${4$l%9hy{#r0ym0@2Vimm0Ju-=Jk8&e8$hu(+hgp$OG zdfo|FK)U)jj$%?tS8qNAFf zWgSt-`n(;;d+-#(fGoO3IX#o6<^J+A&$?gL3Nu`&Z7;~n_K1ikp`qcl`y$xH%Jb}W zOHE<3zL%0*^aVM_qQO;A=2Tsu%oVNI53sfe+C?AM0dA=RmBL^K@UNQ3`HzVzreB}$ z|HGi`-u1w%OWohnj3Y}XrEtGB>dPX72 ztT**7d{B)3dV+IwH`}sY_}OMCp0W^(&%fxxC2gfxoZjdI-ll{}WX6@ja~75B1lY-6 z#*K1+>A^@q+GM~ZO9h19H^k$7-JSSU3q8nu)fPkH zWBc}3ijiXWd%fXde~jDnocu8ftkey_=4hu)GQHxt?=$pG)r~*C8~+xN?cAJOniEU6 zp-2$!DYNjYPo1MfYNk36ala$VdCG-)TI)YVcJmw_EhZ9@OUl^Uys zn-DRbCVA8mfsjCtd!$V!BV`O*mXwC81Rwn*>?=|K?2uR(7OoJ|vk7@sHsbj$-;Wxp z7aOO@UrTm(EfOsNDwLU_ut+lVhxw9veZDs%d8buB^3JVSfe?t^h`Rk3-w+?`$u8z; zu;UxEbGv&rRXJxQylMMIksWU~44^M*{x78m_1gGIj&wHcRgtQXn#_XW)xzn?q5;0Q zxno&r#Ru+gi72SILXJN4LpG;M zPw!+|?&T9EJ$CNxG$Z$I6s+&RHnb;B4kBco+P$##5z$wq`cOX5Le-?nRozesIuGdc*Nmnkc z>{PPSQuUH6J1a@aOU&(?G3$MKbz}ZGO&q`~7chgS%91%eUmSFp`CfNco&K;D3r;U(5ZI@DPY9Wh_XJef5w8^XS!%FHtT6L%_+-~Ib%@*u z>h^Z$H+Pdt#&CSIK&a41Ge@1s!JdiKfa~f1MN{YZL+gl$vmI35a91;8642J+s*sWN zHa+yki9%GOt=Tb-ohh={!v!>RsiF#14*rr-BU55BPDl*=@LmrM>Mpkk7cnXbxayPX z{K=z8-M z4N!hNMFs@g|KW9X0moL}uj^?dd3RD4-^w%0M!tNu1HxVp*M7Wrewn$~#Jyk$$z`un z8i8|d&)(QYHTf9-YXt(9%WOJMb&EF9t10Q89-a4rWG;4?%dHNBnR%6iL%V)c?_k8kk{XTBh1Kxjj7 zkm~Q*(3PzJLfC)g&DL5hoO@{Q-yYP$1@GnZNDQDG1`DE%3OMQKu&-z~`RA&GCWt>D z<%QX+fe->&#FV%DPb!gK@8x&>dVwWxU0S%uc4S5qjorGZ_)yHJS-o`_Dslzlw#VMD z>wiK;>jGagLDygB$6X6*3tz6sw3KbZwDn*7N@|$zYHmHFqY(4pinKqy=8L4Tnp{f5 z&hR`ot<&WKd%fJiILzOn)VE?jp@L1q&K3D!e@8Lb(;HkF-yAw*-Gr94w(&}=jW>g! zj2`I^Bzj(~n{$+ElQod0f3pS%sCiaVLo&Tjs>~{DTqyJ>>JFyJDLy(Y1pAk1w|HCZ z$6;M`d&`dG?zUMR`%%VcywMJ?nYvk>_)E9^=1hS52ew-lhX@dDd7%bDnTBcH@ek=w z!551YzoTgQKOI%hMtm1~fURyMR$t7;B%PLn;2v(iH3CIN_*XNF>l*EU|y$>Er#3+A0wA?UG85Lwq?P zIDDB2uTT%h;)husGd#xq=EyeCRsR4Vg`B$uWP^M#}AEm~Y ztY3M~B;s5F9tHFapDHL81Hr}222Zv6qgWO0q+4~Mnsfs_3*B1@xBKdcx+Yz0@?EE8 zxdtt78upuAIa&`yvFTwoyySb3gVmIr`HwsJ4cd6)2O8oY)n%y<`S;^_&_R}fgQ0GN zoSTE|Va#Va&h$Yj*u?1GSC(X^lf|@qj&?Sf*xo!WV0pyH5R95T+q;J|PW#nZG$CV| zoHyv8SZ$f#J=Hh;RZC~yBz$IZBOw)t?_4+bU;OkU4ZaPAT>XCZJ-RLf1hA{BRYwJL z`oFuAqBYr6Me%u^MfPkgRIU<99?JWAh4MS5pmZrPe!)pT^S^(Cn@zz7-!)?pY!uefkt2Jfxe#F~K3p^hMdVOi zMU<0Ffn6|`aXnpoQ6rnCT3^*a2uqcknIggx<<3x-9Ao8Qk|I&fc3)*dflO_qk)*|= zP}BH)Q)>hZ4H(mmaJ(l3KRA%cz8gKX61dAH6om>C*@Z7&vj$R{)4qcPOud*QfnaYHdYwf@?XnLH2sZW$sldXrsIGq;lV%y55itA_Jw24Dm3jy`&=pR zXXO8u=mW=5dp%Z44r3=pQsx-{I7?E7R3f{DmQ{veR_)dt5S@DRdyHeHdd}$)wYH^4 z2i|hL;*}fHFlG0Kj+aEqXd8G3I@9LZHC4bDP$EpoQ@Pk`m)-Wgz7O#&!wVq_K4PC& zqdwgMH9(SnCf_>|+W3eCTzpOf;BBpPFn2>VpZhg{BjH=F>u)q@m*m?uiIX|}`%8DT z+UErNb|T(u(E!*bA~C9&fw%kCk`=05ND$Q}fD|+6Tz<(GK^vhzrT)bm%)g;F%qj3# zoMiEJG=2m92J0NAYS+kMn>@p5l4kH`A2Or$N6G)CZoT}nty}4-m^sA_yG3Zt;o-C1 zuQP8eP&J=>dX>#p+>Jz@sl=VGkNs(}Bx0H#loLNrbZ@+2n(Dw?v?z5y47w6?q1c$% zEGy4cAgj2_qiJE^uJXXvB}I5k3lqum0lyt0#9Sg@164F{y;7>lp#MbT)az@53iB^0 zRuUmU?IF5SIL%kbHI{A>tE1JrC3j*~?&{zrvkp9r)N?G07gq}Q(>&pDIyWk>Ek4Ah z!-bpHSxIf;PW=y~SNs-LRMCbFUqr6f)8~@CT(=7leBf3zM3>L!t~GOFq9bD%Y@;9_ zg$Mltshn_Izq3jp>u$9r%nt!c%c=?6jRj}|+hdB1!7v&SHIdkP``5J~z{pZdCW3|i z7OTHGv6_dQHU7*^q3weNQmnT1@H6wiO_a0!?#1|gJ@b+R&;tu71mKJ3Ff#IjHG6t< zgQ+(`kSO1|XDzO&ALb8pW?E@JFE`_-wMj&r%~jYu2L>nB*4+-9AiiTneo<~RgxBgacxUw*B2Z#k5D&*^T~ z^{1UQ24kM&d5D6QWKh+g=J0ig9^F6f{bEG*0bK|)G6vUq4xYQ)p5hYuBGZ*#s!{C3 zwndCKjSqs>wWR*0@pZn99`{RmeulAnI`p9U#&YemeAFo)I?>}&lS$mD)3b%O>wDLg z;at;vJeQr#AOx^a0J)=mdbcnsE7kzPA>cOQ~5kD zO==PF$FMh=EWD%o;s-SGDo(14C@Gb*!VyN|&!~-Sk_YhRT!*?&^5meM*RsDw=OMzp zR6mF@N0^)ZnawyzMAI|ebUS_1^^E(NyB2+sNl?etnT9R#(c&IqD0km8mhl1c0j`8R zwuyK#LJXh6cB8Pnf5Agc|Qd`1aTxyl#->`d1vK%SnZ_2r?$hF0lB6(j73iiHV zR^`V={840J=fCOOB2-p$grVhiibE8qGD!jHEASf4{Xex0PY;{?gh=Z}M{#Y?AhX#d z0y*Uau*-3!x#vvPdmJSCZkUinQ%|v0aIr}s*fH|+r%4~8g)R(P^l<(F%?-G+L8Sfj zwenHs7(w4*x`BA@=>_mjx}Zx-1=hXJPwg=lD|DLQdinR9|GXaP+@co7U)x(374T)w z<|YL@V0vt+U#0OdCPrXkC`hPJX^N*n$i0KHnYWRE&5fKZyafK*k0CJn72&2TE9MpD zr~uf7-JPEangJJD5&Y6Leh0L*cYJ9?qY96hnoyOkqu@J`-3~tGTm3NdjxlR)t!?z8 z+szozDN-)tzT}Up3kWmNPC~$qZZj~LcAI~uN;h-IlMuQ55>i?3^p3Kzb!3h?MD9%} ze0J&BOnimZlHpk7mvgV4RFS}4LQLKSn|i3GV?b*LqGB&{OBWX8e0a)|jtSuCrB9%j zaBhW`CEuF_EP`ND{R#~3;aT*=sA!lNY9=(FC{(IJ0zKfXd4L#z`8(>M?9)%P>hIs^ zNjs4~c~Uy-;siv&s-J|?k^%HlPd8KCGPL%gF5ge`WgS5fE>ZS_;td}SsCQSq%C|HJ zn?AucZEypprDCSk%Mp*2X@Ydq#l8SbOHv}fOv>GSV1GIn=++HDI5Om1z&jtWWgKqv zH~l>@cun&{+&3ch=4+PS;m8jk!xGaeXx#AIgkp&F=JL*Q=0ECGg&zDO+RPaf%kCBA zu7Wd#>?%a!4@#XkR)`w*?~LtwWRPc~cjc(0A*Js+y4Gt6HgtjGKGy%8%btS<@X2bS zbH0xG^pJ_B{>F872~_kK8#F@yi)|9{`ADE5rE%J}JXV=C+Q3hxEvyH2vnlzK5sEKQ z&;$cHmtmOyw~Z;J53k5p$X{6A$UIZiShOK?o+j;{z3ullODRi@32r87#h}7q5J~+- zX>=mD%4o3Izm3nyQryj$`ptVf?rpEY% z@1J5OJj#o5!?axSXUH?Et(~NQ9}bC%6wByWqDReO6@yYXkW!Y2;-q==wOOb z2Ih^g4^Q`a(~`(RX%a6c8)Yh_&4G6*C>W%F9;wLN(O;xh=ADieNHo?+a+q01Q;78O zuSM+Zl;T>c9GP2i(Tw#8;JY{>qh>1wLJlD1WJlc zj;hA44ZiR=joD-n6J+ye=3Y{^qXxgiR?)Xsonu=Q1?gOr!g*GQnKluaP^lwrr31hL z)3&ycSXUUSp6Qqvh2r=sD>mD9x9X(bqne5EAf{8Cc-ko`dmUHq84|H5ejVPC*hPyh zLeTh$08y;iua5uhxM$DjB4JwFebQ<6mo}=Avl$|Bj^Qv5CNFSa=e*Y1FiqVPsnWD zx^Q}Nn9918lDJ_S@(<_M8TC)~`|uFx&=;M8rCNMS$D6XvL#+iQsN8Q#CIQL_85H_Q8U-`_FSEg@^PAcL2D z?lU!|KhsbZ>9{X2Cs|rDpL_y335iwiMm3EA0)H=K4Z9nlqG;RUwBG4}W-ltyur1FU zP2RxNO&c z27}r)clkHWun84Y*;hZQ-e^cFj5NI%5mdDZ|a)akz*x0xs1rAiQyp7 z{aJBr9dM$f@?uFA^}J7Cy(tiCc?!+S$C5eRgx5YQK@yfP?46 zhst8wjV-x$pEV8 z$2hbS)uur(?Zzqkh;$a)^;C|lz85bjdRAj?U+hB0bLlZ`$s|e9uJ;GWQ~*0{=EUBH z8OUXp*W$K8CiKrlvQCRXBp@3Wvd@QwM7y<1`qPP2wP5$8Slky zm^SwWI`e*)!hjfby)RxysD!gQT1Qj)h@E$-vJcSV1ujO?b9(q=H9D|HVUF z)2YRybh@hDS$J*#=Ok84vgF8^;Ye~Z*(RH}oW4ydjgompK-PiWjoC)jqDpcmX#hXb15?IJDn+CB^Gb>Sek)8SNH?D(WI0HqQZum@Dfhwtkf$s;tNXHy z;{u+IOmr~WGhXQ=`C>tbf%2K?sNx8bwDE1I^y(i2l6jnUJ#I6yG9 zE7YwJw24C_5N;Tjdmol_F3AtPppSVyaw(%_!3y^EK=4zfEu`wl@B;rDlSuFSXjcfo z@m0VF9TNwCI-{=8*B&&FY<|mk^+yL(Np04s=YLl?YzB`HWGBsx4lpIT003aQ1p$lS5lyE)CPe=0;y8#GirI1tWiWpnYAJ%dKv>o18mJU>ljz9Dv(_f*Su~ap$a0qHwv{j81(J(+j`s z!9g+SReb7xKN!JM!6`zAvA+<>NrL)}Xs;b`A<>Y4r4-ra1qDUb=Uz{9>IVGt(;Bl6 z&D!kho@DPWuRuWxp6(bOIFt3O^X%N90?Zxk6d3X~cM}8XFS>k8j<);JolG|#@$umY zXs)s?Bo1J;Xii=Pj!?1Q@=DnuJWEFtP}#LC&Scufi)5kCISz;2$p2n5^@(?tivuSj zQTioR<~4k}M0m(a^$fFR^h&9EU=q2!hFZ^{JV$L!BQo-hk>p4NV7ChSvGovkop6_7 z%d6S%H4-Slr$~l*$AJa5l8hM7k!noVwiw7Xk=-~F;%mbvcQ6qqGvECIbOGLr^MqW} zQKk-`Lg(sx=`^I`B*l7oyqi$+HmD@gB%PObf1~{staFp)U!1S3*L{YTRs-@U z0BKH#vBQ^xkEAG)?Ie|X(uX(DWboGqJU<%~9C3*GQcuA=@yupRo~5xDb2i$Css2>{ zyZr1TEB1KSLeOZhaKe`1jf&NVDrET3u9C%ZPGk+euLZFpXj+x}3$`)~W4esrA`XTA zN_M|BkDp#Q_Ucz`9{PbpGmOlW7BhMC8dn7Itx)lX{+wA`y|oU;32h3pW06d3bR4|qP->LmX+m;>aNIV`gA2AY+)yzA3Uhi=<&;thER@!)M*N}kQQVMj zWqeW8`gtej3{E*3*+EdAB%;IpYkB8vYK~-AsJ!JsBnHLqAJbn9ukQrixXJ(~{N|5O zC);Cll{%T6)U@0Yms}Z*8i25wFR!1FnyP?>Rp$@~ofrb+2>vMz?GPmHwc?aQgVowv zXfxbEpQl7a3R1Y@;)_x@Q|_u?)292&Gpcl#KRJR-Uvt$Gg~IPc7}fL0LFykF<7SBR z5UO!A?DkxpiN>@{nG~-m%p?PRalN(Ov9$Yx_6>v~k*tH2AM}_?8pqQ>vGwyH!5`tA zMn}xnSXt2=Jk}y>>DM`{s@#gy4q%EWx+4qEX*7c)6=k`9D*=L9T(yPM5Ev3c8SD9| zk8gY;&wf;v;$?I@7>pU51i%|G|8Z3smkKY$xDeal5csqElb}iS!zZ;O4srzB3_$T1 z2DK*a;v2uRdUy4C zE$jSwdR>uCcm}UvMsiPp^^WN;kLqJ{j(QRx~9@ zU_h~k`cw!QM#Pyi@7Wx6I5pAyAb^Nl?#eR2qO!p4R!z9RajGfXdcY4-Z zH*3y{BorkVSH@yqdQ~JM%&L7Hy<=|-(Qa__9)E@jR zm8ukft5nY+k>?1T+>1kN*4eo-m2%le*g?q9gNbt8N&o*kZzy7RAm zN{rCZqh1Vn*u3(7$({Umcc z#Q2l$z$#;Wo}(Hq6hDpPgJ~&6P%K-b#Q0FN%EG|Y4DvV^*!w0W4 zLf1}DVIHJm|1j^m-W~FhG$Ku@kzaXI^+z;JF_H~o%cui(4fM^9s@+$>b#{6n*w98R zk4cxX*Y*;HEhK%`&J7&AVMi+le5x=6bGr^BfQ$m3EX?HFiio-k@m@-}#+0?ZyRzsg zjETv-KNxmhYvYmXqwkZ)7#&VYOq&fYh?OBXeuM{nM3 z7?qD7V%%0xP`m4|8_2@1FZJi0nrEk?vg|VKhA$A{OI87rCj@K3#VmtE#VO(dc?8Dh zA#bMAX-m$Vn?XB5m$FAM7+C5{6ijb>f7$Z{G07X*rGj-CyljA??33>xYPuG?(tf~| z**aj3IAB-~_{G&~<==az)ECQ)ctT&>F+Vq{C}T@&9*nIU)!|`BRGk(VY-r+A0f`MhcqKkV0~&3W%QzC~nLAN7#!tIou=0V>;x5 z;XpONGu(lQfVj=YKDbf`VT$4WQ#K~NW%cNV7~V!D9Ftl9fh~8wWa5(Ez2*_TjBzOyZEEzxRTaL^sbmx+_`CfehBQr&vbMQU923mHfu#_fV7IsAl+vwnQ{zm>&tZ1W5qE-t)3c z>VpCD(*1&EvNMGD?oPFK`teq`L9Rm`()-zU`k!%?Cd1YR-cm@Jkb@1sw~k)mbbw(W^?8uq8XtArR9sCvFZMlaE|qk4=7h`V z$Mu)&0+vW5u%Vy{5PVr}IkGgR9+;x<1@e@u6dY9Rnqe#kzj|DGe*8ptaBFdp6k^Ly zXEpa%ABn>V{Cd|;?-!AcZ7Q`LrB*i&*5H>v_y@%zlAw({#FF+f>jE}*n5J}&=`z@6 zsb}1t`bT>cY&WHjyULQ((43=OjU7M(oWBe37m5OIYhY2@Fe?n)0}Z@g&kxy=IIZR( zhy8i~sv)sCi(&<8)+($@ZIAYlqav!oW{ZVp(bdq9s+giR-VP?l#Ru(THP6g%G!$3d zeAAD(4%W78v*N>JehAjCcXwGy%m{AmY?^j4&X~Rd*o-VR1h0fxY#R;Zq`Hoa`jmXR{jL^I>UPIuKoSheY@R}!5AJ1pl827tFYR_ay^ zcKi3|7hfb~9TveB-&Og9Bq~R3qr#`Zd2ikOV|cN})&?}6_t{gNLB2woN$`s&wl#-J zP&EPa>xG6IB!&yPk$_iUEoY0e|B`d10((@`u$-4kc4Cwx6e~geg>dSO_)6J2!JKrX9M@wBrX{a$S^F0j2?zEakaEUy8RwqEs`8!^^58V6k8NZkJ~<~Rlr%EMuMf!EeLN=oFwaV`F|>$jB5wIhhN zgFc$&fb-j5C8<#P@A)GLSF14@Rd+glAv9Py^0OQr*t3xgtCTT=h!&1PSJwKP)&BY@ zBFnZIv!xDWhy*;F@Ao_b<15!B!8V?HX7PeN}As! zmeG}_DP7`s+fw|yw&6)?`CDpuBjf^Yhmx8fU^Qwf3s^af^Q&bUAB)B^P{L+^^F;s~2teEV z8~C;7b^8LKhRLCSGAC!_l82<5_UulKXLq(l-9V4Gee{U>7JHX-V5xm!VlW)&1_6JR zyN5UG2ulUazcn;}2+4EsrCQ5D@r9}9mGwz%NO5$AceacC=RLHOlK@sG$iw)c5f2kG zzG%f_$#dRb93*4QwDLW^G8IgWY@8HNV$3$mz##H7ws%zi+@QSKNybmE_IIp5`~yLR zZJ~2N=QIF~hEB+vSp`9bkI#XhaG}wIr9$xR{pDAGTzipa3c zw70`&0Ya@(#Sa&o&$n!=!u~+v$dWh78wPm{ixMBtX>p@){}HeN3@>fcQz(KLDXJAb z4M7(Rx9x`guKsH8nPg))1NYDa0;&p%FbY+LkQI6hc_e+jtSQ;uq*M&oh3dHLnnUS! zi&fY#IpwHPfJSPYA>rec<{B}GU2Wwc_7tyf?s8x&r>AG1NHghdyP6a=D>nklnKuab z>|CM%Jf5FzI**fDV?5ooi$snZ7r$I^&-D5HtH@;{O8C7-0y>_O>dw7hCaFDG+GMW1 zAS{qqv;9$Ydn|C%OB7T*=AT#=kIu@PjT4^Pt#!btl|gVjQ@d31>6r;x+yXvU?YtKY zITf=RT5#@%R4V2Bmt(!l(63r@RH2Rz)LIICQ@{gx2*Oh&ODUP0{90q*aq|3|OV8Uw z5$Y>M=6KOCcwH50J^fPm{UT$XsfI~6!0tr8O}qloHs=oRmq;joF0fa}anV;5tm)~T z<8OL>*eTXJ=1wpj82>a{j<6@GKVee*@0#?pv(>VcVHe96bmwpQmNqwE)$0uPsy`E( zywYLUsd{#O!Rf`($1yR=w_5Y#XP9;D-m^TqD0T5cxJHy4uaWuAli9r)Uc9@75*&f? zQ-V@3fQ5=5o+10dA&?(8_s7y06RF3L{*;j-`LPZ7LOg`mCQuJAI3i)3X|;x#bWe`K zJC}+xh)Ajs*HT($eA|XN@)7EmVmxWK2-x}L$rwsX46F~UrCb55oEk41PhQ9{tT&sXfQbj# zT1rnvw}5ou^FJ5qDFm}>v}7~4bEhy&bog>_D1LVyUCFX*PR3(DE&5Hwm5s4SOK ze>c1D2gICpNO$HTyfig)1?KWMQ z0>N0DGeR^2Wx}+FlW@8nuCg|g#c@6>5Ob%#ibLRz4=fo&QTIm${YP!8ZWwFO0nR>U7kh~~a%F`_^^HG! zhLDztM&FcxS+*6|rup5+B&LVFr8a608eh@9$^r37EHJY|R0J%U)93z>FC z#55^CwPsQ8AP)ylO|s^ZQFp->*vC0c3!ePEiT~cX{Q$rHv}btA=8&`HvjFLuNj^uW zvj!N|TzPqJ4r55b7#1*w1&rbUy)rgeXKYw0)X48F^nG~7X4~Um8ZC6_cnRKMz~?1D z(_O~xSlA#;JpF+0yjTAOA>VWi-jrb_#OT=<=XlwQTGp6rOE&wV$y#E53Q5EK=yM!A zULR(>mX7}#ciRNf6;SWSTsr=~EU(nL)da5q(B^)WBE5y)DkwEFJ`=ajmH0v+ijmNp zl=Az{ILS*5-CqUt`_P5ciZ`ZbhW-?1-o8aqp`rFuqUwg?uuylaJ-Z$_OHdDW?g0Dl zZv8~2^FRCJc{DhXruE#mw`q^@Y zTDG>18XJ4JfWQUH9Ypw2H;*@fWklf2klvnktkW4n{upOw)Ilt#xhW>#0^z{RMfy$H zUw+yLTg4_M{~1H6J7_p$hGBaR(f zAY9ZDBZ*YU?aL~Kqhago?#msNtz?0_F&?GwtK9%BEPYM;_f`ST6@T+^PcZOSiyja%uMzQJH zXma9o-*%x@+|1vtH_A)mqY0bF6f5Tn+@GKe&?$DzWXZ!Ie^F?&mb_<&0@%};#g_G zmsj~z4ERu*7=b-h%dk?p#mfWx@}#W62P!*?Vf%WI520g?aSd_FRR;H)7PoFZdxvzj z?puIXdIOu@$(e{F$S)~`J+h47?8F1!Z2c|gL2Uq<)4L9WpQS%h&scw%rou0ur35GQ zbShYEDmg#z!>Cyn?q#*2gbBd!qSx6QIC^l%B!2)swlR^hBoR<#PjX3}t}mxguWq4K zAzfShypnB8!o7ukQ@Ll3orvTcBvuf|U-Iq#exL+TXE;nPtK`aItKB(5OMewqy4U2* z{}Ky&4Xao=ma|V7m2{%xL~Yge=}{1#Hc{f%q3%YF*mQ?ktWtq^M7Bq=Z^%UNqq5t; zbayGouq@C7eQ#PF4h_3hIC`LkZCv8-Wofh15aAHNf4*osqU)qY<&{m(KNaWb>~0sc z;06|;1#zjQ4U&^_aO$J`TbtKcVhEhFG9O+88`gAKcrW&2o_XFQ-g)wRhMMTy@`poU zs!+D@*F7&~_F3t8L>6Ip|1+w;f4vXk#JK9l-o_o@Na$^L3E_4O0D)!h1r{Rz?4|tp z**0IWN~5#l4iUZG`49@S{*1pFSe8*Ati)H^%AQO-OPgl-^k!&NNd*Ugld+UJKydlxBZ6WaVZf>$yMy11?_4*dM*$TZUg<*zq$4kdSvc2 zXO~4{I{iZX7&m_ec7Lijfb5g-->fUO(UZN8bIYP=!*enu5)`{#3S#on*JMw6Q&W4k zGSpqy@}!udk7f$01wVfc-}WQH`&4r@h=Sd5f2~g$lEls0Xvv~Jp+Uy}%>N0lq6zVF z#gw1~;ZuCwN`%H3<$#do0Y&r8VG?2?$=t+Eb#aI?R04Mufd)RUd(~t_47Mw<)T0xf zX7*F(rhMpg%nC|WYS~F(lhk4^rD0X3JUrH%N?#Wj1ff9B?P@&>T0pLz36u%#@2Ou z88;heH6~!cl0H^;5MxtzPo?##EDB6?BZA8iu9k+P2vnz>lse6{{TNPr&&?N>j`#e% zeEp}1Z+7O~U8@epv{ia-SQJ%2xVW;Fhhi@*zM*z}{54PKZ>JuW2j=t(4eAj_ zvEriA`xrCzoKL8akf94uncK2ma;Y8j^*P{Zdk?opi? z<45#CAzZwgLSH7ipuU!q95D`RYiQ7C&Lw7lIV`#rrG`gEod zD(KR~g&l#9AwpTv4Blj~C@sWE_GV!~U6o}4wL3=lBTLFZaN#Mc8{@1ZVby+p2`zN_ za)vLNEP7eot(}gVkf={(l7KZ}=hMkDnBHoAlQ)q5ulvsIs;G<0eFvB_J#QArZ;^%PTr_#J9jb!Ckvy#K3xmAb8D~`)!FcoW26rH`4Td6*7K4 zk(|8nWx1r_GY?&8`-zL~(2;6uO$tz~vI(AU0JgF|gy=@Sk*L@uE3_CO$_MZitu{CB zDn-qj_3%IipP;6OU8(ji!8{y-4;&{W5NeMd)#9qUZ+m2+8Q8M-%w)-@uf|2iHtLiv z2Gw~N3RQsBH0XQaC~nI&iR+s5EPkgfhR|DBI|ph)mkP(Xt%zc zD^)b+y~wRN%)Xacwu1_3;EvSDOLoFw?jus&U>NeFDi1oBjL9zbK!W3BzqH&vc*flq zn^V3#n}mWFnGO<*^gZ6% zGgdV{wg!O;qx_huu_6VR-1a$d04!Y(=g{`<;A^Xj-u7ZL;w?%l4_cuUSA> zK87N;MDv0>y6L1^DwGgL4|jj$d!Jd`2Q%mkkK@nd z-y#r6wwvzraZw02bVrEK9E|T(Grg9F9aT0UAWqWjwn95Z%pRk9(@U>iQZ!hHH`4+6 zn7e#spw9W|#9p5#5`liq6I#xBEptdA4fN0wb?ghBF9-efgiR4;_v|%J*b*cXXO^5# z<5S!3(uO(asO*#As?U4341kYpo3^dV6tug(B$ z;^JF8CX*Z9arQ3EDDLFY?PqB*q+Ibt>t~=Z`ND0mPAx35QW=)zoZX%I?^nQ~+Dvpb z$rcgj_giYcQBsbtf&?(fCH!v#4*@b3Tu=7)i2Nn1gXPvcT` zhOa&(1dAmb2uCs60$1uR%FIP|uxQuQl0RP^@#9PeA9e&FVZ@5d&Wrn#4Qc4re2{0K z-O_@niea-+lluQk@!C2^AeUlj2+J}EG>#rWh;$F6=+!)dFR_jHSTD{4L z1uB$$sui={SZ`GG!P?GzuJ;n;@fbGmqk=Jm9ZuY@ zeXIUHGt!T{6(EfmGL26<{^x8#Lg*E6y{{V$S$4bVDK-cOLW~N3Bo%Br+8-ldqK}bV z*fMFo+#pGZSa>x2^`oTzCu|1M)*`D58L0+ON;C*S{(vI9kL80wOOrTg{yGwe$hXCL zz7hTuDcs=(N_s9GRSC~2uADmTy`Z(Q_79<>xNlVZy+}r#7mEd)2XZ}O1I2f%>=Ab# zht)V({k4W2cTB(`9a-ps3ZF42dm*MTtSf#k;#cS)U^i$Flgd?|My7yNIUw>BUh!N; zfm+C`W3n<5Eae_Tq!%n%;SyI)NdMtmx+-0s_seJfm$E)!kaWv7)&@j#GpjyY5CO=) zo9sL7LYQ#POm4Q&uJLlGUx7<5bBc)`ft%aCO@L!+V=cjgPYDC_)&9d9&L5hQiNUVo z(ejs_t18DupNYKVCJ#aJ(48j|UqA(1!^nL~hDm#wbk4*TaoT9_sEmWW_aA2daz^N$cGW7f#0en{Q z4!7S1i`mHq%1XD=A9qb9opHWCt@p`mNOx2>0F?ZYn7+JD;~m0yaCu`1VW5gwjlpxO zEX&=9-vj<}q_ba9(uS`65HEuk|MGn4oLy2Y??jjtpjqzvAtu%oxw1G@2u|Yw!ZvlU ze*1}K<*Bg2^&d5P%ShV)?C=lgTkXCVDuX}L1{*_mcy|7@mGA|7tYz-^0WM;@89b`s z8K@*TPYqp@%CI>ma|3J)sBIUFuL&0AXo^eO%e(j+R?_UJ)h1OIL6w-`XoPMvr)Ct0 zA`>c|l4#z1K?hUlJ$R zaDU(ogMzBUW(4OI>zuw3hdX}2V)3jhGTY+u7>8q&SAjWSQ6hBiN$L6Js!bSHnXo3! zCC)-(p6@vfkYL5+*miY+zYomfIP3)5?wPQABV)-g^5gPKL`92!lCDJz=3=(Bj)!zt z!ri)gQ%?|228a!M7|a?aR-bAD1>(K1betF%%&B59@ISl+y&dR@FzIcQ!e+Pumq{fm zQjfY6(0ifU-sT7f*UBf>#fSY@uAOdsQkPw_ZA(a?^@m&J5h0NIAsw8D=-u`nftvH* z%UG3mGptq#x~_mkvL%(E?zWhN7IXR;9~hK{p2H!!%V8!P&1p(&=@cX z{38sw+ejt8kNnMHeYrJ%RkANSF9)z#aPZ6$nknP&Xy}bUY2X`z% zj&4p|{cpI&#ve64Nvr0?@0!@v%L?R~NT~fo8mTbo3ae{Y83_)S3_AEVQSSIy6EKIr z;0=YLLeKS5Qb{`%E(ighWY{yy1}lgod+OFoVK!0zU zZdioViUq;bj5X86{{@n^@_v2TP5bE$&$L+|c>#blD%)VPUkY6j&kE`D4!249`lTRt z-vmWwH)T%&OEd#>o*eaO=B@74{E{=JiBR=~Pqp>y2hp}G2cdp(A=s|?n=XoO25tj# zNZV&^?7W4As@*a>X0S`f!Wr-umoK0r_OR^PgL2cTONpgR9Lj-$@Rqp6+_0`$ZP!ku zACVsNxk%)!G8IoTg1t5Li9yb1yO?v1TcUcdOk#Dvvk6$1g;0hrt3av~BH`HZVPoTX zaxogE>pNNqra`~z2C>s128jdF~XhIR&yGCL&mRe(REA>nqc= z`wGJ{Y)AAO!nDgCe(OFWj$ zT!TlI);fFj*SA$s=;4I;#=q@G`891XpAciw{;zTq8{0Qgi>0xtxrC7@N{eSbYQ4;m zM&Gc5S*v@{Q-d!%8DRJ>&XVz#^UPF+L3rnw-_gNUA%-)9x>hAM~1Wl_VnD@*Vc@AGkh+ z3}^qnaGdA%lHW|;M%d>+1EO8gsL%C4^$$QFh!{awo?IEef< z+%QnHue(P2i9PG8D2du}5Zw2^v~=^w{u9a(v)XouDE9%tHVyur)wnx?lN}=12C9~r zRBV07(k1i~3knkmI?f@OJi8*3!uFTxilvQZh$(#F)2fxeihlE4#{&TXuV@rSCF!+M ze%ehZS&2%s+|WOu7!KqJK9QO{&y}@=goRs$i%nscem3N&sL`peteIeUXA37s%R%!V zjGAlsm>_O^wmkhC;y3I>?IxZ2Bz4)23LA>R+3?+syX@=mbdlJ3TsL*=y2Rx)!aGAS z5=Qh;`y!EW*ni(|s}^V<&=20kr|TF^lAF?iO4u56`ao)U6>jt`A{Kv0l5Ho_M&tSf zs~Qm@o&)Jk;Ms~j{`g_g43sd+POEZFdf#Djeo^dX<5yG3ZlZ04Q;?&?7xNzL)fJ&| z@T(`=H+R+!%@|V2-#CJ$HG8nP|0W+Pb=jfTT)_=l&v|9_((e9j%Da)6bezu5Tzcpe z69e2K?dwL#cGmdd{b93=xTkZynWg_0V!cuBbJ7L0aaEXF1m1@ziEe1W8js_>!L$*E zBdKmn=bghIoSnV|y^c;U`$RDf=#AK_JZ9|xM7UxXD^rKgs?1+y*bPMirVOSw<^7~x zSQo!0_4(Sff}dQEyZ`^5WU( zzukg}O%3^ajCEvek2+$8PqUzh#wnup&%8j^Aa2)TG<^WqlewJ_Dl(H?Eol4mL0CYy z|19C#!Q%YptL}+U(-vW|=)87~H`fPA;B)D!2Tu6+6HWTa8jLxS*McD5P zYqu#q56$j3jFB>~5E>i!_BuXukg=1yyMR{CwRZT-kpVNvBZ=mR0mMXaMpO7BIW$r7)z6gaT4{?I2gP6&=9IO61LR_ zT<_Q^i9y&98v(12EW)C6;!=IK!d;Nnr}_hZOz<9RnrDGxcGTQP+zppIc-u~QjH3e2 zHV3b=UZQTCv#TiqhGD=E7GG5vm@>(Buvu!&?#C2fSWkDL=U`^f-&E$w+Nvv;X_##u z;_-xgrB(;kRM*v>?w@(~*GCbi=&#LuI~$`7XO`|YV>BF?UCa8Plerv?jR4OO-fNR! z$F{4(h;kN96>RUx6p+-F>hJxRj7RfG>!#@_=OFqzIFoU5yT!%rK4*FLO0R6TP>s=_FgzEtfQ|^Z+>U zSeJAO(kH{HKSHUoQNH_CLpFc9q1-&xDhl?t2dBQ1pk27VfPBUiuFv0FSqGT0K=GzA zsAm*}+pV{S8RET`nhf6fZSMngtwwGxbE}a!y_e#K z$NHb~m1CoA)waed7TAt$7T5&;tUbFZnksOF7I)1>Gs+%t94?cp&M1Nw752+Q=)f1H z5H9t@;t$}F6>VO91rNg!M}+~oJ^GA_Sclvac&O@>VvG_6J&6CF0+~rAk@`-$Vt%$1qzKv9}06XmnDq4G%#(OLmeY;w_BRBT46&5VC^6F9sk$bHwEXy1W_jWV%tt` zY}h$#KbN>9r<>sRWoZ|tXR1bcZ z0yA!4Vt#oIpL2uDjLHUL)8fu>YCq7kdfxQ*SV~;~{?@R1U=id2eX12qBPI0G#U8e` zqFmJp5={qbgs;%pVah7~M%*6k0g-T+i>hvW6n@p<79$Pxg1+LhG+MGzlu2EYx?kFV ziq|{!kENRuvH%yM?9T`?vT@~EJ%Q=j8Ky9+1Ftk*4>E;lW0(u_+J~y|5&VXSM`mh$ z>rG`~_a|{tW5R*p*ouI0(Ehd|eK2Q5k9lgIv~r`3zeyU;^2KFn7iEyc2V~h{<}B-X ziZ!0O9l{@Oj`r2ngixMo0}Eq*8#>oql*d7qbSc`6pexK&Z2+)j$SfiEcbW}d?Kfk;uibf1a>ES>0G>r|#`7tBG|wiWmc6#= zw9K_rI(db$E}?#yu;%XR%rdX2dwAKkOOu#`)yDUBUyu0IOnVYjzxdQ7LGY4~4)_0Ari;TM zDEww7pkPJ0pLJML#R9wJNc*5zjpubEY>K{nJhv^2$YVM`b3on9J$TF{za4r!CvVE< zL>52Zw(Jp-WZ2{)!*;#5!)EpGJct1u2hZ^g-*?9E*r!LW=DbgShM^lL6#&t`CZ zM^AJb-hC{68v7!nbl@%p?G6ZV$0B@t0uqetX%4j+T=wNI+)NW%QYu`M7*OGdsL44e zXzLCBC{%P_C}dVhZ{{ulqHw))=bk7NY??A_Lohj#9A4vVv#2O+DTeQhTJHR4;YQBFA%DzGTsm&Rp z=T&z3k7~++V@W#4sOcxc2J28|iLRevY%sr=`ICgvN#~W;+;L4n|r@$!mx8Pl%y^ zRe}9rsxr#+1xWRpQpgx)eY&m$o(mt$^p+^=;2#8D0CH$0_e7*{Kwf(ykY!@APfe=b8clr*YsKWnB2--dpWEnA zH2!a4H5h@67Ai@6`Uag0H)(l%1oHTk>C!l6g>8`%{EPnQvxH!GS_}M|Dba1@6Ab?# zb_)`@p4LBQ=@VZ?x7%*Mngs)zPZWipiZoY_V~tc57?x|WkN>7) zeu2u7yMf9t#T$_~^ekLy+`)~#t)ja_kq%j_Neut7+On)A$EvW^o;}zSkRLdhM1p$> zzEmADa7Hu4A(5LxLmsVtK){evS2f z2%`rhI8JfCYkvWtNtVWb?T{iS3!^peq>r4&q z+H^2B@!)-jTFnqF2pqBDIDWUX!>^0_Ch!Z4SOJgHm0B}JSUxxcS?W2>RWfj+(NxsS zf`vLRxL(k={fRBAOc43gL{W@1QlWRAU=JpLr+H5{`wF-dKC2-OKbbg=QlC@MDK}te z_XEOW6pHog7Q@RvH=P2QGZK{=-@Y@r1zOMzn!=>7(`a2w8x`+j`9?L_Qm!YNJis!JMyGeI?r6e}VcrruU$)W___ltNvD_WvoHcM}wV5OielQ7~03gxE z)PbS4ZF#+>|6o16s8hcTu`dleQ%*!>1W$1T|JO?+p_rtNT*TVo^XqM}g>q9>BR@$U zE_o$LZ@JiSOSR`WZ2Z2|P1ifn`Wq82AKV99`nJt=f4Jq1JrmmT&$Ff84eY3ZW71ZIl zjD~QQsm~U~c~Rb<~h@Y?>O<6NdYwOr=+kC1)LV>Bi!T z<1tg!0i3Y-ojS3F0UD3GmXYBCw-`5fI{n(3#`+F(RYN|_-6>SGS?beAGr?RB4=H-s zQ1wQBr35jJJ$V!_gWXWK@WGp?ZE0Tj++TY0n1jMvMYd1^zBr2n(_4+~E+IVeJ3SF7 zdzUQtm3N0Ma;(IQAIBo6AN`jqEVC9LN)GeD0(m7j->Vzm6{3MBaMGG8lTl<8^qF6e z9dV1=;ut~Acj+>z7RM-+=nvIfA^7d#%!94Zx4>GhN~QH;suh9|3MSMRcT)%WyaK5i zW0<$i(Yl>Ez(Yn7*a?aWZ9XVgNU(H##Eratozy{B`f6x`<3a{x41+n)A;5H zzD=ChxF2PM?5d=kY~r$wGfZviy%t^(EnA&G-6uH6B28z!qdPRP2WcsJBM=ylETO;XSC^#L7uxFe`Exl3MU1dQ#4 zKt^$}NYbN{S^>5cP{4D}U=KQ|tOxGjY}QLJeXLMZBg!_?G~sibxTFM+USMrK({^pi zJHag8{+%5YUj4N^IDRbWKUf@dAjxlP<4MG?!^h?1$giw;5|U!(mc__8k3ob05@;>M zLaJBoc6S-Zd*FqcqAKq6wl5gjdc;cBm_>`KT19cuh{jO!^zTnUCj~9m2-D1yz+B+? za?y{$Hy=e=Gfu$o1hHB(08H1=gTGLVi)DVE?hRC|Si(cv-)!)DD9gp+RMmkV7gI(bU>_>K)Qq4kFxy=d=YeUrq->p*&bHr zmVS8L8N@nl3Ii--L0uBN;#9{XwcrR(^~#bX6+a5KIQAvjF_|+)YFS^@$H)?sp7wEu zg5BQIB~psO`CbDZQ6K-=nsRtfa{~0*i4)2a zBo^2XB|zMoi)+u4%lNwTp&H4TUYX4F1k9U){i*BG2g`*p$}k7ySk=dr-Y1q3!dDBJ zgDxnM|42wlZ)(P0>mb5Y-<@0t-B9kZ7&kD^j?CD&bkobZ=O`-_B<1CAvzkR(gYR9e z4SXyo;(NT{H*oz;i3yDsI~9MGYUsm5vzgW}R{(!3Qc@lynT+131Il}<8%6y)dq~_t zY*VE+;zJTczjFMV835xYbtw$j1pG6IK=^ZlVgF(7es(V|r&u~raBJV}Xlo2THQlh1 zGMxHwBTxSJH?-#aD8MX4N$iz|uLh0;!Upl&qq~?lx|JLNeHJ%@0?<(hwH9 z88}61!L519N=t+5yE3jdK`n~eIQlu*O?w1Eja`6D`B1j_UrAC-LlbZB2~7mw8M)D# zR`#>}TMlV>a!)pAI~Mr#KLYLd%AEUfvOFpZkQIJHDf5V)b+&*{JJeA(g7a?bR2Plk zxl|9E8&jk~hnDJ^7d_0Tzt#vh!XGhf|*)~ zayKq{)JQv8M{U(|U{(sxJ<)PH;`VdE@39>)wb|!F+Exep6B`5#0H9G9l4q7C?^hjl z{hl#l?abqJl~k8QuxJ)5C{bTo7M|!%d5IuT>)kF~#}Wc$oukYA^xQ3Z&^4!fGdw#l z4lGXbV*UWujH*movumWU!=`ImurW3{lrIy)YLvfH-JxqT8!(4I0Rrf^XTE>6;~jc} zL+wGpBtMHuTUJ%a>R;0(ifWmjjym#YSBa{v*v~ih3d>TMpf=UXv0`LEeJ1!tAv{E6tt^#{br@yHHYPFs1cC)v8<+G>4>TB@zar5;h*5s~XfkQ?4 zzVR?4K@{wPc#WOT?o?sw5+iuY$R_<+zIt7|wkI|A=%^j(ZTfZsg+Dbc#*zX^#9j7O z(TS%(ws%K>;Y(@9z6cB zbeJ5?j8YP?!FK!x=jiNq2^f8Zm(nYiEd$oE0-Ehe=)Ip9%%dhZq+@XzsM&90t1qL% zUD(PB1Vok3P4n!wTP*K!jsuek|D>SO9#z3N+?P zV7Vbk*Mf!1lKP*ETy*p*O5=jz>~Ckd;vqHZ1@E#ANxuN30H{Nqo)J9TpL@>E!~(s_ z`zK;gZ)D`l?|fmkA>@({f>OwvA_lxN2rrNsfR#xW=tYHJlHv|C<H_e6{2~$8I0i{`6OYn zORrhT+wt#564ZK7Y%!@6{sx2RoobVY`irxty(gKWlG(RM{0Tu0;m1jV#6!w9d0bXZ z(&}g?*dZa0{t{0uO$XdSZA~CZ`$Hc|kW1XYxj6wC_q2WT7eMESWT{_+%6mKXhVbyh z4vsD`?25Zheg1iSprwJb2goEuIKTTk#$Ob99v1+cKFGrwJi5%(2x)#+1vgOC<-$#e z%b^W<`5{?nD*8YnYwB^nXe!COF-}+p1KPO%sUwX1&N##QC*)*e={Jeq-96D(eH$j$ z;078CzDesoBKzX{A|60Vo3o?+44Jc~#sdU}EB7ZXE7#`hqGat)wkcxPnI9adgxssU zrq5l!vPLL~9zU9Q=B3#_`6e)B9x#wCAK=$1t=e#6*?~|EDD06EgBrXY0EJy><1`{v zCz8)yTH)xis9XVP(MzPjpWTld-wHSk5iCJ0@ zOoY<-l)5RE6ktR}{-xsve7RS`9%WZdN9L#flD&BiOn}3X2)1h8+G7Qr4H9uP&|mBF z!nMMm!774AIH~bwAf5Oe$Tcz;Jk-ZfbN_j^X`>ejcDr$w8CApdRKyE%ABC#)xV5b)75|D5rU+E` z+atis!w{2gVPOiIKSsO5kxL+`yf(yIc#QNe)Gm!Ra&Z2W0~2QF5sN48@cTYX@!btl zrF{H$X1vn8fkNVFfU8N}9zTZvFCcg!fJ-NNj^vlN0xcoJj$f$NXSp0<=sy|JA> zH+mMDDs@!?XM(~p9p%(^LfBKe;M7SM!+v=japf}0};8% zThFoD1VTb|ApBXK8yqcEAAbytKgrYGkU$v*G6Qegtz}c^PZfzU;L=ncF}zFXw{Wy2 zZc)@C<$}~4MWT1)a*}d7?9V`#xXJbacMH6+g?7~brLFVFaOGH2cVkX`=?@aVKG7h; z_O^tO1B>EY8AK5?r+3zo&A+e4uO~FDB%f}q%j0|qHwgAhBbSPmgx0z}l?t}&-70wN z@39fXboeQa&TZVm<=oRZERIDR7KsbTn4EjfEXOQuvDla)@+ZsqhPZglHpS3|?vnHx z`reZAJVqg}U-G+5NLf!4|C-NpWp&B^q42{n7D1 zoY*`zmP0!-Svos8wMpfc6Ag(tcu<#*@4d|8tkK>W)8c?Ijr*bW0}=TpKEn zHFI)~N{r^%2%V;1-1^gu6HL1g{~glo66bhK6^WexQv{^2|7ETEa>!J!7=QkbowY2& zY5zF2CjgGcW8MCb0n7GF@QjG}Tdh}1J{M%28%D#v_<)pi1>4MoIKvLlG3R!)N@%C4 zLRFAqIv-FOTxt|;9(GP&LN@)2c_W?0JwkH}HOv*=C=!{Iwy#O66Fa%V9{5vbnr1IE ziFPr}iB~OGbwF1{W3 z<-9mbfjf`Xcu+`V7Br)AA4<;#?l0Kg*GDZH(pqtjg%=wBph69Jf$8ctq@|kcvY^<+ zVDtty48G!^$K6g6_PYFhq%#C6p6FF540~}!9?{|h6eykShQFV_Vgc4P6kdMP-Ou_5 zskbDx9=r7*cW}do?p=FRAT>U0Vd~4h)5I0&W`=ZmzqyVNZ((^VGw~ij$>Z9U+_eX- zE-aZ_;|omH*DK`ZmJV8{dC8-Z6)ndpV_g!(SY=l!_qV-`f1mJpnn8XF`kdCbqsyt@ zWbGVOoG=(Ly?Ei()Ht$D&VzyFwXhX)5z2kR2W8x&VKVk2v^pY#rxcjN-8pDL-4KLq zmIp5nDVRh1Pl{-NoBFmSTtP#5qyO&Of_Z9r7!y~_8eJcqkdCOBDoO`LvP5wpR2(!U zr1N1EV?6z4tt?fDX-e5~+T>c8?n6+D!#r`K`u)mTcoD@?a&XvP53q zpv_Mo*5nFlzUd+U?^Ld1*#ZvaK=&-au`R~}vWKL0+|U-Ev*=LmOEYqd5zKjX`w5~# z;gBn|m6XbwNC4{;pKO7TsI+IGz~%M>h}l%LnUIUYvJ|AWDXS{n_}DD{(rn-%f!XC( zxh&>1T&hu7Zs5VEecxV0w=_Fz`~83?vUYe4Fp53xdO^ID8v|&eM6X(fSdRtV31s#b zlrNraX>&%z=~c_Ezoi*qZ59ZE=}=#&4PJlazC`B!1s7@uJg<(%n5z*#4-0WMsu~zr zff3VZ`bZdG*QsVp8nc#+F-EH-@lV|>`}GA$#iYS#$~B3} znO3>~06+du8$de;wjv=N_O^{E0~){*@?Mx9aAYuT$)+kz{T3b7nSR;VRH2=wdC~U z38X;#%}<}LrQ!;K)S#^ZQ&n>sKG%f`F>4dPt|7v^SByA3SDRXWn3k)^``{v=H?qAs zm%A_(PT<6PLjo=_p-1(HT%GW^i-G(;o2tCw_zS?We=yo!G+SLHyy>}B{Nfn>;~#mp z?C%210f7^tC1}+jG&VmY6Z^biVI5d;Wn-i#?MY%)EPb%r^kO|cKl#9NHZ^mx0||!K zBHv44#beyb_rttDpcKttsg-7FQ!oF{b89~}Kr$z_%n9c$h(uLbw&70xj89K>8m*H8 z-p!+os0xvfKrK+0QQc>53`qLNg>|3=yllL2Z{`C%^_f?K1y!I2#)k8b0`!Q{vXAkh@Bz`<^x!ms<7$s{>3h zK1RSN{`VDjVK3L(hYlS%lB7X%v1c(#2|-T?QR20eaqZ1DQ#@2ky)k6_^)VS|4u37= zfG!W&48pEQz`BTSVO(c6sO?_{Fs-x{Jd!@MXY&Ef&DIKy$57=D;kS5yxfi2(q;4^K zusW&f{361#Iz{#qz273IAp9-Yp&L6R7%8t`@v4S#&zRL~lOekR(F68qnB%CW2gJCf zXiD?hLFtWa)-&&J!Hm2<)C{uq5;J`}lHQvh>f2eD@ zZr*FvAkyqeDUL<+Gg4Lo*#WSZO6gd~BQi6%K~_)109^NQVhuC@HD3i(PB5yqTl}~{ zx6rY9)F|7~y=eZQAOsH^EY<#{1JrnBp2mGF*08{oSMp==B}XokIdj;Kfa~iHB-8Zj zryjJwJVY*MSfbmEASsWv+f>X-%o9+VDUsMou}+^APeJO*=R?d}-djlkgD~M1E!n4% zdzyGP=t$kZsxu~JmAenXUJVd{gpo%0=wKe%@4Ug>R>@_xYI6hKZ&Qm^9=lN3JQZx&#wEH0(f17uebMc9*MezxX`2HzhkEP z6Tgk{Sl)w9S$C5R`Et=pFa8HuN?20JOm%IY&X&Ol^4OLW+YtR4yYo8hR377qJz!?f z#*qL9V>N!Y=R&q;jlC(#l+mMy^vvl!>nNg_QzYZ~CK_p1nSpf3Dw@Pgdt#(a73wK(}dS(5aqfBV#jUlt^j2V`mYf2g-LqPsQ6G7HPP*F6Q4d z4@>@?VG!rvKfxAi@e8`9%f&?JmP4_e+j(sKtq3d3O^Yps^vm)y?&K6D+_q7Y3LiOw zx_2pozIYGKK795gqbr1La0Rg#jKxy4c<|MjS{+=x5u^K&dBMJmu6vwmw?sbKb@_e? zmh4@1CO-kw6n!U$X2bwGFHEdH1_2`ZDx79X97PS)1v*Blw%5jBOYfz||8c_H(mnCr z)G(5B5&rSZsSRYFwO868qW5ab_bQo?0isrBf(&GxPj^Y9 z8M29wbY>;{qQS~c!QyA@lUOH8Af;3z`Qw6+FKoTy)4#s%fq1HmY zSQp+T7t53ef0b<1u z$qqrt$}+X=9%;nze87ZF*5Z9&AaU}txi*102r6N2-rE?qwbbJ^hJPyqG4o2Rbscn!-N`lVIz zb?>Rv(LbpDb=vo8@>$hwcOLULe5mjN_3jrr|3)6>2gtWSOxSTqXb)P8F7?e84rF8T zHXy|RXoR}MQ2Mm+?L&w(aJxg)ZChZVrrL4JjCY1Q{i$w}G-n`A_~fXUWYb46${Nt) z>whr}^0t?7E_)JZCzzNUp$|UnO8zZ)y>lzQF=7j)Yx*0Pyv%s^Ry`*)`HClFO4wwz z4l~q{E&0!uMX#w=4HVNwV;bBLaW}U^K5^SZTD$DF1GheP!=)cUbXJ6<9`w$D~p2Ii*(!N^`zeJHR-zPGWYRS1O``XEriPnabM`p8B$@}jh<1iR6Pe; z5~sykc-{AdAmep6_?sZ-kVMS{r^XSWZ7sth{P^b5u!aYNnsfj&GFobQ%l=(qa=)Y8 zT4TMFf#58HBOq}(_I+;2mtBl<{ld%Z%no_)vJaV(f!6X5d*b?IM8~Bt#kdONW%Dxt zRXLPdn%q#=E85k<)dKs92Ylhw40nnx{`-c}2KAXA;vyaKS(WcwffQJsqT#3lwBP%A zu)IyIGq~PUN_=fttgAiE1NVIfe<-me3?ehyZtS+#j<6wkR0VDGRi$O@oN+@7?qT7r5EtH-KtKvY@oj4DdQTh5H0 z;TO|gU@cA?yV%#8`0YOu-8%GD#D?kFj-UMmyW024CrVwpSZ@Hz#1CR~J7@NfCQ+&zk;OTQ%ZUp5_ z;focUOe-Xv+m8=xlw$+*`h>r#1t)ltEdSZXJ8;H84iun;Bgye+DBhf!70V%EdQ4s7 zZ~MhFqn6kaRj2k0V?j}Ue??Cdcmg%d3CfjFjizDRm0TG^p*lHqUIbw8mAkSCyfL%% zDNjSy%HbA?%!|z^!-o9we~O6MfSlO0Lzd(p(zkJ+hVT+c30>DDbF5I;5C+y5`a~NG z(oy=Iq|)WvF?QF=mK7z~y$F!_rOn(=< z{zrYvrpt~E#Qu-N0jJR~gu<1{x5?9nW+p;N7#id#y!Bngj6MtY`S`mwC&zPeSPDgk zxO>WWd@YXT*tJw=&ZC^J;$-P#cr?}13PsyENMOMNOzn*m@q7Z2`%U6&ekr0#UpR05 zuSu~NS|ed4H@H@t-7CS&__r@hceyp;1;wqX_aAGMAff%99tcOG*K5?}+v5@*T~>92aCW-^ULPwim84L(D78u>)O zE?7)GjBM59lsBvTEM*T`qW{v=_l#ZOucEVNSfY}k7c@1Lnn?{BOmXYO5ln!`YL*># zcnx-WM-z^fHde(iI`3~SJ!WXCfwKFlCO5dL@^g0PMN^P| zm0e9`A~gvtW%(jI%j#B!gnHM#Dw~(3>1%z97>|Hp#K&%0YFA>F&`6Aje;E36g4wb8 zf2spCE~vqww8GSZ2#244)E1-^L(~#`4!J8=R4&bmBdnkc-nm-3D2f z5I}9yA1)r0&mw(YDS)W8P~g(jspriH|0;|uGN~3Uc9i_5XDPt-ch$OXC<9|h>%UJ8 zQ1D2)6HSC%d=m~m8~2oNKXna+JRp&och};BU9~4?Elvj>aYV!q2VCB%Eb{C}%pJ&z z=RQBl>d028j$R-iyMu01mc#lDncaY(mX+Jfe+dlax2AswvzI}ksS?*;>4UntyIP3L zF7A&xC&t|&MP{?)Qv=Nvw;Li(xb>HZfC=G5OdG#2KfI+We@!7+)pVBe5y?XCX*U}t zmJ{G?CPn}aKsLDyJvEkv8{~i9j3XLmcA(&5MlGXU@H8(-F9nZXZwY9T&-`l(YOo|86s_J{@l(ezXH=VYmMMrFit) zeBEfv#3MzQptI(Dm40*^>PZ5m!rURdmG8?qOboQ3EavV=Y6ZwJLbnbw-8jKUX;u4o zY%U|jL=i(4x}$he=GJBG=SuL)C<^>XMtz9wW`vv=>!Fp7TOQ>Z^WV8tDDtnXL3VfG z-gWf8bUr)482EN%{V*Ub{9xiM=bK76FPRJVGM>SWh;T$d8j-9^OwmZ`^{VY}X6o{MuGzo_!;Ll%oee{8G~On0=0V&*FS$L?`OTxutnuhaXNp^oF*4=tGqj``MqVz zpM^?W`Ccc4)ZwZYB(`h00st}Jzss#ATI+jGbnT%UsIOjkEyWr(>}dE21F-+N^sX{P z>O@g(E?^n#|3>MfLDfctmT6VI-EFT4@=Zl!-(0^jP$trq?;kDr!55<8LK~1@&&D$B zy05B^bW&*WP8Y zq0&QG?%5kOKu?Q zFaq@iMuIu~a@7~QxLK188g+-31~WnTNtCY=@L_b|$*!U&ln+V>E|VI}pw`E`wF95J zzQ1;<82eu*QnAAUMY@TNHc`lGwMj+pnE+b|DR=c!v7OO(o7kRMy(;# zvcCq>*T^Xo%f6Hi>KS3FheKPA0b+v(=egv0E6m=EykjdoMCBvN{E%b% zTVJfm3H5L+(Z02aac43sEt2hDk!T2(mC!@vyN}@BJ=?tWEYZ6Iht=G%YxeoR@dQh` zs(K5$;@#p}8>3Bjlht?KcL`<^3EivdnQYp@(V^NuaF4XkRf5c)i_s#aNX}nlhjPh{ zMcR+rZhWo#?S*DNlAq955yDPE^g}=4morYq;B@d`C$3$RYBm4Y)e?UJNrEEGolds$ z3*O)JVRIpXBAcWYp3KxHWslT%!u$}aa7uEf>~eQEixMvnHn~^15a+M%!Ey0Ub%z|6!H2+60L69ByEsJZs9DPx&VzHofyL&lxq@SzuEZ1|BrCezy zoUi0#CFeJsO>~|7@r0J-q)ja(3?8Q_kx4~%9+_#(GL?^_)I+1<0h;0Fn~|+sZT*TR zMIToSQ}Cuka3JZnHgs^#E#+@0SW-WXad3=c}ZfJd0va9s07Q; z1JS4I-9Fs=ldbmRyzm?+4%7Q5;ng^8_t`%r6V5h3B0i9_$_~0HR}@j8^78UMMXZ33 ze0d|9?Fko2F=u-$GPk`EK1%FyrH*3pE2PdZQqD!<#fJ{Ba9Bt>J?ZvHlY>*NyT*4J ziN3%?G3z0aw-Fz~9%(}pShNtY^Nz9GGDC0qFICC8cpLZ)LU^N?EO>RqA7|J?j2n2yW3&S z#ZI)c)rXqHj|;AP8r1CJqmDMewab&Paz-Tl!P}{&`WMymc0~rTk5nRGKM&OQL)jJU z4Dtnch4lHKYBEUtAj~O$=vr2A&me&PUTr9%S4ltwj_Um45Q&hjCfP%P&oImHHgSL9 zztJ5TIMIX$NxF=E1iWv5EtOk_6bujEqdo=2e_BTo*j3&^!DPaChe$uM5pa+-24{7h zuMkDnYdh~k7V??Fc5_XaLuNrwEn)mplzi#xj-cs{l7H}o#l(?K>BgAOh!Vcwb01zg zqZpIPtZ{!rvL^HN>V8^!ZVRUNl=81~h3=jz!B7+sI{Ag^)0vU(6BYJb77iyM4|&gR zNN~VvUJ+&2BE)#Rh*}(ek}@IYA=mC97)NkBIX^`eo){^ox5sQupp4S^5vm9K(CQUB zoZ)}*wF~AB*q+bIs8mE;SD@3d)Hagm&-wb#fJQkuDpZ>gMB*+lM!}K zWR-a>BxRyat9N{6x~&70%13Tj#UUJlV{Wg>sVt%O)S4gGJ>5s&3@Ym0#g~o3h$AQi8mwP#e zeHbifv6Y4IX}3;>(=Mq$zqu=5g(}f@Hz*|leBD?4MO74!CFNm#C8u1Pq|p1ycfAVs zol14b8W|43H>CX}xpvoCbtgzv9P$-4q7P=_dL>n|gZWR_dwGx_&(Umfm8F z5X__hB*cJ(1w2t#qL6m-88tqdBtKxjJ*buR){vpTi&M_KnSK&fC!klpWwDlD6QSfM zoO1Z^5^26mD~L_7p9qov;2ToP6%kV1mRF>P$K;fyY?GE6>67_PMg}eYhq>QEu;vgP z-@sp!a1A(#EPe@Xj)RUHwUD);l{x~XoLqUIE^w>YG9U3P;22?l<(|0UtHX5f_%5VU zO{~s)mki6&ct7k&DDKiloUtLN7jf1(*mp15*w#gzb7LL!2(Rr5?};Ek6{NB`?!I4n zdOR)cAQbCcz?p|5Mome8n7^Ac3sPDK68%SfsOw zE+1)EDd@a&$2(?0%@(N$xQkq#f|~@QI+J?5138n`eOi}?VKF+~{jWSlO%&bqJDTYjj1Y>bWVD{c4XT5=K)8#p0#zdh_*$Br%kK#URl+-tJqi;LQX!ru{)Ccx#Bt4&_*Hxu4r%TW0j%t(sH$%DMm`CDCl%Hbmpjab&F&f zNN7Lhq2aplXP}LPp2rV>>aar}6PHcBJm#(=Kys4?|K8wfk6n-(%+jPX6`zL7K2`5^ zp&tRd+L}aQ;(F%my`5^Do+=O`thj`3M{_3CjmLV>Q)GL>3lfhugsp$R}Ge92aX&j8cu-8aM*&J z7*~zP!+?A4Zem!b@%avMvE7`Yao6xwJ(opd@bvG5l{suXK<+1}4TT&(?>TD&-^}38 z(u~aj6xaQM9&twNW2QLcZBVIl(UZbVcyY+kb%(yJ4aN!S@)S3ctmc9?X(*Z9V#>kJ zdi*MHASlZyg#ptawe??BDMV__viHVEtxE}j`(ttr06LHIL=F5VR>D}YeDBe2q#VW9 zvVZPxN5gDL*GEKfHCJVutW*wShKOg>Z8B?=`QJDR7>Bk^`SAF*16 zN3~PLF~21!(_~$A5x%YLf#~a)vYsixdbE9TcM06nqBsdBzRQ&ES0AiBmpWj~-0OO* zV7fh4hq%52YL144P<|VHeLIMz6rQ`jkh&aBW*VcJ8>BrT76|*{kE>DJ*#7g{`{GS3 z#MH|T*xre}8i%A&ws(c({m{E&*2jz$QVbaarAPP&mj>M~T-R5eILm2ETzNB`PsR=+ zO|v?vo%B$iEi(7-Q;6fz8lP%*-r4Qj2bYi&ng!@O2r@Fh!22m~k%4wgI+Q~-KAy|U zZHExa%k>ys38wA7wEoXP4la!=j+fDO8`ioawNU1fjAvf|01Vq@*m_Ig4MY!NyRpwp zZy%kV;Vsyl(!7_>Z~5au8xnbg8r{yFjh!vl9%mxPX&0TN3nYM+4nMQgUy0n>ItZJd^a9?^UV zI8UPpG^b4|&A#`EV&J5VjeoumzHDd0EYxb%0T!I=R(me3Xm0P5T7T!N?6bGwK+W_H zvqF`g(USxyS9Wvw21B;W(q=#m0}^O}rpyHs6_zYbKiVBzdu%#d$?XVY|HD!OUFu$! z!ms+}NS+wUVRbyTkFBsj2P&38j%fEy!pDR((5H+CmcyFytHM}c1j=}4LhBPup6oOL zzOE)#J9rGZ^m}AM-CQPR52-N^nMBH{#Qq#`MhlYH(d+KCIhN^%&6E z8V~P!W@96@g}M=4+|hFE%3r(imje8XuVlySX&mm)nO>fRvE@Z$v^n)Gz%35o=spzZ z5Jaf)L}yr(mHK3(6zxPvU8|o!a(M0aVp=Q#cB&fZhp-6KZRQo@iyaT;=V5;iyAz#% z<@hV?;P?-Y@gGAr>Ttu>tF^iv%ExhVu?*P6sDcD7nPCgG5U?bX2~@7MYpD=P_5typ zfyk4a>}r0usLW_p2v$zbjZ>Q1#G*Xz(>sF6+4SM*#1{E&t)fBH(2}Q7tQ8={Q~O&G zZq!R1;U4tY`QS4OT3Mdwkjc{&!_d`I;j`T-yZEvK;6}A}Grf)A{PnW0(!BHqW`OB)>4j6}7qSfmynzSg>A z#on+K`Wr94?OL6%!D5x9-j-(3C>(7=Y~l3A4I7M@q^V}ScyF~74lI>G8Rb0G>~Mpn zI+UA=oR)a2_XvDNMTs<`$5fPTwHEBUN!L(GtR1I^bt83s{A2b%yLA88B7C=)i}NlqA&t@mkZ~O~LQE>HlY6x#_P!eV}0P TKUibvdrB}nCxf{C@Av!bvzn=RM!Kx2sZJJ5}Ai zd+%qh^?TN8WhrrSMpa-S4KZOwbwy517$6`Zq|d)+2q0ikAR$>r$!usKAYg}l&ZJ^i z@0RxdTM$BG5OV)();2}WM`Vs9QnuMUTKz|W031nRvc4#Q0w{3nxeLE)c);V}E(*aSNSn0~h zpv3tbNML;IwZO^f3_#;P?+ z^Y>n%>d{8g=O#6otoo7qJ?UF`Q7vClscr}my2TZPYo@yVRi(sulGzHp*k{yP+oJG! z9p)YVu+jJ^laA_qhgW3lYh=GxSSNIVlE9+-_daevKW!33`-OO`{Z)NCtSOk{LVPhW zo$_khOR++;hCP)eqoN=C5@I)$zg<=7Uw*+NTQR7{!H+Z#TtuLYy zVK$OvyNC+?a;cnRtWLR9IfPxjR;|Z}B~cb@BhEyVJKK<}OOa|U&csf*9sNkSqi!W7Mo-p>i85o-Ao|0@nX0kFLQHiw zsXpLaUzO?we zCe`98b-MD;DPl5Xkqu(qreLW| zmRwSLmeVj$ZNXv!q^T^HVp3?3a{6hJFDNVZlFFD3DP_u_T>i|y)E7A#8^z>q8W(twsGu~YI;v@d1&@BJD?=LC= z88&X{{?Us!1P;H~71*EBP3z~9RhJ-DE~FLks61ZB47Ox`EB49$Rs@U=g{sIE3pCEl zb1#U*{3s>M-29@fAoH``MZ0eUFL)EL3{Sf3d(B1>|7;xsHd)m}q5<8kkQ1QYvp$Rr z^MdBEB(bN>*d9BY{-r*V%S)Qtb%Vym=Nub4?9snzwIFnP!2MF&tomV-qiOko-VD~| zb92Al6R-RRxAi~YB~*_qg>kIFRILrV-t{%^OiGd_SvFlt(i)k_!AyA58hO;!=yK9{ z#3wAj*?c+VKT$a@uEIRgV=;YzFGG&+>QydN!ase3dG)$(3wxLmB*JV5%R!T&1?xe) zua{4qUJ+S2_T7GWH%=3u(P=!wY-q?XSvn^6(n7f$yH#6;axDh8RCp8IpEx{=J zPKg)N#ej(>0tTY{5oWg?ogojozdE#I!~DM6mo&IB91uW#{2md1*LKLl^gc*n^Vo1> zUKPNjf8QBG;jMH#;Lt2b+W=6{I5%(^=5gq-9{fL~qQ5eePKO=1k;DIvEPvO@ieEKk zrIUcA(4WqjV#VSBWKJ8#Jk|QO2iERDFWrmC5pl6jxw|>x#&|oWm9S`VU)-?6hQWTx zcxdh?qK}qHv=`{S4!TG*R(Mov$JutRpz=tMf0Y^cQ-|P<+jh#}v>=9f9iu(dB^l~Z z@Wi*DGaU}9LEuQzf;984z@aufVL66#&k7g38BiQKfc>D8z&Wp}r5&3bM;D9Df2NY7jIsm9Y1kAwRu?M+d=rVGgBx?Sv80~X%EAx9zHCy6;9uHmw`9=@VlWG8xmJ-aM%KjT}#%z z7{APGx1{baXWl60!CTV-UGlMzm4!F@z)zykfAvgFS10LKhh*K7x!x5!Tk z_RaF9__+bx1Z1KZYVAp*YQ95tgCcHa|w#UfIxl1!ExM6;7oU};n5$N*Fd7e;<*(IGr6Uv`5qP#Rd{2CBD% zstD^Ah5_XCljhupH9T04C}8j=P=j!NU1akYSSKEgPn!|qzsdBk@=9i{r{tENHjRbf7z1?tN%(Uc#D#Y(!+WLY1a)o6)0 zLN!$Q$j0S2QM|CP%3?Ko85V`Jnl-9 zo8C@Ue-nlRj777PNwuwX#^VQNR_sGHC-x0Y9*kGmTZHDtz(6w*iZrj)o^xf`4Q`BY zSe2x7#`7lOY_py_eX}s()WCGQO!S_*tlx7C&g~L1AKW}c?VtndKz#H*z$q;FnXu?FgQEx(-1flm=8#NFTNVgd}nwexD%)a>~x#( zt8oc5=K1-r_z4CJv|7>vC{keKY{K)>00C>CvJP7~*?|wi54-f4hz@IPfZezGY+ycB4 zK)v&REIqSrFFi3_5j208fAHMq?F4iM6aa$W_x5$px~~Oho=EQ%4gn_twf8K~3Y!k| z03U!5K;cc`QsP(MHDKI-$6xQ2=6dZd?=~+ffUr9OzzyJeKYC<&y}U%6r&tJB0N8C9 z)Bp+rtsisC7%SaB0=fXuAC&-#=gUoj+{;=(>v6!D!9l=jKrBG&_3H!Z+t|zSo4}Po zXTW|p;GGLV01$|7-soNhoB{lt*52n`J_6J}k7juD2oV2h00!_9`0y$4p9;7D$h`spZ?YO5+}vyi zxf7@)mgdtF1=%9(;dXGVSPd-yx8)2$ZrD$=mcjJP4hB#CtIi#tzQ?dj*iDT8x+JiP zkvNR~xn|VVZx_A>--Kh!zHIk@TN+!Bt$!8TLxPP`>Fdh7DLfsTK_nKFYBH>=@T&(; zRr#GkTM;+G&Luqh8T77tP;2n1;zS&!Siw5Xlq1*s%SuPKO0pA|zRP>E6;l&^z+iJT zIs={Zhw--RmV27or5lyEMJG(Gc%WQ07&oB2r;QXz2 zd1io5;hcS`#yj8beUg;Vk~86;R$c)lyGdyF+7F#WRHX|a3J-3+s+S$8nP9c2dS$Jh&=mOB z3NTW(YWL62waphI{}zEQ>i?~~N0p)xM$MtuN%fcveU6$pL#*L1MM04}+ioLJJULsqzV zcw7xAcrsr3tY>IjLEccZI8a_awDz6C1H7|P?uBD2ql$2slyBl>6iW#wBtlFK6`1GLKu9PzXW14ABWaYWa39c zx`%}LmpVxfAN5wN0yI`*79$L2gtamw4y@1Z^?O5sbl|?@#xD*a@rA1$=^Em zL5bd;&0EN;6j1lCde^BH0s}W4sH=DQ8cE#??Ls$1TTi46^jEkTv3|bVhomAk)m!A} zO<>A!?W=5}=6RHey#;BcsP(}u$?k*KPRIdyP%!P#PA^oqmCVN}#52%d9JkU^r9hwt z_w(l3K3{jKK;k5}`R1M>=NqOszzQ86pIZ(LzR+er$WKF0syS>01!czntjwuzf#pyn zs27U1+ABuO|IL+HZiu$q?=y0*r)b>&6T|!$v}yS*wZJWtp!20u!>!&0;RDaoeU_6s zkMC+E9^A#0846X}#Ia4{iX}k;$j?Or?STy~TyC%2ZBrI7UaN_dbnSe3k{1&%;`ej|F!Nhd^)v+w)oGU_fz1*&h&oR zwV8|c_2v%qLFRdEJ|=857q>HpyvObUqYQ502G1aZBRn3vLB(XkB${j~XlP8x<2c z8)p_tG`Rfo+nYd_1`z0b5SJuVcr=iQpL$54_K3VfxEg+sL`Xp>IK zd}*%EdqOs*NFW2+wCZKK5e&9X3oXOld;mlZvu>R0eB*XC686 zZ$=8P)g5eApF}%4IaBQ{(83Kz7u?#?7d@t01$-UU<+fJF(k$Dm>Lmzbg1j9K(f^j= z{iXInF(Tveh~&__4`@#a`2+2HCGs%R4hfptuQmAAGd&uRVE57RtfS!jN=ttIABWMg z+9kU}Ke|uUh`47jes951qR_`^a|y+qQ&VKE6$yckSzFUFa5Ir5+i>me8rHUZGVC;I zfB%(c_3XKPcZ9~M@u`$QgHgX3Aq>I|XXEGEI6G$8)zao}26JSlJy+yh`1fKh8Kath zO~S7`cmdusb|v#S59rF{8vC#w;ha;Ar%r;)4VbvXxH4)AKisLaN{BT{>lH6)oI1~GoVrPEJUQqX zr>#v1j5*q#G@oknY;%v*M>U#N*9= zna%Cn`tkPamF2m}j-W!~BA5D~6&-fG{bWWS*BZdtBz=GT>f_u7KA4kU{{(%qL`+Hf zDz>V|M8=>Lob{j{sJ0IQk9r~Oh1-2aI^J0635#=hJ;)8t=HNc--9@N#U+n0No%t4y z%jslC!$;IQZYP-CA_bhu9y9M5!z#U$%pOMWa>B{@vdX-;-?^e#jYmX*OPTfU&Uk3@!5Q+coz!x%I zNXc!Oa2o za#dj*lnhONBZ@lZo&T=uT;rK6oM4V?8QPz2iKl*7b+qZ*dZ+Yj@L5fdBptuU?{Xg# z3w`#TD4)Zh<$Jk7b$L2L8@YieAlJB>)Yg}~90os4_w=r?Ocxz_7se*wo7yKQ?Nh#| z?ak}+(jMl#5;D*Y@I-%%!NZo*`Q&QhWzqcMGijINxWuwUt3V{&<9TyWI+Bx?}&~-Y#n}=#tvMP9DC?kHe)La zJm#gU39iy@CRl7w`4;SJwR(!I<$T}D@Fg7e80p$6lrdZv4hRP)Cx2z{3~-16r{t{K zaEFd)V;>kg!u8`PFpxnscRLTcJ9SEJ;5zD%`0k?;v;6Nq%Qzp{4|c$-AZk;97x)n?$M2G6#}CS`^$_}rN1U*r-{A&edHPh7U}k&Q@u#S)55hpI z^4Tu}y3cza1xx05X|wvML72>5FA)cdF#m?E7les_0N93Vh~YcFEAvM)MM2gRvLB$5 z{Vz1`c;w=PT*%9{JNZE>M;~N5P*}IR7%9j7Ma$BFwOHO613QM~;AA6eH5H$W)t`<9z!}GoMmNzU1K0JEqe(|$ ze&_E_Q(P}}i~A69F{nPTymBfXo|XPS*|i6idH7yq0KWBkXxQGhUt27)lp8OMLvN41F@;9|2{5tQz>YZ%R1kH3mNZ(|xJ>Gp-o_ z!{+~Hs08kj{x)f_hGUk~hM%PLkMA;omtb4IO;ona zfW;90KYO=6FXunC@wvf(Z2Qc=jT;^U-u&@D+x{2R2+yb4=js2gaR*HXuWda+QPeH{ zB<&Y%QH(LCIuast{U71>*J1tNOd}jcIwcz3Dtmg*w9JWY`~%9CDbNKkzQE5mfqVFf z(2t)lka9IqxB&o=$olo9>-U_87T7ouir}-e0PWHd6unVtkupA|rKy%Z{%-&}m;C=P zj`I(D`W4xScaBxpDeXY@%=Da&)4a@Zjh%W^z#_O!WEh9lNn4N+yB?MOs^UK(^DpL? zx_kjAo=>Jl|82!`u6qwRxW)3u@Rxgup3V>Sow>m@u10asVQOmqo0icRTd@}k0;FpE zQA1(7#(SF8fC>GvPu&Zk#85pLj7ahu?8oC9Z$=nk7zpoe5$z49?YwUe7pi!xVQFf^ zSqF`#;i>Wvwj6~LUn(t!1lLj)0R6uT`QNn^ux^5agS0%tFZMQB)%O8fUb=E~BYH+> zS994=5hmi44#)YjKtgkkz7(IZz;;w(AWO~G#2=&RwiHPBmdu#zCr=s?cS$$o5#0zt z7`YrG#1GG{GA8i}Z%>}a7pd1-AVc#YkU_fx`Z~7NOHDn+fJF&6v5{j5VmUxJC;hCd z%eZ_Wa0o*iGd8T-D~zaQ7vBJsvaw|n%WRL-7_F21A7A}PhWa1Pi2CJ)Dmw2v%MjX* zcJVdah>;jD`FVl+w&`tq2Xk&Rt*=ccIZxF-bD9JTU7o+6nyOR;8zl4tL*K-Y+mcT= zcx~-2LW{|YFf0xBv!UNc7*e5jq;U&QSVF_9M?b@GZXpIE1VFx_ssED+tso+i;^wRr z+R|DfWtJ;rV{h@s1Cj_5)fPKSMVC{gT=u`}82wmN)3(~5d#MTZwrco?3jbCjpA;Q% zC6~H5w{nzb0Py_Ic`ng=M|8e&OUxj8r5mA;-VUbCBJi|;ngQ<~=4d~r#DxxE3&qHo zLZNm8&)vH8(KmjXGF-u+OpyKhr9pF4-QiV=O!+9N-uu&veoB__?>@|*4U@n9^8b2( z4J-!b!&I1yb@8_Js!hou7Sg*7i(ILx;H^6>{@oct%)>JJD>RStjREFK4XsJ%M`&z?^SS`Qb0NoyIf;{27a={6(o9CYgAg6)Fj{%MAd z?ZW;_Pdq7mM0&+Htn)dseg*}OgNrr?Dq7NLK;OfXwe%y?P-&$hi6DrOOk}uP^w2m) z=2oQ``xcvV)<^Y354tQe)9RB7zA+$q4uJltF9vh^|B`+*1=uYcXcwHUupYcuaet6O zlopwXUJXXZ-VK~F`Z!>6Z={qn-Tcb(XCb=0nKBZ3$@DAjXSoJnL_H6lr?9aGBdgan zML@*1LL=)A>uX#_1W(A4l~Q=SRGDW`mgHpW=e@M%$TFRd{R9<-|3NJO=dN0J#+mJb zWdIIX8C?~u_fg7oll7?516KmEdjWepr>Mzrf9V&`s#Tf&p7ZrnCK!{_$M^x0dOr;8PXt;7`?9 zXVC2ZfqtLJ%yC27yp`u>e?uZo0HIX$@1BD_3RO6}M2)dLr|&j5xK26ASvTgWYu< zL6mRb3%>$bivmaNX-Fs$DesaKNSR7Iy<9g(=rF3acL~hX--tT4xc@h||4SRw_MxL@ z0h&(r1Y?93e1F<3`*Zat- zRVsdWa+5E5(v;3e-t3EB-I(muTzB+toV82uvAywy-P7OtWBagc(_Vk5aQ#nF{=13v zPmQ*1tfs?hH#F**)S&wX4=_Q0ryWWjt|z_DYrIDH$}rcW$U8YT*WMyN?x;8iLk zYMP+oCRbYrDj))mf)h$kxS^Fhdi{cv`OvUTOwF%x5Fw4qC6@##@1bj&p1H6Log%Vi zq*N?*7U`^WE38%Tby-OobNw>YAdbbx5R@E_Y?MFOqn~%B5h?x$y?&Os_B%YQ3Wqh@ z4vi$DEi;rr$FtXS&)ZMOq(Azru_q;8RQn&A{1a*ZVgvMEFsT$`t8D3^lp1<-ow`^A@jjYn`AP79*}e5H5E3`o055IXf%djZMJ{Yo_FyY_~5xtD$~~t z9JjBcxcF}!eBDfLtTK0UESib6zBVWYwG9h|!g*flcB>Nk`qVkGs4vAwIZj1^8sG>@FNehmp~4Z(#j^ge@S}r{oq9$yb%09>mi7d-be3F4t@BLkMnKJjKRztRX zGpv^0)qX^r`XTe`SV7OGmWjSNEfk`E;hap?-m-JEMe9c&2iJ}zzA9CW>;##zlRqiuK4tM7T|)wK7Cc+U|i^d zF#j#DGyx%Li2T}>d4|ZYxLk z#ufU>>M1n0e9|gP4O`qap!L47rTiE14^|90fzV(h(XF22>(YunFSkY!8g|f~{(_v?X>|#HWTwrsZ7_9)Xn}2FT z7Jz+&<*%8-zgU18F@t0MIo{Os^wMy)XhUQPU^#RHUFH%VOp(O6Vmz77<%TMOrmm)! zAD6O?A%?~e3>J=Jez(Xzj7;cOM994+O`$x%n(2z)lGWD8bX)_#nMTPa6>y%}k;>wI znO7}TQ2`hc98pdIxCoV+U!=dIvwaSk$XOIrs(+>FG#$$a?5{lsA z)qPf9EOxI(?@KZ6Y4o0PAEW3~EzcWK`Pqaw^DC)CM?B@?8f6v~3td+9;{semflTxu z^l~>@M#%=l^NTLIKe}EVuc5^*57I%Ah+}cTaQ&(aL=eTBsv3CE?Z%a0>_ODsB6*gO zU@?2_V9PWjKKo;YQSUb{+#`U3ocH(bK5vT=6661TD0|5dY+-?a)s0);{7+5N?6$PKHpRX%#pI~M$Zb!Sg3Gyp4BRs zp=ID0T$OKT3hC3S30ssDSc3=r?)I})YQx*CBC8iKuZ~@n6(ubp`}Di+UHGfDIG+VZ z4|=EK#41X*^zZD~uAy?>MEK8e;9s=Zeos!nzCm6Q1j(vr5DJcNFG_TRtLgw7mB%_- zp-xpTpv=9M2TX3zQ_RL^l@uDT!ga_KN$^AgMmpX)jmwBNB^G&vd^Aiv`;kbG7e&zK z{e$6{s4F3kMBRW}%Gw2QrnRlHcRgC#JbU0Xb7&9Va8Ndu{>)ourJDNFi07zptoezH zZE+;nX8af5-g!{f5A3K!*bB>%sDWqk$V+fQ4l_rT-N0GJu;4QK$MAJjVcz>z9y}sB zDJ|H?Y2Mcbg-^0^p7QSj)8|)5?E(4_bS3eEJU)(x&b`@#+PV=*ZgEmmKnYN$u#xy3 ztSi9tZ0&gLMtbDC89(F0=-ErvVnE%hFm?>e6?eDrI)-a-JUrPes@7zfjWHh0EO#!4KH z;g=O9H(f{2R-&6p#|AvXiU8%a(ip>%<+-5?OKGx>f+&bDu+XM71Cz4*lWMHBiatxJ z;&bi3uV3c22@V#?vDeq&L)PT?4I57{P8zw@re85Pl5T`_#)<@3!zPa9 z`3sTjo(5G4=BpK9)EF_IPdtB0`$ItXq59a+xBn=9U9Z5^1>6RNK1CneK0h40zAcBS zaYvw4epp~raA>V}ok|8zY&HVaJt1P==vxCTf`OMwvJX|pI~al_y+`wYWJR9c+8dn_ zhtCQ}vDXGRvlb>PqnE6Jl;|@4BYgqY<8wp99;|wXP+9ERWIV6+s5Oqzvh`8eycFh&e0QO`U;178;)zndSlPI1 zHNo<3pWkIMEKKZh8U4EXbfplYbYGUW-xt3*GyTA!Is8_iJ8zqi7TJJb($9;2UW_ie;sJCS7Es5X_@V@;Vir|e0CqxBrc>4vahvph$kszai!2a-MBXeE0EtnsPOiO?+q1%SMW5w8tYPtHh-de=kg&eQnU$@BS z(OTps4f0}(O3!37->15YrjobuEap!2C&}($N-ShstC%HbLt2%lpa+toXw^a+)T=gy z$OH-xxJ!{VOB@0NY{jARYZKZYeyL?KT)uzv*F0*(I?70bh*iK~F1t|{#LVb(rw)8* zLC%BP#Nj`H7BRWLy9Zw+_&vb7Ouh$Qo%o6GIhlM?Tl zy7^_NsQ+6>`trM9#mmXnc`Atb1wzsQcpsz>O^R@>ww#Nwt-L+Lc!4Jm|9NNHp{p3s z#1e#k3yZt$KB+Bv0Tk*@ubib9T8}iVw_k;!R?&Frc*?uoo9KR$u-7K!0HkX&=Z`8j znDVwrYOGUv?)8hK@6JypsEV|~@7&`a%bjs|2+Lkki^Pc-r$Yn2KsU8>Y%DaJdq_@2 z0(9+>&~B?6rBN`%mqSpmxN-8eYK2nPd9_$dFJQ`v4GsI2!X)1d1`@N3Hz#(jm=7KL ziZLA_F=ZPJP#n{*oP+}jKzd@cnHqqA)IenJ6oY~Be298s95M8*@~6&~pga-ftHB2> z0@yS#5(ZkPXJ+Qp96N`aXbFp@?XzPlgu4^_?@aXeBNno5vs+qZ>>1|Bx~F)ynq zq!74Quf!*h$UgxZS*qbP6HiK2cK($M$PTPC>VY3Al-ibE>$LuL!YjIcT1TGlp4mJ# zMI0bVlrJ4>MnH84)+`U%BfX@4I~p3+Ng$u~HQ*Z9i(%*>u;TQA+f16R9RK|4C(Jls znzqY*0oWSHH(^QeRySYYbN*_npF|BY%Z>5O3O-fJWppK_Pu{1id8J@@jX{%bouEKW z4x~~lte1$SSc2F{`<~B4L@gKXcgS+8GR6L**#@ksie+YB8CYcfbjkCZROea0(W3j6}#c7^Id zry$**oQQQIr~MAuY!b#D1fpj?Gb(1JD>XynJh2v@ZXTUEm|wRylAWn-@Qx${8khpX z=~v&ZHn&K_w#hECIn~2F>g{8RVWUtUY(;kSfw!#?=;09aLU5J}dipHy&d}s6i20qq z+~pEjBbJ)K!@0U;7^j;V3KOk~Z9#PfYvm zEp?J@+fuhBWjxFKOU58*1e7irDvYji5pPp9BBjw16cx6T0|0ivVOh)IRSeB%@PLOWFNu&Dr{Pz~`jh5v}ca|dI-my??vr|Ov zjhF^#NL)|oi+y7kP4N4q+?k8F;_a^&8~nv2l(Lvw`~MBGt;5eQyue~G?y%SQB6Tb z8&(*P)F0o!NwZZrI4aiezh&sn`H}q)BIK_-GK&GsWb=hnbur2^P4`gLd*jGh2wom& z#1$afiMR@RG!j`S(tUs)ohHO26c*jG!l-3E?qh zm0DW|IAQ71|cfScArUGW*XxPY}cLn<7A{ zV83OV%`kP3N+wP7#+l_)QeU_jN-FlEa9JtFXMe{*>G;(SOusjPu*m+olvMB(V}!wT&%UAI3tn#LpLyq4TIJ(jUQ>W3Ma zAd;;>x~xr_y>GIHVf%HMDB(O0?&uEXChUmTYm+0~Tv+5eiYYCf}w!z;d3oVt_9N zRq-4)H#jYVASSw9;IS^X`)|P>9Rin_Jh@VmRexDQ&$zzzE)Egp+G53Rh|Aa>#eYdr z_%zNVnR3l7WEM$P)y*n~OrCa0-GUdAl)AU%6$AH1XJXB=$j*Z)z)~1apFiVG>v2PK zW_IffK56c9kSDceyWnFX2-|c%fHtiYm}H_5VKu5}9)gvVb>Gq6r*nQujHG*ir58Ca zAt~q=@CCP9LQ^uYqV@H~(9%-jaa9UpZ(2E&P=$6#sV>_KpQ6sZO zbR!iH>o|^$Fb12M<`7v!gwrFNnEwv_*iwY+4%Dwi3>x&7vUp{vx)mdk^`G6wUS1sa zhE|Aezpj*y!gp~VB*|r~A9Z(@Kw;gW^Ws@-j$|+S=5srbu&KEFpc?Vh1`Pw$e&mZ< zMysu2Mb?V=MP4RP7{Zg*!Du6PAI~2BbN*zfnt6xj?SRXzl~DF#Kh11Q-LP$ybwM^> zw3ZHzeI(X}akw51U6B0~-`lZ|Pd0{ZDY$}Fke zD$HA*k8+Y(!|;6{nL|xpvW~T05nOW=(VW{jz95x@rdb}gM_f=42XZ9%YJ;#^lV%+E zk{q!qFk;PdL%A7(WBG!2MP)K7o#}~}F<$cmVnJTx2-XRGk#l_6o$YX}VUtNQ=C6xY z1jS*`8izCM#x3>I=#}NP{^JcN^~Pnso4c{QWD`Oc3=sm^QO59&g%{dyDLI7DNfKWM|8@@J@-_;by$!!mieL5pF6AT+blW98nMLm&Ts|eM!MS zeUswhOPO?U$zmqi6sKCC%uG4?_i6F9$E23=1|m&J|A8ci+S30 zQL=AhJKgvWOaxNWvc`hTSj5mc4uKOYiQD|B+k;&jV_I<#BaY;DK`AyHKMC1m_d|3y zg+0u)H0pqzz4PE>46@`G;0X=I2Kn|n6lKs>~N6Z7B;d4s5wv9NN>ifDQp9TRmb z)Ius|!kO(FLJqk}agD%WJ|LxFB5rDBR^yD0MXsk8H7`9@q+|3(@i*I+jzsIz!&1Si z0*Vc9!-P_aLgSG$Z>Iw+dQuXL$*{SMJ&g>{538!=8jXc7g!)=*6|r7&M@!xOlWXTN|DjfgYn zX?2*Wl4I9aq&2hoaZiY3P-@GgyO`~>B8YivwWMb=Cl-UaPk-P#o?bgl9s~>^vD${o zp3)wS?VvnVSDuQatbo_dKD0xsv;UhC3O5=0JHHy3Q9dd3g}O93wAo0cKYAC!czT8e z6nsgJDbv*@Fn9#c9sFDn40Pc0h=Y-K^Ac$EWaGX2-mg1i1@om9yAsAo9g&LKwlAq) zK+?2Rl^R_*({Rrp>rW}MZ{A4ur$Y^HC%{_s!_rc$zZpX|E!Shkm$Zxd$=Go!%Z*c4 zEjmDLs_j!OYIv_?#vo^<#kuJA17TNn4}p*rOmU$N9cqUFXSbaA{&Wh75wWpCMl(vL z>Hm7+!R$wMeokWktn(k=00SZ7tBo951`1l&L5eT(B=jGr?ZAKOE1gEVgJZInBjrkcO*xNw1ebw&R$E$_yxCqGMYGPzB#)_iwu z&QYdMSboT8?YR+6>QTazJRUXE3y{_FZ3=QVR1u$6sR5VoQ9CC=@izoNY(PXg7PSRa5OS`PXYpReonR z6o{bmS90`+@aSXjoUe4piieBnk$c5tKoC0oD7j8QzPzw!4i)+$c$r<*W}!w_;P0xT z(yks9!3$6cNH@0cl%ZqNB676=9P|BK2@UPPU0U&UwI~)pI$a8{?#i|F@W^P9xq8^J zZO5J0a~d*C`v^h_>v^Rrsz?o>=nA$Mkg3@FTp@YT>tTau6@4gxnjW4_$Ar%CsBH8N z3qOYrh<#WfuQ}Qa)#mAV||9lr5pSWpiqzze^ z`#GP@c5F_oAUAP!Id+`YWN|`d8hZQ@@v+BmKcp+2d${R2{^|N11&f0etba*5-#mv^>y>?Ekg0PAw2_1BBZ4 z%;g8MK|kBLc;x`iiqO=?lYSOooex)J$%l96^L7PpIh*l30eX;X(y|$4 z&^IE$FYV8?>mFTjxokgsYbTdhWl5a5;5Hs@e%WOd z%Gq!eY1J9p4NBv8KC7^a=n*PrYa|BZ9JVEpc8qKKz#MYI@NPDneB!n27!EfUy$;ip zFC=!2=7R2FoSHw3>FvS`;1DJpnmv5Sc&~YRiK>Vqxhk@0_T-`x2fun+5zK4{9{#pO z)L1mO&^vG-{2Ku=(t`(EOvFhQ{FicwvDm|tEzrjtqa@25b%F&1HH6TuBl!#hFVz|Q z^&!#}c?{v}BvjR{JwGfnGHoxWII#eP#pK95(eMo&A9jfoeIt$%P*nRw7HE)!tm=;V zvx)&D$K^@rFB4I`#b<=w_AL^e=DBP6SL#B~6`{IfjOS!2M3+Y9ADL>o$lssvQr&~d zldnZjR>%0jdhpqJx^o4!5(dDV+~^=VY7~H4pqjZ~d1ize36MKhQg|%fWCJ8h;9S$~ zNs-==5W^OI`YdfwH3AgnU~v- zGke+^1J~koh<%G&9HOrQ?ojSIzO&YB9rOuLHFL`w4j}Wo)F(5`COO?zcYPGc%Gdpi z7Jk22tZRY59c`v38F$325JbSNZTk%)_G%%%1h7!D=wh#qdrQEY7xLFqAiN9OEkf+H zk!iNhYRmT|`^Ws=y1IKxKa-%k3Zp&j94K7PYdNZzQGeuRJ0ng7@&_2Ny2(;7Jg3Le z)--kmyf>xRrLI+Vu3^YTom*DZ!zu$^EO(txWga-m50NzSrx|eyOvyaadn{Tf;}Q*K zQ_w|D=ub6+Gvf0S_d)QJAyjldD-M(s*OTIB8?n)I^j&K6_9m>;w*vOpiDA(Kj1%{H zRhXZ`Cy__8j!-|qcOg;QrN5DB5@hm_IfWe)Bwj#tU9S#1m*~m<0_JbEpnqY?+TR~l zgy+r<&nH9)aV|GnmQ^Q=YL%$C=>n5NBn}HMaA^wXOyK%1P6g`-+RO)z?c(@~@FB1- zJ~t>?*F|C(H;sPFyKu${wBgHGY)!Ns)zm<#b7j3z0|x|=gRuGwBg#5-5sw3I!ZZ+c z!ws@~eQ)0_(4)UwLx7!q9(U2tD%O%~K4OxW_)fn%8>X#~oVNx1E3cEo$9AK*`-<)K zcv_d!9knT_0Nv;LkesF+S_Kz9=T!R)v;L0V_HmR$KICf2dEm`K$AS#N(Jp$+)kwi3 zzg+GJmj7B=ion7A0dyEka44lzWP!K-J^HQI6yD^bEhqz|*d_Fwz#R!<$w|j$MTmDF zZbx4B5zC-)%Ex`hu1_tBtvsqhF+ajz!J7w111o$!_5@Y?L7y#cbAx(HV0L9=AFb}4h;N;AbvXN zIbi4+THPXsqq{)vub_xorn1-Ba9R)>aUmT^OqXUxgzk}sM_!rJ_$k-AA>%;|{ef^} z5$r1s8=xCYC*n>kZ`SDvLv8w{2`UYchl-qlI75O0_<`vn=gorWbOy^VDZ3q zyyQw5t$o*>en+esqs%76j@-B?AM08*+n$Ur+x+Zb-e0~IbQIhLG%Eij4)GI#pQJTA zu0sf1?4rGX_GBe@VbnZg*F*RfT^j5Zj}ja*S=fIR?a^)lN1~ypm5eyfgtMJUzMIS4 zHVx6vMJr~yXM1&QrKecQrdWIB{MAPa#o=N$Zls*DZChvI>|aeaIc~6RmE?m zmUbFBkXsV}^}^gMnKiJ$)_0T!#FcQ35xUk&IjOml0rSh{T9RsVKaS8ZvjcrdzRHHG zY$^pv=DT?h6JGTD6k)HbP`t0ZRcpR+^;A4mr^>WOaQD*0Xr+EU_fUa_dNE`%L>LkQ z@Q^bCj$GN31c(B|8Bya;A>R~`%qWYjT|tWceu7=@#q!0U-giY##hClom#MX)l*rC&?GocyDpOfy`Gih}$9f>G4!zx(frz zmZAF|kK5;yzjVKTZ5*`PZTO(~m27nRG8$d}tU39Di(O}NzF=*Ca0$@)n`?Ejn62vW zydh{U&miwFq`|pIduQDAW}giM^a}RQPLgf}d$XNwS4r;JN7k5}&HtV0o6w!93{E`% zK=QVBk#rml^i}6aIf6XN_yrnq18~^e9`(}d08k#i>{Xce{C7kui#s;b3{#$>#a`}_ zvl{UTyv7c^BUo97c@Qh!xjO&$_+QXy)m|FJjmq*8>;*R<>AJ5dw`lV zAB|_QmdYW>7Wn9j__@ z5j+jUueAjvnQ*yr)FhKzSNL$5kcnqRErQ~Zb`+M(U_+&2xgG5-B+pbwg5IH7XP;FQ z28-)Zp>3L5&5}P7+Mdd2Wa-IxrEbPW+}bv~{5RKpSjEl%9^@@Ro|P?(9l|uLvmd*9 zHMO~SVkzR0pXtIOTV5XO|1RH3`IAnh`fPSp!jKJ5C%@d;M&h&+0pO9FEp|jZ-HjC5 z4D!nj#%Ay_JUTJb96@;x-zuVvne7b4y{t|T0v+w`o0c%Oap7Y_pu zb-HOe88?=4>5*5Vf$ej@(0805M|XX#+&_@`29$s}ao;f*a!zsV8#$V94hE&j(2Zq=FN+8$H$wO2vT&d)eD6Nzt7gQ7LOb&rm+!?cPirYE~` zR!Ur>At1jB&&`%C>iFl4$Cp9#@8pQUVL}fKt1+ismiSxiSFNuXLb~K*EEF|*&t zi8qWJP)%U6U;lZY>L_w=uT6SeY*-+S@O;PZa;}>^WLdc*&p1b7;=f&{U}<7bw|MW zpgql7ZyXUx|N61)(OjOFJxP(5a5@xDL~HMylP8+99;bRO1Ug0J(q-B73kBz}axXIe z|4LNUHPJufz!kWlgGycYt%mI8XYf99XyVfEnT+|!K+k96-~(IVOTfv+|Gs5s$FWus zC~xbGL!AFR8DK1YPM$7~{LwCW(sP1saB)d+-GP7dOxPjO-TXN;M6$B6cVVpOkEOX# zIj*kIMf_evNAi4(F7JB_xY`*&?EIjK(Pl6FR0O3?La4M;R^JV<`~1n@Ggu;SIoqw)d<>(R!j+d`cO zZh4bUo-38Xbm(*mfUcJ`5L(ChoDaYJ-_WfcK^82UtSOPC2@%)VWun*0=86BJYA{p?Z$0v|Gae^-qbvtUBfw zX=?@0b+Y^8Vkjf~;zE*qp{cf%Z18#!4BXUF8&Iy3h==y;x5)#?QY{L|bfS`;>o;Mb zM9`b@gsW^Tsq`=C8V>6qmH@>0oY{O%>gNanB!~;vL&LB{p8S_Sf`X_xjlUg-)Mx3k z79MX=BJ{kx78mrB5`L)NkdT)N(6yzDo#Sd_$ysMmTbz7kEAJ=#w%%e3p1Zf`kvoClO8#odp`##!`tih(lVOkbv z)gCK8ufodC(yV%~2`#n+UnL{cXEZzrSZz`@>5U>ow-2E*w7 zMv+plaI&Yk=Jt69CiTlo^<1czskHP29COD8Eb(M&q$v@Kpw*Z%W^m^&I$Wdbp1Mj8 zw60IRtCNC=AR;4v-W+j(&e~I-$7D{ zV4C1jQR0p_hpoTu@v2cKZdm6uNf*_+4V_j>3~+*$3hpNV%RE7c(0K^}b`pSExy36w zdp-47Q4w3>)*E*k4eN!^_GJd3?_+Jr#!0F%*nnYghfM>8Mhk&rL(3{}ZK5DYe8Z7= zf+(?ezU)Mhxix*Ly4ZASwyrX2_3|qTq4~92v+t?eh8xTT%YYcrCg1P>nL<6dMt5LV?CZ0v}Cv#7mbYX(jN(5gJfWvm$8=P=wt zKQUOPDf2DfZ?2eS_c+vikJP%>ks$h-#8UyuV2>I+X?~mGQ~R>GGmcwvpPbb-NoEO1 zSklFLWJ2%QKOAO5JG;SYzwp#_`$h67hYR7$(oCyToywr@|7nAWJ)2&B*jDE>-=Ai z=>{KJ!nc6vfSxc2rPd%QBCux(CJcJf`TD;V55E+I)lKFSV1iHi@`O+UK3xQM^H8E! zVd~FIH;J$Xp2=Tx=WsHqqBJWAPIY#FfdD~?_yh^+u7#%%Mz>rahCCi4gu)16+ZL~U z6RCEOydsx3WPWrS_bZ{Mo=*IaWdx)F9C*nd)WaXq?X+cExPYpae1@88rQO|bE-K9l zQR5^O?-zkYlVf$Zs4`y3Ui4yNyHjL;+DW+>uIv$M9~Bp&`h;Ut4i_?ITY2t+T;J^lBAG*3 zW4KMetvO)+L(}XS6R0-MXY014{zF8->~69(38)_1ixc^&J@eflj^2#rnUe5GDhmgw@n#s<6^aDA!u(uET3-BE*&y|ld0$*!>)}byn3jp0clG8Q zZTq9-yRS1yi5Wh&Wz;6qeLYQHuL);3C7JGOU)}~wja=SFvx85N;=tBdrsHhd3aOYw z5Gmka{L%Unaa9Fxg<0nZ{+LQqk@ek`phUdFMo>5V9b)a)^*|fX!9$}FI{YOc~PR{LDK()?KbXz_{f+dshC#J#)K1xa1U7LR$!d&jt zj_E?(J;f%-3{$9@t+#@sbI^I~!(UajI`3+=&0t#0xL7}oM9Gh}SuEN^?Y2UH)AU5K z4Fz}2+5z$=cofqn{#CwLuhp<`s6*5xb>Iwd=PO8cI)CHc#lLZ_JUtmXad=2?i35w4brM}+19nYTj=VfB(zbnXAfw0Ww6Y|RN~ zL?q-Q2+fG^U6R->l)ea&sL7@>{*NVpww9|hiqnTS)F(uG*qR4(`d1uy%?!#j)P7?L z8p&ikJ@GyoC^AN~zS_1QS!wY&KgHnU==B76MlES>v*V_p-c6h;+oJRlIla~mvyajN z*DYz!7wrI1wAEA{@a7XrNeB<6U*ljM?&#Fyst%H%1YzaJSLXNAY9~*k6bk6uhwpZ& zJ`m5_Zo&>N?`asEn9krY8{X6omPUNEHji0320za9r1%Z*0WC0&8mt_EH}_Q>Ylzj% zl+UQ5%_U}TXAxiawdOOLpR*ZpUs56uTKXnWG&2S#$4M+atao!+(fXJ}%Z~~dN%$nL zAtA%cYu_c)s<19@FJ1IfgJIX`sxu!=+#jw^{3YB8)e3t*v*b_6+Dq3NwOEa5T0)la zSHH^W%?gM9O9(?L01cwZh651 zauQM!zOukLbkDxJV&B4`E=tb_|Y?ClJwka$F zBTR^XA*81{cCehxZ!K73I@A$r@N-VK!|S>c5DFzVt11y3K}zrByXPPu{#>vBftgTh*ZXtQgLtfa|UX`6!h zPait+h0A!hI%*b44U-*{mPKI10_Q%xw3A%^i z4S<|z_iW2O-QaWKqKbYm2=YUgEeYaSLUm)sg_lm!z-IN_2wS5cE-xv44@=1DHVKR& zgzQo`_L)9{y!6sVj@ILF2eKZq0+M)QAO3Lnc7Bo`Q9ZYt;xnJK37MaD__f5@*gprd zs4^4Jy@GW5mX+_4`?h>5QYg^gm-*@mt*2(OZkhyYz(387o^JEdZyT`br~I-&C#Tz6 zD=lN>&YZ>6%aAj7XSKXc-H#|HavHZK8&{0wv}Y_$hUxSdF@t2aezgZR(sLS3xSH#= zmtV;SFK8r>WS-ntGpWz7hYgeIB z7|!}!XtZqkYA4Ar2S0FhRQs?GKe|c5Cz*MeGYia9nday>z+KaB2ZhwbkD)^#lkIqg#L&^@5Sebzxy11NyIr4`_8;2xe zi(Te>eYWYMb8eK+VOa4QS~qj0y-a}C2pctH)Iw$Y`6fbLjw61y?B^)gm|7^g^}w0_;#_;eRVR{ikziBNvQ zm;u}guVEDmR|HU1E4_q*>1VuR1Yv8C5w)F*8ixLc01|Vj8h{?i;a)D2Iv_vpk;XAW zxB|+Xol}$*)yRiw=3JJKYniOw+m=FK3CiYDbZJkv_1+y5kXrPeQ3oUkAy)5L>9W?t zz|cV#*_hE&(^Gf()z)_Va!1Eg7OYa;Bl;&Z#*;kkfH01DBY(d#)nJN%i}L(0#jKZYY^C4~bF$n;bYN|y9r$w-U@A2A8)j!UQOPlj zu+XRH^)I-F-iW*Fjy^HG^S2-p!A3qI`ks`)_lGK^oJ&U@McWtEwxm5UM|qoP&p;ga zEt*18XIzGP^A|w$mTz$tPu9om%~?CG&oTp1lYtOW;RbhZUy6FhE&?k1$kmwaF|AeY z#|JkqfM;?~WYfk-840n|#9Ztt1fixT;o+cm9%~9)c=gY7q8`(7wn}c;rDYTshe4sJ z(;Utr$p#>ot^+UYkuH{IzN$XW;r;L>?J=m& z8hfYEZ6c0(hI(?6R89>MQ#M#TC0SWFmzC2GJqO5>K zT3ejg62YRnj2t{5K|3~_2pIrh^*C2%bz6)Q7GerZ!*nf)>sEEnjS1-C#T^LdWJF6| z00;4JyITRq;ufU)nP@NwJlz+MT!Ky3Sw~GF=Y&ty8ha`WxSx_10HE{j0GHVW4UeJr z@8Y`eB<~$h&=5R9T2EP7y}nb5bbNDag1QpQ1=|Bnj$RydJ&%BzivCR|aoe8*p!#e_ zz%q1#`r>?8mNib*mGmE}2-7?Sg$jtN=4e3PB~aptD_*Fkzz2Sq7q#pa`9>ykfzb1B zNcfk4`Hs9T91eC2{++YnuBxg0stmr+fS>`^xia>hw=&VKJ&fpp$l}kj+my$_UU(T0 z-3xjL`|t(ga><@uvVO4b0fV^3G4X?>sD)E4K{W+RHdcby-(ULiLGd&f3GfsSm z6dTEMq+Qgq0r65FrFv>Rm}_&S+{7ZQoq zH7lV#ZtKw(nfA?2={7-4K4iQ@8`@Bs@Pqr(riEsJNvn?R?QdY3kB~VmY7N-=lhGB( zf*=Yf!z4ZP3({{)VKS)aeS zB8@(yeEUz<3vm$yYE;J1WmjNE`@KahrcpTL*1CKLurkxER;d~7S)s)e zjDA9C(+TM*$sHnOgaj7q`0ia*pUz+Ex54o>ckCBXNES_ zt}%O%)=;@PQ|SxW5AFKu-?T1K)HE~a^|Ch{1?_wXSX92IY~w13k$eSAlF^+c8U!ac z9X6z)v|Mz*FqR)@33r)-DnH|i%>Ro^IA_*a6M7Mr1#=uH$#le?`1VJ8v)OJAkkLm5 z0*RH14?w2vkY_nL1;c_ZquF|)j~h^Hy$SeIVbYvXd-ueC&%JGr%A}CdDcGvjdXVQC zwBZ=J`68$S8)OUGKw}i{7E{6cCn`ud!Qlpn<-Ryt!VTsJiE#Srf5-mzqp9dPLxb5R zb!$hVW0j79Q(cfuBK3HuTHB>Z!DodOgW4_eU+}5BP7zEs5&k>t^q*K{hQ`4$n{|qG zLNJd?j?$Es|MtvwX@n*B!>E!O0sAfy$^uu3ANvKBK@C&q0VSs{D6F;5;h-eYr&wKp zgBX*`f(I_)yxPU+Pb@y9_DG5DwywdjVbXUG-osg3{zj6>Q9LI$1%2 zVfaq^?5Aydi9|v1{MATbm&0tuAiM;XO(SVoFsJC%x{Ma{M0TdN>>cZQuC!pO9 ztjm{i)Z^)D;@x9n-TvdEhOm*WX+=(>mn9xdmeFw9? zz^?G%)E?tnh;s6k_7bsGHw} zZwW01fW?#S^K~|RAqRfsy_kbq3V!A+fKP)Fh{bgh5Pf10`YVyTC3>UTY^^-6*rWhC zH#)k>)ryI?iQG`Py=URhvMERQi6Bnr5(d=@CCAa8QMK+LE+Cg&h}pCI;rh}tUdtiU zBak*?I;Dl`@)4@IcZzK;u^>Wg524-R`h_bbVyx4!DjsZ^JlV+0<8n&>V}vA!+zq_C z8+TPJQcy&MxH&Z`kGI_>>#AIw_z(aY!9iw6+!{tx9ld7LJOI^(5GcbdX5}j|OV+|w zkpGU;8csNKe#B95=EX1VxsOX+5woPOIv-bb6TpN+0dyjL)6LsuvGsbbg$yU)RSZ`O3BhrDFp z(O{ew-h*b}mO(lg`P0I6roJ?PiXD6^Kqe*6-xO0hW7ESBLH7Hi6ouu$i3#~H%tytu z$0sO>-^i%{$W7N>3t+vSWz6WHP=se70=t5Z@@oRcwlu>4`sJvSdc!X2jVT=w-8=o8 zU)q-44FUJX9#q9tf5F(O7-+Ic?C}_#2U2TDF&ru;5keqItU*qvp@HwYtsq zwjAl0N$2%|B>Q;(5N}`pr#p8m1o1>B*;wm*#^$0o10(4RleH&dY4>{7&SYKt;HoqC zwdZSg1K}PkUH=044m8lkBk-GzS@6sxd(YXgoKY)NHAd=R-owQ5f_Y%ESnptJ8mrpS zd#L-8e?p9V)7wpsD=WgQsFDx2K8x^|NQ^MIL0xYU1`U%e(f8k))6iS4q3>PQAV;13$}>#g-|~~Tf9&DED>&{0 zaxE|pgp^2r33d+l{t=jg371cq7Oll{9B9>Q0`p&u>V!$DGP)o6BbTt9)S zBSQh7jXo?wS{M~8SFCaHN^G1Hb-GOyBuANKL+jO^9-BX;7>A&&od8#nl9NVq{ z2?T&#@!L7<>A60ZdLQEE?`&zPhouV=CY9gFCcn>)uIy^x3l){n~Em` zyPO)Gopwl;azo^}@mISjTvK%6-k zUeAroQYW{-ij`Iq5@iK@8kOM1uCgfb8Wn|k^uvnD~BSQ|-C zrDHIITQj45;hTK+f0woREWvk^N=Cc2vu8XJcm!L2{pKR>O-=jK^Y zq+Mh5HR2Zde?i^qqJK3ee7J{YD7tSN#=G@_RDjCQpCOU#M0h?^rR-wS0mn3)rlh)u zd$e@z;@u2YjqV@H)P^#%@1physsO9R!LNTm-QG|O3U#ljLqDS+hU64vrhyl%0lVSU zZ@O4IORX48p-`NP!yn&B>*m=JlDHJQQC^-1Y)E@uF3=hB+W>}KN7m51{|Mx!FroDK zu%P*5^DQa1@!CVCUZ66k{P(#Opa8%g^?B~a^=L*YZe085wXAVQDURLCGy0~wjljS8&p9~iE|2d+LY5eQf~?He|Ohpolmk*@zgV0rW_L2fzwKb zY^OFo;l`oms$dKe43XcYWWA3bZBiYguzIQ1*aTZvXT>>@jIKHK#$K--k1}*gbY5YB zr`k0FQg8miBTom#Zg^dMq|%&5S=_tWZhQ*yj2S+GPW3Pk-$7x~&CiNWiZweRZ-}%C ziqW2ychkxyePlwaUVL$K15~rp%x~!2WO6OLDG7md8WT8bqRgmy=sjxJE*&tbKPrniKxWy;+ z1^#yLmN?x@`GJH7*P+xu3!I_-KelFmwIVXTeM3=Ojb8xm`_B;wAk-?4DD&53kw8|d zJ!Hf+!`qAD`^Up;pkuBeKVo#*ATxJx#=fdBJMQ%B-2>J}bI$yRU2YH1)06Mq)*!Fz zkeBtnjGLKt3hAVj zg@CJ^{C!9FH;CZ3upI5b-~zJ|3J43iYZN(0XC8=yTr|hF>O1>YCQVvQi_0Z4ZRx@m zDeik41k=HnTpd1|KhUBL_Hr?+v9*BNAJ0m5!m-N zvJ=Uf+ty=4*r97{6B|EL(6_SJE#*Q;Xp5AbM1ixWum8-=DU6BF$ues0Qs`xMsrC~= zu-8L@^uwb=ZGrRxIEcM3u@Rfd5B>JQKrI#+&YSae8C&H^J~q9inXknA^u5glNuv+q z%@YUOjY_23m7>$(VaQ4|#pJu7c>I_mZ#TIn9KDvzq4=qNzPQ_Ak#J^QGo+ z;3=#GwM5j+Qa!9#!4wo=RzFj6kq2>Js&{28j6PPWFyqYgOgnUZsBE4 zgBPM=ef!#mJXa|On$GrfE6n2cH^uW|;=KAq=1~_@Eb>@cVJAnfA9~x~BgU#RYA{Qk z)K-}$()&EDTl0-O&St^%YNvP&aXaaY%sMCc%6qC2LbCCT0UluM6i-shJ4>i&bb2!o zpX@JgpX0>Xd=``j=&k^E>~n%b?U9Si0hrc5(%KtaqZhFUVVEIla)ZZs@1l5j1zm;| zb7=PlM7(T&rTu!ERLLU-tbyrIK?8J#r+D`o3m8Me+QjB|_z z+<+S>1~A5$q=q7*lM_Gf*{I+wGH&MKgvjjZ(O&CiEY^--`R&}JJl+dHx2dKXSTc1((3D3vO?(d~M`{TbuV9)dlqb81lBae2dz)NNo zo+$NJQjxmaGE7`_0tA5x7S4*u|SL_`~k9l#s`gsvzkY2~x4&RCck znL=)TvKPUCTV;#$ziPssp7u}8ZNw?h%*NYvw^o}GnzAG!O5okiv9(+*OV?y`YT4~A zRpEK2nK6q13xeOT8Ci#U`H<+~rvgWI zZ=v94wwU%XlK;i)@Csj3kPD6xvLpJP;X#rK(uF!3tv!WS&XUx(ADX~;uWmN24j2W< zHo5ZotOt&ODn+Sa@_5@@ozC8P4Vp<t*C~2V$&uXNegrmX!Lbvt9T)?fX?qbiSc*AW~ij1;#Jv0pb z9TuHS%hiVMvuC*gbLjEY?*3J6GxCh?AiOx$08@{#;ch ze@b<5g6ktn54*bI1)*?-)BYwF zfxOUXh7yLkT@jvh@MleO<#W=t|wS0R`Oi}`p zK7YynCX1gmQBnqx4eKco-5uKAO51yq^AcFCVn)$`C|1|%sf5#3%8i%liSjmWmM#_Q z7N=@{&)FuL&6FR7xrvh%CPEQ2 z71_)ANUlBut8P_q0&)0uzcm-!T(?xeWE@CMV@z}Sg?pofS|=u#=xTsH@q1py{I!Rc z!Pjgm|Hv_a*@xuFcTc~s4x(`iV*iCpf$c&-H;eY!B1 zkQ7^=o&<(~q%!f?a!Bao-7kpM`2EgY;v+d;9YtB+rTcy>GT|No&WisJZrMprq2Pq{ z6&E{8Pb3^BIFWgFL@VF6+E4QZ)DfC`w)&j5%;&akLUKV`Im>vZjN5{JU~yC zKH2uJO@C?EF#fP@PXBmWX>Fd`V zQsUn5Pyi{Gvc8)^Il*aRV6K0Di+V}kWLR>61m;y@hlWpho*o+(txZ<<%4k^e>wI47 zq_q5sfFBD+?G2zbdfI>wV5}009bmDR?NDWLJFJlO7|5Wx{u|e*Cb{8UJvj07h*OQc z1t5LS|7`gpGy6VG2^4tjsBqr3f;f!Y@T|jz^+c6ca}A42Z0YMdg+wr6&o@B=8OlEe zpXdi=7ExH!&^(5hk~*7BXmPPH`t>#EmjuV@so9%!E!-+IzPBQ(JhwyLGS^lWzYN@8W`0HDL~2 z=!3PgG%pNAO=hMFBn*YQnT;mMnU`m`TrtV?T)dHZkRMNk@wcf`alJRsm|X&9n{y31 zjD^^`08`z(n(DcKcv#y;V?welQ`a{%Qa2sSBj4CRTQUFpQ4{NRU5Q0zO}S8k2`W?+ z?OIk_52S8LNJ)-f9{BEofd~zd2dMSI5`pu?`ewHd!sqjG#O^|>_QWhbAMjXGI|>}-*3gNV$ivnX=Kv$o zT;|+9^6_OMHw?E2tz1^YtU>smBVfQH--p>JZN7X1knW@&7Fa7RXcuFAczqG|dSc0Y z5l8S)RjJI!DyF>W5k5hlq_}nkL6Iqno_#bSHj{RZ#$iUp65<^k6oUN*4Fhs-W z%!(VuD7T3V6h>YJ<29rxX{PpQDwqRr#!g5#X z(l&`9qJ+9jjh_XTNE9mgq7o4Do@lfo(+9s1{uB^doudCn5D4&_+gv&==2+XZl0VpO zwqLRJ-y~C?C(>?y6Y=p|oUFXLPSo0Nj(*ONSXNu^1(0y++{x4+b}wUu`G-P;u_Xuo z0j5cuVNL9g9Korzw!W?(R~H^-_1j^20}j>p;lD2oQ!nMp4f1`!F8BcqqWt|x#mGkY zF8tEe7Y)XoB!CMXH1dlj|+e(c7g-t0HjM)+aA0U zlp3Le?Rux})NYsQ?bc6FiLjmu`)gr(w zw0;v7&x%dY?j%;?%=jv=OVplmLRDCIi}+^6Q)B?OsCYZtJ>tOCT>Dzt(6XWIp@;ud zQ{zY|z`!G2tn*#Il5jY0;^ zgTwz;D*&{EO;Xx*VA5X8tx|b}bs;tc%ka5dmn+sJKkWWx74s6k-Ej6vzjd$Q3b&(m z)ep%_;x2eszW*$b#j8ZWgD_m_O?~jFKh9ZlA?C~83)l`U-^eVhrv?F|jrH*xN`7NG z&4$WP#28^sGtMk@&%OlI!q{FGnt;>A8(A}=t*(vy8mqAN9&^u?5!~vruR308hna9E zskxuXEPNy(gAFLo2b`z+JdHeFf#zD{p~cH4AQ#Uxw0w;rJL$*M6<}V#jKRG}g>2+= z7A_jnJd5p`QfSy1CaGPmAAd-PduV5L#Gr3?u#B-L>Cm?55XvkYLVycY0tC{PhXDbV zGjy}N^%UN`{l%+;p3uO)xImse&34w`^I2Bb1@w(JXc@%;$(hjd>t1jKD(<3gNUemWsOgOXKRYj4jBu;;gtWU4Nm^n{ z)v+*vq=_sNZVMG}w(4rd=E3m1miVuYRrVVuN4BSp(i0kwi*iPJd1e3aK00jieCZic zZOYrOm`D$32p=6#yJ|}ha%_;-NFB95(YHm~x*TfFB>lwM+q+T(U`1zLUI~k!Bjve; z;q|5x+?r^fj4jV!R4N^4%|?vyJPT-y4oEv{v27ie=6G>mw02`Sma1gqUW=ZN_d}>8 zdA&6y5j&`P#wKQSkM}OkE&~=SYe;B7qPK9!N9HE_h#(fr80e{Q`x;;8jMjm64jS9f z8lq8pi$oPv6)|gXTYgMmOkRt-bLC^_)3jVt_^}^82nT{VbBwR`L+*L%fJHxl2dW_a z{t!LcCkGdx`*tGS^aou@W7uQ=!{K7U4)S4-bBwwLtGT|e`Qj8bxV4}T4JS)TjLye z!ulCM?r1=in7qlaf&|6{MV9hw;DIrL5oNxitCobpsS2Kbc~#|8xQNx5yrSw)dr@F^Hh_<@9m2y{|@lQB2@f+cOb4SagHzun3;`DqOMiszu ze~+og4qM@spj`KaVZ)aJvQZw|1Pcafh)D-e31y1gj#MQKCe_zuh1M&6m=IL{vsC+{ zT@pG~qUFU5Kw_gnK5!}1yy?;K@7{y~Kr&x*RRE5msy@mAv z7-b{v$DM%gahHdPcdJF%R(E2#N`lrS7JpQpFS)K>ntP(SXI_tfarjoUmjN$@^y!YOfML*BX$IifQw5 zRHb)4*p;%^M~8-fz@y`xSx!_QGPn$Ggd^3X`2eu~HoRKz@J-n*#}Kc{a_m$WB z4wMmj;99(un+P_5r1$zVJZk}KKjZT?ASeq}b`KUPnLLk|~d|E@}=Av*f(R-D6C=QmwAMXq^?rqVW^MmvDw8 z{}?ovMlK)6Yd;2)F8)pN5rXH@w%{l^YY(|&|F&Q&dWmS?rxIqS=33pKW2duS?*MvD z|6TY(?rdm!*EQ|yzk@yx4U}81@A1NDMHj&xcj|fcGej z1wJdEVDv`!(^E48OjHU4{rE+~?JNG@aa#A+nWLvk%TLV7}LkxxtG!!AcQTYFzQnQLK zeBZhSeCGGYVeFjK!gskz$HmLJ;;FPsaMb3X<3+6Ki}exSj0Qj>RXR(vraPw@9U|xK ztQoUSnJM5O^;q^JC1an2F#(lhtIKC0(Z|8?ER1f8O$X{PRHTy;p z96zM>gsjyg8ptR<&$m065@ozi3Ux^del9`!#iIc4U6ciggN*oL_^bB zU$7LAGrR?aqt*f#wEH}{4j6_67EEYApbPZQ*T4(H4aU zCN`g%y{*)fL7TopF_#LrCNyYOqSPlEnxYaM%pBuMOfAzJd(ob8shKw#ku7cNx-KTr zt@cjJD?Zm6SHT)?Z?!F6xWwmx(8b19;zvXOGu{W$G%E#c%xN#aWOR8O(oL6UBvo0lIYWy)N*0a3T%1&1YnXy@eUJxKUYQ{;*)sa+ zjE%cBqwP*G4wgX9-X~O3_ylB?o635S_ec2xEVe2_`x^$J{f&n2)?g+T<5@fYYbt*S zKMD#60cug0ds7Q(V;ug*q!r)fwO6Z{75NZx8f!{bNb}51D%E2KWXq_b5=1KClCR{y0S}8hY}TJGHP?1WIK7rv=nQU z27{fitfq@;87S=i&r>#B_>W`VE@}0WnwhK-gLvsZ5LOT|M{EMnb?fbTBPWUPsmzD0Om@i)aq=z8N;Q(gy$lzaDuQbP28GEgNXb)p8nKXo zvkD8E%2u9?plKOqs`_1qE&aEv`h3JgjpjCzxv`lUu+KZsf#uQa^0mEst3~gD)EY!i zw~ouDJ$(5e`Y6dgNY0V0P>IJ9{7Je(FgiMs=@5WG5^uvZCD{zn87=_RcxyF?dkXJ# zWGRJ5 z5^zR2x^zbmOjJd8eEPZ%0bz;hG6M>GT+TNd?f)8qp=Hx6qSU^prh##qV{}j3AlUuk zr@Z)Y6M)WitE~E$weD1L`5X7L?Ly+C@->JI^j9AKskzab^6|ErBD?#XhU3v5uJg6t z3g#1Co?_kjpaJ%c!q1f&H|4GTX4JiJV_UswErgH8TIQVLiFD|tHss?nS~TyX(P2Q# z)%)Rlwx%EsY?t`iTV$K3x;mXCyi7g6z~fgxyTVrc`4zU^EYcAvOV-f=y&_lnqM#?! zWFfh12t$E|6vcZVQxGeWcz{7b(n%g}v&a;eU;?&Xdbo;c=Pl3yz7nY$DBHR;N>L2D zSZ5AsqM>#iSfefGcuWPIcdM-H0n&F3RM9?$$dx7j_hep>(w3a19V^+JT~^4D`pjF@ zYFu?^=W~Fb2nT|Ts@*x%ZJQ#}c%oeM7cGQrwngX4`FYf>+QfA}rreast7mjfvq%<= zf2Ap0I-TvBDRE*ITU|s90k&glm0ZkZjZwn2oirJO-3><|<}R`ut+6agl(M@37+NDx zMQ|lb>;dX*XO72XhOQ#@MO#_1Rt#j+!H@!+50`XmTP-RoTc-wO+;&xo6j3oB2*~F( zyt&h-_apfd*q-{v#BIUbIOt!;=P$05jGmd*&aWH~T8 z$L+xWuZ#xfSqPtSLr2!lrNs&mB1HvrYb(Mn;IWT)oC}*p#fT5a-FYB=n`g^) zo^edu5M!4!BE8;(GWf#bNFr$J<^agMqf!U_)NH7IwhsJA=$B)17eq6|44LcZBWSYs zV8O2k{vp;jn50hAOa?g@Y%3vvP~lpKSZK|#scntO#sKV5Y|w!y(PV{99Ni>Yni>$= zl&DI#zxf41-KTVpfR#a$>d=AW>6g@9F?l@2RD(#l4U8@dH?NU(Nxne1-0%FxZM4U_ z3#V*vvMY~-g-6VSY>hrGhzUfHXW8-9h=atBbWFUBz0X2SVU+3dKJ+$X5cyGa% zx$I^eZN2jIg*FMJ=|!M;Ffalnno&0mR`Taf0!l@Nc}7KeN+omK8f&h(2a;C>pdn+- zm4P=J4yo2x;aUca9I!?~LNxV2BhJljj7;_lzBX&vwc@UZc;(tcF*2q!sRuP^z{<=Y+Z8`^13WrZS0pQ`Bpw+G&nv20<+(yQ?Fnl4E@%R9N7$$Pi+fBNw!WN-QSEK zSfppNcK;s*guOBg@CtZu6~@35W0mbZvI@Lrg+}nm_20B)qetRG7lSrDWRrBRwqelUUb9k`;G;4uwBFquuPqY3-8oj%IK~rFmWTVL4<*A>^&_b1h^70<`OTcFk(bZ=yWB{J z&J4Fq&2B0=NY;(>ekCG7eLrXCU;7dnAeeXH_9M5rkI)5Ofx;;K$9BXox%vGz#=J(z zFUhDp0$k>#;p|g$ywd}&AJ4DVkg0CO2AMAIdY1)EyZm|-au4}sC`e|Lt{|Yhlq6~7 z%A;_98x-97b-Z&p6d-;F#V*=sDmzrE1}EE$@LgFTtRo6)tou5#f^b<8s&3hmYPGm3 zjZ_~ct{*2@l`wQqa=dIU|5r~vQnc=}y@PhfyZ0%hZhJE+7neZzoWTG97_>jSHb7W} zi0>u+xF?s;WC}JurNw5(k&#m6t8d;f9a+VGcR-tWwggkJf){}SZlmIaKg!>c#DOKp z4ja#m3AyAd9q2Z}(AdVB$`z~xpNx8%H5*udvk&78nmQ#CK{SS5{V{C|7P@S1Pl7r< z8j+cEovx7n`X-W=!wftE16Y2a>@xiB*QH2Pp6C>NqF!{~lbn_K=#+46clr)^31B1r zLVqQCpw#=apxc8W$e>obb)8#Y zd8tX85U-iJ9owH`BdZv}0#dN2e-1pE<2IOk==qC!4PJ?!pEN3|PHKz0@}`4JnL4G% zCkQs-=Aa!g{Cp&W%{YR_75y1&${3}7@oV+3!VnQK#%GtTf(G)+7eo`3r8($l99(p8 zD#Hq4YEk^m_DX4h@ZBgV@yVTG4EGl=ueT>6-sI~5e9U_3X^EmQ88u>P!7j%y!kh8a}I_r<&Z_U_o&%aDXgbfAht&)*smB+BW3$DB#~P%g!?=n7G}7?#b? z{AJh&W@bxMmdRh6_*524Q>O0Ehj7ux9ZV^?tL|d2qU>aGCc803cqpyNfY#j}FWTN$ zbzY>gPfKI--45ao8lTyaA-0y|<#RQ@D!&c9UYtg+j5L&5nNZkX4GTq=n7rsv&ian1w`diVUYy@xQN#JXNp1^$SRgUEj_?0l8cAG#WJH zVcs*1anEvU0B6%Lb^mS|e6zZ_f9H@>B3$(r$-fk!A`XJ9gQMAPFUzVK_;dnw+(nD) z?N^!%lkd@2!8)6b0HIe2uuvP#;^~yT`!6z7Z$|!ext!&O1AODTAqZrnNF)ul8Yw(u z=>fY|HKfS`Gg0=|bd8ayX0uJ-XGXip8#{SdYG9of2#r(VZm6|8YP4xkgL9^liufuG z;5l!tFb8(dg36%<*2-CS+$A9z0|{p#vfbkcO1ADVBMU#94UKac;AtoW7scS_QfWnT zOjUW-WIgA^zPC-*^Qk=zfD6>0eEr1X8MT-E;4~_DYY0nLTL|6CT;4G4Mau;(N@X0z zJ{L|f#3Pit`WkFmk|SBwytM>-1{eUo92P0~jG}UK*JO~4vNDQAzhnSU^bA(ZeM#IZ z62Nq1ip~}x@NvRKx7W?E+23UdZp;UaMhrBmv3&BUxAk%Gk+J6TLzyGl7X(|Jb|0f` z(@I9v?c!qzgXnMvU&hdb$b@3}(jNSPEf_P$_Irpf1{6)*X8_=7l8oB;DRB%Rc}iyW zIk zknje`ENj%7k9g}YFFQ8b)4G0Tq49e2^y+*YQWd)*K{~~(=Cr><$NWX)NsTn)@LCEs zFD;=b9jeBQD_=;K$14D!>%tU3jFi`j#ua}l?x~I>6o9nba$D2}{b(C8T1*iO^L1>7 zIic%LzxT4n^}mz;6$DPw06vZ=U^c|cO84O-6rOUq)RIGaylXJfw7wILCuQK zVrx5R3(gDOMU?EzG_5=}@BuBE8%uilFa+p&5yR(3kNHY<+V0VC*lFGzjll7Obt+{b zt)&Qjdu4=RS6i1>G81vwGBX$vS8tBzbKDFQwcuNWAh*wm7CxX}Uf1Xq%QqbH7x~uC zyP*6vhE_c_lOEky?6f=Eubi|a>5tBu=A|1pUsFH2QTQ2)sbT0j9CeM0IG~T;L#8%y(}^u=OHJMIIPbvQ^MtxrWsFUCX8YdUga9_*n+!C) zNAY_8{OeJqHU-viJcF zqH75L!%&}G*(x=y8*82i-@Lt%H?u(3xJ=Woy^A*_EG#6CQ^=^Xw`?(jIX(ic^hC0? zGE-Z5+4iBY_+c#6e*GFBn*pS%t6{m~N#{A*V4tqTDpZ|v2CAUFfsX~Hcy)HK&q@j$ zMBM=kXd|qvUrQL`3rMJt4qykcDE*NOHMJ8+^Q%|eS(7-*!9LT7CNU}tChCy38a{!u zJWxJ3pu^s&%9a1MBz)b~0Omy4E*Yr50AiNeNNu)p)7a;`cWx#$UV}Y1YI*ae%KR4^ zUb7An3Gj&&_M=Ymzb8+k8YE(zh1yUF&feN&!rKG%2nTM!3}n75;S(+8Pj_S5(&vm1 zc=o6v0Cftd)Z$>U%s z*7jMPbdy<*DeJeL+{h~uK;Dj++TMT%!MEkUp{M4SBH#rU6!jMj?-Lt<-y(DXruR3Q zXHaz@Bi1ks;ZR>6g9Cc(ucct%QaQl<|Ha*U#a_Q;M|VXGH;mQI!so8J+OV3gk<6i8 zAx?{Y#Utgz@FvIM^O*CgiZ3Hkk z>g6rb6Z&~w`0o+T3>aW3Z=dY`xGNySbhI2szV-6kvc5frH@zH06W*KIhm;JT81Xz^ zgzuJvntaGeyC@S1TM67ZmIq;4_(7q@+mG*SIV+K_AS|#2D90x%=5*=0MAo*z)&}ck zXsW-sXrZ;mr!E-lt0ifF)>cUbwWGYTZ)CZ8`~SX>)bPwE5|ytT4s8}z1mxJMcy^va z{Rzz4wpf7lM{mr!-SnGv3W{N0KW_j^Vlf4F?X>Qmo{0U(0KZ>S{Wm4XuDitD^^zKY z!T&?#s8E4n$GG>Ag?Eg`l}ReW!ZRG_Whc++dASJo=bjde7^G5Z#I@Zz9$I0hDPFe; zCZrT6SsX2517r@}5?0sDl-$Fk=9E1`{X&KOVpTf9W%8=Mu;}ubo5qAlIn#X20aCTu zU55)JPtoN5A)jx9=55=CuOo^KqY4TrDi0az*-j_IXJ;h)l>wdWX5mn9**8%rbie4< zrMGzoP|hJ;6O#T5boiJ0O)eeZobe2Tsu%t`2(n&Ad2h11m6&j0>eN$ORnh~dl{m_2 zC4D;vmpY>AZn8j*2engaTRAotN*IeA5G>QnaQwVoR@c%63)IS?Cn3}fv7(xSLJy_% z;+4M^g~`p_Q97l2CSsv0TxHL7|M}MbVVEX^goyeYw);7i1;d7Ej?_4*ifo-SLkK8_ zM&JwFF^fA;!&POlb82CRq&Ce3SD}<`V=q!*04-VyptKSZZU%v21%kk_pB_&Wbloal<0+FC@IonuU>x^t-Oapm*BJ;i+2ZNONtD;#=ik zf{o*||`R}&*z+ivve&H#I2-_l#C0%@Nwp!MxG@L{?(&pQ}nU(1o z`6!>>Cz-i$Y|iksr)u}>OUu%3odA3JUDmLcCfmrt^eS3+Vy;O7d=+b7|d)tlIhk{eG$+JVtUznca|2N8->YB}P~@nPJ!cQi@)Tm0z74RPN0^P{oi zU9tsTr~XCKtyK>De~uN+yUkof&fAKHz{6;u~d`Jj9K{G zC<(0!P6Y9$a1cnXmBSh0My*?S)G=B4Hs5A8Ec}^7qy{XZnoc|L#wBUqu@8r*qu)r> zLw4+LAEF?vj2^jp9)p}qOtaRp!gD-Z1ubrstQ7BE>!!jYs&uhH!?9boXbTVWn#oYQ zvXcOKjv#6XFu~&u5+^F@=T~$IZ0fvT+I*6u>TFyc+hkJ)p>AP-uzSV9=hmjB9>VyqkJgS1^Ms?tJXaIEyXVOO{fc{y9-l@szERXx zJ@^f-xs>q^+T6Y76P7Z?fPO{|C!0P8O8wraU0B&{gw9>6KKT~0!~_t&f{S{G!+2iL zKele7;GP(km$}KH-6LJeq-eiKOw=tWqYHzzyciLVXoj@GpZfWyld0uh9tBJz!Jkmb zi)uQC>hoz4Xe$V4P^1IUuu%K!k}7&E*0MRSBmZ7!P>2Koitr8!YxCD+p)^ero(uGa z=?nUmveS@queO0+ChAzHM!@KaEcMIi;KaWfy0*tO_eNdzU37p|`_ZTzY$JFA0Kt~U z!#6C1b`ENHm>Zpqx9uPjw8{WXavA z&9o5-_N65FNc8`FO`}S53h&iAaU>)i!@c5ZH&Fwy){;7x;-pGSv8~(F8GXaiLF|Oj z&H{DU-aC^9Y=6$y>Q;?uVvtQ9u4jSY$>PZ*aomY;;W#R!eYTvRCpm*o&u0rpGcjv5 zV5-#U!S$Wo*k%@s4?C!auSgsk?IuuF*j2Uzr3mP=dR>s?e;PIC>vxinL97UxKc&3; zLjHT9W+eV1&qFX99I~MU^aWVi1PlvEAckymKGZf8{sKp`Vc=JcY0T-hm%oxKn1MmL zIt0AN)GdOR7tv&w^@@bJ)^#&sYy5(WHIQ@`Rl`Iyw+gvpF$tEB42qpfIZJl;r6V{u zjKK<*O)@W#S^u7!R`k$TlDKiEp=O2G5Wblmz7P>sf4c2H0Ypi*l8Y4{(cl$U%zoCK z;&L&V>*GZNp2E6y>atMu?DKTp=ko{7VR}3DB6wney z-TfQ~As6YbxVJ_Wqou{W#1Q>2KU2Yw!BmeEeSRRz>r`$Jz&{e~3IIN_$Hto#ox%!j zwhjdN)kjxL=H7#IN0sBlNKW<*SdpUiTjyP*G!ck3z#G?3KY=dGU8Znnw+f@xdna_i zlQIT5QBW@qP{;F}Vd;@ZER5*PJyL|2eAb&~vW4hw(x#`P(TNJvSXUp=<`GTQcAi}EfeQq)KZ7_=AkrGBgAmm5fSc;qRNI}IHXjXkcrz@><$V4RX-oSX#GP390+#_ zzB1_kZu)?1At{^0lqKTeDg;A0@FZiA=>0N!8T6-}f8132snUf;F|!ahivOESU-Q`# z5;EY)c|VMd@kkp^AnzalH5VW!6&o2A)_u5}X(7gMf~HqFw@mBN5@uwzEAPE=AH>-K zkFKYJ0o+te<0YSGG@>Q00SvZ;su9L&Z^y#Ia+Su%FMVgfQhzDH=R(*q z0uyPVZ}G@N5^Uia?%{C8I}Xp0rcVuM@oGG9?vmlq>=Lg|HW>5I>ef_k8)c}l8ebe5 z()vGkv6g&&!qdEx#E%7%$KMQGcC|YkEtZhip9QB4B-)XqW~PW+C7B*AqXaRwqV3*7 zD{&@XJXs3;#b1kkx9lSC>Y7!$kv*LmXGyls{pIutFNvOPA#BI4IamMV+IoY|#j(;B z&`y!55QI34l!cvx6O_z+aFwL*m6U{ot31hMvXg(pme$!XyJ2E)wDfgLW*G`#>ZA&D zu<@R&5g@WVHrUKv3kO}#iAmZnDvFBVJ|-s-KC&g{Aro%+R~Aq{BvDPI=z| z0VvGFwsu=E&_CAW=ZE(>p2;1&R>;~)qnj6{DA=ifWDo9fbVEmqKQr2jd_ zDpZzpz8?w~`CIO-95$f-a(Qgv(p`Aiq6z4x79EJDY1<}WrYuca&Wbc$nd1BvC002Q; zo!n|xIJMqc2qpA<-FK?4~`iSv<^>THtkE&??(3o4>F?^rU!_Z zNY+9?z{ybyTBv$lp0B&Hm3~*HFE}lmh2HsxS&O{78`wcQ^E-7Mi`pzRs3)3u>uu*& zFWb|qTVl)IMeSDKq81OxE&=eX)@7r+f+qyYa%;A{B{`FFDt`ELlV9Nu#{Q#FlXwr) zLS3GQ#_Z`{6WSVoBEcKMd{R1mmk?;NF9^!;;;jnC;SQnf*Y7`NrMlovPPslKLMSjB_SFi&2w__!NwmW*j#{CwK)G$-8jm>Qs$M6p zp8x~|EQ2f+08!ri&GrhU!}Ak)l9cEY@1#bCcpwg*_jc(O3a3(rJxw*PC-|kfve)Ji zi!Bj3jYV#(9FNAh57>XR4=I@)32}K&FNEa=hqra(mK((JM|^U&-4HSbFH<_ldzwej zfNYUhE-Ijwh{`c1AbpGSLe2DX6!)GHH$B82OY));Mg@?ni!n$C(%L2ci z7J4aC#`P1bfu=X?xAIWnTq18~0&^~6c$)YnE$SoWP}x+oJ1^AfU%=j}4(1;u0TjGx z0BW^Vo7RBmHtF35(F8Og`#~DD;!*-%;W<=pgG#Eo&iGuhnC-Vq0lSUsx-AV1`Gk42 zoje@|ZNxy;|3XSl?m6*cy2mLurngJ6WoeUUE!v0 zGO=2HRztGl&8oAI3P0Z`K`d*I8kl0DSxojbcV_yrIOt>(NHT)3M2Jz6yO6k;oV?B1 zWTjD(os&6E1-*fzwv@y{kZ+LC3tVk|NFBYbz0P$c5{s26vSp)O!URKKQau9SD@>rJ zP*+ch3EQLsulv8qAW2?Mmz%I#HP8m6hlw*B2?UHX*VqpEtZ*KQ)C!Jf>$C6)ZF4%!OvcdI1B%{WTeJBJ4`AM& zeP{W*+{DT_<~lm;se6k_qK06!kM?Bhy(lB>K>gZ(5>e~L{AHJ!1{)~HYs(+p8(c&v zru-+2o~AWhkm%9ubyG4&f#C%qeH#BE_wVUe9SDPR&Mf51bfJYG>=0(s4(t3L=_B~a z?LqmD(^O1p`IBs!ApTh$a0aznk zf)MHb^4^>w#p2$-Xqf;j`fv*P&(R+PQVF-?nh!%2VHF1EJEZbfPMu&-XCs%q=160n zGc1ijBrZZk&GQh-!g*g)JabeDmWkfK&BfL(y}*}%2|~*(zy>-U+T{l9H^9i8(Xqa9 z&WLfY>kw};TfCo*q3vD2^>*&eAxE>Z>{ij*C!C3}*T)t!J0UM!&AuTViQgQb_Tr#n zX%0T-n3lD1pq+`1nC3W)Qj5$Xe^5tb=NhK~8&)GhndD?83xj4}XiCLqq)Spkv;u4X3YzQCf2s_?&*PR2=mHrr z+cq8DzUotVpW~zsGdk}sB~vDv#DwxVO&Z z0TTHl(K?&F8)5!sbEXjr!*zw0xiQ(Cw>!16LY%)tKXapChDmOzt&u9hKZVB0`ZZ!9 z#j{Ks;lNV7{Xe&b8d28kO*{c~J#nrsae1iA*Nj7?ykt!&J(S>nt=z=RZ3i?dGvQ9< zB>WeHQk}}k{@f)VqWf3};2iTwlO5ViM7NY49^OSD&Gpm9(Sb9_7}?X^&^ejMff^7# zR=BlrneVB^FsG)WSgbcY=LOP?m+nFRd{QPI6`ZqBiYTD$n1EXqL2*dlEuB&T!>OS5 zkN3LG;vu9jl;u$z&q+s7?G`;_Pi|}T;3t0T)Ud~723tz2eGf?1Gq|``Z`5^MmQUF8 z1$X45gUqx$$%$~MDHqGUSk{g9GgluS;8zFOgRlJ7o!~z)TFVm z_{%3SorAeU0w_UZ93Axh#B2liT<1hVR1?jea5)w&Dd1|<`<=vE@FGdfLQeG#QH_P* zT-Ga67RV*xOzpFK6@=~1%_$0Jzs0p0T8-(`nE!(Xo23sVp7R<9=~~+ClCzyZ2vpIp z4DYP|Kl*im!=QVRKDh@Y3PT*Kt-SpzS-8l|yqzSlSvd(Y&?gJCIe`;$**%b)de0Kb z(2N`T3rvK`YX=;NQcKmzxXTX(+*Vj(OB+x#AXkpc5`=(T^~6clA{3Q8WA}f*=ca-0 zP@xzb-X*@E)~2e<&`LvUrwJvb2qlb4r)DurxEC2FGH$i|9IOgEA}1y%R`YkMw7B;J zrLbjh6tmjICPsP^_6qM(Y_sS>D$v)IIswz^;>mv-t|A!qN59*4c(38}hjt2*M=cRk zU_NgJ%umnwcjz4tG3JW=(M@AUac#$e`=Jozrq<-XO_Le@jk*2?x=>X9yU(`Q;;>og zL2D!*$DeB65D)uH(s-Z$^vh1Lse3(>@@5TVF`5`r^*~%N6Uc_&&*0MiJExb3It`d?+gA;rtv2 zi3t<@!{e+%KC)<_!i_Q;Fu}zRCk&iIM8LJ*AJP5xQo%0yc!wq_5UbiGp4%=OrbG1D zv~2NRa<5ypx97;ZN6z|B+fJ4eCn8#?fwZWCoBNZ%{f7|@<{Hat$~fV+x}8R8yHtl| zrQoi~ZXjwAH;A*Er;d5+HuNB=qR5-< z1Hw>JEIO;)i(<)*&F!tFRd$ILwt35SR2Ml15S|&vt69DBBvL%YM}X zzR*^yK5!6_wXdss0@}C$bj#4zQ9{C|`oJwm8!R?6<3K^4f@hTstHt)Ht9NW@v|f{J z`YK4FSda#$cBjBZp0p2ZsOi)`8f-o)7P+F)uNh@ST3@&trPILp|iFZO3K=mwTODV?}BV!<0mR^4vce_&0SQ(*}R8z zUWi%?VHn=hNHVF5RYX(JpdLJh)dLGkOA^lQ#R3YDc@DpG03J;t8=dlv#x&uI7S#Gx z-Ci%OHzAS}z%mE)+M7W=Re1(YJoj(0O*doIDATXl+T%yBsRe6aTa*y z7KWb4J5HgI$U%q2h!nxN=VT^byx1Zi7iyME`4x4%xAx>aPpmLRuH0+c^~Tlo5l>n! z5l<-0BknBW|wN48&R;d=7kUCjDa$`PXkOOEl;*-yjoj<76Uj3mNfq{Yf_FIaaO zF)ocBZp{IYW*@~-+{?-FCK0nX8NJ+BI*DEN$8Z||{1rgrS{h}h8jsXf!YPbcC+^h| zsTbJx@==INDbQCL9iT4s*c(S66H&-V9F*N(Etp{GBM5U{Ww$*ULlBlg3TYdb;CRS8%+^I2aZ!zUnsk0R3+jdj`!zxtBUEt|o~$l>0un zJr6Ge*09)|;hZyFM~);AwUW6S-CxQ6f8(Xka+L1w2K2@qlRU?R-B-mm<(7?mVDx=) zfcJZxzbjP0;JNCc0^dmoW9zuI)NY7NhLHR*B>X7PF=sb&%NzMbXZU$cDWNJDJ-ucG8L zCIaghT7tmniXDL?%hzKlNc-6FiGIO>Xgf9e3&}9KOy|{bX_dO$zf>C_k#mio(%jzi ze-&-So1Q4*{tQ|T5V}qx3};q8rX4=XKRf{z@ojc{=z|16{)N>!xTvcL#iL><8MSu#T8C17w#A%q|Cj+iAme+7*&Ecsm!7vB<>2-arXa{FDYGq$b2!rCA>xH6e6?Aq z?YeX~OZ*5!Pm5;mF59k73;C^RG>RS;c9yd6bfY|)c}cSkqa9&`7mgy8#-TmC@cJ#A z`73G>>>c%m!x|3oIgRHx##s%~d0_^m$JH+tYBK)WEs_^3S7%%-bu*vZ8nXV$l-&$Q zd8QIyDRe0FQztaxh?WU7VF=!~Fcp(%C8Ua^>fEc_nya$@9$TUu)NBww`I4IKF`3IL zO!M>|Clkk8Rzg(nYar!Je+wU^-wPbI)MVa<7UFGo0U z1BZ-ZL`NQs`!tVLt7g)CSit-%tWxG-nh{Qs;iGu<@pW;OSGdJ(fK0x)xV754;k{l; zG|{x=&QWo;Ovl`2qM#Q`4cjh`2Z{&1dHTV%25A*tKk@S~zwC*C(?S|Y;~dC$5wA(JNA>QOny-p8&Dp%a`;ybO$*5F^ai~62MBZE1c#cBQ(XjZ`xD(!RR)H%-JC;FK z2Z|_BoHK&kVx9IXLqqR{?Uj|hZcj2rT&t5*#aHO&C z9`hBids{l*ORH=*Z1?(#ypf0NFD|f+L}5_@#_hvLUaA-o54S_u?V*vHka1@y>k>aO z%o5by$mvxn&m#-sW2`OS(Tx4erx0QcL5ML1AjBAh5Mm5Lh%fMi0R;YsbBmAc;pLZB z3}O|7@2&u~d#~JV6e$YlWDFV=QFpFtbHFVkisWKvWBXnh#K6pAK`P!o;Ph<$tLJp3 z5mT|k@Cs_F7;p{nRO`bx;jKM>UVT5<02(4Z^0-W3eLF?staO_j!OU4*7wn5b06Y#qUQ$(;MZjSE$p;*)a(e;;L z7bS&U#|gsKYk(Z`lmX*;3jC#*s++V^a>+R8Ez@`1ieb zFd1;?xfpZJ1x&{@q)?4(` z?G%4N<|cs$&hC3c$feJiW!QV$O*e!-asCpEMN=;^2fH_8$8~O?+y9~Iz)ua@HzFK2 z(O&T~5b4TAl*O)^I3iF7-=1xRkrWE;(lGsj_|O?>z3$(#NkM~C9#{Ox&z&ptEs>AU zA$&MFY#{{!{h$=Qmjl3a?#6!PEmQ+X}o;7y8* zMHH_H-^Xbom$&bHj)C12k(U|g7Gt|c2#OX+RsrZdAU2e}yIEwd2j;phT0$licpgg{MB`IDh%Da=tou0_>R8pNwY6ay%NhL(mrz&+oDeI{ zmX4uc;>#8XK3wXpy9T+WTmS%(U>TKw00000002fKS%3fl009_;0000Q@B$9sirOf! z%azCFi(-8LW}zSO;d|r7dj}k+)bm&u!=|?!L!s!VLQ2kjPw8$q!aVynK>z>%01gnN zlUyJG000|t%9b2Oi@67Z9osP5DWg&;1*-6&U|YSlvnL`>JigMwRx^W_b5|5h_l0=@kt@k)_XrtulLP;V^X;F2oQ-MYaWv{+Kv7 z@f30MFoCa=UKP+ma6YlmUqRR=ZRXbW$GQqvE4n1q5}}ql>kK2%*X;-d7gh^y6)DBk zSi9*bjdcF@S)d}CqY*@noiCw9Gz@M)00002g3fHgL4#8-ZM?_f1?YF)0~UG5#m8I* ztuUH;or_^vYLL`^M5+JL_eNHqyFUArTZSE>0=X3(%DelWJdCmXOMI9fbh|Vl%A{ubA%~)Y2pye|Y?D8l|w!dC;IR z#$oTK(hL+Y2a2EL8kq^ovxjdqwCfL<*-+XSp6FwBu+|TT{`2j}ClNDV>Y;i+`~4gh z?-OiWI!0vVhV3=5ot>Wv0+;wj&LIcm2d{q^gVc6*0Q*V<&$G7z!=76`RoDo1Pw8-!I~5Ww`VND%lWQJi}hV6havl z%@kFkLozy3tY>XcS-^S}V8#s6$?R$x#Bo^bP88gmc;XHTT}F8wgoQkQJ{i=9{O()2 z#Ez0!0SspY0^Z_p9NnpDmX66Scl@tfIpPb+fDr^*rK7*HMjTp29E{J4)>HKtku_Nu z8=^`%o2Xa>jG5c9v_K}Re@`HtsemL%<0RU5FdahjTTYSV*ePc{l<2QwwsV0j60nU+ zJsj2e(0v`qksaC3rAW#WYPw7<8!xQa8B8Ndt@XIYd}1Z4C2ZR0O!T3(1bQsNTyz`4CQ}jfOQwIUH1*@E;zTag(*XbyoiF$1YEc{sCo**KUFe2uZbm?^F5bcq{H6Lg~p=SO1*fdQbxeORnOB^r$u(}V*X>;=&y0u zN3@fv2<4&c5vu{+>J=W8*#0?vM7`yybAfWJzH;RjH#}6tMaVI26IX5Lh{POgM7^>s zY+@)juDmycb==j&fajkg8r_->y>I@d$#ABL4(rQ!SbKlOQ%5onvhB839A^4l6a4RD zRyd|IjY5WtbvEld1_(VxQGUP-0whHl>te*knvFl2bu>`aLQC3ZyK6N(&j`J?@DXh+ zE(~e7i>6~Zn|QZ>#Q*+6uWX$W;u_5${zKK68T{Ba^j;RmhoFL7O900000 z$Z8i3^$;U12l!tJZn+t{^?5}At=%83T!sl(@%o1RQnsT!GGP=D<%JmzzfS`nLmc1n zy88f4O?AzJ7hjejzGk?z`x;neYU@tN1|}RSkN&mR_10U9Gq*_v4$Zcx4A_EmtR4z9xb%JUksQQLN%0~(iNt7D{uzjlIFe>ki>m2KAF26 z-Z6h0QcMu9MPlz00D;? zqlWhap`9SF;ykT*@&8X3VZj7KPAe}l;#r(e(Xm^0Ya$eneaa3e4g~5GTl5O(X(pLg zD_ztSE1~hElx39i9){fImyR0Tm|yms;iq4?e@imm*i@(fWgXBDxY!lwOg+bq ziU*?=O^SfLv4};tJLzrv6H^Mv?|lh| zd1TF&*tmZn;5fkfyA7)13%n68lF{UuZkI;}syB1^bl~-XZUQ85@Y;2Vk0)n-Y1r(4aW#%Z<5bO%?D0rbPFV^q9S zDm5D(Ady{NsnZu6iS6g1pHIjka&pH6Dgi1LwD4wY+*n{m z`0gvnSGuVXSw9CvILam9d>ZJUTB&enOEO~1)dAe%UahG>_Ti&= z_u4gd4jJ))N^NgOrM$eN00X!N*t_eoG=ZCEkE_SWDC}GHsYVxX;O4rLonN(C$gaD(M27+1MFt*C znU+AQ`X53~S(l?mt8mV6=H);~1)`fEMf$g$CGTo2F?K>A&{Z|+fNm4;&2AqTF(Ldk zbN&8p4!<#rr^U0&_!=`y#>j<%IYE%F46mRuBveWOC@;@Rtz(N+9xO$O4|a0k*U zS?YTj9~I%kwEmeb);VMg9vR~h1Ta*S&6Uc<8i1|KOOjQvHvWj>@t=Gr_CK3fq!OBj zyKMpTy}q2Q{zV-6n49>C$@bv^kzfXU>n(e+-r$|&gRZQUzO^}Wn-n3oI@-RVXj_6M zqy9o=c4l}F*%X0@ZM@*gJ2XP|DV0gdjiow17)T2fj6x--M08ZhHKng5mY}Eg4~ZeF zsX1a+|38n}qkoLtE3mW+Mu=++aDHnQ0ux8$KZ_C`q_CwZ87 z=YThRmJ$E?Yh$uYix4pDi$u~V&02OP=a2nHG%X~b5Z^;WEuV?O#|NTfgJ`TKj;-8! zpiI96*%6gsk}U^OcWfyDaCqZ51lFovD4A7b;~&s}G?R5BE3 z#9%^%pAeqQ&9sx;j+r@};uYjNm3u9{>$O9_uV0EqTotNqB;hT~}6q4MV7EQM+MDrH3}ULttuJVYOX1KV$@w`j{J*m+e;TIYHm zOU6!{UN}gb_dt}nAl!y*&C-23xoC*5IyJb92DP7KdEzjVNAp@sqN^s{NTv-b9XyVHVEx4j7Z7Teo){M7bQNTSlZOU zUy3uGAOns@ybdMpn~Tohmg>&P0&Ka^xE$BMD`4jal#L-?J`FyIgA|_$hM+VCZSr`@ ziVzf%lc-Oes>u%L3I)wIh%56Daxh5glv*)W`2w@sQo`nc|4+4z}Cz zdxAUWmU>!En|KculRkKD%#DkY|1Tpn`VOaL%Y-veK`X_%l~qD`n)E3_2%UGtLEg&n zsY<%uw;L^7+f!+KFdE}@xQ;rBXM4`!92PK#DL`Q2(#9tajq7!1zj;jKTL`OE;9R$v z_z7lDD!&xGt7`Qe4AXpE%~!sZ2Vhny2u$~+-D?4#nLxMwhlYVVq;*N&;IvILCr*-D z*+H}qDu=7|<)lAtgp)bCTF&SKAI4&^qp~nkPWVc{3|6i&kT}%DN77{tuMkR1I?p-b z0QP)z7qj05=gI$yuju8X#4$Ao$Ih-=ur#cUG63yO>SlN@Q@kj-CC{?!zZi499i%O{ zN5psmhAdC-i^cxD0001n@hGsj5Ps}=cr@G(wQ`*9H<^K|uH>0wEj=IqYe?ypRl}6>tZu`H93d;t%Qp@cYre{( zsU!rf)zgC}bbaEy%59E9PJxG1%P-f3Wb*RvN(rW%B~`D-6~j5TOq_REU?88q$JfU0 zBoFG7s}FG9knmG$;PD33y&OexO}OS%W6S)-rCOxwH@{8zwsPj0{*ieUhJSWks_E9d zMD)0ciFazNTdlr9X!fb^UFARFC^RZvqhCJLaH0T6K)1j1Y+$Q%mGAe_!x;m_Xfn;g z5PKDj&CtOxpekH}GQ~WTp+TcSviv8N2r>JpLVswi-%ziP)liALkX=5s z4U`q#%4*T4eynUlB7MbKVGQGRd87b4&QfFXp`*Es-ZL6#Wvx3sY zNp2E?*NROwz$tKld}Ib~-$Pbn)|M@h96(g{#3akLgfLGJJWfKJGov+nOeRJk`ysAH zs<xp_Im#`Y5q1dGygY9nV*64RO3>FLxDPf0N6XKGBf zf}QgSyj}7LWqDBQ79K8=D@^?%oClpN=3l3r*v}qN|3OaNO=zUqay{nMVQ&AuMuUr- z2Gmb`T-O34=Dk2%biyXr_ke3!=I>u;GmbFlg0r_8d$)xq^yE}pfNs)bxy@ePj8$HN z4q8LPj3KntDV6+l;noOZ!9`IVyZQ1F0N^k=ktSp7_@&~NGB{vy6@@!)M*-?jT9LQr zp6F6F#Spu`#=gG)I_3wiet=SLQa>vHLNioJbPk8qW+vQi>6OvALkD%rk=*a?L>06z zY5aEy#xNa25cjF8B))L|Yk>C}fH;B^+l4c0+C|=$vkhL%p9+$*%#iuug7x+K!vi}a zw9m&;4uy673xyxgm^QnB-InAMfvRa~P7MFRQYnd}OHZNAz7Tc{wi7=k)%Smr%Bh@z zphS}fQrL5wyO{PJK^*LBT6+akQ9zcy3V}3PRmM$hY=+m*5@U2^y{#Pu+ubM}&6tBT zh3eA!q?tY>kj@_}zte!h;oZqt{ig9LPZlwkv!36}7Xg`;+xSExnv0jh4*zUlWG@9X zvDRH9^92$Y_$&$=o{F3pH9vHNc6S;ct7E54s7lFWZ%c!{z5{3-@lodv3={f`t+(u%OD(pda&LxS3Q62GG3kGoxaW;Yk?@n%@yCV-6DzW*7K+Fy zRqmDQON_)pC33`U+{Vdg&emOVgsr%)%0l}Ix%?k}n6eU#8TsT&mJk{4F4y=PE;d1x z_g7?)nyzkF6s6=C;HB>qE_zg)V1i|vbz>yZMocv0anXwtd^t5GybCoA_v~G@9QcSq zq~k$6mFGP5xNKP!b;vzE?}GLRTpx*n|E{7$pr3~(oOb~c64^n6UBkT)%mfg&0%FZ zwAIBD_%Q9i4{q)+h_6GTXu=i|yYrO4L)+c&SC2!;&_KDLoJ7a9z9%Hl9F3l`5NLY~ zV8MMyh|(ywws8YQitUIdJXDSBcA7vN%n^cEg&C)$3XGcBeOvRGCeUp1l-{TzX~zKH zM$FnW#UwOQcV@tPh&@SXt9{X8SZhT_Woq1{m?DI9OD7mP!_gWSX{xjndtU)$qkpOq ztakW3&HouV72jhAnZ#S!Fx@TeO(egH%SBg#8+ZWEQ&qPm76zcyulaJRXHjT4sF>Hd z{vIEJXP%1aqsRa-YRN+Yw!trp)#UT4+@@o2!aEo|VkdK`_m$Mg(zl-Es9SHU$iRW6 zx|J?(Ss+*Q@3jX^IWV!S^zoiO%Zy>bBQ-*_J0I%)f++2GtTX9k|KF3FPYSL?2d z67OYB`dsPQMI04MbpdB~{~b_?+oS+zd$zN)fD4zKg+6(_&z}#1uh0KC2ym+(mPjjb zaUA^Jkh$ZjsCGVcB)S0;!9Iu{$iClQNeU_hCL~Jg;)ajM+-}JlH^pQ{@ZMkoU(pO2 zzN3TbP6W510N8?}Hp~ndf9Ak;Rz+$o2suDCTde81k2oRKQk64WhR+vxLO_Z;kjQ5* zxuH#8v&J3|gjP;P{Aupd8tgrPyev3pfl*Ct9l%ZWPDCM3YdfexdRzH~&N_qAT`H94 zs7&75+Oa`;_iK9Q`_~fNFIRQF3kiUUw)EYeOgPnd7!GIk+70b}P}asGpYH4u%_@K> zJG-K2g5@G&vG^>^B~b`kug*d+Lm3LviiV?py4nEN53^5hUrXBXuxOh6vLugP6W%rP z0{o)_H~02I8btP<-P%RbT)B6@^6UF$8{k@u6ZwH)xKI`GBk5 zCNi}8_@wH3QA2xRVyW4H0`!dNL?BHZj4xaDAg1|(Y{}i@?xfgZ zG3JzYcx@yZd!6w1wutyfhf{0K{VrnG)p^b3UxR^pdnj~KQ7X|PjB}|3gm8@f+RrYN zXkZEja1yF;X1}z(#|7WB2S1l=-p-+*qV=NfNkn1cj=H!`_VpyMIfFUMZqJp$6d3yr z-BKqFxpU87er$*?!qxYK7+2o-O7g^|0pR4(vh*HcDpS~vMJ2Cq9W=6O_%kUcykxJU z;;JV2c#b|?w=iIdlfLZw{c7`%5gM10fsmBwKl!TsEa8t$G?{{E++qCO4>**)@W`Ps z-k48TB>{=eOs3!aoOTt6m}bDacJ2~bS>x@P%fuUUNIZa9kTjd?g=qiq3g9FX?aU6;r!Zzffoe? zCV44JR%)QDAUz*Ua6*Ph^s-g2gs-VBtF7b!W4y&{D)V^>2>G=1MqPmTGw%`vQw2KW zp0}4ZyQUWzB-@EytZE6*HB2W(&EhXfo1D3tnf#WdQF|Ynbd2yWq!ir+M@({vQ(PXL z8cP&E6XW9{1d;;rZi3MrB05IXxNwRMfk8*sCw)aXEEyT3kLZK5i>bUeG1H@VhPOXb14?IB-~TbesOCS!`B-oDSO`7r7+21^SN~RhFS^*rQe07M|g18`dOp* z5KDnPdE_WTF%XlW1~C z10rB)J)0;afD9H{<{v{i2*fsWySpe&L~|e_8Gzp~PB-T@T;euaB#4Igo4-1bVfYdc zA4eOFg3@@OO`-a`v#z)O0$-Pnqhd5L$xy*ib;`V%nj$TNtQjhkNcomik9ySK;Z+4euVbtnr6K@-;=ez$O-?>+NTQ%EtIRA&-D-@VEPz&n+#cpMr z4nQ&G&`>4UI`(_@QH+0>=gNpP<76GMt)LgYD)jJ^o!{3~)ef)H`yu==6)hN-YreHp|lOo-3Q zn$BwQqXRUIM>vOJ3m_q3J41&BJCOv0pOE!J4HHlEUI+vnTjb$qtMERxu)+M9{Y*4Y_&*))FKje+~#>)z&r|G-`+~-wrKW$YeKppsj85IMLYF0001$@L0buXOSAz5jwLNb3E1XENm^* zUQl&uWem0CWW<1{Pt6|O3w$_U#z zm=WDJzc1U!1C-rW);DmrNRmTMzZG?V3(cx1=lmmbe~oGg7#_EzNa#Ro|16)I35zz{ z9@888{oHZ3oLZB(hda#9oy}S9@8cl+qI5~oAdd<^6~_w_3s>j~RYU`M+F`6YM+i8B0gibtnUYK@IP!i?j&m5So%xzsSL@gMSDdf&@sXz`|uDGz?G$A zcsQ{?QZpDwAfQkdwEoT{pd|LKlJ+u;0FaZ=0=$G?qOxDYSY?j)Vtz?*px5Ot(&IhY zqZTIG_=Y>E!~ZQ7hB}kvaW8|jK0!3j(XJ|gHX@o%ssRJOW@pQ8gwy3Re*Q3iU#+l% zT`V@dPl-cA_gu86()$>2fxb*M9cG3^jl8k#qj`n*ZM()p`ANVW} z0Q3M2zqho-2N($DA0yg7#O2VHV6WOscAId<^Mc<{2-g zI0T74K>(D4O-_@n0#sY?+E*&p*_@*}pUE{E)bcQ+&0aC;du5z}jyYuUNm#}`f5go0 zZiNgO{R34WN#||GZ8!t1T=Mp&VhUhD!%k(?Nj8EP9Bms7nsJ5bUv_!^=h%;ykCncD z4?jjAfY?V@tW;qYzBe{H`MXd=J!je~>0oX?};a>`%6 z6gKl%VtQNZdX5k^ZI^|Iv_Y8AEbRmN+hWS9e>M!Go5u0A@tizJDNXR3XK8ww zG}J+_eo2U;6jeh#lJ;@cpM3wvblDDU|lzIc+4qxSsHv%(J{ z|0632@hv%>6svO+co#<66K40f&IA`bh&e%-Z$UeqQ1&6S_k2x2Tn~(x=$r4qI??3e3@jH3jLGEc&TCG^ z9f<_2R!fm}!z?q)d{?fErZ@XR-KWu@%fRG$c1YcFp}|gFtyLGsJ))R$iK@N#cg1!3 z=8+G*-!GEOiXWu#a{* z2*v`z?Z_G(9>8WL;(d*ozyKy zIFg-90dq-5Ds)wdvX2RutvRubb`W}k_)~B%X zF)w`NB`po}rS$6dy%=8KyAww^%Ux=yq66ocsIMnE;&2I8mkD+H(&E@Vik4XwCb2O%ra}95%Qwb= zwxUF-C42*=8yyszRM!&8>8D0HZ~GMB+;EFnwqC;VglEU6-f`d$i8d%eX!|~jLt{4$G`LCD$aaI52!ket17hExj!5hNen|d4v=T4I& z{6*W^$sW_{gl?XTOpMbHc8!!z1EDG(5Nr5XSDZWkAi8Q>3D$GrBsA!S`v}0)1Hc@0oXPAtAUQm3fWkRIZ7~TGv`pLf zg|ik&?*N3^SY#BomnJC660ix`1*2rRnRcSt;RWf;5(iQ!+ovuc2~a5-L|CQk`EAN(zuU+6PX0^GZ4ABj)i2~e9KbDq@I^-}j) zIMhLO`jFAEdh{w>eUNhEvOGzdU-Pd3we+5#;dH`E9)ckB!KnX;P!d7O%&3ZaFb#EP zXrG_vmteADr=$xqvuCD(ME=+>G-49g0wKzA09QxWIJbr>pxb_yFIgXOa&eYEX{s!; zQsA?LPC~7EhX`zsy{DE-u*>U+sW$UweNzW96^C@snU#aAw{07m0BGIU!k&`uyUd&V zbPwQ&JHv#hI%@PxcrwOcKK9j0NRo*ABH~O!C2wc?2(J@m>SxiCI5!aXp89ieFOwYB zQj0Ucnnn8+3HXVLFt=z101aVpL7KPVcWyLBlt?d3z%C_ChO z`ed!AUMYJ8ovJ_~0=Iw^BeWKm0>34)kx!l~B#-F)*Dzt}-unzT!K3Jho#aW($S953 zEF3$wqru4Oyfo^viIXZAa2$fGpq%ShlKSrWX(E70GL)NnIX&Rg%}x6SACov_QMhXZ zQWVr)Dv%uiN(lh$ef>QQJQQhe2TXFWUTX~LRC$MqW14Z#mr)2BvFK;rz?`Bazn($_ zg9@wl%>mDf$SfmV1663imoePLUlmIQ>iz(wc<$#MpmPV!7N?=aubyOa8AqHsH?nLF zDon#RT5^1h@wCc4E9#-t?sclBCRpCxkL&{T*HNV|SZuc)zQG01}e zR7(oQ$6#Gz<V~q{+o2nb;7(c^7eO+IgMO2=rV9-G=K@r! zOjFVFSQQ~!Qqeb7cjqZWgo|A8p0CA<%#kC+V35ODVj?tv2Oks0qEiRpB)$px9VBX5 zOMeMoI1eVJPe@rj2QE;lpBUJ5y(56+DZEkv5ZmHDOM0q=CK|Nn=c$qt)og+?GaylcO&b8UngMJIv@*R`Oa_Y_L}3W-?W)(hF~O+;0nSCL#NNz8*&YBp z1&&bKFA_&zFPZ3BBKV8Sy*O1~9y$aF7ZyMnx&It? z_+<;dooHah_;gHYZws20J~|nsx{0uwU#4$srI9iXeWA1Hd`n4omwKNFD#`l$^aWyU z5*%mts`#^jX${g=o)nD!J_Ot58D)1an_lL#CzLM>H5@zTo4Rz}@^3J#ny(<8)VPg# zaQ5Rj(I!w6!gWw@H*U{$8Tb7w1M@RdtNd)$m zl}6JmX`gx&FQ|;vm4`Y_owa-1cH8(JT=dGa!E^}U!9=MPcoQb@gLK-L;K;lrtJk2v z7Qz*vlugS3N>_;zX&BI9c zSlptNn{NO19oStoL^~DVSA$2aUhxCIj@h2M;$0f0%R4;A-A6M>Jvf4Yaig}`=xKPn zTQ~MTtE;e=Ac7<-ve16?CCZIvy(=8J2Q35kZZlv)@boO*WN(jCgrlnH0tm2RWd|gX zP*Y-wM!Hv)D9joUKkE`R>5BD#O!WKRt*cBoiEl$BzUMbE?kevtha%?Aq@cEBq{%E= zB_2Hm8+nTA-7d!G$&!Yca`=+ z5(hS2-wPsv-iX54zd9D@-Dwh|xF$C9;>cSYA{R74U_oRWm1;F9>?J@BqKASuAG76- zq>W`pi)0ky4Tq?z1rm{O4KbrP+F@bofNYw+1)4oO_zijYL<%dgzcp2ftn0LtVQ4aj zp9RAJP#g5z-!tfowVr{<0*Tx?ZOQLk*a_V@H&jax6oWLMZrx0v(R3XOOCdV07b~#) z+KvbWV=z+Kh`38})gSC*EdVQANiBGIXERJp!|9Y<2f6dsQK&PS4&`T4BdF&;XVG+z zh+#28LAEq1+7Sqg7O)rBZfeN0?#o|m^p0T{cVh|0puMwzC-iO}xETdewc(VPVxu31 zQ%V?*ETvmk;MaM~&hbO;Kr_g-(+OHBCkf8GJny3yMPY)MKR;4j7AuhI>$y+9Uc3ho zTqXWhs!#&yEyra_v9dq_0002wU9%iWaH%F}2lA!d=9Dq2KbMn{%Q(|e&AbU_EeeD# zo=T!{&=NRjPe_znCPNE6`nE>IjWjXv$`=NE=SwO$>cPFSf9H zgdJUHTr?IbTKM_|BX@p}c8Q^reR5%De}(|)ORB1Q9ilWyKFK%&0YAU=2~r@J{YK5{ zu0On4lSo(ah^h%NXv5z|fBHx#+HGc8C5fc7U$c6%hp2!j;SCuR-~S|qnG`7fCx!PA z>VTr?o!9=Yj7M;kKP}-7H@t?9iY}O!_+jq<8auc-50*X{yw=?DDYnx zI$|NmLmlr;q6f+Wo@i7b*cCq@Fa8t43#?%8dP`J+MZ};L2W>{diY6OZ0C^MCz)ubuP)H4YGSRHs5k-*KN+_(z%x{atkBz8@3{L^x!S(Kd>Nwa9} zW{7hS8@X`wpc>yRLmc$MMn@0tXIskc@)24Dfp!#omP;5Oc$N`NAQLD#n3zH0`UTuH z6f>9*v=w*177?xHLlu{xM|lf}S==eC`c)RxnS#;|$6JzD>BSZu^8&5?Vv|+>=UShecGqbVjtWRi;Q#AAPQDeE1kW`<832OnB(bgZQd<=z|v){sE z_Sr1b{M-<@!C|!oYMqM`E-WlJZ!mq*KqHUemN9)2d+w8%Yar&;j+2YK}S34$L8n4_7DRvLQ z`jswhZyqZeZ(?-`z|@muju>pc;rTA5@d5{y2!>wOq1Lg>u}!u!Z(-=GF;9X;I6H@= zl2RxfBxhaB_9%w33^y=Ems6ghSSi*{`+4E~yqvLLd?#qb&Ukbo7m6i7nA~QEH~7Vz z@O@t*3Z?_&++Hers(STK^k$i^`Vjxz>!aHfH5s~y2KV)>Swii%BO+%Go*|GY5j$e+ z!S`^1?-KfTDy~p?r$)V9lHP)#6Baplf5LW?DWOoEKeh#Clp1!;lDJi*>w1V z$Km)N_KJsnA<_&_Lg-xj~wZ_9xL?)LhM^Cu#0V!S7;lwwyCnCI6B`=}YxZ?~wHvSxhOP8h`S)Nuz$9o^_njlURke};r<18GXdl;4 zNfVh&P5Z+>JJit50DF_yXQ1+%h2XmTc*s%25I8-JRN*?mTVN~$<+R&DDj-S?fmX>p zQdRCp>T5Ae>YUJ2mQQTY!G8(eKgT<#mssQLt-W+ChjO=ry-=aeAn&x>EG{{;jOM=- zCtb}tq~TKpDP@;h7!AXCaJQ#Xb90BBz$VWvHw7iR?z^arItCatNYx+U>?8)8&!q?<`N&H;7r-WgTM5Sq>G+r$I zU=H3>A&s-c=FfJJtfJ`E8}(=u0PxUSA6fB_^hCC+Y(PV43EVb!#Dk)hLZs)W3=0k2 zIUAyh9mkv++LmficD!MN)RKAa3|v_C{{w-Tl1F|OZJt;>98^;X)B*!1Rx{tRI28$R zA65a_00001u@U?|h>yOu;erX(lz<$1HAay>0@lWn4!MQ2vL%6$Ua3<8#Y`!DD8I9T z+ijMrDSmn~hNCRueT#AZ_A$#xFrZUHm$0+N$#%wiNP%rr`kG^ChYiBP=>u#Djdkxv zvD$Kr+wHPlA0*?6M0N6dfB=MLyb-YQHyA$7M*zGLY@YIF@&)XvZH!OHlg)~%f6Ss#ni{V;kGtDH$ai9Am!9=R$O`9Ea4u*_!9 zN*zr7I*@Q6MQHj|aTtC+?t-Z#TNAQlpj!47IKxgkIz0_^O8$Mm*9Ddp<_duEYI;ke z{WUAmE7s(>EIvz-$jxOkO^`XF__R_!sD`9otKD&&a8bnz=rzx~mLQ%aj>y&s#Q48N zS$YrdIJ(vx6FE6n4OiNpxLnVcOBQdq=yK?s zIn9X;+J^`JCEPfoCv;GAr|O>EkZf0dqLfC%82PXTHc(TJI|(vkV)5^ZS%;w)!N;$a z6+;>L8M(Sm7rsxW4gNA-OPY)uJ+@dMdOzHwZ#MS^gJPve=5kT(-@mnlcZi+SB=#>&GddJ!0M_qur{4 zV!5tHCpKXqZS&if_#|;uoPp^2aT%+JXNwTVP zeKT>#0VLWdDA$$Wmw)TivX)m&C8>Id-)C=l7Ym$BLsl8L5nns*)Y@8IFht2n)~5Rq za*^`%NuR_L73cVIQqy`WiQR+jihAi-qNr~;_|PnffBbOMGt+ch*|6w{b$e}nSJw^D zjGe^&UY>RcB%RIOV-Oi8J_OR?Vule9=2XuYDM$S+(c8F6ohv6=gS5{^liM2bJVpG{ zVO`Lmjac-r4Z&QoNlKqnrc@beqo>T*wYgZQL8Vs|>ZAA!`H`F)MoP8aD5`+>5z+I{ zmM+f*Li_ZmAPM%OD_t#efkeTc9o1VZ4mWy_3}tXoAvDV>a>p6YJ)ASgs7|W>j`2?K z)23otOQhwm!zY+BsiM+g=Ob>;X_+Oq7RdN=Xdo3?U^L6RtQ&Rh>HUqJ_u2(6l|njpZxNHar# z6_=WqSq@hfd`JuBF357R!mY@@dW+ghhafo6k94{&d-4S$IIwSD0K^8?Yp}$;G35Th z%Smvu2Y?w9oezL&s**z}NjxSn`I(1AQj{pUb8YG3B?AhOo>x|VFJ%i<0}#U+`BGS_Ah0v{2Cbd z+eCp!CFsauUmh@b>))QED)R#6e+SPRk#KCZP2~b}JAoL#(mO^4lK84_*Qm6IW*~U- zC9B}nKiRDaK}f3c^j-8DYkV;$^<1Q``UUMeb0>G_XWD1Hr;O|X{_kJ#mbEuR@YgH< zkxVb79v~fEx-06j;y1xx;R+`~G>$}*r6;1@%;o86T#Ps-Yc#udk&JgkR+J+Wa{YmP-FM9gUSI8t9g##EE7FFVTFH;-L!+ zZbRJ3t~dh@5SM_yci%RSdThqu)MKIXMd7q+oAGDC&IM$>C#^5n*q2EkKL50$41>4i zT0R+>j>A8`3M^$p2@a-JS#5UXZ&U4ZLUWs&ErzKb2u`MX30w3?jAL1q&%dE}Bt^dV zq{?w*zaC}J#0v_Xu~?wLZ+o)|C8%m$5v6QMkm%H~khqCn5}-!)QdSpz)9r&KEUw4g zqI0dQ(2>XQd)8ocix^~R#8$rtXR94X&sjzF0i=*I)1hN&m6@4h{!*~7%20wrO&!MF z1}B;&_^RsxKcz&8o0wh28CzW ztZchAaf=}uXzcaHm^zv<>)|z*edRO~nN>XHTGl#LvX1s%EBtL+5}BRh6_e$D3NRML zP6!q17YX_G;F?ClT$z20S(%kVF^uAsc$(1Yay#napuqxYUz=}MLOJsT>hWo)3(vGg z8jv>JStgyK4stelK7gs(HbCm#jV>?QOJ9i1rrKE19T9Vccc_aCJqN@I8fi*Jls z(~!RSWFtdQ`lXRd1+0iYqxUm39ZN#r&nbP7vj$mVE-~I{HYfjIU6a$h zZtIKD{$#$O=00|_En{}?{v{X{E2E|`i!178DMLFZ*NA3j=h|AY8IxgBorbmd(y6^M zXgh*#yFeG1a$m_(F=fg9J)08eY57WaeqFh*cF4eIkMG#CUoJJuaK$s5%3G^#JmB6h z3Vt5Fsi=+*1L{J~wUEDG!?c_Tqc9pQsVKuMBCn-_{d*pKXKOn}f0YLOesflRhL4{C zVo;e*r_3S2)t4UpTZ-_#Hd+-Uoe!p^fI2)A;msYe&Gy2>Vr|pigj}CWpg#F8{&8o7 zjQV3&XX;J=J8_hkQykW-GJ6kAx7oMJ`o7jCueQxVFr|OBK)4^zsW{psWDP9s{^M{+ zK4a}=xrNpHiQ^O)7}f&pN_Ui$1euL_k&}CZ%KSiL5EHoVr!dH`ylO_!wTxk5qm;#M z?l^*Dm0dvikITEdSXMivj$kHn(a1QJSaUg)-Tyyr4a7a*#E1r|xlN5&WW5pHo@L7ubKglkLT zxU6jhN*)PeUbwX(Q~4c~w|PodY7OBs48(-ngg)D?{%zXf^HJ1Zlv|v8#qY;9QMrBl zN=-$Vb6Dcex>Y@*1|+7coV0Vs;Oycn>Yun|6Q9}AsQ1A^^pl$4ERCfw15%tSFr>h4 z4}VjLQJ|}`-WVo(0V;d^B9X7-)cA?C!sW;?zdeGg;ODoLCscBx>{%}fHAJr?JlNi1 zkOj4~?TXv$oeAR$@yi3O1S0;E-JX?+6Cq;}ssVXM^)XObmxO{mfpa97hohBeQ0G0hbsBV0K?S zrOkrz)hMicHpLRRbEs2@Qxmb3E9EAT!ZbDK=vgH{`nOxG@mnvPo~0rgo89Z5ODis? z0^j8LmJ>{VMG8nWF8c1z{K2<>Q;XXFj$Wi^wKcsetTr>XzAs9*tf3nV0(?ju2NqxI zseRHz(Z54Cn@|}he!UOYeDAs6l<_k@2!V}yE84(G2Pc{)q1fgHC%oY9G&a;yS{F9>i&&0wI&K$%ezqNlmByo|Y?uE@)H9 zCJ5J?V5T<70+bq3O8`JwuKmcOc}7k^!t)>>x{n@mu|Qb?+dWh6k8$^=bJ@c<1DZnG zM-;q2)8Ornq#OK~q+??47>^CQ5D(R@vHUhmMWBe-a#?!_`qOV6)yHXZ`m3lYH>R26X={|xYWf*&?V#NPcgj141~ zdn+}T%+Pg$RZ8V>UuRUQna9l#0s8yk#8NlIbKB6|{vmxo5>rAw>Rfdk<(@T}T3W3o z70y@Lmo!isO~P##e~AE}!W-r3KcWrUg`9A;AdO4)P&DJm62T}a-hOMBYA?zDbj z5f8~Vj4O>w38j|QbIz<|F?&LL)lbp2ow&zt#I&+=Xbyfx>S+8C7}>IH2QT)g`H+?f zH+Zc&H1A^&Bn#p@mDNHrh2k(YvqOC1s@}0bX&XMuU0=>eL?K&z6%l@>(ukH*ID!6= zZ+jl;^t=~Y8*$ks%KRJ0TAaXIGhsQ^lSm#J$5(ss)k3wx`>;1rN}pYpaPc=iDC#io zjemLKi}eV0Cvrfn`AX64WHA@rQ96bjY5`wOw#JWR%vN3nIG?hgCgojhrA zKw-KH#~`fB^T4(mQbni7+G=PZ;4&|8ROglPEVQj+Bo6Kcu&hbs=ma4yhtZ1*0x7+V ze*S%-(5SXpeduTJ92!7@ngLnUV=3;YU-9^$N|X!phWF^cf$M>%o&wOH(EJbcSx;tb z0~IS#YwOA@MMTIa)s1!F25o(Fe7xJLHU68ky<(OwmY;2YpSVDpS%7Pka%}8~35$T< zlFRAirFwv%^=atgy#@1)5C6@^{5~0=v1ckgia!SRN0^E-VC)TP(Mel162Z75Q@M*7 zeexdZ!irTpZP3|lq4*R9@RM*326i4kJC>9~=2@?7LCTgebi0ahB-d{0Exb*KI-J#{ zD?0b?pLo6@vv7`mdpb+c@eswnBeKNqSj@ma^Ec03ECDALm*#@A$UPT1d}Hq@5Wa{S zWnpx^JrY!ODE6MV+f~>OmZf0WsJ*XEs=yJ9SH{{zfC%@FhI1??wyQ?9gFo`IS+mR+ zzfc!XtaKV6Wt@p_mkf&v04U(2rb|^wMamRkZ{DQM7Y5e9U{LIKzG%5i{dtFp^1|3E zL`O+2nINi94FzWr^I_NYqBM-Z`TsMO_jP{+%GI#FBn2l5V9gpD3CuJ*35fb0=wunH z|8NHZt9o@_y4z9kg&^{yx@%YYWI|fOowJ#^pS=_>Lc)VU)-^WYddv%C|bDe}8AyUHY-NG`Cz>&MLd+GR_J15aIfvfT^XVA%FmR z<4#spP+Hn#L}noFf9FD=++6xi8-wQ;R_vBkqx$DIh>r~!wLca@wYSDJ!p!!CK3O55(Y?dW0FHbR$T%p|4_2L7MufP3fTy8_wg<^&3LuGI5HGj#?IvR8$dou4&TZb)WO{&EB- zo3G@ol0OJ~EQO*C@V25G1M!OhtWQt3CT2o2oudF9c*RZ&-|c>Sr=eUmVs_8Iw7+L* zelNa2H(FW~qr-NUh6%l7ZAKcl>;KAtmgINv%lU6>Oz6`Tb*`uJ7uiBroO4Gk7TS~C z=yJ|Fd5E_PkA?nyd}v?+Smz*Sh-OSIvL>W*jaV1U{wk{-~& z#1r;C9dA(z(-fbITFpRk>~EJQ6FimHApKD#uTObY9vgwm)+^<_Cfskh@1!5MQyxZ= zm5W^aq7Y`UC3u&}ltpfUd^`srEjdl*zmfPhh4?LsJ@Ev}RQKm-)Yo|4?vp~@X_1)7 zh5`6v0S)(-%slmptRO-#EvdlhU}C%v>&8O^c*vAKRc#p9()B!d_XYMS=i(86Brwes zV!4xvi(N>a>A?V68FlML=8z3Y(|p2glqrONYuDO=7dpwpIZc@ z-74ZsGP0k9_0s86AXTYoy8f5exZYHZK-{RHr=8kk?@TK=y*K)B&8jTFchANU($!v( z&6V`a!&s_Tj$iYN&ITcjd}R6f$@SBCn)@GIv0j+bk;X-@((YIsN@TPg%wRO03w>0-%({H@X<$B1!7TaUfj1I|*?)a(bP=-wt6{k2Y;iREW_L9vr0OIa(b^ z1o{9`&Eh+rKY7fbUYFNPzbXF<79<^&uWgi5A%`b=SyhIS<3^Q7xTr*z?qJd8Qm!aX zTg9btvqPP^^SaJ>27kKWRSWTpnds}BA(v%SgH4faQ0$&yuqHCFHfrW~1!PL-Ezk}D z{G{qt8`wX=(O6ab4Z8DN!XNqOH!)Pt*DMH8&A;!U3tN;twYtTG9o=M6oH?JJ6l?y~>KBHxGp>?5v;WNI(W#^Pes$0Lt9$Q#l_hB7)!IcxTSR`1I@8G#y zy{_zE=|5o3?8gGz?6>cKlLI5&+W zD7&=J<1|ZTi@kF!mnU75-B`XGSLis!VS63Sb+J9=<_fzw9L7)w7Ttltt9%kMMb>`( zgva5w{`{6z=fWezHm(uj;fA)f-BEgV zjNi^Nr|U)o5Bm>mv?-i!`oBiILi7I_^8e7*|Acf~bam6X;O%2id|QOp2K@{7l$j?8 zx(#rjD(U1Fl?Y_gsN^MSEt*y5x6JcTM@d@S8>YO@g_W3lVRL<2 zx*h~9#?Ju)QwjV|g@!&4{qbR@ULODx^md42>P0zwh6RNXh*^gbK+a5_9Y!cX=GY3g^gYW1h~geUvIlx zfreKsPz?++!!9zD3lPVLfELwe&2e%SoRU*=E%gPu!=LOw;4;(OBM{7WD)@b-{+Wg# zc%_(v&_0dSe=o0XHY$P{>@IoxTFU0vFDIkhKuMh7U?VV}8ETSynMKWa*4bhVHma|9 zye5jt^dM>3peQDQ?Et~xOE@RjraL~~iZ1Bj*8Q!}o|KOW?z$)J<_Y^b-!CnmdTEuv zAi!f5%mUt7`FN?bgnN@R-bDy#FGCIh$MlmmGvr4vg+Mr@xVFfATev2Z!Oh%YeCl>c zaOOs&P1hHbk79wHzIq{d+junrIxsk$iV@H!AiQ3I3IaTEM)YMk003c92L-xQuYWVq zfx_7W86u-6OO*NjIF`^oWxLHn%#`QGY#sph@R!jwNR@pZLvAI3tzL&7v`ac73wm8o z0}>raEzzB|T;EX_d!i$<1%I{n=-f9Ue$q&X)0`CaiEU}6_nS79BFF&p2g0<#iKDm^ z??llISd#vZb!0fJGWNSrjHfmh0|Q;5>a#V5jIq0HR|4s~FqRIdjC`OMFVKWdm9))J z>4%cXGXPJ#HBS==BlAeows1(`J&e&cdL$NjW|xq6anB%-e~AHg0e18AY-5c_$WCoJ zn%A8w=3}%p8-;w#1Sg9U)7x&$d#v_m7PxJx?ngr;kHP`=1PnliK6VvXFdOA*M$htj zp+M6(^qKY!|OEPbM?n2{)O2L?|d>2!u!dn5XO5O1V*&gMjq1~TqsR?xn=h7fo z#!5@!hCbN$lv)ey^NkErqQ~hS7;Ea6&|(gREHMyo8tsZ~LY4NYoP1M>jIs9+4K6>W zwzKLiU=r<+Zu2?91m0m929pG+=G7*8x$p(g&yV-}eSNmMkO}IOfw&1MRUo|OEZy%? z86N%_-VyU=Aa?56|zXIOV-LpR7zZXQffN|JhDs(H5Zj%ufi zDt@bZz}BMF>FH*JI?dUNz|Y7bc+X=$#{uDT$A($Kp(KnRf_CQM>plp8P%~XXgTp@hH@lw6ACyk>(RSG@tDAu@=YTW=SJ_T3Rg=Vz| z`bq!9ELU!H>EL~q{CXlI0P&N>lUM^CK%YNJwsEQxw{uy5=+ari9o4!W-bQ4ljiO3;~Zqk~ueBhe) zl7RZ!#pUHry%bGS;yrO()hG?M+;^w7pyqO@zy%cuk68oAxs;GI(wUq;I~bd+W2H*7 zkmUmTV>XX3g7A2*0pdG)aEPC$~IBFb|zO zR0P0YjB59!wYE6G<0KRoUUVkkI#eItJF!QHhQCp68{A<)>DjcgbwXbUqn6^GFlEs% zw(hvc@46jHp2Copxh6MgHPH}cr&xb*B>;)Jj?GuUK652mGTn4Ae`^2og=P1^L>u(O z$t|z1j6D*?)$zfDV+JPflU6uBtRc}T>kR;@+h3o+-d zo=&)yw-OM$2zlh9?zHvtj!}zpV|#3zVXHG1MU%zeNW<-0l7qFeML!r)d)wBxh$8Gz z$z`Ag!3&HNHCg8)UW9!-Wc)nhe@FTM>6z{%d(;w1E#6vI+_ecp9-r{&-0wrN?jCXF zq8{HD(J>Ytx5lZ^J!RLQoqJ-(QY3VT{@2kJT)#u1g0p}u`z!>4#g_E|WU+a(J&~>E z?1zuI9foX?;71=Q6Iw+}_`^?W8kpXse+#dcrdNPfKj#oF3@^Bl@3~#~JRv)`2sBB$ z#dzEce1w&-B9{R>c*eGp@g6Q6ybUoEUo*k6J0>q~nRzkM+>H!0AqEgDfoPEKYs5a6 zPQjRwPrpH)R5c1?Wz1eInP?fOa{nIcg0@^A9AbnBG{LUg)1v5Iy?24wS^b%*n&Rk~ z7vlB7rS1bKd?AOpyV#a ztkFSGF0HSG-u^{=&Hw;IX-qA|ZPaYKEAHqSp)K6?UFEM4-RljMbn= z^zs70gHp!aJIn+sY}5}7z0WprH6`u{;8^(mmr;ShO|>MrGaEbB)|OZdV%aT zbOW@!2+2SFiGff!m(xWw1vM@6iG@E?Z!$PHQX)Qt5^+7~vUrG7$%HM~JtlDsWaOG^ zsfiw~f?C@(6Xhd4%aJL=TF3L@v4^+UTxg5BR-Fh#xFKdJI8~%_!!5HA1U(>-_wsaw zN1!XUNW&OZ)|QZ#(^X9q9<;GN5?~q=$Gh)@P!&B#NPd)oPwMwhYPh_CHx9(Ld>O<6 zV+GQTKt4$xpYhg%Gf5sJ04q4u{5IGC1GHDD>O)W%=ZDAXcCQAeiZ7|o%5eQWDHCBe zin`J72Bd6CdhI!&z}UitizdhH3ZT=J}nmc8)r%R z1qX_H2}^P(dJ#|S*9y`Cv*R7op0`>j9k6k}7VamVhBmPG-i^s9c1V7E|0DAA7K6Hk z&(~!-8m-2=OOn4rPhu5uEDJ4+RBa}VGc`Y z84DW!BfhNA4c)?)9|gN5jbEC+B)P;o@?J)T$?X7E88F5fR&BdRS0c&B$d25qd_K}# zfq*Ja0|XB=cZ39UpD-2YepUHmWZmZCj9DP5t$hmz3+#9dw~@w}wpZR3%r5_!bYEBV zS_npXxd2qD*Dg-=VHcHB;x%cZ*Ohfrn)RH7%iGNk4Xe%svM+xpR8)X0d7;0P%CK+d z0)4^oZ~hr+Vh~{kv1{#}BO_thj@qcPfP1*|62{7sL}WC2f28)X8m?ke;L$3MPvpz! zd<;rar7FL-465j7NtI&PE~-```1Utzu_m8A+CTns-E!k&q_T@rMV%(>e@{1+sR}Lr zl7C!;x+n}&c`n+4-MjmaTqF!a17jcvXYnZ^j+&ZeK0AV){kwMWZYf6OcD-nC_TR+W=rC+e6^?Ravtcp&N~#V4DU5@Y`A>X^CYEp@n#u>c2j!jI2SX} zDJN~!J(~A|(_L@P{4#fdn?^%~3-Y+{oT#rXewQJ8V(#$2>TZP+5dkm*jp#lKL=ci` zT64}e$OPmtq->nKAfcRDwe3@O#Ld@YQXgugx8I2b$vnp;cwVQ6b5)sx&j0vU!*B_m z5)wR;F{XXo{%VZ>P5eLoyV%$X3epir4T|!F zUwzbSh^zX|fj0hZG>nJh<8hI1cHr0NFc_ku4&{jBO^lx#S zaC+@=Rmq0t?aoLWlz9-PBYkQt#lQd zA`95wkA1T;FuAK>o&vDDt)U`u@(AwATU#{y$?2pwDD4#H6+X||XSYG@Wk+@*M5Cj@ zql9x-4t-jYU+|Ao8LCp}DRVIPLk3`NbSvAb&IKo~7Mo{GoP4?f8i6zFru~VL_lJYkXHKl6-0hI80_KnzdiSo}^+GGa*n7vi5E^k}#Zy|~~wfgxtaY|bVQFkc!> zEOmPa>|vIVs7hqiD}iQ{b7i{juB0v1wF-VV*PF;mXO$YX;C-FU+KbPPU~flOe?0Hc zIvq<^EkHsy^*7ZLs>8tzbg5YlL6E(}D3vU+(@deQ*QEk*GFv5kVmnq#=19uGWj|jT z%q)DJ=n3U>vS_HVo7`gc<`|hgrwr>m=5$1dLH@cCguM97P( zbEuytB*WGuv)Y$C>VQ|+O4-t%Dgp<&Pby^v+K;_E3$xk!^N$E&n?bkSK)qM|hI7pNbRU1z!VlJ4g&+y2To$0G*!C|uI-e} zvFXuD{HPr-O=0+cF1r6uhDiioCqC*x4AOv$WxcH3Elji1-yi7zbei21k+-;kpP3k0 zfa-%tFuvoNGL1QS9NGUn~nJNi^(Li>BgWg98^ z2VoAm*~~BJlvr_J6sFWGbD#l7yJbwBxr9|6a7jblcNqtQb&DPl z$0tO>;*~x?LcwTyCS@tbq(Kw6v(m9-3GWuRypdcgEa#*9aaz4bM=!y4ER(VB1H0Ip<<%B-+HXLPQ zVqU!(;*4q(Wq88$sHPD8bM1=x1=PqJ+UMIJR1g1zgkBy>h8pSGSM=S@H92v?H+xg~ zIsREp=nf{6t#o1KT_^bdhId2GDrm<8NkACBSxq(3u&8fE5=hhchu%pu%i4Zo=0f#$LufsD1mgLI=&aK z`nt)?4EZ>1ABTjDar1)+9G?Rk*q?0Zld9GM4X;fHVMbt9yX&=Z8YT>o!r$YK<^W~W zGz`kuYmvk{qBwVXAYAU3!v@9@M6?W=_-uhRfqrp0OP!b2M##5b+_5utF;Gt{itd2 zT9{jn6(3(DI^JS$3{V{UB~1pfK5rXsC9M(UnpxFG^BA{6`o*HRfPU&ZZjy?0=YPAj z(IZx2aMEqOZBsa0o?%9Qzn~yv6aRg*urjys4$J;wm~t^4Tu~|z0wp9Q@fwvgCrHLo zBDplnFk0%-GxpX=jSI`;z#7$n|0H^AFp(I4bCP0*>`iCM*a1>W()MV6g?Q7I>m6_q z3$V$6XYOu-c>ypn3U>v`qFc0=aM`^R;Z`Zzrq=HCu(?!uM*QUE6aCt*>UIfo#s`D2 zbnKA00c6@+KxExQzyhZz^c`|f`3PR?%Nu=1;s6?D$nZh%KDak$6jQY=F(ai8Mg7M+ z3J!h@g2CZ~nhira-?BR4o89I;*I7W3t-YYT_ zh>Zjl*hpj?*e#Zq5N4+0Uuw?_fR<5(TPF0AGC#;2SjZ_JPXy1036+1PX+ZACEpS+c zkleuUbXWV9+%2q%3RK)QdRhUWJ#DAGgcrMD?LavU`i(TsT5YiX1vx<~+dkb9%!W$0 zW%+^mekv5$8t~etmWI6iWY^@^Y_N?oD1)OmNW_h_ej=|%_@so4-o{HKJa&U8=&q)! zL`;-nYv3F|b>3HT3p7P^O@%+RAGz7y4i!O!-91^{3s3zEG8|juShJG9r8?1xSkEZP z5EBUnGQO;w<#P0M`0kp4>?|ATQqvp?Z^GX>wF%kvcT$?IHa2J19GiycX(gCxzN zH&CVPrB3vpbCAt=4!#*g5lh+NLbF2uMaU9WG&UAUJZ121F+k7$Kss&}-c`dr?Zb@( z3pHs}V2TRezYl>JVoo>(HmHex2M|F)2O#WuFy*CR;MX^5XY(2>Lw?_DIjvnU-hEfm zXRKWYVA}=rOoL$IGnuN^tFAWmPJlEVvqAW=d@&1}HwZw-4E>%r&7^{7xcX*|x2LXg z95QO)+Tx1}oj1T4-fmofs25PbQI1ooFWsrjZqj3 zfd7Lr0v)XQnRNHvPMl?wUf76CVFUfZbgX=R?@PTjGZwj% z?ZrZbJlgw+zX6mSOzHdF3APsFkseUnYyT!5^ZH>nraaXmtTCzTFTxzuTLe{LS9T1g z?iP0YTXb~QDxZjRvT4?M{4Sz=B<^83xOSs%!$!Ru$q;0J^mi(`u^n(bG!)}-wgEU> z=WCX8BF+ewqBIbRD$q%Gz!eUge5wF?Ft8k~s-v_slZg}T)ydB=H>_+y+T(r0|W3$SN>>rIm6LH>@ma)&|E+b= zu-l6s9H9UJ2!@Go`P5T%OtXDd1l;u77Luxz)<`)`Py+QDxV;DehQFKiB@b9(e1E@W z52V$D_Y+q*rpEN9`|{T905q_r{9c>(R}mAABs%B4^Dx6XoagsMCGdsxCEvZjYv5Nz zU&OaE>GFE27(Sv^abTV$I& zVwAA1L%Qc8z~gQAvrNLa3`o$~d|wbW*vDQBko~L}MjJj(Aw8Y>Zc;SynJ0Ye zIiA!bdVL_ShTt%jwCK9^_}ea3A@xY=R?!8SE}p-hh`_~As>&gp6r4Yyv%owngY-EZiW%s%8a1{{?wUIe|b%@))^;ry?BJ_tV4qCtX^l4d! z|0EAEoCsW>bN~T4J#JZ#3tLL3r;$rf+rjMIV(AC-YxTPe6Sv*|D{BUL_#9wffT)yl zzVSxe>`i?1{lAd@Ht)ENy{B2i2vo@_t;OL=ohX>54-K8KnRDYiIb>ZB#>45W1O!;a ztqp#h2g|0ik}?nw5mox@qE-kPx&3+xZ#I<#ow72HzT9W^*&_hDc0Ip^x=cvHtQyOk z>Z9F;`~E%uh~Ng9E?upoW}6K&sLM`C-D3yma>U z$0C3(Tr?BW@WiPxOO?d!GZ z9r<8f!Li~d*we9K25^r7qQ1&a;Mf9XzrTGF`J3aRc`p~fIZEy{R|ZsGpT^6xkSflx zz`_Wwhx^@WOO;+FZbL`Wql#N_g=S~jhx^}<^%4LjQy8up?y!>K(gjfoPbYgN@Tmbn zr{giic3@m2Pc>WvDhUYep7yu#CXv{*L4DMp?sMJ)2Sl7+>gSkWEbG1W_y>Nd=V`sP zD>9AfEeq`Wv>4 zv(IV51CS=&LPAjqwjXzYpP%Mqw71-|qQ0d-c`5hc((I)qf0jXW>WNI@iGo^<%y+vh zm~8w{X=mKpWz=ato}qc;@%CB~72_V(`4GS0erTVfVT|QpaAXF--x43I_Q(^zb4-*K zd77Q-?NHFwK}H=gYC%nV!~O22h^UHxDEk_7E)HU^`*#@xP(ZiO(TePUDsBDe+47?)?=Rz^YAW62B z#Wu_ZALSK7k9>LOh&&R0y1tehNHy}2;#>x^qOQCAW!d&Ucr}E78Cd9OFb)}<`rAPn zd7OrupleT#IDu@s-&0+V!7VVDqYU1HE_sJC{rh4@>8J`ArrxfGN0`=Q8#<@EkdxIt z{;vNpKyrcFQ|hU~lDiR@kxdR*o*D=ki1<8KuXx&Ip@?(wT|={{d8=A2jn~a7D1MPa z?&~mm6+NXy`Fw(-vJ)%^P-9T)MB^w6R+Z^U%t<+I9cRs|)RMkD^u?(P%vrD|bI*;l zeDH7Z*@3q8Hr7>Q>oO3<^O!w?8)L3nex6;x&|+~Zn)H8ci0(Vl4fFg(lZ-9o2C30! zVZHJACG8#1=GW8kUdukLs64AXs#jSxAbfSQzl$|b2=nBkiJD#zC0fK*cw)=x)6wkR zE;Ktzg;mPBg#xdh>oEEOWG+SD={Zcl0ThJ+`(!ng?DiSJvVSzm@mAHd^LL}MV*ByR zqm?xNujh{>N!f6oO1MFy&4(yVVK&4(>a?k)GLsA4pDF)Zy7;}rQUDs!<$4mH1`C55 zwD<4E*}jY$Tb|ex8T*ZSgDIg6N~1q8O2fBTfC^^t2N9iTe@Z{QJ-v#p2mnKwW`%zx zow7suv!O^4Tz=OG$2Jn=EpeObD1M8xl(_NpTAL+dy)VD?WtRXBU2fb=#M?@kzLxxS>;YTq*lM6#X*oq+S`k$VPJV_WER$Waz7ccuqbk9xKAJp;O$PM=Qriul|tzpQKX+Ww=LZck#$r42hR4yIQO zK;!jc*3gog_XDL1aCNK~m7G$EZ#X(V^5jqn`iRwd6={fQbS7uiLDRoJbOZ6@R`5F* z?0u8{I9omb(YmNv{V=G|V^E4o+mb-uTe9%(hD*U3R+jd55c(dA7uxn3P1tUTK`}Q$ zN8x^Zbl&$&|FC>!X8Dx0dS(9a8`!touUGKTN#CL_!;=_#t(c=#E}>!VYhABwG*zF| zz;A}rD`AJl^&mbwtQpH!X<`n2_3W@FyU=bXNXP>)I&f0aG4#QATTxEr?EnA(TYyn# zZoH?H4==&Zn|_7*8))#y>@~6Aquluv@!c2D0i=`w1KQWS$(~nHvf@_Dc5Yi303(^j zJSo8AW^e!+5wtzR0Oz5G(ng9WA7?dhiIz|T7^S_#Q29szeD=&?LJ6dI;pi|A>=76SFvbA>Ns6nL$8DE*4@0ea zvXA?~j)Kwn=}g9pMwJtVK(0p-GDzx;oZrjI#X>7G8H3N6CbaKy2?(PLMXea-8H4~1 zF5P?tRUgQxP|dC?P!@I6UEgiKDEntGV_DQM!%c%X-YMgY`N2iB9ovc2khJbK*=YZevzT zLHV>e$L=Q3HUTc`zYP2!QIz3wwRdz@aK6Sg91uOIQixvJ!{$GE^g(Ahcos@IEU4Ns zt{PxBZFc!;30W)EiSK5J&@`cTO@z=ZN5sv!Ic{C?0k|f(QdFD+ee<8#c!`LQB1adM zrT|+V*@KMlzx4$djHD@RD6^npw#^4-Nl9KY-?%Q^=Bp&^0}Ld93f-hVtK!XE%fh3o zkWM2W)o)B}-lk~NVRcPUBRo8*;o5ckE!8AcK)wfi2d|7#%>2#PTx0`}Jc~FE@gD(E zY4P_R0C^i%Fd<@WeH;m4PNDdB=2W!J+PsAPi~;iArzJ=rB*QYg)T3av=Lvc5 z+lgXXkwgrK&9nd1yZa#N2E!-xkLrkK*a54b&09F5K+uSNS>6R-Q+{nke@qrp4Iof3 za8d`g7F!#DJbCt5FxnX@)JNO1*xm-W7)@{>RaYtKS-EJ&UlT++Y9Peaq?yq@w4}r# ziI5>D!<1cJ4aklloe+qcZc5~5GY3$N#(Z1|c7c}_HT5hKfy8xLx8?q;K1s(2#%eJi zBdEY_cXKTdM0yFVXDBS83D#esYP10@l1tHXRBY09qpGb%pq)~wpG|?CjCW8zz)#e_ z0gHA@^JnIt@=hbB}j2`Zt{=Oy$iD(JFyWTzFmYTB{8CMCr8c()Yyk~zn05N;Vg6MD$wBjj4~Xw;DW zr6|H%`>Nw;tX2xDwt{%qNL@ zER*SVn^#w)fK-bk(0CqwFl=GK+os$NFVuo>m#6p!{N#aAtgC?76nV_m zrzIkwg56F)Y;^EMuq=2+xF)WfgYtOT+&QVVHFPWeONO}&b@q2k<%__(TUc99eObe| zgYIuw+eWjqhxX?^y%T`18lS3&SR=t0*Cty-2Eb|;-wgS4u($aKmQIV}0|=E?MNCzo zuLB*|_{n7+uZp!fr(ZhT0J>3*t#x6~NG!w`^lV`0@WGY~exj>Zg6|16vLX(r z$fJwSISb{-fS|tLtYsbdU&HEYa2EZC5gifs_mum21wlM>T2~YsvDb_y03s!_pDF*& zI(G*i#XpB!Eq|F#Vcp5nurjiB4Cctq%tFzmMpZ(Ocpl>VJ@50QH5n8>Nbrk8HFF~2 zFWd*Pk7icNl!{%_p7IUPMaTdE0000YQRG6W@5gV={kE0V*8W-$J>}FfNqLW2JKQw< zuskl44URmG#V`xk-ZSu;Bds?_%a~Of4_5}kzd>Y?(g$+)&8lVq7&E?KA{o%YA%kQ4 zn70rV5B-G)3k*LDd(@5qJUqqrE*NX8L>@rGx#nm+UH9WyG?g=xa| zs;L}BW~x_Ucy9~mC}~9VxMureQxpf@5FM0m|3AmgK|w&DNu!lE#nZgm)bP}_BD5CXRd9m}A?7uS zrNmlqC~5@r6xuF@&qWp(!r3>?;6P4kx=6zoTuyIv=qsh4zWOoDph{b=2$|yv?yfor6>O71Z0go8Q^@bnBheXWSD&WI$+)i(Pxf7(lTHm&Qi6-XX@(XR7zM)Z}A zS$b&&KNP6LVKkW>^D0xin8~_UnoQ2fucnm+I}gUZK{)8cT5~nDv#dn{Ul}Mox9Da) zjdRR_LRU<@R66Y($WJb5-J2RIJSVI6ur)VDoF}0bF`xCHf9GGymVCd(S!!DkQ$q4m zr%y>6>A*s#lOJP`3H%SRhZC9a60V6CNQ>(ctr#p8m|97&?X}VMwS{;mU><7d_1cg@ z@+^OnBsu`i@m@vLW)YCiEZ<37`%uxj_3t1#fTl7GOveyM5%7j^HQ@nxI+e&c^M+FP zMS=n0n6P>7u{VQNSnInq#w~J;{t#Vk)HOhXcD9>h#jQZrmqNefg#?{>bZB?W$fM^B z{_Pi-WL)Zdks$RNRMC9LyiGkkCD%{XFUk1HIoA(PqJ3xBD!*NbFA$_})g)OFbqsO6-twl1qpEVgu zwD_lo%zkoO%;c*ni*BC01l?5SkOtuNYz76L$Mthh2^AL#h*?;@%HI*SF3@u(@;c}Tpoq=% zR+!l2?(h$?OBJC5o|YXa!pyAxfh1^BYoe&OwxT6b8v>$Ej)af{f;n2J*2WOZ0!PeD z5dtPPp8k5{C^(d%Q;Zm`!vhpS@}1<*mo}5XL;}t-u0{?#;<3mO2RNNns?vmF{4JCI zKYL`$_ilokIdeB8JjGg6av`~0(>p`{oz!4f#7y0BIla3w?fxG_ee`SgjQr0bF1X{YQrXVu|+gUx`L`Rc*dBz_183?ZLHZ3sU$&XG> z(Sj@DqL#PZOAvDc3j#N9r-y@@PQWR`AhI1g;zzN~NqSKX5|87j)nWi;ULFi$D&zCd zAzTdR;#ibm{sTlJKw=o7A!g-!TLO9&1E0)H0Z#RDLb6_%`E z4?sqQG0xsO_j5azI@<N2r%(^u_%q)3kR@9W z0&1El&I>(`5kXLcs&S^_EH@;b-U;8SU5c`Ak-#S&3;@@F0030vZf)?Ry1+i0Dccr2 z!HCo4ne3S`;qfgtI<}pszmqm2I(km_-wlS)Cjxw< z=NbM7DgCHl1(auqPd|lrzDK&h)SrlwWk<)@Hw(iT2#`oIQ}5j+%EF_ zKSb$a7E67wwo@+*v95{nLjK4e8G5)}E7||Z`?E?ew9oGat3fkA#bjFL?qgJk?DIjh zTm6jf@Fh>(PDd!>${)4MioA{0$>4Kuh&cJq3^%ib;V+^ zlI(zTD9za!XZklV8q!v)M;q(6KMyHn6zdj=mL>mS>)+L|hahMU36)B+Z<<*CH_hlz@`tVhgHy6tY4Xzgd@0~vO)TjiOCd9`n9 zK0h(Defa_qphtf_uhmu&Sk^Nb{?0|rT7hXCGhB>-ekn4SE6NGQb(CvS7@HQt4-0S{ z4B*y1l+MnklQ7+BbS_5DvdrVi8YOg??73f@M?JQqV2=Y zq|o+2mROR+J*?;6%1xTGqu^m7&!nnrrG7c%KSg|#Y77o=O>wG5uQDbmT&?9+^_NeT zPA}!&x!y{=A=?1c>eK2T$XL-Y%aOm@ZQh9FNc9=6*1WhIIcXa8rt`Vpo`z9K0q(2u z_Ae7Qy1GaU2nnQHJ5V0EJ5sIO&#CtuA}hz$?-Uf?LSkY2kVUb1%4n!^>n{3}I+Q!o zA=2bPt7yF5QNpCC;jEpFN5?o00T+uFqO`ZJ`;Z@V8kp$s!hfFY;A8&puH%jr(CZS| z%1gt{q?NTJ_Y1Se96L=tefm?J&7ap!qX8gYdeIND)5xsVD{0SsT?BN#dySCPb zp$8h|`+g1tPfkeA$;LxVNB?+^@iZcPAN6i^%7}@FLfwHveV2e|w)?t3(0~hm9AH&X zreU7`{*Sx&_a$CB(5Qag0_UcKf&A{1Ii&sf&S}VQJN?OF@{=qoz>WG5u#R!T97;#{yTw1U!*>Zoe>ky(r)l}A07dB6W46863vPhku=>s zz?m*7d5DDxe0t6Z`~tK2000000^67KMsHD3pA*H2;jecEf1KGcL+LZIDbH10~1DHUSvn7tKb8>xCv1UmUV z=|P~J4-I4cJ^hfw#f7Z?YWL#d0AIPm;auuY-&Pf~E^(|&I;JxF%(B|i4>3_ycubn< zX*HOAqSJy519J>U8M)-)2%Ej9)X5?wL>$4lNO45Asg$FSmWP^5eu4a$=u`pJ9bROzKOmOxXCMSDTz0(@v`Z8oRY6FLegHYqjJq@(n-iAs-0ImjY zI+jfR3qT8S=EqNQTSRi{d0aHgPC!wqy8y<&HFJcm6QBA|cyJ^X!X8GT4&W`PixA$U zIF(Aq8E~j78r|e;ue?kx;TLDBLdrUOzod%W9JjNDtK^dT{WVYZlE{-Z5?^$pu%0G# zTVNtR%iwBs)@XGtbyFIj)J@Q>&C!AO**?oR1U(8`LUR<7&`gvZiTb~jNdBhk&`B-} z8_gJhJNMf>r1ErmOvcnEE;Gd_TT9xj>Gl3xM$&&@OK4~n#Pz!bO1+eQJt@ZJf6`Xf zegI={Jm?+_q1DgBC4LG9yVPqu%-rnzIW-TQ_C{I>shh1DnzA?o+pXhNgPH9H_1vTS zFG9g=auC+K=wAX1#n0q6m{9HR>O_Ka;7=LK%#&darY;>5hc7bdI5q1Fg< zb;mWW>21}7$OE6TfLZtlx2*hJlaDarg+O$co#2FgzSJ@#iTLLNX@vmcpWNj+FEl`% zVv@u(dXlrR(qnqD!r38~1&OL7Pux~Qc@rBz84`{2aB`YvhJs@Yp{Ki+&K&9Qz}70U z^xxGYOI%_(RiZ6*mWtlGIOR_xxAZLx*?0vMRkM<3PC|SYV5WrX@$nmOrO-=VANT7v zwBu)~2KdlQnW_jP+b}LF+22+9T%hsqcJl?M74APhGKbIBximM$SUPi2N4C8&9(8QW zi}HUBOfekn7&&fylKxD|0i)#%QHlsL?qx;>POWp}_2cLJFlzrZr8q%A%2>#QXTh=HI!ty#2qTG_x*%-o6wEp+r- zMm3`Svy^@i&XOXfps~xl-quK+g)%En=#`3;Cdl|$2?Q}$#C!VvoQVa=X+w_GVYSdY z8B8;sfFHV~wB&KZ%o!CkVU}`T2nsDsAXzL<$m))lq+Ve>9nzazVm*6Ts3pI4E@>jy z4Yw5PRru6#RLGo-e-BBhnX@8_V7_<}0-|(r4vA=6L)f9p(mvTid~}9E(jVpgX82lw zDE7tqZ|6&oc_1+*e#4rTS^yARVgOzDovAw`&faF8OuVlRUIGi2&qKaL%Y06AesBfm zyrw%!Vu>`U1=F3h3|z*m^E!4)xXPgbdxd4YQSP=E_dv+PM>W5LU8of_11|3|rQiAd zWLx7jauPJk~NutsKs$1q-epmg*N4De8C+r zOCGY%4!n}Zg!zl#GA)+{6f&U zx><_+@D7R(XBCoqL)cQdx`g9Bw06+UpLyi%?<8X-;_-;VkVR}lNd{hLU*cWvr?dG* z0~d>5C6_=5b@#GZ(SghCl}QF`PUNfmr<)Eb`>tS4-y)jJ5qMNMOF&{zm(_K5^M@A0 zr7VG@yvy@{m+~IC)5OVGccw;78Ls5i3s-}vLIs4WA>V|(>RoPYvdjJ}DS{L25zwi~ zE8pU67G;ty&JzZ7pJ2z0V9D02s@DJ)Bkoc^Ts%lYNZ3(v#fe#T&>#f|;d0jKohB|$ zMMTgHf>^(PY99VUgC*6?8PE||z#RZ66Z}8c8w@tllh&r=MD?j!VDpitiy}V}$17w9 zS{7`{R=U*x{#p!esk-=4u_V^ZxUOT@2FfFUP5BWvKUMqQ{PM}YI8lwdpIRxYJ2DLI zz)(iq8*OaSl%q>6BK<67P9x5P`vk@YQ7l9brL*G$p!74hZq7V;NC`KteAi-Vu>EZd2P<>+p>QFZW3Ha!zaa^Hkq_BFgOqO~Uc5N@_) z#E8kGnuSL7L8gWFG&GwkuNYm*G<8Z+KoPK?T`~D8ucKO}xGVODzUQ)C=`IK6N-fL&zm3V0_5u_uJO!X?6}D=KFQVv?O;h3!z>BW6D6{+} z=zRY4QPhmgE7VD=zJUkvkk00fHSU$Y*ySxdtI>NkS$NtXc5k4X|FDLDE6fIW#=v>y zWMQDL2%O$mrGkFka?Sx6AZ0KJ75}(Lx+vx4WAkn+c?DteeJ|x@7E0~~Xvh2mnydfV zzjsFgjMA|-x{;UXXgIieUPqHTelUDBRYf`Kr4Jf};5)H6+I z*VC{?QcW4@6#rP=UmW%NX{?B48sb*wkb``%OFVZ>d+OTe1O}1$6*_ED*Rwrlu`SAF znhy1WKBriCYut@o6#mMiVEGF3Mr|~2*jc5>P5s-E7mA>~63aF6#ZOlzqkDGOP<@&hM_Utc|h|WTG>`am_hZD%B4D49P@pg2_UN9FQXz-j0|8{nx2CCDjwh z14>vN!l~Komd7$+5ZmcfT~#Rmfx$HoDNN8HekLiNFxPs!()R?RG(oBH|K(JKuoGVV zhCfmFo9_Zn|I(5s`Qy2AG zEtEDi^%Q*X<|?-bZ0FY|QzV-Mwd^%CNH3`I>Qe`T0iM>!KB?}wP2^-z50TC@$~P%r z^}Tb9k(A$o>s!-VWJ{ij1LSTAhcfu+@5jj>!K$NH^E^zK-J^FyTWG91s3qCwD}|=M z)V?~sM|D>b-8ck3I^9boNl0Sq=0UiA!yuQ#nb&*=DYkDcvfBERixk^IHX~dqu*iwA z7m@(0!M}Fac+M*;S4Ez{d{S>7+0H!xetzcq*~6V@na;vCky*r_2R#6zTIO7Y;#BH( zKgD5h%|l;wiB|&nuetW%O{k8TSrgu+S;p$e?xVMcnQEqRygB+CdY8;+H$mNzhXA(X zD9DgVu4TAlvyYPdtHmfizyJYdRK9}Y$Iu)n=d$?7R)5$WO4PJ(%EOZ;d6%%`q2l?Z z_iTm&kHe@PR%~iE&dfH3l^jUq2vq9y?2Q5J3dF0c2 zvsIK0ja4N@_->4;7(t%$JDhe&W*zO<6}A$tXhnxHIcHG)kjWjNcUrhpfUoC3tUoYm2raLBHjmUz-XV-T5c* zW$QeA<_b5!k%3H1VRCr$nV!Pl1*e&oSQIbM6HXS0{@|~~9DC(Z4MxY_ECwE1)W;9g z2=Q1({GT*tvb-As@eaJ)7X!3)?|MgA^dV_t%LiqP3!Xb7l2Iu&Q)NFIqUPII##`eI z9w4V$J1b#)rWUSE;R>V6zhantVhuFI=*>GKXcfkZAqG6ccYu>3Jc5Qz7SZk+6o0(< zSOXaXvDP;yZ;w0UsJ`gJdt0**&FbAx3cE;Cchsb3YCZ>INkoy(Kra3uV9J z5qZe1!rjZ`5*M5wow=GhO|+PMEYVc-N3O0RN~g6PJPpz&w8`d(A?{`GG9D|j`cu4G zZ2^N`Ulf5?5+{(!4}U3nO5mD~(Z?-_sjx|k3u!sN`+hBd%y@bCcF2KW8laTuotS1q>JFL2y@)nk%Zj=VAoR~I(Ao25$K1E@4@#{G@a=m# zxLseHteD5R^rS|Z6d3?hk-z$61XVOM$>C18GY(9nymV+GlPP8i*%CKbMI!HPa{+oz zFROkY8f6|@Hr9}H(^hU9ePmy=aZ#t8 zq8nU39yN;KIc3pWqfly$6qao#d;_h9yP%_djH?8ESG3{3Ks>bz+7dK~4UwgaGK>MQoy zIEP4PgwzFl%haGZOW6bJ;%`8`Ho_g(N$Y!s%9#0-i9zpug1rjSw@4qU3Tq~MXIe1n z%%Sr^q|RsEcDgCLoNU_AYDEJLWl}}B{uDNcEv@-vOQxQfg$RunP=EXB|4a=lupvl= zZy4;bQI;@W<1)ex_vg;dWM-FA#cQ%ReZh$M$F0F8;ou7Yh&S-e01-vve(wb;LQZzB z(-S8OHIhiSSku!l_8&MtB}6Y6PYr>J4Q-KLuiY{e#d3ldV9w@%yrRO%Ea|y^VyzSP z-cAI1GeTcwCzaA{NqW&X523|?)BWPy4FRyTF^{V**k5u@ZZ90jihQdbbIh~N z*)3e*fc`17^F~4x)4rR*G#1=UBFX;#Kbm1#lXw8|bav;z!cjA$E-T=Q8O7BLYXob@ z88CRl*U1TUsee$*9pHzB0{4us{sjHFlUNL3{^<`d`4UT_qAUN8JK`lcp&G_ySn!p` z2@Tzib)P6XH^NQBa-12yOzN`MKbw_*{*}grG!$%g_h)l<&MD zDD(CL-2d2`1RypJ2!N$#9J~o$=5?pcmB>P%Hw1dwZfuBL+pr0uhNBBmU}JO~kPLbQ z>-q@ictOm|bE0N(T|g}YmFCS!vUu~LLQ~kT{5sE!pAt9&zIucMOgR23!Iwb4qX5>u z=9(a!kaTMq$^$XH`(V&tL%!b!BAoI|nzaEP{KNchP+4aM#k3VvfuIkdpF!{>TLiZN zqzt+dkU!d%!~znf86QV;qaE@A^Vf@Cs(t;uU=JBWn`;5nhB~+Q*|t+S2S>dA9b|og zDyBq*9*js2yv&=(W1lzF?JvUjV|7>{lr?uoOn_@l$fHD;r8Ke-qJ)|O#-9izmkTqR zy=~#LM(|Q@ZjT021Z^0bZoGKtmqI>=n&9YIuh#FI5ZGbYT-k+n-8+(zKd}y-GtSYF znn8Gj-gwJ4g+0_;3`_~Lw85agZS$v>mc>a`OjZw@R<9cWZzPqihSmo1K}-^Jy<>^d zy4p0H1Y)WG@RPik&>Su5L^7E}M8v|njLjXxtC?D2V(!KfW3=r!mTxCFUMtj;2l6;1v)*mvH#ui`bMU$Uje-Cu zsj1CfD{8+AHXKOH%T*C#0-}wAHUChtMkcFlg=73(A?)<$ZjIm6+l52T@k9=oa#bRj zC{LL1zXp}!?f6UcfYT#@csaxD2ys`a_JqkC8O^RA(ak z9N&fWZUMY31#zt$qB9kZt3cg5kOCD;aaZcERxmLZG0xEnDZ0^Aolsg?yc)?Hh+5si z<6g6mwESuN?L>KX23Q1-jtkQ9QT08eV-?8ALNlc_Zsyd4+0jEe8#MtdLU(WbtOJCp z@#y!kGBO3(17#0Jnmd!c#X}*PSVJBN8AnV#uiIIo=6}xB%}FiGQ&d|+SF!VWB>OG? z#!dc!b~(;%_5#!bk(Ohn6EM-cR(<^}Pcs43`P0b#Y4bA6*3dJjo5r601buAX@?xW{ z>`w5bbPap7`-8$+v0`og2Z}O6efJA_!2#=A%xjdaEYcZp50d1A`vreHT$0hjtmZe< zfC09Ne{Od=eI|~r!T5qX@4pnm7tqs{D{}*V*$limiW(Mn+j}{sVodsp&V(x*#y=*t z1`LU>y$jlk7|=|Dl9l^&3Vvsjoq8oShWHwlAa1+v1KCAiWsKY2@5R=c4V`F$?GiHN z@4ARM&4rUSZbW>|xns}CNI0O`+kZ1F68`~NARnQ&+6XSI*yhrQc>ni&b+v=@3_XIVOtz|L|B1p)r##)*k;2}6KeS<&6z0(r3AWWcu_wctcoT?LZSmR|YX z#_qfUJi5=ZJ^W?P&#GwvunziTmyaPGJkgRdlJQ*H%TEhijpCy;ji#Z!cg{@Hbw!4&A1CLT>#}1ZdP36FI9$=TuB%VIUcsn|I0vEufPQn5Bk;b(qX@0mF*o^iQ3Sa|6Slk ztKB+_DOwIi86n~5z9d+7R0Pc;6jRQUV5-QLrfSHRreteGAIRK@-kljJpZ8GisvtR^Sxj7XnbWr}$pI r$pGH;~=8rux;CRhHcxnZDrWXux;DM%f0JVovOO;z58#iwq_e`j6Qq+ zH0M&35EUIf0{~DH5tLVz=OAeN^Z7;|I2({^6qEv(mk}dEn20c+kZ>U#fFBIf!uCbZ z!~KUO?^Kn*bS;_>=5OlG+}HPF9kx$AJ#I@kXcj&GCZG>`5@0o!iq6DOp?EW_rwpbGqvgO zM&G2b&CkSdxi|R8?^fT$&!lhWZ>=x(rk>2N_0P;Z_II_f*ry)-o(NyGugK5bC-isv zZ~BL?ZN5n#{TDGS{7c{8zFwaLFQ5;<_qSL1nth|brT$!Yf3UppUE>@5nf^8M-E(j~ z@m=w4^Y#8k{;~by`_v)HMrFX{H=bQOm{005} z{RKZGxA#54H|T5qjsH#j0ssB|-sAB7^4b42?|b_3{YLZo^E>u+_p4Xn!e~pV1mX^N zWu!Ay8u5UuKGq#Bjd;}62=5M;K`icSnCE~~KbCMa%5zjLklOJ#y01$BpA>AJyW#cK zjF^|%e_z$44VTBz!#n=ZSFQxggS6fdY{+Pgo8Fa+JdGU}fy~0J_ z62Y%wE$3=f(Npe}3+c9#UNTdi%;U!t#xhOfDaG zXo}w#EA@OmyiZv2k|?yBTo4VU%2#8-_19*EIxwE&P6N0@T>!=So1a$@;%P_=yV1mV zz?sS~A6Ax%`Puh_m#CJvLlXcW+U`~VuIZd4IiKi0PX-ubDyX{k03R6aOF-iNzJe!; zAQR71D>1c@>^mCqX0{Y~gpw_W=-^Wi^@smV{NZoxDACHz5-rNU!{8?>dR!o}Gy%#( z6V|?|B%;OK&sBlcHE#S<9R<}y&*FN#i68rB2lbf7OHyU-)ameJF$tDOMidz5jST%k*#w-}Hc7YA6H0R+^nBlYZk9P!+t&8;1|>?X8L&S9 z|2p;tgDVfU2Vl%hPw|>v1?Bv#MJJjCE(dh(>k7!pfwQOQuSJ}r&8G2Tnc3s>>E+y7 zKHaf5dGxiW-2bc_<4DuhaSGjs`{3L2->s*}#TS!iQQaf|*H?lTw}$%vYRe_J0!)pa zI4OL##lf9Sc>Rc<1{jz*Kj(YXt0YrQdGXE`EE~4XgI$c$i6G!{QTp<(g_ZvAJ?_-o z{h2Jy6DIAmLsxx`q96jjq3~sgIv3#u&sJL{d2M3*wu6GxPMyi?cZ4JW-GcvrnV~<;!r?I>znf7Wsz7URh+Vb#t}Q}Gs6neXJAH~b3zZ@JXP`t| zbm*Wq?glgQ7X8kPv%eM$5IP%5223tHdH&BaO?%v4pA0Q~qIwb|<(Kn|r0ZfCn>`ebw-*{JB^j?nMqJ_Z3#}ukZ z<*)x5-@gE4N`nrF=WVTbZg!gOtuoStPI_0gVC%vFuTd`Fx1vsQ(%yKUZVP z?USqNJZM~;)~?d=>c?k|rNX-~8ctivX&m2@cecs=$UdRogQ-h$4G{9bi4l;Y^TG4C zN&x|Jhx=c^Y-GX0P_91p3~J6JsbQhx>UJ(O_!gh`N6JkqDFP<+@pz{d=5gPyXNOKI zkgMWOAcwEy?9h)3?zI52J+EdwDprL%>*dYs-_F_yzm6E1^~uCC{iNG6BtVX0HOwso z4CpvM{Q&;K)!!J|RiU{D{{IWpDrm2<67%dod5E%uBq46SP>4xQydgj%I6Cp^31B#v z)8eK4J~1K*2uW7DWTyf`fLsXN!yr0|fa2C1;u-&|4G$1Jov{s58JtSnr9eY!SAV-mHRuWs>CFliygY6WDT z{`gdq2IO1p6`xxT^7J>q+|}rv0%<}n=b$A zw)wy^*1MSL=YsS0qjCbTwKmP_0Xb3#a*_EIpj$6s=wHbE7@jwkeuew+_=OS)P==?E zG>D=vJn^D5(iiC+;E3ZBBh-~58C_UgU6%!rsJXUmSsy>32z_#ebUb2v^#SALAG#RS zhNB-dOu+=FbLr!67{C~C2tUG**E&Hp*hZl`MMU}Ht-8_1MBT12drdh1&n|%yGbes1 zSAS$$@E3nB5jP&Hb?ctM8s=iCTTgo8djC?vYiP)!2z6n+#{a6rwUci9enR2o*bMD} zMEPkNZ@#`TeEH&}aR2W!A74S2?1kff=?Q~Zry9}jOMrhGc8bM7c)Os7Lco$G6S7?x zX9s|GikjxRgERge0oerNkP8cA(+X9GS)IdM@b8>Hwr6KE7;O)@f?pY;*h(jh=T$Dg zXr3^+Qc1Ysj~BtdmxXF`as|DNy%z|%*>IG3xOrx-MEGx#AU9;Y-cSHB2#v1PWYV9` z`OH%2?MJ5}9w_cDrKQtG4>rZBXC5eCPqW0;veuAZZ zM!Kt&f%N?RU9ns;uF}OrdfYzx2|1RA8a8AS6^zm4PSP8i+S99F`FkQlp|sc@Xq);2&uIE&bWcrg4GW`4qv>rm0Lj|M@3B~P?WCXv`!ww>n`&ec+!kxYN z;jDrr8)=6yapqkAAuSlMaW;PiO!M}=lBNv4L1{&2scgy%=>g&(;nni0S0c28PU$@5 z(TM#wiK}QkD6>UYA5(cIhwOS^J@M@r-H0E2dS3%%gd1@V#Cg?~t2~<%-<^MQl|bCs zj>z74&_N;NiTg6!p#ZSjuw6OmS(2Vj6du!d@+_a7=#Mkv@=U%}h5@)#p{T#J45P*YXd|tISH?LET+)E6<4v8Y1C77SmWRCA_>SNGkSZ3HGne z?!sHV>^MpLJZJqO)wyl;Hkl#7#GfHI*4XSvn)KmDJ|Pe5c^&_W_kU@l{g&=*`-<~H zZN=o=pDG>89j#ITFmad%6?ny#pusCXgqtz4h}jE%$C->Vcg>d*0PpKbK{zAq(OA&e zrMSXAb?S;I#$gBB58O~xB*W3LVj%jh#-X<4gR`vRi~myEe-*Eml7_ACkmtEnkEzv7 zY5-T)tBx(l`$ZPW&DY$Xfn`Uj=hfZBh-OIuUD8|`bib}|w&(;CRY%M7NwB#`3z0$%>=El0Rj!X6Cv!L6ccBE zugGrl4jpJvIY(Hw9@tdo$I-*VRtwy<8%h2)?!NbCu%{EvPk4zOUL3lKnoF4)NO!M0-V9tU=wSKMTvUrn6!2!uZfn0BUx=se z<#k+Yh{wl=uDvo+eb&BF0)k+>8VgzObVWm%^tX~@V)vmoqVgUkk0&K_%iz9Y|PlUQsh}94v<3( zRk7T~QjPdR8P{Z5k#2}EQRk%eTi#1pWNm12mDKQGm@nGpu41w!(W`JBNN=!L1GFET zQ2;1y<&$S6zQeoP|6upiAgob7#4yIm?rbXjwzg*6to{BbPQRA)O!S^Y>lg=^WigW2UhhkWzU zF)+2M3khBlVB+Iz{e^ma*zRuA#a8J6qv+TWnY@&yn(Q7PA-vP`Y+#Thv zoi|_mL6u#(O)ns%(3=qH0CX!g=i1LN6Yq`Y2*S~)v0U(^zK7G`lmFmj(8_){AS~+{ zceZe?mml$F2}a)L-;)?&(Y&d0(cQYf=`k;MIP$OG5K-AOEof#+Z^3|4>jcX_!X-&K z(PsJ$KR*f0+QHdAeZWm@B2**ej_@KqoH0$tEhzO)6gRQ#tU?qrgp0odu!_wcNrk7m zB(jwM#cqo>d}5r8!O@k7^cvS<%MuRrK?`~p<}9wQAv_d4mw z*C-Do8UKwM@ywUL!f(X4ST9t5zmJ(7F{3+TfxJs-)Cg4=+=Dq*f4zSaYMaz#TQFCz zt6SEcKrPdo)^{~=|I4|LI6AnlO~z@nw>+rqFFRT4i-z0rRUvr zl&%%x{{mLOhkH7V`yo$ZRkF*{1OVx%IGp_Z6g3V8ME?M37xG>&HmMl=P&Yu$8XGjg@ksn`5E5GqK$0Pp1f+x>}m!iRO(DFJEH1t6WPK6%|@&-$3dBZ&q4#jyXd zC&l=@eOHe-=jjGAZhy;5V!Hu)l9@&kD)>DW4k*kEt5+{tO|GtYcOID0nGuDVUh~7J z)EG1z%|(2v1YOhfsO6u01gH_mWq7H!|KPxtTY(8WAFi0#MUW-Ak*;hbZ+2U?=?Q|Ilr znE+HKhVhyu(Y4O=pP>umRfGR!&TkyYn6fUMCFl=m7A`e&(puT7>^e6O78O4GLemGg z&5;zOZ`#1nU?}yWrJ`2FDikxt#rU)xy4z8o`iSB2ZQ$khu@E2jxXB)Zwj*d;Bz?uh z0W!I=6-Ehn-xyJJiY1o332eB9`&ax(Y-FAC+)>@E1y8bw|7jtH=XO-~%WrPWN?!`i zc0%5&Nt!v7QibZTllmwjFXv(v#Q$}UZ4IwXOZPkDU~6znTWp_CVNewhF}D;QdF)cw52H*zhGh$opC=W^-ndx5;F=%R2MlYVVJx+&GaPhBily zdp&#&@@xgp?%K|`x3+_1spk8+>Y>G{rq1|@@E`@ z%@AM#RJ>P@6H?>2|H?4|vK0zn{?dqizlMM9C~iA^6O~F>Ljb|hhx17vLi5XR zk=2KrKPsU0%y8q>;7lzv6cr`2h+o+(i+`I){0KeB)UKy=*N;S?;HX} z)NWJD{07v#xtm8yR4Y?4r!Zbv9#J&37p`6TZbm1Q`bLi)g6!FG_(J_&!DIw=npBPh zLaj0dgrUg-F`~%Jm_73kKsoi=KVO$Q98z|{2HJT{FV^w4*f`_DC`TTpsOP-|H5{)l zNQ(pjKdN~_j`A33e$mANhX0SyAX&F8e@5WBkmOuC52&{Stxu@{1_dwb1K7Dn88H|# zB6D^rS+Z?;l~iwtuYu|?kA_RWu!}}1O_)f8=B_Cq5Qh0*r}5t-JLf!r5j;Kri>93g7ZOMd3+ z?oPsf_BDLP_Cw0@PytwHB#4%9smu*J zpm3>i2R(%8*di}Zvvij_dQ%$WcWGAwUl-)jKV-n=Do(ort(dc;fh)8Cz|MwXE9xgv zyn4Nf;A0KbyX25yHtxvCK2MX%w?YWT?0&ec&TXuk@+;G zgQthu0x{NnEh@*i&`b3v;*=)?Lf4bKQganxI+sWt}eFxClWt@RZM^#W@R^qQwZdYso5%2#>B;| zI;Gv`r^ItL2UyuR^+L#Xy>Mj8p^)?S&Z8QpAcQq)GB;ac?benZ0yG9tDbi|dzI+xF z%n%c`BM-y_&w$A&24dp@kOex7M?YlmYkigmj|bu3Bj;kuS+@14n2{$bii8j6yddOi; zmEF`pn<};~yFymw%N>(wb}R5tPP&QkAWBGA+Fl{Hco89tWQb?OyGZ8z30dbAej?oW z`#7(_8hP{D=Uyb^lLEZv*%1XqwPLXfow+<(--nVz5Sr$}G58YoS0H@croN^?qKw7j z*G;YB!Rm@X0L|H>6c^k9(I|U7yvM+jDlp#mXA8sNl95NLA8?g4np!hJrNLUYb2t~1 z=GSka#{Jlyr}z7I8%VZ2&g%C?g0nd&bVcZCDOgICk|~bv=W=@W)LN!7z@Al2)&LwZ z%Pl@y@KI9*IrN(+xnq24_ha0ar5~niLkwHCrK7b)*qqAn`|(;DaIlD%iZRn+^3)p4-z+NjOt@{yc-D+N#HXt(J?X@V<3Njs zNm|86rppbhbCnz}s^c*1H_fYBQ|F7_nmbqdtnH&UEKVDOyLxK*P=2P*mjO!;*{nRy z*=Fj7hRG5PTDTZTI@)k|P1SsOO@c9BNs5uOU;FE--GXosb0vo!;ImG;2L<+3-BnL3 zEW#XcO8Bb9EzwV1Nl}iAUk~OObGtv2KL~cuS>3Mi^ttmUVk*;Nzhhau@a__uycP=? zfUd6r>8Bc*4!cZ^!;DBeV^{ev+ybL?@gTGp5A5QrgT2f(&ZU%T|LXTd<=w>-T`Q`W&dbzf@f1ca6aoJ0&wb!S(oKr9v7yDf{4 zx2X}#$xZiBZiI*{>jmtX5iL`o6iOtE$E8>=8EVV3(%ugo_$T>L4|p-WIjP4GUGWVT&l*;_ZxiFe!W;5Kx)16 z%v$1zZh9l3c*)lR2tgw5V18pnqRn@XHFgOH8;w_FB%y+}#SC?@*k-Nbe4MVqBxgx} z*z2`fK9O23=y+rG4!Suptp6Bbnv4@1;9~Kp`e{SCim=Eiq!+A@8vSbBkHAma0QTWzR|Jat<+)S4$t;<3i$e?qq}QyH~eed#$bSQUqBF@SIH z;_8JnKF7+%o3Fh0PPyv0MS^eex}azGgv5h0gl3=XqVPblS~&z4d`^h^(-ZpxN&O#% zXUqoqHLR`Teeh~H{k4VHaZV))n-l%UZ9Ru&RnJc$Ej~vaE(qq5Ki`^;!Fi_6&71e_ zIe_k+87@O7w|yE0j2ElaziNqqvzWY#id?r9;$~4s)cfXGNByCBaNL!#m9d-Jc+yId zgq=6>Moot~S?h@Po_>e*muDe20NY%1FWovBI~l$)&+@dp($KUg<84SZ8$-;4aa?KA zS?_?>bZ!a(@-K8|G2HSm2Gdy;WE%4*Gk1`mHk}wlLBsWfo1-g${-RuMGx8AW(o$F8@6+(V&xkOF5$+S3_6 z=TRkZcKx=>xj|#~T9}5T6ZpymT2Nt}q8g$QMnwx2bdm>xqy=%5zqX%X#0-sE;o+^C zYg9ZV0$ILo9iAW8yI!J=pZvP779S|z!4zzX%ij$;L&6F6!qX@dr>F@D93)Gy#>sPc zaO*{jy~)%|-Z9d@8YC_P@4_Kb;RdjL0!{ZPcBy37KzBiyP()gLyuZJf5_&4x5bPxF zC^{vacdZz5?)elMd{^Jh;UI-9B_?!#x+%|}e|4uqD_^qN$c&IPt^&5uk$96JG>Sf3 zYs!QU)FJo;gdcz|8*6dFAf(~gn&`ZLY6seu)`>f;qxAARrwCIs`kEQnaHuzmYC{9f zyoE(V#tf3U)R=8ly0q1C^@^o0g*hk`4}3IO2kFt~!RWQ2?J_K_P8gngu8fDmLJ_P~ zJ&y*_fjEsw-#ssMcJC68iTw>1EY4(Y(a;-k-X(P)GI;1)jD(=$G7zJ0a1Xr})}ohZ zBXI0I2XC64_E=j+w=b@V1aYg`mm>pP(ifVVdlQlyD+}I$ch~k)T^2IIP!MrSCM~1f zn^Oq3Kf{C@GWMh5^KN&fS6%+tunMEX$k-adg zq(FFDCm+^OK|%D1;P2dN6pYr!l0Y>M>lrK4GWrMBx@_)ad<Xnpm`_ z&d={V4wCC*;)g6jlgSrK^!ea(d5}#*;p$th$fUWjML_4ZrtOs|m0DNqu{^eG5S9@< z?bI;ypkTCe@^#sfv)7c0RZ50hoAplsZV&2qemc(eoRm)q#)`msS?*r1usy{n)S9fZ z%vrT;g&Z*7Ud@TKd24ui&<~4#g)D`jeQM1*E{{0#HGF(uSBhxT=#0sR9+R@N>&KJL zpU&`VrH78I6MEXQVFSudq!=qvtOEubz3x3$I6u#jMsS^zcHxJ8WL$`E|8Q!sf1DwH zsgdRG{BK`)6^W9mj@7Be06Rtz#kfj{g3`DeF6)gUhvLr?o@XJ371J9$2@#7s+6Jdl zV+mFrxY>3^hvDP~|x^}r?H)J+S+VAkTdv62HX1^*B zWmAniKgi`C-WuK^7|;)%qs!(xw#KE#v3BS=Q)imt zY$5hZlmUqvGn6*Wh=4SR_mja}hNirls5`7_25-AHNTJ~#Z^m8SdJWq*Kf{ddPCQGZ zL*E&*U8fPy8Fk#D(Cf#k$(vuLUW7@+&h+`Qb;C3oE~z) zEH)&AbeU2t?y_6qIFE3opt+B+oaQl9dgosUddJuTsW2&4P%dRqVnmCHn-GKF-eKW_ z%w-Es5s4&^=dOT_=)m5K+pD4~(Wop|v%Z-PN!L;w2Ul%No_T8#TYZIKK4OEk_JeWc z@V(=S2`Q9hhru2Qj1*mTMGHr>)v7c`$In)ANUsh+peJRPmBi92EW$rBd20&yjx(OS z({ee@8+bQ$sJ}sFnKW~XXh)I?Fk=nI*($FX`z{(XqAvXjKSfr@#;d^DL%J)t&+gA(X4-(gqchxs2&ZR_!2` zx5~9|i&i_={PX@)I22fuAGXPX2okwctPxvVVLo1_#hk&T-#mGss_N1R*&`-~*S$!F%!m-Up zenXia>xoqZYP(yFB(Xevffm~Q&C(+R30BJU78Qn?Rc6Vst?$cL$DlC_%8#6Fcx4yT z_EHN5FT+X6^TL1yBP+@~?!O{WmD8UbA&$D3FJyoBij%kiK-ICTC ziWjr`>8|$E&QlvcwpqbORH0>z(ZtOwP6p@~*}&`Pv!Di=gGdhj{Nu!#p_F-Hq2CpR zJJ%66@Xm|V_8+LvsG9&$bclF#{DY%(v2{Dt zHrWywsqnAo>%sza8&&*jpP%Npk3m&0wnLoX$+DeVGa!;SRZyQgzu?Et`%*yl6Bb2- z0t3gFk^C^%Y0OqKN%C~%f#|^rKu2o#VGTkVey+-W!qC{*1u%EzGYrxWbFc#R;FHn< zwqONUk!0$xD&Rt>)|#@ip8J$efg3fp)|}*O4CrQ6l~3L0DCSM~?u_s4ggs^2o3$nh z`0Nu@bgC@pjr3bTnV>`*BJbuJ;e)wY3ygk|dxI=&O>o{m04%2Ob;j5)m!sthUaXg> zM)%5%0~m!{;4zT_G8nfD%oZcI_oO!NOtoBJ_%Wm}n$j@rLRsU(bI)s9$6c}uE9Wc7 ztmpyk;)!I>C1R|!9;MaWrv^(F+fCTu=fwIZfp)oeaPeCJi1o?bO+1D0g^0rdpcT|- zjM#j1TG&+Yub$cDwtc2wkIk_R;vA70%LC}pa^in zd`Z!1T|JzZQ(CP%F_o>|#E}`6cKG^IK!G71u&8(KSsC7nS=N`hhFnn?P&+ z^Q%z0WNB~;(cQOf_rZ%AbAZc>IXzY8S%UscdADH(ksJa50CuVws$Z@PAo05`ZJ8SY z0H9I*@Z=fazq!J}8u`tc*PD>-u^PUEgLfn<9T8DWa+U9`My_{P-Caw#aHO2x((kcu zQYf^M727hNqdq58O!^0iH-wyR3W8EC*eLXfNCPQCd>vmx3d{&Z#GIXE5xs4+6Inm@ zV3P8oF7 z`=Ra)7AUcyv$0MAMaKD!7uxm(=*d2g2{|5ytV)X-W}a1m)nxbgBvazH(#4p9d=*br z+^5?NwiEU*7lIhv)7>e@c<9gTtCRiFp`W1MLhWUUA`M%DjbeEp2h%eAC8xq*=&bZ{ zlX9=rK1-;ih8a7pA}SUpQjX{v5Fv4P+Hbl^4`Y`iH@u!Xb5amQm6L|4_p6^g?VC#Q zT+rvZ2qCt?DcB!iW@X%QGRP3XobR==hUWl6<3x|>To4CQ;9Mym-4U@lj+A?2qhU43 zj+eOIF!+A#a2sBB!j?LrQnfne^YV1bLeV+Jw`tk_*g8}Qf)n>Cmsn4UH>9tQ8UT?n zc*+W>4YIx0Ogn4)d|9`2#GfDnSF@f=z!tY~+0+L>$=V-x3Jv?A^Gcoh^$|v9NotQg z3rx=pkZ9ngX85pzM9ev__oYO5b$0i=0ZWAl@J%sUA@Ezy7sBqKDF;#f0Iqxy|I~Dl zb=V`B=>5)K7`)TRL|0pN&Asty);`45Jh(Ym(3{!2+f_<7w#{yy=REpIAN6p&I#|QZ z3gqF)TUkMeIltn31$Pex`Cd;n1+B5$DbntB?M0L=7Nu16I)U2KF5pN8np z4SHgsLpI7PxBT0NlR!{ALER&xo+O}mYcA=q>PQv)h|QiBt&%L)Cy>0Khl`i8b?Ip{ zU1T8Gj&t$@yY&ZmtpN+nJ);@PjVADDv`UJI) z^|QKKDGZ3vMtHgML-piwNkHJe_fswy$NYU`&es1X!PD8G=>9~3~E}_3**#%)zaeEX#dg*g;2FYNyPVBXyR?XWF#Fo!^+UE!>Ii;G3-rvHoRWLMVYrT_)jNtKW*ZLlGXQYjyjiy$ti3BnIN zGSuzJd5u}Um*Hq6R0k1dJr&pV=KH<`Zo0CrmW}*{hE6K@`l1jwrb-(I&46OTYC>`SlX2^M5?13#Hz9IjThsEtVptj!?&_+%V70LMmZA~*v- z+|MWlPdbrC*7kG9bdR}jOm()panQI2!`mq9%T#N~7c0`@R_&Cts7}Z+t2aqKBaum4!N7M4VbsaSq4@}uCp6i9iao{cv7TYcc*_`Fw$epZ+s1E~9r&CZmb5MV_ZB_UX&P=Rvq#NK^VJ!UvF zN)#8qVIi+Bs1KMvB>51TonB#j$Qe3St2)r>!Puy-ad$_`@U)EcabeVlPIco}*N^0J zJ|ai2rw`%vK1_+BdcLgVH#JWZ^J(SVh-bkS<2W{d*kEE6EG|W6iP7Wb}fn?!{60CaE~Ul*|J2X@^S5QTRJ%oRMdY(Dr>B z*A*iVNzlC0?2Ut96} zBDt_@?VoRD;`yErkT{_q-x1H5KJhb=scg42)pNgxwE2NpDV-8U+p#sVJr_{Ak~gwx ztONW!xVUBmqB^q0hyz5wi7`ZU#lL-KfTZ;6bhdxB5_hM^1wY!EzE$d-0GXPKnp$SiJ9^p$0uk zI}K{b;pi>W4Y4HbBUW&4<5O3+UYJ@Oy61M|kV~~rQ#Wh6*<6vls?{xDcc>K<_`(I6 zz#jF`$ej&&f58hv&vzXQA610!FufSjO5j(XiHtYiWBq{00$Lf24~U&@=a0+XIw+f4 zHB9^D&l`An8=)h@dT$uVa4~Zs4Ew=Ym)*p%Mt;sA2n6=UD&B@lrk3F#>E}{W*OI40 zQgoTK0CBx*z5#}uiN7YbN4>IMR|iaznJroQ>nx#G2l&)fxa+`}}5pe;dU0k zpBs|-b|O>N4Pm5fM*s}=H^HelkHIp)d7IpsUEn*|7tJ^(J6hZ9f!7yOBL-Qy2*~ax z>cS&mPvmey@l!>e&SX5I=$8$kbP_4r*xf!;QwBQM`5bkCLGk7y=NVQc$<79s%4g8j z@J9WWE{ULQcGwU`@sKPzfUSSkXLKz?$9VT=Baq`LxiAIq`Vq}f4)uIRkdz8LFpltA zR&VbSNld`fhDfj_mI|g`hu4(k2Gf=WR!v9B6j2Gms!xwAKaLxXxMlf%?t>?>hs@od zr^kUC48f#cQQ;U|S0+3A!?W@2=TIwkK+dK!5_I?`3K?9-V=reSG}g2Nv?4#kQCo*o zCW3uKkbA=~G1crF9(p?2eRZiQRq*l#!Qemc!7|u|x`IdP05v=*f_0x2F{~wyUtq~v z;L#c&<9Y6xefxh@uAw?n_m3A-MGzagMq<_l8`^@1m_H0}ks_3B?EWlBof!}E-Y>Ci z^0?=C$f$?yjRT9$bU&jL8*8oEBEQg*4Pz6pJdt?7PPjh32eZy!GcJdjsxABW53v@O zydhxTvMdDIASv_H8DM`F3!XstE<79*I9}Y7eO&TEuE~)QedAxXP8%x}p8bL1SbTk* z?@n-?vfA(~&q?tzwejbOmDF{WlS6MRwiQzUF53-IYt4N*+&om^wqx+r0MQ|O|6;1y zNW(Uqc<(&>~mWpcpL zew^Xmf>YFODJKP(qz!*o%={!U-z&S~ZI^B0-F~Jy(atQKdIhxWZxFxtD>gyj6zx)M zC*HVSp)ZH5&Wx6yY6jk;BczxekMAIRr?UX-B_H-9isJ(dmqq}!HRvmoGM>y}d-;M= zgz?r?;Uyg7Gd2glj;eM5VJaaOAw`7x9FVvd*L`KpT*%!g-5&aAI0khK z^z%NBHoak)CW#MznQu?(+mXU`@l%C?wg1Ul?!HGlUFP2qO z0qoCh)`pin@Eb}rtMT~Fy1n#FFYqn|)@ty2;$NLS!mdrtBVL(e z-Rd5QctMPA>Xj{#PJ*39OJYS4`_uEt=TIc`QVDBK=hd(;P>`zu?0FSjs{kpDR*X*F zfhYBlvV>%GoPk+_n|G5t;Ac(nirE+JOJDx)r8BOSOnDLWLfG#2F3Jw@%DYwBP;tO>KcF$NMb$ZG{^(X#ms1HmFzL`tB+?5lNl-gi|S_6$IKvKpE zrxb0lHakTm>AS+j<7Jq=L}+L`C=oBuoGH+1Ai34MVw3{@w77m60Ca(`U>L#DiLa#( zd8NyDm7`0UjvJPyMsu>NI~1$%X1rvpAsS0)e6KE1pxTnvkVOjm6c6_0i>~o)jUG*m z)C=XmKpB2emHi5RD&fR|TGrVrd~pj$U}yP(-UZCtUYyLlF}U6MC2ra9Q;DYuyXw*4 zwah9|oqhcPwqxB5=qmd5)Ey+lXtfozJFM&;9fTfd%jIY^Hq@bqm`#N}?#@Tk=m9YP z-Rj8qr+k9uTIcexmKacBetxc#=3r#cG8h^J|24w1G5qjFDc8dBT(@e`dqFgsMl!2^ zKPlda0Ksopip#zEv>Kgg#C|kDwJfRpfh&^aIaq>krl$tI0-WlnZFdpoolq1 zTo>ZnL7O%&ysr(p%vX;rt)fAa?*aYfYDup9UUf06J7!qc$zdzm*qnJFHr9(_a--3E zv{!L9JWpyD$UENw*a8j4U?LV?9WJARnmd7_JsvWhN%a}v$|6^Uuv}|FJy4yFxf87! z$wo!_#M{rMdDja_HkuA@Y?aT1D6MsYOz6ALe#lE69}+S+3CJw&-D;7<0iA2Xh8Fst zIfk(fp;DeNz7u559^8$F19d%m)^8;?<|e;{ZA;XC@%3wFfCN96V1YJ&>wZmnFfwk# zO4ly=Q_eRB1p0BB*6_i%*#!^L?U1Q>F%3nN3Q_oUXCC1VR*v^(x&ygRBW|fH&8bwa z8HQ}J-&)Oa?QVb3r0OwG8e>+8aAOGuH0KLa0GO0g_=a?snzZlySg^v#ro=O(7r>x; z-Iqr;*5{Mu>ZllmFJ#UoQF)qFz(ohL%sP5SswoAEjP`{J-r;!ap$FBJJfdN0Z2bN~ z#Rcfz2|NNGG)*C^@Dc|`s9ePuhgX`mb`fL<78p)~FaAMkvgYIT!G95wOHgJkcts_0 zwp_8b$Df2PWn}7_)VnH`6H8DS97pm2OO~h7x+HHM?Mde*UtxGGrZ%RxH_IZOBpiC= zEZjXY3^j>kJ!I#SEAiS?QomHS*IqEX67%EeliN&FM6ET{l=X}xoa(iL-6GEzyxR&P zx@)9zUgqR)-w3Y%(~xtbnz*$ zD7Z>TyVtN&Rvp&W*u-5v*=4_+f*gU=9;Se4bG}2&?-H?|&^fj!5Lgry{G-79sM8k= zZ&+YafryICbKHzD4(35|<95L(0R&_&MG9|dN^L;=;2!Jh==7RaI{MVYTZKA@u-J21 z3ifkETxh4U#%IHj7+ob!8nmx$)T6iGg1>!uN$|_bB$lbrxC(a5V}?ct9}AGLr%74g zaiLCBoe2A|_`jg;cW0mEo&<5GOXL`6D}RX=2&FbtlKLS5?_kJZta zeTPxML=uIFLS&Smoh72Q1lV1>q913{9#Y+I&Iam|WU#e1^{Z(U|2d3m(?SkBp@&NC zTh2Hm^2Lw{$bRiGQ2*hnZn}B8D-h|!g>)Hz4ip}Yd-LI~?1!(_-i2})vOjX|v;5e{ zB=kK*E=j!|G=^WC5JMX2=t&K*1t3@MZGf*Ecoujkz!8YXc1}5v)Yhq)opG{|oYR>w zl6h`sR6hl-N`}V{(ut%so)rTEv6zA0CjFz0C#F96xF?8>$D4 zcfgl*La2VHh3g&YV()9~o(%PxTWPSTK;emnFzo2sP%Ac>=h1SmoBT?9Z%4bv?*xog z(7O22R_ZVx(e_pavlQtj3|FU3j8Hfl`%!EcVPTd<1ufa!b#A%dK?7{;%+|V2b&+Op zg#-!BV^3o91BwZIK3^7!{QO>JiodMQ>q`&HX|oo{w#P1`G2Q|FK!3V36BM~nkR6=jGBX<7tJ86RT`Ds$bv z7>%7HkUzjKv~9KLwpLTxx-M0j%|oZR_5*Z+$8-5*r?QFHD6MI@e_(r);a4H%G5fg= zCYyVNUp0|t(|4>4HUNmU_}Vc5fqG{Q4Hhn2i>0%=aG=vAR`UVxC9jEP)mQgs`oR*z zc=>Xj35K0XpX8VaBm+bTZn?N=&EV!;FM9OpTpT59WDEF__WtwGN(M#aQ|d)_-poKT z`O^Z6Ah$Hk#6J4Nn0hjjv$eVYOJZWAChR<` zMde66^t*!C4>);PHEYGqHnqvzadkva^|sH*RLzZPSIlW74*(1JM}&MiRll_v9&l3= z#@-rcmg%bKn;%iLBfK8m`zk{Zj&;qstfBy_g|Ze0!W}?9UQHKyq8JXlhrlQT?&;f^ zP@Q)9Qos5Y<7fRD_9%cmT?SK~Y(G&B-&c5A%rFnDGkK9hCslEOdyv2&!R$5zO)!Kf z@+xEl=$uDc77%hu0&fmec#_$81noe>ffRq@z_QEYISm=dmlfjrh~J`fBD&;Ne>;K+ zyRhT}3<4dg&N;qvNFke8{t%ooO~>B6*i zP~veOd|y?D8gtwOdQ#7OVn5I_*gco%QQOB$#7AfIDrL3^kne1xgOi_XT{u8*l)bLX zB8z!x*g5O(H+gP}+I+XYTdHlC!O`o^R2=gzukFtqAQILJQVT7c8K!-11Uh(zlK#XI&bdxTCHG0Rs&^$rVyB?1E zppcgned+*8Z(L9cO!1I3T}UBMfAy$25hGFeOuR}hvz5L)?BPn1cJ4@l0lg^0qncxO zW{rm{6&x50E7W!6>V>1KWL7lk>mI#%c&b>K6=;gvmf`qo1~s`E=lSx+`4#y7DJKfos69kpwp}OwZNM;V&8tuv({S}28BpZ zMMKwY!$_%F+5)h3;hC=RB>gHqk|LITdu6-@G8W~DJvB_lp=zdk{y*f*g6%v{(zoE#o4K;~%JRcV2JJG0Lz}@Xg%Oc+7=$9CeP- zt8!l%x;U6f#MLGklS6%CX)+}SGo6xpW!W3gB0)|W1cA~?wx)+~(?h(MmozRP+`U{Q z3o#q>%Am;kE zF5w1XYN>FK#!WgpgdlX_SXi1m89kG;NS7n{j3tpHqMmrqwr~Zxe*?kz!p3h)x5yWDvZW>fRSaF=oRLy3OEwps zh6&!&3Www9Dyp&iFh**ma7=DM{v2m<9^MbZKeCpSAMJ*e`!>O0O=DgR-v>DTU~7bYItN|*Er$j$L`^<}gVnNZJ1O6E820?J-tIKgxf zbzi)u<^}nJ2^I=yY{ctNnb%CErwc@JRB~rdb>2n~d%qndv16dC-bAuO-SsaR;deQi zf&Xzx3OBQT2Lzjw91-yqPY3|V#Y2%!5#{Pg#TlR)WySF)j1uBj8uSs(z%+Cp)Y10L zm`^=jeP7Z!6$Ac%4hhQEt+={iW)x664n*|pIc%0Cpy%n&l7zE8ocRzLaoZ;biq1F{)q6G3b|k6bN=l+l39Y!G-31ZEw>#iK2@g+>+4S&8axC|-f3V{vTo##Nqy;h?N(S>4B>M1Ym2jE9?yCR? z&voFK-6}p$k~~fI`;s9nK4ce~IY^K=S^gy@94e%*ZXS1iYd%t`F+%4mzX)>neNP|_ zhci4hTRx&#v@Wu4TR$x(5oO_8^sK=^Eq)!TygG<5C~&qx~h~wNrJ4|^fXjcUF)yylZ7CEn;?0Q z6$Y~wu~gUqzNF2{mXPT9R#e*7z16#BuCUf`z|Bn-VCAAq^k1N52sJ7hUK6-%h4)-8I@Hd@-D*VaRbs& z*w7c?`2#O_$9GC*K*}%DdnWt_1Gc6y6q$TRToI*lc9rd-4fvq*M5X{^Z|TJ{nt5d5 zv6rRZkG17bggh^CT>E!RTR8h=K!$%#!<;HkIAHoA2oLoY7TNB-+AvN)@%V~qo*S&I zrhqPLT-R$Ab$Qd-jlu_{LJ8ICN;!fKdZinxReu~(cz>T>WmUPTO3GtFxXRLbpxbY$ zc0lI?d^q)HC((R}n){d|S4(F1EHWt{D3rb~e>Qo8GWcHu7~<0}d2;M9)T^O#Uw+r* zs2YtiR=!D&M)Rq36vb!zWZVuJKYEQz)e#l5r}a9o$u2rdq+qDRQRle2^Uhj138zCy z_DxL{hsU|J!ZV))8{WLhUaeF>tRJ##*0=j)z#lS>=fxPktN5PMcBLWGw|}lI$UWw$NhT}DH64U_=jH#AxM3#0XEI$kylobOO@GAcimm6AwXMqe50Z|T%gld z4?iswR8^r2hNoj5{0O}B^*rsh%GxU3k4^`wk8aYCxPm@V5#$>Jm5f-&lrCFqtA5HL zMqu9B#6NCH;xiLj@VsUvT)Qy0rGC^l=ozT-^d4x@41%aXxb8J{CNwuraz_u&KHskU|cee zjvm;YI^WMNWarnP*-a+=p2SYh(_wTDSnY>X?t(Qj?y~0II_?+gq$b>?yv+(xLj5=N z@3m*P9wJE{spEuL_SJh7F_YTCr=azakB7hw4Zwk5&BawU?G5tz$34$8V(4LkK>ERL zSfKvny_aQ&VRB$M%a_W< z+Pm#QDgGYLXtvKE=pZpKBYM3k&J=dtiY!+l#QiYN~vy zbldt%*Gr1{2u#6FQ(fM(+A~c@b4k^JgNsjP+)Zdbj!Q=EjXyRz-fP^7WylMmxJW)u zFE9O#A-LoQ7sUFwh3s-{!`owtTqNbV@ky$Nxs)kMJdHv2egkJPiZW#D{pZ6k?;}+` ztO|<0!=Q~&`U|m+N#xUSF8emPeHVP|E*o7jb$NX@`r!F<)-R-{L^RMH|MRn9 z_mfc-&$Xc?RRJx_@E=3{qeBVd^?KRshQz7?92K|OZE5o-*+2Jt_#N^t0MU!07W9A5 z2wB6B2JBpzu%JuEolRO!U9V9=|LoF@E&a?*7df93h8h_g;K<1YqXrEQ1hI1NV~AKB z{&zOCf`Il!$}I>WqqC3u&xqR`rxtHSP~C0oxpt zFYEhu$Rb?ADkTg}2Q2`O&HHm7Gj!QeQg(4!DV)E+eA-&4(ys`f-HSf+mX$Qn7{NxQ zF9WcQ1=;Pbi>2Hk5zgAqphfkPNk(icC4UOor@d5+jwJXY%?xRx@0WM}1zwW?WbJ%{ zToUt8M;*}b7AmdW8X9;~SHw{RhhCw-rACOtY=rvAo46n18-2UsMi|zLtWz>zaB<&k zpR3KS2L)wsu`XlS>x!JZNxQ-S(sNj~;4@FMV0+~7Z0i(`KDE=q*zGXp8b{i|9K_7x z{Zl0-B{mLoUzW11I`2ij?Wr?1)^{$_RAuh<(=_JW(N@P=<5#<#fOnkps&%afOlEYQ z0n&RDu=WRNq=ENVQuQ_dM1q8ML&YI>#%*EecIFE|HuN`VWbE+argtwh6WLa!Jvdj( zV%F~kdP0-bebwI5`SAS$4OA!*CC;C-YJ*y%-j1MB2gDzDr(A*7)iiF&0G(MDG9^_# z^sc`k%27-Kxl|Dw^_*+X$bd;VpZi#6EPmugliSl7)U>24L-T-kZuA8Eg+9X3teF|oi`|0tjl<%>4;5)hY^kP_;SCNT4HM< zq7Bx*XI;!AbYfrOPi)|uUG3R=&aMH_ai4S-sn}VI)0auWJ~4KRdI>*!^FnSlo|Ov$ zs-nKc#e3lI_kr7BFHXOe-8J??>Okb7@Jz6eU=*e229eczIk{ka^0U&p2u(Hb3aEPA z+&4S+zE|h%Wkx`011|k4(NX+Ns(u%BvQ(V`ax+s#D8%UjgUbt4CAnap{*yHXl@pS* zG!?^nN_~2^uuh$%N}z7k+Hz+dCy>Nx&id4axq$L~bA~QCkV(3HEDT5Uy*tuvO~~JL z9W_{TRcox^;gkHdOT`q)PWECbK3L2(&uem=A_=q9F0k~4k`=W3jyqa$!v&~zNW(sP z0(Kvf3{L~)N6{d&%W-2-+kd%vNc<;62DqI7aSmae*YAhsXT!tp%89pZ-87Eqtc8Rf0SV_|G=<@^eYQj&Q~gnrxO;N zaEK#iPR4B#UYpERY?1r*;|(=!Y)>Qf9RU=&+c6nGx@$cCUuyxroE2oV8&>_X-DSHU ziPTg@STCz2x}?23RDP=(P#PLjA)hA!J%^>FK~y+HO(LUmRYzZihdpJTWHntz$TgM2LpG*FTn>k>cDpGt*? zJ4L%vz7s?)b=E-dN-=A-ZZd^?<%gp>Qi+Tq31Fa~B?FY}>c`6p8=tJtXHxe8L2wIT zBHe?fQMMtN*LJ92?(T-e;`_gO&Tvv5?FY?4U25yOo(6Ut&C&7%X$GK({4|@-o2t#Y zd^Rs|XCcp8X$ja)$3GAo{D}f!y=KVN#czz*aCzEXrhz@W{7_vOgG^VNTho%;$2#rn z5gQO^PnDHvA34le%u*`mIV+dy%Xw#d7?1x_Ve4miA4pDqERz1(wp_0U*!b`X2j<-& z>W!7{{e&;=xb2Otw53}w!{_DdpbR!%0U$9TlfuGs!vdR15e;eihBH_{NS~QS?B0Fe zWj*+;W_wLDmo3iW_)Ud%sFVJ;I_`EB;uofZcoNz{Q^IB@krTK7;;%?|LTmi+$)2@= zDBjiD8oVjDby!iKTeK*%TFkQRsc`cwP#yS5BErORx8{gpN1pgQi}v-#8G%G-;9W?a zQfh&!CkD?we>BC=st>l$-5zR$cemJBxeL-p-m+xb1!5`c+Qsrp0D0NeOAtzN>>NJA*mbnsmj#U$BkCu>tM8ReYiPMO^#$;7uOqtLg^`W zshD6hONk`l4oB+jU%zD^|~n(s?sOYJkcZ|qfGpOI;`+?8t8L`-wez|d$88s8*!2B&7v z{R~RIjZk_?+fyJa#CIE1psq^U;Aiy3&BwS9DkT)!q^<On{`%v$|V~t+Fwp9rX|DM0k)mDn$Fg zd^S1YqRwsGvg`z}7prNDTr!O+YhL-KAH`HmIX@8u?1|_x){ViLG?1;SO-{`NCD?&z zv#H85*iQs)2n6!VWz62JQ@LLUi(Qe5m6jd-UI#&KJ2jme$p7Bg?OlKw-6Ha`wceRz zEAS!>2HHjzL9-uZ!!=O8pv^C|XZlsiaT!H=`5lI?Wmq+WLH249!!6Z27zmUv=1I0N zS{E*B#;A=hX;e+QMQ$;{)uS20P89xpSd%>YkRCZD$>F33b%IXNiS>|53DKU` zhe~v}ESlvLIN#v4VDPREgRm{nhwg*D=j(aGO0GrU-3Z{`s zke!`hTqK1fRI(3(Uh_6`&DLHZ`6L8rKcxVWd3$Hi5qJ0RZv|zzSV?Ojz2}(26 z$Z)+mv*`x1tH=Yp;T>SlmA1rdhBzS2zy2k_xPNu%t&xj|eXXr0KbauiqGnu2VoU!n9MLsm%&N;IR|$KNHkoxH8?Ac7%CqE=QmyN3v9-SaKM(%u%m@LJ z)%BNDlKqschIi%+q7--QJsjXLq# zH5*aKEK%_g-_j)o1T;_6aT@ETg}u3sKMx267cx`jnz{Y;Ws{nVn93iKuQKvY_WD=)2%u;%W}?sJAfGXrhrxEWjZ`+A6n{2*TwyGYeLe2|ENi+)b|cbvx;<=2 z6c%k0Q)5~>8fSzyfBlj|2YZ`G$0H%c8aHqEI<=szNkLXe}%(pj0smALRk=MEze`b^af>CGEvRZypG+AvbB}H(epE18Hk)@Fo(yB!`i!2^GGC zVnAF`Y|i}vuxCV7s&5wvyXWA-9x@%^J2(_|}~|xUXL1qm96DF%v7vSI#K$fIfG(0x)5+ z6Rb1x?!Dlu@nm8@Rk~~e<^DRSuA4`wpMpZYRzjag9g8=KIzNV>yd+%kuqmPLGBv1x zkGqY$ZR&+%+KSH3z$(!0S9NSnB3I%NhIc+S?0bH6`c9=?b>E`MNz7bb_T?70ypf_7 z6f$MKotXm3bbO!b5Xfa5q5Lyr66B8XSnUaMEI?1$Aama;n*n7ZEM4Ou6 z1IkV?I0+ZbklZMNUh=Z{*gI$oBf88RgN|MGL=3AY+>uVsa#8`GAyJofev`;pdtxaw z?h>qqq$dCX8}Zn#aOzJ6827c?=N;6uQV=x~H_{@wZnyw{{jPm+nGCet=5smB^HbtG z8AKiJ@_ObZ|Nr)WY0{32?-Y%otMQ2fCrVi2Yi}D@R-L_rIU)$Vm4*28Nk%dEgJssO z!(!pw)qSdMu7~2{a zxUw03%h)R-HD+`2t1#R*@Z;e`arDovGt2H-xCk95G+GBnLT50qb4=rLGuFMA$m&OH z*{t@HoHz>zc8ZyRdsEf1#PY5?X(O=&&~Q{P4aOBN0zOZpBpXP;i=xf+ButZ5mRzX+ zI55~V)$$(t_dX^RWk&=0b3Dz@lG!b^Q_|T zu8pC_3B3j{-B&Vt%FQ8^R|1blUZ}brZoVLTJ+N3D4kVpLTPEJgpeiEb+I1Yx^ zUt>To!`$C=O_E@OkjZI|(NL$I`lWK}nckuHZC&nhC4jTIJ2cjsfW&k=pY&bALGyPv z--k{hA=PF~uIF8eTCYgh@vu4m;$ZE%ttXW*b=JLxYttfL!xl9{_f#8?p_g*;@jmj1 zVX3=2`pqGY2Mrx+F=N?+-6E}aTu7px&9dRQr4?n{Q?{??>ut+yIGSt?xfvr)RM;oL z^_{x72dlG>k56L#nZuH)&W1Rf{z zWNlmwraQe6;oo-$FJ4&yVZhpRfA<&7ZQ;0H_7VaJ*Cz(u*MlC#4aZq#(I|G|jqlAU zmvMh?is(D8TN`tD#h7wo@DuH8bQ3!o)Wl?qMhT6QsVkS^9ly6!%X*+E7y8%2&PAxyu$CBY51yeGnbY$2Q?2zY0nil!9Eo(zL2AY7&M1`F>>})lA`a=zZWC^x(EPYn`=p+*u5&c5 z`~WmLHPSz8XX!x@fhZC=(_o@W#h$?F(i~crFAjbk-Q(~2(wnCRX+S75!r8J>s+@o z2|34IiqUYop{Oaq`{JgramC%w`l|J{8T-7*vzlOQ2Le(kln;@p0~oGN6_)N-tgf*B z$-BDSj7T;1!T3}?=(->4p<=ErRJ zrcJx5MjncO0$tiOcl$SoX@~zJGTwg(%bi)LAIH?EBo<(2F0mCdhT|DTDA+lAwtBwE zO3hUYz=~g^uTv0BbQ7D8y5wy*WV3h?QPelO^K!Ioh3?IW@fBb;K_O^sD z*6({dcUO8p92?)_e7-7`iWnq01wrQT%CIsm3YthFUZRS>OU``$y7rAeFbMSRyv9eMWX`Qqo95?kw>PD1i_(B)qv=G=>nXPnOlJHvt zY~f(%`lZq*0_Iur!nQRTs7%SQxxTkP{>=jX@nQg zqlsYwycDK^fdZ`qGEP9GuHs>?sGRN}Th?TTpIT0uv7AR-#w#L_tkxSid-5h~myohM z22Dyr=bEI6NbKzkm^E z_zbg>SjYeYCkIdhwly%^L1a0;X~`Z7-P$r?D8bMykY{OsxB_=5F3+W{f6{K2BL{+01n7rH)%VW?!y!Ml%f`dw>167VahkaCUuPf93_Tba&72!8o$MZr9pu z6_GgZbB0cPSe9X|pH!^utYrPN=NPw-a=(l|q+iQiiUm>+D$i6TE%5->jPb(5K3l;q zUQ0z+^$h_azgI_DF?NSD^rFry1+bB((CYDcsUDNj=(Tk^0un!QB)bA~)GfRd>?agf zGipz_iPcC$;S^Lyu~@1m<^65&=>})&NY(VC>D#h4r5m8=<~0me&PQb?3~cNlddZD% zdNe-4qoZ`9o$KyA6;N8Cnsxt*&91)B=1~Z)=^~a?8?vkDO85{E@J}8S!fX*BA{RD* zl6Cl2;^puaZ|vGLr>8d5>F_hXyHP&yx6*la>b=X4fxrz8s>-<+j7ZfV2?eTPqPWDM z%)1|_spoId7s0M!!Mhj!Rwvh9tqR%(`eQDpdjNKMu=TC7bMSQHy+{Qzn?7ntwk;c( zaBoP@!&a{gs~DBW2VfQPp(TQhlPDq==@~S$H4n7mt>=bxd_QYe#z=zknfmuwtRCd^ zlAS8e43bSC_*btmC*PMq+2`skL!qX@zR%t5=cE3*?iiIXG9SeHZ$cCv zCk{YhWTG5L`$FV8+=E1Pqu+O^KN@;tqhTNw0b@)jeT7a{6gbnm8qCiWuSN^xm>NB( zZvbF=@4odzw`R6i46NG6d2`+K=lz_D+wEBm>`I0A_F#I2^MUPUmRP^eZ1Tp?NyaYn!YK|qN*8XA3W}z4YC-*a! zEvDK_J>kUoSOj-mXZb^U25Bz!_YXx+_>Fb*qK%N}aii2?5LKyOdX)H0eoM~yOr^dQCIQX`9; z2m2!wUjNAgocjxTL})BlZfJmwtr$C7K4vwh4!X zyQmOv&38u-EATw04(Znc(m^x5JX`0oEHTQh9D+dF@1w?sKWKnH{upavfVQGD6tGD* zg|)*Sh1Z#N{N08(VJx*Vnl_u(Tj>_cY^V;rg4$}JoJ>XCM0M?3utoLz$ibFIAz54Q zPBa?;qsHlH$S`+|S(^bdxk_^ZdVY#j+XLR96)6VA#-*z!pskl?nnxXnqnC^vFtSw$ zXUe@i>hsZJ1NZ~VZw-gzhB1Z8t#YBX&Ge@=*W3N3P=s9rh4U|@*YW9=n;tU%`J?Xi zoG~nf6W3|5&`c7%h%BZBZI7v6HS{^+C)eXNa6o&jUjCjdf-7+rDs#W5d1}Jm9SaYu zoP9hebA7JyoM-rmCnRUYOdZ#2A}D zKBaJrmmC-a4gN+KKGQo0v8Cz3UG4KYK(t`aI!pYSMN}nwx*Cb-xTAaMyv!Td5E1Q4#L5x4` zTBh(-g~JZQ9f)H0(r5XZj~gf@ok^qu#QK_E)bd2P2(%WnNYS0(@O*0_hvZ0<-;-#e zcrKzM`Nh957~&IksvQq#H6*!vBz4PF2 zQFjU0xxd;W5|685kMIsY!tYUB3%Q8d*hcdD9DM|=N9+D!`Sy|V$W%`u^e6&D9400G zTCTIx!NAD_u%tf#SaQWA+8$*}0JLH;BnEa0u;1J&@1R~$+)xJGt_GGSrarYaO-@SH zLfI8~bv5 zI@YXll8^~NuIb6aKXlxG2aMg-J~5Z7fYwaJz%#)WF`WAFWD1Ba*3ekyhz_se%6Bqb zbG27V72WL)EUA7mN!>(W^^*U2nL5PS znRTOkk|h7**#E*a=N0+_U|y2BnyG?K--xj&O;0BDeZ~Kwp_b@?Wr<9^KydyjGQ$P~ zU)2P9AQ>PuV#X0xU`yGY@ zM7Yt27Eu0FyW0Yb^W$EvciG!j9%}LVnHk~<-&01Pf-{ulqq&8MTz_4_@5InxYFgk!WE5OY zT`$lsFg&ZJJLy$QLs7u9- z6F^#|ju%T%w-qeZf^!6HIvX-*hH!q~es=h(YA%R!0iR$7Jy6+Fnop+cCGJ?z<0(ZB zY<376Y3ZTj56?L2wY7g^v#qlqeFLRdWdf`ar^szq!;|B01aXy@)2RX`puBPVTpcPi zrJC71$P$t7fT2-T+yN+TKLCjn&oMuF4Q2XNdHCOSwcT(5Hn6IN%p>H4Uh)XDYzwos zu!LXQB)&OF;R9Lw>xf?JSyW;6GVMFY)|{I!r8d~EiW8U(mo*kU^X7(2i$bhbJGU;Qi5`xCxrL3hi$rKyP=g zah?mJX9NKRT+_S-Tm6*kPr<@y#kpL{KA%FKqoeGR+cK=HSGfHQaPTEU^B4Zd&B|JL zC#PHvR6}sA=N=K^;jypEkUwvIv`8P^G(!hSe~Y|w@4>MmBUr)A>j2Vbkg0T4;1@iu z#C1vl4NfTL^5Tavr|_1UOnA$Kx(hH@7QzX+EVley(W`}HvN#2h@QH^a!>nsC;e%9U zUij4Mo|iG_(_`k3JufOa>=pDv3PEGc2NSi_gy6wgm4Y?lq!v6rqX~wt29K|FF_(cb zIiKB0nm7<-AgYKHSqpf13T;E~R^j{a9tC1io`ha31bXO9%FWoB48fFyp(|mAIAjFp z7b=;YzF6)nFxAv3|r5Ba_l3$uQTPTs{nBw*v$hOe(7)p=4rktR#yg81sc%GcEa z>Qb{3%u?f;-ZM-hp#5_RI-E26m3Mr*5>gY5NcN(I-?W7d{R0F1W;k~?SgvStYEUM6 z1w)*4Q!9*lTtNc^+JXqpw)I}v1Q`{9(ZnGeL8E;+zeDEP5cExDRwj3t0v|&Wjm1UZ zzivw(w<$zHSQa;Mm`TobuWjoNa9ONRP~_NL5odTrMW1Y#MAwJW`trR=PWd0dVxD2? zr2H49fgfBA$VMF(&wCYJF!kiR*{@;%B5959kWaqNk#rj_%8fCckZEwR2=3vEgCoa9 zA?wL?O`orta*qHpb>PFVq+Nk9$pOrodog+x5WFjdIZP}e9G`gHgir#SdVBgPO`aii z#&VrOu(l#PMGyR1`$YTPnAW4OXBxvKgD@&wP_b`%Ocuw$o^;J35w0ws3Yb||>l~Fa z&c!g2)3t7uw6iC?E5d1hhbE_0r1=dz!_2K=qv$|rObWFGf4aO`ct_YVyMGH1!5F%Q zntsEIlc%f~r6u%N!9vRlw5w2d>TrF0m!z+kf(!S0t~GDQL5ug?K`?xA|LQx(vxINh z+XDjrSGoQF+5P2wG;@!*^oUQTf=jNqK3i%sMLSX#C&-0JkKy6O9f`)G?j?KIW|EVC zmf5cPz!}3?$WN_{orEkS)oP|{#N|-wG_~;f*JFP+^5UNG_!+oGHdvVqeX5KvMvkMx z1A%QAT%a;N>)8{frEQQ=%AA@`yuNAa9WQd4K&H#2N|=P66@VznY(0%sAUkwEr?e?4dzNmpsUN zyGIpYop>q}wS(vtaI2!%7FsuhU`&cxAXA9~mdBXPrZEfwa)C52^_r*5ZODLfIMFrP z1^cynl2`l4Vx+oZuQImc@6D#Fy`XKWL9}sSTp@pfKkR0zxm&&Ar!qY9>*IK*fb3%* zWpTM2%C^$>0MUu*BiF+$?6(E7r5TB?%kUqQ!H5Ixvz|E}!Eq1%c%qbvi;66}C-9hJ zxyDTl8fW7d)&@w8CU%4^j~s3o9@rg__n*1qpWZi)9_`#L9TI?VzmiSZk8 zcFYdEh{Rf+Wl==vZ&j_ z?^EYSl3E>XZuywaHBshQ)bl)TgBGA5+4jr~3~zvyp5daRw^dv*x}h z2GTeKwIj1rzGeN|rOPCl)?pp12_UMMdQeMrY_EefXge(q^5=YSp-gZ-*de8RLvzCt zAW{#R6>(Ke<3ia6q)bF%l9_ujM5v1m&RmkWeU+lT!srzdB~Bjb*30U1iI$c~c~JOxzVk=yVd?^fC}-PQgWdWyv&NH-z5|cbc|19T#*Pll zQ8ITvO-45LzK#5nUIfB3bI{scqSToOoE-GVpV|l*;izq)g5awpAV8AfHmhG7;ux>y zCE$v#IApMf+_RfOdo7&tkB>Wz(DAuHEL!i1$ z0cnl?x`_8s@d@@L!#nF#4;f4DDH1KB{UCAFU52-+Dcu_!sAeNrC9?a4o2$K8wb`nl zX0ds&qa72Cz`B>#ZyjR$+%EtRX1o-mWDfnpp4Vu0cH#R#G-(-kX`dlxJH(MtXk3Tj zKAfo#h#{a!uSH_yh8nP#!aB>gcFdyN2nyi-`Pm7DZN8zP)>H0rg3Y7LXn#wa2 z$_;O}4Ude4q;#a$Y(x=A%<{^XPCE^d{RRCII{YKj#uv9QXQyc8pk7 z-)->cK2}jEBl&Nm%cks zxm+)^dGw5?+*^zs0(F7VKWZ`lx*upBRTFJnN(E;6`Sj?+Gz}K2x_Lxc4itP^$nlao44FC46pVUy?j&+)bNATu|DA7vD%u6Xg9oUR6=NdO7#kDHJtU0INkfXE zuQbC{HU})6qT%D!A!B=+@>>4-CQVKS35LtIG^|~lbww9q!VY>9mv!cva7_v3qGHfR z2ma#vy>8Qyy0yk{Ov)hLX)J%>a2eobK~%J}s|pJVmO_c>rPo3JF82FNuK*-x-a$xr=qQ7OV>^K{*jWAQ1ounyj&$-C~C0xz{_-As#4g` zcgjxBAr=EwN94R1M1@$C>UD$`@>+$rK5uV$NdeSmd|lg$!tT*~qSU4+6^qh8Jpz*Q zw%^o=#^{EXwd0&TRxru+x0EutQnN=`oaO<(x*1R2Notfpjda<0H};SE+5HPtfvxmG z8hxlMP=SpehbTm^I*wY6>52)I#`Qx4-58yAU|2bTn+BkI7~zySu|X&VeU)374|{EKob z6?Pilg(LJxc+|(5Uj%la5Mp zCXgnRGNX=NNq{M#W_{{*!8iUe3?q4XD$v9}GL!|EbD6dtBC=muT4F&r|66+<>umd}Ch@@9belRN8!rU^N*e%*u&9cu@XUAeE-rXG{)7WuEML z5rn=AFDAfu&g9$#{!eJ?Dq!ti^a89B;33>!UJ$b`=w-nEn}Y<>a1=`kgBHb9J01N9 zSoJ)|AGwyGr{#t3Sk`=dIHgg)dyOZIJA}i)MNYPUK6&rpG0oKE z8sbCW*osgM%gKKbsf;WLn8UOpl}xDz{%Wo@DB>(L3f&_|N4=JV7#6Yg1P5;TA^HoR zI2aPDM=m^u2viAgoB1o6ltU-5=q z>cT84=H*w6qLHifhU$@7CJ>Yyf@~cCebdMs1v?Q-6!8H{bnOQUbirf-=d%wrzUQi;3!41u=){d zt-Xsw>Zs-OiGOJ`fI>E()UhC>4Z%Jpf}*dYxi1IJ5oGwuBtI~Bz*7uKnAsN?2J$%_ zfbTD3*i_Nb?UQD}nKxRZb}7W>FwcW}{a}n|q|JM-TpI!!8VXdM*;PlG-7!{vVFAAw zq+65=@c1uAwPwN;#bDTGO&}E)E*vwKPF{|;y^t4%N%F~A591RQJ6pVa< z|2!`qqHEx)g3gX@rTn?s*e_|WJ^s%n&1qRzCqxg!TLER~KumRD^;=2KOT=}zlyNNy z->~4_N+35m#JoE9c!T%=sx|N=m}LCC&ADieQ_KiBTh}Xie~4!p?~%d+Z<;p9m?az) z`9Fx;Rx@?hJ-eAbf?dKE;ZWE&>wekqKeKzlUxE6GmQ)2F zf&r4v7yBq1RTeu2YwuRaAfrZ5>8zNrUO{6W-{_mR7voLyi-Eo~gr&U(~kPO%?)pU&^BLP6kVuLtAb;=mXm zdrOk??}}K(-z@kX60u^E?-#3ap1YC?Bch_)$%XCJUxs$1;VLD%zdw1$HT46i{WQD0 z9h`HtaKdoBy$#bt1FUjiBYe#Dh0Ue$Y#osTck%7nJ}U1YoGC=)hs`?<%>L7vM~j{=l}E zyR_fWT+1WU&R_An{ew06zbyuM7`|EZc=VT4TgFMO8oz^fQ#7!1z6-0(zvgD;8M+rT zqWD>Aq0nCkD|kc2eX1bA=?Q&Lvv!=%>o|c|{oYdhX=egzVd;3dGroBD{0bGQwvTd1 zY|UR7Xk?^KHURna94H6#SSBJa{qNc2n_uPDBmqfL0xGlC>qr2Uqm^9Cd>TOE+zmLB zQ)(h05CVy*43Yo=BbdlFq>!6HC~*vAw<-PQ`aX7uMaf7=s{;^ z%m?dHhkIQnHvCG?J{~W22Uk8Zbx>H(u5y8u&t!}dI}6U?mjAa z)jPpJDB*V59YCJdTpS%{edtfn*mwX-K(xP+ZkyOu{`C3q+jk8~{-|s%<1LqBc=g1K zz-Jl09l^R8Gx6I(!8OFxI1t}=CUn;tQ>TD+*gXBxkA2PoV!rYqko397OYkUmjXH+) zhdT;9s0ELn-V)JMdT!uoPV<)TJ6p3d3Lt@s9#WltxF8%mn7M= zx>~dg$~EHRyzS%Sx(t@})b%FzmC|U9F$f3!L#GhK&2-Hl%3yymSH|9A(u6mlM6aW+ zayOz*@xe`Z3opKVCZkBcwFtLQ#updojJ3W;ZJ-da!3nCoF7;i{sdFk9IS0DB!FQzt zq<#hq%D||GB?3OY?26f!CC=exJ~<<|7Q|p1^99SHCMdady}YJUOv$XU_dP@&hsj6i z_S>Imydkvdq|sL_Dvjljr2r`VUI}q8R`R+!JHuoov=?@T zxzR3a;2!xtFY3;4d?5X+#4Mm6oR%@eA{X=`dYuwV$`i$6lQuZ-Ya<7Ila@7cigVK123jT= zsLj3(le(t1$s-fDa+HmI+*S%BfgcG+fVNc){+bTS)g?)K4@O{=bj=x7xQqQp@&O5L zw5x+B?}34fMaE73Un}m@ad<`z$|slo&-?>IINnT6J&Ekg`%;(#F9?o4z>xkPd&drh z4lx@4vAuI#_BeQ%W11yqA^8*}=_R0{#kgGNR3(8Wjni^OA7R9i+58!&-z?sPw89&s z|E>QHtXCS#igynb8PQj*v?Vkmy|hBcZIy;WWmpQG1COfYg6zR*r~o@etOxiST6M(( z3Wvf_i?EpDjjC{D^9zp+KPPPusb)}apGTwPJdnvKv2%idX959ihsOv_P>qlr=2*pZ zJqPNnkiI}wv|L*qfrB1Qyqxa|q9B-1C2x7A7{DVjK1}xayaAbt%GNMmOPsy0klC+q z*nFk%jEQO$mR-iOuW~pOBUA|&#INe8g`g57R8qZi!ast{?v;TXs1;M{>Fy>3-!JOh z7o0M6`3nU`bHpGpVC{sw4d7miQVL|36`>kqnuydXwYw|Uy9b1hNx{yEROrbrq?;{# z>L^6xC232{pDzcfytlWA4ni2S4ncS)_3^~K`1P?LskWxfFPOk!mJWN5^m@)vmmQ8H z{{!5_M+7WhW5K^!VLkm#$-e7?ux!GE$>EQL1++Mo(ER)$Me(3R(e||l_fk>*I_*QwT=QW-mVlUk#8G+ zZxLYbVRbyeD8I5m1%-8^jWfT3KNFwx^1~_{+^~)1ru15!BtSb#Fq*(Rho}1}?^-x3 zl@7w97MUL7n3$>w2M;O>m_f}->R`NGZ%ni`d^WvfOr8>dZ&m0^f1v5Qn!qX(AX8V0 zghXv>zAvb&Oe>>z-rZ(j9~!-R)5!5ptS3Vc8(Ahf8=|Ao5?c>dtHX9zNE)6Ps42=4Q3}bq;aYWl z%*^9Vi(O7-0KI!Tk3`{)1yqFSps8i(Dbkgym|E69sXWfyeFt!;5UToDc9an(9@0e^1X>;>bI5|yPD|p-W6|EeI z2Ot%l#~c-s83U+}w`nSEP+qFi5 zNpx*G=0%t-*FEx)7m!n&2UllIi*3s-rQgvLo@V%h7PDtKBqYlvtV_-;X#R5@M<=;8 zvcaGwnvMDRXdRd>q?284)wgR>-r^a1b$jPFy_&66C){U^lr_FteVp zFz=VPfMSWr1Kmn`k(xJYiBxBYHn=JQuSVPb8<)X~MzI+|&_QE(%4WwUcq3znX*hk(5U6wsf)hGaq8tH6i~fgQ_K@YP=f7H?Mh2@*)2`2{x8r@xlv zH2eNA6EUzA7UGRKGy?>XXYtv==^vPcyk6u?1A*~EQx&|P<@U6dw_9Fb6 zmW8tG%p5Y`7})WaP@6(Hcg*#GPwk5BQoQgY7p$4KnrFXtt|wz{-%=cy0K%ZI@DKlr1uBR7i4OU~1VfCh^B}1pBse^dQktv8)`{XkN1W6w6`fxmELF*y#-~5Gt zrx!I&gibqQS-FkoW=+sN2`gzPyX7%S`N2k}mvq=Ij9|%ftXrBdatujmw_K{Jktmz_ zwLM!Q@; zK#30Qr3w5*p$w1|(F94{clj`Lcw)pnQ?|^?C9am^c3}Qq5}ABaC!07l$q< zlJkvVtOQQb8#)f7XgC={38qYa--eq~4_)kCpg_G|7_fp5r4Q|LYCYa!%mQ0RIx?D^ z84lrBIj>|s36%0!8;XHct?+d*{>v724l~vi<;Tb|7mjL-8>-dIA^eJ6+nk6}Kf936 z5`zY%2_$Q;lr)9FIeF^pX+;Oyk<@{U*8jiOMW~Ft98|OoHk;z7!XE3V6~f?a`q{^kz`z& z0?n4+@;Ia;Fg6$-*21d)E3T~9uW*mdqN`A5cJLHPlnb9q8i`>Ag1bOyqn^vJ$c4hqaAB13h!>Vt=NJ z2<$4w03^Ii1DRA-ZCHI?u90mNo&-=&y}k)P{R>;sWKE|g0<8-CthVtz+4Hcjimazm zxu``NNotmXeBl2BvuwonDClA<4y&wb-PIX7F>wWc2a`F<+<|H*#+_u|0Z;)~j!+$2O)~(Q?|0#k-oW zbT)}ErQ=nIjzKa0A8J`LR0SsVj507ztoO7prC4$RsG1mp(9W@s6y)16_m}xe7^vxo zbA*k|vwE?GR)Ix{I-rz%;=_=U6^%s%Hme6Wq$Lgo?P7UEYGIO8W4hfx!>RuXN-4Ljih6v;V zq&%(v8?UB=1t>HBpNu%HYjD@U)U|T2WRam0Dl5bw-4S8hpKYl)J$?9fqy?vs@35?^ zxlK^EC+{pHq!JpUj{~iA)E}919Z~V0IN=kARFw*7Ad!htT5!2P;LPHMLX0LpI1`nVkm;8Vv;gq z9Bm4{`gP^zx0(gCAfFH`!_&6r)Yo+x$gf)+mwQD)MT+qlFaFZ|oK z{@^CRn1l}<2z{x?dZjeU`}hy}n1=Fz=QME;Jcju*iVarTS&wlr=(7MReza^+HLvT8 zFFAdiC6Ul&!%zB)BFXAr8sGjz29^p@G=@})p>1y9xsR-Vq_ZR7u;s+B8Jbr23_gRtvc&I6))iq+CUmQuvuu5!cW8E9pSr`{WI*`pnj#Ai;3Z*5C|#*3yhs$lic^^lSUw6@gywwH$j6a1Ta`n==N_4Y>!tThyK*TzXf zcKiSg)Jd)CUsy0eVxAh&D9eFo_y!JJ*|tpTUHs+SD|4ywkTD)R!hTs6QdKY`lt2^` z(jV|@-4<0JO8NAqxLmzPRJ?M%cBnp6wEu@csglsE4u9{{&Pa6jmfpi zNCKt>xi(}P%0&!~sCxm%Fjx6|`EuL1!T%NTtx6A7b_RR{EZHWNUlkJ{a4#+^3p0=y z{gz3g8nV=^?v7Ng7fh64Mq%xf&3p*JGdqB7j!Mp4ps~2nrMi^f`iXKTG1BzcjuYeY zXpCo_vJC6+HGqZ%LP0Jz%r=pEGLwyt_8zfOr{Nriv;0bg)rk7c195yyI&QHac?fYL zY{9T9(5mSn>e@LW&te`Drwem)a21^X%G)g0$oUaxy;C$RnlXfDnAh5sR^Aju^fPz_ zeqR4QKxV@L8LdH)SytrKRsfI$fkqq%I{he(&c~lqh_;s+-gdJXZM5TokdG43bq5MQ zHFCZ-(7KPAoUR_o_>2ZeImQkw270cbUW%fe=7>pyEg@cIqBET6Dnu&a0)He$@;twE zaZ+;j^-9Oh+JDHn&2&%dtar^>2R%+oPoM#Bn=8jXg z+yQNb<=*P3&X^ia&y#vv5#5eNM~H8(d0vrxW}VXcp=1gaKlvwGBKu+R5;sdZmfcqx zPHhM<6L!Twhx1pl6y~=Bu~;b#N__%Y<^-07b>tKDfa`!sNn%BginSFR^;5BZldZI*I1kiBmihwKzKov^wo8UdJiHgPo`*`%SjssdbZX20<7gUR2|> z_)LbW*ySbeG8nU1McS>}o?hwg2*}Xq#mZ`-ZV)%4==MyNc9M~a$E3Q;BCz+^)`>;3 z5SUU+m437AC?NBD{Vl)-^?>D?Dr9QXdm2c{ADC-O#6DI@6X*WH_4{ABdTkxCXVmIA zjKr;%HKdbSpr)$lX6dmI7xQott0gyDVKNq7*G)Q)rR(gV{;6`l6(1wY!R(*22G-QH zg99~vMv4tFKCIVWQ$nV>g+5e7fbA9^p<_N>-P3PR6j_-Jf>Q`z5M8!wi&Z0(70QeA zge4^r76BnnHoIHpRyiB_#&*<*jUXwWU)m+p z>g#{7FgYThu)6_<^SNf>MD^kP7a%ee406k^q|Sqj2X3pk^+gk96UpT4wf7-Qd%kui>J>b!haUfK`ii1uGPI`pd z>j#{ZCzk#)$YMS!1-!C8#M-}4sy|g5$+OYt-}$5N2J9;%PtR2%MNsGc*kiHR0=-o9 zSK8iw-kR>@>T45x^Z*gFtsPxn<7Sc?ucQe=p=MM?8o&UVTy|h2qB$da;RL;JMvGml z2lt5LI&>ojd44I>jsWS#aX_pC+%wHRZH~#f`*g`64U-6%+qJfzaneGakAnfcG=*3j z+5o&bOt8Zxb?~{ZXXA#NE%$5}JyxPNeWz>h8o@sj6n=qmyLAuw!`2)1IBrxg$IR2(2=V?4^h8Y0 zU|ThsqgK*A#vKZYI!*Wnp^c*jd?(0r#-&HUs%hMWxrk{}4*6EvHttz6URND&H}0n$ zCPYQHk<>e@&2Ri^mnu|wESg~0O3X)mo{LV>zzqV@TRct&6cr*G( z=!iIlS{iSP^#C_`x?Kh{c*o^v#GsXESO}-{ zztV#$;FyI1Uk^FTp|V2Jew$C|9O>8^)IJ{W^b*>nq*jwhO5oi{M7HZ&tl@;>r?2B> zRgMT?GXD@ozl!; zut-SmeN)f3A(Lr(bEVPys4V}vF&BUyqr zK|gi!a+Y>U$3oN0#rQL&!v+>16Lc2bsfg318ShgQTiIdY3{5ApZWpLS)F*uv97wB{ zB>(zlQqf1>1ZNhRR%gSj@CWhnwoYN1|5kDL038JS)4mRAwLt0wxk>Lke6H0FF ze5G>GlQ4QK?#XrBdy5a;Y&rm<{>?c_BtlOQxBuzq1jQ<=usphOYwGfrJM`Rm#t0mI9`+@LnQnLS0R>F2D zK~l+j$|j#uCGu3aObwDDu7vwtwx-Dr4|g}f?qh$@n1dAXvNO4 zjLJ%)j^YPQ&gvRI1}k%bOFVZY5S zkMt!_vs1rWRldLp?F#A^0=A2ykvv1 zSn3|ILpRAZ?@5^(QGLn_I8oNh@rX2VWSr?j;OtMJAgd5BV%VYOc)C`{$SUb7bc8^* zgDvu21t2K#l}nSutK2cJ+Iij$WSulsVCZ0cNjPnU=`S~mNymK`;x%u8;>3}T5*Y<` zg%Ij%62(BsjcjKh&e9-O<@2K9dMc)Os81F+b6-;S z((>wzKP%-cK8MWenbH>90$WU(gP+lGkz%AqIQ=>>7PG*Xj0X7OOcq;j?~(HGx`2{Y zzKRsbn@C+#g~f2d8mM1uXT-D~2&VR^+ujkj%;Ar@E6sdJ2H=Sh$8Ysvm0mp00#*-J{27 zC&G0S4$aru{0^3OUPX&Q=^a56*uei$_Yi9^wF9~6-si}dxK&$Sxs?*uE_5dvbkFLa zwP6QXAjdivq>_vMKNPGK30S|Y)>m`BZKlECT389melY-lg@%4fpCTzf8Q|{{eqa8FNNaH;l@U1v;?6^okP zCf^JM;_W(iS2JLL=rE)=;+3((@967s#q~*jftxx9WJadEw&T2ONIUIMlwCw<)>dhK zxw0}b1o%*i`*WN>zY-TXx}23-7qWf^L2pDOTZWXH5%Qa|`V%b_K@9U{ciAdE;ff6x z88*CyOe0+x8jp>&`}q^_Uh-kM5M=>;M=@?2r9isz9R>=vL9eJ`C2lDfU`&11R-&X9 zd0&a1AVfeQPjHw-qE$6w{qD}LY947wa+v5;SaA$<{ZSoI#`(<|jP}k5Nw6g2^Rswy z7&31_+v=}20$ygEk4Ge2{;^4LQK8#xbSGEqQHtI@sziY2$126#-?-cqkQ?!-_)huZ z)e~`LH@VQ@hm2fI{}6OSgd^COP3n$ZZiuqC;R{f&x(}Dws}dEkZb~yarw{`@Oh4tA zQdcKF?Q-gCT&4W!F?Q~8p}z(e+a004Pv3zcQ&E20ykjy}?38EX>}(l;c2$%j?&chp zWKarI@I0jcK#~7)C=XBExO(FviclPqVRoXWy53s~VyWLm3A}^`-inbr(kpCC_!U$n3|uhD7jV$6Z)P&gA!Mc2JZow%({F=gU_zLFv=lLuj&Q=>M0 z@yTrWOUe(Dd6ezDjQf{;?s@JBRrlppdQM z#VFc;I9Dwv&Q(ZF6Raw5l9TihWjj2ijw$EpKMGD$*<#O?F+okgT$O}vwGu$Om-0~O z@+c__Zgi~KCuluL;kMu93w#6h4n##wQzn!JHurxcC(ub3d@2Yfv3If6rzKaVWYKB7 z+~qa+);?5^2Ff+eoRzCNQ94V-SzMYx0z}f+T*FNIyR`^LNz5zbTZ!JSH(8ip9Le@8 z_s}(mT)yp`^4Td=xQZz1_1F$AW5Z=miG*3fmU}vSt;;jtXvDJ4HnntGW4Tw27URcl6 z$9{b(jb#n_>+LUQXpZyCFLdCLx0VxOvh$JUMqQE0iIz=|-Y*`vu!zq31=(io3gvF4 z)K_-ZvFvyJDo1Ew)N4TLki@0s@2B(vKU>;5?2u8xwJ>n{SICrd5eQajKmzAKvxc30 zb4iW?#IBy1|BGdE)R7hoM2qf#46H+m+#1nMWws^kvv}CreRJdhrIfq|NN5;NPqMqcrk=Ed~Pf{=|~K=c{+ zAAqQ2mY~B;gz6>Uz=Qxne9HDzmYEP-JfoGS8l^{l1wN}^g*lg-z1a%e)&>w46X4px zWb!HzACD~4TiBiVr(_GHsBI`RwJ|G7Kp9Vc%4K&Y#lVlpOu`{x=kAgxoA|~3bxtKN zs&)qVdv&L3TNwoM{Fs#a6yU|ngq>hEUe%-GA*mYl7#bRATVzNGVCBg&wF^yn^XRB$ zK-~{$H?YZUF8|wd^B9KN4kidSNO6^|bwSpTj%#e}7{JH_2A@uk<*D-Dw_c6jp8MZ@ ztD!h5s3?(%_XG#q>|0vqTT~t@);nM|G;{_JiD|C}%*gc~uPn_uJ0mSG184V^BK~A3 zmZWHq70=}p!!Hi#U)US`K83@(b)>h!beonKm8+FHwpLqx^S~b=$3d82=#KUh9m9T#tJnrn;a)odl=o=-8}H2f>q4kGg`|?M^{;G0ey5b@lHY<|JI} z16e#$xdXSowy#LN>ygZM&6*$4ay`HYO2C+i$+5vb9i_<KPE5E(goVHgBVl`L> zL$FEAN40btyy88!5KMSy)JD3pbeF{vD%URrdFBK{Iqh^puLoIkRI7NDp;FhTG!-M; z5;LXJ>0gUdSwZO}N{Ar}CNN%-*Jy_4k{MxN;P9Rf@h8>vKSUU~r8Tu)blx{d$yv!Z zU|Pvm=rC~XX!pH}Bo*=6bkIigjL{zDHknm=c#qSdeU5Fi^4h+9&A~J@p_lJC7~X1Q zVhfyze8e~F-vk-UHoO3;5y)d%4h{03gp&Z&ZVI@Zcfzxw9qMDnwSI=C-$njsAA;Ep zsNLC8ssfi1kkp1b*ekHlCOU3pAns`ia zPxQpz!Rywq>YFhotNRiB5KwAe9TH40)+oK6qeFMIxumW?CHpvG)m`kVOD|q!ML`}U zm=*a^PurwjeW4Z3V@&rF3zOf?L6X=4^m5S({Bg(%?fmuWro0Uzdd2s2tw{~!v;32$ zZzaTzW~pYaE!vU%EGS=fO$f7{=NSIt06BnC9nimf#YsJ@Y26m z+}U{;vG@T`g2GUSDJK=3WsHke*NUeq9Jyak_ze8xlzW&)RE7r*I$6k*9&_-}rFh4A zhRk?^PR518RrkZim|l1UG1_LlA1tec;2$yqUj^*^nz>@Cl4<4ZnhG$o3V@0wG}}RNFav=&^fXKr zHtsoL^W32w2|L=s_u1`KbvjCDV<%D6p7i{Js9%&#!H5gAG89N+<`mV$`HpIE_8L0k+AYg_I zb2F?}-#DfUN{T&%K}KJ_tiv{RBGiHV=_b&{4xB^628*jebE{Ygt>|1`U6BMM68UTc zIIaqpA?oDxBIvRaAeV$#Qp=Pw_s(A6BmtTnd4R5( zun{Q-w1bM_+pqG&Ynm(?Xy2DI=q+_EoC9TEQ)o!{1tYO=5nApU9;V8`Y*>=}SkiU@ zZDwBsC576`{qi+KmHX`Rij}z?RaxkqYyQ&(oKx<20u$i?kOj zM%yZZFy+}JH2lPzPj}URl)EuyA8H1dtNMmU%1NR+Q$ZNT`zlIsDAGeDXmq3XUmn)i zqdk+AF>-Qr)Zc+})(Ae-W4+|yy7Kq10aw)>?Jq?2KiskuC#Kt6WTS|s@U&;!2uM)< ziB;JPpW@;;b>A|)#$5#+z+G7YobgdA)+~pkV;^2;=9KzY69atgl+{&0jatSALOUmx zKt*OI(}T8fR2V>4Q9OZLxuSzmotPb{&r%uJ@zB@}xrNE=K--R% zarc9#TFZjztZxn~Bzc6C?MVyHH8f4A@O~ta$33sqIcR1kT$c5V-CAY8Lgg$fDOCA< zQK>V6=xdd+MPK|c2n}mB+3D#=t-xd~eiB%|N(!NJ)(Fp#cmWJ-tl#^2SprvE7`^~= zsQ{x@Oh~##n<`wqm0?NB_=-lj=P{#2>y%z2NYIyoj{%mbnSDXn2G%{9+Q_O5d5&+WE*PwHM%m~#CVGNaUE?)hyBGaaHF5!h5ob6Y;B+oCxw z08LoG?M{SJ5Z9_Yd5NUPWZF4W$Js!lM37Z^34l?Ur>BE%aDx@L4XPyf9a(P;JjLp* z`&g*H|7kNKdRvgs^F__pY$4@QaS^i$Yd%uC5j)3}Qh5q(Jg%W0vP~y^6j}Ken!^Sf)QKsAiQr{u?x#-)CW2 z@B3DFWjRj_DJk$JrOGZS%3OlH7siX@xa*mj9f|?rLH7)-vN$AhIn<^F`4!BMZXKCy zcZWg9@k9MEt=-lg`kh6fHsl)v#|rHDxlIG$mF$k?TK(fr zu`(z_zBS)6?r7j9dJ2SyvxAMZC@dWveJrUV$A`&BT?`eTRB;_=NFGmTK(K8hZy*x= zLSnxY-Sz`{r30FD(6<|NsOpbgEkYbz#+IM*19B=avuiYdTeU7K{3CKz-2U#;V+>Yu3ZsJ88CZjP?A$&*tcUQ>A#dpZ0S4T`F-R?^I zxCm`^t%+E|5cT26tTO|5jE7~{AQP5nx3WSjPoqUMKVdN2N2T)Gg<4ikXnFTlOk!l) zTn+6g2jS+$G^$hi_k9V9Q?l6a2ZQyUARk@V!CX_d1PMrYzTna*fkH%{Sp~H43juB& zGBfZ~>rwT(S<|D<7j?4X|25nIcB*PhVO%MwRuu4{1TN&x-FZJFOEY@d!h4<5X0ETz z#}OSpM5-pN7CpWt9;!M3XOEQE1QYZ5C$JrTPF4C)uM|MT@}aJN_1PnD#d68>34Fi# z44cY)SPmRq_{~9=cS+^%H2Fw!_}@e*(@#{-fgs*I$!WFtm7(-lGF$UktwGXip?j3? zUj6y-6);)>Aly;Sxxs{VSDbtIt{Fr7X6qeb$V}eg@J0d_M}xjvaXKDrADhxp>Afg8 z3h4OZ(%e9AX$>L$@6{|VvK2G&WQOEb!>d;sFYC4x-4SU>mQL@CnTUX(qnw6CcJuqU zwL+cUE%-_`H8`+9Sa8*IUUHAb|Ji-Lkfk(G2rGD*llF869?6CB=E{=-kwODFyQ|rc zA>%+@HsN^pjej{bGR9lQ|H4Zg z+R_}^UoAHMvppO`i$vL#ytMk#0Ro+SPstRZtrhH9t?jiA^{ya{VZA&Q~-a1Pil`rlUnV^yMsRCWK z{J+Z5AY6JKaAO^bT_YmW`==bL8`9_KXB8|Bp28mOThVK zhh~g@NvW-iwD~A;JntsCYd}Xs9(3!{Eivsw zT!JFTeB3}aM2x_tn8@{wXnU&a_*H~|?1ep_`21(X2TG7gNj*hS4Mhcpd;K>9ZXJE`VlZtK} z2=jy%IcfqU&JbAR8F#(DOWFcie|iLz?Df_?Fx(%w?8Eda=OPb}Za(P{0oP( zdJ>W?hA+9XdZEM@PiMjynVpqt;blASB|CEsg>;qhN=0DvHRb!?=jZl={}PYrKihmU zAoPA?hw7Il=(RcYbbl+C2x*Yk#aF(_^r6K~ARDuJzhVgjSOX-%u~1jMS*`V=KhT97 z;)4cxb}*Otk~J*2(WLv`(nF~|_;3%Jn8q#un^iOw5)Vi(atcQ*@6?ROAOV}<1&r#? zr4>O&;RTLIodo4y43WeDYWyvsesX|*<6@4nMvS?^*$-{W09oXj=vm?`av7bs;c-Pe z2WrXBu`cWJ(#RDCQQ;c430}dnuu zV->4xH&=qOzMJs>p)o*Bmp}gH557T07C8JdYpqx8P6%o|QTg;B%>MSkdB`ifMIBM~ zSL)CMy>mZDHJWif+=R;}rvo%5JhSqN`TT`X$0Stq^Yp(Cy2+GP)_?!o-NWd|ei6vcIv3V$)LufJa`i*@+CDtyD3y zBZeK<9j4m1?#im9fZSbd-9uI(b&}%WcbtePXne6h!y2f_1vHsfae^=+;tr;uSZjQpiDUB?9^EA0Ha znSxcP6#s#WQ^-Zk>XG)0c&%k!bXn*B%{vB;6U`q6KhYFlxF$4HDN(Qs6F z7{x15tbds9t?&c~E&&8pNS|x}$DbFzkalUZp@_QNy4RDXu&eMGlXTN?Cu#Uu2^h=Q zSLxG5qR@=|2>Eb#1pwXYA&2xpCW$=N7$E+k5g8LoGxJ8Dnf)on#vjRXx*ZCl-VhRp z0Sn-)h5I|4%og9tv53#>)BIE-4WYp9eYI%!1=#>qrX3kv>HRbmy2@~;+gC3d7eESt zm6lglewtYNcW-~QwlLfL!dOdsZ&A{{5Vi(`1gCzISusk4{7irK*H{{-fw%Sh{2lm4 zhQ%x}G>JFIrHt6V#2kUA2U4@`Vf{55Q%ofvw0|k8R&jx?=&FKue?6l)^MIV^(CAmr zfLA7~M%7^_k(tu0vZl&mAi~Cd*r3xrJ3&fkxYPSHsl(NfjE4NVCW-Z3-ZKAC@wh%G zt*_oSl+jl_Nekm?J?Z0bYi@iwoTfnU1lE3o8@q4`|8Qg{Itz%63p-8Wa&gW`FTJ)d zu6eCw^iO5`C|!mJ{Dr=*A3eMU`REMno2A_&dL<0vwd^dJ0MBDnlnAgxYsXYe61f37 zFt)7(x7*-Xfq-(ury}v-@ifgA)mM2@)T!;HqXT?bL(KSsPw?)Ke)#XW$bFl_rZ=a2 zc&`vnJO#Jf#_Ja1{7sq1OnTFoGZp;GVDnXI5=A7ObkaIP^NsP8&xgZ$zwYT2o4u~z z3$K*I6CIQl?{Pdo^gzoMAEN3pAC2`!v@fa`8LyYUImME&*1h+u^=FHRDRk~bFm$O> zx|I+9al^1r^`lQVXQW5&u*DdZdp}wh2l$plS(nF%>6psw>Y+z(L5A5z_jFsSxC-D! z85j_SyBM56Ly=jpRomDRT-WS^n@|PJ+8{lB!szwO%<(Y2Y!PY}M<8f$U-j7cUZIIuMO$mdW z_n;2;oD=3KVbHE>LL5+K%GMzJCc%Idv;iGxq$n|J~{YYh6@!(+X*a%MWFJ{7J<^p82dfM#l?DsjNsr#1NFo~i!%4a>xhFEW${5q;RTLIodo6b zz#iiFUErIYyUDx!AaPazx(=X)hT2aRoo(|)E;CwY_=wlUUK$dh`1Vd|ycS6(amE01 zd=+D`LqoG86sBI5N$L_FP*0g5ERyypVW7GP5vi3@ch|jFPROdm!tT{~&PXWvbsw1i zO4KIevlL-S@_t1?h#ElV$E=u0jtGh(@Hn=&r2K}}mWnipS%F`ogf#;jXEl1# z^Zzc-DmaPa8LHq*`v!hzaO)+|)gA!(u zs>)?zMy%VWmnTGRof;1e`i-HD{5OSan|^bzTZZ3$T(+!?6;Wqw{T`gSiT2_+oI+n! zLzN47MHj)*%3j%X{fI^%RmkX^xJ-3*`m*Rpa=DDDb6&*lW zTYU-B9iPbcSOFhHeCb(dc(p_S(4( z9f_8{$(?#ookP%C{7-I54Jz(+Grd=g4e)^WQ1u%A!IT&+Fkh6pia$H>>t+9NkiZS) zDP0bwou9P?Fz%l@M5_jNvR0n^7km(vi`N&eQ~<=8V>Ye(IYdE#n}Z;*fCQaK@&~@7 z^-90p2x0Kl3_xKh=!Fma8xg>W#Qc!Eh4(a-sZu09Eq?*Itg^w`Q23LMepR@1u43EL zdax=_#?&_cOf+dD<`gg*h((T9<8o9mxd*Zzxov1!WK7gzYP_CBY9$ zTADOErD6ZmvJ^^KI{Jy zs0!I3h{*#5LM9AJGC?p$qACFOh#C!u1T@VEjD@dP z)2acvCPvu+X_xBD0dGLKtSwGmk1=j!3$c`58wi(~fqhew-kTscWlsL5}L-&uNXB{JeI+QRYMQ;FubFR%NG4C8k}{6Qv#b zs{HaJk~r$01ylL8KIEzWL*4scxgt;%^8pBCb07;q0E)C~@x>OGKyxt0oY(`Zf8Pf2 z*>ums*sF-46GO|2s`tNVU7CfWDxa=z>9EMJLMFD+oW^jK@cJDtia{i*Pm#hQGJY|^ z#zpw}0l4CWis|mxNEzGG+!QO?;kdVHS}=4sqk(%?xSi9mp?~4aSI+B$ZtSx}@!GW7ylXZK08Pr1;kWW+N0nmAJ1_4TK98 z<+Y3~#4@G&u3^E>N`D+ZydIR*QTGd<-&wa)H6At1K@tx(({kR)^OLoU8x9_qrMqAF z{1er&oOl}_&z#u9FqK^utqQ^i%bVnMW__ol1Lj5PTwGZR!$7A|kYB!3Hh)wgHiP(5 zi!DB41lFx%3t|b}U8@5aQ;GSC{@>Peah^};N}nJ8y7dOGh~Hs{qHdJ&Xw)6IzfBUd z^exY}tGjqW3J-?c7iuS}T0|+Nv}9@xhg~|=EZ5g^xyTMiU%^%tk6q;oUuKbPh`ws>vRPUV_IrW9Sx#*>w@9Q;0X&T3yD&QR zUwOCctQ`8pz=ClD*Tv3>nhG-O<_?zTyV6=EdCu33N8d66 z&)GCdk;+M`rF&BpYjeIAd`>Y7rj5hgX?_rDF9wDp*Ep&}vBX$k?eION$M9 zGVSwRW1;TJ$^ysJNq3q)jpA+)}oa5F|H<7oZo2#lcI*E;P)8yZl-~bol8q{ZsW74mjiki`?_<6#5@D6I6x9%b@*!JP&-)APE z2REfq()Tjur0l~dHY=ql-#DjFQDyql9z)V|i}Y_<5v z`CuVf*4RA+1B_rHRV%$TZrP23Y6A-^8q15vCqk<=0q*?z1Z) zv~kdB)m%;fVcPbPp*Z|j<-7W%`-;t+48eL{8mt&vWYr+zq@q>yw%>LNt8;11FP{5T zCxiMe4>e&PHQWLynAdQkr*Y%U}3PHK_0V4F_|a{S(cDX{*-RZd~vvTUtxznOKNo zJDsW4Hs`)dK!vSK@E=kcQ#w94x{$B#^+I@2Napq|_tEGgHxmLdF%@3HFKk6UV)QE* ze+^qj%?kGS$6Z*6HWtAkea`8HC?D%|Ab=CsIkLWmAkcxljB~67)eVd4flUR56fKXs zQR5@N+*w!lb8#sJhx^51PL6m#qoM3m!7Ei}JXFt|#c%}3qU#}HP%6?|^O7S=O@|PC z$id9yMveDKb^z$b!w=TLvMkm6fUNpp4b&p_h%t=SPx14V8z|m2c#&VuM#YvwJDA5Tv3NC_{^*g-Ji`kNV9t?E zaUj)Q*sWCcCEx3vDfdC4oD5N8e!xWk({e?%VTzzpX*JKUSKr`+0MHf=@Be4{H24=> z;)OF$%&N!`-31rbJe&Bm1FkO-TBu32$4TBv)m8d<6?3(U8LWK z&DP2Zb6Iy4KEal?+AL@{gG#BkRsFQMVanHI1Z>HYQ9r6h=|g>P41O{?S@wlpAzM6M zXY7Ub@6HyBIyt_FGu_pPC+Xec4I}0u1&Pf;*C_wW56wKc|F^bec1gW3vM`9!?x&w@!e{rN-**S6g`N?CL=)nyh!liEe?!Y8n zLkMp3d=wCCt37%GWEJUrb<;ZU6potL)20r!^5hUhmKI3=s17|gD z>azwc)5yv6*Wki32$^NI?t(60)(f5GBw9{i$9x2m=y7(I4{^Z@KYcC)!p%~5RY|`j zm!`WS9Yte6^0z!F$(wxT3(Ib-JtjGtJ&{t*kE41JR4K-Ml#T>Gkh!v(VtmaPt6vHx zdbxT&L;$50dmYz>;6N2o%uxM`bv%)p=(h0QrJIKqht|ThUN8TQ5<52O%HoN(#bVD4)+e%}KmtLYG4&8UGv6GK(-_y;mj$}15WkWm3lo+XnEGH92CzsWc zoGfLVq#t5VHO0`cmBBn=exhVeHHlm=lm><){d%<=i)2@gXCsiqUNtehK~l6`H#Uv= zm}cWHiw>#Yc_y=$AxJi4+WG+fjVFbC$xCj^m}B*A*;5MPGOgIBesfBd>iG_yH_9W3 z2DC8*+WY)OymYwzegEnWiot;xD-$=G+ZEZ*M6aZc=Q4vUkDR-N?QO3`&OE0`hn;6} zM8Boo7OW?z&^E|y5Y68AxdCKt6=T%r5w0qZx}F2rlu~ql&E_wdsqGgeoDm9^h%LCH zU(|k_L11X?j}l;8RQ3;fiuEWMxU^dSE((en-B{v6lZ+kS6Xq*xGvpL&oWT~NxdS&Z z2&?A6;8zB{B3}D^(w}K<{`oN%RUVH?n+9p2-1WxkG6A8oDRtpYn9H+<=5x{$XWUT} zb-C;BMR!I*dlBfXrHv$?bbrnw_}B>aymfutT>$P~hck(YzI$_mVOk__S|`RRs2qDS z_4sSj_V4I@J4is-XUk2^DvZ;i58aO1tUxMiMcb#nLa_#&A>3!9yIm16$4;{2DDBBO z|0&K5q{6^t{isASECCqE$uM8T=MCzTf9S1fEE;*3j&7IKf4O{ZA+2|-5G$E3Az%J) zhfp4y`xnZvm;KV%K>rpnJG0UXJYQL393LwuDkNGtP@aY9mY-K?p+bHKz1~s(-Hv@h zq2$o~xz+9$N$ZFMS$sf+M-mioX)BGs%gd>Ge7di%mn`+uZP8r?Z&+M4hTx`-t=c8- zE1|)LWVWpSz1f#A6H<1pXFDTPG+C8!6en>!&OobL z4Iyto|B(uBc0OzNE4gi0?_4rquQ9T4yI!*D-IqZ85499LC1zlmq0L>^DyH8Txg2$Q ziJOwHmQO!hb;;Kl02$*(K#y@35+Y>UdsAepY&YlHEoTtn@5uAL-6Ajl7pYd>jfwXt*{a>_V3}x>PogFkzPXFz%MXBfnaI#Yh^Hgl8 zHMOsXKnCf%Qg}(GNs{g4FsdASllaBKS5dpkdim7tHpo}EG>25(qYAfHoPZcqGU{V{ zEcTAdG6P?AXz7{4zuJ?cl(<1icfq9?Q7iM?+}he8(=ioIp@pJA`xR-J^xXdk!^=|< zy??WHXDE_d|9ZaH3c98)y1R)4UT%KC0J+Z(6CE!ZDh+mn<`?M$N8|0a%iIRPry()WY0AFioxVeG=W*o-iRUv>Tp{F3mmmo(~gPKy${ zv+VK?l&T@WV{Xl%yNde*n2|uudAuE=i`DDztH++%RZ@t+w!3|;fcEtH#m=(I5$FUC zpV^i2z|BihYORX>!S0cWJ$hKe1k8M>Cp@&glQ;-v@9! z$0f)Bb!Fa{<&m3Q--nkE&b`KNTc$56g`07Y+Qn^nGv!1{BWRQ8eH4E;yTiBgF|27o ziQ*w+681ts;{w%~Nrb0C+$e%ynVQ#?%1lwR1=qu|4-hI9x?<43{!!yDx3!a;(?=Y;AM)r=NW zv1b@QSN8(wxrR$ZVA5DNwh#Mkvn*&dhXqGgnFHx0S);b!Snf%;okxw}*jwLta3w3( zK2IlcHm79KA;eWz{HHfgMZRgUnagkEyBlb|S@U{U(HYhvfn4b#>4S|a4T72(weSF{ z2xjjdI*df?k#}qZOes6j&dIo6jiZUVhwJ%1@V6TPk=eRV>PHIq*=!SYDnyQ zC9bV#GK_)IfJEh48A87mBGktV%Zb>l_Frs@KGTi`_AZ@H}IU*OaKUc#|>i9`2?c z&nanCojX`W69f}G+f|<3M!z^MRjD^q$qMsFVc=<0LBBZwlOn;Ue!c>8gwW=p^& zYw4PCEr3HT!o?q{@dtmzZ$U3CUc&2yw%?N062PfO7}k#$nR4lnHGY7Mu<(_n#S4;x zbA&uSSM;`O1MmLn*!+YNA?8w=tJ0%bgwN0#sBB0Q19d0`W^*hNRjReex&+Osy!CNb z>uct$4*in5hz=N-qAT|79W5c&4>PE!A#Csti#01Y?zUs}DE&Xw8k^l;vUPr!CI8*5 zm0L)A=O4~x*Df&3wvzJ?DqU;bi95-wxX?G#y#$xJ`Uo9COc7l&sHPpMFa;uDoWj@c zu8IM68ASIGiPvL8H3-J5*As0)vpWt#MLt|Oc|AEM=neX;d-f$0=ZbM(8xS%tKWhvt zO8#4SJQ+&PLz^U_fYITNUk}T_8*Ye25Lybj%S2d;vb+vfPQjHFeZ6*1)P}QbRUxzm zsQk4d^M=(}cMd9Y9fZjr(2n#x0tO~eU!gV1Bm@liMEF4Am@B&o0)q4zDgRz z57VE5e0RCXdS&Q)myQFxn1>8J31QlO6{&-c#uclsH}L!2=P8!BB$hjmvlyqDD&-RmehUQAowy>nngI}=DCK|x zJk+-f-)!+unpX)VR!#q2VtqaOQ*KhaN8x1kABQudBU1gPVIV+AP>0WH#RZ@2<6Vhai%`FQKnLs zgVPOPJ4t<~0Y8oXJu45<3N^*l3y%`O7HA2pVfT4J3LN!bQiPQAfDPCQ&hKJ0CYs^n z`RvTB3GR-MhxEU6W(=j&I+KM(xrZF@yX3!;p%o&&syl(ULn<*SqGRHky(cj~%MOZ7 z3ayQjQgxtQfL%}Du}T2GJ^}aph?VZUjn??kw7oM*E%OdGBIvd@!@}#8?%AjjKwQUk zD=1~qC6P!&w&Z0cFWMKyxxARtCqQVg2sxaFVb_h!^4A@u@h)4W@R5IZFGHE(hx>FZ z-hdKj8L3rq0#f7*dGk8HoWo&%L5LtJTaPY160#|LOX}cp?-5|QPjmnIqZh_2 zy{PJ@1as3SI_f-$jOAp}%%Xkp0XtG?E8h8+&*TGLss!~wyEN1mnLa~<=vmlS5C8>0 zc+WTt{>L3@;uS-^0jUuRq27SY)3TU~v~x`3DAb3vgaekr(6D3O1yym|YSe?qY?!)C zS5~Yp4zcXr^pbtN1o+g6uhiQ0&P2ZQuD=Ud9~9N1!3n-1pX*TwV)Od;gm?6YPBOW) zH__Hdl^J$1aYH{pp5CzagLw~a`CJR=`~Z7)mfMR)aVmO4A)3t!%JhBaD0y#2&YP`| z;clH6?a#j@m--c-BTLtjF`{>Fc?aSRUUY_~>laxit{*HXGGY{Xtffrd3&z_#YqHXh z?aGwUuG#t~zdf;=k>`Zw<;u5X*-)O&aYB~tIa~yWMjD`797mt3mEg;Rm<7Re@=`7M zE)b9Zi9kIaV~+?Jw9P+Ax&;PKQ=ej^mJgrwVwRA3b3w8%H2DaCwQWRu){%hU6 zdpjy}AV-J(mhI)s#+S8*K0!fhYK%Ywt*LH_^NY!XW|_;y9Z52`kFHsVVzKype{LE@n`3bMQ=vbqh?v!`So$nMu$2hutEsjk4OB({}Qy zLUWHp$kn6(ZZZNi$*e{0y!T~VgeCEqCT`0Y&F`D8g=4F0e$EP zc|)#lY6OFMP#xd_LH2>p13$50ZXc^8|5gE6#4LH99sULSbOX zWc^9ia|aa_h#^zHSxlG|c)f34fh!*GV(<~fpOnbnb@D!P+~Kr3Q-}WXt%V_!Jgugo za3Gq8?BEdRL8&#j3S~13O~NI-pFQ#Gvbf;9Y+kniz_(AzYWsP@z1-aQl;-K=LlfsK zdS+Zg2w;wT`BKx5;SVxQAWuzRMc&K;n;s*JSH^Cm)IOEAeIo1~+UQgcS`;~Ki7~t0}6iUJI}Rq zG?(~jNB=cSB5ZN=IYfe{SLYDRMjaWyirU@;6ZKC&%uAgT#^yPZ1f6|#_MQBzXx4DW zh)cepI#wgXb>YttiZK!-uweim4!<`1eH`cf#u>U^ZLb&Y1I zmK!Cz>7R2T7h#1=Q+F{qv9>@y_^Aa|KQYc&if_)A0C%GM*JvwrRy`X!e`xPkJ2g^**Pq$ta13Z%#!JzfQ;n!KiBszu(38!v7R{Tj$W;pn9pq}-2Qef$Jyo>YrL zU#|+NjeFRKtGuJGi}UvmO<4w2yZU(h)tKqD38`MLbU3TL@|4hAC^Vep5PYJ~&jf>Q z1WuqT+b~+9txagi`}7p%iK6(smP(LUbZ@)8uy=^0a$Su_gFlyi4OYqfg9!}_N@UZG zo_5w&JrPM5@Z~M9a~B}h_$;c<`&;_%eq6d%5PFJQwron5*8EyL10OM{a*LUMY`{2fu@~O#w`7W?Vy~Qg@hp+1E5xF7oyH1iBRww zK~n;6D_(v-H$@{!JQV|t!SiOOC7F`*@cX(@vmw5Q2rmrm-Ivr0aI&6gm`JNI)1Gry zW^+EQ9Bm6kdxq8gqKVY8D`3bwUe#F*@mgTb&>9>G3x2`?u`-G=ddvqho?oEdg?9#W z15z4fn3-qzW3m&C?I&I*o&V#RoNb){Eii$GDBIfsJ(@f_Q|~LF*y_Ilf_PN=7&%c= z-0R7}Y$+()2XLi;kvOW5w|tA}mvEL$&rtVRBa9{Zvg@MlRR@cIDz_{`x&n1$QWqr! zVb8ZE`|Z4ieH_E%M~*#@0=OpH7)1*)E*!oa7a;*ZretI^ut5l91(Li$c%4{d?VcmVUeVQp_WtobrUpft z!U^5~L00kLH6LG+o=^^UpRW3LL&kr}fNS*#yct)s)YBHp2@{qXw40lQ%CD$oryM$- z#4nC_$;8I7;ddfCzw&FL0_$Ea-9Ine`r|VX+cgeGD?8EF<hbspqp2bU4L+ZFt~CvsR<7=UY$r~LKhBncg{xD)ioRv;=fkqxXV+Nrxw(pJc1fDQQV}polxSS z9CjH!vL7|8fIAX2Q=m>+%%1?>aLVMob1183N znInFx`Fbo`*I1S2H%O4Vg?axQoh>qP<@KFsX2(wU=7_cBkU2gz=%X=7P$${-*>Q@< zZ;=S=ErB8D3l&!>6r|5uhYgZvp-r9-&o^y7yZL=v6>78^h+~h29@k7^C(~DocGz3o+CFnlAsvC64a7e;mINm#vt5dZIt=~4qtLh z;Ewa@sjBHh*}4W?)Wmg86xKlF0K)bSqlOwepkN6Qfz=?VYtC4`3jql5i+q-K7m$t@ zQcN4z7Kie%9eyByK$yOr%`qt}^IA{7qJC|X1HcKDei=VN>ET=p9qqSdmDEGR1A$70 zHUaG6&=0hSf2*sF#UUo|99aIA)^SR$M5leR#)Zc)I{e3&^^!f@#z80BLfMd3%7rZi{yMQenE;s z*`S02#l{Lqt)Y*;a%2*Mv@Jy>lvGrm!gu3G_e(-G@i?dEND*4U1(Ak0O*lTgmefthB64TrLV6U6M)>D7NtDUgqZxw5p)Q^V;2QE$NvYw$xm`{VuEm_t%xcI zZ8<#BpgC0-fHRH0Ig?LjH7t~tI=xmv7t`sxvkL+8nyb8R|5IW@@#YjLTl0xJ+4xYH zE$+1)NknA#VfBgTiZ?5I%A^f~$zc5vOjg-i<2$hHSm$rZq?=cuPIJFRHr|jGvw%k- z?yqdn2Ixxwj6)^>3-slDPHdqot6D`bpx8aj8KOh~%FctDp;MG)nYV1L0or(NHk&10 zeRDXg+cAbxtsOXxF44*pC2k0n#5SSA*7C}8Avhgjqty0ol-7GVRrhYCE6h>=_2P-r zsi(w0HQMsp^2zm%_Sy9{sC~B0lNi>CpttoLgS2_P|}?ZK{6vZ&uHgnWEn@c~!(qzo8)$Qg~3%xBVasa`z-oC3o4g(bz= zNVsIgc?~%i1^u9jDoQJx^4wCTaRlWoa^fBuAl5V4Vd*eptOJxKBLaFbiYVp`s#i^i*gwSAowU)9Ih>FWrQu<9y+&(UW-ys zw|iCBGGBfT@n(5sr&lIFfzswOCj z<2}8y0?`9b|9e}%g=A17^1Sp{q23Z_bFNB*ZD%tDchlCVerFs@Y{BkOaKs{osnZ*E zBSkiFLWY&atmwJ%DTy0Lv7qb|jtEQU#iUzy0=&?Ry<@x%N%$)gt!90(*xKOSGOr)6 z(X-N{24ZF$uO{lIZ+2+Y$|uw>_g+oZEe@c+*alMv9K{yrCwVIid0!ie9lebSB*_W_ z?7s2ylwsg)mk91KX-5x%8qgLQQ8Hpt9&jR(d(5v_1ujtdN8F$3)C#B9?K0N%)9`|3 z(|pt(gGbjQ<1d7cc<*XQ&_60oD}*OyqZ~&Sy#8BZhG`)Q(V$ot=_#TGt+-E|!+FAg z>{;f+VLQ{g>CigbdPv@j?hEc3Y&P=w;`wRasy8DG-l zougD2|5wBOmq>YPe!@V~Mmh7OVOU~JAE+D#S~g4&tkZR8Pik>Eb?SLE%0w~2{bd16 r9y87ZKe5a$VtaMFZD+B1z@PvEj1Q>l#}qFndZ1mJY70!CA$R})$1GF^KZ_GoEe$p z9%JNv%~X~W7k6p~05rse71b3viOl|acF+XP0ikgRR{`Z`!iW?lAtpvXr6VE&18;2g zW5vdChkwbsRH*96`l>y+Tl5?GUiAX;P5BlX8eMtdvCg~U6Z|gzYP-oeWO}xL_3g_w zSSLRu9PRz|We~6hR(yzTj$~~vZd%MnBJiv^&WwL8f8VY3&z)@+%yq-`RsiQd%$`e* zp)P)ZAjA^{`-#7ky<2}RKAX?jpXP1*JpcoNxVMyV8c#c4y@y|gd{ICx0W)7HKKdcQ z+Uuy)FXUH+$r~g3-*?VTKH2vlD|&MHl)$X(n-lYo9VNnbfwd2SpC%CId+@>Qvvt<* zh43AC<`w$A_YDNj>;2(;?I@@4m4eLwhZzTtgu0d-!IzVpWXu4;j^uLAcy0D*Tu;7iFj2yk%; zY=yA0cS``t&yG*-JL@a#!~Xo_rT3+${9EKn|JaYzZ^Um5$aG)v&EcW1_w5B_$OlgH zUwplMGF;@n)P4d_d$fT;uTLL&-^OdeOu`Fa!%xs}h0mK0jThkR>=p1+VDwAn8*1|= zprr%HD-?%5*T{1)_+0G{02|BZXiOURr5?(0nj3jecv zsAuaBd*DCeu=m>mD(ru}0pAI4d)9jT{ZfHyK)A2j&$17~+Z`bA;+xSg0Z95~{t@@$ zcOU@#r2C@$D*OCLn67`leuMcDfBSrMeAvGsz6tCI0D-F?>%fy6sOK!8dAr|*#J9q1 zBC{YU$=#?j02wouJ01|uk~rK{S^bc|=}H8G?0!%IfQ}l)mjsCFai0IjK$GVVcavIt z0ZD-qaK845uzC`r;H?(ktIAaAaKZTHi4W+qRbJwla?=j|bKZ))5mI1oa#B=8MT)Nc zZ#hxwTGcCRMPC`6tYfCQIkmwi7^u+FNG{~!7iZ#8VouY9jpSVps(ht7R-gEiO1GxH z#dqPZFm9>@)#N}P5fjboAw;eerxlA)Z&VD@42kP>obt~SS*qcP(|bH(2Y#J+DyifY_ZTJ>SWx}H z;f{MxF)x83M^vT@E!J1Nm7?-YFmq@iHTZ<8Ewoy(Q5EO~4@fCfZ!~78JmXB}lWajv z7G0>r3u%XztOF)QZ`48_C@zlJmi@|1I2Ws1iaPK4pOe|Jk-XOiN{K8*8CGB}d!tAb z6zjlq@#B7VQT!vYi#J>8|4rY21yay(q6;^+aN?td?f;$%F_L7eFUo=;1Igkg&#U1J+UoJK@|IP%z_34zKG%_Dmnw|Y>&g$Xtj|A-~o+1Og?K$N zwPt{Ri6r#oas9Dg80Q!;KeGJg^6U|HowfDv+M>L$1nv<`9@<1@Nj{&J=9B+Pi30O zyggTua+v497c29a^LmxHReQfmYtRzX{U<`%i-L2kdh8JN#FFEG!q!ANq2~tnEimpI zpk{|dg=@UIE>uh4<%pK{3vCC}``F)5;rdD~rhsq5P%$&l1>p6#6Hf z&*3S}p`#}lsg%tPm(apt>gDmo8nUgG8coH2^}lz@Cb21wn)Tj-8AI_zATw-Hv1CW`@bv z^e#-;aYr!#G%1vjL>Tit#9|f726!K__oa=!yP_ZYAImT6(?l$ygrFnlvxm62;oD}W z@X_tF@$P+FMb>-^(KxDbNzpFxDy8y4)kJ7P8J6eq6uFL0#$FCrTt~)yP_n5C_SS6-daEwR)rJPHvu#bsDGGtYMzBT4@Y-9=s z$3yRAt3uh)4&~-2KCw7BwOFB@8|lkhk+QJ>&s>r0FB|!-QL3Vgx^Mt{*JN3h@du3_0_JNlr|9BrdHu8lB#z1-85$*S0Kh+WEdibnO{; z@8LBQe;8ZvvE&`@FmlyL=I_z6XL`M&Lk!9m=C&`^pEwlOZz5H=T^Jw!MHXrHjOnU| z1}cV(yYU_I_f~@Hd1$$TAIe~($|BI$^BcIL(>fR}MvhHM_9?mA-)?J6*Qq&O0~SR| zg>geOh6;FDBys`cYXYw#PrImSQ_BJzyL0@ACesHVZc2fs*-kSMlfj7g3p1&Mr$w^q6>i=9$BWON)RJ`I)rzE|9!s{RRV$|7J+o?MH7U?Lv5~jj~A4W z%1C|ZvN^q}dZ5Vqf|jG^*RuosICa9WZ`v5|r&D`gj`P^e3F6HQ4Cuz}aA1U?)R1Tn zg#$P?(jb}Hu5O#)OQjj($7qj=Ok8G$4bUN86OVh)sBv5!A;bm#cGqjNO z?{EPX=uGM83e1t!1s z6H294B!|}F_Yl^XG}w+QQV5mZER>+2fujF&SA`2;n(HHX>9a>vMMleQ*`@^Ox$<^Y3(Af^nxet`n^jK_Utmi3{~|pIT8p zj^EG)4voYecPTU^I2j30m8w)I3Z9sE-(0-ii^rkrAz)Zq9NMOQX@QBSunq9U2`+XB zB$x(2W7jn_td!&=h_PRRp*9-aCu;;WK+mB?zQ6H1PgaI?@tmP%V@anmmSL>UM4(2> zWm`ElzOx}YG@{i(Z@%`Nrx^+e=po{cEk`)wC$^ zK@k7@1Wh0flvU<@HJGIP6iIWTbjWCD3zA)`(|jpR$x0z@1Vo@Gp{K$O`*$C>C>x&= zJ*p7!Q~s=I{S9yUzkKMweO$M0;b0g6q>|t8qO89ZiZF4a%~F> zDydUBw%&{pro4+>i}}@sztM&1`?vkpb%QXPpxJI8xwUtapiB$$3b_{BIDU1;a8uJF z>I@mmgSxhkHegj3rtFH-n%T!`Ci$w6xkUWPxcS*Ym*Swj>4wyKKpBBQ!lhy5t-8us zi5Wi*JTWY_vE?5F*0zSA%*Ef^V!%tS4*0AG6;h?r6q@IYTIZX@(~HFn;f7=v>F~2ts7hof7bp@l+o``IYB_B!&E{rCIb8 z5~zxvTcl^qF{V0wBGmQ|f*>pp3c|>hcd_>;tsCBN%>3J|{Fgy32euqq2dW5qPd1of z-aOdF21LMV%l_0#RDt0xi0w$AcKHxfH@gTP8W(02{=6_&2Ef%~j83fWf@;p`?EWVO zN!jq7g9d(nK8bJim6&0;!JV9U<9B_@x_j4gM{GoO*dUkA^}eW@*x)L)6-y`1x-ICO zWK%`qRD7&-;tR4CEwHKOx?nFl@;^Yp9fL~-56z)>y;=U zd?)3{RV;P$h1U9M&zRlY5c=T!OfbFur_Vp+|5c_5QC977fTDQp$VwsoI=L7!Jk*@k z_c$L=+Md;hi~e?l=10w$$*EDfb9Zm+7$dbt$$Z#t1-3_*W2 zsqQgxA4_pkbE7m{!kQsz{l{{bb9%j<4G;a;IeNAgImXE^uIWi(>=#)I@Bcr{A=y*4 zo2d9ivSuYbnHls<_z7P+2RSoceNH6oZEdnZpui)VIat*jvN$FoBxFEL;ABn}PpX1l z{V%4Asqt#WR>T;umGLfUr$Xd)0A*%Bg-w%Q+XXkVokOQjsqbYYuOa;ijd&@INo|dj zrGm0Ci~9?5q6}Fp`LRUjpEk~%^&6MC{j(xmaIZiwLuk}ch+=Bn1vd`ul=**A3buaY zkE3xa&p2v9>O~95!mqrY#*b$|-`NX@o5mB?^kF3kOuv>3nI3@Mosb31^bjtmd8F}rSx)1bc;Y`%cV zog&abWHb{vjXm@E3=3HvOr; zhU!mfCJ9a%1mPQeK`!`75BRxQ{tTODJVD;K{0|LD4bO#zp}_zwc3vTok0Jc3S;Q25LKm2=AaQpqyZJ*x`p9c~|p)3{)C0s-wqMJ(-c!%z5#8Z!08JR1B zIMF9*nD09H>pEmoXGxdn7tVQaEun@pHbMM^XCutN=0@*qD`2HE$K*Nxz|-gsj@dsy z!9?0*Zjb$#naB5pFFc~<9y~dn->*3XHZ$70q8*ReyQc0$;N7EObp*FUH)VEb$~s;Q zj4m(}Z@OhBZ4h@4@pt~AtKY-9o3Ql*i_36Pc^WGv)R%2e<3e$!qKPxDR5p)8GYCVIT72W^sN1aDpUnu0uZm$h7xXc2?TS=9 z=zJS}t%=hT$`-|?w3U}>fNLU)=i<~YF-sqo^1)`n$FK^dmJ4R1^haIKkHJlBeOHNqjf%sI{ zeVWwhroI?v;cn3kv0(D#Ht`>Z$Y+_hh1#gpa}UGreG#g)P{dkV7NEnMT zPp_{w*T3-OK^aek!N3$@{N`5cM|l(U5+H4r(x?ij7-h_}K&>qPjj|*dK*7*Q#JrdMF@7qfr`uMB9i-gzF?E z1|>m83%w;u++D26Qao}>P0=qOO>6DpLsG92u1gu&8Bcg9xB=HsC0=^Yxq<6SF{?_k z2E;*?md^>?RLbUC4fM$J+9!`bK-zaC%sY%JYq`G(x|vHetZ@__I}w`oQ?Nx?L|I=d zsk>?Kb=fHT$Fey5e2)@|0Vxw2ePN~n9P|)kFsv!*53_ckQDMT9+F$E%g4FaZvwhT& zQrLX)-0EZlwT|kB@dAIa3>M>^x|Wu)SMlWFBb5`;PEcnc6q+j*w&0sCbmOVYX&j?) zlRh~7#nZC~lZFN0s6Tbi^{42VdM^hNUEP4q=ImRBdhsRJLZ%W9{i&yDWoME=Zsc7j zgwYa3kMV3xl*;4|Q>H{M?Kg*1%NoG-R(goku0}S?3JW7b&;)xp>e`)#tM`BrKAB(d zJTZB+NSgSt;L@d%vYE9>W^i*l6TmrZ4M_NNiFUm%pKX@8aiyb_P_CZa2CWTUAJXe| zcQM^QY|SkUZ7**4NdPc)y!bUs3N{>M2mZbPKqy3dRZ~Z(e@8ge6{Fj@+eQaRoljWt z7Q}z5qY}`779g9Ccwpr4Sh$+-f$UoL5jLGP`~;z&-;I6613yG@FJ%w8IO?&PrPepo z$0&j``6Yi+@c6^BEZ;?40@7~YCCo=x)GybMaxwiFevgj#Q)bDXGjGp@;GFwm7p!FI zrdJ?LF#dZ>SqI9kK3!}*s}HRDwCe}wrxxg)Da8dMF)4lM>Skma-?=U3oyS5bP77u~ zQ+aFj%dn`6T4w#F=8cT!Z!8EmnZD9VXcM(^KFFzNpEOBfk>3gda1x=>Yn{R-71QucOIMeO?7?cl~0KSL9=?*wSZ5gsTTey?w?>`P;&C4z5m;9f2 zR(zRZ8DYoe!yT(_(0l~Ogb%BtzXw0@c(!0qXtU-ED`eb%ROjwN%!nB;lGP*DLAOl2 zi?=^cdLuu%Oel~}+j^mW2W(Y&cQDry$w(u$&W&c{cCi^) z*As$Yv}wLm7nRIoqtZ}!0yhEQ=GZl?463;&Hb`@FS-T%KZ;gB>QoNKLX|Z+itPn+S zgq>JSUW=qCYmaIo+P_-bXRfDfm=!aa!iw1pXzg;GiXFlf3lT&mpoQ5DU`vb0?q0%S z=_CS!Hy$Fw<9m9>14fRoVkjLXjGEx4u?9ZTFM3DL0l;HF&S+M7y@FR-VTWhPYh89z zFY>O42bg;6|G{*pwq&%QQ&c)~y!z(_iQ7PErlWH?A+Qs0)>Ddw1pV81M*?K83%jvH zJ31EFp}AFy0wchN$EWf6dsyeR+bUM%Lqr*2H9b=)r%S1aP+pJa9$5T=u|V9@(QO|Q2dPaw_ONHHI(i$mxK`UqcrPTF zDKc(GfY26q7o>FQWVnFQBEfQ#B+vQakAYwOt=p!tWI@rF4LekSnuZ< zS;Fe^U6w35OeD5H`s_hl*4l@4QA4oz4g%%IMM)q$i8w(~gQorvb%{4Ht!w>!y)>o6 z>T$r&0(NPRrPLhUAJvm&RyRp%WUH*NL2J(4Lf9c*(HJ5k6J|QQQ4p=v9g|J7b{Cmz zj2o?U$u0-GK7{2(9cXXana&kFY!YOf_z#ivM7804S84vHKufYZVMWG3(PggvGOTm* z97^lxo9kVpvlk`5CXRGI%=xLVwS-Y+pzkqP2vnljVQcCJhOED96|KCi*ukW$F?*8L zHem_7c)7qfPsqi-<=H2!MD$W&Fi@%5frN3-6^xX=}N-kd0hsukM)qX+$%xZ$gm@f~_x7K3}OKXP43&*5V!ie$yep z8I($(mXK0-;fa`(|4=b+S%~est}&K=JedzV!6L2_(K^k=0~u#)i9}_i)$%O}UoV{G z$o+AaUJQi5p~v(EwDDJzXpZ=q6~}4$x9QD@2tj$UtXG_EUPAkB|4k}b157w{NYJAs zuRQ!^xR-eNY?&QByV049y$9b0W+4ul6fc?Q3GJ)=q5PT4VrowR1jV}%e1X{^az_c? zMAK--CbzStRprlgk$#op{zq@iO+jdV4c5(Mv$g};9fAQfk~nCGWQk|NNY5-Thr{`B zXdl#!-jCkpj%!OJ3y7KBO=UVyi68$qaqOs~6})@5WPQ#Aky-IDV)M^ENcYNR?Ls&n zgXaRpbl)cdudZyH+4Mc@d6mA^DlIOMui%dSYuXgkgZx4QzBY-Wgpjr>?hjI%*HNHR z=K)DUoQfp(>KelHAGk#8EFT|3&EZ-2WeHtC?BbYJVPrb`L@tb--4U?>sN;w_hDWj< zJl@&jb|=WA@T_e}-qI8f=#n9+JedJS-b=MYF7}V}hx8CWWTBRkq#VT7%M1lrRLa6k z(w{Ze5&9u_fyp+QR$Vm7i{h$aa>&RgUHN(`2i5w2cC&qJdTrG${iLmm zfn8tGV6?orxE9A4ZzUpb7tl=wps3pMwh11T?dT`;4Z16@UX|ThH z$XJlkz{=*sur}VsuE5+(xVXbRUUOZndwX29vS~W+`yL+?6}i~jH*0Oeg$EAP;?pNS zLO*Tq)do91?j2_U7sf(Fffz?U+cJ2&$7-rXYtp1NcC31} zPRCem`0S2{?Prulw6i7qHc(H9f-K6^zQFzEhqrC-dq>LctL@^^DRcK9d=Nd#8?+1? zJjnaBLt?EgnOGO#h)Rf4ALzZPHD}gN2PnY$lo1qnzN=xhtgt%C5^q^{TK!4HQ&*$k zxXA3Xk)-{WXnJB>1xyZU0{|kgjNeS#wH99qpB4hRY!l3PXw?Mepb^|DwrYxZWoa~x z;h9zURsmh$JQZmNXsP%V4)CbVDMu%u> znac@>(&Ge11ZdZ%QQJ*6w#QVZumDD>Lj=Wnee%y{fj9GgKMcl{pd@7exGo8*8x>q4 z&3kpB>#P*0rU54Y?(Is(JrU=lZF=+!f_IOg$sW=S8Xxo7l3)X%$p9pjC6oE^*}@Dq zr~H8J6n4DW*Vjli&%{PPPSxF*sTY<00 z+2CV=Hr!U#gRI=hD=&-szAM|)cR}q(Wn;sl60@PbCRyO8K%nrK+1?u7v}|vp(LO z?c51YN1iiO7Q%jAY*Kkt9zH9&b>fJ1U%wh9#lNFfUqeYSbL`tG>w1+EFGN}-1^Zut z9)_$rSN^qV>L}AXT9tH;>*fE6x?y{l^!JOk*$oiquB1#WSbNArL}q7Del?5_u-cWN z(E~q4-c{;*foHuue5{OFSO6_*>x|j5lZ`zFg-37Ke6Jp+2b6CBY&2$piPN`jn9+QT zEFIlKowIT8p}gH^dZv>1XIztj881h{_^NwAaxE3q;+AQDCpBEbTTTU~Y|`-J(kxL; zd+R7{)Sxgkp8_db1;DuxByCa0!&2ebpvo_^+*GdXosTFoiq*k6mUh*9)_C#&U|e2* z2~X5`b_k9iRdSR+o$rnN0BP;sEA=<2rN2CJ0f5pi2))a(Q*ze-QV4YuJt=EHFsEk3 zd5%s0+YG&q(Z#@S))yq%q~@YU;%&eJ>d;sk6aej|FrU)aXHlE952a#A@FzsqJk!@c zYeN!@F4a6LVKX`E2m1HaD#Kn^y6q_Fdx(BnoLM~uu8TfmNETIb2dSmX8wEL-`b-%7 zz3k~5QGzq#9tH@qUYsg^7>%B+3g#u+MV_0j4^?KZt?|9w)SnSZJi`_GVX}?ZKbBhS z*vl*AWpS%Oxsz1K6Xhg)1z}pNB=V486tLl=l6~=|9#{|DGrdBNE_tVDj1ApnU*%H1 zif(=#ap9Ythx81Cjj9z#)8KWXMEWi#c=RSilMphDGpb^@g=tniR_7G}iJ=$UyVgtzY|=lacofB(a8Xv#$D~ zO@q4_g=l!*{L|GSEykK7K77oXEl7C~MNs%RmWMY73{Hxmw%x)e{v;H~iY9wc6;dPh zY7y>y&6U=VR@JkR#`IIrbnC`bT-=h-W&`HE?BTYF{Aay_9R%C}p2NW5+aa-U&pRBg z;ktJW_6Lh~k6CJZK|jG%{3do$`8Tn*X&~=bn1EfJIqn%PnzA3A4K7(L2SJFQ|6)*u z;2b$V=VwRPu8}4|#rD0l3i@cFI`^AfuwUW32eVDlMMt#)zxvW8Z;J*}| z`VcDh`u1+r<1G-l_%^KBkjmi6oj5NV171*#@uOnGueOh%dql{g2}4@8m+}mLpWK_^ z5{faR1ca-c_X^yAhIbd9Aq<8LvkKfXtz|x5PSogR6dmqREmh<8A3ajnBi3OQM z3u>;du7sZ2V2SG0BvYi~l$W^uY6&9jM@}|FiasIr$@AO#SW4(Trw40$+5M5ZtQAb8YYkRBS?4VO*oWjm>0DWVvm_PnK^jXs5I63+p*J~?67k*Y1Ca(H|xWj?YP zBitF(-Yy*WJY9|7Uk)Q-72`?oqprjwA2#LBL8{X2csVhHUf!`GW3EW_{7uvl{siXW z&4uvr^3Y2tVzBA^>tRt9R}!4=ql->NPWRzi^GD7-XtF2|SVf=p4;Y9QjBqlPGoUHb zM-!UBaqgPT5?Ix zUj=RR>;ul}jN}={!q!VcCu4~lck9f{fcqFnz|Sf-nmA(3xj_0#S*|$ zM-23A)p4}%@~>y|txbo^C=U{&c2YRCeM$M4Qwlb}(FDYIjR{*9d2uNf%H@lL5ybdv zOLvJ`<{p5d4Hqvsx#mKn1~cug@K|IY5GG8H1W9|6S0_-ye~who>x80BH^kJk@AkO! zw_l^a`Gg5S_dBjv6>E7#+mi`o=TM6mr&FU@g8WT|@$x)bWeFR4_HsB>o#upi)bI`y znJjjiS8`>$1VdOKwBZb{eDSEy)No&4`!%W{9R92U1bqq@lsPgh{kZA|kGdLmigC?f zvn+GsBJe{tBPQL$%a56xWj#Y9(OQMXTFB8XGO)I|(u&*58SbN`GNYv|d|Z$Li7}NL z>~{0qWQqwdXsnTHy}N?|b)_-aj`}s`lb{eX)OW0G?d+}pkZ@b0z%I<@B)sTw=B2|s zkr!vxtK>C)CN=1w)rf%vw=aiXr~o~=acuPMa`M?8#@RE*+t}6Jt!;32Y5i24z$+kW zV{jcR941|%8gy@RdtIm0Vig_8|56Pm%I7!FdIYN_b?{xX3kTMiPQ#(c8-9KO*hZvg z=+~H8r9n15>hEo96L$)>06?De>F;rs&pNbt+{K9D^(<#@)=XXFUR2N&Le3|Kl1;;^ z45Yd$uKd18pER+7^B*G2!^HbUsy1WeO~Q4P&=8S4gH2>wtI#nB1CiDFYF-qj$zEN6+5pc`SZpg8NMXJmq94TwEx5(PE8Koi*Rz3^(yH!#lpf;R_{bt3B3XT(t$uP zq5vFmrwncUFNI}!1s0(i`h8b>3AgfX&0K3+-|c0 z_T#(#=O_HWfg2p!7p5WT8zKe@giu@8OT@ZTG9K!}r1=)-*yc>^Z#MwTdpCU)LLg!yBDn*R;COAVPg6aoN)PuZ6xEvxA`e=?; zJK)96md+h%bpup#rvz_rdu#~VFgl}AcUtea_jS-Zng+|34Zc*0WS2e&rnSZYbCag_zf*Mz;Dw|O>2MO)wn&o2nA#b0%LAK%|z)(~|s(nJa6qZS6I} z3#P4WsgC_PF5Ouv#F*c0Y5P$he%WN}g(>i&!*jNj=2*y6(tm(r&M_KalC38mEJaBgI3qB#-IX~blVoV3 zs}QLzL`ru#Lz&vC@j0Q4&Iv^woO6nkXS=Yd&Ngsy=dR- z!8xRkKA=D4oI0PI`HWiI7`GfDUhBq_hVrzifN0X;>ltx76edot6Ey#|C=4Xa4#yoV z+0}|~cIeX-<*)INQoE$3W*|R~)url7hw*|F8vim@&n%xXhvQM}XngLD@0imn0N2)+ zipJzj4PYsAskq2$fclH;h8(L@hoPOn=+SZ9F!1SM@;+_u&SkjDjPZ5- zQ9!@0*PDsQhy#k4>8ag*Tm^J`HfGaXZZ zy1ccr#MQ25b009l#e5GY4}0G$LJUVb;;g4pCH@ij$k^cBoRT6=w(ImrfxdYG%!SN4 z;+_39|3@V9E>hs2Gy;PNkFj!M*Io3%;2)yX4`f)!#D4ZPe9YXfdd81{r(A-wnFW-$ zAGbauPz};xtQrGn#(#S^pMEE@pnle_p>wk(-r-GWDh20^Z} zN7-nW2@{kTv3mja*p$cNF(bmUC@g6J|CCz4SJUr6nP#>L-r>#vBD%;Ti71@>PYfA# zpQ4A6vmZHPLQTmoUuX#=y4Wh9onG8J4z+QZ)%E!&7BuahGhNEL2=(yLh|tPi=$-u9 z=uxdSJk&DAVUR#!mRtR|2zeRRi3XX8==9&klDs+jVI^2-t0$sB+c6`G6lsh(+@>P3 zDgMvk!r8bUEsLjd%lrVn3`;K$)G=k(_4%KYRKtWs+ocZWvz#r`J9~t zAgeNnpVXE_xKgVZ@R|0>jenaP9a}yu8Ha_|wSR;Z!Miu&$lXEj z?hl^kNew_0cx<(os?GEi=4?gxc`I90f5#pG%PNwM9;*7na4lAurA*-wYoAQ=+GK4F z8KsS{t!p~LG($GD+@t*X!K$}G(|yKrmpM#g!m2dV2kUAGztfj@;T~3CQhIl@0=gdz zlKIocOZ4j5C)#y8ce4!YF@i*}IJVxL$u;?+oiLN;+Y$L&m4&*6I@T>-A9Wp|7xKgW6#mOnm{eeI%f;l_~v(9ye#uOq&lrNPv zyJI?CTQKj;O!O4zfL{uqKrvk-Bfsr~*(elHxUVTG9DkHk-MVu}lME8cm@QNLNwTk( z+{3+Bc5#qH%|it--&-!sH;@*}L!-pl3F2nEvMTt^;L2hy7Hgj52uk~>3_-#H=>|K^ zTkf!@SoVsPIA-77Q?pl`*f;T#9@QFcckOq7;uQkS3>uJ4_K8>UGvB7!bmZBOm#cYg z{R&8?-6hITcIs0M}NrGTFrynPv?~O6d*9Wr|6osPRNA3GCM2{z0c2o=f;b}I7 zAVlynOBH^~;ruw|EnE3LPgRJ*VdWMf6ZVv|)z{1Oxvk92nZG?zW4_+uefG14if^_@ zswu*TYd9mGFjI~)(L7af|KTgp)U^FJA_rgA9#rN_1f&4`wXAMB?UGnxKRV>`Y2A<> ztt=k12Gjf5-V(VNJ%`F(aJve_8t4YD~yaIJ6h0%~?3vif~cR968~m=2FzX{{mkhN0(~+#I@H)0$39+*S;uZUv9Kqp!$1@*vBObZn@zKA|1*Oh zF!JOW-+ok`mk9u}Q!~1oInY0<;?zvFeub#DA5ikt1&+JcC*Eyuv}f+*TP5DPp9r_9 zLkq{D?ACv3ol*)p1?a&T;8yziY*S@E^ni}IQN36UI6p|~pOsGajZBb(dImgiME@Xl z((9B69ans;Zl|(Tmd%uHg6_-KVu0gt7LbCRf$I5S1JTIQi8$kIk&RW^+$`+#A?IaWM)E%uw zWwex}$~(ocri~#DNPuiFiYsz_!~(5$I2$n8jP{U`P8P6?nanWF(B%r&tZjJx{5u#K z8!7;Z(YFBQ2d}J+?xuWMWbKA>O?{mk1mh(#n));C+m>eR#klt?)kJMt9<^RtrGw3 zodOP!4I=bDs2w-i2})0aitY;vfDuNV^1Qa{e~63<!^ISY)Wbrmp=yCG5P?ndni&2ye@EcYw`c~K1I<+?O)*ce}X*m!?Mcf+!O;!6u zT$$#n?md^VtL3&rw$wxs_B~>~^7k|IMv0o5w?R-qwH#UIYWN4XN!L-E`If^VAJE1y zw2OVA>cE zcR6DiJ9sz0wjpz-IHGpriSqN{{C-Y?gzU>;Od}j5r3Ljio;|Ys7#LflTyv`;cc+^? za9){K4j#lFoPz)GM0e=N{bc}#mX*OW>}ysjKH`*%ia~y%lK(NoIB%+# zzf(GO^=RW(s(={;d1{Bp6vc=ri#UTR%_7vJv6~~SdY8oW+s_zR&hM+krIoOT+CsN; z%^9uAblRXwtL1lO>nR=z7kDOiqVD>SiiwwJ0PD74vkp}|!%xO$?X^;N$4=nMKS$VA zW@wsC17r*L5g+wog_hQGz6R&3+ej{D`rnt;12;A7tqTuUWQ&mvzBXGFvr6`R3ho7~LKcu|@*7DImpw)T!uV&b2%G1+tH26_QgOsI0N zG0HnL!wKn%y40oXP>wb3&wL}G32u}LmTiA0On)T}-o6%O3L}}-hu5KVsr^{QZ^410 zmjQZN`t~Bigi01|-2df2uqwZCyxV^atP;LQ@_98{vqUf5+47p*rj}q~C(OvWftwDR ze`*)Elo+30<`|R}`)Y4PdU|5HLydDBtLA4$?Y|lYx9vtz4G^r3YW7=TR&3u;;r3=L zk1sc(w>WE)G)_8AmgKC(zC1oh-{9od{J|DjIxC@v$1TXwoXQnw3bk-}_PrB0_*1e8 zxBS)Zltb9|3`kft7Mph+E9a3_0>(H&-EDY&0V$$GXTMnbVt>bQFJpY9JZ#7cQ=Ayc zm+ry=OdXgM)GQana<(STg_+qlJdGOm&?C=js}1 zU8qoIe(QMIDOOd+2b0br#m6qm?f2VP%P?$I-yzb5s_j9TG=X+hLVol3RLa6xPeCRY2aP0Sklq6b3FQR5AZgS+9W{bZHoBOe!oW3>Q797pUV zba}VNq;Hg$fhw{WaSQ=X5tRj(sd&0fr5d#*EVxm8LAyMFx3Y42+_ck)+9&JM+XL<% zhs+tawbF5vV%)BGq3?xss#c*?NMaoQRsivv6c8}SJ)ax-LkC@4A0tV`C+&m=dpG?$ z{pZd#^ZW#o0*4paYBruPUI`vg?#`gTq)+pliVB6?(`wq&_;k7n_<+$?rW+KW5f?b9 ztuZCGwY!qkop#QR{0&_qI|h+YQ-UL6^RERf|FA`B;GDGo`%E{X&qU>$)KBSEJ)G4$ znI`25X8Tl~F+cmT)%;!bG?8!?+^_LQto{p>TZ#f=&&&P_8BeKcYGHCY1G$ZWsc(8~ zVxgAJEl*t&<<}Bj3&wMrDs<7v|D4-ykqpda@@Ks>ihWl4(-wzH zV3L>+h9Gk8U>!e~qvM^{sh){66i+mY+j??bV(w|6uy?T2wT9x`V3AEMLyaKJp|d3* zGHp`G!h{+{?D1o4W276jUZMzT(_tj3BjRHi;1ET%r{JTSZcsXB)fPkDNJKFuqgi+1 zRVl`$uIW%`m#g3KcPy@t^Z~ZK4g$dZe&bF@#+2B*0bi?`AQ* zs`4F7t+RYeHT-hP{J-lOUZfW|!kj`!HXq@%n42}84E5%tXqND~riFO3ovI3jfwsilX<94fc% z*6E4RNKjNNo))VvVc@Dl(oDh@E}KVD9tk0YW+~}CU3i5eh@PAOnSF@XE4(;<&7xKF zVFs{%f!wiA;Jr9^?eU)D#qiD#9ioyBqjx?R?8$P)wWQ`wbayOh!ySL=GdYRI6J6A5 zQ97f+=@7q}m2~NGNg;HCE`Wxwi+D9$lkiMBQ6e_Sz}X07hpEyFV3EvorC2{2r|wdQ zp9h3=p1{@JRFnbQl{q}fxv_u!X5nqB+DKx**z7ZEGi%?f52%;Zp-s2nrR0(Km?t)9 z34&@T{_u~7rr()!F=0^rchDvo?C;lVknspHonbq%4A!R{x3ukDKr_`99rk6aa|@8QQ2A1wCI+9BYqYa-i&_MO_|aXHQKl_v|B8 z!-NQ`ec}oO3MDoC&hc?Zl3+9lNzEd?`x`n|q7hHRVY{y(Mi#wTV+vQ>D^)2Stm(3U z0Di?_No8l2SAIyl;yDZgp*X2i{~VE*R0;8|VPy}wu@=6LoQmxZk7s*c0TyKr>8(B)(@ zjJ}0vhJJpx)k%4Uyk9GE*qAL>1V{zlT(y5z0CiT$ZA6H9lhPfZ9{9<6C^|V);*)9D*(t5)Su$;*S0| zTrmuXm{04$lYD$<4BBZ;Qq%U^Y;qR_3u(LyNGV`PUZ(so5nvEgR5!6n)-k`7^fiTe zV!Bicgs~G16QCt6F+L@#^KuJJBvS5dqOg$-PTHh}4r*7(Hm$AkF_ojm9t%(%@K6^T zxdB;RpN}O=C8zBN}^J%IbuB+D<6Z?p*c^^J9nv3S^~yzEx(K zK%uaVa|?3vX;a}yV}TG+!M#EY!IgKI4xy!D1t??dRtQy22^-JYtRcd1Tcqb8pP{Bf zBuF7!6&bivnV^4wz~69ML#d@3Q`*(GApc0XLR(+AO&?`b5|7_WPP3XBgMDb!1Bpm4 zUq!ls!@_x0jGeD1@hgcrDGfV}vOqRMJxozStcxgrFiVDe)HP)GiJ~qFUkq3nL8KYE z>~JNHSoZZ7u?2QTX(MJC{8I8llrVsEXEdZnN5cpjI|&n=jlT5UN<0X0uh43M_ z1Y}pGo!uwv`&ypUKN}t`5SucL{x-2Uhm=n_6wknAy~`~s(+>@ek>tU8uDO234^8S~ zz%@}8IY{Ppk>*CQf)Q;n5=xra@)OBumVMkwBH>Qg$Jl&WnBTcE$iB>w*-5)$a3o$P z^;=_;0Jm<{Z{Hh7pRlAy?aq+GWVFXlV0v3OpKUo3V-HxTOE_}PFeQ$tFTZlsr+^7p z96fl5Dh@LmHQZxRNh6ybVorMH)ul~0^e2MUFidVVu}Ow9m+4N}n2xNk&rTdVh#z{c`h5bTei9Def$ez-o3QBM31M>=C8Zq zDmzx*Y?rOU*+dC`;DPs~`RO{Ac`PvOlXX?`$kiveO+enu!Pt+eQ$W%H18 zk2OPPCI#p;B}bUb5#{bCL_3}5%qWlDQOact7u@mtQ!_yJ2H&L2{#n{y3huamZ9eiv zlU!l)>E}kf2brkdsjtC9z-oXFzfrlZ0R-D2%s=R2;{JC;`Xt^^DU4aQjcwsMuPtmI z;3|`LZb3+o!b~ZNL9YIk6o0E%VK+J+Q#*}KUF`VT|@9vr1dI87m15(c?Z9oqSviR z#cp5r+2B?Yyu#6Z+8BpE;r;eSI~EKgoG&M)3d+n;3BO5)pw$Sxka_()%iy_Cf{MMK zW-d1=_RPnws6Zpw|5nIOnI@h?P|(Flqahfu2cwXPh0pgvy@{|xr3L>9d2NYQWni$9 z{VGT%X3^$_opy+SD-KyJV%Kr$2N$@eIpNXHSn?u|Fr~lj>Z-=5t7UHr);sro7Ze6l zb3<-H^(~+5NNe${lHBG1AG3%jTjDI;X-($QK#bw%@S}JQSRs{9j}^gISSCij$)e*t zb3;HKoBJI!&??_lefn+1K*7NS9v6D^J2=;^hh*9_hr^T~mcC1B3+cK>zzgek7;2xk zqpQZ-qZKC>csM#-#NkvXDJlp<>gFyM7uMKQa1SWwR_RAu}%r!VKe;VkWh`(dB z!7AF!z&Eoy>~iESKg*=P1HF&Qt`Z=IWpqW{V$=VCxMkELw{a7|2+u<23Eyi*nM673 zvDI#@5jVH)TH2~F_f__%dQW2->siPnh;S}&(5pk6+Z5Zp0&|N4DFpumYAxS zmER`H`C5dm z1fAD)<6_#H9g97G{^w!}C#;1Ve+A0#x9qhCm;)wUw$r}!4 z?eTE)3W!DLMcm9TV=No}+S-y6D79+p8TO0lS1JeTJT{8W2D1SwiY$9(ELNohzGW+t!(!Ly7(=_I8y05>~};}aFAgZh^b z(x`e_`O&QVp}NP@jEKlxSbsQk4s%DA4$xWPjPyh(e=CxmMR{d-!*>+%7?&+i61xLr)@PL zI!g|G%hV#_`fxt#*2S$}6yGOlHu|a<8Uk(KPmmQO^py-UVU-QJe>rRyYq?47UQ#TE zq}!gQP8zFe1b@B_w&%n)hi)?gp6mFZevUOzKG6ZMy{(GN5>prS-8IN{U;fdce_?&i z;g<3k=2DR7u?(As@j5{K-yNlv34J@n+IL0I%y_k2G@31L*)nfCsX$8vOZwv-W|wF{j+sCXKZ!Ayh}*4V# zA+3^<#AbfM7-yw{CU~lW+6I^h>)y~~UIreHCvRtN>zRd?0XV$l=Hr=$a8MQ%+U95G z`m+Ofr6H^$EpeQ@>$*FJ2q>~fom$#Z@d#{rhwGOEi4F&7ENo1CIieCrX#V@bt~d2) zH!1S!qDwtTo@xy7Oht98mDPvSO6};Eh`5?2XJ}n+@fGH-kzb!^G-r9yz323NQUN62 zH>3)4Lnd`ntL?`^0cCaFdEq01u#I)-VDM!pZKA*PZm`E?VVrL)Cg#d0MMb zLOuF1)72fK?Y$W85j~P;vzyGB{IWf+{ZETQU-+V3r>T!hhg8ZdrMIj|@1aK<9f~{8 zFz&-!Q)y6!_kfo2bto~ENw3tL@}no^JpQj(g#Mxq_iB@OyE>PL%Q8saz7C5zNj5eb zLb5CuANNokpR&*7=i!XROkK81ZFWM?3;l~;E3Dyt=8hU{VhNWIx21eSh3jPN?Yzve zho^MPCb-ppli8I^MA-wsEmOeq-(~rV64+plRfkoTJDj;yXkuYY&DJC-BO-NZ00Y#$ z&Y&<>^`8cu17XEoZxX(4$3VuRyMRA%K-3~pg}5cME}knryb}%E{C`kf801%+O)?z* z1p7PBIiYE$9K3ku;8+hBW?vAXDYM?^X{FRxFOt1^aYX%5MXDe1Ue5HV%{jlb=r*qq z8&RL*wfTrX{{@Q-LLSClw|?$Tpx>+^9?E3?Q{8g|7&dz$tauye2+(B6HsaE!N=7`W zg1?dd%gy+1-#QHlgeVyKs1s#D5jsl4&hHKcVo6JRU(c3R=hq~^f5N|&_Zw~9_}ZKI7o8bmE_i2SyiFPlmZr?BJnjMBeR zh_R8F9Edocixmi?UptLSW&oUfigU4*fx{@+JKv3?12`0VlPl2(Gz@8m2SA1H)ej7U zfAUvbGbd@L851#pteC}~>OfIqC04@Mr6(mR{t-g_+`UNk-`|Qd$?Lko^XL3#h{rp{ z=CrYGWZjR9Za}fKD&vwhuB5Yjm-*;RAoa50ZF(+Z?+q{7^&-Krg4}I!c-{-Uus~az zix^5sd+IX<|9Wo3{bI2Lrfvm4c!}t;IjT9hAPJkPM?I`&13wX;nO7PVs*hPa&N`cc z%^ef9Y5I!8yeS#MEy)EhP5Ve}Na}QBE!&fxVjpkuI(g^_?DS_TPWIw z#LH4@-q_CXG0l--0nNliyu?nKRWAhq)>*CHLGbi?4xG_W7B9wBh5$fv)2q8xLovtT zDj2=Jk*?#r2JL>@vsufOG2javkoLMs^Lq3EuplJ{!9Rv+GU_2cADvxz1{BzhA2wvW zsQx~2Vb}L%xAW~(fe}HJd@XHU?I2wA*}fVlx*sPjsIOgvpt*LsjF1!I*qnCnUAX9= zU1x(KB@?8gKI=7N69oZMR2Ld_j!cXKr|^!%kA4mDs0rRVN@>ut8}qy~JndE}5OuG- z%isIul}D_yj34Cnt1V8_;60i~a)AXmbgh=CDhkED%h}a7>z-2MT$_Wp+(@ zRqW?+niS*f4McEa{$z(JAvpp&ILdkQ##rn<;P8v+Ed)u#^~c10bYiKe#a)?nGtiBx zZSC6q!?4DXzZgkQ6c;$5v87BBnV0DPi&oQx6N`LQh%#wikF;~z`*VlE1JiW<+kwhS z$Hn8CHFPSmE3`d+poBYh9ng`R3sH`GHXX8o$LS)*=Y-R;bso9#A*tl=MNdM$gPevJ zt9S1VPdAA@BGvEDD*e!4;C-cGPw|4)$`m{);nNBr4WcS_57jj-98rHWM!PHbm4!mH=xLUquWfL*L zOOD8mRAz>>BLZDy?ij%^Sz&wjz_un%)2DQ0&&nQ>;Ar;rcW!LDwmWJ2Lu;k2L7_F* zZ?VFCe(@!n^A&}ZFW!iYr8jNhzhP8kdqR=%YxY+)??bWaHvYzzTzGw0Ed50nmV^Yf zYGnpRMBy#~hpe4eD_OE)6TwC~3JB3P@rLzog&@?Mb?*3MX|d;}v(;9_pe=KH@))nS zf6g|v;dXXz

    1. 6yi*oTQhGR#828X>kr<JF3+=35NN=V#R7vA?hm}XbV zTkQ{{#v8tC>S|kcTU8x^%F8sfeBb=-`CXKSGlrME<+#SxAE;`LqeL`YrzgV#tH>)5 z-X++;*<0$MHF%tY@L6ugSS-FM@T8CPRdR6xr_X?3Ynf=l;&zQ4%hG6Ei`&QklHpX3&&)a%n!>@>osZ1_W@y#~z>8?h`XvT{zz~x<(%9aqOk1>?o@b~0AJvVp{oIDwu%F9v2 z7DVmGoj;^-VIoK}?~HEK%T#Jit<@?NOfLBSiDYFZ`?>rTNWS2xd?9L7ZVPW^Ge_{# zyPlA9MG}}_aS~_OC&Ivk%i!>0QF5x5JuGH*)M?mup_Erf%<~{_PKF_XyUZ)j^F2A7 zL{NF>3hHhf8S}v+j=#8P6z#=`*4}2R!7Y)6uI}i%x_l6as@}Zf5s=_V%#Pd2!xizD zELFIH;}%?8TCFeN{7r`~xMMldhQ0y{VtAdQtTrm}cE3}Iv2p<|t{U^e;%`A!^iMHk z26}BX7jUb5goJf;0+B1f^ z3!!tyN>NCg^}a}*Q6|{2Bbp5R*{Z_%bwh;WnhHg6E6$xBYk=>Sng#v2IA4kXQ_jhs zz@ZMiv;JEdgI9W&YhVS#Ub(K**g%9+^X&lbS~z`$C3IbQZQ=QDFO(biw{JV>k+UIN z1IT=QAMWadPlfJU?CA~L(H9y#N||5dv)rdaR<<8dYX{^GP2AX>9JMp?rwT(dIS6 zi(E_JIMc3sH8ZS!gZqW%0+wdO$s1fo-|w(3O+*+MZH|X?qldi{bEu|=bOn^Aq*6WK z{UxfNO3Pwvb15tcJ}(vKzuNABS)QT{pyW;8x=a)?1&hn5BC@l{#Z1MD0o%R3D)k$? zL|QcN)(f{38^vqSruGcNxCPJ|eNG@X0q%{&D~mjU8t&yV0CULAz7|4xUzal!Ly5wSZws}nvBRlWW8W~~`(FssxcU8*3P zO0bC~zF#Mb=;2y@e##J{+o1+7U;h$zQfywJT+e8lFJ+#lpAaM!pe$^mm0M~5(wPe3|=zch4+ zu@J(-UqQp^i}r#5b&O<0FnAFbQMHN-e==wMlaMW@2R$YjZyecA z#FN=-Po&fA8`;zqU}a_D7Xb8!ev@D>2_~qY^aqVM(<)_~(&kMX8f1+0K68AjUs8Oa z0490Bd&7c@Mnv9zejB)5B_51`9s1kw%9nxKUR?C{3n`Lk>-ur&d-5>H1O3d<9IDA_ zA(bAsU-I6b3tFrKrpr#kYe4xJu(%8A`4tf2^Z7MK20Nxk1ZExZcQ8!5epQB_sAK)+ zk>=eXZ$4n$AS;I5OWlZPK4o9aQs)Gkg)6)N92i583Y3vey8`x}v-bDA?(Hw?J^Fz; zm;#5n(7KHFNfqag4_Y10I&_NmGg69}&tb>b4bC1bMv%j+pi!A1$XBqscpo7TTJrcw z4JUUv52YePOgCyQ2GWmpA6$rf6l{2wRgLJGGB-+rLRjPXSw?jLndhhilA1YX@hEyn zCgTw>M5&)$a7PW2Q_bP;$vO!zsJw>ZIHmD0Mcd(ivDxm?)n8!?Y6>Uvg=Sbl~(W97rkbl6x|BdM-w+Q6Av=>{&DM=ezOl|E|rHr4Hc zD#Q=g=H6=FpDYzpiCD?%tSwU;w`#Ka-uFZ?sH<>|u>-${XZgUbksdH)4Fp(RdoB>>s2wmw`)TidS<0FIG~1esEIsErAdB>B zLb@$m%|Yk+LBlF!4qWKg$f0H>PS6#>HS_VfHd(ZoO<&R)EqR)1ZavT$0O@sI4TxKB zxpacjYpgKEn!aSu4m1rRJ)Z^?JmMUPSZQ=dosR(gy<9E7A(G#<^&$4xB${|c_MQ$W zIzgvzPMz8&{IiMmy}viqo`eaU80a0D^6eX&JKzqjixIl5oQURl4_TmI#>%O@N@ktj zjcKcY&wxIjP!@v@7X?a%;aX(#Qw7xwDLmEzC#0)v&5~2^ZWN4H_ZxOpy|I&M)Zx;2H9v#R z>YMj4PHAQj_H4ai4-$mbl7Dls-$>wcO(PC3F4ie_o{0Y2+pnTna8}eusY7;5<|w#B zy!w5@yI%IUo3KHJ!b)^V?wI}-=s6e{%WJEVlD-VDyf*$FvF6<7WWNZ{LW~r#q-z*Q z_(-11?Fgvdi1 zPYN2)2m%a-nXN2yk2lZCbH&_JDFYWPXg@k}-fAV(Aq;JQrvQ&hvp=oGZJe_Z5r&-O z4CFC#NhpF6#l#3tSDcMPW!Dno+akJbEP`QFcqX+?N9K;(Sa@v~BOE-PKWHGF}FK{Kp79@CN}CL?v( zDqlszkH6Lmq0BrV{0;Hg>x?SRW_O8H{a~}@mNp6Ib;pe-;$VVGJ?smbDYv9FD~)iN zS?m2n)|R0gQk|#r^lR?seW|HpkgYCOCd|s(?lA0tT{xwnv_$H69AyI9Zb@X7HiJl+ zL;hnsWEav;`siIhk}a+B3N?GxA>>qW;}#%#%~-jP&G~FZRTq520ug(KB){Hd#jw8_ zvbv*q>(^7$q+ZhQo@|W$`TKNUWhqWNUl$auJJKP8asc^#3{SqkzNx9;h&sk}Vr3aj zac~c2$leV=47%dt&M9hNPTU}X)q!K<>mQu2ydoSPp>BR6^stiR-{L?3>Xih*SGSd^ z{)R)}WPlMNq?`tzU9uwbrbGz#!$tJX)v2x`5rap`6vDUgnhJc!B`xC?7WW5kNn{?GvZiZ8@ zf8yuYv{Aduvl*mhr(T;r2>vgaN&=xevx{*a3UXvCg8B`4r+{Up=B8ad1>>wYOoW;2 z-)I;z_Wpj~qDnVJN6*Xh(-=whV6F*sH@qcrxnclNFS@AZR^?G?_vbKWH#pNK8-edv z8aX!aTe{O6Oz*ZU!T2;(Q8lVD1cOZ(#HfX&|8`GG0%EOQ_h7H5{V|3w-sF7hwm z)S<0(AGlD>qE(2VzR3t$R|(==S2I@c|INPu#$3KMBj-)DISI%N-2{W!b53kV)eml@ zcnIwTInlCrNx4n!Bo6CUs`?R+mecWB-4%T)$94;CbP>4l9X zA%^p_IX^?}_d|CI9=Sw0fYRJ=>KDi2UO@uc5PcF%YEEMDqSf&Crg3$b1`&2ihKLDg zS3^eFT2UmEG??lPqz1V|=1?m&bmxLzSRP$$kI*1%&hx5hii|tTZV{h>H^Zws#E8I* z0^RrKOB=$u@vBRbOD_Po%(tGOM(x7o_Tm^f6r!dA0ZEri`^x(31ZvfR+F+R@r=O=Y z(`^Ahl1QIY$Czcsc^*p+d6s7l6vKyg4r;G#CSEsgwNMh3 z$TD@M`z6j2IsS$^X!||=OYg(sig5wAuT$~Jr0q}9=R+v}DE}!1(>c2nYCR336|rAW z+oy^|BF*2CMYR-?%Ipm4H3-PUVR+YpwQAfz>9x7<;71dD7Hz+?RCJS*1r~of6c6)G z2tDI&a=Z`Yz;K#kKA5-mRoWW^xV#b#nz`~YVVXqOi}==8ww~W_0(;FbaXq#|**%=5 zI7x<{yH+LL=E>r=^Kh75xon%OEaAXxQ=BEBzM1D3O&wPQSY3$^vO|2#cw4)DF(;h_$MSpJ6-Y;tv)J>#U{ z8O}S&E@Q2D+V$+p(9bw-*Q&hUAH zR2PO{g_B;D;(6&ERB3ycpVP=dI(PO43SH{+>S3kQQ)RvBTI!E5OvWT2W`tKc!3PCt zVN=7yY#@0bd9vSK>FM{c1Z?cT<>?{sp@i(}V){pa4mJ28B}_Qn9k~&FRizs)a0#1& zVJl3u51Q#JF^R3wsU2XHM0fpz`8G_vehI2xu3OrM2d`V?ov;p$b^6EkE6T26TVP`9 zEsqA4;_lUctDbPYfFqgGKnnd z_b>l!a?=Jju`r#KHfy$tYQHLB>px@_I5x1#D4{KjZ{)w-n6g3yVaGc2vpO%MH92;h zJ)UF96~4fq zOR8cDOji4rE0a3u*w{6vE=Xf#Xum1K%r0C%nq~0$YX?0i*d#I_L!-hCr4b^Vav2$m z?!yQdTF%Por?3cHC*SO!aDDbhb0xEub23lc8Se?bFPL^hkR9dM{eX=LDF555k(?!H zWyhmb(4^3bCoSYV9iPObn^48D#I$<5Mi-HgoKaG$1GBW5$9W@+mP1KKkYr0{T~~e< zpulH87}Zu;zFap}#ipGbD34MCbw z@pWSl^++ee)%35)#nl#B_KX%&;S={IEOlB*W$NgW)SWD`+x*M-2HS?1vt=<1Flh;k ze=O^!MICfliHXHm8lV-(TvEOkRSI}62s9B{a&4Z^-R{_->W9x2nfAK+{!%{CVO{q{ zU5~H6FZ3~w!vbsKK(bps3+oos;^!4Vm{N!&OVMxpR@uPdh)+{;Xd<+YDmR4=_0=_# zj8d11eQ>L6pPV(3Sx?=6_}K;Mh(>Dp3lIw6c$s3i8)wSJf zRgIfBgERX!^Q(|M(V@^3eEq2B_EC4Wl0Rp3k&s~17GOuMf*%&Sg)xU0stqM%+8Mg@ zs{s!fKyS&_!Ar;5WyaPwk<0`BRBx_){c}AzOuvt~ASYVMqi@@gtdJIyZDI(6f1np~ z4_KQx37%a_x_0y{2_&?f@TBYqJun7`4RqH^lM^jY$jhbUAx_CpJl`9^YEb> zK7i;)6=x~GUgg8TlfD8)0>jheo(uMTfIuEtfCOQImOKmTeLi2R6qd0S??Rji8p_z( zcaPRG@Kwll4aE_V_n%+7m617Jym4<#<_ztq_z6npKuN@Qxb14mL@ba$GgwzEENi9g ze~MSqk`F{D=wnC6SZr5=jp!7S*>Mi4FBYw655#ll_?xQ@?aZT2?(bUW8@yxaXuvKO zMzAv>1xMidMAs}{gfyn|W9Yu_!Ll{boC=RZQ;b`e(hp%f(0$OJkrkP%9Hg_CgD|?h zNNz%k!5F8_h0zR@{dr`i6n#eAusS<~`(%0IkL2yag->N@D!?-%RsY}q8BAA&BgXqb zrWz~ZBYgAhL8@X5WIlnv+j6Ry@V=|M@B=(wapNU7diGUm^=HXdzX6xsnwtg%{#k>; z0p0)3{da%(GGH^52=+^Gs&GEhDn(VfDI^0g;p=++RHWUqXOK&irk*kQlu*sxsf_7x zY+6dm{pi5x7t$@DK1R^*HEEbhCvS_i{Y2L_wz9O1p>-#CJ-?f4rN;3%2H;t~SZf^cHH3$h`rC1TPyB&`pDRkk2v$3ORzL| z?_`u+-B~>VpHBLmj6<4=G_(PRniS);z$#9S@eJkzExoI^w#eN(Dg-e5b$s9^9vOwE zCosE;Pl;F8-niX|!FF?21ihlOsN|1%ww-nRT>k|tBG#+M>xM?Iwt%+Eq9m1f|tB-v-i$BwofK_wBsF-3Pm14(V1LX~i@ylyb4U zYgE~vW#=eii(C60C?^-V7`i|&%GnmFM2cPY81t=q!~V>qppD`6%|`yVQb18GZIgCd zAeMYu6I=v~`NDa#ks{ONF@q;|OU1nw?VJ_?*jfKjCoAI8(rLb9{rx_l^KgSxc_2_k z_UTde5pgE<@}D7P-zjoeQOimdN9`wqv^tF2p=BsO1?k3(BHXmc>0e=bO)yERAc?EE zVo=RPYbq6VEAdx8EQH#lHkCXMlEO90z|f_wu-n17vve!MmROCsE@_}n&?g}3hK7gP zr8S7!32XnwenvE z7AA`a>Lpc<#%UZEj81AzFf(e!bcSjGmJAgmh=_^ga zv&dhe;dfR$Zvf4;N$8hC(N@id{YNi9VYoubtlU!A?`h;yumWpIv+l#s3ovtAOdRWw z&g1qXo_D7cr10)s3#?uY5l(lIB9?Y-5EQYjk25K~h`qY$mZiJ77$qmYIqpv&Z2JD- zw(DSu-WKj?+h|>#vVtyg52@0$PRzdM)xv%Hw6V+&L^ex%&Fr;~7RlOY9R;00e{J2c zhH^f#=qPLJF}Qb2$TdEa$ZSf{ho*}ja(xEFhZ=}*n{!$@IZith3IzP)yZ(g3%EM|T zekbFUo{^?3k2F9%$4-%Unx+3g%Jb;-N16bE`c7>7Iq^0{hk{#E#(NipX z5@H)w>?YMp&^dcXAmfqVwNLA^jr}%DJJ90#ayha=w#iO@I8FRQjA2(yAOE|ek_T)2 zKSU&)CNc-3IEbUy3K1Ndu9g|mMuhj-X%IZF`aOesA}s*=Z_?ysUBrVa%dl0f6brT@ zf%xtF4%Q5L0|-eTXo+m8q68*#^Az-9<&hE(#F9@|shzr+Jz2;8@TAiZhQo79YU|5^ zPMwUGXjomjCu-oTg0}-jnKqObR|pJmD)=3%(8|pC{1gI{wZNqDrfM!GWlW5nBaY@qTk<{5 zk<$U|eo>!kZ=r*R);+Am+J!dRisSVD;fIkyhp0n_x+$jB=|%@ zF|K^CG+5w2Jozs)>?$<^6l*bsILiqB%O{Y~iu}-n*)$@FYw->dnu6ifcxV)oXv84; z=SKvntJ+Ev!{GVEhIKHBI>F=qH)Iv1nCDFntpbK(c3 zen<6}&FVBT1)Su1&b%z;xQWfq4o7D@#Ke>cdR_B6HH&~sQn&wmPn1c&AqY#jm#`gGnEyx_1<1OZwco;saA%V_ zS{Ed&+K06`jX(^)4e4TnxLUbiLF>?tmPZ)-YGI&x;_$G3dqD_~{qkylaQY2RYoi-; z!@d0*UkB_SyJBut4~KKEII7+{BA_a=d?%($?}-E@sNJn_PDm352m7|AK|aN~z+T@z zReKHw-{y^)}{czuJpWKv8X)1kEao$|K$U*e5VYs=ib%JvlViFaSz{*d2 zrqEmIyN!B4Tv7lrdOk=oYax@9?p}qLi29gOXo4yUyif41@mKb#r2g+Ik$5EH;d75z zhoE5-DU{~~mhZw}xq)urbQF9o9_YdfM`&!mK~0qZ84v~^Qf=`BV>*pm4gW}2<3WhT z!2MN0wJDB1zXr~2D>v%Mo|j0{f5u7EGFaiU-C`Gcb6k}t+@pAfT7m31FvlL*xt5PR zs++na<*{?xz76pEMsowB^rMf37FZZ}mi)gSd-E!F0|+U-w1YlC^^9TsI=Bbq=49G#pr24lSg`dQSnS8x47z4th=po&>oTuC%g zW>Wbd#tqBJ^1|F=L2uMF8&Rm(@0@k3O||u)zhpGeYb-^0pA(H^?;_pc`%E#sqQ6Gn z=nlnJL7}p&W0YG?Y{-skC$9>BXgd+~7qum5vo9O2@fuE)u#Z>E z4&TJytG$Q+)P+^_ebvf^MYt1qQ$JvtiMp-YN(aoulENdzpR9W?C7LjnHDGu9<$@|e za@KJas{#|49|5Ebn$p~xB^wC#oR|cyo`H;(PshneGULGEXru^yBa1(KzOK$h3-WF0 z@5afU02l&|bo1Go^~x}SvljVAdTOz!_qkRTXA?dhWrp9v8+~IzGn~-R%-IwjLD$#K z%Xx&6l(2QTC(ra5EpJxDeQAG%FP)Zz(}IpN8F#E|BqECJl7O?omL~~sjf{;brOMgp zRuDv@FjRPHBoWs^HdcFvLI0jlmlsds2M-F!jG@+W-&y0B=ka}+hlkZJ&+T)q43HxM zDa&_a9fdqffzZib$@PE&`n-f^1oAMOMqtR5^%&3r5e>5DrSMDVbvop1M?W+{mAclm z%SaFq z@+<#cbKI!6mhnwk=X023@;^#p-!QgwEIzot3N}*%CcI7LCnnz4g#|xpO=t~$j31tz za|!TlH~FXkP4F5XM+eg9!eVE7FO>mX#~SS8XSyl5a>NqZr2qqgu_AhY)`YWSu-_-< zVaj!VC9s)`>()fQOw*D4YV?m5_%Aug();Lfe<7DQz<0qtf zg^BQ)rB%kDgR3xxZs2p$BDWi=O>uR11u!FDnsog4L{d%D%? zlU)lDbhNvR>~q-!NWj)$egs!|2trl31v=v!F4`I%a`|xlh?t#~bx#uPhT2uV((1-R zpi^$cB}i_4{@T#%hr2nBFl5SD_7bB6!>}}Zme(1MY;$s$eqMb4W|#TWa@RNm)FVKS zE;CKm!W2|GKlv#qejsNg$8-Tm~w6s3rN87;I8lu|&?3?#+l3nDvF z4c7mITz$BSC$Jw?bUabJe0my76#AKj@TbrRbLOPT){{mq){-f*x@td$Qt!4@$ z!%zsLy_s^j0gN)GIS2%d=tcbTD{o^5|9d0kg{8GisUR2oWg#B)V+m|=iJ3Zn*%JXj z{`Ui|O;_zI%_+R@jaR9p#c)-8-f@C(XIC1; z?yt)pLjKW={Inz(CJL;JW7FQj{}7O2L-@MsqxM}vmf&dI*PYWQVb1{6=ytxe0`(*) z(ggg~f_=H_{4DpaFX=^yGUsB}Xv2{q=!(~#qx@6jbW^?scy>+hSmZ(6RWs;iMV*CQ zN=%1(WJ+7gxU-}&j#gM|33i)vh9NI8`jtOD_f-2jSO*pg?+WtxSAfi7E>ahy8a*)c z;^h@VG`R6>-^eMBHMGql&2Tk`cgX{#Z-&vyJ^y10ocQ++Qjyp|Zug<3YGe-sZl894 z{Og7>!e12A23wR`nX(yghJ>2oROi%SYw{DNnzTSLRj#XXoA65?V54F#kDjMs-4R<6 z-ET)ToMNPe9pYiaQ}`^~)08$zg+TYAU|!xyW7^xSy36w|1#Pk$kI z#&Cys8~&qi3YRdMp7MN_E(?PS3+P~sT1i$PJm3{-5`5Y_vWqjDU7zD3&-K1zqq-CekvZ)(A;82ZCg z(4Hbf%Rbe1=Ho5MukWtPe8{wc1Lagj;JO7(=r=t2W>QBSP^Ow+GD#}%b0cuXEfYk$Nyh&vgIWnt)j*v@kqrybHYwA(x z=rVQbz)1wvpK&pP7ce~yRGTo(O~w!NnOoV;y>&0nNHt0`;|h01h3}zf^Uw)vYD@$J z8Oemf#izaR)E~9bs*!IJT6MZYZP@)$xHebI35D&5*^tj!AWK%qHlOFv(T#;P`ROPJg_1JYa6zBi>61e$Hgnbb{)lYg}4S zC8&bEZZ;`{5J|Fp)W-tx5;i7G;4@GpBt7vZ#e$gc3f}r=hmO;CaD*AD+ytCsAMUXa z1l}!6jopojk0vM7;8~ElWMtpvjh|FZ#7N0?cuS6B0n+JS7kWwDQ^b$c%Od=I2;ms3 zH>pjz50-`#_>-o+at5Lbq z=6$`>$@)`d{;qgitKNH@+O?YZBarb6L@HSFu+2J_6j<^vZg*H6z?89Pzp4!Nsmha? z#@E_OdbHdo?irO&e~~kUL}YpJIS-54Z@!oaV7^C;fMewX)H4aDN4nqlz>HoLjWa(Xw{GM#BY@+o! za_1$B$TO+@QI~n`PyN8n!#aG%J^|<_^IOfQEiAz1-wSY=B&Ud%W^uRn+>55cf6Kw4 z|HB|X=XFWEFA!uMAxHMiq~XtJ2E9811cLgRv<%JvS+T2>`(&DV})S7TvrARD-=O0PN2$ zwoD;w;D|8MTyi_qR&%CVtwIB*>O^S)l|Z$N(+x$Nr0kwYQquvhGf~Xbz5LB?!>3%k zH8r~>R!LY6gGX9UnPUWpkfwBy&2+mN#*cHJ&HKJ)BSHqwlocekEm0M828B&VAtDO&a>^sUqg2zVh^7hKt_UYg^u)Cd1N|bcO5Z$kE#6>YX?5bEM>OTz4@~o6P~97ZX=wh51Lc$F(PBqqhf(iSjDiZ{OP52 zs{!p0QA@6N9YUy3$<<+G=xYHvrb<=mVrEJCN`AFH=PC|5F6@GhaXcLo(s&6<<@aMK z(&t$JL@-o%ifPZ@WmlAklF!YS2_5YNAh#Nb8V zzCHhu<7yikEa?jIBGP_?7xS#3Y#XJpYJxPM>QU` zz1qV;NV5jl1SXU=-kXo?L%g-Q0mRUn%P!>*mEngHEA4Zr6C(bpUk0y$( zCofo>x?vcfP>|$BVI4pKcdHlkF688|?ZJF>_H#PTFe#O6#!z*#}i${<_^-nkEW zSlE}(B1LtVZ@qH)-+f+srX+xEES2^5QD8;Ubri=?TV)!`fG4u#PoW$l@15a=>YWW zu-yB?tCpkE-bPvt0DU-uc`Oo>d>8K3qNEO_RoJ;n9OzAbEFZ@;EgI*Z>V)=69oQ}U z^?-?{o5>)hgQyU0ODLiA^MWqb>;-K1VQ3hWujL$#W)wfvGNLZzkQ!v6Ww84GjBP6- zvDHtMe=tM!?~M`QbJwez3coYw%kr9mDgPBIKLY+L-WceAS>hNH0ujfkxqW~Tq4Nsj zoCfTtR8SpfpaXQMLW}WF2XlVk%xi)wu(0uL1b{Ra7zg@FV_pcwGBx|0D=3mF(}$qL zl}%2u0l?=F>rmegbP3m=Q>#}9gA)_wJzH45|AN?bg~*2JKWPfdhS#juc6POIY7a`a zRpY{H|L!R5bmOUxX5$UK#h9&?u|Wnrm)2HZ|DTpOi#u=o?FatqIz61+GuuL-edP}B zzu-v2c(q-=oG`wLCUK&_h8krluwE5=>Swl6L6Ddmx;))s9H{u<-lf)_lw6)BsH*c} zyCi4O`2p5@a9Wl-D(=Wh4G&&cs%IMQk_q$2au1W!sRng6p=m&Cf8msk)Z}nF(ARI? zQuYM6SbFdf&lQ{>v8kp_cDHB zlPkiz@*vkyS8{9HH*ny=hGz*Xb8u#4!F1 z^CdZca)lerV|PoscM{PB|C?VBRS{&Sr^ieknUgO~)C%S;dcU}tOakOmiu~tM^Com~ zlVlh(GRMg1sTrN)J2=nvodUt%g=tqrOwc^p*kz*tI4V6J5qha!q#GRcO+5T1Y6vv6 zx>hJmuRv)@8VyffPSbwhoP3|5Dp$&26VIPoxg^bGP9RZ>aVPyrTLWB5ER$NgOw|>Y zrCUq_#ItLO!A{S32}?wzUEV1cNtSvkG&SJXKGtJK!63D{=P&|AkBpI7EsVhF)UUs? z@8~sM!zk=76HAw)ogPpcCe8f2^db%L$ zVWh0FMcxmeia(fTjL0;Cz;$Tnx@}ttdd!^%a1%1e&WlvNMTMC(N(Cj4KH7a z5n^{QU|1POWn&9M276fBc0_*NuAOttCS~YqK|j_?ED@c`6Z^L9dB#p};0BPIdXbh=7ICB7(TJU!N%dl!u)} zz;GVFd>ZeY>sSh4x*!=*ggSscWFz|)tOrT1T`BSp7eNU+V@m(X{WI@?#xHrSZ>Y4? zYjk*rYP^oITBO@+;M4;MAjQ}qje^QyMJY>NzUl6)qq$ZBoT)a zhkP4wjbr%T-~>SIaMmXeD)|)z=g*;%67c#SxXyp)cBLfk0oD~j$DD}_edDV+shD!M zX_$2+k9Is!YZOe&weD^7_lW)-47P7|s>?FGqFpkhso!?Ng^q}f2Qxg`nii{@vlj8+ zbDa!JAc6EYD|6Kcv#d#(L1vDV3H^6rl*Pz#!>pfEU&}bWA;rae?V(8Cy1y-x^Hz`2 z(P&L9&uNC_U%17!xS5f@pzk*lEnE)zpdjbq;DAd88xlvkOJ7_uoy6Sxz6k?=bk5;| zw;qm$c-7Qv{K=P$Xllpq);uL97;!DK{J?Re>;Kid;7&tL0cVsx*ulSNoRL;~4v?Gr zyv?syiG)GW=+N1DuEB@PDweraTVMSGJ2A zA#5aztDtGadY^he~DFZWk!Hxt*Bp<1K?bGauI(CB!PDYN}* zm!)_i!$s0yq33`t~F+dn?Waf}9I3+eE$-Z_*;iqeiC}bMMrRjsi#m@d4a{#>JH0{=f zrD{n5YaBj3-HXY#jgRv8p)8>8BA{j!@|VktORh_0w#>YJ_^s;@oNM=g$%u4PvrFdo zkSZ`=`E73`tvS+1c0YnFOi6qFmX3T?WG01DS9&Y)90ikNh|TS`XP}fyGZ>!>f3!5> zIy6K_^rxK=#E)hC>8NP*fmZLQwkp+_W~0G$?|zs> ze1i407hvxuJt;BMW>7G(`C(8Y8YP9dVnirC?m9_+-`rS+Yn+(3{evZb$=ds^#(seI zGz+edxYyX0K$jPna)EspRXYi;II!POo;sifeyqmwSwI#$_Ve<8(Qh#U@+*yG9$Vm$ zftx%{B{8<5l(&V;n`qa@RQss{7sY00e2#`5sr4CM2gcM<8tZv=VW;c@07p@SQHl!w zH(p*a7!J4)1&;dINq9WN9dW`Asl9LJfJGe8^#|iycLQRj^xIU%ix9pX%Ow_@!P;K& z2|$5vHTY31KfR8W<4UpGf0Eb0%@wcA0ZEL;Ll6QcE@~A|K%TrB_d=fw>&R24wT_7?0RUp z4Rh;IpLN%@n)iV$>#nf$cHc{QmS1RW1dHq;1O6HsaMiRv6!Kq{At~P?t)6AtRDV(E zVm>~M@$f>-Jpv#~b<12+Dw4KiubWa0Vz0OZ(UPuWQRG}35kjV8DvKB^*o2(Mek9eW zR4nbJY3t6XnJxlsFp)`YbnAn3`no8^LiW41h~6`A1*I-ib{m@lBIfLrT^*fHyx{IS ziaV$>5gdA>nbP4P^LQQ_^sMpL!2VFw@E(=5o^R}kzZ(16{<`1$Rm*V0?eKaK!k|U) z`d}BpzpX|lFmMBV<3EO&kgkw&wU7Cp!BRdXlq}pbTZlkoVk2ApanAP!%P)^0x_r@- z9y;9RxC-jhIf{4Ftwdi3%3&L363Jg%L8N9Mm|ZsepT}Kh+q5>RXr}DqJPoSQrNa1o z%bJD#Af`+J1$GtXeLo@&VHFFAJp)U>`R-}A8qS)LqwUwKApY|B~UFSa$*N}0t z49P_F_OkbyQE+2}@k-h{$4I)~r%3{Px8bwfkx1OWJcwal3zy^7iPSw6qW2#28l4Hs zS`hxvA0_%TJh~Ro^>B?5zUkLeSr!M|!|5M4OFNza^vmTue<=Pt%Rm2n=RLgHP_b;6 zS%1I(PHXKQW3|)L=h60MT3oISXYt9OLSZ+rVFX83_F*(~V-sPvIGwfsr;5HCtf;Jh z8{ARNAcbUDX6OiW6=Ezv{Q7thNuVO~qrI0=j9~~`VUEA~pU_|%Fe!`bSQjN=8635f z3aXKx^Kx=oghN?qp@Qhud+l9)zG~T8gUh`JG%xXtEBESts3@&nw2cPd@opiA-hCTc z@#=Q}=*9Z{4fxfj8=Er5oEG3v*rrO=NuXZRUL)A^t~jQuj!WeX!FCAx55EsE~ zYkB=CE$!Z_OX_glz?J8722j&tu1dLzhj@>cXd*5%$v}ho87>0LW8&<7XkAkRe-=VE_>*+I4$PAm87{ zXnyC2ew~f61{UGZzq`W$%ji;A+6|~ocQ3Jttj#rHKfsD2cMV-chfq^UKjuvm@TIr; zNqn^GSKIO87sKzYR8v){S3kYUhr4JRf09v9kWT=*`BbTRiDum$bY`wvA#D`w{>E0BYv|~!%j`ozL&F4%`0^)(D}9E8ZhSvE zA?howP7Cl$nOLS4nGn;$p2KT6L21_^L6NGO8N61WWCp#=(%#CivOwZ8Cv(}V=d@w2 z^>!?=0(?*)(wBA!WTJHYdFh@1=$F<3C;KpcO>2CcRRl)^=?;jv1*Y{FK=CWHj+$^< zc{#0`=>3$_{EFlUaOB|=tg$;D!~QoD0?TkeA^hqZ(A#T z@e*F~>C}Hm;JOgBG{E8;Cv3k?-?35U6!4y{&}FF>e`xu~!JE+bk}Qe^z6bIl(OJc& zBrUMf`P>rREgdx0roXyvlUxIb*$vdrP~C!DD@92}|3d%qOsBYB%|BmXGqkvIUV$_h zWNTGksYe?^4*C3&NlB+!{e*F>X~jrKcje8-t^v{B$2#%_(kJh`0ud9tm2O&lH`d3H z8pE(yTujcLQ$UJawdiVWO6=Szix1#Rr2Ny{MqO0|-RrBjwVWaW!bPC8ai+BF=G!i*yfS{ica#P6VfPu>q(ne$E?)cLZccO(;GIN^0 zeR2OaFY!XAnRiZC|FLB~aRY6f_|7Z9Ypq&hZniWk zE*(qfuFa9wp-mHQhnYC|P#d>1HPO-k6e;rpcT;IsdO`T`95MQ6XND4=hu_Gn+uY}H z4Esz56YXvFggM*D9PQD7s~Z3eN<9QCo z#1s;$q72Shu5XNUnUJD%Cax0H>03H6ZmGXI2zehvb!ch>tI+ya_=H{fMZ2^OQ_rK+ z-$%>?!aIBM1=W7*_cA4A-afX5f^Mp;B3X$7p*7>?z+d*Y(Up{3_%+J01Yqb z3g24-`3UBK001X$g?1m@a@HBH@ZUg23&8q!I6m_q6>5`HYv2B>OWw6rBf>PXGItH> zPq^kP)K59#0J}S)b1W1DzJ7?MU9*8BD>qUefN%Cq?-mxq53=nN2f_8Wo`itWb#o{5 z=%Mx`!5UjzV;iqOn+rr~&3DtjY8FwH6{&O^m5Z}YGZ=wnZ0t}IlP$1 zci|bIC2sb2zZg0c!U^{ZHfMrloadq%U{<(AbfUqEA%)z`3kT02NK_5_9og3_BpPxX z8VMl7uO4ptvEzCBk{U;#EQdAZ??3*>=2YG+7LFbH;+D>oM6h0`4%E7iRogeHfQ&ip zDXxhv`1BCv+_^kBTBh22a4(KmqA_R%!*z0-Dq_|_P?#qUT_hiHC(0NOC@FB(PC~iR z>`s*3>r%owEx{Z)RTKYqSB3-Im@&OS7~{IBqHE>md!AQAD)2=>pl35RN?N1!yaU_w zFew=xz+q~tsu$>hT?8QEY;^J`-L$7aD6WJ0y;kvA&25%c1!&A=qD741S_rxYOIB2l zrC^LGFQEvRF1x!%ZYV+c{NAFh-NK^jSXL_J_e-{io7lHr90&qT zb4qnDR=2wMN)!&#_Jo%aVqZI8(bX@2;3D$is#<~nenw3se!w0z>N2GKu3K8(iL6?T zucP5#pWQPwvGHunp`I#x4NA9wK|yS68S0+zTYgA)5T{+_OMWu)?H9$(h8*lcCOzXL zA;pBCMREsJfajI;Y31|C_LUz!ig1bapHCuEfI9!XveJF3mWT*>;_#+^qH7))MDT8X zf187MF#tX&ZbdU$9Wg~JQ8A2A<-a5l75^E zADW!wbz*LE`0~b>l^G>&g(41Ei-tj3M}YI?D|^DZ_bLJV9J_YoAeM^xjFJjUtwfGJAA{C_=38wK ztm z;4org8hIN&gv2~ol9RN2$vdt_4V1cj3kW);#<@~clvX$Ep$c=dgJ5LRlDf{t_JhFX z`%(ebGR{M#mI(kk*YYkA-N0Tyya_N!e7pf=NacBKB`VA{AE*bYtxaq?7r}#^1^=en zJtDMgLQ1#(o_M~0@UX{q~gUSDM8xPOjI*XDvk|HKjt?wRH_HUt%) z7kf>65xWkq_!Eutubut(G=*yM+IhzL@>w_$c#Ixl-F4Sl6tek?t^hB)HLTpH$C+_0 zwt$IHchr+fhX}akUdC6Zk84jK^`oWOiS~i2iSx4^wNqe*pFaf(X%#gCTF|msaZ!$y zC+U8ceHZub^PU&b?yQu`r9@U{1=6UTm{DYNjlWlERx4)%`A$P4VB^{@&#-eAXnV$3 z*+=bP+6QI_?5*LrlQe=54*d%mfZ?~@4b253=BISU54->eyuXVXCaApn+posa{rQQ9 z`;O)tx+3bkgra9O^m^Y@Buk?ZE4X_8bvuZ7FXRN}>z8#jcY%sz4^Sqp>S!x>OZGE- z3N8H(z3`eYwx%Dy3C)$8g`G zQhj2>@h$z0kJGM*v(`)7hx{;8F*xfT7p}R@B-DmVD)~a6am`4iItLzgYCrE+B;Gi= zF)g2xNGK1ukY>b;g)Y;$CucbFq-i?`4uFP`1Eb*Mu!)zm1~;AfipaAj%$8ye{5Rdt z8=M8OHc5r4jC=P0c!vc6*;Lh(8U|z$mvi)%{CD$z@wU3U@wnAH z=O3s0g3k+&kJ#p&Ym92h03upc=iwpEMvD#H@Uqtx(mlWpTokR+}DytetVn8FzT+2Q4%pof~&);Hg^U>NGNgo zVY}cXT@i5_$|nN`EJ2AXPeLgv$6n2j_W_$+x12(*%jvSciL&}Z$OTB7?8dFz_?`;U z%chPL82DzPTkZ`$YUgqo5|@ykfD0qG&09t(=e5fJ!{12L(j?xZv~S$)dM$b2g6JI` zr5%G`mR!aHCL=QcTlnc*atH@ko_}T0(dVeGHWjSK&lsdZs8KLN?UOSKa+)Jxs$SID z4Uz|`7QWZK9IAeDdOeGAxQngyP;rT%=4EoxZjv{49`f$Hy}ym-2H zjk$I!`>d6qMft)PMkk%I;};%cegIq+JJN=?;1Y=-ak*vgQne^uIYgB_&vC z)V!XMqt@`XnNk(w2-hPa`?cMgtZ6V5Jf?N*>C0Yrx8%pM{4|r{VeAyst~PXTfUj~j zEK069M=m|>2H^c0S~!Nxv@HzmuyEdM4M9}Xfc`{Zb{lg*Yr%=*R*-oz?9}$ZL`_vF z>P3{nxwwPlKReWf-}<}dc-gkg1^&-iqn1? zD5sc0tUMU80$#JKVFab{?(P1Q{s&B)7LCr-uzFmM-Rnu$HZm9=iUs{b27Ve*F=pk< zzcFsi-BP}`e}G{g$Z-phIZ>sPDFbCx|0p=pw5&0lwJ85)$Z=k2Gg~cmq%zr8`BMM! zE617Hzu6}Tn_=bbJM9!P08DX#hG@oE&W?2sI_Gz?-?}UZNA&LDU@Kp@7&GK`e3W)D z%8%-FprN5i6~`cWEBEDy0Pv%IIji>DPd;;30K5!GWu{5uZI+{JqX{0j_6B$GxWC+g zjbwl)ur(*cG=8&v=ajw?-N5bXpP)=_dd8MRQ(BND$&uZEMN-T2oNB*`ulcHW@&0FRpWYY(=L~B8)afzUb?wZtveh3@NBaOy!V^ ziQ&&R6gqf(-%{{=0(vNq(3ss}MVF5#UNp4b4d#BiZm$U1g! zt%j;WL|RdYR^*B1F7?CbvXAcIa#7!xRKHIVwGHI1%LpXi5w4HiXKBAG6e-Zq;adNA zJ&jGU>u}?y3wjk=3gX7%x#@pls7~6sUQ#%A>3&&MB96U-Qx#N-?_uB`AvFF?UyOc& zwxvM+bAkKpa0289Wf{X~D_}@0h}GA%{RPn~D1qCYnGx#$x3>>bSpb6-PX>7#35bgS z>_noFrGssUuXIG(ev@leJfpLTmMafZ$486f6LN_CqlUg~P8TY{4lIP^& z1H5T=QCs7{9;q&~llOlK=~Wr0ick#K41%KW_HD%Hek-4323qbt4CLRkdnEFgx!w}? zLDi|4x2CEj)N%wDSf%4h?j){G3fmZ(Us#6oVM_R&9#&s`qnSo~bRDZIuPZ`8B1}iy6F+sL9 zM1#?mq#D9pe9G6ad=)PAA@1Er5%-3z*8qdYjH)?3DDfrEN=Wm|wiedy5fvj$UmeIw z;L?Q{i-dKOA54zIlzGF%nX=vYVAI{uB;~{J65sMv_l9ui+$Pu5tQ{cd>Iw{-X`}xA zEkc)J9)XxmvWVF!%K@v7q+}YFXhzbe1WK91;Dn58h{A<^_y8c1>|VBCfPB@w7jUIu z3S=KRb0n%>$n-o+5(0Wz+w36lSuZS*AN-Zp%*on}XdNp|tFbfrnA$VELJI?4bB01M zK!NAGj_X|6TJavKGA;AMzqwbOrG!VY<1@-A2XIEJp=02H#0@4CBT;nGM;Ml-PDWK} z$&f#vrv?ru!4WtZ4R!(#DJ`?=Gb6ju@3#@mt_1^_H?p*CmPwl2Duz&A4Wiw zXu-Sv!X}e@gHiani<063r*i$Cjj}6Xri&)`uJN{*M!lciC~yOV zqL>bkkCviADOB`y@Ucq|8-Lu|=oZ3Gwg6xxEYtD4)8?-@0I3?0aoEuCCpdBX$$tgn zO|1brN=O>Bgj?ta;%dMaez5=;8QTtQTxU!WmPLxVI#o^XnJ#+Byq!zQaNv+Baq6}Z z*tfLn`lPDAOTPN7`QA>zK#BkuAs?8>O^gFTHRav&JPPTRCrBH|dbB+?Lmq`M_~AYr zZs))B6>;*zNF?Zgx&U{(VjUFvYKoL)`Qdl{+JHVHjwBb@D}9z7%Aa7vlK~*pJ8M)A z8|4i${mQ$BvDzCdQgR_zO{oSynWVIylJZrE;#l)2$jn{QM?UNYXpBrO-JzYRC6cW^ z*0#H-tsH4H2wesu#b<33R_;G-6^-CtHanS|-|MHgEOk zVzr@wOzmpmM&pMJ8+D+?J@_4`(Ch(FusPocZPe|4qq2~c1O>ToDL2}*F<5$1)vg}- zPpxWUGQED3EmK61>yNdG9^9`PHSKp+<1Q-!}|IzT?-koWW z-!nkVgL>t#=aqFZUwgo(wlj4k^uLf)&KQywVvH??%YXj}O~WkE6h-pV1^tK!Rcm^j zFc1JhhVuHqA8axKbpsRDK>+MQsz?>DAUm65^+edg&qoGb+*-K8e%3A=EKZ<+lrl5H z3<**{%zp)+lG3);Hidj=Qc9B<{G=vGJ(FtAl0Vi!5hRR`-gKjvM93%wQpcQu~(5IPHG_wb;nH8^87NTPoEIRoc*)A6pq!u7LGw4j9oDo0a z9{rpvq35auO(%6H{x!<0juM9$yj9MdUBl)ipm#>DyH6TRNVtiaRHy&RyR{i*6rDm zH(rUG?koTWw)_Fu?BuR;%5m;p5mm|QdkFy3i#eQfss(|Re=7z55SZuSN$Ly`Bz1rQ z?3n{BxD=b9MyFitfDTUm&y`Ks*cdqQAK=ha^mu~0W4sst<0D-pr1@alRPs-2U+uU~ zeCuvF3ojPJb*Bi1!fm=GhbM8?!M7i-c1$eyK<`^szBQwD0)hdp854DEIJyESc?KFQ zp32V}rnZ^~K(qNu=~p=RTsVw_s?zYhvrMT|iCA+fL5l^j*`EMOjz*EmYh=+|N6?09qp#Hq)> z!Mm7lH8%$8ivXX-+v_HE_2l2S4sgw%V?Em`stIfe`Xw2vm^ez8zhw~wM)FEx42SKq z1BDtj2Dj+nCXl7~m8*WO&JYNjQYl@O&YCmL|BiOS?!fci(8rpVL}GKS+-FZb#1@ke zdC$59Ptyq7J`qF()}}SbKLCngi2yIV4Ux?MMdG;DlIKlk>$tlWV|fK?(B1yeLvpVg zSZJ{W*(AbF^p($8`#daWz;DbCWqtq~f^_s8_^5@<((VuQCt)5LxH81r*c{k+OGV~s2omLAwBHWM96*`OJTuE#As6BFSk$*Vrz?tCPP(DH3Ra%P*tP+c4GFW1EFfmkAb=)yNK~`FORx z4CyQDhCn*NXAiw`Y-0#AmIWa6O(dQitZCbb#EOF(qln4E)`cy;1pLf@c1yqx@9xj- z)od$15H4~p7|{AkwQ6yp&{izMz0srG$ohC?iYpM>Co>Y`{JT4(Vxf;Wx5S8MX?`ld zQqs3*NjHcS{NAsHWE`?~hld@?OK%s1?z(5RZyNmpIo|-aQs%tN@w>|9N((tWza3w= zZDlbGZ?{CafehHH$nN&|Qb3^I?l6|WyKe$ZDa~2-l|h?aY?~?rx49im@3CQkSzj>! z{C`=1Z81Ev*Ob(M`RO6#g-zvQZ*m2kJPuGt9j28_3kWKQf2P|nt$5qwrJh~kgmKIm zuoiL3{4G0>jGT;u>yopIn2?mnHRb;NV5}&lW2*Fw-3{gZ(3z!)#9{}Kp+Upi??{8R z@d>@NHXcGYH%O|z{h(C;ZwU(K-mLmV)=MA&0hToT=YGjZmlgW)WO1qgb{7shIIffm z-%{AgCdNZA?5a)pQUk_u?94}c+69C>jSGb{+BS^M=8kkR#q9u(s^#q@BX*B%uYk_N z)L+|Ij_l3;dk`+z^gQiQvTMzqG4*I2nBH05{pQXcYLPoWFVszI^!1V;bXRjD6^o9(QLQEme z0PY2OTff-7ATT^zI~+%bd~F9ypU~bU@=Z5~j>Z2@Q(HBHW_;e8=ZbKOo zWa1*}6RsMX8m7${1apQ3Lm*hag)BMAOWg1JY~ghL*a%jcJfhd?v9hAZNtP+KPx@>P ziDEsHc#t|NQYq^0%YocfY)P(ANWYRyqiStpLpFiL%j)OPwnNKR>7Q~TB9{6$mmj%EvPMTm^Bi@}=?@vEY$ zOq+%)BqmY)dV7naB!!WD0XLr%T+|KMsW^U)u?CU6AF(RXR;{}9gu?zQ-Xj%=V-Uw5 z$;(E9kX)|g2qvvlW=uu|$%0+qn%8W+?)^qBRKc-dg}3u4cw4Ci$k4tAD>KTqeacfd zhP=uPmlZGVMn+zIr`KmX=SN3via#ZuV#mO4A#4y{aXz}~la#E%QDTUeq(q=$cUK$+ zEdWqif^-ZtvkM^SmDagTF$``T2y2qi+gGsG*5mw85A_W1gL(o2OmdFza`*k!qS4$v QI0G4Y0000000000061*lLjV8( literal 0 HcmV?d00001 diff --git a/translated_images/km/ideal-cat.203dd4597643d6b0.webp b/translated_images/km/ideal-cat.203dd4597643d6b0.webp new file mode 100644 index 0000000000000000000000000000000000000000..a8d167b171ef88babdef64c38edc37a9ae844174 GIT binary patch literal 14864 zcmV+rI`73&Nk&EpIsgDyMM6+kP&gp`IRF3i4+#mx4 zvH(t;pr}s?c?M5&e_=H~io5{_i3<}yiv11kBmJ+cZ`3})pVNQF^uF^$ z`?dRZ?!*6^_e0+g_J2~}>|U7OuzrVLa~`nY-2d--T6%zg|KQG+*6cqC;7{YfKK{@9 zr=T_v`uEf?=O2%8oyhNw+Jt*=&}sGElb}xJ$*KI?LKax`2=bEu$H;&0|M@+HytKdn z|IGjC@|X8J|Nps@c+e4bIV*^iY_8R>9+_B7*}h*k|3u8tnVGpK{lj4Kq`?4GY2Zt6 zGY$RtM>Z_kSJ7PY-^s@|=RGOL$pvlaewEOJWtQ*|I_6B(oex|LSD~^O9GgYzX3uLN zGpcoM>WSl%09Q(PylA`yM(n?%%8yD|>b;nNm~sH;#18K{0xU8_TOn>pe&UvZk-`J%gzcQ0=eXahG*=x#;!fl&n#3ke>gaYmT9; zS0{=9l#Qj0!#o@FslBmavU8|!RfJ8xpZF{QYnNFV(dY@zb)GJZ$h@Q81AG07)}r~j zHJSn=U&tH3i5eY?5p@JQPp!BMPCb4hU~QUZEqyn)KkGGFh;qz=RxCnfkhLRpLIT-h zz@AU_0=!{HpD|xDGxK5JGblGW%YVPRiUhUKp57t|@tu^;0UpLKOb@tG~NT#-D`<$H0ht7YEooyPHa~S!0 zYchQrveMB=<~|v&Pzrcj?$p(eLDQ0xEAzK`Akq||GsZKe+k#<+`@@m38* z1IXRtYe2@+NUHu?dxcVMGKS7?RO4v;I5wYG~z!Xjmmm&vR1T! zCfHbM0vX$Fp!^Y1QnGcisoI_tc8j+VEmD?dZS>PO>TVJuo}uX_G+)gl^}f*QIAK3P zxWmhGRm?9Y)s}+vj#5IMQZQU#lVkW)kxjm!lMk6<_Y1yG#-;tpaJ z6})Z>sAC}<-{^EAIJ&@ z9;fzIySOWjMC}ax$CT*k-bt(7jz68`$91w_?013oe@2i2K(Pf;V4=OyM?WsE;IEzX z_&FL2d%js1x+E8<8J{;~W)rJ;s5mCDKOP$&4`=YSU^S-RW{{`I z`2acqINIt1KhHjwJW`7ADBt(q%Su1uYGIVA$dO5NRf`kGJd2ceBNqKWoKL0`%*$}y z{qO8{371r8k+L{-`5RpL>vP92U6>p8raVnXs!bZb&$%={{7X+!+C44Ch=DXzgERlwaQY%56 zz$lgX8R7cQ6NQ6h)2ms>;51RPENn7t(+8}4x91d2(!SDV1Pcra#97TZ#XGN@YE;V zPYew1_K%H(aN$fjY$|wD*JZ?mBh4ue!e^d`C7#kQ)5cHT_@&Wt*V$Zu|8;{Quwx49 zZo3R#6d_MTeG~s?{lAnN4&qFIU}!M`qyn?*S1$qLt};qiziC0_-C3JN%{H4mJYHc` zQ2p_iM?&joI4#wsZX2NoqU|YZJ2R1!!cU_*DEfZoB<>K#lW% zZ{<4hDczrE4aiPS@W%>NkyhWXXiL~)ufV=Nbz(+hQSL@s7c*&GZj3P_ZG@&Sp9OxCip@jbD1*)r}M)?N@VhH~c&Bn(k=oXq{1kAiL z691d5FmMAa2(FL&T*?vir6CsBmk^h&f1%{_j1VS|K4;ux=Zsm7NSj{P3Gp?v(+@{JXoK-7eRgc zTKTA_h^N>23FRViNrBBEj(y$>T6mBsN@Ex^z|WxP1#TX9QsIQJ$--7>f=AA?AwW3} z$SUmfx+wRpZtt4WA^R6%&pPzLW>!{RzuHe;KyP~Po_(@F}cisG}_L(GW?MTdh&=UBV`#17| zw9ZQU%KO@ig5b=+-^OA#8|=&aZ*m&24j*%j>}f;DRqGHzMO;>5 zp&(b%=AnY{cDvt?XsFDA{-4lZG7hJ%v5U^B!#j?G!ghp@NXf_ z%YgO33aV(ktk;p)wBv_|plcpSQPpxT%IUmQfE}k-<3cP1 z0Xg}!4{-h7b?K=J&(xu%cRp5fB9uM|-1}aVt~ZgZQy+E&GDo?6iO38&pM}p#VHeH2 z`!)c|t*$yJT|p5tcku*UJR^PO8;j|fFTl{R__RwG%XsJ8ouoNOYX3SnJKEP<8|Dmr zG?I~iO_(K+n=K!uz8pzO)hUw24O`11Bj>MXE)kZ2D}SRCDK5$pZWrTAm{-(qR%8p= zJu3ed=hfDre6c;BZ@nKA%-I}jEMNBl%BM+=Slv>vW^^8jHRTz`6&MyzLx}htg_x{i z$v-Jwj2`Sx;qb|wW>|n>|BSi7@D8P*kcAFatau#K>0gjag8GLZ`nrFa)dc zx(_lZUVLJ9ssNKL2~d!nOPsRc1jqdpS6MQh3H*dBz!`4{j1h<3Fj5KrBzTdq8(LyO zDU1rEoC{w$Rh&h6KLknhwWodu{fCG{YfE;#qpLpo}pH= zeC+?F%6zSvdgDg-8sG6e7|zx7^oL;ZbXjlm=C>opG#XR26!CAydThD6tr^cBhl={;SR}}6_u%7(xcr*t~xCiHcMRe{#fRI)Mvi*_9eYiVdwjn?@1JY zbOh^F@JmpTG<6TK9ER&t{?H~AjNge>prFvQ4m^`g=%B^zwnpuHef(#OJMC(WxO;Q^ zi|>TxAS&=e`B3A}5~}3PdA7pWC{|P1g-iCX^l-*7VQ0i}>Zxc&?#a#ml~HK;aPN9m zBb|#D{2!)&X@ozH9qxa-0H( z(3bXERA-X1z`5aHMoEw0@%V0RIZh|s2V272yjjbH40YxW=Sl4%AdAJ>!0=HRYL@2= z_MdrTX0W`}U9xwjf`H-U9b)Osn#z7y$m?3xW8i24u$+=XhG2h6>^id`ed94C8cly$ z^)rUHpU2%#^6GtAR#(PF@qs;T)$Q%7#Hn66u8Jwi3ID}us?Z@88xv)LnEb9{Sk_nz z=V&x`2@>K+4Ra|#5JmInt%z@2FW3Vg$weK1KR43v3YqpkFfjaJ+N>qONePef>gq5$ zXyQ3i6~I4zQwwnBM5$0uR9K-N!Y!N%<;Y(MZ9JH-Wi(i;d;JP2pFz>yee=gB$G#Z` zPw18BU7oH{RYp)trbyd7}MzFYP1z+Yfs3Dvk`F&QRBHM7*h_Gnn{WnEjtwSF%K&iv5x^5kA&USz|6o~P`73s*D zv|_WHR&<_vgWn-{6ux~$;a)j#QGleefUo%I4S%wK$SF;8oRfs}zMkbN-HoqJ0XjIw zT(p?u;?(^*cHi5A9-}_6Kr>gY31dE$U+A<7L`C3Pbu0q@>kzFG&YW+}C(+4j2KT!o2hX1Iq@^WOPLyW%@l)$OKJ`wR7UVt~5E7sMQtH z5!#})HSU-yk-21;43uobG5cG(ibNRP6jTXg)AKkVQKtWkM6Ln7O?WSU5e|L=L=&~k;ZVGas18enCos1$0lbPv~<6qybef-1_J?5>7YxwIkoIf0y?F(M+1eFf{keJ$WHn&VJ{+`1ebOo z_j%hcOCavLta~;iIuB|f_zwppEW5KjCnusVPS(xj7J;m+bqT(Hr-8|ZQR#JtCAQ!57f7t;^CuLdGU|RQL7uDp|6l&_&9t6H|5%oM2EU%G$+k zHZfUj$wnWD-I~v}0V$gTo!yA4#3BYgT%PYwb>x;wU?(c!c^g&}L8^uP*)=J{(M}WC z#cBO^r?&izrUs&%)i3D=lZ0kIpLYZgQ-vlS@&(Z1jQ-*yxar-zsD9^+ScW)_ zMx9AtP-*hbp9U|n!Jzq^N$y@8u+26oK!+XqNMCH|vw86OhA_~DG){J)eM6TU@QXYVyYfnn>YOPSKe;hEDHa)QI1G~Z=tBXN%da1_QnR* zr06^o2@hArK9NpFp5CWD@0b+%%1htOn2p|%7?!0SwrF}&jXIWqV-P)6SxI8fC#^cp zA`-~@gQF@g^zw?Uw!mJ-@o+7IF8~L2*z9+rUam-=b&611I`~fqz`Antb!K;d0nCe! z6?5>@Lc@+U?Cf&hqJ2=~$YZ<5EAul`S5QtQg(ur<2g}neq>7iDWOuZED2yrdP!1n$ zOAda|#%YDH5q(KzY?b&1_pi{Wn7Zx^Mp=(MV*N=NFL5OD;udkFwdo;m0>}`+5aXG_ zD2l;4bo=F)RgK4n8pt;8)#%H@6AyTGm3|Dz8_CKmH5WA>FXZjw0h^H}u>QZ(G`4Rx z8HPE0pE-nC5OK{M2R9NY_buxR$PwgO%K250V5B-)N1~mMs3cyV6J2x}nR)NVZJU8+ zO@^%Mv>^DP@R$T%P^=j85mCS{SU1i*$XOGAa!cOFs>ANb1pp?gKD_lVu6)MZmyZBs zTw1yy0_OzIb^emwJeCQGVsxQS_r_>0{>WTttt?R+>jbi3lrl)RS4o)hMiYR7(F`Pl{q+?_!pJb zR%9`7bkWe2RKI9b#=*kAYI;JpHJq9-1XuCwrdWssuQq8ppa<^YnT6>DA!`Cfh>}uK zE&`P4g8kgrKy_8Y55ByJ-Hv1YwosYiL8X=QY+MN5FCNt_;Kdbe zF;PMJB9Yg~04Xth?zIrT_v$2$#CYJ?f7V732Eh}FQK~{b z0S(?5viTy@rSHXt^RWHi zk~F(OTNGNyeZHod{&M59G9M;!`_;9O<&+thjU$4n{M)o&@0(|iH_QOrNk1;O`TAOm zeN*-#fZYt_cWLVu*91T}5TLlUshMis@?AeIcW@IM1~y;*13a%adE8JP4eI-BxU0L1 ziAK};MqY^8`j-KG0K3D8Q0VpJe1MTN%60A~G$MLi$@nnU0_3)nB(w>3OnyVpW*uRt zCwlwGSk4n`{nbE8ba9Z+tFXIZ(k|^ptM$+<+8s>`RF5d(>G)Y=yi6(j8Wve4o6&JX(j7Vn$eoYjk0&AM#1ybT03Xd>5jAtD zTH$|h!Ip1EjVYrkON=`m&B?-oX8DL9c!z3CU`Ucz5)8b@5Tk$&LvoYW3EjOl5VLNM zWTM;~#`b6Z1kI2Er>MA`Ng_KDC7`zc1HGe%kyR(ao?2_Y8SZcC_F6fijrBwBF+3I- z-x{f_ncj}Jhwf#sAARO-fAj3sMa=_ezpGK(aK@*UPV``~Tfu zC50RH^CxhGwlS7*-p&*0nd9|m6)3Lj^>@-bDK|pS84?4ER90p+G1}U4rH79(BFs+X zn%KNm+~0DLd^f{~fOj#NrugK({mj&#&nhvtQ<>&LKZdn&_G|JeYOImcPTikwC&lzn z$I*=J^w-m&NyzIH%fKRI4Fva*y%>gI+JIY4Sh*~@jQ;M~BY4~A+!~ySOEk>R=Cx5x zDJCtgLj?Z|oUxUjaW*m<5)5|baZ`WtW?nm?KJzXk?Sk|Pe2J`?-x(7L!A(AG9O?BF_WJO|UV z>uBeZc2Hl^on$5A;2BHhd$QOa3u&iBViR_1*IApv8ObUj~A=>{E;`{rZ#$BXUS zJVLMJ3Yl}LnH69r5oj&R;+P-Pp_f4u(D(B6Uh9r$nr9=7*6}-#vR+;XTW2_}p3gfc z)1|c2ln$AD7Binj!6>zQpoEtZgZtv8elub+>aOwzs^`6+wkr&0QZakYqwx_G+(6%)avCK)$8 z4a9AlSV;N1N_J7KP>G@|Ez>3~8nRjDdLnfXG*mD#YxEuTuqUMNr&X$cwO|a*U=Akc zGOS}ig&2+C(-4Y!sXS)&3nu>iv;%H(kwV#34vtHTlL)IMZhD5bQ(lLoyI084S;dwoke zK{p|T%{+*V$;zY4#n9pd=UH2LJV&P-*Mh@21Y^hj4<7+>LWRo`K6C!Ao6R)>#4I}+(IR)&7E9t&P`gV$O#Vr`Iy#g@zyP3y%JgT8=X&G7}b&n(ge&#s%}b} zpl|&xE6wjIj9ws1VBf0IDO$60xzFOtv4l-bVBizqdpK3HqEBy{?#J^9Us~b(X=lTf5 zGKIcDAAI}irfB4yWiadxg{zZIl_ae^5w_?a+(J90hJ{Z7~L; zW1NE<0l&~GD+opyQu~)v!he`6AZt~9R+HeKRc;x*DDuKJqsk`9oxmO(1;^aQ!NL+Y z>T`8UB8xLXa#Qju>&bx|98gXopY)I5VTEeg^kn0yN)n!kXK(Aha_lV;zek@B?Sz@H zG+(o51c4~lvCD4NLgYr2q5Sq2DMrpH$`psv^BKYQ{>;9`FJaNuc@hogfg($(x4(IzAZp_dtbj~qSD|lU>3DsdqQH9-P86>ldmpu5O{k&_ zVmJWk5V!Z0PJo($Ef`um)i!E5VbJ}k({7H~mF^l(MOy09C&9o*ENi zl4s;i650ET)+{SmuQ&iaJ=Tn&A77IXf}Xu?7d(Qb0D|a8P-;JTKr1Z(>*@zRQ+9K? z{8j=Vbg8`z+`SA3-gfa(iL50nCA2XX#ePJXup2HV6?VjH2{dyj?WTF&jcdEo1{MV) zaeNSSw73n4h|82YK$WfT?*QxYs8bo8$OhBjXcaa|R@b|pD>0-SJV&~Sr&W(3)eGNQ z;v5`i-X|)nm$)gwzU>$+VLaN}U2}LVnwDiXV$!;)w3qyo3b~^-O4-LiIf#{Df{#N4 zL-#C8=h$!=K)fA{VN1lR(!}N=KBN9ae%hb3On6o?V&C!~QEF@X;DK&?-8T02?;;S! zQ1aCGkdA@0TrIDDKV0EZ!D0}9R+~OCGOg>kl9RH}PepuJHiye1;|NdFQc1Am;VvSK ze~Z@62;fcY*1e!H+H%@!jlgM{4~MYX|9n!dvVZB_mQ%U`5X!h3?i( z4KCB7z3&4YH3zj5GadqQu(CNCzwD%B#{m4IM~YyA+FPqXZ1_=D^^8z!$Ta^v0kng* zQ^Qsd0qD*-&0i{bxx|;IJ=2v@u`M@bTrk`dRhV6ZB;0N6V0(2{03?+Q$$4w17MHhk zCaw9!2)e1*MUna7={YUjjR^a{{TAAcg0%a7Z@^kFasc zclBeDNFj6P4RY?I21gzeV&ZTet2VwVU{l@B=E_-B+oxDeJ~{*`JHlJo>kpd%iDI3T z5Nu{!mEJ2ySq@HpQNsx(PZA0ViVVvO=oJ!DF(kwOWf8zSN~GKLExD%dvOWkW%Xd(b z(x+NKltr!?O)k<0WEtJG3=Naq$6gf;#9FOVcCo78I4Emb$D^TzU%Cevhr?TDh8uE^ z`=y*{9mW1;oXIuBYd9|JdX1O^O>d~a2%jx@={iS=M`6_k^COqAiL`)@fSHXcEMw8N zu{gyWU+{8@@HHtO!oab6V9V_@&Pfcp4vvm?TF^4xxqKFJisi#f0N>HBXQRMDyNab{ z!iG88zqo?PNT3$7Cmwg2L>u0r%0B1s9PG^LYEXR`n?nTL`11*AN-lj-z6&6{a zoR1;C;->01SkwxsumLR9Au{&MXDl#{%h`Y8n{89(jR@k^;s)i46>eT!yxs;?Imc|D z^*w@4Ykzv}n=JbNG!!_M`}8EGIlMF8SsSHqDS5#Xrlc7Zxhd|oK*AiR{){e*LC7Sn z@72k{*xvAG0!Bc+i_0H64EVdjs~&-eGA>zkftBj zlz4`cE#Sl(#Ok7B5SY;_I2R2t@(S77<5PnV1Rzp7)z;u z`Vl#xx5Lx+;;0XbF0S&#dI}So?bK?9fQ!@P@Mi-hB<(j0-|(`Qj->R9O{B?imYLCc zsozbXWM070b7dg#N=;#ka6W)b_LSg?qAla^ILUd^k?svJ+uDs@rX?-XMxuVBbc4%% zy?mb+~bG-Dz0p+Z;|ctORg{>p`ux~XN57tv=@<&&=o{?m?e_0#{H zetl}|oLtNvao-d-P8m&5O3wn-q(UDy{;1J~*Bsc)ftLxTgOiJbUW*`R6UL)p>W{1y zAoB%&Q_Pkp2ZzGg8`R~dulXz`fTqvQ9r9CLXUm%nOrNH}4i$fVH{Y8>T|D;;Vj)SM zfj2nfNBV&tpxp>u50(SS4#l-km@<*%L2bf_ zyP{Bq+(^3a3Pi~dR@TQqFaVI$d=@5^s&Xnh8uB@ZkQ_kFAF{3Aw0nt<6vuI9V+65k z)TTNM*WY^tQx}jic%xPUS!2!rlGC&^ThWknRQu%0wmc5()VSo%q}Fg%!gaa#giGUD zm`$Q8!*k>x9F;O+ZctYc5CxBKwf?|WWs{Zj~(7tE;5fD%A zJ7-JOP7|CJ$P8s2xy!VR+pM|;LJh5T$ zYx_{q=FJ10R%(7udN-DC>+*77ssjADl6e00GL<;rHP?e_E_A_E z1!IuaG`Zbr37C{0fDl0JK3*9uD3aPosm>xYnyb!1 zL{)mmE-e!qWc> z0I=e8u$NbL$E_Pp>VJeR1oVW$2{Zl^fz5!Y`jRl*V>pus7ihuY-dL%h{r1bel`->G zD0J9{o>m2hxzvD1AH6z2;u;N;XU)va&p3~C5^!*}0{3T`s(D12L$h9BDzyARKbCE8 zkz?d|#K+e?_Ng1`4#NEJS@5!sS8*)>rcZSO5Z;j zb`GTV(A<|E1;AgZ97_Dz?`CrRdNe8khqDxl66DJQ_gqlFu454QwuF>2Jup7cEa_# z(f3U)E3?K4cWR-%W6*e5s7vnGR#PdCU4Y)DrlCnAgH?|FVASMe7#F%l*$Au(?zrB= z@~`=EDQ;4nLOIu0MFzsge8JY}GA|g_Rc!&!BII3A70ef}Pzr<#lhFTr3W=<5C9IO2 zGHQ)oh$WO=A-SeN`-2s5*{_-H(CKrZkYYksm2jKK#C2C-PM5pk@!ZdYGAYpkvI_>0 zaA23M^In3r>>xR{Zz8ST^Ui>?-91X)PTkKsqC85UumNYEc7rYDZMtUT`l^5yGN%h) zXj?%47-|$X!wE{#i{q0vByLhETY}=TUCCX`FyL%y3{-YX7pe+LWU&HcEfJY=+GM$|^uTuDYdmoSY-_$kCWpBys#SP~2a9+IX^RtK)lc;n*2U0eplW)bGLDtEFj zQ+qGmwO%9wzn#sA`lcP%XP{+y?9RdpyA+0x*vv9*z=mXl$c^{cc_ROHn{RRfH04PU z*{AaIDAWK0-dlUB^U$R6+$Prxi5-SI?&+3Z_atzfNOuy}tCMe*+JhZuCuf}$I4$Ci z)5MIkRhjb6IYXhCAkD8v+mRSK(`Z4`tW0IcQRshZx1$3dkT&tJ4=aEiZi7$oKfMHE z7$>~-ITZU#qnKbRmgup=+smJu6DcAwC6*#m6H$*2ISXlIGPO=`r;-M*Z==CYnm} z{9#Zjr#ELV`qtgY3LqDz-FPeYn%O(2C3%z9F&j@F zuWtA~tiuDC4X0s79FcrqlLR@rvbxZ_(yk=G?M=Rp#I$F)eSGp{qi%Qb4wzAC-Yu@9m+$pORRi!4+S!bfabZ5V2wDj&u?Vm@k^wiM}UPY_Ich z@ehx%r?jqFx{}MM5nSqP@(d;LYv4S=XIJsvY~xz$2&1D(JF8{0>d}Qc8xO#vANSheKUS^rYzvt5l+Jg4bnE}q z>5BvJEtNyu)JA{3dM7Hs5^Y^y903Ew{ZBP?YSJKRg(xab>p&12jxE z&X_*l;f)4$h?Quc8p)$HrniQ%m%tylKvA;q3qc8mGctf+AR|tT=XWvqY|6A@nTJLW(HPXcPqD%2H|rSx60Is6r7+C z&tvkQMKol6;4I>#c}&})9MdpvW^dSqSpoGv4A0M-LB+$X1~H36c+A*^Ku5)u5;F-p zLLjDXE=6Jfgd-lXI4jVKcYj~kXPZ^vZQXR@XhqR_yWH-#yNQu|9k3mQQ}fH5Lnsl$ z{ys(^GMrfnOH+-#g|ahkLJo;oWFNQ zLkZo;SMEIDG+k8hwRRy)GOPA1C!PO5W=dO$*p@6kNK_V$j{PumT|^=?xHni~cN1Ir zYijJpm(4l!q=PR7~C)n-v*!-1kw&f?j$HIDI4~dq%WqmN?sK;*V^po0*qt2@OFPQUi z_{|A2Jz9RMdgV5QyD;<9i@2Q@8FGBg0OgAlPLp5mXdo5Z*1%&O@J-%Ib|=0$!8dS+ zji81_5Qd3?52~%(x_5{Y%nZ4v+RuOTQ7IPffI?bJ6X)VmP$xWoz#Mox_#(+sC1*1q z6}Cw{ym%6jYb-13pqn32N>bB%N0PH>6h+J|wyVhOE}TkfkN*KM{S?bVNchcZPDiO38>7llgnSc-hS^OkK}-JW|;`l6AgJ2JXR?a2Nd%?AW@np#)ctgpPTwdf5t03I*^f<|MO^Cvd2iG zH=O$h7_xjwt7%$QNlG@&L)xSt)3SkDW_B%J`CnQYDa35zb@c_IINP=a0sG=P zZOcLinrpG$OH(GkZE=bgVrGUVSioSK?ze&;ox}yEwlH8mDY42Zwun}IWrP3-4={-a z^jEZ)vi$cr(!NoL1Az$nGE**~t*zYk_K#T53wS#1jC?x(b$plGKKbB-<9x8ocHo5T zvZw1AVTeNKAn3X?PlI)0$E@liGJ-Rm`5|IcBC-Dx_7XCojj$WUfL5SLYzp{LilEE^ zr+pxdcWm{(x&znp5iOQb!NqE!9EpSTp!TQ48r{#sStcN^Y+8d?5CWO){lP2`{O74F z#|H>gU=y_ti6jtE7yE*fZslJWL}o*^iLdP5m**x={&6&fP@aZ$VE7jZlGJaAd4cEu zlqtS629Y@+7MD$v&)9BnnfOTlygn1nhAHEUUO>|jePL+1SNQr(zq%rjYF-&8mjKnX*ti~4z2|`)+29e6Uqs4L+xxNJ%9vX zqxNJrG00?ocrrOx*yd~pn5N2ZpC#agzO>GZ2@i^@hi_0YfEaT`a41NGCCw`Km;eAL CyC7u% literal 0 HcmV?d00001 diff --git a/translated_images/km/ideal-zebra.7f70e8b54ee15a7a.webp b/translated_images/km/ideal-zebra.7f70e8b54ee15a7a.webp new file mode 100644 index 0000000000000000000000000000000000000000..be349483c6c96ad3817e351bc0a409125e3fdc1d GIT binary patch literal 13556 zcmVKjwch{$T&G{j2vo`hVCv`d9fL znSZ>Vs(*C9asAmp=l<~f;Qq7fGyQY^2V39oH?jAZm$V1>pZp%0oqzgu`{4Y)f&Nc^ zk^AqUmLK~S)KljFnz9VZ$D5jpJigJ}`takB9}5}=c}0KYIbDO6u6RsXaI45y|-{SsJpG~a8@ZYH2bBmVnlDWS5mcU5y`?LZ z4`Y2L&d#LQ6>(lO&Xy#FweL1rt;=2U#q#dgjnGYj#dJc1SX^`P%_8t?_B5T^yQZA+ zY}`*;FMdvF_eqd{|HwTv1cO5EtG$wp4YVyX@^O#k^6?BSVd*ijQnoHjwE2eDr+}(V?`6Webd+DyemJC|QH~t#X57lvd6oU@T3^Ctf?%BI}{r zTZ}KSw^06SM(CeVFm)JmEoK&lHrD>9)vWHTd|O`iUe4Wxtcyi=fH5D5|F99+I{xon z9>zvE2`Lae1OoiVW06}#7)vYe2YRP;uHJVPGaLg=usNEl(mOwm&dvyMK2g=a;-TYq zmIYPFFo@NEctsM_JSVLW@EwfxvT{v9@V>Lp!@EiU2#$Vi$9W9@!@Plgd_Bs2i;LmX zH*TfL!q4=9T-)63o~UvD%iA`mZhA*84oo(o3fEdloeECR6s#1$_h2ox9~!4D199@B zz5pf|3ns#3WinXmNhV)#6xJ==$}}}P$*=v*0DKPBHCu`5C0EchCHoJt!U8Z01D5ob zXx^XJfRDmd%fVMAzki$s@A0(M5i7ErOfrXLTe3B-lH>0!Fy`(knPzLM#FV<3#RoBLi3%u}- zpm>u!i(>;U+gmJ3nL5b${%-t#9-IMQblbjEubEk9FpTKibIjB)MfchnB9KVnec%uv zu9lau+sCxg%I`ebF-ccz97i-*+IkY?3dGAHluv4D&m=Vpg3DsnGZu3#A+WIH%7dKy zU6s0YMvgibI4CvCG9b^i|FK=Xf_Wev{t2_UPW5(Uqhvu#_{%$)oIkGi#=G zrS6Ft> z6SDRUZ2tRF5FTw_SGSYCw%^-LRivEy3Gl&F1}3M(Ucu9lQ*ReDpy6qBRCNerb{GQw z7rTC;^m!zWZ5hQA+VryxgTL3|XLc@izHD=LQAD{Nm3K!cL-MYR^vfR&0BP@?#djxk zO1kFqc4#{5;jnz&p$56zvv%6_`@=g$bvakI$UUnt5501ItfRr^<=<$`1VHPDlw{rs zsusu3?*fDl^UIgIh-9wwwsINZ^K(`#PHj4z%Hj27!txMKDlx3UqfbAHN;sqzf*rHix_(t1P5a_nd5NIPjJ?rW zsBZMjx0JZVmr7aewnN3irpi80L2F&_!5RBozY$Dm2hFh-hL-`Ts>kq6P@fIX82!ST zzQ(jBumJw^DLSRx&LnsPhShGow+jmkR=5-vctic_e zEJi&bGM_=>0}F zr&tN#!dfJQkUoQ924unE))u~4B2h;qFF2X`^qTY*ElmQRGvJV1Mt% z$?&1c5wzVy>QhrS$qclr-g2Sq2BK!Wj(tl10;wli3e%&zCe1{nh3Avj^!16Mq3}+g zqT;(6HG5+ygun;t4@;uNH8X-(n8Or1L<%g}>bYj(qxd*AS67rF6k)`bDv># zquFNpXS==bj|Yqm-d-7(2DJ0}(;cv%I-gKqrPz*W(~gEk-hc4y2!vP5yC5BcEl5!JNA%!GXw|Fgg zqjNSd)J=C=P!@>wMhlf{qXUvuO{8kUr2FCo5^n>|L40uQxm*^p9k`OAa_-WVmB;FO zkGrp>4Vr1v)C@iJfAJ*NaMx4=e(7g}uPR`KNR5Fr~@`KsESK%q6 z0f3%AQP;q*48$o_peQr#1K=1ouT(0~6ZFk$-ri~8-A3&A8)A$cVh!SQfUt6KJ}JxPcII(g3_;F4 zj7hX`1jzlbZN9rUe;@8gncI3}YcNW1!qrwZ?jGRH8xBl3!A}hD<4bu;Yv?a{E!PiH zF4HHiJ#QGhuZEom_aj<*gz>FwP5u1^rwPblrazG%w9O;>)eSSnVM?1WMD_fgukb67 zzp!#&`tWKjbXEkTWdX*b4oz0o=a74x8Br7qMn*vC#iUt|$PWbAJthn1Qk#$04@4?v z&g))~-?S~gK2faVbsp%e)Hs8}IZiE?ZTx8tvnJGdh`KZ&Pk}1QU9?%r1^DO|mKOGv zHE+Dl=j5@@ig57?&?`ft%yUh4ye&9)iG)|S%;+w~tffsaiHp0tp@j%t7Z7gD7l+yi zrXiD<$1O|yPR1Rhl2m3;m+htUL3wy#iUS6PAB465TRY;F-D%E1ophRdvTAIiT}OtU zcAiN4t$_8p$t-b zg{H^_C8GUUXVq);b`u^O6!5TwwaeDTP(BANfty*0Zm{xsQ_crIkb_QBnzqG&klncR z)ZLZn<;Z{?!FTj6!KpsOlel}CH_DwA|CxJm)=v>!YTuu(yb)b}cA+&9B<&b3M-_LUwZ@%W9BPKF$fN~GQ|ZyO2JZ@V_R>^9hTssrKf9%N&$(Fgx{jpYn4FcLimq!G@|TjS5S_tZ@gGN80x2b|E#& zv+``uhTx!x7ln1cj1HG%F@q)y70~gTBToojqY|D1r;n^p`r zXxzM7)UCVpLvxvls+g& z!Az6}K|LpA+tUn42qe2NLL~C>?jg8qS7)V%4|{;mIX%#;PdEvirmX%u%4rcLvG8VZ zTFo$6@Mu~u6!)ONa}lJM#`R3tN8p-hVBI%)U3{{4Sqf<8zbpFjq}5P3EU0g%*V5$< zQO^1O^KBsnH1A1{wkDrm_BlrG$2KR&?V%YRDn$c)FI*T0kL4Z|&0q}rv?yEUqR@6o z$-Z{&$a&x_M!0Xrd5!D|e-9TDBFf0v(e}o)0qnp{R_UuX2){uvA|2Vr6V?Bywp< zj4}!@cDS<>RmBU8U5MGLiPs1OTB1x8hR^sj&n=|~Yz(jV$ScSb5iHIIbFy^YomS|N z884HemQc2ODE#|KCl85;nAsQYGe48S;{;EMDWwIsRybb34Nha@>RUJ6Sx~8_0*Vib zP>dGnDX|GXbNpu97~;~zdFxD7We6rSAspdSrZW3a;q@cpYC&$wm9=H&gPaFub-Q6I z-8X+D@dAi!8GP zUla*?L_dT8H~zb&zO-FSA47Pg4iNc%M>kA3rvv!xwUN6^PyclDql!FHWQhMjk%~-$>SAXn|_Y1w`H`K=b6LzxhHLEj}Wq<>#BjEZJWtk#@cpK`^r> zS@WPS^530NZX9J`s;E8S(lk6-f#ICl3Wc3uy3#!USn(;1fWv!pD}*7>q<4rf)u@Wzj{|hxIKaW*uRiIh9`|h^cW_ZzuV8(J}1Sn3Y^y++vu`2iIlL#l(Bh!=?n*eSc z4>ri9X#9^1ec(GrDtKaDGWl^^ZMSEzub87jgPMbbwFmPrgaV-3^fugb=pF|7n-V;D zotEza4EhzMRynz9=F)vym7eo4`OZ~`G2Afs%Nx%zM>5GugG1m4jZbug*2*kDIC%vo zQ}m!Bg)p0GH6g@Kyp{yC+G5YWjQ@D~h=FgYE9eQ{1ogUzjA!fxbEFC2RzoL(w>gIf zA#j1}G2Y}V4ds3AIg%4lUg|y?JRP~v0j^xuD;z8>jnxl2yuF}p-U&v->bh=tVU8Ds zp%~&c5V;aRP&s;&R#!*1G+`ZxEV8F{KPzh7co-N(1k z1!tSVS8t3VuZN0+ln)u8D9Mex`agiVyeIQccu5z>G&wlw@ZV9&rWsvZ7@v43e4oLH`!AvM6Rp1zmnV0-W*Fo(mRA!>v} zpE=&EC`NY6c=5`qDFKxu`OkxHI3gXC+F%4&`=~^4Movv+Am(8E#Uqel#lH9$KYUg0(_Z+H>dW!6#v&v zp{Q!2(ml8*C;snhUE*|>iCW}IVj0mps~`T{86CauD45!H6f+dHLE^Fs&`=iUowi*Crv+U zOo{8ez%hf_2~EIwY#a<(gh^WtNQEpSDZI6Zm=bR|wTSu(y-{#WNfl zFBg{(#w;3%ddEX_*F(oFpt%?uDqv+yqu57f=0tZdWU0U*{+_w?Ikk$Ao=~X z{u@&%qmpsqS)7`!Sck!qD7MqeXfXshKtLvjAAb0IecI?$!r$0X_S^ zrYWb@S;9Wr)MPcv+>BI%P%yM3S!t&xrSDS4SbjFxHa==Y=OCE1z^oGfb&CFaGyjNY zx1kZ{e^3S<&C(vRn@R53YEU>k$=j7~H8IwZKmaS$?C6EBPyD_7yW9cj!fX~bZpnM~ z%@=^FswvyR3d`lKQG1!qS@KgUPV>=cvn0|U!pAV@140(WBGa#o8Na24#czBpx+m4rwUg7m`YOLGj&9QGDt`XJ9!3;W+&Vd<@g zWRO;Hj2M4=Z)dZxJ6gCHi6nrANrco}*{IA++F4(gf)JJ*TKkS-*~dN=`z^GG zGMUg~9QU$3+K^q?MEc45Kd4X%-wH$~*49?RLRx!52eJ@viqTsLeVV}>4X2R74zQHq z#gXJWdt@$P{}Y79A#ts2Y-WUY_k47x$z*n9WAE#p1&8nEm@1a|cLwmV^Bq9~Hfu)q z#Ca<$;&v$Wm&a^C@ei-pj>%7M@{J0hx%aMycx%jlYNEFsc;8mJo#l#cU5Nzwpn&k- zc+Tf*K#3rQ{%Sl+6ez!@CyvVs+>A5XswtlR0!o6i1ppjnRu?&b9vv{$Lt__D;HboE z+!tmHtm}`Oc^Bf~B^}O;q`lY!-w1EPHzxeLnLAL_2;dt2Xbl}#itiWPZX~y*J~-Ez zCq))k@#!$fhc)yc*vlyZqYnldILp^tYM$7^(FkF%R83_wG4k(APQAu}AN+^(ukb8f zcz6X4{u}Z)iHyCzaKQ>;zfSxObEdj3*_}(Sgw{0?kbQ}kK>Z37N_>yD8y0B1*&{Ge zp>}54RKf^+35RQE^q`V@ShZ#u6iJ5Bg072lKC(Mhuaa_JPk0K1=X#-Q#H zepW>)&$cyEKuTdV+&?IV(_?1)w;n&ufqc0ub(Sr0FILm1^hvv-DdtihSSVXVXqgzL zIkDBg%!x)&@q-x5S$G;AgzxfsHBH(yyd_x13DoeUuH@+Q=U={POm->g3UVA5hyF3E zJs!sVebA_pJH=}Rg$^*d5aUq~ZThUK@c``rcIjUv$^~r8j%=uGT0Z@Qg z+S{#m2fr!pRx(!MMs{AZDa4gVI6Ndy;)ytZu>!7qeNMxbxbzJ5O!h=D8Zqs8Fb?Y| zf@`!Ig^@r|ta|VWC=n5n+ztP>rxBGHiy~_}UiXdVR^RXXGr%b3zq3$07%_MC<}RvVX$b@ISB)={_1locvqn3$oNw_Ey}7HsD1SR)z# z?Y_LLVT2t_7%DvhpyB&$d_wg}JV}{PtXTnC5F+X8Wc6l`B2#>D?`W+HVNrTPVoy83 zKKdl$4j6#biR-9oGm3biAZu>dNncT|ABUduK61mj{x-B4pN(WAR^ zj4Hc^)`iX(7x8ir<7afG{<3LRxQ>wK?JgyV)uzI-sGi#E-T|tAN>Cya%+$dl4ooQ0 zr_~C_k&4&Mo)KZ2qk@T<{*Q>GulnHh88SlD2yQG#;$g0{WU;Mo&8xH`+>7TD8Z}!` zFy_4FWxUR`@Cph8K7azTq%Jp@{(Och+jh2+G@#-V>ifjDJiQez*d=Kb0(?N^n; zz`XQnFQWGNT&*+dY4{&(t2hK`oR2pC)K>rQWbI?_i%`jm8{!_#p=xb^4bfH9Sd90% zvLCHev7*vU++kE3dSTO92$x~IN*chaeryo1EFhhEC-vM{Gz4meBr z-y8*2wCGWKC0P*HT#+NAWJ5^!-Ul=%MJ~jxX0Noj{-1EK9+KJ)GhmS2ty{z&YXg!M zK`5?%Y(Ee{*iEW_oxp0&59QDFnW;HDVaYM?vr)VAtO1?)H?~rKr9yU^Zf4+r%UtUZ*FLcgkzh_tAiw8u_El{sFyf{N$ z9jw#Kd`=+(0^0iZ5L0MyFocUK)LMyGGt>NH$v0@@Qot={4t1^yp~&__x;Dcm&)2kE zDJbfpYiCr7r{oV^G5sMK`&OKGCAT@W$+kIWa8}a&Wgve!{@V1i=tH1FoF|UqC++$N zVliJIrs@*N8{HHKv}qQ*xL+^VcR-OxF&2Utfwvabaj~W+rnZbE`gzk~1mGycyWd=i zuR@-}5W;vb4~9M5;Z47!vYj4?zXzvYF$nq{sGtqsXTt>yobqQZF)+eM6sqpg{DQ_f z-f~2ssB{fgTwcGp-QR&-x2FS4GE{HOZ9VOt<)Ey@=mx5G&Qd}5xoHIu79hW>dB_>JhU9h1m-%XsWN3I@;= z<_g+4it{=nc@L+5eib3scKYi%J^5A$|D9^2HLMK@3+7a#wjqGK1Fhk%HP>O~iWEjG z!9Zw5bb0Vt`yhrn{4Hc>5nVdLamhvLX^v-0YZDzeq!J(}7Juq;)`D&=2>klQZEKz) zSm%Fq#z8Sl905gdb7%Z+aL-+`u$2V@r-dX|-~?y^7nRioKa)>QhtTModMa(v91P8y;YPaG0j%RmL|^Gh5U@S zM^Z8RBZ>f1#<7NVR7Bt4YKd#+%x+_Oqw~h@20TZR80XMFI?||tvi`_eKbW2zf@+`A zSxmu6_Rpm(IjP5**US)c+Y;!6?fAOz-E4`WZOjPHFyfMB+VIRU*dcq5xV@d~S>&bj z%&QJ(971r$+SPam|7=Z8#j7%s?5&2;wW)n&Rs~M&Y}vR7%gT;wNjv_^{w7c4A2UxF ztOTQS|E-S-Du{+QiQ}&rs)a`b_)0-$W3DA!3W(dy5Cl35>rK~A6;d$EKJ_`YUA{Xb z?9HMHoP=04?kj~Jkup+Ek)RQ|z-|ktkSi-&R-<$4@}o$|rSrMnVB)joyw$iEFSVvB z7SH+jxnla8OT!KueKn8hD>u4XC{90Wokrx?J+gGe^h)FS1D`G(BO}-ft?O>n*}8t^ zMk~&jkbF|Ez}d5LN-_AbVrLKl2@(0jlIq2c)kd^TS@VMu;UajmOwLQzYyjre{4uKw zyG@_Yvzs9H)WQ2w;gqP4QF0gK5ZhQYGUsUFzi!s2J}$GxbEx>J@_Gf7Ag%&f zxU+jShw&bnu!!@V1?OeiX4$n>v^~S+*sqg$e)Nw4r zb&_k%pgBr)Z!{J5P3sB(Ae7~#so;)HX?aB^KU!i8%z&Q?UmI>xP67+bkS5;>dkHWp_&l&}E1gL9?zUQ* zt|m~Qiefkw!d#K52VS&`W#XQW4JP(x%e5tq7?)AA-sRQ|a|z$!T6+LNpj$f^<#Ho~ z-z5YmG&y567^Opb9e+pTisPY{lvxD*dt8Z>MePSF7d%4W2vgWf2H*1Z(gGc0fhjRy z`f-cXUFp>tRcu*HOBa&RP zL`7->0o`xvd8&3JxLm+NIq`v&)tuLE;I7C96pUNxH9(zcEk$SFn=&6#Ql%O`Pi}TF z_K1UPAoYJ2!||VwR(e9;wXL9N*CvO6Tap8U*k8_gj zY6kR)upYdo?~Ky73|E36%fsyitrjyZ;QBN~55DFh{`*2{ezqUl;2PvRng^e$g!N%M zsW*(PgvU*1p;YG@|1hEEFGh#9Ah5E#U`!&KYC9kA>U}k3*4OsodC~ zh(5-bk;_c=8qcoZ3m88vUOkRjPaPc_U_Vq$WM38~!APLWvr`a0F|0rBywez|3p7zk zlWT=H3`>6){qamOe)|w}rZ$fDkh_MlKPH|;$!zw(hLGa$_WU*vpL@Yq%7;ETU*=xx z{J&>z5HreqAdy^haJav30ttgz_j*jkxR_36IK^? zKtHoB1O@Np*8DJ2<^J7^kY{`gD0op@dQ7 zdD?I$3GEK2_F0_QB6Q_He@h>5xuV+2RvtNa${lLXfZ1{K9k}Sf2ShxRb>Y}E%5((< zgw&bGuIF35bN1XF4f3=2z^(-A2xxhXV}{!8B|Mmwh|T3ysW@c;432LkDFSJbsk^!jZl zgar-HQy}BnjlxwfpY1p@kX6R@8l)z&Y}Qut4vhod6_dHyliRn=UKpoZ_IW!yu$okY zF{cTDOb`T=$@@i~*P8T2@;x`Ks}2{*5_#p}=$--j8j}E#c>9w8oczd!zE6YbiNF0-AXAM0Ds&Ew%`cK054kEb^+{^jrRPuH+sFXBs&jlX|ZzmD2JWoPbV zJS0$^?g$Bdt)^V14X>s(>b18kXUbF{YhS|35V?JTCQf@!{c^2Ab97JqVr=^;*Gbu+ z@p{q3BMg75sw|RftEG-CE#6D4*+B1K$%kYvB9~!LScIT5?m4f9>f-tG-ONUV;;7Ah z$!d^ndZvdLc5L(7^)$h--VEr8N0NJW9=5G~mx5 zpT8O}jSf6;EslP#@%Qp@F;%c8k<5VKxGjIP@@I$k_mA;1o%v0f()JCO2-MoEt=?!z z8IMX4hWy$Ba+pI^tv_GhWmrR+qOJf@fFFVkA~ciha( zckS%sj;k#IER$GWr!v{R41O@}&wzjhaIIYp&{U0GS)QvKaJ`1LmDCG)jfw%H%7?Z!gg>Km`H?31&%W{v~B`i z;WgC64j=x8N8MucvH#qHkf9Tjy79%-S!v@I;%@_y-tJ+*G{ea^Os@I-e}|l3&Xipr(CB ze{K%j;=eRGIcG$RHceMUOLgzjwky@F$zv4Dw#d7O5}j11yc4ULhZH%nFM?((qj2RF zO9=M#YS^XeAW`)$O`2H0*q*wrzW5U$_N-OjFx1h*KG{}t=WoRt$|C>sU~K#Zm`papff`W)7dAwdB4V#p%%^F zazUF7wifNkSsEEc3MRT$c0G)CI8)O0QPNl>+w>PxSh@%)D;bErW!=Cu3ADuSe6B0e zn{k*^R{^X?bYojQiKhdFFKbjDHBeloidQTP;k-J(wb3^YbP5S|pXGA4wx`!jAP2eP ztdPb9{{=(n0-rQHGUc&VJ2jVLB+TLB8EhR5#EH?K@%xY0H4QI+VNd!Pzf!{+rlvyOvOZ6tNNq6%ZsTQ&S1o27wA{ue6N=}Oi^{eDrv-WoDMf% zucLB@=qH&mL4gwMiYiY&BGPxK1w<5kdyM? zMod+c6~ulqOfL+P8GG(XEkwW+kDR*7q7>TM4dkxw@q*;1;{K>soxfwg0&vn6#~!`U ziX$>qkna<4$cc*JK{=I|hX~4Cs2&rUP`;P28WXQY2lVL4PN_TqjgJv~^_(oDOZnzY z1{`u%&$#~+;RfW&G*`z_>1D~a{!Q|ZrxvNfMLq|Ti1N+ASX7GiK>)q2VdiMF-4Gqy zPap8(_u8ee6SD%|eciD84GoKGKrI;FMBO8etoyrSJ@w`9PyQ(Xq=tAJUnvZex!G@E zl$bS}ytJKfI%{v4mj(TsZ@%JNpAY7{7}@u%R6+6FVoxzRSmV&f-n&o3f@^^UAxjfv z?~K%%FWW@_d$UTV7AbtU_VpeG*uRO|UiGXmuV4si>lz7K*Td||t<04a4FN#UK6Gxz zu`&`;U?dHxa(^1PzT;!dExm`Z zI!d`!v&YJ(j$mKdnLi}T`42g=lskQ*^6>y5QKA(_Z=7Y=KgRM-iKw)y8n3oask)Gj z6EG`*>{}Gbf1WY_2~dZVZI+4!=86b8P3yTcR2C$fE3H3A!(J1Tl@T8+-?#+SBtWk~ zACMW9gBuS6zMEwb49SAXRMpUX5dwd3k5v6Kb4WwxJff_MOo-KiYV#Am&nJC?^q`H& zJ5L@vXCtR3d#~9tZY|y!5hT`#UHg+R(qd|@cszrc3>e>iW3$*Ol*ny^o5k3&KY~;r z9|lR6&Qo^9qk~V=k5gDH@bQgwM>TUGZS;rH+yr=L#dLb!24uN@jQqqCJ6T}QuLAta~@%-TtIkR7W`++k9o8` zHQcQMqVK}tO(_)(Y?(g8l#1swyp(cpm!Ot&qU3loA$(#locF%yg0?|W@&jc*4ibB( zc))w0d4yj}2rMvH9w>~+LA@q`4x=_PqinJ5I z@|asGE_fqrY5n5jaoOLfZhz#hk2SDMeE~9CVWmC})%Y!~;KGXH`DVbecW)J^XnYU4 zz!SX~cKI?wUVEd5aUBQ)&Y7FYEy6P%3JaDZ%7+uyI)EOuVl68Ga4RbSsr@-BJ_6Zy zFLg627~zQqU|WI3R9N0Lxdr5| zPUtI|{1p%un4x3BT<}s>{P2I5~zS{1_ZOS-2N3Jfh0f39p3Opq9z#?XK8TI@etnBktcn~7Lex|K@_oVwW|6X zYa}llu$R>S!-=G)ExM8f!QB$PtX7g++!UC_PEtb#+sWey3oLSgV{}?`Zrx)@wY)sV zU>b1JBK4kHZ6`_iU>!zp&b0RO1r=w5p3?Ks&|aZSjq?CQ zAsDN;%K?=oY9Wue+FqYmfDb_|Gl6Ui^jtkKB5)8$)^--_S0trKGkzp)>Rtd<_2?zx(y43&1R5tr5v`yc$sad z=E{=)=st&%$3`i)fz9N&#_#6nk{$>9Q_x1_AP3?e&NxgjxeA(ey%13>6bYzS4sx93 zLswT8+a6|mp0wcN2YI`QGIk?8&Uf564O5CxCM3AoDxEnek9m@c48Q3Bz7>5Y%GG!0 zo@jaTSv_XvE8GzNXIU?`vlmR{yC`Mc+H6>4l6CEV0Y@St9360AgFd7W0w(V`0mLhU z2To%Y0Q;eGgYNI_GBt9ew$8)KzxGFYt9y}=D)opL9+40-!LS0&%~^(5aZWUnH<)V) z$(O9H)Q>jZc#~HSzcz_MlOCW%%0N(a1x})1GJ6@5LamZ|Xc;QB)Uyr)I9O}~dcc72 uM6%q%(EQXXwl6Y!27Ub}nFFQz&Is%WDr~?O*uz4#Epa1|AjyS6T literal 0 HcmV?d00001 diff --git a/translated_images/km/image.896e8254a2c60d45.webp b/translated_images/km/image.896e8254a2c60d45.webp new file mode 100644 index 0000000000000000000000000000000000000000..d2b9d3ce69e6552376fed83e00b36887cb7bc355 GIT binary patch literal 111822 zcmV(pK=8j(Nk&G-v;hEDMM6+kP&gpEv;hE+EeM?fDgXsp13obribNtIs-~gSY57nF z31@3;-$lF2(7FE{!;m#COs`)(Mt&K2qG#U$_r5z^etzYB$iJw6 z(Ej7&pYZ?g{6##c`)8>~^ndsN-93~4c>Rj-EbSlX|6=|EzpQ_M|Hu9}(chW;^*`16 z1^&tYU)Tfnztg|^f44q~KY0I*|F`{@xZln^3P7!TSbytzX!DPx@pJ#TZa(+qSL{Bx z-!4D)e&Bof`||w%`Vsz{{s;DZ{NKTk{r|V$5C6b_?fj(pP5op3Kkg5_KjvS+Z|}aM zU)jI%diHv@`W}Aedboe@{qOjI{=NT$_m|;^_P_uC{V#A2-~IFc`2YU@kb|9|Nd`d|A0;QG?-zx6-$ z`j`9D`7in(=YP_F(El;-`}+U29@G85_6h!>{ulk{=GXbp|Nm=$v;V>VtIzxQpX&c@ zz5_q1|7QPx{txnt>9hO){on0BGJXPnoBo^s5Bcx*-y>hoKezwJ{~i99|9APn|Ns8} z?!Wf?*8R!$YyFA;nfd-IZGO3}*3`fsjLAYHo;Hl%S_B8Ge72LSsc%602h#`>zdMNd zK2(-=WpEeGLjzQei(}ZSQPkE8)sGF%4b3x~_e}K?@-#4Vo%PiDd~$f_ zh*jC?>@%6|3f3ZrXCX#Z095}oQ_kW)>^qyPt~))Re_>-XZkSY*H%!m#t#C&}DXn4d zuqaSXU&_I4T3|}><C-S;`wJjQPbqvgaQr~}Q!(0&XWN$E+sPfl$ zQiK4Th<~pz%JBmz8+YQMDr+BbGtY1?{iW9J>UUfGoZ>o5xxJ)MpP}|s;&cC=%d9}s z=x;8Rh*@@}_!)_2I-CvLF4Bs4RF+f=e~|pyg|}*-q!;6MS(8${3483~7n?v7KD}JC z5N3HO-4KGfp&RGXxeJOb|_pWE(!#vL;+cBDH0yz*% zF69NBZlJ}psLIx~10>ocdti&K6QE)%Jwz|%W9VP$Ls8YNT!OCo<0igfU7Nk_1HN!R zRi0ICI^a&~#ciM|JC4>0OJ;iM{3<+D8}M16xdtGo5yKMi0NZ`3b%56dl^tBC$PZs3$j*c_y?v!zpqWkH&S-3Yn4B>?0kblQ<38!xOrWw?M5SXHUFvjb$X5HhR3r zde=EixmOA{PGtaAm?;pU%trNIc=q-4K1#S5Tn&2A#Vl!lt62P*8=h((PkT6*+%Hc* zQA8*i_e2#zo)cS&fzCUms7Ab=pXVXO(0t&NW%J5aaR{>W`72{lj6VV>v+d^&SKI2Y zy|_VyHKMW&zkj=zUo^_mN9(pE$G!u5Jw}_&Gjf#P*e0?SVvc~K{LKVyE)ssbx&juZ z>Qt!gCTwj8s~K{i6MVQ`e4RV)(WRBE-1^AL=0~Y0?sKZV9=4wSd@Z_smcN8>fIH4J) zT2jb`-VJjQG0RiOzClJWXHx{U^K+hYa^Ni98p{iNMMDIFr`vBN3Bei0_`1yUay)QE zD2J{~ZRQz=IZJ~r$XAkr`ph6rkmQI2sWF{QD;l_^-HhcOjGG0gNCV8e?sn@H@TMDB zHBTlo>&edCBBr(E*dSXSNWKIl4jOGMl0MT=LaB_A`q{R=853W)rUk9#)#Vut^*xQe z3gdg+(3nwd@pb}vNS8EJ*VYg5(eqAI@Tfr6Y;`gb6T{Mw(D)}iXj*w=O!EB$3Ff~Z zt|nD%-DKu_^1nd{7KrNPkMZ%EjyOs1gaWZaFo_~6W`HA*C$sI!!GqxIx=BgonG+6^ zI=7%TPK!VI*{bpKGV}!|#A*8fHKM*zyj#>!*6rFB$sTuOTe@a`if`HQs?67$fN6W# z(k5)un0eL8>HcuixogUki$sSgkqGK}mH4P~ahAW~)b7J1=%dH*$5m&XSHsw-sZN1!+b1d&EmL8Hk^Rg*zCAEJg zrNF!ry!gPsHPENKkH*eQ0Z)eYfeZ3T^sYterbV>o{UV9~$r#z)*@c^XMCQ8xn|Pge z-(2l0a5h-{yQ{);qgBcTI_W;wvG%^@N&JdUg}y-D%#wC&&VAhK))BSA=O2hvqN9g` zs31I$jABg&8H}5vBY|=ZM^3b;A>D$Q8a(=67cHUDfo@Ln=NacUcAs=y6eRhKfq54l zT&j4Y_JQd*v35h%P+TEJ7sU%u({zw|A84C2Mtx(X#eg)g>(}G&^Xne~I3LP)!y@01 z`)clbL!!}Xqe778@W>+{32Ht`gRURl6RM~QN_8daAfDEWl6Eh6Ycv3eSMFr=CzP$_ zd8tGH)g9+;2bjd=EN@rK^Vo#RcFSy>_>`vV?E4sQ03|=_8&f&akrC-7d;T8DkQ@D3 zZa)rGwO5SJOy2AX1*p zsRw~BRLi)4kARoA4!96xVe=m(^` z^$^p&p-4UOv=ADkHToYsx(r{L;?Y-xB^k!YNxw8SF@h+)+}!}6n+Uqtx(@Y0&Uqo8&~dAvngLGERYN*JBHSb-^d?h?(1FuamUl1H8!2$_P4 z^F~Vjs&rDvn($-K!~Oy+I4*1cxPIRFZ!xOD3_fu^T>*ImK`L2Lb>e7(Ssb*YV~) zU+r$-n#_0W)a=sOP<4dzzyrAiUcqMqVPgLc+xBM}PfSY8tV9c+MF1t&x*KduaGsWC zgk?Mum1hw`HajdQ)2RfrgL|9xihi8H0QB??*O4D;%TEOvm?~6Z_Gcc>#xn7gM>euG z&>XYeMQ`nzwEDa&xO-3C0#bm*XWkh2d*K%)7g(@d#k-VTBR_ z8ZF@pwM%jIYo#N2>Dx>IJ>A{Cxe%aw?%4>Pvgc!KBJ4U1s-0qIR3RBkrJ$T?Bekj^D9* z)IrYM=H&VcfDN$dbU^I13k64{P+T~bxR|N=B3hjfxv#Ozl zORmUg+4xWfxN}4@>Yp0zjcO8}v>ZjUS+5AU)rjIu%C1r(H~VUk`*KBa_zdxPhZ!}TT@g*mSHaGfq~-Z(Zz8>YzVWB- zfHX$ejw@P|-JeAjM4bpa7gA)H^i${U=_2(iAs7{~zKP!adOWFH7L&n__8 zp8SS~fp+Y$BK(M*3(5l!2?(zxc*h$EQ8ZC`SlL zYyRoqf@!Q?PAXttS|w!soHsEVKINKZ38*Dm!j;zZ%bo-r!giLW#ri%#`IiA>1T#`c zVaz+RU(?JCCGXi>xlZaJmuz287<+6du^6+oNOVeHch$RP%WG1zKkR1}ePw;JjxT>D zpV(ymR--mQYWnu1#pj&`?=}P|K$lwOa3wvoe`+gS`ovP$L z{{_l1LqdE#tcou(V5}({c{>V>751x*do^Ot5)A7}=VyD%LjLgm!$IK5Bq4(s&JC^w zoyhHPvo{UanFv$0B`n!~a}@?&gL{_jAIJzM{KQb$@O!bVpc{ya9nARV0J$BL;#Q)I z#94+Ow~y+Z0T!lv{wr`MhQZ{Ffcj?6oAW@uV-b41+!zfVraY%k@1bvVwllcNbpTU&Vj3z&PNtWRs99C-nd^&5* z^5a=#;ZCzxIjVPZ-LR155hhsy>h(tng~jCVyE-PqKCkloV^fAyI^oHANWWJtqMGsK z%qcQz8!nH9V!JSNhf!u%uv*2#ZMMDINR~`pr?OVH$cAb45(ayUqVB}fsA%UIyWM6W@5mmy*OIQ_&utXl$1pIZw%1Y&)0-l`Z3ogamODZ`iHT4O68>mg z?FY1VN-#BuvpzU37`=iAfKDGEmfCNy-zJnz7?9$#IglY>=9&;rX5&_xukN8u-@IF;G`7@5k z?)vx7R>ZpR+vY0RsO=FpAjvKdYvBlYlJe=Z!dVO$#1hN_mDgOP5QGew zevI!Zg14@ouf+VlMs0AuDH;h%VL<04~vT8}7@AUt^Xu^_#d#_&XjfdoB5d)dQjFC%1 zH}uS-4C-J6cM31`JEq;ALZ45~H4gbBT^m`k%efh?3iSqGqLX7!oc92nHS|jh@?-0U z<6)|c;34#@xUcI&!#_7DuO}JswJlQ$^^h)_1;;&6Ul!DxEgBNaRBSX~kr=SYSXVR_RheWPljNzE=Oo`2Om9P*H1?-# zrs2F)&2C~*`)__T2h>s8J#Oop;Ny|slmBAia>`)`wFbp7=z3SJMOE@U%r-elFaF7#lbIrXShka=@a5^C1gR z9~q?AmyvoAe*8*4;JDaY&PQ z>7k8(h1Ds$bp4DBwuGtOYfU~V=x-AhX#D`+>vJ(X>8CkLR`ijn2b7?;%+ zZl^*UF1M4fQ=idb??G4T1}IXvU05BP{HSZ=`NTtiogxZMPgE;c`yGLV|D}&I^BmGf zdFkY8fPL#|W!S!1m-Ga&ZiY;0L_Za7ms{>^tLbzVzi9HX=QoYXxEaki)^BnTgT@Q# zmQ!!vWaSa55OyoGM6_xN$F6t=nJDi{Kg~nq!HQd{vFkEQ+a~zR^`4K}&j_ z;X$=r&pVt`CVi1G`W^2(W@!6QKrVNowMKuPLhUs`Pb=0*`FQ$@e)1A}O5HmN z(26!Q*}MNgZ|O4Jm($9wU`N(Ka8E@r$v?rKG(#Pje;SfxEb6QpH+`|Rn2Jl)y>-*M$f3eZ5;W3i`rDH)-Q z_-Q!ET(}=Z>@6g73-DcL4}O@i(g$*QdFA~%MaUu(GqqH9&|{p|ub;x+%T7QcQx(0m>!O+EF-jG>U(LW`y=v$}`s1AYT*f|_ihQC6@zhQ}N1zZ2z6xRh`9!M!2OaF% zye=hfO#E``PyQOeJu(w{5En1PHtNdtOdS!-j2H~{)JjuH%Um#xeoQlm81%% z$1u#4aMf4F1|Ro*9BY8o^X`0DL6h4uD`xTsREuo!yqerkji`%%6Jw9zU1VQQwJTX* z(%vjD!n&_WQ5r7AKPjc3$RJD#0mk>*+=v_ev3<gm{ZAUoQx|r{)i) zYVMC(_6yjUXoCdpS#%UpBp{OMK%1gf4V^ww-fq^eiaG0m8-ryKAZ@eNY{jyJS2M#8 z7P0IVTUo&hxHcdl2iuR+@lQ??g3eXrg#rQ(zJ>4tT1#()41y1NF>rcx6g-V zcwG*z0n!(6--I(hZ~toaKcHx`-ULZRqUNYZdl z9H$AJ6r;kE^vfGk9F!yNxsyRO4TM66S&CTiYCBIqIZH8`4;3uZZLu>+;;?U;ATyt- z!x{i`3W)C9mH!`#djF6f(vznn3r)@Mm;0-uNH8aA^Dte!xVh(Ld$BYu+QSf0j{3ky7x9 zkGWssvYWmBVYSB_o*v`*zlrXSS?#hsTJ;OS*dJFZ8sc@~*fwl^o|og0?hl+9*vck# z0P@x-m+9`YwuC*aXpD;I*I%K{aEF}EzA5_=5_$qzf4Gn6h12!T<;q`)V+T(BlJ<-g z&uwEQglXQ^$6#!SPC8VepZ5wu39)bZ zg5aySz08gW&{sCNa6ILbq{pA9UKb}oKLZ~YZC<*$m6ZP$jH{wJF6fE&?uT?(s+hW-;~@bb1twozJ2MltCN)uGP0fY9 z>n>fmJ6WI)sldV}K^ITH-7zSIYaGP?sus+w;6Q`o%Vm8@ z#c5-x(`Nl(HeU)Uip^M`Qb&P&q&bojyn80dI3FB2)DZw$AxUqC<}$XN0%=bH2?{fL5{2+zEk!3Jt(hy`BQkMI3o;5O z1#_4as4dfzNH7wvO)L0{*oyeZnxtQV5n-N0M50v=Y;CrcZlneY-kK@{l~h*UZ5s|3 zLu(^&n4Fq5-<`WVWDDmuBdx<`4RtI}(l~#h^WDXfH{3>d07@2f5n`o^FHs;kD~K;kH_>E|$NGS9Q6Kqa$F4xN1#n?*xUYEN>zH*3S7wKKR9Q7z z#uenwHEGRz0>>ejB$U1~^tU47O>$%-3ruu$V^@Ii-V*NUk(TiGvNP2HP9>-Y=iZ6R zF99uRoq(K0CH_n_dShpYZpDz_(Gp)%b0`8VvJYnZ54GPA6-z0KQggE%x=BC<^tt?} zD$_437Zd|DZ}}lBb)!p{z)>nR@xd1Q5UGDZ6tK^#%?dT7*OeH0S(-b^0SrSa4wGOu zhT2S+f~q+5V!))cI#t8lm_nkbjFkh1sU8J;SBVeR5cXcEKH3$fcFR5y$7?DweNJU; z=ZH&@V5)ioFFnh^2LSoSd+@4nI{BnXo#NVwaKudPFX7|dHz0diaxBc@^8p^Ti72|$m`Fm`^!Ap25a z17!Soc&{%9;rnbeYuD!Y*I*Z`24~Q$3rXP>A)>=|9xrdjMZtsTleGr`)d>;;rnqH$ zx669awvjgLuXR7%VNqH*>8EYI0wXUU4e_XyC>;*dpS+D&ls)_w(n#sjeKA76( zt~BMFw7h;+_L+h6_e%i3|Cu0Wa_$s3Tw;tnVu)CI;-9)?o{J* zR2;X$M;V!W)dCG7=aIJlZ+EbbU>IH6`CL1c7q52;FQOl)4fFs(A~l{QIgrXxp-0f) z45UIln${uPKm;fTaZS{cAW+j0tTxzBkh+jb$MEI&)ea@ zbKEGRvcs2}S%v>Lp9!#*HAT4NVTh*M`gsa%T|CXAa$I^iA*S(Z1iIKRo#E#vK6syg zY<$iyYU!`b!Tz5DJ*W(JYjl2H$3A)pgGorYSypV1++D+@>yPxQjw|t`!qGcnVD$&_ z&3o>8B8gU9^+X;MRq`U}9NbF2n@)CHmqwo*0D&$;aKf%2CTWDjKs}ylG~)Z?hW|QG zz_3vLgbiDqV-o5Ob6jumzsho+LPE&JA0dp|dl^JbkOE(@Cks&%V$IRv5?#Wy+&L{0 zW03BpT}(Vi2TQ%E=m^#g^qz+Ih`^f0R}1Ft;ezDwdVe&eh=a#%o~` z6GFJ$85$(MtZX#jXaT!uN{rN2uSY!M>Zz3iejIBa6|+=FXhpXND8P!DM^FHwEL9T9{^FKdz zli;K9L%ty*g%JhAL2`2*V5xu%P6(zYKcfSBmV%TV1r5%5w@KxK7VHe*Fb>M!Mv5@H zq&JE~7(XcGS^nyM@6X6D&u3piygLY6`tga({Wma3sO9-4DGKQD$i+4=nox_Mp zrc7VUVj!~BqXhg%_DcVb5MTQ;J;V|4n_hRI2hp+mU^^%P1~lD*!XuFnG_g7Q5vXQh z4}s zMJ<$7+z+=BBr2WaW9BBrkQ360isM}h*dZZvF~o?od)tVojt;)u9Vp8QS^=T#IOn|F z9yO)bxY$Mpqk^z{Gvfom0jWrgWY34v`A73Pm67>IK=6 zSULsf?mC{HZhE*5?)3M*8Uwf`0vV;euTAc9>o9I=3%p#(5&dE`n!lLK_ZS@i<~E*P zh?>84EY~*(+LM6z2CZmpUs=Gsh53{rYCyxx(BML~4pKSYE-Rjjn+@xb6_(d{l9j|Etj5wcUzpEcMO-%pc@ji)D~-V$Ns35X&#Dd200~ z7Kl{2-J35UPC5|3!8y{{UIc1$VBvA z4H9e)$ma!ACpJF>@x0ORLEhUQJaW<&FGSPz|_!2@I%xY2&f$vlBN0=%(uAB33XDY2VT_J3yFThtDKZp z6&1#5%`um61^^eP79{p9R3*viQPN)|-yxs)LLN;y|H6DhZE-=Nv~DApP$2}jvXkf% zfel@5H7XXIeCfl$z8oL9MybQS@K>Iq>lf7&k&ay%*!sdS-EEb`c%8%{+3}(jvyzzVE zG}Zs#o3KcUrdmc{LCI{x&Q=V5CYejN<;PV&u&6|zw@Xwax9B$>Ta$Rl>htAE_0CM{ z2nRE5N!a@U)e97Ei@DoV7=9Ro#9=d2R@aFj!Ob^%LD17HLGlRpnnSH8~eYNHvrSx@u`&Lei$h3~Q#w5_R3H1Kc1sml1ql%=;w`zedq%y7n6p6IH3h z%VX&yDhNtZ%;|0jr}Q!M2juQFQ9G@=%s!UTDpMTRfj#=w*I`fH+WO~x?%@3rqcZK` zw=`teZ%~Nc@Jk=*&j{9R5~XKon?Os)AeYtL=P52C#==e%Y0Y&T`?Sq*SpTS5wgt6g z7;O3v)cCT11$fh47-S6xS=OUaZKEbbJ~nY+zy>I!BKa+N$jGM@=b`+pgsJh~in4(d znvS_9zyn{33W4!R+$YDmeczYCAdAIow*O5s28@e$o!_5#U@&@fMZ=Q z&5xd8J5TgHlqw+a&{K=A1n{L)gb16u$o879GcIgOuWe#tR|m=ZSIX=>Ol7@vjXgH* zjS$jAouhpS!oZ0jB)VG+6tSM9h|#aZE@Or|imVXshzV%M;`&YUbHXP59V;q^6a)qr zC@1b!6c)&!jxg74FLcKgVVB!B9nrdjNd@L$fFK9Jr*8SHp>v`B3<|-7H__y_4;tJvtc;`=D;hx zOkRGw6QyyE=4WgM$Y2_}Deq99-Uuu(?sTd>Io6J@&$!oW{Ss6IA8QxkKSJLz@ZA#I`cHH=bc=2|0l*5b> zP$Db2VgW!OJF2lZV3iBJg3wuk4JV{-)`GI3$gwu$Tc$Q`mcJ&ZpvbH7ezff?|@FGSlhU&%eFSdXtrK56ujDRaOu@WvNA(6;Z z+M&{@9{`Q2+%>&>|Lv7qVSvnG*WBEjC1#3WaI`EV&uE_KdIv+`mcwBj=}An1M2fkJ;X3o15dr2^hfg|r=6bCKg}EZ2 zl(;3vpwoszJS5oq!8MlP7gog82VV3OX=~UwVK%~aWH1FXy4R_=5@V}>?sQ2HpprBy z=!3@e8v$Ehm>3)|Bk0ilTolmLOVmw@NDUI}O;nIjl%`SZg4entk<97UbF6kd81$$b zrVC~y?X5^rn>whRf*_0JGi~v@f)cTi)}$Bq9QM$zpIFGjh6+%eef%~+Ke!7nx3G$ z(vyjty$(M%p6Jl{xYMpeu7}MBN2&Okcjv6*xKrvu*q6|GmK`a-Db2Xebak0UT7-9t zCqEyYPDNcYl}NtUzep=U9*^t2AyEh7mJLX&SL>1357C6UK`6}UfeiK6N85vbfo6+5 zL}%3z@N9{hn!vmQHJP)!Xfg?aED(_6+Kh5p#(3 z6AYQ1y=c%hwTEUr>TW^3msL7Wra%E13!?$LlW2@OR|0>sRl$1sFLZThxo5U^aMn9K!XXu=VsF=-p zFt!Ly%-(%vg0|lGE>w0<)0x_3rD9epX08aw7HvgwTo2?x(vg#v&FORQdKC@fN&fm# zh8Fn3Og(qALrzfUNQAlniU3TF&**209VRB)PLE#>o|8!h-_M?mH2}jt)JY zGd*2|N+Y;~<=PS4mP){t#Ls}SyarR;Iqt)mxkVOB5#*wGKW3)*>2L;=hepqxOR~y0 z8ASg?2(6DyH?4pASG{GaUsf;<2fXtz;UtPO|Grz4WM+57Sxum3H?54sDJ1Y?7ps>! zZOCH8DtlO>rEvu%V6wyAP&GtvJd$)oZO1-xROkC<1PCFb+$9c%d1zRE%`K6?$I|g4 zGo`d-NR+reakA}_djkXv$S4$(nFd*QAsxRiM9aPx$J`B>t5zyEJf8lR?20aGB#%e! z(?Z9EW)RJB?LcejsBPKde>MDu;@wX}q#}^}8f=tIxTXn39=z`~!!$M>q^N&oFOD~O zLK{uLTJmM|fps}Ly>S~i%$7pQk2a%|Y}h#my9p~4ql;6HiqI0~b&>^CM^CFAQT{|- z*)*u8=_XmpTGYm0&~Cq@m13}*F55Bu{82X?YnRSTkkKWngn5dy3Vvn%9Qmrn##xBCHpn$5 zx~zBm)OkFbvR^HA^t$>kl7uhpsZ6pBH=jJOH6?ZpcKe4-@47`-$y3JQhJFrSc29JD z%hA^M!GRlB$C<1voOLlqqS3~NR^}|Cc-~$5vL!9cjY2a2)yWr2^??~=2LqE3-Dr&C zbPal&ja*dCs-gk6=hm)IF7kg1?*@0R1GrLNQnF?B=>HwY0-g9lQPCnG>gi+p9074@ zK{>krJh4m^eQqT)=`K%3nedej5-Ob~ zn7B{$RI;e}?}AUdSkW>#qh#}_Rcol$AKzsLPXscnT<_PRA5F$ND;UISK5FB?#1nQ6 z)uQg4aU?T_J|{KPy>3T|nLde6rszg^4>=Dw6$wc3B`Xh@w!&a(CFdfzlkD`Ua3&`< zH+w?rpM%P=ZOYx{Cb)lK_hYNE~ajw2cWhUx| zqnL8NY0awtt~UG$6&b|XqFbKTh1bN!Ts%FY9#%hiUP3U_>-_{U9^o2?j~P=k*0VY) z({^@RXbqIixw&2HCkz01SO?A}IB|UTVaN}NgC%ptL|Utt_z|I~MO-h>l>m+eV5j7~nkh;g_&aJ{=;)Qg#35rK1L@wRrx4=U0SmYeN_Hi0yWftVY59|QLK zcZBh$iKGpL^|%!U-*thyONW0rq89TRNHp+|U8F;0V}$-@V1Wq>FKc4SRE0WuiAxjk zo;AOQL*Pk7l8-@A_nI?P({OT*YA}l@UMb4rLqs#-UR|(NpK-&JM8yAis`o&1ZUJAj z>PeIeEuuvFqu+Z(kSX3g!`ZQ;hq$D*qvIk2%#%BxhlSxMuv2=)rVxQ!tsNRS ztv+t%X_TQ+I=PdRaLP!n8p~(_L9fFM3r2WRZ%K#u*!APV3-J5>yIjiywQv##e1inG zp$`(PSa&`HoEYXD-!bP3d=>x;8g&gH7ZbUV?}PA(iMhhA{kb_X&3CpD#CN3*Jo_GQ zxLfT&IUONA68L-ufpOb*Z{yErNa*=7AkJ6828rDX?eH~tB?dGn#Mw4=Z0#Xu>yJJi z#7uhv_G2(;^M+h>ku?*G_haFP3>5NxEcI&BC~}$L)Mtj8XgZH%j{fwT-HFYW*1U%l zk;^d)s$HvqEFtVzj;&AdIi}X9`W>(m=toZp+SZllL$sTMt1|Q~Fif(;Kc@c*n`}a| zz3kBdr6SxTGFr~h`k!i}$crh6;wYfW4k&8>+8IUiKGJN~!l!+f)z7fg1&jh0E6~nf zj7$f1aAq&Lfx%es4AYZf8!|<0NhlOcrd`jOX4CXsbUEcjX;$A_YbIo699O#;fp zKyHdw@VQ)4g1t4I-lR!Tc3B7uk4Y_`0QiX$bHUBNWuc_z{sd9a`?rWm;Xvg04){L#_923lJl6|IcBV#FKR^_=C$bjYffoLoE)iFQ@pi&yW+P6s{1w(cw ztB!7?f?%)KF-Z*lBfg;sVvTUdMYP0WK+LcsZr{3TNJ_1EyGi5AjEiml85LwsvNFpy zwWwbo6}{SZWXyX1>sS>b9X>*MT#y8C$IfyoBHmOVTO}oX_gM$R0n-gaqG0Qn;4ZelUAA%PBqtSJMd{y-~>35^?mlXFH}l;e!{5k7_J*p6->4e-=T~&EXOP8*#39Y;6UtNC4-} zG*+dWaJ0jFDF{^)?U}dzE4xh@y#v_TDO{NqnhwkdrEKNhXX*2;H{iO9TwRB!DYvow zM{++_Q@JSQ712@ij1nwX`~IALjqop0TC{PuUjU9fNeP#tK^YZhYJjaMZtX{q3wi_Z z>h4Au%UIB%Y z)U%bnG<47UGT`$u8Rcgk+e=A_Q5%J8QaY*BFWr#Fc1e`w3(e)7Ek(~GoZu0A&aumd(~3&rt;I+X zR$tiK71=Mx9k|25>w5f)Y+5m(T=TJDAUs-@>mF4Pwmg9KoA`JG=9it0^xSK{fBLIH zu?KXrMV3nzxkd?bx|S6(yKx-0GRGd}z>DT5QDTj@n)vPav7_Umj+MHvVQ%AGA6F6@k3t4_hJ}tokAm%rL9A*Gx1SZ~3n6bZ*p4e(|aI*}?zo6_c zi)@I+@q2Wj19*8VB8*USRQASgcTF>P{gQ|{8eO-e7)!%@`2nul1SJ8hadhOD0z!zC zvTJEaD??vkuql7yd%$aCCkoB>#Kf24tvRKdeLqN_?=$ras{yGmT797<2@O}9`6g@K z-PuswM#XAm-ljKra;YhWf=**^f~L(2egbm>e$Cp9p2zLI>a(z$TpF;uSaEx6cnA8y zbh$RJ-g#ZvUPnk?`&87Oj_%e3T2vd9n-fsDi`RiU!D)yie3@sv;{OAzFPeIaS+-9m zI>twA_v>gFXI5=I61$GE;{l5Pb9<3;syV24arl&-ck(Fz#fBjjt7$^GQg?^_qkRz@ z;l{$sQhKoWjxf>6@M-Qtk&EX9sV>gxs!*<1sD#ywQX&|{qY7$2h``d{Vmj9?Jz2j; z5U0-OKkNo@{WBZ3YxeAsmVU)VW+ZrD*F`?ZYNG}TYcBux<|W@gEdY39&~2b8Gjx}B zD{hI<{msG(f^@kQ1g`Zc_{*A*r7w@9*D{49aBOg;DCTwZEKEWw_7r4;OJP?<7ynSNoxx!f`v*BoBYgG%T^3fC%e2QDUnsKK>mE;c*k{P;ko zq^HiWHFn|QJ@BnuPpctwskf^ShSx+lVA)BM1wL&-al6ywbu%i=%>- zC1uixqiGFtv$JO}0?8_dY%&SuicDi9kdAdymYXEOo9>P(1!0YTFpHRTCS_zAEqE;K zr8%y>iXjKz4_Z}@e(qw_-+_PX(9c{wblHJtV`_FR#Sd8AX`WHD{EzPWKN@R-vFQJ5 z*1?gqN#3F66F)+J^P%h)PrT8M7c0idQ$63oPgka2I~irWPe_VGIVM&`Ew;8wb@V z!L@k==jOJ#=%Gke!^f?&jpXLcuJ5&{e&dH@Ku9C80?xnd$|l=z#wI`geq*eoR#=eI zA6E9Ee5F(ez=k{Bg|<;BsNXHQYDHyjM#5sGV1wawRTn-2ar>LZq=&E?>4z^UMCM<= zfM{tx`r)f+I~&&C2AZqEvI>4rPfVItGU^p^y*b#=lxKx0#Y2RX3|{_5ropP`s*s%1XEh zKBLWQ)r<0&6f$;mD HXh1w$85)Y_sm6zWPX52NLzGZB<|&O2wa->GBFB$FN-!< zcMKJNJhd*q*XHz;{ZUa%G>pv*wB%+zMRg^ae0)lD?r z%A7BJbOLYaj>*bjj(8m4GMY!@eqF~- z${$TwAlQjB9R1mj*Y8n%^11IRq^i*d>MSID)%{i#Uyh(@gOC*1H_CAZpb2T>iPoR& z+t9{3TAzRUYS;wUepx=h+QHaY06cd=z32`vqUKl_qvxa`T_YTd!TuSp&?Xv4ZJuOA z`;1gtxgz_1C3kD)?`u6<-QW^Yl>_DRtBWPaZBO)oR?D2brE&Dcw>^CZETjx2O#8qU zvkg?WcstU(d>{uCm+CDQB4O276Tm#&`f5uhwnUCpf8@P0*#pOOiU@@XMnISCI(Imm zTs8>Iw9I%Su&LdvY|kZQ{X7$~9qT6jp0CKp^*SQjXpq>ci(cer}7S7CG#T_91 zGrI74Y4||g-c`)QOn{6q=cb?gB}Puf@!oTTpCS6!T`FN1==>$8}A}g_bHc^Tj2TW6uFw0_$`|du%X~YlwN=T^AT{+ z8X!hh>HK;2QID{VKTuH+dD;Gk$S`R4oi+FQvN$KoX^OYSE~Pvmzax#0@Bse*;f}Wc z{fWQ-kYs-tf8N)EkLZsu{1^@L-BCD0mL<~!CI%VJ4#o8iC~nz-p}gCF^X4%;xwlRC zbvQ3WqVpEfR=_=bw%!N)HAYm~;E_s+gj2H&KcOs!YqpLK+8i`Mj2VZoC3=ZN$Rkfh zuUoF#H@63f*l`Y-#k+n(Nt3MSsKfv-brx|%c^=JRCP>M)3T02J0#*8iI3sEDE_nE0 zb%ybl-tZulVc-!K93SR`|63y7@_>&&(by!-JXo`~e4;{ zK*`j93%*VlVzXduR*d1*Woy?*A&=Up@+$SMa9>$cTo%XRYse~MJA701eqzT8xXnRZ z>aLH>2<6XMvIW_E-`{)tlA|AU&$d_OX_g^1fh&j3@|NA8*``P2YhlcQ2Vu5UZgciG zyKu3L2+yFlwYr<8ZcNRv1g0WZD_Ae`ZI5lQe6|4pj^F1pEUuy(f;~fv8Cy&+i(k9; z6!!!pe18=;krmkEYeGoK*+iY6Z0?IBTyI!BG+RMu_l{D69VADwl8p$252rgc>6IQ>Q^h+>U=s9Egi+S!k|wP` z*VHF1gdMB#WiOGF;+?t5I#Qywp7WiyI1WzvL;zMR=pQ2dh)Vt!(sn6;iRW88`LXWb zYthPO!p+A6=F&jUAFGD_p(F08$llUvy)lD zq8j}Mw!s`EF7%o7dOGiTL~Vf*^#-4W@|aD@Iascgv4&rCF6gxA$mjsNq!=^z0RWN| zL*pa`R=lkJfSL%b1&J5cJGh6arYmtb82%s{X(A!MoosqoUXGD_q-wb@gJmbJn9jtC zN<4XJ7jPJUgHO`gCTOze^h8h-x~C>tZ+QzHJX(Vn@;Wfo&rU{S9q*>dR1$B$aSGcJ zK7cG1>Vo2AGg_4RfRf3Jc@X8!{f>6MzpMy?o36yP!XEa=M zEiOtt}C=)g$A#ZjHpK%7Bwn0MAy5S4`uW)kQh^uH#UVs% z{W%@^>gM1bbZ`FYiaDl{GxM$po_(JklS!)9uOsco=pqLF{oNWZet_(xbVt9N#WZ+A zu;L$>e6cSAaN6j`3DdX$$DpwpNiGw|8^;!{_BS}mzFCA*ujpRLlyx5m?zB62+t-?b z%%J5d0fYzohmUle%)qpS0S3aLPg15NBao?kIG&QGy)X6M;xZZK9^VKR<)oR=*hIx+ z&cAs@ODLC-P$kCN47_U~|M@w<9q;08W4yiKKzcLrAM-ZRMDMx)Cdx)GF6ed&`}R>B zvf1uo75vBNyZ;lCE4+4w9f&>okCJ_QA3bW!dJjDJjXb~{$DBJi*b&J^16jQsvQ0lN z+4;LeQi-6QS)$bD>h%7sH#jci24Kdp5u4lQunx9uXr&)g&fCrsa(;V$NWgh|D!Tv^ zFxiEVlyOYXJ4u=5Lz0KY0Dk%)#g4|T3ELU1RcGeU?g2u}5*s+{tA--M309yV1p9&< z-6;zUG1MxeL8Tn?GX)Bcze#yab5|_G;D=FA9MPQs`p(MANUyJ#C{>}{{1k{n_s|i| z-o=YXShhfa#26|c@eGk@r@PmxC>5q09Q(={fu-5?i!Zv~vznkt?ROZ=XSu5EM5V)( z=HFj~9~BI!sm`YjIOi`MZZFWyWvr|PE>nPrGF$e zpdCgCIacOtntjth)NO;VgJ4Z_Ir1J+ujQMq z3T>i`lbydbRrx0;`hf3;21mwI_Vr3Mew{%5qzW))939kSjs%Y4R*BYSr63R1IeIu7 z3+9bmiaA8Vr_h2c7jvsQPF$Um&3fw?r=f}dtzO!hDZ{)gb2PLQf5*F^)W2K>*}vKY z^4|&HWOVlDscWE=Ge%BpnF)Z1LM-w@<&ZTh*?AL?Q-W|R98LKISo#8S0~pqUOjKPM zbe$x2dWVB7Ld`O|xUed%(F`jreOx4BiSlaa%<%Q*&nsaI6EPSppNCgb3(BUL-1u09 zPl@=mySxCN({&p;NlgdxY5&_l=qN54{-1qOi5zoPQ&jqSZvM0#WHPuv1nfIS zSi_((-*1DKH4SKhD?~igjJc(CC;p(nj-3c9i32~c2e>huQF>SdLg!9z z!z$>+b|DaQvi_xtynAq?u$fmG8(D+bs;DL+HQ|HQDq9y{mv-}e=4-!u)a3>CLhA-} ztf|H?tm#6QDFo9}K88@jz^g@KZ5{j^sJ)d~>Dg8gZ9qf_8)nS~+b> z-HUOYxl^rnigc~b1!nv~)KW_^l9|!eZoe_%awE3$+DF^y7c2oHdyw|sGY@d|3Thjy zgt9R_p-XyO!`cjiBU~_FPEZXaOBY3C!LW-6BlIm^q6);{e>UwE7y1LO!(V?Hhi6j7 z0|Ysve%~49w^6mRb~l(M6&6LZX-=2{om_BwD;f*Ke@197Vcdx$heTPTW1K;8I zg%8AOt>#PondGGxj3gn4P~auh+HU2Z{`biX2|c1|s%ntg>PO1OUMi!n!jtu<)YRtD z-+x{BwGur@1)Ox6d0yh%Gbn#)2upDmmdLatFEL@{R@0i?^}8LhfqTnpSX#IS!61mT zIZ;XjyCE^2XXigglIvAvSm5B{LI^ICDBRp+b_L^xm|GLs{^q;Nx_2Q0AjqlUn8BE{ zxfggXJ4ZK{Se|aVY79Si{;}t=LrgX<=SYYtk6h&xpxsjKTS7C)srST~|;r(BUV1;ruNPG<#ityGR^5!t0YRPIm257!aU;hpnmm0h3$TD z;57j!FmFzJ?WZC!a_x=BZl_A`Cz+pct!=l*#*0@t$XEZJPaTLFhVAhEo%6B0ARYg< zr@6m#v7y!7RX&tm-)-9iu8!|<&o_ph=7kBUaJs1=T)IuP-+_&lhNzX}y7Hx0C}rjm zfNBEet;@lxG;a!Wl}Odrpm9uc0~53&X@?ecoR~-rs$WP9#rNXjvgSl&5-zkVX3zxM%Q_4#NEg2 zsMl`Sk{iCf7fV)ne7wRu56_IV=hOU23m`S$ja#S$rE)di^-+pnWuqSR%GnC+$hB7G zgY1w7Y{^hs!GuQY9⪚De6Q{bSM=GV=~R2F-tp~%Sr2Z>!GJNlG{D9@KXsVj&-q6 zPYiwoK)K*T&CUyx*AYUW5>-QtGH=TEi(XSn4i7`pN^)LD7f-*vbl?BveueY8qwWz= z#>@S%#aO+@G@#6j3#eAjGuq11fEJRGbu*5itf1!e79zZ_P%CGW$guB{i#X6{wr;1# zY|{?87T6X^w0ck?Ay!q4s!jkro2$km8?Mx|Pq7AnO0c&DB_TB#Zcit7o7n2h1{G)D!@h~9>jE^S=2$!2Qi!7bc;Grj0g;6OkCzk=u9ARD~9{7}9+ zK*~v$O!ARoSV8%7Vcie1QI+lvpca~`0j)i4;T-NP&*6lIfBOt#i<6Iu0&YDsjeHks zrxJfeeK{(U{L(b6Rql)Mo)KUL#ut42>oQB{kO@E-GKo#vdTxrEP0M&}1S+`C{vJ7S=|PUG&OH@;iSkVyKLo-XJgBV56bSd`4VB$EW2smr)a0Ve-h; z=_GkL(XNeU@W@h^8>#7EJZcs}@9g-jy?J3#U#u<2Ukz!!xdCN*tHEJQwucJ2S=CNp?VR)z z*yJ9J*1$FioiE5I3<5!=p#EM7q0#usC#hpQ##J0+;MT!@L@ER-@@pib1RRp8AwGA94`z2I9d#ZFzc zfTMBBLa{k`*`)INSJ z30ZEu9w9$?yr4 zzNpihhU{kHB{IJzv>w!=6>L?c`&1Okg#C`3yp{3pd_?|G0zpW-Rt!U{wcJxb4g;wx zxhq;;aVY_x@*LP7=~Ic}R8{ry({oU1Oi!N7&{_n?)knpVe0f~T&Z=z_g$m#P!g0*M zjSHWQXGhg^uEmQM&S9G!-h9JdMs=drMpq!`++t^`+dRHDhgvRR$X_#;Y->3%WT@fd_3Lp&3SispnijuFfU{K;ZAq`AjeLDxf=&NUuM*E#AIO)>HjF6 z{OVFXRONsuMmn+%V@Nm?GaQHVD7}dPTk+SpLrbNG(+(Bw<632Q(igfs*j`f?T4tfP z`8QMi>+eahm-G9QAVVnJ$N)zPI8!hp_U_Ynxfk&lg0ol&6l~B7ed~uf5I+s}QM5Vr z(JMz_c5P$Aev@9mqJzjEyKgvhY*w81>r?2@ep(S$2ThNTK&x(WhzEplK zyP%oqC%@$}FyCPr<^ zbQAHjef*PbV#Np%L0yUkxCV+_h|Tao*kXXlK08+kRB7Hw`IzVn(O+L)UHv2;#7=fbMsO^$b^H9lo5X*{$PIhDd?SIhdygX z1=#b>9;-f{Kr5Qq%$gKP9Kltj@#9{iH{V<3iVNo|(+I^#ygus9|2@`y5Op;13v#8P z&#Ysf**gJnBTaDGnP}Ru2&nXpw6+5_%FH^M>L+&3??*?Kg^t?spkzji-9e6`NyNO5 zrY+|})i)RwPBFC%#C~%U+JL=5DqoxaZLIV56*F(i#CF4!J=XRNJD2UM^|t6u=eb9@ zh9Q`VK2%hqEw{DR1Rh7GDz>*?UxkwwMN+OBwBJdzGc~=Qsb9~Y|0Y;DxbYsqUltXw zr;4z33UAgL4SH>PH@96Kc_>_KJ7l|129wWsTA53~r_eUUb0_rtOb;g>(_rk&+am}u zErts>tFFImPl1Q5+Cp$Ef;7y(f!e>o(srsR zj}j`AFe){0+ay6ceF))#N1$&57-HcbI)j=k^5&5;wfx5I$4idayz2>`S@!@tOgnWg zfBx~lwt^N?ArbJ&T*G{UyU*XonDhA66sLg~wz*&Q)jr6#%XW0r^Wbk(0-Gmw9WR$o zH?O12;%eZW{_TuG`MuKf+tnzBOXTEx1ldudv%!^HDY@t`$2bUc&vq z${m6-7{@`BEFOH@E%%@)I;>>Lj&4iy_Vg{eo8I{(2iI`u3FL`1(_Ti!?SPg)<8tD%Re;GM)|Wu}f4}|BjjlcLIOI$gWF<+)Fx>1m_vx~Oxa0GPUb?JfmM<));~7V#_O zu9pp=<4V8HSgzU*gy8iPGTCT%srg?;7m#2eAF!C{$Z+5!^#~^p=+-ysa5Ecp^IahY zWIkbv^^vfW6FZ=@5~QGWtMd-)w+A4SXLGvA?}&@lKVQ=YvJj(7c*QnRo>U%|1UxSr z`MBdb-bP`XK42+h%7-G>mnIi#&+%n5*9rixoU7A`>5A%HS{v&(XBDc%^11{{03nqZ z|ApJ#fd6%{QW?MGg@Bw(fvF`6Rh>8MMIg|=Ic0JLXMguj@euS+(Y2zwPE!b&d?LqV zOF3ARE=Dr|bRsU}bTq4=jR0U}kAuq$Y_?x%9Rx#szxbm1RL5NpuZwoGf`|;*j_FAu zwi&UJbcrkEMM6aRrOQe|*@j|${mm%Y9Ax!Ayapxz>^sQ@UP2o)jw+l+D%JSnW5XUb z8f?&erI}m>=9V&jj{q*CxHacZQ9*P>4a6=xn`!^8tKP{Y&7@7FJRjO0`uWh(D7L7+ z&_Mv85cm#7OePlC6857Edzc0&hKDS20Cj@W2WY<7Vb@g>F*1W0&DUvS_M08o!2{-a z1XB<{OGNmIoGph5)rK(E;}M%!^F+=JKpAyhCR@5SqfX1@aik|3=@hsnHJa6V#=Bt~ zl$O3n)z!xRVs7JI4dkaI*Qol*b z`M0wljii=~$sx8I5xX`fWdgivj%e$Pa<}%7QBal#V1lX=5njt^iLD5XBj$_0 zIRlcHbYDFD6Jw48MM>WI;st3y3GY1s=#7A0QP4I2+jptbl?t-Dh;(PCA;+1@&>8yE zXc{a5G=3f7x=!Cd?bmi-t09+3V%ZW$&WVGH@{*yBIa-&07?HK2-nrJ!oclSc@)ifp zb?+JEMUqiz11|2uWe;)Kgfl(Lsky|Sp(bDL-eHz-sMdZ$HfD|8Z&=w9U|2vk>iK-Q zSTQ$pQmiiBE-1gnU3SQS&|3puZ_l9lH@-KeBXKCPYb6^nZMb+!O@Al;BarI_e0PMr zu*FHnVJpV|V~v%v_W$Mg?Iq9H^@@P8@~IbAP=6QC#h)>)9{I2IZx|Xch?H*qH(rof zqQ<(bAVL}^II~_uR{CN!bu#AKNo{XGzpuC9+|M>Uq2_(?NuX9TS>%L*o+&;4^iEpW zUn||~ghJD;b%bLdt%1^(BK3ZVmQilf9Z*S2E%r4@m-<}h{mtxpIZz;KZhW9lEE8WaT__r$St!QkHN9 zho3@bz9z1rIl1UwL=13Xl^`~*ybbu;x+Zbv=oj4yslmwo`e*qXj6QgwE_ZUhq+i=l zh_y6@lh0&;GD(=&yPz^%KiFt%e`b;0^u@gFPo%XLBb`&Kd&P*p@tKF#>cclpb^rvCI zUYkN{17P3_gE!tGVy4C@$B4x$)>^8TgWxEweO9kW`}xZJa^}f6&u&rSZkcr9$1*b! zU?cm?&CY%$kxNY_Tbt3*I|>qb9mNp8MVz4R4ye^`k0c!f^j1(0z5Dh#iRwBjUu+hh zHjP;uZnpr%@LBQ6?WPE^FjcLXU1rOjDvdj5DgTxjTLze68Y?>KB~K8EH>tHXT7?3W zid9;JfN4)YLrNNfUwZ33xS7j&QlL993LaM)Jg`B4@zadR-D8i)+xPF6mZtWC`tDr{ zMO}W&q$+PKk4zu>Egw47-Q82`LS@jN4d-N^k*JcV8WnAlU#5Bj07XC%27BKCitMnb z6q9uqy+cHql5|a2tcc=ps$}jyaTeI70L_9SKDTyN8=O9&5EDl;*}DxtFz7^X02Pd@ z9BU*$d?Kx=lC&KQd|TxKUI>8er{Z0$7g84|C4u5Plt{Fjs(wL+VixUa&7KD_fyi%)w19j8~il-_MJIK2isH-r~0 z<=3h@%=Ayzm9@`47dO*n!vGW-9Kgi>U4yRtw>5%-fSLR9lRZ~UVY6H=EnfN)Li)12 zf{|0=$t2Ql>VUaZ3 zn@hB=tjroimF^5>1C{j=)pr%@muwkT5`F&&k#3ia14hphQ!V5ouhk5)O^iv9W^rAF z>q7$#X&O?vXTAk?jlo|c4g;x>q=$Jf=D~~Uv~@Z8_(ks+CIf{sl>7+upZoL^Gg=sW56dXJ)>tZ~6>Wh;KbY6)h z)6II92ry#JF5V;^FdLUaFEGbi%0Tn$mj8I789tAaD|UV(iZmur zl6dnN19YXUPJnYvk#(k|@teo#s{KZPWZHUkv@@CD93ICYE zt&@p4-syyKbCja4P2S+Q$F8!I<$P95S&66+@kM7;)8hL%`}%n;Kn*4uG~qm-N>^G_!G6O9J0z79*9v!$QF{ zi}P|HL&tzVw^*>U#bMX<2@dRh)PHHuhr&T+4M#LJ6Q0OU$!E+s{M+!x`NKOel2|%J zsxs;(!U$88eM-Ysb7VF$2(p#8IYH7ai_7By=}aG_2dGtibLy*#IAnEtMkMPPGP_9= z+P~I(_)CMm4yUAN@WZFr34I${6SYWc=Po=hPKIzjsX#=;d&?0?VTLD@H*Q!2kfAQ& zTBEoHi`H8&(EwsMo4Fu7N3&3~bCx|DbU*aEe1F1odD~Ndy01&m_mmz8CY~~GSQiOV z=1=`50ZF{l%l=UBi4#lsU)boav_wmN$g>?V2W!$Sc?~N(xXBL{cM;BL`dF>(?dH$l zI}~j4yXnTl6*_pf_Rn4?WDuN@Gu=Z8*<>w1&vuevFZu`4mDZk0T%s^!ieeBbuqY_l5t+!X_ zG*!e*dk0#B7uWg~2&2>d+_Un<{fqb}t3Pp;-LVc3O z@B-fGh++_e`hB#mZqZ; zSS-{qfm|06+Oq=Q|2%sS)lUyg zM!zpJ?>6y+)i8*$MQ!CFc2~tD{hU;aKD6}k?FJIZPwnS!%j-Oe@da#f`n3lH)l~!o zD*_*rSo%KgV6|)S*``a&UM6SxEA0zXZ=BDJ%SQ|J#W!>-W~7qGz(s_h6@Q-5`XWwQ z$MSF<_ZvpPHv8hL4yr8QS7Zwa8+M@$u(W|L-{;SOp%cxxZq`#^+M>jN9|Cu$k}}5EA(qQOl)uDj?2#-fBfZs$W9z3Lg_WZxZjgh0Wo`xVc`P6Rj!14a_$Ch? zNv$4+?pJfYX?`F~LsY|(z8O6wACQ}<8O*R{5&?(f(D8m0_alEH_Ko?MmZR8S9gSSh zaPe`{gMf6inMcL_nD0cqnEN(iR)AJy7&%iiDjy%b7Uzlm=;eaclBSA@+}lphHt{t>N71hcWJh>6mpttmfWcE-2X-EGgGJJ<|_cL$$?SI z?;cQ+fNrz3BPIQu@-M5fa8$9Ea)V5R(4o$p~=_pQguQw;JqXwtBYQZjlQM zP9XAqc{x4e3BH4@rE{fu?M+n>1t_*`_GihBXsVkvpUG4(lllIz8W=yo^-{z9kt={! zgL$ZK(BAp!CQ?kK_Yo-?&pT~ctBkcWA)T&)G!Cjz!8L9zfrI|1fVEW#8-=NB*m6)V z){LkxTA3qM%7yR6`T{_A-W|kr824D=R#BmEG9#y{>My_bC%|N)^-)h0-l|U~w9bnK zL+%gyB~5BF+(14F@(4~0xn2ztQ`2Q~;$x3#855wxoRINTCozxb~}UYXJmlJJDkAURPNn^k6?2yJ)bw8PSB9Z5ev2z0;D9#r2A>e@^F*@M|+oN+xn1 zN=|Q3;1TwX$};b^`}H>`UCW+`QDYXsI7267({g?mlcf$-LP08IVhto;#a^a8Kl~RD=!c%Z%Gty?lY98T&Xf54 zuMiy=mQ272OG1Yi;Z-@&lf#9Gt)O=wGjV&sqx{Ia51fL5;x8|;Bnr~X0h%C;BVfaqyJVu;*51YOT8{kZ`$!w4B{H9kTiqj0b2`|HgM7Dw)=> z1&J3SRXrpv%0;v!^Ykv~2mZ3P2vT(9U}k{Vz$<9px@Q_V7hg4x>*05$sm!2|WZ~`3 zER+Ti0It^t?ZFr=dv|Rz;Lh-9$n`R~g@pse>_)-~IGiH3$L=}_4)jLA=^RD%iPDt+ z`lm>l;SHK{GcXoS*kYMMSF1#;N=;DN&i9*hR@A0CJWP}7Ot0Vr3ZBhLv6YRKv5G8_ zWiN-di)yzx+}RQBAAgxrz8dFYNLLow{hesIOJ=|5p!mr9Jyn%eH;-MOrr_jCE3Xi1 zV|xz*rp^Qrol_|u$Sf>$CvMf{{(IgD)L>JxTytEsE1-NS6QtcF$~8 zC{Z1*Wk(0D%Us)4D#3D}rIFFfT|uZ(r2K5E&gp0yz6Ld5-o?aX$)Pxh>Xj9mhV4F_ z+M0v{3%4^~QZbZPt<7|IO#H+hENaC+?A12nq+WNG7!$ z(%!b?FltW^wq1A6=M2MkUjxH_;WbuAri13ATSi*p5$DieGgNSTwNNU;n3`6S%t^4UJ| zcub$-ON#j3&)&+sB8wO3>$oUb>Y~m%EnbnAE7B!}JDpdTs|)kFYj|TyWAkG5AEz(= zJnh#{)%TzIIqmnQ+k=atrblZ&hlh{W%PCxSRxb`YGlOa^>WKXuVxk6!*iAC^3?)^} z{tVZgb6F*%Y#EX$bd#*WPRTE+P&3>7`QMYN5n$@ub~OUaV}{t`aFFyrP}fjJFn>%p zsO4 zD@&zf+anVEaVB)w9{IGW*$KdK?8q`*2L}*Ogc<4@hV#|d^$$GL?uHCKCQOD8Pt}|8 zKHn)z8S(m4ez-)7T9rd^O_)FW(FiwVFP=Ig=X=!ebuDPL(rw-JsUZKC&+hma3wEzD zUT4%ZF#pQ8l=Q7tb!a+hc1Lmsc2(Kt@F5dw1N%6h(XNsjO-ih{yGD^r-W0b7(Q?*o z@JAWWoU*RBf{brOHAOGiev!EvbApNydUhev>qq(!a38uR3nk3%ijoK7$utLNy3%y$PzlCna&GFQY zgXk~P;Um+_TQ+Un|3)}ax5dlF4QY>9N`VUcvA=BO`a8u}2TJ=)#G2BU$#RanQ@{PB z7K%-zxw~TlMz&6av$ajLCm>Cmc7fb3xh|ImcNxWwJW?`M`h?u<6X*!Ix8Li&CLtPl ztvB-z!++FPQ%zQxHJTSu??rRHkAxBjNMt21yze7w4D$=|rge& zBIh2C)$OtkT+LnHP$H(K(T#BV)|l|iYlLtQ%HZW!9nJ?deaa;EgCb382=AZv;s4&Q zY(-?S(dB|_o4@e@cSGFhoMLRId<)G`-a3VfQ;hUKTcTJ->_(|Uc83JWbe3~Lbs1({ z`FRW6?ROJ$o+LQoAlqg(_&Y7w&cdeF_A@Y2=dzK~=;VvLY$f*5UmEWMmMWu*mfaOP zJy87PB1YTlf5|ayvm8dc{T&7X7Z4L=3}qKJN3GH0{LXED_W2;k)m|1MFj^5NYOq~p zi*cv}g+hPnM_oT3vU*7)9RGVYLZx0vz=F6H1iUQ|RCN7Sh{kg@3>UzqI4aLPqV6v3 zaS-F+>6|}2gQ9$a)?}s(_M@8u+UjL~O7DVMV}Fo70;JxSlmeBr!e>JCzfi?-99;e? zcwx|G6m}%2=E{CZA!qcgwBwMxW8ta0*p70`Ts^YK3Z&?T1wh;X!XzYfIh3a-hOzzT$~5FI0P&c+4tpWLtExu! zFn+r6@*2LxEKCqP8B4$jHWl?9Yo~m%(>6DAy}F1QWAk=PiE-&~a{6|C-@kuwy zMXs@eqRr9kgl~XLSR{480V0KNf!W`;dK>Q#b?Rj_2>XjTu3X3MGj21?Q+>>Fsi!rJ|e4JXb2!WD{j$)7b*?u16XKC@d@Y%2-#dN2vUTRPN^%BkR|vrlN`_68%Ojg zPCh}+?OJvyol?;9kP^r9_w~QtVJuG|xB>jz85--2VU_o0ao@w8(^`qE@=JH7jE+uP zz0+41sbAmdt3%;2_7ALFltUwKu%?|HJe*<~nKrMwoPosLY8CjY^kRRq(z@9epGCtc z^f&r^s5Ppo13eoz5Rn{5^R=%LV~jS7?W67ivMXo>Ks6NwYI0_y36R1%DYLpqIJ+N9 zkb_BtwZm)-9s6jwtQ0>BG+>r8wJ6pF1S_i#hi_*dre}_(qntQ%%I8GRmS^c57lK>{PqGGb8-P;Q_ z9{*_jUt{ya<9X-1J_-*HA=hZT7q2@hpH{#S%A5MQt#!@rn&*fCJkxHEdL6l}5X+f_ng)F*sdKsgzNwOdAE8xyq8$xLS{EODSZjZJBSk8?hIB}PG213GIMyBY_$f&hPD#)UMZ z{2BS&g_mB;)`t-n`a=ET-m`K??MIqyG|nRu;xUp_O)qnn^XzYv@9kY#7*PEINpXwi zMbLIGSuRxpO@2XghStkN=wszG37~q8T@v2i2VjM(^-TQ()FpS+a$dbZ?t!;&3jCDi zAzBiugL70?X|_TlJs#`~_B`7!xQk=Y`n&CtWqmrt{)4NFn3|(bnZE!8^j1S8EeC+^ zzSwrgL)16u>^xC!#3vK{?V2PS5T#bftTY$(^O%CNrkmPWm( zJO#IVtnXjjcMBbYg~50!<3kzOYCN*a#Cxt-UCEhZVMgZ|Qw@u*76AJG%(>c02@dX3 zK6UsEuE+tun2+@t02bB(mIJ`>_S=Mq7i2jePL&7E(qu_PY?)xqU#7ZJI_`ySe16UD0H~gSJUsBNHL!qq&r;H zu%R+qR;UFCG;e|w@d0Iq0Tl1()_$xIc7reb8WlP#O@ z%<#-&-KUi;r5E-zSV~XF6Q>WEhSIAAdr!%@i+njQLG&dZo7^6g>WvDqQi!7>O(;XR zs7as7ug5!Y@0k$=KvEkHw*=igl|GJMVMr!A?vtXsr!)I;O6=?Z2+)`(rbd5XE8d#p z?$+tvVBAm_sk#f^8bcx57nbnkdbkLns_T(5M3-hH7jeAW9X9O8ld{i)q*6~&G-Ly_ zr~IINKAOW##|jddt)E)=4O+o4_@j2Kw`Gi7ZrgL|`YcaeolBQfwaYpfDYtl_%YrjG z8xM&orEYF@RY@@+J-)7N_m-ZdtMchbp4MJXiunsjy=11rbCtNM1Tb?c;>$Um~+4LmktSWJ)1YW{?7~g;2 zR{j6nej0;Gekw+!8{Mzsr(*Eogb$ULBT3Yq6r16{SR7mOQwu@NS)XMm{EW~U#@{l> z_J5sNIrLN6(w$MU5bQH6f+Lj7Qlek`iRSodUj3SJP=5VmUZ8u(PR53Fx=<3_lgTu; zb_Rg9U3*M|L^gx5UP(wH)P(^eGqwDoUaYsOM4k%mz=dOj^FHq?Pp#@Al>=A!^{H0b4&_8`C2N}c2VE=Q7wl+dh zcn5vTMz@(5DR2|k=b?=YPx>XZyjhjaejW#~7Ri8DSSgI3q?ku`Q4 zg6$bkWgBjv>&&2iAWffe?CxIB$Nncm0raw?#NrFtp|+nneaM%pa=lXb`F|Ld3HNo+ z`qx!t7t!gP(@@ss5h8C5l>?9J>e5 z1lYqsxd!^<(-HNy-BIMl<*-(v^gQD2b!VlSs(Aj}FT%p-U_lME4&zrpNdCk^p#Y-j z(bm;3sI~6t6oTA-19^3Z%v+Wmy^Q}+=?B8}W=v5_T^n^sClCpqC%KMgzXXNK`H-^{ zkFQgENU$HG0iz+0GE73TY2NHG7cj|h;6TPSDeSB&>dr=tVU#m+x9gke6`w9|5TUbH?kG(mt|k~dD`FYC*6 zwPHx9xQQPzg7;ZnhwrdvV8Rns6a+Sf)}v^`iww?Czr9^5d7JxDl0C*(C4c^YKGt9r zjyds#Z!^$t4SrXG^3Y@L4&@@~X8aS`(O(PzK0t$yC9Jp}pHz>n9KvUhpd~!S6&jGA zy;c>oA39XpC>5LT_U}n@@u$A75hXXM_5U9w4GlbI`|r=|Ts-b(XuV*k7vX->neV7v zf;DI>p^+hQ!K?SUIDyo!dA9J9?H%7zH=u69I)7ee1kX-tZmh~pETwcH(QK^NbAumq zii>($mjUA0(Hi%|;e8F{QAfB<&hke@T@ROI3Q-`2{<5mLgwx{kOl1BovO;fc{nc_e z7#;eoH}EQCI=@ZhRU)MD?}KT$7g#9fXwLcF4y8Yf`*(BU>NQTW)=VKo>91(#mvV0z zMPeChy6DM;)nc=hHTzCw1eoFd@bQn?AY}kUK)k=zn&FEhwCTi56eBR=7f)&?!#sfq^zPGhWIK8e9O zHG!dDgCu7Os^@3&AiI^k^xr^AuOr!9uEyMN+3#26L>n004~g;41;F16BEpxOiRCye zJA|XnqZo;~8zV=~&p)ga*{swV@5w-who343t58h)DgBXu^AxdV%>XOrgy2XT+z6y; zrO6~og%5MsWnl(Z%fkSVU5AF2N`2X>!3|}Vkz`m0OnM_>qqBKFyY?Nib!`Kc=L(6g z-X%SxwpZC|L;Nu}AQz&1{qN8m&7$;gCRBqETwm^cy_^@tC6W<426)$Gjg70*I@KH+ zXvz<>UbToZy7-7Z=ii0EoBr$7z_fwrw~LobFiEMmLXr1LbP3 zKYd7K+D4=@(si%Xw#OISO5_t)I}YcC0)L>#N8@9z4$@Ioo<3tNxWZvQaH%wijEa$0 zb4EGI-1+31K`yM3NFUY%VU^CJT41wECiPU4V*X%vOOyC+Anr60N`$TzC})9HkspjK zF|RNIrpGb=4Bjr2F0oaMz}bhC8r{0BG9~w<+wbN*7Ul|v)JqvX2er4cg|}19sh^T> zv9?5x?*yr39~OB3gxd)!-$3JXGnxXWqa64$&-jh%&T<32h4BdP z9+(6Q;*0Sk~`KO9MH#Nsx2z0=W3Ef%UQvHwr%7Nv_8tt%P z3k@*r<18JlizUgB!V%SU!g;A7V z_ASCrCO>oL04A$}1YN*bnylgGPu`jK;}0MFS{JPWaLA#k8KJl-*M9%xt*eY5>Z9Gp zfeJvoh>jRuI?0uO5W*J>O^7aeDhh3TVcD1IWgdht@^l?|l7 z3M4!iv_KLN@Wa>PsU5o|aZ1$q=mbi?edw2(GAx_L)YkvW4p|V7SC@;=m8 z4O%@DJ=UUEB00d!sq|(_>X$OCb8oFr0`l^5AzVjp+^%2p4J$fu>eQ%QVc>vbCF6K5+V_61-vYw?av_taE1JR|#c`ls=#| zx%F~bH;vO<)RGeZmMC(YX$Dmef=%6D9dT@Gp-~z13z}J2aX9|237?RiNGV7k~4<@ zJ|S)VY;IfTM^5Xni60O1)Yv3ft0Wf3$EOb7)KgpQxl-~xX!^N5eM#g2dYYEEvu=g$ z=3EK+u?#%_H}7B98+_%hqido8J9oir2smUm*R-WKyG7fZH5~NMN`1ZcVRhGaF%Ojp z7m3@G2`78DizSH$_Uy#~doN^#Lu`F$qWu}S%W_Y!7_sPt{`{%9EYcn zC9(v>w*j+8ywpW+VYtq5%*4YOZjEFfQ~>C9EZdd2gTx}~Dhjx*>q?@}_-ZN7yI-r* zyVAYW5WT|vPkTjl_OA9rRZxpQ^oAaI>3=thgUnGmNt~uJ%I;&GVeD6i43LeYM&0Bb zN|~m(m&R|F-{RM&MzA?dtL?`eKDfNbSHDu_T7*-=-gsQ zb6m;6!(<>A8u+73FPeCrGSISp!DYUl^;;>M$2lo~O`bQ)zT$ z45PpiAM0sAE*oNa$}N5;M6q{2@vq_@UgXV>@s1t=;)@8PQ!we^|pdrv^qr?es zQ-=b2(6h!{EAvvQrEFnnLgYf^?<30z70dd~xq6 zKXC`p<#9G^)ZxC1bqo4{9y*n#mG7$hH!dNY>5`~;IRNcKr0rh}wp=GjxXkL)bIr7S zPUpLJ^8yXHE{2vKtL5e*0OZv#trR*`{86hynVAC7zf%6)+?b8%me0&dzvWe zZNHS}FxWlB;PLe9mKQwaBX-Vd+`J|4Cr*49Y*6qLYFuIyyYx+LB0-e|ITU}Znl#8YLhE!LrnqW!A-KJkuafbSelzyAB4?swV_|`5HiCCw|;tw z@BY*Btr%>10eCRxWrIr%J|fsK+5GHA2$q5g>E_Jh9&1TO9{(y2*ziz-nZF4)m%Mp( zL-42XI0em}#+6bBY^R7#XLz3Jk(Ii{c~@Em(7eHf^KY9 zu+34Ug!l5jFCOenf(9P%LP7gYH z84v=3d$JzH_dw1*k$QW_Wvqk%x^AyLB3DI*?-2bmd*_s8Ja=U}Bcb(z^mXB6bx2&0 zVc}1rtu9Ecbw>a^-8B1z`5eOyYJ zQjW_Inweb()o{tXY@|D7bqzhyw^Ka8co{6n2$D9_>d1ulHCCc%UF8U*J$Mt%fY;xm zJ(eua6q`b{;=2QHU4BIZf-PO6;;uW3RMVQ_h5-P=W|QS!@?Nrcd~g-<$kllVI5w&&Wy~R!aDUlhQ{A+5w(> zDl1j|Q;gNa+^;orr)zxWaUSNXGUL!alfn7UC9{p~IHkP+gax5#2mTJW0hA<`Q9<^E zB2=binx>fjj$nnRwcMtUXMyH$?*1rHxr&e-evH)?Q@{2OxG$ir`@O>c=~&lOP?2`r{KnpFLp;tyYWZrszDq z40!MR+vv3WyK}Or+!_4fOx0luCa>GUNcAoBOwtd5!76%L-gNCJZJ+S%0Ov{w;56VL zI87^st9>gv1?DQUwKl~AS_y~vdx5#Ih1_3`_Qy%vrp>lKA+6C+`e417#nvFN4Gd}7;( zg>#@vRN&z2cxYQ%{siZBPJ0AXx>5&_B2@GE9{Y2S-P+eW{WiNDINXOt?^sMdIPmLS zTOue&2T$r|GIm&or=)CSo090eM`qT!uv2@eZ8@pOORB2t(#plM+%&~m7lRBmq8@-b zj?IffODY#Agug%l51~aXO(~%kB`*tUTK%6axJLumWkB(Mvoj}3!4|~$_ewQesaoej z=8wX|!E&t5=i2!sbw#!tz4U%7)HP(q^(sFSV+b>Y0l-Y#D1))|OX!k+ZSZIzzSVB> z4_DfmwVb}MLHah~yw5y1YKx^HW*0oWBlSCN4SAAMjmmP@*jUm;)^`l)u>JeISu8tG zM2`Q`7*}c~t3=H5z;5JD688mSSDKMM*wI&tjX!97;pUKdYkFN*E*=h(T($L+obal7 zEpVb}49k1^XiBUizVwL&D_k)?L9gK&!w)qYI}~^q!xe&#O~O^taY29iP3AtbyQ|Hg zvs$9hNTm!rn!44Km&Bn1Bu8z27M@wcN!vgsu4rM-CDIs;tSG68nkts3r|%Z@p4<7B zSWW)ul?a~~6GGh#Law>>W3BpgWILk0HQ(qgh#$^0NU7+mONQLEre`Zv${-)wCAr^m z)B;cw0AHz|EK|H=q*b;0YW`L))290})iGUS&p4&rzb$Ko<~pR@A!rH(G&y<{}+7Fc#}BUbJ8NSY4U^l zOY|mMeqD**O&2T1qHX>>Ewej*ST{@8?p&MWUac|8zWkX*R(0SRK{Y!|&C{Oc0yzA3 zL|%v1$C+pm@J`eG6NTFSBh!Lfc8{=6zN+oicDZwFF?Zb21O>~CM8s?(9<$ODSPxi# z)#k5aB>KJsaHn>^{BzafNHr7%*H`rP`vyl-d<#KnVg^LU*i2};E}=+T=2QKeCb{I` z=h-<+q^c~$yLilmD0gio^ze}PdxRM4HHfCJD{$S0MW77?Az=nfRdD6+s-mXt)bd$& zT($_xo0MK>fDjDOB03Esu44?>XcaXDo@I;frf$PShQ zf2_I8!0isRy!pGZQ5hv85+$Pd=J0oy9HPXVTer`0+@L29SvW>R%<}8*kH5=-GGX;T zDc$@BQ;FrifsakIC6U&8-oJ1A!+MPO6XTxLTDT$-fm|q<1NBQxMGhkjG;kE3%a7wZ zD&zc7I|&0j&%rnyB29LkB_h#(d{vuV<#Y9C8h-{xP63{nsoCR>o>U(c4%G%uk&5+C z`B&cDJ~LrW35=u4!ji|;;3N5j0FS2)OYR5NHGSCv58!3GluY|QyL%Lv$ZERujH{ID z79zO*Vc2zz+;n8fo|8#VO2qpI{t9t{U-AhN3vz(PcuhfSm=3mm@q4hiFM@(`ht}AF z$3o%!;>~oURv7|Xx2fsCE0Nq`D>X31BZRxv`v88#p^v9iR1Ch1nRj&>5e(j z`=29}{ZVTIZxwb#Gv$nQ?YtsNjW)qf$x0xIdhAz!d3xsJn3bcJqdLEf&mxr6FEZ8w z8a04*`*ZGm|=16kz(Pr8e>H*=&lG)bS$MW-3d~>d_uZd$2Pg z?zomFCVI-mkDM9tHLh1-9Fx|lprG*x z)}m99YwEq&I(})MatpywP!1*8Zw2VbXo~4J2`o`?OH&Ten2XPwm;okJ_ia?TmN+L~ zPWmDJ8VhJY72zAr+r}71CeZeaP*BR{!gVt$S4D|^GpVOJA^0)8q_X6ZEA?+$oj|@S z{UN8>bA;&E{Huq)P@Wv6cjxn?u%hOcpa^7XsRdwkNvS6kG-()Oyn^40c}I4nBH!^J zQ5v@Go1F!z(KW+Cl4X1>4@@%yeW-QM$7O+(kpq?f;*9?)*p`@_oz6i)&3)?ATF+?T z$Ux?(%dN$`aUDkaK4*s2eii_-b;iGG6=2B=Z}Pw-R2owZp#(hA=%AgMl(kWkpy4fR zMJsc=1Ng{twN2NTRFHi-hu|WVh-v*I&$4+p49SV9o@sBC*nNq5{xul2o$Z zDV#D(!1!BTSRL`CAFe`chAOj=O9|Q86wDV%2>Rb>!w|!V)`9GxQX`Cyg6+Rb*)OR> zoIY89)`%3CZ>x#qt0HkIyer9qvD@eZI0pWen1McR<%7^1D2n=Q1xFVzvVQgNiAN)S zKRF%DU_C2JD{1^(|C6fH9lc*w4DwiwuSMx74ug%_-EZb<*?a1Ky<#eWP<4YL1#R6b}} zZvLu@Q$KpVZ?ygg*K_36CIcyoW@vq~{vGTfe^^qqEampeRIONQ1qs(UMU7u5Py2_Y zjn{@N2;J^yvc5twumCf*`bqqz2TJO{N~*~CJs~KOhi(aX`|&|O312HKDt}|APYmg_ zvKNbf*wm0uV_Hl!S#|gcN#Y%DAg>svfY|9+YSZ) zCeY2K>>QrS&-0&-_mRiSI|;jHx=v{QwC+UFKv?DaZp9`=KTDE7MET@XN;cjmvOh!x z9_hxzQK&d3b|duI9(-YTXvoBKoAlzdAa6C^zva5OsMf=M`8^+&rx`}MmvilM^-%CY z&rNmh@9*^$&-ypa(h~f=e4-?^ZhlU2!eLkdE{OweWZD!xLr#gNFtNmDZA|BZf8L$|m_+nR3u zRgeA&ziY3T7ylz$1u=4An64Vx8&jSn$z(y^IO7-H^mTSDLsts*YOok-A9AIhfngBU zS455JLB_bp#KS8VgmR!@r3}jTPPQA3X&`|I;muRf>VI`Nmrz5`6j0=3+(_^36IokS z=V&JlWKh`EYzcXQtCCTo1NrV7`t?@&#@LR=7pJ?63gOvLd{AMz(e7;d9D0CCPoupm zx~YT^w$oUz+X5}TuM=-g^#QkJwHhD3lzwJ6^!&DI|-VP&*3@kJLd)eX>qAOhTZR_1*QWgWtFBp+rx=NrNl*99X8Es3N zL}D!)_@**`YeS|DXFs*L&+p&>WfGnQfADaP&lPBCGZ}w^vJT=GFv92_m zxhExsF2V{HWs-z=$H8Y~N;V;Y#4+Gvyq`Duo?Ye)-q|e9*ZE&0{`@byV+}Ui;i35= z(1RaVNn~I_rP+Jk^-E8k&y#q;9=Pf9BBsfSP@9b3mzmgC)C^1nLmY$mYzu6)Ov}{XoKTB?X zkSrg^k9nNbIl8}VK{~6v!aI@V_l8|^+FZqrQQVi!!A^P6g?jS}ardUOum80DMFcZM zk^V22@scF34QRN=e|aUIYHl0bNsRlj_l3Tt_TuVZ0ABmx0K4Q1o->?R*WY!Kt_+K} z{t*q9KcXBAA;&II6j>1a$e2#Fg?fg99IB!7$$Yqc9I~iGN$6ASS7jw>WXMrSt!+&F zTl5aF2sIcN^04Y9uc;myCG?CMcxW-D`0?cKXvyWD<`rvfcmCuRJQ1C}iaDl5> zmgNf<`Pow6?N3b8^zarF9jgR~9(~Tm08-I$p-FED$U5$9!$RGhd>X?u1Ff=&FsZ+p z68}`FG^bNnAnte2t0}H82#?eBTt+if+$v`co8%%>8)p0 zkdq#NfdeZ1DLHsFv7lMiXA=A~H4^QlV#Vr;2OYaj=`%t0KQp`mFEl9VQ%7?#WMad7 z3HcB$wm37r8xr3K*F;4M>OjG^lLu+0GmMTRso1QaUE|}XNiPvcqV$jUBqVS{2hEuq zF``ooP&gYjv?xzOwW)x!rnLx$9A!Y+Ne5a{q6>OuCG~%dFt3(@6r{Ob z{cKQ7UW&&wQ9Fsvg~+7T4h-s^vES|!mjum0w;ce$I?+^F#pi)KYoXLuSNV{r39F0> zjLYdStpXL?{RU$$mhM>uBKGZQ^ReqnTz;YONz%TK>|?F@jpO}i9|9coyJ}H>5y&8g z#pT1{+}*Y%9?_42f%$jjBaDLMs6B4RYv^Fo7&@X@TM-QnBw_4xDJ(z-p4g+=Uc(zQ zuXT%L#VfB3vDcx`bXWb%AX(c$>bBRCc|An%?f6cy3M;>!7h6xV6kPe;x2dv?Ibg_C za7QTz4kT+@3ZnQK5lL@rT#X_*^HwIG&6EW%Xj>6)nS)OrqO>K$(d_+TCftg#{9m9w z;WlRK5@9l{`Yy3p;eq^`lN?JqaM|zmB5q&$1H}cNacssh61X5Jh4+LMI_Fas@DP?2 z7>tKr1{I+WNU<1{XkKZU=Jt>XzS!@s%(F1asVHx&2@Pu8jg4-F>R3UdU1!8NCSF~b zf)V>M09>QS0rTjZJB8m`ph@xM)QO^)T>$fX30L&+QfWgN5O=}U{=r@7V|7B~?ax%+ zj)QnOg$NUr=RkWAAVF9M6IychAahHCFu?p>qFw!FSopm$TE+qjpzpHu3u#nj>F4`? zOh{9zW0w6F+s83W2$LC!{DB1AIm0Q&cl)r3d@tY9Hhf^q+HzUS^|$Jm%I>lh|J`Cx zF$#cC6FO%2ILkJ8$noNeX|Tej-ww}J^T=SH7O}bpS5MlJ^Xq}rvS=1+WYNulv#l84 zs#wOtDOHRX;HZLx7owHO z)E*R$P9A}~Bktaq(5yDY3hUaa4@$pHD|t^v4v@;%4gH*7}Y6MFp3&Gv)0L(MLs zogl};v&EsEQ!0!{jCdk%#zW3l?H}ww8plt1MUJ~JA0r%G9DTm))yZRdl8P;j z4pj}unT%TWw1~yDeA0)Qq91Bcx6L);yg^SV!r%C|DD4}t8b61Cr=GSepdpFO`c}^Q zPRWqc>YBo|TtFlrA}ABav3JTlq)GStsr&+0%YcQfNr)nG-Mi-6ee+A)1*65aq6{{<97l!>tf`i+ zR=W+y0Dgkbc{7;-OTp#g(dVY4@Qwi^T5sZ?mZ?>igZ=k^dYuYdd7#5NPg&Zv7!EC} zDNVbUJoIBQE7PtmT}-F%*Q8HLq*rj`r*~J~IU8v-RzvGW8f7Cv==sLWWJWa~H*b&SoQLX(R z;sp-fEXRfBh8#9@>mvBW%Vt7>c+dj?Gdn3N@{kxVqFO-%Fx7ShebTl)?&w zDnNmlC~3`g58Z3r(UrosnTv^nG^W9dW_=x;_EhDb^g{p6PvHwdeC;(8o#Bn|*|<5% zwjE@m<$#XdCILlWcgr+o;7EE-Vy)x?{H(^rkgD`Pf`LZ2nTw7QH~~6=9rT9;H+QON za{j1@09v{D|WMH_$x$YOel&D%6j9A<}^y`!%Wk z=3t~}v`tp6A>wLDP86E(c6D#Ai+a?HkJJh#w#)}V;C+H+$?2NMSA7z?1FZUT9hB-{ zP|6h3uQFQoboj&LiAK6QdiD!l%s>3^X+!o;w=>=H&!!c?Ec)R zvMX4eX%#K{f$r#oSoYpWthGX)fauiuzj7^~Mg0G92={bYy7#1Ck+9{q!^eG6@_r15 zCxlQUMIUva4;B%uMc}+dWihjq0W*oBm(3G| zpMK3Yk}G@TA26pRgIeidyBAk<1=TG-j&z>E$mv_n3u^mY1gSapUy{v&n3y2u*@g$^ zDYQkjai}sdYRTnx-wJzFqTEDm>}ga9Dur+m%>G1@T(aB1ybr)$0HIsr(^x2 zBDQc)?jOyqIa&l-C(bQ#OE!}NV6^(d!upa41<8-;Q1FMpDJEj%xbIdQx>?KQaYU}t~X{m7rF6IiG|rD5u)f2-eZR5T_f zVu6Zga$hV|9b16gLW|qdWhpDgLvNabxCe!WSz56lxvWkT{bN9$hTQ)xBhNn6D>&p! zU+Sa~IV5-O+DJhf?hc*Z{%x>k86OaeJBLbW;Rej}-Ekfl@1YVVyb(h88*j(Lt&bgm zSZlBQ%ji;4XTs2S>@)_5rMT%pJ&w6$)BQ_o>tGSGmwA4tMi9io3K@qcF;o9Vf*^=a+m&NaN%O41A>+vtcA(xlV(Uk|#US4-PQF@1e5dzinzeIk6!+(y#I35e} zwcG)B@nGC%%Wr^mxa#>Hw{jC5{E}i2;xkMI9^o(YZET&RbQwFAKFq$wOa~KPQ>W$5p*8k}75S^O#=*fj;xJ z8+>t>t#9j^K5trs34K8gj6o>M4T_)ecXyYuamd*z{C0I%Uey|BgUcJtU;G2KzKVbP zUB@1?81QhmIw6y=J~2Jx#&+hj$|VR=42MYrMy%FWCBt{S-_uVZSXzcwIxIaLr!hsB zNWnc8JmsqT;{DR$lAt|5E1LgBP)_b>BNawAinTizX@<~?+H`P53>sdW*f6s9uTQh5 z*VciBLbzZg%)KLd;_lUKGWduaz|89!7Fx=dUb}PBqh8q=FC}?AOHZp@ollk2St9SoyXFa zQex;lr_@rfGT)|DnxH7DxRQqBMwZ@CKpJ%|dbdkbo3%|npRXb550V49v4F_YYh#JX zI;6EPWvhN}8gfZxQ~9~tJ6LVG3h$@M!o<%mrIl7?ZiOWBlt~#%`$X;Qnje$nU|7Gz z-e7l@-=ZN99G2-S14yK8{@qS^oeKL}s`fMflkDlrdxXHO^zw9UG`Rt{HG!fV0Rru7 z^sKGDk0w41-)+Ojg!a0*6Xmw081%7L#a;b^1auZwc=ksyBBNj-;s7=Ya@dKEtDLIk z1AZWN7l_isG0QdN&%zMvJS*D1Wl#y^ack?9q%aV2T*lTF-VGdx-r9fiC?N-O`U9PG z$oyFqQ5^?ZrAd4#oFf!VZ)7j?NU1HWP#^!9s@XT`wCK+rf8KRao);~&fd5N{ph zJaXDONA+s^z4y~L-6x4=y`nd9ahG&~DyDq($KJ4d-f7*GNlew-oGg@J{cm#r2!H>} zN3JH>#Hj7v8VH;#PXhxVG_PIoYX#+6->`6nUQ(|j#~+NyRmI)XuUKmKCKI>~v2S<6 z%H0A1(Ol7|0)oLOV=x{QP#|^9VH2=L$^nB*oQ#G4xIfgkHfLR zA7vnwAS04~fUW#1iMgHs@xo!>TuK)Vnl3cn8bS~}qjS4aOoqTH*kTZ9+Q&3k*^@(P zcm%X08)(aA>7-*XJR<$t{8VQh<$^Q|m+8XO{e``*1KT(kRRX3bdIm7YRyE z5bJ6178y0|MpctPf3bzaIt54c!%Ya3kv69HyvN}<}SDWHzLa4<}i6-P=pc~ ziRXqSt>#hc2gVp307^wR0k(lhxtFP8KoDE&fsL?vDdU*sDe2SqhC!R~nJp2)c6N11 z?SE%_HRqE5Fl%F0SOA(9jsXyO2QLM=^3@CK0PSh-NDK1dAh)PnI0RyqDr@^_<>eLu*h)fA#Y53IhP+4Bh^1Ms~bF z>=m$aj+FD8$8fT{RZ~{<$4tv9x}8E8#j$-kSll-EQtk(zt~H`68Q&xSh{VCcctyLy z=7=bQeue_3bql3HftS~;HY}E>^(OrMDdhiSr^|p2Yo^Ju)*66s1_qd3R;G z=2UAg*$DQy84bt>^a7jeq%ojtXaCa?8}>CC+#7ZVN_zdWlB+4)p^b<`F#2Z#;Qw@2h$h>ez0VNlY*TfzpIl8Qu zycrl?jaxlR#V+7lpsQhA31}-ZN6M$J5-KI zy<_OKFKd*_s87Y&?@aWQ7(-<^-H?+4j|issRGUa67Zoqi$J@|AsomAXVE-42x?<2wy(1qd|v<2^2mB%UfE@L+*3rmkVpq|_;m}kmFPzk z1Cky6;|b0^;A3bEa7;z&$x>`^gkG&iC>mSAPMdc z{(w;z{?BfRQv=*WEZaL+FteZDa#0XANKx-5rl~k>*_EbHGx&k9G!x4wFG;}uI@%8F zDF)-PPCMJ8R_>hr3m1*+a=yD8eVV- zll)4~0)mzUA2iR7@^v%b%HU`052te4EJo`2u{E-(Y>Peel%1MqHXzdmF-iN*%*l)I zrn#lG{?`B&*8}XP9tP-FB#{9q)hYn050bdR+Lmo~Ob)DZ7;eDhw<+X{nqd{-oI8Yw zvsF{Hd{KO|0UBF=(Ao!?BzAu-DOqQiZ|7wBph$4^Lv~NHRAmzwgdF2BrzXD~=gZRF z%Hjj`u;{QPzrKb7?vj=%XY_mCI>eLwQ@X7>=&;=Bqa;Y|X6a2dCt z@EMbqidb&PJ}W|==j~`^JfLXCU+~Nq$+O~-!i>-jxSID_3{{j94T_6RV+ygtnIXjb zznazq2@4b2T8`fRNZzA`NX>Wc_{jZo`*9`WGPKCJAuw=L=Bi+vsui$&>kF!=JkGhR z_YS>?T{G(PmZ^9 zH>Xl^@|^s~gb&PF3Pb}G<;o(8sE=99UQ+xz0VGmy^q+mbN^Pur(aXe=*$cx4arkBx z)b-I3@@jPeYD-qYqf99OI13sp%UNL$c%(H!q7ZR2ZBC@1HdkK2=;$;0&eo?fIjOOt z;yxt1tAlN3_=4bC+oKrDmDku48#HwMrl|c z+uolt*aQD_1ykUewvC~ng*lYD2k}TK5Cbji&>;T2b(r#h2IwP zG0Y)8@uQd4NPSypV93CtFyFet`lLzmZ=S?7T@fu?Ih|~sbQ8=wkup%;AY`|^qn7AM zE1wZw9Sd~;y+Vk5tl$P>m>-(a9%1T*dQUCUEuxQj+V2U&my`p7*a-jNQR>6l67Q0m zCwm4#tykB0O+-OYdmR1NQ2CCJ-fC1vqc!RuPf&@^WhyzJEkJ4xEwq)O#&b6Y4gEeU z<2O$|(&rtJCzQEcGE$xIW-Yy;Uul>NR@c(9!9d5shla{DTGvv;craS~m0GK;s+;*= zNTbUS*k4I539$w@7G+?jYzQ~yg$)31`=^%?%~*g%WJ+{PhUagIm)sXI@5E8=-hpN% zcbo6l6&q@^(HVFhj}_Xtv*qZ`V1XbrtZv)yuJ@)}9=(~(f^Y|JANs(g(S{e1Z}CtQ z7g@BNP)rLZ5bdq`_UH^GkRo>1nlS^9C(LA0{CfGzO|Qa|*+L>_pFv1wb2i&xO0ARj zf`sR*AsjMr94Sw0QIPCpSivm@0u!Rt#n(dvIlvag1%y#MF{RA}5BVM7{5N9(YQjx1T8`fZ<^39Qzw_2A_*zsRRk5W$vLre_4HV`sD4_)-<_Jc4l7QL z$a62M{pC_GkJ>-fJWEP9qu~hmO<5ynuW8OkRq!HK1-3CeWkv9`<*snfX-^H_HgzCS`Lh*83exDDSyvbk9?8H4baAiD) zD=S`e+<}{MB+Wx6AuzKeE5qB>){XG)9RK8yyY&^}?T1Wcy8yPqRZJpJIcs{cDEL~X z^T-92>V}y9aE#TG`(@8{7&h;CeOhO{5VO|h@RAxXblKio5QNy;$lcx2Lx4DFWDUR{ zxTG&0x=AdG(c_7fI2#skxN@2&*F6o!f$I5Mc371)>YDbu))ug}UIxZb&eR}eGt#Wf z(DOw=+u(TzMQfd;IWli%B<-Ad=;bLBKlFTBBG~Ec+VBTDC*m|^r3C?3`beWheKjZI zR^f|$$GhipvTv{zmL^v-(W)w=o;k?0-B}(9k_Xf^ja6rgS^a4-L|j>E08Ysk#<(wM zX-B3YZdBEejo>*EGVetoI9|tD{x`LiEgP@@zqlsSK=wh&lLBW>TGWMMLNu_8;sI;H z@Fg6@k~ys4)xAfXU@&|V3UW_kKa&junLd?5K4YvmyN|On&;>`Ys z^9MK=E5cT(4xYX8ib$}!1W|T$b}_M`?WiSJ)#{vF7I9NMq0(%#>3GmV3?KmTUylSb zt~>W+s{044wSg|*O%8fla;PfgEpAN(2@7>W8nwa})|PL9nhlBU&PjTi?9>Ro?DW(A zRH8E#!G9uc&2Ah9!VpW(|CGan$fE>#nG-AlvQl*!o>?mq-d{EFwCeo*X6o+HL?9tcFUUMxdS#0ny#zEJUvM`4agp47|j| zJt|mMYpX?zYP^gmapk=wqM_RovB|iO!If&i@D`x-csHIAD3@!?jy^;pDvbP$Eu4L) z$Qy0aW1X2~*sAaZ zEv_Ezzuqu4J= zLpE~I13(a###EF5MGXA1H%Qyw1S4)MyFE$!q`SD3e|j#L2PRJA4KD6~B`Zjd>vk^s z@vW|z@oiuttgD?7uS7tW-?98zb7E|qU|bMStXfc7_|lNZJ1^1Id{G3x1+U5Xhji=3 zW4eg$#VgrOqxxhH8eqL_CLR0I@g6MpJC#6phAU|{QPVdiJC#pC&HMP12j>t%oPjY2 zp6~tf@arU0xQnMc`M!*k-)}w_{DO zH_INcSsTp>d8S9K2p(|G8@I|hSt^f}e;+6R%IT#$stRXaX}OFx{q{3Q<)+}-{yGpx zf)+iTi%hW+)Td%5?%ROYrJU1KaHEU<5ksbT$p z8VqL*k}|YvDnlUwW1dCSWQxgjb4nf$mPk@9Pzmz5VF9x72I3Og!SWS#e>)$(ZBQL2 z-V{%v>N~DZJpF&*2yZDnk3@i&?=XL$Mh>KpUHh;I z*W8wgT@zp@THzLA*`P?SAsy}M#AlzmL`3GzR>!g4RNG=MFOp1ot2zrfTwn^s6su(x zAvQ{bE}=Czub>&$$o z0~g*rGoEYXf6iVGx@N_Atlog0Gz%B|mR)X(bmsbWIjQoy!MC7T_J(V1&w@KTo4ozC z5YjvIQ=q0O%u>4Rp4aO)m7Do7p#%|z_9UIHqQl*#~ z$7%YLq#LR_IOB;}jtYGaTS~5pdYWqywfzs=r=x+*mrz|6GsbY;VVgE9ol25gp3)b{p zpHeaxPGOxRDx0(Q-*>>r|C{FTZXq75=Ue;-ANp=syKLs*N7InI7#?XO9H5J|A$e6* z19c!$a2QNjCeC(D9BvvwVAp>6EcIJaq`T*p>LnzxauAQ!`6OCO$0=lnT=rG{u~J*>v@qu&nHM`P$Kb}cO69dn{7 z(-i_;NF&pV7?Z!lY+Xlx9S9l@PD{!_p~gipGhnOY_}O)O7bx|n(zy>b%C@XA(kefB zaz8;Vsn0h(VF&U-?lBf;vNxlz#*wlJ(!rR|7oae|6eF!o)uaAa2#m*d8F0()tkE0G z;zj_%cq}kLBMASk?QhDM=nanpg<{xzJ-FMiqkfSa*pu)eC%%wRa!7vroPVg6wy?Z` zIRJdEFK{Rb@obH#q~xo;KW^I-)*eYN zs9LX<(K;ISFT)he@9!)g4S1(#UK%o3fI>#A7U`Fl;0(hTfJYxC7l{@wXSbnr{nF6< zs<^1Vg+<>#nC&)Im|OWhFxsjkgNdRv5aKh6+uj40B2`eQ&ArHE}QDZf2{y&)TzwnL! zgQBSX`kN6ko4I5T>JAbBQ#5!8iZkOYt0?!rF2p|626gip zUAX&(*i%2zV`tKP`~Qff)`=mmAqFExt+#)Bw%Ae8iSM@Ht8o}7wrOHj@iv9mpe5xO zo+VsXtrRhh`E1Fz{rUxK+eh^M)*DA&QgZwC8%JHf+HM6Hl+o^|pNBVR6X8b>S0FE^ zht?&kyFri{9-v^qre$=Ak0yAT%5+ly_SDZs#xkSmWJvu4*mlUs<2OizVtCav!2C~+ zgcSO07=ZXfNbU7AVo9hD#80{1RT;|e&Z?ibE~|aH{J9rUttfy}E|OfElEEX)>LR;X ztm5jCc&D57(Zvd#!nR1430VB=mTUgckU|_I7Mh|#!h}+KiMj}7g>SZ>n)+2s^8$-rfai4oZ#icxN`lUWvGzD8sb_Q+vZItWa+`+Jux}6A6{5vxwZE zQ$G27*8IN7m-w3l7f#dE7vffH%$+Nfn~uj+J>S^In-j?PRKvrT zmy+6$Y1kA{UefFj15L$k*l5Z2CIyCbP$AKgy<3;PuBx#XvBr6W568$Md3?T2AQ|9h zoufN`2#oWL`w{X|2C8<$*J-msz~IH}A0(S*lgtk0mv$?P9x(S}|0gA;VE#Sigs-{) zDhKn@!5YCNV`DSglxqNO7VUUA_Z@c&yn%ksTEmOwBe@Zqp~O`JF&yguDx7HwFNNxh z&Jz|;Lz>s|%V7K1v`fVYH8~m=nZHRN2!U4;e?sfct#Ay8IQ&Cb@&#-uCyGuz2H+7_ z;}#@8i=t~mS%Q(m$H})Pp9CtjKUO|^A}+6t%S6K?mmeD4AmeNjELbovK<;?;lkXpN zIjNY%ZWs=hX4)MjIi{1j4m=fyn+?l}(9lmXiGWen^;$5E2H5{ezseL8*biSI;9Gtv z)tcou{VE)ZmtGgGeBwdNUw^$~DP1)wtj!z=>S6>gVFRqfRIybuI33~Llz6*Ew{Da4B|0MGVq?EkQY3}-| z>*Y9|3q_+*7o_9^eT`p}Yd0Y+u- zn*8x}H+%bQnTHPQ&qi*sA=j8$yKNLb5M zF}gVR>1x%Jz8HK|DL}DbqxDO$P$JMv)N+Gh?9Ewc_IPRpc4M83^`lvJ^_86 z1)#I6KhEaq-K|2|H@Wmodyzr7Odu@CrW^y{G%&c`h4HdxVLY(3edM=xbi*$j(?PqJ zvqQNCyg*B~Ot(2Zr-=o;j(*FbTp2D>DHyOEj(E2~*+~LkK$6C>xx$}*rocrB_j8t? z3T>q{_r37%?iIvQ7D5zuqt&ZT{>-6dcAoH?v`+J>^~n7iE0a`f7wQd=rX1mD z28VPln1^~-d_#tp&>YZOZ6UHGu}z&=)1YM~^p zRVG!w>=b03Im#OiDi)*2b>yl4oLLD2+|lO@m@Qj(u3%#Y$VuN&Z-kPjLibz6^z<uKQ*hr!*R z>(Hyehl6Y>*Bl0WK7*{EiH=6#9KI5a9s$K`bN?k$5s>av3ZW#}9s8nAWRtVoMe_@I z)>9xAm>26~J+#2|QxIJvPq~z41MaOxW<;s@D5q!V`%UMVf3~3m1DE zQeC_yK&?4Wpy9KHxA&Qb#(3f|Y_zI$in%=JHe4H~MpdQvMTBggF|&CUt#kJ_q(|zi ztn9yzFlVHe2xv)}XlEaG%<8WsC@6z>T6KyP%ogo1tL&_S4E19g=7!B*0K7y#3$A^1T-(8pLxitw zpK@;A@pMwqjn=8ljBIRbc9sv?3muc_z&^M8T;9lvjo4W}2~&uznFT7<%uysn|6TK5 z?Chiof&6I@`O8}Lp+d`PFZDl^;6|fo)Yst2X!@D3zl9BaYuR=)oa4X9kO@{ezp%q9 zy+4kSMK8)*#XcDtb=H`-WEj`2>>qd93WG{(=z}0h^j4>@IDPxBp&>HDh;nGgbo|#a zrS_3R@oy~->MYTOBYQ2$Y|~!i>W+mqB(XKGQ{Ynzs_AwzP#S*AHn?0%!D7KEl8Z#^ zHLwY(!mL{bV4Ae^P2aW-6|(=Ugl4zbiW&k14wE!H7mo02CU{}IBSK*cai6%Tm8p1q zY|I`QL3f}-bo333r$*mP!9HUVD63bLOfYfIp(*Orjq~nBf9XxvEnc zkmz-D+H{1KA2oTsB*KVt-?ZBmsBd5^C-9&0 zTjGL!>cS` zI@xHWx;x3i3zVwox!{OYL(ljZusyj;92cmR{*Ow;Wu{Uvr>1%m)MqVKa_=Tx;y{ld z&p#8-uy}ilSQwpmXgrRJF#srX$I;NM`87fpIKF(uIC0w|J32$X|H%AKu@+)(ZTZSd za0|9hlmYm(qIZCxEz@?i?!g;G2gT2SSa_>zik?+K#Tv^tz41#d@Q6Ez5fdmEjW84Z z5oi@k7HVsVA*B3usA(nrY!%zki|t@At}B|E=(}M(akw8*5a2npq7F9kEvZN~UeL612PRO|kbcfqTduNLBpTx<${Wdo31piBnscGnf?<+=|G>!%uXdI+JOBiE-_Ild770 z_|dSPsoV`3R2X3a`nvfqz$pXIYhQZmiW^v>0`D~(#(W?j&269j-V5ONU<$F5*u{OB z0E^vE&gD`gA>nE|V*bp*B9V@jC^9no+7__$ly_{078g6Oa|Zw@>L_rmhl0YiZ=M8;ZSWX-!8blVQR?f&$U~}A zbN*7yS%iphYXnuPpRpZqP?CU_8$p~Hod$7#M1TQO?_nL(MK6Ie#n(y<%_dPr<@62j zuxYg$NWT@{EFK{h2M=>$@G}`Ui= zVdmnWvY%BKOF0)I_(sOH99SPn<;dq!P}m#LUU=i9t^D-$eE)g2LWT+EDUP^3TS7nL zFP$dyhz>GCY1kKWcOm{W{hRsGKL{7 zmeiq9Kj$N#y&95y3Oh#T%GY;GQ&8nWUPEDjdKjUnuCNr*wy5bV_?fqhAY=ZS~uljmA-y5F&!RK*cjC!ap7pYD18 zT^%*@>L!YZ!dvoP;qePpNM8uRTj9T0o((JNzG2Ni@Q#LI8@J?PdP__CBvZ{(gj54J z9s=OGw^8bd<%w&Gq?R=Yb#^cV02Gd;Ex)z^A#apTGY}eWe!r36AX|+@cV-;0QPc`0 zWo96pydLdux4o=)RXfLE-9~6O&i?5(5dP-#Vg2YZBYCrDD|;4L_jK^BU0Ro7~kL>-m6|C@QDM=4q4b ztIbA!WipJX&FR6>Wwoq8$2@w=NkeOXhz8ua^0=a{%r2^$bvOfDjfZsnQa*e2E`AE9 zowg2U4)cVt#xop=CEFX@geB;>B5`cEUFLBhU@ARMnq(2UW_!$>Yte7?KlJT&wgv^j4#lQ|%-~itYl{K$=0bJJ_#ZeKlb@;5f zDGWIZC(&@QejHpUMA|BoRvSMoo^ptuY(ATr0L~@R8p>+tn3Kq&z2;%HCn6$BUDpp< zTXMS`5KO2eX^zbI{q|cjtr9GA;>M!7#leZakHF)cZ}rY*^*BIPvW3ci7_8*TCaHpthE*8U1qUTK2lO&QD!Bd(YJ{upv^SpaRBIvvA!_R`T#RK@xtK z{xKjknF*FA*(Zy7=jP@#E*RvoYfmO!iW|~(pm+gRh7>Y~eDQHpYgkS4N+T+d>OjjL zpprJ9B|8F??c6DaxGb5CH$R{{ll#oCYnQL(@8TDQy>uL?>oh>aJsrSr@;-Eg(aoWo z){ehV{;i|Pwa1=VffS^2bJcxwR_s%!U|!)+N(!8<29DbjU!8=^)t6mg2p${zD`#0# z?@IL#bp1w?_A`Vs5AIpD=P|O%hlv>2+A`{!f6Yq|M(Y=^_beEc#AEssEt@~MWF^@A z(kHuvPpLvBbNa+p@vyf97%v~ED7~^^p2%0+X8r#FBh^%J@xhP(fc`dnFd3+%=&`*l zi5z0Kz;}eacyFS2?Oww2SAerY_xNtl7Riyq2NrPmbFeOUE9FdXp)!m{tA#%>N8@Mm zv!GI3VePyp`i+ajhux@)u2Mv`l;E3B=S5%7PX6}Qd^0rxkv@v5RdwAs{u@`Paipoz z@SRLOt{?)^_eZ*16po5B$OC&DCG-wCKtp=$mirL;D$)gQ-S^m2DKZFFtnofpD{jUS z;h?x3m%J0oi1HbeeY%`*isQjO`+}=prfpu`mpMHmcy-jkGZ&{csFtkA6J>2xMV1L2 zMUOm){(7qF$t71s-r^mleZ#*}Z}~Ate&p@u^Hk{d+}_l*w=w5UcbteiVt@K$_cC(} zsRk8hd~VD8vt1nSd1Zz5Mcl1-mwW+jVP~?`&ba_V9Av7;F*H(2lV4F9F=b!}bAqdKKh zk_+4%QpH%wM=Wh%e!cx=UzPc?%oeDN|=I5rDk@Z2&y_Y!cTci8t zjv6J8KLI86&4R9mD4!Pbb%hLOa-NM^xQ#A<2_XB^Nv;A8=?Q6d?6*%eJO9ZRo>-`F zrdAYmE&q7hoknjZiFraRph>s5vaIUf-gf+pvg*r#YV>q$0;C!~LofvgB-J4d)+Dpb z$dFc9Rf(ZCUKHG&*ZTSGi_el?EQh3e{%>E**yknqIW!epX-qy(^%h5u^&L5w7X;hJ z7pFhLRseiaTYBtJbqt;no*Cn-rXG6Y(}!eQ1-_HLq$Ni%|6Qizwb_h*xVB)5?%_JR zaSX?i{%a3mW8~V0afVi~)7L?XSJ4T_Ql@9`=C=n48l#F~r=`>V#_Ur*rbK+>n-R4; zi2iM$uP6EY)7>mgzyIBQd@7llV1HB?mi*I~>yW_(d!$_yH|YwX$kC3Nkg3w~4=1DT zBCKQPJ8&s@d^d`6<9IU*3?rAUB=i)$8A3fg;^xGl55we(k;}QLcD2^e+?)Z9Q&o7u z-@KLYuyWwU4p2Cv;TH2%%>4DB>n>nOUn*5RzFPksns^M<)FcTyo5M zQjy75o-j$DHHJHUd-H-eA6|qd@|YU#5u(B*>k5H$GEFj`flS6hwW<+Y>A+C#3HVRH zDxl2Ibe`x1cS6oo4~*i5!g2P%efx5-egF(@l(S|biq+;FPw$k@^FfzQ&0gg_JLign zA+O25697`Z=(JyIG6? zm}htSY${HGWQJvS1hJolakcmfB*mhUf;Sv0b8^r zz2f7HHz{_=LCr}?LJqY&DaP(nn|g#PLT&KQRiuZzJezr5->pE zMlnb|RyreOOwk*-XUDK~$e>1Z*sSy7>eoYV4?@9UYoaU_UiIQeHLegb;35cF?jK+_ zyWtZIDkjzqp~J6Inv4vW7mjyG`nEdTjxz3lC%L;ka-f(;SQ%4;rY> zD~~n>7!7fBmM|C0^do)Q-OT*m#9m=YEv84M1}!=H#Zvg2uoGrD*}d`ms}A)bnqQo+gIY_f8q zi`EZ92|v)_v*7<=-dX8k)&7X@{$ExbX;!_kD>NM|%I)`CGZ9k5Z zWEd#=y<;DtF{~-?M{Wq*E|%n%leyOW*hLddWs|+>YiNJr5(35$+l{rk({maq?oaC( z88s}PgI<)7TtCo>GX|`qGzS9$6D;lebp7=J8rZSJ9xVBPR&=@N*6XG2Fl4)OMfnMl znQ4u^$jUch_NEb~&u!sb|L{YYn{-i$dVUDF5bGQvD6XRtWy864EtUxe+~|qX0slsL zjL&dFxVG?s$77ra*uZZn!tOp~15~R&Ir*Fo+cESJH}5Ot%y>q22%>kuM`k!#2H~D1 z9-+>c3knr`{vsY(@jpe6v4V9iQ`&bIdrlf>`>&Jqk1OlVZF-Chjjk2G_}PNYiC+X4 z#Tiia-~4LHOJ?*q8wJ)v%VTA-7i6;u!py8Gtp<6IpXx)jI67E1m>aR0bSZHdKN4+6 z7N2k8dq;=?=pEK>R{EdA_z{TC79w)by;sm~L16X^hQ{o8tlynq8!{Z6#Lj32z~&qx zxi<(#Z1#RSnk&#&qX90gUpJT6 zEQ7JVdr?pQmAZ|1-NrM@>5GO459TBYR{I+;^9oYR7>`JyjK8p zl1fzqJbv{jWRVE79?X6*6j~>yN}W(!jO*QEgPZY%vTnCwGvhTgu{9E%0a`>j5qpZF zG6}jIO(7sr9ac_<8kILZLruhlnVH{E;-Mpk;oEI?jrOIIb5@Z|u%%deydGS#|E=LI zQPP~R_s3zdyn^mKKNMMtvj!Ra%_@@S_Wn({HKZ4OI5v4*fse0Vh`C~%(7^aLAol*q~+-@Wls{%JapD?#J zs3A6d`ux9+>1PMuEGnEzrNN`U4)cc?xfOhm&(Mv~#Om%r^&B)|wA6c!@h8syWSL76 zi*hLY&IPSFe?}#;8j(Veu}A0Qncj&VZd!mH1x2Xhf52`&O-~jKka_$SNc|R%*b-kVP61R3-7u zN&oit`gdi!Q;xxeYfI7}$Rt`})X5<)k9qi+HXv~5S7kS~L@Ep&CFS_yLaHz1>K(KE zeT?cgn{e`s{k5q;Ca&@7b}kgDeYMOm49;7Na%Xq-=$Q~hR<_0B63S4U!=rml2Zy&d ze$Sqhauw}_aj?

      d|}NIfsN! z5+^wGLF{FFYJo61HuYcoKy30MWd*Fjd7f_CLsNrU<&bU08yJx#=0*QdgR2ndBr?@O zb~5-16XsY3qGMNOu1-_Vp7H#QkYYyY?@C6^Me~2qIiyNGrfG`jYEJ9XQLcAwBC;fR z@&3*|ej8{=-}*2(FZ32w@`CV)qov<|BJ;dUQ$%io+1GmTvYFq9p;W6B${x(g#*FNc z(-?Ldnx+OT3sC_8ytg6MHC$0Q!F=}Sq!>mUIKKFNKn<)W> zCnhW-HbYHabb{+01_ks0trq>z&6T zp8cys+xQAwdb7r6s?1ocxp+=ls7RNi;2#(%6G7e;wgfM z$6MC}Dbl2FyU?$R2v?`QdrfGVtIt(?QYsrU-0+)Co&_;l@|ssUm|u{v*Cg8N6&22Q z%*SofbI~ko9quiN@uPE}Fh-xL3H8*|9{;fLkLhih#i_e@(vtsLBv{TkbSXRN`et4w zyN_4vNxz&@$FHT#GWSedn2FC$5xpL_+>IcN`DLBEMo>4`6s}>p`-L?VrR}{v-b3Y? zY+?OO@GJ7W@v0D}iHKkA4 zg;J#%jqfy`j!+=2ju68XT1D52bg@l8u$0$nT;OZ*j$KMPQVXy$LNHTipZyJ;fdADn zZC)^ao$rUJ)iQaHDoiEoh74c}?TTqWOm=2}xQNJeZMr?6;llulA zy)PxGrp#AqfISm8fyw5PQy!ZY@lJ|T5%E(Le$j=uX4ua$n4tk1#HqmkVGNV?j5&q*M zwXT;-6j2#gRJL%<)BAs~?+eQMeQvhp(k>C7M`Qm|OY@Pu@cA1_aB~bDs(9=s4k~QHc1D-!`xz^?g^T|4lu7~gCtdj55tq0IEHr>7fXHASYy(J!p*;JNYTHfFketBj^L)8@B*!FF5h|QnaeBCK_oO{M9U7fkVXjBH@{RzcV;yd5eRnI;bAF6Z2^%+Kl@9Mg91A2g#$iB-n-r zgm{vlBt4#ausNcbKYd=mm`oI!7~j}>Zv+@9wKYKvmdb$pVwsgJ!8D7AKLqQ4tIFUKG>`%3|8>y{5_7;s z49JHz6m>xsKHE4T3CNL8{wr_Jv@x{Rq+9_blbm>;?L-13Ml)I`Ma6h!aLW_91S?g- zuD8R`gq^D;yQCCQZ4Ue;M7+fDjPtsLxU0tggu>O0Y~~qZ!{N=58&^T&go@nH3QN z>@ZM3*I1aCiXm&?Gj2Jf#Z-5cN{bjqg$=eKxM6^xvZnZa+Pg^K@a*~)RF&-`XNzeo zesD?0$&6Hi;`;6QR(?pu3Cpg{*MOpZyl;kJzlF>4qrEhMw5O4jw{zF|FaK4kcbD8} z7n<}>HyxwzkhK%-7?(C(qvPK9;3rh-n0X|jAVBg^r`h(cZd$epu88uj@?^ODFSjZ* z?@#{_uq1WaF5}y&nzR=_VeK#2E6Zb82;Yc~em_7XPA3!4B8Lt=M=H+MX&=5#7I1Uu ziFXyVrD#%NY5>KyG%3nZw3UDtHi0QbMwuBU%p?3r2PeCKMf7#wo3BDa3-Mma(EsTl z?y4ta`Ss4Sdk-JTN%Xr}q!{EFH3<-U5A64p^87(`X$)X;?3|Z@=h!=w#mGmBh^=2w zm~MfS1&OXyaZe`Pi4@-N<9+ZrBvUQOYWaO#S89(NG}%@;2c&5i)-W^u-IdfSyllNT zv`^Pz^i2oo$abVzb2QY2k+6!~Y?$*pn2*GXXDj_xYro1e37XGBVhfT}6w5_F3h$%% z;8d7Wpc{J4`7a5La(i^O*FP8ynG%I|z6JMJQa{}?OnkR|SYMIk%q==@mahm?g1m3R zA7=Mc!YfgboyT<5W&AsS#{`Qij0LS>10Pa> zH9*Bf$fX9sQpSP(9UdIr-)=fg%&;x5#Opg5zDO~w-ANTYSw34T2-c^Nh>bIU3G1;^ z;UL?E`AbgH)6L3v5PeHL=_c@%9P#nA@0PcMwQn0b96GLe-&=VbY#T8&gH9&#kj<4g z!o4q})c!aoG`Eh`+l28?bn=;gj2i9r;Bu!@XXpmd`64&qY(mzn8{N~sk}5>#r&VZm zoB1*Y?!wqFuViX!>JWD}9!~>A{!IqEDAtB{KWB-@`vbmYTXQSMM3qH=97Kse3lQV_ zxioBf%BxU8b9n~^)SepVD8CEYU6=lYYTdJx(tu&^h_`e7u$RT}@|PQG;XXKWl)B2s zq~XMVu?eC{ZQoGWd2Q9}okGNIMD0kls^Y@v=$4tZBF(?SE!6r@vx^3!gxK_*QNfHX zuK+5gQ3w8rC8E#_AI!Y@!G}`wGX;sxZtuQg^ltk>@5|q;s=WPj0LGM0`83jC|2ntv z#Ij~(AlIdhQcA&|cOl~YSV|Q~CO`XzKT>q6VM6mG*d#Jz?En_!kYBCeWoM8o(O|>^ zOqyMSfz27iY{t(x>fcCzw@0qz{7m}WlC;)NF+4QOS~ihBl(O-06xRB!OkKz^TDZ2P z6*cy5?cnKUfm0ypXb(QM^47khz*|B47Ii<~QZCAfC?7^UHE$arE-X@RaS6Km|1Bgi zX8g|yd)0fLA6q8{A9H-~cdMvdL=H=eB)i)-coc$Bwu$poB9Eenilv(6Lb)j->6EL^-flhc# z+1jG@)JAavFVhAa)MMHG55cdc^tP|JZBz-HVs5QGAHlvu+qs|^!WdgQTzKylQ>$#O zRgPpo5vS#=EHvoCyVge0&i+UyMG+%%x18R}ghRz@+}qIi4;~a3*PyHeyA0qgIcyLY zf|%0iA#>Ufk>@;8t54#Gm)JRu0?z*MARx$X_n2YmKweVr%c(Dt60)16wy?MfLPB)rjJ}vf0G>RcLZHe8>-h z4B*uNI)-l3@joA9S!K~Z{0@S$*R|7!i;A@<53`0t?mUIE0c<`wL*#;)=SB+Jv&Z@b zmBvxH_8!b%e+N!+Wm+aI=VE%AR?l#2OP5c!7R+qQr zu?H*%zx~xdXYl7}JmlT8ZZcK*Kv(cOS8gtGe5@j!Pq|ww+oUo;g%l$oVhaf&XV-jk zI(Cq69R3siEQ_J$0%1z}>b%U``nD^%Rc%%TH<3v2J(-2?C%+87;mhbaCMYI)OB2q3 z2~?dY2=tcwj@;2BKF$%%slIp<0{J4ckWTo4-j|YRq_OcE<}OUvYF!Av;*a`bXOOGWkF|FW-pl`6)3FprY9xE4)KaT7+G**nQD{ukoU;5k{IrEp4ev z8+=+_&O#RbRf_#sLK<8?C`imD^|#uy93OUm0BS{Ua``{wTGY;?2m0agdc%vJ0_Bh~c{h%o_p z{u5_}t(W(5HTb@r%bt~cRS6G$03s4vV?-zAShun#rjY-%i9%tQ%QUP}Dyv=Q_@fA| z4H6EO2Z$nBy|mqx+t@b-huSdHL4LSdomNMF!9Y-RXk=wv&i>S*rdRLE( z{phL3U5_Bdl-)iNyJnT@5l^f)HsyIQJCu^@hDS{MJXzRzdR8rPmYyS2MIK|I+Q<%K zp3f|&5-@EBK%{Gnskgqhl!^&b){gUjH6<()0)O=X#jalfN|pW-zVqxaseE<~c{@jE zR#iaRve^Gd8RR#eUh-1^<(g59^V?JXwnFn(?Gq&7l+@9Mn&Mw)?+XjtEih~_$j=^h z3gan=@6?6_kw7qm*99*7a-M`SeUko9mkGr4OB|KJ|7wMkQ`-o}&GmA%^o1kG+!~Ig zn8sZqdZR6eGu=TiLKCPYQsXfn5i*B22txwx4-FN2zPHb^$`pCq1F3(d6I3t;hQwqb zudi+WT?Ogh(=JcIFPNSAWN| zJ^@L0g^)?6zGNjCYv_lwE?4^+;f909IbgNJzSs)6&i5X-qqJg5pxB{N&aKKr{(vLk z-^&jIdpgaNOhJLuULhH1!H9SBhW7nYxsS-qUSp~3YS?k;X-&T*_73RA^PT2hFx9BG zMw7}6;exOSz#^C9bs*lf0IsA}D*T+MlQam-o$^PuCas40vajN6zg!X-Hj;xC^FeNH z)sx(8;b0-m6pc?pz5xE*5RjXt9PKyOy#F)%@pa5-aE@Sb(e}9iWfKAa^ld>UGu%K_ zR=RH8#l4eIu{V%qp4+|Cnh(f`!|7#XJTGJtx=&2bbI)mnBz^j8`ccE~1LfFaRc_J;@Ca0+%AGBWYz@aSd(>Coa5fm}V|1V@6402dQaN&oBcZ{bo=RG*#D5W&HulVGS_#PJvCQEHPZMB;{47XCUlZLMQ*g)K*?aQzM*YIe`zP$$ZFeUuu2 zXtvji(S%=Ly!>IW5eNR3$t!D(78SCdWr=;Oz4=buSeghxv<$eWW_uD3m3UP0q={yp z(kzsB!gou|&7yQtKvQ4k)Wi_@vY4bWG4)t42)WfG&^n&5X^AV+-xgGK;5Hg3VvyIH zwzc{vK6uhj1C+oDM0_Jh2Yy0$K20|v2N^MZ?D>dV4ZZQ121g75k4TE+6lVp6d~?$* z-ax#gPxg*FEowE=P2G@$OH}{F?m6_I7>>o~3~`4DD_5g6yz$9-e+LUd`?o+xJ_)2r zPQ#sUV1+6g-+Z1JcUgH(+DsloRg#;k!$Q|>H#8E36luJKO^kAeK{oV(C<(c3to^xi zH4A16R1f>gN2K8HAV@HHYv%ShZ*xB805U?3;U%|IHWJY@?`cSX+D;ZFd&1HEPgXPR z2Rl-}9f!0n8@8@R~{Z53M0D&K-A}uOQaTwzrkSeI-4ySBV&w zrL-<@SxC=Up@0-Gm(K07;+tYun38sB9g)o48cv>0;Je?X;842ns{H;;SR@WZ)Jp#J zl_(ETOApLqsGI?*B5zOYSMG;}w+EfO$wn8&gWQug^>xFPp@VMyK)F~o;gA-;$1s-8 zLR`UgvGT-E4FJ?6`rWbJ!-fC+4dXCj@sabbCE(sHEbC8x3%*QtJ@5&9qjjT6n&!be zuDhtTe3NmM$A-^GZ-T5=xIN_iQ!>)o4$<1m*<4V#sdOxFPbQ&;XGf!I<-q}^3}*7v zz#;D8#pW^Tqd}`>;=^o$N7^?8<7J`c7GH?Zq-^kBnec3F(8U@&WZa$O+LaoR1SynFukt|{xRTB8kYZ9>HFnuP9uNA}3>gnH(*#<3nxbNcVVQ{g3D)Dq4C zU1Pf$y*77g&ETYLKh?K5;$il2-dABb8Ie9_W@1$;bw5z}5Hm5BY*O(rQz%-eDk(Ox zVv}gI%O2?4`@^Yz#@gAQhfOfmL$4)CZ}?eEuf@ ze>i@0DgW%>=G9-KLtzRBXJ%Qdi;*XbVh~Par9&@wj2P$LZv%3$+++A!0B0gTy5Rfy z({Mix5Ojbj4s2zp*|*Yzsw2RUh&{#2>i6c>IMo=3Jf{Ae7&1f$DbM%Y-_y}bl7p+@ zZbs(~?yBDE_aUBK^uI1)T<~leZ0VyD$LNw)B`qUxHlq8 zqc807z9k@a{YJJrb^*bUa_C@d&_2L)jD+s_&)Z2G1gRGyy&PH@{I;9i$oXi#Gph7) zR8!K2EVucm3P<}N$FNMyRQAwi0YhaLS`Ir>9^V_sl`IX$jY^p=I%ab_?E zfT5!=5AORxuN$gQJQ2%D(rwfZ1(6&0W;073`1QrC9QdRm&-q)HYS(~!ngS01T{gfq zM5=AnFiZThmMQ4^5c~$GYkX%>_Oewq*1d7s;2$_^u#5TX85~i%r&+x$)Dxt7m3$=+ zLWrsR(RiN9+FNmk%QYTCp!3e-oe-@j;vQRRbdcb}MriIBSqhdxt+)jrr=5q5tDtjg z2^yqecV;upEK@eVT)C)Gl%))4N|q$X74XdAb5L{YG^JKmp zM)`8EFZL1-tL_OviSWPYa(NT4t{KB{RM~58AGjV(XisywG=LGTkr&HJv0jQS)c0cS zDesc(X?_VCe6N84EHz8o_DMD>d(t&%pCf{=$AB!w%5^*)H5I{?-b^-2)S&V5;A$(7 z&?vlQz$I7J*8iPqV5lp~vvGTric^7)rS2J_89RHZpaXABWo07EYpYwkyzuHfo)dC( zqXhfE32P$t+f$))GYRs06jlA&J`U?{ zaukl}^ze=RabPKJR#~BCBSP@{0c0d^ZE{O_~ zkQjfsj8gOknX9-)h{WxLHP$(}7sEHu-MqspD>a_T{y`8eX@95jOVv4tn`wH(Cl2(J z{$+>}(Gk|sCvYaN;Ylqd&>KtW2YQ#{Ho7Efg&Y4)9o1;*-bHcVOmA9Gq)9vuOi-VX zhhsrYyy3R?hi^_UqMcQuA7EjfK$^^14oy;$jdZ1BKnm&qq!%9STw|qYI{%qrx$D#K z5IXZW1vWLb<(Ec__3FJxl$yjwn+M=JO*|!19I3E^|F;QELs*?C((1&8IVrAcuXyT* zs*(R@FY1U7M79H`!JVRV=m+eQ34zSmN{a_4F52vzakrNTNy}ZN@uVEjxhUp?i|#^#tazkrD@@wF-lp&LEsTIgCBYExh%_# zE<@eZQ4iN)S&4n^6TGF~=+o|>a7~!rl*Sp}!c9q+a#D8qT%Nap?6a@(qh*^()AaP* zU{Q=MsyywN0Oya(>yF1R87Be6b*su_^7N)(V~PoDZoB$y^w}g(3Tw8$x_e+R-e5Cv z$+piBkRR7g5Khu;(fqnU%LU$vG>xYUeNZhKa8cpYjm<41_C=rIyM0e=W)mCf}fZ$CX|OM1Yb z4Hkku0JQg7puts-ZdTc^^k&G-Z=h^#>17>o)(8pa5SZPSkGvPQznDdGDr_0$uM5*5q@NHWyj6Kq`e z29a~r6AUGrMh&aPhc8RK-DZcvV&nxw%b;zsYL0e{E_{#TTf{}Sen$lFq5r5Q@O-}v zmI5t6i20~T4t$HXnkO~eQx*l=tK0{F{@mgqcgY%Mrq z4Hg9!NAOB$k_#^Ml4y8Qsb?=PKGjia3ganZ$%^^lJ=g?vHc6>4zGQV(%7o2P1iaCp zke6w^{UsUk4$PmJs~4)9vUT;dF`{Dm9I)q^T z$9Obn%2ShH6xg?GEqyQ|)RaE8X+nJd&pT5Lf$$P+z|0#<+A|c&Mz6UKSkMUAD|D0( zyH_%;N)n<=F0{4O30L_`8Bm3ivu;g|o;g|@Ze(LpcLi2rNDJXiw{GMyfT~Z~ve&lf z0MWIw%9LuDrMHJk;1AfsUoPH1XdKBL{FwaN*5dK|4yRjjC^eWJ2o!znl;#enZMu5E zZ55W~=Uga8D(qGueV<)~&u@8SDw*C~`n&Q>Fg)j)wy9JN;h!Obv;O&&Z@RTDncf-64xLzx45&7NvD&%F;pu>${*S61NT1%mV&-M&Gtw+7{7(uH2YHz@8mXKI zB9x>knc_iGkzhI~nrzy>XKkwTpa0@r#=%*qDpXcMt?6fFb)5Ey<$$R*5u-WmH0O`? z@M^VEz(|g6Z(KylG1`l?$};f!AcCIboMH8(bT;C)hRytm?b#JU?0(0uA2O#dRAyiI zzpOx{OcV;8ggNUFvvM$5GvDN|%Ey9FVx2PjZt4Bf@@(hXZ&lc=M@%t-u4GZfeg(_q ztGVb=R80`WCasC49$%yp280d%ySxg2FzpRa3;f))bu&qMcXy4WAFgOQcYQEyqPIu+ zlwL++jFECtSR1$qZam85wVMT&k!WSTeB zdfdY%s&MBue`EAI$%l(``T`cMw;?yv-dXTH$qh~LP;>Gls9ZY$s`tkU3URj46*H0feW|~JJu*lk82jO|V+=$;dTQCWy$)rf!*LOf|swBKj z7sS5~V^=RKO@KC_@m43>=$X98yv?|8TMbZRuJ|awatSJ)V?u;q9MD3mg#XL>95$9- zw2P#>5MWqNW@JvT9kHd}y5%N~sA7^Qd4gKiXTy33(ez7@9K<{*W2_59El={K#WZh} zb)pe}cI?zQkgX60dJ9|7H-S2tW#x{gu4;N|IPEl^X6>qV_%8?oc&_l4E}p+vk9fRm!OF@( z7uly|nCuMdeR5`@_PSlWeb0eKEd8Y*K8w;tNQQEOEyJu^3b_W8^x3MclxKQ0RE+|I zd(S{bp4V9!f$l5}vmrL@yiO*X`vkOt#z8YIISUYM4$7PNxpo~y7+k<-5T$rZ1$PeT zjuBMJBd7C`_kuGb(d=A9ZCmkm05m|$zbzjIixI6li6&;3fl?1VY;Z<>w=rb1QR?WR z1pDP9x6iB137hHLu|2MqE(Z?oMsK$uxhDWvqG9gZKYr&JP(A#%}GpCN|+zVz$TMngjGKgMPD4 zrCDsjYDEAksI2SXU02)`z{+?;*|9BjjQl`kabZ>JcVnF*?a*`4l(1J{Bf_#zvGQ=y zVTm5Tz@_Tzr1OcOp znvnp)U2N?ZB+%hvNZ>tQ{#jAQHrMD+R5_+)q1Jo&)ozXUTlxg!`RPy$Cp0h?d| z3Wx^krHuX49)l?GK)e>%@)0C5MY1l+XX09QVJ*bfjC|OI#MRPVeQzX49F!tV%P`xp?rt%J z&FVR@BKmpH@W|_bAD}U07nktA9H7@i+X`OI0M<*|qw;C9j2(hOamA%%_w3-Xp#*r> zZ6PHAKvN%~F5x)|vepf2%0`iVd^*isxR^806S65;aBvYsy>N9ztr(8V9bBt$$woEB zkT%J={p7 zYf$`qkHDw|trDmH#C$(Fq?em!Z0IN_T~O226&;wPA1(Koc*j5(&A+lj_Y9b#x)^mJ zq`|Ug^j%uu#4{gO^Lt!U5h{`cv|Q;nyMLf>6(Q#N@9IZXCuhU>htx5bX4(V>LjMdP7}1 z)YJshYMChISz=pUn~`X;D#S;=mbUL}R-MSoNt8aQ7I*uIEmw_G`%#I;^njt(QTGC) zczRm8kJwdPKjadY6`=5~Sl;e)&mra__WPym8HyFXYvyor^)Ao}43my>T_^dE@s7~4xEDUc^0M?LnE0BBHFg_m+)YHRBkcvb%)5G$`@JFuvE5( zY@y7RM{yfdPDpX-tMe96JDZ)OX3Y)7qp{p=0UaSak)x15$yc6`nQtmNr%gRYm<+f~ zK|i`1tvFSvAB=Fm&Kg+Imxt(}I04joD*pGNfo{*JBV2kFCkcKWosW*bCQe~RBV@2Fu-Asp_vywPiV4>4@>R+C5 zWQ-UFKia~+lgx`SLw-H&U}mYp^{cEL7ncr)AY)LIj&4_bV2`QkYQW_>!aDR04R-F^ z*xechORBkmkf#dPtFB^M+v@B1hC_kz$AclhmIB-X^% zb8@fF%h6dW`N6G^Uoo9q&pWhl@O!#dg3b^kd}#RVak(6yi%vc1MiGanp0S&d|CpwJ zD1I`4nb_WB;bKOXx%zy7i)b>B)h$)VV=Iy0>p!KR8AT;v{PPIOj(hR+Mc$CSX06Oy ztQGn?3J3E+9%p{=jK0K0&DftgKAot5Knl!?Dl}tso9HVB57@}dkh2dw>X#pke%9|` zLX28rmClC$TWp*`XU^s9Ph%Biu=s7Yvt0*5xtV>|2Q@bI#|4lrh{rGkt z1sPdw*}d=A7tm7(e>%~>l|Y$W06A_HBV>*T9X7pQcn*6`y6DG&X@v`*%exDEK*`iO zqCqLIYXs9FWWQt?kJu#3p&1s{!f*%*uAXCoCMfgZwSc(5@%ynK@z&Aeiq^lGc(pbeZnq2ho`u9; z4c-p*CiYaYA5_)SfZjy)5??uTy0!z$6i#<#hHEZVe0!D~kw%ISEI;sL@j-!M0R(`z zY<0)J-D}`{9Rq*(dZH^nSG-e}z1IOGMNdp97bqAfrU`RfVGe|M-`F6fr^^jqHW7|F zd)7eL@L|k9#O((0aW@IH9vqRyIqYw&9qmz(v&-%=KfG4hZ4LEPrZf#a+W0i*vY&<4 z@W@Nld|%1Fdlr-L_3SGFz;rz}j7_&_WUZdL+M&ybvJp5Of7eV^#~ zZ$jTc;_j+wtgsT^2c{Rx%KCeGFmvo4e^2m26|gG1k7?r`vwy}vWm@1jKMJ~hK~e$BZSe0td=90%pq~%=$K*~;V#p?%nxl{6eZe7^Cz7P z_g#LGc}g$r(-I;lS)1yYymhsL8_c$c=&L>LKBF~hW~DPMm0fZ>K(SAg1&P z2a;)`uOu4Tz!J|D&X8h7JQ3)Kl=^*qnN6P5Ufc1jYM6aYcu|;v6;GIjb!$>+D z_n@yfohqxj{9i94v##t#UN((Ugb^2WM>;q=6)nYFVo3D)U7&`guj@Ej3PF-;Im=C+ z(|bR<^IAD2LFJ_klZzo-G^u+j)`H`d3)vfNJmBkC1%CvuKX>z*J*ci~5r%5PyA{Z$ z!B_fB=Mk~SU(+Y%)pLR+R^Tu2dqrLZuIhw+5jm@@KMe&T3oZA`F@=$-r%UWIZ?ffD zB$(IUUiGGG$SlS3@^+xy(3{-oA)azO55Vbg>taeJh;6sjNngl5=4KQ_okb{`C8>P# zS=%V2T!A5tb+QE++Q9Y_*F_C(vhe23L;v=0OMU|26qjLL9@tYUnXjk%Zt|FZHj28$ zn!&7OM4KQ^n2R|0|GnOVriT*vLL_#%x0t${Rbjp~D$9>Xxn+b8`#Y=5*KYAYn{cgQ zZFI#IZ1MBhN4l*1EsXrrez?5!3(&PU!yT;3-6>RklYKxTPkir$I_8LIVhukX@l>aQ z2Ym+*t zTmAWf9t@Yn>@JF{!~bzr7hH z{DHsyj=Wu+Ykii)T(JXE+wE8|U?$|`mP5d*Bj;iS1ro`$ys;z;&EsI8FWG@U9<` zv_jj7b3}ObA1bIA`Up2Y0r+{7D9#udr^rL58erd;OFDv0=+vhDcJT#D>){cam~e8= zAW{=1W72~t8Y$!FV7+a=DI1nKtpy<+m2y*#*xXV=E4~*# zIHPD)6*^NK{GYar7n)=>_%lr3N3oc}^t}ssB6Qt19-blK35dul|F6?*WiqhOqg-9q zgen!DXQu)hZGY+cm#{73d4?0q3PFr~ZQD6`fjBhkYDK#cEphpZ`apohd&H~~m@Ak7 zktXrlDeiYA->6WtLStQN2^Oj)JEwv;XD22>oZc)%eO=z{;IpKZqZrFMW7EfC(r38n zq_{NU78wJmbozF(0d9rIDUam`TF4OqRvJnz_{#q<0LM@$77~L5E+*R7+v*+Ui+J66 z9}YB1BuTH5kBlUgLVO-X16We+z2-H5il^^6fmp6}eYXDds!Qg1O7+SW_T^92-jA+& zZ>U=1^Mnie9Y9=)|2vdyPC`hL5HzTYc)CbL>YOHlOu5Tc!H?fmZg(3X-;$N22BFba zpN`BmL9<0|#m;Y?*eR8?b6B6m1m~aQ#w<{PwBRxq4o?+7hX?#t zc-joT>Ner5k3}t@e-at@Z;G+lUi(Cc7T9>vaS-Td-P$#+|1|&k>cJAhbXTK-hk>aA z%RCG+x|z5NPg$xHx~7^x$ZM8Q>i`-en8%VN|0VIO#+MKc^?HD3{g8!TfUEiewye8; zpA;~e*d7(f+@g~oywrNytx?%#wFwlU?EnPblj%K&-R!7$w0&n0%_*Oep4pjh<$vg! z@|x#(M-CoE^sQ}tZ}VM%`yjB%KSr8@{&U8=^%mF*vWZNR>r#SOO+|`L41WLM2C~|* zoEH+x)lB#)$3%D2eZl3A9JXBL-`}1|@NF7EUP}Y%X^>##LTNL?@;;pX;?jp3Ukxi% zLaRa`37(qySTZWtP+E64IUW{vy4hsjv3MT&T~lZ_XB5zx9^Bg0-jZ&0f=x|jB9aHWW&+B1{+cO-&a|lz&??ZDX?=#O@TR{ zH}kFe6s)OSj4**~#DLK?}D1mOsABMBglx{;)LL{x%yMqVa-=U zVFP(Te1q|$?}~q2O6fdqw|TL3yZVbBuU7y5JK0_0#N^X*G?}_vpOhA{K2i|1T(A7` znr@;6VJo?Syy8fVrx+7CopFEkhYM}!kZ77Ux7h(SQS5wtgPR4f#++{a;7EVzR8LfQ6(H!Cc+K%-qo0-?VeS2JA+4G6vY&(c)?U4mR^OI2(o|o z2_zK6)xG;!Y}6JE$=m*IAZDx;jf{17TB$=*x6CfvnaGpuHfqxVypX6D{i7;SR08AT z4}QQL!xI5Zv{Byw-&KF&-mJ{J?z*rrdvY8iRa zPOVe?lN$wuKc)thQ?Bzh^Bumof20vj06VMoLh(Ha#z(}Cq>vZ%@ROoG(8W99NZXc^ z8m3CewZLNQ?n0w*ejj>Y)C9p-rKm+Q%#im+Lf0v5N88QQQ0$60M_09?qFNr+Cw@gS*hF*0mq*=~L z0KP+Q6w)05$%a!P1|2VeCB%QC7AMu&P<$qxbFnus?aP6tm32$(^0vx71Ij6 z#oStmFgMb5z=CvP%$W@hwMv@l?8_Il3mF%hlxpi+Vl-aypQS0P?&{aq{`)pl8@&$C z*zrK3!>{YPS+c2`uoj3vcIVe0!P--l2=P5}p*MV^P!@Q4$Gxe`d#jh(BAG5qcwK*AI7Ktg|LA2shyJ_Y zh0r%*w2&<$JY5I{dajR|hy-3e?U0Mx5@c!HvC?X%$G8#f>g&e5So7Tm@3?~6D9Yqy zLVV1IL!juswF6nq0?VbSoVkZz4~N;1eNhJ%=PX;T&612ACt+A>UDnrGYl(`%mZi!c zLdr_`qNWTZ^{--+qiqp+UwSgP0o=?rvqby$j}{=txPJZ*6>)ehwgyQg8_A|*tuK@v zS*mtr79F%rBC6_OQ|{G~n9YG{X*AIP`Z`N0<{=D)zSQ;>mLW@&Ml@ELDo1tkdtbvu zh1z!0JWV$Ji=eh1;5H<8aXRw~NJ_ipIMi8KbIXB$pXA4etQ`=j{^uEjM;e*{kb)O` zs$aXpf!IYAE%AzEl`^d?;)5UoC!ASqb-R|y=VuFObP1HbONTgzT%a1B6UCxTcmGR9 z3R;2wB06+CNwDv9R%$Zx{i&jvUtF^iZKtgDmVPrU;YTZb^g{!+xHYL3-*V(WWb6E@ z?^8R_#C1XKVx`DeAPQ>d_~9VU2K*7)dD5e$g*`0VzB8gdHMk@OLsUOC=>5N(nD}~2 zP5-qwd{??$ZhTY!WKgrq#-c@#LiDxeM3qeekEo4CG2+=%rPlKoC+Yn4u|?%-n>7tz%$G zS2>d@7(16EHp{%0AavS;#1?@37=g3Ml!-~vlz&vB=AK0Zs|Dpv_KSBrfz1E$8Avn= z*X(EQB^aU_C~&F7-ErKnh0?4?dLj8_+RXYn19+4+B-bP#+X_SwDd% z;0jI-`MfUZmC=yV3Ik}m(Nhh+Zhi%TvKiKPvh>jJ$Bj_$ILa%>Q zb>o{jlI*#D`aWQ2ENH7#hWrmJ_9|}VdeKby)&<}T`939cXFAKDvIqmRg}5s(#x9fQ zn{-k=I(<%7CCzVj^anOUPkv*oPC@$Y7PR`R2~DO61eft*QP{};dDdaFhR{D9v9mI6 zjAqdg48V=~!Y_d2v)5!0)^b&s!~I#?-uT+nSv)eT(f*@&@cz=+6^Yy=^BG$0b9$B$&ejOng- zlN1sQvsfRzU-N|M7a=US&F|6K8l`bPLiiZym;}{EoTO~empw;HB{(AsUZEB#P~dzX znhI>oYT>z6R*Z%|ACKIFdGz=K?VbZ3!U$=t91yU_de?5uQ^$MzClFO?~fpth6!Q3Mo&&L@S&-sZRS zp-z*)7_|Y?t_1DahRu2kXj7TdBk1d&4fXww^BNqWnykuAS%vv$q#LJ2mCo2h7zZn@lKY6UvIdeZM_hJH+G3!H=7q1+jB~)){okjI_!YF zLv>zDL*@_K)75c`9^SUqJ5Fg~9nP|_ArfMx?G^TRHw>K)-IDUc&r6lpv_w1wj+6Tk zc`e=u0ckW~0qMmhc7O!hGVSuz7O@mIK3|1gfHO1B{til6LUAkMqJ-Lg399m)Am{1+ zZ{;B~umZIx1f@FEDi)AjQ`5Gyn|5CGypjO;>1KZfIl-#04eB;*N>cbz7f4XRNdkAI zK#{5D{WyE#6g&j`>-c?-Qod^U63M2_5r&e?T1S#xMKL$0TBDJp)40)eN(irBOa^DTDgeTaNDI~_tm@~QN z*wcm&GuCqHvDf>?&fuGXLF?)AtUS1x zC8m6>zLoi+YHy0jHP6!L*HY_rmGBEG#8z3Fhw03+fQqos#itYINc`8Lq~W=b20`#Y z-Ju4Uee+1dhilE8Z&gISvw4P$a*jI>^~`Q68Dn zDCdD#h>L1<0ae4jaWOa^r^gtKtaiL~Uo_P!fdM z8;3E8INJ!X%g&AP6?>dXQPS=pSc4UCeYb$cH`dV%<}1gXt%FH6#EB|4KJC}B4I zH<%d7DRp7*!~OQ{>H?Dn$rdTUJaz*zp&Hg~kho8j6?UY%u1dx`@%j5*Hv3?rE1P?v zSvwWHgf*JAr8vwhGViu{#06j?k|0aL8rG^BVtt^qgkLUj@R`B4n*&z?7#rQT(H`B? z0b%{1!SyVPITg%RO;yr1{OlChlTP4Oa0aF(!_H)qQ4-FjcQ(zV9fjcFavHWUCy`{h zYKF+FI19aIAHEg8cX>21JWoyv@JL{wVC{Gf%S?>OhQtNaw3djw#@WS|NsMEy? zIcUFZRqOv=-`%kChecFm(uK;p$7~(#jSE|fz?;EDs=O**rJ-cqg5-dNU(nm(!hd)z zfJk|ZPe{Q=;6|>$ydCkZ-#BmOLf{s{J*Ra{pf=bleGgZLEN7?T45or?7Sh3%;4sIf zN$$N;0aZl{tRy2opOB+~Zg#4w&Cm}%O^_;fX`}}T_qGg}c3_u?!yXB%&$s}ACiS1- z8P6@N9FcC;;0F3EyG)(3r3S3Wj!tGkGS356`nmjnsyMu#T*mRPW`{7;u~mDO$fZG) ze(H4vz-EYyD)4*c(BqK$_e2zDl>7p&Np^r$s1bVuV%rPT>z(tl2ka@NYf`*xR^Cl( zYO<6;Y)qE(ph~tA6DX$R(>Ci{fM2!xZNU(1m>TW$aso$}UYGz6&;SrXfy~VcaP@~h z9e@JIu%9}4Jxr?D57Q$a*gURLv@Z5%wA2Y z-2$qkul_SG+H9QZUh;HCb$U$e&2*dvL~p5>qQ)E8-E+9W$P5P`11rfXP1%2p%REK+ z%z&z<3J{h027kT63PWHN-K0d%S zGI@E)+(OA167}pPhTkJ6BD22Cp;Pm0#_UO`gON0c9#?#MT zsN4J(qV?a~gqB}UC51X-H z?CPl*uY^m&0-5{m3in+2VogV`?s}H(ho zRrj2EgzOxusv8n!t`!yUESBSLfmmgUg~i9AEtgh!zoWHpUKe!okC-bsQ`L$-Ydoms zkz2wun9+d<4Q7pr0v^XU?sMKUg?B+kx*!#x;}lMVu?}k%6{J?XbE0U<#Xwpa*=ld7Yr?E6J|#J*^ea8C zaBvC!uz8T9hS8)ZBp%_19-WzoDY(hKjbLrI2M^RsPr%Eq?EsPUh*_PWRzA9At~j3K#}qv+Q3X%KCve=XC{nomPaY2z2t>x&l;S z4tc~xf92Y<;74mSRJGRF^)hsh{_@}VD4Q+guNL!dfuoVfS%N8omJZEaecNYZT^geI z@SuK&#HceR0ecA$I=s&Ud4Rq}YsR|E@pv>;Hv^|gGTKZJ;0jTDzQvpNy37Tx+&yc9 z{+R~9No?g6fDZUwR+pfg6Kv^9J9-x=4lLk6Uts&Zv^ zUaW-&%HU!wf&WeC#2M}yPCyT6I_dVM=Q|W0?dz*)ZfUy$bSeAH#wy&z=h^ClGarcN zEc-D%rEw~C)aYE>2%gz+_Jk;|1`@L^Yz~Z(j|JsHlPW+*R4mYo+#MXMzg0zr)DK`5 z(8KaMWmU*t&MixWKB?@`V)F-lUKsmV2_A$T_KMvN!0TaOsbMeeD|w>rrK8MU+CyoX zV%{SlPFmm#N)~oX_eXS+6-XtiuI! zbJ-k(y}lzi71?WL=I=!7EK8r!7U6`2Gt($3~|X2Agw-4`0UnOs3Xc#+L- z9djpyaiBs5-zY22<<`G8gHv~kZMa?2%-3gIbWq<0;0%I#fsGSGz>6C{(D1O|;u zD#UMU?92fvSf=eg6ey^P2N7Crg6DO?GrXQYd3Ozlew~%RMbK=&LN5){mFhrID4&M+ zFIj}Lkbp8nXI}Ajk_kN=c*s@!u!LzC1G~2+x^t)VGnGkSuh0aU$K@d_80b3Qg&+xUr;wk}4m z^*U9j%vC)Z7}>wd7ieX(PSD|;-WbKF>Wt}*1}Ye-j%Ab}c0}$!sl1iy!3LKNx8_SJ zBMJ?_+u(_|moc5L(rm}m6X@|vJ2BwiL4mFmoxj&|)QOz$Q3|+ONPtXT)w|poW-X%V z#Mim~-hV7cTpHFyaOANvqO6mZ`W@g*kpuvERI(|62GDKOqd+oB_z*e%4O7m=R*5NE zS~Rw`X3&Z+0twOdSabM3`aAlg$448A@anq$u!8rXtk0T3j3z?vfRc-p02zZ|Dx9=^ z#e_x%3E3;cV;`Kg=^7o&v98iX5Q4{p+~G~0RC$~Og-PTkrPs>78ef-c`W^O^>s)}$ zjQ|_P%nLx)+_npsrHfhNs9ubAw$wP}86g^{_*AEoagdpP^M_aSC7u^c z6fMDQGWtn%o#s?QQ(z)}_SWoG05#8M!sl9pv1o4y^DPXesb?EF*%SguP|%iOY$X+!?%~I59$6?bJzKy3`-3UW{q? zn>(Zwb@lLjLJ4ljs$**rd$*^HHKY4Wz$8ic%aZk_n-GeM_QDO|ndR>3dbl4GicU)m z4!ZB_SX`YfQ;!R3B$PGbAZ?WzJ>quGEZX%DPwiJpm6UB#3tLo`gSLAwx-B>7JiVPc ze|qKu?aFax?==nMoSRlb$W7uR?P}(XDbb8%H$wD9YfpEJtfY&Tg}M`QV!-2w4Peys zf(4YXHZoEkr_D-Gl-|Q>a(L~S%hwA^>?E$Pmh2V-2Ryn{o}lHl18<#ItKX*c&$%v3 z7z=ha7=6V9ES`!ryXU5TEzjVEx+FBC-mxsCzrvkVZ^Q|#PpZ+Yj}`d2zRO(M!@BsQBa6hsbsjyIJH_Yp)*-V?^ktV05jHt< zf|@b8l`1Y7{O+2cw_xaW$4Q=i=V3573GeQIHyQMvuP_kbt?4L8r+lG6sq2w{)hFqE z6Txk&m{goLp;zm7CbYPS4JdC7sK~tZMdTO%dh1j1I@e<@#}FukhO9>knl3f`%l;r> zQkGuRxnCXD-a;(`4vFl!Sh?QH%v5iaOa)Kpbx{*pWcs(gO6w^R8v`O#nAj;8tr4|2 zzOy$V8za275wMLXM^I9((<%H>cBh%?N_=lK@kTvWjW}YwM`EWgC7m$#mVnByGiV}r=M9}IwoHttf zR--i%YNQ~dOLs#e#eM@n@64$V8HpF4u%)F2r=UE8P4T9xpOw1VcD&xTI*Hs*Viemg zD_Yv2F<@6@V<|hj^H$d${*oX~iptV`7i?%Ch!YTM-}}Ctca_be&Z^GGPsE&O&f+rS zL0G0RM?|||Oze;hWN;Rab#&2_mPO@WyUS_e$Mi*`B~3&4sf6?3!&c!>Ioulw`?d$*XAxzSpxFDaMo8 zI%EUz^`007ROeM*U=9jDrQ;zM&sc0sM2QJKDE)SJ{#*zcn+Yho^7yO%;Pvmb+RjLF zR0gK#0hAd*6%MmewoS6}cD_X+rM2C$e36GAX&s~Nv~+ooMxl8f`L^}OQ$tPG@lm`o z0=PPy=`R^EF7o#CWE#)7KcQ$N$T0-nfYshR`scWxu z4#;majBP3%At!!cpw9IM-%&~DxpZd8=*bum2P!VUyNJHP)gi}H!Pju6Br z!5xL?LUEzIIRtS5(X>+r3AiqD4-3Y{;w*LAB(8B1$O}_vz2VT^5k{# zcxFeFvjU=kby_-OX9pMF*TPZ1)9jSaKQ2^4|Z69XJm0c3|-EMO^sM>lo)^bgy!K~7-a3# z;6B*e7H&1!^p)1yiZ}8k7MXNt^U+!*f+hXn0l&olWru-`hp5jd^7&RFc+ZNB55-@S z9QfKEuR@}`A3Ybi9G{D23=$>r;kjh7YL{`c4E&6X&_~$kX3Wk=1I9a)nHyrMS1MnYWjizN=zVN9xLZ@~j$2spg)` z6aK&~-MkX7DOQRcuFWVZF89AdwUEwuHY4#he84PYCsgD>uWgZO*1V6UhW|>PsR|^I zvuBYhvXna^gthzgibrw27&K~1D0@uTSd791hnb*G@GW|6qiuc;Jt^w}5;1z=0g7Cq z?zfm~;FL_IGx=jA6hAJ?Zw`C~f-wn+{E&N~qxW=;qVAc1AJvAf*7F3uFuB26o7+K{ zafOO($nE;U>QC#xZ^ecJwbcu_zWui$ysnX_D`}%tbUn>uTRvOQbgPgu26`>vndmB+ z{Wur0dV|;@bg-f4D^z>oyXMU(NLz#rZ*KT&J8EnGjpIoks>;mRY^f}L=#=rK{~lvr z*ZBx!eGE;P2s9h#JTBRWn=>n2uv|rBc(BJ>VM#U}Cco!VAP29jW8&38Ae{+#1{yo# z?@N0-oDpV1IkQy&?21l@!xzsWuB#oW|7ez+g{l(9bzzM4y5C-^h~hx8GEai9N*3Ie zs?~e0&>#3k_~Fk@ZqN#0Wl){#KFF3$e6>6y_E}`UnrXOV?c<4tIbcjluM05p7dV6j z@VT?0NWVa)cRF~2!E&lfVIakYx2_pC=U5uW9N}{!9H=?8)YVw0945JY%v))!W_sAZ zu^>xrVZ{qXO9II96~I`|Ux`F1kgcRMU}>r7pV-#&`BI`0-*fo8sHwQ*N+8W!R0IQM z-CJI|MapW?d@p&Au=WMHbNc`&@|@#jKs_xq4VK(kT-o&e<_U=N-GH0$uriz&E^$ z93D-W+4e)4K7ruuCGGjFj}W8~F7um$E!sFzNlSIELD7CkSxtI@Q59j*XY;sDb7B)R zY_`x*lHqvbZr^N`e9~sb5j4pW3ew34k+pVyGM=mi4D=?td2JA2qSL#}2K>`dkt>cz zalW!*^%7oO6+lb?Ckk=?$Tb$bky;5RNi)Qo@RDzkv$-r<{o1sy4_>;dro-~r;mT|w zc0=V>@~)5ryi1O1%{dh}keq0kSs8S{*>~gX+Pt<{&rW(5%)JYT3vWcuaiJ29rLcUl zLyIZm2BJ%^s%iBUYCw(7Sb@Q#wo=eIwr5D`$ko|5OtV7397WqqVZ;K7;4Z&$+|dlz zRc3t6Z4~{qaA_pw*BAOmP7d+F9w%oAn=g9-t_gFB;t!qWB%$uzR<2nQflHlyv(#fX zxG`k}A@6-?#-bgQ(SG{wDN!aw*J4S_=*uOIALkjQIF?{j#g3&;bOF7BHAhay-IkknqND+1sM1R*VG6XO(uvzp??ADWS?Q0F8Y0GzW@xDK!#?1qwj zmzG=zKzK#;s-7hv+XPsG4*)i!nA2!?%G*e`k>o5&QBF24P)}up=Qf9&koLX{G&iip ziru9bal~=C$$4=y^PDQPV&5EryA)>YmY|xiQYQ0%rE0qOuGQ1h9l4?oGw-nFPwnDI znlnx7z7Yy&6;G};kNk(4Nk=)*q%EQ`PxHkpkcsunOb?5|7oH4;Kv**g1SoeFkuQXj zQHyWePwNT2#chPWS4Vu?ue`M%7}z(L#XZkK-Flcfxi0q`cFm?%TxNd8URAp*GBl#SoZsjhZ3>k6IYqF@Ji6o`RCqt!U}(Evl(V5 z&;#sx6ar+xJcj>?X$8=6EQHjg4xtqsXGb$d}s=2{go6x68$zdA*V2FUl z_osZmh%V0XzVzZr3vb2wwfmop1Z^z_b>z&t`zq!wz|*)hNlR4iZa4l^%{%u$elU*( zZ9gVi2KUeZK@E2D=&c<{v1%6MUv&4BS+r|Lx+vaF0^*eq2(LTadE;Gq7`UHaD~mTl zCwfjuf|W!EZx-#PDOr4ERD29c&h!*#o3#S?!sHn2_Th)56tTfcWoT;&)8`{xWNfCo z*U;BawoiY-y;P-6=v^{B&HQg^wcX(=Jl64c%jJsmY8ZIVJ3OkgWJKEgyrv^};$UIm zWdpBnaxXkVc2$~nL=#e{0OS04%v>DZ%%zEXws57T$>r|wW1bxF2ykIU@dmK$e{|KB zN3m2}BdY9|21B>}y}O+))UM5d76&Hz$D9@P>%Y$pFcf~rXbLejqf(XH zc&n+eU=dR1&Os~0W40l7757C+)Jg}(-Apuol$6U)@J_f}%f?yGjJ&nwRa@v5aaG;9 zE~7*NvP}}s{vKv^#*jtF3}AVDtg&KEzEIv;7;j6um5r4O;3zYsD=ZVleWBx?*w`<2 zD+?MQd??{YLwN9`-X@sA_Zz0elGlp27->T7)rUzmYGquVredB&poUjM_va9nmIL$M zg-VMiPN}t%++9vju+GLY&Y#F`TO7FhFOJrn<72WDa1JjUrZ7xs9T2#GuF{oo33&dE zL-;2-`yo&Hzd52kJ}%s*epj2KJM~I#Yl<7d7}LN@0UH_D9LaKOb_%G1H?>GE#^L*;TMD$SG zN65tdKonieCw}=$A-&HKn6!@r31#AbJi?VUp7PX;dcrJoOkP!FY^0R;qm>aqP_`Hm z_0Cc%r82yuyU&jC!rJN;P-r*g;55hyQrB5&-rJfi{M4 z&vBy$LIRYixYSkLkBV5wKR1*u$xM(`eEpcn)!U1|YBym_VQ-L42%95ZJEYXNZk|On zBT;?a5I`JuS3ZnJz*_`%mdF{oP3W1o2%+IFK!pk={>lFMv@A9%$I0NJjI+());hXZ6O~+- zXH|*8k46>pLM`yVP}@Q>^UhZ^I*^zR!BUkbT#>)#ejT;BIdA= zW%%cok&~a{E13PD{_prLJUV9No@VIAuTvGwO8`GWz`xlnrj`YK+ZUZ-3jMZ07I;dD z=u!vI283^6ZIIo@hAFl+d#Pic%SKITUgvl&&uq|wdjRB5dA8~}_h`5yM~8hnjIMc7 zuSy{E9i25}S90yS7(S?*0_$e$`Mdp|4#2Dv@PcUo3Q{u}2Q8H-t2a|B|E-8mdAxI9 z$uZ0Mbq^%4|MGsw#5!=C1GuB7Py82DfARW8v?{oEywbz*C0qULnOSv{Cu08gt7yau ztVS)&i>_9*8pOSV<&qSTOGUnE(0gCAY|5}DFt$Vi$Muhj|7U#*b_#kMC4)*k1D{`X z7$$ta=cJHSZD*t8>nLYNPf9>@J2gRF&+AB!?4pK?8Y4dccSS~<07Y1Bl7KAV36VV$ z*iTP4FZbk?>h7|tj1fncJWbARi@L5@DyR|RQIol_L8BF02)Mfz+ht~`K?0#T5+i4{ zOspAJJIlAI5wkb{H65_3B{oxFnR2Gf^w*9I(zt~1&?dipOs4EyAS|;Eh zrwzbzMcpCgi-H=~SDQ*VJ4p!1MTk{$4SKdcu^_W(|FTCbK8)k>>Sx)Rn?D@fsIc)`2s z($ra5u2^B(p9ioG+JEORs?z6ALONd9u}{fQLcL9w+L;*!-mM99C3Yib{4gfJ?oQkz z2T(v|jBeS%{yG$F;Y$1q8$>&ktqtw|)<#}-EUn24*imwV|C!*I`u~Xluc#^aFx-Km zBBazGXT1YUEfraeQk0s_nxymIFL$^>4L%$R_T4*RznJ-&3l%lQv@#n=h>x|uQ~?M% z_M0lISU;`ELB=R7Z)_c_zkL18q8amIKPmm7S(fp|W+`P#)T5dcuL%J+pXAbRu0EZf zokF>dnghEY-VauI;dhnLLHC;9aq3SL;0;BV;q)(paOv`OF)Xj|V~lb)evylKAc2## z6&1OOuj(ZhLzMK%L7^4U_9tnkxFC#Kj)HlU?->-7Bt2Rw(;YxSC^zho$QKw7@LTq+ z_?bfoEqZwvf-n^KRbT@t3W*5?&u=Sq4{`}Mn$sJlFRI}6(dlYj9G#BK_0Uq(h&%jB z^*oXrbk%Pxltp)>ygWms(CwwnH1Q|0vK~Jq(`p4>1a@vXXs177#(WLXo%4u)CH#67 z(L}SiG!+afqtH*RUPsl~BVoXdz_t!D@io0#U-JkfKai)tAheJ@o{n}-UVAHI&(ry~ zkZAQvAF2%FsqHKZSaWXKv7#Xk8K%&yUKbc2zAPQi`TBAz$LA0<965fIY!2;5-TpH$+vAuzk z0tqq^AgI{&NUxV{HVAtt3GUvoIN5*lrC_6HtG87M8*{g9kZOx;5>?zGie`zs{Lny> z5?G4WMPpIBN#$%uW+<#zy?s_#{oW#Q&5z$FwMR+T99Epo>OO9WI{*W%=GcLQdxlf| z{82|Bh&Tl1zRKj`WM6o_$}4?$7g0xdO9Ckq3<9#W&dO6#*sy&6AiC1YQU zfcqtw&}^{?xl$5zk-bMekPU+T&}*NgQ!yfqvo`-=B^7_`n*HrFlJU7XsYCw*vt)mn z-k;>IsB!j`xvY{VdtS3giOuI)v$3I4zW}iC=_3cQ#`YfxrNEOPSR zYLj{fX=cRcq&Mo1*f@-y#+{$!un zCD_h*OD9%W#1aH_*})7>_~nPvBvD)mDO}{?L|}gWzGKYhq6L%>!yDc&`Q0q=xvsQ5 zjvV2&fANWugN2%E%ul~?_g$tltV#SbK}s0*&cE2aAujh6GoSTRJH(NG;)};_rk~j2 z{rNi+q;4kd_P*GNVb6KHT=>Kf?o#gVGTa3OFCjFpa}ZK$J3oSGVmg?TvY}{5-*xMR z*KM-`Iupta{o+|AM->;<>GqP4D02UOmTi(w;a;;z|3hq90idOC;&34Cuh$ngvoF!W z8XK)jgIl|@Nkdwv0|2w{MO0L%3-74;I)r|5_VEm4XzF2!u@V|E#WDlCj(PbYK9NZR zx`H)t4U0GY5d*QSAk6SfuqW>Hx3uFe*H9%*)A}N@)!pXk9-)`CXPCEK>{+&DS9xf3 z8y*7ce<9MXhW7UA!uv*}v$jV=;yVOPEdfQkt&?BrVlC3whdkhYcqn9{4W`9~=Ji%M zn;jIe`^$PyebiPD1G73;J56|Sz9Jv5XPsM!$J-#tf_{^1SN2$vvWrUOBIKO-c=_vO z_4Ya4mwpvv8bv2ZlX z@gf2nds+Dyc`J&zx-LS4(9(21FM*RF&et{|{!+vkK8N9e|GZ^%*s2qi7C=d+*{sq#oMMf;g`zZ+Se38xG^i z8H0YBgSahXPt1sIYlT9y2ABvJ7gUWTSKWS(L)E?-q}7_01E_(~?U{!>umbirKbUb= zlfdo}DmWg~!#O)AwsAv$Ydk3}*ei04U5>wHRG(l5o2JMZevXakvOW+*7K_1R=Az^M z*$7c*0bM?W?oJBkvL&gV&}?Hg0|5zO+2y@#<+T7lTLw$^&4Oo5^zR5qDNNF12N7Sf z(spHNY&&@0pvpU5G6=6t^)40h{_aVMXi^ojBVo-fI)Tk1{5v$ZtjTiEI-oE+$|NO# z5;$zY_CXdqzRA0#ME?T=Ul3!Xte!ZRBE40_S~b2`v3&w^cGnId`jBzHQ-=T!`M-?q zwh|NC{@H;GIKv$|RMk=2m)D)Y&31~b^P<9(?8^&}-!6Z}b`MPc>=6WTDXo|ZlrCF@ z8vq!-x;imKRY+c|$`0Ayv;Uh@{|mACfXbP}kPRV=UEGJbkDz8CnX5+&&= zR&B~d#{%`b7hvrQkjhu$v(iVAPB?KYAkRW0sDHZ;X7f= zs3710V(s21#e<8p1h`qaN{>xSm40VfL@~EbiRzi6Ee{!D7+KTUeMp9#E`wCy_X~2j z+5@Ter8g9>b5wcPwz>rQ72QLN3_rMuY}~N4s)Wtn|Uawt7N4eLgc(ZC~O1wIg5bFTf5qsZbeYVbOS|t{+x@+GFL?#gW zLU)NMSRRahN!Lbw5c10_Z#rfKf4AFV#K?WG?j323X(<9z0)3l!v#BI6Da&fNShs4{ z5~d#S)G_X%#4Ns)ejFchDlx!sEb6z}zv$7i|Lw&hV$vALs9MXwc%>C(lIyvK8L*~+ z)vTS?@O-ZyWd=53K($U7j|8nW;~#S;9G>*oHUG?h{uUXaSuYJAH6Ba?!4rxm67pe5b(Mupw2opH>3oo3J$3UDNmLZ#KY(`T9F~9qiuG%x7<$ojUOYGpRMu zk1n~y!|a;ng-~kLaIbpiKXX%ZGG$5q+foF;tKZ{3kmsPTHk1_pP5jzg;XH10lod;# z%ccIJvHAfBUScaYdAlb&M@}+!k9*F6;XSDSdhNHdlbG(X_Y{%v{GYKZcal;l-i%GbzWKvz1`c`%78E=ui^ec0ZJ7dV zFVm$ZN)lAoM+5D@DW}!n_>4=6(!ioW^{)bjG#J1uI_jS zpkk?&mB6B}{jdiL-d2^%m_OL(D(R#gnb=QNju-U?;t^n=GAX!cOe7Jhgrc~%KKVyM zs2S}o%u$f8IA7DR8;N-0T&{mPOj|AEg(=kU6l9WUA*CBO{{)3)P~z^`R8w3yF1i&P z=+=p}oFa4_sl64|oa4qC6=Wz{T3jN9&5T=45V=W^ykY)y0z<&Vi`{pNP+RFuT#;z2 zNQlu*wN-dIZ$pwKPT^mzKpB=PuVCaa*B1vg2L+_uZfFY{`7Inf&zsZ`^8uS!RBJ16 zS7w*1sOv!~P|rzVlb&zHp_2R@2_AvI^^T#+C-wudL}qLuyejH<+CIc}K*JQ1J7|r|38pi@CAmyTa4Ua_ zvC5XN7^A$QYiW2Su?#?{V9sT6N8#9>_gIUxm-hDou|?@@A+k+f_+_J?g173dDVFPh zlPnmBharoj1ORUVk`2cE{u(9}#f4v4tq=#4VVLSNk5-53W)U2(%RoJDL=zLz7(N?; ziE3k(*}*k{G9rwTNyPk}uxEmwVpGK(giQKP>xx?Iy1NZb6dxhjB20i!=6L&m1fXQp zHYG)1gwE38jOv+cyTpYi2ivtx7V3w&hLPKK8_rVoR|)^spz?;M;pET)<%7DP zrWJX(L-jwZNYV%oePEH&&Ep|TsK*9K3#%pB9x|khN{Hi$C$FKUuU(<`>pCR zwW49NQb4-wcX1MLElsOT@&V6ern7u)_ai2kCK6(iQ=2oNP*=|>P<5MVBi?9pF@q*q z52s~*;(;=vCg>57$QDjw%)>c8Vd~#itvfw)ipqghj__tP2Ii( z!k1==)Y-b=l+Dgm%JZcQm8q&J!^6d{4^a4szN?l2R=RxXAxZ!oD?2m&7e-4S$Y4Z{ zY_xU<6&*vHMCm$#%V?Lpfaj)t2Ifb>>(xJ1tn=OEr+2BMfg(%B5Z$I>HhW`YIVHV$ z)>)QICjv2FAsWT_j(}NTc_bMg&r&Wf<1NMCRqikcG6(YPWf*I-ClM|$aBRcx!K?aAD}n}z~aSDLUcy` zAN`Z2^uB){CI;Nszwpe-&1eJ+D1A!b>vr2CUEM)OupLv;Pbdx|H7v>>a)D}n$V?df znwz;Kz)L<}`+zRcu6yen3-VjQi7C}Rr+LfRts1DU7XV0pEk>8;VY1v)obsM`F%elV z59hsqLLnx$8H=}UmTNH+hg+^;}RV%5HjFC@3nzPZy7r*789%2c~7a`gPg!^+iZYrz0pXoKfja8 z%27%u5fv9`EB0T#HitB#cmY2!YHioSH`i@FOz{VHGRD`k-UVa~r z=G1T-+2CiSE*8e95IVSTTPxo#MK+<`1{@}CTbebfCEE+ij=LbsTIR%U7pWNEYJj%4 zrx`0SbUsTv{>Vzn*;bD)D%F&x%xE+?{IX`nmN-}c2)l2@)LM>s29P>o`1sfYCp=XM zpnhs)7h(}yMA59-EC-ItGV)H}Sp1A<6{qWuA+pN%rX453qz2H$68&m6QJw^{PZ4r7ZP!BGx-)kNH02nWhXPYvH zBbl1`1sY4U6j?FN1;GZsVFB255;*%p4@IA2zgQ%3f(W~Cg;w1iSgxNZNan9bpW`^2 zCT}PLqj6CN<^j*UlFbtKBqK29`J{v!F8%+VS}!b&!vbbw^CQ zDmG?hGa-d&nLo*P?R!b*mhImS*nOqC9e&Pn44W#2`HiG)7$2y}isvIx zTqEM4-4;Ib$~Imc07(50-^(dazQ@gC2H)W6{;NT35Svy4O|2o7`ozO_E(EBLVveQ+ zFRWJicPXUu-+Z&Lqtja~gH12#k+Y5J9nVDSe)2XC_|H4FTpl z*@X3xlN$;jdbFUne=yZVXF=gWByb-|Zv}xFF7rGfz|l+t;#pK7y&RHB&jp9|joPO0 zcce#?wrjp}ay>K?Q?M8L^#z&%fkHdNd5HbcxfkhtkGXKR{NTHK+2~JI_$Zl|Pfh|d zIv_gB?I*p7_5_+~C+wr)-uv&Y*h9OjwG0{|`rHYL3ZCVe$EErEE**=9kzC<-)0?kUYAbYTWLk!9?%yb`E7z!?0?u^ItRf2@hyr}?E>0n4y zG&Zqu27sYO*UGyr1_XA$+~uARD9)5;tQU45`1GZ*?;)u&!Oz-)wWCL0Y)p4#9%3$u zEg;J`!eu4`J}6%Q90xY%6v^Fz17_eC-^&S^92rE~J+%O5t}L>vQR^`pL<+}<5P7-C z**#&7(Yae-WrQM-aWk};Va zt4*W{ZN-5i8TjSF6@H;o!$t3!!I1vS2eQiTQE%<NED#4iI6s#`KTY!Au&&Y68Qn3QytM-uM^lCGSIAU`3X)2Hpb|AasxXx>P>}xqG zqZ1^1RdmbZUqYj1#zP*G1kJkUI?2)>^Gg3i*CB9Co^HuhmS=>lv9(uN6x$Q|NWKT^ zN&iudN@whx$d{%%=l$)w6}Pz^8LytGm*vM@?Gt=%he*yM*T6ITTu@rN5Af5B>StgN z9PR0|IJ_MXgLODSug^H5Nx~td$l9|(@TLCp{LD0r1_oA}O#OieA_9tU^^bQf`T9ZG z{14U9(tj>?o1>liBEv}Vi=U6Bfp%vIpgs?KrS!NaASRXbm~BAFj1 zR%p}QSVL+_l*&3&%!wx#)W6%~n^Qf%;rWCKFL6WD3-r))0aEh59DALf^u{uf96D{5 z2Td=lwbOFSoad6TTrEvp-*RrLAhs`2USxEHz#g7^Ras;{mJGjrb$?5|78%(k$Q_9cb(@nQtowaS-Tm!O#S@yqa-m&;yK zlksYbs`oB27%hw~6oxN)*5NqFOluHjv5?a%78q>y+p4g%pywb=LRYSl4y)flu*X!e z^Rscav_vNV$*CNZ$+QENY3Z9@W5$8r50rQ$e^u+l?<uUF&~mr=re0+Q%N*GC%qXI+iP2q2sT!l_t)8ZUg(tjnzx#Je zG@1{*f>o(ByB-2!+liNIH(v4{Q+p`Zcrgvi#HL;nB_l(3fPg#6T+(N!=VxQQEO@h8 zKLCvbg^v`Ti=!Tw8MRE~n~IXe3*e?_jZMM3pfVR4_}G*CX8ZOXX`-671m3PIs;W!^ z{`c8&!d4&m3qDd)82#xPcI-F#m#GbS4gjM*2bYbH5LxAlV2Kae*}Q3IPBWE6&t&CrQ zrr`mnO-&BkGg90hVi|gs%hE0#xl(%5zffZd9Q8W>4#gt{eNe_-slfS2Tyyu(-s=^e z_mr{QxgiBI;(I)`(|LWhGssYe3oNozC?jnvo&? z3qzk1e_z=B)FVzJ>7$FP0nv>y9ZEyYrS`kDv==JMbYGz@gz9*k-D zB^vCURvHf1WXkDX{r0y*$ip~Zf>nQS4!zP-f@-MM{eUK}|W#`D*}qt%R-ae#YQI!EP&rS?~$K96vKmT^b?lM`=ny<6Ol~WXk!7k zzDQGTZH}i-{ieM`i$#BW|1NGr^PyVU&=x?>q|MQ|J{&ts<3YW~&=NHR&{hN+i3@(O zN?o_6LmeGq>_`qa)<${Vg0rFy@!p1| zO~tO^h!(Q%TH)&8vsYoEB zyEyuyifh5GU`-lk7fJ`R5+5z_ezqC)ZMVvE-u8th*zst)DgBpQ@oL29Wy+#a?g&43 zDL_uqCks+}t%raIQbP2MFwd!t5=H8SBhVM*LUBxw=`?g5xvvG(p4g9yMlHz{#GKCA_Z9u0bJ?^t1*#Xx;6xqk{ zdXr+(*45+w;l3@&2IUSBP`v(ar+Y$}As$=pj|K$Y`n=t0>f}s`5_=%kgaY6^*K+X#pT^bq@t6lD zkw5{vE550?&QwR-WODaUZ|AKfqB(S&iWiCJNH}Gmj2qjWrh$>V5~`o3|APuq!}*W? zGA8A;bZJbD1t0bCTG^l08#yP}qdHW3|EHU@`b>J9a&4-*YgVH4AvN>uh!hS2P#(N_ zxkG^qcK*U@Ff0FTPZlHnt{l2lb5p8<;j4$YciC8N4H!*70^N%Z9SWFWJImUA8*rI; zK{q756T}tH@h$7Gww*3)mjN6cR8mAxn84*h;2fK2s^wOBA*e`wkG%BzJ<|PUWg&b+ z@5+zk%`E(u8cjI$4h$)u7o^D<=Yp&EdL~Jq>aGw?LDg$af`x&Uxk}MzUakYL z+x@ot;M_QV2is(-pQWlL5X?6)0Q)uYr6@&tn2cZ~!MhCUJF!b06W#*|;*Erx5|ZSI z@~&DE9H{V^A%gXu!ert#;a$osI>H%^IG`jmJIrg?q#*Led45M`uz=voDI^|76t+W3&G5+3bGudx99hsINOn`MRA75V>_Qs%= ztJn3$XXshMv$`JZ6y%|g;*MuUjT9LU-1ChNp&jxgEMT}GwEfovJ>YRNzFyRcnsWMkqa2ouAVf@KMj3>$UgC z?MFr*K-G5VRyJ12QPb8vqKxa>5h1J8>BnRUgD;sVL8`oq}^;u>3{ zZrj<#H@bHtd&QPi1NC3{r7JBtDQou<7bj$$EF|Ps^TNKhN_(!BEWYZ*N0c0oRP8Sk z4NB|}pu}JbA_;b}ao(j36E%rgq~L0&UcoXm>C#geXt}k{jnu zcbOd@u+=jFd(L;S8y5izQrAxCF}U8YLg?!D$M|RKLn4?;wDA)O!AVV!f8cnN7#zxC z`nfYJD(=or6q6ZD$j{N^`96K1&SIu@`yT0)Wd88Ml*|_+N)Sk!RN)Q3=9L-Rom$=- zg5xAY1uM}mnRY}&JTZH`k3T3sst)DQ%!$ofNL4ZOWYM9rTg&pHx#aV$C|Z!=QpsVf zEQbZ4b!ftiJ(}3Jc?y+ha*Ml;eanhXJ(3?pqn+fET)^&VW_I4K_Hg^wam~(g8W%=H zFcz*m!z~$XSwwOEHJ*!+(Py<~d6CKWmZ}~lzQz~jF4N)wQnN%3FxPNQ-w~U)a)WYxOD1 zY+0H@XvEGS!(?#v1!m0c%T@p8qXRDG5R1EKYvA~Y0!R{ZXK5K3^0ZNSbu;3TJSc9b z>onl-u+^-|iE6Bx-c#Q+8#;+`wcW)9kmxToAe@yc+(?+PhQ|M0H$fYa!aHWTRpxk- zZTvL^YYvvHaLsAUfOOkDn*ZEVnvEF#1gi{4yU=OCzci+F+F24c~|l)s24KL?ClHgxcL|^WNwlQlx+B`6(7RinH>I^6qx1 z97vj3Qb-TSR`@Il8#OLt6iO|1ZRmkQX@L#ZLQZ|L2(*vH2RpTP;En{ns;puddce~Q7n?b1B6qay z{Dn-6JycEJ-iB3$@qjQWYI~>=`f>;RLH+YRnN|(6CJx2(O}N*+{yN}lneFbwt0o3Y zKETl06X^2Mx%xY=pY4<{O$T7@iiMT^IVgd$VhTx@gT7(23u;z?8BX<`k4*xXEFZS4 zk#EY|H!?-MByVngDE{hcDIA)msmYUT};xsJz$H;%Hw z*iuuZwjTuh*9#99T+UK z@gb+V{L4xtCzneDS0|};4m61Tj=+-O4uGD29(gm03<5X~Xe*#|eIaA@rE7Bed6m7> z`xAI1b!jcfP<4+_Q(_Qy<1F}v#?!Kv?>eEVwghMhk|2179{F3k867KKU=msLSa;EJ zut%*j5I0JZQq?HlE@97tz_#NES@PU})+SllH)s0P2EDP26p7AB&t8L~`5t)XRtZL_ zO|FYRzZ}@8w@Bk@EutSoicjPgn0yYO% z;I&zVnb*9$49O)Td;Gz7ciOXn36Kz&7Q{+>miX?|&)Jo%(h~=}N^Z$VcW6wF6;cqi z=F!SQ&Xf6Y)ocY#5s*7sQG?NX)R8inC!YItP_^ReE0f!N< z+kpOlV4q-Dp=(%w?GN3tH|otDKu-#hA)Kp;v!dP>v8;p{I`km~FN|4GI7rYoe}1!e z=v2PFQ;d4LmCqSZB5P${Ee2)N6az|995_3$9H&K)zk4m2iXY-wD9;e6Pn+v~@n&gY zUxR39nkn+ec{_g)?i-Z`{M0miq>>Gmp)?_+67Ln_ZarFGp*qgzwOT;sA7?tVA?$7j zC-0NbyzB`Cf&q|Y#^jJP52N!rmC(uvqE>;8X+(K9#D-S@QeLRLfK&(%vmL&?n=1(# zBZT6QQN?K<>4F>jB9IPJ&3IB$)*kP#12yl!@*-zLNJ0{wq~^8O(;N z=xPHE@ZY6+wxTVV&KWr0-24Y%&G6Qbdb@>pK>`XT)#??I(Kq=O#RI)7*d=Z}VDN~E zNNh&W*FC#QO6~1a+%b>33b~t$WnAds#eI&U9B7Lg34J~4L?u*W%%+1uo%72P_DA>W zt1zx0gm>H6(pdt{tiVJUu@HGCO{ZNS38sxW@Cgq6uw0~uS-*P}N|~N|Go)-NiVC+9 zEU8IwV%3m1uGkbRP#M5>SSKF6Y7nEF>2k*YR%~M^S|l~2O}$p}fXMXnI!E*UUJlw!C#p9u9xb$F4rm*Bh zbAYB;z}il`*FPf_`!BeD{|J5n(^g0OIJn2+t)9D^Sf0fwHyL)x-f0x!z105Rm7~Nc zFGk>tE48e{79-boHC zBd0LkMu{um$Rs-tJy zOsSvfajp*Mrtzc8b?F4%2i+ZNd*_7MI-n3sMqTZYBW9~MmB3E`!@s&*Oglu&|=VHTN$( z4Tws-a_VoC3AlTz6oL^XG^O)t_lc_7&_yIdEn6OPnD$&FQA9B$7PXGRQK%d%h+8xo zRr1Q<$)OlJJw|b)bx#1tC7!&4ebU|Z5&9i-j8wGg>nARe%mnM7Xlb%GJ6M_9u&QF0 zllg_PP5LXrv0Qqkla!F&QILnJz|w2VTVZ;&Ji7at2n61HbAOv1Z0q*jr(e#5HbBEF z28K2FYnltLD2}4DL=1QFxTXT_5q*5L5@S?i6EwcRV+6}uqVGV|h?neDNaYlglD+FJ z2Hml%#SAr_?C3xYq%nNy-ny)wI1TQU$>*6ls;dA+H+n%wkofv^h1+*Bs4eQQg$fNG z{Z(*+1yaQMI-;X)Y4k*@d1jxaJ)?t-bB8_w0Qw;zehmD>N?3WUOD^VDD+4nsn$D$p z@50CAA>~Uaq&P>b|EH?gm&{ZYRPk_>)8M2d4&zFuOSh6H+KiGV#@4Rf_h&-As(Xru zofuEFf~n?nq`OOL?E*&7&TwqWE=uJeD~lPHLT-4Pn+vr#g6E*q1=-B7{(&o6h!rkb zM-@LHQnP-RI6EZR2#!FXzMTwjBK57|StTm#RRlpa(}0t948KO#ZqiPnx=c^qU}MtN zOK}DBKrr4=K__KS-zMHRb1j4;8R))6Fy9IFh-v@KlGB{wRWM?SrXEjUafAosV^tK> z&c5Gng!BSBN7L!<$BO2-lUtbPcVRBw)NS+L7lxcvH69yw*x&9WQAA8{2V!HYAhsRM z&ezrz&@IMn7Z10(4O6Q@_yo16rK(a;@CV^d5(pPJ+>@ep8faGesbesX|Jy`x$|j`^ z_>Z?*XZ3>$#R=gzT~@w8Qe97Py?f)!1-y-pKP5i;x~K}P{L+*S4yXOKD#_GkLtM;R zn84^qiSAY$#^&aB2HQO1DgZ_7%z`%*ra1!v0BzkzbTHjG&Gu4rlNFnpB_DKc+$04U zXH%RmWv4j9>}pFQS^(Wpp65Pm!fM#!h8eMd;8PZp9W&$1b;{BzPAkfUlXb(!-%h1q zil=%I|9Q7H9bEo+!px>!oQmi{bo0*KfY~)#&<01Y*(mYQ>vd_LY8xwb9T0?bc^MrE zr*g7?#%CdLx2?WqvVMdq{@^Ck*;G^K7OJ@`!5CmO6S-)x11>czRyDebyM$gBVQ(U{ znN!f~k*@&KX|Ur}L!Cli;FMk$L1`cS^eSc+Gnu=l8ZXHOV7#XSsF~$)4_zVDBM=gX z9LI7O=<9$D!R|MLA6HP{&}u5{W-0KQVm3rT2wULPJdZ>Kxjx(*4Yk5nUE@DX!pPZq zRb!T(Wx8y8JEjV?Ko|rqtr~QNwd(lwd+C&5E0&G|l-H|KM7Ljt`)+!Hz7$fDrMzOY zj0R9@OwatWLSq*LU#%>&$~}2R_75$`ML$0f)+GF^$o*wdzA8mQ%ltUa_yyX`HMD(5*(rGnZ0L}g20R5LX8xucMu z2-f_XQ>5-Bn@S$v>+2`MOhTd$?F55i!xD$nICvBJkM97S4b-h5vT+5ahFOY{7PxF!WDT2Lts7^PZqx?M*o>Kv#W zPP!FxBfrewS+{$F&a)dVEXlQI2(SoO5QbcJC-}S=#adw3M^DFu+&oz`%}ph|Y)HEB z#JOK#f=E|#aSqCA0sL#fD@04GbMbd39ybg!}Juplr`dd{YT=C(0o?VVSgoN7!QLYcxlC{kk9$eeZ9A*YxuPY-qFF4k! zbl>IgwJrM&d1arO^lT^V@ zC4n1FAoQyo7_&a*^toiID@06^Lip|q4;Z!%Neq)TH62OnD#}upRCe(7Tef7E88qjW6<1)`Q=?%#V&h zrp;BQ^5I*4*!0yjkXSj>LVlwFVR@QJQDKkzpJA3vI@2rZmW1~FTTM0;n5ruu(!$B% zM|~XD3Ui&-GTu7{#GwqV{)*DD?Nk|+0+2Z=+O_zYmJ2r1N}D9cn1L5S3|y24bYRi5 zXULl;uo*Y_)foU}|45vKM8_f3TBb>F*b@jcFEhH$EexrWChPXU87XQpNN1R)B-hp9 zNYOWeR_5`RWgePbUx9!{k`XV@Ya*@cq5mUdICLjH^G)28*-Z+~)t*)XQBq*7Ryl%w zkBmJI8j}&aS?1V7n!pzhXI_=6UbRHD#0v*N>@H|I0KLl1b8jG54@?0@o1J0MZ@tj} z59VdvzTJ^@*Y^Ri&4)R-`4=9HPqNDAxzM2rV36n|<2a`7~}s&HB}jG@977?2b~h-w=9io3T|M3PphoWhNj?0+>^ZqwfF)(D{} z#d(W+C1i1&!d1X)KNrq0OLo<{2WHXQEhwQ-Iu1vR9+^SC?R^$1(@?bA$SxNE&|LTt zkb0H{&xCNwZ0u87N8_FbA@`m+{BzM%L9A05A!CuJ!v&AeP~(A@e(=%m)Z&DYF^{!$ z@pLN@?Gc;Kz(P19TFN38fa-$vM+&;t7WE@A^DQ|z94~dqkgLX&0@lNx#=Be1$$}5g(0`^u1Ehjyo zG&ok%Dd4<4$MD5>rp@3Y;V$`IE)Knb=-ML9=&|L6STwn55cUC7{6LukzqjL`>i0^D z!av^wq@`{VeC~$?%oIEL-OO(dDp6?>TAxMr-6*a@ipQcXT&-SIRtv(>WU;VDK`%XZ z0LXjpu@|Z_Yih@uQVxZeMV~P~Nc3f|6}c`=%yxgmaL?{SH(81~4Ni*H6mhDvB&r8j znV5v{?R$!~DL&4%1`;<3JE4BM$%A`(+jwZkqE3@?+F}($vUI6`g^he<6eXV9?@o6@@6%+Dy$$e{UNv@OjhHg+ zq@!bQ1Sz!Y%8Q^wR8t>9{^*L?Z)QEr;1J*@r6hLb?i*=E?w^r2dAYYOXW{gQo1Ne# z28x1Wq^&qZYo-f}1?-Js7soB%$r&m#)tKKIzTqb~;@&1s)2)fS1$u$5i(-W+#3X=D z{~@9|A%qAGph9gU>mz9b; z5r^3qp-U-u&pW)L|5V{Fhu47kNn(1HTAS1@8jZvt zrtWy$nYW3!|BOJ^@2IVGkyBS3`5zW{h47CE6NY#iRP-c%RM?UV<`dtLkJKe%>tAMM zl_UAZ2C{%9IkoCl^>Ly1Xv*Px`7CX8?j%`(NUZ~}#!)5*`Q@eA=qT+=TaW2+pa3(@ z5iGzvOZGm{gCG`#nnS6=wPQU_)5^pQ6>%7A5YgBw=cFlmtB6CdD{dL%Zz@mhF9#o> z;glL8I=FB*AK8F+`m|a%lBVdgQFiyEmFKHAKuE6>d3~Ngw?hQvs06Gf^D8MD=x9sA6>jCx&fUt zV$Au~Fb;`I?!31I*r9fiL_zwNL>dUttiT8Ry;sIH^ATf;Dd^c_yQ3e}62V>ayh|5XDe# z*jjG9xTkuQvT}d!l$$FmPUhQ6_Mpgw5^0FUigiq4V1t& zQZ8~_-{!xGuQkjxO+QtTIk~M-kDoJ3S@i>fS3~+xq@r~0?S@kq;*C#}@~aEh*J1E> zy<3SX?D->B8t+rzofNQm$T)$|QYco>&PC2gaFJt$F(s27m;>a1BKPUMvIj)+XsM7TNncGIx#e2FpsDf9wefotmPo;mduxH{zK_~f9%th>m+1X|wzUeo+iWK9MRvR9VHzm5!&VElVS{{vwdO z;|f)!d0N45A9w|KH&YbQ4R0msffi4OnP^teQBd#kL4*>YLCpS%DM}HyomRj-i-H=L z&Ei(?WSx zJq}DZdxDu$Y&bT;61iP+Cdu?pcivXfkBiJ55%mZ=5)07S*%$xq2J+omh(HbQ`0?pY z-ox+`78+Cey>4$UAgukzu3w0jR9a33{?_!Bi#>GbIc;wF|NPR+#rxbFS#j6SOia=r z$*I7L-iH>3zy*9+<|%LjzZXB7bduJ;(h8%}Fj_I#-bX?&AhO)>q5>X>4%{sPekfQy z{Q;I5p#00*6%-@NTWRr`9jLvQo+H<6jrbEyPh*CHI`l{IthPpSq93yiA2`<~1FaX( zs$mG1k5-O;$j``&FQ%gsGBoVOAOGdBw5u!@Ad(Rdd@gk0M4B3*?IMwgr)&JdYz}}j zYRc9`G*jN)1I4@m@DM&PTkCns%EN4!v)OonZxmK#EJ>Vas%I8osZ4Nt@qWJrNH$#- zmC!Y2eaDc8lu@h$>+?$|th?FYAc=(Zp!q5UL*Wu$dlh=A*j+M7XG9z5uDw93tq-PpCjS8TE-of64Dk=k%jOz%faWkht_oJkofXGi2XP zwU5EW3hz1Q9&7e5iOAP>JFv_EOAEcDN0F71dQBP;N{UbtF6yPKi{+!xmB@}d*~U@1 z;{Q3p<2EcB^tr5i&l}t=fN!1qlzKA-+`p!YM2P0@DS=(`gXS)`gbKkX zvOCn^HmKh&FWo%$@pkvJMbdNvZ=g<0>!?{%bZT8;NrQfPPtlMWO9NZf@Pq`S7+=IJ z3<}M*w^Iza9VFRHM$VJMq((L5b92Q04e$99!i&u)=KM*xPVO021gUQ=lZlB{$xK4t zT^gjCKX9|>aK2=B7BsgS4A%2=u?L&{uX*VNxN0()UZgmKo{>TKO?#r~TqHe+4c+?VFrYpx4TcR-t%5!U*44ckww72@Q!`Q3Dxw-Wx9Zp@a)dzbAoIv9R_?!_G3*w_hAq=#> zmmT*UD*(MpdRFuQ!&bL+Win+G2h3Z~Y>j!Q%OXY*GI@M+N)ed0jEQNOUyBA(i=;)6IHS?TXE4K9u+t#~=8! z-xZM+PA~dc>Yae&TLATF!G`2#5@M{648{)cM^aiWC^r1Rv}XCQco|{cV@N|1En$8X zSQPW*_f^G%V?)QdGqzX-&0ucxTjlk&gzmI=d56?8FJvKKmYYiV&Tonn`Dn^e-`FgD zv>2%}UI-1gkqYP`&sm1AS4M#In)4)&;Xb#b75Y`0z;U1qcT-IiLYK&XNBEnNTMBhm z{`Y_jtpy|Ge{dXXu}_aRlor-1Njj^&_6csdJBJH7)ZV!Hcz7B+F3U@PdzeHAXINbX z7de)tR&Q|Fn^JAf66{A+*Nx=R*%uog=p@(*Z7i|BOkxj@{*fXESH%3fw!bYr%jZzY zE>}HVc*?ImlWN|#lZVAROcc!2)Q1pgwG5#ai1gKHay`>BeInp9BKlq*6vf4{ zT1~YBC-!kDfx}5nNF=hW4XRocja>vhodY;R{yF1tE$v%v5f*||ieM~73Rr~{%T1>~ znZC9VZQxpzFIN|2sTi?syAd+n$7r_k1)wa1gTTn@>jaU7tpxE}ZRrV@LV`yr_?oTG z(cIT5xsK)Q{ke>w#tXs-s+OSeQ_7#U5SKziI--!`%fSG~%^Z&w+dC^tvdI~y_&kD* zkK06a)Mfgc;bxUoG|4(H$ybT{xv}y*>2QW1vne|bi8TmkX-;^T9`CeRqMln zrw8O6`z=>BmKi0i3m=1Y4U-ZT(C=&{Up600sEt&kXs6xjCJg#ALvM#U4fY=;D71;Ja_<2N~&C3HX(I`g$Ae% zZo4O4b(oOm>b)<|<9RAlNxhAEXocOpt|>44Ym#JVMv=Bnx)PoWx7H7`I=6 zNvw|mNUH}7JMS|f&5yDo0C^kCrPBOcED&$p`03t86K5&68;H}!snWwJfa1O);y8E< ziYGJ8>rCYDzihYK-Pn8i@NH8R1ZHzyx7p)?pdlI+cklRnkvuVT>p4Jx%qZbee@Q8& ze?4@NWjG$?N}S~^vPZ}1$PqBbpxT|R&s-#7eUQZ}?#LTPjj^5UkoQKjELU5`IHQO| z>#b5f9)H^VesQ~|1bW>k%t(IpWTpBue9J28g)oC{YqWMQz&gmV2q<8p=LBtza0D4X zrzUb<@@}7qeCnTjrX7``8wwdYcL=C5N7rQjXfpRGMN_jxe5U`i^&Y?x^`O&^+?JpA z7IRbKsWmr~5)hBB%t-TC@qRF!+(8MA$9u?M_jE;CI0%Xc@?2kcdz2;#3V)@(K*FYJ z*8KkKtnfr+bl^aRf9tb^Hj6S0Zu3^rC|a6E%8D{jeD-tk<3t3`HRg_z6d%Y8^CEFq zi2Ls6N9_ryS}&X?KY9Q~Y^V3${tIivJNRWF?1e4|;ly^17153>)o^yt@y~g9K$0qEMnFT+1Z>xKUR^t zM2_U3INGO_Y%!pHa*j5W5{LVdlnjunw>H&!0ajxo8Oi>u*>hF@#tnyN%g`QGbo`uq zg*kea-U*PxOAzum8<+KQPHJW+7JY$9H8q&yq?JV?5wk~YP{7C&@{2P4D+{1423oy9 zThj)xd?23prU@oaJ>EUeW#=>Cz;EHhyz@0M?SxA$yo9`X38MhaVZldpPHE7%8}Mh$ zI}5dP5J7m%&R_FOjrth?8Rvki=kFuke1D=$v7sp7HwFC9W0zwXd^Ivi3@mhA?2~t? zL*g)hauFOT=G-fX57S5TyAv2)HU6}wEw>QC+A=1R+*bCUKTdN_Sl)ERJ62Vhf6Sp) z&Ns{Wg0Y})tAeqn8*_{hsr%i7_(q&fk5el(=iLCe;j~hA&*3gtn&vN6cb6b+!(yRe zyNY_S`sKb;N73lZF{5y8P^ZYU5jNX5<>5mM)y`{O9)fI&fE+jmF_N{Q5WZBJ^&-!1 zOAe?JF}U+iV)^I4&c(?Q4jfI8%ELbJziT-cG1)3|`?yAnL=IHI1T_&uE9XG4DiahQ zV-KwW-$klc%7z<}Oi7_qm#X=qL02x&lgms0CW^w*E6^OkfPn=+&5x+E}A82hgW+>lrMr>CBd7s~; z7NM34uB7CnQnGPokc=zVTkG@-AQ9b>7vb(IyBOr2wwbIlUki4{ z|8~kAy@sZtAHKqT(rOYU&`!dDJLmQZ+LF#x!LQW5k6|@=-3=>n_DQhBs=PS%Nr?8% zXLV|>TYB|v+s)1+JG^6DSq-o7`K1z3$85e&_=U-I`a7Fnxh)(BDB-+AiwEb1N`tczyfJ$iq%McoK%cuY# ziMhULofw@B0#74N7QoJ%v9)z_v922(uxl)ROZ(RBjl{{Fh68Jk_;-XcC{;RUnBqAq zFK3YLndH#WA;<;#)|>0@9F#B=Y)NK$PUG>}C2^c`TmkIXQ#iDkFO1qfFHP1<1=>bb9~m_P3Jl>nfkf2X zwjv)e_3&+KyTEQ1u2H)olShUh=nR;XK(u)$mpL3006P71!cW#B4h+$UHR}*Jvmq}h z((ttw0hkks0>Ue8CGthD?3Iv2?`neh7xr7RxMvQdgV0W2Wll*8Yv3wKJyoluMe>Tw zv5nML=79^d#Ca=SKHDxv{BRtXELx^he7dEhte~?-=x09h)bL=U@i>oTzDL;9Il&|VHpmLV~XOL3vZ0G7TD z=@kwr1l}-_UaWp6;PTFOUo^ON_s*^6&vs`nN(Cq#%=Lx}se(`++VTJYS82@2fq@W= zEV*wui{u7x`VTB4wT;&DvK4T`KSh3gs6u!tkFiBMHz}I+6sbUzw>Rb`QT)*#u9xVl-fs zyu8u?Ja-+Cf(Y0N5uR$_ead+DHQIJhpKKLI27UJ)xI1^%Q`v1ME`}#;Dxz>&yZ1!6 zuBs5=B6IBNQYlMw6O1aicIrZ19}kvALibu258<0C64Ee5q%MoIzb#ftl~P5D+CV+4*pEAru0^@2_eAPj*~VZa&1fR zVvrMs`^5d=Pqh&&RW8&j7npnVkg!8^cD0=+-S9;FpsOlZTJ%h^3Z3_l@%L;mw~sg?8ZyI_smIEC91`uEXT*#*EvX(< zsN!Rm2|K6rKAEEX`}03>tdFF-i$cHY@&}TBp`#J}v+Z2us=V#pJv4n4K!+KW5oxJy z03T_4&2FWF647j*>KAdQ5X*YtS-8LL&kV0(V@|;@jc-S{mC?FYr(&CiVKJzUhICbB z&=Ca$rQ;^Ag|OPaiZlY#`sU~q4I9$`EFOTHfrU6{x15A7DXSlRePAycVKxb+qMg+P zx%>=I0QcXgOCF_qlTkb8bGz*rJ|PP~OTh6WlY=i*XjuRy&W_VS_@XXrm=)J+WNV_1CMy*-No5Rs5leFc@?FF>m?2wVHT z+#xii@FMp9Qun*aJ;IE)Un&|%+gX|-fA(%?IaDa)0Da3-#k9xqa;}lz_S%;ok_Y5o z%5a7Qczo~CZMQR+lGdGf*T7a^!Wj3*6|BOFUP%cLQto+O!_V-_=_BQjF{dZJlBtfS zP(QX^bnRtiu|GB1urdYY{A4S-4+qtNfb?l~BXDDIEr*9@eu3x!5G+p`u5iubdnY=Hfl@%5 zrEHD~KxZvpsga{G2^HfHejULY~e) zEd3ejy7GB!SuoG*=BSb!<1d^anS%FWdhhjmTyP$=uYqZv)q!GMZO>WB%8u-6lgv8BXNta{)6K!95;qDRHR%C# zEm`PN$d`6|u}J-ySfF!z$}W&(8t(tyD2m`J6$(G?JAqWrhk|KN8Z%v;QMJC$kPS}Y zC@M_C8ghE;QjNYzZOzW|6$13bEWx^{bnafBM?Xyr_QCk8AN->BMu37ilQ>tBh;PdU zY>~2vXSKbZWt`4{LE%7$t&fXT7mZILC4FJ^V9N)#@AT)?)PZa4{CVVGxW{vT>Eccp z?f$((%Qq>CQDD_by(G*1lQ}RT@*%WntX!dCsLqw{b#x0tymU{KjFmFHhH4daza}z8%w6%A(kWPKodSFLj{f z$ak(VYa?J+jL8~^d7`Zet%4XorR@bTFt61mGnvi^&J%eb2OT+Y@DIqo(L(-F1|9qd z0n#hSnLFaAR&Q6gvzM`1Lt3s78Qx|5lv6)J7vUa%6H?70det!Gg)2Uu5u>&jPO(`M zuMPUP##F}WDsE%eJ$Qx$G!iGmK99GC@;EO=LC8#KPGTcV68@PQyAM*gjPKv;3PgM@ zPW=BOV4$xG09tbw@t7uiTbox@aSpFA0YCg5tas5q74-Jb)>ahNkidF383ME6_zIxc zfoTNtSfFL9fr0qAc8zjK2I_$z6nB9E{sJ_G^3j*oS>5aIPaI!S?qc|kaZWS|t>`q2 zUiA}|pa^d(MrMcD^KVt6{)6dr0b6|0&&O)Qr#*XJ#-nE2IeVoCRpVi2;;ZpCL}X7R zo;Z2?&JQo?F7(3I`xZy5q)iZUd@br^7L)%nJZo!$yVYla|3?Z_A|JUvmlHU~^JQ4g zjsF>lu~Ex!&J@NM2|qBd!kYg1Hpv?BaLi*)-PX8qPC51xJO=Rjbji|8ml zHT|lTfk(GjN=oh`dKKWH!O9`ee?-&~8GGMh{=D3aHm|ua@xj_5ov5hLg+Ad@;@2^d zPrNuu9q|u;L1E=;am;85wt#MNSY;IHgn^LO_DvOPu3S&f=W>Hg9dq{{*cuQ1_UU_# zfF;E%OrSbJk~t@uW`HyRrIXg)Z1y&?9rHfgrX!=-bI7R!5Y(HsR(W#Y_VJ6M?;nm( z*Tld?9sFmKN6ay+?!>L5RWfy34XoU3!v5EzCO5k5OC2^_gqD3?8QDeSlbP4Y&_lG# z*ft(->JSe=L$?dziCo~u^C~f~YVSJzyohdGT96?P6vg3#b@~M}+Jk~gex3@c!sEv} zB-NoLTR>`M$*C%Ef*`x20f+8%R)vem5I_2dFdDj+ep|3qh*9jVhNHEAEl}Ex>~UXo z9S&kxwJJA+Ar|POx;>>1uIDD}AU|LeYx;~x#8>w%uq3v9t=4;(-9PZdv|bRKc1_Of zyON4VK>ysi{WJv~0qoo=Ew?jRKsc|~b!r76x z=m2F#?_wamTt^Sf9O}+8H0%w;@F$|@SLI5eKlS#fze(L3J%pQYhou#$8wEM91nCN3 zxNJ0or?OQHq*b8wQ$gQO6_$RPj%=on1=4}@F=<|Da$UhD6U7l#YO)Rwiw_$$J~wF9 zn`p~ST(wYv)bv@Jl~hT265NdaO*uW^at)!<^Y1KDXv-e51R+MsE{6_l8UmeNe18VaUCPE z=?koyDgu(NmK)nA!q$07zOr$o@P1TrYP0Y*u&;DF|9r19BMJY(TNPS@!TEuC_4Hn- z(9?sLeB8CFG4e*!c!{7DD-+~w{;;d@*+YvLf%nsy4ttuunu%WbitT+`V z^|yP&>$S!U;_VXfy=gH2F0ipoHI>44frfqto``5k&1)=Q3BoCcZm z(4QKF&c)vZxmAqJLSx6Jk^+w>|MNj5Bx4ieZwo7|v2%ErmS#W^ICA#ya9aVW9+o#} z6?k`Z?x*EMH!}iBt_r15Cp)Jd#146-izB0TZpTv5R6E-;HRw(B&@*N|+g;<>4{5z} zt+;w1`+RK2=yJ)Is?YXA`{8P3ng@99gv$MQhB;dwzZW6f*v*hMx&5*?K83@rN1PABXsMBEoW>oA^yzPG6tP4cU zu2cs9E;ZhN>Q0yV3s_yS`B!?EDheCFN+8e>0IfoGT{cghT1NFH)7t|VDFR+}>==dr zqe@*YbaCeZ0BZ4GL~okn)2+2#-H<_(=`)s0p@LfdVEfg=O&$#^)bfqoHg@i7^kbL| zv2;z9IHN5-NL5618m6?Lrrp3|Lr1d}k4`aQp&uE`GxW+*Hp@2fjK_=Q9|7ejgUOQB zFt;jYE4IJU84hDO3$bY$Zf^PwiFwHwA4GbYJ)$lQaF8b=t_-gLkdG~tOdWPw!^Ndr z`2^Q^&YD*%TX($2u*rEoOqR|LqEmU!MEO{so_%)_q zq?mpX*O6I_I@I3Rvb@Sj?noGHSqJ<2%EdO=W-p>|<3Jb5rBd9 zpUPQjW*Uj^t>uF-Cp``)2RrW(z;=m94Xy+$N$$i%u?6)EQ)p!WOg?6Ph+EFnunyj{ z-)D!r3j9hJp^A=&!X{JB`%`}hxQ~emr{y{3x*=I_%OQD`tH5{rELwL5f1ja7CaQeY z8t~Y$PwJ75BP2SXQ2?hsZRZBnSN}^F|98%saNnZIRS2M&LkN#%g>VpqMClCSdkj;pYYxRHb$_BUBxB9C zIt@0qwBWWs2DBCm^aN??Q!~uGKfMPz6tJr}4~RvESjUK+ZMs>Q6@~2br`S$@ zso`&Bh8U_2q-}3+5uWpo%`8F7?S4aE119vWE-HZPAz`gKb$>2uYyXNr`^hP|+@MSw z<8DE*YB*=)$NcRo?o!7f>tO`r&4xvr;Uvd;PbFd0Q&{SS)#y3;RyauwO7p@LDHMTR zDSlb~Ke2;c?}(q;S5<#MJS^%#n!L-=`#p8D+#3A2HZHNi?!1cAm}!?FLa$&Ygj_G_ z%syf~v%m!neZr7{TF6~P5uyt~y}t>nJqZ^tR;$Bo%YE*Jyc=e~>=jSDxaL(>lttRW zZ+N@^K(PT^UKi%qh_vEk3U4Pw(KENttpZ4OSoqLCdA=2ELG|2UZ ziH!HqUv9|xy{GRz`o216Ln*lEn zX;N*+l4yj6{$FV=@Y}M*X~=z0@C+Tbov9MVX?pN84-jFRSaZHRdlE>A_Zzor=Tm9-m8X*Nx<) zOMkkajq*_VbF1h971*uCe~t70dxE)2NMWm^LpG)P1X!wTQ>TV|FYng3$5&Xp*@T{k z65iny=4P9NlSO87A8U7}c~iVeOw6%%Eun*MU}AK2w^@NMq&cA-EhJN-n?;uRvI<Hk6spCj=lM=!6FlZ8)q&)D|2Qq z97Yjl$y%dW4hiL;Z@$x|yDr$|EiR$YTuUAw8iQMp7}!?MBp*C7KGR#WbvZQw<9R zJA_5XZ{;tB2bU*~z(Mt01oeI6Sh0aui3h~pKqKF<=>kj0DK;}<))VWoxgV++QY?_aM^UKZ>CVo4~ z#0QJXl`Tj7R8;^gc{~a{V^%z`z$E0>G%&q97V32+{~xrHt^8uCSHA=Cdq33U)Jh%z zM|}fJ^$`0J|Dq_p!-bAx(St%Wij7Gxl#TDB1%8~>2t4LKIypHEN5>v^4rl!Ej3vNZ zevHF*v&-X6V@8wDq%Q|Y1tyH@s#PvR@v0b%;+KS2527aKJ1jKZg4;E&;rEFr?tUXu z|72Ih^TxSXc1C#`qerMwtO6l}0l^K(potWT`^4HG5H6sj7-J4E`l&O%cIBOT?4~_> zfDW8oL#09Fl4O)zvC0k*YD$D8g8B9GdU>z^_jEQ1Uk#l%r38N-aBxi(5yu1_G_rBw z9bo)`6r`6q6p`~^2$2mk&Z8TBG)V9`-T*>tM6{dx$7m6q{`*`ohFlw8Xw*cBD!T}7 zhULS&)x}QwUP=9B)G-260*D(QV;k2j7q7ynu$A|Uy2iYZQ^U+!xHZ*7`YcuzyP7JK zQT@B4FPPVV+KYnT;ndmN{HG-f-YS$-dVFeX34*J*fD4VX74dc)SA1b)>H(zDsk z0I(?+YlVwpkA|h+-0^8`&|_uv4C{r%5~&-VXaY_d5{|9H%|s=H+!cor2Dx9w*VU~A zhmKOWz9TD~xO3Su>2y>JcvO&T1xl`s$O>GVR=#jhv+i@+M=`2`d!TSP)S z8mXrd__|w2zD{Q%b+3#8E75!9^jXB64ZIQDDy3*^2arkXnbdEWtxDYIR-6yHAYLMA$K^vFn76Nw?=d9fvQ8D-3 z?H2z$$ke-C8Ci(MsFhgwThU6qXE7YLmIe1%k}(0?+iRb1c_y|yiPFY$WLOIsCfZkS z1}eAY;X=jc!`G;Z4S5mbEaqQU$DaxK^@^oQPy=xgc`AujM(yj4J`h z2Ud)~oFt40&H4IP7EUX-wIse>?d-jU>bFN1LeNAX)bVTZHQIPlZLF@jTvc}nsolVP zHQlRIoxKo>VA1N>;FdSMSSh)bi@OpApHmU7V*5f6bn03j8AIFu;jjgxCHf?oi(9cs zw{k>!K6{^Dn@GQL-{ddWzaB)2Ac5*y3{LxC4bju(FNB z1HyL*FaLw(Lq`KGLysBpl|Jp*(lufJOXD=of>h+wHN7~bri5lHT6UisZI5bSs_*y8 z$VoG8t_^P3KoPTaiFk~I%I&M+L@Fk=-t;06U#8i3y?p7`<-n(4z z#uNo=H8q{n8qc(txiQGa#cmdfFbt^gtjPSin{nVTV_^(@9niLQMFsd0>k9Gpgku*V{F2aw4!ws}C{yv`nE%+7 z>cOI zWRB>9Hw~fBgc#;-9=x}XSa_LUz&QgU<`VpvcZq^rMIk5mI%l3VbJFBI7_LRo84K*Q z&QrkwZ5;^SC_h|@z$bw#*2pC6E5B@@RT{?m9D6C%2icl*7G7Sv3Yk%&TO=&2X-QVbz3*+|o)(RO~-#D4p;o4qCJ(jT4|W z^Ta%@i^Rs(5dR4RK(BlgPWd<0T{bGAr@>F33m!TK$MiGC0*fxd;MX?x@@8;SpQEnF z^J{=VnMX`uHUc=h8Ho6X=~&0=gBv>#nfO!Pp1GJ>>CyaVCIeKLRQkk8=?|K&UQ89hET=`M_US{3ofcVu#bSuPht>w@iNi29x!AZCOnH8{A9CfmhZ{J7gifjwqot@?{g@r zKz3uPIsV8o1qcqw9}5Wcvd?Nc(0h!#fbnK2CqVm)zkHPX(z!?o{UZmAM5kXA8Ugvz zsfT`5*wTNu`F!K5F+GMm60sY;DoqdFxNb?{6@a*>J9F)!D`c*i7H-Ts0dogySPB@+ zzVE0)CxiSK6f(OlQbHsLS*M8{=w127%VTSh9*=hy}7(#FwVMiXz;* Krx)CBpa1|IbNL|v literal 0 HcmV?d00001 diff --git a/translated_images/km/inception.a6605b85bcbc6f52.webp b/translated_images/km/inception.a6605b85bcbc6f52.webp new file mode 100644 index 0000000000000000000000000000000000000000..4f403ce8a2c60bd26a3f16a6a49a03ddcac6a9de GIT binary patch literal 27274 zcma&Nb9kiN_BC3u(MdYCopfy5wrzH7yJOq7(Xow=ZL4F}?Y;Lo-@WJF@BF^|{!vdo z^I7X%tL7SG&M~UqQj!!C3$y|N)J269)D$=fUH`mCrUcCfq4tD00_FRL87V?cl#k4j zG)o8u-qh-iDSbTw53g{g^BXKh+z$y@e|=6c-f~ozq%7*wK40rUKl zACiD$7k-~4pW;BEYw!V11BF^Z)V~@<3BPV`QLgzwjT%(3HF}v&VX+@!9c{<>u0}P;9k!l&;+>oX}n8t zk(;!=@`3SgfA9BOKYe?nThI^nlip$?10)fDhCof>wmi;9|{q+UZJO7L$7Fva|ttfTcx}sDG z+b^Z^nCAaK0m_+O&0xr~2II73!z;5sXaTDza?ao!C^^yMa57}XKo}9Qyg)_331N}| z7xaGw5~2SUfo4PgZ)5&7$;~lB_*RYMJk&8P%2S1WEmHMcOF^=XZCSB0jun;4@P7m> ze=DjCUyG?|U0LB#_kzpqq7}D%^Nm_fMAmja#f`f>`yY4pXGI7I2>{Evc6D&YK8AD( zp*9|PifuHuQ!H?+OtSL-kQvVYIy!K;R(C0@+|g!+HJbs$c+jHd`(OfZk^|b1A551U zNO2#Ej6*^0ZU4KR{5wg|Y)F!5Uvd<;j*2kVeo@w&&g6Ve6GbEcAzrVBU)#;Ug9x`m z4oe4VQTl&JmLkLhM+t`#1TO%Y75tAtK4Yv5>nA{_;o;Qh6kR9n$ zQb0hFIg?j+35C2R^l>-i!2|+!H=~SF$aAW*Hp&kwyz!h(SD1=HP>XgwlgTze>b(CM z5eS377Cyya5Ey_6J%Be*F1d2`HK_2a6l|TfKP}yJ>n6~3 zc_p4cBl-;5e1BTN*8WcDu-ND6?}5&M6E(@Z;*xEtU8Wce!DQm5#{X{_^=ydRIlT#a z^m{=#-h?F2Y<#LNu0+cm>V*lB8uKG!My0Crh>&iO zj%C&nWOT6Q-O*_T;gtuX=!@nM=p2x8$-^W zQA^59x_`k+Ag|m^=wHARtn>dHY64|8Kp+_sF#L1_;jWlLst}I#9|mV{=ryD#{9Rcf zAf%c8O>2bUznO)*PxCI>1B9kMdUPBfyc_zG8q=8Z31u7BS*@fL9GZHda}tJG%OyKd zw6}bS%R7170Bs(H@6t6_mI1a6AE^kh`bNM#pYU`g6(FMY6H&Wwzsiq!EDnFw8u9R* z8v=UR@w#|~G?F~cyxnrUjH_{Hrg7g+=L(g|G$UM@5uztlho#iXL+8;&r z0fAYla9i%r1;jw4eHe`#jz1+4JpMfUPl0A5_&~aZeYyRU6MhZb2G;g+))?Fd zO+neVB$P5@l4G~TG9<|q11d7)FUhgH=X!Fpq001d179x(cTeKxh&}@1m3NL|M99#{ zL%qQ=!t?%oZn>LFswAewezRe z_|-_KJ^_A`TtA;e$J?RDZv{lCxZnRK!K8q(Jd2p{%7Q94K_N`fEdJY=>MZWb0me5d zjg^i;*`Cy4vjVHHu%?yuVQnW%H{} zewWp^8s~&wm3G~0go+T1P|-kS|3!2eXK;zqR{sM%hzUm27LEE0Tdfk;9xhcJW+a|P zS8Pu8*g2)~NXgjZ$9S5$Ie76|I6v|+7ME{_-csurFiT(7xjlbsqvm7&Re$;B9J^?g z+5X)C&0su!nL;Y;jUMj*lQZ#@n>rSnPN>Jf22-LC7RBIU7s0ZRTihf~-W|j8DUO?t zZCf#$@i(w-ua}Ba(tkD@gL1CR3mh{0JOwySf?uYPmENz!UDpf!>qrU7jS}^$*cpW} z|7rLJ1(WOvJ=cqUO@EIMzVFS|M2#w(!D|>w#2u{Y2I0}@Dd~bsF`%%iH4Gu;; z|M6G36DfQC(qer-m|n4TK6AQrLd0L{+9%6EZt=HHAY9=uM1KQCef{3&G)GG8i`Dcm zqH}I$%9bTF{L_K*?~Q5?Z4eX@O4zGF0z#tc@15@i0RnP#<& z#F2(IZtb-+_=(!wrw76mSy;ZhHO&4V#PwJrpFL9+wyFB^DUoLSk#T~GHLK~%c{c}% zouk9H(LibVNV<*F4Usj%SFpzxDMnei7tqE+x=ojf?0HEMCemI9Lnbq4;=F{->SWKI z>0@aH1wQUa3pys!CNO1A1yp@wv9#`NNVfJ!-c+C z!6S6bU~H z*i?9I%Zf-B|2~qn2sH+{NuFwi;L6!b@uG2EI-jsdm%FC{Mp0@_|Li}U!m4?jHJU|i z7&$dJ8Tm#%urWnVEY@#zem&}ETrde<8as05%ubC`waDR?qUD>A7v7puyBxo0(?AyU zuRCD44Z^m9kl90zYS;ALIb$z^dW~=R2`3Cm=MC|-S-3idoZoiphwhtv1d$GZN744S z&z)Zy*F_`yH;b7z6HNatyCXOrTky&}Z7|2^v28vF5nGE~8%%g%ZO1^KaHS%jt{-Lu zry3vJjJ~WtLJB8sr*@Rp1Ux>_XN+^_Aa8CqB5-|S_K^?TF`yB)>42h9165F48}T`6 zW}_i07Tzra(O78$z~}Nwe_N~IB@~f)R`@t}_pj4Ob^M&%jx!VZ;oY!FGtX(|j%!&1 zJj&zxr}Y1aGZEShqy>91y@`EB6E-fyNyc{6Vdsqc4H%{4#%pkT4Ryh-b# z%m3`Q77l*SvPb#<@l%Y!|FbmyQ@?@;C;qlXi4(;C%_RNfnw006uJI7&{8oZIhC)wh zATs{9!v6nO`Up%1ZGz+ei_b^r%mgCR4I8p;L%(^+q2MDX5(^zcAycGhl;}wdrtQK< zJk|cK4BBpn&tkJSV%DGawjri(HWBVLVqmw(AzH4A)V5eF?~(dL{)f&aRRe=ta=}ysAQrC38U! zJo!t?%cbnt*C&dba+VBLy)FC4xGu~&4{w4i#KWVMTZo0YnTpxt>v76O zOy28XT%nz;?Ghuri`Ta_ZZEW#DMx0Kpt3POxcPf$da)XI9F?H5vnpYSp}$;X5`5$g zsKh0s)V!`}F8fH{rd1?{RcJ3snQ54$mw75q28V3&_5*S#O4qE&p`!7~MIG$funCKP zKHx#4+UaF6&!Spz<_yN!Bt!Y@cWb7h!{&O`nEgpM6ge@BHZFkS4hH;36PlU*FqFfC zLwB-<3^Yh)d@0DE0|OY(m`SwqRDYS&a5{-kTB!d*L+`hE!!pz4p#6dW&AJwzo-HDU zKZlFyRLMwyK14<3cnzqnuxZ2yg=@!8)||y4&xg8o&XZASeAA#QO!@|=)|$DSj*ts^Yb)JqcU-chM$D63bSO~jIv{Y zGg|2_{Dh*|^D0Hz5Zi2f#3_kQvcxZZGIE#ga=Ch6b+h5b2ahIi`g%o5=Wm@lN7s{) z`55xBt`Zbv39~{tVTI$*5dF7;g7Imk9{o zqrL@J6(5DUj?l~5)^8V80_FM zxoyf(i1_joP)PO{?=yXSHdk#NWi9ZgZA~%;f!F-%>rr+4$92D z4wDm`Q3Tba_ItH;zI$N#YozVJD&7Ct!{%_Gzqx0uKPzucIrrg$&rl7GykpPx+uN(Z z%VGrzO+2}(OS!|a(<8;TTq1?J!^uP1wi7uF-s`gtFFdcF4)SkKI}Xow*jF*z08 zN{IIyuE1n&J>Dt}M?}=Iu&<5*{_gavk%7Ej$S@o&kq4^7G7fbDsY-1#1hQ`;o>B2< zkH=8_m*|7%qiTR>VUzdXBj9QfoidyHhFXX)O2BE09)Hh`O;DE3NV3C%n6F6!kutG3 zlF*yO)ck?R;P<%^z7Jso0Hv$SFq<}t6qkT(Q1Q7P{kxkdBMQI{?W@D?T~&TM=QZVZ zhyfWt3~>cIEbETAvG1d1fQ%GaZXRVnV=j`0ownM?S!GcfTB|Peu>~-$rn@eRIO4 zd>j}%yj5a?t#$pN_G%(&uu(=*d3%Wo3F?N#(p&@hcV`Wj*1ark+gXj&g$}Jy9KZXR zNB#G^E0*tEmolo(jb!up_loKM#0bs1=enLZkS7<%vF2B_OVZ?-{$8|~6HBcn8VXUy zQH*9?Z5C}8HosQmpzg9sx(NL$sj_IY*RUVB-pNFV(5;s#O_HxG#5zC3VUMZ#MbmGPD9zt z=cwHrs;88>{IBbAj$4Gj<$ePq|1ms9g%$qF=iMK(K>*Pg#Y`dk%*UlAOZJ&aa*jN< z?`bxEheV#l_?mvX%g7}gzaZsoKwe?R)*H~U1nC@In4+l1Jf%=pcJ3Du67nGX#%1-V zD}+YVM)$T&Xs3I~JDLLU2qae^HD!p9)#V_GUg0wi69T_07@LO++;`e5qs5(m)t>uP zOcs(vmbzbuj&@VL9cy4hZ!^n~rzuT@vYZaYVa>Q5rA4w5lZPKxDN6xl+AU*|KLiFL3qnzw1aj0TFQ-AtROZyL}+VGyowzXAt_Epym zxU5kbQTOO@T5!=MLKHQAKIZk6_Yomk;2B|8>;}A20zzQ4i5;!k?Tzj=vxbQXAnBdc$`rZS@0r-}S*b6NrMK5I^38CuOimE$)@ z4!eh#HJ0yLke2HjL(W37XO8!NmIZ~;jx2QW)zztZCA7%A+EW}khb#gPEY2a-J~iQJ zW=lXnz1W4H&(`K$FZ0~(pI%R7UN)xWP2vF{67j(&bW@R(epcW0_FAre0?qEq^q}Vky zg7M807K%?e5yL~Fnjw!+k^qfx<4MbrS`-Y;F8XL+l$HZ-jFZkUMFfze7!!Pv7C>Mx zZ)H;b03*{w(bbCBku&0CM(LsrenyvPJLJtWpSA-D2As@GnKzQ(6y0(y;ByNOi7amX zEl)dGpSS4}!S`pcFSpjdd;$R(pZDJ0UZ*5F^cO!dIL57VycJwrSKJJK2p(){`!K+3 z%;TFN88$8W9u2f~tP#T6ue|+Q=pEZFE&DZ3f92|5vd~Gs(^|z-rjgJww;fzJ3!t&% z7e8Z-hH5})Uf56fw&F+;_jMpR%Htv3a)vc17RSy5iSJJ+~FeHK7U>aSOAv14OXC zc4Wi;MC!EVTl1<@_Y%utA<_jmbDvwOsVDfI{=jC{RBQ8lJTP{UMFz!bU9D0=(^k*?UXiyPDIpJ($w##rsZ)N5CVRf>7Z`uJ5ikE+%}G4ZM9 zH6fUg5G^%$r#87T=u6fxLvsV2aI!OkE%oBuH>rP2X2DUluNsP#fJD^R#^7Y8zGT~@ zq3wonnN?M)rkz!%*`+e!fK56UgBeN6frnyX5;eF3(VecwexCwY+Soh_s$g3UCc-d5 zlih`n+wxcsu?gH!qN|_RLiy)RGFh|;CQW4tJ->6?!_y)pb>M*>IgYDL)PHC&Qt<4J zaJjZN2RxS=xOW1(emPkn9ydC}Ezo6XbDkphl%62i9=J@^VuqmUec&c4jRL}`(5-$t z6Emp@hE|_{>*#cyH4ClwW`x9MkpO@Tv%4*Jqr8<)|4h+p2UsdP1b2XQ?6miBOMtc` zJ@KQ9{2VACJmyru6!C*SK)~>uI85|X)r05N-IZ-=n7&@)fTn`9s!b@uRbe$j5+>{I z5l?QPaWiuaOrHF-_IE%-O|(em8Xz7)(BHCS8ZX=_!O=i(aOS;*TVi<}Vrf!kPNcb| zGG$DUWvWP)^HtgIV<6umxiJ>$_s^}J+GcnXE4U0=$UJeGzcXld8$b6fEie>RnTWy@ zfXagn21snXJ3EMI+|UMphl|XLDrHX@C1Suf8|(=?3*`d;G4RndL23(SyBQ|R=d$bsg`f#oBqv^hQvf@qmYW|TLn(; z&=YO0L=bD3N$4R&X=Go80j$HXW}CIsN`DvW;wM|WLFFvZqaM!0cvAE#y$8N>5GqTU z<&-!LLwT~&Hsa496xNUV&#mu2zDn1dZ=;oB?n%_e&(1l-MMY*L=(usuPAxuyPyD2{ zt@roQ+bSdj&P&acl8)*D&g802^7L@gI0^a4ifWj!m-eaL2&{9^{O*men2hr*u;?XC zy)6>Q9v5;yt`zE_uNJE9-0W_s0aWYjAsE@Vmk+XOC*@X#$bH=!I3~Gb_-z;eW%4=;jJxh0iHhh zn@Y5Wm2Fsxd10Yz?P=dNS`PTT-qoHh%uET{L^n(=Xw~sq$-e9RM-f++gf%staE8Bg zkOZ6b{Cp~b8XTyi*A{#Crco(B&SxpJ9e{&Ln5vE4EB@YjMOhuZZYa>Ef zkW!H7X^~%R{5~GE+%sM~M$P;1avdQT?|Y{)HX*A4TSKINSx2mQuD(y|d0Oc4oB06b zjO2C@Sqg4QqutbL$T`Pehs6N5?d5B@tQO+thT`oQfc}ka5+L4~*dbwpeGyXjX3H4k*Edis?DG;zd`MuP%@)Z!;hepb z{3x0=#}GYBvUvS6P2c{~T1SpgN8t9gs~cbHB_L;wiqq<<4<@RJ9i;@(2UUYYNdrOd zr>M`gKo;#YMjqVHICARPfNvcPd2TJBQV?;72)`Z67xQPR1pEem&l^I;d(01Xa!e>J z9{k{gQy^4~@*&r~^{2R7BALXlbc_V9C;_6^WTwAfSosUjQ_ynolqZ^H2qR#7&MKLD z8ZBjQ<&JHPjrZGMNXiEVl>#01Aj-@+L8*B(jao!`;3Kiqfo?!-#LlMMc zN1!*+c(>$?#_%1IZx0AGn4oPY>h4#-u8_VR*Uk6U?P$=G%6(C9007qXez=vjslTV> z%eO?LMqvoq_EBBq-W*v=hCt4KhycT00%X7;)8pQIMd#694P3=akca-Jb zl92D0$#cwikiLIO5>i1LZypeHjFSz;HG2O|cWCGRP64=n!@8IX!exR~mSJMjxGZQ3{gQD9hLy%Qx|iP@6YqW3looMUxGsKc#xMBiX$8fmy;Q5H@IS_z->Mm)2+(f(twg&1f{+`i#J_k!N*K{avYp_3?!{X;>q$YDV=0dH zmEJaVI`aE?cB4$~pt6V6*4yMol6A@BgOH3;Gohs+#g@h0zU0(2 z*_tqSL%6rnNtC|RF0o5<#ldU43o-3YD86MD+GfY43 z1uea>>Cp9KqgSxDVUbPV%;#_-u0l5BD< z)Gd)uhn^e(n3o;}l6h&ob?Ux8sR>{4!_@OvFhWzAA|hkfA?;S{fZ6!&qdD)@t;d~# zqBbP5m}dCi1L+L<+4@gytR4{9u)yf+K(X3H-%0gQSi5JZ1g5^@j&=FkAL@FJH+USb zFJ~da!gFYxe5_#p$$2s?dNN7D5e#1ZdNpA)`*MCoNsj&@wwon{Bq>NFSS{-lWHk6nv zM#?DI-8_am1B)|67hzCcb#tj2^SMg>$Lq@XE5HuBO5a9|#2SaF$AK_{$EPB_MrnhG zzE2Gl6Gx3tH=TciFL`JcPP5`zF78Mgd9^OlfWV1oc5GyROu}!r znRaF3{UyZ$|32(1+*s5Cd;MWw^Z7Ti4(rU?_QAQyy>`$_zDn#_;tK{8AEG^fUllTj=qCN|%xg zT>Yl<#punmV|Q>j>@@6DzLjx9l4M0g5cO_vK=XE@E zGkeoLf~?gX7emg&v`D?5EjU|e#VyQzssM$NSGVH)T@=sqS+vJ!5}Px3ECtH)Zp`B1 znPweBIwvf8c)XkI*0F@%HhO&wqrjlQBa`J3{5>RJUXybHUDPkSi+zSe-mGM7PUj8B z%3B@0QQNPf=RrDeiY)7Go6R_?KuC;h%kt%^mba7a$z2V+a}fp(rkBQApe8@I+i|Z0 z&+AqZy`>dGnu^X6)nhr0-&4aN+taqE@7j%>h_y^&{mq3H`qKVI(X6*O>5Vt)mJ)6& zLb;z&Wii}fyzeMxuYgDDAk4p(maHy{?B@$KO2amyqa=Kj>C>)_7Xp+UXU$lE*uW2t z3Kso>E8lR51MB&#ygI&Q$3kBi!^K8DYKN=Z6N8hy8 z8p9Ln&*#B9fcewcfJK zB$65X@LRq*FhYn$ho{Gbcsj9K{7@e4XWlR{jaz6bY*Bx8S~fu6IDsU#eO@dSBE6NS zrGUsv#ky^nYtlPXH0*7?_T~-qzcK_plJvoE8&@8eXyYD<;Oo(nRH90{+rLpzcw4RRrJ*jUsi^(=2HcC! zPMOqde&QK1Ju~q!ud*&3-M>;>DWx5goKaXS4|6Q>>y#7VP_>9`vR zj^;~PVd$B(5TZ6jhe%POZ^XKV0tYE!3V$o-VyCoy^5+D!tQAKMO-Ppr7dT-lT`SLAg8%;bb?p2^;89NYrJU&gxQ!lkbisk ziXxmsQSVpGKDO;wOS4=I%18?XfWgVqSM=-x-L0P@?*u&ljpPovyK?1>>#w!qjJUt- zgm@^oO<33q4Y<8RW1}@3;BM&5Juzwh_HE5ed*{|3?GfRur;0>tF@55O^Hqk*Y1GY# z2bULckEneoy~6mR640wc*v(R$5xR;E=MhOpo|##R*-rB3rB7TqgRuRqK9H;i${PO%3VBXuFN4V91!AMy)krAg9&bgF#jDN85CA)BWcJ3rCcVe)`8Gr+xDnw>Y%3? zNP}>}^X}Xi;jHP$d)_|T@{#rvvMK1}Npu$zwW$aC;zC%gMkt8kFmC1zWgd7!i60~& z8B=vK0qo?flFdChrB=_PTwn7JWm}A(;(G>8DGJ0yc(*%OJi|(am45lASVikISQ<`o zHQ(GX(IVJ$u{RI<76jnPiiyz&Ai_&^1b+Zn;y&G1) z^hY%gUnHCkr47pdSuigpJjSSv_$HNxYacQ6O7|08vsuq|W#Lyj{Ql zQDsY))~!F8j}5`+2qlLzWn*@>A7Ko{HvscIx7ijwf8G0*1VU8=)(l%Jr)xZasc6T) zEN=bC_EHs6G81#NtC<9GD)lhEAy~k@0r74nYM47}Czv$xz!$fI8B$7HB@WRTnlcAx zQ(-;SU$O?^OKUNyl3cx4(&P(a<4WV;VdJJn!{sKT`6+fiWQNZDw&+G*Js*~pO51b* z-vW$}&&(n0nPFNf-WsZIt+7F#5yFr=r>*Hqz)t>tIwZ0$Ctd#HJ!SMGrMP+z08#%S zp(0eK8oq&5&um=Hh@NM7caLmrsTyR9lS{2LH}OV@313L_@&zw(^U6#HUaqOn)L_kx zg~+S$>k_d_aXQs5B~4S~XF3{*8^)D(kT_;h!19{}D`r9bTD=25QE^=U$fQ4#c=#$< zCs&3;Ji?C3j%EQMMJ((SL_@!D1dH=-t%|+(OZbdmgVTZlvw6d7?Bm9(4Yx4j9*V3e zsqo=U@h7(E$vH6(mxUt5V;BlocE3ZCuhju)C#xQzUaAPO#FigqhzI}hdkQqnB!bz-(P z=ghE0G2>}!6-}4SPc@_j%^P*(!b@phk6)cyAWA8e zx_f7`^)tL&{(aNS!&rx*-eCrkv(6XC5Wa{B0%^^P5(SawUWLP6%=!~Ii&|9 znzf82gmuwf_31PK)vNJ}sP$QcGOCXI-`>0;^T;8=uovuJ?V9mpeS}16Z(?-y+ITnK zZCJA!OJD56ot~JR8kR)~k2*ddX&k?QRq)^=Z;dNf*6C&#F_Q z&RS2!Db4c$+uDaEOs+UeHLy3?*rZiG4;TFIRyq2FD-qji>=CHiy4?sp_Uxri6$R8t zs4Jr7=i)qPg-6XqFr-@TwSI4R$v4chZru-_h_qtBC#=?C9#*c~5r+z#%Vb3Ly(e`p zgk%J5#KAXdgnawXINOZ(h;6}(@k|BTD`gZmwZde*8qcZ)yRs9WOlBHC?+T13SS0`OV@!eX# zMpin%VZb15$*a?+1Txg3;gJP9Pq@183@r*S>e%Z(eX|?Q*zNYQkD*;~%7oqVeiY>= zC`yU1B0f92ZQ1_3&*``q53VHC#~S1T4MY%%?4_GzzPNjUx!@8UF9~!?v`^R>bC&Ts zDd-$U6I!ds=@;b>w-R(KSIbE*NyC(OzX6p|_qEs`_mmAx%34C~jEh&&RU+v3?+`UL zEJYG8DN<1c0q1sDS4Ty_2uS)UO$=Kr^eG0Co4M2pk;$G!FV1)%JPgrtNU&H~ot-Ze zuCp#?H}gH^Gd-u=H$d}lf8W`}bgq{S7tNePNO61tx#X&@0cDaeBJ(zps>IK8J*ABQ zVxmgCEpg;UK#N%5HjC&RpHlZCo}-*sqGh~1ZdDr6>~#b!&>ItAz9ihUZar;GTt`k_50URXBDSu2quabXfQQ^?v~ZG=m=+wU$>ABDI(fUst;92~ zZc|rXpIbEQEXXQCXo}5FPBW{=fC0n$V$)?a=$(OObV}+JhpcP|I()?EzZjXd9T{$P z|58bBtqZ&gFwJex^oR{OWPx2;7uemg095Lee|{6Dri*zQf-lu-*Mes><8pp4+zx~8=QK#eWcls^V)Z^M07$*!sJhia zC=}cBj$fZat1-;O;~Ig0b{43^5XgRJr%(guF_yji(f;*QrV3(~!q@*pj_e+!U^Uk7 z<<=RcKz304W}qmLR;SnIOIN-&_nX6nc4ptfn$W!qZXTmd0q?Qkkz8ZVZo2V>0Mb(g z7}km>PNg9aIpL0TRxXEO6m)V*GK-#ODxI!R6y@3(0-Fvnsx5aSu49{@Gx}WKEwu8`Udg4;PPcb!q>^mxp0)*(HDdtk zkKXaLl&cHhhhilG`_~Ga;UFK6camOZnWHd&n>Kv{zn2CW)fxsQXV;k+flpUbuG%Gi zsD^jX^j{gid@t{e8~2tU;w{-W^sGf8Ojh;|HwjNV1!53Viuz1jVP5(cTvdi6$|k<@ zYb{5JX%hH(rF6(L8ZPS`n_KLB&~C3n%-`!==fEPqrItTu>c-#jrU#{@2~sumeuUs1 z_-G)#%I_bm+{l<=G4HLwk@tizec4yt^fEX&)wMuTO1~EHvu*!~=sBJz zVhkKGja7ywW78m*;3%F?HbJqF?K5@WafE>uo4@+xw9@FpKQz2=84`0hK#@>8tH$hO zi^FP~2JIe{P3`8W8vLC}4V{=FAQsXXx~*6~jB0Cc?^N_6^`Txcw6S9z_E>efd*;`@ zBgtuyw<$?hCn&LM_tbr&TEQ10Ac23$>p$X_2ZEh)hvtyk;zNI`5Co1Z{>lQbG;DP5 z45qv_28&0?dCr+Wu3`&Ou2n=EMIaceH$lQ|cteI;$b!i`hSTr&CeN?2dRkho)vc`C zo{tV)+|IUXlBKSO6wqRmW6c?b-+tQ!B+gm>M3o5gG zn_)5;Gl&K|l`mAt>+5nhEd$ZjnCS$_2VIf8SQRgT2ErV$kgL5b^$l-APa?a$uqq+f zPldLuF$FS$PuWFKA=L`?_Wrz-hc*zp%MlEG|E zMDKb@Iype~#DP<}C(bU<2z4;z1Gi}np`{(bW_fn$;L_)go4hVXw`uNY&9RbsG3uk& zuMik%jVFz;r7`~K=Te=kMA9f5IbBpuMEqPalEl`&%Z0d)0x`=C=XXNSECetA`|<|A zuzN^ib>PoJ*)I2Ilm@3{m!lohu*XUFTpL=Yo5oz?Pe1;Q%+9Y>qjW2pQ@_zY=_)yI zPow#4I7Fw7(hurtqHs^rc$g%F}{El=D5?jx^Pe^QN&Sv_bpQ@ib@t+3 z%{XY#lpi^`yh*Jidc7q%sioh2k%BZP~u>t;}W9>Y&8QKk0rpDv)GqlQf~lJmO*ggWaURW6!@>xbaX9fh!o`2>Y_ zSy;nVV&*Di=+*~5`_mrC$2--!>q^XZ>TA0KX&L$YtDZM@;usx`*WId(klo)Omc+m| zp-Fl#{V_Z7XAGka=sur1!J@(jaOK6WS`HR}3*44A6hL>5(~J@Z$^8Vw^Z-k!x}n3K zc4~q)q|;Q4Pu>t@TGTP$a`Pn<$qpUS4Ejn^rUg}@tbt2VgJWeiDfMpez;`>Sy+}C= z00=j!?YId;2?YVjSip75!!7$m^(%?$xfj&EE??#bzm_n^y9R^MkFFL5I;;dql)Zr! zunns9PKdq)mAO8dJf6Vhi*hPVx$12GoSf~%$lF8vbLY?rf=V%uFikOOTpOiEd7C^+ zlC5S=2P@UNiGFH<_2IP9hM%ULe>!+1bkx#vikXRJzEY+jfG0Cm=QBT40;|^`=PaBz zJsil6jEFtu8;p9v(qE)_un+F(If9t1}E=w-HEVj8tfcn?Ki)n<&PDAj^d$w#%p(EXsK%`FR5?P^2Z!tA#G2dNr?2I9XWN z_=@P|xp`;pGdfP}`J$QGQ7(N`d`5jpy%o!U!PiM(S)hxV`Be;t3uw(!UjXFT`J;*e zpkhB)}z$s~aE@bTsA z1pqMc=Ya>|nPs#dN_bDdr}FXI(74!FJ(|~jF_g5TW4?|!H^g@+k#KZTIV^{I&oWpj zb_r;q%T@AdX$?7#QLv%NZ|$%9i!;lZ0y`jsnsQ9Fr3zC)Urr4+64L!!@+oK`^lUxx z&Rk*54L81RkUL$Xew@T*XxqSSX0VXe;}16?HdYZxRZC~|*>yk*RL7oB#!-qBJQi`5 zh`Ls9N4N1-ZrLkIX7~gSebWosp3>AJNzxB8NswSWn51{F-+V!h*klD+8I3}@Wnot{ zyt4{qT-U6B(L`mJCbcy>r#5^Ced3qyjvm#a+l-*X*$-n&QMdlEofeSuN8`7Ox4Z->q>%?huOBf@{WBeyiL zS{r^G=)s3N!`BAbs+FOx7&UkI<=Clx_hz9|c*eWX=iH7boCi3amj*Bp`@ zMGlNxE8o)MhO*|2A~;gPky;IV%g&xdyaBYJZq5p}r)z>4dM5@hxuv=@J1CG>{?~y) z5j&80@2;bqCu8efeYD_;y`Fz3wpB z6OSso@;eE!)3E;GgO0lOw_!YKuYJ95wUqx?0Cpyc*}oJ)t}1-0H_}iQ2r=h$e*-aO zJR9@&Mw|OFyB=btoU;pr>aq9c4SoMBGtRE$zVdxABu?mFyU48z3-J5&bK9BM`sq%) zb%81@>+dtRYE&$@4ldzT4OQ}!eT-#40Olb*jcTV)k_=R52Yj^zPUo%vW#uHfU8~Q@ z;f!L6D>&Qp9T4=FKwV`$`NX_RO;sgwQ~t9N7;$laV_5NPTN(bGjY$|{PVmti}nP%-x0 zu5i(AxvUqr7qt>Y&L|<-|YL|ZdMIAl3a7l1dznA+tutM@wO()w2(uS zvf)buMO6NOd_%FfFJ<^Ml5kl;x$7TBT?9sabAKY80gfxZDRvzWKxT{xXF#yxK7i@d zFo}mJFqr59g08Xiu(eo2$5>{<{DLqG_7=UuVc@0*x0>`4y5y_%n7`O2dm=~4lMLz7 z=P0L#q<4|$ybdaexfU#~Zjs*B{QJR&KJZ3HF(}~hwCp`);n{!K=g2Vx;{WQctG_)< z_30?zu$aZMuA)mN?74x(r0%_i6THB7_c@5|eo0vvyt#}D>5O@F+VCS~ECz2T_9a7o z>#UZ(eBE2qk3Io-Tj3`{79BwRJUR>?;Ou+`g{IdxSdLIb_6T2R5yzW()CGDlh!{4MXVJPDMRy%g1H}DTauyOy*v-D-q2i@$;w{6 z>AL2uLDVa9iqPy%J+Naiv@f_fHmz96M=7a0HZRX3j2VUC=9eyTSOoF|}Jd}S6dXe*2*_!Kcb!W`eD?O;6h_aAp@yq4eH(w5eyN^-||*C@zCBWyHFlF+1U$+yohc4 z8M+y_#U>K)Vaj6{h&nwb^j1qlAJTvZu)E7Z=NbFT)FjBvhK3!%6$H2IaVtR>puqji z##`r2Co{2Zq?_8%XAD9vow^wod5cp%If=L%B-gaaG?8me3L$sgkTg@nLKef4J&NP; z?>wgL5HM3JHMDrMi}{T@d$AuO^x`;1lo)@@4~1ld>=~)>__>&vdw9c1=}4j(vjjxv zYOsI1+~EHMZ@N0&aP}8hrm3_N9~*nyX5HxZ7C@tIpM9c_7&GJj7>f z@as}2g#nbHgdCcuEU?MQ9$7Ly1~hvv^x1XIvh}o;d5`y8#_v3VZsMV%+nMp%s!NI$i6Jo%?t-FQ zCDq*6p#w84>Il9(lw8GCb?6?b=7r@nZQnvk27_$;6Li98l?FL<#Zc66@=DXKwfh4e z=4$pTe4qjO9KWD?1cuh#obj?7!bLG_AGwO%6;$z6uQmR|Q=F$rkJK-c&AOW1lRBLQ z1`k_@{oS>Y|JO{>gL;r;K8CpLzvz z2SL4DtEcXrp95KCs0vu7b;2FrBipcFwh|KqYBXY<)mI>_leNyH1t_~AG)yElI<*)0 zU6G{>Nh+)($cZO*Ucw^_rN-kO@w4D12^LI!~5>H9CPnj*CR4rIU8X+0A0cvK1d+hXxd=e zT9hr+oRjmD-&PSvd_iAtNBYt`D1x=N&^TLo(Sm_#DyRud-12H|7xF0Z_#C!^qc?Yt*PppcV6dWDW%!)M402^56Y|MHoU|}QvvV@w zP`TX0OV?jPjM;~{C74OfEWyk^4%36#Uvf;{Qw#$H&z{vd;4|r(w7J>`UN}>&ln?je z!<4pX(j7Tc>AceP9f%UP8R;&AMyS#(PbZeK)!qi$u&@lPvaHBf?Vsr3_?X$k^HN-8 z_c#uhyB+w4Nv-Uf;pQ8~e5m?Q9gNh#G`;3=^I!l^j!I)4Th){PT&#MY2U zpd)&T%Eh8~eBP5ylE99oFTFRSQ6NS^_m^QnCv`631fa5g1!dh~(+=CPH-tm{J0rf_ zPb#Q_O(Q0fudgVn$Cn!wU2Yyd0N719rD0Uz6U4*NbyHEK39vL40C$%)B=!ws=&sHx zFO4d0N9i2;gIUTtcFq3%$U{!4^ z)TcUZDdA+T*3kf0WND^Wh9aYeSRcA6C4DFZ|5jAFm(W#)O9?GALJBT>DXKnatp`}W zB+MnRjsd>SqsDw1on+?pMvCWbHEun5dhZ>-Z*#f#y8I#59N_dwRKP8K-f^}NhMNN| z=>iFig==k~aWvllkra*bO1=Ko|Asy(c3DP3yFUE^+kx!(1#p5V zPA5AhX&4(Gm0v2M^Z|!jB<8HHiY$|)`Ec^-6q9&;zMRtUxQapB=en4Cqq@}z3Rj?5 ztTP6M@ZF(ZDmqk)gz|7pwzUg$Y>!La8;5xn5AlqSf!tSQK+-xNVE6m7UJv=0NvvVd z$ImPWJTOz9A@wv+K^9%};Q{=7A6EYHTdcM8t?gj<<S~n zzB++l%gqaykFuI}LZL#2uf&W^QQu#kIFbDa;MVM*_uW6@f&3#&kkivIIHvV?`6mmJ zAmZ}f+^2>_h|;DT0ZXutqkB28tfI$Ex{a2xkpgfl5HgPa9VYD3c2Wo_8br6p8Ot&g zaqFqDC6<|V!lKPq$v^R7@HAy1x97C|k{xJkGeo|1ZVR!}UfDAr*nq9tLpI5Cw_N!BY> z4SgeQ0Y!QeDZGg^wlIqP~%di8%7ynIz*Wy#CKKm@ypNV*mcE-K8Yy^`{(B^1 z1x1fvKI}^a{b{8JHjCumO{jkYSfzK5mU7zotK3OyG=+IBniepu>(45Ual1w3)#nBH zZSkg4?Brwu37zh4D;ta+GS;#!n(bQc1J=TyCCY@IlBI7MO)X{;fEZmMm7y1tXPQwYb`SFPG^BwEBcw2 zP^$CKd+=Pm&fct6ae7W*VgM$bVi#wgb~ioM0RqM<|+IkbPy?;fX@a7^NOCSerVUBn#$lZvVw(imvJ~ zL=g5)&ph$5d6etIDxtN3;ZStDWhdT~S#UjB^@Yu~KM4hkg#^S(1tmKR;0dib5#x)M zvc}Eo&fviQxB1*pp9KG{FDZ1o=wQiBCo6zw-g~(Uskp?1ozyo6rO^B&Sv+4Vdj8P2 z`vC4a-kJnyUb{Iz2vnx(1Ek<^WtZV3`ThZxhL=3HdhXXp(qSD*@_y^!dQPW^8F6~l zlahShJtBo_HFE8nfa*Ybu+bRM=Z81!i`*L9P-v%vB%P%#qDM)io5n2JBctdV+) zr34X1X_9XFxeu}h`tGTsRszj9*|ang%6OPIP(bRS&5-Xk1!`*T zt=&AxYagRvdaBv}>Vow|CS>-01bwZn>!ir&QBLl2^5egp$y;{0PjyO2Iq$B8RVWqK zxiv_zkvd0w%+0%^ug;92S0#|U&Q@Rg@Fp+xeyoH?1I1z^ot4GwYcpcoS_xF0v=(Vt5r0$CE_IM1KBJj+Ol|bhlmsxDfY>i?egarX5 zFr}V?j4z2zDk@J^-336CyH4BJq(6m;NSya^*l-b&j9eU6I&&DfJ~a$FiA#>g(Q9Ls zLO+)alA~|`-x+R-yo<|4<1?^zkI|`{Q>g+8h{Ha5<28t(P-8$QCY``h1e&2QVMc3) z(#rLaydikr#Wn+g}8`MeNbbQo)RSd${0#tF@Ps3txD4t7XL??U+-zX_;dfPY8R&q7=2C3)px?q000000Zu%C04jOK0IqRB z3vr>YA~5a?c~N=*04_lR(0{F2KDE`wV6$7Ol^_f*qzIC}mCE$kK?P80E@ZqiuVR^A zJm6%7LUsx*tJou(!fDmLUJ)WYcuWeHZA2i?7gl|SFSSY@fQJ*jN0w~PZrWZp@^G(i z-jkN%#JA#|lIPUKLdi+lj79ov>5#Bx3%jxeaJq*k`p5v>g50&GUns-?5_;JCqH!Bh z<#FhpgU;n`M-H<90c(UaL!FKECL2`c!v2@;6=DOmuTtT4H9d=?*2U;?U9mYy*N3Ig z-yM9!2T7tznicKkx1Hx1e|J(MKn5es-nKi!K>JjaoSomePsT1lNUvyAb+|~tO@*k8 zCw*=Djuh*Za%|Z29aX3X_&eMO2O+}8BydR za^=q)-6?#gZ=)hQ`L*Ne;T9^+yCScFV1_%AfFO0TTUDg^yE~mS+|=-tZ{#9X!~jA- ziqM($ev0gFoXU}TD9zLzuVM*#Ywjas(~Xbku z^1mZr^;w>Y0U-L07)4t=}=UnkUdu4J1smghzh!OYw)H5_nu_E^s7 zYM&p)EK=6Y1v<4t$CC`P(`{q_dHI2@53j!C@u|G>mIey_i_%v+kM*mhgJ*uy5qjWA zuLuz~g@_>RSn0O<&P%ngq3<)^7jB$#Fs(gIHTs$r1O>>|p5oR#m}QS9O63sWXfn)3 zClxm8p|BBY!Qd;GVK7g@s9GaeUaTQS7y0+JR4c?vD;*9&8U5>g0J=-YS;>{mb_(Wo z7KK~xxXKiSnR>69i{zG&Xrnw>YJ#0)YH|z{w)s}Pvq5%AG#B);KltQookDC0y71I^ zPx}RuDT>a2agTLY(_T;x84WS4X0O)XwU!Z%5H?4Rd2nXH(j2v{Pe|h5(DP9XoAa&y z0!HSz&lG87HcZU)wtjh56T{B?&@Jf!yje1fYFFu#*ElCyHfnxrCSppYx34eC3iPE< z%lDHC1!fZxQue+ z1_It8Sn9_%7h&fh|B%QlwkqQCUq-%l*POU`ZDA=m{Oi8L&U?{zs_T*Dt%(Gw{mC8l z(!6)?Uy39Xe6j5&uvK$mg9f%l24MC7^#0sAL524DBHrn?Q_hOGoN~ba>WYGrO|db+ zCN#$1jg$Kypvzb&tc<&fxs*Id(k*FMk@FSSM?JA(fJoF-(U*iIU0)S5fMf-)@b_52Awh{ z0Ll@VpS}>(lkqOZ9Z$CV?`YrlF{eh*ho;AF4_$dpQTbV_b+d-CwH0@hw|QbtdkANW zv_J&UUvf_J0G0wDZzxdJ;+Q&Fwe=T3`$HbQ`hI$+zdiP?sYw$Rsbd4E+r-EF%C849 zhyyqb&(hgoBLYCCh5qj8Wghb2#at&@qS++OyP}d5uANvA0zI>blNFtuf_c?E5=lkV zDoEu?)L!@?M;KD?Iw0!e;1R5r$D*_{BzZZ{OCFJRWeP^9uVVb9 zkCrSfe4n!#L@&%DC$iA-c$xHEYwwR1K8u@wwV7*>AfOSF_+oEd)-^xyWW6cm0}&qZ zvOhK}5hO2>F`?_OV?Oshl~_b-I{pxLJXjtA(7bmh_6;#(SB_X=@(Q- z^a$&{!jr@XA>|E7K~#%x6Of-&m4jQtaTL^bIlnpoV9^NkO^0Nk4DF@{H%8!^>-Dl| zWwTZpruPFiy1o}6m+yl>@@=;$62z0fP&a8H(uf!qlq`!3ht6GS zvF+JUD=Odz*eAeK7}-BGP97{&Kp-84OHgh7|J~aV?)K4l+!AiANYsmV3?xet-3 z)pP<6|6x3X;#+mQZkhi>at&kdc@<0ywkgJ)`U)gr88Rqk79cdYyT0j2JS%1&IuCPg z-h=Kzv`oM>$YIMRSTWI&2Jn5kZlpxhNTQDo6=CncJX$A7o48Oz%YE$tN|etycwz@# zO^F5qov1YAs$oHj0#W9|%bC;%`<;i*`WNppQ5V$kAp6mM@fycK?Nk*L)H!OaTPhae zvPYg^OvNH2b4v2wvx+1x5;Fj2!uKmZlvx_voEsy32&4zvi} zyT!sHo2blz3GgmkBWNk{qz17ksb&iaP->Y$Bl>k2<`#6an1!>q?Az&KPc!@&sFN`7 zIbk#b4l|Ry3q6T(`Z>hz4X4Pg6$-<@>_qQclGUX|?LAPY9)ec}4> zsjetcu|cI2GeS4Nlk1{q_HV_j_xF%LpFYjzA*}cl1vJeC+hSq~!sIG&mokD+FKC+B zb;A{L!IEsvetyo0-J|~iB&s)-GvD~OK={Lo=dMmWn`?Q9%rLvx)bY@jVq$ z-O2TSefS#UazexI24(ISu2mT~Ux00ivz^%-9Y)d?hwXEk2rtl$yZ~>Av|{f2I-6MM zl-Wd@!n2IHj?OXcJ#O1|FEV_n>$oKs&0D$br3w@$+-@j|epskpmR#gb%X_)3N$OvR z15eGcH239!Mp5~V>EK1%){Icn;N&&b1p0LKOR@XhVbi?p9di5%Wxu#v5x~?kF$NgNN79BlT2cL zzQ8SXMG&&n_XDi9UN2L_jA4zkLbbg{NUKxo8`28zqzy`D}H zg&lYbF2F9T-0Zd3o2~TE`So z%e`fi^9e_NaROi;y1|mn4bgA8t}}vFVyz@o%e)X=fB*mh0LZ)%L_L0i`m2e3b*B)K zc^^^XHGwoX*0&oU>`kNAw|jMt>B$4gtcEb_Fz?g*a>^!gk64LGKe%wxe6(w2jYL*O zBPsAq$ zPU#w7%PkbjJ-vp3d2U*H;vNM9*ML1^K@#xTxBz4{BaFVzbd4Tg`^!hPY^srrg(G3= zl+`2B=`V=qG&(_n4@jqs2Nldtp$C8ufb}WPS+! z({mVg9O<|-cNaHSsc%Im#5y+M*nGhGee#&j*}xhZGcx$hveqs6!hTyPvv7rlB$Rrc z|7?X!rvLovEr*zfvQv4BHq!d=5>jJs9sZ5h)Ev9BjoZxT=-MutEp|XweU6Z z;hCr=LmGAuT>h@pUJYi{Syq~&?aL=@9H3xq?W~05#=pZdqpHpQsPzFugFVT&YUgbL zX8OB*2wUkMqwmB*)}vg)JMk;Y)-1vqGH%AyKrX#I@ecg+jS}mklTjLH6(${ISNJ6r zF8*j$%lVAOe74bd4@@Zzo z5-;pK65{g_gvwpxH1Z|R3<8~&T6TFU%kZXbQ?e#}24u2` zHasM~Ls(f@y$8c`yP%Cec(S`pyEkpf>a{bAxg-*@hQUg4o&T6>9J~5$#XVuPUaV zLCK^gtio_>*a&z=D=d&eW)Lzb@m3v=X!iwJ+}$_|qnE;;1~_?)KEf@t1s|CETgV=> zalfrih`%eLilJ;AmQFM@dkVrdyFUKam>FX{pyp(jK1?&1>c5UWghKce`eAXQ@63*3 z`uG9!F~CF)5DFHk_PN!Iv7UiSr&(!eZ?|>G4po3BFtoAHuriZbGQ(F~J4|0wbAzk} z3HXUkcL7?7;P4)v>olRjQCz#FE6@R8Fr>$)^doIIG_nH_>1CG5G+}j}AzUX+#GYoq zwz;o};}L@NCwe51M-@}fQ9p19&P)7dR^|>Rn&ZPMNE$il)4UlS9j4c#1Dr44A&O;k zB%Y|D@iZqn|9bf3%;L%F7h`K(v(>YW-Pw-k1<&uMH*v&#AhUEwG%EccK&ac}b_x)9 z6~M->AR#;wV!4&U-q=n_iLi9{p0GxRw@-~6w>uFz%~Tx; z?0v8R0LI@S}M&#C2p0HJ&I;}IM{euV6_}JD9uwzRaOlf7)8d%smU+#HLaX^AAjh15us&}G- zv}y*7=5(EXV}{}uT4P7f8ETHm;e9(2G)*~U^J-(_W%F@0000007)Qo1X(6t*j>p& zjV8Vrn3$G;y19^VON`eHO4WbDK>z*vDkSj4#3%p&0e*j!M9E>*8p~X&5*-d9Ecjy+ zuGeljVg+RcEKAf2{p@+qS!Vpf$R#lsw?~<4WjR~_Ikf(Z8moy~$7(59Gv@mz5c;c+ zvDA8O=@+xSyj`Oa+iqi{%LAkXSnQwkTp*GX;0`oay;uo@OBrIv?NI^mXJH##a<7GJ z?+FljZzSlZxcV58TXkaQU`Qo_ALgFpb%)+v@|Lc(-QV^$vZikI!kE>az0IeZr18%5 zaULoH8e4lBJE^SF?b@EgJ1*>wtcopFL8>@#I5@wW!lsNFnU_f3&7Oc=L|#&%R7}0# zKW@_|Db>BP4-`PymK@sTiR|zJ8cEWHmUq#3RG0M8#^pCr`|BS+x_W-|uLl7h+()I` z4C*P`+ijWxUZ)6uk*Whg>z~)S9`3VizGi&)fO|UCOpk69aq8ak3S6W%`gj*E;E9Hb zS#i0iA7ul1#YC$Hg&-U+bYF5beEBHN*5eKK&?a>VwFP2#eDK84Gps5y-HR?0Uoa@IEd!ZK71Z+E`&oL7 z_7^<(8>&?J*mG(}wt1~meB+ykzkiw z&o{xOP{tA`PI!07U*P(?!I76HB*(Gq8?*nclg4GVv}X0f5Kf0ph=hzNh9EKZP5rG8 zQZ3n4(Xt!S7>NU#v%>!=*=gC6h;*yS_v`JBM4e1>uRMl618bpXyhYCt?q+0j@pJxl zr0IooJm3HT06y})6-+xV>0wvZfWw=Qvi7|c{mZ5KBi^;%@fryE>0JZ{as&CP%S2fV zKalDl%l&3Jox>|)Fhx&1`W#VE(7B0?uJ#UmRTB0bfnl-nV#HGOS60|sAn83Nebii; z>W`7*%pQG;<_2{fowno;R4v3W>G<%(<}3{MOoqMpk#%YD`@~2)zrT21^NS5a(ND!- zU@Wnd-g9J?zZ!Y(&YDP}cR!kDjcSm10zUXiX zqh$sz+^Z#QC-EMYqNe}=000000000000053ONJSJrl_nCn~%hflZxBDn@Rk!bht@3 z?JeHU2^wpQtA)o_S=iCBsf9siG1T@l7PjA)o;=wbc7$QHd*NsmTB#Sb-s{>?2kF9S z9CsHOyYo@%*DcND4_e@=)kwXj_g>vl^ds1D++1WWTF5h$1(ex%lNF`$bA8EN!Qx68w^d>0#I{;OU1eEUPoF;!6 zM3BC~2w!1(43B~mO%8uW%2eio{9>Dd1bXWyRX+20000000000000000000000000D CEPKNM literal 0 HcmV?d00001 diff --git a/translated_images/km/instance_vs_semantic.eee9812bebf8cd45.webp b/translated_images/km/instance_vs_semantic.eee9812bebf8cd45.webp new file mode 100644 index 0000000000000000000000000000000000000000..901ebee667a22b88903d41af6998e74984d769c1 GIT binary patch literal 79858 zcmV(@K-RxfNk&HMHvs@wMM6+kP&gpoHvs^!t^=I`Dj)+`0zNSoi9;eGArr{103ZVd zrteC6)ojS+nV*?ftiKWzTQ{1^HE^xxvY z@PDrRtp2}l-uwRl{~zU_`cHd4d;f9%SNzZYU-19`|L6Va|BL@){b#(N>mTZW?ti2G z?)ne?U;kbHOZ_+fFY(|1|M`7%e(HPh{nqs@{fGQd{!j9MzyB(q@_+7svi<-0!~I+R zAO0`&U+Dfr|DJzv|B3m{^JD*m|5v;}_`mtz`F+ekq<@nCuld>Y0snLVr~EJXfB*iR z|F8eJ|Iz--{!jn^qJQcC;s5i0r2YT-0RPwRh5Q5mhgpA>f3^QB`03&Y_^-(i-S1QX zA^G?7|J^^&f7JgU|GVeo?BDl)(D-Wf@8-Yqf1>^9_Y?V7;7{Cte*Z!L6a5eV|Mnkm z|Be5}{;T&-^8?yn&wqda%l?1Z7xJI#AMJm}e&>Ip{i*ts`%ch(yZxvB@A#g_zC>q`w#pt@;|j7=0E)Zxck%o z-~LZ2&(HtQ|J(M{_7DA&{FnP*^q=bg%>R7<|Nk%XYy8jsU+{l+Kh=N#`49R}`;Ywp z>%Vq?)_?#1pZX*G&-)kqKk)zPzvzFE|NsAQ?n~O=>yQ3_b065B`v0HiOL6nV735Ga^9a-r?8xH)wR zikRiuP@N?5pU+8X{=~pxP9t6)oshhz{|!|70WuxE54-;27`uftQcn+);k3Zpt$#dt z1pBPJo}5s={8@zips`yTF(pMM=Nt@Mj+tpY(W*42w`~)D%$q>{m@F}im& zG?sv*#vk#`bzeHAt{{mg`HODe|Ds`nU~()8T}X3OZTWx>17C?pVk4YOGGhZ)KhhrbVaT0M<7J!stWsQQ@I zIl=<)6d-^0HHZ3-yi2MQ(C!aD@!4Bc+Q=;#z*NNj^8w|S41;7N`qY}R8;_zI4;6#a zX9YU&u-V5%FaTb`GyBlod}1jz$%TE;&)1q26IG*!8yeqTqNhhlMSBcP2v>QCrp;zi z4Gf2O82hHz_;c^RnI5^M2IpuIkeEd?N?0E+;vx*eY=|_#W-_Zqz>A|cMb~@<_FG5s z0NfvEQiTm6AbwGeEK*boLw$yac;7n)tCF_eJ_)}Z=sLcJ>?9n*>b$it+*!q+{q+O< zeAZ2xl0`n}EpUr`pA4f$&J(ws=pHJZv&9_ot(AQKN5Suc@5n{g1G?-8?Azq0iP^Eo zy+&QwY3kPXFzZ}WEX0b54J4-ZfVGPe^Yeu)c08zZ6z{*D>Ad#i`zR}=TEkS znP(BNeH-J|Joz+d($qxv>|Zf}dYk83I^0xuQWea_>4&kn${v|s^$pEr29vNb%_7j# zxX*8jCGR#>OYF}|53M9>@aM2Ca;c?QsB(jyCe+rNi{izOzm_HB8&r1`q7N>5STO37 zi#vE9YMX@3wa3DtGW7w>`e`td*J9MYN;g{0mNgg)f)qQU#bz@%$}U%s@e9o` zxzg*R%-hd?W=Fk@K5swgNSIM7h5K$poV$V8hIM4*dFEM0{)^Ny(!XVi9Og-RNyN z6>riCk@IsGG1}YNpbR+n*wYPr3QE3jaF(DRpLJo{dSOMZoC9jcmB$LZGXkClx`$+Zg5%$)t*kQ&h&4t zH0Te@=?Z8*;7yEN;`_9?^){a-;1)?ayvXj(fqxTlDBp>>}kMwMq4z}dG z|4?}AA?D-frBF5#%V4kMdu+bI2ga_NfxFT)l8PZ;0ec71-SePjOM1>!%Xi_ zNQ$qjuld3Wm--bpX!gnr0W?+)HuHU3H}RCA3(X6TsiE%+VN-@h$nEQ&|)9THh*7l#(W zUww~NB(O*5$^)(`Q-#d?CVu}&KCJn>IQAf`XO9A2M*Mwq%A%+|m&(Akul*Zu&VL#- z3Xg_}8PrFn>IbgN4&x_%hv5~)$V6MM2Pm~199Us6gg`E;_x30AjIfO4bGM?FN-BHK z4p5grY@kphNL=e&vqkjDu{}{}NXsRl4hyi$?)xNQC>_k9fDl^>PMYk3ZT;y38>#|< zz+w8}L znypxw#g}}dk;KmxSj$c)2g5osX~}u-k+lSK#eg51Qt}Sj(c-wwD#R$Sj1#rQ=-)Or zP{AWfFtH}r)1z7_H#uh`7u;>!Px6SVIs1r>ug5bZw?E0i| zDUv5ALj&ojzslpUA%TwHmQ=Fc=AErWzCGvP*^Qq}>Wzvn!AJ?Jk5eOOh;&I=@$ZTz zZo&juv&~m@FMw#Weq4S10K_Bft*zREl+W6Tf!UmWCmvF|GUJ@;Ocn{HQ3bVhN^5{x z(&&8H*Na7$7%SUJW7EQyCF{c-1TJh%s9uxV_n;XAg?fX$NnSm90|u(sD0z2l@oLUC zG2zs2*KCA6Ciu2zzv5y<{+DH!h}WfNS!Bjeg8fe)0MM}`F(uyjWjLY%#*Umf1KP!W zfRf%m)L*E64;x&%oiZy;JVqLOrshH6qj@g7$8}WgpH|+x6f=4SV&2!^wHHA^lh<#d z@L#=2cjiw}fXc`PgK(itE~9?7Dp>tn;1DZ`TArGG5{H_`9=dlHZdDEn}cyLFc>a8HX{N3ItW2nj@d{Y z4*1mxk!+8QkDRZ@q7YklVeXXHrDKj+f*sng6m&@dox^C>57ekm|MW2MPQ_H6PRBSV z+;H}Mts|-HwdaQ$)+nPx9&a$g)`o}5ti^dhe09=7<<}rM{)r4~n(_|p0C2)9BZB}I z@c)4%il_q*9Zk-Q%Lw`!tAAnN%%yX<=@0%A5RRi>t&5hrBT@CG=R2CdoMu1WyB32i z$VX`G3&c!=US{q|Yh*>|?PubAOsDVH48o@8 zttU=WQ7%EDJ&yh!DoIgp!-1K-jrPcN&-2>m@$$i@GXaLhisVw@=u`N}Fy{nq}x`KkJP|>h~mD1*{3+4JCfFX>P8^@D{|J>N6Hy^Ac=Gk7s`_Drf@>IoAHJS(mAc*@@=)8@66^^1^8G zFwhPeM(W4sV$jC^3Z#1nHs*Q2ZvcvS3LaX!=dKg;ROUJ$qo{WOsRg+9jo`y%C&4XE z6O*#HP?`zD(`)o$S&|%V>_RRoZ60+TzNx zP|!$ z@ftE7=8M2(171O2Vx#sjOR9}vcGlNvoo~*|{>%np(}d*8;mpUtLjf3B__Dw*WPN+{ zw{rX5=9YUaq7Fs8>56M4tvwWIO1lYAK)Nrt)*rulzN8C?kF-#QTQk5++bp6ldB|rWiiB; zB}PvYAvjAJ?IuP$rtPlj&cOS{CubAHo&$usM@Hd>z4u`P#jAFJ%48qc7`(OFT)Aetbz6M&24Q;FTf07puE#FN)dizFKEX!*ZD; z?L0~c>e01^X%K2^gJPHysYC0g_A7(friLJf(eAGwyz1s=Y|FQvu;qG0^Uov4 zwD0+6R!=FO@Uex^ zMgKeD+hYDFIOGeeTZoD`ZD(wr)bhFVdj$h%*yeRu#l{j^XxEozB5~D|R_8>!XS?Vh z-SU&8UB0K<1e&8>-tnuCjX?ITVnex;qUFw6@Rj4OvE@Q%4&T~ksgajf@Ya6EL9-Hk zNEt>YtIgUO?9dyowU2^r_9JXS1zZYTl%&b+{$D)3v}2WD~K#Nb?hZ zQOB8wV+)3^B9?`xMm`@o%71yp`q{LVfR$&WV!QuUQIY&E{f%`~L#{`%f9qA)9?LNIkcHoT16 z#iTaES!`JrI&iXI&9srD#Dpetq~z!;d1SUOZhj!Yie0F~JOM{-FJ2Vrhs{ms`NWWCV=o3G21x^Ct&*8F)%zz@|p(TQH83rt? zLW&!Nn2l<3O^Zc>-U)srqV=GfpUr7*V2Ih&CbHeMQE?>*bsrh|WO4rnn&0v-Tma8H zhkg{!?(V!KuhmNH*aT4Ochz{t47u0w$R}iL24{!Hhp$dGR0G_)i`naEXXb z4n9R2WJcSF@4X+~5oR)*_YK57kUh91oza8Bf#l~hSk;6IxgIN3X{gyP15t+FPkpX~ zUwXYH!57JJ5+6gskIr}Z#`PoIMBq;=&td<%pT@g1^|LQ%X`ts%CE0p)PT}p_rJ(1( z^_TRq#^;dmP9E7dG>W15gIzaawN?D?>h8D_-s)5QHBTX%!AAy+0eh1=nR+MVNP>h8 zogaQNV(r&$qOJnx@ZX;c8eMQ6@Y@lTcqvX3?L(@%+3FH66Ny;(I7+(dB4}+HdO8;iPwDd2o(V-@UBK`KA$EK$WWmlsp|V|{Qw_Pf8TF+N zwi@D^kzq*m1H-|9Gikz2=*_=2(kr%I&-z>jCxf8C9e8b}e$cT=>~a&q*21iVmjq}3 z#PD?BZbx1l1(t9WB!355=4pC8cikiRyhOw83^=`Q5N`fexlnbqLCgO^%7drqjyG6$ z36VPj>44rbj$WGh#q;h!ji0ipOYBBhVVetg=GsMtZSJ=D+(J~cL;b@WN2~RVfd-?6 zldTZ%b+4`#6}TEVv5Y5Vsh2BF-{S~N2wbm1PI?Q6TwvfZ_M7N{J_rQ8y$elJ)5-MwMRQlOTkrc+QHhQ_euuo%<4n7O(yl;62QaYN# z!nXq!%sDAIfA9RRHg}tF zrjL@sw;^Dvsm5FS$Z#ZA^d6fhsomY}jdf02#pCbE?I9zwWrexWJeb20@O2u3_YcsK zIF|r>W*ASip@drk-P|@{(%?#5IKpb}t}{lqK&Bj}{V+eTU`cem?LP93Rg2kCCN zk)kQ779ag=D`bhA>1oqk4JzVk=kX7RrC(LaEZe>&;X#Cg1*E5Rf-`&XUM5_>;DRW- zwPSE1Y3hGoGsrL-*3=D4oAOXFTj-?2+d;iy8U@Qo2AyU*ZV|)1lt`%%&ffw<_Y7vrrh{bI?7wIAJTXjr!M!3dPu@13FRKkv1kUepmh zf7dD-Nqvugmc)F0{-Bcmb2D(}>JPm{`ZL+Qm;;nZKw7B#J_!6-w&x%cE2Wbw&KFl6 z(n1kDroY*jbC$j=Dt{L6W5x#qLBU&9lMfqZnbk?+wqw+ld-zgkWSqJ5KK{)^CDIFF z-yVZ(C`*ai1${1tGwzb0M_zW)DX5AVZBs9EZA8@yH@r?Nx`x#cUjufG=GrN=mvQf% zZF@*pfxmiHuVg+izB2bSTYFH^y_TA)KN{+gsr1yRHUN_na4zCJD|N2rc~bB1DZ$8! z8XPifO@0P9v1Tz8)I|(7sh7F7jBc~=DR)*+ih-${TU-Xxt>rC9-DYvr6}z-lF4>Z- z5|aaa>8A5ABM6%R=Zi@e6{2!;GY=QMEnBe_DjWq8_x~8NA>(+wZOM7z?fii~z#Drk ze5zS53Yy{x`STl2?9XVup_PymeM9Qn zn^I8_44Wz*9w1d<(kfP!_D1?ixqYaJxus{YA?`G9NZ6__;N^39-KJkC&wl)?N%K8Z zK@om@wsMI)fHe+XcE@a!Ut-TRsqvD=w}eQ2?nx4ISHKlM9An<1y0LpP`pnBtmipJ4 zs*>8k$ONPWjug$wGV|vR=p;NdF7UXM&z6$|Z&duB$U=iz<7x$&14Eu5bYzwCKDXZr zMTKg2bk|E7vV$?#Mbpm9ccc9PuW>-%CaC<;sFaju<{s!>b%yAJOvS75I0^14jCKyT|DAw)5` zRk)qm&4OaKL7C=S2z)gDEo>WEn+)GO0rATm0^Faw` z&1rUtDV0_|m|#C9G-3H3KpexTjf7iyj@1L%GOiR{t4@rV|0oSzK&+JEu7}!jYHz-f zXpb9fS$JXPWg8Ky9jkx#JUpZY?y;1oYdU((wj8bOj~DP4I?2C}o$fI^=H5AWUjBZ< zA-FtVwqbreoB`qIFQr1dOq7+$_-%7%*L;HmX7EcY|svsAo zDf{-P+7PmjyXJz14rhBrD1UZIOhQBu?+#1Km>wWFg!@Cc+C0Qud{Y{{exHIA6fsHE z5S5|^lZJ1&0K`Zt#kJWWbVO$7LjjHcH`~`m%?4nkxrMqtx14X!*= z`cr$X-EHoxA>r?<5~V7`Lm})U8|~jh*U;`e==;Ni@&ZJFJFqaF6HIe4#pLGl%;1iW zRk4nr3eczgGhfS#?UY9{R44L3bbt7d(9En`6)`Kb)t-ldtJjaRe_}on!T6B;zu^sa6JUx)(zoR zl2xBhr8>Tmp%l-u=&lF(Zeq29J*pI0C*km5G;68|h~W>UtHhI_VULJBx2;PN=b#9C zkV*xXkh7Lb!FdcY>YJTGO=w4gpH7B;Y7rGDpgb18c1Flpp=upKKH15*t3J0D(zRAl zTsbEiI_2}FTkN~36EJpIy>aD2+f7|0LC-VPjY4o}$U&=X0l7b~@0CDrAb*wz8jlD$ zmm`_dqxx=aVAlC6M~vmH6L*b;A=!|SPY5kDvAbh+3icO_daX+t*E*k@k3ahm;@mY$ z9?lx~B{plE;5i zlBj91YQa*F+3fwNu6Q`ED;1v;769#Nc7lRXn0gFSnQa>$M#PR%GZ*T2YLk)BiEft+ zD(36IuP1Y`09)qx6y0clMP$g5 zsi1+NHlGKeva*{Kss#B^RIC7|;LIE2Z=@HSwWTDu1&tGLGDTy!%)pthH{wL+7C9FS z!c~eaH|}6#N;m`(3kaTkUL;5N?xT48zziUjSYPywzM*=W?}?}VsM+Y94{EOzsA@;v zliNEe&snJt)l_)W8$(+3r({2*!qCOVDx51o{63>`-Cw8eSy90R{NdM7X^@Ts8h(GD zwNZ4S=Gp*B;VNi*VqKfZ*aI?P3h#G(!{+=4HmrD~Qt7}2a){SCs~tGd+yteRr96cQ z#V)DfMFE1NG1T0cj&N!XpZg0FP|{BBO;I527FSl|#_K91B&=qUJja^{u>uU`-m$L-=aU zfz=H0RFnu9)Hn_FTQ4PkZ?JmmQC@X^{1F}P5C62Q|JSbkT@CsA(t1gpgf!A5Oc_%x z;JH^G& z>4?>|oK;e{vt8JSzujzs(d;Tc9MtGw1V3wb-| zg)wrGb6mxzlLK!Q$FC++`s4+-50l}QenrOI;@Juh6w<$?ThZYC)%zQ{vcN(Ed_n%M z(-d?MIPs8{Zbn$`b1J^)WzG+uHVgW$fF*+A)ROMes35{)q{`01s9dN{-}}#r;B3!B zRW(Siz{hZG#nqw>R@X{QgqA);Vup&uZp%hQpN!P7g~;H@nP1Q<3qJ1#$z-)FOtnV6 zKp14s21M&hnbrhBJdquEXmBH}f;~NkiLbakk^>4L{e2IL8eD62^Ev<-2dX&N;k)HA zM=+J^S9}#y6Y9;1F;3gRIJ7hN=q`<63R-kIga&E!1t==1h%U5OUE>aBIJXO0yd*}z zhEw5FMUf!fWb zAD18CgRZlltj3qQ$3+7Bkp$#UOMGlxC*Vxs#R*mJkkQmd+`fI$AD0x)nc#ke_LC_O zjRAZ)ELfP>T?M%5a$fDQ;S~t zSILiC=BVNtVSi0Z+Y?5jo761MoEU}=kN@I{HIp7iX2Q3XI3}UOO8XaPhOdNi+10T0 zW_?EwMkq|)&JE+dBeT<|rwo3`!7gb5`5++96?K)1J}@1k+~v_vQe+g*c=*Ax zy*r7Vp8q=~D>y>i=hy*BmXF83s&IKjNvsh|UGtkJZT;!48~;+6cr#5f^{= zJI5p?*t72{YbR_Np4GQ+SIx^bG6#T+TR#A=4Sx!Lz?BsB5j?|5PMWRz?RQ%tT!Sr|b!lhA_*M>P6E=kC z4F%r*OIA3d<9y(}8woBZu*3E@VU`j+_|m?E-5;`1qeySE(9KW$9f!R84s^P&iOK^i z)9`rCPm65>5<9B6N9uv`$iFyJAg-h0pS9X_$ilYt3c^5=n`-j%S#%vJ#Qo^6p-QQA z#`})L>9S&#|6kSjr(6zQ)i!~bb=kN2$e$agK3Y;*tJ~%! z`^AyHv@2``0y$@~ay7hE+lRovIaV_y<3})2kumi@ZH!qay0a*V1xP(z%9H*M8JyS(>SH;-mNkbzlaOsYkVqIAq{= zuC|jYb$Ewh>D&0wb~N~}Hto7U*>0>xh#H(vLk9yt%R2r^L1vJbbhPQGLJTpymAm*U zhuVu+XqL93hD$5vuf4pNc9U|zrvNFMW zsUcpo*~2d$6$UYX1}tEhV`_m1 zD6j?Q4>FTS{U5Kumvth5J}{lo!Ff4W6;dEY4K_Ei6^fJuRHxg*59WEg1FAZl#r{a- zUKYi%s17D2()pB&Tps|*yS|%zVmrK~={Z9=&)njppV7`}L8pG{2nIO=)IJ^k2se)A!Py!cCkh}n>S~vjq_*Ft z%Jo9nI{itC42-cMW<*a7B1z?j_DDJZE58d;#uG{dP6v`{*A}I!1SXIo>&Q_xh#pZs7&7f+^W<4MaXs59*Kq zBSP21YV)S{zbcVms$yZB7&yNoT6I>9>dIl;KCA=Pr?k1v4~Gn%`4zaljynEsS-I>! zpI7GNlKuuX=@``SbR_SKDspwGZr;aqzGB*QdcKJ=EqmxrLssfmkn1>IyV?`uEtQUj z=SZ^|VIhJM{6hk^3GSPamNdA8{jb)$Sf7NM`p@)pN&9ba6ZJK{p;_!9Zm zQA1KW%8jQ7r0hz|#Qa`*W$6@seU#VE@QybY+z^IV!?p}v#G&|ikttRyblm0}`0rCv za{?85ga|&2t*9TQPr1f&pQI2AG`w(gW@yDRt1Xw@^dbklvS;m8KmOYvbp&JzOcP5* zA$`-S2N6J0WDh^c05$)W-+&fbmdqZS*S5UJc1nlc`KQO`?VowaIGlWXTJDmtdR+an z*|vZ8pBFFJ5_1$p@1aXyvu>1|MD42apt&Tg6Nr2+)H7*4#vNGBKw~S~a3usT7iutq ztGt8I^RlJt0TX)B=0F1J%pe8W!!KCj#;33z_Hc6#mFal?E;%1VTqRW|uqqFi-C|jq z`b$1~a*~p&4V}{B+bY&`>b3f6Z>PrOzdBynVG*funTv?5bHWis+XyJ8!mWvq~zPF4umj$q%oW!m|>eB$aO zcl8+Zo#2s)_-NGGu~yytJ+wt_>K?hK}6Ut-8;z3<#i*HYurtL z;Y&{;Cxoom{VKd$0wPbK{VNB)VmB`lAd^SXz=atV#y;BpM#f{pOUqB(hXb04T;ZIf z0Z`jEm(TO6cYD5cZPd?}k)GcSW>@!gl@G>ls6;!l zVi`?y6?zCpDkglByD=*e{CDibaLJ0eM%$%mqhpfpW;O_hfW*zUu_{+d%Ps0X_#}w1 zRb*0n#zJ)&1vQwB#fbgm+)y~4GC6;gpn_?HUYbnUN5=KeP{ATi3-NZ1!RGQf7#AI$ z%04dOC(k%oZzY!n{&G^LaCK9&#Cl#Yc(q;zJC>w;hd)AWix0`SDMO$P}=<26X zD9VEG5({Z~$rCabsY^<~tpZ#K-7E6YMSVDj&0(}kg3nYl4J`>XPTnEf9E*41A)^9v zHK5=cxi59h-~V6@A4|$hCXFw0M%+*V)grLoj`6N8rXvs^da^b(#^b+-V83P2K(XT9 z)}HC7%uY(!^#sm_+74DJbCDs8;7=%k>7Q)iiO}si%S-1*Fhbx)!$x5^tkhH$X#ZB? zD*9AFCb=r0cBSeJ>wo?IAglMarUZ{t+o?I2)+ieNe#u}+2nUBay z2Yq!iNr1o9hkcxXDj(`O-~mCjk}alA?GDD`f9v`|=SUpo&xq?Th`3=0cJ;~$W|LjD z1<%-K#+d16SI=|g~9voues@9(#KWmONwxFMT zNGA$Pf`d$KR}x>u(|w#Wwjpgp%^>OME3DqX=nU0gec%@2Gz@4a>*Fw;2@hi1>RuA~ z-YU`MgouvnaGqr5`dX3=6zG#*8)b`yWXuv$jV(d=`#WP1`XO*tO9@h5E*>L(b0V6X zV%Ds>N&t;F!ARKX97RZ!5nzB)6! zFV3|eX@z!y&_MaZH5gO;!uBGZ7SX-T6#o=X+BL)HIs@-I^UaG;gJ$a}$O#pOv8`Aj zU@iTdYRQF?>7$)z?`jhqu+C!7Ze5J^J1s2GwXWgA5eJo7*9UltrSf$vpL>i#2^*}2 zI@RE(Iv2`Sh#bNRTG6Jrtsk{P67pXxB49Vea}zPxZvWS2_UHYuw5iO_ywcWG9C`PO z0~jD4D=rWV9^v8an$&aIJH2rIneX?rs`j`AB-X_?6$y`n^R^ullitn>2BsQxKW$Wm!YF20;pqtD?NtP8}Oq@ zl(YsEc{p>g8@l~=6YYfj3gMzk3h7YYgr{e`!VIAuIbGwB5nkq$d$C8xh(qM~f^&$X zaNIP-1g3I(_vL1~Wez8ts@UD(9>GVUl92*U7tBQe_d|w|!(tiYw})n74nA*(uPXBJ zHcGVwa#saQ5Sp8*2I!Z-ckEU7$6Y7HEAUuRdG~n|+PnssCY1Hl9c$0UjoYKzVLPTh z6d-mt8^d46P|lUy*sBpf*=Q_`!ov1fluT56sCa`UiL z+7k*zV(E|xTL!tRCfPA*=*iMY=jrc)ILivH&5J)|ycGer?O*d#yOs(5NS#4S60D#+ z+Brq|e$ME%W@jEf{Bm;^)p`arE1_nXvJN_bq;_`#tAVaskewZ;Zq3U8NfBbV8v}W! zIR)&^(H(momOMgs&d)ZBp$X zZhuHW6NK~RR`&H3KN^Bm^6!)}`{57tezle{5kHXUoKvqW(5BV;yMd>DPd&W&GVpP0b%gPSF`1Y?7oK-IQ(=_s;XK@2v?DU;8$I2U=bkvD<1{%6Q3RWy z;|sYDhoRnf0#{70;fSMAt9%keugvqS%|@!M&yTGTiLq8?cD&hWUG;8+LJ_J^A&z?2 z-)(6L_p`M+3_@R4DX3eDf4WQX$r7aan;Yu_iRIkCo7#)LR$BYM9aeSwQP0z>rCPK$ zPl5^lMY$C?b5M+@y18Hs>oO?u`Zt{ER;0L(hIe-*aM{24JIv^lnANhEUY?!OQ|}*j z^}y;`8O-hnA=|E9SRu;fe37yDH83$!ffoOr?#)-Gs@SG0nW9?q2uaNF>j+TsXVX$gH0?9M z3nm0pfL5K|l%f{hIY!BAo!z0c2+jr$bOJ^l%hyf}$1|d8Y87)$PC8sLox^uMH!e1c zQ{mq58|_P8p)wPNwKhspVOR*T=2$!dLJcPox;o~*Xf>w$?8f} zLNX#`Gy$b47zM z#)R0ExnVm~#bG(<+{x4 zLdd&7ZWICT>BuE#c45ufQ}$m#j3gNGW!1OggsH>UV%eDP;!zD7sUkN?#NCv|_7mx` z3oqF13rIwEz`i+CF8zX6&P>olSrx!dfut0ff3}YfxV_jh0og{vk^%qj2f6zWYASH= z0fZ@t32vHX7_?V9)OA%x5NilsPNLbXqlK-&8eYSAP2GZ=tcoFI^EjbZI|z~hs}CCx z!aPG1v(0(8WA5=ev-K;1Ame^%n*R9}q!MfsdcUpGV#MNhWr!l0WPsd=!_4kr!?H*? zA11Ro{_Y4cnM)lAH@}1PEB!OVMbsEIa$d0^icKS4wH_IphG4QA`CB*o>}f4|d#bmC z*ly^{_9Eb3w-W6u#llW+wAyQHrlg`5@F)lyfq!}KJv>Yq3pJF60*1o4z-5ETb@4Fw zg~n~@w7)wB%@w?-H#C|PvuOzfEeBaNJk=y9vBgT?p*h9Q=)wo(EgX@x!;@mO`{FrX zi^X^4b!ezgf=wo?rqUfvU$9RpC?&-9-HoA`t@8wo?*n6%86)yp0uLhtL(ETpgF`|2 zH?vhOeMqi@1I_bhF7)HYVgg1@V1$}@%ear8u$TGLcuhQtvV489Gxk)liY7@LQIbRZ zfD`Vf$&QBFK{hVHS2b~|h(}~Bh5WWZ1sFXC>xoxe3D5x}oHAmN$5|KhYb9CbTcOC)~j|OC4!{ddPk^!pV} z!ntj3Wdtcr(f;YtaIz-_QA|s7f<@^}JtJI(;q;Ghy zIN65sHkhc}yay-&kfW=V#D^B|^uWXJ#(Ko6c*RPtG93S_rIFcT}X3VzXT_Pu`_|oOZRo_dT`_>UN z!47}3r{-G-1^|{^8HX4CziF8(?Ho5cMudY9XkPc|pj&0|e)ahzynv&<9H6&y%rHb< z(W;K0S}75N-LxI2kdF*{Z2y%rK)kV1_N;kNwMZn44s>c*`1^H^(DB^Ox7Z))v_P8E zs|}zvime*7iyXt2&Fm)5{AxX?oHGjCaO2`!6K#qi zm805m@16#D$1jO0He0${=mAk-Uw{&cJ4C6XY4tZw=c+zA6&NDpPbj8kG72A_Pa8Cb z5bcgFyDy*lYD;h%U2@F!)Ko$JNYL75TL0?-W z=^(tZ6~9zM4)If}pY7vKzV?=}-?kN;L2!36ax)}p^t!0e{?)U9-l2_!>!~58Xv6do zdurqH<)cNcEDbH614#J+Eq!}~HDZuvx`CgdfcG^TvfyGu6#^tUl@s559;hcw2+f(xT%`IfEN* zNj9MMm??S>0WYK@xd3HChure{00n*Ooq18zpWi)w zx|*^{?`mmKUXE;Wu)R^Yu?n$2+T(O zeiBR4^UGM*9OK~JcC@pbkwsKTLQpGf;rg6zT*E=jCG)Q>d8*ethFLITl|3#u;u)cZ zmG2v4CQbrVh9bD=8iJ!p)W0H!lB69JnU#~r=;_;M`${_9bCNnP?1C7fWg{lt-VF%A zQx)n`Lx#zNYADt%zw5S;3Z;?Sa|bkTRKM9*xeK5>>d&a^gb9H@Kh6#Gie5BC=WJ-{ z&fGt~Ea1$Xm=qk=rqva3N*gE0Z7$lfBK@=1Bqn8U?}SskGBT_Fc3zto-DA4FyjS`Ina9}114x8EurozWvg&g$U zR9E_d3H;*aWBqY(g7+5!)#5oo6CQZgOGOS2tpVPbr?Ebs@<#e94K9o+A>}8%X0Qt` zpI|exJT_+s)CUbTRL)UWn>7MXuo5_-R9uEsUX;JSqe-y{iGWubto~-*J4t-CET>H4 zXe`1NekI{m4mLV@BaY}3BI({Issr+jFh`eZ#apslbEfVcH+2R*Z8wv8A~aHi2X3H$ zk=xrqXpQjMi=ic;-(TTA`32r^Hy!~DOZhE%HYMp_GVS`#3nhwzz5wT2+*N2PWTZX3 zxg|imp#`2=MWWNTP>8d)cn-*ZFX;)UKr?e}e5Kv`um0f!72&Xkd=l~U{goiMgV`eV z>U=bds9ch;26_^?DF!i@HhO)UWMoi&f$;ch{JTSN%`B18g?p1Pxf6JHHad%($P7CR z#-V~lhziihO^ZS`*)FJrb#wEx4lbO4|2b!azT=3ji^TlHO`n$5apB8__*27v@aM}D z56-@zXoxgBl%KgCln!W+kvDXC9V1cvZ`i9p)86I{li8=UvhEZDQG`0EP6Nvj3p}NQ zT!T60C_yN%OZ8~#-%DS-TpbgiG6_}LkM4h#or9{iF}9e2<#qm-ET=q-kRpT&i6g5e0 zSFPP&w>jYTgU%}*H5}aRDq3%PGh3@9UQa1LicQeZ3q60cR9@_xqWO9t)-pz(42Pad z_0vuKN*Hk}xk_k8Q9zVxsAW}o&He5y^V6NcMlt^qi!#2s3aIxRrMoM`QPSyou)k-K zZ-eV!Y1ulZe}ov&O$KD_9|!t%WjVoDfC1F#(^|gjdUZ-&G6WY_;3jwtr5-8wygm@>_${;KEJUo25`#170=dT;_z(Q zI+aQAfRG}cI;7CWn1M_r`)KmCoS1ZbkS?rv<~$7=pF@{zTjbNFCk!NvNB<`H<$>*Y32ELgkg zl4_eEuR?I7m5RFIR!7{;qpfgkjHZ5@iBxuR7v3u`%|fQqgN*z8U#FisJ#;L{B7iqB zfWFp10x0LPm^pijEux1IC92iCU!7&)h6@qjZd?aw38Us6N5~E|Lbc6z)Mui;h6%>8 z9l!{WQbMJ%uZca3^vO)h#MG^zMPbpG9RkhsJCJE-Z879B+o zLB<_|R_Pr_ZDP_s!9;bG0ZtNNEr^yM!^U{2^nwZ zNQPPKVQ|7`YN&(;qCL zRP0F^MUNnd$oVQcNRmQ|r?gZF(aKmu6gTJ%NCU)#61kV-^LY{gQZ(wQEZrx-^6v|* z+$7!R^tONg!yx}0>-mZ=2iMI>Rgln&_lPA82d)_1ZbHU|;}6Wvi^@)A_oI)`6B#?) zXv1!(Yj$~ZKv$4`d?&%)OLpQEvwV-E!5%AX5|@#e;1fZ3)q(|Q9y3D7)^FZuGwX58 z1rGQu)m!PEy^e-wJb2YB)MXcz&7Z^Fz0n2PQO-7Ty>&Uhmsz8Hrq>nf?TnTpa7q8A zeN&TSbd?$)(y1-nA#17=JJykmxIH*{rUuZl)l+7j<$7 zXNPOPy!3kQ8)vA621OxkNtPm4j;2(k`|=e@{i%t5y4{+;E&CDBJ6bNJljgy4aI)KRl$LyvP`SNY+xU+y!+>By?lR``$+7#3( z@S{~V)q83;_VNTKi+8F$+<-x_D12$@(PgTm9qziS)l2;!J-cvQO+dgSSfK&a{!2rCd z%BZvHR)H+cK^5JEmmbG?Io^6&4uA+VVD1RtPGmWEiJlc|Os?ofJUCI$*2bB-21dOfJK=4gS zsqs+;E-dz}8M*632j11y9v$jo%h@zidFK#zU>)RR9vT|d702jFP6mXV(LIZC664>m zL9af!`Y~KiwEJB#X zJ#Q_dG&&9hfzqPOw_7_w2WE*?esGIBVNUO{QIe;#k{9Ea{bTLV5^v+DDiJU=E6Xq5 zk1_(h|DM@GH@y`>P4nx%J+rqX296PRFm3br)Le~T7uGup8B*zYEB!x`GsFpHXF3;dO zGvTY^a`WbnNhFihSb$@IBoSQe2qT(S+vwnK!U#M7OF4+fiFi0fv>zsXowrQtuG}I1 zLAb<>8r{2*h0a@tGI3LX*`WGr#DaVod4JZE;CYKf6pZV%h^;*teMHa_jwr$`bbK1j7tpQPE1x~nY(7cIoXdW$cH&uhtS;bAuB z{UWj?dl#+YPbtR>rVfS2Bb!MnsB0S|_E69!Mn~MjupfXW(XkKj$MEaf>d_`6RpPnP zdhm3y7(C*g_N@d1#30<%d^83~AHgdY%A0OdA3@bOqu4f3yRsPV$YJDBLl}1UEvBVw zUiA&w@AUS#LKDH4;!!|X zu_OImNOU+_Lp&it`IF<83?&$V)%T4YCGIs85+0$wM(Ym9FQ%G&?hV(O$Y=y|UzojI zPg-`zmk9cuRI5R4x;}ZB@*rc@-lb^PloC8Uo%q4w!ZB+ze)Vosx%H;9$k8?0N=41? z{Q7Ctp~bmn75I2OKr+&lGi$1;&yqxoT=vz+(emed-hh#gABs+YUpp*w*3U~)m=3vG z=rumHh{nAxB4+N$-UB`I|N3|N zz_Z3ZyxjtZ?%~akHd>^?cVtk8 zr}UMTZjFt6i@h`V%whmY7sA>6yNyT>sT)#0K8wum?cOU#$m&BwHHxYas!fplYCbn? z-4zC z`@PLX+gC4J9xl$BV`Y7FnW(C$A0}!LEW4OHyW8@%{qanl}UqM}Ojll=7X*G_=<5$mWrc|QzYdGz#3`QJgQ(m-ek z!cXpwD^-i0P+y)WuanMsk+=i@`5F!dG$c1E%U61~dEV22t{pm;@@{g$VnU}PE-MtA5NdSD5ig%y)$vQ>dmyKvmgSA4MJ>rvc(#Ox#0Yc1@h zBI$K@oPvp~m_}*T?5}d-HDFJh!RCJo(rqT$#e!>&5yNu>-&bS%PT5;Nh^p|-2olmK84}_f7P^_gM(T?qG-=O|a|$(S|rV#d06mJd0wA7r8av3L#B$!-;gO z_e+-9bpzDk95r$xd*iZo^;_ zdELme=r)-a)vcv;J+)!-XJ*Q*>eAa2@$(Yb)T_EPpI@!{{T>c6fNN_Oh*;+-F=gPu zUm{PLYeASU#Hk-yK(>N^2@y2}G30y*0`}_%z}B}uAt^c()<%|nzF_W1LXTyPEOH~K z)kLe-&BnP|_P&F)I|z=A((~$+wUl)Pu?r4Pw|rB3a6f#~K7>>$LQy;)I0;Pv?(m0b z*R62EE(RchBr}KLDor#P$hlxTojn50x5soT zOeK4E&cOk>mzxYm+HbN>=TN3{BEPj!{L?{qTn~ES)}TYJFBg$p_3SN3tN)XJPb|h@ z5${gm+H!1q8`QAmnZHTZMj^8=#+S5+wo#nkCmwO z7DWUSu3d-3Lqa=;xOQ&Y8IS+OVDh^*;nPW=MDt|cdW=zp93-TQe14p{k)etaM5AX{ zN2mDDjg+_b2rV(|QbrXEr9yx^YQ#Hxdc6j;8!9`P;TzQ*?sHR~yk~u7MGxB0o@fC&P7(#Vy>(rdkdq=kFM?gphBejBDL>?UMA^b{& zvI`8wx~^u3eC!iDFc+#{s~Lga!l2#p3kk_LzTN0Tja)9XqC>maZsJGmdbzjuBk$%K zzWB8_X36>{PtutNk86)q8VEcx90PowzA1@DEaW(P5lJwuF}RT}$#eb4t&!n72{Nqp z4>ml5NG-)iCAfX+be&9An)E@jG#Y58qCCa?;kTAn6vYq}X_Sayntpx75h8OdJ4a#J zQMTIjWIQJ)j9t7MWhep1i*@9_`q?ny>h2n6R_sB` z`8fj@gBhl)HS*12dr-f~aGjxwf2iwfQUZi@RDVeruY?KFZ9oCIFNs@pu@c3{#Z+!O zb7#AivaIEdhHchGv=H|oH~G8L)UHuxC1n+~ny{z8wm%Y7~94h4q>r6KW*Eg$9Q{UY`C zPQS&YM2LMLt12y1Q1lxGfki0SRKub9v3Yjk;e-6}6mM(OEU;G4$kPN_R^RW(KLXQ3 z*9|e$d{y@$sXf62K#(tOtL^50vuHZTmNA!Xqr$I^;#hMDhO+G624pV+)^z6GV$4%8 z?D{e9Vo5IBnb0#38l?UX*o3X|*5$N7wNF-8iMeT(K-dRO00T0YC~EgHpDn<#!abq{ z9MtRhL-bz0H;&DR4=>#Nb_j)am&MWL7rA~d5GnLfwLF+`8hkS-e?hzI8W^?Pj-k%B z60NiRCToIj)HyOSkCz5Z6o zhH}Bs@J>=c7=N^stQj06nqx zNcsYPPfSH4dRDr18r#^$ZpS?BfTtRk*=D_UG#sw5WDNcYYL=4!EF$wcf(1i68}Lv_e*F4< zUAMu-E9U8QD9|_r`vlAJ!Bi{dSIc_U2s*u%=A$UfpfKA=@nr7=jk=2fXV1o8R%Gl$ zWl4O34Qcd9hV_98DOINxQ0e9ld4_ZbdMaHdW3a z%=H?6CzB;#JQTmtosuL$aG9Yz^;Kx>gvcq&y2K#H{?iR0nEC2I?5Ee*P><#~!`lP+ zJZClC)PETVNX$UqC*DJ`K-3?oNY&d(%2*=ZtAcRX;7XH+11KG^PG?-clCQ6*(E*#* zj6D3aqpxn&Q-`Fsikn(F7w76}3NmAqIL6mJ*5PJ`r?%Zv1nt(}hIUP+yCgyqs)p7# zY`&XdYK(B=lF`V^`k`;4iFDI}ZMq_*JYhuQ4i@w*o{}C2s~h-@bsurj6OhM$sIABf zO=;>!7}TQN;p2@X3ndZX;ExflV?f2_Qz^LDvVP5*gcidAk;FjOw$RE>5b(i5-91AT zi5}NJqy!gN^ni_9;&&}UZly?kil7P*fzo_bn|^;0{PM!$W#YjDyE{;4acY& zK#d(&Q*|}VN*}FWOAnkTn{R}=xP-@T_lp7e5-(jPW!o8AHjg~rQ{ zDV;I?k$6jA|H*{Hqq3AXP~?}S7;T;^w+e&k+mb+BdZV{xNpS=o=ynWxq2XJVO$*$* zMu$Xs(Ew#phsiDLH~0KzIoqoaF=uj;N#Scc_~N|ax(LmoWevV5+uRqkOGy;beaHzK zw3y+KL;2XZ((DStfWSAyYEHO{zt$?sa17rnFz#tE&+Zh+p^B}NejYO{mz&E7e%^_k z=!FJ<8F*-sR57E5Y33^q&F0{9F#lD45;*~l%)i*#o#&MmPQK0j0aJs5-0D~)6d+;_ z44FSL(G|=Cp2>ar(Zz>>q>p8XONxpBDEg3;D<2`fEE>9%n-kq1t;w(K591SC_b*56 z^a6VR^6Rhd5odOQyT#Vvdr_rxI8LtBKn&x?|Qd^=LLvK>3<0-@%jh<#ZKri&)32T*4jb>)8lx zniy^)Z4a`c^_gNvo}_^fk&qO--9&$2iiLtLD|LZg+O*j$0`p`S` za+X6Y3Q3Kn8!)(B*cwfmMA=L{n?nPlDdzPv+Ovn{f4h=SA^?sg_@^iCduGG~_%`a# z2NHB%6zUI0f9T&c{MTmlh}n`oF;9d$JpsDfONq-bX%`mlMbNz0rL`av5z)C_6UwOC z`S{n(S$nBXI&MfzPs%jYxDB$CG(I}gGsesuJBT<2VFxGhK!RAg*T3QhY>FrI>MD@8 zbArw@LryGlOvCOfT`c9kY98D#d3oztn(e-KMUe0yXT3TQ3E%7ah3))`6sO-UyBVFUf>XNWit9Ucgp|egelqV)s6T#TjEp_o5Y@w=P zU5Tu)wb+Kwq4}f?-1m)Dif_0~!0!N!9#8j=pqS%~h0=H&8O~bbZ*OMQ=NgCpSSS5u zcZ3!KvkdC$X&fxqHx&?F`A?9J*;L(Un&11-^!5)9yJnTb$#nIBJ@C*Rh7xhUR#b3x z;vj23r3@>RHgY5N%6-%pJyLNKw$YFpUBEsdScK}oMG$QnOX@9Xj0$bJ<_|_SO)+t@ zFSQMU+zr+~@f@9%3qv6&nC_64%hJnU$72Ba3em~tUV2>fIC0UV#-8(Kj}0(;mfymP z=j>+Dk66(AFB6+sK|ku=vG^#kQwUV+)i;gkp0L(1aJ$M&jKAR*8tJMzIpInCIIET; z_3JL2|CJ%K2+if*1eWQNAAJ(DxyQ(7EvszO6?4$5G8M@IE!(E1Q1WBF+mD2GT_XuWU^TRw8mYsq?v z2Njd^bDkJ?%a!JAN8T(~5SU{k6}zX_%rey}o?2@#2lsZSk;Zzgx`OJM1`ujw1U4Aa zqslsC6QKttON>a3WR|WrD2MQ*MjZ8U55<{y=vt(i3A>xc5z=3{B@3Lx#(k;NB<8rD=~6tv`!AB==7!N* zHA*&2HYw^?Nbz9RG5wL{OZP_6v&R}l$q7G}mMoVu{G8o>s^@}x7Hu5Yv+?lxz{=Y( zJ`Fu680UzIOmx6la@=8aD7R$-U9KPuLLEF{qpSq7K?T)dU6kS1IzN400Ppkvf_m!W zxhNL%XIRv_dIgUTERn3M+YF@w8A{g)303732XxevtVeN zV&ynpZAdH~b?&Ov_v*4tMW%Ll%aa(h#d+_mBj={Oj~Jo$#(vLl1r4a%L#5`b17E4l?z23HyK%4v{$GI=lkjGzmk&+}+K}DT`yy zWZG9B^25A2!8cer;RLlV4t^^!${YIg;+5HsfzW#mKC75o?=Fg-i>JI!sD&CFcyRzG z@rLB{JQ7L)Gm4R>&>7<^pKiAr+`-$hn?x*^j+V6ntJL)ni4x#9o)u zE^vfFyKqW9w2y2*Rr_qg6@b!^HYMo7=X+>&9WjX>i+}_1-n6ja%>uNGAv;6A`GBl$eN-bjs0AJ*ra_@#VJa{bu7xmZpbezxri|7e0i<)N=9 z3CD7yFWvHPNQE_w`d&;)YiDba1SA_;0jWEa6#m4(Hx>gB&&Pzk94yE^@g%Nwh6|pb zB&+;Brs>iTCfZ(_d03ot$oZE~(_z|tcz=X_Pm=$nA(n}AcI$!}|--v|^fuf*RL6h(TbpTilG zXA-T<+2d59maHI6doHh+d8REC9F(eYs_uU6gg&CuU&UHWR;V|_@0VDiZUr91;zD7+ z^b7Pj8_mxW3c}+iLz6Y|JJ-8*0_LtZzE%E}P5*QtUB`70F*RrYb|i>23fQ*Fcq=jC zh_)f2g7f|y;+L>%JX4`Ap?UT-y+9uTAoxL zXJlQjIE~*k@35!siqI0lv)Wk#`M1tNr*8#pOGt42#DW@CM+(DTTXofcPj7XGJO6%Z zbrpPV9v^<6KzzhJtx4h0)u5>a`_)}_X(7Xi&k9VmkO%ZMXAkqj@ z&`~nPW(ExK9SQ+;)d)W825;n#SubkZ>L>4j*bv?y=`*OSXoXZF1 zmni<>H&*@z@odF6jX`>Ld27Ln&BNR|Xk{fS-xh~9Nt)C@1g}+dzMH5dKvQJAuac#u zh3c*JzE8f1SlT$Y=FkWflMtxN7r&+f%!{I|aM(olU`VKTTF|J%@P?0$r^!fCWUnqg%YX#7+$mkGUT_rx@|<#I3iPO)tczBIR}bC*PW0S(kUV5$R3I6v`9z1j6jOU&0wte*@X%`r+|J zeSX<{B?zLdr9AL+^3Vm@x6X0WXBb!LvwQZKls8H4xPlmO5RPzU^uaecveOm4nU(vEhx@{Mvc;H|Kp#UBG zpP*nfo*V5Hn%{m>5<5p(*e*gRN0-)>xpDvU&2Y*nuJ@w4hOHr{I>vWVAuV)A3 zA&zywpAp~Vv>Hpmlnqx`?Tt4uJoK11W{D~={Z(L1=;!YnH@7X}lyWPal~`={Y=2d9 z!&Vl$hmy?KTY;Av5mB$5j|ZnMh2|k|T07BXX7=1bWGNQ|F*CZB*6za?(OFN{T>8 zs(b)+1Qa*%&TR08sCF8)^RdYEDdKPvz@yYsd6#W8EE<_drzy;cK55P$Qj^lU5pbbn zT%$SA9(||_xHf?=dRgzq7D3ea=>zbx=rr9RhP=qx?&2v6M7eU_A^5+qlUFA$QnL{9 zql^W2ikpx$%Oh~LkJvGO@iplkRQs1jdC?Ic9#10`F*waB;xwIgb!v!s-{pOg^3}{N z+K;?SKE?LC8Uwt78W$`fos2!lK|??MVe`9A(sQ={cJJCteXW8Mdva%Er?otnmD6DS z&TZkZ!wGO-f7K5#(!In;G>^7cw*89Doc=>_9hA>+Ex*kKnb41D6Ev9MX>`kUh=S$a zm1;_Qf@%(BnQ~x~2@(j(Y&5_t8W1mczufTD7_Bai^qmb`zg(l;=kvoE5s_EqM?Mwt z$S{;%;g4}00g1FBZ8P=Lr$aPN%t>Zb{26y-^5yuIs$hBgJB$w*RtZaI1WKs;#Wk8i zS`o#wjyO-nu1(Yj8J}?mEfk@VR9R?L4j4`TzL&TK`v1 z0+A>fay-w##!1!AqjvVgymoL8g$8a+GxfN*mnnhxr5j%6;^=X7bz{t=p~8}Yw*=Fc zjP(!Tl2=Sqjk3)VZJ3k3jM{GInt4+hzW)tJtA0h>)G8E0!3L`3_Cl3%Rx7rtl@q9k z^g7c3zzJeU2pE@(<;UpqPjuo!&*|C_4IfPd$rrm@OZ#8MO(rlXil2->M)#WJk!h$q z{`3Pd&B*XgVz;CRPU{}bAKUBGc3R#w^RbI8uFAi`rfPa|OZh(|%LP#-EC&5J9OkU# znr9;AyyK&G$65_QDuF=7#F21pZz&NaDy^p}%mOj9cdd9bbO72*Fo`q*kXwC!+Blf% ztOtt=rMN)P-QcjoI0 zH`7c>b4N{ybo1a9=oxuE&Ku)Svm%cgz$51Ng~DV7`7{-2x{;;bsDMd+I{sM^Jz{*A zLoqBb0PTAht|9j@liFs?Xh(PNo#?#D!Wz9{eiH{8>~hNXoN*ZvKz+eHSU;e}a^T`m z8;Emk7;fW5;IW-S95Wx`_>O4j6YuP%v`mPOZ;B#@NQxR=tbs9Hx{w~?J}}aJy?*s< zpIJU1E-qe|iANHUY?lM?})gm^48WL06>7sY~k zpyy=_Y*9*dyUek3YbM^V79@MlOdz)?5~^8FpCm+*c>FdfLd4vrm#)CSL}tD1$X~a8 zjjtWb!XOKzh(W|?v($)gG6dD83MJ&QjoJ4S16>8gzw-`GM-Xx8k%xR$41rVbDO{xe zb8?_i5{;C3)s4a4u_+nW=0V*h>ozdF>Zl({axLH^~vc=?XO? zBPkV*7<-M1MkBZloCxy!-1=<6a@98c3Iu8z?Ru!)1SI`+T$d(^=0fqUG4-b2b;MFb zX2tori4989Q1}m>>^`~cBF>T$pM_+UC^4~J$F2+#^l;2Z_}+dFNm^p;dmq=)LvF8(KUJBn=pBqd$M}sT1sPc$VXQnBx8N7HQ3dFoNASXJ*J7$Z$B6 znIl$CX>QpGJ-Y=Vmo_Z#@*C06s5bPHzO>|BhE}WFpfJ6|6pNP}fXY7W#Z2S{!S;Vi zXv0{F!dq50M2Ek4_h!y2ms-RNBAS+%aVD^*V@tH_XY3lDh<#L;Y*=$o+5>uC{GD73fKv@UqEUcIp# za|Ib9C)QcEW670v&-0aUKP5)$RW(&Hs!=~s=+g_p~ zoA&Q7v4THlZd-Lw{#GDSn|!9Rv1_7s!C~#_ZK7>D)pQdp%zp2j5m3pdU+0w3JWbyq zOAe+m4$~i|Ayp`_hJUZLdho<&-nJQ#OiZAPcB))zyVD^!&V@@wSabejQS`}mJg*wO zLwWo_LmRPey!{3uA4Wu|a`9);7Dm3z8iia0z%V^~ayiJd%ru56cL(=-BczSHSQ6>!;|TRP)ZeBSN8JD2Q; zE!q$^C_E*jG$vil8ZBK;U(#CCq}IzBhRCo5+q=M?CCf=`pSo}e`<0*gCo zj%c|gCv8Dcn!eI^VPUGQsbdG#3Y=ejWstQGeq3_!l+E5-8X(c}m7QM|S-Q1kQw<=-{9WJqIRMKLgreuQmhzK)Q<(*3=P7O?W zwH$P@Y1cnAeJ(~`a={_bso3QYVP61WgT!kJYt@uK++M&deF&maDL;^C&$y1&1N@-} z;&I;Eq)!~DjQLT8%T-;ZeLxB;)6>^(qLH^nZk+%n%cfEx-Rjz@_LC%TQ@|!ci#^fI zYF6R0q62u zK!*-DR#7N0DQdAP9|?&h6LtHa4gz@Wkeu5?L$&eT`1<_l{}c2-eKvsF9)Z;&qm zI3X6OEVf+eOD=iZhZ*}R37)LIs?e5Mbz96gb0QECZQLeDZEkQrRkG+wqnJ5}9`>UX z6NgHjG7qg2w1$#sf%CQw5aa#fdn&(1V|Riy2(N{uPvOB)Nnb_tEr;T8eUBL%RKx}! zV(J~DQx%LTLWW=fO=eRLUOnR^TnECByt^8680XH!Q@irScN1q2P4M$z96V3KqPEE& zf;%)ybUkGG9jRnfWF<6_ORfrHSG|+7pjQ+#f^0UsEIKYtQD6R-S+GOUk?PTqYfo z%W^p;@FD9;Y}r{2yv$(X#^4(>2AC-jQb`JaJm^1}Jrg(?(X=cjlnhw^YI5!T$`11x zFiu;u8oBKY6%_Rb9ZYpaI^)-LU}WqU8Njn*xbY}vWjX+#W14?>u?RN`EpYzk*MAPB zidKDsEq_}nP(K}2Q!?1lFx^RzXF!s)G#QFR3`fHM_Ic`??x6Rq6x`0&mm1v-FCqot zT6>@~^8GM=5N24v&xd5uu^Q%3gK^)Kfohui8dbo(HM%bwgL2R_!JD>~^P2B_+zXea}>3 z`eZeev%Z)v^ih`o2I$<(J9P~X^mfsL%*)Dsw;scl(0pzMZV+=T9s46ol6b|R+67u? zTnQ{SXY;Rci_S2OEJgZU)zZc6ET_ll6qg0CH|l9cCvI=+D$`Ix@ajMqB@!vl*;XUT zdD|N)j~KYA^Qv%4fd^HoUk2sLhkMS(0{=sYIbbU!bq+6)S>4WRiTg<|PlPuSbZ(=m zm654 zTv9;c;FAc1_&W} z6yL|ySH;M|GM;2B&HQVHE0*GgH%V~!3)o=Zdq3tI@wQlCbK1z5n5aw0rVQT(@~D&l z?hbog2ME!{0zp9@wGLukcYuV@cLB@v4!ztK-sRNf~w@XJ~zNs6d41jHiOB;_s^q{6Jo1xRox#KN)#XjB zT#IV_!^%NHudL79{v!3PL^1+cZGT{=pYYd5Oup8*$I*OI~ zA?))VHQdPOP@%~%RyMJ(13F)Ri^>Gv%L|gtBiB^y)pW_1G z>I0$sqo;vSn7Tv|!bKZdsDF14Ngmz6$2IZ z{sM?V;+2zq2uu`3iwIg}VFh~wn$4M~Hhi3;5u}zFx0^A^9BDrz40O&iQt#CBDCpSG ztqHI4h*{-4@}jU|OL>$2w;kgjT*w8U&+j!KmCc#H6EJnUzMSVGt*ifr?fU#kL|+Io zy$Vp7xJ{qk-v&D_^g5k)qmCPD@nh!x4P zSsFPkkF{;l{)99bq0Op@NYXCbQ9<5BAWXi0WVoHwPdH^`K84|#w0}gj%DaW+icZ4z zBM|7}X@k@ebFzfwEL=E7C12NVy`rSjJzq7m9{B#jkPP-V(x0KYIA5U2m=u`3F1=9s znnYoS$ln~W)A;~2JDm~@-z2U&-uBL&0(6M7vmeT|i z>IF&T_f*Y4$0&$Zd1DqfEqB4G?@55bEP^;icY8l6Y!;rDpN;;PBc-0LA~#}e$?9L~ zl4L3_A8~va6_cs2_0E?nM;x<+K+X|7%xA2$93oz3loO_(asQBV4;XoyQh~`koxJea8x!+wQp{A?dz7nS;k4_{erF7<@x{ zg~$IO%-Tl$9ItB#q%p44ln8pq(fu?g;G8-J^x&RFw6KlVj;C-$#0SpmIw(B}{;T@s zy_!n0tf)!M$4&c4(nzMdqOEUpb8c?|o;GTR^~B!Y!c6tYK78sT0Q-Ei)48h_j>A!o zv%4whTpx8i3@?G(fx$0EQ7~Ts)bx5f2Yc-Cb+1Z6}f>f;&lfEAZ!$r8M9wy-UTAyJu&H59p`at+NqvKhmX2G z0HeX2ahlcIR03dVrW8M4tqDXpuo!_ukWj6t1R-o`4^yN$e|_Sb??!Xt$0o4SYi9p( z)48K7pg*Xc<(JAhBfP@k5s`$rfG+nhZYpp}$8VE8AmtZ(Q5(j0fv@^9gW4DPora9x z_vt^QXGOb9|B|}uPPbus*dL5;-F%d78{@a0N~iIYNkW|-eP7C~nguIUm-EibHLL|E zgY%+HsmQ|NtrTe%$&bjeD8gEjy(#p|2WaR8L44}X+-QodOFz5CqC~?v1cAc$0HXrG z0`EwomUj^?8{DKL195 z9*`WtJjlzyJEuQ+`&J2qf?iQ^nM4fZ>U}K$cGqoy7n;A#dYA zueH988~2nuNvd)T3uA2lYcQ~%g*?4Sm2#7hglG^5d$q=?5ezwmwW zMh`2rZOdLXO<$b9C6qT_G+EUjd_3D_0T816Ww@dJ5z~py-S)s|rBxjR1@mWU9bO*X zH+b=<4|);wo&rWM9=iIbOSRU_&Pz%LW!vMQ@-)z0^E!}|EB^`{{Ww1+_A%^Fnr19p zRmzhGIH9l@@tX@Pf`*i#h;aT)kPPR(0)`yItWZpFr znwBXqS&d&f*<1T!aKnK%S&8{a()ffj+E$jFt_z3!h26B&0GqI>Y()H}QRWMBA#xxp z&JT;YFvweIq(p~LPL4y6tSqSyZS-68@h@W(ZUS@X_@@J8L)EO^Tw>01>vhMLVE;KC z^HQubsu#%nJVSC!R^Hm02EEp?u$g4ev>F~6G`xJw>sgdl^$pU!Zg)NqRXsV7;5W~* z>aK;5x3=6N{0c}%O@t8m)a@9gu&{R(HPC}H(I5R9Pp^`DZ!rjEXu z_s8R&HP}>&lu3JnTKC)IwN8FwSh9X-n-p9%utXw3^YUx&dmw`0o5BF8d!E=L1rDq5 zOj+WrIC%f3;xEb7*QtVZBpLn^{97C_zGt_R-VV+tqjrhH0Y7yrNchu1y>u;t*WP9p z73s>EAJUb|eA!bRan{rY)DGIX=2@I46(*(2tLM^-)?D-P9`}2@$*2O&pRcTrHIh|E zn|el+2Jf25{k@)vV>$lU*3mB@{M!uuWNZ5~<)2OiVRs|_y7@+j1*dbhbk#RVdjGK3 zKg&Qskk|d()#J+KZ{B|MEV-;$6y_2)C}>b9o&73U+S)l=WWgWdB(yELTPQvjEsK4{_~JsnEo(tAmq-5O^aA zANhX(tET@-@Ha z{y`559dV;X!U4499Z{`(qNa5fjgUj{yu3L%{8-NcYU#yIOQ4sM@$STK0H+0QSPOO) zBF=!kkDZd|%9tWJInS4E?Yj#o*P>$`bTTR`*!4T6{?+iWJ8K-daDgzqdz_|eV*Yd* z^{Kc<63z_v-8GJrd=EggVv2=rGlEiANFq*LR3nNVIU`A3wtd! zjU<;q;Ggot&NXvaQ0UQnOmeV?h?VP+#(vn>8JY${rELy?nu?9bFhVSah~#9XBMXA% z&5v}L*^cO@*L>k^1#SwO_V^Ms0NYX08fZV;p_MC%bMWuu*M6)Y1O*leIXVW+if zsb$~S3TmNy^@((aI)Of#>Qj)pdLb4C4xBvuepTu&7_dsS8+)LY>-O4AzG~QFV<-Al zC1dESncW*af3P7zaf3cO;4V|M^CCzgme!(*ORTNhcX~FY4G^#P&J?x1^>%xaVpAjP z@$U2!nXt>5i&Dq>_hP1-Orh&23T_jvX<+OOZqa&%&%@I+YHpIrWes=>`n}$zX6KJA)xj? z5{}hHLNaAf)T^{&8P|@Ak7QUDZ?yzJikc1yMWn7j*ag-4ZJbVh#F=Fk%T+T(gb-BcI$fMSnZb zOTOM%Yj_FYS~-5+!^9(wfX$3+3DE14!yWj8szIi+C^iIj)a&##97I9X2D<}`VmD?; zZGNC$)-y%k@lt7`AT zt$qB5W<@qVsuMiof+3Z6CwFb|j7-jf`o7{pQ94nU^;%{!sU#$iLM3dp$T2>T^p}jf z*(!hGAekK(yEjtH;~z_=H@XCV#j};1bGZpc^DQK*AbBp{dWDr!W8Yx3eOrG<9(CWL zzhG+SoLMqLgmnh@qxJ7QGT<&VsEdD32O?%&Gob6LdkL7paE8Y10AP7g`Qhet7GqFS zzVa`pOP~A1$`9%94nC2rBF~zt;UWlrc)qNbLNPfu;*rb4(VLul4!YCnB-+ceX}L#t zEY2YDxkzvGHK&{Tfbe{M&KV5FVc4SVKqWJfBi;xga%QQpD1*>Cfg5gV*ij9_Vu#P> zM}HI^aZMdNqNf~Jvyb&M^GgoF-Dh55QC*42-|1U_b%IlePDS656il2*Cw0U&w1!nJ zSQK>v_6xFC8xt8HkObmp=RurcZLB&$=8wa%@)%0&>S)1Vi%prcrW#FQq7Ouhkg-yc zNDJ?sP7uCy_3^1EhbaR;(N$Nnk%E^3A>rGl-JuSC`(ibQWwHK*TUR>f(gVI z7V^y|^Rjp{w6zG-PHEfuSjHXICZEDuT$c&TMf2o|D~L7u{6Seo>m5= za#kfF!UkQU7Xp_OVXaJ@39JOvZ$ zuw|gu79s}Tb7|3okpB@Yp~*0WxqDR%r|C3>CZ%~k9=ZWH8=);qS3!A*SO3y;9{yib zgq^1xyl6pG(pGMGQbk$0iFD9WWhizaoNde4#d2+2FPxJDk%XwvJqkGB7`T^h#{x-6 zo^7fy4DJCFOxxOEgFGcRxL0#QN)#b`^Udu7YxQ!$_}WOpq`XxGo^B7z8Zlhc&10P@ zS@f5N%49pPhO3(*{Eo$=Db>`GpMU4DS?Y>mx@&BH(DF(kKKMQ6XHT}I5j49FD`rSS zTL0?wg^Qok;p#j)6JH+Of$NiNhwo4dT;j}?G(4@&-`Y?jY8{H@_i27mT2lN8xLCs7 zrkY7Zu*G=~O{}yG{NIY(6lyQ1D3m)J-ceN@0_7rB_GK|n`k!&$buE5fUI9EeZcsBd z3cCVYb%602;-tYHNsxmX-y2Ctojd3Ft!qEW)@{<`Q*dhT}%%u{6~`Nh~745FC? zf1Zd`Ke)_;%cK?dKk+q~%Za1>w|=he#8j5Aj~|3Peb)_f@e#?j8iJ*i|BFMgYD*@6 z-z|KayKNwE(>v#&WCj71h;oFxshrcLqax-5H=L_qJo+6CEefYXT4@b0>(^%}Z9UyytCd=XSl+u2UZHyM|(1-Co*5KkNZ|-DCLKH10IE zd-b7}DG`+g11aT7kmJ2(<6fqI%0gXQMJr*+oev2Lv)lXSUMEyX$0lkJf$Zyx8fX>C z7oXa12(=^}wT0tS7PT#vr>e+)(+cOcZQ8P-?w#mW=H8>A;MuU_fXUrNI%I(c(g4?O zXb}vf8`nrzn(OKA0zxVPTcezxj;xrr6de7!M@g_HLg%4j9DWRV78GJR@Gu}}+hgfy z?~|5g8gI5GX%>(=&B53mK;J!nekIt{SD(df>uGIOU%Df~D0I_m>~%T(4dM6ai!M8} z;xyPVtWnvdu2X`;QQ9o0xBt?@TW(*^w}qIK>2bUOBCrC-&g8*Rc4IpQjPCR&MfwPC zxeFRNhjL++!1RTrjU#^Ua~V9;hiYiX#q_Xlv*Wf-Bew-y*kAF z6ym6kUX@^EEEmqe<$#|j@Qs9^4aU867BfhD&vj6bC-R#!{n@E+E#z5qt9G`vb+Uh~ zPi`C4(z`szXfz0UAodp)>5suVeg}0w1GRdp(2!p$&mDK>ggXM{mP%qZ@o^FP!9T#^(!8xG$UCnypQ^Y7P{WzT3%X|}^68xw%GU2X3^nqFoCc3d>YD9F zc+jMhN7p}^Zkj@g1OyctXRk-p|X`aaWdQ$1O2ciup<_oM5BEC za)A%yq>@fq;V32bQmz%l{Vrq<57gquSpsT~MM8&Gk~SQbx8WX{=nlqO!`+X8R%14P zS|lo&)Zb~|TNczoQy@5Bqob}TDEkGm3v_k5hT4)XBskq_Icv!% zy!{;%i~~mntCeS9XEtR9@uF=WBHgdWe_h5&NPv7WeW(H8wk3D@DxH0f7l7Q)RbaWk zZBKgkrLXs*L9G$>a5qe(ecT;vF*C*Y(~V8v)HLE3?H;zkTGS9R6TSK4yMO`3f$!|j zLi@e!0ZSWYUKp{?yzc7o?{`{9P&56&SHd(+uVkN$A(mlu9R)pD);->hyk#$6QPu`9 zIXrMh7TG;xR&q$5rYy}2>=3QP6MJ}Nas*QSeBt||$xb3t|VF*fEy!Cgq4DZSi)k+yQf|gE| zz!a=iCx-hS91h}8^(k*Bt& z`HpEJ8^6kXLnEkWI1x2`mOoOO>cPLUb_5d_pp%D%Vr3!uldcW-L4;<1(E=%s9tFq`lZ zwvXJ%YEky}o}oL&B_eRrm+0X_C6(XQMgx3XZm=$A72XP5>%e(;)oE~+^n%Ey(3p)3 zQnUlACzvSJdAe@T%SZ2ft;&>J&iFJeNLF@s3z`oMCb@0&zeL83F8V!QfqR!)DQ18bZ83-~ziiJ5Yr7nP~ zxHy3_xhy3l;&Z=!7DG{apn6}t@y>Yf%`tH;(px9A3R)mOB8sb zpENoW(WB5jjYst}@G1K_=Y`b-rV{lA%5TJj{XdXDSS)7}{6&p$Dm8>k zjt!u*U1gBquh>^9vR76??}Y4V*v5#E2A^F+U$CVsbxY zSPaLp2l{1a?Yg4!Do~v%cIQioFeo{dUJIv51lVL(AKDcv~jZvPH*VlysFtj1qP`-Z{nVWM{HL=B=&gJMM*J>-^%4)fWXmfFU} zB51MPq8JH89*^PY083#Hn=4NH2)rY#y%R~QA!pCM15#F%M+iNJR}L^vL0E`?_$L21 zZH$1_Wet$Z^;42`?dG-pWq}zcOLA?3UyDBq1uHbGNdAje(=~B6UK02FNqJdvTn`Dn z?%pBxg5OT@M{Lo)ycHzr)NyCNLwdRff1bV5?gzX_yJ@IDE2>1aHDLlNEnhFbwDdI4 z3rT-bmWSh^FiCDlG2w!3g$UdhgA4OzeS3`=P>J8Ks*)5J*K7b1p+)2*<46%F11>uo z<2%$+b~qiyWmY<6kdfLG3Ar&EicgDeAO8s;n=|qCN6O%gofZ4)1{7G`UxCc1un1gB zp_yW`DfIHrNBl&YJvjOgR=e6Frxft7dwU3taf9mnM$(K=jYW@o0^0u*Ib>B=CovzM z0dksyXc=mlcqdxuu2xlcD+rT<4GMzYmav~KF>mknpe|*UBFa!Y${~zouM7bq{zqAy z1DT$Qn@GpTR^J|Jn003~@>P-rcxsF0C3Ik2BSm(!wA2+b^g+g&OZ$eh>8avvJ0fiD z7i{3@76-RQG9`uK7eg0FH=8!PY7J>Zq z(5RG%I6>upwyp}{C~K4gcWorTH;S(*TItm7$sCquuniZMJ@M$Ut9F#=!VSTxEdctx zjZgxOqYM_ElQMNDH>%ROG*H_djQ$}0kT4%6d{#&GQ#K()EII7k$dm|eocrHz%r?#T z!Cg5~sFKjom{>!UPsz~j0h>p)>v?Y4f`HrKFT9ltoo7$# zz53HDb9P~zvA5f3O%1Z~(^5Dp(6J#fw5JraZjPM{rsICu%HP>ATio85cdU7m61xP} zL*CrR08xp%%_7C|E!R`%dl7+>JOyKdi>Y;&gUS?tPP-;^_0bBmp58aU4v)k2gRWo4 zOg%|a)bSRZ9ux zfFWy%SeaebqWgvfd*qz!(YNQcu2-(Py2)h#D$lXj{8H0q^Rf($9q&iDuE6Fct*FGs zJ{hPVq41y5>22Q%*q_+G`nr|j(Vw`#b-BKY0+Q9S-5MI%hn z%uEa3EmJ{&>L8+M`LAB>~2lfd8gACrCS>eRGHS(t|V-_S+uY*H_ODxuO ztlq_H=Upo`QQSnNHJsqAj4JK0x%Rp#4)uc0O~{xD_b<#jCVoVBh)VdI{w*BVQ3Gc& z84JphP5AFgdVitwX1Q}3CfHme$C_A&RWwKUUFc~kxScFM_xIiE1uQi`%y$|E%=h3e z`rK`mw~YwFT`UBCNfAeiaKi3z&uz%h;!~|d7SZ+2d5i1p)NjTIBO|bs`mQycxH`e0 zxh~$dK-GX4IFtswaNikHO@r8ZW#XBnZl4$EBQZ1|K<6v;LQ?ZtZfq7EJ)@{kCsxHU zRTB1v+~;GwJqjBqZLXm%kIkTCSb0yID~llJ1oT%XbDjt4E%IQ{fC2uE17jV$zoi@5 zF*z^6!0q|+W_M}xwF=_%LOtBMg2cL%SeQyMv$&dFDCm@gu_gU?M>KzmNmk;}MQfeA zeG9lg4W{Hmd|tp*p)HCBxms^@>pg`3$_4zD$uhdbb}Gslh5!eRmcArPb&!SJ$i+iO zO*|$Xsyt^U8KabtY1JfvVR#+9FEl3kD8(lIrq3I>MJ4_i$8FqvhYF5H*|zW_s3hHp z$~wkTh31p+`GbFW9rDWv@0d^k)iojGY5ukb2~V8c1eYiy7cCgf330N(GH(jh0(c8s zcmgKGx$h3C6(Gn{y5Aj9>+saM^4Qn*;8qb<(*b4IebKb^joz3*9wmz;9>3YG_ zYxF2MOd4@_G5R?TG@|DWm!Ra7d3cAQ4>{YOC2suxW?^HMrx!2DMz5l(DV^lG62%3( zXs(nZCC1KX3{W(KdvSbPuiwx#8wFhu3{=J@U&YtzMEyhxY=b^e!(amS;nV|h6dcdszCa?S z)E4+=hJ78)OMC2K(R{5#ti_h?`phhgjaw`Xa_U}39c!ny6wN5YgrFbUd*y1SR(X!M z9goNQqKgN_U@ckYd<2Mu?WVui%?E6U7zSZgyWu89i5>YfHjv?o=d*FjG`vl<&z*dD zERce_Woy|DkNP3sNf;*n(J&7{3)(98<&vF#k}IeeBCod0wR9|siQ90X+-0q{?|?@H$wU0-Eu|t-nvlY`Bl-&j!0bb6t0LmT z6IByXAwe&GQz*e1)Zpm89~ zttAu)H6iEvoswxwFX8^k&VWNbBH#NJDewD!RGyE4r;on#E)nc#gPk^dE*Py^?+_mu zZz-Z@DZ!CZPL!#+7J<~5Hd%_f+Me}L=za-kyoXFI1CitNqm!aa&_$kMzA>+pIhe75 z_~`t$HbrnOdwE7T*uOc-r<8Pxgj&mAHgs>}Zy_Bq=;CK0mn0Ex+nbv=#Col%cU}Rt zt!I*}mn@Wq0oKaaVNSoe&9N28fNWhddKi2(6cupC{NdiJQm`3?LHtqwX!LU6vuF(s z`YiK!qh-g;SnAtR-0w_!Q(X!jJXdl8sVjUl^zW&!ddeZjB&s6q!b&4284NBZ{$g|G z;sI>~UuuHV*|s8x~ibw2Hish*;dzYB0}jWtfCGDq5_-W+rg1Ox6cqC_Y2WcIe=&Q2p{ zCI%&YBr1H?hD-w3`oYuJKN*G8Gf$O~E~CBl2T+wWzokgRxm=^yWIX9)!91lyDHe~q zf=zue+ZmT>X_Olv7NoFk7t}vMse>l$1c5yDAorn8>+8Cx$lM_~hsh}XYqxEv`iAhZ)P z!7Su`+A5hX{O5KBF4Cwe6|7hz0`Ukiu;E91X5KmC6mcDLt|XLS^n|#xvtQNffL-fO znw60Yb;v}ud+151=Sj}-S-ywR#gR<_WxXOL7ToXu!*Ja|%262R66cWf^KuY0Gfsb= zP+XS8E>yFd#5^c8erz^! zp3vxLzb|gu(%9O;=3SWvYp}tE!-Sl#l672oHgWtN#3$43zVTaP z(qc+NIgn34Za)6q2E>0p(~+8g?lO0n<_)fP4-fI zjyoq}Mhg+kISeY7r)?%r%4V0b2BBx!aR^KUeIOdu9syk>LQ#Uu8I>o7KV1cwE3$i;l3yaBYJ=K+yrjuKu-h_h~5@+V!H z=eY6x7uti}6^R<{0K7&&B88O}GGb{?(@PUtV&9vxeGIabUyX_}+!|;} z_#Jpdg@QywF2+PvBjGiG@A(>v9z!rX33BMVTW(gb^7}4HaId4kQ)*u!yYnm#ZMZ8F ziQ&2F{x(vBfGi^c6J{w>Q-OLc>a%9ghz)-s%E}W}_LOk@Rd*b+z6gz3I4i>6t=?Rp(7;$i3|JX zXF&GH6&8SS(?O-p`U2|NG1>ffT~WE%6x3eNX4qiq8x`+We>?0bge{B_yYkIV=eo_+**MD_bMw5tDMW!jo` z_4Afv+rkJnWEG1CRteh?#?ZUXD@wU4x(6E=v?lTT_$%EIDR_+tGtR3rZM356qN;4I zjB&|~hd0p=paS=JBxg8EtBhd(8}r9o*N>#@WF%eF=2CC)p-xbD+PC2}T7+;aD>Bh8TN~Fe3i<|GIE~wRE^h(3H{Qxziv53L-KL<@h%WKfrGKVu6-Egj`^;?) zflIkU%T3X5O*RfEgF6FL>k6&Ia5*?VcC*$zc1k>OH7EK})t}XiZwIQ_VNWCf9e@HE zjRj(F&~}l&T8E+f<}f%SBjglZ*vI2o1k}RSWI2@YHV6=qEL3wANzA*pkeMC!cS6hL zGJBSv!Lkx;Zk+-rk;D1|mgIBES8Buk* z;bQ0XN?pa*(Sl!FPyvkdv(mT6rgav|xBo(nD>+4#BS;s~)Lbm@gTm|@;_fM9a|f3snw z8h+TMB?O^>o-93YTPz*4csG%vT76;p;s`-JxiWfNh+pHH@DQalwYq5ibE&{!7^C$J z6p#edo0T`x1RLTRXuU@-^Img%M@CZvsAm5HpmwyJmRz|XAW}Zgpj8crLJT^OM_17W z=T_nV^Iw|7HH?G=FACl0x#Qd7p3>L01|FF6g^W>JnKNwc5Skkz?To{ox$bY3LXL3G z)_IVhI`wV?Fi>Rq*_jl3�d#f+Ugy63&Dil?k_Y*WpGFvDC|T9-$5zrnUSDN#U** z1)0f>i5)37j6jogJxMl-Es4GNs!faG-`;z;72S7cdu5(wf7vuv6dqw6A$*D_#?$;m zG^XLl6=wvWE_*$f5O{q*f%*sNha~o!1t3R|wEjk%1xE#7mZeY`Ae=oxN!c%$uuyH; z`xfU@h#qtzILcx_4wRGqbLLFh=DhdWSPn^KIJyAvMD#QIU^MIzf%RKABv}|i-)m(B zV5d?2nj`jzDE0eqUarola`!Tq_Q_jp5lSDF_qlnwB?XFj-U$+{YU3d!)9H2qKAme~ zMUiNHP#0uwo|IW!OS^A--;>@M0A*(XWZZjjM-aJ|0h<-{KbPXX1+4DQm9_k*0& z3N3?j@XzU2yWmS4FmE~i#uj{UQ4o?t^$>e~2nOKz+Aor2#Dm*xjk5nem^&P#$z=AS zyZl=Q|0*~!R~Fz4hpXolUKTO^4;Gb74)?_+zHSS&j}~l%wN0n*j!Z(GJtDk;jYw1$ z&8?t!WmC&g z3m0o`f0kitjktsHBde&VLA4nY(Sb0HI|{Ypr|S?+H@h_8>QS1j8s((l-!ojrHwb@PHiCg*Ck;_2 zRl#hYL;M@@xBkw48r~;}>?fFL3$Uq-Z=;KD^ss{;mrFH>f<82vtP}+pKzbPu^^o%P zvl7wL8pW=ffuTglSg_V@3HViGw2h0in5^mEmke3&`a!@lnw)G(vRw^|8_~Q{X&Q;W zrM}3xTqMk2eayr+V)&W^|(@D2NGtgE2|Hp(Kgum__CIw>SC4UCbLm=dbKfQ19MEg>G3 z;*FX=_iU~6ZZH%kCX}BwzV6Ett=%NL43&_Hyx{_NvQXldEZnfsfci;? z7AaV00G($GM{k`;wa6_9>P5D(oxeXgWnQ1#q&o;u%IMrL%I}Yq7Z>yvl!?p-)dh7P z6lG6^h?D=gb44~=ztLwjD`A*xq3>vUya*ZWjD8(KUZbJfXay>FsXft|DM(W~SWO_0&bHM4ozkW9DAxy=9e>IlCV z#~Z>fF5d@#$m21p^7&@xxC02)|^J{I^X3ltN9f(`^~b1jlP515TWJKHn8uE$I) z_|l2jDkev53&exiM|b$a2uauO5HMT|S=f$(ZGvkW9>qQme%?iIWL;Px1pObDcb z1c-;I$^AexQMEw*6mZ%@NC(s6yq2l5tu%gh6DHIBsyv^_oax7elpVqZz5?5L{wAHb zfyrUR_K6j6nSLT)OqwbwZNVa$G1^O)kpJB zM(Il6yTe%`7;J{?#$a7US^%dgnM$3S^WA{3KJK>4hTb3Ce;k;jEhKdUb_VC(OrKRIXw_Rc)-Wg zXB9ZZR!j26({7E3`Z56=@3Uy2?Kw93{&V1xnY??pWe8ze5w3#&+pM`~}Naup)=^HB4- zJ$B&?0i%K?q3$J^zoo^-&I8C^9l2Y^mqVV42K$(BkohXN5>(8I$ix`)p9M)liCg+V zBrp?YSp|G)n~u12N?}Io?awPRrus=ROf}t}BgwGe_$bh$cZLRTS6{8n=5duv0knIS za*d_;h8D#RChD0D1=u7|+yoX#Mv+$Re7Px&=P%8AJ0WraWIg37!~-7Bz+uvzq`pGC zrX1*1ijg^^olLlWlbHC^^ir4wSU)~n-FEf5qtZ^ipuI_y5%JQuXOwuIKb$Wwx|=%e z@S|rx7B5ikC^nVSJ7~}wqMdfp+&J5lZd41NOo-{0^msK+dm2qmc*K$b-==N{t+KvC z49Jg+sHxN<0H{^UCL6s$IHc{e#>XvXmC-hM`K^!%wmYN~B+a*Dwv`2Pe|{_om&WGr zy8k?#la)RI+4!_0Ax3nvTn03lDIMwf!F8#6Or%~Is?$_rYJQ5DmWnoU0J!wn)jcGpmieh3hNJ z7+*>P<(l~`WiKbyEN3Ono0If?|J*&u9<;6`<{OMcQmD|i4&uIcB7VG3Y%j1?Y`y^n zimA~ZkHxB#=N0(BeO6$p%93Txs^3zv86$%k$DfYNdtPS5pKq6dqJqb`JA(SBv*|kd z+QA2$?YWj813rY^AAxb~Lg4!ymG}E|EI_Gh*J3l4+-hg^x3M!&esfcFzIB-b64{OCG zt*#P=3Uaw{Az#TWYHQ`k1!@=X9Y9IfyA-@}XYP5Y4oq9SiU4vYv#a4xJ_}@G1qpwL zr47nqn8p_45KRC^KE@2o_a%La6dzw>E?h#be3xU-+K#uu5<~M}a#-+)h9SytQ9Q)%mM3fJ_d7cu$<+`A8c)u4-1xRr+M*#ju0tE3)IV^byNwpxQYzlbDuCV)Fm48viRi&<%s zxiub*13%0`Yov&zE1g;Ov&3vNjbs>JuIQIFvk_51hGv|g!@}o{2pF(`*}pB5VZpUw1m24WfBslKd=9h z8na@UTv7nIgbl5`e8)_lY5%4#w&a3s&L?vS4*h6C`&;Bto(P?)3&Bqd5>qN_WaboNi2fn*^h zl7!leYo|I2YSzTk@p)Hs^v9w@S&6@9|bj181OH@5%( zZWJ0*F@NdM3?;Id`uWV&w}M&l4|iZ>2}jMe&(|GzeJzP2*={)Ks+HvO^l zT<1WvPIy9zVIm;nODIygekHd2C-B>)VtVCH;)+MGwzaPic{uB>k~i3LGX;>z`0lna zcvXXy-o}-Tk<7`VBvJj=OlCWH7^^xZ>9*R#R^Sb{cX*H)hDw1nQKI)IP~2Sohdgqq zO!X|>g-)>uT~eE*@b_np21hmd7BV`H@z)0N{`rXscP#>Tv%yJ5w6$DWdejPl6PJzz z2k^7pN!gLQ>q$r!4zRa3Vzg<03biP=bGcWr4_oob>u>NaZghN`3=)lvq z-#^FY5?vG%`lsSZvB7$MG|kt5Dq?_Q=XC)1va_9=bc-L80Bs!9IHV_do6oNBQ{mPM z5w;wrMIm+EMcbuB*2*z)9sv9=Nk`vX2auHS++IFr4!wCqzzSI%48yQfhf&P`-L|+4 z-w`?W=3!BF`RWG*$u2;?M!pqC3JT;?G&nboLkygoyA=HQh_~2DODq3a$SN;9a|fhYDj!q*8q}a7xlD% zZ-=kYBd+(x;IPyk^|gCT9ZWwd5`OMWZ-k{eAlWWPtqK-?)0@|UlV+~W#YP@n#d?d{ zvFphPdG)Qyc_ZYTL&W<>yT5Hl<`g3m3r<&8&GyJFWl| z22nP_^)*+~(aty(6esR&N`Pp5)_F{zAY551d8k#r_Jys#br2} zEvw0DQN++~(5Uf| z%RSx?1s|AgugQB&5awHnDr`SDU}~m$lF`s$OgJWSqmslSUQDV8IGS;X2XX1FvDax< zsu=|L;WbNLv()bO!WJi<*bL0i%-*b&s~OLo8Me+6?|!dH@7{|FjTDKjO6&a1yes?T z1eO;!uy;X9UltgFtW!O+$mv}5V&^-?B%GzE7_tUz2c>wg2B^%OvvJ4v!u63b_*^WW zw>r*kfY`GZaUPR3dHgJ`>r{$uu&3nR%*&O8rpTXKtG7Nzujzus$KdMY07lJCAb3e= zdeb=C}cA({EWDA9^$+qHTDHdLUdol&<;Rrwt_lH^Vn=Lg5b4go?1A`1|CV$r! z&cGko-8PB%-gp-?Cq!sdnAb_ES>Zo7kgFu88d0ONQr0LYcB<7(fa&xW`$))Hud0f+ zfsfu?N4_qQxv8Uc;E+26j+83=kX;asSdWOzEe!Dq8A*dLJw#{1pjYB|-R*ReN|CoF zOE%+sBxP(Dn!dbaez6;OLh!i=H;z=oV`7a4?wUQu@9KbARDcywjmoh1e|Sw3g^uDW z?sSZ-i$eSIYp@T-c3-Ngb5JYy-7no;AivSzu4z^$AK66fr^oKEnCj$|dZ-21q}+n^ zGuC}Biyr2cGqyBT>_jQmtgaal25Rot@_TU(3L2uz7(RkykpYuq-a_}cJg8ytpUKDQ z@fs$sje+Uj`sLrS;WV6GWR_!jn=Iwq?Cd^wK_N}MLD0wvVp4f?_S;}73O9D^y$M?Y zs7x1TRi0CqcVM>vKjEfQ;u$;754ztQJrq)nZJ~8{CbueKiS}(N)8hjVOk(PvrM z&usX|`Gda-g%r~(eG?lh?kZgx>gT8hv z{u19^C6$idHrfRobKqSsfc&}*t06%%eh~cgIMRLxGpZJniaP}nExZ(*K+kLI^NZ74 zH&W}QKNXid9n>caCQoY!B}#?22-0?eK!405j^9uO{3}TJUkW#OM4nihIQWbeAqhvUvzi>Sy-{`zlPP5; zOf{5;4LsB=-l>Os~NUq$75?`{W%C2aNNBX6tZ=D%*GdciV4ijStQnM#v*)c4K%(y*kJR` zBh3dcL|$|-@l-<13YU;5bS!BnjEw@gCQ$kM;{XTNPP!qMm!E zkYNC1gVF5#3?EZsJ0IhyV5F!o-q$+}+8{wP(z)Hz>PCXB`+bEQuf6wzVX@Npgd6xV z4aAHO23%fq(3XAH#bidY;jMYOhB)HK z;gLj&DlEm{OaB+DE7=w@$$&LqfT&tFkbS#ZBpL;vw|{c`~pjy@E8!j$OgNV*8x;0Q?e- ze_ESc`z!b`j`p&v)L$|`QJ z*j~oK>adP!=|uvo(%%RXA<+5WcwHFWua-xiV&_nAWnh~e6u%)1$qCVfAOL#KgIw-w zRaQ=k5H&aSF*n1;q?+-}e15{O*y0F$?6l;mQx}iI`>t~;~6A0I) zPv_}}#CME8a;;%I2wW}$S5Dw4Ru9vkQZK-udQ;!8X>8+{qU5A2#|*|mFhUan;MI~) z4=DY3;xCq$M!=Y1^KinS^rE4lzBtR9lmz`d)Ra~ccP>|f&d#y$c9u_G7U0+AFlI@}t+s40#Gc&hw0@Dl>OZYI7iIe5d zUQXZ(&-dhZWy!)g@Y{ex$+VMmHLQc`relcg|vNWZ~wU@(et#VpMV@1b%{|av z9QQ!OS*w*yQ(*`yu>Gm7cD-8HB3Y8ZcgAcix|s0JWaHO!AZ$L)=0@# zMZL5E)^X8#=vW2W?!Q_4PR!eZY@ zMZt`Hxs31S1`h=ZRg}=y_XqZrLpIdB!iX+AZu2lU+i%WLSYea;3JeBooFQK|5(6rh z;(r3ZHb)LebqXRr5F=WTC-SNd!w3nMJ4vBrhSSeqi$?;8FGY78%6z>r(=iabKbFhK z1$K(HNf*R4KBv}$#XOfs+DG?O|<&ISjRO5+-8zaSU+er5fj&LAtJk=E(C8AzjpZ8zaI zCoXo@N`~4cY4MAx_Neh9XPjzcH;Cb_MxM@1zXU6xl(iMcb&fvi*zbK7{o|m_^T#Im z4d2{{*7NInPvi4Lnp)74348bvQ$8CY1;^*wE|1E6OA37oy9L^9;46;!g9#^3(pj{K zn|&DtdMe{e&2ren)t^V#pTO|y)+;TyF_9q3R5uWEBG4+EJN z;+v&DU2W&|a8T zURFy^KxDc&;Ie}nMh_NBf#5?3v)T2(*|U}k5&Y(WcEA6%a(Z6z*CmBvun1Qe4M6rXigCv*G%!Vz-?fG$<{N}nhMABeo!xoOO!0- zZ@p=oi6-;(B(?wLR-V2RSsDMiP?3-=sZ#vBY}o)BEC4E z8E$&=2ZPupC30s$YVl==nLZ(O65s}-E#_AYByJSzjlf&N7e}LY0b2}qpr+?Mk_Ls^ zsg(jMpfIbpi%b*A?m|xT^+tMCu~?~5W@0H3aaO)Zarp}5s|fpoVF14w1MsOxr-+`A zLxr6_oNNG~2&Uz^%)XP8f6`*O2ysFJgqh*z3mby%Hao%XUp%>Pi}{jpMF}U3doh`i z(*on|?E_RyfPmXf@`jZ!#bE}8DP&ntX4L=+RH9`{kApsKLukFOqU)Ly5d#W80K3x?|%5THWfdsWa2r-NAq5Dq2h;KM%8+s>v;+)@G(PvUrSks z-)+diw}uwUiuTBvjN?KzVMjxt?ue%Q$e~h=fVOjYt+~$s@r&{#sXVTLgS`w>rVdw6Q)?-VKp(#;U4 zw$MvI-Ta2ol!w=WD!VI}F)qg#TRn$AT*^ae-tNmu@%v3~51didB!|v1Nbz#9UoZt| z1FVTw17K;A9NW3Rb&M6OyE5@LeiGHfdRcHdb&025sW>D<+*h+Y=onwXag(D@42NQK8S_rNx`w3d+n{&ybeMgzH!y4 z8XRGFkIL6ujTn}Z7NLa0NJ`qswZm9oai+DV)&a*DKJKlq4DEjKj}!X~OzZsq37l2H|%f<3<}UXK(zNR3oEAc<`W0ro((>wL!L zQ}3S!q}_~aD5-}#iH_N()s_Uk=j?H&?Oxguda8gBAyStRZTumk)gx^u1zLGRDa~8W zuMcH!5@+(AMqKJ78-2{qG5`NOhlM%|9+#qI+K_efiR?N+eDWA3pTQEYA(~X~2d)1| zacgoaRR-77z)2FuzRu7`MFwRhq9Ki+K*j4P^W_3AnA*u`kBvrEoO@lYJ7Nek{)QY(vByGHncQB7_>@x(58zsRSgb)KX9!aQMLeygZ$P@qQ*Vv0=_vxi=vY z6#?kcegsw>_>iza z{nSKr?((6uE_$wF54~l$0@)DZ`}<>}Zc)c%4=<~{Q)WDkyTEWbR+WhvdYx1Ys1wwF7Z*C6=`_PU3baSZ%CR5&MXk-#Uk%rK9u*U4SlUwOwoF=3{?iqk zHAqx8kT;Ip+R=i z^-ne5i}Hhte0G^9s~Ev*C9&4kNe06m6k4d)XLECn+z(imB*k67&R*DqpTZvHSCX^^ z_&=EZB?s@KZ+z$lw{lP60fdj~RcOQvc2vLoXeJcamhZbULg}WZ4N#o{l2YbBXWLhU zx!iK??HF1u@CMn00$e7w*d(FW@?IL07XW$%G83~ZosG)F+R(Z(4zo4ierE}LVRwXTRvV_blvF+yOl9_%p zt{94voJ`|psynj;oy&n0d<53#KkNDFq z`uKG-*w_vE=DMYOoRW>0JM`pKGF;S4_@zTiEd&t_%}vX8xS0RdrsKPtx9L{aJ*K%v zRlUL^Ksn*C(SKslZ*=oI%1T4)^@&KD#&?$l} z<258hF=6I=kb2Tx{|#R^wn-=o)UHoH>CE=60uhZY-;b4tS-NaLwzYJu@g>Cp)I5yS0q z@Y1GyMtFF9^s5mZIS6Bl;e`JS@pfD@axKjXQ2*&;XpI~`O-w09og7$9ab-`gBbL*& zqa8T+TP1J>Y)}+pj7Qm=%`>%X((z#Vx2c+QTMq?mf$%l7a8OL-JX+NIW(r2tru)0IqR%h@7a*Ti8RV6qv%ZS<3 z&H`Zy!1?1EJOy24aDKX+_pbWVzm{1JVpYUld-^}qUR`$d`e=Rpq^$2x{Wit3kbhD& zCLt_zsM5BcqHA46IGzy3&OWPH;k-hzkZoo|6uM|4N4+MAHb$iwK1Ae}y6eP0W=f>l zBG>UPLe>?ufd24-$BvXpSVV>8DI@GU$L5|Zs!p}2C&<~GD(6_D_5YP1$56Z{9k)End;0{?tm*`Q_~-+cU6$`$KU$QdX8SDMl>K+aa0s z=b0^=a@(al3M(?YPFw6`;C|Vqb z8q9?NT?8HXoMHa&T!}w#&mv9Qh^|^Yy!5fuOMtwgepx-ix~RJ} zFegsNRw%9=v9%%seRK`u2;4NM=;I(aL`)WGHy3jklf&h-(>0)(u75_(*H=m1Fo2Hu z+#9WjZxcb)bFn6R741`D$n@LBQR0TMzz(#&xx?w6jhoQ}cNdL(>bWSv2cfULO1-a&! zbZN6hZ4Cu=VaOT-bNb_?gc)0irt07^au1bXF$t#Jzwfovi0%XcyeyEB58X;?lH9co}r_q$|ngG?CuzW7rh^AMJw>5FhUi2a&Z z10K76SIk^x%+gf;l)cFfJNqzt*SG8#lJZ-m25)yx8#90z!qp>DR1yXD2-fP<8u{e2 z+L}Z+S_BmoUom%}YENbbkIX&v@c8>avsw9TX8b-vFIyM}U%DU0Gbr&%5&{Zhg1~XX zdD6H?Rc(rz(eWw^IF-0(&CFU*d>CV` z`_qTQgZ?hFGYmh}O1s|6J()9|!4-whmhjFN9JWxRWg;Q2CQbD~+y|?C@=I-vuAp?y z^^JU}g(zjDKL8|cx9LP5>#|o))D?O^R(^|DX!}HIYppNaOXht@a5Fx1NdMc)%1c^bh z1~(n!AwQ-}R4tCX!#4WAPyo$1(p>tcnMl=jOi15cJ?AWC0hP!RV9(J-aghc_^3au~ z@Y=2x+Oyh_=0H=NngeREIGE3MxWr=V9&~PS+zw3@qIf}^^Q))HLaPiu2y&y1S^=Kd$ zjawYfJ4MTcrqr-yT|omiACURGwY%V_hx&MDwA(8g7q7`6<_b$!9Vz_4_y3c*DAyXW z%f_EC%1M?6WoAgI(KSd_3x`+S9#%T-5?f$`oI{X=s{Ekz39QFG`kU(%LpPFBsC_xO zm0Y2Yp?X1Tok}nT_#AYedLzRgV>5yBegGfX#gf)Dup1`A#^9IDntY_W(ny`-gxd+Zn~rAIz)Bl(Q~AW_KB> zxc`3TeHm`fwF;y+1b!15dY}7ay1qH!JH!$6#@@4a_D72zXa*fUq6$f_O6xZB^#AlCz!2RcbJn?4RQ9PoO+@RfGVR*$=e8L z31*4K?I%`m1a_(VK(Rcz=MOXG-8&NnAk6~Am>1j0O-mN}=Cg5;Z zqj!Ed?J%pimK6>2~+&R%LN;`S5lc3bo<9w!uwb(0!$*CK~Eh6gp4NfxW(0mdWP$;mBD!AAvRV z*2_UcKor!ID;-(sd6-@pe1mg|$fKejBRQt!#=W5jyb*JR6k3Gl)=! zw(77*ZA>!*b8)2>>o5)zJW5XWEdcc&cbKrvIlcugkHPc>8&EB*#SmrNW9w|7AqnjP zQ*2xCBxdEAOmV7eINI{3E|`>z%s`p;rGca524FTSbTu@^?e1K!jVwg7z(W6_FHQtR z4+hG=K{zb+mL{31Me0Xtc(fx87SPpGe*(VU$zEy%uD9|yuF5<P6?d_D?w!?qRcdB*y8_5J;+Vp#Nchlba@w zp^>Oy*d@jLpR|u@Y$GSju8gUDP~BTiy3e9W+PGJgL_wk{br z0Y`Wq+zif~`{wby!jfP%RBq@9N&JS9*HGu(mg`#^VrZF1q~n?kRD#}2%Sa0f@kGVQ zFqo0|FD-&!j~le}Ug!eY@H5U?Z%4>LY%o``#(&hj)NlO>;fGwtI%(>)j%cYcorO)& zB>yaL?U#>3TAW|)zlKw!VV?xP@`PIbI^wmr94F?JcrBTk^dDd2j7eSs9&!Lw!@Tcn zkuY`DVfg5=(Wlxfq}oNvi}ZF`1p3iKWsaQD?x#;?jp4Mf^~GfwaT$qNDu9BrwK5#8-iY zVV&u)H=6)JrFw-s-k73m8uf%x@8FCtXzgN9CkZQ#!=@ek^0(^2Fdz;S^C2`esv9rF z`NG_7N%ibrarpJmj&u~hSak0tlavn%slhfi!Y$c3=nZz_Q7G^^U7;QrhUX*luYo4k zVr)+BrvxVw-dd?Js2Qq&MuI}qTxH3N$SNaPxx=*Oj;6wJU|4M>PP!$Z{W&#Ly@p+_ zs$m|_uxDdz_;gpWR8PvIA@&EWx3WQK#nT=sK$+wVye382{YS(f%fn8HgqkWKV3cj> zV?iw(9?NlyvM3a{+XSMn@zG}#DMu`$PnmRLQPT}`@la;rf+8q~oQcIMY;X<^eNz>Q zPf_1EVdl?*3a=w_o9XgTIl4=#kC-)6*MDeA*kJ;qkkJqWwW`xsmAmcIQCRC?vtpX1#kP5fK9rIdY z!~PbGTPUBNMi^JSXz+}02m~#+p+v{xe=bVHGTe+dw9M`zv91jkzTPrUeKf;hQmSAc z-azEA)3;7bx^DJaoZ_{sCDpBXNdG)CjZe$3trP|IbBf5pLo=Z9Tbo=)e|I|1dP8NB zV+`?q;qIEpIDQ2FDJaH?g@^7J+I^(o7Rv?N3F*29_rOX&6Bc_uQ9!sGdYQ!?wCC4Z z$coS#9UBBV(S+n==e{HR>s9b1V90^ZaU~LahG&wEi8<-PXYPg?I}v(Dd4Z4VDFK%YV$7&I)w!rQBvGW37Bj#tL*f2f-b2kjiZHWCMs*AvQe%(#dHdmTFD zgziKO?n_D+%fhW#fGvk^MfqPi{O<7k;bTkN+Sw(Bl{2^rEw_`M1lGBCL6m8&eOg== zfb#2V-LRt@BSa7ZdLZ_xf|1cOvs4pJCirp^{;LgxL^ z@=B~ck2t4V5-1X!j=;E69cm8c8$b0^oFoZ)J3!MZa_x~bfI17egF>tBWLuW^u8VZL zpTbXDM7C??iCgS?*3zrKjV7EXA@@0L%h!b8;yR@VJg(WMYxRvma>~Ts(R2II!}{^P zFwPn~HswPS+28|VwH2yI_o8?^pcCkIC;dex-S?0W+!~M_pN`w07OUA-*B#f3RULaG`#C$S1CBSING}? z0fa_MXlXaZI{31xk7_~K+B*Mg-r1TQ?+AYNroO(Z#0Fg$x;E?2Q(alf2?82v@ZD!B zU7{7LRWBdZFqd+Us1hObpeoQ(H%y=er2;_SO?q_Id9tZ>;7IO6rg6`-jj9t&jU;s?8{!Ou8pqu009~3 z3iVKC&!|^}4vVrwEi)tt4L1UIe2oF88}J;5K&q?6myB0F;eQ(t*R#RD1+Yg-o-tEl zvHts*#rGQ^>N=h8uZKWpQtlxqB8kA5_N`U@Sdz1Uay?}8ri8G49q|M0>5O4k%h0qT zvV43KbPm;J7Panw)bA%0PI1^mcf*pNBn_pC7Xg>uOG^g1xYhZIaBJFF3#nL@%l|Xu zfe`!bbm{gLMm*O`6R+jHfPZcy?SPLRzD{bPM8i5lFv{c{cQ>B@-1K<@E7<`4_z$_B z$|H8YWB!!^*ce4ixFr)YEp6pJOVtP$Wwcn~Vp5ltT4OOoe!K<)v^P_CKJ)AF#Fcfj zYB3TdgdLO8EF6m}HBY8&?r3Xv7Xg#+-c=&bEz#Va*meC(&cD z;)#JF^!p=Q6YzP`k9rA};ryLGeAamZsuou#9GpyZrlVesE@PXq(XL2pLHyVbt%V*U zaD5=$IqOSDvgn??whtq+Ki*m^ulLnBAWI6&uH|Dp`jZYUCDt&c-jiGkHkZE`OKb@f zByc2gJWb_D>yz^)Ysy5X74pr|{b76h7(#eMz=#_^KQU!~yd))lV;OGgB-+V{<~zo! zj|*rrEG>vtqyKzyU7B{yR4~dTCMbo3%J^YtI`e*!vTIS=lktb(iZ?nM(Z?=>53^O= zs1G)U_Z)-F-hD(X`o~u#0m}-<9_{IsuWCu`Xi&nb3j` zft=usqH&B74E!+bpqgOEHQT@Ud55)XZ-AcWVt!~{&NQr0xC@xs;84z_*aH27575a* zrQnf#=NWgG5uH~F`*IOfAoZrP=}=>&`v=C~3eY?iEHC_6lK*20Co9j4 zHruCp5}04SqwKQZMS#vntNKDf#W|6Yd7OkpKPC>TEiQ2Ij z?W&L`|3MKzjl@R&#YIi*iG=LsvI|E126*Y)11$=h1kW-@FrFNK2n-W4d{mj+_oUp2 z=adi)i{7!INhc8WFlxo8nfIe*z2!Q<2pWO~BHh@Bzm0sf4HP{Y`Nb&ZOlsMYzF{|e zj{?NS<-#7F{jhMGcZp97s#sES75<~8NN^L9SHo2i5!{OA)0f#89WPdcuWJiUmaQ|i z%kIhPa)gZ}#yeP<&l9XN1hNu@k2qV-R|6uWMFW@nW>j~R-#ja{FSR41{0`J~@t${B zXP+m}an2Zj;D(%pKX;nPq?XEuHCud_Z9!aB#IM=6V0e z0P`*D`9?jh;3aQe1o0!_jvhZo%u~#q-UvnT{#r5%6lw0=?j<wkf>L|hf1gDRBVhmC7R-CCvqbph|{k$hf|@pjYHPfyI;*;ovo=H_cjS9^QE zh>yM@*6K;Y`(owmf(?l2ivUT(F(~^XNMUU!3E}V<%E4zYOcLpCF}J)S7vxcIa5h&5 z(&PD=whp89ynz=Gp1f=gV2_dEz8|2t?%yFfy&W8UF8=K-oV)!0{o=ui;S2IiR>e_s z9@3zS=*MycyQq9a(IWQVOy_uCwf6{%=_HqO7ttz7F%EdHSQZ>H6H0;NGK;#9!~7pR zh~D4oyc?O%_wrv;(~I^I?=l6Lc8kH{SDjXHa*kU__tw}8J9ZIV9 zenx@DiVdl+8&#X==hb^t%j)0n(#$n)CjuQNjg52UdwpEdCJ+ET?IYOp*U8aO7EWv2 zg0q+~T1?;No!(@5hSO;`%It4ftrnW3gmJv*9$+$`0SHNOV*2&Mo0#+0${UNEdan{U z)7I{7wPvmcvAnYbh+VUh*s9*ZZraNOr}(cUKI7qtjwuG$@7v!&MA?}qm?Lsz@RH7>%NRyIJ8ezk&t-|#%_^#KGfWdKYdF2T|6}Ta8;N+WO zc{j{e(O;nIju67wcbmLU$_piF2M*gtT-LxZcR(i~HyqsE5y6=|DqPNB(y0 zfT#wwiGU+mRA|PblODvm{s4f`cooqQ^h2Ux9~($py<{|I5>|+C+=E8;Q&~&|c3ROz z6sJeGC(&r~R=nu@8)5@z*D+gJa_uLUoVbl#nmo0C>Hkku=$jWP1i`wlbxg@>={ESO zSM~NLUZa*kbaUS%bfGUn*MVKWC?NvwwmpGr7(beekaBI}jt+kpVL3WyKY+SC48XcT zV1f&5CY@^Pv}6!%#$f`GH`oR18bV!E!Ip!FY(MFjB>> z7Y6QYyaPOfGI;ju|#k`OCQ5Gz210U1d%lw-8JiG9)D>>qB^_ znN^kB_?Gy^b2^?y#y%!Vv9>o`*@u$GWc<)4d_~YL@w$;&b?bZb^di6ecz%FB{Jg1e zG1@+zU@^{?HHq+2UHne}N|ujKIYoDGDkXNFP>~5jC^-chnmzIv{xNk-I2LaW%Y}Z3 z=&L_1KN^j+8!hzYQHbObm^$5qPj-qSFL{HK6BwQ)9>t*umd<>q-G$J_E1;ax$ zl0Xuiy*zayjg*0dXEzgZlCnuKFct;C#^C5K?{?)ec6CHD?oD$tM_E}~gFX~hrCzu> zI3#9Rb1XlxIj!FdLSlh{!%bv#Hg6FRpRaa1!xQS*4d%Ymqm4eZ(- z@gI$+%(Z$V-;}-rcvy-C98^hx&bhbP^rDQq0^9PQ`2Ewg`P3@z#qZtU1ruv>WY>={ z=WF4Sg*DFMZ<+m+dl6i&!Ue|Xywv_$?h>WQDS=#|3-e#(;~**R5Skfsv*+4RT|N^* zvaF}*y0Gw}Z1o%i+TYZy_rRg-^%$(XC{@CcSlAppdDnhzquf{YO^V zeb+)RoghK`cF&uWruts-6xmiIez#8mrZ=lLZ#~(Y`pciM>z1ggzb80AMYlI#TMrxA zbanKRKmUC-4(slO#zU!B2Z3YvfY3coZK_&HBPpKyr1=@=OKN!LBk`5oPopPH@$%R^ zi2!#+PS{TW522r90e`Ep1f{LK{z6hv!t4lH4h6QBTU1LkC|X)TsypeU_$PLVLB614 zEjk-guV)T~u_bxA^N89bY@PKPI`C0jb72*^^rU`9JUMz<@xfyx0(m*x?qKRFOElts zjvp8MGs#(C%Q;gsCljx(WI%v$2&54-??OtJA0{L+O$Dla*>4QZmX!&mjJq{H7{d0f zCQ}YmP29ODzO~v`Waxb(E&dT%mxraE5QhI+t(@S790tZyl-(f*hzCD7 zFfz8~bF5z$?b%mHb!!t5SsbOM3ml@BiTGVrSK)KnYFIe8i;~^%{l{X;cdXDIlQ}|N z0k>e%lrRVBY>N=;Z87N@*mZ@Wta!K!T z3ht#9?72&ugKK_ew!ZEH)o_}WPflsou}vWDfBM_JpX_cwY?nq2lI^2vYt(-ERe{Ub zxe4-cztNYC`!R8rRjGo2nAA4hh!VC=+OmzOj2l`LbJR;aNMo7i3~+WI01DnV>&_@{ z1dqr8A(g;_{@(DTdjFjl>SHNbu=uzXcT+U28?+=RZVlaZ&ES<9xhzcOx@~C+>!tD5 zG?U{Jp_^k2 z=ENVCOIpm&WT$d4J?1h9*?mm!6_ouj4>Is9pj&-<7A!y|?eUowd)t_jejhQ^eX6z5mb$3cjlLvw$%;Xso{kV9qq;Ez)GpRrTs}#*H5A<@dBiMol0j!=S!5F!%Q*XK)m8< zf-c}pjwISqRozPYr85h@eDBV_;%!W~|H#O5t;qY z5n1FzlG4vRe|F`Yj#& zpU@xFBJ;T?QqYV>7uVNBc0E3Ca`~Tq>@iFeD9|BqT zNE-OF|GJr`Ble)nT=*dqW#=aT6mLkPA7Yg~a#VUYCRT|3g!|r&R}V9l|L<>4+po6`J4_rMqX?MP`&KFQyG?^DyDKqd2U zq%N>?AYF0Zj>r*aB4f43#ZGR3F(GsbD41Lddt>Jb)u85+*6!x#ANKGjlXbrLBJWfs z8jBP@FNca64%2|-1GdScb6mwFBQd`m&f}AGzvh_1&&O8qf`qS5_c=;%HzLG+7_)`9 z1JV*>rLg|6t92CKb?;vke&IH=I&%lzb=)@0fpqtT?=d#txPCDf5zlPA$AS7^>&*?? z%>YM&Mz|SuQQ3Y#q}Zv*lbKLvZ2o2KKgrk^K#piMT1Pyf{E7_(%p)I?D8Wn~xa zX|V9q<(UuD$8E}BBEvsfSN>dYQe}1u^&K*?4yX5iRxO8qBA5#`_KFV*XX1&0ZP*?y0nQM>k$uDi#^ z`pK&v<^$vBlAx5=|C7D?s0-EnRPups)wE-O#=bHi<8$z$h%%Q!_>oF9C{~($QDueg z8*cT0UKGni;C`E~y7OHwP#l9wL-?*Yb0zwQRn;rm#6S1$C*wIgPg>+~%&$fw%Pg;j zlz_b2qH0I&I5}4$^N#+Pi8ksz;gtJ^((E>`oAJ>R$%Nk?a&ay$gNUoOV1A7F-DU^V zgJW_^jrdT|^}ggkn5`eXpIh3t0O&vrL5i?rciDO<+mmG#Z>eyKlQADZ?oZP9XYC7X z^->m(!Sr3qo1cMN=5_z}tn~hYgZaDMWF3EaOwrTp){S8ARyUrG=$DdD_k*Y7t_*-{ z%-o3F{QXed&jHg#^s6s z`I3+}+>P?8>5sG)-|^nomr=-|Qgk4Ts=c|e%Z*~>GJls;!RjklhHfGjb0UAU@y_6r zuUDNi)*tUVi?twAx+;bw;Ie|`J@3>{_Rr{n6vy+GWlEai-I%xE6&lLj_xaE1XzpT{ zaw`nBM_XOXyP>K2`FLQFYZ>> z?Br5H1cm}CSt6@QKC#OWrKCrT68rrnOa=&nv{gFuD~QO%@4#R;itgra0*a%~j&W>5F?+1w=WVOiob6&V1E zCYb~P00000mArr!y>+R@r=zsmUse2e-neio$JG~GI1!1y+mF_2tK{w*(@JFh!4<5V znWsou{(W_wIGc>_Fq8Z1eAdY&qk`(Cj_9&rg5&WfK_*<;L&3~cz!}U8Lub*nsyHD%PweZ(qwQt299-*?LW{Cr?Hqyra zpbn>14PN#{aW$B86qEbveNkz00!?w5}^N!VM8c7JYVKVD-ae)qy>X{ugvICN@ zG~)EJh0#@CUECyHrm!GBpc)LOfSs^;?y4jV6@wu6oQa{ZvgsNZP}-!eZhU_38tsGI zA?PnO*{mTNg*#M1vuS?=vl^6HovLp4@fndLKJ8Ldn=EwCpEnQ<4Jw9RLN0>5Oe}2? z)`x!rQJ9hK{$+9jjA(^PqsLy-I2g*2%GDr^st|a;i!Uh4a47!!@Ex`aUL2u>EE{$E zvF(fT++FIL>#Z~-K#9Mn=Kc3~N;p4gEsfsHG$l^2uPBvtq7ngC$VyZuOSw#KK2-dd zAz8ljbq7)9I%C17w}M=gOF${K$F$|df3g7hrKeT@2yEyZV@=qP8%whB5Bw_bI+W>5 z%-|WdLV=KCiB(bn6T0NrByn2GeBA%ew9FPK%^?Y{v-=_*ewiAl-ULe$>Q{Fl9C#Hd ziiw9|WwFBW%dQjQEyRqwyfasue*g1(V0uDa zka@jtiD}_n4LL(?G$>2>A%ppe1y3vKfu9Ld2W2Pu-J7`cL&2_}zsgT~-+lHw^)(0& zAI9V%I(}0Q%9m@jLM$V6n^GCT00001?x0O)_IafTi(n*xS;h6 z805Y#_ko6A-2p?xHxAj&_MF0*iFkA`XARA}6~ez!$Z}tMazdB&7=zrAcCP*rZm>7{k=;0bigY@trPW zz)Rw@oAU0BJJ0UVbq!g9xmHhw%wbn^kpQYBRjL%v0(oUccK-zM%?_tocN8$cGu3?W z%D1_1Ty>VC!YTy2SOUdjlh`0#Wprak^yFQS1j5KlR(+RXicQFXQnIX874TOSOXzN_ zTMoE9EXqI15LThP)=wEKn3!dfr;o6c(??;{!M!5ot3C7-ix*_v{!6m5cG8qZ-=70L}oTH}8%VTeD2Q{!`BmD)l(9z`M2_>0_DbgAb2dltaGh2 zZVXa53Uwo9KmY>1cVu~a(evUzKa|DwVd{CYlg$6v#;f`LreO-rpSm;CXG)`^k%r`h zhgVqO#Jx-;$DG0Sr#J*Xk2jZ0DZktJ-CdIh@0iBO9dlP6~!p8Z} z(&E+-UD;dCuVMG{>za6T#Q*~P^U142khpOTWZ;>!`QDO6+L+$`6AJ8vJHw8JX^mxN zH$-@?%L;ix#}@+VM;3dfKV39yI3bOE>C{JQ_a?{6DbONI~}wD6ZZfpmZ2xQFc61)g!LzsUl(7&Il%w{S6YZu+kQ(*8NNl3uz_uMM3huqI=p%$sMS}C_#TiUVA@!%1#?77y5@{wzVVqUPgN7@ z>j3IV2u((fb9w|xMkIl16r4_31$^{no29^b|Fejt#b^KaO$a zF`(9=eY`5=Ppy4XWvaAp)}*^a0$Vrd&RWBI#e*$>Hi*Ayj$euBGA{At`k ztwH9eU4TpvBuw5{6G!Y>y-Z}#iYa2oi6_J4EcJ5NN{V)mArzeyTF$iH$VmZ>^HuA6-&= zZRyGj{(PPyO}f`7+H?4VTlGUvH~*;@EUk+dykq-B!_;GoYq9-)I^^VD zEhIWu)-F#S!e_q`&i6#}pMt)Ri77PotY1I%G6miG*X-X@%d4pJ5^?$+A4`f+(|R&l zsFyccni0c^`p@cw_MVGPpt6HM>NX1? z+t1Dj_c3=(_TA{OCIGo_Y5yr`G&5^GFb)08vnF_T%rT##L@O&6dE6oCPoQ{?g0IJk zHpH@dUsbB*%4X)c=eZMbC0Na?-rD~8YI>k7J!oM$cWDcn0KX+q@?_5d0ppFrF1S`- z#H+${n*yz%Nh7cakhuB*OX68eF81Utmei8_i2q5SU%OY{zWT)trg4ICigM3 zW;ELx2vRDrSDiP+jENpl)S%ewaQ-%efDivcH1^a!h9VEFWzxGzEx29?&?G^nZJ_N1 z?JBGiu9EU)k|bFcq)xVO$gMycF00S>#Y1op)q`>Gu)eIISJM1TTH&=gjf#8Caw@UIKFMf=JPb1>!*Mux5Ynh=D zqFTh?mn6~!0_?0Zsfr``H>$$#b5g=Xaa4bavCuM(**6f{TmDuv zkoY=?h9@qpp`C{~wEz+=P21o!9KLn!VZDxER(02PCx+?n#0~bDfCS#fbRH{(Ar2;M zkV3=DJm1fE5!j+q6N(UQ-Wi!hUXq0#@t0&kRq!{fj?);>XEHlJXch92vPMO$%hd%QAv-`oSa z@HTj%x4ON#h-T6T5b`bGm#Y_h$KhM#_&^cF{jUD#lnPZ6)$R=>Zo|AK{@~~>x$`h_$>wS>Aj(4vj{hY;LHY? z6%w~-6T25^!v5<~-~jFeQ%vQ^(Hnj_ONj-M>KSTN2b>Ezrj~@l;{|{x-~$!^8IG(Y zC5TQ)XG{sKw*7i2lF$=wY^qVB*J62^+q z8$f|@_YijP>4fVU!@F=*=DS2RLC@}b$3~rp0008!h!_fJ{#jiPw+n!wo(OO{uhxN* z>4xP!Ht`(5$SKszM2u!%nu z>mhIOeO|c(8z1YJ1J~CT5zx>6gRU~A4L3>=!aZXXLXfO>2?&EQNo6?^-{357@(8YE z)JB!fljVmaAS`!4!@Ffx1-5S~a8H-b0>|Rdupm_91Y|6vYdetA<7kVg@xH_j0$3V{ z*2D|}uh-Tjoj{h8L|@B@r7@HqPc`466#sGN7svu9U^TXaecXma@yo}4 z3V3nm-9eMI*{*c|0Ma2MKiP{96TN*r;b}kV&ced} z@(^v2_C!FXMY>}-G}lc=wvK-EquGsiaXcf}=FVV0j&EYkZCmxpOT#wCtD8EXB0NIYjQ!2?#iSY*JEv%xn>kLm^p6++i>|PhZ=t z9sP_CCHnLdGZ?nTu#9sL``uzvz|fpQ{LSR}_IYqLpP#13_z@K^ zjqcmSk1qqG4LdZC3HWaDcqe}kiqxM;bBl18!>%wm;*v@nb35gwr$V2E3p7^4%!Y(aS8&vvK8}ilPCa6EE1oiX&`)RCud}HZZ8F@PCy( zVyj@(n-2}aN%jl-ulE6X;ygK9oC<&I+sDrZI7(a7*u~g27^4#QlL; zq?+Hb+<+?7uRi3aUTxO;_Dd8{{m_o%)y<@rN-=zp;dOKlP&T*D#UcnlBiQ(^Z<7;g zb^DVNF}lY@7n0oXn>iyk3bNBFn%a6Jw`4gD&fuaVw`hL{SdkzW-#`r3?4*Lo5Jr%j zYZ%Wzjhu-92{u0?T6?E$1gXQZ!@4)$kphX5Z~TNE=(*+W%S(U$-eX`o=MU~_Oxs|= zZd3KiwFwJQxUPT!0G3HV=~{?JY}svFC0qhGaAr3>u<#6G&!d!9ck z2hL6D4ocez+IIJqL5COtwiZykBXO;9@m)#a>FC=_DkQXd{HLbS$9nAF*mWJz#9JY&%K?OC&oRb2x6-z)*A)nZeOO3`(qT4^>ZJp4eB#;8Cp z^N_~JH=&QX0Xi)h%z4vFn6f-U%=O2DEaOqVw}QlPU3|2`yba@!>re)Bb9bm9Nx>k* zKrdW8{+Bjx8&E9}+Ngklo)+|jzb$(8)M;0b&X_^*O92TITyA~*-6NbPcbV~Ov#}7; zQHIczOyX2L7PLjPw-cglY9QX)hBbzS^EzSDJsYVnsJj)^UwRHL635-2(Hejb0Ruoq z+`Vwz_+F@A>d8{1V~*`>_XI|;uu}uB!$251bg3c{4n7;5tmtH=N&>W4%~ZO#|FryX zq{z@11RaXWQ3~#_mI>rxio0~}8UjfmRp^&5v0w;73^Geik1ScfeqR(VtWTuDV8iK8 z1cz-UfZ_#)FvJCLb^C$+iinGQK>03A$F7cq1vPJ5rgQ*Bp@)fsQT*qBqWIkn$RH;P zDdF4TADsT+_f_G%@9Sa^HD(wr1b1T7$PBw*sr`MOV>J zx)gBLU>s|T2HIYSKtGwSVKOR?McZti9yvs|vd0RkbYeLzFc3;2N6gdp`oQ?<6GP~v zmAAFsAWD~MCCRjufl87}3=vssR2~I#lLA1!GBKDxx*m9J+!o&O7sdoyWC-H8klx@O zM$*Ox%OWpyzcXyVgV{H=M^(>=_ule{RqalsR_~G|d6RU%0(II_YS&`?6!0mLdy<}1 zQH~#RF6|%h@w&OkLSVl_(%wD?=84)s__GL8z#w;ZQIEi9uk=5D?Ya z0OG>@+*p@12x+$C6m$E;iY&DQ#GG`AZq)z|K&tA()#wjtZgUWvJhOg-{oJdHX;;Er8rP#GtHr86RF-X)~L*y*9{sotJMKpbrOhP%Z zrWAa2eM^-kI!JrZj4y3pCKcT{Tpa^mY1 z+`iAu{QX`#wteBPDZGCsgOL9KS>dE+6!(y6{=(7a z*q|swR@ZA4u4xl=ueU&&dIo~LjIycxg$UKc_XG6byRBJCDrG9K!4|9B0c>{OS%^&; zmj`yq*0mzKiG+++KpX?&zlayUV0i9`pl`xk<`7z{I6dqun0TuVJWtEdnx`W+dVJ4; z71q0%4=b5lM@fH*1&HESL{3$FFaIS<-lJfFIdFy|mlhE`cB?v0^k< z0vtS(0;@C<80=OV$(n-E19v=Fv;q68me%e4^gZsM<1EXvJRW|<962VV86D+k*dLbZ zgyAJ`3(i2IP1}&8k-pJA%~MrlSNdY#7xMtIDxHeN#6tX~CJGmARQZD-2E7S$ySn9I z?MP|QC%FDa3)Y|+v5n_SPb?$s(&a__bsH>8O0Kkrp;BV3*y*xWugC5HuYHaCRq^z2 zAir(3uoP-IyZO)dmzz!EWz8|S~`1`KzA zq!b2mAZGP$k}N)kHjWR@pnoNjuv0L%pIp8-6RZ?LdJ%vL=1!swemxfQb93YCf>Gih zZ~?ITN4OT)8*{o_07$2c15udA`X2i0k^^O)pbn#sE_u9DT3R3Rb6%c39Yv!U_&C)E zMsG>b=n$H$^`=geX7R}3&X1_bD!cdy!v+lY_IWQ8Br<)2T3|gB48te|j;p+g4=B+K!=PZ3?jjrc3N!D`hrOKx^;)DbsjuN_O6`J^3=YV@*(bgWdk zX^-$I6E82~0gcX|*IUGH|Ig64Y}nHPwD9H3Ay%Tzjgn9ZM<^8gegy?W#TIpSCd22QpK zI=x@WGZ1apmw2o>Sogdgk2I?#c0o=kEcQL=#n<8DNKOKo5>E zQFY23LyOR-6mQ%UUc)2yXV?L6q}H38KFQxQ(54z{$&o$viQ7{xI9YPxZutOa6B+Ey zm>IVuibv)j56j-xuPZ`#0^UMiM(KMo$zdrcwy*LI?^59%+Xm9pTUeM8-twJM2^P7Cpi=mT0j70oDOH^8*mD7n)ps_B{c#;w32r@}Ec`2#H6{3Z-95>kp$D$b`pRA_+hk8mEYB zC@)X|7ak$kolX4Mb});FdPfq=Ar0t1n`e4CyC-%WVw4U+5eCqMpx9hkW0X`A?F}{# z)iRN+%@|7rLo};5bbKkE98U*5zNg*(!j%n)`axtR*z=L%9!BAF#XsQ{6*LEhl!`iRRh}1x*`D0xU_Qy zoX!k16=w)=zp+4A<>g{t-%Gy^57Hq$nHz?Dl-z(~&XraGOU_NH63msHj`g|A$naJY z<{LQPFq^J`DpVw)*)4!sg3KcT1;nVOm}7-Kq5kd%7Q z_nkx5AZpDJEq-A~1u>87D!w4PgfDPKc@H&KfAlckaz8A(cT)?x9#ax7>>@t{xeIAz zOH*yh5*EK9g4O~Kde2q^*k7^+!sAlLtEpdGh~E2nH9TSTgL3u!AYr7dy~zTaECvV? zO<@#vP=HWxgp=~G5G-&yP#^Pr<}^QZwCh^0A0IH=1J(A$I$ zI=W~82FB5f{8#_T^8bo+LQ0|ZO$S60Bv6BawRW{nmg?AEOwy{t1R1aeVREg4;Y;_f zEW_R9;{SlQ2Kv!@fSkETI=(ujXo_$>S)Zs`{17A(+;gJX%x3VFrNm{GBoU~-4ck>H zY8wiVwC0T+rE0^=Z`5igz{^Rxm*Y?UWd&jJ`euZMtXv--M@6pCwnr7 zAaL9hnKX!B`T;FEDYw;D{jwj@?i>$50;>X<0ou(Q89?<;M@Uw=!MG#|T`<)k1qhtr z5h$mC3f+!u8*}nvM*a%#cyG;t8MfCTK3OJeBz5izlIR%*Q>la^Y(B4vI%Vm#B*h)Tl{S?6Paw) zk+`j%-y00;mEU0X!-%y1^0XPKsfktEq7YHZE<;MYSNaev2|8dIo>7Ad>MAs}!lS-d zVNU(3wA#!o4lXxvPbZx_C#Rw+%5X5{n_H9?q^dnuaBpr zgX4Ebv-7veDRB~j6ix9TZorSL7TB8W#0VpiEve5&#(e(Vw{EC1ei~{4QiFwKEa`Wj zSd5--F;mH*g%3NDUj>Vh?yege+ypb+T1V>{e z4GR8nsOwZ`000q|%m4*$ut#NYn2v7Zht^rlIWt{)Ut`onWntrDaKWO?g)RDFXm|i; zD0fz=on2QoZw{h@e%5bsSNQ1LmGh5KE9>4twaxRT_AB%83UuYg){yS^V7aXw(9#18 zmmKjY-jEo#ckLK;R8f(6m%m?FhiXc@f-|8kM>{3=RUuXqYx}lijx;E@rTCf0`mE5E zVF7K|b1MQ%xE(w5Z(2lp8i4))QW3>JP%Mu4*n{f)WMdSIKQZd-Q~lUD?YG1ycZr9q zl|2O3{1HQ`HmeG^d3o>OWOkqXWUatA0i67UTo`NS!!CaOgMa!YX3>2&^TLYnYTOWb z#v4eBb>l~mL0ddjS@|JqN`!(Mqku=wRHnG+a(2j%Y_cQ@1+(r4h=9>c^zhFm_5;RI z(Y$h34VRVOjYTiTmboA-KR|asC{ur7wAmW2L-;U!VTp7B9y}X)_{!OM7bI!4LY}2G zoKNAbl&R3|AsFU3n-;FG6gjOg%0S7`;1U+s@u>oJlt2f>=c4scDK&D-Wd@DBj%g}m za66D5)VNKBq?jpL0OEuR$vKoqEWu7O;1Kh@J8AW6!i!@fF!8UznFlT}(Z^rL%%gfU zbF}+L!9@;8?no{^@M@h%q(hC_rI!^r^s!NQ#B8v6XPDJGqKX22HlAQDLJ264p{;%) zFMHf+nu^K1$%JEtI&dYY@v5&rqpTCr2=yOa(5c{DWVr!XyU!POLiQrnDhJA%09143Gju^A}L6H~*8 zqMhX0sa?V(!DcN6;ZG`x97n>YWkj+NsC2$>j~d!QLr&(ztQ`raXh2~Fn&ZNVHuAql z`J+1shA7v>0Q*8Eu6ynR1aj9@llOl#d`a;*yEY-?tJWop+gz7A1;+d|5ItE9%J}Sh4+K8a=HZE$4BUz)(uV(a!XLQ#a`g&_JBj3%NqMYXdu0J552W(33Ua#%prU5nj$E^K zs!)rz>j1-fBo`%@cI~n~BoKTmyzx9WPO#lkvfseW%Csmf@S1}UB}DVKRR~G`;3+r3 zet-g9<4A`Axo2xzpASor!l!%6YS%+d1qF&MZ=(KR^6IfM)jXXbI!0x)UgLUd3hx3X zsi(f|(DM??V-H`vxmJ&z4@Wshk^xP^#vbIw@O2EAF*Qj$F6G%^iye4(I7FL)OzzYO zDCW3`>*3<#ylN-uBKNVfQ=8cUmo0orzyE$D>ctL=jL5A}na>pPFuekP=+%PQ$Ruv( z01I%NTl-A9MdqLnt$|2OvSect34q(e=Y(ps$?QlhXRCcphnw7@L|*7Cm<>+}1s-aV z3TkXX`TvCqcBMwJ=8;$tlx&Y%mQV*QjbVD8KXk0OQJK18oLgJUp=m8*uu5MxZ!-y6K85$|}=uN)x=X`M1K z^Nk{Lj`Daf>-QV<#Q$5;WbANlodP99mwLxR>S@+UQGIPi^za`~b^8ZpgZ^9r;{C%` z0HFHO_hjNS4aPp>!l{O1iA;88Lf`k5Y{xw{SevHKq71myXXO5GmrWYecz}YTXuobc z7bnBFl0G4{2WeYh%|A%*BKm>|crfw{?UkmS1!`PT;QL!@%QP7ngRI77hXWT=7(SW= z&;EI|zP{_2`BhJ6BzSq*I8GokDGZ@?1!Y$(V>tRC#dpe{1bUm+*?Xd+oajxaZo6hH zqu1j(0qJm$A?Vf!5uH+8kQUky4_s2p5c2_0Y42=-{u^YiHol}K@J}SqYOoX(ujbS^ z)?96Kv=a^<`c0Ef$~d(9a`!`?3J`PD{jry9gmi&p7Mp4mMYR zuAe;eRu>eTP6t8s_vJaGr!H)(V}QL*YL=YN+C?#35g5X{M#Z6>dr27*+Oq4|?~1`N z2^KmRM-;(?JuW(z8DmoS8tdVo6M?MB%a9TRAB+JsUZE!1U#_b~05JrU$&i~US*I+& zUSimDK4Za2!px3Eo70Z&P>cv&&kB`R<9RsnT!xGCY{3(#LcQ;nYcKI?sz)YEm$ ztD0tw+K8Di1Tsh7meEj14h|MJ@Y0h`l9_$vdJ-TqmhO!BoqF5dxM?IG4yC3Lwg>g? zBrZL@IphP+V7XIp?8+FOUgS6--*klQYZq@EztLAV8{aAg+S&dT^b-?nuvKf zVrS};5lDC&E*3!`14~VCA0rb$mfLk5^5rXnjBO_N!Vfhw)AsaTk3$g#b%*!CKRPLo z*j^YK@JJKP#Dur(;z}o9SO;ZZX77~B^1J&z`(t& zdKZR0PeabdMGl~sEK_NkP6K|l9TgW?wJHsPtyO&+uL@uHnCIc3!(pBR8d{X^R_%1! z_*+TBH;4s>!JU8>pg=q>nCb3Fk)7fbMa5E=IFUk|jj@{w&q7i=@)1Tu8A(zY=kkNqwn^M{GR-C5#z?ri^AUl@6_D&ft zQ+-}SWfl`9D}VEkHKNa@LG#G9K+JB(qVhCBYB3}c=t5wyuxEc@c>9By00000YmY?k zD77jXWTRWkP8l%?!c5`6e~$KdjX~H!Nn>=^iEqnOqjHniKpPy&I79Ml7`&Kc?j-FPCD}iO~U?*Rs)t?YIVYOkzZ$Mub8GJENh1#Q*SXcEC?Fh|Th0GRv2hYJP=(jeB{D!+U?g10X zsff>P)n)D9P##yXD4Eh`A4-Aanka9b^2wuN9m5`#1wL5@Y64-u?5tBeze0MOBlS-k zfX`CApL>>hyITahmumzf>q#Ng#<5k#eb-9C<5N^AzW?@+0%RY_rgftU=>xg{m3L5L zPCp2q39n=@a`8G^wv|R)s-wfPZx68<>4 zsa^%dLBFNWZE=@kXIuMfvufuB^jn45$fezp1P)ORa-8|OL(SqRXXx!JG<~WnHY_+V z+M8F1@x>PauHKKtPpNk(CYSH}=m5LCJSHt?4s+}B_GYH#r`xLw#2zU!=ldSZhk00n%IEWcKYDz802$?FCD|lPNB}^3sF!o5 zKVRt)QrnYDN(85tTIhH#S>^Rg{v7T|$ho~aHA&bj(uZ;)dC3MY-fTOsI+mdl@1?Gh zRY5s8B!NfQvGUoCt&b#mtF}p_7GRqqW|P-c_nmfJIUumB?LDu7!5J)}0rsv_o}bsL zHJs7Pe62a3*w?AOJp~BkuNj39YMCKfHMgn9-g#jLdJY6TPD=73u@Qmt$ z&-C>_=2&>?G~)pcM@*bUzJ}HM@$R#c9I_NfJ1p8%=c=)i#L1fG&!+p+5Z1gpSy%8* zi`Z26Z5X5u3_>(%#1r2oRgBKH$65Z+a4T$f(^wY1RH@#~H!v z<8abu3}^mOn%&^WW=tclW@0r6A`yz&kC(_zH{&qR<-SThKSRy!b)fVL3>epSyi8^X zt}XP>sXB-VmD7$se>lXU4D_J&6_;PieSUi6ccAY4;Br{9NqO@}fPVgK&n{Fyzdy&S zTOENux%-Xp#sE|ktuHKd)8u0n5VS!$Aub-mZLz&6*3~Q$4IG?2cKeo?4W)XJ&Firh zeJVugESaXj=I)S;Beem(s1ks6tM?9>_Uqp#>p&CPfN( z#Esn>|H0=eQo{cqFDq1bOHYaWulxv`f6BlNEOhZe(H`h4)byG!|6FK7y`8T+hj#2< z0dMat+`gKYxNWnKog9xL5*c>q>8rk04}i~f94c4{Lo;Nbk4|yPJ47ce%p0MnF1Txw zo@Hgw^eD7OWZ|NFks+>O?uz>fEVN66oIeoo?f7}>5w^>+P_)c<5_c;DIEG&0Ar8Vs z{}H!IFF|-b>>^bm)n&1`o9j`s;^haAri1n9rUYhA_e3Nj!Jij4+e#P8a}98E%Sq*< z&;A^mGKV!hIlkfu{e2@O&|Q{^)0GR+X4^RtYVPC&u8&IxAN;H2pV^-OZ^nRs*l&doo&sS$p13fJ)Hz7lidx%|@!aG2WMD!fwq@ zKHSwr=6UYzd2pCJ{q=xK+FyY*0QSJIRO4F}qJEcO`2FL$hXvm2-w#gS#z22kdat^w zaaX7iSwTFWVkvB=d%wv>I=~xnCWly4CbMfhA~)jF+|(U>YQGP=cIWS7H~*xi5;km& zUf=@NlsPceE0C_9ER~W7yOV3qOs3e1Pmc-@RK1orrP|MjuZ(IvUCZKKua5!Ol!xYI z%8+mX@I8TKfOWHX;A2q0IE zVpqhIyqYh%ZHk@fNQJaGrUO>bH>?AGDvQv zBl_VFxNO*en$8$BKqCx<`DQ*@o8}u7M25xJQHh?oFn~~`fSzn7;Cqu)7Rvyx(4inr z4<}b{Jm#$pqb>T6pGeWO(^Sa1x}^RR)aoqwdmAgBK4lB@~c~vOer= zW9)78yvbKKdC7Lg_0HZN^1djjYmI!BMvL0*=H14YExn+-v}ZVGbkSgsRg=f8d%QcB)N%T#b(b%tm_p`2B_5X8K^7psB( zbw(?U56Zud7NsALeXw&!U-4Xw@-d|J^D13oxVLt~*>l3ij~R?f@hKhAc`5?V5?>hQ zrqVDzv<3^pL#l8}w^jceXDQalqG8SW%ohcdn=ZsbtgQHoNAWy?xP+$`hQM#n>bw~- zQdA}rfUwwo_+#~KVhUajK0DfVe43JIE7(XKX*%WDU1rb_s0*!qP_Z)i+3LoO+9~1r zZHJ$=JWa?q`v9AIU&em|890qcqIx7Sofku?@Slpn8zp<6Y~bQKY>O*UwPf8cB-pE1 zn^?Zj&FmF^g64LETidGfhm7I>NTG5TSEpLhTe;+*Uxc~)RNN5mqF*ZQothoM5^PgV zzOvh^#7QVL9jk-p4(b=tl5&5j%%YZS9UUyxZ#bVem5dMcr#xqzwg&H7&glHl(n&8< zZJvr+yAbsW6XjdA<0{35OT5h)?;uhELT+;!5y=Tq-^!@&x^a5vZb+=%p=r~f)L_K&Z6FxV=3Bg84_G&cD&D5_L?Wse5cp|V31l*h$DK{ z!luQ}<}uBty7qH4%<81Wl(g z`)GCURa_QEGR@!ouWHue?N?)frUv2KyZ}+_hkNc2Xq^AI2t$WcZNT&~3*}>{N3E0& z;5UWe0sZG6i1COUgPYrNjjsy^qE(KbronUP;7nnN8Q*p5p(=iZqr}q>bS#QLIL)u4XfHX zbB%XC>^F+{Ivp#&zyyRjfFg63000059Y6-$=^9B7#9_Xs4hJzSnr7fS`}J9AL;`jG z%meNAmf8uvwD~Tp4sH7-9OP8s!nnWQ<}Lq`8u7QCdAIzK<#t#rl?w>|dv67AD}xOJ z|1L;h9}wgI-%e{yqE+tmk2Z zF`HynAA1lk6viuhTPpf3IzaHr&Wbx(oxc8UH%n6rTGZBY$i@|6k6fAa10Q zD>9gPn5pt3#AQJ6%$f^s$D!;^=5ALch0xkN6bSW|yX!qAUDG%;t}Qg7FhHo{#cYyn z002?i7S)f+=G2HAWRwS0fhLJepDkcyTLGkFvmGHP{U~qf<}`yxR+Pl4rBj|gxHH{C z8x>p&7K=}4@e8A^b~$zfXI$Z10)hFjJh8gBs&y>ra?pv%PR=|QH?e-wf*q%9s>$>S zlR-mDs>Q}u82cRHH_a8ai3X$m2gg{*zDj)~shDT%Hew+rCol~M2lZbw{-DT3#953q-_5Wo6g|Rs5pB|j@NDZ8WI;d>J7Gwd zP1c;u3IOP(NR9831*D|m392a{Hw*(WI~IcMR%kI-f**(10(tw*>bEvNR0lwPNvWLZ0|S!UC4fj_yzNd83I$tx5^kG QA{N@I8H6{;AOHXW04`d;hyVZp literal 0 HcmV?d00001 diff --git a/translated_images/km/iou_equation.9a4751d40fff4e11.webp b/translated_images/km/iou_equation.9a4751d40fff4e11.webp new file mode 100644 index 0000000000000000000000000000000000000000..78520ac4064d51908bfedeaf12e3cf169319e9da GIT binary patch literal 6332 zcmX|`WmFW}*Tx4JN>sW9grTJyq@}wX>5>Ko29%*|XlbMyWM~l(hVGJ*l#-GhI%i)0 z_j=#6*7693=0sd$` zH~XW@Qx3>MV>d#dL6hXAfXXq@7Z9icJD+0!8=BwMiUCAQfHXT;Qa|BTSD+i=^?}WS z=j2Y1H}!cU4Y#YCWtYb&l)h9eiu&H~#%dewR`{XqbmB|;3BEL4FC-3Ch+MiuoxQw8 zJHVL4xNx2`y>G6Y$j3(DALl01oj``~X#sRpBy}}``m+e(b|`Kn_m%0L!xxJoR0pIJd4)7ZN*$xtSP(T^78{VSkVI4@ zk{X42;BKL_v#6sT$b-=#;8MN(iw=zwPPx+(rT#+OgndFPi}H_?nUx~xsvhM)0_|;D z2E5~UXvW31G+)QeDNmf2-ReHD^>IyZPqD;mQsnZATl@7Qz!VGd+Z&$CrS>mB`HCEQ zE^oGc&G6L!Bn;xfz#1}DqTsIq-8xZ}FynP4Fm?Ws`>(A={>OA)z-#~n2^wPfBNV+! z+|Lru&(tnN`>~pd-|F!H?Xf5gIRFYyB1==%E;Ij@v%~8uM!Y=*P1KtIz4VXQ?G5WT zfBx7ylos3L(Z5~>JntXpl}A`Qa-Za9EaCt2+5okgJeLuxdO<26x7$$|2WT{$uqD;I zj{7McPM%@oL@$_81NLGR80_^FpX70v(Rjr0lbk@T?w<#V{JAR}kJa;ZN7P<~02aPx z)?Q{_m_%81Nl?f0w&CRS{$}}ju7@lcl=Lw-VBrY)-s$JQ9XkS7W7f=c^v1EkRDtgY9@L zs)GjkItf|%RHrhqHC>rcB9w_4qm$)^u-OZh3ap1|db>DT2H~N0P#M;2y(OyWJkL5J zbo=>f>PzPNydT(*DJT_4iPTiyp60)k|63SaCW`KSA>^{ zYAR%>*Y;Yvm65#w*LYWWG`JBIh^5&jp&>qdtz$zh{1F^#{Td^$sWb?l&|y&gnPQ$1 zzl?M$W9v>}hhI(WOqTq9C6}(;_o{*sGy5tm#P1wwrGf3wLA%P}^eyM=IZjnh*O4v! z;C>e9;Kao7=%}N=Ocn^kM)jA7!wbLW&zWwX%QhCB1q0$e+fa9(|1y?4wK7TSmZxX7yaUYM4L}&k(rOV7cvDnR)KS5(<7V7znlrY{L@W0-_QLIsj`;(S` zd;j6;?*Qli`C4Ge~=pR_C~Xz>LjfBQ?F(G z3*WbRH3yop-m%EP6bGnXrkVU4DW(azoBlhuo1s;bgVBFE{tvuAR)YXY)Ou?0NScdv zfh62obkOmkYu(&5Td>!E>6O$Yn!Vw2n&#R0IP^nplS6BcKCO|NO|u(aD6TFPq~0&S z=*QUSpLz5Y12^w&a6=G$XO4r1q$$)BOd+_h*e}gp%QwkM3@M-K%k#or394*N zKYg+tb75~MMhgS!3D`bueo@7RA&?I$B_8blQVEE2s^u0sH);7E@dWExx8?Plb+PM4 zUu%e8aJ?>3$tYRqUIn+@8~}4MrK@N{aQ7y6NXVZ5j@Ufs@r#8`gMdO50rxg&f_xzHo#Um&@>49SO)K>Ec9T_OdG1!6>f2Wl>h< zNC>&-gxd6|3m{AJr+(OX1_3H~pU``ppSK$Z_4^wMi$>mzK|UjYF4^8dnP(&UPAsim z)gia{j$2O~h(G5fhaf{uy`;s(!z@ZS9|sKwbiSsd2V;v(wQq0p1d4|coJkV?I+Sp0 ztku&=X*9lC%2!RPzxxD98fm~dW14XgbMr8#z&yIExL*{|u*Lh9!y5EDnNo5Q;B@pL z+lcpSPsmfWrY4($q#Zr_JhdzEAkO+(=^)+@63;E%P;_*xK@5#a`^Pvy00C<k*Tz4Kcf5FEtPlisw65Wow3*na8Ofb zt`pPB31aJ_;xpl*O-yffn&?L&djt&@m~9&Dfq_~y zZedNH2YbgyB8J3LRSv1jC9@bu@dz>{*@Ck!`sjQX{XFuf3~jc=Ol%p;dLQzMV@bAb z5Q<#SqM48LP3^80E%tlKsn2pG^IR_{UL6Ei*k6PBU|whzLgo}pWF5758584U<-@ra zKT$W=D|5|3u&)^{>oh5h63B1bw{%C!qtZR`o2$f_!zQF_4i)25i)Z`TWLCc_+{r~k=n z17TUO;fE>Z!!~ZXUoPd)NZ7zMltLKlL76h!)%F~4AO5yq`pxz{LD>_Z*xa=H3o&iq zX{22IeZI^V1zLHIQ_6*OgYIIDP3k^i{Hxu*K&!67A! zc#T3}*k&&M21+MhVELj&#?;0=uRV|tJY|d%e7SVAn$l}b4F701R^8UT{T#V?N96iU6l`|?uvRRv9 za3%;Coqeo@_>NOyG(Enaf|iS!{x!X#BkJ2Sp>F8HE0|uNkupa|IaO`SjzL+^Z3f0I z(HwF%%5X)atv_4+n&9LyLo}Blj++$*x_5=G2!*kOPQMDam>~trP!6oC3UHBMvp)3Y z*6ye!e}X@0u5T1R5d-GW=SGqb39coITqYgxZe5~k*(zm2^b*qfOvgQ%4g#dNdKb4t zM+n2oH&frWlh-N`vD7m7mOVC`^S|v<0Cp`iXUe$X>#0M z8dubg9+)PUj33G5X^IAmw%F9WHW0o&1DZ*U@6f;f z@is?4AO7Mq#T(&7T6WiWUqnZLgG)lLGeddCS8dOFDbHx>mNatN3 zew|wK(4b`N06OXQ4FMs7qlMlU2rC&1w21$ z#F=kJ=+652IscSjJ%vQoP{q0@7$;qJ509x>nFy4)H7nTy^FExTy)^H|c-LaE2+v}Q z(0tr52ga{r)+@zd({DCjjo$TkOR%g_cdhwIzos0UA7ZE;wH>@<8S`dxDzNGU2?&uS_?Oks=`mD%HntJ-uO6Gh8;bnd|*Gs>ByYlC~!CGsd>H3DxYfbj)qH@QartvY9wU&I1ZzPSivg6;4i+HsU+~Rn)ibx94Yl>N;`gSbjHE_@5I_~x{ zqedSf{J5ygJ-E>~f%@n&#NO;J{sWVMkkdTkCXMa=qeLDm`6HG6>TA1kB=VV!ppBVR zYAtVApv&GdI!I0FrKok$kef{KC2Iuf^nqt)jNBwWJDe+H-mUmuTG_^(UZ&j;Pm}Yw zhR&sdeX`!OQooqoAnfb@4%1gp$2KBKz5oU8KK@2y5ZENM57c7MO4}5-j!n_~a8V74 zUAwGHd7B%k`UBM%SPD60nL2yTk{TxFU6#?2rvJ!T*SJzGExl2cLTIizI{(dX+I3@= zQxtogUGZQM&a!`&+cij2E8`7))AI}E#`cbn18MX-Y_%X3$7re}8e|7}XOlH$-4o-b zm0&>uVp`%%z|Z%rQrG%tW$5?kI`A;@-;_S?;&6J}ML8JXROQWO+ZDO?S9Ut-+ zmCua@(WD)kj{ECjrip6LM(G}?t$!1EZW;8|Ihf=b9vG$u*(}6-d^)tRv_$X=3N$NL zAjCMa6ZUPd5?Kj*oF!Nx{?isy;9g5FoUXCSPtoHC;@NX7ZHq#7(mc=EE2}3z;x*=~ z906Mq>2#8_+YZdnx|(zoYio8KNOsOim+e{C@6cN+_ zz~@-jM)1Bh;mHbOXfu)Cr#t%MV(U zR#IND`r;?J5Kwe(2^BZnN(m-+r%fv-kyFh{c~cl}`ne?Go@9YP1{o>xqlj#)+4<41 z$8qgEE@egX;B4$`0xA+*-7<=p2Ku*H@^fRaH5(jMEIwd}imUgDFe!4rBtF7K;FrM_ z)~A^9UIaYhT=_ml;rKb3psSN*yYrq*TR)e5xEr}xvmLo4n~yf`}9e*5(_WWRbzF*XY9 zo@rNTgDuDbkSZeGB$$Gn->CLdCFwKc=dz}Q%~0s^>O+mWg{iZJi4+2&>0c(h(ral~ zZ0^Hem#uO>%EKDII9T>GT@UN(OZ!*}O>B|5xyyV!IseeR7&v3Dokr z=_uMTED5N5F@2iKa{b84be((hM*(JNnrqXzC6$${f4&8sM=)|a$Uji*QFMLX;BP)i z0M`^L^zfBL2V)1$$TfAKMLg0++J#TVda}CK(CV-_PX6Z`rp^L(o%f0FiJU>LX44;f z1I?88a2okctxVS6XVG1)nU-&MtUYVu<+7zLG;>U*$Hn_q^7$Dd>wTePdaVCLK)c@+ z9G`N?ev}Si#V(ggh2bx5^-{NMrgZ{!E`sZ=b^fgw1Fz}m)KgOLTXrjqX0qTN8Eta_ zAtsug=qr}Fh)SXj=2iY>i9PP@&BNTz~du|*;k zVxzXIXFk$HsXcr<9;tVrP0BxurvALKk8{)45Wm03`62wFX0L^~=EHC%IMCtY%f2MW zMm<)+#yRUJv#*$)S38})QYN8|D?0N$H>J6{r|loBCIqHPZqY4wl{cR68oIpud^-*G zHF)U)M5|(g?lm|9R~kdllNTgL}> zcU*Afs@I0UG)?VMMbUfkEo;)nX;E$vTaY3_?Z?!nQc#w47$(9@II$wNFfioTYl*sr z!f=cnnD;~c=17SBee!o1J7t~A2QskZXbXM)tM^8aV#UB5Uy33~+1Y0cv{R-j9{n<- zUN>{~Z-^qAY|~BqzS{gs%o;r=-RVRF->rkkQy7Tu`za(mz4emI_NQCQ8{})A)HR&8 zeF$nw)x3th3=6)EwgDt9DIK<=K6u#PaSmL^;1|W0IABm@WnX%1ZP86N+$RQo^41!e zFK%uwI$_SbDOAO#(-IT*v9o}BH@KBX-|(5^qCE7;IngN{dG9xuc)jv3!&^j`_f9;yjXulF=s6ON&i*RYZj!%jZTOFj} z7c=>h3_K)f`AH-r*qm2NEH^YV^+Xg zTHbJUyq^Zp_lcHYFLH>FrNXJ-eHKf)tPbX5#MyUro!n}-{n)xNOycyoK<3JR#Ahtc z?%ndC5s)tTcN(EW9c4_K2co9lDafHxjx07Arimp2O;=qoZwkGZh!vp9;lGr27XsY?y~-Bf zg!3-5!eK!WMYDnjb&i_(MbkvqD6FQE8kr=QukSL~<3XQPDhXXS<;H}C6xctr%ntx` zf4usMJ)P3nm|CL4e3#)M4nV~xB44Q|&x26S|7&$c z2g!PH`*=73S0)E^u?RhyZZA#|-Yhq9Iap`m?n z<+ilvwy5`mohyUKYea|+IF8Z#zpB9b??FyXTKTmxT4B6s;oRrTiPL*(q3I{N>%TH6 zJL8txe^tp2_Hykt5#{f^emF2MZn9@3^zqQ1hnd+=Z!{2ye6^Dsp-CgIAf&obXBRl) ztLXjV;V<+wBM1Cd(p(b|O*2oK%)V$aYmf5S%M{HjhP6HfHv9laW7Vnnybja)6{U2{ zY|6(ta~6gZa=;~A#`I`zj9$1DsKIjiN#|MXsc%PFHr;9=y2(j9(9j|?()4Q7OHgAA zl}bozd;#Qu48PKbW!&$QL8H7^kqg_p8$Pl{7_y8EbOfmjs$#4)72zRwi;YIAc4rGY z{P$q~4yocq(0A!OnjgxToG^mk?nCPaH(4wqbUL$Z4b<)O6U+-3bcAJE)An&6&b=0 zx@;eY7fF@m`YrrY`UyeH{=9r&?=BAs>19*Ic$~&ziRa2UY)c7KR0!YyJSjL9AK{>Dm>ADvT!IR{wUooMH zoMoo&*2)Y&ecq~%n*V+R7_BbeCPpQ^PnQGkKw>3fjvSCZ${`fB_bvk}Rdge161FMc s{ivmZWBf}Kk)vWvl-f-*?Xv08+y(ffhncwL+d0w%rSd<25&*#e0Rv2yn*aa+ literal 0 HcmV?d00001 diff --git a/translated_images/km/jalammarBERT-language-modeling-masked-lm.34f113ea5fec4362.webp b/translated_images/km/jalammarBERT-language-modeling-masked-lm.34f113ea5fec4362.webp new file mode 100644 index 0000000000000000000000000000000000000000..e31e988492955c0503c800dce3f3b2aee3fe8897 GIT binary patch literal 32554 zcmZ^KW0YiB7H-;hR@$~JZQHhO+qSdPW~FVj(l#n>GhX*}_sqQY=KYIU_nx@>?7cti zvu-F!iir{X0|BXv3Mr^5a1vtt@p;x9u>QHeOZ2IzCD7<9?!2P|I#1pXCxGA?a{U+p_z4O4f~;c&czzgtw!N|4)~)u|0(?JBzb3x` zD|thHhOgHbh))F9JNJOe4_AQpq4)xz3ZVHKeC2-YU#&0qwez<1nGR5Y`3HsxH@qUWG>z_YAF|7AG_U`gi^00CcJo2CTGx`Dhioa4k)m`f! z@Xz`?eYQX8eO}**zr_ReQ}|`R0G~T|_V3RC#6HA*zyyDdzY+lTOZ(j&5dQ%1^-l)y zA3#6VJ@H=x2K{z@f&KBm+`nMo<6rfk^!IxK{u>{?e=(rs3l;$Q)SuNq$eZpR0XPCE01O|Pfa`aCx87&o(XTE4-DmbsSAgy7717z4 zhY08|tU94*@GIC&%r*vNZ7rCK>;Urh>#yqY5CNXss0RiIy+PtAEH#MYu+H&N15?m{ z79fZ**ar_?%Le*-EvY%3;b|c*8m9hAg>L_axQhxEzCm;W_UNm0ci1ZAd4PVRx7*$C z9rO$tM*aR1e~~?ma{cxJZwR4mdEA-acnrTc+ALFs&LNgkPUmG}qAy($6P;fsF)#sg z@lF|(wL<#s?#zU| zm&6Pu7}XN*7H8i$rXv`s4&|q%u~-BJ4fyd$bQ)UggP?;)XlDPl{Xf$T?XN)#JgO(3 zey%fTby5sf6Cd4&qx{oM_tw+F;#H#~o2?#9>}s;pajAmW24*6GI$+J)DINd&iF6AA3{ofD?yL6F-XHHJL&9v>n+TL}{^DbPLbozXM)#$HYSktMH zPm>({vKgiEe_;mcU8jPS$=G|~7hod*5u`^7pdxMH?7IjZ)kFunU557K*+V_`{377; z2NF(QJe;#Su+Qhc`GpW{luNDy<^^$OLzzlqm})>Nd>NYYtzFH%@4Ez$=O}Ab&Fs-b zF3pUh5eE86<;lqzO(f>D`3tx=TlQs_8uydMg{V$7rq3XT_>P{;)|}gAhrxt8E&(B% z776Ik4VX49ed1|^PLhQDWq%?gm?f^ijQv_zBf7akYy}=pRH0oViElOO$p>J~y^ci`&M>fBvlDDZ&EOnv~ z-%7k%$Tj43DHRiiv*C2Ws14R=mT7JrotY{&qq<;$uOVdvAq5s5|3*teH;g>-!l&i` zrIff)>X7e1B!h@W-75J_)gPY+Yd`!{%#z`}qv-h}69yx}F2!mG$Y(x120OHe8PikK zZV&}yk|zkJcy4Dj{6oaW4xOn;3-l$rHBNwYrfEK739qF*1>9)EvjUj9jmEKlfBTj(VX(f?AZ9qtmk0`Z(u}QZEI(6KhzPbWO zPK6NZvl*BWb8?t8IiHXe@34UjNl9-Vz3diXDd8sC7x{C;teyPoKPdZyP(bM_eepZL z-K>J;im z>bi(ZvVYF$Z1Y~Ym1i7WWwvwzs)+WG5P6Kc|3y>|fAh(oy^4jash}5Bu6AaHI3-O4 zmP8~FBt+NSJA#fq7mW-BmThOS5mB-(=^{+ZOWloJ(D>H+)_{);bpPL={DW5h{>di* zAzriFIE3*DAr6k=_|nS?d%~M_Z`Iz3=i#kR%zr)mKkNRXPzOD%Xadpfok%C> z*U>E&TX%q(@BktHU)1&AVWXWCP=CHZU+?ssW(?EV&YD&zl}M$MA62JFTlfBdBAok8 zu#10NMH0!3izH3nA){2bfN7mm=h$?o9z83IW$ztuuwDOOWcQz-{)D!?6?(&_MkD4r zm)*C%Q!X)fyhH8}0?s3}9UVfpEqlK2<(dJ%-|3%z?k;30e5_S?d z5JH1%34uzMFQrmGHY|A%(ADbsGnmYD_=Gja0)oFF_5aD#o{2WY8Y+*YTSPRdlCWIk z|4h=|Yl8}*Z=kv$ty?yFSzhb!iGio^nQKKyn^+^I$uqe^i4i#+mngDwg+dI-pWu8dxv+9hfq*+UgMQ+{^uZajDcII@81(}0pxb9IdWxQ>pz4SZ|JCojYsAK9kHMBhDUWI3 zABVR@F3CtaSfAuXQ}3aqWS4=sqy)2XxtVzU>fQ53=NItCdqAls_-7%Owld;}`V=I2 z-<`PbE9NmJbMhk}2q&TaMQ!G(rHn5_sdZKF97sjL)`j^YFq*}0GA947P?f5TPtW(8gEX~45uU=t+>OS=T5iaS*e{Pe)ZVjKZ6%TI zN1nek{Cm>y2;$!k2K<1B^Ka&OYUbaQ#h!fb;QC3YF8z`IMdwAFEm15PfPk=2TeRLS{)f31HkAI^9=#X~Vv1U11B|ntO&4mOPylQ4H)6YRRF)mRpzHF~{S1r0 z4cb%g;(si}h`0Se-b~wbi_&DokXkeO4vj>uP52sVfLW)P#ohug;NjmSS4ct1#q=*H z_a_VZ(?eELBv;U-DNCTw> zle3r)nXB1ow$_MKZd1$|uTx z>2wG=?vG2w!|SI^Ztd}jvTxl4;OWytqkOrRxSYH7RgrAf9+Q_P}1T}_jYp0#ao#YO+-6nnN$4=P(h1ed}lz4!CSh`1aL*kw% z^&#EwLerACC~bo=FG>J7_klvuwqLJ#G7{sP zzk?F7XRz;0VIh&b^(_r&|d zLd2TWT5(?2(UcdJFgt2R(H%kuensZSES_;n z-AG@-VCyG5G~N)TIvX`w?vOH+VLpEDoj9WjT>in5s>cRp@VUnyH1E?KlS@Q`U{|qB{R8rRf|cJ( z9Ue%{Oc&nOyE^Cb+=~Us^Watf-+i@p%8|#i(o7gtUSN=zqQoUS+ zG&BCCl4z&S(Snta^uoYQ%(ya~yPP&ntXU?%nIa7xb=;f@HwqUS!Q2B`X|;Rq>5RrI zh4ob*T*3d45y-z)?Vofi4F+qfOS`Yodr^7dDU}*n@y$q`a}ei)!CW?x3;f(>d=F-| zAa(qqEFWx7qcBm~ds^Kq5j$dKdc0HA99HZot2;DjeHH#VaD{OioeQgjl@CHVhZwo3 z0yP2atn;$`7vNk72$kmAd*K6wCk|?(XNC2<|Kv6ZouAGO|K11i<1<^IA-@MA7c7Ii z!Q<3(>|x`wjbu*5Qks`;ZRC&T<_PeySS|f@1+1JM8X$hMi*|gyo`Eli0@8Q|mnSc_T;6n1v?S;VwCBzfbJiLcV4; zW1WMY!Pi}h*aGLk9b7zr)p$WP{_j+TGtALN82J}<^@Xb-RJs+MMj+-&ZZX>c!Lrf@NHWi?{yft3bV^)tGcL(4>(iUZ4;6jC5~O&bxI0OT@Ki8%>ZR) zga_S~zgj|Wf84!_Q8|8U;`jwXhJDj zhZmD0&d`=p3?EE@H(+9+ay;=L^n1@zaG=`c(meLyI+;bb4Ri1JNq!HTOuir!*jJ5$bQxcH4uz5 zba>sQad2D?k6H(L4%VWymLY7Q^UdAy*_J%ziL$w1?U{0THwS0MD+XHu8lCC7&I;r& z@CDK@#@8*BUl=n4V(=j1N35tF5^4kj>s;gtbGK#H=!oTisz;~z_?f~XH}C}Z_!XU% z<;%?{gm7}#MPazw8sLYy4uvkQk9rAvk`zN8CHh=Dchhn4i)N6$>SX)Z9vJecW%$z| z*oTxNU~*))@{;aE?^c=k1sIc9aIv!KxzI-V$79!stGMsiRRh09vD?Bj10aqv;0D>u z{Rg&bMIZfmERhGUNE5^=D?hsGDiZb5Zm>oCEQba?<2pLHez7Q?p>0UFY+2&RVvVkeR=E-dXo6Buw~G#cu=R%2alUBun-*FLo~1gaTW*t^5_Z zs~jHE{x^gp!8c$EmLs`!!D99stsreg&PmA@cX;nSIoHIY(>)#z0yTZ9<#h^sAVE;k zsRF#Jn&@5WYwTaci;_Lh%{e1-@>0XL*826{yN_qqN-xEoKLjJ#&)l90=E88DNFO^i z2oNZ;W(!On&NvJrPmV{Dq+>v!33(12YRA-eQ~4M43=Xz>*XL|Y$mtJ_^HeiPIp2>g zlPRgnojoG8wMX7H&)U>0D7iWA%cxWOlwa+~ab!V+3nLxN{Pw*RFNRIUF)Bmi#6+W; zJxvzVc^QxJ2+^tCp~epx9UjX|6t|y&Z#H@Bo;%HW%+8#PHo4M#<qp>cnicWW*G^k8Yu2xH# zebk#+aRqL>w4J9i%up}nD^C`W>@U3yEgnI53H(}}P?hE@J0F!oQNBmCxRB;EHrWB0 z`~X@=89d`lcQgBv=u($eMMT4M&iN#lUX9oIAw?IRH~xqek1*XpY_oI+1PXfWiZ9bn zAh+mfxL^n-oEm6Bi|@Wx!XZ%0jFmKD|Ej@~xIEv2b@$-*xVS6IBV@>TFxnU zn^_LgHDnQf@GNP2=! zjTt}In^UWF(v%-Gl%`)6Oj{beL{Dwu`u*oycS}Wb`rNH zgs!_t6Zb*CEZL86AdJT*V9scIuDXL{kOoB<`}UAu(+&%?In70w%iPgBdj(h-%~KC2 zJFd6wL75PsT|0x%S`3*Ma2*#j8?_MG#M&DMb4-p;4)mxj@jhGmr6PvVY%8@>7&07C zU&^T4`diQ|NasKvCzp3;a{-qO2j9zX@9BWC?Zvw(GmpL_uv0-Rnlrgn{xB>x zn7FTB;RjMiBniKx*Vnz;g?>vWfffKBZs1fcXf%aP%8wt%DHpv5tCn^u*_FGPUqT28 zX1Vqx{4v@oB*`-D^nJa2tS^Cd^yx#iNGehdqrF4vtmZQSq5;@3gNaYq6n;C|3JLK} z$%*eETcJ|bH#}RXT|D)$maJ7< zk~w*M`{+xw4^@C(dB`;ht?gwpTvCKa13pNs4<~=k#9DFHC>sUg_9Rt+uSDyS&@m2D zXG@}N7nnz!yW7tJ_5C`zO84P$9KPV`eD5KwXY-vxDXc)U%X6KU95y`RMWLPXiFKEW zVM@wfkoMwi*#vg7(cpTt)&hupQ7(7qnl)vrWv!3^VV)f?I8($Tb(R*EDH4jtm&6RU z%+_DU&My@HyXbmC?wgCO{3D=*$h_c`+la8n1SeCNOqnn-vUx9nUiu#GJ=;2TNOtiS z&ER6i1Av|WJ_819lQd6VvR0n5n`;w%V|n}eV##*2r#)~12pyNBIqb@ikdFJPakdQoR3F$JW zyf$&_{&#Gq-%e(*FJfYNB@FN<5UTPfQr${ip;JIJE4Ai;?N=%)N}zNFw&zAyg6nI! z3z4v{Y*A^9al8y!cNm=OXbHE@9iH|;Jy)ZGdUcd^`?oiZrx^M};!Bg*UCK_!YEtJ} z`xW+!he5A2)zs`9OOaeZ4tOh36Zd|d*UccZW#6L)=nnH~ z5h!FqXCii^(LtPJM7)ItTvS*%?ISG>x;Gbz-8=P%u|>o8@`lc2NqkVv;!0whc|YZ6 z@^XB!U#F)Cl2ql12~r;jW!v;7xawsN+t!_L`Z&0JlQ4xt4Llo%LwAU)PQd@k0HbiA zp5j2#AK*Bnjr!EG3-{g*MKBFPUQ@x2pC|_=l>yySLhYpfx~hBgC8Ffs~^} zwRSBrSY=iC;1M7~Xzk-&GttEANTjm0OTY>Qh$Q5ZuH3YZ?a`_tOhg)82_x zC^XR2I=}#Sq;P{lO{@bLbyZc*7~XL}{&7YtpS%Y8r=#_?J5rFJ=yY~#H>-LFSaEcH z(h*hkjK^6UCE|14sZzo(8VgNk2YETb&<;ID5FRRsAAF&+znSttIc9rP2e(R(Kbh}mtAqsjv_cs$<1(koB80b8fzZCOBX1_Lj zByq?Our&o1(hc7!4awhg4Zj1g72SIb7nSDOXzfE8kSOmYJ}7aF%~;9!e9casYnsV`I(=un1F-5s+I(~!*!`o)76vg zGk$Jzi5I9RH$`CI!^!hiL+6P(xb1N0WhD%S2o&o_J|CMI12ibPPZYTF&BJqZo~PMr zH!e6r51@*bLu3TiB_Z|kRZQx3JRrET8i)?jbTc2Sz%LP1J-{=LVEc4| zR*$B;c^xa~=0syzD|MaVyrju4IHXu(F2K|Fv~Hw8jAhFS{4;0qbcU|r7Y;XuEF;^} zu3^*q%igp@p%yc{QU(nD>DFjyZ0b4mmK136C3C_`r8ee5bYsyxqPU(R@8rFSUzFgo zs3J(y^KE;TxpZZPIGgjT6#w-lb9Z~p&$XYyvr%wlZOg(m+|gTiur|Li9p`GgoO8YT zI`|@D!B`{*BW0*40*_GtpRLBz;LwV-zXYkx0H<(T$L0i~Tq4@ zWb8;*=sC4?Pla|L+GxlW@vy4a8*|Tq(Ja*|TE2;c>(1J8T!&Xp* zbE4?-*lGA77{87&UOBk^i$Cl8t+~l-NiI&74!P^43Tvt1@)yU3k%Au6t~r!!R5WD1 zZPVnArk2i9#?N{Oy-r^8CuOto7O!?~1_14&0TWnaT4* zlr_{nan99vU@`i}c`bkkRD1)sK~fFczVs64+IdGYRnUoSahG$0#a(I%aiWzzKXk1~ zWl6C{Qpe!rl1H)ee;=Ui``K?p>W4B%`l-_NrdqJRI_qd_lGDh8*fSr5o8y!!(rWPZ z#z9~%py=l)@>?a`Ne*SWYUFxT247_yZ$YY-@YrbyN+r%N%GF&Jta0>eP^V-s;^_xfkj3h=}piaIijq8@#3tWQ%Z{|@c3EXP6 zu)hAK#~G?Lj=#PRWnUhMK*}<)&xC#=LkKVSlEwL@xlpXaP|^9`P=?Ne@Q6$j#e>Aw z*ie($!s1iRH$TAj^vE{x^GAsu8r-Lh!^P`%sL} z=CedQ_D^bfO!-g#=1U-`cKPMyFlI#$yPT$~5$iH?bRc=<2uZx!XgII!Cz6uC)ivZknUK;> zqZCIt68-quysXkPaEiUo9HQ9)R-V;4`W65t9t~xKMhjmD)xmcMy&QKIku_fVdGvT{ zxTBB|`;~O-Na~>2Dq^&qdLwcG%-bV!Af*NI(eQX$Q?1XYZ$Qm?Pd9eUJ?r#L;z0o3 zl0S2D?Ey|dUHZZSpxwMZ*T==Z5$wv*+DxJ658}+#GFv=G^=WIx4;l83Y3#n3ww#V$ zRc95275-G4Wf3r~>~eMIX?So9p*5U2<{%VGD?F{V+;}{5sLD>^{}Iq!MBtM31M_!1 zOi7h=hG@ zkuxFVV9<&;BDZFPx4`P|ZmsX7qRZMyGs%Fu_KmkqYut*ZfF~{_#$V0H?>)C5ok|Jg zIfV`r%x2#kVDR~+eqauhf3gmpHLo_unHrbDD><~lJ_`F{hLJ3~Cv#lZ!c=zTy$|ht z0#11Or}RQx!46fD5#?H%_h=hm1@M6s9K{5!x=Vao(Z4l_VloRNl5AlRc zdz|T#oebn9^hJ-e<9vXp*7TUC*9`m; z^fd}z_$g9!*Nu_AGtqo|+0n>{);USeaBrfP`n&tGD7hT6WsUU>eTWX%v`^whg*G%u zJbCd!b=d$_WmG){6S*8YsYvjy3L#cMekY=-{Q)$MnlpJ)_%aMBG!=~OE(-dzzl_eW zMqz1TRg{UaB@Zc|=hO}58>QxWRc?$e;$HBZ*5xK=UA%p(P`dxxdOFA`i9H2ToC~K; zlMJ{}>1wHQR5G;nYvqRil4-&4Dk&Y3(W$$nBFH`jF7!7$Uo+0oWp)pEy%I3Yy`#fg zEsUcGg&;x2hoIkyygCTL{{3kTn`+aSdPny(CVtdFmrux>-8yolg@N?puZM_(#t%lg z_umlWN{Ix=b_orC->8Y!v;Rcy?SCX>IAo>5tdBInR*&fbzDC&rjl@p1R#Z?$FJ6NS z5uK~hE0~IogSJv>qGQDJlp|(At(j22l$?PzU@;q_awXMbQ+F1L)fEd7(iBE-hEV#j z#rg%G2m6{_D`-kH;DeIG!DX$W&JI8jU(%*c-g0=#C_bChT~M`xad+9ktco*?Rv@Ps za#EiHg3|>b7TI!U@a2SaFsCjg;x;ghEg^2kP=(YzJ;8aIgVIHbN@i@4=ha#CvSpg< zyx8B&b^e%{p6cOfpH>p!d4y;7qTNtqOS~T_xI94w(bS_{pBbsz2HQ^5>V9*)x3EzP z58La{h?8v_!D}ZrxwW3@*uJ*Yj4hT6P=NztJMW|x7uW3(f05NkOGzo-S@9udEts@0 z9O=M!OX~G3gVo|JqNW@EoKE7Md_(gL*F4NjQc;oczLaWqy0k^2;KyTVrj%%i^(pGD zWgB5@unIuqw2wjI;>SJC0RDGfSFr{LA>pTq^ z8@|*79KkX|En@Jn_Cs-1ppr=rr?}3bLR<$3j4oNaIvB*<;FSh`)RlZM6NmB$+7Njq zs`jwg@+HjOYx59E^+r9m;_J-DU2(udOwj&G=4x!Mw!x2h_`)mG)mquw=Zb2XE?nKG zmLJSH>COpSox=$!uzUHs?x7la>95yq4g+7gpO5 z@3FJqsNFD4voVntqC!xK`EW%htGu^`31q1`z@!iCZ z%kGq5nfHm>9fNODnuE1M_bs>hDcO(mrM(-sK(b?w$fcs>@?!`uB1q*aMf`LI4KX~_ zLmv}wz>}A2GT2Cb`kp**7KZ|kz*e?k4T_t+G!hl9Q^tPCTz%J=&F&I8`F5s}nhvny zf1ZQ(c{oK`OFe0`iQpbER${g`a{5V+fbRf-TOwzI6TT;8OQqgDXDzq}`roD>bET;c z7`uJzC}UDb>dTFR)AubyqR(3-8=MkS*(RJav&F5t1!==mAl?@FA;O|TV>Tai`z@AO z8>mQ=ekltvAZbdH(#8{{@D@akkeZ;eiE;KUMnW5*?9qR+d$|%C}4cbZ*O0lP5OP9zijVi(o^M&9$HCm5_+d*)+eMcfT5w z%NIA%FhJGPngTWnR=N@E%cte#egLfn58jpBQxr+b27Gx*+Bs0nJEf|keb~J;xcebLx zX0OQw6sQ5w@(;?zp{UCh0NEs z9J*#L=QVpyY8;Ek8@qK2Tk~{>vH6#>o#7*>`33Wjw#K4a8crPcfe<(n@Al=n@-h(U zxEA`(!vRs^cuQ;TGGb?XsCAxW&~VS&+}BIe6XL|`u+)O)-_Yt`9@+bJzrKc5IM>i? z-D%zw!i9$ER@nP&ctK(KH#*S@0I(EC-y`I2e=eDl3E{4J*uUY56~)qxQ&=X6n{1oW z_y@|iqmJKXfYxSW^a`jq1-~{svFb6F2}d$)X9GCS<+x~S0jP>-uJPL_6sk(t6tN#S zz-*Op%YLE(Bhd-*%m0(p$hTn(ZPeC$}lZVC+ttiEX#&Z}i=t z(o&*VO6N_yt8?$=#$mh^vZ53fLbu|)x+V@guj>j#U>Qt->dGKqpMI;G2?V3vI~oY; zh~8glqEhR-)@^rV=!#>F@x~>{(gha^^1E^q_8Hr(NnyW>wB5DbXrzR|S2||hh)nZ! z^Y@yf^&r#V-x6GlmyS5`3<-c6bVObCO}4+A}2VpN*UT8a+h3QH5&H2txG@D zfKXuQ9u$lb0&66mBbq*~n#462qUlgljC=4{d=ChNV&)RWqwB^{K%3NcAt>DiV$${l zZU>e2Xw*i@t5(rvpm{0o!dmnXtF!2RSTn-X?QtS307HjmwSOf@?FZuJBaX7>N@a5? z`lu!xYKNN3kKj}TI)SqfBMwHKUY)bg{Pxx3lc#U+i|8~)?a9mEN!%J+#JsPRySlSk zZ%^$T7DW-A2xXv&AL?ofJ31%Hc!UG1s4JrfrE;Q~meD&7msf?4>`yW6cF0+BCrirs z0KqszDR+ZxD`$EQP%U9r=P?u@a2w-;)_jT%TnPg6+#%922)GI5so%{zSgFW6P{Zl2 zX;JaeMy>9SQSlqtR+hrfwR7HIuS4;1kh~Yixp}E29rGX#Sq-0QjC$ z^YA|P!=;Exza0K#UIX+o_{j+u!TW@Zvr-MY%!45spK^jFB^)We?IN;5H~|Mypo6YQ zd-lSU7bZgN;@P<)c+%mifwOmZ<)+)Pgc-F0zcs_{$18)GgE#MmQm~7MH29;8Wtx?} zeug|yqbjs@mO%F2jBH^b^>{cFHfW}8(J>6$U6N5(;V*v)`5u54v#(x?wZJL}(@~{% zhvCT%=RwGgcawBh$SSG2S0z)4vfhaDb}*Ca9Q*tblSYneAOf)khI z{nfM{RsrT(*pN_GlWE*S)+;tv&Whg#3ZYQGRIPS!eFm6ABiv6m{#OF2le zKQAKrjJU;_GXXFsfttP&gz_7PoHVgN%R2^LTqt(yYPs6w$CRG0bEt>BM-l@qE=l?U zBM-ne(u_d@L#t#vIMVCs>_#`mDF%&O25=IiQ3@Le_u1(@@;V?-JU37tkr~JqKUFmZ zHh>9nLpUxJ)x1XEKTK(DHLaq3PPZ90Xr)1kUEp=&EJVSNv0XQF8fvM}DC{%T6;z?) zx;O1x-Pmc(uup@=+yY?OzgOH)Ix!|4L_eu5s~mrI-=|x#9SWP`RQds&aJP>i!MBJi z#X&!oxQCxnwX4O#W>uQX%d5jt3!adOnzI6QI>#NxGXSRj`t=?aL2=A(($R%M}74GqJ5`8JFc)!mg{zbe;K) zXpmcfn3E}?V(Yr1E`P^ivzYOU)p2&dyHCYoM28cA+?=~MyeFBJgF9c+lL}`Zc*JYX zSBU7MN0-I=z8V{`5{Zm#N-;+V{IL8ffI!s!d;4r?!uil}<6U)?awuU$x^4M|L{WbA z;1}NYHI|U26|)2KUP9q&;J8$m0=DhmZ`R&x#@Wgtk+z<)eGPbh*1oGta#L72Q;Bm# z0qg>59nCDg)}mzgXh&04f<2Ne8#hx6&0PYWhgUpQtj%6o?g+O7Ye31=-U06}u?m&v zF!9Fj3{8UNz4#VCXa0nc4c0HI98}FQY3dxst8kLvVTTFOt=rBKIBc_wdwjG^;o4@g z#@msU(HM-z6dhQsq;q(<&TAGxykzRGwm*E-8h2!Y$FbOOD9_$G6^v_IXjiq%ZESG5A7fF`&Lhe=d*y|Kyb2vjhC(A%7Zqh}Yy zIp5Kj${RBX=Jk|$4v)a*y+dCVmkoFx4mSV;P1h6<<%jsBTh+Rt_8P?H3zB>Hwx8FT zcTMWkHtS>nbu2l>yxA_*H|z&$b9E`=+E!-}Q^^KQLqtHr`~iVECH}>CW21#f1Aw~r z%%R!Z;7N%RXySUsD9mn3)f-_+RRaa1X9yrMQMX4YStxp&wq5ujody@!ueer_LlmZ@ z&9K>7 z-G%5J`mt+Ms6)w0v3evm&#JhCu8kmQ>7X^EpeEoM+};=`5y#}E^NSt`6(NmwJ<^?6 z%m7P$4tXE#C?E^{6EK2cSsr4CQZ z7m^^?0{{%u7gU|vkJGfML;|{IM?~vI_;Z+p=V)n83llRU_>r~d{4FYQvDV5IajSq9 zbEDaa?f7U>96-G5Sw>!d?Tr|M2U+@QyHu1*V+bU1-rCAZ8Z_`)F@*%4AdlHi zI83ozd|H|I!Ik6I_1#O*wt`6)2nKtYcNWG)Vw){)8*PZ<7hfbda7r>pJrFP^BMY`N zXOGK!V8|j6?->!ayURAVwZvd|5Y}5+XXw*=ulj_2pYF+aWVYXlD*Bnr9X=gu)u^?@ zi0YkyX-mSWS{$6YI8C&qbLfsOoUW2M;)+)Zt4qtoq=krNw67UZBHj?)^IRGN9=9 zc>V|wp6_n`;8`~~&hFxs3ePkE7@HmkRZy^&@@lb9>g=kW@gA&(qi0ZUe91qFf!g0vF7?y$!)I)!P*} z8-pwNw)P-;6JeT%dT zSjD&ur|WievAP=Te(tI|6jk`_ZdS}%5K;SR);Z zX)C@4p+A+~{w4Ar9@nGFG`nzxFfGY{Pcb#hpf=Mykof0-$98p@AwL+qcB6k_62b1@sUetnNZ5G>w2F`&!H;hgTX1zZ>k9M zL=O&3?oRrW!Bl>0U9d_SHhO`X7>_bCRXnod(oCH2n&T=bdZ=a*dPwn^CGs;*E@dRI zx*Mu-m&olcSnat5S1XGkoA0$9$gB&#mA{=w&+UtnidU8YrqMGOM$r4<82*0j*b`6m zNqY^4TeR$Rb_u3JJZ+hv4|Y(O&2pwxtj&4N&D>(oNh(WPEPdB&Epk3!NW1mf_42A5+u5i;)eM6(CH|}Oe}%>QlEx8m)#)CW!F+* zrx60H6?=9#-jt2kl|;x0q4e!x41$1a*T{`W+iGA|ksF&RlsmS=)GctTu;3K;DhB{T zA1CL;sYs$9-l^UkaaEXT2iUI+6g0&*m3^TVJ>dQzEJ2t_WULhf&@``a<14D>PdtT+ z75Igt;Zl@9?mFENbzqEd8`hvpoLH?|y|yE_$n34pO*7?ll=}u)2$GKVT0*wx!8DPi z){JJldm_0gZMvRtmz&w&Urdd_S|>1scs6_ht3oDhZaI+Y-v>UGEYd%04#odyViW-a z?xL_!i&Hl$iDL-bcZ~_*taNjEFmO?#QK;UH$Q$RPMtRK3a3f&; zipHRFJ>UE@G6hMFo;6>c+rdbRgb4ST7P{dgJ>?hEXI@6ptO*Io>wtc7BaZY-ht%;m z9f4`btf^<`*a`QtnPa>WChtvwH3gPsA1@^L8!8E(@EtuSWD9_N7v&gRO`P*QN8G5H zD>k(^xOR9cO!?W(=RlrvK=W^0N|JH8X##YjAF|7Z{Sj>7AY=VOEpL}F;5ol+GoVNR z_{S;C`PJxX6Vkl^NT0sJ?};sX6nk}+v9<-f95`FfHU?1V!`U6m=H}w?Z1Cetk+}l7 zpN|v5n(Oeso)rRKjqM5Ed%r7Szga=iX$pEE3zBsNW#=Q)mR5^(2Zd7TZh121aDJ!6 z0Bd`Dp>I~y1+v76OV7cT5t!jeY(t+Ev{O`*p zN$+mpFs;wJ)FkW89j@lr2co&PaMgUe>h;bAR~Nd`VoYmF*x^8$W)?vZ{4zHbcrP`Q zyUPUdO$@^~L>bO`epkz`Py|~+EH9ia#Z0Z-Hl2<^uD3S;MXFI1fz(1KAZRzeCJq{r zD!c1JYEFybm1HGFL{#raM?Op)rDY&!YcuI2qsKB z%&i89b=SjY01+m^|6V^GBbD5FiR>Q#io3Ck;BsnlA%WXQ9os5astXzXs-jap&3oO# zmXGI_A{=JinH%rz5N2jiFF@1L;2QDRJE!X$fd`jVu>ij_LUAc^kCY@|&D$Fkzw4V7 z8e;xZZ&3I6-f6vfI0mC`A-g3((J)R5UKSC!>l)Qj6FF9U!3my{sK-31|O5!AXVgw>9BomD?#V9J~jxm8*Ja=8>U@+fWs(C zMhJ>tuR*xy%>&$YQ+5}}AG8Ldd6F#1`SP*ULp|x;h%?_svkW&Z%0007vgP-Z_NkC{Gq_q2kGdX#6iSohn(I5>u ziuhG69ggTaoNI8`+=JKFfVahv3kfPzU+Da0dwyXUeWXJ7<6nVmQHIKTy$ugXpHj+P z4wux$3Co-QgPFC+4w5L9V_#8d(e8AnLRBiZAofxQv+m>{|0StohF@vV zqLI065XiGg6p>Mu;9jgZaN!GBB$sKP7_L#*SmSe!?ld$FNaRkenvqBYkbaz$JNy#! z9Hy8fE_rGDnc+pF(zcLmhuCh=N1r~IUhFIbEN>ZQq!e~fc^Izf`ThWUw6UVbOFq%~ z2!IqjT&BjZaH6)9QaF9RyGz$ZF?-&0V$$Z`4C^DD#}Psr?sBp50xz0i%=gXg+BRF= z1~(zJIMKq>FlBha4lVqAaU@34`hJb3$frDPq6%)?^Dti*2 zpL1Q!c)}bU4=M*I!2oS%TEi^&AQ>@MG`OvnEl*($(f9*b_+PzGQ zYF^ALRvNuI7?c1lb*Er$O_J#W#)q|oL z!iJSH($n_YFXKc*@olaBqvY5MAJ(^74RXrBk!^g%BE%?UTg$#OArM-aAs3~oaboIHys^J?w4i3#mCGuRz~*`<2jTvY%t1VQ`N;w9s#5G`^U@HZ`gw{V+{`T4 zV*)#eACLQ@F~r|r&TO1ZA|OsFpc%c zSE7YGmr8m`gxJW_HW<;o7D2zSix2|`tCX_5*^ibY)s#h(cHAzLRvrg7VkdyjHCH7z z_1EGSWf@Aa9vk)Ym{JH^M}0+_i>ZNi?s1}{C*?35;JVZCOOd0hPG#H;o*cUi%dOV5 zeYuJj{$wMNY=4TZW=`l$p6qhxL7gQ{EG1&dgqrf;h3nbnPdKTaM)I(Z*X14hKe+w9 z*o-`j#88V+{F=XX0cwY5P9Z6pO`RPW(cUypS)$Js z2Gp=HspY7@@K50-d-i~WxQvt7*SwjJe*+}1_!TfOyT6P$seaJ%^^$5YT{ZS zYjKT>W|U4K=AWvr6z;dswkZ1r;eV&*O9uYQ55>wRtAzV)r~Onxq}XTsihuvqdzhiE|ez7_sNtd5M0PI(6%RS+63}fS5Ej{-J%dM%zFfLTrR&7GD z9+B@~=qCTfMS^=EZXn6FdA^6xubB_ip5>d5iYv>m0`6^+<}pNzxjGoV2eOE-&)hDu zr7OS{k8{v_CzSya3W!v>f7cimn`~a@0K9^J`1EX4d|s9zfg^x^zn>hSuJHxabziFL z$COeKsQA4su3qQ^@Kan}*R8-z<`f+K|HF}=%JSR!Wh{3y;TFn@sB$ZAdO4<$9y|-= zD)IxGsMl-i~Rc2yR^8^AvrIky5q5j4DSEb@%Amb+*fS!vxgyb4^4+ z`W?JUQCR^9mVwya1p&BZn0y^wIk)!&(JHa+*zeJHGUG`JYhhdf0GTGg4*E*|@a#f@ zKjk73l&QJUqk~Md7u|gaE34d6rN{UX+ZzRx=tyiD;r?=ko2%2+=^7ba@Exg+4Z! zxfSh?x|@Ew7xn{lNtb}db7Tc4m2UY;R=O;yoE@mNI*}wvk{U=MdFIy71Gfz1T64x!@h6VmJ?%%u>~bw%M{6hc({2nDC}FZ~qs} zYXZVidvhbdF(P`|K$13QX%j!mE^SOHi>Cl&_!p0>QR%|OIm4Jr@n!uacqVPle*dN{ zY>6f~=qglTV74)uCO>4*kRCCa9TXGk&yXuid%e5IceJYMZo!j@&Ts$#f3^`v-y@O9 zYU<95PG)HJ%i7timihbbVf&NxVYpi(qT(c!>=Ap;cbM}PK@h_0J_H@nx-fxrI#J!; zE&vy9g3+Dk=Bc?aw+wt85Icx@x`8YHp+v_(dl97L2l3_4#zF88ZOW#?!n9f0aA!m` zS-XDIWGs2h8SZd>ap2$0#qd;oE5fvA^+vT|G5%Jep{AZZkC;N)Va@HKCq(IHMFmL1 zo_tZ7>RYk@VC2e3ZE3h=cp1RkYc>6q6!em6hv>rvNB<7xfs+QuldbZAZ4zwhG$toL z;bI!0rPE^bd%-yS=LG-5q~K@8L|(sWBh%{xV?w=OgoIr;ubxeEJ`4#|lCUE!c0;yyxlRNErLTJMQkr zJ-nx|fdDCt+M%)Qb3xPLOIZ>@9S|lo5gUZ(xurk0Yq6o{c1HM3H-*%#)O^^C<5?@- zhYx8E&hSdkLQP9y#hD=kiJ{4nGNR({Om%tU#`}+(W{YU*Hl*boPckm}Jzh1YmZX($ zf-xA=VPq&A8RS~6Dz2M3-JtUOdKoVOf#BaHhtJcn12D+)(4@^YEy+b9nof31>)}+r z)Js0=5p?xBiyePM2@tYH_`B6JjuoSFJ|TIXtM&P4S-H=~Zb~NQZ$LO?z0!N1997&*WvYL5koUD4xvQJ;mMIcchC*{kh>8KQ1MNr#9@>M1+eBqL6;8~s4*Rg=x2m(9;u$2`cNOSCB zx|bME;|}47L*v(dl)hNT^9;f2+-Vjsz9@kukGnK`X??Y3{{vUS&&$k#h~?;fzK4yh zlx$)*TZJ((Vo_3=A599liUeorPF0_ptvNA;1Y#~MUsIk+8GW_ZiH$2;i#VEixR-`X z26icF+3rHl8o#lAdWg_7$4KpLtN1K%^JN!~#=l0Ng*I8Idb-fokREq9YDQ4fR&tcy z{QC0%D3NMI&wta)f_6e%wix1}_$r!|Qn}A2_dlW)vPa&r1sFha*fkAEB9>sqM|?0S4V!l{nKhTwX)xPiZLgHn#W_CX8w3-##2ANPkX3EgUPDc4 zq*XAr0QH`kei#_wUiGO?j$T9bxp4J|Z64XSCs@;OHHFZwBCZf}WU7dzEX67M`U?Wi zs9&ZkK)L{bn&Qd<3bIq&Y^8>yWs3oHbnH5&lro0G!D%yq9AYpLDfaMA^VnI2HDhYT zP=-lv7Ani+U%T_}juIf;K%TFlq@jv8=t>PK{(FJxoXrhv4uq1nQ+;eZ<)Lu|PwF4X zT1RjO#xLR)Pi5i;a{f+Qn{vT#yV3-ohkz;tTCz$jj5DR$1phx`C6Y`>Y4i0m)t@h- zv30GMwjV=d1+7Bc8lSG?W5U{b0j;=TKa=M9c4U5DfRH5J*Yf$8~e$VNWc&kX3) z5rb#Y0^Joj=g8Jn84lMhToH3bR2cyr*6Ln8;w=5fqt*mSTd$}FXn2MDl-oe{P0ROE z&;GBvvKjyY|At2Pw)WHa!&zj)20-`e4_Rsekst!zUK;0sRsJoqG4^bTnb> zo^M=H_71XfSn=^;S|sZe{k$advLwLAT_DNF-y+L85$m_*GDX=S2#(=>Dh zL!OL1rTis3%h_z2Fuu`K8@=xEd7~&-YUY7T@@Tya=gA3 zcRtb0NblsGF=D^{YlX5r;cMi8I#pedf|C+|T;hb-(g#vkyVWhPnTz-jHRu5=$dewQ zbX*D0Kc+)Sz?>Sd0yxvQmdFFv<**M1Y%(bHE6LcI_Qjpg8epsU6gUpevswQrKFv0D!Qac6D zsIawYuxJ)Z_&CF`gusfd?vFryq07p4*-c}jj5%-3S_z3K!-o@tsf6RS(9;ABB1BNl z^Fo^H3bI&KUNqXc}QiAfQz=f7|3M7T@So>U3HUK+P^2T^dr8;X? ziw1yHlvGFv32Fk3;E2kIqlc+F?R7Rr4=|Y7(D5HuG{LwDf-oAjzZJhuNaqAApXNZ; zGcXcO=}QCUh9L|y0>lC^+|E&oC#<0S(04Oy4qbD=Y_89AczEVrkHZ^p`ZX$ z?vH<&$XhYNWoVSv_VR4UOr3Z3i$%z|5VdG5cf?w7evhs${<6G(8+)?1UbWHIn*Ddz z!cEejv9a(KU;qHs)wy2c2PQ|V*h+WLUzO+I7Gw2}=DzUQ9-w2?I(soK8#L{bi;qq~ ztApb41o{1LuPUKgxMOMhS@cd5y9m%c=3qMmT3by@^m+NGF>3C9w-pGj{9%__VB|L~ zs9I$~6Qe4=3qSlUA#(If*=d#!0tKg4- z+z7gBfA5XR))Z0T)IRRQ$lN6llJAKO2DH<X*nTjx>;WZUDfgKD_0Lw=N6=SBlI^zsX;w(5Fa{(Eb9$KS$ae$%wvM;=rK&K2h zwrYZBlUVAkQH8d;n?S|}30s8Yh(q%3!A)94IvV6*7=j^PDs2WirZe@6cBiO>P5~6w zIc_2!7mx;hJ%`u=isDp8E1vRg&7CXLdAB#lqT{Z?R5#8=Nt_|hD zgiZg%GQ%QBBcL<(gdkq4{%s2GutWoa5tp%6kSx?+&{i$h?9?#6=mHmmU|zE@B^-Fw_ZIIz5W@us@VR)6bg zeQqa{SBOR^%R=}bD$WlB=Nz)hkn<1E7obc2Y^Bh4jWiJTSx2ukB8=>Qgowf_%cT; zV~`B+0k`CU$cAVTT4WiE+@^GjM$>BVF{+zWw=J86DkG0LP$ zGCT*vaVk@ZhNtxAaA67(}rT4|`ABc?QJeC0> z)_=bws=|+Ln%=76p7KfXBt7b4G9T`<72FpDjYOP*t|F_jT+<@Fbp(+s&Us zdaS^fJA&6VG_3!4F3b%Yz!H9ECvzd~F4tP-;yxb3;S8#Gl8KH6`TF$*K)$%ogfGgN zD#V%*-$YrDg|G%FHsCq-wEx5*=6I8Ab#U#Qb6KyUWy-hGn~6zB??#Hez%UGmzI*hb zqDJxxKlIENN$6tP{0mNiY?2MGvx?h86|mlX5gxxZ!O$>+2%5vVZ(i2u?7X=L87KpN z)4eDKkTnteD;u}S+|_hWvf-w!fn#-4P#{Ow+)~`syOr%F6+p_HgHn3vUs-$6@k`bO zzFPf9`?99X=>%%!cyIk_#g)x|5+n+#v;42OMtQ*Qb5UdD)PmpVLx%k8B#NTFURYuftkY7xA^v_Dx>eUmPg>zL*=XtS@A)g{SX5i~VQM=(GCKLoi z$qxt>EN5SR&(mZX@XoCy>Gl15m(hb^2yal9!K(H+-CLVP)*A!e9kRE&vL>q(5-fr0 z4hHzvOiorpzaS!IdD&++&ygYA8j{g)08Ny&#n-5b1!`@DAj6V8={jqLe_#4l#4{oV z^Ol}%;nlJh&h{wt12`MfT|%86${a2ukWT9NBEB8UbokNTj5_rnSZKsqjx@eoL)9o6 z{5j`v>`-Swg@R)s`gmZnkH}Ry*?{?%6>&E`>IC89543$fGn;=@p$SKM|Dm!Es8zoP zr8m?;ByZ>WZewjGz6ZM4^ZpJZk7l!K$zzB?FyNpG2{{q`3Sdrgxv9}Rn zG<@}QE}@lm)}wfE18<*x9lJZiV)tgPEiVs?BRh;| z&gVUWw^Fox5%i^TSp@fx@RD7iiR2DXp%*@}0Lyg_bluVdN`u7t$9dR)A$dYq(uu5G zm{JT2@ZcP8U-}y1^PMir%iV|ivgEk2zqMzhm96#*> z0L{MKSzi3?6%)YpYu9SBYJ!Pkh3?R#&As>(iVe2{ZPj*$3QRLf`r!Nk6VHdJsbSyV z{Vr@1jKT{_p4MNW=egrJsDm>T4pI6a;^`2w)=_U}pblo?_=hWwXW+;{W~+*yi?>b# z)*K?DW7$vQ6baZ#^XZwL1CfsQo{QETVCH6)eHj2ue~%W1XfeKwsNRAqt}kJ~Pi&}) zKgyXKvt#@KfG~~`i(PLfM;#ClFd0aHNzHI3g=A~PmVacC?~E{mZ62~=#!3=7Oq`lT z3@<+e!I1B_)|2RG2rb>f6)!|Re8C_@dTZSkrBa->pJgA-(pCyr@$j`ohJ`0k*~u%@ zaZz%+K9zY<3gvvt!#EJ~{r2R`y9XBX**T2}3a(meb-#pQ%aTF~Us(Hh@<^Q|LhHv7avrxlVR|A%C)hbQtF*OSWHhB-SZD_eA9Jy=k&8=3`QhPlHlabJ42GC#l3^M-C|3V zM9b3oDv2-w_EaNr;2&W8=;@2an*i<4-4{hp32iNISBV_w@cR07t${~TsZZX`8)Ot@0r-h+C!YJ3I-Jqe_Y3li=$@>2iyk09Q z+q9RE7DiI8tBC_Y(7}@MtHU8&t}Y2ppI6Pc0E;=P zlx{ucqtMloUt@S+aTR0}*o=n~)`}6H$1(-t-9xFsCqH}b{lZ*%D5_iMVkeB&3Jv6` zNXZ{klsU6B%)}Y!HGCSR z4W3;s%@Nsnh|8QrX?Aq(&^wdTcEa9M-Mpzn770b{rJ5nU7Y+FM0K7evo<}wC9Z97r zuD?JM)hyrg)8$R zg7%$yg_}Fl+BS0;dV0BOLgrr$PoOaC@Fs=O9N=g;HQ&@ zFk3xzeIs`X@NOr`uW_y!?Z_Z|&u;wbb><(!3`}~{zV7b$_Ts4e{B^@nA?M&y zy}V2LW^$KX9A2bX#4->V#5%a38nC;PK9M^eo|p})V9fgQEqY5no?;P)X$lQLHM zG-OWa-)(t+NF{GrF<=;7g6w`4fA6sVrAq^+aju3{0l$dKV@EOT^M z#0L?v;bD8gT0>(PMpbdj^u5Yu(_7X_*1`fibG7-eDRFvdCXz zyCjvTHc;9l>R=p(AWGOgyK%$5f7Bu`bR;CI==L-~dZ)S9fbbEty8dn4Fx)7fsS|n* zC8IXan6An31g*i?J2)PTRH&R4bxx?%OV4$%OeCbB}G3uYdLt8CSQ^j+4|~x z8ggq2o?xdpkg?h&AG!Bc4~676ZYUdj%Vn<|0C4u@a(_v7I-2wU?$*+RI9-$!eKs=v%$xcn9<^gr55Q^pH5T`f{vK$noU$?k2UJTYLq0+M6W1g zi9p zzMHIhwS(_jYr&j;7IjJ@%D)+N(rQe2a`V3z=4I{>H{{O-!7=0 zKjEN|$9ln0oJXOcHf*;pq_3YnFc9>^bV&(jf2CxHA47L#Hb@-O>(! z#)s=A5^xgLp@+~=+g{Q~BfH(b0`?k$wQh$w)ujsSgqph{Q7g&|iXM*bOsW!oO7NTJ zFJ8MHf$)XwKKG0oY?=@G;C2Wn-)Y~%6Q@iBQf2)5JA<7?d_)xv zX6k+ft%@dZ+^5oLYr)LBSr@qSFdZ0u;r_fgJofy}QbDC@FNs+`g=%zsBvLdB^681~rB2kqPGK@`}) z0i!)ZoX%#bGhGJk_de!6A)UzEx9H?^%SJ&;R}ztjhH)}Bl!878 z!`HcM0c_E-+L9~%w$|tZuq<9czY9aF4fG*H)(7DuHVKsZPhs!;m($v{7rKgmrBZ3# z0BwzlEl@Gxq>tgu`zEOziAcd)ejTJHd2^m${_>FTa+0;-Dm?0Z7^V|79w;K~oZGaiZb z>i5D~C@)6m9#};FPoO-jSX7)!CXuJ z(@}t}&p$zvTf=GKyxVD;>JX4l9Aq_aD0U3|^)h;fq?Y#**yE;Lb+GOo%%opBe_z** zm964a&}fC}cvtY*@3&smGN?UyAV79i~vmjBUuTjhv{V5aY5 z7A%?h^c6eoOF7JMW=i^D&6yrYiWafp4PMu&KjMk%f%SZcW_E;!TzTTFY>jpT?dv&~ zxCrUeaKS9jF8F)*3GqWJLNQFhf?LZ8*r{c@COa>-v*p$GS~_(6gbi)~xQ!~Q$_#;y zn6~aJjKOtzolRG?XXmn4r}OC6&3$|}w`IwK+=DSj%w^BSGu9&YI4GF)g4iWUOr$>j1py~~jC?KpElz*EW z6s|X5P+o9vy>=v*gW$XVQw38Xq!CNxOI(AL5d)LzmxD&+Ru2I<`h|c)RvWlYU)P#; zDtNLUIBE(=mxJBMu>qJqZ3MWF-grrbBvs~Sjyovh5C8g(ds2%?Sz0<%1$gvd`btRY z#O%g>_|qZ46wH^*;lUT=7nPJ_7c5t1XMoOrk?m`&qS%cwg0?caChgf0D@Mh+Ah2hJ zi8_R$RHLzL%ZUAdTqfrJB`ZWEOT8EPQIpWy)TCTsej)*rkfarUZ3eou7f%kQ>KJ<^ z$zwE$hwva{L1aRe@M$%JK)$jDhe?vW23sI3Eg65L4KD)8$AYc|bbbYovLEXZWk%cg z$j)a)WGg$TE$pYxkxJJIEdQxCRp@WlI0K5JQ0}Fh1_y8sMZ=$6d0Wzvt%Cb7J>`i9 zWGu;Oj~UBq`P=lx)acs*|4{N6(!sL>Rdlm0rA_PCEpL5dQX1Tiw!uqy0w(a66JyFG zbk`ZY=kv;)2LNMSVE|LV7`vfrM_!+lr}tH#pc}DB{}F$OwC#Y?*T_?)KLktY^U>+k zgCEV~#*2p=hyZX4gOx7Hm8vUqBa^97W>eY55HZ zfGMp4qqYf}JpTCs-{ql>fZupcWCk%DdM~qX9dgZPV^6NfqD&T)0T3quf4|a98)z$I zVRleo9V|z-N5e=^ntxKqJ5X{n6G9pyg<%4}q{Y}sZ~(k?Bs_ZYQREIWQgn8bF#Y#& zjIqk(YT6UJe@ z&`u$ln$x);->G5ImtJq-`9M^tzSI*O&o50I6ZYMgs;#BahhaUwE?+sFCOn`dg~89a zGxdRqqmg?W(by8S4)oXtM#z{n;HsT|JiOE)g%Wur^2GpoYmA|Dea?W&pTzMu{ZECXvmm%Nz%_<%z^f^ zT|<_u76tKGqg3x8)z`t z+hPuMJ!{H9+FSMpVmBYkO940j+qnCUuw@A2=E>q|;3=qT^rBQLhhW=!)Tird-SA;a zvhsOhtrXx`X#<>Rcqds`NCU2Dkd33dx6C9eJ( zt9v;*s)3892nFUp;0+Q*Ry_<5CRGc zPSH^9D1OD%O%vhBLB&-G7ZKZiMPUflN58IC!`+f2%gX?Z=t5pTx_*G*@sEx!Su8Vz z{JZ`0R?x*(7eZyxL+U1&w5q7k8Kxp8gRxxQ+gGjYAYf@l7s~S)&S%P2jp}J>7hHl4 zLz7lTlTcZ1`ixD!P9gq}w?I7uT3T?q+oSj#-G6DftD6Q|Cb zkH0OFuTh48?)fh3vXUOm&k&ni#`5h6GQ2zn^oUosdsAG)I@)hHvj4b?dnI2tHLyrjp)0kxbtHI#_9!wCAH{MuC}X)|YR${@tQ3}RqnjAizmXGTM04Vu>_ zhbqIWUP%z)>Z$+M(uC-=LUH6

      7*~t|vi;3o8aR?Fb3m^o$<+{i`8F zB`FO#mY($~4Q2DrMn@x9O7o8ui%08M<1%La zD58uL)sD-ly5O&8h$709Z{)$G2mLQA8eX}{OKW(~sr|az-0`Xx$}QDsV{YG``5!BL+Uc|NxX@6*;Rw3C%(l(O#8!&s`<<6d$@^I5}c ztYw+`2uh^#-^X=6nW^Jcm2w4lo249775k2t8)FZ%;=eZugK@!UHm^G><9bxC1Ntj= zV-XkPC8vWb({dxK7EO??f7?_)*iDBSMl_XdybHf@<@A>8nmK%M8HP);99HaqtZjh2 z?JL}XM_ZWUaIV~oQB$nmXwv^wS#oWW_J=gD(_4v6Tj7%Ubd&gCWYe(!!gazJBBp@(}KS*&8O&z#d;IJ;?&D9N0ca%ki%d4NtGL;dVG_G<6G z23b(aVL|uE`N4&X{*?K`NNi$cOHHk(G6{5C2!)Q%8?*y|1BE}5-vGrkBwpY6gxyV; z7)j!fju;M!`mP=BcN>5Jmg_bTl`_8W|t+kuA^M*k*MAY!7nxNI*Y6MYl0LIS%{AqPlwG4Uu zN`dI_U*Fxv{><2bN6%iJTH722kZEk+Krxz)P{*B)d)5VmbuooXTi6oLNv!w~o$~g& z1grF7mbLC_BEa){T&Z{-?S*~24HS#w+FGBV47ABU8811oY$T+Vmp0}mN`1-6Cj)PR zkA#~37G_86##U5Kur~rVL^d{<|TbSr% zAYKKgp6wFWK7*`3koT)d)e73K-@;pFFmjeK4q6f6n&?I7j2CW6WW!1zjrOt74_?$R z2a*G)sC+6AI86Cffe|E(YYgqZ{Ycx5$x)L4H-t3HwPEiJE(w~|aJKLUa=EWwfN%kA z?M^{-XOBjLjV*B1h`T$!6XNPLH$ix&d|H}3$YpvYF)?1Ltbq9Qr zxc=Tj5@dU(?HnBYo}2q{2!H0fzZcqJybqx$+0%~4;@QHqX6L-%hCymtI;K{D4PzB z>22CAsseA^yeZR{z-*t`jK5IvLn|9d@8=IT$^cJ7p@^ z^L0`#9tl$VCijK}qZ|e4x0fq_xlV4{OLTs_dBEB0CjU}EQA%{FB6d#?u-Z83kgM=i zkzQQWh80`>A#$##-5|+d(XzY*0b9Tc24z3Co}Oh>EyBe`1#PdhAYYeIpHcIz2q8I^ zvbL*9EFyJ5Ol`e1afH|zgyoq=9kF9@Lt*_7cl| zxV~>+FR-XJg?X5uDUUaXxgl%_C?^qfCM&K=LCaYFGfZVEbkt?*A=4=lRv~-xTjog` zmwG{KKi?>hambUCG_MG_$NmFP-^iF95>PnY12Wu+rV;~V^k}>c#?vx|aC&H%v#?I* zeTym;Fya>MA{9;Bx}+;dchEp2vyp_-3g#8#Bx=Q_FaWg1$d9x;773R?fQVQU&OdV7 zfjJiqo(uIWJ=ZShiFvX!3}n8vCajb$7=69ihZ z0HrBUy-??Z=d2GR)zcNElbGa-65CkaNvBoI1EM~Eab6dq(rEwr4z>wROnFGOd{?|I zn4SL;c^J9t`v(SBftI#Kp-@HxSN0H4HT^OHXg|*pR9N$Yq3e0nlo|**N9~`CUExWI ze+L>Diz{#xL-) zt?mvcoicv{^1Lf!f5AEuJX&;u!7I(lhvb+5!XEbKmuD^4) zg^Tfrr$IrAoP`MY@y) z3cu}j9crAkT$5Y0TGm0{73}d4H|1V$rW$&|l`>Y~vuhe<{2P(xPb)breQ-fI%`*er zU&&dgq}h|JxIn)UaI{G_8k#36HmXs7EdLl1pYpeiM+J1e=jA{5oL+|eF>*A+j^n<*$* zBirM{w9=LqGdRb?QqBnFiTugfdR5-!KOW10yCHZRZ#j6*)+j2U!95&mc9TFa#xF9T zomRyUIE7$YL=n`e7daBICIdB5v*h*UPRleP-9DLNGKe-A)}LOp0g-aghhsBClXa%K zSDjG~N$XBHPJ^*#?@gakDbdfB-#K-mC=w=rc9ej(tVlqWds{r912U|t)VNN*Vy<7W zg_8(Q7r_Zf&*`8go$I1M-q7M5N4c`5y93SL!ZDdGFpOWZPrr^cZ-14AO4Q4;1=zl% zZ2*U|@j(E%C(oNJAU`HA!&@**efhlYkOiPLpt!5*jL+IA@n7hZPGHXj0yn$k_B7(q z*eLYGjmGyz)Sv*VNk#ijK^uDNUNqc&;7d-nbrCNPju%vH$=j6b9ExIoN67ks8#e@` zX7|?P;I1)s6*=TZl7(`-$pvdbxqrUvZKZESL2+hOxV6Ii`}OaBS0(|Opw)S##gHME zd%Ea}(V3|wep?XowjM2|Gu?kHSEj~LN08(N2uXWr;_3rCaNxUP+IhZ+C2#rxbv!o2 zbc1D_d<(jj$^7ilW6(ba4n#})f=9+oE7%A*bYF<9rN7z^7%WU$X?nANRDRLO;F$&@ zQ|?PYZkmSxtFjcFfBC|{qDp|#THMBx*2zgC#;z3{epd&q>cIpQe2~c-88bw=N|Eo~;_J|6$#E;5saQffp+hawf;N z0$0e3cUzf_4$0W%2#!zv zzt28Y9ycsBJ1SUL{v2NyajXh=zZ4fKj`iv-Ij6K>;%OXU%?;Mww32mAcay~Z3@apo z+k9mRQ(ooi=wj_K%FE!Z^LBn!~mD zJL%G-`C#EbOfz$8?@8Zd0thsX>hYm2v{99gj@49pSdt6UB$3$GT^SVr_K2Sw>06)p zIG8OO+rcl(aScE6WXMf`TSoiKZ;<8+jQrd<-aU1c3+g3-9-&)cmF{Zlm z3oI+g!<+?8T!gIH;Z5=8xrHA;4+H1HxO`#Ni*O<`>QlE|T$Ha&{P$I*7>FvfyRMZd zu|H9u?HrkC?(b2C^PS3AuIBeSrUJoy8HmTVak`RfpWpcN?YkK>e+HbBziu}H`nA)z z?4F(A3@?tU2?bWAHapgS&5A8;ae=;rm{RduvZURL9OZ+mg6Ce#=s?jA-oEyEY{&%0 z%mOE@J%_iMG)8jB-TOOI?%_8ZoD3g9 zcd@sI>aJq$vBDItc$;;RAO8}x!wndN@w$tlPH8eEzqF^Gp*<$XV-6TU1Opo@f;C84 z(Aq#fE#j_<4UE8cbn@=Y<|?F3i2;O^#rwvp0f-^7g@GF}+#iRsDh<5JoXRF{kQ468 zt?`(B)*BKcYbaw~P?@AWo-1t2Z)u7NB7%o!)`R8kX9vBw?cST)8{JGd_u882e+5$* ztmk4qt2E{W9IHJZeJ)u9?w~q0fWZd@fQ=;Q<$T!y;i}jpf3#VFseWW?rh~R;jQr&p zmaJO-(bIc!(gSQtz8Vt&CMzu9K|hE-TYxoA(P43<+&CqF12w*Hz#Bd`f=k-8ST0(- zyA_%6GK`QQJK5eWf|b3iK_BaX1fA?peS6u(;~}KA!kZ)*e|k|f`xF7LZ(WdSGFDEn z9-ALmalhGS8n!Zl-8uZjOBzX^$-ljn-Lyg*&de#sv`y4<|KR zE?~QXGTP4gesNER?ZDIN@GlZU38oZm)*%4mH*}t~iNGy0V$;9_TXY4(*Ziw4iT{pp znT%%j7gW_Y2qczCJfucqbJ2Z^EAZQcbB33?QpNlM9I=%edcUn3_wX% zjn>=49jM?j4xXS^o^$;|78ty)bI$5G?wq<_Dn5`gf2``XaauocWYB-^GDFgQJ2m88 zu>qN4JPjBm-;%L)C z?@(1NAXB{@g8YdG%QU2E+#R~{FTo3mFh)>@mwf9jdhI3!MQusSLF)lWvy}&rV1Iuu z-KO!b{^zrlNe9YMZ!lJ2KOCAM`tTHCuBeVoegC2yx13|9T=@ zdfOqI+}VxWzfV~Q%bzws8xbd~^$=HPbhCSFc?gBZ+O@NNuDt}Bj#_;g{EpqLX=u_lp zlby!?Fb%jN`JjFc0%dAIRgqAn7EG8`Rp7D;tN@Lo@{gNVZt9-MsW2BVgFpC_w3cnS8i7eCn{%mrJuS*`B`55n^VF;N~2(uAn(2O8E7 z0QXn57s5Byz9|piq)cP!&n`y>sf~l0PgvN}M5(r)9ZKsVj3f@+7v&dcP!wns041Gb=TeT8W*26IAVHRVcK05N!79c{C3dYwi8f*>SrmAk4lCs z?zOgA8k@Ed_5IfTSt-N7?Rzb@DuAq_lh=@mlBG&IUzI7#xZ=M)z*OTBk76!m4GCc$ z30rc?dhl1lQBJ-}>5V@O4)N$7KZ*xgt0u)|QxFi>#b+oind3 zmX=$OH;ll`Q1d1mQW$679 zxs1{u^TA>&m(C66<}z^H1o+=%vmV5(dmdX|rT3PH`Bq;)<&n%hQ1|7Qln6f1;aa=| z@N$CCmOzfq4!Yb9X8X1-&soDM9*=)5O~(Df4lQ^Aea642>0r#a;W67TKoRfQdUffN zN$5*UB6!`PM8$wehU5YsAHQtZ+?=wK3ejCPFh_`p4Ljn;yb7j+GVF%YjOjTna@IRu z(Sm>=X8;!$P*wj}jzQ=1;=B2}JW}py@JB$tn*QrKBaxK)KoLg(gjyFPtR}aEx|a`O#V&yPcWt*M|IbNTrWhM4XUUmq zz-gQ?Z$gfwt}V%#lDn#)CRZIXZ={GAIr`_f!_$X19$6T#)e%VeT(zl@e1baM+gbz9 zAhOZJ+_4JtYMqN91ZD#P8h6HF)QoZsKp@y+2n8u81j$%2xgwqLllB7@eXw6x0rLf4 zoMuAV3`ARr$XJpABQSRnTOJlyJEpqk@`Ck;CRj7DbOdQ#Z4Iwz{G8L804%y-Rfr+JC!VZdm zrec*ft7HX_vljR-2LOY5DsWZT9 z@8)3`sm64E!X~yIPn7!D4V02ikQW)B4{Q-0(8{$C$(%Jk_jAkD&SAO=2uW!4I91~F zG!JOP=GyW66>{R}=xcBsN>m5?{bzBEothskMyAbVF5YD6A)eRr6(2G^4h|BqdJty96v`3$vd7^Fv*0$7Rf7aql_RV7m4FktZsU#yu)cn z1hk^VvUn{&BKOfrkV1fAH)@!%M??o1BPLg?U3Q^va5?nRIkLu5RcmNELu;PSms4;(q9vYV_G#fETyf)6uH&%#;_Y@b zGE&~Pr*)xG-0+saRXA_~@elyp)(r-^8;@pNj&21D3M;Ltc!D8;>7Ar?JQ(HxRIiEj z=Lq}Sb^^%u;**8bin~x{o&v0YW+o@Tj^US&dAUn#>Lmt!mLSpA?B9?%5QYMQ?@GbP z$(}6iCuW|UgXFz|vKCCEYhFRUN}oMz%JiY@_T$|eT#9W>n0QOrtfUbhMKUIr*lSqE z<+;-e5UfCJ-#4M+E>%d||2t#Km|sWZWg&E ziQd)l5MXBYY;^=3SMq0%yr>=(D6QhrIO&ru0gZdK%Bg&F%xe<1(hx#Y{DsfQy1GBG z`TL>58$<`?HQWGbc|}A=*E}@hi`T6G8d;qhhLS?e>gE2y8-tv$*OcMOJkh*>l1X`s z2^9vIX%9(&vjP7n%}yE2D>AGW1a!V4_F$7G6{!&dPXWp5`ErE!E&yPU+{E=MLXdaS zs0LfJx+|iGIgCHz*xO({giSH03aquiYK^7GnRq0bdd#kxUFC4^v5}q*QCu%(iTcF_ zZ&q|cX}WdkP+NIgql{<5L+gYnWUhQH zt6#>o9t?wRe*HM{k0@o*Kspd*qIbg-ja(${UW$ z)5HLZ565uXFG_Rh89vl2rT;b6r{{K0J$|E+^B zs3F}VkEv7DXbVpjUu80!t89~iD5O)FBF40RyDdX7DO=*C|LDkjq%f^2A8STHLX1dz z$NAuRacojL;0zI~4rUPk&H`9Te${EPXsz+-$^50j!sBvRB54D zO$V$YF>J0BEdvr<=Q(U4E`i1Jb z>dA1V2#pqZv;6zQ@)&#vU^?ite8_6LUpR5a#q*^RsaI1tM4d}%1TJHeYo1I)qEX!N zj0n4ShJ;iS8q5fuA6c9piL>dqaDVgr%pHJ;eOc|@8H9w}>bjn1j!v&G{y_sEsp3;jl7JUqkxRVC7NV2_eb7Py-l;#*7JTZ(;f(>`}yGNomv>BQ#oKJbYM)gtJo5MhG5tpM|}j_ z4(IeNR2Q^_RHymztp?U%A7MAP(5%@BLZ09QMH^&_mt?H-P4Fv%c17uAe2;~(z^BCU z)_5dSj#&34SvHBi)p{#q2ok+|{DexeWG>zj;a^tw{Af3I(0fz&sppWh7)9w*eg04s zM8l*pz8jJ%=jDe|8FRyDG?P7|uMzxtCA+vpM&1x+Q$Bfv8`h7ohY^_hp6ge~Jm$!b z++b+2HKRo8Q0%a-cC)kQQ{}e`I)5Sl^sX|R*Xp!b;d$P$?@X*sw%fQ=i1opY$@nGwKwO)A?R6#k84z}7DE$Bgu(gYDQ*e;1;Vk6IU5=(1 zanlc|(04GUh;i1aKBBm&qMiqw|9yb!wti`gYiRpIR1;?Up-gJdrX^(H&&WRUX|C+G zhG{UbYwoKR?&l+aH&&!H;Ni>G=(-w`h{+`kdUjTmX>2#NA<-Zz_CFNWB7BpIKG=9tV2f`9-IJ^>30mYm7f8Ll{Zst%;X=_tP4a)mtC?Z+29y}nM1 zCo|IQ9a}DiXa|*m_gvYOj3(*N#LfJ0e&^Y#j%8>Y)E(6MD_BciASp!qW(o*6kYz6f zx`a13)$|Q7g+KrVXu{P^(n~}6vk=b$LbX4<41?STnR2*$lkkc(0U2xp@btXwmG}Sv z*JgU2LCVAVBxx`-ozlcVHf@!w}We{oh;*KL;{(Wo%7x7Zy|P+xq;XZ$J8BQ(V8*EFGSzTaFz-!s|u(R`;K zLEDA$jVKnmRlFz1Rza5}yqGH*Xvq1pwhgPjX}uo>H?gW9&VkGVyTqiyXN&DQ$isp* zhk^V<0X^fQ;X>Ega0(kZz>d%8iky<3DfILhMX#vaV&{xPzZf<0FskeaFpex4_wSp@ zbl8c5k0)^;La2V80_hv}+vXF!{E?7ms%XH@*8d$w%jCI(8W$L)3~ zbC`;oW(N-m@W{yB2vok2TIP~(H*QTw=s&y5nWcU70362vnX4`RkFsVSU}G;KWX326Xuo)FI-J@HU4tl%s-D`mzDsXoni?9)|Y}fS9KXr7Bz+c&XQY zfKr~eI0;MVLX7&d99q|5hPm+?9t+M=il*Vbc6ahKn(>lyF|m_XK(7aG1TZZZk40H(9Y^^>y~6D*++hRe&!;4M z-kD|Uu0SX{K=W=+PH(A%lpgCwmQr@FJ)=8uwNkG>RYy`yJT8DYw~n;a19={KKrT%L zGR;lmJj~HW$5N-!`$)`L1tJD^6DME-faLOQH^MzTqjUPaOs{Qv*}MyJKdRDpI|Ie%12UW`XkAYLB)mYmael8g!k z5W{>ab+sRKUrb}&ubr6Goi)(EBYIlS%FL%hi%3Dq;#5E!Yfrw4(&WC|KDu4m6}(SGSH==IM-JE|sl}^j|ECUC9QnoNhyVZs ztlE%|_#IyE^&&nJk-kqCnCA8!<@DJ{<#R!j5vI10vThj6ugV(7hK6%Ssm$MnjSluUsTj}$W}&G@95jP{>2sxmsy!y2HP=1s z0d(&pKEnDSucPdqGL6qUkRei5)Y}&vkgDvzDgX-u4o}Hhb*7ybu^ycD_c_W)61E~k z4LzOzOrUd{WE~JWPicL@t~$CJG}NXue%a7OZTV!tbOspd1I~XD9t+@=)$o{c(R(9bsq2d*w<;7fXHcTK81*i)mXEej`c^_SM-wLO4xAj}ZE!}lKc$E_ zwnGH5-dEg9Bl_(tu9=)~uBf1MrUAc1RdeF_}9Gp52b%ow6sO z)Ql6j$5Luu(S#@x<9zMla)vlH$?a`zd{W2i)_?#4MIjF`WlJUW8$bL_dtRYituFd>3WwT3tem}{co@-KN?rP5%`QK2aqP&Zlfex2=`<{sHE}|iEIEY`3 zIS;{Q&%9F#4RdEj5vUN_O32n75?xIzo|vFVOfm<`21}O*IX~BZ!!rkK%YG_aT$B5{ zU;P>6h3IX5j)yIJO-njDI2oZEV_d4TjGp==Y|E)@g9A~YJ?tsdKF{-T^KExP8@3^k z8}-!waSv&00(JQrr81KH>q+62gJrN&q%+Uxt!6>@Hc_HT4da@Xe#{$v)Fwbmyqc z%wQ}KlX>g2HXm<2{2q`>H+afFazF}a3sVC<18aEF>$Jw3B(K^Mq&t~bgZaj8SK*!e zg0#_P2#)MfmfjL8zKr)qcvt;(F^21lVGA=7n=nCy&c_Uus}Dn$+D3-!*%0unZ;;wL z^AceMzJ!;W7n>7#fO{xZEm=?8_4B%sPJ;it-J?k z77Zy?L*}1tL5vxliz1TpwMOskqOLmRiG1!9I9K2YA{bIpHti=l0Tj%8Q;O6(B|QL$ z?3`(Uzk){%n~PrU%kUp=q(lmA2pi~R6n9eIx)LyRm%I7%hx`^JnRu+@W`Bsq@BjcG z9Yab*YQu5j(e=xy0qc4g6Wp^0T^$yu6C|VwpsCxOXFl79Gm$gb>?qiDP&;?0Dp}6v z?(-ay$6=6gTQX6XnJsF6QAG`sgnOz7bdGHxQNW@y(000000E}X63;+NC literal 0 HcmV?d00001 diff --git a/translated_images/km/rcnn1.cae407020dfb1d1f.webp b/translated_images/km/rcnn1.cae407020dfb1d1f.webp new file mode 100644 index 0000000000000000000000000000000000000000..1c9491297ba8ca13ee118ef54ba0e9b5da567322 GIT binary patch literal 34992 zcmV(nK=Qv*Nk&GfhyVarMM6+kP&go*hyVbPc>$dPD%Jrl0X{Jlh(e+vAr?v>7$5@# zwim1#1MmV2(_{Om8|GNKY z|NsAo+2{4o_CNeT*8j5q|MVyQGyGTnkMsZR|NsBM`T+mi?Opr>|5sQ)VE@#5J@PN} z-{CxC{B!9a$Nzo*Gyeno|GJJ*{agDl{lAu;=6@{v>-t~sU%Y?f{pRv=#V{k_fF;hXK-k&q^=hrHgEVyA2uOtn#`MjPsDyCc7vdduwye%>?MNs&{ROPx3v$3-J zqjU3_<`#|r-|k^~#jG&cs%h(O$318N_J2u_Fm`3Ldn6(Aw1gfBdpiACG4ySAoBo}! zp{JZ=()@OL(Hn8@$aiVeFbYqi#ingC3<-bgrVhb8K8v4vWGX3rtrr$5b~XxxhZbOp zXw0r!!Yt*Y%{u(jJ$Bxl7#v|ZyxCCWKPtrtr$2r8gM0SD7QpP%V;G(otL5@EHlN?D z#zSI$#aB~qV}i`2I&V^ViY@QgnAnY$$bgo-qW-!}0+RUv$UDhu zr(Sz;QDYGS0a5NNlVqP~yYDtph+xY5G3x?Jyn3Te6AUjF{qr?|tlPQwJ9vNTmh9dF z;Y>yR=j|L41MmMT6#@XiNcvZ(TDwIPZO@^CoAB1cf#LGV*1J1n56N`4} zPp%#y0&CEHTbh8zPICi4C#?9vAR?!@0cVt4Ckc(H&Ee~K$)V! zrfdw503Wm48DAYBw!K27wADR@6tHzd-!aY7`}TNQX2s(C8#QeZ<-%wB-SEnEBpNPxa`_LzUD8^_l@&)E4DZ*C*<_=fziZQ^ zAwxiR`;|6gu5gry=+Rjj3ldY@fgP7VGU|axUZ9UOxe3VdT0IJ!M(!!(H!pSnDJ^pX z7RNn;=x0yGJ&p??UMghe`-UIy{V$fq=o*N(K_sn?2mmr^AjKi1mRq&?s7{hf-HHsC z|4NTFZ7<3dWjHZke>5Hs6$i$FpXXX8TbkXPJ*O`bV}D%g#g916REHU zng7!azLJzhFY^PQ@Ab*bF9(0lnC=??)? zj$o_lMc1=JIJ{iYcr!~mr0GpG(G95G)X=KpfCN4M!9zKf4;_UPpLDj1c2*9yK1Ip} zCc&41tt^Vg1>(m{{yAJOQ;t<|L5~Q$>am?{aD}t$v~K*DI;VXw2Cttmp#Js>Jnn${DkqOrKh zL&wwc0$ff{LQ+17`KG6|X!X22 zCmf83=d8l82>f8KU2QKAdPwlOM!s`s51GH?rm*xGITYX1f>^FlEm80lVuiM6w6mGt z>(eYP_cbAX1?FJIGyT)0+i-s4ijGabJz-`keE;GiNq?zbdBc?mcQ9R^x0vEWi$)Es z&J~1KP{%WNd)3G+hJCDlQPDS#E;;eorvWZ=3~qPMpyfXjQ-#J!g3af<)|dW@!?C+( zgugf5A~)1YqGi)@!U^q?t+W_0ZsQ}O7(q$;jM3>)Kab0&e7@<5IA-tbzW?M4bbz#( zMRH-Uyqw<`<;_1V;MJjKx_d2e$Z_y{kC@wIEUPTadgu=Ve@4Y5#uX=pA@X_yh;{3c z8V?hOQv#x*>-vwd%lSHLR%oN@_yx?Y$k17s%J#Y#b+_w(?F^CO(SVZ}dkIXHO{~pT z>`yBP9Zg^Cs$)jjDxb6Sb&tuLwUdoy6u-BcI^6B;-W-5Py@|pnSSQCYS>65_xx}ae z6A(Zp&(*hpzehQeii39CyZ%p}@}}P`;hM!*$(Da^-cGmAZJi!vbJC`;_LhcJW^In5csG+je?M`9!%^ z2@L_tv`Nz0D1S%z*}UlrkLy>oRGIRw|JvNL|3e9&f45jlG zY&p@&*5R8g`FBe6<9xoxBDXcNHx(0An%cHOA-(z?%;~o zCI?lCF@0nZ%hk>y-pKn4$!w{LWG!tcjA;W?^Y+LhUJfCR@C#=8Bzw~DfG;#qtc|T9 z+aIkaJv1sa^!t>-^KBA`EwOB6Wa{zy2fTzo2#Gu^bURUa_dr1 ztYISQ@nk~9_d(xlv<0maF#>o*ZGpp01MEBluoI}O+>jE|tct;CBkrD4@cZxB?2CL((pU}K>yZd=8cISb8%DsL9mUuP5Qq!N%?c_yM501ktzy*XS zezVxn8CiYT|3yu!tjPss6|N=kenn45h_f_s?Tu*>(Sr|bUVBF4P&vaY6+ck3{FF!J zAho4ngbH#)7=P!Fq~yp{=Pcmt7=}}$j-A1Rl&cKiv+-3ph#so;vE;^Ef9R^wegC%X zm=v3CpCtn0z0Kq?^Uk-;pq~wLTq8RHwjs%!FoF@kualf2FOb${TW-DGJna}Y29S-I zlB}7K{cs?=kN<#T_ugohFLYlnKET>Xv~M>Ecwj!Dn6uTE0eu4cKe1K3v+}#g6#a5Z zH_PrYw$bJVbF|8N>=Qs2_x)l=q0qP;;B;oJmh)dIM0VcXB?Ys+`eGjbALKRmkw_cs z_BcHUlsM@Bu6k93-cGfvVLfVEuOh}=RzQSII) zBN+Xb>_DQHnbPFYux5rQ62G;%*gVx!*Tm!cKB_=WWXO^#|dQk?SF6@*;=V{ zx{PWKyU>iXNXk1VDjeL_R(n+?XG6Zl^bqb;2jcWUjA1X|fScIf1P6hvv|rwxe7B0i zNJMFzcQrhdrUvDvFbC6&r(-$1vk2N~*mN63wmpc@;&CVWU{)JdX$!g81?Dv%w|WbN zWh89SBt|-EinSIqqVh}T4Z4_&r1VuRJUXn#cqrsM{aZfmgns+k@`!t+?zu&5K7(v@13;w(j@y`6XJDRnrcd$?%`GzCs>7P~4t8uc9@q2M&iXyK}~( z%NbUZ;M;Q)9&n%JOPMqZdyF}MG`fyQM*VUBNb3+fOJFd+427P-wV!pozmG~yL2O}@ zrghC8)smyjZ?H@yv`&_{5w3TOG$4E@S;_meWAj(t#@(j0sq)*L64EH*>&dLsE_DW4 zN4{du5*d&>w?UN}=IiU#2jIP-yIS>r>>cO8<4gnK|C8FcvbS#e7|aF>Z4B71_pYQ8 zH(A68Zt(*X-~aiszMza2@|fxM9uCdm+e`(*mTG%syv#wjhh&F#o&Ggz`u;VExso}+ z#`>O>v+P_pY;?*8PP)(JQp9S=9_^7oYZ%TJ5H{yJJ#MQrMje1~U(X+0APBs43`%0jXOJxnLx)|sB=cyu#%8!IV9 zJ~+wx;22DB6>xc`W3!8cJp0q@RA?<5yIOiIzccDWjXO59%qxzGGT1W(ukkYIsa2iipvsRELdnNqS3o2Q8{9{l z;H^1r3=tthFB%ko*a;k~D@RDN2E2p&Z$mGH%;^`M>E{t&JYCcDq4LuWAVI((>lD~4 z2YfIMGZA+R=C}>(PQK-BrR$tLhHKNr9O}~(esaXolrne9IY18FYy2W3@#_weJShCt z&qYrGt;O`G(BeygD48-?HV>H}$AB_1$nn505u=TeJD{h*0_ASsoIhU9eDPZ2_8fe! zL_4I`=|heLiqi)S;L&Da9CMiL-5khPo%eY{Q@1E}8?-;v<^QOS*0W zlNja#|MQf+yq@oS`s-H%NPR<~@{cxP)=q=!Slo{>=KR{LTRtf>fjD0J=cuW&G8zSh zpA0a!_FzkkN1*Xqd0nod%--a#CHp1Qv1kNAt1s};YZyDqVY6J9t`?XZLhqxSCyUc% zn5Xw#@%>oFyDVxTSDeyABzf`t?7%dp*cJo z@^w6)wD2u-&F;WK00{%kK`OewjK$dndU_nbIel+J%J|qwu2~ZzHO4v=;a$=_zzf~T z7VIHEA{DQ&kgX+jIey{YOC)dX^NT9wOV<@z+5eg?60zX#QV8O$WhZoS4ZKA8QXk2f zUW)@73rHpeCa>TPW|mXnBo1TNDTQ15-C@UL+=KHr01msi0e-J2$6oY3mCby16Jj97 zyLJu6x|V5nKy+W#42;QvNpW9nqj&$*W9#K9*8U)=G%)a{mWCH5lLhe2ojaBrtFsKU zdeVAfN43Ovb~X2rb2A2-wT5Rmu~8s#j`v(j72x3;h!1=PGNYevSbR~D^m4!bVK3@IV5mr1Xf(W0JO~(aA@X> zeKj^Y6#pdTllG93Q`#NnWOt9Z0 zpQqA-Et=8Z-TkC+9@V&mlZjYSbVH_rF6&0 zo+EBzbWQ757}D8a3PKWZ4aRdZotf>sOdY2V>=_t7BDcqFpFjHBqQXDZGAi7ehnjee zad2b3!UWxlraky*1&WXl-?z6Lq(~0wVGbA@75t(tgmkGcCFBN`r9ecDx}7H_=$>Bx z=49M7A3$u^lU#~LHu`?Cn1k}l8dR9??Dc3Dh%?!4pq$i0uk_6XO~EFd@h8lm5_hrA zUoC8RMy|7K)i9z)l>W`JANhcEi_;&_@_tR?Wy zqta31F<*Q-qKfk_hLngAh4t#T*ZLbIgXW#w8#=k0AE<|;su;2^f6q2 zR`r2tW#MI$$x##arll zHyCRBL-(>kN`MV#X;<%p^O+lg?J(MxO0nFeLUb_mt443d}=S!8{wTP zK^&?DqM0Gf+4bCr2~%|U6HORV&4@700_a|HHL~&GedOmm01k5O^2g6brs?X+uI6uA z*C49lw>UEM@|hfGd=_;`!HZ%Xcxj`4+PK|vA}SHh3MRsRzpQUi#u`$;SlfA+$iR9m zE5Xt<#Dpewf>xdCL7xK=OCk~e;o&dqNjL~+!!?Gv9=5g~|BST%o!?*Fy!xiq@z@fgyhgYQ&aD>uIz6n7yo0l+}d{?t=?}SS8*0aJHY;7QlQr z$Q0^};!MD{4ka7>P9s4EZ4oTZ0(q|_f%vO2m^dhO%UKs)>bWg~G1;CaTYBaKtgW@2 zZ=bB9cU}Ae=7<$D8m{XCx{EJWmJ3!Swe}&iOX+V6#H=p=p5rK_$g^}Ey_(g|HFplM z+|^5Um&^Jh_Iq{-dCwR+M|Qj-<$u)kBLJgLsyKcnJRjaUxu;a$tg-WuAc za}*Ri-d<-B@A(0eYe;unj|`(+;#C9g0!`kC0DLgTo6w~9AURmFxTem}utv2L+V^^a&NtML^^ndpDILd6)t0TqhdPHrI-tz(U#GUxY?qI2@naAyf=NrfVG? zVT44;6+R-aWi&p3`G#>8ykyQ5_0IJ|3Us`F(rg?Zzh-z0e>s4&cFu^n3mD^WYB~i$ z^qt!7Xsa@&LJU_ATLQA>+fH@lnR(4sDd>6E%mZ1#TX<|9QV9c1!#Q_ex5o_gT&q z_otMLdqG$ce_4I4)fQB~V1nEwwEMC8g8qghng-J#qJ|a>Do-4CMMkq;fagxEs&P;u z=%8>Rq`pNLt6*R($sHU|EoJsE$)t0=1{H7mtX)g7yq85lIEdP zeOoDXlM5$4+!b)0WUFgpG1$L25;E-8CJ!EiJGpiZ2SqnpG0TMrrn9;BAdKIi9ry{_+pW{QNF& zC*-b}3`VRW?J?dtCE9oXwP*Dd%rmza z6}lWQpcqm|V6Yz1OeNyJn;|THNqX}}KbwxuqVpr2w^ra36cb?Sq*XuZt#=H=+!`T| zk>MtWYUwmNN>{2nc4}fPV~=CWolT0I)M_$oGLN%>m{-$RgGP~vN!iTkh%E)so}Jth zgyz9p5T<3O)M3uF%Jxa>VcJbWZfu=7QqLRqjpU5N_3}N|ZRgv-5eBYRAU5NxqMEmj zAq{}F6OgVuKzHiv$S2UIIQBmdb=3m!!AwEx8zjZOiS8xQyQMS3^kC#sO8!x9L!_ri zPkZ*A9utFZ;~HpOLy^lt+va6(4^gpo*8GxK*NR8Q?GKywyGA^E&qtaVU~=eDJ{Lf& zig!B93@%kz=Yh6h=;VG$SUu;E%0~_`{NnuszRkA6WZpsQrbK+(7#8-&NaAO6Vz`I; z_!tt7@bE>r9B+(hx@_CrspsRQtq<4@7>uE+b05iKus4>cqS(I5q>s0Ih1k-D4zBR4 zZSnP3L~;{kr4PuzC=N$n4MXdL^<^4-P#V_Gy3XiPb{^NV4ICRVe!fCL8CFAI(#)Y= z)B5D>>-UlPlQg&V*}*hC(8Tk#*riVHfNoMwk~44SWiKY@iv=tAjMosdWi-X(TZ zzvSU)=&M5``opCS1jw-By32Q23XQl0V-1J79-j8)CoQwfE6Z#}PIf-SQUZi6z>Knh z@E3&zZ0We4pU`#@+RghlgDLBB$IsivE1@Ej(L>j-_Y2~vu!)~zA!Y84Yo*wlX;YHdu8NK_M&F!sZg~|}uvW@Ef5+#?*k+R2wFC$px z6RM!Psn7r0;UGo^3Y>FBD(HTg=BXxR66ePruJUdOR2E?Y*u8 zMXOS(p_d_&?l;kZ9rR}X4B3CodAW~ji1|Ee2TLCJpF7o$@m3CpVJ4^AjwTVxesOVoU_3#9r1qY8g-@sZd_WmhxuB2nwpw3uR5pvi~D0yb9C+smhgM#G?q zw7BbxUeTmWG#<=V#qG}Ri_4Q~q$7MTw&o1eC%i|l_-Nqtg9E*rlUoE4D6F9cWW0W%771r4KKl-g`d2<9*~ zNRo{xtX}Q*QiMqh5njm3#58~(V>-NQD#w_e<=1F0zW*rjh<%XP>4jo)i`D!q-M^Y~`-DV`#DI;qdQfo(O&qAvv{9x7Mt z*RE$?ZAIJ!_q}F5q(rB4v-$!inoxKfe-2vgsCm?xSSR*viS#%gI|uyr(Z1Fn1XXH2 zG5@TqXv&ssjRrhELo29H=vw;9d0oxeGsVppNXSbm-`;^FZYjzlO` z*lz9q=3^QCC~jKL24sKJD448(ZT@b6{V*==4rtEx*c&MP$pwyRix6MD-5S>HITNKP zlXn&?Q&#ZVsXyYm><>m@2B9nevXK5R1du%+D@KYd;GXYA`6H@P`4CbXNl*7liA5_TFy46|-WtCG$t|&c9u>*Te)$a{7Q%PR&SQ0FWt- zDs&I>H?wO~5Kb^4 z6?RI@vEU6nfLS~QGuNn^7TM!A2`qXPB&!o#@74r)ang}_=D04Zq2dta;Ke)f3C}CK ztM8-mRk9qS08G4ki$Jp0=?3s95M~sQJg6p;wX3Z)wiI^sQJ7vDyNa}MYIy}8zyKD* zY~=e0%}sBJ`IFJ^qON(Maf0AlJTSpFjA{jjKE^2MQOTRJOZEPF3juzTJB@s6YLM5c z3aWQBRy13sJf&mw4*F%Ro+FP{E^<_uAdf&_rL6h+fqVbI)bot~FW}iOUraWFqBGqr z3Xj_MOT&uzda!-1>f`=N9}Z5xYXHd1*2@d23PaM*Q`ibMs^Mq>6lSs=g%sPc-pLw?kHE4{? zEoICK0gi#Q!hAUFb|Lp;O1!o5ZztwkK9@!}-eiaDfD`-%Nl~*LWp_0L0dUrOru30n zDxFBf!PR`f3gZtm&iY799~cdzgNAo=BsNX$S~Z8hN7sWlxhmo!61;taiZ+uz@z?fe zT#NZj)lpWj&5}a*8+K^w6gkAj*3>>0`m0`p3jdd2wODZgV~^>X7W*I$sp93*tM`d^zU45>=-l}_g6>vhik?6WdvUUrxzILmm z>XCh1MA?e{ezH6)#qXG)@`CO490eR$tQ_~AvJ8!pB?8Ywg&>zBSB}W41|m)_NO4Jc zzH6&hCSFa<^%fdQ=dcvozx8<=<=&HSz#bb$rP%CVehEeC24WQ|zwAP8mwIQy0S7YD zr97a3S^2rSJa;g+Yd0YWZ-i%N?mVZ{iT0NDONJnbAN2?Ys)wiW?I~w!wHbB#GOBU8 zi7j*TYFOM~_uQ3}sn5!DS^%yFMe1dBjsA&KF*PUvo=F~8Kpm5sE!gp_Lkcl;$aD>S z$QabOMCf595=Mk1Oekt&XHvxsjhuCU1TY)1#1x19Dei}z9~_C}ZakHVPcG-3g2{5* znc9$BPBJR;fM~=$R5)u|#`lH7L2HT0bq&=^hID&1n3vHO5|7&60zje{@p*#HIp%nZ z8Qd#3ww`cV@1g?BhAZ)0d7AvcgRUvs$5G@}ICFGzoT z^ZkSf1&h65zFn%Q!j6=2v$XmW{CA#2dOW4atI3e5lDNl031l00^godE9#au=XB5Mhj z+mb&^Zgjq)hjHB3PvSBz{AG05d`#p10!xoq8ZQblF_){XvO#Cmeu#&1af}s1bI%3 z^=@e}oHhP?swnsEU=XY=lveC}P9zXeP#W~Bt_|OY4z{S2d9b2LF!0BF*IEda|6Jgs zB}>rep#Hjvx|S@~jf@w4?OzE&cl>?$*~erusQpygdsJLw9ut{mj8?my0fzRREbTS8 zkB1~j;jwlo)w`EpXbp*Z*gS5oSJ!;C{0--PaN(*!<=Nk~x;Fx|YIzojB(}Onjk4qT zrrPc>>jdYg=eI2oNhp25{VQ95dU+F$yuX4@p+wgyG;q*YzJoz|abU9K?H1@vFw()N zkNQujDX+v**;RD2$hS2=;~Sb9m!moYZ}=zxQ$j0w&+~12Q?kr1m@4eyKHkS$aI>2F z(Z|NV@!Jp>-iu@F_H8rUgu6aQGa%lCS%E>C&ZSsfSSV! z`}~J#EpU6_>?=|*;Co9``%=-3b=<6N)+|znMz%(`-glz)n>)5Yt3I`DG;#?jxYnae zNNe5yAs8*Tlc;YWxkt$VWmDrg4}VV?~Qbe~ofzELYS*3eikJh0d&gh|fs=%4<6K(w7; zKK!hd`08ueTS6cf?Z(fzNO6k_np+eUL0ru3r8g~5%|^tzZiN_2gap6_l16-Rv3P@a z$h?<$jPXRd=b~_p8b@2rcuqYnbGEZA5#8p+4%cu@&&Y8CNR<~+7#Vmbj|8FHgy4We zl+*uZ(F22JrLfVv!Kmr=Il1s_WY4W4*6}_<#6?t^Aat&;n@K^ve_j%xa2;kzN?V;Y zB<+L&pn0E&u@6#O?iR-j!C-?_^ie2Gj^j~>mhiWB=0kzEv?1bhY4w%`boUr371J$G z6)@0HiV!M{HD*abui5FL}Vc zbAY*#65)U$W`(~cCIjW7quxOdVene^VgffpFe`hl^82$F7*Z%dDWbCp$QkZwsB^?D zk#_Rx2}WD`cuT8Xye!g|^R`z&wnJ0GaIrV;-HMowE5$0^kgkrS^|ou>vK>iFf~%|} zh(Oxs`#mov!wZUPU#x!4CJNWlULx&==$dqXbm7*lIu~bH&hV5ITbGmQx^2x55FxUAK<03mu@0RbaE$4_+!Rmj`-SYPtw@FlKWrE>trKkaQS z`t$a(lg{7}CCeDkD6d;9FOQuR#RN` z^2hrTZ+E`S7K*A_S3@Pl$quBix#$q8ffPk+XRcNF)Q%LHjubm0_ z?nokEa6JC!Vn`&3qCjt{U|`{_&19~)8-*Le=4seu0RbS z0jv-6mQ^h|1xt>9Dq$glKGbU#BY&l`cxm`973!lvJ3-++;ZJsNx2q9h^4EYPN4GR9 zHE%$xy1P*=>JnpRw{6en{VRU`Xh!ika^E zc`Ef~BQ^?m+d;IM#mJx(#AN0l`Pj0Xu89WT{#Oy_D5>&Jjad2%;#&&=X1r#HI)I=U+n}1l5{^!4Dku@9@YUZ=Wo@Y=1LE;SKjdgzE|h-Q_Gi!6me;y zE!f7t%D73I9iF_x`tL(V z{BA;_fs;}#fc?~p7h~st9rJVB9zcf(_g`u z;~7IZw7!Ys!{lE_1Q#XMf<-Fkyw_Yevykk)$PwC@Rt$tpLb7&dm@<~ z^Bjy5jS+zzZ@zy~@S1Kq1`M;3Cn1U;ih*9?o38wQ?)1=dJ=D1(2Zbun&k^KZQdoC1 zz5^vEi?aQD&ljiI!NbO3qF|gI_r?LMnFFNlv_TtKT-f09KMDxjBE$qHn15F^7CZJ` zk(!z4tMZXNy&=1IIS4-#za00Jf&me=Ngna{-JxGQQ61erVk>w-Ve!bj#T4R}?8?f8 z^A5WAqQZz>X1T2BDv+nVx7v^k7la(8R(q$bY~?737$?3%N!b8y)9l6MUv;^rh!D;b zQ}Mro5S&WFTx|??0Z0Z7UJ$oPqD!2`z9heQF7bvbefIqD2=&iBpR*b|Hedw{d;YU- zKMS;qN(7H-X>ZkMFMR$#=j%U5{{M|diu)!jpyG(gdvgO(CYhAOP-T-)L+V8wdjzrE zbkn}77Ej(DEU-~S+#g~`FL_-(E#9`)M=nR^mBS? zJ-1~xZ=oNLJyrRFFV!d$A86EK6PXkS?IrD=`Gv0kan|GCB9GYe_DC)qv(BUS+Y!>g z)8f-qJNbE&WR~1$6a)gpa_)&dPrb?i>Fi_(u7lkT3kfkX&&TW?4ew%tp}~bJ0%aAv z53CWkepJy1X}%K&OSC1D9E|TMznY(LR}EAn$$`*C}0-QlwplliG38?kQ5fyPTg0skhsT!<>nz=Ut$z%KMEA3nAc8^Gue zvf~;8R7;hr`{$o_8^zd_NvOUWwL+(W*rZ_53Mm?KVT0_eW)r{7HZcCB+QwPMC?|@V zx317md|pI4A!)9goYjG_*|3osnQ+N%Uo3J9xb=u#@hWoW?C4)VX71PNfAQ4qG*DSA z+nq`uYweAP?~x7bhmUA0nBTe@vDn4i~ll5~6yq(2WA%@QNjuP`pBTXOp|Qp^Yf z*J~9XE)Y1VfM$1*ZpAWsOk1(P`@07#gDJfM+#WroU)0O4YF#h48uQ4|k5!L9YE+Y2 zIsK6aGqZy})?;gK^r`6dyDr!%o`aTYZG`#n&}=9^syIw7qnBwU@nS84a|mzRjsq>< zhW77f*YKF#Ol6ct+jY+%CM0T6h5Q$1UO0H2d-|4rV`H>7%nIIc}cUGX3ZUAa9mVuyx&V?0Yt3d4ghE15X6W!SHk#r26s zJHksxiA4aDMV~vo#4-CR$b%pdX%yY7srKroILZYnqqZ`ol4VdvDs3hrMYiu9+16H` z670&R&okuJNm05~m#wO{{Z1*V-mbZtpTEux)SAck33O{S>oTh6p1C-<= zy-)=8SF~oqNLkK2pJurK+MK2V36ZO79WdqC+MSm? zrqL9d8c@7eTgjjSxXCgUKyp|FYOxk>WZk_pAotwKRLMzS1Qxc4bo}3FLxOt6mgKds zmW^d+@jlLmj{eCsfKUu(cAx*(b}RP{0Apy%nd=DspLwqgzswxjbqEC!f0TYzR4}(Y zx4-m3ke@}4{CW;1#9jSp7ovs*0mbCX!Iw2dRU@wEfLUrrSd^o@sY_`-f9&T}Bv6N0 zxyVRo_=aib_W^u6cYIbwU2?;debPR{YR*1Uh2((?XLt8 zWjg}v$0vCol|anVT9F=kHzYg?A=_t*1lP|G(ARj1bcDy-{Q21U>FJ_+rW0e1g(K(Z z0gR`CO~?;w=)tS%Z7F_S1nvycGRxI!}s3^Lw?<7a@^pzzrqG z1&$|eY1i27U)zar)KzH;*=GQ$Gm>73{`i&fK4J3W5ImwMO`y{8&cf=sV~#{D7)b#H zz6uE)iip)RWE85kQ1!=a?{Fm_YjNj07l41W}PZ2)aD-8c`4 zfbXfhZ9wRjixJT8hHzn+pxwYFhA$!5iiV&F#&5y<2=h4V-p6B!H% ztjR!RLWsF4R;YYfoQ%*GX!H`g9nyXpLTrO1LWxT($#A<>v`8%v8;T7kZ+ z!7(*~Q&Vpfx6B9nA$bS8DHGy@dKrV7nd+9@XC8yi05QEiFImzz85OSD0QFgR1ZV}d zWj_%RgGb88ygU_y`6GVNCW}BrLt3~1q7x@>(fRHOLbJz_qp$$%riN!bE4nI)%p1nb z2K~F8t%{#Ppf6)1b#qi-fyH`W!S$G>XlFf^$W@lw!J7|pf#%)%hdOVy@ zYtaLcab;JD3i(sPJ~y0))F4Ab=eE4Q4cr$VGXRh8^}T9k*fYHu!D3~^qBU#E$GLt9 zhpVHnZYn3d2;%NW?zG`=6zKCaf{s3iD8d!39ozk%3HZ8eCK}qZp$WiqJF-X7X^gxj zejAF40wmz-1Xx6MoMXYs-@4I9W zommw?2-)vL3$>;y<>0e{NMW%Xq?04 znc;#Ql3M!qLvCzR8e={wBwdT{Ky4L=rY42NtU&Zx;@3HhHW?I^wH7 z`v0HaC#0b0ikf00kI>V;2dsUt1P0v=JzNI5;sF#*QR$8Vsh3?7+UA?Zj0(TJCJfpY zTbP*almV4?BWoBCHuo(Pjq#T6R(;DuqajmXhN9M28RVv3ve24qd@yn{1z5eA0<@D6yFP@llF0e%+ef88eT?X<=fTwS<+95deCE~Rk^ev~>{69_xPev9wj zaq}HZVn_*JuGAzRh2q`H{G5p~)Iz15mHautmx^4j%jx1Q$WZk;6Zo}l?%(SRFj@7SqPA$R%>}n>(=DROpC){?2G>G#-~87hBk}eKZF1zex`FbR80E=(Q5>BHqjkr<9(rIsG&JwZPO%K!WVZPnJXqQthTvlO%icI+8BjZHC7YEqWadE9aFhG zPSb6+OCMPo(kZc_nLJn0)I`;sQbAs{{ZHo}kbna$KhJ?9!E@Vg0~H~9S$3gAHPFL+ z(~elu6);Tsny&KHsaZ$+v6t^aCUwbfZn$8AUI()K0RC+%)0>>~z-!8tj;QU(;jet0 zlfh`&KY8}L|9ldG2FhebH>as>gc{8_R*|B+zuq3Cn8n;haHJY1wnu;qEVD?d`xc|m zihb*$JEZ$0SwGp^)~-vSM-k>5wJ4RPDio8ELI=lg;A|~Tl)*@p1(vs1>A^^GJgXrf z;#YH3NUmXRc!7N<4{~wwMHHLCLh1Ma`v7u2(YI9PaAKi7JJ*azmo-(&o2jCDecG3% zl9h4?aszpcOG$s(732&ty>!kBSGKVKvv`%lO8F| zZ`_<5Cq4i(y-bl?*IY=DCY7vExHh6;$|p3uwxoXDh{p&+U;5=;z1 zIYNVn@h%;X$fJ#ts7o3L@yX12{pq7tW#H$I+c#%g8s>ak#kI;ABGJiVadc> z1gt-Z9h)RyztZe%K1S_6`%?1a{#;0DNxrtxqgT10qwwmlb5iZUm!8OsVEHGjTVyo` z=N}C+GlZB%^IyoDPbu7l00gdtR8Pd;lX~jPXKn?i!shj`uH+UN#ng4efko2FU*Kxf zJos4{fUw0A=lWH;&*cKlmx`kn!xM*xNHHdID0@%;8B zg~*qbiQ}EpZ0sLyV zB+eASUys?u6@HCCbVJm_t{@c;@bkgpa=&aJvUS*d?W#rFjw*x_nb$kf!9X19LJ8S> zwVlknpMdsTcqZ3gW?bJE>{x%@W>x=pFvY?{h3O4w82)@1Nv9OEWX`b}cu>-)ya7_R zgup$Y*N-RF%L`_=`6HX;uN4?Eom2j}AKgd~tbaNh33Hm4^~N{dW`~Z1{I##vjR6s` z^>oT^Kn0QC5B)0_NI(+R({K7p;b*@*xE`XK%+nnHtDOtvV^_HfKXyFT$xn z6qy`tVyAB(_0EWKZ~V`$4hAGuoLi3HD}0>*C=$e9N}>ylk0d;sNXb`j@f6>rgW5sA zSGUh{sn6tS8FepQ65>Vj>?29IdZ`;^@a#_i6-S8W5c>H)yJZ>}&5dG|3Eqr*A-y5` zhCjAKRAyeI?(uI;F)kDZ&H2jn%cf0C!R8wTC(Ojo=B>8V?eKvaXww&{ZmrOuB!W&j zoW9D`^Y>pj$+9}~)x371VD`)!Ntj{|b@4v*YGmF2MkHa+(1L;>6&7Fl&r~cC(oV4PXBgUSMbD;B`7=zcu)rm9X50DX& zvN@kir6eH;aV+{}NE!WxaKwME4ielSH&v&is)`z-Q*_i~NA}}}nTUMaD)Yvj^!&K> zIRd+WIwutQP9@Cg5=kP5%Eauz6~S$ZUEAZwcqHtB=6Z*B>?@zEsWR6dS^%#oS3N{$ zVK&$B{;hy8j(Lu5;`7dalL)@!ElS8gi~-5d}<>N2QxM{~jPn@OXmCa=**42SGDvaZ%|f=7X5H>`A4n5HNAw zJCprRX#VTiuyccPmI4|g4cW4^?1=loM)rEstM}c#A?#GabYu1?uqxCiddf`?PKM$n z`%NNE&s4`sBpaE0vml{JNk>~u|3$C|UOkgZC(V9yCf2TVk{#pUDJZGhxkfe=mjHfA zx8X{cwud>D5SWiBC`kL&mWPnM4>UIJc4;G}afiU6gS@#gC3k|;(7OA!Qd|zNj{6`i z=$TfypN)r~_&ofK$=-_Ajo;nphQvDEtNESg*1$BaJYHE!Zj6}JO>hvRlNe?R8n`c4 zl*o@TxWe#(sz!%^qr~(Mdb>Ka?=!_qW|e8&MBt%|f?Iodz>EkH6bX$D>WhY@p(;Arp9Nm?tVBI<~HKyP}%FGD7ix#_ZpoPoi3ek@a@8iib~2G$CijOv%?TleRt-$A{b{90W#n$upRH0p94I zACty!;9C3!H2-HIuAhyah2t09Tcz+N6T3pQV#;B5C|z7C{e1jd!JF)>)CeoCAK2Zl z7O-=V={zp2@2Pdr!6xq!BhW~{`Rh{&>N@@f2<+dQqUI9^*3!t8bM9OO5m{k!+jNHR z7Y=k)?~#IszQ9hIkNb5Gzu)P5NRFvK?2wG}9y=pjp_WVj@qbJ%y^FtWkCCdOXgYDe zv%wtKGVUF%BECka<UkW28;BK{UMwUK+(X=63w$sO_3F`WaBN34I)%rGo7oSO6ikPyUm=+DtFILFl}!n*b(DJ@ zsiAFVX1$A`zcz*V0^`qL%^_8SQlXvL{(tv(S;D~6AOD7)+QRJ^^8zZ&Bt{`N5g zBT4;AJ|^~rRio6h2eH!*p;oN%u%U*MZetmdy&Vf_+OpNVJ6sT)$zYlU2@U z)7v1)x)I=$L@DGR^`UWm+!eSK(a>5*7F3zN^fMQSGx%*}T$M#7nismXR0sZmp5k@N z25?O#UfUCN<>U;Pp(&v+K;zhsn}6}udl*Z|8x zDwRFu0c-SJpwq+Tb9o*jHyOSW_u?Snh5|F|&HfcgYEdAYyLgkMV7s%KuVXea7S?z1{{CVV zS6MYt4Tb;^U?FwJAhYy4f!vo$!gpscVj-;6__1{GY$~;RO%5%vrnd#wq+6d8Gra{w zSP5+6M^1h=+zud}wc1RHjx}E8qy-0%dT!}T=l)5wNZ_-E!LyOErQ{-aEH1tH2#vB~ z+TEbPf53!Vrl9F(USz84(v+tP=dSc}S=c-N4lc!8f1Yp-3WsM!C0(*T+ck)ChDZ0` zLw632d@Eldr%(`ma0DiD)CzR!lpF^tT(a&%drw~yEw)E+qg?=K!fUsZX=QHp!Xm+9 zJ1|Gaun=TuO=a410EY9gG**vvBDnsUbTt!1_AZ4oxrsx_Z(AM)*frO$BGD2oqFWtn zOD_Cq)gx>QCi0Cnt06}M%jYtnhKzhhk3YqL?G?nC_|qO_=>kVu7Af+cgaX`6Gin;= zTG~}4F|X(&Xo%9|j3q3`{E%j9w*;^u3{{#qcasC3r2!huKO2i#FnbcwnG;gvURS{I4uzWUP@#ATL_? zJDUWz#6TZBn?Uzozc5$kErC->cAvbI^MoHv`S*&oy*f!l^ieP=poO-lLfz}S=)u#8}s zm(=VV0Dx=hl6eF2qAtyD@QY~MJX^RF8=_ecc zNMg%0#!rI7Yk{}Q!*5w{o{@)xx&s6NIEI5ULicYNSoaoZdV~aSC;Q69Y{etD(t~t8 zVb&eGSA?9v{^LJq%?-wHm3>XbA~-FPy3R?_DoTIHOZ1zgpdkI+md^V zh;6%QZEJf;Dg=%p2f? zbWKL%N}5)2ZfK4)f5hg+;{0HhdN-qm)BUg8H*z<^WUYu$ZP0L<%g~muLZY@Mlk9i_ z@6TNQPJ06Sni`cD0tn-@IGm$*J`N6f_7-F*eaVjU)m$IDj$OUYC}h&vdm(c|wQRi} zav%%2{+1bS;2rW0N0i424KgRCYD#R zB+SV*CTw>fsfhxH+%)hnUmR^Z7v#ZDKF z`^c@GPiGsIBeYoeBjWEr`2YUijy(061^0)z6gdmtkZ}E&mraX}TlAhdus!<{`-T*A z6g6vzG4l~pCQRq2R#u{Brw#p_J;Khn8eZ#LiQ@~ z*b+wq|Nka$sukW|J^o|Xw$be^+;TM+5=4$EzviTaR*IDWq%Gl_0sAHQK~D?Q*bMR! z1>WdB$+j{dD|LJ3BT>j<_xRl?K)qa+T@_O$q}!+l#VU znO%I|l9F?);-ncSF=rlYAFWgV`z@!Hejdxy^Z*9cRc=9TpG8w=C?B-5DD)4i>1|J9 zgHGWGk{RSRc`~7^G#Mf6^aGQyR+5BVr>DiE#!DWmz*0ZanC6K62gQIKl}}fz_W?wQ zf56z)gHo^Rx}&c?{roM_M^7Z0MNHZ(>>=TO%}>K$wXEflm66egs#LUz&JOhFwb|qk z?*60bNNUBZPcQ(db`p{2R4xJYsRmSr5bBa*z*+tze1X9ix_5;}GXS@Yp33jGS)lK33eurK)PbSM?!p zbCLJMsD)=pTFh+g_B~$=0=J}Z^$^)jTQ(5+3vY2Vkfy=wae26d20Y?jdIxK+`$>R@ z!?g@h&w11_mr_>Zv7;|%s#m(&U{EDZ-1NKGu=S+9TzaZ*wp{BZt zZxpS!f63)K(hkl|lB)RC@l2-Izjoo$^MFQr$vldlIk)CvOJl?AG4XZ6GhZn5SnHwk zkM4AJ7`tq|7GaD_y8i*OCsGWXo4vpjt&^+Pb%T>(hFq40k2YNGyf%(NRtnc3k`m<| zebUvqpXllBIfT^N8DXgcyDKV#wN(TEcnD)mu#~NVfLw`w^oGE3`;S_xBxr~zWg!2E zoCHF^4cEHrcd~>|L*s9Bl-lM|s{)K=5vf-$;iGP+5(V1oT@b@H1Jp5ojbB z!KHTVKc@$HW5~`k4OxcN;G>cH$*{!m#GRfgExief_1Pgd&*pP*fkJz>@_#Ws$A$Cs zSvZ0y*%AO5JQ`p*+ox1pv-n)-31x04uYUC)DVBiaB5E~L6>RGafK%B{GdH`Eio!A- zX0;P!l`bM$0}2o5r(DAGX{^k$A|c7LJs7mFEG7!2mk&D{+6|)4=ksPhm*m{L(6l~yZtcl-6!{|@h<#&z+Bi70G86{X4_Fze?zzg zN!Fx=^t%>3w9?z_(IG9b1F=L9N>cKraJ5LTnDEmEEh}go@l=+U?!2=0o&%BRsE2KZ zsPBld?&ElHdseRlwN#7<@dMFh2`8-E3xsdUwUU$wS=>UouK^z|@B>ykQ?% zbfY8MqWgCI_Z22gAc7-~^%8Nv#=LYUW@RMG1U}PbbH?Vc6Bci~4p{ROc?(z+B5P)7 zd|kd*E^4pxEjN?}J&<6EE@gmu-2@C+nS)v12xTjEukT=;!4?7g(i^5*-+vH%{-f9W ze1vXo;RO3&^qUQLFIs^zoNfw1NXmukn^4pwSPun8>q#Pe$!Ql{J^FTHpcO0)dcU26 zvk1*iYYvG;9p#p5x!bZUoschA64L$0id|>%IfQp@npNp-6#T8D2hM5dY;P9fjfsfjb@FK?_)hw~z8blk zvWmQCqjBZ(Yc-79gbBqtmxW?Za>p+zs!s>Oz)D;RcpsuR`L595f#JJk?Piy(a?%`v zrv?kk6@vSz$F+jV?2R4I>H)RvpQn$?Ke1gu%&-p)f_iV2`LR^YnpD{)Yz0l0Ruxtd z0?Ns$)lC{6FE&AnO9o0BhYdzTT_uhO#}sphCEXsAN_5f^b`0;(epQgB*@I*FMUakp zZ>i+LLt*QIIN;TYAoSXxc$ZuFr`V-mN39vqLHK^V}j-P->yAA&c!y)SD# z=E}h93%PU!JoxGq>XpigJY1|gYj<})moRNZ;JRG5bAv+o4u>J!Mq+v#>NoB=D*Q)q z=+_B)pYzQo6#Bq3p#QpyJwAL8$2J(wCI%!fhdownSwSKUDC zIQmkko+$?Ge|`kfU)??L)8iw8DTOh@iP2*v%WfvB1#BT=Ebf9^^hF372Hb=TjPrgJ zQS01L8q)gcrWS9u_?_X8DwxA>U8VqKDx)&*z19Q=yx<~?zpx9B%8Nu7_=O73qt#(M zzxgX(^dCyr;1N=Zb>qAO4cO>wOC2OcVm>XImyz?WHMkK}VQRi)yyy0nJX;MS<4oac z#sry$NNU+SM0kiC|DS(2gFz?%;8x%W6N#X(R|^+f4h=TV={~3`Pvgxwytl+;r+PbF zXR9k%<*O09pP}^gS;4i%uQX>*M;oyR+kKgn3O-E9t*fT8n4}r_tkD{RUe|h*%G>ro zEu4*_V`><2lY1d780mw%4&W4JKe`|X`8NQa$&X#|`x+|3WvOrFkc4}_^T!9Rog21e z*-FMocA(lYwIGvtUa82+y)d8?YzjpMMhvdLu;V+*xLJ^D4_OPI-Q6%TWuVyo7}T9jm06J8uC2xO4uaZcSftmDACbw;(FUx1L%w^E;dqIk5nH z0+wNQw3!Boj0e~bpCnFZy6(ETjXS#6A39_O^qju0aiPLs6NcQ{LOUL|KLC3DxZ3se zC)Cim0t6TA5((u*OxUKm8Yo2&p!U&TGAKRqrMJ>Tz$Li9bX%|aea6eoDiu)NAe&4F zkN71A@lWr5u1^twp-ewye?<|Vd@}mUnX&r{PO^+3L+ zd1w@AykH>(I=sMD1jja`kB92lbYmT^7rIgZ53-MPw@XUtQ!r@TgnG7NRQ{MQkecZ!ZN6w z0wZ!e*~P}D@U>uEER+R3(OHI6vYCc;D}aA^5`^U0tbTm-5)8V=`sC6ybB`u}IZ4|= zMMkY7Ud>5HWb_zPnUYjxd$|VXDCPcKyB$GQ&Gp6k3^Zu>WU-HZQ%3z6hS=iXk>`jp zA{lvb*$0N@;Sb#)2Od&}mMTehOP1d20b>_frbyc!-d}2Kwa^3>jY)L01@CmBXXWll z_i!*)q65ZUA^ITySsJTyY=9Wp{(xceAdLA3Ig0&+PwCWX-BxN}nQf9p;jNWjcA?FO z!|%u0jJ=y*wi%@Q!tH7G{6g+|l&y}=Z%iu$O$V=O-_{4-p395z8hf*}l-wZ5X#n?) zpis3FNdm5eU!}ed&wkjK^52!;0XdjQ&fye*ey0o#d6rj?sCK9@vrRk5t{sQ)?*$Ak zL3T~03R&NJRLT+<@ZZVAdk-xVRTc2iSHgRkRfd~Kd>z$~mL=2E$ng+rGy-Hlvt(tz zo^qVA)*6^pVjzQHkaA!GTe*v_uMyUwYujl$6KwPl&{M(KE@bVfGBLi26Sf{-(_E67 z$cfxxs!w-Leb0ci^gq9Dn?NqLNnqWwfs2;$aOuJT8UH`j*YvyS4P102rX-pB<=*Sm z0aJwl?5eai5sz<0Nk#-FiN-L95lG8%8>0`U83`K&d1gMC38-Q1Gw$U8x z{Z%69!+tWT%oUJq74}{atAjNzp>8P(=nJwU!ALqdO;;OT8Fk0;-@|q{@E$*d18G=3 zWmI>R?E}quc+o$H^W~P&5q4uy`#Zl!k@NHI#^FLxKfb*{>G>hL9s~`b8WbLi^4c1~ z!4ILVUVBdP=s?Blnb$S`b#7|V z1sYh31Rsf8P~qI;85E9d({7Or@jD4Kk?nxN6q26$il70)7~3V}U`IBoqL+np1gDdB z^*hbaLSe(c31o4DRc*9crC=Nl<;VmFqpHv~vE{*Eb*qbsm{BP)oAn5UEV39XZ6Lpv z%)!Acnx$yQ{l=_fwONQmGc?E{>Tf(!)AYuEL8Qp~%{87d|B_r%5Aed?`USIv%;()@ zwde~%yxY1-rhM8O3^99Ahq-eg6Gcftl`V*Of81Q0^QoXRt`IVLB*Fk#IAv(PeIr^I3-_DZfG-R&9l z!~~*w7QRu`P4RqSv=B}f+{?6c*be9#2jZH%p~%}MEGnbNnwQz!g0j~Rw7Jd3q43u| z-%)A(oFO5^R$(1UK371))Rh!8hHe~m%Rs(r#F(*Z;BswEdn|Old5&J>i4=6G)|hiH zHMJXm7@;eM=Sy@tPb(Zu0QUJl4MbAG3;_8hRGBudw|4k(+K!LFaQSLcO_ZZet~eKg ze<1soIYhekRSOp%d9iU>Rx4aYqm$WzU11{9DBrheh%mekFqi3P?;OOl%C_LXT zaV5ErEaTz+!vTaqIo;l6z~)&r*pL?r%lZGNU@9H}C%T}Lral+M?<(-}{M7K<8?^U{bMcsxY zIr-K~V5iS7DO(j{F+j#Yr4}im^5CZGuVutwxpcVI*g^++Uf1l3wn@mx5wZ=}e`G-5 zfe41)gb&e6eZHU_03&`72&*f92g4AbOnJH}ngI=rbPy=_Jo>sgK_LExEUw{~RN14) z6)a76?u0Iy)Xst4H7h~(mdXnUA{Nmh735dxEGO;c*e3T5%B8~#3273;Jda!4oIc=s zC-6BIh5Ym0zCDwOwzu7GKh)*!mNWdOhP^#L73`N1(8%1)xgf%%sox}P22l}&bC zB+J53T+2LgmPefTVgNH!Mbd#+L=}D(-)$qmuApPqMy}U>;%cM+wP^D;l{=18+z8ji zOfIjRUi{(B6#wY35_ZS@5yia#Ut!u6PFr>u3L5YF2`#oS=}{{Q^jQRbuB9&ZMs*O9 zYAnw}Xphg-9>21}n{!g1XkHN$~Z76=QGWl*<#<=lY`QEWw+P%?An zT&aIr@Q3ja^z6AN?M8n8JFCKf%kuA}iQQw?+uwH$r?aD~h(Ds`21t>=_O`ZL-Mizp zksoBeeseNf+>Mo?Nq$yj8i}$W&EeN1!2jnmmXP1H18f$m-IRts0M>$;FXE|xVG+I* zHoC84z7D~`@{hwh#pAN452QnNa7A%m;3bT=%W~p8K6}0NP)D+oI@2cl32Yxv!kVZd zL|DoIUuGt> zV`@bBX^Lno$2FxCU8b?ZP#^N0SvmT8BVV zZlJ3{K^g$|)KtWJaL^lJ^N~JURX)O|UPPAs+SYO+cW)s*$Kuyn)>Fr6Ow_5qd45Y@ z(8~r*n%8U|@?i%u=?tC67L!5~QPm*e&5itpArSkqEctN7KLBf5UcUjrEs5W%fMi4@ zP|(O$Do@>c21RN%4rK=RWy8YrlNHr9HA1LhQ) zsG*!Ln|i?5pHzz=-mk=Or=-j5eX)FfQS^|`EcZ(ox`r<|gWWUiQLPA$y%`i+rq%V3 zBq?Xq-nYFo*4IXY<^=G=O{AVwIcXN7Ygac248?hWPPw=Bz)=v|6hWa3s06gUZN~K2 z-Kj^saG3-pu%usM+ zDzRy{h`LnI_bEl`Q;6^0`}WLYXA&>kHmWa+NoeGsNX+Rz4oeNIi-VRr;vB}b=!@l? z^)6R>IWYEKdaN8JoZ!SbDZ2y?gs9^3*doL2u;m)IQhjQ)1m*T2_}ku1t@P$sU$ z52}AG4>9>7kwGKaMIB`k(hHVe7se{~z4O4%1XdcLd{~OkWb&jcHJzC#=pztBHQF6y zYFtf4+4q&qkP4 z9}c@DQaKH-A0ccb$0c_sSmfWhl)ogcY{4a;h1jKk;m}D4-R*+`{8AD0n27 zdD_}S_fg=X^xedV(%wTwj?D$qj#o0%ao^fggV{||eIjk9@F=>#M`MqYy)!U}-gY zIz<4Q6gHsLCEB{Lxen=jj3-WwP%_^;#%+`=mBLn4Ew-?w*y0l?5ezA|t9&>T>a(I7ASF&f;4wZ=WbLjEx zX&y)3J8Q1PIWww~#!!8|P+9Xbe6d+aU#&@r-F}&M+`M)*j|yXH?gC^csE@lh0Jju+ z+=i9=Ix6WmaFlIfM<3sgLBvIp65k0LWOZ|w&OE64F}HjcnBfrD)HZan*;@9(Pt5Un z(YEp4SSP!CMaYCU@CF>}YrBEE1D>u;4Ys>)R#oR>plz)fMnMUjw7<$WT#?qdS5sqk zNVM*#vBV{{S^*&R2vGFe$MRPK#zTC&hvocxNrRf0TbE#m>=pCR|I75Q z|eAM6QNm)m^Ze_jKtRVoLDAc1HELGZ1mbC6sT!k&_Kkwa`H1<5- z10ewS;ZpTSGf~S_2PsBpxEbvp2yrY`^UZLo@ZC}RYjPGpNgl2(H?;I#ZNc&InPBq? zr-|6c-g^g08xz9Ou|;5^#pPy~FvRI(jkpA$h zYW3*zOcf#|ECn^xjhKh@sc~in#)lc2xZWl8Vx-o@G(=#Fj@en1x(Zt&06A(<&OHzi zYvesONQ>VHi0B=vP|A!m&43~`r3n-xeP=U%dSBTABG|UWXA%Db_5Q#spY>^h;U94B z0ZOZ~hOPJ#Sb@gq=J!Mf;yhVGAq0IA5B*U;DSSRKJxMCd8G?U&Vc?i*X5RZE1uLWk zRyqP-4epE?FQtur9IDSWBBw*_q4qD;b6Y3HEuyyW!y#L}xkQ6vl>~w5`Jb0CHCzh5 zMEEE8p;`s9VblqJMO0hB=Xs0v%#$qSkIcP=HJ3uzA;w4J1Zhbq$zE(D+YF|g%NKYM zk-;!OFP(jqWK_89+VEt@Mfr*68i>7=fC%rhosj*0H|dNbfHpIe9D$a&J4e0AY-&1P zUkpfe-V@<(L%kW3eJ7{`JkYntyGKXkInc4225igL0Tl<7ouad>KG`#E&f>tE{f(=N z{PvHYp-+rl>L0k z#HetSxi{aBHmSNbt6T5b^prU7OVC-=3__&K`f~(cZJg-Q6uk9FXeT>Pm9DD04j3Fe3w!1iRYxaBhz?l6)d-tSf5idx1xk+pv zk%iNC$DRq(owqmOTYil`^5Hgw$ydCC5zQ`oIz4_7B1&fFq&ZvlE}EW22S96l`nFRX z`)SPLmGME@n`|+U=Qf-JfV<{`o(A9kh5li3qJd;%lru6!dP4bNILX~=Nm$GKF}8?J znqQEEi|DBAYFv(zX*%$R2;Bp-55Di6Re?}SPx-7V6tGvLYg?EOl}v|H2Wxhmi{F>y z@K9%^Fu@{FQW1FPJJYKD5uZ(!XLhzIUNOBa&-NP%t$XU(l+LYQe#%<*?Rywnge5&B zPmlaMKB1b&vZgl0@@g8eUQQu7W7_P!s4FiAr?_~@K2Nz&wuUgG&f$yP<5_y;-s4C- zZ4UnUTseSfM;Z*Ze77ZfgmCF_`0H>FkCEKpcOz9h&L#?fIN2CyiC=I`!9j4b&9OlOO;v5D{>(0yUb>PO- z*@$wJHABR&s9yXREo4h`E23tTQ>4c=jlfj);Jeo1i3o}iymx!akn6U z<7$&=FQE@K#8&dLBLoW`!0N285qiCiH9Lt*;?or}yrO?NSj6`GEE1rWDxAG>wjLT? zMgSiIVlpi5%tOEB=r4|Y-m{$sBM$yMbUZ?a({}q@0mIt)#c)6&0pUI5&R^`OJNjTo zch1jcuiOx3BJ>Xd78#*rN}c@a6YRh6U5pY3t;@M>$n1gy~5<{p_(F|Uh0-43PwyYXgxz^GH+sqVf(F8 z=);66Pz0<@$AC5Rq0A;4v45tvxIHtjle1(!2kO&uDB#ro4yoN%S>0Z!1EM7(On{qC z3#(uO($4i818{2uY?@mc-}TbU{s9<>lSTg}1WOrY9;@4=k9No!kFhXOi2 zsl@r|zk;}Q$gz|FCGcb1E}Tp_(1b*X!M9vn0{#L)Dor)soXR*1mJKIS_G&Lc8qhvX z#n^b1hU8~FLDj18Di4ZtQ%j^8bM)G0>^$03ftAvRU|~Wq*Jvk;;+|wM(V+o`6YH0L z=}rAJ6jr8Q_PSFZiyl-Lz?W`WnlYTOOo^@_c4>TU0;y$s5f+AGZIe25Sdw|HKm2w( zxHCK>!0JXfclGr3EPMS@UC&<5MhrOr>>t38MZ3}NpEtAeni!;!L*r5rVwC*X*r>o% z{ukv-kq)0S+7Hu%pg+zm)tH1xAt!RL5jnGxPiOCjAFXuH3GA192>eI0%HFwVmw~xq zTrsbRk7h|-0KKc&p1uxMdC#UQ0-)DHEFxQ2+;N*+A9y`QTlD=Mg~zB>?ECp{Nd~%N zXrKspaES^&clam6JbOCFY}hAxJ`w>~hx2dk{;d>;Pt)J4t?FUNp2JumaS1CZJd zVid_}yfUjKb|QD5=3lf1QBcX`VULwZy=d3|gYMW@#eE@}BU;gtMWTLVy0&1UbWFft zcd0i9!+J208ywAZLOWDv6SI@6QCjk-`IT7fJnd=Ts_^o>TLW0_-npuGTBn~-YCKnN z8l$Be75ViFFQS#*4t2{{^?b3O*b`#nG!ygqVTYTX9k;I((x`GmhkOSH$Bd?>Aa#^@ ztU-bh5*UmcD9bL`j`EwqddmJ-jPDVT23kwIJ*bqy=HUp17n?c7(^ZwI#nx_@5KM!^ zJ6pxK%3pIV*PR$n#yYM0+5ujrEsi5*V+4L#mbD+Q05=2GgVW?<$StUePXStd8&u^f z&pjN72U2`Zy{Qeaw1u~g`}_FhiGOM2hUZfo1g3}@dmEoG!B6pk2Z|gj;Q%Xf*jODn z9RD(K<0IT4tsvMkIqEj&pi~(WmN78NcZlF5OIKe)Xi@V{pW(ghF&o`AoD|$L=r8x! zb{vezema%skWq^sqm7q;L%26KF|KYWLh#(Cfe5ZyZt-cm0hx*7+RKl(yOm5fxkb4% z6RL)g3%P}?(u8>>rU6JKfbGF`i^`LsPrH$pli(jI=5eYs_bljdu+xjr$NH!vg?dPq z(3FC<&TCIYprB96o5SBlcv0!<2_Tkz&|IQTXu7=|Fp9SrDI&Bi~vdt964VF zTAvI7G^wCY4Ml5@fHf6YKNujsKYO<-)-q+#dg}LblYDfnuCO#Cj+uh}2inI;HfB!~{bNnN0!wH^nMWgy=0fhScK#&O1kM2!P>+?^3b&oo4^(o zoaIOtX3$+YeiREW+GDk1y`N%!zDfE)bayG{XatoZBhS-us4}q>9gI&;t=;@B>r_Po z#uz(E4!}`cTm_omtd;Kw<)%WNq;jDfCW$hA3Cw6dwCe3#ApImnF(2it{?NXyiNl6; zr1}$0XD=!k8=IkaJIx4uTB$FexDZFZ0k_9;Ow|moq5J^jp6$5Fs1?x zU#;`PEVbBoE88gOIv?6VrrY7AdeWIxIs*&Uwg8#e1}}f|IF|yGq4Iwy6sza@fFIzp zO1@3zG7griP#$LTdP1G44|vUyW@vL{4ILFfwn=uDP@HD<3I7@_t^3FVHEyiHP4tb< z(cxx$pe3)kxc6oD-HT;6SP5|5Nzx>fiNw@D0f<`X3p`31D@uiF%^g+rTk>uSOJ)aP_oT7QkcFz-p;ZyKhyP9TCJu&XT5&u}mRrK*St7rMX%DUO zGyWndDh2?R&X_+h?YQOKJ+V=Lf6|7t@Y>F#Q;$A%-i^b9<~Y znxz_?LttpG)xKT49XvDJ709Tb*C2Fra_AGqsB7MA@D3oxo~WnSo`E43V^fHz8NO#V zp6@i!yV3m<`O^MJ32qp+i)uu;nH{~w6)UE=5j}t!qWNt=Aj)|RktQq_XC@TzEvULp z{yt&|8`gQp2a$1lR#bBmnQ`sH6hAM{`|O0%G+Q~13|6ayV#{OEq5aQ+N03vX$D;z|MuB2f z_+0rYb=0dno+_hBHssgZX`4QKs7ZOrZ&O;*~nN|FTEe57?IwJ zrL%J6>ld{?@Mxh26V4Aw(FrHut`5gPPI|vq)B298>_%-~ew{-^J*o^&6dS6t!tXSG zd+>dEv~EMJTozJudCG|kS)!&Tf@T6rxiC`6=yLk! zRiHH8MCm;(I7|8aeMLq?Amu0)K;sWpb4`e<`JvRhE?fyG%IK{qr2A_*32b9iNBo-q<#I48glY;(rP-jJ$HJ^Us6ajxmkmh87 z+_Et;r_)kVy%OCXXg7_Au7Bt&KO-Dnuzz~y~Jj(9PQ?ad?#hcTUGZjo%BH}_@v!DuWg=6b;h90qgR(u_f7s( z3ugtzoqobg*3RDa)LQNTmk*q#^?bBI_rux{t+MODJu!e?Khd!CGrv}D_=SjSNE;-K%hY2BIdlQK}?|o7pRS^bLm+n zS*~bdf5xGw<v zdnQF(kx#niK@k(DsM&D)3X-kp2eb2808Jp((i0i2Xd_=I9TLHx-r4|pN}G_RzO?M# zwEyL*G!Mst19Eylh?a@-$3z!UU;it+!52gF1Y?QGR$q?UFJ{02j+s7iMF2v`X}jU; zVTIg7H~3tT9Wc}eK7R=4ua`DN$J<`Cxv@P}4EOyW1Q`j!w{Q#L>}3@_4}+55I8!tf zOV(@9Fvf5y`nmbkY$Yd*uH?pz@s_);0eA?9_i{t(y?^L7R>sUThTn#1G=dx_2xQbN zz6hHhDM!+{Xpcv3JKQ2LkLJXv0yAEdkdH20f^el5ZCU2bZ-W=J6i69% z99#$ax!vdHYz1gJ{^JH2S$-Tq#xq(K_L7)nCQ>tNuiq~7&A0<$EYLBw+@su#F7D6+~Egh4DAUcs%VI|=gzSg4B zpK?{R;-T06e?5)|p-OGKhWoXyy?(ON?lPb@z{F=8Zr3O6zXo@urZ2y%e@t86Hz~cTcx?jO<_$O!s zXuE$TR?9_NPGvfStSrG#`WXc(JNKUxG|+xJFYPj=A{Am$b}BQzJ@MSE$9F4%!~|wU zOc?&(c58;B+yp}12d&tZg(^6`_|_QD&@039Y_V@->j+I0RmTfR7yQ_kN9ne8fOwel z3h?s~_bKNHy&7;6Y8|NT;U$Of?n2F$sVjqss6xEC3~HW9P`+~I*)UDcF(Su7?i5?Za2_s;kMM0voFuRv`~9)`aDp@hAfpcS>mlO6C|7ynnZ_@e zPQTAK(zVwQ0$(>Lv=)a$EGnt?2x6-7wv>+kQm$3mOw+R9S_HyMb6ma!_-amYa91pQ zhc8{VTsnFc5dRd60M8QVVEStVccyKF)vHYq(aAD{UQZd86|Xw?m}wCm?QF@MWQWwV z*&GoqpDjnK6n$stBwF~~+CcS`&LoQsw_5+R)uzW^S&n2dDf)VVOg;ll`lq8xLY$Of zS@7%Ts%X)0?}uUaWJ$mb5Ys~LcMP=;K0p zh!zzCBeZxRohXl%um9^k+t9}~h@XIOrq3GsVjGp@L{x~9DUpXH5~I7qAP7t`xh(Hq zdr$Y!=KIV@+23R@Z;l%l!xGq;57RRCQY0enFKCWu#vcMmO9whR4w*P4Ipb15MNf?7 z9sYx9bW#kT4OeRawwHBmo(tST+~S-*v?&oX^SpRPvL4DWM)n0-i+$~w&=jdjvDnF_ zF>nb;iBWl0=?Cmyu8IlL19zrHP*HVIUlhcKD)k)wup9#x~#kI&T&?};O~TBBZ)VS>)pP6*%T0OUp0M?)8B35Jk< z$a6Dg?W$0wiVt=fx)lMhvV_9+mtcR!P{6-&%VM#8sK2F#KtaobN2**B)DHkodj4}l zFDy715Kk2sX)UjI_8_FV$*ORIRcYciABR-~kHcL6X|9Ro22yO#nIYy Q`usmnhWdShcZ)yB0Ft_0`Tzg` literal 0 HcmV?d00001 diff --git a/translated_images/km/rcnn2.2d9530bb83516484.webp b/translated_images/km/rcnn2.2d9530bb83516484.webp new file mode 100644 index 0000000000000000000000000000000000000000..aed51c8e6389da7567492418ad14def1e1783fe9 GIT binary patch literal 34158 zcmV)8K*qmPNk&Fyg#Z9oMM6+kP&go3g#ZB1odKNzDuDv00X{Jni9@0xDiX<^#GnHN zvbTNh+-#a-8yFS2w(Lcj_zJJ62=l>f91a^zk5DS{yX*q>>t{{Uw^Xy@c%{fU;01q zU%0>Cy&wFu`5*HCm_OYZ|pzy-`o$XC*krd?LX9hYJ3EGiSm!{AKbso z|FHhq`)Tc!{6FKr?(fT=WB<#3J%2s_&-exWfBCoePwtu3AV&ht3!28!ts zSiaJQ^)Fb1AD?MU7xtYV17?%S*g8PuZEB;#*OR?TpmMJNM=S1e5Y;Zbf2PCDoZ+gf zPj6VTAba4O?2B2|wZD#1#N+Wi)<)a#VBlmwZ5uQCigU&})tO{foRWj>V=j(sl&Z~m zIPC_C=@D4I$W~jqm+@k(v_Z|G`mF-JqNstYWSzmD)B`1Jz@%oD>rrbN8Eu*3 z3;b8KC~N>w=1%S?Y=`A!am4W^AGA${Pzs4Ij`wM1A-PjHwIsRB7uB|ZXbXFKek)j! zVYo^EEUPdd%{jF%UTi$y#!1(ZS048yKTM*Q{2X?JMRbU!oCzE{n}l+WOxU8|N0c@l z3q4n<%lwQJ0$>FfyfS-=Tkvt(4HcL$A>2K_=c5&*WH3FWeZHMhgc0(7N<`z0g_M|9 z%Znhj%8Dz=3F%uN2lpcse{C8cl@a7LRwW6(VGk zRZsQTMbhvbx>dkiyqwBR-uBcXDQ=)awBFzo&(j7s-jc|UHz3{IM-?+%iq48NhC z*FB0Pwlr8;sO3TyVP{1J9@>__qm{!N(*_T3v_yy5B0&FsrlOgH*@HN_F}gG2&&r-^ ztaB$3?cV+#ksptH3Y(NcM`dx-3R&bE*%3HQ_gaMMLsWL@CzF{AD_4J!f?w_F?Y{!F zIBuS~NK&`Q4=N6d_m&8?hi>K+JQbHP351^3VQaH}^-c~}OVI1Rbj8feA4y(~Ul69{ znfs))qugB4{QT8SqNNxOnpKOPBaY4MK;UNTC~v_3+W8N;DY?LJRAB^ouqBf0tz@?0 z;cQl2@RL+n!4^KLlr3f_GE9z&DR1cm2UB{`w~}q4?Qw+Bc@~s+Z;*6(t85xm>u9YG zB`goolkGK0;}}mpvWnaGk=rIW!fx1J^&oP>C_%Ny44&dL zN^y(bC?n>bI{^Q}2!F17iX09YBhmTGWGqAkTq9*SY;Y7>KSetkaUCFE0%!v9(y9A# zjQRH}d}vQc#K(@p{5$;#2J0LZOmQ1(4=oU;5MH3Uv;b?t>bB*=D+#tZxY^SCT=G^C z1ZC13L?*5=f?)-tS(HHFTu>_;#xSC48sT}T^}Y#(ce1ion3KmarfFJe-1GeX zign9kHz6{Y840s-O{mNKf?&n&O^=9=1%7lj)V2Yu75J_f1HVTR2L*P3gjO%L&tF6i zvk7PJt#>3pxu>(<^xJO>syr9KU*cR&e?3eu{R?-xi zb8~K?liX6@gO1Q>u8=tI;-hR$)_b^YZraZ*qF;Vwe|(ZY4sUs(E&tibCw*knK=+6f zfXvueRX{XfZ#b#gEAl9h)=dE@q+A__x(v5hG}hfp7tI$^n!gQxv<{I2{@Zow5F+ph z9E!Rj#(P}zaA_-Vp3cU47p;lA0%|SCSXeMh?)s^RpQp<#I?qHd`ttrRq7r?lCrYm) z?%N41G>34-7G%Hpe8IZcH0c4%z8~|(%M+%F(dgO@W7oaLj8xGs-&#*tBzc)1GCU@g zGl+jEH@uAuPj{<(Y}O|KirK`#&AGx---CUzeUWYkq+TD4(;{JoLM*+LYzHH_=gn}& zVtsvQu{Xw0nx32Y3oaB=--C|OXs(eJiUrN#-ibR@@E|OS2brjJV4bjpZI(@${k>$bR zZWAbVUjPE7kz^z3CMR{=dO`?~@qYyOQ+sr?xFN57$QU~Y*3v4_ju+RGkVQtW70UDb`nd!%+CCs1<5Ig@OLe@mrUm-oNdjCb4IB2rJ zx_i%0`8H-SG{_KIf>%M^4^3|ET3hP?2Gp_`UVS0J#-bRJ%Iw5J@u3!N10!JfKw?L9 z38k~4z)zXaODz;%WeSdYa)6~ZQK9~Dwr&8HN~314`#xw=7G7Dkl!yrS%m`>gJ%M?W z#JPEn{|(Y5`owQYkot|th;3y}#**^B>&rRB)_~~eJDyi=^>_)6FX)YTvf>X-t-QX- zbS?N-TXiJjYU9I|GLrR4zq_$TE%gg9tb}i5Kte4<_T%T^2j8X@~-?p1X z7W{c*PmAo@mWX#83O5va61ttJGG>3&7cK1@+C{O#N&IWoEi(R#aq0m*4lR;#pmjf& zPEH=!7DW`^;c}WhptipgE^sDj}xd;0|-ot)DGsy?%&A?h%<+J(zo24BV6jf%X<ASX`vuruPEALvyh1(&2WR~K=$I+M zlUHD?vSWGM@NwDg!$5>7T{a+62aGQlg*8rR z;rRup%n;jRMoOLuOh}E`@ix+F^A@S>8|&iH3kv;D^0T0jd~yT0Avj8!=-<{CLBlm& zm|7(hDf1nmUs?!_Ut?`d0JZXw0F{S7?VdQ zZ-y6e61o(_Y(V3<7UCNc#jNfB4JrvDVn?@ps_X{u=hvEc*Zk6`LmLQ>pazG6zqIir zZvG#y&z64RN|X>ZG)1usyhaAEKPHu3V*6b7D5bv4hf-@U^_C8kh}Uxa_a|=}S>#Vq z?BmM5^=oAmQKuNzK7ma5SW=@&$BT!O`L9k4+t<@ve_gm7)M2+Klzj&s`RLLkUQ(;~ zBQ&A?s@>zPTgV|BCBW8nsOL3^UbV^!6=X$B{VjEi`ydZ-OMVVJL82qY93x?RM~3s4 zH1}!l)L;8SqPj#@FSXBNh+qKz|G=^bg*v{xolH5u#cD_r6({V*{J>f6H-KMhhUA*W(YNXvrGYH-R4tm@9~e>s_k zrz}`!p|A;;=)CjMh;f5t_W@XmgGD-|Zs+H2Yy5iyxPfmayDNJ2795a`i1bg99TVQ( zUYAA<@5iH@p7P4URRu*Io*R~*&FSDUti&GteFA51|AM?N4dhp~{-P#`I18sB!~dF4 z)K(Pqo%Eg)&ZH-Y*_>yC!HdVCOskTkEUVUXg+V6Qh9%V_eFqWWN8aOV@_~dyz((qP zIG>#$H#EoUw=6aKEV^-f#WMU7PU^+Dl>yx%f*&*5XMe&pSv3ubo*GZZZfij`L65z; zb`LU>5S!659QYXY)>Uy;t@iImohKeHmv@knEy1{@bkmdU1ai1jtpKPAbUXI`v+hOf zApCQdtqPT|I_FS{w+EV5Nt?m`5w$2T|m- zz(W+UNC2HR?PZCY({O)@fEXh?kucp&HhY5`zKrlU1G@7Y93%At1qwGcOIrqnlgR4RF2%ZYgAx7o-A z5*v$8lFKXAR(c|_=@|%0ax<8caw?Q#hb0XZmWN0b& zZNxK7!> z{~^_!ae{+-?p*kkNaQ7apPrT|2ruhh*VZyIxlx$fX;|O_rOg&RdhYOiMv4c$3B?m0Tl@%aNh-; z$gCyw$niZz;;_kMAul&5%*GkVY{wCBNC2=ogT6h5hxM#kfI&-c7gYHu*vR13>Jsor z{=-Ul{F#C=r7gE#bT|9nYZo^IlmmENS~+YA@C88MaDeEz0#;Q>~>5=#EFmuwC zF?T}K)Y_RrTi-Xttw^M+O(KOUw6n&_NC$|Oh_#?+w6}+0%vDoZ$OB!YMQHqNO`n^i z#%*s<4Bi*KfM}Fv2neaub~Sv8I;(F(a%y)SMfnfHH7!W^1Ww$o0vlkRGmE#*@JIFF9@M$>w^TEe07h3jxCuOoT(* zgjfO_M{7MUBkM`{y2O^hp_)Sv(6`*>2XkVoVzHUCy6WFz6+ zgBO#D?S%a%!v1{Y>PNm!Cq8EGE+wqgjWxiL6Zefrn<8=-Cs1({*pjU#{7fi+6bosa z+NBRu4^9O8RZpsh%41{Y@Zt;16}fI9!*;v4np;kXt|t@Y&rsXbyvV6!rPF5l+0_zf zcS~XkOTGrp^Eoc?nbQA*Lw#?V-1q>NKBF?96C&yrBM2GY#(t=Jk1 z*g<8gFrc_f@r*P16@M3UQ($om{xWDv!jH!d@#~p#KPb`k9u{f7_jacsroTFvs^E<< zXL6|7(u9#%63kBN@3leojWV&1r3%>KfI)5(pX0vnW9qdccWWmfHK#!w4txP+5|tFm zxX_)?)6rv3d7M?7Oj+2e9>;A|nV+3*7XnE$t<-pW!D=gqp)@Qx6^@MtsQQ2M$%X#o zv|_AnpHP>EwBhzxe#NeR{ODy8yc!bm8LH+jX#i^6E}ANy3A70EOc};aG^fiKh(+Wm`p*++LYF zxyI(j_NunEXmG_&W>SkF@aicLz_%yWz;Xi@0kdLqrWUhK|bDbXL5>^J+&SQ8cG4^kvMnxx1aVs{-^~mEJv)SEvT-1Zg zZ|<`S!H8I|P`=e=a(WJET+>>;=A|efeS<^xWN~5@vG-j%KwBASsa`dd!ixT(bdcJD z2+ZW?^;slE#{lesu^rk=SVQV6%>a#U;q}%QM+CDr?VLgEA%xP3f2Ic@&_snPMX#4h zU=ldmnb33vxjTozr!0e_?csna3&TvORO#V@S+zj7cl8WbCg8~ypxdCDGv1iz)i&S0 z4VHwjqOK{d3N1^-5%e1kwsVq+4HCi$!#5qX{}1EE^U-^}Qgk4Jb=aZYt3L}!_aNi| zyYB53c)NmMSHQ!*8?sNj%vM7jtk9OL`(pnQsXn<+eHTZ}udT@|3lBy^CrR3YF_e~gnPf&u$;)#fVhLhL{;dux*9L&#GxLnmMM zh~@9U`_~RxVlo1OmF=hx#)9z17oGNt$-lRU(w1PB7Oi*2hg1j>XN8IGbi%)#{E}=p z?&;8S66k>LV@J|M*j)j+X-0^fl=_|C{F(H;4%Lw-c~u*o=^%B|w3)FF2M;2mj6E(v z{x7H`2jb`p_byu}Q8Vi{8?$t*8#lQ2oBYbNrX&!Yeu}29yK&)Ju3^0Ek4^3X;JL)S z@j02aK-CwVEw}gosjVqpvO4^+iMWAIh9KGJx8b;I%FSD;!+aOAC^iFXLx~hUFLs^Y zI2P0#M+h!H@Cl?5H8=PD2+?RW zG+Gw+Z7(Wg+cOrIP>{_v`T`0sEq=1!L(@^$W`c6R*j?SreA&vtsv8URL{drpEqPa` z7@vC>6V^&p*d@v`@i|6=2$iR3*VLt*$k__u9NN*Re$%1#s4U~U z9Aphma)jBvUOPT#1|@8U-+7R;z5%rJR-SIn{Fxd|cJvmV#5}a*w>2LGxB_%ITD8>; z5`(rN9TC_fy;ht*;Harw!#uc8u7sH&c)JS@o;3jw$7JsJ2RhQiP7^;e{rV(MLqe@lkPaV+X1rIJX^v3Nt=}?Tty^m0sI8MmuvH<6X=ceh z`9Ubhg|lwgVIeZuqdOw2o?bVK3Z+Yx4tw-vy6JNFgD%vOFK-FW0`MKMolBqTYog0Y z>-T^B&z)b@+D)NsVvcGG4@Ck4`=qIrC5g_Vq*G%RSY%mT7tt9>D9ynn@O$1pFlY31 zP#Cm@lR#Up@}YexRk!8eVP4i7#SEj(NKtAS&MWyQCgWOLQ(~P*f|VUwcLwZ(5X|+E zA)0*Eg47g{5BA2A)~b&}`JrGj4?B=%NOiq$QD{S?6FDqeU#0Nj8v;?sz}+m$h{pq@ zsPF_5h|mJXd#>GsEVf+FGhPdDGQf99f%JF8DFSKbC(6Pj?46)>LUuae5@OS-StaBf zHaGynfP1rI@c$!Ah#qU0b|l9LyEgvF!ZK#1;lf%5UFP5}C8?fg*YC}A>y=+-0e2(Z zqvqW@D9%dw2HD5>nK2SFy&Obrtcojt6p&l;`i|Hy_OsZeXMVIS56nd(@R-$DaSL@#A5!1w zE8C;dxE5>oJ!96~ONgRaGUgPtDm{AemkZq;OyjmhgX$GOTNS?e&X)TXv| z9g_Yl$B7FvTf8nXg&zdJJ5G~kjsp)03B&QDdnpohB{a?#Q`OSM)eV%Jx6KQ^jA zP{qQ%)fLI~-bWYrUGd!n6VB2X7;dTMrK+DK4QlW>9T7&-#8ESroSST_>Ka)rbL@xh zp62eC33DO{|Gj$LP3&gM6+xN>@T$0*dN$Ti54`6-pD4}C=|V06vCB+jwX6D5NqRyM zKL%OZO^KKSt+-%QRHc%URzS!tug(e;o+s(fN&48!v$IW@X`uyAUzk}}Fg{?Em@6Mp zK>0KS#y20t6oUw-V@o9IVrr^$-xFrahv_9dHPA-LR=SjB*tZ&|?ThpnkC$|!+lnc? zB7}T|tFF83A|wFMm>PaPzWFhL%_MM8QHfX$@-A)FHarFXIaew8g|8E44E8UjBz#`< z!Ma|fi-#fq3~-;2;Q-@!Sfi)HLv-KOvervqY`$|&MC4|ygNL(b;uz2ap`UTYo$}k) zkV#8-?@{$i`X`munKw0=liX+v8!M;7QY-YtPN(&t3;jfiIvDn zYDGPG&O~1q`7PYCx$A5Q;W_2uuTEF5Fx(IwQM>b?AA!_(e`V1JV?OP?4lMAiU$th*h=Q+b9vP3daE z%*#M>VVz3sEbXcR8PBdnvf*$v+Xd~8DTDXCn{QfLfvV)oaBhyepx`}6t$YoSVrc-S z#7#R+L*1{IJ~F{q-mut>m@V&=bRI3KDR;y=bt^~)Qay5L!)eMmKJ$d#7qkOb0|{bd z91+iC!vmAW(a0{0=2zbcl)YJ~r!_v&;JH4HdTb><`Z4Y4w=f4S`B2_y6`M*%mZKX3 z`KR!=06KMDeapb@c)9Y6FyJ=mS}WIsr=j7_vLNzTqQr?Y3PnI>qAe-$!(|U4VzQ^!<&SGS`+eTjT;sRFy6T+ohxmA zI^4MeM0sn}#OtQq8HTb@0~L$hwF_!|qZxdERvN}|^SA-_1GRCKwztm^IZR6Z8-0iE zjM?VOwI)}|gy4fg#W){%iYk~3jU*fM(#C)Q##pr4!)p=ZLkl+!MPj=(4}O8k=n;uI zV>GKiWg&*MsgS8JPDtr=7sg2igc@ znyRPK;FR*AKS*X7xJl@(21(S`24NnV0gEo#akcDusQ2<3q^UQB^GIk+rIJQ}`$ehO z$98l;A0U{foUSTc%)dJY!fH2sbv}pD2sCiXzkQ^uBuO;)K>1tmtzbYr4VFGAF|3?t zkgus@4zm@S3)c7?aPtvACexjY?dT)O9bS9NKVOMs!Eeo6P*V3TK4TmHj0>NU73Kx6 zGry*@WJP!1ZkjsRxi|tEhh}#$eVsKio9c#f?coo26PcAoCqp{SK>oiuRtfq-i;OFa zb9rPa!xM%GS>8f#kCw>4YgBFqBsO7LjEBig7<$FH%!@fW;J{7SzjM4*8aqQ-5v9zr zBV4wJ8Pb~C{qE&3JyE#lm4Mfh!Q`;W+I`=#B+%ZvRq<#Wo~QYeLll5X(2oOe0o6E+?+H*Ug_ zsKERJI7v$w{#3EWJb94@4z`g^afB#B;wPgjc=Pyhj85C5nBKfm+`G;p(T|4)vqKn` zU<%toBcCWC)Dyp0`O>FK@NHAkkOrzU0LIQsGr@ z$&be1kafrRxP2(a7cL+(+=A7d*El^mk4RVd`u`gs{?l4x#cK@e$*8E}aJ(=sk+YVj zTd#sdMns25UR4{ixZ8^*aQm=+$1ZtR2)C_{_adJM5FbJnH4u$<^9ET`Mr#4%As759 z3z#|^oP;SHjut(vY|fqvQf397t*Gzhhw!ufs*RRVASPh4%Me`S?8^Ov<|YtclehkV z)VPnTw8j<;8;o#24VFUgkZBJO zxB-@lH^5WzinuWg{*~ikWWTM=LM1zDCGOnx1|eiA>Z+)Joy5TuRg5>mFp&q z)BbetX_>D0Bp;v1Em}PW%^=Ou`ua> zj$UX%`CvcmOmR#f-=rWas4(AgWmt7CGNq4ocmR(?h!7H&qfqmQT;C8OubDEJLREl? z!kx=1DSOiWAhaqCd9s7Z`b6LzxKkuz{~Im4-p^T7LoK1Y1eSfqzAAglpgQXF-n;f! z*vmldYb5Iz;SM3JCI9B{mX=4h0{`YdR~m>pipAAN^c`iHWel zzAv|unWFa(w|&0`TW0Au3C>_I;EPm7b;G+>i8=3SQ-Nrzjfzw9p?3O<3~Z*`hZ%70*b>A{29=Cm7$BVh%MN`tcUAdPuXO@N!cLa*B!3S>K7O zuy^lluNES`+qy;W0+$-paIL<+<=-oRbSWXb@a+;-WdSFa3VqFZ?>}K`t9F^^ilrcP zg)S1&Pbn*8R>$zq;!y=9ZYPFR6)}?-w`z2JH?RePPR;CN5Mgay-j5R(_XDQdL)$_;ni_d8%^5=|{0zrgl!r;PNE;B4nt`lijgQrblZP z;#Fnp^l&fvt#-GjPJZCHbY;1fv^h27WS}Mr^xN)Uz|YJP`mF6l{K94WU^e;LW2<}Z zAR(F^3`YsXd8ubTzRwxBZ6^ScFlwasvkm&!7>Q(KRl7obs$#}|g>9?L&K|QYDt-0s zVxGy z``Jk(6WbsvsZ)E4@e-^D?z~NFU=g;7CW(^gK~qgYf1s3=gzJJ~+BRhw3Z{y?tA*=5+Bl&XY8KWPFtk|D=ugFKI%{0Z0Y#p2gz z3gMa8)e>F*uos(uF}M?g-PZ_MDCwl}9fcXw(ceYu(d6$7_f7#9;blqmv>*_Q-CLiv z+ipzb2_Gyn&uajnrN+H5q54mnP{Om$l}&+70t{wJbSd1xsWb}D6jkNV zUnxpDH8Aw0ekDF8y&MJ#xl8R}uJ*Tj_*0dw0SiOM6Xbe86E!CVMbkFx0z4k&!kg#3 z0JS)NOka$}meq>6LMIYijnedC-p)6*_c_h{s1Xo9NxI#}a+<0?g`hg0m4(zpq(l3U zpdoy^Yy`0J_V0n9Y3tzBcIoh@Ex>;6X%^!61Xgyd^{$Ho*IY#yZRgbJu3IhV|Hq8S z1sVW8l$%m`WSUYVZB(J5eON=Qm~_LnHa2p*#crlpdF>Fsg;j^_k0uwL&zHqSVoE8( zd>;kqjuie2*LRE;1PY{_Z!(mkK#6yc?*DE$$XYo`1KkwaVOj~3<3Czuz3ojzausnEit5_f(q5CMpSLy zwL!MO-G62o1ryFols?4ENt)(4WRt5+MviOA>Foqdlkgme9@_Hvk;b!T+uUI-8A(~$ z);#D4lYJtr`KKvd4ss^;1b)!6OSVp@*M)zV<-ltE#R`|SmYELLY;xSd;|3kbrW3a5 zGf1cF=A&H9{-h<=C#;Zy_A)Xga`Q_AL5f>3(n;`YZ~JtrcJ5Ci+h7_6R=o<6dhIgiwmCi9FBA`TJ5fmzz{c^KAh6{($@P8u%N{WfX%{!J zI4c8n)BP}qq8BsG18V9-QpZz#6_&}aH$K)W&9)C=+KaOcSg+QlPF~$^W}xV9;599! z$?;eL`82l1mY<<=1albY=7;=ajvdD(D}uM6v5B)rINVLls!jh6S_3-{L@3kl{evLM zQAbA-dZ-2)O#M_9K?j~gZf48m=`=E_0H5ao-D&@3A>>M^*mddhvVOwuFM(c#32pUg z8cCF%r<7ryK_opDxjXtpXDhwYkL>ZW?45M7BfoJ<=y7()710!&!q;fjcIkjD8nnPg z8xsfkZS8|9F=(G&6}hg6pv{Nf>J5+Z$St;o~ks zPw)?mm}9WjcW(!tBhOkFSo-x1H$KI8Vi2ftzJ0Gv&$^xlm}@;Hk`OL#u|Y@2g;>Hw z2K;|-<_8{J&~D&vA0^h^)9Sev|-_f$qS?W(a4@5Z0C*&;Z>E!fi#NwbZ;Op2_a}O1I+A--z=CibmOe zf03=PERFp=gdjFU>;h#6on(r0w2XQ}3Fj=XwArRxipYfft*VmRcJ)xmMJ`QV2G-$J z57qt4Mq`B~kigD8&U6f$);Gf%;!{rV|Br4Q@Sq#3*S=*ki_fDV*3PdCeS@ zl_A@~BwlY51*leA(ay9{Z;dO*(eOpRDx#x^n-O9{Mew69kSdH`nPV*};C~H{vm%7v zooxkqc-I=m4W$7!OVc9!7?^6jWSVb_OmDI1xRlJobOf@nZ3T=-HF2a8g%cpuCmo@P zkp)C>0K;ltZVf+D0CA#w+=B^XRo)CCN+v}QykP&9*rAhFAyBG5j(Dp9Thad(=Wv+x z3F)<&z(b))eyPSl{#D6A^hfMMGN{KM@%NJp@i+w41|l7Bz;~5!>SXX)Y#e+)@mfOw zciI5Mfn(BoPo8pfKZs^-7p}#KjwHa+{ZIM2qQRBbB6&V*2PyA;=g1mQ2jMy#a#ZIt zm=Guhr`Ij(5iw;_;$x2cU^z{%i}E+}B28ZLf}Iuw@U8XWZ{;cG>C~^5sQn5=eL`dk za@=af);1!)ee;Z&Vq!kPGP7D;lTL^yxARl>{3hl(;t}HLZJJaD4*j(C;ZUsnD+3>; z-p5{55K&XCh7Hd;tib)VQy~E*CGRZcB7-GI54Dg${EzvRj`$cWzsiX#PIaQYN8#X8 zPo;`O^O|VTk1U}4fZp{Zv6w5=NqYQEIAcz?C6K^kY`&+V_~&cPS8~j2`YniFc))m0 z^8HBKG)8XAI>M>RpfO%F&I=x{U9X2Z6z6V2ZjW32F82jUYyx#2+`NWiB&U9D$969jf&Emi3#ioL1Hy(bWJoO_Y-!3qNy@F z54GNUA5QkjiaCzxiJ~6}#)Cm@Z`S9&EKxle9b*(1Qj%VQdp-#{9j|$|zV`ZEy}pC* zrhh+4uqEtLd%HTS-lCCd_{sttQ+-}oH4EE;jgHqlF#m%lnGJO(9quOuekAfT0Gf|O z<{o3RW0D1UES2R{xB3ZX)0Dfd7bCmY9Kw}u!lGixPTyT~LIuw*Y{(qnZxV{R1jpr* z$gEPek)OK|I?wX*ngDl4#N97=%s)bBAeD=FxceuTidBynlw0;awT<)A@oDhF_O5Zo z=IH4-;AJNu)?0#iNb87XS+RvHDWa$m4Ey$ynR%b7GX& zXCFo82@whYB%ZIA=R0X#K%~m~hs&u9mj}GY6Akv1v3@fnOU<`q$G!$IH*)qNCx&F> zJX4N3$Sy|0aLbnU2G&>pH;mEDCc*&m89$sW58KM%KZE2Uv8N;yfn7-YpJ_kfEZZCh{+ zvp!=T`jp(5PqNL-0y@-uvcn61mjPs*--lTc>16MX%E@2_H=BmCDOXyo-P>Za_;A9@ zgLC;3K+NZF*lbw}D# zoD7(2fPeI1@nli3RQa6y_xw1hcDXp35rl!4>JAg!%znrofBa=qFGIbN1-=CSH5#mq zCA_9X=*oEY#gO+%4T@QtlQv+E7XBYL!JItEmcX;gZvHPInX&aQ65UW9-2c`1{N@qx zt0{ee9Nx2h+5xWeveZ*!BfmTb$?~?0`<%7NaH6-~tHo>TK8W0DWsoTOsul5=R{BGE zS=_=|e4eBlq;=_h5tSzRFhs_zvc9kGcD5~FY!PaJ5uT?cZM(NZXJy|W(sICBcg#$l z%?#E7S~xl5#5g1Jkm{`Gv@?38X~Pd9Ad&qaW zY#xtTAlGM4y-%$!cd`in94-m%b7OZu(1*ktcB z9v}RjW=Mf_Qr!-P-y)+~$Jg*#hDz$l1=n&8sXBRQLyg4tRBh&^Up`?wkuehvfg~lO zLkVkirWd;(N62Y`r+l%GYxtr4m}@JT0&wJU%7B7yEN?y z6A88bUG8m=6=c7mZd?g6`!;T}PlOxZT#KOZ*9lb3fb3E-I2Rd}Mf5&hTxLjxzTsu-e8@SxJrwC@WWt{(kHQLzj}!;;&Tv`k6)7n_W5Bi^6DV2k|BP@7 z?}Aui{AfGB%*H5T~7xucoir|0Jc<=h$I4Sx9YzWcOBr#-)4dyK^bn+)8NT;34Cw zxPYkZvMH4~XvUdw3dyCw{_z`O9wOP*C1wFH1aMm1WWEH7$azviU*h)crur8O z*XbVta2eZr8ny46J!o%eCQ?+@-4wTO1TiT={=v(y%~y|mXpQHP$otc#K41W9;pavF!};sj_y_*%KW)0PAdfBXS?!pbq=9&g~= z0)6l9t&9V`v(PU;I`vhp$y#s5w#gsSbWvr^} z!3_N)h7q5}-OCGdoooL$cX#b4aY5Iq%&WUTXn#y{n0B%>GZO1qe`@+l@C%1loVC?B zpSW>jb1Mh~y7-Nbd~j=E|H+B8y4Ms>WN;-NPHAV$CT5nwNz_|Fb62mrN&G8Xn)fYW?}JJuAXeq|ypXntvTIsbw=s z;UVY$H^rM$9sr4zV%2;B>Cs*b3Lo+Um~JHCq(obrRP#KZiw%$lpd7A*-EausW^J0I z#+U@Pc1xV9=qp;OKIXla;ER8>wIeB0_ia@LI_k7*^me@AZ7jfZ_GfEZku*{WoSjWlp5pK(GHBE_7k_&dtIB-xuG)JR`4+|GV+n92q|4_C`2|#HEv9o|pT^y5<#p7GSsVew zZ$c2J$~CG;;yD?$u>Z1uvuA?M!p2vaQUG%~aOnZYES`z}^k)KlRo-vkzGJS7X%RMs zt3oAbM8c>^Igo{4s;pCJ2h-&078UKkOruk4T(~00Uzuher(s*VV3kfHuQR0x!GF_7 zktfheZilAi2I&X6M^bf{i-TJXVwGReMWXzCF;#R|8(WygoKT2zL8&9zw71DNTwm|Y z*&*V7-3T}_;G9&r7yPv57<9I-l5-H2B9VILG}r`0OdzbZ(0)V4*)kcZ16g6Qwryto zcVwnGqH&F zOk2!2`keco&;TWth!*_fW?$G#2}XaQ#8s=4P@Mx0jX@ zOx^FQ-e7j9Dj5m!cU|=*YS1=jLPnPzXGSlo(N=ro;$gQ0@h8W)7lH#m%l>rFXzo2G z3{+-|BW}{m^Z~!_k2Y9*XvbMXx4S!yBBZ{+^|7C`KE*#;VWU-3jXn#9I4!>*U=2Mc z%#2b>YhB2f)q<95&!S~5{f{5=c+A+$NlnwQ$exl9pVy1Xfx-mNmQ+m-{9qA&?@X!w zDBmTif~rHNI81VmjR?>ePXW|a$MR@gPT^fjuepJ^rcyox2mm7NDi_oS0Rs*>7Drkd zZZY^oB76X(suY>L%@G|%KfyOzjfBO@*U7z0C?KAv*4Pq%F4dAxTM)5!!LOx-ZH2f^ zQ9+L#!oW!~8E>0tW|AfW)NMI&rkcA3agBhj>MIxrZG-NqvQ7&Si;wd04?k*GP*a-!Wt!{NL<841dI5wKZc1jS(vJ&2=_xE9r*gmJF%#3bK z9Jx1JPDb8L$-M&ke=(b7I8}s3yNQd1MNT#DH=L;2H7v^>E#MO$cTO-2!gg<`JC@6G zS=hmYK&I0KA3x_MH+5Otudp$^)fG1t{5Cl`i} zzgrW6*UU^)mTL_@pxGq`#BzRoyG}{m!_A#2IJl6h*B15T4r&B_W@}s8QTc#AxBxVD zvrnDZk6vyLlZqev_PZ~5zI_J7PnFi6FuKA!qTpVPu7?2VKTX9g{d#ED$8PI;;@AO` z^D_OVHX{OZ()3pfJQyHWfsQ@Y3t`>HeuS%z<_S7G6@>aLiTeC+zRVK*b8lP?8J`K{TDH&({s zR@Wy9yMs5vEG(=2%*vQfsVp7S^avFX#^c{PZ^d@^L|PD)6{x5mlIW=D8ahTYvmzNJ zoz*r#VbX}S1^6&tlTof;;w|xJTWT;{k6k3FS*upcM)1m5CtzXC?zLXcO;rt-!UPX4HV&*oBg^Qp?PNaL4q|`r8YPuEc$Li;5VZ@{4p-ZngrvREH z&1Axw;l4fM1EKaU-h9*ha|N-h2YWvLEzE@ZWKT-THcJH7B;Uob~#XK+PvnYB-Kj&<1x%14xzxKus0w^4a_5iJ9$Q!-U>r#LaIzM3HT4_x}F)&xh zz{dTO3&nezaTy=XNvh<9#$|3nz}eY=^|Tq`4gmWV=2JM)cfrpRLKS}QL^|rfMMP?` zfIJ3MICJB*mcNy_#YiiTa{q$bxgn>(DCV<(s;< z;X{I%7ifKzd~FbxGZwpZ_!~=$cWhZCvt-QB8}GhTvLO@U{a}mRkeW-+^`%THU_bOs zG3j2n2+GN^qp<52Vb*7Lq<9H9`|&|oK8&Ier+X4j9_-cQy_cM;@yoHS zQVnOj$^;YDl={GNmiYv!(?hT8Gplg5;;I&gyD459^OAV`XoM^gyF-z9f4w#xHJrVR zOJ%u}FgF70vB~{ySH{4);n`ekuPFkL<{Jj&Q_gBKRCkaw<0|2+*@fds)U9$35 z#cx%L1u8J33n$2*cJP1+3Y|I2#Pyw&hvT;hkft*J#;qsq09K!eb@V${T55B^sSib5 z-pL)|+J=7ZFmzL(shMJd)=ZFK`x!2HbFsFOMrpDK^>p%9!gtL9uZicr#5W`)B+fx~ zL~)0{M@UB!+c#C66xEak04+e$zu97Y;MZc|XS=!dk3@#cit{_d?DdL<`oKtZ>Q@7K zuMtu*rT0)tx{>Yis)5R@W~4~7#QcJX3!rGmhw#hfB2o}uS&@3zY)H@l|$DS(h{eJt%=Sk?HnOr4`p*p#_$F*WU*k*ph^o`$?8Lv6|Qh zUbld2W_oPYRjR}hq{r42Ev$O`DU%Co zhX8BoqjB|4qO+bJNoOT0Vs*ArWl*@z(ticUb6f5{=4If@&yTUTO8mVyQn1tg+p2%y z-`PrJunspr5^T^UaM6oNm4yX;!0|T?#!-F9hOzK^%RjU=GtzKtbaRna^YT)4GNkgO zvSjOY@)uT@qsM?_=N~3C4cYAC7uXSH=!zdAo zNjbf6#qc7k;IDPBgoQdBJ-;f?aqE;BTfwbqY@s07kRUM=2ExyHgbI9ZV0i-a+06Mw z%X62;@>~l`vXpP=)00hUNGTE?En_JDGDPsx@5DtVoKwn%7xs34gZQcwAd5_MI^$g$ zZbj``!U<{2U_+Qo@w`0oKlXUj3YcnTfrx(W#sGa!-x15D0=*oPWz(aDKFPTV1V86} zFG%A9L+v|1s@R_}{Oz<%;0n&<_b6;{{vDTiv;0fD8%61ee;b^uSKPteK49d!l8c6S z50t56MKMj!=|+}1hhl89cM~2@!+a4nk2Mu~kx2OuR{U{c{{x|Q7+R{~T@y#^Y8wbq(J%;=U7WnXS?1j zNUdb>exMqp;LDq`B;_dTfX`uK-N~lnl5QknE0)`XnpC@CRJWJ8m;NE)3 zWP{wbTV?TDm}#b_)ljM$w4@X7h@>xIDWdI{vNR@&Gj*UI%gWHSs%k0rn|Bw+czs1M zGk|)tz(xdomfLpy%!mj(g`NG{_4Hk2MtLI>x1LNY31geQSs;NG$TQ=6;)mDA@MnH< z7`8dTm$4q<=mC^+Y`2DTKNtxxl`zD8ph?D^B>Z7etr*k{$`xj zR57^-POka6_K=ED>GaH}fVHAdDG(GsXs(B-`3A^~s)t0}Y`_KL61Uj_b-f1VvI$95qaxZKI?VhaqhTayQc-Er$*DO%&4mSbJh5vX;k^W4y<5Z0W^YkKR{k03W?z1n~)GbTJ<7_HT(b0rftP zj1)+vqRbe9*xGh-3uZOnJW@^^UP6Jr&!(5lU2XEGX$V=wK9c7zr#g+`PY_ZO-{-t8 z8b{BYbc^>6O7e-@@zgnGF$=JmgB3s&vCyX18G(G zOxS{nsrNTGO~zAG7@J0a-CWO<#1DvCoOHaPOJ<_C47E{WfE=(@mJ3@Ksj7fdu6hZx zq#+2?c+&MC9}$;r(@PIA7j6K*s+f{LF}ZI&r@pkaLY!khSDs!9y#n8h*apI5n`laN zctn+Ex4hHkHh^$9H*#%n@YJzJaK;DVpy4jwdO#c=%B6An1$P!Pjfghe+3=(%tzUON zBDTSEc;~(lWKU30vJ0>Y2q+BM(@IB_!a{-6Rxvz#9F$|zb784REg%rV^Z*|rusI}; z7^;Dh>2s6BnbcR55V<-lWrAu)MxBAXk`lyNH&RTOotNt!qc#cv z21x044q0E|ux4y(f9vwQulYG^l{qcbJv2GVXq}3Rxt&y82=WbO)Kj8GOYvl~ZBo$$ zEI^FG1`OF@F<9=Ta$HUk%4EdnqMcH{`&X&X4Z@eRd-SWJWJ3O-lze*)fM{1wpMNwn z7jTr1b9iChOBj4Ez;A*s{4abx;v)1GMzoEfbrQfld`JoY!MzS{~L+&a#oB$?YkFYdA$s+{qGp<(+8~~;XCnxM1=O4)PuO$Yb}b1#UFpX$S^cY zBLz#sApiJ;BhS5TJhm<6Rn{TpD3IU`no$LhzGDgd3Z!txRbgs4ggOIf<5ol?rR-g! zm2bwLM#BPJ&|mS(k#$!tWxl1{1XZ}*_oi#XAa58BIdQ#Sq*w$N=Yi)Ne6?8VC_htJ z5^BBg+l1$S(Ab&=A{U4_0ZqE7Cl~l_K1n^mrxyDx9=je!5(g1kU9Xx8NUR;cEn}H` z#c?!L-e)coh%!zwG0}-kYtrqRfSWYR=H*0B6pVK8sBPYyc5Lu{L>8Ynpc-X+XZ2#7 z#~o;z23J|JRThUVunSDa9%`6!ZHl4amYA7k*CY>em?We6pe!EOmo1b4?pwWYIv7NOgo>Y11uqqCaWmUvy4|UNjV`40Z7~u_xi7Kv zVv*&Pf!Dd!*`|@jLwriIv&vUpXodeT(5remI(FN2)RgqcWR?uGc6KAS2>5ls(O0#m z7vl{-Y`5E%IY;lz3eiugtJR-I-+E2wBMDasVtzL80^-ogxM0k0q_4;NzV3gE_2QFx z093G3*8tPt<;YOz8YuEfXa2S$Ey6gpj+VQ&KUYZx<8| zT5-XZ7FiJDLqbnA$ZxND&%o-#yVmf#?V51aWq*voj~67q=1u6?+eIwc$|5}}kGkQ1Y2(O@ipuvr6FAOg-eE_BZ?u_*&iM-nJ4Nzj6_2m0V3$SI z1GIpRGgF(x6l0`CyJKk7BrIC(UTq$;_@(?$)(b|F@F1VIx?p@9ma10 z&UGkCl;DZM)lX8&3`xfCCaK;dW7)qVdR4fk35>YA>K?sQJEAxn#-z=l1WF4s07vJ zhi;O*C#4~zXFEE)aw^V*hup;b5@+kVQdidH#t9oXqkj1BeH?wU4-s%JgmGFKAl(zojn~&?57Q|B11Ed+R&T;eElegg#2sPCQzJKf+tg(t-bb`M_j*zI_LO2_rfH(4PnsxDAqC8 z*$Ef!bOWsE;1@XB#0oKBnIznh+xy$)Khv)7O@6|cUvsT4+F;0OU@K(3WUy%mEzf^M zZkdk7ua~Y0l5p7Ck$wUa=&_~vEd+nO3Mc|rsdz-NFeA?}F|#GsZU8-*#^4W|r~UYb z?@HTU*ps7}?3P~_S0znG47spndO!=Ijg5&WX?tz9yC9SY1WdPi7wH!fgeDMYrz5ni zg#sk;4NtcbxQ7eU|6kTW$MgPTP&R^?yLfT}+Kh8PYLwg$Yjy=-Ogm;^i3U@_AKwg} zc6&$TTJ)?&w&8f#`>;Mmvj^3ZFLFwLJKh&c^E} zH7t}J>M_uh>g2(kmcfp`ssRBryayBm7PZuoc~xXa#0=VT*wr8~MxJ^H&NkUIy4?Nn zrsXxg^Scj#qvnaotMxW>^tve<#3AdsJ&_b&%Yjbl9*hsi_iBqr4vM!FJiJZmlPJN% zYRkcMhXYFQ#T%QY@}YF^y8khaF`wmlXN|s4Ffdu2w@^}BgXqmUP&c`9H4P=Dhn!dK z&9e(FH)Ueb7^yjGc+Rl48xeK0WSY))M&scRo_OS+bRa+ux;<}bU(L8kJhi1T_1PU@ zg^6Inl%b)NjRf@&jE1Ml6MTf6c5#pGn2(n-yRI{C8XI+=s2-^S%|1t2)`~HnlH6#m z1}%gVG$AT^Sl9m}hPybEdHIOk?STD`ri!a8S zv3)!fR4&iMZds$YOVmWu@cqc17=DLU2^drDt$FWb-)oSzPfagms*1y~AE4N~kPlkX zr(m!x({;4kLy7jLDP{-3+axq!4y3jr?)4USnk%Wd0J-E#Y_XIY5w zvMczfEeq*`qAFA4xppqC0d^bty^6zXT|ggi@b2c&i;c4-x_N(d-P+hJ0`Gx6lhGO^ z?pAw$T~D(WsKb02gc6+J4M||F-d-EOF5?(WSzOMZC=21%ma_W6qLFF=__jak+_Z%i zdM;-I5OL+dA{#a=m9fhS%s&+m^-*6P7k(tTb9nnGAgE<^dj{p^e^7X24Q|Z4)=KWc z;S9795~}E8Ny8@9q`UQ_OgelJ<^sc=xEUK68Yro9z=o;R;n{G`Y$Fu~KF*{2KapCF zc*fE0bAc{o3}`n3wbXugpZo~@`_SWgL@Hc8x|{M5WO0|-Hq;%D-HM1giTca3QyAwl zi-Ny)$Fd8AsF(7ZYn3;o*n zSLWjyFJH`71TzQhq(NE+SOn!Z&7?&sAxabRPf09t18|>Iz8(=VE)XL0Qc{etueeYo z!@#FS#;?}<@vuDsrQQYXX8`3dm3gS9Cwzxg%t3yZO}4B6y9t*>`ZBf#q*Amr1*aDDut))~tIuQU~oaNTC&M zd9sG@vQSDpN*3&ET&dMt#?*z7M>LS=iSf4XdB=ub*x;ltZ$YNN^n9|H-=pbCMI>Ti zQR<=CdXT|6#nlbtoo=DmrWr<@YjmSj1PGroE)_%Int=I8Ei2SBZUCi&(zk}gr}xAQ z`SRk}@32##rza)JaYOih^vuwgLRLizXvHID+U7e>Mwr-{U&zHv34R@U%JC3Is$25Yq<;*t40kY&8KR2q_^o_mIJ zXgiLhq^MYetKJQc?$RpY(vgAsn=f!0_VsPr70~^T+oqO&XU?P9kCk7EUHGM$=u0j+ zB#)?6_A#`q|g@P29Hq2(q*z*t}^U5KQY(NitWf4Pf2#EM2JwZzOv`7 z2VrpqQiuj9CU1!Y(WdpNkLAQ|;C9Y>*;->h=|`;Dd!wP8f%ITz^ca)?_RiJsXISR; zzpzU0(?m0CsBgrPe_i$BFh$C+wNNu&MN@>C3gjfI$|muqNK5-;Pxoe;H}1KzWMK5vY@Zx)7ycC+$tGJ$}^S+V8C=99sz_NbU4xkpCF z`Y%`_qvklHV<{`g3`N-?lQ$KsG3b`u7Sx$~N8{!=?=CQmKf+4DbSbwalnCskd2z?0 za9!RuIpd~pkyYC+bC}qiR!*KbyfQ>?VY2|*6*g#~> z+`fm^8)ketS^3qkeLRP9jYoJTk-^-e3kM;2B`!r0j6wv<9-E?v5#axu{XkkpznX&> z5u=xoWogCvZ_XP4Q!669VK@rX9@aK(M6tvuY@hbY`d);)*-7sYyaF|LyfP&H2GdbL z(Yu4fS(pL(#j zdU5)$1JuWPw{eV(@h)`P2>Yk_^=nj}jla*iQy(@jIP0n|+>UB+D9yYP~!low`RqNQP zHhhc_ZfSyTSDvR8>ndRRNfMXBWy5)U!iXX|G_`1p!Pm{3*77H3h_z{t4i{ExcbVA49(vOLu(nAX!ym+7(SQl2VS7_=86Ae_zu>pSz}h zalAa6iNkK855P0?Wqh`u+DZ&nelYOTU)IyZ$o%fsH*n|26x~Xcta5#>ez2KQ4`m7+<+b?0L$I-DyW5^C}eIZ5VQL=nmApOh#5G$cNCU~0+Rcw&o2cxhL znRMP~AKcBX`+y@fR#Lm*Rvp%``b9ZGZU*ECr>9bA3Ns~qUe}TCi*AZ1b%B5Rihtgd z+lUdWVEg-H!1pK14F2Bq0p$NySx@W!2nV&av2ogjha_*~>|_bahbs@j0fcueuA!m8 z{d5D`rDs~!XtI+XjODG0Ue;IWv#Ur}E3Vc(?t@S8-zY&YDQNH)^A8{?hz(^~>E3ou zRUelXXHm;4;uG-p?6tcfbXrWfj*1)O{FywkJj*<2=+>s_ACNK=4zC-a?a96LCmG|;`np9Oh za#DQ>QRsetw9x1PgskpTLzX9z&58UjNNg*^BFwKfzsnOj)x19Hx)G=_5PsQ$HZkqR zkr|qw<{}=jHB)#{c*;NaX&}cn3XR(rLE47#l|bb|#h?={+ThUd396<_w<6J4FS}%{ z?*D?Z&$=Bi$T9lz#YRV=B1%AH%T~cJgohDJa#F!3*lV z2L4O7?D+d9NB>7a;*RcloB=DO5Rj1YSCFTZE6t4 zPJgNk>;@FHjtJhjqQs!F)U~{Q42)Xd8=0?2K=x8SDL=IS06MKKsbEins$8;!JGKQZ zjr-}^QmZQ5hQyPFdpoLj!?Nc1tVXa+dOlrR+MgcCot(zwuZNpH);)abz8co>?<$u3 zPK!)Kw){XQO3N|=A?~)={pWB?0x*HtX^)-V>K{jQzCYa?eWw+;cDi!7ohORVFk7c( znL2nF2`8ibn8?n_Si`qA1>6iwoQ0=|vh300z+GEdgt;~)SQhD!A1 zOLLC+#`3Xe!sywWpa9rJXaIoXoyeBO_V6^~FGqtP>Mfbqk>Q75jaJ@}u7dq&nB*Wx zD!43_CDMyaUUOnUyXq-r4P=gJfhdnSj~1(U7+E*2VSesBvi7&k%ZGPi1NEk9AloPZ z|C`*y{>-92>~(#yj&~%va&^);H?MRCMl2yVUP6c(rSHx7%ZYab=9LGj9WuwXT_L1o zaWR!|z0d5wpeFdBG`Dy}rn{qXoL# zCii0U7n+a?h-5>h!$McJD$rdq!{2E)MV2xSyv9vB{WYn%u59K%OWPRDxsr48OsnnH z6wFK5M4=Oa`;5{6(MIRxiH(N^8I;`?BrxKtJ$0{HQUvC9MI}=%HBjs<{N-vey`iN z-o~tDnp{Un##UiAB%XPcc@A7m%cZ7yDVRlt3IaqaQpnh~WG0=+S@bMVhg~gVt)kI% zjou?<)_7689&*4Ft0X+HLpu$Yx}kRRG^`F34SxHeurqG!COo`~d{*=IWJ|ykHUqqV zQJepL51lG0e`OZ;Tg3+~##&n2(#7-t!ABi0=H!>nUzc=Xh4s*lBh|v^D8ONzqw=qS zFm~(k-U^^=y9<=MTJ=8JF83fMDn{%xy389qUDC7MmV{Sw?7P^ypCz5EGDfdeKWjUm zfHK3k18$%QLo>+MnSaSNyx8YmK@N!JX$u^u~qcBg$u!g#3l?ZU%(=6E3gpsE#2*w-oG?dN06u4)-bW<4m#mrzEdf(;=5+C1O z$&b6nA40HC%j9`bedERsWtK8@1_t<|^kYXQV`|rw08Ort{uFQg-1$Y(Sg*0Wh4Z02 zA?1s6m35tfckrJZh&CsRzMCdC466j)=TV-{j_~U90`pg~;is)Rge+`78)gPZ$H>kgEyuKf<6vW++Pb+-M*_sEO{whxjMcLaflJZ{W8=h|yK_uGqrvg7h=u zqr0cpeQE7*+c6-4bW82K7y)~9e25H^E~i=OlxJ(<%&=@ot+JSHGp9_yBu((|0pIWc2nOi zC<4PR@#)~rhS*sHW2U;H<{%j*gr)+z+R0TPu!@+aJM+Z9{z&8`K00Q- z66S8A$LQi1&$Qz_15;H3w*Ge+$n|jdM_EeP3Y z1cn)d)>K*vgXivBDa{+4cDgy^A-CWqM)bzea;n@cgzyI~UID zg=KXAkCAeW!*V)Y1)Wp&{ivC9@$JCXr102<6p?_4E{44PX$&21*)C9UCNh@8Hiq&?o!&j;u4MotxHQJdsG0z`7~ z_pyvG@&GOEJSW;_ZU9fK1#(FnSZn@>51=k>CUC7P&1gv6u1{ga2$%y!yP@&mWt0b9 zm)K`)?_w6Uj?afRGDf}waoAoM$kr~0UOipaT?9*WCCH;Gk7u}3P0Q4HC@wQ3umbjF z1i>kvI3#v6aQ*VcWrLWogV^{*X#2`kt+(Q$x4DzueEP&VRs#(wiT}_+QcA-NzQZ^u zqF6Ce4h%)D$ZkOuUtF#5Hj^VQ?Oe~{nrvJ*(5l~t)R)p%YWpnDeF2asBHTZBv;xry z5BrxZ=R^!e;YxF@S7dMApaP@6RwJe4y=SITS~7{4V3a|n=o&OAV6K2stcZQs(xI#L zT_UsYaSAre96Ni`?rQOeAt=?$GVB)S&Ys5C`yN0DGk_KnpsmcJMc0GiWG%j%XB$x$ zSvODWLFyOvyRM+?OPVzgj#f2K4{t(JSD0MrD0^wL%s4OA3dctC9nfGXTE80k6u55_ zG>NkTepm1v1%14xAfGnaQZhu1IF%KtFS8KqD0<84!x;$ZH!}8aT1~k3y|Ojr22n z>P>HYnha>~Zz8XsD-id&l!BI&nH2PRUHj6+qHJT3J^p_ zMO=|~S|n!^?ymzN$%_D>XD@gZ*gU;4#I*!&`+`@8o_S_mfBWYCuytc{@x)Pf3az@k z6fu72BM!B_QcVW}jyUV29d!D^q8qgO?XA3BR>?6g2!1;$q0`?RzYy>XgbW+H2Sc@q zeDzLGo;h>Cts!;@Jn}%QD zKGno@bU|#-x%hwiKJ{)`kA_yZ-*!CDMY{0;LHJF3bkE=6qV(J(y0!)5qNNLdl zNCj{#{JX}5+@gg^3a#2V>MT*t3ud|hX1!`2q@(f4TDVLr;j1(d*P3RMI(&aOI7U+Jez!`nt|K8 zaaiJ@IT+wJaN`zCk=v!kcBM5%B#h!4kiChS9D3Fhms?)SGd%pmyLaCB> z8DXa*jtrc-lLO|Ap~~Jn$eS%;qlH0eaTvi3*h+WHEFPHy!SL8W9o*O<5u^PG$w@A; zH_?B|4?HYI>Mz7YiwY;goaKEhKQ=VS)}7hQ{u7{`VPZx`S9C<>?c&N^ea+4SB0KU= z+HHRn-VB^L&)PL8-7&Sruyr$wg%a!D7$J2c6JV*!3YQ5g2O5a+GS{4nTjDA=ft7v7 zwzDwyxGfZiuI*1_P!mGr;9x&l zlqml&>ur+b4iB!mP5Yt{Q8REXo?PslMVB(9+!7%T3Rd*OTs>oC4y)0^PVdMX-jz7C zz@pVBZ^qsKJ9*!-UkFfDDSKIM}?J=BTfQB}vyijK@$Pegt@P zgWjUeF^G9(atheh(`FDFqc4A=>8t(>ezjcwGaM*}K2+?ed36R(Fgu{0kFvR%G zQ!`q-lv0=0n5=U31#Phz?ckSg(W*5Z0glk|o(&k<{mZ-}fZJN0$VrWQ&H{onJ`u5u zv1k>BjGbf}!8t1!G*?lTxofBtA zv!q3Y0Az=$tKwAoZ|bz(?5PpV>yU(nFW79Hsg z=1a|Bs)zME+cu^*EfXVp%d)rhQHRPFzS7P&!z2Z}e3W~>s<4cL5en!`RKi6_CmpSH z#*WpFHUz}xH2cka*NsX<`I}Oq+DDKVSSDzfZN$`5kIZWVPMZsG{wxonH>>;aVFd=3 z4--$Bn4-EsZk=V=;Iu3+IP8(AIg#}=Hx)Gum2^oRCHQ zN?n^|3;ab311PKR3Fy0uZhr$yT_>SZCFY-?{}DyXFwggr7ZLk(usLRQ zwf8uII#C+nw&;ACvtc0Oi5S)Sxf`%)Zyw|nJo zt}h8JZd8nc(t_>F;LT2@5s=ZTuUt6cnrOgaAEwL3bIAilCcroj;9{hO0Met|7#dWF* z;Nz%-G|ZcZXXJl7nw;Skv-a(0tDY-_y(Ly7AB11y@y@HoBLfkMlK-LIy4K-3{BT0u zmX6Y&h4jK_Y(gF)8g|3tcfp>ZDZlIxTTB2n53+!#a<*COVg-V6d&q#L3=naR{E^OL z-_!Ioj1-g&biDl^Pd0luID`%n>Xky|2j z31b|(h`008thW0Fl3CcDZ50CAQRI^hHMxc^88V_e;5dC#)<78?WgIS0 zmiNi2GrpNG5f>Js)ploGDEOdLr9d{-+Lh8QFArIsBG`s8SND2R;*}Ig*~iL9-PV*e zfWMHR=3NbrL2^lnrxC{I-S(wY{WA5!UlA?9t+;Pu%*+&uFGCSHTGfxO`xVh_G!Ia{ zVLK6XKP;6wo**Dq)hbJ(n*SFDm;OU3gfgMV7d0mx0@YVVw#Pf1W=|m%LJIPc&RTtH zC27!+wNsmM#`!e%vGKUJC})#~2Ss8cj-hPxRP#L)1N zdkqi>^c6H1xkOz}#&|o4jJ1p8%T^+cKs%`rk@GjaG$_I7pjX+5F`laVx-UC3(VCQU zLSbJ)$jK@O%QZFH8^}mD-P+jOOH=%eidQM5V>*{7%4lsK$KjV2&{ryAM=49^e7m$AS0$3e~&{PU(&YM4-G_9 z+)X#h>O7WX;lb-h?K4bta>w*MGoDJFSxg-lCb9{xs;-kuZw=W$!5^QJ_OSGIY2NlL zfX*yYZnmOn8-l!F!tMpkbJC_*cvr)68z_{MxY%q39;ogzk+^uOLqe4T4Hfsh#AlM- z&fgTqhNv^${NATFcSA5s4kO)QUHMl}>xW{AXT9g=pTM`DrqbOUm1)Ck`2P`Ayo)b| z>vZ<=`=zkanj0tg7zLlnizU#QG-ynFEJt*tw`sl3-yk6R5L(w`Cc&psE5vix8Po^@ zz!4D(%fVMU70RIQhvpCIukOEUsz%rgGTyTV-1`hs>dZ$Mjmk?gH9`j~dhO5GbSOU+ zg9z8#ThgTwT$1p{?;&#dC9VDFFIzthNmcCAdlNQJ$qiSNjHF!@x1`>C4d;ECm2V!!g)MmSQdt4im2O?!lv_#J==c~*+sCpFx8>gY zi*>NU#3rWEGTS=OY1=|17tYnaG1z=zw_%2`2aaZ+;Z%B?5E|X(ae%$2rkshc`V@<9 zya1Sm=$-prX4po~PV}rd71K{aw}Z@f)b7Q;lj{D*G3s9|z0BPX1Voq@bp4erpLJNn zqXaR~?%%O;I%<}Y`k>Rx_wCH!oaguM*>vpj^^6?9n$0g2i{tkel0JAlPsCr~TdUY0 zBPqsslvv6Y<8cPfC&LPwW;b*Gm)Q^h@SW{6<${^lY^YH7HPdt53eGL|{aH-4bHJc^ zU+*?A!5V_7PiH*I$(B&rFtBi{9{OPf9%`W~nKO zbJ|($G>mZ8sV8uP!r2;*WwdB;S+{RYuZ5^<8$V^{difU)j(}ND>FJg%T~+VSn$8h@ zgbyZxTmNHfoQbnGbB0fN(c}yVXXmz%FHSQig_D#drtwWa+-_lGfRWGQD~*|$=iKat zP{RymgeHEm<(E~;SU#EWwzp7Z`^b4`vly1WJ)1PuC!+rGv9Hoka_i9E1bGR{jXIRvPVne}nd1)^-y>#{SE}}KEk2K=CIp;KrvohHFtA>e36}d9a!#(0;(%8Nx3Ww&O z=#Vn)bHad4*K}OsSujMN5NlTfhbYB?r`g6C9N##GlB?W!sAPo;MnhY-C_e@r)ad(V znUBS|C64=W{z;m&05kjdzyr|(8~KCyL*&TCek|BaGTo=KnsVWZp@16np5N}muqJ3C z>q|fUOFE)|<85lq#RzTDRj!lEUvKz$FpyEn!N8eGoxs1#RQ8wb8A4ZBXYY{PNel@R zXB&=R{c>_8{JES85JafBH!B)+H~qogytnS?jUqCBULKV|w?rLi1P3ncOqnOJ`VeUCVG3FI1!%C=-d2xdvY5C&4 zvuC17DUgqj=4KAKBeWEf`6N@gp%5XjamDvyD;j2`$(DN8?{x7F<6gAshNWSB)cd|f zDczEvdl*I5l|og@w`n;=ob;pzBCL9qbVo}r^7%hD5D~d;Gz>(KhR>$P;#Mln)a2nsxJQKB9_8`(u{)6zNpjsaDNYdJww3K>mC#Zy;v%IzM5NBKwAY89bo)% z{pWM&sT7cIne_r9k8JAoNrl(xF>I@BXqj4q*$v^Wh`QmBlgSn;Fmb9|)uW6gs!5>H z7ziV|(!WAIh7-52OOLGO`FT(ChRa52^?FF)LK)y2(3$5(j4L>BkL~_ly)SHKL(9yyh>e4Bt8_5g zjf)}+C04W&NU|5a52Q$@drb`&?7^@<2+%KiI<$L1jf%QR8WadjB=X&gT<76YDcbCs z^4|W6n{ANt?_DTGV0iCw;T9v@YYwH^B>ekmSAbCPvH7&CI-f%HXQA_K?Ms)-@5=C5 zx=PQ#O7;U9W?3I*+krtNYMpqs7@g&|9#*y*^{8-Zs^ zgo)ifJU@`51Kk8?zRoH&jit!Yrvzg^B$F56Lf#NK zWdrNCn&$&ZV-x3FB?C?aX2`F%7&OfT7h@U&vn4SETHp|BOV4_v8J+~Q(|H5UeWsNk zflA=bfj>P_N{6oa5BcIE1vk=M_`Xwj3%I)t`i}xC9}bb?B>>25N)4F0{#2nq->E0u z6h$J3;e^sE^Ps*++*6iVOd8x&B+lu{v2I0>*zJ>1OtdyW_zuqBvZ38X0?uiThq`QW z(ht7Xpv)@b4E6Ic|LadQVivL|&w{L$!%MheDlLdD82E6g-FcKJlmSxwAY6Bx%T`}1 zv`c9cn_}zve2U^E6lI$|lp5CNP`f$5;x+m8hbLv`Z+<7wU(Mbf5`?Z!WNHeBQWn^q zqiaaUJR~XjcwVG%HaYMBjg7$52$$CaR9~+u<`(Dpt4l3!xeFGs;hH)u-(82Ld56-q z^x7T(3Id?U`!`_n4_9?cg;d1-^J4kLu155vA_%m`DNR(F%7)R;iMIvNF}E4bN)&uD zhM_Xtvb^W4P4Qp8dDTzql5<6DYC+g4m4=Ak5zZg5sF6<@{Q4s4poN-Bd0(eZwKMcZ z;9CVZSnbPG_2qqy0YgP(K0M?OTHv&Q|MxjjVZIRs>D+E~teY#F@VSBrjHF5N6hP#E z&0RI6Rbk(|ju($6S1_-52l+|f+plmN7tjq?Jz+}q3qnfMMhFfYYmn+Ebg^D$#);&zkQv-nKR_&k65m#jCaLv&5&G-{XeYjU zow8cs*mME*t7k&H7DtVur0$ZqjO7!B{p6bc(olVm|6O)2Q*c0^(n?w%5ZFXU$Shsg zr(VxjQi1C3^xln77meoX5Lov38mFNC>*J?Q8hdW!3UnhQ)dW0zUVrvbturHuT=#5_ z`IZ%x(O?uX8s7$yRA60%=i-TR;*xKyszgGo8po(@lKVww+F9Eont<4mjUYYRf||7B zJ0Yr}b#U=50B$;e?JiqF{yu7Jfw<)ewkltP(}ETN{n3ODh@&}s)M3Zc&e7Jcd!#Om zdPINEEn+?S!gP#i^5hN-b~u&9o+cTApyXmk`49|y^3U;F!UD-UoD9$afw)<;0=_G& z69lAp3mU!|-ilZCd=RY+%H3>m>~ald*E$LY?CJCw;}lM1yzu+2Bt4)nV}er^;YG1S zH*_YD?hp1?{{?Ewt+y`*oJLlXt3;tg)9(8~vRL z&_BMu_pO&wykGR4@FuG#)p0tuAFB}F4r~8)boMf*6D^eI5qh=U80)k12^qGAcKsU- zXWDDVX>c>+bkU85Fw8644pvI1Opo&H4D|t6HK=kx6+@+KV$)6kku>Jdil*Y}J+nX+ zI=e!-g$3_)(viE%f55o{o!?F)1*l*Qb=j;htYMDE-E}Y3pScJQ@l0jKw=PIcyo~$o z5!=paH!>TA3fMDf)(0ZYFPz=^z{U-ceM^)Dh@1$4}AY?@zFU3a7Q}zqCY_)QdCS8SX z9^c|ejrqjK8DqB6T;>qvo>XF04uNL4Fbm5d1~hM#(`P{EZZYyi359@+ zlXLmGh%nrNOv+by*K)RV5jU^(yxhzC>Gwy-^8Rizpi#= z{b6~+ue#veD4U9I03SP?s!Lz{CW>?btSEG>O2b!iN`;_Dtm!6MURzfB6XV^{fSVB3 zN{XgbdAMiAxs=QSEeJJ4N0((#RwngBYL+_uQ;RUv4HC^VgShAgKhR$FaUmH?3*@Yr}KR2KS%@G+sCB6(PNG2|%ST0Aewr zzRS&KfEg67Q(5%>@*Tw-r&xD@xpIGyD4~a19H>vA@$u~uB{$`5|K=aL-9IuR=fpK^ zu^6+(H}cE=iq4B$Zp^QBF?J{2CzAB%oJS7MH!P9}C^IbKemeHCSr%w5B&{mzYk{vB zL3r-71J2TK=qaWKrZUZ5AEdvVihvr=-T_ANN1xTV8}d%j8=O|H2^B}~ELo>$$PWPi zx>FS0%4;GfaMMy7A7`BeEbYvYVKQcaSXti?G;PaDyB7bmo=Y_-dU%j3s2cf5M!{XM6Ib7^OTS<+Wg@a86?^c{s9-+MK7~in^VFb*Xz}AS zwJuFnWGkW2K|~T3W9coEL{sTKhW%5t752~WR9oPGzFrmdq&_<6!ibXx+< zUgLwvDlq<=mXf=DBZxe}x(A2|=#?$BMA~s27e^T-PRqe+Ko3Jlas) zrt|*K_KJ2pFm1yeM@2JRYSQ|0tuboH)eJai94fbX!oPfx8W=>^QD3fc>Q)+j4n6aw zi-&e1&A%wZPmS^ZUXm26mM#|_FB+XH(h=#z#erVnud)?}8ov6#hD~iBvA#&qVj3Gx z%1)uAq#|Plbz)a&cL464!S0J~FMfLz{Yz@nxi&4#JaP3y*fBd{OZK)3GOEW*kVq0^ zS=Dz8`>-5!CoC&W&QmQojC$fZWbtX+hws#^PlHg%)a(tL;b`jLJPj(78T?fU6|6*b zH)=>#p4&3%(DC{ZdA(#oquSKjCN`$+70lJaC0Ex2h#}DHH|jUDN|&)HvqPXk4exn z{EimE-B8F`*SIk>q74Lc+r>52H z;n00xbTmRJl4FP-hualO-JcpU^O8n-s+#LcG@pd>*Z{{tBG07=w^oA8TgxzIX`JM( zNkINHSx8sTakq5_0eEq^uRETN+$;uTvBu1WscH#Nm$;X(4aeC-e6T)j8fVPWp)>ba zj)qkyq;QyxLu!TwHb|!V&PnDd5JeQtEBg!3DLd7RXb{2e4SrUH?#e*Cn{R*S>cUdZ ziGfJO$p8$RE|Q#p1;hEUH+#G&@&#kj+5QN7A=bQ01^v%v%cbI}?8DK2E2+y60>AHW zhm?py_RYc9bI_HA2ryq4;y%nUfQ+ZZb;ad3lK$rnN=ztOe?Lg`AKVz!WP|a@NXLTN z@)71I@Figk@Jwl^c2;$)8f?EOvg1h_R?k>S$=Dxje_wMRy z_rI>L?&r1NQ`OZP^0KlE6aav(jFg&=ngI34KWnutKpxCTPgo%sF;3z*X>uzG z)Nt@Et%2-X_KDl}htgLm-3<_SpR@PRFRf?Y58ZE@T@a$1r0H%#@z#)4sQ&C{^vy#k z&P)0|`vp~9_iDElZlc~FlyFhm$i z^FF8i?4T2K>MI@P$^HG%#<~^@?sRrY>Mif7-tN-Loy)iiD>!{rx2-q;O8lFt zv~H+IH8z(E0-_ZTZP;DU6ULN(^lGhk3Ye0*NSM2@kK51xwx0)%3)dQ#;^@Ebl{5@e z4>B)uVao8;M!S5Wvi*{k&91P>I`8fp;|vR;_?b(Yf4Vb|V!h1^qi(G<_fNe@!m)sJ zWlqp`yi_0v6`Lz>(b5Xm2`uudq_gdMz!zbt#B6%xXYvP`WYP=rWMYMre;c_8HFb<) zQOyohzc2DSyCjby-VU%H-n(r@^Vm#T`7pZ&PCVlz)kz(rDH_LS@ z0*&XN8E7nU?l$!tgGwd*CQ@K}Zp>;TD{3{e)|C4;(i0NRdoAKFRN#(48R}rBqwhYN z!)(1aAG?FC)lR8V3OjiRR9LeAbErk-xGwuZ=Gb8imG4C~gcK{%v1S|g#BQs$fnb*Q zj+qkyeDwae#(ZJ~?Gk#ktLy(lfR>G!W0im@Y^`9kgYwX_Sp?Q6q*+_xlTau&mBagQ z@xDY}=Iu|i1TWRIZhH^SFwLjw7;wNAvP6UE>L_>`=Ad@ zVM+0qq{YKOLTl7J#Vx4?{co-RK!)^Qy}8TeB46o8_Gj8x{e{x?x&GUK>D5H$ifXlX z*xcw|l7Jb1M)F2djQ~K7d|NZXy?J3mPVd`Vf_g>hmvLv}?+yo*UQLtq|Dqp3Yb3~o z-WWxBYXNg_#yP(EcuSpP4~LJ6e^K1=$nLLUU- zX|^Ao5#X=&f9hyxx=5$0cbr6uD~OmU#}*$V30Y|ALY8EjT z!a#)AnYE8T7&WVYZ2PxS|Hltbi}l&cx2n?gLz!{`T_oHK=$pb z23Fh3&P}eF#fT6L+6^w!d|BHTXgEU}f8U%JMV!L(UcNxr73dWqbijmygOv1JxMba# zg9U!(X>vXu!zapOs|RLcjG0v%1?5D375)cmmW%zB*xYZ|!P8gG$sl*^(cJK3e%ir{ z%BP1w3p7I({(bHC=j7uUXG5p&M(iwT|OVT4(;48i-=kZLXl;)iyC#&Kl8p^{t0 z>z;ePt3_9{V>i}5AF}+%@!>kJMR=-bAOqLsB~=e#nR0>fVsKaj{-jX5st#+Dg2E_5 z3!#v7?c!VaRl7g+nDF=4x6A}a-MTb=IKQb=q3YyqSIqRdM6hCjyX9q!i_kPBoTrwU zvwK}s%rt-+WgCU@u|+5w;Ag|Hrclw|8zv;hY=*=qy;8BEBghubxK(=oqsdCAQod{J zZ{+MDrh+Dp{yw{Vyo+i!Sp zDWM6KLu#Pb9Z84Kvx06)(cru+x--h42y>DM!{fg)hJKykmwi;7GXZ<8XPk?pJ15M0 zCDYv1qJSjTZn5A<`lN=}9ZYd{p2*CDIrdu4;*rcc8s%2kh7KT4;S*GXH3#cBINwBm42Ne|WX8f!VrSGXksP8L&&|?cWdw!5*DR>K zVp-I0`;jG(jO9k+TAPPFiwMX#;4B7RotrM_M74UaojCyJJ0L<*2+rotzrTS)j#=CC zkk?C=au$q>?~TYG8r=lj=wOuc1wlKZwFDn)24kI8^Q$ijsYS$)Yx?bwc{c-{F_Y^_ zz;GB2+eCa7`6;v)*}IYK&5|R{>6^4}92!&6m&uhnkuZ`j$%~%#il0sM0R8YDD`$b} z&-5?p^!|T1;Uw}W)Y11_#i16UXsZU(KrMUOEH)5P5?=n!&r>!MC~m%aDJuF#N^mtd zj6dkDnsZY;>xNkcRVM!p4sqZeHjXPIZ>{#EPS?}qKm->O)FTnP_3jGw>g_2R!T3%b z5Xk?=N;42W*HgRj#S1>0h3>q9rFoL!JBIYKOe=(RO${jGTG~XA3eY6HJTYZLh(8i7 z@FTrgKQ;*4=?x2Ym5TgE{N&0F?yj9=_}uqAT~;b{z3}{mLh_XA=1IN7te*16+Vs?B zWH1*XcQ~3!^t6MDY^tm&r$H|5OkevG-`ZL@l?q>UsRwRn7kApb)a1Y{ciDIE6dm{I zfn&_X_LZ)G*8eh>wqhv#UwcB;UuX z_%J()Q*bSDSpVu`+jI6Y{xMP#pLj0vqeT!X3U%7X4bXs z9!`^we>B7B4%6{)jD=5rcrJ^fXLR&Z)3-6j2XMGE^(Fw~3@}!_!}K;Z%w$BR2x($j z)V8Pmxi_emqo5^IUb@jK#1^Q$di$CoDn`{ZIEgk2zq&UeTQQ|#P^C&5{7hn9XK@p- zl5Vq98L6Lsy4Sh-1DC6VvnEDvaeFD2hQ&?@Y}cH zZ2j}Xf@SeaN_l2Tl?Zw-?Tn|8Ct&~ba4B+ZduM%~hnJ&n^QeD+i2|LGx2T)*xm+ zVekbpkW>7kAu;N_ssq(OvBK~%s1O8nDbONH~!CsM|X70m^ZzFmpZeZAT{#IuTm zN>}w6U^`iL!d=XBSn{jn#JpEzP|psHagS~b_*li$@m^J^N%KUC?Xb#I;OrX{=i;s% zvV$J0cclaaB@3@A6!9E+;p&Vb9LtPe&UW~>9MIuT1GbN^Tk>^*)wXnH%Z(;;xE+MV}zyAgWM2ZuPL zDotG8egXvz0RC8+dqjlJ?!1pDfq8(w2 z+@s{CwYp+>JrpGhEsFnyf~Az%5P{$N6~D~f`pGH`^ccvjKp2z}7}7R5nb{oTsAcg2 zvOteh4Wt+np|4N&iM82GOQm{$(zhK2wZw5u&FFgCVn9VSLM7h$Cpk{tes0l>4dMP zFY270A-*09yra?#A8|gz*8y|TnZx)4gCZByA|>MnK2WEXC#<8_DO9QR{OHfT2n(D< z#&3mS3EYZLazDC!E{~PrrO{KwI^hgA)JW|gdZf#L0zlQYTrY`&1~g_-;lfuL*^KG= zQ$~>-vmB{#@P(EQ6|VJ>S&2eD+Omdup9g{+mGJY9?IMe8t0G|-gw@}6)GPz`bw9I; zY8HRX>kw9Tep~ahR0$=Vla9+5gW;^OTjNy)$9Q&o!MuhV@bT7mCxazJVU)FoVL1T9 z6-F}v8EN#EP*^oJ_ytEKyK;WU=Wk>%ImwA(wHhtkE(p7AIo zs=8{o1x`ejFC*p@v~`_3+*d}sWYe42dkKWZCo ziw|#@W*Tz*Yeqj0pmyiYu0j_ODZr->bncL^{EYfLn|xuz?tGp>I54V0kz$))xtIk5 z4!%>EjfRaYI^&jc9JYL7t4va)z{%_kt<}JGy>Bj0&VIwcjtBP-Q=J+sq27C3K&WSH zpDz1p!OM4c)RgChxEX~%&>`^dhUEF2l^on<&R=)jf?ioXdc+6uH*UerTJk7mGXp z$%C6yAyy%VCySw_)O=f-dy?ixw?q2S&@Mm}UVgKccV8odE~1}9yS2#5LeEe2eYSFP z8=+m-VAknKEy!=ZXb3tb6$c+YlNyatpIqqaT5hR|#~9x)ZXLe-3@cehOLHiZ@&l)x zsOG81-Lp3jh@pF)GfyVOuhS$rH-%}XLznuiQqy(CA|-y*j|*4c`&jb*1x($+%URC* zEW0k!G%QR1jK8h$i(gHw@+9y5r_*3vx`IM-A|6~#>a$e{!`oBs;ff(lS`4NAVk;=p z&~Mp^GuCWjqL0+&g~Muc;SfPhHNcYNM~gEX&8e1??c4T>NM2?;+2voxZirEK%z&KXrJ zif{tI@|*7Q7+8Ew6Q{bqIRYFd1caYUET{LGTq!NTRaKbT2sWAbmcv(nv7{SMASK69 zYdNLhTZtn4b(94^eAxz@9xsD+@)G2=<>rmPykxHy^4G(l3sJb$5@~i#U5hC}EKK#M zkziY3&gF!c{<~*GDurXY=)Q=LW&7^{)9fbdwWRIcO!!nViv2eGr>C!Ff*M+)yS+)m zfv?ThwLzFGzO7Naxr&;BY-tYyNwW|&ELV<>#%WC^OHHVDSkD}YLRevAJ4LQpr zi%-G+(Z}=FVRNGsS{Ev~e+e<_q=mdNOusF;52jYhGp|grwqlOaf9J%y#-BKE(M~QH zB;An4Y4klP;XY$G_D6Fw-al`bQRNq9xJqW4^Rmtw`dk#RVyl;2DG1T8@HG5L&Q|9! zV%GHK>}Zz&{3fA;&HA!D9=enFN+$pbPiU+nJB{INabBdcaN|?WM+>}@a0^~BS=5Kg zhr(EeCn^Qh-_XsW@ERC!_a5JAd`b;i45$E;D2VeE*5>VMOYVFOA$YZ~BSmEx+JU(F zpB=qL7|Y>ukJbWgVyZ!FF$H!5Ye~;X794vC28pq@MulKgITULXLmDd=KdS}N!Z`M_ zwli--N|**4{JeYQg@P5!u6$IwiHq!*S0LFLLH~UN0mTW&o?*fAq^MU)Y9v|2V$_rC0xm&6>FF%a*-Pg)Kkc~e)Au&ihg2w z44Yv4sn>0_(v#B)v#58Tv3Fzqc}Cw+HLPC5dp0E+q_>HIm<&4mgdjZ3m3PH-jL#fB zLV|#A-FD42l>_Tg_)~S;nc|$0C&E{3#Kazmu0&V7d+%+@-`8mySf55iGm*qH%U^6? zGK=pK+1laWFmxIPeSuqFlqGV1&(EOS)x)|AwK?NTj1L1QxX1uQT`l+@e~PqXXWg`! zrFUIQWNvbAz6++i=`9qb_+Ac8?V~134vmnbryD6PWyz8%heq3@sbUaigh>IH8Y9$R0Lwiz&^U^%7FNj6j_2wlFoqdbl@3G=aUvgis5_1&Uki8eB0RGB49 ztr7p@INLusX?hXrR2epkUMJl`3{z7><({b6HtUZ^n^$^Cne=XQR%Qr6RcPc`(K|m5 z>1-l>0#d~IE3`HQyH`}0X6B<{rvk|vGDS%G)2Vb&D+8|;)wMXf_G-RmbSk7m9Hb@H z9htrt(jG!XmZcsdFZjh5?=?FI2jevN;syRpBe4B?58@at?19I?@t$~JK?{gHq`|j{ zmdkD-QoXG?Nr5WhU^O=M-!#?6W0#8u^)7t#>i${If#f)HAp zVMNbh(4LB~308ylf%hyc8~O@vi<7YH9#&X4YNS|nX`whW&OncjPsV`-5x#o#0x(gK zaJf{Jzb@m4GrV4}ddXnKuiIO~C3nr~Sf_GgBpP?UM>PCM@tLliP*ZtY*peA^IYsAE zuk+E!BJADmGdgsO=(Au6MH*0MtvRXWYO91bsL_8#7+TBLzcu%vFcfC@cUIUa^iFGF zmvg&k(6{bszK3IW!LgX4iN|(xyJ`eFfAeYcA5>?}0(G7SU7dpF3$vWp!9BJV!F%b7 z0`+%qV;I)iG0A@jZFvIZBJFOMoF1!zILE(1Bp(=h2Qc%`>mI>QL`gxV&A<~DL#ld3 z2rY03w3{M5HClAI4~OSSAiur!3FG{YQC1z@&|hN+va(^8Cg}IDGg2><9-D!vg!6P8 z;n9N{=3janf{e*DKSeTzbS3%`C^u&7l!5T~C5QEdo6gyAnSRr2ca5hq<^T^9@Zq4{ ztnSQN7#M-yYj@1v@3!UGHlDsihg?Bd&Ub2zz2-4RmcEP~wH})<$7G;ztA6?kFb%}E z$T+Erl+6n!Ox^y&a19ecT7$EAl-2!Q_Vt>Sc3Txet6oA~uKErCUi)ghoKa(Au>y%C zEo6;YX46J8x*-#N&?zR>>iyoFlEf9B0B24Do(h?V*-ocn{6L&6%_{7JF7nJrf#jbS zK_8EK=$*}rR=5TK2ze{0uw&L+;-4#)=DqaF=Zud~2LY+Z7>ZD5Kt_sOm`Z!m9DrHq zxX>xN`b149hF-!xM*bV0S;~3^7q3o5Sr>(&UU5(2aF48yQxhh`Ux(?$wkB(nV_}oY z`TBkJ#E7)v6udNIB()>wFSM3|l~UL_iL<{D8V;aAj-^hZ~& z=Vdje>ZYc$KH85Og|dCRc0!{2sv|H6rrX?DKt&OGOE}#aPmsI7{M3}bw`$>*tGz;C zS9tAumXT8IR#pSG|6(FKx6Q?IDU`z?D;|F^UZHy#v+*HHD0(d~?>qTY@bQP}tQ^6c zgU8HrB3Bj4RX+Op;-s2TT2vpmJ#&xByJ1rOqZoJMn5DoT-)>N7UH-gBCjq=IZmgX` zY)|Zj>x4PB>ZN!MsVq577#6|RB%g5|$O54mrzt}E6~ARViP3|y?|c2P5;!p0t9B9k zA;s3)35(>MFA9)1qFrgzP-nhGY~TR^^Z`Ip6*hqsVSK<4~3@_T+D6Z&s2&q<Fxws+ojmR4|n zDnbOyEQ5N>y}{Lj(y+zUr^M#=ia`fZBYwx~Uh#g^TN7D4m zISK~pmoGbX_+t1bq>}Qh%|0#M#I`D~Q68UAs;p?%)zESHRMqsD=_E{jqBBB)N->vW zW8L|tnYKA|&-w&|@lQaDB{x1wF&fxp{ZSmOg~~E>S{K@Iy0s}XCic;h3OJ$HVadv} zgqJP*4|MSyzyO(UT|@t{=td&@N@Tb!ifhYJGfxc@;QA>7^X6w-Fj#r%zR$XW2rcb& z2hey+R-?|$gowjOPJNMbF2b_?{RJPaAv5>In_@sOYa^0c?o{6 z5Z;ijL2SFi1fmJ?Xd?Sc<{xlf<1xdOS|}QW2@hB%r773D6Gj%pIWa+#Dfi z5k&n0KjMRJh`is15I=u%3?cW9cKPY7pN`K;@Cn|@?K3NVpP4PlAF<_S`qvaw&sWVI zsvmTSmq<8@wf&M`XERQi-L$ssi8JRT8GbiDWHFXBi^LPQ_xmypRvlgv>EkRlg;Y3P*@ei zs?w8BcO(7nPl1s(qVWzJ`zAv=RRMsjDit*O7`Z6bLZ&a7W$UxL2unx@gFHCdu%eB8 znBT1IOwSgy&PMQAsR`uVNDMx#kVGh3$R zjTEgF9==7Lw2DF2by`6MGMN<#?%U6E!LwSlzuh~xGbRn0N{TC Dz5n&@ literal 0 HcmV?d00001 diff --git a/translated_images/km/rnn-anatomy.79ee3f3920b3294b.webp b/translated_images/km/rnn-anatomy.79ee3f3920b3294b.webp new file mode 100644 index 0000000000000000000000000000000000000000..7c841979fcd01d0f01cdc8b0cdcc28f21a398252 GIT binary patch literal 29844 zcmce;19+V6x;8wq)wGRm+iBR?HX7TFZL@J2G`8)ev7I!wZO)(e7LY1(t29ZAU>_zPwGd4)9LC<0GzM2x! zy%1$=$Uydj;i7lT>B0Ycw!L6r!%F~qpBT+OsTVDM2Rcdj>E>4-pZokp@3olseh$9r zTW3@ILa`F84H>o)MBAhxoy5!uc%{Q+oLfZP1+-U* zc?ftlNA;p}$Ub8_3+$CnbF}d1BnuApM?_4FtC{Ys*%;W&3A-JS0p!-uvqMy2QwdC>tY(tfLY-I!ASd5K4@)bbe7=3ty2d z+98fGdU<3LHdfKw#ssX2xaZJYY-Cc^^|@39A8G~?+&WuWz7^z>04z^@Q3(aQ)REgL znuG$hIt7m2B{kR9{QJ~2t##)4wk)`OEl5@_Xm!0@{4{MeB1mDiRwB}OK`dlSznl}q zfko<>QhlHR7P3O zxr0p2+Zlifyz?1<1of?s;cpVRCd7~GA%fiV-?Mq|=Vr~-iQg^-f-5+Lf{(D|8rJ>V zWdmz+5xqm77&o|MdfprFd1jp&@)qvBTfXW!x+)@irjOr>FyuaHYrMG7Ne>u=y!kCp zSm(2E&)N%5B|l=RAvI_mYAk;fALPErl|{6M?XdTn|9ihjh}TXLR~Ba`)cO#yqv98J zuXAAJILTX#2MeMk1#Y>Zz4jSeq)0F;O31>2))xJ_Mur}U{JS7n;?HdO&gngCo}GHp ztCA@FGmLM1T#j~J45Der$MC_5*sH*@(0tZhUYB{tb>@hLOiV)rsrF2#d%?{ps$#*n zw~+dAjg$iMBR&Fj(uXlUn|8AU>K3`^8hDEi%N)L6yrB_!d9uLPIKPz#%5 zwvUl%>piZP+!_HtNrKfO7z%Nr#7&uv8gx0NeQ!FZ4Umin4qO&Q~|p8@`^6Vh9iXz$f@XSmAf z`iobXdEi=PmT4(K2)g^ajZ>Z%;2m%i7zN~g0gkN&W2FOE=byA3oDPSU z*Mor?dI@0KJTI54Ucl$u|MK>A#Wv=$&+Fy!v>o`@+ksc<;Y0USX#i)rww24I3>%(t z_)coj%%J zK}$*jK%0<0Uhfilj~GU7j#CH;~DfUq7f5K68-Jzi^;@IcZMO zT0S|g^C25p1nC@;iY27KZ=z$nT@JGvEgFZREmLF@W7M`YUEJgY?|-0p{&K!JuS~M4 zj1M1waI$j8aF&Dk5+SndbU+Oy@?sm;md+e!U)|d|PDxCcINhCZNd|sO%5{~xv?z~A ze9uP1`o)@7ddw$C7$-Hy(1YLegO!~0g^U%D!s%GOfyh0n>vW&PgiqFoad-EAZ zw9N|Y?6We2ipU4Irg_nHE9l{zFksxRzPe^njK&es_NLRRfwcSXu)=<~MMK?;;%0 z-6kcoUO#yZruVDJMy5jprs*N=$uLKPPzm6VqBVrQFcvS!D@SeHi32KrC^O{+LQLpa`UkaKL*YV0;lE_QM-n z5i439QnDxmfnU}hY^M@m3?hjxn6KdNWlS4?8S7dWC+L9J5#QcXG!+;r3lSe&znMmv zxNJQiW{RRUUz4t1$vLXGB1Yy7n*k8Tr%^w;2(-YQuYi!=X+u5YhffJ>2LxA67^`j( zY|bd;UGy{sy+kPAfn|r{G2b5cDnXPa4p^6r!OwJ>MTFmgv;a;2S%41I-Z1(aS8e&Z z>QM+{5(a`4O@IoNf08E;w2(4-bkW;qI;_J%tcesqu{3nKe&{I8Yug!Iqw`-!vMVQQ6qN;N+RaUbecMhV6wnPxE^V|V)*yW|pnb^_2#(@q~~(O6i?d1e?}NI1UvCm8#JCJd zP7Ji<2{EWl|5xZOZ4kxNj-`cYMacJvTgu>*Tt|JZx|k@@n&Ljwav*uLkU7HOc2oi; zISDwQ%q%+G`C)MU96A69X!!6YJRh0!(?J@Qyc-F;3+2{GF_4S;v#^UmCDHgyKI-zw z;zu0w9enH#Q6;)!^(LmkD@SJ_W95PnSwFe#LCtp;Fzk0Bka2)NMKg7Y*ezv!Rc3yc(> zdA+nJqhDzjRNS;*Rf_3ASSe0KN#t~0AERN|n!}(*w=a&>h;zruZ%EF8qI4;XEs9yY zl4G>*PgLp9MKaVO2(^Jx3BR=_lpft3t!J7`|F-m6mMcLx8n)1|C1)PCiPaI;OvG7{ zQcyv#(m{TF^=jzw+BHD1y;L~Pm9X7ac_%> zfqA{e`^_obX-Z=9g}y9#IZW2iWh@@hIsQvNXx9YhyulG{l%h^^;1eV*nupy&v=WJRy5e^g*B#V6(m2uTyu5ZnP@8ASX<%|ZD&kL=f*1wD0%np zN#iN%1@9cM9SD5s;ML;3c-Fu7eu;lcyjfh4cxpd_YCt+pe_i;QhIbDL1n!@qytqw+ z-Hknry}XRB-g!jumIL>$!+~Q5AVA)gUPVCpm&NDR$Hd!= zhn40Ric9NBAWnO=*91`QJn9K5LOTzbzgK@ARh*&rGV#drTntos)QR9NePQ<;dN{p6 zyE`3}@z(hc3g`$+Ox+_5U}`J4}hufVG;G z`E~d%41XqQBjjO%BtiPXPyexLwC@sxwYOawd15EZnwDsDb&bCww#B0F%d4peaszhs zYH}5Lx;z~o-jDyid3fr;d;`xpPcYGZo$;LllSg5Zs~=>3yl6GZu(8iRau;WmE6s`h z#CB=(-!ymDE55h&KWHjpxEBD@-f^hW>g&=o+@GxCB7ObGWq;e0j%wG&rPTI4fBbR2 z1#y5Ot8RmSbgt(=$BO)z6!EA;Gb-L7pL!_F+u&WWB!kV;Z+*0nu&4w zX}D@O8O5~g|Ljh-4`qf4C1Jlze8~S<%?a*5JKoPzM9tV!*BWS}$4{-!3N3AxlZIVO zs#*P`t`7TH)z8N$8_eO-Bghel+k?C}kyi14srf&~wmXMuPaJkcquk3KvyukqS`% zC)Y{zxQ_Wvj-JKIhQ)+ux2;}9J38GRwn3+_r+5wIc`!*liPk)giZ7dSTTL9{#4jue zV;`<;-O8ia%Pv0QfQ6CqyUBq37XBGP1gBA6$CZ~oVC5$M(rHTy-OsGRv!gSb6ez6= z9s2NX9Lw9ts>p&)E5n&vu(+i*z{~8Y#qgdF6$yEq-}{;IG~q{~be8A+DHmGDsF~$w z;^5YjX^`9QhpI#8U$MS@cN%vdNAp+kwvZ~BohfAd>ENDVXcx;Hm1_Xn;739qY~ed} zhGBHQZtWAUGv4hfaLj#iMtAgwPN$tJyNX))7~*^hIt8ZYuN-F}fy@f1_?B#t@EU1` za=&G-?!4@?{SMpUS3wp-F6L?fiXpS=TIx{;i>&5tih+CQC2mRFw+6_Cbd2J+T{?Q; z>e}(w9HgWDr%ssJtF#G0)|D&k5~rkbNzyGkLr!7qRljA47JI`#V$Ez=knR0%?u?t# zJ^Y8lP5a|PEVwv4wpq>X2v@q`3p8v>!S(CBRTb0vEnVnK5F+RTPHa(yt3MaCE2{P{ zR6Z$SX~V?7F^SF?Zp&*Y?o?X&mD4_vC9%T(Ab~ghr2Ko-bZSHdo%M6q^yqZ+>&DTW zX2tg&mO1IT1QUwAZH<8~=k(?n_e)g;pXfM`fzqbIaH)I^UTvmJaayn8*m#Cx2UG9q ziG_|A!LJhVTfUs}vz%gisJ=XT%|cJr2YN1vvnOnPYLtkoi-+b$tU>HtQZB@Dqc(KOwBgNUd|iAT@EbHUeLnekR~#7hn5-sE;EO*u zSMs}mG5o$-9qH^(2l*w+v$)xJn=N>Tav-<aHb1 zE^q15Kvt{2#i!TAnnccp{0bCwT!WUG)L6X|1Do2_1mT1h=7wrXoa7ogLGmumI!J># zj`Qed=*5Q-*W|9V*DxhCzZ{#&GGzO;@lTDtr2lfUKN2;)tRwy_@Myb6YBFkn1x=Mk zn0Wn(XOWnvq^Qo{!4BF?qfjUAul6Kj=cPL4Epr+Tdw#w=m@zEO64@a@7e@(x(6u0 zMu$%zv_UgDnikN$vG*q^f^9(jX>`{@X#*zzgFruR7hJAk+}C?IIt8ShD|W&_E-0#0 z8RF3Y4GsUEdm0ps>Z$mNH@8?;B&opkL^iT4*OyhX-tgjid6qOSll#+N9~(bEJ(S$a zf1zFq1%cZ%>L({$%J@^72c32MDbH&6w~Q|i-x;4F@2&Y`O-3Q#Iw)k;oMp1&{Ahj1 z8cn^tC{ldDvUo{$4??gW@w8j&rv9v82lZeN2I9xmL1ytXZ?Jt{j zDM$Mgz5kxN2D2aXRX%Lo8lRI8jeF{%8uy}ygr_z4YbCG6;geAFQ}od!Mc=SO5>6p@ z#o;P`1`8Qc1t`$36F26~)dTRY8o7lEPqLp#lPgN6SPXcJXF=z9V6cVl6FQt?m_;^~ zZaW5fc+!?$Q$3()R@~E)4dMohVP>7 zdt9>2-ru>Q`#d4@8*!W93F~-a2>r*nFzft@;vsI3ngV&&3O0WfoqIZ7eDB5oGh_T( z%}vkJs70rk2a9H8W?1uT(_yl*o%t;3aj9Yrg7di1q_)-tFRyRGJFM{X(&Z zQ*xd+uQ*C<=XK%VX;Re*+AnBI8Fer=JN^g)DxN0w7_10Np8|4~0Sk}Dt0=u#7j{4O zN^^{|ZYAelmBawb_m@*B_9XlSJE;Mz<~>jK=HmlCY&KB*cz&VKe%87|&u7bT0`2zn z%HJdtC9@3rg!FL3YYD<-tQJ%Y%obQHq|q~*G7>^7JP@ddO~-dz`I4kB=er9CPoAA# zj8)(%UH(Q7daburU(@UF6vu`6*X})jBC!P5lRLv;eMPL>8Vg;6%2OzCvugL9i#inV zrmxlSbl8dKF^cFA7zEf&P0&|D}SU zl=Htc-!xqkzbTx|y`a%8DlmPCEq3#kBqbV%Uy*Ha_1xhv{-yZ~?ElF=(byg_O3D7mt=V|YzPr@|1O#X?`s*cJ2w)9Yg=3hd1 z zSLFsgKZBcN+=%nfjQ9(P{VR`PgEKliE|`Zm=2hhRn1Kfe6@Q6V(pB?ZR9di{7tLyY z@WxSjhjOhY@~JkGAVf(qLT;ZKAi36Eo)IR21(w(E@rqXd2Z^CTrDpXu4+QA+tPM+B zn0>urZu`U5<_`WKe!npSs3>(0p`BFt85)0&Q2#n+&Dt^Te;}faR?%7agadS2i5C+0Bu}v~VqV1U zu{!_eg7)7E5GaKVJ;|BP(*MkHt(V_({0kNO8_3C@fHm|}{R@5gy~A@D`MX#C%c(K~ zbN@_xf2Wl6$XykzuUZd$wE|rWQ}-Y^&TOgQZPGC|^)F$L^|$<9dl?L2H2G_U@jN!P zRTIZ6K@zh59gsAON&V%fyIb17S8aAB1%=auAy6FFri);g@-O+V}$ z_k7;ftFABYvL6%-s9ipNAQ#)LHNxR}-=I%`sJ(XfJLXCaY$yIRe&8u1)c;Bp8N~wi zlJ(SK-b*$a2(@xZvEd2*LGyEU^hsoPf@l;}H33utvS>#h47U}Cib;ux`zuU+^oa-QcEaDa- z9%j(sTf0jiCvyQywA1GI47hOdR00EoJnume)*%Qm@xl6A~Giw1C9BYJK z)Bexnl1E!&V&sPAEpa51-xb#Jb)+= zx;g)6!BFVD`+U6j*wN=dx!g~(@yiJQ!?u5wJA#$!tPm!{z-4|s*^$XAFZZ7QhK_h} zSpFFPx{3d(tn_&^mF5p1yV+P9TVf&bPgMM$%3U8|4(e<#Wd20e*P=(1%gkt||6B<| zC|Zm8UzF)UN?zsi=hXkDBwE>jg>gH#{P@qMmcRYFGg~lIrGY*8{S`SYDufcVg|kRV zgZ+gqf79LHeC{_L21$CC$eAQc!6VBMAj7;y3bRR!xa&9KvEXLiZyP{x`(7F5KNZf- z_G9VuXJ&I!H?R5GavIbMHOaHj0`RR7S5$O9tNg5`{pB8iLg}A1lJb1nZrW=ImQslz zDYlO9qK-nrEkIx}*6j~y=sjp?hos0UXTrovGdk>ls*}o6PbX*)uK4-PL;+?1@h=w- zob7If`SmIW-7aSkjv#1FqW^gducXpcKFVZ^mlr|emu+e@pe6i6RrwcAF)$bZ;-*w; zQat`MVg9ple*HRRfF5GQ> zcR~!cDPa|MkL2JI@dLxLRGFIQ`i?d_`v<3`0B&!IdMYA2AFoTL)8av&6VEB>Jv2ty zz?qY_4b12%VxF`a4~|PyGfAO7kXws;gJ%D)GasKJDT8`mZz<3EC(Zfpi0N4j^eSZ% z;1&{Q&(R;X;^dvAMa=T@O{7bw0z3FA>zs)rvDkOU_NxRBaLcVgJ=@amYX+sVg_kq- zOur(rc6DkvOzfl(xJZk72*!ntFaKQd)He@T*CS+eW3{wN9RMJYg#ioQoeU8}%Ba$A z_=eSmdbt%u*@#wG{v6beeOV)5UG!uhJ~n2HikX-pfTg}+-^`|;bnXl$Ns%Tua#iPMIH*VZIkGKwlQ(l`vG~vgVBajgg)#Fcc2q()oqMJnyC;3!A zfDh~FLLWT2F+J@fVbbmdXl(=p<#{bY{QC$ZhkI$vq4x(48Z%4^LD}Mp))M3S(@ZidL ze}KV%cIv0~i_%m!AiYlrIdDSRxQ^OLXq*A*(}wr+atmhBMaupv=yECA2QxnB^S%KF z%^xvU4>T@s3m9u)l8{#L(c=I{r6>~sbqI}p=(q2&R z<~PYw9!+3(Lu$_y#198Jd~Pj5xhGtK>70MZ7L3kxN*O58m{#x273r=j;)ERRe%<3? zR!82906F@Sme{Y!{s#ESi=!yGm-^|u3S{k`7`n`gL1CVQY=99NWkIKz^@&^$QI7Ea zd=w0gOZM1gTUb&8RTBZOGhJF3aMZ;wKbx-Ptg<@tc9%A_alCTWByre26L|?4D>O-4 ziTE%Lp5dcl<@vx=R|Tg&W_l`jyxzWhz5YS+)0ZzQIrpYs>7ubSQ)oAEzUKz|-FUv% z8cWFRX)j70005JPu4)G63x%uTo}XapmnZ}0om;%rK@y)6?R6z)Dr`(2m}~UPeX9F- z)U0JuISrp)glu}V(DDsjgvoJ@692XWw=g@p_u4*+nMSZQi3CA;hnCOQ!Jg{#6n1g4 z-7`2?RFCTYTT*QW`=AX@`BOWJE-b?CTz9p#TM`DdnRyvHlJFe0r-kaIVOqvC9!#2( zu-a1imm)iM_vvUW^y9dL@6=UF<{O28;i^KxFM+KTI%hT|&8S;cds)M62`rE8Azx*N zC%*f{dT#1WdD~md=bDs*vs2_R6wlrcnhx-U6$^-i)_%D<_rp?~@CE>gzYrHaS=Lyg zJmT$1Lp+inq&v^oYuiGFzl+U|-vs%{+d9f3fwo((l~B2@!0aXPVhemRzQ`Y0@~Q))6tR+^U4PkgMJqlz`Z?#XNVkRU3V@)Z4q zLu4L@9#Z%^<$BKNFe%%>P?Cg3%{ZMh8kUkRj;}kxU0Vp)Bm<5YI^G#_-hTz1?(njjlTvlneT3+>X?H+6B@@(rrB;84UU1+gRyFJV?1HMgiRLEvdCU%L^_r?huam+H1MKHY!!ZEkHEh5}*Ilogl8ZD* zIeT5RdK#L?W$$nnBn>&VE_4RnZJIR(kF*6XfAgm4+x_Bb005G3YzF$mx)pKi`GN`RYl{FbkkIRaQOx3f8+AT!zK>$y1wrjB=W>!tl461RqvaN55V*LvgGN{1o zbBg9TJhQ;2_mGl%F-2i|0?rpI;574_Fk=Uq-lV(F zVM+mmN1(IDoWhv0u}^O}Gz2q;l#LcuN$wDzRJTsnEOaS#=H#7izg~CpBM2hmIwG^z z8Fgh}nR0?Wwh!qZXo>Sy`>2GJVdX z<5@NAB!KX-0I29ruEEBZ5Z~m?Y>{y4nC}3XOxclo@6r2reLykqMcBG_QnB7Cu6#ZS8Jef~}gUr*{m3i>@-EXV#UQ&|xb=n@QnC zN)F;gnP-5O%C;?(sDOOSrG#sYVgjZ*05PpB4kktW-qT>r8|-t5a!8H^3^$_?xQ^^w zll&HUBK2k?ET`(7M-dTs>y%9i+fqydCm%?rB(`a6 z1#+qG!xrT05FODB8#vt8ruP+w-~;ImPSfGe;(d6%Sv9`b)F{ycpA2_td*{M z79z`C(Vx>>7Q>{yFstmIyJS>lGkvw2U08T<){qQ)rCw$JgRay&s3=XF@c*Jll&UnP+x?mLMlAq@NRe$Jes}@dG zr8=_4poe56x^l=dHKs_90~J!KzD7W~ve!VIm0&5n0kwBAO8lMhfte98ueC_m>?f21 zJ@aqjk)vke$r@5Zrn#VU4!OwdaUe^Yd+Ea)HNLDVllYiQIh{WC{g|V7N~@M1BR%rF zEN9L7FE1tu#ieq!kRlpp=X^z!wPTnWJjN2RR6u=p=Tem`fcFq{gOJP0$XE1uU@M_L zWj*E$3mk)#jAt_H&l+A$YXDGSB@J2yRpecF;_mdVnx;BjF4R!$V;5}*IoEz+mgKP} zcxyF&xnn@>XG%ZvF9*B?5XR(%1(T~h;5kdj3r$U?GUxls3N6D?0yR(HPbAtLlRy-L`(x-F7sN2fM1Cfo%4&3pOFB zw2+*g_&z(Ga)5jhJf@W=a*$)Kz^^IA>r^_W?pxpXgWb#Ud-yqw`waXz`RV)nld62s zEn%c|LE=UOrzr?_^__>n4-1Y2G}i~8-x+k0>Yt2xn=oC9_L($=#6d7y0I)eI7u;DdJjXBOn2>jLQ{^jKC8=ED zbnsTWj{4ypM4N7eFGDAm1HJogpJ-3YE0VF+<O6tme{m_8v{dun z`-89uL`6c8)N?fbrUxY27fhM` z=38r6yMd--guA4@W)Gxe@%4=z6rlt5h* zW%=V^L1x_hR9y@|yD3){kAbV>au6HA&-V)>{b=I(v3W}P06;0yAc-z7R(qiK6Ub2^ zEw4g0)Y?w@n!=0k6*sRJ$aF{I$y#fnVDH_~Rs@lmnZG5mdLNDRdo|XjEEdtgcb+w5 z-Fv1wz56v~Ga@lZhR5mXi(gl;BO$QR3NjO$No zqU@(ky*M$@r0P#srkDIU5c4Tb=Y5ng1DFqF3qKykLPjKwKDd7WZGp^*mA^PYWCIUk zGKGwJ^h*N!nh%N%=}VLm`OOOp7<^IE^EkkW#7c@{H^iDz zRSTAu;7c6(lA`eRVeTudvv8a0Fy;Z3{frR|Wg-`Nn&F2d)t-i+HsOXT_(whXSxZ@z zl5;40%2z;2p834#N3WoLlSH3Xhf?QL0RKV8u!s&kG_s0=n{BD0^av$$LU7e8H<(r5 z0#^1!D4(#DfT9?2{9`S7v~!?UC-Bx+iXL(h8%~BNAa}@vFN3;$7dlc&ZnFbqg6Mb% z(edJ#&K>T1(r2q>JNixs(+Z2AJ7<@=^BoAJEnV#JmHdEL&0PI5Li^DTT&409 zulzb-c!=C{@zxB@x*Tc*$1vtgRE?(x4Sx`eAaG(5`mn~y1T;$8@>EC3&8?76Sb?d0 zG)>}i3rMT)j`&0A8%w25qnnpIe?NYq2iF{VgYNqPR(M9ol~9Om=ghCw{gmlAZues6 zbag0EB42%$&%@%ZVPMYVGCqO#K^CY~D8>4scy(s6tyd+}S*mh)0c}l3?lgXU`(kO% zS7k!HKs)cF4K3dPI`T2PJ1bQUtPR8ry~;z)0odHI~2afzf8u552}4)W=k4HLJg z%J?~LTvmxR+`B2UjrTFL6*4;}c{Z!%ZOG{&#;UTg656&pM~TkGX$@eX+z9a z0Ks$OR3ZhAX1-n1`CCFaybs**EzBN7>u~Bh4RO>cSEyflcg7xVOzzLBG6Y%4+bJk+ z?+$?bm8$d7X=~fL7HY1GdpnAih-8HQVCa^W;NL{I!PtW`W?iovNE|t9_hhMR*7$JneLAhP9SO6&_Im%$QTGlm%kBzuHSJc|dGcCLW#zUh=HNy`GT(d3HG zGd?3E&X9-cP22gW%91iIKk~9-zGeJi0riQ4*_Ttjj?&V{Q|3B+%rj#z1PV4JwB=p0$}o`0XOcK|YJ% z(Y*_=AY!yVbCYdeJHh}iI8Q}&;`iUw9dNQAEm_$F#DwoV&16Q#eb`igs>f76! z_v+i+g3YG>#2g_B$Z?VD36KVY_eh(y@)Ul@uotNBcC3fSlcv%fV^8P7rLClR@|mO) zjQkiu)Hw&16?mFq+cJg=(g>myTjqO~A!XD*%BOxw@B47Xh^M1{5zQqR?dE5}42Lv? z>L2noh?rR13lLc-!8_=PtM7AGedGF^1gABdH5AEl7ORUT5lSI6QvFMjsC{Gk!bg8tSXj@d2x1&+dm z(nW)zJ^afR(BHeh7rua8Z8y%krz#jFt;)ADQ4&w*lZWG!x`o!egM`$Q2P}-Lz(dI! zxpKTy9Y-?6*XCuZ=QYHs7$c^<;Z6fYmU32F~S=eJ5JSS(UNw2f*AJ~ zDV;CmyGNH8*jwCM_*}u9;1yXF)m`R}>>-SzQH@-7O3kKaVW&q*QROCc8Rxrat9J$@ zm6B4b=oEhL=lx)kzCXM}z0vWhz<;12qOb*$MVLQmal^c6WXZksNJBWqGPdy=DE`LY z^QpzCoDn#H4M@$(d1=S>+1BBo(okW~d&_zUwq=aTKeADktt5fTN zH+|JYqdggul)n@l;)(Vlr;I)2JA?Qfv$~wT-^!lLtq|dD5qS-}EtjO4!(-PmO~C=i z1qGy@y&a0t+oBl-!!Hmr4_>@46Y!jjAr^u{T?YA`k96A{K& zwt*H}k9X$uwBffYy?hH%|k6 zA8I5-+e~Tn=S`y7ECccYY%5q0xO*<$y#kpq$+;?XlSIcNDR5psS~Sz0FesD`ztqji zGPMGmiTR~j*Dl2|8vmT+Ph(h&=PHAz38FWVz@32ZMVx)qY;NNx>TSBO;zHw)NDA1S z7O-0l044W`+TBO&SiwU5LVy6=nJQ8B>f0cr?_acx3zMK9`9XEFC}%bJ_6tXg>Z(Vk zzIE6FEV@$mxZ&T59?>1ZtcI|54bQ^9smvoFH37?2)-@`R_UjEc5SY(hUwwvFT9t+z zc)w;qRxFz_*IX8_WLwWb)Yr4kfES#g&$%?W7De|liwf2>*I@4z*v96ZKVj;`K7CQI zxWiCpNP+A>t{!1=6Bz7KM}`V}t$LMTX}#y(Ieho=BGE|@7${toKcQSo0ljxfgF0Po z(&hAxHQ`h7Veps70Nyt0VbM&y8J#?c^hY@)(wHd{+V;(@E355-lyV43u1^}!$qKD6 zW<%7c`wcX=K7xU0tO};7IS<|!@1Dhxq=RPUUK*8{w3h&QVmwp^KyuusjNa_c4k|QrmDdmsXVN9v-&f z!8O8vKgoeh<2@bx;8o`xlHVt(_&+QkalL!IsavNyXa|-GLjztdy`dYVB&F_pMT??O|R?+=S`()<+a@ zes$Sbe6xsMLKKvyvr~IeM+CzD+;9dGq9{cjBz(TCZ43(L| z zXtNBaui$E2gF`GZVjAweFih*?hf4SNy*?-WXNq)d((e)JFeQ1DgQ)HMhKc%(QlqD; zZ|xdw3l);M@Uv{Q)-MdS`wSjNOp;}ag@SJ83DU+un0f=o;^6NV~p~GF-{ae=C0gd|}##AW)K;{$c%G{GqaEMh(>d;q{-; zsN`jd4On4C2Do^n17je79RBv}F&fSN==aXXcrqsSh!>rkS{8RN>}7sn4a5Sp6VMxH zwR58o%_ZodF7P!sNa0F(1XPKPSt6~lM!yUDDs0TYEqZd*RQ^S1Iq*5q^aMeFTw znGS~iJAlm6kQ=6@&}M=2l|j(1hN5Y&&Y5=MT{mQ_P!Uq%#$G?o)oOv9FJzsg37?og z6yv@>M6Y*KWPV4X2e9#k7}}C6bEIXltGdRRRUSe_<`c!9BVxs1ZxSs}Q4zfq-^Vr8 zA{wE}amjUvVlInuTg{(3#x=Tn8~&}M@9dVJ*=Ju0Ka=&R$G* z(6NEqCVrf4DOz)Y7i%Bbk2de*ZG9ryzLeVEk}81bOKxpxaS}P{)9FhPd#%+Aa8yvV z4HqS#iO3JregWKxNfV^^N^lH4AQwFEZ6>1`j{~TA0Uh!rO3Ir0FGtSE)?pe->b+$f3(+!5hjQj>sW}V!Vjb zI{>}d#nfedS||GeJ_CxeU_FS!oE6fVY_u6!W7=1P+^h0M3i7_ZF`vpE#>f<@@gS!j zIv(<**S-|Af9su!K3b;PlAn~U5k}58?LI^3k(zNFo~2buJ#@%3R-U>00HO(gbhXpK z#i0asnFoQp$gIXmQ)aRS9 zU5vkFic2dV41I36=QyUBqP;IXEVbrVCkef?#Tp$10MOE`%+$nV&7rc0vKv^?G2f7c zUe7%`T8N>Qn&oT(dzB)TejI#zvvC{%vxwYs%Jfcx92>DG)Y80jq)S+w|ddOgS@){Lj|EFJ6j zx%oMn5A2e|KNc_O(pjA`1-(mm8bC?pZYe2z@5#Yb7+W1NJ|{3z-Om9CXORIhxFh~b zvz`+M&EO1zkD1$1O`0haZ^xj27~#T@-K~eH4b5&Y(;cuKEoT`oo8Da;3t7=h(&8w4 znZy85{d#bhC74*It^)%+`{Qcbdu!*yh*e3JoWW$_Jo|AgU9F>>vXqa&YP|$edx=AN zD?s;SvZBtuqIhMJ@j!aDN|PDknq5lQh;zZqk9yDUQ{$8oUW<$==7yRCBg`|4pPP^YrPw&8=;c2dr7qF0IHD4o_Yx-|*{$HTm5r zD5ur71<0*I?Ly^U2W;)JJd1V>`7!Y6T584MXg|5~7;z6bS@FVOB2At=NcrEDc zx3Td0t4}0j_?%95>E_ey@4v#+AYzNZN1JKy@|J2i;(xqKmxY8-n(wuy!C|>8I+IT_xyF!Z>6h&+I}! zTyYvaNQE~B6!p7bUC5(mcyMsb0FC01n zuPV3)PF1YZQ9v&8sfJi`T|{iOVWT^W$W)v zZ5tCinb?`woY=-h6Wg|(++g$9zHQZ3?Zfs%S3h)hcYW2}=k&qX-?rSP;$w`lNiyEm z(JE*`5Jx5FSlz7)0k-oQ)nyDM@G~EXsEOY6TU%}<3v6b}QG{mMNz#d2$ z>+uN;>EKQOF?*Gk1A@c1$l?_i>78Cgg&2fZYb2FmFZxz2S!zwU8!>NoY(^f^3j>|O zyXW(#bjLpJoeYe<-qOcobt-nXf3<(%^X5ZG)Y6q75-rB2-WE^>DpEM4T4^|iOrMw~Wv|LN-xO${@w>bOgM$4z&CJBzD zb9itX`AlYl1GPikgUw6Onx#I%L#ucFo9Qs**Z?yRq2L`S!}--=&cPBh&)s+`UpvXFNh2p=LThTfp1Jj;5R<(ywK4n|E|%XmNf zDIyJZz$^~^a3^_FM%0(<(q=7&qRQL}y8T^F z3LsX^?Zk^zdhdReX2$XZ{NZ?i(K&UyD@TwMvY>qa`>tEe7WK?3GBPHzqRRak+XEw0 zd3O9$cb1TRwA#Mix=0Von02=)#p%B6Kej|kU$&|^;hkpN+VKi79l{NnSg}DPG}DO< z9~jM_l8v54n-n}Q6qsp2s(w<(w;Bpzb6UD!Rm?y)bpHs<3thpfLHlr;U zZT{gV;9n+CT$pnXBgvl4*X5jh(L6xUdn+ZV}sw3 zvP}b2pV>f^t>(ZSA@bP84ILO>{x|UZhDkbS_WltAmZ)M zqf0Yyq9yryd;w*!c9d_6cOO+zk9o?zZ@O4I2ugc63ul&FIXdeBD|ZnLi=k0D81 zg`NDI`FT&$bzq{|V+s{cil{CwYyD}DnpFmmY29azJyO2VQRwE<7awZX zvhsGK#w^;YpG~h;l^JwiHG3Kd&^~!Wux)g!^7LRK-2LG#hmcQ;AklADJbV?r!?HE5 z)c(d8^UQkEC9WCn^Z-Jw*(~R@Kfr#`q%4=rnVLw{;v!MYK!@O_j_>m_rgSHmJO*&a zSiGN4z+C7{5X1BnO>Og$3kiJgXt@j`cfp}+<{3ovX0kg_1ywLnLVg!B)56Kyj*l22 zGSFZuGqv|(yXY+b7xl;E(H z{CKW*xbr(kaZ0x{b|(rh98pJJ!D1lPzeCljLsN^WuNr2du%)PeZF2y`mg+0ZXdV;X zUR5dsTmShQn`C*yHN->(&aj^{tn+GkR~B``k@oL!VjsOrUqbJ9IfL8>)UM#tJ=vNf z0Js7>qU{ge=J)^P+Ji&?fP+ zeb0i0u~3p|ELwOvB02X)J?HC`WF^e+pP?VbcayrpmTS`Ukm=1a5$SJ*ZJKI?#hZl$ zs(eY*I-ucyhn{1%xdz0y6%RO1MP(s*QP~%$fim=UiFVLI*R0|+6 zT<=%_k$Q3yECEorTZH4m2RQX*x;rsX4-3QAC5wP;PA;d#963NtQ_9I>C$3;mpj=&j zJq?kyJZYX*a8Iaw=jKL4tdOZ&@)ET=}%*~G8=zpTxX-KGVV#18A(rVG!CdsuvZWl# zb^`SI?6Mb$ic@P_c}!q)!s(RJ>h+O!FMQKg7aWv4=?QHyXo#--e@y$=l9N=FD3M_M z#Hxd*j?RP{XUH(PH>7kp~9k1e+dwBYUq;QmR(J z?JY>)6-o6OU3M&jR6PFaf`;CHQj8Vns{7`w8~s?JLVPZV^x|C^I@P7z ztiqccH@7yq&9aSLnT2(-V&%R>SjA3e$$69U%9KNy$j1@}eUxNE^@xokD>VlQ8?ukN zcZv|y1l`PC_|aB5IP-BJ->mJ(U-n!OO5I7tOjfh+!}n?Q9^YfLyC4W>GTIb|jaci< zz1r~^yC5!}Qh_n6UosJ9EWK+S5{6rZqwNVOme6$!(&{C#{_Hmt;8@qC(P^ncg;(rgG_5>-NVhRCpMVpvQj4S? zt-g}5W3+Hg9yS>!(2!=OuP4!eF*}P9{WZS{*kK|8XvQB& zc4hrZQ!V5%srq1R0Ru19CA(|q0=XO!ocvf7tSsvr(_5kX(34nR1qc8@6YGPDnf=Fa zZZ52Ei{@-5#Z&9kWH0VoeAppzJ2-js8lK;V69f{%@a8EflIkVq856#Z1y(VlmosuO z2UJ$NQnVxam-yqqA}my3s;k+eQhG3d%83L||MCv4e)=P}2aWXrVbwO^WdZ>aK`$oWQfOol7uD$E`j zzMcO~v!RlTrG5l#$2ZlX$>=D@f8+Mo&D!aN8RwwZ9fQ)jbTk>(cHniRZC2TkqsP!L zq&-P?{bHq+E7wnRkhkTbx1GQD6l1STqQ=8nbeX_3o2YgZ5miv8mW9q}=lOG4&v*rK zEZL0OjxxIes0mw&Fmj-Vpm72+e4@%UNff)rmPL6GRIp{;>GT|;HpMH3nt403Tj+Q@ z`i+?+k~lO;Mi1gZU+8Ms%)(>%Aqp!Oc{@u25HKX+!Up^57f{;3Fw@%h?+5rl;*UXC zf4;CB3I+5^$nVhm1VMIE&6N{BrPl;|T(0AhuF0Q0^h^Zhcpc81@$DtGpe zmqa>Y`|;4!^JL0W8Zt4UTm9U&vkgY(=S4yHICya2i$5g#s%8p3()$4GV zKm3G281CdYG|&H`rx7ts(`-wiITlznrFiTEfp|KV`D@4aFIGy#k9cxhc)tV4d9hMF z#lexYf%_rOily_fOn8Ht+4}WLuR}V^Ye5ql;w(-ByFuo!v2pd|^^!{{%g!pII6!Nk zcOb?iG<=ATZQfYu?sVhkp5Mp^S3UvM5C|w~t04Yw#7LUEF^-qti86a|;=ItxSg!u+ zXp{n&HlZeWXsrdMDzMaOG?0BMuw8N1q723076OJ&^^g{OYzN18~u> zectc0@(xlDwXAzF9SpOO?Gekm32u#8#tNt+(s^MRFb$Bx()J>s-X{&1o;`*B+7^ub zq8cNf2XYQMk)DYz84<1sRY#1$XkIOS4=_6`CAVC z*hZ$@dhRL!KCk+LsxH1 z@iFKuN*|@vBT4V?`IVL6Cs3W4gF$8>`zBDKTc&18=6_Ct2Bkk0dJ%ce0|1>{vH*Tr zzmJ2XA07r_)-Z?q+Z?8z*R?HmB~OG;?R1k8Gu4E1T;#rp=7~yat~hWX|0@)Ak7GY5 zDJgnDOe3~5f6naSxW%AT_IOlWpCoofu-wBFMWQDy!Y?F^t)li2+)u>N`=e&x9w_m^ zMU5Gk;)6DcV!p|c;OrDXh`ADp*COw;(1?3zNBE5f`$6 zVr{S4Fd$}AR6P;-*HsUzQ(XrNTzl;s5GMrlTeCF;Y~Vot~pl%vRRaH>v~itf)A!ik>0lL|DbZz;u` zNZ=+Mt5pVkuq7f*+0B(ZH1U4s5xt}!)3=D`KjBvW!&e4|w@8VamV0u%h6Naee&FyD zf4F_pbK#Gi4^w{yeuwN|gj(-ow~9a_S7KBT$)25#n8vz}u?w)RY2=eKL4BX=6M0CI zz}O26P;0nbJB%bLa+LVo`R2Vxj5csk2!%^@-vsK6BY!jz}ne>9$jj@9B3untod-(m)T z1!D9E8E8gwX(G+atk9PS(5$pBMEYL6n5bE#*-nooV(E9Xux@HQAt+04^#CgZaBMd!;IcHZz-vQEYb?iMmA%yoaoI_cu9KGr@bgX0MO?W zl=WA49ku&ru=k}+`97nT4hp3k`N&tr7!zU>-v&*}k?s|8KTC%@v8j=8%*@Z_q$_5d z{@u0bJ!ZY*9?nc+dj$_A*zw1Cc{CLm|M1+{NH7zx41n$q4MT#0)nhuNoAo--u1kwl zV}9{)pfmi0EA$%WCl8HQO`vRwd0*l43i-E9r$Oonk}zz zG6_OokWLHhIp@(aYV8N;_@yKu&*AODU~cM?ltk+}OkwQL{XP9QIZ2iB8T^ceZ3mF} zt=1Wola=q7fdCa9_JsLw1Rl0s>GaA&u@T~c@b!-q9ZctRZPb(e)U=AeDp38mZxzFm@ZL3&7 z06K3wS0frpI@Opm$F#oFQ+SjNTrk&%02*wN5b~hl^10?L%=EqyziHBwA=MTsY^XK0 z0~%TCKgxl#5g&m|WCzwCw~Hr{r=`w=hd29GnM4zRhsY+SOSWBf$gxWkrv?2C`vcmj zqDVX5;;jZ0o0X@12kT02tpfdRrWQ}-nn%7Z^j0VgKrRgqOEQx5dj(8fZu*(zPsr;C z<{yjvq}@ZLw?*$Y4NnMN(mBAmNRuCPC0M5FQTJuFY{P|qRBPLvBNQDc#c^nU28R?Y z@H?75@Bd+~#D>cIo>`AXJYYVpnk$9L{u_E487-?gJ>^6p?oR6Z#&#pqeXOvMK*h+I zmR2{(@ifT~TPCp$AvKJB+roE}hi=3=;D>kxRcRChHpQ3JX0CYBFTtVT!i#oRILhP5 z&RRsIjlQN>+#Om(-9`CQ)hQ3n2XXA=XY{69J(08*G})-RZ}QG87qI_O4TVEoBiEFr zr+DT4E&_6j{4jQ zF|q~#*}vw;s;M;3l?6G^ls`u~ct17zb%0MPer^@_V=V{|T;P8_;sJ;22asF#j0Dw4LtdTUMvU)z|-0=j285dpzz!Bby0Th_BtMhNbQ+TVx={;=! zqnp|w$fJhp7^#==xa}1H1IXVu@~G@XVmg>=*mA;gWZxUsMJ>pLO1H$kTGdQk%c_*( zV3speFY(e7y^I}SSt*eFEWQr#@BL{n!?)|SuTsf39f7g`UB9lV0{2pzEO&7$?L0!Q zcJ@^n4eq+i?$vuN1JpdqBKD~MRO?*YpXf*Mk;_9K_MtL6x)>c{6iPNwW3Ov8Zq4I`a5B)p9MyB_y2Rkh^C{Lb+<>%q#hz)DL2vwr< zl`_;s%NGZD47kDVCtjeIoSGE6sIKFmE1hVCCQy<*o!AR3xa6k;9SQ)<;k9O!(5fN# z03h{rSr_uQLeUX&T-(8nCoo_G^ti^KmRtlMy0mW6A z95zWOb(9ZWK~c4c_3B{~o|8HM*10Jm-C6-Cfx?S5T-7ZLAHJkfBso2tr=^Yb*bT=c zm`e$VF!&w-X(WNFD$mA2kD+ZyDUn{z)AVQw`gWuJm!&^gh&)s#anZca-E-@=Fs^(2 z8PS|uXRXZes&*&qtYjDDMox{Ra^c6GBM4@(I`2~O z)(?hh3eD5MVbjO&d19kB=I8X#8Xsl~)&Rhk#-<9<@B_uUXEi!F*Emvu2f zOTq0rBAN*dW@=O!Fx`}^rzh(yhg0bu_+NUTi%mvvzEU=R$J8lKX}F2Odrjc}GUvll z9D%S21e8e)7jHO*nE=VRsCJY)FRy}FcghGDq89K`x-GF^qcCQS5nx(Wroyek!w_dy&z}DRMeSPOQNvU#5 zGnZa%0~e{pzw`LUjc*Fr*#-BgWZBfnwXFt%K5+t$qOpevcGOr%ZHO1mrSnsE30B6} z2FZhC0vr1^Y_xxCqF*pe8x21R8xMz4NM(%C_M!l}K9Ov6vR8^~6g~#`^j?JNYAY*q z@M*+|+Xo7Ey{ftvy5V`pLy|V3KzBplTuZ)}i1o}r=VN*T#Qr^R4CdgUbnQ=d=fR}I z$6uw2)JFs*A}VitAecwRTi#iwLbFNU4uJqr@%bpm9UR;l1au*|n}-Zr5`Miplg2=Y z?`$aUk`pbU+B+0GNCfKwZd-bB*?vTRkSuh?Fjey(?NAr@Egl6{EPE=OG3~!ja$b)^YX5ZU8c9;(w3X#+g^&HkXZ>;{Xk^g(B5FP`sD2Ry9@gv z3D)mT)&1|e(#gvLuWjPha&R1nH9L9so{MM2t|dh|{x)U@#y zAZ0cm@vT}95B7T`T)1MhvT_%qp*FumJ#IME#BJ`(nh#s(=rekhE$5Xo8jqn_cLmr% zu9SYKbvvj4b!+t8UanOW77ae-ZlKmr;h>p*?qu8?tY9VIlGXyqUMq+|n$Z1K`?H$q z+dn;95yh+7h0}6^-+<(O5_bYqL!mNLQ;=!rj!VMijgiVTF#tN{yop zv!pf4$eiK=w}VV2fBm{^>41~pm#&V7{E;v=e^Z!W-#?g}y@TkZ_x)7V%jrt}i_`Jt$)}%jFKA2NzvOD)K*4A_DkTQb4(fF6GN|n-a zfVsVp0|j3!L_)lS{pBb{aT3hYoF(S^P3_y8DMdb`hQnwKhY$#$+#c`b1u}%UdgKNx?ACqhBvhdQ6Lo@F!rk={O`SZ6e_At~(2{uo0CkS) zy;q_qcmM!ESKlVFw_O^>$jN9RmgK}crH-&Rp&E>Zsih>A^8ZuaH?^+Z{ASKl{FMHg zt+{S~wOTWPmBe2OD(N^G-Xea`ZC&cKw8O#;n6b?6lT^lzoWKkP{-2xJqNE%3x35BTI7k13Xk$G z7hfO&@D0gDEk3NZ+OIK^XkC!C`QY98^U!vZ{2q&VnY=~^rNHq!@LZC9B%si_W#tBB zJcqPh>?^|PDK%@joIwWcPqX9*fE5lqjBFg`94%&6%LKx<BfOBUh%I%;K|cF)gfNf zyx0W{(2lZDX8GJ~-z&}k58m^!wFR5-@j$6Pkoo;L1Yspdduu;$wz!?m6k;UtA53`-Da948B&6pco-Z@c96@o(CfDt3D8k7jmG8PJ$>eE3TD z(o}WX!{_Hw5N+%dZwY%5%ccA|hb2M!f#$<^PnnUS0=z?-Y+>SwjKcbt;aiCUzZkBq zap8Um&IW^eOunuO=)?^(n)fT9Js=DX+Hxeid2cyet|%S~Wm=|ui1G3Gw+tRE(A3iz zAtF=^0b@(uJLS(d*h96e=FewW$o(7%I+*0up2(b3?{0&AGR10))<@*T1(lcj+shj2 zM1(R7p&2k-YD+FLZP&vd|uZ{i5zzInL`G=>~IaMpL*+x$|+cL2sQVaXd=I%iUvizD@ zZ49i7^rrMG_sI;DIa7fnZHpcfDxSvaIUl*B`V=o=E)r?2j4*$~qNm9h zBZZ7%DPH$?!Az0uWwe%n%jujrLo}RTKcf;V)ge5HXKc&C{x|d_sgZ4$ZzAV>5|ko* z7uPVhWvXp|B;mzb;3VGn3r*rG&pt+G8*Y_V%eAAa8?I@TjDoOWm^($D27-yl@Jjt_ zW_-AjCAYa_14|m^3RD0gUmRxL>qO?#*R7s1lK@McFrr$q3k?%h?CE_%sVL0o4r^TS zB*S%XhAD`@w=yP7V&(z?rna(M;M&cMafUYl+xtZ(lZlPcrP)Hzua7Fn4qKM0x?qK; zG0lqLrrnW7RG#E^uMV43a=KQ&;Y9*LX!%oviJgpm=^KNitH}1 zqC>6(Tib6a)ZbDzN6|P%TR#xsXP)!D0hV@d=M^|D3*=8| zdDRFM2!u#RX21P+ilJ}ezO1=mt!rcP#>awed(1*#f4TyX9(TdJb&J}pec@oUcFtx` zp%ehSv&8=}-fq7zfn!4jkJ)=bG$G7vbbiD;aLwZAvtoqZbCSS=Fhe%vKe5K~Yt&5P zI+g)ZcV(qzuWg|&`udyCBIw_gFZ94w_I9WWp<$VC#2N=--0iSx4U8Q_p`VXOZQCYv z^yIfvY4;(>L=|2rZ26D=W?_j?ys+vmv{p=U3Tq4<0DwSivk7G(DJ77o@@{Aub>1<~S#@vUfMk@6RSo;B>-$`iFK|mf zKnSC3eYky5uE(Ue22E3u5Vs32;!;tl=G>GbLd;;Fh}l3qWfAIHd%JmFr1v8d#q-N0 z)S>TB_}(c|xz@uu`s0s#Np~*QkA*x4Jy3Oq!NvED&)MU@3G_KEw$CsK*m~9>*pv^D zjM>c~)h~qs0A`0XJy2lXc&}eKs^5#2NSE-!LLdf)*IJYN_4lHJGd|I4p>HEJY89W5 z!KId}@?M4)n61t8#=ef0cSEZ&!}gcbG4w-KI6o2E^?-B&1|Kag>e?>dlT|zK-F!rG zTtlU~vX3N?1y`Bso9|NA=Rk+_l$Mq0k1;h$qLx-TVfi&%PDDa!Gy=v@K!sIFgkGP1 z$BljXO4dj>=VkX>ycqgz?Yp!{fvFc zw_ck4#gv=u5W`yOdaYZ_kvK%R`9s{J!))b6K{>-gjvj}|#8$mVPiIY03lVIlvsuVu z9Qz6KHJDnkahsGa-SS7IUa2+C5z@iIQI~kA%VW*3?qm;%y*)h(4)A4(Qo~A1-Jf$$ z>Ubx>Mb~5Qu8qIr3q9-+obY{dg5D&JQS#mqiqy+QYG##(6)0=)g(yQ>2N9fly-C4$ pc&}cZo~TWuh#5fu00pj6G*U4$xxwaQQ@lPwf6rg-3&a0e{tFzO_cj0k literal 0 HcmV?d00001 diff --git a/translated_images/km/rnn-generate-inf.5168dc65e0370eea.webp b/translated_images/km/rnn-generate-inf.5168dc65e0370eea.webp new file mode 100644 index 0000000000000000000000000000000000000000..191d86949c9b8b53307589a46337c5f67545193b GIT binary patch literal 12808 zcmeHtWmH^Uw(Ti2xVt++f&>dBcnI#U!3iD`+zNt*1b26LcSwNX65QS09qLx{-LLQ0 zxBGR!amTp7-aBJd)vh|b_Bea3x#pa!>L^P|NC2Dwpz&H%QC*Qw6Bz&iOz5K?5x{{3 zL}V2u^)Ubd#E?#D1B*X7Z7U9^f$u}xYrC+ylF;<+flU^y>USTD^^gWU2&_Gy_cJ(M zVX5M@JMmxGkeP)4>Kk{zf9WsK=9l-h2?K2d98>=Glswq^t>b>fjEUiv98W@0N}BEPW)W<@^~@pHiihqymD$jg zPzUCt>~mAUti|2F4ZMNTBfr|UH?Fr0)~BXbNbx3fQR6Fy1E=9%SSG{WgObmOdzGeZ zZD=06og|`a5yd;8^D>z(0=yCOE$SM1dT;mVq~*2*BHs z@~mStWU<<2E@`s1I=%z$kuKw{^oH~tmiqGK<07Y4%1Gb1Dn zCKl*+KR-dVoeRKUIGaw?_cJUAEhHq=8s(b>7`JYjpn| z(K#>P`bP4{Yhncv!B>c$S6@mFSsC|yYHct~Le>xfTcMZ6{eeF~&)xv_f`5MSZ`QB;G&LcJJ)+Pri}(|f#m)RAL|#W6ZUlhY$Yo< z+E6GiAJ+0mZ`fYk;FKFY%E!s^_4G%NDF$R9r_DnSKXR0A85p~ddb9l%_eWFVJjQc& zVmc*Zb$B^RwH4Fo40RRtdcBEWW=}I1H%KlLkB)(z*o5P?E!Qmpf`a0-o(F#Ij|0S+Xx?1 z0>9jL<60fykH-t5W`>TB)j=QGQ7D60z}(E;bu{~S79};4y`fahK;g>sH60M9C_ca_ zG5p024V`rOdpvA+RmH2n)Njl6A9eg-*=g8#$fj}@S_mNHF{-93iq%D4YN#oJ{Eb@g_{V|`yVQzwG}HPm|({~ zE*Z|Mzss6+h_H9U9~HW(2F+Gwft_N34owNd4ltv*HhPA@-kBGlXyM-z{4;Sy%LS^GKieCgrvlz${2cjVX9 zdk#KN){Z-7SjR&3R6?1$a4uAnT+ zSR7={Wi!QA)y90sQETH*0ei?->+}|$FAITkFuB7jxh{<*!Bzo4Ih-zlk541mZ z0f)j6esVeq!nYq4#u!CFe&MiD``Vo!(K(Fp6Jbcz+1c51MRH*=`19{P6ab*>V+}jf zS?r7kSl5HV#C21sfIX7QXFwhSD3xe8i=p-X;Ed6e$!7}KH{g#nw2(1&DBL40X3Uog zdNyi;DDB+6PK1=ANvEaLF@kR?=7v{v;ek9!dOF-)0vx9-3cj-rsI{ND^*n-@{aAQ)P*)@zWX2+0jm4^&v z>olFfhll5=S(a<;`8=4$mNXUXmzeE~F%*t`(Z{?DfG`TM4wrs&K;{L0z;$jz_S%F4 zEI?qW4kd%n+Ujc~bWv_9#LG1b1z><#2BYakf6Mbt`WweEEyXsyi z4hyEzfyctk(b{*qtLVKT3UlMFpysr^OI-Vx3I~C>t#b%^FvRN!@nSelI{e3yzHqdX z6;1FYCO}vZ)jbHj{;vP7!U5_JDN$B%0RRuzCmHGx898+Ea20)!xjoeK+X;t?-@|LJ z?MCRF8(%kSFO(jFrizj#UZuCyYk3m15!oUF9ScDEJerZf-!b{0hK4-Q0>jLEtaO|M z2rbFeW)HU`wm;;{8E$YunmS(c()`9Hjbn5!Ga^&@%f*5nEq=UtB9-9l& zWp&i@$_hQzCL|M2t8)9+tJoh{&bd(xO-z4mUaQBusgLjQ)|APiWt&^0+u^AUe?PAp znPTyaz&qpau7epH>N~F*oht5(fH$*(o|hFsp-+R?8}wzY^leCl^7+UYmDIdcJhw!= z%pQdJGA%$w@5?hh@ZnwdReCo3*ZdFq(^B1>6#U09#$na0mfD(DGY@*lfPT#>O^Gr9m7S7SZ{Uxy$d}R2zlXb1yHg@Iluzjq4mUB6P!xV0B{shA{L;@ zGvMvFf7}2AhC>6=k!CVPVcKapfpFMMSB)EnXv}9$>K$qrM8HR%;(dS;1coz)vvS6* zB-v#vYNrDU!&Zy1f{1`h##lo{MObwR^H)%ja2;&+lTsMhqDnpFSv1EY++o^wnhqzq zm;C@{-)_Aeq9ZlF`PPR^Xtn_PhQPf)mFvY$t+wuAdE4}1iSYe=RjOt@U;;}PQa z5cT$csdW^6#ms5MlK9V6r1z1)$RM?JVx=ttAio+^t))h(Fodn>Ln@}>Z${!+h3W|7 z47<^vH=K3|yR!?LZm<7za#aVeBz}JZ>+qQp9-A`Bp4(pQ+r<+qF8pmCCdP2`q#wC5 z_2i(q5&xgmM*te79Nau?G)M8djwL_wIbJ)lsD%<02#Gwx&v$qe zAu(a6R@bMPS3v|~r+yP&3Hya)JC`a804qj{AOP4sW7F9Og^bb*nTQVvqpDqs2kGES zkP5cK4LsKv2=G&u3Rm>`j86N7KH?q#<4R13Rl#za>&c_eyoipjtgC< zsfY~ZxqH&}chb_-p!bK z=~oH!G{ZJVE*MukF$GUW(uckh-_;7wf*~uAr+ON6wxjx*K#Lz2{Du}aDxG>5CggxA zUB2T915j>ZncA3OPpfoj94l(h!csv?B|+I4w-vx;z<|kM z(EtE^`sNHr(1SGlv2f+e+jK}p9|Fhy;5SC;*m94w5w^)-EwM9PGCdUX*V6i@{TqY~ z+ILfWPy>Md4k!i0)PRT!E69N#Bu-6*L@|yD^3~R9M7*P_g3d=_e*o0#ol_5sE4Tev>m(YHZaDa!KSC{Ey@|_&TfzBA!{7ticJw?XE7Rb zCgXs-P_Cu>gkiF6 zFDYGc%t6>Y@*aGzcA*G{orJwcq(t1cTVZQ7-){?tOt?uwioLA8?QYC=fd>Ft*nd|s zGAQ-EtG(z2qm;M;UvoW`TQqGZL$bauW{Who63!6YvnTpFNQ}W-1aWX|%6`$}XCeK* z1O=kf)UI6{-%!Rg=&)X{o-Y4CvXJE10JaOcTB-w*%b!sb%VlYV6G0386)?!Ch~96 zoH6yVLwoxtPGa2@jDKS#s{4MaarDFX{|=-Scfi_a(IbDR0SexRRw)nChM{A@-}oeB zpAoq0{Fi8TxhY%yY4#T+^QF%Tezf=v{2r(6`v^R0L&(*?f&Q@cZunnzD9ntmZl0s{ zyOxN(*~~frE5ZM~mheyL%>I%i{*-qfzw41sMqvKm6=rsUzNF&)`;%!|dK@Ib?}qI0 zzXl&FlnH*tfJx&U?<2V1v~tF}R)-OqpLETwzrm!Q%Eq2?oZtrrL091uyMHYF!Hy!e zB1TmvJY;{-48?p^CfptQgI$kbfZWXYkLG(C-Dk>~ASL?hlEyCCdYm?6isVM-zt{lw zY{8EK^X~OO;TIp{v|oUtJt-KcfDY1G<2Ji{v^;2rAzP&i|xHSgP;EKddlyAQ4#z)?BYR6-bp+82HUgaZuw4)Em2{ zhF_3h!Tcb3|G%BG16%Gpj=LfVHYH80G*FQmUBYRdm2|D zth&CU7#XN*x51{YI(of&I!wB6A$LggD<6aELVrViR7*&tb|dvWH)(%1ZcWG{L&Vw# z^l!2fxck>pX~Lsl7H>_%ug-D&MWt4glbNs;_rBieY|>!8hJ-&P#*Sl#D=JcKar}>EUYK(pmahh;$p2UzVWC3VgDNj3ls&z!7t9y z7<*SOHMG#S2*Me-TKSr*h93_35~J8LpdnpT(Ta5rC?iDt4lR|I&Y)|lmpl;!-kL0} zy1efkVE&UDUP95e(JCI3U>*&ZAo>O~>0&;CwkaW+zst_+820@=3B91k0#@(Oa=&+DN{+`&mL;G`AQ?q@@#TGAh@n)*hJ3z70*CRIbD?E~? za_LPxzWXx+xqCFmr?Drv7Mme)W+Qq@B2K!FqZz-_aQdrgY-(}1t3MX{%&E_akiUjy zd)ZCVzB3t@vF`c;EmX=0iB&bCP*TN~MrsHNYh z{@)}Sy%dx1%T|e-#JBzuB+dH72Wut?p) z{}6xt9A)fZ8XB3C0?lJRl^qtuCDLVl7bD%j*&Oa4{8&1xoae(T)SIQgnEUne4N;|p z?YEv=ep&o=VjaC2?H5p>;_@3af04i6U~QIy(k;~Kg;KHi{<4Bef!YYaak6!TA1-zL zCj}4x8gy&0a?Ki$%8>*l4Ik(uKnZim{CR?)@;{nMM}E)W_K|<>!*9d*3uC{9m8=b- zRSd21#6h#F--GCJ+EgL$H-FSFL%{FFn-2|~$_D==A1bKK#3WJIqe`ECj+WL3bp;U8@krK7FV5O=; ztsUi_p~?MG-M_Y3|E;^on384dPy8YbB{^x*&z^I4C7kS4xov-V#(%)`{~@Cd{sCDt zC}MKz>ny*_ZkN1sS#75L9~k=|wJ4bP7;Y_pu)Ick-=ALg|MxuqSjzvRFN8Mg4=%?1 zBY1|+*9Vq@qtHLL|JfnLZZ;866qVOF`$=+D=;Yj}!%yB+C`F^l$B0C^=bR}3OR1-J zCwra zxwc;gI6_2J<;2$^w$Z$vL&~B9#KH?B@*tvA$j*VmE;h_#0zG|I`J9x8ET(GR%c)H& zj}-Gxkf z&ghY-(@d;9VE#S0y=VVmD2w#k=ee0wJ*bka;}}G6R!UmQ%6~eo&A$h|hhV$)c8yHJ zYwd&ks9ht56py#~94O9iKBT&lUp>Tj&d-8Va)R|4lCdo%DqW|aH;LcZjJ$hax-Qj6 zpVR9!sWq|)C8JSExI=<0S$($>l`azyqbz0!mXneaK@A=MOe5FqH1G25>#8?Ta#dQ= zdqJDhEV$Vb!Y|)0<7sz&JGrOFl)u-N590WI2oFuVL>>8JygEG-UT3h_kaK_PXUh4S z3SoP1GI@nJjaMN*104D4aVv1%%E>FTroqpXAEn|T3};9B7Gu+^9~U{MVYqXx@RbxN z;ZAe-`SVs{8EY@vGc$?kT*viaYh0Dy5PJ7_ap?8wRjhVo*HY0_$g+uNFRneLp2+Hy zR4JMdkLgOyzZWLR$rlFy1%iaJf~shfwrvcN*QK`A+7^l&F4A(yE*J5djZ;CwGOZGc z5563PW$J?pv^JOxI{6q$>sih^4`KRD3av~B)iy$ILDDmQx9jtC@2c-aN$W-A*%GP6Aj-yZU=zR zl;acpF-h56!H*k30vWfS7@1#yfM&SC0rBZ2F+}Psd7fJ~B?GcO!9;dU0MmgnxfuS5 z8w0P+ywro57c-%wv@-%W^oA5o3rtF+P|17%hS&D9jF0qYU9oOCWsLXGcsZIZ4rWJu z2fhKX?8bbP>f4x(BV$sh2KTq~a_v2cV>J;Bn$vu1Pvc+D73TF=gp@qaBj`&pX;|o5 zJhk(!9De7i6_AfU%Ih0<&IIqLvMAxGPWOn@{UokvhcB5YaZ;{hI9&@wS2@x;7zw8F z%$ib0JF?)2CI*;%JV@5&ShD*jip=oUzfo7NehsA=GO^1fL0>kyT}ob`Fa+0FEE^XY94wv1AF6=gYA$QjUFn6fJ@@ zv|ub55U8=wBUJLTE7u>kW&Kq5$=amz_jtE77Z6*Jj_P~d^vSYk`TnsHOV(DJ3fCX9 z_vv!JZg~{W>~sL2r!GqI?P!Zz>WEdJHxbYxPslA;tympd5z(hKi{e@Ka4|pGkBCEn zu^{o)^!e3l69k8q$;@{NWurHrDcG7woz-PqMof=!F&MHKg1V85bg zk;LwoUL-5F^)tA8kPI9fbcap8)||MeK`vmEV(bQ<_HJPD&dA}!?E0at%zLVORT}JDDX;SCDb96qr8BMbw-%PPoNpr( zE=VuVghkYk$2v6NZo>AMuFN?*tm|)`N{=-3c(RjkXI4{xEIW6%@)fLg?@^Z?x@)1)2B{e zD1E>t&j@Fw_@>d~ebIcKW;#}huqP?)@)K9J{OZl(a;w3pF1$zlZz{gZQh6)i86k1R zv7jj(H#2`sW^0dnVR96qL3O4^Qes*I!3X%0ujfyZ4wk&iYevN~^m zegBr^(~w6g`wJAC#AS$l(5~>fs4nH8LfhQpVcd$FjjD=4R%`Taait`g%t=ce&o|k^ zw7X|d3x>;t9_X%`pSBzfc@%F<9{VDB!(etJOjoM|Y0w)z>bwDoAz?pj95TSdQ$L(g%8Sw4)@E{l5xbr zlM#-=B@4kFGAvr(6(}#_db>_Ef^S;Iu1}OI1R~a&@w81F*kmrvCNsEOO*ZK4335wq zLdMKH;BO=AQN}cQx^}AC5$O>nSO%z&8+biz**5ZLo1Ya=K#`d3oRdd{LqkH<_^o7I zm!MzlfS73l?Jf7K504+iL?c#b4R_(mc%)_to*9wKv|L3&rhYOr1_rhN7@VJG|LB0X zuSl}wc)9!xed%HZk&X408`IKtd_L@;NoB}_i(n>pu2jOI?G)dpn5XgGcZbyLi+7rY z%t1}02Ep-@Mk7Xn!*LL3e3Mr=R*!XVcLq!QON{FD+@tCp$l&P89wYb3a-aThwsxh9V_s?(RdHr&KNR@xp=O9@$G zvp2b_N^aMg-r#pAgP%Y7aBBO4hr;V;_Oh0td{elrP=*Q)Za?pUv(&O&QlVk=0Bely=)V z_(*$pql9FAQflQ1dyec&Qa|u@`&SlFIlpN4uhLHvBhEiuno2ZUa=O*BB^%Ug3mScGD z80dM+8!^a6Wj5g3&KI7g-EMg$&wJ8)QEY&7TW&Mie@Mm)j!8RL?HKY$A~Z(J9Jb(; z`oyjf6Wqr$qKD{pP^fZmJgAiHO1fL?O(MI$H1MNM+}0$6d6THD4u|mw^!x(>1sB4i zhk;^{Twb`pfJ>dPdtGYsI~9UM8bY*pw{w(S@q@N$cN}GC?R_0- z2@b0umLUMbml=p%^z&**K7ZM^>~A_LcNnTcWu+B5P?HIAdBUZ<;npm8y;0hw!=&&7 zti5xpR$K;)Wk(G6KK+ML*WPm-DT$aPUpJI{OuJs``AV~`<`a9~>M`~3vsBYc;r-;L zExPQi^ZI^wca6l94+oFo2$^!_r#NMEro=Yat*aWH10FFfZ#K4!o+rl8_F0Q6l)j11bqp^CI>N2%hIgaTU zW(o+>L9qhuw%_p+aWT6^bzV(JX;_H%pgde{o~7|;XB|WUzsqQ(7MLemDtypK&|Q{Lw@2INjS1M)anb8;b& zt?5-P|W)Q4f= zCudkF$#L-MF6FOI8yT2Qw3$lehA5ww!ES&RjwQzcT(p&#eL3gIiFh?p&%hqE_>7cr7yxRnB z^Px06z6(sMVUd;Q#%}Di+1p1|$Dx#Zgg&l$@(TTu4Qmn#BkuM*%V=0QLq;yK^M0kV zI11M$8ALl`rIu_>-cc5&vZrXG+;>J&>fm-t?yRS5UwLavSBXsW4@Tu|wy4m}F@%bH zMRL)H9>&M5+C>@*6}4Po1!LNzxMY%aBZbpXlyO!rsp~1cuP+%kvKtMq2sv|(Iw4a0`F)%~QSP+Cl&{tGAy#Q& zXE#-ql}%R6&R@ikiiNa0E*?1#MtP=vMeLuTv8nA4eC4$-FNXcc5siJE!MC_8I@Z|m0}ZJkMd zv;|GPbkV7G;PsNB>nGzOV`6CA#E9ftq1E)(r^jb*cT(Zb)pNEbyOzlBePwMitJ9mJ zs2p6HFH$D6QdQFwN#UQ=y-@G|=(S)RuJNqDkE-h`RkVwl6kq=2pP=9o)4Hi_D=u`nw?TC z5v)k_d;Kju$g`5vpPnFO=^aS@3+?dlG*yX=iQXPRcE?=m8^rTEneLvInVB3RV6@1f zXk{U4x4));;}JsyT^323{JYX;r}xfSPTF@mxg{E~o9M7G3l%+Y1-aSckoXA(N=w{T zkj@l8(%^}ihi7`pA+y2;3-@U~B$%iKaH}1SVZCiH@+^C7^f4}_N6GsPBAy4;X$Q+;0ia@S+^t+|**L<6Yp?Ic|xs+8(IlGiGB_)F_*FW_zv$tlC zWsKB(f9~{$Tw_QP#NrtbIw`}HUcw@d+Wau2DJv=sF}e3ZPWBcMn_6sAB=&(z1y7Qs7#!;6hqnm2;@!H^)Yz<&LE ziKT1ad3p@#eh({kC7<)SsH6>fD({^0O}=P3@eQ036SrqEPu=P~c4GJ%1><21l1f>6 za}n)DB8D3dG2Ty}ZVF-@v07-4TJy1Ga&Y0rOkoJRiv;+rMY_H^F#fC>!$V`wE^D(! z;YmoSA0^aY4!x`odDP6L2{MiqE91mN()F%f8knd0Z^X$7t<#5bM@TKRn&p+A=YB7n z?tC^&tl^u*zTO-f^y-!y$^G^F5{n>e_4s7egcNP8kK$%Dm~J;`Svm{8gM$igI|or< d=<)!=5xiv^)B5!J>I+*L=i>BVpZ(M0KLGEwJf8pn literal 0 HcmV?d00001 diff --git a/translated_images/km/rnn-generate.56c54afb52f9781d.webp b/translated_images/km/rnn-generate.56c54afb52f9781d.webp new file mode 100644 index 0000000000000000000000000000000000000000..570917d9023bb330f90e78cff930473057b68b2a GIT binary patch literal 23674 zcmd?RWmH^E6eWrVcMt9k!QI{6-QC^Y-Q6t&4-(viyF>7x!QJTxk#FX$nZGkX-YeGX zb-Qm>-KulWKDGDhUMNb4iaKfo0jY@y%B#w=6PUhTf7%7f0j6q&_yWqyfEguBL|A~> z;;c>p3fAz=%~RxgZ<2Wfdp~bi-$qbwl+vq1fghLUxjNx1J%HRztPr5_@^cm@!Atm( zZMjPy;C`0|fEjqrd1ShiyPO;Y3Xz90DS-)0Dl$qy6ZLX zuInNX%WvQF+iTeY=)>Tx+zb9Lz=v0pZ`7|7z;i10DEGv7zp={;#8(J#21Gpou4n;5 z06>f0ea)TT!%JURfnPD;O!J1(0!6vz^EO3iC90tas;k@3+-5;VE~Qcf~jHSodsqEVsqi z;X4nAdHMWc_mZ}g_Oq+Ww~~(vk^Rl-JScyQjR~$y)l|yk)=-KL>!+6WjIt z%j8Sk6<>7cC7&RG5Fqwk(`|QUcfxn>H|%@o=LG-&>d%T6CyOwShV%#SFWcwKQueC2 zYgjCHJu2j=$2C24EoVorRCCob8~#6cGjeh%lYKCJdVrh$*iQkESPb*xusNv!<(D8d~RX>$=*vFGRd`j-jz$GhpM`wG_ukFA#oP zifAmKWl8+~%7?crhV8d0p(?;z$wgx{0`;Fzey{L5P0zR-TGTH41kFyK6{*MlN{2)F zb@%m`eC~$J4u?n8-)?N_GBp2*M_P}PJm`yRwTte_q4o2RBPX^Pp~vAsk7aO-`pti$ z(ZG2O5gVJE@3z9o7rqU7GedbYkps`pm+O=vom_`$zKe7H991$UrL6bydoRD2jT8F& zDe0um6BSz`C$EV`e*Z>4+oQ5XcDQ_<%}piyvjwEoAI;H^f}|wo5Wx0OOEy7&pN(r~ z>#PEXNJ!?ni0lTbFXXUWZvGx=SD2N57RS8&n$pQ#TPiU!@#Cnh&o=L({cmU*6EMD9 z{Ebo9kl9cl1N*AFckjKMFq+uyH0VAuA7SR(V9E?Rr2}z}kW%Moww~#F6nltwr|Z^u zeJ8l|_&b~Ii8)uR9@Cfp-}e7)^>;_c{5H^kaq)lfW@OQS7@N|s*=P0rw-Uz5XP*P> zhks~vcQKg74&yoJ{d<4jNxbrLY*#bnPh<>+;n4&+uQnv{BwO0`sXSl)g>LM!D_7(Zo1Cj2ki9S%cK;A1jLOtV-Lzzmg(_FtEcDmkc*t2{Kp&#YFQ5~^ zVkI>G?aDTiMv7g*f+3!c@Af^0e4Z4i>KEwp zJ^|dPx5unh4HwA=>MxMR%w7V%Svf|$_inZbq`0E)%nHF?v|7s=xzqzo;=As*eOrUk zSoKyZ%-idu4Pd}1?z-wM)j|$!VHX9hZcojJ3H<$)4MeXSWlZ%gtCUs;oJal+K_Aso zZx8K7$9EK+r-h@+;3zK`y<>v$oLDSnFH93A>fMcdZOIgwY-;~gH=}Buu=haRlbr3j zC5!0&IsO)+GT+{Mi2gdgc+Vc|P`}==EdFfpex_O)Aa9>@*H5)qQNJA?65G~AZw@56 z7rtkFF3t#4pc_6E%X&L=!9VzGX{K&v*XLg%mYz3Xy?3?rMJA`YcE)h;;BB^&qaLpJ z9$|;tSfr!c6iRgfM)W+>89|l7u4wyKeoaysEOWtl`%{eT#EAb1Mf6-zM_8O$RoARS zc!xd!m^p>(kQO61vIoecNFOQ=)o*E?!o_3n4a@=pCG`Hl5N^D{vAulnxcz@A78 zh`kBGr7j*iPF*UC@*i?ej0kEgz&7UNo3-Dwv;r7LKU`Kw&v9LSILhqN$7UVT)LcOYt?4kj{aK7a7<${G{Z5td# z42>oIV4OYt^?dkA$X`wBNam!ZQv{=Dgu^zgRwx1ZbieZQ7nUZ9~^GTx`bLd!$VY z{``dYlFr>L$s}?F^KjJo&B#I*sQ9K)0j9bepOX`#MbPHmv(%OS(jo9--*=tPR4t(H zagq^BE>$qH)06g)eDT7s{`kr64YYaCUWNk-^mwAYkep3NTgZ>BT|7RU6uNmjgQF}=t(3| zy{>Xj`O)vFBR$?S%;-=@|E4&8-!MC;O6qvxN~ohMO2cENIljKlYAj!&Gy-}~h-~j# z>!Wt|oddIw_x&8fKX0zufku7wbx)Muqr&$=zdeAZrS_m}4UlB{mLL#;bvMrRLhWMp zF{0A{5WrhDrLnYt#RBfwD(~VQ#2Rg#6!5hn4yOArkR341c4F|)k(+Jy)>1P+MHwFx zKJ_loQeRhg#1Auf2u7rNMRfa4w*f9ig#ue3+!@9Vsmb6n)tj#IQQaZ525Ik+?@cWV6<8_YGW|?6}rr0h!?HFKZjg_ciK9$>(Qu zT670#vWv0#`kWJZH>!p$iEqZNqj?aS3;JYNiU*f7&y~D`UAnp+moflBBFRAWuAKjC zSSc9jj(*_H(h=^;cWT`k&k6|#cRWq^s9aM|)0-LuF#)%n)|tJroGWR7k+DFQWu-HG$wy??45DhJ<(O`kVb$?y&n)bhD|g!?+4b|mu0&+>de#MlpXm3 zB%&xXbIkmm8tQ_XU$##j3B0e*!?55(94&WA66iZ&H%xqs($rj{{mgf!LcquLc6R2! zdp>2ayz$STKfWuVw78l*Y~Pl&#w8EsTqz702hIUif-wJW@6UUA%uE z+#`joeH&J9`6WY@05xBbOQl8ljeyW7lD;42w$!S&N_x14=Gz5#Lc!C?Z)9Xo^~Sj( zjrPAk)HCsB%C~)ei!azmpwC!U9n8?VCRa;S8#sIC9|IU4zK*WForMQKA>ElhRoLDL z!P^Xz@06%2j*u|IA>p0cF8C_m{pie!T)IT@*mX>Ku04)$$K|4CV?Ao47+1YZy&US$T!4*P(vz6485q_ic~Ge#^k0-}#OIlnWLYF`A+@ z_-{6rQs)nPq>NDaZsJ07WA6bRUuof4|3O|U$$zXoMHY4K$aIm)e(;-b&_8y5nMV4& z>}j1FJ#%xBru!~J-*sz$UFNzt^1d(tGn#SoAGOXvbwTXB8VAFsyQaYUN6tO8Hz7r9 zh5&*87_O=OXiq)LU%?SR-43yV_gC&Fw=nE&aen-xg5Shb#gCd_|3ge+cYTllM}`}5 zm;dA6GMi6-g=xcOrc2&GS)EH{Ecb@YzXCGNsP8=>e~S{0Rkr^KyZp}I4n@%}-*FP& z<@5U!BPZ(5;{H`HF0B}Ne~Z3%Z5Z?)pEl}Ew*wu0<6H037R14Adi>q;|12>6U+TaX z>;B&wRDJ*VinIP_pk8O4#s6v$q7m~X#NnaI zgJypfe9HJR6gDlT{r-P4;kUT`Z^QrR_33e??zRJq_t-xrm5j$$0A)1lSMruT-pr=s zDn=z)XZcsKRbXocVrKEZOYXfY_M)A5m3#7kJNab_)N&rdk(%>QH3?&d*5I(hZe*k0Fj{Wn_QDhcX-c2K1rKY*(CLTX)HJ-FBZBBsvnh(1le*oxQL z{O?EQ!sI;zEbI%>|MVc1*MoOUXfzsSd%+s^KQ&oCCZ?hep6ip4FmP$VJ@>~-!Q(Df zMv|NsWJ9}u{G)4GOxVOy&vc{ep}2(1@VB6+gZ2!<=z$V%@~^5l<#65`4$m@leW(2& z9$*(~1WrnhIr^yndN*fhDN=>yd46t3G%NLJ%}uPTNAw<@B0KtQj6UqL|sOUvzH zN9;)$73R!P=AMCEW4nXn#hH;--W7pqJX7T_RYW6uUd5E^o{}}AEoX-%3 z>?&MjL&_E}erBk^g|)ac3TCo~_^^+VA66!tif-pwJ0P$ABmQ@VQi zO5?e*>hgnUD3VxESJnY{Nh?h=|CvqRkxLO z_Ik!3Z!t~F;Yomq;wUCd`kt9LP-Sw}|MS`2+AOSxREC}5Rhs$9pK1x=KDwRnjHvI1 zb%#JFF^V-?;4(hpqT5JmVX0pXFE$#J4Tv~P`5vtXC>UIFk!j3wqY=FCiG7hSXFbD3 zd;zAZ7Te;};J87cjXKhb77+UvgH;eIMh9>X1%>Tx@rpx5%;1KEsJQ$fyR_1iVNNlw zq>Xr?3R4k5u?cV1DxRy_^!{cCKRf;wb}t6%Mq)pK%N{;|y-g&4I9*o@gxQRBl~blNe`lNDqT@+QV)@EJc_dB&fLB_`Z68hGV)nZ(|fdvo<8H zSvYeB;mfapq+1_a4}KMT9nB-df!!Mt{3^ zZ35)Et_uW(uco!hWMceq6QJm-%^CvhHNuWkW04{|90#~RA#%RoKNa&x0@tTuY`n4R z+f~_qsQ~)8dc$EeN3e<5u>Td#TrHylZf093eOL1cVfTE&K+e>Q>nhP71&)(mrkEp| zbY2=y7eo*eDHYI`Ir=C>k5+S4knQKERiT*yy`%7;u@3^6NiPAQHso`jL%MTtt4RyS zuizShwWIYYQkmwfS152*LC4l>-o2n*HWVD_5T1LmMxw&S>TpaaRFP$C63;dVnYY7# zL=d2;C_cd$mKrBj@DNRz&aN|yfvj}Z$d5rQ@h>&w3v7dn=I&BzUdF6x>(eW;uTsw| z>aQ9zeBB|9PHDzMWK)S_OQpE|6|%%@hjCG8c9_NnsN5(w{Jb@ik&i0i%viyyBP4hOVKwaj1&li!mkm#dK#)ms8kpVOE*I4T+H0bPlN5 z`h!vgYs>VB<-pNmN;NL9`<){{wdj$wFbg3C=ZyPNtZU;;BVdCNe2-4&S9pM9$_JrL zE2IoC)2X(f^J9LdRu^|3olc=+QDvRU=NsLJ1m-U4>{W*Ew+0IdYJV*eG!-JU<5zwj zC5339@j{vj|Kak1AJ3nJ8#w2d-@}zrx^Y2RKW-M@=K>4j>CD0lop@WTGGk!CvEk4L zq>`JT!hgth&Doa2W|SQ(>dx{-*lPr_$#0O=q-`%qVNj+#s+7n}Iz4>nQPXj`hl=V=e9li+o>*~j$7ki!f*2v8 z+$3%%;VZ8E=@9Wt%hdbF+z(X&AO-eo`ASB@LOq9)3NL%~jJ1`>eB$P9qt5Z}0>&#) zpj3rVY%Ig-S6G^#OgmCi?7bL+kY{q_c#rxo$Sa1jNIcEK6V+so z(NF7>8iMa0$g^{xA>EfCVme49b(()n@sl3k>kzFbGd-ASaTr3uAwR{?YAS0|hJd60 zgdgUF3y)JU71Ce`LM7njk%ZPs1{tQV{7|hxS0eR_6fZC2_?lUL!gdeEGd@QovSR2@ z$~Nf|xPHQjEiBVrk8ATIY=&Qd3u-iHejX@TvaJ(t{Zq8B`D$jjTGN94Tag>h*wF&^ zOP1>Frl)jpZQgul`kddd%*h$JG{uTLoJd@yo`V(-z=@o@?PoD6*5i-0%!@2mfkAN_ z_V9G-EJ`CF2l%EJsvBa^WZ<2Ax$X{y0$@ZWWTD_hU)~vqB`uw zkC!so4(J+u8=tZ^uu-teH1W;W`$)nf+@TPI64+@w5Ncb| zFI23%sOUgbZj#Vq2z#X{t=)b=hB;r*2j5>-3%FA~s&x2-6TrvaRJCp>(#zpmf}GDDfH?=>C<6A zCSSdWGMK(cNAOwuG*Q*|Y*H?=+{Zd#!(!UKdJ}Pbwm#ciI=~(zw{8p&DORGToAuBt zmd;hD?`_dy5kG-g&*i!F_8MX zytP&Kstb(s11*9?-ym2Uyu?c7B~=Rs=y|(Cz?$pgMRdPDNTEEaN?}-8O;5FN^T+OB z%F4OeVa1%~v-2(=@8K?L>hA_uZH^(U_1R0&C6DF|e&enAr%;U%$LOPM4+J}6P&NFE%ufV2*x}I0dGPo%L5o#BEd)dMkTD|`2+Ac}jmoFH zT44?wIl)cjVEwR|P~23u2#Xi1&RfVZ+J^&e5EVrY^g2)CbL7f1)q?C)gp?2n0F77Z~gb&Yib4;0L&{IIgVre8pL!viYwThX}&r`%r z6n9jJXFSRWxU|ph58xclv28X(s7eEHG1ah=MqzHX2%JHKi{m7G9>we>L>0NH`CyPa zPiLHHhv{-~-JBLHEKK&(@IoQH;OzH-te4N3xnFC`uXD>m70;6%xZ3>ac?D!`iA(cq zf5cOiMdPAC%BirgZ1$hQ#+-r~YVymcmLHbdR{^m$;^J2ef3O;UD`7tr`Kr`h|OsJOA*Hyzy7 zFze2_4f|CH7N1iJhhHTywIg)erg%Re({p|Lxqit(T)CK(p-p?62I_*0!FHqRo{Re# zSW)5LS8FgMrWiL~aqnR33$9?-(F~U{Th1nMJ7FxhqeK6_I0B!d28zXrM9VEHD z?x1pYupI8Hj%TNHw%2Ef}F|4bxDt(AC6b0KJ=ZRxb_2K2F-gb=)kK!)MQB zAYnpV8`WB3rU?m}EMmgor_bKE$LhM_IQRk&4G-UVfvfTmq8TeIT8iU<-M2FCGJ=FH znqbAH?zV>&tt3<#uq=e+fvj=q{6h!^+js&q?h^FcC5FTk%)BDvWa2b1%l5AfOHRKD zO9z-Y2DTc)>wgiZMruX_Elgi%a*W4Ss{DkrCFB`|AcCytMcA z8mDi$;B4yftRDh^Z{TP4R7?=p8-S@J8f=xBl#E@CgQOsdd$7;eDw`zf$VbnuK$)-w#b6RO4s z4uXp(zk=)*_Kgo2gGrQv6Vv2|ticvT>JbZ=)y^EsQzmar!Cf5V^SI_S9~|%qu(#!G zyOkJha7dq@e~|js;Pj9kOX60KoAa$+^peI7O)zD~e(^Wl#NuWLVrFaEixF@~-Ur~w zg905`%-15ul)Z7-j7LWTO;xGow)`PWT!LN)2Q0%A6+IMo<5#GxjocPrde&tuklYf> zqlxkG)bvyPo?u$I`0UWZ2WCcHbV{=hDU{WFc#x&>#qOXie51xY|CXD=n}HNx_0qf2 zE-w!}&fRSOg6oBdU7$wX#+x87PJ2#;0*X+Wz!~knmA5aCviFR#+`iV9IfbS2Treoh zN1=}SS*SL&g(R*-Z_zE}q;MmB<79KkmwKYrp(AD7l$c|-{)j?+NPOGdiTWp`8JrL|)r5(ME6aMQ+V@d$SCO52^*k7D9Mf(yqhh z6Ln?R7AlI>&MM3}-=tFXHq&Sq*OiWz_|WQZ?_4HH2aF@+l*Hy?Tp{tCW^=HssTR2! zka_H^#I}D|&Ga)}LXGXB>}o#?@WYLAolNX7-Biki6xAxo$AQ39P8XjU`X_EC+at8im7s{( zv7t*{%KQdm^m~ED4Ec*>&*;N&-2J)+3s^`qWl(`s@hWiZ=kCY#21<~{2SL*XW zw4=Zk`0m@@d9}F$?MJ>5o6(hj*98E?nOjISK#+)JdB zf=seCgqJD0Y<0Z)P&O_Z;KJh1o=9i}E7iP#T;C7a*y31+rY%{aErd3~YBSC=7IJRe zGkyw$=CUmE|A@|^s-1?*7fV4tpFqHT-75GAqAWIEHMs@ipd=65{K&TQm*$KrUU52T zUTK8CFk@ARXGsxI$+Cqh6Eq8n&V6Y?c!rhpzDfK%9APgZst1=EF7nm(?9Yo?xyLV~ zcmiKgp~!HxJ_ezvE0MM1&KMiR#Se9@*JgA3*u6Jnas69DVGJ#4A!_DPoz0ONt= zs=kegj}*K-2AYUDK-rG-Br~tt0g+-@mhL|^973mD<`{fepcPow> z)wt`{dnb~i+0kQmIEKBLF^6yo8UOA2@)eeS#0${0#+P+${kT^)Ecfu?igYy$(rO(} z!WMP%Hs@KTNqCpwo^exkcjcPe{;G@n%Tm`6ds5p?%=7aHT=PID+2u!LR=eRyzTSBB zb_k9wXjeLa&w-fNmd|#@y~?I%}Kav&O1;lQ!?yWbCT z+wcyrAH2QsN{;a?&%63s?gq)7_Qdk_iqFRr)6feRxqeBs5QuD%E5m#i;{Y&Z`ukT@ zwcioY?f9EN(gWE;0cQrKN-@n(HL^*5*s^!#+f!A3PT&MQm_|svHdW;i$|o%^-22-I zrYh^3(K6z-cRv;>P(?OXwrCD&4p9T3Tza@}D#|nx*~7@h@$^WEETpZ~t)Q17kJ0Cc z6m>sdFjrlU8h_#G@M`#B&u%<;Ke~_|4_LSRh0ihT$&3A6)W`dh(T3$=u@16w=vwg7OSBv`^=F{K%V8QJr$wwo zaIxd4AZ>B+b?4PGRv-)+*3Wm`k{j5gB&33*ZFXB*LLrvCgD-r- zsB36hc=Bz&NpX8D`t9w&hQg37@^CsDZTEj0(E*ZqeAPS`)mE)lYuzM)_!4|JolfVH z0Rwpoj1Tv{elf%GLc~KJ-h|@-g(<3e2Z0r>PG4{mz_!a8-Vq2afHow3rX4Kr34&>@ z_Jn|UhP~Ij{D=?_Lx31IU)~=htS-KU(3g;f^5St*U*(oWjAQhO_HAB2F4vqk5Rqh7 zCQ23NwAH9Q0w&~=Nk63#K7V+kv)s2jUg?&p?-g#807eSW(_#w)03EG3%U)-}(gZ1!aBGB>|8t`nQQg~jS8TNAI)G%;v$ z(RfiNTKGa_ut)4{b*D}x;qz!wq6s2CPoHjW1F*3w`>iYtH6I1-nCzV5fx9_?w}qDZ z%Be{8RHrX?_s3EObVblW@`9idu#FLMCQI=$f(|wjm=7JXjRBQ)1mpAP$49WPsC5Mw zq|XwvmFOB_J#5Bj`$YkyiM(AtlLBmk`O#U?ErpL)8DX7~`FC?2@FR;3JTr7#Fiwqy z`)2viJ!wlya>Psl>U&y>w!oACpkdl`sAd~T-)$7RXX1l|P8wEUit_SM6)t3o($c^U z0Q9HHgqEMaE#%A7UmG^2BGoR%*J&;uCAO@I)2M0veX)-6WiViM5hFKn;*ihQt0Js^ z8h#xAU@IHjrUA4hT`B+IVIu4V{e^ou_hY8sHuhA!_OAeZjAemB_MX8z9M!5YUcuZH zsbldhWm4^NrZwxYqxcT+yijgn?j#>qh`2TQBd4hvOe`U8nZEUB;~g7ez#yH$u**Wm zcNb7Az~ei7!rR5Cu^#7b&Yorv4x&JK<;}Tu)I5qRM71q%*pF6aGfY!XhLFqmHswQ= zYVeRz-90ViCjZdX0wJhlQXO=o0ghF8kR7zYi}fueg)W1U+Rd4w&{uIq4}ZJ6&lwH` zfHWN*3OX)KCP+YqwEL*RnC%DoNOeV=GclOO+I83NKi(z0lYq&`@8_j)RDV5|D@?Pr z$ZY$e0cM@!^>r+uO_zaoTBs$l>CPr zY6fAFHt~$!U%u%|R-RU%6AG<6icGd7uX%i{gv;;!#7f~Ssm9*z;x;?*r4pDg>?=dr zhpQ^CX+Qty7I)z6uFs7-9piki%J*SoLyl#!WlndLtGab+Ba)mlF>tqVNvvM6h?mrd zX?$5~f<5OW__jdv_!+18CO1aRzhJMVUN)Q8ci|rwLWx;k;e&|Ats?9 zIh6a68{@mvH!Yi`@@-tJ*fy|fCnwhDFYtF?SIPcL#Np00*r6-g8ks$B8;gch&7ATj zEV_0eT%c>OebIY#^OjOdCzpT?^#|HuLX{FMw%&!rXFYa61$Hr~5Lj{wgYarwo`^=H z=HOI2bw_S~8j0V6DHW~?al>!FgJtA5G%oKg-F8Gn(a6y)D(9rY7~c5SB%X$rXAx)Y zG2(d?Xx#MEwmQgNs}SEL=c1~9MnIm)4c9B$FeWp+U~etr^ih${LCWr$NRyr^>k#f z(#8|7@-g~*lLGX-r&NRmY-rdeiL+7*b5$54q56TbR}seDj$GG}M3hBN$_uAYO^ao> zdZ(Co0v9bbb|Dmr8K*)q&=jCt*gW8>dY>!dDhyFqY8Wi$!at;D@(;wJ;>lPai;H$e z+`fGUkkM?vmNC6vqvd!t`>go2+|@46zgzeACvtemuddEg->K~yw!qhP(<=mKtaY)O zu#v1I7bt2bq_69H_;|S*5V2p`!?@ce2mSPHBX5+$?w^|EWe#ph}I@QlY_!)IpcqZ2Usa{cY1KJ4hxs^wxBXwbY->mpuM z`}Kp_*-uUU*L3jkyaw?Hrr>Szfem;w=AC#ru0_G{+)mYy;(+vz@J`u?$)lX+0Y-Qb z%9Zf-5Jk4Hggo7!>8Lw)Obn5~_!K$P!6e{cM5O)-Mu=y07Xb;DBcWHcrszEddRXY1 z!a>ZvF)2IM5z^lt;bcXRvLT#2?RF9j`>7of(P|^$O-}$rklyzg6)Cb=ibz6;_@)yp zES|))I|!~&(3sU5{RveGz#D$rgyCs6l|;%w&;x{+pRSp=K${Twfzdu*K2Rb?#zB*R za6NYXj;iEpQKBMykxZj5dbFE5T|yy|$o^?^`?F4(zWonaHl_;hrQ)!n0^b{eWh_E> zNNCTef+cQ>jRE6e;qIzrgIcmst5Lm(`3nM6Z_mg_-z+eb6Q+rdvdT7#g=Ms2ObSW( z>D@z@0INXPQ-}1HuyW;AHn29TO#kp!l~(+y<={)k{YV6pOpr{w-i!l<^F12%nc~|0 z&Q%%{{N2EdJaS@O)52CBL_IB^%udDcaV2+ySbV)LItL={oj*Rc#L0VvO?_t^lJGK9zyI0o<=8N;hlK;zH3VY+LwqiRHV{ZZeB&My90 zn#2P7ngRpuY=H^y`-hCSR@$X4De2-|6@F{_A8sHeS3fkHM09X{xEn;T_2mY$L_w22 zC`)MDC(_I3k?ngeU2(3QfG2RNgx;3_^xP&A7%MT~d&M=BtUZOyT_hhpchvf9-3_$1 zp*NI3>Mo&$csl~o-pH*TsoqQIPs2qxu7y3rx(zm?tQxQsm;8DdNYI11LA5mF@)ogdIA;^f>MeKV+~9I#+keVMBOW+79h!h z*dmpsq!WLYS{a-k2|{i6#%1G}g=RjgsY7=>YBn)hB0xrtRK|^= zzQaW_qAE0N-Ax-=&9)4lu*mw${i4d^sV!n)nYFyt^?Bl4{f3i*f|R86@OFDCm8Crh z-TDdcAvt*RIKRTg!P30=Cq8R}^v=3|u}ZE5-{qZ&Ls-jVOk7zFyw)GVc1{qiflT3` z*Va!#J?FoU4U^ahvy3>tW-be8U4mY=hgCz%83MmLz3}>t=micuf7Jm)(q9qfxB*hN zZ$&*HSa|kZOtG~5946AkdKd?f(Q5SwpV;6WWvj+|tLsU(e-v}0pskI@2i(*-p;wVQ zbaGxvK5n5M@!Gthg2BbPnB6~krn@3rI7Bt;lGJbyd=J#XJ5{fbtx9)1Uhge~&$HOj z>n>R13|rhqs^2v>=CWDzMTrXO!IY5V0u8-FI7CswP)@{S?W`cI@oVi$3G<;duKcrG z&t;h*n4sa0Ob`z|MWCv$7*Yo`=vB+rA8V*-Ii`iz>8u5hC!bfd#(3Z@YsnFfp2miZ zH-TKPen9=QxIfLMLNJXh7P`>atf@e4fc0E*jX)KPTG@C7j@+z2irLDdQvkhBTAquv zK4exFRyLMlIYuL_9EOJO)0DgIxvFBI6)D&xv;cFW#srHqanMJFzFU>Bdd@9?=A(T-T#p#c(uKrwyN#V!zvA3p8NLOoK z(&WKZcl;w#mytNp%qQj8>N&oKI{$3FVALEa-J3=U73Q;R-p-Tq#cFtw1PZy~rA9X#4G$=}%gd4qEcay5%ef%7dR)F8z;UbRVLaa%%3+BFW!2MW&o#W=0=`YMF22Xe{ zXe?TngI8jpK@1d3#CiTz(kb5|Q8wq+$7qHE`O$VaJaY!TmWP9x=OKE#uod$*)K~CY zT;(GCN7*qGAeQ4JP4*Lu;CnQpLpNA&U%d$QdFvc9Go(lX{DHtx&u>rTvB7MCBdSa0 z0D|%-bg^}LX)+BEXl3=*>^$HErM#=7?*ZAOa^-m?Uhx==>y!q1`x^%v<$lsBuM~P~ zYtovPNX)OriYlYa>{-MgVmd8gW)y(6b_Ww|J{c`!%!7ol4L*GX#vpXxQ`~0A64Ba8 zgHQwYJ!Co}FSA>{du{i{*Dgsp&WaC!u~dRCb_a=U>o&dR&YsX{5u_#Rl3A)0zoCZzXFvwFTZV`ilHfGFJ}WZ>puX8-Kq z(l#`sj>*%T%2SdUpR zPO|*YByd+7LBmtFeEnnKp0i}KAMr>}PS;ge)QsV@^Q2M8sG*iJE;sB#1iivVg7#-9 zemxYjNfe(_PZES)Z%}cqIh1z)o-k?M0s@pl6kh-GQrv zTNEvaMsX-h^tyg>4A>T?a2vO%nVC&_6L;2Y2(cD@>K2k<$$Gk}pBpeD$Cicp?8e%l zV31Lw(pk}E3Axdu$&FE8oP3!AWZb~sWskh44nXZuR z(rUVjM84|t{2)aB6)4x7p!JHv`okRq;-Fw2QoG37W?+Eeu>+LjfV(bTKqN*4ywcD1 zma2}P3vYcq{8=dTcG;*l^ZBoHm4xhi?tIx~!wWc|Q3w+spma}D)bHlJY+!TehO~v* zIo13ISC@@AD^e9Wb#!~hzZ8v>)G|>Ib$Ey&$oZ5ehyAeI!1M8Xb&?zj6F&8xCSFyH zwFBYIbxN>;yPqtdDhJ$JD4Y9LM^X93`fCQ4cx*L`r;61}YB|cw0oG*ow!cfquHW;? z0e209&Rxssc8!dox6ysSZd!6L;@jwat81 zAsyC-t;!UnK?;nr^y40#6Yu3lpx}h_aqnkzkRh{$71-T(<`q7nZv&_7Ow=1ogrSv3f{{F?0I+RIX4rHVlm4i+s%1sLg;QC1 z7)>LKsH|po@p=-~(zLT8c7es(^G3Y{KCC*}tYvS7)CW61dpwNK(*~zu-kzJ3-ED+t z4bd`0-z?Z^eeIG#`9N9mfe8-jCbL{}Akh4aL#j5*w1(hc#O22gBWtl0A%UH{ z+cNIF{;E@@s1i6&6NP)Dl4Tkv_aZK3=6979n7KFzsw0<|f^@qcV_|n{V%}6yx+GkSTKlbNvT9p zC4p^fP$`5019cUaO+;4j23>|-gQZn=zLF1VKjjz&tc8|7Lz{Ar@03Zzu)d%fEnPvbahqCilYcaJC@Rs8_Kxi<)V7{&Jy>Wq!hsPL1k6n{hl9*U-HrEc5LNT+$00ue-AQ28qu1q4UMKOp$Z+q{ z)cQcwi6*IamtY+-WK8)hW8ltRNRg!p(JQO^efbbrGHixJ?L6wng8oXkHD=K%dlHa9 z7{V!c#cY&yV4?~>@iBHlETGs|Vxk~cFhly3!US>%|?$r0oSi5{j_8TK}#Loo;vPv)1gM0V^5W5NY=dvwh;4$x?u&F*#uLvovbCjLjm7+Bp$;*Tf@yFf$Z{38 zjD01fI!ka!uKQ<5Ltf0-*kDW(3*fE7HefW|T64PK{H<2NIX%P}^stv7MMCBSu9~HyUl}dGTh45MKGEh)D z3s*k6%5KZlgx8YQ5c2``D> zFH9?9Xdp(2GfudF`ze8>!}Ur-^lh=#&Yi_;F?>XwKQhJl!5$i;3n{)!vFRK8^lz8P z6jfNxp?jzj0`7IHq>{6X9q2&>zI_#jZou$kTI2`Zmy@lWU#vc1n0~YsDY7=gPrRr% zJCeQI3R3{vVfA-vf$RP{3L&`uYXi%PPQsp-5^XBg@QWO!ETuxF7T1IyD?~emq$He8 zjrQnakdjMNJ~W+hA}07lCFu9Ix~`M0eL{^*i+jNO))gTkFxvM&c2@`$&Ijnd0IB=ojJi@-!^GVQObCiQtsvVeKy}GahM)F z%l{S9V-M4c*_9~hh&-_9Lw}?8QifK6hFm0-KOf$)q(Pvr_=Vv}MdT%PF9B$?6cU*6 zVECYa>cFa2*o%o^0T{uT?f(h=6awp4vVlUo(M}$;kKQ(RQU7yU#y;`Y5j^9ZN+|W6 z2OPFqP3_?@_Loj@_V&|L5u}#~8Hm?glvj-XmOdPGtJ);4a{yG$inLv(VHkDRlT`d2 zt9lr(j|+h)2*cuk_P~jZaUo_ti4ApjYD&X^5Y$3rOC%6~*q(Vx;bApqWC83yk6)}ly z(n74)?Fpr?4wDZ4dqC!7a98PeP&z2SdLP|l%c+CGUqrN>t3YD7m!#|3X+nHw|D{gy z&Arj*JoYWXmIf?F6V;_ipqJ;Mm0d3>fkg`9S_7^SF>TlN5PeYihoC?TBQg#V)Sk;R z--UQdjXG7{cB`(8bS-vrG$>iC; zIs=RnbAIW>tL8~NKY(9p+oShF+%`|Xi$L&wz3+kphSlthg1l;7KO@t}PjSMmo7{e$ zo2&D|n#wwu&qrD9!TI&jB|BgGa>zfj^Y>2vGf=9;6_EG8M{HR|pHZQTw2^NjU`q#Z zlr<2I^|qSbB){b9GQweF>p0TXgm4|2yr%`=H;nugxVdT_XW_QYD=ImR@6?GonKK>i zp1j5wQwp&qgW-Ix_ll?NU5v2o#SUj6mKJ{a{#~|xE_-y{3F+uZC}I#QZ4{Mo#DoDr zs8~s6fTM%=hZoYN)eue#Edxp_U>(wBy=B7BS@@<_uMU-gAp4UO;hmv?V|=*h$6{H@ z#j2Iru=y3t)h!55&qg}ZMMTGAW2)+oqt~PJD0YdOE$ts$c3U#)RL?@Tfp84$V%2iG zT7dT)nLz{H>I@CqNU5wzd410jAGBM|6%%qNLFK5NlRd7nI7P`S@Dx8Pknc+k+W{2v z)bwO>G&Z56z1a}A5o-}*ru}ysAytmWj=HxMk+1=upZz`fdnsJcB6hfuy6w-WVg^-+ zlmm+NNL3mXv#pq_(d6q9pG1j>0S|2-^Q*SDQUHHv0m_P7UAQ*qWc%{nV%;*k);i4k zKy8;Y>Qv95)6=1GzDmoKHZbju1%GSkbhEgS3XGy+L(w?6pGD~w5jiFf0?k; zVsqh>DlQEnaoB5ljgV4V;TN7#{0EXJBEBU+++VNbuy>fKtFGOYdY5_ZeQU^}bHfe2 zeOLS{W%=zU2@?DWdq;8eXz)d<8{LP+<>8QD?`5$I#wbvu=dBmS-b#Bzq&-M~*CfrA zQA|C<6mL3`I92|Bl1HvgrYucgq10xJqVhd-u}`)p3gMD3q!l`*%^$&?^JjBy#u!zZw=Eo z1;DFjCc4Y}Dhy0;%9dt3_uDhyu`!6GI$p$tpxU2~k46E}NM{{Q|De9W_C{g>yLR>f z%q>Em0no`b?!ezI;%TeaYj9>_z7sO4vAzw<-(87`+B>iW$-D|UXbXSBNseVi>h)r6 z^{F9AJ(Jo-Goe{7Hu#s1MXp|>qe@zF7a-o70cL{!U@qYbijY~n2#_s1QkkkPejz@V z&GgG<8*rNN5-BwwYTs(CyT!M5hf&zRRYF=V1bgh#X?ZNc3$@kLSgux(l6E=)5Xp04 zxNLP!Ogrz%Lp`&_U;qT#j>E|0N zZFJ@prW&l1=}H@;t=Mt7NSFGnGigoHz{I=F%IWWDDf<_-Dv4Hn*tr+m0M1pI+%Y&7s<4kGdt%vGq1kf^kf`vfpTZz1G5 zppZEVm}As<$(vUjaO2MYq0!kNR%(bXrGxQ-HK@GR=$X#pjA~>?2tr!-AFXS6ockvN zXZ|p`U-v44qUb1eqNL9A(U5-qLK_NqW+QxUf94zV^=6nx{8n&%tt%58hUy`r%hRjY z{&obGKK=Wqiyf`@KYCjesSPU+v+{a&$)_S#Gm_o^eK^G3-OKFU&M!S1I1n?T?S7YK zGaO%n&}g`_2QxoP4vI695;yiMOije)s_bH9IEKp&)E75%3sA!HVWw9qE+p?Nct!LW zq38T!4RmGisW^$yJgz)S&eM1+2!o(c|298W9!=&gYl+fg~HGam2c zhD`7LJ}J29J10p%^X;d;n>Q*KjrVhXP4KeA*Z-K$2e>c3M_r+0PiI z>BX;OjJ1;a5u>2`VGD4nI>Rze3K89qRuO+_Jqsfi7U061)YzV!!2ofa8(83)# z1fPKBrJt?o)!d#{NvkX4sx|;HtM&5t4a~9ROJ*;F8FWhi{K%W6IPdpMwh;9;95VbyFJ1#@*IaOB$e`Z!CFw^wdIx`fl55~<>5B;yJJ9@k>g0pHu?j# zcOFVJ<&#V{0iU+G`SNywrqy+-3}VR+3lh7x5ii3jFS>P_&fddmRM8GbrAzg8+vO{M zU4ES)gJ2R8s(4||e^|1wAmK4z`@_UoS|F;SlI0MC|0WQ8V^5K~_;|eN?-W zZ+0g`29c~F7!SMD!1*;6k=zqGyv?@mdknpD^jh)nsJ-+tRSZLf4Fe73Wd~zPUR4q)G2Zi-%s22Dm-irywc}9ZWyF-0^(@l- zP2D*98M-7PBieuO{n?1M%G)R48#Q$Bi9x(sDHb4v_lc{VUyEbe?wKhB(JY+(q90!0 zaVmhB6yGPu1p3aYej1|N13Eld<%o^wT(DD&Nw;YZ}PZkx^Ve*j_c=9j-s6j#Y0f`=!#??WvBdduzFMV7gDZ1hXI#4BU{+?fW# zl`CvqBd3C|H;9^p^qkANuH^)-#MNYw-GQdLt6S_E5rf1w|3HIn37AYO(xeHe4e_vv zRV}-4`bZ?A(+1}|T9i|UGVA7sd$KDVyf^_3U#s5Til5u{KLFXQsbCIgbC0*YYD!eEdpwfsH!P_{?yHS>_qky3`6gM!?@k6A!_|srtGZ9|eK*t0`m0hq zkQ}^Cc*qehYdD0!eUT@boxaOMJxhqHEHXm~>ju@ogiI!0Xf?`e_5M<-Wm}H`d46n1 z&jk#@L^Z_}B?gL7A-NwjgiuUX3l6s=$SsX<)<&U#0@h>O0utJEmz4IQ57}`+bfhox z{cdFq0)0XE!WIS2p6AiW_y)0GN&v=HKM*Y7(b5P_dZkRiL4zCB;0qy(usw9O;l^@T zUKGd(D;%+s{XxvA6cq5O+NPA&;#@q%p?nl}2hw!^;m=BNe}lFbkTRaLMQZJBjFIXn zAbBc@T5hkl8h`wPq4*+bV_iLilXb!8vi+7%p3VaHU#60{;z57#=uVy=$k4gaL77J9 z1{K&gc34T{KKS9FvbHUPmDU#L!_Tgs#RSpUYKj6H6EL_;Cy+^FnWAsK=bMC+QOqsx zf;N@c_Wu+IU-B2BNs$;!7iO`DmNzPyu>E}v-&Y=za30c{js7`-W11#96}8rkjkA){ z9!#*(^a1#5^kX>-P#H5D;Gyno02P#LR4Pk)+K1GGzBHtJIFDGn5Bm&z85|ncPN)AF zKtv9FrX)>aRj%#9tXz+!WL*n6&&Bu$VQFdjQN~I1?tOLwnbb}a@tG#)mcP@R7B~aU z-B}z|xz}2Z`rf_CSMjC=Xa)3Ul=gRBAJCuN-G;KIaT*?Kg~A}I6$GF>eQ=W**&V^p zSu$`{?2@-%3lju^=7g?vAsh zy+<(S|}Y68-d3fHAiGGb6$g z>M3Qbm&u7hvTY4wE73|h8ouSwng1U1!~(}Js1x3T8(RZ24s!@DWyPcBQoRSAT%{0Z z;UQ9}zl!H`=iah$gC$wbma#4xcqqsI`Y+3Ia*vNVT12?88LF=;p3Kn2c2oPk7Z%E< z#~{?IxJ4#dP$0_i`zHXjnoJD!61EI^Rq4j&*u5wu22s&@%_HG?t4q~WW{HBcUe!o3 zy_X+{b6L02nP;mye!m6<>a7q5>15|u%i4%N$i!C!Y!?$hr!&a3{0X=gu9a?h@#E08 zPq;B9nG2`hbRI*Ut=8CUD>5y=T{^Bt6~Qf$KTk)9sA;mFT{U6vQ>H9;odHU-TbKxS zYVNA}ZbU@G5wtGqtiJLvNzhLQ-ATDRP)u8uU*%%6K0;ca2OIsE9hmVQ1fJ2_cEOpyzFfB)~1BUk5{mU$zKiS zK)%T&(h=D}pkO=^xHdS??qIuW{}8-RpH#RWcrl_OqlYI;MNg;75?kio3IupT<%Q(^ z)#_xSI0E!TV;)V_mh}u3a*V+A%YP)z9P}7$bTueRe?p-r=pcss21;doYUUFuEWTLMWfa}KZ$;X0Df%xL4 z+TgC>&%OZ*lctfMLirvnp^}nIG>H-F*JqVl1HnS&xdX05v1XB1Y|!H`oMF|wrhl|G ze!L5yPSbcQf|h3^07 zC*>a+#X)nTgpL6y3{?6yZUec<}Z@I}9(U zsVlm{-u#na5c{xjGgUWqJ!6A}|LGXlqIl+f65mSB1eMq*yKzZ}Xs{?+_EEvHhG=Wy zjj#`gl@d!)Z$}Vwb6zhbkM@LRa~o;-*jF6l$00)BDO|Wanc3n!lsy8-9n{4i(J}0% rqe)pIhLy;@Qwg8|00000000000000000000000000000000000hQMTp literal 0 HcmV?d00001 diff --git a/translated_images/km/rnn.27f5c29c53d727b5.webp b/translated_images/km/rnn.27f5c29c53d727b5.webp new file mode 100644 index 0000000000000000000000000000000000000000..4b33130842620e14f8bf9e7f8c114b18a7c08ebf GIT binary patch literal 34942 zcmeFYWl&t();8L>y9W;r0TSF@gS$Hfhd>~>y95g%xCD21cXxM^Ai*uT^lf50*=N7+ zIp_QF)vda>t60^mnQO|JV~+7W&*)Z^6cc+L3;?K!3dyU=bEv}u0030bp9unB2NEDC zEid7L0|0 zDHw^XyEs!)GDUd9S66I3zg{t_s8HfW%sr#*$61r17L5y#9+U7U6euNZYh?1CW%4#W zCoTvO;C+UBYAXVy8LOeMwq_%ynYbXq>zch8Qhr_S4SswIJ;x zzjL}C^#Ynqqc4i;?-sWq--x5m8MMNXm3Df1BV2Imcia=T*{4BJ?h%7|-w-@CX!UwF z^!`iqBc^y3+~Uc%jwz63S!12qtiyRk=( zEAv7G12ueN&>D%mImoHr;Tf!5$G9aAcXJcJ(UL4ou}5sw=D`{CeC`k}@X8+fT^TVd z&cPt3JZJ_+^^98ra5v(JFZD)z(9hjs4O)^RDE45c0zf^#Eo<%705z2ExJQElO`*vD zjts|huLSM}%8wW093k+H-5fJS)}+_{&0#C>-&_!0mA#Rv`7DMUeS7g>pC1?CfA;i$ zFu;G`1bB_|a~{CUOvB*fiqjA^qVOi@muR!L;McAIx{_5th=@aKNzGQcFQ<%w8P6`} zSOM)(KB7_A>~vW62fiXbG2~eGWw0?QxEWD?qEP@yVQ6f@9br| z>qK}O`gNE8FH_T(0*DIo%BgOz)9NGYh{=M(ns+Spsm4bfMVnpQa^t)$3@ihz;(bp~uHnYbY0aDy@k#R#rUlhXHu(I5L_4H$ zvfSMUae0e5$E3HNC==EFNv5=w) z>Ll|xFWs%pDO}H-X>liLsao)pL%qWRVoeWiH0+4RJSizr{%o!bFv&EuZXOe4#rFzkh%JmQ5vWm+q>=HgQu!=_r_Ht6ybDmQP}qiVo79 zFl@_izu_=J&SVxL_QtJbmj);V!FCzWBm-r6jHlh2@Sd(GikX=2V@`5t89W>13;f-y znI^-lvon^#$O4O`$kYOTNkXKP-Cgsz<>tc0K(p#yDp9%s7rj;S2c7gWbwp8$*E%??fFwk8?2G?vYI@Z=Lqks z=H>U^hL#n~1nMOE(V#%xy$Yq>EA&pxjL=zT9_V}%a3(MR=o7a(R1S4s!65~#ufa!a zu&)#p>&P?SL?4tVbIOF7k2kfjV=32>RRJ5((KxI-ofB6B9r%*BTJjd~e8Vhv)bmPF@*Rm7Inlzm!G7iG<-tUeeP!71m~&6C$bVA{g@WqkA#Fs7l`$ib^>R zN}a+9MZ&}YC$uxC08@l;W9u)oAFvGG6{VDS<+z4yhh?}HU$X8%4Bo?-n9Yv_S zt#dkYCdeRtrAZxY7N1Mc(r{j#-!hx#$R_7vk8w^=59)bCzLIXNp-z0}KtUmFoK`W# z&+1Y`jfc%AghbR&y@_GNa!wOQp){<_-)s7$AWJ2jp3U9CF+HWz@GVbLEFuCiOiX>c zxFfy{wi1lTb7Jfyk%f3$S0e)@$;cg=aB|uVIk+Hg%!O3Bmrtx<-#N@g?fD_06qs8C zGgOpoDJ0=}6bA57JYg$LJTb`K)aU(F>u>T}4NC9h^;5t1?~bg43Z6m>EA3cKCYTt# z{{qcoa!V>(044ke-xq~Pv+9{Kqt~*>>Ox+a)h($^bW3JHN>s6&t9P+p=$kj?=N^t| zHvK9ss}lU?=wY7YD%+Vd2&Vc(E|=0r$`tK!&b9?@0LP(M#rKI=S#c^ME|SC(@A0S8 z0(Udw?DhlT(DQ>T&Ih@?c`RBTs`x*%BptQAh(lInCGq5C)?wgvwpzVlW8i({`a~}c z^u#bCf}7?W{#D&GNZNf~+augnJ;GINsm%LCX0CPvz4mG5-s-hf&7wqIyF8Q-mpseM z{xJ4puL5aQH)TBD`HP8~x@kl%5x(~tM9&2d#dz}N)qNl#&rII)voVdZw;$Dwpu>=c zW;hd1OE7k$ChW|@k%jReXKZY;`*TJY7AVtmq*RWHMNDrdm*Qz&onj2*MBWaMcSiPN zi{kK=!V2#~2No8ncqq@tCw@say-4BR&ap49Ze;t2By@Nnk&7~5rc#QomAN#M+z8H` zwlJt*L{16Y-S;obT%B`z@WqYNg02 z$44m~k35h!&8Du`9kHZM-qZ+OpHY@PZY4K2RIL{lvys*Ytj$zmbq$(MZS2ewXDa@!Asc}A0_=C8suoh#m8l-e%xr1fx* z%=g-%ZmtD&DHqk;D1y?AQfMPsGe^r&sSv^6cg& z#>lgZ^R#TsG%&hYa?9|%Q7{6p^e1z}gF+G@mLt%KhdMf41Az+?!(gT+l}!OH&n?V) zTj5OS;D@?cnw;ChkZ6WKy<@JxJHK@JBG()I;&KObEP0d}}RweDfj_a$ehz z)Vc%5dKK1e&eKz5_jXc96ThUU+QXKOMl!<*NI ziaxEyna{`^QPjA+S+xppT-XIOo|@iQk8!{BUX{^>Q-FDsgiE|fd8mw)Oav865tVduK;iDH_m-DQvzQfQ}=#MkOkuwLiTHjuV5AVN*)M z(mgj0i1b&;a>=dmS*9y1=;L~g3Z#sysgvV;R1(T2NITEHk15gE>wOk`+K#qKCL0fr zokiGbUOfsxJuJw>$hHqKuYIXmUR3y4E;$q{JEg6d-VQ2{+t`Wmo4Q_tzQ}yP)gi9g1)%@~x?aSPmaPXuB4qer- zmSZ<*mw9z0sdau-`EC$u?zAj+ZFgvI39%57=Dvx7R*Bi(^)r$D<)S0i;g55U<}_wf z*x@=j?^mqHSBz#ivemTMa^JNnI~S&E!bw|SX*Dr|TiYCZJisdA1G6+{Huf7M&qudx z5(;$7VS-=F+#0*28lKGlV*=0!2z#wW`v6z+Hp$&|E%0SBK?vZ)k*k>wS z!^U$p`W5Q!{^PgRmpIRxzz2*^aD>AAyDZPp_}2r4<_`z42w_}%^*po zu&Pz_*f(xJiis5Kz>9nd0fxyz(2iZ=fI6?;DEh?yJrn4L&*3ekhG<;xrEwn`JN>Sr-B3g) z+N4y%Wsc0mLiXT=PV`2Jgo~=$05%L1sMp5F8=^Wiuii6=fBT1q4h=p}cphEF5Ec!J zTbA^w<8uu)V;4HbR8UvlqJp4C#oy-S`}rkkA}6X@MJ2IFd}5&CW1bj)i^f$x-sl!rz;2_fNXDWO-^$N?a-?j`>BQO|=}4YR)(`1STfqdD z8d@Y>=Pm9m3%vT@>D9Nrvb1O{!5BV);Q{g)l}ps`at&YM)^ci;4_X*gyngi!tX}{h zkowIbaJv-){O52XV`PKSqcZ~B2`_;m&LGcb_hEsNsZ|m&t8LP<` zFH6>Yozhun%`0?9?ur^P;qrJs?1di#*#!~V@2G&};fF+@yC?!xfn5J5g za~w52uM#ZL7AqhGIpI|vq>R+*f&$DPlUU&BbJG?TA^fB?PAEr>V#iaH&9jfFB(0V0 z8a!6d&5TZ&P4_A$#+%|2W`l&iZ%4#>Rg?{_tvoivaTJway=gE)z77aSjC?ohUMP>h zn8qo*7!kW!T_)-SE5Du#C9)GBdBbdKwm3f3-JnblFXH`Sq$jW{tg8Gj27BcByNM?3 z8fsLq6LqlR+ECXrK=+D2n5@`D6jlh}N=kT)6v?#=HQ`kW;!DLqr@l}TZ!6Qzs-gxY z3@CE?vV942U8(XCzKOHR*c7M8*W7|!ZlS~5?X<=t znIn8}+aUa3=<0nXaPteEI@iZy%B|j~ezZ~}8VwuO?!VnsF_HtbOJd$rLzd_AW_aR` zF7G1mllC#5^%Uu=2DwTf!x*k2Wyn4_IEk!kww)+W%f*NfAFYuTj3Lb+9CbBvX{G(Y zJoSp;n2BzOV41_-IDtUOI~^$aW-3Q3Zu=P5Kx#^5Rd?!W_;Ej5S!Rcrz}jab&k}}e zcXOi?Y^Ot_ImKm$ElX9xgszC>JW!(xGTt<_km=!Y9Xie>vG<6JShyW!?h=OZO}dC5 zm$->l8*gf1JtMb9f8E9JtXT5Wq0 zyE`g~0(WhaNL#XuMPXRd3a^>A;-x|hf-}tCez5m{QM=HMX!a~xcTdjEeHtl_tEqj; zI85ga()dMi`F!=l5X~+MK|A76B|ASL0;5Xl9B2TgSw)RIv)64R2#4`(Q)?JThg~2H zo0k-Cjr$l7;_y0dXg2_NcgpnmM&iP+bezWJ>pj2VjkfMA-RiD>E-vd?Hy?K;LwQ*P zJAWJTm64rq#F=O02fx9Bk>myj2JO7E25x~c?vum3vQ!lgJDshlV9Hmt1EF0_*aR?B zF&*unhz8uzJ4_svzM5doJt-NXbhH*j&PRDFD~~pWcODfSG?YwRMU8o?nbMjmm3QPR zuB>|zQ78fP{#`VS;GHF9Q+*kw#Oyv&7>082m8#`S7eOjsB!%;Er}(mi1_XHZjx09Q zyr(yN@d-)+*c26FI*&0K($WBM8E<-$qg|^S%#XlNb!ikvvu{$4pqYY7S6$rT_5CHC z>mfaM@^cC;%Li%c&4D!v&Dl4Er;nn*Jo{JgIG+?9xEC(9n%&5}*0{X(*bgrMI0%R>=+vbs653MKg!O zCspq-o)gMW-cz+%)m@Ygb(pu1FbzKG#D}w#2!%|LG7q)2p6KsClSvtIKt_1V(CHvi zRV%6xb=`RJO3kzb^0>lBs%qBuguK$Sa&Um4fx_K>;;oG?G0LfCofH|RBcK~D5j2JN z8FlmgL5tDhdRn(pr}8mWh;%XS5DU&KY=Gh_<76qleB zrqq`WhG@=CDk|RN&9l3ptj2VLD}TZ5vS)7FUoIPj^dwSlp3s|PcMR`_4O^m6qjFnG z%O<0(P==MRB+TU(br{-0eneCVY2*)r7f4Ru4q=X2z)_@Hl$2N)7qr3|ep^Gdt&H>|!FmPb z4hZ8!t==#k8)um2xBRBk7p!Q5jq^PHgq>iqS|1obf>i|LFzzA8yp3@?SY~!eYEa); zzZuet=l%@F^rdY0Jr`ezr)1Ja^?*U}9^!mWG|GGTY)fY6cfG1G*(U)Q${MIC@lp}j zTRLd#Mo6k?4zG1YJZiBz8Lpns&S-r3;?nX~(X4cvsg4wXovss=Qzo~kp&le4sBfaMUR*!o%H4k?LFR` zsGLowiI0tz!(7yy%P4p6DG=X1Gi$nxZ+Rj(JV(m%b`shu*K>n~mGlr*aQE{Lqcm(w zN2M%L^W)EBE&(ccL2V|BES?zTp!ENs(Sbz0AELC^UC_VCwLmEWFaSuGCz*H&(&bAa zQ^06nAnZc&J;MzXc}$vtN^NXK0s&c7>zqZ)*zWc5a6`|VICHhPd4ofH4QG#k2ne_Z zED*iZ8I_@kvueL#JZPLsa=IcuSdGy=J=Z%1P6IvNxbIw#z4C6CoBYo7MpveRCBTXM ztpm%;)~nLFQg7lp6yVB2GpvjEedT@Wc_T2g>+n);UJnQa@He=6dr1Micin(aK+wxu zP5|Yzr$*Kt>X*WG#fJs1#J!km^oPW;; z^Z`cRf8M~MxKFr;36U!!*18|O+q&(&M7e9-xZn0-yca(y9Mw~3eWwR#jqoDAuf0<{ z$G-{Mi)=_c_h`F-xEsx5EaYbZV%*K%S0_ zny;{vyK|qJ|6hNT|6G>xGtEDY{B&kpJAfa+_jbrP-(i!UGfdWSGQR3ReIphXolPS( z_}Csk`(K|L&vR2UcwQWT1hLK2NBjQ2>iApZr7+djJz~jCLFI-&?3T0UwxM27u!3Ot zf7h;(!Bq{LjTEBb2gB`JpunP)d)o{`OWr!HOqfARZfX* z;iP|hliAlU<}%Fu#z4gT3KTeweV>8Z~d^jQj96_!Toa9 zHDM%B{u<0a&{*laPtz?T{pmpe-cq{rnRqha=4?;@$JW*hGyOQGSo?whaH#(EnEm!i zsnvLR&Nq|RWBW|}b~u(Y5-`8F3q9}rZ{v_!jakq4l`e$|{O-dx@j_F4XVW)l}%JMw`HJ42_{BiRCtzTp9Cq9e)wo>-TV_X7%d0bK~ z^W$&ZnEOn3&f<_ZYv_T}I`}!+{*k19D6>6#3Ti0xX8#vsSYY{=&vNdRwVqpG z`rWa0$bR|VME_CPSEcgAU+$LAfAe^0sm4M&hz?Awe|34Qo2;3h@x+DY6Lr=oSs+FU z%1nT62~FMit@!5W1D(4>=1zC!NG8npCXb8FCQ3YnBrRc;Q*RM;feFzp0nhpPP`D71 z*31*xy#~u({~tKNmCM%kLhO#wV~w)OMZm<@c4CC4=ut^+lc zSqAzXwz)IJi|4l>_8+DC|39q!-w!L%-?Kw}sTJ$ra{fOg$v^Xr+lz3MZvj-Muj+5! z(Dyw%45`&T`hQ0r)R8S7=R=p~eIeS7Eyug2bH^Env~HgB?XCnHiuey-wRd#S%BBf; zu@@n~$AQ^V`C6R%H37VVMkCo<8#01)=>Ixh20(k8ZI$dPF;77iRfZ&2MkA}Vj2YZY z-vWN7qoo>$rVAgJL-5muM*Xp)A(1$t4|ni{LE!PKHhmK#{|#3D83==jFlu;y4e%S% zeiZVGRg{06YVTiQ-oM@Q?|Bhv`duC_#QbOAKS9FG*oaupe?+GL0U`N2BxGvKUL%X; zMuvJ?v>ZL~!yFsP?ecGGzu~kWkn0;xBS^W#j5PQyqy1aV_syOEKHmt1z*A@}dX~Pr z5B*zB2&2w8sYi^6z9SIBc~2)Fe+r`l-SV#Ky0tZ(m(0f;lG@6J{CCj!?`!;pWR?4V zqHjt$#+!e@w*O1!1^w$+Ki|Q-*#=oQveiS3RwDZutP_4G9GzA>x;PV%5*x_hAnYIZ zRP@FdVUOqo_0(zgC0c9p7tsB!RdG05`Z;Sj^e?`dDSv88`W-V9WX!!pyxRPEfL`h; zT*lM?bU}L;uQ|Rj%{>|L#h;+L$jBkfW z4>Q9_tdK^u1b>=VOu|DbJorNjVBm% zYo-u8eO?@RRjB`cA_Y1G2EX{*Hy%j%h}ZiEL9CY{-7)s?E^!zkk}R{((F9R}o={o( z(>9eOE&&I#b1>Qd+Lb5sP-Ex;2p$BLjB8yI4y+AS7zJ{%xNLxJAI%KKjeP6Y|~&E8lI}n>f#K@?VJhmjU=#F*ae@An1G` zc;W$TU?dLSU&b##*vBv@VVjFJKTsa0y3#?P;k@KH2jb4hr@*!4t5M9&9ntxHiLOCs zL++^!kN0P><=}K{a7IYt lPK4UmqxfiUWTrvwuOIrE(%r`Xp$!0Dp5 z7BUYU8HATUUqO1r@y@Ys-H$WR>8}Ou=*DHO{BHKn?`vLsb&@GnI60h>w5-vm+}G$Yd3C;5=p|10U`>&OQx@Uie?YN zlgR}Xp&?&&KP1q&Fmt~b6@u=S+z(M>>CG0D8>I6TVbA;HU`jB>eLkTtx!LF#2ief8 zPbRjNHWV*1l^ivf%K#rt!v_4Edu;}nTa5pLyASYCAZ30(y`xxH3 zO(j20<>Zv9B3gV9KnyfN@aXYoBn3*!*h;r5P$}#Q?`m}DSf|X5LWBH9v1Jt7HHc{x zIr{O!NTJ*w;SqMXHiPKs^aO^pH^$E-x=~%)8MN}`7T)|-O9MW4>4FBK?HJz0?X zE(&Q}!E@Bst$pC=Q4#|eN|Qsg1j*ixMPA%N-M?gocUWXAmhZl2OD~Z!9C-b&fcYLW z0WuR5C>iZ&?G`WoX@fKDn7md?8KSr!z-BRyo0Ik%iXbFLVq&1Ka5)6iAAG|6v@W`# z2I%JF)kAluRaT99)BYjMzB_Pg{aMO8)F@{ZI;+y&vY;uoSqY2BB04lX$R$aF2~e$| zFs{Cn^u`*U!0$l4N>M`#5|9cwkXxq{2)CfATiV{tBrNqU8!HACimYhhlcryN$aJ@z@@lnlCz5(*Z?It8 zJ!7-}{IkA%xisy2BZv`e>_$sr>d|PMB!!ZLWhTZN>r`rdU0`Y2!-4#%R3^o>ebDQc z@JdhsgsGd!11)NoF$Bi>N-|#rkrxmq@j{%(lS~p0m@3o@9wrRI<1+)Nm(7os6ZeF7pbs1|uF6Y67CHwP?WGjp8J@p4s@+&8QJR@bQo_L_ zb2p<9ZGL(~>{0btcn&lED#vd*7X&0El{qHD8#o?&e0ow*$M5?D&7UJkBxl+%g=0x* za4`xo%BG$T-=~M`Y=`k37E!n)sa*XCQs10Enj}|bSy-qIlS`2`4+gg8sp$joMXv@L zrbiy^?2!p;-_mVOgkNmx`b*MVLJNgp>Rqa)42_XLCnlmEpLtm=Hs^ruIbgXqYEAWw zCME%OFk-EG{_XJsC?@Ovq2Yq`uP{3dQXv(!@Hi-Vf@AhGZ}d#QQMQ0P$9EQpqD(62 zmjc``2%n6{OFuPZWDRs@S5y_FwzuV|vkz!=FwMz4#gX&!hCY1BhGCY=%_1^}hVc;0 zzj3!8Y=Iz4PbJjgGQj$aiq>G~r@B}7jCqvmRLmw$doc9W&45>=9a}7!$Nk|FC_#3M zc?baK!1%&%$i!?TQSWP?UR>6jB=;92+V1n#&~kce-10=jVV6F&`%}w>X@p(*C~3a5 zl$x#*#NYHnrUM?Bx)f%b2N2Nw$-{+q7OGfd4L!cY*`)WS@&rWEX_b-_QTbCiYGaA7 z7(wH)<|KHKug1bz5{0M#VyO{|jB)b=az;q?n-W_a6)HUXz8|JjIp9jOamV0aAKsqH|gKyk;UT4+*{IV$xig+_l@RF%Lpu|GVx7(#}_vJcSF-qQkOQ-aVa8 z>RL2;z(pW2Q-(re{p-$UHw@CX%)!9#Vyc@#PK={&ucxT1(RG?Any%9M-{o7O`%g~k z%`^2m35`ImlZxB4AMg4Uk1!4mXcg&yxg z{fSKyoZza9lHJ!Iyr-=-rxCsuZ^fuf`N)0$VztK#Y@mn4EnStKbd~R zxOfvmY~Lgsty#>a-@IeP;LQ4mwkQrtHNTTY$;FS3x4sYoH$`_jgrq2oHzJm?zUu$|OExikxuKnrS zm4AxnoLsH8+snezVWCe_K`ib&>t2D{su;Qp9n$~}H4sXZB(Hb{;^LrBe=4uElX#EI^|*CUNDlIG%x-n z#h%b4wiF<3;yX=#$R@Bq(D{&>0a;JNFBazT!fXy;{*y;r4-zK(|5h!NsX7hskNqik z;7^gQ&Pj!P04*5SQjQw`rzNsl7{1)W$L&5t?^S6)wd6NIEKQw2*YWvMCf3t-uvHtI+5m3a4 z$NZNvF4j*r`&S75F0uU2bFaETU{bSN*+U@!*0z(S**yaxZ zG$y{c9o(|$8vL!KyvuJ}U{K@8SYAe@O0D&KapXa&x6hYdDLk8xEcqcF{Gq7Ys*jm? z78=Yf30AwK{s8@dRqySn7>!F2XZI4<3A<+p~1QNTMKr*OWOHk)(^+Ba`9)O>!bPe zWX4j;?6-iQ)z;rl&W@4+RV6hFj^h6yx_noEWIE61QrsqQ&)=X4_2vH1YksJI_8+ox zYI1x2@yh|ADsD(vVYKNujBP!n9^UVX?dR7gtj{YyB3p@|0ngxTXp>QtPyPy0Z-f^T zuk9F5d>cPlL72?^Egn4zs+NYjg)cB%`B&}MU=$)bL}`NYyKwYZRr%XG#pPmRZMpI~ zSr_stYyL{M1HGEjr`}{5h*;Q7{pXJ#l#<`dgM%i}4lEqm3n0Ss4_~lQC01SjN9Q%D z!*v<5lZP_=y*swEH!%4`#vZwU|GI)&K-y=@PLxX7YX3h`zz<__`qZ8MnQH&67yRj# z|5M%R4`=wf4gX(m{1gDVkDorL#h7yjb{?ci3=(|>{XqKri;&FKo5q6XeF`FgOYD%6 z?tMw|XKWjGE6{(TDD*eU=`;4f4Ilo49P8n4RxXXgf%1VF#RW(|G^(cW^5U}cAD zf=*kkGFMu1=1-PlzZ|mQWto4vC-3nhf__lP(I=O^up$ho|UVEH(8VJxxm zcoDu%^=(Z!NdcgM;(X{yfYzb5^rwT54+~K=KSNHJG@m-IN)}{+n#9-e$>*zRhD`B> z=iDJ?PgG_Oe`v*ie!EzpH7D`M(<3mgo?*w zwK0vJTHehR;%YIMRMUjbhs!B^&?C|sXc{uUP=odI&{Vd~`!z0SbM8Yo4`weMc>2YZ zqiE;a9)U-VM)nR8gn<}T_6bga*QE2t2l0y%&}qR|vlp`|LWkRQqmd(utpQ3MVLV3b zZR&>j;eP0&b8Xcy0FDgIntW~N0-g#X(Rsmyb+4;Wr{Uj;ZXotp`M`>Bj95s9B zJCUtNN*ob`9ht$Gzzns~_O(Qe(kR=7YioyAtDa5w#?PvqSbq1wG{JYDdS_FriHGmV z#WEBJM$y`D^m3A?<+NXpQQPMST|yIc)(K13&C=SBNT^croXXYl5%utrtM}7hXoU#H zFL+v@Yq+$@j3>6j%{qVC;~I~OIio;8eI9Q1rZ%&2ZZ+Sw^$KIA6`P8Mpm_1)OuOR+ zuX&2`(cRt-GuL)$=u$^K6kC^(d%IfC$~Hr7{{e!m-6NNY>kj^imo_31P|`%GoQKUv z$j2<*rYqRFaW5pgEMDzHk;7HM`V8`_GKdG-yp)ZhTu^;lFSk~5rtkJu=bd)*q!{kI z^M%UcVenu8B4P#s99+^o%+S0p80wQ^a35_J#%D6%2qFkTEqV%4^2Pjx5f_ugdOG&3 zGF6JpGI5unZX-fx3zwa!YV5;QRKX+jt(j*zLnPEeNr@^vvCoy9ueH%Xq;@(=<`89~ z)WJ%@l0L3CuAXx!K97dnk)icnc2Sk>IE+AMy~9na%8(m28VDisJO&FQ3;Qf=I>{)y z-s+ZKv_0D+q@;FZc!dxM|M_4OaR4aro`33T!BA<=GVEv98RLFa`#@QXj+^P*)a0)X zP7+K?d}*GR(%a~UPY-J=5d6MYXk*}TerCC zuy*4$O02g}`qlKR?@Vm8zaGKhrVYXI+QjNB3Lt2;eO~2opl=qFmoX;M;W`hA7vFG; zqb^c^FD-7EGM!pTuDD^%aoun;%IsdCqw(~HGjd4ljOP?>8FU!@9QMY}$l*O#vc>rA zFtl69ob&x(zakFwl723NTT0LQ8Eead1PaIyu&gx9Ru}p)J=IluyW+`IhZ#kBdpSQa z?z%8ne~vZAm%5HnjgUpP$e{fN$w&R%)X_Y<^kO~sGgI`7E^^CT7%e>p%bwxc{(>_| zEv;btq0k0dDnOEETwq0PXj~efCgSs)!Ra<>vD6&ek`|P50vFTIyp1j$hmZCsJ=e!} zvg9s42(fP;22+aIN*J~&!bz#W)%r}=w#3K5-8UPf73Y)Z!aF2c43QZ(czg1yHx@Wv zoJ6lKd-27x#d_b)@dHnfbZMX&$^nca;4tA8f%xki@whI1plpesuQy_8vo+^uxKp!D zNwj5}^+5xz2#guS{hH4bR5BHK2fo!_c5n7Ih-75=7MhMo(9o~PI|R#Nm^vgr?+Vmt z(Pwf@Y5)^>EbaV|Sz4DdtghNufGrM^u0BEU!+0<1H6{G8M>`NQbGUATj`ZRqSiMcJ+76_oB;O%ho0k43lckCJ zJTC23EE^UEL36Z>5h}XEM81-vh2%82dyhWOq5IAtWGUw29A3O%MCFsT5{CQ2*`b1# z`>gJnDCSr8QLnpwfc$}zgILyfaFz020^``?sE|xxA3^Zgg{$myzUh~Xb<`hujNfU2 zFLp!}`_g<&FV4xjCz$A;cp|>iDW;}IB0C>brtZ(r&KQy5Pt13dag5l9a#DZLeqW+0 zW@T%I4sVGHC4m^X+|dT|D%ZLA7?3(79G;-ErGSkvvtfL#)y}}HGhxm(%YC$KK>wJK ztH~jLAe*~eqq%@_wWB`_)kRNF8{7a_-)^|v?+B{MJZc-w%!Sr*!`N-PKOE|Sk~JiU zJXDxD`~{2$Nd%#KPrh_pkQzxOOprd+hQ8)?U*O->O#G* zVy6|53f?t*#)MPc7DULZ6}|3FZLTMb073-iKChtjky)kM^Vq?zTr+IKKN*l2hcJiN znZFCa$WHJ;w&Y6(kLmV^H2GAUa{s)4efSH$em4hO$)gZdzmdDowCDrg!%0ZXZ*jwO zj?n7>O_8^HC9KaECVlAKq?rs+Q3y!;s$_j%t}}yzfUSDBA^lWD=zM;#lZ{0BQnpGF z`u#Ea`FbUKVuX%)hYUkCkMkW-7~iFF?UB=D>L7=E4NN1{EmS`Dvq>Z4PQ7mN`nMl( z9V>Diz%g-z$y@wJg!{>K^l9sxaU+8kiO9itQL%`{ZsH9w7TU7N zrMHu~3xgoy+Na0XMi zDCa1{JS1T(MN^JJ>I;v=g|3&Az~7UqgU`5FqnYuiOr$X}RWQ`n6DxGJF|Bo7`M(*- z5_a>~i4p&720tViZH$I~a245h=fm@4LiJECA`W>c)a+1Po0QWKXq9vBWizQMs@5Q-{eBK5Cw<&Xbe}8y^Ae0fKd;*<_*U*XG zF7nk@=(WHjb4!|5vo&}K-ei96$R@d!w*hcG=_=BeW}v~86-m^%+D+s3R?5tm`ij;W z6kJ~_x^Qtnb)CY0EFGwdxWt!)y-^Xfz(+wei(}3UKum76iKYfXWffjzWD+(c7Wr=^ zEh7=%xx#)hr1`*Ilf3zv@8lR}L~Y0uMOfLQ6odsqFHcTB+?oNu@%2vzUCGvA(iBPG zJ_d+;Bfd~Vcw{;&xNGZq8|u~YB!16R{==qO&wOKH{CVJ5a2OuxjZl(&>|)NxWrVd% z9}>Q>=r8p||K<{dW+Z?J-35hP@_N{)D#F_NQP~vb=8>5zr!V27kFf-MlCZ0x(#Zy+ zZB0hmw^ELAbgkU-U$rA`bg61D$hyuqKtn7w$=M!=hwKlI+w<1@Wt7_TH-SxNAa0+> zC8ljy_RbaAg4W6?}n3obNFt=$sR;eIVnf@?hMLV=X=bipw3S|6o&W}=NFQkmD-3^EqK6}~Gb=b2# zYN`$anutXP4^LxH*3x9a$<>i-~{CfAd3vc54 z72xA!7Gd|7bwse`=lHdrsc7Q)kBiq7V3A(cm0hh~BNv(0zdTy$%UnS_*dglwbdKFL zTJZ_eA@<2BMMMlhIgsRr*F%i;&CTkPjoR%?>?E?e+~VgWQwrji!zBiKf<>;YA)lO6 zsY1pG*5lSCfqLqGi||a44NLP_X#>D6=sRo==p$->==vpfcj87>hrtH!Cn^2mtvg-X zPYXrxJ!d8dQ!6cwjJkcMxJ>5m;$%N5kij~TpttTtkdR?g(S1o7lt6+otUbC5^{OKC zbf?tK7a*qL4JYtBd6NmLlBiruJMNF%{QOx3TqWuj$ohl@)pkddumCvW-1lH|yQnx4 zJo+kt76D=s#wY+d*MZ$SB|8=j4zD9WT=&hzhT;q9yb-onu8em!6zWCZIH+|d?iTVa zX$V~$Oa;(Vmsb7<`NVjWbz5hIYicwWeB*61K19}SY_2^@X6BSbI}pvL0@BIhP}(}5 zJ`U8MX+}lSB*EDE3t{r@>+eq`mA4U;2w-589#v{&zVkx|1WTyM2lvWILuj9%M_SDG z9bd9%vov_#U5mTDmdw?*!3HEorv?S%y3SL*O?y4v; zB~?5&8G{KViJm^Eo@EkrV~fVf;9PLu!<2siV(oZ&7rP#1FtsI=QJNv9F7KO8yCK03 zK3RhoCY{r-OvihUuhmCTF*fd!hzzyRnd**9i%N+%KWw+yJPMD|2BX`@VF;I!5FeCZ zG4G|#n`>dV9D9+1WmJGS4#dADQ;-*i5z)8}9WGNW#YH+d6*;Z@@LJ(uU}R`7ecxYM zUy^3mRRq9re5+}BK>|?kLY@n4)KR zNOF~RvZ1?|Rb~Ze*OzrZvUvooa8?yP4P9}5n%YdWZRgxR#MNG7Dhq9>CyZCt`R`L6 z>&k$+U%V_E>N9G#Ry`#cA!;4QSl4Gi8L6IZVc-rqVirIMJ5e%<;H6p}F7c z;2deL&=RUAT6u`!7eW_01F5{hSP=moR8_(7LMxSZ`Hb$6#mWSX)so70q^nV(f%Rg# zfh#oAui1KDGFY@A0vJ|HE~nuWh1&p2d@^&DY>(;cU8f|2q&?o=-W?s*&}&07VzpP7 zHKZeYG(45tlu6xP+WH72urcr25gTIUP>#TBW2AB&V>not^jtk3VFH@Kb~RF_1-?;nQ!!t3xFMFr>gqqlA0VpYu-1sat1k<7c{@KUMa`VyPH6RsS zrAhspRF@h%ba`eIIgf44)-reeG}e?zE6ey03+Ay%kJ=6_ElD{N`gaAzJN7x2 zyM28t^dyqEYhCBPR|R}PYDU>yEJy5+HXA;RK4^n2V|l{U z6o_EufW^w3EMYP6nt>OLs3j@R1QuS?`@sD0b;%-v<%fdwn1%<^h0?x^alae^_wjE<-#6Qr)?JnFco|t=h>kQ z6gTam5(=ek^M4XKMu?1E3(no<7DvzZsTJbB0a(2hqXA5lF})-{>lbWadpz_O0DC%0 zF4~`35MJDk{YLYhLF<+Wnpf7#69uxcHk5Hjww`P!_y8OIiQq+^WYQDlxtXJN?5h?q zBw$atvF3`Fl7>lfF%5P|$mlQ72~!*3Dobw82rO`Gu=H0Al&^CnfBQC)DLSiP9 ztxWh)3qF#ikq=nS*`Qqoi`a_d6GRKgpm)wWiAmU7U&bfNy1hQ7xEitt^CiEK68?N5 zRs{NC@7{&T$YG^y%?I%WxDG-2?c@1<+r+kfz8w>e`JrdwV?~WL{br@Xkh$S0uM2Sf zL)4e`X0*Ul;u_@U*^dLXdTGf961yk3vKiTV zzK0Zl|ACV>d@h(1VsDTVy`9t5VoJUX+8AB#l=Mbbugc6jh;d@P`&7U3mc=h9wPrK- z%6BTq4iQac@B*Si*wS(}Qa3*<>9vB|TN5+C%A^AbT;t+CH8HR;h!eVIqzaW@6+Go@ z{;-(bD}(|a;Y_dVvt}z!9y&47!v;rQM6k8893GXB(!(`AzClfMoR-z|uRzAkfc>Ew ztvD54;6x+sx-H9}9n)^6G{G$ASg;NVx`w+)`IHESXZ!sE)$GRI4* zo=EQ8l~)e3fD}M-g!;k}A5{aQG2a`}m4fcOuV9jR7DJTO{J1SB!F?oO)Mw%a3v;xK zPh~`_2UULDB_pwiCK97v)v=HeXC<;F#O(j@zH;#|x9qghEAElNct{ymo82d4^1+Jr z?gpv{-xub~%+~`csyu<{?`8+`s9?F`0xIt@<wL>{mwX{}%wL0AXddmFH(uO; z4dRoN=t=n?o3|$VbsZ|tJd}1RPX=ndxJsMuQa8bf5c4|jUN_9?OR0B$HPnl(r*o5p z%uR^(feZ&WZx2=bOV66@ZDzZ?8;UXPFZ8mO0Y*^)vOK&Xm%!uyM8ds8D0%$q z5!DH<0^>8${##1$$H}`)vTiye*4%;$5CZe+P`ctnM$t6^4_wg}RH3*m)h_2)R97|FKk7xq_64)cN(>Fa|gZ;vd$`YnQiNA z9lnA1Bu!!91Olz^z{;-oNAeho)3CH4a3!U&tjZ$!J}U9x6#Q8QxGL5DUNuFKXs3HT z(|1qok_&XfG7r(bAM>*P7rPG;+m+LA@R|@X^X_JXlMW_F1Q?R+^Xg^p$mP)i>m4ZX zm;l6lgIYa*9}?nP!!CPK@v++UWrh3M0?#*nt5l9pO1J=gJCeTref4=*JQlzTdl}`e z)%^D&>xTn4wjrqYKATp8l=O~#zw9t4^u62bp}OMU_F-E6G951%FTQ=v6)%Y~k0L^A zMlLHLz4QBT%fD~`99+6Bp&^XG$eb~gBDW5MRsbQdwfsWLRnmgG8cs(MIf z2sVtxB{kXX8Tx*Qtpu<4osAonA93KMD4Bx4b7S>hDRd$a^l`|1mVSpGT-)RVenbr# za~k{{Og@NNk7KdKqhE@0eIgvcNLve6$yUC$TQHZ~&7Lrx@r0IwIWLfY27kRSo2fZWavT z6zz+|uEH}7O72Y_0SL~a(`?z<>1aK2As-1t!aU{Bq-=QNt(kn(>wm915J3mS2Tcc< z%m82qmDJc<3#j^pAUv^%Jc?B3z%Vu{*^FC5L%vQB!s5BV3o#yv2qw!x#zwugk03P(fV`M>qGX>tZ~g2$^A7P#VYQbOj=^oljM>F6FXaL`z0HyoCc=um}h3k6Js>IFPW;~OBIS@P>*SiAB zQ&7G{JpHh!vfP%%VZe749-XeOmWrM}*MbL+)*bPd>D&><&8@M)WRGN2_Q@$U7daoV zX`sR}66SrLN{?rUaZYb3%6bbf$*oK=6m42o=FNtVSB;Ou628Y_!Qx!9ULv!GFkiBe z%fgc(6Yi{c_sQb?rRowI{r*kEI7y<|N7gRxLp_|Iy90y*vsM<~esXJ>KI^^sk&Os_ zPqF`G1lMu11PwOy++JbstRzYO79c_)r>08}327j|O#Z2Qt;P~ti3Qgb7^_Rq*JUI@ zf3YXAP49l0q{xfwrXFPBCYdawRCOQZmbmjbimR}F!aYwFJ)ZHi{8;|(iE8aeP?T$c zWbF6ezcHNH4HM5>&s5vcUklw|AhHCkGEa9I90n>Q0E+t~?_)Fc4q?hMSC_X|$8 zOJqG1t)+AVLHyJwB|@(mUgHEvTQaaSX)=+nBsV^EX9}Q!ot>1fBO*$x?jBxcotthON0bP?LJz8}{Uf{EquMXJcgY zFAoV@`nkc3%RDE}7j8M+M|q8%n>YNELHF`S>1+(|txP)oP^_0>d(XQt6W_?Y6h!?N zboFfk&;V`4&gc=Y-&auyw+m=i9doVMHcgBZ1RYhXCpXei5*vXuKx!w4+daXEV30Xk z2zzFX5#Yc=o2kdKZrx2T#!^^3HxA0H?l&DBT@2$#tB26G=e4uMGy^pvTMbwr+i{Ct z5XiwkGd_4y9>BOq?i=Ku&_vS;c=rb8jakaMwsSy=ctANewmO6rg&FY!AsD7U!&3$?!@&zqFP%}EayAdi6>hj9 zI4`jkn`KD9(7eB7ax)1~bvrKm@~=ii;i_;Lv(G2PT?dk^Bg7}qd3%b3b3@Hs6cZQE zDEx2gOU3ddKrZ=I-7gbV%GwT50wCMX-&6*=i?u(vAj7L)hwa1!2 zme!OYZ7yJS|2yYME@GuOl7?29TZ+oQ(W0E%xKZqGURcd*-u?S{#apl+G?0R7sR0GvZs0u!rff#Obhp@yG?8pefE z4@?2>fL>nbbwGk2wK0ta98PXE$@RL}^uipe{F$UDUpvxgY(>cPP8ktdm(>Oz00H_P zN2eebp2-{X=oL8YVY-W`DwSPPV8*L^YtC@eKz{%Y<0p*cQ`GfYe~1A}lMWC3_&b_> z7s8-{-n36t{6ybAZOuvfKyC{gKzL^Gbx#S|SW!-NJ;gbJuZIRg?XE^oiT z#fj>Ao~NaC&f=Iax})@Tc5~JKTs-x!tr@$JPV(5R`q#zTn9ipuQYhujr)Y$gHB#T0 z%&xD}ExP53Y@JZZ-*W9&Cx%b1I6(ebK6+Qn5PDGZ(u5MqsY@YAa*Yi-Q-iSfcZjDa z57^T*6?tvSd?#s+%h4!bZ_YXaJWdL}?mP!iYe>Z8R!hkmQ!f{O(M8KHrVY z89vc|tf{B63K1KTRv4yPT91Ot5j4C_4_orpbcz#*++_=i>HheCoCg|SBk1+_s1!Q6 z5~mbWhcFj?|9JQ_^(=$*C#R)T>)T8LTcaTJmy}Kr7kwWVj-apTNGt4dEtAyWtkp%& zMN}VhW}9^O2f=XkV!iB>tJ?2=$v+Z**k@+4G0j^mUQ`hWhS%zHOx#_T!r_C4%x8+@ zbDC9!BC=ZT6B{Ug>CG2Thrb=Svy^gX7gCi6K7dOsdfQ{k%!6<%MJ{~6<}9;&N;Rj= zl;*uSy0$qsEN0a-rMl&5C$9P|qP#JqX*rO6|B#%x}4h6a# z;aX*m7$?Z~O0|3Fgg=?j7fNw68f^iVj8ij{TUTeVGFA%ZEmLKdF&E`BwFoa>3eqw{G4hRGbchQJE#4Y z8nm_RAi~Y){GFWqhyBXqEvswQ0+*bK; zhWTqQ4Er<|qmDx-F;26arp=t@Bu$`Mg)v=syQtniarHe7@*ma$~goHK?KmBruX6aIJ#mDo$7AOogQ1YJo8Ndcg5f~^AzJ^^|OT%g!iXA5!7 z@Jc5Y!|>79;salnOxbE9XDjFS?Y(>e4NRS#3AH-}auJcdRHgx@(iPsyIJ z2!P_n{UUw~poM~x%KI7^Kxb8CPR`c*B+{fbVZ2vN-VDaE8{%MyYsExo`R$h7?*7i6 zMGEpmLGx?fPfR_u82>TNuNgW_62~QgRC|@kg?Q(_9JfJWQ?Aco0D@ZJHk_;ca^;~8 z6s@_jA_R|2YVz}3awm>$7Lu3APHohV1%ETuI<0Lcjhj|$6&4~z-)|VYfyg?!UOhmI zel*7L-Mh1#07Ekif)h8l5V%ke3O4lxf(Zd9%GMVp=(i6OPm|{cnl5#mT|K!62o}F@ zoG9!Z+Lg&O`~E9#hKLEw9CD-KT17Am%c9#*bNmgA!`;;?DaY!f!-u|VjqAr2A}{J3 zK5MxgucXm|=fwU4e~E|uj^}N$qb3vTtF~+^Q2#(rS)l0zZWg;rc_ox#l!PNhWQ&W0 zk)%uuxnD0EAF(r74sJvSdZhQ`dl*K)4CnypnY*%WVP~_vkISn7w3*<@6_w-ojVUu} z@a+B3Co^n4gC}U@wY2>B4!B1=S13VCVD?Jr?}^3$dM*QCg{s|hWKZ(YFPM;KU|kDk z&G`w;JAyE74eL!wYB_W7YJ8UTkN-+9;oS!#B%%>Q;Y+t)4lwW0xX89B+ryB5aDU5D z-#)s*mGoi|8hq$T&1LKv;D+kr0P4%ptCpj5YlK@&9xR5ZS~p24^giEP;(Dp)X;?HT z6@N+rvwY1Xb=qG@&hRrFL0UuaB+Nad}#ph5vH}Bb?V*!C^7EEWkxuRlnd}Wpo+@!*}L} zt~DRI+)-?~;62KtLd@l>d*Ui~+ORWwxE#rmq(ayJrJ3OZwnosyPDDi`|J_-t{jw?O zWM3GLdYACj@^>VpOotDr8D)Knx7*d;e98KR_=cdVD+dP%B_zsM%GJy_r@TF)kyvT*%8L@^hC0`aLdf?EEjWbZr3AH z$ke0**G4C`&tY*hnVwzdV&)#6eLGK+V#aN?GZr&TrG?YIMz6xTsfg@xcacH=Q>Z4c zRv@X@rjB7Ov(FN+JcV<7UCzHJTl2Uu!F;K2=e5ugABHLw|H7V&vcFznR%p%UEXVs^ zEVM0(q%nrMHGVE=2RBW%N1N)MP=!fl*ov5RozN zb}{PHnp5Nz%7^5e*%?7Z>T6tjp*6hOf#Wu0T*LKV#6>;Iz$+BCPVQsXGJ<=vR$V%Z;ZX_=1P=7*j0H&ohC?^I~&6hU{*mbwxHzz6yRnS?Ifz43?b zUc^GH?_+t6A>797){jQcodYAvh;nAo-5a0&jG;*zpSgStVYc$V{asPxp-XW^54POKGKxz_0{CsFj>%9vkLr~zf0j(D+{lq!3W!j9yjU0}Io2R+QB zYNxw9tnlOyt-6N&MiH$I+HH}jIkPwQq=t_F4(_!W{$qq|ma(7hi-BEXfXWP!y!-#a zIyFg^&S_2+czB3I-$H29=O|ipQ!qtjxC-$hQW)el(_BVxFBZ}ya)wMr2lMq)Dopx4 z?Q2Rcb{41Pr>mlaxlX5MAxvi|M83DCwC?PHQQtGYggf4L|68#r#yyv#%t^jH(P=QK z8?RuNTb?psP=``!Pu%>9^SVLGqG2fZP|pG45JT)a+xVu?Ip@)qYG7HV2R*r#Jan1> zbA?)2TrFmd8epQ6gyTX0gBo0 z37t}G= za%XceA=gC^>GsJ|UKK4fNRr9_+Vz8e*?Ktwl}^D%G_I&lR*@fLpA*!DCSW^zRcuD? zy5yR&O4qlm>C<{$R;0J9VHcm-QnshW!|TYk+KKC6ic^Vz%QR%<_Dm0Q;ZpuB+*jLX zSs2)JTJ;61;B_G_HQ+{gKN2rCf(2CGX}mv{?8 z^T-EKnj;!tOWwwoXE~BVY90=+5cCYQM0w58JPamCYeBY^Q*uY_;fwq(8sWC1fL7*3 zKUR;L8ZjiH2M1745ywO6^>%!9%SvxPw!w>B@NZbm8$j zm;y)#MjXCiMC)g6dB&BgnGedJzMw>U6#kB4tSP%tmkN>`b{uAlo$xJ;Q?Rq#M1h3> z5C9n-RQBW+{#3$6#!Br8Sj_dAKuL1v*J+ayyw)) zp7e#i1L~BfMEY0zp(&;XWO}N@Ja(}BPdkOQz~fYYt@voYT`3Zu!j_;VNWYgvh*WhW zV*9202}w!DJa_(D@5~AKO^K;+SEvuzwemw-jT}%ef{=Cy7f`Fzo>nywYRe8k$Mkyr zd(q2`(xw~Vmqy6{{8*v*Jld2~j{*bN1<8S#j%dnH@_(~)(UZp0o=Z%+*iR%FC%7(( za_kFL`i-RV={=A37V*a+S7^KjXqU0&cK{z|mCE>7%#qKaalEo&69|_#A>s{W%&{v{IxlTqVkx4H$EiOyVyfQv#e+_bknbRq>O$&spAhuQ&G2&ms$ z6CW@)x9`Fl=1)S?=LGO_Cs67Y#hwV&*_2*N@RkjJ@Q#D|tCKbbKw8E4QKH1l=(+)l zO64b)F^?t@5Ogu5fyR{ollH;bX_MJ4 zH3W-*5X^8Pa3>j8Iz#Y1eI%qIF>1&$ygfA+)y9#DJU1jAM1a&*FkWyNT%;-&3%UAE z4h|=ntp2}BERcsHlR)~hF+~{_D;^}TReb;<*4HMa%~}h95$uiS(5AtWwMQ_dYZO@U zm1?FDHm^zA*L=c-3>CLFLd2}ap}peU z05Tm9m@i=P)!(wh2^soCL>1GKvnX&ecZ4PeTz9 zX5I{{SF@ekzF2eMP(2u5#yr;W%FOXwE+P58au#8~;_oVl`5(!f*Kf~as!NFFUN6dZ z+}TGR@d6hxPI>z$m3=V{_e60RmR0`3O>mlNp=t*cvJ~ZJ{@K z&`MaT49T*gU|3nz%uY=|{hoZ`Sf0nZyK^JhFXK>$zjXdtZm$6=3*8J4NskQ9kC7=r z%-{e^0=zvFzuj>;xdL`1O=JJi0xq1N{?RA~jpVMAbf@tR_yxh)IZ~Jzi<#BouHXUor?FZgNC)@uOR=#I~ zGd$uD#ce*bN4I|e)Au;q)b0y5pahA)7iX~TQE4JZlI+HnKQ4*YG=8(%;Mw9kRz&zB zUg4kceUB~o#R?j)0gNi~M~Y?5QS1;`0525*OdYkIG>iTFkF!dt9~=(b_4zq z0#HDHXq^jvM-~0W3enoRInOG?;S7)@Vz`rE4WkpDDr9q?EZcpHg_SH${wltZETMns z6)#O#a#w3-#+{+wu;(Z;(H9p~2gp+By9keZ*4w^`)L-tX9HC5L?A{GCNQ4yamCL@$ z|6`Gr!Wcq^ws(QU`6~VDeir6+c*EBky_=0O5Fm> zSSJ^X&H^Y&I(O9MoEH`=>mGfpMw@PW=6Sy0Vu1gLs7_Y*(bxbAcrqp1-hZL+G#`5L zTy9b;YSn1h+xEszp!Kdf`h)PIs%F0R5{8iQE=d?z-Q`K0zp0h&vJyUqM|h^a0E{qI z<@wzvl&;|rl z*eM(Byv$tfe6n^*_(k0AFU5O&xC!?qg;5X3+wLL>w7@YV**{L;N;XnU(Hncab2RrZ`)Cba= zewkF{b|H<&;Vp$H1u0zD zVgSVd&9#lSo7o9hZCvN3$6=Z%&>E_zqFeag!J{!+!VqR;KerGNMO@NLmY7OymZsjsFsb$%mIS&_xG+sD8R2ps&GCysBCxbT)e%rmZmUTqwV((H zWg1v(3M>dssV&IG^mIAFfWc;{W7FC&yw4Kq@2ZqsHW$JT!fTPK7SaHqWO$B@iiq-; zP&6g~Oo7XGQ08&yw-k1C-pqP@8*Y!*V2QBw>+@M%HIf<{=W{y^om#nR?9#dEdsLCY zAZM%^_Ek2uw#?ShP^0Ncw&wvu*Do05YH*E6s)p4V;_v67n0Ufgth2et| z@6F(xE&Eqy7R6q-<{MdusxW^jkeY#!C?1O(+;?viagNpuN_`{CI}ER8x~?@f#|MNzpl=D|ziWFgy?#oBONJBr9pZ5?}mI zxL~b*NQVlql61Fx(66*UMkF(6E=TYZucOBVQ_1TE8HrU6E5kb$T_^8YPnN4}9Vtkh zL>@G)hT`#4PWavfqgsg>wln}5bmA`WMMvn0_YSBzp(`K?GlsW0tDB5)nBdu(VQwh0 zUjRF3=?uIhlC=#yPltAcv|t`MubyXpQHED?eC)yITI9~0XwkRZkW34}L%i(R-C>qhZ5omBrcV%f|K6{B_!e0J(;Lmt7%Tyr=RY3aIYniRX z0OiID3Olt0Sn%Eat|lK7k>q*P?RW@Uoah+>-P{)L!AvIC81HK z$HF5Q% z@EBHheapItZyDOQaNUDz;hU61kK9Kg>gY;)nx%k%qE19%(;dwFKoND~XK7*nJ_1-M z1hX8Y)AEYOc`mu3GI%iIh`x?9QHi36Lb@BuLT6#h@jP!HqBIVVb?aF9*l;IqJmoxF zygJU|wRJfVYz9a03YX_1>(S&cPv2)?@fMc zMhF?NDuM#k%qz1N5LsiczI(nAp^-a<(kOUH3XjVQN@x7v@_R39`HQB@Umm{{>kwN< zoxr`=hF#?E_=C1P4WU7rJ*Mz#vQUvW-jB$25{!6K|v zapZeYCHu~Y&kb?#0dX4%_74F3TKMEeRMixUzzY7R!zs!)WTBoX4>Fbhs%8r1y5VT8 zanL~i5^jr9LG{!Ob>#QUpvg{V<>n%tJc3^97N#~m{^)Q0w;C2<9r0d}zQF?ifxMc( zuUUHk6$U-m13-m=FX?Ue4uQm+Sv-wmM24(Q_qS{gcx-2-G`XU^X&SQRgic0$5hZ&j zfdfszkWuWzkAFB~k9@MRcRhMzW3Ovz`t2JEnUS7j`Y)-qAa&O|ZBfv%C0SyhQ_*Z)TEP!6x-!h@3kSZsIFydT&>+xDyglMF@UlT59*E>$&?lh`2#N&~8 zkpXf58GwL=vlskk=-QTqdRrro-e5SVG)Lue#H3eo%d)WV*vp6mq$#!>`UOvVa43;U%y!ZKk#NlZS`Cn_GvLa zF^=SL?YC%KCcylH98hmY-GcNz$)m_jmpG|P-DokqQaFHdGH~)>olH3&l-fN`ab8QN zsmSmnj%YZWe5VGii5^MBHlu2ae{y>?>=Kn5`6$CU5Px^$q}9#u;p)?P~zpXmo&5 z>D@?0Iu(!rIJIYLR$<##iKOHV4Un8HUT9Jy6^Anz(!2i6Hpl}{e)j+X00007UDkl0 z00000Xk7pR0000cE`R_4000vgNWTbHIeso}hlJ0AMZACt+_mcz6!b-)rJRxFJOLW; zkY8}pDJ|YJuh1nzzx;ngH|YU85w34`%bF)g<`M4fczjyU9#O|P^Ch(UDmaw)IUA2r z2pxlcnbYKj48@<2iUp5MU9b?dACHCBg1-0l6MrJ6p7rv=+@5PTo_tuian4DiUyolN zzCC<;`1SGY;e|fxT78s^&`QLEUbpkMh%q>o0rt-k^TYt#3217Gy&cHxjz@^33iF6) z1uU#Z0mtCo8Ct!d?rHH{#Kv(#dN5>L_KN9ELX2k8guPr$4F$*8ly!0@*K}XH$V}>eDhs7 zP~_Q*v0eFw7>+mDDy9a}Zxpx3p zI6B8ti27E-(27%k5msJ&-B zMCKpaP36pGp>uB0kOD)q&$NYC%dfz{YKuV&-RHaX7ICZZ1TH@l^3t`u81ZsYC9GKj zJ#8`Q6Z;r_D!JOeMboHRH^vAW(G*)&-ax0vdD^m}Y(~h1sHps+`bpDBv@GC1_LUp` zdJ~3hV6^Qw)tdFDQUp!TOs)|GGgikWzmR(zw{k(Mum80ZqYjvy4SK<;VqqrY>uM;2tm zW!!xi<4b(_y5}n(xGvWDs&@vi1fTgG8~Z%;1uWfA;wVipw8VA6+|%NYo7}_K+e}g@ znJmchzen_9KCnv2bm$rz*U5kfABQi)mBh<&hH<5}i$R23|M$2w?|=W1;AS0L=9t(H z(K3`<{e^KmA(s&C?lS@qy%Bx;Ur27>b#p{j?M0vg(7$yEo1nuwD z0_W`rJhcbDI^Kw`ws&v)BxN5H&9oKn=IP3g&_DqdnDub1Pami9%XN3kBb>)J?yXsDrRJosa;0O?*sYv}8#3#c zyS>{fC~tuQNgV`jRSN-Y2;HOwNex1#OUR=E_oyQ;@|NH%WOT=d_te&~ijEIyBhLgR zKxjKNYml7Li*nfs0ASLU2(zi2`{8o2FdXPj4MBoOJ8nchsgXrwu4>@l@|H448?ZV8IR+Q4!?RRJkt@U%r1)wjFa`$8ZC=k7@WDPf2i zGRdj@LRWOB5zP-Wh@>RAIeCso=gFiofR74w1Gv`Lv6LU!RA~CK*(uU_@A33)Y5(d` zgykr2SZe*{8s+{%#JFk2EcCKMcnZ=p>wW;{U zoQQ4eKhd3GwmnY*2D*=lUAQA@6`)*i){$UCQxt-ok`){G;Er#w?@i7yQ0^I= z$W2xF?S`a+1dWH_YIy}l6&=Cgl{dGcmwiLv2Z^p*Osw)Jxw82G%Xn=k!7-3d#$U)! zZ{!MXCP<}ML_)8fsTWi14^VfJMcKb;MQto9ACF8ZB2VCHkZ3jH9H#C`+;KxYjywdFM6G!zYZ0MR@+0HvEjYcuFO zntV=nGW1st$q`qbj(R7x3I4wa^26i1$P6EmW4Oxy7wD}O5pt{8%w78*W{jx9)rTIM zB8I`SURZi`YOlNVkgih9H<~}yR!D2@mBh+^?Fqv++>Q=0S6bos`7#FL zE6tpNmPgkou``aX+aN;_9v8S1b?27`i06?`l+-*!i00H7fV-_4SjqE_w zxA>C~>bX316EnTn-4(V*hFJruV6MKjW2xw(#i;4XD9(Er-x-YysbBQqDM zu!xUmefv@8s)yCpX3qsa2oUjs=?x|#!qYz`fCDUw#@rDGZHeskJxa=i6~U*m#ApK* z^h!Jc0Ou2-k(+{Ji8*kmRG)3Q-CU*M07oRq^!6rRLP?=XCB{%)FKx0-zqi@39S1o3 zH*F(g;2l)<+p3~w;Hw+*;js|Y2nyJ`+9jX>4*@wTA_H=RE2*s1z oorEIy&|L~(0000000000000000000000000000000000001b``QUCw| literal 0 HcmV?d00001 diff --git a/translated_images/km/segm.92442f2cb42ff4fa.webp b/translated_images/km/segm.92442f2cb42ff4fa.webp new file mode 100644 index 0000000000000000000000000000000000000000..bf47979951305f5f9702516496278752e9a84b2d GIT binary patch literal 40212 zcmbUHV~j6M@HL8#ZQHhO+t_2!GHcU-++&Pfctgiui~#J0PyP%ls_jp``HZ`0L1<- zy#da@KEprrKL}3+{eOe~3;nGDRUZI=>N)5yApl^Axc5KX{&xsq`yKMc{<-#Cx9V^! zxGDJjdH3!=?JxVg_xbWu3~>0Eizhq>ObjkoL7Q({=08NHiEZ;hk)W& z@E6WAgERjDKrX=Zm+ z#a9C}Kp7zMNccJa5%Ai#^1Jy1>`(Dq{+s^Y_v!!Aw=4MhQw^a0-TN;8i2oow76brZ z-}^q|-x#0$kNQ>sgTF5T0Kom6@saS%;Ha+!kOav6B?SO}`Z@r=dE0_!eIH**zm0(1 zpPFv~3ERKvr-D~@B48BChDso)ME+PQAhF16YatLaMH3YuWD;+j1fWRN_2mFCsl3q= zAQG|vuf~Y3&_k1@Ve#3n?78>WdQ*?9H7iqGvH!1Eh4JlQexiWQ%%+}*K4x>zEku6* zFQ-mI5C?S`Ma%R^v6U&Y{w`lZ1xDhB{ZX)K+vAl>3%)*RtYV!F{@*$l3$u=)tr<1r zK6z4-0&IEV6XYDL+cA6pwV6*NzAqBn#svJYiSL}>jFXr+l9Fr2b`rt3&o zM%~~$L#_MtOgAn$5*S7o7vJ5m<^jytxt6@#+Ir;bmQe2ff0;x_=EGC%_*EH&!0Tzv zHmaPC_0+6lW^6|g=gL34@nKI4S0Ll+dDVyEpWw=_;6J?TNo-FGuT>Wa-zQ&Q(f&5e zhYI)G-o(c648N1^!XFPfQwi!c{DKL|>zo_4vis&r(T%Plp1Dy5j;1I!a(V!Q%J@Gs zmtc4J=GZ!|v`|tN>smk!{ngAbwO|#-v7Q)tMlFrKV z(?pI(`Ieub!eO^E7F^9Ci%Z&%u7QhBt^)G5U;QTA$mm({!#v;I%mgf=%t@in(E~@% zYYt!yV_EgQ&7``=v@)g)$m#VssPj6S7>Y{w(L{qC&F_wt!`jJ4qJrgLB^GsShZWUv zE8YwOl9f%seG$DzFhWue-@<2*h1ist!T#5f%l$D~C={c(Al)leevs59_&G!Z-~0dg zYlbbXwM(xIR|Y&v!E&0LwhGjRKKTefd@56gI>=P{ab-!DjmkfmMxWTZHeG-B9{A z>+#eCI(*G>Vy#?oP5M!_gX2r#471mcGrf(5&aOxgPBWj=o%9f%b=PQ-^oXZGo+@61 zy57u*tC-!c_g=ca<#kyJ#kZB6Rx$D_fIUWbdVj}t$Hm5=nx&RNXf13KSdgph|1S6F8^&`BF*NJSCPjW4aw zYq`uPf|WU9xr+_s{R-7pwY0)^v@>I`#{i`b_e6tQ%V-Y=LoTtl&js1dQsOz%xjV=( z;(P-wRg2e<6nDd8LfJB90M_Dl)uNHa(r-_6dKwOnM;nk~1dQMpu%P z(ee8AW!tR6ep+=WUpHCK_T6?2Kb3qJ(A~^_o>Zo^sRRv0r3o{Wc>}2{{EW;5(N4Wm zJH#E{|3OP=2D-D-tphUq7K+yn-zF9D%@79YOR;k5K0Or{pC1ZKuaHXVI;oTLA_?@y z@9&sG-^*RZl}6w5`Ckzt(9MNl0hEBYrSfRK+HHOfOAQn-Jr=^to`}p)bO}ok`%7t3 z&8?p!{(uq23$lC2dIa|rF3~c2>!q>NpJ12;&PiDQ z43!sUs3z4wtei_t(l-`HxqSId^P4|T(B1yOJ8~g>^cAGr`(}w1T1L&lkBVlD`SCys zwsLX^^jGO}S#|5b7z20kq#TR)YikU$a)Dlz*wUkcpDYk%DJ-&xEZM*c$7%SY&wseB z$uMVA)uVdLZCEQN(a7qDtu_TTy)Wi0!OUXgWa_aPjQaaA(;8cs#XLc#9E7seM$eQb z5AaFng~8VIMvE`r8PDq9HEQBZEusOOju-2U>3EAah}P9Bw8~;PqQ(0OHjoJ^RqxAf zq%sd>LXrh<7Yzj5GS{%1%(R5gWaFKG`yDP~{6f`^D$m(yIALLevvo0$p( zqeM^^*S~Fl%h|;V=$&Cvc&ERIkHhF8>cPnXGQye6{nkQDa81Xg*zPd zVtIpLTlbpq-hK6>_ywGlA-g-DX(QdG?f5-}W(8G-Q6f`;O0k?c2|`Uww1}>^JS;`- zj{m3yp&Y0(6V^D5D5DF`b5Z@dzAk==(Pu3F;UB6?;!4k%H8b0ru?Er}9^)1&^tl7o0!N(7 z!WglVzW+EBQsmf2rHyJdN*BULqkkKw3+LbXOWybu#l(>iZlrl~75Zc8v=*x_AXsQb z`}CXvxsNHvUu>~rg)kMoKBA%uwhtaZjg?>`bcdx{X+T7iy@6eh5>uokPr|>6?jaZ5 zma>9bTZAmWS2zz^(+qcCfd;2NN=#_Qm?}a4n&Rzx=Uq7c=nP9>4vz22e(s!EL*!M6 z1u`KFBunP-eLEveKLbSlHWi7mccqbK8UvhDpM1qw7De$gaqub9r+T1|xXci{9Bn^$ z@`S-qa3m!`Z2gf3z)2K?;fXBO4@?}k+pgl74u5CzXyvLEgm$AiZA2CTsB>TyVAna< zu(Itbk8v_FKrMjwzewF#&@!sYz6|*sxCaW!)^&6-i3U4a$cxG(Y(Ab!Cn*#>_1?l` zrLQvfWAZ3_Oz@%*LE^Py)W6gaV7b?Dp?fwaWt|^gLy#q2lYow|jtO&^{S|Fbj#RqA z%W_JMC5(ML+S9Rr&iS_PK&c>_v+;p&w59VZonY+ngOP`U*60_cYyoLRilBHH*M1X& zO>4C}_fF2Qd^>wa%B@7bvjRYR^~hW<(R^=hj3VNqSPRfLaY`(LNh>XTAgRAu%$uC@ zt8@=Ui7g5Go9gDCVXe!&$vt4N=9>tYI+3cos15s82W|nDy|tEgmJXz-xPl*p!Tuk@eA)fq&pgeW-2eAVhDAOGXCre~_jj|tMKrc8J5e;~~NZv_IZ@l2U0LFOd|8Q*f^ z6U=SWK*QMoQWIXKaP&FV)0XZAGQ32;*}g8NtsiRvB=HM&Qxe6smQyY(f*w+*3|o>LE6K zd?wF33bcZ+c{P3j^~xSI4Y%yB)v9Do_9S=Wi1D&+&Y-h=lF$2t2X&h9eItVvtPcG| zEHoF?%t#|kihc%oI#&DGyRcZs*wy=KbHIO3ZaGx6T-N9Og8WlkA{RB{2*5Kr`*u|D z{`<$TkTW29J)g^jYh)t|F6eT{0M%vUDQC5ML}WVLZw_N`jOwMv3RZ?3oB!t!??#Ag zh34-}g$-?gtkr!|cb9mj;F>@eO*WJl&96NnMZGv-${O<0eNr?Xi1BJIxaYR77vl7d zEfGQyL33TN*(ZGjZSmtnFVcN{=P|SY!->oo=LYDg5J_2S+fj@6R{_zWkeGur>}Ci% zdnA${AFDGN={D^X5LNjC6X*c#_RAx5I;92NKv9@Tk)G9q1AF1O-Xel05=NCbA&uG; za1vPrWYNHH_P#v?r6u?ALve>X)5psBq?R>V`&cba)D#T^^KkVV=S(Sc;P3n~k@dAE zx z7q;2a@D>R$-ebN{h+o7K3W#+#Z}6tk(t=h$6J}aq#gJaejPN9CzG6`woBm&1KOo#w zN4;Ifj+w^c9tMhXU7WzQC`n;3i=r z?9up4{%g23*z&)G=r8%D!E<)=hWoQ5Ud5@G3k`{D?C0`9?ZV7`Xm|u#^f+Hx@S2iV zT>O{4#EQaFEI7Mv?NAj!Bm0?TJloTjQ{aVmUYsfCihgF2(=NC=|78-GgX_%v^OKb> z4Gyg?2~hZC52dSer!+)U7^onFiD>Dq_KTciM)nP-!NSYW9!$)t<|QS&0xy$Mx}9Al0r9pK-mT7>W|1>1_t=bKe%QsB;#+BwppQAu*_6V69N-fEam%}n zmLlk2BiQG3x@mpV*%ms%)KeUFzoNJ`pu%eCP)-xfAqjFB``5^f)axsM7j7& z0J3&d5FiDCeDxWwb`y@fI^IOIZRUu6D{ zg^ThlCN%fFUiA#Masy#oxn~fae_#<_;QJ9iU|1B4JMo?--^JSGF(x36Bz^e-pY?g0 zD2)w)Cgbb^F5c6zY5kmNzFq^s!Q0J3@SE+dJ`(Rqa7oZr+?Rv(9p7J~C#j54?z-aW zYrlXA+_B?#P)xL{1{t7lF>G|}(U@6){G1*e2HsGHFR;|(-XZFJFKk`oqo=O50B!K& zKb$DoVZ40XG!OoN;XY9V3;%joI>v~9@byEk;JH@B$$!CMf#8xSLmlkf=sMOZ)!nwy z37Sg-mU-9gAhDS8$biPHf@h0qidY#drdsg9xo)~3P~;w_eVKRSZgj65V$w>C-&@!& zyU)xUOVuBnVe|bT+7xM3C)M<7wa0l%*=$1&95!PIp7KLm^oJ2lhG7a0Qn&N*GqpJX z%sdRJS^3QZckQ$&s_T9yNJ-cZGd)b&-GG@e=vyxsbE*TKTdl9my?`g(lYtLpYo+Q*TD#jNCvWA2*SP$Ro!1D?jQ-uyo&;#QP3xmW z;mG`&+O6Sl4ZslDr^n>k)BootdXBYJtMNtYmH1ipAr!JjCss>bOMpPhc`MzE>6#S? zJ&x%MTe|vh%W@hlqC^rodNExaD!4=o&*-WlWjmLv^&A}o8|P6@VnNXO6onrU zvvYs6JfQCfl+2m3f+B-51wH8rk(B5n2?`_&?znFQE-t3R+`i%H_?sq1Q7a zO3D2Z|9`QL8$K)LOBJsYF{X)wsrM%7M|U zPB5vh6j6O0V=Z{ts||RV8lZu~Bl3wVGYF|KX=TgoLIfo{-X8ZPU;IK{BojiAxxfy@Y+ls7uGjd?7`2f&5Wt0VJ>rAqs&sXrxa9dxFh$v zOW=zPYc2*GN(GgVgw{U=vlkzNw7D*iSTH2teh^>hQj{$aMeVVZR^U-k z-={4^%-OwV?#pR&Kq%~$;Hde)kbzBZ4HdVD z*-XJ>l+ri<-VUpk@SBhyPcC>FAhnMf2KaK}m?h~&fX2KOSAU#E_4K+_*q3?!rip6C zeyK50A_%*P1fUN#fydq54i=g6`h8~^Wv0MGZF%6Sb;IfCBZ)q#Rnv)o)pquVD#I6I zW%lzH9WT#Ow+&yyARdBY1*V|*%9mqCkoMohqV^+nS{EIsuz@T{jxW+o!OHH!xthYM z8@>6HbwH9Bx%*X4OI3=Avp4NkC{)3oAuyrh)JGS_kSfu~u@zPUBr$Nttzhx5|JkKk z#$h+eBLU`jR&pH84Z?`uJYQ09g-cgo=)G79Z57+gle6jVG&=oCot^3ap|w%qEquh3 z31oZ!70bPH$ZwmDN5Ocu5LT-^%PXe!(jJ{N6A1|2i_GI%H-@|TRH8Gs>9pr&tV~fN zSp;wgHKd1?qPVDLFH5g6$6f;gU#uzO1LYoaE=ZyZMw@8ygQkS9W1Ay({!|ad*tv93 zH0+@Oxd=P#M^ZyDqB`Cu2U%hShh_(VamP`cMbUu8B!5A28mEJ7n@+BTJ4^ zjg_`b2q}h_07#hhhDXCgnRd~o>JeKQaP%yfX|(XL@|iNU>;^7*TquK5AvRuloSNQZ zEkLR$8TD9leNjGXAOQxtSjGw_F-yioFOWaQ5HITxW%oSexQ)xl_+@*Ze_!5^Wisg* z`;IY{LQV$n8C2U5#-^^ROYKL?HwjHr&mwnU|JO^!(Iv) z(kH-B{Z&DLrTHTV`)aYB?Tq}ASW>)JaEN&(EqAi-)6}Ev=}ec1(DI%bFrtU33#U97 z4tD^GC6P9hcU_MeB0sL_=5~&4BZHygAdd{OZCj6X)&{XAe14QfsBVQongU8j`9B?K zt{?BifS*gb@`@JJ@kqGJn#*wY;)7bZJ1rD&6iCPOq((D}^a*5pm%{IE%+OTVgV(nH zK(1x3Z$%a1O6)v7eq*A(Lf@+O)U+W8K1lsl_)1iUJi${H$u@cRbdQzYKR>E(F3R!q zPEbO!bTGQYf4}fofwv#~N57Yz7{r*osqWz|Mo-nRij*}gEzu!nRZteF+7GCmv%I-9>_{&c^4^C*MrwYswJIi90#?2-~pFW$s1m(m5UX3HaSMko(;f=6F7z*ZA3 zE)>dT)WwLz9X$h;QXP6+CR*jmdQ2T_t?vc)trTh55Jd%*870zcUe!+5qSMpb#H~mG z_*7xT#jQ>MY!oIsPq@sbZukKXbSZx2kC&h^#@hwJ?t)t)cRn1Zr_K?hiiq$u z^|&5j>b0M$&<-s&s{raJRhsm+z&xM>DKt+gaSne2plg%5+AKKMziINhRQzpdK8rzA zh7C?LISei^Wz4>LV0JBbfLddf0+S`W5dXEE;HrW{%A_a%Hu)kT1?ajbouoj%sK70! zY7VsNSbiC>Q=lng`$ZMlL+s&Lk8B;ecQX`dv8%E)9)F5g`pET603%t1xQ0ReTCMAO z`j?IiHZvJ|Q4_lT8ZgK1v%GJW(BzoMQhUUz0#`)zSFo9X2rUNRfe}@dP4>#$ZgiRV ziUV|8&y;kdBtD=4%kG!RqRuZUZyf2pw8ON};5hC)Gjkj%GR#2~U>_J?eFyxN$SPGM;s8YGD0jd(TbTJR3*vgFo(0V23qQ zqa7R2$(h(Qo^AIddyv4-A}8HyqM7wHFce9GTTdF08MRoFX+ZdB%Y=H|6Db z6cS(Qed9v^s`{s(NLhVmo#L&+W9mJw)0r;hX(H%|C!gDfyc&qsOtZLG z-o9Dn*zPgswH=pZf2u=U z)2$zJT(zI&=UIa9!Q4nXK85hZ_>5jUu2K{)pvbiu#*_t2f$F`*xPCm@I&H|4-f)*9G0%T};%FVC=`MT|Tmr=>h`OT~9 zZrzi@J3-bR5^W+jsMO~bR3x7oof0oA$(hr!krbyC7?jKbX+%3!__6Zvv|?2NM*_Pm zJ%0}@Jn|9f5fTXqGcvXdd4>Tcfi@vI;Rk%HU0rw@^ygy^5y`_Of7^RMOy0gDfY(DI zx#c`eT`WHBICXg4jh^|x3%sPef~<5M6^*K2imGLrUFBD>M-tJ!Xr*~3U=@KJF|RXk zry)Qm6dE6iSY>#Pu{wcZmC}*53ejd{l7K9u_o~xwz*j=1OK0p^zBbtVSxVWkNiuG- zl1siS)@>YA#Q43It?p71b2ed+H-NvmhB=<&IkZ}n?8(K+E`&4|Ng6FJoAuZt7xY*B27A#?O&?$%)2dKt&!5lhaXDk7If%j?bZiHZ$Emsc!&Kmerf-B}wP zgI4Yh&-_#2)M8k6PdLL>kZSMA1m$KR4}ZPAXs((ETT|DD>r64`>Pj(V!Byc&^uR~W z=D~uxq*#~X;Srj%^m8iSxT5c7BGyJT`|c}=~$2~$-Azk7Z3~pde)T~ zj(5)8hH#vZ2zU2UOBogk^VuDKjY>fw&HUW+S-^;c~x?LWN0D*ir6SBw{Sl8FuB-Iq_T z@U-b`QPcY%Dp!gDmTHvP%Tood%l^FW?|W|NjJU@KzB>R;!Zz;kq6b!9tT6rqV5Xo` zNCKF8m@y5yZOQp~7!&dzyuPnEYc$KziX0#ea7niY2^RDHOIO;~k^@As~e5ZCRU zJvW`gZL_XaRI7nz)IAn1_ki&QWRF;gTW23rLsGij$|N;gZ2_~@-6nuM&CE_wC{*0V zW~xjq+*BMjZx%>sF0M)BLHJ%{&rg8UG9SA0EM<`;dN;%{{9-R8Ct_|}tty(jD{&({$%0EfQcy&^VHla*$=k4ms$yYKNj&Q-3$XqbxY8pPf;Vx`$=A*{y(M%|c#Msj=MR9^o zFS5ihl=6;s)^&}>QKGG~h^p5~aB%0$WjVs;`=0Mm8;SS#*U)Kl4!Hk>8S~6?U7@6O z4#6K--BHQsBoX~F#r3k;iU5+-Dy7Xs{g-+NiMQ9RuC0WeRTbEaznaiPg>yaPgN)xT zz8vlt+z-wn^tk?^_cuv#-!wFJQ2dfOyRR;`!fOt4gcU9K76KvhLRe)!XlZiO6nQb{ z%W8dE(PB@`-gZq#)t*Wi^$RyPLY+_y<}{<8U1P$keFJf5UxKPMEe_K$7zpZ74Qq!BW;s_+{r9dT1HMm7 zuTb9A=Rkc*@egB!z`ws;5a*1pJQnZtzW13-O@sA*(Wd7NY#hl&B8qthZ2BI^vs@URmyh z%FUcQ!us*E;dj&I4&WdU>|lhxh9A{@{61S|^4{U+#R;5XU#1Z1d!|h^pC>a=OkRw# zPAME+;WlA^Y91G)ift;)b$k~49QubL7sx5aSJzLNi8M-6FYz@#2IxDF=B8ZzsNjDq zrec@NE1Pf@u^tj(MnXa{eopT-gWk|c72jZ|osI_CoS!uo=c9ajspt++sP0{}7T@EW z$T)n#Pt@PHsFsxiDADm%=kAtN!F>!s(xL3zD<&#&a+gp*e?b+uD6 z7%FaTn`<)b>1wy(H==kJ*8!ADitWz=L@$np;d2;D-y#_QF#EZaZ z%EN)Uo12@(jlK69ICS;5I$%WWShF%j^^o>F2%&7UN-X)H#}lWARf56&q*1KEi&9Q` z-4a+!PAoPXF@|f!(MQ#>fPiUZmFZFBPMTC695H;%CUG_!G#)d8wp?oXGooT2q{+SM zJ;$+*J$-o4zGddiN;6N_RxUrX?TSho)cLrTMuzzU<1T9#O-WmIFSkhf5HJ$;)()*E zMYtw98B~rCv+TF^ddxIOR^8SO$U%;YvaQTZ?I|;~SA@lq=}g3qYx-`P!(0_ZeLApL zc+2#@8Ujwb0~2u)L|eWlyfd6`y-&PR0<*3>9O@w zh2%o*V4a}7tu6W3s7*VdOnb{dJqD#U&(Xg^5N2e7?5N8h7J{FF9p9W)uouLrVf9%( zjNI)Btpb$lCPDJyy@%tB!`}PlamO98bhgQ5R-#TUVYY*51_4War{J<2>|XX-k8+5* zewCf`Cpc6w{qAo5sC+G)Z##2<+SvNEN^?X!wFku3pX#=I+x%BjL8(Y78A$Vbn~8_i z?3`i9ox4nQ16K4~9WamWrbCO7Dlni>5^eFSLjC;k_uMmpbrDcwk%LA9wWMg(Ddv;1 z(F^}lnyUu*VJb(E4S<%%_2>!1UoLpoxjmsoY3pjkP1iOJ5da@h3|wlQ0Q!s@t$E!R-9$c^+L^8-0s5E8#|^|lQ*awv}685g;vUjIf75dwRA+u>I&RtG)&X;l?Q zGMC6RT^k4O7Oq6C60G-PcWrC|D{C*G%5*A*RDyAmF7TXV9kLQRkuiLM8^715pjdsD zE^$GIYZhL6eK_txy-$`I-?fyjl^{EXW+E(})^4Oujd^TF3|y{f+q;1@7E#G-ObH6P zaoUq>A)(tQU}GwOhKW#CyO+G8V~QaDA&MJ1b>n_&ZEX8Ny|s62Z^6$PD)W}RGiUwr z`(>M0HSV(!ByUy)M1Kks70j}{E(F)>E@Bjl657JcF|nZCnM-XpE3ZF%W-v<*ty#ow zA^+tKDP%#8mr>9NIcv=K@a>o8^vqW-eg{(}XCDEnuYtD zju~JZ_TWJbudxoad1i!)^hO2p;To!{_D5Sh4;d^rBMWX^+%m)KTg@WrdMSNhDZ6J3 zd4WIK;lyF1j2Y?H6mJ6m>8i#>7Y%a=_>`!ZOpnaD@%il={V_m$SSHxKu5fUDpyXuH zngn4!$Y(Akb+aIuyNj9OY6&MyhOl849)?-yEfj*Qxbd3MncJ=W_LfV>j7y?+j+Q&l zgW> zWpy_gTai0~r6PV8BFReK)vD*6r@&8kY;mDU%&PsQ{i#Q#&a3fCt31m-Bq@ev{&%r9 zYFl{j4AHy-Lw+lf%7E?gv1#w_1iS7x7qYoX{(^*j?Y5<+iiuue$_0(3=YoU5EjY`k z+!fqzI^)H!JRkuc5uIlPn!mW#r0RU=7u?pDgAJ2{GeblZg8{KSU+tqa9x$vUemUZ~qrYTS|6=))4x> z2gmI?bB0d_$lcjrA1y*OuTk{uY)PGOG_|6jHUa*NZO5P!EWQ1@`7U5EsFkKT%#~nj zlh9I2#vA;`Hk=X+s_oSdfgi0h94_Wr7iUmXp7j{=<}V z<(uJgIM9!K!dS&ew>={UxhfKrLA^8Tm1dAI!74TF(3p?Mlr9i3o{_oE^YJ4!hR}BR zVAMCd-#xV*x9zngH%1(3?({_204nTHo#>%_YE5BYqX0CKJZ(#au&lzo31u?V%@(PF z!yIX}L{a6siZiOjK8?}_$phWH^YQ>LlJjK8V~*Iqf+?C zo%^$m?#QuVO~_D;$f?oqw5j(kwVhnBn5qtWoC{DriNeh{ll1;jz5~yGViSw39Tz|5 zB?Ayc3L6`5+a1|`QF==cFteTN5PUYe#n+@ohUzA4jyg_uX^p}66Xf* zY1V;=E1ClFMml^#Ev(J>7WbMd!VL$|{`3+nPnX|Z@_1w3I~FTWP%#K>A%d{NvEX@n z`DQ#dQx*-X4!J+cuGM9zHj|vP=5}s6YNPO3sl4tFc~=VIOET|cQ3m(hla*jzA!Lq1 zUN4@1h{KcxuX^FD>yps!Gq1wc0v0_`3{?eUx>cMMIDU?|0r7wB?Jap)Py{{UgU5@3 z)jqCzR_pVWsC+#IZgE-)K#r@P4;D=^Zzm0W$bTUcDHEmAyjvV1XCY*?YKtOXzpYto z#UF6tJ>xA;s4UQG_6)nrHc-Jp8mxCzn+bu#s}1{SE{f9#Fq7XZwa$IwwJFtt;E!y8 zLRZJIB9NOhhSg#)Sa-zc*F-bkRLB2f)Y_!HhR`~Lv?UAitL!qYJ(c}o+RPx^d33QC zN+PW`=dL~P%0sX3R03^)g>h`~e-t%|b`Sk5sbdmUwR?X+$(n|=Wug{(ToJ}=`7C5X zV1M4fj{W1MF2Q@lc;A2!BVag)nFU^jh33e|zXwyE|VH(oe#>GaG4>hcvI z$vxp`3OX8a;LXKt%(N=?)x?Hf%=j}d@a?_lwFz207HI~+J zH9bByhpnu19*1w7t^nG@CRP__H{l*b>60A{<&*+{#G%6>+8T z+kt*D#{s4Gyx5vLmjqkliF7aoGeLIAsr8VMBdF3fx*~3B3ygcKQDly4HjS;iNid90 za>;?O@Xec?Yx{3r2{1N;!-`MGwouoB;|JbZ8!r4cBGAWKpI6KvQe`N{*O*!-)(Cq$ zl#i})frH%mEUj)$djpnh2z@?pSC@NxnmbU3hsftCz<;%jbEmlAU-)kx^##7e6ycd> zwqd+RQJ74v%1QD0AZ2`?$3e*X* z0(z{ttyTDCz@qtN;0~HgltllWD28$u>F2{KtwNOkr%58wXV~{bo{Dy00}%oEl)W+J8X`7HFTpFi&XeL>GZDyGizuNFQ`@w>Oe4;Li_LouBeYoij2I2tR=y*u$y~_CLAwQJl7yI zPAQzR>fD0L*&oI^yS)Vj2>pt_RJ>+f@o=n0NckOs@Z|QU-c#XIo@E#Nr1a?1)Gam( z{flo*Zj507mAz9s-9XBCv39r)L$D)=d)j-^12He%%smkv+Wd?!D&km@F~_di^dkn# z!wiop-f*Wm_IsqLlZr7@5K>L`eQ-1$8}dQ$1*S91Nwne|q;LwD%aNYbZSLD|SpW(? zNXuI?0h4(8km{F;pMwbE1C$HDf+be!r9?s*@hAmd)i#7rX&y^(VusdZo~c~#81h$j z-uFG`72kT0tGgkRO^LEP-e`{lEY#d<2Ui4-L2ey$Iu9XAyX6CL+RYpD5iukR|F@Ue z0PA18Km1=#>X4!KU3TlHU>5trGlW49EG1fh+AoSPVgnBhIta0Nuyf~!UG6MtN-B=c zYuueu9(DjBRW-_|H5FEB53Q<9K-a#uA?+g{l4LlSN-auOY*Km)RVqgjvmFa?C|{FK-(qDio6~D<*e=w6^XHO_ zabkfUJKn?*L{@&-#o2))A`fatdi#NNE+?ZXrgU1DI7Xe{y~vV%RW(rx;=D~HJGTSN z0=xlZ02EoV%-B?yImjuu7(_v~i;$3<-{1BBdS^1Cw!tUlw!-xNH_NACucD+O&VPSX z64aSE%I5!U`Uw0Mi0&svpjaV>&hYo4ln(gROV}kV6{dcVzuIar2*II9<$-t0%IpwW z_kITwksZ48YSFyf_e{_iux<% zQmA5z@!5x7C%$jodiCl?#mMGu2x!cLcSlU^#;lWzYQz8F`(8An^kIUayFA10LHF?m za=oaHw=q|E4`tFh4iRhF0uLzv5|Q6SQj-o$F-u8lBZk*vWq8B1Z z@3w}!-&L0K$T=I5ap|L{(@6VRk6&fzyJ?+bzb%O9ws;Pj94Va7t69xHTL2}NN>z~)u{hnucb~8aF%pxx405pl_-eJh$57fG( zq{fw!<|>$fFOlT2d;$GaClDRdjPrI+1d-;cIDrK{_rCL-ZzUO4X3@MM>vXv}Yxb?W zD|!5cp!24^T&HSEJMTj1f6CB77xbj(BPDP-HWfzesZXxv2{&%{QON&c0PEfFe7ET- z?MkPlx?b#QFWDKRmO>31MvgcHC@uOzOmcryF#M4O%7mRfId2EE94Im3@JqKZ2J{WH z+sl1&EAXQ3ARl`m=-L3R2`6)y#P3)`gq3}+?XCo-hDRKi)rvyL94b}8%?s=)hua$= z(alZ@vSx9?3SgU~VrLtR!)EC#d~|T4DK%PY47SKdwj(0QVXS7q57x6KjmbYCaBj3f zZwIZOvYYWnpb8K2KVS$N!ZvmOb>m)MW@1U=l4AsH0o^LpOwDa4nRl$=QfR*!rXll? z8Rj~DjQz49S64fm{TI#quua^*jVXDCT%)2oJH#ibTG^J+J$xSTOJY?(cx#e8YA?hx zHG52sJi>0{_K|`KD4OnN1q}siO+lNAlNq?=rlv7sp-Ys=UdnGoE#7)^gnwSL6rYhP zwh^HfGV+671wFavb!mFB`s8rGKYAeeviOwBDB{6EK}qsv6d#KMnb%n-Q2rJhdQmKg zX`cft8f9>Y&p)gBmD3$OD;TLSnv=jof8kQ|&HebGU@?uT2D>SOv-6WQkyh!VIbPDj zZ(E<7#}mdDWh-Ev1*0RE9su`Tcr#__smQosP1z50$ot9`gbXi*KZ~6_+Yp!(hjZJF z6E5RCt)ADE)j`_>6rhvuCo;l3ep*(Ln>xXhNJv>&Vm-gfw_vApdB~A=bOqnGz4RB> za|ysAdE@#uUb}=+8ULP}^B$1Wyw+LeMws!aj(C;2m_x#tIfHSvVrVPK9Vxf=8b=-(VYG3~@0G%f59#ly z7aUi`-lReLf&J9_>lEB1Ua=ype1?Xlnp%1b;-(1je28P>p?QO6M0*i7g Lt38H% zuWUPjdR)bbulETH#xu+$$l_`G5qAs-VoGC19Blu+AhB*sJ9(K4y%;l}a`oZT{pTcq^yuhV@`c+c_cc+fYAq2_=STAXw$eQ@VT=7d*&uxl|BIHX znHz$E-iGRYx$ZtdQ;p9`cmu~7_!>D#A~Y*X%O914c7p>G*7W9m)GmUrFUk99g=tE% zQ}%l`V+V~3bFLuZj7p@w_z~2R^7`F{x{Ma;LatpBg?atzRX_}M&)GZEn!d}hbvlH5 z(AO;47`#CIuLWpxx0&>jxr-B-!Ch^4iCya`N0#*43Z0(OACmL?T~n1brb`tHlfuG2 zLH=h~EOIUSmIbJ4o8ez7C1zUsE*41^BbeuX|?4_y^giii~Q*4BZ0+W1eHaz-o&hDh2Dm;&W# z2KydSXEqo}hV|UrJiKWXaLzO{TPwSdKss`sQsIAtPA?oK&{4jF8uqg2p)RYDM8b>m za5eQ`h~Q?>D#3mVmlix`C{xWQ*clg^6?EEyt}7E+$a7%KyT_-8t!cvPT=TrQ%9}FE z=+mCjr(^z2I(`|N4(^3tx3VsP4xUHl#MO`Nh>4V8x=z{(0zHMxpil?hBy3*M6T<=! zPwh>dN~%E8fFK-3QSwrC@`23CYMj37A%VW}UMWfTt+bQ#FUa0vU*!`B^}|Zd2y%H! zF~&CI*Zx9J3T!ECk&1kvev#?M{@^)pI7*SE3|13NX=V~^+LX%*p5rh8Qk9#Ax-|LA zuN@}!6TE|~B#ah`<4U{CH?4>4D+fuR4D3?r0^xYh^PlKe@fpD6Vn*q5he5|e3on_j zkNco`3Hg$%R=FhiHV3h9?E|L?;;iHB1q%1lT*UYX(5K7h{cJz5Va#(=jp#b&XuWJp%D0>Q>5yD> zwUqJLCCTHYuKZ zJtO?M-FALD+@09p5=I)YZbdCChwLX-N;68UhXnB-o%Mq*mubSR>5PqJzQ!vaLQhG0 zQPwkU3Dn!2eSP6^$hD6HMDJBQuQv?_$(lLX)B=B$tOoX~z>!8i8MF;AS79IaX(Cop zWgBVuk&g0vg4dG%ZMs<@dZ4t77F`W=H2l&#;|tRK@ndrI*M!r1 zdt>R)cU`AhEKd|@=3M!G&{SGsS0Z3>cqDuG9+U=eE0r@eLBYY{>e1GqT+if4&5{2bSueRgVX(JD5c`9p zs}8?m*3DDoe~mR{LJm(hxtm!p?cdbAyA(sMk*on^O&^D%pd9=LLf@r7@8Q$$kScq< z^m-s9|B$8^9c`-Ru<68UPS z1TSV-2Ml3<2(phy znHTQbXq(rv9EbVf*lPR8VL7+e`feMO#&M`jKeR(m-=Q6I=}r=m zLDRE4lOgwrKCF3xANbNp7VP#6T*{ePy!%xe{BrS#P?fd8V20;CGN)Vt8TtS$sRotiV9gRf?7Vs=aw3u#omss%zbD9j!a)lN(>6`H8flzKR z?aDe=a7g^zBtj|Tr0enDsPxei9%Eso6&YGwR7lGpu6;RSA7&OOA>G*cnP!ClxYM9T zlu*Xxr{EIRq+mHySwJ@<0W53q6?@sPF43oN0>WG!yyjFO+7^eKCSFDikqgeqy27Wv zRdBBC)blKpnC0@P@`^yWIIOK2WI{wEy!Z>zOtWOYrI}-FxGkaTkeaPV2?_KZF-1$& zV`&Ov^)?*2x&r^&M)^LN^#88G&^AAof|Xt}9uaO?T^M2wVNN0D z(I_nhHi%U}_Qjg5_)=uc<+E%@<)gHhgoW9ZJH*QX!GYG%Y(hwKK>MpjX)vtCD!OaD zLt?$&uU3Gmz2S+SJb1-{ujgsXnqzd8VNyO6>(|jAw*ymqg-+03Rwc+I`An*jFB_-# z;oLqWXjynr`6ca;popZ^o#-()S-J(1(boV$-B5Le=cJ_V9<=Upv`B{|%E%WHkQv{Q-U)&%f#k2T&tZWVWhh!hzNBczDbNW)0!-KC;iTJDz%op37?A*H&1o-X}OPNar%MNpkBM8sIiB za$0Yk*`dO96VMzyCkw-NjWNS^&N>W$-f^stI%Iy;R25eQ9e zQKRW1y_MNcTV^E{E#M)x-bf-5d#jd%f3;=L6o)Gj&$ zt7qmGl9OC74=^c!zPtsj?ZDr7uPqL*dnS`wVq0a$TQYdab~|Ke4AC~y_G23kh)nqKxQoL$^#3y&3%{C5@s{JGpk4Y;^$H&N`^p$HqPzqvQb8u*tW*SPcmp} z=)>mghzA%{A?((11J{+Wq7{@xUbTkRfzwe35#O%3xC?%5Cjd z5!;z;HcTXp32DWNcX(N5&+VC8No_TJpqiG7C8t(&vURm*+8*0E5?d_+#35&HL7E5_ z%VH9^d}Ip>Sco(Vo(@OE;i^>YBtgtLZswDrDa(By{Eg+3Mt`1ha>oLc66+ zjWIi3kZV8bIkmb_^Yhn0=+fH|#vq;~+1=JR@krx#55C-1jz`>b%*ezZLC+srh}l^0 zDQ*8im%1fywO_}OnSAx{5_{^Ft^F|~{(x-p3Nsp{JW0Xj66C7MkEV2mN37&nFvnIFyv#eAeb=Z|#H^pY9-|uB7>tM^--|EPW{xNyn;1!VkH962Gx)+|0U^uH{bG{aL|k>X zkuQ@5$8fYtsDd)-9ygTJ>?oTigm zaa|XPmV-t|Ij)v;!*@Jv7y#_x(KgtKuE+L(foqZnhsccc&W)-ciu>O23eaX-ZJh~c z{1eu6PgFeA=yqGYC5ERf93yjo#@06_$p?(-KPeq1A3!r*w_oX-giZeV1Flem`Xh>I zEQ+Ukrd}(unqSFfjOX`Z4gGI7(kX3JP2_)eP9|5V6Wq()}AE!Jjog@y=Yh-YW< zAh=N*$7btc!sn6M60~=_orob0>^;Ysv_$TQ)-U5TgOMU9etc_MN?-v^zzYb(Tf8TR zbe?wVK?4pellUBZ?cI|8Tgv|Kj)7CLKzJwA@*->T(#$_RcLyFJ(?O^5)uzuqQ&3)p zL=N|?*W&RRjc=md=&;*BExIG*KuAY5P*_kAldP2%*Eo)y&}Prc(H^D7iqV^%`g_QW{>*}Bt3F;KaC=RQY;1edwa@vT<;3cSB8hoS z2gbDSXKL-u&E*xN7f#4~$Hkx=cn~|TZ2nQXrb7UiWcnG6%#~1m++TW^3@dIpp}|7| zl&+5RaAR&$wZMzRntHOg3A;B4E2cB~KpK>220i?3Ync9i5%6oBSb|sh{@qYEW9AlY zWPat+_t|kj5oK79tiGWkr|2hv(;4O$5(Q#w9bGB^gqNTytrDM^vS4AzV05~!IU_L^ zAvG%rqaB-MIntA3wm50y+w3EVGl0liUFI^^b@Zy{EENQZWKEd}^Qu_qnHUWUBjzsj zaCh_V;$YXxpBtb2792t8HtKiUOs%2`7UJ9HkobDoT&$wT|9+5esd}?4w4pW?4i_u% zyR?~J$&f!N7U|g|-#wncpRWK$DAe0Tj$=hU6@LqR zZa0e^T6(DTbOyhLm7wp$y|wmWz4jm4CWzEk)LY%I&zB28-<7q*{Vx)uu$$?Nq@?LB zQ0fg6M<$IMlQ8*G(^MCElgaR$OeMq2vvCt~@})<_;|4q7Dc08hx0E4NKxUye`H+K$ zIH&5ra3#t-_BC2355zukEt(l2rSJ<{qOc?E=A5E#pV^?N2Xw|3>r^t8N47l8X7VA#%L%F@C9?wdMlE=9*f5by2Kuvw=-1U3)vp`%nVI4Nj zjGmIRzOVK4LP7@#F=vnJS=W1**h`YTl!cXL7_PleN}2MtPxa}Om)qr~H(vS?)%x#g zhm_f$PfSUkXkXQm{d3tq#@@|iMZzH!dBc)PUsM+#T)c_Cq zurMd+vCd!sLfyIzHiG>KX_P@%qx`x0+>rgk#|AaQYedl?j##8ET@V7jtvm!Q@uTjN zRjE~$qak(@E?DBCDhs(Rg&<~i0uaVxkW8p@2)^A(- z0D!D)=dS{B3I1EmqVY6!|M!cd3WfpP>{nUVCkYApsaq|CAOa3Ap?qg5ku@uJqdGQO)Q&;?*Z2@TsK=5x$!iS8* zdtF(lIB{05xDYDlr=*+Y$DtFyn|bl=LINyMJVHHh8Zz`hAP*pwRe#H65@FZK5L*}W zJcIJbd=!F4@S~_y8zC~UZ7H*W#K(6nL85Wtg4WYM+>hr8`Vh#~_+?TcEGoew zF3`MAsivO&)_3X+Co4LHRSw4kQuN_xXnKm@c(p(c6t=a?D7l`gGxwL@bndyjQ@KTR z_*Z>V!uKH-l*_C3__l-&w|)jQE&0z&qL8ss8?8-p>TJ-9DY&P94tI>5RBCfDK3Ev1 zDa4pvFz5y*e)@9i7c&F`TTgHZABnn%pjda@j2c;GdLh%Xw36yoam4}cH3Oz`6MtkZPtQ0cGZgU1`A&ya&?~y4`$x z{N9!Xc<3b|*Sr+pd0MNCGf*S^%Fz*Lxc#Vyrr9@63>#Dn^a?xKcFOD9B(Do>ev(v& zP#=}K18+vp{JH{)mHd+BTxtZ-INU={X=Qw;%(AmuEdFh!Hqbe@_1RC+<}zO%Xy`Vs zn$Sg)t>b2w_VQnC?zwy`q5{Vb{_YQ~KicO3gO_NL9@teDRa$N9(O!LdwvQtiXKr2M?P-pB|Ob#Yn z0Ipp!fpDN}PiOv!a`Wip#(QOrV|1#h1xv_;J>0TAB-QtW#UNE3Wfa(#WLqVTJ6E)b z!Pg-Z&V;+H_^lJ;7;%6GtJblbfThJ}uX22S4no0y5yw5c&&#BSO6DB98v=lH_wGA} zxaT_R!+;#nuMm7J1MA8!(L$tZ(iUzzy2j6a*M_o_=m$qSbQWl&F6bXm7PFt{+BozP z`iOLil~4x-BS$!!EwTiumCrx4;PoSocq|~U4^`ny4Y3)U>+U$@-jhmMs$(MH{O&gA z{A0Q?z3{ELQ=Le#7AY`gX{_gL1jHu)ndBfmu)r0!$mdK>f$u@0BCFJ1)&hF5ICBwq zKD4|mWet~!BebRA&7s2xhQ<$u5bMwJ9Za}l4<*&R zYlG5&rU5ec8WRnsJ!;@u{L8q9X~Xg9Fa4Jawec=1;`5w|jEzfwcoHgz+fr+nd8-yQ zN(E;wu3FF?>rlK_a$mM$ENH}R^=1QNhyxFR$ywHnJh9869Lz6Yra^f zE+Ido7K8}u?BRT*ArBEB>_Kt(H}6&5vX8LA>Ok1>=R@fKS}-}h(E;}>obi3>Dl^(~ z;v@QidoET@m!$)8A_r2|7=$4ZgI5%cm)N^C&1)~^^`iQBVxLll<_}3qG?O(e z_#1B>oCE?yv9Va|9w%3UiVVF$cN0tpl|%O1`ebUKfj?c+vm!Hbm^)!Tz@wvcNhq41 zU~KmMR*s)>zO$O0mMbtjtc^B)j$9n5m|u&P9e+RhcjmMRTsp#YEX+@0#PYXN#W8u? zgQuzs*o$s_S$U?T zb`ZNYhXbz-W7G+fDtFC`OD=8z1+~?VJ0*C6-Ip5vksKZ7(GxQ9#bELCx=8iQqYIl6 zntxvA=zeo!5V4l;KS=jcs}#InTDteU1DJ{drZq%o)h45pea+_Kw!_+-R`qbey-E|!B!^I8eWzlulGRY=9s@SO#Y#8L{xd`rk3#z}=6YYY?H7Y{!mbNG}2AZR@*77}FDcs+aw;8q^=cSb)mGR85G{x;aEs<1}$@{Z@)U|)T- z!`i%cvgpeL(zb@`X1lfRPx>8LFg16AH%#P_7dfM>k}MI}=3NkHN{;*KX;iva(z@PL575i{w)f(Ovp}=J#A$Tt{siX$V-9 zr@W6(Mz&19O-{-FY?WaNdkRkquRPvNi47X7w6Tr* z0`RpAzwC>YI@r~gyvT&J{tj-6R&k9XxW|f3C5JwJuNu4~)EL^8ncT2;ouh*z&yeqBO==Nz|E3q2C z|K<>HWJoJplk$uOxgpF7kOR@gDr-uR6Z7Q+Xy;xJLAKq7dyd&v91_LKdurIf$63Gqqq*Hi(tJ ziD=6^NGpUx;GTsMq#Oo|cfrm;wH>*3a39=Xrm!qCc3cO!>nf1LG{%Vm(aA-870*Hb zInx@o?t2Hulb5&uo**yJZdiF;%<1A_YH3SE;k-3hymk7oHuY9WR$5}L#Vw<5j20jZ zZc}sFeSaCHyxTFw1czMDJ18L`U)rHFZKxU`Za0uUQwzR=ct@sDee|lmfN&q0~eKv9G(H-vhWNCD@Qn@(rk3+ftC)kEY@dVDWf&|EIslm*@fRikre*h z3C$DfO(+n+&bRKFJ#dL5iPUV)jSM_ndaiLsD#W8hAu!`Xe+YQV=ZMqY`SYeKgerLl zO^Ikc$a+8K%KHaXFhHEj zyBBYGl0m;d`q3&q?OUUlD)q#~WBCcsCVwDo#+|4o?|M{)3`C2btF$=^3+IlqgTnT7 zpVll5c(Tv$hec0b$$Y9bA413=AuZQo7>#q}qm&LLO;u>J$t|3%j*{6$ zf!}yss}oLZQx+IrY9qlzcdbsK=3dx2-aZ8t6w~jQtPKLXn%tZ@OO) zUKy|WpT~}!M_meO`@J0;SKnj)+r^VClQnr()kB9R=^J`m47fC~zpu+N2{$+1k!uxH zXZX3Mx5-R<5u(Y|QqWT`wnjGGMbph=Oz4_SCs6bV;fh^s_mur8}oR<)jkyNTQs)D;{^>lk`!Q`pHyX)8 zL5XcGksUjk+~0&@Ws|4i&bGhu-Es9ac>g_;6ClX=C|Vyk#$XY$)9juJ`~5nB{O`gh z^F4xm&F|l4LTV&jcw#FY-IvJ&jA3EbixwOWYUBlap$uddPr;7fgIOKmr8& zl0S~{o=)IM@(C8aI>|5^VS0uq)a$yShBSjxFwQwp*a>*nS4$T>e0ThX-bomH#&Jd{ zB3qt5OZz<3PN5&a&_N(N%0l6F$NH%^^R#dZ&>jyG#rfbap!IJwJ|7=cYAn+Y+9kgs zzyd_jpV`Nhp(S@*f1b{|REXZFWf(f__x^cPN)<+#`aep&)htwEpzjv=kdRaSMtpY) zFxvO+onK~q-WX;0j?aULuxt!?A+M!YlH#1uo>@;OUeUYMgNQXNV#!YF$3psI+DiUr zS5W{*)5*fYYU&jKDKqADF)nY}GD#!AMkTMZ;+RON_@sm1(Y5dg;XW^{B93QeF92wk z>NE9=;*Vvv;=dDf&SGH@A7#Ty<&vvfP;P?8#%BDM4v&+)Hmj}Mo6IGQc4Q#QZOfUG zzG5Iy!+*xAH?^rDfTq2?EDW=4UKa8l$g%vMQW0CP`vUR;u!asDC0`zvLyU7_b_0}D z+;{5{jZ=(rjbzz>5g6Q@{~%&?Yhk`fwxZbJ)ct0{4IxZ?LWy~M00B;td88WM($NVR zNX_RXo6FS28ccv5U|fQdd+r2%e$UNpB2UQuoH_;MnO6#3DyGu6)HF_@1`4OL(5@9?xO-0iV${>P0uH`KS47LFwG%8B zQ7JMYISoW}H2CRZE;y*MMEqCU7mK4<+@xw3cI%Z_Dsd6TFk#kUZ8u7u>x{WEQ<~txB24T zE&HH5iABBGg$r?I%cx_`oHVH~}$ z!NTRcL(-nwsAZz$@*-Hg>E ziAJE=oNC2uPl%LXqMwOj9=awwm9!2#`(6>N5lt!D`%oO1>_l0u0=;~=?|SF)k=dyT zer3KFOb9+zUd{CZU?RR~jm?{^OUi|L;fZBUhc#to=8IwmRn^rezVOBtIj$8Z2k>(h zr8}+Uo(RcE8~7B`==#1MC4b@GD~E}5V8KAX8I{UuXIEpEp;nzcwSvNt#$)V`{7+o) z>8XcyiQ9{%!CjX+nfoY>N?T~97Y@ImQ36^7rZe!GzRE0`q=J0Rvyt=>9oy?&gY?=i zEq0g9i}wI;98FxpU2$^B;xX-1Y4#a`z3Yz7sL-W%c zGp+dKhW0Y+Hzi|xdPM1Yh?yhVUec86CLh2{sCL0X{p}Jx-Ng*1JXfiIK+oNn>xK#X z_07>^;ICyA&2DUx07g{Cf5=uBezd8)M>V!wVvB0r01$0lw(B;Qb7$1G5DRFT*P15- zxvuCs&44n+Mv&yBcSG{DFtOA7TUSpdUksRy103s!ZhtHhG>3yA&{+J4>s6M=6S}dk zU4L7fyKFPZ1H`rHF*$1s;Wb8gB@|CiJNN>hGq`eiI3&a4-ySFv9|wc&?jVobC$7AL zs=wx_B{G?{=-X@;Yz>wpflt)N#T-A4*jUr zlwCefo3Ov&l(^udo8{F~-&ztQN9=wI68m342g>O}XqV{E9H&MTA7BHoJ;1mb_#g>c z>x|mKfeuEjH^h+l4%>FGHgZkX60TnSbB5P~I1wUGHDK~IMR>jNsQp&($ebe`os<{Y zNKG5sQ(#DeV`TtkX26JIVlQsl2-V#sbMQTB_DLEJ*F8Xzz_t07`;o1u?LAZHcowNJ z7c7u&dl5<69F#sOUS+-_vY0=uny8~eeD8;+z+<|gq?AFGWAJLBEfNnS^ug6{SjY_~ zG9et#M~+8(WM6|aVoh)~ziaG-@{An}ojdQ`pI_R6iwg8uGaRB!O zXjH?CnH1^qvbCKtnVgtX;7{a5-+7kIXrh6Gtr{P(MZ>;fv6bs~)z<)a$ca`ErPGtx z0H8aH$=OEkkkBKgkgR=rP0j#WL+%vlic~4Svx`H9#|h#=bipn2)PuSwN6MM9^bzq^ z0*?*E8?`_MLnuq6Qv@hn4 zJM*L7?=l7)Z&ydqvSDVb!|2Bzfv|m)5D3`6d?9YqAMHqoFAw3?`W#yDqZ}2v%624zfd~QNI{ILB?J$(w!+Vms55HvCaj8L3jyRjej<^Jh%erlA=J&V56Sj$S@d+pheo zhIv|uJdWCc%W&v=FNvZ|wc+)%AFf}x!+v6n_FJB~oMc0Bhe@}g*2`d2*|`ee*rIX5 z>71So_GFDxq!A;0F(?NVjm%P3-6;C9kr33R=y+tY>_n0+i#>);r1Jd=|!EahW?uP!L|(^yVVeK)}DuV0v6^6x{rpxVnJ) zmhkr+`s5=L14BW+m*Nh_*^?69Ujiib9;ar+4uY|0i>!lghdc!3^}>pKl@`E(@G{i6 zsgwzf7#4r5gu39W9u^a~*;g5#aJ%=SF9Pz8IBs6TpRaIxta9Ge_8S)s>?&uu1vCPr znAn%gZ{^)!qsQ9#P7Aj&oY>w$8$eELuQZ8$DXmUTL&lYy+9eqC^a}c;X`v6-CT$b ze(k_?5B~z-rPI;Pb#Q)Pr~w};<5Am^w7RmRyFQPrhZy(KHUPP^@YW(`e*j>_ElwFV z4G$96?}_Svic9tCghqI5e3pRpg1sQLfj8jMw!v^5rwCaoEzc6C0o?sUZyYf&0ZhnY z>F88Y0<6P_cWP*US1<(?eJ;6dzY-P>ae`Gewq8Qf3VN+v$k`7!L-Dhu^|G`E9r%%l zenrK7!Frii^(zwK@QOk+VunoWQ6BDCfxUd-SMWZVRCyC9PkTf}*6M*%aFSozNE6 zkJ{X?b$rcf2tV2O>_v}*>cD{DFh6b0i2)lNgK}TK7e*yAW)KFRb)Y-cVjF0S!@Li% zpFZfr^Nf$w_U~@fIX(Jpdnr#tLHPbFQHMrCS_s6K?ZcK&$jLx7_-R{PJKo`p`DSrT zRH4cJiRYvpnP7e%%UaozL2a%CMU1T@Z4K7yyu=3&w0P8ZryLnV1lZ9DQgH(Z*Ge?#Bb>uB7XUewcdIjRi)?rye+Nw!66)h-~+ zR=f;{WzSRAn+VG>iEU=NSY!B0TzeCozrw9Z@@}=R2ETZxPNd;6hD%4j50H(pnorgoT($S4A) za$Cd|D19Nq@A?}$*{$P<>Gd2&uRmjBD zwU@n~tT1o8pDZqDjTl(qwNPYef>`YmP#~Bf+aBPtUIMM1*4U98+l3u zy=m<`H!MKp_D){+-}>HIBl>%*X&IyX46SuJBQ-zrC4m~Df&B}!J~mEX&A5G?hrwlEUJt)da^0uDQq{&T{&*LtFE*pYGvwui;M>*e@%cE_>@{y4{}vvf^{3 zej5^~lxb52@)$M_ixxw{sY?{zuN?@1hE)#RMJ#mY4vddN>=vLJMky2GeJk|;o$Wk zb34ZVHt<_y-p2oDflgls@DK_KDl)T9_#sH~Ss&g8(VatDY5UZ&bVc{6-;V~|0x6*jGX*4$ zpg)D2RlFP3WO1b88I0&(0n-t+>e+KB>%1K_M8#V;Jnz%NdnM%|Ji1&hpKChZ{78RJ zAZtf+mVv0Z!HP;D9@2SPpcBZ}Qp%V;!>{3jS1&2e^FIOuqRAZ>j+-C^|~uDd0Qj zku_|G$K&j56fJwKsMB~Gt6mw}zFrJQGqAhK&mGu&7&WSfwPQDlmSp1nJE5-dqgZ{N z2H*on%{Ow*L^zdQEXf!VG^WUcbI-RgP}ia2V;V*6YpxarTI0qh+O~?g*3eSlcQV{S zSulOddOI5B*PB&6RP%q3azBH`=xp|LD+>~d97eer{uCwFq;5;))`}uPUpzoPzOZ!# z1|WA2D4@5FZaJL}-FYbyvP4uoY7xs)rN;{MzcN*^2#bgugn)$6mM3r#g|Ka8SS6(zl5NYi{_T4JHk$H3%tu&SQjG=mG5exc<)wz_ za4x%BdLs(*yPWh?S6z9?3gGux~D$YU& zCbPAs71o6jF7?jj2dHkXSXp}yj35RZw-d>M*3 z5qpoo7m<^#mY8IZp{;j{ORc{xv5~`9-}`Mwq^g^N{3USTP%6N_>rvuCYCvoifE>ka&RCAsJ-=?zeNo!I8; z-W9Obqq5XqdXZri>UG$p)dGoXyHrBObBxuSaW0%xg- zRAP9iomQ%&Q_Z*TJv;s&bPDw`S3`1Q;2t9|3Tt#7DtJEo`3qxr{@IhXZNA}snuShV z5mdAI=sAm5CWFDDJ@4`w94L4dw?5KW6tmf!r_iyk@;pjCd+7h!k<4h}@sEo2(BSq( zKOk`0jd9)|f+|FNV;s!A-Whb-!=x`V!-M#GGOy%DfqgR7kmZxz>%b%U8`iU#z{`wi4}H7N6T`#L zAu^Hskec~++A(g_2UI!la05!nODMMA*K(}$@K>KFD6!|u*0uh3fk1q_dNxz$JCZ>v z^}o~-EbEHN`)^T0&(lyPZ~=Oog@&&cLL?kA&}(z8;Ev0@o14KT@1FqMn^V4C-9v+R z^hU>M!$7CsrGtho2-%?xLK=ev%&YWra$Ge+9mi9q_VDYy13`#|>W1%&SeyOk*1URf zSO3^|B}LD#ivH6B=(VpBpNdXYE4!>cM}&~edX9HL<3hy%L5Y7dlhW5ACC ze?(_$`q!l;_hV1)8007}fC$HUa$f}46AnjS*6u9Q*hGryc^PDG!8#xCe-Ch7Aa{U0W_*^sG|OySXTFBAA?!Hx!;!T{CtEhiEcPFAk-4|q#7?4SH8?5!alUbsT5sfKF|5@h#?S%nN8)_ z+cecLxn$bZ_A349Kas&VhMh+lqdHK&|put_UfkI%+A) z7Q^R)5%h8P5oyJ2r6M+1eAtxBaKZQS)6_q**Q?KPH@X-w9)2SZc?NA zgGT|TgGdboAFLFTX?ika%FG;~HZ#48 z(0e40O2b-;td6zG4ZQGKs!t2t44C2fd@6Y2zIM(u^9#m1xx=Taf%{Q72X z?P! zAh&c&POTdZ$Y7aB3O)cuN+H*`wq&<(r9IyY`M%da@!1tq5TLz__oOZWPz^qP-mWc$ zi*r}U_4v_a!yIF2_2bWI8dz)Ts$sPhl*4wfTEi#k&w~i`Y z-gl$1>ajKqM}cbxOTP|GlC)7;i&fPj)~ipvy|C1fgk2961vD+qMVS2CDVn~a96BdG|=r@*l)tNJs69*_|I%D`FR^sCoAorVQy(}+;v#cCGH zgZ|f2wN`(uWrAGeI%(phcSUZJK>HsoaLQ{`K^0k0SGWUMNA8Xw5aW;3z&i4PQWVfm zI42?3LSpBOBDpa0!k>xHw;7e|v|+rte<5M14xRtr9LH}rfz`2-f+f>f*s0SHA|-ZlPX|Lutv;G+AWzlbL-8*1zhU}xsa_Wh`MHFM6atA0y6@ytS#yr z12B$?rC`P}D-0*Df~6&RxYKg%kiX6^X1#sI_)$|vs=N@_G{TttqEu!#8f24RCPQrD z^O7O?Dqz+WDHMP7a;G3(2e{>6+`oq(Hi|TdU5mb z|33Pyh!=nN9=ib6-oT{Q{=Qk2Kw;|jMATcDw)gy95ve}KH?nB!Xe-`$2^6`p@E27U zy2ryhOkshWU)BX72tq0qBaeXZ0}ltta4m4%igfc<+gG%{y}60xJYO|)+W{?p9aw`! zh@dR^zT)Iek~{lI(*eg;kfu%9lQ^OayhEjLMMShp92&sI%wy{~WqFJ^Wve%im{lZf zG*Ai!`9qy9U{&Z|ycJ>#>xv*rM%UI;y!Lq4*x-{&Ot}D2Y65ZO|1F9S+zY^-J`UXrP|oXTzk!f zNBWK7g|@s!x4G}><((OH4rQLbD{E%UTz;rJlLg^fGG&Yz?u;W{P!pXB`(5^wM?&VM zW#^C=fC+{V2q=n0j&k}^+meY-Ho^=+`lH_RJ=t$b_Cw>+WRaA9XFW%G?JPIKe{$PO zF9ywAMezhqAXVX|N39X=?PN0J{kU*IWw0#}Z~bvXjCGqP=(AUPU?M=o;-NZ>ve9U> z7Cgv*?aQgPtlPW^QALzI!1DPZBWTCi`-6m@HspzFe0om}%e|gdCjV&wu$vFcCMnrx zlmllm%$H!yV(iekw}vwAeO&QCxJ9?x>mZ z&~+mHKyw}Vt-T!#Ji1|wGj4Pe_b`3z5h$Vz3rL{c8;jkDF5g5ixo*Y)b45mAFmz(V zP*Btn2*57e;QGR8M_N}hd6Iqg;HnZY4PCWgB?X0sb3XsOU-M>aKA5$v|7;b5i2t$e z0aqKScn$yf z#NJ9#**tkxHO#61hFx7)*xfz*zTF0=g$@RM7<6fT)AP-ye1+f0kB!-Wm191JROntI zUW3%0v4OSK%@_R07~*cOE~xT&3IY*O2UJ3sS4lxFf+a{oP3_GHJ}B}*?T+>${K=N;UR;EStFuq`QJ=4udH z33>)l07K)d7FA{>mFPJ(sF|%Ei$c_GzM`|TVpzn_<@7V9< z!clCoAhE!GCauRim;^|_&HTavP1JUO@e_Wv4^EvwXjQre$5BS;;E-pU)i%PojrqS{I!dFP zhpzmx%Cpx}uRH@ud{|#{$|#^web!lp2M~Jot^+zugh0Pct=55ZDA!pTE?4&M`D;fGcj}unL1>@Im6=;cIb;e=FC?TVAsbMlfWvA#4PqOL5Sx#Vm#7Fzi<_NR!TxE2*FoGG|fEdOs;!6vzKJmf_MEEY=IcB&Dk3NyVMk z_1Z}vM6Np>!P8LuOFFQQwSiLFlGVD-YMz~qT9y0TT=QYYjo?QzyeehtE85Ret zO=hL|>2o-^*;BQ*ot%h$y=iU{DBggDaqkuy^mXY^c5mHQ=3m^rSRXcqafA=QP4rw$xUU`2S%L#lMC6gEsgVSZ+ukuraXs; z?~R|ZubB%?+`|i^mXl>b^nybd(Me;iL9Lqemm+a{c2#WdI9#a?n#tSN_)~mMrV4@k zd+@Wc29j?0k%N}O!h&0=-G>rV!lnEo*juuvR9gV|S~sEgkS(G{^3r1t3g@whBB3@mwZ z*)!rj!KO$`YN*(;Q`I=@Emvsx)i!Aq@}4h#s9d_IUvQzutrr9qADmvU@2htm1u#ru zHGpStmEPcZjAPGo0n#`z^lO*`QQfT>Qo}Dk1Aeri+4p5X<8m2fan|jQNB{sqeZ?zI zq>5j*Ru5j7@!8#kfodk73QeVG<32`O$;P{~1b2F&`_wdsa`KDmamH2$*J&j~C)hyq zI@17cdKne|I82Y}*c>xu}R$u7n3^hY_Nb@#kb> z`%;&mv?snYwrSl0km4SsS~cQat+(LOc+=LWINLWAQ?G}Jcx0-WAsOA)U{B3cWd%H! zV8Jupz<>XIYFgS&<`lboE+i;OyG&0KIYzWx7elC_q=~n4q?Gi{`Bq${bV3| z$ukwJ0HQx~JF%8)YAFL?(&K*hAd=rJU1Rf@q{o|IzNv|Qf%sWCL3~c869lN`i-;*^ z9KAnP4sWe;be#h?t|eVX)_L9>nd-llChg9rF9NF_AxxfB#()1P@8%#8vDcELGTB@Hs5e2-;@u}@64E6HydG9B+{o&b{qT4c z{Xm4?pF9fzgr?+WY=~%BRNS9mVdBZi|VwmdIH__i6ev|92(F4Ip{=V1) z!NQjpFO-r}tT%eL*B^D7_d?;nJ9%l)fl7@Y+9x#cI~HsUFH@%&>oqS zS9suaqEz9l=gUG4yJ1snLjH&Tjv^~Z%i~v_oUE5B&*dNACFHBkLlOapplYOScJddC z(aJg{YE8#|JcWph)$zW&0L1;6uJf|@bv!^YB4A@u0GTecFoGQygP5gkrNbq72nE!* zQ~HMKJqHWmbtw$h0{>v|b@49dR1mU*I8R+TZWj6e*0-!An+3lG{<;n)t*-AeV$5C+ zMs9mv1)`8;8ni9VIukE(ygmDv`pq=RmYuTZ9oIZLK~NAe$wwsvIGKxrl~z?2bJGcF zWA;xcoQQ`O)SySUvb4h@^u_i@E1X(CQqKwf`06@a1>IIPmwK}F;8qN|gid{}=n4Q0 zUSHcB$6ESLXiVyr0^rS~FSqF@i1e}-+HgXH%FNNEnuCas-Qfd&pArFq1MpkU{|w?- zYEtYb(=@5zK(HszT)3GN^ajNkbrb8ugs@XNDp%{n_VWLw06ntze>@|DVZbE6&GZ7X z7~|#Y#xDPdKhA8JxrDbTikzdC<~VgaMIWx03n3DgkxVL(@>6$9fT&7xbZP3hX%{hA zUbD~=_U4b+7u849(*EI({I#M3{T|T#eUU?jbHxI@jH+_*zIy%~MPy*5i(4*PS6zRzam|03K+zkEi~z8u(tSB7B7Nv)qo_#h-teoIgmlOS5kp6v_bK=&$JiVg|ozP?7` zV_LHdaXYK8#@;2m;RmqLy+A|;)k)9 z=g0wPs+hLkX20??b5?gjj(trYg=(D)a~zt!6~~JtETIm^e^46y;{@U7Hg6dUzq5R_ z(iiwZjlqP2f%>!-DhSoYBr@1TQ3%oBwrH@)kpk1NA8U>25>6)~`*;#gfrScSI2Lz} z`&rH}Ok}F}uHz%$@;eDx*Z|}cGr1rruhTnTQM9fByJ2a;L>!iI77}_vC!ic|ET%UFlCt0=kl3AFuHE`^#5@NWK8-EW2jVWwbxZ`h*CD=C;c2lit%1G%IY!v>;L zw&+r%rslW^N0QXqajEF)a9Y>(918r>v|XCFkwd1sM{M2zGvcnR3~{;1G5;Rt@)gJH zN!Jbnm*ReB6vv5xi`@>$fB*mh00000A|TSR)hNjv$`@W85VtT47jVhtD+-2EnL*S< z7xFS0ovc)ouK}s-@U~ANyhyfCpCaOdA=KR~U*Wpu@a$|qdTi4NX1U0(9IkXykuvc_xW z*$#Bnh-kz$6D5xJiOrw;l8jEFwXWz82e8>J8Xwl%Mk|)@5#w7G< zCN`izW(}Hn3n3t0znz9I)?GDH#|LJ1)!|$la`wBi#=0Z2QX<^T@jI)_zv!nAeo)Y` zt6Ad2Z*baAWFpnJN@c|;ytplrrKVEUe3NHscSYGj0?^%ZUGh{v{Yl0n>&iqO9Tm~! zkdS#6w~!wIQc2@TI5I$13J5njR4W6MCWd>7#l!3TYLX!=qOQA7?H{ObcX(56gtLqc@ z!#OKv3`;SzQI{q=?K;HRnwFv>VCa)&&VFr4T%qI6@sgt{Lm;xMiJcH^$% z$L7qLu3SY&_|sadVy1|G{ZNb|9vgO9{$3Emd!Sfll7L+Ka2e-w6$^WCcQwEWq8UD9 zAVS7E%^udL7-}p*NLd(Z4j1gLMgB`(r>>^gzXHPBjv?7Z8ctUbOcAD$nQ0YDcq1J) z%ka1YB^^)q)9@N2#Q0L=)z&meL$$Ct(LG3inKR)oE%lzd4l6l#qkW)Xdk2sw^%?D70MAs^1ySzKhlUFI=v&k4;;|L828HQzCGq`8r8{0lP4N z$N76W;-MSQ&l)>5B(7wOz1jN$ROw>EktekOZFfFdJ@F3{w`JuG?#{}1vQ2|@5=1M! zK(9K1+%?*j9a?%?&CRfkklg7+QphP^LE5&q9d1g_B~Vt6XY7&zZ}y7Mmr_T0s7%YI zx&oK$!!Wmf&V3~%c?3c28zI!Nj1ZF;+)bZvOzj!_+yr_wQ{T0Y3LlSuv|Do z3%%XH7M)Sx)JHrIvj6>W`jW*ot%$+NYpx%#r^fH#Fe~mw z(&mQN6%OwZd@3NUz|>r}qRp=g9nyUDUBCbmdfhoXU~8ID zw#LO!7L79Ib174hXtla@Rv4+|6=fGZ+~o2y*tw9QE7At^@>@f%$05=Dk|FTu%~a^E za^*}QdjiDBC@OEdizxs;Evq&29Yv{@DjDnvT=K|8A$Z-uSb$-|IaU)M!l1D7z$P1< zttaPmg3jjFP~<0`t!9Ix015%`0T=jYXb>n$Zr@y!saD1p)#{wv*7dgcgL72e9CRcJ zvH-2^jmhz}eqg9~8``0FM)!#3sdHn^NTuyZbFy{({PIn^hm67Lieafna0?6y`(ptd zri*pAE6fNsjFoAAvjW$E#b?921sv)nq4{tKFANrut9))l!xnXE0zYfbkPj}WdM#Y& z8a(uEemGW-w`(-IoNQF`v%3W45)z?Ap+#ndzXhSj@twl z30oTc_Kj#7nIp4^Wvm6hm^_@<4cwxhm)OcIfE_QWW%&$w;nNKrf=WXjPZutUOw2)1 zsS))C5Jpl*POB_*vdBICKYLL)|JP`w{d^(MU>HyuA6Sv-5eN8>hMue5bKLwjhGHyf z6zJ@P2*UI~522^(N8#7_fin6v_!MM594U1R@xYXu%o;TRB%l|moo#ifLJAm5(X+wh zwuQ-lwQR;5OKHu<>MSfWC)66GPJCSgeg*}adO!dG0000BxQ93X=uD%E7kfI8u9uMQ z8o$@jCL%L%W=}8DQGTbN4D>wDQV>F7Ct)zZTV2ryAgc>K?_d@j385-=(=+7yB6Bm z4c}Xyf|u)?XoTs+4N7J8v&}`b0UNgi+1f-+{St^UKW2~p0d#Q@EA0YzGUtT`xQUMr z6sqb&e@q*5#of8%!s_|_eQk1_7#T1!8Ug-I*5l4z!fNdB_;X3X(yk_vHL2i1{N~WT2YgYlXzHC#J;$0bvRJUQ(GA$D4xOY z zepBU6Z^%`izrWOk8GrMMd-T+{2fcO#G65H6aq{&|G(~ImsIR(~A!jX~Qbby$ed@jh zBRPSerH&5(qzV9Rcu5gQ3O$wU5YbtC2}e%>hHuoKZY4OC4o=p&_+J59_&Qm=_rFL0VtBi>!k?gr ze@KLfPKEbmL|xmyI~z1YUlI!wvl;tOzgjt?D3Aic~?UV$gkod20rHAI`KYlR}Z- zfH7K@WDc|D%2Iq~M=7`i%=3$y@K< z7+a2h+P_OD8bOqZ8vZ{r@;OYImgIc$HMr9&K?ryy%;}IR7mQ}w_zV&cEl|2)`l1mj zgEtb(u>I$v9d7HKyeu$V*F0#9omLf55`4?J;?u>d`MKxJwU@~cVyNp5EFYxdPk$0c zP<7#*=3GwXS>#|TjCE@~iA9B=X25}CiZ8tw1dQ1O!j!Ry*4}u%3zPwBJiuK$u%@!H z?imrXF=H+E zPw@B_2c{kt)NuSMlBq4)$Rm1J*)^{#*y>l$_Ba-b%{xy6H#7}v20o++9rT*>rDmgL z16~0Yi{nwz^t>RhPS5GQVAdk9m@ttb1Rl7pnbiAI1D>2^s$gSMtb4d!XMjY{C3TFN zNpmHq$E@t2D#pa7|+z!TgmMk)@JL^us>Zr+rL+Z4(i3uyvAX3e(M*owE!0TVZ_ zYE5BCbFB-ytZfvp)8Q6tAtiY|%XML+Yt5!8ez)aRwcGA}2%Mc&s(L+jF7kd#R;m%L zG3^G|=TAJol_a4_nBi-waBTg3+ZdoZ^B_DlmOUlB^BVyUK;6WNUP<^*F9%%lOQRb{ z$&v=@pD_S;=|@}uSRo<uh1tG zKqh}s1V0s~2-VJvMpJaqTb3m?pn36an%7!Up!`6j-<|L|MCk-ni?W2a6Jm;`KC}H3 zL@6mN1Y^!g0s)HYZ8j%>3kPU-$O1BH$I<`*0000HwTk%*6aT5tF}i@5Iiv zcIJwe*R3KgA(5&F45TS8qNJh3MHKn3K35Bx3ru4VfdV4Hj1eVTL`+Of_TtMW1OaX8 z@MFZ2;YvV#tCI%|GNV^TCl=86*)#3)s%818TlY=&$k4&P?8tYG8+kJ9pqL1mm0#;f zKsw+J@ch~T;r$tXaRhv+>IuH&KM1xOt^-_uEIRt?@=?AgzYO0DuK{0x4L=(I_V?%` z;X=O1&-;(&=k7bPm!U^Kw+hw(M! zsQeM|D)`jb2S^5-{+omMJ>u(jcK2gfh44x6)i)*Z7vL8lW()Nl@WuF*f7KWGV<5N) zSOVbxTmk@}2~D$?gol8$z?5$Q;Li*7H}2=^PyVyvbsyj>DDd;8{0A5?xCFXvSWUPU z*dG}11GwEh+^r5Y`1$@=|6cr_eV?@q#C$Km1#AFD0|NlmfS7N{wbNs5&}YR9!8;%9 zuZ(NK?Y`ch0f0AP{U_yy^1kn>Z{lb2=N2&j;`pd|*mocJ`@8=Q{LAp&@YV2Eu$gc( z(6+a>54Pzt5RiWcdzG;YnEhug?ax0aU+1?oJ^@bqTmstxfOpR4gvY=)07u`le-ME1 z$NWd|GvZqC%@GiI*E;}c-zR?~d;@$29{te!{|co4Y5qz1Qv3kC5$*y2fZZ>hpLzh| zd;PQFYv6xgwBB<*DL(W)0VV@W0ewFq0Kkvnoa0gcLf=xLCx8>6`sMh~UxMEG-+(PY zxbJSj{AVfPpW~hioHW5E@e#h>N}dp3`YH#hU@~uk!WJe!5@-maq@{cAW6$?mP#^lMUXXOcewHU^1mg zEYiw03mdg8WA;gILNz_Nuc>o;Zp+Umsza6nRY&=gsN?wvv^P*&Q)ZU$xaq9*3!z!S zx8V{S6BlS@Sal^U|FS3eHNN(Z)wb@9I$_49+4lN|a|l&eh;>`k3k#>32_2%yW>fLM zUjc|Rt;xJ`{*7yH=?nr#Haq{@7(C?^>3Vb<-?W9EU6ckliG(xqP_a}mf|P(Gch{u# z3Z-adsA;Jyt_{?B&95BCu1G=zhAzV~?fo7jsAxj}Y^@sdV->87iCp5S{=ytBIU+%l z8L!77Qd*nn7W?|DtKqG<%S>{KD93AB>lFp6=sHtVx=6+<2vgN#Z2EDS&fIJ5mHq;% z#;E;uF6sn~f)~VnksI1N2~#``2a?4)2GwO$>j2p15l7!^qsmkMX}ER4T){G`N{GN( z4ISTcy}_2k;qIDzIS&Pr1wh688^^Y4uPNZ{*F$#C*=HH>rQ81Rb1M7&yl6v$l=ZQ6 zpJ?K757d>Fe$u~zB+DiNq=BjS!8$z}-Mks-=R?)zVJGRzFhZZEnaAeyNFyL#5;L<@ zeEJG#vZV^OJ}>rqJU$<=ed8sQIXq!B?zW4*GW(0GbH-wE6neA23f?JLP}+t!On^DW zy$fWWVYWa_u7Y6afz*jVS`bTN3)+QE?;(vA#a?cJ-Em+&(j(t*TO|iE&>%cFUXAoI zBlah&fUzL!zOgZwQF&seNnf1J9it?VVs9Ly zndB1ueuKsd=-T&c-}zdjfdSXE%7w=c#HTC;fv*tejQNrsqfmp`*EIWsi3lgC;c9|8 zkJ5yzcckAaa+l?!M6?l#QgSEvE4nM9x^ftYbSVWK2*#P4oI zG)GdtoNceFspA3}NuQM?Q1W!3lJT{5&uMV<;H#^QHL&4XWzp>H^wM=BgCY!2^M3g3 z3I`Aq@+IqckS~i|i|vbjSvD}vydO7AYCll--@A2sYr{vkgNVTzM@)a2f2m2@A+N9C z!yw*fE{8x(TThpB-qX4Ni?A_t&)7wFmEWK#ubgHP5~GWebKFB=cQEI66YD-wX?g?G z^<;6K5WpGh*Zbv^{qvKg`q0Mtyw3Ydg^_3l96v{J|B0M-G<-FM34A>l(P#Fb`P1hC zLrpoK%qD1vASteFZTfEbOmUO5=<}*0m_@%l0_Ab*^Pha+k?CiYBpT(^7+yf%6+MvE zADh3(TN`Q(sDFK#0s5L@R8@}fnRqI6yZNi?I;w_=-7Z5j$Jtm+=CEh0QZ^j^wO%9* z7kq44dTk+oGM0{2XSj^@T1y1Wgc=4-GD~$gBP`(TCxMZ!P%Ma%;00gVFW*5Gm16I* z523qBKCVhP2fY0~u~9JiXpLe<^RIZzhLtv+c)a%GbC+{aHnHwl!9Rex0b?NfOISt* z-6@rx=(L50{&e}d*Gaw2PbpH54%f0vYrHn~hw|y@Uh!qz>lBJD`3gURVY`OZPF>I- z=6hJ$BP(z&!Kf}}(#_^hGO`UT_#2ZpuF@jRbeM7xH~95$1z62Pi%v&7fx@2yKY+|L zXwc-t>qo#JYd%U5Ug^9PFibsBSy8J>W<-II+4h%1ucS#NI11T$+P4V)>O-W)<&u)i zTl1ecty2-neS9TXn+Mw=1LsopVoq2yCj*n4b5`PS>nLNKQt+5gtldPn#0~lTbS=SB z-+BGoJc=wihzEP2&B=AXj5}Dg0Qlt>WJxALL{*ldeKNKftX$t#6FXcMx?tdOcAr<9 zPley{2KWoH+U%?{x#<)+Z0 zV8*#CvC8N!6E(LwXm$(~|3|)%iXr_Z7Iq)w5fCl&+sIwdJr&sQ(+T<0^~~iP&h<*a z#4Gxxd7p`p_0QYx-J{cSiA$Sc@QMHVJYc<)@<9C-rh*G;0__uT<8=MHUl#|^Z?5jr zot$~UA7$eNNlrvIU~dP*k%k`b>K~v_U)TAv2ulhk`nnSZ?$*XpmCN>Uog4Hg?-z(W zbSdbpu!PFCP3#KLOiQ9rO^~}Wynf#E_5hr*PXH^o<7$Kgn&Co2vo40F6CoI;LHq_H zg#BY}npbpyJNi&eaKiTNG<--APtRF7+S|aq zV+`5qC=FqD%!-rxC8%39o-vtoyuou-#KqHeP*vUOuhN>$?GILn2;0nqKg>&;E#giB zHA%KDayaK&Ts$%`ygF1PRu~oFK*eKsuY_~gFewZ>1yYT`7S<;}bT`e7@o@7-REcz| zNz9wSEl#ouv=;6mXVNC_kHZ-kRC_sa&>)JI;Tl)Ce`l`x(s9Nllr)R<-!lCjP}Wb^ zsRK_z*JQ43hj#=k)%H93sO6r09$nU+ZWBYvGbg~TUcC~u%>Yhi;hi&JO$2U z_u}-ZQ1@gHz=3%Gd5NxtVW6bGs0KghAavt4S2=^Bh;=zZB+fW_71SntlbL z>kEY6DDOy8hZ94jc$jIA3;>IY-{PkSni{`hAgd@1TGIPYejp#Qzf=KUfKeyP#qeOZ z2{x{dN>6e;ahs5cP%R0qdWf@oG)sT3IcMWD2CEu8h9=LwsEkn)`K+?8Qo-=rz@9nG`x-x5Dj^e^_v&Uzc@3M~_XTC8U;tJ+k5PJF*m~M<$!%E#nCsj$SMo!1z8Z z=q4;@Ai};gJ02+1@^4G}_D;07rf=`@{BZo}%kkzqfDZ-cUl2^h|0I%~4gt+s*d1#i zu>uLxPhofc`ZQ#(s1O}C6|m{tun1%VCG`SENGkvHoeAYJIO%Mt&AQ=NbSPD1KOl%x zm4>f?Fy8K!h5|l%_4?>VXI_bV$<~q(#B3d*J}Gbme)=?K3gued5>I=ofmO^yyf`wH z9_mtw^6x@ICuX-6SLn?Ek4S4Da`aY7HNw`~I64VdSY7W42AJv}>b=jJg~JGYce(jm z3iBzz@Sy+m!;anmxZ{JkGxA#nA^JwyIm13g3@vC=_7r3U9o-$kd>cV z-Na|d6v6#=m%V~}&b!C*l+}ggaWL4dQ2|O*&Q%QCTEjuRzk%gbqP$HK^}NP)-tvgJ zz2mw=f*MEK0coTjf4}z=tU5i3le6po)|x_gJiyit6ZBc|h?)OQ997lGY;U8h5`Zos zdC?k}ofk2Mo>&=Wfe(|%XRMt1vCVd1W>`H*3910&VZx9gi;`??q)2M8D&V4*_-NMc zWEIcJB~K64Iv*H!Z)CuthlIPX4u5St8e@0}apiv#xA{;L{Emo>GuWX4u#&e-S-vsr zVUpRj-LWWkUG4VAH}~ALJ4jm=QEtbewoUUjdDX`qjhh!2nEXp6>-fXW^;<OOCksSq!iN$T>;1P-5zA*m~o`@V8`7XDxGQq>Y{g#P+AKt{5sbfZcN<8U*D zTbgDZ%3-RbO~p>beI%H#sb$WDQQWP3ivzOPI-aa?e|i=yau-Jvi}Gr|q_c{0dVQ=2 zwY9a)_Y~q4xAihupFWOW!D=7H=toVnM_~%uS)Z$-2r{5qzib4*tL1>IM|sm#0`o?# z#c`J;y8BW8RgcT%oZFCN%$jtqcg>pB`|k|ZOskv9_uH{Wzr-mYXoj_37Z7! zrjXZd7*Zd-h-hr8^pffsC=(m!f8@!*<+0VSbV1G*me~>u8xo#~+%8vZeUjjR>sEyD+wqWXYE;5>a;CE} zAz&O2PjRczGuN_x;9g>r=IH|G99NZUhH>0_B_q^a?RFhT<59gMXb{=*fYqkY->3wr8lH!FY6=hR}!C5O3 zA8=sAG~UgUhQ^pm+l&E3!lEC1$->z@gK(;2M(iq{N8#Elluk2gw9mx zsoO+H=F<>8#C_=G*fvjbr7f|Yg_wKLjE>W#k;qg39{#h<`hb8V#|Qpd$t%=Y2=Y=d zwV~(B1tJx}`_(yLr1P{`l@BPc!|5-N<{ ze~Jl`FwD!fTe$_nHAj zQFwiap{5O@w2rj2F!I3nTvKi>a$ z=EeKGgBg_O;B9MmK13;LrD!Q_S!@n+)p8Fzz;(Snamj1Mid$(=ImR1=c*e#h4ZJ%K zbM)q70-j8=FkjKOGefg*vECe!Hq9L8LOA{8E&zXM%u_`B7P28~(7ar`t$6=MdKZ&Vptki@cQMXjXqF-&wu2(#$_N;db+uY4}3 zrAzq#m9M0lR7AMbQ%g0kUf@ViQ))!KM}m@_yY0}TdhCPyQkx)y+Xqh@9?qXCoj<9> z5s2ex;*(`hU#a#OgXJ+DA*gb`N;@0)ORcvdx^0RY26(bhg7)=ewjWf=%T9UlM%*z{ z=7sd7WaQhrpRThK@AF|6rdA`?34wnL-y~(Y%_S=SFY5GbH-oltw&EgT(-&)?iZO~e z43BZge?G$w(?cbjX-33MI$EttF1zUXux*(&ZMP6ft={5vgDg_>wAd1Sa`ew~I}{hV z+F|kMW=xZo1I(>t)s!0U;f^HVnc5X@FIvmCWUEx;0m$wcIV--LoIMGwqL96#ZBzX? zwars>i`iJf{R8Mm_>@|zQNa>Fe!S|&nV(21L&SOLpY5i%kH}@D(&6eksE&EAJVny| z%lIOXLR6dP7GBc1>6b(oK?P&F02B`nADy?4>L68q9}fjP#h70czm3SA5)qG8IgD(m zb7%yO*1GbxzL<6yu%nq{eRk=fUqTrwWHn0^{-QvdguVpXYSKxZ@$Na2A_1$Vz~q@v z!}DxD0wXf?9)&TApX-K2p3Bh}3;f8jD;Jj+iSXcVZXM z0UXrn^w!A13t})?A%Po!n8hhsq@faIIHEUo z3GNbvK>N=T*18f%WJx<|b&93tU5X}@odC6ZtBF3*W5|;kbpA>cUTRfJW!D#I8$$c# z;yIXsz&zdV@|B;@FC%YKcQAjbO5U;;mv2`*o`IC=QKV>A(3_Cfr=mr1aPVXCKWOQ{ z9Ys}=`5LrneTzal|$0~G%{azYo?~U# zv-z`I=LW?#%e$%}jyc)1|C8M&-!Qc)5VkYrU_S;hlcb*T8d!;;+>>_pE7nKIDQ%T! z#*}o)S3WxoTUg{JR6s;fATI2xIjGu-9~O z{5SdSrvtO8wafI{+7z}vOf{@0$+C3#F|M!rk(q)~fTOznzcb>7JO)|EL@#2n_V192 zeVIPdb?#Yc!%mqauA)F6nE0OFN7DZVmH!c{a-_o*8K5V&XWqg@1jWPO;z+!zz=<`E ztG1r-i9YQ_5zky3A3WB4966&bMw@2l4%p~nKEE4lbfXF`)f}0uwypm!pqLGz#f56$ zGC_N7iFz7Z)oK4#2A|$^@BHywI93tFq6}mPE1FI`gAZBvJl+`z*Y{>@8$23vS!}lB zvqYiq)zrDIBC+K6EvMkneG7tzvO}9u%%hXzH|T|p+VQf9gZ$>N_*9a%GtL`PzXGUu zPdkpkcQy7!c{i8%5CHJ+#WRDvI2?=+Aq*AYdu`9tGKrnBgHXA0hXr< zzHcKwTj+7{*p}4eQr7K65VF(k=d6ZEzYV&9n?%s(*}moIiVHsjtxH0kF4PzMG`L`X{cZvX+{du^owouBlRpi&8QwcXPNKk#%P@myuj2O$})L+1thK2}cPzZ}# z3*uIXPHhLq>zMPGcF4BwDMMy_ zE%9c6#Qp9VC{9CB`Igw_YX8CFbi9iB%93J!u;<73bN#9$$ZzQmr@+{2Yp9$xe3JYf zlsYrjT+2$7LLutQSoaTu{6}wqG%OdoraMIOlgqo8HS1+H#_EKrpgBviugMPlBZG|u zknAiuq(~q1LNXY0MN?#p=6sdZ{-44G!tuaAzq^2_xvWS3`l|aL682Uw0$0S-egRAb z0Qyd!GnHeg zCFV@ZAZ@#;nj9q`goh}e-;`mY!(!*suB`>1j)jl2+~^Ega0ifiGQj`SQ4+d%{->bg zSjC2yC&uj z6nUX1bO*^MX?K@r7cbM){87fB6G4EV|4av-8ei811!S(Yw%oB31fMeeAzH3O#GeSXO)anw1eE&3@=MJ=+g#E@TJWrA znIJRF-0VNYK%og#WPLb*)EaK^x^D%>kC=&G&K*ESd2gd?u@6rSxyd;Z$HS8OjcKA< zRIFj0>mcF0Ag40k0S<-w^K1U2nJWi~PoMblxR7uY1Xy6COE7!CwA33;C1T&A^RRm|i=7bW%uOGpk5 z)%;G5eTAW$_NMuSowA~;nz$AZvI6Yosv#w-!(lE57Ae^xa-CJ4a@Wo^7K zn=y?w<-XDNRwwx#zqF#T{qWKI7Pvgg=vEUWOBqo_MYpD$L_)9I>oEySt1Z7)Qz!2v zv3ddc@t$D5f&GWuO2a~#HwFl9M%I@B@<%9#3{z|nYGTpjgkaDjq-wcw^O_%R^5*34 z2WmUE94=@uRQ=6Co_JCD?Q;e9Tu5k=66*RSsFJ*|iO&vDFlP~p#~qq6;?`ldaihVx zBk_hb+5L7r2&Pg$agn}gT|!9DfayzpW*Xv_*m#>_yO*7XpQ1k${`0@*(U8>xtv8F; z3#vP)kswR;hPPM@wRFGEV>lm*l78c^^i{YD_Qwji75aWVq)Y-De6^C+PI$ zPw%-({EMPx`^BW8l9k@(!V738;d)s2wE1@B4a^OwFPB8WZz51E>#%z1p|T*A@&=r( z6hg%t5v>ShT!VStZxVT=jKqYH?7U`JSa=RLN{ygW!h9#(IuX{94nfZyLUqLc( zkAnS0Zv&?qSGBJ}s%p4L=}@17LS-$z;+)0e%Kf3(DfP9MqaA!tC8?srT|X>c@R(X~ zfrgr3w$Z6F{qr~K7Jkr*$Q@&66l*m&+|wUXh@z1MH|M_DA4V46SC9(@luPnuVJ7w**JugWP^%+vJ59~=^&!vi`LUAe9(*YiMqMYAv1GSV&cgx1DmmW2ko{e9%wE$7-Ji}r4+T0_PaH?j^o(2w#siP8 zQa5+ew~SoP(vkMP8n+r^JNKD@P9CgEWcb~KMXA&d_N&%ig1o;vERk<_*V>I5rZNt6 z)6J|l3F^gcXYg9GZU)h~FD1Kv*YAahMTN(?>msyx5f5qK{K1Y1Y+UB5qz!C05!WR< zK=xj)^r#4R0!L`>J0klS~Be$<_=5HgZSi z!}0ZNSTWY?ySC}3+i>Yc`$L8a$$FI%|uF}h5v z9bwOOZaRZ)K?%6G0(NeyNNR;N1^ifrCs9y_pc0pp4A?X^p{_Wy2zAEdoNp`0z6Zz6 zn{FD1X28uG-gWC?n6?Iz2xrR+GGliDj#jV-cYwbR(xXHI3Mrw zmDg6EFkI4^dcYG3v!}YY0y$fagp0gnFd`P+jY7tzX~+2JeF`&h z5hIG26w2tcU;V>AAip(0tt4KCOoXc!F}ecB zv_-^YEohTCmQO;9XH0}1K*lj$c5fzVgARbhlv9?9K3ak1CYy1vWz$j-dT*+5A%yj( z&b;Jfo=h-Ho$wy8`izLNen)4oKa<^S-lJ79@i8rgl*ygfBjs}T%?wyFd3l{F8F{9O zHGnO3hHa9rc*e!-anT$$R?_|TT8jgftA1oKJ#uAI5-vR+VGmbTnUI0SYD1fBa>~!* z%XF*y$Uo&re<>wG0#7SBBS5m#$&VXqU28hfIis)ZS$R}(MUwRby|t!=^aW!KsJ}l! zg)5@%dRNh@czJxkgTmx&w4wW3_#74gQ^@gl-=rt5WLgr2;C36a7;8xip`BS`GbEYQIP`l_FiDVJ`=2MhhMvSJT$Y)Q=t&^6Q?;z{ z_|u6;v9#!71q5myTaz_fAM~1OWNq>>;(d5D;p&oPd{kM2MNBJL~5IV-_rW)bb3Ta+Z@Y6c2 zLEp{|?sg&A^MDr4+?=xPdW-B6=vJ}?Rr^wOTn1N)LVeiN19|>e7uQA(44-bJHAd}?XASeylfsCK2u)W!0<59;8A<0-2Yg+r7^2dQhSo$@5TK(=kfE9Hw&7G)~gxCSAJ1*gp+_KLD3_SU&!tY?98 zjmg>IgdcNZlqs6tu+q7xOI6pSPWeCb+BZ-fuh~`JYGrP9CfVa&JHmhQ0XUH=tpXnW z7Jm-!8$y|u{l9Q=cd7IoH59cSqm|dY#Z4}L2Y$$<7JAp#R7oe=vV$Oz6r;Eni>g%JOQG;~~E1DsEiJ7vw=)vOas zTr)?alc4=zIzYv8MUo@E<+xZ>>C(o)u*pQGqtJBcgP{qK1BejWz(j%p_7|`Oqr#sp zzDWC#UiBpe`gcN%96-VfVD1+2J9>jt-g}$e+T-N02lA4X%pP7-Rico zYEd}Qx>Xf}jI%~)W~fyi*IcoQ!;f;LxU!tx{;~O*D^F$KTllAh*Rpa zO%5DQ{Knmup&CXriBoot@dJDCQR6#$APXp%o-JajdF` zZ3qfK5Wwh2}ER+96aejP-X)F!J8$dRhQN{m+e?YT+O^Rb%wSmYQS@!2(z9VK;0UCrFndLA$(WM>TH zv=uDG9rYAKsQHj;P*aa9HBF*fwI5DuAkZnBZsMRcDcNdc8jrG0f0hX*6jPbuLC;mg z1^7zDI4+D+44g){pP9P67JnUN)`6Mf=$~xU3v7@pc;Z zWf9;e_{r$E=z(-UjGjLFi=*N8F$-q~hRrUvw_aJMz7?o`W&X#l1yJ3Hfzf)U6&jI{ z$q7G}30{vDhcVhz4c_a^cbEop>)(4mNL@e)(!0IQPICkL;=3t@?wDSRn0H7PzoX%i z&g^XLr0R>S*Y75hsq0t-O;4^R!k*MOQok!U`mwD}-neUx#sX4xgVfP>?9OTzIXyN7 zBkh8l)WABtC=306K@}Dk=&(P(KDco)qCJwi1mm>Lp``8&MDv8C?nCb?iPx#G9H(-` z^#S1wH#h>oMU3-K?A@FO9&vcei{E<2)CcnA^EE*~7(;e{Op(@a6BZA&O|{qFaL!36 zv@kw449#W%VVC&7leo?b*>EQmc1_$|truE{>Zd{wMrp|>X{~l^nMjjjc*%IV*7O&?ji<%aK+y(* z5f5~mxp{Ds1GBZ9i8tl)p36EY5!6#5y}k55uz<#T*n=QbftVnsKL2LwQH7Ui|Nbbm z>7$EU8m6Zs%QM}>x7*7s=71C`3kphQpdzd2B}?-rqF|mI%O0jYY|9Bsz2?X|V9ks{ zjcD5LMhbYZoWwLulhwRRb>ew(rKQ`=5tvs{itp(pd7R~$a7A0iiA-bYcM*TeqFU~= z;7}+SG3Z=GI`p(=%-JG8vL{(I?hH?vwQwrtsHh?3nU%I4)(1j|t@+N8lq%KdPu1Eu zCyW7w6H}TB50{vWO`S3YWjZ6IkRypjLi^NK zD#!e_Uy&KoufMj;>w$vChr&cx+(XN*0Ov#WIj^=!3m2CvA?<$+m-@iaj z{*a!SrKNKB+SN|!4pO(f8Vsjh29$+mEp-dz-QWe0GcLC)U6dk@Bp;CgO?l--s@^zT zKBAf-kBATC`cgOJUHeF=sKM49$BiZY;P;h=ce6&b@<|EQ_GC9sJsTx9MY~fjft1~m z<>_D&7poa9LicR^xx$o3Hir?E@I++Rhjc<%#W*X zim6qXO;D9E0yOG^#AF6K?X#sp zl+vxZd|94Aq{Fcc&w;SWg13zxDu2sVlUm6GvTNSYm)8rCgA{(rnUXBW=^N-^AA9mS$6xi zbIvkvz||<;7}q)>8{jpx#z#EZ3jM-Yo1t zk9kVc85;X@r=hzCsCsr@+tzUF!U4><< zsD&|V6TS(VI1O`6U2!ag9`F~#5ay-Xv;=c1R`qRv{SbJMHpr-_au{_PUwj`zOF&U~ zg0AV)YGb-~jQ34LF?*@gig>bWOo)m`WqVU`f$$`qCWs3U{)a$c0_dJL{ZCVyHNo7HYJ^Z9 z`AYUZvMzf!J@+kMBy_j57~u@r)?de;|!Inak07`Tvl-?9c0msqJUPkkeN0a@q=~$X|X>H zW#2LPalyTcBSBvlcBoZJhNCi5Xw{Zq@{=(!F(#{PTV0%@@_%t$_Ja{Bcxo!!W)RYq1Fu_PvIE`E#Sh2 zd2{bFIHQ8Vp&{#| za`x8P+p?%P6&rf#Y_GS5ae+m9Lt19}I-v4azr`0+bS|`gt%1xD*=JZ(kByC~wtU); z+8d`3gPs1Ijzdj}dXS?%BuuEV-|L{93WQ5PG172aQ$@#;yT2;kznjrx*k8hnF2v^g z-oVlN7==$^Z}d7Gq-)#prSQ{4egFN}jGW?55^pV!n^SWa2kdwMr1!dFzhhgaS_+kl zyU)@zX3UCC8BtQINBW<)9!~q>&7+W1azUe`*trFfTfv`Q2^Po|>h$q~BaMLJ&O2KI zspTut|-joh#Ov25+HmL+w^Aj(voNRwC@qr+;u!F;7rPnayHKRDF1Na#Y zLjAb2+xiHWbcX_JpP~4d5THB2^zKK+>sQp*L$_4E8Vpn*D8WeEXMlO&h2BlC@ikSz zmg5^J11J#*FLKd{^LDg?y-&j(+z~+D6Uh}*1aBWC0h~e+6IyrMStF-N9;GV>Q6L54ef~VJMq=>Rx2y!EH=HiEL`xGDC<~3Te#UJ7x zkWi}=vcxC{N5Sg;z0(9OpggGk*v!`ep~8Avs!HBx899bP=K#`KX;cfB@-mvUMEe!! zzT~s)5@^kx{)5do5T7Yi#B3UD-L>dmmPMdwi4@ipmLR)V0TXn5$aZ3#7fuY$f?sDR zRIPKM_e{H{a-&}VQ zrx+9<+;_38e))SGj)vYG^UpR<0~O?kK|i&VoE7D)C8~H=Yq_1M8|6mQ@;zC%2n3O$ zFp{B!%U)10%B{-v?vN8QNk$G*1U>Lp*n7UvxOchv?yYF<SsQ{ZHJ?IwQD2>!AF}d3(oM5YK73xPq7?*{?P_C z2^zaKPasIGrrb)cb;x@d#Cb2Jem*{!fi}R9vTN#W8NT!Kl)h6xFwd#>xsBayCGc$5 zOcF1Z&RY2rp$X<8N5mLaZvN~>F|3*+&PEo7<~Sopg?^MVDo6=52wt$;t_#r$QbE1o zz#L+${BEmJO`&2EbRjlJPTOTfOai0dQP&sJ03hyR`l!h)LdzoplR3}PZN3tQ9=!%o zjSz|jwybvY2ogl16giF&N+lEpSW9#SO`W`J?afgr?L(Qs#6gKRsF2cZCtFPU>ug)T3_;2;dtx0m&KZNDahuoGaw%kM#W@8HBqjT zE(95+vPee2uJWrfQ6Q)ngXhqf!BN7k0iM8Z9=1IsnPo+3qdFo8)8) zR93EXU|T2z0^Sz|&sob^tgw~vOho3S$~>;7slQkYXeKsA%f0*FpXVc6P@jC?9TPez z*J8GI+){pq( zsa;9(;&^Z%j_V*K8}SzJ-5kXpp)ctm_IGP;)BP<)-#1s+faY=gH5U*%odIkZ!L7}A zX_&*y1$9!Q?20g$XgnB>RXygH^C4daXdr^`EU5`ip3&v$f(5F+;s+H3ElQU2yOt!w zZ-9UVwfse_%1H~fMlK)AKkaYa=~CMP>l{wJ{LQ$9Ijclcxk~OEkODDCTx#k+#Zv}Z zDX@_}f*2&hLtFEgY8$5wtEwn}zf-qw3bV$mYYeh zDEheXp3GTV@y4Ww9&9n0BfitejjfQrVVuz0SJOznBYmEW_e-uyX_p^6*W3oEeJxpF zB@q`fGt7YvIy^#&SMn=kv~68@c5G<_SFpR9BkW)c9K+8};LDpA2Tio7m73ZzZ$j+c zPJ-hMZ&iOeB;tHwC%Q%*U(xE)?5#UMr)gJ%)Ins!xkoBAOd9YTg!q~@$zUBPtp8%U ze`Z2FwSS2d3Y=93Pmsx%yVQ~QSM7uc7lG~+oLqQe=Dq{Z$&R)7F+(nhpn+ucJWrri zxt5sbC%n}jG-y(n%5uy;Zrt{RR`x|l^LHf8HP_8vz|-7&x7i=B(cAHLK-J`8hu%6@ zU)JznKB>kzEzz~`e#lC4}7Hij%88{EOF-XSXOj3#|199T%wy2#5oB z9OSRGRzLR`ofUPrI>5Do6KOBL{mE_b7)tqg7Cla5prFaW&o)EV%M(Rsd`~Z+18-Zt zlilWX_=t^I;oFQ&T=M~ipmE}=LV1Q-!*Qd#nrxodz6^_BYRX(RyrM_rnxYdu3qme7 zS^}wIXo{3DK;m)5@{T{`gZqC`KAq0_N7Q%OtH@){-V-4`XEB9LGsb-K9rEif^&*A) z3=~`H#vCv|<%q+~Y|hl+lP7STY$bCC=o5mcQt~?}1F((>&a>_hr9~BFmIN8@s9-RX z0;GHa_C?xfiyJgX zbIGg)MEfgHD2x6$x*Os7c<0%Df!okVBDPJ;LPf!%Us4jyJamSv!xogwQu->xoc&w& zq?^<;HLowWid#ll%qMCh>#W6_0)@2ABlL(I!4^1};j7dj4Xjk%>AN#)zC(GLGJrjd zS94DjHt?vWnT3)W5p;h-E!wH!{%H}}_M}wj-igzXbQ})oMeu3ZH0^+7;0#^f} zuc@{<0@Gbm=(iX7G_^J{$r%`|HA6rbT=Echh5lYhGUFN+W>92Bd)V$KRi5}p3w%RE z6{6GZV{=jpwei)$wD=xAnf35^$$rP2q#wQjFMU#+Ly;$U#0&0H8A0~M;2@}3*9Iq2 zUM+Z|h$KGwFoJQ8U>9*8pHTt<9U~45T)@wVxO_Drw+j8^V`xS1Hoq3kgz>0HY0TRR zs#oCR!ZEQ2%}8~<<}eenFgWbIMYbpTWoJ1_Qv_1NbjSub5%_0EJ4uF0dOU8wg^nLX z`v(-YS=1MJVTtJpD-~)Ukw4-(#acT`Fxq?vs7cT&%c`CsI@9#jEP!IFyQVc?wkMsbSOBe?;3*W+TOfPRF%8 zRP;F6D4Hb@M&MZh7h5a|*943}1I)r?vyh2vAj8SKvWBIC?O-bVz0i>7 zSlEcf!>`+umuo?DZ8SXJ@+@8ykR>Ok|CO2QXA^8!)^=cWs_q1$b*CxPsl1TGXo%qY zR%E5i^h+jeNp%K4<>F}#_HAL>bu#|RDO#Rub!vFQk zn@yJ3gkTwG>{9ok?HdINQ32b}0h^csRt_Zow@u6p2O2=ts;Sj^!v)&9G_PCscI-rw z+pnm?h_4F`07!dWCgy#sIaM?u%z5pgo8U+04r(}^c7ObKP!P>1&x;K+g|HfqQ(0h< zc&dIB18>F0hXDa${NY*3^4}Lk{3r(Bi;Q``Twoz5r~<0{C=6(xaHkvPzj?j2P1*0U6U`Y4UF)oZJw?O9Q3=_f|(+k3H~s(+cU zgD8ImZ`8K_)>}Y@=e0D$zX)n7Q=8IPO=K(!CX5oObnEU)ZJQSi#mTcPJf^G-T2(uL zmfc=TL=%0ccbN4vrI7Yq;~7{*W}x6`=8nNar)uzc+{tkx@!3AeZ2czHW?Y8h5GMdf zb{S0i@2wc1`)%fW#$#*gG#SqHQUEzU2$1STw?dz+{5xy?qxl@0_WgG9mdsDx5a!u| z3}G05M@Jt@MdneWpKTGNvW64=3$DEiKZZC7w{a3M2s@{+hU;^cPiPOuEN2(=W9}pp zsxM=TYx_<;7tHfN2UZkKaPMbSlgx*O+3Kqkj*+J?mJb^#Cva>kTt7Jf)MhQ}#8x>c zHA-^9!E9y;^|<$)XTmo~(;*Cf=pf?dP<_;^JTcof>U~azcc_RG2dyd@mzYg)@v9(qGaTK@x6*0Rf%yHiRn_sxJ-$bOENgFovO#Ou8$J6Xl;TT;^lMsp&Ep8S| zfl=YvxR1eEM-A^-B9nZX>~)A@OhN?nyUIf01^y}~mJSme{wEj~k+^q8_cFLMXf{!| zqsU-n?~l?vOs!X~b(V@{ABDmokY~ei7@#OB~+xp-d0v*KvLirY{p zOnu4!7xYk~bE9h23{AKY0CXo`GFl20(qTrBr+X!wc94ZHvev zKL0wbd*1ztz`S^HF7cZb22aR>w}|;<9N~3%K*YRnUT5~-jc69V-`EGaXQAQ!zj6^jq0$c(P9*;!^!);_1bTMoPz=JZG$BN3KJyG7b&9gN z^Z@5H8hPIP&!&kW=H4gzELg5`<$+Q(C0gu0O0QjZ331D-AhdK^q+Z3{4}@qP?DDd@ zCrlNxTVCQ^;uwYIjP*;-LTq%fx{v1&4f~-<*iF7B}&>t;5aTRT&S6yr!x{?hC7YoW70>y9n47JAz ztn;4;8Qcmf)x5wJSML|zFR6`}Ovg)p(l-bf!=#kFl4?ni8)7JjlYn(kIIH@R$sH8C z!$EvC-`h}s_s z^8zAzTNgVx@?zvji-VnH5*|H~LqG`t?TbkW99Ei{>ch{;uzDzVC!6JnGNgUFapycO z{9%LL<)&Eqqo|Drjw(tJ2+3mU$R9?Sd=?{4kJUOf#tSH5=#{UdHZ62$sj(U>WM+sNZ~l80gGw&-r9AA@O~{_%SZo->(_lz&M>*MpEkA*&<_D7c`-5O9Aj;GCQWKXMlAmFhbm?;?K zq$TCcEV{Hv)qv5wZd|(^Cb5tk2I=eq zm0Fb#->|tc)&!o<^+U|-h5OsM2jrYwO@SRR!BG^u*9LD-@n(Wk`1@bma@CU%^5 zeso770xVU5&BA1_SbHUbH*QF_=atfpXMK*n;TXu5Xj943Z5)2ev5CHD~Lv9HqIW@buU#FA@HO<3>LQS{#ou4%7c#s)c639EnN9}KU2 zH=Leq;)BG!-LQ(!B&j`#eo8*S|1j-Fa{Jj+K)UtfC!( zGKcV)DtZl~th(gMFw0r{{xVw|am18B#9Qv9@8_ySD4 zBLe_@Z(%(&0hi=SLa2D!)}D4iuKtC-kLSJK)k*dfxJ5Gxyk=f>$q2n9Dx1)rg$3A; z38>=V3u9s7g-x)mGgnjF{iy@t8Me}C05aGAeCJ+_xq28Pa z{fCS6mvU!KHQ+bcCy_Hzd@S~dqYP|%#GPM3mc`S?E5!E&S%%Widn9;ET5x1!PClfU z^BCo&klIdXj)I8Tm$FPj^0*9A1B$)UMc7g{9QqY3*qC1KGslY!H+Z7QSn=9B^f#Fz zXME~>sNxvrx2K#2LD@?~{Zt7~cq3lQ;22{=HYpUBVPy5aPFao0q(nvbsFoWJ`Jk&_ z<3J7bf%WOFhxd*2CXS`=RS)M~GmIKIz`a)48PXMmNC)~AZeMAKm10s>Y;9CDg+dfJ zzExX2de*c-Y_InKdCLgCHazbjwsU*jF8t_ypDHPb82pjcAH}EkJqL}}%-SpO=YJ5r zKio{KfzzBWVMRZI|CE@yAuuF&d7M(i7Qaxrt(XJwz+?qqJB*PB-8y-Nc|uQa5NWdYL4z9a5rHJ73u12$r`By; zI0H1TaWCMYVG8at4f|UtRHLrhjMMa*1v+PHhX)VpJL0@t2_^2AT)dC8QL_~0&_^TX zqJxjiJXlQ@cTF}=!6^)8R9FO%%Aa465Rz5qV z^~(9K$cKzx;`Fw8Ri0K9Tut!5jq&>*x}qnW%2;c8iEd8jv=M;;xT!#Es7K55G?^s! zMw(=mnX%b52LCkqmAP%2?>n#T^4}EpwipTgwQko>KF9pIncrQuvC}U1=5q5qC>S4I zH4I+ud3r$}J*1n6>sn_7hDyEJ~w~ z>`Sm=MQ?Kz>xsbvei%xBms5G@|6y`ulQFgSeEclO4aaa6T5hhZ@dR94JIVSa3{!GB zUWm=QbKFk*RWsYFB*Jf>uh0?OtMUV);}8I6iCS|Xsm_Z3tm*4tX4f)TIN(f`s0P?j znjGaVMa0$udk7?z`9Amg7Lw;U6pPz4{wMIn?{k8$`QX@DX9r{i+jx1j;4yt#L1x@L zx#b0{OvI84Se2G?&WXN)I=tHMHN_C{3~|uaHEV}uS&ax;ZOP~1C79YJ zOliy`n>_Gi!lR`bbX}+uu7=t$3>t9l5o;>)gi{V0dU&yALh(Gn@On$V_@n#2AR5zb zSw++Td3}A?Q%v&h%vUWhv+@}*pa1Ez>4>%6%*>}YWlbF|u-mmthZ<&XCEkacFx2q(~I=uazg1uJ5_O0b(J} zxbh{RqkCP5%nbT)8qU#QRHZ5(Xh#mIFm5fvs&tfI^ z)x}QUQQ9>rH<-PY<;*4JvokU+`+FUd|Icy&2G8R9!d2xN2%S>vp^`fGpek~Z z8KQ5pEO|@)8;MLSnuca)-z2AX($B~y2FQ%*I@{OsIlP@!|I<&Ay&B_^UNjkKUkk$n zaO?ao@^`ZGdkfUYJq*FlEuV0Cc?C&=f9QyCHTbG?7pwaV&QR0lSsJWEW-p|GAIHEt zy@O#Aq+-gBK`6D&`Yf2R{5I+S#a;W>X?0YNqf}J9-)LqxHGkOZ92$=cF_U=rnzsoL zFuZfV(9ky)JhN2CI;&iKU4j@TzxS?|^vS3~Ho7Xje=M8(LWuxJGGc&J^riBx5sLp1 z5Z!mu7gXFq$am9wb}$3ue0^4Er|`+;_uOjj7)!2ADQ6o7J#Pg?STWOzByUJK<}4b1 zvSL#N2K!0x=6eCT!H;@QkZ_1O!0FIZox|LKI+{S{nRT%aU329^ z@f}6?;QD$`mm07j7ykm4cvCUM~y)lb3e)$6_C$ax+Z4v0d5$G%2N9ZREt>gn0skw0000Wq@}sg-aUR#ng+2r zR)WZfZWtX5_5n7Qbdth&GZAD2@ZBH8yN#NZI8VGnn@( zraM?JzN)jk&)9-~M-6*FMK7y#r+ZK3{5?--HBcGlnQkJo4Bz(GOM}9V9oy&DEL>d* zPyW#=G{bZQ+}NyeuM{iMo)W;vRah3^7u_2;Y!#oAEZ-8GQ=fQVN}GlmhR??zv>#OB zmQN|R10CWfoZmyi_z6I!02LE&i3*OWEOGqoDYLt|N;6*LFncXYqF7gLvuPZlLUuSD zuZ{`a;{J)MzoPszvc%2V{k11+xs;z+zXQGvie25Vdg)w22gaa5I?NY|rdlTH-vf&D zLjCKrf2b*T-i>k~L&bAl#vf0Ko!WBt_&3VZ&5NMkUB=xD^vt54MJ~s^UdYOetCbT$ z!tH0!hm1@5s-Qp)5kiz=?=c6fm4clkhxX#H2RZ_U*MR^xS6V+4opL0iJp5mR@tMX`qZ|}9z=&b#aMj(NYzOQ1mpPu;n z&b@?;AU{;y1!>=W4TVF?bivs4W%x-THK{}bL`11X%r!C<-jj74d=%K zlv(oGm^bO3f6~-e@t`w&gEJk;0pz6`XgrC^W<-1SxNg@aq-!*4h>R+(q-|zh7sBL} zNqtVuf4kk0KtBCm z${1tt+zQ0r&tWAEyLoY=H|*qY!`aW$R`Noy4_qO26}W>96GElXIzE5i6d@C z={E;}wW&lQLhy4ODLTG%%D!`DZoV+;uN+P(=^bVY@JUL zVSerhn|kl#wc$dNw5~Eh@N-{kMK>&wQr=3CJ)1|X+=Vs-QOcj+yM4N1Y1&KZ_8!K$ z{eGdIcL11J7RO`6n8hMA6!@6QTb49YcqW5n>vDF$oOHpU9`Hf_>B_S-av>h@uL|`4 z;CWcB@GG;S-pK&<$hBz*cfQ=-Y?s zw(3WQOVeEGXjSP$!e}HM;6PxjLTyl#+S{si+zM3_|D#;L8oa7yiA!}q2@d5~2wrQS zHiH05uN=87?~#5^09=Wu4KWClb^#~DzyJVzXYV}58tlgyUR|ac2Rm{Pvwl~T6`dx` z#;@WmZK%f!ih_SNf!?CUSHUdq-;oakN$l7yIOy0O8B&6dALsZ>%%aCEA0#|lg_*1b z<-JZO=a!M$(qyL!i&OR4AnpB5adn|?X}LLrk<$f9_ogD2$j_ZxjSqOFVspm23@!c! z8oXu}JMd=25|>pf2rLk5x}TSKg->{Lx{uWV9w|gKiGoWjOqlmtD>x|0_m)=FX*G8uCOL0ME>D*fev*i9)9@0nf%L+KZM`6Znd*eg=Jt6FW{X^qf-~ zedxi?M7UqzNWcP$PO)W2nSWvFIaik{5NUDYg~P)d|5|U4gC?tX3Dh#ySt&~XL0ttr zRi5IcE5xPiIbOcAQ)Xp-mhOyKRWf6duG8^@I1Bidh>4Rdq&*s^(98Su>c#U$A8SzV z%$H;gmua-PsltF4rB z2k%VR(K}F#ajS6yn7mVp>Dcz6HJW(Wc@)c1B;Rj|L25|(^bsiND~bl~+} zXe(w8ZKKy(eUEab<6E`iN}N3w@FzGs$|kTQJH_vYOP}g_4C`sXpru&ND%f>6`iZXo zI!9`ryXisvR6k&m_)cv(g-wp35dgW{e=SQs#x$ zM@LCJONavwL6oHfZpgVDCX^kj>#OrqW%1jVlTv!cV;eT!QMj7XcO+)y0Y*;w7dTj; zRy*OwV3r_cb!N+pz^pKX-%}q!G;a&JDMnIT`O=$O23HoT!k+BY6FaR^^{wjk5UJQ6 zl1c^;@Dt5PiDD~o22JaO2xT3XAYuj00ap*Y&)PQn6aGXDN!$kHGLtSEg)j?k^>YSE z9L^(h(y&JQJX4N_xr4 z57Nt^zn4Wcf(9xF@gI&K$qfp9#xIzmB87!Fv#bVW4AFjSg$`KEy-GSX55eQ|p_PoM z@1!$k8u$)k24NOL(dF6i(;k<{$fPJmNmfIJxpw#`(fT-b@*Cw+#2iF2ne|zmk$w;| zNu$?3cHL+*%(Fz>?1={W#8jy9ZpEu-PW$Jy3U6$+pD_&?dAOfw?@^($7NFEy9@gB& z`Q%XA>};;uuJFZhrC(fW@}9J|`2Sli9eBm-NnG^Y#hB{sp$*Y|nBuWL4w=Q2r8(v( zgd!iABmb&sNX`B$zOB6Fis}3{Ml*ss^)n*vuA+A*I&C9GsAU6@sUC}6hZ7c6f=Ya> zrxw3%Qr-w1L2bXoFSNr-*=SB%Yci&m3vPf8xgKk=Fg+KI{wKafUD#rMK!^;rEg-yw zeA+_K`S>Ec!|uAgtIv!PP&=5{)$mdcfUV)2WL_d-0164k`371zX^qhN_JIWXoj%ie zdA|(TJ!6;Ja*BZLsR^e;)bS4}m&7(5NlO~~` z)oPt1ui8h-(4L+kda%97RbEd`Oz`gSn!H|pQ?T-kmu$+9Oy!^3TZ@#L47$DeR1wNl z5j|&vVPu=`s6+RdXPAWeY>bfTgtD5~9HwK~8(X<+TY;47cFj>M24<%`b>SR^;SyQI zyUNQ8dlByG2U`%fQ)Y0EC)yQK{lhuFj|Ufej8(G&m)?|$f#svAfjT)U#UqygtQLY~ zKkEd7bozvHvxfiDcKu45L(%ac7}*&6kQWk0lN z&8eD7SDw17Wgzty^!{GaA>b%~3aKNU5rhysD?*7G`)pu_gVEzRC}*TRU#ETZAed8V zQofAIM1qSuwK~mngH)z2XqMa|iLl~a&Dy*zBuX&zt_LCc zopoZUmFy1=k!9}``QY>6Wl5r;590E6U7~0w{JU-#nGhB$DBKjN-ErO zcl=4wQ!AiS?j6NJMNTw20a=54touLL&}Vs(by9Lmn|ju@Fm2YQ0HmIf(3RNb#-;Kq z`to2pLC7D&fKLhpW5##Sy5{gKS^u*li|T*4?0elVQT#U~$)Efj(!taGksZLWKB zU8<{(Sz^!gQf2-Fm{2SK($qw~wD zX+SWe|5?M&4`0q9h3lNBmy_hb9Epmap<1|z#w z92u@s=eHb~dYMTA{sL${OrXLA`8)s|m!mma)Z2qKma^M@@7FsPw^KW{F3HNy%I7tH zmS^l?a5iG<5(;@IYRtA_9!8RQfL99K1|gUhkzH2D_XS4x=@_s>eAi^^riU}e`9SiD^B$U{*|?n zM+(>C9Hv*&QvmnwdXvj}fL_menTh~2A8)+4d=xtLJSxEl&1F2`WB(48H+l#ko}-|v zC0B%*!;w80f{2F0;pr0}uEtKQ*0GrmKAN~MPy7{UYnmNU2Ti+r9*W(b!x|&l%+_9o%@@|%BIWSoALrqJ1jC}DR&%0G6ZxW)G1Z4Am4C1M(r@2^?N7We7 z5%J)2^yf$XjOyqRCb~pku=4umAg*SbUW$wrA;#0aqHm1<&Ad8Mk_%e$^v<@Z^(jfL zhbKKB6<=qQ+?GAsjz?B|$MmyoE(8BKA0es=(@Ia3Y|~v?JNS=I%8z&@2PP@OgtWp` zZBSgtF6^bdwm3fB4_kg5D*`qJiyhQqzR0Er1=!l{@O#hksLsmP#iH1r{*66+r4`22 z-pR=HabWt>9F-#V3;<9zLA1N?WCy?C3TeX{YA-;Ma0i852L3E~CXG7w1wF)coY(fr z|8}50(Vb(AHEUo81o-4OyR~BgFruHG2phJ5lCqwWUzpd_rR9y2;aS=)78#C=-y@S% z9d^+rg4p;guKj%!vQ!0}+iK-5T1xulaA+$NtLFu( zLIBGukmb^FJRpuvVDT%U=I~LOv{nf zi|YOVrVo-Io#ZMZ70U{Ro-GJcK^Or*r$c1oQ&8UNVpc;=b;((QpeqLKJ?iz-`3GP@ zMXU9e5HW879Dx4=I8;aif~hEHH*%zvk0`TNC<=Un$kFq-;2M{OjUoe$v1lcj;o?fe-Ppc#>k0$(dy6;H_lV?z+W6<)r0sN_ zFXE*4`sgb?ROsLn&zH-+vww5~W8&jPBSyDL3R?rVLAK78FK1Rt5|<9EHR5-*izuoo zjVe+zfrKjM3umrHmAP0j3gyZh#MG*3kn%8QEtK90k8C1ThA;egEY5anAh^X%vdt>w z19&#<{LhhTEUsugO-ox-9+d%iFh7nI9fHG1d+KR>`~NC|!5p=oZM<$J|E@=pb;4>_ zYykkQF|bJG=8Gp_JbiV@$p6$i#ISpUMsGGV-gTwLM9;;4h~gQD zS7xd9Z}?^JVmYWhFV#a(hyrtPt3MDZxMNOKbH-yx{s**|ydpGZJ-n1K#8yIvu2_Op zIpEb=)X)lk$Q47}w%0bZh1~aqwzR?5hJV;ZbrC6);UNf@-B(2Y7-dQRjF2rZfl&s=|kid!7ntO4dl_(r%hb}~t zPm_WOb~r)$UvD_Sxty}2N#I^MX-P%s0M^a_fc`K@58_4%2dOSnD8nDise&@)r41rN zK5)t?QBCf}x-qV-^Dt*s*oWLW!IHfnt zY(@FWN!h)8O}98=)M*3H1)1)(%=IKVegOnqajQgmr`I56a*W7{m)OKVDK$qhoeU(X z1svXhD1wc3cX(no%a4YYdR&NnxfcHWZy>D~5ys`&$~nxtwxXZ|I%fH7v4toxc2h=Y zKke`Qu(Y9ps4d0gQoeq9Pvu8=-L^Z1aHat<-%ZMHB(1Ns{4&KJ|XUwDbh%oMr@F%1G zMO;jd$Za8jwEvo`c|pqq)c^y}?s*v;Nk%850uaJv?r4iXCJ`Ut5n21KUF;J?wU)FZ zIA&Z%P?-vyavp`Z5k1xxUdrPnV(8fIrs^nI5>R8Q#S@)W9tq;Y!V88p4P-cM`khbq zu*rarMo!5cv3g?gVsa5)3FOA=h|?@yPlVb3a3+A}yuRkP3`N5dWBNVYXeE!|R$iD1 zc>pNnV&C8uMA9>G-4xor&I!r2r8N^3g%&N^=2`@Cc-$u53PNWZ?rz7@rLY)4Uo?^h zL%(!qWFl0RG-l6c9wZBoA+ULn#0|^2&gTl!l_ogyXJ<&N_?Fu7%d=JM-yq#vu{C>W z)|6`f0;q07uNRm^1$R&JRc>TVk6 zn^acc&t>6RQ>bv384`1aFg|z5I)6X-oNY-KI7wZAWYaK5OX|@Eq0Il?iYJFi?@F?PScWV#$Dyt6sXR$7- zT5B!PS|5k7CFU9o1fpE&WApdZirs;lbid`JbDK(Q?s>JA_ zA=bV&tw4{f0@lz!Pfra*xF7rJDQ=r zEC8l3xr9C|$E6@h5gX*bDr%<5YsOQ+E#LO<{ZpU}T;ll$EyD4eHJPwoTNJp@(^hmI z#My8C5MQn3v1iHrq>S+=aA7}7yDWnPfXmQ*L&&k_vvt3_ln=^D;j3bhOZF=54DWFPF5qUe#>aWXO^ogmqv(Fz zQI+5o#{2p2hnJce0DS%I)Y$04Ly~Oup6~C)r)M`17a5<;lx1>$I9*8zMRf^m7QHMB z#QzskqS52|J)(P=kt!G0T!sEhY`D{p=A6)TwO_&Ex)1PwnOBpp=fdwX>I+}G!$J0h zaO;qlM>ot>d+9rK}CnGmU$Oh#^klHyOd(Ziv~g2`Y5VtC(x z;IhUv0~2YgBk^{u)1zE-P(;Ddos(zLx)SVfZNFDW($<|YEhdORYJ8#qWdK+tZF7MbZ)n$#-=Va$hrWIc;N}YfgM~L zf_Kz_J?r+_1nvdbwPKM}Un^JP;UGGo;-$7%9d>T(n)DcAGqE8#!g)YZAiAV zQl2*Og_7VG4&cD@T$|xnl?6$o=@zMkZsoXn6lzaS86D0^)g4hpJ4#n?jVTKn_zliZGunB=HdQfxtY|vq zx%+;^S-er1dG<>5Dxz}A7#o?4NP3u!(Ao#ZD$+MFvi*mq??f$JbidLuI_h(|>t)nu zBykDixJ@U|`|iA8WoXV66I*@Epm0``JLFuPB*RS&&Tld|`D#jkVdr*rD28x{9?c zr6!r~A-N@@!H18-408(ES?L?WhgG&$n}p82aPUY$VBHK`!$q@H;9O}EUjak__+W*g=i(mp{s*X|1{tT$M;|-L=i=wXKl!G z$e4t>26I6n%7U<0X!*jqn?p9cVSxNuKo3o!Uy-QV*0WO-njVrpHx9>@6 zj*AKE$d-o*N}n^FIYwu_OeOgZI($1$EkM=Q>ecoY&zKphYS3FI%RaXy3WZBsP||5t zjJV=Bj#}OH94wP9mlCrD)5jN9DCFT$T)Qeb9nK?`ybYJFvOm`G3UTN(T0*@hEX5Gb zCTl14jAQ!o${D#Qo#ZjH?9#TO@|uOSV6xfY0L3OWrd#m_MDdc_7MNNFLw-&w)Wb@W z+Ji?HyOB5PvdmvcNGqgO?peZi^Zi&e)M3&SuTpjwg3p^5dLmsO+o}`=254RlAoOe7 z59Tw%B)}P_y;f-NoO&(RhI^Rf*FR;!w%nsm9Jm8lgsYAoX;v{)j{lD z{c32Lrg5j)s8WSHL{S$b$S27J=og2|L?oY?QwtEcYJ`KtnNk>5#eOlZ zN4sqqr`M$MNXmoai2KC2E$MY1cED`r2eQ^A`D)pyyGvs^f21`-`Rw4@3|Nbvsb7|hwt>DFoT|7Z@M@Nkfdl2`dw;*Dz0ejEXM46T%s(lQlaj_Y@e_dy zXkGk|Wa|&*@F8MCi)h|z0o?fRdTg_RB!^Y5xj|2yR%A7<1&AZsM8-tsL?1y700ki~ z5N)T`wGE>@j{!ShI!2n=2C!pY%SfP6koPm1yzFpr`-bNPK@ZO?E8lPM`Fvc4Kl~V+ z^6MTzo`-Njf0Nxp3}z1;E`-(z+{JdV$v;WiIZ=XQ67DE8t_VWSUYmLV{K*wQ4b^#M zZAGAoqH!|pR-4C|ZI&No3`(5fzeYr75js_?R2w_Y`?AYf-x5i}rwF0M(O;*&wbDh0 zedK}dRBXFa>>z_Rlx$V;r#PO8wQTZ0*Sx`Oy>UmmWPSS=>ewP?b(87S&YSdIDWka( z-%mP4gr(j*W+jK5m;*aq1_3BNbJ&z4*UdU$!|TovEee6=9_H8hQyTvEvOI-;=ECil zhpOg#H+x~$%wUDX#=FT;&})_sy`#*O!?9!|R^OWFiBzRRI{x~#TkbziLJp-hLZ^xx z7`!nP8(Q}Lh)|X;vUjN>24iDFnd-Z<3q|42R{d%cw0?c$VbV$byS7I*%tZsGTSCZO z$Ng5_*^jWLiQ}4N&ql9Nha&?%i-PXs0cMCq3P@(K0i45jTm_7A%BSa}Qx$%wF>TN5 zN2Ab-^(cZPvUQ#ZzuGRppfPB#9>}(rQL?T)^&0SL?eDsSavSQcm+tAtk4la;< zk_S0=7~NYsBOa^&5h!l@7*pk~-H>*7*TwusC|ll@O{v#$%;;*Ai`5R5Jw**(?($IT zN4x~;0$a7mMK3(OEpr=H>Yx$5Od8*qZX_8EkKWt#J$awe9nIn*K9zTKq}!IQ6OTTW zG$x3n*l&Jhy+SOgdWG8?J{ln42t*JE(d(fz*D730klJ6p zFRF|)m(@lY9xXKglK2P^~xU*IyPX$yeae9A|qk8U1T zTSp;`eM>~80QM`oUyXgD=w_ToTVzdOtce9h0(~pCgMViocQS3jQ@6Y;A!NmfTXxn6zs(%tZEx3R z7SM2cvl}_^na^d0?LU8#H&rdKTOCpS^SD}ym+ATf_n+~godBwkhBsS_4z|0Mwu#wsM67vk z;KtUFNFKoyQGIm?RiVuU8&nv$m{CaBU)6dTKUp-o{la@MFj{0el*mkh$Nv(>t!D?=H66 zAw1m6^9sP`lKMtlyj(#DXa?^nN}aSb6j#Reg1+wmEzHur`6b|4rVSL@aCMujq(*Yh zpye&YeE)^FO6EXY?*GS_IP{G|X5a4D7^S9}N19S~#CHOxHQjhYxQLwTl+uGE z+JGtJ@blRdoHZsKO7BS#u0u-znC#zKEVN>)Wxyzac)Nn1Rb(W3%sL@Na3>_ zA}oJ~iFYhee9dcaWpz20t|EeCKFRnkhc|e(ZxM{I16M7`F7Uj*Z&aNWmwu4sVk0Hf zy{)$|Z^Pqxvttc^ZA6?J8%>>hOC_KbU`A}U`zX6t8rChm@DtC_xZBD&cV)^Ra#-zq zE`;O^owPOJ(=JCQv#}7j?z^JrhFW~Wz&ha5N3;E;@UtK@trXUXh2fKG>J=BO4J8A* z3u7{%Ul@?G1?6eIyhSgQ?BG{y5j9z}4plTtYt+&tWG9mEXKlI-KQQ!+Cw9-Q)MSJ5 zpks$fE^3RlNG8uu1Vge--H!vCP0JpehHornj-RBm_6sH;Y=JLtsXSJafQxqr39KQ#*3yUbM5R(Jpd?Y zk>DZPD5P92UEUSxllb>@AU*u*of54&T0x(SEPTWU0BaJOCtXc9(Mhr|xk&8~D|(3n zZhx~#`n!dkWP)$`&ElWUdIKFv)UomM=BuVGv;$|!$=7xTPyr4qa5_XSN6b~vq;;|i zV`5J{7!5(^9MC}BWm>2$zZ{gnBM2~*npsLFMe>06RN(@LVVP7r77mAQhC3~)r{KK* zVW+~XIdap~=<|{CgXsXwti0gP9cJpHom5{&!b={v?AipG4imEsSmEP6FhZYixz)E< zgrUh2m`NgFx9jH9-A$(?FGxbx0dM7;u9zk+Hv{d%f13L^dnks71vFVAuUQpx#eqA=K-odigU~i6kDwCmwuh7h;oq)`~EU z>`apBuiY$ogt9aaaQ$I9Ilu#v*6csZ2P&BYmkkKON7IT(1BSvS;;4*ut11`|pvE3I z_3h}f<>V9#X#c@~$jl~yT(ax3SIAIFzJXB|IcGT%!> zO}?G{1|Cv73}8YepPQO}>qI+d^xsJ`3vds*9_*P?az&6}p5fQku@ix)2)%Q$f}-1$ zYWyZsr~8Q{>d-;hPOcw4CuWLquZBmS?I}R)L_v-Xm>%mi#6?D1%xA+0J@qryJM{_W z;X89={i5?}%}wTi#;uB6Wwf{l2p_>aT0pUTd7>WDFNL&O2XWWnpk`vQ|&<(Y&{Tk-s#&;x1hhDX6g&*Sx z=G|pr)#WN8P{?nh@sPd3wRWh+Xs&8|^6Q^+JRJ=GA*reK%Er6{Z}C=J5^$4wmzAQa z^mI3c)zAK$90%TM{!C}}`>yu$;H<-3beGG>0?^;yAY5Q(OaJm+?Wta3BM^F`_d6hJ3S3O@h;rXBRN{KYr+DR) zUo8AcSQTM8=a|u*Z^Tm>=dyR(uj1NL+ktkoY0}lKPO)UMG@NyKd5zX9-TJ+7Bf4-a z=T!+$`3iC2Zq=1+A8^^}KDOVsZEh{@-$DnWXU@LSChI%0ko>R}5KOz=%rC2& zr3f20m`)I#JI#7_2>5duIke90Lha9LsuVu&pFdzZjDW9zk%Vry48vQiQK9dQ0PqeM zG^Eu?3y1(_00K6QZ_ILCHMPd@m{+61yEI0fYwjWAfA%^al}qnLU%}!Vk$Zzm>nnrr ztlxCE1Y?(bo}-xje8bD^+WIx?9yyl?n)A_-N9E*b_bI9PYdBF9Q=!vjaJH1#X-T?& zYS3Yk_@tvTt{2orKlF5!A12=?CM^F9vaqV) zVU9Fc!V9w&GcN((Mrz##6T@}ke1fXgPtG8>GTLl1a zCtXnzIw+Q|fZ1oz|C;o_oAqj_^I9}ki`X#J<*i#VRo5}$d+R6Ec;1vAqOt9e2A;6S zO56mU>Km7e2z8Pb>#w2^q%r2gk1iw3gQI=FjobJ!l#NV5uXe7(XJ9 zs=KnpXPD!VE%Y#S3b(PlLV9m(CJ9+4f)$Aptj~Y)8&y%7Fl~5=VpO+oL!s;>Kvqo7V9`ME9%;p>CGv!aywpBksl zSkilQ{)@KY_TbR`@X!PM8a06@AiaLi&rlgEI!?u5o$Wx14(P-zk$FGTP5&myB(d|0 zLIXWi@x`%AQ_zkoaq(V>1oY~eCQ15uv*Q6GK+px%LxTxB%G$jjAYAJ)oRpAB#n=_R`0WA4{H0yT9b=rtwqh0 zTxkII_Oh1|{IELW5}j1%#^N3JuNK*A60HtxZ~NRcc0I3sjN|C z9xe862cE?z#wxJRnp#MN~e-~-~cP(~;qJ9CK08@UOlZrR3<_~@Q z&3t@-_AHgksnIC{Jb6>{+6Gw}p_Ynnu4@id5zjn=q5rudDlkfHCWhb?yM2o>Y00+K zrOhUdLd>(;?na=?|DPY=zzuJ|<+T;!T;JIcIa+Jw>>gaxDRKAOEYAxw zbF~{PG#Jp&!V@=iK@Y`4x(H7qCqIg^6ETw51mS|&&#}F9x?qFm?N+Ojz|m+^`dvEj zIe)jklh5{x?~@Zcqg@!ZxAPn~(^9&d;{28XlCmo=Hp@Q&AN7V0z(yynv`2Uv7T*&M z%piO@^qk(nt9E~Szsn`8nTVBn;d}?j;4x(Cz*EuQX@pJ*XV9L$**45S7dEjm7hwX4 zEQrzjF{|m=%(<-Y=K15jV!Bb%YF7$hA-pdpX$_5|sI9Q;2_T#GuRRvNg;c-+l3DPV zDblIIiso1vI<(Ij@{Vb>f9(KKi_$dM+_8AjzJgDf@4|o(eRfhr{u3(M&wN>mYboO0 z7Fi&8jn;KjNIiE|hJ#}eyIj7L(qPBgD4n&E>!&{`*GlETgef#pYnH->9pHX2#k$06 z9uXa&&~ZJ`Le$#RtZ*r9DK~Hh#pEt@V2sdF)4M8lj>;JW%^7H8cP5qFa*LKOrv50( zVAK&GB#DJ0UQ%=%s+Bm~{~qzufZrc>)njDdtmCwBKxU#fr4Qb!UPCf!&2S@n16in; zpTPey#|BN2O2jo_n8Zu4uvykCF9McoCH!jytf|Eva7BO(n`Fsica?Yr5_wd4Us*#D z;id^EepS)DNS8{a`e87ZeO%Od}cMg98v z+8~$1XK~;!VpQN~!mt}3`F(97feILEmTcf^<0Hp_Z3g6P(H#FFbEg!6r(Hafdo90WfzU&V+&>t{J=6uK$usS##WN8wC1fYQ`>4`e;J!B!wbGb-=V?3ax^nVSSWn4%yg*-7@mCXT zL4r%IZ-_=&AG6)8c};!B=Kd;$kkLyJHdwiqw})-jtuSNjS2&sp&&!}s;_=?0!VbK@NZr>7IevqN2DF15GWffkDwC!^WS=6iaHG^ zkDjl65;4@Qx$uU{;lM;NK6@#MnR(a|Pt$95qBudN(EDK2`!M_LtY;gB&|y(u%3JC^|EL;2wGDzeP3jDOsF(Gpa<=2b`~f3ub>dfr<9U=8 ztZZbn;kJlbK(I+=GMp;eu(?(Dj0U}7g{BZo_V_@d7ypCb5-(tmpU^uYmy#U8Y^9rO z!yaoTdkX#*koQIY?&MlDhem`ylDe#Z5DH19Jf9@=qC$tdIXr7*kl zcIJVw36t9=fW7`VR%%^pa)(5Xc)ck>oX&+>E-?FcFOZ%B7s5U98m{f>65*!Zdr3g? zbki#9ayCeNlMy^0!~+{m{3NJti>^75%Arby9qk*xH=bq%B=NvmD2Z4)Ry5CVHY?n| z=1y)1tdY;PuulhAMP=%@=ef|;Sl3T(cn|5r5O8ICS~zaU;#ruE@z;n+S3PfV8$CoV zGzks(a4ld*#q7x$=H-@ST&I2>gUU#tzQObD()Yfqgd3~L*w@R~boVz$ZaE+D4*u5( zcAxL_l{j}o)4_nDP3f@QBl*a|b7^;!M-GS|1e#gs3B)gD692-5mIZ%Wm15U-Q#|pn z^ZVAo?6s3;*3vFf2S;i`Y*kZc%ajVk_LBv!d>dSU`5#|fnkzLqnMK{*{)K}Awe-69 z@*-ch-fLG5_KC~Q+1w}6@i;hD6qbmNiZVJ$N#^uN!?xYw*J&+4%7k|8^?Itl%jFI@T=wazr{I8P^-Yo>g+BP>x!>;WdK|eR`i8-F|boBx~UaGl+jAN|JhMSQlChy!tBp z2P&VkEViFYr@@RIZ#@&_>P?mYUtciHPe?&!mwP>HBO^s4%1XoW?M-m3nY@QIcq9x@ zZ0tnX8vinnMz?y8?QBMwl(-s%rOKj6-$2aWISkTyblZm57YT(>TxEC*CSNcFC2yG* zJKhAesEhDKGf*(S*s$UnvOvW5b#fn!_jV%jy@O&N0)%3wwO);`hpXU@MYE9fgD!W_ z)*?0mexaP`ceA6!t$jNeBTQB-=D3{3J`4S^6d;}lzKaWHV^=1)IA~VN5~~ddXr~(= zfvWRz&F4T&etIeVdMhvb-shF%G+!Q-TyRcEOvzpRQ+hqfDqlvJ&wFfTWD$E_6*0`s zP{omsBDMASnod#(5ar>P(F=15Vu`HSnc2Mi4_me7*-p)46|IT=1a!@crRZ{NpFlM4 zj6Wp6;NLvs7^()WN0>!iE%91`2@XYG?5|ev;^kYdnVq)0N3dVDkLAX2uum3SK?>m= z6&n7FSN|UyvUUZH5+>Uk$|-pQ%u2He6~&vm{!)s&@qlb16!v}8HE8Q^lbDpEdfoMU zuB1>CFA%;aGVAuodIbK?zwW8BbxhuTtq=J?kpEh+1wX6{za{HD{7oEMbLM!~L@g^- zP;PsPy6|c;cGNBdG%&dyx$AJW^&Euv0$)&YWvhpL&XC4ELVhvlswYa{VP`xo1{i9y z7m5SVH%3;Ss5BXck_vV5EYn_Mz*)|O6)NQS`|BEhdwo!v@X2lr5;MZFS=d!DBb0NB z3Qky&0h+-j{9M9P?MdP^^x^=OG$VYUS@R{iRlsImQo!j zZdfWm;R9M>`oRH>#vJki+Xc6-XcasjiQ+(TdVI{WdCDH^iza=+ch`ifNja#>AR z&C{wdMA+ATd=o0R|9*lTm9Fwv2&bRlDA@v}5KuuS4BP>y6^bPWO9e7Vx(sAZ&7lRW z;)Kf$sFif^0u*ie&UBf>XcdLP#U?7GZeSoor$dMTbXb(3hqsuxK^1ajMN$z5;AG=p zcW~CK*LNh*Jg$M3wC$5)V6(+pDnUEx^z=`>CaJi(}EUzD+guM-@N4eERM)3v5&n!iuI3x)ywe^2?Pz?u$@7+ZBN$4m(= zJ0eTlgiegJZ1wX_!`vRu;yp+m5||b(953X#)oo0A{KZS|uqhNMT=~jEWc;jg&W`8f zxEHj%t}mr>b_U&J3cLx!ozpY5envV!7Mx$>ey()SfFKZfl)g=Snj?3_C_Y?|n?s&E z_998f%La<1EeLA8xoEZtJD#+V}lNw0MIvi|?1sPE;?RG!1F^ zIO5S#N+ zK|{H~D@PXq>^UCkV=+#~;{<$jKq848Ugvp}e=Y2@A%R$y9D^ z>kLIz7PY$7bVHXM3xd6&jF4;}ZGRWpJk=65;;1!sb=ruHCm$4piJc;zl&(UB6_;Ci z+QdOTH_v`VlMc{97vI39&o$qb%IIw~CwijX5`-xI9t@Io&G)y0KdQMBddnc)kX0%R z71>p#IcJt9pt|E6CnD+ew_q7Q9aodZg2CsDM7^LYn6wL+CoN;zG-142@8#kY2IA3> zo$mX((J*~dCjxP;t-oc(Q)4s@g;JsC1I{U7A8Y6t2Djo`Y(6Tb4DAYaXoL1LS8{E7 z%tEHG(8OP-z2w-p_zNjfqfEfNhFN`pQjf(KQ078)~UJ8I4gm?W# zHFvkd1&IN@MdyiR%6=jbELTxS4f}c~+xSrU>Fytjtg_Qh_z;a&SW=VRQo7I(b=i|k z#N?W+*j;VzkJ4)umqopaqGldR?-d}o)h7-jD_12raWf&FldvT=OE5=o=AP=$olqs zECbd3LA)wJ$|v_YN9L#H7)Um&lXG#S_;~rF|9(^Dv`@5tZ+z_7+UD8z(v#hTu9W6K5c~lbFn^;XbT+&DGjvK`4XAA)+ zCE0YE?R&PVZB>R@_Etf*o(?l%-o!%XgWLzTcz|cqb=T9Z5B=2H%y@wIVlRz3~em4 zO?peQXCBEqdA8|3#K7*2L7)vi`6qjE5j!y?Oa?8c8_J5Ced%^ZD27EWTi;1Dw!vJW z{`E5)gyx0KndNB_nQ4Nrq(*|x^dXo9`o!onlo2TPLT!%8>xcuPZ%w=nJBQ`1{XZ1# zPKk|poNF+;h}4|kYm<8sN-A`hXcu~4#T{CaK=j*j8iJcD9?BJR%uUBI;X8;~^Lp=U zl1?p=l}O{NlBp#Zrx@m9@)}h?rF?*HA*hW<>|Rhu2e{k)&e4h9S0Y0EfCe|AXFB$C z%#*$My-85hTEcmLY$h^2-a48jv4P$g!E6s$a9%(l?UmShAhyesrwa4mB6Bm|!U*{de{J?6&`?NVCoNyd6kTlD= z9gsNe=HafpB4e$*a=f|Fi;e&~oYM5E;1VMH>%LnUiCO|r9%%FTESC2n`6R=hWzA9X z&WnzF6M4&)rL?)W5gUft{XD?Mu!A8Drt8;e*Z~&vov={-`@Vs=cqlSspk0oCXrm^U zGm$DZbis85z)>j{SamOgGHWYUns}(u1gV)jZpo`GdKFUvGQq<~ovUuL8G3^xnsWUP zNrpD?oj~2+qthqOitu|^--m5uz63Q)4;uLB;S_)0Ym zKMYq~ud!o{)iDi*Is(BYGs&p<55M?_Og4Yenc%Z(Bk^I;VMdq_TQ?QQtZ~J&Q}LS= zSMPi$57Dyg)pq?f6DM@XK%*kfVzt+yoVar&_s5Chov|lDd<1jGh_b#O$I8B zFZD08y*zes_52`l{?dYHdXqCUd`G1!*wwIw8RROSBA+xC|FJ~4n3Lm`+j`|Y(mNoh zQlAkIW2Mmtl$kZvm7h*p-Qvr1o%(<=lo6AjWSe3?LHp}0aX)!)v5ajufr-u;LFLsu zkQ(bsfSbP+eh9O4vK)O5Ewg!rp>T**I(|%Yfqy1mbPI6B0217~Z6{=EOSxIx8sd3T z+o-W17t_=E^(dc%nzvP$pTQ3A4}?dU_@XxS`1;H}@t%wrr#O(5bOWh~J=>A=%Y%)z zEq#@+c4ryB#FfMCjh511H+wj_vpIK8{oHnB1T)a@5jv1^n-#RF@ZI^AKTQb(zB_W#UHBml z^XNK(=n2FAc_eic=jwhqw-mDgkx_RF>RKWmx&&3>w?WxIN2bsmYGFQh=&ok2sae(| zl7U>uBZ$*-hh9j4`_$xo?+w=O@$r$*qt;5xl)12J`R^R4Vn*ukh(ucu2lNH}h^VlR z`xyb)pa$KK^g#z_rw=e=*oT%=(FGz_fPWsY8fJ&Y(E^zDXV0HY&5-JC z&;nj*pfIQnydQqHLpM^Mk2{TdDV|nn{D|x1d;y^CRxnRL9Ou4%uXa~o$g)G!CIJpPu%?v9% z`G@0th-dZ?h53cq;qw&)plRb|TC|o9P=q^(@_T?g zF$ezD;uTHYtA?4O@jSEar`)DEnF(76d`|T3U+hbfX+4EOmf3mmkQMj+E;bnI)lt!x zp)@IV02(`_iz}xD37lQFcAR(c3&lh}@eKWp?uHi~X-Dy&qLZ}-ZkX#g$9b;I0EMp# zT3K`LlIKMK{2~*)9Tu|42?c@CuV()Ki=O(kVIuNEqW>^!g1d6_!{2ps`mG^JpS1y_ zI+=jIbvl`ruO)Eo$XSkcxF1arj;-vwW>Jln1H4QeW!XVut|HE=AFJ<0wx1FJ3a%-y zjk5WWcLBq323;uz;-%7}$dN#5Sh$iSKeHcWXY@(VuC~kD#F+cPRB)cLT@=UeCd6LV z^y0z5W8wnH4 z0%pCkipe{t5^L5Wms01G_}4c1k?8(jeys{I*L7dS@D7JWTxXZqXQ6AY!4}&@k4aooWVyLGai1%2 z5ftV|loio4O?JmmCZ2q%`Jn8i={F=fs3?Q(`x}iH)H0Xah4}zs-2CjAnBQ<}(&!yv zH~coth;kxF!GZ;|kG2sxwI}n=5b;6Cx#QP?sd5578{emTpn{Zj+|wZ=Q6O zHGc#=;np*dGmszM1WE0wNgbqwEM)vn8*9^~Z$77a0bpZ_r4SDb;JH#@NUaa&i8LT= z;sRy%FM&cU0B9@(>znubaUl}FDIoYmg++-I4zFE649OW3qlb;hY-eKyX4hjIGkPWfao3e~eJ^lK7b5_|?FWF4Km zCysM0glQV*1NDbF8bqr+mKrfTQm~wiTubfNGlQ`!jPAhw zt#9k&c*S==2TWb5&ixdR0tpUT0M$CxgD)SgaMmdQOe)t0TGrn{=|XqYeizWt)<~?- zeFJ3!TbD~Ns=E89!_6?62WCBktZY`e>$YYSmPy*cY2X5hwlL% zvIldR?$PTklLWX!g`jB^UVw`%>LZ(`B#ZeFoT`s^dyK^U!Y>R)lEFf*wH85Gl<;-& zq4h;5QVrztOJgT$uXC_5%qPJ9@;Vi=4S%{jCq_+6@FF7dmy*hmKVe}zQ>oA^Z0(H( z1J*)oeWx!Q_T9YxciP&)b2WQL_S@|-jlV-;c}KArJqOYFUGi7ZmEk9qiaro^H9X23 zP4HgqcRn7Wet6I)F2T7#EX5D3_mRInZW1)PmO0hSx0{V1{+4<_zl5rLQ)R}NSq%&& z1;OlT+FD$r!1H7*F7=I+Lt7VQI@R3lKktc|b^4GZO@lnj8#L=Mqn?vm`X%V=8aFjJvyZ% zrl&Soa`(IvRAU9=`KJNM)?a6z#0kiJx~~rbcK3kl6h{dDYznp#YJ>q2fBn|J!q^aD z@6ffM%l~Sim1mj6X z8L)V$8$9^#`-mw^QB#iC&u!v~TGguQo5`$6w=i&YWFAe+YAV?w*t@17PYd&1WDO_yq6A5Jq~Bw zNuR#JXB{<9iGTvk-M@|zC0be;&$(sKT09{3TuDAl)E=10lT?s->ma750%nuuJvfte zOHFbWc<`x$iuQqD_iOQyE3T*Zs*dS8+px@S#Yiur6Npye$Y8G&0~GpJkYZ_Th1&PA zeJL6*UxInvUZpiL(QEb_;!g(IoltUWSiyP5oBeTNGga-3K?h}alj=r?#7B}ILFEp1 zm&y{uUa)eFvF_~G?Am)i3$8@^4*7i;b80+E`mH#dc=%8p8sTaxth3@ybf=5T5aPV8 zga-Vy((kGTyhx2F8GOOC>d z=bsjv>GwEPu}{vsn9&35L3^noGH+>Ly{k*gT9c8EdWKedx6+pI8-WO}T`@k}Hw4IXA*jTgIqeT24{NYGI0xtljgmV94 z&Bm@n?wGuS^buKl=$0)vN9}j2eihcE@UA*`Rag>&n}+a5D^ch^aMgb;^#*3ngSbU? z%+dt7Iuv_vmSzzCk*KAl03)s z5kR@UcU6C6A7^Y-Ypw!WDTp2Oq3cvD3cGfIhhyU#_iM|nAXcKf;ZQbo?G-Wz3hgPm&RRK1H>v-Dv+q2`ZF{w~;epRg9G zVzscW_O6b@uqB4CXhwlGpAkgp;E1XQc2An+&0hF)KK-?mf#*7M+e{fC0Nc>pVc?|S z8MNF?C((vn$IZ1I6aUp_X4e2R#L3K}zZ!4*#s{@ss80lYC%t#|$Gy18*8`04na>rKFI+ zv&3ZuYSDhF6s#3bFF(c7tNemy=lqPx1MWHkRCNBA1wy!8_4gJMx`JInb?dyd&_UZB zkGXbgP!|o-NFks?U`N%jK>A-zG%s4!FDmbx-UIdQNGJso+OM+aK|~TvBap^mDPNv3 z(@Wf#j)v_VxnJLTcH9Sw>;=l3eOq5RF6!(k>ZA&NdDt;kYWcjmp{EeHz; zI_B(XSTlNyG30REu3L5tu0lho4UhgHh1hLqNu-a86^bOPq>NZ{9f)mTS(bJC=AVC* zR4!!a>kE-E>oOCA-_^UEldBNbhbcd~qaSnu5D_kIbVr*b9?y&H=6k-pYFSi%HcF6X zE|>WJ56FAeR@tg^!J9lU@laK6UJE9gK;_pa(_-0owciN9CR!^y@}+-_1|zB#?ZR^1IUm+ti&90+oq#V7tmv5g-{`-+6ob4#v8wO+yu2}|Q2thMp#7wGhvP7H9M{rTX9YWBWksf*j@OrL2!kUV zSF!L2Da{(C>FB6aNiCV!J7T@FUUDFuFrZDbe4Z$5`rN(P(j?R~YjDuG+|9$|X%gO~ z3mNf6f48)18fZSuBE&vQxsGjJQwyDvVDviL`W#xb_9Na3(>2W$|AnqeQB?O+7$9p0 zp>w7iBC@y2oZo>-j;fg!i_rNkGEm5rZY!X5B)z~ur{t10;(K7a9SG+x42^DJ2vn=E zb<}1!&oRO`)uuL@n#6KwBfAXPA)?PU=AG9Kc69G23e|H)WbFpuQ=@{Ia481g97c`K zN7)hmnYF%0L2>SA{cxut@HmhE=IcGV`M_PGBHdsgAj4&9{V*fA{4to^pBPl&ev3nN z_MYko>s0VN(A2pRMExRZlbp4dA$bxani9a??REz#{+ifEA*>_`(1waO59*RE(hUl; zonIW3dI)O0^~?hA>{vy$a-R%s-PLga+wz)zKfe&F4e<5=HnFe3!ei;994g`iV z=!V~rT>DZWzUNoW-N=;Yuo|)}%u(~>=GNvz5cM0l%J{)LRF#z#w+TD|%~-~6Xv?f} zCPngi+2lE#Zr=OxvyKH5mbYp#DvWMR%ODPGdSA#h9~YvOW}W~Feu7`|2E}?!uO&Ej zV?#{|YT(&ZrhVS6M$~W0{@I96!{mT{v{`2p6|&AC5!T129Swb2Ew5dFA$XMU-CNCu zlrFJ7NPLpYB1#j@?{J|-8Y?(P-W)fOuvJ3ce3>@gl@PLN-=d5g6X?;|A-g2D`Z_l1 zRZxVshn*vsuOPjoHF|_%`Xvx7^GV*MC$7xuoH*MrPE;Cn)mFHBftjBFiWGVn+mDKU zB>DmHnouwY!5Qb7d|&vOA~GrVdTp6_xyvzPTNh+3u1zSGB`UaL1>`EoDzR+UN?Z)` zRa4A(a_UvK_9h{TpfDNzBw5LwkB5+}`az7li1PWxvF3VzKFV7N&I6sPLW@y|)J!7a zc8&<7VNjJo)P9-_8X#^@&S4eLaQ%6{!VaU`K9@W(H>j3KOt{`>=Fc<1xYFb#WFA}C zODP5M?N|N_JWG+B$qN0iu1;|Tx%t*XC!5X*7#oX>(5;B>kUeF$oGu!ePcu&`*Rrl$T@e zj9xBP0^=e+0AJm(X`5d`ds)|*`M^|^UhCu|V=58F#pE<-oxX7=9X9^T?kL_>&wVqT%Rp z<5zHir|HDX;RR5+Nh~L6?^cqh4OIkj^Ux6eA|~vqzMorh+ln-IFT&6cv`X^br@4lI zj1^1xOgF@QtEqF{@zAWEo z8#IFo;TXmHg~{)w#C-SPlT+H|y|G|@MT=7LkY9N!dbdsMyz~nb7j%nX8*WJ2(qahm zxs-StOX0#nr;VX#XeZL{(k3^Q7M)N{kn|3-2z--LSE2<{G|ARl*uB8?h^w95xy)&Y z|7{n5I3m4Hnbc<6Nv&{F<%cN>>ILap*RS_W$jTpjlsa4>a^jA*NALBf$MNIr!h zX`2CVwe;*#wh@a-aM(Hs@ipts|FkLXlf@s1()u6u@~LgmWj#duJLXGMUoZNXSe?Pw zXm%t_SsEP~jz?X2)kdRHd2(vTL3gm@x?(W3qai4iUFRsB7 zRAou8>q7TtfG(y2JeMpYv<8Ae{!4@t^5{C&vLB)p)xPT2)lfcdv=e#V;Hj>sP$&oh z49wZTa=M*0p*2e$q4GUKa$BuB?5P}==yZa!d&Du8UYFwvOUCzB=6LTPawx1+z`t|s zn`Tk-dTHWVy_Oq~6UCd_c@AjtC860w3_)Vhbgrpg$7%pMDBiJxuvagBKK!Br5?*@? zVOT^lDI?}pj zs@R>2yMPpv>%zTCa=^W3<`CX+VE81`-T8o-jBtzL7qQnrX*Jm*J~yEYkGRZ0C21U% zpD0qjwaY{bTJpVtwi-`@b`VFlFdSwFvJR=z5;x~7NHDF8euW(bviSE)fu6wUT}WMw zY3OF0u2n)e7}`Iskfxzkh9@oGm}pn~XcfORlJSL5rzElb(h1$9#Ime9mClOWiSjYU zzuNQ6qN8J2jUia_cJ;Br2&t&_n+eWZbqsXVb0+Fc^(yP=g}LqQOtLG95_qGvCy_Yr zEd1NKvBsaJHNwb%G=s5BdolJlbqVQ2SauVtrnp0V81c!-R(-8S2ej<|RH7>@P6-k8 zX6F4p%vSmud%ufghUrY^ggt!bQS)DvN1$RthZhL4jZcPQ--fER1^VyLTbc&ICREg> zi_eJOQoBl|A{v}nj(TcN#Ve_zO9Y1gtlBz;v^lxTBUGP-3V@3-7APk^t;*dqY3RHD zf)c64E{gx7{P_nXyH=ELB`1I4nu7j+`b_l&jBu6>3rS$U1A>9BE;Z&M-qtfl+0*|* zQ{I>5r91dgBr1i2jAm z&Qh1#SVw&?8!Cxm4}vqwqn=F?aCQvXqkojhh2Z3d6X3#xg2|wrFhKC#+?kKb z;(kD#FUJQH#pFiXfu4;H1jq%sJ7{+*;elG+jAg?C(OK(tIjzcea?!@o(*Tb*84w}6 zkCT)P@d3$y{=;}LL7}2P`1D^d`$U;#_C89?{xB0&$y2VL>%jiAY#csDY~5$*pTlIJ zwe)48(`^8gm+B$HS?lf}68&?OZyk<$1d{DuHi4n+25M5Jd>nU%3X?LC!d;W@=2B1D zQK^L$2B>;k|4xS}c#XNT?HAT%a-D5P&GvwzZ#Zzmb5^%A#RW=Y4gK~caV`+j@_rgt z4JJ<4YFA7}`45S`DIg`sH9e{)%C5*+I2G(uoBvRrFds|E{BAyRr=obyvXUbXFy@O& z$&Ddn?iBUI5}7Z2qcf=9J{bAr!I;z+ZzZEFo}OX%$F-SmXu8plCBMrj>t`B@+&)h( z_OvviRxEj*iuoP0{*R*LD(?A2fpO%ATGwBBK5^~ zwk*Y(KglN>9su?cMhk!|iVC zNPy6p2hGzJXi!g<=8c&Nxp!>Z>+zudMHcgP{L?Ta=EjSlusVa5f?w*6=5?_M_I-@+ ziy78Ww1$LHbY<-~fgfbhQmC9}bUix~9CSsV<4y@4f+DugM~E1%1+nLc(w8LBdZHoeoh{FuV?I z%q_wlO4r$71z^yU&rPM=1^AqV%|!f&lFDS}3ojSMfJcHQ7?L~*Ib8sN-#<3)72Yc) z;>m(`vqs_pWt>h>x0eH`Ynkn8`&^BQ2*GssOSjKE(IQW+3 zKhc@j>f3&Ek4!RHey`FEbfbVB$a_k_zD}bCG_Z$I3V2+t)9d<=tmlCJLYcf&nze{`LBavi`Hy7*<@ zLr$UwF`s3vmYPGyFC31?q?HrkvY~quJAVO;jyG43xSLuGC4K>4Lazu5NRK&sU4IO8 ztpSD#M0ExF0wa?I8uP8WC5Y^1D!Q^+X%Oz9uv6C;4|mr?qh0?#91*j$t3YKDm75J_UQYTKm}uMGBq?i%XA_C9q0mo zo6P|5KdR+!W8cBmIWcaJIULW#R=e@ zdp&$RH70J(=fBSbx>Kf~q>P4_10o(xrZ2e|k zto-OCyLb4=D!9WQJTlQCU;ujc-d&J>MHTidwJMUiAjErRP=a$amr&z_V}Xf-8mu!0$7zVm+Qi zxq@?3a6}%u&&PY{Kpo0%5)qTNZ6T(K;*%x9OKbx=&OosY+`LUb+KGU)YdBGw_&Gj;cV3PK z8C`;8O2Q9QNMFk^HuZs3VB%XQoxg!U+YaPHm8@+>Xhh;YfieSv-JzI{B#AR9YNg`j zxn~ZgK^5tDR8Xd)k0B9YTF{`!I!L{o!Ckpt>M>y!F;m06M2`WyOg4>z2*xps764R* z=zIx?UK$viYbU}a;l^k{9gL6E`Ku<#3R;VygEN*fl@wM^X+FzJ3BO&ekK>q}9G}lx ztTjYPG@VB5O+vdH$0~8TPJb*u$tHeDL}>2Z)X|B?ejQA%%qB9!hWW=@5#M01-}Dfb zPAPOum0{Rzj;U5zE4>S{f89GC*=m!a<3*njuM@e-yM0~_o0+(q8@PfNvu$ut#=zG; zS=tdc_&mm3{sJ33LEhi%4LouZ^*18zLcQA3Qq&V=P5XG=*b@2Zh*$2-4NQlOvC#zP zL@ela-9q0*BOFE_;t0e=fvQKv;7D(j+*-uQ}%5AiXhwJBga}3)75%Y zN4Njy$znKYmF3*w8p)2WTnA}SD2;t(YJ7S$GPSsyD|_0sesn<6AyJ?m{1CO~8?lX& zWSd~F67AMdbvG$7z}Wld_N}|+Gj&{}KC+C!zUjt13Y%d{f+GS8ddyIkPOyRBdz#Du z2FS91*tCIB>+@N?%Y7Xhs}GeXU`=FO`7iV{=#LlnHqf=MTFFOPChD~F@(n`=lMjTiA+u^&c061@>9Rr+% zm7U1mTUSommd^;L!P*tW>Uk+Za-h(k1@p;loCX7}rOvA5!Ss&LZBXWFru0ms zjDdFkf5^qBemQ%8N?2hMjbyrMOcY3%PRsB?6KuI1M%z+h0Au6Xio#TD?hEpglh@#r z+=4a|+gJ zRt>`a`+QIRr@d-mb%#G_^0$_ZsM9T?6gTZwmL0F%oi&g9mAY*i@d;3jaUIBF*DKdQ z{UbD^zn%r*3m?Eq57DtxusmW0iOXq6Q9TLYFQ&TxpPhlXM}uSSW}BU1`g-%V@J=fH zjS8V2U`la3@q{c3^UwJj>#Id8Q#~W^7^kQGt`G^Do|ks%U_q;xO?$Onr^`kat!O;> z3bsR`Ab?a<YO<~-*`?R$VQku0yH@47#_l3zU8#yQrr}Af zowB=WWo1dxU5`W;qauDI>ck-e$8tnOzx477xn_fa_=H7J8u5<|9xFB zs=K{np=WP&yIz36uYO)hblmXumx|}6C3SFBCrZi#=uPb%1UgqjKkOVq_VHs0KHqQ> z4KHrhE7K?iQcV{irE8SthMsvMb6z1Jgwlj0SY?^6%cg^pE63b~HMd{t5IJy{SDxe=O zE~t5qFEcZpO3CcQZA^;-n1|jQNnMv>d_*YEhm0q@^g8a_-V%ykY%v6-7G5jI2WlA! zOHj%>!4||yj^R$oyvDcgi~G z0vgjf$qc4^sqjvUV3ZkbXTC0=Hm!pN|KDA)VM|9bY>kyXq439oZ-#eYLDCbg^k)I6 zeFH*T>+sH|(DuZGXxlmNDwL^NUob{3Z48|!&N}Lnb01=CyB}SEd_qCCbbWurV=H;M zpiv5gQ%rk9v1XxEVciU+;_Pbexcvl%_TnTiYP|%?o6OitwZN5QV(SRrsX_rsJQxyHhwQqMiBcFZB>`{3fNgzI)M@uP~$;hF}dB^YH zI@vzCLjpE_qXewCugaS#$s<(W!kqW#mKLOff-@0s~vW3=`ZMKFmrgb9?*#9 zb`6MTknB<+uMIIbDn{HWu*)8@xM5@uwyTrelC+iU>BEv}AU$lvtDM6=*#{BnCIK0T zRRep~=$qK(zonAF?Kxq?*m%slHtgGOg+7@3`r-{MHo z(9{jee~%wqSIccc<;lfj`h2kA|7tJDa@1p|{rLRGb?~kk#K<+R z86Cg)sw}Peln0LM;qAZ`@IZ*~@^lIENhc89cY(jMa<`bY1Me(7@h|3AUX=at{J}u=e+Js99qM!dV;ahIX`J~7| z+5>CNIftD)_FMP7UY1+~f^bE)lsQa{W!~8_u3D zP9moO7a|_a6|uOI1}YAl>2r_%bQ}gmoMgGpdy=KMIhxIxbDvE-@f+!jr&|6gjFzbL zxLmKl-}&hW?Axtk?R4S~>xc`Gp#)+cA7f>&XwOmX^+8sJzCU+gAid~{(^B-2LMVx2 z(zWG7(k!P&rvP#xpHmsRGC+0OipKLo96p!cVxUvT$IOxr=%_AwstIG%EV95bxccb) zmp+Ck^_0w$Sm9z*wq}lzvQgqXwSHX_{5O%WcZm{Lj0F;ZEnZHr0;y`G zSV^1zn$(JmA>WdV{A^H(m(p++~CJk!CweHS&i8)9^5t?|5uJC~;+!|S4V zI;f!6W`A#tpxxJdhFO4Z)?M zq<`c6fG?R-zD2}NShK`i?InAImV;LI!0tjaK6QTcP>&BL-LX9J!fnbp-Ip`XX@|ay!QB4GnfJn1b=VNPes;$7D~^oG`{C zM)F23*5RohXC-zKM`M5%4*0W$|BDHFx36e_qoCNjQox=4t+R7vLiDo%!7y!73d`*V z*R3V5QmFpqE5c9wg}FEutV+KDQ_yX6sZ@tA`0sVPLRrgMLw#*<;x}v!ezTZT_x`q}?|>Q` zE^zMB>w~#6=K|cBJKHbt|Ib{2UNlZbAg)jE>0%8syz|(Xz`AZ>e$xN>5i(gA4D5}{5T@NwOGr=vA5b!Vc0-# zCVDwT18nqzkvHBaAr-%L2~23V3?LTPouqX1$Wo=?UvEuWU`e8@JTZF4RPCqFu7@s__R}1cdB=_hU1Lkx^X}*MAyAQ`KXL25lB_SW79M ze_y;~(r(O03Bnt<=l-(H!Lu3d@Yh?@a}JiLyFI)R8uT^J80-sfqSlU&Amm;|wMg@C z2d)9eFi&!%kvK;g(zdwt?HiAHgSpN}_P<&xa}6U#TR8AS10pP-ZB1&UvKiQ~8Fv>` zp=d#NWk5wxjpn{jC_4##i(*LQ@vxw9kL4&tEfTISN_zvG>sGHkEm+?Qi zB13Cp+Cb5*X!YZ=WDBcfE*`K?zHv^68)a!&4|)NFX+7qrBzzfmWl7m3;_+yKQRQ}P z#*lSnnYMSY^2o4!^krSgXs?G=w~ACQKT-Ow)Kul587MnsW~aMpq|A3+;!(N%dzYjp z4WpN~#)p7{&+m`y;ow=)4cj{9zHh(tBSITkCFRAtMVfC!DI%W6LrRS(Y~F?TB`AIo z#v3$NFIY}POxCpBKCV~0xNVHl_-MZy%Gp>&d9`2>C@q~7W6};}pxg0PL2!|tFCQHGhQIbys08-IX*o84to??_*^LwE2BUrY@u89@lo zlg1_Xg0SDZciY9Vzhh44(` zw$EIF_EtNL&0BGx6{S~%bN2!s^m7ATWxY=XxcvQ4ayymdF*U1mUqe+CP-_6Z6x-q9D; zh-#e`#EZOg-~!()v|s}8bBD+Lg*L3v{T?x^JWbz-H8wTDzifOslgD@_eEx<))bF(X zY9inzfEtY2pq8ne}f8KEE_x5+J&>IgJ7Zn7t5J)0`_AoSyH+ z8~8>MO_hF+!w%~-u;-%BwP|?+Yg!~YNvKM_B{I`E%?KBqazqcjaNW01DU0TL4-9m2 zi_#J#*tyjOtvLqmDVX|)*j1Z#KkJn33#T(*26hbxX8KZy~@gy5oU{>nvzeZmCu!9~O*Md{<@+$mzI z4C1|xF&enA<(=@vGwIqa{-+0%@UODss`iv*A!_i06RYs_5$duo{BdIUZ=+kQmF+Bo zrKMoP-G$U7I}=O!9aw-hH3RBguNU0ZT>eVX;DMHHHF#%p(HwqslvMr|{?-8s z4u;YMl(ZyT7X5v#{y!xel2zA<#Vdj`nMGlPoD(C0p2DSbUb2#JJG_fB;T|i4(GbSb zGKm?=LA;onXr^cym@B+6@Z^>43E#b`@MJTcwP=-O%JQ_N=n66$ZI(H{|u%Z z1%I}#J0pfrl21nLuTpMw6*7jK(2R#fmBLhAZUu#@yqUuL;yZ*vkwk>N%a>T3qo2TC zpXHD7nFhm9s=52|_~qXYSxmhnUo%(};p%7coR<$TEtM3L_SQow4jr^q%sLhtMqwk9 zLrr`W{PMqljV-m<${#@Im-$<-lt8rst^q8m$yJZZSLM3k%7Mr!(|W8-(mEfWo7wsI zU##$Mc|xDyc>3l;A%gG}{`-%@4BcK29Yu#p$muO&Y;3=;Fy(_wymI1XUJ-zcEOv z=sUC`n}n6ghoVBE0)cbvS~ex%XD?{cyGVaAzOvHH+y4UXA@wc5qleWpXeIF~z)$EN z#7ACnJ1Wx1pdo1`U$AfA>^&SFgjD}A;dc!i>$58=&?-c?QcB9y;TMO#HSL0zNwJ&0PQ_y1yxN(v6QEC0 zOy~p*DM%m-<_})3)4^y4T3%2vq7y9o1VO{sp@|p_LVhL^WOH(D9XElM?bzPE9=%f5 z$6g>Z;absWwNnNRn1t~70zO*{L>>_yTogO}XRrQ5RW^&z03Z}vgS1?5za|=eowDu& z#X%uY*%sF>HO{>PAY1)=spshF;J&b;T#cJST5z_%GT*7ev9{NUiFwT!L+q`pM6~r! zNo9t)mR0{Wd5#MwmokuQ#4RC}M4v`_k>;AZb6eAN*S7C=wP6P^6|s#qf+NnE@J@mf z+uZ444}txv{q3SS*nd3e7|g6`NxGu4(@S*3=%q(LO<-P5YPmvVjT&Evs4(}!B%@*+ zVJh^=l}mW{t{3yEuPUvTQyr-IB7+nkg-(W#lH>6`!8J)IUrY$qbsCRBRQyUUEPXdc zLt;X}0x%fi3-V9MWv$JT+_`hmuK5AezL8G2mg7|oxPT7d`@N!oJ_yu#Q64P9_u+{1 zWI`&1RTygQDtWE}Vz`(_fKOIum_`(RHS1>oaHJjbg#!TLRil`vMZwK5W`#!U5yGscsdk$3+>TjQc73o2`htyMV3Qoi-#Uj+;>&i%)DO)3F$w!hCQl-yJ~p4?Tz6cy4aGF^gI zfx?*3sfJVE@W`0k;A8JZM%bGM013`H47de6(w(#_%yf?H;&b`VqBNEB?~~7#e`w=gBH-9pDKk$;bX=GL zn<#(O@~XdS@(PG~#?)I^6BYH5Dy2~0T&3ufs}rpi3O%tNon_L zFT1j&m$G7UEZ=DRY;!@R{vV64+iJ}qpZM)v?pkIA$<+S%{lTDqVmis>iszFQm&)re z6P>GiQ9`N)IEn~oW=T@~3w_^XNF4Pv%eI@64T3ow&^K6My+w7U3@1C6Fw^eW6{oS{ zjATzPL{Cf|$g5Dfq0Yh%r7-j83tPcPhaZXDZ zoXTPU%pBl|TR$s4&?@4HgD9^v8YtAPwAxMo^>Xq<1ki83j_=1}9d;Py995~e_7_c}_*xKw&Em50 zzd)#2DSCWtgDkSDI;=eR;_hOJQbO6-5=G{|3dSFc+}C~s_f}lz=`PQ6z)<@8rFMa9 zh09uB=TqsFlctA3<9q~Wq38{t0@+e7HH-{g0hZ1ta_w1GE{z`I(brxE`kWVK#<2&g zC*^tpOh{*)1ZKeL*1$$st_BB3HLJeZEGyuPv!iDuc10mPM}^lBnm$hVhx#IB!#C$$ zDtXb1?x`XU2K7tGf4G5Zjn4nW4(jjQ$7^|=0hRMbV-O#k7F}Y5R2iEqw9~@*rk&S^ zR?+Tt;pshGJDD$byBT3)=|_oY_Vt+#yS+5)_d!r<#fO-WXqd1wy&2St9M;^3Z&3&t zwP|`rRac+qu$}(Nh^qj}4WG7KtHSYhd3poyN6ftMW-^Lf_E);R%GnR3fBJ=GD!8g# zqvoP*Ee}kpt2aW#?ymBV(ZLIe)6e|BOa_gQ;U-~<_VgOJ`dQf?F`u)!%!O;<%4NTk zY~;_c3eR+VeuIaFhC}J%X4y=#5v3EBk9kXxrwl*#I4(ucvx@B(mWRITc_%kO_AmNo zNVLd1=Z4RgSw}^@mk^QH(Sz)nI@08nj>foLY+JEupT}<*005B>{kXxeL|Jn{=CL`- zo+Ea#Ed71HAkTt!(v0T6h%ZujnH$Eo=1SCTC7RlI@A@7U$1S&16ianha=8asjYz$i zGk;}rJllSnS#dbT`#?JHh13)-5^@ibub-A1QmF&8S%#MZZwhB z&0N0#YkF(ba+tFe0ohVz@k844BYv>Yf=Ki@F0&K7Eg()I3T-ennbfXFn1`oEp}l#+5-08G_9@ z!wVucO2YOs-0ZMrTs%;xqAk|0?6pJLP`@&qt^LmO9B7G|Wx^?NBJTEJnZpqn3&F^q zt5G84==1tMEZg;y(Ft$RCYaH!Y_r)%vsHxyZ2Bmau6(Ow>fM2I>-xB|v;CkMD^<+2 z-ILI}utkSZJ@%5>SgAbSl`XMGVCzJtT_;!}&riOCXQ3 zhmz8P_FZ9j-W9L@KtlTa*{V!s*Wb+CMh<#wr$So28~T3RJX*y5E=})gS?~2uhQIo# zS2p*Kw;ty9tsyR|XHqac1v+?<{azVv&%pWW~{k$mHU;f3=-z zfh*_oa_jS{-GP7*??Dh)XgdDuXT9upkY@+ziZL>J*ntVn!$Jx#bbIJyqel0zR76JO zz^Uvz)$|-n`EK3DZiDQ}(s2fK=dC8IdD+FWxEDz6EGAbd!sl zVokJdx^yE)j_E?o>JaWBLVCGn>i}tXRQlHBQm(C-dC(}1D@(nHkY)noYOI7nHd5U@ z^cBY1-6kteX+TA{h|kufg*W))q{|#fdgZCgZq>d++<&^g1{3eGgA%&s?c}|t3gCru zO>V^tAvL#%x>i(C8TWGmY#D{97!E{=%nONLJG~_~&q4VGVWqU~gpu(rdRjb3w|v4J z=50*O+7GxkmQ&DdY1vbC?rngq_pr{7bRRi!a(5OPla9e0A!ojk`f}H5fA;*3KksY| z5rjlW*;IU7yZwHgdo4x-DT0|_38La3sKdyP(iilan|TppNZt+ffL1{8)l=UhpWWrZ z?+D*;U}anfTJy}vGdM<@DYuT5Ak_V4&r&yk2wzYh_EkWHqqZcwTZcQ;Si1JN88UfH zu~Mdv(f4)K@+HhfOxQT?Y{^&6()Z z;f&IJipP*R36KH@u*}vS102f#b5U)|gctM+)vadkSOw>21o7+3f@iWl5Mx>z@+6dU zBR)4uBMMD>NmU+1t8tPdqa-m^s};V0#%0uyx-g*$Wajf^+K&-)=@aC!(;5H^ zwIb&|o4iqPUsb{sfYXZP-*=1!W7TL#rwje4H0+~J*&MjBYqs;d&yK3;=rvn`BelVK z_k6=p!6XTIoh976ZlwC~jjk{)8E3KK9)Pi-$^YL~(5CFF@CJm>@Rn>|@g0aj6%C_- zFKJaiev42W2i9}H)$XP`MIJPHqNnnnj} z1G2UEJTCR1>KwLh4UiX0g^N)SIqa0*M;y3PN+yR>C&*8X{evy+S)fTY z*L$_N>((gbxdV)MTofhq?gX{yB{rbo?`>n5G`FiOZ0KjFbvSg)2PlBjjDI}RHd6!k z14EGf<)MSf6je2)^QEjC4I30#1>w?CleDK6RlLMS_t<7w0L~k)G zZrx8=-Aw*x(~)a%qW6{u9nJNv%9l%5GiZD9uxYv^t-203iUP#)N{TdQ#mLhbpk-;| z)Pn{|IFVANVVSR%zZVYWFy|*R??tQA5~YRNk%!oS&r0}U)Ps|*R*l0@_}vV@Tv!~! zDg)J;Uh9`L2)u&=TT@jkRKjt9a{I_&fPMXi9CEf1{zhEXeP}&0iDIazfJLI*U;CEf zMPDd2S8W9Cq)&!+QK>-5ZbK|X9feZ8ldg2|n|J>lq=j1fBQHR-KaCR~s?R{SSctQj zDewZBF{qt4AP}_alKA-@=D!tw14*bs;hEK+V!YQ4E-vfVRk>>}86PwP zIedBT0Rp&?>4i8heBp5N=GJybi??lX>_X z`8V4rp9rkq?509aSa<8EXQFah#;Pf*iul2-k?tDIoEFLpP|VCiWVGUe-h=GW`I@{t za7vG$y!GQ}OkX4$C_B3$&gJ6NQao~W(f&<-4#N&YSZmH8g>a9_dR_UPH-k?Ecl1fv zRR`prp~AF;jg1>sd2yRcj%V=$4=F`#FoXz}0Cvo3x<5)ylc%YD_+x+h*}&ATHZP1m zoDH%Rb71`1P0Oj$Y_JtZ|0U8<0FnCwdkr*D?9yB z2qg{;8mm!@S}}>r?}(1|Alv+;z4tlcZAChp;A5kz#f4Ga5`qTpbs%ppnvocgiCvj< zB@;(ZZBE9sTogH(y@a-r#$+|Yr6pp<=xd6-&je%h)1m|tBb=p&tos3a`nbvDfM!|X9@1t!LlF54@9ATII<#LUB6fJKpN1yxX-3F11mNZ4 z8xz=U-;;y7IF!?OD?DI35tznz1>sFG#oHsgzG#lbnEAu1VgX2Q^r1D9DKdJY`%Y=r088$?EPG9K+zYj& z5j|HFwV*Mye9TckmM64lNq%c;)uFuYL5=1qbkd@KSZO|GG|dUlhjJPm1o2QVJm;|o z)~l>#Cf}}QxZzN1Xn%Yye`6jaxablX8b;k}_>Y&3K^c;evk_yIN$8=ciPN4gZ2xbV z^%riokWoO%YEA_>4pOnEl}s5rD=EcGH!*XFEr`eugc6ID`c!I*i@09;hazd5z@d2Z zbu8olPmWtlVt^;KvD0i@&_L&8pRCKB+U(2XO`{(Z5Io>w=n8V*}>qAWzD5XHBHx`j9sb_e#h{*eVp>h<#{S;bkw3rJ{v_%#; zv)02ELil2a-?p&JxGx~ksX@i;HV}bjdhCJSfJ|4-21_cVD8#4b#LH><-voWGrAtNZEWMlO$ezr)>%tKz?EUf zQp|@VNzrTzP!LwJG)|lyh@UMKI0sRCrLPo8!ff1R%2;7qsFawB5(#9a! zIeb`~=%i@<&dg#qy}Q_uoCA99s?cA6bjpUdNOM7m4EaS7f|B$1llC;{5=|@I7TqZ; z;qgxjf;56Cb5bsI5dF!Q-f|lOu`A+3gcg{ehzm`eWbRH?E^R{`Ku*0*Rq6gjMC~09 zT_HL+UlooV+U7P~6pk&Xz{j5HxsebHnMJoc!+XMdGP$>!{&8C#rG+c5ZtXU1_idHD zRD#Vx%!gI!>y5jXVbG{*YAVqs;&gs;fhgl3VxE!FVE4l2m&pNNqJ{ z?zLKZ6>93_1x|GFz_CSQ^CnK50wd(lMBw13iDWhH6R*rOg*uA-*3{_NVh1I4rIDy1 zrI!fnP?>_Df4Sc~NiA>E(wR!4@Dx0O{0Yf>71qz-2+n!kYDqHOEq;3_Ssaq7{ zDlT`FptRUPk4fhj9($vWr=QbZ=Q{T3Iy1+Gv74)ilhv~V?L|u7jA(B~Chqm%xsi8e zfjFN-(vD7O5=#5#tDdviiwnE_> zjh4HWcKzBWcBiM8xW>I{i80X6VW!g@U5vNCSJr2luren~bBOvdUwJEnn42;Uo;pv$ zHq9SU={u*D7ke-Pdy}^lwBrU8+$aaohM|RkoBkg-yz_VblHkgUf<*yhUI9NAsguZv8xt#I^y#QokT_`6g-NQB~_yX)K~V8g${3PoAltezTe z`SuWyP37r6{&mlVgQKm1?G9oy%Grc`{=dB}IN0mchwW6xZ2{|Wg<6|bJEYBJt52J+ zghv{u_jzP9cW6vk7+R153pt*1ZJf|VMnGYH)zCOOc;^uzmlLL9en2i?vj;Iw;*u>0 z>z4)C*zZl%OY;T1<7!2B998RJ$a&8vUWnB@zih?tuHC<5jF*p-$wg|df6`I!l zr_D9Qs{b3W z{Wt1(zQlS?vjp5Vl1w7s%A_jdFZ#Ga z*};G)Tm{e~Jo$uGLazIPMjCo6Q2STh&*C*S+?LB28#qaHaxBQ;*EvjF+fp6IiByVC zr@-t>)H%=LnASw+6VDKG?@1pRE)9<3_{+~l6gkV z!SF2A>pIP!2<+&-WLn`jm#vhm9l$%M5h?2jIIW^%fckk`?3@ zB-g(K@NpaQ--EC(CCd~clk1qKAD~T2%cMVv_^AQakeo4>0`a}&dSmD zDApX2AoT2{+-U58UidR|ZU>NK_OwZAq_Owb4Hk?z7UJpiH?!SAA5QvP+Y&dc?t*ee zGB9v^gJ<`^w$$J+&q@=KC$+-5_3Yx@Mg<`Ng{fC!?h()qPwoe#k%Ci0Qgc)Kc)rtb;}cGyZIR3d!YJL%HdT;)%x0H7D4vinAe+plT?P zSs#d(th)Gpt<*;&%OR`-0D(`nk3L=yofVezC%9;Cm>4CV#Qb2^(Mmd z4x$8*qJu{ruudFfoaAd4$h(ZKBq*TK#(qSd!e_>3<@zxid0U18zt)w|RMbF<{5RtQ zgf$h~ZcjPbuW~pJBv;zTRW!6$$9VkpW<18+dWxIE^5d0+_Cl|0vv1<`Y$=6qE;H9@ zMxr_eZ;HIJDVLOoe_#FWpyFK%O8Z0p*g;WYorM!dcQ+FkuVOFUy)()vkTvgK=myZN zEk~Kg8s5y~4Q~6TY7(Nkb7dY9jp&|jS-vw81y4Up>Mg+o%XfLBmguwmOcK9W(rbZ6 zH6>V0G;5+mlaMz|VbDq>W>XvXQh8?H<*WFsCQ^KL8hOUJJ@I&&Ft3}j^-K$`62&>*hW7qw@#4gidD7c#zV|fGg_wv5=S_` z$&d_^@eCF8mp{wW^Fe%s#DJwQ-|>SnH8|4c{a{Se(b@oh(G zlKLa80x^+ci{f&SqExV7C+Cx(0?tflT7}i8S0Sp=0WWn@j?Uo1UPUe_J1Ic&%`0`f z&&K07WI*`}IR~_@F|pxmINy*r2&YcMUf+2JpBWGm!`TEkJFELGV1lbnSZ{_uqUQ9# zVLBF&x5|y)4$E>|xaX8{vf5I41URQKMyi@r$h;ED*%bskv$}j(O=~Tna>M$3wv(do zny>@$1fujS`8=db4i?Gh9~ctsc&X-z^{>Fnyy&;v81PPOCCs49m7*#x;9T5gZY}%r z(;;9h>*?57?O6brRYC7L)y$isLzagJf_XMV#3Gki57gT4{>J&2p-1o$Oz1Q^ZO)S`vTK z4l3cO>{EOi=N5lKtTv5FMCq|s(hWx|-x0`$d(ax3=-Xbwr(T5#~PFVn86(#?K%SE+2pmJ)ULwEoDhNFzwV|phyv{yz0hdds#LZV{QIp z9Tj)v)?W-oUK&b(mFW@m@|HwT24JDzMlS7Qtq7Oc3?ChcyuKBNx((E5v=}{DqGc0+kamY+ zmGL+$lRg7<9DJ!PU(#H#HNth1hEoK=XVV1kcU%gSMK>L*rP}1yVgE<0uYyX~Qy#CVHpljxC1%-eQ86L7?$xFmZ=WvPp zQrLlv|3>prsVcM%UA~YD6Z&+GDqS0;=y2`zfio^k|6)KVF48V*QEM45wsNuL2*>cx zaMh7k9=HX>?^D3E}5X22j zyvx@CluHO`pUyWuCm_8@5w;PUN;tWx^ zfCPQ4*2fq~!j?V`3ubuoSOlZVAoq9UuK`Z< zMD+Ag#tpWbk1O!TrYH;50R17#h`XdOZbMJ;JwH<^Rk%wc-?#k zYAD;|#V-?8b@_UW{qSLn7MTm9gLFMNh>JCs-e5)<5u}|8o|jHa%Zhz^mT#86~p_8{8_kRTH*>Bph9rx&@s8J!-+N(L};JHez zeH%Z!iybJVjM^J+Wv>8YdwASH z$Z810p6JjxeIou!sePDfubWmER`Y6W@dpFuE;pI zLf4deJ+1v8y(qax@C+gvP1iqy5pWgOG_fG9V=M8ca;xN}%nDxJdYMe_>M_xB?Poog zWH_jtqBz!T#bO01sypBo+dQ6KX(cIgI}pfJleV>4D@sN|xi2SBbV^3NK!vNYki*Tn zkL`iNr}uOrsh)P-Ta#joN*Z!+x=T}bkpGl3!nO{eX!X|e?b_lDaR^2)$V(GoEb1P{ zyn9A^TZEHTo9zye4L^mjRl)aIw0Ev&A;0}5xCjgx3}WYTo@e}z@XX2z9&2(mp3{i- zvhCo+Sm#s}eKgEwwd+X7FadGJmv=b<3?Uz;V8X6sa%KQ8LY)$^{kuQxbISEd(fSG_ z@Tr1>p1ENAY&!BtZJ)!!!bp8=wTHpveKUAL0S4Y6!Jz-{Zcj0Boo_t9l&o3Y<5zy3 zCSJ0o#LEu^(7r&`G7aHs*2;?oY;=8=qZ8Uqs3bA)0BXYwo`OsL1z>7a7#2h>bK=o5 zXVLA2@}F%#3nA+A@E^d+G|trq@8-buLt#=m6LBEbKoU>94KV~+nw2#!$4Hbp4SoZnw3k0oxr#fLA{BnNJ9X!jj=-#(_#_HH7W$ga zYaF6tysF78#5%XX2WAlhEBjYo!k5$yxCk!|85lruY^!4i1_y3hC>-M@WbUfR*wbc{>*ZGy_&6K7fgIAm>y7R$x)kXDofE27qL< zKs-Da*>^<)cJ5wQSF~wic{sDWd#VXm`?Hr4(r3_~OL91PNuqN}7|t*<(Jn_{h#J5F zb2!l!mdq=EL$lGEX=mhk7}o?5sB@2nnUHwWy&_fiXN$^cFe`E0!vy6`MgcLU(aD`B zJG5C#6wDIsEf~702GWsIOYM+_M;Ec}^e3UPyCq%fM2K1CPAV)B zxPmMel;WL@9%VgqqYG7ZdVqJzUY2lneF81R?nqK@46b%xp&fjuN3m3e)> zW-BME^;tcAmv~TD57%6mUMRzWEH$x9(H>Ja-Ftup3P8amqD4b-vLM5v#y&$hExgnL z3TsXd9O1yAL#q4%Fyj1MdF}3Dg2CVqs10OJTM!$5CuOACTh!ttpb+HRK&V9=_tAi^ zy=|f>>8{=rubW8C`LKzX5Lo%8t2fIS_?jEXv z3!OLe)_S&sOt@~pJ16QhE+*^K*=Cp~jQd1z93);o-Mc)F8Hi#ZCK@q}S~x`11npvm zT#pG8G3>Tu!bVe4;KR4)7AQLj2>7Wn6mky4g8*L$Bac4*{t-2QV|Z{m4gA9)+PxF! zb8&iIjNmZlE`IYmn(1RpHCqR_Ytrg(rj0?7T7jOOZ||Q;lTIysa{}O^AI5!le_8zH zB%gzqpGPWMCkP*hz(==X5N)a8nwMrS2Lohu2e{>bX(&1bS$4g zLF;8(TL#eS5L#;dqO^4As1baY{YHq3#(UqdEpr&-+`hK*v1b2e)0*_~P>U7keK?Lu z#TK?E{CcjPsH2jkD$|Ez7v~;;==##bv)ors_F);^T)xf#Prvk~GGz(Ycqg7=!tt)+ z2hqmWA+k1{FIwYs&D(}}nGIUAz%VDp`i;;0kJnYM!rpkrjQ!Oj7dg<7wSEv)N5(2Y zML4LqMBC8lF6H_iE2xMEHFc6>)hYFdcWIWLc%wK?3+YEOuGypRx@Z_<;gjVTJ`8BG z!qm{=G5BXiI1qRA+giY`B*_}svTY#jO=ro&|8B7I!HmSH;b^**;qBOBzl?!({k-#N zEZ|cq$j`T--5+|<>{;R}ofm^sC=V4`MGQ^q`gMEK9KG5x}pZPiOnlTuNp>3ue`r5>pdJeE~a16<~ReJ$M99 zjf_n=-Gtsr1M$!}R~+QEC=Tk?H4L(Wt+;#fro00z%l9*7XV%yHPAwO85`&GLrC(5u zF{Apd>-Z`8eQ~;k_vbT$e;6qmG6SCf#6J0!Vq z^x;LY8q^jUG6`=*$*N^y1x)vCNSCU*v%V>ZStsiTz^3~W3 zPBYrIs!(6#>}O~YZR{*ivf~lQE5k1J=WaAl&-O`7MeY~^95gvP^N8&NBxl%hohorX zD7uN_^Cwxy^TqfHv4m^OcF3wFF;SKe+RK;){erH5BmBE2KA|bIMmkMgnD~rDG9aMS z7}yZ?@cr=zwis#vCA_S`avFtlu2s>0eW16kj)bNti9DLp>rj&L=KiBWI|opaboiXB}uWq*{>UaeB5vOi?0N2vGB}y;|AnMBEtBe+Qj# zG36svel3GO^s54x|G^rob9zAyRi3g- z>T=5ZT)8DML#X(t{O}U)NgDSycW+)9vjxg@TJ44Mpze+Ty(xdYue5q5#Yuyz*)>u` zR&Q)=`1F0kv5O**C=rp;p3|4o(-w^`r5&qH1pla09rF&fZ35WgVSdt95id6klJSif z9}@_&Fcab*E@CyWymY}HBU=g6y{VL@b%oep07j{p2X;=zO?bSk#pPZvEHrx*)UC!w zWQ@;tTn~t{dhwa)w@kqQZ=rWIk1KMncm;n~<5u>erzL*x2qd-Vzj6Ud-FSppNpBi6 zWu>TeI&6-d-}4GiQC@L$uShcnP|H=H+9UaJlr$Q2kDZ&dNgDer4Bdp*;GZiwZn=y| z;qs`!cf?vF5u?;yZ@u>a2=h*3HX|eZSX0pv;k^JOaHw6KBC1?AdXXN~c=L$801Z1S zXN}flYjW17tZ4k5GKkR?kfhVHs92=gb`SsnI>w`Uy{qVkc~Fe7j!J^t9x`b8l43%> zy(jwBG>ccu^ACzF5E~w*LREuJoeF?yuBG9dT2oJYt5ExqN`#za>@A zuke}aqgRNBN_Vq2%@EI($gaGW`RFqsmZ#V^if8wn-jJ`d=7nXKrWvH&*gi{non&Js zV-(QN_MiesTTTn>${Mw?ZB)FW2VaPk!Mbd2$iD9rSQ_|rw3f%z#$R zT&2NT(2UpkqNTOJqKkY6o}$^z7C{(Wh>auwLyA3A*hcbr{6f#{ja&I0eH{rWgF{8{ zc3bD?8nNaz8i$b0L%NIl<+s``7lju|UC>ib+7y-{=8}__G5ea1GYvjJUw7`QWOe|1 zEa>8-6ut07g2`0XJQwQ0)~q{u8|lmhJk6rX;Vwt=1OdBVj?COq3+S?jor3%Y_u@xe zev1fjjaA6Y9GtjPyAQLk{d#UUNycr@;coTF)2DrZ8%Qm7x;)%d}m3bz(Idp z?Sw%u|Af*ID>_RQ3_JbbLY~IkQrqcViWS}Srw8&iEBZrdt%6uR5p#A{}`PDJ(=Bv_PEzz zX%=^rt)CRnrYAAP2-_Y$LVg_;9Pbfv|005uOW#V)lM+}1)Gnr((X)jChAL4sxf}EOJvZ<$vUYfQ|r==A4 zf9Q>6cxb{6{P@Co`dVTS6)fAAci!I}Gh*(+o3^0}QzfiVBjcnQ)H|gSV|S4MH@ELE zSBfHQhjfT)7h}!Y=sslp3*{UoC7c>e$6_BZbCf}s4C)c7rBXLf6Ei3q^ljy?VN7$( zB+`x>!Eu1R!g@YVpUr+d9e3FibCr;RN$38}(#k_s=naGQZ5_JY(_AlvD z_9w24OpBWKP4jNLH7=dv;D>T20$m@Wgj0d3qjlmctX&NDFZ^k$kc}og}!ScuD=Fy6o|%u(`rV?rfwX{n@6LmVJI!0m(9{Qj(1%6sqA z{M6!c>!|C0hxOYd0C*5Xj^F!R4@=VY8jKC5lE<)$JJ#^#bIn&60&^FsXV~|$8~k)qR*4aU$jaK zp~yl~z)vKOii(zmD%b}#p zD*+iiL#3om0*G_eg#dA5HO)2cG@Ga0bSzNI688t!4c#{1OZhEXs?Tk2@yClRYG=bl zIA8!=z;07*eWCfLCghl-CR8XdNB^d|T4KTMd`}pGh`zeX!A!HUmRBp*to~r%OpX?4 z2BN6A=tjgqN`h(qk5pzz8LatWCDh~rgDe4UKQ|PJ*M(GQ1QgJs1!@dctVIimO`kRzd z!!Q|OeFJL$P+qX|$S^f@$;%c8Ha&#!k?qopGEqP)DuMsSC?rWj?R~>*e~7(((vdz8 z4v-(lhlx-{Yp*l#jvXFt+wJ+7webMc3TamPW~&igQAYtzOYVdeNBu)uP{z6M(8$K> zqz_z2o&ReP>3X#5j4eszWCSLPiaGukDRoB4i^T`8W#?Qr1L%Ph==-t$iJT{*cChCu z5$u5Gc0x|2HZI$8G#zU>G{B^C`3g_B1{z7FYQoIlEk+dQ#b2feJ#vX{db>c;!2$QG zYpG$sUV+0!M0XhYu5Lzt(YW9WAD|=!AdZweFIP}rA9MfUGKUKMm%z zy9Q5o-r~$f0WvCWPNW03FlgqgJWtwpomE~PXeO-1KzW0(T{b=z2`GWnk?#x6P@tOh zJLI87jXaieNp`GV!&8II{NUcN$S@B7L7r=I`Id_NR^15K^3H>yln|6vSZpPxyFTW- zz#FRaP^^x4>qd8N^|af5-VQ^QW`4wI{SKkrZ>&v$H@K`U@&?DS1>1tPUCT}wj=BQINvyLZpLpEcJBFg^F8!S_4w?+{e4&O!4v0tQSyejTvR*#?s@N32I+Ca-i zhBCJ&!&Ig?V5f*kqKlKQh&j!r;U$oWl^}*2DVea(G-U8O5xAjAG(w*VH z4s|K&V)$^e>*uXP0!3vCbRQ~0M%km7WQw#Wp5IQ&uA>|pg%Ib3zLsYBP^oK zcPpTd&R7f#-5`M_X=%UjL5+VHSV4ytO$KQ*?hgJln{xN{uY;p3k+FKLQ~Vkw{!wK4 zxtaII6fJvI8=b)EjF1^j*hW%S{p6TvrQ1!&n+&HmM;!ghaXbjUx@5*SX_JCR8M(wqI zn1@aD(L^A0)XMMrgYq0TMOX`pAaKu@m0@tc+((Ag{cGoB!c4QTPl|F`vFe_BqC>VA zuyqd}g`B5J?gYrBIX+yiO3a{WxGjQSb8pTPHv;iybt>z2_EkGozPZA{ZUAE?`hOp` zJ?gi)OIkwDGEkJiXm+|39L71xw~R}Lzaqa=*FAhG3{s6-+RpPrnTh9Vs`y7-H~85< z94}o$4nF~1L;hM^4Ek;E&0REU?BK-Os3~YNl>7p5FRCXF9BShmbA}05z*$mGPVIQo z=I~0*rFlb!ahUYmxU_H9Irsa*PBl?4++`<@xBW^DV(NiCEllP=EkVLQ*YiIqMaod! zFUdrA_;egrEA9XcwE{P$j_eRJQxjSt9Cd(ap`XAOZqZKJbjHmQ)_?15&^Mc!#?i`F zmZ3pj#-5r=hAcpJ7GjoR#X&ZS;jgcqzXGMKiud)ZZa?n;E{2%!!8-|}T7z3Wj^ZMb zG;rPvj0NTs(ZDH)%KtMzg_e8nysPYqxyr~ur4B_^;~Q7{4m;%zg_-%g0oePF3$~&J z;Z1MRCYuOYyr)mL(c(s%3KJ<8sIv)P!AEAV>#&!0q-;1-(2+G=%(!7|gH3Yv_G>zN8ouQ( zk~}}Ey+t0mJgvJXbvvcTyP>L}&HyOE&ZdmQYpyiXx@xhYASgjYlCB*uCM$c37vBH) zSOA(c!7RO*nC~;dcE(pgbb$-MfV=XU$`1rNB5<5zAg@ZZNY*5|FZm%6z-@cgez+ua zx?!TmWV2PhY`eEfBaqZva-62FokMBxBx?eAQlL#WXULFe)M#VAf>L;y=VU}s){Tk1MZnwVRy}o{Rs$Y}wyKSFv{xaX@!8+CV5W~9p%b>AXZt&KRPR5m4^$~kx zkxQtUms(#fu<@-JBVyh$#0+S|9zZ;OXehkNG2p9c z-q#0U!I^9p|4=b7ls-z(`+~>4vY>FLtsXH_doe@q3wIma=pRGCj{>_|Xm}B1mS--G z;fS!>DQ&cMBMXz{bXE5koan*QTVw zy!o)`4i#nJql;|!_#IC9FEs`p7?1D(T^{Y_SW&L_0_uS}F2&_aw2bnFvSHk;Yu!x| zM)_CP2>J2*XN_Y@J6mbbFQL&45~Phk+k%=PS?x@{zW~xO>>jKjee(B^<_B5SQnSOU zEjKyGQE*Kdg*ubueW?FXzCzv`i@5l7knJxtp6U1)%W`htB4^+A@a6uk8NY6w5t{F# zF&3(p6nc#`@UYPoOcOsIgrd(_a8h#2OEEk8Zn)v5s>5|_kTX?`TiLI*Bf z^6sjm9dCs};8JmhJqcHF)spFH>d`$!bQ2Ojhnmg6sr%t?T4ZiAeIJA*d``Ecmo0A9 zQhlijbppeu7GS;D{RhMo2ZQcyk04(M=W4|eB&CYt;mG*WCW&s2k4+!D(|iE-5`raT zK;35+OEcu>Vdl#?_uugZ*Sb*A|89M<-V{cR_{U}Rf*<-r(Z2!Hu3Fs`+S(yd4w2@e zPBDKdTnL|@g=>-X-)kSsBe>JEvpu&;}|Q+J7F9DY`nJ)X&kq~dqbi>8UP^Tf*G0ZYB}ZQQqp-ETL) zFiYQC%xlJ&&wGAusp~bz%l(v?UkYGcDqX~Oy}yU3JvP8tpg2cl#Brd>;}HcPIO<7} zluqsoBv(9oN+VVlH2uFI=Lf(?VG5@k4|l|oL0Cns{f)MvJ5y^gtLm}s)f{nG^2Lme zg+K!zBkq?GYMHFZGNvo;-}Q&%MAQ%j{lvt!{_L{tkc})V0s9~xsC*PUs1{AX?~lL# z=8uW}PrdP8j3UmLH-T%A3bcTsy%r-81vmh=Om$;Bdxp#=2X%IZhhgd?7K4NQO;p8 zf8Z`&FO9{>|CFQH`**j*&J(1-+(5DwG8?N#KNQT2H|=x~p{YMDAeARQ!&p{ms-46& zmnz2R^y9pD5$B~aT^*;0&-7b7`>v~UW1)-uBL`jY8!jS8F&n(^1cbxtiUzR;osTI(P(TFkT7b5zFK@s%MV^(L zfrwq7wxTq!le3EBrUvtp08t^7&*kbsTir_7ETsMQ4Eo~_I7N)GnEc}UiGYs>z+x$(mNB`eg5iRazLP8aB zsLni;GILQlS9)v#TdIJV&7_xa6CE?~5iKPu4Gc1CbZB=OQYmwjN0amgu3vTW;9nY7 zyA^&y1#2U15XfM_>L4c7vUV7R0rB0t#S7cv$djrf686LZ9pPIvkMrcCryXD1=flxy`N;|kKTR={CPS|~!gInMbXcASl?3|vkl4DE zHS3#Rb2tVgtO7;bjG@sso2TZ{uuOQhessUs%ifddBxbPCp!dO^veFK}k_-vBKmack zqpHE^FGyWav|`}iC8_ss!UL?}7!E0q{2CyMb7l&aLcYM}IR|s=iDgoMpX*H{s&Q9hRDuL z-99^GY?-?p4rUjfm8{B!1_@7pd(i>XP*tpKZD%>y9Ff%h#hbPZHUPQ~L+&5yMr=8h!ortT)+>;B9(5z8)iC$jdHJ*y>XnTZoD@Eim?~8hhaSrwIj~B07XYREMu86bsD{O4cAWCT!I#WG zr8NoGgUE$wAGB2w0Vd-~esM%N-0?{n9K9=B4&rcWo&Ni8hF#ABHOdBakOiv9`~{x@ zjuJ_igqWoM-0-a%K$$r&?)+Pc5fv}){9B0;6)*1mTZs`EvER@B`J=a?EcW}$ zh@1Icq8gUc(l#E&@@zD7X}C8It!#6D%(SivmzLL;THGQH3O6wA$|LehhMJQ0O3#9G zS*=uqamiE9TqgS7GVu7ICp_>r3&0&8x>T3nHvacB^Yyu$3(VmLL+h_IJ6RTAi-MO3 zkI$O4g9U)Af%MD!Rr}jSaj^b?`{PRH8eeaBYeOX1nuO3Fnp0h5P0e!PvzDQ$29 zfwC-&Sa9Hw&HCW;$7s?3PvQd#*IQbJd&TJ9i&up9;Z~L?ZjR;%4inX@Q(DgOj5g?; z`K-+85q~jY*r{=C93z~(K=mFK&67#u&vAB7O;(A~0w+WWoe&|2dC_ERjRPhFXE3>N zjmLw!YYZ;zIb7gubTb{vFh{sjZxU?sJL2>DZr zDBhYt5wrxxy_5a^pV{yz#24I!yWjv0QI~8Faq`(WUdgq%_h0>YeyR9ztucS8|A{Q( zab2DsfCKkGAA8G#tT~T)2w_%uds7USjY8s7M}tm(a-I5oty_M5J0`{9J3ciMg|AxY zn$SJL?yx#AnR(ytYq`W%T2OF!eJfR(r=_VgfY;SJ(m@+bY zgKXTbV4Fzu6O{Y(6e5g>j|Zb1&I+1znPtxRWc9L|2Rq1g`NGPZ1t(fB9?x^JlvwJ2 zstj^=M8%4nSceH3&cy;ISL&-4F7(o*Ek9~M2(#VQb6383#{)4w zfo@L73Bv85+~8`lwq4#YzoW+SBV9PVOMSB5r^XsT-A_@~v@d3TCV zve+=gOhhD_x2zj#3+{ymt6K+eiB10UfWegJ$cGG?5H3<uh7n7yR}{j3|UxAVD>qwpNfV#PgV%`Bi{hI` z`l0!*KIGF;6>ra9$t{s;KcL?)4kW9OjC0TH*JjG1}L)JSJi%z#S7hWJ~#ibCJdw?cW?nma~YPKGF5%tc^ z$Zx&DSltW?otl8Jf-o@*SX`4U$7-KhmAW-(1;V8OKi&6by-kBay^V?+6O``p8>RIc zg(EqSX$R`>AV&<_m|v&PPB$~ujf0{qr&i4g+QUOhr=Lla+bbRhdS#yr;Uqm&MR?Qa)l$qY3Dku7pFRNZI2sph@waxzWEM(EB-2EZ0ffY!babWRR4z0#75=i^m=5$_-*NgFD z;Im0*pK%ny+x@MS8JY7!b(a9(ojDQ}cz&|u40>`}fPhU<>GEGCdHk>)n;7!pt zmpR0`Q_Was=eiN{)`pw`mjd1~2W7A+5z3K{NcZYaqmTqKKas^zw3B(nhfI5hd4X(S zLoT2^`tuM`iyx9BZ=FY+d{J(9Eq47={c0BoTClMNp=mDqNCz}cv7uPMkF!k1sKGor zS^V<-T|o&~2_xVds}e^d@>utAxI#cUc_}%ko*V!Lu)(J8c5-4W?Bk z$;mQ!a`mZDfSy9=N}smA>>3?SdrvZweT|TvQ`_nQS@cCnyw=o~Vj;94C2?=srYaWG zDjKetXQH_}Odbnarf85|@Df*KGZji-90|Crq73@LDucX(5en{_#* z&N=Q*ufjnFnZ2(5fkbDMmb(10iO=-XWBaR33}1@oZ_}2n{t;ZvGzM=uZAEz5XrykV zVkYJa`jg#yEtsiG1}BsRZ}O92{J)u?xE?XGG=W6L6<1QOCGb#u=Jz^%Tc`9rMl|e; zDcL^Wi+_m21El(xJJdAB#-D>x9k%FEv?Y?Gr+WFN2$jcct<4orbf%|!y-V%|`*mi3 ziHUgoYD-#uUYzkt-wplZ19Fj5q6$kIe_os)b5sXK9QNdeiuz+~34ka5`k4gUJy_9` z`k*n$lNIh3DjZF%Dum8=ua}6gy)rB{qs3DjPDiqn7Aji$qf{Z*|C}??Y*)cwY0U(5 zyd_1DaAp2(kP*qj8mvOijOK@mjJ6_TH)(FIwO%}7gMR+Di?c){M3DI2X$kowy=8)* zMLb(Ir#SsK(Axf^Il#*%HPyi*cm452WFIau80=d+;2w+v*$d!7n)&*eZW-){tO*>Ji)0|^@T zM3VPE9E-wv>?aS0__);*)lnIJ{SKuB-DBJt1>C7HG+%{b1>j{&*jN{t2!SSoLKQ}q zi=6@-^nmq~vkih2PG{U??kxgYw=VMoc#-BeX3Xcxv$5g=Lh<1SB;t?8bXGd*FG!5Z~3_Sgk zmSkX~#r{hZg7Qf;Omtxt&AblgsV<0&plhX2+T>)V_Oqs+hSM@vyIqfUi=-Q3he?P| zUU?(*7lov7L99>&t*+pt5Q=r%26H|DAb+|C%P7jC4uR8IDc^k7un(6v;Q(aQnxhl? z+A+}f4@l{Jugm7j-y%l0=ROp54h|%&44dI6jSfUBmLTRQ@;gCDbCT})2ex4X)fONH zAWk4iFVW82mGj?8 zMPI&f`<{7Cw6Ss1=sTYKse=W5Pmg>86{K=BX}_T`EHJnIZj|Os=&o}0Ck#7t{5^;t z?!+Ns_Q>@4+N`oRpUZ4mO!K&bRTqXp_Qx-G zBB8RIbW=2X<%BJ(xVO_3XimtB_9)UC|2>);vifNPHcrOH?Ac?n;ZwOD_+mZ^Rg`lhv1cT<}BuOr0*)1SE z4-55$)mJc0kE6OO=NVi3%PONtpf3F(3T?*p|3PQfG<(@5Bg;;F)pqxLg9qilWFJzc z%RtPT{l-xhTPxTY$3CC6f5S5fIbcej4rF;=000003fsa7mCO5~*GxMWcv`l%mzvtH z-C7M%Wh8C`1{HI0)Xx|?Z;k1pAg{p|<^uS!>p<86A)lX_v z?HX4uiUUBp7BZcC1#FlR&4EQL%K^l&lH6M^#lfTuN43?Iv0NOmQ%69pNTkf7(QSOm zBy@gq>m|S1#d#Z_98-JGA${37eJ_3MfeSuRt<*Db^O*87W#m>|=>`VC4aC7>7B)y1 z5ct@yD<1z@J^l$p<9{ziYdio-&{|_kLZ{Niw^b(%*LRf{9T{wo>ZQ%c*4TBi9}jRE zNg6TX ze(8aityzU|10lbFtEu5Zsb->2i$Jr1S=PLgkLYznlp#$_)hW#uTAl3##AEAE45lI_ z%6*p2D|o#?J^Dk;w+jn*diwkYIk!+g99va%9x1}~65=!fmMWMlVyzywrNHVomcy;O@h%M=^LZ(V`$e`_My*4u(UFB_e`3HKaH>v zJh*E(9%1L0z20m^^5Bp7(5C@BQ;kQMTmf`atP`YQ1eb}c zp_IL$PA%8kmp=i9(4*?%&J&Ka7gqXlj@Q~M+9D_T**y(Xg`xle46PkJ6n|>JduWa} zAK3A=bZb|rkOf`wo9`qSeZG7YA1vusEy@_Tgl65WY+|3f&#P4VTRMAwJ7J7H9fcGS zi<0F3^dqplioo6OtMhszM8}`+zcq>WU8^4QVA@`8b*@k{T%W^B{(= zf27EbR@0meRlf^UK2q47;Byj9xFpE#69lo-IDmyTX_RI-6P`J3xYQIYFH7}EW=Wg; z*LJG7AhZP}@A8KHia`p>ct8wouVh07#-Fue%Wv}@Fb2YcQ+p`_l4bIuZa?!Mas zo$#7Ib;LIbUTZzMV)F*(*Uur-F}QC0011b%;>i#nC{uc zqQtPu;Nya00eiM6w#Z5-()UeYLN0ft^TJcy&!Ix&K?)2p|LE|LW9{*00;%ze3}6GO zQ^2~}0gOzz{WA{~O&=)X9p1UoMd*|U+cAqM%GJIOPX%I3|A~X|J|W26N1ccI>DSIc zmjN=0r&muxu5enx4HPl?W47P40gG?^5N7ir25Uu#To5->5({o(vGCr$qhE=7!~oAV z+gITCa=ae<67Qpi=$^5tO)M4|zQp+dC7f!5C+g(8_)13RBue1Y!yS&+SPFs#@DZ2pflj?ho+rZP)G zH}cktzw=hXs$@MX-$614i$a!6u=T_Ez3huB+`KBJk}G!V9%DX9n|Qlo&BPGQMH9zK z*iVyH7tY3QV!}2K z_Cq!lOXgpkRC^`;Q7H-9K}tBBUNb4$M*Sf6nY~Q@ZFhSP5U*P?JVV$5wQte^g(RidqMS}2^)A-YxO#?MG9 z(@z_RmOs6BfL7C+Mw`4SAGr`kF1RbpWhG2tM&i*=p67d+-MN@0Yz=DNX*ar^@yfMw z9@Nbki|vAp4zz);V^6BTZU{WugD#Y1R38$4XGD<9oYE<^%~M386RbvMhirdA6~Fk@ z;QshFiyufk4g4$iEh{O~DRvv^-yvKy`C4mJDsWHR1iB6Hz|R#boX*yO#{nL;2vnlP zGbas-*R?OCBg|e!xqH8R@Jl3n8*Q`Tv&#bLG{9Y&L#*gRli4?2iv*|sF4(&)M;8eu zZ6fH)$@1=wC0f-c-o8P7Md~v1eoKxaKWPPndMDn_DL?>#4Wyklg<_+_&z48#+=q>9 zm?VmbFb>{q4J%cXkL&9H0ekI1++-*Vfh2|r#0NjTOr(KjOKs6W2zaIR1k}MNX2$X2*tDR)&Kwi00Mjk zBAeHi$yzyU8^Gp(N~l9#2{iz&uTLOsMTcF>DU>$|&!EgYga074;NW?;unOwqGybcc zj4a?0C)W*dBM@J=`svb>Q;a2v*Qoxm0C|{rCNvHnUa4r%%QtB{{O}0UqH%-Azdo6qzMAIReFv_Md%SN9C4eM!x|1Z z3oLS5DzR>eF*LZvs^+>8Mj2R&^#0&kli!HTl4hM*+1Wa2g`QSJHfl{_CI7@I&u4`p zBJ-af(GlRi-aXKKh($vlRr5%3BMO@!Sfw5`+Ajn8OWMe7w8(E`*JoVNs1+4hZ^@(y z+^#J7nLY=9#jV!-=^^9&MtM4auoHvUpx%_+foB0D$)fZ(;Akl8lUexPE|Jcexs_6N zRz>L<-Z~Uak&o|yp6@Tln*sE)%+tbS^I!qV_`l}pk}czph+96`1UwLcc;_Ii5-9d01=isW(zztAadC(gw2YJz=L%&TmK|0OfL*bZ&E$dIBVLlVSn*@g*F7u zWnPj!Y#(t=YljYVwKc7U7!{wY8W`o?R7#bvWAZQl<7?@Pxxocd>6aX2e(uvDd4DEa z$A!<67VwXlMtZ+Vw2GBSzVXkLL)kO3f0(ft4}K!qDbwUwnB+1>-%z^H3I0Zf8<>eG zT|Pz*NI~ENTh3W2YL!`xTa8HMAOpV(g$DmYxn&_GW!|XPqShjNbHJQlntWH=`5;JB z24plS#vP9xC0O{{sVEAa36x9QWQYM;ThW?7_qX2AG604Rab`3ghI-Ndl7C6pxvl{S zfSn`Ywm@K%000003G)2)(~NofTwsJ53U8a>E-yLYevL2{7IpOKO^{BXS_8x!C({Gs zJ|7Xt-jM`KP98g7!CkFcOEH&=jj8yPQ{if1pWAe$G$5eM z)Z%lS?W&029V>LZjGf#fR5NA2L3_NmQXtCkBX&lv7VDaD;FXZ8?Dp=R6r}rZ7AmIE zC;YW3orakTo#kF#Iy?0tM%$9j|_UO!JhEPKD z`|Ex)`1m1he=LnBdr`}*(6dG28$^~z19XDd%4mMZL7XBvAOf0q|L++F6xo4pe;Yk~GJ&9oAjXxih0@#HpC235 zU~O7`stxew(~qFF<_M%@MH{fTZI|Cu3SGH#N+nRpQgaletN+fA+;=#=Kfbu8{`pBV zKZa`B29u(4C!bNb zV&m!^TaoqLEYM5od+AgjwUo&WK{$C!h*wn&THMvmhdgP%yN(UG--;UEg&X8Ft1X*< zMO+UyXzm^pm6kH33r|L1am?+eFdurfEeQQ&o>uEv!+DyRP&^KTNEEmA+@@%zd1Y3)3{uYVd6G8u+n;3Fv~@Ig7yK63i4X3yfT z7JagA5SxyP^j)%R0rXawEVdAybQ@`WEnynFe}v*G~7ZV-+1TID)5gw z_&=+3^RFXn|NfeGY`7GL+GIecVf6N;#R8u=*~EJEPIF23!FRf$t>_6zM$0&48eW)p_0zaOOpt7JFXz5I zs|yd1&u4hq1nxdTNxnxWIF0&-+^KKeLyyEuTGn>0-zP}Ygf>9S2{)I1b#X0;LS*RM z=dRU3mwj(x=E3U>x;g|a<6;33wFwR%kNjX1=eExL?3N5tm^#|GKLRlN+#5dL-kR-o zg+4}Qh%A2-sGs8?Ja#WBVLLO~MMs{xthV@+j^N2f2U8Ca8(vjPrY`bzOC4vt4IAU8 z-)QDj&3>7q#1t~jW%=Nr(>lwKCEvIVEfCH$5t7@2p?_Ha0xlJ#xT-ao)R-sZj?SL> zr9sm4o6HYq>-b`?OFDC)&n0I~CztGJaau9{lmH-~VmW4QN7ibJJJ-Yi<2JqA;=d*b zgO!-_Z&N~EQ!0+Ua|N*x=Ex0kd;tAjqmmu@+H?+h23ec6u&V0bPn{-k#JSEKaaClq~+jd_fWxD=#xHpBrx1?2k z$M#3$M^a+kZU*yx?KXE14O&Oe^(^ui+XpK--b`#rlzJ2IO1^A{T%ML><2lRt z*qIQiY1BiP&uIq_)FeZq(_`q$*#9DaoY``)ED)urJehA@qGB8$mr2lN6^S=I^YlD7 zQ`08G82g|k$51gXgmSxJu1wMT7U^~^QSPasSFk)L?OXP}XHBJ{ZiEyssxG?Ng8DY0 zTPHSm4FbNbTj8tm8dgl_el;uRJAI7PFcr7+YR1Mr6OXw(Y)6y(tN;&gA4bx)?lYD- z6>oL-oSK6Schi-QEydGNpgQFA95*{hrbwTtyXHz}brP1=jBCst+Nm(B;J2N4-KJjZ zAF$jFHJmCYMd9kKslt=1PZ09nLHM3$S!D?~?hDN=Y~q08GQZy$JoiVcvoi9KL`3jh z8kTDI8md6HZ3b$6IE7@>#bjM)yw`ZKvQ$a&z@>V8TlwE#{;j5p{mG~v{dt*k$&u}( zh~b7hEI(=EesyCQi~ODTX3lv&f2TQtHk(|qT>oX;@Ze~u>w$h#bDywovHqIc-F|`M z^bi5y(#sl`5&qKpdr zAytcV*ma-zM4S`B)>8#lsj>K1XkcZ`)0p6Q{bsA*@5F?2Q(B3RPL>w-mGAFLXyvJ+0ddYGPd;6n)fuqG_x4E+h83fv&L!Gmp0TBLPAth7lG`cx zn9v_!Az|c!(PE@Ze;-(-uOc<&HZP61VDkSgxrOh4-lhhe$ZeleJ?`T~6IDUQc$g%p z^;lurH|N@E#oWhys%;Sy7o4Cp9`ce>AJ%+GIVZh52Ydw7{+>+gTEE$Fz_Z`jg~ujQ zCo;KbSiRfClCaf%P!_CwB>Z5HSM#dL`Xn3*mZ$Y7jRyp_5qL4^Bu&mK#^9fgNj&RH zS*i!%sxtI)rjdOZ!`MC#rMFwg9fuDB!|-~o_6LS*UKQtp@Dn}CS!JfpqzMR%UxDrs z-6l!)rL`j<{|_l|x9j7#F_4T_Jc6%F!kA6B?$kxd8vYNV)`aQgYHXJleFS~g7LoE> z%UgDSwKF7O2bSF7 z_ptr3CAV6(1bjCEzOAhbx0V7H^p#Z{hMxz3YcPk|*zx-E30LN4ixa(1Mcp1ygu<#d z_x5R7#n>W?NQ%A$L}DVNy#hg~|=i z!0@gxweDW{AIzHun?9>}{vq?B%+-zH0`W*hEHDS2<}>yknX&K)BJ74#o=9Q18!d}V77Z$uTMRpTWwokCg+sztdQF&3}aYw6pSd?)D=wGRBYUns?loZ_G7 z*G2=}dxRNh?=H=X^nk$cm<}rd11HSI$ihvqa$Gwn7NVX;4c>$pCkr8{uHXe$w}s!; zg8|XW5AsZ76o&*xuR~~hSWaiy#j~7SvP?V55R>N>G@ON+*u*(%T*IfvIGNo};fL;p=&aG#S3_!RUoELk5M8UZnHDI_B>t=i9S zXvtH#Q;q4FBm6hL~lM%QYQ3V9nP2-Idh;FV5R#|J|H~$5rHr#0n0P z!m7!ZH2^5)XJS~$^z4ZuBR?pvBF-!>ttXGe_n_+5nPtJ$M`Z^TDE*6Qb!~bj?6>W) z8BFIj!_sB0+T8`n^})UNHsqBR86!snYeM2;N%kt%aI56IZMo`7R?0OcHVE{Va8iQ< zm%D@-VYsTlBDxs!5Q9{~i)(d-^|*`2lX>l+NCwgb9KupJ**oUzd9lwWOsV@5L`!FI zT2~28$c8ge6fo$+&029rBB+`8;{I1oAS5L*3o&ihYf3LnNq7N~OoqUqTm=ew_N5%t z4y&Nq>kxF}@(?`SbIDt6LAvoVrNSCQWFZ0FKV|)ywN`2 zpnx}Aumi`_^@@1%PJ&@qCV@QouvK55*Clz}0NQVWqny8Ho9mnKvv^Uu5tAe>v^DFjH-+iSKAa?RIgE;ScC%?ukI(K9&3$)^&df zQzv3XRbnFDBf&{ui!xmVj#ez+AfZ;SEhd9-c-2lY00NcD))j+11ctUranS%am5KQFDT+lJQO>c)Mh7ef?%}X%3>1kvRV{z@73+7wXV(f#-_vUnA~YBrYvVZ>3g3P^S}LEhj^SCX>HU6W(t6tVsUqeqz>=6$6d2=$ zRg}8LP2y7xHnx%+*=d-AJ%JaIkXKS-4GP-LqQ$cL~FE3d+1-ROuK zM)R;hmVp*do6Cc-h~J5g3timAwLroG4Modz$-0OXgyD-ZWFw z6%zt=q)y9dgu7P;1jgZTC)&%|P)VNjbqFQDRF>RrR^*vAz}i>ihFF+v02_gHJ4ugf zO_ZV{R)bCLGancEIZ@fkmhXwHI{Ep*(!|majy^HDLTy;18)uTAaQ7laYzKiXRg4ZXlVkX7W4ymgz9Y3# z0~!7cY7rtI-FBWS&CSLL#!RR|7^IdWumn!DB4@M5i`mrCd#Ew3iE-~L*2@(b-W?}* zh>kz)B(eYi0001zzy&OgfW!H2OmSgzl)u58?j>JK%_9CnyM?T5DP(b@fTu6w9B~D;`3LN`>XzwBOjW+-c{Z01uSE zKzL5}l72|)Y8uN^1#AO3Jw;U4O@!ct#zAYIVp`oCUttsM|Il7SA%RT;>044PoX5pB zS^gatINRM_%mU5eDt(jvU6FmAv`>+ttG7j6N!pR5@8zk$YY|Ku`2Q`WM7rgt z!G9?ujPrW5LhaSL&w9b}`6WWT&rx?5_YF75;m5& zDrHsnHjZ7z<2S*%pibXKQD@BN*BpRR4l!zA_74v=>7=)=ewIFRSbwAmgGh_>Q8>0)`1~YJ{tI4> zHs&lG0e+S@0+VbG#5zY$5rxV6I7irye&6BYEWyW!=Yb(4Rbc|Np;6X6Qe#tUMss3< zx<)V{F?w!~M8@h(vhn1aBr5zFG}Qv2zxwlh!mhm&lWHEIFz}bd0{b<4vG&h@+~{zl$n!=CsNtPr z3|y!`_?fFI=_8X4iHl(?4z6^A&My6RuC4C+oM4jac7Nr?gXaU7<;qZg{5@#A$MFg4 z%tJ@|qp}(c7xpQ0X->Jx3F#@=q&mgsoAQY9`#H*bIgn{F`Nk>`CeEe4;F66)Cq%XB zlC;|f3zAwHz)MKAS?w?<1R3^o(HHme>3_7sfNf$Cw>EVVDr;{Pwqut#ndn-f1|TOA zQR)Gc={dN=n@CgMp3`0b;d_IOk1z9B7bUGPBtY;TPCvOukvyljvooNg`3W?P(UQP^ zkEho;&!a|wcHeztWsZg)-loNHm$Hl6-mB+3^74M<4A z7%y;q*o3}HSmoiJ7`T7;YSYUxsEIzfX=wb}2c8tHlLNnz-|D@R?IeI zaS9O-RbU--1Ts9Js&ok3XGpqX2bQIIJu~rV;vBZc2h1z!-xNa165jUjVZ*|it~2j6PYco4no=0~Z@dq{^a6WstvM?Ij)1nTycVRD5bflc=}-SJ5@GP| zH4W6+N@-8>qEHS#m6zEs01Y0G3F<5zo_|i#)dpgN3O{9Q#*d+BL*oOG4U89KoL)`q zu6g)&n|$3_BkpWoXMTb@qbdUbp$+bwO85oHt{eaTW%!yHZb+VE2E09IsldA1Eq~|r z+k<9>+)>9m6Q`O)dTc$rhZ%8I0OV%2hSk6T00000A)iQc#{mv$t2wlQ3e-`WI`2vc z=)V*sk7iiki`jqk0kV}41Sq(wtf8VXIJ|0Hl~XEDO3Vp$4a*9y8H9&37Om9lWmI0~ zBL(~Ij(v|Bz!WJ5l;(FjAd&R!X5P_K9)AaltL$1PpfMx&X_Y)$!ib(G;;sSiXDn(u2q5Mi$^ z?c{h3d|z?L-v|1JN_vo5hG+13^R|D2oYs>6AERY&`3ke=ubbpE*)KOv^J( z#>|=$J{Vw@l*)7-JrV~VI2?$bS)&V@H)~xQ8fbvzi+D#@5UI&*WA=zE#M14^tT?~x z%tyqaBUS}=@nNgWMdkqre`f8UA=Dp|9nUv_N>6NpktOSMDkFH^$n)25{>5)pc|^Ud z;JpCrGyr3{A~&+a>{0{muw=n!jcTz7Uyu zya@-38J3$}jG3F~O50^8+LskGB9fG5DK#3m8gNPmxF)}f&-xsX8gv&0Q+~o>( zphiB-zRTh{OIL&KUbiF#DoWS&u%dfi)e3{6+BNBrL- z!HEiw7ohaGX~DeDu0zNGghC-pC4Q_ih3;|+L z1#-8o@i{T&A5{Ne^GEkX{Kv|FBKD>3zrcT=|9}1?_bcYFPo1OXh3KEk|JeU4{VN*P+z*9c@W1o=(*HUC zQ}+YhfBx6*cm9u-Ke+$6zwv%qKc0WX|K06f|Et@3`>(AZ?-#3o{$Jhi`yVskxL>$` z`2JVFX#e=&f^K8-Ki9u#e8K#W=%3nuaQ`#^tNhQ#ztdm!|DEp>=)cAP?f*IdC-+O> zALjp(f3f~A+86Pk`+w8;hw@+kzw}a?5p*k+HOHrf zJ%sC5A8^*>Hw<(9eOQd9XvbZkIeh3s7ZF)~({Z{1=iB ziJNHXW3*aQ;a%g$#X5aG<0K)SnydzAQn$NoXTuwX*~s-g?`4sjDtTE7;A4P9`&0Mq_`(+qtKES~eVNb& z-g2%py|Afig;nL;G7FN})r3q9+!^L?3K3#OjOIzJ$zr80+sGn!~Z|yVWsDRwtB3g3hhVcmQ z$~L9#d^sxV`YNjoh+EztN=iWVN>9{l&FVsF23gCrY}K3Z9cV{gQnc_ugunlS_}`)9 zX2cQl3ks9ELgZPUHeE|^3N&%-lq<0`gBgXm+EkWCLL-uGhB0bc=W{{0FqeS=G&Ose_)xFW!qFo=iXyZ%b%|2;F=(Za4+|$|KHS zeJ`aC_Hz3jFkZcw_BX%&NUa9zCuU9>rd=1>lm-!B1>U5oZRD&N8>FCI+HbdFxBE^U z1E%9IuJLQev0+k^vw8UKBYM2DdJ4f?zoR>SKlM1Xi48Y*c(Tw&REuW89M8wr2f;@u zWLDa$LlJg+u<;G(;zelx3zbXYJ>Ideqm!$-9={46Z5$?z z_H+*4q8vX)%oNua76MjT-%hAW(cX>a7BArbfDnt^1P;p#k^(6Wdl&YMEj#lJyp(++ zWB)$kWW*y;bNTTo7hhQ)83ld`ERl$&rnin4>zh>{cOThg2F{n#?7VP1oEqjPD#<7o zIUmDi+#c}LSM+f+o)&EGJ48)BUb!uNH_t?!uV=7*VFFLmf`b(>6Evm%$~#7wVZoLn z|0+^%&`nO!3zuJeK-PX#J~H$IU;1kf-9Tr;3VAijeuf?xJOKZpmt3C4Z!JOx7YY(i z&<*Mh)-_Q19ZOor=R%$av5Dg#9MKmxbd&g_L?dJ#U^t16%)l5S{SsO?d8zu*tFsBh zt=G009T zA)PQpo&5_k&@Iss9rB2H0DpqdbW31tU{JgYb-}1G^|!V?v93t2Ax*LipM5m$fo#!4 zQh(Cj2xJD32J!meoV7S-BM*DkN{=b<$)M&HEr**_T^{*%*v7E=uG{!L%Q|M28+7Up z5;N=C7nJD+B%k|4b88W>alVg)%1M^W1J1b(IF>k`XM~%9H@`*d%K!La0ayCHp)?~r zv9m5loK@y$z0!QVA9$`D#J+Z1+3$oBaX zSEU4fyPilGziN*inB^cOd%U~h>GN++5sQSbHV0*0EVBSzUMDX4jO?IZ)VaP!HKFt_Huhw}o11#8>Q0H9!5iisJnOkWor2$H%IrBU zymXAuY*+c7cAYU2|0vHiu^vcCk+B;}oZ#wB<$rsQ?b1`8TJsO+$_C6XbG4%+n`*x~SzUMxv6Laasr3*@_x|_!+Sndfk3sl=#qSTzY$m$fLQGAGe zPq6nvB}!42iOv|T7jF7pHLB@Gm>mlOC?QT5{U;kL)j|*0>Q@?Ds-=jFB8-Fc&5O}@ zJHy`5Y>3L6K70QRg;nhUf?dZAhaBx6XHsGXMMuHd0fLa2dXs)HKOaPF0{fGc+iVu_ zbLvy%qTN9GhcJc(@^X+=f*c2rMaAGPc6iyJEcSdq?tnVgp`A9@^Hmg_L#|vE5HzZF z;g=Fy6NSpFum*1*_KE&&ryugMlRIkZJD9HoK{YZK@*v+bdE~I0AHM zl9D}&kwoC-Fbd!q^6!yU?;;@VNq))5cgGkVRGHv8`1Ei8Q4m>pD;#-Mxv7SXZH;dp zBQ~V?%*8U=R&6=;{}tuoe5M=wnJL2W*)YvF@{x4MEU6o%`z;?p@ja0Xs}5eR>4OP< z_P^Kr6^C*9u^bf4_%wO1U9+$Yp?n8_F%JjDj0fCLDJQsDWP+dA(={9(Cc_q+!BL@r z`ho04l(q=}8KHQ90;YuKh~UHd4SMig9xi0+M*NW1k|0lPq6gPkOds?HNEh1|+`|4A zUbDcBh?_g&KeX68-~%_EFbPfP?-acjO8TMGBw98)3Yxk0cqFcohFz*qxG_%HNJ$vl z57L}g5__Rx(vGQKK`$M?8kQTx+kb{xn+{lqwvZWSuAMmNyz&bz`YULNnQAzP*z%XT zXUBlon*Ysh<8Qh+HG{G*_+B^$)^AU@t;|?{u%cLRN}s#pcBRx(DeNOg@`Qvbo0LZ# zj=DV@npk~0{#ls&(DwO{4lKHYT}v{Z4Ad5uovsT3G__gCdwU4)UVa?M%kUqT>fjUH4^`Q}bS^m7n3;{Z0Y2JM zctd-fbGQ1l<}!cGFkwsT+*vuV3QSyY-*zhrP!ZyP1a$%J*0QK9@0_=)rVE|D>~qdV ztD4k84o7Jef`V2YxB=0JzvV)FtN7Qt)O8Tq&dCoy?86Sg^{RpLH{DHA9$2+L2~?$sTU-5f#qdJVnGa^2zp@xP&@NBcjKgDF&f zmWmjVA0(jM)$iGI^7(oL3LoAxeu2Cg>3t=JbIoBUndbOq>-kTIkbiI#{g$VceC@S_ zJY*cG4!z3-r;DsEU}%;TMh1eFk*VGq)ftE0;dumGkxA*-1Riu-%|Baobbb7yU|94Y z7uZ@e{HS>{1w$#~V!>p}XgvB(wV8&omz5BCSt^6axJ-_{=K7^Kq$no)n3h}jNjz!9S8N@^X}6|hlfv!NNDpX_^fddFWC_GN8=e8Xd$la_K?)O z@wK`A?dRslQ#CadK+*$CW1pqj|RnwM8wreu0XKL3@Vagd0UUMR-JxB_a>=Q)+jv z#Rg`9!1>d**SHdLIz%8`SGD!)CriRm)K?{{Px)dan|$t!#w5~VqRbz_!ZZee2xL7Z zusX@y&t#DUJGK+v!sA;1S}<4e4{elu_s(=o2WBq`vC7z!T4t`;F6^n4l$;^; zzV#x8QfQ&0BV0hRk=m`;cXCF41R8D!E)YWY$M3mR$;Wab_0U)}O7O_OtHC!Uob~)i zCV8ddm|X^Cqq;rT-szc9miT-NtAS{{>n=r8soEODZhnY8U89Hlv=(Havv{s&so+_^q1YdS z(Tg56qO4MfDyQ{fb3~C3NUE%ko(2>_We}q#jQoU1;mT;P=raLNo>O_0CaEA~5iRfK&78KPm8&G)|23n$4 zRR-()DtTFU-iya@GBHa{cqG@uVNE*P-I@IodcV$l8cqj1TIJvmVBOATvJgKQE}@K^ z|8p1r>QKfyi`ii`d)A78OY|6R*lgEWZ*uJ39F#9cR>#n}Pgz&YJW`4_sXo^={m}nh z%;wshlu@Fh!~I|6v$d7~c5(rQ+wv!P%qtQGB7a0&taTa2s z35VP}x`U=FtD_>Gpnv54A`hg$3lQUP<(|7Vf5!oADDa50dZfD+sIi6|C%Folqp7u< zeJ}JQs-M9EZ2GK<`Agt* zEt9~)oqHq7BvsG&pZfp$eev`Q9i*%7J#624mgC?}cdN~=k*ZpGx>tCU)CiF8qyr4+ z!wbBqm$ho1lE`jhX##5_^^ctHw||dd&?FhcUE5nqR64M%}=5v~0B(orUDHegBfl4Ru{C)n0 z+-5FcBT}DJ7%g8JAuH>Sj?ORRg;^IMSiI1}lpgdwHt#tZbG{T>dww96`4I!F4U8uv zHf+h1X1dC^Xgs}b#-;{D3hLtZ)s{>(srK|?xL@sk1FInSg1}a{EEk<9Y%_1oX1rOF zC5*KQGW*cyQx&Hw%X8ejs5^SgV%HQXI-GBFX9;Gcwu=%k8Td`afjydU zLDE2Uu9j7b@f6k+A}`@_CVebspb;Y2E)=B2!OP>z)ZG>oN5W87PVhB z@aH)XjV9LHwCE5pF8Sp$?ADjADdSNWbgzB?^$bXuwPbdfxEFYN9b&*WoFPXCQ_{7S zlCE;6%luDKbMrA&;yN7CK&v1tb;Y|EcDD-UbK9Qt($@)~{S~n_siSp`=n?WZ{r(o( zDmDX~X-Jmv#L|YJ;Q_}V)ay5aBeBmlX_=m3?U8x|)jDFg6zY)m)X7v>h?f&$+fQtR zp8M=uFQ;~UdwC|&VF16x-||7M4h|#4&j_m=y=JE`>Jdd08$&cAhJ?<;?yREY5EWU7$NQfs%MTw zy~uCohvM|@Khr=AFLbPR27nV8({!7oI!uZV4*`;st8~{;o+63>atpdmF$%a?u*Ds7 zxJOIqx`=Bh|NVMHe#?#a1VZ^d%6feUd3YL#?{(gznO}TPr=@kJ# ztp+1?42JHf*{M7Fof7C1)+6k{L<`-dgA2b?%8p^N6<6rGlfE}Kvn_TD3s2adNP-^a6|`$K0Qxbh1C_`p3HrE1pi$0(J(kNVV!bXMjer+>j+7Q026ndJ z-?K*9biKer)oN`GoxjYy-Eo-O+!kZsgJ7NpB4kj z_J9`D~UsE@SW+W0}vT^GHa}qo<6@y|#8z+B!<4ado>z6ZUUMDdGDca`}nFh zJKtLey7nK4+@_S_p(WOtgT^7jQWQ`ZY}}Qh>4fstRF)3TbP6xz*PU}G{4dG}X=O_I zp;XC7fd}3nZJmE>+m|S80)Z?%>vbxPQHJ}<@XU!FB zo#B&l=8>@W2EY+bZiMhe1@~1iJ&(-S$9en*bmw_l%*cE&0x^45mI~a_H(>Bz1}`mF ziNP@RID9)%s)%ku0$ee4uRqF}ovrri;3#XkGTE7$S8N=~1udOwBw2wgX_ei@iEzh8 z^ct6`0Gnq*zdpw7{b1iqKuO-(_ZF*F1KG)(q1a#ml6)RFy6kbn?Sw5jwIIaqlT_-A z{B&pKz8o2_8%>aTae!9OimM8qk74Y)?IOCO<4JLzC+RvqPM;2+_g>j z%bf3GfQ?25@{~IdL`!+GS||7A?AH2XVhB$umg#7|0{IrhpJ5Lx*e}h=Gs@TwfncCAOo2vtB>#Ph6l+WV_pyDrGGcC|IA!5cz z_miou^kLW!k@gx-L7k{7YSKzjbeN;JB0dTkAJ+IS#*I9^df>e1CkneI{Uos*GCcI# zB1S_;BbmAcE5#SN z)bs^U3DA!*t~y|Y`vIO^kO zw=O&04vf!rpkf=43LO~CU!Rbh4y-V`G=kk~9VO9vU;leA2hP=q<>Uh5q*B~qkf&_Agf81~s#6zr;S z9dL#ws%LCQXzyHu=UgiVYdEp~VD_?q4MC>vKeREEd~sGhIYU#PD$sRsw4ZanRMvi3 znU%2gA|QKY3Mp@ScTy=Tw(=LUELpp2d4IwskxNOD;1e){7 z&{gYYcf_uk%=zmHdD8-$k>YvYXHz?D>7QGeLU{lCN|=%gnzIwH{*#~>kl%`BQjxn9 z-(A|VW}}K*(fnNV_vRnQBY<+@2+Z91Bg({K_>KTDHUu`Q)n?266GPF3i0bs1G zoaoLbW+lv68zTBO(MtUvKF_pK;*;c=Y{j0R#EVh52bk%ECM@@O?mr{DJ^IK>hW(9f zql#HX+RZBtsJ&QJnA!1nMF?YuSl~|Cbd1feLJ1V0TWOltf~Na%qg^S0zK!-7dwP`tXLO~UJBV`>N%x2@s`u~j;@?H;~OVQO%SHZ154-fiQ*T}w)2^o z65LRxD8`6~7V-`V7EPVE2+JzYqQzP2U7i+p@BdCZEQ;6J@7 z)b%|0?kO&^eyvrIwR%0k_h}jZXwFrqwSffI&;KQUq_t_BG*CZ=Afd~qm=DbT;cMrN zXn3p`qC^J>@ z=D59nt?>-T)xeo1q3!~)D0t~(go!%ktnXrj#rHbfORC9lJyQIe6HBNfrb>-Q(iW>L z6lHxZ@@RL<1XelT#s5x2@;i++;5bF?bW3$bQSjjgVBtV@S+U1-pE-HHb_iKj_WGpBhh96=XQ-ZNrFqQs^vJkN zs9`t_TYvWlsx@A_Pw zLsg9xW%ryo!v>ch1Ac`yX8HU_i=F9q@VQCecwCG37HDur+$f*1OlM1JE;W_ee0xhgt^iL; zt!Z^z96uFpSQLhWwi;?q`k73*|B(BINn{5w6Vk}Dd1<9F{$rbbPmCk~1Pa8vjCZ^j z`o$O=^iW?>V&U%Fg|ciTa?lB!5B5(B>=HsN2EIWHqYmd%HVghYGSB`gKB%i8{>iC8 zLyCY&UR(BNnb7iA&b)Z)&l~?OE8x$;-+N#B67B$Le&2$E+8UEKM9=e2#)>)PngMN` z)B0TB2Mp&Y^koiKy<2r!yab1xo(vM&=Kn|MB$9dT=%_KHhkLKDbxyk0VR{8p3qrZP zOtUk!M5IcfALd+GuaPU99%MQO0I;o%@y$?Djgg?e zVUB<{#KGQTV_F%`CumGK{xv?|4!SCwoLyug%39rnyN|=9Ycf)@{jRxR2jpP@)22Gim#i#%3o2Uhrb zttwCIom+Y7;N~_c!!@2rxqWi)*3WORM28*Li@cEa%1H-qq4DI01uJ$xYlW-IG%v&> zmsQ-^u=>N6W=6Gx@sQk0bBV9d>?1PzY|V!u^PpaWKUL(ofPNkRo; zjQILbfI6kpf!yWo`!+>`f};2K4u>L{o&-&NZwW`Bb$d^e#DXUHqR83nR+nI$k_6ex zW0q#o-Y#h&@^fl0eve!(>zV6$Bs(o}2kDoXxqkklmo$&>(%`{5x0vf*aMJMGyS-iv z^(|bJd>rQgqPW@ZN4m|Nh_527QRZUY^h{4(5j=s6$rojJU3~By|EgqVH$U>i+6NLE zaQrNg!T}O{(@SlIhUucaPHLhYn&xF%wwBcgd)^SW3q^6PnGsn(6@=qQr=gKm-kFj7 zHg(kmF26i(WJ*Jx~qXuBVL65TTmJJIC2nfrgcCpyS)7Qnd z9(&pCHpKyFIusB66zfgAb+}HIcSw?4u@Hx%VxA&6(<_vn+kh^##sww1`FQVZ2lF&` z0G7PDZy}&oG;Owv+2!v%#@HTYB{z<+)v9|C7-g8JmnTkB?y$R#`=c{I(1CswS7n>r zzn}Co8^_6f-rwVc4TmETU`+h75|;(AwDb8)EeQ=J$@5;$bE`()i<5$2;IuoJD~)E? zp7q$~Rc71yj^5zOq6Y6Dh)u=~@A)lC={-X$b*SK=y48?^;5-^bl#n89-3Z$Rh& zP?m*7)$I2P1HM79+0%$%$k@!o+99sB*E5jLYCAvvdys#i8DS0dEo}mm_c zXM}}Ccgw+Y6ZUrXF1bYy!AmJ#OW2B8;)?qj{QXg%^vHKTho4x=Hhig?`RXR*CkN2I~DFYh%U- zot9};67_~ZmI^Hfc`zZKjv1^X)3n<5fi7tWEL3x!#iMjnUtiFKOg^4^l#>;PG`{Xy?sUEw^SnRNGxp1Y>CO7;D+3NY`6A3-n zP{Wox`b3w<*GGZqN*As_nj9r`)`Fu|WiIt=F)>(7;x-B5^3jw-L0bb}Y0DgWDl!wi z!}rZ)ZlwR3W6sA*tF&eM+uX6CGLVph&XRc$E3W65#5(FrlOf;okE6mk$DcvqXf63m zzw}F2p`;w<&5|%ie-B5?N+Z)wvKMJ&h4pDG8LrwauZ`OPncs8Q7dnk>PQ!IL_I9pc`6~0KMQC@5z;v&KwtYoh_9`9 zVe*G^KnP&qC5U!7M(#0xIr`K{_y4O-1RjuWYVK}7|jl^n$mkqo5yZy``d zZ$_;NJ?usA2bL1=|Kx(z!{mckyl~1ux%x4~ZSru7vR&5E{w_?%DPNO#hkb{UFVox` zJ=l9-0;6Cd`TcGMJI(BO*iwoRz&T8Rx)%<>jKl09!=lMKt^l)v#XzjZ*8l^11Y1>1 zy(@{}G7thUDK8riKHr{%4s%1*^qacvXwi9;b-%k66sRiMCAAJ#2I!veRmc7B+Nb=H zRfxc;0*Fvz$6;bba#xtp*$HLB3MK=)=9W$FM9JG)XD+%i8gQIRh#pVhTW-ao_q0~2 z3V+V-*4jssQVU9necxDmL;raLWNA05-Fy|1{9X~p_~oVeQynheSV51CvG5jN!F^O; z6xP)JU5*cs;aVm`QX#+7#{zg6^}EiV$-V}1NU)Wq+ux3|d!`FeeJMdaBtHn-@~l}( zVN_e%lPjK6(5J956DK>%3wY%#Jm|j!TpLS=$@>}n3|biP@=^X$4ShQ(l*Tz9i?!Cu zN=-Y-yS?gr&Eg&un@_hPE#6oA^BMcr2C?1uA}RfqeosW>eW-hZayQCcW&?}*8e(th zTqOLyehYf>xVm^v#^i``v4?Jt?6nBArw!h)>(QT^nzDpB_t5CV^YG?jo_idCVF@B; zd{e*UUZyvfyQ34EUG`&OIBm`(f>LdeS{2X3m44nCiJgVSJo2VB$T*wK&Okhzgz{dG z$YEiR-Cll5lw6(ai+vawznU%2N~ASTRT<_q5qAcR1;g=ZFxq=TT?6GnI~V|Vrf+228jYXK@zYR04w&GEH`W6DXg&c#b^VPn zWpOzF*$>`x16v*e^ien%KAz}(61r?5)Ds0Oo(>Uv^4?!zZ1-6z zW%>i_L%LbnX#CI|KHX*r`iC! z!)2kJc4*zSu_P-s>Az`ZIl*npM4~qH;Zr>i3oaNcl(S|>mRL%%;Xf_!=lf~Cc0`N< z`CLEl)#_8|bPaKxmvj1KI?jL{XnIdnDbEWK8WJIHjin9P@YA$K&Z zpcT9iG}an_a+-8tNTjMpgN?HSaf{FHpjwE!n%;D7i;$N=8ZLM4$4gmpm_-{#;}eMhY|BA;G?FY~fZ zG$thk;m($YR#uWw}wtA#_7YT9lpH zb+CHh<|p>Q)StLR#5822nWBgW7?%CYa#~8=V+ZFLc2h0W@M5i~8S7xgr6fPgm*)qC zTO~};E zGJ*sn8moC_X!=1nz3bkm`%dZ+0~(Lyof<_Z3}fo=`Oit3x?V%lrd#Lx%~i8uQ&17X zWW6a`5bUkTQvVz;ua7&xnDAZq!y!lS8O|d^c-;*`gvuXEZM;G$1Xe`5zY)4@3i*v4 zM7VLS-uH8H%F}>%-zxi@_VcswcV`794-c>b?9#J;PSHGdH_nnO+q74RKL$B;)IeT5 z#O4v*yTf~#(%z8KceNFZ0r;sJM?I>)~NTpnGqv=Sof9xC#!C(iX#F zaXa)l{Qg}hlYb#BBI~|a8)v7& z+6MoZr-qD^yeWlwweX8VG*!KBsH0#uhl^OUn4@~aG+%O8u#HW8w*930FO~M78 z@vU!A&{bDcCbK8NqU+ndeuGSv;c36E%hOq@UJpCM_THeS%PBv-k54sBwiRB8JG+#= zo;05MnwI+Ph=A>v_Xgz`otNZWnR19oupKN-aQ({#6Gd}a`4DN%5$ry%n_m2#d zb+q#g^b_f|egMne?CWZvBd*(Er!F^kPdV(e;L@aJxz^bRV$`8*fq)qmU$F`f8=BGl zV{L6DFF@F}(ha|J`~7=?>13cRHr6zVJMj}Rw9xxRBanj?JK#l)n*_mfZ0{MP%)zad z=?Ip-7h^I4zjR3bd(`N%v;AhXVB4WTlf&1hUY9IZ8KR- zfVy`b`_U4Q?lfX8aYnMqP{+nsXEq+WC5;>~NXJx0xLI$dYC#kS7^PG$I(@ub@jY!q zD%1OeCO(g<9qY$T^-UWIPLl>5Xls;5p8rPwpm7}SrynHnG{l$6;FcP%BDkENy@_3) zpwp6+YAz zc3RMMBs+3=P+27PMPKu5N#OcpKME@F zTQPc8byFJmhYp0pK_xL7))GO{Vp8hi*%?U0LA4C4*6OaRDV|QN32}Q!t7D=w8|Ho1 zAvA%Fxc`J)%xwg{g5Y`@ErS=YO$MpD;s+q-a|YP<(LpWr+w7A7(~o&^dNZ)h?jJz0zrP`;`K zpadgb&&zg+TG=Kbc_#IO;Gl$M$Y(`W)#366wD)Zdkf8{Aj>Wtmhxz+k&yv^)r^iC7 zuj-b!1TX@CxkIk}y^%lSr5!{X-)W$M{bgZczqx8n9i~Feue0;>KzkVxahJiM6?*KJ zDRd(ka>I&Q>2umghA#nx4Fo6i!by1P1^A)W*BebhtwG}F$5uCe?%CW3*;Gb1vh-xC zt?3-ku)eRbmJZDm9bY+gr+Cth1A|q}K5Psh9;I|ia5WZ*B)3;GhH%zk!jApbF_H;t z;sfAI-0ivGdk8{Ux7#aVuSG1)l$_)7WrJ{lN%j-V3LY)bqwb+FFR@-RL(%#I-E9P! zc97o*a{VDqtGI`UBh|E3zwE`jaNO;eq3>JQ(p0-i&Ms)e_$zTNAHp!!4;)7bAUZ{9 zsOyf)(Pv|?thb+T zzo{Ac3D6U&wg-S)JsRy5So23}R}%i`JVEZYu72OK%-13Q?XgU>JpAvx9OEe167pm8CW2k8w_8_fqY3mP%9s7BLyfaip zqVxbnq;@AKa;>id!1wGxIgi>B{^-i7JaZj*|KZqg%nB6aLAut2K_Wp?i~y&XeFY8O zGxo}SanpK%bH*pXi%aWmbxx44W2}(jV&D<9b9~jo2HTbO|6Qd4+#72g;lS=|r#Q*( zM9iJqa+%ZNA5}%-Nbd6HCCbjK;v_>_aS~_!=05m`H46uM>jdfMASBN!ifhl;whW2b z4AsbrrK!LZ~Yi^Blt!6s`fJKuRSOspP^R> zf^HkuY6esfS{7x<)|27!bCH)vtMP^IZq7Zv{`Twd!pmQYF@3hi$rwWkV5#%O+XO)G zvd-Wo_Xys#jc#J#s}^MzKDZ~vj0gzHxVSav*xEE+?Z%O6voA%Tleej)*he6&R-R(g z4?jKal~56N+oMua*#aVyh8Z#FltQJBhQorZqvBn^iKf3JERx#>-rl0D2>{FY96SPH zTb4#ru!?oxd0#xgeUPYoCEN{RvC`%8h}M`iSbXUJ1YhSi+kzF2JNMp*cEJRx&W0rZYZ8O*-;6B{ZI%4MGZ z(5Zo{mgSC{Sj3cB>0`SY#BF%TVaQYp8xw@`?p7E5+{}>v_20;zLTi>aHxlUKhbR!Wr@3|@SGkLiflZG4 zo8uyJa|jPHYQ=(VPAIR+H^NW&aCm}>8)FE;ipA#SS;R3zI}_`i&Nm-J)m7r<_Y7Ct ztJ405unm>zRz|X0K@wV6h&!ba`1ZQ)%5G`(dn60?@^2Sw=44ioey|h8HbV2x?OHr@ zE=0`P%Lfs=G!3G&tO&BmpSP!2*h0yr*Wh*N{w})mdStIrUF~qcX*$q~kzZ#Hn6~}` zYi$qG5Q}}D@HN1aIP-A!Nxbz1+0RUnl6a~S&b=|#J3aS%!vO(iP>>Kxx;*UMdcKT1 zrwIVye*N>3gkpS(cyU!7MQJcyObMxzjeZ$zU}L`sd@fUlzi8a40*WTb{SCVH zQQbR5)Q{wr@;U)~y`>Rzna6ig*-l{HkIj1e-sC-kYnUoVs44_al{b3nigkeH3Tx>0 zHr>?N>X>zRqw1987YE0o>q$XpL~Sio0sqiI$pobF$qjiAi?HS*zlNu;kBcjou# z?mg(zLL=ji^Y4j|&LrL0IlKE*Y^pr2U+-w(@$j)`*uUFx1Aew=ivmJeac)8j_*4?u z;KhH_bR%ATz4)$5A`2Z!LEPRq+$U7kHB)iqi}iX*R)VtVB%}eDLC1wbeGH@bq{4mg z(f|3^F0lBF!akT<*m^}#Am_Oh7nXLPOj?E~Q1vKlQlQ8WGQQF~FlubP>_ZOW?>E4J zF(aK=b-BAgI>HY$iXLOr&5AD&cXeQ_g=)iHz|Qh zH27h6h5JpN-|PIQCqxZ9 zdVqT651zc&o6FVKVg{pRp-3FB+3r; zeh2Dr`5rt~lA|o$d5{%#qSD>qPv}Eg5Boz{6UFy%Q3CuEpYGfEpk28~Q5A5^X45xF z=vN|5({s88P4yvMzXC%PbZ>9ef|)oR1&{PcP1BBbKJtMpC8iP}VgnvudPKVUrXW7Q zT%%K>#AmLREZ_C&cOR}^PRxdd-k$l=d1chv`_3gjadPPKvW^T@hJk8GFxE4?5ifIE zg}A3mAE!>((i2oXln>J(o@pDibsH@Sfv3+~E`zSa7!wJY9%8*}u&NTl(l^n3`1+Rn zE1b-6jO2;+Ja6KLnpB84FC8;>wV-!^9$g=pz=#^mXKTnd4w~BG*p6Ybf9TGpB>7*C z)A%MaE7Izy^KMrmuLrBnZ9_?aSyLyB5aH*=Jzf@LG|}!Wbs8->%BZjg;CA?!1+Z4f z#Y*LNmlYPM(R_bWpyn6e!~i8jX0g%h_<#JXYId7I7?-GuJ4pD3{ySb|jd+Uny*&|V z#T1c!%5}sb3&nwKjF;;k`hN(8L86-edGjX8lRI2&Vt=n*)fa#NAU8n1$YO%c1<{N9i_<34?sqcoB$LJ*L+P&u`t6JR#XMA??3lv7e3U zHRW?Y7YfJ=MTHFdM(m0np_kiYXfT6MR`kZy?DuUw$1(KfTW_2aDm^nAbDL3Wzz2{1 zR?~nQfej0PBds^YF~zGuW3fdV#$clovAP=Zafi3zm=Wqubx1r+P!g=K$P7KXwb*)4 z#E#zDiTC+?;Tb7Ag($v~M3Zak;{U?;uf7^SFOf|PkPc++H2UcogO)}C{^q~i!^R8C z#ac(2i>!b%XyLZu%sZwE$EQR*yK3U(LtSEL9vf>9Xb}Px zMA8sSx!gVJiTKU!JsaFa0092}Zv+6OP_)UJRAH2KE!w1hNWR%as6!39f^&$_(Fm=d zL9xM54BjEc&~E1w^&vP_#Fs%5PNoN}72ih3nAdwdhsYNKi5m zhE5k7?1qKLKGfUi?rQ^Eq3P`@d$S6GP5eSxm9)#56;W!?a`MofOc`;+DPS0jYgs?B z3R3mOy91;*vFQKrZc92MFC}fjD+jN75M!@*)a2Fd1@@$0qAdj=fcV=L;7w#hA3veWs3YQP{Y%Mwv#* zO--(tLS+m>TGP~OF*s;{R&Isv7tbpf(c7uhYwt(jV9;OJu+izAhG1xAmicUB8Odn)(A0)bkEhHR! z>u?@pFOrJtC%ln*&oo#0WqG|w(|ZLIJ&u1~H~IpaH`2R%zi{T-F;c&aGzq{1dLS;I z*2{S(yNoycUF1O1<=DQk;%aHuZzU1IB~S6T4pH-suuSB0GcWZpSuigu0og0jG67XwZ1XJ1Ru?%LNw;6K zdUqs`69b4-6FmTogrQ7+!YZt&)6W%hw{4t4P<) zDw_m{+~1_Bx<1hl2N~Z~aNt)+8dmnK3aVg6C4rKUGZq~UFkiq(KNM&~?$p%yImYj9 z5ATX!cn9T8J}W8SnffGJzS>>l$!spAlS&Z5e->PCW`aUK&_imZ=@+>9IaO!Toi6WZ z!GFf3lN9>+Z4ubfEc|0TGQ)J`s=o%NAy?Vh>OUh5A{cNSjsOQ~sA}*aEg9eCzLhvw zvbm9Kz>iQaqjm>a{7WtAue#(dtGp+2gUZy~)ZGEr6L^!=Zc|EW5QA(QjWoi7F;nrR zS0(AnqHW&ZBTER&0ENharI~knVJdFjq`RXC9czNwC zewjY-Z*2Po=n=+L4@Wcm@Jdu74}Gnx_YNl-=+Zwn&u`mlHRV!n!v5N3@+E3`OM|FG zhrF~k5dpxlKlb=Zy!Wr7S-naEbUf1!@4ld!M-^(0^8qCzU)(-sNQbWTec%ERBQFzy z^wuij1K~*xwyQG{rnveK77sQ^EBR1;PIdoN@xWZCxp1Kj82DTOkC=^Ffd29gNbPM{ z`}EM(Cwz}L6QNH~2z5iBlb0`_WD)>bJbI&p#KM|oebogZnX`DA53W=MOH2zoGUp7A zY8YvAb3mi$FGe>aHL%dpm_!osvYQ3Q1-ipPe02lNBIAA6ik5|e23uU|OdnTd%+VQt zV4$_vJ|{3+GG0M8T*&h%j8^PNdA! za7Ko6KnmyvXAbx5$bC8y6ltFJ9j~P(aOQM?KY32`L-`urU%={WaV%CgOMcv!7Fyn7 z=eF($b#VqU=5dlrfas(RK}{(6)j@s4X_@)X0WO{mT`F4D#A%;oc)fFXvl#TT)w5!U ze>@iP_L=Q?b&F!GN&LHA8CS7-3O5PnmcSn6qyFq~6Z)}j12$_timv}2j-+QHf}qZo z+9g~I_tf&TWP+~%Hb+whydr3H3k!njZXT-|doa#Aw3Nu<};{RT5Mq>D6<{h;;5a6M2%>=huH|bZ^?~ElG1TYac)iFCHrQljtoEO5f;d z2(Ep{!Rd8`lxC>($Br(%O_YO@Cv??1g60A%MQ!to$jP6qhI|~~vx{pQO6=$KHRzO-)f?EFYC@M;|C^{g!(i@L|vLsDcn(!xXY9sw=}(ej@i^+a;1qe^ybfj~O9 zMj@ORiy-H0cPNZS4|eW^UgP?G5zMeNXH3Yk7&qD$iJ8@kq@ExmNxRy05G_e&ChOoy ze-N&UEof%T+Zc-}fezoWFukE%W`ckv<`0*J%!#ZYsyJb+{U1R&bBj$pX>V=O=@Y`0 zA%ca4t53x=AQ<^d&PjJ_-ojYlp1RTPv7 zB`ZuEe>pvcPmHwp>=Kk8uARGa~s=>n>r=0)9#wQ+MeWgwMYT1vc< z#wOThET~9VV^UlADj`_`5PmQ#rHD-A2!(B~n?RIe5k1xDK5SE4iUiC{y&+oXOqaOF z#Kp&2KJ#jOng{BQEh47rZj)i z12vo?X6B&>wRCpE+5~z31ZYPBHC@C|=sot+UYpSU$*-k7d)Wx;wtpa^lIsq1)bFed zMa3-t+_Bmb6EbL*1qb-HbO>Y;ln8J=&nu?{^9T=qX5rg)$eX5X=4KBDnZw|W5aRZv zDxl%*KAP4SG8b$Q6Ki62nqqYW=d}29QHxSoGN40jOCuF=n>D9P9&VWe0c3wY|Gx7J znIEy4sb|nW2_?EK2kvI&JlA^1F-Kbe{BzuL3xS~W^Wrt?y&yEn2sXn!ZN|dG>F*%B z+$^(EEW^l9AHw5PvIy#N(}!(XL&ba%uN%4rBcY0E3%)dpxAe*Y3?`y(|Aj{IUTJqg zfHP@J%>?Gi>N~M$uWAUUxD`t)`yPT^)Nm@gzm#>REN+&x6mh9%J_rW^-Sk-htNKb! zc-+@>Qv@6wAQ{*X*B#VL4Ew+Gx%#rTo*>$wd*nD07a!#31P%eSFR4a1-#<1=ERDZOs}*y-q7vc6 z%_N=bkihzeovXYC+y3s>kN)!-F})mEsff>ZX90DD)VHN*)}oomW&O<&t1hFcQ1dj( zIw@m##8(dT`6B^$RcUdzzdeMw_r>nKHnoN%%jT(y8elTH(LZk>EtHT1i1nS(p3PRq z4l?)X+PrFL@wTAQ{AoC>I=_innTYp2XNqmji2rZEZT><+-^RxIM}aQ?sesZ=gALU+ zQsk$sHGjk}Vwz6we0g%MT3N~JmH6I}Ln!W9r6%=Y_$A7VqLVVYynM37PVw6;W=g^I zQpCm5*zH6&L4UzTj!vtz?XpbaTKbv|S73gU*on*Zsyq7)h2vwaHgl*vmot*An$9(o zQ(lX*>nb4?zdL%{r~N2jfu^7&>gSA!?}5tGn*Z%J5R)KXvmQ9`K^kmdx1R5x_JV#x z#@|r=lEBx2;vVtm75^pw>Tfex)^b-q1pnN$22nrNr$r`i6%`(568)0zOV)*W(y?-TPTI#!}mFn5j=AXiPa$YZd)GwFT+0P%YTa1*11_q?12#9=JS#3tJuX-&-z4A-U2x6uNC^Ld@ton`%KY*O)IKd z;}z@UHdcz=0r{U^$7bh-Zr9Az!Fz$3Lq{dXVI7ha!$SHIDlnL})Z z1pF3-AyU@=`zQzG_1&vt3vd;AkDn%Nh2D|ixgoE7j3r=OKJew3$V(ipH|Az>HMd`Q|vGmHmof^13iyak4 z3Xc@$tq%`1*cG{>uHye7hv{xG&bo0&Fyc}n>@4zXbU6`>DX(mwD<9o*dP4C@ewbia z3EM!th%E?7)@fF3lA*}MJtej#4|iX@@w$&Ev3wGH11fu}RX4<|E=0ku7Qq)~d@xBb zt4ytf1fCZYzprKLv!t-ZEWdAZ7 z(IAiY@cPyB#m?U5B?Uq{ch3sR&H3qe34|aX?r-%w#MF(cz$rb3?>)ni_sn#!N*&qEhu}@bkfJSXs)P@#$e__W%9eo<&sMGHFJG& zeINckL-J<-PhCc2(&%>{6+DuAo@ukm|6~>^^WcA3p@Y9h7Vk~5?#yuHlo{dDi^L}| zC!XGJprlVAaRl_x&XoUAM437pkM7H<2pAvKHgs*}*o1(t}j z>(t_R&M$p-l{-NG&5W_aI>zf!|2pOQ!A;7qEf^-UZl=Jwr#p()z^M!H!nLUNPYsnq zcbtSvhC6!R_H3h5CnZTm1-$wa&fas`EI>!%q+{Xkz9t>ln12Fh$4CfPXtL6?yk{@YJ z)2KIZW*7Cam5@L=1`XmzPi#mTQ)G{)OIY25!mtAKwD6KBqI85VWP#BYe_~uDW zxb#Nhlht+P8!`+sd`bc8xj$#jAWwunw0NsZQ6|e zU@Pi3wdg2F`EZi}-pP2VEPtv9cS^1mq9GPOpIGl*zLgLS2lQnVUjcEi4CI;FPB|c2 zvTOgNx)+yyj|wU}`@uP0Gvnw4oA3EL^W05&PmUV6Yi|E>&hr6%+UYG~;d*_FP!o~` zGM#-_7I)k0poea)@MP%jc@7AVh_+n@5XMo*@;Zz9h&Y6>4C~LGBe_rD!vbxR)|AU`^zFB~LgCNiNHbKns&S-$?Z&l!^*mkWsy&o<-Ry05>qcYNXLbqqp#0U2AuJtWV;V7_WysL8bacwydOnBzTx^bX4tZcl- zOlV?7c19aN^j4@6P2=XxP8-6mu9ol0)x}`g`6msqV)^Oo0ga^~C++jRe<)=DH+4&T zt#k5*Vmz((crtVbKX;wroGdbZZ}g8C6jOG#h7GUNEWjj}bqePKdAz&KRCUS=7|f2x zobuaxFj~yq3hJY0n>%CPVf5JJ2-f%hH__l+3jR!vr^QDq-4 z36#rpX7S!UQrv_`J3dd!B#E}~-qwOuu5{zF7y&(LuU;k5Y|d;AHIInJE&yq3`=kqj z;XI&X=idn@4B>0fJklOaRlJZf<1?D?5Gc+jzm?7_lfYJY)PUAAxosVP51|bihR_zk z)fPT-P@K@Ta#+84j{S^LhX&9JTI0e(z0uvLJuX7*?y&(KZkgmV!?qH`jd8fckuN#B z(CV=`WYL9-bOhuSZ3B3{Wfl26rkqo2gMGeiJ8&3cvyW6*o?@6*_5%eQ=l;!?+hH0q zmrF9NGn}iWNb&m;T4H_we74xHLxlJ9e^ zaT8v)4Q<=Kmy{4p5bBBK^dnc>lP806XzZ724q~GzbR5zk+-BwzG~4$`Qhn4z)7Nac zACXF(U*|JV#>rUz;wSH)_Q6Zz6#Pw$dEG!$Iyc^DC7;;-c!HB&qBwjZ*8Nq2HSi?g z#o710X@laS!hBhhED^HE%w&$mmPPZAu7tmXEB1v9S^vY5RC>CXzIlA{d{_cmz~w1$ zV)|;sH(sCwvCR%}*2(L}sh@Fonv;|PPO`nJq80!K#O$+(B0{!;1rM1?U&Rs11~kWT zmT4dyfN*0a(fgeIQMr%~8zYzW&zDNddd@r{Gtx^by|xbJH=IpB-PCQk>BM*2PbeZO z{j*I3k|fdMll10Fn~BO|PE-7xxZOi}+_ebqe&Jb8cUw%7TKbCeyn+~i{8KQ``qOp7 z=zp%4f_+e4oCEzJt$CM44n%J>xiH_Jy3E5R{;c0)y-lhGP-awVLB~*u`mLZDcAHjV zsg~(NHQ-j9G-Cqj_V)^w)6YBif$mcbiSv$G+E87wT$HjcRlAp6{`IV5YLke;i*Q=T z@Jh~&D>^1Gsl1pdA{s5QsrlCa>GO>DULd7JscwxFG5JaaxtQ{aVN49c4vofd)4tW8 zj9(TrDg1E1mXzUM>z7ZxXc!kj#Iw>^U>| zyjoQH~R_U?K zt(Xxaoc8U{XSBjxMhtTG-8(&3Cf3RO@3Y}cNidY%<%Ig0uBXhO8Nkc6`okLZ0!BA) z;tb=2`D3g5UdjCDw(rI4TcU?9T~j^mNz?l*S(Zn71u`pRSwIDVM2mJW)*WzD#=Xs0 z#~!O))J{-iZ^6M&3BQ6Ma29CR>D8EI{2FEjpy-4RSMqU9QLmzh&^>o`L%iW>$h|L+ zCyN~OeqA65Y`jrniYpJ>B%b{2V%1mmv|Ug(2O#m4{)hERLkvI1!*$&OKc668|IS0% zYQ#gqiyCTP0@Qy0WH~$#%RD*MRX8pA(qz>xe;3q+)V6Z(QF_UC{AikppR{y=8AL&7 zfLiZ=!l1T|#2cHw00c$$FOtyKF3(fu+W~)3HW-rYaTI^&6YB&k+G8Wgz&xmHc^8cJ zF_{N#)Hb7KdeyZ6y-j(6O{swc6z)xD3stU5fFgWA5+BA1lQaI`?S_n|E_8sWsraz& zOHN2!LlnxM!v_>QqQGj6)q-qa_gk49%cEViAlPF?{NzTb>Amz8^gv%d91s=`aJ0G6t!U~c^@znn4PKIoXFXVRR;@-S zzZF%sYeXHeWyEzK1BF%yDS7XbXC_J*++Fl2Hq@{0dDvOd1#mH(NPgd=nhkm_mXia4 zeREt1vIBRGF2#JaK|P`+t&`tQ2^g;YKdc3e+;PjEcBVTg2KOBbf2c1+owEx)x&jUh;<%TD7t zAb#pvl0gS2=T#G7r%N( z{R`<|>>JCdp2J=HQhfPfJ?~*us;3(joUWZu__l7r7BlH)6U-YV!gUvJQ`6f8_c}8I zTAc$TfP$r{S8yZE*Pia&?$FMNKf@>0p(L*Z?=jyw=MUDva_Rld3*F2ZhMD^RGOE$$ z@tb7jq|EpJ%h=y%w)VE9lrsc-;K_f_>S(Z4qwOT;7Lg>#M}}2n3EyivquUuI@{9|0 z3v-d|4-^R(ZL6Iw^NgV&@^t~bO*i%`^pjevd}aYGW5skmHksVGqH~b7?I@Dq5w`hT zsw#^rFQkUO3o9$8RC39+PeC&Hx4d^)BlG8U4+A;z6Wbb{6Bz7R!LJmK5P`m|n6^xn zh4FJLAjC8M^C4mJw*r_OGGg%I$kmFHJR2Wd)bPYL4uHA9^Frp7RuSEbUTP>tgt zVpQVQ|A3($x5Cu zOq&9Hh-*0T?YrjtlPuD=@|zX$Y+DuTazM&UDE~rXG;2xY{3m?~|B0p}Ou)MG0Mlse zaoZ=!N+Rv_ro=(B0R}GjUvk)Kht(3abT1gvtK}&+h|Qw#jaZP$f%#P#qvzV;l58bElY zNvD{KD+_w*5DyiI7Bn-N3F9?NQfK#dxRQ?{{ki{=gdI9U!G?fL52BQ5En=Y+sv%Z1 zZK31Vdw}v#S}MV6Jsy|(3ly1u{>vqvBx~_~B)zh_CD@5aT|8?*i|6q&gs-Aq@cNk% z_TSuMKH-GT#?_Y0f)4`VK1%RU=24I#%L2%hif~(p%kT%a=G7>5y@P==o$@~s1T8I8 z9tt*`JuN)^V$(c2avm;gHn>HPibsx7Vrj>Yw2O*PzA{>1Lp9UBrtQj+&M2meBmQ4v znz!a8>F}0tmint>b8L`fZ$VSoK<+JCT@FwjtK$&&m*`|??0GH2$YI%gOpv2%gU%wh z{uMn(Tk&ytvV)JWvHKmIs|SUc=+;l3({ZKGqBQcnBD4U`84O60Zl5L7 zDJ;{nn;ktA8&rXJCh*Va?uVJHfGTo%{Q3ZFNLQmeUrf;a!yB&j)lPT!WkDWUeQ2d0 zoR&_f|BSh%zUYz2b3_(_LFO08MrYyW{Lpza94pLp_QxWcjHD z3#?uCCZ@p9{mNEV`&p_L4mE`BTSu;+fc$#u|G)g6H+G73xV}B9^3lW@C5&=VH23UU zT1fDER^>^V_w_tRvJx0iv(e(J`@rPIxTQ+rqH<6x9|dA3`$^(Hnzq@K!iXLk07lDsj4V*ZxmmKwyG2x5~GUe{wp<1 zz3#>SgPn;7c4leV<3!%C#F2bO*zS8LL{`t8Wd)&Svca{P1J*IRUohIr_kYV#w842V zI>VT~;covLFc^GvY}4k5P?6Goq+>A=e6^oxpZ9Hl-HeYShmi_xSHNbi`(~*PFQ0B0 zrzm?%iJrnW?ZFdO)eDJkFbC&$-i^RQP*2H_3BHGksY)_)Uoat1AUEfF1xg|$IpMRb z@3%ju9tGqvRLMH5Kx6O3o;Qop`AXXWYqbm5z+bYp@=T~6{K9jBw9{|y2$v|-hFWk~ z88tlwftDmCXIg_IekAOg4Wtu3HwS!xS6G%P^{LQWXG%-6-po9FmboHH8G|B0)t8a< zjKAGOCPcj4|DW0%5@%|TwW+#;8DL$Io?QPE^;Bxa-24x z(b$aTkCmaOlKJ^d0WuO>?#+a$<=Yc9p7Yh zpDSwzdsEN-R4;|5XzW75XR&sUhGPSFk2y;bmy&qG%zW^xjtUkXI$w*l-vY5tMZ~Y! zYXkiGU9BEnDh?Sdg`|HzRq`5y)B^Jk$H-am&rWH;;`8Tv2}hUBJ-Su(Ct+T<`AVZ} zM`LfjdR68^^c2SwpPO^XWu^9dkpO;Mjn&dx6UO(>!$=A_{+8998{@e6@M(aATZwuD+hs>pwH&wmt^rqbrQwN4bb3yN!toRCA0gaPzw zMnr2%mIZoGWl>PE_*~QJinHQ(cl#jwa7h?{VbIPn@3Xi!C>88O<`BLFygVJ&qG(lS zF~I52PgWWGKwodk(n+r!i6pux#BjyWew zeBH-i!7@0p={MGQ&J^7RBi)c2$)Vb?i7#NPxpK+P-MT((gpra7NM76NkSX3FCPoTM zo~e%AFPS939ycE5S}|aqM`^kXI96P0oVvELIQCXhHj;&MFO(%zBAbQff>gsab|?35 zkFZPX`%EI)1r^z$80nX>fcRsfouh<_ifRmfV*dQ^ISk+i6Q0GC?5|{&ukJa(UdG8p zU2YN>xByMF=8<6ON6fE=|1I&!j5Z4ePrt7Ia>f%=w0z<5Cbx4}H)7Jmi5Md}Jy9f| zzNbq>lPfP5g=t4Ytkj1Jn)V{uwZM&1OK=us%(_X(ClFyULD z^8Zy=*vah0wJ6|p>w)?)V=A)vP37Gi^O!o2H?b))n5HZ`UFFq7@&mYLZ&%ZFny828-0hTMG7BY6N#8;4=91+zYGOfBaT4- zoB{_}+|!|FZZZHF#lG7ljkaVo&Op|Y&jBAtU0b)6I-O3i&=RA}l&KITQR{EpikGUDxE!U4`tSS*@_GA#Mx0n5W zTEoN3Zjv%m?I5Zj7D}!PIjsPOcduJ&OHehl9r*UVE$c;b{amZvjF{Dnj`{o|V3E1N zK8kV&I#mGp<0kt0IU67}=~|LWt`@!%4@VZz=Vn@FzEI`QE?cX!&Q+YwALh5nXJo37 zRig15-sW77`KN?BbqystL96?hZNW(Ji5eb>ShV^Uw}KAXY5)u(B!oMk$gB!9P_D)a z#`ATB{DhUPCP#v`_-gpp}2#-wf1S*Ex7nX5^prrYKCG_@5*%Zrv(yE!B#iOmq05N z)28-nt13yP^8Xyi^yE5EK^jLTgC4_GG|`YZdE=b@={p*unIVixg6^x$cQvL8YV$g+ zKtE1omd@Rm5yh*}xe62{`WvBgpXfU~0phch-Eou(z4U|VKSxY{O59rv zr={D0U^ta64A~>fJb0b5-%%YKT{G-?_v>AyhOa%fA$uRqTDI_4D{ow&>v|+lvY9nF zmb`OryVBL;4WFVe-Bbx&mor8-C$>kVKqhcFl_zEw#G&gG`()>(VY$ZzZ3K-vgI0TV z{h7fVI%#RNCo0G>E`1P8yaf?shg`Hx2r{?5Aq)MAZjoQ^#^m8<6Ax#>ZN`mg3|c%Y zWqK9{6iE#$!qllnq&|;*-T`tLRyI2(hDzmsB>yT`(jN0>QleE5nur}T)~V=qps%_Y z@Gs9r;EJ5a*Z^10^csXVc9d{0Q3o%%Z2#0x!`Ml)uAZP10NQI{HdcytX5EIR{-6ZT z&;jMDudZi2<2$K-%Y~CmC;3c%$|72N&^vO32X3-@GAOqcvz8THR1wpbDeMhq31qgb zZ$&%pZ%C5Z4hHyr^h2!WE`>*yt__}Ij#h3axFi`ZTM;F@CYO%sbs#jUQQTsj5L4tB zgs6S~PnbPUH3r?nNJ7v&cT7uOu*pPjOzN(boBW%I%UWM0y??K2OG)DquNo7MkzUB{ zWN1x3m80H1Fb@0|zA$;Dh$AiwY$NS=?>Br>BLk{BM^w%jR{VjT3E^+AQ%y{*ur(u? z)33+*let*o7K&}o4^?jYKE`}sAs2XPXh^quAAhFfVFoVWTZQb{-aP&C@ut)7=GZN_ zb8yhyGMEo4W4#P#k075$R1_!I@5CNnQ0w}mSYHVpgWt0KpDtj?&+GFVmstP@x@55b zc_6_w0jA7;vL{u$c5_LtiLWvl0S z$32137n==u$p}H!);VtdUzAPvRVL%uCuyd-^mbzMA|@JevQEWr`dc_NOxPEv;CA4; zpK>38xvDUQNSUNMhtl0zhggO_N?IjeI=zC5#EE(I)(lUVOdsk`Pl~-%Ub4-n_TMRk zvjqbM(8x^})Zr{YVltF^=qe95lxn?`#hWK1)CG={1#LBp(Ofi526X4IT8wl~BC0DL zU_rrINhP+@ibw)ADVdv_AR`5y653|okJ2$~5kH-<*3}$Zr@&96Sqip6T0<5}Li`?p zff5uD;4dlGn>%aQ0U*rK)i3_uO?9z~0n@9YD2iSbP^?`y4tr_cVM*pp8Wf2KOHK%Z zcAtVO_nk{ST0_>am2jP+%d9sc_%&NW)#x{k$fHH3+C_P_0XG8RVd7Upa6>tS^<|ih z4_9JWM9^bWjsZUAhZGgJ2F3=F&6EZh!wELP2PO!7%>gp%(Z@+6!Fq-O69PH;T<9z7 zSoXNf#ZK2%4?EQO-$9w2yJxPLLf6kNOzLI(D6xncupjA=V)w6E5{-;d8Y}+%*kp^- z=^fqYVF}FgpdG)K;hL=RMQ;x3vShsb6ZT>Tt6^{a<)y*CmP(v$xB_A?@iAUz(%+av zaOj+JTLLN|*oY&cnr)~8sI_qBk{)WhlC|lGkFm3WPp%@3@$mZ?MiJ?Br5Ie~aM2n7 z?tmOgIs=?;gc2mIDAX!WZRkd!FMiW6?C8Fmng+nOfx-&4O*S+cI&BQ^P&IVg%#T%_@Aj5p4U&~sU#ax z4wC{#m47WhPx=y-g5+GST5eNY!64CU7vlLL??&0jk+?=cTi(6*a%{)$T8;?I-s0Qw z6pty>aG;g_H*MBJ)5sl(>wXR4!}qqicq>JI<`#=%-Iz6D%Bch=2^(qo?S*9d7s6u;oFw%8W$jtH@W1kt#(@kIq_v}?8?T&0&UX%DT`O>;k_;JzQVXl<% z-)#-od*C|+eDGp6Xs4+@w(4S^&s8-0<%GH$H;OQJ7!2b7lFkPPxS1$ zt0nzjfI&{2Ss-Wgo=JnV-ByJXts(e1wKsS&Td>*-!%ulQqG$ob+JMiFUT0po<{kKA z{rr7{9pBNSRae_RMk>1U*det=8s-S$WsxNVlo)%M$jjqZ|n>wbr+ z^4`yUSu1k>EncvPjlF+1GN;F{6td@(_S*fbl+ zq<%?)18rj=Jw2{)SR6~J2w>Y))!2W)LB|`&gpc_tRCFRL8of%)*XG}46MWar80mk& z5z`-`Wrm;zHwHd+-|yi7vER^QJd4P-Omu5v{&Y8PF2kjhv>9E`Os36 zj9)(dX>0?>%#FsbBaWdT*8+O-U4gN|`&8;#koE91AVoV5Fe{PqzIy0Ki}dSiuZNU% zqHvs?U8-b{$CL#MH~+z1<82 z7>R`A0aTV^laG!x`clo@xZ^JK@czk?Jwcu;u7iv#_V?vd&I}YZO?QE*ejZL-7(mr908TW_^zGHoJb-lJ9e<*b1GZUzmXk$!ED;#bS=K=H-E}&*KVabq@p;dY2GME zA^!$%D_$h{+VyUjlkXFjk}DO6pVeM!4eu0<797`MBN}1yptZcnT-W6lX*wCVg@}{* z{>m@nG`8fblpxbi_=i0JN;od`e$<^VDq_J1hAc$pl_Je?=3WN~qRjE*@g@f)nIiqM z_3((((K&rWLD-M?uWDpyT4H65`Y=|3sL#)xT|xj(g!dz5fr6*jGw z%;Oy^2x3E^F~|KQK+1Y7Ir=aiWnm&Vlkzv}LRPC%PxCq|bu;7Iej`U0O|IJSH^YC@ zNtxnQcm|c4uRuOiiOGuZ1s+%Y^{p7 zY5Ea(RKI`0;B5qkk}BJy5uX@s4> zYDbNHg4wn2AyXd4$dKwvFAN-O5@VsfTyh@mI%|Xh)e4DxkSfHPGg_A-bRV&rLZZ&>)`1_yclS$C%Mi z8oh-FEKsI<2&459Yg%#WTbNDeihTiooB0z5;$-urzLsffu7HH;vownk%2-uJ^or1_b zof4T-Vu>!XTfe81RAkfTOxKw&L*bxK<=Kz#t1=M}ftqQ`q86?s+2MN9H} zhRampd8pwC57#NR{O`REhKU3p21~xw_M?CpYX|3bm$B8CPe_?pR~!j!p<;G!t-9sa zlzCluvN-Bm#!X|0J^73%KLRZ~s6)Y%ykdEG!_A_>26fYs1yGOn39APIcDms!i21%*|OuSyVL8Jn?Vm3Ty)g&xcPKK;;OS58z zZt0X43PTLT`DP2vC0%xAR#k6C9D2QMam)tkO^u}(P^!N%YAh*PKZ*x1%1=M|7<+g- zIPb{%7_W5wK8;f{Xfw^gf!H5j>BVrag(KL&L!1apVBz>`%Ce z8Wdtf#$zZm9%B(LRwwe(LoB#Q{AX-QjkGzEuN2vwSIYrms_07Y3q~xNnEbppeE;r4 zMfX%oHR(YF1|SfVV31w_zF5a1?Ydk_t*S>7JwVsSLGI3mUzEJB)`RH{$ z#_(jv8b6k*9KDBJg;WtCF^F$IjU+_`tR!-@*g)xRl~$~=4qP>s4jw1YKO&0?Se(`Z zW0Th~kM4Oira?im85_Hg1{jz^ZWP%&2InQVJ_+8FbSHt%rsj(J;- z-rDE{Y>Yj=1^INx;xweNB^EFAP~$1i;)Ya!sM&)z?j_#*v&`kKpinSXyMu{bVu=a; z9f;N*MlZrZOjo>3r-%E0^}#ZPkK)>7(QafMj|Vp^L#qwqRj?73Mih_svz0te@pE@_ zezasRonN7nRmu!B(}0daBShO<)IAoV{9i$`=&G?rY{8-?%5)Su(Br)BD&F%ECIAe-92r8a}9SMeIgrtY&IEOVe6aZ0_VjOXfVQ`?{16jonCo| z^YCcy6WJ0Fsldd1V~@dslQc@2oGf-&(~Y-^T1M2Yg)3JzMj+bOMFo!yfmr!KUP6>l zaT&Lu)@Salbiowt)Jp-K?=NBiaSD&Sa17w_8Z#ug?(s6vPPAMp=0VJU%fOjnrc}vu z+c=eA825O7c!&UP(OMF*13Kmd&>izL$Sc4sU4`qym}G#lN>&g)O@YD`X^AEKH@)+L z?`#_y@AGH{pj-Sr@3#MbM1*Qa>;?X&yI*9K(c&(Qn77^*3X*r*A~ZVu{St$+3N`a;6YnUr2IPU`JYm{f>{$0z!$U zD5JJn)56xZw>NX4nm0E?e8KQ|VMt2m4Q&uyiS9}JPhZ=0yz6H_3@-*NNMOW7;!C?$ zqe8B@bu|wYV&k6$h+#Vlq4JJ$Gr3(w-4H8pD6b__xc}kZv8`pTtt^>)!1pb7D9hKv z;gkgw-0S5d-?`=xdut}i&@dvtIL{)CdCWfar5Z_0=-LASMcggmBMnF_$sv@amZYvX(dx+3 zH8Fp#bGt8HiE6ysO8%({;Gr)=QsT6PeC-lN%E3&l;O%S`n}wRl(Gq;J{O% zOdu?ZAhFI;j~F(*R}(%a3iDOEb0``8>`;`;g@xO?)gj*?9hnkgATSw3r3WWWVjU`E zp8R(o15#mg>j>tg1g=S~HcD#H&O2xr8Pj6w8=v}o5RqCRd7Om;OJB&}a_ zJe4x?W182&V;KDVv=5bjA*%T5A!--%WLRu_jy-a^u6fo%8o)A^cqN%hbM{Kw`cbB# zmciF`EyTIDS82#q`oX)W36Fxa9Hj8O%<7WfY%j1VAJ}SoX#tY7V>DDEKSbS_X17;P=V9aqiNALRkDWMsdik-tv^j0&Bd33x>vxI#do$_L zK3-~zf@Tz|&O@wsYo}C4GsywVS(8f=JGrp}aE47m+J$ML^01XJniH+(U-H27r<3IV z`xQ&!TB%vQN<>q;HL9o?5`sgfrES)qvZH_>t1+@XMDrB+N|P~M@wXqqLZKSu<(SWTp8qon|%T? z=5a5k1)rg_d$wf@>VF5MI@bO91GOC~{Fzn(oPKig5(=3%LL^pO!rV3v)UrNhIjEJp z=h$Xd3m*Nvg~a$C?(>_o>C5FV<9l|27^hVw*&%T4LMo_4SI+64U}&CE_=%LVf}Lt6 zSga(ptfQf)hcA<+^yIsN!<`^`#r2a^hWH7nd8L3DR2GR&`e?V6nd;H}2<;mYE_@4J z$3Ck3z~y_-Zc#n&N%OA;{V$u{IO1QQkVIVabz-;+e4DzHOL%TJ%f$9_=njyQfn>gh zcFreH98mFbMn)H3BUA9z1}@7UzMfNW#c(;JrGL!yW;feo_@A>h-uB(Cs`MpFwu@vRJ{Ym)x-pFOiEw#EEFh`# zskuEzlePr5erS}oaQq@?15MxHie^OzJ4cQ{8fU0gap@a$<~vA z@NW$V4)pNbZI11iuO%_CGSS?0Dr%Dy_G3BH^u6!j?Rhc{)$C&DK}Y1VklF89*geP_ z(-Zr;3O4Jw5HJVjC)H^t@drG#<*%zqO1hx>!31m*McyKAkaESPD8A?9o3MPx^rA*c z%-EXe*k+}g?m(x?_%fD0o@?EU z3*8ZSbed=h*K-~aHrUkh^MPbAvCAc(Fe|W2$LxEK*@(|yap;aA%SE2PG~*91)$UUF z3rI@#kBQX(bw!BRfoP@_sYcm5!7KEv&ne%36DlG5|ASthnri)AUqhnaUruabcXW9R z;TkNHn&`e*5{KnD8}p^LLNl2_gYy#?DT2k6%wTJ34ZMQrXn3$9#P;uI?b@?J5M7aR zjB&>nk%^~`?9xJY4X#G8sTI7269I)XFS+tg+w3Au@lDNHUQZ^%9m}qC`a*wj2UD{Y z-+Gpk9Z~0&wFG=OTTdGL{c47|m*ZX`8&ahl8xL89R|mbPFxiMY2-pzX5pctUPxD#gs+224mh zi`i~T9=aMMG^6raJhp^Fg*ui1DQ%hZ) zQD+EWynv*x?LofJ5tbw!yuVc47Qp&{KIAF8-8iie&6+gn5H@>b?6N*EympTX+xvzO z;GjRQYHbfoIpSZl9#%`jfJu$~F0HJU@}m*)3AaB3DHip$(^#~%3YzZS`Z4fi!rmJR zuY1~WjGOIa`7+c5z0tybhAWq#tZK#=)X5q9`}nE|-ijKvakq$)oo`KjDonM0-lCzd zev;Psgvbe%w)kU9;PqaYUK4EzzIod}bWL=)fT$)Kanb#0bh4e+4tCyII5@nM+7T%d z*VMi;CP@1#gK`JBh()`04wH8CE$vHqkyu!D%i7ohV4LB7;YmRu7oFmuEe9G z{BPTrYY3{%S`;KX)UV4Wug0Q4L;+9)8;dM#{>31s(623-3OI@%88T$IQups=zQPa* z!Zk5?C+on`_7p6kKIfXCdNf>SNGzxc^M)8g1Of%xI~*)%Z(O}l9TK)V`xb+wXQ{T6 zoXMF0KYsvcx2jF|H*1vR1tod(WboI6CE{o&OyeK5lPuzEHGcrL*vIe|okvVrRG{#T5<<)6 zId)##l}#J~zQbZD8r=FJGH6|4p&h!ZamlBIzxm1qov{1a=WxI@pJAjbr#UBq`>C%*yX&%10c%*_$O;`fGt zE|_v^)W-)Sj`zFy9q~6~6fzg=@hx*3SL!{yToeU?cEyI0)P&_>B!#~Ti~Rk}xV|YF z7q6YH7@Z6RGt%kCOdurXc<%w^AOVDyO?4=*$bzTVumBXbPFZ1v6xu`W+^HMkG0y?% z4|Oi>L!9v5hS^9;4vh)-*;#H)W^>1|AkxeMmRC1EsS`y7d@| z2jcgbYRHI!M^@>;4zDaE;oRvM+IssF-mgUmIojPB2?`5#M>^qYK_AjaWkW(seG5kDAKO| z2GoZk{!f0iH22)ZJ~ni<8X3Pdh{>*#Kke9cyT&2*qgy7Khgga_EZGlY-!DAd85J#y z!aeCc>E!CWBe&!ZpSJ)dgnD2YiLGGyyY&5c@^GE>?OU>ViyUh~Q_dsyaC}5E{h_3N zISNEI=t4PJ;Jl|yJ_o!OF`unPyE86$*OY~4-PCV#zNLypvaXn_&zwUVh?(P~U)?>U z+Ag0TSc3K2Y#JL{GfVMMij4)RH= z;OD*AW7A^oeTkVgk#^??I*GZFrL&Mjl9G*bcI?EPFN|F!a|lif4*2fLu$tr41&<4H zp5Oy_*RJG(QJo~^L$Ic|U~_ZXl*D7&RFa$v@2(OHE`Qu%tc*p%$~&JGr}PV4M?fTo zRhPsX;MgVAws)(?6(jY8Gcc}+p1Oco19^1O_2Jkcb1v%0O)^CGf?VtIKK~{3`P^#+ zK{iF8vbnQlQuneGL5J>dTtkm?!oQqM;Qz%$b%0E@*2m~gz$=omz+&Y-E%oB#1SsBc zfZrk*fYWFWL*%)(kSeN?L!?LiKA-lva*fqiuP1swqk`jVWeKGW9WlKU8Y69X_b~YyUB=#NE z5#N^AJp*N~4C%vn+Pwxjs^S({uSB%p!U4B2-dgfJlyrpN#ldY|g~-d4@Jqp$G?e{I z{0j;4Bu4U%IUf@L5k{#u5V9Bm^@qs<5{Y$W=ILZ0B@e5|u{^3j->pdTHiJ~3)6rGE z%)pu~=$!iP25WZV#sHp7p#``OX^{Vb;jJ3Z%v`)@&V8 zN(zG?JbGuZ<3FRMm#i;w`&=rbc|vCj(#abra*h8&kJsBhP)xsvoT>!z%Vu^}X*r4f zY=@_JQg7-ZD4LSoIH4Gp#L9o(h?h2*tc_LL$#PHHtBl!)9cw{q#= zcw9?qB)hsM{!|+dzUwW@4%|nIM&zG<7CPlP)L>ssp<8&?aq;Ei(Dc| zhi+c9$G!*uI54jF(7>&CE}T6v&4tBpm(R@~QEPW?qR!2s%Wx}rP3r!H8GmAh^MBX?{5~fk;5YMXP&<<_BV&^B0IIGkt78%5E zIRO2(;lKNuBX6`&(hF~Lb>N?KpV(t>W8iMQwud80S7Gy}w}&F~yV5Uj==uA}h!S~J zlQ9=p@x52?-OEc#x3>KNmNt3}?JOHqm=p&Lzo|w=rC=PGb4BS!ueWS@UhJOIjZ&~B zC|5PDsc;;$jZ1b~iv33i&*4m1GkW|WWrL|RIT?LoPgDGfdVb!5lS2w(arnkGR=s9s z?k&9vX6g;MnkDK}cxXJsMNI!7hkd0F6}1WHcF0R4d%`{fm|nRbr(-kw-v9%X`f%Cu z?BN0&t6&CXFpa(Yle_?hQC8&!$Qmp=u%rkC3|A16!+X;9f6!C;QC2A>Xn0%p+w%L@ zwii6$!PCRSo<2l@E$w?>zc$@38!$(@-X;Y39{)&_OH0Oi*hAh2!8>1RF_W?Wa}sa$ zYIGbDYrERiwK$*2(v^MLf5%QrDW!qJhF3_TlBJWsj1M|GD~dV~5L)#FpzH;U^044~ zC@4r~wF)V%TcZS7yXq7>!Sq|!?pSK)>G))e5{(m}5;V2F1vgHQrgW4Odp}W8BD8#| zg)!UoG_tXnG{yFBrPw=ug_XW%?1Jt5PFS3^`hw`s9{Mb{?fK$R<*D_r9!LA#7Zh4p zwJN*DB2j7zIZXE)a2;q9wu$3LcuO-6RoCC&dO*8Tu2I_+b0k?~ckWnLVfqCm4A0iQ zz5Uq({YZW5eG!J4=YoR>->5iUb~OsMUY>+@bv0ZgiM)1mQ0#AP5dqgYUBmfml?HcR z@k@yTeM1E&g@?Yj*-~KPn5Mr~TA?$gc>;#nRw4s{h7Kb+w&zQgMXmcT*%cwJC25hc z-!uo@^hG^yvEpx&m#SnpSr0F;u48*M--o-}F{T=n2RZW)C&fO#1hzXwfvl32+g$0w z4`9w_UL)iEJ`K}lo`qh{AE0##NW4f5-VlpVk-`arU`(9ceXUmYyo@e(*i@pQBFQ53 zd6-_Ae#MNXnj1Fjv?^Ce?+FvJ+&dFwi{zoHeC4X85(UM-(C(0^`ybzFN>0PsDX9q) z)aXMLsI}^_Z%#eCZBT~_Oe>x=&LqblbGddXkVmeTzhM3%X=m-C0&ze9`QGjmYEGNq^R zyom(;_Go>tVhrr!g&U5#Sw7+YS-?+bH-qG?|H{3ZV}sC-d0%xdhwB{7=wDym`5Rlk%Z>o(HMyUy^DK_MG}U%V4umsQ@Bk zshVbe^2t1>&ct|%INGew1s3;IjZ{~Fu2)GGOdHwP(5_9=gjOmk%-ToA`m6z-jh*(S zefEx8Co$rj-->vEc^dU7G@}&5HFuL75TD@GV!*qNE;o#yg>4^YV4~&j1acyJF790v zrt-v~UlTI^KH~0B3>epw(wed_``JyGPWCibd9sjgn7{kHXvalz%lGzDX3-rxPhF-Q zx`2!e>`;au+R?1ywB~ZJF2FcpV_SHlh@^kr_r)GVk%8ME>YUm9WYYy`7cv1IcyRdj z4xnIxzVKapNyC{#5Xd?2&6_wmcK--M1k+f)EtVJzUh-(A4;;MTm93JlB+YOG5;m># zmRB-WP7symoWd!M>weyT?P@4xPxR=>4;*w!kYc1oF-GO=HH^YO5(+WeYuq^WH3ExB1OcKY zHU}&p2*cYkup6w!R6d^{$~A@g1F073H;#nnu!-%t66s3*dJJcmdNC;hf!j7sctSmJ zCom8uH7io2VWz=7cc%L6Zs09M)6$)-KxVh`Sh9gxI8uNntA*8Zt559}iD?bYM6|Pe z-XM(1yS<0i9X{&@ccr=o-<3wdk_oqo)_QUC6QqSIa8*qI4i0>AUj4+Le}*n<8$CTG z39^|@vpcL)Rgi26LT&TJ@3dRsm8E|u=+w}r%q%hBN5ZX*)!q22LsKb{$hUE;91xQo z*qeA5hl5O`2?*|nXwne(GAeFI77y(BWU2tU#wfr9A)8n#YZ%ea?9-n@LKOr2-y7N8 znYTACk96wW`mGwlk~|*=C~I*8hiE>uzRdXxnw+Zq-k)Q zVEKhw>?~#gr^q6(Z6j41!P1-7X6~B}dJ$sg*(-}TMPyGb@Z|uD$phvUj&jxu@+vft zBDmCwBC%k&Hk!u1KN^`E%PC>Ge>oQffkRr%@;Fm-!aTxE>t5sr(M<@b!ev1qxGd)~ zMEiXkQ8$Q^gRz?n+r(o7v0Df>Bzwxf&{y2b-*(`fFp4~OAJ6WzsImI_+|vi z^$(i+M1kcIs5t09Kc~sm8txt*Bxl`{X-JOrT+OP~(E#aAmSTwYy?@^d{kikbZ?1fg z>s@m;%9a+q*Q^wAe*4Tr#SaMtC~PtT+rz;p9CP7(DTpSS2sHQU&b)cXHKGt&kgH0x zznqpC#6APiVkL6EZ{MLS=PMPzcYejX{;czxg_8xmI{v4rvlw$v?MXTfmv|Est~hGF z*OGFamTSJ?Jc5WXiuD964#K}MpQ4m zAeKQ54;T}*2!0N+5CR42cj|fNqa|U1H>C-({cX~s9T{v`|6{fFlD}&+q>beNmF&^= zj*`HhDK1SsGo|rkcAQGgh0&&`%Ap*Rf?@>}&*^aCgBp(3n9G{%hv)6#Lf>H@^Frv$ z%4x)gay^+syP>roYZX}c_D~aS)LiD`E(k5mzK#wNNmHuUB>WR*%g<2SP(>&h!%&Hq zq7Z9koK;h}viC?qY};$}EeHmKLHR<2i5w!>d1GT%MSJ+V7Ll_MgBQ%6R`Al+W4QCH zmHf^5OZ50mDx|l;-A_pxL8O?$q-Q~-f_-5P>)*|@LHLk*G8b0=yRE^Gzd~xj0Y^fS zwkPZs{PK;w8xLuYx8L+kVRQ97XvKw4u%N{ddP0z}oq5$vVtLVWl-z&Kp9P5bEUx!a zs$=jGxYlF|RDV4SwM=EomP~!Y2ta1PfP~Q?%0yj8$^7lF3v0z#C+-T}~d5HyeI7XrLDTajpIJ44Up`k4cyzTy?JUGVp4TUEX;R!eM)BWUmtPItEy9zEWP zs(c(Pn=g(_VJ$s*0lB(L3$Xb#2f)idNL$#a-Ywdt?`p*7=OBu`5R#3|MAe4s^NBIc z*#UB9-POM0+l3V8BdT%yh5gOe-p9)V|4`)~t5@T=-oPm$P|;hAO|YX}6y=2c_)yxG zlUc=30A(B9R}&ry;9V=v*u|-_q3wL{$@Y~YLcIP;XoJkNz!YWq6|Hj27g#s1^Z0{L z>#U0XQ@?0U~j+d1>T1B#~Mb96)90nqK zpirC$8G7~m*bt8LTC$uU5x4s6HbchtGO;MLFZtu4ra86ZzE=Ry;5m# zo$D}kUeDM*=Exh3vkRhxPpC)~bZL8bixUS~Vr3PlQ-5I@f5bm8ahO9cs^h!kK-VQi zRtm`D{Xj~eolr6>SJxMEyw$ZMOM&>So^0=x*<_KhDtmLGv_oS%(BnOrZ>NY zsp3(xv!eS-gl7mV-4YGYOxG2;y^L2pq@9M3Ygs?%CWVTerD@tN)Frr=z<0>WEVCnk z429@``Rz+MPWHq(y@l$w8ifPq8+b!6Mp}X)2XIF`4{U4g%Ivr1dk(x2<7?|$)v#lp zFr{iN6zii?z8|-?8>E*+n%;q%s}%O~VNh(%uBa{*tcCZR*={OTUTqr0@gJu`! z0phM#>nEjL*dl)B(*9C{bSCs&0hA*L1z+Q!cOx5(qcE8-N%%+it9@>PotZ`)KgtmM zW6G6Wx0hfl8tvYrgL?)Yf_|pDV+=Q{v(qDPej-Sby?x=q)~HzqttcFAD=E&ks5T;h z%L_#n+qw4UhYhWh{&=_W8u;~w-|UoIv_T3tl+cZ*W#5I__y7d?oJR=^X1FQi9V0o$ z_JS3dufO(y0BfEramEPuuO=HB_L7b}3K27Kh3)hCyFpF2Q(8vr(uHVo{;?!eq%KTW zXi-mS2B^Z+9xGHG8i5ZN6D}otETY=BE$8zD#BO%(S)}Mq$DV-Lo7{?{j7ELlv!v&OWiPdGHc)$+q!F7q&2bzgg~x*91{VR!Is&R-+cUbrY(5VX73s2- zvcIBchB(15ae1N_UqtUAS34gHu{}0llNqvyH&q{A2;E3=*<2v!7mOBla zI`r8pPVj@iZgzG?2V)_+X}}3_x3H7w?Eu!$jgpM|)h*I*8X#;An0n4g{JE~Ht5if` zZIx#gkvA$W0wy9*P46-ML(LKHo_wxwfiu06aL%2LMKfeT-Qvd}tOaY-%ca^FcRV4-ux|iDqUoG)YLeeT zgUIJxy|ZgY>Yl%^=X3MISH@_(%z7AL&;{`66WSD%k~6=M=rtI$dC!k}myEoStIo=D z|IdS-%3NiY&}NH3bTJNV(5~4nH*ctpm8wJ7D>f*AiEsyfWyG?N%BtGkpYNu{-gPN) zP6{E(fDna8cpgL+nqqyI5gpU_wV=@m#AF4MaCyyOeSbzg>fHrr^g>;5`l#8vAKJ@g zx=J0_@*;91YwyD4Ld^OzP{LXRJ)je6Y%cdG96Z4?Qp$23*fT!bPFPQ!uIUFcRVo)E ze0yt$+Iqbn{zwf>x=wEL4ekq3@V-AE~zdY7OU~l>b`mmk&5d__L&QzK8D4$NCR3$AJh-?HiOnYfFfMiW9L zd#rXv21OS>)h~*~hCy!^Fd6x(T*V+&A~Ii!+M#pT;389?@?t2pPK|XUTvLfM0+?cL zD12V7R})YB$nNEYXr*8&w<=YFp-ya#CviL6M{DERdRc6(w6%7!mC>B`Ah4r^tz>pE z#5Us+>j#oNt*LanubLxQc&n{^m)`PgK!1HwxJ7NB1s`;WMIwb-XVuKU20+PnvYRUe-S-nmoe60y47(P0!O z`r7+Yy%+6cARepHp^ccXc$}QlTDk(pnd|ExBkvnG>m_(2<5{mt-7_L(UT=ZXS!0g3 z;@I_?4O{Fn1IVJL#7f2j6_WPTNAi8s77{1q;?*K%D7Q~=E#FD*w7oMUSpN;J>~ukI ze6mSb)%NwT^o@(PYdZ6UsSV-gwc~O-1J8qn<|dw5je5kX_<|QHOjTI^AaxIO(qi~- zB9Ra^CwxkrV92A8gU8MbK6$j>sv&(^0E2cR#GfxFyRx8$1crEZ7v;)ru}pl9y#;Bv zpPxi0u_A#z{B?@&5ZcNNL!sR3R`dItt{svH;*}4Y{PLI=;i;S9o3nHHW9#mtDe)u} z>cmg*!H+QCbae+O7(^rMd`U`8;D%Z}V#)RXFbe#Abk^j@gI<{sa*A}gt8rCV3Vldo z^>IRUY%8c`rm2X;jq*)YJSBfsbA1(j1<0EU6${++|>1?Ot zlrG9Dl2_nP6WYCAy%k>aaVn$jMm^1gCVi9YfRrCWZ!>!&5V#=^G}fW99*wNt$}v=* z!D&Z>Mi0q^TdxrT$=4^We`HOA<0tKny$XL~RADFy}CQoM6@6DYiY0dGNa zx%2y@|CKp3Qg{DdlF`ZPuaQf5qFp(FS6BU76FrWsXJ&8$9g9v>agxp+IFh4I-GzE$ zL^D_+Kw468@_09GJsUh$LC@R{ZJ17|O4re#^RUPjBo|DH>!G>amX_yEj2oM}O}j))8k~BMhn9hB;n^E_ zJ7W~XyCN0GTA8laNs?TmFNPZe=vF!U4goD+Sg70JJ+@zLgYn*)a|VTEG7hNHlx+Z> zu9Gr*B(+fyDat_UV@n4Uay}OH7<|Pq|mH%xkZgZHE7&zP$1ld_WLRCZ4^g%7rStN}AxKDz^sAgxxg)indV9GZNg53_$aFJg1*a zrEYt-)|vwM9mJGi&_3_G=J=lUBL*B8Ep$}SH&g`uh<6cgC(_j%?KP0d)!=GB&{}aH zH{y@*4ShG~UW6L)!f2rtJD(YcP|Qbm4+)!)lv2?U-8V%3XcI4DHG;r?O*jfG$Fypo zhqdY|GH3@*z!R79teG}Pq9{nBXFUE}$KJNW@GCL|_e~&K`p;(1eDlrAcZ?sZfwcJ* zY2G04?5x?hR!9!Su4)Hn*Kxf><$U@;s&lQ$cGlncTG^PHR0aZRB?B)EuwG+3xeBe! zxR*+BF1=5@`{(hOp|}9g&#*uS&LOmpy%Vwjx4ln#?3jzJOv&@Kgx~(YK^d^s4$+qu zue`}MCG!f(iR}@Uo@K897U#p1eCS9`qO?S$M~UzFWJ{cXYsTdEyAxA=xxmb>Z0Y3PNN)MA+SRLH)*DeN+BCg%!ybawH zi`rc^CbC?fZ_uprT_D^kvj1}`#drJECI4Z{6Ug+WzrUv-$o%tEEo|% z6s)AX$i0}j*U^1H0uqKk1vV~4`au`dusq-&RKCp4uH`>i^bc-|)CN{a?G1Y}9thmo zs2wkBW&Mc_ZlL2W!!>q&y~VgRbMa0h`^deT4?C9SOt=lCnkN3ZyLP+P@NjF?`69V5??1Jk1|@}zYby_Ww;&{8Pu>~nuq*{F&b#9<6VGb1-A6MyR&6B5as2FLQRKkA9%cyanVOBG z*i+!0WOi)^2tI#v=qSc&H=j`qo6m+bKLuvME>$B-^iUo^W2;#QX?rtsZjpGJD-NF6 zPfLzkq>rH$P^;#mMkiOHm>foU75-kR?Ny~hbjZV7v4y=pVuzRb8PI7LdkO!AgKhBi zED~nFX_Sh4{{#dLU1{88NWR64)_cB(2h>12S*$gc)3Q2Q}d7$X$KYwrHCRap^R^9wDB3~_#&OTp}EAwn=|(6 z`OwW{BT|}!wgB_Zat87X8Ibhz>h)yM)GTiIO#CWKsL*y;{5c=3Sb4D6_7)dDQRX|} zaR?rER6?XuZ|wA!HK_ z^%gSjfILYLD2XjhcTv&gv7fSCh2iWab;4{4>TClmV-nNQOO}i-d0AH~hcQ%-{$n@c z&@cQ0gbFHQD_}`#aq|)uivh4d0~vn5-iQhL2yAL6Lo@^~)gtc0rBqV9kHk(5>z;={ zPt(vEE^4?9*_q(aa3bvgQQAYH#kDjPY{oZu%T_gG!;fFJciNb*6*YJw4!f ztyRc8D4IZus1gP@rCuFTAeX?!A~?M~{I4ANc~DDemp+Zg=`UV<$2&I0G`mlG(Ty6v z&PJ|8GEFHgd!nqVJ={WSSC9$h10xkvx+fSp4D!_t>i|KgI9L@1OahF@h z3uubL1R5y1EaFKco@a!W#VsD&yUWWKl3%7HF)BtxccJ zcWz3UyS4_hwgW~{{5c0Nqa&cT*&$lO7U85!u1EPZLn_KMEAogby{7Y~C=SMz=_@5V z{*Ar=HjjHcyDa3F-J_%u?GtqaT-~xvjg)2& zYp+3M&(T1#UqNbZ4_J54muH{~9;7^%DG*|^4_roorydP~qtf{#ldzo6eMJk06Gl|d zSERm)x<8k>S6_YkQKCiz=Mm#-N=p7jfeb~Kj4*mJ@al>n+GX5lDcqsN;dTg#FR z^dS!4;x>JZzw%?%$2%@Sc!B22QjBC*=}X0N7+sgedVerP)wMU012iG$$fkPYu*3512-m=uYHI3tP-}EM(RDOqs7|UVQe)qgDCHZx zTQff_&JEUJ8hwqR1b;z_{n4F?2#T&-gt~i#^iSeU?&^eR%bZ130M@S~7ZdFXx%OOh z=wcnQCh_RlP_u=JE~k=(CiR_mzWe$VraF;Av)VTg$lt<=5LN|PM4H{>1I?6d0RIyr zJVx5mj(440z8{qO=l2Qf%8q+wwDxgKcp=QbHc5})^-(kT)(M4m$S+k4PB1WQx8*54 znXRJSTA^iv0dPlzNy$+nlE5tE@UgW*LVo;-_ORM1y~A$fPZL4Z)x&(rr0{2Uhg%_5 zInMh^cnCFTfF1pbAEC&BelNP&zk+_SdvNf+p;3gy;n;kz`eJ6itq_jGmyzd?QdIO` zUQu3ob783djz0nkShYyk{oDEz?#~>OpZ~9ccvC8pd|rjBE5(rx*H)~kD6z1m2){Q+ zvvX^?97QsMaxsDSh&aNgXi=Y|Myz`nG_TYMHe)6&!qQik=i}|shx^F>YyT;hA5QN$ z7II5uh2#&EneyjA(fug6BdJU36vahGK-?oJbo6UoL%Y)b^(|VEjO9Wjy@NxzDytgC zYsb+pLmzb0IpKFcM0{HKh+48B4CsPYil5{u+2tjHYi?g#lt~tDR(KEHmX3xzCGz|} zQQs;i@xTxK$xGGN>Z}BMhwqiNCFjpBGn~izM@;$;)oDU7wANW6u@iwgk=X}g*_I& z_H*+&)=-AO=8>mG`BKM(10Gy2S6;DIAaf<4#)Pa5mlaZrfm;Ddk~P$Jdhia@b*;GX zB{X>cJs@_zTvvi&_RnaRAqiwNYlr;Vm=ZtDelRI@ZhW{6&il1%8Dhf4Oo8NE+_+9tcSZN<{DESzhzy69d@ zTwIXXBUS(#`P980ZJ&G9{*fs|d0sYDPgEl23hR6Ke^N^_R(mfIGDFQ&<~+ zsQf!bG&s>5NJCdK-R`(z)qAwJsAzRJ%MEAJUt^z;^MP)peswf))zhnIAw=NwlP>gc ziPaUrVVB0pGZP7LSrFUDy>g3l7{DfGQ`9*xlyO`1cnLxGl5JPoi_mx^LePajo@*gA;mzMB?rR^j-{p#Sl+P%6a~!??<-D=6e#W@JKt$^OvJd__0XnB zS&ON*fR0@@LEfd_-dXPb@8M|8{JK4dzx|mZSeyzh*_MKIWHcXSlX)|i&UNWl>#+^J ze-mBT2)5|BaZ(t%v+l0 zkfkqnvI6$$`1;7M_VPEx@!SO!rY?xR4ikk1eqPynKC>G5r*LeSkma{br+6gjNWbZ* zp`MsQO+v_+Gwh`b*0p&VOY2ZUXDDT1`^1njN{y}=ar|(=8!M6p8(Ic>4XsrLt^8X0 z!}iJRbl5NHHp=~u@=6eVqlKh})MsAvk0Efib=MffdGJu8Ga5jO0r&gYWq5wi*x}xy zo54F@gI+4JbPpIlPeXQvb5T>wK1~{wG5|&vbCPe>ZR0%NZ~_ru$HQ0M(zlhYb_W?i zf2pHIzsCEHgc(GDnY>vy6T|;%a3a)!UHWe6g9RlY*c;6&0R0$RYx0RW-Pg+VDPwMN z1q8vGN_EY#^?R~4B*Ovg2q9v{$FZ0bDU(n2g537wSylyB{AO<_@dOe z%UPNpm_B_)j5gAwXknNzT^X_~JhTkoGKu53=KZCrD_peS$*~4C+I9AFvbsZQY07cr zfxBOFf2aAVO`&F9U$)5)|09N>747C6E}DR#nWl@rlqh?0Pt7FXaaWrq{NO~Z1@=R( zr&YS%>R;j7>vibmX{X%|UV6gb#_rZn*3&Cu#pso#)ATfIWz*BXGrVeexQmZJ7~3@ripxfG!PbEN2(Y7pGS{f4$p zd5w%4k8PBK{;h?Cf=eOXP~LkAlmxOseIOVe_)J{bEmzS~l__vsrf1SfpKtl}yrU1~ zK4K2NBcRRxfw)EG-Vau|eAVDE^;xwA}O zN^)dTQcz3%Zf5zH$_|8jX!}}kVh93SybqA;5Ij%(Cpv9OHU|KZJcfCoMRp=gFs-oM zTbgHZTNlp$2)BlP?;~;)@!#gm(&f7e>TgXMF*e%Plo(2uHP`V?R&PL| zi;tI~QqAZn3-buWR6^{&TxKyyHpdfsX0}ocoY(?ZE~mO&Wt+eaB$~HJB=$6AJN|fj znfNk8xDGp-^lzI;8*2wNDFCy^dG^x4A7IHpD@Ln@BwK@dpWLV=&LD7uZ&y4l=5n)w z4kUokS3Br$c0?i+!iI_(${sk+dpvP-Lyz|#`F?%Xj@9n~&#Tn*cT%BwaWI^zi8TH= zLdeXYQ2TV-FJzPPibbOYxRT3FGxE6Xf5Nd=gz@F5-?f)Zm)Sgy8l!N<`Wg-b+~-uz zQ*P)iqfrU+`9f^KxIPX{65~Td0uqULl zsb_3pIgP-OY~$`KEk@}1{nqrU5;%VLH2jS|xA}jd5$ppv5aAG=h_vBvt{=^2^_iEX z=;)0C*q-gWzXdw?NRW{~h^_tP$lgEUXCX5FxzY^2xc=8)zJPjMBm}svLNH-WPvmhR zptM07(U#qv_t66!83TIz8uPOZOK z%v~bPpZSd3F(z1wKXO`*Il^YwD^rQ_Q+xS=xgJM;ZV$^fTQBA+qmN&XIbzyEQW8sC z(FhqP&h-loXoe9OlIN*KT@ze_hMzrhKPG%Es^|9!_pb7alz6@c=OeppC1mT7pR7985Nyn!AA?y}@k?g7%@piiKb2sxupkZjub+SLOLzH_*JvZ(25_Dw|o&mPC7~o)a0S z0%CKNv!?+&?A|(Yt+XQpyKSIBj&ZJ@;bWW9%(-q_!mnpm=9J*8A|$k8Y87_`6&f?` zGZOa@;R^et6;*xxdt=>%idfi56-b0$KT-RcPkUteByEP7xUbzvm}_<0H%E49m*FFA zO9bt^5tu6`+HF*J8v5c$lm#sEhXMh<@(rTEr&vUq0)-O_6r0#TRx&=_1G8D@C);PZ1ll*D8|m2;W$d;9*=e_oJINV^PdCmU(J2j&Fq5h z4<;ZtscV#;1j#c0{wrS7!Kj)8DMO7lG?mL020!VC5bI~rhd4o?({j=|@nFYD0R#7R zz*{t2FU@$2NB*pRT$ncKJ6hmlPibml8o`;^TGE%(9z_D413BId@BF`j9uF_RcjB}~ z!V~GUJ-;mqYd2)yda0`W{L#cY@t5vI)DO-mSz3bSehtcb^*#Lb5eHJDu4V2Zc19L` zi19Bq&MP!3`i|qO-)4Ey4e^&ZUnMfeA|!g1NRNs`M}j;0k%6PiE0ib$scK_6wwk?? zQS2R|uZ-v|6wTOM1M>3eVCMACU_&XfdVK@h&3#9sw@>eJE~Gy!J)(}p7;C=OUuKpR zuZ@(ZFCB+0|CnH&Q!B@m&T z>Vo*To?vdx3m_O($B$P@!Kh0u<69;CtVj{O6|a!&pxy;q1X_(K6Lp{P1yyXhn5ZnN zbw8%w^-PGA9@BNSQdCRRn%#bvwAv8Qen}@*l)1MM|DvKDvIoj5Axj6_8JaqXDO@SE zc@SNwO}6UQ*(+aRKBR3*W@o%bp$!F5Esj5!Y~Xq6G>iyC|8TZYlANN~O+?I&Jxf^mmRke!hV^kjRpYmPy6|uU!ZE{Fd5M^B zpFIRsaK8fheYJUi`;jKcHhy=??d5UsiIZp3_yeHo(q-PM2*ZK{SO-(*glEyR446qy zJ??dGM|FET|BHdm*s~6~ISY){C0jhw4m0)A223ssg7F;LJYA@QQTqAXC?pLJFkibl*++w%5eh0=3# z$&8fHYz1GQp&3nXCNzsy#ZbPE=#Y9Eo=4eSlpFACT`ma2;pJu0a@^4E=6Rdm!7gU7 z+U9kVkHD_&F{G2VnQgy`PKu5S5PH%l;D_8)BL&!~;E+seMI;7zE$l;j$Bqy?v8&G< z-OZ%+9A}U`_rn*&;!QnTX2Bh`ls}$MiXr7qJBgI?4Z-gr@J=<9o^}Ju^?!*z8303f zk|`*s7aZ}`fXJr@U;P8VEPlm;z|rJL77tkKNSfG=K7wD0GyIuKlX~TveQ(ue=@Cz2 zKp6n!-}U<69*KnRq1$PnJ2g|Nve2TzxmPXvn_LSL;PNS-$B4)=CxXBbbg)g!8jCeJ zhBAZ&hWc?z`_ZoAorqRF@<7+)p)8fV>)wbxdCxL)&uQ!%=bB3Uw~9p*hZGuwjq%{o zr5dV0A2ee$MlQv!0J1kF)~`bg06{!xWg_M1jTvH=?){xl z$kg$W%=OOB-LaVj4gUGJ9jueS6^8$r0eTd$#fB4w()0VPa2SG~FFa#%82~<^-7Yj< zfV@7}>u>6QsK6f(Wrqf@Avyp@H3moOmN4`h*4Fg?}zo)}iH8;XJc&CMKH<|iHl3e1y z#4|9m2Q6*S4Lg~WEwqj!T9!ZXQ2BPE$ViZ=MQA3v>hXX3$Y!B!(0edbQ!aFuShD3X z5vYJtvbl=Rnw|a&xh&}bML@d0(f#?Bc3oKJo$5Rxz&p$qTL$3$--*lv;;{T`BND+F zAfktRS3A#ABG#qu8v&%%NPel{xNlby7Qy4+66kK6;5Zo&hkO1VJ@M4I6KEmKx2K~k zEg#jkItA`<6#27C zthxi}ygpeHfjU5h{ATj~6(Ual*FZ$56kaRXAvr5n3&|Oft+p;h4XhQay)y>;r}M!A zUYuKxf8gl9KcA%I!}x#+;iXfAvGW|Sw}Kc0ZaiMiy=OvE!o z?QC!<)R7EivUm5k@hIUd%QbCObC)uh;p=w=o~-TgR(LrH?nr@(Kwim@G0Rgvnk@=2Gz#SRMR|%-pJF7ol%|ngf$q4w! zgk;F4Mrm9%)dgZ{3CnJ9to~F2pAE>yu|zx0XhNZw-I`V)0orMhzUn4^%jPT~&TfSCF0BwZQB`Zr3Ir(jHn9pm}mODV>widFrH!XtOdp+JmvXa=~hZ)kF1?D{Pe_{4JtS+>q#c&DPaOLZD*=G>?04ei?G({-d4&Ww5plA>OYrF{@)Z6m6egj+U&s- z{j_!|-+YSb@kXpQ?mcpmn8uwlIfo+7PcQKTrG< zt|Gda)r!TBIkM$=US1d|qSYmV(ArycxDcd<*N{OBvmru^sGs39d}NhSJg$RGhsto; zun%feC^~r#V1(Rn)S4lqsXn~td1v(BqVDzA42g_x>Yq5vc{g@@*ht)ym~iw1_^rer zLIW3a-yy_?iQ6>ET0-nZIhwBmNmd`yW?)&bfx7r9I0M(|gR*vI%T2R4U_508>RliN zDeN6cy1-)F4-4+j{L121@XR@n+$}d6jw;X{XNWfhAd2eBmI-hXen*yr(+2r=4p8*l zhKY{w)ayFgdBG=k5vceEim z_?*YxU#zAxjKa+@G;q!ATm7KhOSb-iRW|tKjLbBfvM@^`@jpV?JB-@C`~;85Gey zx=ugs90sWvsa7*M4eEax959nfn1d@0^2S_x{{FW4g(~U&Mpc{aY7v>=hzObv91I0)RY79HH^ev7eyV#T* zjD80Zf|!zSsUMU$?I9@|8PVD<5UDDo>>0cH^cwydSFRdo;)e^45b>3C$=vpj+GTJT zu^(-)I9mBZz?f5M6XH$QvN;vMJ=uc3Gy|@7KPx8Pzy2!D5~e=csuMi4cH9^L!i5(2 zznAdXsZRJIIhb~zY(R$};>Q6!Ccv}CX7WANF@1=K$xsIP+4mNLUQg?0JY3fi!M!fZFJ|)LmpJ&GbB2G-~WK4jrXR1e-{PJy6+pZO-U8`P2)*r1_F5X zTiD$PpP^fMMMZRYZjhC^fH^%kki<@17A@~2fdNs_45%Kr85wS(BJ36l9KEo;CD3s5 zZ6hKQKVNi0&inI+N`e)ru0DIdbbRub8XiQadi$JHC)yHqlmX5xyroVmPA!_KCRYj| zN%)=b-r!eJzrmoPPFdc{-<270gB2xTzP}`#f2NDFmDlqlvT}(k1cLh|XspCTNpG28 zAY$q=5JRWF+x@Lu$JZ47&Ot@sV_vadQPS3spR3fxt!#6tKWFp6A+hpLN4igP{r)7W z>xZE70tPD_%T%&!RIiLbj+Z%Z3!yxVA{x~fI}!CVqC8jVM4X~keeik6=_gpd3ok5G z2~Z`S7|ky_#yNs*IMWE>?jj#J(QzW9wm->eu|MRF05)(RfjT2#15_);9RDD=oqBN9 zPv%64ue1>xOcOgn;}AWS+L7e?xqXw&s&m*6Hc9)RAnq2b5koyv*Wa2zRA5$_37tkC zsJ2+r`B();Jg#R6LYitJrqy0fbdEL!X<*z`hp-`hp6z;X&pi(f#Yv0h}~|e8EJGb_j7j6p6YL;>5tOelo&?u%?V; ztj8=jJ$d5(Q3DVo!iLbw2Evb|(0eR1&d%B;zDtjh8gw1gPN^wZu2VdptIA>VQj!WV z6Wm0%i03njl_q5u98r!_#c@m5ZQ3K3l!9Q76=bswH>Ttln$m%~$?uOd@1O+%-iZZC zEr3~+aLQ$po)*uUZaSKIAGVkXF?g69UFTQt9WpGKy9c&@(sNm6LbmV@*T@wL47S)@PaAK2 zucL5UJ$f5juMmf*7)g;;ir*lqVf6?l+e_#QA_4o0A5GmpXB)oha@830T17S3$Fg$B zVUgDQ&;vX>xhEywqtzvaNG9i1$Ez=f-ClHmqHwTq+rkNrMHjk!!yUU37k5d`va*Mbx}Duj1syPeO02a_qT zB2$*$T=U7+EsB#FiKpC$oDj6}tkDERF)5V{tSL6Ma!~$NDG&K3^e3ybc)iveN3YIB zWMyF40m5yZKIk37X-Mi~7ymnr3I;C36XSQOe)3@zYmOBLS2GpvzDGu32v&eDmLU1z zK-&G;9G|M4BBLC}*@|1Vj4s8XWnUKTCw~Ex0uKe~)>j$6@P-b-E(o1(%CnYIM#@;E z4lThgu~^*67Ie+!igO+y9RaDW4y4tUsec5cWcSv#SL`DC+4F7gZaC3o%LJI(5PXnn zsO-~2`%f`Mk>P&)S9p*OzGLA525;aK>0RKp&LiXZ`3pX5To5_~eh#Pd;orqFW3tp^ zVV67ELb4<+A#^09z7Kvd>^5X$pF$?WIdPv@?zE50-39|3ipJR6KZ5#aiLXKGE}BHS z;Kg;36OA@v6>Wh2%T+fpx%}|V+^C$$H)a#9ZPcV{0p78Jjp1ARWG;9aV~kz83LP4s z9Enj%L)3D>YrP0wo9kh z*gQm%^m}RYs6SZ`fitlwy9SCWT8y6pQWIf7tf*5g;!i~{F*IgKU@-39VsbU%hg6J) z8;^9-z);?dxiNvf5G^=$zua>AA7H3^Ji+>VT-p$OB=sGCW%YT0`#De>xR3N3#5` zPLYTMsOXOffz8RRt=j1ztu#%EAWMS-kI`^2T5vopITmj=2;>$I^_Y3Kg1T(r(nLak zSDK;k_$qTix$!RsjqovORL@S>&6bmU_uYrIfDTK=8XWr&09?cj{)7vKVv8P*hn+-h%_^!6n+r?la$P(02=)n z_Q`xjUY!AZ`8#})mx=XZw7I2vE6$ z_7M7>RVj!_VY#|gbI;DwmttQZAK)Egf(l#uK(f^3{JQ5>U#pr%MPjmF7b8Da0em!NFvj5YJPur4h2B#zOyQsraxK{ zG?P}htQts)jBn?TLwFcgfy1d+RtyENC0-rK*?KrTnhd+L^|MLNBr*Ujb&XGRdr^20K??5^|>V!%i6*%@R+h7d`Pli z=@DvQs-5R(1#M`E$eFXe)ZxBE_UfaLj>J?`?}NXB6|9~hMUx8)Z`DMJ>s>ejTwq>=Z#BGV4C?DT1;JGheo)Sw8Z}qZ39n?lP1q^L+0EU%hPcaEh)G1@VKd`o$kk^h;hU{W z-Czd3iQHkYJ00u7*4#H{eTv5>ew!D!l>X;nY~OP?Lr)l2LBtOB0A|_6EGCrXC0OVe zi@!SK60#V~d5a2m+5@Hc50rSJb^IjCMcs@SRLZoW89N5&uKE&dd3a6`j%pd2lnf16%8{D77!7H%JTq>yGd(bgJm)y=J{mzNB<-8PuTF36Tj!=CrwCo>^9Y> zL)boAzF^C_a#-Lfh(2orK6g|@3H=klf2DsBoa<`EyL5yF;A04;>_Gn(9cB;WDFacsQ*PckJ1s*y zi4!{Z$Lq&!6$EmL&lnDfl%EEb^a4l)zeTac?{cJ!I?n(?h5 zROEEfhDdGi^_QA9AS)=A>u0hw*Ic1pYc;BeStG>cWQO9BCToTF6j z5nNiVLDMi%2dN#5WbiWxfcGzrTWRw}qMvsOCC{VaL$NetqrVqi*A%2?15NHCm4({`F|MNn*^^Ua|| zk%!9yb@$w~p-Y$bzl};3lcCm|&slXBI!&a9$5l8zL_*bqz}Wcm`PMCEt=dEHx4`v#`v$Q;<~Lj;-w3A{rY%CrBk7ku z_eyKMgicL30G85s_m=$xVG3!qoMGH>_?S0R7zYT;FEn8=VWY93sKG}|A*+1|YwMn-2^xLHK!~*s0vqHMTct+MU24OMH!qMyLQ zIC^XFJ}8g4UlWz<4yuFSO5V1|+>Y(nUoTH+he#hc?gDhrr#~Qc|JuxKvYbF(NFK(t z&`NMO*McCahj$num=n6YX&W72<*Sy*Qvrm6J$dyj39=Uv1SDO_`8k=))pK39s_tOq zk_cq8JWKK~TN`g04m}*!Q{6%^6@Z}qID0~eq88qoQydsZMZR(nKG-!Q>)$X1U=&0XAaERpL$DIRsC-nr!A7jpI@H5G z-%)>Yr=;BI0?BIxGxSMu%gy(BPaPw+75?%@?7?pWk~R=-WOT=!ktMldkZQ(Ngvnoz zR{nx$y261{jyar`P2Geza}!U30@)FT>d7TBEOGPS{YpXWojqSWzEqgmRfB+eb3Gx3 zd{2ah|Ez$dlc->Y2ZpwSvV3kH3YJi+^CLi)FR22|Sm5J1vBd3p5fR-(i# z-LyP!JKkY)qSN}Tr2v;~l|7_VOSJGBdiy^>_lX*4E67`+OtjA%=`Jn_NsonNsiD}D zU&2&K+9A}=m#Gw{*v$Qqw#!$}dT?BC+)LzJ_4*ex_69Xkg2a&xQySu|x<1s)CH?pK zac~(lZ|RJKn@**W2nu`emSK1*Njgrp2TXTOM$5M;n_QFR{{Mkn(y>_&1aOkgQ1lV^ ztp6u#rhjbXMyVqMsiJ((ulfMc;FQYJv&%ApDCT|P*`HFrfn8onlL#;iMGY04CK^(x|xr~PsV0_xaNDMR} zPOkTf5ISHNyFnJQOL(33Zp+7~vsuPn1{ZuBbbxd>9xduk(;P}a1ASY{mtim=GL(CU z0+yS4B><57|3#ABLM^|J6oa}Wl=EF`MY?7(ibWW$c|K-9kQ4wF@w8KgY%Yq6Z#My2k>QX2f4It(yb@?uDO0`EwwEcKFHz9NT zW6rsgH^HQ;LUEk6(QW4p3y%|r&ML1iK|I`J45G6mF(V0wK`N6Dt-R2Z8;D8J;FEi9 z5q@<{_^w-IiwQjZ3lA>tCUX*P$ow3c%w+J)#A4^$48MZuL%C*l2#WzELKReRTnb(j zq<5BG>9IvZx)~^Z+?E_(UmYlmY@L(cUHcsk^)2Dwt&y)bs*ZU!x#isy(8|M!M~haO zeSbN&39~sjc40zZbKEK?R|9J%P!zEAeBt>GA89!+c8fj)*O?9?Qv!h~Gs!5mBYCJG$P*<1?4lBWYmP zEesHPnCF*!%3ME9GMy<_Y`_F~9Z4+7>X*AR@DI8m0g8cUgF~z3Q8=Zu(Ml~kdLL5= zGa>d1hVP?j&S8)qharp@tPVm4euL`lOOMi8IJd7)X19@>wx&)Tm?uw)7Vv8cs%~DX z+T@2gW#*Gq$LFz?7%{A#rh6Nj1h_l3e%#*Hp0cH}1@AHbV8pJfyJ$!1c5qvyL9oTD z5%R(>blBjzuO#~@B^0OE;!{cvkvMBsCr`iI?_jGssbkBp{_reBrP|G?Ui4Ton|Ai` zY)}-ZzxQJv6an^SfsGhr;kI$Io^jR;Rk$e~Axcq*9z8E7FZ0STp??V7uT1RK^~j_S zXX>U|0?S5bv`U5>$qK8%aJNR@G~8n^AVJ}`0bNQ60xzI41I7B7AS7qeJEKYeW!EO$ z!$4LhR-2?`{OIMnG^n*VC|b=V5+_Z;71pzFS&g6@*Mu^Y$c1c$`?u3O@Mi6s>6Nc1 zB*>B2G@&{vN~4LB%g;-!xFzD;>+On}sPgq<1@Q+I%jpw5`L{T9E5v!`UbW zwuS(puf#u0qt-6v6@utE#1?0|`V?#4l(bS+%F_A)^hk*P_jm;U{Iwlh=6ZP-ZesP+ zml}lcsBfLO63Ysx5A0Qxd@lb8;aq)31lOrS$$j+QJwzGEhl0no{?CcCh2kp1p!l7T z#l8waB+@%qELYewZrHYO`hLga39<3$qn&G|wOkQB3+hkXfL4IPf5U)82!GK>vO>bJ zv&97Njc9B!tCyeM9FA}U;<5o3p5H)HBl0Ok=hwgBueFlDnsZbe1Xb&c`@Tu2isjIB zbfPpjd$)E~@iwor`}ZcQ3BN{Lkys-UYPA`3l%e%CY+NLlp3|p`mh`=5#7GfwF!vl- zazd$rhur-+Ly$T22pqR;&ofowep`DS$d>UV5)R5y7C#B^RCaJiHWnned|HANq$V~- z$b}IJ`mm=yLD5@X=~$0p*QHr(OF zDLr39E;-8VuBmGT*kW(aCFacTfbk-o1PKzC$LbZn^JDC5mRrX&{Ia>64llsKm&9y$ z)qP3&NodEg8U)lHibhmFX{)PRUBL)Kw%X`1S&&0kE;8Z#@lPdZiN;$8H2*HtOqQ9T zWg>KrBQ2KBJh6L35F^RdGns^HwJ||n^R5CwUC-1Y{J<%5_nE|nq|lWmkK$OKpiJxl zoP?~tgiKBgou{SV!*ALW#}$`m`3!mWQl&4=u{l2O>y-G2GOFL#RL)Xx+Z;m!rI?fU z-F}Y-i;h@BBo~8~T72AbzJCFQL&eI>HQS&{UI(^qfzR zuD-WwHLZQa?TBh`Vs9w#0jztU-#ceo7q3l{IIYo&st_RTj1TWG^VBT0-T@8bdJ%@i z{^eoIKi2O?bjp+%7bIK%*S@X4`n^})jSm~nj5Dg9kdWR9{t88}vrHh#Z8-emiUR21 z-(F;EPRGXOr^t(p`*;lzw&2iR8y@*l#II+^2pHSZbp+4V0i(O$%bT3S_&p{{iSxbX zEhNF5RrwmU`^2D1IonO_(Uw}*t4~eor2Y`NgtaejcIpjBd9+Y_^_;a{ublqN`NYMT z@oyE@W=P&D!cKdr>BdEkZ;n#;P3pNxNK6iV^Pi zSl(2k`#eQ;n^@i71ALrOCQq!?X8^b}0XvjwA}6w0YwZ5O5pqh1;s*yxa8?+l2DKW8!)I&NLAk@>-I^XU=QxrD&Ew@waO4s6FmLj?cL_7#FmHE;Lx*eo@LHpj z>JcsDy=Uo~oKXi-$$RVX=E*Tcwu|cH=lT7ObUi+7=HV=AlR`KIwPN-gG82a96a1Ph zc1$rnw@LO6ZY8=J9ULsNRvpoDs_?b~cA^8b16oNs@B)3cO#*_!JyUCn!WQ2^T8-j^ zgtgMpMZ}9==1i|18&2!4G*5D9@Pn@`^p3V39%7)H`KPD$vv!iQq)pCoCW#(#Z6zZ3 z{45bLCeWw@#9hAlxbvFocofk}eS?A7_L2?f%C;Te6n0$OYu0n;+WHcWmi=hZ)H&tu zTnM+h3Y%)Xc`=UpoU{Bz_bZEc{&9-&Vo4H(3$u>xq@5NMscwV@ohOvqMHclGo%;;k zTIa`4Wj9d!#-&{aJ_Zx){4ma3V zQbFTP#Dn8`rFSvq?q7&FkC~0Urjc0(=^?!s8I!;)2QTkui~elXzWs}4 z<879L6+_^^(?$9ylR_}@-6CXjiOX5a?&5SjZI;FWzG6M(J8UC)+sqkM*zsoPPt|H#@kF}73P<(91d$LlJ@VP^Qw2TYeFF{|7 zeawWKhK#6Ye=-MyiZ!34E~BG?;vDzc%ZBcc+yIE~myjA2$*(AoNibtqJrzmRoMiue z-d(()XTs}BakR<4POj!oX21*r~7k^@+kwIzQS?Y&dE8XJCeqw=VeK}tZ4N}PH1g-uOiEarWt`i7PhGTpU+q$dA2v;GwY=I@ z%!k;sIEab+G5$({o=1;<=>Re_?$BP`X7JR=EiRDC@XyeCs*@`75hQcWH^nlVe}roe z)TLOz3P&*%*XV?6ov$T!zGe|k+bU?W28i#jO6CJgL6$&D1jr0AX^#oKee^<|C^=*nGg<F=fDa1>_Y0b8SvHY1lWLR|?#XM&W3TF6zodGF8)~-S9=S>1gtIn5c(@W(GSEvHymkrSviR-%*?t=Wxf!SGC(v10R;GK7)Lx2@kAjHw8$ z^obR5hJEjNL3QHtFdcMZctv>vqKACxQ9%n$E=9}wCIyYo18<|orEu8dWsJFqgPMvk zS}MPF6qt=mtvYSDc|M91O)Z-aHnJ}9lNF`FcH0Uti@!4{cOREEc%CS|jT3d0IGpW> z+`$9B3@H-|hzysbofNTE=-9@MrA>?Z(9PuY2O0+MO{r4I6%#H7kl!?g3Jy++rx?{k zQf`$A@S0db=27+zA!JQn+8y~$MFB+W4}bWLGNXJ&i5M3LB^1UTqq2G)klSMKIT0lvf&7*wq)!oU6|6Wi2790RvOI{)_W1a+Z;f=uC-1IP__$*``A$k$gpyB&3dGMX38&aHvN1u7VuX zl$L0K=izCoiXYvw73IQ>bx3dwVI7}5?L(+r-U6PTk`sBoa3QzJxpd8B>`@ktjcc$< zbx&xu^)Cuc=AS`^_)!9qFMi3_Q~At@5-3d~QXpyT1rVCnt)B)S5hG^P*L~QSsHx0W zQua$zs>Vtw_;IML4(vaAmDmtf0%@)#^zuUS%!u?}~wiQ|nr;Z}5%?{#N^gD|%&s}- z!(oKx7zqZbw;eB$BLQW-`k6J~ywTPa?VfKH1ROQiFzAcmevMnh!r{NlnR$-tuCy6N z{361F)6%vBmXs${K}Vv-TFFM3eklhg9QyK!+^-H()>30H!xTk0xfN-tWlJpU!lJjk z+qXKH@kvD7XuShXKmY8+Xb{QNM-RFsMa|{CYwq`YSuW~9adRWg+@w^`_s1Z*)bOq_ ztWSa0GCxb(H++t8kD$pQ**qDCDZdS5>=9H!kFSDnv!9{LbcPjrI|?k`xR^6!_eDR$ z7g8x`F^cEh31NlN%ha?{T*!WZ573NyNf-f?%LZ%Xa9x8FIF4T?M&||`m1B|rcjOaK zLrmKK@0)hWQEZhFXML5l>Dq)AZ+XcNccJmz#8ra@MQ=I)#h z*+R!rz%dgru4|FMG`UM{bp$f}Dp^|&Zjm5G{|0BB62`0*$~+;WMaBBGZZV{DgDN!^ zea>R>+O3HYclf&kH^!qMoG=9TR`oEeXp~y(da^KAjyQuw7-}C9hwStR+{tOm-gN^n zC!H1X7BBo%`bAt;fash{D;)rjp&H&)vdli5n~@(_Cu`lUzCD!vLe7a!VE*y$Y&(9p z)yaDvma&+~M}erWj=@XJ;bYUzHG+A@WtUCfUp6ZutR#6;+Hq}Xz=ktRNvGkV!Hh&) z3w+2Os$$beY~TWbXH^1P2D%?+b`|{Bbj#v&Zd+~V(_7iDjr*n=b0@N+t1>dod=uPu z`P1t%I7!8)8~^t5wu_EXga5hu;Q=(*_3Frx>w#%c1n@{BVKneQr8cUawK-`>mQ^al zpFT#5#9@3KKQ-zoWfrT4<53xCR<|>5{7UGQ*}ZTvh+ou~pq=0!cNK$$DPZFJrc#P$`n*m!~D}LuOm<;AU57LA)bS`X=<|la8G~JX?BAaXk%6 zXY&iTE*2HYp-j=f#&~<7N)5#k)UbDbKdA2T3F24ml~USzoJbNcsi`!yc|F!?V-RX` z4S?qcbFjnq_W$BIaq_P9?&I^pU)jBI!LC3HbHCa>S~ccdS!)xqAO;@uP4T@;$Y*G=ma#zJ!qIW-$XS;(O@PE$p2~b zAMe$yZ!*awISX*f-K4C>fkB8FMAyoMV2Y4I7-$8f!4{_|N@QER^Sfap#(d^U&T`>UXWEWWL z*=xt~Jzv=qWK;IMU58FK?)($yX>Lr2oOh_O2EW8B2tD5eaLazuTu7)qzV>3}+(*-| z&Q4aHY-u};iz-L0_~gtcMZ;JE96Dwr&g?K9;7Z3X|6A7DS@1$vb>W%7hx*T^#D{X1 zy2I@#E_McwPszZGD#Kh~JmXM1z2BfwFyEdx=6LkP%dBT)kg9||1fI3UN;dU>soH`Gw~RYsga zu|H+~BRuY-2U4NdbCT}y7_tdyLox#$5%l6Gs}Wn7*XgKSm}gz)%8qVn9Z2-w5FzRKW#F;cdbYeWr=dPB=ZH_u%%ijkAm6)#4GYS?=qiK8<74UKuW+)sQ4~qE7l44bfnY$5vWA_hVIE}w} z$--=(21c9!;hNZ8$#h*9enXBq0ZwQW4Pd+Midm5(xJ25 z`^%XQWb>rBHG}?ZdYD2Ssk%(`rH(S4#{@8IM^Nzf{1JL*7y(Q6e}pa7Svl-6_q8sq z&@9j|SHn!7jV{$nXCB}+E$oG5l;kl+gfyGb_|uQh!Z=9#FR7ctm(#*p;jrtW%k|vS zLx;&F3jjYT{PZOlt(2FKEYzpI?`=Hn!ICBjJhK) zqFa1PMMT?*f?Do2JDn;1f=0~n+rCFd zLZUep9CFvr@-T3_wr~KThQ`Tn4oGZR*Ly?F-;|1KQdE}x%iLO{KpNW-i(C2qk%mAhGcxrN*TN?J)FmAz$DpxrYm zq_xI$R?&w$g~-~E3d(E|CIzA*4wB8>8mwI4lX+-;?0|@hQiDu8Zpw|?iu0(Yx<|ho zjAkOF7Q}w&aCAp?x5z|W0*_&r2IE;wa_vR@dt|&J+gDBo7WhD&*mUW5Z9*=(eQ*|P z&;#^`K6avR(DZkUxU^nQ$Yn+HYvB63`XMpSRc#m;JCnU97O}w*p;}e{N1Urg)uCA!&j4UkMdg3KyL$?~IIo`+9? zZ5qBaMN)du2~v-L10RV|(-`lOkgIDOl>5jKhwFm|^G;`Abfvk9;}NtQY6rcagKeegNPzJ-#>hurFH+mtv1{m zeJzo`oE$HE78h%OP*uobVesysfGR0$eZnGMuurG`T>_}vF~y%cQMM_1QLg1Sa&JEX z1HI`0a=5ag#FsvPDe1&tjl+NVHjZPMxoDSWkA(!F{suTJp+fdhG@iy6!;dRBdK|Iu zWfYHTuZR)stxZFR#W7#ADiJ~47J?TN16VI!W0zWZ8HLqnXxra)g5?1($61KW^rxx5t=!N=T|jX}5ds0ywCxN5Iy@Z_&o?Nh4a zrbt1sog-f2Jj|LNK)Fa0w1fwOHh~Ji656@ijQZ|lUn^axlPtio(fog@X1Q!T6X(5( z3qLmG2-KrxHfx)W!TP#`4>^KT6J7tC^GbrR4RFBAMz6A8AG`;!*A);YA7Qu3TJwjr zo!??tHO1aFH^DU#EH2NoO>!N&EcW#5pKe=x`2S{pw$gm}d#z_())!2`N-lc1YO2@? zkQ7R(S<_$b!F~6JU@(GPg^^BJrs7OVLfYAE>=Nj?ig&SiBJ^`TUn&4 zD>PrIn(C(3$rX1M6^4?PRK!|;yi(E`?~C^@sPC*P^{4f8b?-Wq2~BhDH5ysM^%_hb zpEOJocL_hvsKz>dZ-M}+a)O>YC%JM zcT`Cn4XO_Bh9r&7Q6=$j4j|&e@?mx=%~sLJ9wqMODFh8)vf`=zhWvw=T8L2E!6cF^ z+fbhvTY`?Z+@ngUO(@l`Ib7GYk6($~a9>O(X*ASSzW;QyRVgf@7lY&GoE)oNv~4U2 z$&FXxPRkdnPP*ZvF^qpx;GBpDm&g}x7Fc)PNFNF*3kP~YCA2AK9f%VmLtDQV^hwjk=99+ zBdmgM2B>>{*!ZnBZef*Oi|3u~XBQzN#BK0W|5rvjtrH58j9~Ij?W4+f4;zBX&$A1e zzv3UL2GVCm(`*$HaUMYTl;XVXhP*&vRqOa@oL9MG{rAAxijvVuKA>*aj5dE7_H64I zfZos@qcrOJuCf4o^^oJvjGYT{y;M7pLmu9zNKpf|Je7VPupxKFm02&W+6daHAVTbf z?-q#zw1uuy1FmZ~Y5zP14&W=F+NNyuvSd(JQS$||MZeyOu}%nZX!Jo6-TTR0Yg()b z>vGf&T2(VAVYAI$R6Caz)^gb=(E+xrSuD6`&Lr-58kkEz@WNR@ zbON+E*OFj-5R#ZrU#R-MhdmmlFjJv~WPaU*8tpJh zm0a!}e(%PB({8e{TMLB@moAe8Jt(#dj5TjAYW9r%}NzZ_%Nm5DwE;JA!FHBie; zz_8=)$UzOy0n)(D+1I=ChO458kigUnZt*$PYFY_0H}I`%O%Ap>>Pm5z~u%9J&4AcmP0FB1aE-a?`O>i4GVg%`mI~jBw zdy6fm+=`;CXA$6nb>7dT`8)%J{l;cW#-}q(tC2tYj7FQwvg8f1k8$Z^ch#z_ggZza zw$|Pq_%!?I<0gfxV1E;AmDDNW5P9u;(l22h=ZVqw8Q{ckbhwbwk~Qs1<&oSGNBnQr z$=I^l`U54!;&&1HndASG9+FRUkyqfP$(;_xK=e~pVL2>n$?9zrI@i!J2B@uYe4~M%5I^8nJiIUrr0&2nFsp|dH1C?|% z0U6m@U8*{C=?&PH!4394GWL^H5qHeUPj-l_Ca;W|M%DdBK!V8`qRUx`*JXMd z;UFPciJ`&Jo8H8L_*h}V%KvgdQq%<4`_m&?t72ZGX$7vpn*_7OGB7qq+m9jI-uKaA z5N!el6yd!6Qr~o=IdkycvtNfPvVt0S?4j+fzCZA*(=*Aeb)xB@W4BEC_)1W`J6MBu zLY*7Wte?xBavx6+==rMKw&&?$4k4lCgf0Ap9MJ;0*JrkXSGjb8o zX%~byJrKNgbRRD8yo9ZjTC>L};~3a$%-}aqI8(MrplQ(-5U0H)I>N8{n6ITF{irPu zE{FW5AYtpfd!r#9qaM>v8hjY{j3|e7+@+y8@{}~Y^s=H4xPIywKtzhk zI?$J~#yYLbcvW~l>RWwl8?xy>@SBWZx3d1vjUyPUPkQC!=;pY92}9SHKUR}_rG@eT$iNaUI8_%}f}V>Zk3M5=bOw7Aoz ztZySf8ZpbxBxiINp9#p7FnA9ZcrTj0+jwr!9c9C4#m3|d3-1Ue@^VJAumABZX|yxy z&(x2$u2$aYz?l3}mTTIOn@6WB3zX+|rQMWo3jrA|a**jeR9haL zuQ^$zbsbh4@fw0GFnZ|5*-MiQn%IY_rz0FZeb48ElLXP$BK2$A)yd38>*K~FcMf=S zn80YYru3k{!fsJkmhj^WrBDIU&NW6A48J67fBc=;%)i1i9WdY>v1XE^xePNB%zc=eNnKW1&FE;$#2PI z5nBY+8gY8x?yBc;xaD6p$qB>NWo*1Lfm3XMS+0x(EZwYiXax)(pN=as!o*!qMRA+a z7Ip>X8%TBkuAShUSz2YMb+GC^rV2(H3yc<<>@ zh?|_%;zE0JZv-}6Al+iw*D_#i{6)IO@FZ-EaXKzJGdCdmII~YCw3&u-35Nw^oc6j& zSx6-bG0_w*4!uI_(tDCPNYb0!k$hB;#>E6SerAsU+Vg#kkiqj>{MRs#U93puWY|cV zwuw~p;znmH)q2pS&*wQl8K>Y!bxoLc#a>v^tJ0dX-5m1R)!w=j_FS}mNI7k#BD>j_ z;2!Fo-}0xur7_&~sWaE$<|puJ0vIS`%z(l8Y!hgV$Kp@j39arI2InHm5ZEdonWBU# zZ9)7ayVu|lO(PIgs{_7c>7G!Z-p0JQr+Xxygtg@In#-iK#Q63w@Gr}2q3>%z*}3Q< zHgB97K|u1RFbvgiTyw=BaWR?L?=Zw(Z@A^JAo+b{i=aDHghAbLH%2+nN{}ETEgC8C zrQFx@pWs_idu@~~m7T|^|N9j2VIsXHX-fIsXunrDA(Z?_Y2K=EwgUBiAsy++s9?timVXD^%PL_A@9w5>mU@ZYQP-j{s=@asUi#p`Oq9 zp5Tdis~)9PD@zRF}x!J%mi3l{%a;ti|r^ z6u5`1+9H<~_k#P$r=BT_0m=TdX$Sw+EZ`(X7Gdz#XgM>R%u#Uat874-_`61F#`22$ zw{26X(-nLOpA{lS()!#Hj?se~68Te92sQ+Go=VN7KGF34zEiml$`=mAz(O-<5JEFD zM-dkbA*E|3l9GDA3#X+VDo2q2n^VOyNa>Rj7;cq~fqKR?@jCAUm)=5m@^?o0@mz;g6(gJ_f%+uW!@+bz({ONRnSYqKRh*1LJD?GIe2`A^|DK(-L4*Z{R5-L z80@Dpnv4wgcrJ8x7fn-|*80;jCH|%D>}?fS%STEvm&y72JULcsw?O%BB0Os*SpABef(2NTGsi+n}camT;>^>wutMM@**7?sSIbO5D|H zKj;-s&ajZ(F74rJv!@N0`VIke)Xim|Qf#hC{v zC+jW@~W7p!BK$rh&OdPO+Uz_ zmy>p`r$n-;qM~*Rn!5It4gTpCgZu5g%@y9QQil;G-gAG|17ynAoZa^JbOi= zh*oEHkOyb2PNuGZ7ef{BlGAq%!w$A^t@^O)52P1tZ`M%jdfpO1Acus2Q__xpLtq#R z6ok!ihNH`5^?g}_=AbS>dX|x_2(;S)M`kT;v8?bQ#ZP@EA+)J4kQi*bZ*hMC)jtdS zmX@eWc=A!N`rYRKakFz5rBhJmLZq~J{9X3kjJzo!5`tXDBjNio*nLoXh@+II(&#i} zL-iX~!|Y$Qq62y`OK+>&sKdow#>K0w2Il76`W#^NX=@elZ{5VPva_l$(MZ#E^>$Ta zN8>lC?8?nIMOa8)2ugH}?$IHw;MBy1|NCJZ-%?T?$rsHjM1q#WxoNV+92x6D)a^u` z4C<7XTfQYx7J?2Pl{uUewVN8q8q3&H-_Ed;523@1Xh{GP1YAUUo9 zE4X6mpxCKbYO7Uct)Fa)QFM5^sXSyaeNN*OYrd%%Tbds`Zuxfq&xuFIX6}nliHETu zsxS@TTRJ{?*HmB}J%}`BzoBZ8ojw;tZI!e4gNw;u55X)V`ZShT`r}h*pvxnFrL1?D z3c}n49KQ8tb2^ybbgPVxiQd^(y91BEbcBMaxf}osN~1MeLqT*46MYu7@D1o)xjY+d zVuzzDTH^zZNaoKDVFdR$IV~Fk_ z8H3Ts)y51P|N1b~r}J##w3mssUW}jRqHzm#xKYe@Mp0ero(rP;-DZ=I@8ihOk@yn(HkSg+^#YfFt3pfrEdH+<=+nbMs}EV&LkD-nSA&)qtlCdSykQmkiBXZJ1BmECFtiT%;Jd)DWx zmklU|zGxu|7!Jw^j17ed{QGFOe5UB9Rv3$e9enfhx@URInbb4dwEo)dR$FMt*bV>Ovp7x*3N)QO<2L~l zJS?$^db-SA6u3gbBhH)!JvDyQ*7FrSAWSNu<-eFo)+{^re|1Yg^fM2Smap5wyjp1V z)ik&TQ{9H}0clSAGWL{|JJHRfX*a)c1&&MmFoI6cCR>QF&N2PFJ41p@I7Rvx5hX&( z(>KWRGuUqAg>lD5+_PGvqI=M_*L|v0=yT7Opn)?sR)mq#(qY6JV)W3_zj|FS%^@-G z?0ikBuRuu;{W5@XZ_75}eK_;|Z&2r!VA<8d&cNE9hD>cWsO8;8v5&N4(RPwq6_JYd zPV5}D3~cQ3Qx+GG6Z(Zk!@&opPKz{A!n7rnZ7})3xynkx)!Ng-eC&ngDn|iMbr@Gl zP|89{_bt66tCbnywn#~Z(Dz{=9iZZaUt24hAz z_TRcyH?O11o27h!rCyl49^Env$_PD6z@&$Ace=uIWdV{~BZMv}9UQsO99FOe`gK2I zw2S5AcJ~IWFIwsA2h(bobuwxmj6IgFt2w;* zHcmFbSt2U8*jn1dgWoAjU;tO8RST8HDj6mir7F8kKl^Yu*8lNOnc*9+e}w{w!uN{- zN>v?)7}x<1bZ?#$#wo+jtp9ES=Ojf40}~8iHY=ekbUxAn!|A~_mD_er?S(mE^H6}N zzx(KuqeRIpj%KwY`)(FmmQd^Cr*8P|CpUZh5qMT^=m5on^~A$gUPWr@>3dl3?;r3mAdV?jdx{AXjNU-=p0 z*8+TZ%~@j1Is!C00O_@dMKOpNz@2=7kBi3GgITkx+tgn*$uUP}AvYUno2WrrH(=3g zJvwAlvT&&!c*1LDmf>Op_W;d10e?3ii!F_CP|@rABHv4p-yDqYmWXLhc^54EI=rL> zNn?>xsSsr-h_vYwGPPmJy$7 z4mkv~6vtErj}mT&AL0-B=gLAY+Vq|m!hKk+bZJM>(PEAtBi019Yx;gSU`pwy7QpU0 zr+V;5Py&w_mcb+-N>h$=a@t;YP*;VlngSPVU>g;D>8aZR|0@O#UtQ3I-#0&f%oDn) zR#1oUBjEjr3!SSQ%)aNzB_*8W;E}K!905|}LKs)>j8t{OjbQ>|7wnwbf9U7cd#utW zo_tEfL9j;r81^wUB5LAST(z)R=2jQ{v)kcwfk1Y<)sGiW?*|C>_d@=OG!u+G`1I>m z81&(ZEM&ZQe zcqH}ddFc*%Lf$u9T3q?X-sn*7IT;1n<@lhIj@bkus=y)+{DsDI+0BKSE~+;Ooc(Yh z9&5rSaU2Ic@mt~fcRX|)sY*9{-#I~O;-y$2*X`O(@^WxFF>fsk{Pf4t#^(EydcMNN z(7db6)MaYAcx9L}E+kJU+2Qlr45j+xl*z#MLu2UWw@c!5H{ywnr)7U1mvYAS?pTF!;kG;wTrHVDEb(qLw?x%g;et z3X%W0j3=D4G?Uw#FOQS^M0tZ=)Vc8~f{MMv7B3Uub-g|(oPqenBOWX@AzSI*j@slw zKI~(O_k*toY1JedCq)pu-8Nd`&|%Wc>@ngOHI*3FRda_=+ZHfGj_puM=4U`Sr4?S> z4_6;z`T*L>2)~&U4_egR(MuKp@{GaDekx+m_-Py=uVFe6sYtA3-ig?0m5wGJa7pA7 zapD?S1XPd2i>ze?f+fSmV=RUWOBiGhFgFHC_AAtd#PDFQt-LSmqY11d9KxwQo`Wp? z15$-5s^P6(Q>zq6K;P*IWS8_tFx`aHq$cGmP88;!1aRJw?}W4oNzU3;YwSaauUP8k zzy`9@Y?KTJ?^=m3CxAc3AXim)yy;SDL~MR^dG^t0jO)et%LiU8EkEz0Rr=85xg3^`x>h0(V|KDUJJqpAZi?~=d0Xx4h z?+t;fv>Rbm=WmXeXN;L?f0loVD}nbZHgzfkTSlvP931PP?((*lOXEcArW{-q!b2?E zPu=&Eh0lBuKItx4qJ_0Kth3)Zf8_q*iwI8_LR6skZAMHF4~Jms!^<in?poHq>GL34lWzZ z&VE`%_%ebjcdvI1LdQsxx5Cl&iU?ybHZ}&tbF-N{q$oC&SZjN~NKIq;qLPRlzp113 z(9nSbpnA6~ZS836`OVPF-lp@@98Yjd7IBJ|Uis3IEwNhf5!T&?S^M)yhofaGLDERn zK!UIp`-mf?FD=#8=QhWf*{)K8X&CwIXr&&*QdW&ud+o7b=V#O`eK8PL)qh zQGI>&Pa#TlCjf3eMBv*)4^{)$7E|C5UVqiEsz)W~^#UrBkn-Zx!qYZtAJIPdnx>-7oSv%xaao00I-;5&l8u#97v)T^5 z04mt7wc1wH2GYf!%E?dlwNratF3KHVj^hK}=AAAE@l`C!U3l~(5<0Hy-8~)*<4xCV z*(Ma(2}YDJqc@g3{nBHN1C+LL5Le+dkS_CPq|}2x5L}s zRUqJ(oLc{CZ-w$eBC=4vU+-k2@*!k4IlA1eP>a>utRnasny<4)$+>7&;7^;byfVMi zIStY+yoihxXeSyrrJHFb{fMUr3ao78Vqk3%@iYk(J61k{c!_6dWv>OkMdcl_kQ9r>n4rdsF`l=}6J} zoYVql;@nJ>(Hk|hZ<;2LLsvwdd3ZY{aJIpJaXQt04q`97kq>IEw~-;BBLi8o`27ub z)<9v-maV3+ubzzt&$>^VE*-yJpLiSV4Vmr5AAfqicLS89EuBybnLhTwbo?ICEP#Pj z4Yt?1gXHv=6QoL!E|KP{KOd_j%aqSW1O+FhCZDWnOYZA02$G(ZIi!Vu6mOT1;w!0L zCgCmMGtk){Y19E~=aS8g-FX!J^VPfik_{YY1X*UEqX(aDEZ@ylytTM176`G-+p!U_cx-zrzuRz#evDA`Q8JT`y8p)4SItH!W2ga}G3ucj}&?r-7%p^Uz<(J|5c~@oe*IOLq1s=ky)<9{c z$@*m6vm-%Q8n7bC<%V^o5gRf|X~lmCSAmCCdLXL_u>d|J+KTK=Pm^rgUNtDSKrc3)h7ovXW)M*37{Q)6rvm)}HC28?LTM58tz6L}Yxj z+^m~@KQe4KmtFqVA<#!_-(aH-p&ZUJ(;>;O>$T?Y+@#gsa=bJ^>tm+Vp|XfCqjnxl zs!k5|Fo;Z;;-MltifU^ASn&0_K4m7LIKZoogd-WlHWb5FGz79kxYA-Rvq5UtT~p6k zkrP4&&z_9u%G~kY3v_D<%o|&5MUcX?{_jXlc)1NY@RLyaiC(~OhdZ8ey`o8oL;1|@ z0;y=Xkd{L+`b^9ODId*R#FYK9R^a)9_UDh;0wBQ(P(GBhz_ssa-PPRsq&Kn8hb86j z1DkA|PdO6b@QrTooLS;5mZU`}ci<6foZxjIT;%O(ywu zrIh5(YkO#eF49VibvMZ#w33~V2wNjUT12=ziY9m)6!B(NmFu?5G%O;R6dC75^aok4 z5-_Q_Ov&QueZ#apAqR2`lf=u8tNNxsFM$f6HwOM9x!R&UOPrCnT=2Y`_*1wbfp>jc z?VYLZ8eK~@cCJ;?2vgk>+m{1`iqxnRJ{m7;se7Qy9dpUt&ZC*T8xt}7uj#XDr}uuA z_O5HX`^v5lu^YY!|-u*}>Yt2-Jd^2&skx$TR~7 zQC`aL-es0r7(FP<%~A@+K0D6GU@iJVf)(}zyHkUWg?umPRxJgaw$6St^P(9ca9n6f zi;O?SG-)YmCmYpcz!6z`@H2O!C{Ja4gx#*|8iZ#u$!LmXsvQv-G2!oBd(-}~K%Aqb zA?O`ad3Z$}o;_yF`qK-@4}o1m%oc~GxO+&T*LxoXfpFs?I^eS(V(o?BfxoA0)3KJk zi!!&?0KWsS9EE+)4^>v7o(BX(kALhryu()VGTeX{^!b0b@Z!Q&u9MCp z%VYS}ea3jOgg4_8wd2G(up&OrKX7?uOyYkmEarP8lX*>Dei%TRx@a#@imVd5nbQy+ zHU!uWTjQ4OxEOekBD7S4wG}q7alkw@6ihW&@nh^I#Y zy@u4u|JcGdPZ)hycw8s90>-*o_J6X|F%JmMa#!#U55te!!V`h-I41*XtMN?#CgxdF z(_L|_oXD$)R#VscthzIZb7Tq_=f{5I0qBJlk8cVUm?cA*&u!53mLX04DkXY=4%0~a z9A6HU)}CZ>v~#8rhaRDcwpVcwE3pVjb^Mg~p;6${Af0v72{9i2utH5|D|S#oTW$c! zu7(UlR4bxWBa&dKoSw8m2xrVtVi}WXDrP{6gyaf;dFt(=+xajI#;sS_s2 z$kwGagxDZUb+|he?$+#l6_UYwyGtq%IIMa^K%n?UrrLq=rrO3pq(}H14o!Oh-`{lJ zJF(DB%C9yjGzPm9?;wc}LC&XmT+@u$eY11d7*;Q4-{9#5 zr$?AJ(JA~wsib)bUr`5NB;D1hgsa5SV5jpkfizxQ@n8Y$I-C<8I)x0YIv&LiY?rfI zAJIr#B-w^?A?vU$ms$y~7^u?`k#nJ4v8B!Szq(c(e;-UXT$Ao(b2&M;vx7~`oDcIk zBE_5Cf-8a|MnHY3lTF;?oSDv%N0LcAw1~KSMLlzQO^=we!21!{0)vUhN za0(px_3+EfLz32U1bz6VqKM<%e*iIz_c*$AQnX7-UF0Q~Y|4w&*K)mZ#n2fa$WutX z`UCe5NHl0DZuEJkJ|vfFRp@E{^*R;dvz{97ysk4y#<8c_cbBb7ymrC0Ik!Ax3*f`04IDi5YwVSHbK- z=E7v*Cu8xnzBrLC#Uk(&3`)A{v$x&6!NL(;$qF4rV#SUybB7|YRSanW`QwB%eqO=-qN zeL%}pjrMG{1GXa7-VdD=wvRz=vvHujHAMxSE%1PWP~={1o}s|pO~Y9OP( zyOixNb*}q~;>@GTL^`X6C^Ex>hIwLm#4(eg_f^aXOdlTGH(8Ka4==1h_aW@4*V;SV z)^VlFGS|Zy0yE98y2V$Y{gCYdFl9qN>596x;~-{G#8DSnGJ_;hEXrhn7N}IvX*Wv; z*lzD$)X47Y$!(ac1acDB;3YwsMf|T3$kccJyKXa0#O#(c?q#DMFO=<>8(QTFA;kf< zl_nN_Z@P{LMiXmkAnH7O2J|q(w%4q8N4Lem9h7-cUQgjtN29j5&z$OaS8w%?W`VA8 z1Sdoyt{DcL(ien-E}?N^XGQGA^o5rJ39F!;P%a>wEb@dbaTQ^+(f;BBfSmO}ptgHy zqXmTY^y8#X-)%6R)^Bybs~xhH_&5^iC0XAtaMpa7X-}bb@iaV(H#U4hf==R-)ms|N8Bu>^?Cz*wILcfg#UP^`MxgMIj(3R`sg+^aHEhH ze}J1k+_7C$8!aT;SSH5(27$h5mPP@eAf%7%uty(UiT$@QJ*T1C%DAS)<@4>`Fz1?_ zD^2kRR$Ae*!YjANa->#U<5eN2?6MWgniGe{4=!c9f$jb1KY>m46Qd@&Hj3T=VT|0YUVA79YMo za!qKHIpSHnBa(iICE-HNnEq_pFss~F1iiT`(VqQUTFc!V(4{W`C+hhjUA7Qw<_-5c z+qf$|&l9TzK`4D4>lQowKBOA!9jlp%l&$<%t_HJNn+vx`5T4;;Z6bLYL^JCJb@tA( z!sodBTf{li$8aa4kW8G6LI+gG4TOA+}SLp~(kt zvrR9-HhRzIAF?9#?yyW>M|v34;13$T2?moLPPAr+!!F#I&{U|~?8>T+M*gWpHMa>T zn$zl#S`J{>;P@`QXGcQ^6HM0`F;EqTdhl(1-oxTq;ctK#GJ`i&QQp$1PF%8!;|AI6 z+sTf7>+doVE2fAk+#rY$sWv0SD59&a(41wXi_*WnaTfg!+8564$;Cp7aW6pUNRnos z&%44ec*Nrfb)x*nm@aDz-3UJ352eewL$0+I+~Ze2GTelL{STOrBIep120e5uQ;QA& ztBlmMw3DllfJB!Ho$`gX%={gyWEJ9GHejkNY>w6O%LeYN59Paq%&9Hvo3%ZUfDI9x zww)DQxM8SJffBCMrJ>|eE1u+_r0yNX8xjddWS;Q#3*|g@K|!(4Q1AUmMZP=%LOq%R zXn)3UF`CN0bn(IiTy`aBc8yVTlJXp={YRmM0`fbi;TTan8Yd>uoa;E}S%8>>P&76i zB=x~TRuwE3lYE$)MThdGkSr6TdTdyAEo565F5AGobbUQiI z80tKhY8A-sgJ&TLdm$Aa60~i;w^xR>zl-RVk`(Qcm7w6pDyT}m#UaDUTHB#naMh01VU0w5q@ z%6I8a?`BQ;9MLk;Do!lMCFS`NEHTU)rjSKtt0Ltcd!}}j#_a&aPDSp%>&~9*vbo_R zj9lO4u?o_Y#nWEkV5;>?J_%SYDNYsCN>9sZJm#C2Msx#k0-(Bs-Wmo>m`Z@H;zP6u zBi*V?$oZB$;=FIWqmg4gnKrbM1#9!K>%8{aDL`fDDIuJMGyh?$pvlCsKTNC6Pt&R35MZ!d8mSBQzIy1H3o585@O+$bQ$ep5SJc#>G+c5(j(x zevHv&ooME*>he2%m6W*muQ2vKh`DTv-!uD)54SzZ^@UNsP(m;V`r$3v(M z8jC1bf@Tly`tBi|@BJKL1w90OX0>RS8IkHji04ibH7q(}9s^L&g0pPcP~$iF{@4C6 zH&iy%trIXotV9S~$l&={C=U;p#I;sbFI#K`sE;h4IxWi|^-NlR)j&4Mv`hXk*UD+$ zz+vv4amN!DR)!kX1ixeMi9JAU)#EAo7%I$Ejn7;?qGBHj4L;QM#&&M4>2_BN*G`r8 za#7ab^NqMa)=_#X`i~Ur?}fsIT9b~DlgH@1s$sj^hlB!GF0QIMGeZnrPO2(v`}VF4 z+U4)GqB~Up$10)}@2o-Va8pyQA|ET_u5YZX%ZpU|nQGjw4?k8V{F$F;A~u)NjLXw# zs})B~_KM(vPR}z2eM9)F!Bgu<2d_)?ettRp`YXnWxpjW$Y%^e)o>f#n=hDInnO(#} zb-RrRiyf4<{O0eR#^mRk1E2Vxfz&88nf+Qa$8y>tUu`bcR6V9tds~Ic5gY$KNr+_d zf6_z{eFMWQKa2W#ASi-KCwz2hvJ|hJ7f<&PTu1t&Nxt*6R|nNKh?r=!EB76u+vwI9 zpRIQO;eB%X2ItRFb~#$GuF0!DE{O9#Z=H4P+!2&nHo+$g3|FG>#w_+2LT=aqc=~w0 zb{^VnOja=tOJmXvl)8bI)SQMZg@@pJ5PSFCjOrknm2N!3Lu#ZsTOGw>x~UTv{}lwc zd9hpWz(^RJ9M!*}?1N_|{_Uu5-a)M4(ft3KY#4u%tCD*X1I|plpWU#Zm zna6;{wD!gdrb{GBWXn1}QYu6_4kCJbFYm@gRsR?kO<(#8P0e{^@G8jN>0RG@nA=}= zqvj>-lR`38z}kJ+u_{cm%1r4p!|R>)@w?hoTrG=&?t1ctEq6a;z8{up!z?bHOi01- zVUNA0VB&bj90H!Rh`G3bocOo*wmvw5^Y~BCLdPZPe~NCHI2+_@Wl`x; zne%|KJndoa_sYib8WrjQ>F)GZKat9w@5S)jI>_q0B7kmQhhyeVT(LH_X$<;6_*i)s zQp_Y#&Fh54n66{lyysbSawS{277(S6%Z?!c53PajSL2Sr|3dPDOv_M-ZoY=R0{eKP=)X_K6Ga} z&yg)*bUM49lxpbdc(U0T`Y;b6FvalwD}ZjV=UX8KSVI}c3Q|47tW^Pk_c_vB&Ch>A zQIPy5VqP@nkeci*W3@zL4gZV(lUMx}{st(2=2^FQcPU6d@vZkDnbk+k&9J$+LI3oF!gy(Gpyu2vQR) zT}vq7L158|*2!@>h-MyMZi(ZSZ5+(PG^fc65}*4JM`{I|R zmZ)$F+wwK80RUls^z@}o;{kW5b{DT1y$MGi>>Y(m>WXY9E&TP0)uU0laAfy)`dWCh zatBV#@aK=PFi7bHBpmk7kA}D|zd0j^XF$a`a^+Dx zSe)-?y6vo)RL9`8we)Mysu$0Gc7g0%;aMX>a62((IKV2f2LPPnam=qg&jfoXu`7OdJtXat#$Lbc=P{L|r=)hU7p!5aT(HT2V)hQGU#@tazpgK2 z5adZ5pR3C3FEh>>Nx&3o2#d$7ae9W|m0`vL11mWJk-+d z?$?4xACLW@B8Jj|1;q;vi&EplL+ie%`F-gSh<&9}c6{fvMQc+*uYNuYC+C-URu&eC$2;H-YFf+49FmN$!GN$ zqm~PwDl}{a58b67M(Gphr%SfR9umIc61U|zAL!5>Z>B01KZvf;BtWA#>UZ+%GHZ-Y ztdZlNGK)O0HD;->GvsJ-%&*teAjyhF{D-%UVe6#=SL@I0U)ykk?d1eJ>>7;iFL@Ta zTiwCG{>2kop+QUBlPz47(-c1+iB6A*-?q2-UMJ>^EpcuOA;TlX{GFN#6xLH#{5Ass z;`>+P z46(MLRO&SHYGBK+-gTm!F&yoMFc*isef&^HnBCERkCg=^BSh0fU`@PeSKU1z{-F<^v8!CqfnnUf!l%+?s+RLX7?aLe59GhaI7x z`^1MC@*;^i*5!8L7Cy|rKNZoQb7OD|S;~fTEMxsn<;V3a%q@1Xwa@ z$e;;<;J-Q^xaTg^{TLgEU|}=FaMF0M{2AqgDY&P(9Skx_M=yB`3rYWH!etH6-lu$^ zTe^`(2Mln(q!4beQ*)kM^+DVG?Z-tT^b{BBXP&eTiku<)Psd`w6Dp!NcHA;0>fRz> z>b@-g&}s=~{8;Rl_PR={_r_^CWcMP+2ja@4vGwOY~u_*ErFVv}@$ z<;Lpr!?q~B6z^L8uJ`U~Esv=4Ix9EFdi9GpwTPeJR;s?&@{qPJ*VHB^%n}0YUTWok z3gu+8;c6Z|7<;{H(rTg41y^FWj*xTH)jm#VCHZ@Nl#qGCe+iKKER2JMo3a>bQX746 zv>Q=l0rcQhC_)EVJi(3Xg))~EG}h874)>8yxrHW9{^y)WS!|SL#m(P_WWPxrh)C(1>{M$zv#j=Audzov&_snp1S?_WUD2H=$y~>&ddyCGU}d zYgI2Sa{I++qz!YlqDFCfWS6h}^Hwz?heko{0hc)Ro zj)^Dn;`bsEQJi}4y*JTCnv3s55mag4VhE);X~OE(W3!@h`QxCvl3t@{g71`)(L(nn z>A+sh&xL(V%(G_l@2!Mcr(KBxC-n|$=&aT%ELL!C*0~y+wE2PR*>y;QoL0nH0wCLu z^Hsqn6(du>dvq}J;LuGDW30vTuxP+2m)Kjz)rnRMBy6_e@q$|ic7a3pl?Una^s9}s zs}{yNE?>N3Zm6#{O?xgW?c*hhXbvy~?-S@LK>wWCELu<7PRR(7zQpw7;^jzsLaz+CPWwN=}=~_vUa!nBh(Eb4vms@ z*8$$ie7GbF7KQ^LtwF5}L-0WFz;(Ugpgx<%ZAUuK$r}7FvG8}z%9;Q@Zk69B=$9D% z-h%6_m7`PZk^c`h^QxJP3ifuk;~{~|N)DR2&Kuu^%bDs5d19R}jMrk*73N#(zKhvF zISKe@)hQBi9pelE8f!E(k?mfog`?{Dn*~6?3Z#^`=r>6@iCcZGOdu5_b|8%O^|h+? zP~r;c!FB!Dfo?(tO-_f8bFfg_Ino~%`G46Xg(t-PwrjA}Kq*)>Q_Y>Q&FWQ{zc0DSzE{W$^xNtqA;;JNcAp4c@j4X`l2tSOHE`EC~ zG}NTURJX#c;xs6_$cwhn@9tTaS6e>UP8n`q z5oJ;#PKm`mFz+c_lf-njHRF5XxE^PDiRZ~_Q@Gir5_jG!{(Y4~o7-_MHMR1}i95*N z6H1f8QFlRpP{Yg*0q%)GR2dUp}B0Cuf$W6}Y|i zBM^ovzjtG%t9RcD$12?spkQo}j;=7}b#%UZ>{|ZL&zf+VV!^G@IQI&D|+NMFxBb#?bjwwzD*WvC& zWS{Q5$+X~=Oave;@M!Drx=cIQKgvBLtfX|TY*87j)4Lbc$Ev@p`mcl>)^iF-g;v-h zEn}7E9+Mj1ad(pC^%(o`TTO&f(8nERlLE4L5u-7%p7yjyuvA%j#2se2C2l0yI;NId z{cC!wmJh^8o7B6XXu^FIXg;PJxw6}%VH&=39rUe}(7p=VuB!%3(MYqE0;9G5RB16C zDhG+f%QE2nB&UbruigeI#TM7FL&nW+b_cfr6cCg!;W%+in9orRX>u07|J6axleAiC z?3p5;>2F{d%3u+9H#D@@olXTx$5|+}O-mNWF91`RPV*v{ZmL<3l4|E=j}Vu-zLTFs z7}yaU2M@Rx%Z`~b97TB|m;?|JQp3~@>_UA60kSSgu);FOIu z4M=ZaIi&yTUzxLd?_>P9PCD@=n)VxWWiG@!al6bR10eZH#D(4aD03(ZuVY|nuGV*z z4aw-^9+eskvqdJ~9;h+t74me8VT*5Wvl3AQ{J2muL#H3cAX0tk&uLw8_LL9J)2tT2 zBf8d7>uv3+w?GL09w$O4&RIYbuDzj&VTR)l#mr!GRavl~tkl;p&BLUwA4t_j78D4_55gX2nt)yuzFvYRrJ<$On^E%;*bE?qA~^=yfX<9i(k z*wCY~t@j5Rx*az1rceQ^Mk$n5n4J;OAo!7Glr~;CL}fG;(Z7c2CvZkiQPFna5;A~X zvX<#0w>k;Ni{4}ZuU4|#i+gT`5&|5SS@h!7tLd3T9oAGHoiYbnE7PXx>m^bqkigt| zsPphls z2dB6~YphS$u|xt@%%)Go16kN}VsXViy#$-xfxSx?s$zUlikAsEF#cB!V(8QCb^DNA&E{%c7sG>7sVhY>`KN8RBkKH<`L9U}XNIE%>xB+nv4H zQF5(vZq%>N8 zhfFyFuKUWmebir|ltabqR2-+lU-_Qrs&gHj&8O$90A|_krj>txA8$~~*CcQZ6cfad zHX{_1Co=lj&_}tuc=*an7p-+Da)Ro1rKhK!^#53HTft7JIz=a{htzZipe>v3Nqb>c zJX_|w0Un9J#)j_=p$Q{#cXj53z80J<BJYiu3Tx(^NI8K(Fdt;>iZrGYgQZn7%diIFoKozgcpP704i~ zG`s)n6AFH^9iSUDG|Zv<)Dy5MmqG{Daz$~muBU)zlxhG=xUYRM8AznP(m+BpFP#kd zlYEWXAmh2u59oE`_CSDxHJ^l+PKMcA$OMYs?F=PauqEpr)p~2iEXt>D@2jy?jm?G= zzI)%mdP{-`*XLVYMe=l#l>4{(RdYgzXBjldxI&=&;2wvSyKrLj^hSDlh^0`MkL-b) zTH7oACU{HJ0sUL<5AgjlD$^mp0kHCaj2yw#ea9`6YGzWZ!~6tXKGJCH-e<=lK7p!Z z67F3IHvd5MczGESf)*DRv+1>w0cNvS^7ajh!t05lp@I1{{PR0cSJLWQpfBJIz+rT} zt`{x|l}8#p)Fu$S{$dWS`TSD`n{;T$cRB+qN^+~Ld=A}qR5=Sy zGx_8peX{zDD{o=p$XAo%-mN^^ITmcj@J0nBoQn2FuMKf?vU(_ZH z?{j?Ay9<@)<1Qdx^r`b5Zchv?R{LYDk~ewb?+1)<+M1cwUE-jqgO(+a2Nf^)T(9mg zPl&9CocpqiOsY_;#)Ne%I_>`Ut}U)JWL}J$IPXO9*zX}+QWNXT@ZGMIHfphrYDM2P zhNzC&QxbDH3*4ijE9PHIcz zplkBC(?u+e>o%H#mCnRL2ImGGyXL?lUJmQxFlEVk;v5m*?EE~zVBB%5!?f{E6$StU z9o^@Qy1$wZf0-4*NZ&b18HMB}W0n7Ku*VZelg_#KcgGDt456^HK0bC~b0?ZxVw~gZBN=Z>=Ph=UE~4K0e=nXN%Sbxu8* zS~@s=*btqa|5FIV!0$KG2u5^Mn~1*RpWURM>&rSNm%vAjhToJ$jI<9Wk@i~QdUnSD zjU2fR2OSBtbHyiU9GPD6@!A$aTFf^e8?cl>wV_WjPI37@s$J5Lr2W)!H++ca%7(;) z{9KRGYD~E(Q zzWh%_p}tA-sKpQ$kZCOb1`9wIU6+G^WrQV2HVrc;;xPLReH5JLhzTe1uiCt$iv#gw z{04IUyaz<>R^@-O23Vac^OiF2kzE)xXVorOn+#aC{CZ^(nTszbPlmyd+{Q1T1t=j? zR!SdXep|X{y}JtxBbE`zFgI?ixv89ThWU05dxsXdw8}6U+0V>b zUtbkY(fj3MVC^mC9!EXPH4{+5d8Wg)fK+t(EqpsS)#b}&^PDhpuH5=7V*72shDf|T>p?a*{OSB@QOj<*GghI1w;ffjYyqiUR!q;AFz>P$0+j5G3*9JVMr5<)7# zJ}+2WA>C-;`8)qT8F@4p2I>Mq|8iuajO*Y>m|Mvg=Nz#)eh1TTx zB{?IGbh%u=_yOIm+n7mn45x8q>mGrN7m{>6*E}h<$b3;qMFG=zPfZCZAxkGuyz!98 zI3QKR#~VxN_#23vG1X_rJTidHgKAILToi16AH*rDQ@3&k-pC0*JG95j)Gl)Yp?JR* z$dEM0`|j2_)^o1v=s9g!wn@`+60qwMgvH)P+6_BZL!Uh#)f5 zc|7Qi5Nf6ra_=1mK?_C~{id&jY@}QtM?C@xF<1k9Yg(7o6f9N+#B6xnTA1yY_iT;M;~g)aozD`teFeUz8&*{mZh;d+wRxF8?*`&jNWkG-A)V z<5Cq`RC^*hary#!6#RrFI$QMyJv84*g_!tb^AZ7#2iEGMh65!jh9aM5`3kD+n%o~w zOhU{er@CgXIpexiB5{aW^Vs7PEqb>Nl&A1r+EYc>tn_1(jJc26Z)F+@lCkZB2fWpo zNG5!tMFIwKg;L5FuCT}ebmjQ>OhB@0CxkgZ#dsvdfX(#jufwV|XTX=fbJO_e^3FIC z=Bw<+##&kh#ryU~tUOE6?j6%#Znz?`;^iS1IKn?SFP9y(yPf!MfXhuWXFyZTdyEl5 zmhPAgIPp2#6jdsEHWPO;|EEDLsk%pw6mG4_?d2nke;t5{6X;6q-P-B0Heg zdPYfv-9SxHzW&z}MJ6++)+T6{H#~CwIPMvC>{Dv!uulukb5ns?3u#JF{4%~GsW!YE zgh({pCi(##0&hHqyR>&m<54bDT=v56Nm}u#E%ej`cdo=h?EN%HL6ZD-k0se0wZQM{{Z#fZY$BaVPf~8b(#PoCT@>kW{vkl^)T3; zp~=P$nR833)>lDoEHZ&Ar&!d?O5BmzGu4#GX;s_0nCC~}y|AHPyo$LExlkZ2gdIDl zCLej(x6VbT%gDGzUl|3YlPuo(+YhXNwdn|(!boL}eKvQ-JmBLhci?fEU6>5U1^-nG za3#Z{DW)|Yg`sWb9j48%N61)-|0uhk6;UZcx2qFo*_E!fJH3d5dqX!!7_;_Q;1spum(kv~iYo_O@S8MqZzAU!{SGNO+HupH_-*?8|enZV4?uve{Cw621RM1%X zy2TSBRHBunRNjmuF+6!Y?<;H7;iG)$Z|HPXNrH6hH)W6MbaSXASXiec^fTbDyAC`(wOYqcvwEp$F-23g8Q`=v_plDT zdA9bsVok5{G)$A9b}OfePDh{V;X9w*2ML}FvN3wxTK&0ZDNho2CMvk9?c}&z;fz|w zzd_HGgjHk`p)oXyneTLQ5#hfool(ASE4^{%EzF#_!l07(^^oI7ex|lE*wy~uHD1J- z`2xo~yxRS~*R@=fI;?VX_fb=zzD*XTyi8Z~*m7KY`X@9{=0ANoXH_OHP5C3D>p2pz zqg<@8npMf}5Lu<@KUchNX--(T$SEtnl~3wxri!unyNVT}O#g~v0-m%Co&dCD_8v82 zId=IV?F=mk%gN>RIewcRAG+PfX0_j;y_rjayhFTITaI`na;;wb-QDM52IjBvT zDL@8WHjp874gr|6Q|TM@cT!J!}X1A~uUB)K32dz@-oS%XBCrYVu%=x|@EO@-yC$(w~(Kd@JAG+FMRY zc(T{Y6qVl*$Yj(2qKq(%$%4lnG=6BATs`*b`J3@nYzv0mWGv2WB-{ga5%@+Pa_?w2 z#fW#0`qmxLb~e-#Jp%Ta8F#JBQAsdn&Rw|MP^CB5CxyJSo*<7_CNrC1$|!7JfEUt< z2+R_8%eB{D|5`D2@_VAXT$wz}{mT%v>g-lT^--bFKM~7ZHv&X1_ATByRnBU2KIf05 zGj_3Sb(6oXccOMY{A1EbXf6nRVloS@hvhxw&iK>1p#ICfF;2w-yFxZ)mX^SpHk2qg zF%=~1fb;N;I2x{-PK)}?*j~S|w2OlH64&^O%k1%nj6F^v)Fc1`cxu392d zl?}T{A3~sXxyqSlWf@0~2Lwc7eF#H~k~}PR+j)K(GO7Xw7k0j^H^tBeqGWtP4|?&G z>AO))!Cs`~!sziRBwT0kn?WI%UBBCK!9UdONa943@FVa7m1jTuN8eB6*AcN6#p*1| z{eKv@xPYBcww@~J2_b>dTOPa!|2k}wg3t@US~8oa1U?eGk^d%APjXkkuHlzu%{;Q} zd8DX0dIQN(ks8}26oI0CQjB7->LI_g+kN91GSGJ>K9KE-6Kh?qpN!ZAnS@e6%||rI z_q#H4)ZNi13ncO^Eq%qiXJJ#_Vq}q<({YSh@G5p?t@g;-l-n^!Z`B1Q*=dwyu?49$ z0iDfI3BVO$L9d2^jhikBk2B^5D zS%q(g+wMo`-6ClJP7%ZZcZaf!wAt<9M2u{3;1O9%frY@j?_*IO{n?Kz@E8vY3Q9$~ z7yQBb5cbYS6tsb4Z+KCdZY6(RJPjE@?4h$7N$C{8%(nouFhW;rJ;Sb0bb`_WokDBE z1^)z(%ezJ&Sq4-d?aSQdO656KfOI6kaQJlGKsgLrWO^s<<4jO&Qc$2VS>4XB7H1Pf zT6??^#b@J7hhO<;tAWlvlIw))XA`_I#We@g`F^<*`F?$Z9JirJt(_$8^+O_I3u_`v5^XlHL3HTn}GkZQMJLTwsg zJLBBACS`rkP(SZCEh}av-QDj6DDl76g+SlEEub}7agQ%Ry8v$dbZRVwpr%C5xM;&S zz;~Qr_u1*?c5IpqPiLg#h8ZCao$2CtAhs`Mwtftgz7BKaF6FP$a^8Q*F-2ctT}s(< zI)R6%L_rm97WvKj18Qlx%aJvls%z{IcMBtVm(E~z9OL>bG^|v~MdN&;klYIE^ zF^6km5|MB&Ll>ujUl0cB7jgesk|)5tq9NHH0j#=<8<}nu{Bfy+u2suMz$mK)3v;xrS?kQyXyE%*SB zXox!%Q0+)ro&JQ|97)laIyTZ$L={C)X|YD~9k4d?=)R9)gRe-ETMo9$+6U`d|0Xyi zkrL_Hmd6)-Q}f}-HZulA7PgXyW(0a(`%rW-FZv%qjM-Y=vHd=kI?$gD&Cn>;B42VD z+SyOau5IQPeqQz9Vd?g7k13j2U3kRU2!D|nZVLWjIR+I<{KI9jK39t-OLDvu+B}Oe zz6!fD|2s?il|NNfq@*SoyQPd1?k=w6b0MloKS$s~=zHv_5Oc4|Kq!WR!L4u)L{}Wg zWsvd?VUji4z_6!4{y(XS9Rs|x>!Vyi zKnsQx#zM2(glWRrj`85!Dh6$G(C9#|Cx5OZWh$8RR!o5X>RpGjQo+#r@)JSRd)uY{ zUD#3wj45RtMkb3wiMIBE5Dt6$d;oz`)lC?`czJv=w2TutE{dS*a$CYAG7%1iyJuHK zvn5AIpepx1`7fR;GRpS_Pmq+|vbvWZEE$*F9gl}E)ssU+z&}>e1V%*{nS8zP)ki(J zXkKQtiC~^ZaO!W~y9Yj67BX=FAZl`V#|DkQn$FSP`Oh2kc3SC6iLJdW``F{Fk1A|XF*2~_$ubf#>aJGL`(Pr7JW^vsv6QTD zg}5*<$$=iWMlb*rm-d3r61^ct!Rv9`La9+%(3?2Q-4yyn=1Mr{T=Hwu)15CC0x5}E zC<*5!&8_n{)tbZIf49#=Q9=tZSP`Qy?!C(aLw(0ssd5Mh?>0KY0>DIh&!-a>y0))X?o@z72wnT2A3i!D!1X=(x!SiVMFm}jr z;MdAR+C5e8gjDvAW`kq7g6Y*8+`P4}-`r~!C=p|DbZ<%8 zGc+POPFi5BF>kU>fz6R!w3zkzZ9 zCGH!h_ju?jD|AdxCQbz&hpnoED+cnYp|rdAzsbxf{1cfqGU*&U(gE|o&lE$h4z{kc z{(#4ywZO?_;k07smKaR4mK2SA-q3_?&x*-yIB!YemR$HWp-n{~KdU0frzuoz0sxVz z(s=j0xUNzB&!DYiAu-kNjL1gk-fLReP@BR{r1H)zIo$f-46gtH#(1G^DCczL3zVlE z{Ygrh3bnED)R+%vm;UN>b?y*rVR_gtHB7n_C+vhctD3|Vec5U;!Ufwj?S#R@Z_bCE zB!q~kSJ{uOLAceh6IXSU(89tmUvPNDNg+KryO{f{lTFAR@dYC%4gDLGYlRkN)r$Ys z{37-6;PNJ&2FI0h?fviO2CXRYqr@9;i^UHE z`X2-7 zqa~a0{?EA@dz1y7S;vW*omDUMIMYZ6zN;x}2+V^(7-0Ds13x?}5_WtQItmg&HrGPH!0siY&9+v!X(3ojOmirrif#Xk^kvx50#=1|t28PJ+q((&csAiBG8CG%;q2W!Qg zW0X^LP#82;X^!z{;AAuw|5&W9ix*f1Dmn2({7^TD0V61>iILQ603qvTykSiYvO zcal7a5dIodAnEF0A=tw+(N=2OWV-lrP_e?!3IDNB;j_L``oJN?6-1^Yv^=s*=%Ey| zG81MVI?g0IbFMd%^%p2I6zZ5N7RVlWy9$~R{fj`wAsUg<6M&s+>=v^R+iq?Vlq0mh z*OOZYN1Iu>ax+9do0Ng=)hqIpTigNS5ds0$#mS|TVX;aKFfcaYm{&{4_5?qurfdWA z!O2F<-n~dc?KmN5X3M6SVXD%h6*?<2F>{Iyp4JY>4QW&PDui@IIrs;TYvZ`?;`! zf4Vkzj!GxZ@&)>rWq(~SHV6eEg7l|2cz2EQWN~1!WG|_40JaqS2F+%Z*fJ^t+ziW# zgHg9T?LpNR>!KXR&YDb}vteEEXe^e+@6GShQ~Irl((5Tp%&hSVM?U?0U8J1r+W$(}O zOz9#M{nx3dzMWT7@|aR`Aoq4(^%~EK@r;{_jX~0iSQj6rsX=3MR(~#%Tn&drPTsA9 zcqAYqXFJ1@Ll%@2|KD$LOt6HN$(%LuN6TpUtREa0%-_2sM5a%$HSVxOhPmmt;H&j+ zcaUxuG8mpAtmdtv?o38U@I4Hfe+Tp_gIb%xK43ebD|NQkYMz}hJ~~*BBUu%aa8jlG zdW9HDHV$0f#VD@O>K;cJ2{U3f;nab^rr!WtWH95iOa(dl5EsY*y|XGm&vR&!r^gm9 zjuLfDtY?elpc~!WU2j_EPNy48HweG01dX`~F*kk$z{<2jD3F-Es`%QwSsme_g)Hk) zVqt<-*wM45F023E_c58$hyD@~>Fm8%hM>8LkT!FzY}b_;6ab||7thE^KyRrAA(t?r z_yl=OE~~h3^d;@&;@!o*)o+x=x3#+m`I6TlvG4_lB(T+SJEzd&d|#6%2ejq>;%?3x zU%(9wX6EdV_<~xBs18H0;&09qgkas$hd881##gL`p;>Ybb6-8!5k{Yz4@`u>Q|Z;u z2W3<)4KczfeQ-`jOanVV`1vj%RgG5NVHPzxNJXUjpQ~!cHLC1JuoDNssHf=eN-fE? z&c{>!@YC4h0cUjWH#g*&C^!YqWt_h7i3Q_w*;MOB=l;Tuz?VZqSls*LSf=-h40v;tFDcYIB!svRT_)Q1~#|_4+y)~ z#IY$RkMVjJHM_E-2IkZVBiyFx0f!Ut}3p^X(dR-{5=6nQW#>* z>3pnqy92K_q#jr(@gh2P$G66|qI-vg`Q)0q3-9^S5SO)d+|J&hY(o9mO5XS?Ndcz) zeI%<|`~OTg(8ViJ^~8yGA#t7%COv-al5&+l*1a91O|agOo!BIz8uJEqEhPfE(AZ96 zVCJB6ay|1q#=>8%f3S`ib1*6)?7+>ne*H<*f@v#XfWay8X#ymbF8pgHM>WDZ1vG-0 zb;Sq|L*f(sj?nlbLl}Rpw+EnUM#^$J(cSYd6k@;&uX<8U0R5I0H-fG_@y$6vl=?W1 zA||coR`)ULcq@Z8!=PT{R6vFEGkXPYu5`3ZCyn~%+esa9Gd{U7bG;nc@9yawV&>N* z-SA^BQ7hEfqvX#g)#6i6xq2h3ll*O&WF}7{^7t}_x}&DdLzRx^D`6G^?1h`0I9gYH z)&336!&+_4sGV~e!f?KuFzVh=(eh;rIHZ`OZ!EPjajQ0j!T>m|nbjNd0w?{xe^_rJ zLdImYNp4-kPMz0U$e66PG2%!KLELr|f}q8LPX@s}2Hnl2-xY{FFT&~^ZFti%&Fft5%fn1g=YWps`~^qS9IrrK;nldDh+dq( zKL^>#qTPp(Sur<1gl}r`4|!U4qj6$q0|jCDEp^bKX9wa4YDA-|>jC|!zpEvAXV`~A z9ry!67v@wc;jZRdF-$hGb%RLn-pQ`N-C$YfcIFG{`7%QM=pV{A)_Tj8dXn!!M(C2- z|2t$Gx5W6+QNmtY;{VARiR~T2SBL%#un6EIbWorh)&3z=cZ`5oU^!&JQxtMd7V_9R z4(t0`ihD2>eoDstLumH37pV-oF$)2nEO}hiqBwGS9F`LG9S<`|Ja!IEw=MKZNoeS? zJoV+t4<|27wZtOAp*w`zho+VBYd&@?4g?{3YNO&~0IbZ7d!zgU3g<^gMY&l=rl}UB zWmdSnP9qlDAZm@Z0dWh2x}c5<>zM?utg7kn6TH-!6u3~_Dx=wVk>LY@2B+3y{7_P@ z;Sd8!?SezmrLc$jLRshhW|PL4ZnyX95>HF~<`jy_rB`ggJZxxqY+@4q_cK@V%`mb+ zWFs;wtPjsCyCAR8>^sORo)e(VZ4n+eC~^Bf|2tv#mTA^+F35yd zR48IwRZdP&2d-RF2rC^{DD8V*MH=PSk1PP-N0syFxDWmxm!-h=&-;|XUlRsl9ZtrO z-RPglnY*(u1pMHLHvN`htdL+C>7^LA3+O-S_f*Z7R-C25#l1LxMCV9;oXY*VkFS(d zbcu4;`z&KGPj4HC}4P75k9pEFpa_&RY^Q^6rALp(cd;e{>rp}gXM!n2ik`3Zuu zJrEIto~1f~QJ~z-@wzpKGA@fwZ2AO}TvrGJC$5WLb)V)GDgrYU>z3>uNOji7ik1ie=?>F>P`CQ$oDdLkcO_p zF7CTY$tcI^Mr9KhuO#_j=#+1mH^1%|bG?aE~EPSqdW)z>4*e05b2St>Q@*H!qC4|iKDbKW6E69rCRV^vi&U%f7;FdapEokXY z_=d_$r-c+vQ_l+!$WqktpzaYg#5A%IXx|*6e6+2&wVxz(qZ0RJv7hAiY4>^ayC=3s zp`1MmAG2h}Ibhw!SED#rFzY(3+B5}txzMbx_CG*cAl*oNJHu^7{amO#aVq^Ax&NBMEn&NZF1eyMJJZ+{OH(U7^1b4n|b}bx!R~76=67^ph zCuw=49#I!=n3_E4R#563YCdw8e@v)Txgn${zp-9*kYr2zoxK!V8D*~}-Sa|dfWfX= z=7-ebQyJz4ZU=;9AWRkc(F^pIHqZc;0+7_WAZB~@mU>xZlqIF}_KC)RA|!w>%K8z0 z7POs83-DQNHJtC2mcM9;W-f@8X$fe%W~nIZ@ky*o&86@DVju?ePwQWbE&)Wj_?9wi zewZWwR!wFK@kXg&Gj|_slJrA(t=u71u{r&nDgLHEyLMP$9TnEHG4C{nt*)VZO|}JB z<-3Jw`Nbs3X&84nV>=>a%T7?j0Xl?>jxeUXN=bBP`BNU04rG0?6bZm+Lc(o{@NdTr zvmWlu2I$<*;p(^>s%#nbMTb|kQGx^^CBxH44Yd><7QN08H_TenliF05MlNh3Yhe0< zuD#30hZQ{Y;1o~W#^wVsyyA%;K%Ru?AVe*H$Fjnl7VlldMTeCuP*{T)?{Y%R)MTn+ z;0rvN`qT7fFnux)#SD6k`^Kwxw`JpnX#GOG)tAt2LJb8%UYYJcEX`LhUvw{;cyMp} zy|E~PhEi*-Ns!*>L;};!xdO!WB+Tyg{&gNkdMa##CnE53Rhjzmj@#}&5cke#~k1j*tiL%1`ibj__Dm z^sKo;*dx4T$1_xDb%w`hjznnC1UZabcio9Aq<;j$0<>qWrr+lUd$$UB&93#VKTn0v zhlh^HDj^T1zdBmH=p|6xAy#?oz6+Sq8d^Q5az6%@@ME1qORhyWgpT zsw>U;kKR72cA^LVLckazb$)%e)SwEN{}>bF`9$BL5wN<)-wi2eJ=nHhj+0o0*Ti-U z{PIb|g`^-egegP#WmQ5O^Ov&;5^`xdLd<2N7VX-GPo2!b$`8`Hs`Gfs$f3Dayt^-R2hU z`PgKk`-E}cn5!98K2=r!RXO##BbuU*%POCV8>pHjz5VE2)gLXyfdu8LoC{ zL~ULZe>h#*ZkoK0Qn$lK2Z8)B@#!I%Ko9Fu_pD;D5}j{&kFlrKmhQKfU0v&2hFD?a z+%y;Y!!xJL%r^rf;c8Y%5*~>q1%zO3s9tZeXp$mCx#ppF(lP z(e%J%iC{gL1jI}dU&gaRqTNn7t=*ri7&RD)XbIcx6|(lLDQOQaZ{G^`rRjGtkZW z8oInNy95ju#&g@91{^29$};_I;1A~R!!NDGNrN>m6SgpCW2om+d3|Z%l%Dol-Nk|d z!Pr@x=y51vE|L5t;8}IOc9yZ1(y>HBIiTZVdH?iLy`Q09kiYHev^)BqFRD;?ajopoQntSh9DX+eNL57}%UkK(OMyMar&O8**n_7)rne_pDPr}fPeqZ0 zK-LzD>M=9yh!iSfA}=QB`-$@Q_FJM^3|j7Ye zISDwTO9L`}&aW_LP$l$qe6;%o{v?gGG2&9bt3BJ>(J zr0o%Y@$w7PRS1=#&_W>Uxv2{6_0T>^Gc2ASqV{yP!qF`teKxExO&qB3c=5~UN`7I9 z>}bG*(l93Qs8b7uty`QDvSDLz>kjgqA79@rqQt7~*P0WZShXFPV2J^%z|Md#Vdp&R zNp~*$@u*49Dimes!P^kn}n1D4Oj7fZuX(PyZ1`#L!L7uy)F0U}J- zhnhk{Y)#Q6MY0kk5sxS>R3e%SJa(z8;9Zls4Q)rd4~X!HEV?$&zV1SfXfP0Q`=Rma z1_C4{avF9VoPu|2U50b2(vrE1k8r(&Mk|V`aBfo4rqthh>2XTFyqGi1;N2Z7a-I?4 zELvuL!wlu8q3i2N0tZ#m@<}=D$0sbl)X*)(@}Lvg$3Nc7h~MO@ssZq7GdH}Gl1gqq zRJ&!>2p|LP+e+55qTNzb#2^|-h~2Ux>0dCBn$WxZ;uwF?T zw*%UeG$mS6E~QQ)FFKO(8XBsBvgj36syA}SN#e)04=i-eJ;Qg!teW+~Yhvgg@Jpqz zvS7FHPNP2l>XLvB5sBI_&Tr7iZ*)}SWV006y#jM#vkaPv&=d))Jd_ZkO;0@Wws)fO zcoxg1pWXv}Fzod^72EkbB+DLLEpRG{6iy~-&Hmz`9TkJgdS{t|QJPy7LQD#H_b)zw zu?$L&c_tAWRNc@%o`B{MgyNts*ZNgJW1I8V;yubF8K}inJIoik@d~$M_tsAn0eebC z%;`f>0FouS6KoPrgR-B)k#M4_OO8}3S$*gsnyn@3u0j)}`T6)luQAiwN7<=w+j<6; z02j%jJC$XE3nw&?qY9UfIUinWIT(#Z4 zEEcYSt+;=~YjlI0xPwZYHv^0vCN8)NG%Sw|mc_HB-36Ja_NBa+j<_z*VX$pNR2+b( z+M#*2)xcAiR#L{71!Ws&GHIOXs!Dwq z_p{3Got~b=zl^D&=Fg5iI@Ps})gU1e{G4Z!FeDv_zIVR%D)^TL`}@!zcqv6MT#&3E z9V+qceeH+c?Jw;Sr@J8If^8uI{Xb})VA%4?xuVmtO$TM~sEPB+Z(n~;m~HRnv6Pn6 z0mH$)-NHqFHckkJf)8Idg&@3ggRUfm&+_1v+An~K)h-$P@?@oXX%NVFS(G0kXc z(G~Fs5+L(5Es{@f1?oWJ70gp*ZcG5?d#cCQV46mDTf6;QbdVWsZSJ6E@4N>5^oHQ< zDK^;ty0Yk=Uw+ae96(OeakUNI)?PCivT7BEw=O~wIWj@v4=tV5S(0`?bQEb!7_u{m zb2tf*OvdRbxstd%FbLxzrKg8ItuT-5{IPaE#V6>pCn>HYk zbYT2yKDz_UsD@O${6M=+*yVtyWBMdTRY9(ahxlR*yL*c{)E2_>C#>Zxp8)=^nc-{0Zn?LW_;Ya@6 z%tPMo9ZFBvk;|{we%fZwpS`vgg4+lmC(AzipnI-eboy1f;x$DG=c7l%XpCXNlYTPR zw2{i2S&G^xA?$d<2ME>a* zue=E>W#&w2;-=bb4V$5vrlG_9?-C+J^kMosGhdQ<`%FBoo`(atT{TH~arEP>hp2p) ze|!0@?S3%-6nbm4>zUG}U0sS9gR7-Ko2`7+m0zwB@Yd7O{3%3|oH@G8F~>pV+xnXRf|8utZ>khGSIyl??PPJS zGPg|7&_q;&j77OuT+^POnj3?DMw@VuwJ;8Lk%Lr{D7HI6fD#`)4xfD;jU{un{$Z6v zA=X#~rQ^xac9l!bIeuY@n6^>55aBII!0HOcMqG5(CgSRGQD#8T=}^wIE5uZkkRRJ6 zMz`Wlwcd2M?*q4_8$?Wi{q{eUR4_XbJ6Nbg29y-{A&=748P5-Osq+}cbSQGix#G9Y zWK&8!{@{s>r?L4(V(A~VRdLxAu#646be)|PF?OCj4hp??kQN$##v)eG`5aA@Dp{5n z0KV#o1%K||gGB0XaKpp@jUU%P+=)pP!(kr|r{QR(+ImnY))Sbr2aKaBDJ5<* zA;oJO-q`(+qULvSws9NcH)S6QZB?g&+%~o^gK+IlIKq2yEcW)X0@n4}NRbJPPx_Lc zooDABAGw!o?ec(L%lK?pM-5~!Vbla|j@lW7{Pt+OFYUEcQ8al{@~%>kcz?``Y-X%* ztW)br$Px@DcyX9HqMvfryu4D5_RO0{RQER}mxeny7iOZX z(-NO}Aa!J+6;m#J)(f~XH)oYx;Y02b*uqb`I}pG2FEOEIGs&^AL&P0os^g!F_j}-l z##Yblm%;&cR7$BBD!z>mOafJ({s>zxzXwL9MA6C5BkSSKnWbe{|nKi6SSV+SyAP zQo3K;q7vfr?`GvXaJ*l99W;l}dCY+aBgvI|U( zQ1$sy@}eOR&l9btU@CE)D01CeSf@Xe5sn!Ko@r!IB(=a_xVa&AeX;TIu6SBjA$URy z)6}ntf-kIN^M~+~d%=u!yVo_;@pdA2Ce-XNwM8tOO^kIZSeOdb)g)F>;2GsUniBY- z-%>6V^Ucf4|CDL;t@A@L?gI#6lecB_h^b^?!5w`{rlN&iZb0{e$vkx+)9Qi1`QsK5 z3V}MOt*{|+#R-wbO_uerWNiC{PPx~Jsty!|Tvxy6NDXd3{b7a|CyEf+qyH_` zHl|n=tYc5((6J)(dx6piK%omZO*h*JZ_`NlfTh4Qus0yZ7F3&bNWDl_9Xwk&XVVh? zIL`}X*y~4F3znV^j3^o%&uDVwa^?5{CR3i8(f&F+Jbu?nR%=egq@9naC!-FBe;YBm znt%C*TVB8N9EeP1M!Chx!8bxl*_qg*RTSDFb_to3EGo*Ll%Axkcg2JVjs&=lj2Ll3 zcd<4KOqZ;`9Z7Vm<0i`47Sn%!ldNuLoPRA%9$}by1Lu3lr(8(RJmT7e(J#kEOjtsChi&0NT`obN4@U1b_Q8!8{QKs0eRBD|vz^aQmN91l|#ktv6WTniC_sCC4FIR9Yvp_Vk7@)$FTv zLvM5q)Bv{FHS|3qzBB~Q8mMqpYs2l!>D<#f7~bl2B4)B)gu8LG{yMZkiTd#d&=D%) zx|7dVYjrhtkl^=O(!0TwE6<7-@|HC-$8^v$lAMms>>7qAs#G3qQ2u8^7u{uRXNf&H zSBka$3L~ywEQJaUG>%c`Y(;2ZF!l#Z_)b6wT}-+f@|DJB*@N~!2XShcB_dgFV;nY{ zGcgK#N^dVmu~y0jLGnQM5_4)l6gY&&#a@c@MHwPkJcc8m=H(K*`#L^g5sdfKo>2eK zxD0CV9cPVSfoYya096`9729UCt}hR{WY{WW?R5qw+URHM@v!|e5612Jqo zfi?7UFfJY`$ZT|bif8LC%|hxZvd_#d6fpr#E>()vD$@gawAEVOO#y_dY3vJ#@zou_ z>j8R&+rr)_OEMY0mNgDQ8Ilren;)r78bYI^BNceCrl^LKDD^COQDR7YA#Rn@X;%t! z&o*+aArf)AGWHSp&Ie=dA~x~*`|FVtgv9|2u?H|)WRH@N^+P*mf$qIC+cbJZacrNf zX6#w1rIkbUsCHS{q8V~O+?@{{HZ!&e5M+oNmcwG>(CN$)gJ1CnD|Wlg%NNV!HoxD5 zcu8<@j=P)@gfm|wB577#=>(_E#|n{YJ*n9d@?Vb1VI>YJ#JrmJ|Kl~_V!Oe1zwm$$ z7urp=WH+KQ(&`U{P=E&hNbWOs7u~p_2{L8WgwYn~C(q0FAnKq5Ko$5Z^RfL*H(|Er zINh=jPcdZf+~5mqyKl z^wwafs0?HMcHGBJuNblz^-Ec?RF_vfOqeEk0~Fn8k0DL2%)hPyUzudoW-IYY(_1Z0Gw3277V3Gm!sK6=l-eE3fe$>))4dNvp$+onnP+9mI#_TzJu( zd;@OuwyO;*NYRhtDed2s$*c402CDhsMuw>w5Fem;FrD6e9VLD-X-4TTFHto!4tR@j^dqNYDy000j)tRj3k%gKa8c>to8A zEPIdEW%Ep>7P?%s108y=Aij`^^W{THITYomS$=H)DBUhU#>A^=PMJd#*i30>hO1?{ z+)`w94}Dj~hvVw3C4~*@1DT;-+sp?JxeI1}r22!m05(9$zj(e+e)Z}_MzO3K&-NSy zEdfkLKk1>M{dqs(om+jIFr;GW7y-qrg+Z}nnz@GDPR`n*!xS6lK!{r__M08R0)G!~ z7ADJ%6oW{5b#>}KRd@T8Ak+7pUOzU9)cVIQ@EqC`niRDC?)6`U0b+(j$Th8a8C5I& zb36{;H=tZOn4>lY8F+ep_c7%Z<}P|e0KdaDwz(lb?(s^5n2{fFOu@_uyfKCwQ?KVT zfh^63rKcg$(QuP*36kYs>xB#@yo^`h4;noot`#am*)CHOx`uztr1?Eip6~=Xr~X{Z zVBh`AH6jg;DpD)lA2~sBU3wK2mA`x*bB%VJSp}po)zS_fLSG1d6pv>SD_>ZvYxxRjrxW0l@RfloSAJ4{Gu@h0NN-W(NHrp! zrg*-ZiNXh?I}Y*9V|P-4SGHF4Hk|Ux%m4Yrt$oy=gwM=#!?CXFqQ*hTt4tm(LZ-Q4 zf5(qqK<2s4I?vp!X(Hbev)>(R_%zE(O;4NXzSxT!00WMoh+OmrJUJUV9Evv1+V*bm`8VEadPVH4Ax)^=pR}aCsY!x1kSk_{VG z-RUb-?_QBn9(cU|qciUYXk~A%&814?0(XvCKUa^cciFI;K{+VL5f<+%x6>f*0x8duTqS%cHd6u) zCjt0z|N56~0$BvtIJ~OLTs0x_Lz?q16sHk#wYpr0Jv+0(84roY<=O4UG%8Sp)gv6P zCMU5~XRG760k}P*6o$K9=p>*bz4SWkoVRIBy^w=#hn6K*K4|G`fkHfiV$(JM8#&#! z7so|6_H}BkgzR6H+UX8!#Of*=#ie&vjiUnJ(oVIdNQn#gwul6`Ard zXJNI{NoO+OpLojQ0QH`D2Ul{WDQd9aL_+^Iy~|@j1JB{tCSTKIRxn+=cQrX>9c=Qs zz=sJ)P#Y_tX1Yd)C}y1zVsu=1QQM~&9xsG|>U5jr}J_AV_T-h9;-14u93cbJ`ekLHL zZCY3!nj%WS?R#zkF&gWH{om@2t#xupFIsNsH$;Z*DDXygM`Ao6@V0IOhl3+26)Y^NIvLIz!?gtKWDgf*Jjd0V84J(SAq0l^9Vl)v#&;a zek12Kc8?gN+kx#S8B=y7E|OHSYI|Bn!Jbt`Xw98F_g}1wfXCuC$h(L(zE*|CHlNj` z(J5PQrbX^sHsX1>RWLzgfKnBwNVE%BB~=-Z+%n_!Oz(@;@fo1q}^i zR4p6h1{00RvFpMkzXe8#qN~@q7&|6%w0Fmw-fnV>axJ3n6f#6vxtgeXX~wcsryM9G zd{WETJmm&AJrl*uGl^5yLOtZbpitJ{;A)_(*MSrM+{ws2x0+BX*oH1`ETqWecQU%L z1gENwI&DYutxG&B+QWbvl`$#Q=LSBm4qakKX$RQiD*5s^oXb7igvL)m(`+gIe-! zKbt}fm`O4{2tPWO{l}$OQ0j4s@hf#ygyp^JZ&5i1Xw3VD{sEG<{$A(l^M)k(lA<>gJwxfT zZo^i06Un|WB>d*pl~iL;TQ4IN+KVIRN_m)KkTkefV}j>a?iGR1g;`;{RJ0TT1( zPP_x7PQ(PT{8}%wWTm!7#XF?HdtLZIxHZgHx?;Q6U5-aHB6;F0N{lCc7ZOjQ(m=am8VEf66*XCNWT)UUY-K)hz+M73{!8(D5urlrY2!F$Uj zOBL@*+un@#jr}nFw%DjM@yerACH%y>m z!g8b0Hd-!^la{Eq!GFiTiTh(eN?zJgFx) zN-*Ce?7YpyW_e=*kW<)3KkGpd(CcHhH_Xa$XX1$5B3i)}d*qTHzN2@IQ<+xeb56A0$n0qmX7zt-Nfht*2 zdeiU+ZA(ev>{y+l)Xqm#(9#2)Xg=7k(J#DVn0=H!NeIn9DQZLF$9jr?yy3BNRef#B zd=6<9b1HQaw?4NRo8;X0f`*FES3f}%JCxAoRFf;Xa(v6I)&PjjI$zffL%P z?ss(zZ}=FeF*l2ZewXwY4#X7*4TPK)SkQ%tGc|C>Bpo`?`8Cox83i26^i zRBHwk(aAnjPHu%8KF)hif~;PkGwZwQmQ`(U5fjvEc8mQ({xjlRuCpQO_K-h?9Nf9O-1irMo&821ZZcCKl@t) zFhY?3)8w+zF?VDwNwC74VTLc-ozF?sMAC9iY;vo0+HLaKZEnoQw*mWCSuiYx5RqV% zMGyvia<+GKv3b-kCD#Z?HV7zNRT?zi>h{d*)pE+0cv_JQk2W(8qA9Vc`{P}5z$PWg z-Jd1pu#n23%+kpPY2XONz|qm%I-ldAM4t<<7o?`3*6ZUW>E(lb6rZHzk9d5*<*6W-11~tyF68C9q zxJOoD5(${c3+V=gbcAw9KU5DF=hKoVIz?NMvCCjViSskQlV-?lgNEM{lWg5c?9PC} z?}uG^VTvD2TG90>6iMJ2_ROQhCsV6DY9V)H&E?Lu`}PFT(U1w9Q_2CwM}|_hI~TEq z92i`b@Fs6O#s#CA(L;o(6~1xOJrV(cyT5{-QdBWni^N*wrRGo&j4$x zOV1&k!xmZgz|bk{HA`6>#kA}{HXXvCV0QlJ5G;pVG4BwvK)%Z^gQdQtfj_ipElg&Q z#JzGblmvEausEBGClDGn_C{mvvtbuq$X^BYoaQ@O7ouJDFHmOG0n8{7vbjjGF+v-; ziGx$*$z0Eu!Q3`Dz_N_^P9FU*l~W{8{OL?BgIJ#94Ln#32t%imEqpiae-3azc_595 zZbi>ciydp7PU^vMbcT|~=%ir=J1w>ZUa#r$_rLg~BP`qU z!>*7dtPq9c*N5vlgi|hdp8{VrpF+w=6|mUwADt0ZzXlny9pp@`-%!6P=@k-b2+e4B z>DYUP9t#uaM1`o`N?F#ElR*;`3)wsZL<(7@PO2SFNkj{X~E-XraL2?5X0b z$^n-EY_vcq0V{yW0+#I3_>Si#dk<(YAzc670nUN%t<8X(J_nqXT=6-48QAQ;KA5(! z6;FdeiL>MD#Pq{Y-3sOeU%{&342g_~_fK1P8U${Vg}cu^6HDt{2-mrbF1cOG9>qn6 zQSHdSFxA^|XPDLHup3`Ougrk*6|aE69cFr?UKldQd~0Z?SB=)lt-;bt%kD~M!=NI1 zzZg(mf8>5(+yBY{%sFM=!Nh^_9@4mnlUsr4zV_g%WdEnn(MQ`S;747Rx{1~y;F&o$ zZ)-wS2RRD!<}tt2cQ6wOP(|=$u9m1Inq|oAZ1qUx<0)-k$d{PUJ7+7tn$G6^#Q^>r zGAdzGr(WBE1ZfG1Nfn%b{liws|01>r^cGwRz3yP3(H4 zdy$aB(J1jfE4Qaq+#@XJEk-WSH7eHDB(E0@=zAF%`V3EJ{>G0s@NgH=To-n7tXC(VS^ z$y4k+AcYnj*W!_QKZFgiwcc-XFz@0GyLJX9Ciw@b#EP$CL#RzVIf^YmLj?3c^3{B`qDt46`6l^){u7mQ8errEyl?@n8^UTyxP% z5K|i@o5;JzH8{|gY3|OTUy>aowVPY!x&WR8tttsk??@5_JAk}k=PHu?B>tcdr>d0o zmiuOERPjB5@hV_iIUV7RoYPwGtIYW_{q6rTne%_!Tu&INYCvu0_1={StpfqbrIZ(| zwbT4nVSSJIxP?Gek4&|@2f?)K*kTWIz z{(OUyrQl|PDOz{S2!$9o)s+O$wl|QHyR_^#pY`eK+8U6jmnQpZr(ldX7=)}9X1*k% zyx%^=Bk6vi%$FfSa?A1m(Q4>GnER}lz3y-Ow5F%snGprUFxTgi^)l)ate?%P;ce4y z-+BS~1ffTsq2z6{D}i%+j8@PZkVXFP8^*GJ-Rw~AQykv zQ;(SmKR7uvp%+Cj*&^>B(NG!xTt8h%XZE^rcGK8ekA){*M($L8W-aXhbRKm?ViRIW zO}_o@lILJ@?ZFVhaN4ZRsHLsBb||r~8gQXy^geXtV|b8GM&8n{{x+bAOC#Zpa^(eS zoVCB}-EbOV{@bAKbyt9zhTuN3qvqk7(~MW|+6>l*5A&wgWxc(kBi%Fq12%O_`-3P{ zajfrHuVH5m8_6AnlUo5Dwk!jiPgk<5LHEFfR|)EDv0?L+J;J3de4P9?c+ShO3w=6{ z2Tt;QXV+GdaEwYN#LD_`woR;q@!k{#AdOD*aFJCy4#8n1 z^CS0@5!Vb|8xM6d5L|!1r%NE{nluW@AvO>nP(u>Y_~TqexL-jNkUzGd%WTr=D}NyS zah>gd&~@^vB#}8m3P9$Mdvl*OT7hfJ-cekJ0>*;{?~fEO@JD%2`Q;vfnn!-t=GXVH zQbMu}f929xg~$=x^iUiAhDU|^2+}TJ_DlkOsOkQ?@%YNwrCA@LFHHyUO_Ft=RSGY? zR9ySdrfaISv(LYWK-1XgB)jF_j@8dWes#&0BL0D?LY0CDA`=!k?YZV8sjJkLT8Gt? zo=3L6T;Y~DsrS=ycscq$5m=xtOgvZ~N}M7uP2J^;P1xYGiQHy}O4fbF)|N6JiUCm8 z*T5m$ZzufQz&rc{?zrrU*bP4^6(fNoM5@WSPv`CFUe6TYfIrGmU&dwYwAX?t9BfA; zpci^H7vRHe$OK>P2Uf1xIUQXtS|#hKUXJOqO};*>-@_U(i2+K?ltotg$t-O0K>yopK*Pf zhtZ@#T)Er7;;`q9zFoc@8Ztx__T;wETPT#hMs}I?RuYZfW;)_6+a9g)9?%(R26y&2 z0L(E1I-(Pt9^eLYNvGoew257iVB-Hm0?Xo>fKSWD_CrsWb7RhF z0a4+|N0htC$?{!HcJJ!uO$iVDiH+Q~93OzY$u^G^w!fzI*Cm(FXSdU)U==ae&gkIz z-8e?|5FtGEq`J|qmRR&|TFfp%i}3sNq?L-ZEcE10XE}gMf2FY-I0QNsF+7lKl~wWt>9)O6xIH(dA#EL@47rIHMP| zN2%l+B++U$oCP@}1pr5xRAE>8iIHwnP^=3*2!A6S~UBQ1D(8066jhY)X6|oHR zx0)IJdyxddrQy3m9NOt@nW*cFK8=#351fG0*BI74WE=A<8;R^hhv?I)b>TQ@IZ#Oy z`qDhFL$ZODR2Gxft&-L5M1+*wCs_y%^k%YjbPRCr8ps+K_B>~EjaA@|myJXvg|l|ani>DL?1(@CwimsqD{gyM@f4|W+d!LPY7p2(QQ zAE&98J)To9!G$WtWjIl13XYkwCA*Rj}1QNmr502xrjvJsOl&TRW9q5))#x&}cR zF{ucEb!EE?%{*#01A~ur2Ycmt6m6}kw&l^gG9*#UdKddH{y3vOZflvosJ+GS4DX?@ zC2JN;iXYlkZR7-)Ssk3V8>`-3tHhuSLB&nhfZ51{v9?jV={~}p@4Z5-3iJgwaLQLp zarF>JD$BGM-oZ4h|9PRHS%1efj!kUlup!Q@Ue?5Q4aV0Gac9gky9{ZE0{e?)8lNhm1#jJk^I(XVYo>ihxUA9R)th_=* zwfHGaKexb#2C2w4#WkD%W%0yNH?VAc2yK&~qj*#m@lwA*;C%mF4eigb;uEY; z+(MXXKl_~eWoL^r2{*Bw-^Ke0-)UtcCCq)3T)3{jun3|sI&Ro(xyqZR=_hvF4uTmf zwb2>FgTmI4{@_j4!m3^Y46WSp9NhNPvHd9lH23CYLb&W5QV_O%3jfSXy_GP8P{`cO zw@H3zA!wHlP%br~_9uIl*{!?+Vt(`0O*8AlT!*$5dl2b!Fat?i{*JoF>(ev7G(>v=yFBvL;@Mr|V@6b=?iH?hJXt3iaCbqx~ z>hFr<%i>etisGHmMH@>IV^_O%msm|FejI7?dt5HN0+0iwSD$39vmiPO;N!h4=Cb3U z+p9Y9!#Ob0!a7CGKF6vahT=R5O-++OtzGeAXWA`yd7QPMPiB9%h{iuqNsjMG>l8Xq zq^MWCyJbbedj=sTZI4{>K#(&~Gq`xlLfv(rkb3%-#Vupr1l{VAwzoIIK+!Y1?ICp- zT^^A~j|@9k?6t=@v5D&x=CTTnR3E7Yhj+l-zMu%Nj9TdV;|-RGODv|joxvX|q%W@k zC0L1pan3817|92?`krom1&wirJHi<#n>n4`i^730(slhE8oJyrj2FZ*MppD`lx*8} zZw)q3Haz6;=Z|3}+Yk6JE=XY8#8ct!NaCeQIZ0z$)z2GO^ut-xeoD+1jBPJ$>n-lG zSMPOi4)p8pVR;re1`_8nJTE(pI~!Fmm(gv&(*&&8ZXwQ=ieN7N36RCo*sC>hW#PNF zmU>a*wX$F;4Nz`zsT~N_IfyE&@*}&L@W=!!iu;YpaFRN!6D8YuF`*<&XqN&zuPu6z z>w$El^V*VTQmoQ)RNIrX9o{mo?#;x4kAf^TBW7d?y=CwL5%txJ%EqaN>0g*Z9m2Kt zQYfK~SElWPbfIa;ZP)69v4iuTW_<}9`Plz@_)#t=T5Jpef0!XfI4lfgBy5IbaC{@m z8wl_0J`%kIR>ds%=L(qAXCn>~@*2RKLDrWJhUG&s*kO*7O&bDlx!8vKLJg-_C(R&x zKARfjWfCzHjywZ2ldixKas_6`Y2~H?@cAkA;=%Fa)XUlaimH?* z{2Ae_ZY`3yR|()8Wc*FcI^Wx57}}?Jz9QS^HvWRrk>)NqBxq^lHw{@#_6ER!R#WTA z#HaI#Z~5t^G|^*&C((k?U7-+t+R)gU9=B4aebgo`eiu@HtoCj?nVQM1t>75oJS(`3 z-zO*#%-b%mS@}(!5tepOYUmL?Dds~wfgN`8sz?7`P@Ba|cc9C8mb2VS2y7DCRyb(`d{(9owe5dL_q!0nKO5Bk&uD*MII@F}2ze0?D?z zgJOOWVv*yTK%(@{llB)m_Jth=Na!n(D)!gGiJzkJPYp0^q_=&9JbP4j#>YK@oj9@U zT@g<%Yc?nCIGU9{dqOkS^T4`@LPMqqDVmv8+8vA(Te(5;=Um1;V!xWI zS}d~BX><+peR=BdqhzSJ7@w-vdlXc|wL-rhoNC84{FZm7FN286=ui9Bq<#ridz_f8 zd*pEW`rtVmL>^A;amPst2tk~7+kC>A%DV|dA0b>U) zicoY5fJOCEL_P_<$o-%kQL7Vf{`am4@(wpBIw~^y#G3KzHc8eCp*3ZH zMBcF5n8o{+8vj0+-;k-WfQ(QggZtVr&fBj_yXrX<6oh!t-H@5X$Ak?S7RR?o`9baK z>sRiiQNFb1&d-0!A2{I6mON;_Av#K3M0@d{<>#Kh4#&LU2LLDCroT0R@imOx5zG;B zleZ;bH;g>m^%1!ftAUynX`q&BkN++w39|7=sNkL2bK0aJ;^2zmZFz92|Iw?Ua8}If zLD?94Fe?9!OHrcINSXP*vW5ya(4+&nN5zPh*BpW+KN{#XzE$kii>uq8ck@yB#p5di z&tY7+;ISS|pa~4ZaA2FyrEHAV8bUy~2 z$&NR>X^;8<6U|(!_y>M|g25k?(}$YOO2ruk5r!Mrp_;Gl%Azu)ZP!(&ev_1>=Cmbq}r$uscZF-4t1{zf6u1`On5a$St#I_fSB+ zqeYxEfJ8~8zuQW2(T@x|bxX#c2GfW9nv;<60|huLF5w{Fb;$_EWFUqv5f?&SzR{b% zdU2dRSCqTHm2M=TJy)hLtC+7B89U!?p1q zim69KRxw`= z2IU#Q`$N_Z9)U(ghqkH)K1(cBB>VJU-zSGuEe2Kg!J-FIV*8wY(b(ZJcl=tK|D#kZ z!;V}TuuFR7uK!I1tDzBf<8rlk_#1I=v3$WN&XP}X8N{@X{;)}n zT09SdU0)M*6PGHuEC+vqw)v)FIH)u@$)6u$yotRj?hw{Ook-A0nD}bES)wktsQ3XV zS%@@)h25&t=!hc^4cbtri)ZqhUY;y4EU+-UQ#g<{hL7fIV}##JuzL&*wpQp^hLCn0 z)g%i$@;z%Il){DIaWd*Q7val)Ek8ToPW7f6Y#T;Unm{E+>iCo-F(k2{1n>3Y1h`}S z-0l;mG~q-ra$H?3tk&^GR_)r90F}5?3i{o#Q}{UIs|t}K)BGc3d|t551)!7vIOOlw zygH~gG&*AWnhrlpLen>KfAfOgekAZbBb(Z&n13JDJw8SN(w9ux-hjzEJ%Gmh78DCN zo1>4u2=k^K6dFG)ny#9dzlJ3p5BD%(;Z$~4@np-XgY;L|0oEdx{ZsgBP_VZl$q@cht^~0OO;T(%7ZUFq~zae1XW&IQi@Go)dYCp!BR=rvEMNONZy1Q z0;^u%BRE!K1MGiRZ2I>ryB`}Y1Ns*cWG=*CW4MkdnwOjJQtAc$?ll;AF zOq-^;C?E-^9y4VlEs}VhgkdJSi2c>al{vgo)!r@w0pf+?LQhK-nrxw)05Xgeo|TU4 z-0H~jW#nN(81fd`u1J$@j}e+gFlz*~Fhr#HRiKfHm}*j|xE{AP*H@7KiSPyOB-&^l z?->`;B1Jq#Ek9u)=&W9?2Nx@Ty1^8J$%`<4o&WqC{xQTBjDBtbb$M49ec=j=Z2Pi> z8yXn#ynymh=uFRbH1VVqr3+3pSN|1(xFeAl)VG`q0G@5T`n?@8^AKtj_%v2`w?(yG zB;z(d*%ggbY=uo(lwMWQhYFX@|h|9kQFe-j5Zo7V>T4@te{YkhMEiukhnDG^iw>^))yxAA%Z~w>}PR7CJ*?6 z6#=ZC9S6f092b-Q>&=VCuy6jO%Ho858iS?ohfSvnfBAkQT3VsPR*2fHm8er+ks=!- zX2A0=f4vzl^|yMy=6OIgst7L+nHmKT%3?dAA=AJ8LXq;R-lV)oj>RCAtt}|yRfe*z zD!O*D3vd@FHCPZpP>*ir9I(noi9kv*qtIvL*Oq0!<l3SA9qtOdIk7@?{anr--j zV+$adpB;-EaVi{IS>QX>J<WZZ zlo{^BtXhjv{O9#_fgP=_8XE-MIkfLsP8@}yW69hya=rBOr&r9{QCHc_2|cC<-cFlK zU7qQPkb1?B8shddF%9P}rjfbO>!&qFz`(}<8Ot0{sx0mH+<09nzNmb~u}%gsy4kpf zc+`px%+XT9PdV8R`SpjR2^6p1USY3 z9T>xjbLjvrx1n1vDWAS_^>M0i`2XZ|lWbX`t0b(xJ{WK7m=^C%c-1KvaL{cIIb@+C zeLyjno4%Q&R+HH`EVh$Mwe^_CZ%CSEwC1L>I-mqK8=@fpY=~WB5Z{fh?XX2$r%a6S z>2P(R9x*bGfaps}Lr^3Y1086(5?po91l4zYAZ?hupVom%#00ii7>+S!EQCW)4$x5Po$f-5foq6~%386D&12YgC>7j{hoU9RAVt zA(j5*gQ9StsC~r?+tsXGwAMn`*JX?s@8J}^rDWJcncpu@&7M&_Miya4QUs06Ys|;n zaDW$mJ6)oysC*WqyuCJWqot-C{lwjRR~Bb*ATwdBiD)S`vA)}zz{mZ7Dv1nlp+k&Eqw0@@Jio+aPkjK1y|8HXoFwovnxilJB!!PNg8|8dapdgT zYL|1tJmQtDI^$wLxwLkiqj%e9y9c=n^XS3oT4lKu76zVz11RrMlBaBqGc1h*wih+r z<`@PGw4|TEP!%?uS!Ker=7u3Y-XcwD;oC^+Z?4n%Dk(0#GP>&9RKZI;Mmyp-ActnA z&r)nvhw$+n^_Ci(befF|IDuwg$m87BS}QAX%!-9nE@p%gR#XXaXSUm21krvRzAHksx?|?2u3j)eW86omBXeC(y)ALMF00cTv)k?g zqy(J2^IrA5QS8DQmxeXo4LOO~R0bo`#bQpzYh*|@+E>u=_LlA~pE4+G5z1C4ae+rZP~I%K&9QTTZ<$5tmgSD+&U z#r7s0z z9g$8LKAJ$ui3MO_>&6&ul?}aI;s%kK{)463Y`Q^tL-#mfWz|WO9zym3siyx0Q1Leh;WF= zUrr4^&Ex$|CYeXdskU6$r9Tt;N#M`H9S4%^N(#IZvi`@bv)Wjn;dInc=H^4FsbPs9KO^|4#|9 z_1m)7GIP4~J*!}O; z{2>G_Bc=dk4Cw5CRT$L0><3CTjgs&6``}ooQh(cvH-&kkmq`1RZ?#nyJ5h63a0RXZ z8?{AXgsf}zsRvsJLrC}-G?R);4rKTWQ9d`GNZM$~!G#AyJzj2oC|%H9TX5#**FQ{S zx(~X55o0P~at?(GXhMjN6S0UMzME$sQrACC%!5u&vSKI)qo;6;;iF;V3V*5YiFkQK zhA$C0v^tQn$nemt2rd|l?Ss#|vHilZl#6)ERN*Js(9@Kh3ra;;NTVHLJk9@PF8Xaz zV#>A9m9sJEs4ge+tH=QC<%KfXTrXVMP@!rB9~DfkKVb3n?52(0bzs-SeB^Y1O2iHqJ0JKWxWXW|J%GB~xB6=ofFp&W+sR z({=pssZz0dW~<=jHt@jFaUeDqN)0*>^ z7lkaIVO137tTogQeL?r`&+|DcxBI$*Dy_pKF`i+n_3lcmhz@ozs35*E?=ZBVzJ1wy zj_TUe-&KB0sAWpp^yIb!3Kf>2hsyTL7b)@T-Kj5LZ_^{+Yi3Q2-3qSoNQW*=@ZIS! z3RXTcR$Pn0#X%yrf*wX}Lkih=QZJ|o_$f^y8;aEJiF>eF(E#9{!P#dUVLK%1&V1U} z_C`D_U@$9F26QiviXsTF7=1g*UCnL&bq_gO5x z*hQkC-<|tsyQR0_!UmOoUB(=5k>tN$=Z-V=Z70np23t>ilzFl=(RG&_+i|sXm?X+P zmo!}MAV|$3DB0hh&XKW(&3>_j5N00p{Tbd!aF=e1{tOP>P6;X7Fp| zdWdmm4AgkO^)a9K0>`d1O1Wk3*Lp_TJ$)ta%K%w&S=bDQ6G}hUrdI`~QVg#9@_yif z*EGlZUx#gd{XDzA{QK@^FWNN|9}jKGvs-GeBnKClLyzK7c-yMRHND!3lj>#E7jD$! z{@qQBIf~U$%jTx{lPh!tRGy$|7MF-Xg4-GehyZV)`gSZDVp&tB3m1*9NE9c`JtpVF z-H;6exReo>gdC2?E_e9UX$4(@+ol6Mk@9TQrIxuDJ+JwXWd`aqM~3jCf7UqWq*T9p zC8Y$?7To)X?pjgY{ukO=xo3@yALilDxpbMHCZ)UqgB<1iT>suFqz>%~2%c!}YHOrn zbvn`Q0ftJ~3QO~zjJ$0Ees^JApa=aNk782pB8GHzFoNo+1jVLKPCB=PY*N7OnqB`C zTkS=0{)>x)W;!|wX~;gm1Qv$En=K$D(wzQ|T@}Z4h4|-_%DEC!zl=qxs>f!KA$@Wh z+9(K=L9mBOM!c*Kx0uP!F)Mn|uQI<{6Jrl+Og$dnQITT!_hW6@CT#7-%PC9)*Ak1X zb4SGwkgj~;;gabwe!wnrG^VR3s24+K9L0%8Z3#%*3JS+Qp!YBGR=Y&uGH`n{ax4bY zeUC&~9-X(SWieV6qZnM|5~WkPmMR$uJ(1G!2K8dCliP9H_bB8)mvvu{psB_}A@L7oSn2V2Xu;t?+};)%c-T|a|f^0%s_5C$sq_;0Y{qJF2P2gLCl zrQ@3o;I$d^^?O`(78~|dOXV#(&}C!H5B5+HI2-ArVNSF>JxXO#5yXKIQKFiv>`K(g zHgTniCPxSAx*h|-p5AS%B|qa;k2zmTbG<;)!fTCniX=6G&N6|jNi_ICJJvbJgji12 z2lngrV#55KHk9GRl9;lYza91U1svI$?ijO>>Y+q*Id)}t8ohDD1s@s4!EH1-Pf6cu zDv^%Y_baq!tCW1L@*?xVq7l$Btr}bZ_=^Bh|1MD2+h#4?g%i{_jzU0)`@)`YniOfG zHB^FAey#Wu=fHAUQpLOtYLD9PmW>%LUaX$=$QK=cd_9le7q1s=!; zwqT~$_h)T%Yt(asYs1MLKX)?j`Ui-g{KVIP;V9QjG%IL#J?V*SN8 z6A0h^dGSY?N>p2826^z%F=ewd2D!6NTbRo{xIDY>mkhdf=4ygfo zH_9YUdyp;RJnBNX&;6~dit@I8VzZ^jDbmuKIzWf&Zp*@j)y$^O~YEw4}$*YnT*ZaSgG>eY3>>)|%PJCOT}3LU_} z8^l*}?^G2Cseq~KN%wcrwhwMi1_~KO5Ho z9iPy6-m2DsLgpM-j5Yz^{byo=y=26qgWr00$JF=2rS0+&WmA`X0&tkqCMpt$X zF$vtb-UN_#N0w}7=9~RgC6(aM2i3gUC^f9zSXWT2RX;{Ijbxq%aWWkzr0{7ei2o*e zR%&!9;^{0*H7FIDV%>AMFVPTK?5h?@YhG`_9>ETMmhAGuJAkab{V<`93SGuDtU)hl z+5Cg1?58*|;Q_QwN$oviRL?S%pg@K}OOC)7?1oSvBslSeLF?_=d)s0Mx5HjW+rnl! zAAerfUw}|s-FYVEyGc><6Aw^;bPgW2`)0ewKhg%zT8XESxU-dHH@ngFOl7`Lq3Vr>*hR3955D-k+@>Cl9V-a$Z=eH?V`L*&2_}HBUUxLT3q2Nm z`>VqZjOL&!RpiPsN>Q^I5P4o6)|mFltz(<`Sk}apdchDXf2&>v{j;b;>5IC2(fp6;5HK8>^Ji*&vfTrP9{1^=DMG6*W+C!zR^`>dL`aA zbc5wjvU_KZ7RvEW18gCT(o56P0L$im{+xV|QIpUNR-~9C4Y~xw8Kg*Z2E&7ae7tm; zDca%6z6+90Qb@kC%=1)8PIhY~5AS94kt5Z>h9n9aoaNuHAu$M7s;{jL(L}5V%Ztt@7@{gK_(*S715a2S)CY@GSo-`)Lmohd-b&1yxW#7y3Hg*WDPZGnsQ)Hl)QZAI z4Z-;~uk-m=2eCD&*05>P8YGNc<|)jL%gAGInn^!-TD2Jpaxk)cHd3GfKS030ow?Ms zGbgTax7PkHNPD-et+Aan_ara7l#p8ihQU|~B-n$pL94zs!+@v&LC)Qr*Ml#A9(b4gYB+j!dF!jPA zV%B;UaIhymB()*~y&cM!p0fDO$S>Z8lY7iDO*G=S1U|-Kd>uz~^Jkb0{em=LQCJ*B zCj2@{lEPX?m1z1Aa{Z{2%Dg}kkJTY1a?3UsS%aETSJH>x{S+PhU2t!0a{PgcFT`Ir z2mHu59`VpGCZD6>r{!%9k-@0rvQ#$=qN`n!4yyNycqzK#Fu`}MW9Z$ZkmTx-MIc}b z23NZfV!2lfdqydrMLd^M@itFe<>{UhQ7z_8+2V<4$|8L%H6AMDACOHI(N+_Oi zaOqZRP-a_-LO}H+!w2E#J==^`Dp6BR;@kogVS$Elr*CnUb^a5%Lk+(y8G>9oW#);t z*a5BGnBG`u@FJ=H6bcWHJUb}4^f%0#I4lI{H@4Nd`icrw$0sJ8IjEK!gI1;)UuOY< zaCFnL(R|gVPJg3jF4z343bM>*>Ax^bgW7X<{0>(zg?B&y2QlOmgViiF4H~$=Jd+O* zU!8`}O}{wgHN`5l&}_8m|A%%Oid@KbgdGuB|*cRem8;5O(1-wZT_0Wk~ zy#Kdf%pWlh_67h|>&`6jy@}Y+FC-6WjTyAd`+L&A>Y}j7DD|GG+2vGlsEYOiT~a&0 zZS1$Ldeb-*Kf-}L6nFf$A7jQ^xC(l}SEJDnP=r7a+`rQ4Ar8G=+`jY*C3!3V%PYwG zYUsIOs;4acuk-lg)~{Dc4Z4pgeYiS!`_Ruc+_p1|7mXq zW-5mWQ+4OERwsnia*m)0to}l0^oNJo1OJpwaDJL;pyRgr7Ih@PO)H-YMQ2EUpoDi) z#4DVb^d=GU?>Y!?7PHB0%w5L2PMaDX!*H5rYquO+ zM@#kSr*$TKCgpdFR@x_$OP_EcQ0!1eVxl7{p$2ZXZ!;+h9<>*nV|8$LUB)|(5g?1T zT+cr9ucKPZl&M2;6PZH~=|8;Pa7)Cg;fPYr!UoSvTWN~~oppi0cyPPINGHm$_1vwW zQ)v&*;6l96>kOV}`IjjMY6<}THfC1bO=og?ybyYK0?~jo68!h-z1E_XG~7gu?E}39 zHPb1I!L~1Sf+%ZM7-NOAA z1`~7oPuQ#oD3OrbkPAdJ0hc?AH^WULnT4MZBsNnb%vUd?JpMEYl1QwCEjFZNg0;dU z;vCQC$_aG3z8-QQ=&Et@C58sNyl4Sllb5;JBAr0_qk@OOP{3e7Y*4Umj(S884+{87 zzgEDp0h9NsxP^RoQ00+cgDz_2BrUXc%W4jz zqW$CaDJ+&AtpSxc#P6mch$lc;N%3>;5@Cg)k-t~T*u1Y%LcZw_a$->={_&nn$)8fw z(6otqf#|u12ppWc#C32tpfCua9Wup)v5H-qLaDhHa_{XgW{+HFztLD&k|oS9cwHeb z-Y=|OtDOoNGjp8sI4NTD(I?sE&l5sAQB1-&j9fEjOfHG+Bew^YXiySv z*)dX2T&YUx%7!5yueJ0y?k>HMen*&}aG?RGRz(7oBa!yi^a1zB{Ln*@^Yeb!f~Crf zZSf)EFBdn)*7B%j(T*FR47ksX0#Eh1dr!eFJy-&iY+(OS5a<8MO6-7|pJDQZnJTOdJ0zakQ|ynlYze#s#Ed1iP=mUV1$U*pV_V zk9$QUmX3RBygCuM6MN95a2HL);2blf8gbxL9gtefR&PSsU7V|%fTqBG43<2mpq1&x zD8EE^@xsGuDs_4O?LE2u-XE~hTs5QBmYKti`r{Ac&ij@8=GbuY3T_kNm!iG4Z3b*c zDF6_lKZO`&0IgR?W3}E}2;$1o8w2dow;2)6E-QfU_Ncy)sYq>V5%!DHWCC~04}k{JtCiIj0xb-SBh$4VNj%knGG7o z3>9SO*PT^bmlso3Mu6?Ls1@33l~vKOlk`!Y4!Y(i0O3=kZE-p;QO2n>HYN(FKd+dz zW9~+d{uVHO&>-2qZSmd?A!s))p`f)9!@ZDH1DX-!0Uan zg>=9t%59QNR1)VuWk7wpLxMte{W`?4NMS?;AN$~ZzXJ*o9$CkdL*(0}ult*GL?Y3FuD}H?Ye8F4@F=E4h#Jve2~9VJ-$wo zv0>>|!XFfhN~Z`1=!X0&;c5?N{o+xV_Ids$USn}OzD_auAG4s=V)S#Y zrU?|uJN4tFVSHN5QALtIvTn%fWqF0E$N2(iD*{Ql*yAw_O0-?+>bZ~Li%L`6EsF1j zv4BsiIqmC;h`e=ZAvGexG?~rko7YKq7?K44D<`;=V}6=9a@;HklDaijS7{dzFhwW^_YY8Xadv^Di`RkLBg#MI_>!>=>}72RtAt4Y|8)IYC%^SV9n4o( zg$kk_n^_+&X3bFC2T(o~p5NCeQUy9eCT6I;4LT?Rws4dVyo`dxI2pM?bVhfJf*+?i z&3`;-fxtn7ht;^*Xm*UdCr4uGer5C=R#dFlZT)p7UJbB{UBap zeT$Ne_Kg81#=5-&n$|X|Y_TA-4w0CN0XRr&b^D{C?MZl9@Vu9mDOu|} zk;mvBh3GxqiLl@$iRWCSV~Lo7rflB*8sXs*PYJ}!t&NRDKM|MBu;*X%cL`3~Dbztb zfbpb8w`zy)r+4QS)d^5oGqsRKrG{(lD6~5dMq_h8wgF1taoGN)64pD^5Nji8L`T~O z>J)uvXzNYaBDxNg(<)EJ2$Mwtz=cEJ1~9w94^1a@1Xtj^wl%tc%dxF3jBeX~eHpUF zPf+z+cnv~*Sp@4{mbDX}-)+?yWd|6n9HeV@?4L9s_(G4ARHYTiS&LB6^3mgC)h zp!lw3(Ub`ET#j#+Jng?^z>~r?BndXELbP3d zvO}?=2|~-}-J7q+KF6YCqhVFF!lCc%F^?6-v}s?}R55+61%-S`ua9+dS>Pe8yM^T( zoy8OZh>bQu5@_)(p4UtOjRomwW~b$=Iy!7AR~u;=rBswHU<{GG6gBXdMa`0&4URV9 zN*4&6Iw1L{HRqEMWI4@b@PtBjvzN;a?@_Xu_(>lNViL}15%2bDo}xoQ${|V!Q+F%P zg4d`)oW&*$-cQ7SI5S6FndB2fkNxF}oT^7fJzlJD<_S)+mvfjghFcyw9hLG%rMQMv zsyQ#>oQA-x^%xl8I%)CF_Ff*s=t!!8HYIPb-+!#SbgW+;qVqY6ioOQgQsHqZMP5_< z`*oV2`_dTA>aqpT4)=iCVyOW31T!am2ze3KS;R0xF9xPETt4OKXf}3vZ94soC=M72 zE#<=SJgmFFP^!&&N5Ko~S`~L|tOdolP_7{zE0XLy<$0$)R|Y7tMQMD9!v*%H8Rh$% zH)Sp(o*S$5_yC?rdx(jk1+ zkb(mNHdX;|g;|qo0Tl2EwT0*!chN{fqgb=Gi3ZKjGI|_Z+qx*r@!2PUrL`m*(`HyN zpJ=FgnKl8#OJs3Inx_JpfoT-)=2(g5CT!>kx=J353n=aD)oP(L#Kk}PLqNl z+C=3ImwI=f^KsnIGzcMRN6}7q!^%z+eX}sj@lT5iQ>g~Xm)r&n!?_kdF{A_;oADb4 zRaYA~?|B>U-a%O+rsCV~_>Sy5bnAiSy#mB_D6mGKx>--Dw@`SY`L%tsvOMP)Rm{Mc zYFgj`XStD_8gSL5kch3-NPsFpXbzW84l;5nG6r7%)chNi*)L#y%Y8&Gt&Y^zK^~dm z8RMv=!98z9L>L3|Q$7V!Pv19zFmt_UegKPlz?WWurPTF=oUkWN?DhV_6qFrqb^Aaf-Q@R*3@F4{?UG+ISs zQX10>x*SU-V|1BC{U>{@Ss6EZeO3=a$fSJi-W~eZ@hA2YPw*lj_Q#AK-?IM&`F5~< zF>g1{QhI6gbj4+jP)Fo-P7Wo>HdogmZ6FDW5&P`vr^`zVz@U7 z7J>$x{%7%-NGG|>5S(Sbvqc_`m4#>`sP4&{SsQwmbn$OIA_l5G--r#;N`hPBWs`xG zAgw+v+dXz8Pi14l2CKrSCTxA9mk3?Mn9*2`usJt)}EzG{M@5e6(h%IKBW zoJVNND7PrNi!2GOMFUmyKGB0AnqIb>4M|zWpC{8Kwqu4OvVaA*J~e?Sw??QQEppC%$Q8Q3G!N zU$_qgIuS51?3jr65H8kbw)RE)Ds_zaFQYY=-h4+C+Ktm#Vit@<+HDsskm;# zmYgNd!y94+&lw^29J*I*VG$V;`>@*dA))k-PI6RW-=eNPrQhP;!2W?C+A~&oX}0$O z9<2>Wb@Su)NJU*|*+(Ug+qe{Jz(y%f6vILN5a+Vz*wx+res^>OQMJ+JlPtT^BG9b* zH2LQ0-%k<o(!;xO}FZkf2tTA4CTM7@nJKfh!;H{$J}8385fRoCgBiQ zxyJpbwPA1wg^E$l(|6274ALi}To}Y^tItV79eHBF>$WXe=Won&eKPq7+8<=fp% zl`jQIEHXr`mM%#b>BetoW-Tdk<$`d(swBf)WH-yq;G;LYb?uHhHf)lqvWL3D8GuA1 z&67P8+>61c-E3d}9$BU8tRm4aIk_yL1s+MwSl_R&#e3Tl7xx}rImcp9MQA9qXyS^R z{%4PY9WYw`(rzqoM@kW5zUYvK3@U#DG^W@pd;rwp)TKq_ROCx;d^iyWCkF)-y1E%f z#2gJTlk5b@R)+NF=22T3*4}XPhzN6*agf6x;G#E{_mYy+I1+YaT((FBG(Ynu32r8o zei)bd3pOk3u8itIzr-xusq-g<2aRiS=$nTmiFh4Ifj-0Ex{jMH8Gyq|l>T6JSoBgZ zj3Be|>#sIdV|W8yjMXRhoWI;p0%-{$D{X`dF;lf(Av3 z^8IpSGj@1nwoIY4y?z^A9x_gx(c8Zdcxz(t_${- z0e{fV9q70!+?FyWkjz^ifag@RSTyKrsjdkHkTrBTtijL!;oeZXih%XVd^Rdx%aLrg z@@%8*B>)t{p<;#ZSwYUqq()02k=iAgybuwwMc7ivbwPbNMLX7Vd5;*kVTZ?~7}gRb z(Oq=a3wWtvb1LIn$~ufwRm+#)k7QS1QAR32!aw(X5+y?>TMB_9*|v}v*aPx#Qua#K z|It!Q&DtLWo$6oEC%6%zB#R^|F-}0sfv0ASnx>6PaH0QwhhXjj%$lxdLplDZa&rM6$wQT+AladH2J1H%v=X~-}trcHVCld$*Q%2(9FOIbXBd%hi4< zf9QwtM(ha|QEqJ$mRa+|F5YoV1T!*eThWdx{Ue6;fZh1Ep{%i#KtS6 z7Z@8ZMnVC6I>`O6&(tHbamjGauvqPZ8;45b_!fPveaQSn0v*%SX|PS2@IB4~+1j2Z zsOd&`Jj@nc?cN(V3NoRG?wj=t%R6TIB%3_M2J6of+!MYiPf<})Z5&Jx(DUELa4(8_ zMSd!m7z+;XMt?#Gq9S%`$Osl&e>FO~VGU-eL8yHE=Mwu!pQ(K;hQNZh2sZmnhcIPX zL>W?@Y5{Jo{suBUpvc=TCZe475c;N2EB2*w!cJdxv*4| z2K3tVLmY~Vm5gh#^2KTkjE=Q1m_NV=%dCnK@*reH`c3hc8dX63vYdr4fYVLyEe{NUIPVqvH8 zaW7fz5SP@(w`Z|xOCeiEv1CcB6y*vHJV^(~9SS7`+>$bnIWFjv;bJQ7de%fTEgD`Q zeDDJkW(RNzfCfJ2iE5ser}z*G zP@V8Aw6Y<~+QrlKhFxq`*&;TH4kzRO(#ii_Q^5eeh1@?6UrJWbdkO!vU+nCWqE92hvRNFyrr<2x2B;f%o_@B$(aE`aRCxm2F0qQP};QvHDUR?50l}cU4uJW2W%^i-5v9 zi}4kdM<(jAL_i1I1!yi<+1);b_tc**;Z|b4*uo0s6W!2M8!R+}L&NrH!MrAQc>oqI z@x_eCKsY!0y$a8y;KvKE>=q=5<9+{_GM4TBz59TBnDH!3N>xHrmk zGA{cSW;gwjrE;VXf-Zcn&fX6*B)z8GX6^*Y?HdL9pNPZ4Q#E~AAR{|7MdBJ{+r%%u z3$eF+Wp)lh@?fhXmqFqe5!D4&8=t;Q=Rcm8P{RaO63j4|4pkZ!B&6(Lny&|{Q@KhO zBNGv}Hj*|^PqE{?KeM~cl^)iqI1=N2MBpWuyjaS*lHano`vYp`T)14_WwQw}y2NMf zmVJ@XOtl^sadm>|tnQIxK9mubpS}Ea5)KA=@{kO_H0l+ib+JSUjJ4B;*C-*(e1qR2 z@I^T(G5N1vK$CyMi6y^7qbK$h*}alI279U+x|8YsVv_e9A};5-)H*=*!T$cPWVPwe zQeS0FhNLAR<%^JL0rcejaWm%wuKTyW$nqYM8wb&0%)8ec`(?_|{{kgH^snQMg&r(& zKUuPeQYL>L%W%3k4p0Q%n-Rh@6Rrf|)i-~pco-N?w}`JI-0g?9EM#FoEFm&yVtFFz z1$;_Rw++VZpF|G6PMrCkckXpK=K<#8CHnH-QL?&i#dgn+1Pu79_|J%R z5UlKdCOVYg@a66#WOiNG4q%1WWHhlMaRxW3G#XE)$+vtP^&tx+9u@+lK{^LA z9SzyW0zBAReqUf6w>fiDIP898r@3+mhdDX*{uC{>-Rf$I6ffMe}XTCFQa zbz|I=aEfx*U}+Q<+;5MeLEev6JN!eV>5(6Xt9=#c??8ACY?vzM_fB@Ws|U#OTfTt& zDh?zhM|96lBJ!ULO6ia|SeXvFR#%Ek0ZYB{6KcKj*SdcN^b{~jj}S#1XJ`2u3g%Y2 zKRTO4c!+YZq$(0^Qa7_)qjc?}SjOZ=AWJWI6?oq+fuSLom>oUu48mOR^5WPw?3u_d zXZihK`4Pg^rEVnxbt|32)rx88(4z65XnAr`q#3KM`gvu~A-gyFyQ&wRI4g22w88IeunPp`Zi;@$fi51w zwnVWPrJZlhx9@s}>cqGTud|j0k+4z^@^obO7`@l^QV#8ICrr0whn=8YT2gL0jU~db zIogm!f`T+*`<5{(9|ajKPFoZvv1A1iR#VwKOlpc@35B<1F-S!q9ye)S;F#P|Mr)ux z^M>Ige~?pu+SP*SDX|<$aa`F%%#?D6G&=2#6fiM&X$G55?^w%koZt;c?nErLX~WX$ z^pWVNpTf@Rr-vjWt7m?^P&;%~Z5rN0qf`7fUZQuBWUa>v(y4oq9&%Vn7C25W12fi1 zFe)SYT-5@#uVc*6Y0#8Bt>inzl=RKCc3L)? zz4#bzneB^b->1Nsz__tz#9P?03nwQ4M**!9DNXea_630OR-QAni~kgz4Q>6kZ?P@K zaNAt%aB{5np*@tyiREEyO*l}FJO>d<@S+U%Q?xRZ5sY2U4B<6-$qC+(iYL=*hLp%6 zWUyK)qh6>>Y9CzHP(m=ypMWI!wQ54a`iL(wQBB-Sz4#U0YRyy*!$prGu=|p$zTbAH zVh$lHL3|x)?MiAh5p5Ib2A*^NDeZ4TSC&ED|gu z@ZED>{B@phxMY3cvan)088<)=5R|b}V+zJQngp8yi(|g`RuF3I2A$oTwCCezaszh$ zTRO>;0of7gb6m`Wx^fAl^E6;^hzpi=^tn3WMW#;JXADfX;i2GL-XxmM6#uveEaUJH zh5bk@K>c_u6(T=tJp&66<@HIZ}Gr?S(}`vG|MJijQk{Mggmfz zQ3dq+Wlfl|!}7=^#@25er7eQ#_)8>vHkKe*dmaPZ_t;0RQX{6b3bswF{cw)l(mSKfbXN%>Si2++i8LM^Q21BPU|ec4DvQLk};-prB%aft`;IMI~3{y(dr4A2$C4K z7#Z03E>cs)?f!%ERyYWFoG&mZUWQE*pR=qu+@8Z0UmaSe^L&fFQ+wP$CMB8~W{fT| z%?IdZ`y1)w09tA&5(J-Fyxbt2EZIGNilmI`di!%cb);iUQ0CLhjH=Zk1HxZ*aMo}- z1;g|~pfj`1a&6JtiVT@w1%`uXpUF#D8du62>o)$4Ixa_9o$l9?iLFQx_b~x1cLrAh zWV>N4g^v&cFl){RS7DtzmCaxi?TM>X%rV@;<=~DD{;F>B`%_!5Od@&LO@7C}L3*)W zALmC;tU8J=Ga>gJu>2MFO8fFYIoYV~4MP^XU624%myCMZL+IA2J_XL8B{(8Ow7@`0 z^syg2bDNL)di+sn9=vhZz2`iZ0H4ooY#?z&&E5Uo!D7bS(CDUMOP<=M{lFpO$EKZL zy<55Z3z}jEaLJgeGKJsqm=|^tgMzw5)`*ZiFntDS{VO8{rP84%uNR(&nzgx}iQ@-B z_Aa^NXgRRSEc^fJ?#C>{hG_X9}9Cs%S2{1+As%7lw<9BW1S)othZI#PwJ` zM@M<$Kg{9QH9R^&tfOSutL9TQ)n!3L+)q<34|BB57r#VoF=V^>)%y z7rl9eg7&9sSMu%GHZm!L#7DPi;m*eeIC<_Sf zZr1Q$N2_$SB%P^%UsY2Yl9}BF-+NEY5q1w~>ccy6Udmw#B9I$hLKzbu7b1g;LBlqX z`ugeb#O||NsoL-~&z(WL$63un$bfP)fX+Wd2yoCRGO03h;87Wd$$ydcTxxKbM!jea z7<7>+O)S1nRb+w+yRk$2`pPiPGs1Ft{Gy?1J^BUi8oP0c-BA0tF4U2!1@oqKB*ev| zHH0@E%mAkv9_w`2+1C(|$SGdLS=yPEXbEq1SnywSu<{n0wo3X>wkh3X_V@gC6K7A_ zsr2al{w$}d{}LOIUyu5&nwQ=g9plw6+=@#`h?XDML%Nd=wjdlC?UFt@4niP(9(R_l zM1z9c!v&+CQcfti<@D&~rw@jn z1Zsz6w3`hXYM{_Egjluu#fjd_72{QjkArZ(q5KnAG8^cARl{6Ka%H{oE=LdGVnwn0 zDdQV5JXatO3ntAA?5&9oq;_^z9*33JfdDq-@qj3VFh0Lk$7j41R<2m6O1PO1!XWZ@ ztxfdYIfj|HZ=7mDA$*hPh8*WAm@aOX#zh`7pv{h66GvV(jw^}weO0Vf(E(;5DkNUN z8e7=q0Wp;gCzlh_0AcOpPuJa9j+NGgjm$s@>?u_IA#*_-!?*$fZ$EmDB_fA0poFRP zqRN~vyD)H>N>I@cA_XG<6g>=0R14udW>IJn8e){tDH(?0(P{iWjbEUriY4&e0g&bg zWDIkFE;J`?_DItnYNyIxr1h!nfon{6JlYF+x)$Nf^H$^cDU?C&Hx|ZR1Dj>Jdp!(e zU1b-iw>gFktHzC9;ps{FbjRy(2}+5AwIB-e#= z>TFVU^QF-D-~twd-fIzLwCa=%{ge0R+e%3$lUb6g*T1pCUjrLsQ+I6j`z`>rh8Db= zXfCBT*EpEv^v_ZchMa;mN-w)Td)d^ukpuxmM?2{j7whW*@+PyCd!BW|A-#wRW{@F+ zEneoOi>CS`ifI9s-T>kV0K|Q>GORybWSfsC^Qj9I4KqRf8A9M{$k?;`a%;fvu_^&+ z75|fn{QNX%*6zr4kN<**;55Z4o+l#+TZCXv!haoNs-}znn7M=M*~a_}Ie6AzxTOmM zGD@R@Xs#X3Zd9vq#7THeWrg8s(A5NWh}BFV#2W>&TvvU*l`U#dST{OAi|sJ$LQ_p?QT_KoIXDUPp$rCbz|*GHi)W z*Niy22ZNpW&EHqgWoK2D~ul5<=|xo z$S;)tQ$@{iI(N{EDa!V}{aA3n5^s_$Ae%Q-FtH?l^p%&@Rgdpr+tKhYv4v({bSAC_1R}_$;aW> zi7x7&R;4u6GoVuqxkYr0gX=Qb4mR1JrsHScd|W z3;sB~nR@x-A(`}XbdriHj3CCjujiuMm7(4*O;GiIpb$K9#O~LPz{(-B&#z>A>T~ur z#}+sbZJ^;knun!WGE9+mNGpS|Fg z_Tqq~z-v1bCVT!vJ~+@%xPT05WW{UU9+dELrZrr^TNOxP&zGvX95$y9_MyYFIUyVW zFy;*$=Dd*XqYV!*qR+6ogZvC-f3WKCs}*Kp4G8Hr_;dd}I;P(TT%Z2w^@XYeeb^7T zndnTJg=_frf#-brVEc4(oiC*C2SnQ*VQ#i4gv;)EHB7jmd*!}BEEn?J&jQ8n}P)5Wb6NIJw?t2%$z4yZw;ni1LymmkDSDX`uq%z2U z1gHC)f_=yIV}c4t(~L}-IKrJ@L9@XbZ|<~=nDD^~B{fdM>^Dj)O;O9Z#G6S>2h_T7 zh%hUazYX{(h(;Ox=p&Si1dwOw=GBkh@@1vuy6O^ZQvlNVHsa_&Lk$R+nVrs0S$u8j zY4ZSvCS&bN&WNoQT^o#AjXp4P_$nGVb~tP=EI(cr8P_B$_cbr$(7ur)Sy;-<&=3(% z;xqzwn54UHFzScc-~wZz2|hlomxcHz0DDQ&@4yN#^9$S$giF`E%c>gu5V@I71GcFZ zhvZW^q1N#9`kS%WH-+NkLS?Q2v7gAzSGfyvjLjP)<{DU#uaPW>Bk8~0()t!ucvY|x zYDNYM4(`Wb4{(uO%xa6ob^ghUBwD%a1XsDaaGZt9&ky{m_ry3|70?^8jdjz;1@NB!t1yY?3=$Y$vG?lQDN+1!}oSO%yAwP{)8 zn@w)xZ+ULEug|3La^enppE>R@nC|W1u3}8Rt&hq;e;!c(+#&2nsHY_qE^v#Y9n6L) zDaa>Mh*x6N%XJejztLLCj5nqMm`jtb8*5`Pab%vR-n1^7MK>Pc@=^bp{(KK6kWHR> zYQpsPpetoQE#>!{{(ATQ6!U=O-WqtDRpPv#sbM4|8&g4Cau-|Wn$ zP&C5hJE@#Ap#S;{BURgx*|5G5q&y|wJP-iPzox#c8iC`B)IoAWL%PYEYop^F^fI!c zSBNr70}CdS$p{M0&(7iCOumBZkZf<%LBEL2DUN^P^@+)>hl;F9`A910-<8O#jvQg& zyXT2p?j|{z_7WBdDgxJgNa^qHs}z2Wq6+6gN`{@ZWWwZI0FUd0-{*6ZUULsBwFcIY*W!pq(cACW?Y8D%KcM>J z(Jf%-{<83wi-4ujCf9j1q?8^5-Jx}^@>CJ055B9kSkJQxJY-a{k7^k#;YV4vTX8j@ z#61jihwY#*u;cTwl6bhV?iM;yd6=Lq7uR$4PB?j+bA!NhF&$Npr#T{SzYS&Z>aPV4 z6)!K*m3^ZD;HkAtvrDQv&6U^rrpq078d5Kyd@Qa%8B$vWL+KuYJ$d0TSOF_R5z1JkoTEs zXC1SI%oPWBPcDy3>^=m^2}MeuS~lX#x`$gtVh-%Ht}`XyHWi+4+EkX#1_?O9oPvsc zxW9$6xCei%+HZeK^US{5TwxarqALioT3ziXih;NsWYqU@ z<+C_aooHDW34H$+Rh#~xo$0}0*t|m>xfiktjy`)}x<=-o>G%Jcj_yN>s`m1-GTJ`m z=V}n-N0%AHw?%$P)CN%;HxDpY4%npdh+>-7>|z+oA>@80dKXzVrbAYIAYPudpY=o| z`{KYTu^av|2};lEZu&{D-r#}Gnon~Q z2fRvEs>J~Zc{^e)wwqF?OY8y$8-vUb0~y9yo1Clm9CH0`-^;LY^?uC=A~bX8&?d^u z$6XzI^-=8f;1>B(2~u9($ub(r=lL(@K4?j}P9r2?;4X z8`Qhg;oC@@Ac{T@a+%6?@s(!h69DK0mDyz1iP>?4){=khcrL?yz3bi3#bH4M3kGP0 z;XuWvpo>}KLqwgeSv{eJ4(w?R!S<$JPsZZr9)p#wH1{AgL}Lr2XANzhMkf%wU#Mj# z;b8c9FLJ~Crel+W2F*9GB`UuZqY?xoy1Q|zpdyJM3drIa?aA#*+mzhr2@C!{L_uev zyzR{%gLk>=EX^l2CN@^ixQ;wA7)_J_rV=SRk$sme_LCgrk?K7}frG7WyLupnXOOsp zA@OMnTtm0s0O^*mxU?J{i+8+Ih{XCBu+6TiKm^x1cLVJbmprsY1o2KjNelah{ZEc{ z*Ewl?m&TeGGVv@oE{&Oo9-rI-nxN_%U9sabjD3%V9mU}>67D|rmSf3}_KRhLu^-No zBAExrH$56ZBEJ8AAJBkjEewN5vwM1!LF|jh4i}mel21j|g30O?{Zp#yg-O?2n`WHL z2vocsNAkPE9+kPfxr!BIJrEwRW;4WC`(^QVsdNpUxgz&xM8BY~@?K>T1-!>Qm}jA7*#}qbKtLXuU(w*Gzx>9RySO^G~d=;HAK2FE}0H zs_uGu6*lU~@+1AdKw`C;mr*^&_$EL|yqoM1QXbGp;|<7Of)kp|o?kk7QVwUAVHoY| zu{r!es-R)##fq(Ij&QjfNQFg?G@o4!(w{ypIKn_ET`t!9MYSLGu;7U%wROLd`0Nm5 zS3KaCNHLJW7J$4HL3<08%s90b<-c-*&Axn!*Fb&tYT75V1J^2WL>ZLRYI#& zIhOh6KqDQKJ~`-{#f>Jwdh?0_+`Y zl%OFPYV>%WaV5%Awi-jDhMscmupn1DC%}E$aru;by!*Xn0H>vQ6gh?wRaU6fDVFyojE<#IigZ6 z^;Qn7RIT&xxD)-nR|ygATec~L@^rKJIWWIN#Kf=DJ`irkF7FVqs1>FETBrhD95YV2 zpvgL}AkeTZD3UjTAbt2qc5{AX86+2hBQ+n){3v9y{fgq`ud}`6`u3>#?l}LYV<72zDVxd17oU%K4LuD3iZpPJW zO>bP6g+r>ZBpyO*!X+|09d2dw(rgKO)c>2#6E+55{3Whkbg`Vx5IZOl zs$Ka+E=QN0@6b%r$%U+kxI}nh?i@?guNRS5CfY%gnwN;V3A+%V7kQcvLJ{CW%~g!F zd`lx6)?Zl>@?}|%>#L$@?0WuU4Kc8r|7K+^tS0_#<5l@KN+XLXBYOxTX%7ap4i00Q ztdoE5c^-je7dtfM?S_0@01gusvRTKBo;@Cx@S3kzp4#b4b7pDnoDv+lwJLOqPvUUP z?gKh7nDR&dTY|L+Ih2##1tm@o!CoCj zqUCl@Jai9|<;x;wivOOwh%pG+CM%`h7`o%hR-#lY^L)bPqD|+ym@VT|5Xuq;SA~t! zfX&?q+aLIj&nhnO4!WU0hpxOho3U0)hlTv?LnlZU#tt}Av%K-Ebu*oVSe2pHe38gf z#SA|7_5A(y%WzN$jGJ#RxIrMf0<*(MQEMDPA81Ieuvf1PX-s-9iswRz-{2%J_DwVc z3E)TE79Y$OOEWOiR{G>}J1VpoE*xK=b>FCKO*<0VOi;g?GjEd0I;3fvug$kEBze%I zjB^tg?WJ4(tN3Jw{lz{B{7fW1$ert*JIx)IEK(;Ntr06uZVw*vWiMd#V=LISUP1WL zH2ul5#tYO{QpM91KAx2r-x5}|#(@cIv%3QK>)3~bOSj(9KCNBStsLj{)UH)3x27!^ z4DJG^MusGVhS_8g=Ut$STn;(;%B=QJrOfGndgt!VthnOl{PdEpiZXzNBvT`)%SpR; zvigV;aj&8?dzDSL6Jo_SWBSZ=I`4ZAmFku+lu|0${v1$nl|0ME!eRXqDsG@H-S#cV zxd<0?V;)3qKWwH{nc3$_wXofBX%vA;MdX0?BS_GhXtpkY>FSnysMYAValybA$t`ko z5aWlVq4}R^`19^o<10>lJdEJK2gj}zdeK6(^ohSb0d zf_&@SUVAy{^-YmO*!$CY=G|7zw1>dX2$hg**z&PgpnlJY3g>z&y2DV}T$Ua$n+92V z0D48o=C`n)7kcG}P41t$JUpN|9R+sOBFZ9uIn*0Y4c>vm&@Mj2)=NB?qxn%_btxp3 zV#gkU)d+v?Z^@wr4Jo7`^pb|7CeUyHqhC5Iwlc-J_UydcKqMRW11KsUgXi;tXX4u^gRoX{>qd?I7<)1Pmeba^!6ZTZpeFh>0Rc>c`VxpEcMXqnu8 zVOE`C_>sSIU)%Fu1Lv4+!T7cYbKB53LDpDETO{XfMXY7+998NR_1hXei5gW+fSs|6 z$(r3YAdJuY>n&dHKeQZ~5Xj*F7US54Iy}^M=>Ni;Pot*EEphkQm zFXL>(Bc&LjRw&v4Awb^0I&PA}@*vz0lOf-@P)*l+p-kkx+H)R5lNO^msT9#QOl}~G zkD)m)#`@!_n}i=aKVWN3{9*fIIyIg}8n?kj$w{LW=hH4Uq;6@QDNRI%0D!=>M%cFA zK2UqfMZZK_X&q3OiV5>i36gwnugX5_o1r}FR4)dht~Q@&={kv)b44g$f_uE*ZBP|8 z-k8msIjLXHFlSMxgL~B3fEy(qL?!PHTU+Nog@#jr5|nYXKvm zJ%MQ=70pT^>bDFPyk3?YJw!9dg*lLeGbM9OdM#uzUd*|wTyf=~)!;@V0lR?o)Q7e? zn;J~usP5P{mZRI&$DCWfCqAPg%BiSQh7T`TaC1NpKoZOE*)qg6mh8K$vZ2W%PO1hk z7R6Bu(w|V^f^4A@I-jKQ(7}mXUsTL6nyxneRA^SujuTj zGQk-i*PJ{#>hs|RkeA&bKJk5|%Q2B?n zRXxrL&0+nU@CkC!*Xpj#jBN%ZZ(I}O=daodNPzSF6W&3=k(xNUbzWLD1U40>uo+&{ zTU;d)`^dzaBhWhq<;Uf$b$*O-46V|LQJaLQIPL+*N5*{*V%3UZkk+tiht0V9oVfHC zr#gP~yQieigjC_L&5x{&`HS53NGGMwbmhfc|&mv#igOZS@XYG1DC{MBcBz>t6*)56tQ5 z8#VdX3rc*9Q<%GBZ`nNitL&SefG|~vLR&M%aXG(>N#xX(53ke(`4w_D& zPU9I{Ni#7B4j^;fTLoe0T)EU2%Cz8`umUh-d$2~!pzOP)x^9zS30L5^{RLLt&ZB1a zxv$lr2RDhR@oprtI8o-5si0{j$w523{@wE%rS5AMSf4ef8zqlt+g_ICb|6=` z*NC(LD_We?JTi84et3f#>kQQSa&hrBS|WaToW{9;#T=-IhBg5RSACwsQO8P?H* zP6KfoP_pZF!O;?fQtj}I-3p7QD6v|Ls$=b+enR{3PE=MGkwQzxbtEarv%PoC?wYeR zsdVZA?SRY?Cb?ilCAfdaKqEc(yGmz5Zk1(n^b29%~Ya<7&I_JYQYCehs|H<@&S5UW~hXEt^Sj&$v-qR*9|SN zjKAvV)cxd_E;l7X4xVmLz4k*y!f0-R*!xE;{niU?)3w;^de zo{PXs9l%>_Zk#m+xBUy)4Y{H1D^@vDpY=>LK8N+16&PhVSD7&%Ux0{pb|~8V!uZxV zsl(JdIy};QeGxcX%!TI%C$9PV(gi?5*1;pN4g!8@m;GAzl8B+(XXEZS3F!cMGLm;lu4Q+|%AuBsOcjU?ot_eXi?|s+-4C zEguZRo{D^DU6X5AdQ_V)=(iX$(IT)fF-KE?iQ(tT7@TomTZ;*iVCKq{hn;RKUry{#uRB?F=Han{iXtR!%G?`I0wx@LbcC3j3+6 z`3a)>)DsUUPYSl22DT&xfZSPoKq2rZUqt|Ioc zfdi%vrpt607XCcf+{8}-BT6-rn)9^iZPOAT-x|n-FfE42H!s{zILMZtd)-OUwP{srQBpxQ5meg6mf(kj9+AfiRgxo zBd=e7ur5xx!v^{w4(SQlpS+1_+j~Xd`ER43wi(LScZVn(PBe-?62XCis1 zBo!KZ=NJHQkW{nkc%ia(nCBY-unbbm5@`yn+Px8g`)nMV(D_tAnd3ByyKFK-`=oeL z+0=0@LofL7@gV&OQ=s-wp~&Ap)hg`|)Ed^5H=-5~vM;5wT@TR>-=l_TZi6TXlQ16hMm(pg4U**iXK|=i~^W9yR8?(EmiXA z(<`;C^N#Ja#@LVk`+%}Hfx#<L+#6H!*m?myMQ(oY7 zYsPi|Zzbv(bxx@OcZtSXe_i-A$5TMus4hr^81=_?rCtuy?Q0`)Iny9|qCZY#Lk;Q8 zP}Gn+7F3+&Fu4}-wDG{{HGOl=I*$*qTP4m#Lnv#9zuGpXpiN}v_lP{*x%yrUU(;$K zn8g_pfSP*$L&sSmbJBDr9sSz?SsRl+!2jPAy+vbUM^@w_ZxsOp-Fm;oV|;Rg%Ho)#(d- z5OnB{gD_3h=6y&xh84(8U!|tHZbP8uyrOtCCu9>b`k-8%@A@Ni^>VwRRY12WyTOVo zqIGmK5;S~@Z4qp)cX&7e2{L*crwCLMq57VX`1E^SFb%S#T8E64N+597$#PAzO%Ip5 z0}f%_A0B%pNn7$FOU#8J45ue*gRFh!WKXs^ERCkg1iRAtAmh{G24gm>R2lf^7VMvi zm*@^tZ};k98n`>`1Csp)36z8=-Fqtr!>YHhr9z1o|My+U1myi>rz?y$je1cubmsr- zOqMOpvC`KH;g#b`X!^H(L=n2PFr$@5>+1%ju`M1bjtZOZ?s|k8No7Uzi$E(f&m7u8 zp;EzskPIoN+scZv6ez5Jffs}n+_w&hety??ehQtjjr)m*eZ=rC9Wt6#zivuW`AV{g zL&}0PwW0CfSgQA1a%n0!l3#b%PlAOCufz-If0xF}iwN`0)F3BA&f6LRiaVLApL187Ytq@F$jDi|LT97anMV zFKqSgaURDEW1lFf%sWNBr0na3FU77v8hTik{sn$wh~m&(xs#QoXRKpSAdyI{=0H&iq>Ng? zT?r#_A0E@wdpsb&Sp1%+*2AJ}&IjL;;)cjHyKFp!5+2OThzAK48^lrX#x93Bj0!J4 zJ?dnjo4kwIy_A1Hi<&jIxOs9HfJmcaP8H}ICg9E=;Z{#K#i^XmV&eooe}!-xNzHLu zrTvKdu3wA)J@=T-p)m5bn#jc~gh6Gj^WB@O;B-qptQD883#l*1{My)E+5-bPCbw5xG$OnXF z3#TBw5$bP@-AT;Yvzl9d?8@@K_@jFqToKwk2OvTT`{6JbKk1{?eT}2ahO%;h;LEO0 zB#FF=mPY#n^S&tkBTLof?~r}qBHO~%HKbrC!;7?;*=FUL8L z&89X`|21U_G@dVT}!5I?z~Bl^4HiegkJdUTnZS zN5zu{5njYvco%7ZKktl{<$kb@|-GhEZ{Jw1vPgwV|2d0qD!n{+|<;*9t|} z(M{Bztd3Gp8ri+TJ`TASbEZ!|!~_-MaC7A?vYlR4xa{Gq@adi@-{q+%_xWY!i`(Z4 zT0m0$@Y77v38OA^uDxnN%@*fn=+@TgWx}JGRm*dn>hyHleCB* zR2O~p$Q9`*Hh39&o)ol{B>d9WwAN0@pAaX2k4DUHFkXBvbB$(;@eNW!n{-fAFuXEdy-ngm8c!iKjrsS;#i}Ohb9K+u*B%XI8A{j&8sh>D z@UYXc@F^%UQk>X>i@qxz@MPvbs)NO$3iA=$Ddh-TTKv9N8Bq-m@+od7M_LxcU}36! zWDn;SP3+yjaA}ovM<`A_`Sj z&v>@$p-X~mPb^8bP-9nKX5Fv|r>yR^xl%SpEqaD9=noj_Ip%YohHtbh`68e^Nk?TuLQQZ>=+Pi(~0cvHGSR8Z-yZ2&jHNv zpK~E?ROE0<56*+5Tng;J>uVGgpgWe?mRBlZ<2IE+p&^Vqo67xF$4>!Ciyq!fPK4O= zl1JHTy%JOPR*h~LA}z1#0D$u)D;0lNaTXdkr_cbzd2ScaWjAC8d!eN6dfpGoP4jPz zIBmh*8%)>~<__U#+7seNhQ^W@0)B{+iRq12|NUse-B4J?CrIRk)bT?rPz2gJO#Fnp z7enin;fz0~NWIjIk*T`U7;!ZHN!R;Ntsc8E#s=9s63hIFQcs(8)4TRoR&7&gNqAN$ zXhKj{kF#)C7{Ws!EEBTYuj@DO) z!deSDd9=N?f>8n0_Dk#EF`b@(u{9jS0qgsk1PH~*q+NhkorGOLir!oqT-q7^()|_4 zhYJaq7hSLCAVRnv$Emx)5s7EmUIJD9ows+GJLJqWK3xs8;K8TPXEO)Y$%;LXr z*CiiA01o;#D~u2SK!lW4WTQRDWpw&lcDB_Pp*lDN_ldlT7lrGb`~^1w9x#pttIlJk z%ERLQh!&pvJ{ytCGk-9aCjlCv5QSii!02J$t)H8yfVciT_T0y)Leep~ zyHWCL?|eIh)Md-W`X}p60`n#=60 zQQMsX83?6}+7)b}ZoP~MTVZ21A9C2U-H`1xwiyd|-*gA!dH59;9lepMq`EW)9Mq11 zEyy~2Znf3fwE?U~A_ZB5$6_|`#w{_j9aSy@@Tx%z?S+N{S%0Mds5RIxLSa-9@{|g0 zlJk3A@*nB4X(%=pk$_GPNE?lfUk5+Cw9nnTl32yh_5_!{G)ws}a_Jp&(_C-hB->!y z#<=%4HAsDzDHFjdA5)M&p}M5WJ>dymyp2tP&$p3h2Oo1>4`J7;>Y9kcYrhSkdj|U> zuie$+IMgzeIYt%wubMvi)NBxO7)OFIH}B+op(g!;U**ZbGx z6qi+ZEd*l)@#{OPkJk9M#?cX-xNJ^2p5Trw0&y5#cIY@QreCliYn2lxkj_SRu8^qJ zGtbyTqghsfnoU{IYmQ5qkf)gv(u*3Uhn1J?r?Cwm2+thhm$GZ3mQ8-6$z!@G!mZJT zl#w5iJDdt4(AS#n&;B)IIu-;pUba1}FlaWA9ZJqg7VX%E(I~}>MB>ioZ|%vApCti> z0GE+!(IGbCU zFJDc+S$2kUN9guprWj}`<-1)>mc6R-ZLIJ*V04*jAEw`?MGRBfGwOY4HVi{fA*lut zY1;dVA0rHmxl2ym`b4JGZXa`3UyWGNsJ zx|WuKA@Ig5(Mg_+lWYkZ0;vnoi{V2zP(Rk@SwyGg$iCdkGTLp~>@<)Hm%YpE$+ik9 zN9cs*0p>{#;;kNZFy~=K`yZ+qWLfO|De8)qy07>(CnIlrS04v_xX-2zI4cr z7PB9mS*Ab$rw$7H-&t9@O;b=mv&*bktPtqai0u=(i7%{pi#;9h#*^yY$L8|2c|-~v zw|~4sQj*|AQ_p5r(;mukaIgrt)X(NIH)9xGEX^pA|9!i1lATfC6!-oe$* zv96Uk3^HGXFW(yD)8yYvqy6Pkh6@9{4~(xTc$J@6Lt#+;FN4?Ym2rX4Y7_xxhL?bB zX5tQF(wWle7?iCPfIw(dx1Ruj8cTJ*e71;N@|a*3lW*YxH<=V|8f4CpWbwWxyV-Tk z3vi3JN8x-AXPd*)eUIxY2(YuDsAewU?p=;0zMV~#k?1`)PHO8^CMsp~O^ z-MyTvbVnNkk&HC;hyCmJ+~)(xYf1TY(|tZFIoAr~CF&fpYf3TVo~uOiJQ(CO=v`SM zR&LY@YG%dw|J8wYT$wGNm1fg%sR4iuEsN;6qAT-^4cRJStBg;);k~X3yH!*Oc`?sG zgl|za^nJE^AKnK~G`WQ+MTS8uN@efe{7M*J!`;iCWnHo7}UxfBKN4%{{qfwxi%uKeZdHR+(xsr`b3;t8{ zh7q`J}hi*E!4S3!B5GTj}TI*J+M-4MvY8pFaZ3gS=~oK!V6 za%DrPdY0cY5V-8d>zoIKMu8o)V>kw$O*TCu(!Q4}{7Zzw;Kvn)v5%0jwIs7fd{Vw? zH-8?_AEPWNJe}09l{(0oE%v4JF!RFa_43G`AhO+R&CCl2tR;kq=Rlj=CKeCJ;(!bk z5srB?H7NdJ&O288eN^|68ui5FHN*%t-2}FfWpX?R*zVDyZl=6Fo=9RVNa) zi&iT|R(-HJAIkI3p3-jZfy*pbdmY^xezVGKg z{|KT%1CrkN2&266(2LcLH+qo={xaExwy(Y7QkgA9cQ*?unmm4lHUdezM=r#ro|D#7 zS{D?z86wP@yQdB{l3eQhm^;sQdap~72Mtl0TMkWri2;HMu7Gw2&=N#=&J478V`@$w zI?jUrZSdc$lZ*8cLjK)>G3h5DvVU}W2fxm&W1ddTr}A@=pqVORJ(ihGtzK6EOM2~r zU?hfv7-y8G3hFSSTYiO64U7CoB5|d!;3Tf4_eL$+V3@})2<1Po4;?Tc=fE|0G=#YQ zj~+9)5Mrx?yvd z`JpBTXN!|xf6%Y#fC$^KAFFCNF}(q@yniM`aI@qgu|Xvq&IdFKm_~TEa6T2>%y=EJ z5Y_nT=|Yd$Owvt%M+;Kr`sJpwf^yr)0o)DNa`T^L)n5}$vU-o!gj=MxW*pem+zk_Pf7dSTL-=|G zhB4I9H+DtDeZK)cbvFCaLN*pb6!e~7t2w{k3=1uPC#1ua&!a*?;jGJO`q1xrjOU1v zR^GUKXm(!*WOW5cJ?fT(+pL4w>U$&U+cW1YkUFxSoWssj1gFvX`uC;K$})lZgDSe$ z;<7a&1V2A?4;2deKt1Fh2x9Bd$EMXc3F9>0SW&w;`ioAN+@OHqnPNDa4lW2l`5?1; zh+i4Lu=i~I>x@}Ra10ayAB*s1BDmC#gaSYvQC&Z)RRCB1pOo@?)Y(8){mbM|=O22CAlNLI3gx< z5^Z+@5xd{bBhM`nx<3bP4lZHyu_~0;^9ry+@1cK)IAz9BHu&trA1P^FD+`HHpH|;c4jEF zKKYo5b_1Nq%#D5;%6dx;+S>Tb%iXG9kyDu}2rC-iNN4k}?4L5-s)&%&9y6Gxe3)J{ zcTdQzJF&Si$MFyuG7`mn`%#ex&Nj0CRZhvaekPJs^~uZtD`L;i=naJsp4LUZIgp%h zXzYbDrQ9WfSMb67W>1Oi&VU4>5v0N-L-Zw0h5jj(L`hM#6hpBwD-}BrbEyiYalo+# zwpRsJjNE#0bF1V_^{Z7urEz&&kf|23)81=jB327uo7fqasDEaV*5xM0u3QE;&PS$n z?L%YDWY2$1e#ZF}7y5ARo_x8Ko(4fnvh)d^y|kLi1j`fVX&i!}*7213(z>}o@{5(! zcd))nqHQK{o2sDAG6WYE3 zBGlYHL!LeFY?u{*Kq6_U&}?=Ct!Lrm=~RBj7-pS- z_k*V}>}{XN_vtQ0nNu2YBxsMmOzaqgRO=rXM)g&m*X7h&_v2{5$Wh!_*}-1y+O&t; z_*9K=32Q6L%?D;?a=OE?IRQDh#_6aKY)3_HU)~(*;Q52b6LIsMG8Z9tsc8c+&t>c; zJ;fx2705mNfROL;YZ(jD!AS8mfndku_T$3#2YqMrU}DtWM6L05J3m5vu2_vkV+m3G zTZM&gJN6B|Q<;1C8#~a=OhFyNmY&eJDG9~pcE?2eM(|S$VEpEGQhH_n{-Rj1005Uf zD)3kP9{&qno#Dn036@V20iHFp6S=Zu5TZhvJEx&6i&ieYEmp#;s8MQsOwZpu1|(u* z*ERQ5(vZ0|Yf|O_yIEsqulS4SwaiyG2A0Tn&e;6eIm1c`8C|E zLXyRy{_+87wgVS6Yb?;_-7oqJNOcIzz-bba=lB<9-0y!O?FBIBPVGF(YI6fmMLHjG z%1>*pFsvw~b}MoZ`7g7@n9*&uJ4Cv)MnO%U@Ec`m&tDC$OGjtd3hIdY@;7%jOZY6b zc?oEE%%^L(#xR8L)T%J?$sE|q0YCB$`1su&xSkF~Z_HpWlZ<%??kEg>m;Ak+HBmmo zsOU#GJl@^nU0csO^C&6EoKcRjhCGS_?ky6Ufrw*2G8G)HQy1dUBb;(1at$5R@(GM> znjd`9CN<>t8Io3&HH7i-qoyf&Y`h9(iijqv;UNC0M^-SMw2Tx%hg}T|)v-jS)*r=QKYfPcNK( zojcw$0?*HQZy93J2?xqKMHz7&wg5q>=OR~l7|>1j zxr#l;(G&gD?IWCZ|3H*NGe_`3DOQ5TjBHb``73W$(UosKJ%T;rfbL7Q?a4KlU%#|x z6FxXpr9CdF^&mz~bi`&MM=@@G4hz92xjuH7>;#7=Gry(px?l~d(&6(G5l+ulLgWu& zaS3}P!*qa1@PDzwpyUKIwQDl~it1AJ^0|wv-8Po%9<|wT)G}x@|6-b~G3H3B3ZXSd z<27L;j(Od5S82K8?OLevtdUMzhF`edKYO?pNLPm5zHF{w$T-P89JbQId4;h4aeSQl z*?sLevWjem-voG?(o;BH)6g5y(Ru+USAVYw}61j06x^FQoqcfmsWx$2+9o zTb?C;sBn*XCOx4e1-bwJ5=y+sblWV$4DWC`UUijs&Wzj|Hp&7F891sVEKGewOHc_k zG>k~C1O0^dYNVCNR~6`OV=2g}N)LeqZd4ORoQG(!Lhq(v5wLTng1zlyJR__1Q$0qU z;hr!H6?*G6HkEhdrBo%8O)|Xt-4zlv`48!#}5rPyCs}`=|(c_hDvb^9~ zr&R$IIVRFb-n8{cMOZTfmhO~yHfbKHu`qOP;lLHnSJoMzJ=8@(!dpxwTm#?(g5$w& zJ>H%N_kx}J2O*67p7);@7Sk><(gH%8JVbIdLUm<4Z$w5F_L#H4sz5q>&C=7_p2Hfo z>!*tIc$*{r1lFX5#8o2Bq5qb^Na?4$O^KCau%*bKy;Qp+tTx#0|kf(&V}7hi_al}>`VbfmYv8dmBx?s4+FZX0SjXX4SP78lgaZk>#|K8 z+}f%A(cEZA8@^5P>9&a<;0fk*Iz!*8Avn*ayrM_6SaJe^xX!QZD9_gsiQwf^g7B#( zB8}LkXSD~*KJ)FV{^>A9yR?(r$%qLu0Wy$1A#@jU5E_WY%YhLNwTu9+B#xAbST{06 zcZkJ{v$$-vs^}3FL8ML-8oUJ*ts`4L{$|3!_u?#GqOFr+Zc-*C8~p2Z$G<`ZrV@}y zfmmfpWO7Mni}N7VrngF$Gvo3A-91XU2QzJsr2F$yKsI`C`tVy2cT zAw;qj72vDc{7P38xiP8cuLvn5_S4}31hr(d*H)+1)8p=6zmwScy z27(Da6X;fa-KxZPf6e?TLitW%(DZic>y$YVO3L<}TMJ-UAZIhTJ`w#SJnO2W592K) z$@!>hs~Y{+TN(s&W$B}#+-WuC&(H;1F}Yf5R)eN^VL2ubn|I*~2AAR9b`Yz0U8-rYC_nkLb%|*E@$47QH6i zO(x0w-WKe%X8w7|G@ccy0bjKZV>%9s`Gkk&p*_P5YnbsX#OIJup73tO(=t6VqHm-Koq#%A1t zNLSnra5851+W3}P4c+Lt%D6hBtat7_!l~brM2f(LQcdLC8^?J^dYkpUAbEyna1+G< zk3Suw*75*n(Zb7h&--JoMzU}b+fg`?N5^Wdf6T&qiRCD5yxPcJw=_C5NqbeW#<}=s6(;Q}LZ_=Q>bwB% z^~wK310xuHzthVelY)Dr3YAYeFo)MZ8z}Jczwa%^+nHr~|M7HaYpRk2M$&neT=ok! zTr*AxFEbXh!8VNlmwJ$g`>Piq7{|gB*zK%5vvtzFEocXjsL#KZJQBV1Ut#zbUEw5E z8!3##uJ5y&f1AA6+De!JYsiEBX>BO-Mthi|5s>|{wDwfh|}?1=xWj(N720kun~ z{ahMoo7`sqo(~u$0>FM1am#>0*$GJA8OK=`6mij~!?|MtZ>*eewl%A&N#}+|tatb0 zh!&>d%b%*9YXIb}?C3B%H2(1QE2Or-8Z`k(p_pn1B%tLQN(EI( zKgfZF(8Q2z{oZxfx~_jRz?}9MMyC}^ASBChiv#HX)eKR75zj76z%j1 z4|B;IqKTZ1IT(m5AqbSHCywt=-{Oqv#3Qr^E1*RSJflL7a9+&nI2d&)P3xBRK}bx` zu`hZ*NhXoCqCF92A%&J!w~t)del$##Wen{5?4Ok7q2Qv&p%0h#oiyo{nT|i9cWlYM zB=(`1T+D91jGz$&`Ou@*GN!x~GdLdvL+;r14PWjp#fB)$F|ftE#+0N@5`@!jHS*Rs z_M?6tmLUYNC~gZ`c^-mVZeFv5OM5RKbWE!OGW3bGTy;RP1#LU24D5SKtpcDFfhn}K zb2AN&j++*sY{=nc1QIg_jmW6y*MBVm9dE0d^E3WMfyPA_zUAjpIE&3qA8VCa;XCK@ z*%Y_l*?udC8g%%e<4f(dDjCi%7Jr|S#rYpN9r)=QLVt!W^F-QKIpb^G5xrofgZ6(_ zFv32uUM0D4UnzWDwUkWAtVPT2+QD}MvQmfk1O)XIw{by_gVcxi#c4h+=(>SQ`XS!p z*uWenvxq$pRgzNFOM@U-;K^$h_?J(`B6$XU1zP+#9e!(T9cZoopM|a`=tTs0_fG7s zFu*+fCwD?X7pklctPOpbB0~rS=GoCyB7aKd!Nd#>MWU)Sbz&!Q&cqdy`dQ=Qr`l`V z@ajL-4Mq;DzjZ+=AH_5UGFGYP#_QpibNHv68d`%7j9h3}FYKv3G{n?^J0{Bj);S}F zcR)K5(?Te~1I3Q?y06V71=MXt(Hoa|Egt>4F26%jOo5(Pg2&>&D3!I>KtJXOZ)Lh0 zv94Nh{~@y~9?ksp?TlwimA7%t=zqVYgs169*-KR`R0bLV{`LGfVAoX}mZTYT()q?AwQminU0 zjoIKs$&&xx*5m1irBE|humTwzI#YUcwK;4ZSr|fAq?Y9$NrglCL2UWW-ED_`ZdMPI+?V>%dsRl^o(`=jMF1~I%(QBC@R1pd3CCC4J-a*un;P(UKqG}3mJL0+ zR)g{>ALAPYh7!vCGoBNVhT=bC~b! z{37Et0dd8O^XD0Hxx&x$RFaM@Pek{xsj)kK3Mi)hp%Yu=b<{s)5tP2-TX;KwL2F|i z*25cVYDS&pQ4+}c*2Us-o=bK=;i*SW6&{o_4>BK#U!H&e;u${HD^@{Q>U`9|@I2NV zp;oHNrFQ>F4PCvWEl6=%a8~8&=Q#1EIo!B`^g3 ziRu)AwXg_~&VU}2Tj}n0@~Q+55#(YL1eaNP+{J`xRE&3H98&3ajBLyF??f9UXi!jG zS|F}bz!F%9BR+_sS>kCqPmhW-0puPGst}vNo0!qJ2s!c-Li}?TA%~)Qc$r0>WWV9G zOY#*==AL^jH+ z?Edi62IVS17wgE@Bi4`RMr%S`* z5^H1pbHMIdQ)cyQFa2($&dAsiE&6+YZnhtk*!||d)i3?)do%Vix*YEiJw;>S}6JO2%(~Oh@sWTN~1qwf4CM)jRJ?@AeG%C2@vg~BRd^>LhG|&9MG~~C$YRn%Hf^Ver@^Tn@Umb<)|yBn?6BL^I`E>R zlT1??Wf*tOs;Di#$W|#}w%57IMTH!@ZA%PASj7u&`_CeMO5i$-z#_UXfmxN%>8RdD ztkNp@!uq8Ci>PqmLK>L84N zV?GVNVGy+iOiBjByF0?LnIMjA*&ZHe)B~c_%LrXlUY$77r0;CktpxD|hB+;U8AiQaaHv{!B z6;h)u);BXoZ7S_LQINwz%ai{=0vYSX-v>dCt`qI5M&OKji)aDVdFjw^>8x4`K3`$0 zV3)xD>-Iw<12dL-7cx1abSeSx1qlE$Ln2x+aVj&m?bBmN?H;YxLC9w}GZ)qDHU$gr zzE6=`34v33$94&<%q8}JG70&4X!x)2Hd$1f&NjOAu%N1xtY2I)#z z>J9uQDN(xT0amT}e93f=tFaBF_bX1c9kVWl1 zOHDE^6l=2tF=bwU+_wfA?zWivvzAjSL=ssDrHFz;3m@6-6clI)hoBj%pj_X ztgHy6JwazP*>`HwiEw=O+E;xu4Shm&oC|hCx}aR}Rw@L)QBmpYSP`+B%;%(mEQiR7 zLFVLwX8b%Z-c{dN!f8&&o4o>A#Js%1dBh#i>sZ(*_a{xKo)<*_N5bIBC&wpA zr?G_JIyYbp?O1%9rME+keiRNaiPoA!nK5AO>VD6U39xh&Ycc-OKe%@ddrZ1g2Ejle zU#$lBKe|79s};E~dCU)%#dS_YNZXB`htt(I2M#WlI-25j&SkC9y(^uE)*slV3d5gF$%oqUSf;SXNJRV!8U&TXlnLtJM$#Kg!};=&=DqI1$5~M@ z`dwl6D(!w{7Uk!m7lcH!8p-0|LNl0(4uK$K`BlhPCGr_dAqW~rC@J?s8>!Y%oQ32VVm9w zueXb!;J z`}kDKZxS+kpn+N1NA=g7i28O{<**^`IB?w3jzcs06s~~5-DedNKCgK2b&XyO03i!} zidE(|8Jc@yt8zl5ke8_{y>&pqC}E(jL5e}^O&RWuvk=WSq*1&EeIwONMS_fdy-1pk zJ=5H(%8U9=(qx>g=&qCvdBswdClj`^WQ7Rr*L~QNJHk?js*RInfTzUDHCck`jL!Qe zl%Bu%>qiiq?R}_sz3*d7V{1iHpNz?7+pRe66K%%=_?BrK14W9iDf5Z%o2_)@ER+!L z_JZbH)z0+>N+v)7I|(E%=Tv7q(e*S1U%ntE@u;UF%@y<*kT*Ki>ai*CvPT%vQQ9 zyr&2@f)gjOW%Z!w2+P9*NM!`_Swh*TUj67Ig2rD|{7<0v#SKLfiC|E4GSB7%@6Cgz zVMf1BMeTF|7hh_uMNoPclsRZazt`_>!h#zS*|$B$8prPRhh6b!XDONS`%-8_bv?3j z^D&yBiHbe8?E}}Q1-@P0-ixWawJXv_l4A^&Rt{Pd) z7DnnE#KFHj`PcN!R`IHy6Ch&yERun#7M!1_c?1@`AibI{=C}8uEGVKW+vl0F#0h(% zs2d+T4}0(cPKh2Su|i1cy_3L7o!JuU<_xFAhh^6`|Dgy}NNyO2hIBBu7&W$9wZ%J% zEPcg^lW1A62;{$YW0B!QZPZkN0Wz!njfR*hvZ7kEDETTiZ@>$LW`kA~8aI-kU{rsw z4P6c2>Jkr?X_#3Lm_uU>tKd-@Vy$pWC}sX&C0&wd{h>B6WwF3_k9aT@)#3TiROzqn<9aT}s9vEK| zhAUU?;W?D8oKQB6f=_#UTn^gH7*U5Iw($*PMPu&zRZze&Jsn7+5s>CbpW}S*bY{Yj z<=Gba`z42RT*MU1+`M=s&Z3ScPG;V{ECiisZ06g8S(6XSWYirE;*sjH$KYu_+kkl#0-0x0lxOxDwm_o|$F?f-Da_2rNGp)z0)Ywk$t z-JEqvXMQo{l;Y>eHa6#AAYUW+4>6jKvwVzUb!ShQw&gb_M)Pq?dn45<|=6H@{;^=Ll1hT0P zGQ6MFFAI8E2okaIHvfBXBG0h=M;@N_k6ovFq^b7%V>Hi?bkji?nY}j*atale;dSh7}ID-#!dQfuuL?H6(nn&(;q<_9YR@=>_$R0vRrp zY4B>}0oyI!)Sl@%3fP^K42+^|2X9Xc31aLUH`DoVYPr}qw-*wz>6mU4GApJ)bCBV5 zdPF@ksfWkl_>do&aq0AARk=4|L-95HeY!F`%Io$b*5|?9WBHqQY#d1m?1o3fh%zj2 zq`4^J6RNh%Q8pFXMQ;J~DDpg>FtwY$3sVKQNNHG!9DOO?;jCC?m^(S>uy&9)%l^TQg(f6w)fLg_wt-sQIk54Oq6*$OMx%OA>nehZ z$K4&ezw>cXxq4eYR=EoSJA2*{XfT*yBW9ps3qjoE?EKN8^gay zwuME>xvKe@PLZ{HlfGp|$%~eo8~@%Q1jKbHy2P7ju)nfvNrg&69Oc%u))5q&V86rMs*C;iQtExX2Rnt}jt zhB`?@eG%*Q80y>mm*&vB)yr_Hc)bR0I+|1ROB^7>e{^(!DW=U(p~b8&Nx_EMUsVV* zY{6sVJtoD=i`@u1aikRzIIPn5svn4Xil7Vf-+1o8RR1cC8jYVt7;DoWhVXG_(+(9f zy}%~$StCwGZP1TiriH8HR=x*FMp5dMXysY3=N4eS%Dci``p;bJD;G+CW&W9mt|2~F zz1q7(UO32+-w;;J-S9|2W=U8S>#;hYlgY0U1|*}jVYp_;e0IT?4lefYezG{q`XB5f zM4uK=giaf6HIL;+vZdSbrb`^O_oCYJQuqCg-onzS79t2S#jm;{Vp6pdS1WPEYaT_9 z_OCqocUbM^iqRZW8#=1h@vEwKjT}Hu`+Of#C)gJ1nIfQl={xVh!$$;%5w{CMF6?!X zmwQ`j8;DRncY#`|cqb&41Cu%NS2^_p_It^>Syd)T$${%rSk6>i3yx5^r%GLh4yW0x z8$ekY=|A7Q?`uP*O!V0tJHy}Acaoa~@j5{`97T8@^^$1JW>Zqkt5F`bG~TQn|F-QW zpoKX8a70mn;%XZ5s^A#clnoy2Izv-s$Nlw@c#!tAY^^Q zau)f(c+U=_5ER1_!_UZcE^5VvDE9T;;O}Lu>LToeGThk0j`07mj03&fx-BqixfrBs zN2BzCh=xE68p9e&8eFe}Vy?X5DVl9i4Rpl8*YrUyO+>7zOt&-}#8pd!D7d4IJ}3-$ zST-$37r#Kb#Lm;<%}A#&Y#Fb`R)tn_>n=V2yzQB70&)*TJFwvZDc z)ImkMW?;SK)M!Uf`Ey{QgHxq&6u(pQv7diJS0ZoR)&Bcp=FGym3)sjG$Ucx7EC9}tGU5f#PBh_5y_W`C^FvfGrI4< z;6`%Q^*m&uT8G4o$*k)Loh*a3gVuz!w)d)(6n92A70%Zb*@Ot`b{m{h91}-CFqNxT zJ~cIGFyQX#3|ni|j2$Y>^GDzI|dZg?x@T*9zLvQy%?VFEl%K=WMq0z?3rF?b^H>5kmp^GDT z-8L;~mT|@1m9Rm~_aooLhV?SPP0X<>W(oSeh(wE#G!5giOA%+hz{leDKaWcl^Z_$= zvvngWH=*D&m%<)M=&2X$#)mtF$^hI$F4z$}OWy#var%VjSqkm7k{vwbbXcU*Aof8a z3R5#EO1))ZC2xK_)AMC++6K{Os@q7fR7#QV(M>mDOHy?2wrH^;6nUp{m_?r5{q^Ec z*u5SB`gx|o(5L^?C?FoNr622ntLD(!$H06d5&Nd*m1PzAb1~FtMxJT(oOALbNUAv<@C_kj*x0^p^nwj{F_Xyh6SI!VsU=M zUBOu<$pb5kq&+)q1h25`8`^&q1M@;SM1v{A4{FeZdwyj^0E#Hmtjc)FOIGIV+%&xp zILbK?R1Xt6A7j^RD(a)T3IjwqKca4Lz-O6Fi2APg}@?N1Hd??g`;W5e%Ck?kh6p+V}8HS!B#@*|B?a%FTPJlTPf8 z89F9fATs#-9AeazGr}G0*(|k8Kwh~cxM8;#5?6V$_3PkTrDO(SR6pf30NvztpNW3= zynb+mmfiB-ISVsaswim@w85@l(eJj;zbmgj&BZ&XBe2#iP-=$z!|E*K9lDd`xL4cj zvku*T>s0T=T3+_0tl6KBKK79bn}|lQfMym7)i}+?!tumD2cRP9SN{~KDv;*?=@S?5 zwfavv4Roxptt%}dM;^}OOU6cFPZ@fMKsMp-g;ra4H*gIL>9j&4WkFVwu*XOaHwx4!Fz2cL&md3#4zQv{vQeV~A2nD_f=g&iJCxLHKNGHL?BdO=dh*Lmg6Qq8 zV2+z<=UyH}1{{(RgiIH`A2RClm0YG$wxjfZeJ{yiI=-m$JG5EaIaj#!ZS8hW$k?7y z(m}=LM&;qm3r>f!W!OqJI-%Bb-hPmF7lwg@Cp|q4!g!uMl+bauJA9AM{aM3C{~VL0 z=zbSIZt&Wpn^BLBUmUO6p`c0sj`WxcAX2NR3aa>op$pzIl1G`QVv%8zAEN8sRQrE9 z^KYWE$pES%>909g-X*7@R@joLYqNFkf9xUAi=G)2S)5uj7T9yQ*kLwE;q1bNZI_x) zqg;k!+qMZ@Ub#t)d`&KBag_M;$qG(m6&_|~m|RTi4}om7}y~%YCY>t?ZHqcp`3-VZvHCib!B%y8+SGl zXL!TOfW?F;ir1OrB_@|JylsZ_b+MUHG0_TQ#J@&=6v}3?p?a*)^Z`Fd2Y6z2jR&N* zd`lct_DP+>B*ync^P0Cf#?b^>i%~3kLKZ=1TBWL30KyCt))S-6j5_xa$Q`R^IdTJ{ zxjXlTv5$=iZOl`Pr3H=XJNv>k+C798izl3mj?gKqwCqU?`Z*E4&Fypk@Spi+u|dL` zPiWlqNzlqA|0xpkx|FW(0}6ZOFQq`|8j67=Bb z?6+$(Bw*Q_(U+dvH!jceskqH;UTHHqM>}nUR{FwT?EdsXi|q-#WiwY<$iq7p{CjhY zHd~@H$GRM@*RBor@`456X@OapFMo`xw$yzzygd$*z)WrV$tj}>;l7Z8{SDa*su^i) zA$^^weub*IcMaI}F(_EFdgcOTGanUiS?eLMWx_Sw``7-U+*$f-`-eP~74CW*P4jY9 z3u2uIx$rDh&46FiG$Ltw^we!5Ea!;!p7~H<9Ct+l5``KrkYNjeLU+v&4%BN}|7iU5 z(W{Dg-D=jz{%$cYCqI(W>#hl9_^9WM5CE}Wdcuf}{D`nhoPf&E(9QF_&R@rw^57va znZE_4vA?D1DW|_@@q8p!EC?|;3Whfkw?chhG9@0@>DxS1o;VlqH2dVooMkOPOrx47 zQG!H=QcW9b?tmyv02J?mQd}{Pg&n^sXSbSPc(l5xyXM4O?Go9Qyj*|NLE4Ybr~SH| z_yVDS#MH08Rv!z2qNAI!Gs|cBuJ}*l1K5u?Hhf+>aRCd4!J?rHuuB62wgALuTOhzH zgx3f84%~_CgxT4e2}`-%Lb=Zkqi=_y`-}`$&GcMd(r#lo=Ef>Hg;;Lpbc41fcMr{l zKZ+urFWoVFmVAR65RugUR2yJg^N>qu-zLlst@pN2<)k`)h=!i*!yu<R2oRx=p#+fg^`V|?d03VWzcB9^$G|LZsofiCwK4dXU2z7(l zk$E_sf(pcKt8bGj@Zb)od5ys!{@|~=<&0{^_?WHfGirK~>x}o(x?C8q#)dy4DO$y; zqX^D!Vv`7h$(%wtB?r@2u2M=l?qfOD?sRZX#z6(~u6$|+q`oi(S&%m$J0CfnJ3nX)`qn<+_6bu_(ltRxCPphv0F=g}x2at^so0>-#btk)C%F3h3G8ij@G^&o{YeHMf^6QC(-5ls=$g(wy19sB?nbARi?MLeSt{@vRfj$feNAS+z&a zN}gbILSd>>0vNGj@|sZi!&gYGR5u`ZEv7J$HmU*Hq530Kq(Vs5f7Q84OKwHA47kB5 z>NsdUS~L$F8ab5qE0g?`)Wf}OAtgxAah<9^`a|>lT+dh!P%VY4&x2GK6bIqkK5qTFi^*=Zi&v|M3I zo>ZC_AClHMAJZBu*K**2$#(sY-9L?b= zu0wX-DN$Ltg?;N)ef=!H&iM(N$&L3Wvg(lf^24}zivK{=C2)9x{FRXpr4Us=GGJy+ z^(ghsm!rs3D+-egZLW=LiKth3k0bRSiA%$i?yIhfv;t))ZbUznk_MjP>&=}D`ihfBMx}m z7uswU95S?@dh}vRbqvlJIG%C0smOSVW@xncFA@tPgK{<$2K+4y@k*-xKiVu>Zz7gw zUf5(1zSnIfkOu>yC8AmLdB=Mx`@&3HEPRO^;?3$-sdipX)3(V)Y9tr-)D9DIU{Wc! zEHIt407o(yhR?UOv)M?y_{0OQDe|IS?{sN2o~D0Q^$St5TtOpT$kvpJCWZ?B)WS_W z?f5Ik$hsgoWuDJ_>!iV4;VdJT$w2Mq>ZNS9z8TzuObSLI=v~>J2(?_F@`f(vJX?F?JDWFK3i&gPNRoe)Pl|S1vc(l%mU@1M))esXa&S;25ZN`$E z6n&HnpOQtgD1r@H0R&G3RJDqNA-cQ_hQa=yDf+an(V-Lmak>lEYgsSnS)kA`q)quH zjc^&5Ns_1rO0piN=BEq5_C__!CH3X*6*}ZPJ`!==&7h-?ueU znu*aJy(o>+xJ|&hV&GPFg*)y>fk{XL~dH@NYUa2W%Cp;wM%wVhUB=l&Xi&_(A`fbrVoyP%L zAI()L_EDW~rY_~ZmL>Qz--IXK%|GaY2mn6kh|}aHGZ+|;sAG#AMRm?n$YB8nPC7(> zS~P5t0Ytx-dr>IBHM%P(U)CAD zy|gck;&600(VmaUi=XZ8^$pA`a82)MZ_dUs0x@R7*a%R%a%J?3hI#xg7oE6&rz84} z*Hsv0T>CO$qhDfDUaTR%gx+Y$AU9r>Uf@BA57ITSP)f|{RM@_jjMS95lEh{E=;g+M z6J{=1(!bxbOFUI`h*=C|w%4dk_Z$4rb%z0Zo)HEiXf6q!HQx$!gMOS)w;s)lWZ#ST zue;wwIPXH@GSQbD6isk`3qvpii9r^f10yr78U?3X7es5Ld;sFFJKPf$owyB~d~v67 z(G?%=K~)%MK-9`d+U%DZ9T>?eq7ah^$r~UmK1U=}bhI!|>`k=PMc)supl0I2P-=R5hx z!uz2*Tk#-KnI1iDrY$q3N|Sk9t#?^uki9n=Wcqo?i3Gqi0`mm0mQOVK7xipHW-DY=#$e z4alQFyA>%UbqM2f?_5k~6%+T8^naW~J<#8zLUgAQHWxHs(L8H^9du&9&;T(&>{2C3 zlFwO~X!du0y5O3*$WZk!iPC4Ds_ka3Fa67ZD44x&R<_@T&`nQT8-k{+9c<*dXEReW z7spcqL8lIKHE5&SCXl6UCSE_6a=P(Iq!On(N?BiN{l-ipAyu2e9$blsP4(J)w*m6= z#;_D0k>oT?mP!gf%0XzGAVMCrh0Kq?^F+ z;ff`RoOb+GWdwL&SoWqmRtUf$E5Mu+ZD6$uB2>*ZiFq|KFUYrg|3V|G9Q`c!+hh z(eZP^D8RXi&1oTldUwgli%QW2^acu@x2WsmsFA7%OylE_)AMN<2{hNq6326a)bBhq zmJ5ryGxCk^b~y0*%Pu*kwwlCmE=PRQsXEs=MU2WDKBN0uw|E%DdSnP?9Cfl5%5bY# zh!?w{#ZdB&(CUn??H2P*KL}A|!{A@L?ee&xhcmgLyCp^`%7H>XG4ByVY>G`@NMf*h zZCBZ^4_baM&4W~jERe1rtOvB@G) z7roMuI)@NfcksJAjQl9=5c9mULvoCk7~y$}%wRCU%{4;98xuZF*@&LrLA_Ed7>$_E+xxLsHpYow^%%6k8 z!HXnUc+myAFCQC5Y`R=7{BKUXYG?&uci+`o=T$>#SjgidGkxdoXfH) zde`VXq08V1`KQuORKFu|>bY<&0-r`31sNC7wCeS7<=jP=T-@np_d&#?+VHswZ|(}} zFatLjkg)u4`z3-cmuwj7Mt5*z87QFVC9#(LQ!_59Vrs6^EW-*%T8@>b%jt?w8k3Y% z{j)tFN)Kts#h)hr;F+%1++n6nd9(H_H{p)bYn`+Niab#o3MdO@K{-s2Y^$S*BaQkz z)OR!X_G}7E%m>jug@uR5#tLn5p-7o);MVUccfcnfeZIw6*SuX+l|!CxovZZW_I||@ zLC{b)%jHCjD{rD7Fd8%3qtD^nBuhNF5)W|dqNr!G%$4|F^aMeGfek{SE52yc*@5aQoTa&sxdl*njc)dr{( zt2oNv(hlwR?~JZZ^LxhaNT8umeiF*Q5vq*k+J|H}s`tPiNpIE6k|hc>UOjIKFXg;< zu)yV0gE8pzC$(PY_)t=Q#VQZUWeRZskYan~Ql954dhjI23SIDb${#beK!*Z8yDdlD?;dGp``rcBO6Q7~oyxSABb&CZUY-Ce=FClH#p<+>TLP zQb0m<0_E|!`1b=wSF~9eYKq{-s-GQ^6RV2VU0GP_#!dVA_2xKAm%ZrwnL~SqXTHtT z1Qphs=*gZvUm@WuO`jKU3riziMEEf*QCk7ao@ILZ$wkl|`MxG6&Dw zFl#I44pG<0#8hK5kG%rGx7vkwy>qLixz@HBJ^k~yC+r#GTw};*p<~6#`LKC3imkxC z1sIv4L?H)D*xzg2Vkp)3jxhaB8iOF&n?^k?0BXnWinz;6R-z>bbin2v*j;+TJX={6WeZ84Gjl*jHca&!<|_$XjrO zegbg$DuV$23$Fo=`{`tUg4DC=rO(tm5IT#m?YrJzbH*0odCRH{&rOWEya^NBCEF)p zf5$T}`?7EE&PJ1|6PXv+L(C;H8&E>nr+w6+X%ib#GktV{U4oM-eCiaRX64!C6`RTi z#K2Yr5PB)Vo`=hfI_)%`_Iz^gTsDnkTB}b81S1@(ED_7!-x-ai=LiAs1>bXoj;JxRNgq!O$x z88NObyGZ9I%A^Le0~&uMOOl*pYby%D>xr=(gSP7 z$9(-a$U5rd&Ss8SBg}Z)z;KOuRTXk)q3ldT0GV(@{)=O3@4F?NgOj-U>ulmE(>!6k zSuT_EfgW~<^#c!cu>#HzbJ6g|X=Mc(K*ePLET<^4e1>*!b#2gDkf?AsxV>Q%~NINu1V0ItYINU5qG4 zig)}R-~5AloI10%5C~XBmNA2A`|M#t)`QaUz>eTda9At%yZum+L|cILFR`DvOGQXQ zKAP@UvE0wDK%!1u-zv>!@me-vuPZb+6#a#^GK&*#q~~xE`g{67sp5}jo!&F4w4; zep*T9G`C<_SK~&$utOr8>UDei+#9V>Xj2y&w?BI?vGfZXZ_*5)`O!sG)t4`U;$^R* zl>YDFGoT;?L{abX8RMGB&BT4$u&z!PmBee%15UI2pu}Rn2At%%zh#gKjZs5Ukye?v zn0TSWyH&k~<%w%v-c5?W_0vUfF2IDQCkK)Qt$;akNn2Tk(nlQ{CmF(v$^ljqY^Mm4 z?LbnAlL0E-e!?~n_IPq>uzHpQwOi$YmSnFYJ+*Q&C-K7taf;_z$jy1KS5qQ2}3>zOe9W z(YLaTCilcx5^Y0NCm!t%PB`h?!;!OnbJAT$s(>LFdwCvmm-ZdOve5kv3mK?Eb<$U5 z+Y1amnlk#6HnSiVb89XDA4|W$WEU-%O|IiC*C;DsJx>uTD*qR8Ku$1qNc;?d`HrlC zTHOyR9HGH6I{I8PXZ!v~Uhg)--w->-y$*fHf9$^{&+X&+1pd!GO#iy>b^xR1%n$2j z7xth$&+a37qSrC$%PrQUacjUyoR*Z6h(v`yoZ6=Qcx%c^t)Wk-wONt=2`-KqZ@Kh) zou%842jb{uiM>}~SCq?hxiGk=VlV>6jx&*?J9xiPAE{G-F#(75FMML>7A>4`SuWrg zBA5O95TL;oYClG~c?R5i_(##gV)-}nur)mR&EDuuk-8s?@MGDu5adH`GTKhR*6%8U zMuOTs>sK}4Z&x#+Fng)#|v>9Wrw(iZ$*w*B#qww84B3KuhJR;mb$T;-iRIR z|1JwvWtZo=5&9@g;92k9=$*6)Y6`N}yi|;4NjH)O0oGAslADvhg$B&^jOa=SZibJ~O+HVxrKWe2Z{jT!9CcCZS! zUvpo00lfx;&1)DgsDhwtK94f*rqln)EFhR1wp?WVz=PC}uqiN3KZ;sBavP$ym6Z_D zvD6k2?U`<`;IW*JqjTB_o9mwBEda!mNn^7?H#iTer*XB;@1+L?mocZ64-@p0SB2i` z$C1H(4y=DlT?Q!2K(}S}c{B-c$TZEp$i6N*nnpGhu|S(+^B^xv;C$TS8QOKoe8i?v z)TZbAcip7U*!WLULPeg1QRsbpToc%b##GfJ)4qSgmo;TAEK8|a9Y=Ks;Nh$f*yQJn zUhYk{AiIJ$vjS|=2Q~cqVf8eX&9E^;R~!+@t&FLI0`zY}X$^|R3dFP$mCjY~v<2I` z`fU-id6cr1NdoQ7Wlhz97{dvn+a?``XZZ&GOG(#q8k2@D+a=F9x)c2?^V%A3uq#AR z>iZu(+HY8T8;P~VII8)gWt=lHpr)l}p6CO*C#Xfmv}6c>M}bhqPgPyT!|Jx7Z$rax zLZYW?BdF?hs?3tyt@OfmYg5gYneQR-k#FWp&ea|`y?*kK_8+V#>gRfgV5;+tGM}shORpoR?fDzWc}&x8yL|{%ZB|D#!cdz)%EThLdsDg~(xdg=Wr#JiYjv@Z zFw}Ft3LH_3lHgPTAH1R819^nBDWXrQ-{@~cl9Y80Llgh`Zbn$R0hYM^AWWtzNmvqh zcz)mqp%u_k)bq}#$!69Mp0w&VCTZ{OcA_5d=6I+QET*K3SrRrOU)V8Y!+q8l9_%A*aiw{goX}PF^aVp2LmR=C+vBRiJhsw^EVbZCr1I< zTcWRudI*xX(#ibWgl1++f!fF|#%1wyx_$<+(FGYuZMl(eRE^_0D`F8Fr&qyv3RV!! z*jg^Yalb*!u?k>nP(Dv{;)_UnF=918bgV4z4>mIPzKB5KF0Evpny7Opk!Uf5_8tIVgAo=CA|Ex=VFLM zndd!28pL4=257UXVcLCa$3k=qWf31 zA!U*F^trPI-`5ewaed;PDUK*!&M16U-Qx0v2f)o4RgFfiyG`2%s5T#%N?rN}&lmc( zheA?kSKr(wcqFb2TjkS;zopYdP6VQG*v)o;6O8RTSJ1(ckX4%!ZT8Idbt{uVrj>A~ zSZaHrt@%nj*gz^cGVq3wMnM_T_xkf|Mbo=z+`by9q|j(t_)UJ#@bh;?6b`d+->5{w zB_*#ZHv8#Vt0`C%#@4kv3NUzquC3(Jh%5f&r^!ivc0gH z0()S-vNCrcOBedO!bxn0W3+(6UhTrEpTLEA;Z+cT-K1y)5)i7)DF38v%le1!Me1HJ zR}4bgph5dq_^nOSx)6b$*}4rU}X+>cv_*(`0>~Sz8YhNc2P94hv zg4Nzm7{i)kjBbjb34V}ctc38}$633oqL_d+FClQ0#%pfBXIp<|VJ|6iL=D1eJ9h{n z0X0n~g_Ul`g;XqY@tblvh&}Gif(Lp10tMcEFzZDud^?=~wCeO-L5CXdqTAteVB0c6}QPsaW395 zwpM@eaRngR{QWGlzz#fOY99=4WzPNkg7ie})ZX&l z^5TIeHt<(^AzDYNO^(eL%?e@R9O7SJV5smsbS=t@!chnJZ45J_93YM~`4V5L!0d+P zrBIiu6VBps=&A3|N;Q0SbuX?V-;@b z1GeXkJ!ka)A0rU`k-Yq^&F2MPS7QN{*+d^+7^UlontVJ!NI=tdNdRboAG%~ZHq-6` z7=(ux+{^@vz*jY9VfKL!R32TDvcf*%;hvR6yfj#pP!SHFZ0~U2BUD@p+~As%zZ)6G zwg)3_tpqialkpjeF#(VDeKmUnA#kSv5eQX8WL1VIR)b^MOG5$f**{;Yr{x%=`87pY zmC~UMit10f`7rJ3|HO?WWE~UzVaq@h^;dgeYFmkVC*D9=9ET-}0x)f}f)uvYA%Trz zeR{;&?n>b>V}SJ+SPPQ@x!=k(;}}IJW#&{t1Nb|VG21oR9TbJoSZ;kA_BvT`_=gcl z5cQL&5JB5ajWoI1kKShQ7p*D*rdOjBfkU07iv2 zVrzS|*&T%QpG#4s9c=_CBtfNV$5N)WjR8k(vPMoh{JH*n`N+wRyjPUqX7Xq?gfPa8 z?U1NxbG^c%=E{%vKjvnrede(LU9Zoei+^3N%Xmf&E-f?&ftv9fcE+U?z)>Ra127bl z*p%Wjo2>;>uS_F&i5gZ5p0JFiUhG1nUyDu;$OKRE%>Y zoq&>t9NEeMo5|MrIO!skg+LiwzXR>f+w=|R4us2p{)=lQd}$yp?|gz*6JaSuKtKux z$F-19ua{g0HzVIfHQu@Yhqqn+6OGF^8l7|^>A?9T8@W=2hrW%@VdQ<&BD19Z76Acd5NSeJQrcL%-{3-s1|6tEz6U6Hf}|>$Ztb;;t@2w zcg@61(2#&o#Z}mev3CLakPH_Ql9?u*`ShLwK8QyLZ_Vn@Z=sbCz_uJej+J&p*D*VW z-1DK~b~2Dv2bZI*JD>k>`s=aGq{9R==QB%z>4sP(eh_CIXJPJGYX5ZY6_0k)`i(To zKb#;CL+X;EM}gw(YRE@BpPbezI_f#PWS1w8-kU~_R$*{4F`;V6K_s!EP0X~@V%@Ha zaExD|_g9wIA4QfMoWKb$JlTs-VMJ$k*l5f#wb1}+DybcJV5j7B3L*dZHV?gvvYN_+ zAa`6&2%dVgPZ*VOlA&|!WB9|`Jql)JsqirwF!cXz(my0d?LS1ps&k7eB$dOaajFHu zB^bGAA>%{&@cIwwA6OQ8ItD`mJRONs=a=Imh8wNM8`iK0AA9I$uE}4KZyK>P&;lG< zW1A~UO*x_Q(lCdnBRrSVo41?rT_ly0g44{Dedie1z4G{@`4i%^VqZ>7uk4p5KLwf@cl|x>v&9PG{?fBSbDd zd=~x-`Th<@JueXMK>(O~u8>QOv=V6Ir8tYs*XxBwt^{^we{XvsI_5WXy@H-BKWO$+ zq6RRu9hRk0d?IFByGhyMz@>OGjIVj_s%uYMU~X*oKL|TdP0M; zAxDwfPx(^@E z7k*&p=~0Dy8F{R7QSRGL=?+;&RP;Er*g^*t#o*={eIN8|E+d#=S5V8qH z#Ld#X2M%+Rars^}T=<$hF4c>g@=^Okw|8h~!gj z#uRsHaC%YRks|=yWcaq^^*n0~bH0VdkkR8KU@wA}WT=qdMWPc3e!<=~MQQ%C;O?UP zwS#jWjrz_HaEfsHiV8d^2hOaO8YAvtnTe%JapoK^7a2=MsX{1hy6H0Xd9@X~4Y1Oc z9nZ%WMsIg`u8?ft$l-}e0+bagFOnyo6Jr=NL?HGKLaC$wFfl{hBQA*p~ysIiB zS3+%=WTV7@_(}DcET?-+?{eV0p3p$5PRQMZ4 zVk&&q2+T7mp#GA%O~cmG)7!XRJD?byJDElp=0*8*r*tbzrzs|D0nySDz#u%pe)*q9 zbaomJ@^G02cYqZU>j28$IPa|$*_{CAl-}C>28eI+f>HF8hJhX^YR-J=*?On8SxK(8 z)(AS}z*r?`&UKRnA`Kwvmah0h9KxOfc$eyIa)Upum~$gc6J=FuDzxSY4byM_gv_$U zocYM2s;!A6(UM~dF$*f9H*TlZXlG2`Ex`gvBpp)ZjdB&U;+@tGGwejMOCIdAw0VAU z@_)TII^0rCi(3y^ZR%Ju`g)IVlBb88fNEYAoH2?Ugj@~aj1XYV*KO0j=N%9_I#v)3 zBK;wG{>tGAZrcen$zC^stXk~eJQl%ySo6@VoDhcON~Qx#waf_l@}#qIC}m-2ui;x0 zPvZ`DncW`W>Rezsp(26$Mw)S(EkI9g!lhg{x4UQOc(z+iYqz>oAAF=a_lJn|hwZDd z3+>+kY?)?QfXU^|_I&c%)rLibo#TIJ*o2A&AY`gOXqPex0#U)o<;@uU2W#=Bq(Gj3z+&NBZCC8x<$ZOzEq{~5`lAdH>2>Ibi2HR5Uf%c=t<(YTO(*~iguE7CEqT+=l1k9%ciO?ELo zre?5(P`|b)NL2`?0+mDwFDniii5ghqISAkJARJ%_$FJs;og5Y+ zzG}#yvv}34&ay%``6!Ru7dp&O9JKc>ook{U??)w1Eh?&X%hrC1cdi}-P|~;uWLWoh z?wdBY&Xsiw+(zc-RL6Sh4YEdz^89@*p`~WKpnGv?u>V9^-^N76NK#Q#0=7np2QAc-}Uh1%Z^VVdzJ;L`ip(pTkUN>cc`(|PG3^H0vFq0d8 zOY0DnR8R0B#FMs{&oQ>nxoc3b>_i)4{+`N;S%8`**a4fF!90xmdhCPRR_rB6Y5}j+ zo3vdrZe6Qbl?plM>$DgFiK^29u^V|MvzeqW@?C95apsBu<5NlxO}X-su_Gc20X|2D z#!V3W^rir}$Mc-xv2nj*V8nn62EYJ=O;k{Ei(d1AL+m~SSI%Yhf?i!z3H~7pajVSs zr*pc#RM3-eSXL0c=9j!Lt+et_OF%v(K zH$XCp(3wAKx9#WVG>{Oq8SL$8)bf~mSHP-E_dhZS(JLbh2MSv)qAMd)CVuf^MUa!0 ztZI1AC>nM9b{ylub6F`zwcM~&$p{iP^k{3rBJMGTsV9j>;CQBjm1zDos0@)nTq?%e{3zT@>Eu&3&c=msmFe zvBCSrPAB?#K%_I>)hmv^#g^2(F*#t%7|5Ku^mPxzJamaAVEdV@X%^jt*H4n(4QXkCbx~=3W;DLGw~h@f;Rg0 z9;<s8hKkNMYzJjF0o*;4c_q8$D3cW~Z4xGtI(@O1826tHHU)z*If-A7G$ir@0}^tuC#^G8(l&0#Ow`(=iN zWHx9#SQj%AXGNx-3ub73e$=I-OJ(!vv7-CcR*FQ3OHz5*nZZKmJh;#s$XqZELfa6g+lJSUrSmx! zz=Xl_^XaS64&UJ~he1BZgu$@f28iP=$~Bno0k;U568dzqS2&M}b(C-z=he$Urj(?_ zbM_L!_kQz4TJW6u7TzMDiKHU{KS030X6a7Dm^xo@G%>T$1pp(C%M9H(r=-Xz4y~&2 zK*!=DVpB$U_pAjGBdzX8fn$OxN%XUUWR}{OmyZ+yK9h5DHdOHAVJZgy!Y-4ed3@zY z-=uR3Shf-L`)mUZDU$c=T`i@g8<$T};q!SsCbIM-qrog4kMQEL+#UnW7u{9`YSS*E z-EWnZj0OuG{<+jC3$Dft7LK6bc5ip4N&qAD5DjhGB& z=zf0(Cgf#HsUv!0Xc~NcOqmYbe^=Hsvz7C6r$DFs06V!ST8S8R2L{>pd9-IbN z1&)F5EDV7Vs$SlCus5ffbF|x~jsxOIJaXP&1ox_dDLTX<7fcMPHr#?##k-PXpMR}q`kk%4^sl@&AE?z%LpQX5`95_ov8x}7?%qL_ zs%75Wu(M?Id-kX#E_mYvg!wW)%3u%r)ATi#=m*-Aa$wH+s5K7t&>WC5LwWHCl_|Fq z$?t2lb+@o!lq8nm@}P^sdtxzsx`x-L-|=1QkkzQ;sQ(RJluH~!ca^Y7f4 z1+3wqsSTC#EWCOA(*H`_CdVqWauUVoa*G+gJPwr+fY_bjrEw>~{ty>Kb1TIFQh658 zTj<)a#LtNxrclTyimJ{HI2S;WeH`?Fkoa=p&NvF>3KXkKb9FqQjT2X?0!WzQN<8C& z&K016oNzfS-dViSiJJH!8W4eX&LeDgka(gX8qp zo;?QDJfRP2rs*IT=K1f`R2LFWv2A(Xnl#l-ys*-%bseAl&d#0rD@lUbWVLgbxb(2k z3rr0xBleYWYz`c3dCE2k9}#b5>3UKUC-N>*ujrrfK$+cpHG1Dv&b#4xD)r-OHYO?_ z2SCX_UMuIE``Xjf685zzy7)|wp!IIi~NhC8^KyiDv^1$dz{aaMIfzh{aF zLpwGxn=gv*4$w>I^TNH@rLGOYa!`a=-m4s11hL!oMNtt{tJ%@6BnV@NasvA(JQC#v z3+S#6jF&C2X3xibJN6R8h|6}p8<|<{)((O<5E41a*D+q<2z6=lIFxKf4o8v z_z6`4dsB-uipYzbefgv*VLh~8E^Vf{Ys&tKCWUJzWb&7D9zFwK7@CfUV2Uij5kP<3<-+Vqox(1)UNq|@lOy$8aipB1EWNAp zHWjKlU|KSN*3*`18@JDGD5uyLWo-906TB~#yn{&Bj4<#Irg!_JsQ+%%)6g8%pX%iZ~%Fr}>h*x}Ts04rA($)SqF&K*MTGc=}SE_*J) z?_!P#F{h2Mxrm>s;=fYK+na@bRI03LU@ok3E;0-LdKH8 zw$$;bA4wwiVA$p2O`YpCrZhV`8)yv*luR}t^2WSzn})la)%)bJOB|dBEMm6Z*YQ-d zrn%HS6c($n{#tX4;&hX}2D!#w38z-j3yU%tL5ekKa4To6J%`1$3f#cx*j*e0WMH#= zBNkLi735b8?tBeM4-cwj%Z=y33cqxu#a%VE{kQbT`W;{Orsw*;eO^I?oy52{6&v#j z|HaG6ztaf+N$qL?Gq8VK-4R!xA9GLE3UREa$~zzKP!0hqy25%Ch;=yjfBo7eCzE3r z8+e&b$LEEvPk>u+;dgS!?P6^^Y)>8nT|DUeXB!iv$XbY!I+kbGeYXPreaQf#2Q;fR z&jk$~=U6@{Fd;UKBby2Ie=@C$$W)PF{K+`?DR4X4{~85w(!0g*&5gb`H51GQNq?^3 z#)%fi!|2Kd*{6Vz6T2rq4v4ZgVG2H@E+#+6x9=vR#LV?U@u?r${ksl|Wk4W}k|>7o z{V*`VBBzp^I@c1mv&p)#xZ8rV*pKyJ`7ADoUkD^cnP_!j=P}O#zf(T}s8-H$@)|+e z^h)P0;?@IcH6_!H8!Kk>9G#pX5q@It;&5t`p@>t_p^=T{v=6HtOf{UWbUW8&mMYeT$ESwV8lP(`hkGu<%+ri`ikmF6p?xp(17iM4mmJjMPYQLN zU@T;#16VVd+E2FNNK=bO7it9g7!veDvw0Ek&2yJa^%b8xJ{Z{SepiWQa=ZzD%yd{v z=rv0F5&kjTRF?(m9h7|Kdq5qsgQq3$sG?V%*2(zyeb^<%oXssRWEI!X)9@CQs&5B!;%Y&7hN?M-_r^7f<8_J!Wd`Br*mH!$Ym$i|)B!{v`O#V*hw$(`X%hF} z0q;xS(APL;km03_0=Qj`@SR`!trl^~U5VN6IRtllXky?qn}|TF1=I11uA=$?V(8dP zh#6HH--ya3!|ogoFXo*_gh$pGbkd@{`#1{R<^;)! z<4R;(C8klw6Go|PPBMd&LA~yo8^W^!OR07dGa%yV)zeR5g!lHmx0-(R)r;BVvo3QY zA_7Seb36NK^HGA8Oq~Y=|mCgXvJ^aDbX z9iAbf6ZxN3U)OR^)HBw5hvdKmk=)l>3P7=%3ia~fNX=^xSne7Fv+C-SGJT64nJ@WY z0JLoC050+TI9}|aPowU?O#maIpUa{lv?B<# zMDFL_4x_IF7@m#h$$bd@-E@uzi_EUkf8M4eHVHBb{%Ri|$6JbPclmY`scF7bSDwu< zxa}3W7^T{%_v6nO#U$3xBgv7hIG&+r+E{(tH>)#)%<92i?$Y=0`xZUcpFWPREE{GZYV zi7UUB@^DrVc8&*Az^2ZnK+vL=Sa(Ha`wJJ0+RA9quH*(A;*fnst9!N(|Kvsdv;`|) z8^~y{A97Y0db#|wJ`D)&9oBmbGFyD3uq*CANxT98J(G-*z+UGI zzT1m!O5(MverD}}vRi(uTHdU+w!x?z?1lwyULYxg^w$#}p22ARH;?E%p&6kc{OtvH zCG##|)T%{F1duaF7knMhs+ruLeHIH}&p*e+sGNNREv}^8U<&~alNxB3)uYCJnBOt7 z1zEPNLxM$e&U&HOJNTefWPFh=bu0UM-)X2Yg3t2$Zp;`*Y4Q;LAe5$3gXGbOC$vR$ z1r+t$Dzj#c*ZRK&_qJ%Ts<4Ney zT{V@5YE>xQ>$Ph<5LuUJFH`lI5J1Wb;sptGy^(-XJCzVP%*%2s`{U13XIEphXTLa> zE~^bVjb{QYPU%UjTR03A-mbF_gH7@_itU6XRE^y=9#Nt`qG>N=_?b#P6O>_Jp6T;o zLs8pSHdeYN^x zGl`!5&9umP)K&5l-8hQ(*Lu8ARibx1n|UvNt@hV5=GX!Z@qMbmkyrt~V}*^9&HSro z;eqqnXrQXvTUCLze1z|EjXUg^3qZk8u4+-APrl>m^B5|A$&;nLpdqg2|55)P4J#mVIeN|B8+?q%7sp$m^zcGc0DIHL{DT<%w?bU zfnAt3`w1Ji-+Qrc$k85k7_%zbNAa;Le`J&7{Moku7`IR=>xoG9x4L=8UYZNYV{Nys zVkI{9e+79>`)bo^Il4-#WHhuVow5Na>K=<~?$jj^Dv_Nww&KLwgIe}phZq~G>iXDT z6;?!^%!F84oexygXFV}vz*py*x>`wdsWtnTcat>VPa5B5woF;7l6&dLu3O_KY=G3J zuZyk|^)nLtk{BOwOv;6TFz)3XhWEUa`s)b#^nLRpOfG}S?v;=rXu2QHd20N0p`3Bv z`!g{$M{07uY5I>w65y@}LsH*9Y~>PU{?_~0v6R=NjS2bfVDAWf7wT*x7M6cMmqhwS z{sikJcSK6RnY4}cd%zgoH*kj%;E4ZFBP{3V1U`H;*|wCL`}zg*aN$x{F=ef5O-f%2 zEozJ>^~{tvAjU#2?{fxpDxgWvM+BERpa~@?fH}53YR&R{iCTfoF$sz%Xho4{5T*(T zwqQu)!?KlnoV|@`fz-o-m$(gV;?MTFa!>DorhOcu2@jMq12`}gcmrYkQOdpw(oT3G z8;@3Ux)Ie+V#?(vA+Ywsl(r=OC10*u&y#n^0|Kk+)DK^-W`^_-mC8K|#G$&i=L7%d zA?Lo!#xSHtHu$6dnoK{2_A$zjs9MK%D0yS&1*7dc=)LX+Jv%pT6NzFr*I;ut#yxBK zwbGnU>hlEucY9l!mCn_!3SPWeGYS9(k13{xl06?42xoY2by`}tyU-Oi;-5nGb4wFT zdX_2@>LaC(v&SZ`I_yjhPOc`>-Dao<7q(=}&mH`8{VO49;xF@zLu7aS^;mh?PUc4f#^3b>*~(9QO(JRItl zBIl}c?;IVG_K17y*iC-TK-$wOcEvhMGgwV&O*5Y}oI!qqDhw)eZn*npiI{j-8L|}^ zwS%h0sQ_!7(1^%=qlp%B@*zwxf@WLTtAS4mbKD;#+7n5~UuYNEAj~u4%r!N&^s$zc zwF_lyJ6H=3aISD7od*eR3f89{@gIHhL3QgL)DB2P5(A&Frhp#TUgM70+_n4kjghk@ zXaM!Kl=mCwi9%~0?mlC=tvjiIG@jZPHFUvZk_=SHPDipc z)|78#JO?nc=%20^{*Toh8-Wc{6m_sjk-Nk;%Dj0%glFFn@o}m}|Rh zn02=^m>CIRhV_}F?3Zf@%mYfpxEQtbxf0S!pHA6w`GN&>|4d-4UK*qF42an8Ofj6j>xEd;wB9X>LSkrDy`u&YE()El&NCD@jZ(}o z^wo0~h5Coddb2MPLh7o2-8w&2?;R~raGqwyuFO>Aa9O&g-{sGy8!KMOV<&Xv{_RgA zU;Q@+1I9&$V-pIS1|X|*hEwR1C>?i&I9{HwvDh~u>Jag|?#?3Y2|2E?tlOBhp~Nqo z2aa)VT*-_~~@&MaH0~J@aOd9fZ8rb3xGb8zZ>V+pZ*EGW3)N#lX+JQ`ezpDtIwxWK{naWMiKepJ*dz{jGL?OOppz z1$N;pvX->-pg;U`_Iv-+HSi8-BU^odiZ2OHRD+UeD*V#M&xjn;-N3|OU@#o&l6n#2&yb=8U+sS-OVY@y9w_ASh%fa>?Ij3Urz+Lt%eXaghvx% zn8MlqPBq#m1Q)MArQ7$%abYY+@$Z#Fj}%J>$!;`?4o9zZxdETurQol9_GX(b>yc1E zqUCw`m15n{IT*hvHM$KuX>UGEPi)E-x@;4T^$_!_XIU5Nzk zfP4Qbt9RuugVF4v)HuXU@C`PIxte}bV{HQpm&n_~%i#jaFV*SRG!m--Ip+82My-{Z zx8m5>b2&W^Olw%J7zn&<50w`4!FJg4nv$JVrtjTvH4!QB?^j8kJC#Vmwm(7RvGUQz8l4U2-BMpvu zwzXNw*xh^%s9aeSg+}Y7#p4a1vY>a}bHEQQS0P&P)_>Bh1i^koe!Izga=H^KTGH~d z@5*;HWqMkE&5n+n`^%F|fw`aIe5}rd51yy=`f2rRJ|XAN?5k`aeSO8Gy1O*@*Fb^Art8ROTEEjQDe^DL;f zly@Po>E>8IhHJZLnCMOEF4`jewn$7^+K`XsE6*Mu*$ABflu0>Dh5J%CkI3fRSU}E7 z6Ox;Q*PCiRCFS7e9CKd%wH4ZG&ANuGV^Ro(|C2vMn`2M(X|SH_UR!+h4;H?aalPri z`#gxZ@3~!fea-{z^KAi_1}O~2w=Y8G%5QtFn%1fy+s>LZ@X{-B?d;eKzG( z-{|NXg(XR-GH{4Q4bM57<|Lw&q8z5R^cz53ilL_@IKljR1R8_Rl2_T{&*>EehxX|` zF0)F3xQR%!ZQJpfW6rz2wUU-EL}QN_l+vpoM_ab1dm7JrOa z9knLD@}Lx=q^})JE;ZYaM3P$YAigAgs~^_{aSOPrDSTwR^jK3v2c#RYyx^*0@po>aiN4{k2G9GB_KC^7;pE=d!Xuz6*`eZ>j>?l;@vL-)`ox_eI^_ zvT?*vD$6}_^~G!?pU1;+)(|=wS~XArun!iU8ixG^g)RQ>JXXScJDyt~wAU;5i^j2E|HyxS+92)Y$-b4$xH`yn~B^bBhI@Wh7sQQ8= zbxVj^FHM?7xX6kCToq1Xf2`N^F6p+lQALkS8g`+lsRRfD-9JSv+B@asG8|jFUnk{F zaskC)BZ^;6=2^Oj&!)~4`cXo}lYx_nY4CXJvo zkO=bjmYXJ-=SL_wC`#+UJ;@bYk4MMJcaV(+S6}n`_-zcMg}VIa*Oe`d2CK+`H>i^e zUYWPH(CVkr;f?Q{k$lMGWrD>T1B2vWNL3oZg3xrWkZchUkH6D9aJ2WpSROjByi$gI zs%m1Zx0it+4}zH~4bT?V`HoMeu39$4+Hff6=)JsW%<1de_lwXRX`z;-YE$#+a{#bG&DXUW2I3KMBXewObtv`L2;(62 zVZ$}e%jW{u*CsZyFM?n1!T^ZpQ0ays7`x}DqO{(s{K4>d9~6h?{rhL#3i0#xHr%yB zyAsPK*xhrYnD?61KJUk^izPKTM*YRiWFcY0fh0;l>Q*P!ZIT(~Jdn|tQ1@cS#!p&X^H z$y`e1#i!EtVL6#NC_3;aA2fhpaodAE*fS;!KHvWXLE?QM4S%74!iS{(@&tp>-~B?^_oQ{Ybq0?S2f-> zhSIeUA;I`|+&gfOpcboAJx`2@_*HY_7+PJOkR_?4)CTrdm*C?_y4i|25oG{$mk z_6k5S9AtJK5i9z~;hj9>DeBd!!#uMQihcjle5v)wb$;QyONTA;V2Z%3jA`9Dm(wiv z)m|e*nal*b$i;aKOO>Jk|IPy~H{zVMa{19DNTiq*_Zm{S^|siMS;{(I(Qnh%%+L2G zOvWHNj)JPxkU%%DU39D>q4n!3Oct!Hgm)K7ZX(kn8u2EwG5z9>DimHlme@E3$o~~0 z8rG+UjCchTHw<`}smE%5%Km)%|HVw(obQ@Dp`K?z>vo2cwc+8_?=#NhB&vYy3TcTU z1^g*HU$HA0 zox_4vv20v-J_nC%*`sjIHt)u{jJJpMJxAiYabUAOYKD3I*MC*gOHO;A&H}P35`88H zo2Ys0wZy8Li)!)QBoU%yj)HNdu!~o>LU_qjV-x`- z5dP8sO+?6!TtYY&G9=il=f8-f+czjkDo#SGBEOgu9D}!Xkv9uLLw{qg5(s;_m*Qvs zlCeUJN=i7fW$7PMW$!3=gX;nvh*raEj(XJyRitRHojQ{+0l?H_ApYWe?Fr&BlFt$x zd?ba-_!YE<5Bhc6O4S22oyKGD;!)?YErt*9f}(M&p+~ zm1UyK0UOQzr$vY@(v=8QQ_&I+MnXfP@@}sh^wNmEuICVnBC3l-9*sF*8;*(ncwyR- zYOlO$Krjauf-4!wa-`)tGg;+NyvQc2LX`o<|G{r!c})80zD6w^*@X*Y}MM59&|MQ zvVM?RrmY@Oa`DiPg6Bh45I$$=_6_{|TP4080W4HkL`qDHX(-Jg+-+S_PWmX4(134w z5$apELxvo}Pm`S=$HP?VaIOc(2k4=|GF{TL-M7OLav6+yEn3*zTE zs`sGuQHK$HdT2~52ANLkT;}7IK?O&C?(+%iX(m&DqbzbRG{AY{-;uNJ(8lk3bAmC zo=QW{ivxM5f%N;KA^qmUud(CGSwVzFX?UDm(x+6t@_MXs0nL$DHgACtbMeP{r}kpb zYo$O~2j=S=EY@;NbemX<#$G91_1^)}zvG_)>RC3yPF!(29%rvZv1WGMR7Ik~O5nJN z!RH$GgxukpF8cPc;Vv8B@MBFy@17A(XH4ITBccjh6St*WASYPDiv2(Oh61^abQnB2 zM$JmxLT~>s4hY`4`UiJTD<+Y~$G$IJSe&=XwkM5R!jE!LYWhMOJug+}58@EzN^8(~atbv$DWV>RFiu&J_hC!&@&!ft_G zD!C9Uk0llg!2h*y56xiR$;m7|UxIUN{O)`)(sm^W-W%{F;(hePSmTdj+kM7yy4XNl z)O{_L+52C2@rL!~LCTu8Cf0Y8!)!aJU!n#MgxtS(IP>5bb=Gs8ewz`uORo!^av^VX zv)NO`sdUlQ(jzP0^`Yea(XMUx7Hf9E&mstwj>ReDUe`^OqTCyd7^cG!op$$y)W~)g zT=u9Y_KTCl?{sF;!55NFdsr+C>rf=+ihz6E2rF4p#FNL1Yik)T3rM(Wn9*Rc6OxDk z2HF$>Kg8Y{K|e52A0J-N4Vx5fV)fawnms3SyqXw~&@t549b> ziX*Q8{y7-B5EN*9I`bQ zB%iAE<>VDQTc#CZkD){o;C&xtnS<#%i%Yw~N-`qa%#^!9K#T$c$%pPEIVqbZPu*E@ z+xOgI&TzT)@S{#zW0W2N1K%$5ivNP>dYZg`^dWF$qR7Wqsrmd_ADH)g3&aV_N z0LPqrSB=GVABfU8mUCs!yWOLuY&D&&2#c!_KI~($2^kq4Mj0V>DCywE1ti^CHx)Su zbrPCF+JUjDD1-a)+^G<6)tX|#_>?>dXSvW}P@t=q@E4J$qn>!F;NSf)+zUs3%Rd_rK*sFAs&FStw~?+$XBS$ z0R^EazB6I2pEhM8ZWQ=9p;N{kGF}^o>q#G-3`yLXXx0RS_wkDP=RGL`Du4Q^+4-Ll z9&uUb2xrgjf3~aMntx_RB;c5+=T##i*pbDL>`Qh)`xWB+b&CqonIG~?+j?Il+dRv* zfJ;sSjj$HR>Y!BsQzt5xXHFG z-4{?m%f)R@L*EXbA9u>Um2HG7MISFY)t1Cp>{s6}=B=H-=IShd0asFCR0wNRiQLmzpig8QWMu=@P)kh9ndy8k*2QUvu# z8OY|iS3eFz$A`1&*tTRL7(AXO5SVH}RIDbr)QXy0c9NxyklK+w`zL}eOw;?y=LQtH zb~~+syO-|8)}}heU=|0R>N`6q29=>f<`yy8F1zaY|ZS? zW~_hn3k#u(d35 z1}~%YL|IAl#52P3AGcTVoR?$g;%1ij0pL$C-|rf()j@;NVq1OLdL!;lBrK&femp6$ zrm-fOH>g4xCo4q_dtqFdZ}yMss1);BKwB!FyajXsR$C)090EPD2EJPR{ebq#YL~vG zkN__+867JC{F}@4)v?B#2llz4%jL{eF4ATEb@o}dw{MP@Rt{xRC?|yl+D#4BUg_rr z^-ooV1LE$NY09pi&XG^nUm;yEiu)qsC8njrNZVY{8lC5eq`e8J6{ITGkf)u27yswf zAp5_f_djNeLwvybZen!f#_$Q#BzsFuQWXc}|I}M^O{l1SQr(|!>{5|ye;@sPn`J*2 zQWw2}_R;z?<81Ym&V|AHMWM$CHOxG6;>cYV2I{hOXa<<{3ny1m%;~Lzseifu=3n^n zy-GxUWsc$M8Y@e*={&luH33#gxGh3Jegrn+imrkbX<$!mp{B^QrK}EnQA+;CEGTYy z#48vc34&yT5V5Bw<)b(Y95IWM;mRJC*_`=VR33>fWl@v7L z4rHWir7${=@gSw@(*GOAuGt*D2pEq`qxrt zwl22obP0eVB~WH=V31igy)e}Q(#S*bAE}jVjHYA5Dg|6ZJlIT8`B>yDDwf}V=B2hJ z+i|5Ugg@COp%d9j83Zgi30Z9e1nm2dPpXZQ`0P}7e>rqG%g~tUdX4B16rbBg%LtSz z(Qo$nISR6|DoX{t5twr?1W6kb;*1vuB&D+tye$kuayb)NAg=9fMuTmMLGjuE9=n`X zp)#xPoB*GX@+xi@a^fpd~WT0Zg>Zo8$+xAaO|Dqu+Fi`Z|7*Fv$p4 z(KkN1xD$6mE+owx6CLXkOqH=wRP9AoZ9vF6G47Tw66=rolGnN$pxKsrO;g!ksh!+5SYhiNx z>;M*&Z2c;ra+T_Va`>04Dr=@^Qc(?b-@F$$YZ1)S5kc)YictLI+Twqc65J;e`&^No zV|6C^Rc)xwdLFBcDZdtVu@sqEozo@)Hh^_gHi$YQT}$h$FjnU9pI^d5=sb|v@`d6E;2Syv8jdor(qsN?ndY=g?o){0fk5|tzfO#yHXxx%U z4K9qA;*4i9e!dsZNKsp8E?pGSw!JTTf5TMajX`affw$%O9uD@K6bb2;r zP=M(|YZhi({%p|{kSM@Z&&dq=4$0jqBvXpL6y!u1AC>E{_&=8S?}lX$-GK*Ztk^-j zTr9N;r73Q5k^>%R+6Kbf{NlJiD*pGr>h?Zm*9mAO=JfA_=&r@FZ06+im+MpHX7Vk~ zj64pBe#9+7OF<|Tr~H%upx$8nYZ_SK?P}#@W7>J07W*X;d}KSm3?UnmmrqPSw|&sv zjF@p*?6k05QTgf?kBKV}OYoA1XoD!p7r{wwtC&9o`H|2vCKqKu^^km6`B0vQ8|H!) z%X%i!=+b*T*`rUJ%3$jkBD&yHN{hXJ?e6nN>Vg%xV;ljyr}q)NtuSVR=mdmlS^`Pw zkt735G^_f>Xu~pG_S7!DQt5kUg@0@ym_Fu_vUG^SdUlu*yxM3Sg_o3#&7{IfpRpBA z4QP*Xkk=!aC>T_YVc#3z8c&|APEq!!L`EcBR=w#FaMh1%k9qU5ewL+%XceW+fkm{f zrcloTV^q(9A0j(~UFtaLW-tj(QJUF=F2Z*7EyTtVT)_v%ZjvIi;TQS>0rJ1FMiD(wE~wcAly%Xv+Wk zV_Jb;)*t)Mo)lS`1MH`i_xX>)+H*}m@vD;9g@pWs@`e(`GCk%EoV_@l02lg^e+8l& zy!+I{ON;d}L4|!8`InQTB&3U&aQqj0duKEvbR>&>+tvmA4M%cj>5VPL#C%5t_hrU~ zGnDhdWb}ekfPeCs3Y~g*fZ^_lVzVGP-`?5RG$Qv%LHjIa535Q+@nE}dIBc#?R=sX}r5<^!% z)^TURlw`)!-(<3wAB0QW^CA&BE`qNiDj@{o#P82IraWZrcA0jzJM!Ds@+8cE>o(zF z+WTK>$SRfwaC@umAVApu`7dk)SdXn6e7M}4qcPd<)<8#;u-!MaO57=h6<*s7);xF& z@Qa0(?q_c>54PylrwM zJAWz{2h%5a2n@XsjL|xG$GsYYwOVvrIxejx?o(Pg$unW7)JBq>;0O1HQ_9QU*C|MU z8?B&do(wcHA=xWBG)}sW)hNqMAd?{sr_~2tVKoF~u&RQS^2zDl_VFduX%>?CcCiys zRVVMYtOK-&0YT*gP-o}P(OWUZmjGt2AQtN(w;88`WS}ObNqD9eSrbwO$$7#UgNw?y z`KadiHwvSi)4vgat(I`2+vl9;?JKd7KXzOu`3`@K=)4u%XnQ{b=;7z$F_?kzAHGz0R`t9pIJECD0}LZd7>upMVXdpolzIMGU%rS;$^T?qcbAwlbSmJGpo)y<#=gmPV>@Ir#+R@=3GK56b z_Vm1LotO4gr)6#@iwP`$rOQSuha*q^-<|9F3jUgaTxk&oogp~4p_PH?Z>^jq)R(Ox zLlta(YEB~tN_>aMeZsII&gP+@n%z?Nt;IG1s)8T8uehhNpMl42rZ&iqbFROsx2O=D zR=byOwH?W7n6FzhibMVPfmIS|5Bs6NojY!`_5X*lVrX-->{!u5S~l>TMtQcQ*h!oP z?SZW|etd0!X>W!_V3jL@cr*h=?$x9WIGE}S3{blhW$BHRE8qFZjzSm}k0?9f_1M{{ ziB|86W;-s2c?)EdLp1LQpAglOUG6esm!3q~*9zg;MGd?f&UMEp!}NR40nXLeC_5~V zyM$)6F5%6P1(+*UtMVJJ;g~1rG)HD~=f$314c5pdm>xouZ$;TTmVx;IliyelgSTFQ z1+U80W&C|0bS0HjNg3|?^DorubEbY^90$ClS9C$B*VcxZw6sYlHVQkUL>6N` zu_wUFs&Jkz(7rA_u{cH#S7R?Kw6r3<$r=2`N^UzHfVmqh?`0n?*fA5zx+qM2lwvQl#=xGA`ifVC)A9?OfEiLRjz7cDiq? z%-$Fz7Bp1l4nz;&tTQ?pOQMgGA`0HLFGe5x^ODio+cG{1J`H!@r~oNcJW&+x)t7r1l3XxR!Y0K<4eCFJnZ%MhR{E|BK6Ofh^<~CB z^o;<_*mp-fpIZF$90K-+?JxlzyIyK1r4cA*NE9R5B07Pvx+>Rj@W=peF@1Gv-=zKu ze2A%HB!B~B*z@cV>YeUA#W@=iWtBZ2`V#TcZ_V&VF+e~UPZ1I-t`CPN-Wn*b92hv{ zaqF)3NXGi!V?e;)&a72#pvrJ8`FLX3)}kjDTC)~1mBAA7zs z(E=D+>mjf!y`!a#xHpNS92QglqM>#%f&)o#aG_CXxki-sk!|tx(gs5%WS z)Qb?NIw<><^^BAw$Ta7oB4#>`#H0upT=pR8trD>+p;2g*5|$l7)1`D>$rrKmI=L_w zwn@F>1sE3A6~G&Tv;(!5!pC6=veKrTNu}*zn_iLx!xo;zv#SIiZ0suYs49eSGIY$g zhntR-aWcnAWgqCVn{P&LWTRb7rv2qhUk&NMX&J5%fFH&!uGiGS&O$~I5=l@MzdyV!y2)m`Z$v{V}W0|pS8YeSry^I%w)My6-=vAE7MA~80SaCFX0lh zbs8)WNFa3!$Zl0N>%|#eBbTCtAjk+@oK5p4?V?E>Gm{5qHw=~c%Ps7z+H9f-vteiF zF8X2uJHch1dxGM+?;ly-(mY9#EPOElXyc*6xV0$fp=29M)rWCa&h zawt;V-7`w56@&82;egV(@jsewiqSoegSnA1CuN@`=-YHS*B!Fw;Q z^+INdFsu`U*1T>Pv2S~u6?>Zir8OMWqmV>aTsV!>mBI>NGY27YPFSaL;nU9$cU2J#g}rx?}5m*{3a8pjw-rJBwynjMffD;7Fz(!9Y?@Z=OT}^vC*|! zVN~Ktc3R>_cXQ*z*yL~53m$$AeUri6YlGZCLIQVL(hiSDm@DbmJF%tw?R#ugJkAJT zkF06&f6KHGxyRlTT^Fk<>9wY_|AqsQFv5~Q?z)UiQ@~9v&G?58Y zF~amjrbzq^T`cuMI--9HivWJ_S&u8D$QNj@C_fyZsdxJrjBM_=*b03`m$&lu$dftg zJfN&J1QP-1Qrv8dk+pHQhiSTPKmrUCp->Rmko3EV<2>Gjk}h2&9Bx_H;-2Rfhq!~} zQ$J3-6RzPcs{J%#TtDoS-C@?pPmq&NN`1T-!VpzDrth=Ayzmw@~rgKtAiU}Vw zKGCP_B9^z321QBH^1Kjt{Bd{MPEH0z9)+1`Ycj7&noLf}Wq3dl)5`o_kt#W`;en;* zA|7PFQ;X!3bnwLF@a;u*r*^+ZqRJZgE~vG&@bRM^3c3TQEmNiTiFd>DrHc!sl| z5T1>{2~!KHuB_poV*i9`^bxtL!J#d%Z@!PD>x5?E-@hJ$5*j1;xzo{U(S!1fz{H}X z%(!3x98=PG5zrIV$iu>4y}EQ(chXnw5Jnm*qHA}nziE?DM=mX*lbnpgYKj$jy9ws| z;wmRs{JClFV-yNmF|v^2M^NvRq3FyW)?M8b=c?HFuQH~Ov7E7d_D*1G)C5Jd1C>;* zgos+1FH7wXSSWY*#(~Y4+{t`RW`yCGXEox&UGD701|4 z{v&%Ujtk>)r4rJrHa}x{;s&8^wZ|5=gmMk0-f_xC!M=XM6CQVzlSZ6P8KM&ZrGUeG zjAim0%~WKiEll(D_aKXBo1d zzWP1I7K3w|?;r5vABS+3%UW>Jd}w=IIw5_Jjqt^2P}2Lq_BNJUOaJ`po=B^+?2w!@ zlTs5iF3`zt%u2BtZ&G+u+~%hT7{I(G1cU6#)LIpDHfU+OHS<{QGblmf$96UKlKCuc0GyeVNlr#jD$(m4 z7JCVCisJ+t;cq19?}_;Me9ziu^fZM${x}iFFSXx--XW+aq(0S5KVf@sUc|QExwe-; z2j*>UorP{}Q*YMJ7&P(b@2{8E>)jkJDimxd5#v+B>a?NE_BMEf*VuugqWM+vv*dr1 ziZ;U}#C@^*RbDl!a;CRlD-KJQ#pHc8&DjN9eSSvTWsA{3>!QB|lw3TF(CoGZhL_!K zo^(J4`SYonP!5w|84kR2{?w!t4-mAe`f|cwcT^gy%^)tW@W9G@0FoP%FA!n-&HZ!} z{%luh(+J7GA#nIVfd!m-GPLkkEJ z{CV;nBE1=Xvx?MEkKirVpPf?!s=~O?w&a>hc)HD3n zVqYRMs@!~`s6RmZZS@qdcmr?G)(tNI{ce@hYZg)uj~y-5!bbl9G(gM0mi!s4F6~fV zgk+X^^h9LunEu3!-PVFyt$3tTYhpz8+Ao!`_4rEuJ+{xLWK}`ARp08`K`!#2`gtpd z-Mfa*&mx+yb6_WPgKBe=(M#X+cw6rd{E?B>CMjb)A2eqUMK%jjd3S&HnWni5{dg}3 z@Jq!aa^4--!b4;OvRv7Fmvp1cVJn!i=20G*k#bw+_!!ErVy9oa!Uwd=ftvP&aa17g z@OYJf2LO0MmSQSahQn9w4KM?F;5WA$U z9N{6VTWrN(JD);7A}D*_e1A9KZt*>8O~Uly9{bL@MI>6?UevZ`Te9~$0S3JEsC=Thhq#|K%ay~OiOX&;)+&VR*3!w4J}&F zef!Cuo)y9h_EXzy@h3m~e6r>4lSo?1ov_}7%2;Z~nfuO)uR~fc9*C1a?klWf{G@lJ ziU{YfNE_fu_=u~W8y%(~@ZKrUw#~dA`ph%ya`>%hI?2!Ip`F~mB(q;n9LteSzXr!e z-54J({Q;GAHd~C+^6%pCrnURf%Aqg(lvB*TQALDgR+`RRosxfKp6FeQlilCU)Yw~8 z6Z#S>ru|bY`14GVsmH@s>c4QE>VjtQv~mBPa_P7w4(`@ZkwQenJm)WLR=BO?Jl->< zaPN{l4Hr}QIzT){&uQ#gBhb;g+jF@#t=PrilH?3G;Op6~2zi(dSFM4Qb6jfZ8mdi> zcjDl&AQ(t~u&|v&SOW=a{nuufE!blA99p$G@48pxI7;Lu`e12Ef_W)m@3Np@X2br5 zkrj73;B?c&>IFSeKAO-_>k3?(G90Z_tST6645@Sm8+<6!s2%QVCn;F{b_~1R>4X@H zJF6|X1`c&Ap+2xZ2t}Z{0r~8l=4|eH>Gd3+!XSh!c3)>DAU1U*1ogh7E`J6rUoRPR z%aO%oKGDLSguExjg8@db%`PB}@(~_bb@1f3Sy%QGNv3$!H@|GTWtkl@b~jGrzVz+O zPBv?`$qrCLp%M4p>LO7QP-1yYGP|wRPW9Drd|lOuUWt=%@)-HCQlZ`Z*QV(yxtrv_ z_;a+xe6w@hcGO*Tv8Mp|4p|7EJktG>=O7glPi`EyC#I1cX(!U9q8%3|xUDHYfVhNo<|$v2@q!efAm!&z0%iJt}`9(&+OO zZo7$eA+|c5{v4|pcWsY08B?XA}$A?2X$U59WqKRATMvB z(oE%b;{2-6056j+83xZOozBS89Z>JC?SYM!fMW+AK1|xD9Enz4|Tt zs(qGX`pkOBpu@KB@i5QpXBWD}$83KQ03fmisyG&er2Y={+L>wUa~(*KrfjS%SKi_3 zLQR1hmVHsnKi7PMg}Yzy7BTlvKLCQ^0dMx$B8+pv_T^v%ICPH`!j{&PnFWCS{gwkqj4( zaWRRR09t3oVtbY}?1aq%S1lTwHb#7}0Skp*Pq@H5S&OWsl1N}#uKpjYm9e^(T*P-P z`-`Nb2$1!Amb2;mRd7#bDnNI)NLb5;Kt0rh;01N@1tlGi9!8oJaU`X zoAO(+L@Zj$;a}hL+H(Ss5jb3}15~^?sHiJ~M|0@1TL^%=PMKe8k$TW8rX@(HuCMSO zQkDfZF&4q^#3wBQCmF}}pN5Ae7A19-u$Fmj^b*5P>E8-^?XT#aW75AzI+o~X{9Dmo zEs9z(`M*_bYrF{tAf|e!ywx~$Ey9H7J-Qex*Lb~+0 zszPmk+feP>!E}C8T^jX?KW^=v^+htpF{NY_FCAbT1#3!U(XOLPh=pL`H1;?-5!y1% zs6pxjGM^Ix&_gg;`u0&uPA#roc6!UH(k>yBa)TLd11nl9dAxwvEAhIZ`#CAQ z$fR=`6Z>0VaUoS%R2Lsk9UyO{P*6Wv<~>MMw|H(3jhh?m{B#D376oF~mY?%b%LPIT zQf0{t49f+*OLpt=+s75zVF?U7(umbt59J@dV7gO(EVQ=<4}s^+BpeZ;#igJX_!Yv8RF*5(UDPjRX7o;V53ct?u4iqOs^#puD-O_&V8 zQPx6vSDXsi4b;GNNt^{PN72qe03Ud?Fi*+MhD3xt*j945vNgc=9U^GhqEpN%nH&BFL%AbfZ zyWNzSh|fv?xm3$smb;*T-zON5GV5Hycu$VXgob0JfK-L@0yzu$?fLW(*8m4=K_hNw zvJf0mh%V-fJJ%2QZ%EkQMix-oh-x!z5L`AV;MMCyXM}5R?vmd8iFmeWa*n^dd8{@& z@MY7P)7gkTS%N=*jnQg6YYt3L{Mwda=FtObqnpP6nu{osF&il-q?kzldLL^|BhFXH zVEmT!x-5)pk)%OZGj}c4rY`fgdn@`NfIvN@6eIHrNai>JjQkRSncW@H+Bst9m? zu6hAXQ}*a>0FfQxAp+urkvj-wpHXc)120hg2{2m)&8b=w8E|&iMbtGBtwbF8pkDLU zSyXya*eR>SygAkEF4-R)DtV2Je09Y0j>-LD&-8wC5AiXnJ+eL1A%~)^YR5;wI>fL5 zPF&Bqr-DQb)H0Ihp=CvGwk2t5p{c<0$3Dm2U!rmin@&J=Z0mVwb+WxE& z^CnvrQ7ULBiV>*uf{D^PbjtY~b92hGgn01*i^A~nRFaiKP|IWwGfmsfb{MLYAgUl! zf`*vHV<|t_0dlZ&BukyTi{6tfojEk`U*;>Z<&J{@whDNrk1$|b(1ZrEfVL11@K>T( z8MXz#U+8{pcRWPoDT=yIb|qk0Y9w#LWuq6TXV!t{_H*}w%t7nKI3!(nr$T4D8cibs z^X?a=nt1{0jjGK}ehE7}X?0lKx*+N|43z)T>~xJ)@toD!PxaMxx&{!Qs)~$9K^s~k zSOXYULbo$r)poj;mBJ+h~~X{I%YG5%f^km8gjO zHq4o&HbD8s2Kx_Gy@;R1`1@P9vD{(AbL`&0p(q23BA4nwt(Q||sl=^!uI%NzIRR?a zfX@m|Wds-25Hh30t(GX-pn-%>oXb$@hyFRdx*MPnTA3xm?QJ)_Zq89uq3#mEPtiOk zEy$W0f2$S;6dJkfog}3v6-?ZSMQ*WxJHTKD*r2$qADDv?Hdu@#x0z|(3a#en@!?8V zN7!PQnC*|M*RVJ|n^m>bqYmP-Vif!LfL~1uyRbf*6C#;pHH-Vnc@%>VDdDp`V);<* zW^Ezk;`QvsWbUz_zPp}GUZJ214JgZww~m^Zu*d#LoCDvyYT5KmS9D_;WB`{1L;X}Q zK#w?GLR-C_(<@}z;#2auT$2>4R-Hw_nDUdm02?`Ij$Sz*^(bkb96)v#e}$jhWGlViu#0cR`duKrP2bc_7riF@ zf{Kg@F{-iwd$id;1Qd_pD!`fvy^CP(wJORCi|TZ)cM&Ma0b96R>lwE^>Xhq?3_RD=r47<@zqpUA&@w}3YYbNkr=1eiuhCM{jGO=B;~By%1#_p$H|YKS{C)i zuK{@ZC6LT{_0dTHm01VIB{YL$p#$HEd~`zoEBVr-r(NOerMgDa`HKG`a2n}x+Ul{f zy_#5rMn|~Yh99@PW!ZdY6M#Y!aqGBt{`ZF=T7`o6wYg+6pFlu)OeW5Y*`xEB5OIVc zq)EVQT6c!29;{RS*ACb>K0c7YUKHtyL9-;<)4>CnB7Q$x1%O!+#zC`hv?7UX{>-ns z!djr2&iWkXse$Su52mJ&Xl-}r0}cD%SN`_-19E=K0Hr^j#%uJ=zgiI$d%&ZwXAroc zIu-kySx;KSlDF+P9inVV^M! znR)VBeD*4~3%P#l)TfqB2g$sS=r?%nERh|Z>2xv59a0E(V(U0H8_mcjl7eRbmyBse zS>QQhymFDeHh1HEiyceL4%ll;7JBe8c=HS}tGaWf4t_P&Hmf}&fy%QvTil96^1R3q zA1iLd0#+*TPj9R1qs%&#f7Sym=%f@4k|G@15)iRay9N}l86kgp=DNS^_jLN>Fn~~) zxdbsbPmgM(YsZkPBB|{|vghONhA5ryF!2?pOXEkrUZQ`qniTJXa(^SZT-*db@y6p6 z#)Y1N0KEHeY^`e$y7}6xC}=g(Vw1BWJoxn}Gxo70)P3y8Ln6Gshe-@NZke%q)Sd{! zm29GwFepN9T9{NMGR$l9IzAyp?76O~lQa)SEQ2MP$vD2-yAmnQNDQ#O{r+=u`kx*5 z1bcQZ-SLJpp1-%{fJ_27LX;5*fCFtNn%dL0*pVOta9fCExk zYwc(2E#APow04)Km|2>~L;^sZHnXwMTM?riWnuI5{8)){l2`G9&%*FuGhHw}??es3 z4_YF13gMwu$Zvveb>2G5SAN;{w*V_hbZ#0@5MH{gtlW0 z9yu=cdU62+wowPe+RphV_k%0JJm1HDrYYR-^)|@Ui>PDL=$WKDH=(HKA2;eat4rXjM^ zkRs2h%)?eUG$tE=x@;$Lh_jL+>s)D|X-y6mW;v^)b=!I0uO~L^hFLQ^`&5r$Ko)nM z-#39aX+yvFnX?M9$3-Farz#*l9Q+(Jey<)6QE@c0Xy>8GV$r4*$GJ}t+g%OGetSRR za>a6GYC(lj)KoFM7m~2!AMpLQw-x#GoQkleJQ@-)4=|l_^&>yse|hkzLuL)`a4xnN zXQ78Jk}|i!Yf;(J8X#Zzr=G6yKq*ce))fZQ)_Kg9VGB)33@M4J^IJlXiK6oN%RVD* zx@$3Oa$8YjExpbKI`(nY-~f5cq~9%%eWeEg&(RD=QWBy7Q;7`Z~BBj>MTOlCa?g(GXo4rJ8j%c zl^kjHOT=D>wCQF93YxADUw{Ko+A^3~ zP$DcY{V(;}_i=T)OsH`>)4EEor9wCodW0|(f7*K=j14;_Hw_zUpC~Hmf#P-BGd$x5 ztDJcY`$V=)d@jJw^WsFf{pRK339sA;6)g@f7TuQ@*cD(FY7qs#CwT#fXPnlrSx0fu zqv0cTX_N_yO>4t0lg^ogD<$2?$b#w%`(V|~C1@<+d0$)zdgg6QiD*~jXX(cuY1L*` zFPpvG`?<3rq~R~#OMD#*Da1xh#$*9_2a@dLk#X%Rk-vy4ztyV-He zn1{q&%j5Lha+*SHPnzZ{QWhunJRqJoeZQbyPgNUZE#{ zx26W`^^`*{LVBR;=Wx%**w~epT(^&truwW8Lb7MrMR8Glk+)rLocJ%M+4WN^vl=x1 z5hXlO?_@I2Wl?YZ5_Q5w3&HJu%`NHQYZ6q+0J|O0Qq~5@|3lC?tY8xtAoop;8>9Gh zYR9b}VRZ=7GKsqZd;2JZH!a69;qRMFx_A67(vsr41uJ>8xdFMYXv9wPaDZ9+>A0K4 zI(V_7G8yp%^C$bR@cZ2f7!5LTPMp#K$<_3qn0eOXMK0U@%EH$JfZ3b~NG!s?J)@&j%$xE1AnZRCpvB3?FeP42JusN`_&6??^R2CqmNhW zTYSgj((LMoACB}{XhKoqn*I-1vp*1L{|VFv&IPef=x!DRL#~ zPp(9jgFFOFrmV;Uav|rTJ$jq1{+;vshRBVUl?^Arp%qH{!q%;id5=pC zL#!nOWt{mYjMwzZbQ7E9yL}0#8qKG`l1AvF9Cef85KqQI5T8JRon1!JQ$Lic-BwL+ z<%^;ilO`Ph)Dn^esC_B)r+IIjX8w!|D)0TR@KnsFjtn!ND@r28l4%-keP6F0SqW3C6Myx2=7Slrqd1yhwfd8$Q7az8R|!q zOZJ1O1tEWeSN5OjI*c#}rjdXVBqEAVt)be7c z^;B3AbTi($(}&;Q)_;p$0C|abdge^B3(XSnV}l?3_^RLtNl5*hsR6$jPAW<0E~J)o zL7rBNMW2CMuhO~!x^PGR0=+Z>_#d+SSy{vSC@<;qTqZ!x@)P;IwE7#iK)ZfqH8$30 zO%VAU_jtST*$Tjc(_^ucD8A166gVS5*lupVQ+kvKyL%T`%`< zPm%HtRosuzo*v+J24q2O(DJttN0JU^kxRJM42EK; z52l$-C6%Ym;HCr!;=0&XP47-xUq-ay1s9A|4*d2EXmzgw6BImmi;tK_PnSU;u8E~NjSCl# z6^#N7pgHaMXML@T{`?6%m(Kb2>nU%z^TW!;FUp4`-YZyKrePy}_d%us3$RV7fO=QC zW>rVX&N1H>O%}@WeHXnC{CjyhFkcOOt*~bJ#afiy|d3yU4XrZ z-IyFk_d9xJd$;+P?sr3^L!^R(da6H>lr<79{btfjx5C(};E~25XJ~3YS|_WzRi>QI zU9OiHzv10`0d_oOXn`MA(dl?!DvW`DF%Tx54fL^Lo*Q-CCyMH~aY1l&1Q1k=9Pyt^ zzuvO8wAKV{Zzaw+h41O_{=}%@r~Tds2mm~Tl3f?3FNuRvQHrF{5?2@;2--(X$z*R>AtD2 zLvy%D5d{_)6aLvZ=hyrJF(zmGfUSQF<*96co>=LF1KvmG*hejcQUe+#ofiWidS)vh z^r506PPe&4VaWuhfvcKVsDe1S=+9H(MtOPrEp*lQ9AiEb(y{X^( z86Vdx-&;OC;I{L>uy4(F8ym;>P&tc0^49WSOSS8U?nyL*ynx z5Ly)}7>q_tQH@~_V$&??xXb((80e^YU1EBc(|wk%nFM4E4eUjy%C||!iv&DN!6fU6 z){slIT+d16<|Ss$#V7DGVRD1w0Fpy#(^2Vr(3sTlubEsy3)xde^h(j|+IvCKvG8lH z!2T8L0`;elwccym5`R*+U#8F~Gij+{dW`(nArqu~A8Tg#Dw)>TbPG_AKMm+?N{K+7 z@olnt>eI~rcWsv(#F_%}C@6{kIXYbwQB0#VNfzt%AKd>Z>m?AI$ulA^xXcNAdFlC~ zCG6sHW&Rc~T)U0>x91h?c_^qIj&iJwGwe8(9J=;j_{X^xYd>CNkI*G1;#Lc}2d0Yn4!FAevJF!hKAwV^kqxxG(9fH1N z4J99nYtmDdg#j%LTy@~xaM__k4Tn?s0u(fckYp8|6N2Cyl+*;a?pnb6j^0IbH_*}0 zn|aHz0|ZhrQ?JvtE%tQe*TEI&rXMIYX`#-b&vU}{kE-=h}0?XKjOn+{i20q!MD z=#okx5l|u!afbB9ats_~Q6W&E+TKjlpU}velelQJ#nhIsfGvU?(x-$YBg2p~IaCH5)=^XY!zRtvZj5U(inJg9(H+QOJM>nBNg5m$xug9IEE z>h&R4U4YR87V0beE`;3#bCe*6F*%Xc@G$Gp*_}$8Rq{TLp`$;&k-t6aqO`vN& zG_$iv^Fv+B{`GUoc2kJ7?J}k(rOJ>XiHxpH7OSbJcBR#V5Uba##}&FwA7SXWs^G4W z07~m~-70UzdT@4?)JBr(E^}kc;CpOpyx^5&uLRY|(SUxtlSNf0E$fI3MYv*}20XEe z(p7)0Vuw6kaJO|8f98n77koxT2TzW$ka-1+>SvjN&6DY~C72G87`xvuBk9>Yq;RQ* z<8(Xm{?B2mX+ zkt*h@g1W6q4x9!VoA8bF0@(61^ucO@eiMRIBVWGhV4K}RiK^BOtTHT38C^>USOq60 zL|dJ7%w-7`G9^d(!M<+rhoKr!Vh6a>N*@NDDu#27nd+s3{R2D>&@-N2kp3=omt0GO ze(DV1Q2S&wz#fDVO?<$Z6R(+xQ%p$;Z<|zstc;%dY+i}F0G4n}R=!$fH0ofx&S`Rh zK-h2QU*OK%*8zZ;B_42ZtnfF_?scFk5c<9*sX;4BkItVAQUnW3Z#rH~-H{sq)azxL z{^@07VjnYj&0|SFS}Yt7E21To^2MYhk4+rRc^`C0yX`P%2PMOGuoZrs#$y6s8%pO~ zlL#zrRS-XYmm<1|4(a@Yz>MgB;@fTDO;%k!HjvI}s1Cz$tA{Iho&q8*{9NC!(Y5kv zUNqx7do@1Ts2>f!j=_RM;$8n_6SRSoDWM+nAceDNtZapT>-0{+C<+~akZW;e0&*b$ z>o-jZPrHsENjMZR^*4u5KEB<4g?eRQtEEE29fSlQlG-auQ^}7t?3`xm)3z|o0rG<` z2EW#H@4r?-i`VyfZI6^bToOL2pk8a^TuwE+JsR%&CKO;X_~+{8TT{`49spSj#T0Q zI$BMbN@=%Tx1XQTaZ?8k?;DF>%X%kTd{Iq!FOLV9aGSxODp>!Z?&Dh!r699?Q@)dw z!S)TsTeirkUWjd7NemP?*52uS2z9<$j$b+dpWww1+FczF1E>1UK7Vw>d_`)JM8==| zH;P~NziV4$mzt02{OqMea|ZIH;$DyGIgzp$UT#!;Lz)5kt0y_N2HoM20x*n)%(_RD zN7q)6k&SDy)vJcRg3E?60#US${`qgmQ_;cidW(E@w0S;+ET=iY`ugabieCXF)g~+& zp(p6y{J8Pd=(0< zqB^>NbG4b7^pm(A;NL&7{SyT+y3Efs+<^WYu>Z^~y#*bwT0!@3GcRve4CyTikSp)r zTZiT)|1HrG{KVd8Oxq@u-M{x^_v7AG&IIa$F!l!GQg^s)Iv&pYB-7MTQDx}+4aiG& zv(*oj!g9-GCZBPOEewG`@ak74Lh&nsd<7`fxr*Ec-<@bI*@+(&11 zk^P|~&(eAmL{gk zbv~9hzxgOWGbATe-sOj!=X06L>VWEWhaWKrK`J>Y>+Dioky!oR3x)w#wA(8Wr4pBK z0(%)3%^~3SQOf=_q~iR*&p!9=w>M4*MrqG79Bs$(wxrP^O=MpOXtCZ+sQP z08&&%<|btVGArE#)Vd6!CRy|iTHS-RD|l;7NQ)=Syz_#J>o8t+oiMO4xmFnhTJRajYATIFiuvEiB$Bc!o?x6YikROVZfU?54viJ;@|WD}c__9=}rE zLnZ~#j7NKJdO|g5qfAISrPJ0`FpM&lx<4WP7w}$f6=OsEAML_7?qSE4yp_><3=cN4 zHx#VS!BSGu!{>}ol)c3~qd2mEOHg$dgYoLn7_nB~aZRXbZh=jZ*Bhex{oCYu2H96GHL=36bS{fzyDNf;*au#%nuwSTYG z-D>smD^fVb6M|y|`uw3_<{`m^XsQK9A(;JJ_fXF~71?Y;vA;F+*1p&SKTSk$>FNwX zwH<(CvLOq9K=>iHREv^)@=^?G@^nMd-7 zz)?!yB*q_us%-S87lu*68_-d0XPE!~q26C?_dH}6JQH)#p|Z+SK|x&w6u2MU=&{Ds z;qY^ziw-52cB?(k^L>coSuc&Pc+z5!{rRoJ8MmQ8WL)zyMR_2Z&z?vWz&zn$k)m#c z+_@))5%Qxs`Ewvh&00{5;|Lpz$CrWGvq}Q-m8bw)KW(kG_^Ei)Qh5T~sBU0dGCO0b zS6gE*;4+K#e4;zd7>%#N#_!~tigM>IcUA*KkGbjc^Y*QF_!xzt5)47WK>Ie1raR-9 z9%;Gnx<9n0tAXw^^XPZ{$U7C^xP_{7X0 zit~n(r0*G^rMIAHbzF}fPmXoycY^_0TR-Ql9M`-@L~vqsMIPF*pe?k?d|*TNngnnO zE1{7k<_o7LJHXu_;}i5+(B(e=?Yc`HIyfybq)vc}g~-*M0-RDwPF8Pg8}Cozy#0>c ztxyemYSBA>=5GvVBfqCV>GnJ8$AILP{DJ=_zfG!lf-Kr9DYdwv(Fq)#D$+SNmCXzbnuj z?RRD%c5+WvIG6~98R#IV1FQx{(@|TKm0%`?5uUo<_wsn5=cU%H69T2emyaFlw^Tn% z0eYS9qh5W!p^Ad(yp26EPA4Nl#IfHMJigC#Gq$|(f_?6{jN4hw+|lQpQL)T z)Fgc&NBy&djNE@P1`=A@qT2)xnH5%NuU{8N9zyTU5VjFzX<73j{glStkP_n_aG=kb zkbHkhq->E!yQvZ$la*5xHg6#KzY@Kq?_SVlzFA4LY^2R}td+*E5}q7B>cWh}VykjI zw>`v8g2Gbq>`zJJXxMNwkVR!uP7XJ$2=1?&4M#)g1ZXOvH!zfYTS~R5cbCOKAJ-+F zycuUf=Uw{EJ&0WEb`!;dJicC%=OcNcK$DLeu2Uti=jGE=>ZV5#{HI-Hp)~O^gLrXv zNZD`i-FC8BWDVuP+XXAPZD@ejrMioFF4%q6H7Ca72Oy|i3JnG)>NS1EGuwpf!+N7* zFPS8UR~$>4{XFxuHYZzgykjV=p0mzoZ&3ABCQ3VJBo=bF0#i=Q{uCJ#VQm}WBr@Lb z6QB6k*hlOydk&G2bv~AhKXC4XrgVZ8YH@1Q`ezR~O$fLxH!JvgN!9&k#duX>qh(nG zO)h5J^BEoupV;kL0i|b%FEP_7d!{hs*hNUrafL`L@|3xXYcjyLrUwYhfksFqHmIQT zf<% z+lQxy3aJ+KyZ?}mXCGG{wJ(_y%7Y6{}w9nukGkBGI28NSU-x6FB@s zAFZ?oKXt&XL`L$Gh36juW?s+;#=K*M6m?Tp(hLPwhL0kp1g4=*aD&Mn8>j-6BgYPf;iRCm*@fu-I#EPaQdS@nYhid z*vm`nfw|@-4I#RAC57Hj+pQXFwnujXa!=N@m(%2z)q^`_1%+-BK}`)>4cAD!0AZ_o zn7%A-%v-3vuP#DcYCnLZ`?>}3p1@Mc97yL@ECMB4EP5mnDCqXlG0Jw4)P7wY4cdak zs#*K9(~{||2IYn)_xshAf3lo@Bl|G6JhklnJPSU;TETq zTOleswvn!c*k@1f<(atEg2?E5MQ%4d%%YAgIi^4PKPKCq3mBb$fCZEa(plM~M!Lrd zKVY|D;?SAsjyiq|?{e{iFZF zKU)t_deNDlL`NMH#z1XYqY1($jF4}4P%lNPADMNbnkE*V6cjya7AlS1o;nMtgfy>d zaGFs)RHUk3G5(}QXRLW|9#l|$h)E6P^Gy9tcP9PMeOKoye|J~+;;ay3$&1YdL!l8a1;Vbjp0 zHJ3ew@nq7Qiup&p@$4wc0q(EAG~D=J)FCTf*`x7??nYj`mOSBOzd^l?`Np7b@<2|I zcCr97VF?<%MXXo3c@qI;Y)ITsWQQQnq85QrG_9bv?0|xmaU9M1YCn%pZ6gu61;_D%C8s;~ z#R@Y?GGn6eW#!>b1t-0I%U6HBlOGe+-uD&a3$&$+ma$?b&yh}x&^8XZU=LqMfq&p8 zT8`!-aZt}qz0_9Bv)UA;x3$5aou zne#|v`v*UXnDbj;2-<0RNf^}!Oc(>pU0MkeehAL%#T1?w$?Fe7eLF{v!U=xe=Ba>D zgo4(hql{rOI#>XtI7lN9Gu+JX{doU#F zTGjd$mAo}|2+I{vW2y&f;D z6Z>`c-I~pwDa~6rOX(feLPSlo!Zf7;vpgp2j-1{W1xQ=y;@8yjCIC+dmO;@9-Riol zR920)>HWmiac*#QuCV*?niZo{miANYZw`=v3SA)?9GldQxieq6mBHIWS%OUWZ))(U zoatgurmHHZs`rBX80k?~z|6%-9Q&&nFAkE}NU(U@%F_==kixJslKhj?Sgl zH5@H-U)@1E;vFGUw99ZbcK~NoY{Rqb@~1Dim=}?&n0N z($a)P8byfCND8{)SJu5Kan}nJma(xs6Vh>QyTIT`mN_?T8uOdCegPLZLD@;)Gxf&b zQm$w}==IXq0X*A`E<-;(wDvwZbt8PWUZ&I5TIM);e>8pW%PFIYE-mjV{ z%Lqp2qM)uRwvxiUSfN`7ZJ{P}tStHX4wNvzy+4yewKNWMiYm_5U^GfV!4S&sZj=YL znKJ#%&`U7Gkh~JwHFE?(E;J5W1#TZ_2%C~q@z-Ie{iRdO^q^M8bxM-#V50PH#^mN9 zDIX^kdjWQ&93o95NE2F#4cwH&w~NKTw+iVUVa-V1C{IiN1*Z-diCX`9Z^j8X&$1Ap zibtb19uE97HvjV`mk(GeH8{5FYA~>fG%9PwE?kK>T0^v8+$31;pm<)v0}e>riT01I^2Kvq1*zKkZa61Y09(beY4M@862)5r%5CXPnovY5N7Q|)0NfF?c* zPeEqGZZ#C610jT=jVQK_ae5Olc(xlVyoq!;#T8Z2&ROHM#8@ea3_OdxiPZ@DHZG4s2zzzS&IA0nQA8u28DBNR}U*;7fPF<2d(pW!u_!*#pj7H zg1p5H!5b3pV_xfJ4R|KDpt#9N1cVX_Bax}%0Hs-^F4Z}iKyt%YgG~4Me6~RC3b!jj z^W4P-pyT|4=FR1`%Fo~YG>||Jr8J^nHM}cnjxB-lkx}yb?dX{n9=LHA*xH3T^#ib; zHDljRsHv_U7rJs$M6Ucbsqlmp&dFrn6&_uzdqc|stES&Sqg#el`^uPXv^#w}!l>eH z{O)~q?(sMh$*S&%a_MisO4wUi_H{#7T5sMX52{*TtYd(%V#okW{=K53I^(ZVh18ZA zk?i(#)|C14k-v*}!#ixWk2N#B=axL6x{Z)(X96M#gSP0~Ws39mNHx<;esS-ml%+2J z%j+&>K&~~nrE$%Sd^_dNPUSCQM^nh8;USy&p0Hn|<0>!C$6urhW4EiK#25fi3Lfwz z9M(pNu$o-ENA1KaK-fg{d)~_5{aUsm>^}StG0ZMWWckk~(JjZY6N+c*+<49>&f7_v zB@q5lUOzsgB0SEsTnsReFQiTBX@NpPtF9-dP%+^pqUg4yAJ1G3gWE8~Hd$cJj5yrz zMsdW!J<4^s?;i= zxdSw-bjZcP7@K)wo6H|Xug!zAi#PJ>e-48`@VhImVqdS`0zT57)RtlqAFdig6W^F8 zd9M4d`p@_@(doY|U(29Fgua05AALIjoay|8IQ940Ru&oOMaQ8I22JS2EuA8bTeFeS z>^TkerU4E|Bm8O6bwL_oo55>>!P{%C!LMf;y14(rtt?v7WC%{l$2^0xCIVRGmF3;f z`MCcrCRXhYYXoYWYjDC3xv_QFWziB1*Qp>>R}4s$u~M3x>q&Q>2?+8x48{v-0)Ks0 z%WINjb=!>P@k1D+n(%=B)Y@4m#(gr$#WWUdLkq`?K|EKDZVjkub-yM*Yeg3QGMp~8 zc>rQnE3?If9xs`7;*qinm;c}ojc~EmH!*3Xdc@U+=+vV0e8JQv2)>@E7&7;tp0E$X8g5PowI?wgz z2o2Ya>?k!FJ1+}#QyjWh*Sr$ z?Evs_Fw4Bl;i7P`m!lVMBM<-|eEBqsk<>5Gm+~@{9n31dt~uxSK1@N7P|jM3mRnvO z{Ee~Y%P_EEWTBqR>9lT1uY~JRVBn`ja{6UZfn+IV+-|giT@-i|SBIt}3OEKiNf&~} zfH;0O2Nr>eu*~EB10!Wpl<#ZdwHwuY3vyoYdVoEOf+!gO9uk{Ia0eT;B!&O5k&uI^ znHWD3dT+6ar2cY(JOlHH@S$v$7Fst?n+(cON+=Bo2#Ekvs^O*`$hHYI5{Pp6dWfFS znVEDmiZeXolU!1k4BTO|(w1iwIx%m^<&EG>tA39OvM8l-E5dgab>%)XdAtN6^|_KW zm;ygv5Jtwo@7L240}#`{)SVhM_iv3s;1dcT7uKV22u;2SO>x%6hohzx_h|bccEoj8 z2L3wL5HYB-i=tmEI_XZ2;7ZEnK%i`nN_H{A4L&BUU(@hz&Niw%e*QsmG`7Bnjz*3m zp6;_fe2+YC0zKUxiQEozdL`#$d!B@1mv3kM8fdHb6KSI2&%i*4JS^O>F{fDaP;WSN z3vgyUdD;1QB`uhx9u9MJ;Oz?Mz4Ceev@;96EWQQ`BA-bks>re33eMDcSLgLQcnhTjQv zINOU2$8$=L+X6r1+8b-0Za%u=_0|GP4#+VqwQ8h!z8lf8g|X&!B|!oBH2-QzbLiI= zrz-4t;NT$NE3$~yrOpV-g!`b(!!wX=@*z72sOO1CZaPC@Hn(Gs%hPo!RGJlPueX;t zC%Ah9-Wu?WwmGK8i;S1HgQkC^)ypa#aieQd)z)*#B{syelHmngxbwr-*;{roS}ieiHn_Bu@X>h72YJ+8NyAl6>LAkBFLcKT76N# zaZ_Yr2!;jVt1P|QOEZwGE;BAj!k(K_ee%xU%khbJyV1>zmnfOTN9}4xjZX6{B`Glh zWFF67CJd^I=aX_lc0ll8+j}l7pYVRA*$N_QFA>(w;)slU zb`iJ!ll_rma)=w3?)0JVxIP;;r;?*Wlu+vn=*n~C6C_^=!+hd8n2Lx|W2z5kvi7>e#C}HQ!)z2l!y@0f)=qsi4?LACX>Y_Mk&6C0&2`7ZwFfKD0 zkJj}jjN5YWt0#LO0_a^*$@&7&u`?(+so+afS$LpngI5;c0ruOWil>ll4!u!ZF< ztMm9w{Cml|S=qO4zl7qTs;2lO~Lr|m$~ zp9*2nYD6iy*hPsd*~V6J6QcFu&_XUNwm^mN4^SnXdO_2tAYNLc6Hfe`(BwKXNb6X= zcvaPW{5^fhB|i?fgDTp6lO~``2>0E9`Q7^>EYDenGDrzOGsfAqn@(7cRyt(3vk4j) z&BHMhIm6*x$~6abse~8wB?tprg?s!dj%&bfeL%(u5*lv@Ft!VMFjFX;;XhKKCT%F!$+RVe(Nub!A9w z_kMAT_f<2XZi%5g&VtpicTQw80|E$|xs%OUlzqN@= zF>rKFyQC@@=Dp(J29~p^16e0G)NG}4AR{wJ%njq-RpJG*i}ivj^)wg2nT?Vn z$NB|fP)#2$-vA|k>LE?G;+5fCr^yS0`D3?d5Iy`QmXl~n%lQv5@j(yEj z*UJhkue%joJg7^S2+m z&`guCR^9OB(M!FF>J{keBskvX<|rqfrd!dVcD8bluB0QzaHOSAcbwW2%>zM(lBB$3 zQ?qsY{?*sK>;aj09oG7XVVv4vK-&$#>16nf=NM-d1HV>zq4-GO|B+4kNKTzh|6W7} zP`0(S!p)}7Z~;2TZ9IbsU!)!g9PN)^g&6yA#NT$>%PuysW@gYbpS}6DVawf zCT7@+J4`l}I(E0yl2N&N5!?ugBHL=w+CQ=Fga;#yH>yCm7(Y_ZQqIV#q6Vb}1{ZUH z&#{!LIRHk&8rGhOB|wy+lgt(E3)GC`*JihTBt~VVTTu~}&^GH6obA|<3-C~k^wn{s zf_cg*79BOS#G=cuP^7*H3&866w z=bxrZ?sa!Wrk?kMIxJ}%PERlMYLMU@moHv-)y|B@vq0pcR0*|T_0lVo!YjL@$q>28 ze3V13T5BR)aZBWjG0;}MLQuWLl0fMO!g~8GdU!9B-FUpL!XDlSvEBAV(EAf$uAa;Hd5-np@W_j1 z7Uidgq9wcG@goLJ2{pKG9jEmfq`;RJG27@PfpxJ3|i@3WWT!Wv2pxr1opmwGUdC8DMdOw(y@eMa- zxYuksC(iPj>Y}NNFkR0Wvvc}qgKL3qRZD3YTo-j8^Sm=+1kvHE>9zCExMwS9tThR^ zSlNnSU3N?{L?Vs#U18g=ie2ag(epV!AV2anVjgD2z90U-oCuL&+OtUHP#_VcNtA~zvs?z4M zU&zqjsP?h>di8P2iSoy;5GV8y`Dk9noi~V0Cv;YomaF1!DJZu>6BGaQ*=?f>DMJx^1s7Isj-3aTZ`>JEx%6yF73O0;(dG~cQ;s*Nj zDvrPSw)So!`Lem1fzD}FOLt{0P%h82IjKXM``!YeyLJ)=PQ>{-;m z;<(lXJ$?r3F`ffKRn`+C6m;L{AZJi3_(QxLMqWUy&U7*pnx0Y$n*iMA^GQCcNp0-&+$Y1sL_avjBa_hlW5={sMYMpmYitb-u)hX3^LcHC>AKPnK z*0b}I!%5{xES|hbnB7M%1PuCsvmJo=4P!KTT>!a7OpB$e(d!}G~)Ei0l2J;Ju)^jEP@FbU4=;mrydJWgS!ZE@-ie|r^Z!L;6}dIX|iM$i_pcY z>5lo^gLX+wgTfS3rKgt1<(h>m)Q+5>n!SMa09_B<(j%45)kd)-s6|dm`ca0C>%Oi) zy~XAk$jyGd1vOWZ0kqpCCcY4WaaG+U<~zpf%rWQNLVkQQ0$^GEw_&#_lOg(-i)8r? zpSqRes@$uNq_`6c8Os=1nwzhaA@e7Kp8gJUHI^SN>c%%G}pOb_uk8G&z-A5heX> zzY46}rbcFUI?_w~-BO`%-hJVQ_DlK=z*f^T-CzQ>qc&&|*69iIV_Y3b^X27cg|_qu zRF4iDQcUkhZ~;gNx?CRRV4{ycr8J|Av35&fi{bIsBU}PeHR%GzeTbDoJ{Ys*P0oG# zv=Cbg(91h^eOkJ@`b_$)@F7#;+0PFg0y0{HPVLEJFp{kl0v%Y+^r_l5m6fYbhcKdh zb;gx>I0RGlpyE>ND)#VMn-8ODb0yy9m!&~)cnz|UB0_hXJ}IIfPjQwU`7XHVTQ+H* zfrgK11sZ+P+;#aG&78AMN}V15FKF^6WbI!YhKvdYzIYZlREkLQOWiNEhsS7&B)_V$ z6>;OX=B;iK(%D~ntT0p_5tzyY?HCnQ*vyTD>VTm{kw6*c=*M}!I&=~p&u*Kb-MHu- zWZNAKr|%gbde8bc==w%E-->I(f?No(0R>S?;;etirr}tMZ^&a?TMYXuFBfUgIb!}A z1<_F<(q_9S-$;gbQ?zR{rd3uJ=Qu1&gYKrjsq?sq5d{%KJlG(zWPeV05j>Y)8C_i; z+-!o2bu+5EOMGs`0q<{yg>h5cq%7~p~ zo`Ki!oXWs6R_qqjM|Xa8rg=Gy82u$KLGb6Tr#4S}cfo^}u>87{YvNd`GUtEF@!(kn zE8=tNT#KaCBg4scOljbZB4Cm*uM%@2h2Z#{ohIP@y<#zeN_Q$T%%4x{8HEG7(9RD;0axU?49^aHsRjI|!{8Ak;AW7@6HG%; zY0plT>`&(-vF|tn!o)+xYfb+j2iDv*JOWj0Me$sPweF(g+*^=M*fZ{Lj%BO7ZM}Jg zfx1M24MSqrXxX1n;}!kJFD@F?HLRRz-cc^(vWf1Mb4SNx>&B!P+_>N7wU@38v37Fp zt80w|X zPR~B;G3dZpIu4wMed6QoZsZ}x)BI)o52@XPV@JNKn|xY3>=L8ft3x65vtABUG<_MA zg;>#Tco62VKHZe>dAr;?U$Hdrl)cSiRQFB}OgLUlgJ7h6(BF_ah;S&LQdsPNiReeJX2in z08WV`lhEt!6z*e?9_(@>xh(?{C-yNO#Py^JUYU3YT+&Jm=ew70=UmX_+3~@IxjIbM zci)eVf;2W;s_eN%)5{Ap;~BTs7$fJiwGTlKaND9(CFL%G#ctT%n7M)))eO;|6yPL< z1gRt1s?3-(uWHVCE}+NvBNNQF|IRus_fcWZ^xD7$6G)pWBmxbjgP1DrE-D}4`L(rJ z#giA|_siHXg@4z&G^XN{r!vagQ4H0^PA#Up$xv1jCXL$p3=Ju!Z(+jV_`Bs^iXyXA zRB7aJJ!CV{r}s#y-(ORj-qQfFQ=q)&TH%fLwckT0nqaKR`%NcaJqBnk3UTlZ>>{gi z@5XJ)h~z_=vVn9QaR{ITUr{XpJHREym_9zj>!{Jb{DSlXUDJ`W#KH#j=(vTG0)#9L z>8shz+t*51G}soQE0o7i)vZpt*97S7mFy0Uz0un+M7W)Y;mw{e5LbDAE%9H(gFUT# zL3Kzv;q$Sy8?^xrrz|esMj=IOY|MtwAU54AMwq*L2o@9u8YH5$FfTB##-IgIay1qH>K;UjB%M)fRxr}YVul_crSKs52PU^R4rNd1 zyStPxZFy60=rZt;{-eQreT2lBoEY#*d25e(xP!RB59)hGZ$S8UMsc9`3q0W*Imbf0 zh|qA777+jV%Yk+)3F~FGU4D zUnVm-eMJwoq1W`;D@IPgK5eIOW(Oan^#{T{sjIA#LA5xg)Z_8E{0c;Udea|=+Im*E z99Cc4h^glQ2%NCHW|f8;Roi^&NEY(y8FOP7k$X7p$$B=4@{S|7BoLN3-GvZiN^-FcKh(Y}%-i_rJC}e(Xn;{LT)y`MM+PU`=R?K8!DX^i0C4ev zVA>JG_Rm-~4M;`}OJwa*>15Rb?hH?5SMSN~CXP|z*o1Wh2l35r%0~#n`He^J2`)sK zU($)?Tt5W9;;Zic9EFA zthP)M__t3stD|k;%46l_u}koaRsd>1l%JEKo6RncjuLFZh!XmZ`8veiIYs4Qa0A#X z5J3~V&U@plmB?`N3!=%N@(3KF2i$CorZP&{@a=>$uyE9|HT)q_`#T>a0edtIi&;E-?VmSfr@#jooFk zZ)um$0u5KC_R)9!68SLqDF^6TY`hUK96}?FBN=Qq94Yu@xp)#6+?E))pj)wZfVa4HdFF4L;pNf>Q%K)MQOG!ueH!W!m7jSO?0G&rcgFcFy zPAb&wj;Z;PUpML}imn5QuDj!+(v{#nkQk|xp0HbQ6(u?mVuo`fFB=SA2Hvj&VjMw( zM1PAq+Z$H!#Gi=0a>5CHcPxSn+nL$yz)DdrpIx=*EhJ2Fj9}{pXReC zR?mgek2-OKBdRn^IKD{TfElbFW@R4eMl`~P{e8fA@im0pMh&hcro+L=P4S37Z0(>h z$1Y!XeU+3lXfWv~b)yX8$T{xZ$N*3J!e@BUyiUV9lhVV1>JV>E(2e)bF#{XuW<8lC zl5+E|M_UQAx}lFzZcS_yc~P@+mAgfCDKy`P8TaCP3ME$^0>-0-K2{T=T$i87Lztd= z%TFAx2%S#MlSP|EJ)~9KDCRqkNuYeSjU&ZYdEC&s5Vlt!G#>E z=c9+gekgr)Vbs6RFfgRu6J1TpjD`WrMm;M(bI4eF^HB85z29{M=`IaU>}UY<8E`t7Nbsas<} zVm{4QAe*hW;)}Kb)7F!@AcruR=c&t+-6G?&MWU*HO>(S5CF}J?V1g4Q+1GW~70h7h z-uu(+<`G||mQ8#i@H97xHB>D5xE|K<|H^ncLO7;Ha}B~5K8u{ddw9y}PTm8WN=#9# zl0MtaZ4hnz_en@wdMtAy<_RLl5>HhCtO+=-?0D0eTI|k*UpHEPi%=>(#w8W%GaErQ z{fBe6lZ|TsjBVN`R$}9qFccMhb!B9P90Mjg`6y+m%OTStVVyp%n|q;8Lz* zzlM4a)8b}oa28?F&I;)2uM<|be%HNxHpb99uY6ydgj5Ayx_St=E3W%c>hp%F+y5W- zrQFZL?7Vh@O;#SAVG-;@a$-un1;3uw8c_g5oe0Ox?U}BB5>Tyf1W0aPs8Vv=fvXoe z|4k%JW_oG7HjW(t3)Lrpo&h8Q#l@SgMN`4;N&jr=XXo{8TOYbA6zqGDq|#_FkR7m~ zJbGM_&@PtHIrg{0nWD1|z55rx9s=b#jCk=%gv~ESm&mgRO2YHWrxvh;19KVDahG-z zq2g)@o4GQ7=CsUWcgc%meo*w9H}6ep>!Aurs1P2BkxBFtSg&b{)P}n;)R??*821T? zL{t~*<^4RNQ@3k*5O&!X$iV1oO+&iY;0MS*Uk*8hi9iS@LFG0HF#`-Z@QcOf2tI z05MQ}rNj#wqYy(%rxEN!O~d2)VT7LT#HY@TbLGWC1^4M=zx$D=*bPdVP{X64$|mqqA^$o3s90`s*Q1Sr+2vuYHzQozxLR}#hVinXvV#$A|% zNZ3H=6ir)}FFFblhPZ$o^r`vZHBM-av<}5I zM3iz>Ykxn1UoyjkyODO5rPA6D00Fq$9d@B6KUmPz{!EAvT#0N|9dlB3z!R~mNR?pN zI>toBal;f$(L)v8AQhb=)pDZGwLGj6KGZ8OLL1%5@&)^v>76_(u1j^PrE)_T%Vf?n zmUb}OLO6t%VTJG2ag*AY!Gy}LpqjRBhviyY6&7cPA751xN!K7U#j=A3V&C{a?vOm? zD~3Ma%IVw{GCLYz2a~}5D8?un zzO?D%7s6sSKx~HkA@8r00)C=SyHa{`XVJu0jqrNnX<89I2T8IoKW`zib1_w{4#4ES z9TjOAfd%O%HVLt;1-u=+%|o)om93rdBu zj|;d(wAbp9gTI<-F7U{usYsl5T!MT0V-|~jz~~W1gj7& z1G&~+JiezbuB!Syp5_ki`AzXsIJuz3c%s0xz*N~ zv9%odOX*!K4iytcXg1vJ8i&fHt3gv#>wyEuQkA_0__{c@f6yg_&blCk<%;M$KDXG>BpA^Mfje4|p=U{S29<`% zlLAT9liZl#w|Ch=V(6)#F#A!>5{33OTP+NWabjMt4c8_^@FfOg(ayJ_YXIM%F#f@B zWR+r-7HK3>biB7XJ8r?dQ=ulkq=F^oyiYPzddy;?WnlaBQx|z2`+>Z=&}F5&$B-u| z<-WU=bm=1E$2kSMg=&H6&vMsP$v{{vZSG(A+!)6s(JWsf^kd?cR3^^0#cPjLYK@WM zo{Z6eUM)BIeO5Al=Kgm^kT2I9Q1HeAZMghM8`fXGTu-%$urm5V z?u$io`N(lpLhZ5LbQPi)(Z@5Ls8{-5)#C5uPmb2UY zT1jL>)tQlWdZRRMI1m5Q!H&(R#WVMDLXT_m- zu6QnHDABzyFyLiV&m`^II$Wz6{M@|eW^#_5f*2^L8e+Jv>lA3HBa-8nAeN`vq@b-! zjN=%{iK7kKO9srWSSTTfD$Ng0Qc#Fiu7yQF$lYO*aGcE+8_c>Z?#I1>gz89+t@3b( z`mA+>b`Uo4Md)GUVXX%}bFUm`bf(hE9)|b3ag?Yhuuls7^-b`Cm@2Ajq-D>w490N^7{ z<3FjqHu8=CFO40g0r0Nuo~-LaZuMfyuP#JUrci`11$vxahj^% zEf?Te<71_~=ADQZMW?<%Cf>NDwj(2oA;!vYDE2GM2;64otpx+8=TYimPvPs?(a^y8 zBHmNb*^k$*@Ycmx3$)!&e^fZk%a}MhJ4+9s{~t6WnU>A(F&Du!CV=a-pnG9&Xw=Xs7`g91!e13;z0cix-uPf@_5@;h$` zS_YTA*au~u+NU94A^rI>=U?V7ERq*@WV#BobC9?Toze}1a~*VXGjA}gHK{>+eV?I` z$r`gTcDnHGaWPhuym&LPOB80C!+9ICcAtZ%+xAgRFv$~!_{gC{{FX4U%A zlOS&KZz0(1G+Ic7MLjIB$SWzf#&0S#a#RxUi4@xzU{D5=LBk6h?7uE_d`;*#T@Q_> zMl9vovzu0Mtx8Hslh&(D?QGBHR{V3A9E+C6QV3qN<7--!z zq5|p&aU98#)w$T**LYxuiho8iB<a>N0C#*F@pw6o`koVgwTrg?=L49_6j~(>V^fm9S z6p0697o)TlV4VK^J_d4pR*3T2p9pMEe|M)6pL;~`!I^wlZE{ z!F66$4d0c$3_DP1vtvW8NpU*Oq0MH7Yt*z#0Y{0lAM@$Dzzt>yw)sriM(!R7NW49S z=MX1ZHy_t3h9GMpo2%v|$pVA|*CI6I*(rSNzOI^%zB%Im=6>$@nfml9PX`al3;)5H zQ%~)}RJ0|*d1~|E-M)A&+EnaZdweouMi*`qb{gBQO`c+4!gOArYrkr-GSZOmQP&WQ zEv5)Q_rIO-AmXia==WMUO|BcG$!iLXKkAh6MMB3p>RJ& zsi@DU-et>60>@#=#xa44!;;Nh|4{I0Ux}GxWA&7?5KfCN?TU{|APPxJ9xZQ9R>gnP zfQQD+mO$-yTDl^;*FJZCVX7!N*Q;Qk^w(Zm`>J^mzdk)8PJM=y{G1D7cn8{J z!f&w`fEcW)ioO}Ze6()%O$7vCu)I;s^^~YbLbVEDW;Wc3X>3(d@f2}&CDWfue1t_|Bx+GKZ^Q4mx(K(66XVLBVnb&;6Y@`;QS6!Pg|W|WZVbj74kf}J(L{I2Y+o;+;ats_~|D8GcFRx?uvB9~Ts9MLMSKn&be@S-_5tB<|6-x1X;J+&(iBn%4AP zw-CPXN#v!~vy4o9_XKQlaLxf`(`eanWhLzA6U?^vl>)wAeDx*NK2$($#A|59i?lB9 z5@GgqJSsZG(#$^lgu4f=OwK^oGfcV{RFTLA*)PE&vyyJ#Kp^XTaI8(QYr6YuB{vko z2{zuGfB*?4XJnh1p!jkTy8rG=Pw?J{##EakJnMS~8`Ue{+x_~Wq6IqfL^~(D<4t*TB29>X z$p(_&`k6o2__`1WT8f6Y@CEMsv9df_I}z1*trT`ht3yGF;qPS_pA9H@BH}lY2oQ~g z>>{*uDj@7#-bBOX>PT7)j)O3%~u`crU?WfOl1yLJJ+EY+4i&NGnsRm4@>mEq$V zyAX+Q$mX`X-%pr(eD3qa-g;$`tVkrjkXt*4Ov4p;ffzK?ow*XspR(SWZ*UI%*X{Y+ zGl?lzG2HuZOZu?6jE?GbL*K#|bf7YX^U#_lr?}cArr$Io5_N<1c~;%bEikzTPN4Y8 z=1*J1!MyHcpm}9~K7L2wj1JVDm0x)m>K>p*#hasOmQq7zXvs45Z>Tov@hI4-QBhkZ zsr?g%0#Hf-qj;nCEm~mJbB*^NX+NYTB5iwzuu-TT>GT%+5JxJvw8ax1nITnD~Yc)Q@w*9%f*?hCtn7k~D#Z#h6Rq74M_EkRdC` z!8k+@p`|1c`RDDaRBPJ%&rA_VZ&S3)PCC(Ip${qbT>`tI2qnsLMqt!A%7e^jjnaRU zCxjS;J1f{mdR($SZm#MDngM0p)gMBi)1Q%@l}pfW*cX<8pb5iIyQ}|m}gX4 z3GZVJ7x|UsR>-1^BZtmr@hAw|qWoN?nAv^wdmji;Gv~~0gBCSXi{TeRQ45o*CVayN zDAZ`g8(Crk^)0fyNEbKCb)In2UXz1g*k?{VQZ@7doi0&buG?3&NB zj2VMOW`YC&e*eOk?ATUq`0_Rf&NK5FedgJY`~bExx~{-HC@GHAQIE&ala*8@kOg9` z;rNDDlIw-8MbPUY?)96D6>dlj&kbBQeo2`vKAOPN1y@3i`-8{e4mHJYPVlRw0#9(A zcG0&ilQrp(JNM`bZbQ{#Egnzk*Zk#92ZbC-Gt}WMSq#X7*G+LCL@VtHN}^L~X9^`6 zC!GWnRGO-5g2hY%^84^yCjS<|52z>J`__FAKp+825IfN?A=^5R4XH=Q*7HMCE6!0; z=2N!$nC!jmcfN6K(`eeF$2^f{4sIAJau3X8N-6ck`Ni+Y66r2RxM2H}vzs5D4N4uY zGdlpX0MKMHp-I^?5f;g#Dd_d97~d98T`V7X&_o9CpyMBJ*1G*A!6&Y)#H9_XGZcp}c6J~#No%*r*-7Q#$bUs9xHlymNjLuT z@E3)+5tONWeT2;6_(t&{ibzStgN3mtncVItug5Sx2JR*npJ;%6ijYmRs0DbeQx_?K ztlN!k`kf27pS(U&a}QOcbUbb~14^ed5Wi1^B7nm^WYdmkME_B_bIcz=69&79OU|Ph z@?hS_{}F4DKVDUjmFLs2k6QU@!z3t*v~uhe8ta65vIj zJ_w(nUYFEin0gy&2I?h&p%yx*cC0NIjT1qZ4h{x0srAHCbWv;PNm|uon92Zr!<|22 z_YRIVKq~%h3N3lPWS3YYtto))nHEy4dt7{YZaAIme|$4S(F1wX6XJP3pVa3nynD#< z)Qqt8*_}DPYuL@dj0b)#$8rlopzWmsl5h`cmI=D#GUf~7ZGonGG$YpLMgrMREo}`B zyzVhHM-pJu&*)<>jSIC-{?&;uV?i88OrVfdFn%tCp=!_+xIsRdqu?FSBFD{+Vp0MQ z=Q`q9VGZpP(_(8wGO!_3rAT2hF3Lx+tr@79R$=@s9AA8hdd$@17hd)@NiMI=vbqlWjyx(`OZzsO}pU6D|#o_$0o$VT-WC8h`*_bFS@ov$Rm6n!LdhvBQy_v zCj}J3Ehmv6T?l^nZ1ROE2){g3Ey(rtikGs_?1r%^dco+U(f9akyD{*$3T19ilAUY1 zW+DAR&a_Bn{0>^7|8_=b{p{Z-WGSscG^Z?6h;HkIAH`m-<*s<^Zzquhe9J<@Qm!Db z5)k9La}IwJJn3Dw3pLa&FJIG3Cy|@<4yG=0xht47NCz~)S(cCW?t3TsGedW+=c-PM zcT0y&RYTGEp)YU5LCcC9_X@^Q=z%b09I&G1BHCh52jWgEyG=dLL(D0h722f?yzd3R z%895M8JHIK|*N%uBW_7ZC_{2Y#J6oO-CZ%5GsEq8e9a_$R)$&&y2z!tWXpPvH!Nn0oMFlGk4_Fg5+siy%rs42TOGKtSHE>v0*_h87-lohxHs-|UV=h!|&X1~@ zL#Wwsf3336)%}?E?#E=aduCU@3l=8|e=H}`3PJDj zEQuUp^ubb7T;&;1D{2XsvB1xe*32U`mXlY;;K3fAp}wS{LLF_5KKt9Al%e9)x9wA= zj~d2?8FE~rz;eKCNizg*NCV4af_Y4W+#2imowQ)O_0>e!SZ7XW@j1Ev?#*@yaSc3C zjM$XGaQ!_5{&jN+ta~_O3~t^UuWsv+By&}~O>zV63Ju?V@&tpStT1YniNbLXBFnIB znZKVp3c#%fTNg`3PNp;k!{^VQ4eGnEJ?H)&)7MFM{fsBtdCT%*J0}w*cf>F!11^QG z3ioZmK16KZO$Oyo&PU_`#;T%v<J>PXArg?;aY|2!pbfqW=w&v8MnN}mK)%fcE8HT-Ubx6t zbMEy37JvP}cj&w)Uc?;__AP*MB7Usqk&J|T!r%7FC`6chtM|HzM&fpDzdFGkA6+F= zm99|SoX(v><_ss(76+6+W)`lOeRe2ynRENyxtPCaVb9y@cT1mcJ*<{s{!n2Y(wI^c zwd@FBPXLdwle%@XIHE1Do8=r3dqg7>1N9YU)nBHyZmAz$u=Z7i9Tv)Ktw7J2fy^GU zfzrC8U9Q+v8AEE)L>v>MRJFFx~esr^aq$T!F2jjOcbo?51cOPduJU%++Fkh zn0Ok;U@2#a=8D8FqTEJqzTksru^`a%ck|WBymzJhPhC0N5ab6zit_-iTRi9XZqvUkykH&6QiuT_vcU&RK9H7nF1IYNRPn7p_=S|60|7+*SA=I{)UgfNO4shqlja02Xr|6 z%yU~JBw>B>$qt|WcwxgNrpw$@Hqk=@YL>g+i zGvF11s3s6o*=1@6@1YWF8*c#60O3jHX21P=APHXO?O4yyWAf_x2r(WZ*~K=%YU>+x*f`ghg2uUM>yT|)i~3!~^k4XwuF zZwOJhB7I*i4U@8JTIJOLCNdyWd%kYe>EGV53d5Xzny=-To??j{46jtOebC%Hu*cO_ z6tH3&KCD`9G!jY*lKEuKV7lU2DnkdW#pnDre?5Xdu~GB4%R^RK)ZdQ^hP%tB{&wnl zs03|CMHsKzNyb$__R;%RxminKUWcenN4o_>l(W+zt0S-fS$0=ry(yU$mfd^NEPjK= zoZjj;2*uTO>8i+>N8Upz{W22!4!>Io!+gAIR*M~tNoNHI$fz6Hn|~J@AfzNPt5)fx znyVz{3tCLHBUN~TtXacKRO!u*L)EN47E@aYU=y$x;6R1$u6tGU`TW96|uwS?}ykGneV^?YfD4;AH*}IPle5U)m-VP zCA&b%_VaVNbYJ@dAjTt?O8)txQ^utbVfK=32~7|<9ns+DYb$JjFXpP{bot|C&fCuz z<f?+Sw-i(l0))@7RJs(eA zex_9wcwA-vu7l6&Fn)uzQ{G z3TJBzHfb>{(zuLm|MInD7jercP4yBd7XAQUvFz!fTGy@Fs5f0RZ(!BwaDH+o$m|p! zJSV#gL!5+8;QYjhlTNEnZ`gHO%k%?Vr1%1-R=bM$(NkdSO9T9g&MS+bOJdLbd61G2m#=9X|NmV zA%KHV5K*$r=pwkF&G}KZ=ZpXzZtAgRXgnMDTOg9Vu#RyqKOGXkb|@*vg$2U-mkJ=!w4(o8>PB|-i^k6 z_Q+S-#Ocf)LB28hHN~TiD@m4$Wgy++hHM^IpZtzG=a1 zpjnm~+YN%|b2UeRE`mouCHta7m^~)9kNHEVs}&)XoB4R5@4xcAm$ajk6B7BY%E~UZT*zkD;`Cm5tpA`j!?@HpR&bfO?A{aRNia2x6 zrD^(>UBrQD?E14H6v}z7OQQ zIamlx@Yl_m{yUQ|LA*jAKC%JsU8_{yp(zw8Oze2jfnK_xJpO@}ir9hv)8Q_ebN*wM3eTMLsmj92-HwX5h2cRupYWJ;{T}G8VLE>XHB(c>E5!fe%xm5kvFH2wm zufoy587J}*JVTq!lePGJ^4kiTuKA_-P)kRCE;*9{8*`_C{!TQ98bV?1Zl5Rd=Bb8a z#TRSpq9&+2oj|5I%x0qa&kj#Z#@?-rDbCcWVnd$)@dH zf*F*L>QDCuKB#{|FwACJjJCPEW80p8Y4elMS^6O5gh4m)QHgN@T_HIu)#ukLjKdvt zuK^0x41A%PApU-u+p024aJa2R*SHPU07F2$zra~K-J4KD7lRl)kbZVO7?$y>`)Bm) zME&I=^Q_4PEQt7QZqdj`mrbsbsMiY?#pblxPXD|~XO8;PKWoLnI}3MKTK=iZ#dr;? z^}rGDM48V{HkHvlb~2XZ$O!k82-xaW9<;NZW&6tnE0!IEM{KXBgk9n+5_TO3#$sMQ zw_Z1EQK@>gfJlBs-9s?(`$0udUIfCD6uB>gc8~Pxe@DS0NW%ywj9_pYmgDj=Vl2wL z97LCeS2A(k-ZQX4p=u5cLv$wy(j#S)9X-vlkUnUTqpOb3O^ZNe0sJy^w9BGF(bWh#iT@$V-+f)UwsObKUlF7V6pK(?0H}} z02@8%E)XJ6qQ{7{w1lxCZ1@wXWF`l8S1Cn6q3$#Dm^|kOV`VKP2Y-&SIrh}{?0ZY11b|VEKrLAhdiFI1<$+Wh2$LNvqN9Njmk2YEmQ4bYgzpq%@?z3HR?ik zVn8|R^Vg3tSQd|4jBG@7dPY^A>rg;(ObrA$^l@m$6uMQMGX;GLSO>mT`MF-TsTmYR zGLo76R*-_XT{+4DbS9R%CR13AjWK?<{f!M6*V$Qm@{89tpLxu0XY~YUseDon9N*Vf zC{FBHC}h^C(mX0dm+F!<$^DY!>o?x*1dl1Qyc+j*h@Q=S|$AklAYCUf1tG6IVz&{NoaQR%2Taj;bi{Ah+4|&PAPjVTW35&NABBZ*$ z);-mgb*fAjS6|4%g1133IUmO(69bOCp2jtBS{0AenbAe^0RaW>pg~|F0u4dzih>>8 z^>jHii+W zA|{2K7TJ4X8|k^KYjrjfOt9`<5%<);BAma8WzPu?hW|tU-RXJBaR)*V25e5h2HGin z5JPL_&#qg8F=g-~87C8JWPpAruENAk1{xs#fDgRz-GJ%OJ`E=aTJPO4c1bdKFlR&e zbQe4HN?fTby{4a+sg#(;pOb4gIjzC*mQw`V9U z@SRjx9}*e(Tqty1o4SvPA{ZU-3d>P?XX=`%T->q?S7Y*DnnW`w<^porrsXJze49nL2^c<& z=p2l7lKsEt+{#W7VUbwxJ&>wuvd`i9Vc5gs5h2=!tZ=^GY_t0tukA7*^Jb65tKYHJ z+6lZy@|Ja}M3&tJyndC#7@(ref4cd zM$?b-f1K**!Xy*P1&y8ku9>O9WwFIFa_Rs3ifT#`c1~$Hy0{E|#r4Ffcd<-Jh9TCU zyH-R!lnWc&TyrcRz1q{lBAUzWN+7nQx^EWL1;eY2g`h&xhe6BHJMmU<`6jYQ?hE! zmvNPVTWB19uH0L~0=BS?af~p!{j*^u4@ebq-j}Dv!=a>xHnF69_CVsZ9i<%XXF3w@ z1gb>74YJs#zPlpt{f0GXS)ZN5CL+B&?>A<<#NMHBfSX4kqpvULW)Nr$c;Z3tEupbj zZEtoy*N;91@9XRa z@?*;ub7Qez1O_JhaS`)*dA<~up_YYXtv!Hq9^fdW#+Q;`XXrPt;s)X*h9G%^P?X7@ z-ty`-Ko!dTs7aS4N9tcc_J1P!XS}}6Z^|4U)KjHh^wW2mE3Ubjt|K^$JE3tT3_tk_ zQF;2r7~EVNHXX$#Lw#b2am&qi+!omJIO;n7eN$fG3H61s_u}7-@_ymv_LNvoB7pgv z!G=W}vm%W2t5=TH$yiODGWTO|4I}(;^uCCcWCo!*w?B)Z{%isl*DERD2mS&d6_ZB9 z)OJ!Lt3Od6p%+$hCHb7|Hs%pHamX5d$``}*=mZ^mXknP_0A1l>Nq1A=t2pg*bq_Z3 zaXf%tPRmF7Trxa3kzlg+`@~U3M5$O9fSR5&P14Pbw9DD#00+jdH$Nr?@q`?`hHmYt z-gdi(3kn~*F90D|AC%sW@hDRn^uFBvq%WP3{|B|<;t=8odK{_NHL#f$PMi1HQJqf# zVr2iOc&0m&eSp_hdKo8O!jAf>YM2#&S2Or@X(TmR5{Uj@43J1;DY7BAUeTbNB9>!m zBn56MM_;A9F+3!Ed%*=D4?LH8_#|y2{9F^j=^24{BI#o`eih@Ce!xGXSa`|w`J*Fv z5WzSuZq1_Yc`-9_)S5=cmYiJ}Nplq||jfE~Z!v352b*})+=!dIG$ zj2QTdDRRErJrT|&RidQV@ilm&JJG!dQS!x4e2#2qT4|Kpj)#yHpd@Qi=o%HQCWEQK zL)%&Yj&h|&{&oY}`l3f;%59@6(LJRzy+F<=(w5KO8?AAnvjEu2u@IZgswtA(x0hS` zbB$x18hH*oXw7n63t<_8^yHlh=9q8+V1g$|K9NeLijsR8F3xQ^14ozoQ>^)HQvh|x ziz}5vS!$aP$9~NJ(HmAgL9<&%KpL;-+iJ*?{L}W%@7B7C7^4a~b3&d?Ned3CkQ%ds zsR}FUm`QM`iGm&tXpEPf5Or&5cFu*6zIFm5S!s_v1eKCL=T3Fs0{JpI6Wt4@IY(ir z&DOl!rKV8!JbP*7-E!TOQVQ;D)=rb2Vlp4t%DT%l*{S3U94+!#e@p(X|3_|dVXMo6 z`qli=TF3w_97Obk8?SYe4K^ubYS)%|`zbJMvcf--|MJ(h-AP?|?f@4csIlHfrT7Rsaz#ATHXEzPdw08S9Rj|))51ZPE)Eq=&Nx!4W(5F za2`!p8TyM2&^EJ1h0NmLNb0SAiyn;g6bg`zr%PJ4`=b3~MK|2rG%mZUNe6ef9?|U_v@gx2H8Uyu=lGZ)Kv=p+ht=$(( zxpi~|aO+a4OgCN}SK`09+`7LETaR{|%6?XFn8oo;Yuit~9VIe7Mlh{i+$rWi8k^-1 zKf!;fOvN=ANt$LE^AvD(37I8#|F#0XN|=H&$gzJKCe~vHT0TeLepBJu7`YP~(!}in z`^qShDL6ohOgbdF?65-Wd?6#sw*Np3L}O*-xj!Ot-b^F!-Eixo&e1x_N}UqtYJ71q zo9dqC&#x;qB@o0k%CK_hwZ$0jIL8K&#IU8SVFl*|6bHIi0=bh4&xGr;e0Z>mn|Q^y z2sBSP5_$pbr|wOK~X2db3@Te)+S3WliLk~8!U;q-oAf$Ms-Tv zQIM&p*Jfi_TnLb+&aVBq6xKAhsuv0uyFQ2i29O$7zc;?F| zK?ePZW&NkF$yrWR!t_u2;m}{=Z$drv zTU|WwT5bF&tJIv9a4uL8WMS^DiSk3sF-Upm`-RRnBjTbbGaerYu%w#Oa=%&I&+_m7mA%)6$q9-te{x! zM}LYjzJ3T&#l;m;nKlwU$yq|zz-W=17&cfu0Hvm|oGx zYB$4s&hULM{VtUqXs*Yr;WXe^;Zu$gBMxkuZ}%6+LJ_F^f#A-&DQ|O$8Z>_;s^0dB z=7MdaZRPd8y9k-BA|aR4~}lXHgC8^Zh}V~HI*=RS)> zl!bw)H9yP(bxQD>IBD~NG~%J{xvVwjQh^@qPyfP#Ifv{WD$pDnaJ)S5x*D+PAt3Sm z-Jx^bU-0Mbdaa!fP8veee)7*3aEKi4QJgBlIdKEgvkz1wS{lgwyt)rx6Nke z<$aXR^j+1d2ReKp1GD%-2nIg=P*&4blR@Z_3ze=32bvHn^iH7M?YM&Kn;ckbKnU@d zW;;oYGY^H;&lIsvf~Vn9c{IP;kIk}mT+k^Pk@)7+W* z$E`IsgYpISlNF()hkP)c46u462A0XQ{PU~qT0r$=@j?UDhya;;ktiLl+x@vyxTH80 zcU(>w7%3Y%-L@h;^rO~>`Tj%xUG=fSHxuNNu|NwZc9hD*H1FamhcJ$^t~Z1B8I>Ms z$|Qca)dwNxXG2Pzd{A@HV)~C|T+!@e;P`rJ5)^_Dl}r z)RLWs`Iw!bB-^cbmG=z;hds?aU5MC!Cf_-}z^0;W%oC8lR|MGp93M_kj8f28v(pFJ z>^I9IY1*(#5Cifv92BFp_`MeqvDj8W1Y*57>i`$E)?54htFw!1HqFSOr;=?Lua!m+ zCj4H=Q6@yW;^Vh=LM7f!^D!4E9DnLI#tWoNODEFT2Hl{0cgq7wEF zVl4o~J%!rxWGz1N8mYx&i1?;`jc5-kYNx}5+_#P*KP&XODIDM$`CGJhDpAn)~LTVhjySzk;60|y>%Q{(MNmv zF$2mRYcNV-|9~3}M+SK^ZYUUof_|Hb4$}+MEB6zCBPR+=SG3G@LX*+H`vOGNRl8}j7ZD=Uf?%f$?LEWA;$Nz zE87B;U4{| ze6b7Sg5vEo96e$1`+0orVg^t>1;_{GEnbz_Jfy-<$nszvufJ$^I7B>)z4;dH89V0XD{tt+6L^WKsm3Eaf7R1y>dyW3Ka~JfM(yV{K?*R}FH0 z^{unz=3!wP2hw{~$Ht8$V}Wn@X2418>K}NGQLv@s0Iivirbe`_%BLbZ45Y*;A?g#K zzIcv9LUY_9reW7i7lW_atq$ADAcIX7N@;WwS-vLm{926~N3h24*ID)ROVNvB^`wBLz6HRMaGA99R3t)nU8e>_CC}Da=-?u-V z;(F-71x1X=RgY*)AJJ^uiq?>B%|Pat@vnREH>&b#^cgbm&bzA{&;)XV&aFQPVs8V$ zufH8?p+;^9Sm|^r_CY$r7aw zy@AE7bHCr9^(?nL@vV>>>;NQ2fz&HSgNz#z!@B{wP3 z;a{;rY=zB>y^Z{^*`F*hITqG;S^L>>kh}V5)AHQkd%fMB^rX!li7|c=t1g}Ebm(k2 zcxbO!elLy39PsPFc_dn7*|`IE-^)Yh)pgMBlgt_X?J>A1b*!mkK{tXJ-{ zaz_IRhN-Ym$Y0QGiWoQI;^GWNkBfn8;NlwiKmj5R5<%X6TE*{x?{7YaX5ppl0Xy;I zme>_C*r4U7kKvyn zUGjL1+^+AHKg;Gty}OIH<-2HSLt-e+obyOS{sl8k6oZN77CgDYC!TXw7CMc#c-&fZ z9@B}r<0QnLy69bHfRjBT^S6K$k;RH$z3%f_?ZG2awYCg*<;wALl9kRPBaU4jVWKxV zhBBthFBcQ<{KWr;3K%WK+j7-QX~IZju>ESes3^b3%{B_GqC^A09r2Nb!1{EX<3|_n z=d|q&qEoc-Ze-C!QU!;zapQ@KwW$d)veV3+$llm~kMRK4?|H)0S5bjHV}C7n%atBn zAU#D{&H4MD+E`xF%elT89Die2kEr&w8uT5X7+Msu{&4s&_Pz$UTZAe&CGi|xVGMa6?a!wELhcuNTjRteg`Tybvkasvx9VKQds`RBq=m0L&rdw4pLY98$e54*|d ziV$MFb_$z@_grtK-cVb}m5|ry!mhFOTvP>h_G8E4_TaE?krcy7;F6 zc(Z1nL0%5HVxgGE&~W-JAP7Jm9o#DVPEf-dz>lG`X$O%YYuiv#s&6^R)9LES_a$#b z3{>`T1CJ{+K^V@?9l;`iOi$zSI$x(Rk#svI5wiqF2P4M*gN26PWur+_@*D}ZOq${} z9A3V-R6beC{L-j+?T*tZVadC+L?J3W@1ogRVB4`Nn7>!KS$O)`{&7YW`Y-e5gdmp5 zkF!$0A}sAMxSBWxI9`_7u(iM0yv(@(3a7h^=j?0b6wQFatF{a& zDcj~50B*cZ1pJ0jACT+mDfc-@pLLqm=NvB40EScZ&yOsyuP54OX;VGRYS(uilFyKre`KKXHA&6gD(9h#mg zmsS5n-j&GDt6WE9CDEyxt*+bN0NA8T1M|2swMI72 zbedOPGFrz^yB7vfOKeps_@`R6l(^LM)s-MLCZe4gzkgKyeFMhUYZDpmebVB_L3pFr_Qhp=}fL)oV0M zL4a!)A4@`>-pPbiM@Cf=WHIW@eW$FK5kWO5Ult0*^YvKb4qBhNV7;1Mso)XmazpiU ze2|3;Atampvp?QRFI@{1f>>eXct=Evo8|UDCL(WmR>xpQd02Un!ahWdlr>V%7K}R< zal}+?kiK9Y=ct4BXM5So8x!q=j1}WSMv3P;XGB7b$2@qqw|Gb>p^n^H?@9Q&#A|N& z1&_IsO<%ROPhg*-O&I*dV#!#&?{et`BoMy^06A(mepu_DFBSeYzVK8s5F%r^pc$AD zN`+;6o0oX2PaPUMVwno?5n<@cZs%etN4vN!dD_AQD*H0Lg7Arn`C_@A^#y5N;D7e8 zWXq6-PG|X=E)Df8|COMH@@g)0#Sj;hzBu8Q6kjMZEH$#J!uHyd1tQh(OBz{717eiU z@w3x3+g0e5$JLJ)*(D%;`SUt?Pde4ki;ebvrpWwv&FMFNTipxV${TccI6-D&@FWb? z7Xsl~_txA9i!+4ci51>G*$R-o@kT_%Mh;900E~IMOoz^JNwCrsG{@O!_3tgJA8kEq zFXoTKxAL5N7R_}5@3K-X!=8APf2<>4lU$eFYp~IELV>DXSYA@%D!4_V@=9y7+Ku=| zPnC4C;)=PB%SFzmRJ8FFOn%nQ-0^6S0&+M9B=J;Z^yF{kr&3)%GT|vb`x*I#PRmPCx7FbJG1p!7C6`3#~-djenSvisbh^ILB$Ef$k?;>Ku) zv(2`haHrZocq4}fQ7PXxL1Dq~V3cBx>_Fk+6)&Rpuu*uZENlD00`JWqSGr`czk$=(hlc`9&ZpdrE?X zB|3RqCJxW^I(#MJEbk-?o}K)9_h#DhR{`D`rEEc1OI~Cjp--?m-kV}ESx0E+HZQZi z8Gf2~>*&1g6 z?F3?Dhbj4gAIUX3g~8%&0FSLIqmTM+Mbl)-xPqqIW@&iNQQ)s1*9q>9X(>`+3G>6J z&nlhBQbWMa9v@hkdK|OdwAGy{ztmp7XXL3-T>6#&pFz`pJKOf!eo=H}&{|ozj+OUf zT-M|7I1Bxx>)aJneZX!27hf-bu2HbTg*V#9Qh;=^+}1oNboBe@NhFFx&#KJX4Jl1p zh+Wd(gG{j}zJpv+L{YfjffDd*;A-FrV#I&C1Q7yEnZ2i(!=qzdl^~5K{PJlGfxH+k z6=M$}+eiXa^F{oD*PvP@84q0sp!KI>-!#+JMT-Am3fudd1|eJEIV<#$muWj6IkYF%$xHQkqGtjRvw4=&L0tvZjV#hQyJU0-hfXWG8x`;a12z;iZ z(ty>Au0w5FKx`i@4qIaN+0#Ibpj?I??(`GBU}x|>^s4U1z@I)|MF&+$=po?n0&R*7 zaOP@Xl|+{ZN(<7DtKhU+iM26{`V(#}4RW^x65nl7{d#;w4gSl**-qG?LJTCW+ILsfRWDCs##x&hG-!Vb9Sk{5ovcms z=@RHrzltOlyssQrK1bMn1`;FiI$cRnO}j(@k07nLjD-1b4$We(CgqTQE-QcWOj=0Q zH;;Od!L#DAN!DjY(fTKMtb5Ip-pqp!$`KFAZ-Y`lwk&kFX!&=!ib2hY`mGxeuS)oRe7eV-yRO z=1Dipc4=G)R&iujvfyJ&mcX&jLVg6QAB6Ye_~9cG+r>>KY=yUr3t$D2aqgDtSZavq z^s1I@6DsM3r-f5SP#_iJF7lnOlUR97${~J2+#M#qh{rbF**jZ z07+TZfV53!=!h{q1BfoYps`Xol1V#4<$-dgp%g_?-cF>eQY()NulhVmr`VcY=EB-2u~cZ@5QTjF$V34TyYr&rJuLvSzL}if4mI-4kxb|7wb^tVNtdBh zRMsALOnpfgd}21l|4ilPVRtp0^i~(kmXo=3hLRm^mvnPo_u?q!T0%$4hnf8DEJefx zy1023_Pe~#^<)$#X0Yf~_=*G*&eG~l9{J|xT>#Qs00G(R_tOF2CE1dS+EEL}skwKe^7I}-#FHzYO%HXwGNNo5L@Y=W53sW>-teiH z#>#bU0i$6{@p~Qu3<(WtRH|~C520Xl;9(VnvwP{H$%`Tm{MuzoKxo5a@HaraM9~{+ zu&aE2qu8wa&n24Mj1=4Y9;+V(?X}0Y7Mo!$?gHHYoQMcVeE)rdFz42z%R&dnQ*!i) zRKpZ8*cS&U!Co=MRfpndq5+Y!dfb)504X2?oEx1exNX=TGGjZiEMuv>gr?buVslv{7K)|RD(9^qx9{>cf-2KL08$a1-j}AZdA#k28y(>LY^iN4%b`4 zt2uLru>;>Ka*hdI)2fBTc({L*y*}7Sdb$|>{cuehY8{SrNUIyGsCK^>p2lZRKPF5i zYhQ;JTN~-0t+`H4e%*0B{7haShx-GdthY|*Uh+FmanFw_$$re5f&E<2=bfJgQxh^nZ!S%nwc3VlMRLmbkh~vh z4#C~<{|p=6BCb0 z`tEm3m*IYj9lATMGRYn8-h;kw;O#O%gY8+JQV-kfRf^h9>8943i)YPox40hI+LT54 z10vNvzSaq%On5I^1kpTPiUD0EF%TKklI+$9`;%$_AWc2A_sVvfFGgGW;DS>y=;t>S zhzBprA$4Xau$3|@C>nR3=p@3 z&ps3;7|R>o|1!R6M?+v>#vHuJ`V9(iSs;A4ag`7;sCTd7oQwNwgMrhKr*_$ICvfQZ zwOu2rT`!APJIDzguA}MOpf35BAZK*&^Y5udM!0s(uE#s1`&TBZ8;@f4EtB@)BfxxN zQ=b5x^LRagNNXG>*bsXBp%c1SF8nW+JcBwP{dz*`EQNNST)lqt7j%P5gyDyC9@oN$ z>M9`jKALlGj@VOohOxL=L`C|AvWDF&ka5my2LADL?n1ip<-tYqK z$sOlWCW4N6&ziPIoS2e)kk1TU#JDs-49slCc-g$_b=@ewn&6l)LQInktu_g^>A@)U+&VXrjg7D_dAJEJdMI$Omd3ue1AO8JO7u%G1KL1GwT5UZQ1Q% z-CNR)VsRy`patgS4`PVDHha;nt=HE`97a?*Uq&@g@$OxP1C|Yux>KNbOI=7>6NfL; zJg7W;V2ui%@Ai$-BZ;!Wl0_JiBFWDe_a5t+cKf@g_0eCnok*6ptT zmTLUOL2hWIR{y^ZOU#hGBLikA-n2jM25R(?FkVw$b6dghH4PQQ%lUe*IolMW_Saz6 z>L>9YdmVb>oWYER1~ePiwCumfLP_R_XDRBfkkRSB(Y*c5t%WEv+4{07^n?Dp3w;(w zuW}rt3-hXiJ!A&Y;?@i@m~m(8Tb)%+tPK|3)WMV1s1~2{^CrDbGzO|7*+D>Fz$|Jy zgstedSaSiCMLBNKSxjIP+f)N!7=b+cDw~kon-`GFQsHEZoc%(ov z`?b=6CnBQG;5K%Ndm9ieJswU|;bjOhyJrGWot;3WW42E=+WY26W(`-YZ{%|ds&u4X zhxHp@E3SO4z|L5PrC@>a}}k1|S>LLoFBlCmDT8F{fa-+m!V|?=HEp?La3e$(=`+ROx5E zxg>SnHXHmBDc;UU>I~@Si63J`Q>?8arME8isPvl}Q)=%gd8lIIQ+Eq7ckUIfJbFR0 zVtv~Zkt3o&Yt2oUF%z6dcib24gNAy&&0Mtl^jz3IqOMw8!=MON0aGyElkfgV2awx6 z*O!xxi-KAqJsY@x5H8gLFlQ2RQ}z~lToWPeBVClEPurR(cwba>ZEkkS3%qw2PbU?r zV8HA}OK5VS0z46Knj}>+{K{N$`5;y4!umy7L|F}~`Z7RIU8wEaySJcYY!s{^LEu=J zYBHrD8RN;*RecfBeULLh)ZvQSZRuWugU?G&|7nL6cwe|PV{0SQ2I+uj!ZMsRrA4WT}58U z6^{rHrF{yidXo?#)I$h`FFdrXWOj~G?w#UA(}{pTfqvAIP* zR^MVQpp|piINZtpPZdkC&)@m9C5N=WX5pCKhF1R!;pKqIV{Wun-wggwzLQq<8M3W zEkA*+lR~2U?MnZ!5;$6qLi9Db(W&U{*a4MfoGaxrh0}7#)%-gvhgI#YlK{#}z$2E* z>b4|MDZ)_#njg97G_He+#Nb{ke&lZM$}= zp`#<(%=uXYP}om%2fAf7GLULvyPwLtnQCfmPHt(tY7bqqmmIqMiF$=4utiIl<`+$tJZR4U%Ra$N+fTp*4=aR%Uet?(L<@graf27%)#*@;P^oB`~Kn=>LJ_0PqUdQ-G zc*-~KdN0W*B`ETZq)@uphATgaz+G*CDw>f=T`Uwu9)2R z=J#!=I$yl8`M_IJEZb#l$Il#0cS1+?6iM7-e2q`(=shn(DucZuU8)`u&|9sL?EhX^9Mlx zHtKhaf!EB|w67z?3>&^%rJJMylHzejY+W!$l2W_wA&o`a%`#}Rn#ne7kH01}PS9WX zLWZq(`Ly79Ns^@%$8+@t)|d65;mJv@yTIpUm^d@lSQQb#Noode$pH9n8(yA zb5$^}cGQ8?dPPH42HnBT`njIcAHs`_Y{v5NP@`#akqUkX>@KI-6BBzC zT{{KGE)^hn`Pstw)TttWJ85<%lQhWQcbWuX?7c4@d)RicR7IhNLOU0gvcUoPlQ=jO z+t%{TXVhyAeB`LlIi}yPuAb0i zm_A%>>g?x2Qx^1nzKq_{1#m{P4dPX7cDKP(xV=2P3 z+X#czyN=IQO)YF8(D-QowW<{`>_GgdExSHM+BOKc1>T2}g7}@fC0O zfThk5%8gi%IPDu0d)C=ut%2hmFBfX#Zgd5$ulF$I^;Je`4pN2~#5_x2ZglH>kgP@D z)qM-&$PKNFaBL}=cN-p3z}?#0h)>HGvVa8m4xB}kLO)m>8ggQ>^jPtQ`~D_GY+|u$ zw+52M^@qv=i9=Kb0XBS>?IjT{(1CpdW`LQ%z7E$>uAj zQTZWjp4FGIJZ(&A9H`vrKy>iXnJB1pAdIZeY?x02zbOLW#M8|Uk4;F8*GgR`r?t}S zTtYdG8dA+VHtAk&?%~vh<`{s%aeXVg8WtUVk^F`X&KxHhHo}Zs$>u>V1^TtmkbeEL zdNavSsjBzFX_g}(UF~5{m=dDMcCKectuT$6zJ-x&H>CCUXj&YqUO}Xn1t5e_$x*X+ zei=)Xkqb{D4;dw+(7AE^yyucQ(-LVJV}eq`K&F@kl#u@fQs9Wx;=(Uu-{EX5`*0CchyP$SoVod<_O;a5?iI2nV$hDb_A73#?HIv8;MRPT6atE!w9;wDsoF_C|pd zg9k6={jmavx`~6m1a6`H?tb|=HkSlU9f-@m=Z71X2~0{ z5D*sSaOOJeNN71~r@cRAt8N-dTV^O2G8bvj^g#sb)kAuhZot& zE_0@F07?yGki9h+)P}Yu-5&tiKGF(d#D7up&F%cfpdRk5LRl}`A_VOL zn^rGQ3(KW-vYj0#wjiH$9mf(3C@6|5D?0P-158}ov3R44fcEr{pTRp!L7^wIhdkgvAH;D8j#k0sHjU#kYq z-;MucE9^qW#DAD&xmkuX!eo~QiMK|tb_`?I9@*X7akK=v*u}j3FT8z_(xiH#vlcQm z{Ni`p%spUKTzH2g5&d7}I0bJKc!_J_#)%G|@t_KyVA2y~iB~<+(_5)pEr}T+RmML| zapX|-P!*O3NV)JIu>KnvP-ah4E=f$1)~enKST$k?83@(R4R0prnch6~n*izQkX!h} zv-U-URdil6f~j>I8|fK(gy8lmUKJuM^l{ienEXjmhOG=K1VG9Ed2J}cqoyEXZRn?Q z@^?q44dR$xMEPO8BdS5Tw+|odeo#0QxFuIjp&hM@DA~>nn0O)w8e)3MB4RCzc(gcQ zLgy@wT>M16atl&oXFoZJ11BT3VxI}12gHaHPmU^2mLyus7b2cBQ+xbkkF*pSbd1%d z9^)!ERyOikr}$qBUc-NP zv#DYJ`(o9;m`>Z1a(ya?%b&Z1_x@r@n{(-H+^8o&ovz2{YM)qLtw-+Zr^AXV}c_Vj1SI4!Et@%(<>}nsZY?8Q{DI zr6PnOpg~?#=Q5p#Ch_{H54a$TRxY$agb-3~M77}auBgzzrSJhZ2&so=wt#FzD8aq} zLz%}3&~5ar*ghfBe&q148bwKiJ_jtMm~wspL+k3VH0$+X9|UsN9y0$o-Q45e=ve$| zV8R}Fk3L3ojUS!KHzxDibJ+31h z@Qy)p89tec2qaG-d?dPc(+ME-hw0G6o<50zuBgCY8f9cmLm5FrUhNS34^KAPC#q~CA-9gEvnpZpemDhKnoQq-YE z+TbJ4Gen`X_7gOcM{<(xiOqs0<{wDJDGDsEZhkf9&s7Ka(HGhix!AtaW7XoXVwG8S z`LWU)8&V_;ZEuqxR+1&Yi2Jms(i*k+XE@9|+qCqGQ8QuhdY)5J-X2_)CuM-P%`0#0 zN#-=TjxznL)VqF}k@B$5sxG*cpJ}){l9gptl-w~lwHx*3#SSayV#a*;LMJ)Q3#k6Z zq$H8zTmvEYW=s})Q+r!1=#)O^YYvtP7Wzwm=xi7r`J37>q7Hmnb#Y}#PJQF8J4f25 z@Y8?4Bcp>rrCqKx2|Vv@=unu_l968Vy&SwAQ@BN1V1JwC~*v@~tEyGFgpFAmgk(a6Q@6wn+pH zIIrcZz_sBIZOLBY+|p^VVw#8+D!Nu+(AY6trlk`byTdX4^plgakd!UFm-7nwlyhXV zH=X`Qe5P9QIKMN)msF3a^5tq4&XQyxqdgeyjbzF(b!RAJ;i!MBQ2DF1w{d67z67=g z6a7PG6G-q-!!>Pxq-^xStu;J2<|L7eivs0nNh!z?4%p6rUQ-o+PW44g7~>r6J)>%b zGi-g_lp-mp^UT^Z&$1^Acse0$UF^6SR@et``dTEusJp0;4ccln^W2xRTLa+#+z{~m z6sf^c*om{?lp8@n$X6F9YYyx)U=(X4wF#CEf7jB`fAohqGmjI#O}lF*r8qiIEV_P- zYh)4p;+^0cIse4j6m-#Fzxd|3s$cWczlIA%>ZM#IN5@-2-;5f;0d20{Y;hSwL*uc7 z+}wu{vi(jEluBx?ZiS8u(jCRuk3lWQN^?kDpoK=zC~&M4O9`4@Y^I{#U*@yAWO;_< znKu%4qQgYGUx*}AknSfh>e<_|;=7b6*kO6sxgsJEI$^FqW(=Z8-waH>AHdgk#$UQJ zB2j!|{8*lkSGE2MY0!V0d=CNlko?GCE8U9Nw=pRZR^ybjp~wY(P#IP`o4rsel+7Pk*l!_?LSi^T z!?wz1DQm0gX&<)6(Yi8lNGe~N0f4m%<(m&56_>zO-(@r;x6kfqJTvQ8CPh|+pY;7W z&d;KcL04PF$tTrFI@_yH&)9A!oV!#2Ye!3#Q=RVMy|Ww&dO)>Q(H2*N=GGV?!Cg5s z7d|+i9*0ZH4<;gghImJOl|h5It-jUeqSDdorm+nyOY(i7L_K0Vhut(QP@sj8jurOo zogiT2Zl+Ur^iO|y&1BadsFf$6?d%LXcy2ceT9z*4Iu_LBiBkvw5LLvFH%Re^e0((7 zPXUH0?$lbUc_AuUV!i%Iz_sdcS)+B3$DY>xj&qVgeaS_t%u}3aIMtPjdy=DgYrJ1I z@32$kw;uL5PW}w43Cl&j45Qy97VD(BpBDV-YD+op#Nl>$vHPQw<|?)vP$1%ZEi#OH z;=nm?Bvv!@aWt(K1*)80G*mZvG{&bUNS&UYMKV23YtI_wOgh^Q`R@p1yPEd$Uf&%% zpslaCE}VvHPwdx0=LuQmba0UY%!>=#)ZL3MbXHwnILw4=bhy9N<-a=PLqyW4@W+*j|8X}{hqb57g>YeoerdC5XQEa7?_ z|Mb+G9_+WIyi+zUo0)FO9DfaSR1W-OFh<_B;tPkE3M$(*3X|Q58-%mdk3cM{K}Z39 zoVU_^8|v)d(DQDw`WzXyfY%iABSZGaGGp3S9|zAOip3eCUBV1ss8466NjLI-uLQP~ z9QlT2bRsv;5peQn%tgb(j2`PvbYGc4$_gEP#k1yskUkPd>K8ni&dOSIr}HSsYvA-{BaE*=>K%>i| znDZR3A~td%$Y16s#%;=OYJ%9L~7kc{$602PbfxIjYi6q*`Y3VP#uoMBR;-zZMk0JOEU}X(0gArehvh) zD;kFjf-VqPuHv)6P|_WMrGAhms6SMgB4CXn%o7>utonJX*Z8~7Mz7`lT^hLQd#4Ov z&Q~ZbbW)}ctI%cGMr@g3=69Icj6il8;nuP+g=9)y$J7(0Qn1tT zH%c%2E8cP^a_v`AZWAhRIz0;8g;CM>P#@y(@!1+!B^$uH=tkn#dB$ko6h8{6Ttn(I zIfdc?-!ad=s@@0=4@Xm2_@7a$Y*FgURn>Bl%in-rM!%NytE6~AUOPW1I41O+(OA^$ zZ|); zAl$_Q;v;T@;G2#cV-#jz){n;lFth*3ZOQMC`IFw20cMGal$DfpkOz9ie5; zx(6D5FUcI?8`Mi1RmFbRbCRj!!E3rPBg6oRL{H>@@rvGxv`h1IiS9^s@mP-sx?{R< zVkPr#sM_xZd;$;h2|%2yC)>_n4VdV8kA zu>yOA;YLNA!_h}?fsftyswW9HZWxh*Z*cb3Y!-;Rw30+AAIr{BkLWvH_A=gFszF$% zf-rn{fsAKG{#l^N+R(?GP&I@<`j|vJ6I0qNAdL#m!@#b^9|UpJb9o%-o~o;Y<2UDu zi4rCfCCY0G#dl>2N~H7Jp1*S}MOswqcMDlW*K{Cw&=qGIhndAZiIlB;{XVE&kp8}d z%JMgvc(UQ}IC7Rwup#3JEsNVsSBKavESnBBIJWZ*J@aVrw~%K>KBE!}xa*oHJQzM) zKPjhZ*OMs)UA6R|c*ld4CjxbjCZd1oYhO;at=8Pej1`;2Am5<-lIgOXlJvK*zgi*l z)aNen_e$J!J&b7mt)u>lk@l(E(9{-SBWYC!Qur}d(NgajJu#i`Bz3t~oRMLHLT1g{fB^3ux{h0>I4>da|$E0?p)%U`{a~LDWWM&qpqE&{1>-}Nf zYh?`f8I-O))(%mbU$xu7d=%J2ppaVL)*Q78r&v?O14D_9Q3M;IHSa^*q6&13i63MB zkFo|+SbJFXi5m^e{c#W$C_7)cnEF^Tjk_xj7;6N!`T|be+uphVur$&UJ={qCc9tL? zjx4q!TeI;5RF}E*IOPDnh;wKvHf`y+iBe`79I!Mhxl8x$L-$KYy`FwtYvm9tDN=Hydb%(A%)?dSAe$Y<144 z3|sSX9MOIO*yuV#mdq6qf}^rpe1z`SfEA2EPh~45F&Y+w&!=cnn9;a}6BDNHo1uxT zK2OpL;jOpRah$~YQvj6t0!}SPj?M8)2i{~IGPlZ}5wwef-@SWv!~f$Y%oHEB)yvo} zioB7-cvsUYW$|zwcU11b+E&+Yp4sCv9t(J_Ev~uG-3ou8#}>o_=X34752HDkFqqo{ zW1$^;2t=YXW*>e4T<^;Vhl?K<5Tm>fE)8Q$5f)@#jZms0_7%s!BEyiobPLZ8w0{Jx z%K5Q!jfVL$;P>*;o8wjSw-HW*t$N=&zd?&kJ3kv*)x$u!I9a7yvz)W;#JgwvOofxi1G4!DFg7m(!4!Zc$fS)n(zwfUvBywro;H^bf!6=gAJ+n@|t}+==O##SB8oqi?`r za`Ac(mCxG?2$D;uOJbB5{b~^NW3JE9ukQ>L0jhQ#2}L=VPAWEc7se~%TZ&v%(nwNn zBNujb&nn36F-gi=F|(T^2q|o}x-R)%ML%9|amPOM&*l=NEPv1i^Hu%I=?_Tn^G}6> z=AU-qg-gyv_=GaI)&YOy!f^&Y011UV>)}uvhHVAbrJag*t-9YyCAKrB%gW$0TEs|> zd2Af~ri_%JuF7l3XYBud6`FtVMTNgkGeCIbEmQqkB}$a5D18;?Xy_*b%75g~!-(^O zRH}h@Y>Ur0b3>9n)%`K2^W?PxUu>$>VLTy@jJdb^F$T|F)W_sr9Ys^%x>kc14;-%+ zZf#Fa8Z^wVUN{GYCz~vrn_ge#G}fOJaI616zvkU}$9z7Q&F|!_P0$FuE|x5A?l7weGpk+;(Vt+H4Z-_W1(|RoMmy2LTI(%Xuz!*^ ziS^HOS{SURo60!aNtAWmg-)0*mxf3Nv6)RYmoVy}iS(SsbI=nE8yc#bWb4>1f6>JVRnW91Q)~BlPf$j`%&eoF zRHG&6dqEyF^o!U40I1d**HP68#!n_&m_aJxBg%8B0~MK{@q*;wN|&XA)F;N{0=|dp zDm8wCK8-ITvjO@17FKEG1cAEu`HN8cVLZd}2@kf5lTxV`*@-P@pM62ylO+AAt1%FQMUuMDaDIAB0TIL=T)*q4(m!i~z8PvXaw5{r%e1D{VcG>`@-A#CqI z!RF}RO=P*r4jC`i@UI7dl$AG%)AEO2in7S1_z-oKT%Oez`!X>yJ@P_(HpG*rHe9iI z*1A5CGy-VJ?2LT2+Qu)U!_`Sk09noPnhG@Nh9w(rGx*dza4?p_RIHMWSd0yXW}Z`> zD)R(K%;FbCI5XB(p((IrNYejdX9ZFo%a95(Teq2tO=+CrP;^!PukT@);NStaV#MWx zZ*e+= z|93TCdL#oqAY{#>FlJ1I3qmDfN8{Q0iyRFb8rgjWE?)-Ry|1(w#aNlY)sEWF|>-xm6r_!$m%p4Zot zZeky{1By?ukS8<6oxA0j+DBN+M7&Cj&684&)EZOhyCC8DWGS&n?9(r8__cC~xP{*C zis5n9Z0xK?)OyUr@6QQ|66@-)%f)j;IPw-sgtaL}F-5Y`fC$(_^dpw_rwDsLD0V)@ z{_Wx6CNRV?s=uaVSu_-Q#+-J5%c7ca(>l9JmE@LL?i2tN3Me;COd7<(UE1%v(uuWR z!lraUkY@%HZS8M!{g$-ENHd||UPO>tdrD9~GT{yygg{U{<4etdx_`SDJUaeoDAARjKW&S6(!Y#XV7qbDrxdQ z>QG=%HfcACg!>nYUOQPNFpvvR+g}R{3+f0n-SPO^h<&fi&R~w$t+bBc?9RR~=i$g{ zMsz0fi63L9k`^*n`Qra};12=*!Zw~^y8-@ihX{seR8&@HBc#lofe?PxuS_y24GZc| zfhi12z@2+{!YpUl?!j@Nxa@>%Y(K%G zXNA>sM9{opeO`2JLBN?3vk+Znb^ob{nmMana^k$`otl^#+qxssO3vPpm0YC|1|ufo z(;VhZgxW@TBjaE!3U(<6GdUdWLnasKx?S?~B zZ_kfWUCjI)EV!JmvRK7$1aZ+tB8K5(9Vl$@gVaC6DwBuJ6hG+-7ZVH}a!>RbNdt*p z91GRJL+-E~PL502F=@?!dtu1=ZZK)R7^zLo%8nu0G9~!owtuVApvOZz5KyQa9a{ug zb@rcw{x7Ct^}b zJDHb;U_oVJx!LvfivdG&{Bk&)Gl_q-#Z1Mj$CDUDKp(jS2`xqiU^?t~V z2t-yt`0}52Bj+cJOcu7ma}Cz7>fjjGe-&K%XwHLL#f}s0{qonkoxJ^m)ksiw%{-sJ zI&$du8__y^#l%r&5#RmZpw}H{y@;NEk-L4AuDU||I~v2Kl&s{4iy7PZy3j70uoE8y zok0{Ae<{9;a0Z=#&7u=Uw5@T@V0WxDgr*dK-d%rl01|qWWks|Hg!lMqo~A^D+v+@2 zoXeNA#3N_`h(qe<<$751CU)D6uH8p@oAbEPy(uj@2#Y%G z>Wv6}=|l_b z$?S5zN5{igr2Y+aBg*&Otp#JBk?2^5WK?#%VURoRj0))CkR>gT2lV8eU^vK{wjOwt zEMuKOMggJ>T$c9Z%V$F5!z2%T{jWX>#kn$-t~Q{I8G?DX{ADhCp~J}IJkoPgxaMSb zAzXJcGN(;3-VsQQ*~4qP9=UK-rr%8P_WebRX^EyO7=9WBoqjYyDwokgE;JZ9O}J_P zRFs-5;If)a*$C{C733pT-|%SA{Hy^j61%h&^HAys8t_JL5i5TnlGJV1Q0*}eytR1( zE3BvDP8T2+V4x}On>D_ z7qVq!(0qcQXoWNPT@%ZLxeE~mS1Q&@m8Pu*aYm%@RSCwkDDPumh$hI%Z}+MeS(n|O771;^jeK0#q5pA3w@Dv%=C6XeIA<`H zhLS=TpOZV^|7H>?;U1NJ@jx1vOYoZTTvD;tcuOjbe{CTRi~H%ga2YLn8cl9jz-B&6 z+EZUwXd-!4CmVz)%HaQ5EAN&T@gtwb8%wKo-ZP5yt&)j%@n%*qYJ@^W>ez(N56Qb2 zHxzrFL(zV1Z|e^M(pn=H%(FPAc7VB8oDtUGZ(y@GRqX;q=BCVS9&yb0P$RJhUq;cM zVW5;%0w8R7D@&je*w}8gyBlglo}LHda1sDE$OH*<3;K)Gi&WG%E7UXpGh#nx)Q&}* zf7(4T2%U2Qd6bf9N3No%1aQG-$h6T0^@KYVF$kS63Hz!d;yW5ao6|<{YF?Y5~y1?fmW>r zYISmUlHSJ6FXzo64fhlv5x3Zf9 zy{X%E3nV03T%0jAO_bUNvYOxL|syP})H1-S^e!g6obr(w3FKbx=??(Na6JTBVm z=2Bo8Kz#B5Y#^ZN5trLNBh19<2449EY;*{*C3Xm@=Nj0Oh2VfI8+a1%_eD2Hj}7`H zr(f}KDuXmh$$%l>Xwh2C^%kkID;{z{PA@abxL<)@FiGMJV8iz)7srP|#NNm*lF3Xr z6{>LRC!@}7O{Pq~J`0*YQOXBCWfjGNZ9|70 z*B+OW*+-2mhZ(fO53bi%Xogxy7K0+)!!&^U{MJaaJzfwfJ#vXwN3?ycqd0^w`)skzAMmiaJXIH-f@ z`r_1p!RP6ux*Qk8>yQJ2vyzEs;`o9j+wLt6zP?hAdyACD4wqZYc4Gr?FT|U~z*|_l zh>MqDyYn~2oW9jB7x~N`8-k))t@YMoh$mH`aQ|jzlNY~rsM_d1RKCT+esc!-uB-(r zO?JWv&SD;*t%Hoo?Rk=8@h8jM_@Ij)k_MCw7)o_$^g6qf;zwT7EK~#gCX!}P+mYFS zf*`ybt`h&x!qYxaPFPQ-#1>Fu>M}hD6r|dVGe6h-0*w#}$1V8tKWa2=YLH_qFcJkU zN|5H`P;#~z)6Eg=a1BNU!f2nu4m^n^C&$I~f{|CU9f&aoaoiXTa~8-NO5PklZu`_h z;@RKK%@~rDTeLnFO#7#nahZQsi|<geY%XpHc%G zw!r(ZqQ#1?Us}y(`c7QXHI-V64lP$ybUG&AGC|a8t*K%(uTAVvevy#u_tT6t)J9Ev zew&k%IlU15Gyyfr-~K(@J7r0&M%jTY-XA({fu0)27+B`tUV`C#O(=>DO$`@oGiL*QGsLI5b2r-O~KE79V+MUQLI}^xLpOHVJ)DLkuI*hJW68O6&?UZk)Okydr zA;XoB6Q!`Fn#f?0hqoDj%C$ea=*}-u213}V$V;KXNM0LMse|ir{ZFn(Ah7^KrVoF+X+V^G<(XhnU zA0oBQ2a)zrv2e}SFF+X2bBB7}rw0Fy+f7AiWut-^IhOv5!ZC4cp<^UtaM4cBc&gxi0LBo%*wh61bUnsV zvUiNz=gtI4GCOOB|0w{Vo#~FWpg^y@|D;IwN$>Yr%37n z{o-+9Uvw&;>Qve}d|_0l`6iXN=NFS}q)h`_9HgEOyokn!epn;BENt&h!P+~#2sL|? zqkxw5DdYh}?q`0AB%8`X$kckvqaZW`hp;NruXy4^@8i>MAvPw8;>m2|XB7a>A!gwL zY!XnV6!WUagG?T1rPe^);5xHSaU!~y;u$bJGCHaqrzvFB44qMQA-&05oL1;(q+pT# zUIiL7P6FpSHqgyV-e-RU^$+i^-}I193hCtQsj#0EHAc#{D}z~}Z@`Lr``qEX{D>eA zl+->Z5UEaM&;lfalGv2F1i2=4%&&|x3is~EqDs{G%7vs`pt5pkeFjes&XbzqG5+GB z>{uEPBL757!rmaj7s*oX+v+C-_RC*i3I6?|S;xTO@yFd=XZ?dnXKk7n_vkH6OJ;b_-^O_1=ZPmfhW}kJ7mw1fz;ULtza`6}G7@+blgp=o=a(Cm@f57hMOH%kmwdq+Z zH@`eY&_2sVG1j3rQ~uacD^y-VDpsPx^Gnf#`j@bD@_B0sU$m25H=MPIMw}Y*ErxgR zyK($9g|613viu1wSk3AK*Z(Tni@Rme)^ck@Fh!vd4lTT<9|qGIJ2=S*fF`@?3E~pb ztP#`&P##-_v`rZ|uB6_$1B?|wZH5y|UAXp0T^lXVC3#ueKbs{h+GhHEZw*!9R;{Ch zx6aRaM4^l5;NB-7xj?>ytOREP`2)5lrR#+ltR#iNK#c$;_?B>CD{TqpyUu6VS|(T}t{XL75P~ z)c>9`DOm4hO{5K4KS+DCG=a9)x`3rNnYB3nZusHrR!W$;Hb?{rYR%j1R}ULWch=Yb zJ*henPAdEmK`{0pzLuG#;3tSB1+NB$3U^6nbH+)ynwCSzfB5{g?0QdYGu-sNt?bUX zpAo`6G_1RA6j6i7@;o-7|HQevxSTK5Sg&K^bQ#ew*#41hTQgE>)+ctarnbwr zN}JZ=7p2Q1pTRM?D@b_3IJ&zU_cX)7oYN8L9L0mI5BNFCW06MUDPt`FL-SkH6X4!JrT%-YaiWdF|4~P3b*x4ef#6+LwuCv%j**S0^XpIFmX78gxe}}K> zbf$>@(=!Ytf+*_xp*0KSp4Wum_8UkqW`m}GG_^^!_h8G3CL@dN{Cjmk_XJo1V<$Uc zFCt<204TH!o*UCF^wZUb+`Ab`hT5fL#reL)&VnYOts5jqmw%RnDerG%9#e059ON}> zr3}I9of>=c3>brvkgo^~qHn}TFkaZ&T}w{7!k^rgt5MMQTLg3@@=Km9GBK2zvuCAZr*_5z7y;bgMYFEFl3&c7oAV2@1mAluiFXjb}*z5%k5e*Ton5A6Sz0Eru=n+;$vnh+BANBW#t ze4u29M7>p;G?>-$LBFqJ61Q28nr}^}Q|vfHn$yNuf9c~2-({pr;Anw{PSDuiCT|e>a9&T^O$uk%oaKUt_kJMUTIF{IA~C+p2kcVxlE3jb1y1 zt#oVUty1@6fIGopA~?QW9kWWt^9`JsJqKfC@Ds-ZBDvffA2L>X?@VQDrxYb@a#H9z>#*p6A<+(H5fc1;&XX8dBiTz9NTNN z8v!A6AbA*yp~M=A>@-D%gkrqaIKr1t3~;a30v1au^a_frUH$9AU|Co@jx#3d{)rb| zk6KdSV61`nwc+j}bO|WzCb1Uk;2Se~?x032J$4(!<59+qu1A zCsb>%U;1|DE8iP!H)#Q-e;rcS9#f%&-RUm2=!$9%3+%xn%&=wQXZNg(8_#KAkNGuP z36+GxjnSAfYS=Itq3X|V@)1T02J#pa(tZjkI0}vLwr%@aquKH{j$x;U{zO@jB%$nB z$>Xl^VqO%W_?khG43}WPD^c{Fy_WhWTSbC$P9ca|Tt;ambtWE0W6>UwiCK7ZG`A64 zolwU5z==D_k~w^mfv~FAD^%d%w3n-gm7%N!*QB&`uhY-9TdOPFnH!$;R58qiLp0r-+r?`2G1%mJDHlX6-V-%fO`u z7m)CWid8$5)Sn#eu2BjM?&i$J>;tL$MA-SxJ)Gl(JMb54TWnzcufQ{a)cZ~t=N}Ne z1M_svo&7Us0 z#SE<8V_ICq@7~@5D*JrGIMTxruH$KX(2~OyTUKV4YqlpVI4O;{Cn^S3pQ0}~?#zr> z-EVB<8aK_b`X9F!0P?S~L8u4-XlF7PX{os3>ZdYgU00n#y7K71UVv&61*5nE_iX_{0bwzRs;d)-<{ zItMb{=cEP}sc)S-9kujuZhq7)(Zrx?jSw>{ePKzqXLHHEVe5TJTmCDlOz9n%;N4{CasQKk(?AesT z4&Tlc3gMJ2J_tROdoNl#HRRq5La{0+G95h>8M+cO7F8mInMIq1>eI@ymrx9yyboV{ z${01M7X?gmpgjxN+CM{Evy9IKREGIq{l2C49w3&I+FH{8JJ2bORUl9RetSRVar1;jrfHy=Lxe2Yo&0Q9K( zI$l-}>qKr!zuVDn9IgmvF%E4f#N6a<^If;Y#Pf|&PxJlcZSFho8ZKGu<+SsymLEDC zcRMKja^MxWh6^TEHTtkZF|qExH$@v5Ple>`@$ZMPsf~YZV*Qla0dKJFbskfXN|#X+ zA}s|j&3>5i?F|XXx$sY?1W5vZV!XNHz2HCgON*PkYG&EhHCSiH8~n#DcSKKI?C)Dj z4Mua%&%vzTg3aVy@U$%ACmpx(q;Ys%-$69i7N8lKOZ94?bDPdQv^bY0 zq~rG&7aq#+^6xQS2OB>g9%tavtqN0k&wB~=;xP6!J=IOQe74xPb9xC{$#Hg?6Vw5% z{O@derCSxvu~Yr64CZ1i^ko&gh{f#}-F|zdkBx@J91oZj`Qk2^(5ajCvQkG?9EM_f zh9pbSe~%TugXY6Q<2gAsT{YMln+kxP>zLi}m2fLwLG~Cx|EKxRUG9uZ8v-6F0pheq z9R!SO72iZ9U`W>Tp)cqaF?(7sD!LiVCb=`OPhwGKmH!XgjO)q=xZoo+My|v#ZCX-5 z`9!>RA?uK2nYUVMVO`!&r3ElJ&8f6Ez$Bt$5PjXU^#@zhtK>T^@OMC?_@P@&^78iE zAcO32t(nrvK*~AovV|zW#M%NN~l10}7RQ0+p-7RK3C-R{| z2Ny{qov!?B>zGBKj9Z>VfKk0|qSST`gB+=%tBmOYh}2L6MuCQAtrCJufFM6n+L;6& z2y<4>i9FDRUFstoJnvbXb`V<44s4z{sr*JU$OHTMJ!@yOt;V+P#x6n3&$O(MDr*vv zgHW$U$1?XuY+F4|L?L!>AD3GCNb8|=l<9XV>4=(#wfeJ|+ut6sz2r}IDCMk6XL=WY^3(bms;v3+O1QqA3Wh0j(I@bF3BSP*KsSFW3GXJLtdE zNiFgVq$iop?zslGpr3PCiHLD6cw-jyl3Q1Ng;z&a|D|Cws$(ZVqI-+d>p(%A#WfHQ zL2T-EfN)5e6}g4N-kPuUt=g8q3rI00;s1d1P=OB=r|%9FE0iN}x}SayqBea|Fi!OR zBD3NZt>J4rV-j4v8W3T+e!IPYVapILF5W!iKk$SEgtt2~;u2u8=4bbv1OcX?t5nHK zSuT4kgH`d6*Ap)GBe`TkDX>EbwM;)Ml|Bkd_1kB-PcK4z=)^s*mYO;y=`2A_X%c~R zl&1}d+OKxSSs5h;r0zfFhAC>F@^U^iKr%p)^E99;z!2t-aa=B_mslBc1p<-Sz$}Vh z8E~Rz`{;buH87dpaQ+2ii`SVLZVXnL5b`VXal7AT16d$-%uQ~#U2QFbEmNv{(`+-H z3HKS~eHu_Sfk|QUm-~5m|8JYdPZPjNURfjQI+o?X;-13}l?wSJJCrmOUtT#~zietxu8U$+k=?n;j}?^$;34 zpa~SKv0oWpC$`E=>0YaqE2iB9muQtFH%>MxfccU46QYQK+;D3o+-3ChA-K&e;O4H- zYGg(PHWdR5T1*-4`INipUAXW;n1_D%mgmro#ti}#H`@%_0J?5hlFUqj{A6qVcE0F@ zB7^MpXF@~Aa=1H|GUoUN0o;#unQ=EP(q0pyz`B4@;LR{STsJ+ANakrv;uYk+$y@^h z)3XNUwtRfStA(i+c2E|uFRa%(ZF?N#L;S4oBjDFB!FpMA;lvw5po%gWgOR12K!gFT zte?|Rx=N+=qA_3OQr8dZ&ki3(U1x&h;e%^0HFZE4GU+ZF5)gL~niw!af#FvEe-7|m z`jiCu2GJXyZfRd)Sd!=H=#x(O5x_F}fBo#)SCtP*lbpG7_KENe6rx!R6C|<^MG$RO ztp5_o6cg05CDRbJN@>;rbs*CxqC0^+NMgN{w+6fHP~5gp&3+&jTw^trlurB|zqM0v zek%2it}`_?&)6WlGMXJzY#nu|CJIbYbLvRs!xa%7)E~vj*19p_q0os=Uk$c&Y*;Xl z5{E0WOb*5Gy*R7F*oF3Zm390-?Iu?ma|K1E(st*S2BLjA1cuT|Q7Va5WcsU@x)q zz&p$ITfZLn6|3uaOJHiRo!&WMs~xPsZXa$vu5F5iji@- z*zvw1uQ5H-DxBsl-8bDB*rUboay=9DVsi|yf3FiEHMCn5UGE^=2`p0%!@~DRUq0nW>0g#a8uUt>eJb11)#v-zRS)E7Ad{ewr$3tnT{cZkA~!G6Zb|qD+bIcuai+V= z)~xM?@h8jk*4~9ug`Q6?*m@4*Mk_dqwHbu%je#!{Y^`0-k8-X@d&zM+)0z?eqJBi^ z&VaI-MD46V!z-F`bcMDK96GOgD1@5R3J&iT$Vn}CL3zQ-$h{|$ue?%E%Y;V!D@D5l z=gZbxg1;(=E-}k$)<2R+D$#`G>}l}vmxm;+>mOtJ@Y?x={6Ql>ta&N0cB`ycpbPH_ zUKS}Xl2hXoF{T(FjITvKY4OjDfoo66>*60d@YRzk``NQVC=u#6-MCf%2s|W^jT6Cq zPGlikB143fVUCtGjPgXTSZD!PNxQl|;JM5~tAGG9c46h}P|w zNyaigc{Orf>=V|PyT+wAES*rKB`@e)`H;t>bB+8_Gs0H#2I&-EIc<}cFPy9F3wm>4 z{nFfaATY0UXgLU2#Ys=bU`aMM=Q5Z?m_k-i(lN}21OkSC!K8P} zgW1?`LKm@kvM0f;!XGvY6C3n4bSA@rUf`|v2hF~EmLC;?nG)u#N|#MlK$v(D zEiFVAes~gy@Ijq5_w5{}40tP)VXFWSHh(m2o0Eb|IhvdkZjk@KDOtx$3_T}?xwHQM zWbV`e_#U|g=KiF>n;smIH~zP$f^upZbLE0i3UHDgfPhQ>Jr)xq0 zzu?2Ovc0SX_@!S_D-zQ}9(AmRpYF}vgcMDt>O(U4Hwl3CycjVg(u=y;5}q#% zkL>*}Ar3NGWVgmw;_Bp6>tDUK=kL!?YrGL3e%TtqhdFRbZ?E*r2h{Ivm?oS{71<3a z1qkd8e*W1y=}jK~e&{JZVLwL(r~Mo!drI7JIpv_Xv87;97EUSZZs}Cz3Baui@EDMe zYDhp9IdjDgaF{`t()e$*=q`jTKdujjYuk%Ume+YU+WI>QBMJN(UkIBEwt*>Oxi6Te z-I$5!9tM=Bm< zt`sqJ=EL1ms#jim8jOk3HY+8QW8Ba`ZWv8;bTZOD(b@hOQ?GXy>hXA{{|pmqN6nd+ zyMNIjfWK}|@680-!eXAx9_A)2GsDLv#jW6`Q#u&TDLpwrb5#gQm!>mnJ(07(GP=(0 zu|zvHYu;cu;1GCrBi<**r^ws6pA$&f1ijKLJZV27YKsLSH1P9Rcg7s!V2_+=12bXK z%YT%PFq2U8ON-qN=;G&uwOSto8?neVv0xY4_zfg`D_~Ku(*jLGexka%z9maciT&dl8Akgp67vQ zZ{KozbIclT=S-nbZcjY&3LNpQJJ@32cgYY;+k}DL>L5D(fv5Mfp`gt5ceqSDqgDnq z>IjYXj4vE)x^=*j{Xvdzh09ou(squDecCfqj*J^p zaXI+(FywL#OgE`vAbZ3vg%D!DJ+GMs+;lx`15`t}_h2*p3f|E=&V7B3q+(gxs#>_riy3tz{mRGuKvto_u3WDCyHa#TKJd%iVifHx9_? zk1)7!|1a;(*NTieJ{fAUYC?|6CH6{5{1;{-e}d` zG;gEGo%xaFoQ%*!I~KYrHB~{pvoS;=)+f*PKY&7M>HZGx$-}OpK^24K84uA1h03CZ z%gFGF+f9}eM~di(p&G^2)b68E^c$)o&=;k58+1ZC(6QXeY)TOIM+!R#+aBw z6A`1gwodBhOWyqwijq@0VL2`XPGKAi)vg13#wr%m8{WG@6i9zu*^uJ|*Y;Pz+bHR! z3e&U+7}9s&1$^XL?xs z*8~T)sKL9N@wPWQj&0g8B^h^+s!zCxWiKfI+}?aFptqG??x&H~7yIU4W}MW2JEHCj zr$6lopTwrqNvm!DbHym7icKD#p3spS%bqzhfxLfdm*bccpfh7tgsiX2NLOqu;0;k^ zB<#;!Kevc2G#oV-0;TKo7P({O(X+3k-mkg1V}Se(EfJRy_5R-ns{hegV^H9 z@KYRp15y4F(Ur2!U`%z*V=a53Xm>=HJ9yG;4$+QQH?U=Y`T>9)<2tn@od^X%MA8Wx z|4y0;Cg8Py0F-vS1zOdMQ#gcKr8uk}$%CN{EAt)1^bH8dU}Jg4<>kh?ffl^tcW*35 zwWc!q{j5byHd58+GkoF^G5?(l8A%icCF5%#@)6WotlK?Ag{WR|8_48Lwe&TB%*w!d zd_Uz6O6W_d;fRp&V=>Z%Ko-=L_q54m(C1(g+P2IdA=Ljpn$s2WbNQ&GSe!e)fQspG zlALGTZBpJVfml9MB+p>S%PaVG`Jyku^VatfM&L#0LkS*u@0y)VepF~iDnZuW*?JqVJBGgUv5~p0_$CQhKD8(zHv!@N+gd}ekYH)NC z`?SthjfZQGeOKDOJJKbakNn&V`xfr9LFi<)qu-z8ct6_w~V; z*BY(ItvG+}Evrz}cCn7u_vYpe3dWAb`1p5Ef?osQ)E_Onz)yZlt00o1R#rGwGrPZ& zA9HrFcSMlbQnJn_9kJ7(zJc7s*`tcO*N)Rk+N_m#yKlbjP#zQ4b!B8AXy|$ZL-eB~ zYMa<@cw@?I_LXUQJR2>D>yvP!^oI z(WB>UGx*1Ffk*Nse6kyGY7A&nzAHEvIrs==MQ7|chUOjuXx#p-vN9TYzumWpM=8aO zR2Fes5y3Dyk$r0*rzH>N5m%%WsP>{4Q)g#fAsPHS@x%&rnv{Uf8b2LP0@VJB%VHc0 ze7%)6m#rxCs{~RT(LH*R0zUav^%3BYrG_mFZuWbXcO1jl?nHHA6MywYR<;rz-gPuj1A#d;=H_|{uRxC4wMw-4iW2%HR4rG5&vLE&TF-mHuzGvWk5F&2 zHN(K~%*Hx$)Uq|oULiJR+gQcq1>uJ^?F!?N<+WoU(9oD`{y;5q%SMGzlb=xvF%)Cg znA`V+$CM0V%BWLY#Fkl710=U`-^L0E*q{$JCt+DpiPiF2Z}dOi1-4P#aOU9F##bE9 zaRN!o+a+_!Iu;R0B|3BR%6?DC1^Fg=hS$%+VeN0yQd4S%Knte)wuBVKh> z8Et5A$h-a(K<4K2GdHoK54`NdI-c8wsut~(88&bDySHwqwMX9YU$G;tWbK4{tDfJ0 z;E!`dC87adVv4de;{OS)wg2ZM7Y_i^npAZ9ri?ruLUs)noy;{w-u-Pm2cs}zWi_uE z7>V*(o*$XxV_MN*~K?_4r9{n^gD+;m(s)aw1 zG4oI|^~>?U9E5FUa*WPcdYrt3fP}RaEzwT4-;j$ViOPI9(Ce2HZ(q4=SaOiEhN}&d z>cv(8J;p-Q>F}(d0)Byl7OceqkH}sl>4w`>evSVM6uV!Et9+5JOu|a;5*6s0k$-xa z!P(jh0}D6hjfqApf@@qug%YX1i>Y?JlkZRRox(>P2}K!U;a5*)wf@?lco|s2+pIto z;faVVU@8&hJ)Ao!Mdw#MXOopXhBkG=M+t`gsF6C=Nfxs{IZ7%BlYr&VV8qqP)SBFLWWoY!KIl@cyuzdE^TS-yL>6paRSX--)=ks*@m5z`UW)6_Y zh)#BCZ#*n@uCs{aj+p*nTNI*@=@54)g}wQQnY zodbe5Q|*-XQxmE6Y9mA0_fr1|Y@+FGM`Y8OYT-t#e%EMeWByDs##l$j$Qyq;Gqsr+ z7m@vUReL!9d#8sHmy&Aby_-&3HA#MkU2eh_%JJcTEG7Rl$?Q$!@@|Aky5H+dvNUXN2t%u~2{IRx$I5-N zD*NvHOHeN4zKcaBiaXtm$@)qF9@9D>)CBtjEvG!0?n_mNbcUa^FnOJKbIp_C)SZh* z8(_pvBUmoI4WEAVM_ssHcb-=+DyUr*pMW8 zQV!Zg*%EAaRz9Mjs&B@6c~G|VMQj_p$5q^JsDptw3x(O-?E}Si9QWCZDtLAq1bq*T ztb#BxBF#LA_D1wUf;F;JO$~pdTc2n9Co|`TX&UY(pSl^ju^)$ITlw(0T5Do+Qwwog z3hB@&nHbh+uI1I}@Z^m#v+V|0`{5ca?HyaFvr*XN}HC!_liL4u|;q!3dY0@XiDvhGQ>`zVP{X}dqz2CijXrZ_YZ8H<>LQ|!yCHU(Qeu>FN-M=1>_*k z_jxb?gJ#qXP5j2s7=Z`>RPORVKg3NjHfAFF-2-tmqHTCxgHw zMWA$;oB5-t8AP$<;Cx>@pR)f>r|PvShdfM#G{MN)XpKZLk)gU#I=vstusBAFNDlXL5GCIB{5pR9EUK9|0vWnIHM_HB=kk& ziHsi+F_Ru^x?{@H0kF^ZFjeMx#JOg|B*`pErgUfrbrY0VxYZ(>)3SbsQC|WOxJ^!9 zJGD>r4_gW{Gn$E{*5sk!GG2}Ol;mZQ6rKsQ7-y8VR8+ul2v>%sCB`&F>%J&|)FU>N zd-+i+oug|Gl@!rh6NHW~pk{=bToOqE6K5v?N(H&VUca+U zz$KN|H@57ix&ug54A|&*P+Lixk)qD8lH3H;YBy%Tj45PWc;dDwDf-mGdv$J2jwP%% z`w7T35ND7rM)c1;@}Ns$+wjieeP{ISf#2vfL?_S<^O)LNlAqV2rK{{BYTrAP8YQ1& zhLT^H+W!`dpXDnWTx2TQLB#%dw{O&_W5NjgImMrX@Wz()shal~ zM$@t9`40`5j)tT(eS&YEgXMSI91>9eEM1&e7XczVPQWcz*`=9fsOEc>OOc?dRx6Nc z#l|u&gJnLjqxwGDBw(3JnUw=j%DX$&Q270uo4Y)3a~ z7xB3GSTmkuD}p81n9wB)a3pP?oZXpS->;#zBzYSxBmtG8 z^ZtI97QLLbbjy+-QyuAYf?{9aZ7f$~es9?fy!baSX-M7g{SXvFCkwD+>kT>yRjqY1 zVVh4(7?ycFp&t5ROquj$bd1m9ud$AlYwNa;dL)?XNZn(o*>%Qi1z6YB(o*K}6m4n7&vMK$U)*A%oS$2FXpU2rjSP za~EX&v$BF5MqRx{P3)aXfC7Mi?s+_fEjZ869gF6jofhZ?#4Ci2n4tTzFI=x*l#rHr z6X-&8(I|qtxL19+2tN0lxa@crIO5w;d5RZvm^bSxcssV}1hA^o68`39hCW z!eh{X-!Txq{L6Lj|6tQ`D;OVP(9S5(E}?KV$vnJ~=n2wZ*1dxLWuBSn=oTmY```4} zx+57BUY9rJrLp>}Xhl?G}IX<;Em&qoC99eiU;|5krkRm9PZVE9Sd zzw34O%yg4gOSfBy)uja$K005tV=|Yk<6A*}vyTe2oIXg58!%dVgxyE7kC%44R4FtN z!_5_UXC(K%cjzW>%(8goy5PPPE>S}icxPd84T<~XWu}k?xrjSc`D>&@yMhJdE;jfm zVpB4abf62S3fnof$89yKu@35T4S!3f*syq@7y*T2(o#H@Mj?$Q5p53V3@?kk&;*H0 zkZGl~98WTM*S=9x6th~|A0SEC90chPb~msLXjBS}?Rq295AWCZgr(0Eq})QyS# zdw8f@g8v4&&bY6InoZ$M<%St=ubb6*udYNxQI0WNt)GAOT@o$;8sFg*GxI7_5{3%v zvPOuAV2~xVhw^QSh^;8$HaDQd9TypFSE4A#1*co5jOs*|JkP^_6*rZ zIxaJaVM%+mp!e;N)7>zR%vWjKL!QN%y(8TVOiFc@8RTCMi89pcZ=!d{J(~Py(ir9Y z)}BOinU?|C19me|wdA{|y-Omps-apKQ+~0FZyc2Kv7Enr011FZlxZ<~C!cXhR?eJ0 z`H1&)B>2WSPf_cTk@4O+qw1O2#PiMng&P09rJvc5;g91}OVA45m)#+c3pTXGj|FBb zz6xP3H$B`H)Ax@J)IZ{MzQ6I!-vbn&$H&sN=HZ&oaMM_7MRb!yEiysL%>@^!tYIqw z>!2}=c=_tkDhyA+%JVfNSV(W?|yAkcSOYdV`86oH=OPl2Kq*F8h z`x~w^2;N86B$m|nEs#QU@Wr&Bgf9)*krxGa1W708 z0XoYb4?bSN)BeX6)Rf3wa0Xr*(WJjN`rq-GdW}1YGOy6yn^Y#Q6Q7UgA25kxxE|{{ zWFT3s(LbB@csTCl9O0s=SFp^5*>qigT?35dW}D$W&d%p}Bn77pzJ#u6=_czjac;Gr zM`GV1g{^tc=FW)zo?kWjORDd({N_Q6LcpHEyY@1O`&-IV9)DaV`54e-l)Ofqf@E0b z(PVRk;klpbz${&Csh|tE(Ge%t_|^?DOhYf&2$<$ zRdpr%z{BDzR%pO((X?62ql%%tEXXlXW2#@{d{y#%v@44xH1auxwvd{H^fBFCunArX zn0;I!=uPRY>23ew1gaP0)ypWkjt$@k$9qE-zY1A{CGawNtBENaqzPcB5JLpB;$3TB zG1^5Xxgmi&4Vl>!8}TE!D?EFfywCB_9kwjkY$(t8EQy^jrs>G@tXRfsJX{A49a;0Y zgG%es(zd)A75Z_nQ3p1}2C^m$1Qyqdot<2fcxa%}Q^Jip>N~MEibzCkFV7qj!l-_= zNf}C8!|zE8cDt*A2?fmozt)y)qGz(J zLUL<>i?O-u{IK?QTl;RSG&?Cb&+4I;dc>cTpG7FTjC8uA|J=38B4GLQ`kU!FSCrbM5XTuV`20$XQ5gb~TG29SK&j zk0Cu@&RJJaixHGVM0IdQCWh8a6}N;?h!4y4G|z}w3a+>n;K~c@Vw5QoLhRoo>K`dV z^yhL`&-Ivj9R8gbJPLWu)>hvU!AIOUy)$)xg4cr|$n>;m3X>8}{VqpS5C$?!2#TTj z4^qaUoFj|M5-0VS|7{OcBdDYVH)2T*(K@B=m1CJ03%c3rK2LFqQ?;}mRKOM`5&5@- z+crjVQ}$#k#LbGSb+f4lnBtXj3o3Z5nF7n!bxrO2lK2fi6HN&)`+PO#hDuc5KdMLy z4=28#J1*+}Gt?weJQ5Z>J=;P6wfgnWe425^(zvj2tbHekoPOrGn!)9N*bOvy`Ms6? z_T`P;LWGHCJON2O4!zr%z8q)x8v=}!DI-(<@Ax7aC+^s%WlOed=Dju2qJ1nvAxT@< z9yIj&Av7Tu-VLGSlA7hHkz&@3sC;S^zaAq!VYM$tQFAsEo5s(=+nWxiMEL0Nar;PF zcQSZ~pitk?$G|fz+{<-(jhMoaN&E9NA9T_SmawH&nbI`JE&ndG;4@X z&dCsbc^=Lx`VsaH&x1aOoj?JIrL5lZ``Nk^i1_jdVBQ(Luac-|)QoP3Ziw~-s3bH= zE-}+WD|2i~h#1!UbGdhVqybh5mHfm(eEd!)CZcOstHU1k$dOUmBzKMj4&S*}atrKn zFyCoW5xiWR?fTGCL~7DWrZ_KB^P^zLLOCi+mXvC^bfaZgNyJmWro`VMt3EClS*8~tG*Wtqtgs>{4w?@z=g6xma)mx_(Ahs) zh5Ne7-oT1cOOf$2JkQYyxtZ5V!&;r6M8zd5e`NF5dzHKfUvC<9u+n4d&|4TMMaoc| z(+TBKp4X(rg=23bh{Y`CN&5WM%?I6ND1G<)D`r*PSyohvttvF}X{aQ61@xLv$_7ME zs#>RVY^6_h2@lGNorqFW z%&|^!z^?#ohln6c(e1}i2qN*?HF?^u{W})}@7aPbY}Hl=cC-Lr+;z+WkH5rrPd-mZ z(zj*%XsJWeyR=CYTTOyN`A$rE(j$Pm4N}+J@D~}Z6tvv(!z*7{Av@cbXCPR9nd|+6 z+-Oz{dY+6O4c zTLIMiv2D>xOz5U!U#Z$MX8xe%U&d6a&hfg~Q9g`D={lRx68AJDwAI{tOhAtrQ2O?;(jnxwZ;98s9m@TEfkT9aP9vvsO!7X)mNKG` zDhmOFFyw4qLIZZF{Hr9^LLNW1aZ%Ed<;`R1*n~+X)FuHP(Jg>+e_FZ2(TByYRzTr(`bBj*&&sP>sJG~#bT8>h)^)1A$ayQp{J*%>&=BISk4it{~Ezlr`4M8XIjuaX} zj0DdHXRjf=Y;jY2=q$mHCyuo}UkjMyr({XVt2vmbj2U*)>hA_T!e>btNyII|;ht-ZaIvAq zm}M_DX5ZB^ZBGFNx`E>WCNxySqv@@ks(jvisW5tcwivv^2**WSd<2pxbx+rG%65!3ur$gC3CWZdY&-r|Nwn*&AffksI#WRjX{WOpWic=xR+yqsoudUiPi8(GFYc zB@@@PYn_Rz+`6qe4EOeWZ07y!BA-;;HlEH<5tl{k^>ijTloDT!eBp=k9fDRaRBOQ0 z8`)YBY|1-z7>TOaN3U!mv&TFi2(MrKvI~i?iB-zA081^IFOKIgnHLW>X^(Q5By9IG zumJO*mt&Mia6anI$a3cy6*-hMLEtvlR0Qi>dd7#iwz>Aqdv+`cR0E~g(hnEo|5dx-2^@NZ0Nh?Mo@K_L z6a8u#_ZPhGL6AqfX5Cx+0&4Z(jZO5o_KUtXPI|p;xC$WX*8(r=3)IfOX2Vq2SkbIk zcb-shj#te3^KvWusIvCPpq^*oL4!+(85EwuIxi_De-4E~4+t^nW=@XnYiCOwp&~S^ z@5DTog~ft9o8VDMOaSu7xb3)*SQN7)M~)hLhcp&>a*fR`j`yP=Zr3-2J{@E(4$@J)qsy9 zYRwh?iBA_j#w*nkg~v+sT_Ri9SMzj)C1QxnJR=Ty-YADOWFL^B$}fTi+zL%UMB1?Q zmxfB*+l`Q00lXAF(y>Q{xvaf!ko%d3*-R>#0p&Ron33?Gv)ZyQCkfrr2rj&6e9|g9 z@6%*4Wduxxf{0yxQ8PWyD=d?)4db!r$)vKKkbYv2@8Q0i{)Q~oJ#)kQ-PVicg;n)$2Ei{H^4p{xd;^t0OXGpu&hrb8Ut!!+EynKRx{a#x&c|2VUkXa3xC8$QPu8(l@oS-_ zna6^DG%g=p;sFMH3#E0Prm&K&1q(A!C-d< zq+mO{z!2HesOvmvOw5Lr-A)Tft_T~ZB-j#pVsIYxPlXX;%UZEC&gytVXTr6`!bRIy zabs|XMJH8nl0|!c&CKfNYbtAoyO{|wN04-5Z$J4%ix0O@E~c_UL}|_oK_8vpN0G4 zV_S}RMlmJ*01y+sc=C$I#mHZrWYQG0nE7Sl??J0O(bbzk-+jj3?(zl46;(ZdG8{-* zzg^Fhr*)YK;x0$0Z9;*)RcZ#fTt5%#N}Gkn^#Pk&AXS*t^sBeCxA?Q9!_kRoia_^PZrU;uy7EcQJb7*>$KIGb^#S40 z0u;AIv+ygoZKZnJ_8n$c4;gGU2sP4)Sc9gHvR?^42qog8A+g7{_Ocpc{+Z8~<^$J8#@DOH&pG`=`l z3svj}Q~RB$BHy`bXn~}Ws;&8z_RS|M;viN&%i0dZ0V*`1Ew)rYFJ2QoE>_0=RTSeE z3%N%(HEF^E5Z#(hoxA*Dlm%P z7uzjAGDGw=y`;dU8SV~sF(gFXt($((9w)j+40Olp+;V|UMb5%lG=MP=3lTxEsuL=o=i1!4<@_2XWGc~eSj=S-tNm_QG=EdQhu5k``hUO-T7)z$ zwp3J9dLZ*oyS?NqTv(T}2Rsym_q_w`4|up8!@F5i;leP-aR~bCDqx=oe4`p?e11cY z$ddI|+9SCJ=_vyVIlEQRTR!UYmJbdeGl%sTP(;PIOiLE2LCEHbrHx&ROTO|3=?fl= zq}VVf_mMO6f-IeTZ3Hd=2~Yea)W*v()X8*gAHx~&-U)pjwroKi4Jj1L1c!Dj(^~65 zTPMNuG5eE312&brHd?b8R)-r#&8)<{=9eejrU*2^Cdb}fFV8Tatj8suj~W=D~MJpD%X-=7Rxm^Jq} z%iw%;ZB>hSa^e_dLHy$|5+#AA8Nw@Tquo9TlCixjn2;Z9P^hWqx&z3q>l8f^+MEcS zkw?YbP%-T~VUQXU7GySK(P6##Ar9cQmOaXR2vr4=s!npV8Jucv@H8x{7p2bDxG4W2 zZ{T5paJyfWVbR0p7mR;Y$yj|JOE>}gHDc~cf1j{K!Pin-vFkp;)`>W^*kuunJf9l7 zgBuGb&HaQM#xF&c;7{D*;9RNiRfb5a!Dorr=@2#$x@D#+(VB3@lKZ|1565vNhgF~i zfk4e}khMjgdDePw35X$#u_0o)+AK!Lm$@Sa$+ZS%I&9ySQ*;r>_Z-)Mx&q;0q!w9GX!$wufDGwMm6(t_)(X_D6bz2Fv2BHBH;}I`L7hr(JQ? z^zXXS91p-JJiA}HPlMM}@UgX9I5q=i^$F^g{{@(h_bIH-$rR?OW~>M~0h%K`40K@v zQZ?2D_D8h(M-7eu0MKqC4zG&VYmv;sFN) zLPv5z40Hym=vu-cw`Q;Z`oo(^ytq|rcup>1a(uHH@V!LBx| zI10}PjgE8)tVwZXn%lH`ycGwi0W7Y%ulsq zG|Uw`0dh#i8)?Z-j}8h?l+9e4_KG&kLW|gDf1E^6`4LUVbzy!P(dxiL3b%}7RsO29 z0bbPN6$SdRaDNkA#`J?@zOA@jFfb0Zwl=yWO5Fm(Bz7^{cT=a=BvRdMQ&BLn087HD zQa49!XIY!y-A%%`?xROJhDtxg;xyv%P^E77%F#q5CcoYMyFilC-F z6M^_&lYJq9;Zul43Z=GO8^@UK6!A7LDN=)rou@S`$ZA3s)mEfsn)Qh47e&e^4|_7m zG?OQny4@Z%z0ry{)g6kUhX54P62sozpG{L#cCp;4oU=A@a-B^=efL{`%NdHM4Vo2K!;<01)a4=>3b{P35Ow&IhlhD+8VdskWuf?4k8*Exaw> z=GN&$=wqv%UXe*6yV0sK(Upn~v$`rLJCfTJ>_rZ=%=0K8^_*p%A01XTVcIVb4!#g>{)GA2w2P2QjS+Wj{XI!&tp)7!b30U1LIg{&=ah zB+|?}se?j03Ook@sS+&#@Fu&~*}j%q0ua%66youtlnZts;i`+PVdW$(cFQm6+wyo_ z6!}1c0keS%2PE`a-`e#QWIFNeu>Z=}#}%6^P;k zn&}sA6cl9_)aq`j7fAP?WLbI6!rg|iDv#49ZS~4iA%b2SD1tJ8XeIWZjGQmMo#_hd zv>@a{cquKkEfM_4!%~kRT|7nlF>xyjs|eM0dUxz3I67 zgo%C9(=XG{u_u0a|L}3z{7->fmz%w&(Ztst`2z-{kI-9#sye7Dl6-eZrF~0KDw3px zstvCiu|D}en;EQP4Mo_VGwOiH1BfauzD!Af&& zX#E)B9SBA)&~Q~&%=j_I>-4o0t78ISNFTL3)Vi$b{=Ze%6B)jDi)%Z7a$6CO%KY=( zQSR9j%Z1fI#>>_)hXL*c@$1qr0(ZdCI)g7s)$md&*7R#j83}|!&BR_W$7BM%wq7kl zwBV)pllC7U^H&%#i?4w{6xMWpX2ope1*X*g)V3LJUqggr&jNlL|GeS&{|(%_+~v+e zTa=W`P&Nm~^wiDQ$R3kpMYPasvxnZrfad-wIj5h-&>lO4G;}p{+#VtWoi9BZ#o(Ub zZ^GsDX?;yjni?VUb>e+I>q61(4IK-D-{lQ4I*%@uZH%{hhs&7*zV>e zEQCBts$V!IL;oMA1N-c(w1*e_o==;kNu0e_eBEc8IJjw3HUlKnM3Mu$WPP_Yak7uG z-pD4xLMzqsl%~8D3{&^vmusQy><%2o68iz?T(6p}-)xr}hen%Nvfrv4Vla`<=uR@0bD>wK5?2j-YZhQ<>heIZ1bETugHI5npH%0gSvH~57JVA z1O~REFQ9w_ORcO3Db-P>+zGoiadVDQq~;Yr+^@1QNec3MqgT?X5Va0QsCWC>sz(M@ zLVV!M87xoDsO-WrO!svC8Y0&@tAse24z=7m$jS!sq+07A70VG7b{+$T@JmiBks$zM z!0jf5AAX&5GEuO%n3TlGh9(aQ)n#xBTQsGG*OJ^l_XNBH5XQxWY@kUA#77gBP5T>- z%mc%Bp=564w5~FX8tuH7Y0Ai3&d4uV3Z^CipdH7T%``Qtxx!GFzRDtIhelN?0KK`% zZEa~8ln7lwK=quSgtdK!|V^vcKJNQO(O2`K%Az(VK6h+J;P!8|cf}R(n3#%({)xO?)Y{WKq$BMpTI`&M4j; zR8~l9cS@|cEWwBs^Q#?~lySTNYX66@kxTwQ*5dkz4dO7$rhCd|eqU>8yoZ0oV>gCY zYiQhm+!j}B)d>&sDo$hjrSWcdtr*Rrx+oKp`WK+Xw9+`ZEbe@k6t9fkNP>#mQfh>c zNE_4~y^wCcnY&J{(V=B}=UUZj#!_6JPY8s2iG|~4-2tN2sbZueD4*KLf{Ns%vn%sb zg3Xe=e~bhlQc^sj%v%V{r z*2~F2_>GKabq4Q7B#@T85^T>#rn4(BarwB`6G`U0A^fp^#k7oWKd;NMJ;{$d5SBWU zspohzAq#=&R0mi$X4`1VnPmu*`(g-PiK1p4EDKP?4L8&q_SRS}b`w;)D8oULiy&7F z0G_Bfh5MX}q!T0(A(d727DZ`_C^Wc$m2vi7n zf@CqD8 z_;hOGvo^q?hV>AKswa%Mu4yK*`1XLc6zq$55Y6{R_UdJN?8GXXViu7REy1P&5qv`T zfVq!%NW_KOk2Q3(?FCmJa|tZFil=2ah}O&)_RItEIo9ZGxfuI`z3XKt`syh^h> z)yj+_TVnSwwt_PQJ=`PlkQrO;jlE9nbJNK0(;>Jtg$b*Xbowll0L$p+l{zG#gRE|b zAH{|;yk@2y>tFqwGEYsKjn$R+cztbWgO*50_tS1W5yq2&#Oxll?y=B4 zs&rKP45f_Ed8YycG`erLPLx3J{56J_%hTuWmxoX`m*aFjpsboW}9&YX6u9veep)pO$Eo>IWaw zqABjs_%Ksgu~tvoOD< zyAlmH?mC_Gf_mtgzu5k40*j>DkEP5b0(%3SJuz7@ac8u`KkS{E- z$;UeR+yNDF({)2vnyvxj_WVBJOJ6cQsUR2A+8x)Nhpfuf_3uQhi06bHo>;<`j3PxO z$8g#?S6bFVH9DKD&NJ8fTKw)~y|_0bS^NYxPjz^7UU8?Hv!}o^xl~A!>eWF7UTHWA@JH@khZ7b?<>)9b36u zQ7lP})W`Ll@>WX*DQ0iWE>9Ug<=uPeLqOEZjF8(TQ)W=StIC<$+l;vIfg2PzW*9|` zn8jI6+EF0qM_##Rudw)~Hzg|W%r-gUnVrs68;4+t0;Ma22W8V7sJ@Ai%iFShcPO^` z4AQvbH&|`lbT2wyTMyGHq}Vh0)?|NmD7TCx2_=?5%G7c)nxKR(ohnio(rATN5h1&v zA2K(6QNk?|ta0ZRC-Z&Dt;7|wsw%y9FIalxPi)}y8naT-U@p;{EwN7;)>sCy{{i(7=SE?Ppy*S?+tzaR30$R$N?qgZhVV)gM@fc)hTRN2b^<5r`~u$(so ztjeEH>6W#KAu{FLAT_T>2Zb6V#N%Ngu;5a_>bHgJ`$lHib+Rml69f8!Ps!jSl0R^wqFB9Qj6yu`;~c)V;x)dCZ2 z?Sg&MT?3EwADsOwMZc*}^Ah{W(}rtThhRorrRx?oSO-|tU&K)-?2gKY6mh%oDppdk zWt$&Th>@P>LR?s%2o*v6ae@h5*C6{Zsvi@ikI~joJv#7_RQwd#jJWwE>|4=r6-%P6 zw{}g)qi^A-X8qG4iUaJES1%f!^S;#;y)K;py=m?=QHIdqudy85&O?}+ab5og(~H`$ zuS&4Y$wi9TuBs3kN4XB%mtcsRA193Ov!C7&P@x=mbrhn~dqW+Wc*6ikh~zPp)!cc? zoZR%(Cz%eIDj7H8bjQhz1|fD{O^%nbuUffVo9$o1)lO=A7lLoBhm8~4c~)by=aW>U z9!&{PV5H0C;l+zr33Thvy!q$RP%SS0+k2VXWZ%OIt$h0%c<&M_V`YbhQ@KCK7j zM_9E?3LC9aQurgET&oHyb}z2pU<$io@CrMyaQwl%-sdSD@1Esl!sHYls8nyT6u^=k z?f=t$K~jG^=5>>vc#Nav>8{I2#OnvVkJG$P8L~0(m6Ey_miv%q# z*R$-K%k0@l9aUy;n;bbC< zozDC_0P*{gr>9qEld!l0ui-^0AGc8)?t;$%!;Q)S)90Fn8(dh4dcCgoT8`Igh)j9?d zb{qc?F`_4!C1_H3a5!g)Ru^={JHVHo-M78R*yeT5hP#`kgcFRVE*dB{m&UFspXz8C!0`M68Z$Uc2_6A89c;bf6$r49Qdtt?{J&p7P%yAkD(|+ zCBqi<>B0x^X~>HXRavzr;bJRKxZ(>9yG09f&%s>dq!|pVrS~5Vl-zY)Z5g1rNXU*} z=ENsoLF~0v@)oJ##I*(xLz&z4;t{&4<&uut&3BFd^YMI-Cc0ejzihx$)HKn6PSeG} zQ+|;LO=fGoMMvzqE5P_slf;v<6htz5%2CSzm0!bWM_%(?AGKyPb8-rBuWXd!vxZNSSc6}0k?#wX~BCd(dy(S|j(b3ojMuDu^!Oc9an3gnB+R@|T1KS+p zfbsU~W6&l*S=H~LOX!fhVUG<*1U`L5@Q{9s{S)0_O@Xpr!OU*^g;uShBSjl2%9OP5 z%&U|`tMEYB#hhpnPOdu|rY9kcCSQH|tOjVE`}cZYs|L03urSC6@2nkh%_@>_??+w< zjCf!mRlw@$c%`0IntL*cJTK+*lB_j!* z;-*jnPC<_14KA&VT%PW2&V{CJa{g2{RI~SEO4`M7xv=*3eIBQ!trPuOOgI`U;v*-h zUo+euKlGvYY)BEyECWLz=>yy*wO-&dnZ;BRo)DDIK&K(v7XQwbPST7i6xC&GvR>V< z9?E#Cq69gAmmWG8xLB)D3CixF^kk&Epv9yr*;2QYEFYIr)Q_Q2-k zwJzg9lTb!*WDi4Bp^n?G?}W!&E!bF8(}6cl_Z_ZpA%{hMO43qhK^>cG09Qb$zr=2w zj(v+z^z=6v2eWq-(<2JZ{^+n5GGK53gN(WKFtndA>@ z_6%sey+J^A|6ZCLzNxZz*`}vZowOk%x>_UiXMh10S@2CnW5}{}(JE7=DkU6dy}H>A z;2=`m>545+u`^doMjH7(^0CM2h zQ)xBKQ2mqo)p7a;Zxvg;=duxDwB`C+OC&hH^|Rm;3spL;?(2N4g}#RxHp-=O0Fg3*@H*o>C3n47j(R4S6g@;CnI<*mfo6-X`i~A5QvcW zEpxT$+Ceo6xSl7J=Pvw>&jU!Tt|rg`w%%&%xu~~)wZEfF1~+_g2tw#vt{3Xn7d_oj z!Jl^KN#$#&GlI58R#fKHB5eOMExDlah3r(uhH*=Ra{YwD1d8n9|KACM9;iq#kcirn zZMsr^Wa@tF%kLay!UQ=Z)B(1ZVc2e_6G=%Ik)tngl08Z~)G8Bmq01-#4uYWUDHZ_l zcX9{(uwf8}3XYS4LT^2#MKO=eyZ3GsD8OK13A=lVn3dWtja_ku&MvMrYAwL2EXa!> z4a&8*h@i5%=Ki9L6e zPMQSMe_zoO(;6dcp%@>oAQI!5j%;;N?8i$puPSIz1)hIO!6Z{D$%b_N?K|Rj^)QMa zU{>=HCtjSEm{Xmn6(7Yeq4W7*%pbETRGc*I%y1<19Jwf4U>IJpWPLy5AkMzBDA7l?~uOO(1y+f-SyeJu#ag33bSK+XrbG`Cns5z9g*qd1C(})arWO&huw?(Z9mW+QtOkHIR`wv2 zt%roJ1SRKMa4=`2j3sLkm4rH}1=u%O#ASChw^l{wtU8)T1D-D&9d5Tue^O*RLj~~7 z-1Xef!6JSSHJU~MAfz1O$szevnzdi+h-GM~>sbJ=e)|vak2y*-+e1Aim-=KJ;(A3^ zi>n6lr77x4`Q%~KY{iLvK(6;gh zaV1e**p$3R9jJ-#w5?&FgpO|FaN4JbPVy94xpi|@SR#p~B;)$L#^u6I3x@HCi6ex& zNUOi9Y=LjkI48GBg@x(H#Q!W!WHbSQzMDH8UVl!sRj0{HvHt&^(j<0}X{ZHxppbRK&t$LdO=1>)Rn%!pk z)r!b93vdvr{!3N{vON58C(q}ja$1X+{S$7Y6DkxC7>$`~rV`Ek>%2-{KcFdKpSGuH2P0F*$+Pw`_FKDSg=wdiB|0WB!l?rUgzVcbx6pr!~yNL1=s*Aw?XG5D({ zSpdg1$J|w~4KiBwkPJV1yU&oGff$GrsF;?FdA{Kp1FjE6&E#^EAof^| zoS^LgP%lXrwvraCs_D!&tzXbVK=LYH8nU0)S{{tE6?RiW7;H$Qff{|A&*ZX54Pwpm z=1eXyr&FoX_$4^VpaAv1HgE+=r4`0a4Etaj*gr>Mru=@??TVH7&W-C$}3@1eY;1xe@*UOD&$On@Iez*ilgtH^BD}Ae3ZMcXXAaDiwu}JT zKZO2J*TCyQcsgd1MthVjalG4Yd{Q^OMIVC?VOI3*VFF4(0P1=5Rv~FV*~VJJ`Q#og z=J#8NQ!7nbjq4=iEYM@WJw*k2HZ66AK-uO=;>bVt!u``~lIgcUVCm~m&dNxkefyT@ zn3W3muNt<63QWEW^H8X|Q^{S;EL%0f^S2ocdM}I4J}%t2RH20trcLQVPEH#vmXYB0 zwM80=GDm2*_ZWyZk!hug$*AsY0XylNyHa-)a?v15`HR}SM@1nflT1@|8oULETim_D z75v8S1qyd1DrPr0z^WB6ONp#?pS`sAYASgimFbB1XbB5)wtlJBj%i4!T{vpWt6W}2 z>S_jmp{|HomeK{(le<(N)zSqVT#=N|v4)w_kN;<_P<`u`OH&Opc`{cmbIv{jovr1+ zp9wS{b7eYZmB6jgK1)P?9jWZ9SySt{e* zrWRj#E4jO24E$ASVuUR%59^q{iKN3;UsBm~1 zWnq~XNE`c$9R=bIyn`A$yr#KBX;PQcU(dXz2AbbJ2{^s%6mxP!a2mUhV&Lzey^>3% zvptf>QXg+ctvFmk9K_d36(eino1UEQnAirp&i}vG&mbdmin0Ew?@X8 z%mNqy-scN%>Imlo=!l2A1+x&yCwo75Y5HtuZe+w`xjvhLp-)}h53@tY*&6vY_x3Zg zR7Q~j`TzoRdQlRfPAQR`Wlyy;+zl80FB`~Ns}=u;c>AN;lQ%Fw%?wt3Z5jo%6L>g& zX;)#0FXILs*i>HpzmuBWK>?A>>sxVd6R6@?E_MgS%jdo&Shn1A0Yc0);HHMOEpX4| zvgK1iRbW%3UYR=w*+7OunZ(j}prItOi4mIq2F)WfWo9Lw|NHVe{f~t(^|zG3A^crO zaEcsoln)nK=(9&t&7M^%LJDrTvEPVQl2SEHjj}Z?Z7z73K=P$(?REJH{%O=>y4?LH z`P((JYhR7(1l)Kop?>(nx(@;N^~SA^riUoE18IqDNq~t^1%V1s+cRlQN&kIo`e-4I zWQJRBSr~TdIhV!4tKo}c{Aeu$MxVAEmUXhs7*HY3r#93n--IZ_jufjvk9jK%8D(~@ z>s!|E@z(%I#3dOQXqof>`wWEgF+b(%p_*VRd4v{dXjoXL8BF`1Zn1J&rrwbtve3SO z2o13GK8~q?y6{8+{kLf-o@*gB>hwmXXkn)D9m=NQ--hH#h-%^BtH$8+(J8Cx#&_x@ z!jHj(DX;dJT@_0W015^W$t;U?=aQ9qaC zGvrBb38RjaxFhe#*GdU)@8GtC9as}2_lv>bhPNpfNV$S1KmyWgH>BoGJP7%;6zEah ziEDdQXEX&|XdVYYBib|Y8DK_SPcJ-c_`b_>{FLv7CF;wo&hN>OcaKf3)hC$Krs8bQ zv-mvAoJ~=SC%cis(PpC}iºITvzR=g07{I(6P+C^B%odlIr zGf|~c?HXwHdi_u?V7@0jDZ5fxim6C-zHT&yD*6(Eb0Cfi1RB)C89+$oV<&sYc*0Qo z*zeZob=jwXN|r!eX&!7}wHGh3SZ*Mebb%XQhxQ)Ilmhm&Fll>d5FmFyu)2uXJixDl zsvs5zM;7TirEYeT-7;J#OV?{+I2l8;^i0e%Dtpd+{Q!~|k*?sY>YvaE7c8j6EAeJ; z8s}A#jYD*3ujnM~%_62q+lUn5SZhq#tdACZQs~x(eU<+LocBa%*^PhneJ#FD0DMnw z`b7pyce8{pfA7~H|3VBxVNpyp03|2jam`$T)mEog$tobDM&A0%txxr{ezI`&r+33Z zZxE}>4r=73QyakYz8%sIR+3cHXJVEFOeBt)wWO(up!srC$BoRq{g2szXT)^~E!Fc* zxhp1KSzoyoXyk6aDu!o-TV}9jZbk1doF`Ed_C0U{vx#K_41;`Edd3iqX1grA4;)9> z`1D$jo_XXjceuyH`;JAxYM<6ssM>IF&_uBJaB23UW@!jMwFW0mq zwb{wN9HNaX>W=5*oF7Ce=H9UR!=@*Wtv{NRlDEavvQi5264mUWWTW@Qqw2|veLeg~ zy>E;-*RgD$0+4qgU^^Ze{m@bFF=MINTxsF1XIVRS#+(W^f6fwl;K*GP zwEb^<#(>9aZ{nZb7EU+7OZlJ*`rVMrD|}vv6i1Eqnvw^`nk9XPAvDTLXl|IZb*;`y z2f5`8y|Z=|*(9dxqyJuza){18@34y zT+UqU}6P@*k$TRNNaX;iQsw#neW z;;u%^ZpIFooR|lw6Il1$G>%*?fa4B0s_Xw%bv%>(?hH|rc)q?nUkiD8(`@6Os4qy+b_A3HtOElP}Mf< zIeHyBE=-J&LUkuKRJr+Ww>?InHmu5yk@fx((}2Y#s!-r`BzM-O{4E~=W|=m=u7iUC z`DO#dI;Lc{`_r`FLHSSg$n&7sASBnjWu~>OnpG0`}PuG06S#QjXaqzYZf|~mwv?X ztEa>{MM=%?ehT2-c_Wi=j4yyzr{(BR(MO2PC^q|F{_8_7*8>U(k@h)HF(Zo$T9m z(HB(C-3NED1=Q1L0mG<+;Cu--c~@R*GN(kH%7T@xv?wm(rU~ldy);KSr5%c+9m8c^ zT0%?2r=c68n8_R~Z-zT{xs@&U)DCW`i68U7_*|b%x2$}A3V`Td|+lWJNS(|l+ z9hoT)A=!_s?q*LgL5?_KA~A36jDko)WcYJoMrt;$sT2E^%fI{PCml|}j87gBpU3uO zJuE0D-YC__iaD zNkIWMp5~*(uf`8KC%e-c%O@F;z&IFt<99!@&U=zoC5CaKsUw5xsc90ST6$cFY4bv7 zn+gnkoR4;SB2jb#=S)Gp=rIRP!P;yIjYP^#t4W+YjTch~EJqAF;XfsztPxZ|CY3<$vKE`yaTs+80l3uou2{Ji8s8kT1b5c(%y!RD$)n z02NzP!5?V8hDR`5kk8wx)Rp*y0cKv~iEG(7)dI~uah?L={*nNwJG{%_@Ln{z*r$_$ z8(qaH!dYIWd42bqnx$Hgw`R&6Z4)5ak)US_o>yyQ(B2uYhn~+>lXI^WcSnIE-di}p z8WBgVDem4>qXqhYr%>R_#3__)>7H|~GSI#7;WT8)qKp8`)&ur4FbeD0y4`I@Tl|FU zu?cFA^K}P;O-aUK0DWE{w5~!^0FwEn4&=uiO2P!XWpVUNf-$C9ta)TkW%oQbu0=|D zc)a#W)F(lS6T~Oa=$W@r=5~wM+Y<+{n5set&BS~PEXnu4M%pTXTiFxb*$Ac4pnYwP zngccL`JYknd!7ll*k~*S@CGCAxgp6 zr|M5f_U;qi8mVbR9n$Gb+XNC^3QHB2SCJdM3@I6jEF+Zg%hCn&ooW{_m`d5d6<>eyV zbP~MWuLa;fg5A>~{z_emS4O+(Jiau*ZNK^5HY6h?!9f5Q={536Fg@L$NC6-n2M#|k zbkySS?Ih(uV&VV<@|l28n&l@AEECMJEusmV8j5LmUwGS)(2!u{*in8uz40Dy4%!hy z=2W(ISc+_YoqHifpKmt|jNfJCudB%n*_>)lpFuT*9XBBJ`2Xxxhg_G<9Cl^jhsv?Y zmeDkz-_7GX^&_&da>2<6mo`kdgeFPy6z5E$I7P_OI=h+QEShV4zy=bktt}W0tzf)Rq zwsi?ehQRS~hit!V;&Lm^2HhL~7-yv6e#S;fr?bWCxPZ^z2-h#QG;D{4B8!!9WQL2mfpm;9ioR zVPeC)iM$A6`t<3s_7-GLE+JS%s12S<;dTMDZP4JBq;$g=2HA%#sD|9{-@;;}L=1!2 zghn4XjBMP(EtFjeIfJ#jmc#?wvz2>KFSo7G#Bob2w9D6g@%|_R&=4lg5Z3oeYYf?4 zh%%k`lckJ~z9Fzsy~ZPEBpzs2Mmd+xK!lNlh9q*|QKw5y4UZ0L05jPn;5z-3Gw92a zQ_aiA{Vsrn(bhf_NIM#0-*Z!OQF|vsbm=2VkY<#w2)LHMXB_KUn6%34$JUs66u%d3 zl=2;pFERLAspm%293e9lI?oPatxW03e!X(+M8Xhp<6b93EU=n+89~|ov8|)*NrInL zA7Zaauju8ee$)z_XsPEb=SGrQVxOp%jdvB@7rO;%d452tjX9P`TL})!!)$gX_}I4! z)bp;BG|XmFlICjWba|DZU94KlY@Ws^N_zf1(S3J(-iO#vYN8UoenyJ@;VPFDJl>vj zOmP`M;VD0>%E^MH&y{lVdZKB0i-5WPnt&{iHCK$oZFZvM)EFiUVVGA+kl9eqb= z4-5mkifAwf_SqP0#@{w1jZv*!-*=g>HH!u@=mAeY8y!H#yEI*?@Jcxax*U<_PENKQ0l-Ty=y26oA+oLo0J48OT|}=<=)5TJ)X+4ij4C( zi=t1I^;XDd7&XiBC247oANWTbI`Sdlv>ebgX{dy46f(BMo7bMgolk>EdVDA2+kq)7 zkZ=nk(&$I0j;hDM zUytr&^LBHD#h{M%n>*D)=-(hJZ~RQP}!Ms8P2U_ya>w{VO`LQ7(OYaQhQ&N`Ye z&5YE*4KY9=3#aAohtt`qNLDNJg35@EF@)k?bZ7=hRS5Jo5yQYaYFbI^sTGNqb z1!5t|z7uk4=nZ`tL}qi5RG%n%Uu8v*cIXG=myTKwQW@mj`=*z?)E zquatb{uD9hA+jAQ*)Qo{F?^^N;j%)dWZCG~t;}hAr;4c*oqy=zpKa*ZRBt(#tBr4! z4uephYTr!f`VL`HVGAy%1IN3&*TrvT076E!EivnpgF%g&;6J`8!eGhj^M|S(%}M4a zAVRE?lnJgUOrV}G=qy_-1m<7-9VsIpLDV~Oh{YFAV1pb4Y%!9K?|9m6o@n`Joss(Q zT&Q;#yzAz1Fp8JPLrPwJZ=AOXNQ9Q}FSg=dwoO+zD*n1D+#N5i*a}h(x0&Gm%%EB9 zMNYJlFZtQ~2^?;3ehgl!OP{==uu=Sxqfm^6ko#JY*+YAcW&r;Xlt$7g&Cv$E?w&!9CA|4i9_^Sd3e4|#LgPfmZC-`t%@h$tl1`6Q0H zCZV}>^t0_==sY=rZ>MPX2e~xj9Y`SNIwq_GCEmx^Cz0sWF!Xr8*BW2k5K8ebOD9ca zz7t`jx%jeGD6QORDQ8z|4nxn;EMBXFUQjTV7k)!(*ML^_z?)d8eC-f#GeSOf8r!Fo zA5BEb1erZg%90`)%6i{8^kAVXsI}v=hL2Q7;t0$5O+R4mK)`wZww-GpAe5xsaP;he zQRb4({9&E5xAmYm&;&Xh;HuBzMD;mIv|6`kjj zqU-!q`JRuNa8{=6Trmua;8m5_#P6EFoDqQVRpE0QaSEqJ^8Z|$X?09&1!z&kFip%p zgfKeDB7ddG``LJ%U=3K{1Ym@l#OLf`>#FS=k{-tJ&me-4%N;w9dn{GJmTSDcoqhuS zCOxYNr4;mu>KM0yE3<*v_Y%snMSTyI_P47>?JQWw>2Lg^6~32?oFT)`5c8#T#MOAt z+>eh?(%V(6o&Oiij9+A9F}G@d={ie#%|Ok<5#3w3jz7~{r01+a{Ms;W&Z2E@=bor$O>{sY4&+GZYP~ySELQL6FcbQg|kgS>H!$BK0@^r<`+L$6~PnyCk z5@w|(VHu!PPv{KiY&W$7U> z)Brl>u}S;YBk_TJzhTU?geBm5N?MG%2`OCm|L29$qg1g6W~PkQ3HzU5jYJZkBR)tYWt@4(Fdn~`(Yobk_~ z5{19;hItiOzuaNegjoLWs2i?!##k&T&`^IZ<0+1>qxwNVC( z8#cx=zXv*D%SG~%@F2`PRam|CR!?O{)%yf=bc+Q$C{ICuVVaJyB)5H|QGy59L}%TV z3Tw9Hrp$@DQ~g&Y3Z4o#*7Zp@6DDdIr=3I(rt>xz4HB9!x)j33-XLL8x5nn&uf#Z> z77j^MyMsfPpL>8l*yT+Z%rdMd3Od;SZqyN8PWxM?tW-X4^SCoK=|)I=X_wf1S47$3 zALw`xyP}lNqCZp%FgTwMC| zK+W2%?FY_KXVZ!M3iK;ViNGXYcAE#6;tdC2WB?h&N7RH5DUS~GYOxIq5NfEg_cWdJ z0L9^QS*K8^?#4|7rnLb_z@##q>a_RkdOpN&cV>?Gb3uW?yJVh@$yo}}HU*<2uVf1% zQEzzzpjVb=e#inghh0s#CQFRFN`bJc=!`5y60h@=uu4=?&lO_UH>@A4Ts|1&fnDlH zaysFaN)hn}h0ZAsl`~*KP6WC99hKIl?fag+{=1x_HSKUEjnbtN&UA#}BO4{_^WZa!UBfR0PZO%PG z{A$}rVaAa&>XaMYYcSelh$CIt=v4|ZkTLWV&}NBCaDP|qeQq`r2fTQ7j47#EZ&Yad zr|sb@zFLjN7Hkfj3&2HcYCdLiCqCf-MBW80qY!O=-B9IVE|z=xzyy@T>*3f$a(PVn zlVL)&Hy`>=7XA2^cE1H09(SFa9$c+BNst6J*Q6wlt*c*N3%HeK!Q!GH5pwa>X%PZX zqr@Eei1!3v@PhzI?y-lWit#FF8)b3x;@(Xk72~OPIscV<)eD;x6KdqCoa;e zVxLwH&X6Ds4&5h$@_7>6nufB1rYm7z<3yg3qHSa)efN4@DX`@apk`o9w|KU zSxEy&>yYdV9P&x-lo{1!1-EJg6MU_=-jIAGm`^N7u4u+|(Z9vM={?GadRtZA^-0m% z3G58~8FTA(GX_L&icv{0ypD^#8e7&+s)LKtPSBA;6;ta+X#r80rHAnZFX`m1HVW&` zxO1nzx=>&(r8E7DqWHWl@JF2;2QyzGq7_ywxB zpfD^vfrK8QE#r5hGhZI{iwlNKa~m7Q)|@9>h8wuJc?JdJVG$K{^%5XBVHTd6Q&bx` z)c)-oHj;Yu?xQE+3GZYO4o69D&Q6M`tcuXD-&`ztrD6nIgsU%72Kwe_q6#ypjJv(p zv-12$@OM~dN#Sd%Omz%}`^3H8G9tLmjB-XeiJY7+I>npH4-6rPm&~pqH;lXo-B;SN-PMBOH&(pEa5K&FftzDdb;>_HQ*7h=x+{#;ME3PfdGRthZmJ!n^(t9;ywgh zd-9W=4nRh}o}u;p2ce{vk2IofOzdbk(jvYMaDqFss22k>-Y)IzM8ip-fGIm3KMPdk z*Or5*MdAO@1A5^gAzr}{C<$F_V^dtOt|F(2=B^dtPA?p(1H=Da?tC0DrX-E_kqGT_ zuOzN!9>ih&wHr!Rt@oIl;%Y44VQ94))U(*y;&|Yorp?0w*ES`a1TLM3%Urjg;{+){ ze2^zLS~7sh61~GS62F#Ml4z{Bi=5)*-96;8Bg12hX1YrKM0WTe)?y4uvU7B$3vAgt7 zjYTV|G@w{g-pgABx!-u*f@fCnkPWUu7pcVd0R#0Q_Gnq*98$hENDnfC#mU`HHduLQ zX3;y%@NZ+86_nN?{KX3MEHZ@hjH1hnBz`NAJw#hq68uu*m>cZDOS6?!_#?9(6l65=^psL@9b+FR$+bI*?HuMa4V<0hEy$r~-!w1!aj$PvmpV!6}5p^;0w#>Jb+n@4Wm1@;c` zs3`aeNrdN+ubFIm7|b1Z&v+eYr6G~0kU%;$f^un8<`GPEk274eH&k*R=2^*{+PC4W zsV_iJv2YtzS|cXGi&(mlb{xy~V1j{emHv^R~=J?;QVW9G7I``KQWT{6*Bb^Sf4q?#Ek<3xzX9OAWT4CST7Gj!}n z){)p@LubJMn;RF=@TFxDG8!rvJYKd?j{ykHo;#pF8QS^2R*%L>{>G)4K7ztx&@K)* znD(&+PLDAV)tvaet0CgceJLmzT;OooYFKv}^ce4yn5@)DCT_xyS$_J3BvM@jg;3}aDZ z7=VdXAH{(|r&7WN38?ta!9aFud3>bk*ZbJmEG_H?vtVbWNVbW|PagkVFK>Rv8 z@4WM~)MnDY)0EA542U^7k_aprc5(Y?EVD6$58Riyk~OXvX4lbDi3v$FO88BZogHXb zb4l3dPrCPx-=*eUL8Ge?YY1>fenlh=pG(UIY+PgKSDUqeDZ1JEQ?#CC+f-IW5dJ9l zg>(tJ(hyXDiW5}7Q&A>JBD!G2@Y#`pO@~3!>+5iJcbpvom9*`NDg2HZi6~{Lqi$Lk>wIAQ4I~5v)d&QP zzkazMz!3KlG<8xs6Vv=z-xe9@a5M+qBn7PZxdUpm$(xl;MN^z4EMRlm%iTdgrcmQ4JzO)B#W=L0Y&%95<-szy zmkXm;Ebt2$O1;-7j;6dFjZ-aCU0=RHrv%W@X-3eLwcY7OmotYQpp9=$!SdE_HM32M zd$9uLu}k_JBd_w(c^5ttV(uDCvI+6B=hS&wtgBl%<3sb_=O&U17Iv5Ww$b>Vw~KUKr+= z-fN^Lh4gZu9Hj2$H5;(24M4FXxM(>To+}wC@8^74LQrWOg$k-fD zGVnaKt+M02?$7%RkVD6kGal3ZYq$oTL7>U_QAZAK@S48cmRmCB`{#h%ji!r~L^w>e z_GaNWSWw=^&l}qyl{l7B_9Q!4yB6xHNzD)eMm)as9~DwF`9c~XmM2KOOZh2$4uS>| zfv6jJ;@ng!o^2Xj{lcKGiF_xU1J^ks^FPIA{*>Ud{yvI<8%I1gcDal2Ht;>nV4EqCrQvOYht6}V zQz#P*GE#Sjm!U?Zo!@2w$6NhNgGNHaRMjCH#7Qv>&8%W?2Ay{*{z94^^cZvtCy&cw zSOX+f8~W2QA#xLi0EEuE-xA9$#$uA|m-hHR9f^}Krw%NH3Y_Cb)kJk=SQCVX$psxS z5S79n;@WE~$3GUz9GwkMGj9zk$1!%sS97+Q_~F6P1<=e+UzmT?ph?8uRVGQ3Er)?i z&Yid#{1&3-4qgyW{XwAoz!ch<=h~HEqys;65 zIfN8{kXP%MAQb$&oG{h*$g;~ZBE2<2jWoOPJ`O#$+s~tKNq?`$c8guy(t=VG*vJ}Z zT;>482YA~J0><64j3K7K^ZnN&O_81&0iLLv6~%kg%F4AvSIRxBFJHXpbtxBf`T3#S z6Pad#7?q`tJZM10=l?lae95h?VmgEt zcE#Gf!fyXuw?&1p>|kO10ZBiW8W_C0V^xS^v6{Yd5GvxMe>r!rx%45yoos-a^}bje z^6_{x(J0~?jUj}IRoo-yqWr|mn}4;$!PFsrW|$lXp+dx8UDWom;x<5w(pxIBzTlTG z4zsFygWQ**$X7@elVJr@S$QeHZ^DdrJr;T-F^rTYJN}php;>Zx1#5z|-?{-tr?m<` zfH=e3R3|6^wL}U`yg+_@ZKY`$knzea`p!)`BJ+ke`|X2kfJoNte#>e{a2AZ-)e*A2 zV9)PSvaOx%q;|~`Twi#HM6;~1Vyjcs`y|-;M(@HJ>T2nGZ>*Vm#5p*%=BoL3=%nu5gPSjZg(?I8Lwe#e zF)dhGuPkCzqKi{{>bUDIY@9-Tz-=A^F}2$HtfR1zZ}&`;n-CB&94+^B(mxNXg$Phy zzQ3wVjrj1eGAM29+sG^u{c^B#3p}YeMB0j6fK>LCH)V`|-WhOmMuRKn^Es?HRcGtL z7!|HgXNC0Ma>F%P?VtEO|C8tFYFjfREAq_4^ZBqg{Z7sE>HqEd|DdUJV-479>;(nV zrXom7njXzc0JhrJq$Iv08#zMDHW^q5a{DR}{XCzcZI_QFgS?Su*od&(>y3JdGD)B% zqHD6B>PiZQ&2Od}v2UQ-0GO$}ZKrg5{N^gefL=#gm~)!pTxFmyz5=!JDG=*vaSO;en~gq}TeOPJb>$g1GxZs( z(x||lUYclQD_omOB9yz48k|E#te}m>0;!wo64;WG< zUaIU7&To8L7mQ?;&m?{hC>_I%f(O#;J?^?)N)haz7_Oj?Yk-JeFX4*W0cMYPCg*&2m)%>r!E<io@FwD!EWHx&AMlt#fA?GT^m+Zt zo+psVJ|g0l8x<;2INj&beOxV>+ZvP|wo>Zurwxily=Yx3{E5trQ>1qn<<8kpE(69| zt(mUU{r3ugy8hXnzkwy&ioVezjOl>T<^|nw?BP)qRN*bcf2J>n@lJ*)OG)>1d0GWs ztp+B!Rz+B?B#vac6a#W-!{EdBHGF2_1ce9PrBRAZOrAHkf`~o8;+X&>LutFP@NCUE zL%Gb{UPm{Z?3fSG(nD~13(mI#3!|}uM4+j;nf^fHMe3*~Iu(!j{jY^>s|M zpmY2Vq=;EsZ0*?(4kb4Wi+^H~PU%fZ1m6a0*CtyxQRZiKOQsYxnt zF^!QH^*OZG?a%P=zC#`dC)j;if8imkUTi~$7EtSGll5TDtXU|M^O)VcO7xRsH5aK{ zov&sFnDv;I`zPJoLyF{C2fCdze#wzLMPiTzPT4*`9;pt~9@ymQYjY$M5I^r5=6UF( zJ^avIcToJs6gJrESq11QF|dGN*Au{q?6Y!c^R(}1)tUnG?M^6~|8`{bT7S}TET9GR zbX{}wqL4MO?q;)R2Y&tpwA6ubP6=Z={7MEOAc?m**o#(J&_N>(%62(v;=D8?Tki#* z$h`NF|Bn$B(Sg1wApvm|ah*N**9>C9<26#>6;+1>U4+{sRq$@QtKg7MU)-zIIcw&o zy7`FSTXNFp6_B{cL3^nBy_iBgWW5Gp5Nh?2N>f>K3X*XqTLqwBGS+l(s3%IaAM3PI z0x5!ZoAGI_VJG^60uSatufeq!j#gUu?}9TG0AJ~YWbW`IhKu*u7n!S?k}&-i5k4(^ z0*ugOw@&Sl!|M5xs&WxiN6XmBQ9O3izDAmw3!EoOPihsL&CE@lpW%F_uH8mTQDe9mI`Q-)al&HEX8YX2L!ZYo#VtwF&Nk&f zkEUvesCqD*rg+ouG?jNSZzdIkpH@7hMhvS?y+Vme?$B4VVDz#;Y}Wo?+i$F`iYtKr z@L<2g0)vz1@#7EOM9>o9gH$ScrS<~kH*rdVK)D1#o0Foo;}^v4W#=mU#->WMWMvS^zrku6e0o(?#lOPST6 z8b6L8@#_(o6MofO-mvV~Pqpv)KjSICVEp+}ufe1S zM)7Z9Ff9|KI>l(91sOTz_SYlw~*ft1W|-6tlZVT!noL?$f!(bb>VIk|}1S1Nr$F z*w7^-iUArkm;UDkf0CfUyXrrBC2=UDoSIOkT67-mFqBvio3@dIK}qT&t1J>=X)3twub<<=i?mZOk7#k;W}%RmG?2E)ad?cD-~~ggVX^m3jBBIv zf9PZyqZ-NgPVmzhM$u*vy#_gR&Do&&h`TRXHk#k_=t?ZVQ%N=eIzUC7mA|+%0=fac zktHj=IY^8JJiUH9$6HYq9}(@4qO^TTsI4zC z&^yLe(n|k{=lICN6kU9fUn=DC5*zuC)6W_c-ht;|76r6sv$8r`B|NTvEpV9MQ+uS@6K9r*o8g=RSd2~4dR%$2?13HcH zjOboDO0eulqKYOK%1((IJnFffer>kDFk9$6MqIDICNn8HefZy_xCC>tq~vt)Qlt^v zEJ~@2ffjk-rB_>qs&f?uHOJEt3Nle0FO3fK51)jv*uCbYD;~3ffw%2;M>n658WuOa z$a~~+>dH@QzTu01A~&e9V$0~E{Ly`E70K9yNkvdq9zJ|A4n=Gv1XedtiU#|wLtDAi zp5v%~9S@zRNjyl&^jsZuz=e?yYff)$P?GIV!Axf8gXJ&(;n1-Vq9`S#RMmR4V&ao z_FEoQ>!A&4$XzU~1D2kE@~3IO;^o=jF%;jT_>9!VHyA=k3BQY$gTsJ|bV-{S1prSQ z9PUNcTpeQngtY^QR2;+Vyf?qs4OXJ*7V?qUv$L$@`lXsvQVGzr6QO!0gDE7`IvL}Ho^wfYc+C^ zQMW&79t1l0m*_V6#JB1-*M{UyND84OR|E?Z4ds33q?jEdBp+3JzD^By-Oh#aO^y@b z1?y0v@&jWcE!5$@xZg!->magp{duLGvVLe24dw+R$&GWB)3?mG-4?7BEAr(4uXbM13D6U5f26}7zF7yP`VMP9OXpuWaG!g@TUA}ChI&_mB9jvvzuU>PI zp;7$ObZ;7j4Y`FYvvoiLk+5--uaM9k`f;~513t*o9h}`B*IXAv#S*evc(U2`KUJ-e zln^;%Qc5IPOM@YI7)h>Zqdo)k(geFiVm1nk;`+bXS-*o zM)5=k^j&SJQbb}oBH~z@Kij=@gg#$o9uz5uuidvuIpDUsK;UlI!h4S}CB&Ef_{8LA zN>X9#@#bK7At?m0s^a?`yxVA=(nT3Tr%wSU+qXaUHudSTi8yWUZfOGuc$ina){dux z4FijK-uEYo*kF?q*mqe)rXxVB8u~voAZdENYdREo@O_<5^hUvOmk*P3#|5{XV%)(H zLv5^&k>;{$$zkpGPK&wC7$8G$r;>IiAumY;i#PlKVgybl&H!ZpTX!ul`yfT<;eC_M zO}0r`lBLUyR^%3cobAW37TS3ulyGe+^dRxf#)8$#t+shRU$YH|%w&1fZQ!k7i0b$kPF5rcHgHTvQXr8bgaZ{@pDTP@{ycCWTlEQCS+n$t~O}k;As%GlU7d zO1wx2OImsmhU4UDr>)>UBXBkh+>P?b*uxs^iGJIq?Ms6AT1eai2jd}Aa(N03B;2q( zk}MkzNT=F+P_W9{RE5pWg;1ic=~C$-+by}8c_VhPsUag@wuiH>f9~s&=+`e?*i0p3 zSeFv4y{q3~B%+|?`d*N9_|lJac(CC}Hh)@9Q^cjeHE@rJnIp1)fwQbC!`~ zJ_roUlUcNA;{C)oMyQX(({JoK@sDWOe~!G^od0E%&;WB`d>U+8wop(@%Tr&tpk3OCVWrd$2L?zjz17YD+-Y(FGS1rUQL z6GG0fXD9eZjXt zaKMBV^JS#qE?{kv4H?rC>P)6;rYIqmI1Z8JUkIZAlY=h}ip+dZ{muoKo3V~M#d!Fc zHFX?I)<#FxL(?gA{|zaFXR)~gEQmN^>-2G9g4O4K=`hG&2BOG)Ji6c-(`<9ODn}Qz z7YT6c;+*7JS<#{bp9jldH6KT}-6fpd6vLrCXk^t!OD-wi8It{^6aUY{mPS;&o(9Kl zNkxz4b>C0_UT(IRk}`Z^VDB2;o$@ND^q3YVtV3+8I-ey8ct5)N_nQc%72fpsBgk2w zt28_2-n*vdb-Qs04OC{GF2M2qGQX>L2}syzCq?tYV&czFCyJ4c8M|(QWvLbw2(`Oz zda%v9iHg|oDEibZl6|8bb7w0>V6_QIu13r|dEtoxRTy$VoiunI1w=PTSSQoofdhyB zDj;3Q)9WV-7@QCz_;3!bs0=CxJ75S<2#L024e-BbI%;<_fpm+OBbF$?2OR{;Z0uxq z2c&EPCvU089qB^fiK>IMTfNubq(BWSs^ECB=v5~j0t_DgMen|MAgm5k~X)Gt1Q?fz2km-X!b3yJ}BfKg)@J$Sn+YgX&3Fp`GknuwAOg;#m6@UN$ D|LFst literal 0 HcmV?d00001 diff --git a/translated_images/km/synapse-wikipedia.ed20a9e4726ea1c6.webp b/translated_images/km/synapse-wikipedia.ed20a9e4726ea1c6.webp new file mode 100644 index 0000000000000000000000000000000000000000..c97e1410050660e659ffb2b1f14978696ee66186 GIT binary patch literal 28440 zcmV(`K-0fcNk&ExZvX&SMM6+kP&gn2ZvX%=a{-+JD$N3~0X{JpibJ9yp%J-lNFW0Q zv$uQ~dpoF(3RUV@$D7Ik%_IJhIO9Y|A!9$A=0nRqe)~_xe;Yp4cf5dP1|M&m2{?A&g-%$Sf{nPPx-j~e3WB%dz_xs)Jf8&2V{fqm* z>!=HU3Nb-|b)FALW1B{#be2^Nag`m=CaD z#lMt)WB%p)CH<@S6OO-n|8M^j)ECzuntzA>=l(zakN8jBU#lOZ|1U@YyH3bm+epaFaDojf4%>c{#VN@$3Noz(0zh`C;pfI5BuNwzxH3=fB*fq ze^>ug{I~k={NLaI`g}$F`}{}yfAOE`f9wB<|NsAs^eg!P^PloR+<(k})BgSc|Nnp8 zud<)o|NcJZf2?2he>#V!G6C2!dkNVR<&YIVm6O;`$dzwbrC=qcJL|z8kuF&QQ|VO( z4be)v4zkQ2pOQwQMP9g!i!*)pJpPQGTqaJo$)Z0F*y?Z-UM>$bJ%*FEb_uKtcXX_L5yrkObR{PH#F8-iyDK+lb`xrVNc&iJ zrN?y9bIch&J3mY~87dTu6ve86kjQi!;+R-;uzW0e!wI3kT+98udo3ekV^r%Bb5=ko zE~3Y_xmQ}ZShJ~@i3b~kS1M|<4mS~Bs~!7O1XPr>k9I(SVm}?MQjWrLO^v;<=OGay z&@Z~zc9V03?ZC7Y6?E;N=5*|ofiRh{Ay6AedK(O~1ag{$+Q4Jf;v1#t%7WcdG`}8+ z2OEhTn+d6d(eL$Lx|CQ@HMNNFp(3Cw8rYTS%N_0dD_g9$TK*hF8!?FooCOpw1h^h| zi-b?yKd-`P0U=su^sMfnAzv;f49F0{7Frv<9q445&N#7Imc z%JqfT|5-q!-fNn^3~!RR72vvrhD)3Py*QKt^B)Cl z?mMG_5Xy1p=~;}4buk@!0M8_!d(^CFCNn2&!l0SD=4kqHA>=MCbg-A4rz79e|Ff_J zlcn&lZqH{{4`8DcDUs3l3zNQnwuY7P)ZCBRc#vlHOUl2K2=D})zDC%dM&^fb=w+*H zxJLPb4aG*DB+{;5syDw)F!u+|157M0AfK9+Y41%l_J~rAJLUMaUO0N?cb?8R*9+1{ z)3JUp9#!7Zvzp!CkCChT3R%ZS*F*0M)DM}IS$K#NGGawQoCxVT2?ZL?!17iS-AsrE z+Z6lat5DJ=;H1*3!V9xSvq*?H8`R)9Yo?w zvn!x^^U?gw*DuiSG7HiffxErm70upoGE0sUAskIprA+^G)OK&}x-cDSUgA$b%`l_% zoisVN*1bGX@ha2z5-JP*9%lMC6e7+$5$5}$9O1Gi(FI=#kA%vyt!?-J@|sd7aS(rhPpRQEh5|0T6c8SV{?{C9wA7g2GJ^^s=fT@SE?zp)`Y znNvfzc)KPZ7w63fBiQe#CnJ59jv%qU!YCiI3bRUky4WZnO#?t_sO_?N-+)+Jr>CvZ zQ-}_d7HtPbmxyhWt(si=$*BUXe{+sB(ID?P+V<|=WmVBT+nNiVpI0{ppVejJf^FNa zlfU&P4!%qM#808wX$Y53aG$0z*=-0>%WjYkU01SZFi;G_KPBVywMDwQ-Fb`bfIW$5eyUX>LS50*E@m2$k-| zYV?QQAw?m_o_pV5QGuI(?D6Hr|Bf7iO4E@c8Rznvg}of@*dyi}59Jy;eor@5>=@=Q zN;U_q5Z2%eEIR{8e%#p@8LBN{y2%`!-B>QtbXj;|&`v>iPvwz zEK>0JLYQl^X$;3_t5t_L%}$}{B(MI%y<)jpxC6Rw`knB=aA7T2al``a%6|k;puwWh z?~G8lgA60O)|Y*@0IzvD-XJ?uOYwyMD68O;nhmDepb2Sm(BGhZ$IWijJV~G;OMXpWvacSl#C}TBpJp#uZ8p_8@VeKs>&X%3Xo(xUV9Lv-$g) zmW3J!+AH5x$gN!51LFAC$=$=?t(4CE%@cGBi>-;f=jlw6K=}J91(qf&9t(7zU22MW zg9Lr)m0RYGb61!qjCGH4wyxP!55KVk;-jnU|zaS9tD%km7jIk=Gj#UxbRNk@l8 zmx%^?wK*zR(q(;BxUtY~slbi7dcH$n!zJoeOVi+t_T1C48g(x0GTdZC88}aeoDJI%CH*;>Z)Um ztRtBNMi-+?O6Kyn#!~>ebVd3%fi_2hE5t-s4`e7!&cPvARtxr#@N%N1!3i#0;Pd%_ z71Gr6592MEb`C&_(Y_$vDZR3&Vot$cve{ykYEn5SY?h0Mq>?NXvuVQyt|3X{b{Oi> zRw{8!ZUux0p~*G1N$=3v$*9Hl+$t5&nDdTx0xn_>S^rFrosgXiq_IhmLx)s?kvA4y zTgRLsnLGScNF7VY*y#?uV3jIGpduO|%}lVROJ2Ut&xM#!8mAW{)rai{F6Ax;)chk~ z_IjR7xJsO^bBne(3Tud!FxY4wc{ZRWy8=uI^t;U{2k8f;D=JPX^u)|c`Um`bT8J4u zC9BDD3}6q%ZP|!l!jm@@&ZlT49LyJq4co>Xx0zAR6YMoBE3fDO%*LodYtHh=SKvh1u)Kk)35CH#D{`1$x_1*%|=}enny`yz{J0s zO)=-vc80@5a`eD7(DhNKipVAdl~aZ=BOf+9BO>!)Irl~)RD#!wG(OJqT7xS0zJL4F z02lYmG8F&7w2sF+G;$;~?t&WAabeSy)RyZk?(~Ep8u!Ga;bCYd*1JARj97W^+=zx- zV2iF8?#*K&b6BlHiw^jOV=w_m{@3tlq zpT-ohl)RtbB~xlsL%)BaxP-K2m2VHwQwKxx!Lui84u=?te2)`ZK%B+sKOhh1?5^<@4N~dbB zR}X%o7w*9(bZ7?0CYkFlu~vbSO({vQfFoO+rb-Xpr`9;ST(+O5*^PAEF^MQ@o1Uzd z9=Bf^KWJC>KD4EQv7F}PHB*?9eARq5)} zfkzUE7Upg)v%G`zc}weGvxTS*>?{};*4BM%@hyyoiq$vVth7@Y;O0vo%c&X2HYwm$ zum7H|R)J4#@VEf^Q2>C1Fhr=J9Yl!t!q5d1o;29gEP06q-ybA5FVk?s9k@MO0J?1& zzO(Yq2;udzir9ZZTl_>_c#4xQsV!35WKRQTNzLic9dHyuTD!@%GT>6$jNW?C*ZDP6 z`>L6y=yeirL&K8CiZ#F zxHC_g*J;X>2%Ep@j0cQTIVB;2l9kpqPkLu*2Q1BG6C# za+>_8N&>z7OFYMp6LipeOWrI%jznC4i)yd%=}H(thGJ7r*BgR9EWw<(Opo$~PZNrR z8-JxvN_HQu9HgtUbxtT$7^PLVh7j0xF3ucL%IME1)=csAWITGFO?e?vp7VYPrw#2bO0K0vsexXzupP@Tp-K?PjZ0bGz!+aV8$&8PZyk`#TPtD=4g4+ zY|)6e7kCV0-e>bZtK27ZfDAc6zfI;8T{Yl%Ms6+0T-FS~XGN)!dR{V;l+(sMQ)}9V zSYY*ao_OE64}uojItm1q1ejTWi=1V-4FEz9Iz!wZCK^HOajMW@YBe&oGUOv)#&?QN zbOkIL|FeDuh<{{(xrt>(i=&%mQH->ojE0D+)6d8cA-w$?5Yb&Id7olkJayaohjx8F z71z{8?4nghYCaeWx)Iskm3@7rWD?&|_4a?w^pP%G*&XaGH1=4zUoFuEw`sjBP!C^Y zl|e;OfP%^Opi}LHTbnz*3rqv>-LRidQU=u_U(u=mp;~CM$#Vs1YPZp3W*|!Gr`S4I zJ3D8qhxu=|W1YuF6nbC+MW2P39aw=yLf1xI{K^GA>wY5AbgUHn6)XZ=+8GYoyTfad4ZjnGw9yqGb+@dTaqW zeTxQVTN`xO{c(fzoxsi#BylM48FT@bCdDL(OOr6om7oA0jZ?%$Y9H4G8G05D8Hz{l zf;*w@P3xfCiem=LG_9K%BGqfK7|DzhP?^P*Jt||5R3I;^2G>O`rayvBrIX7y0Yk;3 zs;&DB^@!JK*Hr))K|6!$wCyuJDlQ~*;a&-cMRQ)ogp34=IeYqkH}FqZ(PbRP;NH-d zn9j-9tq8nWyhE~lqDqih&l+^PDEm}!ZJJUe0BYw#dl3M{e-Mxk;P!OXeot2qvUg=x zfL)LOH;pwcTj43>Qh6z46&N5(p%lT7Wu*%r>5Sz`gXBF!pc;zvV4m&=mqCoDI%r6o zv4wKc2nZ7pi!2T$+eZwY1JY6jV~e}zk23O%%a@N3+$-of9My?|ZKpM8lXc9bf!3X9 ziyJF-|Hbhd#Fs@?PQdEYr`zPbY<8OIKO;HfjRWgh<-`EeG*1W;3-%~{RnipYJNu@y z99@hLiB?Qp+mwBET)-xj^E*Z7|3f!3`;G*;pnQDTge!B@4mD}bxu;mD(9l||#di8s zmovY}G)|ZKVv1l0A&si9?i>*@(q`h46D^9|OQU{>!$ZQL&1qfF%Q}Z`oY=G%Z4x{? zbmZ4!MG;o8j_gRC@_XpbxY7#lJzeiDJ$~ij#j@$dh8jR19S1zBT^RhP!$XMTL`h%K z)okW)-w`hOPM#{UlOUvTUcCzLKp*ciM>jx7Sp*eDB2&U7k?Lvd#b$w$vSQb^JHm?` z#{FS^xy4a)&f}bIg2MnU4VU|e!_K2QSZ(U;B_?r=QrWi*Dl~DEw z(iMK))BaZc3x>u#0L0yyUL;3zz$vLSm&_JI9U=+~U6dy5|8wDbMwFs8>mYiN28-4R z9pT}QW9VY_>1NUV_-+z*(RBCAMd422RVg7<4K6VN9DK11q)h*!(asjgcOn| z;ogKK64H^)5FFdwkRt?wSZ0bd1y7B(t(e$|F2}d^)|67ptG`@tmJbpRh5rx4_QS~9 zv+_8W;GMAHmhRe%<+%hAI8y0*9$^T+hRU`0z<@NrB6Z!4T#n9dCw~(@LCZWLA@+|u z_ue>Grp{AU@|>X{!Fa7ap*)Dqa6m~#;fE-t7#3v*sLMqnprlaj4Rpc zR4srK+e^6)D@N@iWW;X-UR%5#T+2~gNP8~OWvKM#%^hL8P?#%9+uL-09{fKo{YplY zLryNVVqzdkQ7hO2zvpSQ`{@gJ25&}mz)S!q zh%9`-n?lyrpKh-SYZVCL2mY_|w?%=@gk>{6@Eh?(lcf@gbpYN9 zQI7$m{&Wk?Hs>g;YVj_eIo7AMZ+KM40Q&L8`E#YMabF~j(1v)~7*s4EbM&_b?nDcR zD@M**ue%v#HBk`s@%O{PkvmXgGm?HWLtILQ&|BI2U}lr4PMo#z$F1r%d4(DrVk?a1 zUCOwi5wKNkBOY)Y1s?u{!B?O$IL5jj$X(?p1S+XoagctlLB+#YHt2xOhYq%6vn(*M zMgijbPOqap1em-;mC2e$E7OLwgdV_$*|(&O$;C`p6c~6^?r=i-6s^=$R)sSHPNbJw ztg0yg4`^TC?%3=b$9@6mCBekX>^$dSKnQM|68RET(&(@MWLX12UH==0K=|H=rXnL| zz;I#hU?!9?SfJm@+DWlZCaCoJM|5gwx5;)OK{m|Y+ zzWCRBlkT1k5oTJq!3DW8MF=O+O@|wy>tisbSIM9Yh2SR&LExS23tN!sYkPU?fofi= zF4-PS@z7i`RHd`EHAhbf&ic6UfG^3|DJq!lFo6JCVS_qUhEA4ZGPvUIhokt%C;;)z zOShaV3A&G12?m~s=;9}YJ5y}z_9v`7oA-JVol@jqnOuZQ3!7|kmCtYfZItjR3rAr6 zOngrC0^ddA>ICJ~3BmPt!bIJFjQ9Wm02FZjd2cD;oGSU6m#a39vVa2~#5*P2R=lmlWF1>D>n}a1 z>K_=qZOY}c;7R3&Uj1ufZ8^scKCeG9OfxDOq4j2kgLM1bh3Tgx?G+ zq;67qiEgxtnGS?p;$8r}21_@>P<`tnsAU+;M(%46-7jGGta5+cRH&G{hhV?3ny8(`>JveZ$YWq(q4a4+ zusBa0p7@v0)p-*7ZgqMzaCHPdDSLnGS8VrD@YG?DizRM&OrrN`9tL~H22PT3=WeCxtA<$Dkf9JItE(I9@=tt* z+$n}yQiB-V38Kl+HKxxH7^w4Z)Hq_DXPWR_COe514v}lfCYkN*54a5ga=Why?NUr4 zKG9=A96cC&xQ1US9uEB%;1X6te}vqW!+rBBMXzb?+*&isoekGKBWkz^K5(-)L)oCh zy{D&+P;q?H(?|zz?Lo&@pEvFj!2mjUhA$ z=It>(<*Q9OAF~Z*N3SLTDVU*C922@buyAh}|1_5WpEam6InJai$Wi%@WVWO^IJ6Ek zDU)Ni-Ip4vZ{E0V=QI-@Sqy^NXcwsg{V~?9T5w>L`|YCuqRM zi?DgMTbP2Z5~+HaOlJ^NoN&l}`FglzJx$L^_n_3gyrT*&mY2C!{89|%P zWZY@$yv@2!&wSW7`WvbNqt?{#PAhT!(scKSljj_0z^6U-rC#VuXiCiTb{OcGDJ1!I zc1xAi>svghBu zyeE(*;~6z`0v);rD3x~)ig_f2+9Cjj)Ta8tT`8H`$ z2h9KgknPMuz!{_S7l=P_*%Zv%ODM->yjA4R$20m&stAdcY)=WFmMMToyfwYQ!1B;8 zddJ3S@SG=IS2@5)x)9BtgAUdUS;pfp}K+w5%v-@ zs8jM3wmTsnJ$M*rA@l`=ZY*2DckFnno+fI9Y-e?&13+*#Lx%t!0B?_2OGud^3IG9Z z8S6?R=c(T_>`v0f@KiJ z8AK46dabvMrr1VN2k!g)xg4J0`^#iCZe!SEF}{G=t6M;5%sTnV4vC?JXymnWZFnpCrA10*zbAY&z#vEu*sMiFq9VLv#Pya+L|<^^I& z93yc=ynnn=UeGpS;l&jZ(RZmB-r?c_Q`4P7)DTL}lCf^`%lf^%k|1s(7U(DDyV~wS z{;CX5^M7KI<$+w-6yG6X&bD#zZpZetz?b2F)=tMIiayr4%8Gg~N<91BDUmH>UAE{4 z!G+z1eVI6}BN<0Xem~MTH!BrFvJFn=e!|c)rp#ifgVo{b%>Vnis`G{N&q%fPK>ue2 zL_X#RBL5F{0{-N0!WyiJ_k1&EoRF34B4@C>B_8^EL4;y{OCD<+Ah{p z&S}8ZSAk4-i*=XV50zD z=!62GMZYIZ?<k{Q%ovpW3Hf;+04`J=sjpgQpq?c}MtjJ{(s~LYfPb`LSQF1Ip(ge=XDWCP&eCVC+OP1FWt!}bHI^{? z-Qp6ogWQa;c;BllRYAlX`LwOz@Sc1RLo#0Y(E8+yzvl{8a_+Ul4dFx9mZv~F2D|c-fN0PUM&;r?tJWBL zY}6nueL@wM?zn@+TKcC+Z_8QNEz|%~1s~i_->!2{^gs{7rFt0Z8C%doH8iA5ac(Bm z@I3vRD|yd2l)ciO$bZ)g#*sq}mLs6JgLPq+qM7lu`CZWtS7CGbZAFSTL6KS|MP;y) zR9fN7BR%2lr`Hu1^Hnix!w3?X=%%Rq}|`cV|oHX5fRXsGoLMFX#y$i+l-KiOksK?~u| z7#x}4{eL-Y!U!!J%qY<);XTTkU3=xhRspOOLEOM}VWP6WP{A#9&)0(MU#K>>sDPu-hLSi=eT5|aCJYi53#mMvW@5`L?n-CEp6KFfvY3Y#GHrH?uQNQDm7; zP}q7s1D@?{>j(zp!U)B5!h`eXv9o}`w~o2e8K7%xgPKA-0px_r;FAJH_6^sdw;6|v+@IVcF=foE*Hzz zxKKK)T%}hK^q51>Ri3g|#UiCNV};5#W|&nt{kIhl3JG&-9I>5vNXJOzZ(%+r+{&|& z3I|8l3j z42t`}KC3|DCr3Y^5jw0Wq@JC?=FN$X|Mq|(TV2(LOxh><_zca)S3rb;SZ-tVVe*h? ztq2XGBSd5ENktI((hDONif`2yBZ{^(<00^->}lX&khA1B`<@i7p1ygFz~7^HQrDGb zx~;fE8H~RJd)V_RCkX!;)$VIk@-fp{5@Hjb>OY3%2|g>?GTNTkZ?nfZ_tIF8p0SkqM_CDHan)Agx7@jg{7JwIB;uBK=_ zNW?Xpdp;l&_eW%H18ffKzb_+oD1OktuV?QZnHb%HIwAw~#LZVmSQxB>x!?Fu zvOM>eXwE0QB{wVWhBs~6ZIO5iR0LXpgFdH#onB24(vXL`#kRsLP^Q1Z(d5Yt?0>@@ z`2WJdHV6*v5W6OU#+pzFM$@{3Il77DfRD*y%zH~7Z~}p(ffBh1vFES5^5qFi=PX>x%AdL!XDguk-zMu*1oCy_03sn)mHl=>+5S%E zZwCB2osXu){=rNKnNsT;S2GwutqmiF=SJ?(81G14-!9X>x>)26y9c|!Th71!T#FgC z*DM`;_@QSNbQgkT!BD0pzzF_P#q(CmmN8{9UD(@<*#f9ei$FJXHsQDKZF#PcmpOYe zYSpgCA+%a*m+UIsyaF&-Rh{5TLR7lGF11Bp!nf=-x)<-}PK?|Omg7D4lBF|CE6o%9 zmjrg86`Q}y#6{%1wQR^(`;WOBKh6CI7#pJW7TGQlXm)dqQs7|XeeO?{)s8P3l_salvPZ`a@u+MSODsl7cy_7-%KWw zd!-YO`h@;VT)M^84V)g*L5uAg9|#M2SZZ;1#>_5{oxTvZFQjujB8@#vL_qbU zM_i~|{e~Y>hFl$0yT4Y>l?@-A!i*80bQYGh@VnI{MFWMW;P z-R6y=6bkSPW%5gDq3Mz*ne{pgsJ%>d;&f@XZ#~>;D)bJdojXSUrA#YxJxMcx9N5~|3(#M?zRo&4UDs(=@no@iTdWy4GSlR{}bx9 z`5!);BGhCgXMNKLs(u#WDIYQVU>g!4$I%FdP02zvT=JHRY5-opMW+d>0O(Vrtfp@+=BQ7eiXR@-^#*%842 z5tArRgdqs$yVhd-d3^GK2-M(Y1=!!C*cZGx4FuB=f!=tuv7vV8_SP+!uImEU%`MOm zVBc^7&dSXc4Hnlc$~^g3zuy50@IhoVwlhS!aJ7?0yj`+8pE+)G-pOM7OqSyXb487L z*S#}J4bkQYFchfDo((iBrfH`HYiN~oUSzXl>L3Jr#6e__eKH^bQb!&}Y2UF#ay(8~ zF4CMPn6I^AI}OyJeQ}r`*~1*Kt*@ArN;n6yW!r#(4u2?=ZTf8nomSK%vPQkjzn}NR zh4R2=(7w>Pd52wGae=Vs)5PDwg>Zdz1e6UK&)MZqoy)14|H&^FB0`_UQh z7xL9oFZkKlqVg%iStp$#=7}WG@P(^CtQJmI{O zZovnz#SJH4dyf)vF_o#22EX3)iWSrtJ9uiJShp^pZ%1q#yy9d;Nj&lJqE1}~QNLpu z#AtqNehkE5@h75*(k`?e@STp!=xSd14ZgQ+$LCmRHiW1MgyB&0hS0F$5ly%n6@4<$ zqgEca8L_FcXFN5g)?ZstxG9xDxorO=&VCsb5k@8#t3vfYSCcDUU}!8P&|<2zm5b8y zG;R9&w_Y+Sh`I#&tUoIQ?p=@!ng+YyH-CO)riJ|uEZAc({8jl$md_6m~B&d zvKd<~R`CO!VBb!s4))Y%wdrKe3WDf!yk*@N@+xBadQ?gIyG|!I$3P!&^f4(P2P~@X zs&FDXaXR7$Ep}9dKxmPrWTj_&S%t-YU*8`$}L1 zq)Yen7-8N3OiE8>m&k(u)(WF!)SjTc{t1Cg2s&FkwTR+^z?CWihwM9v5uce=BVx0n zj&iAeQm97Ex*G*4%YsF5%yq7Z#;*&G(T1XKlfE`e7Vo3Zi%2z9$B_QNx@w@bKuYd1 zQRsFPuW#=Lj_OYj-`5ve^$gVFJEFy#Y5gS}mAGf{nZ?(0-gSNUZ4&6S1*m?Zwr~-u zDXCKGM%LV~Dj_27VLpAA-_}Jd3sFRXG`^NUPrID>dhb-df|+fr!l`a5kLVe%HcE8O-(%BS|*V+FU01gZJwiHsV2ow@Rlm-(1jGz z|1?G=DLDp82|^uat`|x=3VA_lW9k*o%Cq_N`A*>Rn)_0g@QWjuLZ{EwXR@Omb(9>(KmnuXhvt2w^Of;>Z^}n&dmZ_T z$HDQFnnns`0BPZmEMNqPCMp`^93AfOmie-h!o5|BXkKV9%Zi3(1=4bz`6aXl%%41i z8Vl7PcFyRl@Gc&6t5KPMAd~t2CHQ@2J-4AdMw|1%=ZW7&tkSqf24uGV6cPt6OdR%S zbx;@7y6eZa*#6KXjU~bBO<jf#|BhX+V};KN@hO1ILPP1d95zzPM$rM5x*-QS>QF znaXHpf6<0wQFh!4CfVk1L#34gXEz$)xP@O&+^I{H!(~>$-zeWY`K`U#d58_m9pHNb zYnXyue z@{-ZBYUnXT;xVwTP@yESLm7lCH;WuBNC{mO&dep;=4vn0e}i$%##kqV*H;9mjD+ku z3H@}=B;NKT7s9?cEn&=SaQTt4t#aY#jSmKx2I4xF{R#7<8lBBSNp{R1umTL3mgi?n zM43wWz$|YdZ;}(rjPvkXZF!~I)8&ri}HM$4x0&!r_uKk{$;U* zgMF5_>vM}C6$@@J>a!#R&ca2iN_54+F^Emk-99~mlFWNgWHai+5ok7fG{Cp z8W0gU+a7?81{SXGdVyYwC~l{8;Vuv@IcGU79I7%6m;4>FozFR?ceWb%N}jv>U6Ld; zWB9#^yZEePDM3=19%+N}6HHuC*{5BkHv-;GS94Q4yM>)c;Q2KC95q;l+n(Wep|}^) z4%h+y$ZP%lb?HtGuGQd6rq#c>TgJC@dD>8a*Noyi^WP9R-S7*QpE)GRDql+)5J_Rq|q^tfn^wfRt;24^HzHMUhZY z&iF-1f&p3?MU-fN9J_)-%yta}_tkYbPn-Hedj`K(lG>fEdU_No_;Bh8zG4S}n}O;F z!mBIcz0PUeU!mgo#<3cQ$3>)q@4prs_WN6n+ksKq@Wl2pzk)&OccL>0*&Fd*)M-B? z_&CEDEY;DM?`pfrGTbGRXlAo!cu4xz29P~IzH87H5!m%qUU6Fw!& zquf&n2T~t87btn+44<+q;YaDxDG$yiLG$^yC>vS+3~qw9%+ zZ)+CdYfHwY!MYzhf#{=$rD2+6n-O$7pTng73c|NlEH|gHLXGVwH`NYw#bN-=4tjGY z*5Cz!MXYq;a;$P2=B!PLo7#+QLROD*DOA;#B*a}Qz4L@`V@SIRi5~qN0000ig3ix$ zpXSy=P}gzM<<9w%rA#tZQ_MAS+`7UWK4NojUFixnmAY=&QM3W_Q3P6vMlgG9A!!w! z%ODBw$i0yqgl9OJ+&T7)bx$y_n0RZ4fPdV$CwkuorsSt0F*)baD2!4n`_$)~|IY&h zG$AQO97S(qtCN~=1vO*R;M>-GSC#k}(Ezjv8Zq{=4s}^%3i17Gh+AnS`7JR5LDJpL z&CdaCtq#RDFx_WFN|(0YOBcYFAO8(neO_qrJ=YO5S|h}Q?(m=yLs%s&rDY@m*Bl!l z$@)|Mm0PsrioJcPGZePKzMlY80;&^qoJH%%QJ()Euy9JA-iET5U+peAnjWG`NFg%hV%?5#CVb z_+I*r-jD#AaaaHV08v3MFcJ=c5htN#W5ts7-kw8nndF(-QRTjCc+PD)n&0FpVT#Ll z5;KAog0b)e)-ea#qNO4QCQ^J-8Vo3g^KB#|RB7PQca|DO7DhASesWJ{Hjc+@>cxL#v5bZnmUqr<3vlWh zEHRAtp-OVdS(WI^|Gx?;^8CXUor2WU9CZJ{s(fr!w_Hk5K)m`{YIK+Fw&||zTWa^3ach`S7?5%26kQ)-O?`SC0MxdhtiB+6=8ciaB zGf;aU>La>4YlhSzVqoWu&(?kyIPZ|u;Au2tCGou+F}|X zGl{R2g0lF^k6dmh*E!5xHx^a$Py5c?;cBW&in`gIUw+29K)sD;Tj#3oZZQ->E4#98 zjJE&+cVlc^{mq5c(g$*=r?_<|oj7O>hG}boZInBPcYBua1whvXdDPUyCH z<4VY3G3(=8qx_qXmiePcM_5x!V0>r2qUEw4u^`ug)NKe|(`|wQz#&;?J)BhrR1NWC z+aFsefe-tDeu&2X(90n~tg#bKH@o4ZbxrufM8>hXZ2&hsmIM#Ki zZ;Nb6l3L1&Dec*Y1M^%qMEtWVi<4iss(NS$x!x6z?2pQM+lI`U#MB<8tX8ZL$pvWbwzf|Edj!19XH})mKrYJG7A(oNgn0SA$?S9NJ<_*<6wI zg;?t46&b$b!~lcu*M0auvsu06J737P{2Q|3{RY<1y(;c$W&m}pxBCF%#jzMPf;be< zuN4zFD6VuE=+W4kN)QDgTpA*A!)d7XU7I(*uI=pd+Ad?FkG#ovM&5c%T(Br17p_c& zg``mXe?|YyF^4FYn?Ie#AgbM2DeFX5BlTWf>)}u74BX6J6gomwF1VRctlF;|$8YF> z;g^egQ&gE~(=QuBos2p(2KTfhaFoyQGAuoCbZ>*Ub*yHRiVrtGI}^{jl>bb%N9man0)j3Qw_E#s&O#FolD!D0==} zVW3uOl!Ym8e3ah+qbC!<58xusMFj~Ztcl5W(}d>j0ty@l?<+;e_{=_{)_^AmJgU8V z=v7=EXgMc)Y-sjYEMB*%gXkP{3Ts=W9MFlK`j%_A{4?=i;eMk8D$HA#6`Z*{Qu4s$ zrIex#e%NAnV1JV5rQ1>QhL|xEti`5&0;HD96$$zK$VHuaWY(ukw@n zB-S$5KuO`Xm!D*VKc<}Y(cVKnEiLe*1+IF+RVd?~sT-BTJoxhY154m2WE;Y0sYi&q z94Ko1zq0B>pYKxad-!Pr4WL>msQtIF29$ZYpoXZz{t=5Li1fGquWG6J;n8{MI%B%+ z4Oiu`HEF1mE?cgOjcs(A2&|DjsvB0nh0op#Bm01450DAZY?VP?`BJ#aV}B=u=s?|6 z7D&@}ZrRht6i#n?n`)l^z9gDapKBjSbsFS=^%mB~SgR3f>#61{y9^{X>4DT+9!>9) z^Qy5&x?$fr$YxPBOd*4&OG!-m5GzLi7bmF157OI@E}0Hu@sLf2j8#x|J}oQfODsFS-}#kj1sYtO+_5n~lgC2+Qv!JQTF!7$ZHQBy;dQ1AC?ORvAI3=2ZVflul_)mI@88>^4(_FgO>^dIOjTPsIRI^uK%ZW#F*t)BDL z-4Fx-vleOvw_VE-_g*S#h-Qaha{sTbQn86L<-0{-9@`4j6x|KN|6|I4z%Ak@q_Nb& ziOwBTQKfFac4sSKgS@;-6wjFl}nuqhYC z_0cKmtnV~}V$qLy{~YZo3s`;|;dPvc>TG&?56sF}N|4YG%4se@n!o!$+d?Pj;gTAe z#{!kqHvkq~+-o+uWFc(ZUg&JLF>;qIG~*had`3$2$dy zv3mP$b6hWx!QRi_J#S;hEO*4I)(VAuh*VGj06ZW-sHDVDEr)FI{5acy&B59~N~1FX zqYsZ{o6|)Rd7pkOGs6T{xv&(50iA8fKU)iRA?c_-_`-ohnSDiC<=zsk zZ{t~ddeDJB%$oTA6S|VU{J1!B{7NJ@y_N(|`DR5OlJTe^zBFhZ_XEydkL=6RmuVyi zq~D6)-ubDQpqg8BtwUwLr^8Ba^^2brx%$`6s)q?W)t~65N)9BFvj()#)LmXTyQraM z;){uu`4~+mBP_2?n8f7&Z`JgX* zq0l2eMV{ihKtSD?=V;@aQ8h1Q>wUDBu_Z&{r=4XRLM-*A8bqoZ+ppQX0z3TS5Kuv> zU9p8TnU0va0xz63jCF4!X{AOuuCC>S%rH{D2Qfhw_HIFWyp>C6V=rT1An}1U>r%Zp*lGJ z!MO*L2dtf7v#Epv#k{)R3doDievd~2gZaVS#j;KL@)alQ9;zs;i;&RUskB@K%o2FV z=td^|CKmxYh6b=H)G;Ov)x{nlK7R>$a!mETj_!=Yd!PzIi*Uf(*!~8u1ThI0ug_Am}^I@!Lo zpTb)8#4g|GtnLFF_?;Dog7||x&-^pdO?mh|BZ>4g#!F&0mO1tKU9AMZzN!fRicBOJ zC<>--yOJ11%V$^(Z-fb8-rv)%qr?m5!o6ny|HH$rC!ZJC3_s`B`KtOMjt4M?xPqI>c&b0!ZKyH0ovxB?A`U$Yan~NJ2pe z(L03(p5`?#T(!2<*sDik#CDxg8IdUYBRVL|00!_6$Vr43QS5wov|Vz#xaQo^%C((( zDYR_$8E{9n_647vfW+wlt9CSES8cy34d1$-#b$asKRVR3d+?y?9&bn62Mo$QNVq^J zRc(0;mL4=k#_M2T`V|qn>?bK|lIV2oPpFhmp6msY1=&W3kgH-y>WnGMeU1BUJax(UIA9U{5rt|6vI`EsD-8s;(_`!N<#g_ED+q~Gja0jh>ydB_iOWU$fzpH zCQApF-=HBKPF7H1b4pZs4yrZSk)FF>cnCKNkxBlsC2bartEckFEk(`{$o~KSAfd>2 zcNtqy`t zaJ#`iFl&R|jGOch5z(^aU#mc*rZM2VWR7qKS3V%6EcCuuiEnzCY)l$m_egjrt=7C= zqQq=&QvBVd>$y4(6ho;LY(ez1cmXGwd1h<2E3Up4>nf;PcoWO1daS0On3ge}mKk@V zKtYcSLGV274J7+8MfCHS`v#J*6~G=~OVUrJ?da+N*6}+obza~~vwvJCQJkTxljP4i zd3aFPKW%WdU)UwbK2?Z>XgT4=$FU5K#CrF=8WzOl&4Nnd>{Kadv7||$W)*~49Z4)V z>xHnb0d#i71>DPKUajw9&1XjFTH;)7Rd~0Ua`fFrpKdoZ*H(wb=5zdUmmT@PP0pRg z9uOgskYPq}zRq2g1qGueVX4x-mch(`@AIzbPW|$DlJp}z(Ui?X*mkLw;gV$$kN44x zqr_;oTND@C-kaHBl&i1>cG5O7)UJ<$@{+(J`TIOURKUflzy#35ePwJ5EW{GBgRxbg zG=UYl_idd(LCXorP*1Z}Qk3_A-QNg0RZ+(xNdy#f^EnS<0m5oyIaR*l(_1>DUbBtQ zxtDFmMJ*V+0g3fJN8yz~zEq1|Xt($ptE;QEZ4AqB=&S>a53FSsyX{PM&jSi^iX?cT zUFZLrsOEBbf>Qq@6({g_yprk%OD*ol)*hra0b5&+QW??28u#qk4*NOuE`feMB$!Kb zn7bbiw4#l61`OHqFrSN=ohnt=!M0w3S$Osz|hY-m9(4;UwYa@{h zy}QfxUikuMb=oloOkBE4&WU|^7fl63Z{C&K8n8OnnYjBLz6t5XYRfIS$F3?^khhuX zil3C`IIak!g73iDrIX3rGniTujZR-RMYmo8;D<6@kzv(;@6nUDP}it{{P|2(@KV{N zGE<(0N2pW;(Qbe0)y3K4aD0!hmMgy>QRI>|OYJ_0cs&Y~fpWzyz5U-S7-Tpq^ay`m zp%aewL*TT>a(v}*JpK754Lfjr8r@Pke#u%HdOLe#{)(wq0HxrBoK#?Rid5r}4aG(8 zF*AzpsEDUZaxR2vetS2&ZdoP%d)l_t&PPNTqn8Xk%gI5XGvKZ{du?e;x9}Zcg=H=-H4o9tdQAvqy!SDB}m^DTq zx~!3eQn@PWw=fXIO(*%Jl8iqmZ|#mLO%rAX+8oB1X3G~0*TjNm3#e6f&edO6*ZU20 z138XbkdIZ3Cul3O)|6VL?e2L88wFV^s2tJ)-qC4dFVlv({EQ==!dv3&u-p;|RPBap zryCdabChcp8&grX@eexNtDxpEoxHANVwE{_z8~;mKD)Hqw4hEzG)Hgns2ZET)U9s! zGPIY&0*HXWXQg^?yHunf)Kl)Jtg|?Jn`@ms@7iYly&4|bkN~u)7m4^huaMQ~_G)R)$~`9d-iM!(T1L!3b37$%^x0NE}^$m*;4hAwZL zmyQVFt!Yw>1raJaR)xM{_4fz4J1+HJ4-W=FnE(L)tu|xnirX$=uBD;`4o<^<%aE4h z!jZHl?>K_Skd&f=@N^iegV&K?FRx&Lj4b$&19XZX{=gwZW8Yy2HsWjk=9hRa0V{Ry zw*sF~_#8|&c)M-Q!#EXj27#A1ySCoKypB%0RSP7*?;>W8Keq| z|NSTV^J=T~v6?=^1C+_m;RDXxC1h}iY7=z&LNt74BLD6gW@!>U2K0;5Ry^b@L!q?w z{H1fp-yQ}-3_0v|tu~*rb65V!)e{TeIsRqdh3|jq-QSu^G7{MvuPKuvY3K>uigFtV zBcE?L@vb^#R0Ev0G`blswr?hpX#hA<@3?Z+o(eBIqb%o^Hed;a720+R-gs~`t&F#_M2lyT5x{V&P z1&r$9%G=o01Qg1Vh!wBukn9cN%~WA?WAB%ZY^b*;wfhjZQfsj&Us^S{)pHI87;h*K@I#F^W(p0wwAJrK3WvS*U|Cy-X2B`+^k^+5|m zOVy<}DjiZAnTDYqUn(x?td^d2AJ98fOHsCc3?r0P`d@O*2wt?sX{cQ|bVFS);}7im zx8pRriHr$x0L7#L^-=r)00BI!(wvG&$AT4Ai4!W^W@=I3tsIyiVBC!LvHI!fS}X;j ztTy-WQZea3^;u}`AAT^b9X{}!eD>l6zj`K?SKe)`cD+VVt9uLS@+yZF^mqu^zA0se z_{^6f{S#@Am5^;HFF6XrW`VpA^chnix~4|Ulctj1NYeJ}J0}vm7@Mobn+T71>yXpB z!bgDmTU_kiNWxY?^U%+aCoZKi-rJ<0x03Xi?!H(8WC3v{BaTYLh(CmRAHz8AD-Z`; z3w10)`R4KzAR0y45Zd}KZ!ds7#=o~C>F>MQ{`1I&x^P3W@iPb^!aKTmqZsi_ReYfe zyq8eM%J}`L1(=#Aw^|;wbX+JDykjEa-h`g`e!k;yxCPXdt}A zzq){hhWN>7&d;0?Jlz!35Y#|HNNt&xUSLVSx2O{Z3F&^koOsP*veT?1ty!r)aObv= z%aSh&K@cJim$dL9r4#%aMp7Tu(LFAfxp$1E>AYX(ftTAG97$?-pwlRprLF?t4wfGe@iPVODf1DWS zGKhKcLO+O_PKNjr7)xr$9VCA53k}na4+*m|U^Y~>>I{FXncv)x(mahB|2vChV<8E= zZ*t@O9*miV4DfhLsdbr$8>JleYsUCuZ0E(Wcub&lYG9pTg5kp79AIM0(^{Y{+nIxG zc}}o09pouPX0`z1O26$SLSTY(SPYqTXBoIQ{+w{lQ^?;!n1DXNqXMo*Wiey$81nR% ze2B&ol2h)W)3DuBSEapRs;pSsu{#YXmaoqKI5b!PMmYUQPA37 z*#i5d*}QgF<}kvP*%p!w<*N%O(^{+}z9z&_LIjq(f4aBCBhpdtgfA7z*Gk!cO&Gy= z6d6F3`AsgCTqmvi;nH5)XH&`ngIl9_S5}b#$!6JgzVqz@#dxdmUFo9OtVYYT}dX6VnvI#iSe zmHn_c4EW>{kn`}#+ba)^Og3Th$1%}FN8|-BEZ0K_IgZfssS(JEg`*n9o*}oZn;XYh zCj&okEpbK0DFx#IkSx0(QpgcuTOx-9|6g z#1~KIw#K3H7ai8||75letnX3v8i(c)QLi_hw~a}Z43(i|#$GWE+&K>wxsxkzy6FA*o2yX`bwl+!y?A-;!?|{2!zVeSxbr-z;=5X(d=wCEHLMvHn zJ4eza6uV_URB)d=tKzdn099rzy9 zh!F?Ea)&<9?u@#rQMC9s-AIfhpSs<&rk3X&=D{~hJ7!_nR6rwN$G^wL*?FacJz8f zc0bBw5q!Zd#3NV8B#Y%p_-I}ufHWtHN`AZ_H`;uH-2k5B-j5B?cy-2rsw=ivY4VEG zlVxxV-yfh7X^UYJbgkX%?0wDjJ5Ob>QC(dHrVu?dAgocv_F2pt541RwyPGcV6|kig z9nuZoe3~`eo0T%x*KHHhS4EH^Aa`9}V4^5z*Y9**wE<6X@jLC*4~%|)vPWYa$IxGh zdsm5D6CuLcz1E&qy$8-2&7fNr-BQLad;RdB=ntI{k`c($G7g*ZlthMskB`9Fuw?*% z6ozCz5eVd71DAZE7MRK`9x+MzFCcB}v2IJ4J`kBogUynA_~Ktnt_nI$o!ym(CZo5n zWIoWiUD=vwz9sPRxnKBdSSwh(mm(t6z3yeVqVU+`8-~s~%KS+(Xhn@`?mS%#sau?` z#&_qylD{zW7@0K>1M5-!oUQTvX1@vU-Uujwza4FrP?G+f-1Yqe%Q8RL{w<|$NXt_w zDGWI0OSNW8Fn0PWGe#l$GaV`0uLR>lLELEE&+f>y7g@c9fj24zfY)XWan;G2guUyE zkJy8$z6W3=v%aFpDrw$toiX`&NS9A*y63If9VxAo!;NaE);0%A9+y5}Q*~SyM^p^L zL;BTq3ItU>MhJDr6&6e0N`kN5;#`w2HMd-lOZ9r3PJz`->V@y2OQbVNtF|hR()|>D>~=p%^81P4TL;lD%OTDRpe=1jx^XGN_gxeNdHlbYx- zfI_@I_V{g6jk{Lxy-Z^%br`4l{iw!9`iCn| za2$$-+v5IPwKe{H&FQi5mpQW%t7yB^Ogo#GN_CV7w3YoRix=TBp{CI&(8oLQtCkjG z^k~8i0P9DYxYiha0VU2Xml}A*9C`>niL9hS^ffMQ!mFY1*c31rhRzl)Rr3R<1$M~3na$-2gE9< zj9@W}_WOo^4eXT2G|J|3FvlJR-k-|9q) zFIg+ii5pm`z$F^kHu`)oI>s$(-_T)OJzM>MMVB5ZP_gb&sJBeoA0&H7YrYcJpzhi< zPHvgMey0}sr>DkzG{yeD?HK0;dcPy}#RSx)i6=zBAxGD(YUrm)-~^UyQpFG$2Xt{o zVi~Dg3!IOG{Tc~<(aj#v1~v}x*ZJpe{O6_N*~xC$0(R85F`1R%($xboe*E^+GF?=! z-Nt|B{aqJ6Ye9Ca&N4Q_U;$11jU+2h#u$9y52x&(DE&Yw*jw9ZrpvN6PeLEq%roUM zM}4rJE5yitj*DO#QX96N%Z^$Njt$P0V^65C|7E(2CXV~&va#*rOZUV!tt5_oLSdBL z5gY>0tCUI}LJ7)V&+}Ce0ycc$YYp(aPWuALDaOnd>hCorZwmTCoDm8 zLirzplz3_E{m+zQyslVU;tqJXF2czJM}^+(Ea;-tW<~s$M*Zv~8$E3>*+x_8nQG?t zb$q<`M-X~Fv-sG+s;&f5{Y>sa^PH$Jjtrx&IgeWIfr^6WbV)^al!5_GpRU5eH~p{UupyDViCWwINBfwbW&ga@zLLochD=DY1CJ93iLAN(VQ$dwYgC2f939>f z6rhX8+{phgnoVUQF}6Q)K6mnMd-Cx!t->Cb3e+&l%1@pC}GwauG<6K+?ETAGDwjiQOU#S72sDUB z>1~usR@fdT?>NwSiUBkO5LWu(nxxJmDnP`vf+J2xw~pCYO_RUBb@og%o^0b!smICL zDW^^ED)lQ6s04WKBfre8Gf3G9b`m?o?9d3i$uM^1$;RX;FNho}GWo=I}k;5Q(Gv$>he> zArf98D`HRo^ftQLUtjZkkyPz3ta#=$!u= zMgNI^>_mn+$Yo?>F7w11_lwIG?@M5&P(F0L9?f@y5Ae|0=`mzCc+bCX9WE)-)0C3AM!MV>87-nB@PMwkcw7P(YJ@ zh>gh;94GsQFmr%Vw=Q6%;~~6eQEac8;7_t$mN+bTWKMiL*wQ7ao8C)__?Wxe5NOO- z&&|GFc|X$Mk+hTRD)44WmkJ}-@8Q8jyFCkA)NGbnd3sS58qt`!_<91DU59h%wEXTe zz+p^dPF#)qpV@QlK6OOLr_$rGOaLd=1Df@#2eQ${SO$j_?$u!x1U{unj%>#D)A5-F zqqvvD+9Q6AKuABGgJaL%H&X)U2a`-qN8K=^4Sa_*P*{a>Q-B-!m;K}{PI#9n zBe~n)>xPufL%_qgV)*(8vauWn#Lo`xO|@42Z3ga8^h4pcL>m2B#9D0+H6{mh$$#7k z>;m`<{uQa|C$Z=v$ryS#G=HZM#Sxv(#I}ecQ*>FvH0IxO5PcroyJ|g)L?3czB!Ffg z`LS8xzN4JGAbV{l-_(++eCskK=5|Y(A7^MCGG0i1?;4;SuOO{8JzF_~xhx3_7SBXh-JTHe9kx0mqpCs-DO+5o$Ug;jdb)x-db$3J_~*m#F79SQQ-3TM}eGl zp+S|R2HHOzeXz6*JQGMgb|zs9$T6>npx2gOTb&U_dFjHwLl^!I{+?yz|wE$OF9T>+Gh1g^radK~QAZ2iR|5aC9KC@c9mI0qxZ zoNb)fLN`Q`q_Kb)4oVrKYJCe+2Q!K}aoXW?Lp5#gInbDs_YK_F{g39L>N;Ms&Xf_D zx&uE@xCr8a!p*Bt5;Hv-8MM-U6}^&i=4dRU%zM7}j7Zp1K!YJ;YyrzL+Ny5jz3KNs zYax$(xVuAi6*{@yg*C0}`ityn5WpJk3_I6vA@wk7Ll@~VZlgPBzHLQ1>+;`J^ky07 zcMy;ecC1rU-oS@nZIl^RM4T^Z=oj~3ce-tAi#AG$lrPcvyL(I|Wtl*&6Qj-nQCuk< zHKnw|Zj_B{)mfWQB#7EcdB@s_AX{iVK{)te#JF1_Qf_}ju+L_TuPJ4YO21)5iYER> z#E*2LHAfAMg_51{$u#6D%gY*;RhC7;%lpH{S;)nY;}*eW_IRh8so$&l{x1q$XV zKOU7a(lr6(0gr361_nf`0vtV959qHuF`Bp}YJWYDmPQ~=X!}n&VcLYqiD6o>L4WMZ zlD|3Oh-u2x=9rVFTgIYxTdFmfd5~!oj|kj?yuM3qYR`ba~$l zAP%Zg)*Z7nlqHJ~7367FQ2vt=@yglR@Q}F2lF*q~>dKvd`185~Khho63*sX_Ns)or za+EJZt%rfyi$GnI>W|jb9Dvibwn%y{yKPHLvKaTY3IH?Ib(v`2y#u;R+E2ba_XzqF zF?m+q&E?i@X}HPnns!IvHLYqCj(SNj9GGU3i6v;PBvYM=-`{mpwR3~Xx3{!wTjRThBP-mn2PK6CG zMF}9JPmlh8RTA@E8Z|_zXO)SQd?@H?obuOQoAa5X+MJ6Yz$_EX6Vapz+f1GLiqJmO zRHMpVAg{WyVx5SL8R%9ImgibW^wgaEB2G3ycMw_+kWn9P{yGvP<)K(mmCEA)x(dwc z%pk}g6_b-dgpi$Gxx^)3DC7FDr}*siWG`1q5bmKfg;;C()@OEX?c$@-_-juS|6O_3W6X!6S_9JsD)V=#-A z`ufb_)}j{B9>2ane7q_5`znAmf27}zW+c+!?uhTHvhuz%ZsnRJ4k3()9ASBL9s2#( zu+e9yNs%>`CEl^Tj-k*{%Ew?e+VaA_>~R}V-I7=(5Zk%nQ?iz5vbeH1_<3+sO+Pj2WCm^y9M|y*!;!E`UK!NY@L7?GrI7vpK15^H}3ICNh{B z!tMPvjc46H{sGbqz@%ResHInL7cb&_>|2omaQ=HuRVMQrtysI*}u zYy_dJ%Xf9}aFWh40eTU&l&o9DYKD!#8JyuE{$0b-M|u%1CR)kui20FNu1lmZkbC*B zU8cNhq?xOxt(pP|8E?%FzVmRYezS3@7FyOrs7eTJ-GLH_sZ3^2v#XJniV(E4{|Z8F z+FO;Vs9w1qbP!|dIEUm&gTU!n78VMZr>m%uox^#GNOOWoN(xIJ(cUnr#69=92F=Xx zC?#>;mqq36`w=W$yYz8BYU-I8bcSkU5zKFxF08Djy7oT?P3~T)u9tFR6FDG;My1a` z07yu8qYHb~n^z@AO16*3FGuuQ-Di+m4rOT+sfQcOs{nX_A{~R~whdg;W_LLW`S|c~ z(@6~w?u2}QW(#+omvd_kZFKit;3(aUhoys7N-F@S`KPzzaD5~Y4XAzR$m(d}&eO~A z#FfJYcpkj5?93G>T1ijicZiC?u3Yn(m(^E8%H zUF!cMlu!GeC#>{EGzKd8^o~gg0He@)OWz2PIA3=8j4g#|i!JzgV|8H0cdrD>Y@iz! za}_`w8aTQT;w+9=F?4esEg&=HAw;+Vvh-*c)6=^}?Aq~d|M9G~6m3%-uOiqIgZ*^miSt$2G4|0~7`?|4Lkjy9SpHJN6 zJcT?#^!hFV5h>AmCuDc*7^G@Wwtn@nE*6d}OUf8$9fI8UH62e8syenfQI9m%CI3BK zH*zE4XG8k4^z|2L2QiBebEkhLc@}T=dnCgFGQ`R!-MOd?*?g+W2NuEn0NhaJr6%8= z>ZaH1khX@XGxQkKJM>1O%d*4LgKJXyp|KF6(#4eUN>K4g(OUOC7;i?O`_OgAZV ztb@|ya)h5TP&8{;(|l!cYQ+f=+eeHFCZJ2a(#HS-XaoqF*O=LL+LtYlO^?=5!#Xhx zwl=JjDFR!tA=l5S*C&(tIsuuEKP4Gu4_IV%;zs4Oy%O88&^ z02T-w2sTJ?U6%{|v=J*0)hUZejJ3`@0qDkhIjER4P(~TkA%(u{c)%b;GV+|J9u|NE zD_TDm!H6&O_6@TL0Fk=AhI1QFth2w#hx2xt_isuGoNZnjlp9fRjw9F11C;Ip`Mu{H zK*3YLl5)}yB^g-PZIE&BI=4y_XMK0aPf3l6H~;_uKmW@~60MonK;tLs`SIKw&KEsi zK?N5H2MhYm4sN2@O+MHTW<3%na3LNT;f2Imv%~1l*&_N8NHFv-r-{Y56cSTJtBA^I zm|%i-Ec?}C(ESAu#At@0U5Vm?XPa&b&iAYElA0wx+Z@@06nmG&A6Tt$jIk3hfSrw( z*6!As4IW+SIRk-O?e5h;)O5bc1wvhjgQKcb7_c&o}BLa?W|a_xg{Q zTzfX--uJrKTEAGcRhE&I#B>7yG$cfo)RlNN;Q;^uD(G)9B%lZeAR@0My^9C{fH4cB z3a=-;1h6w!%;2M;4KWc0+Aah}WdqA!Bs+g5C8zdIO*&oi{UGR$@cMlGJ57_YAhh<> zHXXlIbs@@k|@kC}5LID$=;zjd?KYr#`Q=w74O;BGx)o zGQebTiK}$O)YZxoV_2-y-l!_}l=xc3Td@Y3@GqQuw0JCJXyuJS-S(yQU>+Y5~xg{AHcX@kV*@gQEAva^*hii|Y}uhtqW6-Hs6O z$zl3u`OawU`DK*==iar)->fdTdcE>EY)Q7USU`UK_+itD3qSFVpn<-=erJ{)&R6or zXl%0Hc?zNh;`7QA>E3aQZt0X9iiI3OW$FRxWPcv(gfpAZlOtcKc;ymMrEFt}ZBuSu z&QVHPVyw4#jMKY}7Y||-c4LG&lYJRL&RX1)k6p%o$$_1hnkCbKq~0^SEOfU6{Oa}3 zn(@sKBSJv|Je~ormoD*y5heW%3RuV0k#%)uuV%4uk`81nJiKj{sxA4^L`)a$%&G#Z z;g3ebKseXyOTin@>&xoXEd?)A7ey-b(KOmnoc6f7GkX7-X0&+{6%U5|UBRd+AAIuW z%RIP`{ut%(igolZ(Q4ap^kAZ z+_uSGX|pjfoO!~Bq-x$e-yd0P|6FCgS7Vkh0S@PeKk zc>u>}`ve}cp@T&#S?OxGcOTHk_YU+#{TJ>L$UJR(?FHTEQV*S^Q#h+djFYJf*SPFi zO)8TTaE#vsVGC;MRL<^wg{!<4gQH>zmp0K9}aC=x8sc+2O&vxbnUs=_C zIN9ckmzdn~Ldm&vqka39T_@zK=?$lHndFx##!?)ISZJXJ!Ov}e-(iFnzS&B+f0X>f z{_rVwdpeY7SZNFqYsl7?Ze4EtE_-W(?tw67o5b=>V7Z*wSMn30dvGiyrLoa3Il*TX zKM#79{E3O@HDfFI^W-qBshrxf?2YwBudxWuvMk}!k?a`A9ypEZ)`~k`!8LZsz=07` zQ68(e3m-snI5HZNA3_oSjJ6RIwg06s+s_@y<<5NP3gbG?uq(=(LD8=#voyeY5x&^_ zX%qf)B*LD>q@<&U6~>*Ytq+bB7;*Tl^oguZmO(J%ndr08F3Y!7D;7joqQ$G(QTQ?j zG75JxMMo60dIJV@3SiO7aNd#@IbZ~trQWFUP^(VQi8Obg!3onaDzT|RkYV7r7dp8{ zs>(w0M7_X>mM-*`G|53g2&aNb70*YK$#U{m**znpi$zreXAegO&xDNsrv4l(y<`GD z=~+!X+mtNxDn=ZK*v}&LNu~aZdS&Qh6Nuy;+$TbVHL8lAT? zvEDTVZ)H-wuWV(}>AY7`+^rXA0?iie?+xaI`U_Q<1k zLm7$p!Asp}z83FglR^~(|L_qr`Yej{LzrnaDYQSj0K>Cy<{jv~U!RGj!cx1cT8u~d zQai?4`ZiFcTBw1LX!V0?5)G~`0xivF)GafZm#%ym64?QPA)e!gZyZ$1m z&=0~xGYJ@vi@fchs0l>=d<8rq0bVO&3fx~?l+QE`+hh^!-SW-p|Bzfg25h2&7! zDwE8CFg3{^S32&jMDM%#0u?Vq0xAt%3~{Z(y~P5hR1$SCU*`w)0Gbx~PttMkeaGs& z9jg#t+Bu`<*0aCl(3a+nqh90E#1eA@9;E}BfyckOfcarg=lws&zjy)oHho_{u1)=+ z?XJ)3q3b~&3-}Tg;JRbo{?%a+wI*iz{Tr}ljAVom;`_DC;MT=i#qRbOSoB_E=q}TC6$Gs7ov!EUbOt_~5>i_ze@^xEUiiWnQBwQvLgdupTpgeQEi(0oZnL>ajwH zT2mtv58$aLw}G$xal24O>EubqdE$|WSI>_v2*x$z5np8MNpEP;^F(opgjoh>sOG^K z>x%ik*tS45WkMLAjfZ@ZPlUQb0PiF!1x7Ooox{om7CVla@e==Tf(Pdze6sg2C%F~( zhxdvl(bbD$;13M%W3%*bY*#9-F}_Mk`@sR4TJW})3#)0`e%uF(F}g-8{kD6ucEyG+wfqhQ{g^tZk` z5awF3{6yw@odxx75Da&3Ri0lq-%&kWW?b=RySv@fTU%3)hw>y{--c4io-dNpM`@BLs=Y8WH;u#pSjiAD1L9Q&mDv5Ue44q21T?Y=LAz`$=*8iHL zDz3uk5*_&{*B_jT3i5SqWOueVLL<&-f35cicLqa>pJ=QlOqKu+&g;7zH<+d`2HG#z z{C7V|3fWbrC5m7+Zn3*HYGD?%y)ccN2b1`BlD2+|R#3!~(ajjvXCNq6G!7u{j&7N- zx=NeAE_Z`L)dnMZQ55sgyX(r&^@%ZLnbkJ$XI%ZEu>rZ9e14-cs+W!o zIrI^hz1DK=y^3E+xz7JPEdSDGI1B4Qk0B5!xU?PIwnj)8gOp--z}>OD{PSs$P~49S zi<1h@#FUYm&k?Lrh>l`|`#)iUXidDhGe#duG3N_^hlP$X?_2;aH(&7hLZif^Nc@Gt zmxo`y9_sV1nOU0hoiC~hs_VIc*FX};l;8T0xw;3qLwdH?hcR!tF=zWIf`M=NIm_U% zd-A=CMu%qyT7Roeps(W$yQ-(kPtA;jWqKMT=_o#(6jO#;_$WJnTaTz)bJPXb$ z2hpyTM8YtARE1P;q^Uo+7myBzC>4>=-#@Ds7gR-+l3r81((|-~})h>xnKvn<2>l(NPOaKB+@IVfT6xt2|U@3t}1EVj2 zEQS$e#SIZBC(A_DQLIWXNXeXd1VsL5;Kyb0K|hq4QH7Xie{SFB3E06q{`2^|Xv3juGuy?{Ry zkL)+vCWNqrOz&kpgYM;S`+n44cwH^`Jy4uROt#fOw0Y?Pla5I4gTj$xfgZc{$8AL` z1|V``xVyX*nqP?m4tQDL1)h~}08iVJ4K`avywD!F@2zif_VO>&?}Wa!v^_9gVOjup zf$OfmH~FUq$H1kwF|Sr2`)&0;)ZOJZ^MaQ%kndsXA>xkY!2AlOf@ITRSZL78?S2}F z00aWxEv{_b(LL-xe7z7_MYw)&(_@8EQf`ydF2;&?c_a@+PPtIb)+eb4iH_Wrc; zcE{v$xbHBL!m)&mKvR^f!r#^icD@s>)}O)}R&p9O{K@G?BK%+i)OJWkwCPVHNlV<6 zZDf)5v}>PejZgEPgWz*zdI?sfCCEU&t|$==tZnNx6u0hbZ=Q`ZUgMu z&{Q~~A8+|G|AOar!Ne^gk1A+wxTrB)7wEnW*Mjm-x0>XcS~XRa%Iy#c6y@&ZyS_cNV^w0w(}peRMu?0ln1i^}))-xd8y z4E!jHhcQ!mH+$Q?K1Qm?H}WsYsvr;(&YJ8f3wEO0!%1|XkTq} zS!VwISWy+p?!4+weLOT%#&}%o*=1h@fmB?#?X#K2TutjC0!@+DIeaesQ_0CLh}A61 zQq9UzQHd#N|HGuDIq6lVJ?MS6UybsWJz;~!bGL_xk3>%`9iSh5+v=`}-51;OKTGY@u zFQS&~%G{5>$WMDs8ojf)NR`&G5%FD!N4G8~N3*7GlQsL3N4u$ghzNbo8BnI;!lybs zrUtD#-+CmIk0I3x-x|mpBfNmwysPQPK3Cr#j*adu^30d6ibBGRI(E?BtxIx$b*&I5 z-T`}++M=a?z|rKJQ{i(fZznz_;g%!reLs{FVi>}TV#?Y?IQlZ9K8cV7Ji*jszP1ByvTvqi&U%~&Ci14R~BIK4eJjYr-S2VP& zwnzmU;{L-KVzApCW5cA1(5O1JioO3V`UtP*f2&`23lhEOJ&#&fB?~bK&bv{>_vB%I z*X@6yd-uO==f6RG@+F5okzRx?0tmnr5V%byUyX}letHC+UuFFd>=u4b%PK(ee+06p zARE@u;s}>(W#kJz+otO!{F=LdX>jD9;FiDc({}sIjP5;wfie9l^dka{?7aolX}zli z%=A`C*Uwg@WF)+<#vZA&(2um&bW<`EPM9?QF9(*_ls0)FptteByfK+&n}-yqGBbXH)=Rt-s{i8j)JP5V$z4T$b_*QezCJX$7+$X})pp z^JAv+oUK}QlhsPda45C^QhM+R>P@0VXDOI_@R$)*-|F@`>XdsLM4sb{cPs@lmA1{-hK?l? zX$x}r*|tYvHAMkBcC%#qE2X>uxsAdKU;&plAKCq=t_5is6D~+G>qSZOo@%PcwtbXd zHfZsLF5R5pXz`3{2;oObt-Jg-$ZFCoM*^Xh|CIkPttDs((p?I1Z~PvmmoWW%NB$N2 zY~73>z0^$!UneP`n+HhMz50acR)(LbGs>YBkWP9~jCmr~%6D?hu(ba2@J}taAPOp& z|LU&~(C{c$k3|nkvc~2pSI_Mf&8V&8ca*<0_E%C!KY#nul>P* zUtvAPjNhU}po+#D6z(7CV=$1b-HDWzL;~?Y^6ycLu?nQ(36sc6)oQm<`_wTn7Yh1W z7qBKfdJDI7JrTnIAGg4e2N8}^BiKd)BLYpnkA$K>34Q9C;}^)CWe2RjZnXW4Zm7uL zLUp9w)PCZLU8AYFRG1f3cot+_jT|gK)9y*5mZ_GISnA8U@_mZ z_==kOr^s~4J6lefaJ5(X1_c7vmVXHnndl!``xw_Rjrj+fJu^V*Nk{{M`!*??IrJ}K z#wBj?Z=zpCe;c$w?io;H{GqWwI`^qcsuMp#0cl>)M)|@;CNmsZFZN=?{7d75l(wSn ze|Pln8ptj&%%>$!AqN3H7-SV}-f2#XUfFZxYkb8&2QuOxz41DKise6nJQ4D>YaQhW z5`54%w;(P4U$Qh2l{E+#$)Sw1w_yfwo!Wft-`g4F52H-NPlRQ{t;2oa z$Ure5DBT)&S&{@k=Y6kh+%*;UjQPu2R~9KJlJk;xL_NlY?O~t0d@4@rJNG>wU69+& zYbi=(Lo|EwvjxE6OwklTto<8N*=$aAd!*}}t?&FH459i4R?t@!bH2L+(;7?j9b6DN zd<9dcbG0PFZA40Irdmqi`F>>Veb>0d;tXBKau1$7Cny@*NERvWC zgEj0Z&_4>t3a4jloeyOV;dfSxq+UM|-oCQ&I++t=&9rH!*}MMB)xQk;$6FC#rcMl{ z%3sa!pirUAFt)v#g?7X}+%;}=n_DMvd3@9k>cii2ql^AeVEdWIkZ|GgYMHG(J;M4U ze(W>Ve`H6*jkY!X{w zx1MI#|2^@gXSA0(uQ^FSGjP zQ(bcEYkPQ9bt#>BbpNsZf3=ctbtp$8hrJedn>UavD#~64-O?o35YJ)|uXfOS=bxm7 zJiLxuYURVH?tL>9hwR~vbr#<8PWuIi@RI`Nz*XWjKKjofqt<4F0Ww ziT(SIi(Cr66|H4;%8SQ42Vg&&_*=BT#;moBGfDxs8xmg(H6(w$oL=}S>Q(97Uh-N#STbIQn z1z_Oefc^2NuJh4$ltZ>0>Wn`#X;T;1zNERC%v@F@OnF8i;gfZ(Q}pQgK#~_0w8=X} z`aDF-XVKv`jF4gw_}?(F^o#%OODG(B!MP*(6+FJbh64ssKH1s#020AO<<6D0(EE$5 zr$fm$P*)SZDE~e?fvwj?-oDQw`W*yUj~-y^I_~PzCtdrfX!CW*&50L}5rb+7;NwgU z{#jBOgQAjHamZtR;Ds|DkMW;U{h1;WR*gasNj(|+anE#P=G;l0VvY*$&>mBeySOJ0 zJKj}=h`fb*^;Ao%AgYc1=a6-ZBBxrSy7mVV^Aa7p&cfmw)DYtTwOT%XT~42fq0;nyedS<@Sth z%qh}|Ol7#U#ViNRf6qUE(*?#w^M44%Kl;i)xtzn+@PN%u>;nS_y;Mawl)ElCo3upI zbJVMAyAE1NgvF=Z^+zas3xXygwVv{~^pjf06K_08u_ST~XM5goT`~4kguF}p;QhDH zpURVeq$x{jb83Z8rNLC?$^ceSHtNvpd6^1CitATSNn8~3r3SAnPXA{#`g!u7*(g?Y zOflU@@}C|TBL5z%b!fp7ZBYj;z?i4SS2n%T@cMMr(uyU(=GWprVp%??^T zWS(%)xnxG`ImaLbjnICo`aTU1H6|m{g2tqdrqm%1KRM`^Rdz9a#xY_T3ehw`3pbua znFQ;bj!iruoHoPi=aUuUjjI$OgZMXiS8K`$jeiHm_cmrseBOxMa!LrHJ_J2X5Y#NayE zEUqx_ov^1y^a)e_J)K1|1?O~5|3`TJS@QobH>mF^4*w@^|NpLf6aaW2d3V^DnjHrm zz0SAU06>{!$1gpfL?Fko>T-j>zVt-T<}LuYnoSstBgxeY?gl-YO6aOf{PQW*4Q~KI z1R3;js;LqH0P_;`jx-2>ie2qF_HYbK8mD*Xb&7Kg@1LO>rIdG||dt{uVp_79hVO7fqCxlIiy}u3ec4VWDd|*@qwKd8J5R4e-KSN>c$;_g#jZNY7fjp2KSqe<)&IdMiwSVmJh(l=5pVgK=xSlsALh)f^kR zKrUIXw;sX0s3tog_8|GTD`dN0JXy{lbS+c@1buz|NrvqX^pHT*;&%Yx$dumW2To8L zdI@mze$0HAE&~8l2d{*&$sJw*K&0hNze}HR)5?&3;4(FZX9Fz9MD+=AY|GgHSbL_a zC62D2=1^1~BOUCpylT$7!AHWlCl-!}<;= z-EF;}DDQHjojq=SbYCDfn0XV)oKe9r-^zlrJDo511K}d{BfrpzUg8@f&XF#&d{j`=Wsvu5RZv zkK#QhTpTshhe6~+6dO)+aZIIQIdnQVHY_bISCn^(&3OfToMFMHCBiPCM+#0~U<(D{ zsp4+Xc`u7(HP5qdI}-7oym?lQFluHv(PatT^F{{_Izj7wCB&is%IqE*p|YZk)?9>XLV%WalOUT*$j7e>pJHkrVV(&I&>V&AGHpj z^c7HFSD@I`R43TxOmw!a#JMO9-cu+F^O4MG3PjQq-x^)GQL}mrY&6&8wzft(X4&9Y zmydnMoh44tE3+eiLVjR-2Ch3w^J!(Tv}Gh=ntlCti6~Z$ECuJI1l^}<&Z|jJFGxzM zakjZEbE7RdX3Ng#?TZ%=9j?Ls0rY9y9LUm%30KE&mKfy&44+FxbWd|c;?#cqvaup} zo`9qkDCq(h1UA_rW!qq=Gr}y1H(a{#Ri8*L+K741wtTJnYp{IVNj}tuS5|9Z_`tvw zf!R1_1>FF1b+iyW4%|n(aGg#)%pz|>)QNn_=(ZRUHnOCZ=eVD@JR74R0aM0?ww&#g zI*8Sc-5$FOAI0Yor^ywNSVvTr)5wPf@^Y7KDYR!9&kFTcT?)aAna3z*>R>H<*g3S7 z>ac=pkkuB2kEw|dySu3*J4&st+buTOaye}My3)~x*6=c$tW*797l;reHqr_?hr($; z=alj$17zbf!fFCNjf=<3j~U-YeM6NbyHTB%RY98~j^?zzs3sfOV@_KdQiZIvpq;w7 zrBw^M##-df#pn>cZv=AJ6)c!49Z=pMVhj3{DyR(4FnAH#MH*P7^t%(>#E&&dAYcq+ z0|SKC3Z?wy3(bKvXLF-``gm?0ZqNJ+klqrgXY3d7rKU4nTa=7@h|#`FtNG$j=e7c>A0g^ay-lh7yDFM^ZBa7IAPe2^`T=iJaRyXNo zJ;|j24o(?q4gp{A9yf8@;Wd8^>NKR@E#AG)_sk4xDZCTImcB7j@)F7_^ofUV{HmDw z-s`g9%jNIO9WO;In6C5gJyOnkie!)vP3Z~-l?}|zHr#=Gdj;yp!CaaHh7DrAB}>iC zlGl|uJb64@!3^d2DkfR#%aa#$^Y0;iL)nLw?;a?69^#JhaF%6TfI&+Mm&Zju79nFS zO$PC{u`jjC1QJZV1Ps6S^1yL*;znq+LgyGCP&8IMAP9_Nr|CfUSSR_v7!%%0M_Og| zoU5cOZ5#ZS;dL<`ATgA(ssMOjldHC~og$AJIW<;X(bQ}RRysJ<1{SlkmN>L|BDY{O zkopd$XJXsNdaeAW9G08Y4XF_Zuh6Cr9JLo!*xN9^R!oemql0Ks?a%9n8MzvEVY?6u zsUwciI1up_N}EWn6||&s&IQ!Txp4WqbOR8h)LlDSbxa=o&*-$`#{|TR1Hl_C+S!qb zWZRZCtOR%&v)$!(HzJR09!`sH9Gom}rG)rg+EC2t zK?+M+ot2QU=zI~n>ZO{$Zhi>Z+{k^F6XS3&f1Nuwzj!=CVkK9)B>`jTWFpD-JVT(U zD0vSOMGN(C?aXjC963GtM}0yUsUc;U)b1W2ARESKAN-}$HuQiW7q>-F*}*E4%1!R7 ze4nw8{b1NdgrjpwM$?JFpop6vw2-GVw*9U3ija^HO`~p11|*%bHAUU(bg2Pn%9W%y zQ-dqtdB@8*upE}s8h}Cs#Deu}lC5BocjXT!U)l9ERl(fc+*EyD<-1Dx@6LNTUS4F< zRM3!uQ9_JXkHglb<2Ov|!R<`FLTrxa5rZi_ZlmcD$k10wJiZPNaeICTZbL)PF-1kj z(Z31Dvpw6W;0f_A6Jt?ra_oxy{_MyFQFEszCwh!nmTf#mQis>K{>&A>YkY}5*k%?NMaU>5X z4I_udirgs5z8hkz8a6?z?iQ26c;kPAp6+E^UNA$h!;QLY!q8ZV{IRi4wPYf6F_89E z<-kEbX=INhP4Fb}?z~=wv=kvJZ1YorR%81#I3X!K@VXIB-z+q-bFPUwLP$W*~i;WbD5joDQfSP@Jd= zHd>31M2=a-P3{yLgm@tIlrq?@a9!x>YI8i+%BvKCqpZKkLu{*aN51er3!72?R`1kPPs^UM#LPcr|w?)QrAZ#LCuAw zpcV>LY!fk*R*>+CHb&1y>!PsmNlkN&5cQ7*d!IW9G{7qe7!8XbA?@p%!b{> zvHOfR?8{xq9UB9k8-M!BE1dBy1~8O0RG0=C>Bdo^qwEv&TuxsN;Yuj%X}NKMnQ`T{ z>#&LLFDNGt%ZAC!FJmJ{F~of7zPh6IvR4CUm94fA_t1kQ%|I`eqbX_CxT1I>f{nIVs5n}hLfjWk zEH~(a$rpye7m+NDctOFsNR)E0qZqg(IqO=%>>jz4eP3Wsi-Ze=qdqox2O>ttdAhI0 zk4$G8=uLFFSsXUbtE;TkH?V_mhJQP8L7x?2S^kiLnN$U56fyS zB*4oP=Y*#nR43Hw30DVHkh0!!nl?h!87OjG#%{b0?^Ihnh>TQ@xVVR7 zu5JiRGzHThlHCq^d6v{5i_RJR6r-?I4Cv+}V0-_MF&Zgdxw4M+dr?5es*|6(xh zX)nUB5IoyV%Re;;mLyeh8Weo;mJo-g)|l*jBKi9-8RX{Fq0jG!Y@KcbMtr`furnHC z$F8b`?d#6uesu+xDRbNIWWg#B89uMx&!_#|K*YBphy?^Qx|lsnLHAd4kS_{;RRm;5 zFyRgq>Oz{i?9`I!%oNilw}N%)G%H+iz7C@(%RY1)I8&$cbI)HrAykm9xA_uwFC^SN z;uwnDDNz|CBg@vhb1jzdtb^!){>pMOBpt2$x*OQk#=}dM>Su_;APDhB-*kkKk)bf! z8m5(p3O*{IT)*((gAru3Sjdkxu{-KWQ>B&_Od>u1H0OG{=_rS^#@;%|Rd1|3ooEDw zCa>qaw}BRLbz7sz>cIut&$jcY-*Dmi)PQfnsKi|Wj%!Mz9MSZgR23<1JJiKd$Qby= zx8&1!YU+Jajv5a8Sh5kCU6uQF`JeS2w@2LGA4{x}q-(RLBIxoCBf?auXnVK#L(`GZ zM=m)TGy2|g0Czj>z+Pb!x*gVL)Y%eUgj~k1y~Ec(eBf+HM@=vWT9eSx^9GzUCLlr~ z`Sl4RkWgzhoQ^B0{7FJ@op1rh!BE8TY@!-kd#`WAVE9u$-P0se(n2pjctyw94^T9*n{8XP<@^DFCT z`A@zZlG9>+;pAQwwz@O}gC7YAA##&JibRtn?kib2 z=dNao;elx$$HH}Cl6#RLiKU#eQ}EZ4@XAa3^k%L$87s)2NERhfU%fvwoqJ0`upM8* z^A?c32n*$2C^6Ohe0%-|j)-)<5t6VoTI#v@DNzB&M`&`oo*0gO1ubfb$hz&Mvtm2H z&tzsk_jT8fbTo19yu2c;iYWS!2wltgnfBpXP3q3htq>Pqu$^A}$`5rxSgxuVAKeF4 ztdfTX3y%SMBc#=NJhs8WY87<&&T)`-#64*wc6C&0@?qY&s*RD1r1!0)@jdTpugqQ8 z#ho7P_8J!O)hfY3BzbdoQH4jTC;FWGomhAuHlKW!Xopjr*avTst+1D`PpzKQo-lnX zCRIRHC4GlaZp>-dwsN4a|BCsWN565dvQ#_Kn_2epq9pCrB&Bvp z)NA4$xe3;aFJ(4uJ?fd)khqh_9lOaoJyXq17Z?S+T>3SvJ%@ouUsVEY-t&tLsMpOC zU6Y5tB>!Q7;uzxuk9Xn{8hbM7^rO~Sizkig4sYf)78^nmL77Pu7i2gVAYr4*)%!Xz zvU%?fOU2h}KB)ml)d2TW@_R`u6`JPNj~!t3D_{HPYI=lG8HNSL@1SipI&vW2Tt^fF zy2?c_PW90)84-7koNvaHbcpcm#GO+AOwG@;9&#NSHK2AG#oi>+b{M z((DiM+^H9SY`xZsFnVu>xMpzyLUeD&)0wgh6b6Hl<40xUTDJb{V>(8i~{2`NU*WVn#N5ufRn8^XoiPYK#pc3AF8WDB0Ox6YBmP{u_?upr>4(IT{FYE2b*D_n~1z)yBidB^MsVVFsSQ}FO z{^b=!r(zD_qXv^-1^6y_Nya9nT%iRVIEO^2=B>{P&ZJ1FCt;9fcc?5^P7vo6G?2zS zlvBK+J3&aMn|7xklYje?WWK7{#cg_|-~m5U9W-pX@mBfz-cIC35*){ZYIgRv4Qlut zj{GI^NU%U1_Hr38)qO+R+K(Simtm-*46z-$8Wd9`DnIKxyELZhTwLEbGe4NH6Jb}u z$-o4~4B@I9N2c==tPm|>4t}UnLXW{rguin%ZRGGjJ86BDUssNDc5njM10DTgbv`h^ zf$DtkPDiCW(kyXyUm@Q!CtATEs(5BvK8rCbOX30lc`MhBol8fPV$*(TbFEpzpfE7K zcgjhcE1zJCn5&y`jJ+$a4OZTVQ#YPidG;f(lKfzq?i=n+eBbco&UQnB=O-0;Fs018 z3m;dAO6Ja^9ljyGLQw=lSp^+;T1FPCT)x=Pz)bN?mwK*?nrWzl2d@9cp^ZauIsO}4 zzOSo0=t+Rf&pcCp>$bA5RwmMRQV%sXui6c1a{yX-s<@u3o=LoyRyZsMe0J|=lB1Lt zN+^BtNj(JKdSCJN_Zu|Lh6F+GXA~}CS42>6FdPkH8pjK>#1OG#@oR=KVybfK@GY78 zm{I6CA|Uw0d>hp|CWJCSGPaUANl7cb8fIHTT4FNNE^KboJ=TJg<`MJAF$mnlIja|lz$hRv?Lo|G&#(sT&?62# z05>-VK(+a9OrnL)+W(RwwKF%IlfIJv+?G5Ql@FfSuNdpd$PPeSvY3^kBt&=xqkHZI zwNiL22)igS(ool6heqGfb*gRoVv8!x%pkG!B_}XX1JmXs#g(yG2#v}Z7kSlI-!<+$ zQX|o@w6j1PtL%%z)|ej6*c&qk`qS(M`c_=sMwePjp_p`eB}6s*qMGlyy1_$nw8cNG z7tzc;C1S*6ba*t9B$wMJ-B_`1SfE`ckGZoBgWy}?El{<< zrJ2Anz5trk*j_lu*fj7w8`lxyT!YK539TwbzZ=bo0(xuDZsdHk=d-z^;9U0pmrBDS zQgG!ZCWef}pkq6u8}=suYeH@g%%o+E{;`wAe~*V5xGNlU{OP;2>f}`tlj5odPr0 z84P}mn0NAo%80MP;ZL2zP?-%Whfa?WAe zD1{}NYrm3{PlN(?JdQcs6W8y?}{WaJTPX1y^QF!Q<^ zfc~MdFWtHkgQK18<^2VMDW1{K5P6KfCeoj@>vgE>@pIm8E`61)ab@qD_PG4heWhKO zx$5BMjXUj_TPGDF9s`l(x#b^}7(FZ2fj)#B%(2lPL~w_Y4Qk9Rw$sA_>ncQ5O}+cD zZg6W}Fdhnz}|wztM9i(mj|>YP+1j~ju?J{j93C`v+L66Rx{+)JQOpETJ`yv7im$K zzo*m1YUHTQ5~??t;P5;a37Rp8{nAPc!tCiB8Or+ajSgQ^Tpkimm2?;ITMY9K^6}wa zzx7&iCwFa015ni3+rnRU2w^gRzBfM}zBbQex!SAzp|N$Bm~#&{^6ut26d;8)+A@{= zzO^XnD^%r>n7uV$g1@T*#R_+Idl;jzg0qo#PG_&nfFzYayhukvQI(9gc5R$?(vs-i zL4LA+8w3RpFG>rpTAL-L&?Qk5pZGHK(E8o~(~rTJJ@z1&Rdc4T>xX!~*$|p5!`y2~H4x5J&TaZd z5PXJ=Qkw&sN4X079#)$VNQU&5RR}j=ti2CDN7eA$B<_AKbFo2Ux-3KZ9K{x=ML6-5 ztH_u15^Gc@{o3tCsPzYxpecCoxc#CQ4rVrcF+skQ60`>Ju_7+yYM6Tij+$q?`HF^R z-T=C`4qSMdHO6z5GM0M6sA#L#B>hlvIeyXF))W34!2wIMQ*e`W@QR-?DvW6~C}^t3 zbZv~|Ar$E|>HsSuxhqQ~rMIhTXm1s*GKm}2#TBIl;Bb*Wv@bfG`Nffn$H+*8i)R0Pi6hi>>G5)%s@Vih z$U&+aj>p~34fe-QF}yU?)U)NasgwO4?N** z%#r&j#_|2jMg(589C6Ae@s&Dn2zmhp3mkM_fMuot%5ns~ItG*$&1Q4GD7wI;Eq?m* z;x&!>)Gk&rzEx{k+%a2PL$gr>!wwr>%|VuB#3FKCdo;n%Y*Y)qcoZjV3Ry%bfqkYJ|!cvTV{CCVg zoo`IaF==nYlcIbTyX`PAO}bj6h@v-S@kdqK!9EJfnFw~y8E=~n^qLo@435|CWuD?w zO`HZ{;v5^jN7CM_Wr(n}?$|u(PYxi{bvb$N?VX_d-I`cJ8BEzC1Uk;r=VEFnfEChUflM4bNgaU6J`u)(^HAZw!J_ZFczPN=1 zrDow0w$ZM3kKvY7$PVn8kxpnaeg%%p8HA&213&DOuVx{8|(+Ie@r=fW>O1!O?$miCW^41f!T!C=> znm7DY9^`Ft7PzYGyI0>0uq7|rDXZ$+!pO*dFR2D0zhs&4^!F2LF^(RJeY`{I&g4UE zR!r=tK~1JDQ(_|u-ZqjV4l1&eh5RTqnKuZ@$;{l@hp=mk_?|O}clE%UMO$A(eaBER zrM;gSLnFP%RFKoj?wLU@9>wmp{@4WrQmu`yX5vC+F_vTV+czXKhs(Z%< zM^!JtiHXof%ds=y%?ygyo1-u!ZL@P%Nc7KnW>3Y-RZB!o+q*;F^y1>b`_b!Sgbh8t zBPIfOu%g=SWVntZ{obrwh+V&s9@x8sL$$n!Sh}FOr#S>b4eGZ6B;{Y;YD?e@8;fdu z`Ixk*w^50E4mNQTB~=*Tc|*Ar0s!o{OiQCrdfM5)dXCl7aQ%M5l?yTZ{g;&L-bE2q z0lK?oC%Nlj2pjtsDS^RZ+>|yHTZt>M_H@nUh@yO@mt#pB^q;S8^bCVa`n}oNG*<=k zg_C*ndJVUgxvY)ULr20|P|?MeHlQ+l5yZl^TtQJ{{TDi_QKhoWvcwer#MO65C~c}$2ZZMU&WJQDZJYO04x%aYXex59fH1Q z2SC(QeS~0;Ie+;co1Bo5`EHeyvxzOW+PE3(lJ5Tk&+6c2*%Q0@iyADsK;u zF&4iI%MNacgj|JmI3bvKg3JDd+|=Tc_7+IP!=%`m=nkdp!-*lLl~oX6TkX6$a4tiI zn88P_r`RSDIog=r2#!6S`s{Jza2Pt7G=A?Vx=nn+{h@jOB`2quX=S@BdIH3k;dq|u zuiT828YrL|+qUiQnYL})c2C>3ZQHhO+s3r*KJ#zvZfu-AZ{5{JT~$?P zWIb=zQe2GIn)6&<(|_N_|NCfj&H^vf=(j5f^z#ZCxC88=iRge7OwTjc#z`rO`LIC- zw`W>XIfyIFKlXBp|6Z-_2p+LDT39S8$LGYUTDjbHH7?~Xx~BWqA)j1cZrSTN-w&P* zOz84cT)kdc6;YPOLFo;9Dn82Q?5-m%Wy?ra^MeG`BLE}5!G%un|H+kEhzVogs$a#< zHtTeloQ}j&(&Q+~9KY3RxOlevh=5{C|Em+wB7Y#)JNGskmlHJuDZe@UyeFHI-6EI> zz3E2XSm{%H@%`z|N)EyhcM~P@V&%sl<_0lS3&%Zt%GI2BL}!7r%l~B(avfIBRo~ao zG{p(t3B*z}?a|TGta{r+>N*OKjpU6JSU@u(j+(t-2`}t}O_fh-FRH;7pGxyJ`Y@>r z5>4uHBH(NHp3aomD12=7YMcCt;`xjtMz`iAUU zqcNhCE@2OaH%1z#h<&L=+_KN41vIfLqjz5Xc<4x)!k}TEqJG$B7eXJAQfE_~CjTD; zH&qEn6l1I83Dy~_?spb%NPF{Mze1B8f%ZCPhaJBrx!Hio(W2&SK8y2Il80K;Y z2A8!%h@-9iF!?3gQh8bJqs$au6?#uHB7S>2i29h8@e)mb3e^}2n)ha^%vBbL%ae30ImaA|06Pl_ zE!uMp9rAYHxmGWND~#4%!GfD_&|e!uGUCe*SWg!}ww*QHqU>Iy2i7kW2$uvkZjc*H z=V+ghZ=4W%XKKzonUOa76hEhU+STWqPgWF^v!il)AO&7eBQ&jGE9hY`B)9zYk zK5~D+V@zDTCiz2OZk0buQtge_1(8Vi?w??(Q+9yE2b~aYlf684$g8XY&s_2u9rt!m zw-kvhh;u}Q&|j{szp; zMh{ufK?6r(%lsvGe^$rCX}Z7be(Q!900i6j^{)!c-+0 za{hi6d;Bi(vXV6+4VV9s>qf4?R^;ZhIN2xxfo<(H|$R9f4(y)z3S>fpdxeD*g@boDFG-w!E~jeah^%KN#Jj7vj<9<0=X=JNJlq}#VkX65Xc}#k#UBZJjOd==9 zd!S3v;~2ri=v7z@xiJ=KPn2)c#qpk~%n~5;OTF2uzHo5?w>e#f84wIRJ#abZtFI7L z*RzIhtlZ>F`2ibjbXL*|7tT%r;2KxX#hd;??<#>5yDrluM1LK@WkLf3N4QrY8ScV9 z;W>;bVj|!G8!imwUZZi3er;u`Vad>pVDp9D24Neq3~g?^&=-L*0G? z^d9Y2rdfy7T;A}UB+g-C7}ndOTwFmY-+`J5jlXu6IbsFgt)}HKCARJ1NGT85z=;4< z_Dj0-*Efxgw+eOo2ezWNii)TVOfB%G?}HRfg#L6k9c`7eR<@|@Y1LPC$Z$ie z3rG1MD4N+o~ za7Dr9`IINaEwgfwFj``pT)kdirGH9ZFZ(1Om#KDK8P-NMV5hsRYZ$-qo;%NJt^ zDs~eS33FH7TW&L3#1|r%9H#wR=DF&mO`U_7T#*2hGm{SwWQbS9k(MewtxUQIF*cAx ztb7e9K}ARS7`Y|u^U-0Qyj|3;ZbHzzhlut+9n!p=>5+}3&@Jn0N587pB8{nd3x?AL zR1$KsLe2HClD``LB>n>gfi?b9H2}aF^FpvO*9QlM!|d@tJ>C8#!JUu6mW>XjYo|1a z1zZv-8_G~&6TXC^rZqp|Ux4mrj1RFi1vvr1O{%5YSV{uv@LCmbQfamwk z8@E(bji1R9$fJ>M2ww>^*e+QGfuP?}fE(hf4Ha&-R=XN&xBY->{rCH@p|@!PK!P9&euTDXj6F9c z)B&b}yx37QC{ErcgP;1!wusr?Ww|b$DJ`M-hqqaDIW!}@qXgRYF?u8co@K!oInfRL zMj>-Rn+Y@beo*LtjJJ^DLnEOX<@mxv^=X$z3A2$~+0 z2e!?pxR9Zp+yXH8*)V|=d2G+zpoGgcUIM%h@}pI5``N@IGgo`PJsYhmyKhF(hbK#Q zPrqoV{X;AfCOQvNT_;)yWf$pqgc1t`ou|n9&FTELa|W#S65IB*tc}5DFx5`j5~Xhm zbMlu|1Q|b{OXDo+BGMO!HYorSttznwJ63RRnSxLKvUaZzVuZ6b8CV?;m^V{UPeNvd zL`&n}RByd}oDLK$=uIbz_i3)zMxulF8zp6G~8exzAbpa}~djokOjn_4xD`&G3I$|Sa5u65=*4xg|{cGv5#SB@s zE1thzu*TC8&q3&zZucPONNX^ChOQL(koLFWW=)Zys)wp#3}N5x1MFGWZRMyHiibZ6R-3;LOi zR86RAMGDNQ#xMMJIDA)rRB}^zTA&c{gB<4<=6ySwu%0K1{8x*m_o5PPGc%pcDq0;`xY4cz-pAL1 z|MopgRZ`+>p{iNytKq3#`8Y0(dZV$jp(>RSy@T5$lGo2Jt#BROEL}X7PvF1We$eU7 zeV^zD=!4EdMk+&_P37iux9Nx*V6S(i{9;kBk&afkm>pbxrMXE~@j43Ma71f~v1lNV zTG2R%276eFH|dX#0L*&?=x)zxYFUp8y}vO%MM?{$PcU(7 z*Isen;j`-YW}9B-UFlvRu(2B`1~$tHLWCJ2J${ywbU(;|Z1v4L{5s2HbZ3bfYPs6| z0#QnzoYLyk*%RJDMEP2xQ-OkQBenM^mEu1BU=#qy9J-Dj&Li}wjxh%zh}GSvccwof zalv?gDo3ZtF}ocT>8vCKNbbqq9giQ{VDb>eon(vFlz6(nnxD~*UU}|iieM!8bM}5uH!kmc3T-k)AiTR#Lr)FR3J3fQ4v_XV zk)%P3n^1gb^0XL8?9_#65%N!&CP05>&JHTGF9?5ck2BlUFQf`$6~oN(@du00(0L(> zp3?s`%orY6;-2ESjDRHK?3j@cTpPc=Ndw2{Oc**BH^K;>XSpGSP=%RvQEs&R z@(=ZbOOUzL@=6%KRwdK^DJ->LHC`1(OZ8a$gqR|c}*uqnqx32 zwZmye5rQ6Z*Yqxn0dV|q;q-Bfl*a{bQRd(^wpZ80v1BQi_r^tqGA=?xmMjVSgN-r|OWMse|| z;QU3fp!?>b2V#sYBeYY&x0?57Q+wh#rwMvqPS*SWR=2 zW>VY+=XLhL#1(;&0HR7!4 z7|R?F5ZfGbF>=mBLk|_%8(9kyCGJ#3O_snbTx5SMdMioKWWBh5N(?<60sBDS;3U%~ z0Ht)m;JJya)w(OwUrY#dlyLB`PSlXZq0iDD|7N|*WUlt7>^t9)m7JB-WI6KjrBObF zZX|*m#w}c0aRR-Vq8e+lmel7DkJNwZJ~uTtJqF7Ak{-gilGSn?v1>KDLeRPXKXO;iprlEYJLo<@A9Cp$7@iN?f0+ei0hDf|DSZPc_p?M zr>LSJ-0q9d8;fale{=cUo(k>%CY`6qkQh<7&dp*4(@woi3Rhc@*3h6GV$4-c{Mb&= zCz1jDCrbs@9-|&N`>*q<68jsT-W2LdaM?{ z-(}obYvyQ(Fh@lFvN%MF!86|Cxa_X;g*(Il1omW|aaf@~4)v&47sO%5Z)}hCsEF(D z>m$#FVDczV#X1A9Lr(PisLx>S?fXr}sa_965VmrQ|B!p$*#9JuPe^ZB^lxOdrKhTDkc|d*lN}En1mMqcadcAlbfjKx2 z{w|c+NNG^y;y-Kuo#h-MuL2 zmb&Nq$i4zxjGHW4(?<66Ag~Bx9aTDHp~6QU2R`)dwE%M&bY|d6pkQ+`y2rt8fNExE ze=j~CV;38aRtC&=C%0G1kpNhb}3-5JQ)r0E>-t;;UiZ9Ck2O^o&d8PE0WRUgu&04$>n_u#`l+8-xswc!j5-DzpVT zVniaFl=A^Ix-|ytft=h#8}FKa;O~GLk=_t)gW%TVUrsAL!2!bY;=PIvt|R|T?k6zx z#|(B-3PXY5kz823m}MFD^rD7Wzo#Q36}KdOgUdSDZ{Q%Q44?t<4c2%PMatB6!`Wu> z;+zUc&Z`!#8c*CcpWVl8fD?-?d-5J1o_KybiA4w^jhsu9{|>ATPw1ZZSoEeg;8Gh- zk1sulR%UJ-UU>lJ5FQh(vLCSQoU;oMmBLMG8%*nnnN{-{W#oPO1XL7o6y;R9YHXu zQZvBjE4-YayNGa}mZtpKyUNBC0ScDM+^xi|1n3d|G+$E~%FrPPM1H^<=%fo{L4YbJHdL>vbbNh) zseYQ+on%X3MKrgrld#rYc@wcGh#}hB!g|Gsi=W z&NRBy;TszuLd^6G8yPbL{t{4&_lT>7?mTVwQvk)hVZ3f8S62-#jRCwuz(PSufRxg06miX*5KcMd_K00@7E)#5;zLO8=br;?V*}U4aE4y;* z&%&&ne$o7z&867#`_*QW2|Bsx9zJy25SeA%Zs&UzmcAZ@xxFrPOm2#he-5eLmIF#y z6{rdpdh%?ip3JVj(>a^71u2Ke8SJVFX`{~7EhI&?LuvO+tq8U*y<`8``m&xH| z5Zki}Fy~W^>D&=w=>rj(opu7Zdgl7T*qWXL{;@3r zG9o`M%bv|cq>1$4nE%?{HL`ZuLE}*ffkG>qHEcDtiU03Yl2vsFaKt85H94T($^IgM z3;+(cpYdRw6lpbXJYby+Cbk2f&kw&P)K8`(_d1LT)eqaonMcQl%976ylA1B>9un3h*qJE?y z$Fz_$uj!)_xCx^@;c#WmPC%D*+ihFCZ4*d6?0$@^ zf>wx)IgqY$o>ksh;UO$CiUj6dYQ72cNrCEdO1Eqk3jxDj7XgP>XQsehA9n<~y%lA? ztuw7wFW^}UGyJIE>=DO2`s?Kk_GqCz7ClE$((m@nQ@*vNsLY|L zrb<9oNeyF{{I=B2Cd}@NstHGmp+faE$-?PfyX3VX{lN|gl)_R~XcIYNsJ3^~a$(D} zXawbw+2ZV|SSp6ZJGF)Nl?YqgF3vqlD}=%mP4{B3dBfRa!)HXnEcv#b{ z&z-ng6LR9?zVc04sr%FFsBy6E!=gUi5E(}c9sp2h&VRlF$~iAs7AulmhdE+*K1Y_* zt?i}NQ9BQ*F(%FC&-H5IBN1K8eLEi$=xEQ@bqO_Q*$e#K!TR_?k`x^$^(866=OOv3!zIZZnpERXl@DM049^;#}TiM~Brd7DiBaNotUjEY3gs`i0=8x&di% z{GhrbgrIYXn$6YXS|S|J@Vb_r!TPv?$;(J>pFl$O4lfbAnxfU*yg(!q%j|?C!8nj! z0Xz%KHTwI=$eL6l?(`@4!vHrG<4XFHJeD)ianTWFXZ};^k-Sz6@%~{ThJ$8Z93uDp zHL&U)EA<1Z$mV?GR%>pr?o;or7w8nqrW(^@6{GrI>hPfC?yM7@Zcdq_#^DaLq_JJV zrWQ&X4{jf+!6OdvwAZ?%m7HbG)+m1A+H%}5IP2S)NgP%9e8}yr1W1~KDb_Rx^R)_b zocarQh9@{E-gBoOR@%L1AQDbp(%9#3kF>+*?-MJM`81Mfa&buLH-erfnw}^In$&&8J8(i76>11c6 zTw3b6v=q{(I2q^y4|L>u->2q9c-<@6r(E&;*_b^>A*Efep#GfU64cWSbVF|M5RNgd z0RekQV#b?KxLYstyxgo;i5VSp2w2Xm?4Seyd3og2=oQf=3n+BCx_$>BQ@&xp?5A}BSLY;2ayeM{!Pi? zyIw^TQ}64zceLs@5>tK*%D#|XP04h7;6N9K3zE97<3;VvztTmWdm^;#APk*PRvft% zARyoiS}`x4l=j-$Sdb?b=IZe~xC|urseCduXhsk*z57O<>-|;MkSv}&T0QnoVfy1- z)t2s;J->aj_&rOBRkKaaGUmegU*M-oRKRYXIj3wpVegrX?wiw7d&ZgsMD$*zAe2q1 zs!5K`5u0%T2Vsx>LFoScf z8a?G7n{Oui;y9*&B4{A19vbdjFG>Mo{HEKVn!oEs9NiNFN;VOfZTZ6(q1H5~vHVq9 z6Y*2Z9Kg#3_@(4)z!ILCQ3-qlT`qXaxp=?wMlqtw)(6~Wn*sv+XLF4Z!$*t=sxooe z2v;=q0RWPrIRWvjoc&;X;L59K-%dq|r6S8)L9O#ucJUOpWPFL{66OR-D)4@LTK3_X z%3y#9``lFtrw^l7NX;$^QwDQV zLdcPV zt*gPwsM`*t8cTi8RSuo}*Rbv}A8_g)yN9`$^vnQc)kL(?MDa=!_na|n&J3xs%%T9U zP^;c*Es0GYgq!-Y*qDvZ)x|9#DO?@$^S?8sC=p1{;ReW3Zw!DVpB5Qu&Jg+XmxU@- z!#S#!;0$NnShU`AM$JI>txTkigLHKN*~BLz7Q|m}oO`8ds|%cb^qsVdsYiQeqh))0 z2X?r7NSwkUC!|hE!s}&FwOoVezfkyA>v?hnhyyFwC&*r;qkcf*PkBP2jcf)q`D=L+ zhN}qzZLuqR6-G%bS8Kw4aA|J_DwNl-_zTqAQHtJf& z?%2X^+h#Tlw5TiI^R{7CczA!SfQ;-FCe&{+hvJwp8qH_JUxT{sL%7@gDO<) z;bxjMQ_}thCt=6zoieb@$gL00?!`+Bs~N6}ZlD^)8T-H%Y9%jrCn z++rz6K}s#3Qb_wtmPEbcVbq-H)tGD1z)=uHOjTHFUhrR>N2i zG}nURJOAc}`Fly*W?1h2AR;pSA6R zC))kqAbK0Yd)al#G3U|Y-fd#oRW5}$|8`fi;>;*UYqT- zQ%*@x8~IR9GY=v=NpqW$njjJ9>XUE!*CS#e9H!?RMFGOJ zUdNJW-OXH~3{?Ct7bQ(HHiCjyMR&eNL?gwervR>y6R$1Tqv$G<<7xO9JKPO$f7Fk} zzU1ce{4gPWg1!w%>H{vuZH8@zo84HNVB5fq{J!y6tcG+-wzs766D>JcXn9xeQ8AYJ zjA8`8k#VbGA^M;U7%PPV1&#oKm6m%DmCX0l5J%4a#pwDJU&&37Kk}(`?h1E@PSP4~ z&DAxt(E+&_iWBK;t{RYEb^!zKOBWFKj z2eaA{xpE3FXT(2=AvYS?Y=y!q_ewvXX!6^L4KsRyUVji`c$oe*;-F|w-*|^#G_3WB zNsa`>Tsqf`!z-i6_v*B_ZjB^Jj;ZT!@>n%p_T_?219C-ZQzP2oiory!+Z$bK!Je{b znse%mK|WjWEYZ&HkuHhWLXpZ$2HHr8x)y-A#Z;{!+0nCdqs=@oi&b~fSy@8Dn!=dZ zEogv9F3_)=HubLF@$0580ypEuNFQNf1h$j>Yvq+MPR#C`phBm6tfg{PcO$D0vP<^x zr?B6_=lB-8&%(uENc_h!-|Xepx2M5u7+)k_jZTX^g)Klz@XML>(Mym8HbLfuV+iHY0$Cq0gb8rt%LM ziY9@p%)<#Dt3>5`p%cUwiiuKih$R(XS!=Wo5KE4CxR`7YlBgtXBBgd+jUON{TZ7)o z{^}~eh;uq=BHf#BLHodGkHWj(|=rxsFN&$<<)v>cKlG^@3 z(iWh_ng&^Xwa-cJjps~Szp$GKd2dN)^qMQoNdjTPSCS3y$?6qTw*M9QQr7#=$5i^+ zS=A`7tQdQ{6WZyyqV_TV;Uhu}PjKDjmALM`%$iC;^lDv>N2q#(`Ne0}BjXO?6B?bp^V#XlfdyD$ zow++Q*%mD>N$2mhyDt4Th(~z6LF}VWf&;CmWXK`Dc#6vz()4UXMD`;7-xW8R_pptzTYd2Z5Ir9&buB_-jnVge)ieuLlLuW6@S`}^Sj7M zhdCtXP=s7bfmNKhYmvYGO8N*fT?Wj=rwG<@CT~*;uyOMxog$C~us#*7t`zBW#yt@o z-WOVJU>X&kWQ^IuJ|y`6ITW05Ar=Y-%L(HFpSgve0{%5)HE>vD839gNYtgFbul%Ns zuTlDm;NmFk7t#6t5i_=~MQT|^QwJ+CxLQw%qHAJjkPu!e#PZ)GJmjLeK&?%#(p1`Eca;dz9sqA36v$iJb>Dq*2z=>b&7)5Yi=WA<2^Nqv^$OEBhsC!XMk>NX7y(#aiWswRd)6FL?_<@ zL(rQp(llsR^rc@fQ-7HS8$>3T+h2cVDer!0WXJ85R!vMfmnedn-H05jeD(%^nzV~c zN;7RlqhQ*p^%D|T$0lCAugiE^+_)=D5xe$tID!6mi$ngF+s+WWZn)Q6k=Czop6>me z@Wg*otsZF?c3I&}duLh}Yzf`K!GQXvwWsp_S~MFm@q?cgL>QBMYZd3ktb|DAUoMTavM+B=({-7{($+$PZd88C>Ov!=321 zYpTjsT5WaRtVFY<_NINxtO+9k7&4o`B<&vvKQ2gF+zJfGfrXVcc(gQwXLI&8w8YI9 zNU9*lakqS~FD&J0X@OSF4XO{wW)~$6+q9I&hV8r|H1vRzdX_tUr4Be??!Xvwx>%G4 z^)>@@G^DLf#$#z0S_gEofC}Z?~Zkno5iL1pxSajW%16|U4XK0zu$KJ05*M)mX~59$W%G+%GzCmyeqUu70W@dJA@)esov>&siU-4? zE^6+rF3N3Fi6h_@KC2tkmWc{J_2y>T51Rrw9k7X{}Cen)X7c+V{+yW`7Tx5zh}|(a?cClQimVJ zUm=y6WBm5H(*H5(1P@h4yK169GrcCeav|205VyBGmQy~~#UgWMj$AwB&5 IE&PA!rl2y1Nb2vuU|jIxOC!^u+f7_rvRD_q-+ImVj8P}INA zTJNQ!w}z%z*`D{M^07jUhGzMp;eBD}O4^AKmo2ZRihGAdGf(W`V*w!~;h_{r`+hp2 zH#}C=6^3o)s8o>U^}~jI8o}^kpSp9Gitd|die!YvhGS?Q+q6`d?7+yKiYMrctWr*Hp)lF$-?Bf@O{n@OI0%Ss)t{! zmVZj4@P-C$WIjRcF7fqC4rJj0<9Pao?p2Xr?Bo zDzM~jj5u9d;Hm7%Qr1&*>>-Kv>3G?|@ipmVa%>s}mCWcSg~B7UN3lzA0ueL{*k!QH zzRY-+JwxM4_3a;ZKvb7|{;z4|@<=j8s*Xhw7`G#0gk@10bcJp@ydgJdbI^;}AH_eO zRUrpofBW|0|8#*IlmFffBpGtP*8sV_f?$Lua?bLuH=|o6SfWEh`Xa2qkh9~T?S?78 zvqqrkB5+ntWD#0WSwQTssl`W6B{>WsP(-aaBC>N=c$Pj+AcsD?w#hl>&IKO&kWw#Z zP*3oQ|D?ZOb2y$DQ>Og?(1S#>GW|T1S=?1piCyrtOI9&_SxMjODkDv=D&ECt6 zB5&k62x!#!h=Q0B2&_h7XMr&zFv11cI`s$12E))0HOnh zR~HD!ti8`MbM@o20pRHF-k_uB6USKVdakB4;pO`oK!6UkE)$HfLl9=2<3TMLtqOxQ}Oa7eJv6 zo!4`+Tn$%K5zP1Rui`Oin0lE3Cb@8cWyZQ-KyVZh;0ZFc`#2j;fa#=|iUdFx`6vUB zfeW2K$H)+XDVKMV^OT`Z9yWJy$aPYA|0Vi+)iQN~JVGg$)dP0@B>`!0~Y~y67;5Rh_ z0v<4zC3kO==WNsQm>SuLTQ{S~gOA=e?E7M;Jsp=iF?Sb|f=%A1YH~}GLlj$(@er2; zza_`S#MSg|JWr#q>%=4^+mEB-5R5}Q%6Oq1lzJmBfTFN;itl;`{&EW3&q;=yF;eA%hsC&NSeT~13)RQ`%Vy#B*N4qJyc)fI06AR zm_WUCu(&u3yBPwY*}4hlwh^^gk!&6CfYlvL9-SKY;2bPU0dus7u-`=J3Ixoj>hpjA zx2Qbu0Cxbqks6@WZ*Sm+A28oU5QhMoPkAp3nn$l`M8O9*Hxi+N1;2ofTmg;TW0__# zuLU|q$?0hT&%to362Ndj=6w(fSn$DX6u=!FS@?OhyhfC}fTuLMQfGcJ^Y9N$$jHEU zfy5L5-e3?rCa~b3AxD{B>P^&kcBli^l`tWwy0)QNWm~lavjRZ0Qm|zr7Kg5y%k9jy*0P6@0 zyEtgtAwLj1EhfDk8-TLVh?3%Lkbbc$s>V~GhTaQE*OX59{o($=odgB$Eg-=Pfh_dALxcx z!mYKmqjlr^#MOrwtn~%(!PE!_@L*>dE^nj*i63km7jy^AQ^x?9*D8dnn0C_nyLJ5U zfDIM9Ic7zqlEmN6%{q*KAi*_IlooS<=25rl?QqX(Jj*McqYxmA_ls-f&eX0 zg%C)b4i+VX3&As5PqqzO4uH1T3GL>61adA4yAE8h0y700^!zun^OyjiJ~)%YZ^U1f zKvDayfTls8VF^s|jnYtX8S6~+kTcz6H38r>5aB$Y5hm(7Q~?D74Zfb(kWGKsn(>bJ z05E|D4NP7$RLR2P^@#^L(v73LAs+?9-~HNgBNISeT^&sxnY{}B4(l$=1UTcH@`K|O zXQ*o=0np3?QaOr&0GR-OuqA|_=McbcYGl60owV-@JtOK^;@~u!E#RZ(S7T%pk2bw_ zL;y;0asXgR_c+3Jwc2ZYZiWh~<!R`y_0ytfOwRM@=V+A7Yt=pVM z3;khH!x)_nB_B)z+`PQdovU6hGP_zFcevqsKc#OVPkSWD2GTlNGg$~&!U!g6gm!fc zF!aMW;=cuyMy_E5GY>SQjFYGF3SI(Bt9>oSFqIw8VUSC>kU zjELumQNRn{`UDdgB|*T=8*5?|`)7KNKmb-fHX2}^pmSHC0&O5A{|J2JrwzbtS`lFa zsBHss^bxFjm_wyxVE|Y+*^6_6;^WaS3SfVH00m=uOFhipWlw(7^h5-!4x##1$uMtm z>`ze*OXR_+^Xeq#t{z#fCi+^%YL_Ymh%X}Mdxg0GaBQkO^Z;#sjc`GTPxgPPB>&Y^roA$vCth`X62WhdE>YG!X zw4LfhCo$mMLn7sPG&p%`Bf}@Qz)5Fq?J0BdC_}>?29z)Ec_(nJupSm;ff)e+<#Cqrvgc@k^vVp8YVO6RR{nO}w}&I1%m~>})6n zn#Sg$@sRh z8ict~p=%)rkO&*!5^~1UB0j_>cfVb_FY5HPo&R#Z(Bex-#PMLq*47jAFTRvKA0Fgn zqh<81D&_|c!DG2o_z!zupFxgOe;_gD{;@Ll)Z0(>4IRRA2E}VfEiIxG^t&O|u?;Ka zq`^H)qScn{!jFYT>q$JSEez1Rglp$JT2Id%xof-F5e{CDj|v1@n(Q5>><%n43hX)5 zPCc1tOz&MU6iT6p@6vY>1# zUY^V-P_5~X;^r{@Y6hPOXHk@ePr=bY@ipJQH9msA%5DXdm}`BfXMDwjY?%%Fk5f<@ zx)XXejb)VAL)dXDET4Z?4xokmJ? z(q+5N;4^J9ZAc6PYmnUs9L38hX62Erq_8{IxpU_3#arTtb35^G;Q(Zx8RFHluhbrn zT{^*PPV3d9r-$h0k8^5R+wKU4Fg-3b2vQIDK=iKEJrWHGPT~XNupUh38zgv%!joO! z)kpz+@FcToFD-?IRiPF(9_|qmQh*tb#w({@z1MOX@#Vz*(n2g|rY2v)OEA0ja+aAe z$LKjiJN5dw-fR9tO>jaRjV*(Nn5(){%4z24HOba>rW_m9}z=ZoN zI26bw_^LQ6lgw0R`=dkFtqR7h$&ZrCI+s6w_Lr7N#ka1Y#&tl#j@Np129bUV9`~Oh z5p?k>;{G!F+^lTWp*UJ)l*cb4XVk1XPGxX3$}Bo~2bs~dhzPH~+T;qRT9_HR8eR)l z+M?egS>1q}#od0v8PU#757!Q@3^AxGML{UDlFqNINyq8QqU?pnASm^ zWOraBwKOGO)uiz}49`KcBtupu`K;uOa+#LQN$>A5intT%wiMAYgGpjrtfH^t5nrFn z(dyvE(eQyXdaS|9zs6%HZdgsH7A^P9#fh$dE#AbN3sSO@3Urx{YchKs{jMT&uUPAX z!hjjh232K~@@%PRim^VUWc2ko~K_xxhGG10{V{RV-OQ?A#u$Q-`q zsR_qp;kX4NhS}xF^*Xw<5II}Y{PGWVXW*-~lCT5mi7ibVV`4zh;Vj4}8Vh;@-Za3| zscUs;Pg1Kf#g7-M4r*`}8y3Sl#I_uF=M!H)vgl$~b6?R!^AcL(SnQ1Ts|PKW)eA3` z$)a933}{m%!Q(@ob+eW1dyl^f2!Kop?yv{(v10QTB?Zesgo0FA&OgR9>g=zH_$w4t zEf|@?#9IdJRM|P`%pVr89CLRn(8^BRb+8a9mWW-^Dv!a>Ud~<4M0rLO_NjH*!g`oq8KJ;KemutED@V@|j^^xZe|IaCEq> zpyNyIu=gvoZ=&?9?czr#d1pB3OM4tbOU3C)#70^SPN1@nOlHZp&aj|=^`0tkqD!!5 zbMsV9F5dbb{+Qr$H-dS&R*%3V^R2fB4)27^qKc!BSK@XohyrY!ug1;H2nsQA^G9!9{+ZHsj8_xUL8)6|rF8X+RskE|yS z3Qi3?Fj);2SMD3pSj8)dr&lT-0rehXtF6O@T3Qj^6Q`6D?+LdQY1Vc2J%UBDoM5b+ zm+lTA?e~TKY!GOv;HwL*E05j#ArdSZWfJoi7B|8FLnKyzp8tnXS1sD;hndmP3pFr+ zW#L2kf^MvdZrz%M_mQhC z1z7Wx!j=#*1dS+#2+;&jSsW+<$j`MzZq}w1F~|JGq-%!xsfH;I4Dz$nkp&@R`l>UM zuNXaHM_kA^OHn{H#!F1}-`8a9XMrug_x867GHn`|(p8fI2#4B~&xOQb75uau*CRTg z3qe;(>alI?movCbOErt9cQVp8dnc=dEy>J0IfU^TUn1(_9V$uZ=9z$ysU$U5u+=EA z@|a@5zAwc!OJQ-x+ zaS69zd2t<7yc)uqC*~4f!eU;01Vk1!lbKdprPlKAvk*6v`Emyvd#efhT2fMl7dkd< zcP2>1D=O@=80KB%&s_aM*eTGdS9&-4Ym2)ORlDGhjQSmGp8zmou=KC99$O^6Z5E9uSg0-b~)2Eb)Yki?h!@Qx=^nAyi4}sE#><3s%4ZL^c`@*VzIsEb0v+-p`cAnV5!tV z(C|Z1TvR^eh38Nf>fVTnLB4LTle z8@JHo)~eEICjP)C@*H5>0GkHKp!0;$2t_Sz(yWFqbJC%PE^1Q9gOEY|fQ%d_a_^Cz zq3gc=mlUz#JpDNEqL6sGYLFmJT2_9mC zw;5b#8>RgRy#^28E2;*&2&AOvM-Lq$W$g*$^;2ZF7A~r2G_GDhW}s z!Q1?r?mPP|DY~P~yXUy~;ZQ`Bd2m&W_r?gB114u$lF5c9WAk{gJY~o{AQr(!X|K;0 zZZEkB*xMUaw2pE*I=1Su-qH(cEMs^NA6;B-;~gEj*9*UByLHc&}Y$~5?ThduUwUN3NFMhFmhYixm zaLbMn=Rp-h--)qrXvt!pO9R8T*~_N!f=?z4OGai`6Jf4;bK@KE9#LcZ5wngW9POm$ z0x~V#H@m`;R~(FoH1;&1LOEXqoF8@ao$A9qJ6{RQ5iXe7cRE-QMYU={rW|=Tp?`F# zl)qT$a^2m*DoXq|_ES35$9lrZ4$88+1Uzs$)@(uE>99J(Sb6h$hiOFdnuvR0`n@6# zLXC(lxGM8v9!&*=3%%!T>?H1m)%SAi2(_D8ACqH;gge>!?LL-WJN%NJ&S*@ZS=Cjh zm%rof^FpQ|{oX@WoB7)cVeSF5f|nSXY`qlMPpXyAd_*@F8PbGX`Q6m5S`i!IQ)nDN z;?kMjW1bjoZD^85jk`l4ca8nl0{*ZwGWHP{QY4Bod}7u}*L@U0y7I-93fYEuVvQ(N zcKZ3mUOMN|;Eb$6vS8)i5Ue>-u8Av3#-lP^`%<^od)G1=eQmT{d|~%b-8E^$0_3gk z6q0Jiz)VNs6y?!IZ&i-?xZO7;L_8RB{~Wqucpe$2#=cP^x??-v%+!91(FyYgTm8*ee72tGxjRCWz7gRG1hHtkww~zh8N#OY{=uj7gQJ1cl&O7wrJu(?)B- zBvd|7KNUMe5F6TR6R%yMK1Xxh7rVC~_`{gwRpI*jYBi`7L9117aURW*UXDn2Og|n( zXO30oJ^}|>1$|JZFMuaoaXAB_L;PJf^b*l7rUvg^YUEB#&u({!Iqu}C)*m#si3b~| z-mjmYGNWpJr;4`RS7EY!7o=H+qjwzo<%AJ_w4Q}d*5FcOVv*(5=>`uB4G2F4d+NG> z8(@BHfW^Rh91pB4ieo&;R4qRsn|kL=HaM*9xryg?zs(MbHS$2fmyJ*pRt445hR#Dv zX1TRc^%)1|PKSY(p5>I6xFJV2p}c+XRWEuphYUsAK#qETXLfK_)rqw#cE$x^&%Le3 zQy3*EvbZA5&YpT%K}NXL%qpJQ4TTJJS_Tiu%n0yha3k<4MPHN2f}00VlQdJc?5W){ za@vYi6%9sTm_1HC5PR(c);N+*gEqcE+m#Y$4IL>48=t#x^lE~Yw6}NQ82Bt ztI^}5LSraNm_X=i-&^U0<=SLrw%qoOaKqV{Te4l)O-w3hh+7pC{8g&Ow7xeUt;9y zNHy8~&Piw0D6Dl*u!lGEYK*04_f;mXypZ%HCGXA(18(l&hNSQBuFSXh@TD$xRkw?N zM(c%y?$&{Hpr9Zk@Aa>D$fhHeU6royu=n%Uz#J0Zt7kZ>e6R0B#ky7PT>GG6s2V(^ zXlZ#cN8CBTzf2_OK;pwMd^7tJ6_?-CH8 z#kc9T&vsfN3&e1>%bGKNh~yAVFpm!KI2cT;^-v|CRF>=;f6O_QyX~QfPy3K@Ua^Ru z@i9W`1DSi)kI&;6wL-R9bEF6Fr*Mldzl;Sz4peYBX`7ed(mo17?cr7!iDrzKdsD^e z$nO%;$@o@OJMhcKW27XcjGS66yYq#dmY{Qqte&b)^Q_^GD!;5L;`fB-&rAza1RH zvU$BQ^wu{(U?;Q>A$T87$>sByj8YIsWq?v_WNe#K&an$zUx`-S>*QA!Hv!x}_NK^* z={!^+iA@)aNJ$IznJ<%oz7|Nyl(MuhlO>Q>5mQV*X9uVFL|P)IrfV?-r#2C9AfzqK zzL#4DtBWkM5Gs8+5MF+KMz7TAHqd%iE@&OVmp~XXvs<+xw39rlcGs?=&*bj$=Qg{$ zu50yGWVet?9ENG($GM)TPwq;Lyp-%)3gmr(-O52P#P{q(TB#XHX_z7qJAv*#1~tEO z8;zug>MBzhiRQWMrPR^sL=kz}o+6%Lig(orYf9Smm-Vgm3vTPMfs=V;QfXxysihCk zOWjh=L_*xd1JE<*#^?!#>z?jpRo`pXKoGk04ZgxJq|7LFva0Moq^MB-&}GyXdQl_u zVZ$h(Py}>xnz8)U<#B4&M>kuG2cK-(Xe&dNHs3WPu|G~7-7QnU3^BT2zHl-6G+(~l zlqTs4?0Vm=p?UmT#C|r8#jF zbfM;Scq$7G%ds3rpASaU_gn|)SsK0SW@c_(B*KzeAJ@+3uQ%4NQ5Bhn>@c^LwEOUU zx<1;;-n`j7RAqzTTMHVF#!+9%`h+Ane!97^Mtb@BqxWo8 zQ0U54ViMxqVXZ0UVx01cibPPEr!2v0ou_Z$ab)@wu2d~jpw}=88a;ua3Ts)C&bmP1 zfaCr2t!T+9q<~MuNU!N}1XXFvQsmb~UJrO+r(fYpULpD44kN&blPLk5I6$pUr~~j) z;>1e8haB+!O?L+1{KWBozzWOi>$~*qeEgn>N^6Op#lgSlf9K+csD`Oju{_BH0gIsqB(`WNIO9 zuOpcWCL`eWZ+t`*vUZqhlq+)Da;!O>e6-J5V@8Q?F%H|<;cM?6Z4g9F;Blp9vE%3G zhtv%{+sgQyy({Utf#9cLm~y#HA0;!xdv#3zs;P!-fcaMR!S=jU>NLSP>Us_M4Y?t= z&sMvj7fqpViBns$$jaQ5GpWNg(zxpF28Nvhl}p&gS@)KA(^)3n;Z5+%B(XusS#qB6 zGda}dTXln5a_C#ZwE`JvumRXe6v5~mtAh7{r2tSc5RmGH ziVNURVF1{jN&?f`2uM-F0r1%3m~`0USorV&QIL!rP&(8Hq!#)T0OnID!33Q1CJBNl z(ovy(#9xacf4oyvRyB4210%*!?Oo)0wRG#pLN=Uqy9AA`r?T!dPq#VYsXznx5O1do zkyLqq9D>_;yW;xfZxyb-Mc{wC2tf{@Z1AvJQGE8p)SAz;5I^q^w?tq>F$+wU#+f>&!y2U0DT_;DTq zfc9US)?b2kcA-z)!1QTTgv=a}+4~ms_Fg#u`$43kDX75@(S-=PNie(bICHoQQpE6Y zoAi2!GkpCJ$){@P>xUrIsjnZxF2;QQ5XqnQ>xa0(ZqQpi9^%(q3VyJ_*CztRueTJ! zVB4=xM2KH+Da65Iq|O|Vo>E*pLL2S!Ise+|N0_EC0nYNAQ@hJBsI2}*Ah&;(&p&zm z(M&2ptn4ehJ_nhB0YGzYD8zk$fB{ydWFV6yDieYzC*dn;D#~=sYFtMO7}$@M-kh^i zoHk|oFb`A31B`4!~K zdrz#g!KR@FVtBK3C^w`k3V8w{zsXsyY$Ol&O22KnM!0}L$d@3{KUW<$XE&*5{f7-7 z#H1i1-V+d_TQNw^0KrE8mGSP}O2fmiwXTbA6Cw2H&m73-8n(ShATqaS5J)Hcy4W)0 z5RwS7gq+=s4;NoFT%|5HOnYBnFy9i~1l`UZHS9D%Zh+qE5K>6P5#)AmjQy7Uc6Nol zw&B*>(@WYr3sMc)gCI;AY*L7)|^QondFcr8I1p`A8tzq)*OfpMF<+AsortUd-p zAd`FN2oUcl81v9Hlh|wSi^}7$U9tSRaY!X(;0o)Yc&MQqVhtg^&A*zvH9qoMyJb8! zo`F<*$3moTrXa?b#!*S{FD*|~&#uF6{H}ve*$>J0#X7y_J=<=sZs^Z3CLu>+)kfpD zF4tmL&kj{tC)V%wfRo{^W9SLAzh>)t1j zH^=J`jO(C0@^{_|khizoXZh<07v3lRXWon6?hOOp5XjWo_%%E7UI%0d(r^}Z3U}Rq zb#_C3IJY78L^Rg>J*4Z_<;HlYzbds4^4WU>D&?tV?hEhJXBXrP4MX0?5M`(sI%d}( zVXnqCVvw6bFPu*U3hT+dI(Lk2xsm@aWyG=t-JiX)6|fhRMBjt zAgS|l#K2Z%)|(*1dKyQ;oek>r@n;JE|5lRk;S)_WX(jZ-G((jL=7gvCkD_r3)l=oJ zYCgK<>BK09e_Q0S>Bsr?NBJ6)U3blX7u3KXGW#b*zPrqie?25b1vRMb|4BQ)tPlrbFqd(NQ__l)b_riozqYk}PyDr4&m#_b$NT=%abn6iFA=2nLiALW;06M)v$XXkW6B6VNJ!bP!2DyQ7l&F7491I>LNt>Jj<5@(b}e(OA@@vXNE+# zyh4}buLgoDiJ_yx4=K>a&7#+JBSwO`oI5nfzJ_;_D-R*Y#2qA?2Boyoo|Z{tfMQ z=UE4A#`tROcrT5_m^bJYi`8S_^$p})(MVF|3Q2vUmXIKQ?gPyNeR?sCdBQ2CrgfgM zZqN$i%87f54N^9!AoYEJ%BT4D;FYkll0w$0bmeD0)c4YFQuDH=luZ}DSaTa5J&uAo zcPdk>cF%4%q7L6L)hknzju~(9H$s@-1TQ}AIugEFuKn@WFDW*sZuy3vH-#f zKoVVkdKXK5r`~KS@RAI2tvJ~X&&+QZihPb1^>(p&M!kMyD@6g#aDL}p+r$VC!%2RV zR*ir%M9`(1)jc!q}5ZF0F{%Bi4Y}Y;F zCb0SZC0e2ehSnK(_}SykG)x}`Z1<>OU>-W%=Vj~ZbSw@EpMCN}w|DORLdkzs{d97I z-!TeQvED7(5|`!oTiH?_ih2lgwbK(rD127>;uoCEpOg|#hx^>3vchjZT{|Kw6fmJ&zd)Xo(@CC;k!wZ{wT0Ux; zk>BlO)qd8`_L1BC3FQy-Tzqr)OWUvPG@ke5{~Fmq0g-?1(cjw8Z zdz8z6G>i)Ckp(cR-n?cm6kjsR#{~H44f2}?5$@@W>@aL`d^M*SSd0vHw z{|m?@5$0hgbM??lBXgwN^!iro93|9IJO);_M;x9-AtAAhNPMui8Zk&&?OY z0)KIH`qeJ`JB+9|=iC4hrr$MinlZ9dvU#HXzMMCEWHRvqwCH`OCu4ZrQWT)AyZKaZ z6hB!6ZtE;(8=-ssVQ(G|TDye&$_M!K{`tFY^PB77 zCukH=8eBC*#;$$`Hxb;{VQf`Q7DdIH%IJ_Mr==zdr;|;7{{cFUj`?$2zG{ z|FYmY+bhL7jbHjw|3r?S3Zqy~E7c~_kyfpL^2l?N(6~Pzi?8|#^^12tQ)&~vmRQW+c8CT{RHpu@KB?v5@%!YgiUCUc z=m-Je;z~(!D1^ZE`x_T;lu-L^=Ra|EWesmEB)(~Dyk~k$3YZQF3JMb6t;=8JMf%Cp zs_bMOPk@xz&Jn8DYl-qvOAzaVWbcH0j?Pi5L6$-)x_WI&U-B9zH<~Np-Ns0njvJ?R zn*Bv__$*?*SAEOlo+9Ra!eMdhPQ!&`@NTcV$AV0V4VM6Va8_C=1aMELsDz4j4;E#i64Ufqmvoqi0loB zM)#-RV@W_p&E)q7scVWH)Y?~tMM&=PNPAn1%3_r=q-t#h^%U5yn=OY({0$#qGs;^! z9cmXi8wq>dMTt2W6SFt1{2Jaum{jk*E=KXq;iDBL^Uh$>a6ZFvX{^PD>-3yA16O7n zWJisx4E`niTL8jpgI60ajapy07F1F2{X!|}w@w+Z8sc1D-Crb>mDxd;E55Fuxd=ay z^!+Hbp#n;F+z1fGtnLk}uLhOr`dy%2JH$RRA^Pry5PeL}ML4=0s%ech|Eg90Pz`@7 z77tBYGHc!DLv`-Z9v(a+{PJ|~jPTZHPGC9*{a<|@C~68?PmQvOl1d6g@q0M>3|B^= zv_2H$T^XA?TN$#2ApLcf^6Q{&VI~EAIxa3kfd|$(G0s?m_v)iaEZpKgBl8Jp_xN}e z7Y>+cswV>0Lrc5YD)`+I0PnXw4Nvc|6%Z(rvR*+rh|AWVztnUwVZ9#xB=ro{hHuYblGx*z0|R7$<9w_oWAw%H~m?f!1W?{rkR<#*0XO$plyD$ZiktiA=8`W%s&UxNv#RbU_F zjqe^!OGl!Kk}&ibD*aul{$t?v>=rRb&qN^useAX;^vTCx9fTjcqCtAT=uK!irjj7hGw}P&fOcu`D8G`D_|2`||&^dOF`mNE)d7iu-|9ttc zriL-Q3yRDr56D85cqLpcC->QPx!w7n_PHgKQ&jc7bA8w^yZx`n;qU1=p=MbJnI)`G z1@HcbIQy#{zcFimnNQ>o4Z=D)*ikUf?rr|pwfbJ6rC22llKqcY>^p~dfO0?Zg{g@` zLsiporWLtP$k4|*+Z(t@Hm-@KdItGkw>oON2;nYl-cO%6wckWM9Mmc!^ zbq?@MsQwCUeo41-UtX-01z{vqbZ@OCen!a?r)uo~tJj6-%YJp|U()CaVqv2i;{OSV zemRi4@ZQFvWqR)0_+*{sSuVt!e?eJ9)$!ka-k)ZSD&gh&@^6gguUCi1@&-XVp4wgJ zukHlk{5OK_H&6}L`v2A!G&W@Q8oPX=UL+yP^*3uqS{+=1W!Eb8SLV5BUnXojIn8;M z>R(gde{;YP+MO_YVxvGow-R6&e9))qz0adaUsl-vazF*nG`5He!;;v$w*(pT#`UI*i& z%HS)gSz$E z)P1l(O>NieM)hn_*HcGn@C6()?kSkic>VMH$)R~m=zkj2)R61wiKnmSfvj@pQK6GL z-RD}K2=H}arC)GEdOe0v`02G<#=TW*50p3V9-}0$HM(%sB$SV6Wud(S>~a5cA5$WVRXEeiyCni*CXR z0QZ^KtsxQ2pLq$(lU^Ap5Wjggf9FVJ1X0umVF16hk&M%!^ixj+z_=sDnbD#jS@Wq* z`$MYUNh?*I+-tl?H;V$??S3_e2oGrWj(oN(BF~&27Z}E&jHqF;zXVd|C zjEq&{-WZ~Dl1jSRdwNF@I?-6CoQbMwm|%Ge4B`epoj-gSHGA|XrJ32GENC1(gmm6^ zsOYJFfsSb(9+x(nE=gP=8Zxo=C)pAAYy-)Zk2bh6KB*XgqO9_jAH@7Q1clttt(Sq{ z7$yuTJ7V3{JmSZ(+RhC1Y}>wdl@sfrGBdC>v9Wu@S!;R!@_A4{VIXz19@1iONwa1h z3d{>JhbBBRwo~Ksp+P$Vxwor#k_;c-L%CoGGdo_FtQy42HjLx`;G}(za(o(1@f)ZX z&{&KuX4D%KyLe=p^g_nt&+3z<0xOuxWABy{8i_*q8i^WHic(>R(s>{Il=@8dUp_zd z5VQT+J1^u>`48L61YxuZ*2f8GhI>qLwd*g>#CGAL?r_KK@@b+Qy=H$QDo@=Z;o@)c zRukZ1r!H`GE-?=M&t~2D^uu3t?!5oopBOe!4>ch10g0bZl$zH<=o=Xl;xfY?&1rkw zU7+4J%hyO6N=hJND`vmfnCj@e3=LO_`0ds@^M(8Tg>5-Pdtm18j0WDR#3oul+zt<6 zvPHsAHUjla5%D@M^FKYwKLWw79DhCm^D;i^(i)1MwQMHZ?PeP0G^DQBO_HW}VVSH0 z0J^TH#;$d#(G0I(xVS2?JaL#_djD=Jjb>n{9=ZJhE-%J0R8b#M{n=3E=|25;Vd;>~ zm3K}*Da+KcTUZ@pTp7vt2{|Jl2xv1GZ!04VL^Wg=__VV`6a4EDjU0}~RMt7EUS++` zSBX6aeHqm+*`gBeJ-^-(Sio7!-4EAd5S`_7In5Qj$w)~fTTdpCescG=Rz|xbe_V=Y zpzj*-en6gT+=Rq$3!YH3DhvX}T;!zN zv$<0);oL4j)-KnY^m(|o4ubu!1NC$b5eJ?agodYFL~ak9p{{J=0}ABM#rRK5sOBR5 zL&(m%e8tAv+U^d&F_(BvW!QvD!h?Jy0Zfd&6F&UKao$7pSK)qn^8o^;#NRQ3fL+uD z^hC3TID~(U#+ll_40PoeX-i8| z#Y=mdO4?#5W57=lxG;JwGtudzdz^;YVq*x@FH#%x$u>@Uiq_v1@ivm+f?o=pQtVQ2 z)tt@qw>Bs|Zvj=z$Hekm7}-N3Z5Ii-!A|ynbWMMPE?mvfD;V7RT3@_p3JJdt^N zupJ0C@p>{p7k9eSe<5Hk+dUg)JS`s4y-6C>2VhK9cZ zu|mvF+wkoAE`c8*?Uss?XQd7@odnzeGQr@{N=NX|X$8dwSlI=kAlu`q-{ysS>nPkt z&ZUo`JVo<^rZ)`GPvj9Y8D1G^kt8*F)8ioJE_Wajk>e#70$WTc4A10&RSq7|%s{ctT zBiHFn$`7W2AdS6@&tt#E?y2DGTcpP16VwAUJ7@-j|7-;Q=fR=gc2f0u{v)RFYvxQ3 z^-t6w-0@iS`=K2bdc^S0p8b!`0-bu+r9&k=sT@3#cBURcPTxl(kL}9}xJ@GdMecuP z^ZsXN{Wlz9^5EKwniy2qO90-WxEqXMR`O026)GGYVmN`_xM!ysZ5=KB=>a zPqZn@oTNno*64+(8{Vigj`aVD8vbnvKb-&1gpPDOlmqP)QxIRqtjQ*UTzu0usC`LG zSQ4nM;JEv%6pvqcs=r%`-?rh;nIX}*UF&S`sVWBv-NS?wioQk;9}UZIlmm`)ys=EE zKb}U7{E}k(BeL-e4(?ACa?n?2;-4A!tAdJR7Txy0r>s24`wRt{u3D`(WKADKqBIk+ z_y3ia`PCNmX3sp3o3eR36uTjsdt0-cnB$|ZXwQep{Y`e924b*|2#h$G?dg{CN(bhE z9GW*C`~RW9e%17^Vo^VcI&LeN9w{i)Md5UV6 z&%N9}4sHbiH;H~cy!9sZxR%uwHTPG{>k=<@>TXuf-QIUNi5@^9oi1x*6Nv!>$veRX z{kc6j%|}z6a^}f){OcE=uWG*|E%bt{dR$7Wo54jSh~Yr8+q=1~D)iIdm%ap#5E4WH zRbl2$sp;yL4#&RLjiZ1y84x+vpQH{ma4(z>;s1T|V-0(jFvTJEqqXH5F#lTnHFLT& z{#w3h!?Y-c&b0uCbyBH*e2q#vY#@KgGIh_x+w`aqx0eR;%;a<;cV(FT2Z9aU;ZQL( z=P>7yvuFb1Wlg?n0`Ee!OyMd5d~LT2Kr1|Ppm4H90JoNkAr7XfcrDzZ-Lt% z0^JZx!C0H1eu8*2ijO_eU)Ws`8#qFO5G?y&Mz3m!1Gfzv@1X(|+uszY2a15EszPM90XvltnfQl|*opOr;lPZ-vJ6@=Ys;h4TXQ>ag`JRc&dxNc0r|huKjkEZ(`4F<9!|EtArs0udoHB*JxjJ6rsw!5XHb1t`DYtte9}w{wrwkyT^x~3A{-J15Z!7ny3BURn zbJINHSh$y{p`RHO%VWB7**@DSVomp>2vu+*F4a8I&~34dBv07TJaCa*cy!rC^;8a1 z4_kU!uG%_<+(A96;$S3 zGtRIczY3WoAB(a zoNnT>lfMRUtu7**o;{sGC+j2c=>(M7#s&&XBV1_tLU63jDf=-!SUlsyGKt1Io_|B2u%fCP@ixIi zL`NwV&?&ubr2oZB282REkCod`{+s7k%;s42b|YLN?|4u2&yJi?o4OyGFX53&UIhT- zcb$_F9Oai4lLxuncEBj^GPdq_iD(a4jm1oD0JePICsn!@k9 zY&JBUlH0@2eP5S zIzI34^1XI$F@6%CKOZj`n09Di+!k;!5yq5jj(SHSn1E*R(#oXNnZ3`3)lzBhdZ7`% zWKMxaDC%{|NxUijy!DID_>++V#oFg^;ayb3{rn|6M)9*=ZsARAvBMMcG{KUI=hDQD zRfb7zL0(yR+F-ELt!0#_^gbEZ%n73f2hHBRpP>OM%$tRG;J>R(KuAY$CRVmc5QfLL z#%p$|c}~gOX;yBHCh!H$V>f=N=p>BX!8xynyk|^%uU(n=|0C|5qchpFu+iAIZQEAI zPCB-2+qP|WI<{?gtWMIgosM&JG;?Oo;G4U?yYBnXTUD!8;itX#v!7>|)2Fgj8atqw zBj!!mCvd?1O>XpH!8B_dSLq*EQ%V*hCSZ{MSJ6>lu^usb$aooFC4(zmnE$P)!3LmY zL{LiLqp&O@-|q_s%tCCw(idI7NZ^mL*Oj}oJw!_V2OtGcCE1ngP4dzCi()BNphW>UVfmczu`f=_s@;*kJ|#wO(I2x>$+@dTwm$i6)54S64G!gosCNqW~{={VZ6?^>$Q0<>WwhvqTvj4k% z{b+|@{BrM)B+QABjA`;9y|~%*{QFNnU#h9!8Uj~|5hgd|h)+iR*XY$Ld1p-D`&3p( zE%EF(4nuv`eLrvFkF=yeg8-&?-Tr95hZBFH_x~RI{TX4PFKNi&b83%~NgyR=NiZT$ z>s{bllsc7B0SzhmVF45{;?JL$$yx`DW6Ue$@U~u zbU3uh{StHY(;K@V`{}$7i8Obo^KJfyuX#yeQ+6eujuF{+JTj!}OKORIS{{hHoB7)V+dSkpC?#GAm`Y(UYzth`(L{7_T;cJq2es>d{67vL(-JrQ=) zZf=#kOp>9y-NLsEZoW`X=d+2yLr&fQLW=m{X#GpLBjCwWqVPbfWp{;0ky+wbnFXK; z+J67C(pNokssx<-1tb0o69OK?lT@d~TPN3>_lsFznN%KLwpl)k{!TNbzf&$v(B7Gs zr)G&on@NnKa^F)PbQ{j?5bLw{_eG179!*OyWm<-T30LHGJT&ej#M-qR${_j0%vj6!n>1N$fMzm$<-{;pq=Dz-RwE8-w%-NXi8H`|XF(_m0 zr8WNF_vS~4wY0nXI}!cEzyG~s{{=4lXF%*%0}`Jcbu*gjD?J`#s@F-r<4quBrjRYK zZZEw5pHsFbW&b=veB7`~7UiNo=$jt|tzQ=xJPaF#Cjv8Qnkb-Oo}FQi3hBS=y?O>a zXnz^p)z|SFoI%x+TeJ7?boxafr~&JYS3FQ~BU>shQ(JpI(FORIZH-YDoqqtDe_bXZ z%=3ScT{g-iR2SQm;ps7`gcwiQ4@EDVe*?fe|FP0c*!Xh-tG&ddX?^Wv&(MGh~ z`uL~M(<2hmH2@@9Eg)w>AvCp7o~B(cRUF7wu__CZA?U{UR`Z4NoQFVdzPpVYS>;>V zlL}FQfded76T!)c;&GR5b?giYESPvfi;)Ba@ge;aaM#xNsc^07S} zXoTlOBK}J9hf7P6#0at?s&uw8@sF|A4Mzvl;wQ~t^t$+?F+lgC z(AsZsdT_}?j2nW7C0+NI_>kL{8A%RjHWq(%w1tqAsx?KAS?O>RELahY8~_v_56~HV zlnC7MrmS*7d1I7yDMBN3d|8m*R5+KrjV6NA_ug|w4I{y|kp)km;HhpFOK$@Rq;M~w zt;g<|JOsxG$+3VI7ot*THn4a>u$9PMywe_{bA0_szS2_uEP_es4~gU7lE2d@DZZBE z9$6%(Y(A>>(_27N8lOYw9mMQ>?r0Pq@#}co?lWB7(U?!un9}#Z=*2YRX*~&VcS#rB zTPdR-Zi0i`?f7&Y^5V~;bc0uniL2&2TGdlBWuU`gmJVE@Q`SZTJS6`{Wyp68f4$tD zh>1_*Bp0{&;#h|%HG&nefHm7aTl8Joqw*)F4>-k4SIWyAg_tCVR%SfF8$Pyyf~)H| zN-iBPjDHieVsEkT1TT>^Y_a_8E{RG8SI@XCzN}eNp1ugLa@ic-JepAEr3j@5yW4`93)zP30+x?KyN+2`Yp60nlQu0Wv9{x*m*T^^)qgha#udVwI`-E!2#P|O>b-C-=zX!3!$d+>O9#XFK> z5%?xa%(ty5uS=Umy&it5kblGT2>Q#4Jg0sU%3P=aLb(kc_=R#y{D%S@;t}gtnYh3| zrv`HqiIbTB!nK3>dG?F8*Iu^5X7CrmZ^DTOljt6_t?Mks0Crz-fz6jMz+65En$6~N z%+A`PMgeX0-4Lq8i@PeL8>ykc05sij`l9-Ov2VX63x120enSZU!`&Sk@A@JLnmB(6 z0NjTN{^XN=Y-E3U-~W_=&1e{$=iCn-gwIsAT3Y`fIe!01Pw(jF zb9TbY@K4E$zxqj-uM9{(q~|!^Vc8h}0mKH?OU3}4%y|C44PyuO{}Z9;pIzaPM>f5A z35}Yc^sKJ^Q>B4_@}B<5rToVp`ETd?vcZUizS>cd{x@Lve_}WO{bDT;Zx?U8binih zf5$2R+V=mobACG^Q;fr)SQ4M@f2y${j6Y(KMAcsOrOM1}wa}z%_up4wSn=G7q@(yR zLG{0xKH*8Kf55i?E+b2(?Edc}^?!5G-{&Oquc82f|IpE(DeE2oBSYYi;K2C#mqq0l zX-~^eBry5!RR$E7DU|ahWd=B~M4BZxfK+ANC` z{lBXeGavbi*6}Z>+C_ zS3r;n7*;Jnq3UQ&etxYuEZ2gv-!4@Tbm8;$Zgg`xH9@R(iOh%i_2xW@EL&X1g;Jmn1oZSxt1#KV)lT;dASQd~ksNw!+({<`A( z_k@C_TIoKu{ta+i)B!N%tyf<7F_1jSOSkQ_q$-_`*~zM;NmF{qNvBX+h%T;)*fAYK z@D9D0Sl}i2G|a(Es*%I_mztBE6&J87un8t@q0z2p>txd#Y|sYPC$~5xaRBZz?JE~M zTNn`tO+--a)ahYap3j~Y`n!Q3ci2l{l{A$gh-RG#l^kXr1l5z>;0V_*Jow~L(Fw+K z=E{JDb!h12TV_3qMYsyf%I7FS@iYqGEEJ(oAyAozL#$8iNLO&3m1_8qR7g}128hRf zG4(sCOUxiS?Us=4s@}*OH9{dgWH$OT)59(2RekLyOwg*nJVsyi?)1&1+2y7;1JokXe(w@kb1GDsYgAGDMygs1^@uikGzlJWUP3= zuzG%d2-Dx8=vfJ_TrH?PV0o*m?d*r%;LvWw7CxPUy~;#J^zf6Fje6&XgMliBsXvBm zofF04Wfvse{CcpTO`64|L!xWDdFGO`U`5BvT9!gz3V=+TF$K2M#ND`(B}dJr;zTk! zZ{8>%-L^nb7zUf-ct+LBg-N9aD;tx&aHT4x`#bGy2K7LcA_eKnvt*&k-9p@me5c1! z-d<4gHSN4VJiAlAD-(m(J8!N9$9*RTQEK&;^O`c!(E1aOM_9$XP~W<*+4r@ysv_ad z8#WP|WZS-xPhW8ZISrMxN}(=iQef1#KfcIws-X@J*ot`0T1Yy3)y9Dut8ey>*Y+xy zr3>K|ma*V{-%J|1f(ls0N2UXPxO=j5ClU~Qu550_i4MjBG?_-6$MFWU15U+ThgXU7 z!jgZF18aM|J76rU%)Ele675wR zNZa-YB|v}2x@X!M<>_p^J!M^Xo0NvAR$(Y2A`TEs!%HYE^~sO~t6L1~xa>JZ8ipMe z9t%#LqtQ2@n7Uqi1r_en2+>UJ9ld%JQw=PCv+E;jUA=Wlj$&WG(AhQh1lss#ECRrah@Ld33cC$UN85&z1L9-6O50*{I5I*vrqk$+qv- zBRu$w;7+;(k<(0)SU?-UYffJMURVzdV=MH9pvr?xuVov5==E$RVt|OUCdXLklxo^s z@bxi6cpjI{W~a?YyWwpa-ECCi?7!@@AD!_U=zh- zi6UxDlRJLRN4H8!@K;z2vQWPLb8J(c>%FFixcSD!XtB?YB>WMZS9jyhLpZ0 z#2HEFljT<2>2#ABZKjU48Dgjrlz`{aizRs7sYk}ru@!zENh2oum~XQnpedg^ zYsVpeeibEbRnEbIBFAlk6pM?f^wrKrTc*nv5uE&}<8RS5^r;&Qbu-nC?lM04hE|rP zh#hI{-2;~(mh56Ab5P$cG-2gBCOSZ6XS9bDFndVY+BIHGV-$N$w`B`>aQhiOQNRdB z@McUx`m6bC`=%0z&sydYFwo9Cex-(UgX(lwei;vQ*NzVVEw0>t z?fQrcbqIDFlD9yO+Db0vKn%gSEcVwvs$va29}M5qf|67KvQQV`k~i38_{ji<N4ml?OrleRk%;CIW!MUYy7FEZ^-84{A9AXPf z1cj|i_|DUkr`-kDTmf%!_yG<@1bD<>lFpv z-_*3231qAJxg+AG6!+i|Mc^e{WzB7XUs6?Q^;@7(i#|y`?+=d*`7BqcKyV>P2h|WjrAudA)oVTmBr4P~ZkzXX5l3A~Zj4Qb%;Yq3g#ZqZyq= zc#GIw-48~4w+5Y#gkl}?3$0;;paoyUz9TeHgmj@+gNBNt+9_Ypb}YpiU-svimrHFk zwk$`vg=`iwrn>t_h#fGd?3`!cOprXMgZv@FGNulUPP*G0$#zai_@D(%{?~VFpy4~D zX>zvIbd$bAJxwsxgEs(^_^i*NyW|E11^WpeROSc<1EJ7uGpdhjiQeRLP}zy6Jgxg1 zheJzd36t7KMqqYZJdm8{9=N?bfoDb#{q;54EZS0TZ+scy&`>>Yl?#Lgq2#8(Zv3|HeGgVPcWd%3rIf+`m}Xv_cQ6oin7u*5~Dx_?20oPD_2e1btZdFh!anC=Mo&S zxJ3Y88aWq_cZ<>{Q)ObklvIx7AB_Zbg={rZX>c^aoRSs4Cwn&YojFMH#?S zd=^gk>j;qlGMuXmoZh6i@cn4~1rvGNTq7H)x_mN@D?g#FurCP3C>5sC^Hrfk%}zWV z#R=h^WEs!jQ0P;tq@A`FW9=fYRxCLtMCuWjD&EkGrCDV26d=o8X+W)oeB(@yq_6K- zBf08{WE(m()`~+uJ9hWn%snJ(Xd6qDdQvWNK%2LzjR8oN2*aB&Rsi2IYP-Svn`mp{DkZM`4LN9|v;%-+2yin7V}kMW{K71)^6 zkvrAt>!bNdJD-*>>Lvp9w&+Y%5~V(s<~iVtk3{-qZ|zV(mQK}I60ZOi{7R|jJNI6E@7OhzFT}QS`zOyDvpAS+JwoNtAOdB5x zYVyG2c6mXX_1*d6u3VaJaoZqTMMMEY2-CsIxQ0JV7JED=76_(m@Z}~i;do3Mzx^C+VOOD3a?Q-*gcK(7PO4f^ViaMIU&G}W*6mWdWaCu$L zx{~pz5oh$??uipKwJ+bDG`nxGb=f|FghOo#`>mHw0PUS>5}=`YTCY|Y=A=go;R=~f z@#jkyUqI=m&6D!lR51zNzvHnqUeCZ6<9t9Vm^i2<)VyY7_FvP-kdkH@T#{#^(b0v> z?YBPwge^704%gKR15R2kDWQC$7R58oiAM9A70Q7nw2a<_mZ5n2XTpkl7O_yo5%OYi zD8KO&hwIJ}lKr5Rv4AKHm3j~WOn>0G&XH>mM-4@iw0LxZ_H`Pqo=;xIguS6;$~8+` zS6|YoCBaXf!c3%6RhdY6y9n>?G_ot3S5z`~F%7$tw%IIs#*w>XJWApUDM$BD#%Y;N zh#THlB4PP_L!9>_n{`Hfut>Z-21mgkI21E^y1U)tnoh}kd!eSZp+b%0`!3@a=Gf?* z1y+*1F@J(TjDpg{6|K?}%ju%DC1vW8c9-I5vZfU@k}NQyT10bgN^frnHkWa4FT@BVkVAm2Uml`OXb?koaAWly{y+MaIkRDa>+_uvS?HR zXTg*8NvmvvVpk#)F`j+0S4Jc4TXkk)dKTnUv&)4LbdM+ptpTj2+_%be$7d)l~sUGZAaK1Pz zIx-OcL_1yHO-&Y(vEf4Q2~GUjQz@|_9RRRdZe8!|gCo03ik0PakUG{Z(yNDXu+GHRdeWj&gv|pXEcNIVVC+Bj#52iYP z#kUElv2NOnf#|cqqUxcs%xgtTU>qP3WD={zok73Hjl2yxFq(e)y(?J(c|Q*4i@dYOXZm;4tOPy25t{;G7D`1$bR3H{Up8Ohswji)>lo zq?~HhyO=f$^WFqlV(F?r)okb!ep8CpnbU|6(V;@z5DleewG(<}LV40JTdF~V)>-Fa z<`5o~jknKUDbzLBJvsiW&9KRrdG!(ugYoV~X+`{e*3iiXXa+}FAgYCiGRW-{zRmwm zH?u!ORzCFx<6d3dsIY9LmI#ciSm5hyZJV6a*xDC@Z(AjY= zxzFVo@3LUsSHwCzZY`bl``~N6v{pI|IO+PnWC<#`4W0T-EDXqB;t5X4eq??34RBax z*{Shs-53^*VxR4s@0(v;@bbX|#Dj979@Z9smIy|Evv-q}CS!SpjCRI-_Dm7bG&FbK&i4iFPK#eFYp>Zsrnw3S(T%y z%@IuCE=SFIZ)NUEm=@K_Ne_2uqpeT7k`c{aKR|m%K=HLS*mUMzd`n21yOa?GEC&bf zk-JR?aE_6!6@40{@1sS(>w4w@EiDwb&a_H5r$rlS&vcnfT*z@L9dvFI%uM8|cCi)< z*5WV%2UX)>unR#hKYVdU^-$;c*2s{{zb#CoN>@bghPvj=NZETfEcM_XbmQs2G2^U} zJ1tJgCRufY70TZBrmn*@kw2uf$7IB34$RdR*)nm&n?mLW;HM>u$UsWT2xG(^?`o>p zS$1%1?^GalID4S?w0$*^j-O8)2ALMgeWv`BtD zuYnkXao{Ig0Lr#v!5O6>#3+ji2~wlmCU@cLIg|87|88lNL~ah3k6)HPf(;(qC>-RKSpJ=uXM_1s(u3+$yGPiwA+$g+jLFFrC#Nrfb1l(aId z4wCm7)Jqi{=v#q&0Bq+3Fg(E?Suef$GQ!QZHE6ST>;<)Wy6>vnLJaC|ybS@eUH%Y$+LMUG-e&SJYc9Z@W}Aep;?UJ!%Rp`XrVT1T zt-vg<%Bw4epUG1W&*?XuYNrdB9m19)JVio$tq6M?a(L(HEKKlt<;_ThuBi4GVI=RQ z0(61K&~OxqG>RfMxI8~R2Sl?clX?RhcuTIWzL2;FwNOGFgHze&XzsSm^Hp)KEnnaY z*HrzCs@pF;{#}cZVDj5n+JdUOg;`BBF|JcbhrFov)fWF`zU>|hLF-mB84R_C)_nHY z$ZO{!`H$RHV|kW=(?hByL&h2Qjn3^}%$)p*K}h*hGsU7vo@HXR`;b|Z*Ql9lL@Wyp zm^?TfZBSrVH9sP$dCde_yvy^WBFF-US`TD(m9+}$hp5{Syf@@BxNbG;)2UES^-K$n zF-09@dA{PN&+c0BBL=zez2x0W2;aF6;v1X{Mfvim?`r`q>;#i>{u?Rn4xT-9903Fi zE2dubZJ6)m+l5tYZ{)LZlEu~?X`U_5RXmf_>n>rwUhCP6t;4LXnc)a;m7dIK$ zw>5d6@$x8c&i1{r(rQ?vAA4zlzN}7IQo27)vu(FHxQ5;kx}vhN38|n$RZ0XR!JWb@ zVv|NDx*1`blz-HAvudH@0Y@dsmb-pqtZ6bKt3ji3KT$iqcY1aRlH=4;%dCpl`V(c1m&~N=&Ct*gx0<`PS+qJjWysB-qXYB9-4XUCYH-wl^Z-U(-*2}$& z`qMy7eHkmh1sxK_?NEzl@*d$^MTL8JX%~@*kvaAK1P_Ws@rEgoSw4YThPFt8Bveo) zvtmF#*({gf?#~J12pHt?zNzh?j-FuB>R!cfXI>X(BCKXdFZaNZS#y+UCP2Z}FiE?7 z4H%>r7oN+0P!7Zva_y;$#1@xjJPHM9K+@hMd5J_&TQ=li4PZe?_+43yXJwA&0i7ys z(#|cS%041IsQWQ}VVKIDt0;}JUuDDshkde>2Nr4knX7n|GCDZRJ8OOYn3`N)I6y-e z7k3<1O)VLRcG^;28?%k7A;1Ot?&G{C-%IjhaFF(R@E45b4@6i_2SlpC4*D$)(f5G7 z7}P3L&W(lRdk#R>_I?nsGKqE}a7V3dQ`2}>t>C_qq41#zXy4d4CrihduNuItS$}bc zR$-zrtWw0fmB5E4>|O^z@74mWZu;IVS7R(NsIsANxooL z+*q$oi(++4a9xV{30%RAa6jPwNAlk2#f$HRqmF&9;*ffJo&v+r(f89pSJX25uIr(+ z*Ld=6T`)$e33{eDR42K^(~wo}je)tKVYmn^eShE@MV7Bk3;jO!OHEVdl*r5ply@LPdT*~yg5J-sN!MZrUI|F-&4Nqp$2G>dXCh#kDR2*eDaV8 zUsfdmes`>x`+jh&WbO~?{{sQUvj8q|o$PMje3j$y-F~?T2A*NSTyFl*D*8&dxFwo2 z77M&wo~REDMNgrz{+K6RpC#T~E!9BB*0G!hk`8U4kY<*Okrs$k}KdFC+ErL1g2*F#!C*G^y)TloI z!v)x{K+Q#P;LoY-0tLzyIED~AGa^osM|}WR8(h1WM}m@hiwz1Lr_MF)RbfBpZR6Lyb89nMwVZT%@SR0p>ALO3 zME_!wM=M}uFVHJDgR*FQNG4u|)*A8#MW!Eesz$#^MH197bI+L!+J;(?Ya)x=#F7No zU_D~1A&8yqon+MU(#kh&B+3etnlXQ33n1Nyd)gR{W@Nt?%5aL;L{JA6S}MS_<4BBl z>zu)Pqq(tQuPykkhVCwnSwaCat0u&EHiKw&8KP@+JF~0PbE)) zlU3#tIVt)ZK}`%Q`rXZ=*S_8>sAMfZ>*~sRV#c;`GAgrK8kl(y*`(=E)@!pW61+Pl z7S~9@EELeBbdZ5%NrpLazk9Lq2=k^_C}+yBEuX;7qXY|feXyQ~a4SzZ8lU-^hn{Zf zkJ^K#*+ss|HHkhrxRMRwDg-Tu&?^Jo%cXh%f+dolV#Efc(tSpg;Gbz3C=r3_?3eUo zjT}A1b4hy7{owrUzV12--IOQ@ux#;)XO6%M=>+ahY9UxQUUP+~JOnxe2 z<#}TrfmrAcy7rOPz=$fc-|TQWE@O(8@>X~8CAeW?5a0Ek0l5qC!%GF$bwTBL(QISd z5Gc2MMy|XssRD^TT7O-c_bv*tnF;oTcb@WQO1eAS>4TlvbEV@r*L3jC6hphuD889S z9#)7CH1uV)qpovIewrYf9@b3I@sNj0GD6*Fh!rdggN&Bc@zH-SG}~pCH|W@R(T+d_ z=banJ7{aa>a@-qtIPf60tj->Xhs&KE-cEc|5DKpqtC-)CPA7MDE~v=`>;xfS4u0=R zJCvAJ{^?O7d#Fy`#bieM?ijEzkc8GGEdquVkaT`>)wVSuVE@iQEFrD`9Xlx!UPUpp zrF#zAQhjTN*j)jhK#4`~y}ExZC0(IW~m_W{H7R<%D~Gl6|A5XY(H#JQBcu zZ&(@=+G}vsMrzK!ImsSb6y_m9>dH!8dyr|U1_TIYkLCc$bqW27Mc0Be^tk_0$*Dsd z=5T$XQk))^(w2cgGxL3Aw}KB(&z8ZSzc=KjFB?^`j<$T&HNUnB$O+)A0CMjGB)dCu zxQ%WQVSn>&d@g9MhzPAemWX_OwG$!Egx#)|xd6xPP^4k0U%)dW^evxFlKvjO90x>$ zhFb7h^~WW=aGY>&sj3?~4}fRUG3Ym^P5IbOR8(1m?9ReG4wWSJPAvUqK6F2l-~(8W z&&d|B&2B_b`Irc{bxO&*SbH2)sATanjd^6NWg))Jg8nOFph>aL5+W%&kBVxiP#3j3 zukIKwe9L`#af>U`bUzjS3Y%ns`bW()&V%A1u{R=Gmc!W56TJrY89_ z^L{E(9bi30Hw7MY!+j+}#r{rr*GXgTieSbo zNLU$Pn+fEOP>v5w;kHub3Ueh)UZAdO7cn;UqI_k|2g@iMTd+zuB%Q8ORb^#dd(z{< zxE6)2rky-rr0T%bg7gCuw0xbCSV5HteMT7yf&haa8W8IWP`3|mT} zjd<>?Na981JM?)G$zqK|%&st9SrTY15aKIbBREiL{$^mCSgwZFoy7I+88Rm2)}hbX z?bNq>c`K;;rwFlc==g+SB1=|u7x}MqHk787+< zWsspGHZ({njU*;+oUt{F^sIsFkAOIO17cSP-t5BdK598}^)hupgl3C_*XwYqTvTi1 z8;X^P03SZ!<`aK{Ab4@V6Ddc{$Is|x*pAfBEk}&(J4DMoYqzt+cdG}}ynoK7Nh zWtG3`h5(ClUuZ$kE;TzgbIk?sfjKZa{vn5;Is;Re4zam>wi-lQ+}$4U-%VdvNYg*t z4?QE{En|<3P0AE5W#a;86Hmk(Sng?Q?&bw(uH{G?jec|1-aC@YWkYmb(#7A zWg5ob^`)FNO34D3c#+kB+wCVpNrwP^Z!7f=3ma|!STz42Y4A7yvZXJsy)ekF2Hp{U zS_#IBBghv_lw5;F*s^XCDakZ^{t4 z=##Ia%LFsJnO|nxOied4^g8UOt9!=ooxkp2dkaUDIH#eiaPq<2z;>eLMSHG*LA42b zRU)X9E@BbrJ`fx&>SNivA;D(Hwg)q@WL1Bn*xYkOd0W}W_l*VPQWIHp4Jnm|5|9Yn zwempxw8`+vi)?lwMBv@6@Hpw#6)HQKDz`V`A~`(p3g zYMw?g16hu>`#3yA`djfh2qq*7{7luam?ZT_&Da2u&8{!iUYR|aExL4{D{|6V9Q!Kh zcN@h;w_*#vH`jbM^Ao!pBh(n-G|jCG*|)tIo(U*i*EZX&(~&9&9)mIi|lAZrV{u~`F$9VV*?EmgKWR_pgDL+ zZ+!wNY_b6pP+74GLrnxbVp8tBHI`K{V7Uvgz*~o~!%wd}t||4W5dEqbI-0IFpA`&4 z#x!YjV7O`hqQdH#;%Qp?#Iq??x%WIY7(!o*!M-Jo+y#$y-sASmcN9r|u5B=1Or_Z? zRw9NtG}uo^94RrR9wra$5z=U^4;r{hG4a0W0)p_gTl;32c$5C(+Xk?RX6fi@HBQ)F zZVpuk;(CCAG0}yA+SsPR4~Md3OkJ_L5+rb>28-ySFH$HeHvJCL*&OYY>ME!aMnG96wJ}`|cTF!z=k1 zNgeSN_-0v5JgWpq zli7+=nI9!PeX^)Ptj#_^6#$&>kpi6KFdioFQ3`0@7OHO47j% zo=IY(vn4Sz@mwiGG~twtpp`5!KsT-LG3UrdXK>khJ3b`GDo3!!OKQP+e#BPvd928z8p(r zqn}*Sx2g9(e)HqJN2SP zoM}j{pS|1@jr@wHOGT=^;_nQl*RUcN+P3PlwH%XukvPQhi0u6%hot66JMA~D(mpjQjdl}vb0?F9$^K)KU-5g?KI>nGZvWghn?G)#)-oW6je;$U>J0_?o!*1%UA7LGz#)A|H zO^EGuah~sBt_IK<$96tR>=D;GfKR4RH!X~=ECA$ddMou=q&2j5=#ZLLRKGfNBhXzs!Wn#8x1oV;Cs z+f0)axuM9uvCa|xOV-Eth#A6AQ3+KEi#%4G^7%uav#jQggkTqj+2mPn-&A}dz`lMK zEzpVqzNkLZg~r|N5o4pB*qZ@*A2X&tt!e=&hWjJZKHKSVW9Dt8uJ*VT3UNZ7c zt6z+R+d}uZymF!yW2UfVO)NuJO01s!!KXdi9x(@Zw|5EczQTZ=3zofFkXKyufI9fO zQ$rmD%Ix`m2e5Pw{1jzQPu(jcfAC2e+LP25@Zx%+@WimRZH?roDkiw9vlh->2Bduy zM{r8i6HZpDowlAxM;E$x)pNi2OsIE>hF((qt-B(OcuLAAGpbT4T#kN6BTQ1ind&>!X@rnWWl5OxCo^P3CS3JYni*;m<)qztBy|3h{s5+4Ebweb`G?`3$7{;CQ2_x z_;q#<7BXa0T?eXeNlBRZe6FLcQPgY)SgekDaDdXGI%j-flH;O*a5(Z(LJf9RIDM}j zh%(_}pkQy(Y4MkjdLgU+m5XVFnDIY=rFCg6m-Q%m>IsToJF!A>tdXa9X z#cmb4A4}|tdmRS!Ik>Ac(uz$>ao(wV@t4(A)2ydfgaF3lt8EpWDvx|}b3}#j_7+>2 z>k*)C_NQjD30uHMiy6r%I4)rj2gsz4S&0Raf6&t({^qYWX%iBadRnjhn=m<>K} z7^<#vAHMFJwEBO(5zFD9b@9@+hAxIljy=I0UX32ayvVX47rE`iJtbkW$vKp!C*P2W zXISXBg!HJ_F`KnepBW<+7%h~YY43brYkMZta~K<7@to_%sUJkP3fv?2VC$WJu?uaO zQR;|sS^UNt%u*Se;U;}|R!IhEMG1nqkiJ)IuxN}3$E;Vq5-zY`L;#s6>OVwTV4Sbs z^TTI>wsz@?A$@?Z5V4lqBGb+IN}MTp?y*u@EYuGiBFC87YD$imO>w~2B+s(7U?v2= zqP}mOEWG8ADBP2wq+wKHDn zJ|FrLTF;ejo1muEV_OGTO|$AtDkLynpSQ4 zOxxH$rJe0VzvkTFjnKZo-H)gq%Cyx zadG^9ND`{UYFmnoQHQd-Mh;*&cwC;g)1Gm#>rptR2aUGR@MW=xtQW+cvqcIPAM+*t zOJAD7rB$|*ke3iUYIt8mqaZ-z0r+rGg; z7hfT_6Oi;+prN`Gp>?*dTEt6nubXhO?wjjP$jL?VW#&cW^N<4e042bvVbvML=fcRZ z2$&`ugzPTv5;OX$?Id;ymOWEfyJ8~iQ5@H~GU<^iC?U?AW{@$!yFNq-_3wN68|~%l zev4rX8qp`7*HBs_X9U5AaGAH(;wgBlcAg&}fVc4s1*%Ad{>HwQMukqFu(lrlEvQzs zHTmZL%W>oMRZ?+plI8P}Y6rG*jHEjt_eyCeb#UfQF^vC$9H)Ip=8)L1#*sqkx2-1p zQu}qcdZ-zuT3N2oL+}qIiHFv<>~OrAuqg>+^iysoi=gN+`%~H%EA?v`(2z=OiCV|& zqv|^w&Ose-IL*;nonq?PL3ta+p?lbPR z9ie;Hi(Su&M^nc3v^#LlIGQ7WW8|ESCH~jch!$LKpt2J`np-AQO7>042s&LLfWz%? zp-#yf@k?|&ZVLyH1ULoq0f)B%xKSWVQCFaQUvVS|INh`^)qKC|J(iBo`C<{qbUo?A zb~s>;wE`HB3i%zTRM(@OyCr_=S}(vstaL6Ir&POJ1p3aDb|x8ljTMVOsXD%Xbb1beTRp%%8awoeTLzG19iOlM8) zNv~GrGK&Jaj($t-T2DAnK_6pU*OL_yZ*E&=vgYc+0^WlPD~#y{-Suwxk5$@b?oK%eL# zq*&m4=lW$Qb;X}0s0uTWNgUY|xfpWBO$f`6PxcL`2kbaorcKV-ATpWF=&8avM(uJH z&ReTOXG48r`NvIQLG+ypO zmQP(@na^XHfw@AO2*d&lTnp6FXNwr%6Y$%$?A#I}@vTx%aGK?Wq>z25438LrOn0%eICHQ&)WbyK~YYuN^u zJOO?ry=0p=X;Q=}2zFS2N!u8tSHOx@9KD`#x5T{+ClF18X735Lkub*b22Hx4jS%ta zVGABI4+!P^TWxN%(0`*sN@628-lFZ^Ww{vPGZC=@$omX(wxd7Ag0(BvxzSxIkcvis zU)x=>AoxR?TOOH@LZ_bT4;)R(0<_%c4o2?j&&*g!5_L?-dEhXFEpCZ59#Fx(0 zuFIz!s$ShymC#8D+@PTNUG_*D|A@3piq>H#&gA)+-j;#0BT-?>SYlf{?b#Tn6%$!i z50O-C?ZPwNK=)BDS{5tW^`IPL5*LoZa&^59T4=#lz$wf2;$OWIkcuPqNGEG`F1@Y& z6utaJ1k9ms8DT*p%z*T}3ta^K#8soMVM>wez&dtwdwkj{FKh{_s`7V2e=;PAlH~J* zrh}ns+Yh-bfFKgS7M&5t-YhUxW#p_)7x=^E8iRSmZSe7>^9I11RU02~Iq5>0F;)@_ z;{E+>Rr}DQh{Ly~)V(rcn}k0jb_>xL2wiKbq|yjMX?T$n%bKyzJR#2tsQ||Wtj3&R z+MUTJ9mAkQg(^cYq9}4AiiC;$cXqt0*IiJ8DAc;FZoCbagHA4o zDmz4nrexg+z!`)hoL{g=DaRZHD?(5y#DQBYj|of)LQvR5c|Ibfyy;(l#B4H$;9YSK zMJv(-GYja!IIGcGUb4O3VT%rk*^odLdx?1MUm1qf^r=fU$j z1;dB(Gm8bxCMw_q0L!QXtVsb-eWO%lzkGVO>>e!w?mHlL=oV%P=xc0{7B_^l&@-^R zMF{E>OTpGVqm5s#@d5zQKH$09oaT|yY^vE(v33Zta>gMin(3H24My^cJnsML;A09H z(_7XCtM3jCa-vYfUFLm5n~}oNIy%zo^lG%U#_z88^>k>j;mK=BlFTfk?8-wg7WxZ1qm>` zESIO}?_;8@iVpDSd%{jeY#0j~ciazIgPfcW1?h0nD{*bdpP3{9GK-Gv+4Ze!9u;0h zY9XsXitF{S+ut|Q>`_3A9G%4P_imGg=0X0Ma3mmmHAVwa=RV2;Qg^SUNKxWP*7PZr zTsZHW_B!km1(^)X#X2~g+{kqW;qT|hH8y9?Z(TG1Xo9lZykJV%6WUX4zk0tC>@+0toR=NMq!QFiR zcim5Iiz#K2?NWz-;7#7**+sZ9ZlL|q3;LoW=tUp?+!VSq7+VhLV((Q((koJ=pI`|< z)=gfQ*9{NjlC5Kqp7+72`o3t7NmRbL`i$|er=};so-@83`Lj9nZ$d>=sr*t2t!mOu zx?RNAeS!B5>SC=ij0)ubJZ#D%tqg;4CGr9pplFCy#Ryb^-<}fvPDK~(s}oB|Y%_aa zu{t`2s56@%utA+r;ZFLNn~YP>mDRf3HJPhf00*@U@E8Mvo2!>85d^Io1-=~H7pi$< zu{aJ4)o1k8Rpn2--rsynLX2&(5A2jIJ#%V~XN+_$~8*1AiPNRUY2!<&jv*n{S& zhvb@?z*Sk4AYi0%CMbJXm|JpL6{(+&!w+ya*_8DdT;pzWLtaMVnBfW;nCnp~(HCcM z073ShP(dj?F0o{kw++oFI;*bPRh?tYC~X>;jkQ<&Wmj>GET+7wZ8+5Wzr3ZaVi-8e zUKwo6%Cd6AlBK&a?Q=w{U=#NPRRk`0y7&S0ixy3e zTsQEx5F&?Vg-k%+U+#S`awq>tfLXo6lDcwEzRq(x0@)3kc z$`&C}eu>}a*0Uf!FDx{OCj|(uknkXPDMm>7hM-o2)Gf3173I>ocK$|Tqp2Ym+Mi0af`m-bg zo4+bYGJ5r4Wsnkuc+FnQW6=@mN|h-czzm`Sm4GC@oCF^mxyzudENGlYEr0HkAb z+68!<3JNN6QvmDOp)Jp}3@O^5(L#o<;XtU%Ae59B(?->~X}-P-Fyk4n!)>w~zAU6Y z=>X}s2uy}~cm78%upPYxKw0{WYA&-ular&eM@vY}F*@#B%V&-0xR6#4DdwJs2Xu>+ z#fOi6{?i>!uL`ozm7<`@Q}bqR+GG7cJXhVS^(WniZ+ z9460&Z;AmRleb?fO~%#QkwCKh2~riEs1rk&_zl~iZ?w#j1Glw`H{bRIFYQpGJka+0eyL4{l^NkNHc) z0iw6Aew5^SU+0SDZZ%ke+s)W^$PHrG;lPq9mg^NVOVWa?d~)TRWBwgun(_xzEz&!8 zTrHSNYzPA) znAq(U$>aJTwE*!SIdQ%V(F7xjJ~5YaocjQP+#L|@d3)&H4gt}{cQ)lN9Ao+g46Vde z8hgF*(OxClKYo+KB;2HnnBcs%-27GCy3=!1Y3lf<|N$*jr552#n9)kXFX04_;N17UDd2=SAV}Txuk2_Y^Ri z^A=X2xPjt-o)CIi{;0(H@#Pk3hDyJTl-^YnR+c^8EAc_nkaxue*gk?KwUGmM{u%CI z2Qy}J0e4eC0c&Py&9pa1 zf2J*}snO#@aTcI#*sVe^fRaF|A>h_8o`tbR??tE^ve-|2DcXrZbL5&N40gYP#%wA} zM-&BlXWQN%USSXXC1_k;I4{E#(WE?uIg}eyh<;5E#!1WX;erE zOpJpOm~1)Rf{X_`&V7s6EES@H2L;mPdcw>8iae~wQkD-PD*pAfiC7+JRcT#C-2#tb z`oNY^a|q)FT*1S>nJ(GE3yd3m2kd+HqO-Y%*ic`As>$?$Cly2?7)Xk|wv>UCv|D2U z112svnTO9+sIi1$HfKKw&Sb`!knSgyS+3Myz1sQU&-ilqYiPJBG7^VKRIc3~hkVGM zFvR?5l0UHVQ@$=a@P3@hWe6{8VAX34c+eDf!=}CN;H-IW2o2hg44@y`^((+oUo1Y3 z-Kbf!69@JAcKIKkirC{<%O9b_P|6M+$A+=kmp1+KPrT|SG4UTO9aPWk)po-Tzn_50 zSlSjP!*hS1JGD*BLatI~9S-YA;WI;sL2k88=2k^iW@Dq!Etc!5i!i3P>D4J@A>=GP z_Bq{+RuwNT&WIZOOkHQT;!(dm$dl_ha@ziy*w=bSV~iAuYq3Ud z_XAgw1iNH*`-R%N^vSHZNOR`M><}%+X^&7Bttbskpa#?w9k<8SWep|8;&zQQ)|SM2 zd%n+qg;Y076X!*%c&UJ`_N$c#Lo|E$e4Qao{cO&?rWN8mpvIl3uW=UFek7UX60hho z70t0#KY8hXyCJW%*x*k6c)UIT!@grfTiqFHzvw97k$ebHYG=Kkn}iGK$w|7C76Qpx zYYQreDE`eg5Vj3KlfU5@4vP+pq%@mAM^(sG8!5F78+HVBnsPWl|E5uaEdV#D1-%v| zuL;(e=XcA=g*XjidgNiJ?x2qG@b+8bs%%9B^T7#II!18$GP%HqsLpk93-z-4uLbPu zNnAE-_Z2HTp*?BB*I2x4&#e9%r1wgQYcIZ1u6FaBHc|fyIkJpBbd(L}_lc5&V_~Og z9B+@$G#~{k%@F4V(XnwsKerI|C~XjbbtMg537=4J6KeM)^a*ON6kHYy-fu!xOC>m?VbhtGq17I`Mc_gc>^H zx`NXzMBW#H*q>{8x%8>S{T;r1$G~Xb5;^pgb5LR7s-8^l)xiUXzQd{y;K1SrsV4G& zMA@;_-6&Di)l>D}TEA+KVBn{Z-iR=Fl*rRvSLa#eK;7^&&QSuJ#{ydY^`#dU z?#u=aF}xHKi&$jSb)3#-{RS|t+aa$#{1TyAj6dpBlb{H0+OPescvj2#ooR-Y1o4U{1=h*v@3 zd?}Y@>&u2fC@|c&0wKPTZ9;j-ryB?S8;SyJsN;EL^;P zCrxcGv}M)hCT>1~eA@v*5zB!&R3B@X&=QJC2m_D3E#dQycL;J`!=cSjGYm z9SL1JzOvV2MYkk2mOb}M=8q}$@%v>6ih8rp!^EQ6Rh{xj60-662&{LSY*>}XYa}v5ZE!3XIj&r3BX={q2kb@XZr%=ULkVVl+qiYr-E3b@;X|Q9W)(=NC zTB&~l7ueogtY1YZgF-bQtt>i&#>13S3+GCYZ>?(7A*XEX^KP1%bhf5Bn@DMuLJhfK zG|X4|&}E3~YwgxofeX@(A8npLlFUXHuN8*MUU|hLimyOtkvC+CTLcm{vUPl{F72{@ z#;A1JSfSL9u@kaF)DwoB!Jgcxv>fZXKJ)CzUpyvQw-xW{Y+Zs4<925RflfJI81L{> zEy7(R6Q>Fn1^GtEB?NN#SsQ(5)ln}Z4w{OS&fQh9+t8sW{y=&-LcwCcMfm0JiF(XGcQ(CYEFVCm{O zGj8em)M+EK33TdNtgd7-65Ga`2c5=a3o+c_CxEzlx5`*^BL9Rm7dU)=2G7nwL zxfY5|9N9m1w}8fX2O^>3&~y}0O3%#PwAq{3O&UDpcdJ4@7I2mnBWMrBJ0=3v;J zMt;#VO&GP(W%dxMNW8UM2%BQ#F&f;P~ALy4fEj{wH#Rud#IBMPu}&*1W9! zp!}_lDeZ0YLg-h(kGxF4`UXag4Tj42vXj~LNG55q{haiTD4-)C`&)I6LBLhMInBGm zfIM07+}SbYcQ)6x_nvK3-wK)ez9Y^-jMWH(i%kpA!4;D|I(UF#O z@X;K2m6ws0Ex&;+zn5tFR6%55k=t-^inOvzhwl!8S<~6W*Y2a>ctYXiohLkBb{|!T zo=bSYkV_@m!9|gt51q`TDA~=ypUb6&jQf>qes5DOb4DraaL#$*14>7}Utc`#!}=hJ zJD%8-XH;00BGkDU%Lccw&>>J4&IIeLQy8)T&06nb1}x|ZcM4}An$^5DF?}8`_qr>Z z=on5wEHJeXEVZp}D8o{{_2fMz`t=&V2|${Rv}ngHB)k`Pi#Wy=)8NAyI>>Z_Fjx^q zz*nC1CEPjs^VN_ysR7tt-;pb=YJj$%7^#v(M`|mKcG56ZJ{6F52I|`J`W)ki0M~di zjPsWS)t>9Ld5}l8JQmuPaW_hY@W3?1Tjyr;gjgl|b=2}jQ$5l-l-Qj+)SanyYKsjB z@P}Rn$+t0yA*Az0UMn&UR^+{q_&+SiBK1K?1OK8%a?KzRUVkClcSBAkSvH1)ejW zo7HCQ>Mo#Vs#!A%(j10&N{1-VU_+)8?F)2q&f5dqnGe1j_f5TiK;F|&s5uT)fk*F4 z20{lW*F~vcN^zW6o=^ggr<4PAv%j114?a)S5`iC8w3W1>mz{;wTTC(A(ZqhXHfvT9 ztoDdH+P*VvpHt%J@jum^Q*POP=I_#9F~FHG&)nB3MIf;=v>gx7$=@0<@Usj0t{q!u z&Bb3O!&^b3dy-oQ*f|0cl4-BIR3$zqbW6dU6_!M)<9{@Fx)k%CarPg($e2$}H&8|G zPlUECY)#bnwwqr*uzIs)cv{tz!MH{CF~T~?yEe=wwyy`aqV8qc-u`2h4H0BAbYyA= zmYPZ(wz$viNK&%3_UBsvVf>PqX1%>(%Gplu0M(xcV83v^)9u*g17Ttfj>h3g%M^c? zP|a4_)U@D>{2_Mk;Z`X37&)M6gz}?e&%P8L0!$&TDGCmJjC71Mac|9-$Cr+T7&`kT zv|_w~WF~j1X65NMQ$%ZXUAv=w22Q_n3MXRzl1AvQ8K7zz_6wpp7?Zh z?h35tDeI4%-!IBbK)I}jP(rlG4|6;M;8%=aEDvB2sR(QhfEbHNfs$tSrLMRZJK9L! zdB{XL;$5)Sw}^NFV=XWg3YiLn1=pp9K&3>}tgztlS>6T7n}>$G-G)Oj@CEq-#LRBG zNE_QdQ?@ewKV~Wb5L`wabc51@MjbRxDD;x4Id8qtL2}*VfM)!{c0^=51c3)umpv;= z89D<4?E=u+mh5B9o-S(%(H<9$Vpewq|DkW8-pJ{uTYmkf} z%v{tC>+?&iCE(I%aU&6L<`dKdf(>GAnDw~i*AnwWL2Q&t7C9UuvtC9$RXvZ7S+3Jv zLeHpIt%}Rb-^h>Q!7O+2y?xF8mBy_Fv&P_Bz7=r$jjup9urMX^m9^|(+#Y8NMdRi> zUvEtFx2=igdQ5XgZ^g^Tsr0v-2YfKucAWiX z$(qd7tz6^oz0lPAh4@0SXx8e4{mKl&v*3eXi^ivGR<++Vor?3>9KUbK^6|kXz$3sP zY1l@zXL*j}iyz&xI(WjnZ?T_nm!do@rSg~^anC9koa#dG;@yR!eL*KV{m6aelwYdF z&OOs;xExE#9;u^Ywk^2#k#G@^}_}uJ|$JtuW9WT=ffCvRNwkZ)+)bs&mlln%;wm)O#3#+wRs_z2z&cQZ(Mt9%KBl}rWo?3EKvhC-&9m@@NQU9KVN~*;Y%6)TxrfT3vI0ZpLUNUMs!V9d63Fk(N z1Y`$zYvr!~-V-{kLYq<=wt0_1BA<# zC7KZ)7jGIi#1ZI?)atZc|1q4$!IKf;i!~+Nla+=3VQuk{1Vuox#|7Dv*e5NSZZru* zBov=EI{Ao3Z5fRC#(GF4>6^U|i?YG?E`==zc%9T%&mdpJQA4Wr=UvM%jU5$g@D3

      ?Lus_NYYVP7DKgd6%n4yBw>t5 zwql_i^}`0#Adpsuafna4e!!HDc$G-L6RrBTVxdr7rlBg-@ra6~;p+$5MKtM*yoT!> z-r?r?2tsal6Oe3+4JyTc*Q#IcGD;z?QjI$IpcN1RMN4i#j-&7$9zFyl+#)Ekr2=1M z2L$Hbj)EMlk|lb71};eJNYe56@cy#(%*95L;;nF~zR^##2dcKD~ z0PQAh!yZ=#o3=x>!iK*20FKF|4a@DU65hdhL{ zHrTjMI}U2%G^Bu?$3Ct|9$WhE_xR)dUqHm3jv?^RkKA;pMZwdM-deb3k{5eji!UaL zRwi7LCUM~yYtUtd>qnk_RxNysrY1uIPq2B* zXSEedp;Q5FSanplM*j<>+ml|ehYjdyTbpA@C?*%9g5YLL(tLs3g@hO7)tKT^aS)_?G*?= zT}_wKsOy~NWD(Vc1&z|~e-$Jp!J1-7kBn4*iLBE65AX+41f}7I6V*|{s~Hxphl=Er zKzDjAERr=!fm?$-RGH(YO4f)SYt4m`Q7qe8#rkP}C0hwL0Ti&vG5qQMd1k~PKpUbB zGmy34HNQctg~znhi+u0|2kXi~wRzQIVx9gU2QbH=3y>!nh0Iqn4QJN{K>~-gW#8j$ zq&KCjf^+k_t0HX+c6Z+7k2r6GzB2`Vu zj!*#zdsb~*L?t3NqJVZ|0u%Yc&iz5;J!=&1t?zpaDgrw6f^b5)e-yA43qw%hEmy4w zkleL-^rO2UM{WBKgy|b!bP1`GR4t$%#~jNlTr1?dq$vu}u2x?qS9m-;o)F~cOgMT0 zJZ>XLLuJZM+_+(K^ie(k0L8!LLc(?w9h3{c;=31ZZX7t-(#yEF%cIx9A{vA@fc|8W z5BIbO40VryQSw?6GrW#00USC!<2mjMgLR8_X^%L(HGS%S+t4GQ|DMV`>c`HgV6!ru z?Ogs39jI-ha<-V`Y}T(mH3O+J`N|bwE(u)5!&6{@3|1a}r#y6=1u~xu+|Ir2#l0PR za%KkO+meMpZs+5P?IWq%7!E4`fbXA7>{x$3g~gxngFgK>Ex_7!L^u#@AWfPu0p*FI zO^ctEbKX75OPdKF%0$-yQ(8?b{7s!$1Er1Zmvt)6EM5V?lmB z(&T>`JI-CRT03(63-^Q238Cv^D$arDuxhP!yg}pg>hd)vT`96Qyf<49wVW*yJ!6HLf{ctC@ zx_A6L=P;u$B4U$Uagp%br4Zmjp?ylz4UPaB;vWS-tF2yMvk?s=;+CG8jWeeq1iWXQ z5F5>^j;sBl(Vs|HJ?w`(RcV5jnaK zeXubUXX4_bs=+i;zcTU4Gf?d)`r)>jk$VC?p6tAqM-)Q<7OQ^Ip(6yA@hF|DnW_ zaA=D!@_Vk?PdH9nuOa;Pj}QRR<$k0v*v{ewTI+l2$hzUyOec^pqA}uX82r#GUdq|@ zI3-!YCce3h7EF%kIP>nuuq+&FYOv5a;b|CUym)8AzEaJxB+FWyi1FnAhev=d2Kbso zgIq*-DZSQuw@OyA&!#*oufS8yMysJOLJIeAyJe z4zU{lT3)6gY_{+2^-miB064-F{u{>C(#Whyv$(1oUpe(0s{q0Kt9u%HNlPV^$wUc7 zI>>B1a4Yww2lr;+(TORHcM~?jsEwC9j+dlPJviu}JAxk^;8n{rSPVhbxfAZ~LOeiu z$uSt;k)*_sJvB9ZW^EncuhRzaA2G4VKg2!l(9Q(q%0L9c^YmN!Jiwy%Q!E=ok3er)4#h9>gCyl-R7Zz19k%a;9| z!}cG=e+PJ};R`-39K9;0d|4*e>DR=zpx{lNfNCglr%DXkoHR{V`<~=gObYF~Vf>}& zYI_c5SO6VAJV0N_tVyx^Cc{Wo7 z0ALdiDJ|nf@HVE6>=*ktZ^-d%J`rP#u#2JjxY~w;pHMR@Y#E9F^F?j#=S#*wX}!A& z-#^))90FzoruTNYtAcpapJvn$JhQuM!Dfd8IHAo}_Ab>{-pR%6Q_Nj&V#kL!Z*3^w?FZ z$<4^7z;Jj{sa(yRGNcm71%;pWFdgqm?4m1|3zB59_T)K(N3C-ciU0m4TW=%Eq7Ti? z_IQ?$dMjJ`Ohp$j634TS07V5{9J0hmwAGbrp0}V|7MFodMq{%>5j@*T$${cS5?vkJ zBv(LPX9R)BLC^`K`=l*SDS(LxSksm6#VkMG@gU01N^zy9>5t8Q9vu;&|l$4uIn zkGVe$4D2?_2UiR(Qx9SZ5^Qd{+768{reAarYY|rxljvzzL#g%1t);F&7MefzWA`0R zaR0dg7Tpu#ux$f{qLt3ir5K0W<`j_JbhsPH8mXK^b9e4 z5FWa68&_XfANiL9 zh3^TOH9aT>y*mvRA;5y;P7$<`-Z1nU>oYC4M&r6bjU*WweLOC^n!}=6QT;E4TR%_I zHxb&gvok0dpLS<(d9Pt3cHGh(?FSk%28&uJ@==KFMCg)wxISIs-!4ECLBO_OPwAb; z$dnrmCX*xx0p6@Tk*ZzbazTzi@5}Gf-F|Z`*Sb+#lSHKS6`t@SDe`3gGDq-(?V&$N z>r&xf*GqTMVVKrF$3DjSJai5q>8dL*GOlG-(ldRKwT}-~Q!V)wxkk1}6E#tZQHje# znYZlFFp-CNntN=^+prkVOtvtmeVh0vQ)S^P=z=TgZ>QpKG_HQCKM^IjbJcuHtdktK z3QaQ#QAIZ`6XUJuE)u&Y!NB`cDWIZGZA|jbyf!?gz4FXIeL@r?JaMVc<(){qn!TD6 zUz8gZK=N@*@^c1tqqi#(R8VQj4ud~3Gu|%}n%ZqzLiiO*tFRh6uypSFGa0>p#XSGW zQekP?YHBpRKgm)A-}S6>)44^Osx0GrydN-Vo1X%q?cv(`PE`Slx#ujHF-Kk{=uadahSiH?#+$m&d+y00ETH1SsK`zC&q z&0M;q7fg7Z=PpfWYin}sqJZfdRhSpRt9f-E=fCB0+9z1 zLEwK&z-DW`&tyoe8MWDX-GcMZ*um^D1~Jdb`)eVus)7$^FMXYGuyn{Q?6zKQRa!4q zAIK82^H}K>Ur`bWx%hY^A!giV<>dw55L^_Gn%Ga;{@?{o@f_!Taz~bW5Hh*-5-q~p zY;vEOR19PwDTP9uom-z9wL5r;DeCQ?2Kdc@u*_Nw=u^bIB`$W@W8P2q=UmeopKJ3D ztm5js%Qz!}`zCIP7EaW{oi*x@jTOOadn>220`M{R051mboSa8B#8CTi59VE*`aZO& zR)Y^BJikTyQ_^ajfh!~KWW9Uy8TaQ(Q($HImzqL#Ouuc0qM)ETslJ%|y?*QVZeGyH zAetT*AucpQjvav4cX}-PCC0Z{Z(sbLC^Rr@HgpCJa)}#g(H+b?=&=U zK2fm@Bawto39MPzwD{IQYLa4^t(n`-HbJ~_qB%dw`7%ni3-o06P%T0sGiwDo;GR@A zbz~_qJ}l<9^&%HIr76Xa_Pb!(rgk8Ti;|58q#D1=ae|H`9pxK3cJ!q}GmL!Jp_X#{ zYFrcLyeVXV&!$-t+*W==yGWAggt0~U0%5QUr^2h2StAe=Y;~AKY(hJ*xHAYD8IwKJ zbi!aH$avrc?KgF@?{{V_FIJUYbab*_2^)a%##{^5UT)1DCVUUVU9jmsuO7I$E%w7& z)nyo_d-Y^eTvnx%##cphcGc-_zn&~NBrwLQRD(eT{&t^Si;Z5dxcpEBxr2`?>hfPY z{LuWPD5mrUkeU5{a;bZ3+CQ=%3WGkh!3E>Ctds~t%5!clpQuUb*;f>i_)a?G4x+Zs zzoLTq%oND&gu$vbnFIv&jQ71STXzDac7G;F9VkCLv6%%Q(f3#>be&Kh_!UK_X3_51 z9TXHr!{5^BCaDM*z`)fyTHSJK!jmO%Zpo{Ni@=r_}MqyO=%`*5WbKb`d?pIMua;Y8%&vxhv zf*+ot*fU$;WoKY;6ez{vQ=e@ffLS?)F1u^oY|V(8%#Ld(S*)7o9rO7j+zBVSk&%Vx z$MkiDC`5TyZ0XM~iNzjH;k2O&mj-vJRqiBi%5;6ga^-&w!Vz{ZXrP;W&r?-(P~Qr4 z2bd)emE;MDX1f;jH_oaVv3?7MocCx}n?a4o(#D@Br{5TPCX#}t%*kjHvZ!?{h}7qM zB8ZghL?|?vA6OPa*$3Ex&Rr-^PXNuBe-vtCbtzI0nD)K9O(P2E2!FWHZ21NOCrb$fC*7R-PQ zN*Ci9#iMQfZPMbp<)qZtPv0R!RB*w-J-+){}Qhn&b{Iq&q@N#5au zIbUc^q7Y8EEg_v4n47|6K7TPeD`|Y%AZ>W7x8EKiPo!gkalgnSF-(@DlOK+(IhAg2 zU^qOc2!L*Iu06#`!J${AKT{vJnm;@u zy028(2>?t2Y8WjN*q#|65Art@U1H7m6K^j%-)rDb>ntf`Jj+jpHe9nxSwqmv3wY2+ zZbsdrV55(r+RXJAN!wun3s<|dW|`1|siqx6(6YFgacY)S07RUqsmK-r3b93WCu0(rzr3lQbUk#v zwP;=^=3je-J0lFqrK@(H@L~Wkho$;k!XD;e@)=pPE@%}4P^ZUlJNd%WyN06*lt{Bv z((Kb@sGc8)aX$_!!2K3=4ARR@8u{ z4AtzI(VOY&TL%5M_Sjct^|!MFBs&tk$?QAtT*xwGZ$;eTuzzD`FvIn}Ylq7m3_x^2&X%UesJpC~y<4dfscPGG>#BysT=^)GAKwYD-Zm2EQ!O%%h@+H@ii@g z>7oZpYK(v-N*4@5{g<&CJ_x}5uK*}jA7-(*<{GzuPl?!5SU$|WtycQF9G-38g z%;^)g`kxBa`I8R2!AG!02WE>vfaar@fBx14%Z3d+x(VeYL)N0`(wI`nI_S+e7=RC7 zQwDs>X8QjwyFlxzNo%U{q*<1wvrKcS2I;2)UmB`H4SqT)j&PdW_>~6F3Uh9@wA9KRoNMZ=0 zlG8+)pDwbDF~sg~_U&$6YfHgNZDr0RMB0q2`LjMI zD`7L}uUzmf!s{y2S>uyOkQx~MQYB0?oh5h+5Q{Qi-%fp8i88HPzNzlCg~=~5wr!tg z9s8fff8S z{9!9m4?%V~oX}fHm)D4oby2nE3B}+50HRP(7HzXgmcqAr6EzTJ-gKHi)O3WMg)l?6-u$Bl);(uO&$vMFfD zav+XO-U|VdK52!Y>;Qjh-wx~+z%MtCC5zeFVo>9|zUfGu6)K$`pvM66Z}8Vd$VS4| zY$8mYcLRDn#Qcq*<(;dPGH5=0TWEFemoPa)9Mik#Jz#L{*%7iqGjT%YArCDa7iW%M z!M~o22b8= z=H-UlhRXwzyWM#;4+1KCMwFZQnRc}3i%Z0Ml+n7&(ek$mP{ zkuFefRT&-GR%i4quQ4T-p%^1ZgD_YuW^gW$gpgx@`>D=rc^P6MJ^9 zdRnCKjfprPmLPyyrN_+lBYPE<7x(QCt~hqpEg^&HXk2(@)8Y446weA=emnLq@+q#g z(>a;s9chllB%3jwI>uz(w$STPyh2x_?b?v+2OQ2@BS1g6|)Q5ljKeghX@ z-IJB#^tYeKapRRXLJ_W4FFZ@P=Y2O);JR22Y(|$(E#{=5Ala?s*T!?S5O45EqZ#^r zdr-N`6=}87Ln7(+oDu{qn>AM+KmMq^10~*^$Q1}aYx8kn3O+h6zX*IN%#dBN89sLDljQnyenZb+R zUCygqV~pgOY@+Ay_UBuY?hraWi@dUy8Q#rdnC8KmhMf=WUgl7qITE~0h1MWyt_SD~ z1$tSSkqRAwwIchzO#kt`~i&x>b2?-zHZS{Y?Vlby(g#zr$_w^UrR+{!jo!{hsp>l?oODNRe zWfF;6dw)tzp@_7wFQ7_SUKRIIza^cqQA?5fGidPiv4DNCN4RF3aJvNW*$O;uAE!Hi z#wy6=dayz(O4JWon|je&x2z=8Mk?1=fFmIlYRgGn^c$?04PXbh&d&s?hSEhmqT4pO zuR!Jt_F5Tr7}3L?e_K2*(m^`1(rfQ$yd)wqHZ{vR9lz_O zI*KVWMkke*iQObE#s(O%&B|%eoG{#R(|^ZR!rR!bWSgE{1t_?ddcVyAmXC_w@pIyy zJzO`&0mXkRNneY^Q{GbYkt39dEHWlFyH{@wMLby2Alh`xt5$AE>g~@8L_qf?XiUxS z-TpMQ`=OF*7%}phy!#8aZ*zCG2p)A-`g1~>*_dOJou;XS+*Bv%35BIruY9F8Z~;L! z7=%cYcuI*cM>^IQnOKcrb&epEy?*_Dw+)U`>U+G9 zh)9;+`vnkk1eZ)|WhLG2k(l|%PZcwnV|PiGr!W|6{>B!eHE@=KiP8gr+QH>x*tzRH z7O|4!431mFRK*8P!}Uj<%S1V{ZOOvM0C-(R+8^>K!>#^|L{-ft55iR4oiG^;R7PWJ z=>%y}JoWhjG#c%g?XO4%2k%(Og#`9F@F`443ibTXtF(nc7$+szfoo;i z>n7d2kx98t61!PlC}}bNMwuID)<&;>lYNaKirLX!;mF+oe`&Y)v>?p!EXo@ zrXeEj#@i8z1?`?$vvgGavCFSo6bsS}<=MNK-^lp{$f+dAwZ-3nU>0DPyB82F2v8;j zc3TjoCp?cN{aI#2THKq%ag6`r-I=N@r6G!A615XZJ{o;l{TxZUCtCgMHmci8W?ZUB2D~z@44a-##F0RfkK0y>)eD zg6P0YelFCISpr7f@eTbYE;79;ki6hQe&!*MlUD0mrJ3Yki(a#mn|T-NREaqQEVFg1 zyyu{Z{hRS-f@P&0@S1o#ZXXz8pxi>t^)=2H0VY>VY9~YeM0VA7fipw+98fCG9HP zC$gCI&B0+tpxlBM<{AZPY2jt`CicV1JpK~;jm)#bpY>cGzgE9BEQ=|+#g(B$7h&S3 zNU5~8<((BUh&G9`g2;Sz$C}fU1ABfQ>g(DC6E=tGm}c-g7stA9 z;J_-J&|x~Ycsy^V4i;^5%6*|6lYAx%2*bb09dx0|ddEsXCgrX=(zNxf*v%PBU?f95w8(Soh& zj`AvB^fHtMH;wvmyUSiOcCgs+1M;$zMT_HEW6cIYV1-~hdd^Lsen_Du{#rjwmNY}r zulO523N#V&y@VZd)g&h5CS-JILxmQfFuRR~GR57Psu-V=QzC)gZ71>rkTuNOO9p-i z+lsGL>VN+<9t6{mV79-|Hl&jmL;1K-iicABZH6n3T)=wpibb}XgYul>XK-*FNmoxQ z8vX`enSUY1WClKc##(0gHy%skW(e79nnId}?{jVHx(}Dh*#VnW?4$;maHUX~9{dfq zOVTTKmuAsjn^qTpOgIRJvGp2eob|Y_mC`whlD#Md>5sXv_yGjng~M?==V1?2j2rbd ze-SlpW-LpuzSTN2V(0;DS~1Ai)4Aa$Y-(lWgslS;TpZ$IGH!>WA9yt>g>gsE0hi4` zd1ibSqiX_R!NSz6raA#~;G&c5S)-lAiCvKH~OuPkL__dX<5y%|vNKfwO5Ky`KMeP*q~;@Kp}mp>v1*39qp% zZwW)0W5}EqmocjR2%gK`Gym;$y@(=nn3cgkgpFH5weWyPuuteV|5anbn!Jb$0I_h% zn@n!oMVr<_ClpgRrsu)cc;v>Ewjvq};JM?}+l6|E*>oK#b}<)=Vt8*5`q z3nSG!|ENQJh`F$2&He1AYh4P7cu=G z%T6M8EOaI>R7NG_A7n5ny?k*+P<0KeoGrVrUtXI0x4AvkfI+!3-i&4~68PhK^1PuX zb0DgZbBzc2!?ncisZWd~F!@0{Sm}^)Fs>dxS*)<5B_+PWhWM$86*naV5rrt@PrGQm z>+~LroF6} z9*#K}eiCr)s`(?Fcpnvi1({W)X17;eIETGeEE`XOWG<7>Y%m|AS*tk?Yxw2o877vn zQ@d~C`{QQ8{NfJM#gz=83GW6|jLt=)iU^UTQB?<|mC2;CXs22o2m@W*IJse#ni2C^ z8nHoJA@{vxA_~Cgzn-W&eMLq#Q-TtL9;dn<8yd(L<1s@?43gh%hZeK_YC{5);@A}R z2XS{Aj8P!1luigUX6|H_n%)2jCOgy2Y1htw86cS1XwITlTuPN5+U}+%(`sXH;YrG} zz1-g;GnnqMDMkC+Lb57hB$m4j+=R(*I4hG;5tVe%Gyq#^uEZakqY4u2v0b4?4P1j1 zhQq965#e1NvQs($;xerjS;n)Yh+Hb_QX^v@NsQWP9k6Gcypd{3Uo|NoWN9#X_uHN5 zh$@SP`w`7x73=q_c#XXZddyF^t5GKzH$D7i1NHS)G`euAr2#v*q?w-m`qSV8|FKnp z@lI5%`O2(oHg7BHCcmgbrM#YB{$2M>;`G{NU--iDjz+^*K$IFc?$w9g?!It z{T62Gq({JThB*v7^>SxxqZHGZa1E;>32*pkX7+6XY>u-nGta%3dO!xoJ7hYQHEe0} z2znXN1k23uk=L=WQMTHYT&EU##CO~~s87-lNASw5KJZvJs#0>2$X?X`vc?I;>md#8z);$MwMJr`$QvVh+(xfXHpER{Z{ZmnO@h( z&?cY*w1D32laDU;XehhKhEFn7A3IrSq4 zn1)Hkti3nX%zc?tsNF?YAFLf_w}wgY<&ZT)F~v4%OsLTV4(V7A6y-j5*z5ojBR7Gh z+wM@DF*gwLTxKaf?EH#BXncjEFGMd*1a@6ohw}e&S?a2U zLfmI8W`lR8o-?!18_LdB9oghVxp1WPk=i;43;bHH2U;~;o7NIdMbg5en;U*ywE;&! z=X?bJx#ZEoaoKUStHBrl<3ZBg!bSE{Ce7PuBpY(nmOlZ}az)nVw*?9HqzSPc??uSO z;VUG^V`&#Rpl{<=&PE6bR$a4e4e|V5OPXZ41K!@~@tSTGd*Uv?_TiylyMI1=t%xQU z8YGPd|6`0WvahGWXC}iM{Rj1r%3QCxR;c&NBq9@um+@+8c)tx}VwO&szCuYf{2D~; zbwT@)Fo^M|a#&?2fVtc#$F<;@nn}s`1$!#mYz}jxn#r}ev5LJTcO^2|glm&y;NXfi z`t;@9#tYy@yRlm>PSd>uc@%vJb<3{vMtYd+u-D(NBsH{*u%nE|334Er( z^b;_roYZWLqw2wKRKA{t2`Q*SmdRmE%SnR?0<}+Ze*uhJ6^yl$j*!6Xp(6Ql0%!W;Z ztSDwc;_xhwMjwUY(UQpP)+0F2UsMl$fAYvmzb7$WZ(T#5GtRA@ky#~c9Hy6wVY=-^ zeML$z>H*8-wSL+q+;OvOH@Vq}0XGJ}hF1}*lM+70WC0|1Br_EwDILj{^B*A_+J8fZ zhHTedgcKI>CA^9PHLeIO=IopO;p(?1oXKtYP&dqxD>4~>HPkz#ngd&vMmNTK1Frhp z6QbKXTQ7JT7*=gT_|7ejbFtO4(Cbexqr_20r+gE}F)*XPFa{=TQHT}SPSBO*%pLBl z@El$R&H0$vZQS4yoUi5|$Y#}FD1;aZVa@*QbO%7JuMSieO;@X+V$|tX^>BSm&xmy* zo@5rOP3hIF=s_1AZ*kf2W5>|!2aX%&7nwna6wnO(&D0_RdO1}6dY_B`g1!uN@ESfK zCp#}&5U-UDXC>nfS(ft6T0=b8Sb77y_`r4|$mAnhz0shb^wT~&)@;=VMSFNw7ef%; zSbAqeBt{@l2dM>szWJ42-5*LoRE4=UD9iqm<0rPC6J{30*unzpPJ1>3?Qjj8xsg0Dqhp#_rOY5`|w z2$oF1GCm^N6$N+wEMyOSB)=2I2TIR^MJXf+M>5cmn+B(`?+IyDjQ*}80*y?r(Nk$ps;6f6 zFEqT_%++w^l4@qT0wVERJO(q%$!B_5s7y;}kB4E-3ES|r^+{_!q(IzX1ezK>nE`_4|~%E)3EsixgkEsd@OWN8a(vIjZ`i4hGWG{ zlf)|PjlUrV1-IE^l@D?SzU0cAL7(ih?6BNxIBtCU3ptwN+f%8#Q=g@PZ5!Q zs7-Qbuj05H{6RndPVM(AWkjzud6Ao=rT2S(>)1JbnnVb8jA;@|X`#n|(4F{``TJ`P zy^RTD#L-Hfka55f;tyzqsIiGnV@f#`_`AP}nrNAOh@g;b1NG7oytGdLDmncQwF4GA zHy-Yg8P&oovhcpYPyH>if|h$A$3zB9wdGS)_HU`BEegDgEm?w}0SZq*dsf~iCa0AX}-~Q%7UdH7`57EIn!~3^Sy5u_{y%DTdkOr74Iaj(w$|Tg(4@ zHa%mK1TMY2uU{3XJ!Q)wx{POW8O}ZDr~o&qDR?QW4F3>S zv@2m9O+(xy1V^WS+K`XlQ4Q3oMOYDH`*Xu5bP8%T6Uk6A0wuKp*c(+8;e!Ra=v?N9u=}7$i*Niox?(j3L6QDe+D(+ zDw0o9MPu;o@2_N=l9*R8oPw7dawp6#g4ogGGi%=#ws@)Mmoc1!>j01Djn?b1BzAnc*Q zEMgN-5K24sH-vvQfNJcB=?PjAO*owA;*(ME?-Q5lOXLV3aXGnxYd&ls1<+7Zb|r8$ zS~N-!vR?;6cu{WuYEK8LMRq)mg!aYxn-mZ}#_AAAdH`s9H^o}?44s8 z(oXLqc*E28!~42>O9kH~z2juhOb8@%17i-+W90Sv2krdfjv*So=Z>Lavp&&u7Ve?aFD+NOezjzh`@0A@-^|K&*7ir0F?Jr@Hhoar1z_jhmVm70$Y3z zx%ECuk~+@gAA!>oV)){}7y$Pgd&hdA(PSk`RpCp*Q9*;Bo{3>$Ds$W6$N=M3U~cv{ zWGMl6;O(7c3_w3G_4Ax13cqe6GixyJoYH^ZK#N;$ECppYVvdb;>H@0~t7`fEr1&j> z8qg8adD{;6zN9+f)AG8>w#ieT>ejFQ$>1_qPHIEvMyc4|)>l?nMMle=1@GI*qkkq2 zsAFWH2%CL#sDZ!ATxpH_`zp(4qjr$e9SEu>IOWv@OLDa)n&?>nF1 zSJNamfZqexo4K#)uL=w?XTOC$Ir2A_fd1ib>0o{zBO#0NKxDNjwB~IUCSW#hQNhC% z0yiZ4@?r5sq-FmXjLsiZ>+zFp-ogaEDoFWL5Wepi6{Gv=pC2e4QYsx5@Sefb?rOcJ z{B!WEYz}uK3oN5z(_SBE2v2DFRP@Yk(|Tm9ixJM)iC|m^pYe!8lEHZ4Tn$svAw{O! z{N$*mfEPlpSIcE}UV)L7y0oJ@dPh+7&e|Hze_eTYKLd6&`F1lc=dldr25X2g{+@2w$z zBS-&Rn$xwp9}Jvzt)MBgdD3{tXvA_M_1aN1KwLEoUq^A%)y>W&dbxI_0=xSbD20TC zG_3dR@UpcSHDP2%KccJiCk0N4pQ8Kh9~d96wjwG~IjZfax8lgeMDQL1G0X zUWEpLH@|?eYh zzE9m$XmQeu7ly;Q5+RFKv9E5fGVvcfhiSmY%>DE_4kRtI4!cgO5mkIQC4#CHV?*mv z4yuQUot`=fBv`E@qiy%8UG(BNKCw;GZ*kJyaxw{E(Dm3P8Nrs6C5yo<5)pq0L0vjb z{^Y=TG+z?2CRPejJ9^NIO$*0C$piq~Fp8w>v z;AZ8K68NqN%uxshHj%CK-kDn9kb>_J$*ZHT!h87~PdPyNe%QBKFw`J3}ZUL52t%2nTn@(b#9B z-ADh$NR-(6kK)vSM=zA%>DH45?gJj_8TV(c=Xf)E_bQx?uem+*HU(8I827gh}Hp z-Kcovo^51Pc4{XXBi))AiB-x=-n8Dqvtu!HXC&sh&I<9WnND4!T(>`xwiu}_n1Hhs zu2Qjhwan<;=BvN~1qTa130ajs>wlQFVDSdhc|KZaK}`>#xdO5KAHR^9OH1#4ecBpv z1=g?cq5ZD#5L}2EgHn)+2Ov*zcHFUr`fkOFuB3(R67$|O0CyrD0DMN#8bQnL;1>9t zqF;Mf2zqtyyVyVamiO#OcNsFsUxd_52q#7SeD*3~_{>GcXl*0djI>Zl=zwi%`lTw`Dh@3adUDdC^1@>~~ zuF*$RTq~t&3CEu-e9Rd;)u2yF@1t1R`;Puu75zc;Sx$wU_se?(1lxzn_;ZJT$+|iR zE&2?7;u6Y(X;z~s75E_$Irq39jPviv2^ITLDu@M9TxHCm{fxyQxU#?wzSrt`nvYJ( zxrT-C*O@&<;X{n#LnV>AgwXa-Mh|unM1()IbO6LGch?UnZeYZ-?iqBk=gV`d#h@Dc zjg))yv}!eckJfh@n^ZoNcsG*ds74h$(A%n{;B}6Vd{*%5z0L6FXq6pmJcFRye;zrT z!DO7;E%)$JuyW^n_iVPj&-D{eX1_lEn5mvo(=-WpJ8XyXFp}Zvx&i%-!oRI_g~C85 za0A7w1$?)%3?5O^4K9RGflbLNwo&6}gT}2ur$5?qGLYNXX8S3dM|U%~dz)>%<43mz zmrPb0;RmAcRs(YBK$;7jg8c&;86|INUQ^M8NtP-@rz73a8hUL{4`3dR=e*Rf3Xr(C z6UagnI9rX1s2b?i{6RMQzdIk$d8Vy?;#l7Y@3~xy@93{@iSA2!slNl{B>9HWuq@PH zr1f*&PCjVL%7l8v2ocS4x9AKbZ%41&usNCz*fuShz?0VhpjfZJ$P%G-o+v;@1>^LN zX^-)nzKW(z(2-=%fn(uX;Av+c68w-DBL@u4^+;{+ywahJMD=qqz>ccLZ8wMc0RW@3 zjSE3uvM%ul*plxt=87VqER}dGdehW~c>iGVY0~Y`CWLy(B5~f{L+1XE0ifK+mDJB9 z190_$mQ9z_bsXW9K{hi6HAJy?#O%#)h_1DLXaOjoKG7q{h;b`yEc zNlh!b=Q|Te>jUzdz@2-Sp+weY*-)^un{X)0OMP)QwUT3~Yxz8;0~J+d*G@$jSUu!u zqWDJHYmh+ihVCSJ9Gjl!xY_wLi2&-P(81luAaEt05lPkMr-Lf{@rteOCn_O4$g)02 zFY9UY)XLD<=mXd?U`K56pOXXwgQozM=Y3O=;g`W$E)l+-fn(N`)ECcaqu#folIaO~4+hmAg|%{+_Ar zUX$>(UG$^RV@ zzE~-wXwS6zvCOUnCu7;2O0oK;MFme=nYHPrveDMV&*or`l9@FzdN~&}R80VK7R#S| zVAVB1^u;*oZQx0~(SBI+KVKE)nbvpuz?Gc9WzoT3vLI6Ly!bw+0^H?GX-7c!n|&8m zzW=izkna;7!FT6p`kL}ER$vjbV=>1J1I{e#O4V6mQCY-=D3wZZ+!KD+sIm*+L=u_V z|KQhWwO>DHvKbpNf63_CLCM3k=pRn$cO#y|zP8_ipH z+cl@JyS*(NH~mN2RwEO~hb@c${hz@uCl5b6?qQn?0!9{m?Nsba1ieb%G2>Yw&`2Rd zP;HuK&HQONr3yF(U$W0xQ8UD9%f1If;(nc*x(*S};s=OMiTJ;q# zGnI^RmQVW@!Kt4P80|On(VtHZHv-ey$&M^;c20EdVml089-sxIZ@l(^1r8Jpn!3N^ zAth2UV$d-g1?f42Yx|+NBr-ps75ZE*f;0f~h@22P$QKeGAr1b|DBuUJ zzP@wun5uXxATq^p6z_$<9P`~S6mBC+)$|%hpu}oOkWAq*o?%1mMml9*$fN9742xEt zv`-j?001`ND&;c(*bp&a56_fbl7v(@NjKP-T>JS?%a<5oqS9L|4A^S_yCDr0MInOyREELt&6& zaYcH7EwQu6*CaT&dhnx6Ns=16KCpPT!=8QOgBFma0n_WSNDvBZ`c#y@uTC6`E{3@Z z0+`9Ypny{leyb8Kn?^~77yld;ixz$NsSVmKRkB}>Il#}ec%7G07Pp96GTOwrZ2vsj@hi-dv|d3b}xp} zK?Lo#_=7g4Cn8^?T%lkKg=gyYvu(>W^@XnE@Jo&+rvFh^sY+%ygSLT&dDv z2Jsk$i*s)bLS4pi%?UnyWTQ{555@Lmo3$(jivJ&G{-oU~mt=GSYn3qnzuu^HmF#5Y z)h~6Ts9F>vio9NUnmL0sv#7nIab_3vhvP6vFzMed+6K08T;e zDFziDGRfEQ12zUbc>A~fpJ!T-Y3$+DiKks#IY(aV=%mP%UNcjyiY0a#VN%oM^qZ*O z6FE?_*yh!BTeUe_z=1TwDf520eQmLSN z#^wRnKEXJX(N~*s10OOU9xAHzPix7YB}a1THQQFMy~bA=!CuwhYNw@z-P0@!46VR2 zcRl;3G#&_x#o+jH{fHB1fD$P1CAb5r?JV{b96(%V!OsoM*)`{d!Q*Zq17oPLlm37r zWsMwv%im)uI^SI4vTfqYgm%Y#%Bsl3OmaFqcFg7Ql4qF;%z_Xt~rHXcvgQo6(7>-b|_CVc8M}!ShU>s{L3(L)pbk+ z>RdkowQZhKm1EK6Nh{sgEix|;1TY0^V&Zed%_IHvkW?cV*Wy-LuQ61t*Lbd5^`P-^ z9M~7^&O}Ug&h{)Zyr<#8a}v3e1THK2a#x$=<%4Kb&O$H@9!Zrf&+NtcRd2n>y=;{(=#{` z#U+X=v3rcKkNz`;DFhJpszS8X&5A1&i*QoS!D4I4(0=J?2}4mP_9u;t3R+ zLUtmE?PRey?cJW!1fFZo#Vj&&^r3SrjE!F}uKOklUa^_YhK{y@XwN|^kS)=X!P&C& zg2j?Zys>{t$oNCH0yHO4EQkj1c?e<_lK;$ZY9hV9f{Y!-Fa0l{n}t`~T^)CD7E(cy zWMZee-p}2R2TzxTFTuWXmZc8C3q90En+o6HYugONOHX7O*@W{>kIE#|M$1eon_C=l@01$QK3ELk9K>Kjsh z=w7Y9%rg69OpWM@uIsdbRo*+`>e;u6aC>a}*$%ien6Q9?qbD$CL=(`?!~OfWII-){ zMO#1`4avv7bxFu0`!CMcL6n^R+I}hs7&x#5gEFQe?ym(zY`k>560|G(UbtI$oqIyj zJ?ubh#Mb}!6-LFd#JsCWX$usFpn{nAm+(B7#D|>&VP6McAW4DpP!I}ntWCzt@f=H@ zHk7_fYtlT%MQW!CseTd`gsHx50z`3MYSMu_1Ly~t)wfAQ-Js$&)86=%tzuK!9rEyU zpi}9fN{VzEEO--ZAmB|XH%!oQt0c^X{wudn@54~Uc#E^;9RG7IT@iE4jj*dxa=hfB zm`#`-u03!Tn%8bA+iARQ;$5O!XRduN)$TuT{vif?rCSzRkJ*LIBIdZ2L!srcWoI_d;^e{ zi#9~$L)C^Z4Ij8~JHx;)Dt~=hC_B%dLE_H`w_U&EdqNHF+mU$~k7SSIl3Z49b(ab} zfI5!*7lyHMy9w`j-AE}dbu(}8oMcznecz*PTy|MmMdhXc!lb)09$x?TuT!txv7%T= zn}2h^TXGD>h%z zRuH=O4*uD=fn!F(?tQuV*joCbBRqMP(EV|bSbO^?0TqrbT9HQ>Na-vNki-wh+GjUe zT)4uBD<}gD1b;BWGzyb@&tD|)Bg-#hjI--Lnv@&4gH4?u{PISUbg^9t(Z09KiCQ0x zOK5y0IU|=kZ#BM4+#7)ADp;mz3Bk=4Z*?e%%poLcTF3QhKehXUnn9$MK#DQTt)UB? zyO$qn4UE+OHw$pi*2`dU?A)c!gV{iX;X3x8TM?gq)(;)LQ;0nb@{5bKfCp-NU6OTJ z=cXun_VGt6KJY7mNA9=#^*_|zs{Ra^%AV4=T>Tg|QKa&CK{SJ(Jmm`KJqhsU{Q=g# zs{5c!MZJYL1o337EQ|WW!mPfb7Bq|`i8BI;|=A3zNg;s&@Q+(%UPUm z0UZc7XwV+3qw$`_AzfzvVv^BZk3V2^huu;#oom8z*=-TkY3kMQHGrM%7WF}b&fF}% z2<0&s`o7$=%Z$i+EA!KSXhaBJWLsIQ=cGcRhJc?gr!WMtP5RmuM)^*p^s*HUYSQPZ z>L`3uL0|yfU{+g-Fu}&ttb#olR!?dD>&5|q{1i4J3#5oi&zt(408bmVnVK0u)a%;% zOg3J;ndxQ{41dJmW);?VU%P)3S#aUUx zEJpd%J6OrJL#cILLjG(&AVzuQT8am0Fb&u=vWeDXriRtAl|jdWtt)Bg&^fICt1ra< zfMxn4uxLG8eNZ54$`mLb4(jm*Dj0EAH?C8&2xBmLL~%;ejOExaq?pdSQ-j0vNDG&l zq@Rk99ZzezGNrvO@iB~%87_hYaKt_3=L>+Kry~jlXi+mF%I}ykj1TLgnA1ZlG4r@! zJS?xIFssao*vzPDtEVh&*72>mtX0z+Ei%5A)R9eJB{y!Y(MtimfuwspXN9hbNZ%b? z;Vrjb_I2ZI15V2iaEJMxE^IdJ_z_;kkc`;L{DrcZP|}BaXDNS4bLAs*(+~neCiabR z6Rc~pK;AB@TMpk1hMK!wfO1`)&IKNq+>0`1oXU0bVd9%I0dtW1->;Kj8ne^EcX>X2 z9stw|KqiKXevX+gQtkR!<+HyYqbpDIIN+a7uESmWFj5MBAu$?Cmf2#Uz2lO?f}*e; zDwE`7W4kI*1*&Ov;7AHc6}+_K)d{-xHP{LF|DF~94AyNmNWU#_1YQ`rxZE>9uBkm; z)fgmOI^bUlm?Nmwb_@-^uZo^QOeq&fDjxB2Y4bZAju};_O{3ghM~5zY$|Z=2@uRsTPDR%2!1H-Cwd2P#x!dNH7md& zb~BU@OJbe;4JTQ02o8S!Ww=|L`)CN#72}h-55`r1q^JW%K<2Y5?3L@GTsU!nhfE1z zF%uG{a9mZCl7NflVTHV|MhXA^l|QJUFo8EPzRudWE?`m*UldC+wJi^xk0u8WSY8y0 z1*XmwiZ=thB^6+;x1;D?&*EDz*+*gC5poersX){#T!55W!kSDqb^*^d^@Q1%a7Tdb z@RNZ+M51i>MEKT~vD-K8yUu_p9a&6J=h_rk?X}TT*~Nr4r|{(%EidKg3kl?hVqn-S z2Tk5N*sz6a_A@;smr%zrovNG+I;~`bIrS?_aL~8iJ?*YAi)fp)dB+lz$q<_V7Iaja zEKV-eRlmpN3Y8mezr9`qHFx&ozGt|{4yz>+Do&VR;^`qTfcSHKNCOb2TawS#{-m2H zyMXhjn|)wqAF^=}9%4@E4dWXmyj9mJ&rs2~!={h)5{yM@tE(8DSvJ9g9PavSfmA*A zMPq^%)e+%SA~_fE0WByfS8No2e*k0R23N>|`4A-}LCsspnmI&tR2#fT8x&zpJ!Co~ z)w@~}4elQe;>Y^~HR8<>nQkSLrGFWM80l@yKed7kNu2lDRau;nkbBX3vj*8zopH5$ zo;TrqfSpzj;sIsu^$LPCta??Qq)4;L)EM;; zc>luA)fyiHO2R-czqjR9+TZW5CH^TP2{RVevI(B2_fUSGhjl#0K~{C>uobe(9&Jdj zK6V5EG(rFxATA*RmL(`pDBXpEO`v>Bvgg0*QkKQV( zwQ=oCkib`X*=#k#l>7ZmPhWWgiMQ+LL-7m=?1PCt2kxQ9&?S$X{iRO2x}N5TJu39Y z<(k&1ySYe`A+#J~52Z)HlV16_LAgY4o(B^_LCE);?@+d@P7fXasKV0ctF*zu-OqBU z(ago9AZ)lSr7~zd!h{lxWKfd$lTP`y{%BEX~Tm$AH2G-603qmId zlnEG3945&ZU{BbR9m9a*TE&Y5xY~c@;ntY`?$D+dc|KMVKZjo-F&z2O%cv0i@2e$V zd$~ND>_h`Hv@s!YmbZKb(x1}`fr-NLJxPYjz=tQ{IW~H3d8IBmgobZF7^WwD%fMLy zYsq60-^Oyl47iI_1V?}c@=9z)@IABWz^=NT(F;Hr0=O-$U&jly;6c>UeHGqRJhjlH z^gZ%Jx>Gb$)~Y>P{Iz_Z8X%+V8jidur8gY;oV<`jx}R(mtRG~1sX9vYE!Bfu=D8q4Z zZOsh$2~L0%`yxv-+wfmN7?b=ngf=&-7rLRdCt`gZ61<<{b#O`WSWWH;bu5tKedK_U zPkJ2(l;m`_`c>&l27a&E00NZ6Wqdr|;#TD77ZaB{+Aiz>m2KUgTkOMiG}w@Gc#9}XkemJGwM9aox&%vhrcDd#so7Tf61^EG?| z-BlBzYvtnM#SEps@jw@%bHMv4{31mtwPRG-W?p%`aaugdA|)^5_*Zrk=G9lCgu@I& z+V6jLE6%kxa$Qw76>o&q(> zVsxr?%FaV>)$Pyc`!){dwM4AHilVHCEe>|0X3l3-jPREiyUv-@%+tutRUAw_t40eJ z^{C42!SQx|F>{{&&w0*(;!6n83+#kn%(Sn}5f4uWK8o$ewNajR0Tw8Kwi4~1)rhH(Bw~s{cajjd-k+xqC>>YX zaFjBp6>>gYOVaVSk)8k6qM~|AbeD?=UICz-YCa}HOA0||9&$efH75>%iB5VERoX*4zqKT|0 z^_XULkhY;#^Sa?s4{LybothGoj`qqAU6Ut}M}u#O9{!+G8UECl__FZ4&y^FV+Z#-` zE*Zp{pe3nR4MXL}x>Du=c!C^AH}Y333HW1}W#5W9JGPI^ourwUBTn`UsK^gum;w>3P|{O$t} z?f*|jxl*2wg?!?qjhX}IE|48-T8Me}f89tJabOaQRy2ybfZG)VE0X=JD(y>Fq3jg9dc|S z`s?j}nCpmU+Qz}T4p^}PXNC?DO^Ylea%KtR z+LIq!2ZsBsC^uB_RFQ&Z?m^AZwCrlX{*~{ySXNEn|Hs-p1$h>H`<}nDZQC}xY*&}7 zx@_CFZL`a^jV{}^ZQuHznG-V+6BGA5+azcNf3c(LasRzh;eeMQR_xAG8_X;B05;(dKt{3?mr- zxEA!cPKZa<*QKT{_WWEQ&=^^kerNk@%goW~Ts$R5wO(Er!sXz{<}ke|WXDpXvI9eP zCak{^B?uH}13t&kn`Sr#gd6^jUjHB(i5cqMw(^dZ>w{=VK7v%y7<8?BQs1&?qOWhr zIj6*oweyb$7Ps#^T4Y#2_eY<@FyD<<9JZ?p7@mu&0t1`*fU3dRxVd7*+dM@XZ&(hc5a>ET;y!Jlh9%d;!`?OB z)`5KKc%}H`I{KS}!?e-;Dol+Dd>DDzd+GCcOV_BQt7ApSiG`?g_z5N79KDK+%P>eW z|DBxhzkcr*sa3+ZL*(w@>`)5^M+&Ov0K#HvBc)}v z6dNBH1$;}(khL@wzalBcI4F;|XMg=>o(-8@XV7Q1{Wu5%nGT~^fh~ewLk8MpQW_M_ z1Waoe{BwJ#LC|#P*(D9tj`Y$WJ+Q81tm(^WGLr%Tar|4+5GL#ou`Nw!_bXkW*7&8i zOvThRxF5hFGm9yye8H_(7x%;r+Q|+5_oAU%dpMq{U@jX4Xc3fGWOH;MGaISG51ih@ zzGfNft6b|YJdYg{^4*OwBcJuxv_dE9d*{@E^FPb9$!);G}zMFaI9yuc^p4Ypb7fNl$_go$@J7D3JkSZntJhsH} zlU3^OV~|qX;R&dl@wtZfpf+F-n;!rY-%qkbk#!3~$3w!VPSr2M>t$LO!Fg0u!l*ka z4%B=6ajdlCMxxhX22mKE^ylU6s{zl^oOUz{Lt3rw6*>fXt15mB3gQvLhfzr=54tEc z1%eyGi#+GJ*8rwZi5l7KAXh^>sDIzr|{66)^WCZL0-$7W!c^FEpf1AEBKA&&2{RbYbjtL5^}(2IZSIK-N=^w zQfM&Lu>Wt!xVGT@3q`p_hxF6v{eh$@UR8edKvkei2i?rmJ1(!u7`j;loUEVMXaV`6 z1H6FG(#VS_5~<6km!-)2fE6p>8+XJJKK4FauY69w&Gq%=uOX4v0>!n}9U){@7OWW(;9o7e)0Zc-JnL+H z6b`74v(5I-y>JpMnDb3sNEsUw$Zu8lZ$u$jO)PEn{lgi$%s3YKZ>#^!fc37#65>zT zN;zyWB*(SfuXZy9!6dqU#+f;KEaegJ&RgET7ZSf}M_^dRzbl@MU{^FF?Klk#Tv2Ox z$lrDY=BSdTx11ciQ{Hp_fkbS$yQbQXkZWXu2Y*K~cx-Kr)r(3+s@Zyhm!zbop7vqIajG*4!Qzv4$$s2RCzlwyFR3`OU?i*>1w?z1pcw zV)JtF?U1PBC?!kiY5M8Rltt>~y8}^BBg~NP%@win@vUoFPUtTK`2G|GhjYQ>)ziUu zce3b4>rZT7vY>93%sA-<#3+nuHk}>3ukU>95UM%odB``lY z?}vB&%O;yzGc-~9LZMiRT?0M~^#**X28_~139m>eXqsg zpxxa4^S)6=hSh zYTCIMd0xJz>4mgq-Jb?w2A!s%Cl#-9)IDm)N~-Av@x958=Snrap^ z2rl(K{r9KchH8IJ+ zjI#(A8lV!-9n-$>S)s(uXvjS+VAwIbs?%{IcHAj(?g)}cnBo2fQOhb&miL%eW#v4I zo~QV@X&1wzzrQ(Y;A26Ll>5LBSH+%`EX{CL%+t6;ygF6jxrq@STHeO1)f$^_V^nIT z#x=|7#+}L1qRgr{Wv}At%4HM7|5040>^Nc6ZEldykV|+?*^(rap1<*YonFUQ8z54OF9lWgbkR#dC3LvDzf(zEb2^2+SrzrodI-}o0Q;vgueQsemN zKnKx%@TEiRY52G>Z2$WEHy6+kXgDLuMN5%{%#>xb&p;s&Zm!&zn0bako^&#P@CCj+FuMkb`J1WH!5eJFJ`QHA1p{hmOgBC@(O z7qVn?`jhuwwLXaIw$1z71}PLvw_$N(H4vh3?*1x9`y)7JqPjuMe%?A~D+|=nyk9;_ zS-Z~P>~b1)DEXE0`y=cugFl*+Qyo5+NxaZulXpXS>o_#>T8SQPuH=hmQZ+tLo~vV{{0+24oD0iCcCS|n5GI{=eEGlNH9Y0sjA1A|#1spT-#%TP8f|4%cb>4NjxJ6}6*_{O_1WP+RW?gg>^ zb?urrz!u&oGy}j#dvj}(ko9*DQ?DcFp?8{oF7voN|sIB_Ey5a2BcoxD_PdqZ)hcjb7x%WT+%jYOLiJlILx! zs+s4(w51W&mY6hjU6%DMIJ{THd^ct7a1EZ~Tz`J`roRfVOBk3J;r__3qfAI=qXOPj zNU=i4?FwPF&d>3W9wzmqt7xztJlKh!sEHIuW9p36gWmuRO`oY3 zCcRzywQ=PZ!NhmzpMkycFq^(18CeT0DQLfLLdV$uirZq5omK43RP?jWLm`nuJoLD- z(QZ__eD~C=1N?ONi9g3mivqj&%9?=EoaY2{@FxFc!zwG6!0<-{o0gdFN zAhwc#z&Y2sIPOTv7u$RhubeCV^4jWgY^D!YFmBo*k6)w?_CNb(g9Jv|2wO~1Q!2tJ z_##VMOkMO3(~Ee#pD!em587Ukxl2peG82LFi!f9kYx7BERwbhp_+)oE`dX#6R zhwit{(?F5jG*G(9QIx7@>s9VeV?u)PikJx{)9f<%Vl;dsC01F(VJ#W+FZ8NP#&H!f zx>D~-NPGhwSo`GIT9NNMj%i+s>itFr4-G_p-Oc>zq)+tbi+^dr=i;TuO-7j0#+z@} zO1I(FcZ(;rYDP)RrU+hP)>m~&&qUUTFv`Wd&Z#bq?HS`6QavNnQP%rVA7Ew_7GC$i zBFlKu0~zLyIDgL32RLv_e!qzM`>jV2wAVHlDV(_DB(D8UFjk2;-T#H#JbdEj%$|ek z2vrzRB*%GFJXTFWFV2s9*JiK0we93ugVQ8*DbYGVl%1=*%BdFe`iCzo7Dcn$ek8mt zKfW>D1ki;06W?BC6SI}U{}DnPDL-Q4yJds8$l$(l7D({N9XxDUDiD=Zvp`hK%Mx1{ z+efIqIKFly$aFR{ysRDeI}SHcoEJ9?87e#es(f zE%{H15Bm_tm~UBy(^ci%d|&p526|m$M&xQSXrvWIbs{v1vxP|Ll~ZG0o8!IXa8BGE z4XN@XGC4!IkH~WMJ|QP@wJefW9sj;8xbDdtZ6bKnO4cl8QZ@%|vcpg31lRywQ#M@i z?M+hrQm@Xbj%zC7UwRm;!cQHCr%umU$>$m9bmtE{7qtDwPtd_0Qo)!FZ!fvDkskDt z)81sL61jgg-J|uc-<4KG^+*D|gN;U`F3}W1JNbt}@b3JpfqU;st5w`UqrVNP?p*bK z^}-Aiqw~bA5G4)E0hD$DmCPk9k+>hrs2tQ9+Kb@3g9OXRR(Ro|3kWgOR@g92ux2mF z19yu}0`4rBgWlc-;f?Lm6Zn2GqVyAbIt`CQ1u<}dicQeJ)xHv`EdwZj_sA$nuCA#u z@^?S%*2^9!Rdhc0YWivnIs0}1aW>WfNw6${Y@*|u5!2cg&1YqK-)7+jkAjvV6@O~# zwLix5m}=i6rkdW3l3H9gQXI;H_4n%$;9@y}%oao-Dl}a?qjr#D#6*ZZgTIkbuKXM) zULB4`&ie}>eTFNH{;{Q1+cXee05Zide}&n)U~(bS2V_JMIPS~3bf~1MRG=@H!j7$c zt^0SBNRM?Ib%e&dlKlh!hJng-oq!19Ni7e&aX@LT zszVwyr}qxkDhUwP&Vx-U%c`* z+Bkh!1W9BB$U=wy3`g|H*5l`J&OJOuOQEDX3sN=e*1J;uZ56%MS3le+1{r+fc}p59 zJ!3&`?{6HF5Iw>Rd;SI#)|oQnr%^LSGWc@;aQ@Ox#jVTw|K66SQy(qYG8d&!k5W#l zzZo|Sxh^zeZ!>Se*R)M`F)_a+-pM$Vd!e6XVQS0m0bXEg(jMF*E?YRHDkD zU0L~!QK=FroW~LMZFzRzv3>KAcP;;5?~yUWr}=#1 zwskK;V( zvoE14PTLE?trsA1p?Ag#t-*ey5vrXh2tg?K)`fl~on_{-hrA%P@Yvd4>_L7;RT9yP zKjTPNgU|fsE(lJiyvZVx;)s!@mf+2kyywdKB|{$AzW`+nVjY!@L85|FB&7JkE11NP z&pkxBlgV615v{-$+|>)B>1TvRST!D4(N>(cF!^s9Ui9w5wJv9oEM~p21|;YZRbYLl zZA5^up3PP~fXc!HJ{_&F-(Q@@neS09VUp@`0paTRk5+X$iB)SJH^yKkOFV(tzg;451(OO4n23O^45@?Jf*08K zz$fXy(?i+6t)8RjydQe<^?u zUJT6$fRQD2wEHjoOB49*VH!{DnlBq?dkvz>l4ES2=E?^8emBJy4TSB7%L68ns*mvT z21a_n6{gpPV?ccnFkxMwmOhv*P!eA82_?D71swKmR~VRg`AbpyP4Bu&D9Tu^i1!Fo zVh*%eBK?2Wv+r$7lPhd~vY2p(M9HL*Pfw-l9A=!=;|&;O55v4_rS_WV{(gRthNG=O zffduIAg)(c{%+oDm#KGF?}3P3jnD6mZ&a+{`9Z4Ee7?4i|^Sb z$pi0`x6}&}>De|;eBw2;OJ+DC!IwanvDSheEQVd3T=!IgC`l4>hF_W3-^>IG@TI?5k1^0t1}z4Cl50bO?)l{&kJyhZ;WYfNnNGq?alqcNFKzsC(zgAO0ybCcJLdu*iM|nv#j-+?XbHQ@x#%z>BV`&!{8sUuHv!xUOq$ zW=>d|$iJv?O*D1+r{9-^J;mRCQPbrkcw1w37Ol9V_kW2ZikgL|F*gBr9|HTxDAxYK zIw} zof~RLtCa3ofw>%K{fE~w%&b3xG$`fW$Jvop#&ZaTXyv>l*q~f5Cr#BrKDQvpYKmangQvt z5g*JZ>eQ_xNsfuU)`3_?oT#ueG&UoD4Ey~fK_CYhVb_g-nazv8g=%_?5zTsdVqoQz zh6(T&gET*D&AbxX%uj$B9@2-nI#sxVWdxXf>2OEg0q?c<;apqE}4(?ux0zo_= z@knPiktpI z;>Z%y2jIoouj3WL$D#;0h@YE!@fSTgBrQ%?&7hrf)#0}4aO0eW5;%!~4`b)3##j=FEBu?~S=wwrGcT)yK}z?3|F zC$4a9%pv3D613||iO^MK5$0P_e+?ADbsdG49O^&BAY;rG&(1lJqzCF*5__ORmLG)+ z{O}=WPIP+Ftv22;Ze^!sxVoV>bt}k|^hS1XKepN~IY(B#nKorC8z01?8!RxA&4%q9 zAf{^YS^H6u94*L<=OFZlC+cxZltA9jEz-UV4%=eDTLs*pOcg3^C(3=i%mqN?NXc(} zzt6Gtwk6)6)SBLT5fA~?iSDb9f3MUvU~?wE&~r5%Rq-Lt1LNx3TBu&P!ASauaY&v( zb#(nOATN9QrpQmfhGCV!WYHTxPSuMx!@wtJ_`4ngVRDVWa~I!|9*{qU8v2f^35Oc3 z%tf}acWYgHtYCePp-(d}+N=x&_xGH(&h`wwd!AD698wv8J&20SUh=d~Uf#^V?%czN z(0X#2sV_S!rU;+KGOwkb^w0FbFDHwKdc39sYh(`!!=h%%7pJj+kf@)CMYvbFSDc(* zM24b(A-UWb^Rq2l8KXN%R*(!L(nwGC07z2Oa4mbAL+5{Do|;RC&hAK&HMH(0mj*Xq z5}1t`$q1Orl^_DLhy{SulD%l_`ANG$YBO``bcj8@`aCVy>_1bPQ8alMFrPu%JaC`j zMhkblE0?5O@=)b)FH-v0I&J@8sdxFmz9r|ZD!zEuoNW#B`-h_2w4qU#Z6I#v2qWe< z3iwQ&k>@2|k1XJ)Mg3>>1Mgsz@}#!DyKM|UQpa0b5C%e{v6ZF!1!xC$ee>P(cb^Rz$Ui^Tm8Zov!8FA_yb5Uwq7B6g|YAk(PtMxGM&rwwfw@s|vyLZM(z zZFTSb>#im&jfev|u;JQ?m+>g<5rhTGXZj2*WKb5Nhf3gLzD8N&K|;m2I|kv=7SXL3J%32Ll5PF zkX}*~CWC|J7%Dp;)g$EgR4c~T?j$dST-|lXMmHb0^cB}7^efpO<0CN=|iX>bOD?8asFN|C4ks`_vUSw=9XJ&j8ysv zxj4YW#<%ug9%p%tPQnZi;^jtBe?)pqxE#4aduNZA=WIOS%-~vDOeB(q@&y{>O!_s; zRB+ft%Sx<*F=RCv1{Xu;o?_$+nrHrt$)sC|2CKOtD#4GZ{nMcj$@-gc66D<@J?CpQ zQ118@KEV-X@uiSXD*5XMRB!^5&FX-+05-X7B$_`&dg;$UGR|O7rNcG7o7*daCd`uhz6ggzHP*e+Q9%fX{L|Eu)6}OlzE(hAj(U2n-OS~o z%^?&7RRk3An)276e^itmbitpVs z@6)P~1h}DA$EgYwG*8+W4zM$o(oy8=z$rLE?|4`o zs|F(nuwgOLzEQ~9eCArEL25NwoJu0Gy@$RmVHB)s@k}2E?jXh}q$(PEjcfxTqvgX3H2*x-5w1`|vgj%SLesFz5cW*NBX>vUtXXXia7a#$Uiw-*MNDy*`B zFliMo1;R5!ttnhNtU449k(KmFZ9CYLVX$}gF=Q=jmYL(Qm|ZQ*mmSp;aUsoXo;=_o=jk`AL6u;Tf}sUgq8*lQ1hOMxP`Y*C*|6+3FoV zf0U9!bU?C|S>pulIHARpep8Y$w-&IL)(MI+RUq*+0E|<}2ZFpytY7i%Umi;%pwuyb z-*}<*wsz$i0i=kaI!NWuSs>n(g*hh}sc>(?{1PQVt=iD*A>ok{G*5nzL{q*RoQdQ!b`X%X?U<}3ILxowV>y_z{!}N? zyemRZWL+$RNw>j0qCZ-lQPIa|+pW8`{afS%e1;Bg*mvR%pFe7d^8pq#3X*g+qrD8q z90h0>+cfwtQ`FJg6m6M$t{5K@Oz0C`i95Daz+KGJFT}bUMPUV;Q(zPhRIgqM3PIn( zLeQ-9i+SsKX<+fBt7K70a2h-TBQSB-Gx3|)*btm_s7Bfv+~FJ^+gJYMkl~uA`6JQj zN-nGa@~1Z)SdJ2=h6L@@Fq<*qXcS04Oi zUq&vNqkG{37AedEg7{Gj5EZwjDh1f~Yo>XaR@1scVdOI^9%`qxQ}Rms)NI0p7a(E^ zG8H3Rnn1UK+wl&uuIcc>bx%m>g0w@vYdEgyhjy46b~OCm!j+h9AFgVHuV2LX407nq zw)j~3Q92hQ@i}07Xm7R%1asGgL@+0Hye$w?*KIPV#5Rgzv!3??$iaz6D- z7}04b5na>7<-3l+*$hc@cvQJ7h7a#`hnOHmprQyPu??JdkuhN`I#`4o%sTJr_2_9RR(&Iy`UW`P z$Am!L*plq5g8jXOx81ku2&^uJsZ3@pBA-EuPDCF`;6Dg_hB~eOYWUI*FpVTkrV(UA zh}zSMFJ8sL+en_d>y3PT@D&y4M5#1TPE#_;@PlCX3yelIRY>Vf#}kRO`XhG};l-0_ zPH`RmVLW>1{LCsA&ZB`4K&`GfmQ(2%jahTYs*O0Vxly1QhL$+esGhZTe}Klj%A~qK zXjp3Nk0>@SkF@H6xBn8KD!rW z^U;?q|0090G2~B>2EYb^a1S_65+dj|w_#m_<2u?tFlI14c^Xo9X{-7-G=~DVN|-V|enjn|1!4 zfZG-z+T%COzvo4-Msc^jh&OTQTQj_)KJT$y!lM0=>PXwRMzRe3lCpS&*gaU$XbAK# z=Yg0;v2W|zuDW;KhC&_8js+oI#hp-=5#{?7@bnDi{@xiHWX+eHDLrj!ibR0=3Lwyn>jPPeIOHD4^g>_zK+AsR`_ML zz8E=aMr`R%)F#y=a9_b8*5UgBUFBKfufziThC69PaIE5)({#U@%62+nXVy&YA)$l~ z3}?j9zm*2Y`w_+k2~;II>s!tvVnZT|h&cP-i(<5p z`ywC@fQb+_8o!NN3jONZA z-*2yRW^DgfFYEek1{FwFhvm{|C)`1uI5g8Zl~aKUvIGJZC;;%J%Wg^|(Ie$iI)8=d zZKmOPW{O_|7H$%_jsk%C9Z%I=WcD6Fe2YbC20^8dJqr^qWfG3h5l^jJnTJ%`Yg)n< zOWDyxN@du~xm*Pm(4&KbZkyn`xqQt67q%aFzHpt5Y(GCQ81luir>OpdO?pT8SB|Qr z(E@clxu+^^sqjPJ%G4>hOP44yjgdQzN3lH-1j@-qU&?fBhYk9G*AvAPkk9w}`^N}U z#44&Vr(KECw+V-}Y}DBh=i^yKa9UhSpLYkJuL<^1k6emWgOeSU0xnY@rLDKK%tJVX zZ+lKF7Uf0D_d*>4;Q{TOu{?DI$pp9(v!zFupWFsOG;5Dt)kEZ;O1KG820Dkg;czmdb(|uOve>Ns zt>lC7PvTs)GopIs!i;j#;}S{!xfg^+bfBhe@la;PmR|lAtR1ua_k?;tVd9ghOfN;#Bcxr;)^=!#&3?4 zp*b>N0sXztDicWkyz1@9>+HmT2My|{{2MFE64ETqf1-&D>ec}wQ)=y4;Ek)GLlTiZ z#&yNmbwlQr%;{9U)pXS6LtN|a$YHJOh$!A^_PguvBGA753L|S@FmY>Gfs3XvAOo2= zBn_|yHeKqcN1z%aZer1G2tsHCjh~zFLRvI^Oru9ll4f!wMWu)L`D(=3ssba@hWAz| zcO$!`lD8W)B^QvY*}|XlV9O{!-j*$z`bi;??O)vOyWPs-BGuzVr)b~x2%RgIzaUwK zx;@#%B1&ZZMuJ^SE zIwiR-sq>(uAwh;E0O4LB=cYOAQ2@d@Q`r@x!i3%R1ZMa=+(hHpNr-p;uU?{Ae-vJ8 zanJPI9-DOv-lT$6e$M4mxqqTvp{&Vud<$K-t606B41r0`MKTeEEh6Mjf-sJPfgGS> zsrzGT8vxudAF&AwdxLBAfC%@^JdyrkhP;|9We0+QUI_&QYU3qR;>wNKx2F2(LTA?5 zenS$nE~nV0mkG4@EqFoZj6^<@Uy~xH=U4B1ktQ z02w5gd!*hLB#z({o5=zZ!lMJSRV{uhk?QJgswvF*P@+$9Zp3>aY*UVr3MGCZUlPpk2_^cwYhH?l7mAeeqyUeV<0R_nxLOrsh_21FZQ&4<9 znwY_6dQrKMNs!`z*lkqdsWk6{U#BOjRl5+k2vO}jbA%z)o%i_Dpekg__sFq3(mOnK z3AW}n$?fKp;W^|lR~CH**f@7%LVnNK67lm)X#ghy@Q8Zk$YMoX(jMR6F!&M zi`f{>X|^36f-HxN!P$t;u+U#p)ikE7v1Gsul2NZxn_r%y+7`uZ8Qx7O64enV) zB-a2tU+d5Q?e~etB=Jy%>aZ5oQLX40C;1PU+goBPlS29-xkt5+&6iM-d-!7}yhFmh zrXva4Yi;+Zz_z)8{IL(mZjDBb%?cqq#Tr^Tmp0C&7oqUKu+J1XwYWdj(`JdJk$Soz z*A><%=NXlA3ij8!2>oZ^8RA}>5+((zzgOMHmxir72<$|Cs{E4$iI@peM)nwH^3vtN z-JFmye~rtKX#_;KO0T?LV(A=*L(k}?aFPy-{-6{U6tV~2Z3uvn5KShEBM5P@6C%-4rl*3<_0N21pojz6Q~G* z%TQku*D3rbLMv&5$N%B~0%)tcpC0YNv1rV*yP?Ve&;2)}vRl1`+h|FtOF!SIcI2PY zDb23$U6=@Lo$WP3r7vW^&|BF75&1N@5F>3Os-Od(rmhwb74^F@fXH>t4j=VgF)x<7 zyUCYB;N@>gKLptaieeHNsu5!On+&pLnBt3AwXg3MB?^jIaBx}>5SjzYX}f|&_gTqL zjm1O1mNa0QOD~-pu-!X z>Ll@c1qhn#=zNEpG(+>iP`JL1P-cN*K}lL1QE#nUF}p?nocl;CZY6q6Uz(cj4C>a) zdS%V|MgSx0JS{FJOs=e)43p7q;^oM8ySq-?*aDWsC5KVSOtv#y&1dq^T6A?BZ$_3EPK6r62u%@9`J@Qk{8SC@XgIbd1i>$Ae4y&?bR?wVX{kepzRidh0bl|!@FT3 zHczH)PWkO(N0X|0n+Y32g3N8`INN@0S8%%iSVY;4K=nf<1egqnel_mcYY}jCr!w zJdW}uw7p<-U852AN=%LuJZm%+!j83b3i4-mIq@O}TEi{AR*T+$I>n##143eTf}HPm zkthB|*mqc`(bECtA>nN;&j^98hM;r_WukA7MUD()i(kcGt2rk771^r>{*cw%&o zYN$fUbtBs#Kku;4NYH8^P`Qa=FHEqq(m^VHK7eZL7AH{ zeotSI@$Tx#v%d>eeD)(N$3qTPI)_ty*LK`7A3hb@)koO98`E6-ND(5oogc2ShhxrJ z%M-cPZxTWsc&#rx(m9%G8;GRIuTC9C+XRGb%+91y;U}u6{?71c25Etzk?6&| zvRW@4ex-%@sL@TbDpbkfazp066(Sx8DUOVuYc4LOR?>>p{M0_-2S2?71##{)mJPDs zmd|i*9>U$**M(bVudD9sW#ND3Qs8RZ5lt2OGkiLH%n1Gu6?I-$x+>@=ysIN$mdcF;9x?5rn*48lc!-~rwz$iSDjS~H$!;1d_^PWZMfcS-)z+D?Ni`7y zqX3{d^-?mB+i|O{6H@E1pNffWKZz5VZt^#imQbK#S}Xn;1PZGwets)8QWV>0BaFpB zwdlIxgSr2VSTgQXciwQDjUZ!L1}GIn?bTpZ@jb(VPf6pcS_OUao_BR(&ZYJv?FQF5 zO*u*B$w^u(8g-U_ezNHJbcI9aLbvo*Q-yhJnsxa7$YYf9hG)8)>7T8;+CRlafJfx4 zp_)jsH|}c(1R&$44@omA{G%qgJH+1!mKa};vu}Ymf#YXfBZuz7%4=W2cu3v4;O+_D zsPRxFuTOjdcvbM_m2{;Asdf2piE_$D`gc!>))<94TQ(Y*uWBit&|S(E2|%!J5)o3A zJi(6K^xW8KsD+O7@?ft63%AfD092R+*)5&zb@cRtC7iqdRAm9n$Ww`?2 zQbS9hsCHjfAQb&KbRQ6dqzj9^r?JZYXSI<*6_>RvEMH^8DHGegpDG5wgHt=LdLDAi~?GdpG$M zdFTy;M)fCc+`eJASfqsGOYFy!6wE_3u2W4xKhA5p0)MyE|Bc-Ps-lZr(u@8N_p#=H z^Z&HV1Nh;@X|`vXGZc1EHByW1p6$_~97C=x5DvwrC7(?`qpxevxmNw|X_aLJp63}} zMgqd$`?pVVz<+sP%hoMj^DqJoqGnZKv68lnMv5R76=!s1|PLfwZ)+r9F1G`I2 z^geveyp;S$9kjLIa;k!w=$)JGsNrXPuikRqhlOw_==a0wBixtl!|!cY@#CM_|IVg< z2Fv`juK6=8n(S!~MEO@H_HiYhCk;H?`Iq900S9;Twws&+pfU6&V&pu+Ns})s4pws~ zX7217KxF3wU+UugOF1<^y>O`7#ixM}LUPDD2oquuam6$(YP3u@CxlqO zKb@2mI%>Xh62r-wpxZU(_ayD_b$yamo5h$`LbcrRM+0FO1ulO7k=P1h*erLkLEqR8 znEf@nr2Mg&$W?H>-mVJ{pB+P1r`=^qL_^QJt_(7lIqcq0y&g2rC%nZ`=5NQ z`I7Z=2cVyjO>I4DsI~xtZ6p~NYC7H0P@usu5vX2&VGKEuC5Uw_BGQ?#RHFe<=uule{Qg4?`nHfUPHc;x;;3o}op4GKVhxFB^a#1Sg5Rl{T^3 z12{gz+LB%fHuU97_vJP?{}@$-;shY zOUVgFQ@+SukNw9be9AJj%DLL!pu%dh_%)me06>!bUzTFwhGYD(U8hD5#EUThe+DC3 zueI%OTe3jd{x`)@)5m~*mt$p@ceTAj4g1NTKH$HM0O8|A;{mh&Ckl?0V05=qwY@SV zsRRwR@ZZJ+Kmko>8?JKr+i$h+@7r>MTl{x~^gk&L;(z6zTt((#cS#0%*XEP`#{gRX zR^58$l8u&hXk@{f1pYzZ1`}$LQe4|uZ~{>Z*%}#S(>};|pBo$>6N}T6gvHhRN15tL z%;aiqgmw2KYI3tF#(ZEEE3?BAcRsY9g~Mfus|3Nw#OAWnQ4as##OAvCQP!{c^p57b z$^Qe7+WGy`m_Yh*naUnNLh-fGGT+mF zKnz4{d9K3%U;)Qt^(Wb#Kd#lSFY8l48UOA0d-K3AkZQYKyHs|D1F_8|#u-ZSp>*6; z)J6t-mtf;i{C89PX>3OI6B?p-qG>K(z5n$d|8rPm&NUVw6}B(T6U)A@cSkw}N1%(C z{G2dy{^{)%c=iE6gk1NPp5!<5Jj;K)td9Yc|Ecvmt~q1A>`)72`cBslRUHw(j8n;f zOn(WWHeXd%MEkqvqu~-a*WZJQ|H}?YXS~DDg*2~p-`^}wPCI$~S}ll&tfxS8GyJv{)_V9p!DzLmZJMooKlT@p1jY<)YwYER z1^M+q{~j+N6-hY#JklV4Q>|Q0j$=mKjJqQ4S869dR+c9+ssVMPi(zB%t1=VgJCP2I zgj7Z6?$*9Bn1{Izz2iX5Kl5fJtBVm@eD2jq#{}mYOF)6^)Cp;E)HEYFv#$9rXXCU;p8s;H)7MID*qJcDS%0iSrw% z6qKYcR~PQ#9SBJ#{^IKJfBy~GAoEa%5Qcerv^t{X#?6OKHiT>eS9g=cc4u&r^i(ZR zl+*E>STxgRz0{EvwZrb@oq~8z_E3l=K||7L4gh+9>M2hpWO514peT_YECW-HAW91V zAdVr{OYgMkv153|^+ufK$1RZ8AOyzcPfkFfZ1i%FAmX9iIc2RzNzVF<@HZB4)(;R@ zLwI2#A5=5er}iqar-{6=rv8%+f;7kXp5Z7VSXqZ!DNg4t?$+#kJ2qRi#7NQVc|6EYM!?X2Y0JwuCfaRHcOHWOdUt8>E$=XmwsUV5XOLA)oW3A)vaKz65wgT4 zoW8VH|LwI%!>Y-y-ft;y?c+6M_t9<`dtaViaMs=zUq0(+^?9;`_~Xd+1Yaz@pmxCZ z%C)5_WGc?mt*ev{_C_2eyXRnlO@`dr?77#)uO>lIu21iVxF$FmLiQkSVFv!>iW_7O zgmzB2jjccLtLb5zD~d2agcEhy(F{{L2$q6*hrQ7sI^-?ed<7&lsXHPM1wPoTMpuw} zEyb_5gKUrK@q;$MF&Z@;x$J=|S^f+y@70*bmV45gVHDTe+q!7=-b!AJxpi`RVvNdW zdS)zIS+XsJ_oYbfWir1yQO7Ndj!jY-+Qe){763`aHXwQpTBOaU0t<4pL(n#m%ldUs zD@=Ea{TcTIm_W(!dBj&%jUoo%wPnvTb>_jNC3-7<_0m7IIM?vWT{msh1#p3IG{U>j zElGcDTLx=|YKGZ_3TnZ+{%aH$9eMxHELC*3PeE{8o{oIt`ptDvkfL(fOCs{ax-Z1~ zZRx<}*i9(QwY>Yd*8i&O9fLf9xi8_iIc?jvZQHi(?rGb`v~An=v~AnQueI|$yZ?Rn z%lqXfw~|yvl}hU7oa2rO0e>0Cojd;HmWrs8m?Bam;pou7FiHbr zO_-FX8i(2udP^lbr}O8iTvj~*@z znOVA2U$7KPxn=MeAghPfotMPyf0!+H5UX!X@MAX5uJlAeZ>i8e4R*#Wd__gyPdIDl zGFu#ry8+Z53@{PPH(isWvKSy;Fu~_#cL9Jh#5Uk-T$D=c=b&2&w_yS!3I6>UIu`jn z-C;loPIE1m^o+$KsZ-3hIW;55cz=*>krzJfF1%+-W0yuXggG<_#WKZ?lowx)YRk>N z5%3b_4~EUhl=*ZDTlCp5tI=6h=q?2m;lBX7O9+1np-RzkJ?P8eyd{}(_gZ zTybWpi|j0m0#<_|Mc-bsC88t8{ywy0)?^cn0IM_#wsG-|t@V7%X^V1=|Gp z*arRqsn2s5X8q6}-+1Ya_$Arc0Q~F{B_PRvpO>Rnp3jO~d+h4&cC&pvLsL5j^?VUT zuvD^bnYF!u5gzkPZRq{SXWjmZYleVR9(vJA-X34@2_f5IE#Mu zemgLM1xXcroA%+;yw|=S=%}Xg6#9M{*!I;ZpX9$}-UQUn;+*Vr>~){>>Vy&m?%2np z-ThYGNLrP${)PV7{D&w)q`P?e=-9tl3$4!wI(_EtLA5`qQ9t;RB2(U7F3^*cfxsTtag?! z3Cn+6vgs~OCe0B_2#)FV((_PVeJ=X)s^Gr1@phiB7*U_Q6lhZO2sndvJzoNt!r=Sb zQO$k5)VOEQ%uX;UWH4wLxEqUn3Zn4mU_TAj55oainR2TiGvy3Q?s-Vp99tSs-eL** zuOSAO>--|u{~~QH68B`~Th2@l-;y=Kmr?{}| z_o$QGvsFe54w5Bdj-q-lC{Uh|bFbOH%L>Jl?lIT~=?@FB$9fu^&8aZ*;g7PPlrfJH z2eOp@V%{OKqAAGcx1P6W3cGxxD^WWn^dTm$Sm4Lbn_^gyVpqzGF^TYCA0t0T7ww<5 zQ8j7A^Y_|wzuw7pwUy5fG4z#&P%zORfc}i&ApN=o+^sQCy5O<+{JZ=|}1Yb3eM_#M)1#t6bav8SP<5KQHWJaM~ zaykwc(Z+10$*#N`|L!;pg;%9SSuuPk$qM1V^y*p5rt>G)ZQhxTz$t^5rnk@;1qqHL zE*D;oXl|%MGURwqPF&=|By0Df$lHr`Kn;tpHvF~6 z4eKVWwb=P+Z-~8bNy0zUm#mW_CbXFY`*-$biD8b_MO5y{@$>e5!6O1fy@LbaM#m zHXjN4-JD}=K;eIp4062}JZ1`+ps2u~o;_7*>J`VOKSda8`xMh>g|Fg%Hcu|gOhBc# zK1vsNZ8yicG2Qb4C|DsM$Z?6|J4VjYsoiartCRg@=W#jr@!M>>y7mhU=%XNov&650 zzGQ)m|L$Ui@~cqaO1}mh(Mm3`-MplvIKa>R3eEp-FLUhE#imu4k_$j8PNv7;Wn1NN zMN4nw*tXw9ANj34=oAfI$!s>y7XGXsqlJmu+}mXn$vNzg_^kAB;plH@C^*~$b$EBP zI{qAN+lYf$TpkHu&O_*OpWfu%&53b(-=hlR=`*{y~p1DT}mgN`z z14(bwPP8?>)DQj$3TT&bl+`T3PMKoHKYX_LUOh#mxLin$yv&cTA`II2S{)4nPxKwA zHT41SnxLbt`jy7xAxu3aU85rLUA3eol`%4pl1v|*>fmmNeBF|>@VOo{I6k2TarKQ= z)zRjL(ud$>pY>>=To12pQGWOEKjw=3@-a*u}bz0mq^iEGOfy+RFxbVVE1G3!AI+v6*6wtXAd&}-C+#^1KSZ6 zG;{0KEh2I6cCrY`k7VreL_Giu+|i!)2{qoErb)I15C5cW2AqCzHU=h=9h4*T^aBBfx){Nh4&N z$PBt}R2(}J0xSz?QaOPeWY=iWtX^4^}uV55fU^oK=I2&_J!FK4+1isJu`uA+Wma?_i{ ziK>l1B|~(dEB0d>8Rx{9%o`?H)jJ{-R0aecS9)kj#t2dVe(QW7fk$=a;}E8p{dDZT zmea?OZ37tm^MA8DUWFx5iamZA`x=Q%$*NN#2 zG`%{cXVPz%41wGz9fA?F=x<)fIFeb+XLZq&u8T3twp$^sIf6z-;&yhg(vK@SXc3u5 z%aR2WkoIdSfPCsPwNBNZBJIxKW%Y9#c!ZVzK2r}Qs@%UW{N?E;6INP^Em^svyLIc&2`l+Ua^DdC>(3fC-3=Tmlz;>A z!AnRAy7pw_D7rS3^*VnM0swYnqP(teZgQiC+a2;{8_0PBy~p$cXrZyN0IORf(@&=) zFCut(OMABZ1RhaVRN6pumN<`wsM-E#Gbh4|nAIh~9;Y@x_aZNw%cgP5V_WTKvTt+u zk>?9&(bplnK*ilntiNZ+t1_gxVL)<(dqbN<|9gm8t={q}&1@k5U%}pSg)ZH)UJp{YPH00h1ny3{=|FK z9^AJ~rdCj<#?Ue=eUePvuv>dn*mf+^6V}Xl0+{ejv+T*+0GF93SyePK*py$zJ#Q0g z2QVhv%);CD-DLwC-G$ zhLmq7>Pwv-B|JRn0t&B8iNi)&f!00$R4E@8>|~0>`oItyliraRZDh)CF%63;kukO4 z{6IV;wP&^wB}(pf`Gl;E-{x>Fp8AGQqsWy?+aFuyio0RCC~bBBB>sb<^g} zCdJYe@t+L;1~IWE>N>CHUbwER@IKtSAR&L?X|BZUKpze!bNk<3YXB+tLWYiS1F@RQ zM^b`TLcX|-BZb?4-p0vMke0mLX&7b7NMdV$aLW#iio6AwT&`Ex`+a|(>xQDXA7!hod)~rpFS9pCkaDO}DU};z7$TwQp0_}=rNsSDmpQ+g#96lC`h98SncLShSm z_A6==DMYG$ge8#w%yja*5)EKp47z6U7-;uVZ?GTyeNSaEW;J{7f>fx1I6{KO@V61b zerq;94ABTmeC>*^x~A20br5*8icYH31hxcUazR{(8BeO?`uaOn{bl{b9#|1a9^*m! zA1%n7D&c$MUv?xqAJ!O|-JLEEsa^-@Dle6R6;_ddv}SRs>rxQ}b=)eTU`$|S>u4N! zSCqX-;AuVA!}{_BfiR$s{jGlZU;rZps-D+KzNseStAN!pu?*}$jFhI7oW%PMrc34I zFP4bn?8&WIGS4|d%6Mwbki9y>h&!fs64wnWo}JG|W)ENYN_-c`XLT3?)@`I18&ByV zbnTa5ZVEfTi=uo&;c>3yx%r`vBvu%y>Q8B+YQURK1~kR|rzM$_6FL=V{U4Z$kz6)% zl@5-tCaGR4V#JT+RE2fazg z6eM^_JfgT9o|$ko==xS;<4#(eb8dfj=fDT5$z|fKhUag9I*ag9 zceY&9P8Xz7W(>XuT^_jSaxMkk9_~2M{S|LcjV&f}yzZTy9 zL|uq3_Oe+v_3{lFq$p$Fc{FvNHfm>R5k)x29;;(GT+&095Pl<#jTY}N$93~gt(8kDga8ir z4}97@YslYST3~eTP2h?31^hdIKS6__@LWozMH;TRz_Dr63l;yE*D@9foFoqHtDqkh zq}JznfIMq>=SfE0$1KaRE}X$w5Gl+Nhh?+bX#P$}lao;kw60{;%hKQ7yVJ|;>;i|% zTz!H&tpm}gl_xs%jkkonl2ihHlC&CLQ7R-}eO`QdGKz{1CZw?u3B2yk=Tq-_rjI+V zkr^Ou6Pd$i*1;5&6m<7rHdjr*mluQgcF!lh6Xt?WG zT9sc|mOny+gIJ9u*qL1EqfxykRM1B6Z^~i4UqoQfK^(qeOYAF#i052e;cb4Np^l~X zTU# zlnk}^?Zn~DL*DQG$pr-&COa%7RVT%*T2+TZXv&2PBqA2 za@-fa%$kUoRvqWGDrd-=4M2mW3uBHtD-e0uCg?_gD}uAE%Anm#aBf}Ua%A|U5D!EC z#l23;3uVKJ>#lzKZgxt1phnrO1Ha`F6n{`>Bz0{o9RXl_*xT9;(|555$Lr;rx4d|n zk@6aA=sf&8p75817?H*lYo+7Y{l^27saW=W-}+!oT4K=aNaq|TzpkB0Vvin*pb3WQ z3_BoegJyr%xvghTbG>HsrLWif9Q?NRlip5S_6E+Sy+IT;P10 z^A*&xyHn|IId;Wx34=5pVbnR0Yu)Rn4w#{WDnwij0{g%Vs`S@-@ZX;`0n8?UzXhQ3 zkJlJ{p9Z)gaGU2UsCp5ZvY9qYWAd)G>X=}OH(W7Om!9>h&SssC>JJV*GIhpB($|cc z#r;12q`8F@n>_vyUnd5bFGX+MvbZawWV!RMN4YCrVUwx>=P*gysE>z>=k5%6r><|# z#*irR+fMzYL~DgQnXK$!%`IO(0K&Gv)E#qWb->0p@G}bFv>&v)9t7qHw!q)D0Q_P8 zKsZ9aEsdBO*=vtT1i(Lt)1t1*^+%o>uOF>M%x-W|(h(<#Sv2fg2q^W##xgHth?YEE z54Vrfz7^iwnljgGM|7L~1l-6uqeO36wDDbvM$HzkH>1MxfvS`jCLtWCuPDoGI-xb5 z)LAG{e$7|Q`wE@o7Ci}{ebi`{hd~2*zLcW9s3)|$;CxOj3C0m=pzy=|HEE+mjyr&efJL+SVU?_3<=A?P4~Iq zM*eieBR-ajn7uP~%R2KOx8OLcaoRM}=;6i{&nzS16r39ugbJnU3AVZEtcTx*{Cn%N z$6V6GXe=q7PcpUmF9Q!h;4UNB?9DTF`Q&}71po{D&N&P+E}NRUK65liA~mltKOv1y zGs;pH8BXkHe>Ze_RAq2gJL&bXjq(sGR99c>QfEavW+hS_ue< zTv;lQiCM0mtJ8!i`p?&i-0%&e)qMl62v!NjE&J9Nq*rCx2iOT z{clFwc=3onz9d79MBNI+sghc_;z#G&N#JubqmEOhQCXf`UrS~+(NS!Tu9k@ny*^ArrbY*)COW=|k1yl1Zf5tKWXN_~WS28bs9P8@u(!w(d zJ2;`drdA7TVxJ$;UegN2+6MJKil^0a0;>9w3w!~`VLl4Ybq@1^C-G6gS+h`pKt*3q zy|I`;mL{p@dHCeQ4Ia`8_x644d@RL^a^Fj`at3tqhx=?Il5$%zOjAf($7auKeIEl( zyOLYFj1+~CYJ2T)VsAJ@K_zsX0zEEJR4G7lGy{m(k%}~$S*qK!vDCMhTcl&1VMLUH zhDf=B&Z)Lp4dBwhz3P(pc0iQq=`pDfr9jgKI>tV{%C~MM8@dB$*56q8lsx19ZDv9wix< zDc^MzlDaO<{p^PSk(lQBRLeB$>#%2~ z;eqKRxSYIrMF@Dk{@Ti)_Yrx7nc~zvbg_R)sP`8cAdb#yN4-C^f0sRKc(r6o&_hI- z45ocDVD3#R$u)~xT7dS6obsNi*tE66ClH+&2ua41j}m}=K4KNA1SFGtXhdglYVo;A zg0wFYj)Qwwd9^^nGeLAIi^GsoB-8CCL*O#5SL?P2C0(SBbhEjZQ3lt24Mh0w8zLB_ zPu!%PNTZS8EnBl)p3CirEe7(f)+ftAy5i7rKgF)2eQ$WZ|EemPy^?0zY+!IAHU^Cx zmU}0*aleI$tidLwGw4rvO`Z>{eK>n8QPc_KswJ}W^o8KbA{{s^nQNPl)dDL)@^gT^ z5i&34@D{qt?U$f2SQyx?k8E+kgxN&Y38l52X{buiNLJi6^#y1&59z&y>(`oRnqDYu zgA=8eA}46bjS`tG(FX{Y+yr0u9~kvi_>%1Fa|w*XPBwOI^sE0U4*83i@MOJP?MsM>ht6!!Bc|L5x870;&8$+)(G~i^@cSC^U83q+RG9zVs}2 zT!%)TmX-bT$?{VE8f2`zz79!y<+WUdB|U0)@HttqKUQY_L9irD6(sOQ;EmvO!vu4m zz=>}96K6izdZlmL{3?ohOsKYM4GHAjyA`F^p1hILrAOoe^Q$689FxOyB}6#ki1%!e zz7AXCCK$_f!3jz2RuOms0a5%yqYMAjrqknoMo!4#ikK673vI5qxt4y4fbZ6R_ON(z z_Yw;EJ@Hq1XMGl@g5hQcPV{-j1VcRB>M#&seLS=0?^(5E1Z_eL`-!@IS~yA$Ylai+ zWJ^S<*ccoG&QAFOif&u!G%fx z$+Tp7Yp8Wn6)jz_gMbq!T2d#W8?=qdKxD4MIb97W)ka?T3pTW&?2o6e2hvZ5Q{ZvT2GP9<4v z@EH&_8tLpR4)r|m!H>3pL(jw-?^VpkuAp+p?3;}>vD;=P@dJ5#me$kdS%fnX!BuhS zTtvP^{o9e}v1eTK1bU*sH~(6|mL(UMGTNhls-c=)s$pqegRx1wQ4llu1R`=@oiv>f zux;U^OhQs8EPHw-A;K(8OE%rV2-$7hvQhmqjo?$8vd5*0WZobt){EcBl2MEQLfRcl z<0#Zmw#*BZd9k@Ilv??!ZLnA{8YWCFfTIs&G02=(I<#kCNX~vy?0^^hEUBf2wz!G) zA`x>xEK_-32!VNryZ$vJCYmeT^+A{Z;#I|`iLY9^JWj3IwCOQ~gW^Ocpe={|bR~Ko z*$nHi%wehJRXY~7$ovbYB2L=x(2^;H8iF&OP*w4>+kn7`fGe#Mnv(l}XijR~R)p~= zc*?up?$iJXKJgT&FRqTc)DUA6pEh8i>n#7hd1$_ok%??1KAg@5QzD8y!ogTnQg_Ps zUmwLm!@jE@)KT1UDR^gT$&HMcLpO!2M9b%jg5qz%2OnaZ$W#j(R6;c*a6FpuK9IQ& zZ4Jiafuj{$c%;Pi%A$~&8F$f>j|E<**Y@#87IpUOq~B>dE@FcCCXL~gOO*NRQ8gPt z#E@PpG59bT+Te*(@_DD2ntNU$@zJIR@+;e(KFIVpR^T`>&GHTO{g=N{*R!DI;e3At zq!bD#N`-w%j=>f-N(lrSo0N!Caoe`Lv>A+=0r?R1kV$krOP;WY?|;w{7ujJoKX8$i z!dCMcOw1jM1R&@we(&;))O|2)j3V9c{@P2Z5Xi~QhKKv8_diTKNr`EFlFP+U@QNyO zV?lO%;i}-1f18of|E5uWq58lZqIpt6Y9N}F9TMo}{Ifo+vJzaO0IuGdr;>~#;2`yR z^E4!J!A`B=fb7wFs>7h{=Tg}wJ!s{l3+scGy@g7GToZNcEiwv%jkFOm*Zi6;KKyI+B?TjOfeZ3wTWkm>Ybp50hDqF?{LMcIwlfMmV@Yq*MP4z`1U3k^c*I9MWyUz@5jk$a3I%tcv5c;b6r~uaQNK9TF0Qqu!?Bl z)3~b)WSEdIQ;AfOdg%xbt?{`GEYrB);V__a$EzKRF7`Ld?Rk|&Vgx?3{L?)Lo!(#0Bk*8e?{bZKuH~um{c-gx*=(6G_~TUucy*UC098LGd;;TK08_8>H|CO(XaQ3r zG;k7x-vu#=deM`#Hb3@G8rmquQ{MXbgQh}@M8-Qz8R;Z$C<{}`Zg*jW=Tnd(Pm!_{ zqqx+LsrR1c8uX1Bp>aaj-Kzl7T-QkuQ+F{sJVp_T)JjY1v{-~kmQ~z*p6cP{Fetn1 zmjtWJnK%!|S6!^ufiJR=Fx@<$4u0*ZPPJQ4Ccc>k#~}uu;vEIAEyUy(1>@_!$lhsF z{mIU+W!L2Mx7jMNkQ(0`qp&vC<7^0m&oBRRo9C*Or@f7lFx`knIaJ1md+K%U(l4N5 zx@64?r z*YYPe-E||_nieI=TxML>ia(+T-aFZl6xd| zAQ$mr`*NXzX@R$6V{A)f<(Yo+waiJu^Jroc)UAbLNI1rO)Y!NqC*J+FaHJ}kheE*bXu4U{;6-1npO;7fnIEpz{%3EOUwA1_;WCG%7{=RYi2lljZ zLa5os-&~SYb=k(N)@Duffwl>Xs*?d`#-zb70RL5Is4KU!j z=^OmLtiv$v2Sz9o>7PXc@a0b#3bZSH!MbL#q>;a`#}1hD&e+8!c>eZ*mfn?jb2A$V z>1|-RvwqU#wBXvw?e5)s^3CU^LCh3udt)|=kmPqr^p{_YZ#Sb3&ZzJRAiZaP``L854fEe}Pr`dzeL>W_@3?ysc^UK~wpQ zYDU7suugpELc43^DFL;Ie5udL)kOkU6LJc|-Ch z{7F=C5J*A{08gv6@f@0123i97sO|S%aX4=ts6!FLnc$DEi0CnlscW}3xn;f0>i+#| zWSI6iF?8##be$7ZiL?l#?)(cSYkk8+^uxTf=mjer=t*PfH#WbYxy7f+$=x`JT#%}o z+n4>N4&6;i-uw|rdA0Gi3ae9=Ke$z$r&VJYufq3>3Yh-=aNy}-<8vL(HB+wdttOBJ z)9_?fm_YUrTRgN!d3DY>m%@~-Om0=Q<@srl2&6Wf5)rhQ+gtx+&HS;V@9thFH7S{D zUc*ib(a0Jlr%qZx;7s}VRM%!}$sO&5I%UUg{f$bX991_z_C|Hx2mX9qef{11k@PS^?v>CE(8X1~;6{$Om`ZUPYJzWCrPhKw0SdJ#5|kltf{|bHU6(Kn z?LISD=G>;!so7i=>fal`zJ$4Eh6M-FoZAF?ohmt?4*2dgYGkLO!?{ME-;u64e^UNL zW3QSI@nwcwUU1NM-@ItW^_*9rK59lRANM3m)FE~O0;v#u&vbQ;>nx620Y_C`uH(@V zPFazCW4pc1+9vKK>`2ZP^x%$`HvS*mv^k`MMyj|sX%6Xt5s!Kx`-oO&`jTM{ zONw9grrJ4q9O zFv}k}(qG&rvXT{Op02Ss^gt#IOR!AKD6Ki$c?eb}fCv?We>DM{{u1WOAxzIKpA=$K zDhYXu_XytZJ1NhT`ufSw#IqtMYj$F(>$H8Xbp8qN;jfTkHSxD#-&}%lp}8QvJf+#-_ zcHVA@9a5g^Vu{5Kff|9>^h**QW=GP7bPy7|m=0x$syY#*h%l4O%|rNoawYty;k{89 z^Wit(0ULm}D`}9(tuL;MASUpWZLD${K!Qy#t*soNY;XNT?f=>c9gtg>VYEb>ViJ97 zvSriqA3tp3n`fzI)|g4o-|S)4$76b9TXW#eIn?W#lnRc^&v}A& z5}fKpe?m?qVy|sTFlORI{&Nd_>eFmk#dp{0pk{w%qW5Bkzid3h+mf~Q$I^{mRdw2> z;nj&h{Iw19RU#DJ#715rJ*H3pY#gZWVBOJvh&fi(UQi`TB(AmrG{s>0RIn_$fXU~E z$WdVr&7Oah$wUy!yN>(Jn+H*~l-KyG58rr0u(E(1;H2Q_-ohLzi6bG!RuOX5v+yMQ z&4HWHnv$p@XfvSZkhB4-|MhMO={;-ct~f%t9CxiWy7R0(f(Z22hKb5T!M51@)OoR~ z>A;bP$YBj$ETyX2|4?9`wFdNyd-Cn+7{%yls%{LJy&SLmdHEN__3n@C> zldcg`6@h2aDP)P948M#=tV17%>M~TFg{U?`ptLw1cH*M+ppj4B=@C%L6}jyDi9uIZ zG{ELspa;ou2_?k1D6k{20eROL4;e@=^2`f-onllSsY{s)>yW~R%>}mJHH7!93z;{; zbxDS$WaLa(Be3E)z_MY8tdDPe`6N`>YlG_vOc(ZS*cP{Y7|qMG=aDo&8E4#?Zi*lI6OvIvhKFPNfz(r2HjFDSoleLy5dQ8h zQEPtHI1+@4;ZBdu?Fl%#jxQHUJt?J{k$OZGf3xp@iy6enKA*k?^sv-59o)m zI;XrIAZdT)X{;gbgoyf@ds`C`u@)4ajj0Tc%EX#hvGG|gr8eQfBHR1~S>^VO7Lk{z zYJMX^Udjqt6OgqhMZxhPJqivMl)#nzA(L5AV+#d8@;LHZMw3RIsjz!oBYi7_S2IYW z1Ih^uRzUK&$YRF9Br7#)m&c+2_n#j8BkU+N&;M`ce+=Ax<Cwf1e)Cba9hY1sj=YL>*lGyXgyzOw zC>IURe@c@Y{!>}qjQ_ud|J?tntB+Jh)goduh|}`SBU)oX$YkJ!CYiQGcg|r^`gymp8Z&0g>lo8%-_{U*qV{g zVf(pdNvl3tt#2|QLM8Zr8-YV*!67@Ni|h05`*m)@`NRLQGmWy<$AM+D3l7-B*I|9_@)n;bIkwe+sNdloi&>i;LH%h2W-+TQ(Q@pKAz zS^L4#vKyF1Bu9QFD?SW1SbI+%P znQiZZ-SvCBG5nUxgL$UTjWS8s077!wQB5^?Pwf|#&2uG?ai`$CGG zUbcy)b)iN4bOwPnm_ZYwXH~qZ&o>>zVQ)HXRY{x~Dd!$s3|`4Tq(b%4TRuYKLVlZo z9^0{G*PEU#)ee4hUnx{^@byms*1{TNMiFg|uSqlo{Z)2Wn^MG`I03^)qNXV7b8ubb zfjCCkGILx$5ZH*|f0w3M5Y!9|<=3sGU35z>Fd8|` z`yjauizIb%_WBHETO@O^L@kL4L=0ejFz|Swg7Dhpud%SygOYCn&rf4V@_F42T za#^))L;Ikr7nIlb@sIeukR(TH!L2g&ml=VN8FdNj2&^7hP@ZHX-60}Aa2QdOX84U_ za~mJrKEj;r0Btg{y_5?k#5wwd#eucW)gbD;g<>#`W(`x8BkJ%m3tdmxLh6ww{*-L; z;Z`2sN#>t5qfok7xwSmK*5P~a>}}WnE9Y)$#GNA(r2xjz%-^T`#e&(^?fsEZiLJ=J zZBMX*_J;Cs!1Kip_QAx5h&QEK&9QT*6s+kjIn+;wkc#8;hM%LQg|sNgYpXMe2{*zK zAijmS!jZG3?82wEC@jxw90&l(%r2|3!duv5u3dzvj{~`wl_tfoGDS{(l}3|;oQxZ? z1kzSKUIH-OJ2fLXiD#tJzA^gTUZXAu^%%A|J2uHlB*(|G^~6)erWDA%KM*pPO*LSd zo5^bFLJ+^D>U{0VbmIf2gy_^(|A_bgSk9%X(X^G+-7JM>?7l(;#-B%4%X^62sc7?S z-ba3obCsUr0^1Z5WqsXG`E`A#2AE$1KlU??UL3(XwpgY?i|odAO4>*@|7t5t@lz1N z0Tg;fhvdX>&iTc9juoX5Y^kb@P`&}2jhq(3+>n7(e(?=!8S_Z#5=R|Z6Wv;dMj9{h zFym}h9%hTaTjc$nlvFp{jAJ-i)@Gk9Nhu>dSK?^hA`WFj^Y%n!Qb2i1KDPS)NFbAJ z%LSs2S1aLcJMr!0e5L;LC#Vvw&kQ6k7G<^(t$WAokuOfH_VNyi@uKczA8DeWnsE4e&0DWnjjyIc z;8%MRrHjTv3|Er~>_P`D;uh3f)>1Htq46-8XB+omCeyUTc=VlS^$Tbk> zR<+OA85?CvdS~|H2L@7_X}2@9QhkD1J-Mp)$dWG&5$^wcwt&#~dso4~wHT_O*!XzA z_~1`1F7b?-IsQyePj^TIAzOVpn)07DnQ$HVaVml%5i7GI-P-?^ zIU9MN_PYoO%YP0O%0!+MY&v24w0vY${SqF%JDZ1evA)esa=)6H8uupQ5fZP%l)ASV zIPCRpRi9`gWU+==!NqI#ZE%8r$?SJAlz@DrR?kQh0~H8t1fgx5!|*vFZWAr+ z)Quc3gX)EO-tI*k4YSvYJs((WCP~DbgG1%KXNtSXlT(mFyR}iMM|z_e5{IpZQ%NxY zV}rj^I)~zPx^?Lsy{=gME4Isuiqpk+&ZBFRkD2ON>s_#GK55AaL8ORa?J8`m40x_O8{ABwlO=BJFX*%n2aI7EA9aCV8of95Nk|5Fc`;@*(ghRSx951!AXqL0t^`WBf` zQ>7NI`^T0^nZ)Dyp+%R=b7L9NOl0 zND27Fwl$3}t*}EDvI=_F*#})I6J6PW6z0Uydn^fFqImq#P5okzeL$b9%yQNo^~@}F zSZx@RtR{gvCjuXZDeMLc4#E8Iu0)b;43MI8#q2E}md@>mqkbg8hMgDhGeG3bp+Z(x z9hXIEOoECIS}#hLy@aMXE_bsg7!7;P*-MGyUC{ss|Cm8{0XaH#^`Mt@>-o2JVN3x5 zZEln-ETSY9PMsYU#Z}4&)gA7xjvCsgS}lyfawi-bc?$#}d0rp%Yy7hlGM*Ie#ZJ9% z{-jLY`Kvfu{NS8fL~j%KdN9rDNh$1VkH1{;drY8OlsoMsakZTlx$w5a9KWl+O~zz0 zZ#K-qGJgjUbx+SrEMR{ibx4~IKLs5tgZ8Y=hGHrfK2m*LWx=aB2sm;7s#?jW0KPQF z5|us*hV$?2>BZu&D4N&*ndqa|!uz{7*oD0EkAACBn#-cF&tC4-(*2IesmvEPYOO46 zJ$F{>4b;Nx@>eAw@pS?Uug`q{$Jc+o=u@9?Q;3(iUmoz7mjF_WGoG@LY0tZw|9z-% zmfuu-*Oq=~ub;h(tP|6eKn;d2gH&$}IYz&`_1d<{{A@@N9dz~@`;{SkV6fcJbV*eI z%qz%&iV^yi9riveccv0)G!Mhs2EP^NFa@!f^~S*<+t8$W0MeCwkH)ZFh8+Gz>#Qvp zcJd(N(Qo$#1Oyon@SpVrMmLn5@9rDPZ=O$y@Gb%&3Y~Q1IaZcU`a_))B|$^vP{U+i z4eL8_Egbp5jC}Bx5R_A5-wZJ^DZ9 Fe*tXGY-9ic literal 0 HcmV?d00001 diff --git a/translated_images/km/triplet.4b9b332587593298.webp b/translated_images/km/triplet.4b9b332587593298.webp new file mode 100644 index 0000000000000000000000000000000000000000..97bcfa63cd0eb462e904c8a9a36ac5806f4f4a6f GIT binary patch literal 69152 zcmc$`bzD{1_dk3o3F+<*0qO3LmhKcJq`SMMB?P3UyOHkh?i8ev?uPq-PLIya=llHe zx#h73L01zbc zNYd_5{h(upsEm%g3vOY>)x`c_K>7R<@{qJji%BWx|waCI*}DirN|du zlMgMG6P(^J^FAPJiqoKLiqT-ygw7FKp`EoGfMUqigBPcrLu(4|q1O1!Q6EOt_FvLh z$BFNuv%lKIVAr%qtZ8oP%@1mEJ*jkVXmLoPWp2)0S|U1}Gs<&;ZitS_Pi(QyPiYBg z#3%>@70pWqt*6n_f(Vmyhk%#+2oWaRNXE`ziBX{f33aM03T3Ap0ClR=4aKaqX%uNFT1>>WoRj<9v2W6H~QUHf(tQw2w2pBg(|2u7Ch{yrlR%Ce+t)11_Nz7I%@GXi<;DGzc+>2<>wPXI1-t(|az#c`qx zoyS9rTVswRGEwQcf4Alm?~>#CE-Zv26S%?$yt`QP1fHb;?{5y8f!B2RCl6omF0_GH z4`1(ZO8$P!@Z_ff9e|f? zPWRbUT-G|>Urtsp5_lv(p#1i-6Id9o(UAfGcy+6Jew{p79x4kzo4&sRd$>9=&o_x7 zy>~8CzZHSYMH;ZeM=RF>^g#a*ay{+SxI`VMW%KNQ-1D9eFu#{3_3-(Ha>$zO?S(?A z7<{LvRe{nGU-4GWutHS(BrRvhXz;@|QS@`#`wN9!&55Y?nNHwL<>Rn%Ppop`Nz?bZ z!N5~(&gb#x`Mm-tK(G+_qvoa(a>%{()g4(R;A-$WEe9&_YqQ%kjI%YXy?A@G$QMT` zKvN6tboAb|OPPmDDpT8yF=X4X0v@K?^vt8IRxz=unG^1w&iOW!@9v_nYMy32JsG$7 zk@gIuM|xF;Ss#WY|QIUan_{NpHItzyp2Hq0SBbAR# zBIwo{$UTs-JV*AhBt0rozU22Rp5{xczY$(+bl^zyC=c(-H$^#!cLUC zI1-a>ItIgx_iWyf1Sqq6Sj`>42_a&NdryYbxz z@Otv`Jr2K{Hefw!-ZYJR0H@dFm4m0zRmo=bBT`d<)vpntiMT#K;FKVrx@={eB+Hz$;^l)#ufu`QS3GY< zA9=Y-Qf{8bBX)bfTJU|NWMu~e$r?Fl=57?Tzc1Q#IM@Tdy(Qmv{sVBEN7WwXt57BW z@GRSj{7V8Ay8-z};8}hNz9dkci1KyUm5*vSDqFdVc$nVb=y3^b3cpF=Cc^w1)hYL` z21U}`-^9`M2!Fbw81GlV>5AH-1l)>8HBwgnILmd(`15jq8#x*H>F?@*b29%@8!#_o z{~f@=m)fQ3{+>J>@4hRx=z<}Ls$RhmwADufgeHjZW0NHcF?l#1G?$N3!2{3<)Yv{aTICY4-MK}FtOu;A9xR1Jm+z*7^@cxhGW3@-r&=(h z*=18%McvNb8@C()AcA0H7&Xz3?a(>{rG)x)t(J^ z3|#k>w0jVz)&tjlC-b*XI%ki><#yG3xXuqoG=A|;@%@}k9lnELUNK+3?yVlf3N^&5 zjbBO&2WWZ5s$IV{m{5eDF{e3La`zO$zpQqkOtv4ag`Rbu`RP6(;=f;pHMGvgpX&L1eS|g z>ayk`V6*6r8W6#*@SQE@*(3bF{^GYiIAXvDU;h(UN=b z#%~-iny&~xH@othn3c?WRs#co_IHUF8XFWho_oLu{I09vYl4duTRyPl7gw7%2>VOh zo`$>@o}NIKJK#d|j?CFo3Xq>KtN9q%4y?J0x~{yBx|===w{Bi)-UH49A?`E2Ae* zSPIm?Ke^Yt;k!>U0HRz??>5f^^_rW2GeCu7>U)Y{KCb(c`<&~N&z=szcka43&1VOP zOMA`jz%yX%QS24LQA*i^Cw~Y`I?p+wTLDga2HqB4LEOq*5nPn)Yp;4vc>3Rcx-h)q z`J7hc*#Ruse!43&!8Z!@1M&eyZ-)1^%ZJZBmw|o2r3=xM=A)E7zNY&FXsgx;5Y|@Cz^)s0YlrI{*SJn>T?wz-XW_ zu=-9L2)t`1_M`z)0u67gZxHSYwmlyndiV5R=1$?R`BLU2<>rBXAn@d3cn{%%0H|Gu zvAcN}K4f*&E33FMZAt01u^ih&B|Q;uDw@Y~QcT2{IXzVKwl7MXa|MM;%55i5^8fj1 zwgRrRgbxtX<_^bk@D^BZJ~^!Q&XSO9uuTFAiCPU=S0Bg*+vy_yz>ckHb##lZRsR|q zN9BB<4o8i_F-+3j-a0+*0^`+R9`q7S($CtY#`wD+{yH-A#O-e*exEuUEYV+^FmJGU zQ32#fBv^Zvzbf$m5z&t$IW{i;fv$g>Wd-=AQ3dWt96gS-9X$L`-2Zr%&ig@^V(g#D z4RbT`5i$>wl93A)&J8GsIwwr3KT&p5FOg81rL4sxU%?+BnenkX7*snlX{1!q$2c^E z$w(WsAlhx?38bLColHS582jKLVIeAB^T*-hJmAeFb>F9bZcX>=0{>mg!`Q#@ZL#)l z<8^+E9g-v@)+Kkhc2D9_#XHtR^eMu~uNpX#I^P70=xL*+L?-Dyz5TGth1m-g(*+9% z%R_|NwMTlj`pJ{)USKZ{A_zHn-Bh2%E+yqus`7k?O9yT4Bb(8s%sndTKU>EH8Ma@* zXU^~7zjWNOf9FfY0_e9!pPIhDQE5atP`TX? zQsnS}YI+ytm(B`ieQPNgU6DlLx@M|j42k}l;#IrlTEodM;5_6}q{eQujA>~aLxrgcLSph&d(i{*b91ehtHI|ZUgM9ItA*fTp2Wvz;w~I<>DVg z0HZ@TWL4AqBic`gcHrz!>W@}jTP5ddoh9LywDM3t$7VFmkd_c0c$hRyAZI|O7$e_D zT8@3nKD`fmDbK-S-A}{srJQ3T%$oTfN*Wo zQn2d#L>w^Ze9FXa!1r!s(IR-OHUZ`#*hu3G_4K_Th;C*Y1Ait<5&yKUIbxkgsqnav zVY0{TvH)_I=3!EKw(X*D>icDNNLy*8tVt|I1A%1uXt7YXOwzI_^)=5`U;2{`c^$Ah}5@a5fi z7JTW~`jKRCc$H~KNDkpF-qN7wGijfO*jl)n;H!#dO!{*gjL*GO!ehZ&j7KIQI@3$b z(C4V&d9b>PFesy)FM4CQU*wc;LH41q>N<9F%=Ny&A^=8-yiNP2j4SqMA9efRxBjEa zS^-LZ*X;}G;zw0j(^1>bLL$h0m9^|?y@Ye2@O4ELaInMnm@#CRAW7*I$oF0cfXrBU z$L$TP)F+-Z$zRyfD7s78sOeq}KO2fD-tXT8%fW$d&uTLJ6p;Bj13Wbmu_hoj z;3rqzBQiBF45yOR%feJfcAkBVjwD>7e&+uoCRD`nJPB@qbE=`N$-f*a;?sLbMr}z9 zHz*mL9?aEo?G64_F|XHW21#yD zhdA~2$AIAFws@8m#F7$oS`YM*nT3Qzlmp|+TOE*dfS@VnVIyyJ*$r2pK9#&6W&zc=R=mKwBf+?DpqS2J{z%6 zcqQywV7a)c@Mro&@q1T&UYZZ`U8Q)0>H8!y$%pum%&rYvPzIq%65$ArFBoU|U5ccM zG7l%H6<9*}HTe*Tr6BHC%6euEj7|*vKw3Z7Sr&W;V|q98$xl5Cv!je(90AYl9q4bS zFqFj(j#5SM&=0CW>8nIN85>FF0^O+|$~MtVH#>RumA6{xyPxu` ztfS%YuFS8-oZINXIzPXT_~TBK8JhjM<(=x4*Zld!e|*djJ)-|;Nq_N5|LTnWlN%=q ziE+d7XyCv3vws_@$5r+OZLQ>^HS`DaCi@O@#e}PA#CUnrO-(@q@gJXNj%9qQ8FK<* zpcIY%MA>zUjV({@Ky_g;%dk<;*5yO;S?J*QA5Oc|mZ?#z-1cDC56xlzFZ29h`i)gI z>X!sm%Rg3s4;&7Lnq*VOUQRN7|1_!)qbvQeh@E2*;WE>VFUEP z5pLYy(BLV+gIP?3O%QtA4i=Ced^ob1$ z3+MkF4Bve5e~))C=TuZ9pVmeZ{LQeo3AVr-aGyN`(K4d6{l7<2zi=2Ij0s0_ITc;^ zcQ4GEU6)zi;)>Mv1vb>jkayVkQc<{vP= zlIJ|_yjf&_Ngcrf{x1aoBy9U7Zsv)g0&%VP|2_2oqpF;VMs>M%8$(_aNy7W7jr&O$ z{wIM}hB(Dl)9e2vgftd9EIt`l-#Jtvw1N85xc?1&rd;BUu$lWm+ZpqTM58%KuOd5E z>|g#vkp6FZ0>onr?AOK7Ha}s;0_jc@t%q{!i$f?o=eNMvP>Y3{X9p*7qVS^7!cx9` zv8=XHV%Vi?hwU=k5$H5!f!clEK zhS!GyJiS#Luz?&u-dew8R4BF{#2S1WLxGa7_L#U?VYIP)rOFH{*SmO9^%Ae9#^4PR zlEJ07pkQux*H`WAmQ^pTFKl6H{ytwUJiI^BPoRW?96moO(n6Y5Yog^wPP*G7_ZplG zgOp#8io>_Xd@~dHLcutOGW@OcJuA7ZVJ>CK&OA-(nG~5#4I8lnYobaF-+d#6?3Yph z@eDjrNK;V9YMv*RHCAdN!VsK0C~;rl>Jc+GkVIOIaM8&EFQw>bHEWGfo6xEZuEaL< z{QU5&sutDD@LCJMB3C6#!UTh&4EH9?S0PWny=yq$^1FA zzP8;ckgip`{JCx-U#fY#To{eNreNB|m zcp8^4fZI6NdI4#Z-^>zecr2Z%=0v@sSa>yVrDsTShSU!9!V&JLDYS>(88EVkZB1l7 zir@6H?IHE&l*c^Q6)*o+uE-GN~RMuNX1l_gr=UpD7orTyj{nU!4~`W3D!M$m_apvhsiLxKa(w>aFeWA{u=~C!m&PlM^Ky5A;lLjo0cCFIYMp0F?y?Y)Y z78+NkLTG^BSoZ(0ln@sApLD7?_3OQ zs`}buBg^I`G(XAK!D>Pl@cGrm7FeEjzw|p5O(cpwg-v1`3GJF@$pvmK`65WfwZZ7DHs|wy>a+KrUVAN28S2@*byE~J0Fk9ei5n#ez2|5L2hkm1 zkc-R@No9rn3Nr0o)_b)$-j}>iWiF0=^WN_k#ZErdQ|z)@%zBKRgK!bkdQWSbQ%)K{ z)_#pI1iOd$d2&_~5|idj>z?2Gm}-)Ap8i8R_mfQJAkmjuO9CR^JVCq8JN*Dqs3}Cb z9ByM!MSf&?JJ`sF=fo3%cGBKp!*mHreJYdpVM6Q=~)S8=3lN z5BkqRSIFxG$Rysk)uTC(nv7SV&r$dx2J%>z_8$ubo;40IQCjzEGgJb%-wFhzLKq4n zRv&r($;zF&un&HDPXO~ay>%3%B-)yXd%!xK^9lRl!!fX_v*mlO&3$N*p*?ku{&=i} zi%s{=d3nG~{3YH0XMcefY!p3QBShOdVLU|5`rApHjCkL0WjA zc#uiG72a1Fca?+Tn$k0L8UK3Jq_(_#Qo>|Z>>Y7A%1^DX@-IP)#F2R=$$ZQ;wQ$yQ zNc_smpxrH#m8dpirk~uK?g-ADMG+HSB=Ux~31TzhTuX+{HbMU?z44!)Xty)IoX@@p?A*8=KxxaXJx_ZsAdL#u4ByGAj?Mh zT}fBfJ4-A-6%3PAj6ql?&DS{DbNJ#Dt^BzlPw?ygR6VG|tvG_@pboS4zj;vlPj(Uw}#@w5=k|VyfM9+S+5wB@5wHt7h{IxlGm|u;Wt4Mc9 zatkY=lSjYq7Wv%;-^%%nY&u7M230&G!vc)(yl*t!GJaB+$E&2ExLWlHz8&S$eq{(;bdwIzg7u#!+{Pr z8A1!{+aPu`EJVKSZ=S-OKNAbYd5_?-c2%n@<7rx1_j73f=ITPf!lu!H~tLi zU(-r%H6C(I>p3EG@2#oIOsoq*-%~5mn{_In)|t$|A*cCs&C9$NYFt$_6MBU(*FGa; zwtnV0CK3RJhY+!HAz?!p14N$^p%h6-Qk2Sf7%Hk@R9MGR>#8QQwPJ#Po_qj7E!~1C z(g))u19CTJU|uv6oV>5bhw;1YXFALg89`w8l_o2bR^vY`?fo7#JlEuV7JodRVJ=ql zLGwq!+xM~~=yS}lVNeVPaDt(jw|xUS0Nv?Dg*dq*|h`F{eF4od)Zasp&E;^ zB0AXtfZP0g65_YY?VsfN_WztP&@|2*n3NfE62eXo%IBnJH}C@#%%J&F|B&@L%U~=5tQ_KcrkbW=$S*E61t-2L9hEMsFDLvw?AhflO9CqWw)aKgQ{A z7GamvU6XI3axCn{KMDBH4^dCem>%EIoi`CqIiCpnYd648065p#fL>vei}jDe=HEI9 z%m*X3#(k~H+vm?|47&Ogh5nil62`JC&~19&EIJFVIGEP?IBmB z-E;7t_Uf;jq`Y@!h(gs84{7J?!neBi53&M(YLPHX7>n_jcl=ik_&W$5`zt^_0*uB3 zOT=}pIU`IZCbs|4fBUwfEkMAPjhg=_5IpV~RCNiDrW9ts8nnIRN(-ld?WGV(*>WY7 zo-QIChqKFw`0vR6-ZX-KS%htk%S1}p!ae+NVt+{G*~zB*P>cVu$L3F(`nMhMm!=e? zqR^5jfA4Ym3#!A=rvp{~)CBXF8-Cmj^UP0@hlTb1ow&m4`PxqtL%%`*MI*w8vc_hQ zZIM4d`>N+OYk`}T10ORm<8NgatjgECH-G5; z`JHW<@cv~Kz8@84ep0Xb-%s0YZ0{ytePfwjf!IzIE9bZ4Ex2SGDEap=!mtu=LH$SF zGiK3wr^f$>!|2%dd*vdTiSqAVMo8I$HI+Z`J7!lY{=NB05|VY{ZR|HN?i-(X=69}s zIEB+I2y~?n*M;tHW-;u{Kh4sLOne_uPx*}6Kjz81-`cKz7yUy%x|)dWdk==4nn)Fl z!a7}all;}ozr2B=|EjN2l8(N2ToHh@OTrpHDyS~o(wtcYCF!U$Df@=ravd5NG1`zy zRQ*oZW-YmP7&IOcGtP?Mg6OK$VC{His~@UKb~StAZ?&3*!$r9C*Z*)Bs84*)fX_!n zep}JTLEf24tu=kIMFe;@={w122=tH{E43be4y_5i1*H%qT>;%%q%VXp*D5nO6L@`6 zOl9wIcF-obGQiNKKO#zC*s|4xx~6>g;{Jr3?VAwQ?VwvG$^4cJ#ZJ&hg+tKgB&Ncf zDu8}l|JJSp*_O!~D|3l6HSdLB(+>@w%#hRfB^^Wu;nUwNX14`NDUR)^yD0`c;sK|N zAP5wm*VM1Ke7(I8wUpjnn6U5)B9;X5U3iM_FX6$Q$oHy97HrS=>J^pTTS&G-dcO+x z%_nk%il|7Dft1HkpivA@7Af7_uBpJr?rKuK<=<$bBR(CNB&)bdT-K9_*S^8N4IU`$ zKu_v`xKsxvssP!u4(xrE(tgPw7tf(+m9v`TnOPqH}SRC!EffV8hfj)8q z%H(ki2Fd6NZsP|YiIF|@70Folu%&b;5Rrh_3ncf^83_H9fUl&x$FADg4RX(qO2t}ZW-5lOML#a)Emx11>0sv5K!>u&cLI5wV?xOBQb zMWC|1nJOI<1^;*_9hQYy@|NPwYi}Hp+^jM3{!AtMTk{&0?&n#7&;d1pUd+HFs8g); ztvlNG&jD3*F&0*OOgr)e?4k2<-bnZG%!A_W404A#*s{aK0+@z-Ek2Phfx6!pLcXPU z=vxWJnEPdQ^jU?7Gd)gbRcWyn?vgcLA7R0?_-!L&%$C@NG1&nW*C|BF7!3-e!S)J# z6VsY%E@XLC1EzV+J1FNp{j3%r3@du-t*-u5Sl*4ZC>txiLHy5yt*77CpzzBN(>qq5 zwuQchqKy?>`az6u8X?_O6Z(rhq6)C&aK)y>$ERvl&b1mf<5w;4pmbQV>jx~BN5L}6 zec+@-{7?~dWID{@rKq!Ula>K! zJo|D~8I{i3qNf;*nfHP&-uvn!k7FT-Uy|dU>T8$;WZM%7#<(28_4mNg)!fbV$kBJN zK(ej~-$Jc*b!zX1JrVjPvS3#r`sPkK<%uBTPAFflRG>t77;mLrKK<5D5xpQ#SHgK? zUut{Hc){{B~6#x1i$wBKXuHdoY z>CWuhTS)JF(*Ck}-(~rtrp|Kg-qJJ7gmo1R&g}ZN=R`e7IHdlV*6SfxKfsUAUvdEs z$FUoVu|F&{w(){}??d(WCBltK$M1KnRzO$zP*v3Pm2%_!HGT(5tl{$3?;R>HW-Yl8 zVRgX|O1^uKsH$z>`(PJS2#Bk=iXL)-|3kB|cyQWDWzL@?pkJ-HU#$G^Y_QAyEW#`A zlK$>Mi3~x_rU(6x?a8m^eq@jxj^y1t|4U&#-0LUa%#V5@e({E<24wL}|NoQ$|Gj7k z*b7oL(c!4_0^AewwK03S@?8t_6J|$Q9fJDBM$H^2W-+Q0T=Shi@mLyv-Q`Pd0?5`ILK{(p4>7u<19BPP-(jQIq1+5HTs z&QW=)OHy3sPCrrE>fx_FlAXZxAOC>m_aABruV24}^8fM){PNdR)DNdX-Ajm(y*g^h zT>{lQp0A)=KV|nz5*#8jL@fW86K@K9tvqTcK7#8rV!`^qAd2YuA3i_}c1OzD1xEOK z0RT^tsw%a$zzgDuRyD%aJlu}h+17cKWi0u)A<2lcVW%(LV3*yb9DE0N2vr)e&z2KGs+`#}L`c_u7snG7o0}>B5yo+Gs ziz}JtY5a^yE{$^2qkWFb3vMG62VVq{g%1tLI(tcK6KK@e-gBTRQEWr*)*^*}*uKbd zasD_JOf~{Yb7U-uj>uv=#aC~%H$SROb;Q;8YA?jg^O|5O0QDMU{u(sK?ZnWSN>PvX$t63ku5=60j@+st^s_aYbRW)FH2Tdhz4;WL zs=JkAEMXUgu)-!VA^x5T)`2N5&s3z&gg{LKX=fEc*~j;|sgOFhl-Bk!0tq5oB3G=p zL(Fek4cLOyUfT`RfagZU2Bc}3y@OWePYd~Ih)LumrtYl3Na@^iTh`!v^u+Z1WA*#J z5RxPkal0CpN@xK>8mt^JPWlz|*#!lCX-`BJF9M#7)PQ|RmBg~E`?sE;tKpGXvT|lt zK4KE$^tGz0W9jh(ORt-?F~U}g#P>jTHq2!T#NI8RU|{aNc{2m1*f(UWp7Ad6Nw{$0 zcvsikDT2$x&r3r15_P(iLEzAO9X`N=s$d8_(QBh({A>c`MS{w+xM5g zj^Or&(pud71PPhTr0ZpXePpVJ3oa|n*L})QG!j&v&OD%esV-85tIqsIL@0$X)hGGG zwN+i~#y*&N@kM6aJ#gla!q3KDnGCACL}A|AgeXn=BnA@8R}~01`C-mHeLxNyopKY9 z>s4nZG9isl#;9n{I@!RUcKOQ#!D3@BpXZ`5BKN5a#p6`*SJ*?vSF^H&9LLNW<(tI= zuS>tO5JyidbhwjhU*@(!1r}r4NDWlpsOKiHSXYt`$fD?zeoDl^u7*oh1UuoOKxyH? zmQ9zr(Re?IYtnsa&8Tm}UW34=)kaRjy;w%>BTnX9iGs+PpddIIc{UX)K|#zN89SAIC>`4|CSATLSh;FZl*C6#hYRJp&Q)h;%(cyr0pfvOvGZ#{g*6ptwlA8t z$*`Khmvfgh38viZ{(~rh?D-e(O(R|$zSSTk&8}4Pi{n{SlncwKfjJWw@d3?6TIQ9i z#9S+mm4MS}4pX%>>?=Xv!N00tM9+sb(wo||6wqE+beBvF^T<=D803iWQ^s}wN}}CW zypMo?PX}(Y-%wL=Ac~^q;z<4a3kj`p_VYoyr%7`YRq~vs9CO2)4HrDMZ(f?{5b?XW z3GhMmeeRl2Zd1LH&9mMlT4+0srz@0rb$6b6@pa%OeJ{{WnP^kttyv|m!pAa#e%l_^ zb3Tr6Vw8%L75=5#8+80D~#DFr-2i28F1O&y-ouWM;OojptV zETgc6`u|7M=OPxw|B)a{cD2!aWeuT-l z&vGfV1{#j0^WD!*Kd-T%tq0bvXgNm-sJq56Ik5xU4P}C!StW?ZD7F=V5;jR+!t27Y z7uhlP?_RSszOwPi)+kuhRZL9%g7p_%BzE3Qwk>KTmEmmYt-HU+NJMWbOFxJ?rB2xT|yb`xxQD zb@0qI{h+@qV`~+8jK+MoZmHf^3bA~q>jvQ_p;N%MoXU-oF#u9z0tzQa7T?Tcw*@Ui zRfs~UXG=%FDJ_NvrV*Czpmv4wvQ}4}%IA#Tcx&mYrbVT=N)nj-?LN;8F=RGxlB8d7 z#|N-pq26|dtQSH;Lr3Q${!OEjjqlY+ZR}a^W|3J>+o<@RX|kn7X8TTZHzPNSt%@|B>}*2=Rq1EKNYe43hNi7jo`!N0Bk z-qi+MY}#uQq{~G3IuaDS1tyx(4K0?BxmrutekfcEFaJ%^d7sh1*a^Y&{%SX`r+Jbu zcfh2Go(s6;J{zvy>knjMH3te@IWXWgJ4h9HF;S~h3c%~s2QPcsh*X2WJIWF6?8iY= z>M!kNV!KQzjmaU-3-@4iPVbW^Kqm_7fJJ8R~d z$D<*9GcZo(-9@EGxEIJxHSo&RVgxg_X$XyCLh#IQss%D zAuBzL^~rBN*2fD_#5cD*b(<@7VB^z(dH6Dv6;g=9v#S5>xDyac4P#)x9*UO&tT@TD*i?IOYw5Xe_?C3as zJu5(v+lCJc%+xONUBSoh(XrQg&F{xo6cmn_?#}V)&Y}&%*93Lj^8-Y;^54489tzMQ zz)FG6?u&%gz7h96Hf%B8Xl@r6W6?Dmcss>PbJcAb)wcQMs61cMFU+(LW@M6Ew(EJx zb1>#pb+T;lM&bc;&s%P`5sG!O6x1_22wFD1Ebcz;_i|DtqIEa!tqBuJ!kd%`7Lh`S zJgbveXB-e;>Ib+}L=zPn7DUi!Wh}Z(Sa7Eug{fKMDNw%ph7HejsO*8MbP^K`u6*XVckxm18Y^CX@g9h298CKOp z%*R<`Ht@@r?qA;@qppjE?+896gske*Ecb+QswJ__%{&Wp+>n|K$gb0JopA>4kj~N@ zpCn5K)f0bGd`dY8EVG+TH>pVWCiI$^YjOonE6dqCRR$&oguG6sCJsh8{V)bGzv*Al z!#@~D35DaXK8D|Z*A~pJHMg~XbQ}t8&u1Rm$t#qQ)BQqP3xpaP1mQlkE%t`S&J>MT zce$6+5-E{mkj65(nC^*7V-E|F?qat(oDP&6>rTdy&Hz)6u&A@mt7~IIc~_E+3TTUM z)RP`nKWeh}!K3A^iT9CV72#C!X@1iHt<#0un>s&f zoy-?G9ZAa+aN#MSeWhDzm^;L=YIG>h zG&?{s^;9jEKXYS?fZCTV=T$WfsIj;_X#VR;FupoY#Y|#c3nsTcpC|7k+u+RgEwM~WGF-=@%1#2DgL5SYCRgCB1$)8sZcKqF@yXa~7aeiN=28q>t`QT;M-!f? zOeHPX1EOFFg2r_=P?+Qf2F&`P!u=5En^rwp=J1$(D&kOd;~?4E?hxKzr?B`by~F$L zgTC#^6B|S@_fD)iiRMG<;WU8NJpW~cSF{O30ha>!dA|ysL4ci^@q0{pd%Pw=7CEx< zJ$U5%P;c(FsO2uycglgb3*|VM7K#BME#%N`wWF;eIU-=<=@5bh4!sWrIJRJ7%&9BV zk%ur9h&>=@Kuyo?PEqhvGQrrb;+%;D!*?$D)tK4^brl=58wH`(H;N3Td9uxPn=<39 zwLhRemygEv>qKqyC&rAxC(M@}t}#j)@r4vdG9t3H1i=Am_81%%BurhME;>@=tC9o2| z?^8oG4wpWc2-VU z?GwgZ`e5}iS@(!+7Uu2I0tJcl(>?E!vxlso=?bi$I9=To2P0M*7e7LsDx9nuK zxk$3x-J-DVPb8bz(>>CY;EC8b>c9&DXlW<&DY4=^&>px9+7E%TAloC z#h@S$iGv|ckH9}s6XvLWpI%;>oLw|emhM2?t}e-^cAyUqJM4<>nruSNodl8v#{M2FYXi-Lr=-K!`E|iXW>69vw<<9c;iHek2IU&9~+3mhFnXoC7e-f%DN6|EZ@h<<_CP zOIl7{-m{zoowx*pVh2!W={8oS+qxNYhgyUYprhENp5-M#`_@?%+4>n0HMe_q3Ty0j zch(fECeiBdK`jrSdk`94@tb*1uTAHH#=;ivf zvD6J{#8)U30k;D!De+cMTfa^*izaqt&NsJ_REN%E*i|UrLLpT&DWb_8^d?hQKE*1KWYVI?spK?b z^X_9J_M??4=4iO$M_8o-0FZ5}<`g`Py*Z`jZ8+XK1aO3zg0%M4p}wsRNW3$P!rWGe??(>D^I4-WTGW? z2n~VPwX!jX9kqXSR(FdVTEhI1U2v*Btc2Fdb3^BbzR^&}Ul9lBg=Y~TtY>VlFGVCg zQuf>es}@HhK_y_V5Nl6V_+t~wOB0z-t!v=;tE!t;%uP6yjmFbA=9!_ZcCS!PFwrzG ztAwBIm|&M%af1|`t9$Ka_xX1XNPKE!I3<1pq6%BT%@0@5_u{1%p8mZ3I|Rs;*c>Ub zuNXmegGYLpmO|+{viwBD0W?j;>R-zBo!+LeMqX^>syT6w@|>=2%HQ!y8=#dyj*!KV z@A`4Rmg=IbfmSTnZ#isTg^yP2l3o@e|70o`MuoeRE*1t-DX@kQ3&}i7dcT2=+55a{!uIh)=_ea_ysTr-2y3Bs(qI9^DL!5gymG!{jK-C&#SkwRC; zQ>9ga&Jp=|UXm~V1lwu;VAZgo(p*JF0NZ^F8*XtTkeE*gl^?nr$2f}#G;o7wXYQiQ z=3TR^I?4IsQ7F9nusrXg3fZQo&5o-JK61EvZU<>;n{Ix?mY_H!WRE7B-ikzlY;E(= zM~JW5pl$nJ>*-?3eS|K}HE4N?aY*&+aQp*xeuFh9OFr`%- z&X`X-&n@%N5*SlfWZg&v4GrcfU%4wYQNhO##A60%ql8PDNLMd%e+;@!+C|($2aaNV zvLx1E^@3chStTMz&yl@Je;rQCBXPt-UJ=6&@v;r-G zbr6;dc)0Q%`mvq}StU$e>EcjAY`$VGsD#5xM7Pxkb$Btd{x=@OZ!XT2Q|TNXZBL$^ zEV(Zj50f>RleV=%JOR~@7>z_t1=oG@Rrj3&t10etGAV~T4i0pitcIXJ3aJj=_p>j9aT(P)@IfS8efORnOEDxcvn5+TJeQ}^^!OPBua7i;a z3^{Jpy|c2+6TOV7x_O6-Euo0@3xs&ox0X3Yt8X~$47wJgknraDoynFEVuG(A)q;CT zEbVv9W|6^#3M-y%WRotfKR-&;_I1Zfo(`8sA%|Elx1g#(u4LF;hQ%JS)4ny+El{{E zbw;DWy_Zj#C9-EwN-EERz6OoR<6*KDD5`*O5KACa9T8~i=}e4oTOYmfy;^ly9qCbV zu%>nYLP`EbSEwkf&UeJl?xlhy94YZhIA$;%1I zHx+3nFGcNhL-Tf=oxUE|F9sfF%l5rWxh8@RSJA(#TtPLFNT%m(_FRG?#TnGXjJ3<2 zn518)tTzYPWAR%gIYox0D#q9*=+}-;*5ZXZo(z{dta2`Fl~af?>h*qEAP8_1fd>Yze>7lN{W81cUk8Ry!+qP}nwr$(C zZQJ&l`##?{HK_SD{Ue>OO4nYsJL#m7z4r1Sve@K1EJX!8#xvV=pO~j$b(;02^OgEy z8Wsk%xMln>hkGBbY#8x;gx19aXBlTb+X7cFvLc_i?#+atTMn!jgzXdKFa7tDtEdE-jh_*_*ZlX@k_-!UGqv4m9jJ&9kbCdwP*E8p=#T|L z3>Jb4pi-*gbN;mBfPhRF%a%XazhsN&nEHm+KUfF(wxQ?8QWjyCz7RwMLhjx3Uf1Gv zwmR8v?3r`0?X^*<2|@q{f}~JRL#G$eK3&CO-vs9du=~6=_a$bq>&l+jP$;KZvo^jvXI$^& z`tXo+*{7DcddRFtxd4{!=9f9}MU8Rp$St5{1JNR0O`yXRYuF-k%@7|PrRFkQ}ffljv4cetP?ivzi_p}{@e7pN|r zV`pK9Ee)B<;_yVLd~?9oDN-%A=@pAQld)6Y&cdWtw0Q&9oT-lWkT*G1tQVdw{x%}A zkW(ucH!6kaU?k-XfAabmv_%`>(dr`{HdBo_#%DZ@-*KyaKNqvjJS(Gil2xTj`;Ppn+!)%Z*2octg6P@ZgF?Z}krf190>oFZ zpN%v9(!AQ&f}1S*754(ainvHzW3<%QBf*r63r_SxzNsS(hZ0Y>DRxky@Zj-_hbfoj zl1=l)tH+^KH2m{@F&e zQGM-?L}mp3jP}~8emvXilPkLG!{W!Z_T*}k-X;s zSiA;|rNZ(BDBYW3QFwgf+n%*%QJV;H&v1=@V|9GH9_HZU(rKx2L`V>QH&=-)4FWn)nY* zBDLZ{DWYOs*5BSaCT)UXZX20277jQ{P1&6VpgL1aq}+*eff`m z4EXk<3e?pL6o610${>C+?%K}@02*-77LHKpUl&?hm7tWX!%q>+%ELv((D_ zcy+yZ3&4FeI`BUuU!=bL>gMR)9?5A#d8-`Jp5m5uaM_%4%JR5IR`1S-kp9Kd(Oib- zw-bwgpp+D9Bs^?`(qRMhDUgm z*hj%=6pe)tzwEIavW^Rmc+`EKz2qU!1Zvi@lPp;6 zW+&llbJ)=c1rjnY$Ddf5*sUZLL5zV`9*(3N@r$u4a;+ zefkL-6;MoCed!`%(*q4LPoS>x=ySzZ=e%Ujj?}|dx$72uj~=Hg338Yg`n0qL&doxO zS6vI5)e4D^`l}zH4^>&gJ1ociJO2O|ErMXNfqE_L)604Aje~$AJk8W2d6k^6;0bWKZj4&|e0M1}?|R9R zJ>LuFFbM3v!QLyRtTc5W2`oZ+Nj^=qZ+aT$Dy2G|m z$dKa{F?20)`ez*ov|%1qHz|Pr11+1^L}FBb(5}L*VHuMTKhX%}L&n)obKYLzFYFp6 z3}B1LTaYDU4oka`Bg}*zjBiZ`#mUbNX}L>sHxcI3RI~OQSW3&l`D^yjS)mMjytT-g znpj&H42@fRsao0_EPVL@+K_oEdcOx+)OsX580G4v;k+j274>_Y9_j)wdExvFY30;5 zNAyPO`PvvZre{(|oK37=;*sUOmLnVMEIP~@a)EZ=UBkeRg?`%cShoB8)AlYQsZ!yJ z!=Pz;#bsfYgx+o2(8dt#koxIB`(I4hbm$8~#HU;nk}ER@3}QX8Cb*8x*sR5-gs_Gv zvnW2d)5;uaS5FWY=*a{HcpPh-~>~MPtH}wML^Fhg=1Xa9~sjhqsw~n z8hZ&DhnWflVkrahswqHCb%fakn7 z{YZJJbS75r)#{jNMBR~?ho3hw+ZZf8D<6Cg0Z5H>3#1lZlfSsbp+Sbiu;K|FWX1%I zwQ!8L@m}~;S4mQEw`Dk-l;xFa1{LkQLMLtMJ0hFU?{&J zuoh*cMb7)fa(HWw1pKQ2t1ScU!GP55iF}qXEGgA-rK|T7W^3!H zFi3f7RZ#ITDh`C=sBf|FJ3#W=Dv<{sgJedGJw9|mI3ztxdX7MSe!Fb$C|?MFS5pXw zkY}To7aY3g-zW*>vqF_>b0K+7UO*DvhMUes)er?bKL@+1K}SD>HS7Tt!I_XnQ3yFv zdH5HF+$|NNkp4ocCKA=C3>3cyT7caZI&XrZCm-Gm@a( zYupm7gW~1)YQRhRFE&GwRj_Nh|5f>>*KUxn-l!KE5LBlJ$LHr48=?6GYeCU!3QE;< z!iKOAOHGVz5B->ze^lloErWqQKfD(LT0I9y*CEK5i9!DJPJWx=n55`%?ya3`!$pc%bwOyBgbuXZ(1l_VnCtUZDB zjjw6Pensut6cF>(;0K;lViR#vKj`%kdJn4LibAKIS_Lc4kOcMH`pY8^eugBqb?{4b z3y%~C1$+yUtK9vkz!*m5?%qd2tt6lRGy5We9Fq{3m^TO9LzKU6>aQy}?ia|3;J(ds z?$&gNAIhGz`-t--z8IIaS|LyMTpGq(GG5sfRRnK9U4fm+jsN&_r{<`+48|j^$lpG0zYfO!fQ=Qv98dRWCoxbwa}YgIS!HE-*!R!rPoKn=$ZLA1>R}27ZAqW8FMp^mijf%6F&+x>IU)YD z=D>i>*W#nGg}ypjdPa%C8d-)g=lQ^A+4Q#GJ@2L`cR(^KhpDoXJ$xuvaz_L+LM zDG>?BmN?{}v7Vx`>IrUav-CWL4mP81Qd7`h-G684K5sh35F64Rt!;bJ*hxPTm1q|S z2dK~eLKpru`)E;;Xit;t>jNQCfDT`xU%K_MTRwSK^9y1>KMEduOi9fk6E-6bLC{#L zUT?uj1uCD*uW}ovauAqSNiWPJ3Aw{_N9zW-ibx*=bCF8(yzdk(hZa%%-467WX+m*2 zOk_uCY_QVOlHj6@n@6~|RK2h!F`qK#=Q(wyZ*QyzA==0fSN^q-hd2_pvMwzBQd*5}$PH%@-ipG`=ijNZ?Ko#Iglq24jEClB;2II5) zm}b^)Ve{4zc4v+v~K+wty`6ntr#UoV~&+fJy=-?IF zU(%n+an zd4p1-RoTJ1AkH3D%s_++4k>*FSDQ}}rA@s{9VSw(^0=)hVjvxzI%N;A1jxN^FO%43$4d$4z{9L2Z<;l?a>t%viooQ{c!vXAym^wEoDc;mAixZ zmpU!W@@vY9&L=gBx9~H7Z1!JohDON+ek|UVo(TA$@xNqy6p!#k13Prl&qs|tgy`c;=>rn!)Btx9r*Vx(O z#fY`q`3tBm^Bl0iOaZpLsa4+;k6ZfrqA;ktxTI zZ>&iwU@E_7A}`tDMf=&b7Q`KF}nf zc!|nJ$+;$O_{QhsZ*ya{c{GJiP-Bl_Ky;6?>zAe=*h9ao1W3qZG4zMu6Yi^0$poVn zxGb?94m1c9ei?B1r~8CrXgJ`CDQy+#)pNur3Kcdsl1}NwT<3JCNQdX=6tKRf zmOaiZ`AykGehpjhy8aSHOu6IF!?0iqiah80<^*6zhXs9axY-JQc1Z6+C1VbuiyW*V zA8J1qvJ#K9F)<-Z3+FeNND3{N@&O$+;@BE-PuKVRY9^%gV95@|u9wOQu6#s2Ar74h z=^v+IyS&qNI#W%`_2^)7VAikmqvs!)ce7N<0qS$N7BWa890Ckmv=sd$^C{k{jb@tI z*G1yb>4XLS_B|lbq2;o-YxN(T42?oVfAB2m#T-{(66tq3_7)<^3pT&L(AqZ=VmEda zyFj=Ja;h?|iTaWVB%YA~W7a^9+*ZEX@1;2zZnrnt9K*sRJG=lkCDMEL5eZ(kP_mfIL8uay&)chNbO=~NwRG?J)MQJ{ z?}IS%J_%Au$KxyGtM<67yrs%)=k=uHR!7tZq477!9g!vUa1wkMP)p>WOaSzR4OdQw za}$<=_d#EfC1eBqTd3{MwNXcNy?>e(a@fa$I?2Po?n$Z^BU|i;0@a2cMihl60T~Es z`Gt5FS+T6Z)Ov{S?Cwx1{p^da%@m66@aJs|Cb=-_dljlW0h!^#wj@I`x^9z+(WgDj z)A6yf*V9^E#2#H*op?z$tGq};lK{qaZD~cVRrGKW%w&=HJ(_%JbAU9VLa$>|lM35e zm_BFFVi?Q$X}X_kYL@g04SuWiT)47OGb&5)i&}62MSR#&QoE<}B#`G} z1M*T^URI?mcq5EW9;5}fwO(yDg}}tpUDw%=7t2nuXGL$gw*K zALqpAZ}4Ix5cqa?%7jLw6T;b@v*=}|O>;hlE1wsu((rDX@U?LBgHt)8F zX=<6{?A){r?I;@U=Y9Hz=}(5pSH#+Z!1ovDWu%37Aq)-w*2+{*^a~fE{8_8otQ+*@ zy77`*K%hBk-EAz2kb3gg9!Qk_aRr}$6@f})Y2Tf9p}vR#LX{(w7r+vShr@!m zHZJwrdf#}N*o|4=aBpPIjmEv&OFg6S$N*;zjx`CuyqJFEUdnk zJn5)=07Vu|E(q>>NO+3@o6UghkYBrSSMyAOdS+rW)#of#iyGu}3EjC)*ON}1EJvfH zAcicqJ+ z6hcvm5$@v%bdBQ+9g+)e=SCEZgm21CF%Qzbla9xH+E&fBzR=%Gt+4fYHWec;2jbSD zVi!I`AAcC`Hdb>@PG6$Pp;E1uC4CXV6s? z1u&5A-ROunW{379On!a(4y4=&W?9U3#Ak!XZhwb%Z0W!pK_$OJEjp>@>?%uM zVn~B|pWO{aVMVynC|C>cOziQuwg2v*<;8b0j0Ca!JL^#7)?ji{@Xl0_uw>+zb$!cB%>S(?yK#~oXE&*E zew9=+4mvR6piafmew?gQb&Ofgy&86&PmhC;vz8^;qc&-S;F7(Ik*m6T3;dE@%z{$2 zc4Rl2`s#`GUU6~v2GpvZye|hiWA8nv$fk_atO%^_XmGrJ;BI;b@8y6$Wk$5!+cOw!3NShrz6YL74K`gRqv_1;-p36gS`x=XFF3xSFmVdo2`$} zSC9FydomfJ)~S&?7L!BK=OGrRxrCOk>DaOynptc&j_VGuN5XnCyy!A8wO04Ge}|z1 z4eh`y!DKTx2qLpRbs4uV-V`PyXBMEeniWcJ=BXikYZL_(0~cH=6K_b6)ZQJF*4dpS z1u<=lps54E(srrxg`f`)3md3l#p@bOidY;H13gBPknbLDP`SfqtV5`1+iXFt3>)Ep zP^4xVCq8`dP>^JbaUuV;8QETJiL=@msu1w^C?}AG%z(Au#3WdbzouL?mznd>B0xi1 zxD<tk8ZAOf|98+g0akx#RpprzEO`1WW=_oWL| zeb;v_i{iryZMWHS{3w55~0Pe((v+xkcR)8HW zJBw^=DHIv0><0+3&cJHlt%WH`O%%K*I0g=q*Q3hThWH*NTseXMBi5{39Uvyd*Z1s3 zhzu=p4dUC{WJ+Tm8r{B>$D!n^?QaLmwt7W>TbZ-63Pleif#k<@4QSSbO0ZYFlo8D` zCXANf12=z*<(1C~YLs7geW>rzRkNc02h~Lrel*^Keph7Rb%3p`PAB$P*2E)gmUt;E zKj%qEfYd*(7%jWk2aD{Uf+Qt=_W{s*tvwNBdTPR7FZ8)iH>85og&|X{++G1<&RVHph~SS~Z(z82=DMw^p&ZU^{)r zlPZVe9=LSR*}ek+v`7Fb`xXemJ}$Pgzx!8PKQjM6hyLF#+#aNk%+e~qXT0r^oT(hW zCN#kn1J5>Sk>b>zhSRkV4gquaIi^T&G!cu}b{^8)1WQ}Gw6^!@cRs~c$f9igs*)9! zS3Y$lypJuIDyx8-0a!I$^$$+b1gcedZNw-M)Sh4#jk=z3yXie7rS1EoZx~VOl?_yT zwV>cTb|wnsKV>NAfPjAvEL3#J|K(RC zz5lar&i}t_z}n`10MHbe>5AR-!9Ie;BdW0ngFJk=Z?Zcq2*@ae)jA&SMsI%}6yDU` zg?`vrq-@Gt{@=V^)U^XnmE>Y`4drc@XcCHecYbLPHZ(dr9U58H zU)l&X!UG4%rIZHQTs8FoHmf6cJ}tm|a&pTV$&h0>09_1o##LG0-VeBuTn~wluKfZl>b!%5I z|353%1a*8PLhNHo+Il#c@`SK4PqN-Nj@E4I02@t?eztZtXb4o7YbJkQs!!?(aEt7p zs`AoEp_eqcixZDW?a}>A(P+|gkhs1(#uo)t83n?{t^z(8rK6%kclLzIwFJy^)wTVzyt%*ZzMo(D`?H76xS` z;F1s^mu{zT?D5L4!N@8u4o3c`&j63#jGk&iDC+D9X52$%5Q@L616qc9vlWNECmYnn z!;&R`JX*Yow~4#0&I}x`^f6Jh7 z<0*p=07wCcJ-a@xK>2y=^>71l6V`rqC9-wlZ0X}qdqGoN3FG)UF|{ZDITe6mpH zPOoviFJ>l~o|lszS{*dwZ?4!hQrin2EdD1mr2&d^0B34i+|5@XV)7Yh|9K+w8!@ zCv7n<#;A;F1V2fWwiIM?o>TKg6}-!x)}oQjpsafzJQ(7top9x#c_cRa8x!ntFg_^* z-Uk4KnQhzyEpr~I?pKRR0EbPf+vYt>4@w88et!|3o|OJ-ReeIl;QJIULh2&M2so>Nb(YmZ7T|cYT*-9Oao!!&XVRrGBYq+>znGk<5Qu*J=*o3b%(>HjM=B zU* zRgWlGgNlDeAo$OknTnC$z!sc?h$j2_11_8_hx%kD0=NFvu=_sdzn3G^2`UbBuqNSx0P!)r_niV}Ky4J#l6KsJdq&Au^J=+- z-Iq{?U>JxYhyF7Kp|CauE+qFpkB9H<1(c54RQ6Pyw+-ivI@_Hi3~YG@U%o z6_>nhwd0(GL1S1xd;^z49=U}}Jy<>Y4=}ut3Cf#QSS66k>o|(ZAT$<6}b9nWr*TxAFXX_IL$oae{iQ4)A5G{CkFjX0oBX}DK z$Gz8iVI2t(2bK{&E|2)PFx(MT(~eY0*EnLViq7mMvT>s^Xs>=)mU86AF)p6>SQ5CK0uaEuQcnFi>0MiESvLKMss#j-Dlbk5HrMh@vH0E|34_ z5Qkh)hI`^oBoafNifP$~XO%drPbJxYJCQq|bupiBqW>>g0J=klhv`EYd}$eXJ-h|f zDJC%HhNgqJ3P|d3k|=f{IcU-@2Sa4x(&LNVqo-pFOB|4Q3#%^#iCWA26b3kBkhZ%Yc zH{kV%LQ(ezFz%v|6uQq8S`s__69g#$ZwX-XA+KQY5NolpeZAllAz+_Y-QP5MHHH2=m5F8!bsN9AS{*S z{x;Actd!*?8mSRh%VXI4SM}vWckyJ&Un|jlkJR4H?6yp$o?Y{mSiGTgr4hFp{&@){ z>3;m|L|q7g*+S)K{vJ!r5UwN=SCJM2S1fYsqfvFnu<)q@zN}GBGuSbI;Tj0F@h0mq ziJ}Hn3|!DbprW&p!pBGs>+&d)Zl{T{Waj|n>(|>ivGgk<3fqLUxXhdOa9_!yi*yX4 zAN_Azexov9Jvi8=bbMcnFJgu zHNnZ4)h`%(97tfq?RJ2B<=ZNR^hgBtKf)hQ6WOTH0#fY5^bb+XP{U28O`s@F9v_?z zg`AzjSO6nW2`Rk`fF}^L+w~X8=c~oTb(%%Ad@Ani;o#chAfe~USV*7RoCMCkz>O^d zK?fX&;O2UN(=+}&SH~nPH@O&;3Xir)=?{lWBQJ}mVA?}aA_@HE(?Fq$y@mQ4J5?Qj z2s>~xm5Mg=V^V3=O(ckGiab;1c)9=CvelS5vDF@)*@in*pdlwuNO8}VPyo!5{H99a zsM)5NpRNiBf6Q%0zB{oUsAS=BK4D<4jhCp)7ZpCsTBUX z3FS!No-rUfn;rzJ^M4IgH;%Q4fikHKW6xWnVhQ@A14xl6d14}yHnIi-t4_-wheNq` z%l#~yFB|vtFL3wPMTCTVZ@17}fIGKPpv(meWwWwz*2&ybymV=}hlr`*D}sY^*WD4+-aI&??RYczMqin8BAg!;ff=U^r8{>3UeMx_p~kNkr5FuJ3sjinn+XnLGU zhn*0J7=#<1yrI;D%-AZObYj7qtPllWrPd0$^nU5~w|JQ|3_+Klmw85}rIuw&h>Tfw zBGxfhi;EXhzKBnQQ(vmx+02fj2}t!V+8cAKq=y1K!#|W>uD?jCM-e^cstIK=K5i5fkJ|!i8AsiZ9h%CwGVP<@Tqe>Cf&B{R^vF zcyY}gIniVql(uT+8KoLxGvHVdQf$z>fVnKw`{L%T59sP0VPInNwOuQL5Oc6Z!Xy3& zY&*L2AnxE2Q!hy~^kr|YV@sz{ZT*vZ-D*O@^b@+ODGoymS4x^{Hr@{y%62mGmfm+e zE)V>L2WLU17bhJ;O9G*-jhDog2Gx^Ae9LZ27j!3(>g~e9n-?-)bwP>i>=<^TXk?sZ;w* z9twSoZEe9`a#MynVM@mb9F;l*r>W>(L$z{iJly0_xPUIbZ;x7841SbY@zC`Z zi*fRd?$azXD5cs@OwY;E8y<)pjm|C&?v{VPaA+3wOFmLkO-KYabFh0WXP<1W5C?wQ z3BkFKeIfs*@2CVmNt1>XJTA;S{;Iwo9;QR20`HGR8_A@0?`wCjktOuGW&t9}psytQ ziqgwZvX$Wx4p-s9S8T^pC6H%@kL-*oa)jqDMXW|41j7E)W)Nx56b2*=PeENOWQ;o5 z2tlJrR~9W&;yh`;+|Ouu4alnC**|lKAmNdYhQ!5?7BhSscZoPFEbl^IAAg{X$jcw_ z8jwo_JS$1X=TzbfK^6mALqm;T0-6)?!6NsFY_-O;`J7YUYWNo7Aw)YlR!lPgen3D_}<%0%O z&kq$hO(1sOQDSezI0zDgK&~roa9Ma~5$)@66yQPs zyVI$JeZs=6I9zmW%FS}1xKF!Nq_&==1L}J$XUyAntcy_9rdbo6WD&g7lb(;8QYyCS zYL}-lh$jS@um~VI+0M3yXN8L_+?V9FnGx)5i6$oLrT)t$Vmw?a0l4m4b=)E=fa|}H zt(U@OJ%FbECUT~JGC$%$7>s|xbij9Xbpb+*LTWP$Y?VufXyglfcMt{wP!5U1<-OWF zy(|Tl@NQO&oXL*FkdtpPOA$xtz!D0Meo5=EI7F~ukx|to>Sm{{rCSgQ{A%OI4;qsF zD4PHU(8^Ri44samVu?VI9eJph0Lp6a;Fo4@B=1}ejrhEpTtPF?UilF5u650c0|2z@ ze|cH{CP2Tm+GlZ3<%e=~Or>2b1!st5+YSdB#Suf!<9R%sf@f6Q%?U1x)WK=EE3w-1 z)`3MQ{&jzX<+aVzyFb7g&R8MDLkbi$!vB>oG@1f(EU_fH-7u-ZsKgLJchXxzJUElt;MOZg z^}kFz$GHc;mjKPO`LLyh5H8*U=DqClX^wxI@*>X}99l(|!VAN|z&``b^iBBAnhYT# zF;PbVhd)UfBMW_6T=2LU`dCXTXSrie5zUS}NE#>|NQw0e|4_`K@ zo|EqBq$1XB@v+BdJu$ytr*0{6aDsG&vm?>#$vmXefn2|26dGKEif!>zif7K8d8DXm zIObo9AgyQQz|?!PQBBImioo1-#%ad*B<59Ms<893a46TG*knlFf@pNZnw7h{_2Uu7 zah$RBMp9myEv-pSg}pq4x}Ze&zV*)w&4c>kF#O9$z4FMR)lHd7C+7)6kgJt=kn_^Qw>tQnucwr{M4U)Jj8for5k{?Z%m-VssSEoQ!woZldih6y_zsP`szup#q|WC~!i+ung|Y z?&M%=9_U~|7MBI$cPVO~=={65MpjcmM3In<>gFT$V3#Mp4kD*dEd|G?ED}*z=3Z~s z2wVr7<;r{reDz3MEtvIRvoss$q-MMfxh^8gBPWIm;1W?+%ciE}r1qUEE(?%lg=m1} zadWx{7!L)T?fOdaw#wBO`J%Zk{DHWsdw}RFzm= z1HV-SMU+-NRP$5af2529>C8j|oziXAa}D>ujuaH7rSm*rC|H{3qud#JN9iu6RLRP{ z!GrXjcacmqr$AJW=&*>AgdE@9I!6Gd&r451EqdJFD(M_gxs^Lp7TjuyNcd3{Qa;)& z8it@fXt9@96?H-B2``VJ2Ji>iVT3890~Y5(zE^nxB#~06zD@Oydg0o9ZtyA$ut}l_ zEVwGC4BIXG3cq)FwNnZIbF{nAV4=~Dl`{nvlUdk(n`W&5Y2*Z z9C4dBw+vKL@hj$Eb@6-~|!CNp2%_+HVAD%Hn*?nq5i_<7Ue|(v&v_A5cSJgp| z%2IxM4zj7_-6|_cyLan8lgQA_Wm}Whk)ydv66;hGxzT#w1;;p?ia9MAxTgBNdixFoihmRh z6QLZSR}}eCzTr3+OKf=BjwFrv9l4MD@z$3xu(aO__X{|UJ3U$`R>?cIof4K>$IiYA zoov9CWC)y$;heYEZSj%3S49~&&tqvTra4_ z4h6+$?LD7(4EyREihP1RF0V%-+U1P!HttYEL83yU7{qBsV5P7%Rgb}uc)BmfJ=`8F zz*5W?9ffXr*>wHa2_PhOE(ss%PLva z2`9gbKxAVGZ4F1#J=3D&;1J7EO}HQ8F?^7X)lL2yFYnV*XETk_3y$TP7k=O6;2R6> zQmHYHnRS;yn;jc+{VnKpM3xjham%w1xYY)zzJA_G1EvA>16R_ zl*a+c%FT0F!Ci5itP&as{?I5dXlzEA4~)!P$S<{=YFoQ+4vvYrb*fc;iWnZC1f&wo z6yYG{>Q%;{%U$w!BMyPT1~Cd8r{%1d7z98l)Ysfzw0#0nN2+a&u=mr;EyFS|<+EQ( zV=U-%_<+Ajq1D%nbHn;i@5nFwhF~8k&iHBsAU*YKyP5gJP0eZ8>vao!(2Dm zK(Cb?Rv57+6noJ6)`kL|Wp5?({2S`s2jt2%F5eGLE=CkBUxXxCPQnkV6S5*i1~UW* zcKzxTyjQGm-KSxCWTHxIl#FWjz#kV(8{bEf4F9ZDd+>#FOA+)=hb&0!Zh|pYvtQ{t z?u6m*Rw8inVFSrb_id`e14EX^VeURYCKa19#8rimBQ%ty5y_dmUno1$O3X*3i3yu%=;~zh+dJIFWw?QJU2Rt zOI>(y1Q=dZ6#Gc7Ve=r!rHKHwku3%wm%*2$8{qYPX)ER02Q%O*57sn__k+L@B>+PSz$B*x^mrt2V*pkA2W7mvxh2KaKQcXS8 zqo~sVeeso*B0(f808aYMBIax^v->{?d#51LnxI{?ZQHhOyL-27+ctLFwr$(CZQHib z{{A^Lb1^4k?pCa*%3M)VSXou?lgebxpeeK^PNAUfmuV+QI00rM`9+{K0Psi^U-}yV z@6N0>V$a|9sfhUag1+OnzcocbV@Y39i)x9CuW5Faz# zN){gd3_w%se+OL>a-Pi$H)y19bz=;-{L~Ih^QAwJ^QlwSR6UZUDGelwi&&};6l6hW zVGBt5?OrH7-TivGs5J`j$c6PqtGAjA??ht5q6)pvMJp+IweO8%939E!IZ8S|nFSud zI$;b_jGDD;=z|xtxK-*f8|-u>&Lg*a{c*&&^;sJPXdaImn>_5WHXxIA`<(&@Z`)j) zp(WM>N61&-2e)Xo9UCf+ZfBNQ%X8^NDMhE+qly4VfNs)Mf~71}rtOmiZf9A%{awWr zMav!wFkvnHH|(wn-A6m#NqS)PBvV-(CKXGI(c@Gx5*eUO)YDROKFkwheKFUgp(rZA zm>^J?)o9(5IF3_c5nAznV4~jUZ!tK>*74n(%=1O~W(Rhv2jwk0yHrXX23@T_XP7YcQYAx4 zw5}K45FJYSn>Yi-kCZsmv|foG(_yQ(W+$Ky5eXIrMUo3QbJIC#We91O2oWgI z7w3I~#w_k?lAINBBH#rcclq5a6eI(UH5jWTpvz9s_Qxe_z%;swya{?_ZoT%(x!T6< zB6C6&c9*|tp!O^(oZI>sb|{2vi8}T_F2d87tzC#>ToJq(uoV&+Lon5GOw3jWK=_=< z#ewb#z!F}$&=@i*u%QJjbX2+DkzWlu;RTDYA_2nM_W?cL6-U-HCtr6BOr&ZH+aWjt z`9#JGhU3|uF~4_S;Jx|$D{rjz==|C`yrss5E=q2D&IMhNUolK^J6Ch8LtJ3e4bYa$ zRIIwQ6p@&g?ogG9L<=P8yLZg?c1ijPzI)c94&!~bVt31Z*3uU@>dIEjD(hA83G!4~ z1XUFUwZ7ZxfM6t^oW_^Sq+t@x91MHZ4Fjtrr%_APj?pdq;{ZN(d^^0>Jqe7;bf?0kcj zjTDK|tl24kr*3)lhrOl&hj<#S0twZgoBYb_OL8rTiu%^&1Wkh3QdlWlXfR_8l%aS! zqyWI(S3QBThlQgh0}XpCZKo-x-o*?La7!#Mj+MabO)+4wEh3cLYK&a9rf`JMyIK_U^CC>II@TAhY3Slr<3F@5F2mfo3q=5%PUMGK9aKM{DOF+hoQ77|iEl zqEWB?Z{@F<)diuqnas2DpK_5wVyG?k3FXb&oa4OO()sJ^Art76!ARc#;iy;*f)@X$ zi66&$a>ocQcQ*GLKbp2g4`mq^4Y(0e%f?V*lfiKK^=#Z?i{Y@CMKO^ptno|yPN)H zSu~2nYgPGE&K7N{hkd>GXAbx|vFFWWVPdYTMA<`l4?K2#plfzB@yf`7b(>4Zf04ez z3=MHu%dnKk&0Sc>u6+!K#O3_Jo=U3sHdcEgzy#Ce&GPN% zha;ZT>Y-m^*}GJ}#GSu>;#k=p!q6T1C)8gA?`_;Bf?qQ(T8DbI#{(G_p0!|sXRvF4 z5WFiqQ_;e9O$MjU#Y5*BaM=;!&qEE1+mVk7i;62#(MRaMX}1s%tgAac`Q}Mw@h7>u zpu}|Dat|X0*(t9Za)K|BCUY?cqdXMGF3hN6%(1PvvcX4!LiX;MqS)J$6V0ug(q}EU z?`TWhXQ<#^EpHL+%;hOQ=!BUmt5r5}Gh#$a+TVN|Q6B>eU{_W zzUJ^RcTRTjA^HXqqyyngAy;M^@OK=lw_ggeLQl}+k6!&)#H>lj@iFslz_QaRy4K}i zKF1rl}kyTF~`uIRv2=m;elM0LKrmkx07 zWFGd_gny(=XNb%;0x8sp2Y4zzbB8UK=$pbHAc3wP4y)<7RBAekAOfANINVvKGB(p6 z_V=QG=farIx&Va+%l}HO@QUl-HPCfg{3nXRre?$Y1&<8z4T!=PT>0w6#DvY zz=Y)CQIsE60kauSkDAL(Q22>&w&b`y-E`2Tp3FO_Z5#UQEBQ;( zqlwN^=htO$6GW7mNhf4gTD>iz1%jPRFT0e3Z~p>Ml4h4X*?L9GdSZxwV=<7#(j@Bw zAIeo|@h+_xD`lZdA&Yofd(xdZlvB%XsnxldLWl};Qd6!cr zQ-DnIog+hEgC4}4tV_H^GBaW)$RB1hv69Ke1m486%%6m3I2}!nUZcT83=3Nk#EN!U zaNFH9%3mqbvWK+zlTGw~^tO$wL}^=74mF zf{T`kHgQ>-eFjSxK^471qP!TMneJBk`kv{tzYdL#tpUlA%B z)mM<}7#Zp_<(+uew#cfoB)GYaOJBf@HIKLZv?Z%mD&9b&Nx_}{-lO=FyD}LY-F;|y zI7EZ9{|?&A$7l#{2}hK>NEE?DU!8MKQ?){fTvea-4-Z#rDCR$e1RJ|ZN9CBZ#l2gJ z7wK|YL22K2_CR>*)2D|1ifo*agcq$~iMk*0-*&YboQ@0*bh}#PU4@{fnSeMEW3JXn z(w}(LXZh6*e4y6VQ7b4i!TFr{_Ryhum&jggNo%FXl-j*Qga6)?kTOrgj-f4-v3dL< z;Tc@q_$Jt}B^5CVk0rTVcw`OgX8OYmVlw_*T$rhc8+In+|D%0g)rqbY)j z&Dl-BIRnUvf2td>kWCnr!{d1O4im+9z~)yHo&f@G$WeJJToGlX_e)W>^KdBdOm@M! z)6pG{W0mU@DgweJ@uQ7TPrt9yu~qM&=L+dveYw)L=4J4sj#|+D0O@0W{rN*YI;`Y$ zrs?fpa{fRQu`~%V$>KMryGLz2?%(e6r|5J+aFKG>k06VWE{Ab}p%xUlS54-WzhYAI zLUE;XFIin%wN=p7J-dSvS&eb76xVQLDx+$w_v;da7^9^Veg$qmS^nlv2$IqtQzvvs z=_zBQ6{^!~Maf31=xkdd?e%I!V9P>fsMYWol5e~X%f>g4&c@R|WOYivSoDX95WKqa zZz>2$lrFSMe+_O-19bnquuNZIs5@nLhLNmwR0Zx5$(U$=usK#_G_3~ z6KL3EAIsCAjG*Bc2?NG}fc_18a0?P<)!k^UW`jZRj;@-DV5 z9)?S#E*V(>i8>POD7IOgq1m(6p3u4b!arArVMO*b)*csjwtDuEhISCB8c!QnKzdo$x7AES|5y(r zrPg~}+j_y1PSSv(w!E~(uF))zCQ>r|6I1fm3B+DC?0?Vkx^JE1phIEDt?Bdr)J45> zTtKbL)e~rK$^xC;IUvlLN%QA6x1~p4)DXEnzkmTsUADGExcI&iU>IW^ny;_(q<72C zzj6ENh*S#cgWKk`=9b^_yNrE)DZ>1m32ZdUZ`CFPzDf{t!i9R5Hx5adWukHMmK#>_ z8trQAh+zsYu-{&JZu)Y>;m-vqF|h%(d`nn}&1hQB;aMEqJv+YZcO%5*;@7?2%-D9E zkChr86Qcf*X!Xt$2ID;zBJ55roY(fJ^&e_`imAKcg1oCc*}NvHAblF-`;i1zCJS0%vRolFNQ_5_=}EXV z3*uTdZgpI}Am@ab?e!tO7KcD2*0%M=wV5Q1XpZP&v^&qjuKPZN)-WCsxa1xNF=Alg zFs*M`5zzURsROA~9CDgXKq^dqYLYR5O-WLU=7XbDwFf~B9;)AiEx}h739#N*{cuE~ zSQeF1iPjdVv!?hh-IGzoVp&wFoJHYZ+C*)}$js_S*OER9Nz6W9$_oY}y+g3g)8qDF z4Fl{QTtlrYE-m<|QrI%b~10sSrJIkXaxA z$Q#HFlpmd``sD*&5##0LbGu|IfqC;smP7nHG@o!Vpi$_}xari2P&5i0lXvV4``Q70 zkzaCAfZ`KjBi=3;7SV8NAjiE#j;G6Q5dkG~{ysvsOe}(eCY0~!Ijy29{`*POE)?4nz9sWVx&*ufa z-o@Bl!Ucd_0OKM5kT)RsY(U?X1g#)fA4uf>58)cJ{&{!|C*xcmC9|D?P2n$gOs2wj zt}%3z1M1TzBI@vF`OK&WBeU%zP=eTcVHp4-w(#L`rm}Qpe9fd|Qk3aB%NIC4u0@|J zOE>%nI5!rX;mF_j!x(cSu_LkG%&jx(WI&tTRAZe;a(kZu;je0l#8kD`LNx5Rb%5}2 z%N;!?C|)e2D5!S_5wVOdN9*@ZV0EGKS|N?DwyXoh%K@bHGRepmX1#JY#?v<^%VF-xQn+?dhk%X|JT8zC@snG^tgt4{X!w^o>HM zkEvik=-sH$I-9B;Wp*}Xb`CTpv-YYThY_QJQiYBoRZC(JfF#-u4=E%265|1FJ5`>j zoFEqh-x-0SFrVadmO~8W8%IP4q={2;en*l$2-Q(`HIqt3AQ^@3BjOO`Y0KU{7@Eao zsFG`#i8#FkN0g|({)9LZe__18p7Bt#gwz1xg|- zg8#PaTrK`GF_L{&!0g*&w`SWyiJ1p2O82=bmH_cH_SxqiQU;|?F zhEYSG12UgeGN(|W*9#)I08dbE0Mwbf8#8mnmRn)!Fu>fM0S3b5kR*i)eYO^I0i=}- zz`{mffqs_JXwlf+gb%&lKh&2CVddctlqy_$p$ewhs0b0g15C*S*;=|rGk7Udi%eWE zj!GV4&MWLohPmw0&wO|j&6a>OYOc*9k6LCLQD_u}K-hIEZ~?s|Q~jx%GaRLyd&&n_ z0u*1ccD3yk8|!IzV%L(}cQnE-p;THT{0-6v1pu`cN&T?Y# zR4f<0%7l!2*%>>U_@iakbhXiQf0d-g1x1KsM7UoeC~lr2-w{Ju$?%MY4k7qF8Oe7F zl^KO@-?M)d^ZbJ$R*VF1odTj`zwl9(^gWpzSoz4>!J)z7CxUf@feO#B5oiG9vp0)y z&@sny-ZGuBngtv8c;B1SfwfJzk)pRXTFk_mgs0UoBk@ZDwlZF=K#L#7nH7$6AIbWI zTaPjPa4oEl1TCErzE$gXJDwpsg@Bo1mOSL5$cfA-h%T`AB>4LFiEQ_r}eXK*0P4cyeeC@dvuNIP&@$iyaV*yed_-dZQ9?-49 zERdydxIz{Jw)r8%4Y!^v1petgzdMa10Ke_t20+|1)FFKUKDb_fmvVRdhD$B$sCuM6 zGS`m9srHVVJ#Jh;0_75b3yg`QTEnd%yhY;k%7@l*T(%rGJi#PkSYq!3i#?1$>~7ku z;Gt^-Sz52lcH0z^R{HmfLRiYMI~7Z^k%!feabFjMNpy|HQuo0C25Jf93y5Mr2A$Vvpme|`Mpm-(jm#0O2SZRD~r4~FIG|_w6XyjkZ#om zhc1!HjZz$5WMrDykiP3(%54fp_J`Y%|)>qg_V6nC}oySN& zh{Iii7ph<%gvvQy-maH`j#$HdEDl2-UY?Wd) z0Df{95sR%mN?$EPr zn1w;JJS;87^4Z_K$_2!je-z6#mYiZR2k`HK$BRrn7RY)i8fFHMU*${3(E=&7^hxao zBrZ;gpbelJj-4X{(iX>6nBo;*^3N$hX*M5An!q`Vz#c_4T3(jjOB&$F|I`=TwkJYO z;%&$F<|x)3UPc$nJ;#LDtw#%BAmm~H(YDdi^X##7@3r0BNTjdGr+%uBIE6*jD{=&qbv9e%D|PRG!08HtYJeFwN%78Y z_3s8f0K1O2gPrJfIhJTosCwzhB5mhz*V1fzG*SxO>n}H?$5o{MOW0%Snmsl3@;NHDUmzI9@GKDqPy-D+y@PA&=qel+^ zpB{w#)3LUYgjFSjeMGwi+)UPlnfy`S-K^n9xn}pK<_=rbqwz?BTsce0&xvh~1JT*lc%-Ur$WPKRCe3l3B2?vjG5LmIq20?M&wQ3#8#cbWr6G9;wo0(@jDv zURO<;7OqSY;+lH}x-Mndzj&NiAT)RL^ne`bMhqaKwVt5&WJ%Yi2nnrx{kw(P>R8Mc_(`Kpz@RZo z-4k2iy89QpQ2(_U0OT`XPL%Ubnlz*3I1j_{>4-)Ed1?A9V}WA-&hM##hv}z0w_^27 zp;>3JjZoY|iKzXPI(*vG)95!((}V6?eR^>~Z`YJw9!AZiA38S7&}>RYbc!0@C&#fFWQSu-T6@}eU6BTQ8H1G=6UuIxhj zR(QHgrQ}LdwvqQ!mZ&{Lk~~zVmOIW@_H>azNBXnaN<_Jrm8Khai zQc4fDq`2>SW&oA~A3zZt%Ru-Hv7(N*SyW)h;#>yTMDgp8Sf=i*j7>!(U^gwIeQf&c z^0E1Ld~+>|CRBPjtaf)+pxK1j%=!Yz^zEb2KB$wkw&wSxGktSFuYwcSYCQ%x(N(XVjdjiXtF>*a)R zjgMVLDoi^(^9QqlVev@RQ!*AV&=3JPpK`tnNbw4rukM3>HF6DxVEB!;b4+F`&V&xm zCs44eZYQL44m=lk*NmI?Hr3Y!Rn$^r`N$eJH>A!}kKuIbQe^m-&06KaeJGjaymMp) z!da6Q;y|*tXG}i~RB4)(yhct&pe4Cphy2=+W_HwND@keRCD=P?9Mn7|5 zXkrK&oIU(VP7b`^N3T7b>z**8G3l(S@+cE|T#(M#MgPspZ~xTI?(%=-hnCKTGT}NO zFwP^Vl-tOew|02He`*?+g@>zPG5;-QM*lRU%9)>I-+^)+TfaSovlF9pd7mYU(aC!r zHo%P&UHKVT-+b4w5_A*EcudgHRsb4f8ISbPa1Zfnk>@cx#*eT&Z|HrX)FHi>a5Itp zIPhZvA-|*T_hD7tib9w6;h{8AQJo!wE;!`z)S|8~+moFT8xSmqk<|_lzc2x*GIS92 zfB5~L{yP~X9}AWfkfH>W*3_sP&KG1s%2Wu}3_J-Y8E8e5aq~+9 zzqGynXLo*iy;pU-=-s!V2ZEe_1t95Vt5X9vZX=iCR*lfKKa*a!FYwDNqFN$0WV0Re z&n@rR^%(qUye9saiPvn;K@G|y6|lRRBXaRmJ5Ap;Er~ul)QX^vZ6{i&NxmbRYRn#J1<#%_s-9^Wb);F`_)Fug+ zKR)SuYfjwQe*j@h3s7m54DR3L?&?8$cOpY-o0CH3yMH7$Jj%>ek#5A$OffLdbzWEr zlHZ`1ke}miHB0g@Obmx0`Z~lAL6>4GRf92yB3$Tlsdy1fhl7=8|+7f04_ld7;f6_S1fgQ3-YP{a=na; zBQ08Y{U$ijHgBue=_^uzx4J&8f&3TVt&8-1sz>Y)%&>hU> zPJr=iua43KjBUVJX>C>oc=DO;LK2EM%vd0s>>=KdfZ8^z%+{DSWCoqr8DFM9_r%hln^vs2n2$!xi^xBD;i=Vbi&9(P zmUTewCVc<^K;&qsl-YmmFsyJ*^)RsU)W^GNzdCPeo~df zir7RLrR3ZNj4vIYIoEx|Au!9b78|G|^X^S-V2)&N=T+6LL2ceNb z!520*uB^8ghoK$wX>}ad8YOG+@jIFvt_qcGJ1>3PNF zAX!iG!Q`K6bzZHt7oFx7Xas0r{jSKNYSm7gR|+lz(T>AE?0uZ7e{r=3lfSER9BXSf zcDw$t3=91*83RMuJ}n)L#^>pMlfuO+pzl1Ce|;)H4=OQat~?a=Nx;`_Nx}w($L)z7 zagj8aTme^Q;WY0R|^=xP#+`aAVA$*=LuVO}~0N)Q)Q#4y8e{(Yue!Mjr@ z;p{gA1cN}3x-u-8=5SOudB7%h$(Y&dCcGZV=fz&^0nY?90ZOZ)4M$0`tM`^eo)OVXBeNQ9aZ;;PtbU)nTby`;V%flFMH z$&&RUY~079TV3c*<3fsVD=6912iN2en*P*WPcsyOq;$e^cp=oU4%+4>le|}6EI0Rj`vfTL1%N6o z?<=53J_lMBu~@!W9!B8X(z2BB>r+bhE2AORma@Wn9bdzNAx_@ZdzXwd)n)$tv0 zKun?QCZKoc=YG08lCe>Sdjotd!U!pGl0Q0f-qwsIvoZcGWI`Mk4J%!vA(?k%?1u-9FYxC)?@!JKkX`+Bp4`N(1_9 z=@W=NZarv$!;C$3ADeNIwWJ|@^L0QHU7~}Sq0EA@m|PIh{vul8IaPR}LGkC7S7Q8S zWW)vc;`<84=$ z*sd@2lB_Di`uwXS^0K_)IEe#EOorrm7GY+Oh}IfBW`0*FrkTQ^p;RZyW9DVsaH;oN!a>b%U6&$v8hK-4ph(-tjJa-^LYYq@87$2U|&-o zrW8N6Ju`#TV7J5jF)TJP%c|T;n=;3AXLTSl03wnWkIZ!9b6(4LH;u`?v?(8hwGf=? zBWPp`=>c4heEHdFsA3_=+8TSMc<)LGV*o=ZR*y1gXR*pp=4~W zY<5-vWC2~E9Ob^hCTXmtSH+F2GsK+Hk(o;gVZ{1#hqM+_JBNWH1L_)F?05Yz`nMvs zgVzq=Hs=s93cj@=oaD0i98={2hcNl(3hD5YKcR7^(|(aLE|RNfSuQz3CJfIEp=%rJ3UYZAqqCheK}cF|!f*07*?tWQ-cXnh5Gnf$`F0J($0oTW-X2PE_Ab{TuTc37}~obQ~0 zOpgMl;%+n!0KOEl4XDmxO6^B1(i0SfZqhaxHaEBU(H#S%Zxi*920k62TSrZ&TLJEN zR~!O**WFx%7a#Fa;ilRQn?80Q{Jm*funW89E+po6d=69A#5_f%4;40)i*dX%rGmf0cC_zn4R{&c=S0DbspmO@{QfF2Mtug^*s zkFPfyrjat!cE3BRoZowLmuz(pGgo(EY=DVBCznfPyMAnvn<<0_ngNp? zEyfSTy7)l8aM|l6`>X9%KQ%rL0GSVI(AgHIX)bFHHLc|ClF6IrE<9HYc$E&OJ%sr++2vj+dZQyRR@)nx(3t3K?e90XFFj8gatxj%GTG_*WT!_Yu z@S+qUPyp=@R&{#`>0^hyJcgr86!4fY&dRkOj~WCC24Z};xslh-KzX^gVb_Py|iXu;^tHxcKds}HpIGU zEODR|AKAUE;Rvcg88k;LYj&LQKV01=X*YSEFj&T*7oIXdy+#01`I^1*(1=*-3H2Uq z;7XA*8w0l_#5;u#f2I2hC&#|Edk_tBrxBD|@MB9;L#qRGJUb+%G+p7kkq2DpbIA_5 zSRz;EAqWC69Q2}kj`>y z(c8Gx0*WP({zZ83_f{xAgtDAd9z#<%`1MZsxm+U-pZs%K_3%nL^|!@+QKDy6jcdZ2i7>h5~Kjv2i#ob$ZTK048|q z&A2 z|8}+egta>VsK>=MZDmxZkPvbs`_#7vE-rlz@(w&nbjl8e`hjM$cjriuqjr|lt?~tp zh;2M!v9(ufDf8a0Hlr-`P@%vJFEeDBqqdatXgVX$q3Gl3Sh5KDa`05Scg1Z$x9vxgaS0yCv#kmrvspwUjvv;8}8?25s&G8 z7_nmZ_o-T*U?R~p&k@SjLZFh->lR`06Uz``Jm!v;d=C56WqSCzE3TX_3skyXh+~H` zWC8S2U!lj*_K|@+nJi3_^~!6U#W2lw>mw=I6GSp^<&Rs1*C5stu(i|9fWcFT*6#Pb zobS}&mxrm2urXV6`mvL2Ee2b(k#9DLN_mU9y43x?prsT>!M*gXFJX^fFUyW+x2tyH z-SoQB`LQFeplLWo*-8&u)y5mu3075X_f{cX6GQSS&LsX>VYO@Xa<%z_5CgLo zgV$NHE#YL8r4#O)Stx%DO;kA$=hEB%23#9##6oSb(V3A!sz+Trwyhcl+nd3i%Mfm+ zFB`K2$=ws)hbN&>9|xi?axq6jJ<7pjuMSCO7nyeB^P1>bvMz)cbw9^G$HM*#tXw8x z(n+U45GZ)AK59YB1^LmGD8BxDbzNCY4- zwlm?bQn@O@3q6nP_MpqPp!;Q$g5kp5V#A)sv+(ArTwQ?p00SY&SubX(%`e{LJ(Xux zMiNMqa<-LJ72&4v#v72QPB!R2m944*^#{_x2nIWX|~M0=(c9&8Dp*#B2&i@(MFV8T;Q=21UEy3N~Mf2 zSxinU(K$CNG{T$?X7Vdk<3R&nUZ_3fw~9RQbC(vugV!{EKtWySZFrDk|D)s567q8LW<{I(Yfcm^Y(z%$4D)`MLOIiEI~=)Vy@R8lcH7_BT}WF zH25fSI&?!x2SU{qzU&$ry&B|nWAJRtm?h-CGvJzM6($i)#o;np(dAJl|NpJ?^?zYj zZ&wWiE(i_bw<*ed%L5{C!PTSy|7-+p6bwV$bcvCo8x0oF8QDA!_WfJ)iSgl0^bCE* z!9;1i9LPu9I;vAF;#MEXSlm^?hKP`~rEjR4yk+=Pv}FV~dIBd7LF|bv1&c{Q3|F4< z`_ah%J_J?${bvT;!wK79gZsM)Zql~g#%D9=Bq=o*hY}Bb^k?Tc{hNkC>ny(`QJLcn z%WYr#nb9V&6nr0lo$^nlkCCx`e8=P{VT6J|TSE zb9$(jCR=i_9xpC1)J|v!4&U7$8&k0SJwWQq0_0X2wt)8G?}5tR4W^VU67!rNH+Z#z zBZ~U8&g}z)!fEVSKzyl?LJGC&{7%P3eXh}knL$rP{&2?bws2lj&GqW1X22@}wam3( z;YU?nUh)uu!{9R(tQpV85r~Yv4msJ>Gj?;iu`7JpW@)3PJ$@UJn;D=hvzJ%;N}YnW z!=|n1)lcUh4cG?%cUSH4BAs)gfel^iD0($vaSLtC2z6d+N&@f1lBJvWxg9UxERGDV z_jS%9fO}`)CJIRg8QfMJ%Uh_}zHxODGX1uRb@Ob`pj3zrz`1yupUF6oS-)eO9?>sy ziPyMzaN#lGI#pk8i9{*Ot2>SYZ=3qL{9iK_ic0 z)1I_Msg5s7#1g2>yJANnlR11$g9{Elag0%};?~jiBAwZ4_y6@QfYf4>we#NkgmY~k z@(H=|QQ%Ny>5$%d#=?O*HbO)gMbAD}VkR(n{HA<3WYP0)ARMZN05DDmJocDwBY*dm zHvmAW>oPy7Ozltcuc-l7=Y~G0;b|xBRra+o&ZpVS)U-2``Wv{ue?-xhGr1RER#D<( zW6&n;s0y48;uD)OYGv>FeEliJy8T8Em5j<-o&CH-*6Y8tF&3$QPpOzVAu+MVtpX*&y7xei(q#Oa+{n6R;B_&5q+NP~;6+t;C z{YEImEvN@V4L@L6_s@1p@Q44r9H)>em3u~oIx)m)!D=2HTbyFcV1*xGc!k?nb>vWq zK>y)O65)V(w*c?}=j|l;;Z0!c#dn~^O7Z`|ShX$Sqr;y6@u!#np%jmswU)ST@%1R8 z@cf(}E-2Rr;Tb$ChevM?IVGF;L%gN$7({QEw_oB@gyC|YHuT-2j(y~u!yQ;sF-$S( zJ_0}gYc&AeD5y?i8m-x5Y9L7n;x3uH@<#Q$;wjKUQJ9phY(qCki3D-WdHQ3Io7egm zIIkk(5gCAbfqxbKX=CkO3GIz}HWeujH?twfKGld9pH`}poCi%C(`>D-8=-Ssj%$(s z^a+eIyJ^-uc7mW8K0?J$_>^Tv;jh9gV; ze}G)aUb_{aGnPS`5E~qfLu6=X;{Z4oly0PZwMRS-2(YgG=ZjUif6fi|br2@-TFGA< zbZE>`&rZzO~y&^Q~wDW!7{~N>X&#+dTA-VUTvq!Xg@s$=z#mOny^PoYz zm%U~mZ9%^3jREz_)>ouWx`2)chJ&kLR6V(610x}(zut7c(vKy+#^;TeKG)Ei2@oKi z{xcc%cW(hMtO&VCd)L_jWuzoMeXH;z&oG(o-r1VCjGjO2;11OWj5Sg#5S!y((ssFqeLBp9~nTPMGJGOPRHhaAs^YyJ}1ZMZANSPB?$)y@-QR=V|)t< zn6%gxFEIxrs6-sUaR)zWQ-QIa7Y_?_(^bI(ess5T%m67U_c@LK37ZDah)KHtP~oSU zWcu$AYLjJDcBHJ|rsp+;s?X(7Kbi>q>QSRC|Bp7HzdpKVA-n$z%L@SD;D94*RGdD3 zG3P~tHaC5=7UaZV|CN&&m040h&xhinjVZig?{oX23+)9fqpvE28@H_(Rd8p+-nrw> zLAcIV006+I6Sn^w=^1qpLMV~Ihf8^TQoE6>{rN2VAbt=$RorOtzp0ck!-;PDG{N?M zb*8AA_1?^p>{DtF%w4V6Zt^ok|2I`x`rpRvwD^lL1-S{iRn^njU)9j`!LNW34fW$C z1AqTF<2s|U9S-DxaI_+twLI~EwG&`N55=I|C&2tSh7t^DlUnkf~+r``4ZfdUUft|D&?sD#}>zA#{{F)rX z?`-?YYjj~Vd(xjv-*m6ndDqI|oLULMk3U>>5V1zvKpE6{$BUcW*UN^elkKr?1Tz|w z6B04$^L_Ins@gXU66$dF4jTl9YQIEOE7K8s_609>s#|3QWZnj1F*Z6O?np7uALamA z4j636-kB{#GD4Tw9O%!`|DQoFFKRdGoay_|SNKYZ;NzV?CL_dT&dGa7qjv-C(`=xu zVHq=jL$<~w_GZt}GdcU$A*9Itr+Ih(ZUSZ7{#>)Yc`o*iIm(y_RpbKzkg!wwzYdINRh1s1BL@JG-9Ui%mMli;O`C5EmZ$NugEpB(rx6yg zTTaFjlqUt7vKAx7pDuq2YOY@7#ZYwwM$I1sRY%Q1>a?DAD-VNFEQzN^8zt#wP)XXc z{kWBn*&X9Q(y6p>b#IOo0qPb|g8d}d7geOcVMZV|EC2u%UH#6r;tilldB*iSL)^e! zG;3=R&owWq%V9Ng{KXW=%see#;X-NXb9<#X5rq*)Etl8E#!`5gTL*r%4c~2wEdiO3 z4164?9y)`qg#7d*#Fk+QvPv16sx`U`#gwl+l7V7<-67g4-2gE zj`d3Fdknx71#Jm&Ed1Rc6uAD?tmOdbj%a1U^f##M^Y_)cMT4u0<`(5ZXymMG_pjd6 zk2a)}^w42CB4WbTXugV%f`JpQBhGjXunQYMv{W}IQ;bwAO?y8d76Vs;gY9Yq<)2*} zG6K-vgM{`i2$P_zJ1=;I%m8g$gJ&jLo|9?WN zY63fW*jasX)A>Mrm^2@DwCSn>X84{!*UC!$*L*`VAKl#OYaV}z2>{|4(B~GP%d$7L z9gKBR@&N>h%s`_|Ov6z&=D_qnnR@!cRFNFv;njVuDhY1^K<5bnEXrfVbf*_n0fNt# zXg7}#oT~K1L?#erU{5`5eh+eojjsWmJB<-x%E=lfiMNtdL^_|dMXsCYhBo*&Qn?kM zLt*S+(eN!vzV{SX$p7A_MnmnuO$%D2GxJ>>!J=Q3ztugj?N?Hfl}5asKfKnwZB6kM zS|``+KxWA-z$n!+shxbQNrS#90kCY16u>w3o*;bdNIS1EDbinZ{WasJ3Y*+kc*r8; za74S41D;&=&RO44Y&!LEvG8d-zMy`wtEo9;zK|N*6uZ-G)(KzOGL%KI?GX5}Sa=&L zlw{gSx`V&LO`C~ru;EjpfBA4sOwCY0r)ffpa274%p_NK>;3G1k@(nC3rP?DQNJ)BL zS3{{_(j7EnFO@9Zw*jFFT`YMm)LM4FfRQiBkG6#=$2!~=N=v8A6-rk{mo<`YdvRWu zA|7<<%fqKR1(b=Yms)rGde|DKc&Kr+bF!!9nYEKqtxzS`M2#6}PC;8CmI=SSFQr_v zc5xzR!vA)=hVk{x&>CV=4avQ&B)D-cHPQ;*FmzE)uYz}m%NbeWdJq5r{caD~Ys#n| z@N<#lii7-FAJ`BGE@11TP6inO9JdYoDYi|!#izgQyElC3=>LSp=Q;=Zct!kJ9q!S& zxfrzm9A}XYX&W40WI&Zc{u*8k`3)CAgPrUhl?PAA^o;-OJ2D-WFXFT1@1~rc%LDlo^`deD#Cs7aRaaE9R5=HHBPurKH5zHYt zZfimvE-Wj%m*V;aiCA^F*2bVT8`U5fttxDibWf;DqABS91Di%sI3)fh1ChEt=p)BQ zPriQwYSl)&4QudiJ{sckcj#G*Ho>9mab0sNLo7!wn=1o&S|n~PP&qLbU5HGP)y;UC zPKvUUj6{|DrDZm=`CkLiK=5?GR!C2tt@V{Hp%tc-0j#Ju`f$MNv9G5%*D_?p3r_H@TOOB0$+MvrJx}P#=sEymCA!rAD2qk7OyWogwH71F4WQ+ z*bx^H7GVf@C$V{SXcLp73s;}r8z2~!<(g^!iDG~O>Sg^HZiM>y2x zUHmQ$fTtf@{Cnt)x?*(!JWNTati}8&L$whtu)#lWVx=*nI)ccA;|@DD52=r~4#|GK zHN!z`&1b0yDA`8TWQ~Q{%mAiTlKFnZ6Hs zkMbzyA4EKlXx(SZyGUKy%yS9UO@m+6hp|HKK!V)6b0o7K7YI^_i&)i!^T87oQ8n~l zsTOI`v=ppuHrJ-(M?CBXCbAW10K>SLs*MY!kJA!-JOBrAaGIw<^i(|!X*W@XB%_W? zDZEWjcfJI1mGo*BZ}CX7!0uNet~0WhU?5oGo`TK-xnV)eQ_PH%r-~oh3v$TMd}t&& zcK{!&9XvOB_Mu8~0x-$Jj74pUY4q!gUzR&3}PR_@Q5qZ}+9 zL^)h$`#=&%6J3U_s?o>2!|9ct=;6)RP}(4Vw9=~~D#W=q_D^%sopV*2zA*?hlR3NA ztObR_otK>KJ5Q!Qo&wi81{;2wqZ5iJLdsM_4CD&>o#V3G!Fc3?MGAgISz1Zm`==td zk!*opl`%9c)Z=F*o*xb|AsEuaY~^((^G3qgfL!VBWkXu=&Tz2~l}xpC#9wzR@FA*4 zU&R4gEl>9dVd1v)f2{c2VqqMX7acv{C;Q0te8bj(^qee-x(I18oD|!7`Aa9iVzyc0 zjBj@sQkWf!3rV-SbHwbe#XknAHiuyTC+J

      g*O#awZAaN&Lv#h)F<1Qr=Vkvs5)g z06*=NWK&7%^0-hlTI(*@iXCYYW{qfio*^53Jl48(2o6uBK1tsqvs0IiA%=Md#X}{t zHm#;mGEoT~I2_peKnvV!+WM&&wd5it(*XUPT;68+JZF*&%(bzL>*c$R+k*5J3j zV@H|}6{LHsgH2@Niu5tmw0ql?%Tw~Ngp-cF*AQgozhd*S&*LfkkH%Zd*`hqK1Af1E zg>!Cj(Jypji*+kj!p-Hly#3n>&a0Zp^o(XQyJYb1XmG!glD_)i{KotqPmMt@uPZTsfAhOkM-bx(0mNj1Zywc!L(WlLmLG@P|N0JYnlYmq}nmtAk zvdK;ff3Aa+cGwcm?5t|q@}g0B^K?%DX!|SFi#U?~VNhnI(VNmMf7J&X4<+k(6i|)e zcWBjQn9?D92*&)ugH%t0^?{I@l(+dD?l?gT+b4A#?H2`ANuF-^Ac2aMPR<6UY}9ek z9aj@XK|&sbhHaom`Swkk!c<;j7h8U0DO#u=;G=`2RV+g1g&y-q^OT+{rYhk&v_DXc zaojR`9()oot0Dz-0?IABr`|um2#_2`6&(ckcl7=x6F|}WXZi@I0UuW`UO&f;Bb(Kb zE0pT%=Ig&9-i|MFZc7^YX(ZRelkD?EBIhy6D`Z%PTuc1HH-*c(JXeaFV`FL5?-`Cc zO%kLJ)FIFEPk;Y3rRLSB9ElnpO2^Kl7ah;fI9dHCKb@#q!GfsPK+auBU+vHjtVH_O z)3%&8F>zG80?7WSBbX)t@_#s2FF@BS^oAL0#0W^~f>NPMf`Mi2dlXBHuflP35$sxNvKURK$ z7Xa2r0Rn!C)D5$`L{T67wCbq~?hYjJk)f8aII1|9ghG|a>wooLq)oMQ%7*dS=bOa6 z{JlVg zJ10{57?b@zi{hWO>s!o?g9%akfV@I@JEKs1JOT5k@>$qK0k7@dj+1sT)}5OrOd~hg zTt>v}lk*Zr*YQ5TGTz$VB84Wem-g;3ea9%|BMqxyunA0>8C@YPVbg6-n!*%3 zXrj-YDT zY;=n1)h)%D|4)}5W!cJ=82{4xyp!BCS)>w}L$nQ)g@62{#A(-D?jbu!H3LK?C;p{& zT@5Us@%Yx{cqO0P+Kijk_aNb8ATpQ?mbD(77JUUgD`WfkJ56Bfb8{LJTPdiMj~QrV zN18WIc@pbKV;$gghoo|lizkq1&fW@efhwWosIAx?jbH#dK^f^B1cl9SLcJK4>Q{Ds zpDWrhJxTdv3gB+3$6qHFpqp?9!&_Wv{mD`6z6jLym<4YG;BG17w_b|7@kACJFf+|9 zj{tw&%G zuT&+9A$OMPD&Nf)!XaU++6?9d#m27~y;LU-4}=M1El$8J9CDNB_@-1_jxnm=cExNB z9<1G$gE4)1BKb$!O~QRTz{0N>2ZWSWCrg{f-apCl-Pd_~M6Iq!Qu|L$S+Bz;uO^?9 zXKkpi9Y|?FbqTMLJo@VQ?-`V+yO?Eg_l$;O2_fCsduxV({ITm09VtE90p3h;aWv70 z7-g#ozu>8$uR$%o`r(;e&0?A%LZ?NW4&k>nz`Jh4^bsozW=Q9NH>a6Lyll-x3chuv z{(Ubm@%6(D%Sl_dB;n>#3;~o_M*Wkc9qLTIJwU7{cGzw1h`$njevP{p3 z#og|_LfB_JrEE{@dl+&rsP0^5be=usb7sC^}_nPOuB`3Cx@&EXKg&& zFQ=akN1r5U=gX_L9tgWBw?faAW=+_Omn9!EZ~1uC9ws+aTYe0ysJt{$_F1SDdB76r zFGO|KE;4lnE9k`>@$fZlVLReU=J22ulrb1}ksz4G4pjYy!!!c39Tw+&M`G`Ui5u(n z%~eOSX3pm`qV-xhf#(9{fXb_JoC_k~O9EV)APy=1rRUnPJ+T?jy*7w_nWJ+2-2990 zy&Vg_#`gh4x5@-51it$;?s}>HOnr(|mhonWLE9+Lip;8z&kyK=sZc3Gyaw*48wC?x zE%tsQe@n0((1xh+{sAyY{aEaf&d8omOK$@3geA41MRiScZtDQ3R;W$s{O0<>2%K6fPrrY4Guz2-{e2gD2MYY zbRTGYS@UV9Fh27LWy4Gg+Y<{4I8QCi@HG9%8LswGR>y9dy;$cSVuZ`VsCaAoD!3`# zPuou{HfP{x=!ER&U`;T#CEvA#**mjy^>>|;?i5~cU69}FxAZOzUuq=(UVcCIQR_uM zEl8jZRw&pNjLm?O@Tb(e=IhwjCtU!ikpZ=yH7ymd1b5o0ep_k&U3LsJq0WtSLCRaR zu{wwx`-cK-gkqk%FaIh44BsSDphd=b-w)n=WB0a>Yu79k7Pv$a?!OQa5(?{ebd9lK ze$7N{noWfyjl@7^)_cQRqDIXZ@@~`BGgr-fcGY)!@s~bP5Jh}hCo@h5nyni2A4Z36 z>4K8bv$VYARh(<0^Z=+`{3pD!u!?@+_sj5V4O6_78rS^sM%YEG+k@`-)>bw(>XPv_ z(X{L~k-jCqQ%kiu6Ob}*VD9n2U3GpaN`zo7jO##lF-i>42c)VplimXpw3pnI$S6}URdRW zkA}!CCrLf*^hPv*!0tD%mtQdrMM6e4BW?BWG#`G{nQlHH?1;+4#!5UQ5R}R2=Wwd< zP#f{cx*t1OTj-HE!b>|II_g0xK^19qi}ms;mAH}ILom5IaVbmLtF&(l1F30Cj3tQ} zbp&~$wLjEW>x)~1LRtEM28QsE*sU9ABHv{bLu9$KZPE>Rz`256q7#mMY`XZnxD=dT zY!tZ|mYsEtHCG_$w>Pr=BIPpe(T|3Q7muYB;1=K@RQ$=Xixm98HuPa4Em;o8Dv?%+ zcsrqgghY*gFOE8q@~7-aKbPvL@Q)ATz}fR0A|9VD5x&D9ImQ7u5sY_wq118h)gHl@ zkqukpto>xozR$Y}>J0tYz6L}&pQVYESr;Nsc!~7YoST^?qgLI~&b_zJA|OB-ZHt*z zPd@w*Y0Iz)MU%1b;=Bl?_Y9D8VBqZQ%mXeej>A)G;QX$yl^fnkr;O4N2X#t%T8ENm z^q{P{K((IS98;lhH@Nyq(VhEmcN1rXjxmC}{Hj2szxk3dbC#Eniq5)rM@fLz1V>uE z+CDI=HgkF(nuVsH%~l5g6Z2Vpt;!H})b587~n_8R)hug#&$r>SSQ{SpGI$KR06JhvNR` z$9P;jbt~b#hz6^|s$dSrj-Y5=C;l9StR#4r9zT5$C=^$HG%=mQs zc)#(j{g`gq6si>`4yFeLhI;Rd?=Z>$HwrrP(iWI+(J#RI^K?l+7U+{oWeJtT!PKbG2wprJcEHi;uWu ze&pPPXYTDeq(}cLkWRTxzt*C%6eGf@q23h%n~$QcO=*dnF~e4o1WHPI1)2Uz)0Ce> zo;Da+O5FJ-+&^|%gefIht&g$dv2%P}TOI%q9tN9z9)6 zqT3eGWte{|?U6EdOPckbOgh|DwtAt}2GCDPX2qXo~g* z5uPZ>C^K&v2YC+>s%q9iXo+`P#y4Cn`AT;3Xk&uEt;!=_#?mO_5+FrnqgiM#mba zP80Jv;&D{NSrl#^LZs_B@ug#X;z#K?Tuc_30r9F4zQU#Tvg0oLCKqezK0M4xSiB{I z(0eadgbfUSxd$6^B6;!sVGpTR<%ms#V}kUKK5Uq+q_~g$ik<6og+}*YZ5FTbO3r`ypZpLsxz|-p*^`FHw8-l@RQvH zBklGw&NXDqOCR&Zyh*g71*3Cl&1@wrB#Spb9NnlSUuQ9G?`cXDJIDp!{)zJUSI9m~OA+auR>oHaezWS9FDTiNS!`Fq>Dw99h!|Ej> zYI5d5*nhXQ8<&twy!v(c*EWH!(&hII`^@0c(B|?#$%5FYqXAJPYDT5Uk%=_LNquN| zP~3u$&H`E>;g#){BPFM%=En816OcS1SxPa>PCfDp&%z`D&Ug{Nd~&ZPMn`x5uGRGX ze(w))N~Z>=qG2f~imY1qe)l)})7_SsrW?$TzIRo75K+^hasV(ipL^n^rEZM>`=k5< zW}qdD{$9(=>haj~nq|By0-=@!9Hf+2wceyy&h%A1|#}i zoRt=|ljhMi9_+~6jrL5*W}VpKZN{jD5Gv{hyvAL#48( z@1^CTH9`_yw_?7WyioTT@&*pfy& z;9=+9)Ks9CJxXrAyebRjPy{V1`>Abk~J*wf~alL=v^qUF|4aftdUiBRtaXLg z3?3ZHHUZs3Gx%t19Sr=24_PFJ>yaXb&@#dl( z@2kh0jTQV|>L0LjpW(yD<3K3|leefX=?2QxQQ94+wG8>$`*6tINr5@HwOA4A#7c)X zVGdY=rL1R`(|ca+&Q<>s-~M`nKfe)v_y6>~^p44Bv#cWAjZX0ui4=Q}Z?p-L|K@Gz z9ulXP`)ghW zXMn=-c>iowsAt)jXG?sV8nt>lJKN#`b@>^!wbQ{Ow6>b)L!sFn3 z?`qr-?GtcG8J6|gS=rL#SV^G00G|&pAy>~-!O_4XN99W<2utyB3?Z& zek{-MBFg-gZ+X6KHVyzF-RUGIS!ka3LSk`8*z#@8p!#@;n)ybC+!TKYX|KYi@C&Z3 zf=?0Of^^YgL{GTn$g&Ssz61G7=n5(`wVWq&v%mKr9%9jPEMsv7A-rhe6z<~fQ~=NR z=t8e#J`6@uT-Gz4_hxol2(9@l(Oh_=NV~+HvCji1OxnZ|C626LonuEKcvyODTX~S3 z(?nEoC*9S{;(J`xZ&Xs2)dKja;P2`h9O^b%8M0ZWAvnaTMkth}3(1SH+fcK7lwha} zrT9?YUgb}rZvyh9J7=L6?COeG^f0Kx9j}nAu5}@^9SOG4s+s zhefF$d+m#uF3`7xHEujx7zy^9Lo=C5swq=|K|_vZ5pg4Gl$?BNVj+0Uih06U7q>W< zw8Fa;!g!AuBFIZgKFavM(tT@)tlNSFYV#vA#(J9cz~+>=%+Yxe`5C9X@dq8tF;2};X7*6 z@ly}}ms51?`;nK;><0a~Xb1%+UTX`;7@ALQoKL~b!T`3jI`zRRjD`s1(i#HHC)Ui} zsuM%1pJvAIxuA&cQ&yS_G~Ue_cQ~>()*(k+{y`y`_?xu0L_8!KR!o>DpWTRyU$Vyn zB{?|k;NsO}bIUAXG?GeJ9fO~au*230kDP|IK>%rc;g~v_U35^p`ihqoZ1Xr@84ZZo z22S)q;DP3=+YZ`^R?w(cGn*`Yb!Mvq*f&m`#hp}_S{*bMW39P>!NmPv<*P*l;{=A` z^!e9HB?>uQ;?wgdO@sa2%+l%ku-;k@7Z%I-5Mbr2(?;})nn)xkqFAe|oH+0WmZ1uic5VkI!)~k{&2aJZlhfPLqh^K-&W;Y+WFP6xNbulF6svyPkEz_{&~5 z#bh6OpJT-ca`^<{jTlIBmoSe0u;H?oppl_UltVgfm-toAq1RRn7F8Q>M~ePhC6SfT zvQ*ws9ws~MI>R@_us z6j`Lhr|+zaAlbu!fR(6`Zu!(%Yduv2N52 zrO{|-TlW@r&EWHL>eaqAD3|_lpz_21lz#|^hIX; zDRqo2J3=Z9;_~q<2M`~eUoZ?qrC6JDK{XQ{!1ZB0#jy0HsxTbI5L2P#q~fpj2W>Y{ zx^+Xpm%fwvO4;yPDl~T$9xaY#e7safzKZzNQWlkcG<8j|Qn=pX>}UU44FfpD4)7{Q z5jV=0CaE`9o!#vZ^mC^&k-Ean44?3d_^lUbJRo<@5tzEZYsmX8VKO@9t~S)Nz?i)NQUi;|U+dYXKC7QXGCZ zvC@wSmI;KY^-$F-Sq3^wr-EF(nQS0;z#lbru$Y?pP5qm7qbJ=I5s_X>J}qtZIbtk@ zN3TtFT5`*dhwc>{R8OHNqm1KAsB(IBa|gJSlo0Ng>3q+x1lwMx^({g>6LmZdxF_5g zk!S(?7L+qn?8NWD#k?65oc^8_|8$??)7GT{=LB|0KbK}yP*|(sW|m64xAlgmQrvb%Z_EOTnr=+|+lGBX1-th!Eg#FLj%6ufU7!hk`g;LNK@)g#Yt zOPO3Y(Cy4wv%u)a5BM64MFtia2(I@OVTU3(Vh|Ja4)m<`|F(Saxl!2dpUxW% z-*L4CWXRIvFnOv=o(^VYySf1=f8ATa{7G56=V&_N@MJ=%(10cuGRf)D^3HQSiwJXy z@E1J4!xU)P%gMNni%h5Fq=v1y4{+ zFDNV_c=uqfb>bw9GSy^ra~tA^+N$hvGTtR{v+eNphZ*F1*NzW(G(|*W+~G|RuUcZQ z7-lx#|Cw0ed5MB{GeOL`_Z?~MN$c72H{G!VY%Vh$T%5xqpa*@Y@XM8kU`BJ6C`w`Y zpZqDiU8)zf$PMZ`xzAeqv?@6ooYN8(H|_%dEJ(ptI&xosPvwHhC~bM!KLZbB=>v5d=Y4el!DV~e?pLN_t_ho8>ho!d*DoX9G;mu#L(7(yD41i6yvaB-td zO(jS~GR1pix-qIZ0cuy3Ofl>KV5DDme^=8BUfeB{9_Qdg&IqvDhZXJEeFbRURN?xT zE5zi4SF)xGQb7~Xh0w3zJYPGYPF?m`|$!B3g zI~W6fj=}HElZypx2GXdEw-@#g;e#6`kPB8AyEf~nB676qkzb`|Zl9djB42L(AQZ(d zPKMqD>>7T}x=Ej+&>(il27k3sG)44r=|H&Oh3SoU(IFn0E*54gZlvkzheJO@_v>=} z!%@D5Cm2f`3d?Pq=W*S7xCyee11u_^wq^T%*F~dgs_Im^llQf01Q(zi1Url6; z2I~c|5N%f&otuPuV+@en1;RA|q~rdOV&yM>gA56>gM&a~ zReZNI+`AE?XZx$5uQKhlV_s75)g0*6XK|S#$9X-Iwkh0U(SS(?yuP>8r%AdXN^-MN zEdS+=XUcPqY3A3Sf-CuM06h&%Tx;a!{DJWXCLXtB@C5maO~4O(Y^A-!X21fN8l=y$ z`{75H4CP=RvojI5pRce2KtBTt{#00}@U7nd_$U9b0v^$F)pjRm|Bin^HiNoj0V50m z2BCgp_WA=<^hv%D@W0yu0BpZJU+0ZB^Q~%}U$0ZQFKM+Kf~6?f>7W&px}mZ~C(1B1ViA zvDUJO|_h_9KegrHyz zE#4R4T3emCma;UC#Qh&&>oA#J2e&&3oj9H?Z~V7CE!#Vrsarc0BxmFJT3!PHwU5}N z&>6ia{4zlETfkSlZ`aq*@~=s|hn`1*E5P=9lW!ql1VFMC`UrUL?)9DH-}Kmd%kxbG zH2o&}M0vNXy#A`$@D1U=%z5Cq{Y>vU^aSz%a^`=ef79D%zl@!+i}>>V#CfN9iT&-n z2H5wgd1;yQ)%v=Ad;F~Va(&y0n>plX`k3}8dC0loH}Q`6Vt(wn(A(f2^bPnL0<3(B zPxKt|4}UHBnte_@#U88O?IiMV_*!-M`Qm-?ezL#2UOYeXfBBwu?fDK|4sG=800uwy zUcet|j(j(LTLIw!h0m2|i1m`!nY*5*oE`v`Pu3UBhujOo`t?-~fFH;=3PAI9@>%n= z@}3F+Jnz^7ngGIIk=K9?@hgIB{#`)b$KpH4m-r|9r`~hVE#SFl+!p{?dFlBxHsBU; z=6eB12LJ#S2iGThhk$KB96%c2`%wY_eER0@jQZvPGQJMJl)h45>;QmQzB}K0&yvq+ zz}l7nJ1ZdZepcrPm5Mt^EeUMO?wly;$tgECp$D$AX@A;V#jFMO}7)5+xZOLJu> z-pT=M%q?E&Z{_?Me{L8d&R;!L*20a5G>TWScA)+qBPv=qx^)M{PCCqAF}m%pHO=#s z6(}(_qf~G6?(M*VhiEJFRNJT-21j4y-k$^~TR4C@ScIQn0+cgUnT*n4luCF^TP?F+ zh<>I7Fe$#l7W`g(NFo{+53@7^sFKTH5NiKORN+t#YG*Yd7PV1la}|Pk-?r-6_3hj~ z+h&oozmLT`RA0B^@jgaUNH6i;%L9gt!NaPoc=r_r2Kli91%$KCv-tm=ZfP?o+P_yq zAm&N%k_8l}!BC)rc(XI^QYe9JcXzhpwY=l_#>b2HklRS`{R8ueGaM=?Qho?0izb%4 zbv6YvuTwJWSW$E?F0yc`3^AqdSZN0lf_Ew7!_EhaMir%$qMUG7++&mhQD~9((!Aw9 z=sS!d&To&GRGyzZ1>BXvGtokdFZ#QDSUN^zvmq_C>XwagksXZDVmhq-W!!f4`DgFl zmM;Ilo&IO)gDlt2qi|#5PHHR}{m%mC+}x}mLDTl6SOJzqVsLV4+gg-pXH&vRGh-lb zCJEwmdS%>~FF5~-)&IEo{}RUk`_=!D)ZK?O`8`TIiiOd4Rs_sfHbZ!wQRc@3igsoKllJKR*4Tq0~ z{)A5F#I%;GeUKC?+F|AXdl#CeaOsvFm~jYX|G(E3iKr--O4}aCt`;PQYKZawHmaxZ z%;&Qqf-D=+5U}`L{|>@`-+=y0=88qoXz1Kyw`R#y^HjcZS;f-u#bg|e&lD85-Zh+_ z{U5pLmZfD&C7w~9Da&i*Acgjy>F`fO{4ewQ&$JR5QS>cf4C*|Dl%w1Af?V2#lm%gR z13~eN)&&aMB~kMu;`l#uky&{eLb=}poZ-J|{C;r%EhZRULTrS)PRagBx;Tyv%K3fY zJmk_@zA4zuQ4#NCxBqDRhRR}sL;nVwJwh{}f8{$|H-i6&<;*53_^-X(6Dbz7A@|<_ z^jEn`FGkQidE`);ofCmGLo|x98=Y-r(5YU3v(+(KTc-?c$i_MIf`tz|SQR{l;iKzg zPk+}s@%f)0aN>A+-yTRlptvLM=d7c8mpwh^(_wUf8)GLX?CdqfVWiu1hmWhw<4Sa} zcSI-lwvm4>T;&KL7hXgF&%D5_Yci-3xXBTt=;`+x>N=vecBJ)m9jmO*Up?wQK_%8o zeD2MJA}~vMKFCaPOjqGkeSTfwfoNJ4y+i3Sj^ZL=fvZ`GAL@Fc0j8qQWZLOq+e=m! zo(-BJDZgiu!(&kdD-5c(^Jf(O7m{eY+n~0AJPQ-b1IG$?9G94g){P7Tw+w}Pd)H~F zaBj#1M4^iE10vp?!v}v?UbqZT9Hp}d>R_@@nTD7t7JrnW?|>8uSAFF|=vrQJb{P&P z5eaL|Dh`ReMBTSXbNz+c(q@j2{5afN84>d7*b| zwUD_Dqx{p$tZ&Jnb;M{tk`tC_BdLK_)b*4dW;j11sk)Z~{)X2RLD%UN&}&m*vV z=G5ik2D+vxoUqZR5Swg&H;PpLJd(TuzgZPyp3}!Y6)W?Nm&BX4r7lT%$<9d0pLS{J zZ`ksX0@Y;C&8%j9&YrSQP#?|<&Km}BvNf!iX7jGK5a93bqUkLukSFt3lia&vUqKO2 z68O8o`Ar~2P0hV@)|<0RQw(YEuG4q3?6n0J^S(`^Jje@PZinI*we!QD+;zE=aXiD= z6A2%)KSsN?&M4E|-BdAfVg%rlV?6tRBu@3-A^s(hwql?5-$N^_V)vgn(4|ay%EnZB z6*kyzTFs;jEDVx`=qmq$ChCog70)9lT>qu`iDqZ_ckOy*&V^DF2b69B-xU7O7^a73 zqE%g?5I&EH?U}f}C_TOxj`W7nM7*ONHe-`xStV*aqj)*U1Qk{itD~d3M$Yf#I3HWR z5|OV~l@)$_#ZVKr&+paywErTa?LvQutsh(uL^o(-;(!2c;;e-FG33$607(AtV3wuW zZ=P0!%T|9u+WvytW(r35K~?p}Y7Hv?m3@Q8+HhaD?CFSwZ)wxDZuG;0<`lcOKst17 z?N?i`ltnup*i_CB_^mvzLsm^hgv38>#B1(3=dE_99_g#D1UeQvukGI?TqXN^2j4$U zF0*>rdidAH7Mq*;8KV_}{1R^Ts`Tj}BEI@QuQfjp31&cs<6AYwA0s7A7Kh7}8y z*zQQ~YwY+_gfd7g4l7o{|NND+^;0OTnxU&{D2iM^R`0jj_G(D>GYZ+=HY^s+%&rNr zh=y6TSB_9V5^>jWvtV4#+BZ?A-mgg47SuH z!iGj>6XfGoT&VV@rnsQ|`RFggF(!0|kz8nHEdt^zoIm8yAQXoMbB3dnUe0Y7!K7bM zd`k|8d(tXX+XkYa>(aHz3aQX{-SCehQ0j9-R2=VaIoJ7UxzJPtp?UO~1s65bc1G?( z$fBQgF3D8*JqM|sFRj_>Rkg`N$2M!6Nmh9Xpw0%&Bx!X zCo^%GOIXx3oiB>X+{=^p+%Oz9-$>sMlE1fSU48&gHJhkfu90_Gie9b-3u7YhjIE&gjWherb5yr`f~w9-bqn8IOX^l_g$^wOK9t7LjR zK^QKh{C)vz)U)>9Is+J4zRYzp9!*76@hl6o@>dth~T z#QL3ILZ9MCckJ-Pm7XLW^7NivNboyTmTAdOe5plgrMGBU)8o&=bDyOC+Q;Y-reju8 zEe{_R)oH@AL9qjS>%IhO$h#xXS%)UasApCsynChkY^1;7JAyA`+>ct((9$LDeVF46 zJ|s)l0#8@PXo2`>x8Gk0UA?@wzHb3)AmXX3YQ; zL$Uf?C`^Ar8JSbcabT}NkEjV<(Yl3&Btc7JH)m=)Rn_e}}2cHY#o23+m?iU7sK1K?82P$4J7zc7~Ovgfx?k`N24@ z)oE~F{nIyJny7q{F@NA6;rfTasMENUL8ok+QMk~6JCUTDO3Kv$F7A)R^baK~rs3Z& zGLN(u7aRjkDEYr(O>8!0!Rs9T=x%DBKlv;BbV{ZPUOopCCEgyQGUvqA@-kJY)WR7tEG+w*%(=_;`|}WRClQqHh~MAdg3HtDqj2bJL1SKj)vuX z`wzVC0>B$IEp0>c!mG^A8&153>XNbaH)6d9(M5UQN?}9P8Gkr-=yU}FJalo_t5|g5 z=5}FUtrK{xD;`jq7YOzQ!AK;hx@xE!Afq_8_c?2jD{#K$tYC~4?%{j3N+mxH#T7l03`i^!}IQsw8zY zt@(az1F(dPd1GM3k`1Uy`QIDoS_RjN2!_2<7x*2BQ2f8h5H~UWnO%u~K%yM+CZOf{ zVl4N|R0GXKFf_Q;>ib2S4@F|uMonP~P@DLm{U4?!$M+>z+xN1`-&{t+>`kTg~}W(;D8 z?ydEQ1+9oK=*|t653tM#)(q#46%G^h<-$s@;SouilHnCZAXO&jdsXPN1ol;vL3xVT z=_IhSBFDL!r*1eLwSqbV+o>~~7G5w{LdHp67YT@h9%PzJdnKGL?j%*G5OU*uw4P{d?73GxFE%a=+TraS6)2yetv+`UB#9*}Cr(Wlc^X!F44 z4o|K`svtZfrS|C%vIOn`x1E*7MU6E}t#neJ_^dE?a;hE9atN@^6rL;87o_x6{K()3 zPEk0AGAzEmF02WMxUPhqdJ)Lm`y*0aHjvdA6h&xgwzvctbW(U#4gmzu$G$S5#@zS8Hd*Gc;N@H4v%{WFSk(7N zReq7!vV`A#;NF5fdyM3rx|TqY^&aBG2AGk{oN+P*cf_A7y2bA$w*aM~*qbSoBWK`g zEt``xgNv)rz2jYuQzP;R@2S35dlOb`_xfT*Hl6+{nS?UwtNC3OxSMsd=+qJzlQ7KW zA&w>SkCn`xa!>?>q&@$@-KXnB^?m3vCWNo0abwJs_kqSlx}fD_0jhp7*{0h$(wS`< zZO-@1C`1t#>dse6(JWS1^EH9Hzpfe-9(25H^iDNr+=;Kd`Mw|&BrkBTZ~lByk<*ni zHX%!R=Ic@S-Ifv}`1@2xJ6aQ&bEJ8|o*vR^Fmw+%&DoOxJwrwmWM8woB&6*FiF8jn zy;z42yn?k?WUEE6Are7O=g)op?ER4Uw@h4rzP`D$mxFJEy!4vb6*&oi@aeA*G`N@e z!&CqR3`b}X_pa2Ne6!*`uU-Q4{+A^Lm))#rBZZ)e(A4nnd8;4krvz_JHiU}7(%qJD zW#W1jIFG#Lyiz5a_x^~#JCBB*vTYR1l0{rQJ&~BYP>RDA(i{1}v$!bRM|&&x6~Y(O z4BL_yw3t}ny^VH}xDhxHmdaKNh=0oY==0gN97gC6kll;AOOrRq)>fsF)VzmpKmFSp z6Z#9l?`S46sqM{2-O$8M{&wan-(2dL@wfS5V^5l*oE5E%%4NW!>Q5XNw zX0@-CHEW7y93X6}Um&b~;Lc23=OoOnR>g#Cep^e>ib^yF5T3tjuh`E@j@Aq4v!~DRvo%W79PRE87%Mvk z#FENyu8A1^S^< zKk1)#m*Iz@M zagh?>22z=14dbY%9V;;0b&>0HSeT`pvsjRGh#oqNB-1}8LAmxvnvVjy?{tJpe-(5= z@qk27vu42Gm&V=n&6+Dk{Zgfj-$>U>dl81uHyVl;v6kLmKmj)VtI(*wGgST+;z<|A z+@8H538M-Tir}=0+SFnBeRyvw;z)Li(re0x(zX9M?KxQ;Ytqe6mD9r&$zLD6b>ku& zx>SYoIs;tNw_Ra;^b((F=3=2&1Guf#1i$GbOvog{|13qk$~bpdrIK6 z9g$s!b9mu%b{?tskuga|C7Jtk>QHBHPNW}2BGRDRIjK+k+=guV3Qgc@&#>|Q#8sg_ zLOoz2nZlT~q50=jVc~bITrg zGVEWzS~e1CIq$3Sr6hrAK3X@%vmeD@!zd3w>JK-JOcR=3P<0Y^H}gZZ8D<#zDw_*u zvKjwGB%N}wDB$OhlnnYC9rRIn;%klbKZM~w4m3Q5_aDXqC7!)w0qFlzC+_E^ZGtlQ zA75Une7-W*Hdjy@uK!y8b@h3-A%=wCIc(xk5A3ZyVw-SaIZgUcF+cKuJ{%pni!rb zZ6;1tRac=SV3es73@`R5-$%7DsP|-`=h@jSu1KAriosfgwXcZ#U^!7P_TbNsy6weh z$F65M*dO*=X$1{U?_)hR2H?pOUa9;$rP_=fg6#;Z#k&)8w7=wS;`-^m`xPb(Zb(hn zF(|(sGxQEuIvyAMtN6u=*~1!oHg(R|y}iAczPevKF>z)PKjW4AnnuFt87P;(cH zGgsmYuBESq1U$?NU;&SESKzk)x+8_3{gTEERY8q_L78(Zl+smVA722Yr<36YeGM*a zn1cR-C{AX}T0WzuV|ThsL&4-`%H_ekZ^9403K~45k&C#E`ymzK7`C@?N4w@lweJ%n zIsdlvu~K0W4Ft5!+pCI1ZWVhM`JjSO^BoDCiC(Ov3|W`*t!8qu2$K-lDvn@{vuYQ?oX4IB=<6j5qjY+R|W9&Uue%NPBL{J2mliC*5z&jhp|x2;5ZIb|BieoRW#v0~h?75Tl7Ow(GI-w4Kk)0`f^# z4&<i&)9 z=KyI%lxNZFCD%n@au4qOt=T03i+K|WZ;_KnPp?$d?mFN7#Qv1-o;94AT@Prd@F0Wz zLyY}%<^wZck^-V|93Edylx_E-SOJWvBd$BqW^0v5C8V?Bo(jtjc5Roosvpw#w?j2s z6!;GZm4PA_wh0ggJ{VzIqU^k62+|Fz1u9kc#!iD%A06YaMt>9&P!CKhIyRe^Om9u zngFZ9>|L(&3&%3`T5spX3^zCgjs`hXUQw5koqHtLxS`H~ zX(>*qYSLiASi)lrLIqdsZhJcbm+KdWPSSJVVKpObFL<%Qz7s4kGkeQN-4~?|585%WtZZ#I4B+Uqpu+aW%fCEGeZYNC${c(?@3B~V0u>e`zRPGe#!yV z#VI;@^oB5$QU!6e9G=RGfh;Hih&(jZLrok#ypvxE` zO4GEHmJ_|FA)Ma2o^w-Z`Z0S@OiQ{!t=oC9}c#pm8JS+|CahMSesa)E^$ zPI#anG}qa_oY61=0vRv9AV2o*53}M>`ChhN@f9E^I6%tHZBY64V+;aYq&1qO-JM$m zC#$!Q^6+HvU~lZ;v$~)w?nBNY55YLr%gbvQEsQq+({je+NsFR>T7tk@vxpo(APG=d zt9+SW9ok!1v^1drI|Hd+C)9~bSW#7-q?@PrEE?zxW3w&Mqjr{CT85}^rZjpnfu!~; zn}V9x8yQgTnS3MOa5i);NdvBH9YF*v+A)docL)W0v){ry&{2a_JRqsFJ7wfkcVX8fZiq7$@i6^=BjpnsX}D0PdKAR=8vXW zl%i2GqwE!%A0ybn;u`ysvHQRM#GioZ(7upMAM)9LD}>n8{(AD)(BbEjps6;{r#mX{ z>Z~iD7M4PuURa$wd>AUvHb09FcIJgWSsrd4iO8(PK{u09sEOj4=y0a6U!YM8(LX_6Euz} zjm<@*RFl9jUDr3)CZQQV+jij)IGW?Qj0M$-*^dk8${-ob3pblTo2bGls(K z)|2Zj;oxXrm9*tv`KHOW1RK*Gf}b(ULYI;L%i#w@y%Gr@f!Q-gQ%33LqZO71AVNoY zeeoOpyA7KUPrQi}QkWDj$G;G2zm47v(X&Uo6>LXWgDa$ae3u;nE|Re#&qX` zx&4JUxF2At&7H|*M&6;SS!Hrwg#*t?CVjr+&f*TfL=qs#!mB83IyO;XA>vhm*R=8A{ zMVyNOCYULnjK7Mr`AF-4_%}BAk^|O%3M#+oNo(``rF&l8#;_X zR1Z|u4YiAZcj59EfANWTcxNnM8M}1o; zqdQ54C7=p4u_sV8nF?nU$j-VYvP;-oYEoxPg@I`IAiA8rF?2vSV=%%sl7uwTj z#}5??99R{!{2Bmx(ko)U@M9)6KNF~l9*rrf?nU0rPpVL@1-+KQ;evd+cEe_6OsO=) zNKrK4SL_7?0!IgMxxou|0~Jwq=bO~D(FhlO?`BwZtFjOGusk6oSq~ z0gUw@_-LV7c)Ta$1=9xK*mJ)o2H8-dSJRA!<2^9VwiI=dTxVhzTg8nj zSTkdMyyyl#1!D!RoO()~noXa2~ic9(!D7E^UbEF)`Hu z>Y!?KGQ*bwP^E}OtJ)3zQDXd^gWXyrRoN zx)+3o4*n$^meLRsKtK)Rd139L8jjL4`LhhA-^Z%etufT@D>v%0iS%T!f;P9xX0st}kkm-TOF>90n={~!Sy z6ok_U`tM$#6fobgrN|T15PZ4ko9x*uxviI_?(+rR`*fdueFI=zHp@T4nwzW%X#lOWO8=q z!ETTc+;rbV^Tn`i!PhbEP`TEw4D*^Xg4TM@zD1>Ewx=#B#Y!xfd$}gYX(>U!PMVbs zeERhAxFC`@;a-sX0!rE;ou*J@owA6riINkyOqHFNf!5!jRe`1FYeMbrYafkSb6Jm5 z(~9HpwH@8ECoDlV3|(It)NdHp2MSV_oJNbQUD6vxfYCIM8+DvPPJY1tkRq4u9^UU1 zn486<1LA*(1LMI|7U{8$xi~$UI)oiQFn{r??efTo8TVetMh+9^_#Q#pJ$9$i&p>f` z?V=;9UB15s&=J zY`@^^%@)*~1Hz3iFd__&EJAo!*?peDN1d2`;ExX&$ZH!9tFhru9AftnjY1$slVP}1 zg%53s1_i;*T<}SGE=+J<3+lj{Hm)BJ= z-vdf83BsA4=0sv0F-9H2Pn~{V9_aK(Pk>IFsZ7w@oLcr(w}G~9O=l?D|#T!gX} zW^<@KG-B$}-v&M>mnxPLvVOo+o@Xk$i0sU^srvIseJ&ntjl+0OcFI1%AjtvoKWVQ8 zx~Cr5NF}+E;D_symWwY|I0=dd2_#!99C1bx{5-)nB&X)NpxeNkJCJc(*tgw#Y&W=~rKryw5n*+Nw)z+*{`3E9#1?=vEH} zoLpP)UBa(u{L}j)`a*Q^a?vuw*c#Jl9}@$b8ia(0s2@bA)0GI$UelJGgTg6Tc*^;< z2H_^V&uO^ApP>vzj`^=_>22-M?~#}SYq+fQJEPywsNY}oLpti2o#FkCoIAA-Q^P8O z((k4UPevR9weU`%a=tZafs044KUb?ruiyXyT?nNU81^Kum^e8GJHods4cEYy z+E(}$|D)NY20zN54u08^IHG;0>C1wd_-Qm~y_$20UU;ujG-|=O6n%4pMV95RO*vcJHa&Irbg1V-)``^4HcPtXqjt@=i#o~ zs=5p^tsLQ5eC{3ybUej7K|;>LBhgk(o;}#2a4DGf$g(b!=EZ5ZXYq)U0%uxcOr2aV z8g6SCcsb9QZ$Y>fvEt{|t)@Z$T&IB0l_77oPJGcbw4dJq( za3De2OM*H@8f*2Qm$yP$wlUZ?UXUJ3tGE z{1)`b$MP6p?fKGqIxmLos2hhh~jQ`sD~8iW0%L{zl^5ar_9Qi52lb(P*E# zt1HpH^%vEBD&hq%?9<>nAD0mcexNx9H#6K0M;jgKy?n=xASKpLfII(4tZWZ6H%qnyRrni=7zV#{E$b$f5m`AKfyw&cSL<)DsK0MJ!< zwAjpH*r(2-UPK2zLmj?CsSMq3+E2F)F^r4NhcrN)B*8zf2BH1lM~vVAia49Y zS5h^r3TGHM6tQOR2fS{+y6bTu0CNjc!Tf}D$@_!F1H9C_nAc`H$WPM@t8phwTK$^t z!1~fWL=i;%SQ`|+7;ZH>>c>Q7wWWFjP!~c^~JpywG1W;Mo3hC_Hw&S zbOfn-94O(oooi@3kp6=@uW8!Sw0Xl4k7=pCnj%P!m1DBwEhnS@#raY$+VXt)CqZd6 z;ZC`U3kVKRKA#PINK$<@=m4+pe>A!0RJ517VpBMzZUQ3V&{NZH?!r8?Iw*ltEEEPahcyZbBARzCF zu>|YTHS4-7JTEv0GOIt-g>8WZz!DdMA->=EdY^;F0YQ)2v?#Nt=L5kO$|89E;fh#6 zqr3iSUwDC=dG=0Kg(o75A|4d?;+l`^0SPodqiMo?)^bOcWvUHgbc5A6CH+l4$Ao^E_)1TT`$g572Fp>DH>I_p8AxZ;!T z^*Rnbif7sXB6J!Gy{VLn$SYHkrc}^gc5ym>7vpGS&522boUy8966B$g(16v>zQGi| zojdTG4N9`vE9NT@5U^B979y?JN@OcEBf%={4k(dj`*u|2!i5f&TI4r%=`&DY0cp&M zOC4W4+{2W;+kw(<$$-sZIiYS)VWSr5zIa0IN!jG%Vd(7u42bq|{wO#x4F%|}F9asE zSG=i7@0~<~J5`x(0Dm!niv1Rcp9)KKx0Mbi;D7VhR~KrkrH|;H@{o)$I4lZZsc|~q zYOBbF2bC0#J!O{xR5){C^fm1J%67KXrx(J{BGan`$jS+FJR-CGYJoQj<^=~F@+pp& z9vGHR>d+4%I%l9`A@dPAY9)k!MxKm9)`g|%wf4g75;S7|CP1Jg@$kH1yyLVM=fNnT zI7g!d0)lw3lG`yVIE}2kv#ncdHH3*&t2X=2pp=46ovzL_$H52QQp5_4|6JVdZv|zo z;AzBHl_fFt?VSrtb+YG+PUMpPp(S1SDtm%d*^1%ZvxyJDx1*kxX8@*SD4HHipHZ#g zj?24gI8SiHZ!|a^q7ch;h^3o$;5DL^gfC8HUK>wWao{it zJ2N1zfThQXy%&~+!z?v_OoLrp=|6bB89WNkW~(_)o>v_vwEN7Ijj$CMQqy8=Icrscq2vTZU}rW<2N zqnavO*@ws8?B-hA=oj*tg-LQSzIF8O5-m}zAHdD^_Nte`q~xU<_@Stms_&J&{wU*B zKB1mW8~6D=ym$e7aQ4g-VYX4_bCbTPwcb=J-3j$|nb;W*U~p6}aZz9h=VFDw!l(O%+pBi+2@9j0XCf|~=O(^8+6lxXSf zU8IJ6qB6wTE{?qyyZoNaHVJJqvM=KMqAc;%8R|m`jj(*|(dz@*u9ZrQxqVv|$a213 zFNZ|{J;#~YY^9UgMR3v#cB_14*#{nRJH7hE$ec@!oP}3ewHu$@nT@Jb;e~=Zf~q7~yIHHE%kDe((e?J}jrS`*rH6 zu3OoFw>63GZViPyhFkgLq#@oV@@OqOMEew*Q%d8{KQ0I5qWtu>>rT42gh_^G020Q4`b(CY?@q#Zo-i) z8pf$-W?));D7^h~aLIlndQq{~AFF`3`opPA=>VKF4+tJktaF_i;o5{!*Au6fGn<^g zxt~kz`P&&YXP*Vg|Hc6_f1k&>RxB*Cmwvz>^t@B{q0|=v>u%P}DT;frcL2G-MOKE1RC(AP)VrCy=;{ zpL=;<0i$FzrfIik9J#ojBS z5M)~I`R2NQrchJDTVKx&V^$1zS5E+Y#_z#~njJG}{@glRh>Q)0Cuy|6L!}Ux4l?ca zkT-^hgyPM2(Q#Qvj`r8CFPA)3ZP*I>;Rz8*?AY3HM?qyNdxW{UFews}ry|(rasK=$ zI=<6gBR^JDpW984lHYywZ%OL{prQm;P(+nd-oLfdVX@C~S$H~T^W^_fqGrpn7BrV| z_{e|lUu-9o%4p4&fyCdIrol$ zJ-_96c->VOq?^*sm52K>_|or3cGWX+UU0?sNy5WWDx|pGR~pGj1YAXT^W$zAwk0c@ zbgWwp{!><^Ec#RUDuqArPPs3YuRqyb_q&7pR3}esoHGShu@+pN(zjec6sN-(5V^VD zpT*yGqK+u(MfiV362G5(m7yxSO)+Xn&DuZB%uPXV5XX-r`im<}^4%F)pZxOVe*gUm z4AJ?X%DQe=u*2WP@&znCm*`pt**{_Cn*)|sZS?N7D1<8hP=zC{P*m6M@u~f}_LEMl zVR#z@YCKMIv-k1xLPjx@h^oJRn?uTgmVBM;b9|Q`Tb1A=O!|_X8&l||dL)_BNE*(i z1Q%yUM(8E~k8297IhMJ@!-T{F{My@6VVWN2#jh}@ryAyB%M;MqM~pj=1Mha@mk`S< z5ONJp&ooBki|VlWdjhW~&s61S=bl3l#>nn7=^S@A8FTTeqAOPTkHS>A43K+KD>^ls z-Z!KQlg(b7QOcK{?QOb_l4{$orM%Us5Kt&FjE2xP4qMlSD@#(o7vxDrmE94d)H)lh z294Gk2b;Y!lQu@W&h`+r*Si$2Rt+gc)A>$t-@d|~;9o~~PwAvdvRPeAaO`xMON!6b zA$WR@u#C}XRquGq)#kLN@bv;&bjvXoo^WDv7}JV1p(zgV30lM>gJHTafoaQn`7+LX zL*c5cw0dDNj||{KnH@Xw?1v{2q4&orQTHVFQ#0$ zW6OKh@eMW}>wsp>hL4VJ*M-4}@Ux@w81q1rpTVg61W#mJ`u-8zT|C4!Yzq%2VKrEK zw=}Im!cn~3IIod*TZRmff?rbY5}hiOZ1~S|+*BfJCLlYaXMW>nMf!ztQJX;&xvH=E z1JQB|DqE(+tQ?XKVG^Fiv3gzPePnjPD1bWaLUS>1hhuC-E&0qt>|OeknjgI%b;d_D zkot2Sf&>p7x60k5sSU-}>3ocMl#0#hx5O=fKtqmZg{x4gdtWi8ba|P1Os8MPbVxph zDnvhhpwcFLjXF_JgneR>X72Y$x_(N=lPGa#qdsNLlv5rcgl3pJy&#oL)CUtuFu6nq=wg=SUwbu-zH-Z29V1WewZ$Z+l4YD<_iIm$b$ zQ>u~(Mqq>2kGxlk)&9(|WxjNgs#;thukj{!lTKg*rH1=E0D8kp-M6ZxpUCepu2S*B zK>{%Z=1wMH5QDBNYqb@gAaXNpU;2@85(8v-CilKS8sUxNNr_$UlIAB<;8EjPgDG8p zmT3y5&D%n%Gl}`MDHIOhey{*Os??$EH2-O}Knp7l|0_o8HT!)9wjeRDbVQgG!KR$TgU+6eyH0D+_eVnWB%tv=`}*4x?vs zFI?SUPdEe%p6VdR2~Ai7ekS&7;;V`<(h#?H)36IaDUXcdNu?TK&vXT%KeuXe9~)B| zhP~c#@E-yegY~jTgJ6ET?JPr7KZJ5=Sk}ENs0Hyv#e(y{--Se_#3~_K(&3Jtx{reh zi9il%sw`2D5+TH{i{C!X@}0%0G%&=vk~T3FRaNP0KQbgduDefUqGMyL;CPOxo7b5G z!P{r5cene{vfmdTs69Co8Z+lSU*a$zt5&>E%lzE%<7n(usS4Cnkj7EK87)eDX|;Jy z?PA5jMdvL;du~gZ9Ko7u*(sUdZl#4J2VEGlH$cfd>G$bf75%v1SRL>94t-nU@FkS* zKyzr}Y@)b%<~o?%bnLF5^*mWJTt>mlGWtW)mo>2#vqI9i&9U>RsPAQCh%-%El`fl9 z-i%Xm2vb8H{+$k#K{G51sXDj2I2esVondK({n8^!?~mQFk6?6aivI^YK*Ybn5BA=5 z&J<(s%mK@lC`|lPc`gYJwF<94S;>%?!Rxaoco&#}+w`WtWNlbnc=q5=a>&Fy4`K^Z z6>u?V=lNs?r(cBB(|0}Y46vG)xjE6_iHA=)P+gHdo4$}tgW%M@*RR{)Ug*kP3KgxT zEO90yxjvavheL-$`7zmrVL_^48%~F2$V~2E<2#n?LCVyPI}nvR3T>NPY?WKfgr*^k z9Xl($0hy}j{SDLd<+|fu-Jk?wiw7|xfBd_Q1*%W2&hj~(;^gCKs5;CMtcPH@X@b;a z78)$}4&~^5Ntes=uX*9;Ex3Tm_%69x7G_Z0aJ22sjnd?s)51R84!08WT>*5s61J8G zTDF2VXB~FM>ZtDkOmZ7G)lc24_PU8?yNi5ao9RYdt8`5p)DBHXe2Mf2IzwB3YovZ3 zo_82-TiyUz+Tt~AuZVg=BrsN67^7fT&_#LJ%H_-k`*yV&C%NUbL=7_ z{`Kr|00tDRjaWA&+SQ?hDU+SC_hmgIgrEV#IN}R|)!SD7tI?FcbrM;1Blit6 z6lw+;?S=G<5G}L2-`>!<==(kYlVC+LTxS-Rmq$2`T_=znkb6Tzkh?C+vh2Gq%d+gd zD@(HMyAee)wcCE8VJlW!f8>H);u%rN=Scr0Y`)Tz^6%dn8+FVzIHApYU9U5#ydsB3 z&%n1n^XA9C{PJ8u|CCtz6*K~(t+_Y81`4Gs-vza?dyI2GKn**@s z!-NiuW=h?j0Oi(*fNRfIv}I(*u;TeabYHK_j5C^Rl{DELI?b&93!Rh@U)}bCmu)>= z5QcUPr|;chUZQp3^Ul*iK|=Ta1-i*tvJ9)6xN=cba46S zRT-#bn)=T*{tXk()iqm_d@0c(H z{|%N~a;Xna*^b-<2s$+efE!J8J)vn}@xwRP5u&NNH*S)4!RTNAzPzns?gSXKY>5#M+ivGp%|d$H!Nc<8W~I?EwgS$>?! zTX6eVV#Vu2(s^l-g0P@qip|knkPJe~_|0rDk3>j9(vdh=$z^vXDtG~#vZeA$Q3LK5 zVXM&}sn{GJm^?PPt`je=l~!HSt@iogcp(@3?0R*4iR%|rrNPu?h156# z*1j;UE0`&a2)nRJD|vn({8a}UIl~r|zs<_$IAG6!@D?5KOf?ug(OMLbC5=w0Ay9Na zRwP5D$Q;!4ZI5gt+s!H}UUx~ju$OP|l0Ou#oBZ#%be4zXq>%K$^I6%J1GkF1$ovO! zeTH1!S0g@~B1Lc;+8#rr2jN?TkPdzKqF;>(yLf+1>gi0|S)D6un#1GjsJBIwiBpF% zKVH+-x_t87rJSe?a@E~c!wwu`i3AeNq_b*IhP4`EO>@uULZH9%Wm&W%Tn+<1Cdv%` zO$nh=Ybt~K-{>g{FIz$_B8;;DC3A1;7hEeV6v2!wPM8Jyj0zIj=1gME>Jq!cu5*IS zLkHwH2$$COZH~5IrW0m51f_hB7ORuEFa0QyU_BwDB; zr4?sC9)Ns?TB~XC?`zp~MKoc4%3QJ~!m7EG%_%4=v5|td*6nk)e=E)Udp3^SRKoy6 zpZY|cQ_n=tmMbf{#g*t38Mvg=Ll1|)#$ePLWBe#3EczD8^Iy82H~E4K|08Z_q^UHIi)+Ks_8GY3V&yz+Z-GMV1NeH7SmtGlp=0*@W1Hyl+t`cO zMk4tXL@v^+8Wn1v;VXLa#RQ#34;ewv=b!=gOR&fRE5slg-Oc0A*HNG;hF&v0uoZ8v*1HrA!doo?A+Yg(~EJ6C|wHhnfqU zUuoqu-+dGG2Nks-A1&M`e?&dfyws4YQ{<-R1rI-fk5`>1AlQQfqnc z$y5MW_0nLjXpVi?T4vzAnPBT*C3UYQ;h_D>y4t1iF)kig$MT*Um$E&vqBUzNQeD!} zu6}TH(0Q2Z_;`D7aSCYg0M@0Z%aWiv8JA_I-BmN7i1G>;1i{{fqZ$=Bjo6GQ=!Vz< z0C3ZMzzFtP(f~l0{lzW;o5JfQz^^3QM<&GFHqBZbcw@kRopD@|D}bS`K^jG&+kD>q zwO3-|s~x<~AlV>{UHE??0eKi3H()Bvx_HoDN?iW$80R~?NR@|Df7)H`D(EE@M88Z! z5Tyx9blSHm$T;kXkf)@-X zauVd{c*75aX&Z0h>yNHZD&CYnk`X==L_87v7|>=Zkyip&c#Kdblxn;N>|Ft9k^4y1 zi|Pt4`l#*NjFEW=>X7)U_CwZu&;NMZ#4vFfdM7qY*TG!eu%0)y8`2M0RaDw3VA+>( zr_B!cGnx2$?cga4?zs+hXs!Df5hw!+3X(%clxY3l1MYUBdl1L3m>Kn$pS2C1ZoBNh zjc!($rmRnJpwnZzUIuyx^mvL7{*JUU7XZ5a^a*ZL49z*B@4lu~{$-u2&&oOto{|l= z;o#F8zxL_nf>?tuz{%Iy_+mo(-kjPbCWN0Jt6J1={^2a=5^3^^(0?D--EJw{OdH8y z4^;Q?pg}?iOy-;EZ-5I0qth8I?aCS4#hc~GK_gI^I!Ti|Byg|hxDs3T0TRuBa(whO zi*t+}5dc1O2&N4Vt~#c_LTOYW*$<Jqc52wwdCpMAB zXZd&(Jtkx+1F+_6p;iNJmQffc`NYf-hI>HBBy|T+GyAGTchM zF05Y=t&f%MCe1$~d#(7bT$CK3(ohH}P;|;grVnpA&p+`s{cGbh6qC;F&w^P&b#@k# zj}?Hrfq~_WX^B=`Uw$e)&9F()S+LMo7Q#El!EweSJv}l-VNUeHzsoNv{N4u17%(>W zF(Yhf-yzd)hc2?v1=M=?#xR+tKz?n}5r`77Zb=dSK=R!yUIdO`dC|ZR@u<3(CK*MH zcFS9jIevgt#>Wb?d%&20*Wow9=xZ0VIwDpnuSBtMjWA)l4+{ z_L4xYUd6EqTHo1W11B~2RwI&hh}^mpVseqS{)Y~^vOIC$i63d!1XDIs9#eAdXRq1a zD5ET>^0ZE0ga+lt?#j+%cqgT;TI zfeyr&cbKCMiw_HAk$5tH3nvfChX7q@cG#=MV7>tLwA-Ve$UAWm@&vi#qP9Q`_07Z6 zcj(OJ-J#&))gJyb4fGv7^$`v-ZX84LnZ%Pt{jtF$UIQD^E5QHP7$e=PJZk} z{xu&W;*)vVC2hlKr&&jn`PUBvEU2MQ9fi!e{7GaH7c$VmrxBM@yu+5xPj8}-pxmoV~w z4+(;V*4f37!RbMC0_Ypi)!~_z7*IJN@59JFri;`|C^MDW$2Q4t?U4?}oo}RNxj9SD zFyWrOx()^XgFy?bKm@J4C~u#$V<**~@@|N)rjp4^=JN-PlTUEUL@mJtn zWqom1e1qo1Pv)3zi2@cu$`E6q7qF>-*b)|vtxWByp52d4s30Hc{9P(d2m)IZy7=oh zFth#*x}$U@5rU(SQ2itFcS_bxqE7*iDy%`%ALy_m01?o-T>T^F%DU-f@!FcRu9Pd< zpyL6ESAv&{hC`>&+A(?OvoRD9IgF&0FlOf*ym{(P%FTb6E^}K`pD};1awXdTSAHMf=3_ z@r8pP3SGQI!0h+pn>t|;Z*L7fPXC&ZRR37uyV#6RN46xuT^C4Sa{@?0LV`N9vHa6+D` znUuVvnhSZ*3ysN(r1@dNGgr&+s8JZQfI8I&9pR@j^GI9icO6@#Hh?T%C-&5RY+R1h zTfi*Bg4S?KbO5mC4oEudmZalT`}p20KCk2o{00d3aHpQv%LgeXk#AMTz?LLiN=tgr z%g^g$Wz`kKwVUNhd?;}cjt4L=U|^c#dQW@6)rOu*nRR-m@cb24=r>$e`V7nZx7e;H zhf!BV#5l7{M_KI~`3*j9cW8hoC8l+iY_I=a7~aieDJi;H?Q( zK{16rzhiM8%BlpG*`XJ4I@bYMz2&jM#Keh_Edp74@=Zme=x;@rw2_f=;{@P=%KHLI zlOfAlg7*eV2OP9xt+!pw**Yn(no9i7w?G)jKi)pcXJ14@sH>U4JboMExreQ9QOng9 z2prQC25rm>nA&+jY-9a#XB_{FcWrT@KSt1~2}nNiRiUV}ySOG2Vz zeJ)n#V&JS;3zRm|zHoG93Nj(JuXS zPp4|rDjr&!jGb2zI=lI98D_GnPbyfKfk(KI>9a!$~tpm424IL)h?r&_8aK-mn^Tfgwv$>jB1vl2qyPueWRU zr|d6X^B&H)ck*lI?-vF1IzJfO3q;oZ=mwAII9#}0@vP+1_*5}Qn zN-IE!tkqae7hO?kF=;c4Sdoj2&?U4?{Py$XXkIGLPs&QNn&(9FYfxKreY08b2?Koj z*et7`m_cXlTm@#7nI1Z6aP&FFc!h}>a{!VGtOfZ3hxDaC*zA|Op`?Cu7~x}H6tsWs zmz~B9R*+VAal9A{xARF{A8W2Y`;CIfay5?zObuI^-6*I4W@(Yivxx!@9g;rCX+*&d zhZhl-NuM@YU4`nj@PUtC8A!hS;Ghix=>B36QfU(p*ZN{wK7$WW)vUrA-hl2(+f!KN zhf`NZC@fKG#;PfMErWQTE%ADxbg+arIY=&!8WfltL3SQZ;b6jx$uE|+`g!KAHK67n z&2#3B0#IM9|3rpAO(B|wQtYVK9&jtsi9CcvA6k-uUuI{*Nb&$@6UwM;u~s1UP~RAO z^FP2AkUwJm_ATjUkx(!FFvJyEEQ~bg*=b)ffcB_dEh#G~u?eEI%Z#^Jf~)vvX_gz@ z`n4J(k4_Z(;rCIa7Q|7j!ng*+*u&JX-hu?M2?eT(Kbm2+F^sAs1h&RiL;bB3$PH|9_*Bue8$ZjUIi>%jXDm9%2xZuJ1cK zT{h_W?}<(X_^8W@G(XAQ&ru!CkrhxwM>h5%IlAkkz@@&t(;2~iiMf>XhI87w1j^*B zX!&~HDd@swN z)KAq)l0ya#_kFnl2L}EAtxHI7{h&VV0ixPUWs#J96XlM|Pj&JBwrS~$h|tjW9&O;E zi!lEA&eeI^Kw1?L1Z03@Y#ibN6uy@|{F`B5bfKm(sAq)FUC{JeIr`bdwT)o+?Y9zs zm}M5C)1vahdHO`dD3{;mJ!s_sv|d*?|JHL!QxLtBsOBd|cBE)m@1hct{H}MAq44G)2?wG~ zPbQ$b7`+CBns+Z%pDjbsJHDF#7yIu{4RLnfPmMr+@%Kvc%DP~N2jr+_DU)+I|Kr$< zC6wbh6&~+0aOcRnrKf|nb9NUl6EJ)+%Q<3%i0i$ggj%=k*eV&uK4nw&a5a)aR7_{b zAoYyV6zfX+UDZ#1#vDcy`gl^RW+34zfZgNRR$N%b%vChsn1jAUo&+s@e>FuyE_T<4 zB$#{sRCrXV=&ZNAUxhr3Ooa~oWsFt%1Y$I~;AF9<|ED!s@(R9hwy&@2hfGeE51Z>5o1_R0Ytu%as+vOh;3h;l4|*AbFQ{` zleRyvWi;8s62!wgR-Kv0%W7TgduIRe7TorUXLp6 z`m?(0totbJwWwiJm=ES?l{A6q6`+J}=TfNTX-5)>UQ+{nOOPxh%=CMv26dSiLhLdv zf zwz+Hj_3mj>XE9VE0Dh#k$Y3v`uI{3I>a$tbi4{l1Xx?N&aj4O85NvXzB8amdM+)!tYz?vI9vHtwgH2q^yTR5I5n=nYEfg+~Z3CiH;8q@R=L1z0m!1 zAov>nF6z=*C|9dK3>09MN8AWIraX2F3OF%^$jv9BOHh?!6BCQgCC!un?%Ep*?r13) z&Dm=ILyMsSJvzT=3sRXvUFT@vMCJBg#X_e(T2Yce6~)qi(ay|lt7C|f_ps`xXkY~c z!?(D+e>z0;=bpn|UXH9FqOXB>a6On25yeI6yt3dZ@laNHHo^DbK05#aMS+20-M{ancbnxiUxDROmL zY6LQrp#yf8%eaJT-k+o5^nM0t_;Ky;Up9!x;@y`aMn7l!5-{geTlwtQ@nG=)4Zk#M=DS2yBq)iusuQ)O;gQ zKda(rfj1#FKQ=U?2155T>zjgr|LX6T14P+q9hnOc?OsXZ7l-eoRP%psHmkR5Pkb{y zSkV_9Su=c+q9URu!PA8aL{pN^^#gGuVXpR`G1Or&&>v`3tFU}W6)uNt$NtY*AN@$g z)Wo_1v!z^S5#i@}O-(VBBeUW5!ESH!JOPbNI0?IO_G^50Tw=+UWj61)s=x1Th;d0^ zA-BgVD1nRTzM5JD)4AP%-F&fPFogbGAk^545up?*cY6_UD|c`LZ$!vvd5WJ_SDk*7 zTsBDLGwZXN!$`#7=5qKDOIj_vd9`TqG5;#pa40~GZLwqfp75KE#%Cy3*tkmOkKfYQ zq5V3WROp*gJ|AuM)&>4Z>2PEhkj$cu72Vx7vu=`Eqb^eaTQyykqpnkxF)Pw3RoM+> z;A2$DG0;yV@R8&+x04TMr#qJ-WY&MMl zj`t0@n@dgy@;Sv;RXce1(-uq5rfKn1WZ7g7Wc6wO;SgkG5l!b!UsGjG=t01kjDJ zr#iyMXRMjzJV;}IO4$Dyd(CV7Vc3OE`*#9Ae?d_3&dXP_m$UPpr+3#?jX(w-QbOhjt+?rdGfJa{R z|Dp3aJeGU`-gL3^jS>YWI}GlSDKNqAal>S0ks@21C`1v#f*T#vrFOMgDIY5Q!D+*g z7shBe2!qky<-C4qT|>>YQrBf}sr^wAtw7){EY`)dWZ(nlvHW*gzjEWT+T0(0FYDdUEFL_#MrM!;ju zc=X#-l!=BFJSLrSKxKi=r}XYr6O@)KTlLC}*dWT>W1$I~Jf{>oR%I<}-EZNViz(lV zUp}MRf0u*T7EA}??s_)I8b2YKP;5rU2ycv0zE~~f7Q(V}tM-&t&9g1Mpf}oR8&ZOx zb5enp!H8e@P#Mt?(Ik6#XSSI|B7?$c8Cu;{ zXX0Zhi%4A!-+YNtZDOieN z;g6XKCdUO0>?A)&Xf9dn5cIy2rIi2350TB2D+zM*0o=;s$st=y3A~%hG@WjOAN-qa zYDoHYFh(WrrS_>+W{O{q@PuqJy^k$Y9{g{R@!g}2TJjnAA#8LuX)PhCy55l?9VcmQlLF8IXz_Hp(4;iK6(lwgYx zGF*7;vA5mbzxSjm%lm*`_lR?~l>zdh+qfg6QI z6G@!gMlj4%NO`RubhE{IO@ z{eY*K`^BZZS3_TfqCh;*qt0EuwnC;#%xW%vFoOHT_M}8TXKhh7$y?&3`?@I8m zgETs*bw$g0QezPa5uM}{^4WBM8URIE1TV2)ZN4yRq7z;?t4%rBj~>d`ZI>4FH_~7L zyi3J!B*3%>Pw6hYmhB^{e|dcK^?*3001760>lt_@5rDaCRm_N&x+yT&B@}Qy-^rRK zng<&N^n;`gVo+H)eX>F+`e(Q2`=m@I6Gu5X=VK5RvT5J&c(4bb-?xOhUB1B6i0GVwF z^{Y($DGi;$gg&hl2~L0Q+UUCf!D>)F_?_!09Jo%qy(g-<76U;(?$Eez%~?n$OBqyeF_%pB@;U zU53X#%v(6~#4Ovs2;*utUuU=M`hCG6EtpO3>`{FF6>^1I>51->+sPvY{qRD@Hti^6 zLzaO$xMPsfq_!g#n^l@3M4qCst>eS8-h|@`mFaDX&SmUVUYJa?`hQnn?~Tep8jSR$ zwn0IXafQ40mu`8R1O`KF{gyo+Zt<3lDn?J)%F_ehF%M@2z;nFJQJ176y^@Sa z7C8fHE>5?;2*ps(kU|`?%<1uOgG7A1%f93`Z25NYj1bLbm{R;3q~%*w&aNRM%NfPo z5j_lb7?p{#WDjQdEHrfJQ(Fg2V5k}8VRuhHzat-o-00$VLMYUF!)bl0$k$`M>^bYn z{tZ{)CcOc?0r|HyM;GE{lW|M<73&pv9k+-r^_3U+vBs#oV*LMr#FU%Pa?>@g=sj6< zEHj$_3UXP~fXRxYGq=9^kmilfUJiGGVa4UYGT>{*ZWF!f5#BxAW5UtQ?r7BxBL&`V z0Shs;F7W9Ct3D$2hjiH16y)FBJ9f&yzW**|`ZXQRYYbtjO=u7 z6DxG=c4ILYp##IM(l3|0;^x3ty?NNSKvg&;N4>2~!iVQ#7(2E$+$gU#!@UUGKyNkEJ`GEd4%gOBb0z zkjK)6mYPt?;04dG*M+ChJT#=Z`>YO^XEq|UzqlX)_6Ms8u3t8FU-A&{KWP**)qJkzPlBZxUaH@PAga8y-^WNE zh;u6+{u4rLwVqUxpdqZ$brF!Hd#3B*IH%PAbyuxsAxMC^Xfuf&9kWWIQh z!DewrrT%GH44DZAz+PwbShJ5{UvVOUfbrB|%bo!N$)RPhxL*PJO zO6J*`l{|dx;$4q_2YudT1!^x!0QRST;RwGLAJpa-&-`;5<5czqB#lK7f|i0r^A{qj zrw;!ltcDlmKxxJ-pLvY?u9A*cQbcusc81Ou$6)O37<9h~T;h;1kUYfmlJg}>?y}hz zIY%oqG{*k=e&{67@)tvL5)E$Iq)`2rMyEDLXn+Uj3PaRW^) zwl9IsqI%h;-`j){=E_4gWBRa0>W23xt_eYvZ!QB{JES88GAK>tunSg87 z0~Va~712g#;3oxq;(G{e9pGld`Nnk7M>xfnaxQg0G-1Ct(D>>Mn807v%RsrhNso00W{xxOrG8D*`9-;dfx=Jf*3{#wvh!{Hj?P z@Nhna@0PGW@AN|*FxOgR>ICDHBAwl{4PMH(1UOJ{(Ekg~6p|w$o)op66cK1WbL}Qa z))bg>rHGd^fCWm2l-5Muj_A;)SGJuh|3!5UQxwnX&4w!y%<)rK5=vAu&TPch-S^4C zeyxnT4M*o_vIcDNW3wM{>hf$fH_$8?GxGgWz-PoKtUQ%Dm!^xD=0y=FJFB`eG#xzJ zu?SR4{K(EdNiOcGf-KULNP@9UDn(36RYr8C7y<3H)*_Wpv`zeJ4*g*d_Az3h1Z8ID zZ*s7D8Cr$eV@K>9 z7bcg);QVo<3X}{}Dy!b9#BPy*B5C-527)fJf4PH0U^#736a(P_5|v~%qn3Wr%2Te# zvpQ77*~|QsDvB;3`bI6vlZC1(I3@|0_s6j6F~4Cx*yKL}OpmzHRBJR?7wh;)@M47>oB~fyxH5q*^|E`yW zzzHF*&z0Gxz3w;vMlmqZI5uf(*i3DR456fw?q*;MTI=CPV#ybb<;a1f>lrO{HfQ!@*}Vooer}dsc63 za?M(w5fQ%H?P885jCgiM;sAS5dJ5$CHsY-LNW45y)c_xP&SAslORLRxXIWA0b?H@b z9a*|z7a7MR6!f^PDqK?1-v3GIT1769;|vCFJ1mnlESad_r-pU1xG}av1z$wb6@C8P z7!go#0J9>=;Mjqqc2~b7*0fgTSAPSp1O1xXNR2|}v|iz%lgRHtMCoJ-<5$%Lf#q#; zLf2<%>cS)_h8p!I~iO81wT#?GURtwdyo~>9b%>g6AFw)lae$I zmk-QW6sD3a)vgxbQYj>aN_=04W90AwiLV%0Scnb_;%Guo zFG=qYR>VAzF0B2B6cz>U<-eVkNb%24tdT)c?#@q4n*V{yM_B3Zz+?cpjDiAfY-2VQMm@q^aFYS3T^?GDQmU8vm^a!^T(*Um z)e>A@W}Z^b42%w#Fn8pInMOEXY1a*aQkX5N!pV1a*QcFG+)b|H` zHbIz~kGK+RKbYV(Fly@@L7I%MTaA8Z!=9p+;>~~j^U@~FSM#q){&W#vZ>mL$Q#^ZNw)~4|~e2awJ8?FE;HQU;+zCwm>2bq)pp_iPF`X!|o#YkwDvZ z^%_>8Grl-F36TmGheAP_OpHD!kEmVd= zPPvZlhMT$E`ma4wrX~$}k3S{Q0GkOM3Z=sBZj;h+=0K-YOlGX=CLPUTMrVmvQqK4x5Tf!`J^@8T|T3*T)H49W9 z?~&ZAQ+GM2q7xXH+pexTOFuk?Z~7AE2Z2X@dPWapqdlokgTs(kVWfuI>#Z3a=kdg^ z1EkqD9u*Fe@lUiyWNw*$xjXTyqa%%CyWgW`>)HeJM2fQG!!!f9_G)P_6Z`!#R&3lu2{2B_1zbA@sZA2m z_@*peOz&x8A<=z^Alc5p@F}-iQz3g+qlJ88CJdr-=L_`LOFq~&c146)Q?M$+s>KI{bhbL_)MJ}_}rjN6k!~Pg# zAu=v4K^veAo9NRbN~HN25jmXM%Mu)1bRG=g8y!C<)IuJH`Q0=#qLKTn?jE~`(*o-d z9HYy_QW7i?ISL~#Ks5$-y_%^KKFl2{HNEmS@pl|OD9#fAYRm+x;m;t+iVzFzBlDr1 z@eWv5J;~T^B;r3-c{wRh^Kf~UZSqkVHSc0&s(s5`03|e3J2ytjf2BPeSojSlg8o#h z!9hfifLqVkNg4SBd=h{+PgNFDxzj(;d3F0<|9y5?c zYM<=4zP7&-SF&N(xjKaRwVP6h)Z7yPm(PF3k#v>@L)r2VqG0bp2{e+xb5o%87iN+l zfF!0g@?blDhH2(xQ4sBv>~{Be;J~K}_AVaR=eG4NnMXIf-rh-5W4QJFYF(`mFl%}W zy0`)m4S?H_uHgFayn(4g%vv3sz@>l7vTY@>_($>q1<6mRjAp|6C7c$$78Ryt(v4bD zOx{w@9Nd{B{i^@e;T49|gs5hFuDaJP%`DrP{w%y8OySEf6eN&er>s}vpI1C8wRO5H z{<~x~cWWLS74ud8)N)FY;HBMYjIZB@3oc+AjL-7S?Ojk&m0{k3iW{91VKX(zHn%h$ zc56>d6C1EN?X*unkTqWSWY|CTtsoHKyg&k~VxTu1UuAgEk21N(u?YTOH&|k?q(7@J z+daqVaIwvhtr0^pK6j(0L73>;>an;}<81~i2~T&@St}Jbpx>Bp1@MjIOYPzRdc8n3 zsRN>D1AEI6paLZ}fuq{(1@FiefZk>X9~=UUaNs*@%G092iG{k0Eh280-eI zpa}OtC@xOEX91OukEkp1Qg*fCfhMa;S`)e$fbhR(lxTL*+2%tT38f!9&0NW?Yom3n zR@vnBZa+8PA+weo5Vc6M`lJ>?O!1LMxUe75D$UA0e?2qOHvhBTg~0tmNR8oNVqSBP zxj*#gRupoPp~>a9*^%lKu0Mb!1krMWaUTWpZKTLXqzG>X$qx`MWI@=83Y5j2&wL`h z2u_T)Ja&&RHQT|uWy>U!*JywMZb$9Ox& zhW99oH2!T+pH1>8pL`oljB5-xQzZR`xJNgl`1rz>%x}Z$hlus64FkbJ1-PrJVL5Jq z7qGpr7oeuyOM>vKIR!vmEimEjbNVwKUCQq(rZt;O-S*^Dw^ZFG;zort*yh8GT zR*fPwc2U81(#tj_T5DwKIoTOf4%P^~qE1fw1NhsIUY!IqVlsT+k(XkiO3%q0mg7;a z0o)fl7V-!d5W#u!=cziABHk(UUhccO7j$ca)d3$QUwa`=E7=PTR)30i<;fhuE*~pg zA6UGcgY(kBPiGYXFMiy5pLEycq!0%)A>~kcLs~gRAh3&7-+g{ckL#H%%Ui({969GX zzD}HP?mnTbU5l+(ZMrAfWgZxjQ%B5e`mP&rus-xjPwbOfXy$)`1$B z?nMwcUP8c-+@x?PA5aOGkAC)a!SSx$fTEmYW~yV-5Rkd2%eCP&BU4n6oXb8Ny+%DK z_o?gs<=(Q753stC`y@kleBNL&S!Dv-3iHQp?y$mJJ3-V+0*Mr&@t7^o;kqoo^;w-; zo#m!6QiH2xpGcu zvv;zOsTmy)pUGC=49G!nN-U_4+sZ2IDqsUW`t-5IDd%32_U5v29N7xIp8G_rWOK15 zNocA~wwiONlQob$-}JpL$IH}C?=Rb%5fd7=ZYF=0fj*I3JKP}^wNov4tyio3`4YI! zPENr!t;L{-G}M4ff-odPU6zL75coA0-B+Ez(x&<>1y0y(oPynkhZH@RNL!n^74i2iceH~Rs zEZmT;*Mci+55kmu`&ccqgwlIYlSc7qMtB`{WsrxEQc#Ht$~Iy30nu}oP6da`E8J$$ zstdw}9c$Dz+Xv(1h`TC{7R4I(0vA7hv|41Nyku)(*zkhI5y4V^(dHf?TK&yRLgk1x zHr_JAMEq(8>LL4ZZ(Tp;>?yDjfr~sCP1DA4;2Vl-E&xR5SHCiKxs}FK(_01eRz-AH zS}k!358%DdQE;ceLqVG%h?lGP`c`y+53?h%`cA87cSVgS5 zqeJ0BN3m9NJYeq(Id;?=lbLTg0Xf?S+~EohZ*jM-7>VtYZCaQIw!j(R$O*}kl2+}( zAX$@M+%Xt)%$39wwxt%=YxXVKxUEzH9S7jS@?2X)^6(yn*P;OdCA3o|1_HY2Wh6wY z9LRBZ?M23umF`KKN4?1)6<&9~5eV8qVn#CS*VjgvtDm2A2-^Y2`vdCqv{y5*0SHF| z%3v|%>I(nceAD5*)T|`3zG=FVxJ2+b+Rt*V6o|jblB%=|!*wW?%61KjWUFq#dr;<8 zR!0#xA};_-K(xQV8U{6%^Ag`z-wWGDl*Mh4b=1VZa!<@<9#nd7_$znZWBN(F{Y~lU z!aN-zZ5+)%YZ?r39Tuk%75tgM{&l0|18H}yxK5=H|?iRvW%Kfcx>p4}U1 z2D7BmdG8*nKe5#rA0DzjC30U5oT5pgIJHzmcujP!?3|i&I)R!s@N@`nqZg2k)>A$T z6(GmuGh;BNV}_W96nz?|Tu90(AbXW+M!lBDfduetlxc3A8`FQyop5ae_nPbaKaoPu ztD6NH77k73t`Hiam~%NUW4? z;a0Pne%MOO2nV?q72X%+WNVkZa8VAuF;c}peO-z+1xB}ywG(zZBV?z+A6bfziQI^e zEZ+DB<4PwD5a}B2`58e#@}d!eRi=VMKeZ|s?29GARk{gmBF6PuCulnCvA=ZXb6ZIG zPn56(>Swz%P2h+gN1Y7At)yi&EIg~K0-h)`s zaj!^HK5HfJLzYk(ewaZMa#3m)Zb#?4wps&21PsCS+FUIsVwo!`HKO$9UZ9$P?;lxW z72|`m`yY`+$;!F8ABisN(~&lDu1xogBfmpuIaJCiWkYN8v4yM2sFC1yuCZIAxP`G6 zMu+JRvSFgb#a&H6!CpEbdk9RPj3%4?iNK{HqdnT15>VY`r%K15pcU10kfPI{ugjrg z%M5u=(j|aC9(H*D$w~Q}5-4((emJ^oIeA!|rg*Ux(&Bvf>({mjLb*9?XfpV%OV#93 z(CFCWLB&%r22e7+r#!1AbG2(%M|pfCAzpmTFf)thIse7fK+C()kl)uJd2MXL*UC_4`fUHC=wmO^U2*LbDTmLm5;>ZT>8Vz z(q3|WYce6xfb{iJR&37L0C*03;xU%3osMDdtU_v*)ha7o+vK-{! z`9Bk3x9D4)m5wFwNEN`eVcZpiQ3ZAlANk_pqe*Vv-&Opn(YG;;g+xlnI>jZCbBGmp z-2OSc<(smkAp6m+IiSMPQF&Biv2R*#Dh`{n=o`UMiQW^9YG4SwkP}w%i-oxbOT#N< z;@<}SDuYT@RyXxIryJI8ieCoSdj2MX<65u=BCnBWK(3(1H}Zicq{5)?ieeRsqnJ=e z%|ShM9~xv`kwzgkL|3{n(q8$e+`K;;bE_$~qV-B$+~~wPe_pbK#JnJ{N@v`C=Gupp zl&3)5-!ko~LmDJ|_G+WEU?uLRn7D5qw+G-uHiL!)@QP&8M; z{K@l*2>|{Gka;87gNcKb>p+4yUdaHpM*-5{tV86Z6OeYiz91U;e8s9d+9FfMfX|w; zl6KwX=XpF4CeZ4c2!QV7oo0kz6_2S|lp(;H#(%r+m=X_=w3v^rVchFf@qYU+tni&f9Tq`+KHESB4$#1c}ocOp>XB~;&2@YNx+n!EbOvszi z?xH6sXks`v>g_DXdG4W`us~Wprkt{B21au@d|MdXQhDr3BiBX4syCj9WF$g z8lEeQAtDfd{*s4hhe!WOY_Na#G^c#^rKC4{m2?+)qM-j9ck~Fnm;2$_)lYU;2f2Mh za4O$&V>qE!h=4@(w!n6l92-Q!+jQoxBh~XG*EPY@VkGoZk*sbR~YB*NBflzqF&0{X-<=g*7{ON(0=ncI5 z!L9>noui=fjuU(FPG#9*7%FqPeUe68WGstA>oqY&>#|pKbFw0;ev3sS^dy{66*BDW zyd&iL@yzet4D-Z~C_PDX>oxuai+8o=ugF0KF4yvyZ=?5YFzMAfAfUp=7^96gPkP<$ za2sXRnCuMzgEW^$o-kR~KRzACQ_i2qzFf1&Vnc4-Gby4*%P-)Ooj`8F+kBty0aBC3 z$srT}tG+UmqH{_wSvY*)2R`h5hZT&8wa2KHiscGJuql>==|_y+aR@=kTDjbb^deL( zY%K&L0Wy26S!OV1&!XQ~suBy>YDJjmeb9O9KRB7lS&`2r(^BzBds@#d)jr%U_y7@+ z;{achm^B05SnC#=e=6Dfa5z*h5E|1+2WnI0calCkaIeu*wQLEB{FjvN5vBq?)SLv-y-;@rbK|ocseNd@Z^=^7p1kQ zQK7J*`KjD*Hye!%@oLGO@Klo}_8~PC#MS1B^oclxx_km z4g%ZQS~mh{D19%2ueKj1MAx;m@4~YNP}V6AhgVcqOOjsWYGaLMv7cBh#YZ8Yh08lk zN*8D{6$istj!befBa`E2en6?A>tsxS0;Z)Z`r%y+2DD~BH>Q`}P`(F5?)U|?M6M;^ zwee;G;GC)x{bT}r+zP`P`StSSMiiIVW65|t?KKON!VIa*r~xx2ZcPI3v&ro8aieV> zgp3?aGg`Q=m5ZnQx(-w(EDhDgCK~r6RVbf7N*a-o8YTG_$4S# z==nqLJaG}bs68n8K}C*}g;ASeeBsh>#&+4(i~A=QhwT>~$y6jI+kY_c8dCDr{M+KK z%9;1l%}4#0U@s3r*#Jf8Es@l&6)>J$}sjFS+^EbNE1St!w3=DzXQqzw&H8T zC<5g8kz8nuhXiadW^3dLpB)B1pIAn}+^;A_J%mGIFkI;gf}|xDBf93K>IhhP%$WQi z_Y4i7>ez~sKGUx}yf6|xZw6vBqk!=2OgM^r+b~D0EuaBtzMzoTSoyH~Y;jlRM!@Kf z6n@{*DS2{87+v$FOojO)3La#h^h!$O(jFWNHgU#QtzjcQX+*M}K&HDLW2c>ak+ZqW zJsRlFu%v=is74K1P`5e(H}@QrV1PeeT;LLj+*O@o;(IV#nadwAh~g4eF6(ABNr$wmRyf}Alp$__5HG;!59W>~(@ey z_MglYH~B;=3@vj@0~$9J&weUFrgYBVTinN`;1t4Vg$?D6sz>E85mRA&qAK>I;%1d) zOR?dJyM^#$ z=Lrnbku$5@_hRCq5@vu)nOw6I$V6lWELaz*GEj{U)D=rQ%? z4@6sVwv*5a?FLTlG+`vU?YJL_4{G&#E;az`@IjyAc*kET>%FF@zEcV_f;E+ z#l2_aiv$UVCjw~tz|X;Qy@MrUhBul;f3GG8eVPQ>kcnM3<&5xU>;GEn7VHk`n|9v3 z<(Ir{Cm#7go}|`TOWu#TtFN0z5J0lBf5`+8FSMqgj#pkzm0Zs)#HxNnAXGpf#(`nV=Z(7Nsu43OIq4PAni4vxT|DN;BL)Dwq-I?JHVA;a$A~$z5=*E0gR83`95J8IyVx{TS2o1A3v%g5=o1hTRF^4Ax|s}dz*+cJ zA#U$yNyB&97|*L4PsN9R0KQO68PcJC^iM0Y8In3A4-=p&`?3o4?yA4b0~@ei0zc)W zTSqM)bG9KWe`?T;jj^Xky`8EGTn%CU2tG0C2ye3%v#P6iQr05Hn^4?n87D`Jf0P2I zwe|{11ab@i6Tw(x1UjTScu2{6uQxWJ`$)QENk`J8dK+Kv_{^|JUXUt{GhDqCRQKJ^ zfWt$z+kywlW+9R`SMa%E(7JrPG{}y0sNkm`kIjW%0B!&r`R}D)@w8F<^}KfDGCfiy zlfn3r<5yv24bnIN#BfJb>zQ1NJGm{oVDoa$bvF&}ju*S+99Lh9$+kavhuErCNaS+M z6S=qN2%FsRV&&{u3h?M1JirIUtaJ+=-Y^{7W7)k3ZnI&ts)bR|aA`WD#Q`})q#PFt zdBTE&F?W~OV`Y3FG3|37fv+K4pcN{hxwWB01JH3BaxWMJ^7Kt&s^^ppS6{6lfb zjP+x=aiFf~u?T7bPo!PB##=iyLw1a9HSpc&ZTScxTn}{Cs@qQ?9ZlPielP^(!mNs@ zKC)AkF*illJ310o4=WxtM8<1gkB^;W|A(VCkH+88CTtO_d)LLRyEsmsMkn(xTx{`W zdu7c_k>-Vg9nByQ=qFgU$G=gEpzhIs9KV=hQx&p-nS)Jz5SFDd?l} zGozv!tE-@Wz+Ghddmdx5_A>C_uSQ0n4DgmVjH*o^pzSWi6ZLXWs}y)ggEB~C2Lleb7_t2{=AXQe8~F@>rlY!Fh{xFqRRnCPpv{)1j%WyEIu6A9d5TAA zJ(|4gT;>)s%V4V(^nO?(=;BYnF<1&vbzo0zl8bEBl{OXlAM_N)ZqU+QyEBU#1I@9d zgBNAQHP4lRx0|gOY){APB&m>V7X5DqvsQ-0gbl~X_hKx4=4L@MMepx9)#!*^1e33=$r<2r zctR^kGbwgT|61UJAM`Ho$O@59l{C-w%8GS9$t}>Mosq;o!Yjc!i3ZrAC_}DJ=w}u% zaO5g63jouTD^_5H+l#t&MHAA0Xa~X+lLmT?ANqA+$dyg%13=6r3i$TbnLMi zrJz^sx(gJ+fEnBa&NhIFaitPNJJpUz{1~ho zoR&0T^b%1KW?s=#itOtiJQEk?6$hbOcX$-h!)ArF%TN z@f1ZyfG|~82>>5Ie8ag^kBqx}xYTtivjN&n>l^n3cCi z{;@GMHw21$Xy&~frv%9sc7l)rN$-!VUgJ_eYYVh$Ve=98Wuk(3Ma+D(9J~wZx;@o` z%Ay_d;xlzR4k!7I!x#b;v}e!|WKXcR>iQ{M*doFch*#e}g$r&6Dn_^w%^5;9j5x|px|d&*04tyyDFm>Nnbz5xnYD-za@mTx zIaU02szj!oC->Dptr5+Q0<*(T5N|byE}Exb+NtG;kLca!p<=yNTCQo(!o5MerCbhP z);Q64_jMZj+-}&Tw!hlmfb+;z0FB$iw267uI=X&3%`_yc)f)hx7&#$Al?hVdKo69d z2I3d&b&iQFtBI)lJ%I_gw%FaIZc&IU+imvx)mlU9pf&NG@nxR^FIhn1(i=a(rnGJl z4RvOz*_ErDnz-wV(K4Dj?viGFcGwQA0ay6(WtIiZndV6Acn7!{2~Q6A4y9b_ucVaA zZ!BRev|hO+vVphi3)R?U5;Z!F=>o zI?Do-h*Pe>cx{U&X`Fw4trQH@qL35LZ072?;x~3jpaF&fRYaUPnplz&AWT5~j3g1a|58$elRT5;&Ag(%qUspBEaGvMx#*vreaUOApfUSg!?pV;U zr=Fiz{k|Q0g(hqkrK+}xc_J1=HyVwHuD*?e5Fv)z!ZhdQXX(mv1 zeFQ{_oecw~NCQ!TxPg&cdyZu~DULFuM%F3?2KbNv!gmSR%W3B7&NQ(K!eK=jBmQ3y z!ZU*r2;`VjC8XP!T`~+(Xa7h;XX2$<^$Tr-=`-M+h%vV!F6(0l zqN#p;^Vw9}ON+|(Qsk+783}^wffp(PRe!amwz47H&tamM1WP6qLnUF}>8_TV*vE3J z$B$_V|GVsjeh@<_#V-+L*Z)a|9qOk`$!5(2RyWyST#lmeJdMO5Q(hJv*D59f(!j~Z z zj4o1wy}C8%W=5g6Y=`30770y{`$Bb3qDz~(hG6@?t-ex|Ck=Oa)jG>m7t|rx)rwBm zi&IOK*Ft8yqZ*o?&@ohN1E8wb`)qXYLITHwQKDhwSp)vS2?Z`XquI>V$q~38N^A7q zO7#^Y78iGJD2rf^Tq&50_zQ7;b-2>c^$ScCnf=OIjy$>#A1;_q_yxfDp^7Koa}IEb zyL55}%WI2}f%T;-1CD!AnNy>~*VN?3tol!?pDw+m*)m75u%kw$fzn_EfuHZ}Ua~3c zOm)#YJ%M*>cxZx@|K|t|31Z@TS`HZAoCr(f4c$*;1O+L zcW8zQvC4dF0~qdnIi2TYeLgUfOP?D(HR`<#0XQmt8d5i|L1T6?5E!(U`RyhgS$X$b zMbIhnMwJFc!$Wro{$5yLlOPC({ku@r(;r!4yKUF-`q%qvSpd%Q2VF>#oZ~d@iogsa z`-$dC?Q-z_;=E0^zTIJ4Rx^FA_I^xOh>0|*s9?&e$mzoQ8ZJmQEUzuFM1BR)cD;ok zn(DocTc}ux$sn%@4o@W90;mIs{Df{OgsFw(_y?euy~n=*o(Z%8)aK}&JSX6fuI8cd zF1c|5*5|K3NTr3Yb^-i)YhpKgsHSM1Ubn=kpS_*JYmKnE_NHbVP1{tuBjqg$|4(2My9V=M7ZUsg-)nh%{m+Yp_1_kIrLOKoDt5fKZ zAO(%8^AQnhw<7WIO!X?xJ9qqa`|J^ps+-rALHnQ=;NV;no?2*z=Ef1*c2t+1)v*(X zrKm<0;1qO|l9%_^c40VGtJsTB$|yA2yK`CIs<$m@2n?_a7Q@~sEmt;bjN`pIAM+Si zNwwly?P@g?5fv&Xi)SQm+w9uXUSw<%k<6w@6W_8WCeJrVq+ zNko5iAk@CJHV1TEX1MgV0@!T|VB3sy`|IWgR!1?8l_%o*6t$x#G#9jS2;-GL7rec= zyoFp74qO(ef<0Mjh-QpVH0TuJs@nOzRjURq)s!hK8!bAcW{FGKArmK#BSm)$oGS#P z&cLLNqw{Rf6T`Hr7zLUuxY^@-#r^wEgv1Ab4vM$qZ zNKX>x8#+&$|4Cr}FXl`@Iv|Cqtb;*S%f(5hX^#s2O8wK2)uTppdMUedwWr%Y&##No zPwOu)3xXITny&q3@HYLdAC@1P$iV>AKxxTax)g|vs=Nwfdllxhx=!zbeB{6w@!WSB zWl3Q<#2EaV`KyEu-ylUUBE-npPM5G2{u*1-c)^Vr+d>hpdEt zaB4nuNW{8?&ml4s>o^jbiv2AH#wS-243=pyZUGEz8M1lM7y{n&Iwr;M0q_a z@{67TcrhA*^|&j(`$0tv`AT8FLltV?Dx=a{j}O&sm2S*b>z1t4DqlLluB7Jvrw!ca zUkY}3E#lcT4+m?HLDM8NAe?b&NT^cxUodcD1z5MCeO*~7Cdv7)X4UB}{A%#_JCU2W z;rjhb?nV3zl7V!8xm*~-+;HAf_YRL?#_zzGk0IaKHGZU6evjD;i-`}7Bb|>}nu*$A zXb1)n;joKqzt`f*T0*e@hM}C$@tHnCWsjAf4~@1@TZ7j`W?M#(&V+qGW65BSB}mLy zzItf;(XAX-4lhpS85m7|PvCaYsd-Dj^uvd&(Zqk7jl2ca_;VOj_J^obT>Q{^UK-+D zD+KmE2(uBMe*2obonGuqC8{fIkiPDEgi9L6&4$qN$zrhZFt4LbYn-apT%98gbl70PqHbcjIbp6;+29{z%=#JE4;DU(vswD5dGvY7HFgjh7<`u~qyB%{ zJ(HYgJ_C;Hgo$sUSRr5r=^dvCY3H!5Xc5hNlOsh|oy7;-Gct!M@%M!aSV6m$OB{bK zqG7*D-Eo z_i)J%2o8T(<$-;}VdWMRJe`4RWCpW84xr@|`=a5#1AiFSFx1H&<00tNAhOmkCP!^m znKnguTr%Z7biOmw)^0nJ{m6!|Msru<1e16abz_aQ7r$;v`J9BVt`&(Bf2S=j;-fKW zu|$wIPiLJ?03ogibrd@rOrR`Zx`LFwMm@L`21P{?Zs7cVTZV$GMCYHK*t@@oRwA7* zgc8Wtk=s;BcAGN>3;)pRgTK%zw+9`5 zE6DG67%{V*`LAkISKQA4!Lf|cmhjC*Ah8uavT6MsEEDyUS-;;xN!7=(kA2~N?*v^m z&mR^--_CHuBD#C5og#Kn*=$ohOQe6M20-T~#l-;HsC1+%y(7h;M z_YYa;F$9ujH}ss+NX#$j+2}joh+vN513JWg)PM9;pjnoiTJ#qFXtafCDjr!!bwhP-)Pf9h0?iHbQ*9HRd^zq zd4%ISQbZ`oX$LC{v3E=ZWK%e$s6^TtW26;F^GE3|0%7fqNm75Ny7@|bq_LU;BN*c? zH}x&@>_uD3Cpz}75UKR_kTr>cTYJdA(1N6wCP0wmi1_Yn&8;!Q{eN5Aa>uv%^okY=z9`8#x`C|uAbHzzNZ3rYnekTg$H;$p{H5VbY z)_iXVhLJ5x7c8%se&U^l{}2%vyd)O90XoAuuBF%Q{cDY370mg43}x#vx^=Vz*wM!( z88a2+>1&PCt0K5v?|~=JTJQV!Uw|Mbs)RU(l7MDp?~$F@LnuBB>zX}yv6`cqZWO>& zyXd|1J->WKJ#v&0R|?xZD*+Z+%FZ%wnx^>8<-kurMTkGlb$JDM!*6fYS#WWD92^uX z+{djrME6aAEVA*RG4w<$?u;*<> zjkUZttUA2oqxQiY*0PQ14+a`nZ4h0-N`D(sd?V7N^IPdr^J7+udu96}3WMrDw$D$6 zv$&FaBoV=Om0z-{J(sah&g_@pqw-K|OF>zOVoDYA%+8Jpr@5RnHTd-mAb1Lrz+aY& z?5qkc{tzd=QO_Ts1wn7_Jn8SlNnCLcC(2!op^{E`zJBC;;^&@uYN42Ju+kqX64DV| z5v})o5&!mUt|iAK^?T2d9DXYA*;Wi=6E7~}^ZObfsw?Rob&7frpi%Wh4CT9KYXw6H ztNJKj^lOGIV-QpCXVhLkb}RRnp8PW%{;eePX?JnGi!ai_JKs@poKv23#VV$(HpKoA zZpdJ3=$irLp;nTjxu2__K^@!`SASuM%F0!U;}kz@F$DRf6%srNT+M=ZN59GPwY(ZM zAspJ6o?{4tX5}d@Q`VGhDgi4S8a`@^i+0}xlm5(=ud{lfYsUDAYZP4?^fOX>^&!6r z%vWM>fL%mI;Wquf7{bs@$p9kFuxb^&WBmyw`n&rb1lCKunlEz-Ex7tIsCu^jeUk#C z6#fIBO7=EcIY`$}n6G3$jD>8YMTbC(-;;KdIv|zh3@#hllQ}_M1Dp5cKc^x<^ni{p zWVi(MDzy!hgXzslXv60rXjN+Xxq$?9x*e{Paz{;KwS%kXJylOfte<8O{ zy25dw*;ddr#YizQmona3vrWQShFU3?T2A%McwM+*1`A20EK}pD32le_vJ48wlx1y$ zNT&=;8cg8!nk$A*6X8U>p!xv2z>|*W46MxjcY%y71wS2Ay`T`9S9!&jh3&)RN*KDk zyV7)l#ELj8moB^N+OY4P4d>5ej2r-O3_vD;M#+>W(ScqT6<@vC$& z{ctNXrbN8AXt#t%cDz7RvNzsc>?zJ4jLadqWeW5Xl|7kN z=Hp1K&{$>KcpfLKmcSe+?>2kv&@+%FjDXC$>7C{KY(B{|Vda#wXS+{u*Wh?DB4HNy zg9BGT98Pljo0y-b3M7e9ELjF*0~kTU*eb>!IBH3~1L6+@;_>jrq2STxKs$ebC)geb ziOom)7F`9@C3di+pY9Oo423)Y-2Vu5I)!aQnSQ4H(?(UoeA4nlrC6})om5!wb+3d) z6i|he9~N>=b|YO+=44h)!Cz=V)|CmYx1!CBYM)zrR4{Q{f|pwjq}b8dSG9m%#lA(6 zgPz-vK*{pG9td##hGddHBQjPywaLDZ5<|EhM2U!&A}0 zk}JCf5YTc;XIg2q``y>uB7001vru+Yv4<#@XNh%UaLt@c-~yPJ6IH*SK7tWuiY)lU z6WCrA`Hck!6b$4RK#5`I6C`i}!AyhUuTnOk4gB2-x@`*_=00NM$r-5K9slTG3sm&* z9~i&>U9WY5qGIE_*=Ay>8E+tpo#uQVNG(hoQEaH6)(J243 zCU5F4o9_$S5HP>S^D%V(ROw;-(m2q84??4v()4$*xS2QDp_}(Tq%)UZ(jk*94b-IA zaK0ufE$5`mG0?J{;>4nA?sep9%U)Dih+ku&ukDz+69Q)s9QFPKYe8hxlUu{Z)w0bt zfhv_VHzub=lS0N|2=R@cW+UQ7x49`Am1%OF`)*TlY;Q!&u7@gx0iYR9t+?z!UlTJ@ z;=y@i;91MhJF`ln7{jv}gkQkAKv6^iY>o4Iy?69O$Z-l8pIlCEPP%NNPBZQ$2V9=I zA6GKTb4uIG)60(SSGd=|5(pxjv~lS)HgMrUQ_Btl115?umZ;^njG8!ZoO%%3u~`o^!j(lw?F+eaE<;JoqJq?zVma-*x= zY_LdW9LvG^h~z5MX+{mxQxE_KHk(z9hWtW=QAb&O2i`9+VL?I~^6SBKf00O~X-R1I zMl9*dV2P|ru^bG zy3ik4Kz_`9!~OQ7Tk(m85e4ojp{J;?rv7ft)%2?mQtW4ay5j5u`0nGmsSYq5zEjMX){P-W3;Wco?zce)E|E0V??R*z6kK3n>P!JC zrT2cC;KkIN z%s!?xdp<5Ff-kg8L80|R$o2Q)zUW!xS?A<>g=NSbLhmD@@2 z&OM}*94hqgZF|txR$7o0!TUf$rt^_yH*@>yOmvV+zb~v?qwOCY<{>GIeF%J=_KBy{YYhk98SUJ6vk@}pXL~1N6-*ThOew& z-Rv^%(H=539iPX12Ii?>CXEcoKgY zfF)fQv*OvzKcZ64Yxx^90XhCdG{7u)?YXf=(R%;nDo8wO^B)}nPS=G4?`2v7(sX4X zTgqMKG1HiU+4no8{q|vxS+V5iAu&l1-b5V3h26F0Gs|xh#V{>m6VLBZNZj>H6>o^F zF-QA-QHmgx)iQ_DeO_@RtT_ocpb`T!DHoe!F7ygW>HvQZc_)MsR+ev1cmcV3C24DjTpLmD{F(g5HGZZMo)*Erl8gnO6d-e_Hg zaq3_Z#hd*VYgQIC2DzF<-|M&f^}aRf>^R=26J%QPiGca; zEKsOMQ657;H%u5wxZI3u=<23g-md{f<=plhNnS)3;C}<~9QN8P5L~q&gk{UZ&eWf< z37tT6^0%HF$IgR<3aogL5(-!q;99prNYJ%QB_(5rs63DMq?1piS0&Gg>lg;Lxivf6 zKIjU%d4Wn;i#pQ&#vMuWAD9AR`=!p!SvJE;?tcN@2e5pc^|>r#!Wd|#7;{O8 zY~6OU!NOv69&BB-)hWB?YsNW%9!t7}HXH+g5p?u`Y-HqaIk?{= zRaXm{xCqU!hMEiK5DQmN@Euh4kHG>r`vb&dJ}_#l}R( zw90D^@8%zql}-s?Uj_g#v3t+WW`2JpVXZx4akY5|&7 z<`?PNUSIT{Cy7wYcH9S>qCCIDuQj$1z)`IwMmVxU%oh4C-Vts+#f?d)afYV6cm)^9X4k+-&R1_Zg?IKfb#_NSV z0tkyBbsM4b^sj=!x+Nwbw9lN>8u)rNmeatl`7bC$fJsRMp$aJL7aWVu#R_i!yB5-( z_Q813mr0$YrO`?JrU8zZ)4wM?R^izqLWJTjFfn>G!cWpo7CEcL=CK{@^}#WctIw!@Xc*sFKX!H^CqGUm(QM$LZIN&P2OSfj|rtY@XZlZ&=Fjh~k7h@~d3VX<(y! zuf&thPDkpl%Tf~v;dX3u>6%yP+IK5IWXsTaHBmE7m@x-#x%RL#x=|vta&ly#9Bzv$ zuO0I$+1pg6(mb9E#ySLzTeVtEfH^Pyz4q!C0f+%PuHdinNy)6XS-_`z~SIeul%Jtc=0B%i2n6j>iQRWnN| z^wshqpEqL@nWa!5mVj0zWgVN@NEoU41S(&gEH(BNVUt4QssO3~8O;A~d~WTje`iM3 zB@UCMcVb#iK`k}+8f$N{6X5a-^5IuoxAu)!i=B-Lb&LC zBjHbA64%N!Z#5vNYqJYw?`_B2+e*_Yx#j6vxT{5;H zGDaVrdy#n!w9SXie_4>(Au)_2$b!<)T_J7FM38&eYn?^HL|(tKtatb@HnGDhQj;L+ zYrxqO5X=B#)z+ltX~Ef^q=jXc(8A89E_=C!qs&PZ96SGCCX=Mk_?IXQ ztvLSVF%J_lW{xa)+z&pPjY-S)oi09$BPk{4Ru0n#fbva1?=S5+n}OhRVth>eu^1x% zfFP3EHy7w5qUQAV`@inah;5K__Lgv_)OTXZvlt|R1aq2Y%Euz3IQgvYer|ejmE|#! zZoU!c>*F}4jbtf*YK~qkZ)kjL_WYqpC@k*c+NE+JBmVmo@fokpD0~>J0L3UpKi_(S zo`U`%<*Yeo6!zU2xb_@81BnsHQ~0V$SC z*1>_$#UWS7R~No>_Bg?neJYSx74%){p>;qpQf~BCs@srbMg{(+K1JhP;iN-n%*MFf zk*J%9b*<=QB8-(jeu=Gi0Xq7Xp_GPq?g&loq`bRdBrxFFYkR_ij-n!7#&%4jbZx9g z%bR8TR+S+gS#*=iCpDWZeUGi@~^C!;n1SeqlcZm zpd1uIM;7=z7)nOq$m5G!b={)@3o3%D=N@n5FBW6~$1<74yN~M&-4j0~^V^L9pU~4% z2QPh$>0ZN3XEGZP(m12T^H);Yw?tIz@agpl(2(8-m9z-poqk_oD4_Em*3?jv19JML zS94z3s>7#EmC(?=n=#_VhZXA}4fs1@je=iQf@Ta>i{hdh(5|>HjcWcZ%#LDFa04PG zZW~+wxSmQl@m7w-rMALMF=Uun3gqQv0K;I?Kn3qhgk*{V(P7(nAnC1TU*T=!TBL(+ z&SH9N^Cx&U;mmoJ4K{V3-LWpQgUoV5t3OU&AXtB^t7qPY6}+1(D9rX&R`4{OmaJ0* zU;HVF^C63$Mctc{Qt49(rGb~MdPL~$#VjR&p|^8$s=g(j)PS^^EMxG59lB`PEm;x6 z28jRi3wu>WdQCaQ(27gGkzeQQF4b5ZUy1b+n`jD z3kz$J@5R_Sp_o<_MTVs7Po;C!0Q$Zh#c{<%z7ERYD9` zVUMtAZxK$C8NF9cS!-O9MxH_Oj)-qkhOtxoi@~u(PDJYOFgd}eumBn3i6*S}8p4&) zr59DP5u-BJ#*$Kopf;K0(W1a2JKb!l0|4XjN=r!A(TplEVogiAKIH1WXEbl!uT@S32OuG zC*33yJeS!&LI`S0ORzgX|A!x?a9ALV`D_|Q92{5uQuYWY0zG-RW>MX_7&9=UlSbly zRJ;6;VgJVgNyWgKD-o2T_D_~HLfTZ4=fZ5;_YG#D>p{JNy3@!uIY|P2$nf@`-CcA^ z%SjToPlm}aB~;oGiFQv)xWpNdrrX|z%{Q~^w)3Jarx)xP;=vFWldu5`p-bqJ9A!$R z2VsyeZX(YCRSP25g?MII7>3099kXWF3hm=yhAkwI0Go zcN=P|!LsQ60sEaH_+EH>$KL()DLX_(|zm!y(32Pf7J^ zo577G0qlyVa|ly{OJ6Pk>A6)>LMs7t^o@&LLf1lrG;aygaVwcWIiKK9#=%{C6 z;Lz#Q&#Ai=1}_&ORRd>n;ea>l#X?mtKbdsxX}4H4`*A>ZXV_%&;>}Ogg-dPZ_>t0r zpX_4|N1#*a&2oS}QuNpQiIbJt=|QF=MQLAU%J9l=3B^gXR~U7Ag#=xqd<=N8-|@X3 ztk;;1&4p9h8#rgCix=Bv7z-%Qld39uHA&WHZBD=27Jn#n6VdnR#c2#Gg6TMH!Lme^ zgECPzuLYIo{kUcDtE?VOs_6L->#g)q4@V}{(!0=pu3O`|iZhB5a zKD39(#DgRqd>d>1>=nwWGwtVP)hlhB&*wFYSd8riPzTi zJ$>LfxAOu5$XNZ{$M$@lgVwkWMFT95K$F_Xx-yUVwf%61F1Z7LqJSk@a+bRwm_;<5 zd(X#$-AH_0GmT$=VwAxQXo+)!e^U!JB#0fu3%cQzo{O}Shjx9Mo-&penO_TE<2k)n zXD9UegsCEEsH;JW(t275nWpU`-FS*iPfp>UcN@*kDJt)BEodhP`?0+{aT1}|zH8Q; zrRiCgz+Q-Yy~9B)FeVs48hfcJhLe_(1kr`|8=Bn#nd$;Tk+sxBp?!Vzf4tt>LbpGs zk^5lKB!EDPEKp;Y+jt50+`}2;XE70Sbpg$t>s3i1>m;0%4?4pcg;4{<>@5a;byD~| zCuuj_Bq@vaFb-F)j!$HS;l<%i#*u@_#@A=rcjpGe)F7uZuZ0-`aI< zh{pvd&CxBpIz>YU@|CxNA%lt@O;+pfoZ{mp8?(Q*Q4gHk-l@9t0%X8Z;LJaWHx>D! zEKgITZW!~#OuSuZ%LEkTU~2KDh7fIg5d}qJFETcd+HhqHE{qNAi>Zzx)Yb_=ntvA# zDkZ_X{nQ<$gFGEeF7|gE&d~SKSL!1>Pr6|QVEvXH*fOU{5icB$*AotK&j`?Cu<<{a z69*=W8mGncL;}BKCeGf$@k*+qJ39MFI;x{LrzV&He3!KuUGV&C^IloX z3bhTD+opiKw9iM8-4dQQs)j?||LNK=kPiUAwdBt%*JD=XVfw-P?zVoS{CC>VL#Eaba^s6%{Wt= z8^UZN+8+3Fe9z^iva3P%cs)_%irCKz0%z`9)92U6m`0y1w{EdY=)(D;p7|8%HV}pd zx%}bhdsKQxkbQh8`a3A=7u!H3V`0cDHbntI3s;6NWDQ0QdJ%^#%V75FtcZ~OCS8D? z!pDp+#_QIrNGUJM0aRBtu^M1VL4w$m#d3`dbPG((<W-9+B4;4~~jeMPM<_;?SZ9)cazb+|(;Wi12U#0h3X zVIj#zEk#bII!E}nQ4xk*;aPXvcL~85ggJvE&obZWYtbHotORBM(v2v5mrk61=|GiA z<7{%{SFVxce%EB^LEFm^T*iIJuuHq6IYz}LM1Y)V;!9m*fJ`yTp1=}#i;sJt<{bQI zriRdrF>N0pbz@M&wkC#qrOZkLL`9YE!+zC0Oc>WN(kz|Nhm1W)GHB3C(UJv$2&}>< zc@T0s05ti0567O)wD?Jxp`Z%dUN9dQNdGUVOMl*lR5Z&{*v-Zi0JoBT3>0qXd9}IX z>Gf7rSB(G>+6w6wz~E5eiyf6Xuyn)2(lv@F1auAf2&UOePk7n_xfZ_B9%MIxyQ{@5 z8U@TS&RZ+q)-qmu{kaOdUdI`?EZA7vd-#}{isR8(svHlkQPYi@K0gImap0x1mz=(S zOYF}__yNG#ZR?3aL){E@e{Cag6j`oKS}Y{1@F*v8&ttBcJ>GRbmI9mhRpxZoLs(&9 zM+Te9tZ&*N)5q%=0n5U1@D$NHz98L&7%VFZgk0M*N>^Q}7=}TSLUtv~_~Y4`1g>Af z9$P)wq^QUh-nIv)EiFO_KqwPFh^YJpi>KP#s?D=nD^*1)LmvJ_MKj@vAP4ZUVP0IW z<{oZXMj}nzSu#JsO_OBk@^57{VE=ff`7d)_VnnC<9JQPJ>bh#zob%nihpWt!DE=z( zpK1v<6AeF`y@egU6i*0+P>sD=V{xuRSHh=udu=1O#0biTUE4P+1*^okrC*VXW80!8R6g-75F54)ZF{f(9B+_gG<3bJQ8%YfKOIxs?RE8Euc%4s z?3;}AHoc50_@+ZQNg+47Uxt>(!ujx>lJ;LP06M-RE&en?Zd3K#@;XaH>vOX2gXc~H@zu5kj3LB7z#duKC(HX0QD%egYoatM#m53t89p7?N%XKI|nTs#V)IgNw; zuT~jzIP-wV8eMn`8gb;Y1u%$&UKheS_UpHS!2ik{YK6X?R&VT2_BWPxgKx*^24MX_ z?3({1O|pfFhg#lRN10qd)$|tM*EN>&aqT7N5D&ht{iOOcl>HgSw_@ohLXKRXG1Gxp zwwzp{BoPI+RgjU+>Q71!{9AL0b>YHMNu)9JL!|6>pvl-FCjp?TNKSco5YJU8I#NYD zreV@ddHLgg4w{Lsalft%mVApRk>ffJpd0}XxV`d?@4(tMvtEVgcfiNawnH&M_k8)% zrhNU5)OAA9QpUTcOI#|sJYZcGuredM8-2%N% z=+y*Fe$Wn59tNhnf~z;RA1p#Fb$&K@a7*P7AuM6ipYO&p-&t8;EIZq|#pdHhcAs4h zQzeCbSVGWaVFDb`x@jb=<2OHpDuzrMBnAou%rq^?ZNVBh>oSaW0qI!!5%apPN}4n5 zM55SP{Y*p|*;{82<=(}%xf;07>kQH%gFzD(`Ew98)&d^yaf zCW(eomUrcnM`G{SWhJlJMy!?XF;7k2|hl&5F$a!l|e=R-mmbK6g54U8B+dd6t0y?pD!F#>Zhl)r#1^vRlV&Kx9wn zXSOsie$H=1lxS39g8*Lqt6S^G)zgXZ$Q>!uUmK)RsOyD4qh_5y*>OH>cc+}1*Sj{7 z+yID&WACX-18J+KVW>9C9W9S5sf@Xut59yHLlw*mvQV5btL~3BdLzX-tDqCrV4+{` zdUi+Kn}63c?3tu4+%3KBf==OWC{i62QjT{GKE|uRTLi?{zdN+968Gn9)|?b^2e#}p z7k{PK-Y{cP@}q^_AT7SZrzh|UKzw?r9mQnERIowOQKRA@zfI<3!qy&h8aZ?adkyEU z&5AZ?0%(!4!bPKR3e4VIbNL;bL~N9w8fcR;vfC$e!*Rty?)ORBwwJkfJ4 zez82!98;i4h2dKQo)fVvOy)er^#S*IQPoO2BD_HT=O}Y=K-?v04`c_DE(7Z(l;k>Q z>?Vb1gN@P%Dp88v3Ft9<%K z#tN?s$)kxd5z!si2&5JLN}LwBdG`Livy>IJrGtL)+wCtzqy0bB#E=3T*+3;i>9i_> zouPQdC(SIOh7KE1;iT48x5}nTuXj;hr9M)g@m_cYWTP&V7jK$<)yd0R^Ien{|9H}( zLSHlJh8Do)gb2DFB+nVgou!^U!ShQw1#uj>E%ePp66--;2julm*b#F%_UPCI8F|OR zTHWH>cEOj1^f;56#hdp}L}(Oboz2l?iGXBT<*V8+^v(SnxlV_FeJ#K*(g5Z#V1C%Q z(@VkHC)$yR=9xT3F62-;ir#_6pQ6~&gH<8L2pH+04L_S7Dd_r^BieJWqBDvJSTioq z^e_0oA`ROktM+w5nrdjyt6(Amj3NfnOVp|<^ z8pn?lUaJEESJOSND)IBNJeVKt3G*uM+2wWEZ13i(tek@9BT?U&+#rIM_lt%-5AT4; zlP>~oB%+M#<>piUQ4Xx-v2RP&e`(cA1M!-uA;6;iI}XE5)}j5GJZSQfor9Lp27l5< z$I?L4m?)98W?|C%)+DhOx&dcnqAvggCb{}eN1Hu2=(|qs&ZA!g%HtTekezY8%LZ8TEUvghYxpvK1&Jme>z?vct1)8 zMuz5sRZ_~96HYA9jHt7o(savwfH#Y@#_Ca+48JH_@z-6bG>W(l39dtv);JSO>9DL| zsK|iut5tpm7LdPHDtdEVOKc?T`Q97eVLEMtD<$)`*6sR23tZxHSIk4gUKN+4+?8+( z=AL9TC4qP|CC*2~4Ne7Y; zr2>fnm()!rAYN0mA!)W|6(6k``sSHK`f zkH={t?mAtSa2s??ViwAgykH9W5Dmup$RuY=6na!_21O=K4NxJ$r|pR_^%A9=^V>IT1M-;CeX(2_*?g(Fs-T?bWAAlm6Z)w&rn251;Y{qSSwama4$u&l|@ zD{>^LfK>{iiIy=g(3VqjDJzz6XtphUJ(e#lH^x@>#sx{S{5FQmy;r9EZHNAvysl(R zzlOQ5o;!RQ6q^MRPZSwYMUlNag5gx7NE$G7W;MOJwA=VUf|pg?F=>$Z;@Vdt4Sp=u z0ZtkK$(zgtI54IknV3GYnxAg6jNs}+Hor2(B3o#V@P3C))DYyQ>7PR@$KqCw+Ny^h zN~~-3n|&NV*?e*2F27krhx4b}6O8Vm>voowg??W;8~3xux^YgRjGNF!A8e_cuv5Su zCPDa2z`5+K%QBR`qPNb2ehQ|pXnmveF79)NrU3{v4p1(qDd>L>kbVi+VdDCp9vtQm zAzADz@~mkYM@+=OBXR|j#WmZWE0XbmgY0>iwc>mMH+y-vsqhsrdw%s#fp*`bgb1oD z%O`C!CZSJG!@L)DU)8?%lYaN!-1B-j+Z%V$qvDWXeP;o`V?F9#u51l|QQz6?$!t7D z6_Qb_8I)Jx-HAU>KfCanWRikJUf>6*HZj&6(K&SfI$UQ*=*=t6ioAp75px3*+hPc; z_2fvCwxmv?bu~}lsv6W+OJ{}xQ!sw!=Tx%&sr<*glK)BU{ImoMt7?<~xdjelB6555 z=T4UlxGnQ>sYYDh?(>@A#K#tv(*tLX_PamOg37ACrmo+guUbwfu~QR5&(;Q3l!W46 zUkd9)FSq@v8@G@&CU772AR4Ez0;+qYz95Ap)VKOqF&9yip%%=ttpF=Nqln^Z*iwl@ zgJr-g^c=i1}UtxtS2W zF+-TvY*UbhwRP=+Q3p_pwK1SgYv7O%IabDP1e59YdJO!fSZjT z`vLQm*S|L4^Yjvbq+c>05_s2KX`2o~W=lai zWiy8=L$OiU!3XJ$+z__E5-r!rrb&d&0+JRYMoO_Ece{&6Z?%SRk^C^Q-(B$w<{({? zBG{PqsDM*!#9ziqGWBy)Z6_&U2K8Uk5M5n56v!|*t)0Jmibh`#-w0?grA&t3DMCjErGd?uark+d#!J@IquET;Zs@Q%E+yt$|#i7k-eLZ6E z_cKmo?^Nf~VO%>8y(M}7i^4>S%@t#ktNkU~ZoDU`w0A#tl|Obl67wC_?lRK;XJVOE zeK+ybNdVo*6_VxQht*qyG?RGh9>W)P(gDi-<0adCVN!xs6}%XwF&UOsbT+=Hz}7AS zo*uaF&@+$XzGb_>s4&cHSn#y0Ff4Y5G%?KiJpI4L&;oAd5`KoWHc;-VgAytQ6$Rs; zW}&})FPuVo>!&-2Na%98>AhQ7@95+WXT*GfTT0wPv&Q>fnkyl$&bGo2pu>dG$rXx& zOe~u$UzOZ{kkt1xIhL22p6S|bW$jt3|5qWZg%LMpqHdTs4nY6TpTWHp*uvte#SdSBu}h_3m{Wbm8RERif{xY{E?ezbg%L^}Ge;~8-VAdDPn&clRTeQ1lx{3OV^AmK zoU?U9_s#V<*SWQi&1qN#`4eg{%yX^`RkuL6AdEfF2%>X9$VM(K$&w{@mUw)o>70Qv zbS~BI)^|X56N#idL<1m>QrP^iV?_jqF(VYhO@Jq=N*0cWyEOJ{7QvP?nDunJtPxe% zoJ+t&4AgrpUTs`0_{2^Y=3QB5QuL*Qh3rKPijfyRn>NtCO$|{%%PC^%^X0bBDA;|> zm;!uu0BuA2G zM~;^M%>scGq4o@jT>5K65f-#T*031GV*e*LU%2- zvE{qmU$R^eLLT~ztVv7gdu#3T9RBOiiT|F$hPAn!o>xL`&zRZ}oM9vc3hG+5@$qDd zT;R7nr=I3g(EP#7tLT-xq5XBN&fz8!+uCUg%3;#qWT-IU3}{OFhWC=c9CxCOk#i%e z+niQad?M+5Z%`05EjYn%VUM!J1x(6fD{pb-v})}~o2oiEetKx;gZ(2~<*0E-u00&6 zfQe|SN;K$6dT%QXqY4JPgm8#x}*@2-GK;rDJTH!-NyY>ePRgwBwG`KEAVMEN0Izo=XpT zU|RoU4v{Mj+e+26^f(Tjsf7U20id*Os<^A0P{+sX2Di8{HRAb4Iw;?lyN!GM{Z7op z3_mlG`NlmCVe5bu_biiJom6!fSan=+DQI19Ek6-#{y%L6KYd!J?>%tTkZk1~CvvK$ zBkj|efoQS2)Y)oHo52>1i-=Z0Beg> zxO<;Lu;e9b<5Tye0)R4x)zPbUv2v9PH;)SK7dT5mmRbv#k9qZw;-IfT%-Z$Q0`fG_3?u)Xkm0vcQ7$7H{I zkBc?D(hZweUL4?pzA-$j8Tu>HkPL@uZwx3IVgM2khn$8LjNOuw+zv7tisQjn1hRh% z`RO9-?VNN6W?|Rg!Utk&H6= zglv!8YTijZ^2HH4Gv#dwenmWj$*mm%5d;mcqtCW0>#JZM0l0Xrhj1Tqf3{?dQMInU-WKOqjORlhu>9GI-?nQ_vF-7EhrOlb) z{fR3pFZ%WmvFwDXepQKq=wpzT6y(YISsT0{#Mo}!2%vYk>CIJ3wB8veq(Kq(=d*{* zop{4_%az2u#FPKW3(UTX=pS_9rZyMs^0|ut5zQK_acGkQ)zk;s4&yD>Osrt&NjJfx zz3h9DldgEIb1u@W+~D4%N@KC`N%Vb!e6oV8QVvlN+hG^z_=(^l&!GPTCDn^^>YvR6 z4rL?+bR!3B_9&g5_b0A4z=ud6VNg1D6s5#S`*a?dM3Z&!x$#mKJHLHmGFei^h3RGj4Pr{|`>LNdG!)T3mSrt+}TQxkc({#L306g#!Omt zorkf>T9kpd+*LE_PLqq3$0I4!u2F1^--a_32{m-GyZyt^-EV^g)7A7vaGYi|o7uJ((Cw>R-5P{?yvW5gF{b^S+WM0D0257yjdXBa89Iw z#=(aYkAhv$x$;I!GhTQ$1&V>YmY*ABhynWgfD*nuZ#!84Mk5%t`yc1y9dmWLt58jf za5w(|zHMr5hbe)Y9Rkf+5*k)P;HhL6^V?eoaUz(aV;-Z_rlb7t|7ozbWO&ZQJQ(cJ zRk@xt4e8#fGl{v05jfy=>{H>w{`-$quCyn`Jqu(#Z@H_8lznEo@pcy~Ea4+Z+)FFd z;jRcxRg0J3j~NR?)q?+7EGoYc z08v50&yy*X&Cx7ku~@8DD;0{xVzF4PRx1^X#bU8otX3-(ip4dZwzR}Y+@9^}X@l?T z@3v!GO%gqJuda9M}&+B2k(}Kv11kPFh1OM6cd1E<4sK`h67hz@5tM1;(^YYyj!Y(7NgG2 z?K3;N$Wp&VUQ-5dHxp^DU{%eJB~V;enbpx7)V!grEgk*+^)sCi^2?A~8g7D~4}ai4 z^sA}HmD*Mx-@mr&4guL=VUvJ&S_p#FRViYy>(`XfTA-FC` zC{-O+Xj>ouXcMR~ORn5R?zr{b zwe3G1@GjF`lWd>|t9bdSt^pG6eG?DyJMRjn;qM>(NV{?Z9AQgZQD-AwrwZt>qqC=`<(B3*RNGo6Jw6L zF-KJ?Ns5W>y8!^|qCyI43YG`ohH z7E4-vyC~luq|W_S?Y81LfN6?{=!c-N;_hqfOa0=%C(QIJex1ASYu;V!bLC<6L%78U zalfzDD}#6L*7u%pMS#pF6leoP`PkY3J`vs%UUl~P$^e&rZGbF5h7S(AD@Oep-v;0~ zkopaHyZ7n%IsNRr1xx_e0q?uVeUn}QpY9*#K!!$!_bcG%!Pc7Z?Hd%38b}BnU%~{s zzW!-j$Z!U{5V!~C00V)*dBs zo%^@~B2{;Xy$?SSUJ6tTtaLy6COjYi);D?0@)AE4Sn{m}CjSXJ^D%bs>Rw<6XwvcY zqWtOlG`&XXr$6i)>#Os*^@jh^{CKozd>h;U!}KHn0pbB_AGqP$?i&YG{KXkV{h^e4NowhRady5oV?pF3~bAKk#|H~D7Zyl=zJ@7JgI?l<3ket>Tn zkpIujcOT|&u~+&);F%8{5c_lKBlNZUMgI`^2AqC@dJ%ZKdKB0NjsiD<_`thQhGWVb z-$UO$fo5P5F!$r_&(h^vr{BBw1swT81+;wkKE1%@TYjP{(lbF zlA#_aLVYV^0xeaoUxACo|w@~YW>RES}! zvEhOc_8auTr=a}*jCj^wE_`Oxy`~PCAKC4frq6g2euLMFGC>qHS8FRll};VkIpD+d zy$bo6X0fEB=wIvo)}02YFPAMlD7XB-qmtHPK?wT!D!Z>ffF)r^?i)-!_3vcu!@c-5 zjp|#){x#BnE^hXqccy}|fr{`?r2jaPnZS(g+G`>!MgjG|a~##KnlCVvI59K5EJk?) z^!lI}G(*CaIvzPD`%%=qOrtM{z(6a6xIAJg2t*R*CSx(#^7})547&f)UjCxpP7a%}P}2 z>mL#9sr!XZMK)cA%hisV{H z(6k6qFK9J7?rAq6s~|L$!xnnVY3y-Y&`sq?)j=yt2Q0T$lfSwfi>n0(z0byTyX~l73a#j| z+Pj`41r)|?7Xp@>S>yG3{Y6*|TCG3Qau6ikC>QIXikQr{AQ-zo)D?mb9urZi;dZ3J zZ3H1xTG?~G0G^NUh6%VRe%NajYUeTJwP#d69%hd34*}y*_pCbi2Bhr5yeBzQX^7>V zn9!Y0X|8*_F*u#iaXFu=@8*VMoXC_1g?%kSn)R`~k>pN&K8?!X_2hK7)J|$aC0Unl z<^KZlf3boK8QWNKENJ2c`%afY&B@tkN6&{E)c)}RCwxo-_t)9&>9J)H0e}yx(vCzN z=Tx-(;NC+h#CzP_&WriVuy}&bBPsg-QaDF;ThtBYr0Toac+ClO*nqT^t1$zd1 zWu*JWmYk!hiclwNM|Zy#gh!jxmw(W5KAW8wgs@guvFVIk_-X*-^_L6l|Do-h99yRG z@+VaYtTI1%s1mg%`okB+q`>Dqygq$A^~C8uDa?VpVL+DNzCcDdEQj<}Vbg?r{m zO}U9x@SP03(mTqQz5nl;z}kGpTjS|A)bLBD$8T%5x_V7D_JCbWzD5;mwa;KQ*242iXYlG>M7(&^j~Nu73?_1 zT=?NGWlnvpSya!^N&d|FcRkb+WQWBQH2NBPS3v>_W^X z@#Vq&k(drN^DhY-J@4?+9q?K2JkvoFi}iC2|RsZvQ_I*FD2l79}`CoWC zp93pBph*gg=f`4;xp%#6vAY%@$=nsDh&n#0JW;PLna(9e_T__p@-O#SQ`u#+qZ!K* z`==((HKjuUzkj|AaK6BROKwXMpXaf*;=X2tdg|{8Q44L%Yv~n`IxB?y_vV@9eeks! ztka8R=O?;lRu0k_pA9k`$yy1kk$ceQf*EgHdm+U7*IvU@_G7;;4#vl=5HsqzId~xz zaQVF4IpG$gSFnw#LYtqHqWux`KYsf_<~>pG4>BU^&G>N8w6s#$ww{Ha6IJ)O{5{(7 zhkKd_d_jfk_)&_gyahsK)V7^}g&6t;gxKmYmK|Hgi^)7l-%~?HjhUIl3bCZd*f_A@ zn{sJWi}N??P3|clR2U4`Cvq*=Lg0^5s!3cs@0=}F{vcYj>m>{ zrcO&Oa%zt+xQ{eUu3JWq>?@*692J?virhZ4; zuzM2tuB+>eyGPh2ra@oXAC~@uht!!e$w^+U3S&JLH+G-Dfz6fk%yeaL7ygNzxj7tX zUuozpmd_=zvT+I)BC=(d+)vs3Uz@EF=rf+}SQ7;fHVDEcXG8AzfH=ozeOhN4^s7nx z9YV6U6rCxgvvPFFzasMwjUBen)Z|gQ!|1R-w}V@NoNNCX@RFDD!~EozipljGJP^oU zCi6$xJdP17(b-gB|K&2A{?7eKng_~X*We0JpNC7>a5>)xERk~S@HW5Mp3M@3q+e)I zN2W17#z$Yd{jqTq4zJvvs&CH56eB0)vHs|@B-vRQxjdqIbC}Yis(VfSNlO$pzNps= zHiL$mAAHf;dhJN&)Dl161IT?%GO$rU1WblKsQFDdCOOuGmeZli9_?goGZ2p*qw(&n z|FwIPpVw#oRJ&5m5tG3QFj~R7=Wts>d9tdO$3}?X6aLTUM|H7DpP~k3Tj1&-*h$a^ z{Jr=|a8wOz_^G6J1#85o-qg}7__c2bGUW(Xod!z9gl2JzD&c#P6{PJ8?`2X$GxZgQ z;0SvV;^by=hW0rjL_y7iv~WI2nC`!1*xWv%SCGJoc7v$(mrJ=?J(^3*{CWW}u~I=C zn~&?ugH(H>2rWbF{19D`OwYfiuOe4ox>?yxHC;jMF7j~tvKP`=dq+=}f(9fRWfm4Q)XbH%t|RorU6Yb5 zl7YJ+<6-%*=0Ce}aLym7wo<~79*`@Zw=SnTPuik;yDQb(G1#GmnNjB zDY9;GA$z&W$u+F{#d`8dTO;_dG%`wduV1Trri<#=ERY-cf+xzaq|z_GEZ~rpza_uR zG>hzkU5Y!FwaZ+_C(;8Q^4ei474d1DWwMcfNE^VLJaBUk+@Lak7q|Q$QrDXpGLv`L zNrovJSLlL1JX!g?t#HMc*ofrD)XtG?jBnd73KX$O5?Lax!sv!fa!DXW#qjhPw=QZr zH6x9KpTX3;Jl)U!E-RVM%R+AafUUUFxcwvc9_B}C?=h|3LFyhS5jj?rk{dJsB{s^M zbdgLjU0#eGp`h>7eH0Y_83o-TUDg{lUOn7n?8uX6Gx+QseQ2Xd!fn<_pOQPIkC=3q zISgBF38_bGH%69h2a=iLe%mec&qLU@Jzm0O$-$@oG<<*76}-wn0>p04Y}5<_5&}ta zC>AzKRlRH+-PxGw7Tk`qEVjqZ=+fx{KK>9#;j(rY@ZH6%;#A(Jf_V@Lx}n56C#7@f zUq#6ua#`4k!tL)=`S$yExBFnbd}FaF`vamoIS zKULbHyi3kx0iVhtgi#L+UC-Py#7*MB0Aly7F!$1Bt;%jD_5Si-qj^j} zecTTv3kOnU}PF&-%w#WBg>Qg{uF%GC4{Xct#9ET$Ly`&NpQ)RS>I!YwmL|UX)y2A0F)E3%7CyLPUNJLD>{N^Wx03Yyl5X}zpxH|{ zJDmEVvLLvEojiK9UaT+|#E$IWx=`=JJASr_T0kA1sJPj04vCQ?I~Wdi+m$gZUmDPO*(;PAKq0;%^uJPm%n8inzaw^8aXT2>^V4J}CeID5K|t za!8xptF6}q_Oc%!Q1&!dabH`R@8L%TNqnqk^w2cio%s2#=is=^m7ZR|)IBnyrx9?8 z&lFPS3utHY?0e~GX$9b4n3@I1{(QeLm$gG(#{SZ~B!DB}Tjn4R`v{hhbIo)moBVt` z#(;^~_n^@)8KtlJK=Ejimv|(<#==A*KZ2>$K6eY{W{G}LAMhGs9^*p3--*9D>t1cUNKYsO(EasJGt!(aX5<3uWBo=X|UlJl}LI&MFLL5 z1Q$olXayBEkE67dec>(0<<0YBPl)$)wN5nG)z&rQ*(^0DFYh4b+d9owYuu3n_S9t> zu}kwnn4tJH006nI`OMI=o>GNhcrF&cIcvEfkBb-io8i05xz#%ffI9*3 zZ7_&LQ8|}vM>MX@u*0B@sVMxBCE?pSF>ks10RYiF6*x7+i=@JM4le$*EzxsPuGckY z!5=(|MQg?GcF`tE+ydT>Oe6gZ*EH3T3we-_4kkS4NFMRw2(H5=#X1q&6Vr|a&jSzk zj91EK&hl~AhMSFgd5>R4)Zh%jvW*H~_{ zyw}E)tmcVYN74Ukh{Ug+{S?$YNX0` z=t%i4B%urPooA}z`YFBnF!$lc?}{LAgPZBc?6kg^(s<{f zx1&PEkUL!A%5?Xt?XU|fb=QeGJj=T9MRm&l zLQRuMO*Q+Hcery64;==3AZw*YlH|8A=}-FD`n@7>!&}N+3>3!u+isj0?kxO)A!~)w zSK|!3O0}G)!=zPi&1#1b0dOUouO@cj`q3M z8z4v#VK;UPdR(Pz$>=~&t>!ID!XL~-LHJ7ZY|L>qVVF*dFP`#3JlIiUwQOz_(+3`I}`yE|x11jAFYV-3ID~Ryn zOs_FM!I33adO&&tnFSdwAYCru1jrGZkgLMUi^Y(L5)dFywEeNb@XL&*NNQY@iWTKs z&=4@a-09+M%3+Gy=JP0{+erNMt$e})dmvUsE>0iM8oF0kYXb^()$Ay)e$xe9^*oA8 z@^V8SoH%j!pq$I=`5KjWugVHW#a$1MJ~daf zBi&r4sh+Ptj*WhwXWSQxquTo3}op0aMPvAq$e+lvq} zR6v0;Ov!357bO5A)mI2pG2}=5`qeZdf*%C?!+?g$5fsH#?y5YqqTA;(^d;?B?`N;r zAuZs5FtU?LYFpd7l4SHIth3bKjFeEPOC8=++?Y60Ly*lmbOa|b*k=Rzh|tAD3^gF` zrzxHV;s%;FEQ-5Q<&{j2d)+1M64mDoRt0puj{owbWet@59Kk z)8ivJ$Urjtp0+Hf^eDSEV2hJw5-k<_C1p|X*+Auy?9N8vODMKz`oa?%dLxB%^D`QQ=8bPSb)XI-&)1&`!_NTFeE zw8+5avI0aBGO5;-_)=7@9>Al$#rj}0mY%i49`ue!G54z8P+?0$N#s9K*X7rn?091K zJUy6NwkjnEBVFuiS=E21Z@b;7*8I$z^1^-c>0B8O(@V7Lb_NFZJ5v=8Jd$7rWa3+l zA;nlqVGf0W?`e}QJrCBIn=7cUQO9bIZjrqD4rcFH7t^J-A!B3I&U$PXE510Zr0IcwzO_{K`Eq*VN}?F zWy9NhIh+bZN;M{AZ!wO#)mH zvLeFNE%WPp50w!45FV=zb^X4Uhu6uz1e2)?5_iE|*E~fIV>i1qIq-9tGX^Y)!pN_q!|QVo{v<^_W6 z6(_p&tHQGk;w?DKt&WhGNQVxT+nYs%=Fu{{&^Wud=9Y_&TdzN&`+*G=T;JbKmY!z~ zplA;^92kb0phw%dSe|C=Mu4(F5;nv&r9U?tYOG6YLH$% zxvf1#=&InRhVY!ph>K&$#`kAVXf*_DE-+8zQ9Oz1BYv|!yNrs^z%>QbHvN~16gKqa)eUQr zxP6!vR)%KES1Rgj0#hi{or9}-r(5qehmG$FPlcMNsS6YMb$bNla^ zQo9AMLZM$B)r_0B6c4C(nP+WaF=*ZmUnqqaaueO=(j`kuYz3~VBV*4UOPZx{$A?oH z2~6}!7N(fy`MqJf6Du{~Oa{NNAm;93v@_5_tDvFc(Sg%mxqyw!Ouy1Ot79jdl;!s4 zTquwNwgA*SSt4Y7<(cT#{f>=&o^alIX;aES-xY3(zc1{^uI$aC-<7{9v#E1u3MEay z&IU?Gova}5WCtF@ql$7y=BA+$Yc{$wCA2S56ZciHDE`)*7YKI`@XD~@aXBJ>7FqS= z%|MeSiX*7oPM?o~*t#NkW~7y%XUJ*%$>pex6Il1DD{swQ>VkA9Ijao+g^(CKZsZwj zi3`g&lM#JtHw{ED%Lu9f9DV18+e81JjGzy$a9Y!cF3;7c5Qtg6`au#)Yee+4rHvUE zdf*8X3EPtw)A&gFJ^Yltt)@FSFIONCvbAlBahs{JN+LX_3E=U542>VC4ud7RO}}D+ zIPVCSzrhxyXKn#Frujwo$;#ch4%VKrO} zhJNdD2&ILEVB!d>?x=05f`Tfr2H#D#*{jv#BtAbFu~Z&0D#HV>ol8%wvAucDP&0TO=5||fojjw>s|-4JL6}~JaRpOJEU4U)7Lb1;XG@2 zYEI1xU#GE8Aqgu>k_E0~>xMqYOBCcVeqA|6QNiz7L+*Sja)+=u6@I6_$BVd9NW4na zVK-rgy$$)4+UvG6A(os=XBMN>!xOzTShNE?qr_r0vgg||M*HJZ zgBj>3;OUNC%M9CVE$KAKML2fPvpb{)eXpp?%iB9iaWYtoZO{-J!f~5Q-Z%rX;q({C zxsGlK`e^>l+P91s8#zUz$U)g-Rd=O%>dR}(jx10CACB_l5{y2BV({@$6Ag@4q!_XGUNd(WZo82q1vjYKALQU7&R&$B_XEW5+Zz4Cb0 zA3xuc>~*pUUiY>Z=?d z2(CO=PQkSMTtU3BJMJDm>y%4w&SA(q<1dg=+b?3k-dBwQV})_{^_o$FN(3Xz5mNG# z9l<*O%4;DCF;!yvVfiMgQyMTxu-8)lrVDB|+|nfZ=-3PTfW=?Cr1X`8p{1AvN7_d_2)#M*Z#1A~vP3%pSi#34cTtZ=sJLg*J0gMoQ z6Q))nS9;D|KF;2BMv@@~((3{}-eQYkf}EVa?-G=7g-MJzJ#LAw?bSZDPxQpDhu0U! z;@YjO)74POer>@)MT0bb(6rZHcpSdLnyTEkP-vWB6r{A<#_@0h+tF~twT((!Ebrv z_Xvo$LSE(JN|d?Q5QSTPq+jS5LZfo??>vS@l2aIo-)t{L5K`852G;f_tVexZTBDEC zb$*A&)J32pGbC)7AlWcq(r3exE#mk0B!)d>OF;Px*Y_JX0AyNf(X}{Uvp4~)j-NUx zJwji=X6#&m6YaxDX%9pKtg}0Q_rtFHFNFxq3Fr&q)=H2AJh3@88E+pz5_jVE_4AVV z606e>>1b$m0wtQ%hj__k#=1m>x9#~Pl;$%pV5|<46e)K?`BM&sxSq8=oue)y>GbZ>jd6NSgWg8&qIC3h z@FtMcl}ElNLS~&OyLegTq4)8jRl@?%yj6O)c&Ct4CsMIUzWP!gs8-MY>L1wR2?eYf7P2*jxkZ(3YNG|7Qyw%U7{GG#t5M7S*k9|+ zDj}n;nR*fkl>j-wU*}(#=^_uN68){?Q;D4K`V4DpkN8^UN&VL$Z5u7Hg_n9NQx>!g z5?$M^A>8|r&4_1ddi7D-KO#t@QxGS31s+f<<&l_5u3H z%eP$mdRUIlOTT-32!y=qvn5e;rwKtv$@RE4thi<=l50z~(>`K61~{okU5ZsQgaJR* zd464!v*XB|?NhfyaHPwp`x;&|=e8AQ)}@pMPc;k19sYUOdfQpA0c~Nj!(S1L52{%5 z_;}#5B(OC!EV8O{cD_^ghr- zJF!zc`B>66>Q~IdM?pu@l1#1mVIzQFuydpmLqi#gwas&r`l#isgrc07MK~~5T}x57 zZiRs*bh+i|F{~jQod^IT0E}PJ)LxZ$`f_SZCZ@@#-jRRIunxjWY$d|Wico&uo9Q%+ zPdGFfo&%!wAG~saJqbf{Q$eUa3as7;@dv);-lXYW@9KU^FLG~o0vA_!(y06hP zf|$VB;o+I%0DJm@gw4Yt4Nz)XbG#iBZ5#IwnU37$nItOKHgfN_w$2)JJa{<59M=w- z&Dq5Zx8yu7O*^+PiS>Y{3423F!6zYJgsE{iv>Mpqy;p~C`hxvLq-iA~u$Fy2Zk76b zbG$Dn8aJuZzyFwfc<8G~e`mkL#Q@ziB?=mR?{sV$iCN0bMqcIQ`-cw1#c>SWjN(Tz zwvwmVA|psdpQ-}ASs4hTqaS2qQSEc?ly^aZoEW%H$Y zr|>#)R`Ve&cpe%}`P$y)NyyF?orl4C*1l&URQ!A3x4X{j0-p+@A6C|RLzzfx9|fvV zMyl3Ym)l^l1buU+X3Zc+jl{wyhKyiGisiGZZauqv(bz}F$Kq(>j5_F1Y+vTe9WG`~ zF!>Apq?tk~Lh>hVhUSoP=9XfQm9drWHY5ZQZoZk*!1lI>g7~jswmFDXe?2X68p<<3 z!!}-MvaE1PFoC!U-6wL1lOv>XyuYme!IMnxxNPiI^hLPJVBco!ydGCmlMWC$&{$i7 zq@>u1u`VB)Y3IfO_M83OY7OUCx&S}*FhNw;gex#)diLq*^WzfL4N3L|_=G)S;yq`x zrZ^Bt`4x2+DSX8Px$45zPzYQ1`p$ZxlI`4U88O{B&`i7z>KI#3NGJHE(H?dD8A_B@ zur<3<8Z15uW=#|@aaG=~ zbf`{jj9G2NbB&1(5835A;ZbP$zAbW47ULCvUQkq>SoT{^a6cW>sixFq>F*CG9~H%^ z6mp;Kg=*;JD-Yg#ES4a0OV3*MStj)9J{^{3)~wcmk@eYnm~nm$%W9@E-@N$V#EKJr zie^19YME^`sn?CWv!B^gs|!CMvD=*OmW0Y1DJvO9=PI5&fWM+`ytsojW~@y|TQX1Y z7kE9Zf{KSeRlhxbh%M$HkzU=da;4*BUT|0Iv>caUjY7REaxrRrC>M4RfCf*=<3b@+ z$Rha2+0pD!e;UX_FngIhD3NGq1UCV?IGkgKDL>x$u8uF@>Tev?-A)Jao7Q?L(qT_t%{ zUl}m!;_C_Ih87x1{6enp>T4L|9>EqPb0*Yw-eQVScguTOCG?py8%HRQ`< z=Oa%*TT4`yb>wsc+nrZ1;eYtG?wfCB_=d+igV%-3LWN*9I6FNiDW? z_8J?!?|;$ZYr~=0+F@#di~>*rK%%&&p5|XHxbwSC23%>Asmd8ko}_h@?leF16zjK{>fnis-(0LA|j;QqCiz2Y5xjgD?GUq@ZH?*&+mmc+&FRF*J-~ z=geeKmH0CNt{Mi-GV>U4xOj`71=RzBXN+dwR?Z0x4Awc7$SA8&Dw*?V-%o>8!G+lw z-8Pn(&<{6KFg|3Xg^i|a(@Z{wjCUXZhJ__id)mhx*OAtj0ajlzb>G4lq>M9Kaj$*G zkS-MMmZ%W2fUQI(>UoQ{h-x&pBVqwNLzn<^O;T_eCdzGU@%s?`weNUpNuW`861-&- zhS}<*8h!ZrV!3TrvpUt_vwyq-MJN%Yy?acdouLpya$tCDRk`JBQG_CsJmWw^vMl0q z@~ukxT%$(`w%RnGSM9(RDP2`gBFeP2^Uz9ZAOFcoh2}|CQ5>{z47t8#L8JCJ91dn3 z)m3#v)&+9J+dFR6fewM){7iZg*8}T(8s!SGp5wI9V~%zbPvj4#6iHuCt@&_^0)8+R%n8-6pB`rHwxk)mp%LLysj3jp=M!=06GStviTIM^l3!9%L^-N;run+dztC^# z6cLP0`wdX6b8`g33x7Di^HB2s>V~{;WmFDbG|g{sr0+~5m9viGaT?qgSKmGdK^4{n z*UY|>tO3yWWM8fFfF_s%)T{9;{Qw|?lwK(ec0(ADbw9i3B+u@!*M`pBW#1l>-60NF z+%rC)F*SP(Vx z2L)h0u>J5L7z#Mbdr-T5I@A4{YdY}@Q`15}S~12(N6OcxK1J8CIHCT^Rl;uTfn4nQ zWu7sVQS@f*=ohis@Q_U*)y(j~PlxiyJk6!C%eaI{L$C3Zd4h#Sbj>0%QzIDSTY=Iy zVFi3NxP$oQZ;-G5mk?XPa%T|DKrZ8gPu&CDY z#XZP?im}dT=AiNcnrD*+(8uk~TgveJcp;iie&M&H*|F)4=$)s$KjG4@8rauOvPSRc zqIPi$sYyrWBFiTamx_+cKS()~%yLX|rB(5dG}7Zs~~+scT`w6a6H|F*UPxV9wY;Erz1bxU_xcfJm4TropvSRu?L zs+}$5l}-=5YMD~r6bjus9Dn6FFUtRk=K82&Z#a>Pb3lwleE3G5&Q$}7v?1p@x5WxU(FVSa~@_B}i&&VrjcS=ePG9bqPLhZAYn9 zX#6!WWkx6RGu8!nqL}mXJOF?%>eRmUY|Ru*#~_ZK|Ki)~ODY2=>+*Px$dVCSN+#$q z4})K`+<2{Gikps8kDxw%90rjNlj5JRwqg+&oW7-?$Am%GNbU=@GWFs|pwQ)k2BFWg zdt+~fgR6jSN6z7ZiX>2m(xRZ50^ zC_fG{=DTj8cvvb8zDJcSRWj)PmX+bK==rFHhi^g%>;Iag^m$$hZV-p)>MPg54%n=4 z3NHT%P&nsaG1tawZc9K%9n`}1WFwdf)nYo0} zYA|#qac)4kgJu=_4jTl&80F(WrW?*9yoBpGz*?C`Q>6YD+QwdeCRM(D5E*{ui&`c` zR=Iym-h5suF&J7uBNYM(E`^%+D82sjwG+Wu7Qwk;rfjn7@;Ylj(nz5$z3-aOXNleB z<@5V=KO6)Mo>WtOlU_)*$tjXyqMyj<>iP0Im28`0nBoLk z&-76-0Wtv~M>)WS#s#5?CBy1M59X~h@!o5v**H(R<;=8uaHdHeUi=Y$bu`ws1|Q*Q??+4b@R{6`EG_ zxh+nlPSuPHK`DsyK~>9>9@`hZ0Bh1gj)i;b?ri%NL)Q4N$O*}mr6%!mhe`W(6=X&t+J_d zYp>tKhYBlYuZ4?+j14~hQ2rp{rZ$^Gm%7T-M7J^Vtwp`cmnWf`b3{xCu`&xuf^;Au{aX!$q4qZK&%jT+6_eJx-= zT><)3M9Jqs-M)NFsO@~7b`*ZQ!g43(6Qfvx6mc+Mh9y`s`thUZ0~dv_t6 zh6UT)6OSXNePE+Z6hCk?s@lZjnpCUM56?E2WxTr%M%Nl8#7hAz=fzWPS-@)qzt-v>)adN3G=|Xv;y)Q{zxBCFbL89$BWn`vLV0O3vMeaVL3I{fCu7o29804Y-fYsaIOK-R?8p{ z#Lb$-CN)#?u(?15@;%!d?`aAs8w2Wx(RWp!%5RX>l-`%_L^;V0Sn7Ogt%|QxuTiGN zR4v+sS5FI3K>mCz)2Ix%yB+^_0kGuU=9&ly65v$BUJw?s0YNbMmB-M-8qkMt{7w=I z=sHqI)t#!nmWexvr!!9I6bw+&Zd>*qDI}=_*;oJ@EiYDOnS*7_Tu(0;z3$9z|JGRV ziUoE<*aePO7o-{$gTKc8?Z!q{89kB;7C_(jm4G6}%iZMsr;?BmSFP1YJ9Ifx)eal_d5YdW7Hd zWRvu$l-91(1WC0P-ZkzLJ<+F8SP2#TY4PAsch-u%jmjB#syC7W>bxw|3~_Oa`7ybw zl_{lLpYr)|4j5`3Ni#AWz-TcyM?~^95(vu)@g$MYkTv2-;& zY(R=DZh==FMT2#_7qq$$AKE~<-w^Vafd&9~o63*Og?!6xzTF|(Bhs;SwQ!|1j#Ojd zteh9hv{ed{iK5nz-<^0NOtR@AGkts{NP_^~<$)#yhEO{(lZ@`09Lg<*mqJ;%e53dk zNdngkqNb$EwWUE=B98^-}9&nGx^b zofV`I%@{NV%0Ktt6>Apqh=|c6k>`=2QTQX_GadHtG*k~2A8$ljoN564bR^PsK~o?> z%;Q!empw-O1hG*&be2VMB4!yxeYL2pLkow>OLgY8cRCgkBl6)+T_X^zcf%K9)@5C> zUccs!r42F$7YCwkh|Zlar27;CfAK_==?n2%>OXt7Rn|Ae7EK2VCp;{MnMJ`Zx2zIO z(4Qm3rxCXh&;CNu`C!+3{SYtwhLV014}J5!j0*0cH2zDB{?qDLMkVSxSL==)^Iq}B zes0mC0J?{LMJfRq!dOW`I&ApIoo6S`DX2}(Eu3oENC>7mCmSp{muP}|e~D5Oz{Xw4 zG7Og=U6$E#kP%>CKVA9Z0&WhUK;msIOHvbcqqZPE_&(ejS99a4l9iBi(p_7e?L${U zE9{xY)*Znkf+XWsW>Xz2Be)oDvd?KAo*!o@4KW6H92q(m%8 zOUbKXNi0g}kDv+Q8FaM@qw$c<-U?hA=~)2T+^%g5mHcv+(+*837TZS=PDT$A^XZPTOF-CFbR zXTFonF!99B02>w8y9SY6cJ>xwcpTL{MIhEUF;?bk`Om5^Z73z9`8U9n7{Sjid6#$` zjwVSEP0M}dK3^B}`$e1d8l=18T}d>oSyHjJ$LerSSxo@iX_UMlNBj{g{CIJty|e!h zZUNLY;f?Cm+=R*L0BzG6jq!mr;^p5(?`45k9-K3GT(lYAYEbOH4NO$rb|b=Na2tiX zQ7(5*1#7~(-(j{EE|=svV8l#A!HN_ShHSqx-HWm5C!QLU)8_oT7xnFh&L|x5`+dow z$2R7jLGnc3%1GEsFwdW*@wHAb?;Pf=&D^K@aQ6$d$&`xDuLN!Xi zS3D^#%QCDo>F=#Zu4mNid`qb_b(*(xG60L=)rxUhf3O-({sm5Vout_oXEK3L9-kRU{Jn%F#Z z8CTfsdib_b7k_{OWp{tDugNhpR{tbp0HJoZectFz76a^NOR7Vc2Gj^3vq-qvl<$yq zs3Twz3)S7jm9PvI_QncL)f-ad?=k`*K zuY1q3Fxu$S2rIYW&XCt;2p;FjlqDV?OObzCDA>z((rrH7 z;%hezt1$}%v6_WSg{y*gZp|AQJlx<5Bu~B*%jE`0T9d~VADpB+;>TJvFhQU>kTQVm zz#+fWB=d>MA=Glp-Q{yskdKFMS!h$3JP$Izfj9bE*2Vy$G~4fR)c)E8pIl0vQ5!Nv zQNH5Re4{|vWFNuYF$xpJ4d1emrfz*=>1JG4fkwz;5S{VEHZvB;sO-xSJ}?>WY{&B>?1&dk23EgY=$ zZD@H}JWzFkM;ULr#fAjQ;>CdUabqiz4uB}ZV^Uq!q2Q71uZtKk8}>lb=uyiF)nW9n z-o5eM;U^=~A!~fpHt>;f!GcU*3ID$Uoi$?0k?$}^TqCi7Vo#Dd*=d`0H+XXN%^=O2 zy&y`d4&N$q5Tv%|)kU(tKZR;R#~6F}28`esMtBZuoD^6*8_YhHyF@MVl)FPX$knE8 zX74u3g$*E1m7zt0{!-H5X7dp>4nvMbLoB5)S0g}A455nK_nvQOaNhO8owgB;3f~1! zhv2_xytuvm001VB@y?Q;P+yYYny5kLi#|XV=zKhT7Or9m+}xds>$eGD1RUnVQ&?jl z5}{?*xV&e%k>}WZ1lLGb_$NCI3$w&sVltRSQQy>@`mddo0YU^8 z01dwAi3IP4O<-PbQjQlw%era*@jiDPVc8?yn>}f+a69KXyyI*?EXHkBr`^O7IbM5X zO7DW3aVYMLyIBoY^rY#*P3{U9em;nXhJGs!vubEY<)sWO_qx|TR$_8kPgicgED8!W z1*=-u8Ad6U$+|77`$pmYVj-a%$>}fUockKFif<>e6BJ>LJTxJ*2`V~095dOMWc8uG z+lDQ^BLj3=^>P$S-P1g!9o#FG1@8QMH)rq#HqA#U`q3S zrA${(h1<97ftaxM*aNdUZe_?URbUU}eYy9aH;JwDTwHzL+M+V4je4^#hznd9hN z){{8Nx}p;8IFO7e*HjS`|M0*4I~d>CaAe@`VI?{2xSj5q>{0bbWR$@XW+0^NHPvX^ z0d0y41i06AkR{C2`yIAU1Zif4sCYo3;Usoqm!$N7Rc8QA7}xWtmR0whW_6YjI!|d{ z1%0^g)2i)oF~8eH!Hnc!bc(^Rj(xy&r-IFM4uqxUg<~l>^&lBzmk%%!61|}m7{W~8 zAE3{kL-406l`4-WgBP6s<+AJ+TSEIBIyXSg))eL_lHsYvr2MDUKC;`Sqq+AXHpgP}9H3Kzu zCasyBVgQ+P0WV2UdlAInNyivI@YQ zbi?H)?t2)+KJMl73eS;mYef{6rA`EBUY4voKWM9^Aqsy@I9;XHt_!mRxvTsqG>b6d znrCh}gb2*`${euLx;a(Z@i_>_UBYTW?WE`Z^Us{B+WtN))%{hu0J{SjaS)odL%j+N zz;cS(BYMUZSle!zPOg&L;#33SPrlw6J)ekCDa{qS$>EWgBt1}st= zT*461c)MLHd#c+e-s(y?#BpTYc+PYv5r^Xc@2TF0@)j;bjlTehd1eP!Sor+W2l8X7 z=@O&7FKl%(Ee=D8I-cl`p|{?)@1BtnBMn>sT!L9m;WC>oe-Yx|6H`>8K%fZ!FOr1< zJYP6lAOcTu?H{xkO@iDvbkh-cA9gI6WGwBbFTC&qj#*{M)i!HN;`2eT0YWu141+Y% zxS}X*{y1Ken_FB(fJ3fGBXwJEf(C~fi>^&v-C-XqP`ZsnVj=E!lfAEv;Uj!bbmWk# zeeDOWt;eBqjscR0|jVONO=3kiG>RV4R;gquF zWEo>v`A~KV!pRPB2^{pXq&(YG;Dl6vJsaTDrf1o_HmUp=X_>gx?>i$>%8JkH;yGW( zwyyFhvlIMAz}0cg|En;4^GaV|ssToz@pNK;dj>+oj}A^>q9mFhgX!*6&Hd_o4l5&{ zt|mAM;MNMRNTlJgdQCVrMcD~8Mc?>ZvB@l&C@|pC6BO)*C zknc;bjf*sBsjrQP)9#en5!uvKd?H^xBaU8?OYQ*}_Irw0%H=5ld$lPclrzTCgM2LI zsz~y_@!HmJB213WY(w+4;ese{^98ps!(qA%l{p_4bX{9SoYKoCxC{|ed#~afb$G(J zj6!EFm^BP_nY+oY93V|Hvc*+o`kdCI(?lP_Sf7`m@y&gi#`W5(w9jmA@TcrB{|cA; zlsU^NZ+w+y68h&Xp}m-?CRpJ4ugR!o#Yl#7sv72&moo^qE&FoU|5h0aOld~+;%|_s z7IS)=?KA5m)`!VCj)oX0I(7pUmjh5?j;uFP%*q-uDFx`*w3C*pLq$}g3axW8tf@@u zheDQliwAIiC@}Zdfc#)m<-EhQ#FqA?@3>Odho3*DWk02zlyzL|>B@4AaA|aFZdZCDH~5ONh{#XXS{t(xVW3m?}pCX-a-Y+{}i0fDlqj6T8m5~K;)4| zb@&rB>81iSXS7}@|Gzu`XoNBA{yuH|-AIi+#kC|= za^kL9&An=KZW^~I_e@^;7nL;6uFAX|(vggL2|_LSrKj^)SfnkRUXHCV53ayULx%eqhY*R)* zgrtV2;n(PG6i_t6yq;iJ;4Dz~$K0EOd@)%R9T<6C#hv>?2W1jD-uW8cksf^#wc#Z; z+E*#>p$a=X^=Fm5c<=WhrBZ;(|C|!$Ct12ri;6n`gcV2bO(Q)%}E2b{K~e z^Uli`{n;I~9}FVwJ-T>VQp8Aa3uj2u9&FXUcZda2^G@zH_nbK2_bh5f?T&hL&ty~+ zQaAg$a@=ESINo=2wrs_ZUCfKF742*r- zBd`6CZI!lf{^h^(x_%b98kJIKJ|A-v*X{|ViGY;0xc&?Q!<@3pQkN3!Oqb_XT8R4B@`kajk^u0H|P&%#cuB~xx zdwH>yW1+Sp?(gFjr0t#!)zw7@Tj8owOu39&|8hy`Gl_y%|mt4*g=OlPGKAA z#Us~z_B__1B_hqk@oeqa@fZ-WQu-plHx~$N0aSZIZ-cqVPG%CsWgq`hUNwf*ke{ym z2@p89^m@7z&xbeH5OLL#c8v(E;{TiI+qtsdhTCO-e*p?B!vfF$w^>0w&e8)aV@gBL zf{mr!Vi2wUnO;&09!)8h4iE;372GS>N7Vwd;OZ}HQwYqW8T^KrGeU^iOC>CG;0{(9 zLZ!|{bPzjx8WWUCbV0Mz2ED-!p{(_1d44qr=(pQMM`tJER7#Cr^O=Nb(W({Y#yOYn z9lcw99R#-S%JZ?>m+rYEG-O3M@2PY2Nwb>)g($-$anfhN=KuprCv@)239be$n3sTp z9v^X#KliQgub)nw0QK#o+qQ4{REgeTV8%Vw*_Wq-Na-&Z)Fy9R;vWmSE##|GoT z1{gc~KIOerniQghM)a}OsHH((`S?}Hc909oY zXJpGjmv6f`V01|Uy?%Y`auvFPD@DFSA6j}sb?!c^|8Q2+C)y`(LZz*!EZniA=Dn48 z!yWxa;A2$WbjQwjY=lTeZ^u8tRwd!uGaSCpFp-IZ8~e-RpT5*HHX%+MO+HlN4l2G~ z;5%Twq?fb8^XzWP=*|{!>ti5}V0095(ZW*Q3UP~n>e}BDlirk$A z(zZtMH+i~t*}sC$>-*VpkJL{EkK~}Z&$@&v5WNA}+{Tm*`i4)DLi&@v)IU=5YJtBD zsQ<6WIw4d{nosP404{J20br6vbxHGTONAlJw)*~$6JPz@U`~avUVJ39VJV}%+r(I> zUl*dcC2ovT^?Ni;V(%xj4El%g`qPj1>miT=b;rpIDeMW%3H#Zb8prIN(1Ynaj-Y{K zHojdQ_OW@I`LB~gGO-ilf6R0r6)lht2!=*$Xedc^`046*!PGrUfpe6U-`!iyMKZi6 z=4}7~ujjTb_KN(g&LUGmQcT_9rkj^-5RcrE>lLT}4A0yKJ|=ve??L>==1pylp33qr zz2>&hQq4?%z_^!q0y74!gFC`f?G`NM?yGYj?k}WIuCUT$I2!$FwmrHf3Kabp`|S?D z)3#8t4qqnd`4(ayMG#(L>!nGdGO4FkY$UY`>`iC6TLBIfK~MtInatv}E(+m`qh1(; ze^07hVwdKP0Bc58H@jO*_a59YlcFHmHWSdtN@}Tw{sDz!HQSBy%XN|xNSpUPINA`~ z<9P?aP%MG-@|ZY3$Kggyo-x)8k09#p*StzFKxRQC2rATCUSa<{!aQmNQU9PFq(|oK z?_s)xm@p1S0ylIY1yHh%b2bLAMLxDLWTH!*_U;|Zsy>_dB@(B7@VpCRRKydyws_HM z7JNxT6fbcFV%@vx-*;D$DL+iB%`b;5&Qn7J4Sj_DzWX3hbnacdFV!^17H_F{rOs%U zQ-20-I@Vn2y;Mk6029H=$q!l;mL~Pr#vJDS62cmYH9hcd$;EWvypJ11< zD^(qYb$+V^3k@p6e=p~wehF`O;2pdjb5#w= zo~m{Fd&d!|yrn=3j$SAw4!stOSh*{z*0j&EO7@MHhT)+E&v<^iM~`38GT@Ph$xI}w zJ)G=z^>E>;B6n5iz=t)}))|1OiQbUPV~Q zAiAqPbvtr>=(%aIq%+$u4F9jcT6d5G;re^%At&pw@HR2P8^|UJbrxQs`nej1D)`|m z*<)x=>~az+Z8zQVXvfS9n-&+XJjZUG1Os7oX!<0%rair>2*7%iI{^t1@#T}>h*sE~ z4yhdY`agzFo#NVn4qdW`P=SEM7_N*+{98OXze_(b?Sv`)j2$L_qpCvbk?7mBpK z^HwJS?7f ztxz(`vTVlU7w)sCe^P55QU>amqB6Y9ad?d(^7q}6t>&s|Ba00c!tW#N2JZ+h`qs~9 zYJl|X*>iBA1Hbp9ygl)IDY1fP%6EyfrD-I9VdD1=-g*qZy)op&)%AW{s(GNo5h=Os zoqC7;=t}>;{#Q;pR3x^E)|G3eu-B5phV$d{TMmjQ!8l+RH~wAXY-dL?MIF@W_``rh zlbHtrP26JTpslJ52}`YaP6YgjI9s9^&zg{JO)Tq-qr!4nf2KL=D@3?DWN^xvVOx^gxIlrZ7}B zsfIvGB&FZBx9|f!+Azj(V!P+}@J55;@iZ?={}|#ayfUrQ|Bi|5V*xx_2z;x?^|1~& z6dw%FHCs~zZ9y0eK@VUP*?4U9NCva#iVJcIL3jBi9)7@U93T=T;f~s(=zNUld8^9e zU4iJlqsI*u)gCC7%9vm|{j11VRAvB~T;uG>NUuZ2b$$#8`CY6xQ9}VsULnyvbgHEM z=p&>gpF^|Zc!`>Sy@53z7a@}&=LpAB{546?VW0`w7}r2)kk2?R{C&AhM)cu->oqxs z*gR6QJCvRXL@|pfk#nh}gwQ)j^U$3#zmWSAd>%v@5gLVnaac^Y%w&`^QNtiU!LKtc zINc)I!zd!uak{*BWV47j8@+e@H9^b!_Mx+(qPM=j9ng&(W)I5=Fp?Lu^7Qb`i?-`4 zw`k=D6xlS>piOw?Udlv5b_wuPrwWRjj5z6jR2i`bp zEu)`&)$E$Iqu`E6{OQIAwwRcG&Ls_sT%bH8?`Q~}dF4rYZhJ^g&w`5GUcDGmICTky zUx|Hjg^U;!ROS_mu2&^lY9uszsA>pQU_uF&t=kx#@I=z-&dH8dXebWMRJya6bZNNd zNS43DW7vS|dt?p*9cw<~cYXIkj=KEOwS``Xfa)K#c|*^;@Hu$j__#_4rYljqg+-wHyz)EDP4T z`fL%Xj@KwKWe*vu1Ychbw|Z>mJ%WJyQP>Lz*SusHVwE1M^k>2z{xsHF{o+#fT)r)? zPZ}Ox;9$`(Ud{xDthUQt6PLJgmNZjs1>;o2nk~io0RnYTda1ylQ3GLaGC!ugl3aELu9h?v)Xlz5|{KidyrrhzUIr zhCP=X<~}baWmVZ9bEXT^bw2^lebr&)Nq(oqeeQz54FIZ9HtgGV~V;u zP~V^4ou>$y<(ALc5jl4$+a7rnRs3yv>1+90({16uLufP{wf#(!w91@GUFg#8q7*3- zi_zyCvGS%C%M{UtJjsH`UHZo_C-aot5lSNs(~^(sF&BsN8T)MOhJz3Br;Ib^(3+lrZEB@LI3C&00j~+V3mBVEfK-EdeeR} zfOM-re(sPDnP^tqYc`)d^KyT2p6a?)4n$c;Qu7oS&I)&ysu6juL9P6@rsE4c?jrCT zkMjhO2*!(dM$#1cmwYqci7~1yvFgaZqXx(4e|dQ7(Eol_kH59m{Xkz` zyg$;P2hNQhUo_V3N=r&yKWu>K!mu^6+8X>M3jq|;vVj4*XrkCOI$WI<z-~nHm<|Tgx#r8hF?v(R9ac zNPwmNiZ98f@qBnL|z2nMaojH;n(}~J*8qeG);K;5; zlGg*cNPJoFUUfBgwE#*dlESYT^cw)QhaF9S@&$aZmo3m|F-hoh2fhO1sH}KGb&kHkz zU_7`1#qEKXn}bTO$X!~G302=C>S$mgxb{K~x90`L>>WQA0Wu5hRIEWC!|s!triDy_ zz~5o6S-0cchx83|Pp5y$7y>Ev5ytnLqiYrLc&n1&`5jpKX$rMJB2*Lku0c_*;V@)@ z$*(fs`CykoNQJ}3j?Ys~Ih_>`^Xf*|QHU_vc97W2_7ymHfq7uR2a|tFi-i6_Q1YdwGm=Sd4J_mql(kv^(-Qm8vb&M>!%)Se(cx^hmW*j@+cN#cL}na z4B>!NpnvdmCWNg_PxEgB8)d$jKUqHMZDFnfIJ#RQ$MITJA+1!*p1WD2`PBsQ>Zn8iKl4aE=c`;8R+^gzBf z>d>VllCa5ivE-ErQirgsJT;#T`>)A&xyx)TAeRxyhiLaT|M^abr&nAof9`stfJYL?@q3vqnEc%$G3wa`w zbRH5+D+U^2IL!C6{DAWYD^=hI>gvtykQK|8n6`*MQR^8>G8%}yO3KBqB#&)9Q9p&W zuNenO9a(arpca?{ELSUmaiWXkGB+M@$hS%eeOVsP%=g>LE@yksVU320oRXkV?tew- z0{e&R`|ToopPhw#?N46af%Y74@kVAd1sqiBNOi{fV6AgrI>QcJ{%I{@BLy6GxR~b| z25^+Y->RqRx!^92YB8zD)R}e`VaF^}23#8J^Pe*}(lD{^(hl^j$(}%51rf zzc1UV7A5mWsRq1X;8K>$HKKL+E0p;fTIWV5GuF$6r*7tN5G@)LuP*>+)ZH9H0ND6v zksv85;%aRL_iK67zV1%<0a|*j(Rx=|onpnvc3}?ts@KQzD-CG8e|A8j1ENE|7$D0; zG-a~EAFUm4Tp!RXQ4&Yy)*j&}0?cB8J?LsctYq_9Vuc}wh2~`p2S`_9J!G^EXtxE= z{^Shfy=pPw5e?|T=I_iGAxz&$+dS_J2-4u5EeF9|YS(emhq)gh;uoct-2POpt1q?# zL9e84cagC0!VlY0D-S-OOwhfHyN zTmkV7$fYlr7-=1dWaLCK{z9~JBSf_^h9nb2glDozFGGZimOR;c@cJ}JZqwiW{6JLT z&x@)Z_2C3=>$^zR?%AUc@8e*ePcq4_t*o0aYz#3-7EM4-{#fuCYon!L z9x>vIn}-gr5=GHzP}^qs5$#PFazdtS){s=4nl#z2eGxo@a@MZaWdxu2B1HQ>agdf7 zyA`TO(1u-UG8C&(0a8$=Uo9d5Lu5M_f^71{yv@IDYUfWoAOfIDr^#CIHy;`b_jhJc zk>qkS4|0~7jfm`s>ZaFx`5^Rnd#*8Ono zmeXZ$dvl^j;%NH@>h;;Q3tL)^V~w}Bl@bT8-nWx35e-!3WS5ZC+mOk+#bA=R%R}uh zDDYsMc`=($$w8u)HF*mD<8hVdebp!hR#i zpOR)DxP{A{)9Gfs`zxs7-yuI6lMPrBjXdG-!0^!O6a#B1lxuUKg~lXhfRpDB%uG(b3W`4LtZAyW$)31p zdb@u5tU=UE@eaq%ENn`6X7maDGL2MZxfWtLiVV zExWdpMaFm(07A+u@d&&UNvs)_kI68f>*vqABM6c^m^bx5sr9p(hP*d<(Qsm)dp`^` z^J5;kkj#cr6Pm2#4J5CnBhJ;dv}I)9ZcB<{?+anp>3rOK$QU7mF=;LONdd8*k%&YI zD$aHaKVY1+avPR5Q|{lCLR67LM_ZzK^&IKW(fRl!Zn8XFa1Y~qME5zu5N6S^)7Jft z3FwT7&RIo4md9^P*?yZ0p0&*#bIDZP9f>|HnZDiTra`VOk0EcK zC(=`=3e1vjD|nxSqjsjVDTR7f7kVaf^~$uyV0Y98yTouCOxFC1KXa`kO^L3W&*9T@p$UJeVg(VHnT`T=mD@McEy(8Y!YriO{Rk!KH<0i6WigCKTA29*rfK_ zCr$pa<}Mmsj-@g77{wjJ?kaIhry9#kQaQifyJ@cnmwmqI+@DoV!B-Ei#Nv#a0g^Cg zj@a)I;>Bmzg69lC)^>(=VG#A;IzRv>NrJIfC*c41xZc3%IF_&V*-$Qk0277on)CTW z0nlXRRa&@}@JX~Owk(4U)GaO~>27O2Ap2deq)3X8o}&WbCt>i)AWbJ5j_QOKpnV=dpo$GFVgqKs>g^d%XFp98WEeS$62Lp3wSRpD)-m5sXj1q zEHd(0FIJedeVvR7*brP((ts>PG;9;b*dQ}G@59Kk446yX1iJUabm`p4K*X>EmxP)@ zD6Qv#wqw#Neo8iNXT09M2TgjvCD6{omvxiqfxjrmd#~E`g14nMJjhWKS_r)W`3Om~ zn?Dmu-Nv)!SbY0H3{N|18S#DjX3uZhw(<-d34F_o|LTraS>r17NW%4)1=*1^dZE&a zD!;C>%!cXq^_@!v-(GrMy;{w8B1^fWyv+O4OdDs3k0fch$;iYS>T)Oi@u(C{{n-|A zdOByq`r^`sr#^Ic~U4u)g@>m%p+dxkP z`2WARxu07Uwi6T{eo2xm#HnNki9O?X~mG9b*n;$cM@An0eY{9Nuc-y&=kp|V- zb}e0W9b?&#>OKn%XA?C*?)968D11Uszw0V9B@Y;ai}~xT+Hr$fOn}&6_%C+P-)+V4 z#mq}p0)~lge+uYV#`)BNe;Mx58uFLNo9CUuys!`bqW5V$hUoj#i1@OHZo$8q99R#j z&BN9&XK#f#oS@#g*tj9hNReo5q_~*J8%$5qKpI&a*Ww1&e>^TjWluTG0HVTa2g|*2 z=J=(+$_FJGp1vEYrxztQzJt z5TDbNyX$p#ykur{vyuQ)?qWAJ3)##&Q7`(a@%lL2i^xz#zD>-+x2?_$vOkbzRHren zfoRDO`+B#}2~nDi>rA2^?f?IhO?2UWxKA5u zwYP9is9)w4UP8rX1XCwRNJSp8MGvS)@?PH?PU$D|YJl{xa*ay{?*;z+hxeGs;w^Q& z305=+57~~BbNg(iJraN;x_2(<79|Hmjcxng>(at+kf+sV;NM|L3jqg%#edmi|6Cc- zfl0$l+GKn zO8IU{sWycoHXYHDQd9(R4}PNP`?Om9@J(NQi>)b^yFSEfI0o% zNWo>f+b{xpxN;23^3yovTRyskj5lilZ0Pa!TA>^b60CK=pa?q-X2BVg&wx#?abWOp z^R_VljbmcBCE01UD05EwfG%gMAJA5uH(kVh8J!!k!; za#VPtkl<6wt>?c#^Eq50?6Nt|T} z=7#`zmC-_EYSgPXYi#C8Ie{bEh9h2bI{(HuJS4R|NqHGiHaHk=4a70o>fNokI%PhL z0}hX$2iWCkl6cGtSB*!j*m!2=l;opGDp!oE`0k#8@ycHX^&8AH#zEwYHzWIw#NHCH zh15G+nn`eN?kU&df=K5k-}gvl@(swU_z&xN0R{5#>_+WX`EeVN{>#Gd zexy;~0-sx3zJdx^+Y&}AOd;vKt#3}hVQS!h&yFB@q{T}*PzfsovCOC#nXhJW)Xr@v zEsy6eNuK{C?Vp6_Dbpz8H}!84a^d*opQl}>Wr8O1@Y&X6#SAWu6Pzby1Q5Uqlmzoq zwY2$T1MZc^q@q}D1atZUzXW4@UFy+LaFI5z;8O4*aR~_>JCWugE=`Xgp(N!Y&lRqqq69SHsf|>OirUd ztRa+kCQb5Gg+94=U&&p~!`;3u(@zQl#0;1zpmn8Yh@EbDQhX(93Ky6rY-FQ4vqI*> z=RDQvO@(aiRQE#-4hev5t89*LG#O%IX<1CRCJ6=0)*d!;Al3L#wux^g%l}G7I^NYe z2WZreHe-+yn`yIm^%Lm<6bzP=8b)`9ML!c*G3T{yViV-SBzQ=||FnN+C$UC|P$&7z z_?~rdR64(O)UW;ES?w55d1XWvdbnwxV1MRn$$BU2*B2!$?a`tF47DYiv962Js3m#@ z#GLgb$bWX6wWSq{>+sTs#;c2^fwTh$0%Q9258-mz63N5>-Qa>iB;P4Awyy8%f?0Ux z>i78~WCo<^yX2?}OfBk`_YLD&jigZkwn%XW!U^PT_gtdD-s()ZGP9;p1mQVsRqeoQ z!H4QP@(4A(r1va3Cftd@k6iZp1)*(lGf4&g=M^x5$QGfG-^AGv3_A>06i!X|@C0MbjN3`^UqBA(- zezT68^6o5NSR_@@MHt)0N2?-fo)4OG0PJ}50bly=CG001+0_&`)R zRzEo|RE5VAb}P#`#~+U7Y|ul^fo93h%}9cad22w$<|+RjhVtLz9!gWZ+W)E`tM+E&>3QX97nNvz+Y5E5J(MN zeY(uB<*|M~R7H5w3zDPOsT8JZBzGhIdYa2o!iGWs7xO!Ra-7?b$OWYs6vq2CLG}LJ ctQJb5qSem{r+>w3$CLm700000000000O_&Cp8x;= literal 0 HcmV?d00001 diff --git a/translated_images/km/unreasonable-effectiveness-of-rnn.541ead816778f42d.webp b/translated_images/km/unreasonable-effectiveness-of-rnn.541ead816778f42d.webp new file mode 100644 index 0000000000000000000000000000000000000000..837326a8b9488ee0c2924382f3b6e9fef5c2285d GIT binary patch literal 21486 zcmV(lzx~hj{{g?Se~bT({ny}= z`!Dpr_Fv<_#QSc0C;hVZTl)q3f$od`r~Wtk-{1eAKeE5FAK*Sr|4_g5drtb@e}MH% z{-6E>{`a)!{IA=ui0|wl>;Gu|pa1RaOMLhH_w}#FFWWz-e>MHX`mgsd*1zn(_I;E5 zN9SLr|6l!Y{>}eK{Dg_51rr{}1*bhCi|X&G^Us^Y$0q zAKm|i{_pt}@C*3=@jvNb+rM8wq5j%_0{zeW56BNBZCCx@_&>_8fL~YsQ~itk$LwGB z58IEZpOgO&`8n?|)}QY`k{>`H#Xph%Z2r0XTm7H^-~8XZf7Jhy@&fx0`v3HQ=l>@@ zz<-8+F#jR_%lt?DU-19`KkNO0|55%U{Kx!{@}K|z^L&;45Bx9s&+(t=zvO>?|M~x8 z^e6c5^Dpr~*}uwv#{TvH|Ni&hN3<{7KV$FL&-Y)RLd_C33u_-V88W&E##Qe*tb%cY zu9dV_{!b;_SzBe9T>g(=WudHm)eBit+M6YWYDg}5xEdaYLs}1sL|Lvbv?;kdeL23J zGR5^Ui~Eo_0Ib>YFhyoE?1Ron)i;r%6jT-a4AuMjQIW@}rCBPXQ(=~|EX>Tzh{~DU zT#^ViB^%LqrKd-nW}wNy<9&4A?*u7Fcqt07dDmRa)xS9j9@2H* zV97aA4Ma=@cf6ampoXaD9Nez}v;b*)Jd#SxAnmQj4*l{ddF z{6^Fbjp^SKpCHVaBXH$ss1P-&I9j+PSr)jp;AghqpbzV=*0kd;(4*}%DZUXLWrEX; z=%0|3y3Op*@%G{zuU%7NMoRzx|Nc-JyLQR)#U_wsd7CQ%G8Tb2oM#D)oBy*`$z?4u zcI|Jk^&%jYX02_-U%!yG{ESy-Y(xtParf^}h>nURD0Wr`dFKPQ6wJR9>=nc65c$~! z-$P4WrU7mmUBwsHu%dY%Fug%cp;*zS)%U~{SaA``Rf7BvBmxiP-hdh9LWXLt{dH|y zybQ;oH1=T4zhmqcCrk~maZE2gd$o~t z>{Ke&CPatN)0W=tEbJS1sQeJ~nORZh{{KY*rC=?&wW<1f31;ubnBzXIrF*SeWzOc~ z|L5WW%!dA=P5*M@}Kk17AL7gITDKUv_TR*izh!CKIuTD3x*}vM=|rymz&|z_5%xtk?$%O*HnI?|QR;di8fUOJt}4ohHy5b$_?@mXgg0 zde-?gGJ`<(5z&*2ZDDF37B&PZ89erAz}R&d{0>2LwPdPz0F<6^>E4kNnhO6K+K>&=xPhybs zYO%e%!WFGTa1hxDS6I7KRqS9zIKeqEZ_%xH`*eMA+E@sCiA9&l5?!l3(Ot)_RDLg; z(~QJ}995*XG2y{d3X1%_MD1dge8kmyYyAAg=&(kAjg%fY6TvP>$IjWdc@qk1Hl5sd zux1wdO(jCGcnWPFWR@`yKVrpS^Hvb5 zwANhynPDn&QOz^+Sthfm&o-B?FUcxeP8S-byS-jz!!E07sbe97G@DO&*oS_l#X+cZ z2mjV@p<@S1tg~oqs!@Dz%>62N>ko;%u+fT1IPrCeo^oe=3aaaeEr-IC(Ok_m!WzWD zDlx)T<6I_V#w;1BbV_hT&feJXRz7)33j%KDfsI#zSum8;ro^L(k^M-%O?7ZWhsAJa z0z4u#M#xMh*4_}tDd;-BYC1t}TvwkPLvLrQiggMXB!9yt-y%_ah&tN0c&G%1)d#!-3o6Uch0rCu3*}~9_tUll?_xh-E znW?gEB^ZC1=+PRQWD&<9cmI3td^+QN7(sRfR&-@G!X1=D@%G4tvM;k4&U>YcvE|&m zr(q3gHPUjpS$Rd;yDCv92hLQO$UO%QT4FuQPFW65>p2eJNuEs@Y%QLve4Lxf4Q$3G z7x~>$B#F>EXaTLWJ%JSlacKu5JLg!-ZUspIDi88f;2i9@rNZ}LA8HCXB+pX6!`p%s zVVInodiTGpg5ZV*;nl`7*Trf;2d$E$T>8q{wjB{As@rvN2#=zb8em&v$1qTuHNE%N zoBQsH)eb#ddm71i)r)|U7a{ZqJj=UjSJ~v_(;4R}Gooj|<%-nA?P`#q&rud-D~N6a zsRt{CFX-#GyJQvVB1YQ#ayD-<@nxaT3^)BL!%~_@U!(aoHgj z7dE->X4D^=Gw|)?6M12y;@VXv!h>oK;E_s%Zte76Qe$+_@J0e2>mOrJ;#PweWvo>_ zmnLn0B*V*G-#Y&nUCNJfSU_>-%H^|KLCzT-J_K;wKmDd7;UNOU1ti3MXlTb2Cc#0q z1F5)2QjBpKKHVNo0@Y!a^tx(uNZSIG&kE-PZM_ZhgpJ@K9Y`bdTfBz7%QMn;}yU9p9CH<4+4EbO}I9SsC1 zd^7+v9v_9zlX5rcDGi`scVjKwin2=e4K5vV%xTkd8Z>iEZL-hL+ZC}`a?Sn(f}!f# zG^MyI52N4G-g`k-b*PW`Gcr`z+@%#qleYy|Rky>2iFjv@S+} zn}r)+!9X6|sD;U?v}gJqCZZvL$t})(U}sxjz_0>j{4naaL8jp?$WtCsl0394a$Uq} z$%787V>n*(RhG=v8g{DxvrH(adj3krb$V?4^voWbpSqHK*>!@HDLS1mJx4p7tUKN)*-AB-hxyBxg#|NA4Vyt_JVIq`;=N7=B3 z_r33WwD+d%|B3(r{`|Bpz#ke=FKUNO2C8?6-ZGKVoq*_BN8(l@EPxdu-Huy}!zN|! zc64D;94lT?ae3<1?%V3f1Mh>4I{T!+C1(Q$ekv|!&Ze?K9h$Yv2n%UJxut~bX)JT((qLq8cc$)2{E><&7_j*GzK4`BO zn#t(RjKGCJWR@giCRBKfPWvSg$Q^Eo?`F4Q*-_dlREK(K3q_uPr~|ivGH4djb+0U6aBUYO0U0m(hAnM$rGbY-}QvMDJHc?Rg_74z7#-WnK7 zn6>0bUy;NDz%TrzR=j$ql)R!+%aypF*du3u0+>Q*#W`Z7(}Ee}wtxZ!oge-M^VC3U z_UT5u^ZkB*AnEg`rTD0X@upkB2E;CDH^-1gl`l@jsD44BDqqzjd(S6E*h9ZUXv5vH zJ7lRHc^x&MOAYWn_t(&=@Mfbi}(hv_W_tLt6YOH|UW%I~r6H&b@wM_qC0-n?$-a}bPEub53&C?E|1S1r> z5YjcF*7#cdzbjnGsp@Ih-I5Q+VSMpnX6&*8Gc40=nRnZH0!d_!wO+G6f12yt#Z*4$ z;NBkBh`>**u@x^vx^?OA>2gk0p7y@l3Oa{tMYs0zjzg9bq%us{Rg6xZ*fGfVQmDP- z{f{^aiD+_9ZoRv#GAQNd>LHt?-Vv1D(&&1MsNCfr_t3F$S&$n08==L}Vg(y|y;iL* zD#pYrfH42`!zGf#EGxu{>BGRy8Je0VkLX(Nc~#D8SmEUo2VZM5!Sed)LUR3F?h%F; zEE#$T6#jZm`g)JvyTR}${+p11Q<`_u50CI?#^!?-=QxbZA|zgu^VnUlwV4EP3Menp zwJE1jL$O(f>ztdXv_F`T+`2gAD{?SmS++LgPRH>pZOw{K&32f5B4!S-X~ERPAiA{l zog0)&gVw(6cFGj)F@7p5`lR%^_@&*{qm!o2wM*Zy_ckFmYtY8SXP>L=%rfahjMEip z-h3*6|D9NBqdH!kUpzUY#3buMlH|8q(%4p7_$zDa&NDipVUnOA_W3J zG-d4m3;Wr4FU=Bj;fbv;pe>}tk=T2sY-(P?TZEqjlsu2%2wE&oN0XZ*}Kce$EV z#9hpPRprNJ0Aa^2$$f?^^q?gm6s}zGj_PwOAxu1;u+C|~>VJ1L+Mzhd>W>!xh-H1U zh}8kGm-!%8D(k|mavZB{FgBE~{Y~W|e{*}be5T_DjZxwvE4q7jbU8$4KAEdu!eS#a zj%^g8We;!Mdh9O;Eu7-$>}tRA#kpqgY$pubz9a1gmypQUtAIPVKKm5v^bZ7fi#W3&TnBBWKqhu!7ay1uor&PW-dFPo0>vH97 zGtJlRiWoaPIDRPi6Dj@AjQ72eqtajrFHh9 z0?9b@0hS!$;+%P2(kOwfB|Y2T9SW64y}LMk=0UW2}5; zKY9Q40&FX<&`TDk&zD^`<7{brvT)^#kU7oB6@fpQF_@1UY4~gk6 zJsleMxMK+o30dbW-(N&4%OIDa##*nN(-r0YGe#4h76j_^!&|SoWqwx%IAy7K;RiqFreH5HTzAvdSJI`P59Q` zN#B~{Jx}_nYz3TmVsJ)xb)>eHV0}k~`dj#hhnwf}h=XQ6FUOu_vr}HZ8of5qS2}gI z8XwL54Zc?qWK+L(0n!J=bDyh2g-N%Sw4*&8&To3tq#s@%{3tZnbBu2d9b9j$FP|Uj z8-&lU9b=l!F5hKVk*DXXZbcNTNLiE`^lM(bLp!VafFwM>(BB|P>U$PACFDVF)!s+? zURb))#_<)H{Lr)~_msXTu*!!yX;J?ZF}}cbQe6AnwT^k1RP`JuZOgHT2qZg&)}WS zWxzyC`Is^NYG5A0M>nyzJ~j<9lexF9Y-k4VXyNcEjjLA_*`QROY(KzNB!qlxNr*MOm6dWt%CbeB3X+@;x)&lw0alaD`dPD z8Xa)?m7A)V`urBj`pC4#ygo$(1nyLHtk?6JH(WsWwQ%|uE%hRqO4Ot@#{ZeTb*Xjs z?>sS;#(rn;N{t^I5GOenWmr!N3TSaSjV;CF@*$}FVhiKT>ry8@)!sS#ApF#05{$pK zYRl{z2^I}rf>hE_az|iE++6(iB_;HbiaD~NNA$`DtjvtefRJWW&be1Wl^z#T(0+peAO`!b;E(dP!TP?6@f9$AMO{2!A20I=ws zGCXSZ!dDS=Sd6s8q$)r38Ibe=>RM7kp82dCnU^oq%c5xj7u!;tmY|n|`owfh(P8J6XON4zD))^C;7Ah%c0 zluLi3YSQ7E?&1FLUlcARUf9WITIC#rBbtxZ1a%5CVlEI#y;gE14m{E-X@x=qvOCj2 zay3EXV5fKir2J&J;12{;Acb0&dQP?%WdTia)r4@s!va4+E-c%o^Z-SJunFyQvHRIu z%HPl$foyZR%l^l}Wu&v3wiw%Au$){m#R)OzZ|X-iWL>qJXWorV#r^Q4OxjeeO(bvv zlykMmA(p3h)t8tb8llc4)!Ec_XoN4AHmlltX1s*&sPgPH{$~Y0OVJFR;?h%1NVi&=ew$KQGyf(*LGA%P>@W6*ZE z6&1h#^-mXXfn$DcD3)Scd!$?4*eHnd~DXY)qVgUJw|7~Kl9d>!DVeSNtoB;mMbbPcg z2a7V?s`D!GZ5ZC0rFe zn|%}6v%hUukCgwfA0V@6zq39i^~A$K_(m}Xm8yTi@lrG#?DqsOc{m%Iu=-(IjL4d7 z8DPJ)AQC81s<9SWf#rfUv!KZqXM%KDl>dqOz!?IA}2}Qvc@662FFuNM}Dmn4M z`ux*FJ|X&h2$Tjv*ePn5AgGo8az&P^jQK_$SP?4n0bvTz{IM~OvJ$8%AG;@Z%b}e? z1mCFgZwFK04acpZOnQoecx9)pO9jnSER^Mc7X0s(?L%NABMzFan{AZVt@)Fwahz|fczM}qxir# zQqD#(DZY4ikC2*v$gbjp!)PM7xA@{+Z{Eb1JQ;Rtw*TB;`Q<$ci4{~v>tDU~d|xf+ zj1ZZT9Sgr5gjWB-M|kMuMsJ_Om3}Mc6i=_dIZ+D!Zh_(0e9Q>=!R}aINDsCiz@a%v zH(_jZt~O*gu_ug2Te)1jDLa51>Z4vB(CTK*AVX~u(k52A$5Bw-yej46szDDgu8Th= zXZZcQ)9UE$B-xZu{M-gnm{6p($kF7w`zb_H+v?_s>Jf!BO~8fnPKsK@T|e|Xr~oPW+5xb4GotBY>ON6OPu z9X>TEP{+hM#hwyHfbdvjc$OLum7Stfz_fM&DfILvZ7d`FhA~PkwT*V(E3c&%?73R< zsbEUv_b&3pA+lyN-@`*1vi!mFP06`<*0vXTcGfHpkUtEl)=@fdK%*BW%z7h2vRFjc zEXOl5v+P*~UVkl-FW3=iAJsUl0XuDfe%BXVafmCV+2WxbnizeWrG^=VX3ESKqWPzo z3EJm-Nx6%fuIfb818n9&MeNbb56b=gunbfb}t|W>)d;|TeelSQt`4qeb z@_#6q9m2y8Z45hb=?6Y{h0-Ln+Dk^(aLN&S|Hz|&Ry`7sUQ7g+A?4Fn0x3d;Vy!a_ zro6yxjTtS$%YG7gq32*WtVNmKX6!Xp=X)q~VkZWP;Z7 z?#!HDb)?D%yg-SQb#U4$yp~`D#+#|hjfG-dj#_`><9-tB9umJm!(LGV?f2?z_&JtF z@+i;=1$98R*BnbAx4?fOjIl$wsS1$kAh}Hm#q8kLvcLccx2^l^UqS$)Q+DUC6c6OX zX!$A`TULCTr?rm2hb1U11ZZwJeFF$i5n(5v6C>HfeMw2Y&KRs6Mw=M)M% zl;PHWdBm>!W#iK*UP8sDVB%VBC8k(hBq<>u8Mrjqy^z5(+3510fB8Dke~I4{0m1JV zZrhPPm5|5xJ&q2#7hceQB(&!fL^E~yl1kB>%ICb3;X-dVl*9Jb{LuT2V- zh#YSVyNdi=62!jZ?_zU};ePt4#6|+Xuw`W(&J+KV_R^=`rrv!ZIq-6o4!xJeRv0c! zC9vQUr(HD|fXpMg#$WmlNuxsyoe~O=_4v5tte{!PD-w}n52}K^+$$>R<%W1*xsP(h zX+QaTkOIjx_q-D*0AklkhIg4b$5fSy>svf{i^_?GBNg65P^73iGA!R%YEH{^yHFOB z@&+4Y8DItY2DuP=_Xz|Z`GBjdr$y=$@W>)@Om?zOs~ftS%+j^BbHE&3K2KKcvOXq$$x-E0Gy4Ae#W(xGlQ@B4sos zQGHAp$5lXrD)Zx_!3fJ$)DH6$T#c>mu(}DO&x;`fmNnpe-QQ2C{Q0b; z+d01`5OVAUUHMX1TQ(%EV_Oc3f;g#7j?Zy0b_y!}3Ixl!Z}n>$q6J~ z0;vn^9miTv?O$zQ#)OEUdzT7GtLP0rg4$d`g8B1=_xT1i=-?4y+)cJuW?-+ovCBfS zNC^jkk6}s*bD#sMZNf$k2EctwbUV#>fQBgpkN}2$;Xaebg*u#WAT}7J3JJ1sq*sNA z@ACr#P>yyBAi~3_;GkSfrKkT>kVL_a@p_U3t^MouMC*c3PFACAWmr7Q=F+L3r>GF>W}OQa5D5rs(N6 z%Q*bv7`Me%=wY+^SDobSm!fgBQyJteGmRK$;Z$?(b`CZBXS-#VUzc(?fMTI;r8kl^Y4>r?UqRJEI52=&&y4WFw|0WIiVNW zb(m29f#Fw0Wi!p8A2rwn5abb^;0%~+akL#QN;u5{bnv}z zaxDYKPu64QkS`FUvXy^vbwFWA{JlLirD0d!_Gpb|f`YquOYhgeV>ck(giHu>F9@&D zG9EaO3zdo^Ppkls9H*tlaSnsq=tloNrlfq`P>bzKWV{Ws4bbT9>+fwRQ_2{bh-b(F zllJy}oB^0tEEFVunMg(E04<3CG#U<1-FwlTH)p54G9z+M0@Lo1LlqZ4wdX3xrp$R7ZDCEv>gAS`mGQa{6@NnN& z=AcE;PL9}Po-MmPTKMAZV}Yyoqm%G-2SAavP3Pc-W5KweT_d#qfEuFnb&rjpnnLt; z4pTqz*S7SnsXe|yQ$Uj+S>@5rpVax9h({c!Oj#dE9}q}Gv$v(voP$b_)Fe5V&kj&x z3f@Y~Q~?h_iSPt)mQU;DqWc(gfPni3=C=SJhb6-A-%V0%~g2D z`rT-_e9%e-;Ud=ye8U-&CzsE5ec&`+bh#P(vF2jepDNo-1IMOh*^SSfX-A-%UkiBo zQXA?9=HV@YVFoJiE^CHfZ?Fn$`g3y5Ynn2(GVrnWX!FK=p!9FGzKa4-_m-+Oi(7XL zEM1`x^Px~~o()KgBPKeE$j16T9$d^?9}p6SSh*Szluhz>RLmS#1P>NSCG zy%-)=?%@~g(I6m)1R$XmSpYp}39JA%fX!nuJ+w*4ZEnzw zt;Ee!x7$ns&yAq!x&UWr3j}4)ncD3gP!Vk>Qf6mBXWM0i*iZX7&j{LK>8?h9o2Md~ zZ|=ixBY&zC#e4C@pYC4t3?l7e`*0yG{^xxV?f9m8F4peI0L`@$!2KK^&`}j7;zTb( zG0x>;v){a2&r)owANi@+4J(1OBos_XqOMw!Mw7v%$E)9jqZCQyEhLRWi=6s{((J?W zJdZPTc|X59(!}scw-kxTQ-*Qw=8Q>Iu^|tsQQ4q2Z2lwth=B2$kbc6#{zC_qvY@x2 zH@6YK#(l)RXPdry>GZYFR6D1-5={gEbL5E^Y)2k`ijr&|=8sNC& zaK^Hq2H~1c#-mLO%d>gclyQ$RJD;RrN5eL1U|8WC{4@7kt7)N#9E6Z~$a zm7@UOC{~MI1m&-pd1cf7=1{B^-`b7;MRJ$zlz+8vs@Fe*d40Vg z-J{ccwr4Pv4ox@tzv)?q9#Is(>c{~D-Sr1Xt=HUmi)SI)e@~AwrIS6AI;G4LZM-Z^ z#DYs45&1c6ktSOIuF6Ta={JnCx#4S~V_5=BhBW-7_n7VCKmmRvg<+I9jcg-DO!HO_ zaQMa>H3nExl$pD0(Vw-HgRc3{o%r$qcWc)|(0QsV+)t}Uw>ts1(o8=D5BNsCAvOYg zeDp?Q9-eij=xhTx0O(h}f$kSFyn2zbL_m^CRr_VnS_T?J6U~v~p$B0WZ?XctThUM- z9`b5$hkJ46!#J*)kg-7Et&>49s9Ekbu86zhOq>!XEEA1{X7T0@&i?g-tJ7;>mTxks zHzV;HgB?Md>l5Ul+g!7Fwbpz<17{}z*QCK2be^Z?Ug=VDOM#fiJy8HPn;&E{$9R1e zD*`LX+o=GuJxL2ocZ{Y;`n7URkAS(+av0TfQb2CHbt-%b^*k6LC!CmJrt3iXmh@o8 z2ZPTdhv)&^sKQ1RE-&=Ty-S*1mS#MhA9W+cpO{|xhTj-W<+b{yg{xWlaCSCKG%Vm59^5WMb21bmHISQL#YIYWe9E+3j%V~Bf$ypdz z=PDYuYWF!w%&{Gq_|hV0kD7o6|1t+)KG&3reqG!4TjW!~Kf)pdWDwfWZ5aCK!fC&m0MKhJ*E)H!@TmzD1z^aj(_{=hR z!#dLb(7{>^C9{BB!pqPbhp@b+C@Ew5u7eEvLo?GxpEsd_gVk5NTtWc#os$G+ZjAt;dj*EY=I5UqVOd{Y))dMMkb% z|Lp-zJ|*r&`YATx?A3%74hM{BY>y_kx!K917oi^M=1p4?yP@Mw_USw6cGtg&i=&<~^}cZnyFw zICxtEzJ=CQ5Xb0n0QGFUJ9RadCEN6;famIYNJEk|H+nl?*Ad%CpxQ}A(X~TK9RyPR zDN2t?na2t}3o?~_;|o|((e3`~mN$Xb)HqBG4QRR`8sf)CUQqV~w%r(2IbJgw6lIFr z>_PUHRdzFRxd=gM%l`_CC>$4o&K68TUb}HCaOz__V%~n++^llg^LGVtd=pUlub@jF z-K_~)il@Az?ZAcK9pcB1t@uCkfOmt=5$i=!7CbMh1Opd4N|fwXu3gP(yh zDwkl!s9%8TWTtWAPkcp#q*D0HU@@?l!J0q`2zad0u~o^K*$Bfsl$`9l&;*o3G~Lf| z5mi^`FeELqW>Ex5hwHXK^@PDi_s3@yxidB@WXYQQFtxM*NJ8v1pEoDwtXTOl!%*fH zKbv!-BV{T~6l|QkU!kM6q zy76o`A}+p+(3(0IYIGXrUk*AMh~@mM%X38b9E4Ocy~Icc>_HW+qi`nhw*Y#?lFksaO#)P)4 zb#{d7iHl9iTIO*9kL(xc#!1p5Ntv}R^_f`VKpWCo{R+QTE`yYR8XCU5#KV4J{qIj} zcu*rN^h>)(P{uB^yT3*LcdGQMWIpzek;u{)G=a3gMKH5RT-E4KSn$3Qn-ixZ6fC#T zHt?miU9+A7w9XgVY!8_&LGQNG)xae^>#HlTER&-536&4;94LMddsK$e^DqF#g5JH{ zt|&XY%0t6x!l5#m988pOwavS_Y+m;E5!Vo}PKMIDa1|^yP&r;Cb3pBC1tVa+<@TeF z$5a#@i!2$&+_Z@*bbF$MT_EsdrAMe%)rWh?dTR`5*v=SXAHNjz`~iv;HkkZOjQo=< zG%E2eUXR;jbH&&l^|3DD)#r0mM@eda^RB?O-kHc9TZaK~PYNvTQtcEV1fsZzNvaK3 z;}|8aiS6MWK7K(K72u<^*N;@fj*b?=xftH1>7NgiL;K#+BL}^v=nDDA@R-&L4#Q}% zzTp|q;M$1)PgJv!p){0d;`N_zCp)`&T|VKHCm#TLHCYH%woq6qVm%ZG7@j$Z5Rz9I zE=&IC@YORXj3JM6wT$TeTtG&M@*_eMFO?1GH+|yeBEIn$cgQsqUxKz0D=Y0?xUC;bnJ%P%fatcKst%ZN+8CWEPw~cWFnPA$C6<7J4b88I&W4J-lnAdZo@Q8ZTL2 z5ln~J$YxsRtdfMXz?LkZa>T?%8g?|{YeoRUpby8|h3IjfyCMWL2=Jorz)1SC1GAth zuFLL6mdOB99UE!cUGZ{RYc1>@{xF{}bNYWz-r~GT;R}9k%|^5N3VlfGu3=&4zSQ2r z=6YVU6uo_x-HNZr05ZRdOYNe5j|| z$lMYZi`icNR=MO3xbM3|XIj(ZsC7BU-cr4-;=$<`5#xaW=O) z^krZ`AwUj`P}Z24Ei9(UQx7#~BS8jglETL90$NP6sFe0$AYY#tc9hn_XG>g?2%d2oS%%@>f}s78}Dc#xUj=u8nSV z3IA+?#+`5t;&sN2L`Mp$1+1}n7pILol@&<6%n zd3;U$D_`UXXX|#(WU$V*4P0{tNFrnC865r9ecg5V6NlC=yku#k)c2#fzi2|C+~t*n zn7jvfe?WPl#Jc5WR$W~u%M2S}gUG2Th%!r#LgaL5d7Z(@3mL|)Af4?9-P=jlwt2z9 zZNa+Uq+_S6`GK_WW;YIeLn5y+aBa5owgqu37@%>PX1^(E^NFE9IJRh3ha)7$q&YuwOny-3<_zr(M8 zC=!+5eofdm>nkut3)4i>d8zx2;-?fY#Q193xx+&Uaw3r=;haT2U;4?zqgC`CIq%vD z6QGgEg7n1W*X95Qac}$!f>6V4*BIkd+qEJj0efhN$ghGF`+<9i)rt&`mv`{@7~7mu zwxji??h~vNPDGy#2d7d)#6NHefF*gh&Fp2WhcL|_ zn>N{NQ^%jpA!=OXqQqL@5Nm5R)#pts8*fK$3!+jP9~sl6!G_MnPMrYIRUCnMDJc%|`#BF{_rmJ>w)joSY>rn8C5c>|bM5MhzV zi>!wusRqf78Teo%9duR+fU^GV1?bPPjBzDOf9Ty>hp=AZuh%_Y9t_hud7>^B!L zrt4JOe&r^?{a$ZE=gAmy92S_Ky$n1C>NHyiOK}0q5YaN4Fr7e;nw#`j2HUCrcX2|g z%RMq?5}7DldINwju`$pML;5_9u(~uoK9htY&0djf^Y=_ z3LkQs z*Suru?ON@hgks&3Ng{*^XqSpU(r~y=0Nkf7jpTzk^kpbdyBjsyHF(3QUO* zP-zgiOj#YX0+2NC0j=cxTXNo0I9PS2?ADO~+(g|*)Nucub8Xp%p6w?@4Qf>FsZ=D} zSJ1fr*dFWQxvddO6bP5Zz`NR{)4$0hJ30d4{zOM;Tn|rK{R-!zZako+k}V%*;kAp5 zLzGl1Ds){Ql5Ld#eyyO7?dDURmm{;mO&G-33(F81R1dG`i^tQSJ= zk$TopkzqF0Ar#BzmsxBW`FGm{?QpQ*O58Q9b63! z?zQTDikGD;poH_h8_KtCPS)C0zCfIRlNL_yf*jTVkGN?e)gfKsn^xAvCJD3QX4yLHu0LQh& zA*W_MuQ%MBk%d$4E{Vtbef2WBk7n3N`7Kn%63%t^nhMV8kTbhQ`{7N-LyGv)OgH>H z+j)#TxOiwq-{Yjter00E54aH~s&H~H!Bn>^>(KfdWxpD{F|=Rvv|Cw?CSe^l*P1Ob zS4{o;#rBBp!C?$mdXnSgjGL0kF_ZxJ#52h`7 z*^%z?sg+DGE~8bBsv=|(1?D?k3#G(H?VxkUB0Mj!jjui!uq#kF`rO!jgtCy0#1!As zQqkF+Woj=Q(@3wCRWag_!9?6iMe2z`BYn#`&&v4mGD1?Dw+`G82rTG+Y#^>EwmX5# z``eDtQD$I@E0E&KSwSK(4oAm=_0T=jpou1Pj_5BaDAY9EdsjwDbKiiVGW9 zFs|I9D&{8wJN;#FS7kcH1)u5K=HDWd8nIwzFl_eYRbhA6O>g+N_5hr54}+IR!qs)h980*Ti%f+3&BKnQt18n>5Rk_Z&6Mhr^y-&A zT<$G$&9{!C$(JF^@uwqSkSOpeY5O~clGRpqaNh{|70asum&ALNhuVD|_&1iE99Jp{ z4>M#sj-=)Jvx&HF?Y*4k4`5q!d1+1nN}7H;C&(?!LW_*|j_ZFvYQ8=|+#e zaRi|>66>Pg`7`%97+RmQFzDD!iIwe-y@&O-4F(EvmHnEzpv78XxE{U^n5Ku&gdwDMzFn!H3elLwKK^8YruZabAflUhtahF|&&ho8o#UJTh0PW0 z*|S&a;7nne!>4)GgUo@x1YJjy*?)d8`Zy}!Bu3N?_sWUm1N~x5%EJ=naoH03chmmMpz1)<1}uv!uzNS5-46|tAPqEaskn(>fTB6h^- zC_NE2)13c!AM81>)K}4cDn#W`8?P@6PY25 z;#b(rB~?c!y9GZH!@w054#KMjVWQ#Hd9CK&JXD||zZLCY9%!d`1gA9eP^r9W5Cw(e z-*h90xZB*ffXJA6QA0_sl8k&~z0sDwJfuoDr z1U{$mkg;y!xRfqRZd}_%+7+0qsTiCQ|2U9iQ_B56Xol)Gv(Jb4$!?--pd&=A(th@v zKcP(Yz*^2k>xruGuPBen@R@yWzc)XnJ*=YKuqOfVNb>9bF0#}Po8`)OZd)>Aib~Mt z01~c64Uai(^DTQ}V%GO6-gJ3`b5<1W-C4N53=5z<>AtAE zJMYBr3H~r(z$?2CDR_PT*!q{CYqu}#(wa-ccL}%m)zR}*RTX%6HRR%jC|(ucro=uz zL^oeHFxSV$17%a{Twgn;^j0hHRJsJUQ6IR!9hx zyXsW_O%?GHs2QR3;5EP-^I*HEPFUZ=z;U&L%fnqy^Cn3xib*E0w#6rr!>4IEpbt4) zLP0o?H!7?eN0m({=z&Y2#O0fXoKH2@pat3tGX=Os7AE&1m?1!Le?Mwy@zf?vexV|$ zq}mS3sKXDQ2}ZPLRfVdW0+;K6Z_`{sS{;_?C~#(u%QVu?LMgP399N5{3SB>7m`D1? z1Or3OL8XG-%&34YErQ7zJWujg6JaT1s41z@2lcoal6Ex3W75T zN_;7S4{Fh@OFrX5u1dj?&OcM>9{wtawQQ%7T^bd_J&A@BO;}B{7XCX^+rB6jl!DIy z`G`Eywvuxq;iA9B9E0TP>*=B~m~EupB^S0qj)R6aQ^)oKKxc@O=+DT04;yD6tns%4 zlE`PeO@6l08x6@^SHj%^a1S21cGDiJzI4$ChNeuqeQT>dZJiV}D)0fNvP>NH8@%hn zD0I$l?9QIB0cK`u*WKw%*(k-+311KGjtD)G2s;Q(&k$4ri8lJuyuLmu#_-g!=OD5> zNdCqNDdLH76D0!d0w_^edWf7&iaQI2K7X*OxOF=Zl>L(tt73z;@8G2XF;x;lR}Kfo zJVQCx2+fwGGie)0CC9CX9Y%>=`~9|vx}=ln5uzk*%IAEm4{sw37nsVap+sptCO9RD zfJOiS0Yu^ui5ao|Ip8e0L_UwZPlDO`mc{;Cs$xtMH7xjo+-fqxkW9M1f3g@vg0;L4 zX6H!P%m22%DV`{EeIj;3xZI*ECowRZEn7Pid&sEPbuUp56o!Pu+sZ70@Ik?w`37Oh zo2~_fm((Q>3`j6HL0;p@oOooIZSB}ceYR6bM~9Q{!jskK9sL6sGR}w39oxJ?ob?gV7HdLHfPFeKWVPW^Fv7I`Ci-Eqh%TT#mO8lNkdkl zx^c4)aX5m80KN-u`<{7p$YpBC_o*yqvVV1-e6OXL8dg2?V-Ebh5tY z#;s)fKabk50$G#4QUphcT9zprL}I{lA#Y;0Y0_jBaL#NCv&B16@9=6}qIO0(;|A~r zRPN*oc;7FY%bI#^M>48IQ%?I9{Xn49LO=fg^29->v(}Vh-aH%AjW7H0f`BXIxZkJK zs@3(P39y5R-#yly=Sj{khMhCOoO6UB+vG+!3zhKHP`dHsPgkrs=Y8l?gL8;HU|>U&rq zY%|N~dBm8K*w477(WWO#0Ys5?v$^XbzKD8-F@|?-#nvL}4&*}1If9&?`7ux+1b@G~ z`xL=eR(n&0^tC<}b-_+9dRIEpey8`z1`6FM%s}LRHVcHq zzExW~^^?kQ(}eD_)oB#s(M0w%JM+OoIHBL300i8i&baK69Pe3l!3E#H5N71(l-!)~ z0UfiMh647OGPn4hxJoKIcxRqCkY3I2jl9xlgsx;P6;%N?4p}dErAt$%G}Sz>^cq=` zNdjSjgMqq|D{nKg*8_=;_W~`)Bs7EUA-@C%fs@#FmkSX%sW8@#r!7|Kza$0GHqUSr zR7gUH0(4_;`jt-kdcM7k`gORsMFYR>+ckU zS1KYqH6C%%CQ$A}(986~Xx0Nd7&8(~r5#UQ!O124HmqM(!U#xSujALt8YBQ%X;sgBEM@7KqXarpQQZi5hcB=LpzGc<4k6y=`o1f zfvHwhUwaLkb8L-k(B>|e8M75lR%Yi-yo6*EXy_&QW6pMbeX(>6) zr>t)`O!}6R!I6XOc(5#?qQ-q7oFjrMf5x$l_bZ2NC=%AW0)wDOo4|i16r}Q~6i}Om z7P4dVk1PxlSw1z zsku^f5$1s*yJu-F#{hwyCseA5RM z+o+bR5<>6d%tA58FRuNI&>nOxGTfU}IOw;x98)^73n3um_9x)+CIL`T}!Yw}~qYoG=Yc24(+I zs2K&bedQBUW&l6W5fg7Eam-zIGLdWnont5j(=xbhm0T$oIW?&2lCg#1f-vbMW{8KG zd7~5~7KAx!0!`L;^-w?1T74!=iOLN-?!Wi|{O5;}P6wluxv8jnm1WcJokN5Lv;>UU zvun1~;}KMr+?zw#vuQX-95lGNGi4>loSZnFE^&r_GT0+r2W0PY)@PI<#}N?)A;dwr z0)QkuS(dkxi(!EinsuieS9j+Pk$J5(Q1{+-ZT`$=!suAwgg_f>IP`~cu>hwJih$Tt zh!GeF){0!Ym9k4BtS2xDb^O#w;{Xdp%e*W*Fu+>Ag?gk?2?1Xyi^;ca-at@>qp?au zn`72OQGK7(`8Q=Pak}=ePF}B+w32ZQctylNzfq@Sl}cxh>!{Kldp@emx>Otl&Y6qk zcx&8%Kw~=jOSbZr10_0v#AKJ#eh!u$052!5oEtP*8VJv9CxvZ3VBmj_3Id&4T(80K z zcgk&`rMJKB?3;Bd<=;;-h<#sG!h)nw!-Yl%S3*}Bwgmxd)ext^ja1*U(0OP{aimyO zLCK+U14;!#elY{*^Nu!4+CMO-8mIbg8WeziYC4%@Y||gc^v5j?_XB}S5THT~s4=x= zA(^fyGz=Sd9uh96bU@1212!&M)fkTfkGSy+A^<_s0YNJ#dz)8rf&6m=c64zlBnBp) z&=@qIj4I<8gtDdr#THgJxeAGy)Q__G8x~RB} zK*@YnVpia%>nSQXB70lF>KU)Y8mX{QkTWGaQEw7I-d-0Frye`D1`zE(a6h2IBs4)q z-7qd#$C3YO=P)ez4{A)*>v}i;G^gHUkIZTs{c9SL-J@C(M@zVtxuY8fW&vXYh*nhp zz*wt1&m`6A+vBO+LODphh0f1y=~{vMY>52v&+wc`&sAs994>%6^Ue+p+Bv6sL_VMuTDQD221`jA{C({^27S^LZ=#S29kKAxN{fy z)$_{p5_o(k1UoVYnLx3k;B~>m0(mE+64T9x)?MTj!IoNG@O5n+vjR*AW2&67&_o!H z-p52{Pm-}>l=x8EvRJMqstNNC%sh;A3}~p^~0-pXeOna`cDLU~Y%T z!+~zSds*-_^DvWaAY`sm+G~}bZ+i|GZa{l8M<^wm(N-!VsQ>(5vlnaPkdxDv)`5V{ z*-)EXL?G6h_TtUp9>MyOu*l90|EJS2V!ak(aRc`ZnDOjKOrN<O$+yP5yaWHo#wh7hqf3Czj_7aX5tN9T@zid1rGZstnAXTo^p zTpW#yuSWIrIuycPHGhS+IQlY|fE-w4l|-m}O&}v4GgqQprGMw#d(V6KpEuUnV~tu> zYwkI}n)p^#sYpvm3|RvJn&Ki#8cJMRumAu6`RfM&1Ehfhgyoc^+A#qDknX&^IC6Fm z`01-4Qc|O)nBj=Sr!Mv16gM@}&Kn%bWa>1)igh`~s~m5M0r1j$B6Oo)jw!TIO8BIU z{rY1mU{Wd%Ip@C0Q!N}wHFlVXd7z2lJJ_YrP7#z6=k)uTIT?#QG&3O)AO-< z2UZWI8n#$&eJ{+8J{J5Ym3-c$Z0g-FSx>zRj~|>3BINQxHrrI$V*gk4wvT0!y!99u zxagg&yPeZO@f(=DBH=83<#HC=-d7&u= zB*}~0mn!>gnOIuvVNYRH0QTPkBTgO_lU^9pFZC_j6oK;pKdzmgc}6W0i{~I6&cq*W zy!c2f_qjReVy{<%f;)1@1b}P4zw1DEHX#!f_UTEr3}|CRCRjl9tG+6wT{~dRd;-fM zp>eZG{KJve(1O;tCB`F{X$M3xjmrYpevU*QI-&Y+;ZVxCqgjdu;b0ha=dB#MNv4x< z{%29Bja}KaX3?m=;;9y=VruvGt4ukZswTdSPE605#Oo%Qy?B>b%Db!LQht!uJlH~+ zty}oJD{xs6A=yhlux6OnKGG;;?1i3TO{IOq(ZzL_NwIl@LOzGxh6W5cUP6f%5W?AD zTn{$Hf3mRZ#aQL)Z|}=zSqxE$ozTP9pR^{MzowqiVl>2AW+`}tB4Sk-I5 zXX%q|>xNXo4}Rsp+HiMk+Q&<*^LQ8{V~qj)`>}N4 z-h9<aQ$Gb|2c!U9|}ESz|f00G*%G1Y`le@C2$Uo^Cq&kOKBo-9RaQ zEu`|2%JszH)5h3*9$xR|#p5PFY=;%5RH{R>CwJk&jNn{!oufk#q+j}g$x~S`yFG5k zd!*Ycdmd3^J5^OLR|ktH8)0MmB+uW)D|qfheOeabMz1u=!WKKoYn0(eZ{p5i-Y9|Z ztx`QJ0qKahZi4x7!-ZxBD*@7pQX2bMkVhLCO4*@H82f@q3Q5_f=*gKaqRya09s(Kk zyr#x(>H@blFm@A}ztKUWM{R%*%(6V|aZzYY9BVP6M25Xhc#-N7(0rpnQW z2_nJ)+212){=I&@ez+FM%SN zp{1v>UzX)`a}_6WVh*tdCOLjkZp9iS{x1Fpu6>{BB|qj64}|g(PI$;WKCtCmnL?9F zm^Xt6mzd#e&R3sn-`<)peeBmrN;y{sohg{8x_@S-{`cMP4hyB(+pF$lbwXr;e&7qn zPv#wFR)^~{u~lzZZiaB@lt}K8Dc^1|F=eWJ=0Pryy(Qnkxr9E2E*0>=>^8XkYR-#$ zRe5DX2-WX3ca65q#dytsO^xm1&;AH1cpj9V|Fa{ym$UquoPZsT2|Lc#E4w)$n^1on z#TDrqO0(+ulxt^xh=4mGj7AwpaTq37(Q}mgtdLCuqvS0t0VPIx?H_o!G1Zs{?4uWv zLhJvU=X}CgvxU3?xW~--<>(|_iW&JcF}G91==-@-Xk8K4j8%nKa0ND8{#1TAJNgry z!+l!%K!>=l;Kb;@DJ|^pN8rW-9v^Vao?jCkc$Y;STbj_?eF}rEOg-}S)zYd~Uj1W7 z{@T62!?gp2{8-TT5AAO(h77BlpBK0P8OP{=765I`H^#fC6qC3~`HtP^vfx3B7wt2y zSq&o?#e|1)$p0lyGY|&s=W6NI7Yrfb$Lkn=b+|BDU(YQaVM2c{c0rwh!)xqWY@IM0 zM~$0^Ik{l&qwzld`0?XtOVJHq<%;ZAzTxMO+~4AIe5j zz{mXglx)G!@wb#fEq@=`ez==2=p`C`?;k=0k~Rc%iad2pNjxrjagE9Q<}RlD!~WSZ zsM;1DAuPRz#^e;oOfMo;y*c0}`5QUVL5Qt<9J2t+!H9pl9|heXN#dWPf|%u)WoSX= zxY}D!$r4mX1ASWA3!R>_al~B|aQ|Ehy}pkWTR1kMI*6hK_;x%F$1DZBy0E^#xC%nB z{EEGlk|L-ky;DayvQ_H;IM|N)35d9^BJT(PUUrgHpVfEm#6ZKEXa8&7l$U#P=vt4k%yLV>(4Y=enmTN$;ZuL*w^0-vuc>>>gc6jZ%OXofcKo<+7J zWAhX#Oql&9B*etGq6^J-U*6;OTpp9JuI|NbWoJ^-?`zwS$ z>#!l6kqePkau?Q|{zZKJU>!s#AecH~)c}yU@fD$y4fim=<&Vg8ykrZqzp@u~vAFPz zsNb2ZO^8xEY#TbrQtQ-Ntpi?D#-&-OGaShwbq>y6cUCD9wBOX9_m7Vir4M)ApGb|8r?EQlh(17G6mCiV- z8mBEKh(fNI=-K&cyxL81Q`xH4m*gT$Yz`{7$MizF!h`Md{ZT&)uzTuURn2R2qs^Zu zpJ#o$w4Ns$Md$fwz;TMkq*opA=hCF$JwUQV_@r^ZVW+4Kt~p(Hs(m`WB%bv{;jk4O zyp_w4NY73UK&}`h&2cwarw{HWdZ*QlSk$E(q=rY~uY|4eY09gGlHmL{6WJ!EB)C0D z-W`F&tay42L>5!_Aq5p6)?XUWJ`ld8`k4cr5J8TxlU?2+o^WaBD?N*o#(z+^CaPZs z&WYlEi2gQ>^H>h)h`d;K4BXtYctPw8b%*+AGw z;V^;$iCK(;hB12r>RG7@Y+M4_Oq34i_Xe7B{??08X9Kt$$q!xl_=aF&z@0E}3vGt` zuU@$29(;0tCv7WT7qRNiOb!`viv@@^(V7bhx6s~S5kJFU^IrgjCggFP%i@>JUb{Fc z;W0*4aL%$VuPWGm*Fz{v35=|q6p0Am%%faIY~HR}TzEAC#%BpUH%#8&XU&g294gjG z!JKFgZ+eX{jhkc3zOewxlLL`?PF~xXQ$qO2g|2=^cMLSkd}OXF89~GJWVN12F($N# zjQeU4Pudz_K6==t50r1-X!l^{#^|Yj$B5qTKZgQZI-f(2Kpl{ zL1E?l6>RmGKRAm<-bd8~LiETsFkQ@{Jb*bwkVg8Tow_)2KFOTCHPZ!d?%A0N%*9)g za&H+#k3;*X_U2$OKfHI&@o-kWIi6hI32-KN^-p?@kZW0z&p=>`dr}EInBmTQr}`+m zWspEgKeE=El!G@&<-*hb);61B5n3g%kwCGqZbzhIwdI6M7(DQK283NHSQ;lu@=y0^rMvJkgr@}IlUkW-kHOTFmbq0!6Cl;b zD{mr*fB<~BlsvS+ztq^a^x zivnIJC}D2@9C^cU=iqeW3upv9@FiGCSu5q!e#_;-!RT``kh53HhpnQ5g*3JTP+G*+ z30{GafTI_3RcYY-AjJCmDtenFyvy z&&y97X5F$b%R%ZL@XG(23t1vWR+PsO$B{f5f&`ZsiI7InDApb|_}ClM!tA{#jM2&x zIV{IAEdx96(LqEB1tOR@U6K!?buE7XETVLM`Sm7QH>?(#+g+UC2zn*Jf)OZrlgz|` zb!Qz;0AlV#`t4rLAQX6 zi#>3?fO+@1`vnoMr0GP{egQjc4cOG?5XlBH4G|a#!)n};sYhUh~P6?Nfi&EZ6-T#dpuDmpF6_whi&6X(G(MHtXNOHrbq<$_4|zkxs* zpeaFf%WsqHGlE1Vc7qd(^j>&Zq24qd;Y26qf>S@s0!Y8QViL>2X+?614NOsB9j0B= zqH_7C^TLuP!C6{l02FRdrvs8B-Ctj-sJCC}WQ4tc*`CW!iq-tsEiXC3&4bzTjUT%v zG0XP~1g2HfS5a!Da}G>Iqzgrdi4^4sIyP*BRH=_2l!W97IyFp>)UOVZk|-JG3d05S zK`Ex8PKt=~DA7WhErN)m(|h$)Zj1hUpx7bUwGic=bL5(AIY8E@EA!?pEw43wbhnqn zF@Lpi#@M|b_&a%7Xhy`y>hK!o0!<|9w;co*eTVxYTF zY`Dd>qtN-N;F)c`SXF}@46a?ZNJyqlzGHOZd?nk!mfbjPE7)IjQo+waPjqF|9^bn8 zp+$xh+LMPN@Uh0Iff%gu-1k(APBRnc;8)%;EC`S3_|%>KcC~ISrkj6n@I#QGt=(e{ zcZMqb$`8Xp@M9a71kyqEMWWo@Y z=>hZu;na{pe}U>p^?+JrOcMlbIAxNqmRu&x5D_!DXV_qpmQpD$FR z{Mb!4XkK^_@+#e&d;N;xFOH zBJf|rok$RujrCR7LuUE58N`CLD!Z*#igPPfvr=-eO=^QW68XL~>rCY913MRij#_*z zk_iJOeG6hNjH6z%B)3x$pzmQMkGl@)PGlkdy9tO0Ls8hgEjYg z#CF6F)k}Hs93dD+qC9|g^&G-f7(IfigqZr+_}QK zUpZ4hrn}QAT7K{Ju#gvazl+WTk*Ta+iRJ+EKv7n)dEm^wAlnBL4%Aokt8s9fh50Bt zy?(d3iuCR1MK17|ulhc+2@R;U76hBk{+=|7WP8Hg2mJZ@7Wlh`D3G}@9j&T~T441{4)n21;m!`q{@7R9)sLAk?cQ-6j=V5@V z2oD9p#qBqX2@dfX)ZZQVI|KvRgq|7AdDG>onI!J zABjw;{)XM-QH)ednEjhbmhiO_y5W#_gX}CUey$Wr@0Ltgn|*xg&ypUA1)1M&pr<3` z#ncvD=rmiN@CQ=s{f7aG>NcaMNg|JC{)PyviBta*fo{2cuo|pPRA|BoH?i)UV=eps zW2njTQE<{6@U^N+&v@+rav<_69%#KI2fvY&R8SZ z=>A4=iT6vh2OJ37!A zIRDmtg#pxE00TaiLIHt}K%vjpK-G8258DUU7vQ7fm0=~(2JjY`_~dxgogc9JeD|^S z+1-1#cm=F8+yc4^=mWW5f{$`57|#iNiQ<4{pPL`$k5_k43BL@1yq|Xq zSZjelfwiCAZ=RpNPr4gOZ;Hd!t^vb=WpA->fKR&j$oJ`otBvZjZXodbqxDnp!F62n z<}*)lP%u9*?epW)^t1Xc7YMWqTmUu!AwHLZkJU_4U9QOmK1eXH6 zfEd8~j}jp8!_bu|5D5J23OEfseZv0`2YSAJ2VNVpWd6Su+v+l%IsOZ$i?qv3BZL)R?8Cs@&%Sps{moKNS=fpz>7wH+}e6=e_SW8$qx*8=5xq~l`Ka$wG`plVTu&ZV?%sQ+7Y z#+(VHlC^-gW;LyD;~#$i0AMuvyN4bsXAe!LXNeFPCUb+zKUcFx^vCz(a!z zYP|#-mrU9!eMANF-{}7xv4JQ&QK9@O#J|gY5FG=_>8h-p~&rRHXUJJE_YI@78DL~?#g@vkY z#JVNpTTSiZDg%T_sc3;P<*OQR6o9RFXCRH|DP@e)Fgdnk_R{Ew*KY$TkpO2xWbUq8 z?>vJKE4S<~Pcw)-#DQ^@#Uys1;@0y~f;dR|yxRamd2IKSFZLhfO<*!l0cw z5EEs-y|t^BmY$v~#JI=Xz5hUQJJbMW$>O^H(D$CmqN6aewoh|8I_PQ`Z$wK18D(qd zgxPfSLXHhWbw#h}>z+I~EV0_;0_snV{&*8;4=Ii%jrVCgScVw1S5X=m0ZCV*#_~RJ z&DDF;zZsgEN#=YQ@);naM{;-qH_5o4R7KtKr{cBz5jg3aixp#pboEEXiCSPZghB83 zP5>$nH(SnEnxKZiK@;&)LBiQA_<%LSw-B>-x%fRu0s2veO8nU_`#!S(xRflvXEuQ3 z)=4lgr<3A}*>N)`*?(j59X+kU{)sSs)KX0|OU9P{l}!>NHIp=8(q!cpte{rPzB0;B zJUEQ|g*IKfhgK7Or>>tss>JaP>u!@ZG`UI^XOP2R1%IPr2JP%-X~f=Yw>K=kq{Rhn@YQw&!RKW;Zz+UxTEB|$gM_{aN-}JEp2HEulWcLw{g)2 zlzuHn{frl^n~+4XVU=+g3y7Om<&4lLEm`V zTLjwYiYDmjD>1Z(@z^$$fewR&1Dbl<^pe+Rixxhv2NO7=FFjE06#&LW)B&C)^OYaR zPS#{mwVK`G51V#_h-()pbiQxr9_p@4LziaQp=#<-ca7}Yv3On6mbeQW$SojGb#+kg ziwQ$;C{HXs0d8rDRuiL(MBF=}s^*Kkt7!&2SQ&^t1+g9vP|mZA(;>k4!&|@dcH%S< zRSGn&LxDU0aQG3?05GCI=#U7<`&*>>ci_@x4K-aTN8_K9fl4hEKe} zYwH_=2ER#JQMkoACh?js4{bS@%~-ThqK-jS)J4%ej_H}%9UyX4adE=Da+JWpf90R$ z&=^`7x+&<#L3k@@v!5E{jxH-<4A}G+Mf+=GQRnCO5Zcy1cqj!PXgyiu9d~n76Bi>8 zEz~}`b+f?eMQs(v+Gq|x;9?fOb|g8mh|f!koGiQq&uspLUEI0;Cmli;dZFPx_@(sc z7Zm@}@bDHe&f;kcEvm`(Y1yqQ^ps`L1)=yu=udv!I*oeVUP6pJDE!fH)mMYwyAX}A z5iYtsoXBt=nA7*4^xBz+R+~mxL0au(&oA^ecsUo?pk&c^a3Uda0vcvmnQr5OkAAZa zid-R(O@q;)6VDwEzL^t*EI_oG+T6-pd=Ch|fw+DjdWTEKO46l8yKZmG<}I!QLCoS7 zW%|qpgWZe#S2g`!v=OzX0tFi-ll2kF=XvEX4JJRAC{?3 zbp+fPH>^8WsI+WLwD-o4N-v@P5IyNv%ULlkjKUBTH&qKTGf ziBWsIR8iIeN+$jlFh#4aUo-X{XySE&oC?)^_0{SO(rgX;mz3=V)p90@c^L2gP@lo~qk zf_4M^VR4$tS=N$EduDd8CQ+CcVr|!k{wJgQ0)|KH=eB#vePnH-#PSsAqXoTZaP6XM z0~x+O+z@p1xq-#Pu>w+)Kf~C6izQ08{}iP`+GaYQ zc_2wm+5TzhLl-ZGzHe`LV%=jsjXcJyPJDjslQ<^&49~;HFJ(^tO!?z)%wA$OB<}H0 zvc8QD666*kpu%!4kSRZwDF!BCfDKrL5=zxrv6F(# zsZ22&64|s{ZbFgIJHJojC2eiZWIrh5z`u@Pm(YVLkSr+)OLnfb#B~U>AG{=-y>=viOLd-`+o!HW$txquci z(d}}tVEmnAdCo}l28NAdVb@>USSdyC*qc>^!7P5uW(fiEsZ0p8etP9KmZqfAU&u*O z2^#>Qo1S(rZrXA=4fn=8MkGQO{-hU(BvCa-w`lWSY!CX8A?Ma&_sl@=5vNTAz|_wR z9b93T+8T-p#6KP~Cu0P#Pi;ZG``gZy)6QKl6pd1REN|2+=OWv}%(cT?OUhb>xbuRW z%xJ@UVK>#RKU<9HpgAJZ?{*%Gm8Cy}wCP0RZ(Cnu7(k$8bV`^DrS^uq#E#YPf z^q29_V2LM#_c(gM)G;{6pK1MML`(~gB6p0c(ZSE-@?bE(os`5i=E^D)#=lc&AUN6! zIx1_h$wy@M#Ym*PV#@hW*I|P?xb9{JrtF@uQ-AK4aTylOh^8#y^zgF2&YNk|)&7ir z0x5E=;)|tRF+eqRkfLKS!Zp52KQ50GG&`*HKYnub^%G}ek)7RHyZI9=sUic9v@(?E zWkE0jvs1lc?QLQpg#TNHF9cM^KBYb({X^HCjX;63dXC5H9CE6)4N)g+EwZb!2LK=y z2HnhJw(BksrO~F&EfWthAQ5~jFb^{yqHXXA0e38$Doe;?9-)4(9*jV%l6ZIJoBH&j z3wr~{)zdAbx|1>SA$bDwy?|8uzVssgrsl3mQyQ$yeM0m3)zNy%`TIlnCOtP#H6PIx=XFUv(1sBk_|>!7;tWFD>R=JyTqOG9n1J>mi3x>#Gc1)@7l4CN7?PJ*Zi#(Ujp zZ9B49Lege+>_K4s$p*cQg^o;Py9Q8`%{xBQk2o8GCM~C7RP3x}!|Empk&f+>5{3l~ z(fj)j93)iU0#L0IpoS+lya3ENU7vL04O31>@U_fB{~9w{?A4tP3g_bJqtc~q?k13Y z#krPt8f(hczJ5&g-*xlk+bmcyBx3N@^%qXdDiMnQJ>PtRz-}A-snjt{JH53KFR_f6 zTB6&(Xtl&et(70OEk$w&rL<>Mx8js7vex7^0I(*U8f&~tSb54q4SLqr?z&S(JU{~` zvUmX%s#1n#ubi4G;x@?1-fcB1iy%0TADzs6gl`Xk+x*=A#G^>Z+x`7X*BZ$$~Zb4@L> z9DG7Qg2Vhb7`?v<6n_kpZ_vCkofc{DfOym8ItH~pH1NMCNx)y$7Hr0#c9{G>o^tU_ zpMP10a3_oBv)45q75YkJ`Z2@wfxd<3f>GM~bCiF6^Hj@0+`HLo+X2nXZj5Q~idou7 zT=->G>rpb3E|GZ1ZQL87_bc^|34oGK;`U>|h0rSL+;1sd3L}pMRaO#jw<$vdw!CA;+rtt; z?^akR1B$3dB^+c*iuBGyW|6eq(^KF z&V@kfL^TNj-Z1E@>P>2Y;V>OLJ5RgUBm9?I^G_;*EMgD!T5L<+ecIR4%%cI*M;LO(oAnOCZVNfYO z!rwD~BrZe1!>&N`!3@sdHgNaftXYRs+wP-Cldm`ql)@Ghy+s7`6wj&sTn(w}bENK@ z1*h+4jA1pHHEHJ4W3cpWccqqABiR>zSI~KVy4x_nO zh)a}(ibiVzNks7arF|v58DGKY3b)QBsx}!(&oGHzjaihOAfXUushliF9;6*F8p^}{ zYER1h97u}8WQBwFryx!XQ@gCq9SV$Xm--x`!0Mqs1g$JT|24NIK>meQ4z<}%uK~D75 zHCtDMt%{u@j8yYeI^h-cp$Eswo!G`74;@COo(E*XClzUOSZVF#>|#)a-HnvNkabgI zyfv~L&q8W@fdH9A0%C7RouQ=*Jii{uv}EpLZRb5pGxba5aLZPop*x7~AKhX`<+DMF zuHOpzUJ~=mz?%0UQbjwm?cd$wk2H=6TPmPD2)98X31nt^?;py>^!{#M%ty2-6P5GB zcQFfG)0eh*Ruo;BCO1@*rGjv26ulzwriLnzvWzV9RAwDGs3k0-rDd25TBO-xXLG48 z2V?WCHf*qp_ALKWdKyWI!s)(V8Qc8svm>Z)^FvEm5+AhM*ZoxQDQjU@O_FSdj+$Dp z2i7GtJTtC#Z44CYvqfMuHfsM^$0BC@uM%5lP!aWb$HuS25TPonz|d>d*pTF_TpNg^ z&+4=}A*kOtl5FC2!eAuYb<$4aUWw<(^)XVEBxd-ihkbq=F9U&XT(tl>4V`5ucn?`g zVk!R;G|Hz3JbITxgk9r~ms3Wz4JpA-gRhTKRfa1P zRc0n0FRR^6r~~}rne%N@*l3f=NBrI#q&=6M4*UL|5_rLwgf&8c32c|)3{MxGE>=Cf zN+qre{!CXGZb=p%snje>Gb5L=L=Orok-!y9!la1cl2`wn4;QO$vkm{d8t+a9#h%A` z6r`=W+XDszu~hOV^Ee1tzPqw(6#f$^4=6t{Sx=$d`ZJ@rg@uwmo6?Oe`Nr!>qW7wUxhA&gK=;au6q`?6R3jQL1RgkR~n_3EG29}OEv zR7r9oC?;kIkr_v7cd?x^!}R@bcL-7yiNW$MBT8Dp)oBP{hyd4vhsL{L4pWYa@mw5V zaY{6)YDAhqkQC1!D-J@tcF8`!-!g9DPINUjve1|6si^>)k+j&!gZJF}`$(Io4 zTI3N?d$JNU)tZO2=A#Qq8$~5MWeaw6AES>#AK8bcSg=zpuV{u%wqn~7&Wm}*jK3JO z++FXGghrkFJKS1ULh4n{xIHG?Rk&y<*Rd zldi97l%7KJ8sk9O`#mcJ3*M^fZCz!>Su}o6?xNbCD&T^{tXv20$IJnfQywFvf@(aXz^lAs(p15<2ts(q}ZBA-hQ9TiP=iV1oO z<2j^OJ8^tnC>$=4<1Gg2-0@8jDug3As<&b#hp+~ zq=oOe6(bLBLKAq4FW;3s!Q8E9Szs%eYX^f+dfDM3LybF;)M=weClFa{J&O%<)%(sS zyQs$a_@D=ml=EjRjG}F)lqmt#3H|A0)EhQiG@S8@<>y5#H{!JvT`2>8BA%Qb0#;13 ztqb0#5XsRnLu7RM)J}sJ&TTs+$M~DHUi{Z2PPZ#RS|TOso_g}WjWP&IpxG9MM?B&7 zAg*c#B@Dh>DmJPgO*Xk`Q8@a8BHr)6UGqf{;Hz$_Ev3emVPqgKic(_PIl;rgK_PLpXls&<#seV8lV+P8J#M5u`vS)JQeh`T{_v=N56%DdWB zRKbp!A5wGlbqK!kG}$GIf9HnIU2aEfuNSV5tdtMlRsee5by!9$q!|@}nG5!{st0q> z_lLK;wOkxC-sjTIEVY`vZ_2=vTm1S4h0$MeA7bJ6(5SKn3H5+ofFVvMG+Y4-D!ftE zjq}WVSPr60PGLhD*uTG8x{*$3?l1!F`aK=ztnm{{*lMi9e&bVuj9bYs7P~t4am$H5 zF^i>h?8*y`fy-XCN@8?m&pw?m_h|gQ_-MQ(nkd^Nnp5SIdPP;R?PDi`u#V7fulde$c%aY;_ z-fWHHsi1pIDAmVl4eH6E$_5Oh)#BbNzIDT^xv{d4ks4y=m6H z^62DJ?{agD2y$^=mR;yex%F>p22A=H{p#L`!pq`81xZs{A*9)W1Ysua^JZc8TTt8| z6Q}GoZ$Wh_Lq|KCu|kmfz0R?H+uhOqDr~Tn!cUbTnr|_meraHNuCR*fyysMQP_iGB zlM(MSLEZuk?fA-=Avso&FeO-v7oQRx0-RFgPNv|z=O-DD3HmLse|h}x>M@avD!2sG zBbq7(()XiKNN|T9u!?lV@(ZKk;G9;&Xf>ZZ3~QO6`WM0}wn6yw`c7G??=~NhqQ(}` zXug%+JizLp_X)>pdg)g%55M$si5I4*7{{{O&*PvhwVVplN$!t8%Pcef0wEc0J@Xg6 zhz+8rgw5%iNl5j`avG4I)EL!bA2zM0I1P3!=ogP6A%O8r&1cMzSU>oCt4zdAZ*nw( z@n@O;Z%vXArXVuq;1IoNq8ie`&HQMp7e$a#Vbgqoo|4_0>~kH`JaPwbqDLGY6)6l> zYsJ1Un`;=2`O42pV^=>n(7-*YfcYeEM`LRWKVvbx%+xgUa@0_?%>7Gw&$SCegDh-) zRQBf!{;158GNVI(Bze`X%e2H-p7|g7`K5Bj(C2)KOY4*@4EJ=P5!%K2T3DsiOG`W& z6+3p;$l&GuI*$JFgK$wu$1Wgn{4YIquRJJ+2C*w2InK zwYcD{`VD;?v|>LKfAR89Wo^=?l^D$25Q3;~WZ;F;+U9(3q@J`MjAV@w=kBVx{y=@_iKF&0W`UR;4!XjM@VNI z|Di!zW&&eNZPl<<9-LTo#as)jg7`(#r5tO{+RNP{j~u#}5%qS3B+hGT(zXEhSUP~s zn=G|d#bUyQ_VcCO2TOlb6^BWDlr&SFCYC~0h+=7T(} z%5Hnasi~f>o??QGSaU|I>vBT6vmnm7oMPe(l+2FJ&?aC2tB#DykVHICIh z&Ci>RJ8hHEGr>!wYKor?E4H>uVSu9E5os1r(5Qb?mD7;7Qig(jEopyFH^+s+v0mo9 z?9c|jAmE>oY+Eu+ewx(U2k&jLS&ArB7F*X5NME+2A6~NrihvobpKC64GQej*Q-a!z z5Q~^~j0%Y+cEN#9qN=V)&`v0CRK-fFAhE=z6=p%Q{KUe~H!vZM@1+oE!$a@DCbg~& zib)0(5HQdzq|0cBklufQHok^Ru~)FoD8djU)ab^1M0=5JZ2Dob%IN1RkO!thdz`y)#6bFP=(Y)z1V+r8)Gn< z#^zx{Xyh2K0WK>adhLuR0))lGuD^o{dW+vM5zNCXg36VBtzSPkcll#YZ{7CWu=I9& z=~Ytu;g$@!a@|dW2e#^Yx8Q(3w6ayYM|yEmZv>bj6>!0!B60dG9J+&)owa7v7O4@6 zX~Z^ktFdLNKCK)9XB`u_nB$gT8O-SZt zKM=>n_X_K2;Taq-rzmYO0DRxrv^aB55*#GTB$-6k=;WRubd-u=McAXNytbOt8+L0@ z^`NtxnD# zTT&%m@>eXgCDZ%ctoRX%GK+bTQIAvG%1H2ayJ}dXtg^7y{zPB=_T3?zqoRZ~)w^M| zZ$GP;A(P*779@hhFha1W-<1eZ>0_;jmoQCSA6l{9b#S*8H{=_{sn`+9V!PvLEh_fi zd@E3(+2BIXHPVqrNSpjQ^Y&6)`f53NP75Y_@%9t>%{%K_aV`1|v6Yp?oy_LdS!Ko0`ov{7V;Uxz`W3_Qr+-(gr- z<&U&kmC2NpcOr(X#=qI(zp4IsT|rT+C?#>w&d>hIg?HC_P{uj;9Xx*`g0B)W`c2aWl+k*8$q6)!CM1&7i`;S;5J(=GF6~-V{fW zT}`CsGo*zORzCb!_zX9XLy>^FJ>Of#5pKvNYo#t!f>-4Du zCxCYUX6vJ5z85E{$L|#TYwL-iV`79bn!aZJsp5t- z2``A$d>?&xE4Z15~#A+!%ykhWkd5CR;^m+FB8vz26g&tq<&%m zMNR6)uQD527@0SnNp_?IY}Lm!$p6U-i~lEMliZO5tBJ2wzWltg5ozr5f#p^@w~R1q zp&CvN8gyd${}cQt1K6f6EnQ7Z!_(-gvc}TmcED2Tv=G6UW_lpy(HKxAb?gZHhl2f8 z1Xr8Fk)^3v=X(OIa0Qg0b%ZWb0qP%}Ja`k*Cj~=ze8jyN-P<{8C9Ig-qlScbiKAk9 zcbwKnys;KB(#wt9T62t47@ia}wm#o(fCKvkfIY0r}ATw9x(E)fRmBY!>hzYyVh*XCRCDL2@6#}yv8 z!DYPZ`f7RLN~#=E1jF1|LejrPKA@M7-THii3z=KH>(8~NEc5P^?hL!!^;NIINv(&z` zL`%Qiv9YF7Z#2a@!NyKWSkyuPDRl<%MS`j6}|Qqab95>R|`4C9PJ?OPphpF z-ad~eo8hotjM@-76S#jh^PQZ#ERJww-A^K5&v zadX3(mrpww8-hl`reH1)(xNTc8XaB}c&yN2)f0wDlScF1TM?PrUFgT1t*aPrxLRW&16&Vh4vYC@;ixxA- zPJG;w`c+g*L>;XZjp+(tTkOdRcjww?k%mcOL*7aYie0QInUr0kipKm~IjUbhvHPh9 z6-woGTyQ}oHY@`&6jMxM>^CnCF7;$@pVbNq022C`h~~Oea8!ys1hl)}@`V63C3ME4w(pn=K@G%#tN{fG)5A417JAPihPgS5j>^HOomjS&FQnDVqY z-F#D)3ACH2w)8dMiYcg=~&pryb~vT3^wB*VPavbl`vFMne_;8~JZU)D~q1C54A ze)yMW=Ot?#**tXx6|4KiPbUXdIgqt^eqaO$-s3#I&dDwr6dJery%-oCcYnh=ldl$7 z`G-4l+tuBq$We`^XoNuD*llNkBM~~^NN261|Mv~K1DGgHg9+7oEm^>jK;$OumX`Xi zMVMFnvSF-NLFB=aTp7x!0?|Z^l&G#ubZ|;g6gqOGfsm7j=}!|} z!Q$CWmloQ7xmjw_8+`XIsK2H8gmxdLSRGk2N3_(icJT zgR#_&mqESsSGT# z>3&@#WS~n?wy|^WjE6OmR!2jIz8-Lkrrk3UE6DR01S2DY8V{&Qtc(L}JLZM_8XNA@ z&y%~uK7ka%v=x7WJ5Nl!W~oYZkw59+RrW$_TP-4ZHNn){+@b#%?cxS^S~vp2pni1E za;=A2iT!mlyPhs&$5 z8;d-EIdoFXwL|WhSWq*{83#7tXUn%9bSmSM%FKt^B&PUnayL1BDW_4~_uhJNWd8=l zB>s99U(YDRRW1W*Lc&dyNh0K8E9kq-U3Ds-wj=byu3WF2(!s)2|7P=8npab+O?>jp zmntI=YZV`^l9P)@l$!}Hyh71$JkPJX%7gRMU4LPaQH}>0`C!LlQPsy^2BVow=%1B< zFw5t1f?lbii7~@=b~xCA@1M1ndLs4J7WvNw&QMbHQDaNKuwbrPm9{u3K^5|3?B9i4Gq7 zv(fpmsPE7Y>2P7|>DtL&W7TM{KM3#iu2voL5Uz7>TUs;I5u(;LZMPlG*~x^yl&&(E zqq59jPx}Tc?56De2$uS_WuDHa4LDo9C*vU;-ehxtTfKgpV0)pU`Nt1a~fUORH z?=%9@M^=XxOU_1K!QvVG=nhG_PBGu->236A#TcddjcjQ^^Fr#1!j7Jp$`U;wtk!s$ z!L09QT#p+{R+|s=>&-j1?#9M3r?os+$SkGJ7JB_%j^D2FKU|D)=O(abZBe%9SE8(-}uC}QV>`(@L zrjA_x?WQLuiHf?GR|uUu)4|7NPv&7?@9eBWlQSx&8e9nTNEb*vcuowVv_y?(K5PE| z79M5U@2X7c%OK15AQ(D{5_pA~o6J_1^wh-jo*n4F-&kmhb|lRZX(f>*CJ4*QE0W=IfvrOsm-W8>RZ5+$x3N z9>9IP_y!ecY)hMSFaQzoCjU8xW>pHP@?MAU=n1}Hegf>%ttJn_p&M;-Ak6RHq`68f zkLF#Lq`fx@u2Mwg`1@s16m7XvOL4VY^*rAu8-y;Ol3m%VxTXL?cY9$vH~**4M|TDL zQs>W#@uA6rilqrZ9%GK%-)kQMpBz+J^#HOyoGns|=u>*JG2H6`(X=XXc9#kR^oq&9 z85m+xr^-m|Kl!15+3<`v`yUw%DRWM1+g@m27B>{#LP`{c7Yb1p{=v0 zz`2Z=^CdzpX3b-99wQ6h0c5O^@jxG$?hFoc47NJRYCYT37f{PFPJ0-mY`c0h{-%3r z!Tr!?qB&b|h1#af{Hk{cD%a%SBbzeQ1_u`C1UaNFVaZjYv?~Z=ePb(}q&iuxSD0O+ z%cXUx3v4{?q#Touwo8T`T}7q*~5mPJb4#>H#ezorFIK^Oh*&;M|0v#FqF z%&VL4=UbzgGHpUy0%0*pixXN1lAeg*XfO_W*|hOXvEy_p2iuZf%RHXM05s`JaT0f_ z^ZZ4PT|?4@WM;1zOPpY&OWFU_b*d1!1E#fDbV8RrY(=y^^-=t}6s+~b`pz(U<%_>K zplW&CWfBLCSA5ReK_!AW%R9M;?UVizI=?t3=wlTT*zS0dBjBZIEYw4)m7DFo4Js@^V6p1uf!m+I)8&pLGrr zS*fu2i8;oPy08~Y{ftv(***YM;oMn=_C4oFMY3K{T2rj^eiEPxv<{|`v_f1|3dRfd z$mLuX&1h9pPw_&&ez&{mD?y(Dy|^%Cpqxe#w}UHOuQ*_xh!i|GXA?=^MV{{%x0n7^&65Xbb+2*P;!GV#zcC*Dp*W|S|gFa3!C`7AzA-mN1z1UdF*hN9xB?AkJ z$JjRO_p;*>yzoLU!b4#B)^;Ck45l-?B%Bh^0kZKPuk`i{3<4&d?_c*|$kC@K-w|7( z%_fGnE(HK`KGbS=fX61f4g;oPVBsFvmmMQXi?k6wP0wHn;G1U?N1cO*J4#PzGTcK~ zaMER}bC-2v1Uz)K>6T~XIJYt$CgqPII=A%`{n^BpkeCJhW-BOJb{l&3M{<{+3q4#8 zCtu{9UljXFI0Dsf&<6KC!ES^AeOKqWj0NR914D;LYhpfoN1PibBmtBNHK78-wc;mi zT$>pw62*f@O?Tk(QoEnT63IN`9c>dwr`k$4E$LDY>5aZqhtK5*;4*hoVM+sEilN(lX22T=x zFBi2x9Sf91GwL-M{+QtFC5n*YBb?<}y97m)3dWW0f;6vrvXJJlWG3o(cJFF7eEbfB zAVcLg&sj1`lW~_j#sS#`0`O(lG>mcQ%;cfC|K3DY{bjA!xK95DURm>h>7j%6Uh29u zsK6Ed^G_V&_g_S4+;i=apSlaNYq%e)nYp;}=%NK^+A=Tz7icNBA9i~g=j zPFLce<$7Q!+zRTp7eqwSj$aa#UdH6JWzrwMmuj#Us7=dt)x~^jC4)f2@12M21d)g` zsU?__)W(Zm(6MMvpN6;I{>8A6+^VlBN9ZNtSVsQ~8mjMhU142n97$S4CHDUiTxOn5 z*MjYv2KUg^6ZaOOerbJ*6GVG2*D8{9?%62vf31vMl zNH21^LtDt_u6tSVX_t)B5Z&+z2bHi@<2R(xgPXZ+^Mugff{mhT#y?0_jceX@vei5w zesPCM4LnQeg!lR1VvV;ym?|!m%g?qU)J-PC_X*<8VRh4heW0{&5cH^k^M2sEqWp7o1UE4sU8)#Vcx)MeD)K*1e@zZ}bR~(2yGq<))8GW#si)^>E!`C=zst!Q{>(-5lAEP_j(sz-f~6I278p z585dY!!VB7m4w=t>`j!BzNSp#fLcS`SVO-`B9F^|C1ar!l2fniKjm00c+t8gp;m95 zlu2Y{OF0F@8zPA)>uS$PuR}Ku9#vttW8UHp%@@czFCmhv!-}OT2p@QDg28mYK z#I2L-{wY0~bBHz`fn!q7OJvdqV=+~+E=+Ghv{0A7ANy|<*Zj1OZPE6wXGAO~}gln|{o46ib};Z8m78cG|COhim$Nj9OO z85A9hAGWY*85lVr()=7aeXun)EkwZZ+!Y!89>khK&S2hG(2YMH0SEl`$9NKMh{Lh5 zs)#5~X(7FG0q`?0K4}?FH?zEJgKL2-nhksLqt70waSNUAG*H{#OQE@4v#A9@`?y!P zJXrEf+8y8k z#-p9JCgRph4}&zbaCK->-P^Oh2_OQqBvgc5^=99X>E5fv2--VrBYUw)CRahOZ!#!) zM+|ZGw@`Y!PNzz%P?mSUU8H+E>ptTG{O)Nj)Qj1M+j@btg33Qa6P~$KW|9(ZcFLtp z_!V>WgZSwj6g!~<1jcu}TS1u9kpI`Yu7cUXL6hk%iv-f+!B#V}_8M}$aEgCeHiN&x zw!*Jma)`)9z-BY_B_t?&^1vZ_JHy8AJ>ohYWy6$7FWhILmXcLU$Nr2_^Wv^G1mw5C zqGu3|&OQp&P!9Nq>G>eDoOQM93m%ly+*HvcUwBwEIO!67;x5qYXp}Nq<&V|$mzh@Y zEL_z07^s=UGl2|cP$!lI5N^vpBE!m1YaD;>eO+)}xBZ)aLs{EF)Okd;2~*x zW^l$XyKH%Nn^P;_aKf~VRX>Y1nD|7Nq0m6`b&eUZ7-euMTy|@=Ew8;u$bT3`fz{5v zAN3!oWScD9twCp=5z%Q}3WO+y`rbfE_b|XU*Wh&$Ph%am(p7C*G<;+5Iyj6jtJE_eBACH6 zxk&I(X59o2Cs^T|0ftusg~w*QXe$bZ1Zbm%H)ZIyPpq{-(s)mTM-5&2iO<&g*^_{0 z7(5ym(#*4IkF+WX*_I>iKSQQ0j|?g|@jA@UJb*@hS=4G`j#5uaxaC0IL#J~yhmvr? zC~#E2;9RV~kXS=i(6V{yq^mX5U6Pn~G|dzr?f}iGHis(JzptHw zXoGqmx3Hqex8F)WezI7)hLa1*UH~;xJitl*Vy@=z0EJ!=f$ZtC5QlyGU9>g-DNi)3 zeSrRzGT*T(Cv}JK#A9f8rrZ!ulW6kPZa)#vIR|G9 zI;mf;ZD7M~FShX*LEGK?&CysV^dQ$KsHUy?4ja2yN!3E>W3Nf9x$yS|tuXC@(Nk&a zUAGjI=BGT^!-p_TUa=l>>Xv`zGVuXz5eVqeRw=pdc((z&hNH&ke%3Y>jaaoy(Q(QA4wNUtjv7&1UEex8~3mP(-(9Z4At zUcOVSwA~|8+wcGY003;Z^OKLs-lv@mY6BXnMh0d^qj6QIMy2SIx!kR;AL2JeD-HZc zv=@Kb^@FS7`rQ^?X!G4kaBJ7td(pP)N8NQyQsanE0HFM|lBxu%k^|lX4|RcMFz!%C zDL1K*b5QMAlRbw#7M68BUzg%^$k(7Rw7V#o)%{$#zfbOi0&xa-6@=9cMl3N&)1PqD zoO@+hAp%ro;Ugs`2?qH%xQhuWX z$+ANAIydeA?0dB8!%$AuJrBfQw;&)Wz)gZqFgQWVD^rA;-^SDOejx0Uc>q#$@u!tq z*Zvj~jHM3;62T3Vz$&NgV+%ZPjv!*Bpwj}EfcYZDjKhYG(Ox-gxlI}J`Xfpmi$eDo z;w7%lZ2b_Bbm=JF+viTy8B{&+CjfcJPXaG{bZb!;LUEzNsRDVn!Ec@!auC(IU+3og z=G7&m_(j$W76T88^giu9CO)?7)LKo13ZB`l>M z%T!zKIn48jqI(r8mHvGxGDPiORJv&{HtDCT5e*f**T5+ZS&P`+yRGL^@PSX*A@q6yT3%2+4H+K<5!K8A`S%NN|?~a z%B;P*tlP|olw4UI-!l^JK;(vW^m?P$AIkhx{&gBopc4lB=I_RSLeo5zost#r&MXv55^h>EcIi0zh-mzZ-fB%iR;*mKGrVcE}a}Dr;r< zLi|O;>`u19(?17%n&_w@G7R0+t3~J8m1E2O&SMB{umLx|ZcLPl#C6MsoXfge50Y5SWDZT(iqurtvV&s zj`25g!)r&!V)Ji}tcC(K&3;yW`D2u%5h!42n6L|1>-931{m+CaT~sh~1x6bb6fp&= zJ!;0ALDF%$%grQH>wuYN{|6L`K;d)69~dy8x&w@8>=(8p%~j>oo*c1T#JH(@_2khf zxqx2Z=Duzs?LU8S-vxBeUb&g=fDYlON5dP(--dOK!S+EGp6Ij_QM~58db1vmO&b3? zX2+jiGDr!Lp!Ux32#qlhp*%(TwC%%Sy<}Tj_!I@!%fKk@N)`ezz70p}BC9lG?XSIp z*FPQ0m~$Xz8q|)6rasd=j513A3&%YgG-&shzSWx#oP6mH#m#%OojV0vlqW7`%uC`g zbv~Z3j3eNseXC>n76_zL@222D##;Fd)X&!Z$17%6^2%(b;@YLkZ5g}8)Wwin^Z zT1(O_Y#|sUv2>k`F=cQ7_stKs0|Ax#1XBur#orvN{akMTBYwC$@ZKK=tiNq&$8A(3 zSo^i?bwDb&{`uPxSgA8ZVfw)_V_ey|#3yv_&_f+U%<6}3^s zXmR8<##ATg&=51qI?$2vioxwPD3YI@UjrH(wBJujx+GNnGOUu&FhR9&!T>GIcEu`v z>=TMjlKs%H!`s-qe{vWP0r|sv*l>lvYGRqBG`<9Mz*Joog+ENJ$VPr(-CGgURzMy) zTN~w?bs&Z;=0NNsf78IL?1a^TZC&hSM6_&Hj`$!`Uuz!`>LjoJ(j(PPb7&-~KWJg+@qYx}wD+%?C z=-rflk!BV&F!^4RI9#R`v)!e3fR*@79w7{+e>8V4gSgy16(fN}h)50#bkE;x znEXPt>W;tF;~Z7Os2Jr!tS3TSjY6NMaXHE0cJ4hDUhLgT+#&OYn5q;Kgt#l;GFYkm zru&hV)*su1PAG{_%U*J|BGQ3X1(#O>xhw=u%!9*`PX$aow^zDG46#`j>E=86_j8Ty z0Nr-Bb;{ZTf^S)*Pre;mUcD!p^g{}aN*zbP{G}=dxG}OKgf=vaIDx1Lz1*MAO4+{% z=UUx;#+^#km@67m@uv<+$&8iP#T>77kI>)~OLPTlE5!2tr+{eKH^|5kmb0WV1KT29 zD(=xqkR(DYPEI#eUjjc>;IBD(xXX?~m9&JceLc~nBVgdSWR$N|YD*)9 z5e0Qb&X?*V^YR?A=M+41=s2WI@~|!d%8*KF{H;H+(5b9U2<7?zp50{~4i7 z{4M+qW)yH4=r*lWa3V;$*iA?P07o>SHp>yR%Dmp{#@fV&MaUmj&5jtE6Vnr92*^#% zb*yD)C*-%J?Y{}L28bww`v%)I28PpAMTpNXFIqOX-17cq%{wGiQJ0XgJS65;9A+@j5v)R#PwCn zX}Dc6Ef0P6;40qYj~p2Wt#~u6UBt0?AqejYX8!CS{xikgW3J&NiEErx_2qB)en9wN zxegV#`o5g{a%fmT9~>p;*2;Ex*y~!|G1%rrnXG39qb%nGGDBeNtXE(?WNyB?+iZnsq$C6yIx2_ zwarCt%eYE=PO=?MVR+! zSe{cdt%%C^gYl4=8O17J3Ubs>nm<1nOF#u$O|a`FBDs8$Dmimir~(g z-_=CeVdt3&Yg~^vu#Y)#A1J-b+lT?qFRqPpng3bi6IEFrrO6f>Ck1MfEdh|ypP24^ zmj%GMw$7aB?0x)!I@3mus2I!e$w%2BnbgQCL%;w40000XR?jHKs@`xr#5F_PAZpd9 JAOHXW004`joGt(W literal 0 HcmV?d00001 diff --git a/translated_images/km/vaemnist-diag.694315f775d5d666.webp b/translated_images/km/vaemnist-diag.694315f775d5d666.webp new file mode 100644 index 0000000000000000000000000000000000000000..49b53b6de25ee62248e554f4d6a8ffc9d3e5786f GIT binary patch literal 23648 zcmV)CK*GOLNk&FkTmS%9MM6+kP&il$0000G000180RU(L06|PpNNNKB00EE{Nsc8+ zi9jTZh{%YE*oaCJ5Sf~fo}HPN&6wrw<2oWH0RP1u-65>i2CkPG*{K~bAoFD~fG(ZY zW;_9~2lh>g`?=fGO)>xknP+e(jzMaH=MfKPoB-oG0Jv$!u-eW*hIZI=yxa^%*Uq_% z?1ZkKy!?0h?^l@UF4NU&Lxs3pSBSj}f@+ch7!4JIBJM^3k-A!KsL&O%yCAH=|HZY~ z9l|n)_0rX`Tw1H`5ad>r(edR?P*wqDRYF<5NxH6{y!`jCW0BmUt79)|IiaT}8TTp# zMLf7oT3(P=g|uv&wB~;6+2XqWVz9+^6W12kOjvBp%fG|2$4SS-^Mao@KiQ&+12FI|BPnZjCRnXu+w{=5A57eY5F zEyK`nN@NJCNycHp=z1a^&Crz@jIOIic0yN!73JNjtX|;Kl^2kyt+*59)>AwH;HD=p zAcciq;1ZU1CxrF*<-h;aVM!}WT8l2Na!obK06d{7;%;{DUAh9`g>PJAFaP~Y7rk9s zYf)N&%!1rHVjuk>05=^y_?^pp?-JItf2JE14yLF1AZGIV7I zqw8vsozT_b%YT>u{y#E)z!Ww-2Ajw+7G9XG=05X-8-F7d?tt0l)0c73-aMRJFtA(|IC}CBzmav|^z~$Yk ztX|;Kl^2kyt0*9bYz}SCYz}SCYz}SCY>wQ|6`yUA0r((dC^3^5O3WmN5;KXndPrfR z7r2Dw-HDkoC5FV57!p%rNW7Wv@=4a3kj=6I(c91S?wnA&M=W;71S2~?lmSr_9LOB7 z76u;0VTe5A=WA zzi>PMvL~1R`TLpvE8U{F{g3+>>R<0)xIZF)Si9%yU!)Ivk0bKedt$&mMOZ~I= zC*%L}|CfK>{W1B2{*T)?$QR;&#=o(DZvCSE_xr`}U$h@h|6%`s)C<(#mj9#w1^##b z=lEYnujxO&{>A?J{HOWX`G5HS;2+1ont!1F^ZTj(L;wH&AFqGX{=)emenbAB>?gnv z@}KNq?!U%=k^i^-*Z=?8ukqjYf6{-n{lE5=`M>zD`oH79*#GhWefA0bkNO|`FYdqQ z|MGvL|NsBn?=SyPx-Z$E`~Kv=t{?h8KhX)kbs!#~CI(*K5UMsF3Pf0GJp8qwRCGn~VX{%dz zEUfUdx@?z|yYjiSHnFXMNW_s=80{YL-hl&K#(mDWOHHb@?P2iY+=;|c0cvY=2x1UC zsuXOwIJ#JIDHW^$fDspaBXte1^}W{NAyuM9K>sp2z+(>^QQZC?f|zl9s-$iS-_IEJ zX%b1KuFoy6R*7MZCw+)06neSvU&aRye0>;RTUeT1`Ale;uY_SA0rn@q5x=r<9@;DG1(I4Q9{>N5^@?`d5Zl2Sulzzb& z;najPUk)_~?#md1nVEV@$gdkSyKqFg4E;{JmYW>6oDhj_YWip+|EtG|hEOXX=b&3NY;)KGW}OrI zRj_yixJnW*C2WY7rNtqm8H0Xsg6WyRK?KZHc_K@Ecft#HRIDakm;ykP)aq0M3x?Q# zEX@THYwaK@kgR95DBuIzRgi9c^5CsgAOcBKQLZF6^C8aoNJGWj7ZB?YwF4c4)RI?| zBHG@8YQ;KbSg+QjTR96XpJ&)kQ3=TgMXjtAa<#nDM#wCbA&I@4x-!7UCZS4#s6K^2 z#`SRs2LyX+OawbW75xuqgfII@-Ru>j^*k6fvpsu)y%o)(dR z$arX^GJ~~Q9VmNGegwJ%I=k>e-aaj-883RR5E8j9eO)E^!P!=@*{SMI#Ud+=nGg3Q zmab_N^-0!?V9P5uZ`|}HNwci}?SK0_`Yh8iKSf*H@k|SG>&Euy{~33lmuCOm@wB^nP%>jhp7;H(mk%6y@0&kNw# zOOSDn%6v{abSZ*xg+Ew45Ty6h)EY4{yn&d3H#={deVyI~0V#N&HQ28C>c=c5M?L5T zl%0Sa =UJnL_--}Dd*Qy_W|Cqv=|To;8MjaB9?ib^^QrqSQ8->sO(Q^o%cHzKqc z#wtn^<9bG)YlMH*lO6Yzkge%o#Le8p3g<`A~v zQCk_%3tsjV)wj`3cFEcciZRn%Q+Ln($kD(?Mo`6vf4R3diL}%7Dh802KtIdJL*?mm z^w$bvfkLXRK&(X6Nawe<s)7gAe>h=e}XdKIHcn-DmfqM^^FJopNeSm^MV?)~zSuKzwf`1kn zcMo!)9nV1`L@y2*220g ztCBEV=5~vVd4!rt;fSs>`{MRcS?KzW#fTqm19RwaxlcDT$rKn4X_XvlWdLOM<$qQH z=z3XzKh-h4%G^mZU}#l ze0i+QB;#A87i$i<$Fb9buN`k@tU3T7ynPn2cmcD8%2#BQ(NZinvCjE8qXcE0l=cMl zcV|zVB$4fKSu?a?9U&~ltzYs00R99|NN37Q3Gh`zGXQet)Ou*`cD-LX2{;AwdZE#U zk&#w4Dxmz}dh}&m{M8EXejU8=^WcT1+^C-ab6)tZRG%kctV`JGbP@SrVk9V*mIq&y zF+uf53({|AZn200DeqNJ9heC`F!U=FKHV+J2pc-PBv0$3lCAv@5(Y6*X^ht#)1ApQ z6(2!W#^2e)F_};M2eg#ADE8$6n6Y{EHwkofWNDXs4nA9nLG-*bXtj0;&@0|Ld5!^f^OfbKHeYI2|AL)k!QD zdV>rUTdRaS5rmO1(85nvx`Q_hgU0027VWR1h1Dzz_+pptF$!33C~?2G8(_J|~ADg}H#) zA`ln~afN~E$D4&JZ?rUUEBO(6(Xe$?_hDx!B9xeE#QQG+OUTxIo*7CVM4yag2;4Vf z;}Kp*fiGHaL(@NK_y8lry<0v_-z+1M&+8Sd=PIuN*@94MotAPKu z(0rrRL3Cs6E7Ea11{QU8ENZ&Dt8d+WFK}@~^Q*nLw5@ec^URgt?Z6DGdm|dK2lkcy z!_N>o^7Dr5*`P(xigW^b&yn#^Dx}i>WUgU-pKR~*)CZwloz;0i=mt!*3Ds=E8o!2= z*({^b4WiOFF+@3{dCX@XGU(cR ze81OiFA*70Q_rD%bUOh)RE*r#&Ymx8#ub7KSQvW=c2x`*u8^a=|D%a%$uBdTB}=lb zGn?JBgqH6*xevvFE174fw+H~lr8-$Yl@*Y1CD@Y-n0rWN_ulnACFqhZPQBeg&3Q~< zj;t#Rsuy_uEOmpo5$E;i4R8;`gz&paDrq#^VVx(iX}kVvBH&@#EV^ufNkKYY6r`2 z=ZNO-hUH}c40RT)m;~M2nFhgWY6fJISwStIq_P>EQ!^=iQD*qw*3+~GB)iePPoMXj zA<3XmOQv-s+`0KvcWze#J^~f_)Ng-zwi@0L?cRegoE7JvF9$VaoIWgz1<(l6(qnEv zZ!bX4P)|r+?ER5W`#!2Sbcv#1bXm*4Sa!gcnpIhZX;d~ z%xyHTIWk(B;cUD8cy1J9UQb;I%`O}r#Ghxrfx&njpR7M(YCeUpy|?ugHFd$8-8m;> zQfV<#x&Oo%qC&VwO$aBqLH=*V|N72zaKfWC^Tm5~81av1hY=d{D<=yIBG zS-|1>qW@1)P5OY`){lWjzTnY+M!TvQ?36aj(wIf}`Pt-K?!mFV?ozhUZPEhvuu;}m z23Mr_&t@cdCo})X6URDq%(X0|&2b+&{=0*Nr`!QLVN1?PhH^||2ObnmDF znSe_$ut?h1Rga(G>;1)eF>U3sg&J(Wy{LeF#*M0`*3GsaD}Hfqmo=)o~8j-sk@K?Op)BR4w&JufV=*&qk2}b z*p~u zkmP~mO!*Kr!irjdE#_W^IS27-5=lcRoG@NRM^_9500gKv8RcegBk&#IFkX=V=>*dP zUX33|$Qh`DLaiH$p9XgO(m28p*$s3Wcjvg%8shtD&QCjhrRj1EUahkB2N3aCsS_=# z;ioX9?skkRC!mMWr&y9(Z!OyEZl6Uqmju*ho4P#q1x$mWopr~5?RqL8t@(W1O+#QJ z2g}C67h=|CA$`se006n(#+7R3%2UbqFVC<49uBLFGMejB-f>-hz#Rpl=vGfs(frj2 ziK0a*og{%-XpOW8kLw{&LI(_L(>-e)6BV_Yx&%j&aiXtir+p;f+EQvpeXds9pt$z{ z#t=Z-Ae14;wa7vy6u{f>=swV|@=It%b0OI8LRJuYl0;J!f}?y+ddRs@K4Cq-L)xS4 zsW9~mJXv6r1-yWZgiTmhSbIC;q*wWVHKZN4{vkvHsGvR3rYqB^w!!DEXgm|+-6%rg z8}w#63AJtTb)%dhkhGQ%%0=KrMpt(cWb7<<`RvviYFk#HqAF~jZioAD*Tmm0^Nb3J z6?dt>415~rA#WL066i>L*zKbaM@Ma@FyK~v+L^|c($u5&$|e|$;-@H$NkmkLIIg`D z$b4ZYmqb%~4%t%98euQIky~dbHs5`D7mz-GN>#9yf-hgR(G>56?g*if}J`@CbpY)bes?FX>oyI+d9OeV~4j%@&?Z znAPd!g?7cI&9Pe9TMeRZr4URpd={f@S0IxpXPPMSzJhs>^b0h;T# z)BDelLsDNF8Cew2=-EV1K@%>%mA%jK4*xIDgmkJ{$$rJST<;ZYoIvF*X%4b3%En}u zhVu3!dsP#FZA`|m!`oCtPNt8P#~7a96p59ZI>WRF4ndjLgDB!`tw7{EF|ebAyfDYW zA9TKeMu8l{YRqYQFsf0UOr9dDpq2WYR8Te+?@_5-1!8f;KF|`{;{A0Kd|G@zW=0{}t6G1?z>Y?bUNe?X^>Po%VDAcGq4;7hoK(@RCqECW zK-w$C0i&s#fAm|He`tg_h`@l~%BVQ%$|83o*L?_KmUUZ?d)b`_cHn7Qo{dk928&6Q zTootkZo5wF>#D_j{=~g_4^BdNJlsC4i>^kc>}z1$_L)hhz~wrT`ZtR}_|5q3E%DE( zc)yH~`|~XAaY{bBcebAhgE%oOsE(V7M;4{EfZ!2CiJJt=ECh*nnK6fyeG?CYVO>Lm*b zrCF5$O7E&(e8HP3|5=}c{nQfP407l0DGm6ymq}_W4^CDxRZbt7T~3`oCUf%ancB=0 ze5E=y%`SnP`MeI^e+97_eVo9V6A&q_?HDOdrh8%zi~T6D5t~(`wtAZu$e?GZBUmFA zNqL?q#*tm~qH_mboDPigufZkDQvFNE@@Q3x{;iGKIU7|>@<82oVLL6Hqt~7HoE(6& z)b03q_@Cs=IMH2|=Ha}VNe?@UjiVU{H3C|wrLb_5q=P0AQkBnmDonip*(!A-1-P!c zj%`ToFC9fC>H8Tis=ls)VfCS^c$Ll+6ae+ah`zx(dL4)w94hpz>T5n+FAp1!f&Ra#F1YM;$JyBmk08)Ti)8La z6O{n)x6?kZ*^^2ofIY5V^b=PeUXzUYWKTF z*vJHqhvv0zD2Zfi?F^!{;#RIBj&rx1TM^4gE31db`;4|QZ~&)xkHPU^68{cP4w4l{ z8|JEI5EG5QKhV3Tc%WR8>-fws7*|P=*28s`AV}g=ty=aRuL#1Plxc36BP4%;bF(_* z;^T)Ks}rN=%N)%twR!l6-QSIp%d_aK?h<1AF6ce#anmN$Tgo1lQ)Z4=gh!i4*&-+y z(DRJ3oX7Ja>qFs$#N|Kob3P~10S{= z*pCrJZr5k{Zv!wokI;X7gm|FRVNAj=Wttv!_Sk=UiD0)7B&^o<|^r0O#}uzF#7e@*|>{IMu&k0%Za-E0gG78%$X^!3dIEwDF38Bkog=O8z&tO$t`)5N;csW0|qLl2xpiJ++99V0fFo7Qsc1!TB z9{Nr&DH&1|BUe6vA`})!;HIh>wVQ_v^MXhK!yIci#4a%+pKUla;z$lHfJ5G%xEu)Q z9OV6c(clfNIZw&>5w%Um<;?{D7MzR9*4(~ebWIl^nK*@>48A=1A{=pGAZ96Wj2mb? zdf*1LWu=XG=>DyfFCPd1URY*<cSf)#$7E+8%NE74N3qy*&H} z9O!2Q&P{yla7Wh}89TuWo{!Fypj_S{m{=N3;N2N8>?#4v#r#D5= z|J}*vuM4H);ilh`qc~nEFucA0j*ry~^1 zp}u0sp#Is*(FKBKo%b&RigCl@HW`{*+BXC{TktJEPc_`9L5;Tv5)IM^w2K^&zy&1;?-zSWA1EnoNKxgsf^$NmXX}u4l-a z;Q|E+U#A%1_f-1`pV04NEV#8))-W}<^KU5%Ndk&){^Vyi2g~F`Vt{JbkPmr>)co<0 z70hZPAG+0Jg)m9ZVwO`sw>|eFOv9ImSs_yk>HeO~*$0Ft_0xJ+YB>fneFc#&bu&ov z+EUz<0nX++jMl0UyEv+u5OrqZp-@PKeFH?x_8aaBJD)T}OWKu@X%s_Kl48`GBYxXZ zSO58Gm1C~yt?G!RVY*EyRt^=x87#>Je zR+?xN;;ezbv%+m`X|89uSGw-S-_5k}U@Vn51my5?ms@M+u6?1X0G%B;ftLrmGT}sO zw2i}U`Jnw>t!N@m+c~;#rP_Ps?tje|h$pSYDh3B(x-IrBwmFogDDzm<0^`mc&f0uQEffH;Yj!4)!RLl{?L)CsQ?SJ3`}} zREDvU8aAOsm8(>*y>OyM1*j5wX|Gv}$5}{t;q@sk`T2=+68yyLJTR4;IiFOp7sh*R|ymV$E<%A9H6` zfOmQEnb^wee5N+^fC8sv8Z)lMsjLHu%z9WLOme7G!Tc^B$rvVy543~a5L+#e{W34j zWu>P+irnC5UiBJfH+U}?%yedEs$s20?EG`J7pFFm&SsU2YpN#c!Z=qEiR$GVXT}di zLdS@{XSx0&{k(V)8%m2fzz5&UhE|+rex41HhA})g4J-hGm+O4apSLme%i14~-v+*I z_o&|`spm>UOSN#AOJMs09I@ftc$gcxPdHkSmy>v3Q$<4XZrP|3e|6-nQK8t`5VfVt zxEv`2(RI?xqmdVpWfsn8rs82=MVL+sc{il*P(jQ5^LeRDr~*#@FpKaUy6?zC+*#iW>3sF{7K!VfV`R+nbGcbdmxYh6%)0X%xD4hwED5YXPv7S;(a*I}*}H<*)h zg}5{f*HorJF!DF;o3kv(=?Q{#;kh`F4Z8zn*vk!FshZZ_4*Uj;68#9ztIP)kqxMD!p?ze-KlB+;v%O!mQj|HN-_G&^-%L=n_T39(zroLyKcdyO} z;*z8bKfw1yAe7`KmXn7s(qyn}FSI8xo}v5P>Um3FXIQS2Yz54ovz{F^@Y!1Hkr!U9 z+&dkAvX9LP&2P!{OxrQj;>hp#7#VPX9(Z+`&EO7kJGZ%U{2Grzg3B|m!t*+c1fXs$ z)8k|s_@<(@;{r+{hE{~5jN_cCTnS9RDW})Jdc2nOJ7P#9G9-r;;cD!dG-o0DY0N#8 z=@z<0ROk>$7|dX5tDho}7GuR}q}Gubt05qgYhw_Zgpr#v3ETUTuwSaSJZ;BW>lp9; zetD35;rAPh0|OfM2F9z7AlsP02S45cCvV#(;iAG&^9_obZTFVGMQk7jm*UZhqWNH_ zD~-qYjqjnt@4`Ia!$#vldDhvY=l7V5xNrZB=)Q8yu;GM3$KksKmWtzI|Mj_)zD9Y0 zK^EU$uf>Gle3tr}K6?kH!921fmU{=WJ+F<#$gz5_EOLfj!I~3Ox~XIY?NkZw9rg@S zV-X{gC?LY|fIvtnctfs^hr^pF=(K^EV*Bp%`MEBvx9K_@7|uitJ+4bg#77q`XJeqE z21sO)$|j`}LEjad&w%qp_d z%OSQ9&yJ}<_v;4>>}vNQLLqffSlI^fXIm)R8gn9GfHdtii}kRq6(~J6(M2!)@B4bl z?MTQ#(uUO|SI6aPV!$Q5Wp3AWdiZ?dBx9UH8kkY7&@<;DlpXMq8Z(!$iT?&fz-^Hr zZjY4`n-sM`A`q<`MD(2D3B`fO?qnJI7sA9edgYR@b@G?Z$ADBbs9etkALmtOXgM$n ze5}4mpXiWb;n)pEh%W+9HAK)Emc6;Ws5sodn5=4dI7`e4x`OlJ>7v_BXjZlz*RZ-n zZHfT}DtQK$wD+Jm7ZuUr>eJwYyV$HE>`jkur-CE3x5zNIV#^^h!tE>9Jk{QObxYhs zJQpw|auSLDf!u5|mv2hMy3K147Tb4R{tP^p?O`B&t!aDOD?h+1w&dQ zAD4qwH%gJ?254n`V&#v+9JUM5VLp9~e!szV#NvaG^Ma9+D(XzF4&HPb08Y{wc%T>x zaCneq9wp7V2){LP`k}rURk{TALi zG27B1bjC7wZZ+cSmw!<*PUO#*tPqXS?oJ4^7>fhyym+kkH-93T8T`556h@5>$^JV( zrt-6w)TEiC-%M{gPq2m_^XUv7#rfp{?7E-h93)%XQ};9b0M111gEAva@)_Uu!^voI za%*@~jT@+%C}7Hst{9WS8_6ixA!lDKZwBGbJr(Tw=ZHm{xVwg)c_^ihME*vIviHdR z@=>T}7bhZuFf7%t8E$eW$JPE>rvk9(HCWV(th|jG7T9{d)tVJ{|ElE=; z{hVk1yOy$(2M-*W36QG?|fI*i<1da%u$6A z0SPevwm4B({Px_L^t(_LO{>%6IN4}pqq)R_gK4ARDLl+HrtAxY06pIY)6PIa+}DUV zK+fCWjfWsdhrEk^C^O+m=Innd8)+?=A0@TD3U1S@!T#M)wI}H25*HKT2};YVTW0cH z`0W(-$DXfLzWX(K;hZ8EiHORp3Ov|zJITG|cpnk4JV$e%;1!)~%?2mZ7^lJQN5l z;S3;zTZ9sKAI(uw>tmhM-K>7teP2h&9RVA#iWCp%y|(_n8&I%5FAZIUh-Ky?O5!S5sJs zTt9$4eiefG%JjFIaR7+DqE#Kcz$dT3_3MXNPgZ(eFkwpnAL;_kY#4 zVQOlPQ|0<9p?_#HXRNd03E;QtBGzs^;P4EV;j2dEfWpOvejugZoZ)P;7n>Xg8w|e1 zdO+`M;o-A0sU>v@E<-smOp+sib<*8yM|A3xgb4|Q+^DS z^&rg==ITR1TPeHRF(}R>UA{>|pc8P})nI%lX^dmK2QhY462keoL1Xs(=fvV2gejN2 z7dt^$-`PMlMiz`*T8SmiZjC*meE=S8Guw{3ArWIs99rBiKO zfw_F=7McQLhoIcfJ8s0YlKxs*ftDB;QHI~(4hNRQ$DKsbUD((}8|@AxQVb$!`o#(& zWs>T;y?5a!1&Qz*tQwiyV2|)yDe-4epDb&RV@72~w;;>r+sFT?(TxnH!qu3PWu{Hb z=_|yf`A?a+|u4!=7WkiX@vJ^1~kzZLIp%99U~pt#W>RnpF9tyt29Z}X7~ zzN1h$`ER?f6||U?wh7yl4Vg$@^%Xo4UJnEAaTQ@D)nBk4xP0AFv1md#4EzNJ&$Y>- zuEj7Oe>sKu1WkJagk>#6yrb-9KK4*s^`vQ>Fm> zr=DhX5MZ-x@x%6!9b?fF9vHpH)Um;^h%D#fNf(fcAwR)eS?wb@?awB|Kcv}+vA0k5 zEFkTNbtWjt2-mhR^^r2uSl~F$e$m31f_pT`VaCJ26MyIQ;8bwu?kwl%L%)1&!@-7` z79WP0$MxnFn4nYh5NP1u7k{Pdt#gp01Q)kmbaGTM#ZBpx^W=Rw^dbo)c&YS0;hlkjg9WpvWJeWStRVvc&^@9 z_K6dEcy}ME|N!%wG4<7IOSdN(Z9VIV-AF?Ui8GllaQ5Vmz z%(j~L`{)*Xspxj`2$>jsX1a9_Z2jQFwo1HGz=#3r;2KR?cb6D%nBWp|+l z5;$#H&|`nWN(6*cOnQ)-gx1$1XV{)A@deq;XWW|joH+g|?Pm{vKli2*PbN5atk9zs z$7yD(U+;N_y$7q0U>QHJ(*WQ+e_Zrw>~^Y*+QDF?}|etOE2ECj`qKuo7g z|I-khG-4F$qO6_6!j!(GT+xH|lK7miWn?&Zc(#oR7!$jeIbD!#2)%tp;ln6noG@`2 zE_3?~;eK<9**Uwn=Xd_2kdb|RQ}qAZC+XC@#x(UhS$r6YQ8V0z2oVDDIS0aZ~NR!w1AE)%svzd(*g(Zaue9fq4CQ! zbie0%e#=Wgi+~d>+kE!+0kFjM6xNS1o2~6nSe{8U2Ydgj{4s3AS7Dvxs zY7@bHf(n}y&felti93PD_i}H$=_}duRP{N>d!KPWTr~-_!fF_`mL&*@!7Yk(t!;3@ zzUsF6N>U$-$G`^t{SVeWFuTjo(1%T{to>15SDr|!%6eT<^Q?s)-9-ycU?}#}!3~;^ z20;YHWRZl@cuOhT%$G$t+$PTC%;bMEFonyqfFqapLmV}zu)fNY`!AAz`F8vqs)7OMoP+0;^9X7pHK_=yj=e$c%$UvfPl=R^G? zhFXkG4wVkfkV1a^BF$J(I9#`*AQ5k!fQR%Fh5wg8`(pH%cGj2T>C>2a7S3=`ZXwnD ziDAZfR;3l8twz|W+fiG4j zA9s^$qo2{(T2Liob;(P34=!2%tMXVKv_J8nl=ErY04U4(b0hM@e zJArU^w?&K%xDy7<$uh>biu^9!v2%#3KQbGks06El)7bQ3E=>rBh93<>1& zSikR}VF$%}fH;PF-V~^tgww98G0bL5ALcxNT-os>o(3Ee`p zxy(%=6w$>8BiyX-1Yp`g--qVAOvj0xqZpxhZd`v^O(4)Mm~3{G+-Kd9U8kn(w)uZr zmB_%6{4dX1H+}j4j&&`GrO~&~QLjEL8709~Rzugn4ql*tr8GU}?*7$$(Lo;;JpEsn zAvexqfHqu5t`{B%>_=8ap**+UHMEt5elkO>%+Tq*jX zf=* zp!dILiK!U6fgfl<6IWoQp9w*_LmaynMfCTZVIA$gvP2D+$W_1g99N zW1hPv5v_Vr67W}Vz~RJ4&Tr7hskoux_Y9*D;w{@0hVt^`cF*~JiC?F?tZ1htgePML z0{7ey9*U7(u-Hr7u(xjqKXu?@WsQ z?Hqx)ao!{xbZ2H;J}4lbIdyvNSEdrWLaBI|VOr31KG?pR!sz+H^9ZpI_@ z<`i;?c*6n4_v|{c)kFERYL`56ws+HEZ5{Zog&@Z>WuiytN-6?ccHN`y_QN3d>YFt* zB5(tU^HZ^!A(E>&)I3B|7SH^&H7S{km3-k6FT7&@V`ls$vh^(Kd$l!`D zYZ~Nmwa>M&A`v?AR?hpGn>CXTxcV*_PJ=nr@keR@A5}Y zG{Dz1xZTU%W;SM|@_+K(noV(&(YzL{Hv0LR!O+%5yl>9cNj*nO+I?)O8wxE30w=-_ zJgZ$w=OKUNNE=2;*tl@9~SO`Xj=J@0vwM(cQy}hBh9UI+&^r_#w)+|M$i`F zbMa3B0uxDOChe<_k$C9DY9rKii|g|B7s5J@3w6omOe}DG>1#9iC$P@pqD^)CU6Yq0 zBHfFs$(00Ytc3w;| z3&Id84q&mRylASItlO;{e04B^TM&5^IBXd?t#-yo-PSOZMQPMRtty8wS5#F4?Z8-t zB_mVEo6GXlII#Ri2a`5~XV0^*fatcG$3_smImlMv;rg4CD}CGk(56JktHNx6GGBfp zh>~e#n>HzpE`uK=AqhDiUk~dtWa{XVo?}xdcSQ?W4YbT}h<9{-%MZ37N~p-sS!47v zP}%{shszz10jt$8*BjWd0p(K@0VjReMTHh4@V#Bu~?SJ9;En{iF%s zr}-YF*(8ZORW;z>2XGPNR%4d3nM@v>~^3ap9XtYDnmxdxYl4wYs7et{XgIym&1vR*#=2&jWmF$GLF1RY3m#qHQnbr0rysT!a%8C$A$-%Sbo*0NB(^8zcCZ5&V`RwgvN32z z!KX&|yj*(SgSEwQaISG8_0H*C^&c<^EMfvfZ`m+3w&85K@QRC+z;Yy_X<+oX>QGKb zEuZ_Z7#|p`gCvGx`e{B@_h~Y#@?KQ?%+~l=@PGsC@Y`5>hJYUkJ&S(b{X<=m-Z{0Ijq!<=jeO_vaJnt>+zQ)>kTfhp(rGHG5w$ z%7J}9NdtLIeK`)uP&|RERK=XkvDRjXqydO+bUg8VwJax*J!sETApQy`8Fjys)Z=um zs(HcK#9*Ra6W#*CM=U+SqIhD;Me47DIoD1YuLI>2UQ%iZX~w^o86>hnC43RO$tH~p z9^JPV^eG&Q%Yk46PyGHgNv+E{yicHoeTN(^g5y_Z11gF_E`r^(2q~>3b<0 zrG%HHO*r@t0V*gszrP1e@5?$$zEoc2>E0@+ z6d}*ykd_ZVEd1j8O$4f>3kK~tm~3O#PQ%9a=Ct_YV;OCDUR;$z>BghVT*x$-+(t_`sLs0{$^ z$gg;K8gFw*6zR%Po0nn?&}TgNsx!9Rv8$>WYP}!vOl1yp%&{=!c%3e`rZ_wpu9ny8 z^z-hGJ&3>e3>_(;=PSY&Wkdm}KY}L2)dgDqUM#MGLPuf&2WXoxnr#l0mKl0@ap93X zbu@Or1IV|uwj&(s{`*nzFDa7~JrWQ+u-LzsEoTqf<1y=sq|4;YPVYOkzh2?v{H9-k zeR?`?tgvq~iwo?jsPflGY=IN%GsT(kf;-pT1d-xwM#qZ?G$Dlc6oVP$_sof0SH)q5 zSD+anKmg(6OkD2-r^y@tf?7Saxkw=>&;BQ*5{{I5Llc17&t^hVd?+J2u z8lzbGd;Na%W+s8EPm0vBND)sq+g@DBGS_GpVu{yv5y~r?eJy|tf@^{)B|s2s6O3uE zIk|Brs+H%*kFS1M>%s5G09IXo)}Y;Zi&| zel@7FNy@FNV8$V)IrHXKm7aec*35VaTSUyBcP-2waRFMCt=H}($%nM{$pFKhO z-4K7an(}kM!dqs?xikN(52Sz%fzkbDL1ubjWSTjRi*2 z4YFG1M3e@hhVK4eRzDhd12f%#!11B$^lr7^+uigo_I!D*A#n*ee)(8uMlufx>jFUUm;N=|!>ce(e1wz@AME-K)aCP_nLJgiQ z!3RfXNu2^bgao~Cz?<7aRoUvwTy0jsV4?t4lg-17zV!EIamo-PH-pVb`sQ*Cu`dqB zs|cMhXk^njs@v9uO<`dwSqm9#G%K1uCT|>Td8a40Ql{-t>{c@B|GFx$NsekqwQRy? z^9wfrJ(EE+Q4^SYZ5@IwN8j6P7myM_#@?(^HgGzLNjP-UPhm^@~V z$+zA&rh<(({FKgVv|5~tV^V>t+jC*GZsBTj855bO&N(hiQ@$Lrnr4~rkbKSV|AYWq zpzHC?v`0c{bmQ8xIdmMplzg{&)+UO9X(ZH24#{4OOmAK@D*gyqW|IdRks-cI*VsMN zj0sR^HBN{smzZB%vUxyvi@To$-Q1HT1W4hxHRzn2I-d!@95dj2hlW2AWhZ&c!2a9+ zb1WV?K>O(5IKH8B=ISF5(dF;~128+wH?oT#?)#%domIx--Hj_@<Xgp<6l*fK-kREP>{vl`q<0V5pTIx+q%tp*Qfs z-q0|Aj34I(ma#UWn9|RrgMJlGJkBewjqhk7|GglVWFF+4pS>IU>Jl|WDBB=zkD%_j zVGvNNOZhi7XLtUuU%B+@Cd8p9u+`daLeE4tTDT4YP){Mroi>|a(VOhviBekA@ATeU zviB@T^+T5Q!N>T?MU$g!59%A(p&DCHuSb-QrzF=j@z7Vh{}y1odp}={-YZ2lS>b*C zDgYg#n5*g2QOmRUofz0FXqF{{i3$4{&ReHfjWa`{F3n;5i;w z(tJKB;}QE9xa)I=w>`7Sv3gZB*DkzG&oQb;N6x@!BhoMVr=HxTe7(IU*H$T(fCKCX zeVbt;H7}g~4NEgxy(n`)l3&k|^H@^|c#$mr#z3La)I}XYX|wf09xtZq3>eDWu*!MM z)3L=}cu=zGnfmIQD2u)VB;E{H2hR5ZbvLO%(z;`a*<9dKcvF z^B!bbac|h)TI5>d&Pdo|>4DuFDr(dmZ@b9y*OLobFiVdjd)kASRSub-$|{4C`!5+O zsi89N(EqFk3YV*I$;j&+Jdcv6G)cN1aq15RwVr=HayI=h!0uSc7qx%0i5*yaAbJV>8 z_e&#%2j)AG+VXl4O{x3DnrR9qmZZt`GJ|Gie!*T`=K|${t7FKzeF) zjlaMeugXS&s2LI8-mMWOCl4v}X`UO_zmDeQ><>zHE!QYg%b%tOnzFJjFAaKCwxxir z$~uPW8HCH+TRY4J)0WNXmzMLZIj{h+AadY7h>}IGSo#h!x+UJ|-RfQv^XA>EK+IZf zC4n+B9wWPC_AS=BOt;-fsWboM7vKdeDfvpq>N(XL& z_MH>+Ft>~6C3P;LTSuVZ6V^s}vJ3Ubgf=|T@Ign3agm~PJ7XDpPI|4xl#Ds%_*}nY zK|AWn;`1ua?J+2qjgkch+Ij(XM<5|<2Amb1TWmQKilT`L{kodTq zIQoO$I3Iz$)wT*LxjR3`A%wRssG9UaO7MHks8%=gosupkNKf>R*mmX25K6d&lwPBEu57h=$&t?&mwt-EFEYuS#-Ed9 zmC;UbFyb&B2QPD>Y{C{%K5*-aTq&Lq?eA>0PMzUy* z1#B&MOiugc8t9jI@M3u8JJcaqCd9!Kg9q!*-lTtePxyr@1nEppeYAyN06Jv z2V~q&s$aPL>djF5riXgC0<=pb&%7m0^y^R+R3E#P7qIq7xN`5hI}|V?#(f5;(CDSE zk&(DR-#roXe2lrEcf?rAlIwKMj9G-l579uY?zO9_*!tD9WpiQ17JNECk?^!mdU9d$h-k!HGTp10U1ujlnz&MLRKOD^b5M%zyO;TRm6e(byOzpE!#BD}rYpC4{x>#u+EW_(mO8dgkQ zQRsaNox2Na4uYPf*5m(qmWA0iTx|hEPzY%>oJF|9M@#QgK~@osV%WRcl$Ced{DlUY z-LzR~6^3El)fwh_cpnBMxg!iOaT28+HKY{o1Gz4t4wun;2freMu7G3@gDGc)3d4y9 zUEU)_A{{?^EeyX+Dge(a*)v3orWlpto=4U9J%9u4*Z?@NsC7mTp3;AN_3P3 zY3AjfPLr?!M5~**czGU2)#8A*`*WCXVsU{9iiwT1tuQiWSgtjb^Ib!axcW~)+${7) z3N|u_B(upI&u-#Mr1AcQd!d;wx=uIQ;8l3~!A#B;B8=OtCzf<`uxb{X<&p2#m&G%lBC=?vP|8n*F8jCOu(;KIlV&Nze8|Y6%p?p|ow;si)@lU?ufXsGymngN72chPPuK`$x$*IHOR_Ob8XeiIG;ECy*Vs1b7PoaePyr_5ElL3 z%u+oR+$8?_dS8lh&-3UedtMsyoQRlsn-d9yZ%4AzI$H)+oj$Ri6`bl(krItt9r z!Ouq-uYI$q&as-+e)6#qt^b9WZh*S^**mW^)b<57#A*L=3Ldbo3BBKupr#NZ8Ht0> zS<&Fr_t<xa)_ZbO-MCbKFVU?Lt!#1>%ffxDumnLqbHiRa zg`<*QrVuPy3!$nK=*%t>E+jQ35X3|58fT+AlPg*@PIySOjJ`c48wYWNJjMERk8zvL za?p8pvm9cD?O?B!EX=QJ3*4ASEn3#l3qIz&WqqXz7cS;kSk#W%GPr$ZIp%|Z{&Ul3 z#yE^&h`Ch(YgA&R{u%tf;`*|Pd_TyQ-JJ=6(fP4co^Z`c$axSgoIbxk0E5sw0skkonH7JUVwvIuZcklT!7z zcF|Rb;t6eM3VjvTvB3zha|BBV0v)N4tKo2EGw-Y)EA$3{?!1ppg-?R=)YO+yp_wTu zko(GXTVdv*>!m#wBDPnDEsE9vFUt5@`AHi#4)5y>G`|y-rCJ9lE%Mh2VkCnmz(Dn` zQroSD3{|RPvNxhZAUB42+jX&Cgma(PkdsT`8l)$83jEeq28`gAnHsID>kAls`_ZUpM=aAlaVlbLkQBTGyaTNAzpepirj>W7 z-U>iHc_}OPMCEqs`L3tsUVCH`;F9{%t+E?xEd2vJ{vafmd5mSh;sd+R3!)zL?B*@k zw+z_ndbM{1x}WGvjKH8STe-BG;gxHPriQkb(SBE~BRYpPym@C2lbd85ZLuyCPtt2$ zK!aPHis4rWBUjEZ$v@8Q-F?jlU**P70EIQ%D_)q+g_;!W6RJ*UjcC-FVo=kjN$uKZ zcYU%p>a{3fGni_sfMDT|*vVWd4Fq+Eg&7U2W^>}1pYjpHX}Y25X5h|pc|i-2Jn;#e z;l|#fjG6cI2QX7j@jB7tdWPz57(Q8L`w+0}FeDiO0-f7$DuaNH{3q8Xd2zRm)JHEj z+WqM>Je!z2&j*+_-=4g$zp-}QP3@J#?%z}oc7xXdlzsSJVZ$yVX1%s<7{2DX+}T2U zAiX>XW*?gfIvCpgEXE=5VV4qVz<>y2vxhFkX9ZixL6~MEBs?ZP+QJ#sM%Srdo>&_; zQCWjsat5Fb;9pO+nk%-odeR2QFP>x#ma;SY(^+y%qi!tMZC>fKI;o>c7VuWuTcZQszWuOKe94%245mE7DSh&WK!2tcS)IMdp7rn}8gG zCaV`o4cq_?d}mHE2GOX|+BA5T7yAZa()B_9v@Q$KXpSKttW722>{oW}RWS%B*f{8( zk-tlE|Cb&_2w%@prbfosDu(@>-M`460;Xov+7#7M@5MtD2D$^a)*EezmnNUemnpXL z{3y(aH@p|T&!*@F^Un4h8LZzvop#pbZe`iyt{%HnAH(wk_gq}bZe?2VhG_tAc)%8J zGKieark zlUGe`XkkC=7w(&d{bU6M>u>smC?&y#OMsZhT9=xg0Yq1x5ndLi^uM1%h&hN>mJU5H$~!+1P?B(Vq>oZ)n0yPKWormndu>(!Wvu|h!SXbH#q`}A@x&VafkbaqN*_A8aJU46G2FvUL{PG}lcf{$=%-edQ z*(kiY+9-vj?Td|~##LH;NLF}|Xll|}&@a8N#gdLW&NHNVPaC+}3qOK!k5a;MIcp5) z^J==Wk4ctQeC2tY%^j!=xL{9~OGX2_)K^4pz5c26U^}fvbVKgB)uwhBAGYi(C}nYc z#Rx~9DYnxiOd7iw%@=*$K_Wat?vtxhbO2YJxz`ujkMx?_oBv&K;2aj{U0o((P zSt*Y!edgTGml_=h67`DIxgNWb*0RojaOA_w*Ac6*RAc|ss7OBt4)vroz2CYM7^ci5 zY3~n&QC%G9QjkuE;mD!?!FR(^A|^3f7n zW33kRLCD`_B@FeF+(&RFScl0xe64=7Eg%g}kui}*MmOKOj>C2CH=DwW@P?f2AeRe= z^>ql~j45e{Li$a!%7Pzfxg2V~Ktl`^7kG`)0tiu`i?>%aV>K zb)#UXrHC5a;K8=)y^?Nc5tLb2|D#29lc50b zm_rWEx_yUMj(<|`4oQ`1*SCK{%EaQDhFMdxC@oNinMZ-bpRJgZ1I<*4TH$z*Y@stJ zp^PIbHx^Re%zs$js%Q=48ycjx+o{I?=3cyMBwIl(sqY_L<4ogsND;vZqTMj3X&-q3>!6H5zk zJ|~3pYUX9k(75gmAP`kWMOKX$k6PiEvE8Fdp^nTWC zPC(LyzFbEup}grx@`QTE5_Lx)b-$pgZJ1Coc4?*`a-%M^qYXSr>J3VN_YAlKzxw^& zvHH+?s7Ol@(-r~RRM@lTvqFG8NOe$KmFAv-MktMiS9Yn$7uVZwgxHB~?q-4UJ_nZ7 zRtJDMPUN12U}4#fAGxDNl#5R!s=nhfc$)mDMy^}KPs9J>NmhC;K++ki^;R8AUHq2A zGzFb6D?}NZhYk_e4b{+5LIAm>ek23hLvhA5%|H|y%Z3r2$`J9xNfvHZaIOF6x2y5d zEejyg7lF&4%o6s$5|;lobPz7g0ye*Y2VMOiZmG$7{-Ck{+akO9T8jiSqz!vJnsL%{ zN9D#dzB~LuxbC9I$zzf>K_f~g(Ny!3vOH_#hYW9W zzHckhl1Q0tn9WIJ64naW>-j`{47*A8ASVDYKA-?$jWfSt(xeIX~9Y!V2xxCpmv=$>DbuEhtj4a?{1{L=7~KvdK`Zi z^Ngp2GFgAB)kCBoZ7RQ(S81fKhz1ZEZBTfYYmHReoyQcllXWorZT8i$gC!XIixfDi z3LcUv#I!MLCt}3rFI4y!ok#l(;dpzO_}BSX$6f|9&1#LMwATGMXRx%HaNW1JS@XrS zEUd$~rgBn&je5)Tm=q(fqgM*jo3-n55b(5+w~d|=!GR@&&D`jn=8tbbK8WGEqQK!- zttZ@&5)^m_1& zLDu1h7Kalj4F+LbYaM-!6$uw%gt9q^RYciVi%afv=znHde+k{qc*1c%><1!rx9U=m z5&hZ$*$YeZbY{nxhNTVpMP9fWv+%ega3hVtscQ+5Rt-C6eVae9kk!CDZmpF#9VuR- z?RZ+OxXe%fE#5X%zBE6FBifvI8qmgL6UCW{eVLL{q!l&*42!iFK*|B%s>;KvxN7BxDgdq||=`hWfeD&ro4e-;5SjAX1$(#84n4lfIzaQPI~D`m;c z=0_P)_b}d=b()lAmS0H%Lz^UgETd85P>>ik+6DTDxV1;Pr%mRA7zB#`FNE-;KE|4_ z$9@Jz)buwHZ!zK3b1IE}&b;}AqyL~^AUo_Hw3&92h~N_b-}u^!6b_hpFY5c)$lF^W zzvVcI3yhe&N{_e7P9CZF`8^SCwU%eqT_D?!8mULn!8wHU3lL)D4w~q-PJO3dDBw?kj`?6l<|N`94f9kR)_%cAg}-c00A|Ti(lKeaVfDgTD^rp zpB2L|Pi*p{Q_xq;Pv<~hbeo4SXq&>h3}0}*2|Ix9DaVF-sR}X0W}Jml43i2AU9sC6 zp>M^d<6a2^n2s_+>St^yj!pU*$2&&8;Uw`%!og6(LhJ4;v*n`h?tZBjg7v?0EW`*(_OnEE&UK}+OGyc7 zO(V}TC;}896cg)qN{*~EGBs)rJR-~vewhUhvMWP_TgKH#`})DQc{dn zlQ>BFsGj&J8@hZB0t9|qal=LofqVVQ6U3Oquhe~FYn>-TnCB_o6uwo;*obHi(? z72AEQZvFcWNvB!AX#&R&u`JbJRfZ8|DSRpVb4hVb(8el9$q*>iTnCn{TUkLi6);22 z#$`_INgdnW=hdv%e#1C9d)XzvPzf(VahOwfmqAFUN0tiJw`OeGfAlnaH|c0nxoNRE zbe==ZHVrDstDE#9xr8I-nC0;nfv5)dkvkDr5snlyCj9>jgt=kNfB*mh0000000000 DHgbyC literal 0 HcmV?d00001 diff --git a/translated_images/km/vaemnist.cab9e602dc08dc50.webp b/translated_images/km/vaemnist.cab9e602dc08dc50.webp new file mode 100644 index 0000000000000000000000000000000000000000..2e523d00465c9e28da3908288b9543acc6a80ab9 GIT binary patch literal 18976 zcmV(*K;FMnNk&E(N&o;?MM6+kP&il$0000G0000|0RZLz06|PpNK60#009p${}B;_ zQEb~yUivZ;A|=)$4JpXz+$Gx%5&b8dv}qscB)vfgpbeZhvIeSp*c;M;5hN{?yC8S0 z6u0aR_&b;4E*2k;NT56}x3K?z{iFWz`%m)aReq8EfAjbDFWOI; zKi#_#>pvu~ApHOQ$M|pXf3e>@KdJwb{bu+r`UC#o_s{M>AU~-;^S`?Prv0S&mH&hO zKip^YfAin?eSm)>{&)YE`j_wj{m-Uv?SJ%tpnm`Sh5mW|FaBTmFY~|u{(wK5|8D<< z`Tz3G{_FqexVQJ8`yc#$z`vP)ZvVypxA*_$qy2~dpZCAN|Ns8TKW_i|f42Sq|L68K z{S*90|DW@J?*IS)^!fn*+3ErRxBvgJ2d95qf3|)vcp3f6`?u{kpFfQJ`}Uv8FYUh4 z|Hyc}>96^|jejNk0r*euzqxhR;GMYi0gEPWeEhoW&Y9M!~FKy@UXyd4=K8Gn9 zZ}WVMMGFPX2=Q`0sEdi>+Lumhcj@3!e)AJ zPY`Q(*zK`cv4?q0Dj}O?l8*=7G0EZC;bf6ITG65%MN27rH>+&cFndKaAJ98O14!ri zIZAYOJS2z{E&n2i9<#y-5n7tgnHCV+8sYKW+6cW8^UklQF)Ged=PPR6$a|<>Z?YcI zm?6?z+~HWgaupHyFV*q+yekpfaBjP?!II!|SyYB1TP?IY{2ekfgxs0C5`x7)5czFG z=t6ia`g`K0If?_^PD)2dm5*IaP!~iQ7m1XSWd7#3rbr!Q0xH8!t4?uaZ%8*p)MxAK z03`QWPG@OD$XBkYh0rgu_-p1zCGNK7Coo}g^CZR3qCW)?sS2^C#ELPIVMcD213^^s z77iG~oiRaf$*qpOo<3w+w&qwOS7<$?j{mt}f3GoPvh4miIucbI5Xi9S*51}f_zU?a z*x?AU)Sk+aZ;?*zoD#h<^f&A5nlDHq?ql;z2Ne3)`^!!>kk`F_>jURvOJ)t) zqu=9mOdT-`Vqwc>aae`ii97F+G5By2H@tgH?rm+PJnOXzG3@=>Z0u;0gk;@ScoyGV z?D}Pmm6Jjqitb-ivbgJ8X%xt^qm;!Nr1h5m%mo}sl1$j$_G<Gn}N<${KsFwp~~PqRJ#86~3xmf0?(UOXC(IpH1ow-p$S#U`nibROZ;Iri|4~YjjJqqL^mDS_=HU~*0&oZVTb7=G0PUkZTHr(g! z?s_8{iX$w}NtjRR>v`%ntp&|NyI3R)(t0UYy6i++QUYic0l-%(32;}gm_-8qc6msu zam|-%1~a~BKXI<=^_;->g;`eTuo+}#l(CTbagXOhP9dpkg$dkZl9$ixCSgGx%`_84 zwQuFJU^7mFvPNBVT=MG&ppkr%@wz@SE9Q;YZ}^dM9+;IuSc zwDfx)mb^bSp_pTu(6R(}w!TCXiL^`suBN`!$%8DYL_XO^Vsf_X5?NcxMj;78oNA<9 z+nb)FrTfhOm59*28e99<;l=a)8ZAH{A^NB6LoFt~7)75F_kl26;O^wC+qfwwjpcKv z?84IB{xz{?`QKP5Jt{lmKxrV;=H8xXt1%^`uS(v+ehfmN29wBu<9C-W$)>~9{B<7ja zf*st|Iwa^@F2ipGz2JUlBY@95xp(_iVxo4qF9}nkRBBjv@+r5{(vnLs5$pii}2BdDMQUTzr5XZWt=2;UQ=PK|s61h3&!ea|jfHIbo&$vF%l2 zyys&;Q~4eZ2Jqe;kU75X{$~-HVpr9Uzr;XjMs3+K5@2@ciAYMy9n>>=wafA=>cUJz zWT{=pGv7gzuflnqRm>jK26O9jK1LxJG$;DX^HQjkSLzVK{<6H(kL(-&8hu#*RJ;;Z z$|bx4`Pla!cWyfV1tNz7wtmSg=6{2U zGr7{LTsNxbIiC6qs3Z=crWSW}68Irg3|dcL*O_ChQx{Z9gL(%IiwIW+;LN=knP^57 zCt9vHq?=5i!yycdE}Hqiwe>qjCY|q1k2yG&`HmHRsf_IX zB@nPxD=~z=EZA8M8doNb30?up<0o8bo7-6#>>4uAZ>O0SIQK_0>`3)+S}XT!h;&2Z zr!bT9VLAXo%I(s3g2_gmVp zh7ZgZ`We`98*X!r=u1q3Ka0{oq%o1@gdKRVKtsGZy=Un~{#Rfor%*2N;ccN?*0p^h z(4;tl zt#T%aV}*X3?Hba~zvcPh*~~>X({2nDPS^^c_*V-KJAGJ#M8g$c_P|vEE2wce1Eg9I zTX)eC0G@ErPgv{WT zX%2RV;@LO{GO48F#Dg$bwSvwP3sA8Q?plY6S5qB~13gSQn>lO6^5&cDh161Dh2}@Z zmu{x4aiaA56g159LYQEg`POT1B00GK=0CBSC&x4ZLE`?OBzs@DX*+XS37CsoXjuLr zBeE?&VNv#@xzK^+29s-@Ri^@gcNLFjaj5Dln0MggBokuq{KJpm9Jnc@P~0K<$Caiun1-oGIBq%AUK<`Qo2JSKB?(fy6|9eV3wD_ z>)kfWTYl@)-bb8L)tfwY7eLdX*ukPrwmt+IPY2{)1C7C&{jnmL=wS+SL#Swa1#h^wUZBm!^hDf)S42CeMXKZAM$?I9dcCF35;CHPOP^MPZ*u-!=IE3c77%cj`qaQY`qw}48TVK9#n!rUA#$k2rMUn`RJcJO*h)Udotn2t{ zU7~b#-dd7%S=9Z=H6WpZF+m_@-9vn@&*RQ`%kfS&JB)qw?-0#hXt zT}JD-Ib~mIC!`=4i9(gMq9m3;{^s1~=wcP8Ya!Ftw3reB19UXpC25Z%Gus}NtIVO~ z6#D)SAjKrO(eImD#sQ(VQ40lQl69DpMYCX7i=OTKWWv@r3T;A;AL@Kjlg3fs|G{fO zeAHDnQd63hQXDgk3~8VA-sAWeMd&tN%ztC^LRhUu6TH_6=Je}7f84q3pbN`b@F@aD zqSV{Ir<3CgU;VPT&rY8+O?9^S`3Ozp^3k8xgaO;X?h~17l|#0eql$D`6OiZo>X?BU zITOH%r074gvYLR|5hlDISHyfsJWPSrmW5}7p0&kaw8Ts4zULnGbO&r{l~kFX%vi^j zJOJ`d>_V4Yl0CN1#@L%zp`!H>*-oE?(Zbi$!Ze7`FtSBR?+j1fohq@Gk#PHf)S3_0 zyl8DT4d)ILW$+MY{V2K%OxFegGpf8z7EONe5x>{gWOUC3BeaD;?IWf7yyy|CAt;0I z@}drpSubdHWRlDN&OcgR(H;{-T-+z3gZE z=~0sygZThuG26Pj2R&Gx z`_Yq7Map$DqtAGh0Dr{dsgZ@Pp?dFp5U@utz>oN7U_fiO)>+78T-x% z=iCZG66hKkq6^5SCZ?0pj!bcvW^n#o>zpYG2PAMFe>i?t57~k-W}PgI0Q^OWI?e0t`k#J+0vNw!){2Hj?;{tebiVwO z`q0MQdH2RHC2~;3`Put_^t{H%2ffxbPBl(!&sFy9dL)`x8|O z{*~W{R;0l8wR;90lZ|Qgxf{}Z0cV^32LouCIM zM87(MX#>UBL;K!($XQdzGz;2>>$9kZgdh+^F58_l&~1Gg@Emkd5{4#VEmkQv#1OaS zW}*^bH(TrJOQy9$uwHGKqHOc?VIoHWA36jQ-Z#a$r#BA`r#M_S)@mxpPC($PcNe!Dy0N)HL(b61a$hJs*``STxghoT%n zwX^*5xnZ0BEZ`*b>uhSNjB0FG%@kICvAA3eY% z%p#<)a~fwURBD9*$j};%lOavw;cYDFjMXTC#Y+84D_i4yO5(^v*;agnjzyT0C6%vj z-6b+x94uE?yQ6`oQ0D->1ji$|tI(@lg)C8#g>5vyFsE`eK{7-;f9V+KIEC1f#lTV- z52kOQ?*2^&4rA_*q;v+I92>_%vQ!#f0<-lle`&m#l{tsY)4WekPCGKRwY~6+DdZ0(pf5X|+g|3i2h`{?9hx?~$)f>T%?jfYH-B70@Jf><| zF)t_*+}&A~1KyQ~(qxL+4n!P2BCUnk4?L-(4%sQdLi`~a14ENF+S2`626c<-cO%{e ztsl}3adEFiT4KNJ13!ckkqgOp)7J|`Y;?^h0IsyKz7AAKxM)-igIqOP((oG!&!<3I zP!7Mo5_jG24Z6_}0NK*t!Rbm_to7vL3%}tPhl=d+yLRJ%&VGM>?Kp{AcL2h$3BXaq zb9_WxedzzOu15M(l&9&jLIENT$&%Pg(mHp$5i5|iB~~X%oN!4|g5|A*IDGD@(aoib zWxRNO9(C>Iy6fLcl;aA4)W(Ju?*GEAm`qRy&F-`gvD^|1PCRXg8#2O1~ON)s_bc54on8@u$`90cAkgY0* zwq^{;Xie=4u#7QaTS63r9C#gxjn2+IyQx!10n!=07<1H)c*{?%n?g*lD(`KT;#Uy0 z?t-4ot>W@5XYuISIf)0N3@r11rL%Y?$qk&R0OK5^6_#HCZEMKYI+zDsa|T7Q3YFpD zge2PDDimZpf-3<&;9)d~`-U|hAo1?lEpw56Q@4wc>}_W$X{Sq8Z8i1mNhHpAim2`P z3gc89U8VA6Y7z!*wK@~GwD}INu%GZeinY{v(^qLIS6t&{n>9VO~!aJWK1C&Dvf z?`B^wM(afM$8!z95=`Y@Q@2ZGFC6d6UU=rb_dkGXn>_bD+n7axpM`{oD*h@>YEwI2 zSa_(e>-8Gl!-Res5-Pxx&( zuml6AhrGooOMD71HV~%Yz-CRVeu$^@6;1yHYI8(^V%35Z0GeHNJ@-zskgxPI+eYqH zq#+v-?V~%w@C|aBp?>2tt-|kdw3U4p(iTk;y^!<3u;~9!437wMf=dQg#Vc)?Ea*jF z)awlcx;*Ulh*XPxgPLBk_`lk>v;FC#OrqmLK7qal-O(rAL~{EaA;jA!l|6!*(}G}J z#~1dYDi>mP06}ErnfFQ7G}SmVr~627n7jq%q`S_s``tX9#}OUIwo{s&;B!K$sUkX6 z8raZCuRsvoth?Iwv&i}TsMEz5YfF{RkP8xq4{6+M4;Z4-295(FLzUzm<^UmOpk`$S z0+qX-5h_BJwEKMnn(&4_m7|YiV+A-(Cm>J*5;2suyXEjt?^jdQGH%~AKU}Uzni+eq zzC<}&O9#&aRNm{97rByXpXNz&U-yS*f|%o<(MP_3kP%2x%J;lfm(-Yw{NcK0^_Y4T zAU8Xtt>@BfF|MI1W|u&!{AXY2Ze%?*RlFftqifN$WszmrqRkaq;|0zM>)7ETZw7MZ zDX~H*6q?mlH*3s+h|hY)=$XE*S{;Ge`pJ!_rv9B#{jElXc^=4lf zwi$%oCDM(Kt68fj3(C1*!Bbp?U}b6PF>^J=Q8NZmxuAugVPS=3l~rC^TSoD#Yjx@} zf58(gE!0e;Dmf`9Acrz<3Jl!cmB8uW62Jb6MwC5c8XzbLBt$n8lNJ_pAwfYY#^YVL zhz)&2^ZCDWt96{LO61V-pxxgrBm8J-$Pv&oajhf62kOV5irN1)U;oG1;cma0jG~AlYbI)se zYIA>SV9+TB;e6yVkx@8CN-(YRP7%I~&)zuYG|Us<&tS+kk@mgkmRYay*$pk4I9C!F ze5G-ojMu?YJt`%6bI^j}Q4kkTI-NSR#nV~@!EMi$&ZD_icpUP2Mq$arT{;t=zXz%n zz>q|G62r_jH3wArlWMkY$)EEXS&|shBA@fU-^y8i(RFIa4D=}YFJp)z*3k{sR%}Wr zz!c6c*4U_x6v?b}{1^i5urfy#AIMh5AtKdV14Jb?YD8J6_LyK6n~8=DQ0_< zC6REfj4=IJeG$UHo|>cSOv!cA8)Av7Vq%$6`pmb#ml`TO{FSOdkUaynziAoWOm~Fe zJn-&3z9GkQA*l=bzkW7Iku#MyfN{nir6yL34E0&|cbsxzNOdk^No&C=u+@*{a}G*% z!oJFqL(nIDO-|Co6hjlRFg9$|;Y&D4)xEvlq#i%Zn(}xeJD`i*VMPPTu&~PWYbE6r zc`9!)RXH_bQpPDP-VvOQhJKMaL<|nzmRR-)&OXJ;E)B1XM>7Tm1};|@TsE5AG|Ikx zO8RdIlORLwD=k4(T+o#fXB&h5ipb{o6toK*fc=Ib9+fyQj&qBDlV#H_augXq0czl| zXM8Lm!sQp;2jm2AgyOTpHswZjz1z@)igCdXqL zkk%i&Mo*NdeR>bUpb_zjpf1Re0RN@Qce!Bed5o=%=S$j1wgT*tn^C)H?cTv5a?jl$=Io-f1n^S&TXq2x1o3iKn z$}YH4*4Lnw=}C^6e3Q|P&=TKnX+iCVO*>r$D2(I!_;DJ*Xm{&0YeIc zx;I^w3{vJuz27P|4h1=KMns&eX)Oh?p*yL9voA~}+VL3p`|=sq9+GL(g4Ny1N-Fxn zubLLsd}L9IM3eYFuwb_Uuxy+lhgq%mJbtiPzq-63D(J;AmHl-dX-?+sD)Bi~_Dm@s z?wcDxv*Y?s9jra^73tx&HcoiFv`|^%NzHbjr*YxUo$UfJ+FqAmXs9D>gJhFdGr(B5 zk&=q~zMyaTF3%#Q*W|^Ct}wY)hALt3f(J~!0w=h#b$F(atekqo{^Q^h%WXZJVSZWP z47B`w4J1DOE%>R_lYW=2$amo3fwQ;TpdAcquz?6Z(wZOY{nGAaw;tz|p>s3x|!m0E7?irAih$_-U0+uPYA^xsh{ArCPD zpUnr&+HQ6N&k1H{q`MeeY<~7olMB9=9`DeSoiTKy=E7pGU7-03AXSg!pDj3=#5<;K zW#>x`W#)GMNK3!i5H^oWpLAtq;9DqtS&u$>QC5;c9U0jj-H9WtYn9z2=E(+se47h++nDI1x9fBs4kZ@`fa?c|<7G z1|VrTd2s`q|A}=y-FxY!K%R(S7<=K-oj_etD3vw$m3QNx6erP3vEgB9_#U}Zp2GWVKSav8A{IN?>(+qQH04y<;>oFLKSrM0M1Vm zm2K!|8F>DPF>1>;z(jF|*82_D-@2jP{j-eWT(U7wTuaG}86lCUDH3$2Cx?iJztOG4 z;KS@#+;GhXzT!8xWAp-U4t>R@6H*c*>V}*+&K&(K0eg~9jM})4t-x!WIxeqwi8aSs zP7|Puz$?rRtlyUYhmg#lJym*f`mL_tTD+?P78a!%Clp#A`~v8ZSJ4z-WN#8N6(+N$ z>Xf;`-IZ-VzwPi+2!{Fqop4`Jr*u=KInQe3fXXEja!J64m=@`5QV=B+4efms@-7j7 zPy+jp;seru$X~YXHqy?Tl2GGFmh|=VkWIYtFkW*SSw}E{nOrcO{ zkIMY~!dRvvt^fO&sa$vz#Bl`@O1$qcU175N#Q1Ic3F6%7~r zBjLiZL z0}*Rf3#@s4zjZM+GIW^*ATGwe4c=0>aVG;?aDyPNCxc*PtINv2s!-5i`PAd%Z!62& zn#haY{BnFbG|vZ0%?%0~7FFK2us@FDIQQ+S+RDbWDAR?8L3FX2CO|GBSzU(N;WPjr zX~=Qk%hSP2e;!WLR@yr972i{N^HboU(~PNI|fGkur=PIzU?4rSg4yr@-Z?{F`hG?nMO57W=Ov z=ERm$pPT%ai+2ne>y~Qw`^EGPWAyetfJB$`Ku1^-)g3Jl@u7v`iYiiZ>DIuKG(7DK zEw1RhH&+^`?38f=x1s4xOf)NRNr^w{0Eo$*@*RCAT?Y4H z5G=3*%IQ9sq}`kNlwlLNy9#|IRwITG8;szkN~3!l$^bfqNBk z)wSFf%|*9P!90lrD4j;8qWmd2rl#VV*@tff4ff(GBOr zB&D%ch%3O0RcwB*WSe`zM=AS9U32;L8fsj=jw>@fiyYbbUee{_O@>#uH#r5syAhl2 zlfuTGT74ue+>%dveVM8?xE_$-O^0&1yA@=WPy=V}e`_%Z@~8i2(MQk?g3iQ%S7YA{ zIt0{dGO*d8?MHWFwku`rmPti$R9PhRiQDl7)3BgD`jryfeQUd@77WJkP#@@B@B6w37vQY&GGip z^)=7qTmGVB5y_y~kBIeyE}EPe{j5f9%CtF5_f*1O+)r-LM=ypf9n*73H7ESkh^R8M zlVZoN#C-C~@rvL|s_!ZiETTIz!M8-awB5Jm%}Y@*M?D3a1}2n5NNDY*0&2`IZ7*~v zM7r%YSI{i$>YSQdGf(E7q-|VP-MsS((M3KrIn-keW@JSfmv-QdSo{#nFbb|?eD)ND z_725#WzvbfBJC(1J=`6pSeP0CH%4uQJnb(s{5*QafyTd29+`mfr^sjx!*aDvq&*t;5-j8Ec3Gk-p zTcKx%B`7!w>}!(_!z>+15x~c{W|Z+A9ZqTRT+PijP~uL=oH^h@%oXontE0vFyp?0x zpP)LIQBMS%>NbshBAYnz@KI)C9wcF4}MAi;t+a+G@E9)B`p1cubH`2Qda ze&GS#zCG8HcC*NAp&h+sCTM}eR(AnUim{JRzkl?y3Qg;&jRSqT-B;cWhD4hmh+s9a z0D^BR^fgvea#Qk`;S)0QumfdS`9L&(pw=p#&cfNB)ANZP4Yza)e2u7)v*d1lu|jFo zonq6OiKESB~R^i9_&rMa@<{P}H&d$|`RfEqV^JkCWWxka&0Cno}nExTF+#XVFdl;n>NfYy6w zay|50Y>P#{pf`903^88vlD7KW%L!b{F2N}H>^CNb+wZ)vUmWL?YBlMBNMZY5^ZMc8 zS48|GXHNU)*?4kC5pJnm4N{B2gH7#3XhwsX(dy)C|ifyivur#4L88J*B#Q>?mVOZkks2J!^F zBPm$j!O!z{F!33eWL#f1!242lxALo}oHhP+r)HyMdWYa+`B~9pow3Kl>|-zb;^;Z^LAmA_K|;oe<%(iDPYmS@CLX+AkO4pQ$rT7bb~ve(G>TR((bG zn+AH~Y>m%1@7T-ghu7LGwj97@--NFOaAJ#N?r1DvQn|ir9uRKe?c-UYa2kPqTGH?s z68T&918MBE(!J*&nbGwglB*e+9~i-Za2361fmxOoxZ-WaD^;f(+>>=0X#Ksf{>$w*W0Nc*fn} zf&=caK!0Qc$%E}`ps{N#>+^2ho#lVzV9mT$APU;bpNt~zR2e*SzW?SDSNNv}6yxHR zD<8~JR{y(a4XIRo$`Lo?4534me`u#R<~p0$5iv(s-*Ceeab7Hu)1Tj&=BNB=y49Sn zK8(6JCk8aN@K?>;S}Cb0csu?7MdAAE-GkY8l}G=sy_SsUso*y5Iwa}4Ao3`&?{>k2Gs_k>9HxKhR{@uba=i5!!?% zzqt^V!RfoP~Ash@js#b-9Sh6n&ht+p&hk|+YmRZHXb=pi!Xn3DmI?}rj*;{&WO4kyC8X*4r2N3?C9+jfau^J3VCOEQ)n zB1XBSJR9bXrd+lh`U6GS_*W${$iI7Z#L~vdpinQ896dhvt`fbU@Zh*jtwyh%N_Mfr zouyuYj~=}qVaC~5mPkqD;=wQ}F|0{7Rh9$;tH^n4yl#*%X1L7#vM0RR(%8izY^tcP z5hLTbKI~{J_a_NWQtY72GRmeu!AHrHpC3T1Ux}i;Eg6Pi(1);7*cL>l{jk8 zXe){z@2B9RmiMS-*?M!>wEms6?=U)IHgszSLw^_9!Z%eM4UgpVC(Hp;^>0v;l;!z# zO6<+_t$JtL;px3U==iDZz37}LJ~ZzeV)<&VW1taHs7h+%kOt|353brpn^x>MCdaPb zeZzez!-iG4@kvBp_B;J`wukA%6cEAb>8xB!$=(cgBx}sS!N%$Nc2r`rm3eT{PxG+m z-6wI8ErUgR2TGyH4grEu{}AQevFiol*q3l4MD`-3`r|C&pu^y5sQTt%<3)CVqmgJ=qBTzk>jWtsFx?}>x#ZDA;|i|aj1hV$E2h;B-nfBy32to~w;&n|kejh<*@x(hW! z!k+#MKj@Cm8fV6@;HV{(Puz?_x#UHdO7Kx!BWP?NmvrM8>#iubnzlR)&4hb`Gpy;R zy({p_+z!ELIwe})s1b&a!Rw`hE#o@HS$FoLNNIh^cb2pNwzv`?fS#Gtyj@|1BwkJe zo{5j3U!s%XE-wyEQkduJg33#Igpper@}KOqtOHzJR3Tv)h0g>L>(l@hT%vgtQ&vF0 zoQ}NS{*`|`@33u`ssMfYl6)oH&XI@Zo_x zpVYzFik+tn9bLjqMl){fIuV1c=`q>%8X}FULy7t^ObU8HEyz|&>Jox_g;I~J+d68= zimYTdTqV@?_Rz9=9#7yx-s{)n_)paWrRZ4*SoCMc*;{+*9W!uB|EERrPm3dDT51zW zU|!|RX>#O*@eyfy$|)rV$Ge*Xo8=b=&}*Fq--c zO1)=N(>=&NAzhl|e;_{zcF&p5NLajQ-Nqu$W8MzI)DiaPD-_vmRJoJ2&@D7eJ({vDb z0ihhXdn^>xw`~D$^iv6*={{CeCsC_lyp`BC{rJzM0Ga`z|MZ$^V-tCPPVJ+6@}qn0IJC@2XFMTL*$FYjq`DKeUc3gA1|tDkj>Ta zp_-7WatQw90lAPPGxLGEH^MC?wivUKD0ORE_nM&sU=z+Dul+p~DDb%))u3Zkt)(#} zzm6!R{auQ4;q4_jxrw*ddiBEuV9Y<;}*NKEpEudq2B133v?>AyCma`w{ZMj zu{DFE#1^;7z;!fo)At>08Ssl6l`oNd2a2Y4cTF(O)I1+SCJw zNKdZ?DG84-lnjn_2N&yQ7}H{pP?&nKsCV$1BDc4dRPR?xg}=_>0slVal0R5W99h8> zQ~Klb^w>(Q7T7#LsBDi4^G;^Sm+Lo0&@Hzl>vEioUTWx%|0T{;uU8gHSv}CJPjfnG z_}v?Pyt(aBZu4RKzA!X7sn!RhZxfkIgbsV=VwUUW+Q!P?^xMTT=c=2I^`pH4G!{ii z21hXYtRGyFX6|XU0g%F|#zI$66RU#!<^=r=85MuT&7XX8R7g7nxd2!Gt;%~i2|W7jh@MK9tog!e!u9mf3A)Lp-tjnV86 znJLNy?iKMdm7B4zeNZOU$TCeWsXC zR@GOX&$^>Lim1-L({t>BZ+mM?G;bOO=GMbQH|#^|9{?yl#{{iSTvby)gBq}YF&=9< zN?RRfiA)-^XQpDKrr;!5|Ix|Pg`I5j_zR_3NV&!5w~?d1|4Z8P0$e}*WXQErgEta2KQ`K7YMFa z5NXU_6U9OJT!@Zvv&oHUbGEyCk7ZFdYxQ#qgI9^gv=m-XiO-m5q9bC{+Dz6w>i%K1 z?^}xGCkGn1LPrAd8_HhakTTh@r}u0U%*VOn8>q=|2b)`*<2-ulg8G<%j~kM6G7!)` zyHvIj#FO7IFoROT*#w6wp`_B4DyD3~R#jjfw=-?k1|E5dJgC+O35Vj~EB!U3>X&ru z0mZpu_hCR3usNy29N?OpzqswitRD#bQFer7X<@62e54|u>4Z;OtI>W~p;1jm=*Pyk zhpXkFz@L-Wb;Zx+11B1Kjw`@h{BEC(tx!I=H&3jlnlgMN%|T93vw?D*DI6+4b!Y`L zW}Oy&3Q6i9Gpw@`1a&YU;`a&*gD7Y!?*Sro#hO())n}kGk4NOTrDpvE(RB|M_6Yt^ zikyg3+Xfkq6Dy~l^w}|H*EvoYm>#S3VnR5iUQb<}+7kF~FSE1_A;Ev1q?ZmuI z#e|A~4T`$CK)E1}%l@7Em^f=?&Mi*F8Gfz2D)hqT=^gIf9SEyzu(%DLd4*~7@OS#! z^LII_$REnT%EgGIDSbyUm8XlU$REnT!l4rSZ59J8U(c5Y!cvK$pMs~J~PRBKL~MonlTNbH~nLtdi5bK_J4SdbAs zjC#L(6exR4Q?6Pd)y*OKL3gv}lv$A2W^h<_xKE>r#^`idpPUAugZTnnHcZ^6UxZ@{GAPM-L>m* z8Ct7fkrW5pDXXr3l`Z~q8$;V6?#0Y1bll5T-xL<~UCANA5`}%0g}1~sIaU(EZ5h0P zFfM$bqSAt+*8nM^wF4PFt&O7z`vPw?xTuDM)&}T5Vh732z3)%X(Z<@f2j$37le&EO z2)|89RL*p@X70_dC4(JllJFAF{m~KdiP29A7(TRrNRAF{SGBL{)j1-qyJqlY)!FwOzA679~1 z_wz=&IwA4yl~2lrmapI4?I|DK5g6PH?>#}Yq>RSbD6j1Iq}y9siQ3MGny9N%4j#&5 zJ|m0}hoXvcw;B_Wjg*da!sm;E2u1fXAyA<*$`=%3Ewd(XIMI)5J}!4%0sjdA_UxB; zO%v+*7+Vk0f8t!Y7I-VH6SwnIQq^zbs$;-LUpTn_6ba})eQ@y*e-Kd&A-L)d?NP9M)=yzTpe(o3%hh|2JbL6 z{B=WdL$!p?uxzKg#@UT)GrtLPwY;JD=8_ZQ90K^Ms9)L@25^@Na1$|esFC&1T+idXA z6N3#MO+d^c-Sdq?FW;B}!kkWx5Xq; zuB=md)Y5sflkb}UCw9>-3HdXP8^O~heigF4GVhF!8W=aW9MwZ;HlBG8o&_2 zn4JjT70lxMS4i-nQpBecMw+YHx(-q*b=rgJj)o5eoeyO^G@v_GMj3K2wxwcpl_s4GS ztq|l!m-X%Ll=n0Q=*R$#BB&&n0}AR9=e|QDtyTP3GrDhRQW-=^vpZ=Iv+u~9E@%8$ zk*0}B2m>~&aG6KN@r=S3`9k}uHCcNjyEx-2%L$pYVl?MYH-vHPahN3ibydWhEKi9j zxsnINglSmf+_TvnItanGz9F`_ZsDwX0E^S!l#5mZO#E|KxsD>gC+T|!%)$6}8DdYY zzvFK74<>jRGvCjpB^_b;O~X~AZF(Tx3_`T@HJk`Ayq$o4Sx(4-ySkD{7K;Hz&@xVO zcWVCXoS+r#5Hl1=bsn`|jD;za@P4AHAIuLdOU4b)kYx18IZNCL$pK$8JKc!I@R<3% zf;<^EIFdttQi+AZA?=mx)Gmm)Me7fCVw^1fiu`CzIKH+~Mp0Z5 zF>mN@nY!IsFDRe{=yvJRBQc_wf&>)^%NAS4)SO0~rosZKI=EtBXeo2c>eWoEkNq%H>x$ zG+8%>*a0OpTv7;mSH^+}+y9{zC_9I`n5}3n$%7!HXOoY;AvGKh>v%BhC{^JvE1R3X z0x3PC(!#z(;>2S?$u{!j(DWP6tz%E=xh1XwuYR-J&be~H!+vE8AAO1UyF-Pi+ zqLgF_YP%v*omygw1}n5p#Cq825BymP=!yCz!;oVhM@DA~8a1*v;QK;?+#K($s-cw(BVR3N?r8p=Yg2fD z$Ch6E0-R>@A$egEcy_@aZBV{fS?mFzO$JV=2}A!A{<7dR3L@vypASI&S;_@@>{}KM*n9P%_gwqkBOY4hH*Wrv5t-mSs+0NF;0jyd&T3*ekUe}087{7Iu*iWlNKNNFUrba z_;1w9Qp!xHXPE~e^)mYm0$ppovT06V;7b3!dq69@bA3UaEB?%k=Gqq?Qzpv?>ihSv zn(LzV^K}zFW_$--n^2R!xPT+rHz*2+wlkq+BM|gvsR5cpdkh^kDy-%Z6}^}n5`ZSI zrdNgD9-ZUh(a2}FG1ty3QOGfm8P=yB4dJ)nhtYhy4j;qpqmE3;*wqgMQBzep;0!yA z_Y*CLgulJL-rfC0yitIMfhcoRDHvj2tlY;de*k7~m8jeX2fht*NLMj=c_^)T)Qd4Hoi5Q57s5$9W5s%UV6}MuBT!4~M+< z6NIEq(wp8>2>0k{%jJO6Pt6x%Z!|)m9h=?9TsGso_Z%;A34M8#Oj7@`()u5C7$VPm!95E1zf5uX1=S=tGIx%rLx~hV1eanDBoENS9zy9@g=+qW z_?G;z8%=~6YHamgkS77~inQCn3U!5jzUCbze*8!RBTJAiq=!BPo+AUZ;qRbQ@r1!1 z{%jTvS$9k3krg7$2`O2HqH;*}yC+0KxbKiBxoDo_Q+&!Dr(oEz~ zMhCwrWZvV*1Bn6_93^o%Lz>7sH)B+QYHVN()BY6JGM6}HZ(k+Z5BAx6!T>os<;me; zyVtv7Ov6ozSg8?*61XApfBimWCem+{SLkHfv0T2dyivmlbUzaJ6oO*?60c|vmJoEX zNA|8kH1}X4oAU@UO{-*PiW2#7~2L0hS*( zzziVrX6s|@GvC-?eQ$$M578jMgTEAD*k{1ED6s$2`}zId3~0F3`8xYr1L#jN>^PX+ zZ2~kH-upTTkqveP4t^FtwE=)ttZVlp#9sf{pPTQshow*V?>$Wb&imO7;ZENSpycNa zF!o(HR_gw-{qy>yvz>ozVC=W?UG`=05r4PW?(Zc~3n=iWEU z@!xWIFzCp8_|$V3c-w2y@9&-VjsG@yyW7gYA#B&*?%Ve-{I2;1yo)?D+!EgTbNa9N z1_1DWtbPPO^KUWV0004A|7JkNQPB&-6XB=-hz~G;_NVP<>dXDZ;H__40Px)okOF{y zjeYce_nr0u0C(?39~5u?FMG#*TmBmWaKI~|?A-sc?;LR2*A7Spr2nu00N?qYfS=xD z0Z;$W&jP;=|LU(B!n%1^-0H6tUE1hu(DE{3Neai#VDJDXL>NO*(dVIZ@*FqVF5JOG z5Dtd2Ey>O#Bg|4#PXgz>b^_-~E`9g^Kz@Lp%c-@&@BDfzTawK7Y~7T3(04<$E9p{u zDm~?nd5EX$zoX;5C4L+8dDunpszevl=OL2E4v{CswN2=^;SiK8r(|_6`D-xscGY%w(m z^hBXIModwN6D?iuTzsKj-3+$E5G?Y55@I=ArywG#^$al78|E}Pr$3ed4HXqKvoRq^ zOEQ2frtS2ChjkQ!s*}%Q0O|L=Pwq)u3zBDNZ=tt!rwSP7T5C(mNFF&{^CZiE1N}k` z`nq3v{vKDd5E9Y1<9$7>TicGuX3UjSr-mSP4g1lBqp!^km0+0gJxqUTvv7nIQsK8j zI-2*bP2ve&-Tzf}lrLHuu3^UN70>0C=moDxonK+T7lqzuN>)a!u_zCdAQ@qhV-Y8> z?%aB4nIvMs=r(k zG?V`Af8qE7$2#@n>9>gQAC}9ICPy;}+Bi3GMC}gpue9{tncj`C^Gqvo@p$4zug<9! zF8?PoM$@Tjti}|>;q zmt_H6YZaU|=poU>`b@|`{6ZLV7>sctOEu0+FA7o9ejS=V2V10Awn1#O0CHS42vK-l z^r))O-O?p7OS z5FKcJbsJqaEU0OJex)8ekhrAS%1Ahzc}@0pW;K$FC<)d{Da!bqn>jvQlv}<$ zm?(W=8BzOBlwP=+=c;Itvz*t7);nNlf{x)wa3LDPv8^B@ScP+3#_~IXv}`X>d|+0f zbdN_@{~&Z&* zoBwaj_G;GkCVz1X%8wjb*d(ZDhg6ebKEJg@tbXX23ZRwu9R3o<=(x-EX9*0RGKP~H zSzAJfgoHGFw~2z_QOf|4Hq?uHUSENlq*eK*nI_yf3JRNdaJ3T{NHwfUNP_i{2$u;H z0=g}Zun?tw(UX3X3htJtH`?R+a8a!5Iu(QF_Zh9+Gxr4Q<*5hEZ9OHB9N3*!uKe38 zI9T)1a!+xrxJOj;2- z$eJ&zZh1MaX-KOwi{=iqwwEp+W2j`z|9IfwuNf;F%BoJ=p~}l842D0thzeujKzH#} zivyq>Pxdn%M?j7UIMuAs-7h~jy{1xu>*V_8A>3gN=6yXJp_d`q3=6ZOCsTflxn9jm z???3X+Vot8*t#qKTTNYDb#m?4^sIRC-gd;)uu8l}GnNhHRmRo=w4=n3gL>Fs8b$&b ze^Gu@;_2m%nu_%m-8(LzA`&Uf3>}qWqH9oo)@)NHOxN3Z6Dy_$8gNhB9IN7jF7wn! zADY8Mwt`!0Wv4eKuTnpdbI)9^uT6H+s*&E=9V37xJ5M~oDM&4C#wx7p5+TYAI&>5u zW76a|WvoGdiFVwA4f)f2?7c|t;PthBh1apbR?ns3!h#7i5WQ?js$Rwa#I@mPDQ{$X zF*R&823=2my6oMZR{I??818o6Sa%JHw~L8EH`YNIv+){A=>5o zOUbg|`}c|JrT&{f3In2`3Dofyd^unMl-)r}oKXHrYc1bcjW3_(_;To{g5$V5dxm2i z#h-mb9yggCZ^Z!pdDkHMOl3!HS2?4Q(F<+KS@(T60>@=5-NsWJRVz>?k zr!OJ^@sfc!ImVpa$%+`1S2?Z838=8!%%AJfu%*U@Xwii} z;dZFKih}38>G0sh&ef2xZ@1%0Pz*M11ALM%?;_ibq4Z&hD3C?3^bndT-}UuHrG6B2 znhFDMqO^p}IdD#e!$UB`;$~0`1+JCvZ02N}G4C%|c|N_{3Lxp&+Bkcfj#PVX-1LRW zNZ-pj1s>!BG&pD;zM|Z2Q18_|`9}T{-H{uT^SS{o&|e#bh&?*j!Xa@N=(^p}M%utS z5aO-BO)Oz1{q|2F@0SJOMGgZ0@+Nz!?)3F|16orU1INJ2#K;Sm49Scs zuzM>yt|BZ>)=_cQ-fcwq_;?5AyC)Od$Tv3j@j5v$8EA{Icq>76D>k3Sv5ZAAP%wyV z+aMd1E176;{-e&j&{~iCPG;PilYk+jqah!5^TQ6D7Y&Bgl(p(3PIP*Cc?NssBcehh zWhJbdM{-bhQ6L;1to-~*kiCEDjfTWMuHmMf{(tCFl9|gb;TZP>;)AE!z zxN{#0J6dWSuy0$4^obFV($H1;G`8pNgr#fRn>Tzqu=u0xDxL)QD`^JQb0orHK`i>= zKdn}}bJr3QfVIQx1Xpj0mx4O7I`$wk>@W*qTn9qk7F5E%laH!ITOi-s0sfDP@FH96-GLZfVso+ci;RKm^t)NxalX@4)=-! zFR-3dT$91b4PZ_GSHr03F#KPdV;ZVJDvu>zu+5%1A$Zs6DCX1ZeaY znBeX`L4rasH=Eb6Eft6bgcE8*|D~`pNXP>ov~lmmwv3;W0d^YMcGet*1T+k%Vm!}x z6$fW_NBUI4CqKvKwLvz;&tdsf*xv__(pCI&(Y4>N4~6NB#X*@XK&|sSiIgpwr4P zQ}iM79=^~SVPB?zpkF9-+6?ex_Q7ymBG#MM<9L^#nf+Hx>Gh**ZCNsqptU`9L|yo$ zujBa7Q`0&SF6L&-yJmY4c6e@R4Fca?te5<@y}~#3OlnVb)#ekFjkRp>qyASyEZNa) z8bfmsZ-(sVepkHW+}L`=3x(OD48%sBZr^s^ga_9$5Ok5ao6<~+kRa(==ZLNcM!_X- z9%@V2wA{*h;1bA;x3a}~k^=csQ!aTwn`1|#Qc15?`p^Wg3eC7e{&TC^0$*Dr$yqm? zdiC!pLk(9jL&IAyqavLO(GXPk?GGnAt}v($k4!dlFH_)>QB089hyJhGQ&U}B>XG^m zIrFOZx6){a4J2W~enCBGCr=7Xt=-FX@72p@{XZ#pNHt)O)kcW=s@dPfOYRGLu{AcV zGlvIrYPj9xBZqQQd*ve)7KCQ?-=PC9GTs$OIi~G^48W6-9KOn;a-F{})lG`UarnPR ztQZSVK4N|TN-Yz^{?}~&1HAeUmSe#V1+k*~PQY91OcWx`px!^b>%T+U-ag^0S^i2# zNJec;YBov@L7tIB?tdqq|2!H30sR2l1Y3O#b3>+M?Vbk5$MJnQkh+CS;tDD>;A6Gsw$v2}kf&Sgq-l3NRk1s5#|6q%dn! zPDmeW0|OLhS_y+u1z-nG8)67O6!+TRm|$|uXW4|PX`&HrAM&w_iq&r;h2g~Z0!_x$ zi@_)^cB_a&59QfPP@jZdy4IHhfAcK!#v_}7UG-Z<1HFfhCyslAX8>!VL| zu`r_<6E<6I7Y`K!M9lEUU+wttpP~KumfAG9ESKGYAza|m@K8aIqSs-n(sw#E* zW4Cjuj5h^=XM-kJRS}sxySONj0giQh3xUs=#x_sFQ5js!(=t~*)EL>S`AG?ewZj(r zHi!FH+1n7!TcSr3bi>BLml|!#*_gIE`_X{XiuQxy*Wvi)BO9SVY8UFk`)Fj6TeH5yNtg1h{u_HUQmTaY!D3;rG}Deri1Hh!fIYHa0ZB` zfyR`_Kfl7EoPcd(7%zv152FS9*|#fZK)&5s>F*yyJyA;wEwO-E)fcqD@az~CM*03= zTrP)srqo0q;bELvUQ8e{?OIXhFWWWVJLs*ExB;>?;;)KcTss?xP~pR# z1IB|r?i^$-3cFJ?$C#;Qv@rJ5CvhzvqIs-g*=LS7}l(pVx6Rqte&*-V510x?yUE{9uOQSRx5A= zyumir1)IN?ANNGxCZAZJIHSPmF9rv*%0+jIBcYCaHVq&@Z=~^_&ib54qX#jAVT_bh zaig{|(gf+Q6UE3IMsiVO;&d}MR;FK5uTGjY*Qd<+O6Uq-p+m0#^~unK;!>)(-NA3x zrn`#t(wCy!!#i#1+7`e@g4D?k;T+Ed3TKAM8Y@Mh zwI?n$E_NGfn1n*fy)X4f%yRX$yqO^(%@c37a<4L~i>S0JTmB^KeK*m*+*FVIS&8yW z^W!PYpNVnq&}f{~{VT>c(d$HgZd({-)~9cBJDCH{38{zB#+sLu@56X(xIuruU>w88 z<0KGEng<|K|3%Bz>BR+{~D4Lp;MfNLiJtkcNxYHtwJV zc4_~lS~r&L4{&1U_w^itjTx286@ho{2=QE6Tz2_yb}O*FBC(zBqJcU0{Y@n&V+Mj5 zr*_=G8<$?^tb3#B=pibJk8AcnzM=q7ShI|iy^*NU$zRnwI@BJwpiQHns~L=*_d7UH zRq4%o@Pnt&Y2P*mJZH%CKkQq}er=5}ol$sY>VqvM$#ph~yeVFw7Do;;u|fKY`v^Gm zY^|~YYR4q|v7mOd+Z|8v!{ju}bnYiz6eowB$AvI<`xs=3U~{~4QuMDg{U)V?ElB(f z=4D4EZKKm-0ZTN!JcyyajTrAON?M1_UljCQT)(m)cg3#464q*rvsZQZEx&t{o6AkE zupKUA{8c+Y3+8z0j5k@fomqulP$)-B>t^|~3N%)4p|dCYmTmAt93M}$tf`*>V}CD> z#n#lP^JLVZXwgd&>=kvpWyOr}4+nstrAr_Qwd=FcH9K`x01WnThF?X&8l<7&a!qg(R|?eHhCS#%IM(d=MZrVC_;;`6wz)XmP7l zGr}F-+ks=SP85Hgn+`1oTL^IND_b@+rph5<5ixhXML)h*w(Lx}Ahu^`ys1Zt9nIWSiz}m>N~BR5vF}B!*Ah2=Xc{;@wQ&PxRG~aY;Tjj<6C( zsVZxglM(N>dPx&GvQ~zOso_xPK|0g+ClgecuIX1zK+^ddQOt2Xe}NIMco(OG|5(uik!=7Fy+0w-#8r1dpo6 zoUVf_?-Pr6-iH~H!1YRFvR1M^5ux4TPvl}c#hTV^0zZb*?o0;1snK%ev zW9pGAjWzZ=x6;7)Ko7-8FTRYTZ&-sA~_@`q+ORiA#>- zCy~itL;@%22$sso^!Gw=@?Y7r^IizI#I*WP`8q}us=aK zq-o{@Z~6*hUleA%skC52W(!}i@?$u!-oWAs#UNVXL&sr>nHhIM_CUa>`_nH!;-poj zE08Z{6?8v%pt^HI0a8aG%g_4Hd$%klM-b-pj?dK6#U)*F+fz2G$S zT6B{nXBRcl7@+Pz?9>QcUx6&;8Vc9oPR3wYU`4QnjmOoF+<|XmO+>FkbZ=bg3Hl zz&sV-!y7##WJz)iq-)7M`7;n0}6aK+yYytsyQ`W0N^V(L$_{#Zt%{wi=C zK%T=9VN(+bWw2R=B#M2Neo9pA9<)GD;7cymw%l0YDKlg`C8hhT4-Qe!l(RcAZ>Vn* zT6I;@jckLqe#zM2$U}WmbCRS@c$xeLXCcZM{?eOd&-jNf_+kF|kHnzZ<6&4pSB1V$ zV1KxO{@kY0)Gr3*6npZ`oAOS*1oM~K3Y4oCb~64a&4fhzJgfyZi@>5@`%-NXFsPm32b|im=0aky!vq2ch4nnu>6z+k2&%Hmfnp62bOj zPz7VZVJp_DPt=A>9+gvKH!Z2i7^{B+&1*MiOp5=^4!(7{p+(@~`$QIH@JN6}78PFD z(A*e#vRBCZ{RsHdO-B8i-Zg59`)fC{#)Vv<6y+`5e2?}fwjW_Ul7iTi-X`VpfOy%a zD;9~Q7JPk);%Mm#P&AC6%Lf%C7!0edtAYzZ(}=b`a|s`Bsj>kUo*Xkik+Q+oVcV zd>b3Kpyr0=nWz6>$Kv83nzC@M05Fxijdd8dhfqD2;jR@5vc?&i5Z(WpK9WT4S zzfIB^0e9ZH=H0Wn8#p?44q$lN+fAaRYUG8RE{?LXDiZf6`C^+kx1IWBw>5W?+%;+r z?kl0rAl>a~sBr~aF_vbcpU(`eg-Cawh%u_IK}!$15$lRwK{+%v8qcrmg6x(V+7U_B zD#sd|eY8xaHHz4aHov-Fnk&7{$%FE0Ni!W2&or*@iGRwWQrsEwIM$<1w%Hj7sKj#H z9|HM)`kz}V=-0>WKt`-qm4ruJ@yGR&#NS6r=h495xZ+}kTcwnz6JhKLdZ2v+FWpbC z2X#vv@nOsoG4Lrr(GvDz!$0(ZtW*gzJdOW8myPpa=H`w!t7VwIZ?7Ga3?1;lt$&UM z%OxY2hbUpMum1X2uvL)7ny^~Xy|wgF@t_LR5^5TDkL%8@H2S)NfM0p`Ow_HuIOEOJ z*LZ-%@u?i2{i@?upBlGB>HLzM#f=#nX&KuQG5af(%wpLu~Lj!FnCUhyz&% zTSnexxvL}k_o)VYQ}K;+W7d5UV-6!Ckjtc zr0PBYRtjZUAAymAoPsH*8&XSax*Y0pLbX~4C&cav+@1i+)P1Q=??+S4l4u*8jrZi` zC2R(k{4C}haaazAIHsM<=tT3)-QIL$3GH*gBUFLSTdP1oZ}U(*(6k(35v^JxcQ=vM zj3r;YJ=s*qsS!~;L#d=m#q{)8(R5n#;x!<9E@{;Xb~RBj<#4Rwv^K7k0wZu`h7@XH z35-_W$hS<^djZ{;Z`49bO|HIjg;%z;9H}M9yP*6B3-@w4iT&}c&0=JMO%1qq|BDQ+ z?VSsVz-tz+m+gjNJ9NS0-5Nfd{JP^$kwsC~ znQpfHspU!pjS56BzsPpk>misHKJd#3X1thB?lYUe-H{##c2m4a@*l($B^RcJo@DjG zMdggXP0I0jy{;RXTl4IO#|_DJggq4a}<`_97`S(gBek-PHq5H0WMm zq&|L?J5~GBS<+?#e&8s$lJeH)u|Rzi9b}g&BFq8GDKpi7bM|p0AcRWUv??G8;rHxh z0iI9saZ3Ehpln<-ed$<@>2H+a!6rZ$_EO66kI46hE8y4J3o_wKN^My6-7dOA#_s(TX@l($X7yAhyi*sU z)zeM$dm_OK4hzx58_g|ra~N$!4-;tvhhOpzeYTdV?KnDbpP;mK^z;mg#*1AiJdM^I z$(h3bZid!1$-u!}z~o422ja4&JR%HIyj$^e%Us|Oy6J0w?8*$%3u-A=Fb-yEoK|(gG73dcmZQzoJ<2 zSxS2}jp`{OB`^G#cgmNldepy7HS<6s#=o^$dz9KN6FO7qGlXSl!KLQ<0U1WM#p{64 z!IaZHF%s6)t|LyHTvY?q1i6ZA{s2@&vOl5QifcXdtPwQ}1TB)ObW(pqLDfFOb_OOR zsfHF7uQ^YbW}BV`8TH9YMpS5mB}Yg)01;FWNLh0(#`muM%_Izrxm9^1$v zM(&sXcrx7S;&{k%vStZ$?kM6Nb$!_z`n!E~#X_(6fwkB27G;QM;a+CqPu`%K#4j@b z)>O9_^7!m2X>uuQ_d28dGWx}DrQyEbxcBpks&Zx3CcAqteAb^!m`Iqee`rR*-x-7c z9G$KDjqh~KaUK(92FhTFO|a6c@`GE7fV4jqP?2#&3}ln6ede?LeD?zMOV5*D{0dQM zo0#);QzY?xOT2;&8oZ*AfuPGR>7(K{dw-Q-8 zHDgAmhKe-x-f@%l0PITsu^000>^lZ!pHLpK5X9s}V_*I+Qj8Q^zl_M00E3lZVXYsF z0b(F^Ul%MmX?C$%xY@F+G(IsVaJq4X4wW~)t@zxl9T5VWYqgx zBfWiiRf~-&kYg@8moSuRHH>+duA#@~T>44+Jr341j|Dg?pPJ9b^DUocMRmS8%8Rp4(VGIj7-Nd<9btj z(m>2Laoty~d$!zzQFOg#Av%&$SCTR&799t!fj?G*s9t4h{&`PE9N%HuZyHh$)ccJg zBl_#dDHL+qbu zP)&Q)91llvt|dcOccc70YQ09XzgGXNFN1j)-&Ybc*YDi*LHW>RRYwqI-HiHIka<|A zL#o%;xLa|*LWWVX9Bx~n!g206PE{Q@s;)M=BPbVTB!KqrW(S9Oe%qTDII1{_R&TkC z#r!c8=IKW9`_4WpsMkVT?4-F;jT6c%08=WPc@w2taT1C{;^>S@^r7nY4+eUC?lXY6=V{h8Dc;5J^5U-$k7b%y4*ZSl^seKdFW~g!O2_ur;2<3$ zeppNwM7k6r4kxR;Vjyw_KP|OTV!@<&$Srn&m0>C0TvqU@Y=KC z6GUWzFp_6!Zurd@HZWFOHk`P)!a+_8l)l_b*B9DJ1KbyTPFmnh_7`3@*0FxhZ+9RW zYv)p951v?d^@k$_Ld({I@UjJ2KiZ&1=a6Xs7*~rU7&tq5kfh|`J=r1QD+?Fll}etg z{suHGX`vCSKoe+-3PI}CK+@O!V~{h}oR|HZy*K97#0|_oZ2A0+xmJ*)MbB?o+b1bO zxl~CF$2|_Z^00!5>~ji@Q$k5&0LPCu%q9#>EZ*%1bJeN~l)-^ZI`EP72zyr`=PgD8 zngv^eO(zQ|Vn-l7{b_r#EY(!xQu4&}l_}7hI;ivp3{9DCIE;=sAuv&h&yD`QO|N|1$HcYQG?9DJoNh5i!ZjoG6;>lcDL0)rFdLI zMvw!jWukR%3!{b{>ANAHu#b6!<>Z_T`CtUwH1V5`D_ zIENw4=!YJ60+&Dhk@5%X3dz(rCEZ{RD5fM2wlHt0R zqhSDb2qfrVxN204_&16oI2a?{E!8tQR5*BX7VYr}726oTz*eC5p%_P)sE|wu+?pln zrP+rAb!s+-~s4@7+Xae#QG$0217FWcdJy?;T;rh7M4AQ+*Rg`PM;GvVn^D&on(^UXgWYc13kqRFCfqKU8({&@L6 z5fi*?K9Sy8NQ0koe5NfRYB*3aK=r&Z&f})X(j!hF+MGmXuRAqj!IQy8grEUo`?ykP z^{1LT^b>PaP~3yD;_)=q9ukXURFFc~Ts8Wp3PM3SLSw#rFm!bSU)<()UfZ^S*r%h9 z!{06G(dveCP*OdEWCtAfFN=uqWMiqah>gUrt~kKk;5XD`6JtOy1u=chAV39L-b9P zgCn5L@cotUgVHTxc_8U(mP(?|d7q-r~Rb z5fKWjWiGou?;KJsOBd{oqg$m+8gOmA=2yO7IPHVB{uGWwP*Oa6#UMG)&;$(`reS~bt&L^-v=LLWIRuP z#1>>t34nwCQ1ReZMTuITkt0PmbK!*jKzyJpz(?}o%n#8{*++8ExA2>H+ef&w8`hnY zaXgnMZ1ML4N9!jZ>60F_W%Sjh6%0y^h>B+a7Id2V$tM4(0`dV*(x6u)o$2&fm!}C>AwWR-12d>5z=h){t z0n6KgDrP-8rWts<=KbOXDP{1hH$qK#dpblNex{biq|NrQ)Ov=BtF>i6hQ}(9a*?MG zi351=xrt(@!F~7%YWqG|7_$N1c3HGTu$;9Z4i15Pjt(h=F9vpVmn)DIPZ2V@VLyS7 zFV-g@b|VOm=lb_+v0+bJ9L=x5YDR5PN5Kl!zegQ(?z3J!v&SR!I*+YIU5!NjA6b03S&oOQLUZDF{ZmgR)+tMawL z8bGh4J78cc5#o=?;A^Z8B2GNs!7h-n2lG!u zgYPtLx}$uK9EC!q-PUMkgSIx9oTN{a&;Dr1f(VaP?f@MI8ZbD)KKRTk_9}NEdpE1fiNNy37 z!Q;?y9@ez!3M{ZEURCn1LTz)Arw<%H5*hjF^(*?*E)Y3kLjsc`z~??qb89x)tGJm( zj>R?2* zO)+$q;zVdS9Xe^_b#vved69QvV_MGS?m=xF%L5DvgTErn0@iMf1PC2M~mU zGq7Ds$dp$U?!#l{-Sqm4K_h)?V! z)>>SkX_89OhQ`22YUiFXQydAOU$_VI71CXeJpGQC2cRmomlcM47fyDZoKzEJ z2}T3+;Er$|&6w0}B_>S^+{JVuGPLs8kiad=^dEEi4;_Df zcy7YmS{bDrXKUP9$4ehU?3|A9cx1xKVg%exS>0kv7hy!7E%S(<9-ntL)Kc7jeC85F zk;IZFwm{|~Duw$EM0E6L78(`~hK&BN`;HOo{V==KTTu@Rpu{BQ-%T@;)s{P{GN3os z(0sy4$!WBb!%j)IS>*?rEEZd+ih@vDQwvX}PVKwTy2NnfRGXr;UF-aLaK&!7&i)1qD<8`)p=>^{sV?|4&LKtFORtG~$jUmfjWJ+sv%wK}s3O=LvXny6?l_pY zYEY5hTeNo#L#~{t57C35)#UF)C-Ng1A_l_z(H+<*!!{P(w6v}i!O?+wETmcC0O8ky(|3x`u7 zAP4cZ5WduaDVMR8#S_=QpcGaWg2m^3arldU4py8DD%Tyj zv#mY$YEqeSZd87mB8y*;m#z2e=*59O2i8lIlk9~iD1+~)55;|t&qk(CvCXld@$I7{9Ni9z*0Bn|G4u#fjHwd=sx-4465T%QH)fdS= z8}I1bvw!RpI%=3E=Nuj48y0_zVP(1r=z-%&`GKs>Ue#iVM|xy_G5*rGA~LtYs2z&V z7ma^a&#_0?F-bb@kqMmrqinG8p!%PaBL&v?AyUEqTB;$xb(aii@5eR`mpgOHNQA$r z>gxEVF>MZWizm})=P}G3pij2X6+FjH2F>Wgf>X}P-)(VjE^ zG}SXe1azhzkNL{T@;o9?eZHhf9hO#>UFqj|<#`2>#lH3rOFRV7h@CHOOEKHTj8Pdm z#a!pk%k7lDr!}GO6mA#$sN0bR6N-KXXxm@arBdMF974UZa~}nig)ovRZHs_f8{nB) z>W~#SXKiL8OU;{uF*-3|$~NclvppNrIvM%9#GvuPEd2n?m`gkKtT+2sTPh4OIJvmm z&yLrHa`HXzQ-^J+(}{@n^r@q0f`U@wtLhg!VPT$WA?ZO~spjOC_t%5*6l{(>j3+Tj z927^eHLkL*H&EB+cH#--5@^C|4@-ez$E1ZfnN3x0txCx^9S2i@@smLd@fsgA7}*m- z6>YPoPzNSGr3zxXj0LI3QEryyz=*>56zURAANo^Q=U8>Wu^tx2n?(A&@3HN{jlI|* zuO@{dNmzgKcg4Nz<9rPTTo(V10zYlRCau+F;7qde!&*Q{U+jiDrwS^CJxM+#6!$Uw zalWGfQ@0E)qI`Akl@AB9Z;FiZIGRjm^(ZjgB%)Y_AEiKrpBR*_A>L`~kX+2ZM{qW7 zkXUC8zko9D?|*mNztdXM`4jojU-wnJT4H=k3|$=?l=iTHBKgH9AJn-Q?4bYxH03~d zRfEsjt+3!Q;I)fI%qGw!VrO&s+cPx_#*_OHw7h5p({ZsO~bf*Te?*dfDUgl84 z!T&mu=q$?{fzV`HmQ=VUMm0*rwsN!sMzzJn%=0uR!>;DVuwGY{mQvSqtR#!vL^k;W zv_$wAn@R07QY*{FWYuBHb_l z!()wMXF%AGP9@lA@=?tUbBebS19`FCNhg%AK_|s0?;HvRT!9-7_gDHd5;3Xc=~Hol zjWldEGT8)KK+_K#`p!NTB@W~Q#);eUQ!_%b3_mA!r%p3>sL5BOP(8+oJt`Rf@x z*iQ>`mN+OheBLyZPXDPqACs|VyXd)7_(1~t{faiL8$*p?NeM}T| zzx1|v47P~M*8z$RS>JWE=Eyl_X6U2|C z3)WWSsxTT4St5gMA?lmoitj;iI&m3AK&9CCkLnz~Q#_{-mA~q`S82Vo=bv(ypE`VM zplxd(@N)dK=-naT;xs{x;Y#|dBz>4jOm!d;|I?^%fadB;)2YmB0ckRc5n8{xB8Zt7 z64)zp%q-|=XIYt+P1rn|i3pFrM*mI@~vy zZKn#RsvGk@CH!9^&c`4J9uEr9pp73|vP=V_kh3Lcj);JO(?pCP*0q&n`X>MZ$CybU#a*4z38e3Q-wcP-4*6gCu zGgO!ldo!<~&z@$Q{-|f+8TxK7(2UX3p)wmJ#4}A)M|ysLidJs;bD7%kI4xkvN7rlD zLZHcU8<1KJyL~>LOMHn8pb7)=zm2L2&?xLB-cD=*xMb6)*yt<>qhgGSOM_fga#;UV z-s>zy%q!%UdiTYdnZLXw^}&`X4!Pt+E2H>3s28OS4 zbKic2$cVhmruG~%z1&mGU<=|$O8%W*d`{}>Pfn%ZA#4eN*&3Wu-y|n5TD?D=`&!*9 z3x2oR5Bt-4tqr!9Tm+T**4-cownP~pKwvnJl28T7m=vOjm3HT#|N5KE%_9faI8LYR z9XVq_#yD!g5|8=%o?Qp89Wt94l*>P)u6xhX6y4RiQlF-Q0z+@0AFaY|KsDl6Gfs^Q z9l7hvhD`g-t0ls~eenqW#$Lax41wnp%N!{5iD-=vu~WhH)+kZT_Q0%4e1Gt~{f7#H za*O-VtEndk1z_5&j5%zim2t&0y^3-}%}&JCvCm*UGFfla6TjP)*r-A0ZOK6gcp{|! zz;)d$Hg84gkvl;SV_e^f_G8a1OT7gy<(GpN4?`2_#^=E9k}BF^bRdB}8W9wWi3a)E zMS4QRWG&9;JNx3Z3^{f+h3=0_{;rXlzIA%<6S~U93GadVcwQFmgP5O{w5~5f#~@?) z{5%#iQ=(Q=F3dgnY}c)n`Jg9c6@h-_t_XL**LFKtaBn}XNUfxFOyll>6Fs|p3Z@gZ zV`#d}$r|xu7OXa{K8qSW(E>J`y1J~0R@Rq<$HTIibi>D|)Jwu8Q%i{Lcx60lgolnw zG=%-rKsIpwq$pB9tl$F?6uT9os1}C41&Ex7GguB|zH0 zCeAGX0762IkO_vus12jSES=3f?g=dNdpaPX^xW|80nzk4j(-?KY1;##jItz?NV7Wh#)-!1Las|Y z#e;`OvA#wL+!b^b0VgKoCe{!a5pW2Y8G0g=1SVY7yk)a^0SiZZrJM-tRVAFJPFxc` zCM>sYXrlK@VQGH&aH2Ld-}bqQ6^1QtBEOM4L(9Plck6FeuT!U?n6T87V#e4&kFyhw zX@IrG#8PpU)RU2_%@KQ=dIuBkWG^ljH*k4+_!3}bfkbC(yeFUm3?k^XHIB^AYHpir znvvG!+k-gn{&7b47G(Jhjr4H{L~vm}Vjf_*gpi^l7Bvy4xXzL9=r6qc6*BwHMWqG8 zY8C9ON9e+<@?g{~lGS{KUiWddVmKauBr$kJC*GPRmeOvf|IaPF^`|o96DY;pQT+Ih z;Tqs)%NV1|U)M(sxjpE$N`vpZ)(^k^C*8MD$*3FWRJj;S-?O`eNW5=aFbLfDJE=i= zCG*oS2~{flZ=CRVMFP_2t8NzCLwAaGUOerTt5iFqaexMZIxoD(Lp~~`9{z+70*OBV z1xw26JPKH-;V$0W;YcUv2@s5BViR4(%isfLaLf`KEk)A3RXXA6IpB7?ks1LSjqEQA z?l$`lVnP&#NkTO|Jt$t@HxGE;bCb7z(>MtO$NC`{B6axVY^Xfz9;-q_B_nA$G75UO zb3KhP*-;6R3nEzlbez+yggoDqhJd!s&bwM=@O7RVqkvVG4GK8s##_=&N{t6^M0{tOq;L-c%vvMAnF&{=Cjs%K(p z1s*uEj+N;1T-4EI@=7ee2~XU+#oUG2CYyd1Way-vyt7*!wU#U-E{;uz5E%w(LTwUN zlECGWLOvBC9%N}D*S7T06-LZ3t2mwTwzn{+9QDpGKa(UAX3w5F2NEKG=h78VeH7Mm zrVmo43Au|-W59;oxN64*$P9)w%)?#lP}C1#8&N%`{S~ZwWo;Y9=d;Y?WanLaG2xEG zMjL@~74}OVgdup}*cnG@(WQjErJ;l0~p0GGnmx^Fp-fFY}Z6axwmi(UKw@xL1 z3RmL_|H&6|(bemULhME3i-}#=xaHfo_{-}q-J!jx?K7(u0n6&y@V!*DW|I= z0<4)?wG;%7HM9#0uv>wvT_v#G9tT^IHA#iAox#4Xr3cyLdY&C~pv^IW4aQf+^kW`^ zDWF(u<`+bJc-_=hPsCZL+iew!72Rh=jZ|9m1-!{(l*WKO$4fp`ei#cq#09dvoC}#>|Mi4o*oC5 z1W8OLMnk&pRC&vmA{Y-w;7jOm1jlfD3_-t}-Lk)P^WO<{y>M(5u~CRN)IJ(#r3{wp z`}xHt&>C!Tw1%n)0mU+1rjfy{bNKB`b(7m?HyD+_z$20b*%CN;Ah0q3#l*1ob@j0* zgH5k{LY#PCjb@-DK4iju#ckk56s$q;iAa>WhoM z6-KChGCV^r8xN+oXfdC1!Iatl^yw?i+9_SS%cdZ|KlE^`78z2efno2W7cX*8h9(#5 z={RNTt~}jjhCkTnqhnrWM^+ZG1Ew4g?92V#X7H`U`Wo{ZT`+NeM?X>s^#Bdu_d&V8 zIMrg$3ia0rxUjJi|Pav z;j@PCaV)WKhk~A-oQP&C7L{=*NJ^Y)WFX6uL%m}(M%nwpFmH{`adxrbJl3AZ%4-O^ z(IreC)FNM#(4gjVIq7ehzwd?6PR#VPsp%p6jl&};!>T`xxDdQJ;{osBB7YZW_flQr z_0?;YhcK()bUod=aF9{5I>Fl99RXPJZMF5_(i6CW=*q=9J3_ze9LK=~Bd%x$RxUP8 zoUrH;>t42>$^aW#YDaTNs`fv{VAUertxO)c zREj%)rlv-C9TI-Me{p7tWMSEIo`TGxlW3M2d{8t|Cy_(s%{}x9j1^jybTYhr^63G( zzXsk7f8zg|`qq~1IVw8ud)5p@)QEuUnT*Qg7Mwc^e}EuWC=WnZmawX`z_+q9WL>E* z>eZ83#-x-DyO9$eO<7zUjP;OQoonP5Z;|`MD&4Xapn1jR23dCbfb9~tgR&zWWJx+} zb!GQ6h>66uUPNDLn^d+iOr_^ROpmcSfybJ-0o6g)z?4kKx?nm39O@E(q#LrSKjRn$ z3gL>^H5zf(QqsEaHSL|7kbUm}?H#uKgaz~oPd~mf^U*Sr@ru*D;w){q^!d>#a{%S= zY#NOI7iGGkegp8tSl$;OOcs%6*Rr+Zdsd0N6)vE;9$AJM=*7!P0)#);E{N4RP{92Mx@SXh%%>>vm4z~5<>C~02 z8km>_+_ZdTZP#>J3sV4#HHdE(7GwKC(E1(Mp>|E{pEUz#hx3Tr*|M294>y0q1cDnc zApk2z(mT*?QXIi02~}FD4x()&UIk2fU20E8^>0*F_nsYjAkjQAo+HLOXaPM$wj)@I zAkK~^V;=eXePp@A_0OXftd84Aw=uKt+w<`(Oz{ennt}Dy`U%Q*To_Y3*3Rv>UVHn= zT@~gyujfWfdWyaSFFw^O85bc@sb`;F9T)DnbF!Sinr3$@5Ws7<4cAp)Qj<gjycPhZD6b{-!TYi1st z@4OgEF@tAE#kRe*NS`6#A-Vbd7x_@p*gwNdmj&nXyNl_kePGSBE@k-pXOG`#NBetH z``e+P0LvgrEH)r8DGLUQzhuw%>;(_;zPV{Z*!q?;(>1!{KRq< zh4m&;4o!_$!{cY*$k!E8__h&(SsUdT#3mkVonhmCZb1fK)BF#NpOGHHg+ogjm+w;u zn0bTQ4$-P8n7^kD_+fPw5$RsKENf_b%mJ~8(YG=x&WL7X{laYJe(|1@0%NE-&ljhW z?rj%FyrSY@utzFHMa-5n1wyB^Wd+|dao^N2bbEi1tB;L@?O*(dhmvJ3YAUA2W6HZ-^b?D!T4C;`|a}%B3 z9aBs1z`Aj_FOabaR-8;ENcTF^SIc7L&0N&ejXE7Uai~`o4>!dPUmzaqPFMSW?^^B% z=klVkV68|K+Ee1jf=P*Hm@`er{k_n`V03k_JH9&IT3N*bNq$6p(R7OqW}=^Gj2Sn; zBZ2^#+dN6+KoW+KtGD*fNL87}j9KT{adZs?{CS@WpqU60Sf4l*f`MKVfR zcht|!wf~Z#@;%1hecD3XF@iQ47MDZ27};ZAY2I*~L*ef55`6bz1Zb%PV7#E0xK$$q zLH{IGZ>=;@KE3AFlWU!c?xL0WA9c$$lwcqXZf;c7;_dFh!67-i$@NMVi#yfYBAYYX z6^e(a;ohuiXF16W(jR4AY^9_N!tddwXDkEaFXqcrfMsz%N|CD2cP6s^^}hVBaYBP+L|A7aH4!+_w*LQcv03PvOy6J_wc+~EAj7@8lQ>@TZQmV;IyVPyogK+V^? zyqKXNY5;@xohi4GDT`N1q}!T|Xlx2jCbV`S_V-SXPcKQ~y;tF=*trO=j%58h4!o?f z9TQT9x$WQhH-Xkb+~L8sZ^#fzgxR|n=X=m%>MZ+=R_lq}xCo5D!S}+9D5j`DvRH^n zXT(V(9Q&qHR*iF#(w0KdnDrHrxys}%`GweB?&BWQRlp=V@p^HBRPJ+fH{{sc-dlsBCwM~)v{5iSOMfVDq410|{y>j1knKpkpgVy!3tcTe|KFy37Q4fJ0DK zcEr-k836C?r~u7us?2HD-pk9Y#ux2Z!NOzQt^ETaK-MN9RqIJJRTD$diD(m7#S!gd zBfU=an{t;7xqxTHvkmW#kY#^^T`EO(NMPXKox+)2BbILPwPzfP=b&u) zvP=wtep}2Y__@YA{=Y9!xCJm!v74gHvC%;veXyjXcuA+QzSWj$X20OzIX-;_o@{^j>Vb2Wm2MxnA(8 zkzwoOt_R7Bw*)Dr6m|%tqrT^L^l+&TT)3&?&n>T&HLGj+`!@gUk2&EnJ_L3#5h$Au zE(`d=QwMQEv#?Kg*V$fc0%T2L_R}-rEWE95DLn6Sw*NkNHqJ7k8&)p6kc+=~1fec$ zCE@z*N39kFj zJ419f5UI)rVq6A$q#2IE{9SoZWy*6sZ1ieI5kp^+;X3`X9mx~+w z?k(-Uz>HM@Uhd=vAbw%Z5)rLO?S%iFKPp@B8)V(>5QOKC4ZRnI3Jyj&;nUf*H*u#M z@WysfFUiD)&o_{9x&{?ZwF&K@RG9&bStKv|lvpU%i8z7b=n#}4xUg6YG9fWBo4FNc zD`3ilniJVr@+q~tGUaTsK)G}*YcpuK^VDz?OCn~vmiT9)tUx)_oxqP|RuW$LDB%)P zC`p{9_#o725zhqMTu6?-VP1gLf^h1_Go~}Gk@F&er)@dy!d97GOtH6EjdqFl^jwMc zOwmuxq&rRl0D&#~KpNJ-eu!*_=hgiC1>&K@H2S=UO?5z{9@gS9^^!|yFT#uqnO z&}1e-AMv#VxicS_-P1`}-b38kbH_QR9ob>(jc|#gWmk`PudkITt}Y0^eI@Q~Kb;TyxSl z)(qz;hCE$spVa!Cm)+(K9SxpEAG+4IOzvBn&Zf$*>1A{;xlnPV=g`)yWQ9ATe};K= zIy9o#ojTTF$4Zj%`_Mzxnx+H%Tepw$$wVaylX*S^)#n;*$)<>; zqyzc-g->(u;wBN`2lYBPpaHn-=}M@M2ltU%pIxX=^L>^;WeD$Pt57IgW0M8p1Jwd) zml#gg9p6^d!oLb2YIeF}K{$#YoaVAl%(oZNa;hqkQ~LKOmE7z4nz@2{{7Pb)L`!9I zc)kifsnzLd)n!iz(u45?3l$On(xttO+>+0Eg?N%Bcw7EmOIU+_Y<_er5IB9;<8O1! z596OA{~)2QZw$7&400Ust2o^K7sS*YcZL_Z5=Y}_9_R9)_9ZSaFZFoGd+fgt)U9I4 zo1jS05gyrL@>q!luxPu-?>so;iu992vR=OrEp4ujc3uFJaj0Jee|$hWD%ewW_pksE z^$1cxmQo%qpjq4@{+b{uY=h;)09^zpt1tv9W*44@^v#Q_>(2pY<1ThZ@jNKkUclds zVY(nn=LxV7%Y;dob?09ZU&RT;EU0{Q)$9%brata@^kAXQr1OU}Gh%-$?>^Q@UQ*YU z&qTHC*xYg_IhbOOPjuKtHHVAozsDWek!E~I`%)|9Y+2OiSgd#`xa6l!dv)O8beR+~ zYYcK2F(e`!1lJ)`R(e~)u;YlWxrAVS(xM|;gLtm#i2#L*!L^XbTat6PGXbd(mxHu<-~1~hPo5V_Ps*-ryeS+#1F<)NhO z8s=N^&KC;)IMd&a&=Is`I+=!MO^N+264xa&Q($^ZiG7m$s}`F8{#z&+AOTd=?}Awc z?#gFU{TtV~-)Xg!v#c%o~*S)Xb0T!cmGe z!$v5lz!a?uG9qW-o*u1QbpLGlyJ;gskwqj`kZEx0NW7^& zYqSEcQFoyh+#tB(Fq_WZt(=l?7$i)o6RaoYEcd@|3!Q@Hm@b z7LMbR7(wuOt@2;%-98hPA-f+2%}R0&Ki=)$PQiHp_}&}vsFp0&j>N1SH3Tm zo|wqq=5KkDRh`X;;zRS#mmN$^cp8(J`zKHlZB)N&0E-ro?=FAD*{vA(fLCJ(uqg)@ zBe<@wqj50DT%*gWQ!YP+cZv6=m+)w$@*cX|Lu+h{x*WUHe5}@$J#~6aA-A$wayoeu8o8rPE%7>5 zh<@w4Rnk~kp%fud$Im%==s+o-UtvThBx}V-+vKro&4P~0`uCjIfU?j#m%8q&YISN>x!^DT9jXJf&9y9vlpY0&!JJf}77bG? zAa_fUpMj>0821YMOPKiSS zvzBiWdIm4MF|y5qsgZMNJ|xS$JX=X8C_bi@{!DH3)^avM~0AYD$9 zEO}K9{;(X-l+o{@?>=yKU@b-g;HmmXFHiB;MFQLWulD0fQXL{SyY0CB8qSX&;k-G| z5`%dg`5V&(ciDfsj%3{Z*$hte*IR@=aF0L$DbN4_00KYB&<5F=Z^W`>(#y3!BNHU? zVBK$f6%dZDgrzQ&Pu|iZ%82kt2+H4U5x}j7tI^p?32E{pCaG>Y!-N??P>R$ic8d0| z0vGO(Dd7wSp2P`^r({<{gy#|%0n;OEd<#8NrFr{+jI?pY`v&V+Y_|m~{3XwMN81-(m~4EJ!nJv7$4-i@fopbw`7+NLi$ZUb4h5D@vBE zJpcG6MvnL~V%+=K_r|-BN7EGj6_47B^9d-0KrG9AYgG>G0g9tB-_KIy_c?SNr8XEq z_}zbfK*E`*hyL41LAad(`*~>n7WZI;>h2(uyt^@k>jRrIr8D3hFAdv|y}Qr@Gqo$0q?k-F=rWx6e+)RoFxn;6mXRS`E%5gc+IsC*H7n-D=HW zi+8oYXY~!!Yl04!7xsiTq7cMO>IBp5i9!>A?=|rd`4%wK?j&0zuSVRI#o9aX4%5XZ zBI}7`=<=#S-+17FRqOd(M12^|xVPybVdiNK0Qrz}90+tC+aa!=(})N}ss0OFU=YdC zbNBB6<(JV&iCj>)f@EqkaSCIu-X~B}=@}a@&7dmQC3X3l9u#^#G-@w=!oS|LLt_x%}%UGlOo!_X&l{rX zod*Q8TRCAeWaSyv!Yt1#g6RaU!*A562@mQe3t$iE0005@*O`AuT$$E5R&Q~V`*^uI z?8-(#ED77U9A9b0Rvv8b7hG~;)B~ERCSK3hHO^Wop~&&=D$UhVWJZAhY{69jtQ2`* z6)xBAYE@pM=QE5(VZUR+2uzVnxm>QvSJ5@HuAY~=ix%*`u-WGj(6#kGO@cs#+ zKsu5o&mfL;@L`+`FWAUjQ>lImQbo;yWMyQIhP~<$%rX8PRfO2E%rL*Oes7FOgZDj# zQ*?=MNdl+tg+0TYTzPR1wM)y5^*`2A=P7a>uQlNxrC=g4PP*0y=0lT|83(N7#f&wI zDo-=tb=Id}zb4c%L8Y42u6=>`*GryGQflwe(tZf{0TI(+Dj>Z>t zW}!Kw`uO`;aWp-sfN(D=A7MD*kk%m#1nCuzjk@3A!AL(4tLmudz;BWk-zO%}n#>(C zU&0w-EZ&bi#O@(rzB!x422S8K%bB{g6%pBWB3%yxkq(3JOQ9?CQLG{QJyPPJbayYW z9QtaegttoR;DR(mJ)!dcvT8CE6YLxU%$$3mbmwreO-%O5nGnuJQuFx(1En%Mi?(Hz zEa5?r0nm8KR8|bIE+6Yr+e!(`WqAHm-wJH_NZ1%3STRM%D~orWU1C}+wfLb^9K214Equm~aIZtzLg`06-)!~BaH?(4hR1T3FA(L+ zX?Y#?ZVZ_sSFwX*Tc1H`KJ?*;M=`y`sv0 zqfneO7zc;z51u~;vL|gzyJEo9z=U%u;)(<#XADp`%$Enaxw551q6YcFhT3HC&O7+* zO-<|dujps}0y8dSTT8?1Z6*_n4!s@N_ zrdYw04TW)~2OaM2)6I8Nwr2o4xm9f3_x)(Iqd&9@|7U2r7&JC!P7C8l*k>9Ns$d}j zM>EJt=M@Dv%u*6d*8NV77jOwtzV%M8rmTy%GgToiDD`oqIao+S)Rv}!ze|4f-Ew+W ztDL`ZDQCZ1av0c;#PWwpHoZ}AGQDXSOp63Ec7>I+??PZPG#4P4j4cHawXR|%x}o{t zQ>;cPGZvo=fzSb4py4mL00{`IO&dWgOe{Uj@#G?~(IjlKXRI_DOi^u?7=h-)`I1WABU8 z@}=!BJ!APAq=LX_Bg91uWJw_$j3tvMCJWs%Q+<|M4ZHckYZ9Nn7)Q^Bb3K}f_VcpP z@wXxw0fGx?btQ-sSD%=Hz7FcAz6orBzp=BP$Y9i732@Zyuuls7m)u|m+H7LBcuE2V z^|46+4}gESgjRw}5O@63S11#4Sgr(irt@&c?7H;-%Dm&Au@R!=HZ(=nPhpEEr&j}- zTnCA&Zijv18G+UUrANg zamp|E{MpxXw0KEgv%>I9YQPamvkd2+Bi{l6aspQXn0P3jb)|;}5?Zt~VwrE)669{$ z_|kUM;^qyD%5Ze6uzwKF53eRCA3~=3N@Mu1m7A7$_L+07Orxj4Kp+H%Lq`5k?u?z? zCQCT;**>Dl$SE~d{a{=>Q|h+0AqH($mq?@knFO+;w|8_&)W5g z+9gc9Ipj`GeOjFCFdl)79fO)ZW^5hRfdhsh7)rO%Kevx3Z~rM;FAHr^6X~o zSK2g}XP3jQFW=z5-f5$vx<#1=9`s1q$a_|{dy;e`!cqh?-yZl!Z)Dd@fL8Q$Wd?9J|UD4jUu5;TdPCYjcE_6BJ{^;1;czoe+8Pgc~bmvJ3STk;*PKFr@`y&!$%(W9zra{RDHse?8m0919WhL zEi{lRy1q+Y`<&R~{l$RAkT&BSv0QLV0+5wPmiNVDi$ve`KOpZsC&+G&ry0e!9(bL_ zvwy?xZ;96f(!?xTN~B%KbC(c#s`InyB#5!mE>w01xiB8A$LmX|ehr4Ld(`DzJMs_t zEL+~@cmz+apb@i%^Mlwk?F8bN+i~-7ok?JfEZI;%K%H_n1_@RsfIx%{4>p}dcO(U~ z=nk@5-68Si=lPHva8`sO-d3Vcc4a2a8nHtTG^E=*SAS(gSx9fNVaJux)Jr>6_2_)y zPQx(bzUOrmIB1;-1VV-O!GZXUroEK9mp}1xQ$$`;x4Y|_nTb_iDe#d}7>O~BPW|-| zM47W~%FTnN;psd*13r&CBy`114x9l;IB%wdTxEsPurWmHA%}wFTaNKF}N`G6JZRF^QJE z$50-QyZ8D6gxe?NVL>`9BLrrO$Y<8Oy%ZDZ3FVWalSpB%b|km} z$zI$!pW2%%0MaS(p2kXCilqpj_wwF>8ul<29rS+ zqc%X+anTuyt*Os=h?#(@=52?Ucjz!a9RmQ1QqfZJw9;e%w~5@x{%@otS0_mqEXsv7 zAF~o^64+|w8ezaZh(Nrre4@Y40MsGPbeUMk_{2H8zW2bMU+fZt;_-2q zaAO9t_^Njg-?B1#zBW+9RdOBhTL#!-1L-h50WX{ApyhNXTf9e|aLzWjoO6ai%h6df z0UaDpn{`aF#Ojc(d=-;$|4%GK?U+%d_$*8HQlqWKMRfk`yOc3MethxJ5uKi7;R$NY z4}zo}PlCcYeIqh!9I7SzMefn-5d{8QpxER>ddJ=#Nf@E$u zB@cGJAxka9HQ+AD`#ZcTu3|7wS8PV_F^>@gnAEU$KaZ)R-NJM9VfP5fReyk{{dYM6 zG8rhP^HUWqoG~Yz!?72F{`Dd5?zi&%hXIKLcFmP=vlYW5sbx4@BQsm_>>-KqrZcaE zj1Y>hBfU3#zg#_kl@hA63oCl+hp(3~LCIQI2QuY7FWX0YmftAPvO)rUZDOr%bDn9n z=-%h%k<0hr!}_PMCe;}is(>tXB;QYCLZF!3R8Q-aptO<qrrcXry1NIOG17c6=4 z$i02S_&XQP%;c^;S2PIN_hh4oDylf}AqzO*Z9EQEDqFRQg$v2U0dq5d=Yc>NV37XK zl$)1wYjwyeBDT0W?-DA^YuRiIx$ID(AI}HfbiTH4`le1nI>n{Asusl&;|aM$ZH-Gw z3+T%>qmXco7)!IFZVy^ncvr##jemzM!ki*bG!`CN=_W&me5d+904$-jBtMt{VCuCP zYKTbN*EUUZH^MSL{d7Ws^~4T#6Sm9s=U8=0k@MmKm7egLMD!+r3+6pT1of`=H{law zka!8fa7+XI1(WJ2q=-DrVE=;;owMN(b_`?oU??PYUgYy6e}>XZ&1E_C_iibq>^M4T;Xa@PILPGUZVhva1=o)^KT!`Um=qk}b@)PRnbul%|Ld zy}&L#oJ!NDfQ;rL%}g|z$vhZyD_}m3JJ6vzPv2RANNj6Sa?Rp|4R~=Sv(lbbr?2tn z^rGrv5Dn<)4nfr5yov#QvrpgYyS98KXJj?PgzTny_+`|NHU8Q%h4$4)1-uEDvJIds zL7xzrhGq!qdjP(j1S**5FTgy2(0 zMGWfE{jAcF@<_WcSp#*TuRyyZ&pAV z@kXTJ_tnYC!CPrES{r0-<2xNO%FzqSheln$xK@IJskVc1Jdytqd*%8J!^d0f&3k;> z*I=m^{WYs$MZ4Lx(3Ad-09AphG`a?lf27=X_c73JItEaqFTu{T)*C=Jx)~VB4Qp@F z1C~#>CR$DfDXl&2eMejYf6sfj0JC1OlBpGbc(_=?nOTDo4N|0Fv1<1X1f0QVlb7jQ2Ey zgy%Bk2XACYt56L#5ND+Ideb!Lo#c{7MC)MQo@^d=DmX23A7Hkc(|gbMZ?U9V)>EW! zh;X9W>C?s3oxQcbDcAl8`qenu&SW}&4~ds9Nx{waPtuhtaNA=imw&De#La5#5JrKF z1_LQ~fKAv@XX5rWIobPdobx>zV18`smYcXJO)VAI%u(_IK))Lil#BU@nv0hRX&%6f09*;X}nvSL9jO8sIz(h;Zk?>M*kT@7J$<;Hi=8Y z`o=+VYwsaax#_jv1^mPoy`wTk_*iavK1WKgdF%exQc1g@p1E*gKnLK`{lb5ft)#W( z`!w0Lrlr<*&SIH_C~b!s1j^T#*mxzr>*k%94JjoE5q-3A(`?Uy^O;Uip~0qJ%s|@d zMv=zpZ&D}qJ0J2eGj{nUp#vj_wn%O%SPF$txsZ-SewM=E?Sj{HjswDe=n9GLMo#X& zC{bJ_(HJ?jF;>KwaH#4kE18e$?+8fJ!oy$FBdaDf2~Rwly{ zSt~W+ZfajRj!p2}-*lnrLQt6A|sFqVPb8P7?P zpvPrh*T3CfN9S|kjsfS2IH|zmT>%yH^FLykvy;e>=>i{S92X8ZZ( z5gYou*nAx7xoWvAw$TCB7=_A1uk*Rmpt%2${{oil$}C-a5@EoZQkCEcHgz4Rr3G|sw>~|5YQeYPLBSf2 z8-*tyh?uGObItG_UhObh{oJGX+qFi185naVn$yyik-zE$4Upa(wn>bl>!9mgoE>5k z)N3Cj1$Qdu2H`?|nQEd~H|(ck797E~9km0@vRxM@sfmkDw8(23!&~6**YUlyqho~+ z1V!AU0}&~>W_b2==RueoKzCCU6~b=&;b+9m_OVf!1hcFyZh0xs!2j-EkM}arSqm~J z;=u}y+t2G=6?BLCSLtg0;a7CaqGkVc<6@NHZcEkVtOeq&PfSee+=*3I56iQ~(|8Fx z=axjWH{-t-JMGqrfq@v#*v->0Ku4d`pp2gfd}Nbw!e?IQum%Mnxde^H1Bs^qFqcR* zKYZd)LKupQRJ}dpZsvj{E5je~BZjh%+8{N>)=-+_OG#lD2J?sRx3c&-=2vYbRSo*+ zE+!hlrXA=Wuqb3IidLhg%$~1FBot4>m7CUfc;t6veJ+(dL1iIhw@;8T$oL^C9mE0u zVD1%7^$)&uM$kWt9DOw@u$LzmrBcti`!;|20w_T${`ee{>V97sdMU0CY#9YTKVG<^ z0+-IEL{y>R>79CLAVTFgTMzYj|_biw~tk^b(}4sH19MJJBM43=|F9 zWw;>1wyhrnKcL(epE~1?CMlhUB@?C1oE5|uE`^$BP)x@vO*j{1j|lk6Sw8NzPthGx z5jRrZk?cDi3x}vyX*PZ}TVAQhoQ8t+ss~>=$0u*k#Z&EiZLR?w>swV;28W=~iM)7u zZ?|mhSdEy)urs=);qlQeB#aIukf{dH0C*GZvh5;W7dhG_n6)3|%uHQno(SN)9a=uw z9rcPVWy9in06F&EnhuD#*IKyRAvtLLdleERSFI7$eMI53J4(dsh?vHF*7)JLV@^=< z7ipbL7;gv2U?u|M;xO%aKCZz+B=flD|6YW%EsAU@_w#*hnPGgye@;QoaSAD{P>;0_ zt*ilu8p*43i&<--NRLDAQ1IvhP*9nzMiwFlxXgxQny6FPWrcd)ee?mfdU*rzdVd94 zY!C~v>t1r%mKXzc0GJG?1oeeg1KSd^1|CGark=rcG`dOVW!);XvRu<^q5ZJ&-tAJS zy>q+P@}@WaJz>HWlVbJxe>@HB48KPjhlnUDRT{!uk1|tD*d(8nN!kQ}mxYD_XwC6*Zl7QK7bETfznhUa6>B)OW z1U9a80czE{v$KO0X3*3dP*}(P3rAnXx^&_~SwM+1}vx>(4GQX9@;_Wi_!#KKXazt-vET-eGCRhCCrOsDFNhpb=yw>oshO}Jcr{J3sG_(jN@sNo zzeE6FLUABJrcHL`*lo%79LLO6v1Png@oBZ#z+s9*7dPE*I>FI z_@}Q=)B^Vn%o)rIC}9_!mO&y>pW_-NqJBJiAuOC1+Yn&@wFh$CZ1Z;tt&PjJt_I27 zt2T|}yl*%5_a87F57oHevtS-)`Z<%T#+i!Qt1W&~{DD7pHf;(NvESN_)f@A4PPwPD zP>yCOY_tIgsqF$@tMyeVGW-rv7F@8LQ_qa#-Pw8fq|odThuQxwfH-NQ1>4aJL;E?r$-D;Ek;a0X_?)QQ!8^lBRh!a2&v>%9D6rYGlbZ;Ph#lO%aAUlN_CRKXF186v)oW9Sv~l>Kp*Q;%6WuF zJU?}Ok=RZg_c3{aKS2_)te2|dbvgpQ?MG+54nN)MR*7p01?`RCPjlnis6G*5+U^2! zE7+MJo<7z%v1yj68j5=1C;s4o{2Wpl&!?!g62uqhZz>~)ur)(ny1{7D`F_#U&?&6H znn~Qbv|JPshWSTp53V&%fdQO1DcCR_svm3z_ywx#p;F~U&g3@%2`RkQy;c#LPd{k~ zhra1r2of|QHo-!vnz zI|k*orr6+7Dkc;8Ft*|jVDB(*h$=%JZMF>P>vZorQuvc-S%Dv8eL=xJ2b4uqED0H8 zt45UZ8WigrLRB*Dtdy5BR}d%zH>~5eOo!P8!wd@xk}=NEai2pKd0-0qq3+bDzy@sU zYT8%XicU-=r+6#d=XD+ToGvo9cdzbHmmE|X+NhOR*_0IcAyy`$`>Yr=AEQS7gxb+y z9u4fP%DNVjV%1yaq2&(+g=w^&FJVV*8n2IjFdz%wsx#S3lzRS%POj$M*Jt!|YJa%0 zqdX}CH}J3Gu3qq1jr~*z=JR9Gz?%}{&F|HCE;W<3mGvVOxJz(G&@%j&uwcn-53{LM zm8X|xAHrv1x6$9{2fHvm=;|I{lnHC4tG$9(z0JGJ8}xFFFXOxKlL6laAo|DoI z_ceZd)oYJTXq|rKpE89gu}Ip`#gpD8+*ld1;q8$7h+{et$}%x)@z|h}5d!;%?48s+ndu$BkOQlxldm$F$+Ae!{P&bu>-YzhLL#%c5x@!$_RMOJvUAKF0B2Gwo zzk(=uC=XQhER}xF5I$F<&!<*&aCziNwfMV|7g2QeD!0TRt2EuAMbMnSc(Qp#pa1|m z2r&?pTJzz6Ygd^73fc7D5>Jn(Fj*98zZ4K>Wa$LCb8!^YA8(#{Qj)wvrdU932T5QB zHI0sEVL&m_iEJE*BQrLw+?*GxKq~_nGZwnD%kQpxf`6T*!A>}vTn>3BM)in;k5{g40v zC?88>74#w2iJShZo?*|;)O(5j3khtzwMuFUgaGlPd4eO~WUdDrHAO}Q_>uF?v8?JdB zeRgO%X89A6StE>B8scPJ&(&*{1c;JO{!P~rSX-#UT6 zj^~&=C5-`2BlaK^SL+PHvE4rHjCHZ5CEc5|HJb?nSgq?qTPW=OB$h*V*kWT28=A>w z`d7Yr&j3HYH#Psuex2-@8Y?=>pj$iDNUN2<)&nY^FuqUYJfRjlJ&oej zebPUh-8VsEwaV}V(6k@fBE!4@NCb&h%*sT-1R@C@7*Lv9EhDz>n4N-Ov+(MM!cSuh zn`KX8F}o3f06wYv@ATDSk02AB%|=D@6Cyf8fzj30)qdY}p=% zsQ`U_!T57N8eqYPS+P@kbxfuwUi_UNNm?vP08-+ZlI(g@cRbj`3G(jBoqE^h#e!0> z0__#{b-mK(m6QMg2i!$vIowT5C5%g#i>m<=Np3!9sX!c-C2_1;25|!%J^2rYi$eVF zU4fP8YYE8=*}Ys-UU}<4FIJKBTWJ80@s(?7Y%^e_nt$OOXSA?6e2TPL+V#|q8ft}2 zyH=`&n(!eh3?dQBkDcYEBXsH^%G#Yb!yOBFMyN+F{kp>#J(Ek$L$-M_3spx?KYp(l smi&by0jO%%M(s}Q4`9(|&+?GP9=dZT3g84M*#^>Q*#^>Q*##^B0P7Up`Tzg` literal 0 HcmV?d00001 diff --git a/translated_images/km/vgg-16-arch1.d901a5583b3a51ba.webp b/translated_images/km/vgg-16-arch1.d901a5583b3a51ba.webp new file mode 100644 index 0000000000000000000000000000000000000000..b37068a49190d2ab298762ee5b2f5463fccf81e0 GIT binary patch literal 22178 zcmb5ULy#^^5G~lYZQQnP+qP}nwr$(KZ5y|3+qS#E_di6uSOW|7R;Y0OtWyH-eD^^D|*Zixd+VA!Ds<6M=#?wFhwG_->is zax`t~HsbcJb&BrNorAtZmO79b&v?im>V7*~0ZgFs?y!GjzRynj6Mf%q=7s}8f2x1W zzVx0MCi{53Y6kbZ3=G=Go*CZ0tGE!q@80IN3myspfX`nPfZs3f=lJdT4B!E9E->p8 z5@7XP^85DXP=EKS@J#R~&;}?1=zRg-qrMFP_J1aL2)r4*1PuGs|JMC-03bUcpA0Sq zo_^~4FTc10i~v4>{%w{IgSUWh|8~Gz|NQT_A6ZDj`2`7ikx(V!2dtFXwi2*z|D8m z3kLuHjPidj(OO@t`RGxJ%-7V*<7Nu}Q&Y>4ce+BL{Uvvu*DEn%l|?{cZG2r973WHY z9c`EOM2A1aIeU=M1PS9D8FhVzdfy!%1?<)9G$gclH0Uad8{!@6G;=o0Xw@~$ItQS? ztab$@yVkqyYp`_$F=r=_?_l{~&j2syUaEY6ubUW`de>|(p8Z|Gw~ldx3f6uKA5L}0 zrYS$=Ypp3jkCfeAg}CF(r|yu$`ag3#@cQ5nsj+<)Za5i1IkeWP0s?aHq4;rHA-m0I zBfPyLHY$D4xJ@CPF#rz1>9OO5x)#L3M1xcF*BhR7>Q2hg-2r34jVN{zC_=Mz|LvK@ z_#u8Pi}57GfDryepn4G<6MYOtPlS|a=USTO*BEeI1b+a6i@xFcCl?*I^bj$MWvSW{o50iY0ba&07yT5;q^4)@dU~6N2t&Pv<6!P7?x;5UE zfip1WF}tFGPe4c{y5afB{vfZd{r=G%!6ARt5v}x zk`?p8*!ljj?aKZF^kDNFQ&2%lU(0QjySBk{G4~n{cxOZg zd}&vd&Lm8%_$;$p?|PfJEVDv&fwk6srI37AYfS7fed|oTy9GbE`ljm=%Xwh06=gV5rj@?ap4<1% z4my9nP|?4w081P}5{!h|__3I{BqF;;WKmbh4<{FG@$;9YHT_OkioS zXX3(Gsp)I@ZEl7uqsW1dRN91SvZsKUQZ2Vf za|V#k5q%9YRtfkog#5LaKHON^T1N}QXChvTUylbrFFJeyv7&8HD}%`o?JK%Y$WVge zYe%Ep?%$0GSkfEBMRrP9tu*l9MFU4n`Fk!tOw$H@wlvPGpcr30m=UmS_OW~2&;J6N z@WcJ#^hjhq&nBlf;X2*7zdxg)wov%B7r_zI*oUuGJ3|xe1)^o}{pbcgw$r#~R1l&4 z(!kKCz$~<~S|@1;JzkL#D79!EuLEf^NWG@HH`Q=6rHtvw*&paW6CKJMUSo#9c`hMA z*bqH*g$_Oh+K-5H#zIzO8y$UYX-?^O%Qdf91)ir4H^LBZ{C;FAXI9e*^Jht7t8HQC z=cc%K1v=ME-@7&B3tgr-53#k97yi^Rx4FNaE@T=fun+sTA>wZ)hw~T`nXwSd;jQ>^4!c3Ihm@y62gDyGY0sjN%J3Pj8r~-<$`;z036dqKTn zC+=BF=nH^5RG`v6adX{?J>FFLQmoYaix=dUGO6jc_}x8Jnd6sz!iy?#z4t1hJD`PC zH+sO!EkMmC7`i>R{al~%NY&hbn8bzihuTZipuV=>|S!#{slSgBHWbZ?Yk{s z!>ukmXiK!Vy%+y2GSvT8{;w~IN_ssG0dYe3_2q!mqD5|qL`{pE?_htWryoP|nIy@H zbE;2=7D{V+7nE@+Zqr^?$1ukHCVBB~K1zjGXZ1ex@g~+|!c%9aG!Gkf216ti9_6f2 zlK3h#OoCjCH%q9Z0VTiV^j7Q@n^ZD93MmNhjSZ7zLu4UUQ`w;-z9zYFy7@EEuB4pV z#0)!!Vq$@B5FL9eSvABr>|Bd^CL@bCtn*k5 z$%~pT2`3FCXjHQynqo36WtGQr)Vnts%~Zep;P+u%!j;UJOX;spA;*%s8Vnn83J!A5`5O+f1OocXNgN zmIC@dQ_5bF&&3Kw$jqUd^s)*aD1zDDP?IuS;sRkcPMIe+W5VYiZjl%XHNGNnI5&UY zTkLk+BN2Vu2fX_ulE5vfHhrr@sc5f|RBcJZY;QAw4SG0t#Yrb7p7y zFvXT=@gsUiy!VGtUx&x8c7M_uulp%~&@3%kL;y>diDRFV6Zg!du!u$PW&Ns_QR`15 z*Nc8LA8P!vz0s&J6rEQ7a(pw0J(LZzXf40qhKK0OEGv$DPi=_ z7v|cjqUMVoW-ed8FEglZ8hUU{70O0OZu)3bj-WEn zsyQeg=@tkQ6N7iGNXV`&E{fQk&NrTSRorKS=Zod-gw%31sZc5kkEy*tcSpaGJT@Il z$oHpP%zIIezG-w#HOax*g8_XYw`35>=cYBlXIK%KYTyEknIkwV){9(J58z z)1l2Nn9s)y`YGP~~2Ej#!&)j>@(4W*ppOCI!87jJ?w{4sXsx;m)wth6RgYzx+TAMyA z`|jPpxbG`MB(CDcrBxFQINdmRa`7s49qU(GFhOjDQLyf55q`XoX7PMW{frJ^!xTX* zi?g2x*U|M3pPqkSK;BA;I0LCccU&xRZZW+hYc6PH12$or>;x4gUhwWWteWU^Zx9CM zVWdZ#0XlEcb&fb2LuG{X~DNqjOJ?~U|Sf)%VlDEOkul@f)8>t`IXmFE{J(~yI_D(y>WHYthtC`##9i~qMXy2@+Ge&{uUiohSqpMM17&?_~;Wy zycS`>f@@@HQ|fvr>t**qD8QCTGg;ibq*9)6T6-J9Y?T}q1%-2L(BPXs)4HxON-lh0 zxcv<(l|CFT0c@S=qE);dgt-abYteND!T&s7F5SHQd5EPZ-r@foolTBUKDq=FsHdqY zBwV@hVzu-)haq=hhSg{n2?2$@#wR#CLE_bNFWn8m2>C?w+9EB&ZY$-d130BsM>;aN z!@~ZzKhM}20*p`U_i<@4AjhY4;NlJ$-gSO6vS1nrgWetDDyyWeUW@0a)&_pEE72E9 zdy~R_r(V@ztQD|{w@}PPWNRv)2c)3f4{DUWUAX2RQ~ck@nJO`-U~az;%9hK1Tk2y` z3B3j{c!NL_`YRYbqQeAkp%5AkkCav|g_aAwy5E5cWOYXkLEPCy13jVt0*YKn+QGET z0jsrkRS@OXvOwmt!zrg!)Mtyffpd7Bc<|N8@%U`4fSSyAqEN%iA|+%mdCmN$uGLi- z((amzto%SjD<$vK7O;IH+Xu?FX3;2p$%6qFMQcVu~*Tc&y50H0Q0I zUcLIdKF_H0e42gZm5*ggTcX%WquUPa(I73Z+4HwnK{*KsZ^N*K<*rB0P{Db4o&>npMemEE$AM^@7BRCX{OhSi1seyP^`MC`j_}(GI=p z795)-&kcKKvRVLvkgK)6$SSp_S zN(a1-n4Lv`VHmkD%@-*0P{MIm)%c^WhEl>40ozOT9mJ`bB7~-+Q*!I7B6q?vvV^4X z=>o%YXf?;Klb{`s9)TFLWxBNtsS2^iwIuJRSzx5)d6|boZ9v6&-)?;~KMiQY zq!#e0UKC?&X zNu~6Gb;Y>3h5e7dO;P*?m>DFjDM|zrs^b2WLgeP5^c&C(N4Xm^XdrbAKmn;J-R`vc0LOZS__N9jKtK_upNhKN<` z8GxO|-DA>+J%XpgEk0mk--mT%18@si7@AN5jZHVw-7wON5VSTXhrjihD*EbO?KXaS zua)3^8VLUw&;9i7w*jxjvm9MN^{_^VHMe!Jf2OS%_jAtEE8#$(uJ3k#mJgp}VAv?p z7Mlz5v}L>S*Bc7yccDO4smZ}_QHpPFB<}pOIqD$J_MWrU$XTC+2?) zXsiOOP@6j11{G^j8QloOo*dox*|p*28Ljz&eS2xtS2v1`U>dW+FpLrhyEBhJ$v8t8 z=imF?b#M&2J`B7f_GB2F%)(Iu79Bu!u(C3vO6RWR-wi?E&sspUtwL^*+AeLjDMg~;VoO)9&%_M^Dm54 zQ0-usq5Y82SLm{|PNtByn-SN*!H_r}=@e&BuJOS0pV86Ukr^iUFrdwnrm`M*cN9qr zus6RDRJ7i4p1d0rO59X0p(Of{ZvA$kn}wHAW8vu(BCi3a+mx>J^~vW_!^Lty=}j&K-rT>@l7HdcH^{*>$vFJ>Y z1lft2808oC6Fh9aCRDKz8Aev+=U9%h-4>@pZL7A@Y?F1W@8dd|LG}f6(n_Er z@s?x;_Up}VMNU>JaU3{oj(uhM_$i7aw+;jjRzolq06s^7LP! zIII+j>e8u{|6A{5fbhE*&g@d60Y!KigP)aT1D$icaC{&6T&lGPSJik;Bnf^e0H0M* z@?iRcg4&&>ipWjMVt%{hZ2HMAeJ;f)M-OVrLk?E1knp8ZNm2Q7x)Af$nSwp zK=~;W`4?05*Fi0}mMo+ekEK~feJl0Lg{Jl(g)Kl{mf!DLIF2_CiZGd{o(t=rM}#ay zNLXAoP+nF`2L%n3!vgFj3ExaaAZn%X(TnKP&pK;?6w$nX^|F=8xK50c>YiBgLv7bV zqE6*&fkhYijcn=>VrU4W_jMn7(Iq{<59~2OF+zdm72agg`&HJJOE#ar=AWR7yxhCk zoh;pZMerWBe0V!j;~A2&IkI{iYg5GjCmUGFPzL`_1Dp(4OSVsykhLVWYT!NL)sI&J3*qn7yLbIxl zmK-(KE73d;NA1}r;l~QH{y58SZVC{z;neoK9bO2~yPex-8=h$fF6$|+QncIa4KfAb zH;VlsDbNdu@l0`lNmI8H8GVJp!p;k@1Aquczao(yt0&r#f9P{w8odImmQYcbUX&ec zfwzQz(zyH31n_|OJ`g065cx8GrLQ8}5%g6>VC0b14Ia*%Gt5v}P>}l6_lZi(Sd8OZ z^@>4#dWsq|m*GTok+0THY1Tykc}(sgba#XiiH!{xL+r>K($u(B@8kHW+ZFt6SCeG> zIeqtRW~#w@8OA8wNFgob_}?waUyqUG5JKL{}RXt$>&0E)wwH*en$G|8Y&mI zpo|`p3Cex~Z)kEKLTuM%asH4a4!^!FnxJQ}ivP&{L3#^o{xyCCDT;L3&ZQ2?3e`TLiow2x};n&fkE<1<{~xtG3aj$^sLJ^={nbyLHjbf4r|~t4^=4C-$@QGf~Lh5 zhvI&E9t7^^j3N-_WE@RWymLr@2foxS_5S7V@#~Y*g@T{(rmi@)NzXe-r18_D`*gw7 z&>X#KL)SjNsW>%^kXd%62qyM#%InIn#te9-$pu^T{3$uQSZdTftsFe5a%f+dLb}jK zh+ie{Y7vtpB8V(~8_Cl6XIOBdvn<<*6f(2Pp!OOy_8QwRPf%17+8vRyDmDJ%C~gwd zP{un4r|`|mec#SE;xA^hZ3Ha8qH;=Fw~!d=-?^(fAPI$CqKj@(Q;T#4U(B>G{qu}> zVX025<&+<*Y@Lmvx|GJf_C<_Q@2!?sG*&(H%3}gQX6`UC>>C+n#C!^qdyJj;t|?!7 zE31<>&KZO^C@2)h z(eI%hH^d|YK*){6wz#ekiruT1Tv41nfCF43t!d!fEFmyKq7XjCfc8XB+iH~^o(HaJ zAB|SWH|)U)7!LCMhsa2hpVp0k12b6tP@PjO~8DF(lqF_{)DCJ>XG1| z`cd)e&>EV)Ukk9@qt5X$6x1xC`0{s8mH)nZ0lk z31+%7@$IG38RGs*Jo#BzTGu#eJ5VVjvgnfCO4DzyUXPf5r0lJ?LU*cHKaJwB3lY^j z%KRVq^4g*@K#Ff7VpR+c4w2xY1Zx>%a0Ol2!@bS*gS{cq=PYRAaTr0rJyO$B zb4m{l3*k4+LyC|zB0OFDr>-1k+Wk!%W5n`(33boCsf~wUlz=@J$po~e;`W=Cg84ph zq8<~dRWk~~?7Z>31n(wP*iIC9Qr6Y!yP)f=IAea}Yt|zG4ji|=@2vnrL{ao^t{qxo zDmk8D)$eObm@z$9UN0&w0&YTskw%|BQUZjsh3(F48QT$M`LrvC-7upmfqYR8Ov&74 zcd*s%VuZkGj6*ANQ?BcDA+T7V(7(L)3=EiR``I8IG=1cmDbE@d`AFM0ZCNvbSOGj^ zcSN~x!Zm+ixOApXiEDS%{cmkJg8Cwc&S?_?2yGjC&F_6Zs|}mHuT{xK+5yWpH)JNo zJ=5*E~^VcWtV2&-VT#(frFtT_^@|7 zo0$`7k4ERB&R@d4{B-5KyAm7UO;Mt00$ z6x8n;QBX>+Q`zqdR^2^%V4xSoSeiq28D=SKBy`EvzRWE2eyZ#wLC#e zhUY-Ia%Jx^USx2ULV5vA&!>V|T+&c?G?Fi%9_(MzVlAWt)48jt#2_Ru${cJ`lOkx! zwC4ltas0KJYm&I*a8o7DeT{wSZDy|QWR=vK-BWha64huD@tJ~umJs8~HedW=tVO;? z?TOMa0PXTu-ayGfKV7Zgh88xf%q^Fruz#hP>DOf@TXM|RRYZZeGq+!km~&g{yIAP- z)chk0LB7RCtvT31luAmKq^j+$M&S1FU*0g6!A-%W?30gAM*hJL-8LV3%@?CG)2lgx zKKrtC#`!ce=<8AgxN|NRZqIepIa&8#Sxh_Y~B-IZOAG1XQJ6Z_sfC)a3BYzelq7R(kiCA9o|a)dGY}~PjPb*3ZdRB&x5@8 zz0T-ohL&oDvAqc!ex31U`!<9G%vm9twv~dmeGMRLe1?2HRjJm{&esJwh>8t9owI#) zNY`14vJ_|B@78s2P6(t5!t_)HLm4pj8ro#6kFIgwY2yM2wAMR#z*+>VOO;7BsPKN} zW7j04day@gu)*ZowOp=%&)F%+3 zy2Ho=GR&@1q!3sHB{9%2_@vw!2)7?uB!5E}Uz2si!C22dt`B5LNBv4P5GwKT@sNo! z`Zk9JeEqnjy6i9}!7`qX7zs-#?G-Pv#+^cL;Ffcv#?VTf#M!?TYG962omoar|iIGPh#A% zbXa4?k%m@;sVW{p7;FUWk7t)+fUTZ%lq(76!CyNeCd=Uud|ZaL)~Zyi`p>p!@2+Cy zh;m0i?x|(Giv#3}Y!wm|rM@Nmw$0+j3r)wfQ+|`Wm1}y>cWsFGRaoEUH`S5X1=BEs zJ30T0p&%xaQ3iDGYnZTU>D3vzp9_tL7{n_^3I&Zb2Fw$W%mT~xoKPPQ78m%Caz{xL zoo$@W_EFtztF+rgibiR}&e_IC9H$c(RAFD*Y4{i07rB>^7jC|=1=?Yxy)D|L6LWr_ zQ6(%2K&xG&(vu36UlCfuUNX{0v~DmqDa84@1zTDz4Zt8l(2~A>DUbys&Z~n=wfm)% zFRU<4wc@nTY>VNN12aV5ZpGC6^j>S+_dt&&C7bi#v?EEiZWZmXp5hTqhI@(mEkDU{ zL83DGtBY`AN+3gviqsQ3c@4j7k3g_ye1Br&cy*`MrGD)#Mb47#I{!_6)$-bqofd;Mh>Xr{{^zUOIg5eb)Fu9G?>AHD*gc@D4Yy?!FUp-bs z8z>v-)SsTN-xra(A+a*$bSB%0Ii@SOi8$O*N^k9oF7p~V?%wOzCM53Kks+t(;&N(; zP8o*-cMzeW*H%>d_MK6$Y_>l$P+#g|V`5o{g9Sk+AQ2Tw_&-7{p9n$ts^MN?2}}t0 z{Y$zO={9G>*|g)CxbqM$>vK`(@VIKonISJ!6x?tyJeAl!KqfG!lF?}qxrV4y`y3SE zdW>NjHwyp3FlXQ^#@H?SG#r`^&4a@wMu%Ul=Bj$3f@Ct!RGXptZ=+U=M)j#aTEt$H{Xwpqi);Rmr-dMU+aRC{0<)%ZX@XBH-K6n_(4F?kZ>+4AD-v;30swd z-&qaEeRH)^PV<6xdFp{J`p&DzeiF&|CfO=Mw?G{n7qWd^XpdtFo@K{-o~R3G zR>1TiJJ%xrcu`v;5%<8qaV%_Kvpg{xMChzZ!mFYw)8P`(gt*b-B@GJxx=H^=s*|%5N zmGGjzF}F(fp^nwGT{d`Ut2*T0z%^cO^{T78C|E%eC|2+UPfDo=?VQ%@o{EBw=}n() zHtW$+p)aI~HG{+=2fvpki3xhxdEE4Z35BchT?=q_+-VA%v^tn6Y4DY=n#oG!1Wkp> z>u!vb_x5W6Fpj(gFpORbZ!9WCp7ete>OopA7?btD@pV}4|AaLm|Kw}^Gf%4XPUo+~ zCa%)u`U_<1a#n=3yYXkV8ThngDM~^5LtMF7pC(2UQ3o}SEi6xGUG}Cib+q!Qi%#xv z1XmmUIp_`T^3{1bdN;D(vHZ96oK?h1+a?OMaN9jZ$v51%nC~_%f87o_(oa^JL?B^yjgKo-hLoVi~uP*~>pxcB)zPm06&T-G|Q=!@WsI&UMvfSrS1;F9fb z-VW;=WwMMR{h}Q#ylyt_%vhchMM1~Y(?N;JsjRxjaziYYW{wJt!-RmHKTT#irHAnE zIqV10+%{OZbpm$4k`@3!-MVI;=lle)zv;K1$quCb7vyN~wgn2&5#FvLjHiNX0`Ynw-UyLk3%K?aQ^@?Fg20+*{qZ{&=S?d(TmHbE3BBz!#YraE+J@^8fMC&IZ@=b6CN8O48cKw@8+Q7x(qzh;f+Jp-bR*SR6iSFO94+e zrl{KV{8x%gH;3HLShH&L2uyFtc)0`W!Bwrz4xE{Jxm-(9c1ERR|xS-YvUZ&^x1iT1(OU?JJU>3fX zvv@*?*FcqZ*WKb-k+o%3pX9j*MCO`>1{0(rVx_<8@#kwexChAIl1D}3stHIY9hU)` zvi{$bk{_ebF2F8{O(T#da9!px(rH`#9+p818?!6@jQNer@`D1=9&`i0cY~12`nwv~ z8X;`}ONyk8%RD#Nv%1c1+JTLZ_NZo0S{RU6gSVtP2~ z7Gmwyv5dLFCCAo2r^V+dN|v4tyP=4bTk>G z_ngW7R*+-~VJ1pj1W1zZyt->}F_GA;8Wb?m6~~pvn^A)hp){Mr^#QwZ8ejG+OTI9N zht`sxjolE+(#XdJ$BL3%-<4?DNF#y-*P3lS%3cPe&D2TE!D?wmB`g;PAL`#s)RRo> z#QEb=Cb>>rgzsyAShs;-;h#9dJt{Ejx%D68Q%bsc4Cg{3JZE*>cJc;|sj?$J!gTU% z#s$|Y5_S#;&4xAO8uH`aLZl8%!x<;Lp3-kl0b?@yM^&grJF_rJVNEn}-%=<%C-Zxu zKEED?5LC(+ZRryEE6+bhmn#_j8kqFJidHna7*K>K2WXSJ8JkBtN*$zew?N}e9Mt0~ zb}lvPT=CezPHl+S2{1KT!0rf28pCCh+=4})dzniE24D{GRsGv##KIDW8EeM#aFq@5 z;s74-g&dZ?O3kWqVr z3YPj!n_R`Bt60wtalQyuhg=uF9P<5Nl!i_@98ND#?E%Ada!~To8+{$>*l5C3nrqeY zmqxwaqtNOB>Kmy;$J!fX7pq4k z<%U2`#q2+M=Z%N7XOEg}JhjX!RCe{ zd5C~bCK@|WhytP61TLU0y2Fp(X@NjfNH--f}2-Yg$;byn1yCM(3$ zHu_-n&mRmj7C9x3?5*qvNrX7nDJ3OWqi;4Gx)FmLgnbq&PyY3rQE z{pU**%UgIC`i#3D9;LXJ4b^7!e~$T&Ut{02`5Fn*19moLoVb88rM9R~>fShs4{BbU zE^?W`vSx=r4<~l9PQW2t4i+sphTudS18sqJM%kgL2J40(505Rvo?g$4ksyk$K|*oS zdUS~4M(2d2^0WH@UZF90UqR-cdZiyL)WN@1UrGM!Q;2i~p31e5{u%L9bb?vNO*h)8 znv1Czkp*`~k@{sANmQ8D6Wd9UO4jnp%dcovv(hRmBG_hS@vFw^piSG;_%X7sA60H1jQ3zoy;k zrU&XGnF>j9C$*|E$alHV0|v5;k95Q4i|SQ4S3aoQ*9_L6Z>Hdq)hd4UBp%4LG0mE< zW{2TX7kG{*p`1vJO+xpIC^lvLqpZ0O4%phX^$Y#r0iZ=6fB#+i&>7}SyjdX499h|A zGr;aKCRDy$-ut>ah+s=X?CbsReHOYC>gMotVKzi6w5FMHDxM5&yCGlFsPmR@MhFYZ ziBDS*wezux6(qxBn9p*8M^(xkC~v z&KMu6c?(q6rq5{20y~VVcIJqje-J9PlTF@2Y+D&MjyL;h0 zUo)H=8r|pm3q5C!b0>Hxu?VoAgYW?+7y&8gBD9;cGa?h{)o%@3i+eTeT(q0 zeUn3#$4yP@Q;X^{Qesr%jVFG;Ld^|}5B-&)%4{KadJMFiKZjqyA4u@8lxqSEEz5a$ z|LnlX48IEB;j;-#TrS5C(rhi<%o83@PVUK%yQjWoYHIn@nvL=IgC~M~#q-4ubmwSu z2%P?`rc5=^Qhr1|?MGy~>C$0B4!Eq0BgxcukWbhJJ@@tig6%UVB$`#%!ljI4`!8bz zqI05KI(yiX1nblC{#ZVy%C`l8QIV?aW0DNgH*+gT+y)t8$tTEZmc ze17)sugmDxIWAfu!VJEhr!;rdl}HT;19#T7A(k!7&~AN}a9Xn>!qu@>nJKKxcRqbt z(PiDlxqJdCh86SCu7h6RQy$cAFh?+`cfoZ(;=M`e*4?FPKF-KeSlIqtXcBbsT%K9w zkBF>i%Kn58?A?&lfJkUl&ME0W7<+Ba>;fHyAU+y;XMQ1KtD4ynFLfGV!Zv6#*hT}% zcX2EkAMdvN4VMtGJDrK0L_RM-Z5ftxvZYe!Y()xo3sb4&-2q_4%wExo=T zIBv_a0P(lj2-x>m*v>?*y@avj;P1q~&>O$KL%?P7U-?-TtFX4I!uR(dft9)c&H2(4R}38ko=MPHML8oXk2g%iZE80VvGz@b{<4 z?fhQb0BzFgeV@~0+Zm>{Z;#$_9tRo zbleRt%Wg7xBwb~)u|GT+xvLn#QS;}e+8M4w;`#JnVS~Oxc8#xDgcCyYpyr5jyj8!i zKWuR$#U`(g7AKg6@aj(Zq*UM{DHN$1I=fS|Hz`(nrEs^xX%JS?a(RepaEaj1?skz) zq_BLH3fPi0_-y^-S{kfdvspTh_Bxh3K`U;GwW>c3elD;yX>Sc;{D*qzH*|O%H%tljQdo(h8c$t9hw0+jxGqP#tAzqrqb;k+*TgP(YH4|tM;T%tOZP! z_aLkN3~HrG+=PJjz>@`^cAJx~A5H?x%%1?J!tyQSx$;^ocg+1jC-$`9Vs7p{sAR&gb760nv#-?>m6T6kdN4e z4;c$zkT6^j3p#6x@B~1;rspnJYJVKt$g*^{M~5#I#p=cSPwzKb{xi1eBc!NqdPAX# z#nW2%fO5TK#g_Cgi}xS-6Cf3g%5^W-3|m220hS?zobO4&LBEINo(&F7nn5Xmif8&C z-SPxszr_C(tx!`7bwx)TEa=5A6GkENF}p3^!2HaJs+k(nsKYX;_Ds0vrAD49rNOV*3e#z@oDNwD=G)r3k>O0b;Js{E4j}hlmyCKK4r418MMR z@?nQ?G+GpVm|@9o`M7058LV-Vp`SYcZ$xXjqJ#{B3)jYw)V>WY=DiadH`Tk_Dflg~anw}TqKOuJU(f0K-C`01tVkX%yr&FeHvJqw)VtT1kr}BL;iwNhorH)>* z@W&P2LQ=R^2$!5i-y}Cdpa{I3N@sQbe~@U8)|GKR%(Soo$AKH~%ITlXZc`gxM7X1v zRJ{V0U6c&wk{qzuI>>%Tv5xFG&84Swt#5}G=NV-AK(ZeP>eyt42flv%f7T@ieVQ8zXVG>|^BrtmOh`C61cL62o)qA%IjAl5kt;BQXK z{}JyM5bC-7uo`E8!NQ#F(a1_8=Hd=iOA#saDf5z0*k;AE51$|#dkmfli7ua$LJ>mf zbtuOkq6pa_ja+jGUmfpQApBgt)+gvK#hEipVhOiBT713)`SjnGwQ*39|IJ$dud-)@ z5IcNA#J2lQMyM$ zna$gt5j@4A$G!Sck(tLlyx&s-w-syB;2;7K`VR*zX2-kbK~E>!uw4>;H7XfvU4U1H zkrsg$9GXDz$Xiw}4W(d~(z$aM+)^&Y|_3 zsE-(W>&}S4hJoe}&~%(0ju*ZY&c+dQpf7jV#%7w^mnJl4Ihr2levnc8@*B20Kj0rA zdT=nIShb(XGl${*mxtf~C8wI%14lQ+I0rXi74 z-X>ib!)DwLEbCcTA0Kt-j!1eub@CAzSB(}cD9}LraM-3)^gDAaC3bA2iW4B*Y>!l; z+*p&XWg?0NFvyn?IaBoSa5&|<-lv3B7P^mFZ?e z4eYV!U(>;JTR+O(JM{~2b-^4$+ckkDwTJB2uS?>&%aG`aF}A-vltkq=!z}?zl41?1 z`o2G2NP9@|&Eq|I|NBZ28{cY1x-8q`)52)K_L8(8mtac}O>{mMSd!gxR)Ituu%&!{ zsD&exN~v5lmJsdpSFgq>oRo7XW3cm4A3663C)zQ?Ovc2cQtz4e3I;ePAK}2*5vv1oPbPvty-?DHJYe2uLKvC<$!V%{| z_VKp*F23m=)cIMhcOS);IL_$9(FU87ptN9$-;5?Wn$j+7D@dt-G1ucL@I%DG`>gQo ziC|XNuzHs5OmF(+68NCJ@bnC0;@^(O*I{QYr_u9M8At*0Zo%=sn^1f>)`pLB3ZXAP zTNe=1`LhDp_p#T}MaUJmPw#zfJxla>SW7|AKHM$uu79bE14ggpwy%mO) z_kB<`(@>$FPf3*JI}8}giSkFnUSf)L@jJ#P!3b|uIR zcHuZ`_3xw{qv}*=NJ@Ie5{vobnUEy+3AVk4O?rGMyf)H#zzShi^Ss0s2E<$nzFA16 z>jpUGHy99?kSSM~G8ca;?tBNs3NJ@aM5osSSrk{L7X@3XDQ5^-9*8X;OC&1xS)40^ zD&#U;y=yI^DO}$}l=tDple?P{5O#ziyi*N|W>KAB`?xBQ*}%72r@WE45?sDR4m50` z77I{na;sf@H;7))g?t2H1oI-CM0uV?S7{TKVB&zJ3w+3@5guoeRv8(yEctK=@dNw$ z@>>ktX{x%;GRJ9>9LuHl5BQSP_O9b++7*2#Y{5g-EF9Jz3X<#Aj0vbR;I}HNW=V@;~MGK7l0*DZLB@EW04Y#88QzxCy z3S;~d?$bgY(bc+b3F!seY&y^Fe*c2#GFtt3vCsXd2eH!55^6+7gYLM*QPX#QY*v>Y zzGA@jv>3}ln+M68SFwir#bb`(1X;F9HWfdLBw8ApU&OD&iB2$ zfDW^gw8>n|?GXbg4$34L@0xLBXXE8p4hT)t9cW+pm_Nb~NAeLL3&8JhB^Hz;cmk|b zJ4;G*9-&-?$}Q=K^bQ!Kjgs%oRi~Y~U}J~8ZH*vNPMchU(rOD>KEPw{iVtF^oqAwV zig_yS=}=Qq*<^#XDD!j6;QiL+*x#XauMDWXM~>;8DPjV1Y02iU z@>N}v$mT=Y!4a-B!-+TS3aX_jyHgHyY>VfIg~v!iRZV&m-pq2JX4aT-EeWQ3KrKi+ z$ui$<&?p0GZ>w=0_rgB)tgjipLUZ|?{vRJlcU~S}$(4IXLs%V(#^?|$h+W5$J|@4m zVkVcajpa0~!wSA#zijXrenaex+#R>~YXfQWtRSOVtA8nNfHGyI$vEEiI36xx;awAj z>k&HRz+sNo=jX$H{UkZ(e0S`S5Y3eP($WLz@?dRr%2IThL`l0XICr`q591@q@wK!E zYZ|c53Ga@3RU7B263Sa)4ija2ZW1=g-?D3-JbxK`&abqp6)rR*0ydcLgNr~1NMxfO z7(Laq)u5cSL*9atc0(-yc;+H_CPI*;3ZMqk9%)|c0VV&x(~9?MCeNwGz?gS}8di91 zVz_iQt*{dF=NZcT$qU24URWbUL35CH>d{5u#?T5#jt63xjfkw!AS3$W=-TdDEQheO zy<+9}ej6H|LIq_+Y^DPxOI#?;E6k$Z(UI-8v1#1XT$#z7hvMdmrp4+EU+Xi*i6S%nCuY67KCJ1FLwH zM6%374t#E(w=)>rg4&{JKg;xCbTYK!qw}_|#nYHiVi733&zRdbS5uW%8)Z|njg=*4 z)JK%=&&X3Zq2a<<(|l&?t^degw-J}k!!l5PO*ZzprFBGdyNR!WSGpKi)qXKAbBxP} zvFRzW(JsC-V)|k!%x^7R1K$gwr) z+4C}6J3&{CF@o7CaWgAWXnHt+V{kCGp02)Nr_%)M56{IQK7v!(M%&r>i6d zojPa|FA-Hft3$dXMBL(b>0;hm-uZn21LJZ_qg4@^9OP~^h?XPhg{cJfG}b0OW_<0V zG(@~l1@%q~9JTzuYwIZ0A<)9T-v*^R362O7<6?qYLWDwyk>^{ylc3HOlQ+nD<4SBv<=x42RDZ zb#z=7m_I6+BM9Ikj!m7}V+ANAf#@AU_uxs??3EnV;r8tk=%dUA)u-l) zaMOz3zh$hJDZ&Og;Y0q_PtXtlBKK$hOtd~xH<(h5JLIv}P*4T#Se43_>duj7Q1DG? zZa^5xnH>2NA!!OH&C3($^8k*|LH!j-lehvv>)s%S3SgtID&;+=!^eMrJS|Dh={0Ef zqg#jqx=9T~n{FeGDu~@0W0>ZZZNnHP77c;l)V$8ln>gN42Cw0T%YqbHi-K2OAdq!H z^Q}weiP^1u`u!6svLy8|ROOH4CQNR*h)ypZ$P~5f*!~X2eUDx;=xgWT!gZxtnEUR~ zrQxI}gKTe}y}QllR)e7CuUo^2$t8-;W-S;v;B76O>30ML*iBKHWc>+vE|>qz#UErq zs&?diu~$^S0Ko$%|^uX$ouXR7nJf3Ml-?b%!(WW3oFHQhy2bXZCdY@PnGW_LUV zT>=vU6)hOhcAOKj1E|y|R;XfmTrCKU$Zo7WHyY7-WBtnieN?VrY|L+zb4-!gfc}?H zyZ7Paq3C|LAo$XCV?pi7_wC)i(P115I3B^?-syP01T>ZRtsMC%yomvQbO9x}^1k2O zq>LFZB7%qOVWeX<#jLsW_Um{Z%L%`}7yd|?AcSE-qI4A`3G_ep?oSo>onDG4V&Xhcj>S->s4p z(#S8I@)4#SAfLkpa*if!@3lWm1Hezt6YmH*m&V{b@1*ubGq_2iDPs|)q> z`jf7)y;JUh00B@k+zl*&GR6>)>p4L=+cu2%1O01{dN++|`c~0D`aQZ$30C`ODB5}B z>I8xcg^YfMXl`4|fB6$&NJWrTSJidJ2V^>ClET!ck_}LM%_~4a>>s*F+Wv`Y9OPw_ zV91;E{S9xz_pTOAyCDGI(~xq3Vz}#d*4L(LSog945<5m?V%;4U{|i-xQ-8C=eRH>0 z2rx$+Gysf9ITs{xrvnvoTY%NdxH?e|+f+4r@Of**@AsF38H#8R1nmbcN7loptEa`{ zL_N}e`>O{BS?<8g&U#qc-}@bG|1gBK#plV<&#I~>WV~LB9kouk8|>u|y6RtA#8J}_ z8MsCTm?5oc?CEhwmL$cjiC}%*5EM{ zQOBx#2%QKl7r$^t7D}H#hxw<49FQ)y+bf!WeInNBHR&k6ISx#nH5Acj{P*D$N2&`m zWJ?O&9#6`i=QL_vBx7M9ku1c@Kuj4#Z)N^(p`iWQYNRg2rck-BLDM$suLir>m?yS% znovOB>IT(Kjo(Cp&#zmzv?R?`7LuK+xVuh8mU40GpJ3fE4e*;3%k)0?$|MQ4rL$l3 zGSDc$h?|tw`afq6Wc`lA0GwiXPh|lz z0_qs=S8=J&OVy8DR7am*_M=j0wk7oVg=hLMsGJfzXJCKP;*Bp5dg?j*+^!U=BT8Gs@Z2s6(TH@9mc&GQPm7Q^r}T}9_3 zrgv)O3ZrHeU~%B$<*+yBSayn2W1QrX;ofoaSMUMU$@U5*LpPA3c-~<9POPfvDd)}x zY|0*9rT|^D;EJi^m3c$HHJyiSv~Z3^|NY#ih-#sH)VH5Jp)Riq>To=x{!RlIZ4a`Y}D(Bc-8>@J8*+NLhW=jtfOK z@3ED`6(7vvoK((xgQ3XIeb1(}rKs%SIs6agAuDYb7craR))u-~H)t>`sW~E^2g3MM zo9Q0uSA>yBP}Hl+{{J`LRw|`35C8t)WpSzJoN_R8g;q1nOluDG7Gcl#q&!OuSg zS`gJCnYtgLFg;g(bHQqVupa;3#r*HK{(p_G?nhsl+Dnd$=qF$ZPO9wK$%Rk4+%7pE zSo$hWC4H6PAiRN>Y3n$9#gTY)IUoK*LF^T;6G(Pp33LQjFmm%xa;eZb1!(mSbqdfd(P}e1sN!1l+wecx%TiSSk9Te6!gE0_PFbW4&lA>=dE|#wRYaNtd>4zP+gjW`ae{lw zbGhU_``=afor?5Qf&LFr#hv|>Bk&1)efG1l6sc@2)}{3?cezPrjC)YVEZjnmt1(Mb zGsUUjEv-YFz}%QEy>N$}J(KcjWd0;FNrLTw=lM9QHG;7vj-mn?Hed**#6WG}|rNY>RjnsVX>TQ9{bZQHiGT-9Y;UAAr8w(Tz4Mi;tl+qUsczxU3knOXBMS7xlpI6F@4 zy-%K0mJ$~~bO!)5#Do>q6}gC4|6SkSgXDtHW`m=H3b0^DiIS2O6_F;LMJPhTnA<%T zc0HPJP(*I)TUVXW+Uj&|hrmgJg;>2y!g0+=Fy($>e%X?MJX0O}Q+Q9C>dSvE++%&r zTp>+{)4U{~3nKfee+~HCH!w~DD^5sG{A+=&K)R3oZz3RY8R-q!wEg7Y=wAjby@q=a z{YLt*e^YqU-{}Jaf$y`x_$%HQm9Ox6`xF1Az6t+=uY)&NU_KD)E4|DAR`5*l7MKDA zxrg|g`2g;uk3u!}z21BZ4E9X}dx68Bz_&PH)rTRF?MVNF>I3O>=c4cK-?TT+IG+n2 z_FwkvbwD67(N|AXUx5G46X41GlIbb`PrkPw+gJ9T{d@jrzLr19d-?57g8nw}+`sA6 zbX~v-?>hqC0W1H-q4A+GF|(F$_U-PU`Ih)5@r?5Na$k48lR&iL{|d}G z(%JL30Wu1J_*%c6yxiRGoB-$jEx-C-bid>8SGITB1fTnG1Of!p{iVORzTuwJKf;0W zFM@9VOF+28hjZXXPd_jgC=Mj}Ci*z}%)cW70^h#5fsx-YUqsguZ+$=@Y@Y;B6%oC-cFV zBxoKkiThlQkp2?*#kv_y=MNG0zdcKmxV)GA%9A2$8Yg@9MAaCWU_nu}U^|t}T>;b{ zfc@-ke$P!mGOcbR?ggzHg0L&lKMU^@V3vSIV!U>sKx)09YMo0IpPfBn)x%VahhfK97^T_1+{iGN%9W8bNmpFM2`kQfvyYSM!BC@)7w`ER)yy9|4+2e{`v z;+2st&sAiveJa^F?mJeXI9!UoG5zl-{;!zh?W^wfSLZ&6!Tchk!;P56{muVR!2dHe z*zh0pE^doTHcq5_tI_w0&gKjYH62f07Z6w%VeZo)d{xY=Z`++uA?0Yg9gbGOfHi(W zj1)gEu%Haw8z(W!!kx7b#Ie={*8b0`yp*5+wfD$QFVCLjxY)|P)Hw2Ql6@3kc@o|+ zeSU&z9$8Qd<1N;KpV+!=t4ka2kyA|<_J(4?$k-sOTk&Fj8jP-~^VMe-oT_mGEB*|T zsEA|+{gzHsjwayks+j>TAEiTGw^EqJrb z_43{PFsyILGBGHJ2PH)R82&xW4c;_8Tv{*C-K+DJX0Us zkTkc=Du`O{RbQXwywnSO5I7BU_%+JH4?n{h?}!XHyJp~UZjEd?mblWSIBF%CVe zE7ze+?}rarvfLLO zt_b+u*N#5_On+wg8~qOZrowkQ{2{)iKa}$;Ug23eVU9r#W8tjk07H3i-XwW}u8bF7UJYwk5 zibSW!h~U16+{cFen)q9uP$GkxD1IZYpChMlZ0idJ^T2Mbl~dCAAGOh<|Kk>K3A+3H z2SpD=lV$aZ#K5o@W8--5f<7KBX}pE6$msiy^y|^WauL`hvrWh;E`4>L?#CnN8h zH`Q?2N4(PY5Vh~3(IOYB5d?+WvXI^sk9xs#y-tbY^T~ZE%f+ABtllwcTG`;{Qvzq} z5|$sRKD|4?bPRWH?>#7pN>BNZk-ipcqg(YsYmb%Koo1p4>O>*b(B+{|_#w|c{Gh^X z6muBtn6aZz?GWV0+OU@Xk&^hsp6r)G9X0~=i1fMvqV$}Blicb4y|yO_Qs9^pB^NPT zWi3SZv=_oC?9zsN_s~Oq#|^1BYZdnA2omyY(@&jZ>bep_11;I1LPfDZZIHWO{U5|)1&lnVRbYQ(*&{#CX?{a zWkAU8t3-1XrP?`oNjLR14*#*pzdInjF~fIA&0hBZl~A&aXYuCI`{t5shB0FMw!i8* z2FcrGv~2hgO-h&p{NHhLARyHP;2pM4{e_^O~*4L^9-V<;N0_qpPsZe zvU=)rjLvp#u8|jl!4o9)Pd;XAF?aCI#IF0(&mn;uKP@owl;nTQR9}BUzy9sJ%~6DC zLiSqvv-I*-*+U*2J4K9*Z#e+O}7!OMtXl^2u?Y-MKU_!=m`WC}$Ht_Hg5Ur2%C(fswK zy}g&;%jhSq1XagvxN~%Db6q^QnSK1EXfXUiFEhk{jr25EKY<@8z6eVuV6in&dkMSc zOao2reJ0BXVuIJ5>maYy(WSQ7F4!<~M1%5XBO!4=({1^0EZpgb!LaTPIRO6=wSVhl z*}pBNa3?p20hPm1a2H`Rs^P!GE{M>tpbZHie164eXcwO5_a-;s z{D+9cA^RGN8oF;$Nayv#rd4kMLAf0Yrw&-)xu9C&)HMUe@UnML4LT( zk@+9PLAFKcUwi$$*x0ICQZ%@{t4#WtqKN4GhrgIHMFisEGV-p`qO=PfMSwMRb=WKQ z7L!?<;<>LZQ$1^%{_p^m6n?0_wwV`^XVsNeY$0+oFrZ7f{RU0>n6moI*`{F!Y>;_{rOMY5@pp*as6UsE>ZaBybk2Nwh?N7v?g>9 zjMh6%#CfHmCvnTcu6`+$V%F0!To87;eSKq*Y^1?&G;{M$UKhtCVd*l$33r--6c$EW zro64VN8@P?H5>!4p%QIJb?dnF%+ToWRf2r_bJ9LS( zj{$ay{>yghFFTf5g}f(+9OJV@d>cNY`$0Gs7JCU?tolY7?qzY5pz21;$pQWkuh-We zNz`DDB>Nv7{BIoA5e;X@!(|8XAJ8OhRQHJ5VL?EfejI4`XZ1mWB)G-|H6s5i+#JQG zCRXDoz$XXcf_GZNkx@aDF1KjD?{ww<-`yk#PZ6N1Y3wdk5%|wtC4EnI{fTNef1GgE z&`a;MNWo#7_-ifTQ4o@x=e73d*YAZF1rz-1&$sXrf3y}M9n7v0^MWlF!qx(U|0qPn zQw!jR`;=2wqM8dG3Z?6DcgvvTO{HNgoU4(MAfk`r>OfQS;|~eCcAz=|e>4Yx!K|a7 z8K`94sE6B>&B_V`VJe~4AS-Obj^+`ETUuapLq5wr`ykR&-)rfkH=t|bosGDKdVod6 zJB3%-envL2%!&3@GRndvp1%aY6+ay!Gf!&{!%mNqr6+gJdWnUbfBs*@^FMaH5Vc`@ zF``|YA8W2+4GVEtOJ4x8#wlT9v~gF%SI5s#t?zR6s@wSqH>W}GgqSJ#K>()YC#>6O zF>Ds{TqfS22b`w3@Gg#S$Ya6PlO^K??YtEH)x>%IOz8hEkhrY^w)El6 z8K(3tf`4!h|3@MIXZAZCK*t;Y`daGCerOXMB;%I4{eP4n|1aaeHSj;HqJ0418))VL zfrZLpUFU`~GY$@bgwYC5Zs)^H>MbR@WW8fk;!J0W{B%4!y^k3ZM|%g|TIz$&fG_q% z42qYUS&WeY#+ZFwpO}PCjZ(Yqy7Jfd(Lr=k9N~%s2eYHyo&3$1y5Gr{knCAqTIe0+ z!~;(Jf3T1%axNmqiB7O?G75&3>TkiOH{)I{U$)@6dv}J_33JbQizLL#^ej%^i>^br zkFPAhq>?}RbHN02+xFLD1J#y=^EENO!LUwSyaQ)|em-pl=#7_OTy#)bXOmrCY@OQ% zCIKRS(ofD`4e9d5Vpk<{ACiy#>zA>|^`|uq%R)lW;gr1ed*B4hidxj1*Xg?+c8;kSbx zu|>rQP;XsNutDOzS9|fh;t~f(&Wfk3Zy#gTpqn5$b&;9zGQ?GVxbX^zg5lu3M}Kww zj?&rFrA?GxazyfA_FT>y9EH7R3x%>HHe$+HY0p0OkjXi1hlV&lDeC3D0y zNOoA)CV9DQSx7Tz&>&p9vAoca+p?KMY>tN-{UzfnX;3IR%x`AgbY!8^xoe$2|`EuA#FecG^oW?PoS;vcvo&mC{=aLKS$OC@E!4xBZdW*5%#GYE}w)%r8oZ}Y%3(kSq9ULg|Cgr7MZ~w`d`-hVc7*ml< zUK94g>3t%Y2prgFDjy3pf{UyhT3u%J3x>_JF#;P68)X-&ap+g{TsZpHx3V015F}!f2VPJlG;S&V{CW5?c5cbzThCe+$JaV_A$CY zQr~0g)q|;S7Pf`vS$S45nOQFQA3r*Bu{_OA^>ai z#NM)0BEipUDMX7-s|v4wMBGW`df3IpsPkl;a6V&1$A!y|cw# z%_4rYV-%l6HX?&;W7n8!Lx5W1;Ockoy19SraB|Brk7YIb7ATAL+mrcA= z0uq1%P85StV;-Y)aBql~#m@_0)i>2DX3D#)7rO;X>i&?Cm;n_V%KEy2X83t0}QnADU5b z>T(%#SmElXEb{We)ksN+2KFoIs&`Bdk4wLFGlj!I*}4sIwhTn-W|ubz3BF)c5eEjG%fjKRWfR&ymZO%wY5vYE z$*;~`vE_^qpwhOqe}n{gDYU5a((ujO9;sc($Et`4iV4XTUG}?Vc=X_hlG1Ezoj{r@ zq{lJstAu~mhWUaf_SE#x2PuLPde?i64C}_z;80acmTHB$%D+qq3oiUi2tI) z5!uCT+^#)k2pC~sAorzo->VUh1XU{L2a5SPxjqeD%rvvm6If{0%p9blp=@}gWBmni zCLQh^2I_o4^vF@?EM!?dVk71(;C1Pv5hpL~{Z#jeb>!e3qnjV{nNU2tYHLq5&GSv# zSijk;IKO9nf1e!>qeQ|OuN|wZ5g(NFYhaz2u;+mt<}NYyqZ}~*pr4O1Q?nYuHE5Nq ziT-#2iuUg10cYj#$_EwD};~sfoRQ!L%T&d4ES98cT!SKdg>Vo6& zB9Lwh&uE3)G)PuAA08`zrs#$!LzUc7Bh(L>?aW-UJG#`QB6Dc?L~z&rc`Fy*$_!J~ zJxvPR49&)^*r@2+Z2E#9wWS7M*I;MsuYqs(J@%+CX1Q~%z*dDyrrz_}t)#D6UR+~b zDhO^qSi}-Y0FB@#N4&P;KiK|ldDdqoFK|(M05WnkWHm(|N1|k;5`tnXRgoz4y z8KLx{`WIzluh0xIsN=7~W!^`fu(~rxm_$ zX~OTP*|n4X#rFb#VZC%JRWP4OOrmVzCz^=hcwFrL;*bpp$7=fwdNQYPFgcp>m;&w{ z!j6v|3IZwzNY-jc&x*ei%8Hvx&r||OXdY%tb7O~f!1}gA+)Q;+6PTp6*iiQVK*=27{itKB>O_ znr557-D&KZusW?xPoqUDQ;W7v*-A?v)ivy6)NQn>$*-GLV#^B4D;}Kn08er6jOy8A z)$AA^(*^Tx|5Wv;ANm~Lqs{Ac=}U20ZEKwt3+yI~g2%-Qd5+}x5EC}#aW_L&!+UoR zVs!m&)_`HIIXJrTCA;>Za(HE7DP&}^#ya{(MqpMtZ0VhNd6aFlU zx}srO#D=4i7fVAv&7#z5SQ(;`H9Oy3RF1-KDxYb+LwrC82zwwL9Zal25;+Kp(DSH$ z$T>@^g5ZUH%W2l_$FET0nWC^iIcSxoTxdyJIFGKcUB_Ltp~C(GV5d+&~h{N6HuxVmT6Z({VR#=~TXXuA1)e`CJ>HS$$ zqNA^W2J%Q{nL7rv{-Pi*gz`_Ev3kbr8vUe|pNf$|3usW%arL7AVwq|CYP-Qmle83X z_W$NX1rcc+OH&1T&K*crF!iR34VeJiFF4$MGtTX}XP4a5-3mMgVg@F0eQycSjGWZ+ zusbHX^#K@7KE<9ejvVw{zS>Ka(fqGw{FoFy;h=*CwdOE7c}<^#|48}du{1K|y}=PU z5aSL?ZZKf4{(UvI+R1B4T1C65B{)SgFbw6Z9TYI6d0%hJk4}wkZ7dPH@m^pd3@-~% z<46AKQAX6a3O|xF;E|&zx50_!Ba`J$=0a-wnVHF3al&27xha_tYY`p-jadCXmx}uv zWZevJoo)3ED%dH`npC^c5)c-0xI+f_t#)mX7Z7dRZQxEsm{V2pb2;KCzNQ@X5xV_> z7Rm@8kPl}Q<+A<0*3k6{jnr1%al|7K()dS{K10(V+eF}%^Pe|ihKYFN-{g5l3* zl0et>`f-pcN_5uD{9@B%MXYK0pgZ$=hP^-L6pxf>oa4m(ScBtq9R{JrvPCt3c_&>6 z&4($i?bmhdsyg8+1%mGR;4M@bLAIpF@Wd2F-v!+rce(#_h%cwmDRTHXa~mk1v#L)Q z(avi7;8?po3h=3t6`6vD>d!=Nt`eoMC3lQW(fc-M>2pbMCGXbLlti=!uGYw%yCVj} zb%+3t4X!{}mM3`9U{T3?6;!*XL}R0c^AkR~!5zc7kG;1JsTtcn#>pD_0qkGPfY}LY zT=@eJ{$C%KA%oL=O?tFUb?M9rkk30R$H)iVqlTdw!|GorL%W8M=eBv^rD@h9+UAz4 zSd%|D`ER;jm`_d)qg9?eKs#@C*v;;2pxf&ysK)U;T>$u3@NwSnlFih$bi~K zDjCDeTn4$FJ>Wr#szh1?!DV?>$m)N-2OcER!k?G@6p`wh!1RJHfFaW`r*zPOFWFdv zz~VSW8m;=up9hZ6pFWfy4>HLe<}WWR0fIYz<+q<%3$|F?9i0u#4SUKS>-Aj>Ht!cy z0mcfrA*;*Dqm22#A&ezff!8skwi%0=AfjcfiJ)8{MRzV9WP$l=0yF{n_RyN;QQq;- z^Pj%kNaA83V;rX3b`}RZ<+&Ls@WCG2vVph}&FCt}QFVn`(h<@( zcA4HJ^gQx+y>SbyKeYgD;d~&%#1l(Fx1+)w8N+p>QJ3nwu!0hW>NSov{Dulogi-n0 z1Ul;LY^wXEF_%n;*ddB>jgU%n_mn-o04Q*-r5u}U(HX_cj2~2aC_aSXq3b1U+x2={ zZPJ$W^@^3A=(>Gjg=if6=yg?ZbBk^FY;-vggdKZd53we~pITI{JR=l;L?g7iH}>=? z+@9SS%!5=k<_o}(R#6q?!b?|TSso7mh#iJ2U#*Od^=r4Czsh_Mp2_TJrV`Zjq&Y4S zF6df?T-35>Q&F@5&l|2!2(CAWBvj_1C_R>mCFg5TQXdO|={w}aTN*a{yDEuSJmbL`9r$NgsIq6r)jcR6400o&W_IKmLdU_XY*#a+n*${A|5x8X3! ze99Q*TnI*Fxas}D8TaLdi4((~tu_c%M^^>;b-E*%3}|IlO`m-X26I$n1fTN``)!~$ zcvvkp7c3eB!nV7gKZ%+!+o+y?6{;&OKgPzQn&HzEbMvQrakG!X*DZ6F?5*zhQFEQ$ z)uo%;TcsGuxHe zM(Y>`jtixEtv*>9fzb=l;z@Y|WW_+f@pXlZpp?LrF&=cN9j#`}K8*%9$Hmq#K}%@L zcFT04#7pdG^yZ1PxNxl`Aww<^-&lo*!{al*wCOE0F7YFHaEOV=9)Gp9{it;ZjS4m< zt*kT-@KSBw^d5Q2!O~zZA$M@00pw!U>iu z-+bzawyrMA-YfkvIMFk882_k@=2w;UE*_6-Wss5=x?>ESPn-^~ky6`w+ffOtdn1hp z&cAchb^jSjhvMS3qZI$5jnyyK_^{w(kHJE)zL)t5Z3GE37&AinGRQ!)Qbej&ta(=C~jS$Sudr0aG~ zBT_b>hewpRWqbOzOz-O#Yt5zVofzW|Mu#Fola6asI`ExmvJY_}+H}n6omB^b9?n4b zBHk1U`Ow3#oRI0Vcs&R6p>tU-!Hwj&o{r)XLUNQr6u@=Q8((fyVBx6`+J0*9`7lf`)VX9Bu8k#Jj~0FDfVhFBd2gf_if~x{))Db;!um3um5VD zR3J!4DT0gJw1hooqYsB?d((Y)n3LDa$!{hgJt-*H#8}IV05repS!!FuC4aM3F02`S zhD8&YQxqmp{L(gjU+!by*AjrVxVFiQUyI3)TO;FKs_sK-i%pG4%hE?~6x%htr2cJU zAjQwAIUjtAaz%2!14C!OLa`&9BA-$yv_kBfWD+MxVSI6o#@NDgp< zL{X-{4qTj|LEz2l7u~K@TC9piWMjkQh79$~JHHpM`XNpTzVXrNk&;j1J)8i$eOArp6p!dOMTI9 z6ug26#%Nb^syQMvAxeRt7~ZzWhK=0Gw;lfz_WDO++x|Q@D-Qdd8N_qWeSr-wwMddI zdva)}99%f%GbXVH&t&aTgkr2@@O%*m>-lGXErMQ~_H8{1*rl4a7o%x8Vwic9xU(q` zPJ1h}v@)VJaB4Cer9VP8Zr}jhfLv6?m27j!&d)x_8_wRlk zbx}VV^2!AKUQNVFqlxfjgy{Ob0qr;d)a7k#ZMRCBv`?A!q89j#sk_VH!;ka{^SSDS zCg;1>A(XlSW!1-N#lHAW$npVIZ0cP%J9lcx{jaPisv^PziPUpKFbEdGl%p8o<3a>8 z2vlLw*fLCD@^ZB#MTwj-)It41fO{;1HSh0m0KnK2=@WQG)=^eb-@;#_i36jNGlgB> z-i^qvqzA&=RA9L2<<=J!@zy!VU!nfN~+}cgT&DUNOVTVs|w66N1duIfX)w$CC(VZ zL-h+Q6!@;ZC_vGQf%iVASeE`CB3f)&Bv=y|Nlf)j9*DR_v%nu2rheEsxc*K~pG53_ zL|E-{>C!PAFVeS}V8%xq8z=zEsjibi-4xmzE7gePN{SyR&kWz}kypwKWPdpK z^23CN=o9&{n-pOct}G)Om_V5>)USWdj|JJZgS3a%=`yl?$#9e2oKhlw)yy-Cp)aW; z8G_88NundXYV<5jSVK*|^DaN3f>MHWl|yweSIYJ2C|16CVScP|vlE$H%8!o>CmNk+ z8Kn>3`V#Zv3gV*es?7Rqa4+>tj+EoJ%C6Asl&T6jyOO`k5HYK||7s2|s#!qJHF8Kn z2TKu}yCrm|We;w(-UIxGI3UdcY6um^7AwH=X)aw#n>DZdp>Y`g($STS2;l{=NcEZv z`%r-&t$OL`D@wOjPOaYIOf!x%j%vP!2<-38@8U5I=diC-rB@M9DA>XL0$I4=>yy41 z%R*Rhj*I=;&6STKoE8NQzsj{qLnJ~S!_3|pnQB;8UOWgeZ?d{wj<+rAppsn7^lC`?WLLd>qG^q9wZLP=lr|c0T~It!cKoWLN6C9TwZO~%wUZ?*X^W6ntNm7N zM$n=&g4vA>_fQbBZ7IJsiR1B~$K%u?s0$0mk%x5#srT?p@BJH%XX$)5{?cS;hNJ;x z|9Ok`#MY+EqQ8gbhBM0=*vyv^z~q5g&xnoU-u^5DK4%$1;_I{#RKgLrK0Ds->iew8+G~E%xG%5=PTto+pP?7uD7s@K z8JK$M8yd}uEnDl|wc1E>=q#h+q6eFpl!ILR%{k_9FW?-2dwAejvRpDhlehBce)rWk z;yrquSSFPJaQQTk7fxn2iS;H2O>FO}I&DE$f?MU?agep29ul( zYz4{wT&{GLZfaY-aH;EzHqyI9z4`ice0E=j4hm5Gio8;n_r@=96$g`6$x7f=Xdk`Q zFBeJ3oKbYB3+-gizCIbVuYv960Y5+ZLDTdJAM$deg2fGiH&1^1>t}8Bb}f}Yp$9}B zJQt?JiJMyn_I<=x6dk2cVXVK};o6t3fJURvp81D4`QMgR^U51CjKW{b0y&+kc}nr+ zzEB@RmDfPg6%>NZc&=kJufGbBC_%O^6OvWLwwWux`MGMOxpJ|>&I@k zLXzh~kB|Wb8U>#bH8CV;SwrA0X?v4d`-%22njD`8Yz6UkDjLBx@cL#^HDkn>`{LTm zg2H%z1z3;RO$^O@%-ZmXHQ{d@eTL*HP1X?zSHoscM)^DjMA-ZU5V{l*&qVZ;1wM|& z51_p$8VKpVtaHhsW^^FXx*2*(xN_1=PrWc^N3Vv=mmXV>JW=C%YPi=-kK!q>x0&jw zP}OV`wSmCXf=InooeRjBz(^A?ukRVnNc;-ZXh(E{ALm@u~Zk}f=R;k z*I#9n6hX&7N#QhKUwd1rOQ?KpA^q+VbToxU3%A3}csODBVv$E&`8_@~hDn*L)%}!B z&j?L-$l-@Ypm=S`()+}C?at+=;B66xuwI>jaoz;OpC!5ShkTNt>!2%TE>%4%cLExG zg}eqo;J)w@Wt5TnAt)~zv#urbLGcTxhie2L+CFre((A9W>0XdEJTc_TkOrg;6ilA# zr@$BNvz2%Ixl=oz)pM!~-WSORVLUEn>{H%zA*KDRnr6VFy;Usn8h+n=&%tk!9FO3d z$xGz!$OQpj$8IcaG&7(9g0jF|qutt{vsYgnwNRm*bXhfnu%OgMO<92j;FPqQl`PCU z_vVa6NMKk5CP7d;D~|Pf3p@3{AKFPr_i$~gj32|lHHf{St#|?TL8QH{VcbulL`5{v z4bR|>tg)P$@U!R!!#5>C_T?@y$f?`Tb8?ZEa_PMjPe|eAxZf-FIb^@)rV-0>7r{#Z zPU)tsMYwgN3puBg^uwjcjKq|SQkNQ8B*D=1w8cGm2#-%38U;7~;Z*;rk*w2Ca7SqM z*qNmT8SfXl_UsT7Z3T(fgg*e<0xLa=6!C4)Jd+4Em&}Ss#`WUTs6>9&-=BXvCg26dgHDwCsThW`xx)mPsSXetRV^TRe?CVZh(pcK+ z*(GB`&qb<9;p#9I7Zy8@!ehCzS(&U#bajpz2VR7n_fMhBsuNtS5U-}OBDCAsFLOWk zZgczh;43Q1k6Xicoa^8DR;k5cQ_ZPoR-xfxAWimduMj0r?yXQ=m}JO5p?{`#{Ll}Z z5oCb@PDF83FISrLKfadfi}nu9DJJ2#feM()E9JD3>*xJc)N~ZKi^dL7i2}WXt-Pgi zqSL2Xd_FB|(!H)mL$g8bz0~Tx8O}9AM+3QO7!MiRxy_GG{(^*1Qjp59iA+5)X90w0 zssE-oyUKP2_NOOghCD+m-q^nB~NhHx|u{@DCN&l>1&cX!`P?&Gb{=Tc43v6{^nz-Ha zK2=Y~O2Z_Ca>e7c|)slp92Q#ceRa^#dfB=L3Qp_qEw+(u#1| z9(#TZ>yfEfpar^nt3^_?d|Zs7@J^`sN5!5Amh(W{Kn}>83*O<&03X3rAR?Q7Bbpam zZ&tQ50T_>3w;X#Xc9jc)kXQtnM-m+s1Jx0aDZsBLCKwlK?m+0bXwHA>pGEv(=0c}TMIV1ZZ zMlTjT1^Wazd7a%OIvP27tygM8HW_i`+8x0lX zlcld5XIY>bpo2BEK!0#r?sDQ2nffOZ{k;&Q+mIN{Nz2wY)L47#`UQD(6sIj2L#7!j zO~6+l@z-=x}Q-1B{yQi4)eGn)zKn zJTJ&2hv`m$C-RHY*e~EK&|pex#b()VE=AmnZ^ ziZ0Spxq1_?Bu8dX;RuB=lrjj(#)VHv^is1^DrT^=@^^4ll=-)sZL3|t(a;Ly`b%vrWL1xa@bu);wpE77U3pc(M0Gt zxT1d*Em6Md^ooIlJ{zJCX(B)}nb45%=MI~MrKdODcL3~oV|o2zN#A%PCN+!47xn3S zReKYS39$6}bpSjoE$kIcrrDE{L}LQ^kjL6y83fL0H*wyJtBVYKqZPO07vGf<<1ywZ zs~i-3lGYQ|v4{z|_)FKE$mr4y+jH&tnB$%*)gYee9`Vlyc9vnOa5C4_ew8^Su{KJw z=dPsHPthAPlcW~OUj&9g#$T~~T<#iN?3Nk*^r}X-`VlWW6{%I$LzkQQ(ggssadTI7 zMKSv)d>F>|smq^lxi@Qt%ibj}niz36t|?3v7HN0gX_*J8kDg7`fN)1KY!cdhJ5f;n zlQ(5KCoqLr&Dq6{Js_&QPP>0H+&B+=#kWh-q!5{NN zJ}uzQ?g8mTf@c8NRF`A=woS=5Y@hl*tb#wi>m8mD*pJS09mY9mEqLZs&3J`kBRky0 z`bYn)HzF>^8|zd`Au^{+G&}YoFZRw45V;zBXfmf-b^VepQK6TyGenIT%fr&;{7Eg=IhSUd_&eTr(NVcGw3&vH^zoU0~BaibNW*J}wDP{@;8+gn{^U2s%fY^kXwm_}Ugem}ESHXAl6aV);R#C`3U!{~ya{0Ixcx>z zGS;aIU?uPEtd$LOV+NNW4U6kj?;&b@7%!Txi|L*6RK-X@KU!bl7m=9F$lh^sT!ZE> zXW7h;#5A1tr!znvqboMQW`v5hIZ?awtF=0QXQ5_y|Mp`Gi$^IE_UIOFoIP>2dy_z3 zM@=pC$0R+8bV`MW!872Gmi!)e^sboM$?_2Jm)zYgU~Jcbt&8RDzzEZ|w}ES)bI2yGJ~ zDoe62^a|!_S{B=U{>$#`6YpR3;aUOZr^qwyRjo99O`o!$e7f*9Q}B&kWQ7mSAj59F@-Hxq>chnKn<|Hx){bpnsg$v&t73^fK zMwx|W<`nn4V0pEZsMf-(d==wRK%DlBaU+>u@S`a}6DA1@qyz*p3J*!#&@*hxwg00t zrcGbHG{fik<39aOrOr!Mor?|I&|Tp7MrE31BTij*ZHH-vNsUSLj#OT!iai%y>+RxF zY#@GNoNT9;*iCjAI}tgQIh`b%i6F1k6b8MmwL#D&sAeK~g@1GXhm2^nt{Qp$7`5pP z-`1n#!(aR;A^)+LxIwA_-`~rP`!)n)6!mrF&8{?<@a^oiXq6%(lv}mqAEMr(58A{c z?3>C94qvLsUrP%e%h!#J4Gob0>K8p864hUU z*0cmBr<6iDaKu8({FRStnU5XwuO>BHC!1gwE58+si`H=i00R*qzV;Tr8ff zO;a{Em(nE>G?_h1GL1)?y?N7H;sxEdElE1SE48l0~Ui3k>01Pp?@mzqUK+aM8yqR z@2HPnS8mYR;T?;$2!2Wqfl`r#ibd8_s5oKw=Ev;#zs`4}?eWA$ z`iV#6cgfxDF)cJ-jg;ln+NnenhTfP7OL9;XJVdSUp28zfFA|Zal1{takAVIsgaS2h z+fO5eZYSGuM#M8Z`i~xT&KEJO0)F8D@0y(-Jl&@=t;dCdUUQ#l{w|6Zf%>Vx<0=>5 zCamYym;ox=ogo+`c~^RZ^W&6HIcqzLnNqOJP~fzZ(uipyI-et%RK-3see9!e`K8zs zOWfIh$zjOF6c#ef?-0Gc9Hcg05>cTZ3JIEn?nGZSoH2uJJqFCiiW&N6g{o$}f4*9F z2nAhX6I%f%Vr!4r#1S3GP^;Kd%L3;7e+2_VzauNW2lw0B*VSLAOKjfB$&v7hE13!? zX3nMbj2eWzhFL(a*KnL!xziHH7mDr*HZ7Jqcd`OL$>2RMWrbQ(XhtXQS)yKTw(?SSk;MA07R78NYvv?Kr`&YQ>cu#(x*B!UpGICxWRI%QRe3fse zro#?37!g7n;ZFe+Van?Y`gSjo2(@uVsWD1?M+ttj(8fO2CCGyzV*Y7msEoB=c?ql+ zvlZR@-s}b`h(Pa>fbRP2wB6+=K7Cj>pCj1}K`GCn#u6;QF|zhgtQFt5-dG6%u=U1# zA!OM2=lMpJ3dU&LqqW3J(G;`Nh#l@lhyzTh`erMwe#qC1@T23pAtVvC7C~aq>agd9 zbvKd*C9km2(U2E>RayhHq=vwqxQkm0R*W889g1(Kf4ee^M(AQ^AmB?hQK=5Xv_IyF z>B#8I{9bnhSD1_efCNEoD=sy5`zBrv;9b4O5oSAt(%~6_Jtr_7HYtq(i~WqBGm5%U zU-2ke4bK5!(OyeY@N*RH-@GJOxmhcgdCgiqnnpOisGZ8FlPf_1S)I>c+m$o2rtkyH zsXy2Xmnm<*;PCXE?b!Gxm?RTIcn{jmi!9fbdY)9B;L>)N`+k8{y(1BVbf49-Ivjio zrplO_ESt}{e~ynj6zdAR>$`o$bG#KA>$VX4KeFQIpA zdJ<;e;!2^r=#xVzkD1xlUPhJmZTqy?t}*38;mSg3ZJ?R?o{nWXbyt&++KoQyz=?&P zv~xyGsVECDQgG+bpFv4$E;-;#p?%Sw>pitTTf6?VhS|c4<%+ss`g*cr`$)&u0dJC* zQ(6H?vSviw2Kc%t2K&3zOs^a-xxPH-=0xdD!c56OSNYeBLf}Ub^L-$07W5%uXpo2^ z>6$lMC0co(GhgvSNbnD*ZQUXZ*bK=m=O)T534urqNRe>*RoySTIzvi3Cu~-4WuU*; z{E|zLc%PHW z9MN7GCvS{4is9o43sUHX!<*>QJJ?6c?wdD?j~Hrd3~q0+$nYQf)K!{j%Wwl9=jJ+r zC=1PhCifWG62m|t+Dmlc&EK&%*cZuSW?iJMiC=}hd6`GHeuRj?o@s}6KNqwo^p$lX zhRO{0vS$J>*bb*IxNnsVrh4Q}_3;Z@jx0TUXyH1Nnc^=71H6#4W|~&Cjy?ac0DCrs z$!T9+q}4K&i%{t{s7gSBJK56ju}WY9;3#-j$aaoB$1NC8Uadv1;!xdt;6avE6(@yt zek4_iX0x|XLfzx+h}UZT?K|?8pYvv=TK;4bmz_d)c0c9$>gu!WRQE9)Ut7kMYE~71 zNT0T6jtNFK95B(GDZnDQ1d?;W0~H7&)Qu@6g;h|S%mc1GY>+8Aj4}~HBFkxs3s`?#A#x&@z*9uo`YDgD%!@c0yb7qQw{l z2G#5|hH#He?D!#`0okH?SH{ltC|hBz_No5)K0(adr1RiWr5&4hG+FZJ&U%au0 zCQ4{97&v(u%9PHL2e@8fp%-r{CS%>npd5(=2&I6${02}Qpe3@$9-GYEAcGGp<=oAy zsbkI%C;Lv^JfXB9)1l)oLYvUG{sNem_NMeF?WbmYR9tm=!4$b6gkMy$PI7-Ds4kN-V^rCFy3>wfMSqJnn_@s8m7)ur{9$b18 zBjfTfd~#OuGglG$W<%U%OVLJCA>E@H?heU;e@3xrK}c(zzwnXN8);N)5R7Yl#94OB zyadY7$3ru|eWnQ!b4B2zX8a;t{c&y<0;q0=XT$xC$?!cOmaeL!YNV3%$m?+v3T;T3eeTi+&&NWC5l4Pdzk#`Hf>H)_RYF$B16?&kMK`HLt$QN z?{Yg-|4_@0LMP$Wy$-2&cFoM?2%W&j;wWmVl1ouLX2PEC);H3AbqtL)*qAwm;J_)M z3hp!?C?ylDmOTgb_m46qWEb_k{y-+MtyG%LVFn_^+$D3t|9;`?df`&iSt^~rvG@rm zIl#itB%%{;c&b}~?CP|ZvG!LCUK`MJ=M72@TAB2>mAzQr^luo9-$ zml=>&&kfs5ro7K>p_)#o-(cA=cppT~ps6Jxh8r(N{PPxkyV9*x+N1>jBFv+cY8(XB z7Zw8mD&~TnQDPe>?BZdwm{_1C@I&O)Zv)YVR89EjY5pE9VRfWQSu6m%tFk7Fz*>`%uo$^&IrcpZvgC^5q#NyLgb1_g;y0W& z$+nND`C^9S!}qLy55gIJ8Vjj8@AjG|vl)1~05AbLfEzT4CLa?!dqW zp?IRpp-rEk-)QwcQ2Cxn&S?QGmL1FRgmXW$K=*oU4uPcWdxw#@QA}ktR6In!#z7h7 ziKsK1f&nm<8joeO0L>n2jIaQ@O4N1%VuCF@Sh4G7bJxPnhfb+@luzs8YR*G^t8Wc- zAF(|@4voc2PvaBsJ%KR9sxxkt6=J>}%7T+?XY`)FfSH(sJV%`hJ9ASrV4iTPKcp&_ zs8%=t2bL1srvn8N&#!B)V=^+}oZZ!JhuB&Blp8K_ zXxJL!5yi?kNWS4MIMYLWHKMRk8*thYk^}rnR3GFKIP_=HlW&vIjZLt@2npo?WAgAE z*5Yu~bWofq9)?sX0gW+3JXv*h@*;d%8^ZnFd#$fO7@&JdBz+U_ADAZWrrd0vGSsT@ zEcPqHoV|Y;>IGCQve7HKa8ng*44JnBs(m2h@NU4Lm_@?^VA(}U9I}%(Soqo0 zjBc#UrkNVi7e%Q`$q2@mEmc804Q$^M48A@zPxV1uj=;`_La@^je|Xjjn}Cfb#Wjse zKspk`5U(2`En4A@xRDJAvu{$fYve}~L1wM0yb-=ag-qG8Z&ZzRqj-rxSq)(4;nxYd zz5EJ!0@c}VE7rYO;QUdG)_r@PG3QtRuNQ+QPU=gc|tdAL8&CH&KXIxqFa`mea+lGo&^&%l6$)rxHU}7g<3s7{8GG#NEWI<=_j~VTL2f0pP;# zP#E30ml-ySHNxjPdMbXj_k7abu(}=@tNLbf&4H}&a8N7l=Pk2=NiwRm;jUXDavdEc z=jJB(1D^8P^y|p7fWK9Vd~CTiwAlWw6)yLjFbw2DBv#5cxAmxKs;Dv7&EHGc$b9X= z6KoUbg{b+>&!jDR*RoobR^fm6HRw%v9=x`teCz4#(eSDO`)(q+2Dij_NZ81azLRIE zJhXO4TA+zR{wrSW%h3Bc_%XE_yA|Y(%B4v`njhNgfam(ee6aalg{wRigTYpM86AaDGo& znpeh8wV-@d-+GR11^0x+yR^~X=0SIZ)k&XSDe$B|^bFE!SNPG_%K!$H21qUS3PHxD zHtCufXfE)8ctNp2nlyuHZf}}uHW-~wT!^{QX0dL4a`+a7tzkyrhWsjkfFMl)3Ynlp z8jzn#2rKGC+KJ8<8pe2>?%=gS~JUp$B$FFqP64 zQZti`(iXv(iPxYKfVU{ZY3)TgK}NcDh5njeRUU2oqOz5(Yn87ihqN}oyu zd8Pa`pSStd8)0fvFb&&M@QIV!Tar7@x^^DG4%>U3Q$&9H63qqY4=QXE)qZ;Knn9t( zvqr<&7P(phfZQxGVdjhNa&B(?S^QL3v_WdXsAAd0Iww806>Xbhryt4ZKmst`6-$Rv zJEz$#v@TH~wp-wbt~?r%o~n3EpN0B}<#Vr0wv<`zx-*?ln|o&acOS}qH)03&N)3^TxgyK#JCfkkHp$x-X3nH_U_fWp z4fHMVhoE5|_MZm@eMX1EO0BNa;tAWgvw8<2&HAR;(g&v%lpTIHx37HXNEjgCXkUwR zUBClBuKfA;RAXHv*d5rpeo4J>xWgsRE451;dEjlHE<5cZKPJP5d3hCNCvx_A9SXI6 zwqMZ^5GWDSpo+0Z1^yCQw!ru!g@*WuoF*B5Guw%383CI5TDHXB123IPGAe#zVro)m zgTBMFedNs$$v2971lD?t43SZJOF58x zrm2b*RoTe0_XV&l#l(DEE8hPlvIF}m$E`udz720?PW|iST0sp!&~2;Bee z8&@!@PKbKFjiIq(ky<5kQ_fN%rjIyO`JwU_ENHn)X(yFxltCi6{jcAmixx%jMeAO% z?s0t8N=u6H*sqHSp{D=$N4&741(T<62_QCssQ=9gnIMe&)MJqqHYXi%9T~eCeIna! zo)J#h$HW;sIy6=LBsp~jNj-##QscAE-d}a6ch?)7k|8dRyF>=V$tPGt zDA7V^uq(?rS9!oMM7cusupZBAA>mRKJ#OgKMp8xuZx~O4j`Gs=z>PfD&nL#OgVX3g zm)UB*_-6^mDTNBhRHNryZUz5_W3vH(C93?Mbv58ZwE+8wfb@0DZd~FZ;g5ItZTNrC zq*^??7NwuJ^C{CgMWzdI=~RNw>zV=+uY=?kP0J8~%LfdD_5Eq`;QJ4}%^q{ZO6Su> zEpZ&qi3#^j7S6*ri0H zoPzHd!d`g9HUIC~0kZ#NCe`kTL;@kvx1~Ucf$@3`MrVO)g>DZ#lJM&qTdxj%I>^BB+zG+c#>#O&9QjPDD2tH zO92V5(dOfOIQPBny$-jpPY(yOW4LRQJH&2%dOtMmSIWt!H!8lKMyzNAGWREBx6XX0 z0}TV)+AjXhf*mn_x62w^;(IS;qv$1XuA7Oc-;3Gi4Ku~8P#&~(kT{|!>Z0Y!^`HZ6 zBMB5RgZMf?Kkc!R#a+Ak3>Xpq=#hvwKBV+Q;LM)sVRa$G8QQ5$9eKVP=;*Q{c#qJRXX&)#>1n4Qjs_TIi!S`X9=adtDZ zYz920y7|YqYc-z6`~t3%!wS$gh zT@Q0;pDAmC?06G{u`#>&C)Q+SYzVG5CWay#A(hBcKLL!Y$_h59CT9rYWa}{G|xubBrX~3nHX&UsZZu~xI-iCXO3o*bC z_1!)6mR>l_uM=Z*zAsm=S4NzSA2e@6J;}1Mv=rNZ3pXQ#-HH1550UdyQ8@Tn{@a~j zP+jVcCV8r5=btuc?Jn8_iF`WTlvh3`#vkV}*>tDyIEgujMTIu9>Y?UBDI*qA`w|^DM9J(T!H{~n70OcM zFA*%^Q{!9+2GDE|a~^bF!>tqEXJk~ZUzQsYzpp&>MKtEB5AmRUUF9>?pse6p0VN_3 zQ4mr26ul%fI_!~g)hS*NBx$U-Uz8U1Ex|h*#%@r@dzerDPkTx!CZ!F?s)F#xFte49 zeztcv3rUwdw9ex0-$Se?pP9fI5!0q7S+b>doEWlPN-Pp}{_Bp>J7ZVktM@seSES(mW6xU7_es$`PN%%ye^ecOENqIG2XA&51qP6a zo=GeQtPH=gH_9I z!vu0Q3&s5_jqeRc94W}`m~N z97U&bPpfc3I6!8=6xWBcgr35E!<`-l`D!FdpDURKb)M^HtiyNn>U6UDcX|ryHu4}z z(nPSS=d1rqqm`hQ*&}O=T6kYMQcrR^X$4bWLzHyy^SIj%x{=#iL)jkF`FR0Nu(Y=mN%!ps$0v9SdF2(};s9qN zZ86ja01keFhgQDF%o4B4lE@tGOj>X}474C|WKkjSvG$BrFgDl147Z9N681rg)@s*m zK$}PXSq=Mogn51_z_3*i4b3%QEgyLwj&;RD;{4REf(95TQO#DBng7TWeKxkJuqLxr zyV+-%_p$=@OcJ5daU@u1P-1;T?1Ympl(l}O-1`emdWQE-a68PzHJRyT_wK*c1eII7 z0)!->Yqd`UJ~)3z+UJwC@{kdQ8&S2)VZZ1%C;6-iwKbXX8sdsZSsfe8?KE#MK=#~j zG?#0AkM7cMzMRva4toeNep9@e6?xm+$+1FSQx>nLRp1Q=l<~O>;H}x5M8I!hm=``3Bp0D{&?Ud-!E%^$bJ{X+6CDCz|nHRQerE#^y%tBeaMf8)%4{SlsaptP!2#W$c&-dL5_ZTh3aj+!(kX>W<|ZO4p7u*&_- zKh#N9Yk1XUX+$_tdu+AOA^BK{iQPm?6I$C*5P*EA^74e&Se~HS4$Co3Ph5kb`)<BJEmwGY^$&<+{f^$nQ{6w}1UXX_Q;_&7IGJsL;_N2n~=yY-7B9!{^Hi(B&jBSg#PYfAIRA{A&bjtAS zQF|8ar++_Zn&=Qu!=(&6uavo6>Q(HS1PWkUP{Q=TCZbQf*%i!IfB#LpR#p-BgRI25 zwlKI$?`Lp$2R#^O)W1$ICSg6wCJO!;7ZY$*&dX$gM4Nd7w=NGVS;Eu(fL9$e!w?HC zyQ;_rK{(g+&(n*mBE!75Q?8h(Fb+v~1Uwkke}sbf`P6qjJ=Hc1mlbS;PRqt0!Pvjf zoH)PmT4cLAtA zr+G(e>sucE^e%+up#04KtE*n_bJ8jyXG`CwitQwMWX>s4qRO|+M!kT>Z(KzvJ}#py zHOuqo)rCK5K`_h}W?Q4u3I@_DJ9O~EV<%UfQ^=FvlNdaL-l?iQqheQTvg!#A&l*YG zmF-~8W=DI_m<3XTbVR0D;jPoqo|G=lFVON*;-dRHCE!!jv2Nnxa*Jx=hOelThms`~BE5F# zr1YAZI5DCY;RRL%#^0GG&5=V@Xs;K#d``2v2}9$5umgl%U8tDTQ;Q(OkXD1*c7}#n zY5%Yth_SMmhk%KjVmQKO8w?ZwQCrRJn&xtdFXD7D9(Lti$>uN6y#SOtyFzQIG*_PK z1~G+A34fsfz2yQU`YSG!o%uX$q!!Cw|GH0Wc+RKoOR#mJolNI(xaK9F<(?YNPa(FU z4~A-5a%6`x|Hwct9~$sqh&U|VtiP^K%d}Ihlu5oFsd;*obgmHi=oBhMw9>u~o=-k+ z;5n}De@S1WpCNKDEc__pMYQ~r$_D3p40N7fiSNYHmyOsg9&9r@fgqI5`xvlW7eao! zkLp~`ER*x}()Z*1Wmywzd0^sKp7*mv2C-lTl;wT(pcGekMlnC3R}=&0IXZ;ur}}+N zzL;Re*Q#mXzk{(QH-^)F`=xi+j=T#if>zTPqL6;r6Yjl~81MirprJ?_cK)&_$6|}T z#c9X}ro8@owm<0=gmV|~Hv8*o)NnrsRJUfXfTRlehabONq#a?Vm7*P(>(TODDc4k0 zfAIyagB1*z3hx1H>5VHXryiB3V>sVPoXP?{>YwHHAyuFN020h!ah7_&Ta2~jr5%m! zbz62(wc+>#A6YIDf2e{a`BM4Pv?^k7$$?ng+QQ(MTIEa>-_sT)AgikpDzM>5RV`%~;_w54XdF6%a08p=@oGPuEG zJw=K?b6cl|2axi@p8Vym+d&~^;m$c^hbT?{b?qPbV5w}SO@GUODGIW941_CPmi@^D zY>}GEzg(1S#$qPbMB3n+PGW%T!5XoAqRD@Z*Ue*8_PB%mgC3_F#6m;&GqYTgVMDp- z2MNLO8}-CVgw(-Dc{_en`lBA3vmQjy`^UMRm*`ir)#$;K8o-Q9v5$u47 zSAa8V*jNLOmkwB?OzdFhWOJ>L#3jj;Mjgrz zNWmi8GE`6%NTqb>x)=;JeCv<9lW4vtugV%FlZwoCn9ev!hcw(tEcgH^{QxekSc<;2 zLt%a0veQ~)`^RKTHI+79c6AQ;_1s%kH1NVY&SBTii6B4}50v024+nYE^%+h52AvUT zB{MGco$$LG9QIW1a2u zBpteI5FWj)JW=+%#!&Hh-|~zCYBo@XVUTtxL@E3phWUY|^*4aoR0!b^a!Ua>%;C;y z!*J~!e8OHx39y*>YwbCH(wGyhAi9eLFU^<~XBLkIWj26I%5e(2@l6r?t!jLo_{T9@ zR6dL>+yDRo000000000000a7<0001GWjPRCa|F>g@2Cm?Ag%1jF_}JE7+fG+k$K#W z7oTYwWXNGTia$+acueC0_lTBa4HyRHpz7aUsW#cvozVdQqK*XGOhnnXm~M7iVw~R# zpzYN=7zYbWM27ypCYM!CO)QZ8Pb+!fvzaByF{IK=CHY6YDMw|pI{$CR%_Pp}#7xS~$Rq3?>@R2y zIuUmT($$Y+d0Z`F;&tusD*maR93HMl>AUH(A_Ue!E=ZP%}xu^ zPHYnR!$&B*fxP-pXh;4%NTgM}&2Ziy;cI>#>^gZ z6t*R)-vjas@t(8L28JIhvkvKz;E+)R@)m_qnQN-|A3*`R9(5kt(zPL~Uj!8?i{q)S zdQ`MT86vOn(^-S5_+Ny-x88nkYvcY3p7Oi~^glkgeb>}+R7GRDKN~T5u&;RcE)Md* z=%FZ;065FVSiEfS{4c?em4-+YpSrtL;YxWxV%0BTCbJeC3EGU%7l$&_^2OA&fvt<* zH4TxUOLtn@$`-k9E(z8Qs5I65TIxqgxPxoZ5iRPP2Qu-#M^)JR5ARVC3tGQSY{suSkh4aP>CT1oPj&Un)d|}rmB{Zm{OufO=qal z4lZ=kbdrDltG{Y*PnS9Ss;BuX@WVRCG!ht4bQy66YNW|`XV5Bi@J#kSkSJw86)Kyy zQcJ3Ri!3-YXTR%OgIg1Au{w=JDm2B34?a?Vfn9Jr6F-*=bCkNT@$OSR?fTDvSHT0m zL!cFfBZTeeQS&V`)9SSq|8F&JUJ;M}l2SD$l@$<_I+*>gGs%MGVCb6x#N{F6>E`^T znRq!q8lekwJf43Yzv^z207h9h#cxmmV1%9u6(zzw0uE;6Lqr}_l*njNV^cxuwd{RZ z7AP?eM&9i305k=xaWVZi)(}@`o#o1%Hu~HQ_tSs{CPEXrHsfapQlH0LTq;v*IUq}I zY{QuS_AZA(Nd;9J|2reUz!Q8UY(RH<9?;+WaX}Yq+|PSbNjH@?pSo=1-9xGX>I~Tg zK<@B<8(pz4wY1D5phcJxML@I-)32-wMvVH{ea6P`-CQd26R2YxpxJ?8P3+<1Z$AYb zbCVqWN71U)S+S;XMO#lkk#o>`U9PZGI)~H#?M}fk7cv9wlc|`dE0%SfF=KJmv>Xo? zz!W@-R^SCJ57VbXGF~`|T#ud8AwRH|DwU~OU^`)d!q9m;hS4+Z4Pl2@a_HkOX_D?&p_utbWgH!_t$>BJM~5>UGAgR2Ua>Tk)f?bH9ox~kglzD zA{5P(+rS5ZIhP^X&+a(Ovf4okTTD#$k{RX0!dKEw=?X=@0V-vX;3%psvtqLbpIp!- zO1SEZ==4e6D?Y(JAci%)ceAprT1~R`HE<4_ttxq;dVK7=`h1ch!t@bn6 z4|Vk2@PkX-KR*7SjTL|BfY}656nbq6>wf7-ti>PsCYd6J63+`go6?{@W6fEt_05An6qpJ;_4z=3hCLH$_Rwfq4n!S*!`!s#xj36oGR#H z)WOv}jrlRQQ6kvt@=sUiZiaEG z*LGYPppiRrhg^_5JJ1)&?bN;=qEmYF zgYorh$~ani^|McT<+G@UXTbwA9z@ASE@ae>i#sR~!VzMDv8#izZh(vr)b7jnhmw?b zVCP5bU{uQ)bFmqkj7!@uW(?nBWj_BX;Q#NFYtZ`k!WRl=FEw!HZAj8froOH2(EEWE zGiwo&ZNrGWXKdt_=y%Pz&Ua4SCV?uZ6B0FvrGS>MVLL$A`U39eE=*JwxuUTxU6QU_ z=-j9f#akKM>?e_ox193p+4Ui8&x*(eQQsJ;X8>xcj|1c6;yWAICI zf#-U5%^I>Emy@q68LH}vy?_-(m|l$9K~&SePmR%mo{AL7e;bpGtDPEfG>(M^>5mzZgscCF|yrQTe**cIc1 zFtg|o0*#x4WkD~42wtBLkTVEp1no>kf^WhpE;TrDCU-|b1aBzaif&gs*fzInZ-eZlT8fryp^ za6Jhy?2XYqoM7RwraW|Va-{Y(8a2#3iSlFt7OfeM#m{4kJjcIg3vedkAOSUUi@Rmc z;mx32MA)Bc#*8+k-quhP216)KxJ!;^Sd`_6Dw;Z6jVDH#vm3>EiXq@KMZUp6_7MNo z*L;G>f_a0nz3w=3>&)|Xow1NknT9-pOY-TTdg0Bi5<}t@jN-r3N5&3Yg5o7A{6d1r z)mK+nPT(_mi)Eny~AuoHOXSUNgNh~GFOULLXzJ2`!!KcUi| zkVC&RZ+A0Vr1MR!73CH+^~#an9vOqc3bJd~9Dds}Uyq!v7YdFPk*r*d7IH=gK4|3G z-0{o-)ZW)Q=Am{j66E+N)0A&MeahWii(R|$7Yu(Ws@A=1j4E9#bip!-DqqawnCS&t zvme#R-Z1Pqju|~A$Ah+!S1$qao06Rjpg;luyCVODh0EU)$9#`dVU zcO|Q?)K!FuxJFN<&}6v?Z6e&UYtYi;Qe1BJReDLe8>b0C0_krJR?!_YZieNfBf zxmE)<4c(Z%i!9+sw}#@eO+7C^9e)(943PKo&j?llzbgM@0-%vsD_02D?CEEbM6cfS zQD?1};6f|h^i|6&yuD83Jj6Z|aMF-(w$LOkv_YJ+;2YQr*UEAD-w_!oU){c*!%I{X z!GV7I)8Hy4A*Y~=wKy>DSA(~l*@)EU}qO6xw2?e@%Y z4eZ>PIJM-hx9qob*0jDld&x>Ag!f|dsE3f-FjqrgQ?|m5uPZl^&`V_6_&z7G$7Q;w zgs2wkoGPrG?V*BSD@MkrHc>xN(?RL{AHyLHZYyf~l^5e9aa@{TZ&=)sJd3fT0&oe8 zS$q>cPNE1G&WLN%U1?vKyP<=8q!!f6X4(mUH++?-9B6({thHh zk>Emj4(gtRGvC7DjrsjKkp4jhY2A{4UEo`tsq*Nd1-7a$!$*}M_=xA-SE0%?5$lj?Z!mK^2>?HTbJZrb15o;y$`VaQ-e zeEH_Uu$*S85VtUh${JxF{L~NpBB~u+lHa-^UTKj;D%qAQ zUybyHHC#R)<#8WhK*fQED<#8gBr5Nf2GK6g)9yOi4J8X7SysJWo(@G^+WfL-;C}n} z$KLXlN0V16jI&Fz7|WP{tvqr?j5Y`f!H;4nzPg6f9)zJC%NFj$x$UfWo5ahK`HTai4h+k^C8#0)^k7RC!=qJJQ%*;mLevP_O}CuiVt+0-H!k!F`#Um} z#E6v)>PG`DFOQ1e`B`nfsU|2_YUOmmtU-WljW_Y;A7dSSnj zh6dqw*{?U-m2m1ugJALY{TQV|KFSs^7{3>SGW?Ok)Q}suP1=xk$OLTVEP&_$V{Y5h z6Q$=SBJoR|3QX4QW>{$U%iJFBh`~Ivh^eyLs}$Iti3R!$$d`i0jueN$4$4(&X@<@n z$I3F%_4m!f@09m4GJa~ur5@C<@uk?Z@NEljw9|}C9k#xZ(J2kLSf^c$j|8IQVR--DT;`%iH6}TnQBe$euArxhg*4%2Y*MXupE$XRLxqKN0u#aatO_ePc za$#2_d_uj3O~%ig|AZ!W)!$UivD3vn69{h;yXupS5zdh>nmj6r=><5t5yz1Y4)}YK zFJ)tu4e4ibA}C$KJBbMv+-^AYQCWhbX_X%g&N7E+nq|{K(tR^fSpNU}6guoR+OJd3 zKP1-{gf=%&ZUAFXRepb~~Ddzk^OAKar#lryPNC11tPlVnGt zG6MCF;QV`?bnoAMG+SrNuH+w=D>j1(6Iqu~gr8NY=h z4<`a>5~YGLJhe})iW7b>pxJB_Mu2EN^K{8eVpagB$?f3j5au&@W-s1oan#qUkWXv` P2G)Q80000000000N9!cl literal 0 HcmV?d00001 diff --git a/translated_images/km/yolo.a2648ec82ee8bb4e.webp b/translated_images/km/yolo.a2648ec82ee8bb4e.webp new file mode 100644 index 0000000000000000000000000000000000000000..b72d0137b78e10bd48ec0f4c8ad4fc9d67269541 GIT binary patch literal 46568 zcmZ6xQ*YN+fF*RZ71*k#yMy2vHx?o#=59cbFG`F zYEBgyNy)ty5D-lXQ6&u}Zj$By&UZ(kIiPe6VBMgCELag@g`}kD*4sWL;1G>%-l{${ zXUG=Luub^!Y81l*4_=8>rF|B6eY4MjQ-WRJ25-PkgQ?r}Ue(*noxH&Bxcj(og<3(r zABPl00bmo5{73ia_8kBOs`c#xr-4>Cr=QRtabJChKVX1LpdB#md+v+t6Odx?4&46K z0>T1KmgAmoZ}VRI7Jpv8x`8dgzdwL&z^l;f?kjNV3lu2)Gw{0f=mIPP0y`C74ZaM% zdxnAO07qcLH7zg*sQDSU3oLcGF?i^E0(QNG0K49S51_!Mjn_A5pkR|<7trC${}uB< zaUVzt=m4BQJKXo>|J;9negQuKH@n|}wJ#4q)c$4#U=L9Iz5mMeZn3R63G@Vt{Oo=S z-9S$QF8fyf4gkT=$cLwI#K!tW1p%k;T_AAD;1c-y4(glqt@*?BMx1J3XfO$^0Ob4te;j^<-r|73XCW+L1+d}A;XCbT z_Xz;}0r89avHAH=%(KBKa1{vrg8ec2cKN=26M6!?0cQUDiJ{jX;M7*!jpom-%kG-P zH!$x+*30-ULLPF#cs4Z86jr1Y@*XV{zHlT5QE(hB$QAwoZ4vUL#MHGi4o8~SEoAtL z3Uxo~J5Tp+m^`QflMt64Bd8#*y^Xf{R+(m?`0p%}4U3^_Aj`(AUQsAz^ZV%Kp-^tt zT{v|P)c>r`cmFcKSfc?B3Jy?b)CAmz{|1-%p+MpHD3uk2qK4Cfl4wMTCS&L#$d=&L zg@D5|JC|ab@fbPSZFceZ5)j(dy|P6r7yi}!7WR~!ORIj}UM8m42$8=H_J72v!jNi< z*pugAy}p)-HJGJf{LvXoQ3|YVgb$`!o6uxnj~sb=Ne%kDXEyatjt_JxD;LbdzJ>qG z(T~%EK3=m>whpFbAK)Wi8hF-V@n3Ne(1NM*utkO$g1f+Aoo)|;}au2)NeC2pZtQa>)EoxnrUoAE4hE|H;dmB|MOkF9Bd<-E@(UEpqN2mLiIy% z2R9|bRnXX?k}6C356lDWJ)s`FAuFi@Q4bJjLcn@JvK@;C9v`RwcPsx}=X|aue?D)Q z!$x21Je|cpr4s?YDL z>I{2W){-&AL(y-_oSmj`=MbCS58*->Y#&4#iszqQk(D0!kzKoHeQxOCJ?I;7Fn1Ee+RDst^=pJ`)Ai7-fhYg~_*D5GVDo{{^-mP9CPOdOo#`py(& zcqkLek9Luu8;f06rO32SfNpLVm-ffb=7vd_Jdbf1^sT84^94{S^D{nGaLpRKOC4#U z^d9VgvEmt$>)DWSFV2P|V;+*Vv!d(=2mVSax`DiEo3`J4iX&#C5n|}NpsH*j`78LrMcmTfKhHwJn{8B=e3!PP?6((u*=9im3;S^}H5zJhP>hZX1 z^_i=2(W#S(1y~!a5v0BvZjSH1xw1mhM$NkIN?}w8GCMJO*AWonstcst7^ zZ<>+q)5Oa8@Uc+2DeuLt}S}L~{uieVh=G%U{r?z}YYKZGKw*tQuGewGSY`-U0`#DbDB*CUR?_q1n&RO9%+Z|G#8aNe(BYN(J#Cz^n zle{nRBC5-d_!FQpT}R&W_BVuYEgxVXke~MnX)?ZgV-mwF(I@>#-490 z3U@3;)hns#0}O-~+92Ru!u6)OWx*`mUwmYc)r^ptG2QI-2cC;KNSXoJ-FCyNmEE?m ztO>r8fZh_Ppv;F5ETVaQDeF|3IR`^SZs|ZkGuXvkdZSp0GZfZ(hKF;Md8&_ZViN9? zVrvKeMhmiWhRsDmSVN+;Z(hi}sUp7;YNHk*o=PH0#3UnYdyC5*1P~*cz%kl8_(woXrkZ6 zEqTbOD_tO>6SS>Mnwa*VjFe+r0*OmaHAjit`MZd;h4kdV{;g6pNx>Z_VlCSLm=VW+ z3EhKKhX2!f>!^1l|2vA$T?$C7soOQ=(iKHeuE`J-)Qsl#(G=-csv`oPS#10+3yHCc zv-?Dvv>1TPXsdyTYiD=ceOXt)3e=M}VVSKe%k_^ABO~9Cx_u)=GD_oqQBLU0ml0l7 zq5ge|W;iUd*|K@(gEB8ljwoS%nO+qx0fNu+JZ23`L~v4A@nQsInFU}>c$_-koH@Gsa@=K z&Z`8_qV8E2=JC3ZBk9&@D#tqrJ6J=1F2Qe%&2^grN3Pe1pBT8%1jh{gNYF{t$_C@CMTi^iK?-fks>0zx87 zPyj+oTz5&OB)^mh#1u)BM*MCih~M+#Q-0X**BvYLOmX~hM7&8D+r}N*9u7&Vxkba& zDp3TFHg;^ddeIok)GQny%E*+?#WCts-Z~!`2G1#$3B?nLzmaVKTQC<}_eEP&VIe}o zjFfO%Ur@3RAtaBjE`kl+yfA5x)h-eKWabaLhCB+c$O})65~(5dhDt*fs&IyX`p5O{x%GgOPu)b&GmY%HNx7gs0RCxRGkj-of6T$h^a-aam z)2K=RhSq#nyhTH)Wbi?Gad^ z-S{1OLbN}{cJrjpcZ&&K9+GLaq77VdE9P3L^wsDNs*ieE(EW3Z5(E@53aHm9udsyr zj*mceD#Eb(yKwN#hciIwTMkcX zU8TNf{FT%#0MP)G-rlC3Zc&A;K75t~)OH_*U+~WEYk5_H(C7(skg?HU=wMpm9VO_l=S^?1j5Bk;xfHsgTQlRr zh#2Qq6uG9Cige4)?$1oK1CmWmDd4NaWOIwxOUcbajqkR;A6Bz43@xE9TB9s#b`tH_@-#|2mtedMp(3}&Z5ps(}F#Vo-a2+zHDl}fW61Qb?;!=YyZyZ@HJ`68D zn&H&Z0QA@`>I-BH*XW^C-$}3{kASd~K8H65lea9If71Az=_C!*cd%HUtYIdgh6@^h z7n%B9cxMBxdJ#^>&o@A&&F}oB zJ->8eHK6$bHAcw02=n$gf2#0OZs0ldls9mYuXTSXMb!?{>Qj$nF;AFVjeFllkEEAO zRm4@Rso?)(VNn6${568oF8Iy(%658arq~shgs-rNpr@l?)nQmpGOV&C)N{3V*uX8< zKIi`d&k)uPg;SuN zvQT(ps{!OMzn*|s+}-q+mc-%t&EHKKEWH}vPM5@Dm18Yx+;itfOav<#TM&K|9y?n9 zKf&TPFa{koT*Ck7S{UT#$I~AK1jM0WR8_&z$tcaDyaw?=)fyi~!Y^C&$#G?tuI5fq zS2>83f7*aQdUT~EOSRPm|Af`g%jZF(%N*;G;RwPM0>xo>5@v>toL~?v-iqr);q+dt zTJxA<#85YORNz3m^Wtu!IUpxV_uh8@-0gji-d#OWsR$?9SNX_$J%cBGf~Y?Q-8$QX z{xBErCQfEfzoQB3`~o~0uD5JPM+9XR+8qUPizBm2==5bj-a834AAB}xTqD3O|0F85 zyP#qd9)-8|OZZR~TkliE3z|-lAuvkYcMvBuiw= z-tfJOTZ?S|hN~_ak@C>`FU)6Uu}oy!i>rg+j5PyclWns-Nt);rrQZWK?1@T2H$p9J z+eIh|BkY5TN8(>&`>dsE)%AoJe3wQH&S8n~u&cT>ntpbz(T5-BUQsDeD2&SgvgJ7| z!yp@)I6%sgB8g#i6vPo`tDO$R;U;X)T{v&_25$zsO_*~$hXhR=RI7+}{k*N|sIVP} zm15*xs$n}~Ys$C44D1EbJ1@W%OP;0#@+~f(bq#D0boR4vtjL(`LNO@q;YS#L{$>rN zG=LA%za{aW{X*F4)_|1!&J7WS{;@rigI!Rg9if>B8;mFH{M?=!>ZmtGw}a(i29GRD zo0yXv{74qvWcF~fkEi%|*WZhzs>2KGn0wsphX-(wb_WbP>w10$@qNRD-@5|VF!B}0 zK7Q9QX+zl*Ra;+jW|8-YbjEU>@>}&0dk1%`w;&+oYMAGpBgbdTV#BVjj)G^3(a(tD z;ON@patLRA06iQ*zdaYYW^_$CbPhkt}q+4*fJX)AKVSgAP*W0$*DFGoi6p2%gP z9;F5yk+6pBL~*&-qh;!77vS38NKld2eXwI!xU*TUzUo2I5T=m%drk0$sZ~BQs0U95 z_-D2~iDcRQ-LV#kh} zUp%O2@ydd&$FUjhuViY767a3f7MVQ-epDWGVSn%v%)Ox-T|4xnvtx0e2j_*|o8<+~ zOrp?G?9q(cMCVIZK@Inlq1_`6<}5Q!OFae{b{A!{hLTk)?$aTE)}CuCtJw_+)O z!sH=k)(v+_HU~Y3`%XvM8S*V4#q{g}^v-}Fil;~Q{KBMR zub3R%8|CTD{v}Oe!qeOI#ZVSjORxN`3?&jy+`b975vwqYsXpkk{|9A2Xk{VT=Kyp6 zudB)DpDxqdw(}A9q+y<7XW>5u?x^-0D%)%3S(qo1cfvxkT4-e4d1lEfx=)iaxVEf+ zKP2g45%OhdY3#s8dg^rk#IpH|$+UacE=FgsLZK9cAc=%3ewCFSap*$I`{1D2kp25W zkue6{9V8!ib_rBvd@?;VOL#IUd4)6OlVTJE`HS_7=NaW%OwdHnS7Bbq&QK!}EFN5M zYKVlCaPPBDy8GBW&aZla)TY*qC8yZ+u5GPu`C$>!6X%uX5#Q;m-th@TC9W<~JT>Z^ zp_&N#xo0X{^(97gpX>ElOFH)vY$_nPZ3=GcDb%(d@#KD*e-^9Qc5b;uz-~LpWXKS= z9pcerI|G!H-eyw=BI43s3hg{hS88k=gk%0NmZ}p4Gfks-zufdy)a4UkPn+tQr zZtZZ01DU8$QFHiHx!E)d;n~C9rb(o7j29K&u+BaQP*I)alIHK#ddV2oj1G7|<{NLO zKgJ+_g%?Z_Dv2!jnD>4CIYS+v5@%H_eD8jt;dn=sMZQ=Di~cih$l`dS4G#QiWpgN8 zc10i)_j?tH+{w`yN*TIX`Uu_)vPaZx5to&gHShD`?VFvklo5J#FyvVgx`|YB2INKn z?&4&S+GqUrmoGn5P~il~g6k&j*ETq7>lQ?h#-(;2aC@7rrz$&?S}SkmrGQr$NYx!< zx(l#q^God^Rn<8+9n13~MC@V2HTaiC%Tzx};ws6sNt@Mbs*d<(vjlzyM53P$7JjJP zTk$jVoG}f|Z);Xa$K+Z-3qxO3`|o;3^yn`k{jU`|Xr{wx2WFQXkv1y@q>H;^A?9(( zl<)I){>4qZ#P?{7#Q8eJm`DY!kmA{@hFEvuawDRpGndpa!xuqV^~Y6rS%*?azKF2B zdTP&-fK`T)zA*UJ9gDkd1PIO$V@k{_5x3teK{LP4p}mjdKpn7jCx^krH>mbW>OrCf zzB7=F;=*f`uTDZ|1EQWdi?1=?nso8*kFJ0I0)e`l3BJ{zzjMAGAutk!pXyFYDmijf zI*V;Y>Vsix7q@70H7m<=(gN=c?Cx{l{fO;RLqBZMFGPpVy3R{GA>@w5RT00758Ruo zeI?78Pn^+0!^a-7vvP2SCbLA-_}J6u9mrnCG7jIv)uK3A0`y|%Lh!GD8x==bn`OL4 z3}o@=R^&_@Kam=kPh3R9E>g5QWAL4MAVzpats0gZD$YVpQe_TVTdSGui$ph(CV-dG zqG;}0dpJ3}m_TJ~=Kpl9yw*tZL(P^7@dO{DYll=BAVZ*aT%y?*Q4${uZVONxsZR`< z42(_ZrvDZue>#|1(z9yXI*H4YWIE}ZTa&xV)%ghH*Xtaf!`#X9lcm{_RHE2{}$U<-iaGLq==Ahm^RYzkJs4y^Gb6` z!i!vjsgQ0HekXIAN+>$+sKWwTYPBkehtUtNpCg?5_h-7<%8h&Rt*DE~=NS0)`3KE8 zuucaI;%U7{G>5IcHH)n12Toq-j{p64Y;w85&Is82>r!n{X!Azc`I-CI&G8$$P^Himm*7(frl`MC!hHjRZq|JkEMu~Jq>?&Yq zU!-whory^2F<)}@Jq$d%gkp(TEP2oErDW6OpaB->E3I%EWlyY2KqW0|F7oFML4M_4 zF!(i|@yp=HggsOyX16$zRMd>6DVNy17#>l*%8V_Z!qA%i8i9`>*$yEYV;3`WHe|pG z_7o&TP8Ib=+-A%I%z8j^L-3y$bci;KxMJ8kB;&3yys;r$>kd>T<<+9@r_%8{_Lz_?v6t^ zPCNhOl7o)2PAMl|!r=gJ0HfMOj{~Y<7}8f1voaXjvg=jc*IpmPsn&2!Nmf;JC{=Io zs$W@Jo0BddPQJf=&_slS`&GLckOG$b5pPn|R@vf~}M4mUesw1{x zo1n0_ZV&G&yEGeaDdq<~6SI8%ym(tD`0QzwhyXFXlateA5vEDxgmH|qC8cgLe0cGb z?p-?l_7cg_J_}O++(;W6)yTt$u9FaX>r4;*Z1x&}0h!nj&R~{*ki753HO%a&j?L$5 zPVq&xAc%oL8UEs*hqOpxLrhc}s6{jE_q6fH?$*rd0&&~=hoojS&kh`LhZU!j+Q%i^ zFs(hkF$IS0fSfXOvX}$WCOuG(*OpB%LI%V2rp)b&=&7;N+8Xg5-vj*_EnbgXJEp|bajl(n^aH)F5&e4&gGaqh9=D1O3hOG5eFvNH0J}4t5;^A~>BpkeG zX)n9X`l_2B=m~O@m(un!JirgIT<6rU_Si(;^*^;FXB~bV{sSLvj#$Pqc#*R3mWC@$mnzPa%E z4a9V%yYNoVB6f5@7zDwQy39;QCSldNQBmmv{_ZIOW=c;@P4=OJn8?ML_Z}KUJ5Z>0 z9)`m0eL85&ZF*!eoHHbSL+4gal+e_xWaBpsC!JxsLuJG?B(>46@aH2gd-tn@0!hfv zbuFrHhT$y85h;8jmnFcyeUHz=n>CjsUdaIllz2O0%#F4A=Aan=&dsYo3*@kkesLty zceW8&S$Y+MC*^UnR32%=Fq8v^Bz-N~^t9a4rBPERHg6uN5f(`>9w zu={Bh@#|LH=-a!q#;m<2$3D!tMGZp9N)>q#`7N_GaO!eUL=FTT=h1}Dchx@OlhUGm zE(~vVNnPzliUC4LC)etMZcO5pMZl{4Mt62U=EgteTtm4yBRBiqaugZN!qHKJ(UG-F z-&&qyNz)wI{UDqgi|l=6`mHO*p2IK|wrHr?_s)B4_J_jb!0s z8cJ8gF|0}J@7!U;11ht73pt6ox@boP!(vh5cq>sszN1~>}W z^~gVm#~KvzIX>WgkMAVXD#*_LM^M?yznV-H#;1{AGQ1Xr z`1_LOdB5y@DZMe=B4sdG0(}BmF1MI)Tw;cLdRBEac9_|16 zk-GWKZySZSo57eCgZ9eJ=`^BpOB61@2mMIh?L553VER+E`bzRbuj+3QF5a>3`}J`) zPlB9u*wjEOjnPVv{rk?Uz?bxs>|FAc({R&4jcUg6qcozL5H6TJdcp;eGOdJiT+nyW zHZmuY{t_pqpK#HG9JHy1T2u=%QLUguEyqJ!CADw=gvi7F$~whYzTTCrM9Z*IQv$r< z3sjM9&#Jw4AwCPUWL9_eIDkRN3n0Z(uS6?ZQYw&ung`HjaoQDd+e^F8%8GH?^c3Z1 zO=Zy}%mqn!8{R03@=kPxEEr{MosE=mD7|;mGk*M$#jIblosEM`CRDSy=NR|0(T%Pt}*qX<`p%50QpZ$d06V4C9GN7ahi`mesWe_ zh(jB+u5*tR?>Hwe5$xL}a2c3Qt?VQuV>?4x4?rY2#Y6*2^SmTf$=fV{I2)0IC$a2E zj8TDX?EHyVa>xA#DfizhwPl}?@bCQ^bL_rouC(z0Hl>5UpeZ(qz~||nv|~*oI@(va zXH3142uw#G)S|_#T`@ixAXFYw@lN?YJrk`_(5_3UIw?an=;-z@%`oz06XK2HtHZbe zW(0R3L&f>F`o1uooeZN=H9^aIpM9t+QBG=|?nE~J*SG`cn+?WYTX!|?DJHL@*A=ps zHNT5eYd&rFZ=^ZA(_~ih7MmTcAh;THc|=2NtUBY$>fY6r)tYlNUQPz`0!8qSL*wFo zsYL61I_TLjAG|#K}ZC9aDJ`3pSbToJ5HqD~7Ni3%a4GsN7`{TX04v32sPVO9?qd=e7#uXn)y6x~$YtnTEwP*wAinazh9r%m>aS9j7`5lPcQb zs~-eID{Gp^?sU>tgnp3QV@rKU*|cOJUK`jn*Sx+q65Lt9Wqq)2-`ISR3fe4amlg1Z zvQYgEedJa?-%4_nB0>z@J{g0A$1#US&XP8%gz&cZV+?<{#2OwRkk-vQUC8$|jt^>A zUBRN^e^;@#GSl(9H#K-PwG8MUlC>`*>;mGn22!n`rm?)uM8$K>Q(OwD<7F z{PR;o4V=~349X$`IrXOqc-(~~-GR3AMATyqf5LodVwlDCvkQz6j_<`}%>E@J8%&n7 z_96{Tw~=EK!l_n+PbR1#=p!94^KLf%eWAiSu3Wg^7VtHTzQv7YZJT~G^VYij@}gHn zzEKG6QjH9VGuXl{fcre9b^)8 z$}?!5Kh1BZl?JQ(=O=;dcI`kpPil)vy{^Xjg}@a_?I1Wq?&EAem_1&l^CE9G^qS>{ zMng>8sk@)%QafMMlO6=kZ3hhon=t*6Q&3Gilh$J$uQYdoi(`mDN{_DUNfhV(p7xBs6+r$0`F$J}ou1s}x0l0(YlZ-~*Y1{mW{Ws~Cf^UmKGVTbi7278)lD~dJh?lss-N$e z{OEy>FuSOkDWouB?Xc{X6r4W;-QYpVXnK_Ny`O-pr5eEvY6n~faJ3_bJLcV_>~w-S zM-^QGu9trmgZiF%5RaH((1rd@|Wb+ z0tWQGv-#27ryF>5{t^1$W*q-FWK-8863X^4#wZCyk=BiL|Li8ZW$VVoe>Q@dT8H96 zB391AGziY_H?H zlZ-uLdZ0++#||;u$$|7%;wnMu_qc>4%%#2A3ILYHk~x9pPAjtOIXEkwXj06?PJ+AV zE>SD}o;T01y|VyB=|o%XVk{9XrU|7{KMG7!nMLBr52@ml@!(b$t~4X2cS~A2);p|= zVUARYTu=F7qxz4kuP*`Onjq_36Fg%wy$V>cFh3bp+ny{yB2k2%Tojkp|1h?TyfMJB zNT8|Dag#hx`3Pf395p*K0#6*qJ6BTs;Z2)taf!zxF$Gi;qU!kKnm3r5h2{1<5T4~= zNi2j{O~8D_aEx`x!wuv3F0>bgP=jn7F-l(J0p{FH|6Of#^31tKer=m=3KUb#YhLlX z7K4Y!rF&ELrscmFmuD^FSEd)}PmCqAJ<~z8{r0l-zqcD$`T(%ZsIgW)8ChLx49sal zMmEj6VD3C+k`a}sa0UkuO4P(P{<0H?vDLE8Q|*rVQZeSW{9t32==jl_Ht=CEyVyi`)5ad1KinKGfgls_wG zHr6dwI-^cw3J?0WZEJbu-)GsQYPYPTH61()J%ofjoPQmL7nEnQ_B~q-mG#KdiHYEY z><&(rKB^qB5^QLNGBi0{cVS4BKlKJ^SG`Q`J<1z#cj@U2IbF17elq|hxSdZ^at1t( zpVPa4TP*8Vwob-;!Zt<{On-k?}W+b@vFEui3a10{R%x9Keo z$K81kalx5$!6tIg2%BaC^n&Hp${J7Rk^-4bP?yz!k{*F|RhZw?1uewIUE8P!f^PPsE*!`uO-Y*Z zT4tKQw5e$Y7xqmNW6eCFjsY|1p39JNjf)1rQrc$!`A6!D!1II$l;V6Hx52#tPGW5c zLn6&bGxg~OmEnfxH5Hys2SC4|Pw-v7lRCCJrsu(XTNhHvC>#9Pck2HyY4hkl8iAyX zB}p?ai4WJ^HWoT*7;-R_^(DdZotI9eQ>mwyQd;y`S3gq+&pBCxbQGZMk1SH7oVNb1 zz*T%T?4gcqA^%UBs{>kGelN(FEAR9RUzWOSoAQ_Fb6GWXJJUJ{Jj2hS5^31OnJ&2~ z*tNO|ba#59Eo8gls@=M7lWZ`O%(5#SC3?HH-a|H88>-scD=A0zfSSy0iov-l2B{xB zHTiUQnsOw`Mjn)k=~n zrC(Uxibv;w+U@B=it#)>Lz;x2K+%j1b2zL1kQ~2nJ+2nX7l+PcIY_Uj!GGQ8-!$8&Nic^NTFus2uN}~+CJ-Cn`_N`LO0m>%V5;&WZZkB_<3pe zdfTsi^e+G@yextBXyzo$(-QtyC|qk4>>v1EW#LLeS8iPQfj9ySSBy!~I~X)^G*1+I zuKpH?&IHxyBU0Pz=}EkK=Uag-MNG}NMgLy88`Y#g2+d{~;GJb6uWE**)Da2J!=H*G zFfQL?J=NgZ2kBSU4kl})#Fc&~NanaDP+bMwH=$!}obr-K36t(F46 z{vl`h{Jkou#MD?q45E>mhvy5q>U6vpFq)6S22cDK3^K*152vx zt#(Q=i`2sK$g$qaMeCL;k^C0QbUckn`L?b2t<)cms!1O0=*T~k2W>Pw-hA&OT9kq+ zz0%4hYr4K)UKd4xuy5fBC0Bc6vc**+<5gD4SRobIXA@nh%UIq}7mUx#TInZ$KiT$q zUg$@BR5Lf(N34qHTG_B(hssr?a0(`lgM}!thv6)_YPnUk>~{da;SCe&i7#w2stBZb zpbzZ+u_^d24#ChZ#c0rut^`-Ts=>=)XA7))S@O zwsyDfVo;yB-5^{AHAVLVDvn6X!GB@Bv%f(dSRw(RI=(ot4VlCfyYFW)TjY>f$ZwWq zJkeL?Aw>ni+V?I}5WXH-7zSdH<1t)MmVn8p78gP_)nzT?u63H40PhFfX!$>sow963 z@&EYGh~0(!KtIEsMUxuz=)Suxz$VzZC|7kcs)*pz5@2RrXBStqh0g%YwRt;0uEFqr zI8T91)&nQlCJ!A>WmiN{i+*49Z6C@%S4;I5jZsv-wW1~j8>uO21Yf9F@vln@GFjI@ z7;+Gqk8Ambj0vqo(jG$#*jrG4CfYfNI=9Wi5>c5z_QmRci5@~hl%@ZJ48m`MoZiew zv9BKt4h>H<=!of6v^G^L6)_tv;lP)?0X3P?F6~W=!8e&oP*r2=HVa-aKoQt5EcaO8 zM@t4UtT%2EC~h0b=^WN|84{Z`lYmlmh~l==Hr;W_v=_n?mwQirFcfImn6>1NwDYw% zL$y*@&OhUM6}Nq18bDLK%Y`T{L;y%4uX652h?r1kDfK8Ek8)OPR+sFlVbE!kk1DB6 zy1B)O=OTFu>piY|ryR`tW!r)7*l?vkN=Z+WR6DDlUb@^JJSC?w)9>xL65|B+LK%%5 zD#Jtqd=ESJ$~Mqje^esp@~JubDJynXc4!$anXa#W>ZOM`{pL>N3GI%%Yik-P;9~vX z<_jcX#-2Bz`}H*08=Iy8mCG-cAfD8bt;d6QzINwNMrWox3MD5zuf%{fBAW5*K&YWti#xdVj%f5brPQfZ+ zL8nd^4_nh3b;ItWG#8Wq=Li9-#^rM}x9Ae!Kod?m+o~N)BaNwTL3L*JpaHnZe3?@i zL|7V(O&E$42M`r5XyaHjszQvwooq@nO5*Vw(=LIc6+Y-0&$g}AF+?;M*W4Hn`<<}=R_Xgql8uqeZsil4TDOgX##!u$rn+E&7l+`d>A|4 z>9uravcMa2c>aok#LZfC03C<;U9ah&Bv{fDu1)LAwYxo9kzcFF$y{;GhJa){o+1vM z^w6Ui(8HnArAAj1DiFVpDWbb6^-4lIB{cQmRrzHcNGG!fnnP1vXZJ4AvcCeZq3vhI zqMDWZ6aB|3$jX=r>fQGVo$V?f@x+47>&cfFZ`N_5438Y`cr(~mT8HOfHCj68k{VGF zI1`leJu6&2Szg(_j-7!uWi*=iT^P;qR95xN@#1WOKjq#15!%la&Ah>{^G9sRp@Gj%-$wdQMD{!Dq?|bH4t-pVs(<9HZ z(>$t7vAmCh(u`baUtP?uEMdi6SwN1_!~qd=k1CrS$9|_UQ;VxAgE`k70!2g(UbJsqOcxQ_w*V(s@umFoUry!^O?rP6 zenrEb^Sa$DY@y0uM}ZxAUH#GT~rXi z`;fY=nFXK&k!bL5DSIn_@*v;H51h(yQ_rmhxyKZD&@XnpXdt`6 zO8oL?R}fn1i(8A3W%^NCE=-7BAP5iBua$p`-z-M%M#pEAm$v?c$4RPe#al=UV`zAS zlV$?;1^?sY5WUIA;dkWN@GiAP-#-oxtD7^#U`ZoIMCcv>(B$)xh=mv8n#H>hi?(PEljHk2P3BBl`7b9+@e5_F+BakhRm_dWq+917*$2@)a2^J0>oq*Pb+i zjkZjSK^-30<+`DTUsdh^HXqro7>tiFvjL(x+G)Mk`V|*-yOwJAK15V`q43Z&INeWs ziIP$B;S?K`cmaoIH@sE@JFaZ8@wv=!T3G}?v40=@4=GPfIfTEwDo@1QD+A;`T zBq!#?XOAzW#65Kwb3OJ>^ZDa@X+7<6U_daaaV%A zi0FUt?*-gtMuont6!+w2@+8d&TI~agbTK?#5!wt&u5h%}ObI(aFfI4V&i%PeFxGd; zhf6)d&MTHBwBBnF%_A^XEfev?{V?V5DWSZZiJF3Co&#zLocLQ1Z}=6-J@Ft>Odn$c z%6AQp>+l7GadOQt z_+|5xW33h0&9pZ=VT2(#Z(pJ-7#@6CZq412wy*V^tSwoN(aM-~b9krY3#U(P5X`6#sIhvj0M<{ND^MN$ z<)VgGnc#8rkk7CNZ6TU=WO%uWBy7W1TZa)nX4(YryKlf#3sGc8Pf%%5!PnVg$0hT3 z#GFE3@LW8rDBnyKJUX`5R%D;L4g48V>$yPTgc*h)cbDlpVoSqS(quM4l4LeJgw-Pb zMLv}@4iYg%rjXbygzQ)Ewr5mtZ&$eO{*l#m%Po% zoN$NH7e?=p8e;?bkQ}*LrioP5d!A*~a5gNFCHc=u@M113rutfX4Z|-nhpJd}p~lbe z*_NiShBM@xBM0AU6!>2NF+k408BF=C5Ri{D#M6U#o#~+Hi-noF$kMNz2Kj`C32_D{ zbY<;1)xPCxBcLT8pEVu4zGPY*X;{E0PcE*{V7AUuc9qpjo?MfFi;r|8idw_NTUm%( z9rMiT-}fe7vAH$TPm;*RNh_T-Gfd|U#legdpGB-bK2oKugnc$Ed zP}ncwEQHS?8yhzeERBn1DlmmPZ~lB8><9K}`r*#iCmevybONoV=G9+v%;u*MbcNO> z5GzgtYzzVI$fe?HEe*%uC6|krp0)VDgr^f6~yl)*XL^@1|3H*(x) zSm4m$67GoPH*qA2te+{N_`_c)D(cfc>Jl_Qs^EK7|LB&yZNL8s>_PmR$q0&ZX-lpN z{MA%^%WqYG_qbFK-2}Wn$k6iFvKuYCKZBUJ!8vL_E|=Hvo6vzhOVIEU-U7hYAmGi6 zFr-!!%<9}RG0gjQkr8^#wKlpAK;e%AgYHvZ+)B>aKWmMbvKSt#-T$s^%y| zy#)~jNhS#IrH?_xe7rm_Y*9acErO$~N*=D^Gw{=&VVs`YW-{N1__0FZ3mg9jifgSd z2VkG%_(~tES{>6}MTgSlFd_1Naiy%H*{N*3Wr!dW5vO!mYT{pA@ zSz?NnmuHD2)GV7blT@${WISuLGv;aeNUFbcUSAJjhfgtqBsqecU54yF!2kd&%9PE! z+;T}Z{5)dlHEO{V7RD)lBIp7J)fX5o)5V#1o)#@L!JxkhHkc|rC58QA3|R%k6_$&R zG#?x@=U_0Y@}z7c-`kt4ktP?JfY zH^$TyeEoU!ORDd|*JN?bqilFYwBfSnt0aymGQ{hlnXzQc{VWILYl}oxhWl6GO`#kTKJn`;3GWW89a672%kfPLTpbZuA>O6PPtN z$p%_XT0P2cBpjjy7_UTiR6nnqk@7fpcKD=FkDe6U2l&4d1{z#Ti~*AZL^Uw2dJp^3 zH5xl_YtW^3Jw#ylQyN2I!rhKO4Mw2MmCr7Q$EV87SPd3}3%@tp9j&4642ez-@bG77 zBa4PZa{`EIFdtOr(^dGq~%c5)DL7g(xH~k7Ni!f(~^N3j|^vI*3I# z43zHTBN}|wDZOLRZ4ZE&Uao*KRAu@Bc5dj9_Ah1U-&YCG3a za%ulgYg8|A9Tr4}XtGOdd}!k$&)d$wkZ`~1f$t|NGdmjdFeN0~=iNZ7NDV{by~294 z-M?~@lwysp*q!^cMAwXw3rmxxQ~_(^zonR{3hozO4!SdL>z}L#-!|l_5g3iwPgFG9 z(U@?`V-|(5vqeAX>Tib3$|Wp`aP74%gy$b9f`7oXG)EHLYsOH+NKyH8%6vuAk6`x}ZiYXQg9)CYuvLNp8 z;a~k#;kAp+jF#wCJHgF(z)ZMSo5#()nl5!?cxMy^J0xE8do}dN3i)YInuHXMnCEEe z|Ieqip-%W=|AZ(rNIm$UmE0B(Ue8F$m|ZI1XMX+Z#b&YZfw8b8To>jb>wRoND48qj zA@Hp3NPKw@ZdCip#1~X1Ip1Gsxgq?Kdw46ZFDQQk;|3?|EB0~SRUYp^4dG{!9_TKu z9SKhg|GRkdyLb-ROc02ngQWoB@RH3x0q^z1o&}Uunf5GrII;WO1``iM`BX}MWA z5i^$eN{=L@2sU91uqDWEhQ*OpnkteYbqb{|na8gZk*z8KmNL!w0iK4jTV~S)ywAc; z0fbL=Kjk&1%$WiE=NIuLH;t3<^_Erxt!n~xZfBKc+67N^%C{b)7`r)~Dj&u})+5KW z^)$rSfo%2w_r=-vK^;J3c9gFCcFC#M?e3*DmOqcw4Ms-M62i!X%-Vqz;!jlop%WjG zf_N>r%=he$D^I3_T4gZT%g)FQO)7a~nE3PVV(!no^{5vc8J6$*cd{Rup??T{wyErU z6=+`z5Ld$|@dutanS433CG>vu%cU+3Cup7rviD7fx1$T`K@!E^phrDV(d8iM_)v zM_1Tfp5iG6u;V83e>hc}I)#=&FTxb#FcuKjBHlL`3~xO}(d7jH0L2u)l_vXSEG*7` zEMvJuAsV_Dbn(mvjQ)|?5xs+JwBqI7Jv$HP*4YkljN96M*qEDa@py(?Q_Erfb2w5Y zIE&5DAunuEVG{ih4IkE?KuRm|g%n!k{G5Qu_3h~mUm8Tv+M2X0Eeh-3yybZAkwSsd61Vgv1EHyN5r&@)s5*U{b zVp574mjpX_0LZ$8PCXr)AH&hNG) zokFrC3>|r@4?8@{{+!e8l;YsekZP}<@yLi49M-o{>f*sS@2(<92GTvePZtJB^nI0r znu$*LL6C2w;RTHrWYy+)o`&KF z#dR{6jI@y|YX+trD%x)`od&rMpk7F{y+$qDvo|r zl7>x=fNX#?4PJC(r_NmzOjl84a+!cry9+c?RJqfCOqRUz5CyazERoMnyL_9=)&ChU zz4I4zb=b^$6)Geowr^TyfVllo5oy}0ff(LuJ{vbf@?il<@%$_V&s|g6i`}%3mTckm zd;Vdes~2JPgt1Zxeg1iLx(l6e5~AK>47>Km;Jwr}=CDGZ1?U`eBzw8_O`h;lt3NV5 zs|~Mst-50-%jDAS;Dnlte~IQKHEY0KK~9Kt8f-Pc)g;bP}?_()s8UpAzcqKDyQ3 z&yBr~ywu zA0x7+Z5!Zz&*H;jj%ve#68z#2QU-s7>axV7O0WK2b#Zgl}7A}2CKBhv94ys z)2ExxGDX-Iv}#@LUz7~L3=nw_V|`>%kEOn7>?pSvE=$ozdYF8E6}8Rl42|qu>Rl0E!Ey{H@h{1^`eZ^Sw*)!lhKn zSFmCzGzHI{p2<zipMIVbLm zvSoZqK>9-ouzCj}p6h>!vo1Uadx5xIBe!?8H8p!a&y3m479A<){)wnw?M%~|UDpdB za~FhYtlI~*61Toh_h!eK`RLRF949gPGWm0y%oX-K5g$M5_%Q^XlKXQDdb$J_xIkC{ zpXbWE$b*Q<#svc+JBlVa;}L9_C!Vs+5`hqIK9d>wme$ws8hNJ|T6v z->1vp^Z8_s0kpA4eXr1zFy~vQ16Hlv64Bd>Z}peZJ}>DR_HMAl@usgiPZjuJ&B}J_ z2G)RfwPEt=*hZMDd5n84Kd{qaD_G4Ez6(2r(xu_y6IS7cYF{uF81ERHxky_Ha6D`dGuubm#F1A z*FfYbmxnMrF9g7kA-ZuimpCzitCZd6ELZ3CLh|{#$yU2c*T)XI>YM`0?QhgCM55Eg z+9xn3j@VN6LyH(zmGEnZr5RK+TUB54{*@!o`Qjis$M%QEXZq2)H|g9c;p)!51X8R> zz+A)klH;Xe$Q8+fl7-*X*3mG4YTRxetWrO^nvaU15cIbVqN5sCG%+77oQ4D39K5Mxin@mv*DT3>Cz;2VV0(Tr87&9bh^)S5JtXI1;QNv>S z;Vp9JB)IB9-^jANXD^8+I#_}QjK0N-P6yrWjQMAqROsb)IQF<~H7DeInu$Q~14=wa zQRg&T(}TIYc;3^WZ@6UlVZ^S&l9WpvDfW$KO>Ci~gtzAI4#t65OB zW`JdaZ`fEt7g-uSuP2yqHnd*tWgdIR(OH@2 zLgKE*nYiTL&G6I*ykL2J+!b~Hrp&f@VGC`b zt1A9abuI0CDKVh*UD279AxO|L!j)}f928rm?59^JGfcxz`Ls}c35LPP0hJM2QQK2u zPoY4o@8R+RwrhIq5+G`?7&a-McT_6Rsn%Q&#|}eKCFr3m_t_~3r!ePUseV@5l&5*F z@FP(59}B;)OUOO*y@iR2QLaTI&MA-ntF7J@n~k7qfhz1^Hb(PExJ4;lLZr3uRmko^ zW`<)H!eTTPivryDhS|DmDj_-A@xB9QUfVQ3bVj8d=jIQB1EgUQQ+FW_nP?iQGbi}H z54F_GnY@@GXIAr&yTZ$?cHG_vTM^|@cgmYKsdVt@P2n$6Z%6Olqy|E;N2#m$lT<~Y zzu0d2oA>voz)uf@D|hMsKlLLiTSfO8G|5_ORO5xcV&vCnAG4CsRBe6=*`a5U?!$Av z3844^=L?zRUrPh;z&NFkg^4L(aqKd$7?TYGInC3S9_$M`>3Exr)qQ<5TsF-??bA6uuIFYL&4ShRJv7g?@TN zZnfRx>X!~A*5@vIDG(Y3-DCWR?4~|IlLfSgzcG{~&j1+A_P0oIh;fU15ErCtWnN7! z>SX}3ny%9{-%k7D z)eIj*T?so)B4bT>gfm-uewyC~c>N><<0OLAmDltS^DV;HrG7ay=IOL*xm0{wq1Y!L zqyar3ut*UcDmZvVkRCOXGqJ(W?-{60`foG-pb3*&c|+r!Ku<9dnjhK(5tY5mul#OP zh^2w`ZqCkyXRSlpzg9gyqpnq6 z4SX0PwUsL-naz@nCjsKOB8*Crtr5GIrhSCvLY)dw+V63n1%`Z=YY}0C%L{g5#e_cf zMjzrh93G_fw)Fl*`3>8}amC{8^zGy6YjL{{`3oc?sCu`f9DSN({W;9z&23_zF$`46 z^l5<(NBgr;%h=s?R>O+t;*t(x{^cxbre{f$IxW(h14PHl&wn?l^ImpIeWQisk9=$9 ztkAZIH!;1%R6MWojC3{()~fJAT_lUo%o;Kqi6(Pm|NmN{+S#Z`{GDOoG3Nxa(%wPF zD}phO7$LtXDT$hyeas3?>VyOxg9;F&>ghz0n}NSs0gW;cTsr$}CPL~+gLADS$W!Ck z3&>Vh(;>ZwRy!JCyV}h@IZXZ2k60BW{*wa;U8h~1^(?Qv-lXbYD!Pm!_%gEsMocFn z;3I8|GQ@Cs{IF=zTllrpwWw#}RsW0jISWlaeqJnkWqgU{7BH5c+=+ zXf6ovL6cdu$ou{7$#(V6G}0jk8c#SOzFdVdFjdn~QVB@h=P#$&-oS0@(n|Fw<8# zZJ&nyO!)kSpuMs%)|&4o5N$}vFxO?iRV~%tdtBI+anM}qJJsc9xw*g6ioM8NN`)a* z=07_)isBV(bEHjtO|7|M!X*i|=a?0Izv=F3ztIu>8N>;WI-s8KhjxNF>7c;3uj56A z1&#ctU)-Xs;=%@p>qM4+sUciEVpJDktxT-IhQg8^AEupmZ>w#tMkQ;1{3MJT4MkiW z^qhk|Glj5oW~@{6?I!nI*g26!Ze>{_ykB;DVAlM)zCtHyhdR-#+DL{ti{qe&J$C22 z_(pC?_3Cf0IJY;x^d&fLFF{=E+cUM7~kY8Br4G9i+}0|iwdFS7Rn9>be|z+f)YK7;b>zveV!OWtyg*} z;uE9%w?@mEf>5H73F+WSJ8f&cy$YR7&1JuY-ii(kDJc#ixD^%4iGiai7|LG-Er_!1 zYm)@4s$%pV67bOww?3)yX`c z@DA_;b(nj5P^qJvf{ZPHb(}Y-5;S;7xn8QE<~&;Q>Umw)+YEX%pl@{1@_c3idm$J_ zCO4U*=u(dwA|?|z(kt+5fcQ*5>5jEkno8Th$JIf@A^>v%afbr=JH?NWt0hN)GDQ9? zF;-`)$+BPm8Fmw21L&-W*?O)C77WySy|k%Bg-BxsCF<<1%l_ggIMm|k^&H@|N9cP+ z?ZzUApc?b3n`!A6%ztlG#9&MvWitb?RBlhp0<`kBl~9s4_wnzPuSveBtT=OOR3)&r_<6E-yl(gOkh$f{pyTjb?rn$L+ zwD0-db@^1uRVl8r+FaH2Qh)6dew8k65q#4u3B;kB!YS|GLGz&q#%`i*LUMz# zPvU@miVLLdyP#o~VQiVAb#1=G(>3z^{J`Q^+Iu;toW`{sFPGfSvP60@B2KMU6<*UC z#*L|6OP?u$%!YBBpm z4Cz*LLCOh6`1qiUR=wg%qG^pVRhd``e9Tqz(qVCv^RQusdCSti#Vz0m{@}-I)|B^T z9|?#SupSl6zoqw@zz9!eHt?atdk&`>88lU}jErpa@_Q@;MmW@Rw-F3cl|X+lFBC%H zLbs+*jnbug(dGmk>|FL#USUXFlOlCF-_4fe%@I@Vz@ki;KfMQ}FybpXm^G zMc2(I9w*t&Y5@hUBALWO*nO`za|GN5q*{jw$>VycUE`wk=rLWUZE?%fXkf|IcY95e z=6o?f96rRI3p@?sS68c1#8NtfSJm^-;)^oZ#Zg-*#Do{Z6Y1MdxMzK&ASc!Rnz>Js z+cN!CWO)9qw+~u<@(U{6wsb|%3hR@bFmIh;O3{gmgkR6ybW|^cFtIGH(J<0mg%=)( zQN77rbZaZRyt_8@WXN99@DQ8w6?e< zj3V<_QC~c18&;L~u}y*KFxSKdfP+mn&H6ny2d`2C9bS`MxX_l%+!@}d93qL2^o}*7 znu^vAi%*T)DiqPqF-|N7O~lMU17jQ9f$FpTi#{RA;BSGjWuGeDzN1Cu|1*M~7!vPdDyqo6cV*EX=4N9u z+zo_EZzVmtV5U7p;|_w>YH7snBKZUqq!bBZ#81u9_g1}=jCvaYwYfF>EYPVPc z>0=&4ygdFz{|b#cRy}>pfz4aErJSH3*Huh9_Dn4kR%X`tZ3J@9;rgr83W2xl$zcr* zb$$3o@ElRx-5aY^RrnG86R9nulioVU_LO@^Z-YTg_Ye{1U?f=);oFfsol?S-K%1dw zuwgDV)Z<6pzdLP#US~OcHe&Ad848%U^m;~C;6hT9yZFXWRBS=B75ToO|BXLcXw{xF zIJIVxYZv^WD-L!`N?tYYCe7JS^EgBk&V#@JKMULE=y$_hegWC3>VDa!%D{}MrrRm8 z<;3APD}5bzrFTTEy`p)2%zHk4vm8m3gR|z-NB%{l-tOTBnu^`!^;(UB+?(B=b0UOD zOpglcP){x~Sy>tn8q_cj0?T?|x2iWTQiLjg(_s#e@&zz3{?Ze^*(L{|Vd#78EjyFo^4isX8es{*qI#xS&SaD3 zuUn_CR5+RyB%Y8-RnUw^Re>}GT<{+&W%y3mKfw!r*DgR`+ULz_ByB^R#r6l-g=(Y?;fDjn_)+#c+~ zdh*p@&^CbUV&Co992)P_!N>*j5kW6MdR?^@~otf*r5_@ff(baX9Xo;{>Yd{}Ro zD{$4n08^G1lXFzxrA6ZQq@aG(E+2fWka-8-{-^@xtQsXqNZe^1Y2ev(x7xRbosWCh zNhqPQwFr_s6;l@E=NL^Z9(HWrxtpu}3j z5+b((8QF6T1S%_$WF_meIW+K<(tdAv9Uz36EsLjA@O5GG0ZX{p3*M?!Bx{m2eZ@`x z@2Z!x6LUTOxXj?StS4eX^q25kN$D&P)#4?E$}2odwH_0}4vfo>%}ybD2#2;y5>As4 zgutmyJr8`D*$~PWrB}KOr7{tKYu`syy(a%pf%VU_XRceRpW)FsH~qTqXgfZMK*Q@f zM5YTn0roe42m#FLMqy}a4#8L&LII(zIshY_@5_|Q%$Eui5C27VeHG$IL1uJBR9IV! zUEQ+Hi)6*W!&Abz(kEPCRlb#}*vj!3uRzvOC62b0-fV32 zrq0Sf70+dDSuSr%3(Ed@i;c^UWLoZ1m&At%+X4Nz*>9|rY@1^FwKnTg_Eys7Pu=}D z7~Z*OOCw(9DKAs-f*jil{VlKR? zS9QXpD_(xgX|hh`F+}Q#yayUb{@}qbb{$k08!;!wSk}QC0e# zfOkwgAccb{2e=<|jS~#Vx`L22Il1e z_b6w_J3ciQZB~fCBdJ8yWI7LTw6^;1K6cx`MwXF@1*)`a`J7y~$O2 zY;u2z;VImug3@_U0Y>N?Q`S}@rhDoU{e?`~W*_KsU%;zuY+VW5I!fGUu8PHEkkct} zj~iBaf4w%5Ut}lEdEi8|UIa|Nj)poT&z~7#c&tCyV=6^e1>=vZGixW=_YHKh!RgB( zGRzx5A-naYZUcngIRfzw=GGi=2~AY7cov+MT_h=uxg7wV?#RWK#L@@hKhs`_#WQj; z4j3y09DuJnziQQiLF#^dG9gGaTrmf80P!JLNbF7gtik?j9c1Yxm=wZ*Bk(P*vChb8 z3fNME^bdF6I4h=Tjm!P{iY9O71N2c)9Auly+n6 zw6VA4^bv!aA#V>=fLzlaOYT?x*6uU-z1sHCL&~q|HmGAY zTcKS@#eJ`(pP~9-<=wl+KSCEHC>4KyX(q4Vc$J~R+{k)<`jC^{kou#xUU@Ro{$}82 zEvWmspi$ve53i?M;Xdx5=W`5g53!NgkvJ8)Rfq_MBlS3kM?Fsw{B9o#hkOd=Sdb3Rt<1-zwjZB^RxK5n`-q%#=GB7V9#R11AX%yFFxs328$wf`E3f#ika zJ7mRJqmBGbx%cgFU0g?ij3{>1R}A*oX*fkA{WT2>zA4TIn>~SJ|i{rOUCM zvUPMBR=Yf(@}(MRR9N3s4uHg-GG46 zwAkLCV(zk%6UfCQ!lWi&V)a}|yZl-W1kT}(Live}OkLK+lhso~g9*@yN+7lpoN5=% zMquY`ljo_c^@l|qTXw0Du?kkvshTPxgMg!39V{2T2HFvo-^a`=$i*{|3+@>>I7O$% z6ASgQ{*Z4(-Q#BIzgdj%p`P4c6eu2~;~tMSuyM7kXGhG=+Tfbjbf-fmiPvC38!OrU zbZYr5pWwF-!FsjeNTx=9UxzMihH?AU0F!COOSS2j`7+_-it_;{Kmpqv~_I4@Z zRSES9jLPP7We75$8Hpr@z@JZ22XH2{-8)n{lQ)Vp-u-z~LD`g`pa9afQlblms-c;5 zMdRA7$jv=GCeJ|pC@5EoNe}#WF%V(wRZ~qYQRtWR2A4ZF9iC6`Gh{jzLcov(WSddl zJ$l%Z?@Z)sq{J`_`3*LWIa}KmYFz6@Wnz1*NEs#3@K$McVRc}?7~S5GY}GT1^%$~f zC@Pp3`5DeNj5RwuF}W}{<`n2s*AXXp#-&<%CAcn-DMoy43DIcEAZA8`Db}qnTlL+w zctAWwAeZqg{j1$|Vz#-iuB)R(A0{P~m#gPo{p17J4{EIKkcI^H_c>*?ieD_MU^y;W zDz6B*SSB**X4IuQ(Y%tMD-ca#Mp=ATS{C^asP~Z8{#Xc1=B2?!Zk4Nf`M}DA2j+HI z?yl{@0rBg&Qj2w)^jVA0!6cjBZdkbyd;qgPvad`B6~G4Z-0TdYfnaix^t)SrziAa0IoWNN`Amk+27SEsIdHL*^G=LV)fn*W*SIT{cr1@pj8va$IMeU0ROD^1FhYnQ49@&`iqor0VC<&G+hP>5Z5%)w9xQWK&OGKIqfj%}X!*;2!$pE&+fmA~PfgZel^^!Y zijL3w+#Sy(>)wD?y=4i2@fSB(4rU4^yMj)u`EH=_IQ3DZ#oPfJ^|B;!HWs@pc%r6t z`3$cw#K+$cxj;9aXsx;M1Tywx_S{dV^qE+X^BI}L zB=9hQNS0L$uWR@*UC7!o+&@_sEfTtHgDFI8%qvAX>_6J zIs;_Yt-*(P=gf&x_86os)^x6rhbo1;l~y`0QtH?L-1Z}1jK|i4W%z!zv>L+flUY*` zZYwoy!Pv5?To?djAh}S3I`D%7_{f4fjRvyps395>U^js48dr5%fE{*+| z7g;JKIJ^4vVJO>asCehS3FXGYW}X~><9^p5--FV}#F~wSQD%b6&x|RzSCkJDT~$x7 zNrBO5`^m$R4~lSs6$wqY3J>=OfE!%{I~wlkE$xAT@(Ml1&u#?gaap$ASru9Hd`4cm zo5I{-Q%|hS`zgtF9Pn-P57mEKU|-bRivhrAT$i=(O6f@k?Zyh zJC#fDGnt4BG}?<3$S`x4IPByge(*ndmb${%Qa_qKJZO!QjR(sW3aGAB zEprTCPmj;UV_d_Of+=)>S2}asiDjIBJ2`8G%QUQDmVr@+Ye>K!|68za^FUnhR+B|I zzjbUkcH{O??z{%J=>bLUbB#;%ikzD32ZFx)>s!eV5-F#+lVU#cKDu8XI#JWJrcDh> zluONyxtodO3GZ-ThR_`#Pl6pZI*H^-G^0N#RUW>FJJPR+?h~t|RKWD`t)VUsbxqDC z1y~xY>}RKoSzy??$B}r~o4DcJQC_fzc(}kAa~2c<01pIOLhO>mX4Yt=jwY;~;j5un z&eVVxs|QAg$NmFL4tj$^p|9O^I_^rn;+FQTVD^Qr4>|qL~*&;Vh8^l;zFs zgkw6$!9{KPLVK&;kVK$tst6lVevKl|q6h`*B(ar>!HJH6?6UHM+CHfFno_C7c2xI5 zO4%cNscCq1tJAVc6oh;$ol*IlR4pL*lO+EoCtKUBO&_9UQ{Eo+{y?M#hu1DLwU0FR zJ?L({xTaLWD9Yk@K6;i^!vT29<&-g$L8|aq5Qvg|=7eC?4|T07>J8_1H$bp-p3y!o zP!ppco_Zj1?yVmDZMmOFzHD!d`D-LL&0A?dhp`lWc=zJ8nqOzLl3mU1=3D?+13XHd8|lhAC@hl6*)f4?jNCRI)}1mH||UArrLYf%O12 zCp`6C0>5BoL8f1CvP#rGFEN|vPRfBvF}|xoe$Vf)vYGRu^G^JkVIDrQEuw+#JAgsq z?)@^SqWMV~g4r1Yxo=X`@%&Lvl@2oQl*Iuqc20_^U3RgL*)WDxF{VYTQOiA0q8Im^ zyEyVUKN(~z`y>&~3cVVE!n0LlDJAk(0uU?CRoHuVJ}MoBLDOQX)mG=yg}jnPcK8y?ez;wLt|6;Ou zW_ggRJJM-R#{NN!THa4M8DN|GB4F+pRhv3UnLcNPGopDJ?@7~jVSm9O5kgF-@25|^ zK*-&0TGGInJrKBEoOBM8)#|>E8y+KJZ5GzJ2m>~qi&kMMgxy1Uosp6-Gh{5`L1Enq zsgZG5De}mUj+3a6VNTf>gH?x~{hf>Sn^q!9UCj};{nB=^(9$&QM_khUID0^U1 zv!yvvZ4VAWDKu(S7o6`S!K~2A-p3);R6zWXev~f#0A3jTgw?Lrc6ZHh^r85 z)cWcrAEDd5urHi0<&romZ%c_EcY;T+r}CHb%)6Qrg$ad;Dsyvc;i0SI_(EO5{@z>#5@>#=LjJm0` z)g4Jw-+?|ZAunY67BY?=F&!(NN&9!J|RS*+XL%KhC67DMdlqEC* zk~3}cuf?@|w)WE4k#T+p-N(|5SF?EJ-PohYiH%wO!L8hnQ;dTAdkO=`yb+j-K^R{< z_$VY(ZsvesEVU#iObv-^z46XN0cym%G5WE$D}uAgv7CQqN+v};NHGQMxm3JDH>l(i zs8hZi*7EIjqApZ+%2D#IW?XKk#^vXnqhpY{3XHKi#m2rIo5uvq(p*O`*Jh0K>%cb3 zy1|zkEnSNA-c}ScJ~!(&SU0=$({CE$U(=kR8YMvp(|;X6qWnB)zpY4Nc-|?!cxxD$ zjDp4qw2Kat{f=`?ce!K;Q@$wF4aofzFOIr7i`$mY70`ETz0swRp?QuoMwr}>oq{-x zizm6wjT)ZJ1hcG_P1rJm2~;K~-nac@a6bNPhehfd?h8z?XY^Nrog3vW|;^#Hh}G@_fQA@bF2NWyizd|+vC)_y#whYeauwP^W{ng741v= zV`UYmpHQEu9&0joY!vu$K*L zYcYYfW^DlOQqwz>j8sl5vto)<9A+9^obGX9=^j4GjseZ@~u3s z3^I{-nN&LkYYh%(hwZJN+3jDht&$y?XPPHMgsq%iVuzg6&PL1Ald6g;9xCITtH zV`{t&d(&;-F~XF(a$#T&&c#$&qxxo}B&WOPs46hzlkd7;OVflW-VdEN$)%SHF%LQ~ znRdP2Bu`|*UA;;^e~S9L;vUh0QT3jSKi_sxT94dYDG`(YoO5QfNyG0^aQ4e4SzSx= z86&v|q9`0y0jki1BNGV=40+rXTY9hH9J!qkuo0;N6c-cODbW0%y%;#q<=LHIDwXrRuxowvG z{wkL~&ym{`;lK_xPJB<}v%Fvr#E1Nh)Hw`!#m?J%JN#7G!C%7%R7)welZ57MmSqVa zvryAySZ6`Q?_#wvPv>jCCwTLlvWP()L<8l&qX5lb7k^cv)*!_gElESV&hw@siJ-ps zRL7Sx_lCf_#Z6wH9ezt3&S{vd zS<#cANh8FC!&Sjv!Eo}FM`5uE#%y=y9_6IEPZ4~Rq}R1?(16N0iDvi1)|5=tkwgJAut_~alq%umV!*LU&y&w*5hu0 zxZT8sTcQDINP+D`xuAHQsqIm}x|BZBAQZ`42Cn6j@{~i^95=peZGY>~`i?A*Ah4He ziZYL(=KLAszTw}qAU{qutU1*d;GMG{3i9~x*Aqqa%q-Uw4Z!B1bj&1=M>aFy7p1M} zb<&Jsxb#8?b^zV3IekT1svnd0eUl+V@pGOWE?3cGJlKgK{nuAi~L^9(3%+0FIb4G_>1q6obq=Ir~#o7SK`z$c&xr==++$rl`C`}-CavF`FDJ!*5+BsGh*I|_TFf}b-pa%`2GFA;boWJMkK*No|~?Zq8PY+sj}xrTzW8KjbDT6jtn_pu64gY7XIWKzziV z^+80lx5kTMGQe!3!EWYPtun#JhJB|S+A~X9Q6)p^K=UubZP!4B5^1VNpn@GKI0yu`=tKqx|_1a4VHJ|RR+m)I(sQy`>M*-hu!eV%8Ld6;pQ^N>L_zw$?Wn+ z^A?e706vPR?ic*NX=~+)V5*`-0mv2nyPB>&QD~;z@&4VGE{jeXhXbERwa0ZzkAksN zU-DZtJzR}8_F+^G>e^Fj9(#YgHN>fjsLzwwj&4+65Z*vyS-1WebVK9%j`G7J;> zrQGN*TmDLVtp$H>N-$7%D2%EDb;j|}0SP)r3|zYGu<#gi=;8L&%UJq4wa!@GR`zaa zwN{J&ZSIr`@t0c(qBhBo^qPHx?#6TW5a}A38dEv`?AKwUag1sht|&~pPA8`WL)Z84 z2N{GhU#mE4)HS!&@C@x>+jpQ+p+fN=Myx|r#Gkphs$vbwa}&(Um8SkK^#rghH-3|o zD?6>fb^0)}UogMMEx}s3_6;&1wp7GJL@jxokbggvZ@E{X+m|lcL@)~OS2kO7d87i- zQmu^FJim!LeC;i#zrkOL*$@Gin~)U^d~U6LDcT`pIExB_ue_5~U_X8`n~v zfSFr%QufaZA;fVd<<97>d!jevz>zxgSCMXM{RVK_4KBZkZqlWA7*db1waoeO9KEII zx6(V`&c&#Lh?sdile{-@FKO$Kral*F#zuUXz6ES3`njMYE&$svL^c+Hq#7NE5pWK8 zjn%*O)911~OH$rCQXOq+q}1a~p~}KwG10j;i|~+45Re^4DQyy2hTkyXEpGnbQqyGc zzsJHn65E?gA~K#ZsH_-{n9gjXw--f9FZs3lhlbBS?C#~nHV?vaJA!K46kg!vAKEgl zD!>vr-j#8yj^<*{Pz6y*j{hDqi*@yy#zx~E6dzhZn^ad41Q5}F{RYn6!;u=TcCm`J za5D=V@28G9Zi$&UJ%!!-6J$W~m=v>c*L;IN8HmeGi9E3L$D_B1l-MFBCn*ryMZFJ!dHfX*A2@X|a+e zJ?iK!3l%rJGojDueW%?No zO(=`6`!>0Y%ZXtFFK0j?4N751B{|P|`{N6Mf>}#@g%2J(93NSN460wIdqmRbVW2TJYbO+noLw=aP^^SNVyqHw{uf{4Zti_uhXL-^d#*A;9Sl=1zl!T3 zY@xdIQ-!2b`YdauVN3~&WpyIcJ>BE{MND{W@6!5&QDmxlbZQ0kwEq#)yJc1;yy94k z6xD04`|rq+(AO2T^iCt1{Uj|MrFnFf?*dO z;WAf!ud<1zE#~0!jEC3_|l53#X&`&7L zte(@>84(59K$*k67(+1Y;Z>a3rVK|w@?3+?z&u6(b%+Sifo;s1{`IANfKMTyTw16cOe;sjt#NBtU+#H3 zO)Qe=uhIg|(v7a-D!x?cMjT29*6SL5(%gYy*oD^BX@&~MRd$SM+%XK2Fa6?-k$J*O zQoXvr{R+W$SA~vaqxOmM@=9vkPT_&C^Yx5$cjwx-;kdeq?fDI7sH0aP-^%?YHwY_7 zclE=?3qrXrk{D+vcQX&d#ZzSrTcpT4ivkgdJ?- zoF4qZ1;tko2)Od4)_Ee^%jL4dMvV7=`>x@=P&HtZ9wVgCu*T0Xh+ur~T`hy(0srM}1&&_a_)xa+td zMbY?KpR_%>dCa(UY7pJuc`I*S)7mrAB$An_S~rpU@;c(^F8DP#%@S$vowszoUK4-C z#PRI&UZ`!53>q24I2^mm5NMBhRsbf+H+j78U&CUu@9qWR8Y6gWVX-{CDERybtpyci zovR&=x$G(&UC<}@r}K{b3_OC`l~Ew1_!X{aC6fCmQhvn->a>uV=$zd`3`eT1}C<#wjUChMabgcoGjY`4;NRe$Y_dv z!J6l;wg(<@$^POPFjr!WvkQMZpBmKx9<3TuPGu3v(!Va0n!51u9-vztjvY>Z*QBg* zF%xCJk&sLhLzw02Hh5eOa@btL>RU~-tnCW5jIK$#c#`Z$?7qWbQLaWc78>D_#yk>6kgciaV;~6 z8&i@yjV0Rl$ji&Jc=f3J^cHLjSRe*pBXaW9UpshKYUAd7H*f2J_o;PH0VPe04)v9p8b4 zat-PgYBGEJ>ty7TGsbs$r$p+Vfh>oAdvWHhLOL^#sSjREh#ge}TyieixmTN7e#!LX z2M=~Gf$EDVR(Z{sT{P_OS9P{VG} zMWM#AECA-AoIiSU5=6dhv`W@bRa=h;mnk4}P)hFP)l9;!&C5J9aKDuNeTGQvx5 zx(qu3Q@uB{;ogV~(~aO%z|e6lrmIoj%xvtO&JVt2dH0fYvDKw1a7@sZn?j6RQ}yEK zlSvsDHj9B&D^0(f&d)~-r;r^pjD`stuoymEyszgIYjsh-i(|h%OdypwAoG$iuG?;e zE9_+zNGTnCm`;UEZ(lc?*Rdh_E_SVSeMKuxqMlg4NAJEoD8&+yE&JN#J5q5Cou13kRC{16201* z&(Ow=6Ug&>-i1-~xCrM<&vb|e!dJk<%J&rvssdTW9l2qht(ERoTo3OEwHYmOrX$sW zvY`10D9Q%<^f}yKcbkm}IY_gRdw=MewM~%UTpB^InkxS;B98imZ|Wt`;ZOd|*J&gd;5~$lB@64KeDPo;-Q?13SPD@Q^4L zA8^uuKp(}G4-|JkKIJ|ggd;=RcdkOXZ@g1=RM^Asjw$)Un4f5qv`!O-uXVjrM|=)6 ze)+mOOO~7X@(1KED%MqFv&tE{nP)1`Gwv!YOVSH4e?FttM$ZGj1Fd8=pkp_*5=(2E6)h;b4kvOj#01;)PVx_5-AASDVJ{63X9@t{xll;XW3zY^ z6@r-NVw{ec*y0R_>WN}z0kyy2RvML*X%xm_F}4J1ko6~TQj+WZUJg*9@7mAkm(fo3 z<$scDiMh9>U|@z+bM|lJIb@V)?Qtdm1#Q5)?I;(#Ug;}Yc|OIten4j9dlxl3bfO^| z!gi4#xS^Icdo=?TshuE~($QLnxt7EY2Ab?P3WzXpU2S1rmI|y}5eKx=^-ybcS7aj4 zOGD|a?fnuGTOBZvrH!N2Q#&JdIi$kMjXGnD;gDWCn0c|N!h1H(v9avBgv99Cel_bJ z#N7^^j1`E?QL>Pf`8GHp)J(Nbi?%LF5|)&2Z@4wLYoCTnfx?UBS``Ezlq(yfqf?ev z;*|rOWZHV2;&?s2_=#fzf8gjA$6aK30CP6=W_zW0nRFStqoZ)RGp^`Dy$V$HecC<@A0zKO9o(t>4vePhQt@M3U)Rx9t|!OQ48V@bIn(k$qQ~2 z1K+SkC!sMT;Q(|dKe=HK7E=#3Ge`|nRJ9PmB}_FN@3NVWl^7jsY_dvRwboiF;CdV+ zd?zSex=J@jhgB635<&ij%$6%Q!2giH{0QwnheZET@&$U)0y7^qRS_SvOi**#BEco6 zeU1%w>WdNwAbE0nK%8+vV;QD{}Pu`6!s?b{Uz=AB#;dZB$-5SUh6Y`-wg_jC)uIXy%vtSc`f zhPuTju|K27KCHE1)F%1NWJrR8UOsUpdYO_Ibp$&UJ<5XVcWi*64>1NieY;{>$EJ+RgZNL9HyOKDGQuwI9 zGAg0q8n5IQ9Cy@trFO!_M(a6;0K6FxgjyXOn1K>d2@Zoed%2fc+gQ}L&rtg2lA|SO z)U!h`$c+l~bn0BY;Wv);{xYf6qr21`OgM=tY*~NWoSK#dq{D#Fyvyi=d!AI5y_Hop z)hPQi5mR&2a0+}m%!;0%G7k0N2#yJK-UfYrjwOMsyPEp^>VcpobbgK%4U-RkvL#d;Y=Hsf4Tb>bU5l7umnhwO$aNe3JmQumk zXUzdR9{;|!YmBF0E+A1@z(^D`_{h_>B946NFx=0^ES5#NkGc)Q&ALboZZS;-KSQKzm4^TQ`WK&l zyCk~bK_K=~x;H#8*TrNsiMk4qV%J=gimTPd@Wftv3%u3U`mY#cNb3r)0F^BGxne;% zx20%g6Al^QEQ%hm?XA9+=H)=n7NZgb>-^5}A+d8WQ;s6JZO+;F0!7ehOg=pV`3~;i z({*&FjpQ`zUwI1Gk44w$jJ4IFTkSF)S0*U!MiSZcRB6mIWt zX}Cq^@w{G<5s1BvE&BLS2Lh>B%71QBT`JIQXCz6?#lE2P(n6V*cDpn%f-w= z7~yunV=rlab8Yljft|&q3H27Z_yvca%z!5fHZ>Wl&WOmRXy{mB3Nj9<*CeKg6FVe?y$KE|Px?;o&XCe8`T@w0_!Phf z2z&xUGecJxya>yct;(Yjj6iH35A=O&a6_@Gl(kD=>eQF4!Z3SeL0#Aam4`bc5SD<9U{EOy1841!s8Zx_8L?3Fw0rxUausIpL z*#e|Q3z2Za<=cNSs)3>|3>1eEqGp>Ik4nL0c0gQALh+5tIr!KpQerciiSVvfa>Vw) z9;Bl)Yr7|G8*eAMh>)Hdw-pA(tx5^-Y99*;i3#*3e{glDA0S#K_n47R_ z*msd*pryi#ugus%HA0#dLN!V`(O(%_Ft#q#IXC99vj#B`YKCU3U3qp52@nA|3IJ+F zH$7o9zJp=~%2yRi;cNKI(LJv1rCq}rqD*Hlo}(77rPS&TyvKZ+WW4IG-7|k~d0|N7 zCGt<-43RIYuL%SFoV%wDIuCpQ^yv0^FpVih-Oks#A3iR-3_D_vefDCK>`nQaqq64_ zu&uyd$M!EL=xrqVnjP1gGN`k!conihwGd9Sa%6Zt^gMFVY}03-4P z8bs=@+WP11s5Tp;PMf-*?GSV08Xw*=bgD%f4hY{HLf$)bT5_;;k+VZxWhsLXo_|IasiN@=^g0l5_u~mqq6qt zl#m_WoewCu#SQ~*cJR)oTQ;0kV18^*_S2DrMT2BpH5wrJ@8%MODz`AE;>4GyEcmP% zbG4@BW%F?eai(3Z#6Q>ETV6{5CCy)w&eDU`_3XZDDim}l1~_AnWNc}g8P$8Xbt2zF zH+Aje#(R+Y7yzV*j!B*nVkICV%=0>arp~qL>0gvQ-De_5F2x((M76(s`;>QR#fQxzVL232y&^GG=Oe#9Y)U8C7Tfs;)ZHI+2b>h80NEy!KITDk8Q=6=KM&IJ z)S66x6+Vk8uja>*g#uco){mrYvz^VIwF#6KiJMM{a-FB+^WAD#OzgA1A@HAY(py2Y zADcOq!N()ctqm9Gw3epS)FRfwS6TWPB~IR3@sX?=H!$GIbb5C(K_ldbF<+8($yF1f zd)seR-XwHF=Bh+;B}tCP?ao3S0dN4B@~y-tBL21Dk5%<*q^pd8h9`vjor)U8VgaV{ zBL$Q+K#m&c`HDNkHdo?aO?p*l%~&`Ced<767z-VjS@w_kRkdpBLl{AR8bUzv^K;1> z`_rJ`C4E}a1%>juOA0c5Hd8K4Dn{~lfN$LN7oDdaUPZY&v4bPH_6=sM%8ng)^Ik8@ z{nI2pGvlj!tkGE=vH3t!1BWkI^$BRb0AJC!Z&fEKNRtC`&yIzy*nGHH?I;vLNbBctiL+)itWfHvD9 zTbJ81tarwvKpqCCK0r{q0l2{bi{3x#kf)Vg&JgwgVso2>u=KE}rqW3!B^@gehO_aU7h^v&Xp+TLRyD(n`gKQtEN`4qkJ7 z!_=yG3-eYOdTLY85Wf;-B3u2UR zLT4w{2$tXbQBF|(!=#8?BSIm3*%VP-)wgy5-R{gqGhKeGJeYzZ`X5*%X?mfEV2DFEmAh)5@O3FNL5!amkMpF((r%I zeoqK}zPjM`Kkg$!dO7VHiOXafng%qUA44NpFs#)-8-8P=3{xD>7hVvTC5PE}|4te|Gwz!ZJT* zv}Py#I?#z<8zKB9OA|OluA0w;neO+K9$hU>LSO22U3(J~_CT_=d(M`c1v!BTmURYX z5t5v-kxbA$XK&xF#!nAK46`uWE<+v7#2XfB6=VlLNYn^OHB3fRv>x!Yj4y3t7T4NO zchKXXtcwbuv#V2Ad{?I&COvQ=I;T663%>|m(9#-13Vk#vriR)89E_$fZ+jv`+>BEWO0}Yp;W;j0`-QSp!n#>=)bPhuKWN+5z zH2Q&ijFyQKfeXHHftA~?tdp!x3^v{?+!T+;die+hDZ=|WeJuwcuI++94TCs9VUUl)s)~ zxcDTZ>~(Wj>jTB=_1!~>WmJYcA!9k4T0**W3H(kgYV8)ZlM)-~LmsDsd9zW7TOE)b zt63R%EI>ymTn4BFkM(1Vr<0FoyZLAks&&lelw;s1>Iu-@X&*238{3Yt{TD-fhA8g? z{$+43-7Ep1;ixMO9mq0^^N!=6S)q#k93nGANldu{zb~M>%z_N97enpamQgQl(uVPWOYb69Lf6*8HnM*4b@Vk zYcuf5ydzW!{sK=x3BUxCa?a)+bP>L7H+Bh0ZP!l-4kNfQo>zh{G=6+_I5!;gchDXS zHkw{VQ(BMpS$5=BlYU2|P0qe}JZa?V1Nc!4it3QvbVoQ=?})yW7`C9<)efWSR$%p_ z?sX!YX_>5kny2*R^M!M|U)y91Hc>G(yEe|ty)T0jvwU3QyDXsaDc)xpl^0~I0hhmh8Aef@4fb-c(Y!0U`U5)kIT%t+p z`jt+ogKn}cYXfA+qJS9eII06(T+!&H&-%12lv0HD`Qvg(eCE@0kY-?mgQW-kJ`T#iNAMy&-WIHHwcl^92QZE@oi-2n!2B)^9xqCr`f zl~`moJ$i!>a)$!DKkVus-a`Vqs$S*vVGdER$9<<4*4-(-(=&u-_WiNa^>Na$OO%7o zA&@nMbWyFf8QBCz*6*iVs+wa=z+=GpBOyoW>mllS7$Ru9ozd1>js+t|~y-cDn@rb7sTVzFtj!qJ(JN!z?hZl*0erJxTm?J_GYh5SIH(UYXZrdn!CT;_~~DPlGva$znC>mRuq} zsbt9n^m_Y!;|AeoL2iJbWx2IzZSt(&)a%uL#v1b7I4ew>!rw8;Ag8-~u1k9s?kPuZv7u zNR-6ge8}7pj)p=0yVD9}s01p?V>af?yv@!dEK?FtJr%g<(8$VsIn*5;r?&!lf|G{X zIHk7QDYNwMzltWWmsXC(>f^lXwMrSu6ZK$ADcQ4+(^ryiN95ArR)R!>(wKEhg7w!4 zf!3B)InSxb4|#xffqs;Jv4``IuQeP%-zw94ccHRXg$_aAG7Z-8$U1gGtiS)LAg$+t zR`<3h*iWdVS+vgU#bVLWiq3U_Ev?%FcFV%ioOBWBG+Gm14ZrgE!eiEuiT2&pM4g2S4_BNYk@ zyJ=##-JI;i;AFyAjC>r2_rk?V8&MvCv0z}PsdSfs4IZ0eyA?O_eMl z*O94jp-(HF78jGuYY9~+e|!A>$w+$D(2I;z`_7er-S8!W-boB#N}5 zJ(hfN22%r*VV3F%TgwpG*|KyHXFftKfZ@Ez2E$2P(t{{l&h<6u`!D`aoe(cerOl%C zB84?Nm=1b78wszg56a$bZ!dxLZgNXEy9;UKv!FSUZC}3TMm1a9l!2)@p1V7%%v!wkMxSpD|_{Q&hVS-4t8nyG0e)kt97$R6ecCI z9GSS-6zN^1&u9Mo&HI1%D*P48HR#&$<#q8;tTt-of5J0NM9^EboD|*YE!}7@otu!( z&Bv4fn35H)b%{Sk1S=#dZ+zg; zXB&iuve?IN3p=XGKZ+#D=W&XK;COVm0S$uDbV0GtaEudJ;>d+`*>QBWXa^kfr(mBH zFpx*xqm4%Q=GA-$!TG#$Ta8FSJ6>yG z_OrISh-(&%ndzmv4AdTa|5QoHNq%Inbj8vhyJPKz`NU#)6m-MVq>Itq0{lX!AmKql z#hd{hi7=7zG7I_M3DZ}wnVa+qATC?Z&-iP&(r2A@sglDgiNEy%o$nS(ogk&f<&sAL z+#gl-wxRhl%#v*%F&x^J47PD>yL*~WKP-U8mpGRLm@SVr&K)m4uBhvAjZRT}nNikB z>Hk67Vy?kd@~uSMrcYQOGL)rR8hGqQ&8;SUt&cG&EhdgG-MBDb1#g8>y_hfFZ^=a! z4WZ{oOSi=?mckX=jNoyO5hWNkmw9>E)0F4Jlc5+#bW_CMbU5#T z4G~<-%`a}4mwMVDpfUovjo{G%s>?I?!u0YhT-;M$&ise#fL=E8@}UI2sWjwv)b(A< zS^&DwI~4G0NgtVuKy4Ae&Cq%Lw0_)Lm!8Z*+Wd zr^*X*8)6J3TUZtT7Yt6$Pw~V$Wfm3aNf3G=V0;Dw$em-sM5cIOB28nj-8SNjRlYQr3Y|9|nF4~<@VAd=BCOyCCp zGF{5vzxO?$Iqr5aRMZD2#bniFOz#$g$OTnsVrvTP`ng>~K6e{{N&t;xf*mI`VI=Sb z#H;D|(tT4GO<|%%7aWM@!ow!~l5?`3%|Q{d$Os4c;(p4CB>g4(1L!QNlaQ_7)kN^9 zSoL7DBJD`FkGzwic#+UzZP~c!xZY30jebLAGvrN12BzgSN_o>RSEl8f8WTBT2&vq` z_qwHB3}ZLgLk3Bu&jxcsf+F|;si^PQQ5}PiNGSgpwgd32BqQHF@HS57!eh4J-y9tE zQ=Zp~Jjz1M46PiR#xU8By1vpY-(43V-0xdqjN7Ou?deQar07Z{iUF}!YYvi}AE zw*!dNc32TZpGExl$z}_+Lf=%#*J3s&)?CX#3RZh)-tB^^P`snbQIk79r14DE){-ID z0QfH1gC`(v-e&4=m>#0BQi(sNL1R{x6Lgk5Bb5z}tWgW5m^lg@-{RKk=+}J5?Gv#E zugJ5Kp~Tg6n)>M!IJM4#!IQNv<*rlAC5NapMBayp-zlWObN*tiw9fN&hD;AD%E!53 z+h}>p*g?bQKU2x%T`M6V3zVgHE3R7+?9M0l$B>fBi?)PTw62~NIFh#PhsxIs8^xm@ zvgE5b8vv%a8;ksa0Pl?B=^Yh(&kBx#^aRN=xbIp0mnyDAEh3%Kaq_cy;QfObdz;R(ob4%ZD~u)XEs1Ot zo`Z`xVO4(SoJBHe+Ze9A<0ciYGlT$rjz+hI&JC%F0R;`Dt}<&O7J>>C|5RNN#2uAD zF+H7I2`iGAd*b1^<){A+`!jV(SP&=*0)TrHxu9usk1SiUCf!( z$)@4fingg$l>kAj-Us#sQ23o=_n1moFEUSp zeK~`a)U+Z~n8kSh3pp?zkvZ3o8uvIMM0rsn598A+_3{l4pb3mYB9y zALE%dKz@OW%P9vfDSGw~B}!(KbbH@$o$_k1wuOVGZm}AHYzC;*jS4tlTfNf3GSEeZ ze0}Hma4&wWyt_RId@C6*XQW|lw$cWV{v4cSkI~bZA8WgS1b-Q9d7N(YD9;{A;Mf#k zfFfNzO|kKg3&$`*G~1o&!#cSGr?89Nmf-zh&0G5nLKI6H-uq=i#jH;2xUbx&mU_9b zwMweG0-^N}$?DX6LC$^5IC1_E6Kn$T00XvL$vvon>w%u9mfK^<96|E<3jCCIznX@b7|?^>1UhE{+1B*=Da^f6K3D(z1p50wBde>Hj(@C4Q7&0coiYz zw#t@{yfui_zBvfMuJo81;f|cUeL3!=K*r6!xqiDtzLw-ET-nsfqTJKjKK(|@SC+dB zR0cBRhOz%p^PpAWD`Rc)lSEC-BFay|D4LG-O+i1%#$gmEa(IW|rryh&x^)t+;g!QD z7bjLQjrkbP+P|N-&PGhW4R$DaJr%U2i=+gL5fpmIWS7$T<-|?dDTMQUgF}m@KsSK* z5Tj7-Ko;vw_6NNR?Njb!gi%mtFD{IaBJzMdXC!x(mFH-8YI=(gV7_at`)AG9$Y^-6 zUZ{;nF4a<#ksD&EKps#!NJ#94=DgNsa-&*TdqDYbxTOOArjw&6E@|HDunhk_nT-Wy z60iRp;Fzuk4J--LFNXV3*YC;s1tl9=DH=lZZAmp?ep2s|m)si?a|dt`H~g10(X zEAR!LXdFkl0P@oZn!ERd>C&|UD+M2FUW9)N>6$S_rYL!#C;GNp2=yg<4Dvy9zCU+q z*YL70*mg=5_y^Re2~?2ko`j+hnDvgAp%rPpF@1}&a+kGEVB{4XV~{5ZC# zsewEN#fH((!c1)c8A_So`lgycCdnnWkW;hBdT8LNN$=v|y3WsuMpI+}vU(>LuCT+e z>|EHCKDnaNmk*$bj_A5pI~(F2gm_!&1RD~s^FW$N!3s#9bKtaK=qw#NevyUPS`r4f z_*}~DO`(b+V?Lv3D*&w(T5&6p`lV;?-%hA%RR9p=osu6?zmH776QZl6;?a{7$9i$< zqZ}G@RxjpI&k>D3+`aYv4ytcd6pzDhHu{pt$So`_^Z5 literal 0 HcmV?d00001 diff --git a/translations/km/.co-op-translator.json b/translations/km/.co-op-translator.json new file mode 100644 index 00000000..9a2bcfd4 --- /dev/null +++ b/translations/km/.co-op-translator.json @@ -0,0 +1,722 @@ +{ + "AGENTS.md": { + "original_hash": "6b11a37115944252ab3ed04e358d830d", + "translation_date": "2026-04-06T16:58:27+00:00", + "source_file": "AGENTS.md", + "language_code": "km" + }, + "README.md": { + "original_hash": "12c8eb6bf0867d2f1c32daf613ac5b8b", + "translation_date": "2026-04-06T17:01:21+00:00", + "source_file": "README.md", + "language_code": "km" + }, + "SECURITY.md": { + "original_hash": "a583f49d359c7ebba61433e4dfcd05a9", + "translation_date": "2026-04-06T16:58:46+00:00", + "source_file": "SECURITY.md", + "language_code": "km" + }, + "etc/CODE_OF_CONDUCT.md": { + "original_hash": "c06b12caf3c901eb3156e3dd5b0aea56", + "translation_date": "2026-04-06T17:01:55+00:00", + "source_file": "etc/CODE_OF_CONDUCT.md", + "language_code": "km" + }, + "etc/CONTRIBUTING.md": { + "original_hash": "847a587aa1b83f4d00858183ff3ed18a", + "translation_date": "2026-04-06T17:01:47+00:00", + "source_file": "etc/CONTRIBUTING.md", + "language_code": "km" + }, + "etc/Mindmap.md": { + "original_hash": "f2f88dbd2debd38e26149b27b1fd272d", + "translation_date": "2026-04-06T17:02:56+00:00", + "source_file": "etc/Mindmap.md", + "language_code": "km" + }, + "etc/SUPPORT.md": { + "original_hash": "fdfc08baee91e402938a2b1f94fe0949", + "translation_date": "2026-04-06T17:01:32+00:00", + "source_file": "etc/SUPPORT.md", + "language_code": "km" + }, + "etc/TRANSLATIONS.md": { + "original_hash": "62b3e3ad5182edb905eec649a87eeeb4", + "translation_date": "2026-04-06T17:02:14+00:00", + "source_file": "etc/TRANSLATIONS.md", + "language_code": "km" + }, + "etc/quiz-app/README.md": { + "original_hash": "d699cf8509f74baa5b0b838de5cf0662", + "translation_date": "2026-04-06T17:04:14+00:00", + "source_file": "etc/quiz-app/README.md", + "language_code": "km" + }, + "examples/03-image-classifier.ipynb": { + "original_hash": "1d472141d9df46b751542b3c29f88677", + "translation_date": "2026-04-06T17:42:17+00:00", + "source_file": "examples/03-image-classifier.ipynb", + "language_code": "km" + }, + "examples/README.md": { + "original_hash": "0d1babfdcbeb46525f2db3fbaaa54cd7", + "translation_date": "2026-04-06T17:03:36+00:00", + "source_file": "examples/README.md", + "language_code": "km" + }, + "lessons/0-course-setup/for-teachers.md": { + "original_hash": "a094ef9927883de1cfcee51dbd143381", + "translation_date": "2026-04-06T17:04:48+00:00", + "source_file": "lessons/0-course-setup/for-teachers.md", + "language_code": "km" + }, + "lessons/0-course-setup/how-to-run.md": { + "original_hash": "a4717bd9103b9f6cd84d534b83534689", + "translation_date": "2026-04-06T17:06:01+00:00", + "source_file": "lessons/0-course-setup/how-to-run.md", + "language_code": "km" + }, + "lessons/0-course-setup/setup.md": { + "original_hash": "7b4e5b8956915870d0a0ed3cc5890042", + "translation_date": "2026-04-06T17:05:21+00:00", + "source_file": "lessons/0-course-setup/setup.md", + "language_code": "km" + }, + "lessons/1-Intro/README.md": { + "original_hash": "f57e8aa46141fd220b16ffed8f11aec7", + "translation_date": "2026-04-06T17:07:45+00:00", + "source_file": "lessons/1-Intro/README.md", + "language_code": "km" + }, + "lessons/1-Intro/assignment.md": { + "original_hash": "a334df77a82aaaf2a29c77065d3e481e", + "translation_date": "2026-04-06T17:07:54+00:00", + "source_file": "lessons/1-Intro/assignment.md", + "language_code": "km" + }, + "lessons/2-Symbolic/Animals.ipynb": { + "original_hash": "8ef43db4b9182239fd150a76bd494fdb", + "translation_date": "2026-04-06T17:43:27+00:00", + "source_file": "lessons/2-Symbolic/Animals.ipynb", + "language_code": "km" + }, + "lessons/2-Symbolic/FamilyOntology.ipynb": { + "original_hash": "6537d5597320e27b6052b4377b8ff8bb", + "translation_date": "2026-04-06T17:44:14+00:00", + "source_file": "lessons/2-Symbolic/FamilyOntology.ipynb", + "language_code": "km" + }, + "lessons/2-Symbolic/MSConceptGraph.ipynb": { + "original_hash": "e5690bbc6e5119a96a8172ec7261db67", + "translation_date": "2026-04-06T17:42:42+00:00", + "source_file": "lessons/2-Symbolic/MSConceptGraph.ipynb", + "language_code": "km" + }, + "lessons/2-Symbolic/README.md": { + "original_hash": "f9f06b266b8b2bfc6b8792ff2bb1bea4", + "translation_date": "2026-04-06T17:10:51+00:00", + "source_file": "lessons/2-Symbolic/README.md", + "language_code": "km" + }, + "lessons/2-Symbolic/assignment.md": { + "original_hash": "a057a8604f3976c3e309884453f1fad0", + "translation_date": "2026-04-06T17:11:01+00:00", + "source_file": "lessons/2-Symbolic/assignment.md", + "language_code": "km" + }, + "lessons/3-NeuralNetworks/03-Perceptron/Perceptron.ipynb": { + "original_hash": "2a7a86d0006b9dd5c26493a7ed51e511", + "translation_date": "2026-04-06T19:47:51+00:00", + "source_file": "lessons/3-NeuralNetworks/03-Perceptron/Perceptron.ipynb", + "language_code": "km" + }, + "lessons/3-NeuralNetworks/03-Perceptron/README.md": { + "original_hash": "c34cbba802058b6fa267e1a294d4e510", + "translation_date": "2026-04-06T17:32:17+00:00", + "source_file": "lessons/3-NeuralNetworks/03-Perceptron/README.md", + "language_code": "km" + }, + "lessons/3-NeuralNetworks/03-Perceptron/lab/PerceptronMultiClass.ipynb": { + "original_hash": "346132688ca5e351b17b56c6166067e2", + "translation_date": "2026-04-06T19:49:17+00:00", + "source_file": "lessons/3-NeuralNetworks/03-Perceptron/lab/PerceptronMultiClass.ipynb", + "language_code": "km" + }, + "lessons/3-NeuralNetworks/03-Perceptron/lab/README.md": { + "original_hash": "ba5d1eb353d20d3e7181066b3c424b99", + "translation_date": "2026-04-06T17:33:00+00:00", + "source_file": "lessons/3-NeuralNetworks/03-Perceptron/lab/README.md", + "language_code": "km" + }, + "lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb": { + "original_hash": "6d3fe3f89c3d7b37e5edced9858aa1cb", + "translation_date": "2026-04-06T19:45:59+00:00", + "source_file": "lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb", + "language_code": "km" + }, + "lessons/3-NeuralNetworks/04-OwnFramework/README.md": { + "original_hash": "789d6c3fb6fc7948a470b33078a5983a", + "translation_date": "2026-04-06T17:31:39+00:00", + "source_file": "lessons/3-NeuralNetworks/04-OwnFramework/README.md", + "language_code": "km" + }, + "lessons/3-NeuralNetworks/04-OwnFramework/lab/MyFW_MNIST.ipynb": { + "original_hash": "6fa055f484eb5d6bdf41166a356d3abf", + "translation_date": "2026-04-06T19:48:59+00:00", + "source_file": "lessons/3-NeuralNetworks/04-OwnFramework/lab/MyFW_MNIST.ipynb", + "language_code": "km" + }, + "lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md": { + "original_hash": "48fdd704d483e19bc3d7464074c9fcbe", + "translation_date": "2026-04-06T17:32:46+00:00", + "source_file": "lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md", + "language_code": "km" + }, + "lessons/3-NeuralNetworks/05-Frameworks/IntroKeras.ipynb": { + "original_hash": "265eb1809444eb06f3dd1da03e3d7724", + "translation_date": "2026-04-06T19:07:27+00:00", + "source_file": "lessons/3-NeuralNetworks/05-Frameworks/IntroKeras.ipynb", + "language_code": "km" + }, + "lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb": { + "original_hash": "ef00e24b21d0887ad778265cd284473c", + "translation_date": "2026-04-06T19:43:02+00:00", + "source_file": "lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb", + "language_code": "km" + }, + "lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb": { + "original_hash": "514da4a9c94c540ec10589037cdaab6b", + "translation_date": "2026-04-06T19:36:20+00:00", + "source_file": "lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb", + "language_code": "km" + }, + "lessons/3-NeuralNetworks/05-Frameworks/README.md": { + "original_hash": "ddd216f558a255260a9374008002c971", + "translation_date": "2026-04-06T17:31:01+00:00", + "source_file": "lessons/3-NeuralNetworks/05-Frameworks/README.md", + "language_code": "km" + }, + "lessons/3-NeuralNetworks/05-Frameworks/lab/LabFrameworks.ipynb": { + "original_hash": "7f1acf4b57027280a167406a1d109891", + "translation_date": "2026-04-06T19:48:37+00:00", + "source_file": "lessons/3-NeuralNetworks/05-Frameworks/lab/LabFrameworks.ipynb", + "language_code": "km" + }, + "lessons/3-NeuralNetworks/05-Frameworks/lab/README.md": { + "original_hash": "e452d897efb9a89700f41021834cf6e5", + "translation_date": "2026-04-06T17:32:30+00:00", + "source_file": "lessons/3-NeuralNetworks/05-Frameworks/lab/README.md", + "language_code": "km" + }, + "lessons/3-NeuralNetworks/README.md": { + "original_hash": "f862a99d88088163df12270e2f2ad6c3", + "translation_date": "2026-04-06T17:11:33+00:00", + "source_file": "lessons/3-NeuralNetworks/README.md", + "language_code": "km" + }, + "lessons/4-ComputerVision/06-IntroCV/OpenCV.ipynb": { + "original_hash": "339b2129f86b24024393ff92b8bd376f", + "translation_date": "2026-04-06T17:59:47+00:00", + "source_file": "lessons/4-ComputerVision/06-IntroCV/OpenCV.ipynb", + "language_code": "km" + }, + "lessons/4-ComputerVision/06-IntroCV/README.md": { + "original_hash": "feeca98225cb420afc89415f24f63d92", + "translation_date": "2026-04-06T17:23:01+00:00", + "source_file": "lessons/4-ComputerVision/06-IntroCV/README.md", + "language_code": "km" + }, + "lessons/4-ComputerVision/06-IntroCV/lab/MovementDetection.ipynb": { + "original_hash": "153d9e417e079bf62f8f693002d0deaf", + "translation_date": "2026-04-06T18:05:53+00:00", + "source_file": "lessons/4-ComputerVision/06-IntroCV/lab/MovementDetection.ipynb", + "language_code": "km" + }, + "lessons/4-ComputerVision/06-IntroCV/lab/README.md": { + "original_hash": "3d53d6409f80970f7281a45dee35328a", + "translation_date": "2026-04-06T17:26:02+00:00", + "source_file": "lessons/4-ComputerVision/06-IntroCV/lab/README.md", + "language_code": "km" + }, + "lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md": { + "original_hash": "53faab85adfcebd8c10bcd71dc2fa557", + "translation_date": "2026-04-06T17:24:44+00:00", + "source_file": "lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md", + "language_code": "km" + }, + "lessons/4-ComputerVision/07-ConvNets/ConvNetsPyTorch.ipynb": { + "original_hash": "28ab2e2e61409b818d9189e56987b49e", + "translation_date": "2026-04-06T18:04:09+00:00", + "source_file": "lessons/4-ComputerVision/07-ConvNets/ConvNetsPyTorch.ipynb", + "language_code": "km" + }, + "lessons/4-ComputerVision/07-ConvNets/ConvNetsTF.ipynb": { + "original_hash": "96896b1704c43955ccd2cf60c0c284d9", + "translation_date": "2026-04-06T18:02:38+00:00", + "source_file": "lessons/4-ComputerVision/07-ConvNets/ConvNetsTF.ipynb", + "language_code": "km" + }, + "lessons/4-ComputerVision/07-ConvNets/README.md": { + "original_hash": "a560d5b845962cf33dc102266e409568", + "translation_date": "2026-04-06T17:25:17+00:00", + "source_file": "lessons/4-ComputerVision/07-ConvNets/README.md", + "language_code": "km" + }, + "lessons/4-ComputerVision/07-ConvNets/lab/PetFaces.ipynb": { + "original_hash": "df7d1f7da8d2617b76acd93115776ca4", + "translation_date": "2026-04-06T18:06:57+00:00", + "source_file": "lessons/4-ComputerVision/07-ConvNets/lab/PetFaces.ipynb", + "language_code": "km" + }, + "lessons/4-ComputerVision/07-ConvNets/lab/README.md": { + "original_hash": "b70fcf7fcee862990f848c679090943f", + "translation_date": "2026-04-06T17:26:38+00:00", + "source_file": "lessons/4-ComputerVision/07-ConvNets/lab/README.md", + "language_code": "km" + }, + "lessons/4-ComputerVision/08-TransferLearning/AdversarialCat_TF.ipynb": { + "original_hash": "fa1cb9392b268515620da41e09c364e1", + "translation_date": "2026-04-06T17:53:05+00:00", + "source_file": "lessons/4-ComputerVision/08-TransferLearning/AdversarialCat_TF.ipynb", + "language_code": "km" + }, + "lessons/4-ComputerVision/08-TransferLearning/Dropout.ipynb": { + "original_hash": "9b7009916a0f38ad473857e1b08d2331", + "translation_date": "2026-04-06T17:58:18+00:00", + "source_file": "lessons/4-ComputerVision/08-TransferLearning/Dropout.ipynb", + "language_code": "km" + }, + "lessons/4-ComputerVision/08-TransferLearning/README.md": { + "original_hash": "178c0b5ee5395733eb18aec51e71a0a9", + "translation_date": "2026-04-06T17:20:58+00:00", + "source_file": "lessons/4-ComputerVision/08-TransferLearning/README.md", + "language_code": "km" + }, + "lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md": { + "original_hash": "ae074cd940fc2f4dc24fc07b66ccbd99", + "translation_date": "2026-04-06T17:22:04+00:00", + "source_file": "lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md", + "language_code": "km" + }, + "lessons/4-ComputerVision/08-TransferLearning/TransferLearningPyTorch.ipynb": { + "original_hash": "cf52d6f9bb5965a7e284c986af22f350", + "translation_date": "2026-04-06T17:55:11+00:00", + "source_file": "lessons/4-ComputerVision/08-TransferLearning/TransferLearningPyTorch.ipynb", + "language_code": "km" + }, + "lessons/4-ComputerVision/08-TransferLearning/TransferLearningTF.ipynb": { + "original_hash": "c189abc107848f96051085cc30945129", + "translation_date": "2026-04-06T17:57:58+00:00", + "source_file": "lessons/4-ComputerVision/08-TransferLearning/TransferLearningTF.ipynb", + "language_code": "km" + }, + "lessons/4-ComputerVision/08-TransferLearning/lab/OxfordPets.ipynb": { + "original_hash": "eac9f756cf42bf5eae27dfd63a5b7310", + "translation_date": "2026-04-06T18:05:27+00:00", + "source_file": "lessons/4-ComputerVision/08-TransferLearning/lab/OxfordPets.ipynb", + "language_code": "km" + }, + "lessons/4-ComputerVision/08-TransferLearning/lab/README.md": { + "original_hash": "7765935c35fcee69b9fe2d0cfd6963e2", + "translation_date": "2026-04-06T17:25:47+00:00", + "source_file": "lessons/4-ComputerVision/08-TransferLearning/lab/README.md", + "language_code": "km" + }, + "lessons/4-ComputerVision/09-Autoencoders/AutoEncodersPyTorch.ipynb": { + "original_hash": "6aabfc4714b2a03f8d9fcb96b896f5e9", + "translation_date": "2026-04-06T17:45:35+00:00", + "source_file": "lessons/4-ComputerVision/09-Autoencoders/AutoEncodersPyTorch.ipynb", + "language_code": "km" + }, + "lessons/4-ComputerVision/09-Autoencoders/AutoencodersTF.ipynb": { + "original_hash": "a70a0db41eff5062fa02d6f89e267265", + "translation_date": "2026-04-06T17:46:33+00:00", + "source_file": "lessons/4-ComputerVision/09-Autoencoders/AutoencodersTF.ipynb", + "language_code": "km" + }, + "lessons/4-ComputerVision/09-Autoencoders/README.md": { + "original_hash": "1b8d9e1b3a6f1daa864b1ff3dfc3076d", + "translation_date": "2026-04-06T17:18:51+00:00", + "source_file": "lessons/4-ComputerVision/09-Autoencoders/README.md", + "language_code": "km" + }, + "lessons/4-ComputerVision/10-GANs/GANPyTorch.ipynb": { + "original_hash": "e2d8856889e7d91edf4011bcd22dbe8f", + "translation_date": "2026-04-06T17:49:42+00:00", + "source_file": "lessons/4-ComputerVision/10-GANs/GANPyTorch.ipynb", + "language_code": "km" + }, + "lessons/4-ComputerVision/10-GANs/GANTF.ipynb": { + "original_hash": "54d3b95fed38e1be572ef15aca2ffa2e", + "translation_date": "2026-04-06T17:50:44+00:00", + "source_file": "lessons/4-ComputerVision/10-GANs/GANTF.ipynb", + "language_code": "km" + }, + "lessons/4-ComputerVision/10-GANs/README.md": { + "original_hash": "0ff65b4da07b23697235de2beb2a3c25", + "translation_date": "2026-04-06T17:20:09+00:00", + "source_file": "lessons/4-ComputerVision/10-GANs/README.md", + "language_code": "km" + }, + "lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb": { + "original_hash": "62a3439b43cef3088f7a8af8a256b305", + "translation_date": "2026-04-06T17:51:51+00:00", + "source_file": "lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb", + "language_code": "km" + }, + "lessons/4-ComputerVision/10-GANs/StyleTransfer_Keras.ipynb": { + "original_hash": "8a49ee1f2335f8071aabccf6d56663ad", + "translation_date": "2026-04-06T17:48:50+00:00", + "source_file": "lessons/4-ComputerVision/10-GANs/StyleTransfer_Keras.ipynb", + "language_code": "km" + }, + "lessons/4-ComputerVision/11-ObjectDetection/ObjectDetection.ipynb": { + "original_hash": "8d283877e71940a2cf08c590888468a7", + "translation_date": "2026-04-06T18:00:41+00:00", + "source_file": "lessons/4-ComputerVision/11-ObjectDetection/ObjectDetection.ipynb", + "language_code": "km" + }, + "lessons/4-ComputerVision/11-ObjectDetection/README.md": { + "original_hash": "d76a7eda28de5210c8b1ba50a6216c69", + "translation_date": "2026-04-06T17:24:09+00:00", + "source_file": "lessons/4-ComputerVision/11-ObjectDetection/README.md", + "language_code": "km" + }, + "lessons/4-ComputerVision/11-ObjectDetection/lab/README.md": { + "original_hash": "ad568d55ae65c856fe929fc2b278510a", + "translation_date": "2026-04-06T17:26:22+00:00", + "source_file": "lessons/4-ComputerVision/11-ObjectDetection/lab/README.md", + "language_code": "km" + }, + "lessons/4-ComputerVision/12-Segmentation/README.md": { + "original_hash": "6568aaae7e0e4afed4b5d74b5b223700", + "translation_date": "2026-04-06T17:19:21+00:00", + "source_file": "lessons/4-ComputerVision/12-Segmentation/README.md", + "language_code": "km" + }, + "lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationPytorch.ipynb": { + "original_hash": "c0381c913f8945105ea15a54e55faaa9", + "translation_date": "2026-04-06T17:47:31+00:00", + "source_file": "lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationPytorch.ipynb", + "language_code": "km" + }, + "lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationTF.ipynb": { + "original_hash": "172cf0962ecc0d67bc198015f5bb0459", + "translation_date": "2026-04-06T17:47:56+00:00", + "source_file": "lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationTF.ipynb", + "language_code": "km" + }, + "lessons/4-ComputerVision/12-Segmentation/lab/BodySegmentation.ipynb": { + "original_hash": "c9c48bf82a455deacc4cdced36f09ac2", + "translation_date": "2026-04-06T18:04:22+00:00", + "source_file": "lessons/4-ComputerVision/12-Segmentation/lab/BodySegmentation.ipynb", + "language_code": "km" + }, + "lessons/4-ComputerVision/12-Segmentation/lab/README.md": { + "original_hash": "365f0decfe0f47b460bbde8227c5009d", + "translation_date": "2026-04-06T17:25:33+00:00", + "source_file": "lessons/4-ComputerVision/12-Segmentation/lab/README.md", + "language_code": "km" + }, + "lessons/4-ComputerVision/README.md": { + "original_hash": "58a52f000089c1d8906a4daa4ab1169b", + "translation_date": "2026-04-06T17:04:25+00:00", + "source_file": "lessons/4-ComputerVision/README.md", + "language_code": "km" + }, + "lessons/5-NLP/13-TextRep/README.md": { + "original_hash": "dbd3f73e4139f030ecb2e20387d70fee", + "translation_date": "2026-04-06T17:34:20+00:00", + "source_file": "lessons/5-NLP/13-TextRep/README.md", + "language_code": "km" + }, + "lessons/5-NLP/13-TextRep/TextRepresentationPyTorch.ipynb": { + "original_hash": "7b9040985e748e4e2d4c689892456ad7", + "translation_date": "2026-04-06T19:51:07+00:00", + "source_file": "lessons/5-NLP/13-TextRep/TextRepresentationPyTorch.ipynb", + "language_code": "km" + }, + "lessons/5-NLP/13-TextRep/TextRepresentationTF.ipynb": { + "original_hash": "19b43951d55b377a76209c24c1f017e4", + "translation_date": "2026-04-06T19:52:53+00:00", + "source_file": "lessons/5-NLP/13-TextRep/TextRepresentationTF.ipynb", + "language_code": "km" + }, + "lessons/5-NLP/13-TextRep/assignment.md": { + "original_hash": "cdc1f2e631f055f3473b36d18e4760b3", + "translation_date": "2026-04-06T17:34:30+00:00", + "source_file": "lessons/5-NLP/13-TextRep/assignment.md", + "language_code": "km" + }, + "lessons/5-NLP/14-Embeddings/EmbeddingsPyTorch.ipynb": { + "original_hash": "f50b026abce5cf36783a560ea72cb9b1", + "translation_date": "2026-04-06T20:14:25+00:00", + "source_file": "lessons/5-NLP/14-Embeddings/EmbeddingsPyTorch.ipynb", + "language_code": "km" + }, + "lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb": { + "original_hash": "b859482be7f61d1eadc2c6a2720a37e4", + "translation_date": "2026-04-06T20:12:11+00:00", + "source_file": "lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb", + "language_code": "km" + }, + "lessons/5-NLP/14-Embeddings/README.md": { + "original_hash": "b708c9b85b833864c73c6281f1e6b96e", + "translation_date": "2026-04-06T17:39:40+00:00", + "source_file": "lessons/5-NLP/14-Embeddings/README.md", + "language_code": "km" + }, + "lessons/5-NLP/14-Embeddings/assignment.md": { + "original_hash": "bc690ecf68b38d311cc9e12f3144a28c", + "translation_date": "2026-04-06T17:39:49+00:00", + "source_file": "lessons/5-NLP/14-Embeddings/assignment.md", + "language_code": "km" + }, + "lessons/5-NLP/15-LanguageModeling/CBoW-PyTorch.ipynb": { + "original_hash": "36df28efe3fe40b6fb0a7fa48fe3ea82", + "translation_date": "2026-04-06T20:05:23+00:00", + "source_file": "lessons/5-NLP/15-LanguageModeling/CBoW-PyTorch.ipynb", + "language_code": "km" + }, + "lessons/5-NLP/15-LanguageModeling/CBoW-TF.ipynb": { + "original_hash": "88b6110e65d8b9ef59dcb7e7fc5915fd", + "translation_date": "2026-04-06T20:06:18+00:00", + "source_file": "lessons/5-NLP/15-LanguageModeling/CBoW-TF.ipynb", + "language_code": "km" + }, + "lessons/5-NLP/15-LanguageModeling/README.md": { + "original_hash": "7ba20f54a5bfcd6521018cdfb17c7c57", + "translation_date": "2026-04-06T17:37:27+00:00", + "source_file": "lessons/5-NLP/15-LanguageModeling/README.md", + "language_code": "km" + }, + "lessons/5-NLP/15-LanguageModeling/lab/README.md": { + "original_hash": "5130f01fdc5ebb83032b23d489027aac", + "translation_date": "2026-04-06T17:40:44+00:00", + "source_file": "lessons/5-NLP/15-LanguageModeling/lab/README.md", + "language_code": "km" + }, + "lessons/5-NLP/16-RNN/README.md": { + "original_hash": "e2273cc150380a5e191903cea858f021", + "translation_date": "2026-04-06T17:35:30+00:00", + "source_file": "lessons/5-NLP/16-RNN/README.md", + "language_code": "km" + }, + "lessons/5-NLP/16-RNN/RNNPyTorch.ipynb": { + "original_hash": "522ee52ae3d5ae933e283286254e9a55", + "translation_date": "2026-04-06T19:58:56+00:00", + "source_file": "lessons/5-NLP/16-RNN/RNNPyTorch.ipynb", + "language_code": "km" + }, + "lessons/5-NLP/16-RNN/RNNTF.ipynb": { + "original_hash": "81351e61f619b432ff51010a4f993194", + "translation_date": "2026-04-06T20:00:50+00:00", + "source_file": "lessons/5-NLP/16-RNN/RNNTF.ipynb", + "language_code": "km" + }, + "lessons/5-NLP/16-RNN/assignment.md": { + "original_hash": "47f7d3c6a5373543e051e4d1140ce898", + "translation_date": "2026-04-06T17:35:39+00:00", + "source_file": "lessons/5-NLP/16-RNN/assignment.md", + "language_code": "km" + }, + "lessons/5-NLP/17-GenerativeNetworks/GenerativePyTorch.ipynb": { + "original_hash": "7673cd150d96c74c6d6011460094efb4", + "translation_date": "2026-04-06T20:09:55+00:00", + "source_file": "lessons/5-NLP/17-GenerativeNetworks/GenerativePyTorch.ipynb", + "language_code": "km" + }, + "lessons/5-NLP/17-GenerativeNetworks/GenerativeTF.ipynb": { + "original_hash": "9fbb7d5fda708537649f71f5f646fcde", + "translation_date": "2026-04-06T20:08:41+00:00", + "source_file": "lessons/5-NLP/17-GenerativeNetworks/GenerativeTF.ipynb", + "language_code": "km" + }, + "lessons/5-NLP/17-GenerativeNetworks/README.md": { + "original_hash": "51be6057374d01d70e07dd5ec88ebc0d", + "translation_date": "2026-04-06T17:39:04+00:00", + "source_file": "lessons/5-NLP/17-GenerativeNetworks/README.md", + "language_code": "km" + }, + "lessons/5-NLP/17-GenerativeNetworks/lab/README.md": { + "original_hash": "439e12796197a90e7623d4c9c057b9c2", + "translation_date": "2026-04-06T17:41:28+00:00", + "source_file": "lessons/5-NLP/17-GenerativeNetworks/lab/README.md", + "language_code": "km" + }, + "lessons/5-NLP/18-Transformers/README.md": { + "original_hash": "f335dfcb4a993920504c387973a36957", + "translation_date": "2026-04-06T17:36:38+00:00", + "source_file": "lessons/5-NLP/18-Transformers/README.md", + "language_code": "km" + }, + "lessons/5-NLP/18-Transformers/TransformersPyTorch.ipynb": { + "original_hash": "753865967678a92dbce7d7efbd36d980", + "translation_date": "2026-04-06T20:04:34+00:00", + "source_file": "lessons/5-NLP/18-Transformers/TransformersPyTorch.ipynb", + "language_code": "km" + }, + "lessons/5-NLP/18-Transformers/TransformersTF.ipynb": { + "original_hash": "ab59c532409774988ab875f2260e8e53", + "translation_date": "2026-04-06T20:03:18+00:00", + "source_file": "lessons/5-NLP/18-Transformers/TransformersTF.ipynb", + "language_code": "km" + }, + "lessons/5-NLP/18-Transformers/assignment.md": { + "original_hash": "177f3ea3995d725e6f9f5c66af16edcd", + "translation_date": "2026-04-06T17:36:50+00:00", + "source_file": "lessons/5-NLP/18-Transformers/assignment.md", + "language_code": "km" + }, + "lessons/5-NLP/19-NER/NER-TF.ipynb": { + "original_hash": "254d25052dcca4ef84f59a05f2935bdc", + "translation_date": "2026-04-06T20:07:03+00:00", + "source_file": "lessons/5-NLP/19-NER/NER-TF.ipynb", + "language_code": "km" + }, + "lessons/5-NLP/19-NER/README.md": { + "original_hash": "6522312ff835796ca34136a9462fafb2", + "translation_date": "2026-04-06T17:38:17+00:00", + "source_file": "lessons/5-NLP/19-NER/README.md", + "language_code": "km" + }, + "lessons/5-NLP/19-NER/lab/README.md": { + "original_hash": "032bda5068f543d6c1fcb30c34231461", + "translation_date": "2026-04-06T17:41:15+00:00", + "source_file": "lessons/5-NLP/19-NER/lab/README.md", + "language_code": "km" + }, + "lessons/5-NLP/20-LangModels/GPT-PyTorch.ipynb": { + "original_hash": "d4ff89615d38924a55594f16d6d20678", + "translation_date": "2026-04-06T20:14:57+00:00", + "source_file": "lessons/5-NLP/20-LangModels/GPT-PyTorch.ipynb", + "language_code": "km" + }, + "lessons/5-NLP/20-LangModels/README.md": { + "original_hash": "97836d30a6bec736f8e3b4411c572bc2", + "translation_date": "2026-04-06T17:40:28+00:00", + "source_file": "lessons/5-NLP/20-LangModels/README.md", + "language_code": "km" + }, + "lessons/5-NLP/README.md": { + "original_hash": "8ef02a9318257ea140ed3ed74442096d", + "translation_date": "2026-04-06T17:12:27+00:00", + "source_file": "lessons/5-NLP/README.md", + "language_code": "km" + }, + "lessons/6-Other/21-GeneticAlgorithms/Diophantine.ipynb": { + "original_hash": "a967e1fa1e11ab2b6467b19349a4a9aa", + "translation_date": "2026-04-06T18:15:04+00:00", + "source_file": "lessons/6-Other/21-GeneticAlgorithms/Diophantine.ipynb", + "language_code": "km" + }, + "lessons/6-Other/21-GeneticAlgorithms/Genetic.ipynb": { + "original_hash": "1012c117808753433f6e2696e775ff4b", + "translation_date": "2026-04-06T18:12:55+00:00", + "source_file": "lessons/6-Other/21-GeneticAlgorithms/Genetic.ipynb", + "language_code": "km" + }, + "lessons/6-Other/21-GeneticAlgorithms/README.md": { + "original_hash": "6bbd632dfe6c62e5f66bb51fd78c174a", + "translation_date": "2026-04-06T17:27:12+00:00", + "source_file": "lessons/6-Other/21-GeneticAlgorithms/README.md", + "language_code": "km" + }, + "lessons/6-Other/22-DeepRL/CartPole-RL-PyTorch.ipynb": { + "original_hash": "04f8d9978cd11281d81dd037cbf6ce20", + "translation_date": "2026-04-06T18:32:11+00:00", + "source_file": "lessons/6-Other/22-DeepRL/CartPole-RL-PyTorch.ipynb", + "language_code": "km" + }, + "lessons/6-Other/22-DeepRL/CartPole-RL-TF.ipynb": { + "original_hash": "4acab0ddd5fd306aaecd56a7b1e0d069", + "translation_date": "2026-04-06T18:45:53+00:00", + "source_file": "lessons/6-Other/22-DeepRL/CartPole-RL-TF.ipynb", + "language_code": "km" + }, + "lessons/6-Other/22-DeepRL/README.md": { + "original_hash": "04395657fc01648f8f70484d0e55ab67", + "translation_date": "2026-04-06T17:29:49+00:00", + "source_file": "lessons/6-Other/22-DeepRL/README.md", + "language_code": "km" + }, + "lessons/6-Other/22-DeepRL/lab/MountainCar.ipynb": { + "original_hash": "f062b3b18449593ef8e0fcc029868781", + "translation_date": "2026-04-06T18:48:28+00:00", + "source_file": "lessons/6-Other/22-DeepRL/lab/MountainCar.ipynb", + "language_code": "km" + }, + "lessons/6-Other/22-DeepRL/lab/README.md": { + "original_hash": "7bd8dc72040e98e35e7225e34058cd4e", + "translation_date": "2026-04-06T17:30:01+00:00", + "source_file": "lessons/6-Other/22-DeepRL/lab/README.md", + "language_code": "km" + }, + "lessons/6-Other/22-DeepRL/notebook.ipynb": { + "original_hash": "6206baa8d76f5ea272c3fd92e6e4d56e", + "translation_date": "2026-04-06T18:21:55+00:00", + "source_file": "lessons/6-Other/22-DeepRL/notebook.ipynb", + "language_code": "km" + }, + "lessons/6-Other/22-DeepRL/tmp.ipynb": { + "original_hash": "63bf7c4cf1c4e441d20d69060dc0a615", + "translation_date": "2026-04-06T18:15:32+00:00", + "source_file": "lessons/6-Other/22-DeepRL/tmp.ipynb", + "language_code": "km" + }, + "lessons/6-Other/23-MultiagentSystems/README.md": { + "original_hash": "38a1185ae3d54b180378bbd71ae3ef16", + "translation_date": "2026-04-06T17:28:43+00:00", + "source_file": "lessons/6-Other/23-MultiagentSystems/README.md", + "language_code": "km" + }, + "lessons/6-Other/23-MultiagentSystems/assignment.md": { + "original_hash": "cf654ca60c7f86c8dad28596fb42994b", + "translation_date": "2026-04-06T17:28:53+00:00", + "source_file": "lessons/6-Other/23-MultiagentSystems/assignment.md", + "language_code": "km" + }, + "lessons/7-Ethics/README.md": { + "original_hash": "437c988596e751072e41a5aad3fcc5d9", + "translation_date": "2026-04-06T17:08:34+00:00", + "source_file": "lessons/7-Ethics/README.md", + "language_code": "km" + }, + "lessons/README.md": { + "original_hash": "5fef1a0b22498d7188959e2a2cb08af7", + "translation_date": "2026-04-06T17:03:02+00:00", + "source_file": "lessons/README.md", + "language_code": "km" + }, + "lessons/X-Extras/X1-MultiModal/Clip.ipynb": { + "original_hash": "0deee3d1c1d97b670a6dfd2ebd28220f", + "translation_date": "2026-04-06T19:49:47+00:00", + "source_file": "lessons/X-Extras/X1-MultiModal/Clip.ipynb", + "language_code": "km" + }, + "lessons/X-Extras/X1-MultiModal/README.md": { + "original_hash": "9c592c26aca16ca085d268c732284187", + "translation_date": "2026-04-06T17:33:44+00:00", + "source_file": "lessons/X-Extras/X1-MultiModal/README.md", + "language_code": "km" + }, + "lessons/sketchnotes/LICENSE.md": { + "original_hash": "45ab63a2cd8f5faef6c9b150618837a4", + "translation_date": "2026-04-06T17:18:04+00:00", + "source_file": "lessons/sketchnotes/LICENSE.md", + "language_code": "km" + }, + "lessons/sketchnotes/README.md": { + "original_hash": "050b8bddebafba55b129414e6ab096ab", + "translation_date": "2026-04-06T17:12:39+00:00", + "source_file": "lessons/sketchnotes/README.md", + "language_code": "km" + }, + "troubleshoot.md": { + "original_hash": "8d9c5a4a7c7798d699672a22cb7fea86", + "translation_date": "2026-04-06T16:57:24+00:00", + "source_file": "troubleshoot.md", + "language_code": "km" + } +} \ No newline at end of file diff --git a/translations/km/AGENTS.md b/translations/km/AGENTS.md new file mode 100644 index 00000000..29f8f62e --- /dev/null +++ b/translations/km/AGENTS.md @@ -0,0 +1,319 @@ +# AGENTS.md + +## Project Overview + +AI សម្រាប់អ្នកចាប់ផ្តើមគឺជាកម្មវិធីសិក្សា 12 សប្ដាហ៍ មានមេរៀន 24 ដែលគ្របដណ្តប់មូលដ្ឋានអំពីបញ្ញាសិប្បនិម្មិត។ ឃ្លាំងសិក្សានេះរួមបញ្ចូលមេរៀនអនុវត្តដោយប្រើ Jupyter Notebooks ការប្រលង និងហLaboratories ដៃគូ។ អំពីវគ្គសិក្សាដូចជា៖ + +- បញ្ញាសិប្បនិម្មិតសញ្ញា ជាមួយការបង្ហាញចំណេះដឹង និងប្រព័ន្ធអ្នកជំនាញ +- បណ្តាញប្រសាទ និង ការរៀនជម្រៅ ជាមួយ TensorFlow និង PyTorch +- បច្ចេកទេស និងសំណុំរចនាសម្ព័ន្ធមើលឃើញកុំព្យូទ័រ +- ការកែសម្រួលភាសាធម្មជាតិ (NLP) រួមទាំង transformers និង BERT +- ប្រធានបទពិសេស៖ អាល់ហ្គូលិចមហេតុវិជ្ជា, ការរៀនបន្ធុងជំរុញ, ប្រព័ន្ធភ្នាក់ងារច្រើន +- នីតិវិធីផ្នែកបញ្ញាសិប្បនិម្មិត និងគោលការណ៍បញ្ញាសិប្បនិម្មិតយកចិត្តទុកដាក់ + +**បច្ចេកវិជ្ជាសំខាន់ៗ៖** Python 3, Jupyter Notebooks, TensorFlow, PyTorch, Keras, OpenCV, Vue.js (សម្រាប់កម្មវិធីប្រលង) + +**រចនាសម្ព័ន្ធ៖** ឃ្លាំងមាតិកាសិក្សាដែលមាន Jupyter Notebooks ដាក់លំដាប់តាមប្រធានបទ ជាមួយកម្មវិធីប្រលងសម្រាប់ Vue.js និងការគាំទ្រភាសាច្រើន។ + +## Setup Commands + +### Primary Development Environment (Python/Jupyter) + +វគ្គសិក្សាត្រូវបានរចនាឡើងសម្រាប់រត់ជាមួយ Python និង Jupyter Notebooks។ វិធីសាស្ត្រដែលបានអនុញ្ញាតគឺប្រើ miniconda៖ + +```bash +# បែនការផ្ទុកទិន្នន័យ +git clone https://github.com/microsoft/ai-for-beginners +cd ai-for-beginners + +# បង្កើត និងដំណើរការ​បរិយាកាស conda +conda env create --name ai4beg --file environment.yml +conda activate ai4beg + +# ចាប់ផ្ដើម Jupyter Notebook +jupyter notebook +# ឬ +jupyter lab +``` + +### Alternative: Using devcontainer + +```bash +# បើកនៅក្នុង VS Code ហើយជ្រើស "Reopen in Container" ពេលដែលមានការផ្តល់សំណូមពរ +# devcontainer នឹងរៀបចំបរិយាកាសដោយស្វ័យប្រវត្តិ +``` + +### Quiz Application Setup + +កម្មវិធីប្រលងគឺជា Vue.js app ផ្សេងដែលស្ថិតនៅ `etc/quiz-app/`៖ + +```bash +cd etc/quiz-app +npm install +npm run serve # សេវាកម្មអភិវឌ្ឍន៍ +npm run build # ការបង្កើតផលិតកម្ម +npm run lint # ពិនិត្យ និងជួសជុលកម្មវិធីឯកសារ +``` + +## Development Workflow + +### Working with Jupyter Notebooks + +1. **Local Development:** + - បើកបរិស្ថាន conda៖ `conda activate ai4beg` + - ចាប់ផ្តើម Jupyter៖ `jupyter notebook` ឬ `jupyter lab` + - ទៅកាន់ថតមេរៀន និងបើកឯកសារ `.ipynb` + - រត់កូដក្នុងកោសិកាវីដេអូដើម្បីតាមដានមេរៀន + +2. **VS Code with Python Extension:** + - បើកឃ្លាំងមាតិកានៅក្នុង VS Code + - ដំឡើងផ្នែកបន្ថែម Python + - VS Code ស្វ័យប្រវត្តិអាចរកឃើញនិងប្រើបរិស្ថាន conda + - បើកឯកសារ `.ipynb` ដោយផ្ទាល់ក្នុង VS Code + +3. **Cloud Development:** + - **GitHub Codespaces:** ចុច "Code" → "Codespaces" → "Create codespace on main" + - **Binder:** ប្រើប៊ាដសម្រាប់ Binder នៅក្នុង README ដើម្បីបើកក្នុងកម្មវិធីទំព័រមេ + - កំណត់សម្គាល់៖ Binder មានធនធានកំណត់ និងមានការកំណត់ចូលប្រើវេបសាយខ្លះៗ + +### GPU Support for Advanced Lessons + +មេរៀនក្រោយៗមានអត្ថប្រយោជន៍យ៉ាងច្រើនពីការបើកបរជាមួយ GPU៖ + +- **Azure Data Science VM:** ប្រើ NC-series VM ដោយមាន GPU +- **Azure Machine Learning:** ប្រើមុខងារសៀវភៅកំណត់ត្រាជាមួយ GPU +- **Google Colab:** ផ្ទុកឡើងសៀវភៅកំណត់ត្រាដោយផ្ទាល់ (ផ្តល់ជាមួយ GPU ដោយឥតគិតថ្លៃ) + +### Quiz App Development + +```bash +cd etc/quiz-app +npm run serve # ម៉ាស៊ីនមេអភិវឌ្ឍន៍ដែលផ្ទុកឡើងឡើងវិញយ៉ាងឆាប់រហ័ស​នៅ http://localhost:8080 +``` + +## Testing Instructions + +នេះគឺជាឃ្លាំងសិក្សាដែលផ្ដោតលើមាតិកាដល់ការរៀន យ៉ាងហោចណាស់មិនមែនសម្រាប់ការពិនិត្យកម្មវិធីតាមបែបផ្លូវការ។ មិនមានស៊ុមតេស្តបែបបុរាណឡើយ។ + +### Validation Approaches: + +1. **Jupyter Notebooks:** រត់កូដនៅក្នុងកោសិកាតាមលំដាប់ដើម្បីបញ្ជាក់កំហុស +2. **Quiz App Testing:** ពិនិត្យដោយដៃតាមម៉ាស៊ីនបម្រើអភិវឌ្ឍ +3. **Translation Validation:** ពិនិត្យមាតិកាប្រែសម្រួលនៅថត `translations/` +4. **Quiz App Linting:** `npm run lint` នៅក្នុង `etc/quiz-app/` + +### Running Code Examples: + +```bash +# បើកបរិបទស៊ើបអង្កេតជាលើកដំបូង +conda activate ai4beg + +# រត់ស្គ្រីប Python បន្ដផ្ទាល់ +python lessons/4-ComputerVision/07-ConvNets/pytorchcv.py + +# ឬអនុវត្តបា្រិយកន្តភ្ជាប់នួស +jupyter notebook lessons/3-NeuralNetworks/03-Perceptron/Perceptron.ipynb +``` + +## Code Style + +### Python Code Style + +- លំដាប់ Python វិជ្ជាជីវៈសម្រាប់កូដសិក្សា +- កូដច្បាស់លាស់ អាចអានបាន គោរពលើការរៀនជាងការបង្កើតប្រសើរឡើង +- ពណ៌នាច្បាស់លាស់ សម្រាប់មេរៀនដែលមានគោលបំណងបង្រៀន +- សម្របខ្លួនសម្រាប់ Jupyter Notebook៖ កោសិកាគួរតែមានជ្រៅទាំងលក្ខណៈយកខ្លួនឯង +- មិនមានតម្រូវការតឹងរឹងក្នុងការត្រួតពិនិត្យលីនឌីងសម្រាប់មេរៀននេះឡើយ + +### JavaScript/Vue.js (Quiz App) + +- កំណត់ ESLint នៅ `etc/quiz-app/package.json` +- ដំណើរការ `npm run lint` ដើម្បីពិនិត្យ និងជួសជុលបញ្ហា +- ប្រើ Vue 2.x +- សំណុំរចនាសម្ព័ន្ធផ្អែកលើគ្រឿងបន្លាស់ + +### File Organization + +``` +lessons/ + ├── 0-course-setup/ # Setup instructions + ├── 1-Intro/ # Introduction to AI + ├── 2-Symbolic/ # Symbolic AI + ├── 3-NeuralNetworks/ # Neural Networks basics + ├── 4-ComputerVision/ # Computer Vision + ├── 5-NLP/ # Natural Language Processing + ├── 6-Other/ # Other AI techniques + ├── 7-Ethics/ # AI Ethics + └── X-Extras/ # Additional content + +etc/ + ├── quiz-app/ # Vue.js quiz application + └── quiz-src/ # Quiz source files + +translations/ # Multi-language translations +``` + +## Build and Deployment + +### Jupyter Content + +មិនចាំបាច់មានដំណើរការបង្កើត - Jupyter Notebooks រត់ដោយផ្ទាល់។ + +### Quiz Application + +```bash +cd etc/quiz-app + +# ការអភិវឌ្ឍ +npm run serve + +# ការសាងសង់ផលិតកម្ម +npm run build # ផលបត់ចេញទៅ etc/quiz-app/dist/ + +# ដាក់បញ្ចូលទៅ Azure Static Web Apps +# Azure បង្កើត workflow GitHub Actions ដោយស្វ័យប្រវត្តិ +# សូមមើល etc/quiz-app/README.md សម្រាប់ការណែនាំលំអិតអំពីការដាក់បញ្ចូល +``` + +### Documentation Site + +ឃ្លាំងនេះប្រើ Docsify សម្រាប់ឯកសារដឹកនាំ៖ +- `index.html` ជាកន្លែងចូល +- មិនចាំបាច់បង្កើត - ផ្តល់ជូនដោយផ្ទាល់តាម GitHub Pages +- ចូលប្រើបានតាម: https://microsoft.github.io/AI-For-Beginners/ + +## Contributing Guidelines + +### Pull Request Process + +1. **Title Format:** ចំណងជើងច្បាស់លាស់ ពណ៌នាប្រែប្រួល +2. **CLA Requirement:** ត្រូវចុះហត្ថលេខា Microsoft CLA (ពិនិត្យដោយស្វ័យប្រវត្តិ) +3. **Content Guidelines:** + - ការបង្កើតមាតិកាផ្ដោតលើការសិក្សា និងងាយស្រួលសម្រាប់អ្នកចាប់ផ្តើម + - សាកល្បងគ្រប់ឧទាហរណ៍កូដក្នុងសៀវភៅកំណត់ត្រា + - ប្រាកដថាសៀវភៅកំណត់ត្រារត់បានពេញលេញ + - បច្ចប្បន្នភាពការប្រែប្រួលបើមានការផ្លាស់ប្តូរមាតិកាអង់គ្លេស +4. **Quiz App Changes:** ប្រតិបត្តិ `npm run lint` មុនធ្វើការប្តូរ + +### Translation Contributions + +- ការប្រែសម្រួលធ្វើដោយស្វ័យប្រវត្តិផ្ដល់ដោយ GitHub Actions ប្រែសម្រួលជា co-op-translator +- ប្រែសម្រួលដោយដៃនៅក្នុងថត `translations//` +- ប្រែសម្រួលប្រកាន់ប្រលងនៅ `etc/quiz-app/src/assets/translations/` +- គាំទ្រភាសា 40+ ភាសា (មើល README សម្រាប់បញ្ជីពេញលេញ) + +### Active Contribution Areas + +មើល `etc/CONTRIBUTING.md` សម្រាប់តម្រូវការចុងក្រោយ៖ +- ផ្នែក Deep Reinforcement Learning +- ការកែលម្អស្វែងរកវត្ថុ +- ឧទាហរណ៍ Named Entity Recognition +- គំរូហ្វឹកហាត់ embedding តាមបំណង + +## Environment Configuration + +### Required Dependencies + +```bash +# បណ្ណាល័យ Python មូលដ្ឋាន (ពី requirements.txt) +tensorflow==2.17.0 +torch (via conda) +torchvision (via conda) +keras==3.5.0 +opencv (via conda) +scikit-learn +numpy==1.26 +pandas==2.2.2 +matplotlib==3.9 +jupyter +``` + +### Environment Variables + +មិនមានអថេរបរិស្ថានពិសេសណាមួយទេ សម្រាប់ការប្រើប្រាស់មូលដ្ឋាន។ + +សម្រាប់ការដាក់ទុកលើ Azure (កម្មវិធីប្រលង): +- `AZURE_STATIC_WEB_APPS_API_TOKEN` (កំណត់ដោយស្វ័យប្រវត្តិដោយ Azure) + +## Debugging and Troubleshooting + +### Common Issues + +**Issue:** បង្កើតបរិស្ថាន conda បរាជ័យ +- **Solution:** បន្ទាន់សម័យ conda ជាមុន៖ `conda update conda -y` +- ប្រាកដថាមានថាសគ្រប់គ្រាន់ (ផ្ដល់អនុសាសន៍ 50GB) + +**Issue:** មិនឃើញកឺណែល Jupyter +- **Solution:** + ```bash + conda activate ai4beg + python -m ipykernel install --user --name ai4beg + ``` + +**Issue:** មិនមានការរកឃើញ GPU នៅក្នុងសៀវភៅកំណត់ត្រា +- **Solution:** + - ពិនិត្យការដំឡើង CUDA៖ `nvidia-smi` + - ពិនិត្យ PyTorch GPU៖ `python -c "import torch; print(torch.cuda.is_available())"` + - ពិនិត្យ TensorFlow GPU៖ `python -c "import tensorflow as tf; print(tf.config.list_physical_devices('GPU'))"` + +**Issue:** កម្មវិធីប្រលងមិនចាប់ផ្តើម +- **Solution:** + ```bash + cd etc/quiz-app + rm -rf node_modules package-lock.json + npm install + npm run serve + ``` + +**Issue:** Binder ពុំចូលរយៈពេលឬហាមឃាត់ការទាញយក +- **Solution:** ប្រើ GitHub Codespaces ឬដំណើរការក្នុងតំបន់ស្រុកសម្រាប់ចូលប្រើធនធានកាន់តែប្រសើរ + +### Memory Issues + +មេរៀនខ្លះៗត្រូវការមេម៉ូរី RAM ធំ (ផ្ដល់អនុសាសន៍ 8GB+)៖ +- ប្រើ VM គ្រប់គ្រាន់នៅពពកសម្រាប់មេរៀនដែលតម្រូវធនធានច្រើន +- បិទកម្មវិធីផ្សេងទៀតពេលហ្វឹកហាត់ម៉ូឌែល +- បន្ថយទំហំដុំក្នុងសៀវភៅកំណត់ត្រាបើផុតមេម៉ូរី + +## Additional Notes + +### For Course Instructors + +- មើល `lessons/0-course-setup/for-teachers.md` សម្រាប់ការណែនាំបង្រៀន +- មេរៀនត្រូវបានរចនាឡើងដោយឯករាជ្យ និងអាចបង្រៀនតាមលំដាប់ ឬជ្រើសរើសជាបុគ្គល +- ពេលវេលាប៉ាន់ប្រមាណ៖ 12 សប្ដាហ៍ ជាមួយមេរៀន 2 មេរៀនក្នុងមួយសប្ដាហ៍ + +### Cloud Resources + +- **Azure សម្រាប់សិស្ស:** មានកម្រៃឥតគិតថ្លៃសម្រាប់សិស្ស +- **Microsoft Learn:** ផ្លូវចេះសិក្សាជាប់គ្នាទាំងនេះ +- **Binder:** ឥតគិតថ្លៃ ប៉ុន្តែកំណត់ធនធាន និងមានការកំណត់បណ្តាញខ្លះៗ + +### Code Execution Options + +1. **Local (Recommended):** គ្រប់គ្រងពេញលេញ ប្រសិទ្ធភាពខ្ពស់ មានចំណុច GPU +2. **GitHub Codespaces:** VS Code នៅពពក ល្អសម្រាប់ចូលរហ័ស +3. **Binder:** ប្រើ Jupyter នៅម៉ាស៊ីនមេឥតគិតថ្លៃ ប៉ុន្តែកំណត់ +4. **Azure ML Notebooks:** ជម្រើសសហគ្រាសមានសមត្ថភាព GPU +5. **Google Colab:** ផ្ទុកឯកសារចូលម៉ត់ដោយផ្ទាល់ មានជាន់ GPU ឥតគិតថ្លៃ + +### Working with Notebooks + +- សៀវភៅកំណត់ត្រាត្រូវដំណើរការដោយការ​រត់កោសិកា​តាមលំដាប់​សម្រាប់ការរៀន +- សៀវភៅកំណត់ត្រាភាគច្រើនទាញយកទិន្នន័យពេលដំណើរការដំបូង (អាចចំណាយពេល) +- ម៉ូឌែលខ្លះត្រូវការប្រើ GPU សម្រាប់ពេលហ្វឹកហាត់សមរម្យ +- ប្រើម៉ូឌែលដែលហ្វឹកហាត់រួចជាចម្បងដើម្បីកាត់បន្ថយការប្រើកំណត់គណនាបន្ថែម + +### Performance Considerations + +- មេរៀនមើលឃើញកុំព្យូទ័របន្ទាប់ៗ (CNNs, GANs) មានអត្ថប្រយោជន៍ពី GPU +- មេរៀន NLP ប្រើ transformer អាចតម្រូវ RAM ច្រើន +- ការហ្វឹកហាត់ពីដើមគឺការសិក្សា ប៉ុន្តែចំណាយពេល +- ឧទាហរណ៍រៀនប្រែបន្លាស់ជួយកាត់បន្ថយពេលហ្វឹកហាត់ + +--- + + +**ការបដិសេធ**៖ +ឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈដែលយើងខិតខំប្រឹងប្រែងឱ្យបានដូចត្រឹមត្រូវ សូមយកចិត្តទុកដាក់ថាការបកប្រែដោយស្វ័យប្រវត្តិអាចមានកំហុស ឬ ការ​ខុស​ឆ្គង។ ឯកសារដើមក្នុងភាសាតំណក់នឹងត្រូវបានចាត់ទុកជាផ្លូវការជាចម្បង។ សម្រាប់ព័ត៌មានសំខាន់ៗ សូមណែនាំឱ្យប្រើការបកប្រែដោយមនុស្សដែលមានជំនាញ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំ ឬ ការបកស្រាយខុសឆ្គងណាមួយដែលកើតឡើងពីការប្រើប្រាស់ការបកប្រែនេះ។ + \ No newline at end of file diff --git a/translations/km/README.md b/translations/km/README.md new file mode 100644 index 00000000..8b42a92d --- /dev/null +++ b/translations/km/README.md @@ -0,0 +1,233 @@ +[![GitHub license](https://img.shields.io/github/license/microsoft/AI-For-Beginners.svg)](https://github.com/microsoft/AI-For-Beginners/blob/main/LICENSE) +[![GitHub contributors](https://img.shields.io/github/contributors/microsoft/AI-For-Beginners.svg)](https://GitHub.com/microsoft/AI-For-Beginners/graphs/contributors/) +[![GitHub issues](https://img.shields.io/github/issues/microsoft/AI-For-Beginners.svg)](https://GitHub.com/microsoft/AI-For-Beginners/issues/) +[![GitHub pull-requests](https://img.shields.io/github/issues-pr/microsoft/AI-For-Beginners.svg)](https://GitHub.com/microsoft/AI-For-Beginners/pulls/) +[![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=flat-square)](http://makeapullrequest.com) + +[![GitHub watchers](https://img.shields.io/github/watchers/microsoft/AI-For-Beginners.svg?style=social&label=Watch)](https://GitHub.com/microsoft/AI-For-Beginners/watchers/) +[![GitHub forks](https://img.shields.io/github/forks/microsoft/AI-For-Beginners.svg?style=social&label=Fork)](https://GitHub.com/microsoft/AI-For-Beginners/network/) +[![GitHub stars](https://img.shields.io/github/stars/microsoft/AI-For-Beginners.svg?style=social&label=Star)](https://GitHub.com/microsoft/AI-For-Beginners/stargazers/) +[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/microsoft/ai-for-beginners/HEAD) +[![Gitter](https://badges.gitter.im/Microsoft/ai-for-beginners.svg)](https://gitter.im/Microsoft/ai-for-beginners?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge) + +[![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG) + +# បច្ចេកវិទ្យាបញ្ញាសិប្បនិម្មិតសម្រាប់អ្នកចាប់ផ្តើម - មេរៀនមួយខ្សែ + +|![Sketchnote by @girlie_mac https://twitter.com/girlie_mac](https://github.com/microsoft/AI-For-Beginners/raw/main/lessons/sketchnotes/ai-overview.png)| +|:---:| +| AI For Beginners - _ស្គេតណូតដោយ [@girlie_mac](https://twitter.com/girlie_mac)_ | + +ស្វែងយល់ពីពិភពនៃ **បញ្ញាសិប្បនិម្មិត** (AI) ជាមួយកម្មវិធីមេរៀន 12 សប្តាហ៍ 24 មេរៀនរបស់យើង! វារួមបញ្ចូលមេរៀនអនុវត្ត, ការប្រលង និងព្យួរ។ កម្មវិធីមេរៀននេះងាយស្រួលសម្រាប់អ្នកចាប់ផ្តើម និងគ្របដណ្តប់ពីឧបករណ៍ដូចជា TensorFlow និង PyTorch គ្រប់គ្រងទំព័រពិសេសសីលធម៍ក្នុង AI ផងដែរ។ + +### 🌐 ការគាំទ្រភាសាច្រើន + +#### គាំទ្រតាមរយៈ GitHub Action (ស្វ័យប្រវត្តិ & បច្ចុប្បន្នភាពអស់កល្បជានិច្ច) + + +[Arabic](../ar/README.md) | [Bengali](../bn/README.md) | [Bulgarian](../bg/README.md) | [Burmese (Myanmar)](../my/README.md) | [Chinese (Simplified)](../zh-CN/README.md) | [Chinese (Traditional, Hong Kong)](../zh-HK/README.md) | [Chinese (Traditional, Macau)](../zh-MO/README.md) | [Chinese (Traditional, Taiwan)](../zh-TW/README.md) | [Croatian](../hr/README.md) | [Czech](../cs/README.md) | [Danish](../da/README.md) | [Dutch](../nl/README.md) | [Estonian](../et/README.md) | [Finnish](../fi/README.md) | [French](../fr/README.md) | [German](../de/README.md) | [Greek](../el/README.md) | [Hebrew](../he/README.md) | [Hindi](../hi/README.md) | [Hungarian](../hu/README.md) | [Indonesian](../id/README.md) | [Italian](../it/README.md) | [Japanese](../ja/README.md) | [Kannada](../kn/README.md) | [Khmer](./README.md) | [Korean](../ko/README.md) | [Lithuanian](../lt/README.md) | [Malay](../ms/README.md) | [Malayalam](../ml/README.md) | [Marathi](../mr/README.md) | [Nepali](../ne/README.md) | [Nigerian Pidgin](../pcm/README.md) | [Norwegian](../no/README.md) | [Persian (Farsi)](../fa/README.md) | [Polish](../pl/README.md) | [Portuguese (Brazil)](../pt-BR/README.md) | [Portuguese (Portugal)](../pt-PT/README.md) | [Punjabi (Gurmukhi)](../pa/README.md) | [Romanian](../ro/README.md) | [Russian](../ru/README.md) | [Serbian (Cyrillic)](../sr/README.md) | [Slovak](../sk/README.md) | [Slovenian](../sl/README.md) | [Spanish](../es/README.md) | [Swahili](../sw/README.md) | [Swedish](../sv/README.md) | [Tagalog (Filipino)](../tl/README.md) | [Tamil](../ta/README.md) | [Telugu](../te/README.md) | [Thai](../th/README.md) | [Turkish](../tr/README.md) | [Ukrainian](../uk/README.md) | [Urdu](../ur/README.md) | [Vietnamese](../vi/README.md) + +> **ចង់ចម្លងក្នុងកុំព្យូទ័រខ្លួនឯង?** +> +> ព្រះរាជាណាចក្រនេះមានការប្រែសម្រួលជាច្រើនជាង 50+ ភាសា ដែលធ្វើឲ្យទំហំឃ្លាំងទាញយកធំឡើងយ៉ាងខ្លាំង។ ដើម្បីចម្លងដោយគ្មានការប្រែសម្រួល, ប្រើប្រាស់ sparse checkout: +> +> **Bash / macOS / Linux:** +> ```bash +> git clone --filter=blob:none --sparse https://github.com/microsoft/AI-For-Beginners.git +> cd AI-For-Beginners +> git sparse-checkout set --no-cone '/*' '!translations' '!translated_images' +> ``` +> +> **CMD (Windows):** +> ```cmd +> git clone --filter=blob:none --sparse https://github.com/microsoft/AI-For-Beginners.git +> cd AI-For-Beginners +> git sparse-checkout set --no-cone "/*" "!translations" "!translated_images" +> ``` +> +> នេះនាំឲ្យអ្នកទទួលបានអ្វីៗដែលអ្នកត្រូវការដើម្បីបញ្ចប់វគ្គនេះជាមួយការទាញយកលឿនជាងមុន។ + + +**ប្រសិនបើអ្នកចង់បានការគាំទ្រភាសាបន្ថែម សូមមើលបញ្ជីភាសាដែលគាំទ្រនៅ [នេះ](https://github.com/Azure/co-op-translator/blob/main/getting_started/supported-languages.md)** + +## ចូលរួមជាសហគមន៍ +[![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG) + +## អ្វីដែលអ្នកនឹងរ learns + +**[ទីតាំងផែនការ​​នៃវគ្គសិក្សា](http://soshnikov.com/courses/ai-for-beginners/mindmap.html)** + +ក្នុងកម្មវិធីមេរៀននេះ អ្នកនឹងរៀនអំពី៖ + +* វិធីសាស្ត្រផ្សេងៗរបស់បញ្ញាសិប្បនិម្មិត ដូចជា វិធីសាស្ត្រសញ្ញាសារ "ស្វ័យប្រវត្តិចាស់" ជាមួយ **ការតំណាងជាដំណឹង** និងការត្រូវប្រើហេតុផល ([GOFAI](https://en.wikipedia.org/wiki/Symbolic_artificial_intelligence))។ +* **បណ្តាញប្រសាទ** និង **ការរៀនជ្រៅ**, ដែលជាគន្លងសំខាន់នៃ AI ទំនើប។ យើងនឹងបង្ហាញរឿងពីកូដក្នុងស៊េរីពីរដែលពេញនិយមបំផុត - [TensorFlow](http://Tensorflow.org) និង [PyTorch](http://pytorch.org)។ +* **សំណង់ប្រសាទសម្រាប់ការការងារជាមួយរូបភាព និងអត្ថបទ**។ យើងនឹងគ្របដណ្តប់ម៉ូឌែលថ្មីៗ ប៉ុន្តែអាចមានខ្វះខាតខ្លះក្នុងការបង្ហាញគំរូសម័យថ្មីបំផុត។ +* វិធីសាស្ត្រ AI ដែលមិនពេញនិយមខ្លះ ដូចជា **អាល់ហ្គារីធึមជែមបៃតង** និង **ប្រព័ន្ធភាគីច្រើន**។ + +អ្វីដែលយើងមិនគ្របដណ្តប់ក្នុងកម្មវិធីនេះ: + +> [សូមស្វែងរកធនធានបន្ថែមទាំងអស់សម្រាប់វគ្គសិក្សានេះនៅក្នុងកំណត់ត្រា Microsoft Learn របស់យើង](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) + +* ករណីអាជីវកម្មនៃការប្រើប្រាស់ **AI ក្នុងអាជីវកម្ម**។ សូមពិចារណាការេបរកមើលវិធីសាស្ត្ររៀន [Introduction to AI for business users](https://docs.microsoft.com/learn/paths/introduction-ai-for-business-users/?WT.mc_id=academic-77998-bethanycheum) នៅលើ Microsoft Learn ឬ [AI Business School](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-bethanycheum) ដែលបង្កើតឡើងដោយការសហការជាមួយ [INSEAD](https://www.insead.edu/)។ +* **វិធីសាស្ត្រមិនចាស់នៃការរៀនម៉ាស៊ីន** ដែលបានពិពណ៌នាយ៉ាងល្អនៅក្នុងកម្មវិធី [Machine Learning for Beginners Curriculum](http://github.com/Microsoft/ML-for-Beginners)។ +* កម្មវិធីអនុវត្ត AI ប្រកបដោយភាពជាក់លាក់ ដែលបានបង្កើត​ដោយ​ប្រើប្រាស់ **[សេវាកម្មចិត្តវិស័យ](https://azure.microsoft.com/services/cognitive-services/?WT.mc_id=academic-77998-bethanycheum)**។ សម្រាប់នេះ យើងណែនាំឲ្យអ្នកចាប់ផ្តើមជាមួយម៉ូឌុល Microsoft Learn សម្រាប់ [ទស្សនៈ](https://docs.microsoft.com/learn/paths/create-computer-vision-solutions-azure-cognitive-services/?WT.mc_id=academic-77998-bethanycheum), [ការបកស្រាយភាសាពីធម្មជាតិ](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-bethanycheum), **[AI បង្កើតជាថ្មីជាមួយ Azure OpenAI Service](https://learn.microsoft.com/en-us/training/paths/develop-ai-solutions-azure-openai/?WT.mc_id=academic-77998-bethanycheum)** និងផ្សេងទៀត។ +* **ស៊ុមពពកវិធីសាស្ត្រម៉ាស៊ីនរៀនជាក់លាក់**, ដូចជា [Azure Machine Learning](https://azure.microsoft.com/services/machine-learning/?WT.mc_id=academic-77998-bethanycheum), [Microsoft Fabric](https://learn.microsoft.com/en-us/training/paths/get-started-fabric/?WT.mc_id=academic-77998-bethanycheum), ឬ [Azure Databricks](https://docs.microsoft.com/learn/paths/data-engineer-azure-databricks?WT.mc_id=academic-77998-bethanycheum)។ សូមពិចារណាការប្រើប្រាស់វិធីសាស្ត្ររៀន [Build and operate machine learning solutions with Azure Machine Learning](https://docs.microsoft.com/learn/paths/build-ai-solutions-with-azure-ml-service/?WT.mc_id=academic-77998-bethanycheum) និង [Build and Operate Machine Learning Solutions with Azure Databricks](https://docs.microsoft.com/learn/paths/build-operate-machine-learning-solutions-azure-databricks/?WT.mc_id=academic-77998-bethanycheum)។ +* **AI ពិភាក្សា** និង **ប្រព័ន្ធចរចារបាន**។ មានវិធីសាស្ត្រមួយផ្សេង [បង្កើតដំណោះស្រាយ AI ពិភាក្សា](https://docs.microsoft.com/learn/paths/create-conversational-ai-solutions/?WT.mc_id=academic-77998-bethanycheum) ហើយអ្នកក៏អាចយោងទៅ [អត្ថបទប្លុកនេះ](https://soshnikov.com/azure/hello-bot-conversational-ai-on-microsoft-platform/) សម្រាប់ព័ត៌មានលម្អិតបន្ថែម។ +* **គណិតវិទ្យជ្រៅ** ដែលនៅពីក្រោយការរៀនជ្រៅ។ សម្រាប់នេះ យើងណែនាំសៀវភៅ [Deep Learning](https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618) ដោយ Ian Goodfellow, Yoshua Bengio និង Aaron Courville ដែលអាចទាញយកបានទំនងតាមអ៊ីនធឺណិតនៅ [https://www.deeplearningbook.org/](https://www.deeplearningbook.org/)។ + +សម្រាប់ការណែនាំយ៉ាងទន់ភ្លន់ទៅកាន់ប្រធានបទ _AI នៅលើពពក_ អ្នកអាចពិចារណាការរត់វគ្គ [ចាប់ផ្តើមជាមួយបញ្ញាសិប្បនិម្មិតនៅលើ Azure](https://docs.microsoft.com/learn/paths/get-started-with-artificial-intelligence-on-azure/?WT.mc_id=academic-77998-bethanycheum) ។ + +# មាតិកា + +| | Lesson Link | PyTorch/Keras/TensorFlow | Lab | +| :-: | :------------------------------------------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------: | ------------------------------------------------------------------------------ | +| 0 | [Course Setup](./lessons/0-course-setup/setup.md) | [Setup Your Development Environment](./lessons/0-course-setup/how-to-run.md) | | +| I | [**ការណែនាំអំពី AI**](./lessons/1-Intro/README.md) | | | +| 01 | [ការណែនាំ និងប្រវត្តិរូបនៃ AI](./lessons/1-Intro/README.md) | - | - | +| II | **AI វិធីសាស្ត្រសញ្ញាសារ** | +| 02 | [ការតំណាងចំណេះដឹង និង ប្រព័ន្ធអ្នកជំនាញ](./lessons/2-Symbolic/README.md) | [ប្រព័ន្ធអ្នកជំនាញ](./lessons/2-Symbolic/Animals.ipynb) / [អង់តូឡូជី](./lessons/2-Symbolic/FamilyOntology.ipynb) /[គំនូសគំនិត](./lessons/2-Symbolic/MSConceptGraph.ipynb) | | +| III | [**ការណែនាំអំពីបណ្តាញជេស្នួរ**](./lessons/3-NeuralNetworks/README.md) ||| +| 03 | [Perceptron](./lessons/3-NeuralNetworks/03-Perceptron/README.md) | [កំណត់ត្រា](./lessons/3-NeuralNetworks/03-Perceptron/Perceptron.ipynb) | [ពហុគន្លង](./lessons/3-NeuralNetworks/03-Perceptron/lab/README.md) | +| 04 | [Perceptron ស្រទាប់ច្រើន និង ការបង្កើតស៊ុមស្រាងផ្ទាល់ខ្លួន](./lessons/3-NeuralNetworks/04-OwnFramework/README.md) | [កំណត់ត្រា](./lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb) | [ពហុគន្លង](./lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md) | +| 05 | [ការណែនាំស៊ុមស្រាង (PyTorch/TensorFlow) និង ការពន្យល់ពេក](./lessons/3-NeuralNetworks/05-Frameworks/README.md) | [PyTorch](./lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb) / [Keras](./lessons/3-NeuralNetworks/05-Frameworks/IntroKeras.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [ពហុគន្លង](./lessons/3-NeuralNetworks/05-Frameworks/lab/README.md) | +| IV | [**វិស័យកុំព្យូទ័រមើលឃើញ**](./lessons/4-ComputerVision/README.md) | [PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste) / [TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)| [ស្វែងយល់វិស័យកុំព្យូទ័រមើលឃើញនៅលើ Microsoft Azure](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) | +| 06 | [ការណែនាំទៅវិស័យកុំព្យូទ័រមើលឃើញ។ OpenCV](./lessons/4-ComputerVision/06-IntroCV/README.md) | [កំណត់ត្រា](./lessons/4-ComputerVision/06-IntroCV/OpenCV.ipynb) | [ពហុគន្លង](./lessons/4-ComputerVision/06-IntroCV/lab/README.md) | +| 07 | [បណ្តាញជេស្នួរប្រភេទ Convolutional](./lessons/4-ComputerVision/07-ConvNets/README.md) & [រចនាសម្ព័ន្ធ CNN](./lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md) | [PyTorch](./lessons/4-ComputerVision/07-ConvNets/ConvNetsPyTorch.ipynb) /[TensorFlow](./lessons/4-ComputerVision/07-ConvNets/ConvNetsTF.ipynb) | [ពហុគន្លង](./lessons/4-ComputerVision/07-ConvNets/lab/README.md) | +| 08 | [បណ្តាញដែលបានបណ្ដុះជាមុន និង ការបង្រៀនផ្ទេរ](./lessons/4-ComputerVision/08-TransferLearning/README.md) និង [ចំនុចបច្ចេកទេសចំណាក់ទឹក](./lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md) | [PyTorch](./lessons/4-ComputerVision/08-TransferLearning/TransferLearningPyTorch.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [ពហុគន្លង](./lessons/4-ComputerVision/08-TransferLearning/lab/README.md) | +| 09 | [Autoencoders និង VAEs](./lessons/4-ComputerVision/09-Autoencoders/README.md) | [PyTorch](./lessons/4-ComputerVision/09-Autoencoders/AutoEncodersPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/09-Autoencoders/AutoencodersTF.ipynb) | | +| 10 | [បណ្តាញប្រឆាំងបង្កើត និង ការផ្ទេររាងសិល្បៈ](./lessons/4-ComputerVision/10-GANs/README.md) | [PyTorch](./lessons/4-ComputerVision/10-GANs/GANPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/10-GANs/GANTF.ipynb) | | +| 11 | [ការសម្គាល់វត្ថុ](./lessons/4-ComputerVision/11-ObjectDetection/README.md) | [TensorFlow](./lessons/4-ComputerVision/11-ObjectDetection/ObjectDetection.ipynb) | [ពហុគន្លង](./lessons/4-ComputerVision/11-ObjectDetection/lab/README.md) | +| 12 | [ការបែងចែកអត្ថន័យ។ U-Net](./lessons/4-ComputerVision/12-Segmentation/README.md) | [PyTorch](./lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationPytorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationTF.ipynb) | | +| V | [**កំណត់ភាសាធម្មជាតិ**](./lessons/5-NLP/README.md) | [PyTorch](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste) /[TensorFlow](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste) | [ស្វែងរកកំណត់ភាសាធម្មជាតិនៅលើ Microsoft Azure](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)| +| 13 | [តំណាងអត្ថបទ។ Bow/TF-IDF](./lessons/5-NLP/13-TextRep/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/TextRepresentationPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/TextRepresentationTF.ipynb) | | +| 14 | [ការបញ្ចូលពាក្យមានអត្ថន័យ។ Word2Vec និង GloVe](./lessons/5-NLP/14-Embeddings/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb) | | +| 15 | [ម៉ូឌែលភាសា។ ការបណ្តុះបណ្តាលការបញ្ចូលរបស់អ្នក](./lessons/5-NLP/15-LanguageModeling/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-PyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-TF.ipynb) | [ពហុគន្លង](./lessons/5-NLP/15-LanguageModeling/lab/README.md) | +| 16 | [បណ្តាញជេស្នួរចងចង](./lessons/5-NLP/16-RNN/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/RNNPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/RNNTF.ipynb) | | +| 17 | [បណ្តាញចងដោយបង្កើត](./lessons/5-NLP/17-GenerativeNetworks/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/GenerativePyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/GenerativeTF.ipynb) | [ពហុគន្លង](./lessons/5-NLP/17-GenerativeNetworks/lab/README.md) | +| 18 | [Transformers។ BERT។](./lessons/5-NLP/18-Transformers/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/TransformersPyTorch.ipynb) /[TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/TransformersTF.ipynb) | | +| 19 | [ការសម្គាល់ភាគីមានឈ្មោះ](./lessons/5-NLP/19-NER/README.md) | [TensorFlow](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/19-NER/NER-TF.ipynb) | [ពហុគន្លង](./lessons/5-NLP/19-NER/lab/README.md) | +| 20 | [ម៉ូឌែលភាសាធំៗ ការសរសេររបស់ Prompt និង ការងារបណ្តោះអាសន្ន](./lessons/5-NLP/20-LangModels/README.md) | [PyTorch](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/20-LangModels/GPT-PyTorch.ipynb) | | +| VI | **បច្ចេកវិទ្យា AI ផ្សេងទៀត** || | +| 21 | [អាល់ហ្គរីធម៍វប្បកម្ម](./lessons/6-Other/21-GeneticAlgorithms/README.md) | [កំណត់ត្រា](./lessons/6-Other/21-GeneticAlgorithms/Genetic.ipynb) | | +| 22 | [ការសិក្សាមាត្រដ្ឋានជ្រៅដោយរបៀបបង្រួមចិត្ត](./lessons/6-Other/22-DeepRL/README.md) | [PyTorch](./lessons/6-Other/22-DeepRL/CartPole-RL-PyTorch.ipynb) /[TensorFlow](./lessons/6-Other/22-DeepRL/CartPole-RL-TF.ipynb) | [ពហុគន្លង](./lessons/6-Other/22-DeepRL/lab/README.md) | +| 23 | [ប្រព័ន្ធភាគីច្រើន](./lessons/6-Other/23-MultiagentSystems/README.md) | | | +| VII | **វិជ្ជាជីវៈ AI** | | | +| 24 | [វិជ្ជាជីវៈ AI និង AI មានការទទួលខុសត្រូវ](./lessons/7-Ethics/README.md) | [Microsoft Learn: គោលការណ៍ AI មានការទទួលខុសត្រូវ](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste) | | +| IX | **ឯកសារបន្ថែម** | | | +| 25 | [បណ្តាញពហុរបៀប, CLIP និង VQGAN](./lessons/X-Extras/X1-MultiModal/README.md) | [កំណត់ត្រា](./lessons/X-Extras/X1-MultiModal/Clip.ipynb) | | + +## មេរៀននីមួយៗមាន +* សម្ភារៈមុនការអាន +* Jupyter Notebooks ដែលអាចប្រតិបត្តិបាន ជាច្រើនជាទូទៅមានរចនាសម្ព័ន្ធជាក់លាក់(**PyTorch** ឬ **TensorFlow**)។ Notebook ដែលអាចប្រតិបត្តិបានក៏មានមាតិកាទ្រឹស្តីច្រើនដែរ ដូច្នេះដើម្បីយល់ដឹងពីប្រធានបទ អ្នកត្រូវតែបញ្ចប់យ៉ាងតិចមួយជំនាន់នៃ notebook (រឺជា PyTorch ឬ TensorFlow)។ +* **Labs** មានសម្រាប់ប្រធានបទខ្លះៗ ដែលផ្តល់ឱកាសឲ្យលោកអ្នកសាកល្បងអនុវត្តមាតិកាដែលបានរៀនទៅជាបញ្ហាជាក់លាក់មួយ។ +* មេរៀនខ្លះមានតំណភ្ជាប់ទៅកាន់ម៉ូដុល [**MS Learn**](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) ដែលគ្របដណ្តប់ប្រធានបទទាក់ទង។ + +## ការចាប់ផ្តើម + +### 🎯 ថ្មីចំពោះ AI? ចាប់ផ្តើមនៅទីនេះ! + +បើអ្នកថ្មីស្រឡាងចំពោះ AI ហើយចង់បានឧទាហរណ៍អនុវត្តបន្ដិចបន្ទីចលឿន សូមពិនិត្យមើល [**ឧទាហរណ៍ផ្តើមសម្រួលសម្រាប់មនុស្សថ្មី**](./examples/README.md)! គេហ្នឹងរួមបញ្ចូល: + +- 🌟 **Hello AI World** - កម្មវិធី AI ដំបូងរបស់អ្នក (ការទទួលស្គាល់លំអិត) +- 🧠 **ប្រព័ន្ធប្រសាទសាមញ្ញ** - បង្កើតប្រព័ន្ធប្រសាទពីដើម +- 🖼️ **អ្នកចាត់ថ្នាក់រូបភាព** - ចាត់ថ្នាក់រូបភាពជាមួយមតិយោបល់លម្អិត +- 💬 **អារម្មណ៍អត្ថបទ** - វិភាគអត្ថបទវិជ្ជមាន/អវិជ្ជមាន + +ឧទាហរណ៍ទាំងនេះត្រូវការចាប់ផ្តើមជួយឲ្យលោកអ្នកយល់ពីគំនិតAI មុនពេលចូលទៅការសិក្សាកម្រិតពេញលេញ។ + +### 📚 ការត្រៀមអប់រំពេញលេញ + +- យើងបានបង្កើតមេរៀន [setup lesson](./lessons/0-course-setup/setup.md) ដើម្បីជួយអ្នកក្នុងការដំឡើងបរិយាកាសអភិវឌ្ឍ។ +- សម្រាប់គ្រូបង្រៀន យើងមានមេរៀន [curricula setup lesson](./lessons/0-course-setup/for-teachers.md) ផងដែរ! +- របៀប [ចាប់ផ្តើមរត់កូដនៅក្នុង VSCode ឬ Codespace](./lessons/0-course-setup/how-to-run.md) + +ធ្វើតាមជំហានទាំងនេះ៖ + +ចម្លង Repository: ចុចប៊ូតុង "Fork" នៅជ្រុងខាងស្តាំលើនៃទំព័រនេះ។ + +ចម្លង Repository មកម paik៖ `git clone https://github.com/microsoft/AI-For-Beginners.git` + +កុំភ្លេចផ្តាក់ផ្កាយ (🌟) ដើម្បីស្វែងរកបានបានងាយនៅពេលក្រោយ។ + +## ជួបអ្នករៀនផ្សេងទៀត + +ចូលរួមក្នុង [ម៉ាស្សូហ្វក្រ្រ AI Discord server ផ្លូវការរបស់យើង](https://aka.ms/genai-discord?WT.mc_id=academic-105485-bethanycheum) ដើម្បីជួបអ្នករៀនផ្សេងទៀត និងបណ្តាញគ្នាក្នុងការសិក្សាវគ្គនេះ និងទទួលបានការគាំទ្រ។ + +បើអ្នកមានមតិយោបល់ផលិតផល ឬសំណួរពេលកំពុងបង្កើត សូមចូលកាន់ [Azure AI Foundry Developer Forum](https://aka.ms/foundry/forum) + +## សំណួរប្រលង + +> **ចំណាំអំពីសំណួរប្រលង**៖ សំណួរប្រលងទាំងអស់មាននៅក្នុងថត Quiz-app នៅ etc\quiz-app ឬ [អនឡាញនៅទីនេះ](https://ff-quizzes.netlify.app/) ពួកវាត្រូវបានភ្ជាប់ពីក្នុងមេរៀន ហើយកម្មវិធីសំណួរប្រលងអាចរត់ក្នុងទីតាំងរបស់អ្នក ឬត្រូវបានដាក់ចេញទៅ Azure។ សូមអនុវត្តតាមការណែនាំក្នុងថត `quiz-app`។ ពួកវាកំពុងត្រូវបានបកប្រែជាភាសាតំបន់។ + +## ត្រូវការជំនួយ + +តើអ្នកមានយោបល់ ឬបានរកឃើញកំហុសកូដ ឬកិរិយាសព្ទ? សូមបង្កើត issue ឬ pull request ។ + +## អរគុណយ៉ាងជ្រាលជ្រៅ + +* **✍️ អ្នកនិពន្ធដំបូង:** [Dmitry Soshnikov](http://soshnikov.com), PhD +* **🔥 អ្នកកែសម្រួល:** [Jen Looper](https://twitter.com/jenlooper), PhD +* **🎨 អ្នកគូររូបសារ Sketchnote:** [Tomomi Imura](https://twitter.com/girlie_mac) +* **✅ អ្នកបង្កើតសំណួរប្រលង:** [Lateefah Bello](https://github.com/CinnamonXI), [MLSA](https://studentambassadors.microsoft.com/) +* **🙏 អ្នករួមចំណែកសំខាន់ៗ:** [Evgenii Pishchik](https://github.com/Pe4enIks) + +## មេរៀនផ្សេងទៀត + +ក្រុមរបស់យើងផលិតមេរៀនផ្សេងទៀត! សូមពិនិត្យពួកវា៖ + + +### LangChain +[![LangChain4j for Beginners](https://img.shields.io/badge/LangChain4j%20for%20Beginners-22C55E?style=for-the-badge&&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchain4j-for-beginners) +[![LangChain.js for Beginners](https://img.shields.io/badge/LangChain.js%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchainjs-for-beginners?WT.mc_id=m365-94501-dwahlin) +[![LangChain for Beginners](https://img.shields.io/badge/LangChain%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://github.com/microsoft/langchain-for-beginners?WT.mc_id=m365-94501-dwahlin) +--- + +### Azure / Edge / MCP / Agents +[![AZD for Beginners](https://img.shields.io/badge/AZD%20for%20Beginners-0078D4?style=for-the-badge&labelColor=E5E7EB&color=0078D4)](https://github.com/microsoft/AZD-for-beginners?WT.mc_id=academic-105485-koreyst) +[![Edge AI for Beginners](https://img.shields.io/badge/Edge%20AI%20for%20Beginners-00B8E4?style=for-the-badge&labelColor=E5E7EB&color=00B8E4)](https://github.com/microsoft/edgeai-for-beginners?WT.mc_id=academic-105485-koreyst) +[![MCP for Beginners](https://img.shields.io/badge/MCP%20for%20Beginners-009688?style=for-the-badge&labelColor=E5E7EB&color=009688)](https://github.com/microsoft/mcp-for-beginners?WT.mc_id=academic-105485-koreyst) +[![AI Agents for Beginners](https://img.shields.io/badge/AI%20Agents%20for%20Beginners-00C49A?style=for-the-badge&labelColor=E5E7EB&color=00C49A)](https://github.com/microsoft/ai-agents-for-beginners?WT.mc_id=academic-105485-koreyst) + +--- + +### Generative AI Series +[![Generative AI for Beginners](https://img.shields.io/badge/Generative%20AI%20for%20Beginners-8B5CF6?style=for-the-badge&labelColor=E5E7EB&color=8B5CF6)](https://github.com/microsoft/generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) +[![Generative AI (.NET)](https://img.shields.io/badge/Generative%20AI%20(.NET)-9333EA?style=for-the-badge&labelColor=E5E7EB&color=9333EA)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst) +[![Generative AI (Java)](https://img.shields.io/badge/Generative%20AI%20(Java)-C084FC?style=for-the-badge&labelColor=E5E7EB&color=C084FC)](https://github.com/microsoft/generative-ai-for-beginners-java?WT.mc_id=academic-105485-koreyst) +[![Generative AI (JavaScript)](https://img.shields.io/badge/Generative%20AI%20(JavaScript)-E879F9?style=for-the-badge&labelColor=E5E7EB&color=E879F9)](https://github.com/microsoft/generative-ai-with-javascript?WT.mc_id=academic-105485-koreyst) + +--- + +### Core Learning +[![ML for Beginners](https://img.shields.io/badge/ML%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=22C55E)](https://aka.ms/ml-beginners?WT.mc_id=academic-105485-koreyst) +[![Data Science for Beginners](https://img.shields.io/badge/Data%20Science%20for%20Beginners-84CC16?style=for-the-badge&labelColor=E5E7EB&color=84CC16)](https://aka.ms/datascience-beginners?WT.mc_id=academic-105485-koreyst) +[![AI for Beginners](https://img.shields.io/badge/AI%20for%20Beginners-A3E635?style=for-the-badge&labelColor=E5E7EB&color=A3E635)](https://aka.ms/ai-beginners?WT.mc_id=academic-105485-koreyst) +[![Cybersecurity for Beginners](https://img.shields.io/badge/Cybersecurity%20for%20Beginners-F97316?style=for-the-badge&labelColor=E5E7EB&color=F97316)](https://github.com/microsoft/Security-101?WT.mc_id=academic-96948-sayoung) +[![Web Dev for Beginners](https://img.shields.io/badge/Web%20Dev%20for%20Beginners-EC4899?style=for-the-badge&labelColor=E5E7EB&color=EC4899)](https://aka.ms/webdev-beginners?WT.mc_id=academic-105485-koreyst) +[![IoT for Beginners](https://img.shields.io/badge/IoT%20for%20Beginners-14B8A6?style=for-the-badge&labelColor=E5E7EB&color=14B8A6)](https://aka.ms/iot-beginners?WT.mc_id=academic-105485-koreyst) +[![XR Development for Beginners](https://img.shields.io/badge/XR%20Development%20for%20Beginners-38BDF8?style=for-the-badge&labelColor=E5E7EB&color=38BDF8)](https://github.com/microsoft/xr-development-for-beginners?WT.mc_id=academic-105485-koreyst) + +--- + +### Copilot Series +[![Copilot for AI Paired Programming](https://img.shields.io/badge/Copilot%20for%20AI%20Paired%20Programming-FACC15?style=for-the-badge&labelColor=E5E7EB&color=FACC15)](https://aka.ms/GitHubCopilotAI?WT.mc_id=academic-105485-koreyst) +[![Copilot for C#/.NET](https://img.shields.io/badge/Copilot%20for%20C%23/.NET-FBBF24?style=for-the-badge&labelColor=E5E7EB&color=FBBF24)](https://github.com/microsoft/mastering-github-copilot-for-dotnet-csharp-developers?WT.mc_id=academic-105485-koreyst) +[![Copilot Adventure](https://img.shields.io/badge/Copilot%20Adventure-FDE68A?style=for-the-badge&labelColor=E5E7EB&color=FDE68A)](https://github.com/microsoft/CopilotAdventures?WT.mc_id=academic-105485-koreyst) + + +## សុំជំនួយ + +បើអ្នកត្រូវការជំនួយឬមានសំណួរណាមួយអំពីការបង្កើតកម្មវិធី AI ចូលរួមជាមួយអ្នករៀន និងអ្នកអភិវឌ្ឍន៍ដែលមានបទពិសោធន៍ក្នុងការពិភាក្សាអំពី MCP។ វាជាសហគមន៍គាំទ្រដែលសំណួរនេះត្រូវបានស្វាគមន៍ និងចែករំលែកចំណេះដឹងដោយសេរី។ + +[![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG) + +បើអ្នកមានមតិយោបល់ផលិតផល ឬកំហុសខណៈកំពុងបង្កើត សូមចូលកាន់: + +[![Microsoft Foundry Developer Forum](https://img.shields.io/badge/GitHub-Microsoft_Foundry_Developer_Forum-blue?style=for-the-badge&logo=github&color=000000&logoColor=fff)](https://aka.ms/foundry/forum) + +--- + + +**ការព្រមាន**៖ +ឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ទោះបីយើងខិតខំរកភាពត្រឹមត្រូវក្តី អ្នកសូមយកចិត្តទុកដាក់ថាការបកប្រែអូតូម៉ាទិកអាចមានកំហុសឬការខុសត្រូវខ្លះៗ។ ឯកសារដើមក្នុងភាសារបស់វានិយមគឺជាមូលដ្ឋានលំហឈិតនៃព័ត៌មាន។ សម្រាប់ព័ត៌មានសំខាន់ៗ សូមផ្តល់អាទិភាពចំពោះការបកប្រែដោយមនុស្សជំនាញ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំ ឬការបកប្រែខុសប្លែកណាមួយដែលបានកើតឡើងពីការប្រើប្រាស់ការបកប្រែនេះទេ។ + \ No newline at end of file diff --git a/translations/km/SECURITY.md b/translations/km/SECURITY.md new file mode 100644 index 00000000..07f720ed --- /dev/null +++ b/translations/km/SECURITY.md @@ -0,0 +1,44 @@ +## សុវត្ថិភាព + +Microsoft ចាត់ទុកសុវត្ថិភាពនៃផលិតផលនិងសេវាកម្មកម្មវិធីរបស់យើងយ៉ាងចម្បង ដែលរួមបញ្ចូលទាំងឃ្លាំងកូដប្រភពទាំងអស់ដែលគ្រប់គ្រងតាមរយៈអង្គការជាពិសេសរបស់យើងលើ GitHub ដែលរួមមាន [Microsoft](https://github.com/Microsoft), [Azure](https://github.com/Azure), [DotNet](https://github.com/dotnet), [AspNet](https://github.com/aspnet), [Xamarin](https://github.com/xamarin), និង [អង្គការដែលជាកម្មវិធី GitHub របស់យើង](https://opensource.microsoft.com/)។ + +បើអ្នកជឿថាអ្នកបានរកឃើញចំណុចខ្សោយសុវត្ថិភាពនៅក្នុងឃ្លាំងដែលជាកម្មសិទ្ធិរបស់ Microsoft ដែលស្របតាម [ការបកស្រាយចំណុចខ្សោយសុវត្ថិភាពរបស់ Microsoft](https://aka.ms/opensource/security/definition) សូមរាយការណ៍ទៅកាន់យើងដូចបានពិពណ៌នាខាងក្រោម។ + +## រាយការណ៍បញ្ហាសុវត្ថិភាព + +**សូមមិនរាយការណ៍ចំណុចខ្សោយសុវត្ថិភាពតាមរយៈបញ្ហាសាធារណៈលើ GitHub។** + +ជំនួសមក សូមរាយការណ៍ទៅកាន់ មជ្ឈមណ្ឌលប្រតិប្រតិកម្មសុវត្ថិភាព Microsoft (MSRC) តាមរយៈ [https://msrc.microsoft.com/create-report](https://aka.ms/opensource/security/create-report)។ + +បើអ្នកចូលចិត្តដាក់សំណើដោយមិនចូលគណនីផ្ទាល់ សូមផ្ញើអ៊ីមែលទៅ [secure@microsoft.com](mailto:secure@microsoft.com)។ ប្រសិនបើអាច សូមអ៊ិនគ្រីបសាររបស់អ្នកជាមួយកូនសោ PGP របស់យើង; សូមទាញយកពី​ទំព័រ [Microsoft Security Response Center PGP Key](https://aka.ms/opensource/security/pgpkey)។ + +អ្នកគួរត្រូវទទួលបានការឆ្លើយតបក្នុងរយៈពេល ២៤ម៉ោង។ ប្រសិនបើមិនបានទទួល សូមតាមដានតាមអ៊ីមែលដើម្បីធ្វើការត្រួតពិនិត្យថា យើងបានទទួលសារដើមរបស់អ្នក។ ព័ត៌មានបន្ថែមអាចរកបាននៅ [microsoft.com/msrc](https://aka.ms/opensource/security/msrc)។ + +សូមបញ្ចូលព័ត៌មានដែលត្រូវការដូចបានបញ្ជាក់ខាងក្រោម (បើអាចផ្តល់បាន) ដើម្បីជួយឲ្យយើងយល់ពីធម្មជាតិនិងវិសាលភាពនៃបញ្ហាដែលអាចមាន៖ + + * ប្រភេទបញ្ហា (ដូចជា buffer overflow, SQL injection, cross-site scripting, ល។) + * ផ្លូវពេញនៃឯកសារប្រភពដែលពាក់ព័ន្ធនឹងបញ្ហា + * ទីតាំងកូដប្រភពដែលរងផលប៉ះពាល់ (tag/branch/commit ឬ URL ត្រង់) + * ការកំណត់ពិសេសណាមួយដែលត្រូវការសម្រាប់បង្កើតបញ្ហា + * សេចក្ដីណែនាំជំហាន​ដើម្បីបង្កើតបញ្ហា + * កូដបំភ្លឺគំរូឬកូដប្រើប្រាស់ (បើអាច) + * ផលប៉ះពាល់នៃបញ្ហា រួមទាំងរបៀបដែលអ្នកវាយប្រហារអាចប្រើប្រាស់បានបញ្ហា + +ព័ត៌មាននេះនឹងជួយយើងក្នុងការត្រួតពិនិត្យរបាយការណ៍របស់អ្នកបានយ៉ាងរហ័ស។ + +បើអ្នកកំពុងរាយការណ៍សម្រាប់រង្វាន់ bug bounty, របាយការណ៍ពេញលេញកាន់តែច្រើនអាចជួយផ្តល់រង្វាន់ខ្ពស់ជាងមុន។ សូមមកមើលទំព័រ [Microsoft Bug Bounty Program](https://aka.ms/opensource/security/bounty) របស់យើងសម្រាប់ព័ត៌មានលម្អិតអំពីកម្មវិធីដែលកំពុងដំណើរការ។ + +## ភាសាដែលចូលចិត្ត + +យើងចូលចិត្តឲ្យការទំនាក់ទំនងទាំងអស់មានជាភាសាអង់គ្លេស។ + +## គោលនយោបាយ + +Microsoft អនុវត្តគោលការណ៍ [ការបង្ហាញចំណុចខ្សោយសុវត្ថិភាពដោយសមាសភាព](https://aka.ms/opensource/security/cvd)។ + +--- + + +**ការហាមឃាត់**៖ +ឯកសារនេះត្រូវបានបកប្រែក្នុងការប្រើប្រាស់សេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ទោះបីយើងខិតខំសម្រាប់ភាពត្រឹមត្រូវ ក៏សូមយល់ដឹងថាការបកប្រែដោយស្វ័យប្រវត្តិអាចមានកំហុស ឬកការមិនត្រឹមត្រូវ។ ឯកសារដើមនៅក្នុងភាសាដើមរបស់វាគួរត្រូវបានគិតថាជាភាពទម្លាប់ផ្លូវការសម្រាប់ប្រភព។ សម្រាប់ព័ត៌មានសំខាន់ ការបកប្រែដោយមនុស្សជំនាញគឺត្រូវបានផ្ដល់អនុសាសន៍។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំនៃការបកប្រែនេះឡើយ។ + \ No newline at end of file diff --git a/translations/km/etc/CODE_OF_CONDUCT.md b/translations/km/etc/CODE_OF_CONDUCT.md new file mode 100644 index 00000000..dc5f9594 --- /dev/null +++ b/translations/km/etc/CODE_OF_CONDUCT.md @@ -0,0 +1,16 @@ +# នីតិវិធីអន្តរក្រសួងទូទៅរបស់ Microsoft សម្រាប់កូដបើកចំហ + +គម្រោងនេះបានអនុម័តនូវ [នីតិវិធីអន្តរក្រសួងទូទៅរបស់ Microsoft សម្រាប់កូដបើកចំហ](https://opensource.microsoft.com/codeofconduct/)។ + +ធនធានៈ: + +- [នីតិវិធីអន្តរក្រសួងទូទៅរបស់ Microsoft សម្រាប់កូដបើកចំហ](https://opensource.microsoft.com/codeofconduct/) +- [សំណួរញឹកញាប់អំពីនីតិវិធីអន្តរក្រសួងដែល Microsoft បានដាក់](https://opensource.microsoft.com/codeofconduct/faq/) +- ទំនាក់ទំនង [opencode@microsoft.com](mailto:opencode@microsoft.com) ជាមួយសំនួរឬបញ្ហា + +--- + + +**ការបដិសេធ**: +ឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ក្នុងខណៈពេលដែលយើងខិតខំរកភាពត្រឹមត្រូវ សូមយល់ថាការបកប្រែដោយស្វ័យប្រវត្តិនេះអាចមានកំហុស ឬគ្មានភាពត្រឹមត្រូវបាន។ ឯកសារដើមនៅក្នុងភាសាមាតុភូមិគួរត្រូវបានគេចាត់ទុកជាអ្នកផ្គត់ផ្គង់ដើម។ សម្រាប់ព័ត៌មានសំខាន់ៗ ការបកប្រែដោយមនុស្សជំនាញត្រូវបានផ្តល់អនុសាសន៍។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំនិងការពន្យល់ខុសនៃការប្រើប្រាស់ការបកប្រែនេះឡើយ។ + \ No newline at end of file diff --git a/translations/km/etc/CONTRIBUTING.md b/translations/km/etc/CONTRIBUTING.md new file mode 100644 index 00000000..4eac7313 --- /dev/null +++ b/translations/km/etc/CONTRIBUTING.md @@ -0,0 +1,26 @@ +# ការចូលរួម + +គម្រោងនេះស្វាគមន៍ការចូលរួម និងការផ្តល់យោបល់។ ការចូលរួមភាគច្រើនតម្រូវឱ្យអ្នកយល់ព្រមនឹងកិច្ចសន្យា Contributor License Agreement (CLA) ប្រកាសថាអ្នកមានសិទ្ធិហើយពិតជាប្រើសិទ្ធិដល់ការចូលរួមរបស់អ្នក។ សម្រាប់ព័ត៌មានលម្អិត សូមចូលទៅកាន់ https://cla.microsoft.com។ + +នៅពេលអ្នកដាក់សំណើ Pull Request មួយ CLA-bot នឹងកំណត់ដោយស្វ័យប្រវត្តថាតើអ្នកត្រូវបញ្ជាក់CLA និងត្រៀមស្លាកឱ្យសមរម្យ (ដូចជា ស្លាក, មតិយោបល់)។ គ្រាន់តែអនុវត្តន៍បទបញ្ជាដែលបានផ្តល់ដោយ bot នោះ។ អ្នកត្រូវតែបំពេញនេះតែម្តងតែប៉ុណ្ណោះសម្រាប់គ្រប់ឃ្លាំងសម្រាប់ប្រើCLA របស់យើង។ + +គម្រោងនេះបានទទួលយក [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/។ +សម្រាប់ព័ត៌មានបន្ថែម សូមមើល [Code of Conduct FAQ](https://opensource.microsoft.com/codeofconduct/faq/) +ឬទំនាក់ទំនង [opencode@microsoft.com](mailto:opencode@microsoft.com) សម្រាប់សំណួរឬមតិយោបល់បន្ថែម។ + +# កំពុងស្វែងរកការចូលរួម + +ពេលនេះ យើងកំពុងស្វែងរកការចូលរួមយ៉ាងសកម្មនៅលើប្រធានបទដូចខាងក្រោម៖ + +- [ ] សរសេរផ្នែកអំពី ការរៀនដំណើរការពហុបញ្ញា (Deep Reinforcement Learning) +- [ ] បង្កើនផ្នែក និងសៀវភៅកំណត់កំណត់អំពី ការរកឃើញវត្ថុ (Object Detection) +- [ ] PyTorch Lightning (សម្រាប់ [ផ្នែកនេះ](https://github.com/microsoft/AI-For-Beginners/blob/main/3-NeuralNetworks/05-Frameworks/README.md)) +- [ ] សរសេរផ្នែក និងគំរូអំពី ការទទួលស្គាល់អត្តសញ្ញាណឈ្មោះ (Named Entity Recognition) +- [ ] បង្កើតគំរូសម្រាប់បណ្តុះបណ្តាល embedding របស់យើងសម្រាប់ [ផ្នែកនេះ](https://github.com/microsoft/AI-For-Beginners/tree/main/5-NLP/15-LanguageModeling) + +--- + + +**បញ្ជាក់**ៈ +ឯកសារនេះបានបកប្រែដោយប្រើសេវាបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈពេលដែលយើងខិតខំសម្រាប់ភាពត្រឹមត្រូវ សូមជ្រាបថាការបកប្រែស្វ័យប្រវត្តិអាចមានកំហុសឬភាពមិនត្រឹមត្រូវ។ ឯកសារដើមក្នុងភាសាមូលដ្ឋានគួរត្រូវបានពិចារណាចំពោះជាឆ្នើមអំពីព័ត៌មាន។ សម្រាប់ព័ត៌មានសំខាន់ យើងបានផ្តល់អនុសាសន៍ឱ្យមានការបកប្រែដោយអ្នកជំនាញមនុស្សពិជ្រាជួយ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំន្តាក់និងការបកប្រែខុសឆ្គងណាមួយដែលកើតឡើងពីការប្រើប្រាស់ការបកប្រែនេះទេ។ + \ No newline at end of file diff --git a/translations/km/etc/Mindmap.md b/translations/km/etc/Mindmap.md new file mode 100644 index 00000000..eea3df9d --- /dev/null +++ b/translations/km/etc/Mindmap.md @@ -0,0 +1,80 @@ +# AI + +## [ការណែនាំអំពី AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md) + - និយមន័យ AI + - ប្រវត្តិសាស្ត្រ AI + - ការយកវិធានដល់ AI + - ពីលើចុះ/រំលេចន័យ + - ពីក្រោមឡើង/សរសៃប្រសាទ + - វិវត្តន៍ + - Synergetic / AI កើតឡើងដោយផ្ទាល់ + - [សាលាអាជីវកម្ម Microsoft AI](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste) + +## [AI រូបសំណាក់](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md) + - ការបង្ហាញចំណេះដឹង + - [ប្រព័ន្ធអ្នកជំនាញ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/Animals.ipynb) + - [អុងតូឡូជី](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb) + - ឧបករណ៍ Semantic Web + +## [បណ្តាញសរសៃប្រសាទ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md) + - [Perceptron](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/03-Perceptron/README.md) + - [បណ្តាញច្រើនស្រទាប់](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md) + - [ការណែនាំអំពី Frameworks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/README.md) + - [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb) + - [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.md) + - [ការវាយប្រហារលើវា](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/Overfitting.md) + +## [កំណត់មើលកុំព្យូទ័រ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md) + - នៅលើ MS Learn + - [គ្រឹះអំពី AI: ស្វែងយល់កំណត់មើលកុំព្យូទ័រ](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste) + - [CV ជាមួយ PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste) + - [CV ជាមួយ TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste) + - [ការណែនាំអំពី CV. OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md) + - [បណ្តាញរលកស្រប](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md) + - [រចនាសម្ព័ន្ធ CNN](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md) + - [ការរៀនផ្ទេរ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md) + - [កន្លែងបង្រៀន](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md) + - [Autoencoders និង VAEs](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md) + - [បណ្តាញប្រកួតប្រជែងបង្កើត](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md) + - [ផ្ទេររចនាសម្ព័ន្ធរូបភាព](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb) + - [ការរកឃើញវត្ថុ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md) + - [ការបែងចែក](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md) + +## [កំណត់ភាសាធម្មជាតិ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md) + - នៅលើ MS Learn + - [គ្រឹះអំពី AI: ស្វែងយល់ NLP](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste) + - [NLP ជាមួយ PyTorch](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste) + - [NLP ជាមួយ TensorFlow](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste) + - [ការបង្ហាញអត្ថបទ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/README.md) + - ប្រអប់ពាក្យ + - TF/IDF + - [ការតម្រុយន័យភាសា](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md) + - Word2Vec + - GloVE + - [ការគំរូភាសា](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling) + - [បណ្តាញប្រសាទកើតឡើងម្តងទៀត](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md) + - LSTM + - GRU + - [បណ្តាញបង្កើតកើតឡើងម្តងទៀត](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md) + - [Transformers និង BERT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md) + - [ការកំណត់ឈ្មោះបុគ្គលិក](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md) + - [ការបង្កើតអត្ថបទ និង GPT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/20-LanguageModels/README.md) +## បច្ចេកទេសផ្សេងទៀត + - [គណិតវិទ្យាជីវិត](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md) + - [ការរៀនជំរុញជ្រៅ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md) + - [ប្រព័ន្ធភាគីច្រើន](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md) + +## [សីលធម៌ AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md) + - [MS Learn លើការទទួលខុសត្រូវ AI](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste) +## បន្ថែម + - [បណ្តាញពហុរូបមន្ត](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/README.md) + - [CLIP](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/Clip.ipynb) + - DALL-E + - VQ-GAN + +--- + + +**ការបដិសេធ** ៖ +ឯកសារនេះត្រូវបានបម្លែងជាភាសាខ្មែរដោយប្រើសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈពេលដែលយើងខិតខំសម្រាប់ភាពជាក់លាក់ សូមយកចិត្តទុកដាក់ថាការបកប្រែដោយស្វ័យប្រវត្តិអាចមានកំហុសឬភាពមិនត្រឹមត្រូវ។ ឯកសារដើមនៅក្នុងភាសាដែលមានប្រភពដំណើរការ គួរត្រូវបានពិចារណាថា ជា ផ្នែកគ្រប់គ្រងទិន្នន័យ​សំខាន់។ សម្រាប់ព័ត៌មានសំខាន់ៗ សូមអនុញ្ញាតឲ្យមានការបកប្រែដោយមនុស្សជំនាញ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំ ឬការបកស្រាយខុសប្លែកណាមួយទេ ដែលកើតមានពីការប្រើប្រាស់ការបកប្រែនេះ។ + \ No newline at end of file diff --git a/translations/km/etc/SUPPORT.md b/translations/km/etc/SUPPORT.md new file mode 100644 index 00000000..9fb0f372 --- /dev/null +++ b/translations/km/etc/SUPPORT.md @@ -0,0 +1,18 @@ +# គាំទ្រ + +## របៀបដាក់បញ្ហា និងទទួលបានជំនួយ + +គម្រោងនេះប្រើ GitHub Issues ដើម្បីតាមដានកំហុស និងសំណើមុខងារ។ សូមស្វែងរកបញ្ហាដែលមានស្រាប់ មុនពេលដាក់បញ្ហាថ្មីដើម្បីជៀសវាងការរួមបញ្ចូល។ សម្រាប់បញ្ហាថ្មី ដាក់កំហុសរបស់អ្នក ឬសំណើមុខងារជាបញ្ហាថ្មី។ + +សម្រាប់ជំនួយ និងសំណួរទាក់ទងនឹងការប្រើគម្រោងនេះ សូមប្រើកន្លែងសម្តែងមតិយោបល់។ + +## គោលការណ៍គាំទ្ររបស់ Microsoft + +ការគាំទ្រសម្រាប់គម្រោងនេះកំណត់ត្រឹមខ្សែធនធានដែលបានរាយក្នុងខាងលើ។ + +--- + + +**ការបដិសេធ**៖ +ឯកសារនេះត្រូវបានប្រែសម្រួលដោយប្រើសេវាកម្មប្រែសម្រួល AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈពេលដែលយើងខិតខំប្រឹងប្រែងធ្វើយឲ្យមានភាពត្រឹមត្រូវ សូមជ្រាបថាការប្រែសម្រួលដោយស្វ័យប្រវត្តិនិងអាចមានកំហុស ឬភាពមិនត្រឹមត្រូវបានចងក្រង។ ឯកសារដើមក្នុងភាសាដំណើរការដើមគួរត្រូវបានទទួលស្គាល់ថាជា ប្រភពឯកសារដែលមានអំណាចផ្លូវការ។ សម្រាប់ព័ត៌នាសំខាន់ៗ សូមផ្តល់អនុសាសន៍ឲ្យប្រើការប្រែសម្រួលដោយមនុស្សជំនាញដែលមានវិជ្ជាជីវៈ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់បកប្បន្ន ឬការបញ្ជាក់ខុសពីការប្រើប្រាស់ការប្រែសម្រួលនេះឡើយ។ + \ No newline at end of file diff --git a/translations/km/etc/TRANSLATIONS.md b/translations/km/etc/TRANSLATIONS.md new file mode 100644 index 00000000..5e2cb72a --- /dev/null +++ b/translations/km/etc/TRANSLATIONS.md @@ -0,0 +1,40 @@ +# ចូលរួមដោយបកប្រែមេរៀន + +យើងស្វាគមន៍ការបកប្រែសម្រាប់មេរៀនក្នុងកម្មវិធីសិក្សានេះ! + +## សេចក្ដីណែនាំ + +មានថតឯកសារនៅក្នុងថតមេរៀននីមួយៗ និងថតបង្កើតដំណើរកម្សាន្តមេរៀនដែលមានឯកសារបកប្រែ markdown ។ + +> សម្គាល់ សូមកុំបកប្រែកូដណាមួយនៅក្នុងឯកសារឧទាហរណ៍កូដ; អ្វីដែលត្រូវបកប្រែមានតែ README, ភារកិច្ច, និងចម្លើយសំណួរ។ អរគុណ! + +ឯកសារប្រែត្រូវតែអនុវត្តតាមនាមឯកសារខាងក្រោម៖ + +**README._[ភាសា]_.md** + +ដែល _[ភាសា]_ ជាអក្សរពីរពីររបស់ភាសាមួយ ដែលអនុវត្តតាមស្តង់ដារ ISO 639-1 (ឧ. `README.es.md` សម្រាប់ភាសាអេស្ប៉ាញ និង `README.nl.md` សម្រាប់ភាសាដាច់) + +**assignment._[ភាសា]_.md** + +ដូចបែប README សូមបកប្រែភារកិច្ចផងដែរ។ + +**ចម្លើយសំណួរ** + +1. បន្ថែមការបកប្រែរបស់អ្នកទៅកាន់កម្មវិធី right-app ដោយបន្ថែមឯកសារនៅទីនេះ៖ https://github.com/microsoft/AI-For-Beginners/tree/main/etc/quiz-app/src/assets/translations ជាមួយនាមឯកសារឱ្យត្រឹមត្រូវ (en.json, fr.json)។ **សូមកុំបកប្រែពាក្យ 'true' ឬ 'false' ទេ។ អរគុណ!** + +2. បន្ថែមកូដភាសារបស់អ្នកទៅក្នុងបញ្ជីស្រទាប់ចុះរបស់ឯកសារ App.vue របស់ right-app។ + +3. កែសម្រួលឯកសារ [translations index.js](https://github.com/microsoft/AI-For-Beginners/blob/main/etc/quiz-app/src/assets/translations/index.js) របស់ right-app ដើម្បីបន្ថែមភាសារបស់អ្នក។ + +4. ចុងបញ្ចប់ កែសម្រួលតំណភ្ជាប់ចម្លើយសំណួរទាំងអស់នៅក្នុងឯកសារ README.md ដែលបានបកប្រែរបស់អ្នក ដើម្បីបញ្ជូនទៅចម្លើយសំណួរដែលបានបកប្រែរបស់អ្នកដោយផ្ទាល់៖ https://red-field-0a6ddfd03.1.azurestaticapps.net/quiz/1 ក្លាយជា https://red-field-0a6ddfd03.1.azurestaticapps.net/quiz/1?loc=id + +**អរគុណ** + +យើងរាប់អានកិច្ចខិតខំប្រឹងប្រែងរបស់អ្នកយ៉ាងខ្លាំង! + +--- + + +**ការបដិសេធ**៖ +ឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈពេលយើងខិតខំប្រឹងប្រែងដើម្បីឱ្យបានភាពត្រឹមត្រូវ សូមយល់ឱ្យបានដឹងថាការបកប្រែដោយស្វ័យប្រវត្តិនេះអាចមានកំហុស ឬភាពមិនត្រឹមត្រូវ។ ឯកសារដើមនៅភាសាដើមគួរឱ្យទុកចិត្តជាមូលដ្ឋានសម្រាប់ព័ត៌មានដែលត្រឹមត្រូវ។ សម្រាប់ព័ត៌មានសំខាន់ៗ យើងផ្ដល់អនុសាសន៍ឱ្យប្រើការបកប្រែដោយមនុស្សជំនាញ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំ ឬការបកប្រែខុសដែលកើតមានពីការប្រើប្រាស់ការបកប្រែនេះឡើយ។ + \ No newline at end of file diff --git a/translations/km/etc/quiz-app/README.md b/translations/km/etc/quiz-app/README.md new file mode 100644 index 00000000..da54efca --- /dev/null +++ b/translations/km/etc/quiz-app/README.md @@ -0,0 +1,131 @@ +# ការប្រលង + +ការប្រលង​ទាំងនេះ​គឺជាការប្រលងមុននិងបន្ទាប់ពីមេរៀនសម្រាប់មុខវិជ្ជា AI នៅ https://aka.ms/ai-beginners + +## ការបន្ថែមសំណុំការប្រលងបកប្រែ + +បន្ថែមការបកប្រែការប្រលងដោយបង្កើតរចនាសម្ព័ន្ធការប្រលងដែលត្រូវគ្នានៅក្នុងថត `assets/translations`។ ការប្រលងតែមួយគត់មាននៅក្នុង `assets/translations/en`។ ការប្រលងត្រូវបានបំបែកជាក្រុមជាច្រើនតាមមេរៀន។ ពិនិត្យឲ្យប្រាកដថាជួរលេខត្រូវតាមផ្នែកការប្រលងត្រឹមត្រូវ។ មានការប្រលងសរុប ៤០ ក្នុងមុខវិជ្ជានេះ ហើយការរាប់ចាប់ផ្តើមពី ០។ + +បន្ទាប់ពីកែសម្រួលការបកប្រែ សូមកែសម្រួលឯកសារ index.js នៅក្នុងថតការបកប្រែ ដើម្បីនាំចូលឯកសារទាំងអស់តាមបទបញ្ជានៅក្នុង `en`។ + +កែសម្រួលឯកសារ `index.js` នៅក្នុង `assets/translations` ដើម្បីនាំចូលឯកសារបកប្រែថ្មី។ + +បន្ទាប់ពីនេះ កែសម្រួលចុចជ្រើសរើសភាសា(dropdown) នៅក្នុង `App.vue` ក្នុងកម្មវិធីនេះ ដើម្បីបន្ថែមភាសារបស់អ្នក។ ត្រូវផ្គូផ្គងអក្សររួមតំណាងភាសានេះជាមួយឈ្មោះថតសម្រាប់ភាសារបស់អ្នក។ + +ចុងក្រោយ កែសម្រួលតំណភ្ជាប់ការប្រលងទាំងអស់នៅក្នុងមេរៀនបកប្រែ ប្រសិនបើវាមាន ដើម្បីបញ្ចូលការបកប្រែទីនេះជាពណ៌នាការស្នើសុំនៅ query parameter: `?loc=fr` ជាឧទាហរណ៍។ + +## ការតំឡើងគម្រោង + +``` +npm install +``` + +### ការបញ្ចូលនិងផ្ទុកឡើងឡើងវិញសម្រាប់ការអភិវឌ្ឍន៍ + +``` +npm run serve +``` + +### ការបញ្ចូលនិងកាត់បន្ថយសម្រាប់ការផលិត + +``` +npm run build +``` + +### ការត្រួតពិនិត្យនិងជួសជុលឯកសារ + +``` +npm run lint +``` + +### ការប្តូរតំរូវការផ្ទាល់ខ្លួន + +មើល [យោងការកំណត់](https://cli.vuejs.org/config/)។ + +ឥណទាន៖ អរគុណចំពោះមួយនៃកំណែដើមនៃកម្មវិធីការប្រលងនេះ៖ https://github.com/arpan45/simple-quiz-vue + +## ការបង្ហោះទៅកាន់ Azure + +នេះជាមគ្គុទេសក៍ជាគន្លឹះជំហាន-ដោយ-ជំហានដើម្បីជួយអ្នកចាប់ផ្តើម៖ + +1. Fork ប្រភព GitHub មួយ +ធានាថាកូដកម្មវិធីវេបស្ថិតស្ថិតរបស់អ្នកមាននៅក្នុងកន្លែងបញ្ជារ GitHub របស់អ្នក។ Fork ប្រភពនេះ។ + +2. បង្កើត Azure Static Web App +- បង្កើត និង [គណនី Azure](http://azure.microsoft.com) +- ចូលទៅកាន់ [portal Azure](https://portal.azure.com) +- ចុចលើ “Create a resource” ហើយស្វែងរក “Static Web App”។ +- ចុច “Create”។ + +3. កំណត់រចនាសម្ព័ន្ធ Static Web App +- មូលដ្ឋាន៖ Subscription: ជ្រើសរើសការជាវ Azure របស់អ្នក។ +- Resource Group: បង្កើតក្រុមធនធានថ្មីឬប្រើក្រុមដែលមានរួចហើយ។ +- Name: ផ្ដល់ឈ្មោះសម្រាប់កម្មវិធីវេបស្ថិតរបស់អ្នក។ +- តំបន់៖ ជ្រើសរើសតំបន់ដែលនៅជិតអ្នកប្រើប្រាស់របស់អ្នកបំផុត។ + +- #### ព័ត៌មានការបង្ហោះ: +- ប្រភព: ជ្រើសរើស “GitHub”។ +- គណនី GitHub: អនុញ្ញាតអោយ Azure ទទួលបានការចូលទៅគណនី GitHub របស់អ្នក។ +- សហគមន៍: ជ្រើសរើសសហគមន៍ GitHub របស់អ្នក។ +- ឃ្លាំងកូដ: ជ្រើសឃ្លាំងកូដដែលមានកម្មវិធីវេបស្ថិតរបស់អ្នក។ +- សាខា៖ ជ្រើសរើសសាខាដែលអ្នកចង់បង្ហោះពី។ + +- #### ព័ត៌មានសំណង់: +- ការកំណត់សំណង់៖ ជ្រើសរើសបណ្ដុំអាវផេកដែលកម្មវិធីរបស់អ្នកបានសង់ជាមួយ (ឧ. React, Angular, Vue, ល។)។ +- ទីតាំងកម្មវិធី៖ បញ្ជាក់ថតឯកសារដែលមានកូដកម្មវិធីរបស់អ្នក (ឧ. / ប្រសិនបើវានៅក្នុងជម្រុះ)។ +- ទីតាំង API៖ ប្រសិនបើអ្នកមាន API បញ្ជាក់ទីតាំងរបស់វា (ជាជម្រើស)។ +- ទីតាំងលទ្ធផល៖ បញ្ជាក់ថតឯកសារដែលផលលទ្ធផលសំណង់ត្រូវបង្កើត (ឧ. build ឬ dist)។ + +4. ពិនិត្យហើយបង្កើត +ពិនិត្យការកំណត់របស់អ្នកហើយចុច "Create"។ Azure នឹងរៀបចំធនធានចាំបាច់ និងបង្កើតកម្មវិធី GitHub Actions ក្នុងឃ្លាំងកូដរបស់អ្នក។ + +5. កម្មវិធី GitHub Actions +Azure នឹងបង្កើតឯកសារកម្មវិធី GitHub Actions ដោយស្វ័យប្រវត្តិនៅក្នុងឃ្លាំងកូដរបស់អ្នក (.github/workflows/azure-static-web-apps-.yml)។ កម្មវិធីនេះនឹងរៀបចំដំណើរការសំណង់និងការបង្ហោះ។ + +6. តាមដានការបង្ហោះ +ចូលទៅកាន់ផ្ទាំង “Actions” ក្នុងឃ្លាំងកូដ GitHub របស់អ្នក។ +អ្នកគួរមើលឃើញកម្មវិធីកំពុងដំណើរការ។ កម្មវិធីនេះនឹងសង់និងបង្ហោះកម្មវិធីវេបស្ថិតរបស់អ្នកទៅ Azure។ +ពេលដែលកម្មវិធីបញ្ចប់ កម្មវិធីរបស់អ្នកនឹងមាននៅលើ URL Azure ដែលបានផ្ដល់។ + +### ឧទាហរណ៍ឯកសារ Workflow + +នេះជាឧទាហរណ៍ឯកសារកម្មវិធី GitHub Actions ដែលអាចមានរូបរាងដូចខាងក្រោម៖ +name: Azure Static Web Apps CI/CD +``` +on: + push: + branches: + - main + pull_request: + types: [opened, synchronize, reopened, closed] + branches: + - main + +jobs: + build_and_deploy_job: + runs-on: ubuntu-latest + name: Build and Deploy Job + steps: + - uses: actions/checkout@v2 + - name: Build And Deploy + id: builddeploy + uses: Azure/static-web-apps-deploy@v1 + with: + azure_static_web_apps_api_token: ${{ secrets.AZURE_STATIC_WEB_APPS_API_TOKEN }} + repo_token: ${{ secrets.GITHUB_TOKEN }} + action: "upload" + app_location: "etc/quiz-app # App source code path" + api_location: ""API source code path optional + output_location: "dist" #Built app content directory - optional +``` + +### ឧបករណ៍បន្ថែម +- [ឯកសារអំពី Azure Static Web Apps](https://learn.microsoft.com/azure/static-web-apps/getting-started) +- [ឯកសារអំពី GitHub Actions](https://docs.github.com/actions/use-cases-and-examples/deploying/deploying-to-azure-static-web-app) + +--- + + +**ការបដិសេធ**៖ +ឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈពួកយើងខិតខំទទួលប្រាកដភាព ពPleaseរយៈពេលដឹងថាការបកប្រែដោយស្វ័យប្រវត្តិអាចមានកំហុសឬការខុសឡើង។ ឯកសារដើមក្នុងភាសាតែមួយគួរត្រូវបានចាត់ទុកជាឯកសារដែលមានអំណាចច្បាស់លាស់។ សម្រាប់ព័ត៌មានសំខាន់ៗ សូមណែនាំឱ្យប្រើការបកប្រែដោយមនុស្សជំនាញវិជ្ជាជីវៈ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំនូវកំហុស ឬការបកប្រែខុស ណាដែលកើតឡើងពីការប្រើប្រាស់ការបកប្រែនេះទេ។ + \ No newline at end of file diff --git a/translations/km/examples/03-image-classifier.ipynb b/translations/km/examples/03-image-classifier.ipynb new file mode 100644 index 00000000..ea23caa5 --- /dev/null +++ b/translations/km/examples/03-image-classifier.ipynb @@ -0,0 +1,389 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# អ្នកចាត់ថ្នាក់រូបភាពសាមញ្ញ\n", + "\n", + "សៀវភៅកំណត់ត្រានេះបង្ហាញអ្នកពីរបៀបចាត់ថ្នាក់រូបភាពដោយប្រើបណ្តាញសរសៃប្រសammatមុនដែលបានបណ្តុះបណ្តាលរួច។\n", + "\n", + "**អ្វីដែលអ្នកនឹងរៀន:**\n", + "- របៀបផ្ទុក និងប្រើម៉ូដែលដែលបានបណ្តុះបណ្តាលរួច\n", + "- ការប្រមូលរូបភាពជាមុន\n", + "- ការធ្វើការព្យាករណ៍លើរូបភាព\n", + "- ការយល់ដឹងអំពីពិន្ទុជំនាញ\n", + "\n", + "**ករណីប្រើប្រាស់:** កំណត់អត្តសញ្ញាណវត្ថុក្នុងរូបភាព (ដូចជា \"ឆ្មា\", \"ឆ្កែ\", \"រថយន្ត\", ល។)\n", + "\n", + "---\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ជំហានទី 1៖ នាំចូលបណ្ណាល័យដែលត្រូវការ\n", + "\n", + "មកនាំចូលឧបករណ៍ដែលយើងត្រូវការគ្នា។ កុំបារម្ភបើអ្នកមិនយល់ពីអ្វីៗទាំងអស់ទេនៅឡើយ!\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Core libraries\n", + "import numpy as np\n", + "from PIL import Image\n", + "import requests\n", + "from io import BytesIO\n", + "\n", + "# TensorFlow for deep learning\n", + "try:\n", + " import tensorflow as tf\n", + " from tensorflow.keras.applications import MobileNetV2\n", + " from tensorflow.keras.applications.mobilenet_v2 import preprocess_input, decode_predictions\n", + " print(\"✅ TensorFlow loaded successfully!\")\n", + " print(f\" Version: {tf.__version__}\")\n", + "except ImportError:\n", + " print(\"❌ Please install TensorFlow: pip install tensorflow\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ជំហានទី 2: បញ្ចូលគំរូដែលបានបណ្តុះបណ្តាលរួចហើយ\n", + "\n", + "យើងនឹងប្រើ **MobileNetV2**, បណ្តាញសរសៃប្រសាទដែលបានបណ្តុះបណ្តាលរួចហើយលើរូបភាពរាប់លានលាន។\n", + "\n", + "នេះហៅថា **ការរៀនផ្ទេរ** - ប្រើគំរូដែលនរណាម្នាក់បានបណ្តុះបណ្តាលរួចហើយ!\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print(\"📦 Loading pre-trained MobileNetV2 model...\")\n", + "print(\" This may take a minute on first run (downloading weights)...\")\n", + "\n", + "# Load the model\n", + "# include_top=True means we use the classification layer\n", + "# weights='imagenet' means it was trained on ImageNet dataset\n", + "model = MobileNetV2(weights='imagenet', include_top=True)\n", + "\n", + "print(\"✅ Model loaded!\")\n", + "print(f\" The model can recognize 1000 different object categories\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ជំហានទី 3: មុខងារជំនួយ\n", + "\n", + "មកបង្កើតមុខងារដើម្បីផ្ទុកនិងរៀបចំរូបភាពសម្រាប់ម៉ូឌែលរបស់យើង។\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def load_image_from_url(url):\n", + " \"\"\"\n", + " Load an image from a URL.\n", + " \n", + " Args:\n", + " url: Web address of the image\n", + " \n", + " Returns:\n", + " PIL Image object\n", + " \"\"\"\n", + " response = requests.get(url)\n", + " img = Image.open(BytesIO(response.content))\n", + " return img\n", + "\n", + "\n", + "def prepare_image(img):\n", + " \"\"\"\n", + " Prepare an image for the model.\n", + " \n", + " Steps:\n", + " 1. Resize to 224x224 (model's expected size)\n", + " 2. Convert to array\n", + " 3. Add batch dimension\n", + " 4. Preprocess for MobileNetV2\n", + " \n", + " Args:\n", + " img: PIL Image\n", + " \n", + " Returns:\n", + " Preprocessed image array\n", + " \"\"\"\n", + " # Resize to 224x224 pixels\n", + " img = img.resize((224, 224))\n", + " \n", + " # Convert to numpy array\n", + " img_array = np.array(img)\n", + " \n", + " # Add batch dimension (model expects multiple images)\n", + " img_array = np.expand_dims(img_array, axis=0)\n", + " \n", + " # Preprocess for MobileNetV2\n", + " img_array = preprocess_input(img_array)\n", + " \n", + " return img_array\n", + "\n", + "\n", + "def classify_image(img):\n", + " \"\"\"\n", + " Classify an image and return top predictions.\n", + " \n", + " Args:\n", + " img: PIL Image\n", + " \n", + " Returns:\n", + " List of (class_name, confidence) tuples\n", + " \"\"\"\n", + " # Prepare the image\n", + " img_array = prepare_image(img)\n", + " \n", + " # Make prediction\n", + " predictions = model.predict(img_array, verbose=0)\n", + " \n", + " # Decode predictions to human-readable labels\n", + " # top=5 means we get the top 5 most likely classes\n", + " decoded = decode_predictions(predictions, top=5)[0]\n", + " \n", + " # Convert to simpler format\n", + " results = [(label, float(confidence)) for (_, label, confidence) in decoded]\n", + " \n", + " return results\n", + "\n", + "\n", + "print(\"✅ Helper functions ready!\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ជំហានទី 4៖ សាកល្បងលើរូបភាពគំរូ\n", + "\n", + "មកព្យាយាមចាត់ថ្នាក់រូបភាពខ្លះពីអ៊ីនធឺណិត!\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Sample images to classify\n", + "# These are from Unsplash (free stock photos)\n", + "test_images = [\n", + " {\n", + " \"url\": \"https://images.unsplash.com/photo-1514888286974-6c03e2ca1dba?w=400\",\n", + " \"description\": \"A cat\"\n", + " },\n", + " {\n", + " \"url\": \"https://images.unsplash.com/photo-1552053831-71594a27632d?w=400\",\n", + " \"description\": \"A dog\"\n", + " },\n", + " {\n", + " \"url\": \"https://images.unsplash.com/photo-1511919884226-fd3cad34687c?w=400\",\n", + " \"description\": \"A car\"\n", + " },\n", + "]\n", + "\n", + "print(f\"🧪 Testing on {len(test_images)} images...\")\n", + "print(\"=\" * 70)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ចំណាត់ថ្នាក់រាល់រូបភាព\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "for i, img_data in enumerate(test_images, 1):\n", + " print(f\"\\n📸 Image {i}: {img_data['description']}\")\n", + " print(\"-\" * 70)\n", + " \n", + " try:\n", + " # Load image\n", + " img = load_image_from_url(img_data['url'])\n", + " \n", + " # Display image\n", + " display(img.resize((200, 200))) # Show smaller version\n", + " \n", + " # Classify\n", + " results = classify_image(img)\n", + " \n", + " # Show predictions\n", + " print(\"\\n🎯 Top 5 Predictions:\")\n", + " for rank, (label, confidence) in enumerate(results, 1):\n", + " # Create a visual bar\n", + " bar_length = int(confidence * 50)\n", + " bar = \"█\" * bar_length\n", + " \n", + " print(f\" {rank}. {label:20s} {confidence*100:5.2f}% {bar}\")\n", + " \n", + " except Exception as e:\n", + " print(f\"❌ Error: {e}\")\n", + "\n", + "print(\"\\n\" + \"=\" * 70)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ជំហានទី 5: ព្យាយាមរូបភាពផ្ទាល់ខ្លួនរបស់អ្នក!\n", + "\n", + "ជំនួស URL ខាងក្រោមជាមួយ URL រូបភាពណាមួយដែលអ្នកចង់ចាត់ថ្នាក់។\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Try your own image!\n", + "# Replace this URL with any image URL\n", + "custom_image_url = \"https://images.unsplash.com/photo-1472491235688-bdc81a63246e?w=400\" # A flower\n", + "\n", + "print(\"🖼️ Classifying your custom image...\")\n", + "print(\"=\" * 70)\n", + "\n", + "try:\n", + " # Load and show image\n", + " img = load_image_from_url(custom_image_url)\n", + " display(img.resize((300, 300)))\n", + " \n", + " # Classify\n", + " results = classify_image(img)\n", + " \n", + " # Show results\n", + " print(\"\\n🎯 Top 5 Predictions:\")\n", + " print(\"-\" * 70)\n", + " for rank, (label, confidence) in enumerate(results, 1):\n", + " bar_length = int(confidence * 50)\n", + " bar = \"█\" * bar_length\n", + " print(f\" {rank}. {label:20s} {confidence*100:5.2f}% {bar}\")\n", + " \n", + " # Highlight top prediction\n", + " top_label, top_confidence = results[0]\n", + " print(\"\\n\" + \"=\" * 70)\n", + " print(f\"\\n🏆 Best guess: {top_label} ({top_confidence*100:.2f}% confident)\")\n", + " \n", + "except Exception as e:\n", + " print(f\"❌ Error: {e}\")\n", + " print(\" Make sure the URL points to a valid image!\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 💡 តើមានអ្វីកើតឡើង?\n", + "\n", + "1. **យើងបានបញ្ចូលម៉ូដែលដែលបានបណ្តុះមុន** - MobileNetV2 បានបណ្តុះលើរូបភាពលានលាន\n", + "2. **យើងបានកំណត់រូបភាពជាមុន** - បម្លែងទំហំ និងទ្រង់ទ្រាយសម្រាប់ម៉ូដែល\n", + "3. **ម៉ូដែលបានទស្សន៍ទាយ** - វាបានផ្តល់ព្រាប្បុលភាពសម្រាប់ ១០០០ ចំណាត់ថ្នាក់វត្ថុ\n", + "4. **យើងបានបកស្រាយលទ្ធផល** - បម្លែងលេខទៅជាអត្ថបទដែលមនុស្សអាចអានបាន\n", + "\n", + "### ការយល់ដឹងអំពីពិន្ទុទំនុកចិត្ត\n", + "\n", + "- **៩០-១០០%**: មានទំនុកចិត្តខ្លាំង (ភាគច្រើនត្រឹមត្រូវ)\n", + "- **៧០-៩០%**: មានទំនុកចិត្ត (ប្រហែលត្រឹមត្រូវ)\n", + "- **៥០-៧០%**: មានទំនុកចិត្តខ្លះៗ (ប្រហែលជាត្រឹមត្រូវ)\n", + "- **ក្រោម ៥០%**: មិនមានទំនុកចិត្តខ្លាំង (មិនប្រាកដ)\n", + "\n", + "### ហេតុអ្វីបានជា ការទស្សន៍ទាយអាចខុស?\n", + "\n", + "- **មុំឬពន្លឺមិនធម្មតា** - ម៉ូដែលបានបណ្តុះដោយរូបថតទំរង់ទូទៅ\n", + "- **វត្ថុច្រើនកន្លែង** - ម៉ូដែលនឹកស្រមៃមានវត្ថុមួយដើម\n", + "- **វត្ថុសម្បូរទ្រង់ទ្រាយកោសិកា** - ម៉ូដែលស្គាល់តែ ១០០០ ប្រភេទ\n", + "- **រូបភាពគុណភាពទាប** - រូបភាពមិនច្បាស់ឬម៉ូសេតារីមានការលំបាក\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 🚀 ជំហានបន្ទាប់\n", + "\n", + "1. **សាកល្បងរូបភាពផ្សេងៗ:**\n", + " - ស្វែងរករូបភាពនៅលើ [Unsplash](https://unsplash.com)\n", + " - ចុចមែកខាងស្តាំ → \"ចម្លងអាសយដ្ឋានរូបភាព\" ដើម្បីទទួលបាន URL\n", + "\n", + "2. **សាកល្បង:**\n", + " - តើមានអ្វីកើតឡើងជាមួយសិល្បៈ abstract?\n", + " - តើវាអាចរកឃើញវត្ថុពីមุมផ្សេងៗទេ?\n", + " - តើវាដំណើរការយ៉ាងដូចម្តេចជាមួយវត្ថុច្រើន?\n", + "\n", + "3. **រៀនបន្ថែម:**\n", + " - ស្វែងយល់អំពី [មេរៀនទស្សនវិទ្យាកុំព្យូទ័រ](../lessons/4-ComputerVision/README.md)\n", + " - រៀនបណ្ដុះបណ្ដាលម៉ាស៊ីនចាត់ថ្នាក់រូបភាពឯង\n", + " - យល់ដឹងពីរបៀប CNNs (បណ្តាញប្រសាទបូកបញ្ចូល) ធ្វើការ\n", + "\n", + "---\n", + "\n", + "## 🎉 សូមអបអរសាទរ!\n", + "\n", + "អ្នកទើបបង្កើតម៉ាស៊ីនចាត់ថ្នាក់រូបភាពដោយប្រើបណ្តាញប្រសាទទំនើប!\n", + "\n", + "បច្ចេកវិទ្យានេះត្រូវបានប្រើសម្រាប់:\n", + "- Google Photos (ចាត់តាំងរូបថតរបស់អ្នក)\n", + "- ឡានបើកដោយខ្លួនឯង (ស្គាល់វត្ថុ)\n", + "- ការធ្វើវិភាគវេជ្ជសាស្រ្ត (វិភាគរូបថត X-ray)\n", + "- ការត្រួតពិនិត្យគុណភាព (រកកោសិលិ្អ)\n", + "\n", + "បន្តស្វែងយល់ និងរៀនបន្ថែម! 🚀\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n\n\n**កំណត់សម្គាល់**៖ \nឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈពេលដែលយើងខំប្រឹងប្រែងរកភាពត្រឹមត្រូវ សូមកត់សម្គាល់ថាការបកប្រែដោយស្វ័យប្រវត្តិសមត្ថភាពអាចមានកំហុស ឬភាពមិនត្រឹមត្រូវ។ ឯកសារដើមជាភាសាតំណើរការរបស់វាគួរត្រូវបានគេចាត់ទុកថាជា ប្រភពផ្លូវការ។ សម្រាប់ព័ត៌មានសំខាន់ៗ គេបนะนำឲ្យប្រើការបកប្រែដោយមនុស្សឯកទេសជំនាញ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំ ឬការបកស្រាយខុសផ្សេង ដែលកើតឡើងពីការប្រើប្រាស់ការបកប្រែនេះឡើយ។\n\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.0" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} \ No newline at end of file diff --git a/translations/km/examples/README.md b/translations/km/examples/README.md new file mode 100644 index 00000000..df23685f --- /dev/null +++ b/translations/km/examples/README.md @@ -0,0 +1,87 @@ +# ឧទាហរណ៍ AI សមរម្យសម្រាប់អ្នកចាប់ផ្តើម + +ស្វាគមន៍! មូលដ្ឋានទិន្នន័យនេះរួមមានឧទាហរណ៍សាមញ្ញឯករាជ្យដើម្បីជួយអ្នកចាប់ផ្តើមជាមួយ AI និងការសិក្សាម៉ាស៊ីន។ ឧទាហរណ៍នីមួយៗត្រូវបានរចនាឡើងសម្រាប់អ្នកចាប់ផ្តើមជាមួយមតិលម្អិត និងការពន្យល់ជំរុញជជែកជំហាន-បន្ទាត់។ + +## 📚 ទិដ្ឋភាពទូទៅនៃឧទាហរណ៍ + +| ឧទាហរណ៍ | ពិពណ៌នា | កម្រិតកម្អិត | ការត្រៀមការ | +|---------|-------------|------------|---------------| +| [Hello AI World](../../../examples/01-hello-ai-world.py) | កម្មវិធី AI ដំបូងរបស់អ្នក - ការទទួលស្គាល់ម៉ូតសាមញ្ញ | ⭐ សម្រាប់អ្នកចាប់ផ្តើម | មូលដ្ឋាន Python | +| [Simple Neural Network](../../../examples/02-simple-neural-network.py) | បង្កើតបណ្ដាញសរសៃប្រសាទពីដើម | ⭐⭐ សម្រាប់អ្នកចាប់ផ្តើម+ | Python, គណិតវិទ្យាមូលដ្ឋាន | +| [Image Classifier](./03-image-classifier.ipynb) | ចាត់ថ្នាក់រូបភាពជាមួយម៉ូដែលដែលបានបណ្តុះជាមុន | ⭐⭐ សម្រាប់អ្នកចាប់ផ្តើម+ | Python, numpy | +| [Text Sentiment](../../../examples/04-text-sentiment.py) | វិភាគអារម្មណ៍អត្ថបទ (វិជ្ជមាន/អវិជ្ជមាន) | ⭐⭐ សម្រាប់អ្នកចាប់ផ្តើម+ | Python | + +## 🚀 ការចាប់ផ្តើម + +### ការត្រៀមភាព + +ធ្វើការតំឡើង Python (ប្រភេទ 3.8 ឬខ្ពស់ជាងនេះកាន់តែផ្ដល់អនុសាសន៍)។ តំឡើងកញ្ចប់ដែលត្រូវការ៖ + +```bash +# សម្រាប់ស្គ្រីប Python +pip install numpy + +# សម្រាប់សៀវភៅកំណត់ត្រា Jupyter (កម្មវិធីចាត់ថ្នាក់រូបភាព) +pip install jupyter numpy pillow tensorflow +``` + +ឬប្រើបរិយាកាស conda ពីមេរៀនសិក្សាសំខាន់៖ + +```bash +conda env create --name ai4beg --file ../environment.yml +conda activate ai4beg +``` + +### ការប្រតិបត្តិឧទាហរណ៍ + +**សម្រាប់ស្គ្រីប Python (.py files):** +```bash +python 01-hello-ai-world.py +``` + +**សម្រាប់កំណត់ត្រា Jupyter (.ipynb files):** +```bash +jupyter notebook 03-image-classifier.ipynb +``` + +## 📖 ផ្លូវការសិក្សា + +យើងសូមណែនាំឲ្យអនុវត្តឧទាហរណ៍តាមលំដាប់៖ + +1. **ចាប់ផ្តើមជាមួយ "Hello AI World"** - រៀនមូលដ្ឋាននៃការទទួលស្គាល់ម៉ូត +2. **បង្កើតបណ្ដាញសរសៃប្រសាទសាមញ្ញ** - យល់ដឹងពីរបៀបដែលបណ្ដាញប្រសាទដំណើរការ +3. **សាកល្បងកម្មវិធីចាត់ថ្នាក់រូបភាព** - មើល AI ដំណើរការជាមួយរូបភាពពិត +4. **វិភាគអារម្មណ៍អត្ថបទ** - សិក្សាអំពីការដំណើរការភាសាមនុស្សធម្មតា + +## 💡 គន្លឹះសម្រាប់អ្នកចាប់ផ្តើម + +- **អានមតិកូដយ៉ាងប្រុងប្រយ័ត្ន** - ពួកវាអធិប្បាយពីអ្វីដែលបន្ទាត់នីមួយៗធ្វើ +- **សាកល្បង!** - ព្យាយាមបម្លែងតម្លៃ ហើយមើលថាតើអ្វីកើតឡើង +- **កុំបារម្ភចំពោះការយល់ដឹងទាំងអស់** - ការសិក្សាដែលត្រូវការពេលវេលា +- **សួរប្រធានបទ** - ប្រើ [ក្រុមសន្ទនា](https://github.com/microsoft/AI-For-Beginners/discussions) + +## 🔗 ជំហានបន្ទាប់ + +បន្ទាប់ពីបញ្ចប់ឧទាហរណ៍ទាំងនេះ ស្វែងយល់ពីមេរៀនពេញលេញ៖ +- [ការណែនាំ AI](../lessons/1-Intro/README.md) +- [បណ្ដាញសរសៃប្រសាទ](../lessons/3-NeuralNetworks/README.md) +- [ចក្ខុវិស័យកុំព្យូទ័រ](../lessons/4-ComputerVision/README.md) +- [ការដំណើរការភាសាមនុស្សធម្មតា](../lessons/5-NLP/README.md) + +## 🤝 ការចូលរួម + +ឃើញឧទាហរណ៍ទាំងនេះមានប្រយោជន៍ទេ? ជួយយើងបង្កើនគុណភាពរបស់ពួកវា: +- រាយការណ៍បញ្ហាឬសំណើរកែលម្អ +- បន្ថែមឧទាហរណ៍សម្រាប់អ្នកចាប់ផ្តើម +- បង្កើនឯកសារនិងមតិកូដ + +--- + +*ចងចាំ៖ អ្នកជំនាញគ្រប់រូបដែលផ្តើមពីអ្នកចាប់ផ្តើម។ សូមសំណាងល្អក្នុងការសិក្សា! 🎓* + +--- + + +**ការបដិសេធ**៖ +ឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈពេលយើងខិតខំមានភាពត្រឹមត្រូវ សូមយកចិត្តទុកដាក់ថាការបកប្រែដោយស្វ័យប្រវត្តិអាចមានកំហុសឬភាពមិនត្រឹមត្រូវ។ ឯកសារដើមក្នុងភាសាតំបន់គឺជាចំណោមព័ត៌មានដែលមានអំណាច។ សម្រាប់ព័ត៌មានសំខាន់ គួរតែប្រើការបកប្រែដោយវិជ្ជាជីវៈមនុស្ស។ យើងពុំទទួលខុសត្រូវចំពោះការយល់ច្រឡំឬការបកស្រាយខុសៗចេញពីការប្រើប្រាស់ការបកប្រែនេះទេ។ + \ No newline at end of file diff --git a/translations/km/lessons/0-course-setup/for-teachers.md b/translations/km/lessons/0-course-setup/for-teachers.md new file mode 100644 index 00000000..77b5edda --- /dev/null +++ b/translations/km/lessons/0-course-setup/for-teachers.md @@ -0,0 +1,30 @@ +# សម្រាប់អ្នកបង្រៀន + +តើអ្នកចង់ប្រើកម្មវិធីសិក្សានេះនៅក្នុងថ្នាក់រៀនរបស់អ្នកទេ? សូមសាងសង់ដោយសេរី! + +ជាក់ស្តែង អ្នកអាចប្រើវាតាមក្នុង GitHub ដោយប្រើ GitHub Classroom។ + +ដើម្បីធ្វើនេះ សូម fork repo នេះ។ អ្នកនឹងត្រូវបង្កើត repo សម្រាប់មេរៀននីមួយៗ ដូច្នេះអ្នកត្រូវសម្រង់ថតបណ្ដុំមួយៗទៅ repo ផ្សេងទៀត។ ដូច្នេះ [GitHub Classroom](https://classroom.github.com/classrooms) អាចយកមេរៀននីមួយៗបានបំបែកជាពីរធាតុ។ + +[ការណែនាំពេញលេញនេះ](https://github.blog/2020-03-18-set-up-your-digital-classroom-with-github-classroom/) នឹងផ្តល់ឱ្យអ្នកនូវគំនិតពីរបៀបតំឡើងថ្នាក់រៀនរបស់អ្នក។ + +## ការប្រើប្រាស់ repo ដូចដែលមាន + +ប្រសិនបើអ្នកចង់ប្រើ repo នេះដូចដែលវាជាសព្វថ្ងៃ ដោយមិនប្រើ GitHub Classroom ក៏អាចធ្វើបានដែរ។ អ្នកនឹងត្រូវតែទំនាក់ទំនងជាមួយសិស្សរបស់អ្នកថាមេរៀនណាដែលត្រូវធ្វើរួមគ្នា។ + +នៅក្នុងរៀបចំតាមអនឡាញ (Zoom, Teams, ឬកម្មវិធីផ្សេងៗ) អ្នកអាចបង្កើតបន្ទប់បំបែកសម្រាប់សំណួរquiz ហើយណែនាំសិស្សដើម្បីជួយពួកគេច្រៀនរៀន។ បន្ទាប់មកអញ្ជើញសិស្សធ្វើសំណួរquiz និងដាក់ចម្លើយរបស់ពួកគេទៅជាបញ្ហា (issues) នៅពេលណាមួយ។ អ្នកអាចធ្វើដូចគ្នានឹងការចែកចាយការងារ ប្រសិនបើអ្នកចង់ឱ្យសិស្សធ្វើការជាក្រុមក្នុងសាធារណៈ។ + +ប្រសិនបើអ្នកពេញចិត្តនូវរៀបចំច្រើនជាងនេះជារបៀបឯកជន សូមសុំសិស្សរបស់អ្នក fork កម្មវិធីសិក្សា មេរៀនមួយមេរៀន ទៅកាន់ repo GitHub ផ្ទាល់ខ្លួនជារឿងឯកជន ហើយផ្ដល់សិទ្ធិចូលប្រើឱ្យអ្នក។ បន្ទាប់មកពួកគេអាចបញ្ចប់សំណួរquiz និងការងារជារឿងឯកជន ហើយដាក់ស្នើតាមរយៈ issues នៅលើ repo ថ្នាក់រៀនរបស់អ្នក។ + +មានវិធីជាច្រើនក្នុងការលើកឡើងការងារនេះក្នុងរៀបចំថ្នាក់រៀនតាមអនឡាញ។ សូមប្រាប់យើងអំពីរបៀបណាដែលប្រសើរបំផុតសម្រាប់អ្នក! + +## សូមផ្តល់មតិយោបល់របស់អ្នក + +យើងចង់ធ្វើឱ្យកម្មវិធីសិក្សានេះមានប្រយោជន៍សម្រាប់អ្នក និងសិស្សរបស់អ្នក។ សូមផ្តល់មតិយោបល់នៅលើផ្ទាំងពិភាក្សា! + +--- + + +**ការបដិសេធ**៖ +ឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ បូករួមទាំងយើងខ្ញុំខិតខំប្រឹងប្រែងឱ្យបានច្បាស់លាស់ ប៉ុន្តែសូមបញ្ជាក់ថាការបកប្រែដោយស្វ័យប្រវត្តិអាចមានកំហុស ឬការខ្វះខាត។ ឯកសារដើមក្នុងភាសាទំនើបរបស់វា ត្រូវបានកត់សម្គាល់ថាជា ប្រភពត្រឹមត្រូវ។ សម្រាប់ព័ត៌មានសំខាន់ៗ សូមបង្ហាញការបកប្រែដោយមនុស្សជំនាញវិជ្ជាជីវៈ។ យើងខ្ញុំមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំ ឬការបកប្រែខុសឆ្គង​ដែលកើតពីការប្រើប្រាស់ការបកប្រែនេះឡើយ។ + \ No newline at end of file diff --git a/translations/km/lessons/0-course-setup/how-to-run.md b/translations/km/lessons/0-course-setup/how-to-run.md new file mode 100644 index 00000000..dd394043 --- /dev/null +++ b/translations/km/lessons/0-course-setup/how-to-run.md @@ -0,0 +1,71 @@ +# របៀបដំណើរកូដ + +កម្មវិធីសិក្សានេះមានឧទាហរណ៍អាចអនុវត្ត និងប laboratorio ច្រើនដែលអ្នកត្រូវការដំណើរការ។ ដើម្បីធ្វើដូចនេះ អ្នកត្រូវការជំនាញក្នុងការអនុវត្តកូដ Python ក្នុង Jupyter Notebooks ដែលបានផ្ដល់ជាសមាសធាតុនៃកម្មវិធីសិក្សានេះ។ អ្នកមានជម្រើសជាច្រើនសម្រាប់ការប្រតិបត្តិកូដ៖ + +## ដំណើរការកូដក្នុងកុំព្យូទ័ររបស់អ្នក + +ដើម្បីដំណើរការកូដក្នុងកុំព្យូទ័រផ្ទាល់ខ្លួន អ្នកត្រូវតែដំឡើង Python។ មួយក្នុងចំណោមការផ្ដល់អនុសាសន៍គឺដំឡើង **[miniconda](https://conda.io/en/latest/miniconda.html)** - វាជាការដំឡើងដែលស្រាលដែលគាំទ្រកម្មវិធីគ្រប់គ្រងកញ្ចប់ `conda` សម្រាប់ **បរិស្ថានកម្រិត Python លំដាប់ខុសគ្នា**។ + +បន្ទាប់ពីអ្នកដំឡើង miniconda ចប់ សូមលីងគ្មានអ្នកទៅកាន់ឃ្លាំងហើយបង្កើតបរិស្ថានកម្រិតដែលនឹងប្រើសម្រាប់វគ្គនេះ៖ + +```bash +git clone http://github.com/microsoft/ai-for-beginners +cd ai-for-beginners +conda env create --name ai4beg --file .devcontainer/environment.yml +conda activate ai4beg +``` + +### ការប្រើប្រាស់ Visual Studio Code ជាមួយផ្នែកបន្ថែម Python + +កម្មវិធីសិក្សានេះប្រើប្រាស់បានល្អបំផុតនៅពេលបើកវាក្នុង [Visual Studio Code](http://code.visualstudio.com/?WT.mc_id=academic-77998-cacaste) ជាមួយផ្នែកបន្ថែម [Python Extension](https://marketplace.visualstudio.com/items?itemName=ms-python.python&WT.mc_id=academic-77998-cacaste)។ + +> **សម្គាល់**៖ មួយពេលអ្នកបានលីងគ្មានម្ដងហើយបើកថតក្នុង VS Code វានឹងស្វ័យប្រវត្តិផ្ដល់ការផ្ដល់អនុសាសន៍ដំឡើងផ្នែក Python ។ អ្នកក៏ត្រូវតែដំឡើង miniconda ដូចបានពិពណ៌នាលើកនៅខាងលើផងដែរ។ + +> **សម្គាល់**៖ ប្រសិនបើ VS Code ផ្ដល់អនុសាសន៍ឲ្យអ្នកបើកឃ្លាំងឡើងវិញក្នុងផ្ទុក container អ្នកគួរត្រូវបដិសេធដើម្បីប្រើប្រាស់ Python ដំឡើងក្នុងកុំព្យូទ័រផ្ទាល់ខ្លួន។ + +### ការប្រើប្រាស់ Jupyter ក្នុងកម្មវិធីជ្រើសរើស + +អ្នកក៏អាចប្រើបរិស្ថាន Jupyter ពីកម្មវិធីជ្រើសរើសនៅលើកុំព្យូទ័ររបស់អ្នកផ្ទាល់។ Jupyter ពីផ្លូវចាស់ និង JupyterHub ផ្តល់បរិស្ថានអភិវឌ្ឍន៍ងាយស្រួលជាមួយការបំពេញឯកសារអូតូ ការពណ៌លើកូដ និង ផ្សេងៗទៀត។ + +ដើម្បីចាប់ផ្តើម Jupyter ក្នុងកុំព្យូទ័ររបស់អ្នក សូមទៅកាន់ថតនៃវគ្គនោះ ហើយដំណើរការ៖ + +```bash +jupyter notebook +``` +or +```bash +jupyterhub +``` +អ្នកអាចរុករកទៅឯកសារ `.ipynb` មួយណាមួយ បើកវា ហើយចាប់ផ្តើមធ្វើការងារ។ + +### ការដំណើរការនៅក្នុង container + +ជម្រើសមួយផ្សេងទៀតសម្រាប់ការដំឡើង Python គឺដំណើរការកូដក្នុង container។ ព្រោះឃ្លាំងរបស់យើងផ្ដល់ថត `.devcontainer` ពិសេសមួយ ដែលបញ្ជាក់ពីរបៀបសែត container សម្រាប់ repo នេះ VS Code ផ្តល់ឱកាសឲ្យបើកកូដឡើងវិញក្នុង container។ វាត្រូវការដំឡើង Docker ហើយក៏ស្មុគស្មាញជាងនេះ ដូច្នេះយើងផ្ដល់អនុសាសន៍ឲ្យអ្នកប្រើប្រាស់មានបទពិសោធន៍ជាង។ + +## ដំណើរការនៅពាណិជ្ជកម្ម Cloud + +ប្រសិនបើអ្នកមិនចង់ដំឡើង Python ក្នុងកុំព្យូទ័រផ្ទាល់ខ្លួន និងមានចូលដំណើរការទៅធនធាន Cloud មួយចំនួន - ជម្រើសល្អមួយគឺដំណើរការកូដនៅពាណិជ្ជកម្ម Cloud។ មានវិធីជាច្រើនដែលអ្នកអាចធ្វើបានដូចខាងក្រោម៖ + +* ប្រើប្រាស់ **[GitHub Codespaces](https://github.com/features/codespaces)** ដែលជាបរិស្ថានកម្រិតមានជីវិតបង្កើតឡើងសម្រាប់អ្នកលើ GitHub ដែលអាចចូលដំណើរការចេញតាម VS Code browser។ ប្រសិនបើអ្នកមានចូលដំណើរការទៅ Codespaces អ្នកអាចចុចប៊ូតុង **Code** នៅក្នុងឃ្លាំង ដំណើរកាត់ codespace ហើយចាប់ផ្តើមប្រើបានភ្លាមៗ។ +* ប្រើប្រាស់ **[Binder](https://mybinder.org/v2/gh/microsoft/ai-for-beginners/HEAD)**។ [Binder](https://mybinder.org) ផ្តល់ធនធានកុំព្យូទ័រដោយឥតគិតថ្លៃនៅពាណិជ្ជកម្ម Cloud សម្រាប់អ្នកដែលចង់សាកល្បងកូដលើ GitHub។ មានប៊ូតុងនៅមុខទំព័រដើម្បីបើកឃ្លាំងនៅក្នុង Binder - វាចំនាយពេលរហូតដល់ទៅបណ្ដាញ Binder ដែលនឹងសាងសង់ container មូលដ្ឋាន ហើយចាប់ផ្តើមផ្ទាំងវ៉ិប Jupyter សម្រាប់អ្នកបានយ៉ាងរលូន។ + +> **សម្គាល់**៖ ដើម្បីរារាំងការប្រើប្រាស់មិនត្រឹមត្រូវ Binder បានគ្របដណ្តប់ចូលដំណើរការទៅធនធានវ៉ិបមួយចំនួន។ វាអាចលើកឡើងបញ្ហាមួយចំនួនក្នុងកូដដែលយកម៉ូដែលនិង/ឬទិន្នន័យពីអ៊ិនធឺរណិតសាធារណៈ។ អ្នកអាចត្រូវការស្វែងរកវិធីជៀសវាងខ្លះ។ រួចទៀតធនធានកុំព្យូទ័រដែល Binder ផ្តល់គឺមូលដ្ឋានបំផុត ដូច្នេះការបណ្តុះបណ្តាលនឹងយឺតជាង ពិសេសនៅមេរៀនក្រោយៗ ដែលស្មុគស្មាញជាង។ + +## ដំណើរការនៅពាណិជ្ជកម្ម Cloud ជាមួយ GPU + +មេរៀនខាងក្រោយៗក្នុងកម្មវិធីសិក្សានេះនឹងទទួលផលប្រយោជន៍យ៉ាងខ្លាំងពីការគាំទ្រ GPU។ ការបណ្តុះបណ្តាលម៉ូដែល ដូចជាគំរូ អាចយឺតយ៉ាវបើគ្មាន GPU។ មានជម្រើសពីរបៀបដែលអ្នកអាចអនុវត្តបាន ជាពិសេស ប្រសិនបើអ្នកមានចូលដំណើរការទៅពាណិជ្ជកម្ម Cloud តាមរយៈ [Azure for Students](https://azure.microsoft.com/free/students/?WT.mc_id=academic-77998-cacaste) ឬតាមដំណើរការស្ថាប័នរបស់អ្នក៖ + +* បង្កើត [Data Science Virtual Machine](https://docs.microsoft.com/learn/modules/intro-to-azure-data-science-virtual-machine/?WT.mc_id=academic-77998-cacaste) ហើយភ្ជាប់តាមរយៈ Jupyter។ អ្នកអាចលីងគ្មាន repo ទៅម៉ាស៊ីននោះបានដោយផ្ទាល់ ហើយចាប់ផ្តើមរៀន។ ម៉ាស៊ីន NC-series មានការគាំទ្រ GPU។ + +> **សម្គាល់**៖ សេវាកម្មខ្លះៗ រួមទាំង Azure for Students មិនផ្តល់ជាការគាំទ្រ GPU ដើមទេ។ អ្នកអាចត្រូវស្នាក់រស្នើការកំណត់ GPU បន្ថែមជាមួយសំណើស្វាគមន៍បច្ចេកទេស។ + +* បង្កើត [Azure Machine Learning Workspace](https://azure.microsoft.com/services/machine-learning/?WT.mc_id=academic-77998-cacaste) ហើយប្រើលក្ខណៈពិសេស Notebook នៅទីនោះ។ [វីដេអូនេះ](https://azure-for-academics.github.io/quickstart/azureml-papers/) បង្ហាញពីរបៀបលីង repo ទៅក្នុង Azure ML notebook ហើយចាប់ផ្តើមប្រើប្រាស់។ + +អ្នកក៏អាចប្រើ Google Colab ដែលមានការគាំទ្រពី GPU ដោយឥតគិតថ្លៃ និងផ្ទុក Jupyter Notebooks ទៅទីនោះដើម្បីអនុវត្តមួយម៉ឺនុយម្ដង។ + +--- + + +**ការបដិសេធ**៖ +ឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ បើទោះបីយើងខិតខំរកភាពត្រឹមត្រូវក្របខ័ណ្ឌក៏ដោយ សូមដឹងថាការបកប្រែដោយស្វ័យប្រវត្តអាចមានកំហុស ឬការមិនត្រឹមត្រូវខ្លះ។ ឯកសារដើមជាភាសាដើមគួរត្រូវបានគិតថាជា ប្រភពផ្លូវការបំផុត។ សម្រាប់ព័ត៌មានសំខាន់ៗ អង្គការបកប្រែដោយមនុស្សជំនាញត្រូវបានផ្ដល់អនុសាសន៍។ យើងមិនមានការទទួលខុសត្រូវចំពោះការយល់ច្រឡំ ឬការបកស្រាយខុសប្រកបដោយការប្រើប្រាស់ការបកប្រែនេះឡើយ។ + \ No newline at end of file diff --git a/translations/km/lessons/0-course-setup/setup.md b/translations/km/lessons/0-course-setup/setup.md new file mode 100644 index 00000000..f1af07d8 --- /dev/null +++ b/translations/km/lessons/0-course-setup/setup.md @@ -0,0 +1,49 @@ +# ការចាប់ផ្តើមជាមួយមេរៀននេះ + +## តើអ្នកជានិស្សិតផ្លូវ? + +ចាប់ផ្តើមជាមួយធនធានដូចខាងក្រោម៖ + +* [ទំព័រ Student Hub](https://docs.microsoft.com/learn/student-hub?WT.mc_id=academic-77998-cacaste) នៅលើទំព័រនេះ អ្នកនឹងឃើញធនធានសម្រាប់អ្នកចាប់ផ្តើម, កញ្ចប់សិស្ស, និងវិធីសាស្រ្តក្នុងការទទួលបានវិញ្ញាបនបត្រដោយឥតគិតថ្លៃ។ នេះគឺជាទំព័រមួយដែលអ្នកចង់រក្សាទុកជាមេម៉ូ និងពិនិត្យមើលជាប្រចាំដោយយើងប្តូរកម្រងខ្លឹមសារតិចតួចយ៉ាងតិចម្តងក្នុងមួយខែ។ +* [ស្ថាប័នសិស្ស Microsoft Student Learn](https://studentambassadors.microsoft.com?WT.mc_id=academic-77998-cacaste) ចូលរួមជាមួយសហគមន៍ស្ថាប័នសិស្សពិភពលោក ដើម្បីបើកបង្ហាញទៅMicrosoft។ + +**សិស្ស**, មានវិធីខ្លះៗក្នុងការប្រើប្រាស់មេរៀននេះ។ ជាដំបូង អ្នកអាចអានអត្ថបទ និងមើលកូដដោយផ្ទាល់លើ GitHub។ ប្រសិនបើអ្នកចង់រត់កូដក្នុងកំណត់ត្រាណាមួយ - [អានសេចក្ដីណែនាំរបស់យើង](./how-to-run.md) ហើយស្វែងរកដំណឹងបន្ថែមអំពីរបៀបអនុវត្តវា [ក្នុងអត្ថបទប្លុកនេះ](https://soshnikov.com/education/how-to-execute-notebooks-from-github/)។ + +> **ចំណាំ**: [សេចក្ដីណែនាំអំពីរបៀបរត់កូដក្នុងមេរៀននេះ](./how-to-run.md) + +## សិក្សាដោយខ្លួនឯង + +ទោះយ៉ាងណា ប្រសិនបើអ្នកចង់យកវគ្គសិក្សានេះជាគម្រោងសិក្សាដោយខ្លួនឯង យើងសូមផ្ដល់អនុសាសន៍ឲ្យអ្នកចម្លងគេហទំព័រទាំងមូលទៅគណនី GitHub ផ្ទាល់ខ្លួនរបស់អ្នក ហើយបញ្ចប់លំហាត់ដោយខ្លួនឯង ឬជាក្រុម៖ + +* ចាប់ផ្តើមជាមួយសំនួរជំនួយមុនមេរៀន។ +* អានអត្ថបទណែនាំសម្រាប់មេរៀន។ +* ប្រសិនបើមេរៀនមានកំណត់ត្រាបន្ថែម បើកមើលវា អាន និងអនុវត្តកូដ។ ប្រសិនបើមានកំណត់ត្រា TensorFlow និង PyTorch ទាំងពីរ អ្នកអាចជ្រើសរើសមួយក្នុងចំណោមវា - ជ្រើសរើសគ្រោងការប្រើប្រាស់ដែលអ្នកចូលចិត្ត។ +* កំណត់ត្រាធម្មតាមានបញ្ហាដែលត្រូវការអ្នកកែប្រែកូដបន្តិច ដើម្បីធ្វើការប្រឡងផ្ទាល់ខ្លួន។ +* ធ្វើសំនួរជំនួយបន្ទាប់មេរៀន។ +* ប្រសិនបើមានមាសិនភ្ជាប់ជាមួយមូឌុល - បញ្ចប់ភារកិច្ច។ +* ចូលទៅកាន់ [ក្រឡាផ្ទេរ](https://github.com/microsoft/AI-For-Beginners/discussions) ដើម្បី "រៀនដោយសូរ"។ + +> សម្រាប់ការសិក្សាបន្ថែម យើងណែនាំឲ្យធ្វើតាមមូឌុល និងផ្លូវសិក្សា [Microsoft Learn](https://docs.microsoft.com/en-us/users/dmitrysoshnikov-9132/collections/31zgizg2p418yo/?WT.mc_id=academic-77998-cacaste) ទាំងនេះ។ + +**គ្រូបង្រៀន**, យើងបាន [បញ្ចូលការផ្ដល់អនុសាសន៍មួយចំនួន](./for-teachers.md) អំពីរបៀបប្រើប្រាស់មេរៀននេះ។ + +--- + +## វិធីសាស្រ្តបង្រៀន + +យើងបានជ្រើសរើសគ្រឹះវិធីសាស្រ្តបង្រៀនពីរប្រភេទខណៈកំពុងកសាងមេរៀននេះ ៖ ប្រាកដថាវាជាគម្រោងដៃអនុវត្ត **project-based** និងមាន **សំនួរផ្សព្វផ្សាយជាញឹកញាប់**។ + +ដោយប្រាកដថាខ្លឹមសារត្រូវគ្នាជាមួយគម្រោង ការប្រតិបត្តិការ មានការចូលរួមច្រើនសម្រាប់សិស្ស ហើយការចងចាំគំនិតនឹងត្រូវខ្ពស់ឡើង។ លើសពីនេះ មុនពេលថ្នាក់ អ្នកសិស្សធ្វើសំនួរតិចតួច ដើម្បីកំណត់ចិត្តសម្រាប់ការរៀនប្រធានបទ មួយខណៈសំនួរចុងក្រោយបន្ទាប់ថ្នាក់ធានាគម្រោងចងចាំបន្ថែមផងដែរ។ មេរៀននេះត្រូវបានរចនាឡើងឲ្យរាបស្មើនិងរីករាយ ហើយអាចយកការសិក្សាទាំងមូល ឬផ្នែកមួយផ្នែកបាន។ គម្រោងចាប់ផ្តើមតូចហើយកើនឡើងស្មុគស្មាញទៅតាមចុងសប្តាហ៍១២។ + +> **ចំណាំអំពីសំនួរ**: សំនួរទាំងអស់ ស្ថិតនៅក្នុង [កម្មវិធីនេះ](https://red-field-0a6ddfd03.1.azurestaticapps.net/), មានសំនួរចំនួន ៥០ មុខ សំណួរបីសំណួរនៅក្នុងមួយមុខ។ ពួកវាត្រូវបានភ្ជាប់ពីមេរៀន ប៉ុន្តែកម្មវិធីសំនួរអាចរត់បានក្នុងកុំព្យូទ័រផ្ទាល់; អនុវត្តតាមសេចក្ដីណែនាំក្នុងថត `etc/quiz-app` ។ + +## ចូលប្រើដោយអ៊ិនធឺរណិតមិនមាន + +អ្នកអាចរត់ឯកសារនេះដោយអ៊ិនធឺរណិតអនឡាញដោយប្រើប្រាស់ [Docsify](https://docsify.js.org/#/). ចម្លងគេហទំព័រនេះ, [ដំឡើង Docsify](https://docsify.js.org/#/quickstart) នៅលើកុំព្យូទ័រផ្ទាល់ខ្លួនរបស់អ្នក ហើយនៅក្នុងថតបុព្វផ្ទាល់នៃគេហទំព័រនេះ វាយពាក្យ `docsify serve` ។ វេបសាយនឹងត្រូវបម្រើ នៅកំពូលប្រាំង 3000 នៅ localhost របស់អ្នក៖ `localhost:3000` ។ ឯកសារ pdf នៃមេរៀនមានស្រាប់ [នៅតំណនេះ](../../../../../../../../../etc/pdf/readme.pdf)។ + +--- + + +**ការបដិសេធ**៖ +ឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ទោះបីយើងខិតខំឱ្យបានត្រឹមត្រូវ ប៉ុន្តែកន្លែងណាមួយការបកប្រែដោយស្វ័យប្រវត្តិកើតមានកំហុសឬគ្មានភាពត្រឹមត្រូវ។ ឯកសារដើមនៅក្នុងភាសាម្តុំណើតគួរត្រូវបានចាត់ទុកជាហេតុសំខាន់។ សម្រាប់ព័ត៌មានសំខាន់ៗ មានការផ្តល់អនុសាសន៍ឱ្យប្រើការបកប្រែមនុស្សអ្នកជំនាញ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំ ឬការបកប្រែខុសពីការប្រើប្រាស់ការបកប្រែនេះឡើយ។ + \ No newline at end of file diff --git a/translations/km/lessons/1-Intro/README.md b/translations/km/lessons/1-Intro/README.md new file mode 100644 index 00000000..b673c886 --- /dev/null +++ b/translations/km/lessons/1-Intro/README.md @@ -0,0 +1,161 @@ +# បំណើតនៃ AI + +![សង្ខេបខ្លឹមសារបំណើតនៃ AI ក្នុងរូបគំនូរ](../../../../translated_images/km/ai-intro.bf28d1ac4235881c.webp) + +> ស្កេតឈូសដោយ [Tomomi Imura](https://twitter.com/girlie_mac) + +## [សំណួរប្រលងមុខមុខបង្រៀន](https://ff-quizzes.netlify.app/en/ai/quiz/1) + +**បញ្ញាសិប្បនិម្មិត** គឺជាវិស័យវិទ្យាសាស្រ្តដ៏រំភើបមួយដែលសិក្សាថាតើយើងអាចធ្វើឱ្យកុំព្យូទ័របង្ហាញអាកប្បកិរិយាដូចមានបញ្ញាបានយ៉ាងដូចម្តេច ឧ. ធ្វើរឿងទាំងនេះដែលមនុស្សបានល្អក្នុងការធ្វើ។ + +ភាគចំបង កុំព្យូទ័រត្រូវបានបង្កើតដោយ [Charles Babbage](https://en.wikipedia.org/wiki/Charles_Babbage) ដើម្បីប្រតិបត្តិលើលេខតាមនីតិវិធីបញ្ជាក់បានល្អ - គឺអាល់គុណ។ កុំព្យូទ័រពិចារណា ស្ថិតក្នុងសម័យសព្វវេលា ទោះបីច្រើនជាងគំរូដើមនៅសតវត្សទី១៩យ៉ាងខ្លាំងក៏ដោយ ក៏នៅតែអនុវត្តន៍គំនិតដូចគ្នា នៃការគណនា តាមបណ្តាដំណាក់កាលបានគ្រប់គ្រង។ ដូច្នេះ អាចកំណត់កម្មវិធីឱ្យកុំព្យូទ័រធ្វើអ្វីមួយបាន ប្រសិនបើយើងដឹងលំអិតលំអាំងរបៀបដំណើរការដើម្បីសម្រេចគោលដៅ។ + +![រូបថតមនុស្សម្នាក់](../../../../translated_images/km/dsh_age.d212a30d4e54fb5f.webp) + +> រូបថតដោយ [Vickie Soshnikova](http://twitter.com/vickievalerie) + +> ✅ ការកំណត់អាយុមនុស្សពីរូបថតរបស់គេជាការងារដែលមិនអាចចាត់តាមកម្មវិធីបានយ៉ាងច្បាស់ ព្រោះយើងមិនដឹងបែបណាដើម្បីយកលេខមួយនៅក្នុងក្បាលពេលធ្វើការងារនេះឡើយ។ + +--- + +មានការងារមួយចំនួន ដែលយើងមិនដឹងច្បាស់ពីរបៀបដោះស្រាយ។ គិតពីការកំណត់អាយុមនុស្សពីរូបថតរបស់គេ។ យើងយ៉ាងណាមានការរៀនធ្វើបាន ព្រោះឃើញឧទាហរណ៍មនុស្សអាយុផ្សេងៗជាច្រើន ប៉ុន្ដែមិនអាចពន្យល់ច្បាស់បានជាគោលការណ៍ មិនអាចកម្មវិធីកុំព្យូទ័រធ្វើបានផង។ នេះជាបញ្ហាប្រភេទដែលមានចំណាប់អារម្មណ៍ចំពោះ **បញ្ញាសិប្បនិម្មិត** (AI សម្រាប់ខ្លី)។ + +✅ សូមគិតពីកិច្ចការមួយចំនួនដែលអ្នកអាចផ្តាច់បន្ទុកទៅកុំព្យូទ័រដែលអាចទទួលបានអត្ថប្រយោជន៍ពី AI។ គិតពីវិស័យហិរញ្ញវត្ថុ វេជ្ជសាស្រ្ត និងសិល្បៈ - តើវិស័យទាំងនេះទទួលបានអត្ថប្រយោជន៍ពី AI ដូចម្តេចខ្លះនៅសព្វថ្ងៃ? + +## AI ខ្សោយ និង AI ខ្លាំង + +AI ខ្សោយ | AI ខ្លាំង +---------------------------------------|------------------------------------- +AI ខ្សោយ ជាប្រព័ន្ធ AI ដែលបុគ្គលិកដើម្បីបំពេញបេសកកម្មជាក់លាក់ឬកិច្ចការត្រឹមតែបន្ថែមបន្តិចបន្តួច។ | AI ខ្លាំង ឬ បញ្ញាសិប្បនិម្មិតទូទៅ (AGI) ជាប្រព័ន្ធ AI ដែលមានបញ្ញាថ្នាក់មនុស្ស និងការយល់ដឹង។ +ប្រព័ន្ធ AI ទាំងនេះមិនមានបញ្ញាទូលំទូលាយទេ; ពួកវាសំខាន់ក្នុងការបំពេញកិច្ចការដែលបានកំណត់ខ្លួន តែកម្រិតនៃការយល់ដឹង ឬ ភាពជារូបចរិតគឺគ្មាន។ | ប្រព័ន្ធ AI ទាំងនេះមានសមត្ថភាពធ្វើកិច្ចការនៃបញ្ញាណាមួយដែលមនុស្សអាចធ្វើបាន ប្តូរតួបានប្រភេទ ផងមានរូបរាងនៃការយល់ដឹង ឬ មានសក្ដានុពលការចេះដឹងខ្លួនឯង។ +ឧទាហរណ៍ AI ខ្សោយ រួមមានជំនួយផ្ទាល់ខ្លួនដូចជា Siri ឬ Alexa, អាល់ហ្គរីធម៍ផ្តល់អនុសាសន៍ដែលប្រើប្រាស់ដោយសេវាកម្មផ្សាយផ្ទាល់អេឡិចត្រូនិច និង ប្ដូរគណនីសម្រាប់បំរើអតិថិជនជាក់លាក់។ | ការសម្រេចបាន AI ខ្លាំង ជាគោលបំណងរយៈពេលវែងនៃការស្រាវជ្រាវ AI ហើយត្រូវការការអភិវឌ្ឍប្រព័ន្ធ AI ដែលអាច ហែកហូត រៀន យល់ និងប្តូរតាមបរិបទ និងកិច្ចការផ្សេងៗ។ +AI ខ្សោយមានជំនាញជាក់លាក់ខ្ពស់ ហើយមិនមានសមត្ថភាពគិតមនុស្សដូច ឬ ជំនាញដោះស្រាយបញ្ហាទូលំទូលាយក្រៅពីវិស័យតូចៗរបស់វា។ | AI ខ្លាំងគឺជាគំនិតទ្រឹស្តី នៅឡើយទេ មានប្រព័ន្ធ AI មួយណាដែលបានចូលដល់កម្រិតបញ្ញាទូលំទូលាយនេះ។ + +សម្រាប់ព័ត៌មានបន្ថែម សូមយោងទៅ **[បញ្ញាសិប្បនិម្មិតទូទៅ](https://en.wikipedia.org/wiki/Artificial_general_intelligence)** (AGI)។ + +## ការបកស្រាយនៃបញ្ញា និងសាកល្បង Turing + +បញ្ហាមួយក្នុងការដោះស្រាយពាក្យ **[បញ្ញា](https://en.wikipedia.org/wiki/Intelligence)** គឺថាគ្មានការបកស្រាយច្បាស់លាស់សម្រាប់ពាក្យនេះទេ។ អ្នកម្នាក់អាចតវ៉ាថាបញ្ញាទាក់ទងនឹង **ការគិតអប្សរាហ៍** ឬ **ការយល់ដឹងខ្លួនឯង** ប៉ុន្តែយើងមិនអាចកំណត់វាយ៉ាងត្រឹមត្រូវបានទេ។ + +![រូបថតឆ្មា](../../../../translated_images/km/photo-cat.8c8e8fb760ffe457.webp) + +> [រូបថត](https://unsplash.com/photos/75715CVEJhI) ដោយ [Amber Kipp](https://unsplash.com/@sadmax) ពី Unsplash + +ដើម្បីមើលភាពមិនច្បាស់លាស់នៃពាក្យ *បញ្ញា* សូមព្យាយាមឆ្លើយសំណួរ៖ "តើឆ្មាមានបញ្ញាទេ?"។ មនុស្សជាច្រើនប្រាកដជាផ្តល់ចម្លើយខុសគ្នា សម្រាប់សំណួរនេះពីព្រោះគ្មានការសាកល្បងទន្ទេញទស្សន៍ទូលាយសំរាប់បញ្ជាក់ថាអត្ថន័យនេះត្រឹមត្រូវ ឬមិនត្រឹមត្រូវឡើយ។ ហើយប្រសិនបើអ្នកគិតថាមាន សូមជួយផាត់ឆ្មារបស់អ្នកតាមសាកល្បង IQ មួយបានទេ... + +✅ សូមគិតរយៈពេលមួយ នៃរបៀបដែលអ្នកកំណត់បញ្ញា។ តើកកណ្តុរ ដែលអាចដោះស្រាយបន្ទាត់ឬរកម្ហូបបាន មានបញ្ញាថែមទៀតទេ? តើកុមារមានបញ្ញាទេ? + +--- + +ពេលនិយាយអំពី AGI យើងត្រូវការបទបង្ហាញមួយសម្រាប់បញ្ជាក់ថាយើងបានបង្កើតប្រព័ន្ធដែលមានបញ្ញារបស់ពិតប្រាកដ។ [Alan Turing](https://en.wikipedia.org/wiki/Alan_Turing) បានណែនាំវិធីមួយហៅថា **[សាកល្បង Turing](https://en.wikipedia.org/wiki/Turing_test)** ដែលក៏ដើរតួជាការបកស្រាយនៃបញ្ញា។ ការសាកល្បងប្រៀបធៀបប្រព័ន្ធមួយទៅនឹងអ្វីដែលមានបញ្ញាខ្ទង់មនុស្សពិតប្រាកដ ហើយដោយសារការប្រៀបធៀបដោយស្វ័យប្រវត្តិអាចត្រូវបានល្បួងដោយកម្មវិធីកុំព្យូទ័រ យើងប្រើអ្នកសួរសំណួរមនុស្ស។ ដូច្នេះ ប្រសិនបើមនុស្សម្នាក់មិនអាចបង្កប់ចន្លោះមនុស្សពិត និង ប្រព័ន្ធកុំព្យូទ័រពាក្យសម្រាប់ជជែកដោយអក្សរ - ប្រព័ន្ធនោះត្រូវបានគេចាត់ទុកថាមានបញ្ញា។ + +> បូតជជែកមួយហៅថា [Eugene Goostman](https://en.wikipedia.org/wiki/Eugene_Goostman) ដែលអភិវឌ្ឍនៅ St.Petersburg បានឈានច្រើនដល់ការឆ្លងការសាកល្បង Turing ក្នុងឆ្នាំ 2014 ដោយប្រើទេពកោសល្យជាប់ចិត្តនៃអត្តសញ្ញាណ។ វាប្រកាសជាមុនថាវាជាកុមារវ័យ 13 ឆ្នាំ មកពីអ៊ុយក្រែន ធ្វើឲ្យពន្យល់បានពីការខ្វះចំណេះដឹង និងភាពខុសគ្នាខ្លះក្នុងអត្ថបទ។ បូតបានហេដ្ឋារចនាអ្នកវិនិច្ឆ័យ 30% ថាវាជាមនុស្ស បន្ទាប់ពីជជែករយៈពេល 5 នាទី គឺគន្លងមួយដែល Turing ជឿថា ឧបករណ៍អាចឆ្លងតាមបានឆាប់ៗនៅឆ្នាំ 2000។ ទោះជាយ៉ាងណា គេគួរយល់ថា វានៅមិនប្រហែលបានបញ្ជាក់ថាយើងបានបង្កើតប្រព័ន្ធមានបញ្ញា ឬថាប្រព័ន្ធកុំព្យូទ័របោកអ្នកសួរសំណួរមនុស្ស។ ប្រព័ន្ធមិនបានបោកមនុស្សទេ តែជាមនុស្សបង្កើតប្រាត់ចិត្ត​ប៉ុណ្ណោះ! + +✅ តើអ្នកដែលធ្លាប់ត្រូវបានបោកដោយបូតជជែក ដូចជាគិតថាអ្នកកំពុងនិយាយនឹងមនុស្សទេ? វាប៉ុន្មានដល់អ្នកយ៉ាងដូចម្តេច? + +## វិធីសាស្ត្រផ្សេងៗទៅ AI + +បើជាចង់ឲ្យកុំព្យូទ័រប្រុងប្រយ័ត្នដូចមនុស្ស យើងត្រូវបានត្រឹមតែគំរូដឺកបែបគិតនៅក្នុងកុំព្យូទ័រ។ ដូច្នេះយើងត្រូវព្យាយាមយល់ពីអ្វីដែលធ្វើឲ្យមនុស្សមានបញ្ញា។ + +> ដើម្បីអាចកំណត់កម្មវិធីបញ្ញាទៅ機械មួយ យើងត្រូវយល់ពីវិធីនៃដំណើរការអ្នកជ្រើសរើសសេចក្តីសម្រេចចិត្តរបស់ខ្លួន។ ប្រសិនបើអ្នកពិចារណាគ្រប់ខ្លួន អ្នកនឹងសង្កេតឃើញថាមានដំណើរការខ្លះដែលកើតឡើងដោយដោយស្វ័យ (subconscious) មិនចាំបាច់គិត - ឧ. យើងអាចបំភ្លឺឆ្មាចេញពីឆ្កែដោយមិនគិតអំពីវា ខណៈដែលការចាប់អារម្មណ៍ផ្សេងៗទៀតពាក់ព័ន្ធនឹងហេតុផល។ + +មានវិធីទាំងពីរ​ដើម្បីដោះស្រាយបញ្ហានេះ៖ + +វិធីខ្ពស់ទៅទាប (កំណត់ត្រាសមួង) | វិធីទាបទៅខ្ពស់ (បណ្តាញប្រសាទ) +---------------------------------------|------------------------------------- +វិធីខ្ពស់ទៅទាបគំរូរបៀបគិតរបស់មនុស្សដើម្បីដោះស្រាយបញ្ហា។ វាពាក់ព័ន្ធនឹងការដកស្រង់ **ចំណេះដឹង** ពីមនុស្ស និងតំណាងវាទៅជាទម្រង់ដែលកុំព្យូទ័រអាចអានបាន។ យើងក៏ត្រូវអភិវឌ្ឍវិធីសាស្ត្រមួយក្នុងការគំរូ **ការគិត** នៅក្នុងកុំព្យូទ័រផងដែរ។ | វិធីទាបទៅខ្ពស់គំរូរាងសមាសភាគខួរក្បាលមនុស្ស មានសមាសភាគតិចមួយចំនួនហៅថា **ប្រសាទ**។ ប្រសាទនីមួយៗប្រតិបត្តិដូចជាមធ្យមភាពទំងន់នៃវាសព្វសំរបសំរួល, ហើយយើងអាចបណ្តុះបណ្តាលបណ្តាញប្រសាទដើម្បីដោះស្រាយបញ្ហាមានប្រយោជន៍ដោយផ្តល់ **ទិន្នន័យបណ្តុះបណ្តាល**។ + +នៅមានវិធីផ្សេងទៀតសម្រាប់បញ្ញា៖ + +* វិធីសាស្ត្រនៃ **ការលេចមក**, **ស៊ុមសេរី** ឬ **វិធីជាមួយតួអង្គច្រើន** សហការណ៍ផ្អែកលើការប្រតិកម្មរបស់តួអង្គសាមញ្ញជាច្រើនចំនួន។ យោងតាម [evolutionary cybernetics](https://en.wikipedia.org/wiki/Global_brain#Evolutionary_cybernetics), បញ្ញាអាច *លេចឡើង* ពីសកម្មភាពសាមញ្ញ ឆ្លើយតបក្នុងដំណើរនៃ *ការផ្លាស់ប្តូរប្រព័ន្ធកម្រិត*។ + +* វិធីសាស្ត្រនៃ **កំណើតវិកល**, ឬ **អាល់ហ្គរីធម៍អូសត្រូវបានកំណត់** គឺជាដំណើរការបង្កើតប្រសើរឡើង មួយផ្អែកទៅលើគោលការណ៍នៃការវិវឌ្ឍ។ + +យើងនឹងពិចារណាវិធីទាំងនេះនៅពេលក្រោយនៅក្នុងវគ្គនេះ ប៉ុន្តែពេលនេះយើងនឹងផ្ដោតសំខាន់ទៅលើទិសដៅសំខាន់ទាំងពីរ៖ ខ្ពស់ទៅទាប និង ទាបទៅខ្ពស់។ + +### វិធីខ្ពស់ទៅទាប + +ក្នុង **វិធីខ្ពស់ទៅទាប** យើងព្យាយាមគំរូការគិតរបស់យើង។ ពីព្រោះយើងអាចតាមដានគំនិតពេលគិត យើងអាចបង្ហាញវិធីនេះជារូបមន្ត និងកំណត់កម្មវិធីវានៅក្នុងកុំព្យូទ័រ។ វាសម្ពោធឈ្មោះថា **ការគិតសញ្ញា**។ + +មនុស្សជាទូទៅមានច្បាប់ក្នុងក្បាលដែលនាំឲ្យដំណើរការសេចក្តីសម្រេចចិត្ត។ ឧទាហរណ៍ ពេលអ្នកគ្រូពេទ្យបញ្ជាក់ជំងឺអ្នកជម្ងឺ គាត់អាចសង្កេតឃើញថា មនុស្សមានកាំជម្រាល ហើយវាអាចបណ្តាលឲ្យមានការរលាកខ្លះនៅក្នុងរាងកាយ។ ដោយអនុវត្តច្បាប់ជាច្រើនទៅកាន់ករណីជាក់លាក់ អ្នកគ្រូពេទ្យអាចរកបានការបញ្ជាក់ចុងក្រោយ។ + +វិធីសាស្ត្រនេះពឹងផ្អែកខ្លាំងលើ **តំណាងចំណេះដឹង** និង **ការគិត**។ ការដកចំណេះដឹងពីអ្នកជំនាញអាចជាផ្នែកលំបាកបំផុត ពីព្រោះអ្នកគ្រូពេទ្យជាច្រើនករណីមិនដឹងថាអំពីហេតុអ្វីបានជាគាត់រកឃើញការបញ្ជាក់ប្លែកៗមួយ។ នៅពេលខ្លះដំណោះស្រាយបង្ហាញនូវមកក្នុងក្បាលគាត់ដោយមិនចាំបាច់គិតច្បាស់លាស់ឡើយ។ ការងារផ្សេងៗដូចជាការកំណត់អាយុមនុស្សពីរូបថត មិនអាចបង្រួមទៅការរំលាយចំណេះដឹងបានទេ។ + +### វិធីទាបទៅខ្ពស់ + +វាគឺជាគំនិតផ្សេងពីវីធីខ្ពស់ទៅទាប។ យើងអាចព្យាយាមគំរូធាតុសាមញ្ញបំផុតខាងក្នុងខួរក្បាលយើង គឺប្រសាទមួយ។ យើងអាចបង្កើតអ្វីហៅថា **បណ្តាញប្រសាទសិប្បនិម្មិត** នៅក្នុងកុំព្យូទ័រ ហើយសាកល្បងបង្រៀនវាដោះស្រាយបញ្ហាដោយផ្តល់ឧទាហរណ៍។ ដំណើរការនេះប្រហែលដូចបុត្របង្កើតថ្មីរៀនអំពីពិភពជុំវិញវាតាមរយៈការបង្កើតសំគាល់។ + +✅ សូមស្រាវជ្រាវពីរបៀបកុមាររៀន។ ធាតុសំខាន់ៗនៃខួរក្បាលកុមារមិនអី? + +> | តើអ្វីអំពី ML? | | +> |--------------|-----------| +> | ផ្នែកមួយនៃបញ្ញាសិប្បនិម្មិត ដែលផ្អែកលើការសិក្សាកុំព្យូទ័រដើម្បីដោះស្រាយបញ្ហាម្ដងទៀតដោយផ្អែកលើទិន្នន័យហៅថា **ការរៀនម៉ាស៊ីន**។ យើងមិនទាក់ទងនៅវគ្គនេះទេ - យើងគឺផ្ដល់អ្នកទៅសៀវភៅរៀន **Machine Learning for Beginners** ផ្សេងទៀត។ | ![ML for Beginners](../../../../translated_images/km/ml-for-beginners.9e4fed176fd5817d.webp) | + +## ប្រវត្តិសង្ខេបនៃ AI + +បញ្ញាសិប្បនិម្មិតចាប់ផ្តើមក្នុងស្រុកវិស័យនៅកណ្តាលសតវត្សទី ២០។ គំរូការគិតសញ្ញាគឺជា វិធីធំមួយ ហើយនាំឲ្យមានជោគជ័យសំខាន់ជាច្រើន ដូចជាប្រព័ន្ធអ្នកជំនាញ - កម្មវិធីកុំព្យូទ័រដែលអាចមានតួនាទីជាអ្នកជំនាញក្នុងវិស័យកំណត់មួយចំនួន។ ប៉ុន្តែវាបានដំណឹងឲ្យយើងឃើញថាវិធីនេះមិនអាចពង្រីកបានល្អទេ។ ការដកចំណេះដឹងពីអ្នកជំនាញ ការតំណាងវាគ្នា ក្នុងកុំព្យូទ័រ និងការថែរក្សាការចងចាំចំណេះដឹងបញ្ចាក់ថាជាការលំបាក និងមានតម្លៃថ្លៃសម្រាប់ភាពជាក់លាក់ជាច្រើន។ នេះបាននាំឲ្យមាន [រដូវរងារ AI](https://en.wikipedia.org/wiki/AI_winter) ក្នុងទសវត្សទី ៧០ ។ + +ប្រវត្តិសង្ខេបនៃ AI + +> រូបភាពដោយ [Dmitry Soshnikov](http://soshnikov.com) + +ពេលកន្លងមក ធនធានកុំព្យូទ័រតម្លៃថោកចុះ ហើយទិន្នន័យបានមានច្រើនរំពេច ចំណុចគំរូប្រសាទបានបង្ហាញទម្រង់ល្អក្នុងការប្រកួតជាមួយមនុស្សនៅក្នុងវិស័យជាច្រើន ដូចជា ការយល់ដឹងពីរូបភាព ឬការយល់ពីសំឡេង។ ក្នុងទសវត្សចុងក្រោយ ពាក្យបញ្ញាសិប្បនិម្មិតត្រូវបានប្រើប្រាស់ជាសមីការជាមួយបណ្តាញប្រសាទ ព្រោះចំាងជោគជ័យ AI ដែលយើងបានដឹងអំពីភាគច្រើនមានមូលដ្ឋានលើវា។ + +យើងអាចមើលឃើញការប្រែប្រួលនៃវិធីសាស្ត្រចំពោះកម្មវិធីលេងស៊ុតចៀក៖ + +* កម្មវិធីលេងស៊ុតចៀកដំបូងៗផ្អែកលើការស្វែងរក - កម្មវិធីព្យាយាមប៉ាន់ស្មានចលនាសមត្ថភាពរបស់សត្រូវសម្រាប់ចលនាដ៏អាចធ្វើបានមួយចំនួន ហើយជ្រើសរើសចលនាល្អបំផុតដើម្បីទទួលការតាំងរូបភាពល្អ។ វានាំឲ្យមានអាល់ហ្គរីធម៍ស្វែងរកហៅថា [alpha-beta pruning](https://en.wikipedia.org/wiki/Alpha%E2%80%93beta_pruning)។ +* យុទ្ធសាស្ត្រស្វែងរកដំណើរការល្អនៅចុងហ្គេម ដែលមូលដ្ឋានលើចំនួនចលនាអាចធ្វើបានមានកំណត់។ ទោះជា ពីការចាប់ផ្តើមហ្គេម ចន្លោះស្វែងរកធំធេង ហើយអាល់ហ្គរីធម៍អាចត្រូវបានបង្កើតឡើងល្អជាងនេះដោយសិក្សាពីការប្រកួតរវាងកីឡាករមនុស្ស។ ការវាយតម្លៃបន្ទាប់បានប្រើ [case-based reasoning](https://en.wikipedia.org/wiki/Case-based_reasoning) ដើម្បីស្វែងរកករណីនៅក្នុងខ្នាតចំណេះដឹងជិតស្និទនឹងទីតាំងបច្ចុប្បន្ននៅក្នុងហ្គេម។ +* កម្មវិធីសម័យទំនើបដែលឈ្នះលើកីឡាករមនុស្សផ្អែកលើបណ្តាញប្រសាទ និង [reinforcement learning](https://en.wikipedia.org/wiki/Reinforcement_learning) ដែលកម្មវិធីរៀនលេងដោយខ្លួនឯងជាច្រើននៅពេលណាមួយ ហើយរៀនពីកំហុសផ្ទាល់ខ្លួន - ដូចមនុស្សរៀនលេងស៊ុតចៀក។ ទោះជាយ៉ាងណា កម្មវិធីកុំព្យូទ័រអាចលេងហ្គេមច្រើនជាងយ៉ាងខ្លាំងក្នុងពេលតិច ជាបណ្ដាលឲ្យវាអាចរៀនបានលឿនជាង។ + +✅ សូមស្រាវជ្រាវពីហ្គេមផ្សេងៗដែល AI បានលេង។ + +ដូចគ្នា អាចឃើញការផ្លាស់ប្តូររបៀបនៅក្នុងការបង្កើតកម្មវិធី "និយាយ" (ដែលអាចឆ្លងតេស្ត Turing) : + +* កម្មវិធីដំបូងៗដូចជា [Eliza](https://en.wikipedia.org/wiki/ELIZA) ផ្អែកលើច្បាប់វេយ្យាករណ៍សាមញ្ញបំផុត និងកែប្រែប្រយោគបញ្ចូលទៅជាសំណួរ។ +* ជំនួយការសម័យថ្មីៗដូច Cortana, Siri ឬ Google Assistant ជាប្រព័ន្ធផ្សំ ផ្ទុកប្រើបណ្តាញប្រសាទ ដើម្បីបំលែងសំឡេងទៅអត្ថបទ និងរៀបរាប់ចេតនារបស់យើង បន្ទាប់ហេតុផល ឬ កម្មវិធីច្បាស់លាស់ក្នុងការអនុវត្តន៍សកម្មភាពចាំបាច់។ +* អនាគត យើងអាចរំពឹងបានគំរូបណ្តាញប្រសាទពេញលេញមួយ សម្រាប់ដោះស្រាយការជជែកដោយខ្លួនឯង។ GPT និង [Turing-NLG](https://www.microsoft.com/research/blog/turing-nlg-a-17-billion-parameter-language-model-by-microsoft) ជាលំនាំមួយរបស់បណ្តាញប្រសាទថា របួសនៃជោគជ័យ។ + +ការវិវត្តនៃសាកល្បង Turing +> រូបភាពដោយ Dmitry Soshnikov, [រូបថត](https://unsplash.com/photos/r8LmVbUKgns) ដោយ [Marina Abrosimova](https://unsplash.com/@abrosimova_marina_foto), Unsplash + +## ការស្រាវជ្រាវ AI ថ្មីៗ + +កំណើនធំទូលាយចុងក្រោយក្នុងការស្រាវជ្រាវបណ្តាញប្រសាទបានចាប់ផ្តើមជុំវិញឆ្នាំ 2010 នៅពេលដែលឯកសារសាធារណៈធំៗបានចាប់ផ្តើមមានស្រេច។ អំពីការប្រមូលរូបភាពជាច្រើនហៅថា [ImageNet](https://en.wikipedia.org/wiki/ImageNet) ដែលមានរូបភាពបម្រាស់ប្រហែល 14លានបានបង្កើតជាច្រកចូលសម្រាប់ [ImageNet Large Scale Visual Recognition Challenge](https://image-net.org/challenges/LSVRC/)។ + +![ILSVRC Accuracy](../../../../lessons/1-Intro/images/ilsvrc.gif) + +> រូបភាពដោយ [Dmitry Soshnikov](http://soshnikov.com) + +នៅឆ្នាំ 2012, [បណ្តាញប្រសាទ Convolutional Neural Networks](../4-ComputerVision/07-ConvNets/README.md) ត្រូវបានប្រើលើកដំបូងសម្រាប់ចាត់ថ្នាក់រូបភាពដែលនាំឲ្យកំហុសចាត់ថ្នាក់ធ្លាក់យ៉ាងគាប់ចិត្ត (ចាប់ពីបង្គោល 30% ទៅកាន់16.4%)។ នៅឆ្នាំ 2015, រចនាសម្ព័ន្ធ ResNet ពី Microsoft Research [បានទទួលភាពត្រឹមត្រូវនៅកម្រិតមនុស្ស](https://doi.org/10.1109/ICCV.2015.123)។ + +ចាប់តាំងពីពេលនោះ បណ្តាញប្រសាទបានបង្ហាញនូវសមត្ថភាពជោគជ័យខ្ពស់ក្នុងភារកិច្ចជាច្រើន៖ + +--- + +ឆ្នាំ | ទទួលបានភាពស្មើមនុស្ស +-----|-------- +2015 | [ចាត់ថ្នាក់រូបភាព](https://doi.org/10.1109/ICCV.2015.123) +2016 | [ការទទួលសម្លេងបែបសន្ទនាគ្នា](https://arxiv.org/abs/1610.05256) +2018 | [ការបកប្រែយានយន្តស្វ័យប្រវត្តិ](https://arxiv.org/abs/1803.05567) (ចិនទៅអង់គ្លេស) +2020 | [ការរៀបរាប់រូបភាព](https://arxiv.org/abs/2009.13682) + +ក្នុងរយៈពេលប៉ុន្មានឆ្នាំចុងក្រោយនេះ យើងបានឃើញជោគជ័យដ៏ធំធេងជាមួយម៉ូដែលភាសាធំៗ ដូចជា BERT និង GPT-3។ នេះកើតឡើងចម្បងដោយសារតែមានទិន្នន័យអត្ថបទទូទៅច្រើនដែលអាចអនុញ្ញាតឲ្យយើងបណ្តុះបណ្តាលម៉ូដែល ដើម្បីចាប់យករចនាសម្ព័ន្ធ និងអត្ថន័យនៃអត្ថបទ បណ្តុះបណ្តាលពួកវា លើការប្រមូលអត្ថបទទូទៅ ហើយបន្ទាប់មកពិសេសអោយម៉ូដែលទាំងនោះសម្រាប់ភារកិច្ចជាក់លាក់ជាងនេះ។ យើងនឹងរៀនបន្ថែមអំពី [ការបដិសេធភាសាធម្មជាតិ](../5-NLP/README.md) បន្ដទៀតនៅវគ្គនេះ។ + +## 🚀 챌린지 + +ធ្វើដំណើរស្វែងរកអ៊ីនធឺណិតដើម្បីកំណត់ថា នៅតាមមើលរបស់អ្នក AI ត្រូវបានប្រើប្រាស់យ៉ាងមានប្រសិទ្ធភាពនៅឯណា។ តើវាជាកម្មវិធីរៀបចំផែនទី បច្ចេកវិទ្យាសំឡេងទៅអត្ថបទ ឬហ្គេមវីដេអូវ៉ា? ស្រាវជ្រាវពីរបៀបដែលប្រព័ន្ធត្រូវបានបង្កើតឡើង។ + +## [សំណួរបន្ទាប់មកជប់](https://ff-quizzes.netlify.app/en/ai/quiz/2) + +## ពិនិត្យឡើងវិញ និង សិក្សាផ្ទាល់ខ្លួន + +ពិនិត្យប្រវត្តិការរបស់ AI និង ML ដោយអានតាមរយៈ [មេរៀននេះ](https://github.com/microsoft/ML-For-Beginners/tree/main/1-Introduction/2-history-of-ML)។ ជ្រើសរើសធាតុមួយពីសកេតណូតនៅចំណុចខាងលើនៃមេរៀននោះ ឬនេះ ហើយស្រាវជ្រាវវាឱ្យជ្រាលជ្រៅឡើង ដើម្បីយល់ពីបរិបទវប្បធម៌ដែលជំរុញអោយវាកើតមានចំណែក។ + +**កិច្ចការងារ**: [Game Jam](assignment.md) + +--- + + +**ការធ្វើច្បាប់**៖ +ឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈពេលដែលយើងខិតខំបំពាក់ភាពត្រឹមត្រូវ សូមយល់ដឹងថាការបកប្រែដោយស្វ័យប្រវត្តិអាចមានកំហុសឬភាពមិនត្រឹមត្រូវខ្លះ។ ឯកសារដើមក្នុងភាសាដើមគួរត្រូវបានគិតថាជា ប្រភពផ្លូវការជាចម្បង។ សម្រាប់ព័ត៌មានសំខាន់ៗ ភាសាបកប្រែដោយមនុស្សជំនាញគឺត្រូវបានណែនាំ។ យើងមិនមានកាតព្វកិច្ចចំពោះការយល់ច្រឡំ ឬការប្រែរូបន័យខុសពីការប្រើប្រាស់ការបកប្រែនេះឡើយ។ + \ No newline at end of file diff --git a/translations/km/lessons/1-Intro/assignment.md b/translations/km/lessons/1-Intro/assignment.md new file mode 100644 index 00000000..321bd522 --- /dev/null +++ b/translations/km/lessons/1-Intro/assignment.md @@ -0,0 +1,10 @@ +# ការប្រកួតលេងហ្គេម + +ហ្គេមជាលំហដែលត្រូវបានដឹកនាំយ៉ាងខ្លាំងដោយការវិវឌ្ឍន៍នៅក្នុង AI និង ML។ ក្នុងកិច្ចការនេះ សូមសរសេរអត្ថបទខ្លីអំពីហ្គេមមួយដែលអ្នកចូលចិត្តដែលបានទទួលឥទ្ធិពលពីការវិវឌ្ឍន៍ AI។ វាគួរតែជាហ្គេមចាស់គEnoughផងដែរដើម្បីបានទទួលឥទ្ធិពលពីប្រព័ន្ធដំណើរការកុំព្យូទ័រជាច្រើនប្រភេទ។ ឧទាហរណ៍ល្អគឺ Chess ឬ Go ប៉ុន្តែអ្នកក៏អាចមើលទៅហ្គេមវីដេអូច្រើនដូចជា pong រឺ Pac-Man ផងដែរ។ សូមសរសេរអត្ថបទមួយដែលពិភាក្សាអំពីអតីតកាល បច្ចុប្បន្នភាព និងអនាគត AI របស់ហ្គេមនោះ។ + +--- + + +**ការពន្យល់​ពី​កំហុស**៖ +ឯកសារ​នេះ​ត្រូវ​បាន​បកប្រែ​ដោយ​ប្រើ​សេវាកម្ម​បកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈ​ពេល​យើងខិតខំ​ប្រឹងប្រែង​សម្រាប់​ការពិត​ច្បាស់ សូម​យល់ដឹង​ថា​បកប្រែ​ដោយ​ស្វ័យប្រវត្តិ​អាច​មាន​បញ្ហា​កំហុស ឬ ការ​ខ្វះខាត​នៅ​ក្នុង​វា។ ឯកសារ​ដើម​នៅ​នៅ​ភាសា​ដើម​គួរត្រូវបាន​គេ​រាប់​ប៉ុន្តែ​ជា​ឯកសារ​ដើម​ដែល​មាន​អំណាច​ដែល​គួរ​ឱ្យ​ជឿទុក​ចិត្ត។ សម្រាប់​ព័ត៌មាន​សំខាន់ៗ ការ​បកប្រែ​ដោយ​មនុស្ស​ជំនាញ​ត្រូវ​បាន​ណែនាំ។ យើង​មិនទទួល​ខុសត្រូវ​សម្រាប់​ការ​យល់​ច្រឡំ ឬ​ការ​បកប្រែ​ខុស​កើត​ចេញ​ពី​ការ​ប្រើ​ប្រាស់​បកប្រែ​នេះឡើយ។ + \ No newline at end of file diff --git a/translations/km/lessons/2-Symbolic/Animals.ipynb b/translations/km/lessons/2-Symbolic/Animals.ipynb new file mode 100644 index 00000000..f73dc38f --- /dev/null +++ b/translations/km/lessons/2-Symbolic/Animals.ipynb @@ -0,0 +1,471 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "# ការអនុវត្តប្រព័ន្ធឯកទេសសត្វ\n", + "\n", + "ឧទាហរណ៍មួយពី [AI for Beginners Curriculum](http://github.com/microsoft/ai-for-beginners)។\n", + "\n", + "ក្នុងគំរូនេះ យើងនឹងអនុវត្តប្រព័ន្ធមូលដ្ឋានចំណេះដឹងសាមញ្ញមួយដើម្បីកំណត់សត្វមួយដោយផ្អែកលើលក្ខណៈរឹងរាងខ្លះៗ។ ប្រព័ន្ធអាចត្រូវបានតំណាងដោយដើមឈើ AND-OR ខាងក្រោម (នេះគឺជាផ្នែកមួយនៃដើមឈើទាំងមូល មាយើងអាចបន្ថែមច្បាប់បានកាន់តែច្រើន): \n", + "\n", + "![](../../../../translated_images/km/AND-OR-Tree.5592d2c70187f283.webp)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## របៀបផ្ទាល់ខ្លួនរបស់យើងសម្រាប់ប្រព័ន្ធឯកទេសជាមួយការអនុReasonត្រឡប់ក្រោយ\n", + "\n", + "ចង់សាកល្បងកំណត់ភាសារបស់យើងសម្រាប់តំណាងចំណេះដឹងនៅលើច្បាប់ផលិតផល។ យើងនឹងប្រើថ្នាក់ Python ជាគោលពាក្យដើម្បីកំណត់ច្បាប់។ មានប្រភេទថ្នាក់ 3 ជាចម្បង៖\n", + "* `Ask` តំណាងឱ្យសំណួរដែលត្រូវការប៉ាន់ប្រមាណពីអ្នកប្រើ។ វាមានសំណុំចម្លើយដែលអាចមានទៅ។\n", + "* `If` តំណាងឱ្យច្បាប់មួយ ហើយវាជារូបមន្តសុទ្ធសម្រាប់ផ្ទុកមាតិកាច្បាប់។\n", + "* `AND`/`OR` ជាថ្នាក់សម្រាប់តំណាងឱ្យសាខា AND/OR របស់ដើមឈើ។ ពួកវាត្រឹមតែផ្ទុកបញ្ជីអាគុយម៉ង់នៅខាងក្នុង។ ដើម្បីធ្វើឱ្យកូដងាយស្រួល សមត្ថភាពទាំងអស់ត្រូវបានកំណត់នៅថ្នាក់មេ `Content`។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "trusted": true + }, + "outputs": [], + "source": [ + "class Ask():\n", + " def __init__(self,choices=['y','n']):\n", + " self.choices = choices\n", + " def ask(self):\n", + " if max([len(x) for x in self.choices])>1:\n", + " for i,x in enumerate(self.choices):\n", + " print(\"{0}. {1}\".format(i,x),flush=True)\n", + " x = int(input())\n", + " return self.choices[x]\n", + " else:\n", + " print(\"/\".join(self.choices),flush=True)\n", + " return input()\n", + "\n", + "class Content():\n", + " def __init__(self,x):\n", + " self.x=x\n", + " \n", + "class If(Content):\n", + " pass\n", + "\n", + "class AND(Content):\n", + " pass\n", + "\n", + "class OR(Content):\n", + " pass" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "នៅក្នុងប្រព័ន្ធរបស់យើង ចំណែកអនុស្សរណៈការងារនឹងមានបញ្ជីនៃ **ការពិត** ដូចជា **គូទ្រង់ទ្រាយ-តម្លៃ**។ មូលដ្ឋានចំណេះដឹងអាចត្រូវបានពិចារណាវាជាអក្សរកថាធំមួយដែលភ្ជាប់សកម្មភាព (ការពិតថ្មីដែលគួរត្រូវបានបញ្ចូលក្នុងចំណែកអនុស្សរណៈការងារ) ទៅនឹងលក្ខខណ្ឌ ដែលបង្ហាញជា​ សមីការចុងក្រោយ AND-OR។ ហេតុបីឡើយ ការពិតខ្លះអាចត្រូវបាន `Ask`-នៅបាន។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "trusted": true + }, + "outputs": [], + "source": [ + "rules = {\n", + " 'default': Ask(['y','n']),\n", + " 'color' : Ask(['red-brown','black and white','other']),\n", + " 'pattern' : Ask(['dark stripes','dark spots']),\n", + " 'mammal': If(OR(['hair','gives milk'])),\n", + " 'carnivor': If(OR([AND(['sharp teeth','claws','forward-looking eyes']),'eats meat'])),\n", + " 'ungulate': If(['mammal',OR(['has hooves','chews cud'])]),\n", + " 'bird': If(OR(['feathers',AND(['flies','lies eggs'])])),\n", + " 'animal:monkey' : If(['mammal','carnivor','color:red-brown','pattern:dark spots']),\n", + " 'animal:tiger' : If(['mammal','carnivor','color:red-brown','pattern:dark stripes']),\n", + " 'animal:giraffe' : If(['ungulate','long neck','long legs','pattern:dark spots']),\n", + " 'animal:zebra' : If(['ungulate','pattern:dark stripes']),\n", + " 'animal:ostrich' : If(['bird','long nech','color:black and white','cannot fly']),\n", + " 'animal:pinguin' : If(['bird','swims','color:black and white','cannot fly']),\n", + " 'animal:albatross' : If(['bird','flies well'])\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ដើម្បីធ្វើការ​អនុញ្ញាណផ្ទុយក្រោយ យើងនឹងកំណត់ថ្នាក់ `Knowledgebase`។ វានឹងមាន៖\n", + "* `memory` កំពុងធ្វើការ - ជាផ្លូវដំណាក់ដែលភ្ជាប់លទ្ធផលទៅកាន់តម្លៃ\n", + "* `rules` នៃ Knowledgebase នៅក្នុងទ្រង់ទ្រាយដូចបានកំណត់ខាងលើ\n", + "\n", + "វិធីសាស្រ្តសំខាន់ពីរ គឺ៖\n", + "* `get` ដើម្បីទទួលបានតម្លៃនៃអេត្រ៊ីប៊ុតមួយ បំពេញការអនុញ្ញាណបើចាំបាច់។ ឧទាហរណ៍ `get('color')` នឹងទទួលបានតម្លៃនៃចំណុចពណ៌ (វានឹងសួរបើចាំបាច់ ហើយរក្សាទុកតម្លៃសម្រាប់ប្រើប្រាស់បន្ទាប់ក្នុង memory កំពុងធ្វើការ)។ បើយើងសួរ `get('color:blue')` វានឹងសួរពណ៌ ហើយបើកមកតម្លៃ `y`/`n` អាស្រ័យលើយ៉ាងពណ៌។\n", + "* `eval` ប្រតិបត្តិការអនុញ្ញាណពិតប្រាកដ គឺ ដំណើរការលើឈើ AND/OR ការវាយតម្លៃរងគោលបំណង ដូចជា។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "trusted": true + }, + "outputs": [], + "source": [ + "class KnowledgeBase():\n", + " def __init__(self,rules):\n", + " self.rules = rules\n", + " self.memory = {}\n", + " \n", + " def get(self,name):\n", + " if ':' in name:\n", + " k,v = name.split(':')\n", + " vv = self.get(k)\n", + " return 'y' if v==vv else 'n'\n", + " if name in self.memory.keys():\n", + " return self.memory[name]\n", + " for fld in self.rules.keys():\n", + " if fld==name or fld.startswith(name+\":\"):\n", + " # print(\" + proving {}\".format(fld))\n", + " value = 'y' if fld==name else fld.split(':')[1]\n", + " res = self.eval(self.rules[fld],field=name)\n", + " if res!='y' and res!='n' and value=='y':\n", + " self.memory[name] = res\n", + " return res\n", + " if res=='y':\n", + " self.memory[name] = value\n", + " return value\n", + " # field is not found, using default\n", + " res = self.eval(self.rules['default'],field=name)\n", + " self.memory[name]=res\n", + " return res\n", + " \n", + " def eval(self,expr,field=None):\n", + " # print(\" + eval {}\".format(expr))\n", + " if isinstance(expr,Ask):\n", + " print(field)\n", + " return expr.ask()\n", + " elif isinstance(expr,If):\n", + " return self.eval(expr.x)\n", + " elif isinstance(expr,AND) or isinstance(expr,list):\n", + " expr = expr.x if isinstance(expr,AND) else expr\n", + " for x in expr:\n", + " if self.eval(x)=='n':\n", + " return 'n'\n", + " return 'y'\n", + " elif isinstance(expr,OR):\n", + " for x in expr.x:\n", + " if self.eval(x)=='y':\n", + " return 'y'\n", + " return 'n'\n", + " elif isinstance(expr,str):\n", + " return self.get(expr)\n", + " else:\n", + " print(\"Unknown expr: {}\".format(expr))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ឥឡូវនេះ ចូរយើងកំណត់មូលដ្ឋានចំណេះដឹងសត្វរបស់យើង ហើយអនុវត្តការប្រឹក្សាសុខភាព។ សូមគោរពថា ការហៅនេះនឹងសួរអ្នក។ អ្នកអាចឆ្លើយដោយវាយ `y`/`n` សម្រាប់សំណួរមានចម្លើយបាទ-ទេ ឬដោយបញ្ជាក់លេខ (0..N) សម្រាប់សំណួរដែលមានចម្លើយជាច្រើនជំរើស។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "hair\n", + "y/n\n", + "sharp teeth\n", + "y/n\n", + "claws\n", + "y/n\n", + "forward-looking eyes\n", + "y/n\n", + "color\n", + "0. red-brown\n", + "1. black and white\n", + "2. other\n", + "has hooves\n", + "y/n\n", + "long neck\n", + "y/n\n", + "long legs\n", + "y/n\n", + "pattern\n", + "0. dark stripes\n", + "1. dark spots\n" + ] + }, + { + "data": { + "text/plain": [ + "'giraffe'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "kb = KnowledgeBase(rules)\n", + "kb.get('animal')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ការប្រើប្រាស់ Experta សម្រាប់ការបន្លាស់បញ្ញា​មុខ​ទៅ​មុខ\n", + "\n", + "ក្នុងឧទាហរណ៍ក្រោយនេះ យើងនឹងព្យាយាមអនុវត្តការបន្លាស់បញ្ញាមុខទៅមុខដោយប្រើម៉ាស៊ីនមួយនៃបណ្ណាល័យសម្រាប់ការបង្ហាញចំណេះដឹង, [Experta](https://github.com/nilp0inter/experta). **Experta** គឺជាបណ្ណាល័យសម្រាប់បង្កើតប្រព័ន្ធបន្លាស់បញ្ញា​មុខទៅ​មុខក្នុងភាសា Python ដែលបានរចនាឡើងអោយស្រដៀងទៅនឹងប្រព័ន្ធបុរាណ [CLIPS](http://www.clipsrules.net/index.html)។\n", + "\n", + "យើងក៏អាចអនុវត្តឱ្យគេបន្លាស់បញ្ញា​ជំហៀងមុខដោយខ្លួនឯងដោយគ្មានបញ្ហាច្រើនទេ ប៉ុន្តែការអនុវត្តឲ្យសាមញ្ញជារឿយៗមិនមានប្រសិទ្ធភាពខ្លាំង។ ដើម្បីធ្វើការចូលគ្នានូវច្បាប់បានមានប្រសិទ្ធភាព សិក្សាការបើកបង្កើត​គាត់មេរៀនពិសេសមួយដែលហៅថា [Rete](https://en.wikipedia.org/wiki/Rete_algorithm) ត្រូវបានប្រើ។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting git+https://github.com/nilp0inter/experta\n", + " Cloning https://github.com/nilp0inter/experta to /tmp/pip-req-build-7qurtwk3\n", + " Running command git clone --filter=blob:none --quiet https://github.com/nilp0inter/experta /tmp/pip-req-build-7qurtwk3\n", + " Resolved https://github.com/nilp0inter/experta to commit c6d5834b123861f5ae09e7d07027dc98bec58741\n", + " Installing build dependencies ... \u001b[?25ldone\n", + "\u001b[?25h Getting requirements to build wheel ... \u001b[?25ldone\n", + "\u001b[?25h Preparing metadata (pyproject.toml) ... \u001b[?25ldone\n", + "\u001b[?25hRequirement already satisfied: frozendict~=2.4.6 in /opt/conda/envs/ai4beg/lib/python3.12/site-packages (from experta==1.9.5.dev1) (2.4.7)\n", + "Collecting schema~=0.6.7 (from experta==1.9.5.dev1)\n", + " Downloading schema-0.6.8-py2.py3-none-any.whl.metadata (14 kB)\n", + "Downloading schema-0.6.8-py2.py3-none-any.whl (14 kB)\n", + "Building wheels for collected packages: experta\n", + " Building wheel for experta (pyproject.toml) ... \u001b[?25ldone\n", + "\u001b[?25h Created wheel for experta: filename=experta-1.9.5.dev1-py3-none-any.whl size=34804 sha256=888c459512a5e713f4b674caa9a0f96cfdf07ec0d6eb56cc318ce0653d218014\n", + " Stored in directory: /tmp/pip-ephem-wheel-cache-1eeii9zy/wheels/3d/e8/bb/22d7956359603fa8dd679aa09f5b8efb3f29991c3986fdc787\n", + "Successfully built experta\n", + "Installing collected packages: schema, experta\n", + "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m2/2\u001b[0m [experta]\n", + "\u001b[1A\u001b[2KSuccessfully installed experta-1.9.5.dev1 schema-0.6.8\n" + ] + } + ], + "source": [ + "import sys\n", + "!{sys.executable} -m pip install git+https://github.com/nilp0inter/experta" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "trusted": true + }, + "outputs": [], + "source": [ + "from experta import *\n", + "#import experta" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "យើងនឹងកំណត់ប្រព័ន្ធរបស់យើងជា class មួយដែលជាកូនថ្នាក់ `KnowledgeEngine`។ បទប្បញ្ញត្តិមួយៗត្រូវបានកំណត់ដោយមុខងារផ្សេងគ្នាមួយដែលមានអត្ថាធិប្បាយ `@Rule` ដែលបញ្ជាក់ពេលដែលបទប្បញ្ញត្តิควรទទួលបានការបើកដំណើរការ។ នៅក្នុងបទប្បញ្ញត្តិ យើងអាចបន្ថែមព្រឹត្តិការណ៍ថ្មីៗដោយប្រើមុខងារ `declare` ហើយការបន្ថែមព្រឹត្តិការណ៍ទាំងនោះនឹងធ្វើឱ្យមានបទប្បញ្ញត្តិច្រើនទៀតត្រូវបានហៅដោយម៉ាស៊ីនទំនាក់ទំនងមុខមាត់បន្ដ។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "trusted": true + }, + "outputs": [], + "source": [ + "class Animals(KnowledgeEngine):\n", + " @Rule(OR(\n", + " AND(Fact('sharp teeth'),Fact('claws'),Fact('forward looking eyes')),\n", + " Fact('eats meat')))\n", + " def cornivor(self):\n", + " self.declare(Fact('carnivor'))\n", + " \n", + " @Rule(OR(Fact('hair'),Fact('gives milk')))\n", + " def mammal(self):\n", + " self.declare(Fact('mammal'))\n", + "\n", + " @Rule(Fact('mammal'),\n", + " OR(Fact('has hooves'),Fact('chews cud')))\n", + " def hooves(self):\n", + " self.declare('ungulate')\n", + " \n", + " @Rule(OR(Fact('feathers'),AND(Fact('flies'),Fact('lays eggs'))))\n", + " def bird(self):\n", + " self.declare('bird')\n", + " \n", + " @Rule(Fact('mammal'),Fact('carnivor'),\n", + " Fact(color='red-brown'),\n", + " Fact(pattern='dark spots'))\n", + " def monkey(self):\n", + " self.declare(Fact(animal='monkey'))\n", + "\n", + " @Rule(Fact('mammal'),Fact('carnivor'),\n", + " Fact(color='red-brown'),\n", + " Fact(pattern='dark stripes'))\n", + " def tiger(self):\n", + " self.declare(Fact(animal='tiger'))\n", + "\n", + " @Rule(Fact('ungulate'),\n", + " Fact('long neck'),\n", + " Fact('long legs'),\n", + " Fact(pattern='dark spots'))\n", + " def giraffe(self):\n", + " self.declare(Fact(animal='giraffe'))\n", + "\n", + " @Rule(Fact('ungulate'),\n", + " Fact(pattern='dark stripes'))\n", + " def zebra(self):\n", + " self.declare(Fact(animal='zebra'))\n", + "\n", + " @Rule(Fact('bird'),\n", + " Fact('long neck'),\n", + " Fact('cannot fly'),\n", + " Fact(color='black and white'))\n", + " def straus(self):\n", + " self.declare(Fact(animal='ostrich'))\n", + "\n", + " @Rule(Fact('bird'),\n", + " Fact('swims'),\n", + " Fact('cannot fly'),\n", + " Fact(color='black and white'))\n", + " def pinguin(self):\n", + " self.declare(Fact(animal='pinguin'))\n", + "\n", + " @Rule(Fact('bird'),\n", + " Fact('flies well'))\n", + " def albatros(self):\n", + " self.declare(Fact(animal='albatross'))\n", + " \n", + " @Rule(Fact(animal=MATCH.a))\n", + " def print_result(self,a):\n", + " print('Animal is {}'.format(a))\n", + " \n", + " def factz(self,l):\n", + " for x in l:\n", + " self.declare(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ពេលដែលយើងបានកំណត់មូលដ្ឋានចំណេះដឹងមួយហើយ យើងបញ្ចូលច្រកចម្លងការងាររបស់យើងជាមួយនឹងត-Thនៃដើមហើយបន្ទាប់មកហៅមេធង់ `run()` ដើម្បីអនុវត្តន៍ការសន្និដ្ឋាន។ អ្នកអាចមើលឃើញជាលទ្ធផលថា ត-Thនៃដែលបានសន្និដ្ឋានថ្មីត្រូវបានបន្ថែមចូលទៅក្នុងច្រកចម្លងការងារ រួមមានត-Thនៃចុងក្រោយអំពីសត្វ (បើសិនជាយើងបានដាក់កម្រិតនូវត-Thនៃដើមទាំងអស់យ៉ាងត្រឹមត្រូវ)។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Animal is tiger\n" + ] + }, + { + "data": { + "text/plain": [ + "FactList([(0, InitialFact()),\n", + " (1, Fact(color='red-brown')),\n", + " (2, Fact(pattern='dark stripes')),\n", + " (3, Fact('sharp teeth')),\n", + " (4, Fact('claws')),\n", + " (5, Fact('forward looking eyes')),\n", + " (6, Fact('gives milk')),\n", + " (7, Fact('mammal')),\n", + " (8, Fact('carnivor')),\n", + " (9, Fact(animal='tiger'))])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ex1 = Animals()\n", + "ex1.reset()\n", + "ex1.factz([\n", + " Fact(color='red-brown'),\n", + " Fact(pattern='dark stripes'),\n", + " Fact('sharp teeth'),\n", + " Fact('claws'),\n", + " Fact('forward looking eyes'),\n", + " Fact('gives milk')])\n", + "ex1.run()\n", + "ex1.facts" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n\n\n**ការ​ដោះ​ល្បែង**៖ \nឯកសារ​នេះ​ត្រូវ​បាន​បកប្រែ​ដោយ​ប្រើសេវាកម្ម​បកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈពេល​យើង​ព្យាយាម​រក្សា​កម្រិត​ភាព​ត្រឹមត្រូវ សូម​ចំណាំថា​ការ​បកប្រែ​ដោយស្វ័យប្រវត្តិ​អាច​មាន​កំហុស ឬ​ការខកខាន​បាន។ ឯកសារ​ដើម​ក្នុង​ភាសា​ដើម​ជា​ឯកសារ​គោល​ជាក់ស្តែង​ដែលគួរត្រូវ​បាន​យកចិត្តទុកដាក់។ សម្រាប់​ព័ត៌មាន​សំខាន់ៗ សូម​អនុញ្ញាត​ឲ្យអ្នក​បកប្រែ​មនុស្ស​អាជីព​ធ្វើការ​បកប្រែ។ យើង​មិនទទួល​ភារកិច្ចចំពោះ​ការយល់ច្រឡំ ឬ​ការបកស្រាយខុសពី​ការ​ប្រើប្រាស់​ការ​បកប្រែនេះឡើយ។\n\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.7.4 64-bit (conda)", + "metadata": { + "interpreter": { + "hash": "86193a1ab0ba47eac1c69c1756090baa3b420b3eea7d4aafab8b85f8b312f0c5" + } + }, + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/translations/km/lessons/2-Symbolic/FamilyOntology.ipynb b/translations/km/lessons/2-Symbolic/FamilyOntology.ipynb new file mode 100644 index 00000000..6d3b6c18 --- /dev/null +++ b/translations/km/lessons/2-Symbolic/FamilyOntology.ipynb @@ -0,0 +1,589 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "# អង្គភាពទំនាក់ទំនងគ្រួសារ\n", + "\n", + "ឧទាហរណ៍នេះជាផ្នែកមួយនៃ [កម្រងសូត្រសម្រាប់អ្នកចាប់ផ្តើម AI](http://github.com/microsoft/ai-for-beginners) ហើយវាត្រូវបានបណ្តាដោយខ្ទង់ពី [អត្ថបទប្លុកនេះ](https://habr.com/post/270857/)។\n", + "\n", + "ខ្ញុំតែងតែមានការលំបាកក្នុងការចងចាំទំនាក់ទំនងផ្សេងៗរវាងមនុស្សក្នុងគ្រួសារ។ នៅក្នុងឧទាហរណ៍នេះ យើងនឹងយកអង្គភាពដែលកំណត់ទំនាក់ទំនងគ្រួសារ និងដើមឈើពូជសាស្ត្រពិតប្រាកដ ហើយបង្ហាញពីរបៀបដែលយើងអាចអនុវត្តន៍ការសន្និដ្ឋានស្វ័យប្រវត្តិក្នុងការស្វែងរកអ្នកសាច់ញាតិទាំងអស់។\n", + "\n", + "### ទទួលបានដើមឈើពូជសាស្ត្រ\n", + "\n", + "ជាឧទាហរណ៍ យើងនឹងយកដើមឈើពូជសាស្ត្ររបស់ [គ្រួសារព្រះរាជរ៉ូម៉ាណូវ](https://en.wikipedia.org/wiki/House_of_Romanov)។ ទ្រង់ទ្រាយទូទៅបំផុតសម្រាប់ការពិពណ៌នាទំនាក់ទំនងគ្រួសារគឺ [GEDCOM](https://en.wikipedia.org/wiki/GEDCOM)។ យើងនឹងយកដើមឈើគ្រួសាររ៉ូម៉ាណូវក្នុងទ្រង់ទ្រាយ GEDCOM៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 HEAD\n", + "1 CHAR UTF8\n", + "1 GEDC\n", + "2 VERS 5.5\n", + "0 @0@ INDI\n", + "1 NAME Mihail Fedorovich /Romanov/\n", + "1 SEX M\n", + "1 BIRT\n", + "2 DATE 1613\n", + "1 DEAT \n", + "2 DATE 1645\n", + "1 FAMS @41@\n", + "0 @1@ INDI\n", + "1 NAME Evdokija Lukjanovna /Streshneva/\n", + "1 SEX F\n" + ] + } + ], + "source": [ + "!head -15 data/tsars.ged" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ដើម្បីប្រើឯកសារ GEDCOM យើងអាចប្រើបណ្ណាល័យ `python-gedcom`:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting python-gedcom\n", + " Downloading python_gedcom-1.0.0-py2.py3-none-any.whl (35 kB)\n", + "Installing collected packages: python-gedcom\n", + "Successfully installed python-gedcom-1.0.0\n" + ] + } + ], + "source": [ + "import sys\n", + "!{sys.executable} -m pip install python-gedcom" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "បណ្ណាល័យនេះយកចេញពីបញ្ហាបច្ចេកទេសខ្លះៗដែលពាក់ព័ន្ធនឹងការបកប្រែឯកសារ ប៉ុន្តែវានៅតែផ្តល់ឱ្យយើងនូវការចូលដំណើរការដល់មនុស្សម្នាក់ៗ និងគ្រួសារទាំងអស់ក្នុងមើលដូចជាប្រភេទទាប។ នេះគឺជារបៀបដែលយើងអាចបកប្រែកាតាសកម្ម និងបង្ហាញបញ្ជីមនុស្សគ្រប់រូប៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "trusted": true + }, + "outputs": [], + "source": [ + "from gedcom.parser import Parser\n", + "from gedcom.element.individual import IndividualElement\n", + "from gedcom.element.family import FamilyElement\n", + "g = Parser()\n", + "g.parse_file('data/tsars.ged')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "scrolled": true, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[('@0@', ('Mihail Fedorovich', 'Romanov')),\n", + " ('@1@', ('Evdokija Lukjanovna', 'Streshneva')),\n", + " ('@2@', ('Aleksej Mihajlovich', 'Romanov')),\n", + " ('@3@', ('Marija Ilinichna', 'Miloslavskaja')),\n", + " ('@4@', ('Natalja Kirillovna', 'Naryshkina')),\n", + " ('@5@', ('Marfa Matveevna', 'Apraksina')),\n", + " ('@6@', ('Fedor Alekseevich', 'Romanov')),\n", + " ('@7@', ('Sofja Aleksevna', 'Romanova')),\n", + " ('@8@', ('Ivan V Alekseevich', 'Romanov')),\n", + " ('@9@', ('Praskovja Fedorovna', 'Saltykova')),\n", + " ('@10@', ('Ekaterina Ivanovna', 'Romanova')),\n", + " ('@11@', ('Anna Ivanovna', 'Romanova')),\n", + " ('@12@', ('Fridrih Vilgelm', 'Kurlandskij')),\n", + " ('@13@', ('Karl Leopold', 'Meklenburg-Shverinskij')),\n", + " ('@14@', ('Anna Leopoldovna', 'Meklenburg-Shverinskaja')),\n", + " ('@15@', ('Anton Ulrih', 'Braunshvejg-Volfenbjuttelskij')),\n", + " ('@16@', ('Ivan VI Antonovich', 'Braunshvejg-Volfenbjuttelskij')),\n", + " ('@17@', ('Petr I Alekseevich', 'Romanov')),\n", + " ('@18@', ('Evdokija Fedorovna', 'Lopuhina')),\n", + " ('@19@', ('Ekaterina I Alekseevna', 'Mihajlova')),\n", + " ('@20@', ('Aleksej Petrovich', 'Romanov')),\n", + " ('@21@', ('Sharlotta Kristina', 'Braunshvejg-Volfenbjuttelskaja')),\n", + " ('@22@', ('Petr II Alekseevich', 'Romanov')),\n", + " ('@23@', ('Anna Petrovna', 'Romanova')),\n", + " ('@24@', ('Elizaveta Petrovna', 'Romanova')),\n", + " ('@25@', ('Karl Fridrih', 'Golshtejn-Gottorpskij')),\n", + " ('@26@', ('Petr III Fedorovich', 'Romanov')),\n", + " ('@27@', ('Ekaterina II', 'Alekseevna')),\n", + " ('@28@', ('Pavel I Petrovich', 'Romanov')),\n", + " ('@29@', ('Natalja Alekseevna', 'Gessen-Darmshtadskaja')),\n", + " ('@30@', ('Marija Fedorovna', 'Vjurtembergskaja')),\n", + " ('@31@', ('Aleksandr I Pavlovich', 'Romanov')),\n", + " ('@32@', ('Elizaveta Alekseevna', 'Baden-Durlahskaja')),\n", + " ('@33@', ('Nikolaj I Pavlovich', 'Romanov')),\n", + " ('@34@', ('Aleksandra Fedorovna', 'Prusskaja')),\n", + " ('@35@', ('Aleksandr II Nikolaevich', 'Romanov')),\n", + " ('@36@', ('Marija Aleksandrovna', 'Gessenskaja')),\n", + " ('@37@', ('Aleksandr III Aleksandrovich', 'Romanov')),\n", + " ('@38@', ('Marija Fedorovna', 'Datskaja')),\n", + " ('@39@', ('Nikolaj II Aleksandrovich', 'Romanov')),\n", + " ('@40@', ('Aleksandra Fedorovna', 'Gessenskaja'))]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d = g.get_element_dictionary()\n", + "[ (k,v.get_name()) for k,v in d.items() if isinstance(v,IndividualElement)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "នេះ​របៀប​ដែល​យើង​អាច​ទទួល​បាន​ព័ត៌មាន​អំពី​គ្រួសារ។ សូម​កំណត់​អោយ​ច្បាស់​ថា វា​ផ្ដល់​ឲ្យ​យើង​បញ្ជី​នៃ **អត្តសញ្ញាណ** ហើយ​យើង​ត្រូវ​ការ​បម្លែង​ពួកវា​ទៅ​ជា​ឈ្មោះ ប្រសិន​បើយើង​ចង់​មានភាព​ច្បាស់លាស់​បន្ថែម៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('@41@', ['@0@', '@1@', '@2@']),\n", + " ('@42@', ['@2@', '@3@', '@6@', '@7@', '@8@']),\n", + " ('@43@', ['@8@', '@9@', '@10@', '@11@']),\n", + " ('@44@', ['@13@', '@10@', '@14@']),\n", + " ('@45@', ['@15@', '@14@', '@16@']),\n", + " ('@46@', ['@2@', '@4@', '@17@']),\n", + " ('@47@', ['@17@', '@18@', '@20@']),\n", + " ('@48@', ['@20@', '@21@', '@22@']),\n", + " ('@49@', ['@17@', '@19@', '@23@', '@24@']),\n", + " ('@50@', ['@25@', '@23@', '@26@']),\n", + " ('@51@', ['@26@', '@27@', '@28@']),\n", + " ('@52@', ['@28@', '@30@', '@31@', '@33@']),\n", + " ('@53@', ['@33@', '@34@', '@35@']),\n", + " ('@54@', ['@35@', '@36@', '@37@']),\n", + " ('@55@', ['@37@', '@38@', '@39@'])]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d = g.get_element_dictionary()\n", + "[ (k,[x.get_value() for x in v.get_child_elements()]) for k,v in d.items() if isinstance(v,FamilyElement)]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ការទាញយក Family Ontology\n", + "\n", + "បន្ទាប់មក យើងមកមើល [family ontology](https://raw.githubusercontent.com/blokhin/genealogical-trees/master/data/header.ttl) ដែលបានកំណត់ជាសំណុំរបស់ Semantic Web triplets។ ontology នេះកំណត់ទំនាក់ទំនងដូចជា `isUncleOf`, `isCousinOf`, និងទំនាក់ទំនងផ្សេងទៀតជាច្រើន។ ទំនាក់ទំនងទាំងអស់នោះត្រូវបានកំណត់ជាការប្រើប្រាស់ predicate មូលដ្ឋាន `isMotherOf`, `isFatherOf`, `isBrotherOf` និង `isSisterOf`។ យើងនឹងប្រើការយល់ឃើញស្វ័យប្រវត្តិ ដើម្បីសន្និដ្ឋានទំនាក់ទំនងផ្សេងទៀតទាំងអស់ដោយប្រើ ontology។\n", + "\n", + "នេះគឺជាការបកស្រាយគំរូនៃគុណលក្ខណៈ `isAuntOf` ដែលបានកំណត់ជាការបង្រួបបង្រួមរវាង `isSisterOf` និង `isParentOf` (*Aunt គឺជា​បងពីរនៃម៉ាក់ឬឪពុកម្នាក់*)។\n", + "\n", + "```\n", + "fhkb:isAuntOf a owl:ObjectProperty ;\n", + " rdfs:domain fhkb:Woman ;\n", + " rdfs:range fhkb:Person ;\n", + " owl:propertyChainAxiom ( fhkb:isSisterOf fhkb:isParentOf ) .\n", + "```\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "@prefix fhkb: .\n", + "@prefix owl: .\n", + "@prefix rdf: .\n", + "@prefix rdfs: .\n", + "@prefix xml: .\n", + "@prefix xsd: .\n", + "\n", + " a owl:Ontology .\n", + "\n", + "fhkb:DomainEntity a owl:Class .\n", + "\n", + "fhkb:Man a owl:Class ;\n", + " owl:equivalentClass [ a owl:Class ;\n", + " owl:intersectionOf ( fhkb:Person [ a owl:Restriction ;\n", + " owl:onProperty fhkb:hasSex ;\n", + " owl:someValuesFrom fhkb:Male ] ) ] .\n", + "\n", + "fhkb:Woman a owl:Class ;\n", + " owl:equivalentClass [ a owl:Class ;\n", + " owl:intersectionOf ( fhkb:Person [ a owl:Restriction ;\n" + ] + } + ], + "source": [ + "!head -20 data/onto.ttl" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### សង់សម្ព័ន្ធអនូឡូជ៊ីសម្រាប់ការជ្រៀតចូល\n", + "\n", + "សម្រាប់ភាពសាមញ្ញ យើងនឹងបង្កើតឯកសារអនូឡូជ៊ីមួយដែលនឹងរួមបញ្ចូលនីតិវិធីដើមពីអនូឡូជ៊ីគ្រួសារ និងការពិតអំពីបុគ្គលពីឯកសារ GEDCOM របស់យើង។ យើងនឹងឆ្លងកាត់ឯកសារ GEDCOM ហើយយកព័ត៌មានអំពីគ្រួសារ និងបុគ្គល ហើយបំលែងជាទ្រីប្លេត។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "trusted": true + }, + "outputs": [], + "source": [ + "!cp data/onto.ttl .\n", + "\n", + "gedcom_dict = g.get_element_dictionary()\n", + "individuals, marriages = {}, {}\n", + "\n", + "def term2id(el):\n", + " return \"i\" + el.get_pointer().replace('@', '').lower()\n", + "\n", + "out = open(\"onto.ttl\",\"a\")\n", + "\n", + "for k, v in gedcom_dict.items():\n", + " if isinstance(v,IndividualElement):\n", + " children, siblings = set(), set()\n", + " idx = term2id(v)\n", + "\n", + " title = v.get_name()[0] + \" \" + v.get_name()[1]\n", + " title = title.replace('\"', '').replace('[', '').replace(']', '').replace('(', '').replace(')', '').strip()\n", + "\n", + " own_families = g.get_families(v, 'FAMS')\n", + " for fam in own_families:\n", + " children |= set(term2id(i) for i in g.get_family_members(fam, \"CHIL\"))\n", + "\n", + " parent_families = g.get_families(v, 'FAMC')\n", + " if len(parent_families):\n", + " for member in g.get_family_members(parent_families[0], \"CHIL\"): # NB adoptive families i.e len(parent_families)>1 are not considered (TODO?)\n", + " if member.get_pointer() == v.get_pointer():\n", + " continue\n", + " siblings.add(term2id(member))\n", + "\n", + " if idx in individuals:\n", + " children |= individuals[idx].get('children', set())\n", + " siblings |= individuals[idx].get('siblings', set())\n", + " individuals[idx] = {'sex': v.get_gender().lower(), 'children': children, 'siblings': siblings, 'title': title}\n", + "\n", + " elif isinstance(v,FamilyElement):\n", + " wife, husb, children = None, None, set()\n", + " children = set(term2id(i) for i in g.get_family_members(v, \"CHIL\"))\n", + "\n", + " try:\n", + " wife = g.get_family_members(v, \"WIFE\")[0]\n", + " wife = term2id(wife)\n", + " if wife in individuals: individuals[wife]['children'] |= children\n", + " else: individuals[wife] = {'children': children}\n", + " except IndexError: pass\n", + " try:\n", + " husb = g.get_family_members(v, \"HUSB\")[0]\n", + " husb = term2id(husb)\n", + " if husb in individuals: individuals[husb]['children'] |= children\n", + " else: individuals[husb] = {'children': children}\n", + " except IndexError: pass\n", + "\n", + " if wife and husb: marriages[wife + husb] = (term2id(v), wife, husb)\n", + "\n", + "for idx, val in individuals.items():\n", + " added_terms = ''\n", + " if val['sex'] == 'f':\n", + " parent_predicate, sibl_predicate = \"isMotherOf\", \"isSisterOf\"\n", + " else:\n", + " parent_predicate, sibl_predicate = \"isFatherOf\", \"isBrotherOf\"\n", + " if len(val['children']):\n", + " added_terms += \" ;\\n fhkb:\" + parent_predicate + \" \" + \", \".join([\"fhkb:\" + i for i in val['children']])\n", + " if len(val['siblings']):\n", + " added_terms += \" ;\\n fhkb:\" + sibl_predicate + \" \" + \", \".join([\"fhkb:\" + i for i in val['siblings']])\n", + " out.write(\"fhkb:%s a owl:NamedIndividual, owl:Thing%s ;\\n rdfs:label \\\"%s\\\" .\\n\" % (idx, added_terms, val['title']))\n", + "\n", + "for k, v in marriages.items():\n", + " out.write(\"fhkb:%s a owl:NamedIndividual, owl:Thing ;\\n fhkb:hasFemalePartner fhkb:%s ;\\n fhkb:hasMalePartner fhkb:%s .\\n\" % v)\n", + "\n", + "out.write(\"[] a owl:AllDifferent ;\\n owl:distinctMembers (\")\n", + "for idx in individuals.keys():\n", + " out.write(\" fhkb:\" + idx)\n", + "for k, v in marriages.items():\n", + " out.write(\" fhkb:\" + v[0])\n", + "out.write(\" ) .\")\n", + "out.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " fhkb:hasFemalePartner fhkb:i34 ;\n", + " fhkb:hasMalePartner fhkb:i33 .\n", + "fhkb:i54 a owl:NamedIndividual, owl:Thing ;\n", + " fhkb:hasFemalePartner fhkb:i36 ;\n", + " fhkb:hasMalePartner fhkb:i35 .\n", + "fhkb:i55 a owl:NamedIndividual, owl:Thing ;\n", + " fhkb:hasFemalePartner fhkb:i38 ;\n", + " fhkb:hasMalePartner fhkb:i37 .\n", + "[] a owl:AllDifferent ;\n", + " owl:distinctMembers ( fhkb:i0 fhkb:i1 fhkb:i2 fhkb:i3 fhkb:i4 fhkb:i5 fhkb:i6 fhkb:i7 fhkb:i8 fhkb:i9 fhkb:i10 fhkb:i11 fhkb:i12 fhkb:i13 fhkb:i14 fhkb:i15 fhkb:i16 fhkb:i17 fhkb:i18 fhkb:i19 fhkb:i20 fhkb:i21 fhkb:i22 fhkb:i23 fhkb:i24 fhkb:i25 fhkb:i26 fhkb:i27 fhkb:i28 fhkb:i29 fhkb:i30 fhkb:i31 fhkb:i32 fhkb:i33 fhkb:i34 fhkb:i35 fhkb:i36 fhkb:i37 fhkb:i38 fhkb:i39 fhkb:i40 fhkb:i41 fhkb:i42 fhkb:i43 fhkb:i44 fhkb:i45 fhkb:i46 fhkb:i47 fhkb:i48 fhkb:i49 fhkb:i50 fhkb:i51 fhkb:i52 fhkb:i53 fhkb:i54 fhkb:i55 ) ." + ] + } + ], + "source": [ + "!tail onto.ttl" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ការធ្វើការសន្មត\n", + "\n", + "ឥឡូវនេះយើងចង់អាចប្រើបង្ហាញសិទិ្ធន៍នេះសម្រាប់ការសន្មត និងសម្រាប់ការសាកសួរ។ យើងនឹងប្រើ [RDFLib](https://github.com/RDFLib) ដែលជាបណ្ណាល័យសម្រាប់អាន RDF Graph នៅក្នុងរចនាប័ទ្មផ្សេងៗ សម្រាប់សាកសួរ វា ល។\n", + "\n", + "សម្រាប់ការសន្មតតាមតុល្យភាព នោះយើងនឹងប្រើបណ្ណាល័យ [OWL-RL](https://github.com/RDFLib/OWL-RL) ដែលអនុញ្ញាតឲ្យយើងបង្កើត **Closure** របស់ RDF Graph គឺបន្ថែមគំនិត និងទំនាក់ទំនងទាំងអស់ដែលអាចសន្មតបាន។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: rdflib in /home/rg/anaconda3/envs/ai4beg/lib/python3.11/site-packages (6.3.2)\n", + "Requirement already satisfied: isodate<0.7.0,>=0.6.0 in /home/rg/anaconda3/envs/ai4beg/lib/python3.11/site-packages (from rdflib) (0.6.1)\n", + "Requirement already satisfied: pyparsing<4,>=2.1.0 in /home/rg/anaconda3/envs/ai4beg/lib/python3.11/site-packages (from rdflib) (3.0.9)\n", + "Requirement already satisfied: six in /home/rg/anaconda3/envs/ai4beg/lib/python3.11/site-packages (from isodate<0.7.0,>=0.6.0->rdflib) (1.16.0)\n", + "Collecting git+https://github.com/RDFLib/OWL-RL.git\n", + " Cloning https://github.com/RDFLib/OWL-RL.git to /tmp/pip-req-build-lbfzwi3m\n", + " Running command git clone --filter=blob:none --quiet https://github.com/RDFLib/OWL-RL.git /tmp/pip-req-build-lbfzwi3m\n", + " Resolved https://github.com/RDFLib/OWL-RL.git to commit a77e1791b88b54aace609bc6000aac14c7add4ff\n", + " Preparing metadata (setup.py) ... \u001b[?25ldone\n", + "\u001b[?25hRequirement already satisfied: rdflib>=6.0.2 in /home/rg/anaconda3/envs/ai4beg/lib/python3.11/site-packages (from owlrl==6.0.2) (6.3.2)\n", + "Requirement already satisfied: isodate<0.7.0,>=0.6.0 in /home/rg/anaconda3/envs/ai4beg/lib/python3.11/site-packages (from rdflib>=6.0.2->owlrl==6.0.2) (0.6.1)\n", + "Requirement already satisfied: pyparsing<4,>=2.1.0 in /home/rg/anaconda3/envs/ai4beg/lib/python3.11/site-packages (from rdflib>=6.0.2->owlrl==6.0.2) (3.0.9)\n", + "Requirement already satisfied: six in /home/rg/anaconda3/envs/ai4beg/lib/python3.11/site-packages (from isodate<0.7.0,>=0.6.0->rdflib>=6.0.2->owlrl==6.0.2) (1.16.0)\n" + ] + } + ], + "source": [ + "!{sys.executable} -m pip install rdflib\n", + "!{sys.executable} -m pip install git+https://github.com/RDFLib/OWL-RL.git" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ពីចំហារឯកសារ ontology ហើយមើលថាវាត្រូវបានផ្ទុកប៉ុន្មាន triplets:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Triplets found:669\n" + ] + } + ], + "source": [ + "import rdflib\n", + "from owlrl import DeductiveClosure, OWLRL_Extension\n", + "\n", + "g = rdflib.Graph()\n", + "g.parse(\"onto.ttl\", format=\"turtle\")\n", + "\n", + "print(\"Triplets found:%d\" % len(g))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ឥឡូវនេះយើងត្រូវបង្កើត closure ហើយមើលថាចំនួន triplets ប្រែប្រួលយ៉ាងដូចម្តេច៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Triplets after inference:4246\n" + ] + } + ], + "source": [ + "DeductiveClosure(OWLRL_Extension).expand(g)\n", + "print(\"Triplets after inference:%d\" % len(g))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ស្វែងរកសំណួរសម្រាប់សាច់ញាតិ \n", + "\n", + "ឥឡូវនេះយើងអាចស្វែងរកចំនុចក្នុងក្រាហ្វ ដើម្បីមើលទំនាក់ទំនងផ្សេងៗរវាងមនុស្ស។ យើងអាចប្រើភាសា **SPARQL** រួមជាមួយវិធីសាស្រ្ត `query`។ ក្នុងករណីរបស់យើងនោះ សូមមើលសាច់ញាតិប្អូនប្អូនក្នុងគ្រួសាររបស់យើង:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fedor Alekseevich Romanov is uncle of Ekaterina Ivanovna Romanova\n", + "Aleksandr I Pavlovich Romanov is uncle of Aleksandr II Nikolaevich Romanov\n", + "Fedor Alekseevich Romanov is uncle of Anna Ivanovna Romanova\n" + ] + } + ], + "source": [ + "qres = g.query(\n", + " \"\"\"SELECT DISTINCT ?aname ?bname\n", + " WHERE {\n", + " ?a fhkb:isUncleOf ?b .\n", + " ?a rdfs:label ?aname .\n", + " ?b rdfs:label ?bname .\n", + " }\"\"\")\n", + "\n", + "for row in qres:\n", + " print(\"%s is uncle of %s\" % row)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "សូមមានអារម្មណ៍សុខសប្បាយក្នុងការប្រមូលផ្ដុំទំនាក់ទំនងគ្រួសារផ្សេងទៀត។ ឧទាហរណ៍ អ្នកអាចពិនិត្យមើលទំនាក់ទំនង `isAncestorOf` ដែលកំណត់ជាថ្មីជាបណ្តោះអាសន្នអំពីមនុស្សទាំងអស់ដែលជាអង្កេតរបស់មនុស្សម្នាក់ណាមួយ។\n", + "\n", + "ចុងក្រោយនេះ តោះ! យើងសំអាតរួចរាល់!\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "trusted": true + }, + "outputs": [], + "source": [ + "!rm onto.ttl" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n\n\n**ការបដិសេធ**៖ \nឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈពេលដែលយើងខិតខំធ្វើឱ្យមានភាពត្រឹមត្រូវ សូមយល់ថាការបកប្រែដោយស្វ័យប្រវត្តិអាចមានកំហុស ឬភាពមិនត្រឹមត្រូវ។ ឯកសារដើមនៅក្នុងភាសាម្ចាស់របស់វាគួរត្រូវបានរាប់បញ្ចូលជាផ្នែកទ្រព្យសម្បត្តិផ្លូវការជាចម្បង។ សម្រាប់ព័ត៌មានសំខាន់ៗ សូមណែនាំឱ្យប្រើការបកប្រែដោយអ្នកជំនាញមនុស្ស។ យើងមិនមានការទទួលខុសត្រូវចំពោះការយល់ច្រឡំនិងការបកប្រែខុស ដែលកើតឡើងផ្អែកលើការប្រើប្រាស់ការបកប្រែនេះទេ។\n\n" + ] + } + ], + "metadata": { + "interpreter": { + "hash": "86193a1ab0ba47eac1c69c1756090baa3b420b3eea7d4aafab8b85f8b312f0c5" + }, + "kernelspec": { + "display_name": "Python 3.6", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/translations/km/lessons/2-Symbolic/MSConceptGraph.ipynb b/translations/km/lessons/2-Symbolic/MSConceptGraph.ipynb new file mode 100644 index 00000000..7b3f3ed0 --- /dev/null +++ b/translations/km/lessons/2-Symbolic/MSConceptGraph.ipynb @@ -0,0 +1,532 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "## គំនូសតំណាងគំនិតដោយប្រើ ConceptNet\n", + "\n", + "> **ចំណាំ៖** [Microsoft Concept Graph](https://concept.research.microsoft.com/) API ដើមមិនមានម្តងទៀត។ សៀវភៅកំណត់ត្រានេះត្រូវបានធ្វើបច្ចុប្បន្នភាពឲ្យប្រើប្រាស់ [ConceptNet](https://conceptnet.io/) ជាជំនួស ដែលជាក្រាហ្វិចចំណេះដឹងបើកសេរីមួយដែលមានទំនាក់ទំនង `is-a` ដូចគ្នា​រវាងគំនិត។\n", + "\n", + "[ConceptNet](https://conceptnet.io/) គឺជាបណ្ដាញអត្ថន័យធំហ្នឹងនៃគំនិតដែលមានទំនាក់ទំនងដូចជា `IsA`។ `PartOf`, `UsedFor` និងផ្សេងទៀត។ វាអាចប្រើបានជាៈ\n", + " * ឯកសារទិន្នន័យដែលអាចទាញយកបាន\n", + " * REST API (មិនត្រូវការខ្សែ API)\n", + "\n", + "ស្ថិតិ ConceptNet៖\n", + " * លើស ៨ លានកំពូល\n", + " * ២១+ លានចំណុចឆ្លងកាត់ភាសា ៨៣ ចំណាត់ថ្នាក់\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ការប្រើបណ្តាញសេវាកម្ម ConceptNet\n", + "\n", + "[ConceptNet](https://conceptnet.io/) ផ្តល់ជូន API REST ដើម្បីស្វែងយល់ទំនាក់ទំនង `is-a` (IsA) រវាងយោបល់។ មិនត្រូវការខ្សែ API ទេ។\n", + "នេះគឺជាលីងគំរូសម្រាប់ការហៅ: `https://api.conceptnet.io/query?start=/c/en/microsoft&rel=/r/IsA&limit=10`\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "trusted": true + }, + "outputs": [], + "source": [ + "import urllib\n", + "import json\n", + "\n", + "def http(x):\n", + " response = urllib.request.urlopen(x)\n", + " data = response.read()\n", + " return data.decode('utf-8')\n", + "\n", + "def query(x):\n", + " concept = x.lower().replace(' ', '_')\n", + " url = \"https://api.conceptnet.io/query?start=/c/en/{}&rel=/r/IsA&limit=10\".format(\n", + " urllib.parse.quote(concept))\n", + " try:\n", + " result = json.loads(http(url))\n", + " except Exception:\n", + " return {}\n", + " edges = result.get('edges', [])\n", + " if not edges:\n", + " return {}\n", + " total_weight = sum(edge['weight'] for edge in edges)\n", + " if total_weight == 0:\n", + " return {}\n", + " return {edge['end']['label']: edge['weight'] / total_weight for edge in edges}\n", + "\n", + "query('microsoft')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "យើងសាកល្បងចាត់ថ្នាក់មេដឹកនាំព័ត៌មានដោយប្រើមេគ្រឹះម្តាយ។ ដើម្បីទទួលបានចំណងជើងព័ត៌មាន យើងនឹងប្រើសេវា [NewsApi.org](http://newsapi.org)។ អ្នកត្រូវតែទទួលបានកូនសោត API ផ្ទាល់ខ្លួនរបស់អ្នក ដើម្បីប្រើសេវានេះ - ចូលទៅគេហទំព័រនិងចុះឈ្មោះសម្រាប់ផែនការអ្នកអភិវឌ្ឍន៍ឥតគិតថ្លៃ។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "trusted": true + }, + "outputs": [], + "source": [ + "newsapi_key = ''\n", + "def get_news(country='us'):\n", + " res = json.loads(http(\"https://newsapi.org/v2/top-headlines?country={0}&apiKey={1}\".format(country,newsapi_key)))\n", + " return res['articles']\n", + "\n", + "all_titles = [x['title'] for x in get_news('us')+get_news('gb')]" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Covid-19 Live Updates: Vaccines and Boosters News - The New York Times',\n", + " 'Ukrainians Flee Mariupol as Russian Forces Push to Take Port City - The Wall Street Journal',\n", + " 'Bond Yields Jump, Stock Futures Rise After Powell Says Fed Is Ready to Be More Aggressive - The Wall Street Journal',\n", + " 'Putin critic Alexei Navalny found guilty by Russian court - New York Post ',\n", + " \"Supreme Court nominee Ketanji Brown Jackson will face questions at confirmation hearing's second day - CNN\",\n", + " '2 teachers killed at Swedish high school, student arrested - ABC News',\n", + " 'Clues to Covid-19’s Next Moves Come From Sewers - The Wall Street Journal',\n", + " 'Republicans to roll dice by grilling Jackson over child-pornography sentencing decisions | TheHill - The Hill',\n", + " '‘Clear sign’ Putin considering using chemical weapons in Ukraine, claims President Biden - The Independent',\n", + " 'NASA confirms there are 5,000 planets outside our solar system - Daily Mail',\n", + " \"US stocks whipsawed overnight after Fed Chair Powell's remarks - Fox Business\",\n", + " \"'We've learned absolutely nothing': Tests could again be in short supply if Covid surges - POLITICO\",\n", + " \"Duchess of Cambridge swaps khaki jungle gear for Vampire's Wife dress on Belize trip - Daily Mail\",\n", + " 'China searches for victims, flight recorders after first plane crash in 12 years - Reuters',\n", + " 'Second superyacht linked to Russian oligarch Abramovich docks in Turkey - Reuters',\n", + " 'Live updates: Russia stops talks with Japan over sanctions - The Associated Press - en Español',\n", + " 'Powers Remain and Threats Lurk as Women’s Sweet 16 Is Set - The New York Times',\n", + " 'Webb Space Telescope Begins Multi-Instrument Alignment - SciTechDaily',\n", + " \"UConn vs UCF - NCAA women's tournament second-round highlights - March Madness\",\n", + " 'Bucking Republican Trend, Indiana Governor Vetoes Transgender Sports Bill - The New York Times',\n", + " \"Maggie Fox dead: Coronation Street and Shameless actress dies after 'sudden accident' - Mirror Online - The Mirror\",\n", + " 'China plane crash – live: Search for survivors continues as witness describes moment flight fell from sky - The Independent',\n", + " 'Daniel Morgan murder: damning report condemns Met police - The Guardian',\n", + " 'What to expect from Rishi Sunak’s Spring Statement - BBC.com',\n", + " 'UK and Republic of Ireland in line to host Euro 2028 after no one else bids - The Guardian',\n", + " \"Friends beg Vladimir Putin's 'lover' to persuade him to end Ukraine invasion - The Mirror\",\n", + " 'Brass Eye’s outtakes show the brutal TV comedy was the tip of an iceberg - The Guardian',\n", + " \"Vladimir Putin threatens civilians to break Mariupol's spirit - The Times\",\n", + " 'Shell U-turn on Cambo oilfield would threaten green targets, say campaigners - The Guardian',\n", + " 'St Helens dog attack: Girl aged 17 months killed at home - BBC',\n", + " \"PlayStation to buy 'Assassin's Creed' veteran Jade Raymond's Haven Studios - NME\",\n", + " '‘Clear sign’ Putin considering using chemical weapons in Ukraine, claims President Biden - The Independent',\n", + " 'NASA confirms there are 5,000 planets outside our solar system - Daily Mail',\n", + " 'Nintendo Switch finally has folders • Eurogamer.net - Eurogamer.net',\n", + " 'FA to “find a solution” as Liverpool fan group blasts “shambolic” Wembley travel - This Is Anfield',\n", + " 'Manchester United transfer news LIVE Erik ten Hag latest and Man Utd manager updates - Manchester Evening News',\n", + " 'Inflation raises cost of UK government borrowing in February; crude oil up again – business live - The Guardian',\n", + " 'Alexei Navalny: Kremlin critic found guilty of large-scale fraud and contempt of court by Russian court - Sky News',\n", + " \"UK prepares to nationalize Russia natural gas giant Gazprom's retail unit - Business Insider\",\n", + " 'Zaghari-Ratcliffe: Hunt calls for inquiry into delay over Iran debt payment - The Guardian']" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "all_titles" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ចំណុចដំបូង យើងចង់អាចប្រមូលនាមពីចំណងជើងព័ត៌មានបាន។ យើងនឹងប្រើបណ្ណាល័យ `TextBlob` ដើម្បីធ្វើការនេះ ដែលធ្វើឲ្យកង្វះភាពស្មុគស្មាញក្នុងភារកិច្ច NLP ជាពិសេសដូចនេះ។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: textblob in c:\\winapp\\miniconda3\\lib\\site-packages (0.17.1)\n", + "Requirement already satisfied: nltk>=3.1 in c:\\winapp\\miniconda3\\lib\\site-packages (from textblob) (3.5)\n", + "Requirement already satisfied: joblib in c:\\winapp\\miniconda3\\lib\\site-packages (from nltk>=3.1->textblob) (1.0.1)\n", + "Requirement already satisfied: regex in c:\\winapp\\miniconda3\\lib\\site-packages (from nltk>=3.1->textblob) (2021.11.10)\n", + "Requirement already satisfied: tqdm in c:\\winapp\\miniconda3\\lib\\site-packages (from nltk>=3.1->textblob) (4.61.2)\n", + "Requirement already satisfied: click in c:\\winapp\\miniconda3\\lib\\site-packages (from nltk>=3.1->textblob) (8.0.3)\n", + "Requirement already satisfied: colorama in c:\\winapp\\miniconda3\\lib\\site-packages (from click->nltk>=3.1->textblob) (0.4.4)\n", + "Finished.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package brown to\n", + "[nltk_data] C:\\Users\\dmitryso\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package brown is already up-to-date!\n", + "[nltk_data] Downloading package punkt to\n", + "[nltk_data] C:\\Users\\dmitryso\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package punkt is already up-to-date!\n", + "[nltk_data] Downloading package wordnet to\n", + "[nltk_data] C:\\Users\\dmitryso\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package wordnet is already up-to-date!\n", + "[nltk_data] Downloading package averaged_perceptron_tagger to\n", + "[nltk_data] C:\\Users\\dmitryso\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package averaged_perceptron_tagger is already up-to-\n", + "[nltk_data] date!\n", + "[nltk_data] Downloading package conll2000 to\n", + "[nltk_data] C:\\Users\\dmitryso\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package conll2000 is already up-to-date!\n", + "[nltk_data] Downloading package movie_reviews to\n", + "[nltk_data] C:\\Users\\dmitryso\\AppData\\Roaming\\nltk_data...\n", + "[nltk_data] Package movie_reviews is already up-to-date!\n" + ] + } + ], + "source": [ + "import sys\n", + "!{sys.executable} -m pip install textblob\n", + "!{sys.executable} -m textblob.download_corpora\n", + "from textblob import TextBlob" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "trusted": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'covid-19 live updates': 1,\n", + " 'vaccines': 1,\n", + " 'boosters': 1,\n", + " 'york': 4,\n", + " 'ukrainians flee mariupol': 1,\n", + " 'forces push': 1,\n", + " 'port city': 1,\n", + " 'wall street journal': 3,\n", + " 'bond yields': 1,\n", + " 'futures rise': 1,\n", + " 'powell says fed': 1,\n", + " 'ready': 1,\n", + " 'be': 1,\n", + " 'aggressive': 1,\n", + " 'putin': 3,\n", + " 'alexei navalny': 2,\n", + " 'russian': 2,\n", + " 'supreme court nominee': 1,\n", + " 'ketanji brown jackson': 1,\n", + " \"confirmation hearing 's\": 1,\n", + " 'cnn': 1,\n", + " 'swedish': 1,\n", + " 'high school': 1,\n", + " 'abc': 1,\n", + " 'clues': 1,\n", + " 'covid-19': 1,\n", + " '’ s': 2,\n", + " 'moves': 1,\n", + " 'sewers': 1,\n", + " 'roll dice': 1,\n", + " 'jackson': 1,\n", + " 'decisions |': 1,\n", + " 'thehill': 1,\n", + " 'clear': 2,\n", + " 'chemical weapons': 2,\n", + " 'ukraine': 3,\n", + " 'claims president': 2,\n", + " 'biden': 2,\n", + " 'nasa': 2,\n", + " 'solar system': 2,\n", + " 'daily mail': 3,\n", + " 'us stocks': 1,\n", + " 'fed chair powell': 1,\n", + " \"'s remarks\": 1,\n", + " 'fox': 1,\n", + " \"'we 've\": 1,\n", + " 'tests': 1,\n", + " 'covid': 1,\n", + " 'politico': 1,\n", + " 'duchess': 1,\n", + " 'cambridge': 1,\n", + " 'swaps khaki jungle gear': 1,\n", + " 'vampire': 1,\n", + " 'wife': 1,\n", + " 'belize': 1,\n", + " 'china': 2,\n", + " 'flight recorders': 1,\n", + " 'plane crash': 1,\n", + " 'reuters': 2,\n", + " 'russian oligarch': 1,\n", + " 'abramovich': 1,\n", + " 'live': 1,\n", + " 'russia': 2,\n", + " 'stops talks': 1,\n", + " 'japan': 1,\n", + " 'español': 1,\n", + " 'powers remain': 1,\n", + " 'threats lurk': 1,\n", + " 'set': 1,\n", + " 'webb': 1,\n", + " 'telescope begins multi-instrument alignment': 1,\n", + " 'scitechdaily': 1,\n", + " 'uconn': 1,\n", + " 'ucf': 1,\n", + " 'ncaa': 1,\n", + " \"women 's tournament second-round highlights\": 1,\n", + " 'march madness': 1,\n", + " 'bucking republican trend': 1,\n", + " 'indiana': 1,\n", + " 'vetoes transgender': 1,\n", + " 'bill': 1,\n", + " 'maggie fox': 1,\n", + " 'coronation': 1,\n", + " 'shameless': 1,\n", + " \"'sudden accident\": 1,\n", + " 'mirror online': 1,\n", + " 'mirror': 2,\n", + " 'plane crash –': 1,\n", + " 'search': 1,\n", + " 'moment flight': 1,\n", + " 'daniel morgan': 1,\n", + " 'report condemns': 1,\n", + " 'met': 1,\n", + " 'guardian': 6,\n", + " 'rishi sunak': 1,\n", + " '’ s spring': 1,\n", + " 'statement': 1,\n", + " 'bbc.com': 1,\n", + " 'uk': 3,\n", + " 'ireland': 1,\n", + " 'euro': 1,\n", + " 'vladimir putin': 2,\n", + " \"'s 'lover\": 1,\n", + " 'brass eye': 1,\n", + " '’ s outtakes': 1,\n", + " 'brutal tv comedy': 1,\n", + " 'threatens civilians': 1,\n", + " 'mariupol': 1,\n", + " \"'s spirit\": 1,\n", + " 'shell u-turn': 1,\n", + " 'cambo': 1,\n", + " 'green targets': 1,\n", + " 'st helens': 1,\n", + " 'dog attack': 1,\n", + " 'girl': 1,\n", + " 'bbc': 1,\n", + " 'playstation': 1,\n", + " \"'assassin 's\": 1,\n", + " 'creed': 1,\n", + " 'jade raymond': 1,\n", + " 'haven studios': 1,\n", + " 'nme': 1,\n", + " 'nintendo switch': 1,\n", + " 'folders •': 1,\n", + " 'eurogamer.net': 2,\n", + " 'fa': 1,\n", + " 'solution ”': 1,\n", + " 'liverpool': 1,\n", + " 'fan group blasts “ shambolic ”': 1,\n", + " 'wembley': 1,\n", + " 'anfield': 1,\n", + " 'manchester': 1,\n", + " 'live erik': 1,\n", + " 'hag': 1,\n", + " 'utd': 1,\n", + " 'manager updates': 1,\n", + " 'manchester evening': 1,\n", + " 'inflation': 1,\n", + " 'government borrowing': 1,\n", + " 'february': 1,\n", + " 'crude oil': 1,\n", + " '– business': 1,\n", + " 'kremlin': 1,\n", + " 'large-scale fraud': 1,\n", + " 'sky': 1,\n", + " 'natural gas': 1,\n", + " 'gazprom': 1,\n", + " 'retail unit': 1,\n", + " 'insider': 1,\n", + " 'zaghari-ratcliffe': 1,\n", + " 'hunt': 1,\n", + " 'iran': 1,\n", + " 'debt payment': 1}" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "w = {}\n", + "for x in all_titles:\n", + " for n in TextBlob(x).noun_phrases:\n", + " if n in w:\n", + " w[n].append(x)\n", + " else:\n", + " w[n]=[x]\n", + "{ x:len(w[x]) for x in w.keys()}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "យើងអាចឃើញថា នាមមិនបានផ្តល់ឲ្យយើងនូវក្រុមប្រធានបទធំៗទេ។ យើងត្រូវប្តូរនាមជាទំរង់ទូទៅជាង ដែលបានទទួលពីក្រាហ្វ់គំនិត។ វានឹងចំណេញពេលខ្លះ ព្រោះយើងកំពុងធ្វើការហៅ REST សម្រាប់ពាក្យនាមនីមួយៗ។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "trusted": true + }, + "outputs": [], + "source": [ + "w = {}\n", + "for x in all_titles:\n", + " for noun in TextBlob(x).noun_phrases:\n", + " terms = query(noun)\n", + " for term in [u for u in terms.keys() if terms[u]>0.1]:\n", + " if term in w:\n", + " w[term].append(x)\n", + " else:\n", + " w[term]=[x]" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "trusted": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'city': 9,\n", + " 'brand': 4,\n", + " 'place': 9,\n", + " 'town': 4,\n", + " 'factor': 4,\n", + " 'film': 4,\n", + " 'nation': 11,\n", + " 'state': 5,\n", + " 'person': 4,\n", + " 'organization': 5,\n", + " 'publication': 10,\n", + " 'market': 5,\n", + " 'economy': 4,\n", + " 'company': 6,\n", + " 'newspaper': 6,\n", + " 'relationship': 6}" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "{ x:len(w[x]) for x in w.keys() if len(w[x])>3}" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "ECONOMY:\n", + "China searches for victims, flight recorders after first plane crash in 12 years - Reuters\n", + "Live updates: Russia stops talks with Japan over sanctions - The Associated Press - en Español\n", + "China plane crash – live: Search for survivors continues as witness describes moment flight fell from sky - The Independent\n", + "UK prepares to nationalize Russia natural gas giant Gazprom's retail unit - Business Insider\n", + "\n", + "NATION:\n", + "‘Clear sign’ Putin considering using chemical weapons in Ukraine, claims President Biden - The Independent\n", + "Duchess of Cambridge swaps khaki jungle gear for Vampire's Wife dress on Belize trip - Daily Mail\n", + "China searches for victims, flight recorders after first plane crash in 12 years - Reuters\n", + "Live updates: Russia stops talks with Japan over sanctions - The Associated Press - en Español\n", + "Live updates: Russia stops talks with Japan over sanctions - The Associated Press - en Español\n", + "China plane crash – live: Search for survivors continues as witness describes moment flight fell from sky - The Independent\n", + "UK and Republic of Ireland in line to host Euro 2028 after no one else bids - The Guardian\n", + "Friends beg Vladimir Putin's 'lover' to persuade him to end Ukraine invasion - The Mirror\n", + "‘Clear sign’ Putin considering using chemical weapons in Ukraine, claims President Biden - The Independent\n", + "UK prepares to nationalize Russia natural gas giant Gazprom's retail unit - Business Insider\n", + "Zaghari-Ratcliffe: Hunt calls for inquiry into delay over Iran debt payment - The Guardian\n", + "\n", + "PERSON:\n", + "‘Clear sign’ Putin considering using chemical weapons in Ukraine, claims President Biden - The Independent\n", + "Duchess of Cambridge swaps khaki jungle gear for Vampire's Wife dress on Belize trip - Daily Mail\n", + "Second superyacht linked to Russian oligarch Abramovich docks in Turkey - Reuters\n", + "‘Clear sign’ Putin considering using chemical weapons in Ukraine, claims President Biden - The Independent\n" + ] + } + ], + "source": [ + "print('\\nECONOMY:\\n'+'\\n'.join(w['economy']))\n", + "print('\\nNATION:\\n'+'\\n'.join(w['nation']))\n", + "print('\\nPERSON:\\n'+'\\n'.join(w['person']))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n\n\n**ការបដិសេធ**៖ \nឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈពេលយើងខិតខំចំពោះភាពត្រឹមត្រូវ សូមជម្រាបអោយដឹងថាការបកប្រែដោយស្វ័យប្រវត្តិក៏អាចមានកំហុស ឬភាពមិនត្រឹមត្រូវបាន។ ឯកសារដើមជាភាសាគាត់គួរត្រូវបានយកជា ប្រភពផ្លូវការ។ សម្រាប់ព័ត៌មានសំខាន់ៗ ការបកប្រែដោយមនុស្សជំនាញគឺត្រូវបានផ្ដល់អនុសាសន៍។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំ ឬការបកប្រែខុសពីការប្រើប្រាស់ការបកប្រែនេះឡើយ។\n\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.7.4 64-bit (conda)", + "metadata": { + "interpreter": { + "hash": "86193a1ab0ba47eac1c69c1756090baa3b420b3eea7d4aafab8b85f8b312f0c5" + } + }, + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/translations/km/lessons/2-Symbolic/README.md b/translations/km/lessons/2-Symbolic/README.md new file mode 100644 index 00000000..119c5f76 --- /dev/null +++ b/translations/km/lessons/2-Symbolic/README.md @@ -0,0 +1,247 @@ +# ការបញ្ជូនតំណាងចំណេះដឹង និងប្រព័ន្ធឯកទេស + +![សង្ខេបអំពីមាតិកា AI សញ្ញាសិទ្ធិ](../../../../translated_images/km/ai-symbolic.715a30cb610411a6.webp) + +> ស្គេតសំគាល់ដោយ [Tomomi Imura](https://twitter.com/girlie_mac) + +ការស្វែងរកប្រាជ្ញាសិប្បនិម្មិតមានមូលដ្ឋានលើការស្វែងរកចំណេះដឹង ដើម្បីឲ្យយល់ពីពិភពលោក ដូចរបៀបដែលមនុស្សធ្វើ។ តែតើអ្នកអាចធ្វើដូចម្តេចបាន? + +## [ប្រលងមុនមេរៀន](https://ff-quizzes.netlify.app/en/ai/quiz/3) + +នៅពេលដំបូងនៃ AI វិធីសាស្រ្តពីលើចុះក្រោមក្នុងការបង្កើតប្រព័ន្ធឆ្លាតវាង (ដែលបានពិភាក្សានៅមេរៀនមុន) បានពេញនិយម។ គំនិតគឺពន្លឿនចំណេះដឹងពីមនុស្សទៅក្នុងទ្រង់ទ្រាយអាចអានបញ្ចូលម៉ាស៊ីនបាន ហើយបន្ទាប់មកប្រើវាដើម្បីដោះស្រាយបញ្ហាអូតូម៉ាទិច។ វិធីនេះមានមូលដ្ឋានលើគំនិតធំពីរយ៉ាង៖ + +* ការបញ្ជូនតំណាងចំណេះដឹង +* ការអោយហRaz + +## ការបញ្ជូនតំណាងចំណេះដឹង + +មួយក្នុងចំណោមគំនិតសំខាន់ៗក្នុង Symbolic AI គឺ **ចំណេះដឹង**។ វាសំខាន់ក្នុងការផ្សេងបែកចំណេះដឹងពី *ព័ត៌មាន* ឬ *ទិន្នន័យ*។ ឧទាហរណ៍ អ្នកអាចនិយាយថាសៀវភៅមានចំណេះដឹង ព្រោះអ្នកអាចសិក្សាសៀវភៅហើយក្លាយជាឧទិ្ឋជជាញ។ ទោះយ៉ាងណា អ្វីដែលសៀវភៅមានគឺត្រូវបានគេហៅថា *ទិន្នន័យ* ហើយដោយការអានសៀវភៅនិងបញ្ចូលទិន្នន័យនេះក្នុងគំរូពិភពលោករបស់យើងយើងបំលែងទិន្នន័យនេះទៅជាចំណេះដឹង។ + +> ✅ **ចំណេះដឹង** គឺជាអ្វីដែលមាននៅក្នុងខួរក្បាលរបស់យើង ហើយបង្ហាញពីការយល់ដឹងរបស់យើងអំពីពិភពលោក។ វាត្រូវបានទទួលបានដោយដំណើរការសិក្សាដោយសកម្ម ដែលបញ្ចូលរបស់ពត៌មានដែលយើងទទួលបានទៅក្នុងគំរូសកម្មនៃពិភពលោករបស់យើង។ + +ភាគច្រើន យើងមិនតែងតែកំណត់ចំណេះដឹងយ៉ាងតឹងរឹងទេ ប៉ុន្តែយើងត្បិតវាជាមួយគំនិតផ្សេងទៀតដោយប្រើ [DIKW Pyramid](https://en.wikipedia.org/wiki/DIKW_pyramid)។ វាមានគំនិតដូចខាងក្រោម៖ + +* **ទិន្នន័យ** គឺជាអ្វីដែលត្រូវបានបង្ហាញនៅលើបរិមាណរូបមន្តពហុ និងគ្រើនដូចជា អត្ថបទសរសេរ ឬពាក្យនិយាយ។ ទិន្នន័យមានអត្តសញ្ញាណដោយឯករាជ្យពីមនុស្ស ហើយអាចបញ្ជូនពីមនុស្សម្នាក់ទៅម្នាក់បាន។ +* **ព័ត៌មាន** គឺជាវិធីដែលយើងបកស្រាយទិន្នន័យនៅក្នុងខួរក្បាលរបស់យើង។ ឧទាហរណ៍ ពេលយើងស្តាប់ពាក្យ *កុំព្យូទ័រ* យើងមានការយល់ដឹងខ្លះអំពីវា។ +* **ចំណេះដឹង** គឺជាព័ត៌មានដែលបានបញ្ចូលទៅក្នុងគំរូពិភពលោករបស់យើង។ ឧទាហរណ៍ បន្ទាប់ពីយើងរៀនថាគុំព្យូទ័រជាអ្វី យើងចាប់ផ្តើមមានគំនិតអំពីរបៀបដែលវាធ្វើការ តម្លៃរបស់វា និងអ្វីដែលវាអាចប្រើបាន។ បណ្ដាញគំនិតទាំងនេះបង្កើតចំណេះដឹងរបស់យើង។ +* **ប្រាជ្ញា** គឺជាកម្រិតបន្ថែមមួយទៀតនៃការយល់ដឹងរបស់យើងអំពីពិភពលោក ហើយវាបង្ហាញពី *ចំណេះដឹងលើចំណេះដឹង* ឧ. គំនិតមួយអំពីរបៀប និងពេលដែលចំណេះដឹងគួរត្រូវបានប្រើ។ + + + +*រូបភាព [ពីវិគីភីឌា](https://commons.wikimedia.org/w/index.php?curid=37705247), ដោយ Longlivetheux - ឯកម្មារបស់ខ្លួន, CC BY-SA 4.0* + +ដូច្នេះ បញ្ហានៃ **ការបញ្ជូនតំណាងចំណេះដឹង** គឺស្វែងរកវិធីមានប្រសិទ្ធិភាពក្នុងការបង្ហាញចំណេះដឹងនៅក្នុងកុំព្យូទ័រជាទ្រង់ទ្រាយទិន្នន័យ ដើម្បីឲ្យវាអាចប្រើបានដោយស្វ័យប្រវត្តិ។ វាអាចត្រូវបានមើលឃើញជាផ្ទៃពណ៌៖ + +![ទីតាំងបញ្ជូនតំណាងចំណេះដឹង](../../../../translated_images/km/knowledge-spectrum.b60df631852c0217.webp) + +> រូបភាពដោយ [Dmitry Soshnikov](http://soshnikov.com) + +* នៅខាងខាងឆ្វេង មានប្រភេទបញ្ជូនតំណាងចំណេះដឹងសាមញ្ញដែលអាចប្រើប្រាស់បានយ៉ាងមានប្រសិទ្ធភាពដោយកុំព្យូទ័រ។ ប្រភេទសាមញ្ញជាងគេគឺអាល់ហ្គោរីធមិក ដែលចំណេះដឹងត្រូវបានបង្ហាញដោយកម្មវិធីកុំព្យូទ័រ។ ទោះយ៉ាងណា វាមិនមែនជាវិធីល្អបំផុតសម្រាប់បង្ហាញចំណេះដឹងទេ ព្រោះវាមិនបត់បែន។ ចំណេះដឹងនៅក្នុងខួរក្បាលយើងជាច្រើនជាបណ្តាលអាល់ហ្គោរីធមិកមិនឈរជាក់។ +* នៅខាងស្ដាំ មានការបង្ហាញដូចជអត្ថបទធម្មជាតិ។ វាអំណាចបំផុត ប៉ុន្តែមិនអាចប្រើសម្រាប់ការរាំរានស្វ័យប្រវត្តិបានទេ។ + +> ✅ សូមគិតមួយនាទីអំពីរបៀបដែលអ្នកបង្ហាញចំណេះដឹងនៅក្នុងខួរក្បាលរបស់អ្នក ហើយបំលែងវាទៅជាកំណត់ត្រា។ តើមានទ្រង់ទ្រាយពិសេសណារឺទេដែលមានប្រសិទ្ធភាពសម្រាប់អ្នកក្នុងការជួយរក្សាទុក? + +## ការប្រើប្រាស់ចំណេះដឹងតំណាងកុំព្យូទ័រ + +យើងអាចចាត់ថ្នាក់វិធីសាស្រ្តលំដាប់ចំណេះដឹងនៅក្នុងកុំព្យូទ័រជាក្រុមខាងក្រោម៖ + +* **ការបង្ហាញបណ្តាញ** មានមូលដ្ឋានលើការពិតថាយើងមានបណ្តាញគំនិតដែលពាក់ព័ន្ធគ្នានៅក្នុងខួរក្បាល។ យើងអាចព្យាយាមបង្កើតបណ្តាញដូចគ្នាជាក្រាបក្នុងកុំព្យូទ័រ - ឈ្មោះថា **បណ្តាញសមនិយម**។ + +1. **Object-Attribute-Value triplets** ឬ **attribute-value pairs**។ ព្រោះក្រាបអាចត្រូវបានបង្ហាញនៅក្នុងកុំព្យូទ័រជារាយនាមនៃចំណុចនិងរន្ធ យើងអាចបញ្ចេញបណ្តាញសមនិយមដោយបញ្ជី triplets ដែលមានវត្ថុ សម្បត្តិ និងតម្លៃ។ ឧទាហរណ៍ យើងបង្កើត triplets ខាងក្រោមអំពីភាសាស្វាគមន៍៖ + +Object | Attribute | Value +-------|-----------|------ +Python | គឺជា | Untyped-Language +Python | បង្កើតដោយ | Guido van Rossum +Python | ផ្នែករាងកូដ | indentation +Untyped-Language | មិនមាន | ការបញ្ជាក់ប្រភេទ + +> ✅ សូមគិតពីរបៀបដែល triplets អាចប្រើសម្រាប់បង្ហាញចំណេះដឹងប្រភេទផ្សេងៗបាន។ + +2. **ការបង្ហាញជាដំបូល** ផ្តោតលើការពិតដែលយើងជាញឹកញាប់បង្កើតដំបូលនៃវត្ថុនៅក្នុងខួរក្បាល។ ឧទាហរណ៍ យើងដឹងថាគានារីគឺជា បក្សី ហើយបក្សីទាំងអស់មានប្រចាញ់ និងយើងក៏មានគំនិតខ្លះអំពីពណ៌ដែលគានារីភាគច្រើនមាន និងល្បឿនហោះរបស់វា។ + + - **ការ​បង្ហាញ​បែបផែន (Frame representation)** មានមូលដ្ឋានលើការបង្ហាញរាល់វត្ថុឬថ្នាក់វត្ថុជា **បែបផែន** ដែលមាន **ផ្នែក[slots]**។ ផ្នែកនីមួយៗមានតម្លៃលំនាំដើម ជម្រើសតម្លៃ កំណត់តម្លៃ ឬនីតិវិធីដែលអាចហៅបានដើម្បីទទួលបានតម្លៃផ្នែកនោះ។ បែបផែនទាំងអស់បង្កើតដំបូលដូចដំបូលវត្ថុជាភាសាស្វាគមន៍ដែលផ្អែកលើវត្ថុ។ + - **សេចក្ដីស្ថានភាព** គឺជាបែបផែនពិសេសមួយដែលបង្ហាញពីស្ថានភាពស្មុគស្មាញដែលអាចប៉ុនប៉ងឡើងវិញនៅពេលវេលា។ + +**Python** + +Slot | Value | Default value | Interval | +-----|-------|---------------|----------| +Name | Python | | | +Is-A | Untyped-Language | | | +Variable Case | | CamelCase | | +Program Length | | | 5-5000 បន្ទាត់ | +Block Syntax | Indent | | | + +3. **ការបង្ហាញនីតិវិធី** មានមូលដ្ឋានលើការបង្ហាញចំណេះដឹងជាបញ្ជីសកម្មភាពដែលអាចដំណើរការប្រារព្ធនៅពេលមានលក្ខខណ្ឌណាមួយកើតឡើង។ + - ច្បាប់ផលិតកម្មគឺជាសេចក្ដីថ្លែងការណ៍បើ-ដូច្នេះ ដែលអនុញ្ញាតិឲ្យយើងធ្វើការសន្និដ្ឋាន។ ឧទាហរណ៍ វេជ្ជបណ្ឌិតអាចមានច្បាប់ថា **បើ** អ្នកជំងឺមានកម្តៅខ្ពស់ **ឬ** កម្រិត C-reactive protein ខ្ពស់ក្នុងការធ្វើតេស្តឈាម **ដូច្នេះ** លោកអ្នកមានការរលាក។ ពេលដែលយើងជួបលក្ខខណ្ឌមួយយើងអាចទាញយកសន្និដ្ឋានអំពីការរលាក ហើយបន្ទាប់មកប្រើវានៅក្នុងការយល់ដឹងបន្ថែម។ + - អាល់ហ្គរីធម​ក៏អាចត្រូវបានគេចាត់ទុកជាទ្រង់ទ្រាយនីតិវិធីមួយទៀត ក៏ប៉ុន្តែវាកាត់បន្តិចមិនត្រូវបានប្រើជាប្រភេទផ្ទាល់ក្នុងប្រព័ន្ធផ្អែកលើចំណេះដឹង។ + +4. **លូហ្សិក** ត្រូវបានបញ្ចប់ដោយ Aristotle ក្នុងដំណើរបង្ហាញចំណេះដឹងមនុស្សទូទៅ។ + - លូហ្សិកបំពេញកិច្ចការជាទ្រឹស្តីគណិតវិទ្យាមានភាពសម្បូរបែបលើសមើលប្រាកដចំពោះកុំព្យូទ័រ ដូច្នេះសំណុំតិចតួចមួយត្រូវបានប្រើជាទូទៅដូចជា Horn clauses ដែលប្រើនៅក្នុង Prolog។ + - លូហ្សិកពិពណ៌នាគឺជាគ្រួសារប្រព័ន្ធលូហ្សិកដែលប្រើក្នុងការបង្ហាញនិងរៀបចំស្របគ្នារវាងដំបូលវត្ថុ និងការបញ្ជូនចំណេះដឹងដូចជា *បណ្តាញសមនិយម*។ + +## ប្រព័ន្ធឯកទេស + +មួយក្នុងចំណោមជោគជ័យដំបូងនៃ AI សញ្ញាសិទ្ធិគឺប្រព័ន្ធឯកទេសដែលហៅថា **expert systems** - ប្រព័ន្ធកុំព្យូទ័រ ដែលបានរចនាឡើងដើម្បីដំណើរការជាអ្នកជំនាញនៅក្នុងដែនកំណត់បញ្ហាមួយ។ វាត្រូវបានខ្ចាប់យកផ្អែកលើ **មូលដ្ឋានចំណេះដឹង** ពីអ្នកជំនាញម្នាក់ឬច្រើន ហើយមាន **ម៉ាស៊ីនសន្និដ្ឋាន** ដែលអនុវត្តការយល់ដឹងលើវា។ + +![រចនាសម្ព័ន្ធមនុស្ស](../../../../translated_images/km/arch-human.5d4d35f1bba3ab1c.webp) | ![ប្រព័ន្ធផ្អែកលើចំណេះដឹង](../../../../translated_images/km/arch-kbs.3ec5c150b09fa8da.webp) +---------------------------------------------|------------------------------------------------ +រចនាសម្ព័ន្ធសាមញ្ញនៃប្រព័ន្ធសរសៃប្រសាទមនុស្ស | រចនាសម្ព័ន្ធប្រព័ន្ធផ្អែកលើចំណេះដឹង + +ប្រព័ន្ធឯកទេសត្រូវបានកសាងដូចប្រព័ន្ធយល់ដឹងមនុស្ស ដែលមាន **ចងចាំខ្លីរយៈ** និង **ចងចាំបណ្តោះអាសន្ន**។ ដូចគ្នាពីរក្នុងប្រព័ន្ធផ្អែកលើចំណេះដឹង យើងចាត់ចែងថា៖ + +* **ចងចាំបញ្ហា**៖ រួមបញ្ចូលចំណេះដឹងអំពីបញ្ហាដែលកំពុងបានដោះស្រាយ ម៉ាតាបូកកម្តៅ ឬសម្ពាធឈាមរបស់អ្នកជំងឺ ថាតើមានការរលាក ឬមិនមាន។ ចំណេះដឹងនេះហៅថា **ចំណេះដឹងស្ថិតស្ថេរ** ព្រោះវាមានរូបភាពស្ថានភាពបញ្ហាបច្ចុប្បន្នហៅថា *problem state*។ +* **មូលដ្ឋានចំណេះដឹង**៖ តំណាងឲ្យចំណេះដឹងរយៈពេលវែងអំពីដែនកំណត់បញ្ហា។ វាត្រូវបានដកចេញដោយដៃពីអ្នកជំនាញមនុស្ស ហើយមិនប្រែប្រួលក្នុងការពិគ្រោះយោបល់នីមួយៗទេ។ ព្រោះវាអនុញ្ញាតិឲ្យយើងរុករកពីស្ថានភាពបញ្ហាមួយទៅមួយទៀត វាត្រូវបានហៅថា **ចំណេះដឹងរស្មី**។ +* **ម៉ាស៊ីនសន្និដ្ឋាន**៖ គ្រប់គ្រងដំណើរការស្វែងរកក្នុងលំហស្ថានភាពបញ្ហា​ សួរព័ត៌មានពីអ្នកប្រើនៅពេលចាំបាច់។ វាក៏ទទួលខុសត្រូវសំរាប់រកច្បាប់ត្រឹមត្រូវដើម្បីអនុវត្តលើគ្រប់ស្ថានភាព។ + +ឧទាហរណ៍ មកមើលប្រព័ន្ធឯកទេសមួយសម្រាប់កំណត់សត្វដោយផ្អែកលើលក្ខណៈរាងកាយ៖ + +![ដើមឈើ AND-OR](../../../../translated_images/km/AND-OR-Tree.5592d2c70187f283.webp) + +> រូបភាពដោយ [Dmitry Soshnikov](http://soshnikov.com) + +រូបភាពនេះហៅថា **ដើមឈើ AND-OR** ហើយវាជាការតំណាងក្រាហ្វិកនៃសំណុំច្បាប់ផលិតកម្ម។ ការគូរដើមឈើមានប្រយោជន៍នៅដើមក្នុងការទាញយកចំណេះដឹងពីអ្នកជំនាញ។ ដើម្បីបង្ហាញចំណេះដឹងក្នុងកុំព្យូទ័ររូបរាងសម្រួលជាងនេះជាការប្រើច្បាប់៖ + +``` +IF the animal eats meat +OR (animal has sharp teeth + AND animal has claws + AND animal has forward-looking eyes +) +THEN the animal is a carnivore +``` + +អ្នកអាចមើលឃើញថា លក្ខខណ្ឌមួយៗនៅផ្នែកឆ្វេងនៃច្បាប់ និងសកម្មភាព អាចត្រូវបានមើលឃើញជាផ្នែក object-attribute-value (OAV) triplets។ **ចងចាំការងារ** មានចំណុច OAV ដែលសមស្របនឹងបញ្ហាដែលកំពុងត្រូវបានដោះស្រាយ។ **ម៉ាស៊ីនច្បាប់** ស្វែងរកច្បាប់ដែលលក្ខខណ្ឌត្រូវបានបំពេញ ហើយអនុវត្តពួកវា បន្ថែម triplet មួយទៀតទៅក្នុងចងចាំការងារ។ + +> ✅ សរសេរដើមឈើ AND-OR លើប្រធានបទដែលអ្នកចូលចិត្ត! + +### ការសន្និដ្ឋានមុខក្រោយ និងពីក្រោយ + +ដំណើរការដែលបានពិពណ៌នាខាងលើហៅថា **សន្និដ្ឋានមុខក្រោយ**។ វាចាប់ផ្តើមជាមួយទិន្នន័យដើមអំពីបញ្ហាដែលមាននៅក្នុងចងចាំការងារ ហើយបន្ទាប់បង្កើតរង្វិលគិតបែបនេះ៖ + +1. ប្រសិនបើបែបបទគោលដៅមាននៅក្នុងចងចាំការងារ - បញ្ឈប់ ហើយផ្តល់លទ្ធផល +2. ស្វែងរកច្បាប់ទាំងអស់ដែលលក្ខខណ្ឌបច្ចុប្បន្នត្រូវបានបំពេញ - ទទួលបាន **សំណុំជម្លោះ** នៃច្បាប់ +3. ប្រតិបត្តិ **ដោះស្រាយជម្លោះ** - ជ្រើសច្បាប់មួយច្បាប់ដែលត្រូវអនុវត្តនៅជំហាននេះ។ អាចមានយុទ្ធសាស្រ្តផ្សេងៗក្នុងការដោះស្រាយជម្លោះ៖ + - ជ្រើសច្បាប់ដំបូងដែលអាចអនុវត្តបានក្នុងមូលដ្ឋានចំណេះដឹង + - ជ្រើសច្បាប់ដោយចៃដន្យ + - ជ្រើសច្បាប់ដែល *ពិសេសជាង* គឺជាច្បាប់ដែលបំពេញលក្ខខណ្ឌច្រើនជាងគេនៅផ្នែកឆ្វេង (LHS) +4. អនុវត្តច្បាប់ដែលជ្រើស ហើយបញ្ចូលចំណេះដឹងថ្មីទៅក្នុងស្ថានភាពបញ្ហា +5. ធ្វើម្តងទៀតចាប់ពីជំហាន 1។ + +ទោះជាយ៉ាងណា ក្នុងករណីខ្លះ យើងអាចចាប់ផ្តើមដោយគ្មានចំណេះដឹងអំពីបញ្ហា ហើយសួរចម្លើយដែលជួយឲ្យយើងដល់កំណត់ចុងក្រោយ។ ឧទាហរណ៍ នៅពេលធ្វើវេជ្ជសាស្ត្រ យើងមិនធ្វើតេស្តវេជ្ជសាស្ត្រទាំងអស់ជាមុនមុនចាប់ផ្តើមផ្តល់វេជ្ជៈទេសក្នុងអ្នកជំងឺទេ។ យើងល្អប្រសើរចាប់ផ្តើមធ្វើតេស្តនៅពេលចាំបាច់។ + +ដំណើរការនេះអាចត្រូវបានគំរូដោយប្រើ **សន្និដ្ឋានពីក្រោយ**។ វាត្រូវបានគ្រប់គ្រងដោយ **គោលដៅ** - តម្លៃសម្បត្តិដែលយើងស្វែងរក៖ + +1. ជ្រើសច្បាប់ទាំងអស់ដែលអាចផ្តល់តម្លៃមួយនៃគោលដៅ (ឧ. ជាមួយគោលដៅនៅលើ RHS ("ផ្នែកស្តាំ")) - សំណុំជម្លោះ +2. ប្រសិនបើមិនមានច្បាប់សម្រាប់សម្បត្តិនេះ ឬមានច្បាប់មួយដែលបញ្ជាឲ្យសួរតម្លៃពីអ្នកប្រើ - សូមថ្លែងបែបនេះ ប្រសិនជាអត់ពីនេះ៖ +3. ប្រើយុទ្ធសាស្រ្តដោះស្រាយជម្លោះជ្រើសច្បាប់មួយដែលយើងនឹងប្រើជា *សន្និដ្ឋាន* - យើងនឹងព្យាយាមបញ្ជាក់វា +4. ធ្វើម្ដងទៀតបែបជាបន្តបន្ទាប់ចំពោះអាគុយម៉ង់ទាំងអស់នៅក្នុង LHS របស់ច្បាប់ ដើម្បីព្យាយាមបញ្ជាក់ពួកគេជាគោលដៅ +5. ប្រសិនបើនៅដំណាក់កាលណាមួយខ្ទេចខ្ទី - ប្រើច្បាប់ផ្សេងនៅជំហាន 3។ + +> ✅ តើក្នុងស្ថានការណ៍ណាដែលសន្និដ្ឋានមុខក្រោយសាកសមជាង? និយាយពីសន្និដ្ឋានពីក្រោយដូចម្តេច? + +### ការអនុវត្តប្រព័ន្ធឯកទេស + +ប្រព័ន្ធឯកទេសអាចត្រូវអនុវត្តដោយប្រើឧបករណ៍ផ្សេងៗ៖ + +* កម្មវិធីសរសេរផ្ទាល់ជាភាសាកម្មវិធីកម្រិតខ្ពស់មួយ។ នេះមិនមែនជាគំនិតល្អបំផុតទេ ពីព្រោះអត្ថប្រយោជន៍សំខាន់នៃប្រព័ន្ធផ្អែកលើចំណេះដឹងគឺចំណេះដឹងត្រូវបានបំបែកពីសន្និដ្ឋាន ហើយពួកអ្នកជំនាញដែនកំណត់អាចសរសេរច្បាប់ឲ្យបានដោយគ្មានការយល់ដឹងជ្រាបជាក់ទាក់ទងនឹងដំណើរការសន្និដ្ឋាន។ +* ប្រើ **ក្រដាសប្រព័ន្ធឯកទេស** ដែលគឺជាប្រព័ន្ធដែលរចនាឡើងជាពិសេសសម្រាប់បញ្ចូលចំណេះដឹងដោយប្រើភាសា​តំណាង​ចំណេះដឹង។ + +## ✍️ លំហាត់៖ សន្និដ្ឋានសត្វ + +សូមមើល [Animals.ipynb](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/Animals.ipynb) សម្រាប់ឧទាហរណ៍នៃការអនុវត្តសន្និដ្ឋានមុខក្រោយ និងពីក្រោយក្នុងប្រព័ន្ធឯកទេស។ + +> **កំណត់សំគាល់**៖ ឧទាហរណ៍នេះសាមញ្ញ បង្ហាញគំនិតនៃរបៀបដែលប្រព័ន្ធឯកទេសស្របៗគ្នាដូចម្តេច។ បន្ទាប់ពីអ្នកចាប់ផ្តើមបង្កើតប្រព័ន្ធដូចនេះ អ្នកនឹងសម្គាល់ភាព *ឆ្លាត* ជាច្រើន ពីវា នៅពេលច្បាប់ច្រើនជាង ២០០+។ នៅពេលនេះ ច្បាប់ចោទដំណើរការលំបាកក្នុងការចងចាំ ហើយអ្នកអាចចាប់ផ្តើមចាប់អារម្មណ៍ថាហេតុអ្វីប្រព័ន្ធបង្កើតការសម្រេចចិត្តមួយៗ។ ទោះយ៉ាងណា លក្ខណៈសំខាន់នៃប្រព័ន្ធផ្អែកលើចំណេះដឹងគឺអ្នកអាច *ពន្យល់* ដោយដូចម្តេចដែលបណ្ដាលឲ្យកើតមានសម្រេចចិត្តណាមួយ។ + +## អ៊ុងតូឡូស៊ី និង បណ្តាញសមនិយម (Semantic Web) + +នៅចុងសតវត្សទី២០ មានការចាប់ផ្តើមឱ្យប្រើការបញ្ជូនតំណាងចំណេះដឹងដើម្បីអញ្ញាតធនធានអ៊ិនធឺណិត ដើម្បីអាចស្វែងរកធនធានដែលសមស្របនឹងសំណួរពិសេស។ ចលនានេះហៅថា **បណ្តាញសមនិយម (Semantic Web)** ហើយវាអាស្រ័យលើគំនិតជាច្រើន៖ + +- ការបញ្ជូនតំណាងចំណេះដឹងពិសេសមួយផ្អែកលើ **[លូហ្សិកពិពណ៌នា](https://en.wikipedia.org/wiki/Description_logic)** (DL)។ វាដូចជាការបង្ហាញបែបបែបផែន ព្រោះវាបង្កើតដំបូលអត់ធ្មត៍នៃវត្ថុជាមួយលក្ខណៈពិសេស ប៉ុន្តែវាមានសេម៉ង់ទីកវិទ្យាផ្លូវការនិងសន្និដ្ឋាន។ មានគ្រួសារពេញលេញនៃ DL ដែលតម្រងការវិវឌ្ឍន៍រវាងភាពសម្បូរបែប និងស្មុគស្មាញអាល់ហ្គរីធម៍នៃការសន្និដ្ឋាន។ +- ការបញ្ជូនតំណាងចំណេះដឹងចែកចាយ ដែលគំនិតទាំងអស់ត្រូវបានតំណាងដោយលេខសម្គាល់ URI ពិភពលោកធ្វើឲ្យអាចបង្កើតដំបូលចំណេះដឹងដែលរំលាយនៅលើអ៊ិនធឺណិត។ +- គ្រួសារភាសាដូចជា XML សម្រាប់ការពិពណ៌នាចំណេះដឹង៖ RDF (Resource Description Framework), RDFS (RDF Schema), OWL (Ontology Web Language)។ +មាជារបស់ Semantic Web គឺជា ឧបាយកា្រណ៍នៃ **Ontology**។ វាបញ្ជាក់អំពីការបញ្ជាក់ជាក់លាក់នៃដែនបញ្ហាមួយដោយប្រើការដំណិញ្ញាតដឹកនាំចំណេះដឹងមួយ។ Ontology សាមញ្ញបំផុតអាចជាសំណុំតំណក់នៃវត្ថុក្នុងដែនបញ្ហា ប៉ុន្តែ ontology ស្មុគស្មាញជាងនេះនឹងរួមបញ្ចូលនូវច្បាប់ដែលអាចប្រើសម្រាប់ប្រមូលហេតុ។ + +នៅក្នុង semantic web ការចំណាំទាំងអស់គឺផ្អែកលើ triplets។ វត្ថុ និង ទំនាក់ទំនងនីមួយៗត្រូវបានកំណត់ដោយ URI ឯកត្ត។ ឧទាហរណ៍ ប្រសិនបើយើងចង់សំដែងពីការពិតថា AI Curriculum នេះត្រូវបានបង្កើតឡើងដោយ Dmitry Soshnikov នៅថ្ងៃទី 1 ខែមករា ឆ្នាំ 2022 – នេះគឺជាកំណត់ត្រា triplets ដែលយើងអាចប្រើបាន៖ + + + +``` +http://github.com/microsoft/ai-for-beginners http://www.example.com/terms/creation-date “Jan 1, 2022” +http://github.com/microsoft/ai-for-beginners http://purl.org/dc/elements/1.1/creator http://soshnikov.com +``` + +> ✅ នៅទីនេះ `http://www.example.com/terms/creation-date` និង `http://purl.org/dc/elements/1.1/creator` គឺជាអាសយដ្ឋាន URI ដែលល្បីនិងទទួលបានការទទួលស្គាល់យ៉ាងទូលំទូលាយ សម្រាប់បង្ហាញមនោសញ្ចេតនារបស់ *creator* និង *creation date*។ + +នៅក្នុងករណីស្មុគស្មាញជាងនេះ ប្រសិនបើយើងចង់កំណត់បញ្ជីអ្នកបង្កើត អាចប្រើរចនាសម្ព័ន្ធទិន្នន័យមួយចំនួនដែលបានកំណត់ក្នុង RDF។ + + + +> សៀវភៅគំនូរខាងលើ កំណត់ដោយ [Dmitry Soshnikov](http://soshnikov.com) + +ការរីកចម្រើននៃការសាងសង់ Semantic Web ត្រូវបានយឺតជាងមុនដោយសារជោគជ័យនៃម៉ាស៊ីនស្វែងរក និង វិធីសាស្រ្តដំណើរការភាសាធម្មជាតិ ដែលអនុញ្ញាតឲ្យដកយកទិន្នន័យដែលមានរចនាសម្ព័ន្ធពីអត្ថបទជាដំណើរ។ ទោះយ៉ាងណា នៅក្នុងតំបន់ជាក់លាក់មួយចំនួន មានការខំប្រឹងយ៉ាងខ្លាំងនៅតែមានដើម្បីថែរក្សា ontology និងមូលដ្ឋានចំណេះដឹង។ មានគម្រោងខ្លះគួរឲ្យចាប់អារម្មណ៍៖ + +* [WikiData](https://wikidata.org/) ជាសំណុំមូលដ្ឋានចំណេះដឹងអាចអានដោយម៉ាស៊ីនដែលភ្ជាប់ជាមួយ Wikipedia។ ព័ត៌មានភាគច្រើនត្រូវបានដកចេញពី Wikipedia *InfoBoxes* ដែលជាគ្រឿងចម្បងកំណត់រចនាសម្ព័ន្ធនៅក្នុងទំព័រ Wikipedia។ អ្នកអាច [query](https://query.wikidata.org/) wikidata ដោយប្រើ SPARQL ដែលជាភាសាស្វែងរកពិសេសមួយសម្រាប់ Semantic Web។ នេះគឺជាគំរូស្វែងរកដែលបង្ហាញពីពណ៌ភ្នែកពេញនិយមបំផុតនៅក្នុងមនុស្ស៖ + +```sparql +#defaultView:BubbleChart +SELECT ?eyeColorLabel (COUNT(?human) AS ?count) +WHERE +{ + ?human wdt:P31 wd:Q5. # human instance-of homo sapiens + ?human wdt:P1340 ?eyeColor. # human eye-color ?eyeColor + SERVICE wikibase:label { bd:serviceParam wikibase:language "en". } +} +GROUP BY ?eyeColorLabel +``` + +* [DBpedia](https://www.dbpedia.org/) គឺជាការខិតខំផ្សេងទៀតដែលស្រដៀងនឹង WikiData។ + +> ✅ ប្រសិនបើអ្នកចង់សាកល្បងបង្កើត ontology របស់ខ្លួនឯង ឬបើក ontology ដែលមានស្រាប់ មានកម្មវិធីចងក្រង ontology មួយដែលអស្ចារ្យហៅថា [Protégé](https://protege.stanford.edu/)។ ទាញយកវា ឬប្រើវាតាមអនឡាញបាន។ + + + +*កម្មវិធីចងក្រង Web Protégé បើកជាមួយ ontology របស់ក្រុមគ្រួសារ Romanov។ រូបថតដោយ Dmitry Soshnikov* + +## ✍️ លំហាត់៖ Ontology គ្រួសារ + + +មើល [FamilyOntology.ipynb](https://github.com/Ezana135/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb) សម្រាប់ឧទាហរណ៍នៃការប្រើប្រាស់បច្ចេកវិទ្យា Semantic Web ដើម្បីសន្មតលទ្ធផលអំពីទំនាក់ទំនងក្នុងគ្រួសារ។ យើងនឹងយកដើមឈើគ្រួសារដែលផ្តល់ដោយទ្រង់ទ្រាយ GEDCOM សម្បូរបែប និង ontology នៃទំនាក់ទំនងក្រុមគ្រួសារ ហើយបង្កើតក្រាបនៃទំនាក់ទំនងគ្រួសារទាំងអស់សម្រាប់ជនរើសជាមនុស្សខ្លះ។ + +## Microsoft Concept Graph + +នៅភាគច្រើនករណី ontology ត្រូវបានបង្កើតយ៉ាងប្រុងប្រយ័ត្នដោយដៃ។ ទោះយ៉ាងណា វាក៏អាចធ្វើបានដែរ ដើម្បី **ស្រាវជ្រាវយក** ontology ពីទិន្នន័យដែលមិនមានរចនាសម្ព័ន្ធ ដូចជាពីអត្ថបទភាសាធម្មជាតិ។ + +ការសាកល្បងដូចនេះត្រូវបានអនុវត្តដោយ Microsoft Research ហើយបង្កើតជាលទ្ធផលជា [Microsoft Concept Graph](https://blogs.microsoft.com/ai/microsoft-researchers-release-graph-that-helps-machines-conceptualize/?WT.mc_id=academic-77998-cacaste)។ + +វាជាការប្រមូលវត្ថុយ៉ាងធំដែលបានក្រុមជាគ្នាតាមរយៈទំនាក់ទំនង `is-a` inheritance។ វាអនុញ្ញាតឲ្យឆ្លើយសំណួរដូចជា "Microsoft ជាអ្វី?" – ពីលទ្ធផលរើសបាន "ក្រុមហ៊ុនមានស(Collections probability 0.87, និងម៉ាកទំនិញមានស(Collections probability 0.75)"។ + +Graph នេះអាចប្រើទាំងជា REST API ឬជាឯកសារសរសេរមួយធំបញ្ជីគូវត្ថុទាំងអស់។ + +## ✍️ លំហាត់៖ Concept Graph + +សាកល្បង [MSConceptGraph.ipynb](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/MSConceptGraph.ipynb) ដើម្បីមើលរបៀបដែលយើងអាចប្រើ Microsoft Concept Graph ដាក់ពាណិជ្ជកម្មព័ត៌មានព័ត៌មានជាចំណាត់ថ្នាក់ជាច្រើន។ + +## សេចក្តីសន្និដ្ឋាន + +សព្វថ្ងៃ AI ត្រូវបានគេចាត់ទុកជាស្មើរនឹង *Machine Learning* ឬ *Neural Networks*។ ប៉ុន្តែមនុស្សម្នាក់ក៏បង្ហាញពីការសន្មតច្បាស់លាស់ ដែលគឺជារឿងមួយដែលបច្ចុប្បន្នវ៉េលាពេលនេះ neural networks មិនអាចដោះស្រាយបាន។ នៅក្នុងគម្រោងពិភពលោកពិត ការសន្មតច្បាស់លាស់ត្រូវបានប្រើនៅសម្រាប់អនុវត្តភារកិច្ចដែលត្រូវការពន្យល់ ឬអាចកែប្រែឥរិយាបថរបស់ប្រព័ន្ធក្នុងវិធីគ្រប់គ្រងបាន។ + +## 🚀 ការប្រលែង + +នៅក្នុងកំណត់ត្រា Family Ontology តភ្ជាប់ជាមួយមេរៀននេះ មានឱកាសសាកល្បងជាមួយទំនាក់ទំនងគ្រួសារផ្សេងៗទៀត។ ព្យាយាមស្វែងរកការតភ្ជាប់ថ្មីរវាងមនុស្សនៅក្នុងដើមឈើគ្រួសារ។ + +## [Resident-lecture quiz](https://ff-quizzes.netlify.app/en/ai/quiz/4) + +## ការត្រួតពិនិត្យ និងអនុវត្តដោយខ្លួនឯង + +ស្រាវជ្រាវតាមអ៊ីនធឺណិត ដើម្បីរកមើលដែនកំណត់ដែលមនុស្សបានព្យាយាមវាស់វែងនិងកំណត់ចំណេះដឹង។ មើលទៅ Bloom’s Taxonomy និងត្រឡប់ក្រោយទៅក្នុងប្រវត្តិសាស្ត្រដើម្បីរៀនពីរបៀបមនុស្សព្យាយាមយល់អំពីពិភពលោករបស់ពួកគេ។ ស្រាវជ្រាវកិច្ចការរបស់ Linnaeus ក្នុងការបង្កើត taxonomie សត្វស្មៅ និងព្យួរការបង្កើតរបៀបដែល Dmitri Mendeleev បានបង្កើតវិធីសាស្រ្តសម្រាប់ធាតុគីមីអាចពិពណ៌នានិងចាក់ជាក្រុម។ តើអ្នកអាចរកឃើញឧទាហរណ៍ចំណុចគួរឱកាសផ្សេងទៀតទេ? + +**ការបង្រៀន**: [បង្កើត Ontology](assignment.md) + +--- + + +**ការបដិសេធ**: +ឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ក្នុងពេលដែលយើងខំប្រឹងប្រែងដើម្បីភាពត្រឹមត្រូវ សូមយល់ព្រមថាការបកប្រែដោយស្វ័យប្រវត្តិអាចមានកំហុស ឬភាពមិនត្រឹមត្រូវ។ ឯកសារដើមនៅក្នុងភាសាគេហដ្ឋានរបស់វាត្រូវបានអនុគ្រោះថាជាមូលដ្ឋានដ៏សម្បទា។ សម្រាប់ព័ត៌មានដែលមានសារៈសំខាន់ សូមផ្ដល់អាទិភាពការបកប្រែដោយអ្នកជំនាញមនុស្សវិជ្ជាជីវៈ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំ ឬការបកស្រាយខុសពីការប្រើប្រាស់បកប្រែនេះទេ។ + \ No newline at end of file diff --git a/translations/km/lessons/2-Symbolic/assignment.md b/translations/km/lessons/2-Symbolic/assignment.md new file mode 100644 index 00000000..a07abdc1 --- /dev/null +++ b/translations/km/lessons/2-Symbolic/assignment.md @@ -0,0 +1,10 @@ +# សាងសង់អង់តូឡូജി + +ការសាងសង់មូលដ្ឋានចំណេះដឹងគឺពាក់ព័ន្ធទៅនឹងការបែងចែកម៉ូដែលដែលតំណាងឱ្យកត្តាអំពីប្រធានបទមួយ។ ជ្រើសរើសប្រធានបទមួយ - ដូចជាមនុស្សម្នាក់ ទីកន្លែងមួយ ឬរបស់មួយ - ហើយបង្កើតម៉ូដែលនៃប្រធានបទនោះ។ ប្រើបច្ចេកទេសមួយចំនួន និងយុទ្ធសាស្ត្រសាងសង់ម៉ូដែលដែលបានពិពណ៌នាក្រោមមេរៀននេះ។ ឧទាហរណ៍ គឺការបង្កើតអង់តូឡូជីនៃបន្ទប់រស់នៅមានសម្ភារៈផ្ទះ ម៉ូលចង្កៀង និងផ្សេងទៀត។ តើបន្ទប់រស់នៅខុសពីផ្ទះបាយយ៉ាងដូចម្តេច? បន្ទប់ទឹក? តើអ្នកដឹងដូចម្តេចថាវាជាបន្ទប់រស់នៅ មិនមែនបន្ទប់បរិច្ឆេទ? ប្រើ [Protégé](https://protege.stanford.edu/) ដើម្បីសាងសង់អង់តូឡូជីរបស់អ្នក។ + +--- + + +**ការព្រមាន**: +ឯកសារនេះត្រូវបានបកប្រែដោយការបម្រើការបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ពេលខ្ញុំខិតខំព្រមានភាពត្រឹមត្រូវ សូមជ្រាបថាការបកប្រែដែលធ្វើដោយប្រព័ន្ធស្វ័យប្រវត្តិអាចមានកំហុស ឬការមិនត្រឹមត្រូវ។ ឯកសារដើមនៅក្នុងភាសាគោលគួរត្រូវបានគេចាត់ទុកថាជាផ្លូវការជាមួយប្រភពត្រឹមត្រូវ។ សម្រាប់ព័ត៌មានសំខាន់ៗ និយោជន៍បកប្រែដោយមនុស្សជំនាញគឺជាជម្រើសល្អបំផុត។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំ ឬការបកប្រែខុសដែលកើតមានពីការប្រើប្រាស់ការបកប្រែនេះឡើយ។ + \ No newline at end of file diff --git a/translations/km/lessons/3-NeuralNetworks/03-Perceptron/Perceptron.ipynb b/translations/km/lessons/3-NeuralNetworks/03-Perceptron/Perceptron.ipynb new file mode 100644 index 00000000..0e6d972e --- /dev/null +++ b/translations/km/lessons/3-NeuralNetworks/03-Perceptron/Perceptron.ipynb @@ -0,0 +1,1213 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "collapsed": true, + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Perceptron\n", + "\n", + "> សៀវភៅកំណត់ហេតុនេះគឺជាផ្នែកមួយនៃ [AI សម្រាប់អ្នកដំបូងរៀន](http://github.com/microsoft/ai-for-beginners)។ សូមចូលទៅកាន់ទំព័រហាងរក្សាទុកសម្រាប់ឯកសាររៀនទាំងមូល។\n", + "\n", + "ដូចដែលយើងបានពិភាក្សា ហៅថា perceptron អនុញ្ញាតឱ្យអ្នកដោះស្រាយ **បញ្ហាការបែងចែកប្រភេទពីរជាន់**, គឺដើម្បីចាត់ថ្នាក់ឧទាហរណ៍បញ្ចូលចូលទៅក្នុងពីរប្រភេទ - យើងអាចហៅថា **វិជ្ជមាន** និង **អវិជ្ជមាន**។\n", + "\n", + "ជាដំបូង តោះនាំចូលបណ្ណាល័យដែលតម្រូវ។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import pylab\n", + "from matplotlib import gridspec\n", + "from sklearn.datasets import make_classification\n", + "import numpy as np\n", + "from ipywidgets import interact, interactive, fixed\n", + "import ipywidgets as widgets\n", + "import pickle\n", + "import os\n", + "import gzip\n", + "\n", + "# pick the seed for reproducability - change it to explore the effects of random variations\n", + "np.random.seed(1)\n", + "import random" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## ប្រធានបទលេង\n", + "\n", + "ដើម្បីចាប់ផ្តើម យើងអាចចាប់ផ្តើមដោយប្រធានបទលេងមួយ ដែលមានលក្ខណៈបញ្ចូលពីរ។ ឧទាហរណ៍ ក្នុងវិស័យវេជ្ជសាស្ត្រ យើងអាចចង់ចែងថាតើសរីរាង្គកុមារមានប្រភេទ benign ឬ malignant នាពេលដែលគេពាក់ព័ន្ធនឹងទំហំ និងអាយុរបស់វា។\n", + "\n", + "យើងនឹងបង្កើតឧទាហរណ៍នៃឈានដល់ចំណាត់ថ្នាក់ដោយចៃដន្យដោយប្រើមុខងារ `make_classification` ពីបណ្ណាល័យ SciKit Learn ៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features:\n", + " [[-1.7441838 -1.3952037 ]\n", + " [ 2.5921783 -0.08124504]\n", + " [ 0.9218062 0.91789985]\n", + " [-0.8437018 -0.18738253]]\n", + "Labels:\n", + " [-1 -1 1 -1]\n" + ] + } + ], + "source": [ + "n = 50\n", + "X, Y = make_classification(n_samples = n, n_features=2,\n", + " n_redundant=0, n_informative=2, flip_y=0)\n", + "Y = Y*2-1 # convert initial 0/1 values into -1/1\n", + "X = X.astype(np.float32); Y = Y.astype(np.int32) # features - float, label - int\n", + "\n", + "# Split the dataset into training and test\n", + "train_x, test_x = np.split(X, [ n*8//10])\n", + "train_labels, test_labels = np.split(Y, [n*8//10])\n", + "print(\"Features:\\n\",train_x[0:4])\n", + "print(\"Labels:\\n\",train_labels[0:4])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "តោះមកគូរជាមួយនឹងសំណុំទិន្នន័យផង:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":11: UserWarning: Matplotlib is currently using module://ipykernel.pylab.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "

      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "def plot_dataset(suptitle, features, labels):\n", + " # prepare the plot\n", + " fig, ax = pylab.subplots(1, 1)\n", + " #pylab.subplots_adjust(bottom=0.2, wspace=0.4)\n", + " fig.suptitle(suptitle, fontsize = 16)\n", + " ax.set_xlabel('$x_i[0]$ -- (feature 1)')\n", + " ax.set_ylabel('$x_i[1]$ -- (feature 2)')\n", + "\n", + " colors = ['r' if l>0 else 'b' for l in labels]\n", + " ax.scatter(features[:, 0], features[:, 1], marker='o', c=colors, s=100, alpha = 0.5)\n", + " fig.show()\n", + "\n", + "plot_dataset('Training data', train_x, train_labels)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Perceptron\n", + "\n", + "ដោយសារតែ perceptron គឺជាឧបករណ៍ចម្រាញ់ពីរភាគរយ សម្រាប់វ៉ិចទ័របញ្ចូល $x$ មួយៗ ផលចេញនៃ perceptron របស់យើងនឹងត្រូវជា +1 ឬ -1 ដោយផ្អែកលើថ្នាក់។ ផលចេញនឹងត្រូវគណនាដោយប្រើរូបធរណីមួយ\n", + "\n", + "$$y(\\mathbf{x}) = f(\\mathbf{w}^{\\mathrm{T}}\\mathbf{x})$$\n", + "\n", + "ដែល $\\mathbf{w}$ គឺជាវ៉ិចទ័រទំងន់, $f$ គឺជាអនុគមន៍បញ្ចូនជំហាន:\n", + "$$\n", + "f(x) = \\begin{cases}\n", + " +1 & x \\geq 0 \\\\\n", + " -1 & x < 0\n", + " \\end{cases} \\\\\n", + "$$\n", + "\n", + "យ៉ាងណាក៏ដោយ គំរូរាបប៉ុន្មានមួយគួរត្រូវមានរង្វាស់បន្ថែមផង ដូច្នេះយើងគួរតែគណនា $y$ ជា $y=f(\\mathbf{w}^{\\mathrm{T}}\\mathbf{x}+\\mathbf{b})$។ ដើម្បីធ្វើឱ្យគំរូរបស់យើងសាមញ្ញ យើងអាចកំចាត់គន្លងរង្វាស់បន្ថែមនេះដោយបន្ថែមវិមាត្រតែមួយទៀតទៅលើលក្ខណៈបញ្ចូលរបស់យើង ដែលតែងតែស្មើនឹង 1:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 0.92180622 0.91789985 1. ]\n", + " [-1.06435513 1.49764717 1. ]\n", + " [ 0.32839951 2.25677919 1. ]]\n" + ] + } + ], + "source": [ + "pos_examples = np.array([ [t[0], t[1], 1] for i,t in enumerate(train_x) \n", + " if train_labels[i]>0])\n", + "neg_examples = np.array([ [t[0], t[1], 1] for i,t in enumerate(train_x) \n", + " if train_labels[i]<0])\n", + "print(pos_examples[0:3])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## 알고리즘 교육\n", + "\n", + "퍼셉트론을 학습시키기 위해서는 오류를 최소화하는 가중치 $\\mathbf{w}$를 찾아야 합니다. 오류는 **퍼셉트론 기준**을 사용하여 정의됩니다:\n", + "\n", + "$$E(\\mathbf{w}) = -\\sum_{n \\in \\mathcal{M}}\\mathbf{w}^{\\mathrm{T}}\\mathbf{x}_{n}t_{n}$$\n", + "\n", + " * $t_{n} \\in \\{-1, +1\\}$는 각각 음수 및 양수 학습 샘플에 해당합니다\n", + " * $\\mathcal{M}$ - 잘못 분류된 예제 집합입니다\n", + " \n", + "우리는 **경사 하강법** 과정을 사용할 것입니다. 초기 임의 가중치 $\\mathbf{w}^{(0)}$에서 시작하여 $E$의 기울기를 이용해 학습 각 단계에서 가중치를 조정합니다:\n", + "\n", + "$$\\mathbf{w}^{\\tau + 1}=\\mathbf{w}^{\\tau} - \\eta \\nabla E(\\mathbf{w}) = \\mathbf{w}^{\\tau} + \\eta\\sum_{n \\in \\mathcal{M}}\\mathbf{x}_{n} t_{n}$$\n", + "\n", + "여기서 $\\eta$는 **학습률**이고, $\\tau\\in\\mathbb{N}$는 반복 횟수입니다.\n", + "\n", + "이 알고리즘을 Python에서 정의해 보겠습니다:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "def train(positive_examples, negative_examples, num_iterations = 100, learning_rate = 0.01):\n", + " num_dims = positive_examples.shape[1]\n", + " \n", + " # Initialize weights. \n", + " # We initialize with 0 for simplicity, but random initialization is also a good idea\n", + " weights = np.zeros((num_dims,1)) \n", + " \n", + " pos_count = positive_examples.shape[0]\n", + " neg_count = negative_examples.shape[0]\n", + " \n", + " report_frequency = 10\n", + " \n", + " for i in range(num_iterations):\n", + " # Pick one positive and one negative example\n", + " pos = random.choice(positive_examples)\n", + " neg = random.choice(negative_examples)\n", + "\n", + " z = np.dot(pos, weights) \n", + " if z < 0: # positive example was classified as negative\n", + " weights = weights + learning_rate * pos.reshape(weights.shape)\n", + "\n", + " z = np.dot(neg, weights)\n", + " if z >= 0: # negative example was classified as positive\n", + " weights = weights - learning_rate * neg.reshape(weights.shape)\n", + " \n", + " # Periodically, print out the current accuracy on all examples \n", + " if i % report_frequency == 0: \n", + " pos_out = np.dot(positive_examples, weights)\n", + " neg_out = np.dot(negative_examples, weights) \n", + " pos_correct = (pos_out >= 0).sum() / float(pos_count)\n", + " neg_correct = (neg_out < 0).sum() / float(neg_count)\n", + " print(\"Iteration={}, pos correct={}, neg correct={}\".format(i,pos_correct,neg_correct))\n", + "\n", + " return weights" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**កំណត់ចិត្តអំពី អត្រាការសិក្សា**: ប៉ារ៉ាម៉ែត្ររបស់ `learning_rate` (លំនាំដើម `0.01`) គ្រប់គ្រងពីចំនួនដែលយើងកែប្រែកំលាំងខ្សែព្យួរក្នុងរៀងរាល់ជំហានបង្រៀន។ នេះអនុវត្តន៍កម្រិតធ្លាក់ទន្ទឹមនៃមូលធាតុធ្លាក់ក្រោមសមីការ៖\n", + "\n", + "$$\\mathbf{w}^{\\tau + 1}=\\mathbf{w}^{\\tau} + \\eta \\mathbf{x}_{n} t_{n}$$\n", + "\n", + "- អត្រាការសិក្សាធំជាង (ឧ. `1.0`) ធ្វើឱ្យ perceptron រៀនលឿនជាង ប៉ុន្តែអាចឆ្លងកាត់ដល់ដំណោះស្រាយល្អបំផុត\n", + "- អត្រាការសិក្សាតិចជាង (ឧ. `0.001`) រៀនយឺតជាង ប៉ុន្តែអាចបញ្ចប់នូវការបញ្ចប់ដោយច្បាស់ជាង\n", + "- អ្នកអាចសាកល្បងដោយហៅ៖ `train(pos_examples, neg_examples, learning_rate=0.1)`\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ឥឡូវនេះចាំបង្រៀនលើសំណុំទិន្នន័យរបស់យើង៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iteration=0, pos correct=0.2631578947368421, neg correct=0.6190476190476191\n", + "Iteration=10, pos correct=0.8947368421052632, neg correct=0.8571428571428571\n", + "Iteration=20, pos correct=0.8421052631578947, neg correct=1.0\n", + "Iteration=30, pos correct=0.8947368421052632, neg correct=0.9523809523809523\n", + "Iteration=40, pos correct=0.8947368421052632, neg correct=0.9523809523809523\n", + "Iteration=50, pos correct=0.9473684210526315, neg correct=0.9047619047619048\n", + "Iteration=60, pos correct=0.8947368421052632, neg correct=0.9523809523809523\n", + "Iteration=70, pos correct=0.8947368421052632, neg correct=0.9047619047619048\n", + "Iteration=80, pos correct=0.8947368421052632, neg correct=0.6190476190476191\n", + "Iteration=90, pos correct=0.8421052631578947, neg correct=1.0\n", + "[[-0.66042328 4.90850882 -1. ]]\n" + ] + } + ], + "source": [ + "wts = train(pos_examples,neg_examples)\n", + "print(wts.transpose())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ដូចដែលអ្នកអាចមើលឃើញបាន ការត្រឹមត្រូវដំបូងមានប្រហែល ៥០% ប៉ុន្តែវាដំណើរការកើនឡើងយ៉ាងឆាប់រហ័សទៅកាន់តម្លៃខ្ពស់ជិត ៩០%។\n", + "\n", + "ចង់បង្ហាញរូបភាពថាតំបន់ថ្នាក់ត្រូវបានបំបែកយ៉ាងដូចម្តេច។ អំពើចាត់ថ្នាក់របស់យើងមានរាងដូចជា $\\mathbf{w}^Tx$ ដែលវាមានតម្លៃធំជាង ០ សម្រាប់ថ្នាក់មួយ ហើយតិចជាង ០ សម្រាប់ថ្នាក់មួយផ្សេងទៀត។ ដូច្នេះ បន្ទាត់បំបែកថ្នាក់ត្រូវបានកំណត់ដោយ $\\mathbf{w}^Tx = 0$។ ព្រោះយើងមានវិមាត្រតែពីរ $x_0$ និង $x_1$ សមីការសម្រាប់បន្ទាត់គឺ $w_0x_0+w_1x_1+w_2 = 0$ (ចាំថាយើងបានកំណត់វិមាត្របន្ថែមមួយយ៉ាងច្បាស់ $x_2=1$)។ ចង់គូរបន្ទាត់នេះ៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "def plot_boundary(positive_examples, negative_examples, weights):\n", + " if np.isclose(weights[1], 0):\n", + " if np.isclose(weights[0], 0):\n", + " x = y = np.array([-6, 6], dtype = 'float32')\n", + " else:\n", + " y = np.array([-6, 6], dtype='float32')\n", + " x = -(weights[1] * y + weights[2])/weights[0]\n", + " else:\n", + " x = np.array([-6, 6], dtype='float32')\n", + " y = -(weights[0] * x + weights[2])/weights[1]\n", + "\n", + " pylab.xlim(-6, 6)\n", + " pylab.ylim(-6, 6) \n", + " pylab.plot(positive_examples[:,0], positive_examples[:,1], 'bo')\n", + " pylab.plot(negative_examples[:,0], negative_examples[:,1], 'ro')\n", + " pylab.plot(x, y, 'g', linewidth=2.0)\n", + " pylab.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_boundary(pos_examples,neg_examples,wts)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## សាកល្បងជាមួយអត្រាការរៀន\n", + "\n", + "ឥឡូវនេះយើងចង់ស្វែងយល់ថាតើអត្រាការរៀនផ្សេងៗគ្នាប៉ះពាល់ដល់ដំណើរការបណ្តុះបណ្តាលយ៉ាងដូចម្តេច។ អត្រាការរៀនគ្រប់គ្រងទំហំនូវជំហានក្នុងការធ្លាក់ក្រាម - ជាប៉ារ៉ាម៉ែត្រសំខាន់មួយដែលប៉ះពាល់ទាំងល្បឿនការបញ្ចូលវិញ និងស្ថិរភាព។\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Compare different learning rates\n", + "learning_rates = [0.001, 0.01, 0.1, 1.0]\n", + "fig, axes = pylab.subplots(2, 2, figsize=(12, 10))\n", + "fig.suptitle('Effect of Different Learning Rates', fontsize=16)\n", + "\n", + "for idx, lr in enumerate(learning_rates):\n", + " ax = axes[idx // 2, idx % 2]\n", + " \n", + " # Train with this learning rate\n", + " weights_lr = train(pos_examples, neg_examples, num_iterations=100, learning_rate=lr)\n", + " \n", + " # Plot decision boundary\n", + " if np.isclose(weights_lr[1], 0):\n", + " if np.isclose(weights_lr[0], 0):\n", + " x = y = np.array([-6, 6], dtype='float32')\n", + " else:\n", + " y = np.array([-6, 6], dtype='float32')\n", + " x = -(weights_lr[1] * y + weights_lr[2])/weights_lr[0]\n", + " else:\n", + " x = np.array([-6, 6], dtype='float32')\n", + " y = -(weights_lr[0] * x + weights_lr[2])/weights_lr[1]\n", + " \n", + " ax.set_xlim(-6, 6)\n", + " ax.set_ylim(-6, 6)\n", + " ax.plot(pos_examples[:, 0], pos_examples[:, 1], 'bo', label='Positive', alpha=0.7)\n", + " ax.plot(neg_examples[:, 0], neg_examples[:, 1], 'ro', label='Negative', alpha=0.7)\n", + " ax.plot(x, y, 'g-', linewidth=2)\n", + " ax.set_title(f'Learning Rate = {lr}')\n", + " ax.set_xlabel('Feature 1')\n", + " ax.set_ylabel('Feature 2')\n", + " ax.legend()\n", + " ax.grid(True, alpha=0.3)\n", + "\n", + "pylab.tight_layout()\n", + "pylab.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### សាកល្បងអត្រាសិក្សាផ្ទាល់\n", + "\n", + "ប្រើរបារលីងខាងក្រោមដើម្បីសាកល្បងអត្រាសិក្សាផ្សេងៗ និងមើលថាវាអះអាងដែនកំណត់នៃការសម្រេចចិត្តយ៉ាងដូចម្តេច៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def train_and_plot_with_lr(learning_rate=0.01):\n", + " \"\"\"Train perceptron with specified learning rate and plot results\"\"\"\n", + " weights_lr = train(pos_examples, neg_examples, num_iterations=100, learning_rate=learning_rate)\n", + " \n", + " fig, (ax1, ax2) = pylab.subplots(1, 2, figsize=(14, 5))\n", + " \n", + " # Plot 1: Decision boundary\n", + " if np.isclose(weights_lr[1], 0):\n", + " if np.isclose(weights_lr[0], 0):\n", + " x = y = np.array([-6, 6], dtype='float32')\n", + " else:\n", + " y = np.array([-6, 6], dtype='float32')\n", + " x = -(weights_lr[1] * y + weights_lr[2])/weights_lr[0]\n", + " else:\n", + " x = np.array([-6, 6], dtype='float32')\n", + " y = -(weights_lr[0] * x + weights_lr[2])/weights_lr[1]\n", + " \n", + " ax1.set_xlim(-6, 6)\n", + " ax1.set_ylim(-6, 6)\n", + " ax1.plot(pos_examples[:, 0], pos_examples[:, 1], 'bo', label='Positive', s=100, alpha=0.6)\n", + " ax1.plot(neg_examples[:, 0], neg_examples[:, 1], 'ro', label='Negative', s=100, alpha=0.6)\n", + " ax1.plot(x, y, 'g-', linewidth=3, label='Decision Boundary')\n", + " ax1.set_title(f'Decision Boundary (lr={learning_rate})', fontsize=14)\n", + " ax1.set_xlabel('Feature 1')\n", + " ax1.set_ylabel('Feature 2')\n", + " ax1.legend()\n", + " ax1.grid(True, alpha=0.3)\n", + " \n", + " # Plot 2: Weight values\n", + " ax2.bar(['w0', 'w1', 'bias'], weights_lr.flatten(), color=['blue', 'green', 'red'], alpha=0.7)\n", + " ax2.set_title('Final Weight Values', fontsize=14)\n", + " ax2.set_ylabel('Weight Value')\n", + " ax2.grid(True, alpha=0.3, axis='y')\n", + " ax2.axhline(y=0, color='black', linestyle='-', linewidth=0.5)\n", + " \n", + " pylab.tight_layout()\n", + " pylab.show()\n", + " \n", + " print(f\"Final weights: {weights_lr.flatten()}\")\n", + "\n", + "# Create interactive widget\n", + "interact(train_and_plot_with_lr, \n", + " learning_rate=widgets.FloatSlider(value=0.01, min=0.001, max=1.0, step=0.001, \n", + " description='Learning Rate:', continuous_update=False))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## វាយតម្លៃលើទិន្នន័យសាកល្បង\n", + "\n", + "នៅដើម នោះយើងបានដកចេញទិន្នន័យមួយចំនួនទៅកាន់ទិន្នន័យសាកល្បង។ មកមើលថាតើអ្នកចាត់ថ្នាក់របស់យើងមានភាពត្រឹមត្រូវប៉ុនណាលើទិន្នន័យសាកល្បងនេះ។ ដើម្បីធ្វើការនេះ យើងក៏ពង្រីកទិន្នន័យសាកល្បងជាមួយវិមាត្របន្ថែម មធ្យោបាយគុណដោយមាត្រដ្ឋានទំងន់ ហើយធ្វើការត្រួតពិនិត្យថាមูลค่ាដែលទទួលបានមានសញ្ញាដូចគ្នានឹងស្លាក (+1 ឬ -1) ឬអត់។ បន្ទាប់មកយើងបូកតម្លៃ boolean ទាំងអស់ និងបែងចែកដោយប្រវែងនៃគំរូសាកល្បង ដើម្បីទទួលបានភាពត្រឹមត្រូវ៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "1.0" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def accuracy(weights, test_x, test_labels):\n", + " res = np.dot(np.c_[test_x,np.ones(len(test_x))],weights)\n", + " return (res.reshape(test_labels.shape)*test_labels>=0).sum()/float(len(test_labels))\n", + "\n", + "accuracy(wts, test_x, test_labels)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## ការមើលការបណ្តុះបណ្តាល\n", + "\n", + "យើងបានឃើញពីមុនថាអត្រាត្រឹមត្រូវបានបន្ថយខណៈពេលបណ្តុះបណ្តាល។ វានឹងល្អបើអាចមើលឃើញរបារចុះបំបែកធ្វើដំណើរដូចម្ដេចខណៈពេលបណ្តុះបណ្តាល។ កូដខាងក្រោមនឹងបង្ហាញរូបភាពគ្រប់យ៉ាងលើក្រាបមួយ ហើយអ្នកគួរតែអាចចល័តស្លាយទៅកាន់ពេលវល់ដើម្បី \"ធ្វើដំណើរតាមពេល\" តាមដំណើរការបណ្តុះបណ្តាល។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "def train_graph(positive_examples, negative_examples, num_iterations = 100, learning_rate = 0.01):\n", + " num_dims = positive_examples.shape[1]\n", + " weights = np.zeros((num_dims,1)) # initialize weights\n", + " \n", + " pos_count = positive_examples.shape[0]\n", + " neg_count = negative_examples.shape[0]\n", + " \n", + " report_frequency = 15;\n", + " snapshots = []\n", + " \n", + " for i in range(num_iterations):\n", + " pos = random.choice(positive_examples)\n", + " neg = random.choice(negative_examples)\n", + "\n", + " z = np.dot(pos, weights) \n", + " if z < 0:\n", + " weights = weights + learning_rate * pos.reshape(weights.shape)\n", + "\n", + " z = np.dot(neg, weights)\n", + " if z >= 0:\n", + " weights = weights - learning_rate * neg.reshape(weights.shape)\n", + " \n", + " if i % report_frequency == 0: \n", + " pos_out = np.dot(positive_examples, weights)\n", + " neg_out = np.dot(negative_examples, weights) \n", + " pos_correct = (pos_out >= 0).sum() / float(pos_count)\n", + " neg_correct = (neg_out < 0).sum() / float(neg_count)\n", + " snapshots.append([np.copy(weights).flatten(), (pos_correct+neg_correct)/2.0])\n", + "\n", + " return np.array(snapshots, dtype=object)\n", + "\n", + "snapshots = train_graph(pos_examples,neg_examples)\n", + "\n", + "def plotit(pos_examples,neg_examples,snapshots,step):\n", + " fig = pylab.figure(figsize=(10,4))\n", + " fig.add_subplot(1, 2, 1)\n", + " plot_boundary(pos_examples, neg_examples, snapshots[step][0])\n", + " fig.add_subplot(1, 2, 2)\n", + " pylab.plot(np.arange(len(snapshots[:,1])), snapshots[:,1])\n", + " pylab.ylabel('Accuracy')\n", + " pylab.xlabel('Iteration')\n", + " pylab.plot(step, snapshots[step,1], \"bo\")\n", + " pylab.show()\n", + "def pl1(step): plotit(pos_examples,neg_examples,snapshots,step)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "8561af1ae77c421f9ca068fe0bdac566", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(IntSlider(value=0, description='step', max=6), Output()), _dom_classes=('widget-interact…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "interact(pl1, step=widgets.IntSlider(value=0, min=0, max=len(snapshots)-1))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## ការរឹតបន្តឹងនៃ Perceptron\n", + "\n", + "ដូចដែលអ្នកបានឃើញខាងលើ Perceptron គឺជា **ម៉ាស៊ីនចាត់ថ្នាក់បន្ទាត់**។ វាអាចបំបែកចន្លោះពីរប្រភេទបានល្អប្រសើរបើសិនវា **អាចបំបែកដោយបន្ទាត់បន្តផ្ទាល់** ដែលមានន័យថាអាចបំបែកដោយបន្ទាត់ត្រង់។ រឺមិនដូច្នោះទេ ដំណើរការបណ្តុះបណ្តាល Perceptron នឹងមិនស្ទាក់ស្ទើរទេ។\n", + "\n", + "ឧទាហរណ៍ដែលច្បាស់ជាងគេនៃបញ្ហាដែលមិនអាចដោះស្រាយបានដោយ Perceptron គឺបញ្ហា​ដែលហៅថា **បញ្ហា XOR**។ យើងចង់ឱ្យ Perceptron របស់យើងរៀនមុខងារ boolean XOR ដែលមានតារាងត្រឹមត្រូវដូចខាងក្រោម៖\n", + "\n", + "| | 0 | 1 |\n", + "|---|---|---|\n", + "| 0 | 0 | 1 | \n", + "| 1 | 1 | 0 |\n", + "\n", + "ចង់សាកល្បងធ្វើវា! យើងនឹងបំពេញគំរូបណ្តុះបណ្តាលវិជ្ជមាននិងអវិជ្ជមានយ៉ាងម៉ាស៊ីនវិភាគហើយបន្ទាប់មកហៅមុខងារបណ្តុះបណ្តាលដែលបានកំណត់ខាងលើ៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "pos_examples_xor = np.array([[1,0,1],[0,1,1]])\n", + "neg_examples_xor = np.array([[1,1,1],[0,0,1]])\n", + "\n", + "snapshots_xor = train_graph(pos_examples_xor,neg_examples_xor,1000)\n", + "def pl2(step): plotit(pos_examples_xor,neg_examples_xor,snapshots_xor,step)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "8f45bf78e4c8471fbc6eea233dde2bf6", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(IntSlider(value=0, description='step', max=6), Output()), _dom_classes=('widget-interact…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "interact(pl2, step=widgets.IntSlider(value=0, min=0, max=len(snapshots)-1))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true, + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "ដូចដែលអ្នកអាចមើលឃើញពីក្រាផខាងលើ ការពិតណាស់មិនដែលលើស75% ទេ ព្រោះវាមិនអាចគូររបារស្រង់ជាប់ត្រូវបានទាំងអស់ក្នុងលក្ខណៈដូច្នេះបានឡើយ។\n", + "\n", + "បញ្ហា XOR គឺជាឧទាហរណ៍បុរាណនៃកំណត់កំណត់នៃ perceptron ហើយវាត្រូវបានបញ្ចេញដោយ Marvin Minsky និង Seymour Papert ក្នុងឆ្នាំ1969 ក្នុងសៀវភៅ [Perceptrons](https://en.wikipedia.org/wiki/Perceptrons_(book))។ ការសង្កេតនេះបានកំណត់ការស្រាវជ្រាវនៅក្នុងដែននៃបណ្តាញប្រសាទរយៈពេលប្រហែល១០ឆ្នាំ ទោះបីៈ - ហើយយើងនឹងមើលទៅក្នុងផ្នែកបន្ទាប់នៃវគ្គសិក្សារបស់យើង - តែ perceptrons ដែលមានជាន់ច្រើនអាចដោះស្រាយបញ្ហាដូចខាងលើបានយ៉ាងល្អ។\n", + "\n", + "## ឧទាហរណ៍ស្មុគស្មាញ - MNIST\n", + "\n", + "មិនថា perceptron មិនអាចដោះស្រាយបញ្ហា XOR បានទេ ប៉ុន្តែវាអាចដោះស្រាយបញ្ហាស្មុគស្មាញជាច្រើនទៀត ដូចជាការទទួលស្គាល់តួអក្សរដៃ។\n", + "\n", + "ឧបករណ៍ទិន្នន័យមួយដែលត្រូវបានប្រើប្រាស់ជាញឹកញាប់នៅពេលរៀនអំពីការសិក្សាម៉ាស៊ីនខ្សែសង្វាក់មានឈ្មោះថា [MNIST](https://en.wikipedia.org/wiki/MNIST_database)។ វាត្រូវបានបង្កើតឡើងដោយ Modified National Institute of Standards and Technology ហើយមានសំណុំទិន្នន័យបណ្ដុះបណ្ដាលមានចំនួន៦០០០០អក្សរដែលបានសរសេរដោយដៃ ប្រមូលផ្តុំពីសិស្សនិងនិយោជកប្រហែល ២៥០នាក់ក្នុងស្ថាប័ន។ ក៏មានសំណុំទិន្នន័យសាកល្បងចំនួន ១០០០០អក្សរដែលបានប្រមូលផ្តុំពីមនុស្សផ្សេងទៀតផងដែរ។\n", + "\n", + "អក្សរទាំងអស់ត្រូវបានតំណាងដោយរូបភាពស៊េរីពណ៌ប្រផេះដោយមានទំហំ ២៨x២៨ ពិក្សែល។\n", + "\n", + "> សំណុំទិន្នន័យ MNIST គឺមានសម្រាប់ការប្រកួតបណ្ដុះបណ្ដាលលើ [Kaggle](https://www.kaggle.com/c/digit-recognizer) ដែលជាទំព័រដែលរៀបចំការប្រកួតនិងប្រកួតប្រជែងការសិក្សាម៉ាស៊ីន។ ពេលអ្នករៀនរបៀបចាត់ថ្នាក់អក្សរ MNIST បាន អ្នកអាចដាក់ដំណោះស្រាយរបស់អ្នកទៅកាន់ Kaggle ដើម្បីមើលពីរបៀបវាត្រូវបាន매기ោសាកល្បងពីអ្នកចូលរួមផ្សេងទៀត។\n", + "\n", + "យើងចាប់ផ្តើមដោយផ្ទុកសំណុំទិន្នន័យ MNIST៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "# If you are not running this notebook from a cloned repository, you may need to grab the binary dataset file first\n", + "# !wget https://github.com/microsoft/AI-For-Beginners/raw/main/data/mnist.pkl.gz?raw=true\n", + "# In this case correct the link to the dataset below as well.\n", + "\n", + "with gzip.open('../../../data/mnist.pkl.gz', 'rb') as mnist_pickle:\n", + " MNIST = pickle.load(mnist_pickle, encoding='latin1')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ឥឡូវនេះចូរយើងគូរទិន្នន័យសំណុំ៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 0 0 188 255 94 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0 0 191 250 253 93 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + "1\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "print(MNIST['Train']['Features'][0][130:180])\n", + "print(MNIST['Train']['Labels'][0])\n", + "features = MNIST['Train']['Features'].astype(np.float32) / 256.0\n", + "labels = MNIST['Train']['Labels']\n", + "fig = pylab.figure(figsize=(10,5))\n", + "for i in range(10):\n", + " ax = fig.add_subplot(1,10,i+1)\n", + " pylab.imshow(features[i].reshape(28,28))\n", + "pylab.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ដោយសារតែ perceptron គឺជាឧបករណ៍ចំណាត់ថ្នាក់ទ្វេមុខយើងនឹងកំណត់បញ្ហារបស់យើងទៅក្នុងការទទួលស្គាល់តែកេខ្សែពីរតែប៉ុណ្ណោះ។ មុខងារខាងក្រោមនឹងបំពេញអារេគំរូវិជ្ជមាននិងអារេគំរូអវិជ្ជមានជាមួយលេខពីរដែលបានផ្ដល់ (ហើយវានៅតែបង្ហាញគំរូនៃលេខទាំងនោះសម្រាប់ភាពច្បាស់)។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "def set_mnist_pos_neg(positive_label, negative_label):\n", + " positive_indices = [i for i, j in enumerate(MNIST['Train']['Labels']) \n", + " if j == positive_label]\n", + " negative_indices = [i for i, j in enumerate(MNIST['Train']['Labels']) \n", + " if j == negative_label]\n", + "\n", + " positive_images = MNIST['Train']['Features'][positive_indices]\n", + " negative_images = MNIST['Train']['Features'][negative_indices]\n", + "\n", + " fig = pylab.figure()\n", + " ax = fig.add_subplot(1, 2, 1)\n", + " pylab.imshow(positive_images[0].reshape(28,28), cmap='gray', interpolation='nearest')\n", + " ax.set_xticks([])\n", + " ax.set_yticks([])\n", + " ax = fig.add_subplot(1, 2, 2)\n", + " pylab.imshow(negative_images[0].reshape(28,28), cmap='gray', interpolation='nearest')\n", + " ax.set_xticks([])\n", + " ax.set_yticks([])\n", + " pylab.show()\n", + " \n", + " return positive_images, negative_images" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "យើងនឹងចាប់ផ្តើមដោយព្យាយាមចាត់ថ្នាក់ចម្លើយរវាង 0 និង 1:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pos1,neg1 = set_mnist_pos_neg(1,0)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "def plotit2(snapshots_mn,step):\n", + " fig = pylab.figure(figsize=(10,4))\n", + " ax = fig.add_subplot(1, 2, 1)\n", + " pylab.imshow(snapshots_mn[step][0].reshape(28, 28), interpolation='nearest')\n", + " ax.set_xticks([])\n", + " ax.set_yticks([])\n", + " pylab.colorbar()\n", + " ax = fig.add_subplot(1, 2, 2)\n", + " ax.set_ylim([0,1])\n", + " pylab.plot(np.arange(len(snapshots_mn[:,1])), snapshots_mn[:,1])\n", + " pylab.plot(step, snapshots_mn[step,1], \"bo\")\n", + " pylab.show()\n", + "def pl3(step): plotit2(snapshots_mn,step)\n", + "def pl4(step): plotit2(snapshots_mn2,step) " + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "afbc754ef0d04c95a1af039574b46a6b", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(IntSlider(value=0, description='step', max=66), Output()), _dom_classes=('widget-interac…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "snapshots_mn = train_graph(pos1,neg1,1000) \n", + "interact(pl3, step=widgets.IntSlider(value=0, min=0, max=len(snapshots_mn) - 1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "សូមចំណាំថាការត្រឹមត្រូវកើនឡើងដល់ប្រហែល ១០០% បានយ៉ាងលឿន។\n", + "\n", + "សូមផ្លាស់ទីស្លៃឌ័រទៅកន្លែងមួយក្នុងចំណោមចុងបង្អស់នៃការបណ្តុះបណ្តាល ហើយសង្កេតមាត្រដ្ឋានទំងន់ដែលបង្ហាញនៅខាងឆ្វេង។ មាត្រដ្ឋាននេះនឹងអនុញ្ញាតឲ្យអ្នកយល់ពីរបៀបដែល perceptron ប្រារព្ធការងារពិតប្រាកដ។ អ្នកអាចឃើញតម្លៃទំងន់កំពូលនៅកណ្តាល​ខ្នងវាល ដែលផ្គូផ្គងទៅនឹងភីកសែលដែលភាគច្រើនមានសម្រាប់លេខ ១ ហើយតម្លៃអវិជ្ជមានទាបនៅផ្នែកខាងនៃកន្លែង ដែលជាផ្នែកនៃលេខ ០។ ដូច្នេះ ប្រសិនបើលេខដែលបានដាក់ទៅកាន់ perceptron គឺជាលេខ ១ ខណៈផ្នែកកណ្តាលនៃវានឹងត្រូវបានគុណដោយតម្លៃខ្ពស់ បង្កើតលទ្ធផលវិជ្ជមាន។ ផ្ទុយទៅវិញ នៅពេលដែល perceptron មើលឃើញលេខ ០ ភីកសែលសម្រូវនឹងត្រូវបានគុណដោយលេខអវិជ្ជមាន។\n", + "\n", + "> អ្នកអាចចាប់ផ្តើមយល់ថាបើយើងផ្គាប់លេខ ១ មួយចំណុចចេញថ្នាំងផើយ, ដូច្នេះភីកសែលរបស់វាអាចកាន់កន្លែងដែលមានផ្នែកចំនួនបញ្ឈរនៃលេខ ០, យើងអាចទទួលបានលទ្ធផលខុស។ ព្រោះធម្មជាតិនៃទិន្នន័យ MNIST របស់យើង គឺទាំងអស់ត្រូវបានផ្ដោតមុខ និងចងក្រងត្រឹមត្រូវ ហើយ perceptron អាស្រ័យលើរឿងនេះដើម្បីបំបែកអក្សរចេញពីគ្នា។\n", + "\n", + "ឥឡូវនេះសូមសាកល្បងលេខផ្សេងៗ៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pos2,neg2 = set_mnist_pos_neg(2,5)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "bf6f25d14c3b4d548ac026af97f70e2a", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "interactive(children=(IntSlider(value=0, description='step', max=66), Output()), _dom_classes=('widget-interac…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "snapshots_mn2 = train_graph(pos2,neg2,1000)\n", + "interact(pl4, step=widgets.IntSlider(value=0, min=0, max=len(snapshots_mn2) - 1))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## ពិភាក្សា\n", + "\n", + "ដោយមូលហេតុនៃអ្វីមួយ 2 និង 5 មិនងាយបំបែកបានយ៉ាងងាយស្រួលទេ។ ទោះបីយើងទទួលបានកម្រិតត្រឹមត្រូវខ្ពស់ជាប់លើស 85% ក៏ដោយ យើងអាចមើលឃើញបានច្បាស់ថា perceptron បានបញ្ឈប់ការរៀននៅចំណុចមួយ។\n", + "\n", + "ដើម្បីយល់ថាហេតុអ្វីកើតមានដូចនេះ យើងអាចសាកល្បងប្រើ [Principal Component Analysis](https://en.wikipedia.org/wiki/Principal_component_analysis) (PCA)។ វាជាបច្ចេកវិទ្យាសិក្សាម៉ាស៊ីនដែលប្រើសម្រាប់កាត់បន្ថយបរិមាណវិមាត្រនៃសំណុំទិន្នន័យបញ្ចូល ដោយវិធីដែលទទួលបានការបំបែកល្អបំផុតរវាងថ្នាក់។\n", + "\n", + "ក្នុងករណីរបស់យើង រូបភាពបញ្ចូលមាន pixel 784 (លក្ខណៈបញ្ចូល), ហើយយើងចង់ប្រើ PCA ដើម្បីកាត់បន្ថយចំនួនប៉ារ៉ាម៉ែត្រទៅត្រឹមតែ 2 ប៉ុន្មាន ដើម្បីយើងអាចគូសវា​លើបទូតក្រាហ្វ។ ប៉ារ៉ាម៉ែត្រទាំងពីរនេះនឹងជាការរួមបញ្ចូលតាមរយៈបន្ទាត់នៃលក្ខណៈដើម ហើយយើងអាចមើលឃើញដំណើរការនេះជាការបង្វិលលំហာវិមាត្រ 784 ដើមរបស់យើង និងសង្កេតការផលិតិចទៅលំហារវិមាត្រ 2D របស់យើង រហូតដល់យើងទទួលបានទិដ្ឋភាពល្អបំផុតដែលបំបែកថ្នាក់បាន។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "source": [ + "from sklearn.decomposition import PCA\n", + "\n", + "def pca_analysis(positive_label, negative_label):\n", + " positive_images, negative_images = set_mnist_pos_neg(positive_label, negative_label)\n", + " M = np.append(positive_images, negative_images, 0)\n", + "\n", + " mypca = PCA(n_components=2)\n", + " mypca.fit(M)\n", + " \n", + " pos_points = mypca.transform(positive_images[:200])\n", + " neg_points = mypca.transform(negative_images[:200])\n", + "\n", + " pylab.plot(pos_points[:,0], pos_points[:,1], 'bo')\n", + " pylab.plot(neg_points[:,0], neg_points[:,1], 'ro')" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pca_analysis(1,0)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "scrolled": false, + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pca_analysis(2,5)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "ដូចដែលអ្នកអាចមើលឃើញ ០ និង ១ អាចបំបែកបានយ៉ាងច្បាស់ជាបន្ទាត់ស្រប។ វាសំដៅថានៅក្នុងកន្លែង ៧៨៤-មิติដើមទិន្នន័យចំណុចដែលផ្គូផ្គងនឹងលេខក៏អាចបំបែកមានបន្ទាត់ផងដែរ។ សម្រាប់ករណី ២ និង ៥ យើងមិនអាចស្វែងរកការបង្ហាញល្អដែលនឹងបំបែកលេខទាំងនេះបានយ៉ាងច្បាស់ទេ ហើយដូច្នេះមានករណីច្រើននៃការផ្ទៀងផ្ទាត់ខុស។\n", + "\n", + "> បន្ទាប់មកនៅវគ្គនេះ យើងនឹងរៀនពីរបៀបបង្កើតកម្មវិធីចាត់ថ្នាក់មិនមែនបន្ទាត់ប្រើប្រាស់បណ្ដាញប្រស្មីស្មារតី និងរបៀបដោះស្រាយបញ្ហាលេខដែលមិនត្រូវបានរៀបចំឲ្យសមរម្យ។ មិនយូរទេយើងនឹងឈានដល់ការត្រឹមត្រូវលើស ៩៩% ក្នុងការចាត់ថ្នាក់លេខ MNIST ខណៈពេលចាត់ថ្នាក់ពួកវាទៅជាក្រុមទី ១០ ផ្សេងៗ។\n", + "\n", + "## អ្វីដែលទទួលបាន\n", + "\n", + " * យើងបានរៀនអំពីសំណង់បណ្ដាញប្រស្មីស្មារតីសាមញ្ញបំផុត - perceptron ជាន់ដើម្បី។\n", + " * យើងបានអនុវត្តន៍ perceptron \"ដោយដៃ\" ប្រើនីតិវិធីបណ្តុះបណ្តាលសាមញ្ញមួយដោយផ្អែកលើចុះស្រមោល gradient descent\n", + " * ទោះបីជាសាមញ្ញ យន្តការចាត់ថ្នាក់ជាន់មួយអាចដោះស្រាយបញ្ហាស្មុគស្មាញនៃការទស្សនលេខដៃបាន។\n", + " * perceptron ជាន់មួយគឺជាអ្នកចាត់ថ្នាក់បន្ទាត់ ដូច្នេះវាបន្ដឲ្យមានសមត្ថភាពចាត់ថ្នាក់ដូចជាការបង្វែរឡូស ជាស្តិក។\n", + " * នៅក្នុងលំហឧទាហរណ៍ perceptron អាចបំបែក ២ថ្នាក់នៃទិន្នន័យចូលដោយប្រើ hyperplane។\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ការទទួលស្គាល់\n", + "\n", + "សៀវភៅកំណត់ត្រានេះគឺជាផ្នែកមួយនៃ [កម្មវិធីសិក្សា AI សម្រាប់អ្នកចាប់ផ្តើម](http://github.com/microsoft/ai-for-beginners) ហើយត្រូវបានរៀបចំដោយ [Dmitry Soshnikov](http://soshnikov.com)។ វាត្រូវបានបង្កើតពីកម្មវិធីសិក្សា Neural Network Workshop នៅ Microsoft Research Cambridge។ កូដ និងសម្ភារៈបង្ហាញខ្លះត្រូវបានយកពីការបង្ហាញដោយ [Katja Hoffmann](https://www.microsoft.com/en-us/research/people/kahofman/), [Matthew Johnson](https://www.microsoft.com/en-us/research/people/matjoh/) និង [Ryoto Tomioka](https://www.microsoft.com/en-us/research/people/ryoto/) ហើយពីឃ្លាំងទិន្នន័យ [NeuroWorkshop](http://github.com/shwars/NeuroWorkshop)។\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n\n\n**ការមិនទទួលខុសត្រូវ**៖ \nឯកសារនេះត្រូវបានបកប្រែក្នុងការប្រើសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈពេលដែលយើងខិតខំប្រឹងប្រែងដើម្បីបានភាពត្រឹំត្រូវ សូមយល់ថាការបកប្រែដោយស្វ័យប្រវត្តិអាចមានកំហុស ឬភាពមិនត្រឹមត្រូវខ្លះ។ ឯកសារដើមដែលមានភាសាដើមគួរត្រូវបានចាត់ទុកជាការយោងដើម និងមានសុពលភាពខ្ពស់។ សម្រាប់ព័ត៌មានសំខាន់ៗ សូមយកការបកប្រែដោយអ្នកបកប្រែដែលមានជំនាញជាមនុស្ស។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំ ឬការបកប្រែខុសឡើងពីការប្រើប្រាស់ការបកប្រែនេះឡើយ។\n\n" + ] + } + ], + "metadata": { + "celltoolbar": "Slideshow", + "interpreter": { + "hash": "16aeaa504b544176258e5caf576fc030dfd6fff62d0c15825e7863ff13e121ff" + }, + "kernelspec": { + "display_name": "Python 3.8.0 64-bit (conda)", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.0" + }, + "livereveal": { + "start_slideshow_at": "selected" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/translations/km/lessons/3-NeuralNetworks/03-Perceptron/README.md b/translations/km/lessons/3-NeuralNetworks/03-Perceptron/README.md new file mode 100644 index 00000000..f189d472 --- /dev/null +++ b/translations/km/lessons/3-NeuralNetworks/03-Perceptron/README.md @@ -0,0 +1,99 @@ +# ការណែនាំអំពីបណ្តាញប្រសាទ: Perceptron + +## [មេរៀនមុនការសំរេចចិត្ត](https://ff-quizzes.netlify.app/en/ai/quiz/5) + +មួយក្នុងចំណោមព្យាយាមដំបូងៗក្នុងការអនុវត្តអ្វីដែលស្រដៀងនឹងបណ្តាញប្រសាទសម័យទំនើប ត្រូវបានធ្វើឡើងដោយ Frank Rosenblatt ពីមន្ទីរសហគ្រាស Cornell Aeronautical Laboratory នៅឆ្នាំ ១៩៥៧។ វាជាការអនុវត្តនៅលើឧបករណ៍ហា៊ដវែរដែលគេហៅថា "Mark-1", ដែលរចនាឡើងដើម្បីស្គាល់រូបរាង Geometry ដំបូងៗ ដូចជាត្រីកោណ, មូលបត់ និងចតុកោណ។ + +| | | +|--------------|-----------| +|Frank Rosenblatt | The Mark 1 Perceptron| + +> រូបភាព [ចេញពី Wikipedia](https://en.wikipedia.org/wiki/Perceptron) + +រូបភាពដែលបញ្ចូលត្រូវបានតំណាងដោយចំណុចរូបភាព ២០x២០ ដូច្នេះបណ្តាញប្រសាទមានចំណុចបញ្ចូលចំនួន ៤០០ និងចេញលទ្ធផលធ្ងន់តែ១។ បណ្តាញសាមញ្ញមានកោណម៉ាណ័រមួយដែលហៅថា **threshold logic unit**។ ទម្ងន់បណ្តាញប្រសាទដូចជាតិចនីយបរមាអ្នកប្រើដែលត្រូវការការកែសម្រួលដោយដៃក្នុងដំណាក់កាលបណ្តុះបណ្តាល។ + +> ✅ តិចនីយបូម៉ែតឺ (potentiometer) គឺជាឧបករណ៍ដែលអនុញ្ញាតឲ្យអ្នកប្រើកែប្រែការជ្រាបរបស់សៀគ្វីមួយ។ + +> The New York Times បានសរសេរអំពី perceptron នៅពេលនោះថា: *ជាកូនពូជនៃកុំព្យូទ័រអេឡិចត្រូនិចមួយដែល [ទ័ពជើងទឹក] យល់ថា វាអាចដើរ និយាយ មើល សរសេរ ផលិតខ្លួនឯង និងមានភាពទំនុកចិត្តអំពីការបង្កើតរបស់វា។* + +## ម៉ូដែល Perceptron + +កំណត់ថាយើងមានលក្ខណៈ N ក្នុងម៉ូដែលរបស់យើង ដែលនៅក្នុងករណីនេះ វ៉ិចទ័របញ្ចូលគឺជាវ៉ិចទ័រមានទំហំ N។ Perceptron គឺជាម៉ូដែល **ចាត់ថ្នាក់ពីរភាគ** មានន័យថាវាអាចបំបែកចន្លោះពីរប្រភេទទិន្នន័យដែលបញ្ចូលបាន។ យើងនឹងប៉ាន់ស្មានថាសម្រាប់វ៉ិចទ័របញ្ចូល x ហើយលទ្ធផលជាបុព្វបទនៃ perceptron យើងគឺ +1 ឬ -1, អាស្រ័យទៅលើថ្នាក់។ លទ្ធផលនឹងត្រូវគណនាដោយគាំទ្រតាមរូបមន្ត៖ + +y(x) = f(wTx) + +ដែល f គឺជាឧបករណ៍សកម្មភាពជំហាន + + + + +## បណ្ដុះបណ្ដាល Perceptron + +ដើម្បីបណ្ដុះបណ្ដាល perceptron យើងត្រូវរកវ៉ិចទ័រ w ដែលចាត់ថ្នាក់តង់គិតភាគច្រើនត្រឹមត្រូវ គឺមានន័យថាបញ្ជូនលទ្ធផល **កំហុស** តិចបំផុត។ កំហុស E ត្រូវបានកំណត់ដោយស្តង់ដារ **perceptron criterion** ដូចខាងក្រោម៖ + +E(w) = -∑wTxiti + +ដែល៖ + +* ផ្សំសរុបគឺយកតែករណីទិន្នន័យបណ្ដុះបណ្ដាល i ដែលបំបែកថ្នាក់ខុស +* xi គឺទិន្នន័យបញ្ចូល ហើយ ti គឺ -1 ឬ +1 សម្រាប់ឧទាហរណ៍ដ៏អវិជ្ជមាន និងវិជ្ជមានតាមលំដាប់។ + +ស្តង់ដារនេះត្រូវបានគេពិចារណាថាជាអនុគមន៍នៃវ៉ិចទ័រ w ហើយយើងត្រូវបង្រួមវា។ ជាញឹកញាប់មានវិធីហៅថា **gradient descent** ដែលគេចាប់ផ្តើមជាមួយវ៉ិចទ័រចាប់ផ្តើម w(0) ហើយនៅក្នុងជំហាននីមួយៗធ្វើបច្ចុប្បន្នភាពវ៉ិចទ័រតាមរូបមន្ត៖ + +w(t+1) = w(t) - η∇E(w) + +នៅទីនេះ η គឺជាអត្រាសិក្សាដែលហៅថា **learning rate**, ∇E(w) ជា **កំណែនៃ** E។ បន្ទាប់ពីគណនាកំណែនហើយ គេបាន + +w(t+1) = w(t) + ∑ηxiti + +អាល់ករីធម៍ជាភាសា Python មានរូបរាងដូចខាងក្រោម៖ + +```python +def train(positive_examples, negative_examples, num_iterations = 100, eta = 1): + + weights = [0,0,0] # ចាប់ផ្តើមបាក់តទម្ងន់ (ប្រហែលជាដោយចៃដន្យ :) + + for i in range(num_iterations): + pos = random.choice(positive_examples) + neg = random.choice(negative_examples) + + z = np.dot(pos, weights) # គណនា​ផលប៉ះពាល់​ទ្រង់ទ្រាយ + if z < 0: # ឧទាហរណ៍វិជ្ជមានត្រូវបានចាត់ថ្នាក់ជាអវិជ្ជមាន + weights = weights + eta*weights.shape + + z = np.dot(neg, weights) + if z >= 0: # ឧទាហរណ៍អវិជ្ជមានត្រូវបានចាត់ថ្នាក់ជាវិជ្ជមាន + weights = weights - eta*weights.shape + + return weights +``` + +## សេចក្ដីសន្និដ្ឋាន + +ក្នុងមេរៀននេះ អ្នកបានសិក្សាអំពី perceptron ដែលជាម៉ូដែលចាត់ថ្នាក់ពីរភាគ ហើយរបៀបបណ្ដុះបណ្ដាលវាដោយប្រើវ៉ិចទ័រទម្ងន់។ + +## 🚀 thle + +បើអ្នកចង់សាកល្បងបង្កើត perceptron របស់អ្នកផ្ទាល់ សូមសាកល្បង [មន្ទីរពិសោធន៍នេះនៅ Microsoft Learn](https://docs.microsoft.com/en-us/azure/machine-learning/component-reference/two-class-averaged-perceptron?WT.mc_id=academic-77998-cacaste) ដែលប្រើ [Azure ML designer](https://docs.microsoft.com/en-us/azure/machine-learning/concept-designer?WT.mc_id=academic-77998-cacaste)។ + +## [មេរៀនបន្ទាប់](https://ff-quizzes.netlify.app/en/ai/quiz/6) + +## សិក្សាទៅ និង ពិនិត្យឡើងវិញ + +ដើម្បីមើលពីរបៀបដែលយើងអាចប្រើ perceptron ដើម្បីដោះស្រាយបញ្ហាបែបលេងក្មេង និងបញ្ហាជីវិតពិត ដូច្នេះអាចបន្តសិក្សាបាន - សូមទៅកាន់ទាស៍ [Perceptron](Perceptron.ipynb) notebook។ + +មានអត្ថបទមួយគួរឲ្យចាប់អារម្មណ៍ [អំពី perceptrons](https://towardsdatascience.com/what-is-a-perceptron-basics-of-neural-networks-c4cfea20c590) ផងដែរ។ + +## [ផែនការងារ](lab/README.md) + +ក្នុងមេរៀននេះ យើងបានអនុវត្ត perceptron សម្រាប់បេសកកម្មចាត់ថ្នាក់ពីរភាគ ហើយយើងបានប្រើវា ដើម្បីចាត់ថ្នាក់ចំនួនសរសេរដៃពីរប្រភេទ។ នៅក្នុងមន្ទីរពិសោធន៍នេះ អ្នកត្រូវដោះស្រាយបញ្ហាចាត់ថ្នាក់លេខឲ្យបានចប់ ពោលគឺកំណត់ថាលេខណាមានសក្ដានុពលថាជារូបភាពមួយ។ + +* [បទបញ្ជា](lab/README.md) +* [សៀវភៅកំណត់ហេតុ](lab/PerceptronMultiClass.ipynb) + +--- + + +**ការបដិសេធ**៖ +ឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវា​បកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ កាលណាយើងខិតខំការពារ​ពត៌មានឱ្យមានភាពត្រឹមត្រូវ សូមដឹងថា ការបកប្រែដោយស្វ័យប្រវត្តិ​អាចមានកំហុសឬខុសត្រូវប_some។ ឯកសារដើមក្នុងភាសាដើមគួរត្រូវបានពិចារណាជាផ្លូវការនៃព័ត៌មាន។ សម្រាប់ព័ត៌មានមានសារៈសំខាន់ ការបកប្រែ​ដោយមនុស្សវិជ្ជាជីវៈគឺត្រូវបានផ្តល់អាទិភាព។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំឬការបកប្រែខុសដែលកើតមានពីការប្រើប្រាស់ការបកប្រែនេះឡើយ។ + \ No newline at end of file diff --git a/translations/km/lessons/3-NeuralNetworks/03-Perceptron/lab/PerceptronMultiClass.ipynb b/translations/km/lessons/3-NeuralNetworks/03-Perceptron/lab/PerceptronMultiClass.ipynb new file mode 100644 index 00000000..ac049a13 --- /dev/null +++ b/translations/km/lessons/3-NeuralNetworks/03-Perceptron/lab/PerceptronMultiClass.ipynb @@ -0,0 +1,271 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "collapsed": true, + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "# ការបែងចែកចំណ៉ាត់ច្រើនថ្នាក់ដោយ Perceptron\n", + "\n", + "ភារកិច្ចមន្ទីរពិសោធន៍ពី [កម្មវិធីសិក្សា AI សម្រាប់អ្នកដំបូង](https://github.com/microsoft/ai-for-beginners)។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pickle\n", + "import os" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "អ្នកអាចប្រើកូដរៀនប្រាក់ត្រាប្រភេទ Perceptron ខាងក្រោមពីមេរៀនបាន៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "def train(positive_examples, negative_examples, num_iterations = 100):\n", + " num_dims = positive_examples.shape[1]\n", + " weights = np.zeros((num_dims,1)) # initialize weights\n", + " \n", + " pos_count = positive_examples.shape[0]\n", + " neg_count = negative_examples.shape[0]\n", + " \n", + " report_frequency = 10\n", + " \n", + " for i in range(num_iterations):\n", + " pos = random.choice(positive_examples)\n", + " neg = random.choice(negative_examples)\n", + "\n", + " z = np.dot(pos, weights) \n", + " if z < 0:\n", + " weights = weights + pos.reshape(weights.shape)\n", + "\n", + " z = np.dot(neg, weights)\n", + " if z >= 0:\n", + " weights = weights - neg.reshape(weights.shape)\n", + " \n", + " if i % report_frequency == 0: \n", + " pos_out = np.dot(positive_examples, weights)\n", + " neg_out = np.dot(negative_examples, weights) \n", + " pos_correct = (pos_out >= 0).sum() / float(pos_count)\n", + " neg_correct = (neg_out < 0).sum() / float(neg_count)\n", + " print(\"Iteration={}, pos correct={}, neg correct={}\".format(i,pos_correct,neg_correct))\n", + "\n", + " return weights" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "1.0" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def accuracy(weights, test_x, test_labels):\n", + " res = np.dot(np.c_[test_x,np.ones(len(test_x))],weights)\n", + " return (res.reshape(test_labels.shape)*test_labels>=0).sum()/float(len(test_labels))\n", + "\n", + "accuracy(wts, test_x, test_labels)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true, + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### ការអានឯកសារ Dataset\n", + "\n", + "កូដនេះទាញយកឯកសារ dataset ពីឃ្លាំងទិន្នន័យនៅលើអ៊ីនធឺណិត។ អ្នកក៏អាចចម្លងឯកសារ dataset ពីថត `/data` នៃឃ្លាំង AI Curriculum បានដែរ។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "!rm *.pkl\n", + "https://github.com/mnielsen/neural-networks-and-deep-learning/blob/master/data/mnist.pkl.gz", + "!gzip -d mnist.pkl.gz" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "with open('mnist.pkl', 'rb') as mnist_pickle:\n", + " MNIST = pickle.load(mnist_pickle)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 0 0 188 255 94 0 0 0 0 0 0 0 0 0 0 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0 0 191 250 253 93 0 0 0\n", + " 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + "1\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlIAAABRCAYAAAAZ1Ej0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAABJF0lEQVR4nO2dd3Rc133nP/eV6R29EyABgmBv6t2qlhzJsuPY2Y1LsnaKnbWTbE682STr3XU2PtmUdbKbeB3HiRU7cZEtybZkqzdSIilS7A0s6L0MBtNn3nt3/xiwSSwAiDKE3uccHBIzr9wv3i2/d+/v/n5CSomNjY2NjY2Njc3MURa7ADY2NjY2NjY21yq2IWVjY2NjY2NjM0tsQ8rGxsbGxsbGZpbYhpSNjY2NjY2NzSyxDSkbGxsbGxsbm1liG1I2NjY2NjY2NrPkqgwpIcT9QojjQoiTQogvzlWhiglb47XPUtcHtsalwlLXuNT1ga3xPYmUclY/gAqcApoAB7AfaJvt9Yrxx9Z47f8sdX22xsUvm63R1mdrXFoaZ/pzNTNS1wEnpZSnpZQ54LvAw1dxvWLE1njts9T1ga1xqbDUNS51fWBrfE+iXcW5NUDPeb/3Ate/8yAhxGeAzwCoqJs9BK7ilguLCy8meQIiIjMkAT7Oe1DjUtE39VEceOydxy0Vje/legpLX+NS0Tf1kd0WsTUWOxmS5GRWXO6YqzGkLnbhd+WbkVJ+Hfg6QEBE5PXifVdxy4VlSPYyxiBtYgs75YvkycF7UONS0Qfwgnx8lPfgMwRbY7Fjt8UCS0Xje7mewrWt8Xx2yheveMzVLO31AnXn/V4L9F/F9YoOJ24ypM//yNZ4jXERfQ6WkD5Y+s8QbI1LAbstLg3eCxpnytUYUm8BzUKIRiGEA/go8OO5KVZxECBMmgRpmUQWDG5b4zXG+fosaQFEWEL6YOk/Q7A1LgXstrg0eC9onCmzXtqTUhpCiM8Bz1Lw4v+mlPLwnJWsCFCEwkq5gb28TpoUwPdtjdcW5+ubavTjS0kfLP1nCLbGpYDdFpcG7wWNM+VqfKSQUj4DPDNHZVkw1BWNWCEvht+Bmsyj9Y1hTcSwksl3HVsqqiilip3yRSbl+J8uSAEVFaGqCFVB+P0Q8hc+FwLL60LJGYixCaRpgbQwxyfAMmd9u0XR+A602hqkxwWASKYx+uZupviMPoAX5OODc3bhImIxnqHQHQiXE6WsBKmpoKkYYQ+mU73gOD2eQ0lkYGAYK5lG5nOzul8x1FOYqqteN5bfheVQMV0aasZASRsoPYPIVBorlZrVtYtF43xht8WlwUJoFLoDxedF+LxIl2PqQ1EYB/0u8gFn4SMpUZN5lEweJZZExiaxEkmkJUFaIN/lvjXnXJUhda3S/psVbLmhnf9e+xP+Zvgutn9rMxVvxmBPcRjVaiSEcDqRXjfjW8sYvqFQEaQuWdnSx4nBMoIvRdAyEi0tCbx6EnN0bJFLPUuEQKgqvb/YwGSLgbAEgeMqlX83jDTNBWkENrNACNTyUvINZZx82IMRMFEDef7zpp/xAd+pCw79g777efV4M42PBXCdGsHo7luwDm5OOb+urs5x46pTbAl28bHAAb4XX8PPh1Yz8f+aCR6egMPHrz19NjZFgtAdqJXlJNdUMbZGJ1k3NVGggHRabF11mq/WP4UqBHFL8tfD72N7fyPZXXVU7M7h2d+DTKWRuRxWJjPv5X1PGVLKhjZGtgapW9fPB0r3U6vqhPQUlgooi5gtRwiEw4FaXYlRFqDrfX5yQYnllKhVKW6oK0SZcKoGtwRPsMe/jJ9l1iAUiZSQCbXg7zNw7+lEJpOzfhteFISC0DQmmw1u3XAMSyq8Ya2kUlXBkiBnP9M23yQ/fD3xGhXHpMTfl0d/Ye+sDQShaSgeD9RVISbiczojN2dMGRJKYz25mhDdt7nIVBusXdVByJEi4khxg7uDctV7wWkPl+zF25bj6Y+txdlXS/X2clxdE5jHTy6SkFmgqChtzUQ3hEhfn+DWhk5UIenORvhRYhUeJccHKg/wlw9WEG2NsExtRRkaxxgcWuyS27xHUcNhRNBPYk0lplMgFTAdAtMhSFUKrKlJHi0NelziGzBxTBg4O0eR8QTm2PiCl1nxeFACfuI3NDBZrxHbkKOsYoTVocJEgYLEq+W4I3SMctUDgE8YPBDeT6UzxnOuVXQ2laDf0UTpfom3L4uy/cBVrdhMh/eUITWyNcjaXzvEr5e/wjqHiS5ULCkQkkV9exSajuLzkmopI7rSwR984vt82NePU1z88dzjPcl1/tO0OfuoVLN8pOKTdB8vpXmoHHVw7JoypIRSMCJXtvbxT/WvAHBvKoDQNDBNCj6pRYgQDD2a5fc2PM8zI2s58tYyml/TsXL5WRl/wuFAREKMbQwTOOVCFKUhpSDcbhKrSxlZp/EXH/8m97vfWdecmO94aB/wTPIBz5t8tfpNfp728DvOT1H+VgneEx3z3sHNCUIgdI3xjWHyvzjO37Q9ySbnOL/V+TAnJsp4Md3Cr7W8waeCR3n0jqN8e9N6ftB1L+EjGtiGVPEgLhMKaKnNHgoB5SWk64J0f0Ci+nNomknIl6bKm+Avlv2Q5ZobgO1ZhZ9MbOTx/ZtwdbmoeqMcV58bxqML/ndRAn7M2jJ63i9Zv/IUP1hxac+hM72MLlTudSe5132YPyg5DGsgYWXZUvtZPPvd1OzSkFnbkLpqtMoKhh5sInpbhk+Vv06TniEh4X8O3cRT+zbQ+moU0T/KgnfpQqD6/eQ3LufEI04qVw3zcNVx7vJ04hSeS55Wqji4y3Mav1BwCgd/uvIJjjTU8r1Vmxnb0UTDUyUFgyqRxEokll4nUQxISfW/Ovi/+x7mM594mlONJQifFxFPzKrRKgE/2cZSJh9JkHk1QMWb81Dmq0BxucjdvJqOT0jWNHTzSEk7W51jgHtG19nqHOPzv/BT/rr+fZS6t1Lyeh9GV8+VT1xEtOoq+h5dRvLGFH/b9iQ/jm7kj4fqcf5zGGfUoMKUfPWX7yF7o87Hgnt5yHeQ9t+s5LUX1rFioBZrZHRBlhdsLkTxelH8PkbvaSJVIUjWmyilWRrKz820mJbCUMyPcdqHIybQE+AesVDzhT7T25tGPdaFlc4g80ZxG/5CoHg85K9byeD1LoxNcdoqu/mv5fvxKxlUYeERWQJKhmr1nB9jm56kJPIGG27qpn9riD33NHB4uBJj/43UvphGeX3vgkmI3tFItFXhrnUHuCl4kpiVwSN0VCF4NhVk3PSRkxoJ08Vo3sdYvjD7/UD4IMu0MVY7CiaNU2g8uOoQOyLL6HZtpnxvHufTb81buZe8IaW4XFjlYcY3WGxa1sN6RxpQ6DXg+c6VeE454PRxrHT6iteac4SC8PuI1zrZvPUEn6jcPvWGf2kjCgqVpEY99+jucOW53nmcmzwn+NXMJ5g4GSSkCtQhDSuZKurlsYuhKyZKKIgVnUAaxmIX55L4dnfhiFfT8OkRakMxqChFkRIzm53ZhYQAXScX1HiwaS9PnbihUG9z+eLouIVAuJwkqh38zuZnuN17nNW6g5kaUQAlipvfCHZxYMVxXm7bQOBUBHV8omgNfsXjwSoLEVuf446mU9zomuBLI7XEDpWw4uXjZ5c/3DffxP7VtXwwsI8GTeO/Vz3L7cuXY1aEUBJJWERDSnG5QNcRLhdYJjKdAcs6kzcNLIk0TYQiQCigXHrmRnE6QdcQbvfUjLGFjCewMtnFratnlp09nkL5XC6skgDZiIexdaDUJrlneTu3Bdv5oHfg7GlZafBWNsjfld/F6WiEyQkPqQEHSq7g6pENeIlY9ajxDCKTQ07GkZnsRTcmLSqKiuL1QGMNY6tcWFsm+f3VL3CP9yQ6oAqBKSXq1Kxc3JLEOde3RhSTu9xd4O7ilwL7eb20gb913slEdxllR0uwJmIL0hfn/IJs2MKpGmSkzmnDgYokLxUeH93CaMaHaSkk8g4m0y7SKScISbpRZ62/D7+yn4ii4FF0bg8cJ6BleHKTg9h4kPJ5LPfSNqQUlfRdaxlZr/MP7/9/NOsxPMLNz1J+nhrbRPVf6zg6OjEWqRNXXE4SG2sZWy/4ccOP8Qmd2T4St3CwxmHy803/QM96J7/07GeJvO2n/N9iWPH43BZ8nrm+pJMnful2qrbFYdfBxS7OJTGGhtEDPiZMD/dVHOFvf+cu6p8M4vrprlldL+9W+I2S13mhbSWZO9bi2dddFD42QlWhNEK6XPDx4DE8wnHV1/xU6TYqH5zkO85bCbWtofyHRzBjk0VlTAlNI33naoY36Hzrrr8jZTl5LNaK9b0ymp89jTEePXusnoTTsRKOlFegOgap19xsqeth/72raHgqD9HoZe40v+RuWs1kg4OxjRaOCYWyvRZ63EDNFAwfNWui9Y8h3U4svwfLpSHVixhTqmBorZtUpaR0yxDjcS+ZUTf1T4Pv8BBGV++iGVNqeRlEggzdWkqiHgIbxriv9jAPBPZTpqbRkagCRkwHL2fOpSrRMQmpKb7R9CMyUmIBGSkwZUF/SmokpYOnopvYF61l4NVWQu0WgR/uLp7NMEKg1VUT31jFuv+yn08EnuUmdw9BRSVlwZ8M3Ec05yZj6iiiUF5LXtxY9mg5Hi17mxotyj+1PcbnfvmjtK9upuXro1inu2e943a6lH33EBVeDyeXt7Jr1Ub+z30JjNM+vL2CqtcnUKJxNMMkZKUIySRSSoSiMFxZx49WtfF399zBpzdv4/dLjnCfZ5itrn5WuIb40xMfsg2p2SCcThSfl/FVOumVWdr0GB5FJWZleHz0TrafWk5r3zjW2PiiNAa1JAIlYcZXaYj6BCXK5d/un0yGOJ6pImp4qHFGuct7jGrVJHzeeRoq5aqHchVWtvRx3KqhbE89Wv8YxsC1s9O4xhElscwkd9jJ1Q/Z84iUiGyO7ZPNhPQ01bXjZIPluISYXZ0S4FcELkce0yVAVa98zjwjnE6UQICRWyuJr8zjE853HWMh6TbSHM6V06yPElIK3gu6EPgVBxrv1lGtpbnZ286Lq1fS5y6l/LUSFNMqHqN/agPI2CqdzMoMrXqSb8ea+Gb7jVT05Aq7ZM97xoEuk+E9ZfxR5mHaygf5q/qnqPNEebM5ixFyI2ZbJ+aAbFgjVSmobx1iMuOk3x9GzTpQpsZEJSdwD/swXYK8FywHSPXdZZUKGA1pIuEkj9TupytdytFwBclgNV51ETfrAKnNDcQadSY25SitmOTh+gOscA6RkTovJesYyIfYP1FLfyLAeKywHKQISSSYZEtZD39ZvY2daT+7k010pyOkTR2AiCNFpTOGUzFYFRxiaKOfEV8AX+8a9M7hxd8UMlVPY1urGV2r8gvht2nWo1SpbvbmLN5Or+DF3WtQkwrC5Fxit0tURanC3to6SsNxbqs8VTC4KrNYHidC1+bdkLLicaxkCl0IwqKSTImfYK+FdyCH6OzDuNjLlqKiqSraMh8OTx6PWlgRcAodv7CIqAmkNr9tb8kaUkooiKwqJXDPIJ9r2EFEdRKzcvQYOm9sb6NyF1hDI4vmu2A21xJb7qHy/h4eqLhy2IUv7n4U/bAH96gk3gid95TyaHg3Nzsv7o39WPP3eau+hC92/Colhz04ryFDarWzl3XrO+nf01TchhRANsdzh9toqBnjgeojPB6pJORwIHO5qxo45eUcYxcQJRTEbKxkza8f4uGSd/tKWEiyMs9T8XX804kbeLRpP+vcBZ+nMm2SNj2JR+jv2jhRo3qocWd539rH2d6i8MfPfAavlFAkhpTQdITfR+DuQb7Y+CphxcW/dW6h9BseXEe6Md6xzOF5YifLnhSoKxrp2drMzi9Vs9nbQcXWSX74zD34HQ7kTJd854h0iUKq3uDrK79Do+bC2lzoMxQULCxiVo43MhVE1ATLtAQRRcMpdCwuPO7M/wEsLEYCWbpKPHwu/LlF0XUWIej6sOTz1z/Dp4JHzxr7fxVt5mtdt9NzpBL3gELNqwnKBqKEu04AU35/N63m+feVkfr4y/zR4UcwtkUoOZJHTxSeb0eNk8kGBccN49xee5LXt/4DP1i1gj/zP0TDT2pwLrIhJTQdxe8j+rEEH2/eze3uFBoeLCR/P3QXr7Y3s+rLXRhDI9ObLRQCNRjAbKnn6TtvIr0mzbKqMcxACbrTCQuxkckyMQYGUQYGqdl27uPLlt6hky5V+GjrHm5wn7rckfPCkjOkFL8fUVvJwJ1lTKw1+E/1r3Oz+xQKDr4R3cQ/HriJyp2S4IExrNz8WteXY2SDl+h6k09Xv8VmVxdQeAOykGzP6HTmS9kea8aSAguBftRDuN3E35EkeMrJq73X8WzJdeTCFh+7Yzt3+w9zsyuPMvXK4RM6y7QoydVZ1IyTikVTurSRhoES1clUaNzrP8i/Bu9C8fsKQVKn65smJRgGSl4yYipk81rRNMzkdcsYXaPxqfAh1jsGOd9/r89MsSNTwx/teQRx0kPpQclPIrfxpKtQB3NByDZmuX/1YX6t9DVW6Vx0J2qdmqDvl3NoJ6qoeS2C6+Twojugy40rGV3l497KbZSpk/z+4PVMHCmhrH0QK564xEkSkcqgZgsGdL02znJ9hO9E7iNUWoIxMLRoS19KWuFDb3+abFbDGHajlOQIBpJIKTAthXTagaJa6LqJplgoioWcWv4RQtIYGqfFN8xvlbxBleoBFLal6/jnvpvw9xowOs6ibbGVEv9hB1/lbv61YiuJtJNsrw9vj4Jn0KJ+1ECfzKN1DhV8Rs/DdCm4hgU37fh1nK/5qX4rgTY8Cbk8AOFhD/5OD5M9IZ6vu45bP9WOS+RYsXKAyR21OBV1UX3D8reuZXS9k4ebtnGf/yAaGtuzCk9FN/HGi2uoOCSxJuPTL6OUWMk0Wvcw1a8pZI47SfqqKTnVg1mku8EVh05mWQnJGsED/gM0aGlm4795NRRLfz0nCE1DiYSIt4SJXZ/hd7e8yKO+o0RUJ1mZ5+WRFsKvugjtGcA43bmoZU0sg1WtvXzAd+rssl5WGiRknm3J1eyL1bKnfRlYhc6s8pSF/3QCDpzAIS2qdnkQAT9WxM/TjavxN2W40XUEZWoZxSk0ytQ8rQ0DnBxoQGha8azpLyWkRI8r5AyVzQ4VwycRLhdCVZEz6GClYaLmJSOml7y5+Et6Z4g2a2TXprjJ3UONes6IspAMmk62TbYQfM5D5HACdh3Ed965Wl0tsetreM7RygZfN3XaiYsaUhWqgy9vfop/rryJ/lgDVfEQdPcual2NN3oZ2yC5038Ev5LhmRNtBE6Bebr7soOSzOVRcxJVWFSoaWo1N7mAQPo8CEUsiq0hVRCmwNoVIjAsKd0fJ9biI1l1brBxnXe8ybvf/vcsD9FRF+Gj4V1UqYUZqT3JZRw/XkNLfxpzIrYQUi5JuN1ATTtIBsvwjEoadkYR/SMXBCp+l6u0omDpAveYhfqSj/IdMeTew+eOO+PArqpETgUJNlZy4KN1LHcOcVPpaX7sr5txO59rxlud5G+e5EOh3axzqGSlwZvJ1fzkxBqq3zDw7OqcsQEk8zmMwSHE4BBuCiZJ8W75AVSVdLlOttRko9NCWWAjCpaQIaV4PMTfv5bhzQq/+/CP2eDqpkFLk5HwZsbJ1wbvoGtnLSu2jWKNLHIUcCGQFNboz/csePj4h+h6qxbXiMA5Llm1YxTMqZ53fKKQemJqjdpMJBHpDEoiQepgG/8qt/Ab4QP4xLlB2CkUbi89QWdzhNSDm/AdHsE82bFwOt8DyFyewGnJSGXgygdfBisaxTVczePjW0mMewjNTfFmz5TvRXxVnk+u3kVQudC4s7DYmVrB633LqX6hB2s8yjttBHNwmMDLKXLelXxl9AMk7nqeu7xHWevQLzjOKTTu8/RR2fAzvvWRm3nbWkvtUC1m/9C8+2S8C0VFcbsYWyN44Ja3adZjPJNYScX33fjao1iXGzSFQPg8ZAMK6x2DVGvv9idbcIRgYpVF8+o+ul+tR09JxNEOwp0uIs7pl+/0f1hGVVscHYuoleaFVC2P791M82NZ1FN9Cx865h14t53A53SAriNzuUJAyczll1KtdBrfaydA0xCqgjUZP+s6pHi9yFWNxJp9RFsVwtcNcVvlAT4d3slfj9zGC4/dQNWu+MLXz3cQX27x5bVP06QZnMwbfOHUR+jYWceyn6TQTnZiRRc+FtSCoqgIl5NsUCAdJifzBhWqRVBxXfncOWRJGFJC0xB+H9EWFb0lxqeDPYDAwMmraQ/bky3sPLScklPA8BjyCg1sXsuqO1C8boygyTLvOCrnfGE6h0qIHAb3WB7neBbz2MlLNwLLRFomVhL8HTDhDvLtlha2uk+z2VEY9HRUVroGqI9EGawP4OnzXvxai4yUkomMm24jRa3mBorDP2haWBZ6ykLkrs7ZVhoGSs5kNOcFRZIJKQTeYXAsJGooBGURAmUJtnhPo7/DYTwvTV6PrmBiIEDlSOdFfQ1lPoc5Nk7wdAbD7eJfGq7jdHUZv1f+IiFFIXBeZxdQXKzUJ3m4ZC+vNrcxuakafyK54NGVFa8HUVdFrsLglkA7PYaHtyYb8Z2OI0auXBapKkhV4FcEGirWpbx6FxDpMan1TtDhrkOqFLbuz2T7vqIirGWUuRI4hMW4Jfjp2HpcPQ60k11Yk5dY6lxAzNnsipTy3HlCoJZE0CrLMUv8ZMNOoiscJOolzpYYj9btY72rm8cmNvPM6dVUHc6iDk8s2kyN0B0oQT9myGC9sw+n0Og33Zw4VkPpcdCOdhbyzZ3x5ZuaXSv8Xzm7DFvM4WUuiaKiRkIQCWFGvKRDThJ14ApnSEoNiwuNW6+SxfRaaI0NWMOjhYDVc2xcLglDSgmHMRsqWPvgMR4pPecQm5cmf9V9L+0H61j1X49iJZKYi1xx1PJSco3l3LjuBH9ZvQ3tvEl1OeCiZPcosquvENdqGg9b5nOUfustKqoq+Wb7Q3zt/hj7rvs2MBWUzBMjU/MGf3RDOcleL57d8yZtVkhLIkyT4dMlfKX0Hr5S9SIXLjQUOVKi5iXCmLtdS5WVEwzeECFyNAiLNIGYW99I750ufm3Fs9zrTqKc11VkpcGIaXDwhZXU7TMK8a4ug7L9AOU7VJQXa9m3fgN/+QfwQHj/u6Kil6seHvTE8N//DZ67aS17f2s9yluTC9vZN9XS8cEwd607wAPefh45+lG6D1bRcuowZrI4fUSmg1vNY1RnSQ+7CM7gvDOpi3Ihiy2BTvyK4JV0NfufbKNqXw5zZGTeyrxgKCqKQ2fifc2MbBTccecBbg0e535vFzkpSUnBE5Mb+F9d96N+MURj9xDmyBjGIqZdUKsriN5YQ13tEHWagi5UtiVW0vrVURgefddSq9B0lFAQoSqF3cCWhcznr70crYqKGg4yeccK+u6W3LyuneuDHejCIKIlcLxjXtwpNOq0STavPs3BX2um8akAysETc77J7Jo2pISmIRwOxu9bznib4CORI7Q5BwAHWWkwbhm091bg7VEKWeeLwPqWHhfZEgchR/rstnALScLKIvICkc1jzdCXSRoGMh4n0Jmnc9TLpJXBpzhRECgIdGEihCzOiR5pIfMG3m6Vl0ubSVY+v9glmhmWhZKVKHmBMUcLHA2BKIEVWfKBShZrTmqywUndLT1c7zl1dgPDGToMk7cyTQROS7wnJ7GuNKBMzZ4yMob/pIvnXtzEnvW1+Ff+kDY9eUEIDwVBkxbjRt9J3nZsnA9pl0UqCqZT4lbzqAiGJ304owrkrxwcVagqE1sqGF8NulAwMIlbOZQ8iLxRyEa/gCgeD0o4hDuUock9AgkdLTmzMgi3GyrLMMMGq519vJSq5ftDW4gcNXD1Ti76kt47EZqGWlpCbkUVqOJdu1+VnImSNbBcOpZDIe/VyAYVklUKibYcKxqGcCoGO+Ir+EbXrYwnPaQmXWiDDlwjgrre0wUjZTGDjyoqRlWYoevhA6U96FPuHHmpIiYTmMlCcGnF40F4vWTX1ZOs1Ik1K5gOidRAWKAlBCVHTLwdCeT+Y8UR/PcKCEUgdJ14jcqt6w/xUMl+lusjmAhcwiSiGJgSolYGc2oMDSmCB0oPEb/RRadZT6BtI6U7RmBiEnNoeE7KdW0bUg4HSsDP6ANZfmfjC3zY33F262tC5uk33DhPuQidMguO1kWA9DhJl6j4tXMWcVbmGbEkigFYViFZ7wyx0hk87SPoo9WMWBJd5HGfFzhRiMVfYrgoUiLzOcLHDUZ1H7EbisfRejpIKdEyJkpeKzTcOfgzbwz0sKaih/8Z+uSiGVLxRsGuVT8BwHyHpoPZan4+tobwwUmsQ8emfU1zIoY4mqH561V0/WI1T5VvoqRkO+F3TObVax50MYipK6higeMTqQJLA00xMZGkxj2EoiDNK88+CE1j6AZYsbYHHZWUlWfIVAq7+K4wazcfKMEARl0pTaUjrHH1oEcVnLEZGlIeN9naEJGySTY6k3x64E72Hl3Gqh0dWJOT81Ty2SMcDszaMvpu9yC1Quyr89FS4JiUZEMCwyvJlRmEKif4QssrbHB1U6Hm+GLvQ+zqaqD0KTdVvRkcHQNYY+NYmUxROF0rDp14rZsP3LabR0Jvnw1JkZcqVjJV8NsSAiUYwKwsoeceB+7WCb69/lvUaXlKFDcJmeXNTIjPvvnLhF8LUHZUx8pR/MaUUMDlJFkr+cf6l6c+PDNmKIBOr5FmxHRgSQWXMFjlUPh4oI+PB/r4n6VreW6glclEGf5TDrANqULHhdtFdekE7/cexXVesMBbtv8moZ97WbY3ijIawyiSCiJyBnpSng34BtBlSL4TvRH3sEBOxGZl9MlcDmtoBF9XNV/qfYjfq36WDVN2VKtjiA+37uVn1bfg83rnZY141kyt3cdrNdKNOTzCZGKxyzQDZC6H41AP/hUr2JV14Vo1QcenGmj8tjbjSM/KZJqdB1eQWaVzd/1h8m6B4vUWXTqKbw/cwPFdy2iZ6J/xwCJzOazBYWpf8PL60PUMfSbAf6v5KfWa+4KZLxXIlOi4K8sxenrntPyXI1vqZvmmHm7ynyAvLfxHdUr3p6fXJhUFSrOsCfWjCsHbWT8/HN+Kd9DCGh1btEEqmnHTmS9DzGIlKru6jtH/mOI3l2/HkpLdpxvwndCRyWQhVloRIZxO8te3MrzRRdv97TR6x6hyXLjElbF0UpYDv5pBERbDuQCHY1V8+bUPoI9pOKOC8AmDhrE8js5eZDpdyFm6SDHA3oUQCJ+XdEThk5HtVGsGeanztYlW3hxuJPcLFcQbFHJrUoQCKSLuGL9VuZ1m5yBNmoFHKQwKLqGx3jHGn13/I77sfz9D2kYqXxjCPHF6kQVeHmmayFicwCn44ImHWBfso9xxoUH/f/bfgeOIBzULphPSjTnuWH2cr9e9wkeCu1nl7uMPHvxFgntDVOybm3Jdu4aUoiKCAXK1EZYFTlGvFbZmG5hkpIFy3Efpk4cxJxOX32mzkAiBdOrk/AK3eu4NNSNVRnJ+lLwsJMaczdq7lFipFO4xi7f7aukrD7HBUXACLVMt7vAf5Sn/LQiHA9KZ4sq/p6pkSqG0chJXMS4/Xg4pMUdGcI828XJiFfWhCU6u1TAjPpQBHSsz/b+zyOVxDmmMLPMSUnKYLhA+byEIXrEYvkBfLIinX8xulmWqnirt3ZSNhTn+4XLGqpzUYp0N3QGF3GDZkMAqCUDvAkUFV1TyXoU7Sk9To0WJWxLPkIU+MIE5nTYpBE5XnnJHHAWFvnyYvaM1eCaNRQn8Ky0LkTUZGg/wWqAFNS1QczPrWzIlGr/T+iJbXV2YSJjQcY3Lqw44Ox8IVSUX0Mj7oNodo9U9QLPz4oGIS5Q0urA4kS9hIBPEOaQROSIJnJhEHO3ASqWKYvbpoqgqli6o1oyptGLQmSkhbymMrxG4VkX5StvTLNdHCCp5/IrAAuJSkjQLBmFI0YioTj7oHWdPw1G+v/Y6Svf5EacWNy7WFZEWMp3GN2hy5HA9XdVhwp4L8+S693mofDONmsph+hwMpdwcKK+COlihOwkpfaxoGKJ7oHbOinVNGlJn1sH7PlhP2y8d5XOVL3Jmeu9k3uDfJq7DPVLYmr5oQeLeiaKiBgN03xfiP37ySe73tnMmuOEah+DPq5/nuoZ1VFWUIfsGZh0FOXAiTuaFIDuaV/CgZx9QSBR7uzuF4ZOFrb6LFM/mYghVRTgcRG4c5PG2xyhV3Zwu2h7s0gT2D/H039yG5yOD/POWf+bzbZ+jJFEL7aemP+DkDVxjkM7p1GtuJhshsLEB1yuTixaBf76wEglkOk08tYoJ0wNc6MjtFArRG3MYnhBVh/X532auqGgVZaTKFR4K7GPCcvN8qgXPiAHDY9N+hkJIlKmpn/3JeoaPldEcSyzK3j1zeAQxPkHLf6tn1FdDQ2IYkZiZgZD3KHzQ14WOSqJYOo1LYKVSeJ89gG+7l5M/WMaxcBuG7+KL43236hiNGT6zfhutvkEyd2oczbTg69bOJvYtSqTEmojhHTL58tAdPBrew82uPH9S8Qr5ckm8TeARkpCioQuVuCX4p9g6jiWqeHuoYDhoqsUfr/wpG5zDVKluPh5+k1V39fN/d3+I8s6y6UdBXwykxMpk8P78AK3bvIVVqXek0vIlD2OlM2BJ9GW1ZO92UfEOY2uuuSYNKSUYYPLGZUyuNPmF0n1Uq1kMnJzMG3w/toXv7LiR+i5jananON6ahCJAVTA8cKv7JBHl3J9eQyWgqEhNIq8yZ5VI53CPW0waFwYl01CRgstmdl8shBD4HVnKzwv4eK0hJ+NEjoXoT3qIqBkmVoKWKcF/qnPamxxkNot3wGRw0kNemoWt6nrxPa85QUqkaZIddfNsbC3Xu7ZfEAMNQHMamDOIdXTVqCpSLTitjhgBjqcqUVPG9JawhEDoGk7dwK8UjN6JvAc9LhA5Y3GCIEz5H8r+IZSpUBpX2mF5FkVFKy8lFxTnklTLPHpMwRmzFtxxfrpYmQzk8iiJJNqoH91z8R3ApaEaEmNuvpa9Hd2bI+RPk64y6b/NS7hiDe6hDMquw0WxQeldmCausTzPHF9DzboJbnQdIay4sZAEpclJw2JbuoqXY62cjpdysqMCZVLDNVoYWzI6HKivp16LUqVChWqxwdlTCBwb8iNGRovmRftSWJkMXOHlUi0twSgPYC1Psy7UN6/luSYNKVlVzsTH4/xK034+5BsF3MSsDI9Fb+b7O6+j9fcOI7PZomsEQtMwnZIWff6294tUBtdonqRZ9FnqlhTm6BhidIzUL1/PiOnmlrsP8nLtSgI/0aZdD62JGKFtXYxsbCRm5Wbl03JNISWhQxo/0jfzuXtfw1cMvdGUfXAoXcsbw42EJjPTmg0UDgfC7abMm6TOUdhSHs25cY4LRHZx+6HZJIJWHDqp9XUka+RZ3zVTSvyd4D8eu/JOzcXEMgtL6pd5br6uHnxCUO10ItesoOvBMlpu7+J3H3iOr/XfUXCoP+LFnEwU3eyMNAyc7YPUfLeWH4Y28NnwQTShYmExZOb4TvQWHj+8kaonHQT2j7CyY98FfZDi9/PcTatY5epntSNKWHETdEgyZZJsVQD9tApFNnbOGEXFaKllZKOHf7j+a6zQJ5nPtDHF0HXNCMXvxwi7aQgPUj/VYeWlyZCp8P1dWwnvVwtGVJHs0juDNE2seAJvv+APhzfxyfAb82pQ2SwuccOJnGGQTmmaWIkkzgnB86llOFZMMiADNO8OIUdGi+7FYC6wdBAOE/UiE2/5qBP/uFy45Xldw9IhqJjUOsap8k6SUsundaridCJ9HsKuCcrUOAoq0awH15hEZIvLKXta6Dqpch0jaGIheTHt4eex6wh05RCDI0Uz06+GglAagVgCmclgJRLTL5uUWLk8as8wtS/pDI028FuNv8Z1Nx7n+jWn2POHbUQOQunL3VijY0W1vG5NxPAedZJ8spL1x79QSAMkQc0I3IOCmk4D35FRGBl791hoWVjyXINLyCzjpokeF+ixzKx2jRcbQhFEWzxMLreo0yYJKfNr6lxbhpQQKKEg2RKd1f4RKvUJoBDq4ES+gtB+ncixTHEOOFNOtp5hi6c7VnOb/xgt+oV+IVID6XYU8jfN9j6aiulU0M6bzrCQZGW+MMOxBBpJUWNBRuqkDAeYl1mWEwKEUog2rExFHRYCoSooOTiYqmNjVR9HHXlkOICSTGEW4XbzWTO1W9Nygu4yeKfJaUmJHlNxTSxMfRWKQGoqlgZeoVCmxal0xzmtTjPdt9OJ9LqIOFKElBzgJplz4I6acA0aUkJVyEQEqr+wFLgt0cILXSupH0gUVRBHEQ6RbirB1aWixJSCITUTLBNzaBhlaJjq7jrytSXkrld5qOwAq+4b5FveWwmdKEHNZCCbLRoD0kom4WQHFeksZTsDSFVFWBYikz8bH+lSUwlCVVGmwuFYWMQtkx7Th54AJZbCLLJJiJlyJohsolag1yQoVVWcU075FhZ5IJ3XEcbcuU1cM4aUGgggIiGOfaGamlVD/HbpK3gERC3Bnbs+g3UgSNPP+5Gj40UXJO4sUuLtyzLxdpAjLTXc7z5xwdcfu2M7T9avo/bPlqMcPlUIUzBdppzZB++ppvSXeviVsu1nv3o57eJP2n+J8DGJFY0Wp6G5RPB1qPxR+yO0hYc4XZYq7JI8vwNWVLSqCmTIT6ohQKJGI10myK5J4fdm0DWT+6vf4LdLtpGXcLy8hN/++K9ScjBC8Ds7FlfcHKKuaCS+pozK+3r448afUKZe6AuVkRbluy2C2zsxFqC+SksiDBPFgKS0yMuZxTMzWmoYW+3ml/ynqVV10jJHPOUiMpRe1JRUs8bpZLLVYH1tPwqC5/paYWcQEeta7JIB5zYc9Xywhts+toc3v7GJ8u0aYnRs1v2b2T+EFpuk7+9X8ZXWZv79Iy/zizftpGdDmJP/0Erp9iGsju6i6j/NoWHE2DhCKbyKWKYJlzGEtJpqjJoS1kXaWescQMHFoVwJ3xu9Dn+PgdXTX3RLmdNCURF6IUB3+rZWxtp0nFvHubG684L0VjuzOs9NbsL653KWnYjNme/iNWNIiXCQfE2EspZRHq3dS63mZNzM0mk4yJ0KUHHIxBocnpnxsQhosTS+XhftyUrGggcoOS+q893+w6jLLZ5ZexthrRntRG8hUfEVNAlNKyx5rqpnsgk+X7ODJi0BeLCQHM9WM3q0lPpho6g6gaWIe1Qy2FXCTeUd1IRjyKZa1EQaYZhYPg+WRydW7yETVEhVCbIRCyuQpyKUwOsozFxYUnDa8NGmJ2nSxzF9FoZrgQNTXoZyX4KO8jDS50E4nTPbYSoEitOJUeZnsl7l1kgXWxw5tPO6osP5HDvSLbiHsgs/+yEK+3+VaTqoCd2BEvAx3uhiolVSp4+Rx2RbJkxm3IUSGy+6eEvTQSgKeihLrWcCgFjCTXBIIotkdk04HFgVEbIlki3+DrarmxGmeVUDo8znMGN5QkcmEVaAp7euZnNpLx8q28MfLm/FPVaKp3+osFRWJDNT0phZn27UlTK+ykuTe4TQVJfSmStl/3A1kUlj1rvFFxOhO1Cal2EGXKRLXQxv0sg1p7mrsod13p5CKBWZJ24ZPD5+Jy91t1B7PI7Se+lZu5lyzRhSybZKRjbq/NcVT/CwdxQFhf1TlnT16yaup/cUT7yoy3Gym7KRCV66u4Xv+Xr5VPD42QjkN7vybHHuQfm85One1ej/vIJA+yTsP3rZSyolEfItNXT8Brx/5W4+5h9CmQqtELMy/HRwLc3/MonoGyne2bolQvjgJErez8rbB7kneJjPfvJTqKkgWlog18VZXTnAn9Q8R5maxi8k34uv4aXRVjp+2oQclDgnTZ5rquXxti18+bYf0eoYINCuEuwong7uvzT+lJdL23j+7VsJmCbmqc5pDyyK04lorGN8tYfkdWk2eztxigu7od869suMb6uksadnQWajYGppz6FjOqBUdeNVpvf3VivKmNxaS+rDMZ7Y8E+s0BR259x87uVfoXy7VghwWCSD7ozQNFqqhtni78BCkou6CHRmkUXiJ6QEA/TfEsbSJH9+6F6qj2Qun+R9ukiJtf8owVM+OFrL8x/exLoP93DLPQfZvbYO3+GrC0+z2HTf7+Oeh97ig/4DZ1MzvRJdSfbNEhxDo9fc+CB0B2plOUc/G2Z5az/faf43XEKgCwUdFVUIFBRO5i1eT63m9X/aSv0rY1jtHZhzGFLlioaUEKIOeAyoBCzg61LKrwohIsD3gGVAJ/ARKeUsUnBfHjUcxlpew9BWHc/WUVr0YVKWyds5P/+7+2463qynqXviqoyojExxmLfIkkEgqKGRetFMXuY4yA7SpMiRQQgRvlqNMpfDSiTxHHDzVeVOmq8bZKU+Rr3mQUHgFDp3+o+Qr1H57g03k/eEKBufChwmz70RCk0tRFJ26AzcV028CR5qfYu7AkfO7rJJyxxPJZZz/LBO8vA/ks0XHDEvps+NB8nC78RRVi5nfEOYm4O7ruo603mG7oJxOa85aNRoHF+/g+OpSioDEyxb008qr5PNa7gdeUbTPv6s+0HShs5owku8O4CnX6V8fw5HNIuSzKLkg2DpnLyuglbHAMICIeWC1lM1A7uyeZq1PAHlwk0RdWqC672n+G7bHQizHM/p7ssGeD0/51eqQmdsrYDGJO9fcZRmxzBQeJHoNFJ8q72Fvb/1Q8TgJL2ZPDWyYd40XrK8CHRM3EoOqSmgXCRI4dQSbWJDDb0PmXys4TCVqsnenIMfRbcQ2qcT6Hh34vHp1tPFaItnUMvKyNeWcGN4N23OvrOBUsU0jZQFaYuKglQKDtbZjI6St+bOYJUSmU6jDI4RPBXifx++i3sbj3F77UkONa3DLSWJ00cXrC3OBWpZGbk1deRWpLkvdJCQojBqpvm3yXXsPN5Ew4E8InqhD+ZC9jdnyxkIIPw+UmuqUXMWjsE4jIxjjk8U2qCiogZ8CK8X6fMQW1dCvE5l07p27i45SoV64c48C4tRM83XR+/m5zvW03gsC8PjSGNuUzZNZ0bKAH5PSvm2EMIP7BFCPA98EnhRSvkVIcQXgS8CfzCnpQMoizB0XYDKW/v4Rst3qFIdDJkWT4xv4fSuepq/0Y81dHUZyAWCZtYREGEMmWcXLxKRFQzQSYRylolWXpNPY2JctcYzCYarX4kzMeDjp80byIUOUq8VnCQVBDc7LerCbzJxm4dn9A0Eugo7h4Qp0eJZpBBIp4qlKRhejbJf7OELNTumZqLOOdClpMn3+7eg9nlYkWst6OPi+jrlMbo5cdEyzyexthATDye5PXDsvLxqMx9EpvMMO+UxxhmunFsFF2KNjOEA9kVrWe/t5r83PXn2uz/teoj2gXIcRz24RiSlJ3LUnuzH6OoBCjvvTcAzVo5ruJzjH6ngocDMNM5VPdXj8LPJ9YRCbxG4SC68MjWGvinKiBqm8WeXieA+lfPLKg/Tc7cDrTnOP216jAYtRZXq4YwRBbAvW823T9xAc2OWio5+DCs3rxovhYXEpeQJaBksXUXVNWT2Qn1C18gvK2d4s8ZLd/85EVXFJRw8F1/Lcx2tLHtpBIbH3vWGP916uhht8QyyupT4MjcPBvax2TFzW2ch26IwwMqoYM3twCgNA3NomMj+MkxnAM9v5PhQaDefXrEFNRtBnF64tjgnemrK6L3Tyd0t+7jfnQJcHM9Kvn7kZsJv6bie24PxDuNiIfubs/eMhMjXROi+T0NLCUoOOQgeUVESSaxcISwHZSXkywMkq50MPZLjzhXt/Fn1cwSVd++Cz0iDHtPJzw6tZtXfjSN7BzFnEQ7kSlzRkJJSDgADU/+PCyGOAjXAw8AdU4d9C3iFuawwQqD4fMRXl1Lx4S5+pWYHFWohWuvBXDnPvbiJsj0W1tAI1lU6czqFG+dUjAlN6HiknyxpRuhnM7cDoOMgR/oR5kijeqKXklgJL/xsE6+ta+KGzd/AJ/SzyxwVqoPPlL3Kxnu62HZdMwB5S6U3EUIIiVfP4dOz+LUsv1K2nSYtcXY57wxjpuDUvlpK+wUBEb6svioaOMWRuZA2Iwy3Qk0kRkg95wc2mz2L03mGVTRwkkPhuSn5xbHSGRgeRX5lFV8PfghLO2fYOicMGpMG2sQ4IpOFWOLiMX7SGdTxBBnzwua5kPW06pUxfjZxG698spnPL3uRe93jFyzBOYXOl1c/xY6GFXy3cQuOTieh4xc+t3SZwmRbHk9JispgnN+o3MlKVz9tegbneQm1s9LgtYyfvz59N7XPleLrHsWUcsHaIhRCTzA8hre/jL+NNrPe3cVDgX08seEOyq1ViDcPnp2VUvx+lEiIga0ecs1pylSNnVkvO5Mr+MHjtxM+ZkJfd6EuvIPp1tPFaIvvxJIKFvKCl7PpsBBtUebyOCckiQbJ2uZeJirq8fr9Mwt/MA2U7gEqsnmefaiVZa5RoutNhHRR+vrCjxmzQegOWN9C/60BPvPoz7nbdwRVuBg1k7ya3EDoKS+hY5OFGZp3/N0Wsr9RPB6UcIjjn6umbv0AX6jeh4ng9P1lvNzTTGJgHUpOwXJY+KoSVAbG2BgY5rbgMZbrI3jEuQj2P0yU8kZ8BbcE2unPh/k/++8gvMuB7B3ESs6PD/WMfKSEEMuAjcBOoGLKyEJKOSCEuGjAFSHEZ4DPALiYQeRqoaCEgqTKFb5Q+zobnP04ReGhTpgefJ3g7c/OuXN5WiaJM0GQCDmyZ+85lWF7zjSa0ShKLkfJoVKGPEEOrg2wUo9RpRYeiVNorNZhtd7PJwP9QOFN+Wg+j4okopj4Fe2sfxXn3ddC0mukeTvbgK9LwTtwztC8lD6ncCMv0QHN+hlOA0uDsDOFS+SBi6dzmCmX04i8eJ2fM42WiZVKob+w55JqrjTfJg0Dkc1hXGbn2HzXU3mqi8jwOEdvW8brkRZud227wJBSENznibHJ+Qb1W8b414rrGHBeOMFgVaf55LqdbPGeplUfpVZzoqEC594cs9Jg1Mrx4+hG+jpKadvdhxWdWBCNFwqWWIkkrqjJK2MtNFUPs8kRJ1EvcU64KTnoLWQF0B3IihIyFV7iy00aKsZRUDiSqeXF4ZWU7TPwHR7GiMevOKAXW1ucD+atLVomzkkThMK6YB/PBRvxBwOFgXIO84ia0RhKMsXExCoGciF8lQnSZaFpaZyXejpdpiYilICf8RYfk80Gnw+fRBUuTGlxPO/mrYkGwgcnEANjmLOsq3OlUTh0pNdNuHWcLy9/go0OA12oEDrFE4F2ttW1EDdc+LUMdwcPs1wfo0U/M/Zd2E/uSCznxa4WRit9DKX9uA54CHbkZxWYdrpM25ASQviAHwJfkFJOimnmI5JSfh34OkBARKb9qqB4PYzcVcf4RpP7PMPo4tz2aIcwMbwC06XOqbe8IQ0O8CYr2YAmdKY7MTJbjVYySeCnB/D2tfDr4tM8fMcu/rxy9yWPVxCs0vULfn8nCZllyLS478UvENznoPqZARibwFwEfbPFnOEb8PlcKxqvhoXQeCbVRs1zTTzTfwP/4VPb3rXEp6FSobr594FTPNrWzkTrhd+7hCSoqOio6MJ90fr6WsbPj6MbOfIna1l1agyjfxAsc1Geo8zn8PTEOfFSE0+/P86Dta/xnx96gh9s3kzUaCNVrpBotNi6tZ17Ike4yX0agN05D1/dfyf+7R6q93Vj9A1c0Yi6VurpTGejzmc+NVqxSXxvdOBY18xtvmN8d80taNk6gk9Pzu2slGViZS2suE5vJsz9DUd5fGjr2a+L8TkKTUO43Yx/cA3RVvj4Qy9zo/cEFhJD5hk3s/z7l75A8ICDqpP7MNOXz0O3IBp1B9LjJJOHnnwJ6x0DnDGQ3u8Z4i53/9lDXUJFF5ce+Z/au4GGHwlGJhvQk3nqO48i0+l59Tqclh0ihNApGFHfkVL+aOrjISFE1dRsVBUwPNeFs3RAt9CFesbyBUAXJnkfmC5lzgwpS1oc4E0qqadc1ADgwElWpnEKN1bhMcy9xlQKfWCC0JEqXlu5grfCb7HGkT9vpulCLtexZaXBC6kKvjN4Pf5DDiJHsjA2gZVKXVFfVqYRV9FpzgXmVUawno5GKN6k7mexLGQuz0gqQGe+FMMFhktFZYHrqWXi60piOnz8j74Hub/kIP/Of+GlFQRu4cAtoGQaERoMTPqNLAdz5exIrOCnXatJ9ARoPTUKg4VkqYvVFgGUeBpfd4jORISszLPZ1UW8wsXf3FKLEkrTVDnKo2V7uMHVR5XqZldW8Bc996Mf9xA+kUPGJq8Yh+daaItnSMscI6aBGlfRYonLxig6n/lui9I0kfE47mHJN4duhZo0Q6oL93ALzr4Y5omOOYmHpFaUY1WXoUcylDnivB2tQ5tQp6VxPuupcDpRwyFwOkBRMHsHEKqCaKonV+EjWeVg5HqL0mXj3O07TIOWBtzszOpsS6zBf9RBuD1fcIu5jNG5YBrzOUQyQ7K7nG+Hb6Bt2RNUqxmCigun0M8G1IRCJpOTeYPDuUpaHUNElEI16jXcvJRow93pwNM1hogVEqOb0fn39Z/Orj0B/CNwVEr5V+d99WPgE8BXpv59aq4LJ0zAFJhSns21m5cmLiVHpsIgG1SZi5SmUkqOsBsvfhpEy9nPy6hmgC6W0UqeHMyDRgCzp5/yJyfpqGnlzwP3878anmCZNrNceQYm41aOr7Tfj/4vEere6Mbo6cVkevoG6EKbo6W1xWC6GoGJxSrjdLFyeZR4nMHBel4sbSMXkmRDKo5FqKdy9yHC7QHavat588bl/Lv7v35V14tZOZ5PtfDVI3fieClIzavjcPog5tQS/WK3RWtkjLIdOu33lDDebLDK4WSt4zS//cjfv+PIQoy2H0W30PedRpbtmsDad+SK28evtbbYb5o8n1yFZ0DAqR6sK8xewAK1RSmxMhlK9yY46mrlg594k4/euJMP+z5LaH85lT39BSPhKo2p7Oo6et/n4OGWHdzgO8n3X7yJkiOLX0/VcIj0ujqyIQ3DJSj5WQrhdNDzQCnJDWk+u/E5HvIfpFE7s4xeWIr7m767efvtFbQ+NYB5suOy91hIjeZkApHOUPtSKZ39jTz7K6u51dPO5ncM8BYWMSvHv03cyPeObObRVfu4zluYGf7ByBb2P9tKzbYMVnsHcg7DG1yJ6Uzo3Az8CnBQCLFv6rM/pGBAfV8I8WtAN/CLc1kwmclSuidKNhLhzfe5cYk8eanxpVMfoquzjIanJZ6OuYliHmOMQbrxEWSHfB6AFayhgZUcZAd9shOTPBQ0zznSyGMlktS8lqFrcAV3b/4dPKUpNlf3cF/kMB/1jZy3o+0cj02W8vOxtezY24I2qaDmBIFTktC+EayJ2Iz0uXDj5N27HuabYEeWg68288YHT7LZUWgQb6SaOfpaE/Wd049ZM12NTG2cKGosE2kIyKhM5NzkKvOkhx1Yi1RPrXSGsrcmcI8FWDX0WWhKsqZ6gA9VvE2zY/CSO7sO53N8a+wmhrIBJnJu+mJBYhMe/PtchPos/KdiiIFhzPM2iyx6W8xkEYOjlP2khLs7f598qYEjmOWepuM0uEdpcozQnw/TnY3wo8MbcLa7adg1geib3s7hYm6LZxhfF2JsHQSVLK+nlvMXrz1A/QmjEKF9GktmC9kWte5hqiQ8WXMDz7W0cvf6IxxvKOdkw3oiByF8LIFyug8rkZx27CetphqrLMTI5iDjGy3uuW4fJ+LlvNjbQtUbEt/pScYXuZ6i62SDKoM3QWXrEEdvawBVsrX5OFtDndzlPUqZIshLk0N5wVvpJn7Qu5nh16ppeCsHo+NXvMWCtkXLROZBS5q4h1X+4Sf38v/qb+PT67YxnPMzkvPx9kAdyZgLR68D97Cgss/kueqbeNp7EwCucUnt0RSOzpF37UCcb6aza28bXHKe+X1zW5zz7pvPIQ8cI7j8el5LtOIUBlmpMbijispjEtezuzHnKFhfSJRyNx++6HdndifslC8yKcevXPtmg5TIbBZt+yEq3nbh628lURPg9Y2tpFY7uN395Fl3ujOGowo8OXwPew810vJYCq17uBBaIZ3BTCZnrA8KGhcaR0+Uyp1l7LiziQ/7DxXKEW2kcqeJoyc67bn/6Wp8QT5+TcSck6aJyCmkDAeecJqc30HFItVTmc8h9x/Fd9xF4M0gI/c1sX/9cpStkq2hLiqDe9+VKw9gR7qFn7SvJR9zok2qePoElYMWwafexsrlkZb5rhehxW6LMp/DjOYI//w4kTf9pFvKSVR7eeau1ZSWxFldMkjHZAkD0QCVP3Hi74hj7Zv+DrtibotniDcIAivH8CsW+5N1lO1Q8XREsab5hr+QbdEYHILBIapqrmNsIswjv/oE3tIc26pa+KbndsBHSaoMdUzHmoghTQukhZzKOSqUMzkvFVAUhKZh1JUSb/AwfmuO21vb+R9VL3D/3l8lcShC1a5uzJHRRa+naCqGW6GqdYh/bXuMiVYNHYsW3YWFxEIhIy3GrRw7U6v58eA6Bt+spu71NMqre6c1AbHgGi0TLWXgHlcJPmsQXenih6ENTEx6yE86CO/TiAyY+HecxoonsJJJfF4vQi+YMTKXx0qlFsV3o+gjm/tfaWfHpzed/X35UC8ymZozI6qYkPkcpmni3X4Cn9NBxUteEr4KPhn8jxc9XotlWZUYRfYPYWazhc7hKv2MFhqrpx/v2AQTn6s+q1OLZfF2nji73POeYypvlPQbVLgnOXyiiUjP4vu/W9kscnSM0mcsyl73kghW8JKzmhectyAvsvlEyZqsmEiBEUcYJmSyyHwes4iSv14KMzaJSCRxjU/gcrsofTOAdGoM6PW4DYvl+QwM9SIz2TnL11UUCEGuLcWfrHwOv6JyNFZJ6c9OFXy/ihjfqyfwHwjypYFPkWgQ+LeO0NLWS2hjYSlyKOWn60gjvm6FyLE8Sr7w1NKlGpmIQqJeojQkaa4YYWt4Dx4lx7jhZdtQEzfs/l3qn7GoOtKHOTQy58EcZ0U6g7c/x2jGiQ40aBJ9ajhvz+fYnl7ONztuYqgvTOVLKt7BHMtP92CNTyxiqNcrox48jU/TkIZB5TEP1vYwpWYKzARiMoHM5jDj8UK4Ego+xpxZrVnEsa/oDSkzGoVd55zFlp759A4s85xz3GDhn0ttgj8TwPFaRmazhYE1Gj2rcynomgv0QZ3X/CvwdQs8Q0WQ40zKQqDCkREYObeUdTkf82v2OVpmYcYsn4PJSRg650+7pAyn8xEC4XAQ9KdY7+xDRyOd11GGeha7ZFfEjEYRiSSle1w4J4MMBEqYqPJQXRLjprLT1LmjxBpdRF0BTKeOMtWc0hUS02/gLU/SVj7Iav8AES3JuOHlzeFGBk6WEdmn4D02hNHZvbgiz0NmcziiGZIdQf5Hzd141SyKkKhYtCfKOTVeSvJomGCfIPz2MIxFMRY6b+UsOD9EgRWPw+DQ5U+Qck7DXcyWojekbGzec1gmMmvS9N/eRqgqMm+cfQOzsZkvFI8HJRKmLhBjlcODKS0Uce2YjTKfQx48jveQQvNPtUJqoqCfJz5xC5mGHJubO1nbcJBb7j7OmOkD4C53P8fzbr45fBs7+xt468Bygkc1fAMmgVdPszIzikynMYqs/ZnRKLw9QfMhBx2aBorv3JdWmkrZjTQ7wJKYFwm2aTO32IaUjU2RIrNLbNnIprhRzs0t5qXJ0Xye8aSHmkUs0oyZmqGQWRPLNBG5HBW7K0h16Rw90cJBXzPf8t+KMAQIsHwmIqPgGlZxjkFFzMLfm0aLpgs+VcVshEz51l6rCZSXErYhZWNjY2MDVsHHxJAKCSvLG6lmkrHF2z14tUjDQBoGzqffwgnMJB9NMfsR2RQftiFlY2NjY1PIDTgySubP1vBA2e+ipyTNg9MPQWJj817FNqRsbGxsbApR5TMmjmd3M7NwwDY2723EpZJjzsvNhBgBksDogt109pRyYTkbpJRlVzppqWu8xvTB0tdo19NLsNQ1XuP6YOlrtOvpFEtd44IaUgBCiN1Syi0LetNZcDXlXOoarxV9sPQ12vV0/s5dSOx6Oj/nLiS2xvk7dyGZTTmnkWbUxsbGxsbGxsbmYtiGlI2NjY2NjY3NLFkMQ+rq0scvHFdTzqWu8VrRB0tfo11P5+/chcSup/Nz7kJia5y/cxeSGZdzwX2kbGxsbGxsbGyWCvbSno2NjY2NjY3NLLENKRsbGxsbGxubWbJghpQQ4n4hxHEhxEkhxBcX6r5XQghRJ4R4WQhxVAhxWAjx+anPvySE6BNC7Jv6ef80rmVrXCTmSmOx6oOlr9Gup7bGd1ynKPXB0tdo19OZaURKOe8/gAqcApoAB7AfaFuIe0+jbFXApqn/+4F2oA34EvCfbI3vHY3FrO+9oNGup7bGa0Hfe0GjXU+nr1FKuWAzUtcBJ6WUp6WUOeC7wMMLdO/LIqUckFK+PfX/OHAUZpXw3Na4iMyRxqLVB0tfo11PZ8RS11i0+mDpa7Tr6cxYKEOqBug57/deZlng+UQIsQzYCOyc+uhzQogDQohvCiGulDzc1lgkXIXGa0IfLH2Ndj19z2u8JvTB0tdo19MralwwQ0pc5LOiirsghPABPwS+IKWcBP4eWA5sAAaAv7zSJS7yma1xgblKjUWvD5a+Rrue2hq5BvTB0tdo19NpaVwwQ6oXqDvv91qgf4HufUWEEDqFP+R3pJQ/ApBSDkkpTSmlBfwDhSnKy2FrXGTmQGNR64Olr9Gup7bGKYpaHyx9jXY9nbbGBTOk3gKahRCNQggH8FHgxwt078sihBDAPwJHpZR/dd7nVecd9kHg0BUuZWtcROZIY9Hqg6Wv0a6nZ7E1FrE+WPoa7Xp6luloXJhde7LgFf9+Cl7xp4D/slD3nUa5bqEw1XgA2Df1837gX4CDU5//GKiyNS59jcWq772g0a6ntsZrQd97QaNdT2em0U4RY2NjY2NjY2MzS+zI5jY2NjY2NjY2s8Q2pGxsbGxsbGxsZoltSNnY2NjY2NjYzBLbkLKxsbGxsbGxmSW2IWVjY2NjY2NjM0tsQ8rGxsbGxsbGZpbYhpSNjY2NjY2NzSz5/zlHSon0X6T7AAAAAElFTkSuQmCC", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "print(MNIST['Train']['Features'][0][130:180])\n", + "print(MNIST['Train']['Labels'][0])\n", + "features = MNIST['Train']['Features'].astype(np.float32) / 256.0\n", + "labels = MNIST['Train']['Labels']\n", + "fig = plt.figure(figsize=(10,5))\n", + "for i in range(10):\n", + " ax = fig.add_subplot(1,10,i+1)\n", + " plt.imshow(features[i].reshape(28,28))\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "កូដសម្រាប់បង្កើត dataset *one-vs-other* សម្រាប់ការបែងចែកប្រភេទពីរជួរខ្ទង់។ អ្នកត្រូវកែសម្រួលកូដនេះដើម្បីបង្កើត dataset *one-vs-all*។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "def set_mnist_pos_neg(positive_label, negative_label):\n", + " positive_indices = [i for i, j in enumerate(MNIST['Train']['Labels']) \n", + " if j == positive_label]\n", + " negative_indices = [i for i, j in enumerate(MNIST['Train']['Labels']) \n", + " if j == negative_label]\n", + "\n", + " positive_images = MNIST['Train']['Features'][positive_indices]\n", + " negative_images = MNIST['Train']['Features'][negative_indices]\n", + "\n", + " return positive_images, negative_images" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ឥឡូវអ្នកត្រូវតែ៖\n", + "1. បង្កើតឃ្លាំងទិន្នន័យ *one-vs-all* ចំនួន 10 សម្រាប់ពុម្ពលេខទាំងអស់\n", + "2. បណ្តុះបណ្តាល perceptrons ចំនួន 10\n", + "3. កំណត់មុខងារ `classify` ដើម្បីអនុវត្តការបែងចែកពុម្ពលេខ\n", + "4. វាស់ប្រាក់កម្រៃនៃការបែងចែក និងព្រីន *confusion matrix*\n", + "5. [ជាជម្រើស] បង្កើតមុខងារ `classify` ដល់កម្រិតល្អប្រសើរដែលអនុវត្តការបែងចែកដោយប្រើការពាក់ព័ន្ធម៉ាទ្រិចតែមួយ។\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n\n\n**ការបដិសេធ**: \nឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈពេលយើងខិតខំប្រឹងប្រែងដើម្បីភាពត្រឹមត្រូវ សូមយល់ថាការបកប្រែដោយគ្រឿងយន្តអាចមានកំហុស ឬភាពមិនត្រឹមត្រូវ។ ឯកសារដើមក្នុងភាសាមូលដ្ឋានគួរត្រូវបានពិចារណានូវប្រភពដែលមានអំណាច។ សម្រាប់ព័ត៌មានសំខាន់ ការបកប្រែដោយមនុស្សដែលមានជំនាញគឺជាគន្លងណែនាំ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំ ឬការបកប្រែខុសពីការប្រើប្រាស់ការបកប្រែនេះឡើយ។\n\n" + ] + } + ], + "metadata": { + "celltoolbar": "Slideshow", + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.5" + }, + "livereveal": { + "start_slideshow_at": "selected" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/translations/km/lessons/3-NeuralNetworks/03-Perceptron/lab/README.md b/translations/km/lessons/3-NeuralNetworks/03-Perceptron/lab/README.md new file mode 100644 index 00000000..0fa03429 --- /dev/null +++ b/translations/km/lessons/3-NeuralNetworks/03-Perceptron/lab/README.md @@ -0,0 +1,26 @@ +# ចំណាត់ថ្នាក់ច្រើនថ្នាក់ជាមួយ Perceptron + +ការចាត់តាំងមើលល្បិចពី [មេរៀន AI សម្រាប់អ្នកចាប់ផ្តើម](https://github.com/microsoft/ai-for-beginners)។ + +## ការងារ + +ដោយប្រើកូដដែលយើងបានអភិវឌ្ឍក្នុងមេរៀននេះសម្រាប់ចំណាត់ថ្នាក់ពីរភាគសាស្ត្រចំនួនអក្សរដៃ MNIST សូមបង្កើតចំណាត់ថ្នាក់ច្រើនថ្នាក់ទាំងមូលដែលអាចស្គាល់លេខណាមួយបាន។ គណនាការពិតនៃចំណាត់ថ្នាក់លើទិន្នន័យបណ្តុះបណ្តាល និងចេញតារាងកំហុស។ + +## ពីរបៀប + +1. សម្រាប់លេខនីមួយៗ បង្កើតទិន្នន័យសម្រាប់ចំណាត់ថ្នាក់ពីរភាគសាស្ត្រដោយប្រើ "លេខនេះប្រៀបធៀបទៅនឹងលេខផ្សេងទៀតទាំងអស់" +1. បណ្តុះ Perceptron ទាំង ១០ សម្រាប់ចំណាត់ថ្នាក់ពីរភាគសាស្ត្រ (មួយសម្រាប់លេខមួយៗ) +1. កំណត់មុខងារមួយដែលអាចចំណាត់ថ្នាក់លេខដែលបញ្ចូល + +> **កំណត់ចំណាំ**៖ ប្រសិនបើយើងផ្គុំទម្ងន់របស់ Perceptron ទាំង ១០ ទៅក្នុងម៉ាទ្រីសមួយ យើងគួរតែអាចអនុវត្ត Perceptron ទាំង ១០ ទៅលើលេខបញ្ចូលដោយប្រើការបូកគុណម៉ាទ្រីស៍តែមួយបាន។ លេខដែលមានប្រភេទខ្ពស់បំផុតអាចរកឃើញដោយប្រើសកម្មភាព `argmax` លើលទ្ធផល។ + +## សៀវភៅចាប់ផ្តើម + +ចាប់ផ្តើមមើលល្បិចដោយបើក [PerceptronMultiClass.ipynb](PerceptronMultiClass.ipynb) + +--- + + +**ការប្រកាស**៖ +ឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ យើងខិតខំរកភាពត្រឹមត្រូវ ប៉ុន្តែសូមយល់ដឹងថាការបកប្រែដោយស្វ័យប្រវត្តិអាចមានកំហុស ឬមិនត្រឹមត្រូវ។ ឯកសារដើមនៅក្នុងភាសាជាតិរបស់វាគួរឱ្យត្រូវបានគេចាត់ទុកជាឈុតឯកសារផ្លូវការដែលមានអំណាច។ សម្រាប់ព័ត៌មានសំខាន់ យើងផ្ដល់អនុសាសន៍ឲ្យមានការបកប្រែដោយមនុស្សដែលជាប្រពន្ធដៃវិជ្ជាជីវៈ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំ ឬការពន្យល់មិនត្រឹមត្រូវណាមួយដែលកើតឡើងពីការប្រើប្រាស់ការបកប្រែនេះឡើយ។ + \ No newline at end of file diff --git a/translations/km/lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb b/translations/km/lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb new file mode 100644 index 00000000..4c2ff601 --- /dev/null +++ b/translations/km/lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb @@ -0,0 +1,1339 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## Multi-Layered Perceptrons\n", + "## ការបង្កើតស៊ុមប្រព័ន្ធប្រសារជាសូន្យរបស់យើងឯង\n", + "\n", + "> សៀវភៅកំណត់ត្រានេះជាពាណិជ្ជកម្មមួយខ្នាតសម្រាប់ [មេរៀន AI សម្រាប់អ្នកចាប់ផ្តើម](http://github.com/microsoft/ai-for-beginners)។ សូមចូលទៅកាន់ repository សម្រាប់បានសមាសធាត្ររៀនទាំងមូល។\n", + "\n", + "នៅក្នុងសៀវភៅកំណត់ត្រានេះ យើងនឹងបង្កើតស៊ុមប្រព័ន្ធប្រសារជាសូន្យផ្ទាល់ខ្លួនដែលអាចដោះស្រាយបញ្ហាចំណាត់ថ្នាក់ពហុថ្នាក់ និងក៏បញ្ហាការប្រែប្រួលជាមួយ preceptrons ប្រកបដោយស្រទាប់ច្រើន។\n", + "\n", + "ដំបូង យើងខ្ទង់បញ្ចូលបណ្ណាល័យខ្លះៗដែលត្រូវការ។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "%matplotlib nbagg\n", + "import matplotlib.pyplot as plt \n", + "from matplotlib import gridspec\n", + "from sklearn.datasets import make_classification\n", + "import numpy as np\n", + "# pick the seed for reproducibility - change it to explore the effects of random variations\n", + "np.random.seed(0)\n", + "import random" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## សំណុំទិន្នន័យគំរូ\n", + "\n", + "ដូចដែលមុន ពួកយើងនឹងចាប់ផ្តើមជាមួយសំណុំទិន្នន័យគំរូសាមញ្ញមួយមានប៉ារ៉ាម៉ែត្រ២។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "scrolled": false, + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [], + "source": [ + "n = 100\n", + "X, Y = make_classification(n_samples = n, n_features=2,\n", + " n_redundant=0, n_informative=2, flip_y=0.2)\n", + "X = X.astype(np.float32)\n", + "Y = Y.astype(np.int32)\n", + "\n", + "# Split into train and test dataset\n", + "train_x, test_x = np.split(X, [n*8//10])\n", + "train_labels, test_labels = np.split(Y, [n*8//10])" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": false, + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "def plot_dataset(suptitle, features, labels):\n", + " # prepare the plot\n", + " fig, ax = plt.subplots(1, 1)\n", + " #pylab.subplots_adjust(bottom=0.2, wspace=0.4)\n", + " fig.suptitle(suptitle, fontsize = 16)\n", + " ax.set_xlabel('$x_i[0]$ -- (feature 1)')\n", + " ax.set_ylabel('$x_i[1]$ -- (feature 2)')\n", + "\n", + " colors = ['r' if l else 'b' for l in labels]\n", + " ax.scatter(features[:, 0], features[:, 1], marker='o', c=colors, s=100, alpha = 0.5)\n", + " fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "scrolled": false, + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "application/javascript": "/* Put everything inside the global mpl namespace */\n/* global mpl */\nwindow.mpl = {};\n\nmpl.get_websocket_type = function () {\n if (typeof WebSocket !== 'undefined') {\n return WebSocket;\n } else if (typeof MozWebSocket !== 'undefined') {\n return MozWebSocket;\n } else {\n alert(\n 'Your browser does not have WebSocket support. ' +\n 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n 'Firefox 4 and 5 are also supported but you ' +\n 'have to enable WebSockets in about:config.'\n );\n }\n};\n\nmpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n this.id = figure_id;\n\n this.ws = websocket;\n\n this.supports_binary = this.ws.binaryType !== undefined;\n\n if (!this.supports_binary) {\n var warnings = document.getElementById('mpl-warnings');\n if (warnings) {\n warnings.style.display = 'block';\n warnings.textContent =\n 'This browser does not support binary websocket messages. ' +\n 'Performance may be slow.';\n }\n }\n\n this.imageObj = new Image();\n\n this.context = undefined;\n this.message = undefined;\n this.canvas = undefined;\n this.rubberband_canvas = undefined;\n this.rubberband_context = undefined;\n this.format_dropdown = undefined;\n\n this.image_mode = 'full';\n\n this.root = document.createElement('div');\n this.root.setAttribute('style', 'display: inline-block');\n this._root_extra_style(this.root);\n\n parent_element.appendChild(this.root);\n\n this._init_header(this);\n this._init_canvas(this);\n this._init_toolbar(this);\n\n var fig = this;\n\n this.waiting = false;\n\n this.ws.onopen = function () {\n fig.send_message('supports_binary', { value: fig.supports_binary });\n fig.send_message('send_image_mode', {});\n if (fig.ratio !== 1) {\n fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n }\n fig.send_message('refresh', {});\n };\n\n this.imageObj.onload = function () {\n if (fig.image_mode === 'full') {\n // Full images could contain transparency (where diff images\n // almost always do), so we need to clear the canvas so that\n // there is no ghosting.\n fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n }\n fig.context.drawImage(fig.imageObj, 0, 0);\n };\n\n this.imageObj.onunload = function () {\n fig.ws.close();\n };\n\n this.ws.onmessage = this._make_on_message_function(this);\n\n this.ondownload = ondownload;\n};\n\nmpl.figure.prototype._init_header = function () {\n var titlebar = document.createElement('div');\n titlebar.classList =\n 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n var titletext = document.createElement('div');\n titletext.classList = 'ui-dialog-title';\n titletext.setAttribute(\n 'style',\n 'width: 100%; text-align: center; padding: 3px;'\n );\n titlebar.appendChild(titletext);\n this.root.appendChild(titlebar);\n this.header = titletext;\n};\n\nmpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n\nmpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n\nmpl.figure.prototype._init_canvas = function () {\n var fig = this;\n\n var canvas_div = (this.canvas_div = document.createElement('div'));\n canvas_div.setAttribute(\n 'style',\n 'border: 1px solid #ddd;' +\n 'box-sizing: content-box;' +\n 'clear: both;' +\n 'min-height: 1px;' +\n 'min-width: 1px;' +\n 'outline: 0;' +\n 'overflow: hidden;' +\n 'position: relative;' +\n 'resize: both;'\n );\n\n function on_keyboard_event_closure(name) {\n return function (event) {\n return fig.key_event(event, name);\n };\n }\n\n canvas_div.addEventListener(\n 'keydown',\n on_keyboard_event_closure('key_press')\n );\n canvas_div.addEventListener(\n 'keyup',\n on_keyboard_event_closure('key_release')\n );\n\n this._canvas_extra_style(canvas_div);\n this.root.appendChild(canvas_div);\n\n var canvas = (this.canvas = document.createElement('canvas'));\n canvas.classList.add('mpl-canvas');\n canvas.setAttribute('style', 'box-sizing: content-box;');\n\n this.context = canvas.getContext('2d');\n\n var backingStore =\n this.context.backingStorePixelRatio ||\n this.context.webkitBackingStorePixelRatio ||\n this.context.mozBackingStorePixelRatio ||\n this.context.msBackingStorePixelRatio ||\n this.context.oBackingStorePixelRatio ||\n this.context.backingStorePixelRatio ||\n 1;\n\n this.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n 'canvas'\n ));\n rubberband_canvas.setAttribute(\n 'style',\n 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n );\n\n // Apply a ponyfill if ResizeObserver is not implemented by browser.\n if (this.ResizeObserver === undefined) {\n if (window.ResizeObserver !== undefined) {\n this.ResizeObserver = window.ResizeObserver;\n } else {\n var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n this.ResizeObserver = obs.ResizeObserver;\n }\n }\n\n this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n var nentries = entries.length;\n for (var i = 0; i < nentries; i++) {\n var entry = entries[i];\n var width, height;\n if (entry.contentBoxSize) {\n if (entry.contentBoxSize instanceof Array) {\n // Chrome 84 implements new version of spec.\n width = entry.contentBoxSize[0].inlineSize;\n height = entry.contentBoxSize[0].blockSize;\n } else {\n // Firefox implements old version of spec.\n width = entry.contentBoxSize.inlineSize;\n height = entry.contentBoxSize.blockSize;\n }\n } else {\n // Chrome <84 implements even older version of spec.\n width = entry.contentRect.width;\n height = entry.contentRect.height;\n }\n\n // Keep the size of the canvas and rubber band canvas in sync with\n // the canvas container.\n if (entry.devicePixelContentBoxSize) {\n // Chrome 84 implements new version of spec.\n canvas.setAttribute(\n 'width',\n entry.devicePixelContentBoxSize[0].inlineSize\n );\n canvas.setAttribute(\n 'height',\n entry.devicePixelContentBoxSize[0].blockSize\n );\n } else {\n canvas.setAttribute('width', width * fig.ratio);\n canvas.setAttribute('height', height * fig.ratio);\n }\n canvas.setAttribute(\n 'style',\n 'width: ' + width + 'px; height: ' + height + 'px;'\n );\n\n rubberband_canvas.setAttribute('width', width);\n rubberband_canvas.setAttribute('height', height);\n\n // And update the size in Python. We ignore the initial 0/0 size\n // that occurs as the element is placed into the DOM, which should\n // otherwise not happen due to the minimum size styling.\n if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n fig.request_resize(width, height);\n }\n }\n });\n this.resizeObserverInstance.observe(canvas_div);\n\n function on_mouse_event_closure(name) {\n return function (event) {\n return fig.mouse_event(event, name);\n };\n }\n\n rubberband_canvas.addEventListener(\n 'mousedown',\n on_mouse_event_closure('button_press')\n );\n rubberband_canvas.addEventListener(\n 'mouseup',\n on_mouse_event_closure('button_release')\n );\n rubberband_canvas.addEventListener(\n 'dblclick',\n on_mouse_event_closure('dblclick')\n );\n // Throttle sequential mouse events to 1 every 20ms.\n rubberband_canvas.addEventListener(\n 'mousemove',\n on_mouse_event_closure('motion_notify')\n );\n\n rubberband_canvas.addEventListener(\n 'mouseenter',\n on_mouse_event_closure('figure_enter')\n );\n rubberband_canvas.addEventListener(\n 'mouseleave',\n on_mouse_event_closure('figure_leave')\n );\n\n canvas_div.addEventListener('wheel', function (event) {\n if (event.deltaY < 0) {\n event.step = 1;\n } else {\n event.step = -1;\n }\n on_mouse_event_closure('scroll')(event);\n });\n\n canvas_div.appendChild(canvas);\n canvas_div.appendChild(rubberband_canvas);\n\n this.rubberband_context = rubberband_canvas.getContext('2d');\n this.rubberband_context.strokeStyle = '#000000';\n\n this._resize_canvas = function (width, height, forward) {\n if (forward) {\n canvas_div.style.width = width + 'px';\n canvas_div.style.height = height + 'px';\n }\n };\n\n // Disable right mouse context menu.\n this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n event.preventDefault();\n return false;\n });\n\n function set_focus() {\n canvas.focus();\n canvas_div.focus();\n }\n\n window.setTimeout(set_focus, 100);\n};\n\nmpl.figure.prototype._init_toolbar = function () {\n var fig = this;\n\n var toolbar = document.createElement('div');\n toolbar.classList = 'mpl-toolbar';\n this.root.appendChild(toolbar);\n\n function on_click_closure(name) {\n return function (_event) {\n return fig.toolbar_button_onclick(name);\n };\n }\n\n function on_mouseover_closure(tooltip) {\n return function (event) {\n if (!event.currentTarget.disabled) {\n return fig.toolbar_button_onmouseover(tooltip);\n }\n };\n }\n\n fig.buttons = {};\n var buttonGroup = document.createElement('div');\n buttonGroup.classList = 'mpl-button-group';\n for (var toolbar_ind in mpl.toolbar_items) {\n var name = mpl.toolbar_items[toolbar_ind][0];\n var tooltip = mpl.toolbar_items[toolbar_ind][1];\n var image = mpl.toolbar_items[toolbar_ind][2];\n var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n if (!name) {\n /* Instead of a spacer, we start a new button group. */\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n buttonGroup = document.createElement('div');\n buttonGroup.classList = 'mpl-button-group';\n continue;\n }\n\n var button = (fig.buttons[name] = document.createElement('button'));\n button.classList = 'mpl-widget';\n button.setAttribute('role', 'button');\n button.setAttribute('aria-disabled', 'false');\n button.addEventListener('click', on_click_closure(method_name));\n button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n\n var icon_img = document.createElement('img');\n icon_img.src = '_images/' + image + '.png';\n icon_img.srcset = '_images/' + image + '_large.png 2x';\n icon_img.alt = tooltip;\n button.appendChild(icon_img);\n\n buttonGroup.appendChild(button);\n }\n\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n\n var fmt_picker = document.createElement('select');\n fmt_picker.classList = 'mpl-widget';\n toolbar.appendChild(fmt_picker);\n this.format_dropdown = fmt_picker;\n\n for (var ind in mpl.extensions) {\n var fmt = mpl.extensions[ind];\n var option = document.createElement('option');\n option.selected = fmt === mpl.default_extension;\n option.innerHTML = fmt;\n fmt_picker.appendChild(option);\n }\n\n var status_bar = document.createElement('span');\n status_bar.classList = 'mpl-message';\n toolbar.appendChild(status_bar);\n this.message = status_bar;\n};\n\nmpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n // which will in turn request a refresh of the image.\n this.send_message('resize', { width: x_pixels, height: y_pixels });\n};\n\nmpl.figure.prototype.send_message = function (type, properties) {\n properties['type'] = type;\n properties['figure_id'] = this.id;\n this.ws.send(JSON.stringify(properties));\n};\n\nmpl.figure.prototype.send_draw_message = function () {\n if (!this.waiting) {\n this.waiting = true;\n this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n }\n};\n\nmpl.figure.prototype.handle_save = function (fig, _msg) {\n var format_dropdown = fig.format_dropdown;\n var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n fig.ondownload(fig, format);\n};\n\nmpl.figure.prototype.handle_resize = function (fig, msg) {\n var size = msg['size'];\n if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n fig._resize_canvas(size[0], size[1], msg['forward']);\n fig.send_message('refresh', {});\n }\n};\n\nmpl.figure.prototype.handle_rubberband = function (fig, msg) {\n var x0 = msg['x0'] / fig.ratio;\n var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n var x1 = msg['x1'] / fig.ratio;\n var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n x0 = Math.floor(x0) + 0.5;\n y0 = Math.floor(y0) + 0.5;\n x1 = Math.floor(x1) + 0.5;\n y1 = Math.floor(y1) + 0.5;\n var min_x = Math.min(x0, x1);\n var min_y = Math.min(y0, y1);\n var width = Math.abs(x1 - x0);\n var height = Math.abs(y1 - y0);\n\n fig.rubberband_context.clearRect(\n 0,\n 0,\n fig.canvas.width / fig.ratio,\n fig.canvas.height / fig.ratio\n );\n\n fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n};\n\nmpl.figure.prototype.handle_figure_label = function (fig, msg) {\n // Updates the figure title.\n fig.header.textContent = msg['label'];\n};\n\nmpl.figure.prototype.handle_cursor = function (fig, msg) {\n var cursor = msg['cursor'];\n switch (cursor) {\n case 0:\n cursor = 'pointer';\n break;\n case 1:\n cursor = 'default';\n break;\n case 2:\n cursor = 'crosshair';\n break;\n case 3:\n cursor = 'move';\n break;\n }\n fig.rubberband_canvas.style.cursor = cursor;\n};\n\nmpl.figure.prototype.handle_message = function (fig, msg) {\n fig.message.textContent = msg['message'];\n};\n\nmpl.figure.prototype.handle_draw = function (fig, _msg) {\n // Request the server to send over a new figure.\n fig.send_draw_message();\n};\n\nmpl.figure.prototype.handle_image_mode = function (fig, msg) {\n fig.image_mode = msg['mode'];\n};\n\nmpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n for (var key in msg) {\n if (!(key in fig.buttons)) {\n continue;\n }\n fig.buttons[key].disabled = !msg[key];\n fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n }\n};\n\nmpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n if (msg['mode'] === 'PAN') {\n fig.buttons['Pan'].classList.add('active');\n fig.buttons['Zoom'].classList.remove('active');\n } else if (msg['mode'] === 'ZOOM') {\n fig.buttons['Pan'].classList.remove('active');\n fig.buttons['Zoom'].classList.add('active');\n } else {\n fig.buttons['Pan'].classList.remove('active');\n fig.buttons['Zoom'].classList.remove('active');\n }\n};\n\nmpl.figure.prototype.updated_canvas_event = function () {\n // Called whenever the canvas gets updated.\n this.send_message('ack', {});\n};\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function (fig) {\n return function socket_on_message(evt) {\n if (evt.data instanceof Blob) {\n var img = evt.data;\n if (img.type !== 'image/png') {\n /* FIXME: We get \"Resource interpreted as Image but\n * transferred with MIME type text/plain:\" errors on\n * Chrome. But how to set the MIME type? It doesn't seem\n * to be part of the websocket stream */\n img.type = 'image/png';\n }\n\n /* Free the memory for the previous frames */\n if (fig.imageObj.src) {\n (window.URL || window.webkitURL).revokeObjectURL(\n fig.imageObj.src\n );\n }\n\n fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n img\n );\n fig.updated_canvas_event();\n fig.waiting = false;\n return;\n } else if (\n typeof evt.data === 'string' &&\n evt.data.slice(0, 21) === 'data:image/png;base64'\n ) {\n fig.imageObj.src = evt.data;\n fig.updated_canvas_event();\n fig.waiting = false;\n return;\n }\n\n var msg = JSON.parse(evt.data);\n var msg_type = msg['type'];\n\n // Call the \"handle_{type}\" callback, which takes\n // the figure and JSON message as its only arguments.\n try {\n var callback = fig['handle_' + msg_type];\n } catch (e) {\n console.log(\n \"No handler for the '\" + msg_type + \"' message type: \",\n msg\n );\n return;\n }\n\n if (callback) {\n try {\n // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n callback(fig, msg);\n } catch (e) {\n console.log(\n \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n e,\n e.stack,\n msg\n );\n }\n }\n };\n};\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function (e) {\n //this section is from http://www.quirksmode.org/js/events_properties.html\n var targ;\n if (!e) {\n e = window.event;\n }\n if (e.target) {\n targ = e.target;\n } else if (e.srcElement) {\n targ = e.srcElement;\n }\n if (targ.nodeType === 3) {\n // defeat Safari bug\n targ = targ.parentNode;\n }\n\n // pageX,Y are the mouse positions relative to the document\n var boundingRect = targ.getBoundingClientRect();\n var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n\n return { x: x, y: y };\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys(original) {\n return Object.keys(original).reduce(function (obj, key) {\n if (typeof original[key] !== 'object') {\n obj[key] = original[key];\n }\n return obj;\n }, {});\n}\n\nmpl.figure.prototype.mouse_event = function (event, name) {\n var canvas_pos = mpl.findpos(event);\n\n if (name === 'button_press') {\n this.canvas.focus();\n this.canvas_div.focus();\n }\n\n var x = canvas_pos.x * this.ratio;\n var y = canvas_pos.y * this.ratio;\n\n this.send_message(name, {\n x: x,\n y: y,\n button: event.button,\n step: event.step,\n guiEvent: simpleKeys(event),\n });\n\n /* This prevents the web browser from automatically changing to\n * the text insertion cursor when the button is pressed. We want\n * to control all of the cursor setting manually through the\n * 'cursor' event from matplotlib */\n event.preventDefault();\n return false;\n};\n\nmpl.figure.prototype._key_event_extra = function (_event, _name) {\n // Handle any extra behaviour associated with a key event\n};\n\nmpl.figure.prototype.key_event = function (event, name) {\n // Prevent repeat events\n if (name === 'key_press') {\n if (event.key === this._key) {\n return;\n } else {\n this._key = event.key;\n }\n }\n if (name === 'key_release') {\n this._key = null;\n }\n\n var value = '';\n if (event.ctrlKey && event.key !== 'Control') {\n value += 'ctrl+';\n }\n else if (event.altKey && event.key !== 'Alt') {\n value += 'alt+';\n }\n else if (event.shiftKey && event.key !== 'Shift') {\n value += 'shift+';\n }\n\n value += 'k' + event.key;\n\n this._key_event_extra(event, name);\n\n this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n return false;\n};\n\nmpl.figure.prototype.toolbar_button_onclick = function (name) {\n if (name === 'download') {\n this.handle_save(this, null);\n } else {\n this.send_message('toolbar_button', { name: name });\n }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n this.message.textContent = tooltip;\n};\n\n///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n// prettier-ignore\nvar _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n\nmpl.default_extension = \"png\";/* global mpl */\n\nvar comm_websocket_adapter = function (comm) {\n // Create a \"websocket\"-like object which calls the given IPython comm\n // object with the appropriate methods. Currently this is a non binary\n // socket, so there is still some room for performance tuning.\n var ws = {};\n\n ws.binaryType = comm.kernel.ws.binaryType;\n ws.readyState = comm.kernel.ws.readyState;\n function updateReadyState(_event) {\n if (comm.kernel.ws) {\n ws.readyState = comm.kernel.ws.readyState;\n } else {\n ws.readyState = 3; // Closed state.\n }\n }\n comm.kernel.ws.addEventListener('open', updateReadyState);\n comm.kernel.ws.addEventListener('close', updateReadyState);\n comm.kernel.ws.addEventListener('error', updateReadyState);\n\n ws.close = function () {\n comm.close();\n };\n ws.send = function (m) {\n //console.log('sending', m);\n comm.send(m);\n };\n // Register the callback with on_msg.\n comm.on_msg(function (msg) {\n //console.log('receiving', msg['content']['data'], msg);\n var data = msg['content']['data'];\n if (data['blob'] !== undefined) {\n data = {\n data: new Blob(msg['buffers'], { type: data['blob'] }),\n };\n }\n // Pass the mpl event to the overridden (by mpl) onmessage function.\n ws.onmessage(data);\n });\n return ws;\n};\n\nmpl.mpl_figure_comm = function (comm, msg) {\n // This is the function which gets called when the mpl process\n // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n var id = msg.content.data.id;\n // Get hold of the div created by the display call when the Comm\n // socket was opened in Python.\n var element = document.getElementById(id);\n var ws_proxy = comm_websocket_adapter(comm);\n\n function ondownload(figure, _format) {\n window.open(figure.canvas.toDataURL());\n }\n\n var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n\n // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n // web socket which is closed, not our websocket->open comm proxy.\n ws_proxy.onopen();\n\n fig.parent_element = element;\n fig.cell_info = mpl.find_output_cell(\"
      \");\n if (!fig.cell_info) {\n console.error('Failed to find cell for figure', id, fig);\n return;\n }\n fig.cell_info[0].output_area.element.on(\n 'cleared',\n { fig: fig },\n fig._remove_fig_handler\n );\n};\n\nmpl.figure.prototype.handle_close = function (fig, msg) {\n var width = fig.canvas.width / fig.ratio;\n fig.cell_info[0].output_area.element.off(\n 'cleared',\n fig._remove_fig_handler\n );\n fig.resizeObserverInstance.unobserve(fig.canvas_div);\n\n // Update the output cell to use the data from the current canvas.\n fig.push_to_output();\n var dataURL = fig.canvas.toDataURL();\n // Re-enable the keyboard manager in IPython - without this line, in FF,\n // the notebook keyboard shortcuts fail.\n IPython.keyboard_manager.enable();\n fig.parent_element.innerHTML =\n '';\n fig.close_ws(fig, msg);\n};\n\nmpl.figure.prototype.close_ws = function (fig, msg) {\n fig.send_message('closing', msg);\n // fig.ws.close()\n};\n\nmpl.figure.prototype.push_to_output = function (_remove_interactive) {\n // Turn the data on the canvas into data in the output cell.\n var width = this.canvas.width / this.ratio;\n var dataURL = this.canvas.toDataURL();\n this.cell_info[1]['text/html'] =\n '';\n};\n\nmpl.figure.prototype.updated_canvas_event = function () {\n // Tell IPython that the notebook contents must change.\n IPython.notebook.set_dirty(true);\n this.send_message('ack', {});\n var fig = this;\n // Wait a second, then push the new image to the DOM so\n // that it is saved nicely (might be nice to debounce this).\n setTimeout(function () {\n fig.push_to_output();\n }, 1000);\n};\n\nmpl.figure.prototype._init_toolbar = function () {\n var fig = this;\n\n var toolbar = document.createElement('div');\n toolbar.classList = 'btn-toolbar';\n this.root.appendChild(toolbar);\n\n function on_click_closure(name) {\n return function (_event) {\n return fig.toolbar_button_onclick(name);\n };\n }\n\n function on_mouseover_closure(tooltip) {\n return function (event) {\n if (!event.currentTarget.disabled) {\n return fig.toolbar_button_onmouseover(tooltip);\n }\n };\n }\n\n fig.buttons = {};\n var buttonGroup = document.createElement('div');\n buttonGroup.classList = 'btn-group';\n var button;\n for (var toolbar_ind in mpl.toolbar_items) {\n var name = mpl.toolbar_items[toolbar_ind][0];\n var tooltip = mpl.toolbar_items[toolbar_ind][1];\n var image = mpl.toolbar_items[toolbar_ind][2];\n var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n if (!name) {\n /* Instead of a spacer, we start a new button group. */\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n buttonGroup = document.createElement('div');\n buttonGroup.classList = 'btn-group';\n continue;\n }\n\n button = fig.buttons[name] = document.createElement('button');\n button.classList = 'btn btn-default';\n button.href = '#';\n button.title = name;\n button.innerHTML = '';\n button.addEventListener('click', on_click_closure(method_name));\n button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n buttonGroup.appendChild(button);\n }\n\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n\n // Add the status bar.\n var status_bar = document.createElement('span');\n status_bar.classList = 'mpl-message pull-right';\n toolbar.appendChild(status_bar);\n this.message = status_bar;\n\n // Add the close button to the window.\n var buttongrp = document.createElement('div');\n buttongrp.classList = 'btn-group inline pull-right';\n button = document.createElement('button');\n button.classList = 'btn btn-mini btn-primary';\n button.href = '#';\n button.title = 'Stop Interaction';\n button.innerHTML = '';\n button.addEventListener('click', function (_evt) {\n fig.handle_close(fig, {});\n });\n button.addEventListener(\n 'mouseover',\n on_mouseover_closure('Stop Interaction')\n );\n buttongrp.appendChild(button);\n var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n titlebar.insertBefore(buttongrp, titlebar.firstChild);\n};\n\nmpl.figure.prototype._remove_fig_handler = function (event) {\n var fig = event.data.fig;\n if (event.target !== this) {\n // Ignore bubbled events from children.\n return;\n }\n fig.close_ws(fig, {});\n};\n\nmpl.figure.prototype._root_extra_style = function (el) {\n el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n};\n\nmpl.figure.prototype._canvas_extra_style = function (el) {\n // this is important to make the div 'focusable\n el.setAttribute('tabindex', 0);\n // reach out to IPython and tell the keyboard manager to turn it's self\n // off when our div gets focus\n\n // location in version 3\n if (IPython.notebook.keyboard_manager) {\n IPython.notebook.keyboard_manager.register_events(el);\n } else {\n // location in version 2\n IPython.keyboard_manager.register_events(el);\n }\n};\n\nmpl.figure.prototype._key_event_extra = function (event, _name) {\n var manager = IPython.notebook.keyboard_manager;\n if (!manager) {\n manager = IPython.keyboard_manager;\n }\n\n // Check for shift+enter\n if (event.shiftKey && event.which === 13) {\n this.canvas_div.blur();\n // select the cell after this one\n var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n IPython.notebook.select(index + 1);\n }\n};\n\nmpl.figure.prototype.handle_save = function (fig, _msg) {\n fig.ondownload(fig, null);\n};\n\nmpl.find_output_cell = function (html_output) {\n // Return the cell and output element which can be found *uniquely* in the notebook.\n // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n // IPython event is triggered only after the cells have been serialised, which for\n // our purposes (turning an active figure into a static one), is too late.\n var cells = IPython.notebook.get_cells();\n var ncells = cells.length;\n for (var i = 0; i < ncells; i++) {\n var cell = cells[i];\n if (cell.cell_type === 'code') {\n for (var j = 0; j < cell.output_area.outputs.length; j++) {\n var data = cell.output_area.outputs[j];\n if (data.data) {\n // IPython >= 3 moved mimebundle to data attribute of output\n data = data.data;\n }\n if (data['text/html'] === html_output) {\n return [cell, data, j];\n }\n }\n }\n }\n};\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel !== null) {\n IPython.notebook.kernel.comm_manager.register_target(\n 'matplotlib',\n mpl.mpl_figure_comm\n );\n}\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_dataset('Scatterplot of the training data', train_x, train_labels)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 1.3382818 -0.98613256]\n", + " [ 0.5128146 0.43299454]\n", + " [-0.4473693 -0.2680512 ]\n", + " [-0.9865851 -0.28692 ]\n", + " [-1.0693829 0.41718036]]\n", + "[1 1 0 0 0]\n" + ] + } + ], + "source": [ + "print(train_x[:5])\n", + "print(train_labels[:5])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## បញ្ហា Machine Learning\n", + "\n", + "សូមសន្និដ្ឋានថាយើងមានឌាតាសែតបញ្ចូល $\\langle X,Y\\rangle$, ដែល $X$ ជាសំណុំលក្ខណៈ Features និង $Y$ ជាអត្តសញ្ញាណ Label ដែលខ្លួនប៉ុនប៉ង។ សម្រាប់បញ្ហាការព្យាករណ៍ Regression, $y_i\\in\\mathbb{R}$ និងសម្រាប់បញ្ហាការបែងចែក Classfication វាត្រូវបានតំណាងដោយលេខថ្នាក់ $y_i\\in\\{0,\\dots,n\\}$។\n", + "\n", + "ម៉ូដែល machine learning ណាមួយអាចត្រូវបានតំណាងដោយអនុគមន៍ $f_\\theta(x)$ ដែល $\\theta$ គឺជាសំណុំ **ប៉ារ៉ាម៉ែត្រ Parameters**។ គោលបំណងរបស់យើងគឺស្វែងរកប៉ារ៉ាម៉ែត្រ $\\theta$ ដូច្នេះម៉ូដែលរបស់យើងអាចផ្គូផ្គងឌាតា best ដែលបំផុត។ ក្រិតស្នូលត្រូវបានកំណត់ដោយ **អនុគមន៍ការបាត់បង់** $\\mathcal{L}$ ហើយយើងត្រូវស្វែងរកតម្លៃអប្បបរមា optimal value\n", + "\n", + "$$\n", + "\\theta = \\mathrm{argmin}_\\theta \\mathcal{L}(f_\\theta(X),Y)\n", + "$$\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "មុខងារបាត់បង់អាស្រ័យទៅលើបញ្ហាដែលកំពុងដោះស្រាយ។\n", + "\n", + "### មុខងារបាត់បង់សម្រាប់ការសង្ស័យថេរ\n", + "\n", + "សម្រាប់ការសង្ស័យថេរ យើងភាគច្រើនប្រើ **កំហុសសរុប** $\\mathcal{L}_{abs}(\\theta) = \\sum_{i=1}^n |y_i - f_{\\theta}(x_i)|$, ឬ **កំហុសសរុបជាដើម**: $\\mathcal{L}_{sq}(\\theta) = \\sum_{i=1}^n (y_i - f_{\\theta}(x_i))^2$\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "# helper function for plotting various loss functions\n", + "def plot_loss_functions(suptitle, functions, ylabels, xlabel):\n", + " fig, ax = plt.subplots(1,len(functions), figsize=(9, 3))\n", + " plt.subplots_adjust(bottom=0.2, wspace=0.4)\n", + " fig.suptitle(suptitle)\n", + " for i, fun in enumerate(functions):\n", + " ax[i].set_xlabel(xlabel)\n", + " if len(ylabels) > i:\n", + " ax[i].set_ylabel(ylabels[i])\n", + " ax[i].plot(x, fun)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "application/javascript": "/* Put everything inside the global mpl namespace */\n/* global mpl */\nwindow.mpl = {};\n\nmpl.get_websocket_type = function () {\n if (typeof WebSocket !== 'undefined') {\n return WebSocket;\n } else if (typeof MozWebSocket !== 'undefined') {\n return MozWebSocket;\n } else {\n alert(\n 'Your browser does not have WebSocket support. ' +\n 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n 'Firefox 4 and 5 are also supported but you ' +\n 'have to enable WebSockets in about:config.'\n );\n }\n};\n\nmpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n this.id = figure_id;\n\n this.ws = websocket;\n\n this.supports_binary = this.ws.binaryType !== undefined;\n\n if (!this.supports_binary) {\n var warnings = document.getElementById('mpl-warnings');\n if (warnings) {\n warnings.style.display = 'block';\n warnings.textContent =\n 'This browser does not support binary websocket messages. ' +\n 'Performance may be slow.';\n }\n }\n\n this.imageObj = new Image();\n\n this.context = undefined;\n this.message = undefined;\n this.canvas = undefined;\n this.rubberband_canvas = undefined;\n this.rubberband_context = undefined;\n this.format_dropdown = undefined;\n\n this.image_mode = 'full';\n\n this.root = document.createElement('div');\n this.root.setAttribute('style', 'display: inline-block');\n this._root_extra_style(this.root);\n\n parent_element.appendChild(this.root);\n\n this._init_header(this);\n this._init_canvas(this);\n this._init_toolbar(this);\n\n var fig = this;\n\n this.waiting = false;\n\n this.ws.onopen = function () {\n fig.send_message('supports_binary', { value: fig.supports_binary });\n fig.send_message('send_image_mode', {});\n if (fig.ratio !== 1) {\n fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n }\n fig.send_message('refresh', {});\n };\n\n this.imageObj.onload = function () {\n if (fig.image_mode === 'full') {\n // Full images could contain transparency (where diff images\n // almost always do), so we need to clear the canvas so that\n // there is no ghosting.\n fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n }\n fig.context.drawImage(fig.imageObj, 0, 0);\n };\n\n this.imageObj.onunload = function () {\n fig.ws.close();\n };\n\n this.ws.onmessage = this._make_on_message_function(this);\n\n this.ondownload = ondownload;\n};\n\nmpl.figure.prototype._init_header = function () {\n var titlebar = document.createElement('div');\n titlebar.classList =\n 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n var titletext = document.createElement('div');\n titletext.classList = 'ui-dialog-title';\n titletext.setAttribute(\n 'style',\n 'width: 100%; text-align: center; padding: 3px;'\n );\n titlebar.appendChild(titletext);\n this.root.appendChild(titlebar);\n this.header = titletext;\n};\n\nmpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n\nmpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n\nmpl.figure.prototype._init_canvas = function () {\n var fig = this;\n\n var canvas_div = (this.canvas_div = document.createElement('div'));\n canvas_div.setAttribute(\n 'style',\n 'border: 1px solid #ddd;' +\n 'box-sizing: content-box;' +\n 'clear: both;' +\n 'min-height: 1px;' +\n 'min-width: 1px;' +\n 'outline: 0;' +\n 'overflow: hidden;' +\n 'position: relative;' +\n 'resize: both;'\n );\n\n function on_keyboard_event_closure(name) {\n return function (event) {\n return fig.key_event(event, name);\n };\n }\n\n canvas_div.addEventListener(\n 'keydown',\n on_keyboard_event_closure('key_press')\n );\n canvas_div.addEventListener(\n 'keyup',\n on_keyboard_event_closure('key_release')\n );\n\n this._canvas_extra_style(canvas_div);\n this.root.appendChild(canvas_div);\n\n var canvas = (this.canvas = document.createElement('canvas'));\n canvas.classList.add('mpl-canvas');\n canvas.setAttribute('style', 'box-sizing: content-box;');\n\n this.context = canvas.getContext('2d');\n\n var backingStore =\n this.context.backingStorePixelRatio ||\n this.context.webkitBackingStorePixelRatio ||\n this.context.mozBackingStorePixelRatio ||\n this.context.msBackingStorePixelRatio ||\n this.context.oBackingStorePixelRatio ||\n this.context.backingStorePixelRatio ||\n 1;\n\n this.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n 'canvas'\n ));\n rubberband_canvas.setAttribute(\n 'style',\n 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n );\n\n // Apply a ponyfill if ResizeObserver is not implemented by browser.\n if (this.ResizeObserver === undefined) {\n if (window.ResizeObserver !== undefined) {\n this.ResizeObserver = window.ResizeObserver;\n } else {\n var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n this.ResizeObserver = obs.ResizeObserver;\n }\n }\n\n this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n var nentries = entries.length;\n for (var i = 0; i < nentries; i++) {\n var entry = entries[i];\n var width, height;\n if (entry.contentBoxSize) {\n if (entry.contentBoxSize instanceof Array) {\n // Chrome 84 implements new version of spec.\n width = entry.contentBoxSize[0].inlineSize;\n height = entry.contentBoxSize[0].blockSize;\n } else {\n // Firefox implements old version of spec.\n width = entry.contentBoxSize.inlineSize;\n height = entry.contentBoxSize.blockSize;\n }\n } else {\n // Chrome <84 implements even older version of spec.\n width = entry.contentRect.width;\n height = entry.contentRect.height;\n }\n\n // Keep the size of the canvas and rubber band canvas in sync with\n // the canvas container.\n if (entry.devicePixelContentBoxSize) {\n // Chrome 84 implements new version of spec.\n canvas.setAttribute(\n 'width',\n entry.devicePixelContentBoxSize[0].inlineSize\n );\n canvas.setAttribute(\n 'height',\n entry.devicePixelContentBoxSize[0].blockSize\n );\n } else {\n canvas.setAttribute('width', width * fig.ratio);\n canvas.setAttribute('height', height * fig.ratio);\n }\n canvas.setAttribute(\n 'style',\n 'width: ' + width + 'px; height: ' + height + 'px;'\n );\n\n rubberband_canvas.setAttribute('width', width);\n rubberband_canvas.setAttribute('height', height);\n\n // And update the size in Python. We ignore the initial 0/0 size\n // that occurs as the element is placed into the DOM, which should\n // otherwise not happen due to the minimum size styling.\n if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n fig.request_resize(width, height);\n }\n }\n });\n this.resizeObserverInstance.observe(canvas_div);\n\n function on_mouse_event_closure(name) {\n return function (event) {\n return fig.mouse_event(event, name);\n };\n }\n\n rubberband_canvas.addEventListener(\n 'mousedown',\n on_mouse_event_closure('button_press')\n );\n rubberband_canvas.addEventListener(\n 'mouseup',\n on_mouse_event_closure('button_release')\n );\n rubberband_canvas.addEventListener(\n 'dblclick',\n on_mouse_event_closure('dblclick')\n );\n // Throttle sequential mouse events to 1 every 20ms.\n rubberband_canvas.addEventListener(\n 'mousemove',\n on_mouse_event_closure('motion_notify')\n );\n\n rubberband_canvas.addEventListener(\n 'mouseenter',\n on_mouse_event_closure('figure_enter')\n );\n rubberband_canvas.addEventListener(\n 'mouseleave',\n on_mouse_event_closure('figure_leave')\n );\n\n canvas_div.addEventListener('wheel', function (event) {\n if (event.deltaY < 0) {\n event.step = 1;\n } else {\n event.step = -1;\n }\n on_mouse_event_closure('scroll')(event);\n });\n\n canvas_div.appendChild(canvas);\n canvas_div.appendChild(rubberband_canvas);\n\n this.rubberband_context = rubberband_canvas.getContext('2d');\n this.rubberband_context.strokeStyle = '#000000';\n\n this._resize_canvas = function (width, height, forward) {\n if (forward) {\n canvas_div.style.width = width + 'px';\n canvas_div.style.height = height + 'px';\n }\n };\n\n // Disable right mouse context menu.\n this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n event.preventDefault();\n return false;\n });\n\n function set_focus() {\n canvas.focus();\n canvas_div.focus();\n }\n\n window.setTimeout(set_focus, 100);\n};\n\nmpl.figure.prototype._init_toolbar = function () {\n var fig = this;\n\n var toolbar = document.createElement('div');\n toolbar.classList = 'mpl-toolbar';\n this.root.appendChild(toolbar);\n\n function on_click_closure(name) {\n return function (_event) {\n return fig.toolbar_button_onclick(name);\n };\n }\n\n function on_mouseover_closure(tooltip) {\n return function (event) {\n if (!event.currentTarget.disabled) {\n return fig.toolbar_button_onmouseover(tooltip);\n }\n };\n }\n\n fig.buttons = {};\n var buttonGroup = document.createElement('div');\n buttonGroup.classList = 'mpl-button-group';\n for (var toolbar_ind in mpl.toolbar_items) {\n var name = mpl.toolbar_items[toolbar_ind][0];\n var tooltip = mpl.toolbar_items[toolbar_ind][1];\n var image = mpl.toolbar_items[toolbar_ind][2];\n var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n if (!name) {\n /* Instead of a spacer, we start a new button group. */\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n buttonGroup = document.createElement('div');\n buttonGroup.classList = 'mpl-button-group';\n continue;\n }\n\n var button = (fig.buttons[name] = document.createElement('button'));\n button.classList = 'mpl-widget';\n button.setAttribute('role', 'button');\n button.setAttribute('aria-disabled', 'false');\n button.addEventListener('click', on_click_closure(method_name));\n button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n\n var icon_img = document.createElement('img');\n icon_img.src = '_images/' + image + '.png';\n icon_img.srcset = '_images/' + image + '_large.png 2x';\n icon_img.alt = tooltip;\n button.appendChild(icon_img);\n\n buttonGroup.appendChild(button);\n }\n\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n\n var fmt_picker = document.createElement('select');\n fmt_picker.classList = 'mpl-widget';\n toolbar.appendChild(fmt_picker);\n this.format_dropdown = fmt_picker;\n\n for (var ind in mpl.extensions) {\n var fmt = mpl.extensions[ind];\n var option = document.createElement('option');\n option.selected = fmt === mpl.default_extension;\n option.innerHTML = fmt;\n fmt_picker.appendChild(option);\n }\n\n var status_bar = document.createElement('span');\n status_bar.classList = 'mpl-message';\n toolbar.appendChild(status_bar);\n this.message = status_bar;\n};\n\nmpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n // which will in turn request a refresh of the image.\n this.send_message('resize', { width: x_pixels, height: y_pixels });\n};\n\nmpl.figure.prototype.send_message = function (type, properties) {\n properties['type'] = type;\n properties['figure_id'] = this.id;\n this.ws.send(JSON.stringify(properties));\n};\n\nmpl.figure.prototype.send_draw_message = function () {\n if (!this.waiting) {\n this.waiting = true;\n this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n }\n};\n\nmpl.figure.prototype.handle_save = function (fig, _msg) {\n var format_dropdown = fig.format_dropdown;\n var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n fig.ondownload(fig, format);\n};\n\nmpl.figure.prototype.handle_resize = function (fig, msg) {\n var size = msg['size'];\n if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n fig._resize_canvas(size[0], size[1], msg['forward']);\n fig.send_message('refresh', {});\n }\n};\n\nmpl.figure.prototype.handle_rubberband = function (fig, msg) {\n var x0 = msg['x0'] / fig.ratio;\n var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n var x1 = msg['x1'] / fig.ratio;\n var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n x0 = Math.floor(x0) + 0.5;\n y0 = Math.floor(y0) + 0.5;\n x1 = Math.floor(x1) + 0.5;\n y1 = Math.floor(y1) + 0.5;\n var min_x = Math.min(x0, x1);\n var min_y = Math.min(y0, y1);\n var width = Math.abs(x1 - x0);\n var height = Math.abs(y1 - y0);\n\n fig.rubberband_context.clearRect(\n 0,\n 0,\n fig.canvas.width / fig.ratio,\n fig.canvas.height / fig.ratio\n );\n\n fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n};\n\nmpl.figure.prototype.handle_figure_label = function (fig, msg) {\n // Updates the figure title.\n fig.header.textContent = msg['label'];\n};\n\nmpl.figure.prototype.handle_cursor = function (fig, msg) {\n var cursor = msg['cursor'];\n switch (cursor) {\n case 0:\n cursor = 'pointer';\n break;\n case 1:\n cursor = 'default';\n break;\n case 2:\n cursor = 'crosshair';\n break;\n case 3:\n cursor = 'move';\n break;\n }\n fig.rubberband_canvas.style.cursor = cursor;\n};\n\nmpl.figure.prototype.handle_message = function (fig, msg) {\n fig.message.textContent = msg['message'];\n};\n\nmpl.figure.prototype.handle_draw = function (fig, _msg) {\n // Request the server to send over a new figure.\n fig.send_draw_message();\n};\n\nmpl.figure.prototype.handle_image_mode = function (fig, msg) {\n fig.image_mode = msg['mode'];\n};\n\nmpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n for (var key in msg) {\n if (!(key in fig.buttons)) {\n continue;\n }\n fig.buttons[key].disabled = !msg[key];\n fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n }\n};\n\nmpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n if (msg['mode'] === 'PAN') {\n fig.buttons['Pan'].classList.add('active');\n fig.buttons['Zoom'].classList.remove('active');\n } else if (msg['mode'] === 'ZOOM') {\n fig.buttons['Pan'].classList.remove('active');\n fig.buttons['Zoom'].classList.add('active');\n } else {\n fig.buttons['Pan'].classList.remove('active');\n fig.buttons['Zoom'].classList.remove('active');\n }\n};\n\nmpl.figure.prototype.updated_canvas_event = function () {\n // Called whenever the canvas gets updated.\n this.send_message('ack', {});\n};\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function (fig) {\n return function socket_on_message(evt) {\n if (evt.data instanceof Blob) {\n var img = evt.data;\n if (img.type !== 'image/png') {\n /* FIXME: We get \"Resource interpreted as Image but\n * transferred with MIME type text/plain:\" errors on\n * Chrome. But how to set the MIME type? It doesn't seem\n * to be part of the websocket stream */\n img.type = 'image/png';\n }\n\n /* Free the memory for the previous frames */\n if (fig.imageObj.src) {\n (window.URL || window.webkitURL).revokeObjectURL(\n fig.imageObj.src\n );\n }\n\n fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n img\n );\n fig.updated_canvas_event();\n fig.waiting = false;\n return;\n } else if (\n typeof evt.data === 'string' &&\n evt.data.slice(0, 21) === 'data:image/png;base64'\n ) {\n fig.imageObj.src = evt.data;\n fig.updated_canvas_event();\n fig.waiting = false;\n return;\n }\n\n var msg = JSON.parse(evt.data);\n var msg_type = msg['type'];\n\n // Call the \"handle_{type}\" callback, which takes\n // the figure and JSON message as its only arguments.\n try {\n var callback = fig['handle_' + msg_type];\n } catch (e) {\n console.log(\n \"No handler for the '\" + msg_type + \"' message type: \",\n msg\n );\n return;\n }\n\n if (callback) {\n try {\n // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n callback(fig, msg);\n } catch (e) {\n console.log(\n \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n e,\n e.stack,\n msg\n );\n }\n }\n };\n};\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function (e) {\n //this section is from http://www.quirksmode.org/js/events_properties.html\n var targ;\n if (!e) {\n e = window.event;\n }\n if (e.target) {\n targ = e.target;\n } else if (e.srcElement) {\n targ = e.srcElement;\n }\n if (targ.nodeType === 3) {\n // defeat Safari bug\n targ = targ.parentNode;\n }\n\n // pageX,Y are the mouse positions relative to the document\n var boundingRect = targ.getBoundingClientRect();\n var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n\n return { x: x, y: y };\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys(original) {\n return Object.keys(original).reduce(function (obj, key) {\n if (typeof original[key] !== 'object') {\n obj[key] = original[key];\n }\n return obj;\n }, {});\n}\n\nmpl.figure.prototype.mouse_event = function (event, name) {\n var canvas_pos = mpl.findpos(event);\n\n if (name === 'button_press') {\n this.canvas.focus();\n this.canvas_div.focus();\n }\n\n var x = canvas_pos.x * this.ratio;\n var y = canvas_pos.y * this.ratio;\n\n this.send_message(name, {\n x: x,\n y: y,\n button: event.button,\n step: event.step,\n guiEvent: simpleKeys(event),\n });\n\n /* This prevents the web browser from automatically changing to\n * the text insertion cursor when the button is pressed. We want\n * to control all of the cursor setting manually through the\n * 'cursor' event from matplotlib */\n event.preventDefault();\n return false;\n};\n\nmpl.figure.prototype._key_event_extra = function (_event, _name) {\n // Handle any extra behaviour associated with a key event\n};\n\nmpl.figure.prototype.key_event = function (event, name) {\n // Prevent repeat events\n if (name === 'key_press') {\n if (event.key === this._key) {\n return;\n } else {\n this._key = event.key;\n }\n }\n if (name === 'key_release') {\n this._key = null;\n }\n\n var value = '';\n if (event.ctrlKey && event.key !== 'Control') {\n value += 'ctrl+';\n }\n else if (event.altKey && event.key !== 'Alt') {\n value += 'alt+';\n }\n else if (event.shiftKey && event.key !== 'Shift') {\n value += 'shift+';\n }\n\n value += 'k' + event.key;\n\n this._key_event_extra(event, name);\n\n this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n return false;\n};\n\nmpl.figure.prototype.toolbar_button_onclick = function (name) {\n if (name === 'download') {\n this.handle_save(this, null);\n } else {\n this.send_message('toolbar_button', { name: name });\n }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n this.message.textContent = tooltip;\n};\n\n///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n// prettier-ignore\nvar _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n\nmpl.default_extension = \"png\";/* global mpl */\n\nvar comm_websocket_adapter = function (comm) {\n // Create a \"websocket\"-like object which calls the given IPython comm\n // object with the appropriate methods. Currently this is a non binary\n // socket, so there is still some room for performance tuning.\n var ws = {};\n\n ws.binaryType = comm.kernel.ws.binaryType;\n ws.readyState = comm.kernel.ws.readyState;\n function updateReadyState(_event) {\n if (comm.kernel.ws) {\n ws.readyState = comm.kernel.ws.readyState;\n } else {\n ws.readyState = 3; // Closed state.\n }\n }\n comm.kernel.ws.addEventListener('open', updateReadyState);\n comm.kernel.ws.addEventListener('close', updateReadyState);\n comm.kernel.ws.addEventListener('error', updateReadyState);\n\n ws.close = function () {\n comm.close();\n };\n ws.send = function (m) {\n //console.log('sending', m);\n comm.send(m);\n };\n // Register the callback with on_msg.\n comm.on_msg(function (msg) {\n //console.log('receiving', msg['content']['data'], msg);\n var data = msg['content']['data'];\n if (data['blob'] !== undefined) {\n data = {\n data: new Blob(msg['buffers'], { type: data['blob'] }),\n };\n }\n // Pass the mpl event to the overridden (by mpl) onmessage function.\n ws.onmessage(data);\n });\n return ws;\n};\n\nmpl.mpl_figure_comm = function (comm, msg) {\n // This is the function which gets called when the mpl process\n // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n var id = msg.content.data.id;\n // Get hold of the div created by the display call when the Comm\n // socket was opened in Python.\n var element = document.getElementById(id);\n var ws_proxy = comm_websocket_adapter(comm);\n\n function ondownload(figure, _format) {\n window.open(figure.canvas.toDataURL());\n }\n\n var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n\n // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n // web socket which is closed, not our websocket->open comm proxy.\n ws_proxy.onopen();\n\n fig.parent_element = element;\n fig.cell_info = mpl.find_output_cell(\"
      \");\n if (!fig.cell_info) {\n console.error('Failed to find cell for figure', id, fig);\n return;\n }\n fig.cell_info[0].output_area.element.on(\n 'cleared',\n { fig: fig },\n fig._remove_fig_handler\n );\n};\n\nmpl.figure.prototype.handle_close = function (fig, msg) {\n var width = fig.canvas.width / fig.ratio;\n fig.cell_info[0].output_area.element.off(\n 'cleared',\n fig._remove_fig_handler\n );\n fig.resizeObserverInstance.unobserve(fig.canvas_div);\n\n // Update the output cell to use the data from the current canvas.\n fig.push_to_output();\n var dataURL = fig.canvas.toDataURL();\n // Re-enable the keyboard manager in IPython - without this line, in FF,\n // the notebook keyboard shortcuts fail.\n IPython.keyboard_manager.enable();\n fig.parent_element.innerHTML =\n '';\n fig.close_ws(fig, msg);\n};\n\nmpl.figure.prototype.close_ws = function (fig, msg) {\n fig.send_message('closing', msg);\n // fig.ws.close()\n};\n\nmpl.figure.prototype.push_to_output = function (_remove_interactive) {\n // Turn the data on the canvas into data in the output cell.\n var width = this.canvas.width / this.ratio;\n var dataURL = this.canvas.toDataURL();\n this.cell_info[1]['text/html'] =\n '';\n};\n\nmpl.figure.prototype.updated_canvas_event = function () {\n // Tell IPython that the notebook contents must change.\n IPython.notebook.set_dirty(true);\n this.send_message('ack', {});\n var fig = this;\n // Wait a second, then push the new image to the DOM so\n // that it is saved nicely (might be nice to debounce this).\n setTimeout(function () {\n fig.push_to_output();\n }, 1000);\n};\n\nmpl.figure.prototype._init_toolbar = function () {\n var fig = this;\n\n var toolbar = document.createElement('div');\n toolbar.classList = 'btn-toolbar';\n this.root.appendChild(toolbar);\n\n function on_click_closure(name) {\n return function (_event) {\n return fig.toolbar_button_onclick(name);\n };\n }\n\n function on_mouseover_closure(tooltip) {\n return function (event) {\n if (!event.currentTarget.disabled) {\n return fig.toolbar_button_onmouseover(tooltip);\n }\n };\n }\n\n fig.buttons = {};\n var buttonGroup = document.createElement('div');\n buttonGroup.classList = 'btn-group';\n var button;\n for (var toolbar_ind in mpl.toolbar_items) {\n var name = mpl.toolbar_items[toolbar_ind][0];\n var tooltip = mpl.toolbar_items[toolbar_ind][1];\n var image = mpl.toolbar_items[toolbar_ind][2];\n var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n if (!name) {\n /* Instead of a spacer, we start a new button group. */\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n buttonGroup = document.createElement('div');\n buttonGroup.classList = 'btn-group';\n continue;\n }\n\n button = fig.buttons[name] = document.createElement('button');\n button.classList = 'btn btn-default';\n button.href = '#';\n button.title = name;\n button.innerHTML = '';\n button.addEventListener('click', on_click_closure(method_name));\n button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n buttonGroup.appendChild(button);\n }\n\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n\n // Add the status bar.\n var status_bar = document.createElement('span');\n status_bar.classList = 'mpl-message pull-right';\n toolbar.appendChild(status_bar);\n this.message = status_bar;\n\n // Add the close button to the window.\n var buttongrp = document.createElement('div');\n buttongrp.classList = 'btn-group inline pull-right';\n button = document.createElement('button');\n button.classList = 'btn btn-mini btn-primary';\n button.href = '#';\n button.title = 'Stop Interaction';\n button.innerHTML = '';\n button.addEventListener('click', function (_evt) {\n fig.handle_close(fig, {});\n });\n button.addEventListener(\n 'mouseover',\n on_mouseover_closure('Stop Interaction')\n );\n buttongrp.appendChild(button);\n var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n titlebar.insertBefore(buttongrp, titlebar.firstChild);\n};\n\nmpl.figure.prototype._remove_fig_handler = function (event) {\n var fig = event.data.fig;\n if (event.target !== this) {\n // Ignore bubbled events from children.\n return;\n }\n fig.close_ws(fig, {});\n};\n\nmpl.figure.prototype._root_extra_style = function (el) {\n el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n};\n\nmpl.figure.prototype._canvas_extra_style = function (el) {\n // this is important to make the div 'focusable\n el.setAttribute('tabindex', 0);\n // reach out to IPython and tell the keyboard manager to turn it's self\n // off when our div gets focus\n\n // location in version 3\n if (IPython.notebook.keyboard_manager) {\n IPython.notebook.keyboard_manager.register_events(el);\n } else {\n // location in version 2\n IPython.keyboard_manager.register_events(el);\n }\n};\n\nmpl.figure.prototype._key_event_extra = function (event, _name) {\n var manager = IPython.notebook.keyboard_manager;\n if (!manager) {\n manager = IPython.keyboard_manager;\n }\n\n // Check for shift+enter\n if (event.shiftKey && event.which === 13) {\n this.canvas_div.blur();\n // select the cell after this one\n var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n IPython.notebook.select(index + 1);\n }\n};\n\nmpl.figure.prototype.handle_save = function (fig, _msg) {\n fig.ondownload(fig, null);\n};\n\nmpl.find_output_cell = function (html_output) {\n // Return the cell and output element which can be found *uniquely* in the notebook.\n // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n // IPython event is triggered only after the cells have been serialised, which for\n // our purposes (turning an active figure into a static one), is too late.\n var cells = IPython.notebook.get_cells();\n var ncells = cells.length;\n for (var i = 0; i < ncells; i++) {\n var cell = cells[i];\n if (cell.cell_type === 'code') {\n for (var j = 0; j < cell.output_area.outputs.length; j++) {\n var data = cell.output_area.outputs[j];\n if (data.data) {\n // IPython >= 3 moved mimebundle to data attribute of output\n data = data.data;\n }\n if (data['text/html'] === html_output) {\n return [cell, data, j];\n }\n }\n }\n }\n};\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel !== null) {\n IPython.notebook.kernel.comm_manager.register_target(\n 'matplotlib',\n mpl.mpl_figure_comm\n );\n}\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(-2, 2, 101)\n", + "plot_loss_functions(\n", + " suptitle = 'Common loss functions for regression',\n", + " functions = [np.abs(x), np.power(x, 2)],\n", + " ylabels = ['$\\mathcal{L}_{abs}}$ (absolute loss)',\n", + " '$\\mathcal{L}_{sq}$ (squared loss)'],\n", + " xlabel = '$y - f(x_i)$')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "### អនុគមន៍ធ្លាក់សម្រាប់ការបែងចែក\n", + "\n", + "សូមយកការបែងចែកពីរជាការពិចារណាផ្អែកមួយ។ នៅក្នុងករណីនេះ យើងមានថ្នាក់ពីរជាលេខ 0 និង 1។ លទ្ធផលនៃបណ្ដាញ $f_\\theta(x_i)\\in [0,1]$ ជាទូទៅកំណត់ប្រហាក់ប្រហែលនៃការជ្រើសរើសថ្នាក់ 1។\n", + "\n", + "**ការខូចខាត 0-1**\n", + "\n", + "ការខូចខាត 0-1 គឺដូចគ្នានឹងការគណនាកម្រិតត្រឹមត្រូវនៃម៉ូដែល - យើងគណនាចំនួនការបែងចែកត្រឹមត្រូវ៖\n", + "\n", + "$$\\mathcal{L}_{0-1} = \\sum_{i=1}^n l_i \\quad l_i = \\begin{cases}\n", + " 0 & (f(x_i)<0.5 \\land y_i=0) \\lor (f(x_i)<0.5 \\land y_i=1) \\\\\n", + " 1 & \\mathrm{ otherwise}\n", + " \\end{cases} \\\\\n", + "$$\n", + "\n", + "ទោះជាយ៉ាងណា កម្រិតត្រឹមត្រូវផ្ទាល់មិនបង្ហាញថាយើងឆ្ងាយពីការបែងចែកត្រឹមត្រូវប៉ុណ្ណាដើម្បី។ វាអាចកើតមានថាយើងខកខានថ្នាក់ត្រឹមត្រូវត្រឹមតែបន្តិចបន្តួច ប៉ុន្តែវាជា \"ល្អជាង\" (នៅក្នុងអារម្មណ៍យើងត្រូវកែប្រែទំងន់តិចជាង) ពីការខកខានយ៉ាងសំខាន់។ ដូច្នេះ ជាញឹកញាប់កំពុងប្រើការខូចខាត logistic ដែលគិតទៅការនេះផង។\n", + "\n", + "**ការខូចខាត Logistic**\n", + "\n", + "$$\\mathcal{L}_{log} = \\sum_{i=1}^n -y\\log(f_{\\theta}(x_i)) - (1-y)\\log(1-f_\\theta(x_i))$$\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "x = np.linspace(0,1,100)\n", + "def zero_one(d):\n", + " if d < 0.5:\n", + " return 0\n", + " return 1\n", + "zero_one_v = np.vectorize(zero_one)\n", + "\n", + "def logistic_loss(fx):\n", + " # assumes y == 1\n", + " return -np.log(fx)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dmitryso\\AppData\\Local\\Temp/ipykernel_55820/331859503.py:10: RuntimeWarning: divide by zero encountered in log\n", + " return -np.log(fx)\n" + ] + }, + { + "data": { + "application/javascript": "/* Put everything inside the global mpl namespace */\n/* global mpl */\nwindow.mpl = {};\n\nmpl.get_websocket_type = function () {\n if (typeof WebSocket !== 'undefined') {\n return WebSocket;\n } else if (typeof MozWebSocket !== 'undefined') {\n return MozWebSocket;\n } else {\n alert(\n 'Your browser does not have WebSocket support. ' +\n 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n 'Firefox 4 and 5 are also supported but you ' +\n 'have to enable WebSockets in about:config.'\n );\n }\n};\n\nmpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n this.id = figure_id;\n\n this.ws = websocket;\n\n this.supports_binary = this.ws.binaryType !== undefined;\n\n if (!this.supports_binary) {\n var warnings = document.getElementById('mpl-warnings');\n if (warnings) {\n warnings.style.display = 'block';\n warnings.textContent =\n 'This browser does not support binary websocket messages. ' +\n 'Performance may be slow.';\n }\n }\n\n this.imageObj = new Image();\n\n this.context = undefined;\n this.message = undefined;\n this.canvas = undefined;\n this.rubberband_canvas = undefined;\n this.rubberband_context = undefined;\n this.format_dropdown = undefined;\n\n this.image_mode = 'full';\n\n this.root = document.createElement('div');\n this.root.setAttribute('style', 'display: inline-block');\n this._root_extra_style(this.root);\n\n parent_element.appendChild(this.root);\n\n this._init_header(this);\n this._init_canvas(this);\n this._init_toolbar(this);\n\n var fig = this;\n\n this.waiting = false;\n\n this.ws.onopen = function () {\n fig.send_message('supports_binary', { value: fig.supports_binary });\n fig.send_message('send_image_mode', {});\n if (fig.ratio !== 1) {\n fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n }\n fig.send_message('refresh', {});\n };\n\n this.imageObj.onload = function () {\n if (fig.image_mode === 'full') {\n // Full images could contain transparency (where diff images\n // almost always do), so we need to clear the canvas so that\n // there is no ghosting.\n fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n }\n fig.context.drawImage(fig.imageObj, 0, 0);\n };\n\n this.imageObj.onunload = function () {\n fig.ws.close();\n };\n\n this.ws.onmessage = this._make_on_message_function(this);\n\n this.ondownload = ondownload;\n};\n\nmpl.figure.prototype._init_header = function () {\n var titlebar = document.createElement('div');\n titlebar.classList =\n 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n var titletext = document.createElement('div');\n titletext.classList = 'ui-dialog-title';\n titletext.setAttribute(\n 'style',\n 'width: 100%; text-align: center; padding: 3px;'\n );\n titlebar.appendChild(titletext);\n this.root.appendChild(titlebar);\n this.header = titletext;\n};\n\nmpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n\nmpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n\nmpl.figure.prototype._init_canvas = function () {\n var fig = this;\n\n var canvas_div = (this.canvas_div = document.createElement('div'));\n canvas_div.setAttribute(\n 'style',\n 'border: 1px solid #ddd;' +\n 'box-sizing: content-box;' +\n 'clear: both;' +\n 'min-height: 1px;' +\n 'min-width: 1px;' +\n 'outline: 0;' +\n 'overflow: hidden;' +\n 'position: relative;' +\n 'resize: both;'\n );\n\n function on_keyboard_event_closure(name) {\n return function (event) {\n return fig.key_event(event, name);\n };\n }\n\n canvas_div.addEventListener(\n 'keydown',\n on_keyboard_event_closure('key_press')\n );\n canvas_div.addEventListener(\n 'keyup',\n on_keyboard_event_closure('key_release')\n );\n\n this._canvas_extra_style(canvas_div);\n this.root.appendChild(canvas_div);\n\n var canvas = (this.canvas = document.createElement('canvas'));\n canvas.classList.add('mpl-canvas');\n canvas.setAttribute('style', 'box-sizing: content-box;');\n\n this.context = canvas.getContext('2d');\n\n var backingStore =\n this.context.backingStorePixelRatio ||\n this.context.webkitBackingStorePixelRatio ||\n this.context.mozBackingStorePixelRatio ||\n this.context.msBackingStorePixelRatio ||\n this.context.oBackingStorePixelRatio ||\n this.context.backingStorePixelRatio ||\n 1;\n\n this.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n 'canvas'\n ));\n rubberband_canvas.setAttribute(\n 'style',\n 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n );\n\n // Apply a ponyfill if ResizeObserver is not implemented by browser.\n if (this.ResizeObserver === undefined) {\n if (window.ResizeObserver !== undefined) {\n this.ResizeObserver = window.ResizeObserver;\n } else {\n var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n this.ResizeObserver = obs.ResizeObserver;\n }\n }\n\n this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n var nentries = entries.length;\n for (var i = 0; i < nentries; i++) {\n var entry = entries[i];\n var width, height;\n if (entry.contentBoxSize) {\n if (entry.contentBoxSize instanceof Array) {\n // Chrome 84 implements new version of spec.\n width = entry.contentBoxSize[0].inlineSize;\n height = entry.contentBoxSize[0].blockSize;\n } else {\n // Firefox implements old version of spec.\n width = entry.contentBoxSize.inlineSize;\n height = entry.contentBoxSize.blockSize;\n }\n } else {\n // Chrome <84 implements even older version of spec.\n width = entry.contentRect.width;\n height = entry.contentRect.height;\n }\n\n // Keep the size of the canvas and rubber band canvas in sync with\n // the canvas container.\n if (entry.devicePixelContentBoxSize) {\n // Chrome 84 implements new version of spec.\n canvas.setAttribute(\n 'width',\n entry.devicePixelContentBoxSize[0].inlineSize\n );\n canvas.setAttribute(\n 'height',\n entry.devicePixelContentBoxSize[0].blockSize\n );\n } else {\n canvas.setAttribute('width', width * fig.ratio);\n canvas.setAttribute('height', height * fig.ratio);\n }\n canvas.setAttribute(\n 'style',\n 'width: ' + width + 'px; height: ' + height + 'px;'\n );\n\n rubberband_canvas.setAttribute('width', width);\n rubberband_canvas.setAttribute('height', height);\n\n // And update the size in Python. We ignore the initial 0/0 size\n // that occurs as the element is placed into the DOM, which should\n // otherwise not happen due to the minimum size styling.\n if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n fig.request_resize(width, height);\n }\n }\n });\n this.resizeObserverInstance.observe(canvas_div);\n\n function on_mouse_event_closure(name) {\n return function (event) {\n return fig.mouse_event(event, name);\n };\n }\n\n rubberband_canvas.addEventListener(\n 'mousedown',\n on_mouse_event_closure('button_press')\n );\n rubberband_canvas.addEventListener(\n 'mouseup',\n on_mouse_event_closure('button_release')\n );\n rubberband_canvas.addEventListener(\n 'dblclick',\n on_mouse_event_closure('dblclick')\n );\n // Throttle sequential mouse events to 1 every 20ms.\n rubberband_canvas.addEventListener(\n 'mousemove',\n on_mouse_event_closure('motion_notify')\n );\n\n rubberband_canvas.addEventListener(\n 'mouseenter',\n on_mouse_event_closure('figure_enter')\n );\n rubberband_canvas.addEventListener(\n 'mouseleave',\n on_mouse_event_closure('figure_leave')\n );\n\n canvas_div.addEventListener('wheel', function (event) {\n if (event.deltaY < 0) {\n event.step = 1;\n } else {\n event.step = -1;\n }\n on_mouse_event_closure('scroll')(event);\n });\n\n canvas_div.appendChild(canvas);\n canvas_div.appendChild(rubberband_canvas);\n\n this.rubberband_context = rubberband_canvas.getContext('2d');\n this.rubberband_context.strokeStyle = '#000000';\n\n this._resize_canvas = function (width, height, forward) {\n if (forward) {\n canvas_div.style.width = width + 'px';\n canvas_div.style.height = height + 'px';\n }\n };\n\n // Disable right mouse context menu.\n this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n event.preventDefault();\n return false;\n });\n\n function set_focus() {\n canvas.focus();\n canvas_div.focus();\n }\n\n window.setTimeout(set_focus, 100);\n};\n\nmpl.figure.prototype._init_toolbar = function () {\n var fig = this;\n\n var toolbar = document.createElement('div');\n toolbar.classList = 'mpl-toolbar';\n this.root.appendChild(toolbar);\n\n function on_click_closure(name) {\n return function (_event) {\n return fig.toolbar_button_onclick(name);\n };\n }\n\n function on_mouseover_closure(tooltip) {\n return function (event) {\n if (!event.currentTarget.disabled) {\n return fig.toolbar_button_onmouseover(tooltip);\n }\n };\n }\n\n fig.buttons = {};\n var buttonGroup = document.createElement('div');\n buttonGroup.classList = 'mpl-button-group';\n for (var toolbar_ind in mpl.toolbar_items) {\n var name = mpl.toolbar_items[toolbar_ind][0];\n var tooltip = mpl.toolbar_items[toolbar_ind][1];\n var image = mpl.toolbar_items[toolbar_ind][2];\n var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n if (!name) {\n /* Instead of a spacer, we start a new button group. */\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n buttonGroup = document.createElement('div');\n buttonGroup.classList = 'mpl-button-group';\n continue;\n }\n\n var button = (fig.buttons[name] = document.createElement('button'));\n button.classList = 'mpl-widget';\n button.setAttribute('role', 'button');\n button.setAttribute('aria-disabled', 'false');\n button.addEventListener('click', on_click_closure(method_name));\n button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n\n var icon_img = document.createElement('img');\n icon_img.src = '_images/' + image + '.png';\n icon_img.srcset = '_images/' + image + '_large.png 2x';\n icon_img.alt = tooltip;\n button.appendChild(icon_img);\n\n buttonGroup.appendChild(button);\n }\n\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n\n var fmt_picker = document.createElement('select');\n fmt_picker.classList = 'mpl-widget';\n toolbar.appendChild(fmt_picker);\n this.format_dropdown = fmt_picker;\n\n for (var ind in mpl.extensions) {\n var fmt = mpl.extensions[ind];\n var option = document.createElement('option');\n option.selected = fmt === mpl.default_extension;\n option.innerHTML = fmt;\n fmt_picker.appendChild(option);\n }\n\n var status_bar = document.createElement('span');\n status_bar.classList = 'mpl-message';\n toolbar.appendChild(status_bar);\n this.message = status_bar;\n};\n\nmpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n // which will in turn request a refresh of the image.\n this.send_message('resize', { width: x_pixels, height: y_pixels });\n};\n\nmpl.figure.prototype.send_message = function (type, properties) {\n properties['type'] = type;\n properties['figure_id'] = this.id;\n this.ws.send(JSON.stringify(properties));\n};\n\nmpl.figure.prototype.send_draw_message = function () {\n if (!this.waiting) {\n this.waiting = true;\n this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n }\n};\n\nmpl.figure.prototype.handle_save = function (fig, _msg) {\n var format_dropdown = fig.format_dropdown;\n var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n fig.ondownload(fig, format);\n};\n\nmpl.figure.prototype.handle_resize = function (fig, msg) {\n var size = msg['size'];\n if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n fig._resize_canvas(size[0], size[1], msg['forward']);\n fig.send_message('refresh', {});\n }\n};\n\nmpl.figure.prototype.handle_rubberband = function (fig, msg) {\n var x0 = msg['x0'] / fig.ratio;\n var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n var x1 = msg['x1'] / fig.ratio;\n var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n x0 = Math.floor(x0) + 0.5;\n y0 = Math.floor(y0) + 0.5;\n x1 = Math.floor(x1) + 0.5;\n y1 = Math.floor(y1) + 0.5;\n var min_x = Math.min(x0, x1);\n var min_y = Math.min(y0, y1);\n var width = Math.abs(x1 - x0);\n var height = Math.abs(y1 - y0);\n\n fig.rubberband_context.clearRect(\n 0,\n 0,\n fig.canvas.width / fig.ratio,\n fig.canvas.height / fig.ratio\n );\n\n fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n};\n\nmpl.figure.prototype.handle_figure_label = function (fig, msg) {\n // Updates the figure title.\n fig.header.textContent = msg['label'];\n};\n\nmpl.figure.prototype.handle_cursor = function (fig, msg) {\n var cursor = msg['cursor'];\n switch (cursor) {\n case 0:\n cursor = 'pointer';\n break;\n case 1:\n cursor = 'default';\n break;\n case 2:\n cursor = 'crosshair';\n break;\n case 3:\n cursor = 'move';\n break;\n }\n fig.rubberband_canvas.style.cursor = cursor;\n};\n\nmpl.figure.prototype.handle_message = function (fig, msg) {\n fig.message.textContent = msg['message'];\n};\n\nmpl.figure.prototype.handle_draw = function (fig, _msg) {\n // Request the server to send over a new figure.\n fig.send_draw_message();\n};\n\nmpl.figure.prototype.handle_image_mode = function (fig, msg) {\n fig.image_mode = msg['mode'];\n};\n\nmpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n for (var key in msg) {\n if (!(key in fig.buttons)) {\n continue;\n }\n fig.buttons[key].disabled = !msg[key];\n fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n }\n};\n\nmpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n if (msg['mode'] === 'PAN') {\n fig.buttons['Pan'].classList.add('active');\n fig.buttons['Zoom'].classList.remove('active');\n } else if (msg['mode'] === 'ZOOM') {\n fig.buttons['Pan'].classList.remove('active');\n fig.buttons['Zoom'].classList.add('active');\n } else {\n fig.buttons['Pan'].classList.remove('active');\n fig.buttons['Zoom'].classList.remove('active');\n }\n};\n\nmpl.figure.prototype.updated_canvas_event = function () {\n // Called whenever the canvas gets updated.\n this.send_message('ack', {});\n};\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function (fig) {\n return function socket_on_message(evt) {\n if (evt.data instanceof Blob) {\n var img = evt.data;\n if (img.type !== 'image/png') {\n /* FIXME: We get \"Resource interpreted as Image but\n * transferred with MIME type text/plain:\" errors on\n * Chrome. But how to set the MIME type? It doesn't seem\n * to be part of the websocket stream */\n img.type = 'image/png';\n }\n\n /* Free the memory for the previous frames */\n if (fig.imageObj.src) {\n (window.URL || window.webkitURL).revokeObjectURL(\n fig.imageObj.src\n );\n }\n\n fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n img\n );\n fig.updated_canvas_event();\n fig.waiting = false;\n return;\n } else if (\n typeof evt.data === 'string' &&\n evt.data.slice(0, 21) === 'data:image/png;base64'\n ) {\n fig.imageObj.src = evt.data;\n fig.updated_canvas_event();\n fig.waiting = false;\n return;\n }\n\n var msg = JSON.parse(evt.data);\n var msg_type = msg['type'];\n\n // Call the \"handle_{type}\" callback, which takes\n // the figure and JSON message as its only arguments.\n try {\n var callback = fig['handle_' + msg_type];\n } catch (e) {\n console.log(\n \"No handler for the '\" + msg_type + \"' message type: \",\n msg\n );\n return;\n }\n\n if (callback) {\n try {\n // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n callback(fig, msg);\n } catch (e) {\n console.log(\n \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n e,\n e.stack,\n msg\n );\n }\n }\n };\n};\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function (e) {\n //this section is from http://www.quirksmode.org/js/events_properties.html\n var targ;\n if (!e) {\n e = window.event;\n }\n if (e.target) {\n targ = e.target;\n } else if (e.srcElement) {\n targ = e.srcElement;\n }\n if (targ.nodeType === 3) {\n // defeat Safari bug\n targ = targ.parentNode;\n }\n\n // pageX,Y are the mouse positions relative to the document\n var boundingRect = targ.getBoundingClientRect();\n var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n\n return { x: x, y: y };\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys(original) {\n return Object.keys(original).reduce(function (obj, key) {\n if (typeof original[key] !== 'object') {\n obj[key] = original[key];\n }\n return obj;\n }, {});\n}\n\nmpl.figure.prototype.mouse_event = function (event, name) {\n var canvas_pos = mpl.findpos(event);\n\n if (name === 'button_press') {\n this.canvas.focus();\n this.canvas_div.focus();\n }\n\n var x = canvas_pos.x * this.ratio;\n var y = canvas_pos.y * this.ratio;\n\n this.send_message(name, {\n x: x,\n y: y,\n button: event.button,\n step: event.step,\n guiEvent: simpleKeys(event),\n });\n\n /* This prevents the web browser from automatically changing to\n * the text insertion cursor when the button is pressed. We want\n * to control all of the cursor setting manually through the\n * 'cursor' event from matplotlib */\n event.preventDefault();\n return false;\n};\n\nmpl.figure.prototype._key_event_extra = function (_event, _name) {\n // Handle any extra behaviour associated with a key event\n};\n\nmpl.figure.prototype.key_event = function (event, name) {\n // Prevent repeat events\n if (name === 'key_press') {\n if (event.key === this._key) {\n return;\n } else {\n this._key = event.key;\n }\n }\n if (name === 'key_release') {\n this._key = null;\n }\n\n var value = '';\n if (event.ctrlKey && event.key !== 'Control') {\n value += 'ctrl+';\n }\n else if (event.altKey && event.key !== 'Alt') {\n value += 'alt+';\n }\n else if (event.shiftKey && event.key !== 'Shift') {\n value += 'shift+';\n }\n\n value += 'k' + event.key;\n\n this._key_event_extra(event, name);\n\n this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n return false;\n};\n\nmpl.figure.prototype.toolbar_button_onclick = function (name) {\n if (name === 'download') {\n this.handle_save(this, null);\n } else {\n this.send_message('toolbar_button', { name: name });\n }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n this.message.textContent = tooltip;\n};\n\n///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n// prettier-ignore\nvar _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n\nmpl.default_extension = \"png\";/* global mpl */\n\nvar comm_websocket_adapter = function (comm) {\n // Create a \"websocket\"-like object which calls the given IPython comm\n // object with the appropriate methods. Currently this is a non binary\n // socket, so there is still some room for performance tuning.\n var ws = {};\n\n ws.binaryType = comm.kernel.ws.binaryType;\n ws.readyState = comm.kernel.ws.readyState;\n function updateReadyState(_event) {\n if (comm.kernel.ws) {\n ws.readyState = comm.kernel.ws.readyState;\n } else {\n ws.readyState = 3; // Closed state.\n }\n }\n comm.kernel.ws.addEventListener('open', updateReadyState);\n comm.kernel.ws.addEventListener('close', updateReadyState);\n comm.kernel.ws.addEventListener('error', updateReadyState);\n\n ws.close = function () {\n comm.close();\n };\n ws.send = function (m) {\n //console.log('sending', m);\n comm.send(m);\n };\n // Register the callback with on_msg.\n comm.on_msg(function (msg) {\n //console.log('receiving', msg['content']['data'], msg);\n var data = msg['content']['data'];\n if (data['blob'] !== undefined) {\n data = {\n data: new Blob(msg['buffers'], { type: data['blob'] }),\n };\n }\n // Pass the mpl event to the overridden (by mpl) onmessage function.\n ws.onmessage(data);\n });\n return ws;\n};\n\nmpl.mpl_figure_comm = function (comm, msg) {\n // This is the function which gets called when the mpl process\n // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n var id = msg.content.data.id;\n // Get hold of the div created by the display call when the Comm\n // socket was opened in Python.\n var element = document.getElementById(id);\n var ws_proxy = comm_websocket_adapter(comm);\n\n function ondownload(figure, _format) {\n window.open(figure.canvas.toDataURL());\n }\n\n var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n\n // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n // web socket which is closed, not our websocket->open comm proxy.\n ws_proxy.onopen();\n\n fig.parent_element = element;\n fig.cell_info = mpl.find_output_cell(\"
      \");\n if (!fig.cell_info) {\n console.error('Failed to find cell for figure', id, fig);\n return;\n }\n fig.cell_info[0].output_area.element.on(\n 'cleared',\n { fig: fig },\n fig._remove_fig_handler\n );\n};\n\nmpl.figure.prototype.handle_close = function (fig, msg) {\n var width = fig.canvas.width / fig.ratio;\n fig.cell_info[0].output_area.element.off(\n 'cleared',\n fig._remove_fig_handler\n );\n fig.resizeObserverInstance.unobserve(fig.canvas_div);\n\n // Update the output cell to use the data from the current canvas.\n fig.push_to_output();\n var dataURL = fig.canvas.toDataURL();\n // Re-enable the keyboard manager in IPython - without this line, in FF,\n // the notebook keyboard shortcuts fail.\n IPython.keyboard_manager.enable();\n fig.parent_element.innerHTML =\n '';\n fig.close_ws(fig, msg);\n};\n\nmpl.figure.prototype.close_ws = function (fig, msg) {\n fig.send_message('closing', msg);\n // fig.ws.close()\n};\n\nmpl.figure.prototype.push_to_output = function (_remove_interactive) {\n // Turn the data on the canvas into data in the output cell.\n var width = this.canvas.width / this.ratio;\n var dataURL = this.canvas.toDataURL();\n this.cell_info[1]['text/html'] =\n '';\n};\n\nmpl.figure.prototype.updated_canvas_event = function () {\n // Tell IPython that the notebook contents must change.\n IPython.notebook.set_dirty(true);\n this.send_message('ack', {});\n var fig = this;\n // Wait a second, then push the new image to the DOM so\n // that it is saved nicely (might be nice to debounce this).\n setTimeout(function () {\n fig.push_to_output();\n }, 1000);\n};\n\nmpl.figure.prototype._init_toolbar = function () {\n var fig = this;\n\n var toolbar = document.createElement('div');\n toolbar.classList = 'btn-toolbar';\n this.root.appendChild(toolbar);\n\n function on_click_closure(name) {\n return function (_event) {\n return fig.toolbar_button_onclick(name);\n };\n }\n\n function on_mouseover_closure(tooltip) {\n return function (event) {\n if (!event.currentTarget.disabled) {\n return fig.toolbar_button_onmouseover(tooltip);\n }\n };\n }\n\n fig.buttons = {};\n var buttonGroup = document.createElement('div');\n buttonGroup.classList = 'btn-group';\n var button;\n for (var toolbar_ind in mpl.toolbar_items) {\n var name = mpl.toolbar_items[toolbar_ind][0];\n var tooltip = mpl.toolbar_items[toolbar_ind][1];\n var image = mpl.toolbar_items[toolbar_ind][2];\n var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n if (!name) {\n /* Instead of a spacer, we start a new button group. */\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n buttonGroup = document.createElement('div');\n buttonGroup.classList = 'btn-group';\n continue;\n }\n\n button = fig.buttons[name] = document.createElement('button');\n button.classList = 'btn btn-default';\n button.href = '#';\n button.title = name;\n button.innerHTML = '';\n button.addEventListener('click', on_click_closure(method_name));\n button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n buttonGroup.appendChild(button);\n }\n\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n\n // Add the status bar.\n var status_bar = document.createElement('span');\n status_bar.classList = 'mpl-message pull-right';\n toolbar.appendChild(status_bar);\n this.message = status_bar;\n\n // Add the close button to the window.\n var buttongrp = document.createElement('div');\n buttongrp.classList = 'btn-group inline pull-right';\n button = document.createElement('button');\n button.classList = 'btn btn-mini btn-primary';\n button.href = '#';\n button.title = 'Stop Interaction';\n button.innerHTML = '';\n button.addEventListener('click', function (_evt) {\n fig.handle_close(fig, {});\n });\n button.addEventListener(\n 'mouseover',\n on_mouseover_closure('Stop Interaction')\n );\n buttongrp.appendChild(button);\n var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n titlebar.insertBefore(buttongrp, titlebar.firstChild);\n};\n\nmpl.figure.prototype._remove_fig_handler = function (event) {\n var fig = event.data.fig;\n if (event.target !== this) {\n // Ignore bubbled events from children.\n return;\n }\n fig.close_ws(fig, {});\n};\n\nmpl.figure.prototype._root_extra_style = function (el) {\n el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n};\n\nmpl.figure.prototype._canvas_extra_style = function (el) {\n // this is important to make the div 'focusable\n el.setAttribute('tabindex', 0);\n // reach out to IPython and tell the keyboard manager to turn it's self\n // off when our div gets focus\n\n // location in version 3\n if (IPython.notebook.keyboard_manager) {\n IPython.notebook.keyboard_manager.register_events(el);\n } else {\n // location in version 2\n IPython.keyboard_manager.register_events(el);\n }\n};\n\nmpl.figure.prototype._key_event_extra = function (event, _name) {\n var manager = IPython.notebook.keyboard_manager;\n if (!manager) {\n manager = IPython.keyboard_manager;\n }\n\n // Check for shift+enter\n if (event.shiftKey && event.which === 13) {\n this.canvas_div.blur();\n // select the cell after this one\n var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n IPython.notebook.select(index + 1);\n }\n};\n\nmpl.figure.prototype.handle_save = function (fig, _msg) {\n fig.ondownload(fig, null);\n};\n\nmpl.find_output_cell = function (html_output) {\n // Return the cell and output element which can be found *uniquely* in the notebook.\n // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n // IPython event is triggered only after the cells have been serialised, which for\n // our purposes (turning an active figure into a static one), is too late.\n var cells = IPython.notebook.get_cells();\n var ncells = cells.length;\n for (var i = 0; i < ncells; i++) {\n var cell = cells[i];\n if (cell.cell_type === 'code') {\n for (var j = 0; j < cell.output_area.outputs.length; j++) {\n var data = cell.output_area.outputs[j];\n if (data.data) {\n // IPython >= 3 moved mimebundle to data attribute of output\n data = data.data;\n }\n if (data['text/html'] === html_output) {\n return [cell, data, j];\n }\n }\n }\n }\n};\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel !== null) {\n IPython.notebook.kernel.comm_manager.register_target(\n 'matplotlib',\n mpl.mpl_figure_comm\n );\n}\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_loss_functions(suptitle = 'Common loss functions for classification (class=1)',\n", + " functions = [zero_one_v(x), logistic_loss(x)],\n", + " ylabels = ['$\\mathcal{L}_{0-1}}$ (0-1 loss)',\n", + " '$\\mathcal{L}_{log}$ (logistic loss)'],\n", + " xlabel = '$p$')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ដើម្បីយល់ពីការបាត់បង់ logistic សូមពិចារណាពីករណីពីរនៃលទ្ធផលដែលរំពឹងទុក៖\n", + "* ប្រសិនបើយើងរំពឹងថាលទ្ធផលគួរតែជា ១ ($y=1$) នោះការ​បាត់បង់គឺ $-log f_\\theta(x_i)$។ ការបាត់បង់គឺ ០ ប្រសិនបើបណ្តាញព្យាករណ៍បាន 1 ជាមួយប្រូបាប៊ីលីតេ 1 ហើយវាកើនឡើងធំជាងឡើងពេលប្រូបាប៊ីលីតេនៃ 1 ត្រូវបានធ្លាក់ចុះ។\n", + "* ប្រសិនបើយើងរំពឹងថាលទ្ធផលគួរតែជា ០ ($y=0$) នោះការ​បាត់បង់គឺ $-log(1-f_\\theta(x_i))$។ នៅទីនេះ $1-f_\\theta(x_i)$ គឺជាប្រូបាប៊ីលីតេនៃ 0 ដែលបានព្យាករណ៍ដោយបណ្តាញ ហើយអត្ថន័យនៃ log-loss គឺដូចគ្នានឹងបានពិពណ៌នានៅករណីមុន។\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## សំណង់បណ្តាញស្រព្ធខួរក្បាល\n", + "\n", + "យើងបានបង្កើតគណនីទិន្នន័យសម្រាប់បញ្ហាការបែងចែកពីរប្រភេទ។ ទោះជា​ដូច្នោះ​ក៏ដោយ​ យើងមកពិចារណាវាជាការបែងចែកច្រើនប្រភេទចាប់តាំងពីដើម ដើម្បីឲ្យយើងអាចប្ដូរកូដទៅការបែងចែកច្រើនប្រភេទបានយ៉ាងងាយស្រួល។ ក្នុងករណីនេះ ច្រកតែមួយរបស់យើងនឹងមានសំណង់ដូចខាងក្រោម៖\n", + "\n", + "\n", + "\n", + "លទ្ធផលពីររបស់បណ្តាញតំណាងឲ្យថ្នាក់ពីរ ហើយថ្នាក់ដែលមានតម្លៃខ្ពស់ជាងគេទាំងពីរនោះតំណាងឲ្យដំណោះស្រាយត្រឹមត្រូវ។\n", + "\n", + "ម៉ូដែលត្រូវបានកំណត់ជា\n", + "$$\n", + "f_\\theta(x) = W\\times x + b\n", + "$$\n", + "ដែល $$\\theta = \\langle W,b\\rangle$$ គឺជាអ៉ើម៉៉ែត្រ។\n", + "\n", + "យើងនឹងកំណត់ស្រទាប់បន្សំពីនេះជាក្លាស Python មួយដែលមានមុខងារ `forward` ដែលធ្វើការគណនា។ វាទទួលបានតម្លៃបញ្ចូល $x$ ហើយបញ្ចេញលទ្ធផលនៃស្រទាប់។ អ៉ើម៉ែត្រ `W` និង `b` ត្រូវបានរក្សាទុកក្នុងក្នងថ្នាក់ស្រទាប់ ហើយត្រូវបានចាប់ផ្តើមនៅពេលបង្កើតជាមួយតម្លៃចៃដន្យ និងសូន្យដោយលំដាប់។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 1.77202116, -0.25384488],\n", + " [ 0.28370828, -0.39610552],\n", + " [-0.30097433, 0.30513182],\n", + " [-0.8120485 , 0.56079421],\n", + " [-1.23519653, 0.3394973 ]])" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "class Linear:\n", + " def __init__(self,nin,nout):\n", + " self.W = np.random.normal(0, 1.0/np.sqrt(nin), (nout, nin))\n", + " self.b = np.zeros((1,nout))\n", + " \n", + " def forward(self, x):\n", + " return np.dot(x, self.W.T) + self.b\n", + " \n", + "net = Linear(2,2)\n", + "net.forward(train_x[0:5])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "នៅក្នុងករណីជាច្រើន វាមានប្រសិទ្ធិភាពជាងក្នុងការប្រតិបត្តិនៅលើតម្លៃបញ្ចូលមួយ ដោយសារពួកយើងប្រើប្រតិបត្តិការនៃ Numpy អាចផ្ញើតម្លៃបញ្ចូលជាចង្វាក់ទៅកាន់បណ្តាញរបស់យើង ហើយវានឹងផ្ដល់ជូនយើងនូវចង្វាក់នៃតម្លៃលទ្ធផល។\n", + "\n", + "## Softmax: បម្លែងលទ្ធផលទៅជាប្រាបាប់ប៉ុណ្ណានៃការកើតមាន\n", + "\n", + "ដូចដែលអ្នកអាចឃើញ លទ្ធផលរបស់យើងមិនមែនជាប្រាបាប់ប៉ុណ្ណា - ពួកវាអាចយកតម្លៃណាមួយបាន។ ដើម្បីបម្លែងពួកវាទៅជាប្រាបាប់ប៉ុណ្ណា យើងត្រូវតែធ្វើការបញ្ញាតិគ្នារវាងតម្លៃទាំងអស់ក្នុងថ្វីថ្វាលនៃថ្នាក់ទាំងអស់។ នេះត្រូវបានអនុវត្តដោយប្រើមុខងារ **softmax**៖ $$\\sigma(\\mathbf{z}_c) = \\frac{e^{z_c}}{\\sum_{j} e^{z_j}}, \\quad\\mathrm{for}\\quad c\\in 1 .. |C|$$\n", + "\n", + "\n", + "\n", + "> លទ្ធផលនៃបណ្តាញ $\\sigma(\\mathbf{z})$ អាចត្រូវបានអារាយន័យថាជាការចែកចាយប្រាបាប់ប៉ុណ្ណាចំពោះបណ្ដុំថ្នាក់ $C$: $q = \\sigma(\\mathbf{z}_c) = \\hat{p}(c | x)$\n", + "\n", + "យើងនឹងកំណត់ថ្នាក់ `Softmax` ទ្រង់ទ្រាយដូចគ្នា ជាថ្នាក់មួយដែលមានមុខងារ `forward`:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.88348621, 0.11651379],\n", + " [0.66369714, 0.33630286],\n", + " [0.35294795, 0.64705205],\n", + " [0.20216095, 0.79783905],\n", + " [0.17154828, 0.82845172],\n", + " [0.24279153, 0.75720847],\n", + " [0.18915732, 0.81084268],\n", + " [0.17282951, 0.82717049],\n", + " [0.13897531, 0.86102469],\n", + " [0.72746882, 0.27253118]])" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "class Softmax:\n", + " def forward(self,z):\n", + " zmax = z.max(axis=1,keepdims=True)\n", + " expz = np.exp(z-zmax)\n", + " Z = expz.sum(axis=1,keepdims=True)\n", + " return expz / Z\n", + "\n", + "softmax = Softmax()\n", + "softmax.forward(net.forward(train_x[0:10]))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "អ្នកអាចឃើញថា ឥឡូវនេះយើងកំពុងទទួលបានប្រសិទ្ធភាពជាផលបញ្ចេញ, មានន័យថា សរុបនៃវ៉ិចទ័រផលបញ្ចេញនីមួយៗគឺ 1 ដោយច្បាស់។\n", + "\n", + "ករណីដែលយើងមានច្រើនជាង 2 ចំណាត់ថ្នាក់ទៅ, softmax នឹងធ្វើការសមមូលប្រសិទ្ធភាពនៅក្នុងចំណាត់ថ្នាក់ទាំងអស់។ នេះគឺជាអ៊ិកស្បាញនៃសំណុំបែបបទបណ្ដាញដែលធ្វើការចាត់ថ្នាក់លេខ MNIST ៖\n", + "\n", + "![MNIST Classifier](../../../../../translated_images/km/Cross-Entropy-Loss.7acff482d48cc41b.webp)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## ការបាត់បង់ Cross-Entropy\n", + "\n", + "អនុគមន៍បាត់បង់ក្នុងការបែងចែកប្រភេទជាទូទៅគឺជាអនុគមន៍ឡូជីស្ទិច ដែលអាចបូកបន្ថែមជាអនុគមន៍ **ការបាត់បង់ cross-entropy**។ ការបាត់បង់ cross-entropy គឺជា​អនុគមន៍មួយដែលអាចគណនាប្រភេទស្រដៀងគ្នារវាងចែកចាយប្រតិបត្តិការព្យាករណ៍ពីរប任ា។ អ្នកអាចរកឃើញការពិភាក្សាបន្ថែមស្តីពីវានៅ [លើវិគីភីឌា](https://en.wikipedia.org/wiki/Cross_entropy)។\n", + "\n", + "សម្រាប់ករណីរបស់យើង ចែកចាយដំបូងគឺជា​លទ្ធផលប្រតិបត្តិការព្យាករណ៍នៃបណ្ដាញរបស់យើង ហើយចែកចាយទីពីរគឺហៅថា​ចែកចាយ **one-hot** ដែលកំណត់ថាពានរង្វាន់ $c$ មានប្រតិបត្តិការព្យាករណ៍តម្លៃ 1 (ដែលសព្វគ្រប់ផ្សេងទៀតស្មើ 0)។ ក្នុងករណីដូចនេះ ការបាត់បង់ cross-entropy អាចគណនាជា $-\\log p_c$ ដែល $c$ គឺជាពានរង្វាន់ដែលរំពឹងទុក និង $p_c$ គឺប្រតិបត្តិការព្យាករណ៍ត្រូវនៃពានរង្វាន់នេះដែលផ្តល់ដោយបណ្ដាញប្រសិទ្ធស្នូលរបស់យើង។\n", + "\n", + "> បើបណ្ដាញប្រសិទ្ធស្នូលប័តប្រតិបត្តិការព្យាករណ៍ 1 សម្រាប់ពានរង្វាន់ដែលរំពឹងទុក ការបាត់បង់ cross-entropy នឹងស្មើ 0។ semakin ប្រតិបត្តិការព្យាករណ៍នៃពានរង្វាន់ពិតទៅកាន់ 0 ការបាត់បង់ cross-entropy នឹងកើនឡើងខ្ពស់ (ហើយវាអាចឈានដល់អតិបរមា!)។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "def plot_cross_ent():\n", + " p = np.linspace(0.01, 0.99, 101) # estimated probability p(y|x)\n", + " cross_ent_v = np.vectorize(cross_ent)\n", + " f3, ax = plt.subplots(1,1, figsize=(8, 3))\n", + " l1, = plt.plot(p, cross_ent_v(p, 1), 'r--')\n", + " l2, = plt.plot(p, cross_ent_v(p, 0), 'r-')\n", + " plt.legend([l1, l2], ['$y = 1$', '$y = 0$'], loc = 'upper center', ncol = 2)\n", + " plt.xlabel('$\\hat{p}(y|x)$', size=18)\n", + " plt.ylabel('$\\mathcal{L}_{CE}$', size=18)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "scrolled": true, + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "application/javascript": "/* Put everything inside the global mpl namespace */\n/* global mpl */\nwindow.mpl = {};\n\nmpl.get_websocket_type = function () {\n if (typeof WebSocket !== 'undefined') {\n return WebSocket;\n } else if (typeof MozWebSocket !== 'undefined') {\n return MozWebSocket;\n } else {\n alert(\n 'Your browser does not have WebSocket support. ' +\n 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n 'Firefox 4 and 5 are also supported but you ' +\n 'have to enable WebSockets in about:config.'\n );\n }\n};\n\nmpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n this.id = figure_id;\n\n this.ws = websocket;\n\n this.supports_binary = this.ws.binaryType !== undefined;\n\n if (!this.supports_binary) {\n var warnings = document.getElementById('mpl-warnings');\n if (warnings) {\n warnings.style.display = 'block';\n warnings.textContent =\n 'This browser does not support binary websocket messages. ' +\n 'Performance may be slow.';\n }\n }\n\n this.imageObj = new Image();\n\n this.context = undefined;\n this.message = undefined;\n this.canvas = undefined;\n this.rubberband_canvas = undefined;\n this.rubberband_context = undefined;\n this.format_dropdown = undefined;\n\n this.image_mode = 'full';\n\n this.root = document.createElement('div');\n this.root.setAttribute('style', 'display: inline-block');\n this._root_extra_style(this.root);\n\n parent_element.appendChild(this.root);\n\n this._init_header(this);\n this._init_canvas(this);\n this._init_toolbar(this);\n\n var fig = this;\n\n this.waiting = false;\n\n this.ws.onopen = function () {\n fig.send_message('supports_binary', { value: fig.supports_binary });\n fig.send_message('send_image_mode', {});\n if (fig.ratio !== 1) {\n fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n }\n fig.send_message('refresh', {});\n };\n\n this.imageObj.onload = function () {\n if (fig.image_mode === 'full') {\n // Full images could contain transparency (where diff images\n // almost always do), so we need to clear the canvas so that\n // there is no ghosting.\n fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n }\n fig.context.drawImage(fig.imageObj, 0, 0);\n };\n\n this.imageObj.onunload = function () {\n fig.ws.close();\n };\n\n this.ws.onmessage = this._make_on_message_function(this);\n\n this.ondownload = ondownload;\n};\n\nmpl.figure.prototype._init_header = function () {\n var titlebar = document.createElement('div');\n titlebar.classList =\n 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n var titletext = document.createElement('div');\n titletext.classList = 'ui-dialog-title';\n titletext.setAttribute(\n 'style',\n 'width: 100%; text-align: center; padding: 3px;'\n );\n titlebar.appendChild(titletext);\n this.root.appendChild(titlebar);\n this.header = titletext;\n};\n\nmpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n\nmpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n\nmpl.figure.prototype._init_canvas = function () {\n var fig = this;\n\n var canvas_div = (this.canvas_div = document.createElement('div'));\n canvas_div.setAttribute(\n 'style',\n 'border: 1px solid #ddd;' +\n 'box-sizing: content-box;' +\n 'clear: both;' +\n 'min-height: 1px;' +\n 'min-width: 1px;' +\n 'outline: 0;' +\n 'overflow: hidden;' +\n 'position: relative;' +\n 'resize: both;'\n );\n\n function on_keyboard_event_closure(name) {\n return function (event) {\n return fig.key_event(event, name);\n };\n }\n\n canvas_div.addEventListener(\n 'keydown',\n on_keyboard_event_closure('key_press')\n );\n canvas_div.addEventListener(\n 'keyup',\n on_keyboard_event_closure('key_release')\n );\n\n this._canvas_extra_style(canvas_div);\n this.root.appendChild(canvas_div);\n\n var canvas = (this.canvas = document.createElement('canvas'));\n canvas.classList.add('mpl-canvas');\n canvas.setAttribute('style', 'box-sizing: content-box;');\n\n this.context = canvas.getContext('2d');\n\n var backingStore =\n this.context.backingStorePixelRatio ||\n this.context.webkitBackingStorePixelRatio ||\n this.context.mozBackingStorePixelRatio ||\n this.context.msBackingStorePixelRatio ||\n this.context.oBackingStorePixelRatio ||\n this.context.backingStorePixelRatio ||\n 1;\n\n this.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n 'canvas'\n ));\n rubberband_canvas.setAttribute(\n 'style',\n 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n );\n\n // Apply a ponyfill if ResizeObserver is not implemented by browser.\n if (this.ResizeObserver === undefined) {\n if (window.ResizeObserver !== undefined) {\n this.ResizeObserver = window.ResizeObserver;\n } else {\n var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n this.ResizeObserver = obs.ResizeObserver;\n }\n }\n\n this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n var nentries = entries.length;\n for (var i = 0; i < nentries; i++) {\n var entry = entries[i];\n var width, height;\n if (entry.contentBoxSize) {\n if (entry.contentBoxSize instanceof Array) {\n // Chrome 84 implements new version of spec.\n width = entry.contentBoxSize[0].inlineSize;\n height = entry.contentBoxSize[0].blockSize;\n } else {\n // Firefox implements old version of spec.\n width = entry.contentBoxSize.inlineSize;\n height = entry.contentBoxSize.blockSize;\n }\n } else {\n // Chrome <84 implements even older version of spec.\n width = entry.contentRect.width;\n height = entry.contentRect.height;\n }\n\n // Keep the size of the canvas and rubber band canvas in sync with\n // the canvas container.\n if (entry.devicePixelContentBoxSize) {\n // Chrome 84 implements new version of spec.\n canvas.setAttribute(\n 'width',\n entry.devicePixelContentBoxSize[0].inlineSize\n );\n canvas.setAttribute(\n 'height',\n entry.devicePixelContentBoxSize[0].blockSize\n );\n } else {\n canvas.setAttribute('width', width * fig.ratio);\n canvas.setAttribute('height', height * fig.ratio);\n }\n canvas.setAttribute(\n 'style',\n 'width: ' + width + 'px; height: ' + height + 'px;'\n );\n\n rubberband_canvas.setAttribute('width', width);\n rubberband_canvas.setAttribute('height', height);\n\n // And update the size in Python. We ignore the initial 0/0 size\n // that occurs as the element is placed into the DOM, which should\n // otherwise not happen due to the minimum size styling.\n if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n fig.request_resize(width, height);\n }\n }\n });\n this.resizeObserverInstance.observe(canvas_div);\n\n function on_mouse_event_closure(name) {\n return function (event) {\n return fig.mouse_event(event, name);\n };\n }\n\n rubberband_canvas.addEventListener(\n 'mousedown',\n on_mouse_event_closure('button_press')\n );\n rubberband_canvas.addEventListener(\n 'mouseup',\n on_mouse_event_closure('button_release')\n );\n rubberband_canvas.addEventListener(\n 'dblclick',\n on_mouse_event_closure('dblclick')\n );\n // Throttle sequential mouse events to 1 every 20ms.\n rubberband_canvas.addEventListener(\n 'mousemove',\n on_mouse_event_closure('motion_notify')\n );\n\n rubberband_canvas.addEventListener(\n 'mouseenter',\n on_mouse_event_closure('figure_enter')\n );\n rubberband_canvas.addEventListener(\n 'mouseleave',\n on_mouse_event_closure('figure_leave')\n );\n\n canvas_div.addEventListener('wheel', function (event) {\n if (event.deltaY < 0) {\n event.step = 1;\n } else {\n event.step = -1;\n }\n on_mouse_event_closure('scroll')(event);\n });\n\n canvas_div.appendChild(canvas);\n canvas_div.appendChild(rubberband_canvas);\n\n this.rubberband_context = rubberband_canvas.getContext('2d');\n this.rubberband_context.strokeStyle = '#000000';\n\n this._resize_canvas = function (width, height, forward) {\n if (forward) {\n canvas_div.style.width = width + 'px';\n canvas_div.style.height = height + 'px';\n }\n };\n\n // Disable right mouse context menu.\n this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n event.preventDefault();\n return false;\n });\n\n function set_focus() {\n canvas.focus();\n canvas_div.focus();\n }\n\n window.setTimeout(set_focus, 100);\n};\n\nmpl.figure.prototype._init_toolbar = function () {\n var fig = this;\n\n var toolbar = document.createElement('div');\n toolbar.classList = 'mpl-toolbar';\n this.root.appendChild(toolbar);\n\n function on_click_closure(name) {\n return function (_event) {\n return fig.toolbar_button_onclick(name);\n };\n }\n\n function on_mouseover_closure(tooltip) {\n return function (event) {\n if (!event.currentTarget.disabled) {\n return fig.toolbar_button_onmouseover(tooltip);\n }\n };\n }\n\n fig.buttons = {};\n var buttonGroup = document.createElement('div');\n buttonGroup.classList = 'mpl-button-group';\n for (var toolbar_ind in mpl.toolbar_items) {\n var name = mpl.toolbar_items[toolbar_ind][0];\n var tooltip = mpl.toolbar_items[toolbar_ind][1];\n var image = mpl.toolbar_items[toolbar_ind][2];\n var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n if (!name) {\n /* Instead of a spacer, we start a new button group. */\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n buttonGroup = document.createElement('div');\n buttonGroup.classList = 'mpl-button-group';\n continue;\n }\n\n var button = (fig.buttons[name] = document.createElement('button'));\n button.classList = 'mpl-widget';\n button.setAttribute('role', 'button');\n button.setAttribute('aria-disabled', 'false');\n button.addEventListener('click', on_click_closure(method_name));\n button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n\n var icon_img = document.createElement('img');\n icon_img.src = '_images/' + image + '.png';\n icon_img.srcset = '_images/' + image + '_large.png 2x';\n icon_img.alt = tooltip;\n button.appendChild(icon_img);\n\n buttonGroup.appendChild(button);\n }\n\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n\n var fmt_picker = document.createElement('select');\n fmt_picker.classList = 'mpl-widget';\n toolbar.appendChild(fmt_picker);\n this.format_dropdown = fmt_picker;\n\n for (var ind in mpl.extensions) {\n var fmt = mpl.extensions[ind];\n var option = document.createElement('option');\n option.selected = fmt === mpl.default_extension;\n option.innerHTML = fmt;\n fmt_picker.appendChild(option);\n }\n\n var status_bar = document.createElement('span');\n status_bar.classList = 'mpl-message';\n toolbar.appendChild(status_bar);\n this.message = status_bar;\n};\n\nmpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n // which will in turn request a refresh of the image.\n this.send_message('resize', { width: x_pixels, height: y_pixels });\n};\n\nmpl.figure.prototype.send_message = function (type, properties) {\n properties['type'] = type;\n properties['figure_id'] = this.id;\n this.ws.send(JSON.stringify(properties));\n};\n\nmpl.figure.prototype.send_draw_message = function () {\n if (!this.waiting) {\n this.waiting = true;\n this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n }\n};\n\nmpl.figure.prototype.handle_save = function (fig, _msg) {\n var format_dropdown = fig.format_dropdown;\n var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n fig.ondownload(fig, format);\n};\n\nmpl.figure.prototype.handle_resize = function (fig, msg) {\n var size = msg['size'];\n if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n fig._resize_canvas(size[0], size[1], msg['forward']);\n fig.send_message('refresh', {});\n }\n};\n\nmpl.figure.prototype.handle_rubberband = function (fig, msg) {\n var x0 = msg['x0'] / fig.ratio;\n var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n var x1 = msg['x1'] / fig.ratio;\n var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n x0 = Math.floor(x0) + 0.5;\n y0 = Math.floor(y0) + 0.5;\n x1 = Math.floor(x1) + 0.5;\n y1 = Math.floor(y1) + 0.5;\n var min_x = Math.min(x0, x1);\n var min_y = Math.min(y0, y1);\n var width = Math.abs(x1 - x0);\n var height = Math.abs(y1 - y0);\n\n fig.rubberband_context.clearRect(\n 0,\n 0,\n fig.canvas.width / fig.ratio,\n fig.canvas.height / fig.ratio\n );\n\n fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n};\n\nmpl.figure.prototype.handle_figure_label = function (fig, msg) {\n // Updates the figure title.\n fig.header.textContent = msg['label'];\n};\n\nmpl.figure.prototype.handle_cursor = function (fig, msg) {\n var cursor = msg['cursor'];\n switch (cursor) {\n case 0:\n cursor = 'pointer';\n break;\n case 1:\n cursor = 'default';\n break;\n case 2:\n cursor = 'crosshair';\n break;\n case 3:\n cursor = 'move';\n break;\n }\n fig.rubberband_canvas.style.cursor = cursor;\n};\n\nmpl.figure.prototype.handle_message = function (fig, msg) {\n fig.message.textContent = msg['message'];\n};\n\nmpl.figure.prototype.handle_draw = function (fig, _msg) {\n // Request the server to send over a new figure.\n fig.send_draw_message();\n};\n\nmpl.figure.prototype.handle_image_mode = function (fig, msg) {\n fig.image_mode = msg['mode'];\n};\n\nmpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n for (var key in msg) {\n if (!(key in fig.buttons)) {\n continue;\n }\n fig.buttons[key].disabled = !msg[key];\n fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n }\n};\n\nmpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n if (msg['mode'] === 'PAN') {\n fig.buttons['Pan'].classList.add('active');\n fig.buttons['Zoom'].classList.remove('active');\n } else if (msg['mode'] === 'ZOOM') {\n fig.buttons['Pan'].classList.remove('active');\n fig.buttons['Zoom'].classList.add('active');\n } else {\n fig.buttons['Pan'].classList.remove('active');\n fig.buttons['Zoom'].classList.remove('active');\n }\n};\n\nmpl.figure.prototype.updated_canvas_event = function () {\n // Called whenever the canvas gets updated.\n this.send_message('ack', {});\n};\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function (fig) {\n return function socket_on_message(evt) {\n if (evt.data instanceof Blob) {\n var img = evt.data;\n if (img.type !== 'image/png') {\n /* FIXME: We get \"Resource interpreted as Image but\n * transferred with MIME type text/plain:\" errors on\n * Chrome. But how to set the MIME type? It doesn't seem\n * to be part of the websocket stream */\n img.type = 'image/png';\n }\n\n /* Free the memory for the previous frames */\n if (fig.imageObj.src) {\n (window.URL || window.webkitURL).revokeObjectURL(\n fig.imageObj.src\n );\n }\n\n fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n img\n );\n fig.updated_canvas_event();\n fig.waiting = false;\n return;\n } else if (\n typeof evt.data === 'string' &&\n evt.data.slice(0, 21) === 'data:image/png;base64'\n ) {\n fig.imageObj.src = evt.data;\n fig.updated_canvas_event();\n fig.waiting = false;\n return;\n }\n\n var msg = JSON.parse(evt.data);\n var msg_type = msg['type'];\n\n // Call the \"handle_{type}\" callback, which takes\n // the figure and JSON message as its only arguments.\n try {\n var callback = fig['handle_' + msg_type];\n } catch (e) {\n console.log(\n \"No handler for the '\" + msg_type + \"' message type: \",\n msg\n );\n return;\n }\n\n if (callback) {\n try {\n // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n callback(fig, msg);\n } catch (e) {\n console.log(\n \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n e,\n e.stack,\n msg\n );\n }\n }\n };\n};\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function (e) {\n //this section is from http://www.quirksmode.org/js/events_properties.html\n var targ;\n if (!e) {\n e = window.event;\n }\n if (e.target) {\n targ = e.target;\n } else if (e.srcElement) {\n targ = e.srcElement;\n }\n if (targ.nodeType === 3) {\n // defeat Safari bug\n targ = targ.parentNode;\n }\n\n // pageX,Y are the mouse positions relative to the document\n var boundingRect = targ.getBoundingClientRect();\n var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n\n return { x: x, y: y };\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys(original) {\n return Object.keys(original).reduce(function (obj, key) {\n if (typeof original[key] !== 'object') {\n obj[key] = original[key];\n }\n return obj;\n }, {});\n}\n\nmpl.figure.prototype.mouse_event = function (event, name) {\n var canvas_pos = mpl.findpos(event);\n\n if (name === 'button_press') {\n this.canvas.focus();\n this.canvas_div.focus();\n }\n\n var x = canvas_pos.x * this.ratio;\n var y = canvas_pos.y * this.ratio;\n\n this.send_message(name, {\n x: x,\n y: y,\n button: event.button,\n step: event.step,\n guiEvent: simpleKeys(event),\n });\n\n /* This prevents the web browser from automatically changing to\n * the text insertion cursor when the button is pressed. We want\n * to control all of the cursor setting manually through the\n * 'cursor' event from matplotlib */\n event.preventDefault();\n return false;\n};\n\nmpl.figure.prototype._key_event_extra = function (_event, _name) {\n // Handle any extra behaviour associated with a key event\n};\n\nmpl.figure.prototype.key_event = function (event, name) {\n // Prevent repeat events\n if (name === 'key_press') {\n if (event.key === this._key) {\n return;\n } else {\n this._key = event.key;\n }\n }\n if (name === 'key_release') {\n this._key = null;\n }\n\n var value = '';\n if (event.ctrlKey && event.key !== 'Control') {\n value += 'ctrl+';\n }\n else if (event.altKey && event.key !== 'Alt') {\n value += 'alt+';\n }\n else if (event.shiftKey && event.key !== 'Shift') {\n value += 'shift+';\n }\n\n value += 'k' + event.key;\n\n this._key_event_extra(event, name);\n\n this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n return false;\n};\n\nmpl.figure.prototype.toolbar_button_onclick = function (name) {\n if (name === 'download') {\n this.handle_save(this, null);\n } else {\n this.send_message('toolbar_button', { name: name });\n }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n this.message.textContent = tooltip;\n};\n\n///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n// prettier-ignore\nvar _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n\nmpl.default_extension = \"png\";/* global mpl */\n\nvar comm_websocket_adapter = function (comm) {\n // Create a \"websocket\"-like object which calls the given IPython comm\n // object with the appropriate methods. Currently this is a non binary\n // socket, so there is still some room for performance tuning.\n var ws = {};\n\n ws.binaryType = comm.kernel.ws.binaryType;\n ws.readyState = comm.kernel.ws.readyState;\n function updateReadyState(_event) {\n if (comm.kernel.ws) {\n ws.readyState = comm.kernel.ws.readyState;\n } else {\n ws.readyState = 3; // Closed state.\n }\n }\n comm.kernel.ws.addEventListener('open', updateReadyState);\n comm.kernel.ws.addEventListener('close', updateReadyState);\n comm.kernel.ws.addEventListener('error', updateReadyState);\n\n ws.close = function () {\n comm.close();\n };\n ws.send = function (m) {\n //console.log('sending', m);\n comm.send(m);\n };\n // Register the callback with on_msg.\n comm.on_msg(function (msg) {\n //console.log('receiving', msg['content']['data'], msg);\n var data = msg['content']['data'];\n if (data['blob'] !== undefined) {\n data = {\n data: new Blob(msg['buffers'], { type: data['blob'] }),\n };\n }\n // Pass the mpl event to the overridden (by mpl) onmessage function.\n ws.onmessage(data);\n });\n return ws;\n};\n\nmpl.mpl_figure_comm = function (comm, msg) {\n // This is the function which gets called when the mpl process\n // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n var id = msg.content.data.id;\n // Get hold of the div created by the display call when the Comm\n // socket was opened in Python.\n var element = document.getElementById(id);\n var ws_proxy = comm_websocket_adapter(comm);\n\n function ondownload(figure, _format) {\n window.open(figure.canvas.toDataURL());\n }\n\n var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n\n // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n // web socket which is closed, not our websocket->open comm proxy.\n ws_proxy.onopen();\n\n fig.parent_element = element;\n fig.cell_info = mpl.find_output_cell(\"
      \");\n if (!fig.cell_info) {\n console.error('Failed to find cell for figure', id, fig);\n return;\n }\n fig.cell_info[0].output_area.element.on(\n 'cleared',\n { fig: fig },\n fig._remove_fig_handler\n );\n};\n\nmpl.figure.prototype.handle_close = function (fig, msg) {\n var width = fig.canvas.width / fig.ratio;\n fig.cell_info[0].output_area.element.off(\n 'cleared',\n fig._remove_fig_handler\n );\n fig.resizeObserverInstance.unobserve(fig.canvas_div);\n\n // Update the output cell to use the data from the current canvas.\n fig.push_to_output();\n var dataURL = fig.canvas.toDataURL();\n // Re-enable the keyboard manager in IPython - without this line, in FF,\n // the notebook keyboard shortcuts fail.\n IPython.keyboard_manager.enable();\n fig.parent_element.innerHTML =\n '';\n fig.close_ws(fig, msg);\n};\n\nmpl.figure.prototype.close_ws = function (fig, msg) {\n fig.send_message('closing', msg);\n // fig.ws.close()\n};\n\nmpl.figure.prototype.push_to_output = function (_remove_interactive) {\n // Turn the data on the canvas into data in the output cell.\n var width = this.canvas.width / this.ratio;\n var dataURL = this.canvas.toDataURL();\n this.cell_info[1]['text/html'] =\n '';\n};\n\nmpl.figure.prototype.updated_canvas_event = function () {\n // Tell IPython that the notebook contents must change.\n IPython.notebook.set_dirty(true);\n this.send_message('ack', {});\n var fig = this;\n // Wait a second, then push the new image to the DOM so\n // that it is saved nicely (might be nice to debounce this).\n setTimeout(function () {\n fig.push_to_output();\n }, 1000);\n};\n\nmpl.figure.prototype._init_toolbar = function () {\n var fig = this;\n\n var toolbar = document.createElement('div');\n toolbar.classList = 'btn-toolbar';\n this.root.appendChild(toolbar);\n\n function on_click_closure(name) {\n return function (_event) {\n return fig.toolbar_button_onclick(name);\n };\n }\n\n function on_mouseover_closure(tooltip) {\n return function (event) {\n if (!event.currentTarget.disabled) {\n return fig.toolbar_button_onmouseover(tooltip);\n }\n };\n }\n\n fig.buttons = {};\n var buttonGroup = document.createElement('div');\n buttonGroup.classList = 'btn-group';\n var button;\n for (var toolbar_ind in mpl.toolbar_items) {\n var name = mpl.toolbar_items[toolbar_ind][0];\n var tooltip = mpl.toolbar_items[toolbar_ind][1];\n var image = mpl.toolbar_items[toolbar_ind][2];\n var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n if (!name) {\n /* Instead of a spacer, we start a new button group. */\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n buttonGroup = document.createElement('div');\n buttonGroup.classList = 'btn-group';\n continue;\n }\n\n button = fig.buttons[name] = document.createElement('button');\n button.classList = 'btn btn-default';\n button.href = '#';\n button.title = name;\n button.innerHTML = '';\n button.addEventListener('click', on_click_closure(method_name));\n button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n buttonGroup.appendChild(button);\n }\n\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n\n // Add the status bar.\n var status_bar = document.createElement('span');\n status_bar.classList = 'mpl-message pull-right';\n toolbar.appendChild(status_bar);\n this.message = status_bar;\n\n // Add the close button to the window.\n var buttongrp = document.createElement('div');\n buttongrp.classList = 'btn-group inline pull-right';\n button = document.createElement('button');\n button.classList = 'btn btn-mini btn-primary';\n button.href = '#';\n button.title = 'Stop Interaction';\n button.innerHTML = '';\n button.addEventListener('click', function (_evt) {\n fig.handle_close(fig, {});\n });\n button.addEventListener(\n 'mouseover',\n on_mouseover_closure('Stop Interaction')\n );\n buttongrp.appendChild(button);\n var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n titlebar.insertBefore(buttongrp, titlebar.firstChild);\n};\n\nmpl.figure.prototype._remove_fig_handler = function (event) {\n var fig = event.data.fig;\n if (event.target !== this) {\n // Ignore bubbled events from children.\n return;\n }\n fig.close_ws(fig, {});\n};\n\nmpl.figure.prototype._root_extra_style = function (el) {\n el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n};\n\nmpl.figure.prototype._canvas_extra_style = function (el) {\n // this is important to make the div 'focusable\n el.setAttribute('tabindex', 0);\n // reach out to IPython and tell the keyboard manager to turn it's self\n // off when our div gets focus\n\n // location in version 3\n if (IPython.notebook.keyboard_manager) {\n IPython.notebook.keyboard_manager.register_events(el);\n } else {\n // location in version 2\n IPython.keyboard_manager.register_events(el);\n }\n};\n\nmpl.figure.prototype._key_event_extra = function (event, _name) {\n var manager = IPython.notebook.keyboard_manager;\n if (!manager) {\n manager = IPython.keyboard_manager;\n }\n\n // Check for shift+enter\n if (event.shiftKey && event.which === 13) {\n this.canvas_div.blur();\n // select the cell after this one\n var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n IPython.notebook.select(index + 1);\n }\n};\n\nmpl.figure.prototype.handle_save = function (fig, _msg) {\n fig.ondownload(fig, null);\n};\n\nmpl.find_output_cell = function (html_output) {\n // Return the cell and output element which can be found *uniquely* in the notebook.\n // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n // IPython event is triggered only after the cells have been serialised, which for\n // our purposes (turning an active figure into a static one), is too late.\n var cells = IPython.notebook.get_cells();\n var ncells = cells.length;\n for (var i = 0; i < ncells; i++) {\n var cell = cells[i];\n if (cell.cell_type === 'code') {\n for (var j = 0; j < cell.output_area.outputs.length; j++) {\n var data = cell.output_area.outputs[j];\n if (data.data) {\n // IPython >= 3 moved mimebundle to data attribute of output\n data = data.data;\n }\n if (data['text/html'] === html_output) {\n return [cell, data, j];\n }\n }\n }\n }\n};\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel !== null) {\n IPython.notebook.kernel.comm_manager.register_target(\n 'matplotlib',\n mpl.mpl_figure_comm\n );\n}\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def cross_ent(prediction, ground_truth):\n", + " t = 1 if ground_truth > 0.5 else 0\n", + " return -t * np.log(prediction) - (1 - t) * np.log(1 - prediction)\n", + "plot_cross_ent()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "បាត់បង់ Cross-entropy នឹងត្រូវបានគណនាឡើងវិញជាស្រទាប់មួយផ្សេងទៀត ប៉ុន្តែមុខងារ `forward` នឹងមានតម្លៃបញ្ចូលពីរដែលបានបញ្ចូល៖ លទ្ធផលពីស្រទាប់មុនៗនៃបណ្ដាញ `p` និងថ្នាក់ដែលរំពឹងទុក `y` ៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.429664938969559" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "class CrossEntropyLoss:\n", + " def forward(self,p,y):\n", + " self.p = p\n", + " self.y = y\n", + " p_of_y = p[np.arange(len(y)), y]\n", + " log_prob = np.log(p_of_y)\n", + " return -log_prob.mean() # average over all input samples\n", + "\n", + "cross_ent_loss = CrossEntropyLoss()\n", + "p = softmax.forward(net.forward(train_x[0:10]))\n", + "cross_ent_loss.forward(p,train_labels[0:10])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "> **សារៈសំខាន់**៖ មុខងារបាត់បង់បង្ហាញលេខមួយដែលបញ្ជាក់ពីភាពល្អ (ឬអាក្រក់) នៃការប្រតិបត្តិរបស់បណ្តាញរបស់យើង។ វាគួរត្រូវតែប្រគល់លេខមួយសម្រាប់ទិន្នន័យទាំងមូល ឬសម្រាប់ផ្នែកនៃទិន្នន័យ (minibatch)។ ដូចនេះ បន្ទាប់ពីគណនាបាត់បង់ cross-entropy សម្រាប់គ្រប់ធាតុទាំងអស់នៃវ៉ិចទ័របញ្ចូល យើងត្រូវធ្វើការបង្ហាញមធ្យម (ឬបន្ថែម) ធាតុទាំងអស់គ្នា - ដែលត្រូវបានធ្វើដោយការហៅ `.mean()`។\n", + "\n", + "## ក្រាហ្វិកគណនា\n", + "\n", + "\n", + "\n", + "រហូតដល់ពេលនេះ យើងបានកំណត់ថ្នាក់ខុសៗគ្នាសម្រាប់ស្រទាប់ផ្សេងៗនៃបណ្តាញ។ ការចងក្រងរបស់ស្រទាប់ទាំងនោះអាចត្រូវបានតំណាងជាគ្រាហ្វិច **គណនាផ្នែក**។ ឥឡូវនេះ យើងអាចគណនាបាត់បង់សម្រាប់ទិន្នន័យបណ្តុះបណ្តាលដែលបានផ្តល់ (ឬផ្នែកខ្លះ) ដូចខាងក្រោម៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.429664938969559\n" + ] + } + ], + "source": [ + "z = net.forward(train_x[0:10])\n", + "p = softmax.forward(z)\n", + "loss = cross_ent_loss.forward(p,train_labels[0:10])\n", + "print(loss)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## បញ្ហាការចុះខ្ទង់នៃការបាត់បង់ និងការបណ្តុះបណ្តាលបណ្ដាញ\n", + "\n", + "ពេលដែលយើងបានកំណត់បណ្ដាញជាខ្ទង់ $f_\\theta$ ហើយបញ្ជាក់មុខងារបាត់បង់ $\\mathcal{L}(Y,f_\\theta(X))$ យើងអាចពិចារណា $\\mathcal{L}$ ដូចជាមុខងាររបស់ $\\theta$ ក្នុងសំណុំទិន្នន័យបណ្តុះបណ្តាលដែលបានកំណត់៖ $\\mathcal{L}(\\theta) = \\mathcal{L}(Y,f_\\theta(X))$\n", + "\n", + "ក្នុងករណីនេះ ការបណ្តុះបណ្តាលបណ្ដាញគឺជាបញ្ហាចុះខ្ទង់នៃ $\\mathcal{L}$ តាមអគ្គិសនី $\\theta$៖\n", + "$$\n", + "\\theta = \\mathrm{argmin}_{\\theta} \\mathcal{L}(Y,f_\\theta(X))\n", + "$$\n", + "\n", + "មានវិធីសាស្រ្តល្បីល្បាញមួយសម្រាប់កំណត់មុខងារដែលហៅថា **ការចុះខ្ទង់តាមកំណត់ប៉ារ៉ាម៉ែត្រ**។ គំនិតគឺយើងអាចគណនាអប់រំ (ក្នុងករណីចម្រុះវិមាត្រហៅថា **gradient**) នៃមុខងារបាត់បង់រួមទាំងប៉ារ៉ាម៉ែត្រហើយបម្លែងប៉ារ៉ាម៉ែត្រដើម្បីឲ្យកំហុសធ្លាក់ចុះ។\n", + "\n", + "ការចុះខ្ទង់ធ្វើការដូចខាងក្រោម៖\n", + " * បង្កើតប៉ារ៉ាម៉ែត្រជាលេខចៃដន្យ $w^{(0)}$, $b^{(0)}$\n", + " * ធ្វើម្តងម្ដងកូដខាងក្រោម៖\n", + "\n", + " $$\\begin{align}\n", + " W^{(i+1)}&=W^{(i)}-\\eta\\frac{\\partial\\mathcal{L}}{\\partial W}\\\\\n", + " b^{(i+1)}&=b^{(i)}-\\eta\\frac{\\partial\\mathcal{L}}{\\partial b}\n", + " \\end{align}\n", + " $$\n", + "\n", + "ក្នុងអំឡុងពេលបណ្តុះបណ្តាល ជំហានបង្កើតអប្បបរមាត្រូវបានគណនាលើសំណុំទិន្នន័យទាំងមូល (ចងចាំថាបាត់បង់គឺគណនាជាចំនួនសរុប / មធ្យមពីគំរូបណ្តុះបណ្តាលទាំងអស់)។ ទោះយ៉ាងណាក្នុងជីវិតពិត យើងយកផ្នែកតូចៗនៃសំណុំទិន្នន័យហៅថា **minibatches** ហើយគណនាអប់រំដោយផ្អែកលើជម្រើសតូចនៃទិន្នន័យ។ ពីព្រោះជម្រើសតូចគឺជារបៀបស៊ើបអង្កេតជារឿយៗ ដូច្នេះវិធីនេះហៅថា **ការចុះខ្ទង់បែបស៊្តូកាស្ទិច** (SGD)។\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## ការផ្ទេរប្រតិកម្មត្រឡប់ក្រោយ\n", + "\n", + "\n", + "\n", + "$$\\def\\L{\\mathcal{L}}\\def\\zz#1#2{\\frac{\\partial#1}{\\partial#2}}\n", + "\\begin{align}\n", + "\\zz{\\L}{W} =& \\zz{\\L}{p}\\zz{p}{z}\\zz{z}{W}\\cr\n", + "\\zz{\\L}{b} =& \\zz{\\L}{p}\\zz{p}{z}\\zz{z}{b}\n", + "\\end{align}\n", + "$$\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "ដើម្បីគណនា $\\partial\\mathcal{L}/\\partial W$ យើងអាចប្រើ **ច្បាប់ខ្សែង** សម្រាប់គណនាផ្ទែមិនប្រសើររបស់មុខងារប្រមូលបញ្ចូល មិនខុសពីរូបមន្តខាងលើទេ។ វាសមនឹងគំនិតដូចខាងក្រោម៖\n", + "\n", + "* សន្ថិតថាក្រោមinput មួយដែលបានផ្ដល់ យើងបានទទួលការបាត់បង់ $\\Delta\\mathcal{L}$\n", + "* ដើម្បីប៉ុនប៉ងធ្វើអោយវាតិចតួច អ្នកត្រូវតែប្ដូរចេញបណ្ដោយ softmax ផលចេញ $p$ ដោយតម្លៃ $\\Delta p = (\\partial\\mathcal{L}/\\partial p)\\Delta\\mathcal{L}$ \n", + "* វាសមនឹងការផ្លាស់ប្តូរទៅកាន់ចំណុច $z$ ដោយ $\\Delta z = (\\partial\\mathcal{p}/\\partial z)\\Delta p$\n", + "* ដើម្បីបង្ហាញកំហុសនេះ យើងត្រូវតែប្ដូរពណ៌នា parameter តាមលក្ខណៈចេញ៖ $\\Delta W = (\\partial\\mathcal{z}/\\partial W)\\Delta z$ (ហើយចំណុចដូចគ្នាក្នុង $b$)\n", + "\n", + "\n", + "\n", + "ដំណើរការនេះចាប់ផ្តើមចែកចាយកំហុសបាត់បង់ចេញពីផលចុងក្រោយនៃបណ្ដាញត្រលប់ទៅកាន់ parameter របស់វា។ ដូច្នេះដំណើរការនេះហៅថា **បង្កើតត្រឡប់ក្រោយ**។\n", + "\n", + "មួយដងនៃការបណ្តុះបណ្តាលនៃបណ្ដាញមានពីរផ្នែក៖\n", + "* **ចូលទៅមុខ (Forward pass)**, ប្រើគណនាតម្លៃនៃមុខងារបាត់បង់សម្រាប់ input minibatch មួយដែលបានផ្ដល់\n", + "* **ត្រឡប់ក្រោយ (Backward pass)**, ពេលយើងព្យាយាមបង្ហាញកំហុសនេះដោយចែកចាយវាត្រលប់ទៅកាន់ប៉ារ៉ាម៉ែត្រក្នុងគំនរគណនាដោយដំណើរការ។\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ការអនុវត្តន៍នៃការបញ្ជូនត្រឡប់ក្រោយ\n", + "\n", + "* មកដាក់បន្ថែមមុខងារ `backward` ទៅក្នុងកំណត់ត្រាក្នុងអ៊ីចិនរបស់យើងដែលនឹងគណនាដេរីវេនិងផ្សព្វផ្សាយកំហុសក្នុងអំឡុងពេលបញ្ជូនត្រឡប់ក្រោយ។\n", + "* យើងត្រូវការអនុវត្តការអាប់ដេតប៉ារ៉ាម៉ែត្រតាមលំដាប់ដដែលដែលបានពិពណ៌នាក្រោយ។\n", + "\n", + "យើងត្រូវគណនាដេរីវេសម្រាប់ស្រទាប់នីមួយៗដោយដៃ ឧទាហរណ៍សម្រាប់ស្រទាប់ឌឺស្យូត $z = x\\times W+b$៖\n", + "$$\\begin{align}\n", + "\\frac{\\partial z}{\\partial W} &= x \\\\\n", + "\\frac{\\partial z}{\\partial b} &= 1 \\\\\n", + "\\end{align}$$\n", + "\n", + "បើយើងត្រូវការសងសងកំហុស $\\Delta z$ នៅចុងប្រត្តិបត្តិការស្រទាប់ យើងត្រូវតែធ្វើអាប់ដេតឱ្យវ៉ែតមានតាមលំដាប់​​៖\n", + "$$\\begin{align}\n", + "\\Delta x &= \\Delta z \\times W \\\\\n", + "\\Delta W &= \\frac{\\partial z}{\\partial W} \\Delta z = \\Delta z \\times x \\\\\n", + "\\Delta b &= \\frac{\\partial z}{\\partial b} \\Delta z = \\Delta z \\\\\n", + "\\end{align}$$\n", + "\n", + "**សំខាន់:** ការគណនាត្រូវបានធ្វើមិនមែនសម្រាប់គំរូបណ្តុះបណ្តាលនីមួយៗឡែកទេ ប៉ុន្ត่าสម្រាប់ **minibatch** ពេញ។ ការអាប់ដេតប៉ារ៉ាម៉ែត្រ $\\Delta W$ និង $\\Delta b$ ត្រូវបានគណនាផ្ទាល់រួមគ្នាទាំងមូលប្រភេទ minibatch ហើយវ៉ែតទាំងនេះមានវិមាត្រ: $x\\in\\mathbb{រពល{R}}^{\\mathrm{minibatch}\\, \\times\\, \\mathrm{nclass}}$\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "class Linear:\n", + " def __init__(self,nin,nout):\n", + " self.W = np.random.normal(0, 1.0/np.sqrt(nin), (nout, nin))\n", + " self.b = np.zeros((1,nout))\n", + " self.dW = np.zeros_like(self.W)\n", + " self.db = np.zeros_like(self.b)\n", + " \n", + " def forward(self, x):\n", + " self.x=x\n", + " return np.dot(x, self.W.T) + self.b\n", + " \n", + " def backward(self, dz):\n", + " dx = np.dot(dz, self.W)\n", + " dW = np.dot(dz.T, self.x)\n", + " db = dz.sum(axis=0)\n", + " self.dW = dW\n", + " self.db = db\n", + " return dx\n", + " \n", + " def update(self,lr):\n", + " self.W -= lr*self.dW\n", + " self.b -= lr*self.db" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ក្នុងវិធីដូចគ្នា យើងអាចកំណត់អនុគមន៍ `backward` សម្រាប់ស្រទាប់ដែលเหลือរបស់យើងបានដូចគ្នា៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "class Softmax:\n", + " def forward(self,z):\n", + " self.z = z\n", + " zmax = z.max(axis=1,keepdims=True)\n", + " expz = np.exp(z-zmax)\n", + " Z = expz.sum(axis=1,keepdims=True)\n", + " return expz / Z\n", + " def backward(self,dp):\n", + " p = self.forward(self.z)\n", + " pdp = p * dp\n", + " return pdp - p * pdp.sum(axis=1, keepdims=True)\n", + " \n", + "class CrossEntropyLoss:\n", + " def forward(self,p,y):\n", + " self.p = p\n", + " self.y = y\n", + " p_of_y = p[np.arange(len(y)), y]\n", + " log_prob = np.log(p_of_y)\n", + " return -log_prob.mean()\n", + " def backward(self,loss):\n", + " dlog_softmax = np.zeros_like(self.p)\n", + " dlog_softmax[np.arange(len(self.y)), self.y] -= 1.0/len(self.y)\n", + " return dlog_softmax / self.p" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ការ​បណ្តុះ​បណ្តាល​គំរូ\n", + "\n", + "ឥឡូវនេះ​យើង​ត្រៀមខ្លួន​រៀបចំ​ **training loop** ដែល​នឹង​ធ្វើ​ដំណើរ​តាម​ទិន្នន័យ​របស់​យើង ហើយ​បំពេញកិច្ចការ​បង្កើន​ប្រសិទ្ធិភាព​មីនីបាតមីនីបាតមីមួយ។ ការឆ្លងកាត់​ពេញលេញ​តាម​ទិន្នន័យ​មួយ​ទៅ​ហៅថា **an epoch**៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initial accuracy: 0.725\n", + "Final accuracy: 0.825\n" + ] + } + ], + "source": [ + "lin = Linear(2,2)\n", + "softmax = Softmax()\n", + "cross_ent_loss = CrossEntropyLoss()\n", + "\n", + "learning_rate = 0.1\n", + "\n", + "pred = np.argmax(lin.forward(train_x),axis=1)\n", + "acc = (pred==train_labels).mean()\n", + "print(\"Initial accuracy: \",acc)\n", + "\n", + "batch_size=4\n", + "for i in range(0,len(train_x),batch_size):\n", + " xb = train_x[i:i+batch_size]\n", + " yb = train_labels[i:i+batch_size]\n", + " \n", + " # forward pass\n", + " z = lin.forward(xb)\n", + " p = softmax.forward(z)\n", + " loss = cross_ent_loss.forward(p,yb)\n", + " \n", + " # backward pass\n", + " dp = cross_ent_loss.backward(loss)\n", + " dz = softmax.backward(dp)\n", + " dx = lin.backward(dz)\n", + " lin.update(learning_rate)\n", + " \n", + "pred = np.argmax(lin.forward(train_x),axis=1)\n", + "acc = (pred==train_labels).mean()\n", + "print(\"Final accuracy: \",acc)\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "សប្បាយចិត្តដែលបានឃើញពីរបៀបដែលយើងអាចបន្ថែមភាពត្រឹមត្រូវរបស់ម៉ូដែលពីប្រហែល ៥០% ទៅជារង្វង់ ៨០% ក្នុងមួយ epoch ។\n", + "\n", + "## ថ្នាក់បណ្ដាញ\n", + "\n", + "ដោយសារតែស្ថានការណ៍ជាច្រើនដែលបណ្តាញសរសៃប្រសាមរាមគឺគ្រាន់តែជាការប្រមូលផ្តុំស្រទាប់ជាច្រើន យើងអាចបង្កើតថ្នាក់មួយដែលនឹងអនុញ្ញាតឱ្យយើងដាក់ស្រទាប់ជាភាគផ្សំ មកគ្នា និងធ្វើការបញ្ជូនទៅមុខនិងត្រឡប់ក្រោយតាមរយៈពួកវាដោយមិនចាំបាច់កម្មវិធីតាមរយៈឡូជិកនោះជាពិសេសទេ។ យើងនឹងផ្ទុកបញ្ជីស្រទាប់នៅខាងក្នុងថ្នាក់ `Net` ហើយប្រើមុខងារ `add()` ដើម្បីបន្ថែមស្រទាប់ថ្មីៗ៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "scrolled": true, + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "class Net:\n", + " def __init__(self):\n", + " self.layers = []\n", + " \n", + " def add(self,l):\n", + " self.layers.append(l)\n", + " \n", + " def forward(self,x):\n", + " for l in self.layers:\n", + " x = l.forward(x)\n", + " return x\n", + " \n", + " def backward(self,z):\n", + " for l in self.layers[::-1]:\n", + " z = l.backward(z)\n", + " return z\n", + " \n", + " def update(self,lr):\n", + " for l in self.layers:\n", + " if 'update' in l.__dir__():\n", + " l.update(lr)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ជាមួយនឹងថ្នាក់ `Net` นี้ ការបញ្ជាក់និងការបណ្តុះបណ្តាលគំរូរបស់យើងក្លាយទៅជាច្បាស់លាស់ជាងមុន៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initial loss=0.6212072429381601, accuracy=0.6875: \n", + "Final loss=0.44369925927417986, accuracy=0.8: \n", + "Test loss=0.4767711377257787, accuracy=0.85: \n" + ] + } + ], + "source": [ + "net = Net()\n", + "net.add(Linear(2,2))\n", + "net.add(Softmax())\n", + "loss = CrossEntropyLoss()\n", + "\n", + "def get_loss_acc(x,y,loss=CrossEntropyLoss()):\n", + " p = net.forward(x)\n", + " l = loss.forward(p,y)\n", + " pred = np.argmax(p,axis=1)\n", + " acc = (pred==y).mean()\n", + " return l,acc\n", + "\n", + "print(\"Initial loss={}, accuracy={}: \".format(*get_loss_acc(train_x,train_labels)))\n", + "\n", + "def train_epoch(net, train_x, train_labels, loss=CrossEntropyLoss(), batch_size=4, lr=0.1):\n", + " for i in range(0,len(train_x),batch_size):\n", + " xb = train_x[i:i+batch_size]\n", + " yb = train_labels[i:i+batch_size]\n", + "\n", + " p = net.forward(xb)\n", + " l = loss.forward(p,yb)\n", + " dp = loss.backward(l)\n", + " dx = net.backward(dp)\n", + " net.update(lr)\n", + " \n", + "train_epoch(net,train_x,train_labels)\n", + " \n", + "print(\"Final loss={}, accuracy={}: \".format(*get_loss_acc(train_x,train_labels)))\n", + "print(\"Test loss={}, accuracy={}: \".format(*get_loss_acc(test_x,test_labels)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## គូប្រ៊ូប្រតិបត្តិការបណ្ដុះបណ្ដាល\n", + "\n", + "វានឹងល្អបើបានឃើញដំណើរការបណ្ដុះបណ្ដាលបណ្តាញឆ្លាតវិជ្ជាដោយមើលឃើញជាថ្នាក់ភ្នាក់ងារ! យើងនឹងកំណត់មុខងារ `train_and_plot` សម្រាប់បញ្ចូលចូលនោះ។ ដើម្បីមើលស្ថិតិរបស់បណ្តាញ យើងនឹងប្រើផែនទីកម្រិត អ្នកនេះយើងនឹងបង្ហាញតម្លៃនៃលទ្ធផលបណ្តាញដោយប្រើពណ៌ផ្សេងៗគ្នា។\n", + "\n", + "> កុំបារម្ភ ប្រសិនបើអ្នកមិនយល់អ្វីពីកូដគូប្រ៊ូខាងក្រោម - វាអសំខាន់ជាងគេក្នុងការយល់ដឹងពីមូលដ្ឋាននៃគំនិតបណ្តាញយួរ។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "def train_and_plot(n_epoch, net, loss=CrossEntropyLoss(), batch_size=4, lr=0.1):\n", + " fig, ax = plt.subplots(2, 1)\n", + " ax[0].set_xlim(0, n_epoch + 1)\n", + " ax[0].set_ylim(0,1)\n", + "\n", + " train_acc = np.empty((n_epoch, 3))\n", + " train_acc[:] = np.NAN\n", + " valid_acc = np.empty((n_epoch, 3))\n", + " valid_acc[:] = np.NAN\n", + "\n", + " for epoch in range(1, n_epoch + 1):\n", + "\n", + " train_epoch(net,train_x,train_labels,loss,batch_size,lr)\n", + " tloss, taccuracy = get_loss_acc(train_x,train_labels,loss)\n", + " train_acc[epoch-1, :] = [epoch, tloss, taccuracy]\n", + " vloss, vaccuracy = get_loss_acc(test_x,test_labels,loss)\n", + " valid_acc[epoch-1, :] = [epoch, vloss, vaccuracy]\n", + " \n", + " ax[0].set_ylim(0, max(max(train_acc[:, 2]), max(valid_acc[:, 2])) * 1.1)\n", + "\n", + " plot_training_progress(train_acc[:, 0], (train_acc[:, 2],\n", + " valid_acc[:, 2]), fig, ax[0])\n", + " plot_decision_boundary(net, fig, ax[1])\n", + " fig.canvas.draw()\n", + " fig.canvas.flush_events()\n", + "\n", + " return train_acc, valid_acc" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "import matplotlib.cm as cm\n", + "\n", + "def plot_decision_boundary(net, fig, ax):\n", + " draw_colorbar = True\n", + " # remove previous plot\n", + " while ax.collections:\n", + " ax.collections.pop()\n", + " draw_colorbar = False\n", + "\n", + " # generate countour grid\n", + " x_min, x_max = train_x[:, 0].min() - 1, train_x[:, 0].max() + 1\n", + " y_min, y_max = train_x[:, 1].min() - 1, train_x[:, 1].max() + 1\n", + " xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.1),\n", + " np.arange(y_min, y_max, 0.1))\n", + " grid_points = np.c_[xx.ravel().astype('float32'), yy.ravel().astype('float32')]\n", + " n_classes = max(train_labels)+1\n", + " while train_x.shape[1] > grid_points.shape[1]:\n", + " # pad dimensions (plot only the first two)\n", + " grid_points = np.c_[grid_points,\n", + " np.empty(len(xx.ravel())).astype('float32')]\n", + " grid_points[:, -1].fill(train_x[:, grid_points.shape[1]-1].mean())\n", + "\n", + " # evaluate predictions\n", + " prediction = np.array(net.forward(grid_points))\n", + " # for two classes: prediction difference\n", + " if (n_classes == 2):\n", + " Z = np.array([0.5+(p[0]-p[1])/2.0 for p in prediction]).reshape(xx.shape)\n", + " else:\n", + " Z = np.array([p.argsort()[-1]/float(n_classes-1) for p in prediction]).reshape(xx.shape)\n", + " \n", + " # draw contour\n", + " levels = np.linspace(0, 1, 40)\n", + " cs = ax.contourf(xx, yy, Z, alpha=0.4, levels = levels)\n", + " if draw_colorbar:\n", + " fig.colorbar(cs, ax=ax, ticks = [0, 0.5, 1])\n", + " c_map = [cm.jet(x) for x in np.linspace(0.0, 1.0, n_classes) ]\n", + " colors = [c_map[l] for l in train_labels]\n", + " ax.scatter(train_x[:, 0], train_x[:, 1], marker='o', c=colors, s=60, alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "source": [ + "def plot_training_progress(x, y_data, fig, ax):\n", + " styles = ['k--', 'g-']\n", + " # remove previous plot\n", + " while ax.lines:\n", + " ax.lines.pop()\n", + " # draw updated lines\n", + " for i in range(len(y_data)):\n", + " ax.plot(x, y_data[i], styles[i])\n", + " ax.legend(ax.lines, ['training accuracy', 'validation accuracy'],\n", + " loc='upper center', ncol = 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "application/javascript": "/* Put everything inside the global mpl namespace */\n/* global mpl */\nwindow.mpl = {};\n\nmpl.get_websocket_type = function () {\n if (typeof WebSocket !== 'undefined') {\n return WebSocket;\n } else if (typeof MozWebSocket !== 'undefined') {\n return MozWebSocket;\n } else {\n alert(\n 'Your browser does not have WebSocket support. ' +\n 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n 'Firefox 4 and 5 are also supported but you ' +\n 'have to enable WebSockets in about:config.'\n );\n }\n};\n\nmpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n this.id = figure_id;\n\n this.ws = websocket;\n\n this.supports_binary = this.ws.binaryType !== undefined;\n\n if (!this.supports_binary) {\n var warnings = document.getElementById('mpl-warnings');\n if (warnings) {\n warnings.style.display = 'block';\n warnings.textContent =\n 'This browser does not support binary websocket messages. ' +\n 'Performance may be slow.';\n }\n }\n\n this.imageObj = new Image();\n\n this.context = undefined;\n this.message = undefined;\n this.canvas = undefined;\n this.rubberband_canvas = undefined;\n this.rubberband_context = undefined;\n this.format_dropdown = undefined;\n\n this.image_mode = 'full';\n\n this.root = document.createElement('div');\n this.root.setAttribute('style', 'display: inline-block');\n this._root_extra_style(this.root);\n\n parent_element.appendChild(this.root);\n\n this._init_header(this);\n this._init_canvas(this);\n this._init_toolbar(this);\n\n var fig = this;\n\n this.waiting = false;\n\n this.ws.onopen = function () {\n fig.send_message('supports_binary', { value: fig.supports_binary });\n fig.send_message('send_image_mode', {});\n if (fig.ratio !== 1) {\n fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n }\n fig.send_message('refresh', {});\n };\n\n this.imageObj.onload = function () {\n if (fig.image_mode === 'full') {\n // Full images could contain transparency (where diff images\n // almost always do), so we need to clear the canvas so that\n // there is no ghosting.\n fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n }\n fig.context.drawImage(fig.imageObj, 0, 0);\n };\n\n this.imageObj.onunload = function () {\n fig.ws.close();\n };\n\n this.ws.onmessage = this._make_on_message_function(this);\n\n this.ondownload = ondownload;\n};\n\nmpl.figure.prototype._init_header = function () {\n var titlebar = document.createElement('div');\n titlebar.classList =\n 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n var titletext = document.createElement('div');\n titletext.classList = 'ui-dialog-title';\n titletext.setAttribute(\n 'style',\n 'width: 100%; text-align: center; padding: 3px;'\n );\n titlebar.appendChild(titletext);\n this.root.appendChild(titlebar);\n this.header = titletext;\n};\n\nmpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n\nmpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n\nmpl.figure.prototype._init_canvas = function () {\n var fig = this;\n\n var canvas_div = (this.canvas_div = document.createElement('div'));\n canvas_div.setAttribute(\n 'style',\n 'border: 1px solid #ddd;' +\n 'box-sizing: content-box;' +\n 'clear: both;' +\n 'min-height: 1px;' +\n 'min-width: 1px;' +\n 'outline: 0;' +\n 'overflow: hidden;' +\n 'position: relative;' +\n 'resize: both;'\n );\n\n function on_keyboard_event_closure(name) {\n return function (event) {\n return fig.key_event(event, name);\n };\n }\n\n canvas_div.addEventListener(\n 'keydown',\n on_keyboard_event_closure('key_press')\n );\n canvas_div.addEventListener(\n 'keyup',\n on_keyboard_event_closure('key_release')\n );\n\n this._canvas_extra_style(canvas_div);\n this.root.appendChild(canvas_div);\n\n var canvas = (this.canvas = document.createElement('canvas'));\n canvas.classList.add('mpl-canvas');\n canvas.setAttribute('style', 'box-sizing: content-box;');\n\n this.context = canvas.getContext('2d');\n\n var backingStore =\n this.context.backingStorePixelRatio ||\n this.context.webkitBackingStorePixelRatio ||\n this.context.mozBackingStorePixelRatio ||\n this.context.msBackingStorePixelRatio ||\n this.context.oBackingStorePixelRatio ||\n this.context.backingStorePixelRatio ||\n 1;\n\n this.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n 'canvas'\n ));\n rubberband_canvas.setAttribute(\n 'style',\n 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n );\n\n // Apply a ponyfill if ResizeObserver is not implemented by browser.\n if (this.ResizeObserver === undefined) {\n if (window.ResizeObserver !== undefined) {\n this.ResizeObserver = window.ResizeObserver;\n } else {\n var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n this.ResizeObserver = obs.ResizeObserver;\n }\n }\n\n this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n var nentries = entries.length;\n for (var i = 0; i < nentries; i++) {\n var entry = entries[i];\n var width, height;\n if (entry.contentBoxSize) {\n if (entry.contentBoxSize instanceof Array) {\n // Chrome 84 implements new version of spec.\n width = entry.contentBoxSize[0].inlineSize;\n height = entry.contentBoxSize[0].blockSize;\n } else {\n // Firefox implements old version of spec.\n width = entry.contentBoxSize.inlineSize;\n height = entry.contentBoxSize.blockSize;\n }\n } else {\n // Chrome <84 implements even older version of spec.\n width = entry.contentRect.width;\n height = entry.contentRect.height;\n }\n\n // Keep the size of the canvas and rubber band canvas in sync with\n // the canvas container.\n if (entry.devicePixelContentBoxSize) {\n // Chrome 84 implements new version of spec.\n canvas.setAttribute(\n 'width',\n entry.devicePixelContentBoxSize[0].inlineSize\n );\n canvas.setAttribute(\n 'height',\n entry.devicePixelContentBoxSize[0].blockSize\n );\n } else {\n canvas.setAttribute('width', width * fig.ratio);\n canvas.setAttribute('height', height * fig.ratio);\n }\n canvas.setAttribute(\n 'style',\n 'width: ' + width + 'px; height: ' + height + 'px;'\n );\n\n rubberband_canvas.setAttribute('width', width);\n rubberband_canvas.setAttribute('height', height);\n\n // And update the size in Python. We ignore the initial 0/0 size\n // that occurs as the element is placed into the DOM, which should\n // otherwise not happen due to the minimum size styling.\n if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n fig.request_resize(width, height);\n }\n }\n });\n this.resizeObserverInstance.observe(canvas_div);\n\n function on_mouse_event_closure(name) {\n return function (event) {\n return fig.mouse_event(event, name);\n };\n }\n\n rubberband_canvas.addEventListener(\n 'mousedown',\n on_mouse_event_closure('button_press')\n );\n rubberband_canvas.addEventListener(\n 'mouseup',\n on_mouse_event_closure('button_release')\n );\n rubberband_canvas.addEventListener(\n 'dblclick',\n on_mouse_event_closure('dblclick')\n );\n // Throttle sequential mouse events to 1 every 20ms.\n rubberband_canvas.addEventListener(\n 'mousemove',\n on_mouse_event_closure('motion_notify')\n );\n\n rubberband_canvas.addEventListener(\n 'mouseenter',\n on_mouse_event_closure('figure_enter')\n );\n rubberband_canvas.addEventListener(\n 'mouseleave',\n on_mouse_event_closure('figure_leave')\n );\n\n canvas_div.addEventListener('wheel', function (event) {\n if (event.deltaY < 0) {\n event.step = 1;\n } else {\n event.step = -1;\n }\n on_mouse_event_closure('scroll')(event);\n });\n\n canvas_div.appendChild(canvas);\n canvas_div.appendChild(rubberband_canvas);\n\n this.rubberband_context = rubberband_canvas.getContext('2d');\n this.rubberband_context.strokeStyle = '#000000';\n\n this._resize_canvas = function (width, height, forward) {\n if (forward) {\n canvas_div.style.width = width + 'px';\n canvas_div.style.height = height + 'px';\n }\n };\n\n // Disable right mouse context menu.\n this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n event.preventDefault();\n return false;\n });\n\n function set_focus() {\n canvas.focus();\n canvas_div.focus();\n }\n\n window.setTimeout(set_focus, 100);\n};\n\nmpl.figure.prototype._init_toolbar = function () {\n var fig = this;\n\n var toolbar = document.createElement('div');\n toolbar.classList = 'mpl-toolbar';\n this.root.appendChild(toolbar);\n\n function on_click_closure(name) {\n return function (_event) {\n return fig.toolbar_button_onclick(name);\n };\n }\n\n function on_mouseover_closure(tooltip) {\n return function (event) {\n if (!event.currentTarget.disabled) {\n return fig.toolbar_button_onmouseover(tooltip);\n }\n };\n }\n\n fig.buttons = {};\n var buttonGroup = document.createElement('div');\n buttonGroup.classList = 'mpl-button-group';\n for (var toolbar_ind in mpl.toolbar_items) {\n var name = mpl.toolbar_items[toolbar_ind][0];\n var tooltip = mpl.toolbar_items[toolbar_ind][1];\n var image = mpl.toolbar_items[toolbar_ind][2];\n var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n if (!name) {\n /* Instead of a spacer, we start a new button group. */\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n buttonGroup = document.createElement('div');\n buttonGroup.classList = 'mpl-button-group';\n continue;\n }\n\n var button = (fig.buttons[name] = document.createElement('button'));\n button.classList = 'mpl-widget';\n button.setAttribute('role', 'button');\n button.setAttribute('aria-disabled', 'false');\n button.addEventListener('click', on_click_closure(method_name));\n button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n\n var icon_img = document.createElement('img');\n icon_img.src = '_images/' + image + '.png';\n icon_img.srcset = '_images/' + image + '_large.png 2x';\n icon_img.alt = tooltip;\n button.appendChild(icon_img);\n\n buttonGroup.appendChild(button);\n }\n\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n\n var fmt_picker = document.createElement('select');\n fmt_picker.classList = 'mpl-widget';\n toolbar.appendChild(fmt_picker);\n this.format_dropdown = fmt_picker;\n\n for (var ind in mpl.extensions) {\n var fmt = mpl.extensions[ind];\n var option = document.createElement('option');\n option.selected = fmt === mpl.default_extension;\n option.innerHTML = fmt;\n fmt_picker.appendChild(option);\n }\n\n var status_bar = document.createElement('span');\n status_bar.classList = 'mpl-message';\n toolbar.appendChild(status_bar);\n this.message = status_bar;\n};\n\nmpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n // which will in turn request a refresh of the image.\n this.send_message('resize', { width: x_pixels, height: y_pixels });\n};\n\nmpl.figure.prototype.send_message = function (type, properties) {\n properties['type'] = type;\n properties['figure_id'] = this.id;\n this.ws.send(JSON.stringify(properties));\n};\n\nmpl.figure.prototype.send_draw_message = function () {\n if (!this.waiting) {\n this.waiting = true;\n this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n }\n};\n\nmpl.figure.prototype.handle_save = function (fig, _msg) {\n var format_dropdown = fig.format_dropdown;\n var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n fig.ondownload(fig, format);\n};\n\nmpl.figure.prototype.handle_resize = function (fig, msg) {\n var size = msg['size'];\n if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n fig._resize_canvas(size[0], size[1], msg['forward']);\n fig.send_message('refresh', {});\n }\n};\n\nmpl.figure.prototype.handle_rubberband = function (fig, msg) {\n var x0 = msg['x0'] / fig.ratio;\n var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n var x1 = msg['x1'] / fig.ratio;\n var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n x0 = Math.floor(x0) + 0.5;\n y0 = Math.floor(y0) + 0.5;\n x1 = Math.floor(x1) + 0.5;\n y1 = Math.floor(y1) + 0.5;\n var min_x = Math.min(x0, x1);\n var min_y = Math.min(y0, y1);\n var width = Math.abs(x1 - x0);\n var height = Math.abs(y1 - y0);\n\n fig.rubberband_context.clearRect(\n 0,\n 0,\n fig.canvas.width / fig.ratio,\n fig.canvas.height / fig.ratio\n );\n\n fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n};\n\nmpl.figure.prototype.handle_figure_label = function (fig, msg) {\n // Updates the figure title.\n fig.header.textContent = msg['label'];\n};\n\nmpl.figure.prototype.handle_cursor = function (fig, msg) {\n var cursor = msg['cursor'];\n switch (cursor) {\n case 0:\n cursor = 'pointer';\n break;\n case 1:\n cursor = 'default';\n break;\n case 2:\n cursor = 'crosshair';\n break;\n case 3:\n cursor = 'move';\n break;\n }\n fig.rubberband_canvas.style.cursor = cursor;\n};\n\nmpl.figure.prototype.handle_message = function (fig, msg) {\n fig.message.textContent = msg['message'];\n};\n\nmpl.figure.prototype.handle_draw = function (fig, _msg) {\n // Request the server to send over a new figure.\n fig.send_draw_message();\n};\n\nmpl.figure.prototype.handle_image_mode = function (fig, msg) {\n fig.image_mode = msg['mode'];\n};\n\nmpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n for (var key in msg) {\n if (!(key in fig.buttons)) {\n continue;\n }\n fig.buttons[key].disabled = !msg[key];\n fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n }\n};\n\nmpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n if (msg['mode'] === 'PAN') {\n fig.buttons['Pan'].classList.add('active');\n fig.buttons['Zoom'].classList.remove('active');\n } else if (msg['mode'] === 'ZOOM') {\n fig.buttons['Pan'].classList.remove('active');\n fig.buttons['Zoom'].classList.add('active');\n } else {\n fig.buttons['Pan'].classList.remove('active');\n fig.buttons['Zoom'].classList.remove('active');\n }\n};\n\nmpl.figure.prototype.updated_canvas_event = function () {\n // Called whenever the canvas gets updated.\n this.send_message('ack', {});\n};\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function (fig) {\n return function socket_on_message(evt) {\n if (evt.data instanceof Blob) {\n var img = evt.data;\n if (img.type !== 'image/png') {\n /* FIXME: We get \"Resource interpreted as Image but\n * transferred with MIME type text/plain:\" errors on\n * Chrome. But how to set the MIME type? It doesn't seem\n * to be part of the websocket stream */\n img.type = 'image/png';\n }\n\n /* Free the memory for the previous frames */\n if (fig.imageObj.src) {\n (window.URL || window.webkitURL).revokeObjectURL(\n fig.imageObj.src\n );\n }\n\n fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n img\n );\n fig.updated_canvas_event();\n fig.waiting = false;\n return;\n } else if (\n typeof evt.data === 'string' &&\n evt.data.slice(0, 21) === 'data:image/png;base64'\n ) {\n fig.imageObj.src = evt.data;\n fig.updated_canvas_event();\n fig.waiting = false;\n return;\n }\n\n var msg = JSON.parse(evt.data);\n var msg_type = msg['type'];\n\n // Call the \"handle_{type}\" callback, which takes\n // the figure and JSON message as its only arguments.\n try {\n var callback = fig['handle_' + msg_type];\n } catch (e) {\n console.log(\n \"No handler for the '\" + msg_type + \"' message type: \",\n msg\n );\n return;\n }\n\n if (callback) {\n try {\n // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n callback(fig, msg);\n } catch (e) {\n console.log(\n \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n e,\n e.stack,\n msg\n );\n }\n }\n };\n};\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function (e) {\n //this section is from http://www.quirksmode.org/js/events_properties.html\n var targ;\n if (!e) {\n e = window.event;\n }\n if (e.target) {\n targ = e.target;\n } else if (e.srcElement) {\n targ = e.srcElement;\n }\n if (targ.nodeType === 3) {\n // defeat Safari bug\n targ = targ.parentNode;\n }\n\n // pageX,Y are the mouse positions relative to the document\n var boundingRect = targ.getBoundingClientRect();\n var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n\n return { x: x, y: y };\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys(original) {\n return Object.keys(original).reduce(function (obj, key) {\n if (typeof original[key] !== 'object') {\n obj[key] = original[key];\n }\n return obj;\n }, {});\n}\n\nmpl.figure.prototype.mouse_event = function (event, name) {\n var canvas_pos = mpl.findpos(event);\n\n if (name === 'button_press') {\n this.canvas.focus();\n this.canvas_div.focus();\n }\n\n var x = canvas_pos.x * this.ratio;\n var y = canvas_pos.y * this.ratio;\n\n this.send_message(name, {\n x: x,\n y: y,\n button: event.button,\n step: event.step,\n guiEvent: simpleKeys(event),\n });\n\n /* This prevents the web browser from automatically changing to\n * the text insertion cursor when the button is pressed. We want\n * to control all of the cursor setting manually through the\n * 'cursor' event from matplotlib */\n event.preventDefault();\n return false;\n};\n\nmpl.figure.prototype._key_event_extra = function (_event, _name) {\n // Handle any extra behaviour associated with a key event\n};\n\nmpl.figure.prototype.key_event = function (event, name) {\n // Prevent repeat events\n if (name === 'key_press') {\n if (event.key === this._key) {\n return;\n } else {\n this._key = event.key;\n }\n }\n if (name === 'key_release') {\n this._key = null;\n }\n\n var value = '';\n if (event.ctrlKey && event.key !== 'Control') {\n value += 'ctrl+';\n }\n else if (event.altKey && event.key !== 'Alt') {\n value += 'alt+';\n }\n else if (event.shiftKey && event.key !== 'Shift') {\n value += 'shift+';\n }\n\n value += 'k' + event.key;\n\n this._key_event_extra(event, name);\n\n this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n return false;\n};\n\nmpl.figure.prototype.toolbar_button_onclick = function (name) {\n if (name === 'download') {\n this.handle_save(this, null);\n } else {\n this.send_message('toolbar_button', { name: name });\n }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n this.message.textContent = tooltip;\n};\n\n///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n// prettier-ignore\nvar _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n\nmpl.default_extension = \"png\";/* global mpl */\n\nvar comm_websocket_adapter = function (comm) {\n // Create a \"websocket\"-like object which calls the given IPython comm\n // object with the appropriate methods. Currently this is a non binary\n // socket, so there is still some room for performance tuning.\n var ws = {};\n\n ws.binaryType = comm.kernel.ws.binaryType;\n ws.readyState = comm.kernel.ws.readyState;\n function updateReadyState(_event) {\n if (comm.kernel.ws) {\n ws.readyState = comm.kernel.ws.readyState;\n } else {\n ws.readyState = 3; // Closed state.\n }\n }\n comm.kernel.ws.addEventListener('open', updateReadyState);\n comm.kernel.ws.addEventListener('close', updateReadyState);\n comm.kernel.ws.addEventListener('error', updateReadyState);\n\n ws.close = function () {\n comm.close();\n };\n ws.send = function (m) {\n //console.log('sending', m);\n comm.send(m);\n };\n // Register the callback with on_msg.\n comm.on_msg(function (msg) {\n //console.log('receiving', msg['content']['data'], msg);\n var data = msg['content']['data'];\n if (data['blob'] !== undefined) {\n data = {\n data: new Blob(msg['buffers'], { type: data['blob'] }),\n };\n }\n // Pass the mpl event to the overridden (by mpl) onmessage function.\n ws.onmessage(data);\n });\n return ws;\n};\n\nmpl.mpl_figure_comm = function (comm, msg) {\n // This is the function which gets called when the mpl process\n // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n var id = msg.content.data.id;\n // Get hold of the div created by the display call when the Comm\n // socket was opened in Python.\n var element = document.getElementById(id);\n var ws_proxy = comm_websocket_adapter(comm);\n\n function ondownload(figure, _format) {\n window.open(figure.canvas.toDataURL());\n }\n\n var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n\n // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n // web socket which is closed, not our websocket->open comm proxy.\n ws_proxy.onopen();\n\n fig.parent_element = element;\n fig.cell_info = mpl.find_output_cell(\"
      \");\n if (!fig.cell_info) {\n console.error('Failed to find cell for figure', id, fig);\n return;\n }\n fig.cell_info[0].output_area.element.on(\n 'cleared',\n { fig: fig },\n fig._remove_fig_handler\n );\n};\n\nmpl.figure.prototype.handle_close = function (fig, msg) {\n var width = fig.canvas.width / fig.ratio;\n fig.cell_info[0].output_area.element.off(\n 'cleared',\n fig._remove_fig_handler\n );\n fig.resizeObserverInstance.unobserve(fig.canvas_div);\n\n // Update the output cell to use the data from the current canvas.\n fig.push_to_output();\n var dataURL = fig.canvas.toDataURL();\n // Re-enable the keyboard manager in IPython - without this line, in FF,\n // the notebook keyboard shortcuts fail.\n IPython.keyboard_manager.enable();\n fig.parent_element.innerHTML =\n '';\n fig.close_ws(fig, msg);\n};\n\nmpl.figure.prototype.close_ws = function (fig, msg) {\n fig.send_message('closing', msg);\n // fig.ws.close()\n};\n\nmpl.figure.prototype.push_to_output = function (_remove_interactive) {\n // Turn the data on the canvas into data in the output cell.\n var width = this.canvas.width / this.ratio;\n var dataURL = this.canvas.toDataURL();\n this.cell_info[1]['text/html'] =\n '';\n};\n\nmpl.figure.prototype.updated_canvas_event = function () {\n // Tell IPython that the notebook contents must change.\n IPython.notebook.set_dirty(true);\n this.send_message('ack', {});\n var fig = this;\n // Wait a second, then push the new image to the DOM so\n // that it is saved nicely (might be nice to debounce this).\n setTimeout(function () {\n fig.push_to_output();\n }, 1000);\n};\n\nmpl.figure.prototype._init_toolbar = function () {\n var fig = this;\n\n var toolbar = document.createElement('div');\n toolbar.classList = 'btn-toolbar';\n this.root.appendChild(toolbar);\n\n function on_click_closure(name) {\n return function (_event) {\n return fig.toolbar_button_onclick(name);\n };\n }\n\n function on_mouseover_closure(tooltip) {\n return function (event) {\n if (!event.currentTarget.disabled) {\n return fig.toolbar_button_onmouseover(tooltip);\n }\n };\n }\n\n fig.buttons = {};\n var buttonGroup = document.createElement('div');\n buttonGroup.classList = 'btn-group';\n var button;\n for (var toolbar_ind in mpl.toolbar_items) {\n var name = mpl.toolbar_items[toolbar_ind][0];\n var tooltip = mpl.toolbar_items[toolbar_ind][1];\n var image = mpl.toolbar_items[toolbar_ind][2];\n var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n if (!name) {\n /* Instead of a spacer, we start a new button group. */\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n buttonGroup = document.createElement('div');\n buttonGroup.classList = 'btn-group';\n continue;\n }\n\n button = fig.buttons[name] = document.createElement('button');\n button.classList = 'btn btn-default';\n button.href = '#';\n button.title = name;\n button.innerHTML = '';\n button.addEventListener('click', on_click_closure(method_name));\n button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n buttonGroup.appendChild(button);\n }\n\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n\n // Add the status bar.\n var status_bar = document.createElement('span');\n status_bar.classList = 'mpl-message pull-right';\n toolbar.appendChild(status_bar);\n this.message = status_bar;\n\n // Add the close button to the window.\n var buttongrp = document.createElement('div');\n buttongrp.classList = 'btn-group inline pull-right';\n button = document.createElement('button');\n button.classList = 'btn btn-mini btn-primary';\n button.href = '#';\n button.title = 'Stop Interaction';\n button.innerHTML = '';\n button.addEventListener('click', function (_evt) {\n fig.handle_close(fig, {});\n });\n button.addEventListener(\n 'mouseover',\n on_mouseover_closure('Stop Interaction')\n );\n buttongrp.appendChild(button);\n var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n titlebar.insertBefore(buttongrp, titlebar.firstChild);\n};\n\nmpl.figure.prototype._remove_fig_handler = function (event) {\n var fig = event.data.fig;\n if (event.target !== this) {\n // Ignore bubbled events from children.\n return;\n }\n fig.close_ws(fig, {});\n};\n\nmpl.figure.prototype._root_extra_style = function (el) {\n el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n};\n\nmpl.figure.prototype._canvas_extra_style = function (el) {\n // this is important to make the div 'focusable\n el.setAttribute('tabindex', 0);\n // reach out to IPython and tell the keyboard manager to turn it's self\n // off when our div gets focus\n\n // location in version 3\n if (IPython.notebook.keyboard_manager) {\n IPython.notebook.keyboard_manager.register_events(el);\n } else {\n // location in version 2\n IPython.keyboard_manager.register_events(el);\n }\n};\n\nmpl.figure.prototype._key_event_extra = function (event, _name) {\n var manager = IPython.notebook.keyboard_manager;\n if (!manager) {\n manager = IPython.keyboard_manager;\n }\n\n // Check for shift+enter\n if (event.shiftKey && event.which === 13) {\n this.canvas_div.blur();\n // select the cell after this one\n var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n IPython.notebook.select(index + 1);\n }\n};\n\nmpl.figure.prototype.handle_save = function (fig, _msg) {\n fig.ondownload(fig, null);\n};\n\nmpl.find_output_cell = function (html_output) {\n // Return the cell and output element which can be found *uniquely* in the notebook.\n // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n // IPython event is triggered only after the cells have been serialised, which for\n // our purposes (turning an active figure into a static one), is too late.\n var cells = IPython.notebook.get_cells();\n var ncells = cells.length;\n for (var i = 0; i < ncells; i++) {\n var cell = cells[i];\n if (cell.cell_type === 'code') {\n for (var j = 0; j < cell.output_area.outputs.length; j++) {\n var data = cell.output_area.outputs[j];\n if (data.data) {\n // IPython >= 3 moved mimebundle to data attribute of output\n data = data.data;\n }\n if (data['text/html'] === html_output) {\n return [cell, data, j];\n }\n }\n }\n }\n};\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel !== null) {\n IPython.notebook.kernel.comm_manager.register_target(\n 'matplotlib',\n mpl.mpl_figure_comm\n );\n}\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%matplotlib nbagg \n", + "net = Net()\n", + "net.add(Linear(2,2))\n", + "net.add(Softmax())\n", + "\n", + "res = train_and_plot(30,net,lr=0.005)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "បន្ទាប់ពីរត់ក្រឡាចត្រង្គខាងលើអ្នកគួរតែអាចមើលឃើញយ៉ាងអន្តរជាតិថា ខ្សែស្រមោលរវាងថ្នាក់ប្រែប្រួលដូចម្តេចក្នុងអំឡុងពេលហ្វឹកហាត់។ សូមកត់សម្គាល់ថាយើងបានជ្រើសរើសអត្រាការរៀនតិចណាស់ ដូច្នេះយើងអាចឃើញដំណើរការនេះបាន។\n", + "\n", + "## ម៉ូដែលបន្ទាត់ច្រើន\n", + "\n", + "បណ្តាញខាងលើត្រូវបានបង្កើតឡើងពីបន្ទាត់ជាច្រើន តែយើងនៅតែមានតែថ្នាក់ `Linear` មួយប៉ុណ្ណោះ ដែលជាផ្នែកបែងចែកពិតប្រាកដ។ តើអ្វីប្រសើរទៅប្រសិនបើយើងសម្រេចចិត្តបន្ថែមបន្ទាត់បែបនេះច្រើន?\n", + "\n", + "អស្ចារ្យណាស់ កូដរបស់យើងនឹងដំណើរការ! អ្វីដែលមានសារៈសំខាន់ខ្លាំង គឺនៅចន្លោះបន្ទាត់ linear យើងត្រូវមានមុខងារបើកបរ**activation function**មិនមែនលីនេអ៊ែរ ដូចជា `tanh`។ បើគ្មានមុខងារមិនលីនេអ៊ែរនេះ បន្ទាត់ linear ច្រើននឹងមានអំណាចបញ្ចេញពន្យល់ដូចតែបន្ទាន់ linear តែមួយប៉ុណ្ណោះ - ពីព្រោះការរួមបញ្ចូលមុខងារ linear ស្របគ្នាលីនេអ៊ែរផងដែរ!\n" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "class Tanh:\n", + " def forward(self,x):\n", + " y = np.tanh(x)\n", + " self.y = y\n", + " return y\n", + " def backward(self,dy):\n", + " return (1.0-self.y**2)*dy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ការបន្ថែមស្រទាប់ជាច្រើនមានហេតុផល ព្រោះខុសពីបណ្តាញស្រទាប់តែមួយ ម៉ូដែលមានស្រទាប់ច្រើននឹងអាចចាត់ថ្នាក់បានយ៉ាងត្រឹមត្រូវនូវក្រុមទិន្នន័យដែលមិនអាចបំបែកដោយរបារដោយបន្ទាត់។ វា​ជា​ឧទាហរណ៍​ម៉ូ​ដែល​ដែល​មាន​ស្រទាប់​ច្រើន​នឹង **ជាប់មានប្រសិទ្ធភាព** ជាង។\n", + "\n", + "> វាអាចបង្ហាញបានថា ជាមួយនឹងចំនួនធ neuron គ្រប់គ្រាន់ ម៉ូដែលស្រទាប់ពីរអាចចាត់ថ្នាក់ក្រុមទិន្នន័យកោងណាមួយបាន ហើយបណ្តាញស្រទាប់បីអាចចាត់ថ្នាក់បានគ្រប់ក្រុមដោយស្មើរនឹងគ្រាន់តែប៉ះពាល់។\n", + "\n", + "ជាតារាង គណិតវិទ្យា multi-layered perceptron នឹងត្រូវបានបង្ហាញតាមមុខងារដែលស្មុគស្មាញជាងក្រោមកំណត់ដោយ$f_\\theta$ ដែលអាចគណនាក្នុងជំហានជាច្រើន៖\n", + "* $z_1 = W_1\\times x+b_1$\n", + "* $z_2 = W_2\\times\\alpha(z_1)+b_2$\n", + "* $f = \\sigma(z_2)$\n", + "\n", + "នៅទីនេះ $\\alpha$ គឺជាមុខងារបញ្ចេញសញ្ញាពុំមែនបន្ទាត់មួយ, $\\sigma$ គឺជាមុខងារ softmax, ហើយ $\\theta=\\langle W_1,b_1,W_2,b_2\\rangle$ គឺជាពារ៉ាម៉ែត្រ។\n", + "\n", + "អាល់ហ្គារីធึម gradient descent នឹងនៅដដែល ប៉ុន្តែជំហានគណនាគន្លងនៃ gradient នឹងពិបាកជាង។ ដោយប្រើច្បាប់ច្របាច់ខ្សែ បើយើងអាចគណនាដេរីវេជាចាងដូចជា៖\n", + "\n", + "$$\\begin{align}\n", + "\\frac{\\partial\\mathcal{L}}{\\partial W_2} &= \\color{red}{\\frac{\\partial\\mathcal{L}}{\\partial\\sigma}\\frac{\\partial\\sigma}{\\partial z_2}}\\color{black}{\\frac{\\partial z_2}{\\partial W_2}} \\\\\n", + "\\frac{\\partial\\mathcal{L}}{\\partial W_1} &= \\color{red}{\\frac{\\partial\\mathcal{L}}{\\partial\\sigma}\\frac{\\partial\\sigma}{\\partial z_2}}\\color{black}{\\frac{\\partial z_2}{\\partial\\alpha}\\frac{\\partial\\alpha}{\\partial z_1}\\frac{\\partial z_1}{\\partial W_1}}\n", + "\\end{align}\n", + "$$\n", + "\n", + "សូមគោរពថា ចំណុចចាប់ផ្តើមនៃអប្បបរមាទាំងឡាយទាំងនេះនៅតែដូចគ្នា ហើយអាចបន្តការបង្រ្កាបត្រឡប់ក្រោយលើស្រទាប់បន្ទាត់តែមួយ ដើម្បីកែតម្រូវទំងន់បន្ថែមទៅលើក្រាហ្វិចគណនា។\n", + "\n", + "ឥឡូវនេះចូលចិត្តសាកល្បងជាមួយបណ្តាញស្រទាប់ពីរ៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "net = Net()\n", + "net.add(Linear(2,10))\n", + "net.add(Tanh())\n", + "net.add(Linear(10,2))\n", + "net.add(Softmax())\n", + "loss = CrossEntropyLoss()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "scrolled": false, + "slideshow": { + "slide_type": "slide" + } + }, + "outputs": [ + { + "data": { + "application/javascript": "/* Put everything inside the global mpl namespace */\n/* global mpl */\nwindow.mpl = {};\n\nmpl.get_websocket_type = function () {\n if (typeof WebSocket !== 'undefined') {\n return WebSocket;\n } else if (typeof MozWebSocket !== 'undefined') {\n return MozWebSocket;\n } else {\n alert(\n 'Your browser does not have WebSocket support. ' +\n 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n 'Firefox 4 and 5 are also supported but you ' +\n 'have to enable WebSockets in about:config.'\n );\n }\n};\n\nmpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n this.id = figure_id;\n\n this.ws = websocket;\n\n this.supports_binary = this.ws.binaryType !== undefined;\n\n if (!this.supports_binary) {\n var warnings = document.getElementById('mpl-warnings');\n if (warnings) {\n warnings.style.display = 'block';\n warnings.textContent =\n 'This browser does not support binary websocket messages. ' +\n 'Performance may be slow.';\n }\n }\n\n this.imageObj = new Image();\n\n this.context = undefined;\n this.message = undefined;\n this.canvas = undefined;\n this.rubberband_canvas = undefined;\n this.rubberband_context = undefined;\n this.format_dropdown = undefined;\n\n this.image_mode = 'full';\n\n this.root = document.createElement('div');\n this.root.setAttribute('style', 'display: inline-block');\n this._root_extra_style(this.root);\n\n parent_element.appendChild(this.root);\n\n this._init_header(this);\n this._init_canvas(this);\n this._init_toolbar(this);\n\n var fig = this;\n\n this.waiting = false;\n\n this.ws.onopen = function () {\n fig.send_message('supports_binary', { value: fig.supports_binary });\n fig.send_message('send_image_mode', {});\n if (fig.ratio !== 1) {\n fig.send_message('set_dpi_ratio', { dpi_ratio: fig.ratio });\n }\n fig.send_message('refresh', {});\n };\n\n this.imageObj.onload = function () {\n if (fig.image_mode === 'full') {\n // Full images could contain transparency (where diff images\n // almost always do), so we need to clear the canvas so that\n // there is no ghosting.\n fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n }\n fig.context.drawImage(fig.imageObj, 0, 0);\n };\n\n this.imageObj.onunload = function () {\n fig.ws.close();\n };\n\n this.ws.onmessage = this._make_on_message_function(this);\n\n this.ondownload = ondownload;\n};\n\nmpl.figure.prototype._init_header = function () {\n var titlebar = document.createElement('div');\n titlebar.classList =\n 'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n var titletext = document.createElement('div');\n titletext.classList = 'ui-dialog-title';\n titletext.setAttribute(\n 'style',\n 'width: 100%; text-align: center; padding: 3px;'\n );\n titlebar.appendChild(titletext);\n this.root.appendChild(titlebar);\n this.header = titletext;\n};\n\nmpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n\nmpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n\nmpl.figure.prototype._init_canvas = function () {\n var fig = this;\n\n var canvas_div = (this.canvas_div = document.createElement('div'));\n canvas_div.setAttribute(\n 'style',\n 'border: 1px solid #ddd;' +\n 'box-sizing: content-box;' +\n 'clear: both;' +\n 'min-height: 1px;' +\n 'min-width: 1px;' +\n 'outline: 0;' +\n 'overflow: hidden;' +\n 'position: relative;' +\n 'resize: both;'\n );\n\n function on_keyboard_event_closure(name) {\n return function (event) {\n return fig.key_event(event, name);\n };\n }\n\n canvas_div.addEventListener(\n 'keydown',\n on_keyboard_event_closure('key_press')\n );\n canvas_div.addEventListener(\n 'keyup',\n on_keyboard_event_closure('key_release')\n );\n\n this._canvas_extra_style(canvas_div);\n this.root.appendChild(canvas_div);\n\n var canvas = (this.canvas = document.createElement('canvas'));\n canvas.classList.add('mpl-canvas');\n canvas.setAttribute('style', 'box-sizing: content-box;');\n\n this.context = canvas.getContext('2d');\n\n var backingStore =\n this.context.backingStorePixelRatio ||\n this.context.webkitBackingStorePixelRatio ||\n this.context.mozBackingStorePixelRatio ||\n this.context.msBackingStorePixelRatio ||\n this.context.oBackingStorePixelRatio ||\n this.context.backingStorePixelRatio ||\n 1;\n\n this.ratio = (window.devicePixelRatio || 1) / backingStore;\n\n var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n 'canvas'\n ));\n rubberband_canvas.setAttribute(\n 'style',\n 'box-sizing: content-box; position: absolute; left: 0; top: 0; z-index: 1;'\n );\n\n // Apply a ponyfill if ResizeObserver is not implemented by browser.\n if (this.ResizeObserver === undefined) {\n if (window.ResizeObserver !== undefined) {\n this.ResizeObserver = window.ResizeObserver;\n } else {\n var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n this.ResizeObserver = obs.ResizeObserver;\n }\n }\n\n this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n var nentries = entries.length;\n for (var i = 0; i < nentries; i++) {\n var entry = entries[i];\n var width, height;\n if (entry.contentBoxSize) {\n if (entry.contentBoxSize instanceof Array) {\n // Chrome 84 implements new version of spec.\n width = entry.contentBoxSize[0].inlineSize;\n height = entry.contentBoxSize[0].blockSize;\n } else {\n // Firefox implements old version of spec.\n width = entry.contentBoxSize.inlineSize;\n height = entry.contentBoxSize.blockSize;\n }\n } else {\n // Chrome <84 implements even older version of spec.\n width = entry.contentRect.width;\n height = entry.contentRect.height;\n }\n\n // Keep the size of the canvas and rubber band canvas in sync with\n // the canvas container.\n if (entry.devicePixelContentBoxSize) {\n // Chrome 84 implements new version of spec.\n canvas.setAttribute(\n 'width',\n entry.devicePixelContentBoxSize[0].inlineSize\n );\n canvas.setAttribute(\n 'height',\n entry.devicePixelContentBoxSize[0].blockSize\n );\n } else {\n canvas.setAttribute('width', width * fig.ratio);\n canvas.setAttribute('height', height * fig.ratio);\n }\n canvas.setAttribute(\n 'style',\n 'width: ' + width + 'px; height: ' + height + 'px;'\n );\n\n rubberband_canvas.setAttribute('width', width);\n rubberband_canvas.setAttribute('height', height);\n\n // And update the size in Python. We ignore the initial 0/0 size\n // that occurs as the element is placed into the DOM, which should\n // otherwise not happen due to the minimum size styling.\n if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n fig.request_resize(width, height);\n }\n }\n });\n this.resizeObserverInstance.observe(canvas_div);\n\n function on_mouse_event_closure(name) {\n return function (event) {\n return fig.mouse_event(event, name);\n };\n }\n\n rubberband_canvas.addEventListener(\n 'mousedown',\n on_mouse_event_closure('button_press')\n );\n rubberband_canvas.addEventListener(\n 'mouseup',\n on_mouse_event_closure('button_release')\n );\n rubberband_canvas.addEventListener(\n 'dblclick',\n on_mouse_event_closure('dblclick')\n );\n // Throttle sequential mouse events to 1 every 20ms.\n rubberband_canvas.addEventListener(\n 'mousemove',\n on_mouse_event_closure('motion_notify')\n );\n\n rubberband_canvas.addEventListener(\n 'mouseenter',\n on_mouse_event_closure('figure_enter')\n );\n rubberband_canvas.addEventListener(\n 'mouseleave',\n on_mouse_event_closure('figure_leave')\n );\n\n canvas_div.addEventListener('wheel', function (event) {\n if (event.deltaY < 0) {\n event.step = 1;\n } else {\n event.step = -1;\n }\n on_mouse_event_closure('scroll')(event);\n });\n\n canvas_div.appendChild(canvas);\n canvas_div.appendChild(rubberband_canvas);\n\n this.rubberband_context = rubberband_canvas.getContext('2d');\n this.rubberband_context.strokeStyle = '#000000';\n\n this._resize_canvas = function (width, height, forward) {\n if (forward) {\n canvas_div.style.width = width + 'px';\n canvas_div.style.height = height + 'px';\n }\n };\n\n // Disable right mouse context menu.\n this.rubberband_canvas.addEventListener('contextmenu', function (_e) {\n event.preventDefault();\n return false;\n });\n\n function set_focus() {\n canvas.focus();\n canvas_div.focus();\n }\n\n window.setTimeout(set_focus, 100);\n};\n\nmpl.figure.prototype._init_toolbar = function () {\n var fig = this;\n\n var toolbar = document.createElement('div');\n toolbar.classList = 'mpl-toolbar';\n this.root.appendChild(toolbar);\n\n function on_click_closure(name) {\n return function (_event) {\n return fig.toolbar_button_onclick(name);\n };\n }\n\n function on_mouseover_closure(tooltip) {\n return function (event) {\n if (!event.currentTarget.disabled) {\n return fig.toolbar_button_onmouseover(tooltip);\n }\n };\n }\n\n fig.buttons = {};\n var buttonGroup = document.createElement('div');\n buttonGroup.classList = 'mpl-button-group';\n for (var toolbar_ind in mpl.toolbar_items) {\n var name = mpl.toolbar_items[toolbar_ind][0];\n var tooltip = mpl.toolbar_items[toolbar_ind][1];\n var image = mpl.toolbar_items[toolbar_ind][2];\n var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n if (!name) {\n /* Instead of a spacer, we start a new button group. */\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n buttonGroup = document.createElement('div');\n buttonGroup.classList = 'mpl-button-group';\n continue;\n }\n\n var button = (fig.buttons[name] = document.createElement('button'));\n button.classList = 'mpl-widget';\n button.setAttribute('role', 'button');\n button.setAttribute('aria-disabled', 'false');\n button.addEventListener('click', on_click_closure(method_name));\n button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n\n var icon_img = document.createElement('img');\n icon_img.src = '_images/' + image + '.png';\n icon_img.srcset = '_images/' + image + '_large.png 2x';\n icon_img.alt = tooltip;\n button.appendChild(icon_img);\n\n buttonGroup.appendChild(button);\n }\n\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n\n var fmt_picker = document.createElement('select');\n fmt_picker.classList = 'mpl-widget';\n toolbar.appendChild(fmt_picker);\n this.format_dropdown = fmt_picker;\n\n for (var ind in mpl.extensions) {\n var fmt = mpl.extensions[ind];\n var option = document.createElement('option');\n option.selected = fmt === mpl.default_extension;\n option.innerHTML = fmt;\n fmt_picker.appendChild(option);\n }\n\n var status_bar = document.createElement('span');\n status_bar.classList = 'mpl-message';\n toolbar.appendChild(status_bar);\n this.message = status_bar;\n};\n\nmpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n // which will in turn request a refresh of the image.\n this.send_message('resize', { width: x_pixels, height: y_pixels });\n};\n\nmpl.figure.prototype.send_message = function (type, properties) {\n properties['type'] = type;\n properties['figure_id'] = this.id;\n this.ws.send(JSON.stringify(properties));\n};\n\nmpl.figure.prototype.send_draw_message = function () {\n if (!this.waiting) {\n this.waiting = true;\n this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n }\n};\n\nmpl.figure.prototype.handle_save = function (fig, _msg) {\n var format_dropdown = fig.format_dropdown;\n var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n fig.ondownload(fig, format);\n};\n\nmpl.figure.prototype.handle_resize = function (fig, msg) {\n var size = msg['size'];\n if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n fig._resize_canvas(size[0], size[1], msg['forward']);\n fig.send_message('refresh', {});\n }\n};\n\nmpl.figure.prototype.handle_rubberband = function (fig, msg) {\n var x0 = msg['x0'] / fig.ratio;\n var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n var x1 = msg['x1'] / fig.ratio;\n var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n x0 = Math.floor(x0) + 0.5;\n y0 = Math.floor(y0) + 0.5;\n x1 = Math.floor(x1) + 0.5;\n y1 = Math.floor(y1) + 0.5;\n var min_x = Math.min(x0, x1);\n var min_y = Math.min(y0, y1);\n var width = Math.abs(x1 - x0);\n var height = Math.abs(y1 - y0);\n\n fig.rubberband_context.clearRect(\n 0,\n 0,\n fig.canvas.width / fig.ratio,\n fig.canvas.height / fig.ratio\n );\n\n fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n};\n\nmpl.figure.prototype.handle_figure_label = function (fig, msg) {\n // Updates the figure title.\n fig.header.textContent = msg['label'];\n};\n\nmpl.figure.prototype.handle_cursor = function (fig, msg) {\n var cursor = msg['cursor'];\n switch (cursor) {\n case 0:\n cursor = 'pointer';\n break;\n case 1:\n cursor = 'default';\n break;\n case 2:\n cursor = 'crosshair';\n break;\n case 3:\n cursor = 'move';\n break;\n }\n fig.rubberband_canvas.style.cursor = cursor;\n};\n\nmpl.figure.prototype.handle_message = function (fig, msg) {\n fig.message.textContent = msg['message'];\n};\n\nmpl.figure.prototype.handle_draw = function (fig, _msg) {\n // Request the server to send over a new figure.\n fig.send_draw_message();\n};\n\nmpl.figure.prototype.handle_image_mode = function (fig, msg) {\n fig.image_mode = msg['mode'];\n};\n\nmpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n for (var key in msg) {\n if (!(key in fig.buttons)) {\n continue;\n }\n fig.buttons[key].disabled = !msg[key];\n fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n }\n};\n\nmpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n if (msg['mode'] === 'PAN') {\n fig.buttons['Pan'].classList.add('active');\n fig.buttons['Zoom'].classList.remove('active');\n } else if (msg['mode'] === 'ZOOM') {\n fig.buttons['Pan'].classList.remove('active');\n fig.buttons['Zoom'].classList.add('active');\n } else {\n fig.buttons['Pan'].classList.remove('active');\n fig.buttons['Zoom'].classList.remove('active');\n }\n};\n\nmpl.figure.prototype.updated_canvas_event = function () {\n // Called whenever the canvas gets updated.\n this.send_message('ack', {});\n};\n\n// A function to construct a web socket function for onmessage handling.\n// Called in the figure constructor.\nmpl.figure.prototype._make_on_message_function = function (fig) {\n return function socket_on_message(evt) {\n if (evt.data instanceof Blob) {\n var img = evt.data;\n if (img.type !== 'image/png') {\n /* FIXME: We get \"Resource interpreted as Image but\n * transferred with MIME type text/plain:\" errors on\n * Chrome. But how to set the MIME type? It doesn't seem\n * to be part of the websocket stream */\n img.type = 'image/png';\n }\n\n /* Free the memory for the previous frames */\n if (fig.imageObj.src) {\n (window.URL || window.webkitURL).revokeObjectURL(\n fig.imageObj.src\n );\n }\n\n fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n img\n );\n fig.updated_canvas_event();\n fig.waiting = false;\n return;\n } else if (\n typeof evt.data === 'string' &&\n evt.data.slice(0, 21) === 'data:image/png;base64'\n ) {\n fig.imageObj.src = evt.data;\n fig.updated_canvas_event();\n fig.waiting = false;\n return;\n }\n\n var msg = JSON.parse(evt.data);\n var msg_type = msg['type'];\n\n // Call the \"handle_{type}\" callback, which takes\n // the figure and JSON message as its only arguments.\n try {\n var callback = fig['handle_' + msg_type];\n } catch (e) {\n console.log(\n \"No handler for the '\" + msg_type + \"' message type: \",\n msg\n );\n return;\n }\n\n if (callback) {\n try {\n // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n callback(fig, msg);\n } catch (e) {\n console.log(\n \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n e,\n e.stack,\n msg\n );\n }\n }\n };\n};\n\n// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\nmpl.findpos = function (e) {\n //this section is from http://www.quirksmode.org/js/events_properties.html\n var targ;\n if (!e) {\n e = window.event;\n }\n if (e.target) {\n targ = e.target;\n } else if (e.srcElement) {\n targ = e.srcElement;\n }\n if (targ.nodeType === 3) {\n // defeat Safari bug\n targ = targ.parentNode;\n }\n\n // pageX,Y are the mouse positions relative to the document\n var boundingRect = targ.getBoundingClientRect();\n var x = e.pageX - (boundingRect.left + document.body.scrollLeft);\n var y = e.pageY - (boundingRect.top + document.body.scrollTop);\n\n return { x: x, y: y };\n};\n\n/*\n * return a copy of an object with only non-object keys\n * we need this to avoid circular references\n * http://stackoverflow.com/a/24161582/3208463\n */\nfunction simpleKeys(original) {\n return Object.keys(original).reduce(function (obj, key) {\n if (typeof original[key] !== 'object') {\n obj[key] = original[key];\n }\n return obj;\n }, {});\n}\n\nmpl.figure.prototype.mouse_event = function (event, name) {\n var canvas_pos = mpl.findpos(event);\n\n if (name === 'button_press') {\n this.canvas.focus();\n this.canvas_div.focus();\n }\n\n var x = canvas_pos.x * this.ratio;\n var y = canvas_pos.y * this.ratio;\n\n this.send_message(name, {\n x: x,\n y: y,\n button: event.button,\n step: event.step,\n guiEvent: simpleKeys(event),\n });\n\n /* This prevents the web browser from automatically changing to\n * the text insertion cursor when the button is pressed. We want\n * to control all of the cursor setting manually through the\n * 'cursor' event from matplotlib */\n event.preventDefault();\n return false;\n};\n\nmpl.figure.prototype._key_event_extra = function (_event, _name) {\n // Handle any extra behaviour associated with a key event\n};\n\nmpl.figure.prototype.key_event = function (event, name) {\n // Prevent repeat events\n if (name === 'key_press') {\n if (event.key === this._key) {\n return;\n } else {\n this._key = event.key;\n }\n }\n if (name === 'key_release') {\n this._key = null;\n }\n\n var value = '';\n if (event.ctrlKey && event.key !== 'Control') {\n value += 'ctrl+';\n }\n else if (event.altKey && event.key !== 'Alt') {\n value += 'alt+';\n }\n else if (event.shiftKey && event.key !== 'Shift') {\n value += 'shift+';\n }\n\n value += 'k' + event.key;\n\n this._key_event_extra(event, name);\n\n this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n return false;\n};\n\nmpl.figure.prototype.toolbar_button_onclick = function (name) {\n if (name === 'download') {\n this.handle_save(this, null);\n } else {\n this.send_message('toolbar_button', { name: name });\n }\n};\n\nmpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n this.message.textContent = tooltip;\n};\n\n///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n// prettier-ignore\nvar _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\nmpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n\nmpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n\nmpl.default_extension = \"png\";/* global mpl */\n\nvar comm_websocket_adapter = function (comm) {\n // Create a \"websocket\"-like object which calls the given IPython comm\n // object with the appropriate methods. Currently this is a non binary\n // socket, so there is still some room for performance tuning.\n var ws = {};\n\n ws.binaryType = comm.kernel.ws.binaryType;\n ws.readyState = comm.kernel.ws.readyState;\n function updateReadyState(_event) {\n if (comm.kernel.ws) {\n ws.readyState = comm.kernel.ws.readyState;\n } else {\n ws.readyState = 3; // Closed state.\n }\n }\n comm.kernel.ws.addEventListener('open', updateReadyState);\n comm.kernel.ws.addEventListener('close', updateReadyState);\n comm.kernel.ws.addEventListener('error', updateReadyState);\n\n ws.close = function () {\n comm.close();\n };\n ws.send = function (m) {\n //console.log('sending', m);\n comm.send(m);\n };\n // Register the callback with on_msg.\n comm.on_msg(function (msg) {\n //console.log('receiving', msg['content']['data'], msg);\n var data = msg['content']['data'];\n if (data['blob'] !== undefined) {\n data = {\n data: new Blob(msg['buffers'], { type: data['blob'] }),\n };\n }\n // Pass the mpl event to the overridden (by mpl) onmessage function.\n ws.onmessage(data);\n });\n return ws;\n};\n\nmpl.mpl_figure_comm = function (comm, msg) {\n // This is the function which gets called when the mpl process\n // starts-up an IPython Comm through the \"matplotlib\" channel.\n\n var id = msg.content.data.id;\n // Get hold of the div created by the display call when the Comm\n // socket was opened in Python.\n var element = document.getElementById(id);\n var ws_proxy = comm_websocket_adapter(comm);\n\n function ondownload(figure, _format) {\n window.open(figure.canvas.toDataURL());\n }\n\n var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n\n // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n // web socket which is closed, not our websocket->open comm proxy.\n ws_proxy.onopen();\n\n fig.parent_element = element;\n fig.cell_info = mpl.find_output_cell(\"
      \");\n if (!fig.cell_info) {\n console.error('Failed to find cell for figure', id, fig);\n return;\n }\n fig.cell_info[0].output_area.element.on(\n 'cleared',\n { fig: fig },\n fig._remove_fig_handler\n );\n};\n\nmpl.figure.prototype.handle_close = function (fig, msg) {\n var width = fig.canvas.width / fig.ratio;\n fig.cell_info[0].output_area.element.off(\n 'cleared',\n fig._remove_fig_handler\n );\n fig.resizeObserverInstance.unobserve(fig.canvas_div);\n\n // Update the output cell to use the data from the current canvas.\n fig.push_to_output();\n var dataURL = fig.canvas.toDataURL();\n // Re-enable the keyboard manager in IPython - without this line, in FF,\n // the notebook keyboard shortcuts fail.\n IPython.keyboard_manager.enable();\n fig.parent_element.innerHTML =\n '';\n fig.close_ws(fig, msg);\n};\n\nmpl.figure.prototype.close_ws = function (fig, msg) {\n fig.send_message('closing', msg);\n // fig.ws.close()\n};\n\nmpl.figure.prototype.push_to_output = function (_remove_interactive) {\n // Turn the data on the canvas into data in the output cell.\n var width = this.canvas.width / this.ratio;\n var dataURL = this.canvas.toDataURL();\n this.cell_info[1]['text/html'] =\n '';\n};\n\nmpl.figure.prototype.updated_canvas_event = function () {\n // Tell IPython that the notebook contents must change.\n IPython.notebook.set_dirty(true);\n this.send_message('ack', {});\n var fig = this;\n // Wait a second, then push the new image to the DOM so\n // that it is saved nicely (might be nice to debounce this).\n setTimeout(function () {\n fig.push_to_output();\n }, 1000);\n};\n\nmpl.figure.prototype._init_toolbar = function () {\n var fig = this;\n\n var toolbar = document.createElement('div');\n toolbar.classList = 'btn-toolbar';\n this.root.appendChild(toolbar);\n\n function on_click_closure(name) {\n return function (_event) {\n return fig.toolbar_button_onclick(name);\n };\n }\n\n function on_mouseover_closure(tooltip) {\n return function (event) {\n if (!event.currentTarget.disabled) {\n return fig.toolbar_button_onmouseover(tooltip);\n }\n };\n }\n\n fig.buttons = {};\n var buttonGroup = document.createElement('div');\n buttonGroup.classList = 'btn-group';\n var button;\n for (var toolbar_ind in mpl.toolbar_items) {\n var name = mpl.toolbar_items[toolbar_ind][0];\n var tooltip = mpl.toolbar_items[toolbar_ind][1];\n var image = mpl.toolbar_items[toolbar_ind][2];\n var method_name = mpl.toolbar_items[toolbar_ind][3];\n\n if (!name) {\n /* Instead of a spacer, we start a new button group. */\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n buttonGroup = document.createElement('div');\n buttonGroup.classList = 'btn-group';\n continue;\n }\n\n button = fig.buttons[name] = document.createElement('button');\n button.classList = 'btn btn-default';\n button.href = '#';\n button.title = name;\n button.innerHTML = '';\n button.addEventListener('click', on_click_closure(method_name));\n button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n buttonGroup.appendChild(button);\n }\n\n if (buttonGroup.hasChildNodes()) {\n toolbar.appendChild(buttonGroup);\n }\n\n // Add the status bar.\n var status_bar = document.createElement('span');\n status_bar.classList = 'mpl-message pull-right';\n toolbar.appendChild(status_bar);\n this.message = status_bar;\n\n // Add the close button to the window.\n var buttongrp = document.createElement('div');\n buttongrp.classList = 'btn-group inline pull-right';\n button = document.createElement('button');\n button.classList = 'btn btn-mini btn-primary';\n button.href = '#';\n button.title = 'Stop Interaction';\n button.innerHTML = '';\n button.addEventListener('click', function (_evt) {\n fig.handle_close(fig, {});\n });\n button.addEventListener(\n 'mouseover',\n on_mouseover_closure('Stop Interaction')\n );\n buttongrp.appendChild(button);\n var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n titlebar.insertBefore(buttongrp, titlebar.firstChild);\n};\n\nmpl.figure.prototype._remove_fig_handler = function (event) {\n var fig = event.data.fig;\n if (event.target !== this) {\n // Ignore bubbled events from children.\n return;\n }\n fig.close_ws(fig, {});\n};\n\nmpl.figure.prototype._root_extra_style = function (el) {\n el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n};\n\nmpl.figure.prototype._canvas_extra_style = function (el) {\n // this is important to make the div 'focusable\n el.setAttribute('tabindex', 0);\n // reach out to IPython and tell the keyboard manager to turn it's self\n // off when our div gets focus\n\n // location in version 3\n if (IPython.notebook.keyboard_manager) {\n IPython.notebook.keyboard_manager.register_events(el);\n } else {\n // location in version 2\n IPython.keyboard_manager.register_events(el);\n }\n};\n\nmpl.figure.prototype._key_event_extra = function (event, _name) {\n var manager = IPython.notebook.keyboard_manager;\n if (!manager) {\n manager = IPython.keyboard_manager;\n }\n\n // Check for shift+enter\n if (event.shiftKey && event.which === 13) {\n this.canvas_div.blur();\n // select the cell after this one\n var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n IPython.notebook.select(index + 1);\n }\n};\n\nmpl.figure.prototype.handle_save = function (fig, _msg) {\n fig.ondownload(fig, null);\n};\n\nmpl.find_output_cell = function (html_output) {\n // Return the cell and output element which can be found *uniquely* in the notebook.\n // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n // IPython event is triggered only after the cells have been serialised, which for\n // our purposes (turning an active figure into a static one), is too late.\n var cells = IPython.notebook.get_cells();\n var ncells = cells.length;\n for (var i = 0; i < ncells; i++) {\n var cell = cells[i];\n if (cell.cell_type === 'code') {\n for (var j = 0; j < cell.output_area.outputs.length; j++) {\n var data = cell.output_area.outputs[j];\n if (data.data) {\n // IPython >= 3 moved mimebundle to data attribute of output\n data = data.data;\n }\n if (data['text/html'] === html_output) {\n return [cell, data, j];\n }\n }\n }\n }\n};\n\n// Register the function which deals with the matplotlib target/channel.\n// The kernel may be null if the page has been refreshed.\nif (IPython.notebook.kernel !== null) {\n IPython.notebook.kernel.comm_manager.register_target(\n 'matplotlib',\n mpl.mpl_figure_comm\n );\n}\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "res = train_and_plot(30,net,lr=0.01)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## ហេតុអ្វីមិនប្រើគំរូការពិតច្រើនស្រទាប់ភាគច្រើននោះទេ?\n", + "\n", + "យើងបានឃើញថាគំរូការពិតច្រើនស្រទាប់មានភាព *រឹងមាំ* និង *បង្ហាញអត្ថន័យ* ច្រើនជាងគំរូការពិតស្រទាប់តែ១។ អ្នកអាចសំណួរថាហេតុអ្វីយើងមិនប្រើគំរូច្រើនស្រទាប់ជានិច្ចនោះទេ។ ចម្លើយសម្រាប់សំណួរនេះគឺ **ការវិលវិញលើបណ្តាញ**។\n", + "\n", + "យើងនឹងជួបប្រទាំងពាក្យនេះបន្ថែមទៀតនៅចុងក្រោយនៃផ្នែក, ប៉ុន្តែមនោសញ្ចេតនាគឺដូចជា៖ **គំរូមានអំណាចច្រើនប៉ុណ្ណា វាស្រួលបំផុតក្នុងការប៉ាន់ស្មានទិន្នន័យហ្វឹកហាត់ ហើយត្រូវការទិន្នន័យច្រើនដើម្បីធ្វើការបូកបន្ថែមបានត្រឹមត្រូវសម្រាប់ទិន្នន័យថ្មីដែលវាមិនទាន់បានឃើញមុន**។\n", + "\n", + "**គំរូរាងបន្ទាត់៖** \n", + "* យើងមានហានិភ័យទទួលបានការខាតបាត់ក្នុងការហ្វឹកហាត់ខ្ពស់ —ដែលហៅថា **underfitting**— នៅពេលគំរូមិនមានអំណាចគ្រប់គ្រាន់ក្នុងការបំបែកទិន្នន័យទាំងអស់បានត្រឹមត្រូវ។ \n", + "* ការបាត់បង់ក្នុងការត្រួតពិនិត្យ និងការបាត់បង់ក្នុងការហ្វឹកហាត់ស្រដៀងគ្នា បើសិនហើយគំរូនឹងអាចបូកបន្ថែមបានល្អចំពោះទិន្នន័យតេស្ដ។\n", + "\n", + "**គំរូច្រើនស្រទាប់ស្មុគស្មាញ** \n", + "* ការបាត់បង់ក្នុងការហ្វឹកហាត់ទាប — គំរូអាចប៉ាន់ស្មានទិន្នន័យហ្វឹកហាត់បានល្អ ពីព្រោះវាមានអំណាចបង្ហាញគ្រប់គ្រាន់។ \n", + "* ការបាត់បង់ក្នុងការត្រួតពិនិត្យអាចខ្ពស់ជាងការបាត់បង់ក្នុងការហ្វឹកហាត់ និងអាចចាប់ផ្តើមកើនឡើងក្នុងអំឡុងពេលហ្វឹកហាត់ — នេះគឺដោយសារគំរូ \"ចងចាំ\" ចំណុចហ្វឹកហាត់ ហើយបាត់បង់ \"ទិដ្ឋភាពទូទៅ\"។\n", + "\n", + "![Overfitting](../../../../../translated_images/km/overfit.a0bd57f717c15769.webp)\n", + "\n", + "> នៅលើរូបភាពនេះ, `x` គឺសម្រាប់ទិន្នន័យហ្វឹកហាត់, `o` គឺសម្រាប់ទិន្នន័យត្រួតពិនិត្យ។ ខាងឆ្វេង - គំរូរាងបន្ទាត់ (ស្រទាប់តែមួយ), វាប៉ាន់ស្មានធម្មជាតិនៃទិន្នន័យបានល្អ។ ខាងស្តាំ - គំរូដែលមានបញ្ហាវិលវិញលើបណ្តាញ, គំរូអាចប៉ាន់ស្មានទិន្នន័យហ្វឹកហាត់បានជាទៀងទាត់ ប៉ុន្តែបញ្ឈប់ការមានអត្ថន័យចំពោះទិន្នន័យផ្សេងទៀត (កំហុសត្រួតពិនិត្យខ្ពស់ណាស់)។\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "## លទ្ធផលសរុប\n", + "\n", + "* ម៉ូដែលសាមញ្ញ (ស្រទាប់តិច, ន្រើនយូរ​តិច) ដែលមានចំនួនប៉ារ៉ាម៉ែត្រ​ចុះ​ខ្សោយ (\"សមត្ថភាពទាប\") មិនងាយប្រឈមនឹងបញ្ហាហូបលើពេក\n", + "* ម៉ូដែលស្មុគស្មាញ (ស្រទាប់​ច្រើន, នើរ៉ូនច្រើននៅលើស្រទាប់នីមួយៗ, សមត្ថភាពខ្ពស់) គឺមានហានិភ័យក្នុងការហូបលើពេក។ យើងត្រូវត្រួតពិនិត្យកំហុសផ្ទៀងផ្ទាត់ ដើម្បីធានាថាវាមិនបានកើនឡើងជាមួយការបន្តឱ្យបណ្តុះបណ្តាលទៀត\n", + "* ម៉ូដែលស្មុគស្មាញត្រូវការទិន្នន័យច្រើនជាងសម្រាប់បណ្តុះបណ្តាល។\n", + "* អ្នកអាចដោះស្រាយបញ្ហាហូបលើពេកដោយ:\n", + " - ធ្វើឱ្យម៉ូដែលរបស់អ្នកមានភាពសាមញ្ញ\n", + " - បង្កើនចំនួនទិន្នន័យបណ្តុះបណ្តាល\n", + "* **ចរន្តនៃការជម្លោះចន្លោះកំរិតតម្លៃ និងភាពខុសគ្នា** ជាការបង្ហាញពីការត្រូវការធ្វើការសម្របសម្រួល\n", + " - រវាងឥទ្ធិពលរបស់ម៉ូដែល និងចំនួនទិន្នន័យ\n", + " - រវាងការហូបលើពេក និងការខ្វះហូប\n", + "* មិនមានរូបមន្តតែមួយសម្រាប់បច្ចេកទេសនៃចំនួនស្រទាប់ប៉ារ៉ាម៉ែត្រ អ្វីដែលល្អសម្រាប់អ្នកគឺការធ្វើបទពិសោធន៍ផ្ទាល់\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## គោរសំណង\n", + "\n", + "សៀវភៅកំណត់ត្រានេះជាផ្នែកមួយនៃ [មេរៀនឱ្យអ្នកចាប់ផ្ដើម AI](http://github.com/microsoft/ai-for-beginners) ហើយត្រូវបានរៀបចំដោយ [Dmitry Soshnikov](http://soshnikov.com)។ វាបានចាប់ផ្ដើមពីសិក្ខាសាលាច្រកបណ្តាញប្រសាសន៍ (Neural Network Workshop) នៅ Microsoft Research Cambridge។ កូដខ្លះ និងសម្ភារៈលើកទឹកចិត្តខ្លះៗត្រូវបានយកពីការពិពណ៌នារបស់ [Katja Hoffmann](https://www.microsoft.com/en-us/research/people/kahofman/), [Matthew Johnson](https://www.microsoft.com/en-us/research/people/matjoh/) និង [Ryoto Tomioka](https://www.microsoft.com/en-us/research/people/ryoto/), ហើយពីឃ្លាំង [NeuroWorkshop](http://github.com/shwars/NeuroWorkshop)។\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n\n\n**ការបដិសេធ**៖ \nឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈពេលយើងខិតខំសំរាប់ភាពត្រឹមត្រូវ សូមជ្រាបថាការបកប្រែដោយស្វ័យប្រវត្តិអាចមានកំហុស ឬការមិនត្រឹមត្រូវបាន។ ឯកសារដើមក្នុងភាសាដើមគួរត្រូវបានគេចាត់ទុកជាផ្លូវការជានិច្ច។ សម្រាប់ព័ត៌មានសំខាន់ៗ សូមផ្តល់អាទិភាពការបកប្រែដោយមនុស្សជំនាញ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ឃើញខុស ឬការបកប្រែខុសពីការប្រើប្រាស់ការបកប្រែនេះឡើយ។\n\n" + ] + } + ], + "metadata": { + "celltoolbar": "Slideshow", + "interpreter": { + "hash": "86193a1ab0ba47eac1c69c1756090baa3b420b3eea7d4aafab8b85f8b312f0c5" + }, + "kernelspec": { + "display_name": "Python 3.9.5 64-bit ('base': conda)", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.5" + }, + "livereveal": { + "start_slideshow_at": "selected" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} \ No newline at end of file diff --git a/translations/km/lessons/3-NeuralNetworks/04-OwnFramework/README.md b/translations/km/lessons/3-NeuralNetworks/04-OwnFramework/README.md new file mode 100644 index 00000000..5ecaac66 --- /dev/null +++ b/translations/km/lessons/3-NeuralNetworks/04-OwnFramework/README.md @@ -0,0 +1,93 @@ +# សេចក្តីផ្តើមអំពីបណ្តាញប្រសាទ. Multi-Layered Perceptron + +នៅក្នុងផ្នែកមុន អ្នកបានរៀនអំពីម៉ូដែលបណ្តាញប្រសាទដ៏សាមញ្ញបំផុត - one-layered perceptron ដែលជាម៉ូដែលកម្រាស់បែងចែកពីរប្រភេទដោយបន្ទាត់។ + +នៅក្នុងផ្នែកនេះ យើងនឹងពង្រីកម៉ូដែលនេះទៅជាស៊ុមប្រព័ន្ធបណ្តាញដែលអាចបត់បែនបានច្រើនជាងនេះ ដើម្បីឲ្យយើងអាច: + +* បង្កើតការបែងចែកនៃជាច្រើនថ្នាក់ **multi-class classification** លើសពីការបែងចែកពីរថ្នាក់ +* ដោះស្រាយបញ្ហា **regression problems** លើសពីការបែងចែក +* បំបែកថ្នាក់ដែលមិនអាចបំបែកដោយបន្ទាត់បាន + +យើងនឹងបង្កើតស៊ុមប្រព័ន្ធតាមផ្នែកផ្នែកផ្ទាល់ខ្លួនក្នុងភាសា Python ដែលនឹងអនុញ្ញាតឲ្យយើងសង់ស្ថាបត្យកម្មបណ្តាញប្រសាទចម្រុះ។ + +## [សំណួរជម្រាបមុនថ្នាក់](https://ff-quizzes.netlify.app/en/ai/quiz/7) + +## ការបញ្ជាក់ច្បាស់នៃការសិក្សាម៉ាស៊ីន + +មកដើមដោយកំណត់បញ្ហាសិក្សាម៉ាស៊ីនយ៉ាងច្បាស់។ សន្មត់ថាយើងមានឈុតទិន្នន័យបណ្តុះបណ្តាល **X** ជាមួយស្លាក **Y** ហើយយើងត្រូវតែបង្កើតម៉ូដែល *f* ដែលនឹងទាយបានយ៉ាងត្រឹមត្រូវបំផុត។ គុណភាពនៃការទាយវាស់ដោយ **Loss function** ℒ. Loss functions ខាងក្រោមត្រូវបានប្រើប្រាស់ជាញឹកញាប់៖ + +* សម្រាប់បញ្ហា regression នៅពេលដែលយើងត្រូវទាយចំនួនមួយ អាចប្រើ **absolute error** ∑i|f(x(i))-y(i)|, ឬ **squared error** ∑i(f(x(i))-y(i))2 +* សម្រាប់បញ្ហាបែងចែក ថយម៉ៃយើងប្រើ **0-1 loss** (ដែលគឺដូចនឹង **accuracy** នៃម៉ូដែល), ឬ **logistic loss** + +សម្រាប់ perceptron មួយកម្រិត មុខងារ *f* ត្រូវបានកំណត់ជាមុខងារបន្ទាត់ *f(x)=wx+b* (នៅទីនេះ *w* ជាម៉ាទ្រីសទំយោល, *x* ជាវ៉ិចទ័រពិសេសបញ្ចូល, និង *b* ជាវ៉ិចទ័រជម្រុះ)។ សម្រាប់ស្ថាបត្យកម្មបណ្តាញប្រសាទផ្សេងៗ មុខងារនេះអាចមានរាងកាយស្មុគស្មាញជាងនេះ។ + +> ក្នុងករណីបែងចែក វាជាការគួរឱ្យចង់បានក្នុងការទទួលបានប្រូបាបូលហ្គី (probabilities) នៃថ្នាក់ដែលផ្គូផ្គងជាចេញពីបណ្តាញ។ ដើម្បីបម្លែងលេខដែលណាមួយទៅប្រូបាបូលហ្គី (ឧ​ត្ដ​ហរណ៍ ដើម្បីធ្វើការធម្មតារ output) យើងជាញឹកញាប់ប្រើមុខងារ **softmax** σ, ហើយមុខងារ *f* ក្លាយជា *f(x)=σ(wx+b)* + +ក្នុងការកំណត់ *f* ខាងលើ, *w* និង *b* ត្រូវបានហៅថា **parameters** θ=⟨*w,b*⟩។ បើបានផ្តល់ឈុតទិន្នន័យ ⟨**X**,**Y**⟩ យើងអាចគណនាកំហុសសរុបនៅលើទិន្នន័យទាំងមូលជាមុខងារនៃ parameters θ។ + +> ✅ **គោលបំណងនៃការបណ្តុះបណ្តាលបណ្តាញប្រសាទ គឺដើម្បីបង្រួមកំហុសដោយផ្លាស់ប្តូរ parameters θ** + +## ការរកល្បឿន Gradient Descent + +មានវិធីសាស្រ្តល្បីល្បាញមួយសម្រាប់ធ្វើអុបទីមមា​មុខងារ ដែលហៅថា **gradient descent**។ គំនិតគឺថាយើងអាចគណនាអេរកាំបន្ទាត់ (derivative) (សម្រាប់ករណីច្រើនវិមាត្រហៅថា **gradient**) នៃ loss function ទៅលើ parameters ហើយផ្លាស់ប្តូរ parameters ដោយផ្លូវមួយដែលធ្វើឲ្យកំហុសតិចបញ្ចុះ។ វាអាចកំណត់ច្បាស់បានដូចខាងក្រោម៖ + +* ចាប់ផ្តើម parameters ជាមួយតម្លៃចៃដន្យ w(0), b(0) +* ចម្លងជំហានខាងក្រោមនេះច្រើនដង៖ + - w(i+1) = w(i)-η∂ℒ/∂w + - b(i+1) = b(i)-η∂ℒ/∂b + +ក្នុងខណៈពេលបណ្តុះបណ្តាល ជំហានអុបទីមមា​ត្រូវគណនាលើទិន្នន័យទាំងមូល (ចងចាំថា loss គណនាជាមាឌតាមគំរូបណ្ដុះបណ្ដាលទាំងអស់)។ ទោះបីជាយ៉ាងណា ជីវិតពិតយើងយកផ្នែកតូចៗនៃទិន្នន័យហៅថា **minibatches** ហើយគណនាអេរកាំបន្ទាត់ផ្អែកលើផ្នែកតូចនោះ។ ដោយសារផ្នែកតូចស្រូវបានយកដោយចៃដន្យរាល់ពេល វិធីសាស្រ្តនេះហៅថា **stochastic gradient descent** (SGD)។ + +## Multi-Layered Perceptrons និង Backpropagation + +បណ្តាញមួយកម្រិត ដូចដែលយើងបានឃើញខាងលើ អាចបែងចែកថ្នាក់ដែលអាចបំបែកដោយបន្ទាត់បាន។ ដើម្បីបង្កើតម៉ូដែលខុសគ្នាជាងនេះ យើងអាចផ្គុំបណ្ដាលជាមួយស្រទាប់នៃបណ្តាញច្រើន។ គណិតវិទ្យាមានន័យថា មុខងារ *f* នឹងមានរាងស្មុគស្មាញជាងនេះ ហើយនឹងត្រូវគណនាតាមជំហានច្រើន៖ +* z1=w1x+b1 +* z2=w2α(z1)+b2 +* f = σ(z2) + +នៅទីនេះ α ជា **មុខងារបើកប្រតិកម្មមិនបន្ទាត់** (non-linear activation function) σ ជាមុខងារ softmax និង parameters θ=<*w1,b1,w2,b2*>។ + +អាល់ហ្គូរីថึម gradient descent នឹងនៅដូចគ្នា ប៉ុន្តែវារីករាជ្យញឹកញាប់ក្នុងការគណនាអេរកាំបន្ទាត់។ អាស្រ័យលើច្បាប់ការប្រមាណខ្សែ សូមគណនាអេរកាំបន្ទាត់ជា៖ + +* ∂ℒ/∂w2 = (∂ℒ/∂σ)(∂σ/∂z2)(∂z2/∂w2) +* ∂ℒ/∂w1 = (∂ℒ/∂σ)(∂σ/∂z2)(∂z2/∂α)(∂α/∂z1)(∂z1/∂w1) + +> ✅ ច្បាប់ការប្រមាណខ្សែត្រូវបានប្រើដើម្បីគណនាអេរកាំបន្ទាត់នៃមុខងារ loss ទៅលើ parameters។ + +ចំណាំថា ផ្នែកខាងឆ្វេងបំផុតនៃសមីការទាំងនេះដូចគ្នា ដូច្នោះយើងអាចគណនាអេរកាំបន្ទាត់ជាប្រសិទ្ធិភាពចាប់ពីមុខងារ loss ហើយត្រឡប់ក្រោយតាមតப்பារមខ្យល់គណនា។ ដូចនេះវិធីសាស្រ្តបណ្តុះបណ្តាល multi-layered perceptron ត្រូវបានហៅថា **backpropagation** ឬ 'backprop'។ + +compute graph + +> TODO: image citation + +> ✅ យើងនឹងពិនិត្យរឿង backprop ជាច្រើនលម្អិតនៅក្នុងឧទាហរណ៍សៀវភៅកំណត់ត្រារៀន។ + +## សន្និដ្ឋាន + +នៅក្នុងមេរៀននេះ យើងបានបង្កើតបណ្ណាល័យបណ្តាញប្រសាទផ្ទាល់ខ្លួន និងបានប្រើវាសម្រាប់បញ្ហាបែងចែកពីរគោលខ្នាតពីរសាមញ្ញមួយ។ + +## 🚀 thách thức + +ក្នុងសៀវភៅកំណត់ត្រារួមមាន អ្នកនឹងអនុវត្តស៊ុមប្រព័ន្ធផ្ទាល់ខ្លួនសម្រាប់សង់និងបណ្តុះបណ្តាល multi-layered perceptrons។ អ្នកនឹងអាចមើលឃើញលម្អិតពីរៀបរាប់របៀបដំណើរការរបស់បណ្តាញប្រសាទទំនើប។ + +បន្តទៅសៀវភៅកំណត់ត្រា [OwnFramework](OwnFramework.ipynb) ហើយអនុវត្តវា។ + +## [សំណួរបន្ទាប់ថ្នាក់](https://ff-quizzes.netlify.app/en/ai/quiz/8) + +## រៀនឡើងវិញ និងសិក្សាផ្ទាល់ខ្លួន + +Backpropagation គឺជាអាល់ហ្គូរីធម៍ទូទៅមួយដែលប្រើនៅក្នុង AI និង ML ដែលគួរឱ្យសិក្សា [លម្អិតបន្ថែម](https://wikipedia.org/wiki/Backpropagation) + +## [ការប្រឡង](lab/README.md) + +នៅក្នុងមន្ទីរពិសោធន៍នេះ អ្នកត្រូវប្រើស៊ុមប្រព័ន្ធដែលបានសង់ក្នុងមេរៀននេះ ដើម្បីដោះស្រាយបញ្ហាបែងចែកលេខគំនូរ MNIST។ + +* [ការណែនាំ](lab/README.md) +* [សៀវភៅកំណត់ត្រា](lab/MyFW_MNIST.ipynb) + +--- + + +**ការព្រមាន**៖ +ឯកសារនេះត្រូវបានបปลែរប្រែដោយសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈពេលដែលយើងព្យាយាមសំរាប់ភាពត្រឹមត្រូវ សូមយល់ថាការបកប្រែដោយស្វ័យប្រវត្តិអាចមានកំហុស ឬការខកខាន។ ឯកសារដើមក្នុងភាសាដើមគួរត្រូវបានពិចារណាថាជាអ្នកផ្គត់ផ្គង់ព័ត៌មានដែលមានតុល្យភាព។ សម្រាប់ព័ត៌មានសំខាន់ៗ ការបកប្រែដោយមនុស្សជំនាញគឺបានណែនាំ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំ ឬការយល់ខុសដែលកើតមានពីការប្រើប្រាស់ការបកប្រែនេះឡើយ។ + \ No newline at end of file diff --git a/translations/km/lessons/3-NeuralNetworks/04-OwnFramework/lab/MyFW_MNIST.ipynb b/translations/km/lessons/3-NeuralNetworks/04-OwnFramework/lab/MyFW_MNIST.ipynb new file mode 100644 index 00000000..e4a953d2 --- /dev/null +++ b/translations/km/lessons/3-NeuralNetworks/04-OwnFramework/lab/MyFW_MNIST.ipynb @@ -0,0 +1,177 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# ការធ្វើចំណាត់ថ្នាក់លេខ MNIST ដោយប្រើ Framework របស់យើងផ្ទាល់\n", + "\n", + "ការងារពិសោធន៍ពី [AI for Beginners Curriculum](https://github.com/microsoft/ai-for-beginners)។\n", + "\n", + "### ការអានទិន្នន័យសំណុំ\n", + "\n", + "កូដនេះទាញយកទិន្នន័យសំណុំពីឃ្លាំងតាមអ៊ីនធឺណិត។ អ្នកក៏អាចចម្លងទិន្នន័យសំណុំដោយដៃពីថត `/data` របស់ឃ្លាំង AI Curriculum ផងបាន។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " % Total % Received % Xferd Average Speed Time Time Time Current\n", + " Dload Upload Total Spent Left Speed\n", + "\n", + " 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0\n", + "100 9.9M 100 9.9M 0 0 9.9M 0 0:00:01 --:--:-- 0:00:01 15.8M\n" + ] + } + ], + "source": [ + "!rm *.pkl\n", + "!wget https://raw.githubusercontent.com/microsoft/AI-For-Beginners/main/data/mnist.pkl.gz\n", + "!gzip -d mnist.pkl.gz" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "with open('mnist.pkl','rb') as f:\n", + " MNIST = pickle.load(f)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "labels = MNIST['Train']['Labels']\n", + "data = MNIST['Train']['Features']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "មកមើលទ្រង់ទ្រាយនៃទិន្នន័យដែលយើងមាន៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(42000, 784)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.shape" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### បំបែកទិន្នន័យ\n", + "\n", + "យើងនឹងប្រើ Scikit Learn ដើម្បីបំបែកទិន្នន័យរវាងទិន្នន័យបណ្តុះបណ្តាល និងទិន្នន័យសាកល្បង៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train samples: 33600, test samples: 8400\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "features_train, features_test, labels_train, labels_test = train_test_split(data,labels,test_size=0.2)\n", + "\n", + "print(f\"Train samples: {len(features_train)}, test samples: {len(features_test)}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### សេចក្តីណែនាំ\n", + "\n", + "1. ចូរទាញយកកូដផ្ទៃទ្រឹស្តីពីមេរៀន ហើយបិទបញ្ចូលវាទៅកាន់សៀវភៅកំណត់ត្រានេះ ឬ (ល្អជាង) ទៅកាន់ម៉ូឌុល Python ផ្សេង\n", + "1. កំណត់ និង​បណ្តុះបណ្តាល perceptron មួយស្រទាប់ ដោយខិតខំាត់តាមការបណ្តុះបណ្តាល និងការត្រួតពិនិត្យភាពត្រឹមត្រូវ ក្នុងអំឡុងពេលបណ្តុះបណ្តាល\n", + "1. ព្យាយាមយល់ថា តើការបណ្តុះបណ្តាលមានការតម្រឹមពេក (overfitting) បើកើតឡើង ឬអត់ ហើយកំណត់ប៉ារ៉ាម៉ែត្រស្រទាប់ឡើងវិញ ដើម្បីបង្កើនភាពត្រឹមត្រូវ\n", + "1. សារាំសារេនជំហានមុនសម្រាប់ perceptron ២-ស្រទាប់ និង ៣-ស្រទាប់។ ព្យាយាមសាកល្បងជាមួយមុខងារបង្កើតសកម្មភាពផ្សេងៗនៅក្នុងទីរួមរវាងស្រទាប់\n", + "1. ព្យាយាមឆ្លើយសំណួរខាងក្រោមៈ\n", + " - តើមុខងារបង្កើតសកម្មភាពរវាងស្រទាប់មានឥណ្ឌិពលទៅលើការងារបណ្តាញទេ?\n", + " - តើយើងត្រូវការបណ្តាញ ២-ស្រទាប់ ឬ ៣-ស្រទាប់សម្រាប់បេសកកម្មនេះទេ?\n", + " - តើអ្នកបានជួបប្រទៈបញ្ហាអ្វីខ្លះនៅពេលបណ្តុះបណ្តាលបណ្តាញ? ជាពិសេសនៅពេលចំនួនស្រទាប់កើនឡើង។\n", + " - តើទំងន់របស់បណ្តាញប្រព្រឹត្តិដូចម្តេចនៅពេលបណ្តុះបណ្តាល? អ្នកអាចបង្ហាញក្រាបតម្លៃសរុបអាប់សូរុតធំបំផុតនៃទំងន់ប្រៀបធៀបនឹងចំនួនជំនាន់ ដើម្បីយល់ពីទំនាក់ទំនង។\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n\n\n**ការតធានា**៖ \nឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ក្នុងខណៈពេលយើងខិតខំអោយបានភាពត្រឹមត្រូវ សូមជ្រាបថាការបកប្រែដោយស្វ័យ ប្រវត្តិអាចមានកំហុស ឬភាពមិនត្រឹមត្រូវ។ ឯកសារដើមជាភាសាទ្រព្យសម្បត្តិនឹងត្រូវបានគេចាត់ទុកជាដើមកំណត់។ សម្រាប់ព័ត៌មានសំខាន់ៗ សូមផ្តល់អនុសាសន៍ឲ្យមានការបកប្រែដោយមនុស្សជំនាញវិជ្ជាជីវៈ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំនានាអ្វីដែលកើតឡើងពីការប្រើប្រាស់ការបកប្រែនេះឡើយ។\n\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.7.4 64-bit (conda)", + "metadata": { + "interpreter": { + "hash": "86193a1ab0ba47eac1c69c1756090baa3b420b3eea7d4aafab8b85f8b312f0c5" + } + }, + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.5" + }, + "orig_nbformat": 2 + }, + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/translations/km/lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md b/translations/km/lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md new file mode 100644 index 00000000..8461e829 --- /dev/null +++ b/translations/km/lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md @@ -0,0 +1,27 @@ +# ការបែងចែកប្រភេទ MNIST ជាមួយស៊ុមរចនាសម្ព័ន្ធផ្ទាល់ខ្លួន + +ការសិក្សាក្នុងមន្ទីរពិសោធន៍ពី [មេរៀន AI សម្រាប់អ្នកចាប់ផ្តើម](https://github.com/microsoft/ai-for-beginners)។ + +## ភារកិច្ច + +ដោះស្រាយបញ្ហាបែងចែកលេខសរសេរដោយដៃ MNIST ដោយប្រើ perceptron មាន 1, 2 និង 3 ស្រទាប់។ ប្រើស៊ុមបណ្តាញសរសៃប្រសាទដែលយើងបានបង្កើតក្នុងមេរៀន។ + +## កំណត់ត្រា Notebook + +ចាប់ផ្តើមមន្ទីរពិសោធន៍ដោយបើក [MyFW_MNIST.ipynb](MyFW_MNIST.ipynb) + +## សំណួរ + +ជាលទ្ធផលនៃមន្ទីរពិសោធន៍នេះ សូមព្យាយាមឆ្លើយសំណួរខាងក្រោម៖ + +- តើមុខងារបង្កើតសកម្មភាពរវាងស្រទាប់ មានឥទ្ធិពលដល់កម្រិតសមត្ថភាពបណ្តាញទេរឺ? +- តើយើងត្រូវការបណ្តាញមាន 2 ឬ 3 ស្រទាប់សម្រាប់ភារកិច្ចនេះទេ? +- តើអ្នកបានប្រឈមមុខនឹងបញ្ហាណាមួយក្នុងការបណ្តុះបណ្តាលបណ្តាញទេ? ជាពិសេសនៅពេលជាន់ស្រទាប់កើនឡើង។ +- តើទំងន់នៃបណ្តាញមានអាកប្បកិរិយាយ៉ាងដូចម្តេចក្នុងអំឡុងការបណ្តុះបណ្តាល? អ្នកអាចគូសតម្លៃអប្បបរមា នៃទំងន់ទល់នឹង epoch ដើម្បីយល់ពីទំនាក់ទំនងនេះ។ + +--- + + +**ការព្រមាន**៖ +ឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ នៅពេលយើងខ្ញុំខំប្រឹងសម្រាប់ភាពត្រឹមត្រូវ សូមយកចិត្តទុកដាក់ថាការបកប្រែដោយស្វ័យប្រវត្តិអាចមានកំហុស ឬការខុសឆ្គង។ ឯកសារដើមនៅភាសាមូលដ្ឋានគួរត្រូវបានចាត់ទុកជាធនធានមានអំណាច។ សម្រាប់ព័ត៌មានវិជ្ជាជីវៈ សូមផ្តល់អនុសាសន៍ឲ្យប្រើការបកប្រែដោយមនុស្សវិជ្ជាជីវៈ។ យើងខ្ញុំមិនទទួលបន្ទុកចំពោះការយល់ច្រឡំ ឬការពន្យល់ខុសផ្សេងៗ ដែលើកមកពីការប្រើប្រាស់ការបកប្រែនេះឡើយ។ + \ No newline at end of file diff --git a/translations/km/lessons/3-NeuralNetworks/05-Frameworks/IntroKeras.ipynb b/translations/km/lessons/3-NeuralNetworks/05-Frameworks/IntroKeras.ipynb new file mode 100644 index 00000000..24b34a91 --- /dev/null +++ b/translations/km/lessons/3-NeuralNetworks/05-Frameworks/IntroKeras.ipynb @@ -0,0 +1,757 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "id": "En2vX4FuwHlu" + }, + "source": [ + "## ការណែនាំសាមញ្ញបំផុតទៅកាន់បណ្តាញប្រសាលជាមួយ Keras\n", + "\n", + "> សៀវភៅកំណត់ត្រានេះជាផ្នែកមួយនៃ [AI for Beginners Curricula](http://github.com/microsoft/ai-for-beginners). សូមចូលទៅកាន់ឃ្លាំងកូដដើម្បីទទួលបានឯកសារសិក្សាពេញលេញ។\n", + "\n", + "### រចនាសម្ព័ន្ធសម្រាប់បណ្តាញប្រសាល\n", + "\n", + "មានរចនាសម្ព័ន្ធជាច្រើនសម្រាប់បណ្តុះបណ្តាលបណ្តាញប្រសាល។ ទោះបីជាយ៉ាងណាក៏ដោយ ប្រសិនបើអ្នកចង់ចាប់ផ្តើមយ៉ាងឆាប់រហ័ស និងមិនចង់ចូលទៅក្នុងព័ត៌មានលម្អិតពីរបៀបដែលវាធ្វើការពីក្នុង - អ្នកគួរតែពិចារណាប្រើ [Keras](https://keras.io/). មេរៀនខ្លីនេះនឹងជួយអ្នកចាប់ផ្តើម ហើយប្រសិនបើអ្នកចង់យល់ដល់ជ្រៅទៀតអំពីរបៀបដែលវាធ្វើការ - សូមមើលសៀវភៅកំណត់ត្រា [Introduction to Tensorflow and Keras](IntroKerasTF.ipynb).\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "id": "8cACQoFMwHl3" + }, + "source": [ + "### ត្រៀមឱ្យបានត្រឹមត្រូវ\n", + "\n", + "Keras គឺជាផ្នែកមួយនៃរចនាសម្ព័ន្ធ Tensorflow 2.x។ សូមប្រាកដថា យើងមានកំណែ 2.x.x របស់ Tensorflow ដែលបានដំឡើង:\n", + "```\n", + "pip install tensorflow\n", + "```\n", + "ឬ\n", + "```\n", + "conda install tensorflow\n", + "```\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "xwqVx9-bwHl3", + "outputId": "2aa591b4-b647-441f-9c8e-4e0da2d517a0", + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tensorflow version = 2.7.0\n", + "Keras version = 2.7.0\n" + ] + } + ], + "source": [ + "import tensorflow as tf\n", + "from tensorflow import keras\n", + "import numpy as np\n", + "from sklearn.datasets import make_classification\n", + "import matplotlib.pyplot as plt\n", + "print(f'Tensorflow version = {tf.__version__}')\n", + "print(f'Keras version = {keras.__version__}')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "id": "6tp2xGV7wHl4" + }, + "source": [ + "## គំនិតមូលដ្ឋាន: តង់ស័រ\n", + "\n", + "**តង់ស័រ** គឺជាអារេពហុវិមាត្រ។ វាស្រួលយ៉ាងខ្លាំងក្នុងការប្រើតង់ស័រដើម្បីតំណាងឲ្យប្រភេទទិន្នន័យផ្សេងៗ៖\n", + "* 400x400 - រូបភាពខ្មៅ-ស\n", + "* 400x400x3 - រូបភាពពណ៌ \n", + "* 16x400x400x3 - ក្រុមតូចមួយដែលមានរូបភាពពណ៌ចំនួន 16\n", + "* 25x400x400x3 - វីដេអូ 25-fps រយៈពេលមួយវិនាទី\n", + "* 8x25x400x400x3 - ក្រុមតូចមួយដែលមានវីដេអូរយៈពេល 1 វិនាទីចំនួន 8\n", + "\n", + "តង់ស័រផ្តល់ឱ្យយើងវិធីងាយស្រួលមួយក្នុងការតំណាងទិន្នន័យបញ្ចូល/បញ្ចេញ ក៏ដូចជាទម្ងន់នៅក្នុងបណ្តាញប្រសាទ។\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "id": "A10prCPowHl7" + }, + "source": [ + "## បញ្ហាគំរូ\n", + "\n", + "ចូរយើងពិចារណាបញ្ហាការបែងចែកចំណាត់ថ្នាក់ពីរភេទ។ ឧទាហរណ៍ល្អនៃបញ្ហាបែបនេះ គឺការបែងចែក tumour រវាង malignant និង benign អាស្រ័យលើទំហំ និងអាយុរបស់វា។ យើងចាប់ផ្តើមដោយបង្កើតទិន្នន័យគំរូ​មួយចំនួន៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "id": "j0OTPkGpwHl7", + "scrolled": false, + "trusted": true + }, + "outputs": [], + "source": [ + "np.random.seed(0) # pick the seed for reproducibility - change it to explore the effects of random variations\n", + "\n", + "n = 100\n", + "X, Y = make_classification(n_samples = n, n_features=2,\n", + " n_redundant=0, n_informative=2, flip_y=0.05,class_sep=1.5)\n", + "X = X.astype(np.float32)\n", + "Y = Y.astype(np.int32)\n", + "\n", + "split = [ 70*n//100 ]\n", + "train_x, test_x = np.split(X, split)\n", + "train_labels, test_labels = np.split(Y, split)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "id": "c-_BjSHPwHl8", + "scrolled": false, + "trusted": true + }, + "outputs": [], + "source": [ + "def plot_dataset(features, labels, W=None, b=None):\n", + " # prepare the plot\n", + " fig, ax = plt.subplots(1, 1)\n", + " ax.set_xlabel('$x_i[0]$ -- (feature 1)')\n", + " ax.set_ylabel('$x_i[1]$ -- (feature 2)')\n", + " colors = ['r' if l else 'b' for l in labels]\n", + " ax.scatter(features[:, 0], features[:, 1], marker='o', c=colors, s=100, alpha = 0.5)\n", + " if W is not None:\n", + " min_x = min(features[:,0])\n", + " max_x = max(features[:,1])\n", + " min_y = min(features[:,1])*(1-.1)\n", + " max_y = max(features[:,1])*(1+.1)\n", + " cx = np.array([min_x,max_x],dtype=np.float32)\n", + " cy = (0.5-W[0]*cx-b)/W[1]\n", + " ax.plot(cx,cy,'g')\n", + " ax.set_ylim(min_y,max_y)\n", + " fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 283 + }, + "id": "tq0vFchQwHl8", + "outputId": "9a5aa6a0-c92f-4d72-9e78-c0f615804bff", + "scrolled": false, + "trusted": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dmitryso\\AppData\\Local\\Temp/ipykernel_103052/2721537645.py:17: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_dataset(train_x, train_labels)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ការធ្វើឲ្យទិន្នន័យមានស្ដង់ដារ\n", + "\n", + "មុនការហ្វឹកហាត់ វាគឺទូទៅដែលយើងនាំលក្ខណៈបញ្ចូលទៅក្នុងជួរស្តង់ដារ [0,1] (ឬ [-1,1])។ មូលហេតុច្បាស់លាស់សម្រាប់ចំណុចនេះយើងនឹងពន្យល់នៅពេលក្រោយក្នុងវគ្គ ប៉ុន្តែនៅសង្ខេបមូលហេតុមានដូចខាងក្រោម។ យើងចង់ជៀសវាងតម្លៃដែលឆ្លងកាត់បណ្តាញរបស់យើងឲ្យកើនឬតូចពេក ហើយយើងភាគច្រើនយល់ព្រមថាគួររក្សាតម្លៃទាំងអស់នៅក្នុងជួរតូចជិត 0។ ដូច្នេះ យើងបង្ហាប់ទម្ងន់ដោយលេខចៃដន្យតូចៗ ហើយយើងរក្សាសញ្ញាទាំងអស់នៅក្នុងជួរដូចគ្នា។\n", + "\n", + "នៅពេលធ្វើការធម្មតាទិន្នន័យ យើងត្រូវដកតម្លៃទាបបំផុត និងចែកដោយចន្លោះ។ យើងគណនាតម្លៃទាបបំផុត និងចន្លោះដោយប្រើសំណុំទិន្នន័យហ្វឹកហាត់ ហើយបន្ទាប់មកធម្មតាសំណុំទិន្នន័យសាកល្បង/ផ្ទៀងផ្ទាត់ដោយប្រើតម្លៃទាបបំផុត/ចន្លោះដូចគ្នាពីសំណុំហ្វឹកហាត់។ នេះដោយសារថាក្នុងជីវិតពិតយើងស្គាល់តែសំណុំហ្វឹកហាត់ ហើយមិនស្គាល់ទិន្នន័យថ្មីៗទាំងអស់ដែលបណ្តាញនឹងត្រូវបានស្នើឲ្យទាយ។ ពេលខ្លះ តម្លៃថ្មីអាចស្ថិតក្រៅជួរ [0,1] ប៉ុន្តែវាមិនមែនសារៈសំខាន់ខ្លាំងទេ។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "train_x_norm = (train_x-np.min(train_x,axis=0)) / (np.max(train_x,axis=0)-np.min(train_x,axis=0))\n", + "test_x_norm = (test_x-np.min(train_x,axis=0)) / (np.max(train_x,axis=0)-np.min(train_x,axis=0))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "id": "SjPlpf2-wHl8" + }, + "source": [ + "## ការបណ្តុះបណ្តាលបណ្តាញមួយស្រទាប់ (Perceptron)\n", + "\n", + "នៅក្នុងករណីជាច្រើន បណ្តាញប្រសាទអាចជាលំដាប់នៃស្រទាប់។ វាអាចត្រូវបានកំណត់ក្នុង Keras ដោយប្រើម៉ូដែល `Sequential` ដូចខាងក្រោម៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential_2\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " dense_2 (Dense) (None, 1) 3 \n", + " \n", + " activation_1 (Activation) (None, 1) 0 \n", + " \n", + "=================================================================\n", + "Total params: 3\n", + "Trainable params: 3\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "model = keras.models.Sequential()\n", + "model.add(keras.Input(shape=(2,)))\n", + "model.add(keras.layers.Dense(1))\n", + "model.add(keras.layers.Activation(keras.activations.sigmoid))\n", + "\n", + "model.summary()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "នៅទីនេះ យើងបង្កើតម៉ូឌែលជាមុន ហើយបន្ទាប់មកបន្ថែមស្រទាប់ចូលទៅក្នុងវា:\n", + "* ស្រទាប់ `Input` ដំបូង (ដែលតាមពិតមិនចាត់ទុកថាជាស្រទាប់ទាំងស្រុង) មានការបញ្ជាក់អំពីទំហំការបញ្ចូលរបស់បណ្ដាញ\n", + "* ស្រទាប់ `Dense` គឺជាប្រភេទ perceptron ពិតប្រាកដ ដែលមានទម្ងន់អាចហ្វឹកហាត់បាន\n", + "* ចុងក្រោយ មានស្រទាប់មួយដែលមានមុខងារ *sigmoid* `Activation` ដើម្បីយកលទ្ធផលរបស់បណ្ដាញទៅក្នុងជួរ 0-1 (ដើម្បីធ្វើឲ្យវាជាសក្តានុភាព).\n", + "\n", + "ទំហំការបញ្ចូល និងមុខងារ activation ក៏អាចកំណត់ដោយផ្ទាល់នៅក្នុងស្រទាប់ `Dense` សម្រាប់ការសង្ខេប:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential_9\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " dense_9 (Dense) (None, 1) 3 \n", + " \n", + "=================================================================\n", + "Total params: 3\n", + "Trainable params: 3\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "model = keras.models.Sequential()\n", + "model.add(keras.layers.Dense(1,input_shape=(2,),activation='sigmoid'))\n", + "model.summary()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "មុនពេលបណ្តុះម៉ូដែល យើងត្រូវការ **compile it**, ដែលមានន័យចម្បងក្នុងការបញ្ជាក់ៈ\n", + "* **Loss function**, ដែលកំណត់របៀបគណនាការខាត។ ពីព្រោះយើងមានបញ្ហាការបែងចែកពីរថ្នាក់ យើងនឹងប្រើ *binary cross-entropy loss*។\n", + "* **Optimizer** សម្រាប់ប្រើ។ ជម្រើសសាមញ្ញបំផុតគឺប្រើ `sgd` សម្រាប់ *stochastic gradient descent*, ឬអ្នកអាចប្រើ optimizers ដែលស្មុគស្មាញជាង ដូចជា `adam`।\n", + "* **Metrics** ដែលយើងចង់ប្រើដើម្បីវាស់ភាពជោគជ័យនៃការបណ្តុះ។ ពីព្រោះនេះជាកិច្ចការបែងចែក (classification) មេត្រិចល្អមួយគឺ `Accuracy` (ឬ `acc` សម្រាប់ខ្លី)\n", + "\n", + "We can specify loss, metrics and optimizer either as strings, or by providing some objects from Keras framework. In our example, we need to specify `learning_rate` parameter to fine-tune learning speed of our model, and thus we provide full name of Keras SGD optimizer.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "model.compile(optimizer=keras.optimizers.SGD(learning_rate=0.2),loss='binary_crossentropy',metrics=['acc'])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "បន្ទាប់ពីធ្វើការ compile ម៉ូដែលរួច យើងអាចធ្វើការបណ្ដុះបណ្ដាលជាក់ស្តែងដោយហៅមុខងារ `fit`។ ព័ត៌មានប៉ារ៉ាម៉ែត្រសំខាន់បំផុតមានដូចជា៖\n", + "* `x` និង `y` កំណត់ទិន្នន័យសម្រាប់បណ្ដុះបណ្ដាល ដែលជាលក្ខណៈ (features) និង ស្លាក (labels) រៀងៗគ្នា\n", + "* បើយើងចង់អោយមានការត្រួតពិនិត្យ (validation) ក្នុងរាល់ epoch យើងអាចកំណត់ប៉ារ៉ាម៉ែត្រ `validation_data` ដែលជាក្រុមទិន្នន័យ (tuple) រួមមានលក្ខណៈ និង ស្លាក\n", + "* `epochs` កំណត់ចំនួន epoch\n", + "* បើយើងចង់ឲ្យការបណ្ដុះបណ្ដាលកើតឡើងជាក្រុមតូច (minibatches) យើងអាចកំណត់ប៉ារ៉ាម៉ែត្រ `batch_size`។ អ្នកក៏អាចបែងទិន្នន័យជាមុនដោយដៃ មុនពេលផ្ទុកចូលទៅ `x`/`y`/`validation_data` ដែលក្នុងករណីនោះអ្នកមិនចាំបាច់ប្រើ `batch_size` ទេ\n" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "70/70 [==============================] - 0s 4ms/step - loss: 0.3379 - acc: 0.9000 - val_loss: 0.3282 - val_acc: 0.9000\n", + "Epoch 2/10\n", + "70/70 [==============================] - 0s 2ms/step - loss: 0.3270 - acc: 0.9429 - val_loss: 0.3336 - val_acc: 0.9000\n", + "Epoch 3/10\n", + "70/70 [==============================] - 0s 2ms/step - loss: 0.3195 - acc: 0.9143 - val_loss: 0.3137 - val_acc: 0.9000\n", + "Epoch 4/10\n", + "70/70 [==============================] - 0s 2ms/step - loss: 0.3087 - acc: 0.9286 - val_loss: 0.2970 - val_acc: 0.9333\n", + "Epoch 5/10\n", + "70/70 [==============================] - 0s 3ms/step - loss: 0.3006 - acc: 0.9429 - val_loss: 0.3210 - val_acc: 0.9000\n", + "Epoch 6/10\n", + "70/70 [==============================] - 0s 3ms/step - loss: 0.3003 - acc: 0.9000 - val_loss: 0.2985 - val_acc: 0.9000\n", + "Epoch 7/10\n", + "70/70 [==============================] - 0s 3ms/step - loss: 0.2956 - acc: 0.9286 - val_loss: 0.3037 - val_acc: 0.9000\n", + "Epoch 8/10\n", + "70/70 [==============================] - 0s 3ms/step - loss: 0.2891 - acc: 0.9429 - val_loss: 0.3035 - val_acc: 0.9000\n", + "Epoch 9/10\n", + "70/70 [==============================] - 0s 3ms/step - loss: 0.2809 - acc: 0.9000 - val_loss: 0.2815 - val_acc: 0.9000\n", + "Epoch 10/10\n", + "70/70 [==============================] - 0s 3ms/step - loss: 0.2809 - acc: 0.9286 - val_loss: 0.2907 - val_acc: 0.9000\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.fit(x=train_x_norm,y=train_labels,validation_data=(test_x_norm,test_labels),epochs=10,batch_size=1)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "id": "s4_Atvn5K4K9" + }, + "source": [ + "អ្នកអាចសាកល្បងជាមួយប៉ារ៉ាម៉ែត្រការបណ្តុះបណ្តាលផ្សេងៗ ដើម្បីមើលថាវាស្រែកលើការបណ្តុះបណ្តាលយ៉ាងដូចម្ដេច:\n", + "* ការកំណត់ `batch_size` ឱ្យធំពេក (ឬមិនបានបញ្ជាក់ឡើយ) អាចនាំឱ្យការបណ្តុះបណ្តាលមានស្ថិរភាពតិចជាងមុន, ព្រោះក្នុងទិន្នន័យដែលមានវិមាត្រទាប ការប្រើ batch តូចៗ នឹងផ្តល់ទិសដៅនៃក្រាឌីយ៉ង់បានច្បាស់ជាងសម្រាប់ករណីនិមួយៗ\n", + "* `learning_rate` ខ្ពស់ពេក អាចបណ្តាលអោយមាន overfitting ឬលទ្ធផលមិនស្ថិរម្យ, ខណៈដែល learning rate ទាបពេក មានន័យថាត្រូវការពេល epochs ច្រើនជាងដើម្បីទទួលបានលទ្ធផល\n", + "\n", + "> ចំណាំ ថា អ្នកអាចហៅមុខងារ `fit` ជាច្រើនដងជាប់ៗគ្នា ដើម្បីបន្តបណ្តុះបណ្តាញ។ ប្រសិនបើអ្នកចង់ចាប់ផ្តើមបណ្តុះពីដើម - អ្នកត្រូវរត់ឡើងវិញ cell ដែលមានការកំណត់និយមន័យម៉ូឌែល។ \n", + "\n", + "ដើម្បីធានាថាការបណ្តុះបណ្តាលរបស់យើងបានដំណើរការ យើងចូរគូសបន្ទាត់ដែលបំបែកពីរថ្នាក់។ បន្ទាត់បំបែកត្រូវបានកំណត់ដោយសមីការ $W\\times x + b = 0.5$\n" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 283 + }, + "id": "PgRTHttLwHl9", + "outputId": "e4407e1b-edf5-48e5-fdc2-da28120a3c6b", + "trusted": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dmitryso\\AppData\\Local\\Temp/ipykernel_103052/2721537645.py:17: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_dataset(train_x,train_labels,model.layers[0].weights[0],model.layers[0].weights[1])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "id": "dvAiaj_JndyP" + }, + "source": [ + "## គូរក្រាហ្វនៃការបណ្តុះបណ្តាល\n", + "\n", + "`fit` មុខងារ​ត្រូវ​បង្វិល​ទៅ​វត្ថុ `history` ជាលទ្ធផល ដែលអាចប្រើសម្រាប់មើលការបាត់បង់ និងមាត្រដ្ឋាននៅលើរៀបចំ(epoch) នីមួយៗ។ ក្នុងឧទាហរណ៍ខាងក្រោម យើងនឹងចាប់ផ្តើមបណ្តុះបណ្តាលម្ដងទៀតដោយមានអត្រាសិក្សាតិច ហើយនឹងសង្កេតឃើញពីរបៀបដែលការបាត់បង់ និងភាពត្រឹមត្រូវប្រព្រឹត្តទៅ។\n", + "\n", + "> **ចំណាំ** យើងកំពុងប្រើវិធីសាស្ត្រសរសេរខុសគ្នាបន្តិចសម្រាប់កំណត់ម៉ូឌែល `Sequential`។ ជំនួសការបន្ថែមស្រទាប់មួយៗដោយប្រើ `add` យើងអាចកំណត់បញ្ជីស្រទាប់នៅពេលបង្កើតម៉ូឌែលពីដំបូង — នេះគឺជាវិធីសាស្ត្រសរសេរខ្លីជាង ហើយអ្នកប្រហែលជាចូលចិត្តប្រើវា។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "70/70 [==============================] - 1s 5ms/step - loss: 0.6600 - acc: 0.6143 - val_loss: 0.6351 - val_acc: 0.8000\n", + "Epoch 2/10\n", + "70/70 [==============================] - 0s 2ms/step - loss: 0.6384 - acc: 0.7143 - val_loss: 0.6187 - val_acc: 0.8333\n", + "Epoch 3/10\n", + "70/70 [==============================] - 0s 2ms/step - loss: 0.6188 - acc: 0.7571 - val_loss: 0.6001 - val_acc: 0.8667\n", + "Epoch 4/10\n", + "70/70 [==============================] - 0s 3ms/step - loss: 0.6022 - acc: 0.7714 - val_loss: 0.5837 - val_acc: 0.9000\n", + "Epoch 5/10\n", + "70/70 [==============================] - 0s 2ms/step - loss: 0.5860 - acc: 0.8571 - val_loss: 0.5673 - val_acc: 0.9000\n", + "Epoch 6/10\n", + "70/70 [==============================] - 0s 2ms/step - loss: 0.5702 - acc: 0.8571 - val_loss: 0.5597 - val_acc: 0.8667\n", + "Epoch 7/10\n", + "70/70 [==============================] - 0s 2ms/step - loss: 0.5568 - acc: 0.8286 - val_loss: 0.5458 - val_acc: 0.9000\n", + "Epoch 8/10\n", + "70/70 [==============================] - 0s 2ms/step - loss: 0.5430 - acc: 0.8714 - val_loss: 0.5325 - val_acc: 0.9000\n", + "Epoch 9/10\n", + "70/70 [==============================] - 0s 2ms/step - loss: 0.5308 - acc: 0.8714 - val_loss: 0.5234 - val_acc: 0.9000\n", + "Epoch 10/10\n", + "70/70 [==============================] - 0s 3ms/step - loss: 0.5175 - acc: 0.9143 - val_loss: 0.5170 - val_acc: 0.8667\n" + ] + } + ], + "source": [ + "model = keras.models.Sequential([\n", + " keras.layers.Dense(1,input_shape=(2,),activation='sigmoid')])\n", + "model.compile(optimizer=keras.optimizers.SGD(learning_rate=0.05),loss='binary_crossentropy',metrics=['acc'])\n", + "hist = model.fit(x=train_x_norm,y=train_labels,validation_data=(test_x_norm,test_labels),epochs=10,batch_size=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(hist.history['acc'])\n", + "plt.plot(hist.history['val_acc'])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ការបែងចែកច្រើនថ្នាក់\n", + "\n", + "If you need to solve a problem of multi-class classification, your network would have more that one output - corresponding to the number of classes $C$. Each output will contain the probability of a given class.\n", + "\n", + "> សូមចំណាំថា អ្នកអាចក៏ប្រើបណ្តាញដែលមានចេញពីរ ដើម្បីអនុវត្តចាត់ថ្នាក់ពីរភេទ ក្នុងវិធីដូចគ្នា។ នេះជាអ្វីដែលយើងនឹងបង្ហាញឥឡូវនេះ។\n", + "\n", + "When you expect a network to output a set of probabilities $p_1,\\dots, p_C$, we need all of them to add up to 1. To ensure this, we use `softmax` as a final activation function on the last layer. **Softmax** takes a vector input, and makes sure that all components of that vector are transformed into probabilities.\n", + "\n", + "Also, since the output of the network is a $C$-dimensional vector, we need labels to have the same form. This can be achieved by using **one-hot encoding**, when the number of a class $i$ is converted to a vector of zeroes, with 1 at the $i$-th position.\n", + "\n", + "To compare the probability output of the neural network with expected one-hot-encoded label, we use **cross-entropy loss** function. It takes two probability distributions, and outputs a value of how different they are.\n", + "\n", + "So, to summarize what we need to do for multi-class classification with $C$ classes:\n", + "* បណ្ដាញគួរតែមាន $C$ នឺរ៉ុង ក្នុងស្រទាប់ចុងក្រោយ\n", + "* អនុគមន៍​សកម្មភាព​ចុងក្រោយ​គួរតែ​ជា **softmax**\n", + "* ការបាត់បង់គួរតែ​ជា **cross-entropy loss**\n", + "* ស្លាកគួរត្រូវបានបម្លែងទៅជា **one-hot encoding** (this can be done using `numpy`, or using Keras utils `to_categorical`)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "70/70 [==============================] - 1s 6ms/step - loss: 0.6524 - acc: 0.7000 - val_loss: 0.5936 - val_acc: 0.9000\n", + "Epoch 2/10\n", + "70/70 [==============================] - 0s 2ms/step - loss: 0.5715 - acc: 0.8286 - val_loss: 0.5255 - val_acc: 0.8333\n", + "Epoch 3/10\n", + "70/70 [==============================] - 0s 3ms/step - loss: 0.4820 - acc: 0.8714 - val_loss: 0.4213 - val_acc: 0.9000\n", + "Epoch 4/10\n", + "70/70 [==============================] - 0s 3ms/step - loss: 0.4426 - acc: 0.9000 - val_loss: 0.3694 - val_acc: 0.9333\n", + "Epoch 5/10\n", + "70/70 [==============================] - 0s 3ms/step - loss: 0.3602 - acc: 0.9000 - val_loss: 0.3454 - val_acc: 0.9000\n", + "Epoch 6/10\n", + "70/70 [==============================] - 0s 3ms/step - loss: 0.3209 - acc: 0.8857 - val_loss: 0.2862 - val_acc: 0.9333\n", + "Epoch 7/10\n", + "70/70 [==============================] - 0s 3ms/step - loss: 0.2905 - acc: 0.9286 - val_loss: 0.2787 - val_acc: 0.9000\n", + "Epoch 8/10\n", + "70/70 [==============================] - 0s 3ms/step - loss: 0.2698 - acc: 0.9000 - val_loss: 0.2381 - val_acc: 0.9333\n", + "Epoch 9/10\n", + "70/70 [==============================] - 0s 3ms/step - loss: 0.2639 - acc: 0.8857 - val_loss: 0.2217 - val_acc: 0.9667\n", + "Epoch 10/10\n", + "70/70 [==============================] - 0s 2ms/step - loss: 0.2592 - acc: 0.9286 - val_loss: 0.2391 - val_acc: 0.9000\n" + ] + } + ], + "source": [ + "model = keras.models.Sequential([\n", + " keras.layers.Dense(5,input_shape=(2,),activation='relu'),\n", + " keras.layers.Dense(2,activation='softmax')\n", + "])\n", + "model.compile(keras.optimizers.Adam(0.01),'categorical_crossentropy',['acc'])\n", + "\n", + "# Two ways to convert to one-hot encoding\n", + "train_labels_onehot = keras.utils.to_categorical(train_labels)\n", + "test_labels_onehot = np.eye(2)[test_labels]\n", + "\n", + "hist = model.fit(x=train_x_norm,y=train_labels_onehot,\n", + " validation_data=[test_x_norm,test_labels_onehot],batch_size=1,epochs=10)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ការបាត់បង់ប្រភេទរាយ (Sparse Categorical Cross-Entropy)\n", + "\n", + "ជាញឹកញាប់ ស្លាកនៅក្នុងការបែងចែកច្រើនថ្នាក់ ត្រូវបានតំណាងដោយលេខថ្នាក់។ Keras ក៏គាំទ្រការបាត់បង់ប្រភេទមួយទៀតដែលហៅថា **sparse categorical crossentropy** ដែលរំពឹងថាលេខថ្នាក់ជា​ចំនួនគត់ (integers) មិនមែនជា​វិចទ័រ one-hot ទេ។ ការប្រើប្រភេទបាត់បង់នេះ យើងអាចសម្រួលកូដបណ្តុះបណ្តាលរបស់យើង:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "70/70 [==============================] - 1s 6ms/step - loss: 0.2353 - acc: 0.9143 - val_loss: 0.2190 - val_acc: 0.9000\n", + "Epoch 2/10\n", + "70/70 [==============================] - 0s 3ms/step - loss: 0.2243 - acc: 0.9286 - val_loss: 0.1886 - val_acc: 0.9333\n", + "Epoch 3/10\n", + "70/70 [==============================] - 0s 2ms/step - loss: 0.2366 - acc: 0.9143 - val_loss: 0.2262 - val_acc: 0.9000\n", + "Epoch 4/10\n", + "70/70 [==============================] - 0s 2ms/step - loss: 0.2259 - acc: 0.9429 - val_loss: 0.2124 - val_acc: 0.9000\n", + "Epoch 5/10\n", + "70/70 [==============================] - 0s 2ms/step - loss: 0.2061 - acc: 0.9429 - val_loss: 0.2691 - val_acc: 0.9000\n", + "Epoch 6/10\n", + "70/70 [==============================] - 0s 2ms/step - loss: 0.2200 - acc: 0.9286 - val_loss: 0.2344 - val_acc: 0.9000\n", + "Epoch 7/10\n", + "70/70 [==============================] - 0s 3ms/step - loss: 0.2133 - acc: 0.9286 - val_loss: 0.1973 - val_acc: 0.9000\n", + "Epoch 8/10\n", + "70/70 [==============================] - 0s 3ms/step - loss: 0.2062 - acc: 0.9429 - val_loss: 0.1893 - val_acc: 0.9000\n", + "Epoch 9/10\n", + "70/70 [==============================] - 0s 3ms/step - loss: 0.2060 - acc: 0.9571 - val_loss: 0.2719 - val_acc: 0.9000\n", + "Epoch 10/10\n", + "70/70 [==============================] - 0s 3ms/step - loss: 0.2021 - acc: 0.9571 - val_loss: 0.2293 - val_acc: 0.9000\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.compile(keras.optimizers.Adam(0.01),'sparse_categorical_crossentropy',['acc'])\n", + "model.fit(x=train_x_norm,y=train_labels,validation_data=[test_x_norm,test_labels],batch_size=1,epochs=10)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ការចាត់​ថ្នាក់​ពហុ​ស្លាក\n", + "\n", + "ខ្លះពេលមានករណីដែលវត្ថុរបស់យើងអាចជាសមាជិករបស់ថ្នាក់ពីរនៅពេលតែមួយ។ ជាឧទាហរណ៍ សន្មតថាយើងចង់អភិវឌ្ឍម៉ូឌែលចាត់ថ្នាក់សម្រាប់ឆ្មា និងឆ្កែក្នុងរូបភាព ប៉ុន្តាយើងក៏ចង់អនុញ្ញាតករណីដែលមានទាំងឆ្មា និងឆ្កែផ្តល់រួមនៅក្នុងរូបភាពផងដែរ។\n", + "\n", + "ជាមួយការចាត់ថ្នាក់ពហុស្លាក មិនប្រើវិទ័រ one-hot encoded vector តែប៉ុណ្ណោះទេ យើងនឹងមានវិទ័រមួយដែលមាន 1 នៅទីតាំងដែលសមនឹងថ្នាក់ទាំងអស់ដែលពាក់ព័ន្ធនឹងគំរូបញ្ចូល។ ដូច្នេះ ផលចេញនៃបណ្តាញមិនគួរតែមានប្រហែលដែលបានធម្មតាសម្រាប់ថ្នាក់ទាំងអស់ទេ ប៉ុន្តែគួរតែព្យាករណ៍សម្រាប់មួយថ្នាក់ដោយឡែក — ដែលសមនឹងការប្រើ **sigmoid** activation function។ Cross-entropy loss នៅតែអាចប្រើជា loss function បាន។\n", + "\n", + "> **សម្គាល់** ថានេះស្រដៀងទៅនឹងការប្រើ **បណ្តាញ​ញឺរ៉ាល់​ខុសគ្នា** ដើម្បីធ្វើការចាត់ថ្នាក់ប៊ីណារីសម្រាប់ថ្នាក់ជាក់លាក់និមួយៗ - គ្រាន់តែផ្នែកដំបូងនៃបណ្តាញ (up to final classification layer) ត្រូវបានចែករំលែកសម្រាប់ថ្នាក់ទាំងអស់។\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "id": "BmHNhUU8bqEX" + }, + "source": [ + "## សេចក្តីសង្ខេបអំពីអនុគមន៍បាត់បង់សម្រាប់ការបែងចែក\n", + "\n", + "យើងបានឃើញថា ការបែងចែកប្រភេទ **binary**, **multi-class** និង **multi-label** មានភាពខុសគ្នាតាមប្រភេទនៃអនុគមន៍បាត់បង់ និងអនុគមន៍សកម្មនៅលើស្រទាប់ចុងក្រោយនៃបណ្តាញ។ វាអាចធ្វើឲ្យភាន់ច្រឡំបន្តិច ប្រសិនបើអ្នកទើបចាប់ផ្តើមរៀន ប៉ុន្តែនេះជាកន្សោមច្បាស់ៗខ្លះដែលគួរឲ្យចងចាំ៖\n", + "* បើបណ្តាញមានចេញតែមួយ (**binary classification**), យើងប្រើអនុគមន៍សកម្ម **sigmoid**, សម្រាប់ **multiclass classification** - **softmax**\n", + "* បើថ្នាក់ចេញត្រូវបានបង្ហាញជា one-hot-encoding, អនុគមន៍បាត់បង់នឹងជា **cross entropy loss** (categorical cross-entropy), បើចេញមានជាលេខថ្នាក់ - **sparse categorical cross-entropy**. សម្រាប់ **binary classification** - ប្រើ **binary cross-entropy** (ដូចគ្នានឹង **log loss**)\n", + "* **Multi-label classification** គឺពេលដែលយើងអាចមានវត្ថុខុសគ្នាផ្សេងគ្នា ដែលទៅជាថ្នាក់ច្រើនក្នុងពេលតែមួយ។ ក្នុងករណីនេះ យើងត្រូវ encode ស្លាកដោយប្រើ one-hot encoding, ហើយប្រើ **sigmoid** ជាអនុគមន៍សកម្ម, ដូច្នេះប្រូបាប៊ីលីទីនៃថ្នាក់នីមួយៗនៅចន្លោះ 0 និង 1។\n", + "\n", + "| Classification | Label Format | Activation Function | Loss |\n", + "|---------------|-----------------------|-----------------|----------|\n", + "| ចំណាត់ថ្នាក់ពីរ (Binary) | ប្រាកដភាពនៃថ្នាក់ទី១ | sigmoid | binary crossentropy |\n", + "| ចំណាត់ថ្នាក់ពីរ (Binary) | ការកូដជា one-hot (លទ្ធផល 2 ចេញ) | softmax | categorical crossentropy |\n", + "| ចំណាត់ថ្នាក់ច្រើន (Multiclass) | ការកូដជា one-hot | softmax | categorical crossentropy |\n", + "| ចំណាត់ថ្នាក់ច្រើន (Multiclass) | លេខថ្នាក់ | softmax | sparse categorical crossentropy |\n", + "| ចំណាត់ថ្នាក់ច្រើនស្លាក (Multilabel) | ការកូដជា one-hot | sigmoid | categorical crossentropy |\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "id": "gZ-kWx84bMDH" + }, + "source": [ + "**ភារកិច្ច**: \n", + "ប្រើ Keras ដើម្បីបណ្តុះម៉ូឌែលចាត់ថ្នាក់សម្រាប់លេខសរសេដៃ MNIST:\n", + "* ចំណាំថា Keras មាននូវសំណុំទិន្នន័យស្តង់ដារខ្លះៗ រួមទាំង MNIST។ ដើម្បីប្រើ MNIST ពី Keras អ្នកត្រូវការតែបន្ទាត់កូដពីរបីប៉ុណ្ណោះ (ព័ត៌មានបន្ថែម [នៅទីនេះ](https://www.tensorflow.org/api_docs/python/tf/keras/datasets/mnist))\n", + "* សាកល្បងកំណត់រចនាសម្ព័ន្ធបណ្តាញជាច្រើន ប្រើចំនួនស្រទាប់/នឺរ៉ូនផ្សេងៗ និងមុខងារសកម្មផ្សេងៗ។\n", + "\n", + "តើភាពត្រឹមត្រូវល្អបំផុត (accuracy) ដែលអ្នកអាចសម្រេចបានគឺប៉ុន្មាន?\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": { + "id": "yX6hqiafwHl9" + }, + "source": [ + "## ចំណុចសំខាន់\n", + "\n", + "* **Keras** ត្រូវបានផ្ដល់អនុសាសន៍យ៉ាងខ្លាំងសម្រាប់អ្នកចាប់ផ្តើម ព្រោះវាអនុញ្ញាតឲ្យបង្កើតបណ្ដាញពីស្រទាប់បានយ៉ាងងាយ ហើយបណ្តុះវាត្រឹមតែបន្ទាត់កូដពីរបី\n", + "* បើអ្នកត្រូវការរចនាសម្ព័ន្ធមិនស្តង់ដារ អ្នកនឹងត្រូវរៀនជ្រៅជាងនេះអំពី Tensorflow។ ឬ​អ្នកអាចសុំឲ្យនរណាម្នាក់អនុវត្តលទ្ធិភាពផ្ទាល់ខ្លួនជា Keras layer ហើយបន្ទាប់មកប្រើវា​នៅក្នុង Keras models\n", + "* គឺជាគំនិតល្អក្នុងការមើល PyTorch ផងដែរ ហើយប្រៀបធៀបវិធីសាស្ត្រ។\n", + "\n", + "សៀវភៅកំណត់ត្រា ឧទាហរណ៍ល្អមួយពីអ្នកបង្កើត Keras ស្តីអំពី Keras និង Tensorflow 2.0 អាចរកបាន [នៅទីនេះ](https://t.co/k694J95PI8).\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n\n\n**សេចក្ដីបដិសេធ**:\nឯកសារ​នេះ​ត្រូវ​បាន​បកប្រែ​ដោយ​ប្រើ​សេវាបកប្រែ​ដោយបញ្ញាសិប្បនិម្មិត (AI) [Co-op Translator](https://github.com/Azure/co-op-translator)។ ទោះយើងខិតខំឲ្យបានត្រឹមត្រូវក៏ដោយ សូមយកចិត្តទុកដាក់ថាការបកប្រែដោយស្វ័យប្រវត្តិអាចមានកំហុស ឬមិនត្រឹមត្រូវ។ ឯកសារដើមនៅក្នុងភាសាដើមគួរត្រូវបានចាត់ទុកថាជាប្រភពដែលអាចទុកចិត្តបាន។ សម្រាប់ព័ត៌មានសំខាន់ៗ យើងសូមណែនាំឱ្យប្រើការបកប្រែដោយមនុស្សដែលមានវិជ្ជាជីវៈ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំ ឬការបកប្រែខុសដែលកើតឡើងពីការប្រើប្រាស់ការបកប្រែនេះទេ។\n\n" + ] + } + ], + "metadata": { + "celltoolbar": "Slideshow", + "colab": { + "collapsed_sections": [], + "name": "IntroKerasTF.ipynb", + "provenance": [] + }, + "interpreter": { + "hash": "0cb620c6d4b9f7a635928804c26cf22403d89d98d79684e4529119355ee6d5a5" + }, + "kernelspec": { + "display_name": "Python 3.8.12 64-bit (conda)", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.12" + }, + "livereveal": { + "start_slideshow_at": "selected" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/translations/km/lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb b/translations/km/lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb new file mode 100644 index 00000000..e30b2b57 --- /dev/null +++ b/translations/km/lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb @@ -0,0 +1,1449 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "En2vX4FuwHlu" + }, + "source": [ + "## ការណែនាំអំពី Tensorflow និង Keras\n", + "\n", + "> សៀវភៅកំណត់ត្រានេះជាផ្នែកមួយនៃ [កម្មវិធីសិក្សា AI សម្រាប់អ្នកចាប់ផ្ដើម](http://github.com/microsoft/ai-for-beginners). ចូលទៅកាន់ repository ដើម្បីទទួលបានសម្ភារៈសិក្សាពេញលេញ។\n", + "\n", + "### ស៊ុមសម្រាប់បណ្តាញសរសៃប្រសាទ\n", + "\n", + "យើងបានរៀនថា ដើម្បីបណ្តុះបណ្តាលបណ្តាញសរសៃប្រសាទ អ្នកត្រូវការ:\n", + "* គុណម៉ាទ្រីស (tensors) យ៉ាងរហ័ស\n", + "* គណនាអត្រាផ្លាស់ប្តូរ (gradients) ដើម្បីអនុវត្តអុបទីម៉ាយសិន gradient descent\n", + "\n", + "អ្វីដែលស៊ុមសម្រាប់បណ្តាញសរសៃប្រសាទអនុញ្ញាតឲ្យអ្នកធ្វើបាន:\n", + "* ដំណើរការជាមួយទង់ស័រ (tensors) លើឧបករណ៍គណនាណាមួយដែលមាន ដូចជា CPU ឬ GPU រឺក៏ TPU\n", + "* គណនា gradients ដោយស្វ័យប្រវត្តិ (វាត្រូវបានកូដឡើងយ៉ាងច្បាស់សម្រាប់មុខងារ tensor ទាំងអស់​ដែលមានមកជាស្រាប់)\n", + "\n", + "ជាជម្រើសបន្ថែម:\n", + "* កម្មវិធីកសាងបណ្តាញសរសៃប្រសាទ / API កម្រិតខ្ពស់ (ពិពណ៌នាបណ្តាញជា លំដាប់ស្រទាប់)\n", + "* មុខងារបណ្តុះបណ្តាលសាមញ្ញ (`fit`, ដូចក្នុង Scikit Learn)\n", + "* មានអាល់ហ្គូរិធមអុបទីម៉ាយសិនជាច្រើន លើសពី gradient descent\n", + "* អាបស្ត្រាក់ស្យុងសម្រាប់គ្រប់គ្រងទិន្នន័យ (ដែលយ៉ាងល្អគួរតែដំណើរការលើ GPU ផងដែរ)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8cACQoFMwHl3" + }, + "source": [ + "### ស៊ុមដែលពេញនិយមបំផុត\n", + "\n", + "* Tensorflow 1.x - ស៊ុមដែលមានចូលប្រើយ៉ាងទូលំទូលាយជាលើកដំបូង (Google). អាចកំណត់ក្រាហ្វវិស្វកម្មថេរ, បញ្ចូនវាទៅ GPU, និងវាយតម្លៃវាដោយច្បាស់\n", + "* PyTorch - ស៊ុមមួយពី Facebook ដែលកំពុងកាន់តែពេញនិយម\n", + "* Keras - API កម្រិតខ្ពស់លើ Tensorflow/PyTorch សម្រាប់បញ្ចូលគ្នា និងសម្រួលការប្រើបណ្ដាញប្រសាទ (Francois Chollet)\n", + "* Tensorflow 2.x + Keras - កំណែថ្មីនៃ Tensorflow ដែលរួមបញ្ចូលមុខងារ Keras, ដែលគាំទ្រ **ក្រាហ្វវិស្វកម្មឌីណាមិច**, អនុញ្ញាតឲ្យធ្វើប្រតិបត្តិការលើ tensor ដែលស្រដៀងយ៉ាងខ្លាំងនឹង numpy (និង PyTorch)\n", + "\n", + "យើងនឹងពិចារណា Tensorflow 2.x និង Keras។ សូមធ្វើឲ្យប្រាកដថាអ្នកបានដំឡើងកំណែ 2.x.x នៃ Tensorflow:\n", + "```\n", + "pip install tensorflow\n", + "```\n", + "ឬ\n", + "```\n", + "conda install tensorflow\n", + "```\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "xwqVx9-bwHl3", + "outputId": "2aa591b4-b647-441f-9c8e-4e0da2d517a0", + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2.7.0\n" + ] + } + ], + "source": [ + "import tensorflow as tf\n", + "import numpy as np\n", + "print(tf.__version__)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6tp2xGV7wHl4" + }, + "source": [ + "## គំនិតមូលដ្ឋាន: តង់ស័រ\n", + "\n", + "**តង់ស័រ** គឺជា​អារេ​មានវិមាត្រច្រើន។ វាសមរម្យយ៉ាងខ្លាំងក្នុងការប្រើតង់ស័រដើម្បីតំណាងឱ្យប្រភេទទិន្នន័យផ្សេងៗ៖\n", + "* 400x400 - រូបភាពខ្មៅ-ស\n", + "* 400x400x3 - រូបភាពពណ៌ \n", + "* 16x400x400x3 - កញ្ចប់តូច (minibatch) នៃរូបភាពពណ៌ 16\n", + "* 25x400x400x3 - មួយវិនាទីនៃវីដេអូ 25-fps\n", + "* 8x25x400x400x3 - កញ្ចប់តូចនៃវីដេអូ 8 ដែលមានរយៈពេល 1 វិនាទី\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qG2bsaR7wHl4" + }, + "source": [ + "### តង់ស័រសាមញ្ញ\n", + "\n", + "អ្នកអាចងាយស្រួលបង្កើតតង់ស័រសាមញ្ញពីបញ្ជីនៃ np-arrays ឬ បង្កើតតង់ស័រចៃដន្យ:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ybpnk08HwHl4", + "outputId": "fad9ed4a-df82-44a0-84ea-324bc71ea46f", + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor(\n", + "[[1 2]\n", + " [3 4]], shape=(2, 2), dtype=int32)\n", + "tf.Tensor(\n", + "[[-0.33552304 -1.8252622 -1.8532339 ]\n", + " [ 1.0871267 -1.2779568 0.5240014 ]\n", + " [-0.12793781 -1.8618349 -0.9020286 ]\n", + " [ 0.5948797 0.11144501 -2.0396452 ]\n", + " [ 0.47620854 1.1726047 -0.4405675 ]\n", + " [-0.27211484 -0.08985762 -0.03376012]\n", + " [ 0.64274263 0.53368104 -0.9006528 ]\n", + " [-0.43745974 -1.0081122 -0.13442488]\n", + " [ 0.36497566 1.3221073 -1.8739727 ]\n", + " [ 0.94821155 -0.02817811 1.3563292 ]], shape=(10, 3), dtype=float32)\n" + ] + } + ], + "source": [ + "a = tf.constant([[1,2],[3,4]])\n", + "print(a)\n", + "a = tf.random.normal(shape=(10,3))\n", + "print(a)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "AXFMsV3r09Ux" + }, + "source": [ + "អ្នកអាចប្រើប្រតិបត្តិការគណិតលើទង់ស័រ ដែលអនុវត្តទៅលើធាតុរាល់មួយ ដូចជា​ក្នុង numpy។ ទង់ស័រត្រូវបានពង្រីកដោយស្វ័យប្រវត្តិទៅវិមាណដែលទាមទារ ប្រសិនបើចាំបាច់។ ដើម្បីយក numpy-array ចេញពីទង់ស័រ សូមប្រើ `.numpy()`:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "e5Nu5Xgj1DnQ", + "outputId": "0dfc8758-4ffd-4968-c7bf-6ba8d435df2e" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor(\n", + "[[ 0. 0. 0. ]\n", + " [ 1.4226497 0.54730535 2.3772354 ]\n", + " [ 0.20758523 -0.03657269 0.9512053 ]\n", + " [ 0.93040276 1.9367073 -0.18641126]\n", + " [ 0.8117316 2.9978669 1.4126664 ]\n", + " [ 0.0634082 1.7354046 1.8194739 ]\n", + " [ 0.97826564 2.3589432 0.9525811 ]\n", + " [-0.1019367 0.81715 1.718809 ]\n", + " [ 0.7004987 3.1473694 -0.02073872]\n", + " [ 1.2837346 1.7970841 3.2095633 ]], shape=(10, 3), dtype=float32)\n", + "[0.71496403 0.16117539 0.15672949]\n" + ] + } + ], + "source": [ + "print(a-a[0])\n", + "print(tf.exp(a)[0].numpy())" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "uQ5zN6cVyrG7" + }, + "source": [ + "## អថេរ\n", + "\n", + "អថេរមានប្រយោជន៍សម្រាប់តំណាងឱ្យតម្លៃ tensor ដែលអាចផ្លាស់ប្តូរបានដោយប្រើ `assign` និង `assign_add`។ វាញឹកញាប់ត្រូវបានប្រើដើម្បីតំណាងឱ្យទម្ងន់របស់បណ្ដាញប្រសាទ។\n", + "\n", + "ជាឧទាហរណ៍ នេះជាវិធីមិនសូវល្អមួយ ដើម្បីទទួលបានផលបូកនៃជួរទាំងអស់នៃ tensor `a`:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7pu0UZ-_yqfB", + "outputId": "6708c83e-02e6-4442-8757-45918eb1fbc2" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "s = tf.Variable(tf.zeros_like(a[0]))\n", + "for i in a:\n", + " s.assign_add(i)\n", + "\n", + "print(s)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rIh1EHcezlNo" + }, + "source": [ + "Much better way to do it:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "aQIdWZ1kzn6P", + "outputId": "1c123d9a-ecd2-4f2e-828e-5ade85ac8f63" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tf.reduce_sum(a,axis=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "U-auwezDwHl6" + }, + "source": [ + "## ការគណនាអាំងក្រេឌីង\n", + "\n", + "សម្រាប់ការបន្ថែមក្រោយ, អ្នកត្រូវការគណនាអាំងក្រេឌីង។ វាត្រូវបានអនុវត្តដោយប្រើ idiom `tf.GradientTape()`៖\n", + " * បន្ថែមប្លុក `with tf.GradientTape` នៅជុំវិញការគណនា\n", + " * សម្គាល់នូវ tensor ដែលយើងត្រូវគណនាអាំងក្រេឌីងដោយហៅ `tape.watch` (អថេរ​ទាំងអស់ត្រូវបានតាមដានដោយស្វ័យប្រវត្តិ)\n", + " * គណនាអ្វីក៏បានដែលយើងត្រូវការ (សង់ក្រាហ្វិចកំឡុងកូដ)\n", + " * ទទួលយកអាំងក្រេឌីងដោយប្រើ `tape.gradient`\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "m8vFOXr7wHl6", + "outputId": "860ac72e-50c7-4ff2-f258-747f27194f90", + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tf.Tensor(\n", + "[[ 0.40935674 -0.3495818 ]\n", + " [ 0.94165146 -0.33209163]], shape=(2, 2), dtype=float32)\n" + ] + } + ], + "source": [ + "a = tf.random.normal(shape=(2, 2))\n", + "b = tf.random.normal(shape=(2, 2))\n", + "\n", + "with tf.GradientTape() as tape:\n", + " tape.watch(a) # Start recording the history of operations applied to `a`\n", + " c = tf.sqrt(tf.square(a) + tf.square(b)) # Do some math using `a`\n", + " # What's the gradient of `c` with respect to `a`?\n", + " dc_da = tape.gradient(c, a)\n", + " print(dc_da)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8sfjBMBu59B5" + }, + "source": [ + "## ឧទាហរណ៍ ១៖ សមីការជង្ហាញស្របបន្ទាត់\n", + "\n", + "ឥឡូវនេះយើងបានដឹងគ្រប់គ្រាន់ដើម្បីដោះស្រាយបញ្ហាបុរាណនៃ **សមីការជង្ហាញស្របបន្ទាត់**។ យើងមកបង្កើតឧទាហរណ៍ទិន្នន័យសិក្សាតូចមួយ៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "id": "j723455WwHl7", + "trusted": true + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "from sklearn.datasets import make_classification, make_regression\n", + "from sklearn.model_selection import train_test_split\n", + "import random" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "WJNK_J6v6I-Z", + "outputId": "eb4a66a6-6b9a-4c8a-bc24-d81eeb2d3f27" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "np.random.seed(13) # pick the seed for reproducability - change it to explore the effects of random variations\n", + "\n", + "train_x = np.linspace(0, 3, 120)\n", + "train_labels = 2 * train_x + 0.9 + np.random.randn(*train_x.shape) * 0.5\n", + "\n", + "plt.scatter(train_x,train_labels)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Ng4rZmGc6oxk" + }, + "source": [ + "ការព្រោលការស្រោចដោយប្រើបន្ទាត់ស្រប $f_{W,b}(x) = Wx+b$ ដែល $W, b$ គឺជាប៉ារ៉ាម៉ែត្រម៉ូដែលដែលយើងត្រូវរក។ កំហុសលើសំណុំទិន្នន័យរបស់យើង $\\{x_i,y_u\\}_{i=1}^N$ (ហៅថា **មុខងារបាត់បង់**) អាចត្រូវបានកំណត់ជាកំហុសមធ្យមឯកសារ:\n", + "$$\n", + "\\mathcal{L}(W,b) = {1\\over N}\\sum_{i=1}^N (f_{W,b}(x_i)-y_i)^2\n", + "$$\n", + "\n", + "ឲ្យយើងកំណត់ម៉ូដែល និងមុខងារបាត់បង់របស់យើង៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "id": "QxhI4GlB6aiH" + }, + "outputs": [], + "source": [ + "input_dim = 1\n", + "output_dim = 1\n", + "learning_rate = 0.1\n", + "\n", + "# This is our weight matrix\n", + "w = tf.Variable([[100.0]])\n", + "# This is our bias vector\n", + "b = tf.Variable(tf.zeros(shape=(output_dim,)))\n", + "\n", + "def f(x):\n", + " return tf.matmul(x,w) + b\n", + "\n", + "def compute_loss(labels, predictions):\n", + " return tf.reduce_mean(tf.square(labels - predictions))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "JUxwj3367gD2" + }, + "source": [ + "យើងនឹងបណ្តុះម៉ូដែលលើជួរនៃមីនីបាច់។ យើងនឹងប្រើការបញ្ឈប់ចុះ (gradient descent) ដើម្បីកែសម្រួលប៉ារ៉ាម៉ែត្រម៉ូដែលដោយប្រើរូបមន្តដូចខាងក្រោម៖\n", + "$$\n", + "\\begin{array}{l}\n", + "W^{(n+1)}=W^{(n)}-\\eta\\frac{\\partial\\mathcal{L}}{\\partial W} \\\\\n", + "b^{(n+1)}=b^{(n)}-\\eta\\frac{\\partial\\mathcal{L}}{\\partial b} \\\\\n", + "\\end{array}\n", + "$$\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "id": "-991PErM7fJU" + }, + "outputs": [], + "source": [ + "def train_on_batch(x, y):\n", + " with tf.GradientTape() as tape:\n", + " predictions = f(x)\n", + " loss = compute_loss(y, predictions)\n", + " # Note that `tape.gradient` works with a list as well (w, b).\n", + " dloss_dw, dloss_db = tape.gradient(loss, [w, b])\n", + " w.assign_sub(learning_rate * dloss_dw)\n", + " b.assign_sub(learning_rate * dloss_db)\n", + " return loss" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "idr2VEWb9rr0" + }, + "source": [ + "ចាប់ផ្ដើមហ្វឹកហាត់។ យើងនឹងធ្វើការរត់ជាច្រើនដងតាមតម្រងទិន្នន័យ (ហៅថា **epochs**) បំបែកវាទៅជាមិនីឡុងបត់ ហើយហៅមុខងារដែលបានកំណត់ខាងលើ៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "id": "nOuu0qpx-wAp" + }, + "outputs": [], + "source": [ + "# Shuffle the data.\n", + "indices = np.random.permutation(len(train_x))\n", + "features = tf.constant(train_x[indices],dtype=tf.float32)\n", + "labels = tf.constant(train_labels[indices],dtype=tf.float32)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3zdIf6c_85Ht", + "outputId": "43b04684-8b90-4c65-d5ff-20ebac61c73c" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 0: last batch loss = 94.5247\n", + "Epoch 1: last batch loss = 9.3428\n", + "Epoch 2: last batch loss = 1.4166\n", + "Epoch 3: last batch loss = 0.5224\n", + "Epoch 4: last batch loss = 0.3807\n", + "Epoch 5: last batch loss = 0.3495\n", + "Epoch 6: last batch loss = 0.3413\n", + "Epoch 7: last batch loss = 0.3390\n", + "Epoch 8: last batch loss = 0.3384\n", + "Epoch 9: last batch loss = 0.3382\n" + ] + } + ], + "source": [ + "batch_size = 4\n", + "for epoch in range(10):\n", + " for i in range(0,len(features),batch_size):\n", + " loss = train_on_batch(tf.reshape(features[i:i+batch_size],(-1,1)),tf.reshape(labels[i:i+batch_size],(-1,1)))\n", + " print('Epoch %d: last batch loss = %.4f' % (epoch, float(loss)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ឥឡូវនេះ យើងបានទទួលប៉ារ៉ាម៉ែត្រ​ដែលបានបង្កើតឡើង $W$ និង $b$។ សូមចូរយកចិត្តទុកដាក់ថា តម្លៃរបស់ពួកវាស្រដៀងគ្នាជាមួយតម្លៃដើមដែលបានប្រើនៅពេលបង្កើតដាតាសេត ($W=2, b=1$)។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "US6q0nCBD-LL", + "outputId": "65a79620-a3eb-445b-aafb-60a60575ab0e" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(,\n", + " )" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "w,b" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "_e6xRMZFDnyI", + "outputId": "d202b7fe-4383-4d82-b98e-a20f3180093e" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWoAAAD4CAYAAADFAawfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAAsTAAALEwEAmpwYAAArG0lEQVR4nO3deXhU1f3H8fdJiBBBCSKLBBGUxQUEBK02rmhdQePSuvxcaq1YxSouSLQu4BpFpXWpihbBrW5IQEGpNoqIoobFFVFBUYMKFMMaIAnn98fNxGEyy53Mncm94fN6njwNmTt3zvU+/d4z53zP9xhrLSIi4l9Zjd0AERGJT4FaRMTnFKhFRHxOgVpExOcUqEVEfK5ZOk668847265du6bj1CIiTdLcuXNXWmvbRXstLYG6a9eulJWVpePUIiJNkjFmaazXNPQhIuJzCtQiIj6nQC0i4nMK1CIiPqdALSLic2nJ+hAR2ZaUzC9nzIxFLKuopFNeLiOO6UVh/3zPzq9ALSKSgpL55Vz70idUVtUAUF5RybUvfQLgWbDW0IeISArGzFhUF6RDKqtqGDNjkWefoUAtIpKCZRWVSf29IRSoRURS0CkvN6m/N4QCtYgIzlhzQXEp3YqmUVBcSsn8clfvG3FML3Jzsrf6W25ONiOO6eVZ2zSZKCLbvFQmBEOvK+tDRCSN4k0Iugm4hf3zPQ3MkTT0ISLbvExMCKYiYaA2xvQyxiwI+1ljjBmegbaJiGREJiYEU5EwUFtrF1lr+1lr+wEDgA3A5HQ3TEQkUzIxIZiKZMeojwQWW2tjFrgWEQmaZCYEw5eLt87NwRio2FCVlknEEGOtdX+wMeOBedbaB6K8NhQYCtClS5cBS5cqlotI0xKZHRIpNyebO07p06BgbYyZa60dGO0115OJxpjtgBOBF6K9bq0dZ60daK0d2K5d1G2/RER8L14+dbTskHBeLx0PSWbo4zic3vTPnrdCRMQHEuVTu8kCSUemSDLpeWcC//a8BSIiPpGowJKbLJB0ZIq4CtTGmO2B3wEved4CERGfSJRPHS07JFy6MkVcDX1YazcAbT3/dBERH+mUl0t5lGAd6iVHZodkKutDS8hFRGqNOKZXvayOyF5yupeLR6NALSJSKxMFlhpCgVpEJExj9JgTUVEmEREvzJsHjzySllMrUIuIpOLrr+GMM2DAABg9GjZs8PwjFKhFRBrip59g2DDYay94+WW4/npYuBC2397zj9IYtYhsE8KLKaU0SbhmDYwZA2PHwqZNcOGFcOON0LGj942upUAtIk1CvEDc0K22Qucsr6gkt6aaM+dN46/vP0+b9avh9NPh1luhe/e0X5sCtYgkxbOeqcdtihWIAa56/iNqIiqFJtpqK3TOTZs2c/LnM7lq1lN0XrOcWbv14+9n/Ilzhp1CYffMXHdSZU7dGjhwoC0rK/P8vCLSuKKV+UyltKdXCopLo64ozMvNYVP1lrgV7/LzcqM+dAru+C89583impkT2WvFt3zcsTt3HvZHZnftV/e+2UWDPLuGeGVO1aMWEddS3QQ2XWLV6KiorIr7PgN1AX6r4ZBN33PvQ8P5zfef8k2bXbj0xGuYtufBWPNr/kUm91NUoBYR1/y6CWysGh3xGCByPKHTj9/S5uxb4fPZdG/VhuuPvoRn9z2a6uz6oTKT+ykqUIuIa7ECYuvcHAqKSxtt3DpWjY4WOVn8sqF+rzrbmK3GrDuuWcnw2c/w+0/eYENOc7jlFt494g9Mem0J1VGGTTK9n6LyqEXEtWhlPnOyDOs3V1NeUYnl1yGE8J1RvBa5CwvAHaf0IT8vF4MzfnzHKX24acg+UTetvecPfcnPy6V15VqK3hzPW48O5eTPSnl8wBBOv+ZpuP56hhT0rDsnOMGdsHNn8kGkHrWIuBataNGGzdX1eq3pHLeOleFxxyl9Yk7u1ctS6dWGHhPeoPO4+9lh43om9z6Cew8+m1U778Idp/TZ6nobO6MFlPUhIinqVjSt3lgvOGPA3xSf4PnnxcrwcJWFUV0Njz8Oo0bBsmX8dMhRjNjvdN5psUujpxoq60NE0iZRsX2vNWhC01qYPBmuuw4WLYKDDoJnn6XjIYfwZFpa6S2NUYtISqKNW6dzsi3WAyDmg+Gtt5zAfOqpkJ0NJSUwezYcckha2pcOCtQikpLC/vlRJ/LSNYTg+sHw0Udw3HFwxBFQXg7jx8PHH8NJJ0HtxGBQaOhDRFKWyUm3hLuwfPMN3HADPPMM5OU5BZSGDYPczOU9e81VoDbG5AGPAb1xcsT/ZK19L43tEhGJKeqDYflyp0jSww9Ds2YwcqTzk5fXKG30ktse9T+A16y1pxljtgO8L7gqIpJA1IJQ3XeEe++Fu++Gykq44AK46Sbo1Kmxm+uZhIHaGLMjcCjwRwBr7WZgc3qbJSKytcj86eX/W8On197KcR+8QPNf/udMFt52G/TK3IrBTHHTo94dWAE8bozpC8wFLrfWrg8/yBgzFBgK0KVLF6/bKSKNrLHLm4YKQhm7hSEL3+aqWU+xW8VPzN29HwNemw4HHJCxtmSam6yPZsB+wEPW2v7AeqAo8iBr7Thr7UBr7cB27dp53EwRaUyh3mwml4mHf3ZBcSnlv2zgsCVzeWXCcO57+W7Wb5fLub8fzWmn3dKkgzS461H/APxgrX2/9t8vEiVQi0jTFau86aipn8XdVSXVHnjoAdFz6eeMmTmR3373Md+17sBlQ67m5b0OxZqsulocTVnCQG2t/ckY870xppe1dhFwJPB5+psmIn4Rr95zqOZz5K4qDdn6KtKzT73B3dMe5YRFs1m5fWtuOuoinul3LFXZOUDmq9g1FrdZH38Fnq7N+FgCnJ++JomI37it9xwqxhT6PdprrgL1smUwejRPPfoYG3OaM7bgLB7bv5D1zX9NOMv3yTZgmeAqUFtrFwBRi4WISNMXrd5zLPFqbiTcYKCiAu66C/7+d6iuZvKBJ1E84FT+1zJvq8O83gbL77QyUUQSclveFH6tuZGoUFP4GHbXltncv2o2vSc+6ATrs86Cm28mZ3VzNrz0CURsCLAtDHeEU6AWEVciVwPG2ug2FETjvRa+w/dpn5ZyxTtP02ntSn7+7eF0eHAs9OtXF8grq2rqdmTZloY7wilQi2zDUsnMSFhzI85rY177goM/n82ImU/Q83/fsWCXnlw5+Eq+3/c3zK4N0uGBvsbaukC/rQVp0MYBItusWD3itG8zNWsWZWdexMDyhSzeqTN3HXouM3oeVFfRLj/OxGW0senGXojjFW0cICL1xMqNTtcWWnzyiVO4/5VX2G3HthQdcykv7Ps7arJ+LVlqiD62HRI5GRlrWy5ILg3Q71SPWmQb1aCdUhpi6VI47zzo2xdmzYLiYua8Oocp+59QL0gn+n4fuTlAvIdNU6JALdLERe7YHVr2HWtHFAtbHddgK1fClVdCz57w3HNw9dWwZAmMHMmQ33bfarOBvNychEE6WrZHxh42jUyBWqQJi1ejI9pOKSEp1fJYv96pC73HHvCPf8DZZzNj8iwKdjqWbne9V/cQKOyfz+yiQYw9vR+bqrfEPWWsXWOS3pYroDRGLdIEhSbYoo33hoYGQpNyiY5zPdZbVQWPPQY33ww//QSFhXDbbZRsah13HDna8EVIosnNaAtxcnOyOWLPdhQUlwZ+gjFEPWoRD8QaXmistoR60bGEhgZCvdpYOwi6GkLYssUZ2th7b7jkEujRA95919n1e++9E44jx/uMRBko0fZrPHVAPpPmljdKpb90UY9aJEV+yzyI10MNiRwaiFXLI+EQwhtvQFERzJ0LffrAK69QsktfxvznS5ZNmRa3RkgoQMc6Jj8v19V/v8iFOAXFpZnNZskA9ahFUtQYmQfxevCJesHRJuVc7+wdMncu/O53zs/KlfDEEzB/PiWd+nHt5E+36s3G6q2HHgJJf3YCbiYY/fQNyA31qEVSlOnMg0Q9+Hi92GxjtnqIhHqYblYZAvD113D99c5QR9u2MHYsXHwxNG9e9/7Ih5Yleurdhs3VdZOKrj7bpUTfDvz2DcgNBWqRFDV42KCBEi1UiTbBlpNlwEBVjRMuowWnqDt7h/z0kzNJ+OijsN12TrC++mpo3Xqrw2I9nCxOCl6odjXALxuqtmqDV0Ey1gRjqIee8YU+HtDQh0iKvP7qnkiiHny0CbZWLZrVBemQWMMz4cMCvxv1MosuHO6k2j36KAwdCosXwy231AvSEPvhlJ+XS8vm9fuF6Rgiinb94ZOSQcy9Vo9aJEVef3VPxE0PPrKH2q1oWtRzxVqSXVO5kfPnT+fS955jp8o1/HD0iXR+8B7o3j1u2+L1Zq94boGrNnghXg8909+AvKBALeIBL7+6J5Loq300boPTPa9+znHz/8OVs56m85rlvN21P3cddh6/7NmH2QmCNMR/aMXK1850gGzIf7/GpkAtEjAN6cEnDE7WwvTpPDp2GHuuXMrHHbsz8rjLmN21HwAmiV5vrIeWXwJkpr8BeUGBWiSAku3Bxw1O770HI0fCrFm0bJvPsBNHMn3PAqz5dQrLi16vnwJkJr8BeUGBWsSnvK6zXC84ff45FA6DKVOgY0d46CHm7XcspS9/gU1TrzdoAdIvFKhFfCitub7ffw+jRsGECdCqlVNAafhwaNmSkwCbk+OLXq/8ylWgNsZ8C6wFaoDqWLsQiIg30pLru2oV3HEH3H+/MyY9fDhcey3svPNWh6nX6z/J9KiPsNauTFtLRKSOp7m+GzbAffdBcTGsWQPnngujR8Nuu6XYSskUDX2I+EDkeHTe9jn8sqGq3nFJTepVV8P48U5QXrYMBg+G2293iidJoLhdmWiB/xhj5hpjhkY7wBgz1BhTZowpW7FihXctFGniohX3X7exmpzsrcsZuZ7UsxYmTYLeveGii6BrV2cLrJdfVpAOKLc96gJr7TJjTHvgdWPMF9bat8MPsNaOA8aBswu5x+0UaTIie88bNlfXG4+u2mLJy82hZfNmyU3qvfmmU3b0gw+c+tBTpsCQIXU7fEswuQrU1tpltf+73BgzGTgAeDv+u0QkUrRsjlhWV1ax4Kaj3Z14wQJnYvC112DXXZ0hj3PPhezoW21JsCQc+jDGtDTG7BD6HTga+DTdDRNpitwU9Q9xNR69ZAn83/9B//7w/vtw993w5Zdw/vkK0k2Imx51B2Cycb46NQOesda+ltZWiTRRbrM2Eo5HL1/u5D8//DA0a+b0pq+5BvLyvGmo+ErCQG2tXQL0zUBbRJq8WMWRXI9Hr10L99zj/FRWwgUXwE03QadOGWi9NBal50kgeb28OlNiFSYadeI+MdtfMr+csdM+5YiZk7ns3WfZacNqpvcq4MkTLuT0s4+iUEG6yVOglsDJ5FZKiR4IyT4wki1MVDL3e9659QGefHMiXVb/zLtd9uXOw87jo07OsMiCiOsO6gNM4jPWep9JN3DgQFtWVub5eUXA2WU61q7Vs4sGefY5kQ8EcHq/od1CEr2eEmthxgy+/NNf6fnj13zWfnfuPOw83u62X71Uu9B1p7U9knbGmLmxynNoKy4JnExtpZRod/G07T7+wQcwaBAcdxzNK9dx2ZARDP7j33l79wFR86FD190Yu6FLZmjoQwInU1spJXogeP7AWLQI/vY3Z1Vh+/Zw//2cW9GDpeuq474tdN1B3AtQ3FGPWgInU5vJxgr8ob8net218nJn09h99oEZM5zaHF9/DZdeyhUn9K53reHCr9uz9ojvKFBL4CTaZdoriR4IKT8wKiqc/OcePZza0MOGOTt833gj7LADUP9a83JzaLN9TtTrTscDLHxH8oLiUkrmlzf4XNJwmkwUicPrrA/AyX9+4AGnNnRFhbOy8OaboVu3tLc32XNpcjJz4k0mKlCLZEp1NTzxhLNA5Ycf4LjjnGDdN7X1ZOlKyctUdo044gVqTSaKpJu1ThW7666DhQvhgAPgySfh8MPrHZps0E1nTrkmJ/1DY9QiETwdl501CwoK4OSTYcsWJ6NjzpyYQTqyLvW1L30S9/PTmZKnyUn/UKCWQEn35FZDgmVUn3zi7Khy6KGwdCnzb7iLQ8+5n24fNKfgzjejnq8hQTedvd5MZddIYgrUEhieBdE4Uu6hLl0K553njDvPng3Fxbz8wkzOsn34bu3muO1uSNBNZ683U9k1kpjGqCUw0rIzd4QG91BXroTbboN//hOysmDECGenlTZtKC4uddXuhizkiVXkyater3Yk9wcFagmMTExuJR0s16+HsWPhrruc388/H0aNgs6dE7avvKKSguLSuonDI/Zsx6S55UkF3WSLPEkwKVBLYGRi6bjrHmpVFTz6qJP//PPPUFjo7PC9116u2234dSuu8opKJs0t59QB+bz5xYqkgq56vU2fArUERrq/5kP8HmrJ/HLufnUh/d5/naJ3nqLzqmXOZOHkyXDQQUm12wCRKxgqq2p484sVGclRVjnUYFGglsDI1Nf8aD3UkvnlvHz3RB7673j6/LyYhe268sfTbuKj3gdxU4suFEY5T3gwbJ2bQ4ucLCo2VMXsYUNmcpQzWc9bvKFALYGS6Gt+WnqKZWXkn3ER/1o8jx92bM8VJ1zJlL0PY0tWNlRWRw1ykcGworKK3Jxsxp7ej8L++TFX/WUiRzkTk7LiLaXniSf8ULzH8/S9r76C00+H/fdn92VfM/rICxl04SNM7j3ICdK1oqXvJUrza8wcZa04DB7XPWpjTDZQBpRbawenr0kSNH75Kh0rOF71/EfJteWnn5xJwkcfhebN4YYbOCNrf77aGLtfExnkEgXDxszWyFQ9b/FOMkMflwMLgR3T1BYJKL98lY4VHGusdffgWL0axoxx0u02b4aLLoIbboAOHRgWpZJcuPAgVzK/nCxjqIlS8Cz8uMbK1sjEpKx4y9XQhzGmM3AC8Fh6myNB5Jev0vF6hHFXF27c6ATnPfZwFq2ceKJTPOmBB6BDB+DXVXp5uTn13h4e5ELfLqIFab8EQ604DB63Peq/A9cAO8Q6wBgzFBgK0KVLl5QbJsHhl6/S0XqK4eo9OGpq4KmnnEL9330HRx/tlB3db7+o7w/1gONNWEb7dgGQbYyvgqFyr4MlYaA2xgwGlltr5xpjDo91nLV2HDAOnHrUXjVQ/M8vX6VDgeeq5z+KP+xgLUyb5uyu8umnMHAgjB8PRx7p+nNiBblY3yK2WKvAKA3mZuijADjRGPMt8CwwyBjzVFpbJYHip6/Shf3zuecPfWNnVLz7rrNIZcgQZ8jj+eedXb9dBulEVBpU0iGpHV5qe9RXJ8r60A4v0tgihydu7g5HPvkPmDoVOnZ0dlm54ALIqT/mnOrnavsqaQjt8CLbnLrhie+/d4Ly3yZCq1bOZOHll0PLlmn7XFCRJPGW9kyURpPWehOrVjkTg/ff74xJX3qpsxVW27bp/2yRBlCPWnzHy0Uy4UG32/aG+1fMYp8nH4I1a5wi/qNHQ1gmUqzPLlu6KunKdSKZoB61NIpYtS7AmYx0GyRDQXfzps384ePXGT77GTqsW8WPh/6OXR68F3r33urYMTMWxfzcyIp2GluWTFKPWnwn3mKYZHrXY177gsM/mcnVs55kj1XllOXvxbCTRvJj74HMrg3SJfPLGTX1Myoqq+KeK1rZURUqEj9QoJZGEa/UJ7gMkm++yT/vv5i+P37Fl2278OdTbuCN7geAMZjac0fLwkiGChWJHyhQi2teTsAlWkUIcYLk/PnOYpUZM+jQuj1XHz+cl/Y5YquKdqG85VgrBSNFK+Qffh6RxqQyp+KK1yVEwxfJxFIvSC5ZAmed5Szx/vBDuPtuPnjtXabtd8xWQTp8VaSbHnF+Xi7/d2CXRis7KpKIetTiSjoq5IXXzoi7BP3nn+HWW+GRR6BZMyfNbsQIyMvjRGBL8xYxe/rxhlgiJwsH7raTUvbElxSoxZV0VsiLuUik+47OYpV77nGWe//5z04BpU6d6r0/VkCNNcTSZvscbhqyz1bvU6Ei8SsF6iYgE4s30l0hb6sguWmT03s+5lZYsQJ+/3unR92zZ4POC1opKMGmQB1wmdpdJSMV8rZsgX//G66/Hr79FgYNguJi2H//lE6rnrIEnSYTAy7R3nxeSWuFPGvh1VedScKzz4a8PJgxA954I+UgLdIUqEcdcJncXSUtPdP334eRI2HmTNh9dz68/QGusL0oL91E6/dexxj4ZUMV2bVbWyWzalGkqVCgDji/7K6SSOQ4+uie2Rz19H3w0kvQvj088ABT9j+eopcXUVm1CWCrlYShjQAaa+NckcakoY+AG3FML9/n/4bnYLdfu5JL/30nh582iKrXZjgFkxYvhmHDuKv0G1eLU9IxtCPiZ+pRB1wQshrGzFhEztrVXDbnRc6fO5WsLVt4Yr/BPPDb08ndriMjvlpNYf9WSQ3XaGm3bEsUqJsAX2c1VFYyZMaT/GXOi+y4cT0l+xzOvQf/Hz/kdXReDxvKSFT/I5zfhnZE0kmBWjxXMr+ce6d/zkHvvMJV7z5D0ZqVlO4+kLsOO48v2nerd3xoKMNN/Q/w39COSLopUIunSub9wBvF4/hX6QR6/O975u/SiyuGXM0Hu/WhqiZ27fNlFZX1hnFa5+Yo60MEBWrx0ttvs8c5F1P43ed8vVNnLjr5Omb0OAiMIW+7ZrRs3izm0EZoKCPTwzjakkuCQIFaUvfxx07Z0enT2blVW0Ye+1de7HMUNWEV7VZXVrHgpqMTF2DKoEyt6hRJVcJAbYxpAbwNNK89/kVr7U3pbpj8yre9vm+/dYokPfUUtG4Nd97JWZv68M36LfUODe8xgz+yVNJREVAkHdz0qDcBg6y164wxOcA7xphXrbVz0tw2wae9vhUr4Lbb4KGHICvLKTlaVARt2nC5ix6zX7JUMrmqUyQVCQO1dXa/XVf7z5zaH+93xJWovOz1pdwzX7cOxo6FMWNg/Xr405+cMqSdO9cd4qcecyJBWdUp4moXcmNMNjAX6A48aK0dGeWYocBQgC5dugxYunSpx03dNnUrmhb1qWiAb4pPcH2eaGPDoe2nomVShAf1Lq2acd+6MvpOuN8p4n/yyU6Peq+9GnxdfhBrvFw7j0tjSHkXcmttDdDPGJMHTDbG9LbWfhpxzDhgHMDAgQPV4/aIV72+aD3z0E2KHE4JBbCNm6sYvHAWV816iq4VP7JywIHsXFJCSfNdGTNlEcsmLqlLoavYUOXr3nM0Qer9y7YtqawPa22FMeYt4Fjg0wSHN1mZnNzzqg50onHX8OGUMTMWMeDLMopmTqD3z4tZ2K4rfzxtFF/tdzAjmu+6VXvCCyf5Yvw8SX4ZLxeJx03WRzugqjZI5wJHAXemvWU+lenJPa96fW6WZy+rqISyMu58+EoOXvoRP+zYnuGDr2LK3odhTRZm9caEu3ora0LEe2561LsAE2vHqbOA5621r6S3Wf7VGCldXvT6Ei3P7rqqnBvmPAN3zmSflq0ZfeSFPN3veDY3y6k7JssYV7U4lDUh4i03WR8fA/0z0JZACGJKV2ioprKqpm4pdmgisd26VVw++9+c8dEMaNECbryR2UedybP/+ZbNEUE9/H3xhMbPfZv/LRIwWpmYpKCldEUO1dRYS25ONmftuSNdHnuQ38+exHY11Xz3+3PY/b47oUMHBgPVrXbgquc/qivYH2IhbrAOjZ/7Mv9bJKC0cUCS/FSov2R+OQXFpXQrmkZBcSkl88vrHRM5VNO8ejNnzX6Ryy48lvPeeobtTzuFZl8uYvfnJkCHDnXHFfbPZ0uM1M1QSp8B8nJzaLN9Tr19FDO1l6PItkA96iT5JaXLbY81NCSTtaWGUz57k+HvPE3nNSt4u2t/Dp30mLOhbAyxvj3k5+Uyu2hQ3PYFcYhIxK8UqBvADyldbic1O7VuwZ5zZ3LNzIn0WvkdH3XswYjjh/Nd3wOZHSdIQ2qpgUEbIhLxMwXqNEvXhJqrHuvs2Ux9/lraLviQJW06cclJRUzvVUDuds24w0WwTeXbg1f53yKiQJ1W6ZxQi9tj/ewzuO46mDqVtrvswoLrirls+/58v7Yq6cL7Df324JchIpGmwFWtj2QNHDjQlpWVeX7eoCkoLo0aTLON4Z4/9E0paEWrU7H7hv/x+LfT2G3ai9CqFYwcCZdfDi1bNvhzRCQzUq71IQ0Ta3iixtqUe9bhPdYNP/7MiPmTOf39qWQb4IornEL+bds26Nwi4i8K1GkUb9m2F6sZC3vmUfjqHJhwp1OC9NxzYfRo6NKlQefTAhURf1IedRpFy7kO1+BUtaoqeOQR6NED/vY3OPxwZzusxx9PKUhf+9InlFdUYvl1PD1abraIZJYCdRoV9s/njlP6kG1M1NeTTlWzFl54AfbZB/7yF9h9d3jnHZgyxflbCrRARcS/NPSRZqGhg5RT1UpLne2uPvzQCcpTp8LgwRDjIZDsMIYWqIj4lwJ1BrhJVYsZWOfPdwL0f/4Du+4KEybA2WdDduwhlYakBWqBioh/KT3PB6Kl2vVc+zP/WjKVXV+bAjvt5IxFX3KJU+EugVhpgfGWfmtbKpHGpfQ8nwsfH955/S/89d1nOWvBa9RkN3MWrlxzDbRu7epcJfPLY2aaxBvG0AIVEf9SoPaBZRWVtNq0gQs/mMyfP5xM8+rNPNv3GO4rOJMPbjvH9XlCveJYEg1j+KGGiYjUp0Dd2DZt4vLPpnPOf5+ibeUaXul1MPcceg7f7JRPvgcb2IaozoZIcClQp6jBi0S2bIFnnoEbbmD4t9/yXte+3H7oH/lklx6AE1iP2LMdBcWlKWduABprFgkw5VGnoEGLRKyF6dOhf3845xxo0wZmzODnSa+waq996wrwnzogn0lzy5M6d6yhjfy8XAVpkQBrsj3qVJdDu3l/0hvdzpnjpNrNnAl77MGHdzzIFVt6Ul66iU55X271GQXFpUlvoqvSoiJNU8JAbYzZFXgC6AhsAcZZa/+R7oalItXyosnunhKp3t+/+MLJ3pg8Gdq3hwceYMr+x1P08iIqqzZF/YyGLEBpSOaG6nuI+J+bHnU1cJW1dp4xZgdgrjHmdWvt52luW4Ml3dNt4PsTLhIpL4dRo2D8eKfU6M03O5XtWrXirgQ95oYuQEkmc0Mb0IoEQ8Ixamvtj9baebW/rwUWAr7+f3Gqy6Hdvj/WRrfXHdTBqQXdvTtMnAh//SssXgw33ODUiXbxGZnYRFf1PUSCIakxamNMV6A/8H6U14YCQwG6NLCCm1dSXQ7t9v2RQw1dW2Zx/8pZ9C78J6xe7Sz1vvlm6No16c/IxAIU1fcQCQbXgdoY0wqYBAy31q6JfN1aOw4YB84Scs9a6ELkOOsRe7Zj0tzyBk+qJTMpV9g/n8I+HZwaHKNGOcMdxx8Pd9wB++6b0mekewGK6nuIBIOr9DxjTA5OkH7aWvtSepuUnGgpcpPmlnPqAGfBSCjdLZk84lB50oTvt9aZIOzTBy68kE+zduT0s4opOOQqSmri767i+jPSKBPDKyKSuoRFmYwxBpgIrLLWDndz0kwWZWpIAaJkxMyKmDnTSbWbM4e1Xbtz7f5n8kq3A+rKjgaloJGyPkT8IV5RJjeB+mBgFvAJTnoewHXW2umx3pPOQB0ZWGIVIDLAN8UnJH2+8EAVraLcXsu/YcTMiQxaUkZl+47k3n4rh/7Uhe/Wbq53bq8eFiLS9KVUPc9a+w5O3Gt00dLJDBDtUeNmnDVRelp4VkTn1T9z5aynKPzsLdY2357bDz+f539zEqP2G8j3zy2Ien5NyomIFwK1MjFaOpmFesHa7ThronzpZRWV7LRhNZe++xxnz5/OlqwsHvnNqTx04GmsadGq7hyalBORdApUrY9YPVQLdZNyebk5tMjJ4ornFlBQXBq3Nkbc9LR16/jb3BeY+cifOW/eK0zqPYjDLxzHnYf/sS5Ih47VpJyIpFOgetSxeq6hseBkV9pFO19OTRUXLyqFPf7En5cv5z97FnDnwWezuO2uMdukovsikk6BCtSJco+TXToefj5jtzBk4SyunvUkXSp+gsMOgylT2NB8VzbOWARRxsPDP1tF90UkXQIVqBP1XJNdaVfYPx+sZeYDz3DB9HH0/nkxq3vsBc+Mh2OPBWMoDPtcP6Sy+aENIpJZgQrUEL/nmvSk3ocfUlhURGFpqbPM+8knaX3WWZAVfei+sXvNKqIksm0K1GRiIq4n9b78Ev7wBzjgAPj4Y/jHP5xSpGefHTNIe6lkfjkFxaV0K5qWcMIznIooiWybAtejjifhpN6PP8Lo0fDYY9CiBdx4I1x1Fey4Y8bamEqvWEWURLZNgQ7UscZr6wW81avhrrtg7FioroaLL4brr4cOHVydz6t2QWq1spWvLbJtCmygdtUz3bgRHnwQbr8dVq2CM8+EW26BPfZo2Pk8aFeiXnG8IK+ttkS2TYEdo447XltT45Qd7dkTrr4a9t8f5s1zdv2OEqQTns+rdhG799spLzfhZrl+qLgnIpnnux612+GHqD1Ta9n7w7eg72Xw2WdOgJ4wAQYlLozk1fivm51bYvWK3QyLNHbmiYhknq8Cdaxhg7Klq3jzixVbBe/I8dqBP3zGyLcmsn/5505P+oUX4NRT68qOJuLV+G8qO7dcoeJOIhKFrwJ1rB7l03O+q1sRGArepw7IZ9LccnZdtpgRbz/B777+gOWtdmL+34rpf9OVkJOT1Gd7Nf6bys4tmiwUkWh8FajjFV0KV1lVw+dzPuW1z0vY9ZUXWLfd9jx8zAXk31jEkN92b9Bne1WvI5XzaLJQRKJJuHFAQzR044BYu7WEy6tcw7D3nufcedNo3izL2eG7qAjaxt/6Kii0RFxk25TSxgGZFK1HGSqElLt5I38qm8JF70+iZdVGXt3vaAa/9Ag08o7nXtNkoYhE8lWgjjZscGT3PLLGP84lbz9N+/W/8Hr333DfkedzwUWDoYsCmog0fb4K1BDWo7TWydy47i/w1Vd81LU3lxRey4+9B2g4QES2Kb4L1AD897/OuHNZGeyzD0ydSt/Bg3nRZaqdiEhTkjBQG2PGA4OB5dba3mltzbx5ToB+/XVn7HnCBKeiXXZ2wre6oYk6EQkiN0vIJwDHprkdUFEBhxwCc+fCvffCokWU7HsUBWNmJl0ONJpEy7NFRPwqYY/aWvu2MaZr2luSlweTJ8NvfgOtW3teJD+VqnUiIo3JX0WZjj4aWrcGvC+Sr1rOIhJUngVqY8xQY0yZMaZsxYoVKZ/P68Aar2qdiIifeRaorbXjrLUDrbUD27Vrl/L5vA6srrfpEhHxGX8NfYTxMrCGsj0qq2rIrk3xy8vNoUVOFlc8tyDliUoRkXRKGKiNMf8G3gN6GWN+MMZckP5meVckPzzbA6DGWnKyDOs3V/PLhiplgIiI7/mqKFM6uCn0FJKfl8vsosSbDIiIeC1eUSbfDn14JZnJR2WAiIgfNflAnczkozJARMSPmnygjjYpmZNlyMneum6IMkBExK/8WZTJQ7F2XIn2N61QFBE/avKTiSIiQRCIHV5U2U5EJDpfBGqvCzCJiDQlvphM9LoAk4hIU+KLQK3KdiIisfkiUKuynYhIbL4I1KpsJyISmy8mE2PlOmsiUUTEJ4EanGCtwCwiUp8vhj5ERCQ2BWoREZ9ToBYR8TkFahERn1OgFhHxubRUzzPGrACWNvDtOwMrPWxOY2oq19JUrgN0LX7UVK4DUruW3ay17aK9kJZAnQpjTFmsUn9B01SupalcB+ha/KipXAek71o09CEi4nMK1CIiPufHQD2usRvgoaZyLU3lOkDX4kdN5TogTdfiuzFqERHZmh971CIiEkaBWkTE5xolUBtjjjXGLDLGfG2MKYryujHG3Ff7+sfGmP0ao51uuLiWw40xq40xC2p/bmyMdiZijBlvjFlujPk0xutBuieJriUo92RXY8ybxpiFxpjPjDGXRzkmEPfF5bUE5b60MMZ8YIz5qPZaRkc5xtv7Yq3N6A+QDSwGdge2Az4C9o445njgVcAABwLvZ7qdHl7L4cArjd1WF9dyKLAf8GmM1wNxT1xeS1DuyS7AfrW/7wB8GeD/r7i5lqDcFwO0qv09B3gfODCd96UxetQHAF9ba5dYazcDzwInRRxzEvCEdcwB8owxu2S6oS64uZZAsNa+DayKc0hQ7ombawkEa+2P1tp5tb+vBRYCkUXbA3FfXF5LINT+t15X+8+c2p/IrAxP70tjBOp84Puwf/9A/Rvm5hg/cNvOg2q/Jr1qjNknM03zXFDuiVuBuifGmK5Af5zeW7jA3Zc41wIBuS/GmGxjzAJgOfC6tTat96UxdngxUf4W+TRyc4wfuGnnPJw1/OuMMccDJUCPdDcsDYJyT9wI1D0xxrQCJgHDrbVrIl+O8hbf3pcE1xKY+2KtrQH6GWPygMnGmN7W2vA5EU/vS2P0qH8Adg37d2dgWQOO8YOE7bTWrgl9TbLWTgdyjDE7Z66JngnKPUkoSPfEGJODE9ietta+FOWQwNyXRNcSpPsSYq2tAN4Cjo14ydP70hiB+kOghzGmmzFmO+AMYGrEMVOBc2tnTg8EVltrf8x0Q11IeC3GmI7GGFP7+wE4/83/l/GWpi4o9yShoNyT2jb+C1horb03xmGBuC9uriVA96VdbU8aY0wucBTwRcRhnt6XjA99WGurjTGXAjNwsibGW2s/M8b8pfb1h4HpOLOmXwMbgPMz3U43XF7LacDFxphqoBI4w9ZOC/uJMebfOLPuOxtjfgBuwpkkCdQ9AVfXEoh7AhQA5wCf1I6HAlwHdIHA3Rc31xKU+7ILMNEYk43zMHneWvtKOmOYlpCLiPicViaKiPicArWIiM8pUIuI+JwCtYiIzylQi4j4nAK1iIjPKVCLiPjc/wPCCvjKMZGi9wAAAABJRU5ErkJggg==", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(train_x,train_labels)\n", + "x = np.array([min(train_x),max(train_x)])\n", + "y = w.numpy()[0,0]*x+b.numpy()[0]\n", + "plt.plot(x,y,color='red')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0giuwC9GHzi8" + }, + "source": [ + "## ក្រាហ្វគណនានិងការគណនាក្នុង GPU\n", + "\n", + "ពេលណាដែលយើងគណនាលក្ខណៈ tensor មួយ Tensorflow នឹងបង្កើតក្រាហ្វគណនាដែលអាចគណនាបានលើឧបករណ៍គណនាដែលមានស្រាប់ ដូចជា CPU ឬ GPU។ ពីព្រោះយើងបានប្រើមុខងារ Python ដែលចៃដន្យនៅក្នុងកូដរបស់យើង ពួកវាមិនអាចបញ្ចូលជាផ្នែកមួយនៃក្រាហ្វគណនាបានទេ ហើយអំពីពេលបញ្ចូលកូដរបស់យើងលើ GPU យើងនឹងត្រូវបញ្ជូនទិន្នន័យចេញចូលរវាង CPU និង GPU ជាបន្តបន្ទាប់ ហើយគណនាតម្លៃមុខងារប្រភេទផ្ទាល់ខ្លួនលើ CPU។\n", + "\n", + "Tensorflow អនុញ្ញាតឱ្យយើងសម្គាល់មុខងារ Python របស់យើងដោយប្រើ `@tf.function` decorator ដែលជួយធ្វើឱ្យមុខងារនេះក្លាយជាផ្នែកមួយនៃក្រាហ្វគណនាដូចគ្នា។ decorator នេះអាចប្រើបានលើមុខងារដែលប្រើប្រតិបត្តិការលើ tensor តាមស្តង់ដារ Tensorflow។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "id": "HK7HPLz3Hyrl" + }, + "outputs": [], + "source": [ + "@tf.function\n", + "def train_on_batch(x, y):\n", + " with tf.GradientTape() as tape:\n", + " predictions = f(x)\n", + " loss = compute_loss(y, predictions)\n", + " # Note that `tape.gradient` works with a list as well (w, b).\n", + " dloss_dw, dloss_db = tape.gradient(loss, [w, b])\n", + " w.assign_sub(learning_rate * dloss_dw)\n", + " b.assign_sub(learning_rate * dloss_db)\n", + " return loss" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "J7HusxWkGjLX" + }, + "source": [ + "កូដមិនបានផ្លាស់ប្តូរទេ ប៉ុន្តែបើអ្នកកំពុងរត់កូដនេះលើ GPU និងលើទិន្នន័យធំជាងនេះ អ្នកនឹងបានប្រទះឃើញការប្រែប្រួលនៅល្បឿន។ \n", + "\n", + "## Dataset API\n", + "\n", + "Tensorflow មាន API សមរម្យមួយសម្រាប់ធ្វើការជាមួយទិន្នន័យ។ ចូរព្យាយាមប្រើវា។ យើងនឹងបណ្តុះម៉ូឌែលរបស់យើងពីដើមផងដែរ។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "oYro9Lbr8q0M", + "outputId": "78c0a6de-71bd-4eef-8819-439495b28672" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 0: last batch loss = 173.4585\n", + "Epoch 1: last batch loss = 13.8459\n", + "Epoch 2: last batch loss = 4.5407\n", + "Epoch 3: last batch loss = 3.7364\n", + "Epoch 4: last batch loss = 3.4334\n", + "Epoch 5: last batch loss = 3.1790\n", + "Epoch 6: last batch loss = 2.9458\n", + "Epoch 7: last batch loss = 2.7311\n", + "Epoch 8: last batch loss = 2.5332\n", + "Epoch 9: last batch loss = 2.3508\n" + ] + } + ], + "source": [ + "w.assign([[10.0]])\n", + "b.assign([0.0])\n", + "\n", + "# Create a tf.data.Dataset object for easy batched iteration\n", + "dataset = tf.data.Dataset.from_tensor_slices((train_x.astype(np.float32), train_labels.astype(np.float32)))\n", + "dataset = dataset.shuffle(buffer_size=1024).batch(256)\n", + "\n", + "for epoch in range(10):\n", + " for step, (x, y) in enumerate(dataset):\n", + " loss = train_on_batch(tf.reshape(x,(-1,1)), tf.reshape(y,(-1,1)))\n", + " print('Epoch %d: last batch loss = %.4f' % (epoch, float(loss)))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "A10prCPowHl7" + }, + "source": [ + "## ឧទាហរណ៍ 2៖ ការបែងចែកចំណាត់ថ្នាក់\n", + "\n", + "ឥឡូវនេះយើងនឹងពិចារណាបញ្ហាបែងចែកចំណាត់ថ្នាក់ពីរជាន់។ ឧទាហរណ៍មួយល្អនៃបញ្ហាបែបនេះគឺការបែងចែកមហារីករវាងមហារីកគ្រុនកំហែង និងមហារីកមិនគ្រុនកំហែងដាក់លើទំហំនិងអាយុរបស់វា។\n", + "\n", + "ម៉ូឌែលមូលដ្ឋានស្រដៀងទៅនឹង regression ប៉ុន្តែយើងត្រូវប្រើមុខងារខាតខាតផ្សេង។ ដើមចាប់ផ្តើមដោយបង្កើតទិន្នន័យគំរូ៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "id": "j0OTPkGpwHl7", + "scrolled": false, + "trusted": true + }, + "outputs": [], + "source": [ + "np.random.seed(0) # pick the seed for reproducibility - change it to explore the effects of random variations\n", + "\n", + "n = 100\n", + "X, Y = make_classification(n_samples = n, n_features=2,\n", + " n_redundant=0, n_informative=2, flip_y=0.05,class_sep=1.5)\n", + "X = X.astype(np.float32)\n", + "Y = Y.astype(np.int32)\n", + "\n", + "split = [ 70*n//100, (15+70)*n//100 ]\n", + "train_x, valid_x, test_x = np.split(X, split)\n", + "train_labels, valid_labels, test_labels = np.split(Y, split)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "id": "c-_BjSHPwHl8", + "scrolled": false, + "trusted": true + }, + "outputs": [], + "source": [ + "def plot_dataset(features, labels, W=None, b=None):\n", + " # prepare the plot\n", + " fig, ax = plt.subplots(1, 1)\n", + " ax.set_xlabel('$x_i[0]$ -- (feature 1)')\n", + " ax.set_ylabel('$x_i[1]$ -- (feature 2)')\n", + " colors = ['r' if l else 'b' for l in labels]\n", + " ax.scatter(features[:, 0], features[:, 1], marker='o', c=colors, s=100, alpha = 0.5)\n", + " if W is not None:\n", + " min_x = min(features[:,0])\n", + " max_x = max(features[:,1])\n", + " min_y = min(features[:,1])*(1-.1)\n", + " max_y = max(features[:,1])*(1+.1)\n", + " cx = np.array([min_x,max_x],dtype=np.float32)\n", + " cy = (0.5-W[0]*cx-b)/W[1]\n", + " ax.plot(cx,cy,'g')\n", + " ax.set_ylim(min_y,max_y)\n", + " fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 283 + }, + "id": "tq0vFchQwHl8", + "outputId": "9a5aa6a0-c92f-4d72-9e78-c0f615804bff", + "scrolled": false, + "trusted": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dmitryso\\AppData\\Local\\Temp/ipykernel_66184/2721537645.py:17: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_dataset(train_x, train_labels)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ការធ្វើឲ្យទិន្នន័យមានស្តង់ដារ\n", + "\n", + "មុនការបណ្តុះបណ្តាល វា​ធម្មតា​ប្រើ​ដើម្បីយកលក្ខណៈបញ្ចូល​របស់​យើង​មកក្នុង​ជួរមាន​ស្តង់ដា [0,1] (ឬ [-1,1])។ ហេតុផលជាក់លាក់សម្រាប់នេះយើង​នឹងពិភាក្សាថ្មីក្រោមវគ្គបង្រៀន ប៉ុន្តែនៅជាសង្ខេបហេតុផលគឺដូចខាងក្រោម។ យើងចង់ជៀសវាងតម្លៃ​ដែលឆ្លងកាត់បណ្ដាញរបស់យើងឲ្យធំធេងឬតូចពេក ហើយយើងទូទៅយល់ព្រមរក្សាតម្លៃទាំងអស់នៅក្នុង​ជួរតូចជិតលេខ 0។ ដូច្នេះយើងចាប់ផ្ដើមទម្រង់ទម្រង់ថាមពលជាមួយចំនួនចៃដន្យតូចៗ ហើយយើងរក្សាសញ្ញាក្នុងជួរដូចគ្នា។\n", + "\n", + "ពេលធ្វើឲ្យទិន្នន័យមានស្តង់ដា យើងត្រូវដកតម្លៃអប្បបរមា ហើយបំបែកដោយជួរ។ យើងគណនាតម្លៃអប្បបរមា និងជួរដោយប្រើទិន្នន័យបណ្តុះបណ្តាល ហើយបន្ទាប់មកធ្វើស្តង់ដាទិន្នន័យសាកល្បង/ផ្ទៀងផ្ទាត់ដោយប្រើតម្លៃអប្បបរមា/ជួរដូចគ្នាពីតម្លៃបណ្តុះបណ្តាល។ នេះគឺដោយសារថាក្នុងជីវិតពិតយើងនឹងដឹងតែប្រភេទបណ្តុះបណ្តាល ប៉ុន្តែមិនដឹងទាំងអស់នៃតម្លៃថ្មីៗដែលបណ្ដាញនឹងត្រូវបានស្នើឲ្យទាយទុកទេ។ ជាពេលខ្លះ តម្លៃថ្មីអាចធ្លាក់ចេញពីជួរ [0,1] ប៉ុន្តែវាមិនសំខាន់ទេ។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "train_x_norm = (train_x-np.min(train_x)) / (np.max(train_x)-np.min(train_x))\n", + "valid_x_norm = (valid_x-np.min(train_x)) / (np.max(train_x)-np.min(train_x))\n", + "test_x_norm = (test_x-np.min(train_x)) / (np.max(train_x)-np.min(train_x))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "SjPlpf2-wHl8" + }, + "source": [ + "## ការបណ្តុះបណ្តាលបរិមាណមួយស្រទាប់ Perceptron\n", + "\n", + "ចាប់ផ្តើមយើងនឹងប្រើម៉ាស៊ីនគណនាឌីផេរ៉ង់ស្យែលរបស់ Tensorflow ដើម្បីបណ្តុះបណ្តាលបរិមាណមួយស្រទាប់ perceptron។\n", + "\n", + "បណ្តាញប្រារព្ធចុងខ្សែសួតរបស់យើងនឹងមានបញ្ចូល 2 និងចេញ 1។ ម៉ាទ្រីកទំងន់ $W$ នឹងមានទំហំ $2\\times1$ ហើយវ៉ិចទ័រប៉ះពាល់ $b$ -- $1$។\n", + "\n", + "ម៉ូដែលស្នូលនឹងដូចគ្នានៅក្នុងឧទាហរណ៍មុន ប៉ុន្តែអនុគមន៍ការបាត់បង់នឹងជាអនុគមន៍ខូចភ្លិចលូហ្ស៊ីស្ទិក។ ដើម្បីអនុវត្តអនុគមន៍ខូចភ្លិចលូហ្ស៊ីស្ទិក យើងត្រូវទទួលបានតម្លៃ **ប្រយុទ្ធភាព** ជាចេញពីបណ្តាញរបស់យើង យ៉ាងហោចណាស់យើងត្រូវយកចេញ $z$ ទៅក្នុងចន្លោះ [0,1] ដោយប្រើអនុគមន៍សកម្មភាព `sigmoid`: $p=\\sigma(z)$។\n", + "\n", + "បើយើងទទួលបានប្រយុទ្ធភាព $p_i$ សម្រាប់តម្លៃបញ្ចូល i-th ដែលសម្របទៅនឹងចំណាត់ថ្នាក់ពិត $y_i\\in\\{0,1\\}$ យើងគណនាការខូចជា $\\mathcal{L_i}=-(y_i\\log p_i + (1-y_i)log(1-p_i))$។\n", + "\n", + "នៅក្នុង Tensorflow ជំហានទាំងពីរពីរ (អនុវត្ត sigmoid ហើយបន្ទាប់មកខូចលូហ្ស៊ីស្ទិក) អាចធ្វើបានតែមួយជាលេខហៅទៅហៅ `sigmoid_cross_entropy_with_logits`។ ពេលយើងកំពុងបណ្តុះបណ្តាលបណ្តាញនៅក្នុង minibatches យើងត្រូវរកមធ្យមនៃការខូចទាំងអស់របស់ធាតុក្នុង minibatch ដោយប្រើ `reduce_mean`:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "id": "kdDxWeCqwHl8", + "trusted": true + }, + "outputs": [], + "source": [ + "W = tf.Variable(tf.random.normal(shape=(2,1)),dtype=tf.float32)\n", + "b = tf.Variable(tf.zeros(shape=(1,),dtype=tf.float32))\n", + "\n", + "learning_rate = 0.1\n", + "\n", + "@tf.function\n", + "def train_on_batch(x, y):\n", + " with tf.GradientTape() as tape:\n", + " z = tf.matmul(x, W) + b\n", + " loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(labels=y,logits=z))\n", + " dloss_dw, dloss_db = tape.gradient(loss, [W, b])\n", + " W.assign_sub(learning_rate * dloss_dw)\n", + " b.assign_sub(learning_rate * dloss_db)\n", + " return loss" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zAAgw0h6KzUd" + }, + "source": [ + "យើងនឹងប្រើមីនីបាសជាមួយធាតុ ១៦ ខ្នាត និងធ្វើការបណ្តុះបណ្តាលជាដំណែកប៉ុន្មានដង៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "PfyqjVb2wHl8", + "outputId": "308850b8-fe17-4cda-ac27-8bcda210f113", + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 0: last batch loss = 0.3823\n", + "Epoch 1: last batch loss = 0.5243\n", + "Epoch 2: last batch loss = 0.4510\n", + "Epoch 3: last batch loss = 0.3261\n", + "Epoch 4: last batch loss = 0.4177\n", + "Epoch 5: last batch loss = 0.3323\n", + "Epoch 6: last batch loss = 0.6294\n", + "Epoch 7: last batch loss = 0.6334\n", + "Epoch 8: last batch loss = 0.2571\n", + "Epoch 9: last batch loss = 0.3425\n" + ] + } + ], + "source": [ + "# Create a tf.data.Dataset object for easy batched iteration\n", + "dataset = tf.data.Dataset.from_tensor_slices((train_x_norm.astype(np.float32), train_labels.astype(np.float32)))\n", + "dataset = dataset.shuffle(128).batch(2)\n", + "\n", + "for epoch in range(10):\n", + " for step, (x, y) in enumerate(dataset):\n", + " loss = train_on_batch(x, tf.expand_dims(y,1))\n", + " print('Epoch %d: last batch loss = %.4f' % (epoch, float(loss)))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "s4_Atvn5K4K9" + }, + "source": [ + "ដើម្បីធ្វើឱ្យប្រាកដថាការបណ្តុះបណ្តាលរបស់យើងបានប្រសើរឡើង សូមគូររូបបន្ទាត់ដែលបំបែកថ្នាក់ពីរនេះ។ បន្ទាត់បំបែកត្រូវបានកំណត់ដោយសមីការនេះ $W\\times x + b = 0.5$។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 283 + }, + "id": "PgRTHttLwHl9", + "outputId": "e4407e1b-edf5-48e5-fdc2-da28120a3c6b", + "trusted": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dmitryso\\AppData\\Local\\Temp/ipykernel_66184/2721537645.py:17: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_dataset(train_x,train_labels,W.numpy(),b.numpy())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "មកមើលថាម៉ូដែលរបស់យើងបង្ហាញខ្លួនយ៉ាងដូចម្តេចលើទិន្នន័យផ្ទៀងផ្ទាត់។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "oEQswfCGrmHw", + "outputId": "3cf61882-60e1-4baa-8e51-0c31ea80875c" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pred = tf.matmul(test_x,W)+b\n", + "fig,ax = plt.subplots(1,2)\n", + "ax[0].scatter(test_x[:,0],test_x[:,1],c=pred[:,0]>0.5)\n", + "ax[1].scatter(test_x[:,0],test_x[:,1],c=valid_labels)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ដើម្បីគណនាការត្រឹមត្រូវលើទិន្នន័យផ្ទៀងផ្ទាត់ យើងអាចបម្លែងប្រភេទប៊ូលីយ៉ែនទៅជាប៊្លរុត និងគណនាមធ្យមបាន៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HUjdeIefsIsg", + "outputId": "f267f505-8ba4-43ef-9ebe-df124c3c05a1" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tf.reduce_mean(tf.cast(((pred[0]>0.5)==test_labels),tf.float32))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "មកពន្យល់អំពីអ្វីដែលកើតឡើងនៅទីនេះ៖ \n", + "* `pred` គឺជាអត្រានៃតម្លាភាពដែលបណ្តាញបានទាយ។ វាមិនមែនជាសមាមាត្រពិតទេ ពីព្រោះយើងមិនបានប្រើរបៀបធ្វើជាយ៉ាងសកម្ម ប៉ុន្តែតម្លៃដែលធំជាង 0.5 មានន័យសម្រាប់ថ្នាក់ 1 ហើយតម្លៃតិចជាង - សម្រាប់ថ្នាក់ 0។ \n", + "* `pred[0]>0.5` បង្កើត tensor បែប boolean នៃលទ្ធផល ដែល `True` មានន័យថា ថ្នាក់ 1 និង `False` មានន័យថា ថ្នាក់ 0 \n", + "* យើងប្រៀបធៀប tensor នោះជាមួយនឹងស្លាកដែលរំពឹងទុក `valid_labels` ទទួលបានវ៉ិកទ័របែប boolean នៃការទាយបានត្រឹមត្រូវ ដែល `True` មានន័យថា ការទាយត្រឹមត្រូវ និង `False` មានន័យថា មិនត្រឹមត្រូវ \n", + "* យើងបម្លែង tensor នោះទៅជាទ្រង់ទ្រាយចំណុចទឹកប្រាក់ ដោយប្រើ `tf.cast` \n", + "* បន្ទាប់មកយើងគណនាមធ្យមភាគដោយប្រើ `tf.reduce_mean` — នេះគឺជាចំនួនភាពត្រឹមត្រូវ ដែលយើងចង់បាន\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_95qF9lY2kHp" + }, + "source": [ + "## ការប្រើប្រាស់ Optimizers របស់ TensorFlow/Keras\n", + "\n", + "Tensorflow បានបញ្ចូលយ៉ាងជិតស្និទ្ធជាមួយ Keras ដែលមានមុខងារជាច្រើនប្រយោជន៍។ ឧទាហរណ៍ យើងអាចប្រើ **algorithm ការបង្កើនដំណើរការ** ផ្សេងៗបាន។ យើងមកធ្វើវា ហើយបោះពុម្ពចេញភាពត្រឹមត្រូវដែលទទួលបាននៅពេលបណ្តុះបណ្តាលផង។\n" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ups7nlV22ofp", + "outputId": "aa4dff06-82b9-4b2f-ca00-33970ea2b989" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 0: last batch loss = 4.7787, acc = 1.0000\n", + "Epoch 1: last batch loss = 8.4343, acc = 0.5000\n", + "Epoch 2: last batch loss = 8.3255, acc = 0.5000\n", + "Epoch 3: last batch loss = 7.5579, acc = 0.5000\n", + "Epoch 4: last batch loss = 6.5254, acc = 0.5000\n", + "Epoch 5: last batch loss = 7.3800, acc = 0.5000\n", + "Epoch 6: last batch loss = 7.7586, acc = 0.5000\n", + "Epoch 7: last batch loss = 10.4724, acc = 0.0000\n", + "Epoch 8: last batch loss = 9.4423, acc = 0.5000\n", + "Epoch 9: last batch loss = 4.1888, acc = 1.0000\n", + "Epoch 10: last batch loss = 11.2127, acc = 0.0000\n", + "Epoch 11: last batch loss = 9.0417, acc = 0.5000\n", + "Epoch 12: last batch loss = 7.9847, acc = 0.5000\n", + "Epoch 13: last batch loss = 3.7879, acc = 1.0000\n", + "Epoch 14: last batch loss = 6.8455, acc = 0.5000\n", + "Epoch 15: last batch loss = 6.5204, acc = 0.5000\n", + "Epoch 16: last batch loss = 9.2386, acc = 0.5000\n", + "Epoch 17: last batch loss = 6.2447, acc = 0.5000\n", + "Epoch 18: last batch loss = 3.9107, acc = 1.0000\n", + "Epoch 19: last batch loss = 5.7645, acc = 1.0000\n" + ] + } + ], + "source": [ + "optimizer = tf.keras.optimizers.Adam(0.01)\n", + "\n", + "W = tf.Variable(tf.random.normal(shape=(2,1)))\n", + "b = tf.Variable(tf.zeros(shape=(1,),dtype=tf.float32))\n", + "\n", + "@tf.function\n", + "def train_on_batch(x, y):\n", + " vars = [W, b]\n", + " with tf.GradientTape() as tape:\n", + " z = tf.sigmoid(tf.matmul(x, W) + b)\n", + " loss = tf.reduce_mean(tf.keras.losses.binary_crossentropy(z,y))\n", + " correct_prediction = tf.equal(tf.round(y), tf.round(z))\n", + " acc = tf.reduce_mean(tf.cast(correct_prediction, tf.float32))\n", + " grads = tape.gradient(loss, vars)\n", + " optimizer.apply_gradients(zip(grads,vars))\n", + " return loss,acc\n", + "\n", + "for epoch in range(20):\n", + " for step, (x, y) in enumerate(dataset):\n", + " loss,acc = train_on_batch(tf.reshape(x,(-1,2)), tf.reshape(y,(-1,1)))\n", + " print('Epoch %d: last batch loss = %.4f, acc = %.4f' % (epoch, float(loss),acc))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "dvAiaj_JndyP" + }, + "source": [ + "**ការងារ 1**: គូសក្រាហ្វនៃអនុគមន៍ខូច និងភាពត្រឹមត្រូវលើទិន្នន័យបណ្តុះបណ្តាល និងផ្ទៀងផ្ទាត់ ខណៈពេលបណ្តុះបណ្តាល\n", + "\n", + "**ការងារ 2**: សាកល្បងដោះស្រាយបញ្ហាការបែងចែកចំណាត់ថ្នាក់ MNIST ដោយប្រើកូដនេះ។ គន្លឹះ៖ ប្រើ `softmax_crossentropy_with_logits` ឬ `sparse_softmax_cross_entropy_with_logits` ជាអនុគមន៍ខូច។ ក្នុងករណីដំបូង អ្នកត្រូវផ្តល់តម្លៃចេញដែលរំពឹងទុកជារូបមន្ត *one hot encoding* ហើយក្នុងករណីទីពីរជា - ជាលេខថ្នាក់ចំណាត់ថ្នាក់តាំងការណ៍។\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "995iCprDrgYQ" + }, + "source": [ + "## Keras\n", + "### ការរៀនជ្រៅសម្រាប់មនុស្ស\n", + "\n", + "* Keras គឺជាបណ្ណាល័យដែលបានបង្កើតដំបូងដោយ Francois Chollet ដើម្បីដំណើរការលើ Tensorflow, CNTK និង Theano ដើម្បីរួមបញ្ចូលគ្នារំលងគ្រប់ស៊ុមក្រោមមួយ។ អ្នកនៅតែអាចដំឡើង Keras ជាបណ្ណាល័យរាល់ខ្ទង់ ប៉ុន្តាមិនបានផ្តល់អនុសាសន៍ឱ្យធ្វើបែបនេះទេ។\n", + "* ឥឡូវនេះ Keras ត្រូវបានរួមបញ្ចូលជាផ្នែកមួយនៃបណ្ណាល័យ Tensorflow\n", + "* អ្នកអាចបង្រួមបា្រស់ណឺរ៉ូលពីស្រទាប់បានយ៉ាងងាយស្រួល\n", + "* មានអនុគមន៍ `fit` សម្រាប់បង្រៀនទាំងអស់ ជាមួយនឹងអនុគមន៍ជាច្រើនសម្រាប់ដំណើរការទិន្នន័យទូរទៅ (រូបភាព, ខ្ទឹមអក្សរ, ល។)\n", + "* មានគំរូជាច្រើន\n", + "* API មុខងារ ប្រឆាំងនឹង API តម្រៀប\n", + "\n", + "Keras ផ្តល់ជូននូវការបកស្រាយកម្រិតខ្ពស់សម្រាប់បណ្តាញណឺរ៉ូល ដែលអាចអនុញ្ញាតឱ្យយើងបញ្ជាពីរបៀបស្រទាប់, ម៉ូដែល និង អូបធីម៉ាហ្ស័រ មិនប្រើក្នុងរយៈពេលតេនស័រ និង អត្រាប្រែប្រួលឡើយ។\n", + "\n", + "សៀវភៅអំពីការរៀនជ្រៅបែបបុរាណពីអ្នកបង្កើត Keras: [Deep Learning with Python](https://www.manning.com/books/deep-learning-with-python)\n", + "\n", + "### API មុខងារ\n", + "\n", + "នៅពេលប្រើ API មុខងារ យើងកំណត់ **វត្ថុបញ្ចូល** ទៅបណ្តាញជា `keras.Input` បន្ទាប់មកគណនារក **លទ្ធផល** ដោយផ្លាស់ប្តូរពីរបៀបគណនាជាច្រើនជួរ។ ចុងបញ្ចប់ យើងកំណត់ **ម៉ូដែល** ជាឧបករណ៍ដែលផ្លាស់ប្ដូរពីវត្ថុបញ្ចូលទៅលទ្ធផល។\n", + "\n", + "ពេលយើងបាន **ម៉ូដែល** រួច អ្នកត្រូវ:\n", + "* **បញ្ចូល** វា ដោយកំណត់អនុគមន៍ខាតនិងអូបធីម៉ាហ្ស័រដែលយើងចង់ប្រើជាមួយម៉ូដែលរបស់យើង\n", + "* **បង្រៀន** វា ដោយហៅអនុគមន៍ `fit` ជាមួយទិន្នន័យបង្រៀន (ហើយអាចមានទិន្នន័យផ្ទៀងផ្ទាត់)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QJWplVfy34Eo", + "outputId": "9be976f2-4f9a-495c-bddc-a7f9ec30989a" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"model\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " input_1 (InputLayer) [(None, 2)] 0 \n", + " \n", + " dense (Dense) (None, 1) 3 \n", + " \n", + "=================================================================\n", + "Total params: 3\n", + "Trainable params: 3\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n", + "Epoch 1/15\n", + "9/9 [==============================] - 1s 2ms/step - loss: 0.7812 - accuracy: 0.2857\n", + "Epoch 2/15\n", + "9/9 [==============================] - 0s 2ms/step - loss: 0.7142 - accuracy: 0.4000\n", + "Epoch 3/15\n", + "9/9 [==============================] - 0s 2ms/step - loss: 0.6683 - accuracy: 0.6143\n", + "Epoch 4/15\n", + "9/9 [==============================] - 0s 2ms/step - loss: 0.6221 - accuracy: 0.8429\n", + "Epoch 5/15\n", + "9/9 [==============================] - 0s 2ms/step - loss: 0.5843 - accuracy: 0.8857\n", + "Epoch 6/15\n", + "9/9 [==============================] - 0s 2ms/step - loss: 0.5447 - accuracy: 0.9429\n", + "Epoch 7/15\n", + "9/9 [==============================] - 0s 2ms/step - loss: 0.5135 - accuracy: 0.9286\n", + "Epoch 8/15\n", + "9/9 [==============================] - 0s 2ms/step - loss: 0.4878 - accuracy: 0.9429\n", + "Epoch 9/15\n", + "9/9 [==============================] - 0s 2ms/step - loss: 0.4679 - accuracy: 0.9429\n", + "Epoch 10/15\n", + "9/9 [==============================] - 0s 2ms/step - loss: 0.4446 - accuracy: 0.9429\n", + "Epoch 11/15\n", + "9/9 [==============================] - 0s 2ms/step - loss: 0.4349 - accuracy: 0.8714\n", + "Epoch 12/15\n", + "9/9 [==============================] - 0s 2ms/step - loss: 0.4156 - accuracy: 0.9286\n", + "Epoch 13/15\n", + "9/9 [==============================] - 0s 2ms/step - loss: 0.4019 - accuracy: 0.9429\n", + "Epoch 14/15\n", + "9/9 [==============================] - 0s 2ms/step - loss: 0.3908 - accuracy: 0.9286\n", + "Epoch 15/15\n", + "9/9 [==============================] - 0s 2ms/step - loss: 0.3777 - accuracy: 0.9286\n" + ] + } + ], + "source": [ + "inputs = tf.keras.Input(shape=(2,))\n", + "z = tf.keras.layers.Dense(1,kernel_initializer='glorot_uniform',activation='sigmoid')(inputs)\n", + "model = tf.keras.models.Model(inputs,z)\n", + "\n", + "model.compile(tf.keras.optimizers.Adam(0.1),'binary_crossentropy',['accuracy'])\n", + "model.summary()\n", + "h = model.fit(train_x_norm,train_labels,batch_size=8,epochs=15)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "K2Kf60IrZcqs", + "outputId": "b60b868d-3562-4715-f5d5-1f9764e45f09" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(h.history['accuracy'])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "iJruFXmb_dur" + }, + "source": [ + "### Sequential API\n", + "\n", + "ជាជម្រើសមួយទៀត យើងអាចចាប់ផ្តើមគិតពីគំរូមួយជា **លំដាប់ស្រទាប់មួយស្រទាប់** ហើយគ្រាន់តែបញ្ជាក់ស្រទាប់ទាំងនោះដោយបន្ថែមពួកវាទៅក្នុងវត្ថុ `model`:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "iWc_kSr8_YXt", + "outputId": "345dbe65-629d-468f-ed75-1d412c966340" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + " Layer (type) Output Shape Param # \n", + "=================================================================\n", + " dense_1 (Dense) (None, 5) 15 \n", + " \n", + " dense_2 (Dense) (None, 1) 6 \n", + " \n", + "=================================================================\n", + "Total params: 21\n", + "Trainable params: 21\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n", + "Epoch 1/15\n", + "9/9 [==============================] - 1s 64ms/step - loss: 0.6994 - accuracy: 0.5000 - val_loss: 0.6719 - val_accuracy: 0.4667\n", + "Epoch 2/15\n", + "9/9 [==============================] - 0s 6ms/step - loss: 0.6635 - accuracy: 0.5429 - val_loss: 0.6531 - val_accuracy: 0.4667\n", + "Epoch 3/15\n", + "9/9 [==============================] - 0s 5ms/step - loss: 0.6469 - accuracy: 0.5857 - val_loss: 0.5775 - val_accuracy: 1.0000\n", + "Epoch 4/15\n", + "9/9 [==============================] - 0s 4ms/step - loss: 0.5639 - accuracy: 0.9143 - val_loss: 0.5395 - val_accuracy: 0.7333\n", + "Epoch 5/15\n", + "9/9 [==============================] - 0s 5ms/step - loss: 0.5236 - accuracy: 0.7143 - val_loss: 0.4498 - val_accuracy: 0.9333\n", + "Epoch 6/15\n", + "9/9 [==============================] - 0s 5ms/step - loss: 0.4573 - accuracy: 0.8714 - val_loss: 0.3584 - val_accuracy: 1.0000\n", + "Epoch 7/15\n", + "9/9 [==============================] - 0s 5ms/step - loss: 0.3867 - accuracy: 0.8714 - val_loss: 0.2989 - val_accuracy: 0.9333\n", + "Epoch 8/15\n", + "9/9 [==============================] - 0s 7ms/step - loss: 0.3388 - accuracy: 0.8857 - val_loss: 0.2204 - val_accuracy: 1.0000\n", + "Epoch 9/15\n", + "9/9 [==============================] - 0s 6ms/step - loss: 0.2815 - accuracy: 0.9429 - val_loss: 0.1957 - val_accuracy: 1.0000\n", + "Epoch 10/15\n", + "9/9 [==============================] - 0s 6ms/step - loss: 0.2692 - accuracy: 0.8857 - val_loss: 0.1323 - val_accuracy: 1.0000\n", + "Epoch 11/15\n", + "9/9 [==============================] - 0s 5ms/step - loss: 0.2591 - accuracy: 0.9429 - val_loss: 0.1105 - val_accuracy: 1.0000\n", + "Epoch 12/15\n", + "9/9 [==============================] - 0s 6ms/step - loss: 0.2229 - accuracy: 0.9286 - val_loss: 0.1051 - val_accuracy: 1.0000\n", + "Epoch 13/15\n", + "9/9 [==============================] - 0s 5ms/step - loss: 0.2146 - accuracy: 0.9143 - val_loss: 0.0919 - val_accuracy: 1.0000\n", + "Epoch 14/15\n", + "9/9 [==============================] - 0s 5ms/step - loss: 0.2031 - accuracy: 0.9429 - val_loss: 0.0859 - val_accuracy: 1.0000\n", + "Epoch 15/15\n", + "9/9 [==============================] - 0s 5ms/step - loss: 0.1997 - accuracy: 0.9429 - val_loss: 0.0829 - val_accuracy: 1.0000\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = tf.keras.models.Sequential()\n", + "model.add(tf.keras.layers.Dense(5,activation='sigmoid',input_shape=(2,)))\n", + "model.add(tf.keras.layers.Dense(1,activation='sigmoid'))\n", + "\n", + "model.compile(tf.keras.optimizers.Adam(0.1),'binary_crossentropy',['accuracy'])\n", + "model.summary()\n", + "model.fit(train_x_norm,train_labels,validation_data=(test_x_norm,test_labels),batch_size=8,epochs=15)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "BmHNhUU8bqEX" + }, + "source": [ + "## មុខងារបាត់បង់ចំណាត់ថ្នាក់\n", + "\n", + "វាសំខាន់ក្នុងការបញ្ជាក់បានត្រឹមត្រូវពីមុខងារបាត់បង់ និងមុខងារបើកបរ នៅលើស្រទាប់ចុងក្រោយនៃបណ្តាញ។ នីតិវិធីសំខាន់ៗមានដូចជា៖\n", + "* ប្រសិនបើបណ្តាញមានចេញតែមួយ (**ចំណាត់ថ្នាក់ពីរប្រភេទ**), យើងប្រើមុខងារបើកបរ **sigmoid**, សម្រាប់ **ចំណាត់ថ្នាក់ច្រើនប្រភេទ** - **softmax**\n", + "* ប្រសិនបើចេញប្រភេទត្រូវបានតំណាងជាការអេនកូដ one-hot, មុខងារបាត់បង់នឹងជា **cross entropy loss** (categorical cross-entropy), ប្រសិនបើចេញមានលេខប្រភេទ - **sparse categorical cross-entropy**។ សម្រាប់ **ចំណាត់ថ្នាក់ពីរប្រភេទ** - ប្រើ **binary cross-entropy** (ដូចគ្នានឹង **log loss**)\n", + "* **ចំណាត់ថ្នាក់មុខងារច្រើនលំដាប់** នឺងពេលដែលវាអាចមានអវកាសអោយវត្ថុត្រូវបានផ្ដល់ជាប្រភេទជាច្រើននៅពេលតែមួយ។ ក្នុងករណីនេះ ត្រូវការអេនកូដបរិស្តានជាមួយ one-hot ហើយប្រើ **sigmoid** ក្នុងនាមមុខងារបើកបរ ដូច្នេះប្រសិទ្ធភាពប្រភេទនីមួយៗស្ថិតនៅរវាង 0 និង 1។\n", + "\n", + "| ចំណាត់ថ្នាក់ | ទ្រង់ទ្រាយស្លាក | មុខងារបើកបរ | បាត់បង់ |\n", + "|---------------|-----------------------|-----------------|----------|\n", + "| ពីរប្រភេទ | ប្រសិទ្ធភាពនៃប្រភេទទី១ | sigmoid | binary crossentropy |\n", + "| ពីរប្រភេទ | ការអេនកូដ one-hot (ចេញពីរចំណុច) | softmax | categorical crossentropy |\n", + "| ច្រើនប្រភេទ | ការអេនកូដ one-hot | softmax | categorical crossentropy |\n", + "| ច្រើនប្រភេទ | លេខប្រភេទ | softmax | sparse categorical crossentropy |\n", + "| ច្រើនលំដាប់ | ការអេនកូដ one-hot | sigmoid | categorical crossentropy |\n", + "\n", + "> ចំណាត់ថ្នាក់ពីរប្រភេទក៏អាចដំណើរការជាគ្រោងពិសេសនៃចំណាត់ថ្នាក់ច្រើនប្រភេទដែលមានចេញពីរចំណុចផងដែរ។ ក្នុងករណីនេះ យើងត្រូវប្រើ **softmax**។\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gZ-kWx84bMDH" + }, + "source": [ + "**Task 3**: \n", + "Use Keras to train MNIST classifier:\n", + "* សូមចំណាំថា Keras មានសំណុំទិន្នន័យស្តង់ដារមួយចំនួន រួមមាន MNIST។ ដើម្បីប្រើ MNIST ពី Keras អ្នកត្រឹមតែត្រូវការបន្ទាត់កូដប៉ុន្មានតួ (ព័ត៌មានបន្ថែម [ទីនេះ](https://www.tensorflow.org/api_docs/python/tf/keras/datasets/mnist))\n", + "* សូមសាកល្បងកំណត់រចនាសម្ព័ន្ធបណ្តាញជាច្រើន ដោយប្រើចំនួនស្រទាប់/ណឺរូនដែលខុសគ្នា ហើយប្រើមុខងារការបូចច្របល់ផ្សេងៗ។\n", + "\n", + "តើភាពត្រឹមត្រូវល្អបំផុតដែលអ្នកអាចចូលដល់បានជាអ្វី?\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "yX6hqiafwHl9" + }, + "source": [ + "## Takeaways\n", + "\n", + "* Tensorflow អនុញ្ញាតឱ្យអ្នកប្រតិបត្តិការលើ tensors នៅកម្រិតទាប អ្នកមានភាពល្អឥតខ្ចោះច្រើនជាងគេ។\n", + "* មានឧបករណ៍ងាយស្រួលក្នុងការធ្វើការជាមួយទិន្នន័យ (`td.Data`) និងស្រទាប់ (`tf.layers`)\n", + "* សម្រាប់អ្នកចាប់ផ្តើម/កិច្ចការប្រចាំថ្ងៃ គណនាដែលបានណែនាំឱ្យប្រើ **Keras** ដែលអនុញ្ញាតឱ្យបង្កើតបណ្ដាញពីស្រទាប់\n", + "* ប្រសិនបើតម្រូវការស្ថាបត្យកម្មមិនស្តង់ដារ អ្នកអាចអនុវត្តស្រទាប់ Keras របស់អ្នកផ្ទាល់ ហើយបន្ទាប់មកប្រើវា ក្នុងគំរូ Keras\n", + "* វាជាគំនិតល្អក្នុងការមើល PyTorch ហើយប្រៀបធៀបវិធីសាស្រ្តជាមួយគ្នា។\n", + "\n", + "កំណត់ត្រាទំព័រដ៏ល្អមួយពីអ្នកបង្កើត Keras អំពី Keras និង Tensorflow 2.0 អាចជួយបាន [នៅទីនេះ](https://t.co/k694J95PI8)។\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n\n\n**ការបដិសេធ**៖\nឯកសារនេះត្រូវបានបកប្រែជាភាសាដោយការប្រើសេវាបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ទោះយើងខិតខំសំដែងភាពត្រឹមត្រូវ ក៏សូមយកចិត្តទុកដាក់ថាការបកប្រែដោយស្វ័យប្រវត្តិអាចមានកំហុសឬភាពមិនត្រឹមត្រូវ។ ឯកសារដើមក្នុងភាសាម្ដដើមគួរត្រូវបានកាត់ទុកជាដើមផ្លូវការនៃព័ត៌មាន។ សម្រាប់ព័ត៌មានសំខាន់ សូមប្រើការបកប្រែដោយអ្នកជំនាញមនុស្ស។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំឬការបកស្រាយខុសអ្វីៗឡើងពីការប្រើប្រាស់ការបកប្រែនេះទេ។\n\n" + ] + } + ], + "metadata": { + "celltoolbar": "Slideshow", + "colab": { + "collapsed_sections": [], + "name": "IntroKerasTF.ipynb", + "provenance": [] + }, + "interpreter": { + "hash": "0cb620c6d4b9f7a635928804c26cf22403d89d98d79684e4529119355ee6d5a5" + }, + "kernelspec": { + "display_name": "Python 3.8.12 64-bit (conda)", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.12" + }, + "livereveal": { + "start_slideshow_at": "selected" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/translations/km/lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb b/translations/km/lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb new file mode 100644 index 00000000..cadf1915 --- /dev/null +++ b/translations/km/lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb @@ -0,0 +1,13907 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "En2vX4FuwHlu" + }, + "source": [ + "## ការណែនាំអំពី PyTorch\n", + "\n", + "> សៀវភៅកំណត់ត្រានេះជាផ្នែកមួយនៃ [AI for Beginners Curricula](http://github.com/microsoft/ai-for-beginners). សូមចូលទៅកាន់ repository ដើម្បីទទួលបានសម្ភារៈសិក្សាផ្តុំពេញលេញ។\n", + "\n", + "### ស៊ុមរចនាសម្ព័ន្ធបណ្តាញប្រសាទ\n", + "\n", + "We have learnt that to train neural networks you need:\n", + "* គុណម៉ាទ្រីស (តង់ស័រ) ឲ្យបានយ៉ាងលឿន\n", + "* គណនាដេរីវេ (gradients) ដើម្បីអនុវត្តអុបទីម៉ីសេន gradient descent\n", + "\n", + "What neural network frameworks allow you to do:\n", + "* Operate with tensors on whatever compute is available, CPU or GPU, or even TPU\n", + "* គណនាដេរីវេដោយស្វ័យប្រវត្តិ (ពួកវាត្រូវបានកម្មវិធីកំណត់យ៉ាងច្បាស់សម្រាប់មុខងារ​តង់ស័រទាំងអស់)\n", + "\n", + "Optionally:\n", + "* ម៉ូឌុលកសាងបណ្តាញប្រសាទ / API កម្រិតខ្ពស់ (ពិពណ៌នាបណ្តាញជា​លំដាប់នៃស្រទាប់)\n", + "* មុខងារបណ្តុះបណ្តាលសាមញ្ញ (`fit`, as in Scikit Learn)\n", + "* មានអាល់ហ្គ័រីធមអុបទីម៉ីសេនជាច្រើន បន្ថែមពី gradient descent\n", + "* យុទ្ធសាស្រ្តផ្នែកដោះស្រាយទិន្នន័យ (ដែលគួរតែដំណើរការលើ GPU ផងដែរ)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8cACQoFMwHl3" + }, + "source": [ + "### Frameworks ដែលពេញនិយមបំផុត\n", + "\n", + "* Tensorflow 1.x - ជា framework ដែលមានឈានដល់ទូលំទូលាយជាលើកដំបូង (Google)។ អនុញ្ញាត​ឱ្យកំណត់ក្រាហ្វគណនាស្ថិតស្ថេរ, បញ្ចូនវាទៅលើ GPU, និងវាយតម្លៃវាប្រកបដោយច្បាស់\n", + "* PyTorch - ជា framework មួយពី Facebook ដែលកំពុងកើនឡើងក្នុងភាពពេញនិយម\n", + "* Keras - ជា API កម្រិតខ្ពស់លើ Tensorflow/PyTorch ដើម្បីរួមបញ្ចូល និងធ្វើឱ្យការប្រើបណ្ដាញប្រសាទសិប្បនិម្មិតងាយស្រួល (Francois Chollet)\n", + "* Tensorflow 2.x + Keras - កំណែថ្មីនៃ Tensorflow ដែលភ្ជាប់មុខងារ Keras ជាមួយ, ដែលគាំទ្រ **ក្រាហ្វគណនាឌីណាមិច**, អនុញ្ញាតឱ្យអនុវត្តប្រតិបត្តិការលើ tensor ដែលស្ទៀងស្ទាត់ទៅនឹង numpy (និង PyTorch)\n", + "\n", + "នៅក្នុង Notebook នេះ យើងនឹងរៀនប្រើ PyTorch។ អ្នកត្រូវប្រាកដថាអ្នកបានដំឡើងកំណែថ្មីនៃ PyTorch - ដើម្បីធ្វើបាន សូមអនុវត្តតាម [ការណែនាំលើគេហទំព័ររបស់ពួកគេ](https://pytorch.org/get-started/locally/). ជាទូទៅ វាសាមញ្ញគ្រាន់តែធ្វើដូចខាងក្រោម\n", + "```\n", + "pip install torch torchvision\n", + "```\n", + "ឬ\n", + "```\n", + "conda install pytorch -c pytorch\n", + "```\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 36 + }, + "id": "xwqVx9-bwHl3", + "outputId": "7fdf1bd8-a54b-4eb0-cb09-dbb81a42d99c", + "tags": [] + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'1.11.0+cu113'" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" + } + }, + "metadata": {}, + "execution_count": 10 + } + ], + "source": [ + "import torch\n", + "torch.__version__" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6tp2xGV7wHl4" + }, + "source": [ + "## គំនិតមូលដ្ឋាន: Tensor\n", + "\n", + "**Tensor** គឺជា​អារេ​មួយ​ដែល​មាន​វិមាត្រ​ច្រើន។\n", + "\n", + "វា​ងាយស្រួលយ៉ាង​ខ្លាំងក្នុង​ការ​ប្រើ tensors ដើម្បី​តំណាងឱ្យ​ប្រភេទ​ទិន្នន័យ​ផ្សេងៗ៖\n", + "* 400x400 - រូបភាព​ខ្មៅ-ស\n", + "* 400x400x3 - រូបភាព​ពណ៌\n", + "* 16x400x400x3 - minibatch នៃ​រូបភាពពណ៌ចំនួន 16\n", + "* 25x400x400x3 - វីដេអូ 25-fps រយៈពេល​មួយ​វិនាទី\n", + "* 8x25x400x400x3 - minibatch នៃ​វីដេអូ 1 វិនាទី​ចំនួន 8\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "qG2bsaR7wHl4" + }, + "source": [ + "### តង់ស័រ សាមញ្ញ\n", + "\n", + "អ្នកអាចយ៉ាងងាយស្រួលបង្កើតតង់ស័រ សាមញ្ញពីបញ្ជីនៃ np-arrays ឬបង្កើតតង់ស័រចៃដន្យ:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ybpnk08HwHl4", + "outputId": "377e6e25-bc5a-4d2e-fe8e-17dac1d20c2c", + "trusted": true + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "tensor([[1, 2],\n", + " [3, 4]])\n", + "tensor([[ 0.8995, -1.6137, 1.4489],\n", + " [-0.2796, -2.1443, -2.4618],\n", + " [-0.2358, -0.4249, -0.0716],\n", + " [-0.1267, -0.6382, 0.0593],\n", + " [-0.4956, 1.7054, 0.3874],\n", + " [ 1.3479, -1.6329, 0.2793],\n", + " [ 1.1211, -1.5430, 0.7186],\n", + " [-1.5197, 0.5559, -1.6421],\n", + " [ 0.1900, -0.4175, -0.3922],\n", + " [ 1.8994, 0.1497, -0.7039]])\n" + ] + } + ], + "source": [ + "a = torch.tensor([[1,2],[3,4]])\n", + "print(a)\n", + "a = torch.randn(size=(10,3))\n", + "print(a)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "AXFMsV3r09Ux" + }, + "source": [ + "អ្នកអាចប្រើប្រតិបត្តិការគណិតលើ tensors ដែលអនុវត្តលើមូលធាតុៗ ដូចជា​ក្នុង numpy។ Tensors នឹងត្រូវបានពង្រីកដោយស្វ័យប្រវត្តិឱ្យទៅវិមាត្រដែលត្រូវការ ប្រសិនបើចាំបាច់។ ដើម្បីដក numpy-array ពី tensor សូមប្រើ `.numpy()`:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "e5Nu5Xgj1DnQ", + "outputId": "c1fbcd86-dde6-40b6-8edf-7a37f9d60901" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([[ 0.0000, 0.0000, 0.0000],\n", + " [-2.0583, -0.5631, 1.4932],\n", + " [-1.0613, -1.0738, 2.2078],\n", + " [-1.5101, 0.5896, 2.4722],\n", + " [-2.8219, -2.0846, 1.2405],\n", + " [ 0.8706, -0.2485, 2.3679],\n", + " [-1.6590, 0.1935, 1.8698],\n", + " [-0.3316, 0.8065, 1.6490],\n", + " [-1.5788, -1.1844, -0.4816],\n", + " [ 0.0680, -1.4526, 1.8159]])\n", + "[3.887189 2.1276016 0.17371987]\n" + ] + } + ], + "source": [ + "print(a-a[0])\n", + "print(torch.exp(a)[0].numpy())" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "uQ5zN6cVyrG7" + }, + "source": [ + "## ប្រតិបត្តិការក្នុងកន្លែង និងក្រៅកន្លែង\n", + "\n", + "ប្រតិបត្តិការលើ Tensor ដូចជា `+`/`add` នឹងត្រឡប់ជា tensor ថ្មី។ ទោះបីជាយ៉ាងណា ពេលខ្លះ អ្នកត្រូវការកែប្រែ tensor ដែលមានស្រាប់ ដោយផ្ទាល់ (in-place)។ ភាគច្រើននៃប្រតិបត្តិការទាំងនេះមានមុខស្រដៀងក្នុងកន្លែង ដែលបញ្ចប់ដោយ `_`:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Mjkbcw3-ACKS", + "outputId": "ca021008-9ab6-4b09-c5a5-bbe854cd1493" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Result when adding out-of-place: tensor(8)\n", + "Result after adding in-place: tensor(8)\n" + ] + } + ], + "source": [ + "u = torch.tensor(5)\n", + "print(\"Result when adding out-of-place:\",u.add(torch.tensor(3)))\n", + "u.add_(torch.tensor(3))\n", + "print(\"Result after adding in-place:\", u)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DLPUcVsXACKT" + }, + "source": [ + "នេះជាវិធីដែលយើងអាចគណនាសរុប ឬ ជួរទាំងអស់ក្នុងម៉ាទ្រីសដោយវិធីសាមញ្ញ៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7pu0UZ-_yqfB", + "outputId": "bd2e8c6a-39e1-4f29-990b-9591e866936c" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([ 3.4945, 2.5325, -2.8684])\n" + ] + } + ], + "source": [ + "s = torch.zeros_like(a[0])\n", + "for i in a:\n", + " s.add_(i)\n", + "\n", + "print(s)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rIh1EHcezlNo" + }, + "source": [ + "ប៉ុន្តែវាប្រសើរជាងណាស់ក្នុងការប្រើ\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "aQIdWZ1kzn6P", + "outputId": "89000bb4-f45e-493b-a7b0-39fa4e7d92c1" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor([ 3.4945, 2.5325, -2.8684])" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "torch.sum(a,axis=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "5UzUmEZhACKT" + }, + "source": [ + "អ្នកអាចអានព័ត៌មានបន្ថែមអំពីតេនស័ររបស់ PyTorch នៅក្នុង [ឯកសារផ្លូវការ](https://pytorch.org/tutorials/beginner/basics/tensorqs_tutorial.html)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "U-auwezDwHl6" + }, + "source": [ + "## ការគណនាក្រាឌីអង់\n", + "\n", + "សម្រាប់ការបង្វិលត្រឡប់ក្រោយ អ្នកត្រូវគណនាក្រាឌីអង់។ យើងអាចកំណត់លក្ខណៈ `requires_grad` របស់ PyTorch Tensor មួយណាមួយទៅជា `True` ដែលនឹងធ្វើឱ្យប្រតិបត្តិការទាំងអស់ជាមួយ tensor នេះត្រូវបានតាមដានសម្រាប់ការគណនាក្រាឌីអង់។ ដើម្បីគណនាក្រាឌីអង់ អ្នកត្រូវហៅមេតូដ `backward()` បន្ទាប់មកក្រាឌីអង់នឹងអាចប្រើបានតាមរយៈលក្ខណៈ `grad`:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "m8vFOXr7wHl6", + "outputId": "7054c2b1-0b61-4938-937d-813f75f0b195", + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([[-0.1728, 0.0913],\n", + " [-0.1666, -0.1942]])\n" + ] + } + ], + "source": [ + "a = torch.randn(size=(2, 2), requires_grad=True)\n", + "b = torch.randn(size=(2, 2))\n", + "\n", + "c = torch.mean(torch.sqrt(torch.square(a) + torch.square(b))) # Do some math using `a`\n", + "c.backward() # call backward() to compute all gradients\n", + "# What's the gradient of `c` with respect to `a`?\n", + "print(a.grad)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "nPj3rtrtACKU" + }, + "source": [ + "ដើម្បីច្បាស់ជាងនេះ, PyTorch ធ្វើការ **សរុប** ក្រាឌីអង់ ដោយស្វ័យ​ប្រវត្តិ។ បើអ្នកបញ្ជាក់ `retain_graph=True` នៅពេលហៅ `backward`, ក្រាហ្វគណនានឹងត្រូវរក្សាទុក ហើយក្រាឌីអង់​ថ្មី​នឹងត្រូវបន្ថែមទៅក្នុងវាល `grad`។ ដើម្បីចាប់ផ្តើមគណនាក្រាឌីអង់ឡើងវិញពីដើម យើងត្រូវកំណត់វាល `grad` ទៅជា 0 យ៉ាងច្បាស់ ដោយហៅ `zero_()`:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "z_VIw8MoACKU", + "outputId": "36a28b11-6919-47ab-c3f9-c7f1d8500423" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([[-0.5185, 0.2739],\n", + " [-0.4998, -0.5826]])\n", + "tensor([[-0.1728, 0.0913],\n", + " [-0.1666, -0.1942]])\n" + ] + } + ], + "source": [ + "c = torch.mean(torch.sqrt(torch.square(a) + torch.square(b)))\n", + "c.backward(retain_graph=True)\n", + "c.backward(retain_graph=True)\n", + "print(a.grad)\n", + "a.grad.zero_()\n", + "c.backward()\n", + "print(a.grad)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "HM9sUkVgCiG9" + }, + "source": [ + "ដើម្បីគណនា gradients, PyTorch បង្កើត និងថែរក្សា **compute graph**។ សម្រាប់តង់ស័រ​នីមួយៗ ដែលស្លាក `requires_grad` ត្រូវបានកំណត់ជា `True`, PyTorch នឹងថែរក្សាអនុគមន៍ពិសេសមួយឈ្មោះ `grad_fn` ដែលគណនាអាណុភាព (derivative) នៃសមីការតាមច្បាប់ chain rule:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "PcxHb-7jC7Vv", + "outputId": "3b3fa138-6d09-4636-8a71-f4a4051c7827" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor(0.9143, grad_fn=)\n" + ] + } + ], + "source": [ + "print(c)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rvLfNiblACKV" + }, + "source": [ + "នៅទីនេះ `c` ត្រូវបានគណនា ដោយប្រើមុខងារ `mean` ដូច្នេះ `grad_fn` បង្ហាញទៅមុខងារ ដែលមានឈ្មោះ `MeanBackward`។\n", + "\n", + "នៅក្នុងករណីភាគច្រើន យើងចង់ឲ្យ PyTorch គណនា gradient នៃមុខងារតែមួយ (ដូចជា មុខងារ loss)។ ទោះជាយ៉ាងណា ប្រសិនបើយើងចង់គណនាក្រាឌីអង់នៃ tensor មួយ ទល់នឹង tensor ផ្សេងទៀត PyTorch អនុញ្ញាតឲ្យយើងគណនាបូគ្គលផលរវាងម៉ាទ្រីស Jacobian និងវ៉ិចទ័រមួយដែលបានផ្ដល់។\n", + "\n", + "Suppose we have a vector function $\\vec{y}=f(\\vec{x})$, where\n", + "$\\vec{x}=\\langle x_1,\\dots,x_n\\rangle$ and\n", + "$\\vec{y}=\\langle y_1,\\dots,y_m\\rangle$, then a gradient of $\\vec{y}$ with respect to $\\vec{x}$ is defined by a **Jacobian**:\n", + "\n", + "$$\n", + "\\begin{align}J=\\left(\\begin{array}{ccc}\n", + " \\frac{\\partial y_{1}}{\\partial x_{1}} & \\cdots & \\frac{\\partial y_{1}}{\\partial x_{n}}\\\\\n", + " \\vdots & \\ddots & \\vdots\\\\\n", + " \\frac{\\partial y_{m}}{\\partial x_{1}} & \\cdots & \\frac{\\partial y_{m}}{\\partial x_{n}}\n", + "\\end{array}\\right)\\end{align}\n", + "$$\n", + "\n", + "ជំនួសការផ្ដល់ឱ្យយើងនូវការចូលដំណើរការ ទៅលើ Jacobian ទាំងមូល PyTorch គណនាបូគ្គលផល $v^T\\cdot J$ រវាង Jacobian និងវ៉ិចទ័រណាមួយ\n", + "$v=(v_1 \\dots v_m)$. In order to do that, we need to call ``backward`` and pass `v` as an argument. The size of `v` should be the same as the size of the original tensor, with respect to which we compute the gradient.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "VUNYiQCOACKV", + "outputId": "e3127c21-fce6-420d-f347-ec40cc827e7e" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([[-0.8642, 0.0913],\n", + " [-0.1666, -0.9710]])\n" + ] + } + ], + "source": [ + "c = torch.sqrt(torch.square(a) + torch.square(b))\n", + "c.backward(torch.eye(2)) # eye(2) means 2x2 identity matrix\n", + "print(a.grad)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "dGHlkVlvACKV" + }, + "source": [ + "ព័ត៌មានបន្ថែមអំពីការគណនា Jacobians ក្នុង PyTorch អាចរកបាននៅក្នុង [ឯកសារផ្លូវការ](https://pytorch.org/tutorials/beginner/basics/autogradqs_tutorial.html)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "FnVvj4LkD15r" + }, + "source": [ + "# ឧទាហរណ៍ 0: ការស្វែងរកអប្បបរមា ដោយ Gradient Descent\n", + "\n", + "យើងមកព្យាយាមប្រើ automatic differentiation ដើម្បីស្វែងរកតម្លៃអប្បបរមានៃអនុគមន៍សាមញ្ញមានអថេរ ២ $f(x_1,x_2)=(x_1-3)^2+(x_2+2)^2$។ ឲ្យ tensor `x` កាន់កូអរដោនេបច្ចុប្បន្ននៃចំណុច។\n", + "\n", + "យើងចាប់ផ្តើមពីចំណុចចាប់ផ្តើម $x^{(0)}=(0,0)$ ហើយគណនា​ចំណុច​បន្ទាប់​នៅ​ក្នុង​លំដាប់ដោយប្រើសមីការធ្លាក់ចុះតាម gradient៖\n", + "$$\n", + "x^{(n+1)} = x^{(n)} - \\eta\\nabla f\n", + "$$\n", + "នៅទីនេះ $\\eta$ គឺជា所谓 **learning rage** (យើង​នឹង​សម្គាល់​វា​ដោយ `lr` ក្នុង​កូដ), និង $\\nabla f = (\\frac{\\partial f}{\\partial x_1},\\frac{\\partial f}{\\partial x_2})$ - gradient នៃ $f$។\n", + "\n", + "ដើម្បីចាប់ផ្តើម យើងនឹងកំណត់តម្លៃចាប់ផ្តើមរបស់ `x` និងអនុគមន៍ `f`:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "nDw5mV9KEeOa" + }, + "outputs": [], + "source": [ + "x = torch.zeros(2,requires_grad=True)\n", + "f = lambda x : (x-torch.tensor([3,-2])).pow(2).sum()\n", + "lr = 0.1" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Wt815LWdEj77" + }, + "source": [ + "ឥឡូវនេះ យើងសូមធ្វើ 15 វដ្តនៃ gradient descent។ នៅក្នុងរាល់វដ្ត យើងនឹងធ្វើបច្ចុប្បន្នភាពកូអរដោណេ `x` ហើយបង្ហាញពួកវា ដើម្បីធានាថាយើងកំពុងជិតចំនុចអប្បបរមា (3,-2):\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "KfwMf555EyWJ", + "outputId": "67e2199c-61ff-4ad1-9c48-b4a646bf8bbd" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Step 0: x[0]=0.6000000238418579, x[1]=-0.4000000059604645\n", + "Step 1: x[0]=1.0800000429153442, x[1]=-0.7200000286102295\n", + "Step 2: x[0]=1.4639999866485596, x[1]=-0.9760000705718994\n", + "Step 3: x[0]=1.7711999416351318, x[1]=-1.1808000802993774\n", + "Step 4: x[0]=2.0169599056243896, x[1]=-1.3446400165557861\n", + "Step 5: x[0]=2.2135679721832275, x[1]=-1.4757120609283447\n", + "Step 6: x[0]=2.370854377746582, x[1]=-1.5805696249008179\n", + "Step 7: x[0]=2.4966835975646973, x[1]=-1.6644556522369385\n", + "Step 8: x[0]=2.597346782684326, x[1]=-1.7315645217895508\n", + "Step 9: x[0]=2.677877426147461, x[1]=-1.7852516174316406\n", + "Step 10: x[0]=2.7423019409179688, x[1]=-1.8282012939453125\n", + "Step 11: x[0]=2.793841600418091, x[1]=-1.8625609874725342\n", + "Step 12: x[0]=2.835073232650757, x[1]=-1.8900487422943115\n", + "Step 13: x[0]=2.868058681488037, x[1]=-1.912039041519165\n", + "Step 14: x[0]=2.894446849822998, x[1]=-1.929631233215332\n" + ] + } + ], + "source": [ + "for i in range(15):\n", + " y = f(x)\n", + " y.backward()\n", + " gr = x.grad\n", + " x.data.add_(-lr*gr)\n", + " x.grad.zero_()\n", + " print(\"Step {}: x[0]={}, x[1]={}\".format(i,x[0],x[1]))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8sfjBMBu59B5" + }, + "source": [ + "## ឧទាហរណ៍ 1: រេក្រេស្យុងបន្ទាត់\n", + "\n", + "ឥឡូវនេះយើងមានចំណេះដឹងគ្រប់គ្រាន់ដើម្បីដោះស្រាយបញ្ហាប្រពៃណីនៃ **រេក្រេស្យុងបន្ទាត់**។ ចូរយើងបង្កើតសំណុំទិន្នន័យសិប្បនិម្មិតតូចមួយ៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "j723455WwHl7", + "trusted": true + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.datasets import make_classification, make_regression\n", + "from sklearn.model_selection import train_test_split\n", + "import random" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "WJNK_J6v6I-Z", + "outputId": "09e6386e-a6d4-4b81-c8d2-153f0acf9696" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "np.random.seed(13) # pick the seed for reproducibility - change it to explore the effects of random variations\n", + "\n", + "train_x = np.linspace(0, 3, 120)\n", + "train_labels = 2 * train_x + 0.9 + np.random.randn(*train_x.shape) * 0.5\n", + "\n", + "plt.scatter(train_x,train_labels)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Ng4rZmGc6oxk" + }, + "source": [ + "សមីការបន្ទាត់ត្រូវបានកំណត់ដោយបន្ទាត់ត្រង់ $f_{W,b}(x) = Wx+b$, ដែល $W, b$ ជាព៉ារ៉ាម៉ែត្រ​ម៉ូឌែល​ដែលយើងត្រូវស្វែងរក។ កំហុសលើឌាតាសេតរបស់យើង $\\{x_i,y_u\\}_{i=1}^N$ (ដែលត្រូវបានហៅថា **អនុគមន៍ខាត**) អាចកំណត់បានជា​កំហុសចតុកោណមធ្យម:\n", + "$$\n", + "\\mathcal{L}(W,b) = {1\\over N}\\sum_{i=1}^N (f_{W,b}(x_i)-y_i)^2\n", + "$$\n", + "\n", + "ចាំកំណត់ម៉ូឌែល និង​អនុគមន៍ខាតរបស់យើង:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "QxhI4GlB6aiH" + }, + "outputs": [], + "source": [ + "input_dim = 1\n", + "output_dim = 1\n", + "learning_rate = 0.1\n", + "\n", + "# This is our weight matrix\n", + "w = torch.tensor([100.0],requires_grad=True,dtype=torch.float32)\n", + "# This is our bias vector\n", + "b = torch.zeros(size=(output_dim,),requires_grad=True)\n", + "\n", + "def f(x):\n", + " return torch.matmul(x,w) + b\n", + "\n", + "def compute_loss(labels, predictions):\n", + " return torch.mean(torch.square(labels - predictions))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "JUxwj3367gD2" + }, + "source": [ + "យើងនឹងបណ្តុះម៉ូឌែលលើស៊េរីនៃ minibatches។\n", + "យើងនឹងប្រើ gradient descent ដើម្បីកែតម្រួលប៉ារ៉ាម៉ែត្រម៉ូឌែល ដោយប្រើសមីការខាងក្រោម:\n", + "\n", + "$$\n", + "\\begin{array}{l}\n", + "W^{(n+1)}=W^{(n)}-\\eta\\frac{\\partial\\mathcal{L}}{\\partial W} \\\\\n", + "b^{(n+1)}=b^{(n)}-\\eta\\frac{\\partial\\mathcal{L}}{\\partial b} \\\\\n", + "\\end{array}\n", + "$$\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "-991PErM7fJU" + }, + "outputs": [], + "source": [ + "def train_on_batch(x, y):\n", + " predictions = f(x)\n", + " loss = compute_loss(y, predictions)\n", + " loss.backward()\n", + " w.data.sub_(learning_rate * w.grad)\n", + " b.data.sub_(learning_rate * b.grad)\n", + " w.grad.zero_()\n", + " b.grad.zero_()\n", + " return loss" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "idr2VEWb9rr0" + }, + "source": [ + "តោះធ្វើការបណ្តុះបណ្តាល។ យើងនឹងធ្វើការឆ្លងកាត់សំណុំទិន្នន័យជាច្រើនដង (ហៅថា **epochs**), បែងវាទៅជា minibatches ហើយហៅមុខងារដែលបានកំណត់ខាងលើ:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "nOuu0qpx-wAp" + }, + "outputs": [], + "source": [ + "# Shuffle the data.\n", + "indices = np.random.permutation(len(train_x))\n", + "features = torch.tensor(train_x[indices],dtype=torch.float32)\n", + "labels = torch.tensor(train_labels[indices],dtype=torch.float32)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3zdIf6c_85Ht", + "outputId": "6520288c-da59-4a9f-c37e-cd99779c3073" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 0: last batch loss = 94.5247\n", + "Epoch 1: last batch loss = 9.3428\n", + "Epoch 2: last batch loss = 1.4166\n", + "Epoch 3: last batch loss = 0.5224\n", + "Epoch 4: last batch loss = 0.3807\n", + "Epoch 5: last batch loss = 0.3495\n", + "Epoch 6: last batch loss = 0.3413\n", + "Epoch 7: last batch loss = 0.3390\n", + "Epoch 8: last batch loss = 0.3384\n", + "Epoch 9: last batch loss = 0.3382\n" + ] + } + ], + "source": [ + "batch_size = 4\n", + "for epoch in range(10):\n", + " for i in range(0,len(features),batch_size):\n", + " loss = train_on_batch(features[i:i+batch_size].view(-1,1),labels[i:i+batch_size])\n", + " print('Epoch %d: last batch loss = %.4f' % (epoch, float(loss)))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "JPO9xs4bToPb" + }, + "source": [ + "យើងឥឡូវបានទទួលប៉ារ៉ាម៉ែត្រដែលបានអុបទីម៉ាល់ $W$ និង $b$។ សូមសម្គាល់ថាតម្លៃរបស់ពួកវាស្រដៀងនឹងតម្លៃដើមដែលបានប្រើពេលបង្កើតសំណុំទិន្នន័យ ($W=2, b=1$)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "US6q0nCBD-LL", + "outputId": "c804b779-3231-4f6f-c854-032d211b2853" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(tensor([1.8617], requires_grad=True), tensor([1.0711], requires_grad=True))" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "w,b" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + }, + "id": "_e6xRMZFDnyI", + "outputId": "79e6c360-265a-401d-ce39-8f211917a13d" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(train_x,train_labels)\n", + "x = np.array([min(train_x),max(train_x)])\n", + "with torch.no_grad():\n", + " y = w.numpy()*x+b.numpy()\n", + "plt.plot(x,y,color='red')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0giuwC9GHzi8" + }, + "source": [ + "## Computations on GPU\n", + "\n", + "ដើម្បីប្រើ GPU សម្រាប់ការគណនា, PyTorch គាំទ្រការផ្លាស់ទី tensors ទៅ GPU និងសាងសង់ក្រាហ្វគណនា សម្រាប់ GPU។ ប្រពៃណីនៅដើមកូដរបស់យើង យើងកំណត់ឧបករណ៍គណនា​ដែលអាចប្រើបាន `device` (ដែលអាចជា `cpu` ឬ `cuda`), ហើយបន្ទាប់មកផ្លាស់ទី tensors ទាំងអស់ទៅឧបករណ៍នេះ ដោយហៅ `.to(device)`។ យើងក៏អាចបង្កើត tensors នៅលើឧបករណ៍ដែលបានកំណត់ពីលើដើម ដោយផ្តល់ប៉ារ៉ាម៉ែត្រ `device=...` ទៅកូដបង្កើត tensor។ កូដដូចនេះដំណើរការ ដោយគ្មានការផ្លាស់ប្តូរ ទាំងនៅលើ CPU និង GPU៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HK7HPLz3Hyrl", + "outputId": "7e14cccb-d376-4e59-be66-4ab3f5c3f6f4" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Doing computations on cpu\n", + "Epoch 0: last batch loss = 94.5247\n", + "Epoch 1: last batch loss = 9.3428\n", + "Epoch 2: last batch loss = 1.4166\n", + "Epoch 3: last batch loss = 0.5224\n", + "Epoch 4: last batch loss = 0.3807\n", + "Epoch 5: last batch loss = 0.3495\n", + "Epoch 6: last batch loss = 0.3413\n", + "Epoch 7: last batch loss = 0.3390\n", + "Epoch 8: last batch loss = 0.3384\n", + "Epoch 9: last batch loss = 0.3382\n" + ] + } + ], + "source": [ + "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n", + "\n", + "print('Doing computations on '+device)\n", + "\n", + "### Changes here: indicate device\n", + "w = torch.tensor([100.0],requires_grad=True,dtype=torch.float32,device=device)\n", + "b = torch.zeros(size=(output_dim,),requires_grad=True,device=device)\n", + "\n", + "def f(x):\n", + " return torch.matmul(x,w) + b\n", + "\n", + "def compute_loss(labels, predictions):\n", + " return torch.mean(torch.square(labels - predictions))\n", + "\n", + "def train_on_batch(x, y):\n", + " predictions = f(x)\n", + " loss = compute_loss(y, predictions)\n", + " loss.backward()\n", + " w.data.sub_(learning_rate * w.grad)\n", + " b.data.sub_(learning_rate * b.grad)\n", + " w.grad.zero_()\n", + " b.grad.zero_()\n", + " return loss\n", + "\n", + "batch_size = 4\n", + "for epoch in range(10):\n", + " for i in range(0,len(features),batch_size):\n", + " ### Changes here: move data to required device\n", + " loss = train_on_batch(features[i:i+batch_size].view(-1,1).to(device),labels[i:i+batch_size].to(device))\n", + " print('Epoch %d: last batch loss = %.4f' % (epoch, float(loss)))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "A10prCPowHl7" + }, + "source": [ + "## ឧទាហរណ៍ 2: ការចាត់ថ្នាក់\n", + "\n", + "ឥឡូវនេះ យើងនឹងពិចារណាបញ្ហាការចាត់ថ្នាក់ពីរភេទ។\n", + "\n", + "ឧទាហរណ៍ល្អសម្រាប់បញ្ហាបែបនេះ គឺការចាត់ថ្នាក់អំពីថ្លើម (tumour) ថាតើវាជា malignant ឬ benign ដោយផ្អែកលើទំហំ និងអាយុ។\n", + "\n", + "គំរូមូលដ្ឋានស្រដៀងនឹង regression, ប៉ុន្តែយើងត្រូវប្រើអនុគមន៍ខាតខុសគ្នា។ ចូរយើងចាប់ផ្តើមដោយបង្កើតទិន្នន័យគំរូ៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "j0OTPkGpwHl7", + "scrolled": false, + "trusted": true + }, + "outputs": [], + "source": [ + "np.random.seed(0) # pick the seed for reproducibility - change it to explore the effects of random variations\n", + "\n", + "n = 100\n", + "X, Y = make_classification(n_samples = n, n_features=2,\n", + " n_redundant=0, n_informative=2, flip_y=0.1,class_sep=1.5)\n", + "X = X.astype(np.float32)\n", + "Y = Y.astype(np.int32)\n", + "\n", + "split = [ 70*n//100, (15+70)*n//100 ]\n", + "train_x, valid_x, test_x = np.split(X, split)\n", + "train_labels, valid_labels, test_labels = np.split(Y, split)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "c-_BjSHPwHl8", + "scrolled": false, + "trusted": true + }, + "outputs": [], + "source": [ + "def plot_dataset(features, labels, W=None, b=None):\n", + " # prepare the plot\n", + " fig, ax = plt.subplots(1, 1)\n", + " ax.set_xlabel('$x_i[0]$ -- (feature 1)')\n", + " ax.set_ylabel('$x_i[1]$ -- (feature 2)')\n", + " colors = ['r' if l else 'b' for l in labels]\n", + " ax.scatter(features[:, 0], features[:, 1], marker='o', c=colors, s=100, alpha = 0.5)\n", + " if W is not None:\n", + " min_x = min(features[:,0])\n", + " max_x = max(features[:,1])\n", + " min_y = min(features[:,1])*(1-.1)\n", + " max_y = max(features[:,1])*(1+.1)\n", + " cx = np.array([min_x,max_x],dtype=np.float32)\n", + " cy = (0.5-W[0]*cx-b)/W[1]\n", + " ax.plot(cx,cy,'g')\n", + " ax.set_ylim(min_y,max_y)\n", + " fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 283 + }, + "id": "tq0vFchQwHl8", + "outputId": "919f1922-f789-4779-cbdc-4f9e742c358b", + "scrolled": false, + "trusted": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dmitryso\\AppData\\Local\\Temp/ipykernel_89704/2721537645.py:17: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_dataset(train_x, train_labels)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "SjPlpf2-wHl8" + }, + "source": [ + "## បណ្តុះបណ្តាល Perceptron ស្រទាប់តែមួយ\n", + "\n", + "យើងនឹងប្រើម៉ាស៊ីនគណនាក្រាឌីយង់ (gradient) របស់ PyTorch ដើម្បីបណ្តុះបណ្តាល Perceptron ស្រទាប់តែមួយ។\n", + "\n", + "បណ្ដាញប្រសាទរបស់យើង នឹងមានការ​បញ្ចូល 2 និង​ការ​បញ្ចេញ 1។ ម៉ាទ្រីសទំងន់ $W$ នឹងមានទំហំ $2\\times1$, និង​វ៉ិចទ័របៃស $b$ -- $1$។\n", + "\n", + "ដើម្បីធ្វើឲ្យកូដរបស់យើងមានរចនាសម្ព័ន្ធល្អប្រសើរជាងមុន យើងនឹងផ្គុំប៉ារ៉ាម៉ែត្រទាំងអស់ជា ថ្នាក់តែមួយ៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "J1KaixW-cMWJ" + }, + "outputs": [], + "source": [ + "class Network():\n", + " def __init__(self):\n", + " self.W = torch.randn(size=(2,1),requires_grad=True)\n", + " self.b = torch.zeros(size=(1,),requires_grad=True)\n", + "\n", + " def forward(self,x):\n", + " return torch.matmul(x,self.W)+self.b\n", + "\n", + " def zero_grad(self):\n", + " self.W.data.zero_()\n", + " self.b.data.zero_()\n", + "\n", + " def update(self,lr=0.1):\n", + " self.W.data.sub_(lr*self.W.grad)\n", + " self.b.data.sub_(lr*self.b)\n", + "\n", + "net = Network()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rQ7W6TOacIAI" + }, + "source": [ + "> សូមចំណាំថា យើងប្រើ `W.data.zero_()` ជំនួស `W.zero_()`។ យើងត្រូវធ្វើបែបនេះ ព្រោះយើងមិនអាចផ្លាស់ប្តូរ tensor ដែលកំពុងត្រូវបានតាមដានដោយយន្តការ *Autograd* ដោយផ្ទាល់បានទេ។\n", + "\n", + "Core model will be the same as in previous example, but loss function will be a logistic loss. To apply logistic loss, we need to get the value of **probability** as the output of our network, i.e. we need to bring the output $z$ to the range [0,1] using `sigmoid` activation function: $p=\\sigma(z)$.\n", + "\n", + "If we get the probability $p_i$ for the i-th input value corresponding to the actual class $y_i\\in\\{0,1\\}$, we compute the loss as $\\mathcal{L_i}=-(y_i\\log p_i + (1-y_i)log(1-p_i))$. \n", + "\n", + "In PyTorch, both those steps (applying sigmoid and then logistic loss) can be done using one call to `binary_cross_entropy_with_logits` function. Since we are training our network in minibatches, we need to average out the loss across all elements of a minibatch - and that is also done automatically by `binary_cross_entropy_with_logits` function: \n", + "\n", + "> The call to `binary_crossentropy_with_logits` is equivalent to a call to `sigmoid`, followed by a call to `binary_crossentropy`\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "kdDxWeCqwHl8", + "trusted": true + }, + "outputs": [], + "source": [ + "def train_on_batch(net, x, y):\n", + " z = net.forward(x).flatten()\n", + " loss = torch.nn.functional.binary_cross_entropy_with_logits(input=z,target=y)\n", + " net.zero_grad()\n", + " loss.backward()\n", + " net.update()\n", + " return loss" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zAAgw0h6KzUd" + }, + "source": [ + "ដើម្បីលោបតាមទិន្នន័យរបស់យើង យើងនឹងប្រើយន្តការមានក្នុង PyTorch សម្រាប់គ្រប់គ្រងសំណុំទិន្នន័យ។ វាត្រូវបានផ្អែកលើគំនិតពីរ៖\n", + "\n", + "* **Dataset** ជាប្រភពចម្បងនៃទិន្នន័យ វាអាចជាឬ **Iterable** ឬ **Map-style**\n", + "* **Dataloader** មានភារកិច្ចទទួលខុសត្រូវក្នុងការផ្ទុកទិន្នន័យពីសំណុំទិន្នន័យ និងបំបែកវាចូលទៅជា minibatches។\n", + "\n", + "ក្នុងករណីរបស់យើង យើងនឹងកំណត់សំណុំទិន្នន័យមួយដែលផ្អែកលើ tensor ហើយបំបែកវាទៅជា minibatches នៃធាតុ 16។ មួយមីនីបាចមាន tensor ពីរ គឺទិន្នន័យបញ្ចូល (size=16x2) និង ស្លាក (វ៉ិចទ័រមានប្រវែង 16 ប្រភេទចំនួនគត់ - លេខថ្នាក់)។\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "PfyqjVb2wHl8", + "outputId": "f9f5af23-005e-42e0-928b-9890b6c4e0cf", + "trusted": true + }, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[tensor([[ 1.5442, 2.5290],\n", + " [-1.6284, 0.0772],\n", + " [-1.7141, 2.4770],\n", + " [-1.4951, 0.7320],\n", + " [-1.6899, 0.9243],\n", + " [-0.9474, -0.7681],\n", + " [ 3.8597, -2.2951],\n", + " [-1.3944, 1.4300],\n", + " [ 4.3627, 3.1333],\n", + " [-1.0973, -1.7011],\n", + " [-2.5532, -0.0777],\n", + " [-1.2661, -0.3167],\n", + " [ 0.3921, 1.8406],\n", + " [ 2.2091, -1.6045],\n", + " [ 1.8383, -1.4861],\n", + " [ 0.7173, -0.9718]]),\n", + " tensor([1., 0., 0., 0., 0., 0., 1., 0., 1., 0., 0., 0., 1., 1., 1., 1.])]" + ] + }, + "metadata": {}, + "execution_count": 14 + } + ], + "source": [ + "# Create a tf.data.Dataset object for easy batched iteration\n", + "dataset = torch.utils.data.TensorDataset(torch.tensor(train_x),torch.tensor(train_labels,dtype=torch.float32))\n", + "dataloader = torch.utils.data.DataLoader(dataset,batch_size=16)\n", + "\n", + "list(dataloader)[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "xrwgkbQjhkEp" + }, + "source": [ + "ឥឡូវនេះយើងអាចឆ្លងកាត់ទិន្នន័យទាំងមូល ដើម្បីបណ្តុះបណ្តាលបណ្ដាញរបស់យើងសម្រាប់ 15 អាណត្តិ:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QGchp9D6gVJa", + "outputId": "b4c4751d-cb56-4104-d5b5-f1ae9d3d858d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 0: last batch loss = 0.6491\n", + "Epoch 1: last batch loss = 0.6064\n", + "Epoch 2: last batch loss = 0.5822\n", + "Epoch 3: last batch loss = 0.5679\n", + "Epoch 4: last batch loss = 0.5592\n", + "Epoch 5: last batch loss = 0.5537\n", + "Epoch 6: last batch loss = 0.5501\n", + "Epoch 7: last batch loss = 0.5478\n", + "Epoch 8: last batch loss = 0.5463\n", + "Epoch 9: last batch loss = 0.5454\n", + "Epoch 10: last batch loss = 0.5447\n", + "Epoch 11: last batch loss = 0.5443\n", + "Epoch 12: last batch loss = 0.5441\n", + "Epoch 13: last batch loss = 0.5439\n", + "Epoch 14: last batch loss = 0.5438\n" + ] + } + ], + "source": [ + "for epoch in range(15):\n", + " for (x, y) in dataloader:\n", + " loss = train_on_batch(net,x,y)\n", + " print('Epoch %d: last batch loss = %.4f' % (epoch, float(loss)))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "nnyEjYAWToPd" + }, + "source": [ + "ប៉ារ៉ាម៉ែត្រ​ដែលបានទទួល:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "5QaDiCQUkFOT", + "outputId": "45b4a66b-1222-40f4-c758-d58f1c7daf8c" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([[ 0.1330],\n", + " [-0.2810]], requires_grad=True) tensor([0.], requires_grad=True)\n" + ] + } + ], + "source": [ + "print(net.W,net.b)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "s4_Atvn5K4K9" + }, + "source": [ + "ដើម្បីប្រាកដថាការបណ្តុះបណ្តាលរបស់យើងបានដំណើរការ យើងចូរគូតបន្ទាត់ដែលបំបែកចំណាត់ថ្នាក់ទាំងពីរ។ បន្ទាត់បំបែកកំណត់ដោយសមីការ $W\\times x + b = 0.5$\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 283 + }, + "id": "PgRTHttLwHl9", + "outputId": "d9abf92f-cb70-4c56-ccd0-5e027239da58", + "trusted": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\dmitryso\\AppData\\Local\\Temp/ipykernel_89704/2721537645.py:17: UserWarning: Matplotlib is currently using module://matplotlib_inline.backend_inline, which is a non-GUI backend, so cannot show the figure.\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_dataset(train_x,train_labels,net.W.detach().numpy(),net.b.detach().numpy())" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1W4TZfXOmIlS" + }, + "source": [ + "ឥឡូវនេះ យើងមកគណនាភាពត្រឹមត្រូវលើសំណុំទិន្នន័យផ្ទៀងផ្ទាត់:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HUjdeIefsIsg", + "outputId": "a1a363d4-a307-4769-9ccf-fe8a857b62af" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "tensor(0.7333)" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pred = torch.sigmoid(net.forward(torch.tensor(valid_x)))\n", + "torch.mean(((pred.view(-1)>0.5)==(torch.tensor(valid_labels)>0.5)).type(torch.float32))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Fv7JxC3uToPe" + }, + "source": [ + "យើងមកពន្យល់អំពីអ្វីដែលកំពុងកើតឡើងនៅទីនេះ៖\n", + "* `pred` គឺជា​វ៉ិចត័រ​នៃប្រហែលភាពដែលបានទាយសម្រាប់សំណុំទិន្នន័យផ្ទៀងផ្ទាត់ទាំងមូល។ យើងគណនាវា​ដោយបញ្ជូលទិន្នន័យផ្ទៀងផ្ទាត់ដើម `valid_x` តាមបណ្ដាញរបស់យើង ហើយអនុវត្ត `sigmoid` ដើម្បីទទួលបានប្រហែលភាព។\n", + "* `pred.view(-1)` បង្កើតទិដ្ឋភាពបញ្ចេញជាបន្ទាត់នៃតង់ស័រដើម។ `view` ស្រដៀងនឹងមុខងារ `reshape` ក្នុង numpy។\n", + "* `pred.view(-1)>0.5` ទាញយកតង់ស័រប៊ូល្យែន ឬតម្លៃពិត/មិនពិតដែលបង្ហាញថាជាពាក្យថា​ដែលបានទាយ (False = class 0, True = class 1)\n", + "* ដូចគ្នានេះ, `torch.tensor(valid_labels)>0.5)` បង្កើតតង់ស័រប៊ូល្យែននៃតម្លៃពិត/មិនពិតសម្រាប់ស្លាកផ្ទៀងផ្ទាត់។\n", + "* យើងប្រៀបធៀបតង់ស័រទាំងពីរទាំងនេះម្តងៗតាមធាតុ ហើយទទួលបានតង់ស័រប៊ូល្យែនមួយផ្សេងទៀត ដែលមាន `True` សំដៅថាការព្យាករណ៍ត្រឹមត្រូវ និង `False` សម្រាប់ខុស។\n", + "* យើងបម្លែងតង់ស័រនោះទៅជាចំនួនចល័ត ហើយគណនាមធ្យមរបស់វាដោយប្រើ `torch.mean` - នេះជាពីភាគភាពត្រឹមត្រូវដែលយើងចង់បាន។\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "_95qF9lY2kHp" + }, + "source": [ + "## បណ្តាញប្រសាទ និង អុបទីម៉ាយស័រ\n", + "\n", + "នៅក្នុង PyTorch មានម៉ូឌុលពិសេស `torch.nn.Module` ត្រូវបានកំណត់សម្រាប់តំណាងឱ្យបណ្តាញប្រសាទ។ មានវិធីពីរសម្រាប់កំណត់បណ្តាញប្រសាទរបស់អ្នក៖\n", + "* **Sequential**, ដោយលោកអ្នកសំគាល់តែបញ្ជីនៃស្រទាប់ដែលបង្កើតបណ្តាញរបស់អ្នក\n", + "* ជា **ថ្នាក់** ដែលទទួលមកពី `torch.nn.Module`\n", + "\n", + "វិធីទីមួយអនុញ្ញាតឱ្យលោកអ្នកកំណត់បណ្តាញស្តង់ដារជាមួយសំណុំបន្ទាត់ជាប់គ្នានៃស្រទាប់ មុនពេលវិធីទីពីរមានភាពបត់បែនច្រើនជាង និងផ្តល់ឱកាសដើម្បីបង្ហាញបណ្តាញដែលមានសំណង់ស្មុគស្មាញគ្រប់ប្រភេទ។\n", + "\n", + "នៅក្នុងម៉ូឌុល អ្នកអាចប្រើ **ស្រទាប់** ស្តង់ដារ ដូចជា៖\n", + "* `Linear` - dense linear layer, equivalent to one-layered perceptron. It has the same architecture as we have defined above for our network\n", + "* `Softmax`, `Sigmoid`, `ReLU` - ស្រទាប់ដែលទាក់ទងនឹងមុខងារបើកសកម្មភាព (activation functions)\n", + "* ក៏មានស្រទាប់ផ្សេងទៀតសម្រាប់ប្រភេទបណ្តាញពិសេសៗ ដូចជា convolution, recurrent, ល។ យើង​នឹងឆ្លេកត្រឡប់មកមើលពួកវាជាច្រើនទៀតនៅពេលក្រោយក្នុងវគ្គនេះ។\n", + "\n", + "> ភាគច្រើននៃមុខងារបើកសកម្មភាព និងមុខងារបាត់បង់ក្នុង PyTorch មានឱ្យប្រើនៅក្នុងរាងពីរប្រៀបគ្នា៖ ជា **មុខងារ** (នៅក្នុង namespace `torch.nn.functional`) និង **ជា​ស្រទាប់មួយ** (នៅក្នុង namespace `torch.nn`)។ សម្រាប់មុខងារបើកសកម្មភាព ម្តងៗវែងជាងងាយស្រួលក្នុងការប្រើធាតុមុខងារពី `torch.nn.functional` ដោយមិនចាំបាច់បង្កើតវត្ថុស្រទាប់ដាច់ដោយឡែក។\n", + "\n", + "បើយើងចង់បណ្តុះ perceptron មួយស្រទាប់ យើងអាចប្រើស្រទាប់ `Linear` មួយដែលមានក្នុងប្រព័ន្ធបាន៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "D77pXPR6oFRs", + "outputId": "efa49e5c-72d4-4781-89d4-4ab6597d2b0e" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[Parameter containing:\n", + "tensor([[-0.0422, 0.1821]], requires_grad=True), Parameter containing:\n", + "tensor([0.6582], requires_grad=True)]\n" + ] + } + ], + "source": [ + "net = torch.nn.Linear(2,1) # 2 inputs, 1 output\n", + "\n", + "print(list(net.parameters()))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0tbe0Et_oiNo" + }, + "source": [ + "ដូចដែលអ្នកអាចមើលឃើញ វិធីសាស្រ្ត `parameters()` នឹងត្រឡប់ប៉ារ៉ាម៉ែត្រទាំងអស់ដែលត្រូវបានកែសំរួលនៅពេលបណ្តុះបណ្តាល។ ពួកវាសមនឹងម៉ាទ្រីសទម្ងន់ $W$ និង bias $b$។\n", + "\n", + "អ្នកអាចសម្គាល់បានថាពួកវាត្រូវបានកំណត់ `requires_grad` ឲ្យជា `True` ពីព្រោះយើងត្រូវការគណនា ក្រាឌីអង់សម្រាប់ប៉ារ៉ាម៉ែត្រ។\n", + "\n", + "PyTorch ក៏មាន **optimizers** ជាស្រាប់ ដែលអនុវត្តវិធីសាស្ត្រកែលម្អ ដូចជា **gradient descent**។ នេះជារបៀបដែលយើងអាចកំណត់ **stochastic gradient descent optimizer**៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "B4AxyrFMozh0" + }, + "outputs": [], + "source": [ + "optim = torch.optim.SGD(net.parameters(),lr=0.05)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "6eB8v58eo9pp" + }, + "source": [ + "ដោយប្រើ optimizer វដ្តបណ្តុះបណ្តាលរបស់យើងនឹងមើលទៅដូចនេះ:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ups7nlV22ofp", + "outputId": "503d8ae9-35f3-4ecb-e2ff-4da2ec2914eb" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 0: last batch loss = 0.7596041560173035, val acc = 0.5333333611488342\n", + "Epoch 1: last batch loss = 0.6602361798286438, val acc = 0.6000000238418579\n", + "Epoch 2: last batch loss = 0.5847358107566833, val acc = 0.6666666865348816\n", + "Epoch 3: last batch loss = 0.5263020992279053, val acc = 0.7333333492279053\n", + "Epoch 4: last batch loss = 0.48015740513801575, val acc = 0.800000011920929\n", + "Epoch 5: last batch loss = 0.4430023431777954, val acc = 0.8666666746139526\n", + "Epoch 6: last batch loss = 0.41254672408103943, val acc = 0.8666666746139526\n", + "Epoch 7: last batch loss = 0.3871781527996063, val acc = 0.800000011920929\n", + "Epoch 8: last batch loss = 0.3657420873641968, val acc = 0.800000011920929\n", + "Epoch 9: last batch loss = 0.34739670157432556, val acc = 0.800000011920929\n" + ] + } + ], + "source": [ + "val_x = torch.tensor(valid_x)\n", + "val_lab = torch.tensor(valid_labels)\n", + "\n", + "for ep in range(10):\n", + " for (x,y) in dataloader:\n", + " z = net(x).flatten()\n", + " loss = torch.nn.functional.binary_cross_entropy_with_logits(z,y)\n", + " optim.zero_grad()\n", + " loss.backward()\n", + " optim.step()\n", + " acc = ((torch.sigmoid(net(val_x).flatten())>0.5).float()==val_lab).float().mean()\n", + " print(f\"Epoch {ep}: last batch loss = {loss}, val acc = {acc}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vRLXEQ4Qrcvx" + }, + "source": [ + "> អ្នកអាចសង្កេតឃើញថា ដើម្បីអនុវត្តបណ្តាញរបស់យើងលើទិន្នន័យបញ្ចូល យើងអាចប្រើ `net(x)` ជំនួស `net.forward(x)` ដោយសារ `nn.Module` បានអនុវត្តមុខងារ Python `__call__()`\n", + "\n", + "យោងតាមចំណុចនេះ យើងអាចកំណត់មុខងារ `train` ទូទៅ:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "5c6WsBhlrlIs", + "outputId": "54de8404-4170-4a15-abba-039d06d5e946" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 0: last batch loss = 0.48486900329589844, val acc = 0.7333333492279053\n", + "Epoch 1: last batch loss = 0.41338109970092773, val acc = 0.800000011920929\n", + "Epoch 2: last batch loss = 0.35756850242614746, val acc = 0.800000011920929\n", + "Epoch 3: last batch loss = 0.31495171785354614, val acc = 0.800000011920929\n", + "Epoch 4: last batch loss = 0.2824164032936096, val acc = 0.800000011920929\n", + "Epoch 5: last batch loss = 0.2572754919528961, val acc = 0.800000011920929\n", + "Epoch 6: last batch loss = 0.23751722276210785, val acc = 0.800000011920929\n", + "Epoch 7: last batch loss = 0.2217157930135727, val acc = 0.800000011920929\n", + "Epoch 8: last batch loss = 0.2088666558265686, val acc = 0.800000011920929\n", + "Epoch 9: last batch loss = 0.19824868440628052, val acc = 0.800000011920929\n" + ] + } + ], + "source": [ + "def train(net, dataloader, val_x, val_lab, epochs=10, lr=0.05):\n", + " optim = torch.optim.Adam(net.parameters(),lr=lr)\n", + " for ep in range(epochs):\n", + " for (x,y) in dataloader:\n", + " z = net(x).flatten()\n", + " loss = torch.nn.functional.binary_cross_entropy_with_logits(z,y)\n", + " optim.zero_grad()\n", + " loss.backward()\n", + " optim.step()\n", + " acc = ((torch.sigmoid(net(val_x).flatten())>0.5).float()==val_lab).float().mean()\n", + " print(f\"Epoch {ep}: last batch loss = {loss}, val acc = {acc}\")\n", + "\n", + "net = torch.nn.Linear(2,1)\n", + "\n", + "train(net,dataloader,val_x,val_lab,lr=0.03)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KzuIDqJ8sFYm" + }, + "source": [ + "## កំណត់បណ្ដាញជាលំដាប់នៃស្រទាប់\n", + "\n", + "ឥឡូវនេះ យើងនឹងបណ្តុះ perceptron ច្រើនស្រទាប់។ វាអាចត្រូវបានកំណត់បានដោយគ្រាន់តែបញ្ជាក់លំដាប់នៃស្រទាប់។ វត្ថុដែលទទួលបាននឹងទទួលមុខងារពី `Module`, ឧទាហរណ៍ វានឹងមានវិធី `parameters` ដែលនឹងត្រឡប់ប៉ារ៉ាម៉ែត្រទាំងអស់នៃបណ្ដាញទាំងមូល។\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "tBtytmEAsq-O", + "outputId": "06ad840b-c2b7-409e-e01e-a9170548151d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sequential(\n", + " (0): Linear(in_features=2, out_features=5, bias=True)\n", + " (1): Sigmoid()\n", + " (2): Linear(in_features=5, out_features=1, bias=True)\n", + ")\n" + ] + } + ], + "source": [ + "net = torch.nn.Sequential(torch.nn.Linear(2,5),torch.nn.Sigmoid(),torch.nn.Linear(5,1))\n", + "print(net)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "5r5RbLB1s6YB" + }, + "source": [ + "យើងអាចបណ្តុះបណ្តាលបណ្ដាញច្រើនស្រទាប់នេះដោយប្រើមុខងារ `train` ដែលយើងបានកំណត់ខាងលើ:\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ogXKdcfIs_ND", + "outputId": "957ccd8d-0076-4e9b-89f1-edc1de75f18e" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 0: last batch loss = 0.5835739970207214, val acc = 0.800000011920929\n", + "Epoch 1: last batch loss = 0.4642275869846344, val acc = 0.800000011920929\n", + "Epoch 2: last batch loss = 0.35158076882362366, val acc = 0.800000011920929\n", + "Epoch 3: last batch loss = 0.26132312417030334, val acc = 0.800000011920929\n", + "Epoch 4: last batch loss = 0.19465585052967072, val acc = 0.800000011920929\n", + "Epoch 5: last batch loss = 0.14735405147075653, val acc = 0.800000011920929\n", + "Epoch 6: last batch loss = 0.11454981565475464, val acc = 0.800000011920929\n", + "Epoch 7: last batch loss = 0.09244414418935776, val acc = 0.800000011920929\n", + "Epoch 8: last batch loss = 0.07805468142032623, val acc = 0.800000011920929\n", + "Epoch 9: last batch loss = 0.06894762068986893, val acc = 0.800000011920929\n" + ] + } + ], + "source": [ + "train(net,dataloader,val_x,val_lab)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jY4R1XEGtEzJ" + }, + "source": [ + "## ការកំណត់បណ្ដាញជាថ្នាក់\n", + "\n", + "ការប្រើថ្នាក់មួយដែលបន្តពី `torch.nn.Module` គឺជាវិធីដែលបត់បែនជាង ព្រោះយើងអាចកំណត់ការគណនាណាមួយនៅក្នុងវា។ `Module` ធ្វើអ្វីៗជាច្រើនដោយស្វ័យប្រវត្តិ; ឧទាហរណ៍ វាដឹងដោយស្វ័យប្រវត្តិនូវអថេរផ្ទៃក្នុងទាំងអស់ដែលជាស្រទាប់ (layers) របស់ PyTorch ហើយប្រមូលប៉ារ៉ាម៉ែត្ររបស់ពួកវាសម្រាប់ការអុបទីម៉ីសេន។ អ្នកគ្រាន់តែត្រូវកំណត់ស្រទាប់ទាំងអស់នៃបណ្ដាញជាសមាជិកនៃថ្នាក់៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "SlsJmGu0tMsZ", + "outputId": "240d5c89-096c-4392-99cd-1ade5ff3e3e1" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MyNet(\n", + " (fc1): Linear(in_features=2, out_features=10, bias=True)\n", + " (func): ReLU()\n", + " (fc2): Linear(in_features=10, out_features=1, bias=True)\n", + ")\n" + ] + } + ], + "source": [ + "class MyNet(torch.nn.Module):\n", + " def __init__(self,hidden_size=10,func=torch.nn.Sigmoid()):\n", + " super().__init__()\n", + " self.fc1 = torch.nn.Linear(2,hidden_size)\n", + " self.func = func\n", + " self.fc2 = torch.nn.Linear(hidden_size,1)\n", + "\n", + " def forward(self,x):\n", + " x = self.fc1(x)\n", + " x = self.func(x)\n", + " x = self.fc2(x)\n", + " return x\n", + " \n", + "net = MyNet(func=torch.nn.ReLU())\n", + "print(net)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "HwdapRxft-7M", + "outputId": "6eb900cf-4902-4a04-c62b-497b68455406" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 0: last batch loss = 0.7821246981620789, val acc = 0.46666666865348816\n", + "Epoch 1: last batch loss = 0.7457502484321594, val acc = 0.5333333611488342\n", + "Epoch 2: last batch loss = 0.7120334506034851, val acc = 0.5333333611488342\n", + "Epoch 3: last batch loss = 0.6811249256134033, val acc = 0.6666666865348816\n", + "Epoch 4: last batch loss = 0.6533011794090271, val acc = 0.7333333492279053\n", + "Epoch 5: last batch loss = 0.627849280834198, val acc = 0.7333333492279053\n", + "Epoch 6: last batch loss = 0.6030643582344055, val acc = 0.800000011920929\n", + "Epoch 7: last batch loss = 0.5775002837181091, val acc = 0.800000011920929\n", + "Epoch 8: last batch loss = 0.5522137880325317, val acc = 0.8666666746139526\n", + "Epoch 9: last batch loss = 0.5250465869903564, val acc = 0.8666666746139526\n" + ] + } + ], + "source": [ + "train(net,dataloader,val_x,val_lab,lr=0.005)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "dvAiaj_JndyP" + }, + "source": [ + "**កិច្ចការ 1**: គូរគម្រោងក្រាហ្វនៃមុខងារខាត និងភាពត្រឹមត្រូវលើទិន្នន័យបណ្តុះ និងទិន្នន័យផ្ទៀងផ្ទាត់ ក្នុងពេលបណ្តុះ\n", + "\n", + "**កិច្ចការ 2**: ព្យាយាមដោះស្រាយបញ្ហាការបែងចែកប្រភេទ MNIST ដោយប្រើកូដនេះ។ គន្លឹះ៖ ប្រើ `crossentropy_with_logits` ជាមុខងារខាត។\n" + ] + }, + { + "cell_type": "markdown", + "source": [ + "## ការកំណត់បណ្ដាញជា PyTorch Lightning Module\n" + ], + "metadata": { + "id": "7THJ0lhITxDi" + } + }, + { + "cell_type": "markdown", + "source": [ + "មកដាក់កូដម៉ូដែល PyTorch ដែលបានសរសេរនៅក្នុងម៉ូឌុល PyTorch Lightining។ នេះអនុញ្ញាតឱ្យធ្វើការជាមួយម៉ូដែលរបស់អ្នកយ៉ាងងាយស្រួល និងបត់បែនប្រសើរឡើង ដោយប្រើវិធីសាស្ត្រ Lightining ផ្សេងៗសម្រាប់ការបណ្តុះបណ្តាល និងការធ្វើតេស្តភាពត្រឹមត្រូវ។\n" + ], + "metadata": { + "id": "bPpYZFQAXNMV" + } + }, + { + "cell_type": "markdown", + "source": [ + "ជាដំបូង យើងត្រូវតែដំឡើង និងនាំចូល PyTorch Lightining។ អាចធ្វើបានដោយពាក្យបញ្ជា\n", + "\n", + "```\n", + "pip install pytorch-lightning\n", + "```\n", + "ឬ\n", + "```\n", + "conda install -c conda-forge pytorch-lightning\n", + "```\n" + ], + "metadata": { + "id": "Crqwpx6gZUm3" + } + }, + { + "cell_type": "code", + "source": [ + "import pytorch_lightning as pl" + ], + "metadata": { + "id": "_bBSXSELVlRK" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "ដើម្បីឱ្យកូដរបស់យើងដំណើរការ​ក្នុង Lightning, យើងត្រូវធ្វើដូចតទៅ៖\n", + "\n", + "1. បង្កើត subclass មួយ នៃ `pl.LightningModule` ហើយបន្ថែមរចនាសម្ព័ន្ធម៉ូឌែល ទៅក្នុងវិធីសាស្ត្រ `__init__` និងវិធីសាស្ត្រ `forward` សម្រាប់ការបញ្ជូនឆ្លង។\n", + "2. ដាក់ optimizer ដែលប្រើនៅក្នុងវិធីសាស្ត្រ `configure_optimizers()`។\n", + "3. កំណត់ដំណើរការ training និង validation ក្នុងវិធីសាស្ត្រ `training_step` និង `validation_step` តាមលំដាប់।\n", + "4. (ជាជម្រើស) អនុវត្តន៍ដំណើរការ testing (វិធីសាស្ត្រ `test_step`) និង prediction (វិធីសាស្ត្រ `predict_step`)។\n", + "\n", + "គួរយល់ដឹងផងដែរថា PyTorch Lightning មានមុខងារក្នុងខ្លួនសម្រាប់ផ្ទេរម៉ូឌែលទៅឧបករណ៍ផ្សេងៗ בהתאם ទៅលើទីតាំងដែលទិន្នន័យចូលពី `DataLoaders` ស្ថិត។ ដូច្នេះ ការហៅទាំងអស់ជា `.cuda()` ឬ `.to(device)` គួរត្រូវបានដកចេញពីកូដ។\n" + ], + "metadata": { + "id": "_Aaz4FNpZjqL" + } + }, + { + "cell_type": "code", + "source": [ + "class MyNetPL(pl.LightningModule):\n", + " def __init__(self, hidden_size = 10, func = torch.nn.Sigmoid()):\n", + " super().__init__()\n", + " self.fc1 = torch.nn.Linear(2,hidden_size)\n", + " self.func = func\n", + " self.fc2 = torch.nn.Linear(hidden_size,1)\n", + "\n", + " self.val_epoch_num = 0 # for logging\n", + "\n", + " def forward(self, x):\n", + " x = self.fc1(x)\n", + " x = self.func(x)\n", + " x = self.fc2(x)\n", + " return x\n", + "\n", + " def training_step(self, batch, batch_nb):\n", + " x, y = batch\n", + " y_res = self(x).view(-1)\n", + " loss = torch.nn.functional.binary_cross_entropy_with_logits(y_res, y)\n", + " return loss\n", + "\n", + " def configure_optimizers(self):\n", + " optimizer = torch.optim.SGD(self.parameters(), lr = 0.005)\n", + " return optimizer\n", + " \n", + " def validation_step(self, batch, batch_nb):\n", + " x, y = batch\n", + " y_res = self(x).view(-1)\n", + " val_loss = torch.nn.functional.binary_cross_entropy_with_logits(y_res, y)\n", + " print(\"Epoch \", self.val_epoch_num, \": val loss = \", val_loss.item(), \" val acc = \",((torch.sigmoid(y_res.flatten())>0.5).float()==y).float().mean().item(), sep = \"\")\n", + " self.val_epoch_num += 1" + ], + "metadata": { + "id": "0vp2ROQ9UHeE" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "យើងក៏បន្ថែម `Dataset` និង `DataLoader` សម្រាប់ការផ្ទៀងផ្ទាត់:\n" + ], + "metadata": { + "id": "tuWOgQabncMG" + } + }, + { + "cell_type": "code", + "source": [ + "valid_dataset = torch.utils.data.TensorDataset(torch.tensor(valid_x),torch.tensor(valid_labels,dtype=torch.float32))\n", + "valid_dataloader = torch.utils.data.DataLoader(valid_dataset, batch_size = 16)" + ], + "metadata": { + "id": "h3bAMM8RVckT" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "ឥឡូវម៉ូឌែលរបស់យើងបានត្រៀមរួចសម្រាប់ការបណ្តុះបណ្តាល។ នៅក្នុង Pytorch Lightning, ដំណើរការនេះត្រូវបានអនុវត្តតាមវត្ថុមួយនៃថ្នាក់ `Trainer` ដែលសារៈសំខាន់គឺ \"លាយ\" ម៉ូឌែលជាមួយសំណុំទិន្នន័យណាមួយ។\n" + ], + "metadata": { + "id": "yj0Cd6OOnoyy" + } + }, + { + "cell_type": "code", + "source": [ + "net = MyNetPL(func=torch.nn.ReLU())\n", + "trainer = pl.Trainer(max_epochs = 30, log_every_n_steps = 1, accelerator='gpu', devices=1)\n", + "trainer.fit(model = net, train_dataloaders = dataloader, val_dataloaders = valid_dataloader)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 864, + "referenced_widgets": [ + "1657a223e5524ca682ea081b9e4addea", + "4f111fbdbc3440f783adc3df3df46494", + "cc048e2c91ce48258934ef577cf229d1", + "d3c01678943341c5b814430145692a69", + "9b55455cc9b541ef9634be2d790bb831", + "15d7c09876074047afac1e41cb9ac121", + "90137ba0ff814f71ad964f45d704ee89", + "0919c9545ef64ed1a65f3f489d51cccc", + "12cad77b8027415b82937ad33f793a63", + "25ff491870eb4bf6ad4a320e5c99bd31", + "238a42e032c34b9183e1e6a75f886da0", + "a4fb1b2e0f8b4346bbde1b949dbce0fd", + "18876b0e4f0f4b21ad1802f36637c067", + "92ef8d6e24604b2f895e3876dc9996ee", + "d4bc1057a59c4666a7dc0f9627c45901", + "3355e659c40e4e42bbad6c8690f5055e", + "0ab539031d80478685164ce470246d57", + "271fdffaef854a67b294c0ccdfb6fe91", + "0bd01bf4a9954fe2ba2760d10b9d7971", + "bd5250b6001c4cd282a25d498ee4e673", + "21538a0928e04ca08562dda0322385a1", + "5301b071e422430e9bff6cd23c2853b5", + "3e63509c89304bccb2c7371ec5e7ca62", + "ff10f2e47185425eaa1229be76092ee5", + "03cbfa5d29d548498035ba7bf7e0b659", + "561c5a5b02894df2a66b2991877e1231", + "569851b1958f49e281770b65bf78b60a", + "2b49a1491afb4946975395080b9117e9", + "79737a473e0b4b59bb4d6f190d92b94c", + "d8a3af0177fc4707b928629952396ad5", + "34852db50a91487795451f76b57da6b2", + "046c75ea1598416497c2ef218d1f268a", + "16e49dd0c2094a87a398416bac89ef69", + "e6c4eb3c595c43ef9722654dcfabfcc6", + "62f1b983740e47cd8664eccafc926e32", + "9861f59fd71a4e3c879858ef8b4b40fb", + "d9960d4519ec42bcb8678359b278c7b5", + "118e90e145994312897584085642c03b", + "db156fc5cbfd426e8460232b8f760733", + "e68df50870c5469a9dc86346d7ad9a4e", + "c89c5ec1ca1549cbbc7dd57b3672d74e", + "84e423587f4244938844cd74d2f86dc0", + "a31f6ff7fbc54df5bd1745816b2176f8", + "d6d02c0963c54a6bbbd6753f3c3e6503", + "69eedcfbe5c14a4cbe119364ce973690", + "72eb0dd423f4486b9a63f100670e03a5", + "4b7e9cfd822d48db848319a78548b0db", + "a52a0bc61ed14e0d93f0c4768687fee8", + "d1c60311d2bc4f4c826da5c7a634202d", + "08426ffc99c44d6290ef9cb9363a5737", + "161c5cea83dc42f6b87c904303dad688", + "79c04563af9646dd9a7e82db11894c24", + "235b2edd90bf4d1383b5a0d49905a241", + "24ead65d14c54fbcb174b06b7dadbcc5", + "20b85c48964d4c85890f8a0ebc04dd1d", + "7287a9afffb5470c920734840c5d72fe", + "ae3232c87db9469fa19cb59f78be2f57", + "e2a292f657c342569a080a3d9e25852b", + "f56858c5843d446286d416e9bbc7e7c8", + "6ddb0e10ea78488aa8358ec3a7bb0780", + "df7172162b6542f08662614b084d7521", + "ca6221d153a94b4898e5a1b5043b843d", + "54e9275a7f074eeca9a5995653d16036", + "4454290d993f4350a6dc4e464c61c0a9", + "6e5f99b5aec44fff9d4cecb28dd59188", + "39ae0b5e8b8a41b79ea1a209f2aacc87", + "08a690202bbe48bf9434a3354cb560c1", + "7311cc83255f46ffa31f461c485111b5", + "6f484c87ff3e4582aad771a703151f2b", + "ab9c536f94b84922877071f760111f55", + "427f04eec07f4d94a010664b12139f0f", + "cd7f66fdfe224994a31a3c985cb7a1de", + "b74e5502e4e54847b1191b7b0304f66a", + "dbfcbe2df4f74df594606dd0bb6873b4", + "ac62ad773e7a4694b57dd8c71b81f23d", + "f20824d8dfc84640bee1cdc9b7277caa", + "fd9a33d8f6ad459594d9939fd635730c", + "e2900fe753754ede94abc1847dda4d5c", + "0c1832e2d1ab4ca4a882d76f1d896c02", + "10a5f4a004bc4a81a485604f67bab642", + "fe260f7a9c66497cad723b44c1addbe7", + "ef7d39cc71074a7faa299da2621abe03", + "3f58e2aea843451b83e3aba8c1eefc74", + "fd38fbd015e6471392cfee4464e6370e", + "a95c45bcb67f4a569fb9f88af8108fde", + "bf3bf33f0c474b54a4b472a4a7626da7", + "afcc785f069b433ba8747b01e5840763", + "ec27c6b290be4adc8d2df034fd3bb143", + "0d2b1608b987468791e1a7ffedfd0079", + "016a5fc3757c480b9c905867c4892864", + "c7c7cc7d1c0647abb11ade78ef451007", + "d0e4462fee034a67b3682e27d5cb6e27", + "ac3a80de351440e7a279f3efce37e430", + "d6204036abba495785a3674ea841746c", + "3df8a54d12604c1ebe7229f88d5811bf", + "5236935ed5874a0986f953ee21477be9", + "1355273e058041efa299727d17949855", + "68acf21436374d5eb393ada1b2298e28", + "57d592b9768545869080fc2505e5a770", + "b650b7b4420541298ea255d741f8a518", + "3d0949a3f0504bf0802082ec86ce8e17", + "3f71570951c94959ba0eea6692b2d671", + "15f97cc51d594cca91dc43cbf019ffbc", + "23e7ec609ed649e29f2c274bd76ee3dd", + "47af905082094cd5b8a4cb4ab02ec431", + "87aa955f31054e7da3fc1c93a8e1f335", + "2f79b8377db841b5b14650ed14d7c5cb", + "0560fb1045034e4b865a199dc0fba636", + "e35861641d664e2ea8140ff988b65576", + "4d683f5e6ccb4328bfd33829e05e2e35", + "8eb84c34c1a54dad903371885051bef2", + "424d7efa1e1d4c79a5a9e1e0eea97bc3", + "0d6619a581884191a205c9e1b91b3790", + "035553232bbc40c789c35bdcd78d7b88", + "6648bcb6b46e4dc893654f139a7b73df", + "d4302a261e334336b71459e74fee95a4", + "5ae44fb9f67b40bb8261defbc07bf689", + "5097652e46cf4d1d88933903e37387dd", + "82e9918bb5b648058fe32b19b0ab7059", + "28913620d1dc406db67ff7876db5d414", + "2e5b502d9c0e47449a6e7b5095d5b6ec", + "044439bda84b4d24935a46be5c14ca02", + "3aa9793c2771435b892c70a5ca86a372", + "490c7d65abaf46a1a6f781395f846b83", + "b3ad1dfdecf649988c4060e76f0c9164", + "6f0bd0ab209348d2a76ae70cfbfa47ff", + "95dc3afa44174e9f8e715dab0a3dfd7d", + "d2f7362dee2b4100930a7a1f288e649e", + "c92364fa157f4212a9a9811925605382", + "aec5035eeab04627b3d61c05bf53ef4f", + "035f91d8fd1d4ff6932f9d01aa334f3a", + "8a56ba2f8d384c0fb285ac9cf7b5e421", + "675520bc1a7e4aca9e17f7410d6380cf", + "9b19f80d8f5648b9b575515d2f8085f8", + "c0065e721652472996f40eb47071589c", + "b236adc069d049c288d81702cc0dd62c", + "5eefa033732941b39bf3bfa62fd9185e", + "5aefc7d586ae4be4aa33c1383f494b9f", + "5e0c000321a64c28a81a1e167d88bd22", + "438661c89c034656b86e936360474b24", + "ed1fca3c73ad446db422e30f5ec44b0e", + "4421eb7516c04af1972c6f5df5315bc4", + "6d52bfaf6be54d90a53e1fb465dfaf7d", + "3cd65d1d3cd0438ea94b8c4d964bc65c", + "a4653a04856c47a0b1907d864e3f1a15", + "02e9029cbe8a4db0b6ef00c4df0ae302", + "258629893fa14d178577ee19efdff31e", + "fe82872822b749ae87fac7eb4df0791e", + "07655ba9152647df80ad1efe4b117135", + "b6e87d03766a4185ad2c4d716aa456d7", + "c6f304a0747d40fea9571f99f5289986", + "5722085f090c4851a1cde4daf7db77df", + "7aed32af8b134b56a041ebb25c32640c", + "a723ce7408e14b63b6d4311051dca322", + "3a9c42437ab34710a3fd3a75cf9cfac4", + "80a0d8b6e16b4ceb98bb8911b0fa596c", + "9310b29cec49404b8dfc9feb8e5bac9f", + "44341f0cb29440a2bef7f711517a01ff", + "9739202e0849427d9fe61210e231837c", + "c43c9d3bbacf478b9fafc076ea58ad29", + "abfa8dc54e654a61b93ec9a15f5fe67e", + "979514f924c6441098f7b7231ae15900", + "bbef9cf5cf2d42adb650caba73919e06", + "3b8da849443f401bb51a038f5bb82ad9", + "36f417b9e7e247b68e3bb18519af98b4", + "71643356b8954af5ab6cdf03df2825e3", + "8d50b1a8e0ce4d018fe4a51240ddb35d", + "654d72723ed8474ca360102e896331d5", + "049d95dcfbb34e84a0060919fdb8f454", + "54955fa5560041c09f847a3afb39eecd", + "34b2c78ef1254853a377efc6fead2e95", + "4eda8d394bff4fbf98bc086737c75219", + "4ca134b9e1df4136bd0d2660a82960cf", + "87cf68c4e8a245c686fbbe439f176b87", + "6009ded338de4e5b9a204e6f1243bf05", + "f01a1f50e0a74faaacc35695590cea30", + "a76a4846aa11422785c1d0218c94b827", + "373e3dd821954f33becb388c82ffebc2", + "9f532b8a64b3410f9a2e2a99755dac55", + "b457e104ad194032ba15070b89d42e6e", + "81fc3a7b94554a1980724ac6092fc88a", + "68908006e8eb4b31a55d1c0be51453bd", + "8f5c49525abe4d7a9ea746db18135f26", + "70eb5ab30ffb4b5bbe58832c6386a536", + "970d8a7e2b5c47a5bff8a036cadc9b84", + "3ad7904ba48048bfa4b7a866cf4aa4a6", + "a20c551e949842f881c6def753eb81ed", + "67e1192ed6774aa9bb17f1d5a27695f9", + "5aea05cbd78843bcb2a9d3df9e3abefd", + "4693d306ecaf44f2b6b505ca072e22bb", + "2e46fda9b283487ba4f118bad5a880c6", + "55a8b90a0a6c44eda0bedd43fda69c41", + "a7e64bcbd09644a198b9f1c7d8a8d1c6", + "87a7b1169e1f404d81fddc56c0ba2145", + "921d621e89a64e1aab62397758e26592", + "da9024d63c56460b9ca061d5cd1bb985", + "503e7b032b3d44d49e15587060b25e56", + "1361830025974670a174df70957feabc", + "6adb0fc2977b41e7bce4e81909c6c931", + "ab9b58483e0145aab2f22a8bbf0422cf", + "6725fd421a9344feb552ee1a1ce84dda", + "0d712617055b45a3b6f5783dfe6a5842", + "1c5fdfd620eb47c28dcb91ff04ea6155", + "db2185de343a4f76a2b2ecfad4e658ad", + "bb1efececaef471c90c3bc9cc2fb5ac7", + "7a49920285474268b1cb3f57e73a450e", + "b0e5dea19289434ebe98002e3cfe6086", + "92a8cbc6f6344e49a455c9e3df2c552f", + "b41986dd9910458e95ddfff0b1a508d1", + "f2fb2d0dfed54272abbc0560a467c97e", + "08c1e9701d0b4f2e8b34027af81ab586", + "1ea2399f27404d5cbfffd68efbd472fc", + "affc022e069a41af877cf9fbe3889012", + "65490339b12e47d6b35cbf4a16d1bfeb", + "10247683189c43b6abf3df0b7818bcd9", + "10b0f64c86714778919d55c643550ff5", + "a702202230484af5b32a4653f0eac288", + "5e38b9f21ce04bcc820f711c9c47678d", + "2771553d801f4961ad94344e2d5caacd", + "134808b58f1f42b09c4b2353a94bbb0e", + "02bda666a850468086acea36156397c7", + "9abed88d016f4822bf19e71dcf997571", + "6ea72db4ae8b45ec96508a51c21b6974", + "7baafb061feb455e9b37622dc9a4c724", + "ba06f72e44694ecd9fa51e984b4dc8bf", + "136c4f60a8734c578129fd843ee7ab5f", + "28f475b19b08458c81ee0cfb11c9d9c3", + "604fd938ec7d41f285e1f1b9cb9c6eac", + "07bb79027e20401e84d02a33a628b397", + "288ab1d98c7a4e21af429773a9fe3534", + "19a6a91b0d4e46d9be72aee530a974ce", + "0de2ddf45f754c5991a62ae8e822c4b7", + "a6fb10bec45f4f1a9243b466eb95c017", + "44ce5ef7a8af4fb291da012fa53e0c5a", + "9c40cc6348cb4bcfb59e0457399cd72b", + "3f9455a7a52947638545cff45b1e807d", + "22550ebc70ef4671a65bb1a041c9def7", + "67f022dd80234c08849906615a1191dc", + "2e5e169b1ad64407ad8c3494a70b314f", + "277e7a95b41447b4a52824c212e6fa7c", + "d07c7bcf6a934fae9e015be66a1f860d", + "c5e484430b0843689d7cfb434d0aa8da", + "814e2827e8d647069f05c5b4c89deb52", + "0c8b616aecfd4e5e80a0b7c3aabd290f", + "e0f4261c913d42c9a7dcdf79a9914d4a", + "80a819740bb44d589858d4780b100255", + "5caf7d1fdd564dc2bebe48dd918d9c8f", + "10ab820d989c44b98a8bde85780c3deb", + "7e787283e4434da6b5d3f9245745547c", + "b8c86419aa4f43a3a0c9443f23298c0a", + "0270acbb7ed94626adc932afa0655eaa", + "ab0b7e4f05b24205b5e4b9e975cb8e71", + "70c85ee15c0c4427b6538acbbd0de481", + "b38c3345647c4db68a2321e3a4d9e215", + "8c7b852936ca400aa04ec3f95e9afcb3", + "3099fea4c655407582c196176cc2108c", + "a5cb3ea273f9454fbb9dcd8877f2aa33", + "b4a722f06b614e9cbb259c8fa1e9f664", + "228014c8ccd543a6af4c554cf60137bf", + "6e7ea147348f40c8acc919af41047189", + "7c315c5b62e14d2c9af6fecf536d8df5", + "a9e1b08f5ff24e1b8d652cd9ad649b54", + "df097748d93e4254be82e6dae9696167", + "ac30029d30c34fd58a7f3d1826d94d6b", + "6daac3cee4b9409cba48efa0d06bee24", + "db45da82b3594a1db11322289253a132", + "d4891374cfde42adac3f2218b879f082", + "2a009696a36748b2937ac6746460483a", + "979c7269c8394082b277435040052f45", + "42ff3dacbeb34fc79e60d382c93180d6", + "d5156d7ec0e14a60bc67ac5e3c5b32a6", + "e82400379100428a915968d7ba060fd5", + "f25f7aabffb046a388ba71ad7c3ab7de", + "5088dea18c1146d8841e50e76697b7e5", + "e36d59055aee4a48b521109b96c9faff", + "d4b061b8a44646a8b4ccc4839fe769a8", + "354425d2d3cc4be4891499c8c252e585", + "84c2e850cd944480bf1cc9bd79ca40f4", + "ecb0caf0ebd2458789aee04fd0468723", + "0689a7b924674988a587d498cb946549", + "ea131342791043d48673da5ccb559c26", + "6936e031b7f74f45998232f819666b45", + "ae8efd2c29bb4008a13be5b0483928b4", + "7728374b25ec4b45b3d9171e69173bf5", + "a7456e34baef4c89979963a8e61b98e4", + "1db1f8a2985947639120d9bccdf3208e", + "ac7a77f2fd1b4cdaab3ae8ff2bb8b963", + "2486dff82a4b41809b4a8ac2569b7e10", + "bcb064131d464033be2a95b5df8e2c82", + "4614b06d5a974ecf86238f938e58bccb", + "7d3a28c174ff4c2791039495b544b507", + "58a114346ac44a8c992da25fb7c721f8", + "58e96bfc8f6a449eafa644edf4b75228", + "3bafea3ba4b347e186da01e279f41084", + "d8fa48e20376478e9e89438aa57de80d", + "5d9aaed3cf2e451595690e72ed4c2495", + "ab7aabf047e34d5899bc3dcfa972f7fd", + "8a006c7b0f0d431c8c024aad2ea8e427", + "cc122dc799da42948360712d0b809ed9", + "d3186548246149feaa9228782d7adaab", + "96660986fcd1451d8565790e961277b5", + "e6d820247bfc42acbff367b5794b6655", + "b7ff8b76997a4235a3205fac9c531502", + "00e7a13db6174f3182a898345dd1d38d", + "adcdbc5f4ee045a2bc8c7b3b7f4cac5b", + "f4920d0dce6c4d2b8528f8b098722cfc", + "51f3bf496ca146b18b93fb58846f591e", + "78672ae9cde346c09d3a7f7701dfd151", + "a866149ec74144b385f55fdf7eb105a8", + "26b866aceb8342b5830ca76815d6fa73", + "861f32fe95c04198b9dd81c8fa1fbacb", + "963f20a5be194830b08bb215b9ee97a1", + "ddeba74ba1ba4dd1a1c4f47c358eeae5", + "7d8c57299000460680a250aa23c7b2cd", + "4aced1e370fc4b2c88d4283bcbe97ebf", + "44a36016b20647efa05d9aee60aaedb8", + "9efd3613e80e4aa78248e979a44bd88b", + "288cff3f48ab4cf2b27cfc5c37c716f7", + "179d01e55e5142acaddfff4b1975860e", + "db881594d4b9483bab4d09b536a6602a", + "1b4e9bc9196d4c7e98005bc5de040202", + "8754e0214d6c495ca4f7e75d11738f73", + "3fbb5b3e332d4444ab7623422347d7ce", + "85520aaa9c464b7f927c043a323e45f3", + "bd18214cd9624c0c97d6e5d73bd84b9e", + "67a7e78833b141778d290e31b5006277", + "67139d0ae82f4ca7be9506a5bdd2f603", + "73b4b4d832f446259513cff2c764a544", + "442b0033175d4d38ac1633814f8919b3", + "08664ffa89a04048aa7a6eecf55169a8", + "d89e128b65424ced9d2ea19e42facb67", + "6c135337a5db4da8867d9c9bb1bad8b2", + "63b03fea35f64af49787d6253d1e8aa2", + "5408ba6a5d5e4d3e8371e6d8a156aae6", + "dce0aaa1839b493a8bfa93820f85bf0b", + "aa01e299117447e692e719426dc7f53e", + "1183926027a04b39a81c603be4b7860d", + "edee1e5620214adcb701876812fd55df", + "2ddca395a3ea42c6a422cea781e4262f", + "8fc852abdc384fbfada6505cd96ea825", + "239d49bd1d6c4cc2a95548c5634a3b9a", + "40eaa223a6ef48628829d45f576c5293", + "8a9155146377424cbc114127816ba8ba", + "beda87842b744bd984629e34e8fae0b5", + "1a4e7e57b95a41869ab5642ed0e6571c", + "25b3cab0e79a4762a8cc170309e7489e", + "9f2c5a74769249b997c1558bdf4c94ce", + "71b773f3ead4430cbfac09127b801c6a", + "d6e0253023874b6faa6bf6664e55e160", + "5031681c504544388ece6bbfb3b5ad69", + "34d4e2de5bea4b7f89d44a4e7fcedbb0", + "1fd81f69f417476a95e4594e2c8b605d" + ] + }, + "id": "o3ebde8VWKdi", + "outputId": "7c60f8aa-67e6-4343-c72e-d6e356d60e6c" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "GPU available: True, used: True\n", + "TPU available: False, using: 0 TPU cores\n", + "IPU available: False, using: 0 IPUs\n", + "HPU available: False, using: 0 HPUs\n", + "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n", + "\n", + " | Name | Type | Params\n", + "--------------------------------\n", + "0 | fc1 | Linear | 30 \n", + "1 | func | ReLU | 0 \n", + "2 | fc2 | Linear | 11 \n", + "--------------------------------\n", + "41 Trainable params\n", + "0 Non-trainable params\n", + "41 Total params\n", + "0.000 Total estimated model params size (MB)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Sanity Checking: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "1657a223e5524ca682ea081b9e4addea" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 0: val loss = 0.7213451266288757 val acc = 0.3333333432674408\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Training: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "a4fb1b2e0f8b4346bbde1b949dbce0fd" + } + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "3e63509c89304bccb2c7371ec5e7ca62" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1: val loss = 0.7164624333381653 val acc = 0.3333333432674408\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "e6c4eb3c595c43ef9722654dcfabfcc6" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 2: val loss = 0.7117107510566711 val acc = 0.3333333432674408\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "69eedcfbe5c14a4cbe119364ce973690" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 3: val loss = 0.7070826292037964 val acc = 0.3333333432674408\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "7287a9afffb5470c920734840c5d72fe" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 4: val loss = 0.7025845050811768 val acc = 0.3333333432674408\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "08a690202bbe48bf9434a3354cb560c1" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 5: val loss = 0.6982313990592957 val acc = 0.2666666805744171\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "e2900fe753754ede94abc1847dda4d5c" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 6: val loss = 0.6939730644226074 val acc = 0.2666666805744171\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "0d2b1608b987468791e1a7ffedfd0079" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 7: val loss = 0.6897947192192078 val acc = 0.2666666805744171\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "b650b7b4420541298ea255d741f8a518" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 8: val loss = 0.6857149004936218 val acc = 0.2666666805744171\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "8eb84c34c1a54dad903371885051bef2" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 9: val loss = 0.6817294359207153 val acc = 0.46666669845581055\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "044439bda84b4d24935a46be5c14ca02" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 10: val loss = 0.6778346300125122 val acc = 0.46666669845581055\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "675520bc1a7e4aca9e17f7410d6380cf" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 11: val loss = 0.6740307807922363 val acc = 0.46666669845581055\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "3cd65d1d3cd0438ea94b8c4d964bc65c" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 12: val loss = 0.6703100204467773 val acc = 0.5333333611488342\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "3a9c42437ab34710a3fd3a75cf9cfac4" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 13: val loss = 0.6666661500930786 val acc = 0.5333333611488342\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "71643356b8954af5ab6cdf03df2825e3" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 14: val loss = 0.663104772567749 val acc = 0.6000000238418579\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "a76a4846aa11422785c1d0218c94b827" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 15: val loss = 0.6596227884292603 val acc = 0.6000000238418579\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "67e1192ed6774aa9bb17f1d5a27695f9" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 16: val loss = 0.6562108993530273 val acc = 0.6000000238418579\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "6adb0fc2977b41e7bce4e81909c6c931" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 17: val loss = 0.652866542339325 val acc = 0.6666666865348816\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "f2fb2d0dfed54272abbc0560a467c97e" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 18: val loss = 0.649587094783783 val acc = 0.6666666865348816\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "02bda666a850468086acea36156397c7" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 19: val loss = 0.6463660597801208 val acc = 0.7333333492279053\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "0de2ddf45f754c5991a62ae8e822c4b7" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 20: val loss = 0.6432054042816162 val acc = 0.7333333492279053\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "814e2827e8d647069f05c5b4c89deb52" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 21: val loss = 0.6401029229164124 val acc = 0.7333333492279053\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "b38c3345647c4db68a2321e3a4d9e215" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 22: val loss = 0.6370567679405212 val acc = 0.7333333492279053\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "6daac3cee4b9409cba48efa0d06bee24" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 23: val loss = 0.6340654492378235 val acc = 0.7333333492279053\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "d4b061b8a44646a8b4ccc4839fe769a8" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 24: val loss = 0.6311267018318176 val acc = 0.7333333492279053\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "ac7a77f2fd1b4cdaab3ae8ff2bb8b963" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 25: val loss = 0.6282366514205933 val acc = 0.7333333492279053\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "8a006c7b0f0d431c8c024aad2ea8e427" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 26: val loss = 0.6253498792648315 val acc = 0.7333333492279053\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "a866149ec74144b385f55fdf7eb105a8" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 27: val loss = 0.6225143671035767 val acc = 0.7333333492279053\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "db881594d4b9483bab4d09b536a6602a" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 28: val loss = 0.6197248101234436 val acc = 0.7333333492279053\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "d89e128b65424ced9d2ea19e42facb67" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 29: val loss = 0.6169812679290771 val acc = 0.7333333492279053\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "Validation: 0it [00:00, ?it/s]" + ], + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "40eaa223a6ef48628829d45f576c5293" + } + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 30: val loss = 0.6142613887786865 val acc = 0.8000000715255737\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "iC7doHoWToPg" + }, + "source": [ + "## ចំណុចសំខាន់\n", + "\n", + "* PyTorch អនុញ្ញាតឲ្យអ្នកដំណើរការលើ tensors នៅកម្រិតទាប ដែលធ្វើឲ្យអ្នកមានភាពបត់បែនខ្ពស់។\n", + "* មានឧបករណ៍ដែលងាយស្រួលសម្រាប់ធ្វើការជាមួយទិន្នន័យ ដូចជា Datasets និង Dataloaders។\n", + "* អ្នកអាចកំណត់ស្ថាបត្យកម្មបណ្តាញប្រសាទដោយប្រើទម្រង់ `Sequential` ឬដោយបង្កើត class មួយដែលបន្តពី `torch.nn.Module`\n", + "* សម្រាប់វិធីសាស្ត្រដែលសាមញ្ញជាងសម្រាប់កំណត់ និងបណ្តុះបណ្តាលបណ្តាញ - សូមស្វែងយល់អំពី PyTorch Lightning\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n\n\n**ការមិនទទួលខុសត្រូវ**:\nឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាកម្មបកប្រែដោយ AI [Co-op Translator](https://github.com/Azure/co-op-translator). ខណៈពេលយើងខិតខំប្រឹងប្រែងដើម្បីភាពត្រឹមត្រូវ សូមយល់ថាការបកប្រែស្វ័យប្រវត្តិអាចមានកំហុស ឬភាពមិនត្រឹមត្រូវ។ ឯកសារដើមនៅក្នុងភាសាមាតុភូមិរបស់វា គួរត្រូវបានចាត់ទុកជាប្រភពផ្លូវការដែលមានសុពលភាព។ សម្រាប់ព័ត៌មានសំខាន់ ការបកប្រែដោយមនុស្សវិជ្ជាជីវៈត្រូវបានណែនាំ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំ ឬការបកមិនត្រឹមត្រូវណាមួយដែលកើតឡើងពីការប្រើប្រាស់ការបកប្រែនេះ។\n\n" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "celltoolbar": "Slideshow", + "colab": { + "collapsed_sections": [], + "name": "IntroPyTorch.ipynb", + "provenance": [] + }, + "interpreter": { + "hash": "0cb620c6d4b9f7a635928804c26cf22403d89d98d79684e4529119355ee6d5a5" + }, + "kernelspec": { + "display_name": "Python 3.8.12 64-bit (conda)", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.12" + }, + "livereveal": { + "start_slideshow_at": "selected" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "1657a223e5524ca682ea081b9e4addea": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_4f111fbdbc3440f783adc3df3df46494", + "IPY_MODEL_cc048e2c91ce48258934ef577cf229d1", + "IPY_MODEL_d3c01678943341c5b814430145692a69" + ], + "layout": "IPY_MODEL_9b55455cc9b541ef9634be2d790bb831" + } + }, + "4f111fbdbc3440f783adc3df3df46494": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_15d7c09876074047afac1e41cb9ac121", + "placeholder": "​", + "style": "IPY_MODEL_90137ba0ff814f71ad964f45d704ee89", + "value": "Sanity Checking DataLoader 0: 100%" + } + }, + "cc048e2c91ce48258934ef577cf229d1": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_0919c9545ef64ed1a65f3f489d51cccc", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_12cad77b8027415b82937ad33f793a63", + "value": 1 + } + }, + "d3c01678943341c5b814430145692a69": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_25ff491870eb4bf6ad4a320e5c99bd31", + "placeholder": "​", + "style": "IPY_MODEL_238a42e032c34b9183e1e6a75f886da0", + "value": " 1/1 [00:00<00:00, 273.19it/s]" + } + }, + "9b55455cc9b541ef9634be2d790bb831": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "15d7c09876074047afac1e41cb9ac121": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "90137ba0ff814f71ad964f45d704ee89": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "0919c9545ef64ed1a65f3f489d51cccc": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "12cad77b8027415b82937ad33f793a63": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "25ff491870eb4bf6ad4a320e5c99bd31": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "238a42e032c34b9183e1e6a75f886da0": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "a4fb1b2e0f8b4346bbde1b949dbce0fd": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_18876b0e4f0f4b21ad1802f36637c067", + "IPY_MODEL_92ef8d6e24604b2f895e3876dc9996ee", + "IPY_MODEL_d4bc1057a59c4666a7dc0f9627c45901" + ], + "layout": "IPY_MODEL_3355e659c40e4e42bbad6c8690f5055e" + } + }, + "18876b0e4f0f4b21ad1802f36637c067": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_0ab539031d80478685164ce470246d57", + "placeholder": "​", + "style": "IPY_MODEL_271fdffaef854a67b294c0ccdfb6fe91", + "value": "Epoch 29: 100%" + } + }, + "92ef8d6e24604b2f895e3876dc9996ee": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "success", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_0bd01bf4a9954fe2ba2760d10b9d7971", + "max": 6, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_bd5250b6001c4cd282a25d498ee4e673", + "value": 6 + } + }, + "d4bc1057a59c4666a7dc0f9627c45901": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_21538a0928e04ca08562dda0322385a1", + "placeholder": "​", + "style": "IPY_MODEL_5301b071e422430e9bff6cd23c2853b5", + "value": " 6/6 [00:00<00:00, 44.67it/s, loss=0.597, v_num=18]" + } + }, + "3355e659c40e4e42bbad6c8690f5055e": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "0ab539031d80478685164ce470246d57": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "271fdffaef854a67b294c0ccdfb6fe91": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "0bd01bf4a9954fe2ba2760d10b9d7971": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "bd5250b6001c4cd282a25d498ee4e673": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "21538a0928e04ca08562dda0322385a1": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "5301b071e422430e9bff6cd23c2853b5": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "3e63509c89304bccb2c7371ec5e7ca62": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_ff10f2e47185425eaa1229be76092ee5", + "IPY_MODEL_03cbfa5d29d548498035ba7bf7e0b659", + "IPY_MODEL_561c5a5b02894df2a66b2991877e1231" + ], + "layout": "IPY_MODEL_569851b1958f49e281770b65bf78b60a" + } + }, + "ff10f2e47185425eaa1229be76092ee5": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_2b49a1491afb4946975395080b9117e9", + "placeholder": "​", + "style": "IPY_MODEL_79737a473e0b4b59bb4d6f190d92b94c", + "value": "Validation DataLoader 0: 100%" + } + }, + "03cbfa5d29d548498035ba7bf7e0b659": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_d8a3af0177fc4707b928629952396ad5", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_34852db50a91487795451f76b57da6b2", + "value": 1 + } + }, + "561c5a5b02894df2a66b2991877e1231": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_046c75ea1598416497c2ef218d1f268a", + "placeholder": "​", + "style": "IPY_MODEL_16e49dd0c2094a87a398416bac89ef69", + "value": " 1/1 [00:00<00:00, 73.83it/s]" + } + }, + "569851b1958f49e281770b65bf78b60a": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "2b49a1491afb4946975395080b9117e9": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "79737a473e0b4b59bb4d6f190d92b94c": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "d8a3af0177fc4707b928629952396ad5": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "34852db50a91487795451f76b57da6b2": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "046c75ea1598416497c2ef218d1f268a": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "16e49dd0c2094a87a398416bac89ef69": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "e6c4eb3c595c43ef9722654dcfabfcc6": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_62f1b983740e47cd8664eccafc926e32", + "IPY_MODEL_9861f59fd71a4e3c879858ef8b4b40fb", + "IPY_MODEL_d9960d4519ec42bcb8678359b278c7b5" + ], + "layout": "IPY_MODEL_118e90e145994312897584085642c03b" + } + }, + "62f1b983740e47cd8664eccafc926e32": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_db156fc5cbfd426e8460232b8f760733", + "placeholder": "​", + "style": "IPY_MODEL_e68df50870c5469a9dc86346d7ad9a4e", + "value": "Validation DataLoader 0: 100%" + } + }, + "9861f59fd71a4e3c879858ef8b4b40fb": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_c89c5ec1ca1549cbbc7dd57b3672d74e", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_84e423587f4244938844cd74d2f86dc0", + "value": 1 + } + }, + "d9960d4519ec42bcb8678359b278c7b5": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_a31f6ff7fbc54df5bd1745816b2176f8", + "placeholder": "​", + "style": "IPY_MODEL_d6d02c0963c54a6bbbd6753f3c3e6503", + "value": " 1/1 [00:00<00:00, 97.96it/s]" + } + }, + "118e90e145994312897584085642c03b": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "db156fc5cbfd426e8460232b8f760733": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "e68df50870c5469a9dc86346d7ad9a4e": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "c89c5ec1ca1549cbbc7dd57b3672d74e": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "84e423587f4244938844cd74d2f86dc0": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "a31f6ff7fbc54df5bd1745816b2176f8": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "d6d02c0963c54a6bbbd6753f3c3e6503": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "69eedcfbe5c14a4cbe119364ce973690": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_72eb0dd423f4486b9a63f100670e03a5", + "IPY_MODEL_4b7e9cfd822d48db848319a78548b0db", + "IPY_MODEL_a52a0bc61ed14e0d93f0c4768687fee8" + ], + "layout": "IPY_MODEL_d1c60311d2bc4f4c826da5c7a634202d" + } + }, + "72eb0dd423f4486b9a63f100670e03a5": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_08426ffc99c44d6290ef9cb9363a5737", + "placeholder": "​", + "style": "IPY_MODEL_161c5cea83dc42f6b87c904303dad688", + "value": "Validation DataLoader 0: 100%" + } + }, + "4b7e9cfd822d48db848319a78548b0db": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_79c04563af9646dd9a7e82db11894c24", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_235b2edd90bf4d1383b5a0d49905a241", + "value": 1 + } + }, + "a52a0bc61ed14e0d93f0c4768687fee8": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_24ead65d14c54fbcb174b06b7dadbcc5", + "placeholder": "​", + "style": "IPY_MODEL_20b85c48964d4c85890f8a0ebc04dd1d", + "value": " 1/1 [00:00<00:00, 108.34it/s]" + } + }, + "d1c60311d2bc4f4c826da5c7a634202d": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "08426ffc99c44d6290ef9cb9363a5737": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "161c5cea83dc42f6b87c904303dad688": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "79c04563af9646dd9a7e82db11894c24": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "235b2edd90bf4d1383b5a0d49905a241": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "24ead65d14c54fbcb174b06b7dadbcc5": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "20b85c48964d4c85890f8a0ebc04dd1d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "7287a9afffb5470c920734840c5d72fe": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_ae3232c87db9469fa19cb59f78be2f57", + "IPY_MODEL_e2a292f657c342569a080a3d9e25852b", + "IPY_MODEL_f56858c5843d446286d416e9bbc7e7c8" + ], + "layout": "IPY_MODEL_6ddb0e10ea78488aa8358ec3a7bb0780" + } + }, + "ae3232c87db9469fa19cb59f78be2f57": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_df7172162b6542f08662614b084d7521", + "placeholder": "​", + "style": "IPY_MODEL_ca6221d153a94b4898e5a1b5043b843d", + "value": "Validation DataLoader 0: 100%" + } + }, + "e2a292f657c342569a080a3d9e25852b": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_54e9275a7f074eeca9a5995653d16036", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_4454290d993f4350a6dc4e464c61c0a9", + "value": 1 + } + }, + "f56858c5843d446286d416e9bbc7e7c8": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_6e5f99b5aec44fff9d4cecb28dd59188", + "placeholder": "​", + "style": "IPY_MODEL_39ae0b5e8b8a41b79ea1a209f2aacc87", + "value": " 1/1 [00:00<00:00, 126.25it/s]" + } + }, + "6ddb0e10ea78488aa8358ec3a7bb0780": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "df7172162b6542f08662614b084d7521": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "ca6221d153a94b4898e5a1b5043b843d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "54e9275a7f074eeca9a5995653d16036": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "4454290d993f4350a6dc4e464c61c0a9": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "6e5f99b5aec44fff9d4cecb28dd59188": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "39ae0b5e8b8a41b79ea1a209f2aacc87": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "08a690202bbe48bf9434a3354cb560c1": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_7311cc83255f46ffa31f461c485111b5", + "IPY_MODEL_6f484c87ff3e4582aad771a703151f2b", + "IPY_MODEL_ab9c536f94b84922877071f760111f55" + ], + "layout": "IPY_MODEL_427f04eec07f4d94a010664b12139f0f" + } + }, + "7311cc83255f46ffa31f461c485111b5": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_cd7f66fdfe224994a31a3c985cb7a1de", + "placeholder": "​", + "style": "IPY_MODEL_b74e5502e4e54847b1191b7b0304f66a", + "value": "Validation DataLoader 0: 100%" + } + }, + "6f484c87ff3e4582aad771a703151f2b": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_dbfcbe2df4f74df594606dd0bb6873b4", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_ac62ad773e7a4694b57dd8c71b81f23d", + "value": 1 + } + }, + "ab9c536f94b84922877071f760111f55": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_f20824d8dfc84640bee1cdc9b7277caa", + "placeholder": "​", + "style": "IPY_MODEL_fd9a33d8f6ad459594d9939fd635730c", + "value": " 1/1 [00:00<00:00, 105.91it/s]" + } + }, + "427f04eec07f4d94a010664b12139f0f": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "cd7f66fdfe224994a31a3c985cb7a1de": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "b74e5502e4e54847b1191b7b0304f66a": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "dbfcbe2df4f74df594606dd0bb6873b4": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "ac62ad773e7a4694b57dd8c71b81f23d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "f20824d8dfc84640bee1cdc9b7277caa": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "fd9a33d8f6ad459594d9939fd635730c": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "e2900fe753754ede94abc1847dda4d5c": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_0c1832e2d1ab4ca4a882d76f1d896c02", + "IPY_MODEL_10a5f4a004bc4a81a485604f67bab642", + "IPY_MODEL_fe260f7a9c66497cad723b44c1addbe7" + ], + "layout": "IPY_MODEL_ef7d39cc71074a7faa299da2621abe03" + } + }, + "0c1832e2d1ab4ca4a882d76f1d896c02": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_3f58e2aea843451b83e3aba8c1eefc74", + "placeholder": "​", + "style": "IPY_MODEL_fd38fbd015e6471392cfee4464e6370e", + "value": "Validation DataLoader 0: 100%" + } + }, + "10a5f4a004bc4a81a485604f67bab642": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_a95c45bcb67f4a569fb9f88af8108fde", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_bf3bf33f0c474b54a4b472a4a7626da7", + "value": 1 + } + }, + "fe260f7a9c66497cad723b44c1addbe7": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_afcc785f069b433ba8747b01e5840763", + "placeholder": "​", + "style": "IPY_MODEL_ec27c6b290be4adc8d2df034fd3bb143", + "value": " 1/1 [00:00<00:00, 110.76it/s]" + } + }, + "ef7d39cc71074a7faa299da2621abe03": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "3f58e2aea843451b83e3aba8c1eefc74": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "fd38fbd015e6471392cfee4464e6370e": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "a95c45bcb67f4a569fb9f88af8108fde": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "bf3bf33f0c474b54a4b472a4a7626da7": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "afcc785f069b433ba8747b01e5840763": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "ec27c6b290be4adc8d2df034fd3bb143": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "0d2b1608b987468791e1a7ffedfd0079": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_016a5fc3757c480b9c905867c4892864", + "IPY_MODEL_c7c7cc7d1c0647abb11ade78ef451007", + "IPY_MODEL_d0e4462fee034a67b3682e27d5cb6e27" + ], + "layout": "IPY_MODEL_ac3a80de351440e7a279f3efce37e430" + } + }, + "016a5fc3757c480b9c905867c4892864": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_d6204036abba495785a3674ea841746c", + "placeholder": "​", + "style": "IPY_MODEL_3df8a54d12604c1ebe7229f88d5811bf", + "value": "Validation DataLoader 0: 100%" + } + }, + "c7c7cc7d1c0647abb11ade78ef451007": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_5236935ed5874a0986f953ee21477be9", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_1355273e058041efa299727d17949855", + "value": 1 + } + }, + "d0e4462fee034a67b3682e27d5cb6e27": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_68acf21436374d5eb393ada1b2298e28", + "placeholder": "​", + "style": "IPY_MODEL_57d592b9768545869080fc2505e5a770", + "value": " 1/1 [00:00<00:00, 97.42it/s]" + } + }, + "ac3a80de351440e7a279f3efce37e430": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "d6204036abba495785a3674ea841746c": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "3df8a54d12604c1ebe7229f88d5811bf": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "5236935ed5874a0986f953ee21477be9": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "1355273e058041efa299727d17949855": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "68acf21436374d5eb393ada1b2298e28": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "57d592b9768545869080fc2505e5a770": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "b650b7b4420541298ea255d741f8a518": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_3d0949a3f0504bf0802082ec86ce8e17", + "IPY_MODEL_3f71570951c94959ba0eea6692b2d671", + "IPY_MODEL_15f97cc51d594cca91dc43cbf019ffbc" + ], + "layout": "IPY_MODEL_23e7ec609ed649e29f2c274bd76ee3dd" + } + }, + "3d0949a3f0504bf0802082ec86ce8e17": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_47af905082094cd5b8a4cb4ab02ec431", + "placeholder": "​", + "style": "IPY_MODEL_87aa955f31054e7da3fc1c93a8e1f335", + "value": "Validation DataLoader 0: 100%" + } + }, + "3f71570951c94959ba0eea6692b2d671": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_2f79b8377db841b5b14650ed14d7c5cb", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_0560fb1045034e4b865a199dc0fba636", + "value": 1 + } + }, + "15f97cc51d594cca91dc43cbf019ffbc": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_e35861641d664e2ea8140ff988b65576", + "placeholder": "​", + "style": "IPY_MODEL_4d683f5e6ccb4328bfd33829e05e2e35", + "value": " 1/1 [00:00<00:00, 101.72it/s]" + } + }, + "23e7ec609ed649e29f2c274bd76ee3dd": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "47af905082094cd5b8a4cb4ab02ec431": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "87aa955f31054e7da3fc1c93a8e1f335": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "2f79b8377db841b5b14650ed14d7c5cb": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "0560fb1045034e4b865a199dc0fba636": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "e35861641d664e2ea8140ff988b65576": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "4d683f5e6ccb4328bfd33829e05e2e35": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "8eb84c34c1a54dad903371885051bef2": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_424d7efa1e1d4c79a5a9e1e0eea97bc3", + "IPY_MODEL_0d6619a581884191a205c9e1b91b3790", + "IPY_MODEL_035553232bbc40c789c35bdcd78d7b88" + ], + "layout": "IPY_MODEL_6648bcb6b46e4dc893654f139a7b73df" + } + }, + "424d7efa1e1d4c79a5a9e1e0eea97bc3": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_d4302a261e334336b71459e74fee95a4", + "placeholder": "​", + "style": "IPY_MODEL_5ae44fb9f67b40bb8261defbc07bf689", + "value": "Validation DataLoader 0: 100%" + } + }, + "0d6619a581884191a205c9e1b91b3790": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_5097652e46cf4d1d88933903e37387dd", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_82e9918bb5b648058fe32b19b0ab7059", + "value": 1 + } + }, + "035553232bbc40c789c35bdcd78d7b88": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_28913620d1dc406db67ff7876db5d414", + "placeholder": "​", + "style": "IPY_MODEL_2e5b502d9c0e47449a6e7b5095d5b6ec", + "value": " 1/1 [00:00<00:00, 91.51it/s]" + } + }, + "6648bcb6b46e4dc893654f139a7b73df": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "d4302a261e334336b71459e74fee95a4": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "5ae44fb9f67b40bb8261defbc07bf689": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "5097652e46cf4d1d88933903e37387dd": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "82e9918bb5b648058fe32b19b0ab7059": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "28913620d1dc406db67ff7876db5d414": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "2e5b502d9c0e47449a6e7b5095d5b6ec": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "044439bda84b4d24935a46be5c14ca02": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_3aa9793c2771435b892c70a5ca86a372", + "IPY_MODEL_490c7d65abaf46a1a6f781395f846b83", + "IPY_MODEL_b3ad1dfdecf649988c4060e76f0c9164" + ], + "layout": "IPY_MODEL_6f0bd0ab209348d2a76ae70cfbfa47ff" + } + }, + "3aa9793c2771435b892c70a5ca86a372": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_95dc3afa44174e9f8e715dab0a3dfd7d", + "placeholder": "​", + "style": "IPY_MODEL_d2f7362dee2b4100930a7a1f288e649e", + "value": "Validation DataLoader 0: 100%" + } + }, + "490c7d65abaf46a1a6f781395f846b83": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_c92364fa157f4212a9a9811925605382", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_aec5035eeab04627b3d61c05bf53ef4f", + "value": 1 + } + }, + "b3ad1dfdecf649988c4060e76f0c9164": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_035f91d8fd1d4ff6932f9d01aa334f3a", + "placeholder": "​", + "style": "IPY_MODEL_8a56ba2f8d384c0fb285ac9cf7b5e421", + "value": " 1/1 [00:00<00:00, 98.04it/s]" + } + }, + "6f0bd0ab209348d2a76ae70cfbfa47ff": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "95dc3afa44174e9f8e715dab0a3dfd7d": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "d2f7362dee2b4100930a7a1f288e649e": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "c92364fa157f4212a9a9811925605382": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "aec5035eeab04627b3d61c05bf53ef4f": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "035f91d8fd1d4ff6932f9d01aa334f3a": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "8a56ba2f8d384c0fb285ac9cf7b5e421": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "675520bc1a7e4aca9e17f7410d6380cf": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_9b19f80d8f5648b9b575515d2f8085f8", + "IPY_MODEL_c0065e721652472996f40eb47071589c", + "IPY_MODEL_b236adc069d049c288d81702cc0dd62c" + ], + "layout": "IPY_MODEL_5eefa033732941b39bf3bfa62fd9185e" + } + }, + "9b19f80d8f5648b9b575515d2f8085f8": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_5aefc7d586ae4be4aa33c1383f494b9f", + "placeholder": "​", + "style": "IPY_MODEL_5e0c000321a64c28a81a1e167d88bd22", + "value": "Validation DataLoader 0: 100%" + } + }, + "c0065e721652472996f40eb47071589c": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_438661c89c034656b86e936360474b24", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_ed1fca3c73ad446db422e30f5ec44b0e", + "value": 1 + } + }, + "b236adc069d049c288d81702cc0dd62c": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_4421eb7516c04af1972c6f5df5315bc4", + "placeholder": "​", + "style": "IPY_MODEL_6d52bfaf6be54d90a53e1fb465dfaf7d", + "value": " 1/1 [00:00<00:00, 85.71it/s]" + } + }, + "5eefa033732941b39bf3bfa62fd9185e": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "5aefc7d586ae4be4aa33c1383f494b9f": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "5e0c000321a64c28a81a1e167d88bd22": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "438661c89c034656b86e936360474b24": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "ed1fca3c73ad446db422e30f5ec44b0e": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "4421eb7516c04af1972c6f5df5315bc4": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "6d52bfaf6be54d90a53e1fb465dfaf7d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "3cd65d1d3cd0438ea94b8c4d964bc65c": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_a4653a04856c47a0b1907d864e3f1a15", + "IPY_MODEL_02e9029cbe8a4db0b6ef00c4df0ae302", + "IPY_MODEL_258629893fa14d178577ee19efdff31e" + ], + "layout": "IPY_MODEL_fe82872822b749ae87fac7eb4df0791e" + } + }, + "a4653a04856c47a0b1907d864e3f1a15": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_07655ba9152647df80ad1efe4b117135", + "placeholder": "​", + "style": "IPY_MODEL_b6e87d03766a4185ad2c4d716aa456d7", + "value": "Validation DataLoader 0: 100%" + } + }, + "02e9029cbe8a4db0b6ef00c4df0ae302": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_c6f304a0747d40fea9571f99f5289986", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_5722085f090c4851a1cde4daf7db77df", + "value": 1 + } + }, + "258629893fa14d178577ee19efdff31e": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_7aed32af8b134b56a041ebb25c32640c", + "placeholder": "​", + "style": "IPY_MODEL_a723ce7408e14b63b6d4311051dca322", + "value": " 1/1 [00:00<00:00, 127.66it/s]" + } + }, + "fe82872822b749ae87fac7eb4df0791e": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "07655ba9152647df80ad1efe4b117135": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "b6e87d03766a4185ad2c4d716aa456d7": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "c6f304a0747d40fea9571f99f5289986": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "5722085f090c4851a1cde4daf7db77df": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "7aed32af8b134b56a041ebb25c32640c": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "a723ce7408e14b63b6d4311051dca322": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "3a9c42437ab34710a3fd3a75cf9cfac4": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_80a0d8b6e16b4ceb98bb8911b0fa596c", + "IPY_MODEL_9310b29cec49404b8dfc9feb8e5bac9f", + "IPY_MODEL_44341f0cb29440a2bef7f711517a01ff" + ], + "layout": "IPY_MODEL_9739202e0849427d9fe61210e231837c" + } + }, + "80a0d8b6e16b4ceb98bb8911b0fa596c": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_c43c9d3bbacf478b9fafc076ea58ad29", + "placeholder": "​", + "style": "IPY_MODEL_abfa8dc54e654a61b93ec9a15f5fe67e", + "value": "Validation DataLoader 0: 100%" + } + }, + "9310b29cec49404b8dfc9feb8e5bac9f": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_979514f924c6441098f7b7231ae15900", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_bbef9cf5cf2d42adb650caba73919e06", + "value": 1 + } + }, + "44341f0cb29440a2bef7f711517a01ff": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_3b8da849443f401bb51a038f5bb82ad9", + "placeholder": "​", + "style": "IPY_MODEL_36f417b9e7e247b68e3bb18519af98b4", + "value": " 1/1 [00:00<00:00, 142.27it/s]" + } + }, + "9739202e0849427d9fe61210e231837c": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "c43c9d3bbacf478b9fafc076ea58ad29": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "abfa8dc54e654a61b93ec9a15f5fe67e": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "979514f924c6441098f7b7231ae15900": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "bbef9cf5cf2d42adb650caba73919e06": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "3b8da849443f401bb51a038f5bb82ad9": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "36f417b9e7e247b68e3bb18519af98b4": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "71643356b8954af5ab6cdf03df2825e3": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_8d50b1a8e0ce4d018fe4a51240ddb35d", + "IPY_MODEL_654d72723ed8474ca360102e896331d5", + "IPY_MODEL_049d95dcfbb34e84a0060919fdb8f454" + ], + "layout": "IPY_MODEL_54955fa5560041c09f847a3afb39eecd" + } + }, + "8d50b1a8e0ce4d018fe4a51240ddb35d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_34b2c78ef1254853a377efc6fead2e95", + "placeholder": "​", + "style": "IPY_MODEL_4eda8d394bff4fbf98bc086737c75219", + "value": "Validation DataLoader 0: 100%" + } + }, + "654d72723ed8474ca360102e896331d5": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_4ca134b9e1df4136bd0d2660a82960cf", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_87cf68c4e8a245c686fbbe439f176b87", + "value": 1 + } + }, + "049d95dcfbb34e84a0060919fdb8f454": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_6009ded338de4e5b9a204e6f1243bf05", + "placeholder": "​", + "style": "IPY_MODEL_f01a1f50e0a74faaacc35695590cea30", + "value": " 1/1 [00:00<00:00, 275.09it/s]" + } + }, + "54955fa5560041c09f847a3afb39eecd": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "34b2c78ef1254853a377efc6fead2e95": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "4eda8d394bff4fbf98bc086737c75219": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "4ca134b9e1df4136bd0d2660a82960cf": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "87cf68c4e8a245c686fbbe439f176b87": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "6009ded338de4e5b9a204e6f1243bf05": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "f01a1f50e0a74faaacc35695590cea30": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "a76a4846aa11422785c1d0218c94b827": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_373e3dd821954f33becb388c82ffebc2", + "IPY_MODEL_9f532b8a64b3410f9a2e2a99755dac55", + "IPY_MODEL_b457e104ad194032ba15070b89d42e6e" + ], + "layout": "IPY_MODEL_81fc3a7b94554a1980724ac6092fc88a" + } + }, + "373e3dd821954f33becb388c82ffebc2": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_68908006e8eb4b31a55d1c0be51453bd", + "placeholder": "​", + "style": "IPY_MODEL_8f5c49525abe4d7a9ea746db18135f26", + "value": "Validation DataLoader 0: 100%" + } + }, + "9f532b8a64b3410f9a2e2a99755dac55": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_70eb5ab30ffb4b5bbe58832c6386a536", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_970d8a7e2b5c47a5bff8a036cadc9b84", + "value": 1 + } + }, + "b457e104ad194032ba15070b89d42e6e": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_3ad7904ba48048bfa4b7a866cf4aa4a6", + "placeholder": "​", + "style": "IPY_MODEL_a20c551e949842f881c6def753eb81ed", + "value": " 1/1 [00:00<00:00, 159.05it/s]" + } + }, + "81fc3a7b94554a1980724ac6092fc88a": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "68908006e8eb4b31a55d1c0be51453bd": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "8f5c49525abe4d7a9ea746db18135f26": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "70eb5ab30ffb4b5bbe58832c6386a536": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "970d8a7e2b5c47a5bff8a036cadc9b84": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "3ad7904ba48048bfa4b7a866cf4aa4a6": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "a20c551e949842f881c6def753eb81ed": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "67e1192ed6774aa9bb17f1d5a27695f9": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_5aea05cbd78843bcb2a9d3df9e3abefd", + "IPY_MODEL_4693d306ecaf44f2b6b505ca072e22bb", + "IPY_MODEL_2e46fda9b283487ba4f118bad5a880c6" + ], + "layout": "IPY_MODEL_55a8b90a0a6c44eda0bedd43fda69c41" + } + }, + "5aea05cbd78843bcb2a9d3df9e3abefd": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_a7e64bcbd09644a198b9f1c7d8a8d1c6", + "placeholder": "​", + "style": "IPY_MODEL_87a7b1169e1f404d81fddc56c0ba2145", + "value": "Validation DataLoader 0: 100%" + } + }, + "4693d306ecaf44f2b6b505ca072e22bb": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_921d621e89a64e1aab62397758e26592", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_da9024d63c56460b9ca061d5cd1bb985", + "value": 1 + } + }, + "2e46fda9b283487ba4f118bad5a880c6": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_503e7b032b3d44d49e15587060b25e56", + "placeholder": "​", + "style": "IPY_MODEL_1361830025974670a174df70957feabc", + "value": " 1/1 [00:00<00:00, 109.92it/s]" + } + }, + "55a8b90a0a6c44eda0bedd43fda69c41": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "a7e64bcbd09644a198b9f1c7d8a8d1c6": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "87a7b1169e1f404d81fddc56c0ba2145": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "921d621e89a64e1aab62397758e26592": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "da9024d63c56460b9ca061d5cd1bb985": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "503e7b032b3d44d49e15587060b25e56": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "1361830025974670a174df70957feabc": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "6adb0fc2977b41e7bce4e81909c6c931": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_ab9b58483e0145aab2f22a8bbf0422cf", + "IPY_MODEL_6725fd421a9344feb552ee1a1ce84dda", + "IPY_MODEL_0d712617055b45a3b6f5783dfe6a5842" + ], + "layout": "IPY_MODEL_1c5fdfd620eb47c28dcb91ff04ea6155" + } + }, + "ab9b58483e0145aab2f22a8bbf0422cf": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_db2185de343a4f76a2b2ecfad4e658ad", + "placeholder": "​", + "style": "IPY_MODEL_bb1efececaef471c90c3bc9cc2fb5ac7", + "value": "Validation DataLoader 0: 100%" + } + }, + "6725fd421a9344feb552ee1a1ce84dda": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_7a49920285474268b1cb3f57e73a450e", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_b0e5dea19289434ebe98002e3cfe6086", + "value": 1 + } + }, + "0d712617055b45a3b6f5783dfe6a5842": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_92a8cbc6f6344e49a455c9e3df2c552f", + "placeholder": "​", + "style": "IPY_MODEL_b41986dd9910458e95ddfff0b1a508d1", + "value": " 1/1 [00:00<00:00, 197.98it/s]" + } + }, + "1c5fdfd620eb47c28dcb91ff04ea6155": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "db2185de343a4f76a2b2ecfad4e658ad": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "bb1efececaef471c90c3bc9cc2fb5ac7": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "7a49920285474268b1cb3f57e73a450e": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "b0e5dea19289434ebe98002e3cfe6086": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "92a8cbc6f6344e49a455c9e3df2c552f": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "b41986dd9910458e95ddfff0b1a508d1": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "f2fb2d0dfed54272abbc0560a467c97e": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_08c1e9701d0b4f2e8b34027af81ab586", + "IPY_MODEL_1ea2399f27404d5cbfffd68efbd472fc", + "IPY_MODEL_affc022e069a41af877cf9fbe3889012" + ], + "layout": "IPY_MODEL_65490339b12e47d6b35cbf4a16d1bfeb" + } + }, + "08c1e9701d0b4f2e8b34027af81ab586": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_10247683189c43b6abf3df0b7818bcd9", + "placeholder": "​", + "style": "IPY_MODEL_10b0f64c86714778919d55c643550ff5", + "value": "Validation DataLoader 0: 100%" + } + }, + "1ea2399f27404d5cbfffd68efbd472fc": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_a702202230484af5b32a4653f0eac288", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_5e38b9f21ce04bcc820f711c9c47678d", + "value": 1 + } + }, + "affc022e069a41af877cf9fbe3889012": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_2771553d801f4961ad94344e2d5caacd", + "placeholder": "​", + "style": "IPY_MODEL_134808b58f1f42b09c4b2353a94bbb0e", + "value": " 1/1 [00:00<00:00, 87.08it/s]" + } + }, + "65490339b12e47d6b35cbf4a16d1bfeb": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "10247683189c43b6abf3df0b7818bcd9": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "10b0f64c86714778919d55c643550ff5": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "a702202230484af5b32a4653f0eac288": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "5e38b9f21ce04bcc820f711c9c47678d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "2771553d801f4961ad94344e2d5caacd": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "134808b58f1f42b09c4b2353a94bbb0e": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "02bda666a850468086acea36156397c7": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_9abed88d016f4822bf19e71dcf997571", + "IPY_MODEL_6ea72db4ae8b45ec96508a51c21b6974", + "IPY_MODEL_7baafb061feb455e9b37622dc9a4c724" + ], + "layout": "IPY_MODEL_ba06f72e44694ecd9fa51e984b4dc8bf" + } + }, + "9abed88d016f4822bf19e71dcf997571": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_136c4f60a8734c578129fd843ee7ab5f", + "placeholder": "​", + "style": "IPY_MODEL_28f475b19b08458c81ee0cfb11c9d9c3", + "value": "Validation DataLoader 0: 100%" + } + }, + "6ea72db4ae8b45ec96508a51c21b6974": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_604fd938ec7d41f285e1f1b9cb9c6eac", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_07bb79027e20401e84d02a33a628b397", + "value": 1 + } + }, + "7baafb061feb455e9b37622dc9a4c724": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_288ab1d98c7a4e21af429773a9fe3534", + "placeholder": "​", + "style": "IPY_MODEL_19a6a91b0d4e46d9be72aee530a974ce", + "value": " 1/1 [00:00<00:00, 94.33it/s]" + } + }, + "ba06f72e44694ecd9fa51e984b4dc8bf": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "136c4f60a8734c578129fd843ee7ab5f": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "28f475b19b08458c81ee0cfb11c9d9c3": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "604fd938ec7d41f285e1f1b9cb9c6eac": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "07bb79027e20401e84d02a33a628b397": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "288ab1d98c7a4e21af429773a9fe3534": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "19a6a91b0d4e46d9be72aee530a974ce": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "0de2ddf45f754c5991a62ae8e822c4b7": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_a6fb10bec45f4f1a9243b466eb95c017", + "IPY_MODEL_44ce5ef7a8af4fb291da012fa53e0c5a", + "IPY_MODEL_9c40cc6348cb4bcfb59e0457399cd72b" + ], + "layout": "IPY_MODEL_3f9455a7a52947638545cff45b1e807d" + } + }, + "a6fb10bec45f4f1a9243b466eb95c017": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_22550ebc70ef4671a65bb1a041c9def7", + "placeholder": "​", + "style": "IPY_MODEL_67f022dd80234c08849906615a1191dc", + "value": "Validation DataLoader 0: 100%" + } + }, + "44ce5ef7a8af4fb291da012fa53e0c5a": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_2e5e169b1ad64407ad8c3494a70b314f", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_277e7a95b41447b4a52824c212e6fa7c", + "value": 1 + } + }, + "9c40cc6348cb4bcfb59e0457399cd72b": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_d07c7bcf6a934fae9e015be66a1f860d", + "placeholder": "​", + "style": "IPY_MODEL_c5e484430b0843689d7cfb434d0aa8da", + "value": " 1/1 [00:00<00:00, 102.23it/s]" + } + }, + "3f9455a7a52947638545cff45b1e807d": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "22550ebc70ef4671a65bb1a041c9def7": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "67f022dd80234c08849906615a1191dc": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "2e5e169b1ad64407ad8c3494a70b314f": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "277e7a95b41447b4a52824c212e6fa7c": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "d07c7bcf6a934fae9e015be66a1f860d": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "c5e484430b0843689d7cfb434d0aa8da": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "814e2827e8d647069f05c5b4c89deb52": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_0c8b616aecfd4e5e80a0b7c3aabd290f", + "IPY_MODEL_e0f4261c913d42c9a7dcdf79a9914d4a", + "IPY_MODEL_80a819740bb44d589858d4780b100255" + ], + "layout": "IPY_MODEL_5caf7d1fdd564dc2bebe48dd918d9c8f" + } + }, + "0c8b616aecfd4e5e80a0b7c3aabd290f": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_10ab820d989c44b98a8bde85780c3deb", + "placeholder": "​", + "style": "IPY_MODEL_7e787283e4434da6b5d3f9245745547c", + "value": "Validation DataLoader 0: 100%" + } + }, + "e0f4261c913d42c9a7dcdf79a9914d4a": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_b8c86419aa4f43a3a0c9443f23298c0a", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_0270acbb7ed94626adc932afa0655eaa", + "value": 1 + } + }, + "80a819740bb44d589858d4780b100255": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_ab0b7e4f05b24205b5e4b9e975cb8e71", + "placeholder": "​", + "style": "IPY_MODEL_70c85ee15c0c4427b6538acbbd0de481", + "value": " 1/1 [00:00<00:00, 116.82it/s]" + } + }, + "5caf7d1fdd564dc2bebe48dd918d9c8f": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "10ab820d989c44b98a8bde85780c3deb": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "7e787283e4434da6b5d3f9245745547c": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "b8c86419aa4f43a3a0c9443f23298c0a": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "0270acbb7ed94626adc932afa0655eaa": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "ab0b7e4f05b24205b5e4b9e975cb8e71": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "70c85ee15c0c4427b6538acbbd0de481": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "b38c3345647c4db68a2321e3a4d9e215": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_8c7b852936ca400aa04ec3f95e9afcb3", + "IPY_MODEL_3099fea4c655407582c196176cc2108c", + "IPY_MODEL_a5cb3ea273f9454fbb9dcd8877f2aa33" + ], + "layout": "IPY_MODEL_b4a722f06b614e9cbb259c8fa1e9f664" + } + }, + "8c7b852936ca400aa04ec3f95e9afcb3": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_228014c8ccd543a6af4c554cf60137bf", + "placeholder": "​", + "style": "IPY_MODEL_6e7ea147348f40c8acc919af41047189", + "value": "Validation DataLoader 0: 100%" + } + }, + "3099fea4c655407582c196176cc2108c": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_7c315c5b62e14d2c9af6fecf536d8df5", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_a9e1b08f5ff24e1b8d652cd9ad649b54", + "value": 1 + } + }, + "a5cb3ea273f9454fbb9dcd8877f2aa33": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_df097748d93e4254be82e6dae9696167", + "placeholder": "​", + "style": "IPY_MODEL_ac30029d30c34fd58a7f3d1826d94d6b", + "value": " 1/1 [00:00<00:00, 110.19it/s]" + } + }, + "b4a722f06b614e9cbb259c8fa1e9f664": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "228014c8ccd543a6af4c554cf60137bf": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "6e7ea147348f40c8acc919af41047189": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "7c315c5b62e14d2c9af6fecf536d8df5": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "a9e1b08f5ff24e1b8d652cd9ad649b54": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "df097748d93e4254be82e6dae9696167": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "ac30029d30c34fd58a7f3d1826d94d6b": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "6daac3cee4b9409cba48efa0d06bee24": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_db45da82b3594a1db11322289253a132", + "IPY_MODEL_d4891374cfde42adac3f2218b879f082", + "IPY_MODEL_2a009696a36748b2937ac6746460483a" + ], + "layout": "IPY_MODEL_979c7269c8394082b277435040052f45" + } + }, + "db45da82b3594a1db11322289253a132": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_42ff3dacbeb34fc79e60d382c93180d6", + "placeholder": "​", + "style": "IPY_MODEL_d5156d7ec0e14a60bc67ac5e3c5b32a6", + "value": "Validation DataLoader 0: 100%" + } + }, + "d4891374cfde42adac3f2218b879f082": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_e82400379100428a915968d7ba060fd5", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_f25f7aabffb046a388ba71ad7c3ab7de", + "value": 1 + } + }, + "2a009696a36748b2937ac6746460483a": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_5088dea18c1146d8841e50e76697b7e5", + "placeholder": "​", + "style": "IPY_MODEL_e36d59055aee4a48b521109b96c9faff", + "value": " 1/1 [00:00<00:00, 188.47it/s]" + } + }, + "979c7269c8394082b277435040052f45": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "42ff3dacbeb34fc79e60d382c93180d6": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "d5156d7ec0e14a60bc67ac5e3c5b32a6": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "e82400379100428a915968d7ba060fd5": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "f25f7aabffb046a388ba71ad7c3ab7de": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "5088dea18c1146d8841e50e76697b7e5": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "e36d59055aee4a48b521109b96c9faff": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "d4b061b8a44646a8b4ccc4839fe769a8": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_354425d2d3cc4be4891499c8c252e585", + "IPY_MODEL_84c2e850cd944480bf1cc9bd79ca40f4", + "IPY_MODEL_ecb0caf0ebd2458789aee04fd0468723" + ], + "layout": "IPY_MODEL_0689a7b924674988a587d498cb946549" + } + }, + "354425d2d3cc4be4891499c8c252e585": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_ea131342791043d48673da5ccb559c26", + "placeholder": "​", + "style": "IPY_MODEL_6936e031b7f74f45998232f819666b45", + "value": "Validation DataLoader 0: 100%" + } + }, + "84c2e850cd944480bf1cc9bd79ca40f4": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_ae8efd2c29bb4008a13be5b0483928b4", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_7728374b25ec4b45b3d9171e69173bf5", + "value": 1 + } + }, + "ecb0caf0ebd2458789aee04fd0468723": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_a7456e34baef4c89979963a8e61b98e4", + "placeholder": "​", + "style": "IPY_MODEL_1db1f8a2985947639120d9bccdf3208e", + "value": " 1/1 [00:00<00:00, 113.24it/s]" + } + }, + "0689a7b924674988a587d498cb946549": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "ea131342791043d48673da5ccb559c26": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "6936e031b7f74f45998232f819666b45": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "ae8efd2c29bb4008a13be5b0483928b4": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "7728374b25ec4b45b3d9171e69173bf5": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "a7456e34baef4c89979963a8e61b98e4": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "1db1f8a2985947639120d9bccdf3208e": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "ac7a77f2fd1b4cdaab3ae8ff2bb8b963": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_2486dff82a4b41809b4a8ac2569b7e10", + "IPY_MODEL_bcb064131d464033be2a95b5df8e2c82", + "IPY_MODEL_4614b06d5a974ecf86238f938e58bccb" + ], + "layout": "IPY_MODEL_7d3a28c174ff4c2791039495b544b507" + } + }, + "2486dff82a4b41809b4a8ac2569b7e10": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_58a114346ac44a8c992da25fb7c721f8", + "placeholder": "​", + "style": "IPY_MODEL_58e96bfc8f6a449eafa644edf4b75228", + "value": "Validation DataLoader 0: 100%" + } + }, + "bcb064131d464033be2a95b5df8e2c82": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_3bafea3ba4b347e186da01e279f41084", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_d8fa48e20376478e9e89438aa57de80d", + "value": 1 + } + }, + "4614b06d5a974ecf86238f938e58bccb": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_5d9aaed3cf2e451595690e72ed4c2495", + "placeholder": "​", + "style": "IPY_MODEL_ab7aabf047e34d5899bc3dcfa972f7fd", + "value": " 1/1 [00:00<00:00, 69.60it/s]" + } + }, + "7d3a28c174ff4c2791039495b544b507": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "58a114346ac44a8c992da25fb7c721f8": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "58e96bfc8f6a449eafa644edf4b75228": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "3bafea3ba4b347e186da01e279f41084": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "d8fa48e20376478e9e89438aa57de80d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "5d9aaed3cf2e451595690e72ed4c2495": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "ab7aabf047e34d5899bc3dcfa972f7fd": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "8a006c7b0f0d431c8c024aad2ea8e427": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_cc122dc799da42948360712d0b809ed9", + "IPY_MODEL_d3186548246149feaa9228782d7adaab", + "IPY_MODEL_96660986fcd1451d8565790e961277b5" + ], + "layout": "IPY_MODEL_e6d820247bfc42acbff367b5794b6655" + } + }, + "cc122dc799da42948360712d0b809ed9": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_b7ff8b76997a4235a3205fac9c531502", + "placeholder": "​", + "style": "IPY_MODEL_00e7a13db6174f3182a898345dd1d38d", + "value": "Validation DataLoader 0: 100%" + } + }, + "d3186548246149feaa9228782d7adaab": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_adcdbc5f4ee045a2bc8c7b3b7f4cac5b", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_f4920d0dce6c4d2b8528f8b098722cfc", + "value": 1 + } + }, + "96660986fcd1451d8565790e961277b5": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_51f3bf496ca146b18b93fb58846f591e", + "placeholder": "​", + "style": "IPY_MODEL_78672ae9cde346c09d3a7f7701dfd151", + "value": " 1/1 [00:00<00:00, 101.89it/s]" + } + }, + "e6d820247bfc42acbff367b5794b6655": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "b7ff8b76997a4235a3205fac9c531502": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "00e7a13db6174f3182a898345dd1d38d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "adcdbc5f4ee045a2bc8c7b3b7f4cac5b": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "f4920d0dce6c4d2b8528f8b098722cfc": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "51f3bf496ca146b18b93fb58846f591e": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "78672ae9cde346c09d3a7f7701dfd151": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "a866149ec74144b385f55fdf7eb105a8": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_26b866aceb8342b5830ca76815d6fa73", + "IPY_MODEL_861f32fe95c04198b9dd81c8fa1fbacb", + "IPY_MODEL_963f20a5be194830b08bb215b9ee97a1" + ], + "layout": "IPY_MODEL_ddeba74ba1ba4dd1a1c4f47c358eeae5" + } + }, + "26b866aceb8342b5830ca76815d6fa73": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_7d8c57299000460680a250aa23c7b2cd", + "placeholder": "​", + "style": "IPY_MODEL_4aced1e370fc4b2c88d4283bcbe97ebf", + "value": "Validation DataLoader 0: 100%" + } + }, + "861f32fe95c04198b9dd81c8fa1fbacb": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_44a36016b20647efa05d9aee60aaedb8", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_9efd3613e80e4aa78248e979a44bd88b", + "value": 1 + } + }, + "963f20a5be194830b08bb215b9ee97a1": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_288cff3f48ab4cf2b27cfc5c37c716f7", + "placeholder": "​", + "style": "IPY_MODEL_179d01e55e5142acaddfff4b1975860e", + "value": " 1/1 [00:00<00:00, 111.90it/s]" + } + }, + "ddeba74ba1ba4dd1a1c4f47c358eeae5": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "7d8c57299000460680a250aa23c7b2cd": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "4aced1e370fc4b2c88d4283bcbe97ebf": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "44a36016b20647efa05d9aee60aaedb8": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "9efd3613e80e4aa78248e979a44bd88b": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "288cff3f48ab4cf2b27cfc5c37c716f7": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "179d01e55e5142acaddfff4b1975860e": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "db881594d4b9483bab4d09b536a6602a": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_1b4e9bc9196d4c7e98005bc5de040202", + "IPY_MODEL_8754e0214d6c495ca4f7e75d11738f73", + "IPY_MODEL_3fbb5b3e332d4444ab7623422347d7ce" + ], + "layout": "IPY_MODEL_85520aaa9c464b7f927c043a323e45f3" + } + }, + "1b4e9bc9196d4c7e98005bc5de040202": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_bd18214cd9624c0c97d6e5d73bd84b9e", + "placeholder": "​", + "style": "IPY_MODEL_67a7e78833b141778d290e31b5006277", + "value": "Validation DataLoader 0: 100%" + } + }, + "8754e0214d6c495ca4f7e75d11738f73": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_67139d0ae82f4ca7be9506a5bdd2f603", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_73b4b4d832f446259513cff2c764a544", + "value": 1 + } + }, + "3fbb5b3e332d4444ab7623422347d7ce": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_442b0033175d4d38ac1633814f8919b3", + "placeholder": "​", + "style": "IPY_MODEL_08664ffa89a04048aa7a6eecf55169a8", + "value": " 1/1 [00:00<00:00, 102.05it/s]" + } + }, + "85520aaa9c464b7f927c043a323e45f3": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "bd18214cd9624c0c97d6e5d73bd84b9e": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "67a7e78833b141778d290e31b5006277": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "67139d0ae82f4ca7be9506a5bdd2f603": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "73b4b4d832f446259513cff2c764a544": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "442b0033175d4d38ac1633814f8919b3": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "08664ffa89a04048aa7a6eecf55169a8": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "d89e128b65424ced9d2ea19e42facb67": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_6c135337a5db4da8867d9c9bb1bad8b2", + "IPY_MODEL_63b03fea35f64af49787d6253d1e8aa2", + "IPY_MODEL_5408ba6a5d5e4d3e8371e6d8a156aae6" + ], + "layout": "IPY_MODEL_dce0aaa1839b493a8bfa93820f85bf0b" + } + }, + "6c135337a5db4da8867d9c9bb1bad8b2": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_aa01e299117447e692e719426dc7f53e", + "placeholder": "​", + "style": "IPY_MODEL_1183926027a04b39a81c603be4b7860d", + "value": "Validation DataLoader 0: 100%" + } + }, + "63b03fea35f64af49787d6253d1e8aa2": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_edee1e5620214adcb701876812fd55df", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_2ddca395a3ea42c6a422cea781e4262f", + "value": 1 + } + }, + "5408ba6a5d5e4d3e8371e6d8a156aae6": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_8fc852abdc384fbfada6505cd96ea825", + "placeholder": "​", + "style": "IPY_MODEL_239d49bd1d6c4cc2a95548c5634a3b9a", + "value": " 1/1 [00:00<00:00, 129.72it/s]" + } + }, + "dce0aaa1839b493a8bfa93820f85bf0b": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "aa01e299117447e692e719426dc7f53e": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "1183926027a04b39a81c603be4b7860d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "edee1e5620214adcb701876812fd55df": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "2ddca395a3ea42c6a422cea781e4262f": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "8fc852abdc384fbfada6505cd96ea825": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "239d49bd1d6c4cc2a95548c5634a3b9a": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "40eaa223a6ef48628829d45f576c5293": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HBoxModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HBoxModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HBoxView", + "box_style": "", + "children": [ + "IPY_MODEL_8a9155146377424cbc114127816ba8ba", + "IPY_MODEL_beda87842b744bd984629e34e8fae0b5", + "IPY_MODEL_1a4e7e57b95a41869ab5642ed0e6571c" + ], + "layout": "IPY_MODEL_25b3cab0e79a4762a8cc170309e7489e" + } + }, + "8a9155146377424cbc114127816ba8ba": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_9f2c5a74769249b997c1558bdf4c94ce", + "placeholder": "​", + "style": "IPY_MODEL_71b773f3ead4430cbfac09127b801c6a", + "value": "Validation DataLoader 0: 100%" + } + }, + "beda87842b744bd984629e34e8fae0b5": { + "model_module": "@jupyter-widgets/controls", + "model_name": "FloatProgressModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "FloatProgressModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "ProgressView", + "bar_style": "", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_d6e0253023874b6faa6bf6664e55e160", + "max": 1, + "min": 0, + "orientation": "horizontal", + "style": "IPY_MODEL_5031681c504544388ece6bbfb3b5ad69", + "value": 1 + } + }, + "1a4e7e57b95a41869ab5642ed0e6571c": { + "model_module": "@jupyter-widgets/controls", + "model_name": "HTMLModel", + "model_module_version": "1.5.0", + "state": { + "_dom_classes": [], + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "HTMLModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/controls", + "_view_module_version": "1.5.0", + "_view_name": "HTMLView", + "description": "", + "description_tooltip": null, + "layout": "IPY_MODEL_34d4e2de5bea4b7f89d44a4e7fcedbb0", + "placeholder": "​", + "style": "IPY_MODEL_1fd81f69f417476a95e4594e2c8b605d", + "value": " 1/1 [00:00<00:00, 136.36it/s]" + } + }, + "25b3cab0e79a4762a8cc170309e7489e": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": "inline-flex", + "flex": null, + "flex_flow": "row wrap", + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": "100%" + } + }, + "9f2c5a74769249b997c1558bdf4c94ce": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "71b773f3ead4430cbfac09127b801c6a": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + }, + "d6e0253023874b6faa6bf6664e55e160": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": "2", + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "5031681c504544388ece6bbfb3b5ad69": { + "model_module": "@jupyter-widgets/controls", + "model_name": "ProgressStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "ProgressStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "bar_color": null, + "description_width": "" + } + }, + "34d4e2de5bea4b7f89d44a4e7fcedbb0": { + "model_module": "@jupyter-widgets/base", + "model_name": "LayoutModel", + "model_module_version": "1.2.0", + "state": { + "_model_module": "@jupyter-widgets/base", + "_model_module_version": "1.2.0", + "_model_name": "LayoutModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "LayoutView", + "align_content": null, + "align_items": null, + "align_self": null, + "border": null, + "bottom": null, + "display": null, + "flex": null, + "flex_flow": null, + "grid_area": null, + "grid_auto_columns": null, + "grid_auto_flow": null, + "grid_auto_rows": null, + "grid_column": null, + "grid_gap": null, + "grid_row": null, + "grid_template_areas": null, + "grid_template_columns": null, + "grid_template_rows": null, + "height": null, + "justify_content": null, + "justify_items": null, + "left": null, + "margin": null, + "max_height": null, + "max_width": null, + "min_height": null, + "min_width": null, + "object_fit": null, + "object_position": null, + "order": null, + "overflow": null, + "overflow_x": null, + "overflow_y": null, + "padding": null, + "right": null, + "top": null, + "visibility": null, + "width": null + } + }, + "1fd81f69f417476a95e4594e2c8b605d": { + "model_module": "@jupyter-widgets/controls", + "model_name": "DescriptionStyleModel", + "model_module_version": "1.5.0", + "state": { + "_model_module": "@jupyter-widgets/controls", + "_model_module_version": "1.5.0", + "_model_name": "DescriptionStyleModel", + "_view_count": null, + "_view_module": "@jupyter-widgets/base", + "_view_module_version": "1.2.0", + "_view_name": "StyleView", + "description_width": "" + } + } + } + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file diff --git a/translations/km/lessons/3-NeuralNetworks/05-Frameworks/README.md b/translations/km/lessons/3-NeuralNetworks/05-Frameworks/README.md new file mode 100644 index 00000000..9d0da898 --- /dev/null +++ b/translations/km/lessons/3-NeuralNetworks/05-Frameworks/README.md @@ -0,0 +1,127 @@ +# ស៊ី្ទឹមបណ្តាញប្រព័ន្ធប្រឧត្តិ + +ដូចដែលយើងបានរៀនរួចហើយ ដើម្បីអាចបណ្តុះបណ្តាលស៊ី្ទឹមបណ្តាញប្រព័ន្ធប្រឧត្តិបានយ៉ាងមានប្រសិទ្ធភាព យើងត្រូវតែធ្វើពីររឿង៖ + +* ដើម្បីប្រតិបត្តិបើលលើ tensor, ឧទាហរណ៍ ដើម្បីគុណ, បូក និងគណនាអនុគមន៍មួយចំនួនដូចជា sigmoid រឺ softmax +* ដើម្បីគណនាភាពត្រឹមត្រូវនៃសមីការទាំងអស់ ដើម្បីអនុវត្តន៍ការបន្ថយដោយគ្រាប់ជ្រៅ (gradient descent) + +## [សំណួរពិសោធន៍មុនមេរៀន](https://ff-quizzes.netlify.app/en/ai/quiz/9) + +ក្នុងខណៈដែលបណ្ណាល័យ `numpy` អាចធ្វើផ្នែកដំបូងបាន យើងត្រូវតែប្រើមុខងារមួយសម្រាប់គណនាភាពត្រឹមត្រូវ។ នៅក្នុង [ស៊ី្ទឹមរបស់យើង](../04-OwnFramework/OwnFramework.ipynb) ដែលយើងបានអភិវឌ្ឍនៅផ្នែកមុន យើងត្រូវបានកម្មង់ដោយដៃសម្រាប់មុខងារច្របាច់ទាំងអស់នៅក្នុងវិធីសាស្រ្ត `backward` ដែលអនុវត្តបន្សល់ត្រឡប់ក្រោយ (backpropagation)។ ដោយល្អបំផុត ស៊ី្ទឹមគួរតែផ្តល់ឱកាសឲ្យយើងអាចគណនាភាពត្រឹមត្រូវនៃ *សមីការណ៍ណាមួយ* ដែលយើងអាចកំណត់បាន។ + +រឿងសំខាន់មួយផ្សេងទៀតគឺអាចអនុវត្តន៍ការគណនានៅលើ GPU រឺឧបករណ៍កំព្យូទ័រពិសេសផ្សេងទៀត ដូចជា [TPU](https://en.wikipedia.org/wiki/Tensor_Processing_Unit)។ ការបណ្តុះបណ្តាលស៊ី្ទឹមបណ្តាញប្រព័ន្ធ (deep neural network) តម្រូវឲ្យមាន *ការគណនាច្រើន* ហើយអាចធ្វើការបែងចែកគណនានេះលើ GPU គឺមានសារៈសំខាន់ខ្លាំង។ + +> ✅ ពាក្យ 'parallelize' មានន័យថាផ្សព្វផ្សាយការគណនាឲ្យមាននៅលើឧបករណ៍ច្រើន។ + +បច្ចុប្បន្ន គ្រប់គ្រងស៊ី្ទឹមបណ្តាញប្រព័ន្ធពេញនិយមពីរប្រភេទគឺ: [TensorFlow](http://TensorFlow.org) និង [PyTorch](https://pytorch.org/)។ ពួកវាផ្ដល់ API ដល់កម្រិតទាបសម្រាប់ប្រតិបត្តិការ tensor លើ CPU និង GPU ទាំងឡាយ។ លើសពី API កម្រិតទាប មាន API កម្រិតខ្ពស់ ផ្អែកលើគ្នា ដែលហៅថា [Keras](https://keras.io/) និង [PyTorch Lightning](https://pytorchlightning.ai/) តាមលំដាប់។ + +API កម្រិតទាប | [TensorFlow](http://TensorFlow.org) | [PyTorch](https://pytorch.org/) +--------------|-------------------------------------|-------------------------------- +API កម្រិតខ្ពស់ | [Keras](https://keras.io/) | [PyTorch Lightning](https://pytorchlightning.ai/) + +**API កម្រិតទាប** សម្រាប់ទាំងពីរស៊ី្ទឹមអនុញ្ញាតឲ្យអ្នកកសាងអ្វីដែលហៅថា **ក្រាបការគណនា** ។ ក្រាបនេះកំណត់របៀបគណនាផលបស់ (ជាធម្មតាគឺត្រូវគណនាអំពី loss function) ជាមួយប៉ារ៉ាម៉ែត្រចូលដែលបានផ្តល់ ហើយអាចបង្ខំឲ្យធ្វើការគណនាលើ GPU ប្រសិនបើមាន។ មានមុខងារសម្រាប់បូកគ្នាគណនាភាពត្រឹមត្រូវរបស់ក្រាបនេះ ហើយបានប្រើសម្រាប់បង្កើនគុណភាពប៉ារ៉ាម៉ែត្ររបស់គំរូ។ + +**API កម្រិតខ្ពស់** ចាត់ទុកស៊ី្ទឹមបណ្តាញប្រព័ន្ធប្រឧត្តិជាក្រុម **ជាន់នៃបន្ទាប់បន្សំ** និងធ្វើឲ្យការបង្កើតស៊ី្ទឹមបណ្តាញប្រព័ន្ធភាគច្រើនកាន់តែងាយស្រួល។ ការបណ្តុះបណ្តាលគំរូភាគច្រើនត្រូវតែត្រៀមទិន្នន័យ ហើយបន្ទាប់មកហៅមុខងារ `fit` សម្រាប់ធ្វើការងារ។ + +API កម្រិតខ្ពស់អនុញ្ញាតឲ្យអ្នកបង្កើតស៊ី្ទឹមបណ្តាញប្រព័ន្ធជាទម្រង់រងលឿនដោយមិនចាំបាច់ចាប់អារម្មណ៍អំពីព័ត៌មានលម្អិតជាច្រើន។ នៅខណៈពេលមួយ API កម្រិតទាបផ្តល់ការគ្រប់គ្រងបន្ថែមលើដំណើរការបណ្តុះបណ្តាល ហើយគេប្រើដើម្បីស្រាវជ្រាវពិសេសនៅពេលអ្នកកំពុងដំណើរការជាមួយបុណ្យស៊ី្ទឹមបណ្តាញប្រព័ន្ធថ្មី។ + +វាក៏មានសារៈសំខាន់ក្នុងការយល់ថាអ្នកអាចប្រើ API ពីរប្រភេទគ្នា តាមរយៈការអភិវឌ្ឍរចនាសម្ព័ន្ធជាន់បណ្ដាញរបស់អ្នកដោយប្រើ API កម្រិតទាប ហើយបន្ទាប់មកប្រើវានៅក្នុងបណ្តាញធំដែលបានបង្កើតនិងបណ្តុះបណ្តាលដោយ API កម្រិតខ្ពស់។ ឬអ្នកអាចកំណត់បណ្តាញដោយប្រើ API កម្រិតខ្ពស់ជាជួរបន្ទាប់បន្សំ ហើយប្រើលំហូរបណ្តុះបណ្តាលកម្រិតទាបរបស់ខ្លួន ដើម្បីអនុវត្តការបង្កើនគុណភាព។ API ទាំងពីរប្រើគំនិតមូលដ្ឋានដូចគ្នា ហើយបានរចនាឡើងសម្រាប់ការធ្វើការល្អជាមួយគ្នា។ + +## ការសិក្សា + +នៅក្នុងវគ្គនេះ យើងផ្ដល់មាតិកាច្រើនសម្រាប់ទាំង PyTorch និង TensorFlow។ អ្នកអាចជ្រើសរើសស៊ី្ទឹមដែលអ្នកចូលចិត្ត ហើយរត់តាមសៀវភៅបញ្ជាក់ដែលសមរម្យបានគត់។ ប្រសិនបើអ្នកមិនប្រាកដថាត្រូវជ្រើសរើសស៊ី្ទឹមណា អាចអានការពិភាក្សាដែលមាននៅលើអ៊ីនធឺណិតអំពី **PyTorch និង TensorFlow**។ អ្នកក៏អាចសាកល្បងទាំងពីរដើម្បីយល់ឲកាន់តែច្បាស់ពីស៊ី្ទឹមទាំងពីរ។ + +នៅកន្លែងដែលអាចបាន យើងនឹងប្រើ API កម្រិតខ្ពស់សម្រាប់ភាពសាមញ្ញ។ ទោះជាយ៉ាងណា យើងជឿថាសំខាន់ក្នុងការយល់ពីរបៀបដំណើរការរបស់ស៊ី្ទឹមបណ្តាញប្រព័ន្ធពីដីដើម ដូច្នេះនៅដើមវគ្គ យើងចាប់ផ្តើមធ្វើការជាមួយ API កម្រិតទាប និង tensor។ ប៉ុន្តែ ប្រសិនអ្នកចង់ចាប់ផ្តើមយ៉ាងលឿន ហើយមិនចង់ប្រើពេលច្រើនក្នុងការរៀនព័ត៌មានលម្អិតទាំងនេះ អ្នកអាចរំពឹងខ្លាចរូបខ្លួននិងចូលទៅកាន់សៀវភៅ API កម្រិតខ្ពស់ភ្លាម។ + +## ✍️ ការអនុវត្ត: ស៊ី្ទឹមបណ្តាញប្រព័ន្ធ + +បន្តការសិក្សារបស់អ្នកនៅក្នុងសៀវភៅបញ្ជាក់ខាងក្រោម៖ + +API កម្រិតទាប | [TensorFlow+Keras Notebook](IntroKerasTF.ipynb) | [PyTorch](IntroPyTorch.ipynb) +--------------|-------------------------------------|-------------------------------- +API កម្រិតខ្ពស់ | [Keras](IntroKeras.ipynb) | *PyTorch Lightning* + +បន្ទាប់ពីជំនាញក្នុងស៊ី្ទឹមហើយ អ្នកមកវិលត្រឡប់មើលចំណុចនៃ overfitting ម្តងទៀត។ + +# Overfitting + +Overfitting គឺជាគំនិតសំខាន់ណា នៅក្នុងការរៀនម៉ាស៊ីន ហើយវាចាំបាច់ត្រូវបានយល់ឲ្យបានត្រឹមត្រូវ! + +ពិចារណាបញ្ហាដែលបរសាក្សីរវាងចំណុច5 (ដែលតំណាងដោយ `x` នៅលើក្រាហ្វខាងក្រោម): + +![linear](../../../../../translated_images/km/overfit1.f24b71c6f652e59e.webp) | ![overfit](../../../../../translated_images/km/overfit2.131f5800ae10ca5e.webp) +-------------------------|-------------------------- +**ម៉ូដែលបន្ទាត់ស្រស់ មានប៉ារ៉ាម៉ែត្រ 2** | **ម៉ូដែលមិនបន្ទាត់ស្រស់ មានប៉ារ៉ាម៉ែត្រ 7** +បញ្ហាបណ្តុះបណ្តាល = 5.3 | பញ្ហាបណ្តុះបណ្តាល = 0 +បញ្ហា Scan ដើម្បីផ្ទៀងផ្ទាត់ = 5.1 | បញ្ហា Scan ដើម្បីផ្ទៀងផ្ទាត់ = 20 + +* នៅខាងឆ្វេង យើងឃើញបន្ទាត់ស្រស់ល្អ។ ព្រោះចំនួនប៉ារ៉ាម៉ែត្រត្រឹមត្រូវ ម៉ូដែលយល់ច្បាស់ពីដំណាក់កាលចែកចាយចំណុច។ +* នៅខាងស្ដាំ ម៉ូដែលមានកម្លាំងខ្លាំងពេក។ ព្រោះយើងមានតែប្រាំចំណុច ហើយម៉ូដែលមានប្រាំបីប៉ារ៉ាម៉ែត្រ វាអាចកំណត់តម្លៃឲ្យឆ្លងកាត់ចំណុចទាំងអស់បាន ធ្វើឲ្យកំហុសបណ្តុះបណ្តាលក្លាយជាសូន្យ។ ប៉ុន្តែវាបំប៉នម៉ូដែលមិនឲ្យយល់ឆ្គើយពីបាំងកូដខាងក្រោយទិន្នន័យ អ្វីដែលធ្វើឲ្យកំហុសផ្ទៀងផ្ទាត់ខ្ពស់។ + +វាមានសារៈសំខាន់យ៉ាងខ្លាំងក្នុងការរកតុល្យភាពត្រឹមត្រូវរវាងភាពសម្បូរបែបរបស់ម៉ូដែល (ចំនួនប៉ារ៉ាម៉ែត្រ) និងចំនួនគំរូបណ្តុះបណ្តាល។ + +## ហេតុអ្វីបានជា overfitting កើតឡើង + + * ទិន្នន័យបណ្តុះបណ្តាលមិនគ្រប់គ្រាន់ + * ម៉ូដែលមានអំណាចលើស + * មានសំឡេងរំខានជាច្រើននៅក្នុងទិន្នន័យចូល + +## របៀបរកឃើញ overfitting + +ដូចដែលអ្នកឃើញពីក្រាហ្វខាងលើ អាចរកឃើញ overfitting ដោយកំហុសបណ្តុះបណ្តាលទាបណាស់ និងកំហុសផ្ទៀងផ្ទាត់ខ្ពស់។ ជាទូទៅ ក្នុងដំណាក់កាលបណ្តុះបណ្តាល យើងនឹងឃើញកំហុសបណ្តុះបណ្តាល និងកំហុសផ្ទៀងផ្ទាត់បញ្ចុះចុះទាំងពីរ ហើយបន្ទាប់មកនៅពេលណាមួយ កំហុសផ្ទៀងផ្ទាត់អាចឈប់បន្ថយ ហើយចាប់ផ្ដើមកើនឡើង។ នេះជាសញ្ញានៃ overfitting និងសញ្ញាថាយើងគួរតែបញ្ឈប់ការបណ្តុះបណ្តាលនៅពេលនេះ (ឬយ៉ាងហោចណាស់ថតចម្លងម៉ូដែលនៅពេលនេះ)។ + +![overfitting](../../../../../translated_images/km/Overfitting.408ad91cd90b4371.webp) + +## របៀបការពារកុំឲ្យ overfitting កើតឡើង + +ប្រសិនបើអ្នកឃើញថា overfitting កើតឡើង អ្នកអាចធ្វើពីរបៀបដូចតទៅ៖ + + * បន្ថែមចំនួនទិន្នន័យបណ្តុះបណ្តាល + * បន្ថយស្មុគស្មាញរបស់ម៉ូដែល + * ប្រើបច្ចេកវិទ្យា [regularization technique](../../4-ComputerVision/08-TransferLearning/TrainingTricks.md) មួយចំនួន ដូចជា [Dropout](../../4-ComputerVision/08-TransferLearning/TrainingTricks.md#Dropout) ដែលយើងនឹងពិចារណានៅពេលក្រោយ។ + +## Overfitting និងការជជែកចែករវាង Bias-Variance + +Overfitting ជាករណីមួយនៃបញ្ហាទូទៅក្នុងស្ថិតិហៅថា [Bias-Variance Tradeoff](https://en.wikipedia.org/wiki/Bias%E2%80%93variance_tradeoff)។ ប្រសិនបើយើងពិចារណាពីប្រភពកំហុសក្នុងម៉ូដែល យើងអាចមើលឃើញកំហុសពីរប្រភេទ៖ + +* កំហុស **Bias** បង្កឡើងដោយអាល្គូរីធម៍បណ្តុំរបស់យើងមិនអាចចាប់យកទំនាក់ទំនងរវាងទិន្នន័យបណ្តុះបណ្តាលបានត្រឹមត្រូវ។ វាអាចបណ្តាលមកពីម៉ូដែលរបស់យើងមិនមានអំណាចគ្រប់គ្រាន់ (**underfitting**)។ +* កំហុស **Variance** បណ្តាលមកពីម៉ូដែលស៊ើបអង្កេតសំឡេងរំខានក្នុងទិន្នន័យចូល ជំនួសអោយទំនាក់ទំនងមានអត្ថន័យ (**overfitting**)។ + +ក្នុងដំណាក់កាលបណ្តុះបណ្តាល កំហុស bias កាត់បន្ថយ (ដោយសារតែម៉ូដែលរៀនចាប់យកទិន្នន័យ) ខណៈកំហុស variance កើនឡើង។ វាមានសារៈសំខាន់ក្នុងការបញ្ឈប់ការបណ្តុះបណ្តាល – ហើយអាចធ្វើដោយដៃ (នៅពេលយើងរកឃើញ overfitting) ឬដោយស្វ័យប្រវត្តិ (ដោយណែនាំ regularization) – ដើម្បីការពារការកើតឡើងនៃ overfitting។ + +## សេចក្តីសន្និដ្ឋាន + +នៅក្នុងមេរៀននេះ អ្នកបានរៀនអំពីការបម្លែងជាច្រើនរវាង API នានារបស់ស៊ី្ទឹម AI សំខាន់ៗពីរដូចជា TensorFlow និង PyTorch។ លើសពីនេះ អ្នកបានរៀនអំពីប្រធានបទសំខាន់ណាស់មួយ គឺ overfitting។ + +## 🚀 ជំហាន thách thức + +នៅក្នុងសៀវភៅបញ្ជាក់ជាប់នឹងរូបរាង អ្នកនឹងឃើញ 'ភារកិច្ច' នៅខាងក្រោម; សូមធ្វើការតាមសៀវភៅបញ្ជាក់ ហើយបញ្ចប់ភារកិច្ច។ + +## [សំណួរពិសោធន៍បន្ទាប់មក](https://ff-quizzes.netlify.app/en/ai/quiz/10) + +## ពិនិត្យឡើងវិញ និង សិក្សាផ្ទាល់ខ្លួន + +សូមស្រាវជ្រាវអំពីប្រធានបទខាងក្រោម៖ + +- TensorFlow +- PyTorch +- Overfitting + +សួរខ្លួនឯងសំណួរខាងក្រោម៖ + +- តើអ្វីទៅជាការបំផុសគ្នារវាង TensorFlow និង PyTorch? +- តើអ្វីទៅជាការបំផុសគ្នារវាង overfitting និង underfitting? + +## [ភារកិច្ច](lab/README.md) + +នៅក្នុងមន្ទីរប្រឡងនេះ អ្នកត្រូវបានស្នើឲ្យដោះស្រាយបញ្ហាកំណាត់ចំណាត់ថ្នាក់ពីរមានការតភ្ជាប់គ្នាពីរបន្តផ្នែក ដោយប្រើបណ្តាញតែមួយ និងមានច្រើនជាន់ប្រើ PyTorch ឬ TensorFlow ។ + +* [សំណើ](lab/README.md) +* [សៀវភៅបញ្ជាក់](lab/LabFrameworks.ipynb) + +--- + + +**ការបដិសេធ**៖ +ឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ទោះបីយើងខិតខំថែរក្សាការត្រឹមត្រូវក៏ដោយ សូមជ្រាបថាប្រែប្រួលដោយស្វ័យប្រវត្តិក្នុងការបកប្រែអាចមានកំហុស ឬភាពមិនមានភាពត្រឹមត្រូវ។ ឯកសារដើមក្នុងភាសាទំនើបរបស់វាគួរត្រូវបានគេចាត់ទុកជាអ្នកផ្តល់ព័ត៌មានឯកទេស។ សម្រាប់ព័ត៌មានសំខាន់ៗ សូមផ្តល់ការបកប្រែដោយមនុស្សដែលមានជំនាញជំនាញ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំ ឬការបកស្រាយខុសពីការប្រើប្រាស់ការបកប្រែនេះឡើយ។ + \ No newline at end of file diff --git a/translations/km/lessons/3-NeuralNetworks/05-Frameworks/lab/LabFrameworks.ipynb b/translations/km/lessons/3-NeuralNetworks/05-Frameworks/lab/LabFrameworks.ipynb new file mode 100644 index 00000000..a2ab3425 --- /dev/null +++ b/translations/km/lessons/3-NeuralNetworks/05-Frameworks/lab/LabFrameworks.ipynb @@ -0,0 +1,427 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# ការបែងចែកជាប្រភេទដោយ PyTorch/TensorFlow\n", + "\n", + "ការប្រលងមន្ទីរពី [កម្មវិធីសិក្សា AI សម្រាប់អ្នកចាប់ផ្ដើម](https://github.com/microsoft/ai-for-beginners)។\n", + "\n", + "## ផ្នែកទី ១៖ ការបែងចែកប្រភេទ Iris\n", + "\n", + "ឃុំទិន្នន័យ Iris មាន ១៥០ ម៉ោងកំណត់ត្រានៃប្រភេទ Iris បីផ្សេងគ្នា។ កំណត់ត្រាទីមួយៗមានប៉ារ៉ាម៉ែត្រចំនួន ៤ នៃលេខគត់៖ ប្រវែង/ទទឹង៖ sepal និង ប្រវែង/ទទឹង៖ petal។ វាជាគំរូឃុំទិន្នន័យសាមញ្ញមួយ ដែលសម្រាប់វា អ្នកមិនចាំបាច់ប្រើបណ្តាញប្រសាទមានអំណាចខ្លាំងទេ។\n", + "\n", + "### ការទទួលបានឃុំទិន្នន័យ\n", + "\n", + "ឃុំទិន្នន័យ Iris ត្រូវបានបង្កើតចូលក្នុង Scikit Learn ដូច្នេះយើងអាចទទួលបានវាបានយ៉ាងងាយស្រួល៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Features: ['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)'], Classes: ['setosa' 'versicolor' 'virginica']\n" + ] + } + ], + "source": [ + "from sklearn.datasets import load_iris\n", + "from sklearn.model_selection import train_test_split\n", + "\n", + "iris = load_iris()\n", + "features = iris['data']\n", + "labels = iris['target']\n", + "class_names = iris['target_names']\n", + "feature_names = iris['feature_names']\n", + "\n", + "print(f\"Features: {feature_names}, Classes: {class_names}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### សម្រួលទិន្នន័យឲ្យមើលឃើញ\n", + "\n", + "នៅក្នុងករណីជាច្រើន វាមានហេតុផលក្នុងការសម្រួលទិន្នន័យឲ្យឃើញថាតើពួកវាផ្តាច់ពីគ្នាបានទេ - វានឹងធានាបានថាយើងគួរតែអាចបង្កើតម៉ូដែលចាត់ថ្នាក់ល្អមួយបាន។ ពោលគឺ ដោយសារយើងមានលក្ខណៈមួយចំនួនតិច យើងអាចបង្កើតរបាយការណ៍ scatter 2D តាមគូជាប់គ្នាច្រើន ដែលបង្ហាញថ្នាក់ផ្សេងៗដោយពណ៌ចំណុចផ្សេងៗ។ វាអាចធ្វើបានដោយស្វ័យប្រវត្តិដោយកញ្ចប់មួយដែលហៅថា **seaborn**៖\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
      \n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
      sepal length (cm)sepal width (cm)petal length (cm)petal width (cm)Label
      05.13.51.40.20
      14.93.01.40.20
      24.73.21.30.20
      34.63.11.50.20
      45.03.61.40.20
      ..................
      1456.73.05.22.32
      1466.32.55.01.92
      1476.53.05.22.02
      1486.23.45.42.32
      1495.93.05.11.82
      \n", + "

      150 rows × 5 columns

      \n", + "
      " + ], + "text/plain": [ + " sepal length (cm) sepal width (cm) petal length (cm) petal width (cm) \\\n", + "0 5.1 3.5 1.4 0.2 \n", + "1 4.9 3.0 1.4 0.2 \n", + "2 4.7 3.2 1.3 0.2 \n", + "3 4.6 3.1 1.5 0.2 \n", + "4 5.0 3.6 1.4 0.2 \n", + ".. ... ... ... ... \n", + "145 6.7 3.0 5.2 2.3 \n", + "146 6.3 2.5 5.0 1.9 \n", + "147 6.5 3.0 5.2 2.0 \n", + "148 6.2 3.4 5.4 2.3 \n", + "149 5.9 3.0 5.1 1.8 \n", + "\n", + " Label \n", + "0 0 \n", + "1 0 \n", + "2 0 \n", + "3 0 \n", + "4 0 \n", + ".. ... \n", + "145 2 \n", + "146 2 \n", + "147 2 \n", + "148 2 \n", + "149 2 \n", + "\n", + "[150 rows x 5 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import seaborn as sns\n", + "import pandas as pd\n", + "\n", + "df = pd.DataFrame(features,columns=feature_names).join(pd.DataFrame(labels,columns=['Label']))\n", + "\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
      " + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(df,hue='Label')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### សមមូល និង កូដរៀបចំទិន្នន័យ\n", + "\n", + "ដើម្បីរៀបចំបំពេញទិន្នន័យសម្រាប់បណ្តុះបណ្តាលបណ្ដាញប្រសិទ្ធភាព (neural network) យើងត្រូវតែសមមូល (normalize) ថ្នាក់បញ្ចូលក្នុងចន្លោះ [0..1] ។ វាអាចធ្វើបានដោយប្រើប្រតិបត្តិការ `numpy` ឬ [វិធីសាស្ត្រ Scikit Learn](https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.normalize.html)។\n", + "\n", + "ផងដែរ អ្នកត្រូវជ្រើសរើសថាតើអ្នកចង់ឲ្យស្លាកគោលដៅ (target label) ត្រូវបានកូដរៀបចំជា one-hot encoded រឺអត់។ PyTorch និង TensorFlow អនុញ្ញាតឲ្យអ្នកផ្ដល់លេខថ្នាក់ថ្នាក់ជា ឬជាលេខគត់ (integer) (ចាប់ពី 0 ដល់ N-1) ឬជាវ៉ិចទ័រមួយ-hot encoded។ នៅពេលបង្កើតរចនាសម្ព័ន្ធបណ្ដាញប្រសិទ្ធភាព អ្នកត្រូវបញ្ជាក់មុខងារបាត់បង់ (loss function) អោយត្រូវគ្នា (ឧ. *sparse categorical crossentropy* សម្រាប់តំណាងជាលេខ និង *crossentropy loss* សម្រាប់ការតំណាងជា one-hot)។ ការគូដរៀបចំយ៉ាង one-hot encoding ក៏អាចធ្វើបាន [ដោយប្រើ Sklearn](https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.OneHotEncoder.html) ឬដោយប្រើកូដនេះ៖\n", + "\n", + "```python\n", + "n_values = np.max(labels) + 1\n", + "labels_onehot = np.eye(n_values)[labels]\n", + "``` \n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# Code to normalize and encode the data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### បំបែកទិន្នន័យទៅជា បណ្តុំឯកសារបង្រៀន និង បណ្តុំឯកសារធ្វើតេស្ត\n", + "\n", + "ដោយសារ​មិនមានឯកសារបណ្តុំបង្រៀន និងធ្វើតេស្តផ្សេងពីគ្នាទេ យើងត្រូវបំបែកវាចេញជាបណ្តុំបង្រៀន និងធ្វើតេស្ត [ប្រើប្រាស់ Sklearn](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "# Split the data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### កំណត់និងបណ្តុះបណ្តាល បណ្តាញប្រសាទ\n", + "\n", + "ឥឡូវនេះអ្នកបានរួចរាល់ចូលទៅកាន់កិច្ចការលើកនេះ ដំណើរការនាំចូលបណ្ណាល័យដែលអ្នកចូលចិត្ត កំណត់បណ្តាញប្រសាទ ហើយចាប់ផ្តើមបណ្តុះបណ្តាល ដោយយកចិត្តទុកដាក់លទ្ធភាពនៃភាពត្រឹមត្រូវក្នុងការបណ្តុះបណ្តាល និងការផ្ទៀងផ្ទាត់។\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the network" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Train the network" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# Visualize train/validation accuracy graph" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### សាកល្បង\n", + "\n", + "ឥឡូវនេះ អ្នកអាចសាកល្បងជាមួយសំណង់បណ្ដាញផ្សេងៗ ដើម្បីមើលថាវាប៉ះពាល់ដល់លទ្ធផលយ៉ាងដូចម្តេច។ សូមសាកល្បង៖\n", + "1. បណ្ដាញមួយស្រទាប់មានណេយឺរ ៣ (ស្មើនឹងចំនួនថ្នាក់)\n", + "1. បណ្ដាញពីរស្រទាប់មានស្រទាប់លាក់តូច/មធ្យម/ធំ\n", + "1. ការប្រើប្រាស់ស្រទាប់ច្រើនជាងនេះ\n", + "\n", + "សូមប្រាកដថាអ្នកត្រូវតែសង្កេតឃើញការជ្រុះក្រោមពេលដែលអ្នកប្រើម៉ូឌែលមានណេយឺរច្រើន (ប៉ារ៉ាម៉ែត្រ)។\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Experiment" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ផ្នែក 2: ការបណ្តុះបណ្តាល MNIST\n", + "\n", + "ទាំង Keras និង PyTorch មាន MNIST ជាសំណុំទិន្នន័យដែលបានបញ្ចូលរួចហើយ ដូច្នេះអ្នកអាចទទួលបានវា​បានយ៉ាងងាយស្រួលជាមួយបន្ទាត់កូដពីរបន្ទាត់ ([Keras](https://keras.io/api/datasets/mnist/), [PyTorch](https://pytorch.org/vision/stable/datasets.html))។ អ្នកនឹងអាចបញ្ចូលទាំងសំណុំទិន្នន័យបណ្តុះបណ្តាល និងសំណុំទិន្នន័យសាកល្បងដោយមិនចាំបាច់បំបែកដោយដៃផងដែរ។\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Load the dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ឥឡូវនេះអ្នកត្រូវតែអនុវត្តជំហានខាងលើដើម្បីធ្វើឱ្យ dataset ទាន់សម័យ (វាអាចជាករណីដែលមានរួចហើយ), ការបញ្ជាក់និងបណ្តុះបណ្តាលបណ្តាញប្រសិត្យ។\n", + "\n", + "## Takeaway\n", + "\n", + "1. បណ្តាញប្រសិត្យអាចត្រូវបានប្រើសម្រាប់ភារកិច្ចរៀនម៉ាស៊ីនបែបប្រពៃណី។ ទើបប៉ុន្តែវាក្នុងករណីជាច្រើនមានអំណាចខ្លាំងពេក ហើយអាចបណ្តាលឱ្យមានការប៉ាន់ប្រមាណលើស។\n", + "1. វាដ៏សំខាន់ក្នុងការងារនេះដែលអ្នកត្រូវតែតាំងចិត្តសង្កេតឃើញឥរិយាបថនៃការប៉ាន់ប្រមាណលើស ហើយព្យាយាមរួចពីវា។\n", + "1. ជាមួយនឹងស៊ុមដូចជា Keras ពេលខ្លះការបណ្តុះបណ្តាលបណ្តាញប្រសិត្យគឺងាយស្រួលយ៉ាងខ្លាំង។ ប៉ុន្តែអ្នកត្រូវតែយល់ពីអ្វីដែលកំពុងកើតឡើង។\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "---\n\n\n**ការបដិសេធ**: \nឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈពេលដែលយើងខិតខំក្នុងការធានាថាព័ត៌មានត្រឹមត្រូវ សូមប្រយ័ត្នថាការបកប្រែដោយយន្តការអាចមានកំហុស ឬការខុសឆ្គង។ ឯកសារដើមដែលមានភាសាទម្រង់គួរត្រូវបានចាត់ទុកជារៀបចំផ្លូវការ។ សម្រាប់ព័ត៌មានសំខាន់ៗ សូមណែនាំឱ្យប្រើការបកប្រែដោយមនុស្សដែលមានវិជ្ជាជីវៈ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំ ឬការវាយតម្លៃខុសណាមួយដែលកើតឡើងពីការប្រើប្រាស់ការបកប្រែនេះឡើយ។\n\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.7.4 64-bit (conda)", + "metadata": { + "interpreter": { + "hash": "86193a1ab0ba47eac1c69c1756090baa3b420b3eea7d4aafab8b85f8b312f0c5" + } + }, + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.12" + }, + "orig_nbformat": 2 + }, + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/translations/km/lessons/3-NeuralNetworks/05-Frameworks/lab/README.md b/translations/km/lessons/3-NeuralNetworks/05-Frameworks/lab/README.md new file mode 100644 index 00000000..a66de3e8 --- /dev/null +++ b/translations/km/lessons/3-NeuralNetworks/05-Frameworks/lab/README.md @@ -0,0 +1,23 @@ +# ការបែងចែកចំណាត់ថ្នាក់ជាមួយ PyTorch/TensorFlow + +ភារកិច្ចមន្ទីរ​បច្ចេកវិទ្យា​ពី [កម្មវិធីសិក្សា AI សម្រាប់អ្នកចុងក្រោយ](https://github.com/microsoft/ai-for-beginners)។ + +## ភារកិច្ច + +ដោះស្រាយបញ្ហាបែងចែកចំណាត់ថ្នាក់ពីរដោយប្រើបណ្តាញបណ្តុះបណ្តាលគ្រប់ជាន់តែមួយ និងច្រើនជាន់ ដោយប្រើ PyTorch ឬ TensorFlow៖ + +1. បញ្ហា **[ការបែងចែកចំណាត់ថ្នាក់ដើមឡូត្រូវ](https://en.wikipedia.org/wiki/Iris_flower_data_set)** - ជាឧទាហរណ៍នៃបញ្ហាជាមួយទិន្នន័យបែបតារាង ដែលអាចដោះស្រាយដោយមធ្យោបាយ ការបង្រៀនម៉ាស៊ីនបែបបុរាណ។ គោលបំណងរបស់អ្នកគឺត្រូវបែងចែកដើមឡូត្រូវជា 3 ថ្នាក់ ដោយផ្អែកលើប៉ារ៉ាម៉ែត្រជាលេខ 4។ +1. បញ្ហាការបែងចែកចំណាត់ថ្នាក់លេខសរសេរដៃ **MNIST** ដែលយើងបានឃើញមុនរួច។ + +សាកល្បងស្ថាបត្យកម្មបណ្តាញផ្សេងៗ ដើម្បីទទួលបានភាពត្រឹមត្រូវល្អបំផុតដែលអ្នកអាចទទួលបាន។ + +## សៀវភៅកំណត់ត្រាចាប់ផ្តើម + +ចាប់ផ្តើមមន្ទីរដោយ​បើក [LabFrameworks.ipynb](LabFrameworks.ipynb) + +--- + + +**ការព្រមាន**៖ +ឯកសារនេះត្រូវបានបម្លែងភាសាតាមរយៈសេវាកម្មបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈពេលដែលយើងខិតខំប្រឹងប្រែងដើម្បីភាពត្រឹមត្រូវ សូមចំណាំថាការបកប្រែដautomatចអាចមានកំហុសឬភាពមិនត្រឹមត្រូវ។ ឯកសារដើមនៅក្នុងភាសាបុរាណគួរត្រូវបានយកជាចំណុចកំណត់សិទ្ធិ។ សម្រាប់ពត៌មានសំខាន់ គួរប្រើការបកប្រែដោយមនុស្សជំនាញជ מקצועי។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំនៅឬការបកប្រែខុសណាមួយដែលកើតឡើងពីការប្រើប្រាស់ការបកប្រែនេះឡើយ។ + \ No newline at end of file diff --git a/translations/km/lessons/3-NeuralNetworks/README.md b/translations/km/lessons/3-NeuralNetworks/README.md new file mode 100644 index 00000000..469cd9e8 --- /dev/null +++ b/translations/km/lessons/3-NeuralNetworks/README.md @@ -0,0 +1,55 @@ +# ការណែនាំអំពីបណ្ដាញប្រសាទៈ + +![សង្ខេបមាតិកាការណែនាំបណ្ដាញប្រសាទក្នុងការគូររូប](../../../../translated_images/km/ai-neuralnetworks.1c687ae40bc86e83.webp) + +ដូចដែលយើងបានពិភាក្សានៅក្នុងការណែនាំ មធ្យោបាយមួយក្នុងការសម្រេចបានប្រសិទ្ធភាពគឺការបណ្តុះបណ្តាល **ម៉ូដែលកុំព្យូទ័រ** ឬ **ខួរក្បាលខ្លោងប្រព័ន្ធ**។ ចាប់ពីកណ្ដាលជួរឆ្នាំ២០ ពិភពរូបមន្ត គណិតវិទ្យានានាអ្នកស្រាវជ្រាវបានព្យាយាមម៉ូដែលគណិតវិទ្យាផ្សេងៗ រហូតដល់ក្នុងរយៈពេលថ្មីៗនេះទិសដៅនេះបានបង្ហាញពីភាពជោគជ័យយ៉ាងខ្លាំង។ ម៉ូដែលគណិតវិទ្យាបែបនេះគឺត្រូវបានហៅថា **បណ្ដាញប្រសាទ**។ + +> ម្តងម្ដងបណ្ដាញប្រសាទត្រូវបានហៅថា *បណ្ដាញប្រសាទខ្លោងប្រព័ន្ធ* សញ្ញា ANNs ដើម្បីបញ្ជាក់ថាយើងកំពុងនិយាយអំពីម៉ូដែល មិនមែនបណ្ដាញប្រសាទពិតទេ។ + +## ការសិក្សាម៉ាស៊ីន + +បណ្ដាញប្រសាទជាផ្នែកមួយនៃវិស័យធំមួយហៅថា **ការសិក្សាម៉ាស៊ីន** ដែលមានគោលបំណងប្រើទិន្នន័យក្នុងការបណ្តុះបណ្តាលម៉ូដែលកុំព្យូទ័រដែលអាចដោះស្រាយបញ្ហា។ ការសិក្សាម៉ាស៊ីនគឺជាផ្នែកមួយដ៏ធំនៃបញ្ញាសិប្បនិម្មិត ប៉ុន្តែយើងមិនដាក់បញ្ចូលការសិក្សាម៉ាស៊ីនបែបចាស់នោះក្នុងកម្មវិធីនេះ។ + +> សូមចូលទៅកាន់កម្មវិធីដាច់ខាត **[ការសិក្សាម៉ាស៊ីនសម្រាប់អ្នកចាប់ផ្តើម](http://github.com/microsoft/ml-for-beginners)** ដើម្បីរៀនបន្ថែមអំពីការសិក្សាម៉ាស៊ីនបែបចាស់។ + +ក្នុងការសិក្សាម៉ាស៊ីន យើងគិតថាយើងមានសំណុំទិន្នន័យជាគំរូ **X** និងតម្លៃចេញផ្សេងៗគ្នា **Y**។ គំរូជាច្រើនជាអ្វីដែលជាវិចទ័រពហុវដ្ត (N-dimensional vectors) ដែលមាន **លក្ខណៈ** ហើយតម្លៃចេញហៅថា **ស្លាក**។ + +យើងនឹងពិចារណាពីបញ្ហាសិក្សាម៉ាស៊ីនទាំងពីរដែលធម្មតាបំផុត៖ + +* **ការបែងចែកចំណាត់ថ្នាក់**, ដែលយើងត្រូវបែងចែកវត្ថុចូលទៅក្នុងពីរឬច្រើនថ្នាក់។ +* **ការវិលតម្លៃ**, ដែលយើងត្រូវទាយរកលេខគណនាលេខសម្រាប់គំរូចូលនីមួយៗ។ + +> នៅពេលបង្ហាញទិន្នន័យចូល និងចេញជាទិន្នន័យប្រភេទ tensor សំណុំទិន្នន័យចូលគឺជាម៉ាទ្រីសដែលមានទំហំ M×N ដែល M ជាចំនួនគំរូ និង N ជាចំនួនលក្ខណៈ។ ស្លាកចេញ Y ជាវិចទ័រទំហំ M។ + +ក្នុងកម្មវិធីនេះ យើងផ្ដោតសំខាន់លើម៉ូដែលបណ្ដាញប្រសាទតែប៉ុណ្ណោះ។ + +## ម៉ូដែលនៃអណឺរ៉ូន + +ចេញពីជីវវិទ្យា យើងដឹងថា ខួរក្បាលរបស់យើងមានពីសសរបស់ប្រសាទ (neurons) រៀងរាល់អណឺរ៉ូនមាន "ចូល" ច្រើន (dendrites) និង "ចេញ" មួយ (axon)។ ការចូល និងចេញទាំងពីរអាចបញ្ជូនសញ្ញាអគ្គិសនី ហើយការតភ្ជាប់រវាងពួកវា — ដែលគេហៅថា synapses — អាចបង្ហាញកំរិតនៃការបញ្ជូនភ្លើងខុសៗគ្នា ដែលត្រូវបានគ្រប់គ្រងដោយ neurotransmitters​។ + +![ម៉ូដែលនៃអណឺរ៉ូន](../../../../translated_images/km/synapse-wikipedia.ed20a9e4726ea1c6.webp) | ![ម៉ូដែលនៃអណឺរ៉ូន](../../../../translated_images/km/artneuron.1a5daa88d20ebe6f.webp) +----|---- +អណឺរ៉ូនពិត *([រូបភាព](https://en.wikipedia.org/wiki/Synapse#/media/File:SynapseSchematic_lines.svg) ពីវិគីភីឌា)* | អណឺរ៉ូនសិប្បនិម្មិត *(រូបភាពដោយអ្នកនិពន្ធ)* + +ដូចនេះ ម៉ូដែលគណិតវិទ្យា​ធម្មតា​បំផុត​នៃអណឺរ៉ូនមានចូលច្រើន X1, ..., XN និងចេញ Y រួមជាមួយស៊េរីនៃប៉ារ៉ាម៉ែត្រ W1, ..., WN។ ចេញ Y ត្រូវបានគណនាដូចជា៖ + +Y = f\left(\sum_{i=1}^N X_iW_i\right) + +ដែល f ជា **អនុគមន៍សកម្មភាព** មួយដែលមិនមែនជាលីនេអាល់។ + +> ម៉ូដែលដើមនៃអណឺរ៉ូនត្រូវបានពិពណ៌នានៅក្នុងឯកសារចាស់ [A logical calculus of the ideas immanent in nervous activity](https://www.cs.cmu.edu/~./epxing/Class/10715/reading/McCulloch.and.Pitts.pdf) ដោយ Warren McCullock និង Walter Pitts ឆ្នាំ 1943. Donald Hebb ក្នុងសៀវភៅរបស់គាត់ "[The Organization of Behavior: A Neuropsychological Theory](https://books.google.com/books?id=VNetYrB8EBoC)" បានណែនាំពីវិធីដែលបណ្ដាញទាំងនោះអាចត្រូវបានបណ្តុះបណ្តាល។ + +## នៅផ្នែកនេះ + +នៅផ្នែកនេះ យើងនឹងរៀនអំពី៖ +* [Perceptron](03-Perceptron/README.md), មួយក្នុងចំណោមម៉ូដែលបណ្ដាញប្រសាទដំបូងសម្រាប់ការបែងចែកចំណាត់ថ្នាក់ពីរថ្នាក់ +* [បណ្ដាញជាច្រើនស្រទាប់](04-OwnFramework/README.md) ជាមួយកំណត់ចំណាំគូសynchronized [របៀបកសាងស៊ុមផ្ទាល់ខ្លួន](04-OwnFramework/OwnFramework.ipynb) +* [ស៊ុមបណ្ដាញប្រសាទ](05-Frameworks/README.md), ជាមួយកំណត់ចំណាំទាំងនេះ៖ [PyTorch](05-Frameworks/IntroPyTorch.ipynb) និង [Keras/Tensorflow](05-Frameworks/IntroKerasTF.ipynb) +* [ការទទួលផ្លូវពេក](../../../../lessons/3-NeuralNetworks/05-Frameworks) + +--- + + +**ការបដិសេធ**៖ +ឯកសារនេះត្រូវបានបកប្រែដោយប្រើសេវាបកប្រែ AI [Co-op Translator](https://github.com/Azure/co-op-translator)។ ខណៈពេលយើងព្យាយាមរក្សាការត្រឹមត្រូវ សូមជ្រាបថាការបកប្រែដោយស្វ័យប្រវត្តិអាចមានកំហុស ឬការមិនត្រឹមត្រូវមួយចំនួន។ ឯកសារដើមនៅភាសាប្រភពគួរត្រូវបានចាត់ទុកថាជា ប្រភពដែលមានអំណាចបំផុត។ សម្រាប់ព័ត៌មានសំខាន់ៗ គួរតែប្រើការបកប្រែដោយមនុស្សដែលជាមនុស្សជំនាញ។ យើងមិនទទួលខុសត្រូវចំពោះការយល់ច្រឡំណាមួយ ឬការប្រែប្រួលមិនត្រឹមត្រូវណាមួយដែលកើតឡើងពីការប្រើប្រាស់ការបកប្រែនេះទេ។ + \ No newline at end of file diff --git a/translations/kn/.co-op-translator.json b/translations/kn/.co-op-translator.json index 47b057d0..5a518530 100644 --- a/translations/kn/.co-op-translator.json +++ b/translations/kn/.co-op-translator.json @@ -6,8 +6,8 @@ "language_code": "kn" }, "README.md": { - "original_hash": "9eaca839b0b3f6d7f0a195fd33cebd30", - "translation_date": "2026-02-28T09:01:36+00:00", + "original_hash": "12c8eb6bf0867d2f1c32daf613ac5b8b", + "translation_date": "2026-04-06T16:56:31+00:00", "source_file": "README.md", "language_code": "kn" }, diff --git a/translations/kn/README.md b/translations/kn/README.md index a51d2cca..9b97ca40 100644 --- a/translations/kn/README.md +++ b/translations/kn/README.md @@ -12,177 +12,177 @@ [![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG) -# ಪ್ರಾರಂಭಿಕರಿಗಾಗಿ ಕೃತಕ ಬುದ್ಧಿಮತ್ತೆ - ಪಾಠಕ್ರಮ +# ಆರಂಭಿಕರಿಗಾಗಿ ಕೃತಕ ಬುದ್ಧಿಮತ್ತೆ - ಒಂದು ಪಾಠಕ್ರಮ |![Sketchnote by @girlie_mac https://twitter.com/girlie_mac](https://github.com/microsoft/AI-For-Beginners/raw/main/lessons/sketchnotes/ai-overview.png)| |:---:| -| ಪ್ರಾರಂಭಿಕರಿಗಾಗಿ ಏಐ - _ಸ್ಕೆಚ್ನೋಟ್ [@girlie_mac](https://twitter.com/girlie_mac) ಅವರಿಂದ_ | +| ಆರಂಭಿಕರಿಗಾಗಿ ಎಐ - _ಸ್ಕೆಚ್ನೋಟ್ [@girlie_mac](https://twitter.com/girlie_mac) ಅವರಿಂದ_ | -ನಮ್ಮ 12-ವಾರ, 24-ಪಾಠಗಳ ಪಠ್ಯಕ್ರಮದೊಂದಿಗೆ **ಕೃತಕ ಬುದ್ಧಿಮತ್ತೆ** (AI) ಲೋಕವನ್ನು ಅನ್ವೇಷಿಸಿ! ಇದರಲ್ಲಿ ಪ್ರಾಯೋಗಿಕ ಪಾಠಗಳು, ಪ್ರಶ್ನೋತ್ತರಗಳು ಮತ್ತು ಪ್ರಯೋಗಾಗಾರಗಳು ಸೇರಿವೆ. ಪಠ್ಯಕ್ರಮವು ಪ್ರಾರಂಭಿಕರುಗಳಿಗೆ ವಿನ್ಯಾಸಗೊಳಿಸಲಾಗಿದೆ ಮತ್ತು TensorFlow ಮತ್ತು PyTorch ಸೇರಿದಂತೆ ಉಪಕರಣಗಳನ್ನು ಹಾಗೂ ಏಐನಲ್ಲಿ ಇರೋ ನೀತಿಶಾಸ್ತ್ರಗಳನ್ನು ಒಳಗೊಂಡಿದೆ. +ನಮ್ಮ 12-ವಾರಗಳ, 24 ಪಾಠಗಳ ಪಾಠಕ್ರಮದೊಂದಿಗೆ **ಕೃತಕ ಬುದ್ಧಿಮತ್ತೆ** (AI) ಜಗತ್ತನ್ನು ಅನ್ವೇಷಿಸಿರಿ! ಇದು ಪ್ರಾಯೋಗಿಕ ಪಾಠಗಳು, ಕ್ವಿಜ್‌ಗಳು ಮತ್ತು ಪ್ರಯೋಗಶಾಲೆಗಳನ್ನೊಳಗೊಂಡಿದೆ. ಪಾಠಕ್ರಮವು ಆರಂಭಿಕರಿಗೂ ಅನುಗುಣವಾಗಿದ್ದು, TensorFlow ಮತ್ತು PyTorch ಸೇರಿದಂತೆ ಉಪಕರಣಗಳನ್ನು ಹಾಗೂ AI ನ ನೈತಿಕತೆಯನ್ನು ಒಳಗೊಂಡಿದೆ. -### 🌐 ಬಹುಭಾಷಾ ಬೆಂಬಲ -#### GitHub ಕ್ರಿಯೆಯಿಂದ ಬೆಂಬಲಿಸಲಾಗಿದೆ (ಸ್ವಯಂಚಾಲಿತ ಮತ್ತು ಎಂದಿಗೂ ನವೀಕೃತ) +### 🌐 ಬಹು-ಭಾಷಾ ಬೆಂಬಲ + +#### GitHub ಕ್ರಿಯೆಯ ಮೂಲಕ ಬೆಂಬಲಿತ (ಸ್ವಯಂಚಾಲಿತ ಮತ್ತು ಸದಾ ನವೀಕೃತ) -[Arabic](../ar/README.md) | [Bengali](../bn/README.md) | [Bulgarian](../bg/README.md) | [Burmese (Myanmar)](../my/README.md) | [Chinese (Simplified)](../zh-CN/README.md) | [Chinese (Traditional, Hong Kong)](../zh-HK/README.md) | [Chinese (Traditional, Macau)](../zh-MO/README.md) | [Chinese (Traditional, Taiwan)](../zh-TW/README.md) | [Croatian](../hr/README.md) | [Czech](../cs/README.md) | [Danish](../da/README.md) | [Dutch](../nl/README.md) | [Estonian](../et/README.md) | [Finnish](../fi/README.md) | [French](../fr/README.md) | [German](../de/README.md) | [Greek](../el/README.md) | [Hebrew](../he/README.md) | [Hindi](../hi/README.md) | [Hungarian](../hu/README.md) | [Indonesian](../id/README.md) | [Italian](../it/README.md) | [Japanese](../ja/README.md) | [Kannada](./README.md) | [Korean](../ko/README.md) | [Lithuanian](../lt/README.md) | [Malay](../ms/README.md) | [Malayalam](../ml/README.md) | [Marathi](../mr/README.md) | [Nepali](../ne/README.md) | [Nigerian Pidgin](../pcm/README.md) | [Norwegian](../no/README.md) | [Persian (Farsi)](../fa/README.md) | [Polish](../pl/README.md) | [Portuguese (Brazil)](../pt-BR/README.md) | [Portuguese (Portugal)](../pt-PT/README.md) | [Punjabi (Gurmukhi)](../pa/README.md) | [Romanian](../ro/README.md) | [Russian](../ru/README.md) | [Serbian (Cyrillic)](../sr/README.md) | [Slovak](../sk/README.md) | [Slovenian](../sl/README.md) | [Spanish](../es/README.md) | [Swahili](../sw/README.md) | [Swedish](../sv/README.md) | [Tagalog (Filipino)](../tl/README.md) | [Tamil](../ta/README.md) | [Telugu](../te/README.md) | [Thai](../th/README.md) | [Turkish](../tr/README.md) | [Ukrainian](../uk/README.md) | [Urdu](../ur/README.md) | [Vietnamese](../vi/README.md) +[ಅರೆಬಿಕ್](../ar/README.md) | [ಬೆಂಗಳಿ](../bn/README.md) | [ಬಲ್ಗೇರಿಯನ್](../bg/README.md) | [ಬರ್ಮಿ (ಮ್ಯಾನ್ಮಾರ್)](../my/README.md) | [ಚೀनी (ಸರಳೀಕೃತ)](../zh-CN/README.md) | [ಚೀनी (ಪಾರಂಪರಿಕ, ಹಾಂಗ್ ಕಾಂಗ್)](../zh-HK/README.md) | [ಚೀनी (ಪಾರಂಪರಿಕ, मकाऊ)](../zh-MO/README.md) | [ಚೀनी (ಪಾರಂಪರಿಕ, ತೈವಾನ್)](../zh-TW/README.md) | [ಕ್ರೊಯೇಷಿಯನ್](../hr/README.md) | [ಚೆಕ್](../cs/README.md) | [ಡ್ಯಾನಿಶ್](../da/README.md) | [ಡಚ್](../nl/README.md) | [ಎಸ್ಟೋನಿಯನ್](../et/README.md) | [ಫಿನ್ನಿಷ್](../fi/README.md) | [ಫ್ರೆಂಚ್](../fr/README.md) | [ಜರ್ಮನ್](../de/README.md) | [ಗ್ರೀಕ್](../el/README.md) | [ಹೆಬ್ರ್ಯೂ](../he/README.md) | [ಹಿಂದಿ](../hi/README.md) | [ಹಂಗೇರಿಯನ್](../hu/README.md) | [ಇಂಡೋನೇಶಿಯನ್](../id/README.md) | [ಇಟಾಲಿಯನ್](../it/README.md) | [ಜಪಾನೀಸ್](../ja/README.md) | [ಕನ್ನಡ](./README.md) | [ಖ್ಮೇರ್](../km/README.md) | [ಕೋರಿಯನ್](../ko/README.md) | [ಲಿಥುವೇನಿಯನ್](../lt/README.md) | [ಮಲಯ್](../ms/README.md) | [ಮಲಯಾಳಂ](../ml/README.md) | [ಮರಾಠಿ](../mr/README.md) | [ನೇಪಾಳಿ](../ne/README.md) | [ನೈಜೀರಿಯನ್ ಪಿಡ್ಜಿನ್](../pcm/README.md) | [ನಾರ್ವೇಜಿಯನ್](../no/README.md) | [ಪರ್ಷಿಯನ್ (ಫಾರ್ಸಿ)](../fa/README.md) | [ಪೋಲಿಶ್](../pl/README.md) | [ಪೋರ್ಟುಗೀಸ್ (ಬ್ರೆಜಿಲ್)](../pt-BR/README.md) | [ಪೋರ್ಟುಗೀಸ್ (ಪೋರ್ಟುಗ್ಗಲ್)](../pt-PT/README.md) | [ಪಂಜಾಬಿ (ಗುರ್ಮುಖಿ)](../pa/README.md) | [ರೊಮಾನಿಯನ್](../ro/README.md) | [ರಷಿಯನ್](../ru/README.md) | [ಸರ್ಬಿಯನ್ (ಸಿರಿಲಿಕ್)](../sr/README.md) | [ಸ್ಲೋವಕ್](../sk/README.md) | [ಸ್ಲೋವೇನಿಯನ್](../sl/README.md) | [ಸ್ಪಾನಿಷ್](../es/README.md) | [ಸ್ವಾಹಿಲಿ](../sw/README.md) | [ಸ್ವೀಡಿಷ್](../sv/README.md) | [ಟಾಗಾಲೋಗ್ (ಫಿಲಿಫಿನೋ)](../tl/README.md) | [ತಮಿಳು](../ta/README.md) | [ತೆಲುಗು](../te/README.md) | [ಥಾಯ್](../th/README.md) | [ಟರ್ಕಿಶ್](../tr/README.md) | [ಉಕ್ರೇನಿಯನ್](../uk/README.md) | [ಉರ್ದು](../ur/README.md) | [ವಿಯೆಟ್ನಾಮಿ](../vi/README.md) -> **ಸ್ಥಳೀಯವಾಗಿ ಕ್ಲೋನ್ ಮಾಡಿಕೊಳ್ಳಬೇಕೇ?** +> **ಸ್ಥಳೀಯವಾಗಿ ಕ್ಲೋನ್ ಮಾಡಬೇಕು?** > -> ಈ ಸಂಗ್ರಹ 50 ಕ್ಕೆ ಹೆಚ್ಚು ಭಾಷಾ ಅನುವಾದಗಳನ್ನು ಒಳಗೊಂಡಿದ್ದು ಡೌನ್‌ಲೋಡ್ ಗಾತ್ರವನ್ನು ಸಾಕಷ್ಟು ಹೆಚ್ಹು ಮಾಡುತ್ತದೆ. ಅನುವಾದಗಳಿಲ್ಲದೆ ಕ್ಲೋನ್ ಮಾಡಲು ಸ್ಪಾರ್ಸ್ ಚೆಕೌಟ್ ಬಳಸಿ: +> ಈ ರೆಪೊಸಿಟರಿಯಲ್ಲಿ 50+ ಭಾಷಾಂತರಗಳು ಸೇರಿವೆ, ಅವು ಡೌನ್ಲೋಡ್ ಗಾತ್ರವನ್ನು ಬಹಳ ಹೆಚ್ಚಿಸುತ್ತವೆ. ಭಾಷಾಂತರಗಳಿಲ್ಲದೆ ಕ್ಲೋನ್ ಮಾಡಲು, ಸ್ಪಾರ್ಸ್ ಚೆ ಕ್ಯುಟ್ ಬಳಸಿ: > -> **ಬ್ಯಾಷ್ / ಮ್ಯಾಕ್‌ಒಎಸ್ / ಲಿನಕ್ಸ್ಗೆ:** +> **Bash / macOS / Linux:** > ```bash > git clone --filter=blob:none --sparse https://github.com/microsoft/AI-For-Beginners.git > cd AI-For-Beginners > git sparse-checkout set --no-cone '/*' '!translations' '!translated_images' > ``` > -> **CMD (ವಿಂಡೋಸ್):** +> **CMD (Windows):** > ```cmd > git clone --filter=blob:none --sparse https://github.com/microsoft/AI-For-Beginners.git > cd AI-For-Beginners > git sparse-checkout set --no-cone "/*" "!translations" "!translated_images" > ``` > -> ಇದರಿಂದ ನೀವು ಕೋರ್ಸನ್ನು ಸಂಪೂರ್ಣವಾಗಿ ಮುಗಿಸುವುದಕ್ಕೆ ತುಂಬಾ ವೇಗವಾಗಿ ಡೌನ್‌ಲೋಡ್ ಮಾಡಬಹುದು. +> ಇದರಿಂದ ನೀವು ಕೋರ್ಸ್ ಸಂಪೂರ್ಣ ಮಾಡಲು ಬೇಕಾಗುವ ಅನೇಕ ವಸ್ತುಗಳನ್ನು ತ್ವರಿತ ಡೌನ್ಲೋಡ್ ಸಹಿತ ಪಡೆದುಕೊಳ್ಳಬಹುದು. -**ನಿಮಗೆ ಹೆಚ್ಚುವರಿ ಅನುವಾದ ಭಾಷೆಗಳನ್ನು ಬೆಂಬಲಿಸುವುದು ಆಸಕ್ತಿಯಾಗಿದ್ದರೆ, ಅವುಗಳನ್ನು ಇಲ್ಲಿ [ಕಾಣಬಹುದು](https://github.com/Azure/co-op-translator/blob/main/getting_started/supported-languages.md)** +**ನೀವು ಹೆಚ್ಚುವರಿ ಭಾಷಾಂತರಗಳನ್ನು ಬೆಂಬಲಿಸಲು ಇಚ್ಛಿಸುವಿದ್ದರೆ ಅವುಗಳನ್ನು [ಇಲ್ಲಿ](https://github.com/Azure/co-op-translator/blob/main/getting_started/supported-languages.md) ಪಟ್ಟಿ ಮಾಡಲಾಗಿದೆ** -## ಸಮುದಾಯದಲ್ಲಿಗೆ ಸೇರಿ +## ಸಮುದಾಯಕ್ಕೆ ಸೇರ್ಪಡೆ [![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG) -## ನೀವು ಕಲಿಯುವುದು ಏನು +## ನೀವು ಕಲಿಯುವುವು -**[ಪಾಠಕ್ರಮದ ಮೈಂಡ್‌ಮ್ಯಾಪ್](http://soshnikov.com/courses/ai-for-beginners/mindmap.html)** +**[ಪಾಠಕ್ರಮದ ಮನಃಮಾಪನ](http://soshnikov.com/courses/ai-for-beginners/mindmap.html)** -ಈ ಪಠ್ಯક્રમದಲ್ಲಿ, ನೀವು ಕಲಿಯುವುದು: +ಈ ಪಾಠಕ್ರಮದಲ್ಲಿ, ನೀವು ಕಲಿಯುವಿರಿ: -* **ಕೃತಕ ಬುದ್ಧಿಮತ್ತೆಗೆ ವಿಭಿನ್ನ ಪ್ರವರ್ತನೆಗಳು**, "ಹಳೆಯ" ಸಂಕೇತಾತ್ಮಕ ವಿಧಾನ ಜೊತೆಗೆ **ಜ್ಞಾನ ಪ್ರತಿನಿಧಾನ** ಮತ್ತು ತರ್ಕಶಾಸ್ತ್ರವನ್ನು ಒಳಗೊಂಡಂತೆ ([GOFAI](https://en.wikipedia.org/wiki/Symbolic_artificial_intelligence)). -* **ನ್ಯೂರಲ್ ನೆಟ್ವರ್ಕ್‌ಗಳು** ಮತ್ತು **ಡೀಪ್ ಲರ್ನಿಂಗ್**, ಇವುಗಳು ಆಧುನಿಕ ಏಐಯ ಮೂಲಭೂತ ಅಂಶಗಳು. ನಾವು ಈ ಮುಖ್ಯ ವಿಷಯಗಳ ಹಿಂದಿನ ಪರಿಕಲ್ಪನೆಗಳನ್ನು ಕೋಡ್ ಮೂಲಕ [TensorFlow](http://Tensorflow.org) ಮತ್ತು [PyTorch](http://pytorch.org) ಎಂಬ ಎರಡು ಜನಪ್ರಿಯ ಫ್ರೇಮ್ವರ್ಕ್‌ಗಳ ಮೂಲಕ ವಿವರಿಸುತ್ತೇವೆ. -* ಚಿತ್ರಗಳ ಮತ್ತು ಪಠ್ಯದೊಂದಿಗೆ ಕೆಲಸ ಮಾಡುವ **ನ್ಯೂರಲ್ ವಾಸ್ತುಶಿಲ್ಪಗಳು**. ನಾವು ಇತ್ತೀಚಿನ ಮಾದರಿಗಳನ್ನು ವಿವರಿಸುವೆವು, ಆದರೆ ಅತ್ಯಾಧುನಿಕ ಸ್ಥಿತಿಗೆ ಸ್ವಲ್ಪ ಕೊರತೆ ಇರಬಹುದು. -* ಕಡಿಮೆ ಜನಪ್ರಿಯ ಏಐ ವಿಧಾನಗಳು, ಉದಾ: **ಜನಿತಿಕ ಅಲ್ಗಾರಿಥಮ್‌ಗಳು** ಮತ್ತು **ಬಹು-ಏಜೆಂಟ್ ವ್ಯವಸ್ಥೆಗಳು**. +* ವಿಭಿನ್ನ ಕೃತಕ ಬುದ್ಧಿಮತ್ತೆ ಪ್ರವರ್ತನೆಗಳು, "ಹಳೆಯ" ಸಂಕೇತಾತ್ಮಕ ವಿಧಾನ ಸೇರಿದಂತೆ **ಜ್ಞಾನ ಪ್ರತಿನಿಧಾನ** ಮತ್ತು ತರ್ಕ ಪದ್ಧತಿ ([GOFAI](https://en.wikipedia.org/wiki/Symbolic_artificial_intelligence)). +* **ನ್ಯೂರಲ್ ನೆಟ್‌ವರ್ಕ್‌ಗಳು** ಮತ್ತು **ಗಾಢ ಶಿಕ್ಷಣ**, ಇದು ಆಧುನಿಕ ಎಐಯ ಹೃದಯವಾಗಿದೆ. ನಾವು ಈ ಪ್ರಮುಖ ವಿಷಯಗಳನ್ನು ಎರಡು ಜನಪ್ರಿಯ ಫ್ರೆಮ್ವರ್ಕ್‌ಗಳು - [TensorFlow](http://Tensorflow.org) ಮತ್ತು [PyTorch](http://pytorch.org) ಬಳಸಿ ಕೋಡ್ ಮೂಲಕ ವಿವರಿಸಲಾಗುವುದು. +* ಚಿತ್ರ ಮತ್ತು ಪಠ್ಯಕ್ಕಾಗಿ **ನ್ಯೂರಲ್ ವಾಸ್ತುಶಿಲ್ಪಗಳು**. ನಾವು ಇತ್ತೀಚಿನ ಮಾದರಿಗಳನ್ನು ಒಳಗೊಂಡಿದ್ದೇವೆ ಆದರೆ ಆಧುನಿಕ ತಾಂತ್ರಿಕ ದಿಕ್ಕಿನಲ್ಲಿ ಸ್ವಲ್ಪ ಕೊರತೆ ಇರಬಹುದು. +* ಕಡಿಮೆ ಜನಪ್ರಿಯ ಎಐ ವಿಧಾನಗಳು, ಉದಾ: **ಜನೆಟಿಕ್ ಅಲ್ಗಾರಿದಮ್‌ಗಳು** ಮತ್ತು **ಮಲ್ಟಿ- ಏಜೆಂಟ್ ವ್ಯವಸ್ಥೆಗಳು**. -ಈ ಪಠ್ಯಕ್ರಮದಲ್ಲಿ ನಾವು ಒಳಗೊಂಡಿರಲಾರದವು: +ಈ ಪಾಠಕ್ರಮದಲ್ಲಿ ನಾವು ಸೇರಿಸದಿರುವವು: -> [ಈ ಕೋರ್ಸ್‌ಗೆ ಸಂಬಂಧಿಸಿದ ಎಲ್ಲಾ ಹೆಚ್ಚುವರಿ ಸಂಪನ್ಮೂಲಗಳನ್ನು ನಮ್ಮ Microsoft Learn ಸಂಗ್ರಹದಲ್ಲಿ ಕಂಡುಹಿಡಿಯಿರಿ](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) +> [ಈ ಕೋರ್ಸ್‌ಗೆ ಸಂಬಂಧಿಸಿದ ಎಲ್ಲಾ ಹೆಚ್ಚುವರಿ ಸಂಪನ್ಮೂಲಗಳನ್ನು ನಮ್ಮ Microsoft Learn ಚುಟುಕು ನುಡಿ ಸಂಗ್ರಹದಲ್ಲಿ ಕಂಡುಹಿಡಿಯಿರಿ](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) -* **ವ್ಯಾಪಾರದಲ್ಲಿ ಏಐ** ಬಳಕೆಯ ವ್ಯಾಪಾರ ಪ್ರಕರಣಗಳು. ಇದಕ್ಕಾಗಿ ನೀವು [Introduction to AI for business users](https://docs.microsoft.com/learn/paths/introduction-ai-for-business-users/?WT.mc_id=academic-77998-bethanycheum) ಹುಡುಕಬಹುದು ಅಥವಾ [AI Business School](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-bethanycheum) ಬಯಸಬಹುದು, ಇದು [INSEAD](https://www.insead.edu/) ಸಹಯೋಗದಲ್ಲಿ ಅಭಿವೃದ್ಧಿಪಡಿಸಲಾಗಿದೆ. -* ನಮ್ಮ [Machine Learning for Beginners Curriculum](http://github.com/Microsoft/ML-for-Beginners) ನಲ್ಲಿ ಚೆನ್ನಾಗಿ ವಿವರಿಸಿರುವ **ಪ್ರಾಚೀನ ಯಂತ್ರ ಅಧ್ಯಯನ**. -* **ಕಾಗ್ನಿಟಿವ್ ಸರ್ವೀಸಸ್** ಬಳಸಿ ನಿರ್ಮಿಸಲಾದ ಪ್ರಾಯೋಗಿಕ ಏಐ ಅನ್ವಯಿಕೆಗಳು. ಇದಕ್ಕಾಗಿ, ನಾವು Microsoft Learn ಮೇಲೆ [ದೃಷ್ಟಿ](https://docs.microsoft.com/learn/paths/create-computer-vision-solutions-azure-cognitive-services/?WT.mc_id=academic-77998-bethanycheum), [ಸ್ವಾಭಾವಿಕ ಭಾಷಾ ಪ್ರಕ್ರಿಯೆಯನ್ನು](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-bethanycheum), **[Azure OpenAI ಸೇವೆಯೊಂದಿಗೆ ಜನನಾತ್ಮಕ ಏಐ](https://learn.microsoft.com/en-us/training/paths/develop-ai-solutions-azure-openai/?WT.mc_id=academic-77998-bethanycheum)** ಮತ್ತು ಇತರ ಮಡ್‌ಯೂಲ್ಗಳೊಂದಿಗೆ ಪ್ರಾರಂಭಿಸಲು ಶಿಫಾರಸು ಮಾಡುತ್ತೇವೆ. -* ವಿಶೇಷ ML **ಮೇಘ ಫ್ರೇಮ್ವರ್ಕ್‌ಗಳು**, ಉದಾ: [Azure Machine Learning](https://azure.microsoft.com/services/machine-learning/?WT.mc_id=academic-77998-bethanycheum), [Microsoft Fabric](https://learn.microsoft.com/en-us/training/paths/get-started-fabric/?WT.mc_id=academic-77998-bethanycheum) ಅಥವಾ [Azure Databricks](https://docs.microsoft.com/learn/paths/data-engineer-azure-databricks?WT.mc_id=academic-77998-bethanycheum). ನೀವು [Build and operate machine learning solutions with Azure Machine Learning](https://docs.microsoft.com/learn/paths/build-ai-solutions-with-azure-ml-service/?WT.mc_id=academic-77998-bethanycheum) ಮತ್ತು [Build and Operate Machine Learning Solutions with Azure Databricks](https://docs.microsoft.com/learn/paths/build-operate-machine-learning-solutions-azure-databricks/?WT.mc_id=academic-77998-bethanycheum) ಎಂಬ ಪಾಠಕ್ರಮಗಳನ್ನು ಬಳಕೆ ಮಾಡಬಹುದು. -* **ವಾರ್ತಾ ಏಐ** ಮತ್ತು **ಚಾಟ್‌ಬಾಟ್‌ಗಳು**. ಇದಕ್ಕೆ ವಿಭಿನ್ನ [Create conversational AI solutions](https://docs.microsoft.com/learn/paths/create-conversational-ai-solutions/?WT.mc_id=academic-77998-bethanycheum) ಪಾಠಕ್ರಮವಿದೆ ಮತ್ತು ಇನ್ನಷ್ಟು ವಿವರಗಳಿಗೆ ನೀವು [ಈ ಬ್ಲಾಗ್ ಪೋಸ್ಟ್](https://soshnikov.com/azure/hello-bot-conversational-ai-on-microsoft-platform/) ಅನ್ನು ನೋಡಬಹುದು. -* ಆಳವಾದ ಲರ್ನಿಂಗ್ ಹಿಂದೆ ಇರುವ **ಗಭೀರ ಗಣಿತಶಾಸ್ತ್ರ**. ಇದಕ್ಕಾಗಿ ನಾವು ಇಯಾನ್ ಗೂಡ್ಫೆಲ್ಲೋ, Yoshua Bengio ಮತ್ತು ಆರೋನ್ ಕೌರ್ವಿಲ್ ರವರು ಬರೆಯಲಾದ [Deep Learning](https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618) ಅನ್ನು ಶಿಫಾರಸು ಮಾಡುತ್ತೇವೆ, ಇದು [https://www.deeplearningbook.org/](https://www.deeplearningbook.org/) ನಲ್ಲಿ ऑनलाइन ಲಭ್ಯವಿದೆ. +* **ವ್ಯಾಪಾರದಲ್ಲಿ AI** ಬಳಕೆ ವ್ಯವಹಾರ ಪ್ರಕರಣಗಳು. ಅದಕ್ಕೆ [ವ್ಯಾಪಾರ ಬಳಕೆದಾರರಿಗಾಗಿ AI ಪರಿಚಯ](https://docs.microsoft.com/learn/paths/introduction-ai-for-business-users/?WT.mc_id=academic-77998-bethanycheum) ಅಥವಾ [AI ವ್ಯವಹಾರ ಶಾಲೆ](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-bethanycheum), [INSEAD](https://www.insead.edu/) ಜೊತೆ ಸಹಯೋಗದಲ್ಲಿ ಅಭಿವೃದ್ಧಿಪಡಿಸಲಾಗಿದೆ, ಎಂಬ ಅಧ್ಯಯನ ಮಾರ್ಗಗಳನ್ನು ಪರಿಗಣಿಸಿ. +* **ಸರಳ ಯಂತ್ರ ಅಧ್ಯಯನ**, ಇದು ನಮ್ಮ [ಆರಂಭಿಕರಿಗಾಗಿ ಯಂತ್ರ ಅಧ್ಯಯನ ಪಾಠಕ್ರಮ](http://github.com/Microsoft/ML-for-Beginners) ನಲ್ಲಿ ಚೆನ್ನಾಗಿ ವಿವರಿಸಲಾಗಿದೆ. +* **[ಜ್ಞಾನ ಸೇವೆಗಳು](https://azure.microsoft.com/services/cognitive-services/?WT.mc_id=academic-77998-bethanycheum)** ಬಳಸಿ ನಿರ್ಮಿಸಿದ್ದ ಪ್ರಾಯೋಗಿಕ ಎಐ ಅನ್ವಯಿಕೆಗಳು. ಇದಕ್ಕಾಗಿ ನಾವು Microsoft Learn ನಲ್ಲಿ [ದರ್ಶನ](https://docs.microsoft.com/learn/paths/create-computer-vision-solutions-azure-cognitive-services/?WT.mc_id=academic-77998-bethanycheum), [ಸ್ವಾಭಾವಿಕ ಭಾಷಾ ಪ್ರಕ್ರಿಯೆ](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-bethanycheum), **[Azure OpenAI ಸೇವೆ ಜೊತೆಗೆ ಜನರೇಟಿವ್ AI](https://learn.microsoft.com/en-us/training/paths/develop-ai-solutions-azure-openai/?WT.mc_id=academic-77998-bethanycheum)** ಮತ್ತು ಇತ್ಯಾದಿ ಮಾಯಾಜಾಲಗಳಿಗೆ ಆರಂಭಿಸಲು ಶಿಫಾರಸು ಮಾಡುತ್ತೇವೆ. +* ವಿಶೇಷ ML **ಕ್ಲೌಡ್ ಫ್ರೇಮ್ವರ್ಕ್‌ಗಳು**, ಉದಾ: [ಅಜೂರ್ ಯಂತ್ರ ಅಧ್ಯಯನ](https://azure.microsoft.com/services/machine-learning/?WT.mc_id=academic-77998-bethanycheum), [Microsoft Fabric](https://learn.microsoft.com/en-us/training/paths/get-started-fabric/?WT.mc_id=academic-77998-bethanycheum), ಅಥವಾ [ಅಜೂರ್ ಡೇಟಾಬ್ರಿಕ್ಸ್](https://docs.microsoft.com/learn/paths/data-engineer-azure-databricks?WT.mc_id=academic-77998-bethanycheum). [ಅಜೂರ್ ಯಂತ್ರ ಅಧ್ಯಯನದೊಂದಿಗೆ ಯಂತ್ರ ಅಧ್ಯಯನ ಪರಿಹಾರಗಳನ್ನು ನಿರ್ಮಿಸಿ ಮತ್ತು ಚಾಲನೆ ಮಾಡಿ](https://docs.microsoft.com/learn/paths/build-ai-solutions-with-azure-ml-service/?WT.mc_id=academic-77998-bethanycheum) ಮತ್ತು [ಅಜೂರ್ ಡೇಟಾಬ್ರಿಕ್ಸ್ ಜೊತೆಗೆ ಯಂತ್ರ ಅಧ್ಯಯನ ಪರಿಹಾರಗಳನ್ನು ನಿರ್ಮಿಸಿ ಮತ್ತು ಚಾಲನೆ ಮಾಡಿ](https://docs.microsoft.com/learn/paths/build-operate-machine-learning-solutions-azure-databricks/?WT.mc_id=academic-77998-bethanycheum) ಎಂಬ ಅಧ್ಯಯನ ಮಾರ್ಗಗಳನ್ನು ಬಳಸಿ. +* **ಸಂವಾದಾತ್ಮಕ ಎಐ** ಮತ್ತು **ಚಾಟ್ ಬಾಟ್‌ಗಳು**. ಒಂದು ವಿಶಿಷ್ಟ [ಸಂವಾದಾತ್ಮಕ ಎಐ ಪರಿಹಾರಗಳನ್ನು ರಚಿಸುವುದು](https://docs.microsoft.com/learn/paths/create-conversational-ai-solutions/?WT.mc_id=academic-77998-bethanycheum) ಎಂಬ ಅಧ್ಯಯನ ಮಾರ್ಗ ಇದ್ದು, ನೀವು ಇನ್ನಷ್ಟು ವಿವರಗಳಿಗೆ [ಈ ಬ್ಲಾಗ್ ಪೋಸ್ಟ್](https://soshnikov.com/azure/hello-bot-conversational-ai-on-microsoft-platform/) ನೋಡಬಹುದು. +* ಗಾಢ ಶಿಕ್ಷಣದ ಹಿಂದೆ ಇರುವ **ಗಾಢ ಗಣಿತ**. ಇದಕ್ಕಾಗಿ ನಾವು ಇಯಾನ್ ಗೂಡ್ಫೆಲ್ಲೋ, Yoshua Bengio ಮತ್ತು ಅ್ಯಾರೊನ್ ಕೌರ್ವಿಲ್ ರವರ [ಗಾಢ ಶಿಕ್ಷಣ](https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618) ಪುಸ್ತಕವನ್ನು ಶಿಫಾರಸು ಮಾಡುತ್ತೇವೆ, ಇದು ಆನ್‌ಲೈನ್‌ ನಲ್ಲಿ [https://www.deeplearningbook.org/](https://www.deeplearningbook.org/) ಲಭ್ಯವಿದೆ. -_ಮೇಘದಲ್ಲಿ ಏಐ_ ವಿಷಯಗಳಿಗೆ ಸಾಫ್ಟ್ ಪರಿಚಯಕ್ಕಾಗಿ ನೀವು [Get started with artificial intelligence on Azure](https://docs.microsoft.com/learn/paths/get-started-with-artificial-intelligence-on-azure/?WT.mc_id=academic-77998-bethanycheum) ಪಾಠಕ್ರಮವನ್ನು ಆಯ್ಕೆಮಾಡಬಹುದು. +_ಎಐ ಇನ್ ದ ಕ್ಲೌಡ್_ ವಿಷಯಗಳಿಗೆ ಸೌಮ್ಯ ಪರಿಚಯಕ್ಕಾಗಿ ನೀವು [ಅಜೂರ್‌ನಲ್ಲಿ ಕೃತಕ ಬುದ್ಧಿಮತ್ತೆ ಆರಂಭಿಸೋಣ](https://docs.microsoft.com/learn/paths/get-started-with-artificial-intelligence-on-azure/?WT.mc_id=academic-77998-bethanycheum) ಎಂಬ ಅಧ್ಯಯನ ಮಾರ್ಗವನ್ನು ಪರಿಗಣಿಸಬಹುದು. -# ವಿಷಯ +# ವಿಷಯवಸ್ತು -| | ಪಾಠ ಲಿಂಕ್ | PyTorch/Keras/TensorFlow | ಪ್ರಯೋಗಾಗಾರ | +| | ಪಾಠ ಲಿಂಕ್ | PyTorch/Keras/TensorFlow | ಪ್ರಯೋಗಶಾಲೆ | | :-: | :------------------------------------------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------: | ------------------------------------------------------------------------------ | -| 0 | [ಪಾಠಕ್ರಮ ಸಿದ್ಧತೆ](./lessons/0-course-setup/setup.md) | [ನಿಮ್ಮ ಅಭಿವೃದ್ಧಿ ವಾತಾವರಣವನ್ನು ಸಿದ್ಧಪಡಿಸಿ](./lessons/0-course-setup/how-to-run.md) | | -| I | [**ಏಐಗೆ ಪರಿಚಯ**](./lessons/1-Intro/README.md) | | | -| 01 | [ಏಐ ಪರಿಚಯ ಮತ್ತು ಇತಿಹಾಸ](./lessons/1-Intro/README.md) | - | - | -| II | **ಸಂಕೇತಾತ್ಮಕ ಏಐ** | -| 02 | [ಜ್ಞಾನ ಪ್ರದರ್ಶನ ಮತ್ತು ತಜ್ಞ ವ್ಯವಸ್ಥೆಗಳು](./lessons/2-Symbolic/README.md) | [ತಜ್ಞ ವ್ಯವಸ್ಥೆಗಳು](./lessons/2-Symbolic/Animals.ipynb) / [ಓಂಟಾಲಜಿ](./lessons/2-Symbolic/FamilyOntology.ipynb) /[ಕಾನ್ಸೆಪ್ಟ್ ಗ್ರಾಫ್](./lessons/2-Symbolic/MSConceptGraph.ipynb) | | -| III | [**ನ್ಯೂರಲ್ ನೆಟ್‌ವರ್ಕ್‌ಗಳಿಗೆ ಪರಿಚಯ**](./lessons/3-NeuralNetworks/README.md) ||| +| 0 | [ಕೋರ್ಸ್ ಸೆಟಪ್](./lessons/0-course-setup/setup.md) | [ನಿಮ್ಮ ಅಭಿವೃದ್ಧಿ ಪರಿಸರವನ್ನು ಸೆಟಪ್ ಮಾಡಿ](./lessons/0-course-setup/how-to-run.md) | | +| I | [**ಎಐ ಗೆ ಪರಿಚಯ**](./lessons/1-Intro/README.md) | | | +| 01 | [ಎಐ ಪರಿಚಯ ಮತ್ತು ಇತಿಹಾಸ](./lessons/1-Intro/README.md) | - | - | +| II | **ಸಂಕೇತಾತ್ಮಕ ಎಐ** | +| 02 | [ನಾಲೆಜ್ ಪ್ರತಿನಿಧಾನ ಮತ್ತು ತಜ್ಞ ವ್ಯವಸ್ಥೆಗಳು](./lessons/2-Symbolic/README.md) | [ತಜ್ಞ ವ್ಯವಸ್ಥೆಗಳು](./lessons/2-Symbolic/Animals.ipynb) / [ಒಂಟಾಲಜಿ](./lessons/2-Symbolic/FamilyOntology.ipynb) /[ಧಾರಣಾ ಗ್ರಾಫ್](./lessons/2-Symbolic/MSConceptGraph.ipynb) | | +| III | [**ನ್ಯೂರಲ್ ನೆಟ್ವರ್ಕ್ಸ್ ಗೆ ಪರಿಚಯ**](./lessons/3-NeuralNetworks/README.md) ||| | 03 | [ಪರ್ಸೆಪ್ಟ್ರಾನ್](./lessons/3-NeuralNetworks/03-Perceptron/README.md) | [ನೋಟ್‌ಬುಕ್](./lessons/3-NeuralNetworks/03-Perceptron/Perceptron.ipynb) | [ಪ್ರಯೋಗಶಾಲೆ](./lessons/3-NeuralNetworks/03-Perceptron/lab/README.md) | -| 04 | [ಮಲ್ಟಿ-ಲೆಯರ್ಡ್ ಪರ್ಸೆಪ್ಟ್ರಾನ್ ಮತ್ತು ನಮ್ಮದೇ ಫ್ರೇಮ್ವರ್ಕ್ ಸೃಷ್ಟಿಸುವುದು](./lessons/3-NeuralNetworks/04-OwnFramework/README.md) | [ನೋಟ್‌ಬುಕ್](./lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb) | [ಪ್ರಯೋಗಶಾಲೆ](./lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md) | -| 05 | [ಫ್ರೇಮ್ವರ್ಕ್ಸ್ಗೆ ಪರಿಚಯ (ಪೈಟಾರ್ಚ್/ಟೆನ್ಸರ್‌ಫ್ಲೋ) ಮತ್ತು ಓವರ್‌ಫಿಟಿಂಗ್](./lessons/3-NeuralNetworks/05-Frameworks/README.md) | [ಪೈಟಾರ್ಚ್](./lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb) / [ಕೇರಾಸ್](./lessons/3-NeuralNetworks/05-Frameworks/IntroKeras.ipynb) / [ಟೆನ್ಸರ್‌ಫ್ಲೋ](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [ಪ್ರಯೋಗಶಾಲೆ](./lessons/3-NeuralNetworks/05-Frameworks/lab/README.md) | -| IV | [**ಕಂಪ್ಯೂಟರ್ ದೃಷ್ಟಿ**](./lessons/4-ComputerVision/README.md) | [ಪೈಟಾರ್ಚ್](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste) / [ಟೆನ್ಸರ್‌ಫ್ಲೋ](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)| [ಮೈಕ್ರೋಸಾಫ್ಟ್ ಅಜ್ಯೂರ್‌ನಲ್ಲಿ ಕಂಪ್ಯೂಟರ್ ದೃಷ್ಟಿ ಅನ್ವೇಷಿಸಿ](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) | +| 04 | [ಬಹು-ಪಟ್ಟಿನ ಪರ್ಸೆಪ್ಟ್ರಾನ್ ಮತ್ತು ನಮಗೆ ಸ್ವಂತ ಫ್ರೆಮುರ್ಕ್ ರಚನೆ](./lessons/3-NeuralNetworks/04-OwnFramework/README.md) | [ನೋಟ್‌ಬುಕ್](./lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb) | [ಪ್ರಯೋಗಶಾಲೆ](./lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md) | +| 05 | [ಫ್ರೆಮುರ್ಕ್ಗಳಿಗೆ ಪರಿಚಯ (ಪೈಟಾರ್ಚ್/ಟೆನ್ಸರ್ಫ್ಲೋ) ಮತ್ತು ಓವರ್‌ಫಿಟ್ಟಿಂಗ್](./lessons/3-NeuralNetworks/05-Frameworks/README.md) | [ಪೈಟಾರ್ಚ್](./lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb) / [ಕೆರಾಸ್](./lessons/3-NeuralNetworks/05-Frameworks/IntroKeras.ipynb) / [ಟೆನ್ಸರ್ಫ್ಲೋ](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [ಪ್ರಯೋಗಶಾಲೆ](./lessons/3-NeuralNetworks/05-Frameworks/lab/README.md) | +| IV | [**ಕಂಪ್ಯೂಟರ್ ದೃಷ್ಟಿ**](./lessons/4-ComputerVision/README.md) | [ಪೈಟಾರ್ಚ್](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste) / [ಟೆನ್ಸರ್ಫ್ಲೋ](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)| [ಮೈಕ್ರೋಸಾಫ್ಟ್ ಅಜೂರ್‌ನಲ್ಲಿ ಕಂಪ್ಯೂಟರ್ ದೃಷ್ಟಿಯನ್ನು ಅನ್ವೇಷಿಸಿ](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) | | 06 | [ಕಂಪ್ಯೂಟರ್ ದೃಷ್ಟಿಗೆ ಪರಿಚಯ. ಓಪನ್‌ಸಿವಿ](./lessons/4-ComputerVision/06-IntroCV/README.md) | [ನೋಟ್‌ಬುಕ್](./lessons/4-ComputerVision/06-IntroCV/OpenCV.ipynb) | [ಪ್ರಯೋಗಶಾಲೆ](./lessons/4-ComputerVision/06-IntroCV/lab/README.md) | -| 07 | [ಕೊನ್ವೊಲ್ಯೂಷನಲ್ ನ್ಯೂರಲ್ ನೆಟ್‌ವರ್ಕ್‌ಗಳು](./lessons/4-ComputerVision/07-ConvNets/README.md) & [CNN ವಿನ್ಯಾಸಗಳು](./lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md) | [ಪೈಟಾರ್ಚ್](./lessons/4-ComputerVision/07-ConvNets/ConvNetsPyTorch.ipynb) /[ಟೆನ್ಸರ್‌ಫ್ಲೋ](./lessons/4-ComputerVision/07-ConvNets/ConvNetsTF.ipynb) | [ಪ್ರಯೋಗಶಾಲೆ](./lessons/4-ComputerVision/07-ConvNets/lab/README.md) | -| 08 | [ಪೂರ್ವ-ಪ್ರಶಿಕ್ಷಿತ ನೆಟ್‌ವರ್ಕ್‌ಗಳು ಮತ್ತು ಸ್ಥಳಾಂತರ ಕಲಿಕೆ](./lessons/4-ComputerVision/08-TransferLearning/README.md) ಮತ್ತು [ಟ್ರೆನಿಂಗ್ ತುಮಕಾಳುಗಳು](./lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md) | [ಪೈಟಾರ್ಚ್](./lessons/4-ComputerVision/08-TransferLearning/TransferLearningPyTorch.ipynb) / [ಟೆನ್ಸರ್‌ಫ್ಲೋ](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [ಪ್ರಯೋಗಶಾಲೆ](./lessons/4-ComputerVision/08-TransferLearning/lab/README.md) | -| 09 | [ಆಟೋಂಕೋಡರ್‌ಗಳು ಮತ್ತು ವಿ.ಎ.ಇಗಳು](./lessons/4-ComputerVision/09-Autoencoders/README.md) | [ಪೈಟಾರ್ಚ್](./lessons/4-ComputerVision/09-Autoencoders/AutoEncodersPyTorch.ipynb) / [ಟೆನ್ಸರ್‌ಫ್ಲೋ](./lessons/4-ComputerVision/09-Autoencoders/AutoencodersTF.ipynb) | | -| 10 | [ಸೃಜನಾತ್ಮಕ ಎದುರಾಳಿಯಾದನೆಟ್‌ವರ್ಕ್‌ಗಳು ಮತ್ತು ಕಲಾತ್ಮಕ ಶೈಲಿ ವರ್ಗಾವಣೆ](./lessons/4-ComputerVision/10-GANs/README.md) | [ಪೈಟಾರ್ಚ್](./lessons/4-ComputerVision/10-GANs/GANPyTorch.ipynb) / [ಟೆನ್ಸರ್‌ಫ್ಲೋ](./lessons/4-ComputerVision/10-GANs/GANTF.ipynb) | | -| 11 | [ವಸ್ತು ಪತ್ತೆ](./lessons/4-ComputerVision/11-ObjectDetection/README.md) | [ಟೆನ್ಸರ್‌ಫ್ಲೋ](./lessons/4-ComputerVision/11-ObjectDetection/ObjectDetection.ipynb) | [ಪ್ರಯೋಗಶಾಲೆ](./lessons/4-ComputerVision/11-ObjectDetection/lab/README.md) | -| 12 | [ಅರ್ಥಾತ್ಮಕ ವಿಭಾಗ. ಯು-ನೆಟ್](./lessons/4-ComputerVision/12-Segmentation/README.md) | [ಪೈಟಾರ್ಚ್](./lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationPytorch.ipynb) / [ಟೆನ್ಸರ್‌ಫ್ಲೋ](./lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationTF.ipynb) | | -| V | [**ಸ್ವಾಭಾವಿಕ ಭಾಷಾ ಪ್ರಕ್ರಿಯೆ**](./lessons/5-NLP/README.md) | [ಪೈಟಾರ್ಚ್](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste) /[ಟೆನ್ಸರ್‌ಫ್ಲೋ](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste) | [ಮೈಕ್ರೋಸಾಫ್ಟ್ ಅಜ್ಯೂರ್‌ನಲ್ಲಿ ಸ್ವಾಭಾವಿಕ ಭಾಷಾ ಪ್ರಕ್ರಿಯೆಯನ್ನು ಅನ್ವೇಷಿಸಿ](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)| -| 13 | [ಪಠ್ಯ ಪ್ರದರ್ಶನ. ಬೋ/ಟಿಎಫ್-ಐಡಿಎಫ್](./lessons/5-NLP/13-TextRep/README.md) | [ಪೈಟಾರ್ಚ್](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/TextRepresentationPyTorch.ipynb) / [ಟೆನ್ಸರ್‌ಫ್ಲೋ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/TextRepresentationTF.ipynb) | | -| 14 | [ಅರ್ಥಾತ್ಮಕ ಶಬ್ದ ಎಂಬೆಡ್ಡಿಂಗ್‌ಗಳು. ವರ್ಡ್2ವೇಕ್ ಮತ್ತು ಗ್ಲೋವ್](./lessons/5-NLP/14-Embeddings/README.md) | [ಪೈಟಾರ್ಚ್](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsPyTorch.ipynb) / [ಟೆನ್ಸರ್‌ಫ್ಲೋ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb) | | -| 15 | [ಭಾಷಾ ಮಾದರಿಯ ನಿರ್ಮಾಣ. ನಿಮ್ಮದೇ ಎಂಬೆಡ್ಡಿಂಗ್‌ಗಳನ್ನು ತರಬೇತು ಮಾಡುವುದು](./lessons/5-NLP/15-LanguageModeling/README.md) | [ಪೈಟಾರ್ಚ್](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-PyTorch.ipynb) / [ಟೆನ್ಸರ್‌ಫ್ಲೋ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-TF.ipynb) | [ಪ್ರಯೋಗಶಾಲೆ](./lessons/5-NLP/15-LanguageModeling/lab/README.md) | -| 16 | [ಪುನಃಪ್ರವಾಹ ನ್ಯೂರಲ್ ನೆಟ್‌ವರ್ಕ್‌ಗಳು](./lessons/5-NLP/16-RNN/README.md) | [ಪೈಟಾರ್ಚ್](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/RNNPyTorch.ipynb) / [ಟೆನ್ಸರ್‌ಫ್ಲೋ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/RNNTF.ipynb) | | -| 17 | [ಸೃಜನಾತ್ಮಕ ಪುನಃಪ್ರವಾಹ ನೆಟ್‌ವರ್ಕ್‌ಗಳು](./lessons/5-NLP/17-GenerativeNetworks/README.md) | [ಪೈಟಾರ್ಚ್](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/GenerativePyTorch.ipynb) / [ಟೆನ್ಸರ್‌ಫ್ಲೋ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/GenerativeTF.ipynb) | [ಪ್ರಯೋಗಶಾಲೆ](./lessons/5-NLP/17-GenerativeNetworks/lab/README.md) | -| 18 | [ಟ್ರಾನ್ಸ್‌ಫಾರ್ಮರ್‌ಗಳು. ಬೆರ್ಟ್.](./lessons/5-NLP/18-Transformers/README.md) | [ಪೈಟಾರ್ಚ್](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/TransformersPyTorch.ipynb) /[ಟೆನ್ಸರ್‌ಫ್ಲೋ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/TransformersTF.ipynb) | | -| 19 | [ನಾಮಿತ ಅಂಶ ಗುರುತಿಸುವಿಕೆ](./lessons/5-NLP/19-NER/README.md) | [ಟೆನ್ಸರ್‌ಫ್ಲೋ](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/19-NER/NER-TF.ipynb) | [ಪ್ರಯೋಗಶಾಲೆ](./lessons/5-NLP/19-NER/lab/README.md) | -| 20 | [ದೇವಾಲಯದ ಭಾಷಾ ಮಾದರಿಗಳು, ಪ್ರಾಂಪ್ಟ್ ಪ್ರೋಗ್ರಾಮಿಂಗ್ ಮತ್ತು ಕೆಲವು-ಶಾಟ್ ಕಾರ್ಯಗಳು](./lessons/5-NLP/20-LangModels/README.md) | [ಪೈಟಾರ್ಚ್](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/20-LangModels/GPT-PyTorch.ipynb) | | -| VI | **ಇತರೆ ಎಐ ತಂತ್ರಗಳು** || | -| 21 | [ಜಾವಾಂತ್ರಿಕ ಆಲ್ಗೆಾರಿದಮ್ಗಳು](./lessons/6-Other/21-GeneticAlgorithms/README.md) | [ನೋಟ್‌ಬುಕ್](./lessons/6-Other/21-GeneticAlgorithms/Genetic.ipynb) | | -| 22 | [ಡೀಪ್ ರಇನ್‌ಫೋರ್ಸ್ಮೆಂಟ್ ಲರ್ನಿಂಗ್](./lessons/6-Other/22-DeepRL/README.md) | [ಪೈಟಾರ್ಚ್](./lessons/6-Other/22-DeepRL/CartPole-RL-PyTorch.ipynb) /[ಟೆನ್ಸರ್‌ಫ್ಲೋ](./lessons/6-Other/22-DeepRL/CartPole-RL-TF.ipynb) | [ಪ್ರಯೋಗಶಾಲೆ](./lessons/6-Other/22-DeepRL/lab/README.md) | -| 23 | [ಬಹು-ಏಜೆಂಟ್ ವ್ಯವಸ್ಥೆಗಳು](./lessons/6-Other/23-MultiagentSystems/README.md) | | | -| VII | **ಎಐ ನೈತಿಕತೆ** | | | -| 24 | [ಎಐ ನೈತಿಕತೆ ಮತ್ತು ಹೊಣೆಗಾರ ಎಐ](./lessons/7-Ethics/README.md) | [ಮೈಕ್ರೋಸಾಫ್ಟ್ ಲರ್ನ್: ಹೊಣೆಗಾರ ಎಐ ತತ್ವಗಳು](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste) | | -| IX | **ಅತಿರಿಕ್ತಗಳು** | | | -| 25 | [ಬಹು-ಮಾದರಿ ನೆಟ್‌ವರ್ಕ್‌ಗಳು, ಕ್ಲಿಪ್ ಮತ್ತು ವಿಕ್ಯೂಜಿಎನ್](./lessons/X-Extras/X1-MultiModal/README.md) | [ನೋಟ್‌ಬುಕ್](./lessons/X-Extras/X1-MultiModal/Clip.ipynb) | | +| 07 | [ಸಂವೇದನಾಶೀಲ ನ್ಯೂರಲ್ ನೆಟ್ವರ್ಕ್‌ಗಳು](./lessons/4-ComputerVision/07-ConvNets/README.md) & [CNN معماريಗಳು](./lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md) | [ಪೈಟಾರ್ಚ್](./lessons/4-ComputerVision/07-ConvNets/ConvNetsPyTorch.ipynb) /[ಟೆನ್ಸರ್ಫ್ಲೋ](./lessons/4-ComputerVision/07-ConvNets/ConvNetsTF.ipynb) | [ಪ್ರಯೋಗಶಾಲೆ](./lessons/4-ComputerVision/07-ConvNets/lab/README.md) | +| 08 | [ಪೂರ್ವ ತರಬೇತಿ ಪಡೆದ ನೆಟ್ವರ್ಕ್‌ಗಳು ಮತ್ತು ವರ್ಗಾವಣೆ ಕಲಿಕೆ](./lessons/4-ComputerVision/08-TransferLearning/README.md) ಮತ್ತು [ತರಬೇತಿ ತಂತ್ರಗಳು](./lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md) | [ಪೈಟಾರ್ಚ್](./lessons/4-ComputerVision/08-TransferLearning/TransferLearningPyTorch.ipynb) / [ಟೆನ್ಸರ್ಫ್ಲೋ](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [ಪ್ರಯೋಗಶಾಲೆ](./lessons/4-ComputerVision/08-TransferLearning/lab/README.md) | +| 09 | [ಆಟೋಎಂಕೋಡರ್‌ಗಳು ಮತ್ತು ವಿ.ಎ.ಇಗಳು](./lessons/4-ComputerVision/09-Autoencoders/README.md) | [ಪೈಟಾರ್ಚ್](./lessons/4-ComputerVision/09-Autoencoders/AutoEncodersPyTorch.ipynb) / [ಟೆನ್ಸರ್ಫ್ಲೋ](./lessons/4-ComputerVision/09-Autoencoders/AutoencodersTF.ipynb) | | +| 10 | [ಜನರೇಟಿವ್ ವೈವಿಧ್ಯಶೀಲ ನ್ಯೂರಲ್ ನೆಟ್ವರ್ಕ್ಸ್ ಮತ್ತು ಕಲಾತ್ಮಕ ಶೈಲಿ ವರ್ಗಾವಣೆ](./lessons/4-ComputerVision/10-GANs/README.md) | [ಪೈಟಾರ್ಚ್](./lessons/4-ComputerVision/10-GANs/GANPyTorch.ipynb) / [ಟೆನ್ಸರ್ಫ್ಲೋ](./lessons/4-ComputerVision/10-GANs/GANTF.ipynb) | | +| 11 | [ವಸ್ತು ಗುರುತಿಸುವಿಕೆ](./lessons/4-ComputerVision/11-ObjectDetection/README.md) | [ಟೆನ್ಸರ್ಫ್ಲೋ](./lessons/4-ComputerVision/11-ObjectDetection/ObjectDetection.ipynb) | [ಪ್ರಯೋಗಶಾಲೆ](./lessons/4-ComputerVision/11-ObjectDetection/lab/README.md) | +| 12 | [ಅರ್ಥವಾಹಿ ವಿಭಾಗಣ. ಯು-ನೆಟ್](./lessons/4-ComputerVision/12-Segmentation/README.md) | [ಪೈಟಾರ್ಚ್](./lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationPytorch.ipynb) / [ಟೆನ್ಸರ್ಫ್ಲೋ](./lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationTF.ipynb) | | +| V | [**ನೈಜ ಭಾಷಾ ಪ್ರಕ್ರಿಯೆ**](./lessons/5-NLP/README.md) | [ಪೈಟಾರ್ಚ್](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste) /[ಟೆನ್ಸರ್ಫ್ಲೋ](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste) | [ಮೈಕ್ರೋಸಾಫ್ಟ್ ಅಜೂರ್‌ನಲ್ಲಿ ನೈಜ ಭಾಷಾ ಪ್ರಕ್ರಿಯೆಯನ್ನು ಅನ್ವೇಷಿಸಿ](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)| +| 13 | [ಪಠ್ಯ ಪ್ರತಿನಿಧಾನ. ಬೋ/ಟಿ ಎಫ್-ಐ ಡಿಎಫ್](./lessons/5-NLP/13-TextRep/README.md) | [ಪೈಟಾರ್ಚ್](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/TextRepresentationPyTorch.ipynb) / [ಟೆನ್ಸರ್ಫ್ಲೋ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/TextRepresentationTF.ipynb) | | +| 14 | [ಅರ್ಥವಾಹಿ ಶಬ್ದ ಗುಚ್ಛಗಳು. ವರ್ಡ್2ವೆಕ್ ಮತ್ತು ಗ್ಲೋವ್](./lessons/5-NLP/14-Embeddings/README.md) | [ಪೈಟಾರ್ಚ್](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsPyTorch.ipynb) / [ಟೆನ್ಸರ್ಫ್ಲೋ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb) | | +| 15 | [ಭಾಷಾ ಮಾದರೀಕರಣ. ನಿಮ್ಮ ಸ್ವಂತ ಗುಚ್ಛಗಳನ್ನು ತರಬೇತಿಸುವಿಕೆ](./lessons/5-NLP/15-LanguageModeling/README.md) | [ಪೈಟಾರ್ಚ್](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-PyTorch.ipynb) / [ಟೆನ್ಸರ್ಫ್ಲೋ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-TF.ipynb) | [ಪ್ರಯೋಗಶಾಲೆ](./lessons/5-NLP/15-LanguageModeling/lab/README.md) | +| 16 | [ಪುನರಾವರ್ತಿತ ನ್ಯೂರಲ್ ನೆಟ್ವರ್ಕ್ಸ್](./lessons/5-NLP/16-RNN/README.md) | [ಪೈಟಾರ್ಚ್](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/RNNPyTorch.ipynb) / [ಟೆನ್ಸರ್ಫ್ಲೋ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/RNNTF.ipynb) | | +| 17 | [ಜನರೇಟಿವ್ ಪುನರಾವರ್ತಿತ ನೆಟ್ವರ್ಕ್ಸ್](./lessons/5-NLP/17-GenerativeNetworks/README.md) | [ಪೈಟಾರ್ಚ್](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/GenerativePyTorch.ipynb) / [ಟೆನ್ಸರ್ಫ್ಲೋ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/GenerativeTF.ipynb) | [ಪ್ರಯೋಗಶಾಲೆ](./lessons/5-NLP/17-GenerativeNetworks/lab/README.md) | +| 18 | [ಟ್ರಾನ್ಸ್‌ಫಾರ್ಮರ್ಸ್. ಬರ್ಟ್.](./lessons/5-NLP/18-Transformers/README.md) | [ಪೈಟಾರ್ಚ್](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/TransformersPyTorch.ipynb) /[ಟೆನ್ಸರ್ಫ್ಲೋ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/TransformersTF.ipynb) | | +| 19 | [ನಾಮಿತ ಘಟಕ ಗುರುತುಹಿಡಿತ](./lessons/5-NLP/19-NER/README.md) | [ಟೆನ್ಸರ್ಫ್ಲೋ](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/19-NER/NER-TF.ipynb) | [ಪ್ರಯೋಗಶಾಲೆ](./lessons/5-NLP/19-NER/lab/README.md) | +| 20 | [ಮುಕ್ತ ಭಾಷಾ ಮಾದರಿಗಳು, ಪ್ರಾಂಪ್ಟ್ ಪ್ರೋಗ್ರಾಮಿಂಗ್ ಮತ್ತು ಫ್ಯೂ-ಶಾಟ್ ಕಾರ್ಯಗಳು](./lessons/5-NLP/20-LangModels/README.md) | [ಪೈಟಾರ್ಚ್](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/20-LangModels/GPT-PyTorch.ipynb) | | +| VI | **ಇತರ AI ತಂತ್ರಗಳು** || | +| 21 | [ಜನಕ الگورಿತಮ್ಗಳು](./lessons/6-Other/21-GeneticAlgorithms/README.md) | [ನೋಟ್‌ಬುಕ್](./lessons/6-Other/21-GeneticAlgorithms/Genetic.ipynb) | | +| 22 | [ದೃಢೀಕರಣ ಕಲಿಕೆ](./lessons/6-Other/22-DeepRL/README.md) | [ಪೈಟಾರ್ಚ್](./lessons/6-Other/22-DeepRL/CartPole-RL-PyTorch.ipynb) /[ಟೆನ್ಸರ್ಫ್ಲೋ](./lessons/6-Other/22-DeepRL/CartPole-RL-TF.ipynb) | [ಪ್ರಯೋಗಶಾಲೆ](./lessons/6-Other/22-DeepRL/lab/README.md) | +| 23 | [ಬਹੁ ಏಜೆಂಟ್ ವ್ಯವಸ್ಥೆಗಳು](./lessons/6-Other/23-MultiagentSystems/README.md) | | | +| VII | **AI ನೈತಿಕತೆ** | | | +| 24 | [AI ನೈತಿಕತೆ ಮತ್ತು ಹೊಣೆಗಾರಿಕೆಯ AI](./lessons/7-Ethics/README.md) | [ಮೈಕ್ರೋಸಾಫ್ಟ್ ಲರ್ನ್: ಹೊಣೆಗಾರಿಕೆಯ AI اصول](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste) | | +| IX | **ಅधिकಾರಿ** | | | +| 25 | [ಬಹು-ಮಾದರಿ ನೆಟ್ವರ್ಕ್ಗಳು, ಕ್ಲಿಪ್ ಮತ್ತು ವಿ.ಕ್ವಿ.ಜಿಎಎನ್](./lessons/X-Extras/X1-MultiModal/README.md) | [ನೋಟ್‌ಬುಕ್](./lessons/X-Extras/X1-MultiModal/Clip.ipynb) | | -## ಪ್ರತೀ ಪಾಠದಲ್ಲಿ ಇದೆ -* ಪೂರ್ವ ಓದಿನ ಸಾಮಗ್ರಿ -* ನಿರ್ವಹಣೀಯ ಜ್ಯೂಪೈಟರ್ ನೋಟ್‌ಬುಕ್‌ಗಳು, ಸಾಮಾನ್ಯವಾಗಿ **PyTorch** ಅಥವಾ **TensorFlow** ಫ್ರೇಮ್‌ವರ್ಕ್‌ಗೆ ವಿಶೇಷವಾಗಿವೆ. ನಿರ್ವಹಣೀಯ ನೋಟ್‌ಬುಕ್‌ನಲ್ಲಿ ಸಿದ್ಧಾಂತಾತ್ಮಕ ವಿಷಯಗಳು ಹೆಚ್ಚಿನ ಪ್ರಮಾಣದಲ್ಲಿ ಇರುತ್ತವೆ, ಆದ್ದರಿಂದ ವಿಷಯವನ್ನು ಅರ್ಥಮಾಡಿಕೊಳ್ಳಲು ನೀವು ನೋಟ್‌ಬುಕ್‌ನ ಕನಿಷ್ಠ ಒಂದು ಆವೃತ್ತಿಯನ್ನು (PyTorch ಅಥವಾ TensorFlow ಇಲ್ವೆಯೆ) ಓದಬೇಕಾಗುತ್ತದೆ. -* ಕೆಲವು ವಿಷಯಗಳಿಗೆ ಲಭ್ಯವಿರುವ **ಲ್ಯಾಬ್‌ಗಳು**, ನೀವು ಕಲಿತ ವಿಷಯವನ್ನು ಒಂದು ನಿರ್ದಿಷ್ಟ ಸಮಸ್ಯೆಗೆ ಅನ್ವಯಿಸಲು ಪ್ರಯತ್ನಿಸುವ ಅವಕಾಶವನ್ನು ನೀಡುತ್ತವೆ. -* ಕೆಲವು ವಿಭಾಗಗಳಲ್ಲಿ ಸಂಬಂಧಿಸಿದ ವಿಷಯಗಳನ್ನು ಒಳಗೊಂಡಿರುವ [**MS Learn**](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) ಮೋಡುಲ್‌ಗಳಿಗೆ ಲಿಂಕ್‌ಗಳಿವೆ. +## ಪ್ರತಿ ಪಾಠದಲ್ಲಿ ಇದೆ +* ಮುಂಚಿತ ಅಧ್ಯಯನ ಸಾಮಗ್ರಿಗಳನ್ನು +* Frameworkಗೆ ವಿಶೇಷವಾದ ನಿರ್ವಹಣಾಶೀಲ ಜೂಪಿಟರ್ ನೋಟ್‌ಬುಕ್‌ಗಳು (**PyTorch** ಅಥವಾ **TensorFlow**). ನಿರ್ವಹಣಾಶೀಲ ನೋಟ್‌ಬುಕ್‌ನಲ್ಲಿ ಸಿದ್ಧಾಂತ ಸಂಬಂಧಿ ಬಹಳ ವಿಷಯವಿದೆ, ಆದ್ದರಿಂದ ವಿಷಯವನ್ನು ಅರ್ಥಮಾಡಿಕೊಳ್ಳಲು ಕನಿಷ್ಠ ಒಂದು ಆವೃತ್ತಿಯ ನೋಟ್‌ಬುಕ್ (ಯಾವುದು ಆದರೂ PyTorch ಅಥವಾ TensorFlow) ಓದಬೇಕು. +* ಕೆಲವು ವಿಷಯಗಳಿಗೆ ಲ್ಯಾಬ್‌ಗಳು ಲಭ್ಯವಿವೆ, ಅವು ನಿಮಗೆ ಕಲಿತ ವಿಷಯವನ್ನು ನಿರ್ದಿಷ್ಟ ಸಮಸ್ಯೆಗೆ ಅನ್ವಯಿಸಲು ಅವಕಾಶ ನೀಡುತ್ತವೆ. +* ಕೆಲವು ವಿಭಾಗಗಳಲ್ಲಿ ಸಂಬಂಧಿತ ವಿಷಯಗಳನ್ನು ಒಳಗೊಂಡ [**MS Learn**](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) ಮಾದರಿಗಳು ಲಿಂಕ್‌ಗಳಾಗಿವೆ. ## ಪ್ರಾರಂಭಿಸುವುದು -### 🎯 AIಗೆ ಹೊಸವೀರಾ? ಇಲ್ಲಿ ಪ್ರಾರಂಭಿಸಿ! +### 🎯 AI ಹೊಸದಾದವರೇ? ಇಲ್ಲಿ ಪ್ರಾರಂಭಿಸಿ! -ನೀವು ಸಂಪೂರ್ಣ ಹೊಸ AI ಬಳಕೆದಾರನಾಗಿದ್ದರೆ ಮತ್ತು ತ್ವರಿತ, ಕೈಯಲ್ಲಿ ಅನುಭವಿಸುವ ಉದಾಹರಣೆಗಳನ್ನು ಹೋದಂತೆ ನೋಡಲು ಬಯಸುವಿರಾ, ನಮ್ಮ [**ನಾಡಿದ Anfänger Beispiele**](./examples/README.md) ನೋಡಿ! ಇದರಲ್ಲಿ ಇವೆ: +ನೀವು AIಗೆ ಸಂಪೂರ್ಣ ಹೊಸವನಾಗಿದ್ದರೆ ಮತ್ತು ತ್ವರಿತ, ಕೈಗೆಟಕುವ ಉದಾಹರಣೆಗಳನ್ನ ಕಾಣಲು ಬಯಸಿದರೆ, ನಮ್ಮ [**ಶುರುತಿಯಾಗಿದ್ದವರಿಗೆ ಉಪಯುಕ್ತ ಉದಾಹರಣೆಗಳು**](./examples/README.md) ನೋಡಿ! ಇವುಗಳಲ್ಲಿ ಒಳಗೊಂಡಿವೆ: -- 🌟 **ಹಲೋ AI ವರ್ಲ್ಡ್** - ನಿಮ್ಮ ಮೊದಲ AI ಪ್ರೋಗ್ರಾಂ (ಪ್ಯಾಟರ್ನ್ ಪತ್ತೆ) -- 🧠 **ಸರಳ ನ್ಯೂರಲ್ ನೆಟ್‌ವರ್ಕ್** - ನ್ಯೂರಲ್ ನೆಟ್‌ವರ್ಕ್ ಅನ್ನು ಮೊದಲಿನಿಂದ ನಿರ್ಮಿಸಿ -- 🖼️ **ಚಿತ್ರ ವರ್ಗೀಕರಣಕಾರ** - ವಿವರವಾದ ಕಾಮೆಂಟುಗಳೊಂದಿಗೆ ಚಿತ್ರಗಳನ್ನು ವರ್ಗೀಕರಿಸಿ -- 💬 **ಪಠ್ಯದ ಭಾವನೆ ವಿಶ್ಲೇಷಣೆ** - ಧನಾತ್ಮಕ/ನಕಾರಾತ್ಮಕ ಪಠ್ಯವನ್ನು ವಿಶ್ಲೇಷಿಸಿ +- 🌟 **ಹೆಲೋ AI ವರ್ಲ್ಡ್** - ನಿಮ್ಮ ಮೊದಲ AI ಪ್ರೋಗ್ರಾಂ (ಆದರ್ಶ ಗುರುತಿಸುವಿಕೆ) +- 🧠 **ಸಂಪೂರ್ಣ ನೀರಲ್ ನೆಟ್‌ವರ್ಕ್** - ಆರಂಭದಿಂದ ನೀರಲ್ ನೆಟ್‌ವರ್ಕ್ ರಚನೆ +- 🖼️ **ಚಿತ್ರ ವರ್ಗೀಕರಣ** - ವಿಸ್ತೃತ ಟಿಪ್ಪಣಿಗಳೊಂದಿಗೆ ಚಿತ್ರಗಳನ್ನು ವರ್ಗೀಕರಿಸಿ +- 💬 **ಪಠ್ಯ ಸಂವೇದನೆ** - ಧನಾತ್ಮಕ/ನಕಾರಾತ್ಮಕ ಪಠ್ಯ ವಿಶ್ಲೇಷಣೆ -ಈ ಉದಾಹರಣೆಗಳು ಸಂಪೂರ್ಣ ಪಾಠ್ಯಕ್ರಮಕ್ಕೆ ಮುನ್ನ AI ಸಂಜ್ಞಾನಗಳನ್ನು ಅರ್ಥಮಾಡಿಕೊಳ್ಳಲು ವಿನ್ಯಾಸಗೊಳಿಸಲ್ಪಟ್ಟಿವೆ. +ಈ ಉದಾಹರಣೆಗಳು ನಿಮ್ಮನ್ನು ಸಂಪೂರ್ಣ ಪಠ್ಯಕ್ರಮಕ್ಕೆ ಮುನ್ನ AI ತತ್ವಗಳನ್ನು ಅರ್ಥಮಾಡಿಕೊಳ್ಳಲು ಸಹಾಯ ಮಾಡುವ ಉದ್ದೇಶವಿದೆ. -### 📚 ಸಂಪೂರ್ಣ ಪಾಠ್ಯಕ್ರಮವೇ ರೂಢಿಸುವುದು +### 📚 ಸಂಪೂರ್ಣ ಪಠ್ಯಕ್ರಮವನ್ನು ಹೊಂದಿಸುವುದು -- ನಮ್ಮು [ಸೆಟಪ್ ಪಾಠ](./lessons/0-course-setup/setup.md) ನಿಮ್ಮ ಅಭಿವೃದ್ಧಿ ಪರಿಸರವನ್ನು ಸ್ಥಾಪಿಸುವುದರಲ್ಲಿ ಸಹಾಯ ಮಾಡುತ್ತದೆ. -- ಶಿಕ್ಷಕರಿಗಾಗಿ, ನಿಮ್ಮ ಸಹಾಯಕ್ಕೆ [ಪಾಠ್ಯಕ್ರಮ ಸ್ಥಾಪನೆ ಪಾಠ](./lessons/0-course-setup/for-teachers.md) ಸೃಷ್ಟಿಸಲಾಗಿದೆ! -- VSCode ಅಥವಾ Codespace ನಲ್ಲಿ [ಕೋಡ್ ಅನ್ನು ಹೇಗೆ ರನ್ ಮಾಡುವುದು](./lessons/0-course-setup/how-to-run.md) ನೀವು ತಿಳಿಯಿರಿ. +- ನಿಮ್ಮ ಅಭಿವೃದ್ಧಿ ಪರಿಸರವನ್ನು ಹೊಂದಿಸಲು ಸಹಾಯ ಮಾಡುವ [ಹೊಂದಿಕೆ ಪಾಠ](./lessons/0-course-setup/setup.md)ವನ್ನು ನಾವು ಸೃಷ್ಟಿಸಿದ್ದೇವೆ. - ಶಿಕ್ಷಕರಿಗೆ ಸಹ (ಪ್ರಮಾಣಿತ) [ಪಠ್ಯಕ್ರಮ ಹೊಂದಿಕೆ ಪಾಠ](./lessons/0-course-setup/for-teachers.md) ಇರುವುದನ್ನು ಗಮನಿಸಿ! +- [VSCode ಅಥವಾ Codespace ನಲ್ಲಿ ಕೋಡ್ ಚಲಿಸುವ ವಿಧಾನ](./lessons/0-course-setup/how-to-run.md) -ಈ ಹಂತಗಳನ್ನು ಅನುಸರಿಸಿ: +ಈ ಕ್ರಮಗಳನ್ನು ಅನುಸರಿಸಿ: -**ರೆಪೊಸಿಟರಿ Fork ಮಾಡಿ**: ಈ ಪುಟದ ಮೇಲ್ಭಾಗದ ಬಲಭಾಗದಲ್ಲಿರುವ "Fork" ಬಟನ್ ಕ್ಲಿಕ್ ಮಾಡಿ. +ರಿಪೊಸಿಟರಿ Fork ಮಾಡಿ: ಈ ಪುಟದ ಮೇಲ್ದೈಯ ಭಾಗದಲ್ಲಿ "Fork" ಬಟನ್ ಕ್ಲಿಕ್ ಮಾಡಿ. -**ರೆಪೊಸಿಟರಿ ಕ್ಲೋನ್ ಮಾಡಿ**: `git clone https://github.com/microsoft/AI-For-Beginners.git` +ರಿಪೊಸಿಟರಿ Clone ಮಾಡಿಕೊಳ್ಳಿ: `git clone https://github.com/microsoft/AI-For-Beginners.git` -ಪುನಃ ಗುರುತಿಸಿಕೊಳ್ಳಲು ಈ ರೆಪೊನಿಗೆ ಸ್ಟಾರ್ (🌟) ಒತ್ತುವುದನ್ನು ಮರೆಯಬೇಡಿ. +ಹಿಂದಿನ ವೇಳೆ ಸುಲಭವಾಗಿ ಕಂಡುಹಿಡಿಸಲು ಈ ರಿಪೊ (🌟)ಸ್ಟಾರ್ ಮಾಡುವುದು ಮರೆಯಬೇಡಿ. -## ಇತರ ಕಲಿಯುವವರನ್ನು ಭೇಟಿಮಾಡಿ +## ಇತರ ಕಲಿತುಕೊಳ್ಳುವವರನ್ನು ಭೇಟಿಮಾಡಿ -ನಮ್ಮ [ಅಧಿಕೃತ AI Discord ಸರ್ವರ್](https://aka.ms/genai-discord?WT.mc_id=academic-105485-bethanycheum) ಗೆ ಸೇರಿ ಈ ಕೋರ್ಸ್ ತೆಗೆದುಕೊಳ್ಳುತ್ತಿರುವ ಇತರ ಕಲಿಯುವವರನ್ನು ಭೇಟಿಮಾಡಿ ಮತ್ತು ಜಾಲತಾಣ ಅಭಿವೃದ್ಧಿ ಪಡೆಯಿರಿ. +ಈ كور್ಸನ್ನು ತೆಗೆದುಕೊಳ್ಳುತ್ತಿರುವ ಇತರ ಕಲಿತುಕೊಳ್ಳುವವರನ್ನು ಭೇಟಿಗೊಳ್ಳಲು ಮತ್ತು ಸಂಪರ್ಕ ಸಾಧಿಸಲು ನಮ್ಮ [ಅಧಿಕೃತ AI Discord ಸರ್ವರ್](https://aka.ms/genai-discord?WT.mc_id=academic-105485-bethanycheum)ಗೆ ಸೇರಿ ಮತ್ತು ಬೆಂಬಲ ಪಡೆಯಿರಿ. -ನೀವು ಉತ್ಪನ್ನದ ಪ್ರತಿಕ್ರಿಯೆ ಅಥವಾ ಪ್ರಶ್ನೆಗಳು ಇದ್ದರೆ, ನಮ್ಮ [Azure AI Foundry Developer Forum](https://aka.ms/foundry/forum) ಗೆ ಭೇಟಿ ನೀಡಿ. +ನೀವು ಉತ್ಪನ್ನದ ಪ್ರತಿಕ್ರಿಯೆ ಇಲ್ಲವೇ ಪ್ರಶ್ನೆಗಳಿದ್ದರೆ, ನಮ್ಮ [Azure AI Foundry ಡೆವಲಪರ್ ಫೋರಂ](https://aka.ms/foundry/forum)ಗೆ ಭೇಟಿ ನೀಡಿ. -## ಕುಇಜ್ ಗಳು +## ಪ್ರಶ್ನೋತ್ತರಗಳು -> **ಕುಇಜ್ ಗಳ ಬಗ್ಗೆ ಟಿಪ್ಪಣಿ**: ಎಲ್ಲಾ ಕುಇಜ್ ಗಳು etc\quiz-app ಫೋಲ್ಡರ್‌ನ Quiz-app ಅಡಿಯಲ್ಲಿ ಇವೆ, ಅಥವಾ [ಇಲ್ಲಿ ಆನ್‌ಲೈನ್](https://ff-quizzes.netlify.app/) ಲಭ್ಯವಿವೆ. ಪಾಠ್ಯಕ್ರಮಗಳಲ್ಲಿ ಲಿಂಕ್ ಮಾಡಲಾಗಿದೆ, ಕುಇಜ್ ಅಪ್ಲಿಕೇಶನ್ ಸ್ಥಳೀಯವಾಗಿ ಚಾಲನೆ ಮಾಡಬಹುದು ಅಥವಾ Azure ಗೆ ನಿಯೋಜಿಸಬಹುದು; `quiz-app` ಫೋಲ್ಡರ್‌ನಲ್ಲಿ ಸೂಚನೆಗಳನ್ನು ಅನುಸರಿಸಿ. ಅವು ಕ್ರಮವಾಗಿ ಸ್ಥಳೀಯಗೊಳ್ಳುತ್ತಿವೆ. +> **ಪ್ರಶ್ನೋತ್ತರಗಳ ಬಗ್ಗೆ ಒಂದು ಟಿಪ್ಪಣಿ**: ಎಲ್ಲಾ ಪ್ರಶ್ನೋತ್ತರಗಳು Quiz-app ಫೋಲ್ಡರ್ etc\quiz-appನಲ್ಲಿ ಇವೆ, ಅಥವಾ [ಆನ್‌ಲೈನ್ ಇಲ್ಲಿ](https://ff-quizzes.netlify.app/). ಅವು ಪಾಠಗಳಿಂದ ಲಿಂಕ್ ಮಾಡಲ್ಪಟ್ಟಿವೆ, ಪ್ರಶ್ನೋತ್ತರ ಅಪ್ಲಿಕೇಶನ್ ಸ್ಥಳೀಯವಾಗಿ ಅಥವಾ Azureಗೆ ನಿಯೋಜಿಸಬಹುದು; `quiz-app` ಫೋಲ್ಡರ್‌ನಲ್ಲಿ ಸೂಚನೆಗಳನ್ನು ಅನುಸರಿಸಿ. ಅವು ಹ渐ವಾಗಿ ಸ್ಥಳೀಯೀಕರಿಸಲಾಗುತ್ತಿವೆ. ## ಸಹಾಯ ಬೇಕು -ನಿಮ್ಮ ಬಳಿ ಸಲಹೆಗಳು ಇದೆಯೆ ಅಥವಾ ವ್ಯಾಕರಣ ಅಥವಾ ಕೋಡ್ ದೋಷಗಳನ್ನು ಕಂಡುಕೊಂಡಿದ್ದೀರಾ? ಸಮಸ್ಯೆಯನ್ನು ದಾಖಲಿಸಿ ಅಥವಾ ಒಂದು ಪುಲ್ ರಿಕ್ವೆಸ್ಟ್ ರಚಿಸಿ. +ನೀವು ಸಲಹೆಗಳನ್ನು ಹೊಂದಿದ್ದೀರಾ ಅಥವಾ ವಾಕ್ಯರಚನೆ ಅಥವಾ ಕೋಡ್ ದೋಷಗಳನ್ನು ಕಂಡಿರುತ್ತದೆಯೇ? ಅನುಷ್ಠಾನವನ್ನು ಮಟ್ಟಿಗೊಳಿಸುವ ಅಥವಾ ಪುಲ್ ವಿನಂತಿ ಮಾಡಿ. -## ವಿಶೇಷ ಧನ್ಯವಾದಗಳು +## ವಿಶೇಷ ಕೃತಜ್ಞತೆಗಳು -* **✍️ ಮುಖ್ಯ ಲೇಖಕ:** [Dmitry Soshnikov](http://soshnikov.com), PhD +* **✍️ ಪ್ರಾಥಮಿಕ ಬರಹಗಾರ:** [Dmitry Soshnikov](http://soshnikov.com), PhD * **🔥 ಸಂಪಾದಕ:** [Jen Looper](https://twitter.com/jenlooper), PhD -* **🎨 ಸ್ಕೆಚ್ನೋಟ್ ಚಿತ್ರಕರ್:** [Tomomi Imura](https://twitter.com/girlie_mac) -* **✅ ಕುಇಜ್ ರಚನೆಗಾರ:** [Lateefah Bello](https://github.com/CinnamonXI), [MLSA](https://studentambassadors.microsoft.com/) -* **🙏 ಮುಖ್ಯ ಕೊಡುಗೆದಾರರು:** [Evgenii Pishchik](https://github.com/Pe4enIks) +* **🎨 ಚಿತ್ರರೂಪಣ ಕಲಾವಿದೆ:** [Tomomi Imura](https://twitter.com/girlie_mac) +* **✅ ಪ್ರಶ್ನೋತ್ತರ ಸೃಷ್ಟಿಕರ್ತ:** [Lateefah Bello](https://github.com/CinnamonXI), [MLSA](https://studentambassadors.microsoft.com/) +* **🙏 ಮುಖ್ಯ ಕೊಡುಗೆ ದಾರರು:** [Evgenii Pishchik](https://github.com/Pe4enIks) -## ಇತರ ಪಾಠ್ಯಕ್ರಮಗಳು +## ಇತರ ಪಠ್ಯಕ್ರಮಗಳು -ನಮ್ಮ ತಂಡ ಇತರ ಪಾಠ್ಯಕ್ರಮಗಳನ್ನು ರಚಿಸುತ್ತದೆ! ನೋಡಿ: +ನಮ್ಮ ತಂಡ ಇತರ ಪಠ್ಯಕ್ರಮಗಳನ್ನು ಉತ್ಪಾದಿಸುತ್ತದೆ! ಪರಿಶೀಲಿಸಿ: -### LangChain +### ಲಾಂಚ್‌ಚೈನ್ [![LangChain4j for Beginners](https://img.shields.io/badge/LangChain4j%20for%20Beginners-22C55E?style=for-the-badge&&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchain4j-for-beginners) [![LangChain.js for Beginners](https://img.shields.io/badge/LangChain.js%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchainjs-for-beginners?WT.mc_id=m365-94501-dwahlin) [![LangChain for Beginners](https://img.shields.io/badge/LangChain%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://github.com/microsoft/langchain-for-beginners?WT.mc_id=m365-94501-dwahlin) --- -### Azure / Edge / MCP / Agents +### ಅಜ್ಯೂರ್ / ಎಡ್ಜ್ / MCP / ಏಜೆಂಟ್‌ಗಳು [![AZD for Beginners](https://img.shields.io/badge/AZD%20for%20Beginners-0078D4?style=for-the-badge&labelColor=E5E7EB&color=0078D4)](https://github.com/microsoft/AZD-for-beginners?WT.mc_id=academic-105485-koreyst) [![Edge AI for Beginners](https://img.shields.io/badge/Edge%20AI%20for%20Beginners-00B8E4?style=for-the-badge&labelColor=E5E7EB&color=00B8E4)](https://github.com/microsoft/edgeai-for-beginners?WT.mc_id=academic-105485-koreyst) [![MCP for Beginners](https://img.shields.io/badge/MCP%20for%20Beginners-009688?style=for-the-badge&labelColor=E5E7EB&color=009688)](https://github.com/microsoft/mcp-for-beginners?WT.mc_id=academic-105485-koreyst) @@ -190,7 +190,7 @@ _ಮೇಘದಲ್ಲಿ ಏಐ_ ವಿಷಯಗಳಿಗೆ ಸಾಫ್ಟ್ --- -### Generative AI Series +### ಜನರೇಟಿವ್ AI ಸರಣಿ [![Generative AI for Beginners](https://img.shields.io/badge/Generative%20AI%20for%20Beginners-8B5CF6?style=for-the-badge&labelColor=E5E7EB&color=8B5CF6)](https://github.com/microsoft/generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) [![Generative AI (.NET)](https://img.shields.io/badge/Generative%20AI%20(.NET)-9333EA?style=for-the-badge&labelColor=E5E7EB&color=9333EA)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst) [![Generative AI (Java)](https://img.shields.io/badge/Generative%20AI%20(Java)-C084FC?style=for-the-badge&labelColor=E5E7EB&color=C084FC)](https://github.com/microsoft/generative-ai-for-beginners-java?WT.mc_id=academic-105485-koreyst) @@ -198,36 +198,36 @@ _ಮೇಘದಲ್ಲಿ ಏಐ_ ವಿಷಯಗಳಿಗೆ ಸಾಫ್ಟ್ --- -### Core Learning +### ಮುಖ್ಯ ಕಲಿಕೆ [![ML for Beginners](https://img.shields.io/badge/ML%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=22C55E)](https://aka.ms/ml-beginners?WT.mc_id=academic-105485-koreyst) -[![Data Science for Beginners](https://img.shields.io/badge/Data%20Science%20for%20Beginners-84CC16?style=for-the-badge&labelColor=E5E7EB&color=84CC16)](https://aka.ms/datascience-beginners?WT.mc_id=academic-105485-koreyst) +[![ಡೇಟಾ ಸೈನ್ಸ್ for Beginners](https://img.shields.io/badge/Data%20Science%20for%20Beginners-84CC16?style=for-the-badge&labelColor=E5E7EB&color=84CC16)](https://aka.ms/datascience-beginners?WT.mc_id=academic-105485-koreyst) [![AI for Beginners](https://img.shields.io/badge/AI%20for%20Beginners-A3E635?style=for-the-badge&labelColor=E5E7EB&color=A3E635)](https://aka.ms/ai-beginners?WT.mc_id=academic-105485-koreyst) -[![Cybersecurity for Beginners](https://img.shields.io/badge/Cybersecurity%20for%20Beginners-F97316?style=for-the-badge&labelColor=E5E7EB&color=F97316)](https://github.com/microsoft/Security-101?WT.mc_id=academic-96948-sayoung) -[![Web Dev for Beginners](https://img.shields.io/badge/Web%20Dev%20for%20Beginners-EC4899?style=for-the-badge&labelColor=E5E7EB&color=EC4899)](https://aka.ms/webdev-beginners?WT.mc_id=academic-105485-koreyst) -[![IoT for Beginners](https://img.shields.io/badge/IoT%20for%20Beginners-14B8A6?style=for-the-badge&labelColor=E5E7EB&color=14B8A6)](https://aka.ms/iot-beginners?WT.mc_id=academic-105485-koreyst) -[![XR Development for Beginners](https://img.shields.io/badge/XR%20Development%20for%20Beginners-38BDF8?style=for-the-badge&labelColor=E5E7EB&color=38BDF8)](https://github.com/microsoft/xr-development-for-beginners?WT.mc_id=academic-105485-koreyst) +[![ಸೈಬರ್‌ಸೆಕ್ಯುರಿಟಿ for Beginners](https://img.shields.io/badge/Cybersecurity%20for%20Beginners-F97316?style=for-the-badge&labelColor=E5E7EB&color=F97316)](https://github.com/microsoft/Security-101?WT.mc_id=academic-96948-sayoung) +[![ವೆಬ್ ಡೆವ್ for Beginners](https://img.shields.io/badge/Web%20Dev%20for%20Beginners-EC4899?style=for-the-badge&labelColor=E5E7EB&color=EC4899)](https://aka.ms/webdev-beginners?WT.mc_id=academic-105485-koreyst) +[![ಐಒಟಿ for Beginners](https://img.shields.io/badge/IoT%20for%20Beginners-14B8A6?style=for-the-badge&labelColor=E5E7EB&color=14B8A6)](https://aka.ms/iot-beginners?WT.mc_id=academic-105485-koreyst) +[![XR ಅಭಿವೃದ್ಧಿ for Beginners](https://img.shields.io/badge/XR%20Development%20for%20Beginners-38BDF8?style=for-the-badge&labelColor=E5E7EB&color=38BDF8)](https://github.com/microsoft/xr-development-for-beginners?WT.mc_id=academic-105485-koreyst) --- -### Copilot Series -[![Copilot for AI Paired Programming](https://img.shields.io/badge/Copilot%20for%20AI%20Paired%20Programming-FACC15?style=for-the-badge&labelColor=E5E7EB&color=FACC15)](https://aka.ms/GitHubCopilotAI?WT.mc_id=academic-105485-koreyst) -[![Copilot for C#/.NET](https://img.shields.io/badge/Copilot%20for%20C%23/.NET-FBBF24?style=for-the-badge&labelColor=E5E7EB&color=FBBF24)](https://github.com/microsoft/mastering-github-copilot-for-dotnet-csharp-developers?WT.mc_id=academic-105485-koreyst) -[![Copilot Adventure](https://img.shields.io/badge/Copilot%20Adventure-FDE68A?style=for-the-badge&labelColor=E5E7EB&color=FDE68A)](https://github.com/microsoft/CopilotAdventures?WT.mc_id=academic-105485-koreyst) +### ಪಾಲುದಾರ ಸರಣಿ +[![AI ಜೊತೆಗೆ ಜೋಡಣೆಯಾಗಿ Copilot](https://img.shields.io/badge/Copilot%20for%20AI%20Paired%20Programming-FACC15?style=for-the-badge&labelColor=E5E7EB&color=FACC15)](https://aka.ms/GitHubCopilotAI?WT.mc_id=academic-105485-koreyst) +[![C#/.NET Copilot](https://img.shields.io/badge/Copilot%20for%20C%23/.NET-FBBF24?style=for-the-badge&labelColor=E5E7EB&color=FBBF24)](https://github.com/microsoft/mastering-github-copilot-for-dotnet-csharp-developers?WT.mc_id=academic-105485-koreyst) +[![Copilot ಸಾಹಸ](https://img.shields.io/badge/Copilot%20Adventure-FDE68A?style=for-the-badge&labelColor=E5E7EB&color=FDE68A)](https://github.com/microsoft/CopilotAdventures?WT.mc_id=academic-105485-koreyst) ## ಸಹಾಯ ಪಡೆಯುವುದು -AI ಅಪ್ಲಿಕೇಶನ್ ನಿರ್ಮಿಸುವಾಗ ನೀವು ಸಮಸ್ಯೆ ಎದುರಿಸಿದರೆ ಅಥವಾ ಯಾವುದೇ ಪ್ರಶ್ನೆಗಳಿದ್ದರೆ, MCP ಬಗ್ಗೆ ಚರ್ಚೆಗಳಲ್ಲಿರುವ ಇತರ ಕಲಿಯುವರು ಮತ್ತು ಅನುಭವಿಸಿದ ಡೆವಲಪರ್‌ಗಳ ಜೊತೆ ಸೇರಿರಿ. ಇದು ಬೆಂಬಲಕಾರಿಯಿರುವ ಸಮುದಾಯವಾಗಿದ್ದು, ಪ್ರಶ್ನೆಗಳನ್ನು ಸ್ವಾಗತಿಸುತ್ತವೆ ಮತ್ತು ಜ್ಞಾನವನ್ನು ಮುಕ್ತವಾಗಿ ಹಂಚಿಕೊಳ್ಳುತ್ತವೆ. +ನೀವು ಅಡೆ serviçosಗೆಯಾಗಿದ್ದೀರಾ ಅಥವಾ AI ಆಪ್‌ಗಳ ನಿರ್ಮಾಣ ಸಂಬಂಧಿ ಪ್ರಶ್ನೆಗಳಿದ್ದರೆ. MCP ಬಗ್ಗೆ ಚರ್ಚೆಗಳಲ್ಲಿ ಇತರ ಕಲಿತುಕೊಳ್ಳುವವರು ಮತ್ತು ಅನುಭವಶಾಲಿ ಡೆವಲಪರ್‌ಗಳನ್ನು ಸೇರಿರಿ. ಇದು ಪ್ರಶ್ನೆಗಳಿಗೆ ಎದ್ದು ನಿಲ್ಲುವ ಮತ್ತು ಜ್ಞಾನವನ್ನು ಮುಕ್ತವಾಗಿ ಹಂಚಿಕೊಳ್ಳುವ ಸಹಾಯಕ ಸಮುದಾಯವಾಗಿದೆ. [![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG) -ನೀವು ನಿರ್ಮಿಸುವಾಗ ಉತ್ಪನ್ನ ಪ್ರತಿಕ್ರಿಯೆ ಅಥವಾ ದೋಷಗಳನ್ನು ಕಂಡುಹಿಡಿದರೆ: +ನೀವು ಉತ್ಪನ್ನ ಪ್ರತಿಕ್ರಿಯೆಯುಳ್ಳವರಾಗಿದ್ದರೆ ಅಥವಾ ನಿರ್ಮಾಣದ ಸಂದರ್ಭದಲ್ಲಿ ದೋಶ ಕಂಡುಕೊಂಡಿದ್ದರೆ, ದಯವಿಟ್ಟು ಭೇಟಿ ನೀಡಿ: [![Microsoft Foundry Developer Forum](https://img.shields.io/badge/GitHub-Microsoft_Foundry_Developer_Forum-blue?style=for-the-badge&logo=github&color=000000&logoColor=fff)](https://aka.ms/foundry/forum) --- -**ವಿಚ್ಛೇದನೆ**: -ಈ ದಾಖಲೆ AI ಭಾಷಾಂತರ ಸೇವೆ [Co-op Translator](https://github.com/Azure/co-op-translator) ಬಳಸಿ ಭಾಷಾಂತರಿಸಲಾಗಿದೆ. ನಾವು ಸತ್ಯಾಸತ್ಯತೆಯತ್ತ ಪ್ರಯತ್ನಿಸುತ್ತಿದ್ದರೂ, ಸ್ವಯಂಚಾಲಿತ ಭಾಷಾಂತರಗಳಲ್ಲಿ ದೋಷಗಳು ಅಥವಾ ಅಸತ್ಯತೆಗಳು ಇರಬಹುದೆಂದು ಗಮನಿಸಿ. ಮೂಲ ಭಾಷೆಯಲ್ಲಿರುವ ಮೂಲ ದಾಖಲೆ ಅನ್ನು ಅಧಿಕೃತ ಮೂಲವೆಂದು ಪರಿಗಣಿಸಬೇಕು. ಪ್ರಮುಖ ಮಾಹಿತಿಗಾಗಿ ವೃತ್ತಿಪರ ಮಾನವ ಭಾಷಾಂತರವನ್ನು ಶಿಫಾರಸು ಮಾಡಲಾಗುತ್ತದೆ. ಈ ಭಾಷಾಂತರ ಬಳಕೆಯಿಂದ ಉಂಟಾಗುವ ಯಾವುದೇ ತಪ್ಪು ಅರ್ಥಗೌತಮತೆ ಅಥವಾ ದೋಷಗಳಿಗೆ ನಾವು ಹೊಣೆಗಾರರಲ್ಲ. +**ಅನಿವಾರ್ಯ ಸೂಚನೆ**: +ಈ ಡಾಕ್ಯುಮೆಂಟ್ ಅನ್ನು AI ಅನುವಾದ ಸೇವೆ [Co-op Translator](https://github.com/Azure/co-op-translator) ಬಳಸಿ ಅನುವದಿಸಲಾಗಿದೆ. ನಾವು ನಿಖರತೆಗೆ ಪ್ರಯತ್ನಿಸುತ್ತಿದ್ದರೂ, ಸ್ವಯಂಚಾಲಿತ ಅನುವಾದಗಳಲ್ಲಿ ತಪ್ಪುಗಳು ಅಥವಾ ಅಸತ್ಯತೆಗಳು ಇರಬಹುದು ಎಂದು ದಯವಿಟ್ಟು ಜ್ಞಾಪಕದಲ್ಲಿಡಿ. ಮೂಲ ಡಾಕ್ಯುಮೆಂಟ್ ತನ್ನ ಮೂಲ ಭಾಷೆಯಲ್ಲಿ ಆಡಳಿತಾತ್ಮಕ ಮೂಲವೆಂದು ಪರಿಗಣಿಸಬೇಕು. ಅತ್ಯಾವಶ್ಯಕ ಮಾಹಿತಿಗಾಗಿ, ವೃತ್ತಿಪರ ಮಾನವ ಅನುವಾದ ಶಿಫಾರಸು ಮಾಡಲಾಗುತ್ತದೆ. ಈ ಅನುವಾದ ಬಳಕೆಯಿಂದ ಉಂಟಾಗುವ ಯಾವುದೇ ತಪ್ಪು ಗ್ರಹಿಕೆಗಳಿಗಾಗಿ ಅಥವಾ ತಪ್ಪುತಪಾಸುಗಳಿಗೆ ನಾವು ಹೊಣೆಗಾರರಾಗುವುದಿಲ್ಲ. \ No newline at end of file diff --git a/translations/ml/.co-op-translator.json b/translations/ml/.co-op-translator.json index 233556b6..1c38996b 100644 --- a/translations/ml/.co-op-translator.json +++ b/translations/ml/.co-op-translator.json @@ -6,8 +6,8 @@ "language_code": "ml" }, "README.md": { - "original_hash": "9eaca839b0b3f6d7f0a195fd33cebd30", - "translation_date": "2026-02-28T08:59:28+00:00", + "original_hash": "12c8eb6bf0867d2f1c32daf613ac5b8b", + "translation_date": "2026-04-06T16:54:02+00:00", "source_file": "README.md", "language_code": "ml" }, diff --git a/translations/ml/README.md b/translations/ml/README.md index b6079923..3b6d048d 100644 --- a/translations/ml/README.md +++ b/translations/ml/README.md @@ -1,36 +1,36 @@ -[![GitHub ലൈസൻസ്](https://img.shields.io/github/license/microsoft/AI-For-Beginners.svg)](https://github.com/microsoft/AI-For-Beginners/blob/main/LICENSE) -[![GitHub സംഭാവനകർ](https://img.shields.io/github/contributors/microsoft/AI-For-Beginners.svg)](https://GitHub.com/microsoft/AI-For-Beginners/graphs/contributors/) -[![GitHub പ്രശ്നങ്ങൾ](https://img.shields.io/github/issues/microsoft/AI-For-Beginners.svg)](https://GitHub.com/microsoft/AI-For-Beginners/issues/) -[![GitHub പുൾ-റിക്ക്വസ്റ്റുകൾ](https://img.shields.io/github/issues-pr/microsoft/AI-For-Beginners.svg)](https://GitHub.com/microsoft/AI-For-Beginners/pulls/) -[![PRs സ്വാഗതം](https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=flat-square)](http://makeapullrequest.com) +[![GitHub license](https://img.shields.io/github/license/microsoft/AI-For-Beginners.svg)](https://github.com/microsoft/AI-For-Beginners/blob/main/LICENSE) +[![GitHub contributors](https://img.shields.io/github/contributors/microsoft/AI-For-Beginners.svg)](https://GitHub.com/microsoft/AI-For-Beginners/graphs/contributors/) +[![GitHub issues](https://img.shields.io/github/issues/microsoft/AI-For-Beginners.svg)](https://GitHub.com/microsoft/AI-For-Beginners/issues/) +[![GitHub pull-requests](https://img.shields.io/github/issues-pr/microsoft/AI-For-Beginners.svg)](https://GitHub.com/microsoft/AI-For-Beginners/pulls/) +[![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=flat-square)](http://makeapullrequest.com) -[![GitHub വാച്ചേഴ്സ്](https://img.shields.io/github/watchers/microsoft/AI-For-Beginners.svg?style=social&label=Watch)](https://GitHub.com/microsoft/AI-For-Beginners/watchers/) -[![GitHub ഫ്രോക്കുകൾ](https://img.shields.io/github/forks/microsoft/AI-For-Beginners.svg?style=social&label=Fork)](https://GitHub.com/microsoft/AI-For-Beginners/network/) -[![GitHub താരങ്ങൾ](https://img.shields.io/github/stars/microsoft/AI-For-Beginners.svg?style=social&label=Star)](https://GitHub.com/microsoft/AI-For-Beginners/stargazers/) -[![ബൈൻഡർ](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/microsoft/ai-for-beginners/HEAD) -[![ഗിറ്റർ](https://badges.gitter.im/Microsoft/ai-for-beginners.svg)](https://gitter.im/Microsoft/ai-for-beginners?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge) +[![GitHub watchers](https://img.shields.io/github/watchers/microsoft/AI-For-Beginners.svg?style=social&label=Watch)](https://GitHub.com/microsoft/AI-For-Beginners/watchers/) +[![GitHub forks](https://img.shields.io/github/forks/microsoft/AI-For-Beginners.svg?style=social&label=Fork)](https://GitHub.com/microsoft/AI-For-Beginners/network/) +[![GitHub stars](https://img.shields.io/github/stars/microsoft/AI-For-Beginners.svg?style=social&label=Star)](https://GitHub.com/microsoft/AI-For-Beginners/stargazers/) +[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/microsoft/ai-for-beginners/HEAD) +[![Gitter](https://badges.gitter.im/Microsoft/ai-for-beginners.svg)](https://gitter.im/Microsoft/ai-for-beginners?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge) [![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG) -# പുതിയ മുതിർന്നവർക്കുള്ള ആർട്ടിഫിഷ്യൽ ഇന്റലിജൻസ് - ഒരു പാഠ്യപദ്ധതി +# കൃത്രിമ ബുദ്ധിമുട്ടിനായുള്ള തുടക്കക്കാർ - ഒരു പാഠ്യക്രമം -|![സ്കെച്ച്നോട്ട് @girlie_mac https://twitter.com/girlie_mac](https://github.com/microsoft/AI-For-Beginners/raw/main/lessons/sketchnotes/ai-overview.png)| +|![Sketchnote by @girlie_mac https://twitter.com/girlie_mac](https://github.com/microsoft/AI-For-Beginners/raw/main/lessons/sketchnotes/ai-overview.png)| |:---:| -| AI For Beginners - _സ്കെച്ച്നോട്ട് [@girlie_mac](https://twitter.com/girlie_mac) നിർമ്മിച്ചത്_ | +| AI For Beginners - _Sketchnote by [@girlie_mac](https://twitter.com/girlie_mac)_ | -നമ്മുടെയ 12 ആഴ്ചകളുള്ള, 24 പാഠങ്ങളുള്ള പാഠ്യപദ്ധതിയുമായി **ആർട്ടിഫിഷ്യൽ ഇന്റലിജൻസ്** (AI) ലോകം അനുഭവിച്ച് നോക്കൂ! ഇതിൽ പ്രായോഗിക പാഠങ്ങൾ, ക്വിസുകൾ, ലാബുകൾ എന്നിവ ഉൾപ്പെടുത്തിയിട്ടുണ്ട്. ഈ പാഠ്യപദ്ധതി തുടങ്ങി പഠിക്കാർക്ക് സൗമ്യമാണ് കൂടാതെ TensorFlow, PyTorch പോലുള്ള ഉപകരണങ്ങൾക്കും AI-യിലെ തമ്മിലുള്ള നൈതികതകൾക്കും ഉൾപ്പെടുത്തിയിട്ടുണ്ട് +**കൃത്രിമ ബുദ്ധിമുട്ടിന്റെ** (AI) ലോകം 12 ആഴ്ചകളായി 24 പാഠങ്ങളുള്ള ഈ പാഠ്യക്രമത്തിൽ ആഴത്തിൽ സന്ദർശിക്കൂ! ഇതിൽ പ്രായോഗിക പാഠങ്ങൾ, ക്വിസ്, ലാബുകൾ ഉൾപ്പെടുന്നു. ഈ പാഠ്യക്രമം തുടക്കക്കാർക്ക് അനുയോജ്യമാണ് കൂടാതെ TensorFlow, PyTorch പോലുള്ള ഉപകരണങ്ങളെയും AI ലെ നൈതികതകളെയും ഉൾക്കൊള്ളുന്നു. -### 🌐 ബഹുഭാഷാ പിന്തുണ +### 🌐 ബഹুভാഷാ സഹായം -#### GitHub അക്ഷനിലൂടെ പിന്തുണ (സ്വയം സജീവവും എല്ലായ്പ്പോഴും പുതുക്കപ്പെടുന്നതുമാണ്) +#### GitHub ആക്ഷനിലൂടെ പിന്തുണ (സ്വയഞരമയമായും എപ്പോഴും അപ്ഡേറ്റ് ആയും) -[Arabic](../ar/README.md) | [Bengali](../bn/README.md) | [Bulgarian](../bg/README.md) | [Burmese (Myanmar)](../my/README.md) | [Chinese (Simplified)](../zh-CN/README.md) | [Chinese (Traditional, Hong Kong)](../zh-HK/README.md) | [Chinese (Traditional, Macau)](../zh-MO/README.md) | [Chinese (Traditional, Taiwan)](../zh-TW/README.md) | [Croatian](../hr/README.md) | [Czech](../cs/README.md) | [Danish](../da/README.md) | [Dutch](../nl/README.md) | [Estonian](../et/README.md) | [Finnish](../fi/README.md) | [French](../fr/README.md) | [German](../de/README.md) | [Greek](../el/README.md) | [Hebrew](../he/README.md) | [Hindi](../hi/README.md) | [Hungarian](../hu/README.md) | [Indonesian](../id/README.md) | [Italian](../it/README.md) | [Japanese](../ja/README.md) | [Kannada](../kn/README.md) | [Korean](../ko/README.md) | [Lithuanian](../lt/README.md) | [Malay](../ms/README.md) | [Malayalam](./README.md) | [Marathi](../mr/README.md) | [Nepali](../ne/README.md) | [Nigerian Pidgin](../pcm/README.md) | [Norwegian](../no/README.md) | [Persian (Farsi)](../fa/README.md) | [Polish](../pl/README.md) | [Portuguese (Brazil)](../pt-BR/README.md) | [Portuguese (Portugal)](../pt-PT/README.md) | [Punjabi (Gurmukhi)](../pa/README.md) | [Romanian](../ro/README.md) | [Russian](../ru/README.md) | [Serbian (Cyrillic)](../sr/README.md) | [Slovak](../sk/README.md) | [Slovenian](../sl/README.md) | [Spanish](../es/README.md) | [Swahili](../sw/README.md) | [Swedish](../sv/README.md) | [Tagalog (Filipino)](../tl/README.md) | [Tamil](../ta/README.md) | [Telugu](../te/README.md) | [Thai](../th/README.md) | [Turkish](../tr/README.md) | [Ukrainian](../uk/README.md) | [Urdu](../ur/README.md) | [Vietnamese](../vi/README.md) +[Arabic](../ar/README.md) | [Bengali](../bn/README.md) | [Bulgarian](../bg/README.md) | [Burmese (Myanmar)](../my/README.md) | [Chinese (Simplified)](../zh-CN/README.md) | [Chinese (Traditional, Hong Kong)](../zh-HK/README.md) | [Chinese (Traditional, Macau)](../zh-MO/README.md) | [Chinese (Traditional, Taiwan)](../zh-TW/README.md) | [Croatian](../hr/README.md) | [Czech](../cs/README.md) | [Danish](../da/README.md) | [Dutch](../nl/README.md) | [Estonian](../et/README.md) | [Finnish](../fi/README.md) | [French](../fr/README.md) | [German](../de/README.md) | [Greek](../el/README.md) | [Hebrew](../he/README.md) | [Hindi](../hi/README.md) | [Hungarian](../hu/README.md) | [Indonesian](../id/README.md) | [Italian](../it/README.md) | [Japanese](../ja/README.md) | [Kannada](../kn/README.md) | [Khmer](../km/README.md) | [Korean](../ko/README.md) | [Lithuanian](../lt/README.md) | [Malay](../ms/README.md) | [Malayalam](./README.md) | [Marathi](../mr/README.md) | [Nepali](../ne/README.md) | [Nigerian Pidgin](../pcm/README.md) | [Norwegian](../no/README.md) | [Persian (Farsi)](../fa/README.md) | [Polish](../pl/README.md) | [Portuguese (Brazil)](../pt-BR/README.md) | [Portuguese (Portugal)](../pt-PT/README.md) | [Punjabi (Gurmukhi)](../pa/README.md) | [Romanian](../ro/README.md) | [Russian](../ru/README.md) | [Serbian (Cyrillic)](../sr/README.md) | [Slovak](../sk/README.md) | [Slovenian](../sl/README.md) | [Spanish](../es/README.md) | [Swahili](../sw/README.md) | [Swedish](../sv/README.md) | [Tagalog (Filipino)](../tl/README.md) | [Tamil](../ta/README.md) | [Telugu](../te/README.md) | [Thai](../th/README.md) | [Turkish](../tr/README.md) | [Ukrainian](../uk/README.md) | [Urdu](../ur/README.md) | [Vietnamese](../vi/README.md) -> **സ്വന്തമായി ക്ലോൺ ചെയ്യാൻ ഇഷ്ടമുള്ളവർക്ക്?** +> **പ്രിയമുള്ളവർ നഗരം തന്നെ ക്ലോൺ ചെയ്യണോ?** > -> ഈ റീപോസിറ്ററിയിൽ 50+ ഭാഷാ തർജ്ജമകൾ ഉൾപ്പെടുത്തിയിട്ടുണ്ട്, ഇത് ഡൗൺലോഡ് വലുതാക്കും. തർജ്ജമകൾ ഓർത്ത് കളയാതെ ക്ലോൺ ചെയ്യാൻ sparse checkout ഉപയോഗിക്കാം: +> ഈ റെപ്പോസിറ്ററിയിൽ 50+ ഭാഷാ പരിഭാഷകൾ ഉൾപ്പെട്ടിട്ടുള്ളതിനാൽ ഡൗൺലോഡ് വലുതാകും. പരിഭാഷകൾ ഇല്ലാതെ ക്ലോൺ ചെയ്യാൻ sparse checkout ഉപയോഗിക്കുക: > > **Bash / macOS / Linux:** > ```bash @@ -46,189 +46,188 @@ > git sparse-checkout set --no-cone "/*" "!translations" "!translated_images" > ``` > -> ഇത് നിങ്ങൾക്ക് പാഠ്യപദ്ധതി പൂർത്തിയാക്കാൻ ആവശ്യമായ എല്ലാ ഫയലുകളും വേഗതയോടെ ഡൗൺലോഡ് ചെയ്യാൻ സഹായിക്കും. +> നിങ്ങൾക്ക് കോഴ്‌സ് പൂര്‍ത്തിയാക്കാൻ ആവശ്യമായ എല്ലാ കാര്യങ്ങളും വളരെ വേഗത്തിലുള്ള ഡൗൺലോഡോടെ ലഭിക്കും. -**കൂടുതൽ തർജ്ജമാ ഭാഷകൾക്ക് പിന്തുണ ആഗ്രഹിക്കുന്നുവെങ്കിൽ ഇവിടെ പട്ടികയുണ്ട് [here](https://github.com/Azure/co-op-translator/blob/main/getting_started/supported-languages.md)** +**കൂടുതൽ നിർദ്ദേശിച്ച പരിഭാഷാ ഭാഷകൾ [ഇവിടെ](https://github.com/Azure/co-op-translator/blob/main/getting_started/supported-languages.md) പട്ടികപ്പെടുത്തിയിരിക്കുന്നു** -## സമൂഹത്തിൽ ചേരുക +## കമ്യൂണിറ്റിയിലൊരൊപ്പം ചേരുക [![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG) -## നിങ്ങൾ പഠിക്കാനുള്ളത് +## നിങ്ങൾ എന്ത് പഠിക്കും -**[പാഠ്യപദ്ധതിയുടെ മൈൻഡ്മാപ്പ്](http://soshnikov.com/courses/ai-for-beginners/mindmap.html)** +**[കോഴ്‌സിന്റെ മൈൻഡ് മാപ്പ്](http://soshnikov.com/courses/ai-for-beginners/mindmap.html)** -ഈ പാഠ്യപദ്ധതിയിൽ നിങ്ങൾ പഠിക്കുന്നത്: +ഈ പാഠ്യക്രമത്തിൽ, നിങ്ങൾ പഠിക്കുക: -* കല്പിത ബുദ്ധി (Artificial Intelligence) -ന് വിവിധ സമീപനങ്ങൾ, അതിൽ "നല്ല പഴയ" ചിഹ്നാത്മക സമീപനം **Knowledge Representation** ഉം മുന്നറിയിപ്പും ഉൾപ്പെടെ ([GOFAI](https://en.wikipedia.org/wiki/Symbolic_artificial_intelligence)). -* **ന്യൂറൽ നെറ്റ്‌വർക്ക്‌‌സ്** ഉം **ഡീപ്പ് ലേണിംഗ്** ഉം, ഇവ ആധുനിക AI-യുടെ ഹൃദയഭാഗം ആണ്. ഈ പ്രാധാന്യമുള്ള വിഷയങ്ങളുടെ ആശയങ്ങളെ രണ്ട് ഏറ്റവും ജനപ്രിയ ഫ്രെയിംവർക്കുകളിൽ [TensorFlow](http://Tensorflow.org) ഉം [PyTorch](http://pytorch.org) ഉം ഉപയോഗിച്ച് കോഡ് മുഖേന വിവരിക്കും. -* ചിത്രങ്ങളും വാചകവുമൊത്ത് പ്രവർത്തിക്കാൻ **ന്യൂറൽ ആർക്കിടെക്ചറുകൾ**. പുതുമുഖ മാതൃകകൾ ഉൾപ്പെടയിട്ടും ചിലപ് പുതു തലത്തിലുള്ള കെട്ടുകഥകളിൽ കുറവ് ഉണ്ടായിരിക്കാം. -* കുറച്ച് പ്രചാരത്തിലുള്ള AI സമീപനങ്ങൾ, ഉദാഹരണത്തിന് **ജെനറ്റിക് ആൽഗോരിതങ്ങളും** **മൾട്ടി-എജന്റ് സിസ്റ്റങ്ങളുമൊക്കെ**. +* കൃത്രിമ ബുദ്ധിമുട്ടിന് വിവിധ സമീപനങ്ങൾ, "പഴയ നല്ല" പ്രതീകാത്മക സമീപനമുള്ള **ജ്ഞാന പ്രതിനിധാനം**യും വിവേകശക്തിയും ഉൾപ്പെടെ ([GOFAI](https://en.wikipedia.org/wiki/Symbolic_artificial_intelligence)). +* ആധുനിക AI യുടെ മദ്ധ്യസ്ഥാനം ആയ **ന്യൂറൽ നെറ്റ്‌വർക്കുകൾ**യും **ഗഹന പഠനവും**. ഈ പ്രധാന വിഷങ്ങൾ പിന്നിലുള്ള ആശയങ്ങൾ രണ്ട് പ്രചാരത്തിലുള്ള ഫ്രെയിംവർക്ക് - [TensorFlow](http://Tensorflow.org) and [PyTorch](http://pytorch.org) ഉപയോഗിച്ച് കോഡ് സാന്ദർഭ്യത്തിൽ കാണിക്കും. +* ചിത്രങ്ങളും ലേഖനങ്ങളും കൈകാര്യം ചെയ്യുന്നതിന് **ന്യൂറൽ ഘടനകൾ**. സമകാലീന മോഡലുകളും ചിലപ്പോൽ ഏറ്റവും ക്രമീകരിച്ച സ്റ്റേറ്റ്-ഓഫ്ആർട്ട് മോഡലുകളിൽ കുറവുള്ളതുമാകും. +* കുറച്ച് പ്രചാരത്തിലുള്ള AI സമീപനങ്ങൾ, **ജേനറ്റിക് ആൽഗോറിതങ്ങൾ**യും **മൾട്ടി-എജന്റ് സിസ്റ്റങ്ങളുമാണ്**. -ഈ പാഠ്യപദ്ധതിയിൽ ഉൾപ്പെടാത്ത വിഷയങ്ങൾ: +ഈ പാഠ്യക്രമത്തിൽ ഉൾപ്പെടാത്തതും: -> [ഈ കോഴ്‌സിനായുള്ള എല്ലാ അധിക വിഭവങ്ങളും ഞങ്ങളുടേത് Microsoft Learn ശേഖരത്തിൽ ലഭ്യമാണ്](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) +> [ഈ കോഴ്‌സിനു വേണ്ടിയുള്ള എല്ലാ അധിക വിഭവങ്ങളും നമ്മുടെ Microsoft Learn ശേഖരത്തിൽ കാണുക](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) -* **ബിസിനസിൽ AI ഉപയോഗിക്കുന്ന** ബിസിനസ് കേസുകൾ. Microsoft Learn-ന്റെ [Introduction to AI for business users](https://docs.microsoft.com/learn/paths/introduction-ai-for-business-users/?WT.mc_id=academic-77998-bethanycheum) ലേണിംഗ് പാതയോ അല്ലെങ്കിൽ [AI Business School](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-bethanycheum), [INSEAD](https://www.insead.edu/) യുമായി ചേർന്ന് വികസിപ്പിച്ചതായൊരു സ്കൂൾ, അവ അന്വേഷിക്കുക. -* **പരമ്പരാഗത മെഷീൻ ലേണിംഗ്**, ഇത് ഞങ്ങളുടെ [Machine Learning for Beginners Curriculum](http://github.com/Microsoft/ML-for-Beginners) ൽ വിശദീകരിച്ചിരിക്കുന്നു. -* **[Cognitive Services](https://azure.microsoft.com/services/cognitive-services/?WT.mc_id=academic-77998-bethanycheum)** ഉപയോഗിച്ച് നിർമ്മിച്ച പ്രായോഗിക AI ആപ്ലിക്കേഷനുകൾ. ഇതിനു വേണ്ടി Microsoft Learn-ലുള്ള [vision](https://docs.microsoft.com/learn/paths/create-computer-vision-solutions-azure-cognitive-services/?WT.mc_id=academic-77998-bethanycheum), [natural language processing](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-bethanycheum), **[Generative AI with Azure OpenAI Service](https://learn.microsoft.com/en-us/training/paths/develop-ai-solutions-azure-openai/?WT.mc_id=academic-77998-bethanycheum)** തുടങ്ങിയ മോഡ്യൂളുകൾ നിങ്ങളെ സഹായിക്കും. -* പ്രത്യേക ML **ക്ലൗഡ് ഫ്രെയിംവർക്കുകൾ**, ഉദാഹരണത്തിന് [Azure Machine Learning](https://azure.microsoft.com/services/machine-learning/?WT.mc_id=academic-77998-bethanycheum), [Microsoft Fabric](https://learn.microsoft.com/en-us/training/paths/get-started-fabric/?WT.mc_id=academic-77998-bethanycheum), അല്ലെങ്കിൽ [Azure Databricks](https://docs.microsoft.com/learn/paths/data-engineer-azure-databricks?WT.mc_id=academic-77998-bethanycheum). [Build and operate machine learning solutions with Azure Machine Learning](https://docs.microsoft.com/learn/paths/build-ai-solutions-with-azure-ml-service/?WT.mc_id=academic-77998-bethanycheum) എന്നും [Build and Operate Machine Learning Solutions with Azure Databricks](https://docs.microsoft.com/learn/paths/build-operate-machine-learning-solutions-azure-databricks/?WT.mc_id=academic-77998-bethanycheum) എന്നും ലേണിംഗ് പാതകൾ ഉപയോഗിക്കുക. -* **സംവാദാത്മക AI** ഉം **ചാറ്റ് ബോട്ടുകളും**. ഇവയ്ക്കായി പ്രത്യേക [Create conversational AI solutions](https://docs.microsoft.com/learn/paths/create-conversational-ai-solutions/?WT.mc_id=academic-77998-bethanycheum) ലേണിംഗ് പാതയുണ്ട്, കൂടാതെ കൂടുതൽ വിശദീകരണം [ഈ ബ്ലോഗ് പോസ്റ്റ്](https://soshnikov.com/azure/hello-bot-conversational-ai-on-microsoft-platform/) ൽ ലഭ്യമാണ്. -* ഡീപ്പിന് പിന്നിലെ **ഗണിതം**. ഇതിന്, Ian Goodfellow, Yoshua Bengio, Aaron Courville ചേർന്ന് എഴുതിയ [Deep Learning](https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618), കൂടാതെ ഓൺലൈനിൽ ലഭ്യമായ [https://www.deeplearningbook.org/](https://www.deeplearningbook.org/) ശുപാർശ ചെയ്യും. +* **വ്യാപാരത്തിൽ AI பயன்படுத்தൽ** ബിസിനസ്സ് കാര്യങ്ങൾ. Microsoft Learn ലെ [business users-ക്കുള്ള AI പരിചയപ്പെടുത്തൽ](https://docs.microsoft.com/learn/paths/introduction-ai-for-business-users/?WT.mc_id=academic-77998-bethanycheum) പാഠഭാഗം അല്ലെങ്കിൽ [AI Business School](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-bethanycheum), [INSEAD](https://www.insead.edu/) സഹകരിച്ചാണ് വികസിപ്പിച്ചിരിക്കുന്നത്, പരിഗണിക്കുക. +* സാധാരണ **ക്ലാസിക് മെഷീൻ ലേണിംഗ്**, ഞങ്ങളുടെ [Machine Learning for Beginners Curriculum](http://github.com/Microsoft/ML-for-Beginners) ഒഴുകുന്നു. +* **[Cognitive Services](https://azure.microsoft.com/services/cognitive-services/?WT.mc_id=academic-77998-bethanycheum)** ഉപയോഗിച്ച് നിർമ്മിച്ച പ്രായോഗിക AI ആപ്ലിക്കേഷൻസ്. ഇതിന്, Microsoft Learn ലെ [vision](https://docs.microsoft.com/learn/paths/create-computer-vision-solutions-azure-cognitive-services/?WT.mc_id=academic-77998-bethanycheum), [natural language processing](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-bethanycheum), **[Generative AI with Azure OpenAI Service](https://learn.microsoft.com/en-us/training/paths/develop-ai-solutions-azure-openai/?WT.mc_id=academic-77998-bethanycheum)** തുടങ്ങിയ മൊഡ്യൂളുകൾ ആരംഭിക്കാൻ ശുപാർശ ചെയ്യുന്നു. +* പ്രത്യേക **ML ക്ലൗഡ് ഫ്രെയിംവർക്ക്**-കൾ, ഉദാ: [Azure Machine Learning](https://azure.microsoft.com/services/machine-learning/?WT.mc_id=academic-77998-bethanycheum), [Microsoft Fabric](https://learn.microsoft.com/en-us/training/paths/get-started-fabric/?WT.mc_id=academic-77998-bethanycheum), അല്ലെങ്കിൽ [Azure Databricks](https://docs.microsoft.com/learn/paths/data-engineer-azure-databricks?WT.mc_id=academic-77998-bethanycheum). [Build and operate machine learning solutions with Azure Machine Learning](https://docs.microsoft.com/learn/paths/build-ai-solutions-with-azure-ml-service/?WT.mc_id=academic-77998-bethanycheum) & [Build and Operate Machine Learning Solutions with Azure Databricks](https://docs.microsoft.com/learn/paths/build-operate-machine-learning-solutions-azure-databricks/?WT.mc_id=academic-77998-bethanycheum) പാഠപഥങ്ങൾ പരിഗണിക്കുക. +* **സംവാദാത്മക AI**യും **ചാറ്റ് ബോട്ടുകളും**. പ്രത്യേക [Create conversational AI solutions](https://docs.microsoft.com/learn/paths/create-conversational-ai-solutions/?WT.mc_id=academic-77998-bethanycheum) പാഠഭാഗം ഉണ്ട്, കൂടാതെ [ഈ ബ്ലോഗ് പോസ്റ്റ്](https://soshnikov.com/azure/hello-bot-conversational-ai-on-microsoft-platform/) കൂടുതൽ വിശദീകരണത്തിന്. +* ഗഹന പഠനത്തിന് ഉള്ള **ഗഹന ഗണിതശാസ്ത്രം**. ഇതിന്, Ian Goodfellow, Yoshua Bengio, Aaron Courville രചിച്ച [Deep Learning](https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618) പുസ്തകം ശുപാർശ ചെയ്യുന്നു, കൂടാതെ [https://www.deeplearningbook.org/](https://www.deeplearningbook.org/) ൽ ഓൺലൈനിൽ ലഭ്യമാണ്. -_ക്ലൗഡിൽ AI_-നെ കുറിച്ചുള്ള സൗമ്യ പരിചയത്തിന്, [Get started with artificial intelligence on Azure](https://docs.microsoft.com/learn/paths/get-started-with-artificial-intelligence-on-azure/?WT.mc_id=academic-77998-bethanycheum) പാത ഉപയോഗിക്കാം. +_ക്ലൗഡിലുള്ള AI_-യിലേക്ക് മൃദുവായ പരിചയത്തിന് [Get started with artificial intelligence on Azure](https://docs.microsoft.com/learn/paths/get-started-with-artificial-intelligence-on-azure/?WT.mc_id=academic-77998-bethanycheum) ലേണിംഗ് പാത പരിഗണിക്കാൻ കഴിയും. # ഉള്ളടക്കം -| | പാഠം ലിങ്ക് | PyTorch/Keras/TensorFlow | ലാബ് | +| | പാഠ ലിങ്ക് | PyTorch/Keras/TensorFlow | ലാബ് | | :-: | :------------------------------------------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------: | ------------------------------------------------------------------------------ | -| 0 | [കോർസ് സജ്ജീകരണം](./lessons/0-course-setup/setup.md) | [വികസന പരിസ്ഥിതി സജ്ജീകരിക്കൽ](./lessons/0-course-setup/how-to-run.md) | | -| I | [**AI-യിലേക്ക് പരിചയം**](./lessons/1-Intro/README.md) | | | -| 01 | [AI-യുടെ പരിചയം,ചരിത്രം](./lessons/1-Intro/README.md) | - | - | -| II | **ചിഹ്നാത്മക AI** | -| 02 | [ജ്ഞാനപ്രതിനിധിത്തവും വിദഗ്ധ സിസ്റ്റങ്ങളും](./lessons/2-Symbolic/README.md) | [വിദഗ്ധ സിസ്റ്റങ്ങൾ](./lessons/2-Symbolic/Animals.ipynb) / [ഓന്റോളജി](./lessons/2-Symbolic/FamilyOntology.ipynb) /[സങ്കൽപ്പ ഗ്രാഫ്](./lessons/2-Symbolic/MSConceptGraph.ipynb) | | -| III | [**ന്യൂറൽ നെറ്റവർ‍ക്കുകളിലേക്ക് പരിചയം**](./lessons/3-NeuralNetworks/README.md) ||| -| 03 | [പേഴ്സെപ്ട്രോൺ](./lessons/3-NeuralNetworks/03-Perceptron/README.md) | [നോട്ട്‌ബുക്ക്](./lessons/3-NeuralNetworks/03-Perceptron/Perceptron.ipynb) | [ലാബ്](./lessons/3-NeuralNetworks/03-Perceptron/lab/README.md) | -| 04 | [മൾട്ടി-ലെയർ പേഴ്സെപ്ട്രോൺയും നമ്മുടെ സ്വന്തം ഫ്രെയിംവർക്ക് സൃഷ്ടിക്കലും](./lessons/3-NeuralNetworks/04-OwnFramework/README.md) | [നോട്ട്‌ബുക്ക്](./lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb) | [ലാബ്](./lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md) | -| 05 | [ഫ്രെയിംവർക്കുകളിലേക്ക് പരിചയം (PyTorch/TensorFlow) കൃത്രിമ കുടുങ്ങലും](./lessons/3-NeuralNetworks/05-Frameworks/README.md) | [PyTorch](./lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb) / [Keras](./lessons/3-NeuralNetworks/05-Frameworks/IntroKeras.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [ലാബ്](./lessons/3-NeuralNetworks/05-Frameworks/lab/README.md) | -| IV | [**കമ്പ്യൂട്ടർ ദൃഷ്‌ടി**](./lessons/4-ComputerVision/README.md) | [PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste) / [TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)| [Microsoft Azure-ൽ കമ്പ്യൂട്ടർ ദൃഷ്‌ടി പഠിക്കുക](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) | -| 06 | [കമ്പ്യൂട്ടർ ദൃഷ്‌ടിയിലേക്ക് പരിചയം. OpenCV](./lessons/4-ComputerVision/06-IntroCV/README.md) | [നോട്ട്‌ബുക്ക്](./lessons/4-ComputerVision/06-IntroCV/OpenCV.ipynb) | [ലാബ്](./lessons/4-ComputerVision/06-IntroCV/lab/README.md) | -| 07 | [കോൺവലൂഷനൽ ന്യൂറൽ നെറ്റ്‌വർക്കുകൾ](./lessons/4-ComputerVision/07-ConvNets/README.md) & [CNN നിർമ്മാണങ്ങൾ](./lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md) | [PyTorch](./lessons/4-ComputerVision/07-ConvNets/ConvNetsPyTorch.ipynb) /[TensorFlow](./lessons/4-ComputerVision/07-ConvNets/ConvNetsTF.ipynb) | [ലാബ്](./lessons/4-ComputerVision/07-ConvNets/lab/README.md) | -| 08 | [മുന്‍‌പരിശീലിത നെറ്റ്‌വർക്കുകളും ട്രാൻസ്ഫർ ലേണിങ്ങും](./lessons/4-ComputerVision/08-TransferLearning/README.md) and [ട്രെയിനിംഗ് ട്രിക്കുകൾ](./lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md) | [PyTorch](./lessons/4-ComputerVision/08-TransferLearning/TransferLearningPyTorch.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [ലാബ്](./lessons/4-ComputerVision/08-TransferLearning/lab/README.md) | -| 09 | [ഓട്ടോ എൻകോഡറുകളും VAE-കളും](./lessons/4-ComputerVision/09-Autoencoders/README.md) | [PyTorch](./lessons/4-ComputerVision/09-Autoencoders/AutoEncodersPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/09-Autoencoders/AutoencodersTF.ipynb) | | -| 10 | [ജനറേറ്റീവ് അഡ്വേഴ്സറിയൽ നെറ്റ്‌വർക്കുകളും കലാസ്വഭാവം റ്റ്രാൻസ്ഫറും](./lessons/4-ComputerVision/10-GANs/README.md) | [PyTorch](./lessons/4-ComputerVision/10-GANs/GANPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/10-GANs/GANTF.ipynb) | | -| 11 | [വിഷയങ്ങൾ കണ്ടെത്തൽ](./lessons/4-ComputerVision/11-ObjectDetection/README.md) | [TensorFlow](./lessons/4-ComputerVision/11-ObjectDetection/ObjectDetection.ipynb) | [ലാബ്](./lessons/4-ComputerVision/11-ObjectDetection/lab/README.md) | -| 12 | [സെമാന്റിക് സെഗ്മെന്റേഷൻ. U-Net](./lessons/4-ComputerVision/12-Segmentation/README.md) | [PyTorch](./lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationPytorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationTF.ipynb) | | -| V | [**പ്രകൃതിഭാഷ പ്രോസസ്സിംഗ്**](./lessons/5-NLP/README.md) | [PyTorch](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste) /[TensorFlow](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste) | [Microsoft Azure-ൽ പ്രകൃതിഭാഷ പ്രോസസ്സിംഗ് പഠിക്കുക](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)| -| 13 | [വാചക പ്രതിനിധിത്തം. Bow/TF-IDF](./lessons/5-NLP/13-TextRep/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/TextRepresentationPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/TextRepresentationTF.ipynb) | | -| 14 | [സെമാന്റിക് വാക്ക് എംബെഡ്ഡിങ്സ്. Word2Vec and GloVe](./lessons/5-NLP/14-Embeddings/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb) | | -| 15 | [ഭാഷാ മോഡലിങ്. സ്വന്തം എംബെഡ്ഡിങ്സ് പരിശീലിപ്പിക്കൽ](./lessons/5-NLP/15-LanguageModeling/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-PyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-TF.ipynb) | [ലാബ്](./lessons/5-NLP/15-LanguageModeling/lab/README.md) | -| 16 | [റിക്കറന്റ് ന്യൂറൽ നെറ്റ്‌വർക്കുകൾ](./lessons/5-NLP/16-RNN/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/RNNPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/RNNTF.ipynb) | | -| 17 | [ജനറേറ്റീവ് റിക്കറന്റ് നെറ്റ്‌വർക്കുകൾ](./lessons/5-NLP/17-GenerativeNetworks/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/GenerativePyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/GenerativeTF.ipynb) | [ലാബ്](./lessons/5-NLP/17-GenerativeNetworks/lab/README.md) | -| 18 | [ട്രാൻസ്ഫോർമേഴ്സ്. BERT.](./lessons/5-NLP/18-Transformers/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/TransformersPyTorch.ipynb) /[TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/TransformersTF.ipynb) | | -| 19 | [നാമമൊഴിയും ഘടകങ്ങളുടെ തിരിച്ചറിയൽ](./lessons/5-NLP/19-NER/README.md) | [TensorFlow](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/19-NER/NER-TF.ipynb) | [ലാബ്](./lessons/5-NLP/19-NER/lab/README.md) | -| 20 | [വലിയ ഭാഷാ മോഡലുകൾ, പ്രോമ്പ്റ്റ് പ്രോഗ്രാമിങ്, കുറച്ച്-shot പ്രവർത്തനങ്ങൾ](./lessons/5-NLP/20-LangModels/README.md) | [PyTorch](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/20-LangModels/GPT-PyTorch.ipynb) | | -| VI | **മറ്റു AI സാങ്കേതിക വിദ്യകൾ** || | -| 21 | [ജെനറ്റിക് ആൽഗോരിതങ്ങൾ](./lessons/6-Other/21-GeneticAlgorithms/README.md) | [നോട്ട്‌ബുക്ക്](./lessons/6-Other/21-GeneticAlgorithms/Genetic.ipynb) | | -| 22 | [ഡിപ്പ് റീ انفോഴ്സ്മെന്റ് ​​ലേണിങ്](./lessons/6-Other/22-DeepRL/README.md) | [PyTorch](./lessons/6-Other/22-DeepRL/CartPole-RL-PyTorch.ipynb) /[TensorFlow](./lessons/6-Other/22-DeepRL/CartPole-RL-TF.ipynb) | [ലാബ്](./lessons/6-Other/22-DeepRL/lab/README.md) | +| 0 | [Course Setup](./lessons/0-course-setup/setup.md) | [Setup Your Development Environment](./lessons/0-course-setup/how-to-run.md) | | +| I | [**Introduction to AI**](./lessons/1-Intro/README.md) | | | +| 01 | [Introduction and History of AI](./lessons/1-Intro/README.md) | - | - | +| II | **Symbolic AI** | +| 02 | [ജ്ഞാനം പ്രതിനിധാനം ചെയ്‌തലും വിദഗ്ധ സംവിധാനങ്ങളും](./lessons/2-Symbolic/README.md) | [വിദഗ്ധ സംവിധാനങ്ങൾ](./lessons/2-Symbolic/Animals.ipynb) / [ഒന്റോളജി](./lessons/2-Symbolic/FamilyOntology.ipynb) /[കൺസെപ്റ്റ് ഗ്രാഫ്](./lessons/2-Symbolic/MSConceptGraph.ipynb) | | +| III | [**ന്യൂറൽ നെറ്റ്‌വർക്ക്‌സിന് പരിചയം**](./lessons/3-NeuralNetworks/README.md) ||| +| 03 | [പേഴ്സെപ്ട്രോൺ](./lessons/3-NeuralNetworks/03-Perceptron/README.md) | [നോട്ട്ബുക്ക്](./lessons/3-NeuralNetworks/03-Perceptron/Perceptron.ipynb) | [ലാബ്](./lessons/3-NeuralNetworks/03-Perceptron/lab/README.md) | +| 04 | [മൾട്ടി ലെയർഡ് പേഴ്സെപ്ട്രോൺ, ഞങ്ങളുടെ സ്വന്തം ഫ്രെയിംവർക്കും സൃഷ്ടിക്കൽ](./lessons/3-NeuralNetworks/04-OwnFramework/README.md) | [നോട്ട്ബുക്ക്](./lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb) | [ലാബ്](./lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md) | +| 05 | [ഫ്രെയിംവർക്കുകൾക്കുള്ള പരിചയം (PyTorch/TensorFlow) ഒപ്പം ഓവർഫിറ്റിംഗ്](./lessons/3-NeuralNetworks/05-Frameworks/README.md) | [PyTorch](./lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb) / [Keras](./lessons/3-NeuralNetworks/05-Frameworks/IntroKeras.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [ലാബ്](./lessons/3-NeuralNetworks/05-Frameworks/lab/README.md) | +| IV | [**കമ്പ്യൂട്ടർ ദൃശ്യം**](./lessons/4-ComputerVision/README.md) | [PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste) / [TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)| [Microsoft Azure-ൽ കമ്പ്യൂട്ടർ ദൃശ്യം പരീക്ഷിക്കുക](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) | +| 06 | [കമ്പ്യൂട്ടർ ദൃഷ്ടിയിലേക്ക് പരിചയം. OpenCV](./lessons/4-ComputerVision/06-IntroCV/README.md) | [നോട്ട്ബുക്ക്](./lessons/4-ComputerVision/06-IntroCV/OpenCV.ipynb) | [ലാബ്](./lessons/4-ComputerVision/06-IntroCV/lab/README.md) | +| 07 | [കൺവല്യൂഷണൽ ന്യൂറൽ നെറ്റ്‌വർക്ക്‌സുകൾ](./lessons/4-ComputerVision/07-ConvNets/README.md) & [CNN ആർക്കിടെക്ചറുകൾ](./lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md) | [PyTorch](./lessons/4-ComputerVision/07-ConvNets/ConvNetsPyTorch.ipynb) /[TensorFlow](./lessons/4-ComputerVision/07-ConvNets/ConvNetsTF.ipynb) | [ലാബ്](./lessons/4-ComputerVision/07-ConvNets/lab/README.md) | +| 08 | [പ്രീ-ട്രെയിന്‍ഡ് നെറ്റ്‌വർക്ക്‌സും ട്രാൻസ്ഫർ ലേണിംഗും](./lessons/4-ComputerVision/08-TransferLearning/README.md) ഒപ്പം [ട്രെയിനിങ് ട്രിക്കുകൾ](./lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md) | [PyTorch](./lessons/4-ComputerVision/08-TransferLearning/TransferLearningPyTorch.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [ലാബ്](./lessons/4-ComputerVision/08-TransferLearning/lab/README.md) | +| 09 | [ഓട്ടോഎൻകോഡറുകളും VAE കളും](./lessons/4-ComputerVision/09-Autoencoders/README.md) | [PyTorch](./lessons/4-ComputerVision/09-Autoencoders/AutoEncodersPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/09-Autoencoders/AutoencodersTF.ipynb) | | +| 10 | [ജനറേറ്റിവ് അഡ്വേഴ്‌സറിയൽ നെറ്റ്‌വർക്ക്‌സും ആർട്ടിസ്റ്റിക് സ്റ്റൈൽ ട്രാൻസ്ഫറും](./lessons/4-ComputerVision/10-GANs/README.md) | [PyTorch](./lessons/4-ComputerVision/10-GANs/GANPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/10-GANs/GANTF.ipynb) | | +| 11 | [ഓബ്ജക്റ്റ് ഡിറ്റക്ഷൻ](./lessons/4-ComputerVision/11-ObjectDetection/README.md) | [TensorFlow](./lessons/4-ComputerVision/11-ObjectDetection/ObjectDetection.ipynb) | [ലാബ്](./lessons/4-ComputerVision/11-ObjectDetection/lab/README.md) | +| 12 | [സെമാന്ടിക് സെഗ്മെന്റേഷൻ. U-നെറ്റ്](./lessons/4-ComputerVision/12-Segmentation/README.md) | [PyTorch](./lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationPytorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationTF.ipynb) | | +| V | [**പ്രകൃതിഭാഷാ പ്രോസസ്സിംഗ്**](./lessons/5-NLP/README.md) | [PyTorch](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste) /[TensorFlow](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste) | [Microsoft Azure-ൽ പ്രകൃതിഭാഷാ പ്രോസസ്സിംഗ് പരീക്ഷിക്കുക](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)| +| 13 | [ടെക്സ്റ്റ് പ്രതിനിധാനം. ബോവ്/TF-IDF](./lessons/5-NLP/13-TextRep/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/TextRepresentationPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/TextRepresentationTF.ipynb) | | +| 14 | [സെമാന്റിക് വേഡ് എംബെഡ്ഡിംഗ്സ്. വേഡ്2Vec, GloVe](./lessons/5-NLP/14-Embeddings/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb) | | +| 15 | [ഭാഷ മോഡലിംഗ്. നിങ്ങളുടെ സ്വന്തം എംബെഡ്ഡിംഗുകൾ ട്രെയിൻ ചെയ്യുക](./lessons/5-NLP/15-LanguageModeling/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-PyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-TF.ipynb) | [ലാബ്](./lessons/5-NLP/15-LanguageModeling/lab/README.md) | +| 16 | [റികറന്റ് ന്യൂറൽ നെറ്റ്‌വർക്ക്‌സുകൾ](./lessons/5-NLP/16-RNN/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/RNNPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/RNNTF.ipynb) | | +| 17 | [ജനറേറ്റീവ് റികറന്റ് നെറ്റ്‌വർക്ക്‌സുകൾ](./lessons/5-NLP/17-GenerativeNetworks/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/GenerativePyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/GenerativeTF.ipynb) | [ലാബ്](./lessons/5-NLP/17-GenerativeNetworks/lab/README.md) | +| 18 | [ട്രാൻസ്ഫോമേഴ്‌സ്. BERT.](./lessons/5-NLP/18-Transformers/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/TransformersPyTorch.ipynb) /[TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/TransformersTF.ipynb) | | +| 19 | [നെയിംഡ് എന്റിറ്റി റികഗ്നിഷൻ](./lessons/5-NLP/19-NER/README.md) | [TensorFlow](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/19-NER/NER-TF.ipynb) | [ലാബ്](./lessons/5-NLP/19-NER/lab/README.md) | +| 20 | [വലുതായ ഭാഷാ മോഡലുകളും പ്രോമ്പ്റ്റ് പ്രോഗ്രാമിംഗും കുറച്ച് ഷോട്ട് ടാസ്ക്കുകളും](./lessons/5-NLP/20-LangModels/README.md) | [PyTorch](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/20-LangModels/GPT-PyTorch.ipynb) | | +| VI | **മറ്റു AI സാങ്കേതികതകൾ** || | +| 21 | [ജെനറ്റിക് ആൽഗൊരിഥങ്ങൾ](./lessons/6-Other/21-GeneticAlgorithms/README.md) | [നോട്ട്ബുക്ക്](./lessons/6-Other/21-GeneticAlgorithms/Genetic.ipynb) | | +| 22 | [ടീപ് റിഇൻഫോഴ്സ്മെന്റ് ലേണിംഗ്](./lessons/6-Other/22-DeepRL/README.md) | [PyTorch](./lessons/6-Other/22-DeepRL/CartPole-RL-PyTorch.ipynb) /[TensorFlow](./lessons/6-Other/22-DeepRL/CartPole-RL-TF.ipynb) | [ലാബ്](./lessons/6-Other/22-DeepRL/lab/README.md) | | 23 | [മൾട്ടി-ഏജന്റ് സിസ്റ്റങ്ങൾ](./lessons/6-Other/23-MultiagentSystems/README.md) | | | -| VII | **AI നയതന്ത്രം** | | | -| 24 | [AI നയതന്ത്രവും ഉത്തരവാദിത്തമുള്ള AI-യും](./lessons/7-Ethics/README.md) | [Microsoft Learn: ഉത്തരവാദിത്വമുള്ള AI പ്രിൻസിപ്പിൾസ്](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste) | | -| IX | **അധികങ്ങൾ** | | | -| 25 | [മൾട്ടി-മോഡൽ നെറ്റ്‌വർക്കുകൾ, CLIP, VQGAN](./lessons/X-Extras/X1-MultiModal/README.md) | [നോട്ട്‌ബുക്ക്](./lessons/X-Extras/X1-MultiModal/Clip.ipynb) | | +| VII | **AI നൈതികത** | | | +| 24 | [AI നൈതികതയും ഉത്തരവാദിത്വമുള്ള AI യും](./lessons/7-Ethics/README.md) | [Microsoft Learn: ഉത്തരവാദിത്വമുള്ള AI നയം](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste) | | +| IX | **അധികം വിഷയങ്ങൾ** | | | +| 25 | [മൾട്ടി-മോഡൽ നെറ്റ്‌വർക്ക്‌സ്, CLIP, VQGAN](./lessons/X-Extras/X1-MultiModal/README.md) | [നോട്ട്ബുക്ക്](./lessons/X-Extras/X1-MultiModal/Clip.ipynb) | | -## ഓരോ പാഠവും ഉൾപ്പെടുന്നു -* മുൻകൈ വായനാ സാമഗ്രികൾ -* പ്രകൃതമായും ഫ്രെയിമ്വർക്കുകളുമായി (**PyTorch** അല്ലെങ്കിൽ **TensorFlow**) പ്രത്യേകിച്ചുള്ള പ്രവർത്തനക്ഷമമായ Jupyter നോട്ട്‌ബുക്കുകൾ. പ്രവർത്തനക്ഷമമായ നോട്ട്‌ബുക്ക് ഒരു വലിയ സ 이ാങ്കേതിക വീക്ഷണവും ഉൾക്കൊള്ളുന്നു, അതിനാൽ വിഷയം മനസ്സിലാക്കാൻ നിങ്ങൾക്ക് കുറയും ഒരോ പതിപ്പിലും നോട്ട്‌ബുക്ക് (PyTorch അല്ലെങ്കിൽ TensorFlow) കാണേണ്ടതാണ്. -* ചില വിഷയങ്ങൾക്ക് ലഭ്യമാകുന്ന **ലാബുകൾ**, പഠിച്ച സാമഗ്രികൾ ഒരു പ്രത്യേക പ്രശ്‌നത്തിൽ ഉപയോഗിക്കാൻ ശ്രമിക്കുന്ന അവസരം നൽകുന്നു. -* ചില വിഭാഗങ്ങളിൽ [**MS Learn**](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) മോഡ്യൂളുകളിലേക്കുള്ള ലിങ്കുകൾ ഉണ്ട്, അവ ബന്ധപ്പെട്ട വിഷയങ്ങളെ ഉൾക്കൊള്ളുന്നു. +## ഓരോ പാഠവും ഉൾക്കൊള്ളുന്നതും +* മുൻപ് വായിക്കേണ്ട പക്ഷ ചേരുന്ന സംഭരണം +* പ്രവർത്തനക്ഷമമായ Jupyter നോട്ട്ബുക്കുകൾ, സാധാരണയായി ഫ്രെയിംവർക്ക് (**PyTorch** അല്ലെങ്കിൽ **TensorFlow**) നിർബന്ധമായും നിർദ്ദിഷ്‌ടപ്പെടുത്തിയിരിക്കുന്നവ. പ്രവർത്തനക്ഷമമായ നോട്ട്ബുക്കിൽ സിദ്ധാന്തപരമായ ഉള്ളടക്കവും കൂടുതലാണ്, അതിനാൽ വിഷയത്തെ മനസ്സിലാക്കാൻ നിങ്ങൾക്ക് കുറഞ്ഞത് ഒരു പതിപ്പ് (PyTorch ആണെങ്കിൽ അല്ലെങ്കിൽ TensorFlow ആണെങ്കിൽ) നോട്ട്ബുക്ക് വായിക്കേണ്ടതാണ്. +* ചില വിഷയങ്ങൾക്ക് ലഭ്യമായ **ലാബുകൾ**, പഠിച്ച വസ്തുത ഒരു പ്രത്യേക പ്രശ്നത്തിൽ പരീക്ഷിക്കാനുള്ള അവസരം നൽകുന്നു. +* ചില ഭാഗങ്ങളിൽ ബന്ധപ്പെട്ട വിഷയങ്ങളെ ഉൾക്കൊള്ളുന്ന [**MS Learn**](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) മോഡ്യൂളുകളിലേക്ക് ലിങ്കുകൾ കാണാം. -## തുടങ്ങുക +## തുടങ്ങി കാണാം -### 🎯 എഐയിൽ പുതുതായി എത്തിച്ചേർന്നു? ഇവിടെ നിന്ന് ആരംഭിക്കുക! +### 🎯 എ.ഐ.യിൽ പുതിയത്? ഇവിടെതുടങ്ങി കാണൂ! -നിങ്ങൾ എഐയിൽ പൂർണ്ണമായും പുതുതായി എത്തിച്ചേർന്നിട്ടുണ്ടെങ്കിൽ, വേഗത്തിൽ കൈകാര്യം ചെയ്യാവുന്ന ഉദാഹരണങ്ങൾ കാണാൻ, ഞങ്ങളുടെ [**പുതുമുഖത്തിന് അനുയോജ്യമായ ഉദാഹരണങ്ങൾ**](./examples/README.md) പരിശോധിക്കുക! ഇവയിൽ ഉൾപ്പെട്ടിരിക്കുന്നു: +നിങ്ങൾ എ.ഐ.യിൽ പൂർണമായി പുതിയത് ആണെങ്കിൽ, നിബന്ധനാപൂർവമായ, കൈകൊടുക്കുന്ന ഉദാഹരണങ്ങൾക്കായി, ഞങ്ങളുടെ [**ആരംഭക സുഹൃത്തായ ഉദാഹരണങ്ങൾ**](./examples/README.md) നോക്കൂ! ഇവയിൽ ഉൾപ്പെടുന്നു: -- 🌟 **Hello AI World** - നിങ്ങളുടെ ആദ്യ എഐ പ്രോഗ്രാം (പാറ്റേൺ തിരിച്ചറിവ്) -- 🧠 **Simple Neural Network** - നൂൽവലയം പൂർത്തിയാക്കുന്നത് -- 🖼️ **Image Classifier** - വിശദീകരണങ്ങളോടുകൂടിയ ചിത്രവർഗ്ഗീകരണം -- 💬 **Text Sentiment** - പോസിറ്റീവ്/നെഗറ്റീവ് വാചക വിശകലനം +- 🌟 **ഹലോ എ.ഐ. ലോകം** - നിങ്ങളുടെ ആദ്യത്തെ എ.ഐ. പ്രോഗ്രാം (ട്രെന്റ് തിരിച്ചറിവ്) +- 🧠 **സാധാരണ ന്യുറൽ നെറ്റ്‌വർക്ക്** - അതിന്റെ അടിസ്ഥാനത്തിൽ ന്യുറൽ നെറ്റ്‌വർക്ക് നിർമ്മിക്കുക +- 🖼️ **ചിത്രം തരുന്ന വേഗം** - ചിത്രങ്ങളെ വിശദമായ കമന്റുകളോടുകൂടെ വർഗ്ഗീകരിക്കുക +- 💬 **വാചകഭാവം** - പോസിറ്റീവ്/നെഗറ്റീവ് വാചകങ്ങളെ വിശകലനം ചെയ്യുക -ഈ ഉദാഹരണങ്ങൾ പൂർണ്ണ പാഠ്യപദ്ധതിയിൽ ചേർന്നതിന് മുമ്പായി എഐ ആശയങ്ങൾ മനസ്സിലാക്കാൻ സഹായിക്കുന്നു. +ഈ ഉദാഹരണങ്ങൾ മുഴുവൻ പാഠ്യক্রমത്തിൽ ഡൈവ് ചെയ്യുന്നതിന് മുൻപായി എ.ഐ. ആശയങ്ങൾ മനസ്സിലാക്കാൻ സഹായിക്കാൻ രൂപകൽപ്പന ചെയ്‌തതാണ്. -### 📚 പൂർണ്ണ പാഠ്യപദ്ധതി സജ്ജീകരണം +### 📚 പൂർണ പാഠ്യക്രമ ക്രമീകരണം -- sizin-വികസന പരിതസ്ഥിതി സജ്ജീകരിക്കാൻ ഞങ്ങൾ ഒരു [സജ്ജീകരണ പാഠം](./lessons/0-course-setup/setup.md) ഒരുക്കിയിട്ടുണ്ട്. -- അധ്യാപകർക്ക് വേണ്ടി, ഞങ്ങൾ ഒരു [പാഠ്യപദ്ധതി സജ്ജീകരണ പാഠം](./lessons/0-course-setup/for-teachers.md) ഒരുക്കിയിട്ടുണ്ട്! -- [VSCode അല്ലെങ്കിൽ Codespace-ൽ കോഡ് എങ്ങനെ നടത്താം](./lessons/0-course-setup/how-to-run.md) +- നിങ്ങളുടെ ഡെവലപ്പ്മെന്റ് പരിസരം ക്രമീകരിക്കാൻ സഹായിക്കുന്ന [സെറ്റ് അപ് പാഠം](./lessons/0-course-setup/setup.md) ഞങ്ങൾ ഒരുക്കി. - അധ്യാപകർക്ക് വേണ്ടിയും [പാഠ്യക്രമ ക്രമീകരണ പാഠം](./lessons/0-course-setup/for-teachers.md) ഒരുക്കിയിട്ടുണ്ട്! +- VSCode അല്ലെങ്കിൽ Codespace ൽ [കോഡിലേക്ക് പ്രവർത്തിപ്പിക്കുന്നത്](./lessons/0-course-setup/how-to-run.md) -ഇത് പിന്തുടരുക: +ഈ ക്രമീകരണങ്ങൾ പിന്തുടരുക: -ഫോർക്കുചെയ്യുക: ഈ പേജിന്റെ മുകളിൽ വലതു ഭാഗത്തുള്ള "Fork" ബട്ടൺ അമർത്തുക. +റിപ്പോസിറ്ററി ഫോർക്ക് ചെയ്യുക: ഈ പേജിന്റെ മുകളിൽ വലതുവശത്ത് ഉള്ള "Fork" ബട്ടൺ ക്ലിക്ക് ചെയ്യുക. -റിപ്പോസിറ്ററി ക്ലോൺ ചെയ്യുക: `git clone https://github.com/microsoft/AI-For-Beginners.git` +റിപ്പോസിറ്ററി ക്ലോൺ ചെയ്യുക: `git clone https://github.com/microsoft/AI-For-Beginners.git` -ഇപ്പോഴും ഈ റീപ്പോ സ്റ്റാർ (🌟) ചെയ്യാൻ മറക്കരുത്, പിന്നീട് എളുപ്പത്തിൽ കണ്ടെത്താൻ. +അതിനുശേഷം ഈ റിപോയെ സ്റ്റാർ (🌟) ചെയ്യാൻ മറക്കരുത്, ലളിതമായി പിന്നീട് കണ്ടെത്താൻ വേണ്ടി. -## മറ്റു വിദ്യാർത്ഥികളെ കൂടിക്കാഴ്ച ചെയ്യുക +## മറ്റു പഠനക്കാരെ കണ്ടുമുട്ടുക -ഈ കോഴ്സ് നടത്തിയ മറ്റ് പഠിതാക്കളുമായും പരിചയപ്പെടുത്തുന്നതിനും ബന്ധപ്പെടുന്നതിനും, പിന്തുണ ലഭിക്കാനും ഞങ്ങളുടെ [അധികൃത AI Discord സർവറിൽ](https://aka.ms/genai-discord?WT.mc_id=academic-105485-bethanycheum) ചേർന്നു കൂടെ ചർച്ച ചെയ്യുക. +ഈ പാഠ്യം പഠിക്കുന്ന മറ്റു വിദ്യാർത്ഥികളും പരിചയസമ്പന്നരായ ഡെവലപ്പർമാരുമാണ് ചേർന്ന് സംവദിക്കാൻ ഞങ്ങളുടെ [ഔദ്യോഗിക എ.ഐ. Discord സെർവർ](https://aka.ms/genai-discord?WT.mc_id=academic-105485-bethanycheum) ചേർന്നു പോവൂ. പിന്തുണ ലഭിക്കാൻ. -ബില്ഡിങ്ങിന്റെ സമയം നിങ്ങൾക്കു ഉൽപ്പന്ന ഫീഡ്ബാക്ക് അല്ലെങ്കിൽ ചോദ്യങ്ങളുണ്ടെങ്കിൽ, ഞങ്ങളുടെ [Azure AI Foundry Developer Forum](https://aka.ms/foundry/forum) സന്ദർശിക്കുക. +ഉൽപ്പന്നപരമായ അഭിപ്രായങ്ങൾ അല്ലെങ്കിൽ ചോദ്യങ്ങൾ ഉണ്ടെങ്കിൽ ഞങ്ങളുടെ [Azure AI Foundry Developer Forum](https://aka.ms/foundry/forum) സന്ദർശിക്കൂ. -## ക്വിസുകൾ +## Quiz-കൾ -> **ക്വിസുകളെ സംബന്ധിച്ച ഒരു കുറിപ്പ്**: എല്ലാ ക്വിസുകളും etc\quiz-app എന്ന ഫോൾഡറിലുള്ള Quiz-app ഫോൾഡറിൽ അടങ്ങിയിരിക്കുന്നു, അല്ലെങ്കിൽ [ഓൺലൈനിൽ ഇവിടെ](https://ff-quizzes.netlify.app/) ലഭ്യമാണ്. പാഠങ്ങളിൽ നിന്നുമുള്ള ലിങ്കുകൾ ഇവ സെർവറുകളിൽ പ്രവർത്തിപ്പിക്കാവുന്നതാണ്, അഥവാ ലോക്കലായി അല്ലെങ്കിൽ Azure-ലേക്ക് വിന്യസിച്ചുകൊള്ളാം; `quiz-app` ഫോൾഡറിലെ നിർദ്ദേശങ്ങൾ പിന്തുടരുക. ഇവ ക്രമംപ്രകാരം പ്രാദേശികമാക്കപ്പെട്ടുകൊണ്ടിരിക്കുന്നു. +> **Quiz-കൾക്കുറിച്ച് ഒരു കുറിപ്പ്**: എല്ലാ Quiz-കളും etc\quiz-app ഫോൾഡറിൽ Quiz-app-ൽ ഉൾപ്പെട്ടിരിക്കുന്നു, അല്ലെങ്കിൽ [ഓൺലൈൻ ഇവിടെ](https://ff-quizzes.netlify.app/) ലഭ്യമാണ്. അവ പാഠ്യങ്ങളിലുള്ള ലിങ്കുകളിലൂടെ കണക്ട് ചെയ്തിരിക്കുന്നു. Quiz അപ്ലിക്കേഷൻ ലൊക്കൽ ആയി അല്ലെങ്കിൽ Azure-ലേക്ക് ഡിപ്ലോയ് ചെയ്ത് ഓടിക്കാം; നിർദ്ദേശങ്ങൾ `quiz-app` ഫോൾഡറിൽ കാണാം. ഇവ ജൂറേഴ്സ് പ്രാദേശികവത്കരിക്കാൻ പ്രക്രിയയിലാണ്. -## സഹായം ആവശ്യമുണ്ട് +## സഹായം വേണം -നിങ്ങളുടെ സജ്ജീകരണത്തിൽ നിർദ്ദേശങ്ങൾ ഉണ്ടോ, അക്ഷരങ്ങളോ കോഡ് പിശകുകളോ കണ്ടെത്തിച്ചുണ്ടോ? ഒരു ഇഷ്യൂ ഉയർത്തുക അല്ലെങ്കിൽ ഒരു പുൾ റിക്വസ്റ്റ് സൃഷ്ടിക്കുക. +സൂചനകൾ ഉണ്ടോ അല്ലെങ്കിൽ വാക്യവിന്യാസം/കോഡ് പിശകുകൾ കണ്ടിട്ടുണ്ടോ? ഒരു വിഷയമുണ്ടാക്കാമോ അല്ലെങ്കിൽ പുൾ റിക്വസ്റ്റ് സൃഷ്ടിക്കാമോ. -## പ്രത്യേക നന്ദി +## പ്രത്യേക നന്ദി -* **✍️ പ്രധാന എഴുത്തുകാരൻ:** [Dmitry Soshnikov](http://soshnikov.com), PhD +* **✍️ പ്രധാന രചയിതാവ്:** [Dmitry Soshnikov](http://soshnikov.com), PhD * **🔥 എഡിറ്റർ:** [Jen Looper](https://twitter.com/jenlooper), PhD -* **🎨 സ്‌കെച്ച്നോട്ട് ചിത്രകാരി:** [Tomomi Imura](https://twitter.com/girlie_mac) -* **✅ ക്വിസ് സൃഷ്ടിക്കുന്നവർ:** [Lateefah Bello](https://github.com/CinnamonXI), [MLSA](https://studentambassadors.microsoft.com/) -* **🙏 മുഖ്യ സംഭാവകർ:** [Evgenii Pishchik](https://github.com/Pe4enIks) +* **🎨 സ്കെച്ച്നോട്ട് ചിത്രകാരി:** [Tomomi Imura](https://twitter.com/girlie_mac) +* **✅ Quiz സ്രഷ്ടാവ്:** [Lateefah Bello](https://github.com/CinnamonXI), [MLSA](https://studentambassadors.microsoft.com/) +* **🙏 മുഖ്യ സംഭാവകർ:** [Evgenii Pishchik](https://github.com/Pe4enIks) -## മറ്റ് പാഠ്യപദ്ധതികൾ +## മറ്റു പാഠ്യക്രമങ്ങൾ -ഞങ്ങളുടെ ടീം മറ്റു പാഠ്യപദ്ധതികളും നിർമ്മിക്കുന്നു! പരിശോധിക്കുക: +ഞങ്ങളുടെ ടീം മറ്റു പാഠ്യക്രമങ്ങൾ സൃഷ്ടിക്കുന്നു! പരിശോധിക്കൂ: -### LangChain -[![LangChain4j for Beginners](https://img.shields.io/badge/LangChain4j%20for%20Beginners-22C55E?style=for-the-badge&&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchain4j-for-beginners) -[![LangChain.js for Beginners](https://img.shields.io/badge/LangChain.js%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchainjs-for-beginners?WT.mc_id=m365-94501-dwahlin) -[![LangChain for Beginners](https://img.shields.io/badge/LangChain%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://github.com/microsoft/langchain-for-beginners?WT.mc_id=m365-94501-dwahlin) ---- +### LangChain +[![LangChain4j for Beginners](https://img.shields.io/badge/LangChain4j%20for%20Beginners-22C55E?style=for-the-badge&&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchain4j-for-beginners) +[![LangChain.js for Beginners](https://img.shields.io/badge/LangChain.js%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchainjs-for-beginners?WT.mc_id=m365-94501-dwahlin) +[![LangChain for Beginners](https://img.shields.io/badge/LangChain%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://github.com/microsoft/langchain-for-beginners?WT.mc_id=m365-94501-dwahlin) +--- -### Azure / Edge / MCP / Agents -[![AZD for Beginners](https://img.shields.io/badge/AZD%20for%20Beginners-0078D4?style=for-the-badge&labelColor=E5E7EB&color=0078D4)](https://github.com/microsoft/AZD-for-beginners?WT.mc_id=academic-105485-koreyst) -[![Edge AI for Beginners](https://img.shields.io/badge/Edge%20AI%20for%20Beginners-00B8E4?style=for-the-badge&labelColor=E5E7EB&color=00B8E4)](https://github.com/microsoft/edgeai-for-beginners?WT.mc_id=academic-105485-koreyst) -[![MCP for Beginners](https://img.shields.io/badge/MCP%20for%20Beginners-009688?style=for-the-badge&labelColor=E5E7EB&color=009688)](https://github.com/microsoft/mcp-for-beginners?WT.mc_id=academic-105485-koreyst) -[![AI Agents for Beginners](https://img.shields.io/badge/AI%20Agents%20for%20Beginners-00C49A?style=for-the-badge&labelColor=E5E7EB&color=00C49A)](https://github.com/microsoft/ai-agents-for-beginners?WT.mc_id=academic-105485-koreyst) +### Azure / Edge / MCP / Agents +[![AZD for Beginners](https://img.shields.io/badge/AZD%20for%20Beginners-0078D4?style=for-the-badge&labelColor=E5E7EB&color=0078D4)](https://github.com/microsoft/AZD-for-beginners?WT.mc_id=academic-105485-koreyst) +[![Edge AI for Beginners](https://img.shields.io/badge/Edge%20AI%20for%20Beginners-00B8E4?style=for-the-badge&labelColor=E5E7EB&color=00B8E4)](https://github.com/microsoft/edgeai-for-beginners?WT.mc_id=academic-105485-koreyst) +[![MCP for Beginners](https://img.shields.io/badge/MCP%20for%20Beginners-009688?style=for-the-badge&labelColor=E5E7EB&color=009688)](https://github.com/microsoft/mcp-for-beginners?WT.mc_id=academic-105485-koreyst) +[![AI Agents for Beginners](https://img.shields.io/badge/AI%20Agents%20for%20Beginners-00C49A?style=for-the-badge&labelColor=E5E7EB&color=00C49A)](https://github.com/microsoft/ai-agents-for-beginners?WT.mc_id=academic-105485-koreyst) ---- +--- -### Generative AI Series -[![Generative AI for Beginners](https://img.shields.io/badge/Generative%20AI%20for%20Beginners-8B5CF6?style=for-the-badge&labelColor=E5E7EB&color=8B5CF6)](https://github.com/microsoft/generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) -[![Generative AI (.NET)](https://img.shields.io/badge/Generative%20AI%20(.NET)-9333EA?style=for-the-badge&labelColor=E5E7EB&color=9333EA)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst) -[![Generative AI (Java)](https://img.shields.io/badge/Generative%20AI%20(Java)-C084FC?style=for-the-badge&labelColor=E5E7EB&color=C084FC)](https://github.com/microsoft/generative-ai-for-beginners-java?WT.mc_id=academic-105485-koreyst) -[![Generative AI (JavaScript)](https://img.shields.io/badge/Generative%20AI%20(JavaScript)-E879F9?style=for-the-badge&labelColor=E5E7EB&color=E879F9)](https://github.com/microsoft/generative-ai-with-javascript?WT.mc_id=academic-105485-koreyst) +### റെനറേറ്റീവ് എ.ഐ. സീരീസ് +[![Generative AI for Beginners](https://img.shields.io/badge/Generative%20AI%20for%20Beginners-8B5CF6?style=for-the-badge&labelColor=E5E7EB&color=8B5CF6)](https://github.com/microsoft/generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) +[![Generative AI (.NET)](https://img.shields.io/badge/Generative%20AI%20(.NET)-9333EA?style=for-the-badge&labelColor=E5E7EB&color=9333EA)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst) +[![Generative AI (Java)](https://img.shields.io/badge/Generative%20AI%20(Java)-C084FC?style=for-the-badge&labelColor=E5E7EB&color=C084FC)](https://github.com/microsoft/generative-ai-for-beginners-java?WT.mc_id=academic-105485-koreyst) +[![Generative AI (JavaScript)](https://img.shields.io/badge/Generative%20AI%20(JavaScript)-E879F9?style=for-the-badge&labelColor=E5E7EB&color=E879F9)](https://github.com/microsoft/generative-ai-with-javascript?WT.mc_id=academic-105485-koreyst) ---- +--- -### Core Learning -[![ML for Beginners](https://img.shields.io/badge/ML%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=22C55E)](https://aka.ms/ml-beginners?WT.mc_id=academic-105485-koreyst) -[![Data Science for Beginners](https://img.shields.io/badge/Data%20Science%20for%20Beginners-84CC16?style=for-the-badge&labelColor=E5E7EB&color=84CC16)](https://aka.ms/datascience-beginners?WT.mc_id=academic-105485-koreyst) -[![AI for Beginners](https://img.shields.io/badge/AI%20for%20Beginners-A3E635?style=for-the-badge&labelColor=E5E7EB&color=A3E635)](https://aka.ms/ai-beginners?WT.mc_id=academic-105485-koreyst) -[![Cybersecurity for Beginners](https://img.shields.io/badge/Cybersecurity%20for%20Beginners-F97316?style=for-the-badge&labelColor=E5E7EB&color=F97316)](https://github.com/microsoft/Security-101?WT.mc_id=academic-96948-sayoung) -[![Web Dev for Beginners](https://img.shields.io/badge/Web%20Dev%20for%20Beginners-EC4899?style=for-the-badge&labelColor=E5E7EB&color=EC4899)](https://aka.ms/webdev-beginners?WT.mc_id=academic-105485-koreyst) -[![IoT for Beginners](https://img.shields.io/badge/IoT%20for%20Beginners-14B8A6?style=for-the-badge&labelColor=E5E7EB&color=14B8A6)](https://aka.ms/iot-beginners?WT.mc_id=academic-105485-koreyst) -[![XR Development for Beginners](https://img.shields.io/badge/XR%20Development%20for%20Beginners-38BDF8?style=for-the-badge&labelColor=E5E7EB&color=38BDF8)](https://github.com/microsoft/xr-development-for-beginners?WT.mc_id=academic-105485-koreyst) +### കോർ പഠനം +[![ML for Beginners](https://img.shields.io/badge/ML%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=22C55E)](https://aka.ms/ml-beginners?WT.mc_id=academic-105485-koreyst) +[![Data Science for Beginners](https://img.shields.io/badge/Data%20Science%20for%20Beginners-84CC16?style=for-the-badge&labelColor=E5E7EB&color=84CC16)](https://aka.ms/datascience-beginners?WT.mc_id=academic-105485-koreyst) +[![AI for Beginners](https://img.shields.io/badge/AI%20for%20Beginners-A3E635?style=for-the-badge&labelColor=E5E7EB&color=A3E635)](https://aka.ms/ai-beginners?WT.mc_id=academic-105485-koreyst) +[![Cybersecurity for Beginners](https://img.shields.io/badge/Cybersecurity%20for%20Beginners-F97316?style=for-the-badge&labelColor=E5E7EB&color=F97316)](https://github.com/microsoft/Security-101?WT.mc_id=academic-96948-sayoung) +[![Web Dev for Beginners](https://img.shields.io/badge/Web%20Dev%20for%20Beginners-EC4899?style=for-the-badge&labelColor=E5E7EB&color=EC4899)](https://aka.ms/webdev-beginners?WT.mc_id=academic-105485-koreyst) +[![IoT for Beginners](https://img.shields.io/badge/IoT%20for%20Beginners-14B8A6?style=for-the-badge&labelColor=E5E7EB&color=14B8A6)](https://aka.ms/iot-beginners?WT.mc_id=academic-105485-koreyst) +[![XR Development for Beginners](https://img.shields.io/badge/XR%20Development%20for%20Beginners-38BDF8?style=for-the-badge&labelColor=E5E7EB&color=38BDF8)](https://github.com/microsoft/xr-development-for-beginners?WT.mc_id=academic-105485-koreyst) ---- +--- -### Copilot Series -[![Copilot for AI Paired Programming](https://img.shields.io/badge/Copilot%20for%20AI%20Paired%20Programming-FACC15?style=for-the-badge&labelColor=E5E7EB&color=FACC15)](https://aka.ms/GitHubCopilotAI?WT.mc_id=academic-105485-koreyst) -[![Copilot for C#/.NET](https://img.shields.io/badge/Copilot%20for%20C%23/.NET-FBBF24?style=for-the-badge&labelColor=E5E7EB&color=FBBF24)](https://github.com/microsoft/mastering-github-copilot-for-dotnet-csharp-developers?WT.mc_id=academic-105485-koreyst) -[![Copilot Adventure](https://img.shields.io/badge/Copilot%20Adventure-FDE68A?style=for-the-badge&labelColor=E5E7EB&color=FDE68A)](https://github.com/microsoft/CopilotAdventures?WT.mc_id=academic-105485-koreyst) - +### കോപിലോട്ട് സീരീസ് +[![Copilot for AI Paired Programming](https://img.shields.io/badge/Copilot%20for%20AI%20Paired%20Programming-FACC15?style=for-the-badge&labelColor=E5E7EB&color=FACC15)](https://aka.ms/GitHubCopilotAI?WT.mc_id=academic-105485-koreyst) +[![Copilot for C#/.NET](https://img.shields.io/badge/Copilot%20for%20C%23/.NET-FBBF24?style=for-the-badge&labelColor=E5E7EB&color=FBBF24)](https://github.com/microsoft/mastering-github-copilot-for-dotnet-csharp-developers?WT.mc_id=academic-105485-koreyst) +[![Copilot Adventure](https://img.shields.io/badge/Copilot%20Adventure-FDE68A?style=for-the-badge&labelColor=E5E7EB&color=FDE68A)](https://github.com/microsoft/CopilotAdventures?WT.mc_id=academic-105485-koreyst) + -## സഹായം ലഭിക്കുക +## സഹായം കിട്ടാൻ -എഐ ആപ്പുകൾ നിർമ്മിക്കുന്നതിനിടെ നിങ്ങൾക്ക് തടസ്സപ്പെടുകയോ ചോദ്യങ്ങളുണ്ടാകുകയോ ചെയ്താല്ലോ, MCP-ബিষയത്തിൽ അനുഭവം ഉള്ള മറ്റ് പഠിതാക്കളും ഡെവലപ്പർമാരുമായുള്ള ചർച്ചകളിൽ ചേർന്ന് സഹായം തേടാം. ചോദ്യങ്ങൾ സ്വാഗതാർഹമാണ്, അറിവ് സ്വതന്ത്രമായി പങ്കുവെക്കപ്പെടുന്ന ഒരു പിന്തുണാ സമൂഹമാണ് ഇത്. +നിങ്ങൾ തടസ്സപ്പെട്ടാൽ അല്ലെങ്കിൽ AI ആപ്പുകൾ നിർമ്മിക്കുന്നതുമായി ബന്ധപ്പെട്ട ചോദ്യങ്ങൾ ഉള്ളപ്പോൾ. MCP-ക്കുറിച്ചുള്ള ചർച്ചകളിൽ മറ്റ് പഠനക്കാരും പരിചയസമ്പന്നരായ ഡെവലപ്പർമാരും ചേർന്ന് ചർച്ച ചെയ്യൂ. ചോദ്യങ്ങൾ സ്വാഗതമാണ്, അറിവ് സ്വതന്ത്രമായി പങ്കിട്ടു കൂടും. -[![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG) +[![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG) -ബില്ഡിങ്ങിൽ ഉൽപ്പന്ന ഫീഡ്ബാക്ക് അല്ലെങ്കിൽ പിശകുകൾ ഉണ്ടെങ്കിൽ സന്ദർശിക്കുക: +നിങ്ങൾക്ക് ഉൽപ്പന്ന പ്രതികരണങ്ങൾ അല്ലെങ്കിൽ പ്രശ്നങ്ങൾ ഉണ്ടെങ്കിൽ സന്ദർശിക്കൂ: [![Microsoft Foundry Developer Forum](https://img.shields.io/badge/GitHub-Microsoft_Foundry_Developer_Forum-blue?style=for-the-badge&logo=github&color=000000&logoColor=fff)](https://aka.ms/foundry/forum) --- -**അസ്വീകാരം**: -ഈ രേഖ [Co-op Translator](https://github.com/Azure/co-op-translator) എന്ന AI വിവർത്തനസേവനം ഉപയോഗിച്ച് വിവർത്തനം ചെയ്തതാണ്. കൃത്യതയ്ക്കായി努ചെയ്യുമ്പോഴും, സ്വയമേൽക്കപ്പെട്ട വിവർത്തനങ്ങളിൽ പിശകുകൾ അല്ലെങ്കിൽ തെറ്റുകൾ ഉണ്ടാകാമെന്നത് മനസിലാക്കുക. സാദ്ധ്യമായ ഏറ്റവും വിശ്വാസപ്രദമായ ഉറവിടം അതിന്റെ മാതൃഭാഷയിലുള്ള പ്രാഥമികരേഖ തന്നെയാണ്. നിർണ്ണായക വിവരങ്ങൾക്ക് പ്രൊഫഷണൽ മനുഷ്യ വിവർത്തനം ശുപാർശ ചെയ്യപ്പെടുന്നു. ഈ വിവർത്തനത്തിന്റെ ഉപയോഗത്തിലുണ്ടാകുന്ന ധാരാളം തെറ്റു വുമറകളും തെറ്റിദ്ധാരണകളും സംബന്ധിച്ച് ഞങ്ങളുടെ പക്ഷം ഉത്തരവാദിത്വം ഏറ്റെടുക്കുന്നില്ല. +**പരാമർശം**: +ഈ രേഖ AI പരിഭാഷ സേവനം [Co-op Translator](https://github.com/Azure/co-op-translator) ഉപയോഗിച്ച് വിവർത്തനം ചെയ്തതാണ്. ഞങ്ങൾ കൃത്യമായ നിപുണതയ്ക്ക് ശ്രമിക്കുന്നുവെങ്കിലും, ഓട്ടോമേറ്റഡ് പരിഭാഷകളിൽ പിശകുകളോ അപൂർണമതങ്ങളോ ഉണ്ടാകാമെന്ന് ദയവായി ശ്രദ്ധിക്കുക. അതിന്റെ സ്വന്തം ഭാഷയിലുള്ള യഥാർത്ഥ രേഖ ഔദ്യോഗിക സ്രോതസ്സായി പരിഗണിക്കപ്പെടണം. നിർണ്ണായക വിവരങ്ങൾക്കായി പ്രൊഫഷണൽ മനുഷ്യ പരിഭാഷ ശിപാർശ ചെയ്‌തിരിക്കുന്നു. ഈ പരിഭാഷ ഉപയോഗിക്കുന്നതിൽ നിന്നു ഉണ്ടാകുന്നയാതൊരു തെറ്റിദ്ധാരണകൾക്കോ തെറ്റുപ്രത്യാഖ്യാനങ്ങൾക്കോ ഞങ്ങൾ ഉത്തരവാദികളല്ല. \ No newline at end of file

      (Vg$~9;ugO_ZnZ^~gR*~bR~e~80GH+6B9?Lv$oQw2GKj1UHTbsHLxv&#!J z21Zj5F+9pz=F4RH+R_tU`Nd_8!VAYSMTt2g{Oam!TD|Smj82w7v;^F%&U+#neRi^+ z;Xi^A(YR;y&|T9qSNa}qBl~vp%gDg0wnsO#j+-(gH%e1tV*5T;d0l!6*U-reu}(Qf z{>?1{KumAB*t57il?kP}WR!ZOOdd6T&%qu_i+D!vm2to;b#aB9PQBuO}&7vdj^tS~ccl&0lyW+S82Bc4Dzyi|OjG z5V+@botl^<<(6q%n)32h_KBdnBX4iWSxtwjdCsm_ZbPh z59QTd`gEUckj&dZY{!)<8BiSqO3y2~`q6n#;$KFNW`#b$HkjI0+CoTa<)DrZojAL$ z+jos+ECPF;QuO*j1B{Jp9CP1@RRhK0cbc+b@p-km2#;!|RCqsL*-k>MbPW9@I8Fv3 z=sIF)qO}_ha|K+L-@@7wzo zX^*3c1X|Yzf|KkB)%LX&E)8*kZ!Ij(GLEFS;Aq*Q$S_O~Xz1(b36%#Pv!8Dh9xV)C zN_~TEkcqlpA4GAwI%NZ_GF0I z4&T#JipHv8@zC!{Ch-+l)aTa4O-t>K@w~9@SP)bejFVG!#g`)jV{ekaqN5~R z^<^9$;AfS(1eJ9q%_0?J6F_wn!1Sc{LTX%f>*nCD;+Kf;i7gFHI5F9VWa<_Mc4XaD zd@IJ+a@PoH1xEZYwRiGWP8Cn;EY* z;!Vi_?y4zJ``nk#8u!!?7WZ(){Od>& zlK8{v)?cl;odfX3Y22pZVfgGKZ9j3}mK2Awid82%wM4i4uWhN$qvtwlcj-tLmo!*j zbaq9L6BIGFAeEV^qGBFFs8e|OmPu{u)iLOGxD@*W-U=q}L&$!o$`VyOW~z~iuCy!) z7}`NL0vhi8z92>7R{Ko(WJB%SVI-=n%Qk#vEW}wLlu2n=lqlo~l4cl>>P&aKe0k?g z2Ul+apvX@T)cJPFv1PDT$)eZrVM2TB;-rxkbp;P({giQD>G9{CFdbdI27@6z57P3= zs{S%C9ST2|Ni$Y)(W%e*IZ8xXNt7+&AlsM;H*2tDZ_Fpz4X>t;;(FTwO6sIib^=CN~qAxHne@4HF9T8kCaj3ULBqQ z+(d-MyDbrL&X#F{zP)eiSk!2`0Ptm%1H^uAxf4e)_g$xQQ?zyREKtU-AeoBHP=>Un z((r}){08&KB=ZZE_H-;H_AjNUiwa-e+x=1@)n=94cKn*!x#sT{sH?)6RL6oK+p6A$ zgl1^;&Ski|qN^3sOzeyzX2&#Y{asr_& zTD6IA3$xb}Zi~R?$#Q5Z=C*)GG{%75q4uN1H03%mLm5#jsWxA0Q=0~&;#z)L(k?Xt=>c1Vjo`oglpui;S@jxkz;{&LG|x1;Yeupd*q0<0YHl` zF%sa=Th#7tI_E;rQ^w}=#>D@*Mlmt9|}B1TX7A9)zM zBMOy@Ay#C&doM<&#hlIl|5$O{2l`BWu>IAXEuqJRoQe9h$u7)7PQkWGbEOYZc4#ow zK4w000VpBVFd(bur#cvex!VGAnPuX=~s1MLSY`uo4QzvKjqhU z&m*A9o}r7e6_n~3YDPXNEDKZOyM!Ok1g+JI+E)rs1C5eB%Ke6b#p)b{uP05lB5m}c zv~AXd{^anGS0!$MeF%wuzcla%{)V%3JPA+`bqbZYqg|S&$T_AasADzO z5R3%Rebi%&fBj2@l&&O2Mjf$dZkHugbEn?aQN+3twY8@(E+pAaZq;eBu^bt`|2jNU z$c94(qs!N}D^Y7J06`ChqBK|SZx?k|{9IaQ26NVs6H#_|h`2EBlETlT!cLQ6COpcR zu#XDKRsPz#rd$qDgS@>upK^oFFAsJh3F6WMH?X`T6Ul(yow!j`&4s=3IWm};u6=Gu z3V%cc*#Gi^h=-(c=yR^jiW3Wa8xST<-pY&g&8)DOSwO{voE}Q@?=*?!$HP z?e0kyFJv|e+UkGI_{+HO;Q0GVTOP(ukwpR+32Q>yGr`tb&YQfo#83N{gkKDs{X5i` zQTulW0oTJ!mTRfLeq&iexi`A%Rh>_Lrq(Lsp|N)K;`#_SI*7TXme#CKFpU}y3rR7A z&WEy-4+SejY2v!D@4xLDl398CbV$j8^7WQ0hiATPw_KsYf1wp)OSX5P`bZy1BM!SL z?FpE^V*IByhE*p&Njd9L6&D>^=V7Lrb$r2rv}>-un>`vX-kjI#L+>L`W8zxX!g}Q8 z@pXHkZgKLx@U~z94|MfM6%}bX1C|?{O$itFD8RxMwg$pT~>=b>uD}(G!H&HdIqf6EgF{$uMBUG z(6N1OCCx^G=c9lLru=z(%#vIIqpJUgOO|i6a)gu~cs3)VpcldwMyPiP8l$%Cx2%nT We;cV7t-=wxKmyt2bN~PV0002}2VyM% literal 0 HcmV?d00001 diff --git a/translated_images/km/knowledge-spectrum.b60df631852c0217.webp b/translated_images/km/knowledge-spectrum.b60df631852c0217.webp new file mode 100644 index 0000000000000000000000000000000000000000..4a2c75ccc954efb623862aee9b2583f45f1f837a GIT binary patch literal 67000 zcmd3O1z25KvNi7R5Zr>hJHg#ugA?3c0t9!06WraM5Zr?XcMlH1?fxX`>F()H=5^1^ zd*7e$lJ9cQJ?HG&yY{M8tLmUAAu3u44h*Cw@1PiSs2L1MP+DG` z6AB0jm_D;G0*#}22tMUHComZ5pp`(vZhfr1`EA0X8L+p#WiXULBqN+i=wfl60C{% z@TA*5)YV}VdI_J)2g8AR7O$#BgaJfVF}dP{@tr|>+ag6T`0x9C{`{Je;4O}*c$+xG z(;HW-tt-;6=H;1nLI5ZeKW9`h|MU01f3kRXco(-Q(#nnpb)UF{12`oBoMw!+<#p13 zd;9d;pI+c^k<#hkJzI#c8Bd%EBcUhS(LfXM0|Z?U=S zD8SQ;A`(!n*#3RYWq0Rx77{-=>D!g07)=et=3aCGw^j##J@e_s@cWUzjaWkbXPZ~x zn%csP)$CYlq1k(WoA)aH{fYy>ujkVVY3|;&US%WQ^4XA)wOLt{kp&)ZNy7Z|Wu9hY zMRI8Mhvt0!kZS(cj>-ic5Hp`8KGpAc{w$nD-HMZMowBIn`!Ij|-{vCcc&&x!$wZ;n zxDlmY=93zw-;RE>>6c$^-dH^Iu=w*_v_RYfj9iM^zYeDzJ-UJ~_j%QAF6q-xcY`Kj z>c*FlF|}VkW(d`RN7~8&ZTLLjDoXPL#j2;>@ zNBsnbp+9RN1#{-`K%y|3zTFWZHt{=w3+|RiN(YWf!fxKDM`adrd3Z+#O?@vLqvKH^ z@j}UHMwh}Qa<5scXIMeUr6>tJ+ky_GM!<2T$3WGryg_>yX5=CvOoO;-+K*9+bVifG zBx0RQs<%`@+jJla#Lt2TM@hgoLd1}2x2(ca8occyK7x{{p}v!mY;#(bBR_Dyd9b(j zfEA^5`}$@>yWe%leI@EzyU`2p8kDFSy4X^++EAP(Kg?4-L$es?y4s(#i*=ol2#hOr_&!rDI>E zD_f;?W|XvX3xFVpO>H`?8}*U*0+StL=Mdryd-(Y-BvSePHP{D66{S<(zAsE3R7am( z-*3qQ<0!F!n@Nx0Ml-TH2=u;{2EkHdg4UPrp|NE|uldk}CJl^8;Q}uL9km|1_Fth6iiS8O88OS~P>21HQK} z1O2GNN;UDC6PNjHY6&KS^<7ktt?k|Wf5eUr{&1-WnD&3#w||IrS9JGk`3DrwzU|hP zTRB)SL$S%~sWkEn9Z9Ntx{&j!E5R!vSVujx+~0vM?z2B!GmIlKHnLiz#Rg9z?3Y6g zM&n9)l`6jrJnbJ?M}qA4MrU!pqJb28!5*i`-l)F&uh?L;(T>tx-}xQP{xHyg{HiAc z4D`e)2<0E1IE4`8J7B7P#1=3ESXWadu;r!Q-^WYhQnpYd``j~Ta{0o4t$M*ndz`#)fp2?Snpn zkD~y+2cH4NQ*TaQ{u{tG|30tkBmG6^neX~; ze69g2J}zGMKDhwUyVN_tS=0{yiqA)%=!d4qH2~lQ^7`rv;0wXB&!Err;{yQjc)Zkp z!2j6|?BVK>{t@w<0EmBpzsjcpfcn@6V88ilCIEv!9uV`W^gs`wKVJa=F7Ms%bM9U4 z0cY*I?blB?0ssupNp3LDeJ(PV`A2-#0F+N3RV=kX09^Q+mwPg*^-g{GJL~g+_sC-z z*I8nskaNRbBS;Oq%}MY{B(P3##QTCLM0rI2|38R|M1@6qyBMWp{n^+8EJG`1&uWRL zOg|1?(3R7l`{uw+_to_OvW3bwEqU>!C|=fLMezj!upy9DX6(pE88??6EU6O&8#JmR zPe&RYtLyya%K9(ZjuKQWB`%uq^Oq(Dr=j^8NTwE=H8eY(Pj9+M@B}C-{MXll(jKXd zm_JVvYHE`x>=WaB^1I{)zy>U=i!tU2LUf=KMQgQpgKd;()p=~kU3=Fu=UODfNyJ6(F8!3sN6W>AR zE~@OPfsh(*v7^e43R=Edz6KLcOKXsI``I=H72|sHH=$Nv>dC|u;DzgS z@b%Fc+i*p~p~&Bydb-iIwiEA}BF+hU@hopAVOQg$owyTCKdtdEn%FDjtj!$atbR!m~9xR|xKTeyeT#O;;=9XTm7TUfC*dy#gLI z)N&sH`eR}eK8Rlfdn&h{pK?PSQ%wN1yJxo^9po2s^!F;8jd^_Z-Y7WA3xm5@7V7`) zEsP#V)CI?9wKHSaXB5x|LgyNmata^u7zxy9pD4ZN?Y^xkh<~i-Zhk_# z^-d^atM1bq;x9^MS^Ypj5d@*b9;yLv6q)&Eo}KX+)_!?87I*F311Vg^GO6J$|Pfr>Mf;mAF0y7>g72Kx@$e|aK_YiSTS z?@q&@Y~)vbE5YPm$M{BDw;e(-BOZXAx@%jm5CF#dUJ}>^D@!H1zIfxdF+ohmv#bGK z;JBhFu}=lx3%I3&AHp16=(?Dmn|HdsE(!HwEmDmVzN zWwKvoUUd)ozm2fe{FRg{rT@nPJxQi{JRP`4c@rsr zMqEY|BgHI!GOquK^a#}Xc?4ImTKw?FWMvGwn3T+54!iUIIzv|uD+C<*{|l6=^zlQU zYSoWfgYG;_t1p9bQxCr}F0483=26jqWbV(lwv!O}5Ln$D+Rxmrbx~1PE`Z5((nbP2 zG>!qVm7lgjiQ)6VLOdf9#4KzZFUkymOk|bB65qZKRUorWOii+=8h8g0MF(v`2J2kK zVq5u*gQdDiQLF!mQSRIG%6ubw)@XdSF^2gB`9_Lw3!hjVKS5NBgM<~x3dW}Uzc`y} zNiPI=xi5bEXG8lD0gvQn2`-iS@uCIk0W- z`;9-zb_k*|J9)u%zM|+jUxUl9l{TaFl5%%y^bAI!j${o&j!bHp^0c8I(QF0!*>3r< zjZc|LPUOgQT%{kcrW*t}N2P>SusSyKWOl4OBUi5kdn<+^BTG!^K>OF-7Lg{agm(dN zEBLZ|{7rxcsU@p$yOA?F-Q;YSup%!(i)4Y!3H~Cams3iQec05p7pkUcoazo;-zmsj z-1ZkE+XWe1uKmex^+8ImikIueJ>R@`FBXCL&@XOI%Matf3^=-kWAxQhyhn%fqBT%O z6ShTfN27f^!hpj}ZCrW3qV=N1JgW}|gA!u?A%~WCobO7K+JK@&0*+Slzv*D8{hNvof-P0(GHM;}YW6KM-qDW{4i=Z71y-@$4`*CobVoH6dG2T`%9z zW-Zoxv?MnxX{1FZrpx5M=HePl{7qG~!OM6CGW0w$I2)ca4GR!0b8E@+WB%lDW$>VS zM2tP#buYzb%S&924MnsTVIRJlxqObO@T(*JMb;4B_@-F* zmu&6{3n)!qbbFtuL6)CM@+182cn8*}R|FfY66@EA@BqPH*|v^!vWT%x|24M0c!FHZzl zo85slmeYrjZppByfaG5yyd$>P3Z8={W6{~a=bwIDad}oP8cims<=8Y#Q*48`54Nz= zpSMwCylU^8Ms@=nA5;rNzy;6LqZi!K=UGa0{Q3oF_6qG-@CS%Rj<=9cF824>o-k*= z&(ogl`N|JC&fjPMDVj_hDCI%aEcKg$iw^ngmMiY{AT9NZqn>BQCR{bB&wDmSTMxZlXk&K;@-q_k zKXSIG91+AIs^0C(9m-pE7e~1C+#_(#p-Bu-1cL4!3Ww%KI?Q(gVteN9?qF>T+@}JWp46+%D4Uvam*7{coA0TF+CmF>~qdBl3FG`&w zb}rW|XUcS7D*Aq9*rhpiifjB-ga&MlJ8cg3XbV!(akP+1ofT;Cnc@ENvnv=E5-e{f zxiaWJ3_T2{xOrX^X2ykEx4XS7@at~2tVB3R7&3Y;LjT4i@{G}r?Z`aiBjpo?jP7rg ztNB!zhm*|l#gRy@G;uUT*)O8!rO7-KUg3klJ!X>Ql{TjLN$1LW12S|-1|s<}EM#_( zjIv^JeV|fpqL!2ee4@8`^{tZWmr%n2E`;*wpD@$^aZ;bQp(d8_Q0lFEG>%E2=qm&4 zauRM^U+^Bfw-Ax!x`v?8>Gp&k0yb>s+S-+i+tsBNN;?L+X}~>;#Dbi)^19WUfj2{@ zrD<5gLh6Owi8wyh=uf5f=aPzA!M+#%UXq|wPp;6JXf6vTbC|kfPF1tcR=>=RFw!$s zm3@1rtc~^wfxah9j=rilt~x&evXEpT9RHJr{|wuAgOaV;hcx@k8t5v=+sHSlLXvXW~7qD#XrkE|j%fs2f#3Gl61=N(C11Qsqz<~ z82v9IYJ+3x7scO6r4^dr(?%HWY*o|mC>K25m-juT|MwC0$0_SC zl$4>s0D#!xo+iQZ9(N%bn!W&O1T9J%bx-z5Dc=ug{gz~7A*%~1y)WbtnTm-!HrSaV z&iI@9`RG$LaUwOkn~RqDz7>C>$IoCM+dY(Cj^)xND_PzJOA`|e@DnBrb=~!dacAOK z8rwz(imFAQf>^y)?5LIx{0OY?hE|S@S1LpD0p>fxbuRsqP!K%)-5Kj406qtu&W>-n zL>rQAk5J-`c#y8oo=;aZ3SU-Bll;m7e@f$%lz0J_m*k<>xsByyR>B$UiARXOBX$6l z4V@$iA##NFeSNXb%3M>2Qtqp)+Gaf03A&rl)kBSiN|J8?6^71L%rLIJ!cRpBF*Hwv z#=69XQnZ-lphGQg8-g9-WoU(X38?O+>@l;?DI`O6*K@DxqMz(kMRq(O{C3t~DP^Ft zN*tMb?gU{#&&WlZy4u=Y9O&Au0pZxwJX=umfQp6s*emlXc>`af`5XKBi7ZHr+ha4A zCH6&-ialG$7AzezhB*h~#MKg%o`k4RTK>ct;($3#xO`b1TjrKxoQd{@J?Or{teB_r zqgc`Jn31e5WOfqc{OfEgDDX`T-r?5;i<|f}vR=?KzV=G-AjYf(`tYMIrv6hJ#qvbf zXWt{+Um`OS@be$0lioG}OKZ>)WE^I%&lHo{MUwFWol+j^8~Jl=RlYR@wEu%e{HPMt znMij=F#Elv=f2k`xxb#|tICCyRDJp`bY)JGua3@4#}LRuOs=p6yOW`Prd!C*hf;?Ydmg&*>;Rr-_fMD6!5#4M9B@r|ba1PFdkQ@^`+E z=YAz}_6=*EzB)D-y$Rhkxa)&DDuRotAOkx_5>U|D4rT><$qkZ<>yjHH?k8!ZOHDGB zQiE!nZ+s@)H5j8(&JO)2no9w(>24HRh^clIakp19UfL~z>VG0ieMKmNyUS}Xst~5d zborHxp|{H-3ku^)ixKJB4_<9l)YIN&u&|T62E_e`{f5?sZvxW?m1Egh=ua0J5Je$SnSS}QhXinCJUbJX|>Y5a3G583m&Fi{Y8Q<#HVhP3L>jY zM!4kpq3YBzj?Y^&$avt4ZtY~)N8|M{-~CrS_J_XyhR({6h}C9iRYelDqa7WWR6c@K zH4yoi@5)}=_#?|rW&Su6u~!j}zg|o6X?uQ?Dk2->U4FWc zh&tEVuG}QJP>o2c&&|yC`CnyLR5%15PtLXtILuVtse|&jjTkL(P*|n)Wje0+81|I6was zQLPorgTh;mp+Q;m&8{RZPl3!gv7O@mqDP+=|JKcoThW_;*4a8bk=C zIGE3<@!(H7LC(bP`!yfY8$#dMO%N+S2Gedm@t3D1U5~uFDL0!THK%U`DRvFf8Grw z3|-l5H0a#jYqe|5r;BZcId#%`aAAphFNf(C=-ZIGurl2#ya0Dby?(YfM?S=a=Axu$ z;!Gw<9Gh{PC<_u%h|wwIQ%00i+S!u*sFuc$ieD#%l z#>AjzdJxw?d>BsOrL9zcyyb zZ=b+62E8Qj9KI*$e=h4$2;N9OD`(SgK=^_*>XtMaD`O+1@|I_~%xz1u8P&Lyoe`_f z0$6~}RBB4th|_=z3#dElAQ0+9-RKT_JoVqp?fymOF%}!4)4zu7V6mc(z8J?!ptQN+ zdw-5ek$`)+zHOM%HPvAOURoe|EaNm<-JMp-FGx2c@lSm+-_Qxu{dZkI|B%1_V%8N| zs6T)+dUgI2z8u|W8zVciNX&%o&Sg|aSeS#Wqq}jr`i4kDf&0! zhv)-rZrZznep zmIZ+hgzhJ8asCafuXym#j6`auE*gRLy}m--Z|n4L(%(Ol33Q*~vY+(exsjh*?EJZG z@DsH8JE4_D}zT?&3!o;6!v8TI{WOl^7Lh^b8_gzBy!HDQe$x^?tx8RL)37;L-AgTCxKV)3R$W8^Do z8}FQW88GMW0T!?uEA`f>lx zD8;UNH?q3sSys1cK2Z?nJi+*<#mu0>l$Y5rZCF{J3IV4|(p<#bS|c(roH(A!lL*00 z315_6M2cphvvg(C8MjW2<-`>9$S~}NC8uE;j9HT`34qVmJ`28*2X>}~So`T^>hc4K z%zruY&v&xZ@+e(*l2mR`6#7c}PqJWN$^SXG{#{W1JKN-&-{T{_q8fI9_%W42MmkY* z+xW$wiIG@;%v1kjE%67TC6ZeZZRW>ehqCuuVc--;rgba#CyB-%w%Gq9A^gf~Oi-P_ zYj1y2(a`zipUQLJc96Fd0O5(&|0i?%2QUpQy?H=cFvwzk$m6y}nJ9F;^$~t571)qn5AkLuevTHK1;JUC%~h7CAu)%)6(@F!^di(tteU-zxE z={G0OgUj$>5+fM@9r!a8yuRRmAsnRHLeJ1DrCbChbf+w+G2EGN0`@7 zVmywuT@HkGhV8(zCo)g0G+ZpoM~ht1IRd4o58FPU;#PND_Terd6Ic`X5l7zv@WX0Sl%7EC3Ui zPis62Ls{YOt>dAv{e;ep6^}ssiG@#yeJh3>=-t%P=XXW-UcZ#7zac>o%Rru<70`IE z5o7qk!)7=UeswS6=L&;a3Q#tlUvb|ZJ5LF?5r4z)K~do z>nO3(m>HDN4(vGAJc#G~bYIiJKU2;FYik8SWzw)$0n5L8kv7xfJV%qhC4kM+L`yHy zPnMi#X^VTy28a-lZ+}vHLjQfdQAR{x_AmF}y#6Og3~wn<6*jt{h7ir7o7JG%-u$HY zCPyktIKd?8!`8lWL5oYF116t|!f6*yP4SY~C&e=Q&`*_%;)Ux@t7Pl=9C;(WT&c9hXw8#x&_tvM;_+s)(4F9@0T_U5rcdfDU%U)fU4k zn}<6Xf>ojkS+oJvkl?Wm-Epv%vT;8aXV;B%ATq;JzM?HgRbqD6{SbaG?j4M2AM3W1 z$sv!!4TkWP2BoCs=J)x8pGQ9|q2uIdaMFy<@YLLO%mj8NdB zlWeV~*xf49W6A8u+@@CVvbCxtcI%xM#h^oLX(C0N$7wwJ@E<(QBO;tB;TlNu&$u%F zURay}*W$*RMZ9>MCJ+U^PhfZ_0F;DcEtV$deVpwcsaDP4P!If+v0yQrjRRp?H>Ak- z{)=yp{ZxcL$U^o}OPUZ3;*W(!m@yD+*wZEfdS+X^1QiZ+p^V=@55nPF)1zNjpyl3o zo{=UPVrAHk%aMbqwRaAGiJq^8y;1j0pz2Gy8B!lr5lYeTs#U*3kKbVVUxL&RFgs3d zWUm>B1(6*s@^{osp?2!-*JqAWopncl)bFY@!^Fkf^3+)s`#pE@Ujzxy`HPq+`U5mY zt7eP9`=;%MJSdLq&fTmi}_;9qFgNNvN}f|C0*9PjcRWmlgf*#NvOs=zrxP z(h1Px5q%qj$g4%#_g7r3jSo^D+aI3(4#jW(R9RCr{oTYl{R`L2w5E?Dar`OE!k6Or zK?V){NicBK?{o1Hhp*M+R>$sdmo^8A;dEx-=Nn>ykXT|5L$ZV_t+Y7RS7l~?zo4?$ zB70SNzIIe)qfie4<`Fp*^+KML;2H=t92z*#u5L2OXA!R*grUeRN4}X9eLTAW$|^X6 zW=xUvD{8jI%0z6_4_|tvk@FwEaEyhuKoB~xt3Tif= zGlkqQa)hR1%*OBxH;+nzIvWw%pp&8PhKPvDF#Y;3dN8q+rf`@2-jq!DuAU|9rij1K z=nHZ>Wo`;w8137+d+0t!E6IezzN_H{jd;h$LpX^V;NjU&>@n|lUHQ>t4zm-NtJ$kv zXu!yOIX<>cBGa<-Q;dYCcWKP&gQIO?(*A99VMf{P=LH6mq}4Ci%+<3k6W|!OvRuZ^ zr6AQ@7#ZjD@MTzGyf!JuG0H16;BAGto96Sd_!|9g6iwhf*VSf~+N{8n6*b=NXK8p| z{yDQ3JVy9_x46~=urTQ9hZqxjr4~SX)m-wy2QUa1n z;U)x>Tn)V|lh0W04Lto@AOxRWyqTZ-_S%65I0k?7Fg$L)K#uhK0QEChWdj2mMNOCx zu?J|s$(Nk)`ZbC!_i?-a{i4t;tOfhm3>$O?ZRw{purpC}F(3#Cds0S_TrcZFSqx-3 zF@k1S_@z2x=r@2ZADF+KrmeAhvj|>*4!{w|2;Eo0Q7QLHdDZ+ga+k ztmwGEo+jo{TQ^m>Q1YM?yR*b6RTWk#jzJiu+gY?uKfd9nnRw}=4}#M3ho~;38p7Pe zV6`yjCJ(5KW^NU20m@Mn!&X}Opbt800 zRAjkQM1fK7ndG%Evo(NM@97LoFxeC1QSK_!*1}73aUC955*SjaDkOBd4(u1;waAB0 zMM)qnfQ@Aq>ik}62x`B07Gz-rguLBqkCSNI=7SAcId9PIfX+b!`w_69 z|60#Npn~|=X1x$grq0bldlYoj45;Ut9O4kkAjs8nU!D~4tzjPp1$%t%U}Su6s71x* z{(8!Uq{)*sU6lYcS5DmKcMm6hhdxM6w)^D)F6%)us6z}&sa>JTJ|q6~yTLbddgA3| z`j?FuCCD;w6xJ`=!~p8hAB>*AjvrecJSPKH&xP!9dsZ|7q@itdy6VJ{OI94P*2aWy z4MJ3G9vgzt(UFqo+W9O|=IUOcPPE=_hP?Ow22C>)P1t4F_A|5-d~7nwD%shTq48iA+ts4JG9B(H`C$J=LWguZuw8fRaP)X@VJForiLu7l8#k9E4vPbv(YUpxAjrG92;5jeW0GAB=qKHb-pa6|1cO0Vrwcw zH2WouF2r*IA^`~@s$3{-oV2hMxn{i0JG`h2FldHdAk&I{n-g;+?)Qb-#Ec^ft&W^-_sqh(x1WagA z!qL$Yf3s)<=X5yrG6OKyVQjP$U)h48+bZ6bS%TBWy9Q}qoDMs;h9)3aHvjMoGhX7I z;oGiwohht4uI0x!pTs#(Jn%mF2@@Dv;)3U`n0(fo2szb7CuQ>KU+{okI(!SLb$g|Y zN8{3KQY$b=qd%3&K+Z9|E#CRrFmwR9&f zlV8s1u;$8Zzip+2P)ncX)9b;?R@4KF4=+s=Y-+~Z(CP^kc~y<>&Ph)XFV$fwO+L?8 zVz2LBP^Zi3_^dvXKJ&iI)Uy($N59ulr#bwRyeV$IE9{vAwA>UAp*9 zQcl>qu9NEWp~3l#F(8&#BV6QM@7>OF_F&U>1OoOe{*`!c_C?z*z);#v6)EOwDWf1P(gyhP~zb z2-6A@WpZa6p)9DcNZZLmQ))rj_xg?8*^HM~4yY-Ochk>_DiulrV|yV4!6AfT5Jg;A zjtygg>>ZO_1dGwPDBFtdtWIw(RZk|Q1Olqj8sEIpqRW+#*f=+*p`7fSGHz1Rt)aE$ zgv1UMVpW8RfVqg*IT~TrHueO|>oRQzJuF6osM1#5*G_(ifLT)eV%QV?cFK7#3CE9@ zi`Bbb!x5+?O)woxq!qqE(QV!JS^n}~+w6rqA?l67{z!kqa%^$^Cu~g#nhv`FEIaz0 zvF^BCpTc2${?9c>5b;Ts?V$a@fR6UY9yBGE%1y_O{yE1~lon+9DpqskXNFPk{}+(M+@Z?wU1epH~rQT7tdKf)1*kgVj;l64WW7jE=? zY{?3knTKlwkMFA=Tin=NvN^Tx&5wNEEL-m2G8_d3gP&D}w)_6zbY*x^*Ulk68ly)y zAf(Mx-2rIHYa)8B3W}&*=?D{Vkx)D)zLc>lX0T&`VVXyD{3&b-kbBT)_UouL`7m9T~cVpQgVjV1L|KlLr;es1o_S z$?;Rpg5knkZn&iRD_Mfr$_gGAyf5Ch$-~i*-9n1=-XOrYKtXy*ow`@C3W;PNuDmE~ z0g{R(bmj<)qFT@a?`m8GO|yEQdx_OQx8X029yw$xhv}{U0Oi`s2tuTH0hnU<>0SwP zDnaO<-sG;N$sJld%GQpzwCLN~hd)WPmei-WO0&fAySl`Cv89r1=kRGRadQf{O6?O< zG`K0hp$v1kl4=8c~vXN8I{WYI*bAhYsI6^uof9Nbqa8^5;L8 z*wLN}B$6?~!RjRWMzmIIP5SxW!`u%H$zi2V6dt4B`DKV;NF0KTeLd`VH-CD|c~gJFn}FS=S|M2debrLjyU% zRoG_Y`pocV*!F|aA{)AAMaK>-bON)U=ITA~#5eL99!y85sq-h%a4uSQ_(lo%k?`J* zfynaa07G7g47TnTDMla&y~qKtpj1Z~0#TOcq=46IfgW(~|LlyKO8ed(sI(F$CQS!b zw!MkDiBR5;{=x!cMC@f4-c9J^=t=f1ZE3Ql$GvQKD-B3k$O?NR>wFdUn?gHwj&!P( zsX3oMkWZ&t*9rMhv4lCzOO=&f>ckV(F|dKK*M}=n0i9-b=KYAJqYdntfksI{^{di# z2#1ns{XQ$`0vn5i35jFCk(^Vy7kWN<6q0H53d=%Pat@4D9GDj=+r*{C_^9B$29H zY>q7Ut*wcI1{Nq>4)o6Wq6yb+rz<%M1U(nl(b(=nNez$_Yo@VSu;t0fBy(qiYZy{v zFblkbzfMbwW!MFJc2|NS2^hi^`K85e!6lN80|Z-IJ~3PFU8NMkTmE?LmDl)bJ)bX9 zzy7I4ARs0-Lu+dnQzyGGyK2!6jhQLarwp0VtVoHG_bLx6$|m6-Sd-+PDeXj>+p3l`e%()pm8?7 znqDpB{Imfj=r;flzD2%IQI-}5rlS7w4Vo^UUUz)7$(tUGn&bTkmI(SG$8b;nNaCss zog$C!TByN6OYOU7ZOFj40HyG1i?qSh=9fro`x;mJFL4x^tNCjIysSeHjTP?ClhUr~ z&0@5a>v?guG&N4}X4!y<=>;XPKR`001>f`p)UoK6ERN1|d!2)u;V@oGjlzt7itFli z8`oE)uaaMm7FE}JxCiImi9knX?D6R3$7t%H$+e-m@7+s(Q5Vx$@qp~b=W8Airy&GU z<>+4rUgs&Qaz`K*o$x~O1fnn~IGvvM&{T25d@$d9SmaZIt+Y3is$Uy%gs-91*t)Ex zSl@tSN47!^K}so1i2s}+nj#b{rzHW>gaSHqWx1DUIFh2-Qjpf$wUE!|NRXtkJ^)BX zuuMfHT90G)Qe^a1t)?-8qf-)eDc>%`-Up?M8Gy7}+X?pD@_Qe}mXqFF6Y9a+6AKC? zA;%SB(y_do@mnM`SX?P8RftU5yPKSkfc}Twv z%LwYE?6284(A*+S9dpRA{8Hl~gf4fOyftcmAnyTGaK-be2k5OzTzSabJuS75xA<^f z=741Q3F2xelW2nvv~<7DWpD^Kf_3==Q>4N~&W)s>RVqcqUF!}0e3)YvcVyrq$K!bsUK8%~T7@dm4#@KR}KAWHG zJTnr$!mG$bGWV{(N%&l;eOvRzGZ+XND9y{=-EtPgvrn@Eg?@%rS(i{sle6O*-yAMx|ux@cj2Z|N}NsGXb_ zu=6+_>lr2me6~iEQW(P01;f^JnkYR#w!V;_U{tc)sh~;>u=b;`R*FZ<2vH zqN_2w!LVlYczW(yq9M8`9N9TBj>P!5XC63VjE~{&7|icLw@GKrms9Rj=p>SL`7T9S zp{c|@zjH2j4VUc7+*LSOcvSoKd#ph1p%0#jKDHH188>D?)vD=!N-9GH6KuvA5n@cn zNdZpgDSr9%dYnd%J6J1)LQr|=`AMaD`33AwqrGD)E+~|Jhna7rCh8AxRH$YS^j;Fq zo?N)B7c@>t5Jck<%Z+B_!)EhTD2yFv5+8#IHFTRSs;iL%7rLm2&dpb_rNF(6Pr1RH zK;LaRbwK5gq8`K)cGT`NN$K(58CAcpCb7%WSBiU`_^r%BjzZ+A6(@vVwUAKiO2y4e~`?kr8I zU4sX(97=LLK84k_cakL`lkZDB^BAS7ZAhSAHNX%dtS1DD-8(81%X2phdBv9-E8$4^ ztr5VaQ)9`yXddfyCW5l@YRRFJb>QIH$A^{Vk=4Xo#rM>h+Z>{b%sz**XJcx5q0~yx zDo{5I!X6}6NiTYnqtb0POKfg}yeucD7KOrg44IAb&KCxflnIf3!zLk? zD&Cwyx%})N-naww8c2(H<~Gd-t9wWQm4(6iE4qpks0stbcWjD1bSA#2Dzm_csGA1q z0OP^wJ36)VdZ;U5Z9k7X!0WGvHDVho{?x?jqc^y?8?hr zP)yddH)EPrqa(KO@W(O^>Rb+ZZfNb;YfT$KuAOvYtKJc*;%n&B2po3^= zd9BhvyTno4l{_|#HQ^B{5!IXH6C_|jpIuEn)nH9m&?96HB8# zO4+bVT5NkGoIVEGi_Mxr(gWg@g)rqUN4zoqa$0t^Nm5c<;x!y<=EvgUVL5BXb#{8# zc2NJc?BTZ0PR(dslphf?4^R?;hA6~b$mb_<%cvv@>4_YzpRo+T$A>n8=endxjsTfWhVU~wYa&l&t$s9 zn2=+-k2fIT?U$=wnwQxg4rMu&(uQXY#J$IgwJ(W!a}Q#fp3n#oX+_4Ed*XTq5W?Bnr1RYxHX5tz^c)!2BJ zB@$2XT@gz7@LpJ9OT#vWF01ZwYwt6Al2sFUcA}$74XoE6pu?d`I|b7n%3LdPAC**h zBeW^5H03jb(r4@1+GIygR`GIg+}w}B-}ht{x6Ji{e=)k#?G`|?H*ln^RlIgpsV5NbxNAplhRT_;NG6?QJY;Ay;0G^t4>}L=NLaY71&&W!*-qh+kB} zOEh&}_7V>8^%sq-64k!yU}n-7G88mA&jdb1uvlppSwzasz<)v*PAh^Y?mH_?OSVh4 zkrZHe@r`J_MGKm>XD3pCSwlImo79@jUtQ5=SRc9IVFs*c5z~kf1Q>V3zMtI(4iz>t zK$1nz#o)`dXCj(7EEL3mySSq<lU>?d z(1aN;WLL6nr(ow7roF8#WOJ%rk|e|z5>v&4_%G~j=M}ze^KnnsIW{}C2{rP>LWL){xjG%+M@jkWshpgQe>&G^k zMZn?|jjWu=EPKW&BU=IEYIZ~c2b`EjuMOUJgNd;X8wmZT+yECHICWE+iAcOoWA{*i zOhB=}L}xe}h?>`kcJ{OB%_rb!BrSIp#kOsfJPy6G+57C_tn0MX>Eqq@*%-lR-5$&o z`fx4%7QL%kJ=HZGZYb@IErg9Xy_>Q-FU1 z+74(3X00`UNyZ(a$pVdeCA#@RrPxOMZDEKT*U>5&a}_*i;Lc;IbL1YlD{YmkDAlQt zY3D?%4tNN?RvQyB3P{}Bs0u>cxi55@-VH0_XCJdOyP~GN(lPqy)3+uwmlD0x1yb*G#?Ai&mOyF0M_PyM zfYmx@s?f}BluP+DbKxQyp1<33QpS$xTpU$b%Y*_!h2xdxE4t_+(BjeJ(ga~Me!No6 zkX!5fkYQ?_ruJ6;`LpU6eZC$q$D0=`Wn_kWTvPU4AOHXW0003Ft4d>7Vj~Sqb9E)a zU@7yEC0@@}8v{HEEsqnQt=by(k91p65 z+Xvebi6deMl7Xf6Cjk394p`P9d-RD}=A?kD1Lk7swsbjr*@HkO#+WX|rXti0l4Lyb z$E|1el5lw;#kOVgQO%keb>{d41OFldCiOm~4uAjv0000001@3%*)Nj?h3SABf01k# zDWKiO)@+{wY*KCHF=GT<`Q^rATxqxwfkxxV-~a#s00000S<4Ve000000000AIfQ^4 zyO;m~00000tCq}NVYP>*Bn9nWk`p|~>|a_9NATaSot4ITMf)wfP4qIB|I*dZ5uK$8 zu&BAbUS8)OtU4mFr?S-SM-f$3ND=6a@Bjb+000005lLEoQYV`hbbVm0@Cvp2c^dZA zi7>kTPPF5@mW1Ub-Rr+rq5@-aq15yrp`Y4>d6;)$=*64aF7WmCI~T53bN~Q4`Tpe3 zI;WFLO@l2pC=-x1M^@hSRNagpTI#69~lS7vv=*6>`4Q;jLXZK8%Ha-?K}^sg*`5bC#m! zU2NK??&!x8n09F}$e}bn!<#0Ee6Js*hdQrRH3Uij$J2<~YYNvH0XQu7jer0E0000~ z3Zw=Z4E`j6a|e3mlLap1NIWqE`;JqU*)Ad)vuXEn)|3)xrhCX6yK0@27D4cWEjb9=@C{n#u3Xz* z>~FYN%_@wyx;C=!r>$h!?}?d zz(VDe0lAU*Wv%c7;Xl$~yVX5SNy8o#l1kVUD-^>6shqs5P*aLN7(?w?Sgj@Nz=riB zAxtJ+#R!LTFNmu*v2vgFJdwYbv#seiEA=j%TM?lCpj0*`y`2xQGxUgr-C!Sq}*&Zow`e4zgYOIuc zhm((!8ht$Oc(rVXP7tXUqwaH3o`1&+g&2Z-F+8 zNCF}!9Ug7&Kpq!D3yUSDG2_s#)a~X^`~LsG@B9A$zwi5gXJ~DFamZ+8#wB;%LU7u& zWNYD76=It&68r=(>2Ov^-C3e$IuQ@R|CYJo?SwSxQS8fb7gSW#OJ;Cp9<&xcdQybD zsM{HQz}r%rbqNM4;~%n)8*GPR(!9RoooGRT8!a2A5`T2GY+Q8}jeBF!C0y`b{z#?& zzwi70|G)41{@`43)cnc2u@_5}FMt350|fVjpzP#jgfHZCPyhiiUC3;8Iu41ub92rp z0Hd2O5#~jn!07Miv%p8&egYOyEecB=e(dy`An52u9E!jfAr4FC9LF2@;+y6yGkjq9 zUZDm0{hit-w!t@UioTDj!Owc*Pw!o1=K+^k0;?t?JPDCkLz3McvR)EK3nZYyTQAmA z@nu+UygWvF-=GPk{g^8}&s#feHY^%MTx&3ncIv7N>@K*7BDMXFn(g(_G3%Smys+Gy z)zrCCF6eS9>VF5q>F+K+fLKhK=h` zOVN8<%sST+!0H>w3qrhk!cS9bc4rX3JGYyA1%5|iIoUTMS|`>7TC?F<^y<3{Z3wQS zxcY4t>5)htZ)mnUu{J3GuCE45xk{sna~4h(P6C62JWq}`!_hfcX*X?+v?9+`FeGTX zlKuC2GQ!+?C|KKVN+IWMiC^b#RIci!d22iZx$pI||0JauOHvkQ2&l+H?5VaF zl+8|tKOui^_-tCde5d9Lo~R4EW|4F9<`=}v?eDX8XwJaH(;t^h+E@zY>35Jbb=UYj zPD%zfIFa2xezK8K6#pKMK;Sc$iO1tRM_)odBjF#xv)0jawYoH5I0*3H*LBR8q_W5W zubTG*C^)RFG=y0GDXsB~&h<&@e*McFk$3%VNvaZ^R{WVKYw7RLB0Oqz2o`onz?N6^ zlA7?2-!pkXk)lzCfchCwByAS@#8`9vmmK}%9KZiThi@!w=y)yMfy?mADm|3Fxw0x#pPL5FqSXusw{B{ z+$Ql_HY_D+_3Zr&0+^>^lV$Y=+G}oL!s%e&;w$Fe1BE-GS?O6qz&wQv3jEjA#5wru zEve`z^Ub%gFkfMq9|+B@waKxkS<`W4anir9-Cl$O-I38gJ(Fu(e+NDDoZ6)uop$Qg zX+l+P#;Zj+6Ply4F7P3T;Iv5f$|izJZqU+MG8tIii~bThQY0RjQVW94 z)Xv1b>Vdw#&SL)Y4ZfFd?bTfK}`}d>zdXdhlgw zUm=d}gdN&F4&XYP;_i)&LYw$qPD2%K0U4#K#CXCsLQdX2D*;@U{^}`7tKiP=;DA8? zacbY97*5})xFwoe1i%aDQ@S23xjdO1sSvg@x9mkZ~J=qcU8 z$ggB?B<;U#_6cDyY8Aj8aQohT>ih0SNRjgSDJ>7^-4yOAl z>&!8$Jx5I=fVkziW`#~fWy`|)PuR%LRg-;JtgKjA(q+j6Jh{OCz^lHmqb0!^Xromm z4;EVBX?i?d$9|QyUbAWnuy(wC7kp&4cGzgTRicw1%W7u4Wc8I8-^sHaa=Wr2RX;eiAZAC6|&?L=!Y~HXEz7h?44$R*Cq$QeB(xsjn!u|}$G@Ut8 zw~g)CTOckphilvT7fvf(yp5J+St~{CLwaR=FisP=Op$e@E&G+qLhHeKa$yJyGJjyx zw*dAnCR2PG9g1}mo9A-s9Tk?mjbecpO7K4-FfQHpL<40$Jubb7_4qmHK|i{QEv|{0 zlG329I{Z7Ull@Zxh4mtSzZK()Jgons+~1}igfqIaPpUls_6ca$D#AQ+FFbhYS>`bO zPX6Fzetl3V=u%eBIJVZq1uR6Gp$BB-QedNg;<+Y>4QQ2t-pyPBg0}X%@I)A6rI2&= zfj!Bwa7@8@w^Z;S()ns1%;HdbbfuO+HD^&0Wp8>yOYb&m)8DTN#5@n{OlhVpf4|oQ z%ayI`u-ZYBmgz-_c9(C{RzE+?HEYDbcT=G{1=Bj1vj_5fCGlm7k$pE9+z}TCFAYfQ z;>KDXQoE|F>%f@`<5t1}^Mju{bI6b$DN;V=Nt$kum8wrGB@%y=s<@aW;pXl1my>J* zSnGk-svoX$f}L3Yp;v{jN1X&bRGiW$d4B>3H4mO2BIuv!9qY}Id*LwDtS~F4F1+No zFC)%!?b81p+l`|ik*r~=bc-a&YBP-+Y>{yJI+#uzYlN-M9JmpR;AEjoVm(5-iK^&V zRJMar)#smjyLT4TaWds(Rr+;@-?@!#W*PVT7CYcV&I?6eG8-9~`00C0Zda56a~VMl z2L{Wmc`x@LvT=l7LH_g~i$T*oklQ`O8=3XTK(ilJ zqt4mD!iAQ*Tf8D4jg&A5A!0n6v5rEQH#;iOHl=1yY03nI8V{-fhCnBY?dEPRLQVHS zj_HRINfmlIxWZJmc)4ThhK7Oo3(t|?$>Dr^V5`pSp0lnEK?XpiU zWme^eW+m4;71jl|z0(2v0LOlca13`0DrCmk)UFO`t$AO!k)-50|460;w0#{u;xYXv z2|~~^X7LP!r^9jL)enbV5G>a_naT|v$GT{#*3$53(XMOdDc z3Mx!;d71UU&QyMRDvcEu;cHbLb(M`38p+3M+E`AvHi$&pQyYxA(N62(08q3Ka;F}< zmDwdknOp$J$FmitGG`cw*Zgu7h+K`O*8mhc&3ot?3uj}m*z{N=z{g)~0b!@jA@7Z2 zp|wYG`muU9{xqHh1;)jF2GfWAg}+}biqfgSK!Usun1o|M&SEZfQh~Y{%XFyc8#p-e zY*kXh=U|(x@~Ag}7zVeD^i-vj#dNup2;1*BeRCsGACA{nbbv84-Y*XoOm!+a? zZu<(oB3`p|u$CvAi=7JHvd?0er9{i^2bbfw2ZeuCjaFo>2j7n9z(y0&6G^l0;_NxtXFG6;5OOa?<%&UW25v2`Pq{k%%i&MKTdKhi{eHJ-W1# zUZ|9OMt-mhD1jyx1Py&rY!?`$q{)MCT=5d!)ju*%MM_^o=z{qVULi}K9gdfcqegW_ zpzBIQ^TqVn0kg#Nlb^5Cap-1)rttr#%phWBxK+ z7DycJ1C~_IE|amfUev*oR(WmhbJv+O!s8o&+f^3yFObKh%4Lgy9~MrYXWF!~ll>zx zv7ke+F8=Z{aPhRsFb4TL8|yjri*vrJRA_OJGs;V$2UhEdy;aH5Uf7fFhr+55<^c`N zdQy(l2k=E!+A$8T?R)0qmdbmk2;dWhLruqSs&-W7C&sqaDcSG1;9Pz*?uyp%%f>J% zW{SaqmOt{h(9J(!4Z7-!KXm!uvED;~Ru>ozYgP7K4yZ>3)3M%JRp|{Q2SKE0V~Rw3 zjyWrE=|k&QB{59vI8BJ%5p{>Y?IJ1OS?At>C4lWqL3r$>M5t$yfJ8<(6%=B%q>fP3 zlQuQZL3$quL6)pN`>W;|O{08$dpIv~y6KtHtOyx|vxqF5H58gHGa<55ee+rhZl`1e zE%hR&!%+@3J*J>=yXdJPGFy@&Y_{z)7A~LAdZAG3q+2@Jl`0=#L z&(6yyWl2Jc|7cO^?kk$W7>!U@@2$otipn7Q(oLVffimoO6ELgc&>A$OQ{pK1##fwy zn~gd~Z%Xvsb6^l8ngPUK{=5VuX3vx-)%_t)p^RWXPL7mAs|B1-$|Xh&BrS=DCdzF} z@5$qMijrsN6f~nKp9e=W@*)-vvId8}1pmfhE27noZtlHh{##-0)i?@8`IHIv4-EX< zf2f|oi=^O>?-oDvs7!;F#}i$DdT)W-bwLga!eAJ z@-r_fL`H{TsB#uld$=K2Y*9#Z-)r#yHE`_7Sq_$K$N4g6D$QW5dWr~azplzj9y<^f z{d5>U1Pk{@G+ahv;kri-IL*0mL!{UxJNzP4acMy__9IjB3balYo*9xZSzVkpJjbyEquR&EWT#vBN3 zqiS$XDC=i0k)-}_=`?g8xknfK5&!@I01Bd8S~9otR-? zZaXy!yw|P$5N>qU$-&#dT4kK}p`kR`tj$7;n~uK?`ZA<6#W`6r028cX!};DJ_!6?FM+r_Cf*cKva3N{L-^f}M z_;p+sbRl;P1P`k77d=Bc=$zCBeb1g^6q!q1!chrM}FCY zs7HBlX(#XlmU3&A$4wo)@PU-K@ttg3O4@^TW|}j{CJ0}%U26<84}93KDRd3tqLQU& z?)E|FW&4*$Lcc(!_ZY3S&Nwo$g*1=~TQU>%nI$Fi^uQ7u@iEt7tiKHY2+emjFk=BU*xf@+QjQ;i59lwTT7B*MdYcpy zNXpdK9?EdDhNK^s;)NaabxyM`emV5mKJ0uWyneIaTwtntQ|^q7rC#l!W%o?qlayUw z6L|q7@=T_=R6SPdaLsAg_G%3i{Y>0o#IsZI$oszDQ|Vrg6LSaLx0Y_%5_&S|S>e;% z|254c+i!Wov*v?*yyN;bzr437xX(+HSpaDDsF9|wo5}#N@@D?<=RmBt02TpUBKhP% zPVQ=-AJ{>G0%tD&VRJ~ZaZbQXI60r;lqZ>E^?&ecaeXH9kd57~hl0FnKCVgwQh&sH zx8OW2!TXTs)SuXq<=sPIp?pGw>g~f8sqQd8 zeLz&48OqbG#;t6;Ixx?1*Ge1!W?QxmA|imbRnhTONtMqTc#lv3On<)dM4Bj}#$q~h zc}G98hd6RQ7!9L)M;33^x&Y;d{`%Bm!JvT=BZ;NFS_VXAj~fR$9cq>1uQ1ejgi1X& zzt81NwOWv4h00KQ5*c1)envJvS^kYz$p_R21Nh$UXPL_K6p_bGh)a)L-g45r9sT&@ zb$g4?s$nW}fdeWW>)03%htEaW0(QA5tmEdRA=iRs>LWny6G5TRbMwd66)9AMC6)!0 z7({&?B`;*I+EpQ&fG)33TdYS=IiWokx>^;tYF>rb+-4?hI+-f_bNV4M!E}oE*-?Po z{(rL=%xTNLSMIV&4VV6KZ{i9Ct5|aCw8;2kX?PE;y%>)u*Hq0SHyV8*P{NRR`4oLp zS__IMF&Q1FXd5kz!z{toc6E9H$&ke4EBtakuOAE4jn`r4}tgO1uUHDn|;$hOFa|z3efldMNxOua| ziCKA&BEB)pU+2E_%`w{CisgGLx(lJJ(eoaTG(0h><83&5iE_2zEwZid5&0w`F1(u3 zJ}+$P+rO0CSGr+X5D;@me&wK%_6=hM_6*JI{kf*R$bQP<^;?IdCObd`n=gj4M!Cw7;kTUXr9FdiO86j`vcDYu;HZ<){<#(1UL%$(Iy%)*TUA+2eq3=op; zcLu=Wt)7chO2mCU%}CP&!{YE#ib&11`I-R`o)s^#6_XXJaG*Kw+I6!KKr4X{k%=6i z7Ik`&heg#o4R-RNzGBQ>Q*$q_S1#E%M9K4DKOG`=oiZkeY<3&TTfU4s6A#`y9cLx$ zMaL!+G>$b=&;8FZZ1qO1>;%RM_WD=wQH2Wu(YJX8AP2)~h7P9qC?6PX0U%)+u{ZWCG`mqf_?)wX0pA~H;lru&IcyuaF`AUTc6f3_ zM1(QjdRLkGfq(-m7pd`BSo(={v|;iv%f$MYMI+mF&K6x%Xj;iYRZ=g!n*EMyxWi~! zih_IxE1NiLh7drS=Do{85piBHj@sg<7dZNR&)ct9#9V6dtH7Ua&40ntpM$u`-7Ywv z6SqUUvz{jy(aKL%6$c(vnQHzHqkY~u`8zbt*?fs0{k)Z)L!x%5Z^=<*5XqyqDf_uk zwYM6|dzw3b;BgSnH&UIvXS~o5PzF0C{hqi#^(7@1M$~%fI&vR*l~K~ z)v$98Tzcgl2PXg{t3bvJ|BOlm+yI>*ma;Y5FLh*vr6>?Y27`3rVrn-dvqQcN1*@%v zN!TZTrBL%wh1)RIer2M5;#+r##|5%n53lam1sX-=UO1I2PTUk&htcBOfx@c~qOn~! zhYE|=y=#V>m(fp&QSGPLEPc7!vT1%YZU1fqqYYIwTB2;}yDP@4{fZGtohad~pkc)l z_E;jXPk;q5fRZ>>Bmye$_Q}-RHb(BV$l*G=Z_^%OV~iE%{Ai^}_WMi$D+$$8zpZg8 z+4=%Ei)Pt=_giwvzoH*3-wkLSUwy!?t&|LcP1Admda(6KcC}-BS`aVfX?3jFm=+d5 zOA`q@CC4fSoDN!?=3R@qh~r6Z(~VxuTzBoSvFD7PsZt^#KUVX17!2zXv8Up5vZaYC z$z+Hjv+eogIiNqoEk2JAU)a#m0{Iz9O^(+Qdv_A^00004-}#6$Gz4Ztkn8e3XeUFW zvZ%2TV8tZg!mT_u*oowc=ZfVWo5H)4scdXo4jlQ z*yFq)6!XjS*#X-Itu^@xJ?~-$Wj*76VX7^sI$j9k%)54#rc#1qFo%ZZ@ z_wCXp-gBboj@;rZR&{AW&M!gxi`NqNOmMRzIZgQta0>SkY863q4Gb}b*&b1w<6e40 zk%nV*8}=YYt=KJp0{{ocnvV^bQEsO&pI9b`PH~HH6mp95F*n+pym?<4WHo0$qfSz#B1 zLEnnhsy!7ayfr!9@`pSW<#^pw4ws{z(1F1pXstPV z__9JPUt!MR2d9{!`Dm}A?{EvYO)0!mYU~dvcsixQDS}3f+JFGC@mL zHCZ&ba{`k)$~hKQG6w3Bk+8uRI`;8YaB?cBj=c|CGdy=+-X0C1kKJQ{@WB(`tYlj_ zC`$I{=$ZSB&DrNw?CQR#hV0|it2IW74dgy}al4S@i=fN~RE#u+vpJf6eC*(EXiN%T z_$zZeS0AI=5K$1Dd?{F2YilU$FhE`P|1)zRQ57Z^S}`2R1o*Xa+GUMylwm>g(6j2- z9d9Z5P;qY353N~zNAEk59HF_J85P5`>`|>XiaIikt!Y4BCpXnsV9{YG_`%_kbQdh53VbGe0dy0{HyXYj)aq}~k zY?(t)N|L; zYA)&B^U6jUW6(Uo$#4f-85yGhUB56x?`Ql&8DXKsPG_wVrWg>d+91DUz$kai33-wAx}u zDiTuw?wOx%CjkcA*T3COg!bQnpeN{(8V7te88?I$xJ%YEG-M3Jf&E0aIi|cy7+OY% zY+7I>IHq8pEicy-c`pDdbmiLr{pZ`U%D@l52mk;807AKm&Gs%L02C$}mozl403Ik} zP-o=U5BZ%cCn60}TVJSTNGkr~dh7UH|5yB(QzuFgERYPp=j>mX1k&c8pu#U94G|TU>rHe9+f6`K?;QYkR1d*GUg*ns{tJcD)!ZSQq80 zLpavZ6fPFCpf3wNL?=i0-Jb2J{eHeNJII7mEL8XcqIZJze#Vng>t-HQ8TP;-^)1?t z)sKf(*1ZVWdn~Ud_vS=H^fXBipHQ_Gd=%AV^Xk5i&6$eI>;t1@!DZ43W9{M82^?w3 z-kteXvoA3tJ98-rUG;zkh7gm(j@s^b_7*TfJ%k&82({JwEc< zmer;p003DVVT`+S9a6-O-Ki>oO4=7F04=>|ZynK%)T*MNmsh{IjR^}{V(gE)F$`d{ zsx0=JgJ||O8%a6}U+I!c;)&kZqG^?|mQpLmcR*&U&DwkXH`k&Uj$M!Qjd&e70 zPi){g446Gf|6w#xhJ3vwVdv%Ixs^q0AoMt=^vJTBH0fXBDZ=Grc6$THtF_V(Y-y!y z0!X+_HN4V*p$d6C134vxpg<183}=QhB8OFVRu!O>p=#90000Q zsOrZJKeezLEg*+l3|rZ1`s~9qyT9EOibW!lgMk{^YF$tEt5DRnz|L&Bc^cb#I<{;y z;7j7$PnE%r zf_#o;Qb8w`ott{MUmfADiFXA+y+6} zTJRelJw-qnC5wKbZ9W}45%ZXl6iOzc*(jfwT0rx<^k4|?-z&8XGD#d@B_z4<#6K>U zA02@vrbb+FgwcHTg*V1f62${81y}>jyz@eWjP)JHZZ|@-zA<<-Q>17=uhgLpAfQ3M zSdNjIgV~`QIy%bGy~TwI=Xu!fFM_cE00009!)~(U1I@R6FaX=_LJ%K82m6xh8V@nS zFps!YwP>xDo8egHMf7lRffka*S?%(wTs{Z_%B{V~IWouJKlQK5(`}#|uSIZ4Gh5xN z>xBra5~0ZJ&r3%!G2=2=e;at=^`H_R2-x^~I##eu{9}By6k?u1PtKFbrCJ?el5*agn~2<_qI2gYv$}k;$y91RAeno z{B}H(n?~W*gPPLEvQ`)AkHeEGF3=ge7GpNzzw+r>1PgQND=R-%A$_LNTYYL{)YAmd zf!uD^90W;LNWVtEQ&rer;U0Sn1T(}YF=V@L?}{=N)A$tTEu(h>I8v+Phmp~*{7nQe zr6SmB5#!7Q0ixB}Pce4`xdk;mTwoF%k;x)l&l?O#4!Y7^@==p^0ld226hNgQlOB#f zY_RJ$cKHi4rNfL_rdjB&+NP0v6m4=UA+JPz{$^y$Bw@A}+XtC~DLh@AsjCQbgVLO; z$oFKSCZw0A_2JfLg2nJs_OZ;6v@{nq)})hyT9^#N#0g-OMRzgn#%u^#e?>i{)YB-g zZu4&n!ODOZ`|tSz~#MF-s=&kg{+0YFdLD(h|~}a;9;%Ww`*D} z)i3p>AMC*t+{y$Cow&gk9T|xUX8fcPW_92(gJ>8q3wp@u4-ZoRQaVZm97Oct_42vY zjvXU?vTUuEasr-CJ0~CEutZ39QGG{_8@FZw2)3LG;G>O=VJ~b%#CtG=an-72(;Zy4ccYY5JH+Ghel&eO&U%K&6NlP6*M$AC5 z>MjNb_CS2osCbQ3x%rw_@zF?f5tPgs^M`RVU;Njz#q4fP} z>DXC*OT}n-oZlG)kU+`J`h*WqN#b8y{bLE)shif#HaZZrK|(U@^~+zA&kye1nV)U* z;Ih zA%aqtL#J$G6G$$5*I93FWJ7^!o-OzCtw|SYMxQ%M^ni;qt8Kv6f(V?zG{#4VOR!$A z_Y85u;6aJ#1QoI+ZlDrqN_SvBK%=aYlj?f^VHFbV{{LSbA%4l#U?enKF722-*+JB=G=f>y*gwtH5OCjy3`1x{lW1d)5nVo zeK~>Zz#{oZy|~v{GrJn3j@Xl^jwNFUdml7_JQF$soKyM>V<(<&_@4hsJRsQh+hJ+V zp!Al$zZ&{Z+Z^&B>`61(w2>&}3)4*UqgWqEHJP1Q$u98e-2|F`Sj5kdk zCv76KJPoI+K~3(Q?{H9j387yhLagYveu6!qr)n*BKNLqWEY};qI(1zy z8TvWBVXHYKllPx%2!(ySBdb6Lx1Uev(HQVAhsY`QRsQZ&#lng_%B6buvK1?7E1@ps zn=q#@QEPfX)28(tEHFW%>%CL=>~r2wlCkG_76U|&6L*1g*I((2C8%?YYF_JT+)|j# z`)NtqL{zOQ!pCI10^YnZoT#}GKCOciLvPzwBnwM!pd~+%}&$vmL!>Gw(HiY*KrPjQlu!~_zUMcF(;r_u4 zanZ=VrhG)Z?%(;)6ha)%s5?@-^HFWTAs4=)yn5tU7Py)KDl;ai|4Q9#C+{qMTrrA( zl8KNx#CZ+&ZUUV4cEM}W3C~AKeq!SB)j;NRKbhN-70o`fVL0s%8^QSiz zhr@XX6==91vxT03ws8oJsL+%==R$c0lq}n|F0{5u*MkuW#Y+xX;8REsvlTHF-S%HrSlAXZ@S2HWK-ie zCLNsuW#k%bBUD3^|06yU$z+mS)UXVCo8oHgK4HFOV3vJ|ndPemJDBKAg6mLaV3jxg zn%0o1Ts)K(#)_PY>nZ7nf)MB-h_L+|PKodf+f198^yYyU!MxGo2i;HE0WY@d80-hgWRa1dNr$y+ zht4qBr>Fp&OR(jKgJ1-)%j9fh^NlyTv+3K>BsqiJ>NV znY)k52VYE8+3(Ez(6kf$TfGw0QwE@+j}hD&>+~GJ| zU0Ahqbk_a$C*+Mg5L_eqXwd7q-F!0@B|ny2+2xlGqQUb)dUU zTp=d2H$N83)pl{{`hv?2ss_U;ylw@*vuI0JAUNyrGl>QF1w+4@x^vaQ^I*#hNH&r_ zRwfFHG?M~!w_LW7s~}xhv_Rrh$+mIbF>Q|{(d^%h9;`0D50Kc1f6FQi?1~{t^QW9o zgSjJ*9y)W++?uHXJ-pJULDymeeW~uH;G7TiQABTj8RYx0Zxqm!q^wz6%#-=9AAiB2 z;iWV%o9J{{RCzDzGfUA%22PdQ)*X5)DqkH`(G;K1gm&3KI%RL9!6_}LCTi3$MM*+k z@l`7-$)0G<9S`kK*YWrxc5d%GcB%PQP@Q&wanUx|tHd~oZ8E9oE9B)J{fE9!qO-4{ zk@@jwFucmYG>Xrb)1~(-`B$!PJ%ik{n4Q%R$$^i^m9q(TI*&A4%~dRN;a#mN)1L1W zGtco1;NwIq$z@}PG}bW5L}LNGQ3R;VCnuk+B&MLG^!ixI5%bgALEtp)jtpHX4h*n?OQxX4J?`!8c>)ONGVvyN{|R+h zw#74nN_AG%^~9>2!h)0+{Bvr@^?0ruw|L_Drpr`tLZX}$>9-TY=eoitpW6rFfMVp0 z6^pNNBHPy{6A7i`wKJZp8ROiuVxj#3{VE0xyO_uR{|Kjmx<=D8NlZJf=+kS(G*f*& z>q(7<)(rGKJYtt^UF=5l($0ciu`Noa`?-Q)I>D-=R zcV&-`{S&WPd*RMr*hz@l4C@yXp^!MG_Ka+##Bo(uG@ zW2!R`h}{kD2qJRCYLCsFb3K3eEom0$O~Fdpx-hSdHrdZ-U2z_zh508?&bmRyoyKk! z_4g4;KGfSH!6_q#$wj3rlG~B+8IQ$HS;@YQE6tk&X_+wng46B9LHtdBg zQ`KZtZSl3lQRFqsujG(Po~;%q&-vn5LwBhv|IpMxTnweqy6jXMuqN0{#&3pjm-6&~ z!k`HRON3Y?aP;+9Q^1EQXNVcG+T0%B%Q+_J;F7T#}wq=V=Ti z?=r5`OWeG746U~1c;V-t#0MdRzy0fQ_i0w1aS#?R8#hApm1B73>APt)OLT-BFq~v! zCdG3q(e~w{pmfW{LgO1D{4+;+WV4?YYPk{IpScX1Msgksy7v}h=&doyyr*n^ zS>zzzqP{`ZIrbTce77ipI0vfKPf+D0I3Qk@kVYDM7;NS3dAVEE`gsIB0jqC$RK3{P zG4E@rqa<6d93$ORu5ae%!UX_3bg8FBu5{pc>K4*fli}R|R$Z$!84^F-duecCv&2iD zbpL2rpTn^NUA3ru%f3Oph!coyV;l*236uhV`{6*N7&vBE80>+4~=5iP^cU&Ob{q?kS>ZmTibJy3?RWXkzCAMOwYJK&UCwgT$ z>*s5;Sp(9(#he-*2GzQazp|*Q-inlQ22BE0tr4TC-S6a9ekbtiNL|K0Oqk}p8Qukk zUDEuLyEYHtE;5{ykfw+8;?7kwm^{#??I0Rb((Uh&Xr?G%5$NN$2Lr8V(C5hqZE^OM zaJuMIv1OmAj)hYY9$b{UP$4=Fybv+miIcQS&2e0p{awKC=@#$!@_00wEx-T(000$g z1W-*P&CPK_^+ie@nbWT$iToETW7#`uM?);kVX*V9d8;1-M|Zt@7?GE6=(%Lg#|5i# z@LPt}sDbH9@Z+a{!Pwy$BTp6NK8vZMF?T-colFp<{&ez;YjVKU^?Clu@~{F2RI{8Q z>NH=$3}-7y+ZOXta+L3XZxdG{#X-&Dssc=M zFM{}F+)~2Sf9JJ6n1?SFcuG=Fr>~iZgwPuh&#YFjO!mXl)1HnIb9w}z`wsD+)y|&m zeD-C5rZQ-#gJFX{r;k0+lX#}SW~ZbG*qN(jB{gjdo8!D?CI|aa4fHAE#_MPYm`+g| zDDRRJa}$rOEpdTD9E8bwnJF~Lp4}zawe8wkan0*-`L8smj5V=7_O%M(q#A&8q&x~9 zBx=#m-To*BG@wWibf`b~tkZ>xjB3w@K3yB|z zI7{^IeDO_5I)Rtmm-oe!U}`?eJcE2M^= zY!o53<4q7kCjSHwo{@kb>d3v*gUmIy;zL*$rivnWCw?3(ld zNbpqJBe4Jl3C{0Td=s{Gf|xAIK1%qkN6)vr{l1Xa4zm-_&4o`vzu6iTn!Y2yV9nnAlPQKe7Va|IdE6EDZqQ7 z7s2lFmWPxUXmcNSur4Vd6s_=oAw<7o@Pu~&E;}#&ukBIo&w*+?`m%c&01)fsKJhbDW4&EHd?O`TYpkO zNdnt8RyimVgYKuOCGAAD!Oas1UVL)&p{Y!MC1&eQxlCOkcwsd7!cXNo~ZK7z3@RXq-#S2NqEj) z9|kB3J=JqVbRp$$5P=zb5{R89DiT_WYVVJVsvLrzsQ{oTEGAW}QNnt1vqRKnPz4YZ zBjljZ7MSC)x#$^uitiO7Fd2WKh!7faW=J_x>*0P4YZT2n9QT(5lh~HaP*M=I*sWbg zXLi`O+U>i&?AR~B_JCOtX`l6h^3)BVa;3>&jmUt`$Ceo6kfFMh+gp}@?u|I`!0z67z1 zSL-V$mdwg6{DkdSFNz$a@d>cz@2N+Zk@QP;9pp=}e=V?BH2i}HXOIG36r1Ji$8_}UBTQo}#yEw5J(coH3#iLy+lvWJ$Bl~yh zFmKju93m1~#YVnpA5k@@`bgTf6c<=O9ctB(%u26|-PX~RkfL98uA9vXP17?m-u8js5oZ+L!$$~zPHE@B?|=XR000d$#ZP+2 zj^F=&1>0=9D$0BQoM(pfU6Ow-n1@?d!z|(4{=*3xpV#!vKe|qU-RgcNVCtFq( z4f$Dero}Ml%b*0ki^jtBXWUANno*oO(Unns*sPvCt2E?Nc9Bg!AXA7Q&@42ZsV8sWD+kI9bO^VAKP`SI>Ab&96pA zNPmd5sCuwrG5XLskugsyT*-AWyY;!lU(s0VcUX$yRU*Lj-;QCIoAbXz?bdP*NXX%d@5?G2=|iQ*8n#WS(YD8x z?tKi+gtxf+Tn@Ljt7A1nYovnDZQSNks5H_$13!yyi*E#NVl2tLsFj4?;H$M=m?RQ(BsN+y#+9jp`l}Y;1 ze{R{xS4K49{MbB#fvoft96nAKT$Lv8z1h$Ps1e=lpZlXtDB<71BaXu=h0BA6{G*IB zYfklXJOfBbl(zGv5f0af;WkhJLGM}fn&A%-Z*n;7cC1o-#jyp=oXTv}PC##F3biGZIE&_{>Qei6b#2W+aTj;h26i5(A7aoCp50 zh8%r3z2TGTN9{4_<{aCu1jAv|)ZHvO99@=R000000000Q-TIkDBieQ41FN*XW2|UF z(=NDe+qP}nwr$(CZQHhO+h^Nn+q~!fzB{>-$z(Eflj$Fw%KFi%RjKM#tE>8XLPr*A zl2hMBm1Y4JrP}S6L@PSBN=>LCI7=?g&b{bqJ9gfpz8x77-^b?nO7awO+dGZ^n6{0q zG{CC-XE9)R1bdH8U%l_fW8K7j9=6>OFx$mjNkxF(`IkgeYEMOF(Smdw(D2(9brH2rgK~a*R0Q`ul~AjGQ|Ng1EdR0#1a&GSAjWs3+nzvhBcNpE$taTpJjbz^ux>zthR^ zyn5w!KMKY{TXjJI`xAGcZOJ{o!Ldm%b6vIFo%1$#+Bzz$>YN-7=#)XT8lZs`HiC!$ z=p^$qmu*q?=8HXTGi8*!#zb)W&K!kougt+=cn&`L7QHNBAJg5$PEg4Pkym1XuSd<{ zq$AN1z88r}#iweAVcv6{#q;W_Rvr@k$2qw0dTYA$IY^@Ee^iRqr6q44E;SO(A0o2A90z@j&M^U&hI)XQOFwP3Y z&)nPz6BvQqP+t2RH)+FeCkuw$Pcwu6L8mSXNe(2FY=TJ@jAHz;T;N+sXRx7+Xw^cb zdP;1Q_5*NSYy^#qrFh>c4WKm_e6Wkblv8g#2G1em*z|q`Dw>BY%m`4n)DZNGk~w-2 zzE^B-W335f2aNA78Rc5}RMYM}W%$DgUSqDbk-AJl>ksIcabx6mu;POS*qqcPZHV_S z#GrPAntMM@3yteEw6xT{Z8D!05+)OEg-N&k{B(*LO&59KAT|syuWYWH zbn^iml7GHlaB)Z|-q{R2JhrJMD_!28U85A2^=2J8A_;eZ-&)mvz~vl zBxb77C-&EIgqN@0Su5*4BVO;z78YdN3AF-x8cB0b6ZK^=Uoo=3TW*Xiw`rl0+mM;C zOwSSLa{Vnz!CBY7r@I`dyqGZP?-jfGas^fyf@U&gix$V%>Kz*h?{;A0iJqI+=C_Lj5iV7`eVQJDH!YyT|U%tw_a2C z>2%{o-ZzLTH`Y8O$s5CJ%pE?VWPw)!w}+~S0v}>7%vD?5F;xe^BBx(puItga199$F zG2BG$FQeG1SYL0}AYMBf(2hGM&4s;;pwFgXN^qZDzU{Yb@PMj=mt0O9P?TRR+ zOfYHeCn@vG0fzeq> zxf>@mZP@m%u;6Ey!6}{Hhe3!%a)I6VcQSk%fSdMp(wX+;WU%77^2wbup6zCBHy4St z`Q#&BXcwW&Fq*_m^IaVGWfn*bfhhv7bbTxluE9_5lc7cMGytFi-uF7GKdTJ|REXfW zN-!-@e!Bd6F*Rfha)g$eTUN72NGd|=TQzL=C#R}UOi`>~*ibI&90X~vZJ- z_-GRaB9bUf&kH3gx$pkSU4TqCl$jAd1GsSZt*#QOOG;Z>1xY8 zwOK-(CY@zQ_+(aU9opEKn&vt*jk@;< zUW1(T6+k}%*^@w5cX3?v9-Vf9yvJVh^=hls-%e%@>jFmq}u+3QtzSmpST5nb74L#;xBXUWH2hrY-UkwBt(YS9=p=#b30jq4=F z`KRc(^|k6Uo8HSR=C_W@1asiQ@+>;>+2Ilav#g#8*;3|Gci@^&&sQLV#)vVQ{*U&k zMNAXV{AyW|Q55#BFp>A}!AEnqvc=^hSsy~9X(^0OS$mrTP%1i^(jvNh63x&4#3~6Y z1goS3>lb!aPcLjo_Bk~xYnn^p$n9-yhXktix zZyQ(Xl1M0jKMbq!q7M{!xTowRt|}@ce99wSr<2&UNT;2a@LYTyHow237qdS#EjXE$ zK$C1n&^=SHv_gdgH}|U8LfXYcjSg&~RKL+TXl<=GMC4#e>BaDyK)RTOSg9)>XADnc zv9uMAH4B{~QNER?Q2|VA#2C2!{FsX<+Eg@!xIqTLBt(r@QBn!XVyzA&u6JO4?V^lpw3P@>H@ zvYqAMCvV(a*OdQoVsQNFPVcSvk2D)napYYol540e3}u7o2DG3@?_k?_c9%YgfLhtm zr6FighPvhqEP&+Z_}gXKRNu5b82bsjPCnkPnBZJI8b`%B9^(Ypg_O4gRnDY;^g^W_ ziKrsMnU?plAk=Qr-6>C0YS>tMNa-Ff9jm_1U8N*3%$zLucl3 zRvQBuKnDrweUHTEuRPN`PF|R@TyMa&isZhMN$Rhr*Lwen{f3(h#DRx6W8vY=P-NT! z!}J(!+-=X}XRo^=QH{j&Ff%)cumbZp=^$Tf*=bx7cK`eGeDes<4W?~EJ)zlt_Llt$ z=Zhk|zOwTsbyoum|BNs}_n6+2Y16&2(WUfJ0ZrZ|`v5@p^}^}ILvz5hJY(QU*t~m6 zQ}2QG)t!lkezuul3BelM3U)sYr!#jUO|9K-W$N3P>GPLJfc-jl*bAeYfC7sFFKf#S z#;KW(ypP37dxBxf6J`lOVotn>6cDWWkfsAWrS8`Oo&a52E~&k(B(VLTfNZyUBUxx~ zC4{|~A?2H`r^;`MOUI8SikHgwZilG;o`~`;fWIR_j<1Z6tfp=SFgsLHvFe@JLR_6q-Ty8jG1 zGM8+qp6}?!z7M$zf+4iA6?35-kKfOq`)|8M7Mgjc@EFcCzAnMTY(lEHk%6`iNY{n_|dMz;sCDpUOgJ|w`n{GolR^mp@Xa^EWmXylI@I;8XxXywISN%KiT@z~FkCb{TZrPg`o4c8 z0P3KHz=%f{a%S~%@63z-S}r|uBm2lf-z4j_NilebV-Od-b7TgPu#r-eUklQ^dat%7 zkko~_9|!8`Z<6&aYoHiZ3e|!Z01#?J+5)#lT3AN+657%eX=no<#z&8{TZ(|q+{tZx z!+vm@)lR!fW*f0hZADn3POsL3+t;dG$nk5)ckAPN=@9&TcZ9)6DNQl1RWMGBvymFj zDH-wDL;PGx%5z00JxTRD;$nPu99rwFZag(TcSlkKPo1_{1(}=TLXTk2YHXutAAZRn zfNeSOj){O=KWZItN0VXl&V0>C)HZ0A>th)BualXPFPh=+`r1J$i_@g3kT*?^5FMW2 zdibEIFYH^Cwoj9>m(CDRGY4&>7Lbxwcz6^P=9nYsSDB?V9;V*%=f9+LLYi6x_NhfC9ZPvwX{t-el3q#Wik0keT2*FQCevMrjgw zH_F()XMtc*a5Bz3Fr}e>6>E%fsSY&!x=ko&D)1cCFCYihbR03}HWh*6^Y(eKDpm8z zXk1iKc9m7tQF;>Jc8)2Q#0p@U@P0c!J*kH58T!z?=h;Rl5SgBUyaL8< zhq%E$W31YV^l`RUw|SV=m|1$b4Lo$cb&uJ$Wlm(nDzToZV(N(Zg&1B=?zk%#kEGY8 z{F_Z)m9_$_`JadN=capqY&q&vexrW5G_6rr5MR;?sAjl4{~M+eR}nK4w@fFv6yL4*#JAjHxm zj0@va5v%(hH`A#F1lBFv@#kaE!kQgBnEl&YVC#XM)-yz%zGHrskqU8UCeT3glQsiN zQO*h9!`cEPLK2|wBt&Ipa)lb-)%Cf2FKZ;wd>n!)l zKmfKC0nvnLz-GyPv1QI(*RUR4H6k~ngZl7^xlQsh8SGQr9qaSQ$iXVBqXbYkexywCEr<~qJqJ=$1id_Je-^K!Sl{<@9o_|vLo$T3X{vYA|G46_ zXEP;$Y$g0nyfT^4lvL-B`k29`&<#c#J~3!=C-aT-R-kdy`i+b{j}=C&&m)y7Y*-O~ zXy1PYdi+>G%HQE21S~rr^ui6j?tk@JtM&FA8eN=#Sd=Q6hAXz_(fmOhy@U&n%J~Vr zlvA#yg|hBssEMb+P7kE|+(=B|sKk)@IJd#r+cOJ2+e10k!W*>giXL|%G}%}SzZHWg zmxEm>6yXqRs>kH;>xM@(>V%35y}Fd{ZD}>qx|AwHVMDnE7%^iuE<6I#T{9n^_6vP^ zO8>NKjCnV8Y_O1hGd=dVse6kksGBH8-HJh(81uHb4giYO7ecQvHNS#NK(}wObbh@s2aRs=*Up^dp<8{Q6kl(vYwPv7 zFC1(4pgF4eS%B1;L|&qI&gMd^i=|nzLuw6KYckSw`NW(R)k$?rmMC1x(xXaeUE>Vh z#sgDG#DPKNb{Tk&)Yojb*zj988vRsF!RN_`VDQE|$ zIMxqmg2HRt3^?KR1Yx#>|uiGQ6vXRtJHAH_<9YJ2dNSv9<<} zGxJ1RqpEHez`3r^HG?h4J_h;quK?Jn=v5Iv54!CV#W_B}uP(^-scTXNt^lv#U+^I) zS{_=R%m{((7rD<9sf^TNs@B%amui5RxA6R#W`L6^8BSxyrmu~$PT^*4%4%rwwO+U* z66!Q^!tI1qzx+J{paD6lSxPr~NI^DBJra)h#?%*0l@!sUUg8*SV3vMIOE@e?k7nGnLLgq0qdPq_DXl zXyCt*RVgw2yz_tm`B#h}ls0|_=nAK!Gbe_e(t&hai@kg7IMxJRVpYiGhhXJ?$@~0FSdBK}CAI9Dsd+@muUrsu%hbe^vM%bYk6bvtt(q>mwj>U_3P^F{` zPR=^*U|64eg#MzWZLfMV=p&qAiCkRpK*6m6Aft1SxBfdRNs=JDeOutiyR+F(`$TM6 zbsDChS^7sf?86F71y_Xx1)~ zntm_p&r6aIgWIFKMp`VeEP^^RxwmH?unrBB*Y^y3fn1mUzIlmbQGH`kcy*x9B#woq z?%{!F;{6Xd+mq^U(R2kUuRSsHqr$DcZd5zs zuvQCDV3~9+2J+_R=G{0s`fWDXL`LdQFp$*e5tTQU^O+cW9cB}}UF$sA&ChT-=$J+= z4cCb5{9`&KST0quFt)Bt>_lX3X=)+*g=sE^(HU!ze7E?4jEHx8H zjf<;JR=UZ#Fv7iQb>6e*;jZ6mVA^S=u+AWejVz9d?H&%2_97Lo zoxERpR%m?iw(f%xbWmrA>SIS~u0mkyhxo1F!cz(|f}2(v&JwBlp+aU`>!?qZk^hYB-u;e$=)o^(!jHyKcMAqDyFA8l!m}o5XNnd<2SiDMHJo3kVa!q>+6bii z&F*$jq(DyDt01zUNE~1KgAK`LOHk~C4oPP(Ov>JC+%cb(IUU4Wf#B3jt48(>QtnEb zOJ@&7N0BLkv6mqte(rmds~bvd4h+aS&M%*BpY^7 z3qK4`6|kZ)e&7@K@WfZvkkIZ?y!k+g+Cw*{=Ca=GaT^U>D_C;0kek05>3rbh>LCOP zRsf8sDKV*$h#6wDg@k*dYiDvsnA~nQo>7?P`yV6Ydk~o{79mEa7~*IK#}&V;VGB&W zP@%8x6Aq?jH{~}i?(k0e!EWo;Sx_r_?7nsm9OxY-rfE*&eCy&$O0R(oPN4Ibd2Wwt zbd#*kV|s7ov6D2bT!~iyX}4t2le%xjE=IpqmRjH)Eb3)7xzY64`v)U*YjdlLG847J zTUleJGkAkC2Y^{XmtNUD2Swe1R)n{*vdn(n@$ItKPyHrsf2dxi)iT7}ZswZ>)#+p( zurfE;y!{q2DC(DNyV4sR>JMBHYYW}dRQH(ZcV-YF^hloZ0n~E1Y=z8+>Rpio04CM$ z(w_CE*(9FIww*?NEjXjXPVyM&!!(;l?aXMGz2} z%T{$%o>EQT0Rc7_<)F=kXHXO@ql|#huD_5+-Gh z2Uof$C5`CvfN886(f##-(nhqYoPiySiq5-%xlV*ofA0#IN*XY`pe8bh@E+!$s0O5u zO@v1O4iN>|FIQi1A|i}!s-U>2>WRv$O|#eeKJo16RbpzVh(K+9qsRsC7KUlGUztM1 zr?DkT%x)!01&93OXT>?2E#;bxw<;yrFx`@=#9dE=erk?I_SR*b=Lgp@vZ<#cgmrTW zUlqXydADv`w;*EfH^TtSivOYI zs4lIZ-C>`bZ9$J`HZQz^V$S9vm2i6t`Gqku)QqjGL6cZ$OLxZI#%N z8Ms-|C?t^P7V$4gj~$;DKBNxTeUubF;klmQ{Cc=2zSp}Haf`eEA48F& zHIJ=pprI6Z__^rMLEu4wrp~&s-Qar22$O~?Hr*_X_sOYrR*-{ z@NYu3mXglo_TfF}U^&pk-$W+8IwCKqH;F9BOanW*=|(j#Q=W0#m4ER(8_Ep99rrii(_iqm)ROvmm$K zD@#MIwQP;RPWF!txq8r)#@Kh#8KE2qI`*r^T1RoRmQzP6qBMMuf%E~p+WZY4IXyJh zzo+Ov1RVqZx;~y5^e==U3?i*~W;&VC9blohjY9RT?F6oXJMIQbDd+c5^#bW$#96>G zpX7yx;ZtIkT8+PtYw4q%pqgx1}{y#k@0$ zw}}ne$v=aj?zZhrY<(CvkQvGMo`%cJot^7mKSx0R^Rx46c7nBI+ZF@)Gg0z<@Ejto zVV1jn_faB0t>emZVT&&*={dXE^mWsSTg|{Ry*`#BYbG1)<$<-91obuWql!cs#Qq=` z5*e(I2FTj%`42>6PzO7!;-1`T2Bg6n_m#wU*VWeXYICHQ>Beq|kfswr4vz|B#MId* z`)Cp*orId}{T4pLvyHL*A>^Fm1~#4KWeziOZ>9an-%@c!D4mS!=Eq4zns9pcc@4G* z$ajh#?h0XA$-^S6?2MqSPeFN9M3ywcAp>)9#d zXHui*%HR?;qT^ZTVHbgc9&QJb+a)6q^PWu03On>;)+gQSKcEN)9x{(Wa=zXIY5xQs-X~(xlx1erM$TvEUF$ zFmD!C!EFst&@t--yIb)Ckw`h&~CZU26ei zj_DA;t;}x>w7PyHezM*|_Ag{j=*G(;n4Q)WI~@TQy6>R;F^JrrECX_De&Q(`4w=Jv z2i8eNM;p0@ng?j$HEIV~(`QoX!e{TLM%gk?j1+G3HOH?)lvJ0f$q{!D#i*)q>YSj1 z-fc@MPnaP!y8Sh@ws*a4raU$owG*dynqI_Kho8TBAtW2eT{u;^F{1jAzT+AceAnU= zn}GcEctIx@ni?lGO=y8--a;~iQ#!lPuv)b4ao69gCx#sX27CJ!}~SAyj_` zStADWodXkjCy8aBY#lZ!BFfe8kgdFCVOw@FU)F(d$H7y7#mMU0&z zgy-F@*_H8^AHKMFbT-+aBW21LVWSvHz%VnxJ>oi+rvynJB*O#R*I$?`BNySccc5(* zj$^)h(~48Oux~=Ly|5gMkIn5oyMj4o3GnZV)y^ z#4=FeR&y2jH|=ZMiHDxAH|mfdnVG|zM%Rzk+E(u?*8t!um~WsWO<_-`aIeKTC}q-3 zm2xj*jEn;o87VyX1KwZGIBXNautY6h*$$&J5Uw{LGQ-Qe7<2C+3*>cQkv0ChY-vbRwa3CxaIAc>W`{7A{2RJ zv3}3C7!Pv2J`qegw64Z{py(JPz;5NW>~Fq-QeqauZQ$N5E^C~3xp==Tu%mtztiQ0} zd%WKP87k@UHM*OX5i!BTuW|u2sM=8?BZg<6jnGJ;S&`` zfj;z&ZdxgHbRd$X-WWmyO6RM_i+8LE=$g0B>GlO@HVk(ig|2&)fz&Qe^R-an%FA+0 z#hfyZ{3kpjsq<;x2@LANcntKgcA%otXj^TNw+X)%D32`i%>Po*<9;zNr(0FGrqf$M zBAjeyQ>-ff=}OjDG_FXlRf=z+{27u+rKU2|Z`6T@D_+qDX1m%%9sbK>)=DCN|K|I? zs_4`Nk!NxJ_M!b8B<@OA*lkHfmkU;!T{UEBKO^|Lx?3?p_OgM^z~5nUufK>5A2b@U zPD9v>DQZWxmxn8r50=3w?6&4Nz8``m|Fv2fnoMDlG|S_9y?Y z6qR_;u53vIUSia9@e>O=G^RqzM9}ux{|ztJV1d+XOu(nyN{%WO$e=~Z2TD7XqnD0Q zf?dzZ1sXqNDtK1YqWWAg+=x=A;IJHdN*An*@Uk5-yoCSm*mTYLBCro@+tM`af9ZA3 zBi_kx9De*q5YZlThE{4HStm4H%D?#CTc8NH=+**%qrutRkzuNBTzW~E4q_uCWm@R1 z&6!Qa_D)FM%0fGMVB7kVw$1&)W?vyO%btZ#IsU1J-glzppv$0=d7dYJOKB`}^|=yKJV?QBZB*7=JF0GJe403KS|CImx;(K^8mT zZGj2h$LoW4AL{twTLS@82tHSSze5!h6;6M6Aht-L! z%CyHyJ(47&Xf~`N_Ux1Tf9z%{(h;Y9o)J%@JQzUfXOy)7nWPrw5&;YxkWhB`C|}ZA z;#=Xxr|7eBo(*%cWR7~EeCL{(=~x{Ru(meiw#;9gzEHN>a>Qdfa4hsX8(&BP1{NY8 ziN@O0Yn+`5?(f&|!$4rogMQz7r^&-HB9p+Zaj!nHP!ksmpoG@A{t(rzr&fH}?+*xA z$o-`QU;QoH1Wd#FFY7^3Nr}SmUafsL{-B7UNM=`oc5#sBT-xRaYK4K5aJ8zKI}fJz zIoh7tXgo5p*q{;0r6@xpT+RfpDi;e};t<1F(s_UPmc2+%>P?k%#9t4U<{Bi6xY{W{ zN=gD|Wv@o>82}6)jwJ&$>wqb1pk(i!ypP6RWDXrsbaa!f3iYa2V!3do4N1IpC?Sr5 zYi%1D%2v&O)|wEf4V87& z`prdZs`HcU>LEH{ryO5PJog;I^nRHZQuY$VaehvSIGWaAaMr)@)Bgi*E zEUU&`IjH)c-0${ekkc`vA>X5^!b|Oku-?9}JGnH7?HPqM$=-6ro1D0)o$M6td1+cr zlcbTVSXNViYeB2sU1|?gHS8c4t@WLA%|73o&N7Ya^$3YPX|YIL&OrKlEOt8>VcGi* zkkbEX=^}z^S=eo+Z*b|k%DUUr2GSckZ>5tY;*uFF!)lp0CM{HZ#>pWIv@(relcXMr zPSy`|eJkPR$RqEvPR|!tR9!_d6}MfELVDSH8JsAXvuvFj->69w!_M^p&u#l+ zy;67?t~KVEvL1Iss(!6Iu}BGl0h-2!Ju+PPL)_E|ogGrN2}o$qQDZqXQDpN2bWTG4 z$kg5-ALgRsoZpuC;Oo#L?Kbo;8vsiSt~OZIq@S*2+!#Bu2juxjqd;zKk_0K1B5B;T zd?*egi`iFu<F z_v6PYX^xziA}`8|+o5P?DVJ>7r(qNeU_9Ti29q(2URb&Kby&tr~WxOvr7?@0_m%)BF6} z5GH~J{mNy^vsq^kcycIa^?d1OY6*>aIBwzR+$9OY)nwm9GYqDm9XfbTMP;_cELO&y z)QgA&!tF+>2{AR`!$x>exkTJR<^<1DevuvgcoLIn1f{j<8gtDVUV^KUh|W-jnD&F($QYY-be?+aq=DuH!JsaUK&>I-k`O?%SF%W@Q8sqK;woQFEtcxf z_44SLaS}ueu@{=pM$joEzjhZ~#TnyZ8ID$432)w>i|ayh9&!xxE#D2LmI58?c8n2t zLTeVn69oz9<~hN)=(gUR4;dO^TuQxGbS>Qd8A~C^Vh}z~8p(jx6N-~ux}Td9mRcXx z6Vxa2XKm6v6PDCUtbP+S2RjSlRZSiO?4<+MIQb(V zI+MiN22y3_?~QNQG`_NIEui-UVVb)XF!C)jjc=d9#{01HCX+^6eGc~c{owAkRjE-X z3`n>MzhGzw>JO>y!g*jvH5-hp`z;Ui=f2L1B4K*oa+ZI{XwhaqH|FQ2!zLLtz+gKu zS@+jWJ^{^8F~LN5-G~Q?;3rb~{LRjlM+i~yX19UbFts~smXwEBR&T1VS?dL<(#dbM z&j`2-t4#mHm$zh2%d5cQ(WJM3_obaH@*_a2xnqU`A>CA}*I!Wl>@KU>6vgc+OquOj zYn9qfEJv^}pqol=Z(J-WOgFLeLwK4McGTEwl5$0oo1y*G29M`v%@&R`e=Xvpg3ULQ z1=|GtR%x;cw|Q5v%YJ~7Ac zQ!UN#RLNE#v^gM}kDSnC0+i}WB2694a?|FaA|o0R{scQ2VTX`-UE*dn^JtSq@GQlY zlTwQffU9Kv(!E>;l)Rngm}_CS$!W4aN@@wuQ<@t+V8VM1C~E+nO2Y2q_+H}l$x`5< z%M%?EMMfj7J1r4o0`n@{Uplc)!Lno{(>{a}ONhzCVL4gSp@gWPH{6^uVtg~Pz=FT6 zW2_#Tq$-8io)2dC?_-Q=d`COtUTzTEVBIKf-;-MiR_4Fw-po-kx*z~ePMZ*kqiQwtm@kG>hJCO6Yt|70pa?z=s;C<|o%i9ysR30RZgEN2x$%f0CaOCJ1d{exc~08*ZKl}X zKon=}%3srZbP3MH?G;+RT4J9*Mv0@L74-*LNarH5XPzOGg9Q>`opqYNhiJAZRp(+l z!UVrII9)@zAWrEC$Tp&%#w-eDtvqVKe*2X&VZ~I>Idy=b!8*&|TLG#qE5g$ki9o8A zzt<1^3C)f~cRwfaKCTU#O%aggQdIm=Q(2TzG4Lx)FsQ~_XnH7rklnwY%nbMvwGqQ$ zyhkJUDuLt(T%x!nX}o)%%AT~!TO=s0L$@PlYpLda>vo5`@;(j^KoZitmMvQ_)K)cW z2~?VJJX+%=Jld-}G*Lry0I}P~G&>lF+7HIf#z|OmfgH;7cUEBP3$C!R@_kg?&_KSa z^u?ZBMW_i%T@n}#$I6e^2;{61d>tD<-wI3G*?LDT)Am2&+u5KAw9sgz6(VAnqLJZv z0esNb)wfC=cKvkE)v!@lPNk}XL78GCX8#AE3P+Io3Q4$*A}xc#d;r(~wGQVs?RuMF zmpk7{ey$1#wrf||Y|gi&(WODwQ@Q&Jkl2UuQXH3jdr?gx+#c zP3CPYvMi)|V2E@G@5ca=V#&K3$-0h^{l)URV`0qCRo^juamkoZsw(gkiKK{c2<=1F z0?do|ERwsP-q!c%jWKcnFTk}|>w{4U=}CsyoGEA<^EeCf;tzaZ(JXXeot~ANuf1xQ5|1#4Z2{+Va;-jW=iaS%gi)7k9 z!yU$;!3v~xyFYIPt^!EaL;1wWZI>Oo__0w(le5gDaiq+t1Gre1r6F`*^$GIfP-BK* z;ZkKz4wILnl^#=8;4WvjVfyV>c~4_Iq-7yp4r8F@1JcFD@Zv*h{$Tru=hjcnIWT_W z;Y+t&V6OsuY6>Z-Qms&SczDTdNp)TV?~rxF59wYohONRG!IUZR9EGVRp=(E4Tr$yT z=!M(n5IiS12g&;S)_Kw;N};)?dXbVibj~+d^7DXzYJ5vPWjB4Hh}@|-Oi+~pUMr5vEctJSLuWn*mC=LBEUUwQFk-HRo@ zp|VsWYWd^E7s&qO9y#9hyo3PsMAUfmiE{8=SdtelfNJt+>3*yd1Qh*em3+tA|CeINnX=}9$I0I$9AS>> zs<;sx7hujZt0~anBpHtDXKUSP=L6PP3|~G10E3G3l0QEGKuCat%iD@pI*Ev0m}o&% z+n&FZ{t5(-g5`9f@8ysaL^urMJ?BWbmq-+A6$Wfu=I|UQxFW%7lzl0u(B?D3jUz8a zxG3)>IU*0Xp@`M|y!^X8jv&6;iOd+{xMJifgXMA=U?i^nkQTq{M>S0oYg|uW`Hun& zs#j(m6ZJOZmuXanP$q|}?0?i)kpwWa%%EJ?xj_Lv^WtsIv;*TcK3eJ?;Xi5j)Z@bkHC;MSOgAOXZQ3h7U zyRzGMsDgB0N0+jzs+Q4qgCLYre2B$8FmVMim@Uud5c4i>rbkT@77Dy3*?@yXf~MV( z;XF*B4dk33nLoUSed)c{+?xzt+p)$A8@Gcg%l>y)*Hldt{6qTW#G^9-aHq8!w_a|8 zZrZ3a$UVkOp%~M|zwRZKMR5hg7Vs+gZkBguz2tSACuddHK8Zy`hh1d&f4G7m@wpl) zD(?9{A#W^U7ya+}^~8E!gVsP~Pi>jeJ|bn;r;;wCISdcNZ(~~AJ|5_=S;et5eOF8Q z$P|@@tL`XMBVV$>1MLzmn$kZ?2dfSZb6uMatR^dL%S*=~O8O!|X61Qhc*X$`60#HM z?;&x`0Y0J|EzA6M6ntqg{W<>lhX)jj0UW-04K4W(+~ZRMMBkhMY`C+Bm?$$Zyj{FK zCplB!FO)WfW)VI;VizCZVPtX(Z~b1Hz&Z4Nsg@6A_P=JO9Q1Qb5Lx#BxesXv1po=_ zjtF|VM9uEA(?b(+gQkzq0&JeS@4E3-)Bmj1#*Q4d$KSoEhrT*ZPhspX8)&0}9^t$^ zD2dk~%RJ+tIgsuut{CBMvG074v*)D+Iwht@#cWMb>N_I3uvhQIYR+AE^u~BaQnpbJ zLRS*kjOp>ZR$zkYWcK~oXh9X{=^3z;Su^#x-#{jN9Lsjgky55RSJxnGs*g5}iU0uA z$yf{a47)h|(MgJO?5?%+WCj4mW9!)fNXvZ9`h7jwZ#eVmOBG`d22^7JWyKlJb`{95 z;quHb@Q<4$>3?#QZ1w3amzK|Ey*r*1?dUj1rS>-)G?JG#i|cQuU6h7~GNeD3X|C_e zGD0sh!b!M(9%}=$*FBA&&RUrSK!n$DUL>YCi}{(ys$9=i7Mo*of6zVpq_OqYw(>Lj zQ*eA}4p@w)^srs^z&C2l7M&$hs^dSDgBoHGp(&LNuKl6jeljvQ4Rw5Nc3LPN6lf#4 zM8dm4)g1#>?iXq|kcLi)I(!ztj5zV{2-FQ{ZpH%Zww>~gh#^8prKwuMk?o1TI(d|w zf5aeSqF!DryGF#^x+=AlRo6SHF#E7^p3MrUd067 zTZZOuq_N&Aos1H{K}>x;kvXJzku3jNH58_0@tQshZKRSfS4r_q*bJC$Hbyr(k%fx3 zH&+)I+4|=g{{~z^UGH~=P~T71CWBTowzJOn{Wt&OOlJUqSR0NGRFMe8oPNO6!H8u( z0te$XDS_3;Mhs^-ygv1}2FrAyTtVP(FSIxUTXnjS(`u@`~ zMg28hJkKV)+p7)k7h(VJ-aYREtz9dnQapU%1Qx^3d^`9I(touY0s#D=0PraZ6{2Of zTxZY9jE0VJyv{{OJ$RnKfzG@L+1geAD|-9@al}1r>Ksa*Ad;) z>s8^^KADekJ{uwDcy1NEw`@}Kmv!)YK!f}hny~7QZkj|?RuO) z6#){Yx1`~o#)A;tKYvRu4xCW_C8YQLYQs7gHyN0YiWGcz`)~E34kVSQtT}JRvw4`7 zn$9X6_@R-U&n}B{vF4Y}Q6MBSaG*!jE!}*LTR2>@y@itjkmsGi5+CC>53WpF0s#D6 zCLGbJ!+rzBhQ;eb3X_hRt#`e{NB*ObnFT+)(Nm zDiuWE*=Llm6FgpxSpRD|1SK{NZS0O+Yz+6SBqU2_tMB|uOuqKc(t6@B-gHRXJT=2Z z*Hj0)ACpZnxMdkVFSM$mz`betr^BHmL;zeJGx|!l%R(u+A57!l)+WcBinWT&kED}$ z>x*(8CccZmPs2NX+Jq0u;8d!5TcKC9AZ)CfmXN@XYZi5GZ{*ZB|4ZxlQb3_qj}Mma zv1BKuog@vL<YizOc_6wg@ghTAE_ zysd`ue^{5@N&Cypj()wsg|qZYkqiEm&iws05jH~n%ZMP$Z6}sn3gXofm&ij$Xc%K; zjFB-$#u)kkXCWoVlo(TDOo{P-U-;kAP!A*qtDvgh@KpIeYFuU9xFv6+oiDgVS`I5! zK69$?enDXGgTiT1E5`UF{d4_N3a;WimOzS%RLG6*t0nu?>76^qjTbNIw}?VZNldzI zOxWF&**-yu@;`vwi4rCM7a@+9=>&+t3Z)~wm=0LW&%rnwq5fQGBhwy`t}W!3KO&WM znd&oCzL51k5I7`-v%Vb>oTUH%rMKbiO22n z&8>QTv2>3lAEkgotL~pH-DAm)OFKy#Hp^fC6R?Nuk6&h%Hf)e6|GhV?Zhj@pZKnP# z?M$2$;Fl(X__&-2C{98eQ{a6P3F~G?C-{`Mlb`jzE+QHz10fcZ$d;hA3!}&ER24wQ zVRwvavPXj54)sC3c5!x1w4Or)r@aL=W=uYxuRmjTYe0d6suhzBj;o59pQ05o=Qdj2z*w@4B{ zw8m!F>+89=CoL%C?KSM`ZpEI2ZX`kU*F&Sg7PFqK|9`q{EDV9BTdV|KCrx1{aq;H1 zWz6dy1}~SU>=#EKI9Ksgw@-Xk0D(bjfL{aga>x`#aFC5q1|kc{s3GSR6i&baBfdFU zOuys*hbCBEBeW1Aqm-ao*19<9^LNPchR60*zr3D(2prn4QGc5+dOmA=)8`zUepf*- zB9H3PL9i&f?l4-z=z1_kGv_HG1Rg==b*NDs+^up2cegk5oBMD-%0pHs`*B1Xze~wX40-|3Am1JEap$&h&%xj(?fSM40i|CYP zl00x+d$bp-{>zJJ&5~N7KErN@!0jG&Qwv;tmIv))flg)Ck|OV{ld>)}-auYs{y(u0 zvX}WUrh&tGxZ$&3H=*Dy!R<-B66A){+93D5iPk(Q3#t=(TFfyJBB)w|1{TX=8LOaJ zLu~g(RR_(5&8@i0AG!v3M|V}3{^EvF7ma3hSIl}d1n)#wes@PLsXkWcV)`TH MY z9^`Nt$r|Kd&{gHv-X0!XT2AT;o_za<85B9O|38rc0L)U%P6m{4a0>wTFVavqzCftqViuZu) zrSJeCIxj6W))f@!ynG`EHA8I^#dyimn zX^+yyVJr`A`#S?Bz~&Vhs#1qpy1u+0ze7+F5mNqAsCYJsvFt(%?SMTZB&4W{0U@L) z{HjW1lzo-O!?af|bq5hur|TBaDS<_=+UKf;ImeT!4a{=c#YzNb4xz^HD^X}oC^K0{ zs{ZT%ah(oGor8vxmQKOmipqcgJbEbM?|uE(Yut}xH`T=fpI>+#Ulgq3)(&}hy%AX0 zGk=j{d>-+t@3|Ioa({-75Z(CH{&9Yhp?NbwxKoa~3XgpcEbp3e{6RE^-y^rj@}2tx zpln#sWmkzl7|+DlVDy5h_t}%_uP0Js8B{LkxI4||lw^0Y&{jUPmY1ZzWoRW_DWwUz z5ne-yg)Rq~-wRl~F~^OAi8u%R;uVA~D?$YK!xSNb_7wYLn5$b!NnxE?gmKUq+j17w zGP^;s?z3X@{+GB8q-jVqmiC`GDBj5PgQ227!zv?8^8&~O&y0CJjDjZA2o%QMH)jv< zOx`yz(oB87FR~cNTe_8^vd$Xj-A*C%549+Hgz_sC2|2Vs+>(u^luN3#%(4y1gOQ+X zjOcUaDzO@tyOR2~kZ#WaSIl%!pZ8s>B84#BwtSi1qY64r_}`GTY1$mQeoy!P-iqV= zC|&dD26ve-?$0yC)u|kHC;qyF*kvUPl-jWV&YDug`nM{5J0}#uXzPAK;{u1d$NH8s zOWrHea$$Fyyjr!S@haFc6~;(Lhh!&4G(E$NbX*ef!h1@2ds4P<-In2CV+>`%zkOSe z`i$Hb;iG;4j4f-PsmfZ=cbwzCpbW8Luja)i5pS>XI5Fra5hX{G{FK&b-GeG^a+2x| zogO8c6~l!nkQQ1SSaG~+pyv%#J-iqr#h`VIG}@yizR_;D3UUW6GBa{V39${CumgEj zb#zM&UEA*XV22bw%4AJt{-qyQt{MwgvE}YX_;pnXv_(Vc>*b}qHp-{z%PYr35&0!h z{yP1`Z1<+BRXX(oSMOS4%(`&d^8_6iX(Mi&U>be%Uz2dp*zMI1uo~8HYz z=dS6pKk+w~rkv#lPs}PU8eM0LxCCg^KPA%VB3w3~cql%jxuf@y`v`RqpSZebn(?CZ z!XlV9*LmZ(rMvmXBd=M+*arL0G&*x&3z-4spmQ7?vYqe3 z$DX*m=JuZb)S}StK!wfga zt&A|Q_SA6F{GU52HLwa?yWO#cxHdoNO!YZVbxx~qX|?tY>RdQuWcS!AV-UG?bBXWL zqLF^yVIQB}KXa5$h?*WLNWppg8c%NGgtYC~T~HFvXwRfj<->{d5laR!n7f7m-DuUdA$ zkye-fHT+%{ATkOFKtJ*|G+@RDT7N-}qoLLOphpU=IbL}iq2=dTMPJWuA zB|GDjL6N%&?_u#WQWwfG-#&P}gjqaI%GlzG6p)Yfbu@^7ocihDey;3Lz!QtnL3NRZ z5)N=&rhmduX32*QI>FS_O6br13)Wtf2kbjciGi(n{MHsv%RUsZ(^^s7>OkOD;WRf# zE4m)$$J&pG2{#7WU;DEC%bIHUjWuhd>ZuSpd}Bf|*Xtyf5OHU}{%Y1P>g@Jtq|yvx zYfwdxF0Rw{6hroIBef84{`Hft>oR^B1*fqTytiEcH#Y&0@W8l5B}~S;Ii$*|%C5p3 z)72t?tT_4X1SY2`CA}j$T$b*TUZ8Lg1i>jU$d+e9hL+=|5iCDF+HU>{t47duYpe$7 zp06|g!S5jLL)Wr#~Cj7lJaEkVwo3KRClR( zwxsdKm#a~;KbuejC=<5RLC*b$p3dACpUp-x(CJ7%@3INa&xMWIbAY9w>v-!A4Y)e0148VM$|*9Sw9V!4QV zhS}auf(j5fNWQ?j1TCw`0;nC65f?8Atp{qCR%%o!4U_?B zskIPx{-4r6&`EOJmfk4&&?!E#x?^p;(==ah^2A;vbRw&R=xo$$#{(s0lXQ4&zeOQv zDG$B7gcBHw@)^1QY=>*T-{}LvJPq$M<2BcOv$7779JCmag*}SUqFf4EF*p94dgy1* zmuhH8f&(?AGWRs0%l0=JA7;#nXjzgsNPY|xY6z{dfF9t@gktB7cqRrL8qNAqlY&n; zlFcONlZymkYOBtzVg>rbvo`Y%}VyD{|p>BMd@Iw;CvLk7Yi1|_u31vkW z_V7)J;=^H9_XYWbaJE&zqG>js--w4xSIA(lkRnriI($0m*>yr9p$a&Gp7q_6&`(1+ zhmE^VMP^stA<$mI4z7Uj_N2)!QPQegZU*oj3$vbsG4N7_>(#|vU@Hq&u!3}@e1^6x z&{~I)YL}nEU6wtRdYp;V`YcL0?);iE5fXdx3FF?g_c|yuYm_)K<=^y;kFt7wu*kv<7KPn*C2#6LB zyyFh)ig6moma=$Yn5;OXrYGq8k>V1-A@9{I&L05|U_@b)eauefHMq>5eNo&53tMHo z8W`PE7d+(DE&C=&$X}|6ZiVlQaYrb&8ffj0iQ^)7+=kc{2qh7>{3mkh8pNcPgsWILtk_#wyVe?AwklNMs%Osebuj zYWF?kJ_9g+wLdG>H*c7#YytKL+yY1M$Lb<}CM__wz7Cm*W65@I6lSdkg`GY76(pyS zpp}mA$bYmKY9}jN4-wwPsd`jsgf^KqqH)>-V>hDIvom0*V#u|Ob)ZswC~fsLlqo@L zsHc@=c$pbQRdJi{r)hAW+OuL2k?0%~HWZD^YZ6*qSzhbL`|`MjeBJJD^a%iQoTA9l zGLF$7ZnBxZ*nePd@NVY=*2esX&DSV7rSpWp4hsBPx_S!rd2nod*Eb&6Eh#^d)RuUA z%B(|PxcSwpmDOnmn*EXfO-Jua-?Wc!r_l-Y_115syf`(wTDgRE&5=|!m80EQ2Eh|g z>lVZBgcl*M_4e+PbfFnL*_{xuX>Zo{nejvEDmZ~*!$%CnN^0@yQ=Ag&C$cHhwm3im zH!Pb+{ALg&nX*hn+`h#hm0-fCxrw)dvfu@GOLSSg-b$B`!MTYJy~>4?@*>jsBQ)*7 zOH08hyUok)XmPsO{l5=!kYRq=jc zB3|nK!_xxslaVS#+@Cnl3@k}H6j`}S4rrjNV=VZ3-NX`eOVx8)dY%P0G$$I1Yw%k) z9J&p!N3Ka*U5h;yL4rEkL^bgzqWRAZ6!R7z!KN6~*I_m`?0^~7erZYb6|x_jUOr0&BuUOz-^+4mWgI?f= zB?6;nQC>LCVOtHX9-1=Hzh-IUrm@-_&Rl~egJj9^O^NE!k#&FH#6u?sjx<@Z#W{{~ zR)J^CIoWQ>UHwF8@{Fs)1$EUT2OnV2OPJ}a9j`&*$l!Xr2?xQDJm*eFLdN)({ZUk? zm;Znsi^QPI9L?^M;}Xwt!RUC!OYuIz>$Ty6cNoo;aG7JFUnp2S0YpMzRa1cri1N6* z)SI6;AiS<0C;2zi$}hgF8p%k!@f2~T(eywF2MYaxJ+Y*$kcmBcq`vc<1I`KIZWf`)J00i(YtP0G`=jmkyD zZDk_mED9++z4Ajg7-xuwKNeX|VnjDA&u)T|%P*;AFO?$5HW9lY=?y!5M8L=OiB7eb ztRFAng+{qqAN!JBQ54#5?XXz)Wbz?^S8VDi>&&5QJd7z7E-IvVW7!t_;PIrJ5qM{d zv8*PUhlqzg=*Fy5fswHUtxfhOFdkkn{5~6k!OpU()_R|*@9L+5A764kI=r&@I~ap4 zxqH5WS+A_RQFU!xWw8FgGNvd`>{7%jR-$P%N;F zcm0C@&SxG3Cjn2dlqDs^$MX}Bre>*d%~TK!4q*CyUudA9p$3v_$ZIHE&S-uqCBs4^ zQm<}BNv&%x8ZSjlav-Rl{ZJBdAe8tVWCwk_SmziJ35m^uh#;@w+ULggb6L5}g2q(n zz|uz<>emDc5lS)cA@zr(_=5MGU6Tc$_IpS}g!5K!tKq?TZ()~ zQSCV~xI=F7qp2wBe;x(kQ-bpCD|Uosn9;jfJEsF3E;-7qT&2XGJ}Ny^_SyR3T@ zvV2o7D`V*8&}i5})_~>f_GoJhSd@N5WSSPwNeuH`Bu28SUf?)t+s;Z)FM>&`+wf)M zcWosU7lh}4)}tXzWzNE7khP8`Os$dF`>h%JyJRyaHZn0HyafB0H7Rqc3(+^npzF~) zhRVm<#uZuCR(WMz;?bsKskk|C9GMayzbC!0ziWrK|J0 zr#IqP``3oRme@nd^eK;JrQ$4#8>C*##1^g^aBi#svAtTazx?%kAE=G*SlLcgED518 zcYY`{BmwCi@Z~v(aO+>zSU;m-VxpZasN1(8#-O$L8Acb6E|`$u(kn6u8R1IovJ*Kt z_$65h`mg2x8nXs_%8L(MT;i@CUQMpS`h|97VjRC}tt4GzQ8C_HKXf&O8Xx`hD`lk< zKQi@^|Sm~7QnOI!+WzEY~diT#D5q4qC0C;6giL$74S7BH&YwslT|;EpEk$j z9CsPaKoJ8GQHqtPIsP5^I+6?^)Rbb@8)x&Es+c||xqci>m^~ovQMfW)^=frO$lz2i zqmNK;lB>V?tXzMK$d{`VY^8;K)ABDpamD`31#S(CZa%i!s?&+b>mIF^5+v?$4>o0^ zM#6I!Vd#xNa*4u!OC0;cG5^9E%5`Ks{m7X1Z?ICp!>bE^(vrckI_BzhQNMxetpHQF z#qun+Ct`7x{jvdo+*Qq&>T*-hVD7T_La!B%M!;qgWvrtZ4K(L49<=ALgb&?%@IUZN zx=zDyaxo}W)G4x?@7NNE)3XtD|6xBlc}Q{d6R>O^C@_N}SstS2m(WR0#=_!94)1qa zj1{PPz{vNUl*Ndcnmj{%F>1UBMqzvtt2(pfBB1^FYhMUW>nzSBkA9Ae5e4-g|QjnHX z=wj?0Wz;{UfEYrB-vI9{J&kEtwthPc|K>I%aqM{}_FiEKzAtPYVGYa*PL?L)CKeU~ zlnPVlQPN{<{^~bMnKfP=2z9t84uz_R(+=SRq1kiVjtGA@_$;k&*1hPJ+uhd?S8MC> z+v7U5#PHB0E;4*9MtNA9RP3LHHM6zn)*aFSL4c$H#7iwC<}YtgH_LP?h0#z1dr01? zc~)jBa{2(eer6ipp6R)S_T|^&j`~SnUQd>Ki?H<(XDBtGYFP`kq0Jt2o>%)&>YW+{ z_jM9j=Wdj{aed5hUDsL&*=q~ZO-v>~0UFAzw2_55wv}Jo#g~y@euiG;_InXTUWCEwUI=J9sN2YAqLXmYj89#*;Y-vz|E_K!h;{QDx`)unHUb048>xc zP>9AOEb7Vd#xAhG89sjaf&J!_zMj;gh|_wOc^FHE1uLbOBGmxxUP%eRJnKJb<1Ci_ zakkiQGa8i3AE}xGzL6#Fqp&c6!z9`-53pe>9k%=ei zT}C=&RkCs51_tYb{pbR3x=P8WV6i)R)idDi(^;dkvGArWuc=PeIilj!c`D_F9x{xY z6ZaS({yjb=F@rci+IGv~$-AZoicH3)YpJp?5b0agdyqL&O+8gPz;Du(c}P@&_{1#e z+Z`eE>)lPFUAz9v%Joo<7iNxFft+lFuLfEAA0a>w6OrhnNt#j0Gu0ezJ z-ulF-L;nPoZh$svb?=0wG9RNQd6XPA^+=PuAKo-*%FVo}fwl@>!&2Q!SOi6UrF!NtIa~OVn{B{viKW8b4_Ow=ABp{O5&8^* z8ul&=zhpAWR5^y+7&gn1$b_u}wkbS;naT{(75yI5gJ*4oS5GX8mGi}rBHYKXcZg#6 zlk{T-ObqIf-vz>te0Om}<*Rx^uh>ivEGV%1Wl`r;?0Q|_+TwB1Ke!}xIckSCEs3?R zf>%X|Nm4iQn+=$qURR=6?0IvHyEKjM&*xS7c)z?t*Y6~*)o!3Ax!S>RiA9yILzj5v zB%&vHWpR{6D~6CbzH9kXctv!{(s)Ml+|C2lHbuJt=3no47^GO7W}+NJh|)Tk6+U9PkPwZ*+M z&>|gNse(~fZnuvHKWg?e7LU#Bd`_;K>DCU&4j2&b*vL!vGs@e$LBURSxI|$Wjx-3+ zUAD$lOgIw34)|2AH=+-&sL!h>Spc$IyhXCqrA;|OU>Q%88aPn}I0l@1nwJ1bFB~cm z)GRW3Cz^vB?_4-dS(Qarm0wJ7fyX>4Kcf~m;NZk{|G@()MF6hTdDxsp(wRJfDK&)`#bHJqC8EB-9hh6TRE~+Mda>=&G(HjKL-QZ zKTHv#-PN9+$+8>+@afqMH|AgY4j+dG_Mm8y$})w0*vlQRaaRy88tUz)CHCC|McH>5 ziZZZbiM(RRFq{z6p12z>f7Cq!{);ISfF4HvR&+=R>90Ba>3Swc&UY4ag=@28pV4Xv zy19v_NQd&KuP%T2CVXG--6z)CXj8x+%^z`>fG25BYy*@=*Ktk*^P?0@(##Z&(9M9*z zFn^;pAlw#XJ3bW7sT?@Dr^wLLAW+!p_L$Z0YpB+M-MOtAt(Lba{mS7?M zJx**SRUk0;%(IPAo0NGOJVBID$13c7!5#QMj)jFbtUTFN5QOYv<#w|hUTRM9XI&m*-BaGcX+-LR0fVBKk8l$H(KUZq-<@pcaVk)F#MZY;PWkK(oPmVC`S*=RX@3l z#{hZI=Y622N(8WGr5taUhzUb=-bSco3qK%IQPh@VwwFlN)6L2~Q`N@LdeuEsCp+1rp_PCpz*K@m!HHqE zmPfhXH8K(t13u)n-?jySc)+yk9vgPdXGTZ*x{f3f2jAEs|M@6^^{knxXb(~abSb-_ z^(K=&ch0X6vDnM%TsC62O4Uu7c6YbZ3NI6UvfNM$Pg57=H4MR+r4rvnw3-$Q1VjI+ z{Bxf(*uc*+P8w}aQ${+9bTi2mZ8iX8fU&lQ?mi{0DDW=ffR4+dj6G|ihv1_QwuUsm zu8Kf(60k@SU>7l-9pKMXAvH%4WrP*%a!m&7Y5Qpn26juVvL-Q;S-SkdripT#>Xv|pMiu9A6F0n$O-}dV0&EqrabLK=vrzcjTH~# z{)IhdXPGp5J73L}+1E#HJo0*9K#wA)t&o<#jU*(A&t12M%U0Ktr(N522{PVldt>wr zUm&WjdZ(aK)gZ;eW3dSld*5oI(d!Ym8uC67Ujt$wK|O?dbS>`t$!OMhYqmT$7QT9= zty(Z0@Wu z0$LoA&htMfQ!I8=r=fp7PehYQCD z?iGI#AVCTnt5cV>5a0*^XzfXs!W+y5_&Z6u;iSKJC!9ypLP2Q|%6ut3MR2#@8=fCb zSVK~<6~MKR)!&Rkvg2AKbZnZ)e)|NWxjhZ^`ab!u17yjQZr-NgN9}Gf8M$~>QF9wX zhf-3 zw2_960{@(s* z{nGxo{9obs?$`Byd;VO1nfWvDBly?zzwzJPKX1P>xvW4x*8lWBn_rW^QPc#zfBmQS zAI9&Uzu0*Aei!{mu&3uA^?%*JCw@Ku!~Z|~qyB&Y|H?0_Kka{)_dNdB{=fVO?{E0z znf^a#CvF?;gCRF9q8e=1=FbfstG?~zg~PG+&w$P~@EcTWDYX#ZnzoTuTw%{QS`?pgK@K6d^K8jl?YY1C@ z;Jb=x3B|r>F=G!h=kC?A8oxYqDB#_;S|M($8%m|+wtrHUOS3h6M?pkrE1}SWScn#_ zhwO4I^a$e}m(Sm=b=oX(eYm*zkE`}fhh+yKaD?IiLsR8CTG_+&68a?%CwntnvI*Cg zAG<930bWi)Tq|mTHXX^eH=++L1Aab+yENzIqE?AFR_7q1hyH~85Z@mtrRC%X0R0-m&Y{}CKS$3xQ0cf8w34U9D zU=^LFJVs$V+gyhBo<~rjhm{hO!@#f^Z$OS58M(@(-EZD=?Mv&E8|XB$NWO7CeASa^k!mg0d7(wf01_d{6c+Pc$jWI znTpg&_$#4UX#}vS#z)@LN`alg@LW@bp}J{J4iTgs_KEUGV-oO6o0-z0JL+;_-9f9+ zE8(n>#eYv7i&P}Yx}f1I3g_5-ACQO5s}*5y84^cGT~lFO$(qdX6+WA;{pf-@SWtwq z4UOEAG7F5IrD>={>hkCqquX-Ju&E6)f0s*ncqqGj*|WdWaQNnixHRU+qXLZ~9WHa@ zbNAf6mlCe%@`80c-cjbOGZ^aN)mlG#g_mnT7r1oCYb*vPDW!7kBZ?vVJY1O=ggo$d zFpJl(Lo~$)R!DvB_ThSZF-uYs1r;xLi))jsBOAk0U2>)eNqS*Q7U(;wyC-putUD3F{r|q*kVPh_6@PkLl-<*?HxX}uPV$93l%sP#y^eY(F4UHp&D?I3K*m3U=zl@n0_}U>NbTQs-kA@d!1zoBO@rboNjN2`c zEtiMe+!SaZjdSJFbLvh!9Jk&0n0whdKS{XwNijH@1gntq4w=V55{$R zUFmG|0$O7c#XiTZiv8ylljy3c`hF)qNhv|u4w}U*X6j%TZF|wKkzT!U)~qfspb7f+ zmQH))lnN7EuM0zx<1*CHW1>||Dn!@gVBB5p2gCuSNT3ktA+Jj#HWkHG)@b+g{U z#5Y!M_kPH+64bl)@Z7|=osasw@;-_gpz38!4OMs^vz4X%*q_rKCVbQ!A7d;;NPtpM zk(8qAX48f*x6TS!U^6&O;FI330QLF)uw_|`9K_rW#~{;5OFXFbA_x4v;cbOI^1QwA zdU=Wxmu*lcjEtlR_(B9sf7Onu78gI?Z%N5_ulPEFH~s)x1pnn6;wzaGDY3*RrM7?LEnIYj>$gZ--gkm3PEs}m4{NCCbpViSv>u7Lg zaGJ9$QJUIf0Rl-d=PTJD^rMmW4~naBo2ILDJ?hS_KGb_c+0RQ~xhrDiE~GLDRr()| z%r;qz#Q6TEuVB>BTdBOLlnS1Jv#;iym#3FAi~QczaxH=p--7NeVuQyjq&pe+>i^Q@ z0pSRpv`YIo9DfhOTqI|~`1g)39?dl80~!*6KM>_^5#CVtRPgE`yaYcik2#mBzm)OP_1Y+_ zx|6T88t$8I-XJJ8F6@7pR;fdyd6!W< zWtG5^=CM#2+WXh_FAXoED--fL8qfKb&NF8X7o;j4RrsiDV|R{IjGyqjz!!yXUA z>&erMN^(Y&3G4VYPh)*Yhf*hRZD@O1a7ZOG7cLyZZbK>})U*z@P(R09$Zp6DR*7c| zw9QQ`M!>FpD7X>#`+d@I9K7I<(n}1`T;EByOEiIXBMUo)dugpCc;lT6pmubFgi^lc zjw%@dPef$nV8nmPnjO3;{!A}mj8IfGOlsRVtlr(4K-dwz1 za_fnow+YxUJ_e7bY1U8G=lqoy_61~p__;oiqrsFOqv#W!fy>)$ai7SCiD6IL7 z54{Nenv3nn8STu*d0+M`B$e)LMYRjhJo!?J$@m-xYRAx-Id&rXKMfL*}}nmVKTG=j8$ z+HF7MV=Kdig(*$_d!gc(A_RMi;~h}R$Rrc!ja(U!xV7ZH5CshZfu-mGB=QdQG()mFRjCnxjZb~4frR> zx1GgWb>=5&dORN&zA%p$eOLg`_5fVZ9Cvq`Fz23QbIpBm5KG+8$wd*d<-&m-mXks| zn9g-k^0gKbeS?9-cYK%O1FrfXZ*nixJ1YGA24Dn}KxMO<8kBLxP|68wOR3!RI_pBC~}xvFkboQ1!c zg{|R)=!?)PQXB$$HE^+jUcxrfCWPZ&EJK8`thV58TTwSq89puS-!!7tx6rW z#lT+>DOY{L3h$U;({9Ninu$wIb$KCe9Z{RIqM5J-T&GC!GTQHMtOmO)K32p4C>#D& z5g;J)1cerby2sf*jeB_NY_+gNnDJl86)ei*fj!~5NaQ0gd3v2k?lNC`sAB;eu4b)C zcp5oqYJo`-&|C5jOEUHv(-l`CGF69}(n9A^Jf49~Z;<>~TGS+VV#q69hb=1C;TnVl zyhC$l0%SCrQ@R!lFODzjcq6qkBjLJt>`FyX{5k)j{2+u2Ht)o%2=&nhDha0>&8k&B zZxs}05D5X+Ee8C^Q&!UHx70Qs-*jR)<%S@fH~Mv6>BBqtyLg&Rnu_?!J> zAPb3F_zxA^eiP?Bwv4h-JS^6j2aO>AE;vh^k`l#6IIbbZGb!uw+@BIPOEC19EG9Yq>b5b{Qzq`=*DMItZ4%pvYu}WS$^s55Mi$ z;z0yk@bcy0{Aem(zetAv1kf<5?>*rWZ6ccLX4ug@^x`+;$Z%26I>M;qbv`ASZOanu z&jEiYTv+teiXW=Tdflt_+w|bZ`ct}tgxT4n^7}ErCB3aF&9ABzD_&NvSywb`|8v1b zgK{u-5n(Lj`Aj4uyqjGZiI^mq)md(*nBgop<4o8#8yHB5KDq3LQ<)PXZyUoPNAj9J zVr&0U9SiGFZwp?TABPy!AJ=`^3|beT1abp6AeI9wE^{O;+ns;x6v#ykR4T*pYispK zJ1hF=8Ru~sBd%%Ef!Ji}eABvwAvRltO$l@%A!}6aJ6OPV_;1Dl4=+!*As19MR7TY1 z6;k!hN@FC27T$JRmqa8FLuvHnM{!2!ME3;*sZ7l+QRyucxc4~+yd=m)$`DknFmU|% z1r>Vhy%n^evt8U8#wEBd6i#0b#fmRu$5BAp;l$J}*f~yH3dQgUdPXvyXhr@dN(mU& za7SJi+6mi9|CRh(a0eOF?yah$CZw=htbA)HHg=?#k;}@CzS4e&TrPhP?@dE$DdoV2 z3Ux55?6Qal?CzBwD-fPAkA3pep{!z35V}FvaK<;(K|J9)o@AzmyZeX!3Rd3sU=Fz* zsNaO9EDdBJayACy@m{VmzX~YB1fMw}OKl~R>Sp`eW#H%0AW$3kT1YI<6zPhVnYr!Z zwB|f0Rqt{>F66=!Ib%M$B7+Vlp-e|EMx|jrq1phBXypg1;hGFwo(O0$hwM8#1hs~6 z5cNMB219PJO|Th$dh1(eA&uz_tQl%9%rPVv4<)txPXVWcp(OJ+SuCzV^9gZ>Bey!9 zTmP^3YB#GP?u~a#x~?mfJ_5tEbI9;eNg%W?c>xNKf|~r*@*k6o6Id|)n@WN&m6`OM z2)@1oOEgKyGd^`}uMFgh@=%eooaugX(KsizeBS&RY2|V=Gw%#R*)@~PNTEC*_@J_j zp>vnS4|#{SNdYEtZa>7iD779Il5OmXT5KO>$hIGb%!`L(x^TRFXIuda-wMS|`nhL( zMps-S?f4aP0_5iPlyaVQAf~4Bw=Ek;dL)>Md{`xkR~%)KV;5UjIcyiZu3h9X*gK6Ii3!``WC#EY^xww8S5;$=vCgcIKkQ2v|G`VGR4!tAyO&^F*Wl#p z9)N)%Y}DquvQy1{*eKglHZHEH&z8~UGY?`fBR87+(|>cRwtk||N`~|J#R32O8~ts- zKIg5>Q|uHTR4Z#yAPUVhOmZKuxS#fq4DMsfas#>z`lW@9*EcImuurQW)^G`AcHK%+ zaf$!fesRMi{e-9Wpc7g=t%!#{H3sQ1mzcUkuCt3Ek3$nZK1K&$?oNBmqxCobV36$; z9nAN=>;5kzL0N$_@cJFq<5m$e9Y!pevf#JWd`OY{V_CMvH=@wh=tRcRBO8mi0lJ_2 zH7FRYxu%Fa48l4U9N5baDf}dTHWN>%-uzlJc5B&3_o)=0qFSrCGw)rqTn>GnJU`>E zJ~T3@yD@USePn%SLod2)ecx4ks_|>qfBc48k^u{V>M!7B02{q0@wjTo62+5ed6hAl zd5vtI%>%9w@B)A}Nyp$`?F}~oAOlf23r)H6-KS;{Go3w*P-OqB zb}_0DK=ky5IZSAwzVVdqKiBm=3w7FbI*sSd##qTdHwhEHETZD);#TdBTQ}t9$_3%Q zcwm*qb+JwLI8E&cpUvjoaW;n`TScDNmS7?8A)GXac0|xt56~PR(3gBK7q@002;=F{ zhG0GdExna0C_ni-q0XUFZW%(Dx|76l^Oa@IhX>(RzFI#$T!Uy(0ULo(qoRp&TL7}O zALBu^R;To(y(DG61Mm@Q{M6Kf50%P{=?=dKsmROOqZ#vXuV8I z0`N3^eP|3bMqf6U&PsSw5Sf-X=Q6qXKhS8Iiv6#Yk2N9#ek^q|7P&I|B|2f1WG%^& zTfUZ?C=KqsAm+YZIeKUuj{9{#^)UP;0bxm3BJ_)_DO z)+6FcpCg(Y7Hvo*fs2=14*1dCxmeDNj(H6|K@Xb=VxJ73*oyDoFYCRlL-zpF#q;KU zqdRFZ0XNwad!XPuRThbD77D{4EaKR*2K3q7cvh**Qh-koCI-V*B_96&|F__G+5fd? z|JtN#l;dDr3>&O&k~L0Toukz(yCqal;gXlXMo^I1K)2u|##pZfiL_}eYG=3+O5Mlq z8UU5Mpv+{I>aWqw{Vkj4M_gm!F2SuN-pX-s4o>fOe84=ENJMr3ua{ydYy%^rJeK-* zfME?SN0rzk!v5F6gMF9h{#OoAV4JL!wL%g;tCm5CyBWQQ7aQQHnYP%8sq9w=3nOuU z_HBEe55<;Ncj}n6W}FHum+6HmdU@I!up%~a9}%ad1wsC4cW?Am>!m=ypy@*RuN{#| zXE(x~CIaYG-kLN?E{icg=m(aU!dqKZR-1MO1^m;=4@LJhG(cOzFPBLo=__SeqB zLbLV=lV_m&b^!$;X872%b*!k^%5QJFYHO(7%TsG47n?#Uy}cZr{7n!J|0$Wjo_1d{ z3V6YJ+c_KohPJ4&IgHR(;>vbc$Z`g8B<6zUM@;xsKtb%asww#nrTB>k$%PPDydRro z#}^u$N%f{s;^uice`9oCk@d2jegPyOf@}Q7 zSeb*?a;Ha7%3HkyPjSZDU?n^HfaY@G*I|X_C}Ku|4oR1Q0UNrjhX%G!sU6LX;t#H+ z6H@Zj#*)E85|0{oZ3`YZc2-1xx3shIw>db4Rg8j4!$(I?!#^X|;KYj?)O^Gp&u*v` zd$o1xXG~V_Kk6a}Ham$^%~nw{ru<8Y?UPB`j0=ijg{_%kdy0275e#m3ox%nz^)h&^ zLFn#LqT`=2Z#i=JC?eX5Jk7Opw%q?dEa~@#bGYoZt-j=K9?$O0W?OqIoq@NOA0zUs z!yiEb-DeetB=#Q~Gv06L>bw}b>fLY8reCcR6}c7KxqnWD;z$uH%Fcv=iMOdcol=6o z+=ZIW*N`mOP2<_8Sa!L#6*Xr;05Q-}bjF+@o7yqYM`KAVKv%v-sn(H3n-G3)gY{NS zfur2(jux~no6%epoSUI9p@|C)3_A<%B0`_;><*jsZD%Cu9^wD$kti$eWOHFWQuI6O z$M3}mkE!02v=7BH^R;e@d>afAxWN=$eSCeDkU2s|`G;}p3<25~_nw6BBl0To&iT<# z*Y+EWabyU2?wu&j{q<m}bqBmwX6Nz}!4AqVjjrVcek`T}pJ)`N6x>Y?YFxEED@o zXJ0X@fIEK8f#3 zdIY_-WwwLe5wjIDv}pF^CH`v-E#V(g-;c4j6cET(ZBmH5GQa9M={Tc;4O0x)?&&8{Ej0 zRq-X4{96Hb5@j69`t0cE$of{+4JNwu2TDKGDQX(xDUwf>)x=(XH7?)}7)Gz&Xu;(K z@{FA#!rnnA$F-oq>pAmawb$CbSFf$O_Uj{{ZmOBB;A+R_!aLISWpcyA6e)0Oysqx; zH5dQ}0>#d@qtgd#l(-Qk&@xC~NaX?6{RYQH326`lY+|ZNZrg)1xs}-2&b`p_`L&6B z$M@&7`uXe5`1#oJYZQLiMopJT=a9052ECCFj5M1 z6t40yYfrg?a&ZExNYL(&Ba)&y&9Y~KiYcBpL7j3@fG-vHfm{O0@$LFS>~LwxEP(~8 zj0yy)(gU{UV|+ACSFs|7@XPbyVm(oto!yr?$WZR)fyA4#|4-O`dy3*w+vgX860BoF zHb``CI!3K`n!N2Qx+D2{)^+C9kP(ysEd$Cwa!8`lyB8@AD+WjpEHsTJOd6x~`Wf>8 zGKVCmbrLO@@VmQv()ZiifuW?(q5tvBQRv!5LkX@UuM3KIgrUcJN=-v12tU{C0BGZpr7vey9>_F_5Zf&%iz2h1THBzO7pWOAe zFt<t}Setcl?j!|Pm&s~CM)4bLnNR;4qNMZn zTF-YK?N+q~f)5SmYE7!z?iPkazXBX_u zCd)0JvFW`3qEw`~9(LJS$rFkL0*K*&zBS%xQ60w-!U9E#1(hENvmKv<`Qv$_A70J; z#}I|%dTA6o-+-kWB zlS}dM{aj;ma1ua;OaT~Hh}&dRg_^@J(tor*DOvX;k^w66?ngYL2?Ke*>laof!mnmr z&Xq({c0US$@rZlFf_)W(F&CA~9l@rmT359q_3@Goo3XbuR2ddL$g+*THkwH~x0)tC zEG|-PMk=N(SSe()gh>9HAQq){D_5!qn;>!T?IBh`v!q$Nx zF?1id%c+V$0fL7^xunt-TVK5o_7?H8ycf<34R{9~SNr{BEVBc&#S3WV8L=nHeKGjM?@0#|>wJ74nf1`uy65a;xbW{S+Rd3oN26g47 zkNG+fH0U|Sh?LTM9_>dPiO69{7g0bhJU;oxJyrnRthuGA4yTnE(pIZ^fNMCKv%y9y ze_I)_)FJ?t)t!T(DfK1Iv_C0}g-s#0*&0%>;rR>JDt#8bzUH9zA9I|QU&}x9F8}}5 z5`X{I)qnk3yWx76+o7iSo#*tL?d}Puh?sWsEumkbK>KBV{YrxHJz@v4daF0252x@U zkd1jQ=oZ5n(;yo#Ft7sruxJn)rvU;>A}3?Gd6M=TD#ug)Z0 zsT#V^j%Nus_>~z_Op*jj9AmB>!jbLP_z90VVuv0Bbw~*!ukFmmk>9?W&&&myant0_ zxf@L07#-)Lcv)k~MlhG+d>POdP?I-wru%VANH}=)H2hm-bxupJkaQG~!xTK?!1W>w ziI^3N?7N>?6qrRR{#ljDah^S!t2f^7Prg(XuGkVjG%SMvw;4^C+V!CLa4iS8@}XZ5 zOCDO$USFfF0i%l_Kl)^R`*sEunRFmG?w!oe3y4@w?gBCT(a|bIOkPjB1P$CeMX(;E zpxLmiyYfv?11m|rrHReHQ!m0JmDe|n!>-UHmign+JVmzuS1ebSB4%}1)=!cLtgz&o zXkQfq5LeI)PRXPM7@IFVd_`_&Lsn0b&9J!nhyep}fxAT$O@GR56!6r$GZOWGCo~QnFh~x=Df5=QyZ#VM+bD61d9? zn%^taYqo-(HXf&))m?-u#|>n z`k(`8CTW1a!+}>s^6BIlWLFO0{g4JPr*j>h^t~JDTZRubeH2hM!tUD|WTq_ovS-14 zHvdo9Uo}!sSQPx86}!EB466iz1`%jb7)2Ecy3OPVAaL?Q#2dZU-90P}`g?gK%wWMl zBGgUt&XVg6p12^QK;w0v0_Oem<%5LD;Va+;Ev8E!AtRm-|KhTc*Z4*qlAw#f{k>W4 z64Qv2E^jiY|1aG2VR%$>z+j7JRppS1X#TqlPk0VOh`&Ni^59+d;I%)bMRM=>MjfB= s7qVN{^C=P?sayHC`r_>D^vg4ZIJa3h1AtfXx1Z6I(Ji&E**?$!0Qy-z_y7O^ literal 0 HcmV?d00001 diff --git a/translated_images/km/ml-for-beginners.9e4fed176fd5817d.webp b/translated_images/km/ml-for-beginners.9e4fed176fd5817d.webp new file mode 100644 index 0000000000000000000000000000000000000000..94419c2fe3711f77950353ad09ca049af4146029 GIT binary patch literal 25812 zcmZ^JbCe~|vTnP3+O};@+txIuZTGZo+qP}nwr$(Cd%yYJbI!f*uD9N*KdSa#Sy7o0 z@kM-*kqVMxVv|NdK&qlb@+$HiguQ>CXZL}#fT=0L)Ij){FvCTNiSm%tNka)i!RlLl z$h`-EAZN)176RF-5grS5!GMhrK0#$xVjp~t0HZz>-$nH(Ydz(FfbX|&@$a4Yn4D|K z3!CX3*UyA6hi`&+-4dLxN5xzOKO4v|&=1`=xf{SK|GWV1q zcU}PR{5{_Qz}yG@R~5kJJL8)G0LbM(&6(?2@ILl=dIS0b06K21K0&_`0D#XNaDraG z9suAg<6ZX+;e}uaP!I5Y?Rm`E2aI@gcptkZysKUj#P}@pZ~N4L?0>c#TyUhriY57!dS&^C5Sqn?$hEh49%jh;c`-zq0|T^d17(f5m=+yJz@$mAsX_#$5Is z@vi_pzUJQ#J{j12g1%Z_fWB?MFg{P7Z?<&r{;uWW8w=pjCwJ5H(sSzJ3!wTQ`@Z=k zIKmhg|MWTaarRmAQ2*TdR{hd_(oN{m>lp*&`IG`6ziqyE-WULYH@;`UgNO0g9ANBY z?_Tr$1rYJ@slv9LRmH90+<0ZSzR*-+A!8JI`%=QpuyFmZOWY+^<-%arzty(f&!S`0;6>9gx$a`l zPLvze0gY*F9Qn-;FcNlyQNaJmSY(~!!l(LLplf7>7=VP^ zHgqgzLSzkCjWYAS4Iad8+0^c=E5%QyHEg~B6XxFc1r|+PG0_ftZoH^ler+wEYx|#7 zITXKvi9Xzx^H340ex2tTaE^EJ1LZNUP*H z4j1(P468!2cve;w^;?)d-R()f?nI%i^_h92JCF64iC{JPeE?7GJK_1wYTJlI^aFi(Q)f1-{>K3 zkv7Flx8_0kR@T+@8grkXPF`;F1Ok zWu~=m!{{j%mrU?H78r90P&ziF#VZHrH2))R=ITOGhyB{pM34eon>X|Y58a(zN5n0zeOHN0z#!=a`fmfxwbnvf+?0zWhhE!l9{klor0tScl)k{2n9n}d2xY*EW$=vj zSL_-083MUsg{Y&Rr9warIS^15$OXOmebR0$(Mazi38XCRMC9leapz~t{D2AH^B~XG zs|#CBb3M@^BcfBrvsl5HbPB8zY<#}XeAj@I+WRE8?06!TeugNNq+Z!KS;b_rw$j2ePtimi}K}V_RX^QDB2hAt&G{zHZwDO(L==WM!NNLWTN1 zP6TQ78|>V|cCnMnKjvhy)g5#_#bMp&LA_v@t7^#kIYFoGdTk>Amxb(dq1i-@D#M+! z=N*D+zKK_r#HeSXU0?plvQKXKBPYcpzJm$guz*M8cidYuULAT?<%!Ha1O{4)u;jul z9@29rolxi;EAkL1paAXYQO+M8!?3g6Cgs~P*vb@=0p_HI_) z(}Jj{g}HORRu)hWS@Gq3arDvFeI%R2)8knI-THaUg{?=G7|43wM-}(yUk9sFw2Iap zKzV4b2>0}JRv5>py6-c#M@7U5W;*cUm&nnJrLD+cQ%&oPkzSdQ?+2XRMubf;rhf?2X2^nuE4buD9143)ON4Ek-qC?%=^h4uz^tGe`I?yEO86to_w>PQW|fDC+rjU zhj*klY0=E~`?5geTlH04!%#2^y}0g7)L+aA!B(_(Ko$pw0M<-qrSI^CHH- z0K|C-a5g&cR)o0Z6d_GL864NP*?6|Kq)H_^K}B})2KkCi_H_T@79tLY_$Qew+WHQw zjG0HVYRwcst%=KHC4UFK{T)(a_&3ED3&mT6N6s2T$>5$aRg#DucSrgq8~ih6*a~9D z)Rjq?_o=Q3u3Z<7{|eh3RaodJZ)Kep63v1xn@eAOAFfl*0UDvCrTw3QOZD%zldr>; zcNDsN6Eru0nyabf!$=dL7WhhS744_Zd4rHPYT;c?znI7t7>sInunzOA(Cg6RH3 zAiJBx6VD_X{GA@Z$bmY89B|9>pew)B#6l%;8ZM$6KFzNn6v$bW0+L;&T5a)(GUo5vx)ZM{7n(Zb}b0MIYO zP~6irmt$!U@D@1G`6f>S3rF|`X%Zm7jZ-K7;a8}keU#>j-fxjbN)hY$1hdRGJP1-C z-couarzT^;ATIPRH{Sgx`~R0lhX=k7c&Qm<;0KzosRhq`Io^GnlwsTylrnyO&>!?Z zYr!>~B`~@ta58HXwZx`zSyaj^*dXhJNuW6=f5#)rO2o6mM9(TW zUv^yae^JUF@z3v$bQqK&Eq`exAq+ty~AYufYj_A_@V^F_hnnh<#v{seF8sWZi#Bvo3~!zjtA_e|d*esnmW)Var0mQe}q zFR1?I-Kzm9lkGg8u3fkA0Kixw!NTd%)=r`_!b-+J5DmP&2=XH?glIRKOBdL3dVhof z7*vOUmN77X2beFkHb^_M`eQd_9xa81^j7Pa% z;qXP{f@I=zjvlK&-xYN`V>z`^|4qM{)BiBhpm4MLyA*xwbu<1>r7UD9nFSm-4^gTUeMG&A^F~H0u zM3Bb`gvP0VXQ9&OPPFaX9IX~ny8p40aUH*77$9#=a2ormy^IKm5+e}^9C;ZKT`hY_qyLfp?a>Uw{j1J=Uv^;Uy2k$v-hYFm$Lt(@ z^#_l&c9JbDI#kvg!RjHh&e%vSX$mUpoD&`6YjC4rMLrsOIuOwJJ7{}t_TMX2G!ox0 z6K!4kEU$GA+iatqqn8T_#j5fLMWz z*`KlO>+-Z@Tq;19XC6zg5Z(RL#ml}T062sNY(yEBe40IKMUnDFr-6(5V(uVDnQQxCF)Y}MHb$}Q*u;mehutz$-X%F!L$u`%$7WKE)5L({Mi2D!OnkUjx)R5~ zDgy@p9R?TShuV?^erEl1y2ol`#1PDn%9P_W-1khV=FQ*tHxvQ;uf2}-q5~(Kr_(wO z{^-0NEE>mmAw|?tU>ChZy!NntDIC{rCe0q{Vhr=~tbifQy`|G|FF_BuqvT?rTHZ8; zT9Z#V6MZ~fH36&ODT^yH54*vhJf?MO=3zoM-hg>COm)v(jLjQo1g1TK1A(=P{Ff)8=rKj@q)|QTo zpcfHr;kD-89%OQ&l4q70#XuQ_k}9?NvZm#LrF&)bafiS^qp|1G+zb6C)n zE3&K<{*IyP4=Sw_xK+BGl8RD>M#;abA)jY=$$5i`u@N%+Igy6+H^H~isSan!5tk@z zHN@chvxVRm4ig6mui4VR9E^9&5l5h}#?D5vRWCpjZkLYMswl5uw(6?|4 zxzWj(`l)^Sw<{+*l7ScXUqk2*XvwCcZm9!zlHSfe9(?cG14Zs1Xd!ts@Lkr<E&LJ#>O?&MbTK~R82#pabJTHCdPv^NE|BX7D00cBNyf~exEhf1-NI&=ba*5{$ zRSxo3Nn<^e!6obgTgzi$Tf>7I&YMlT*iJm*S<=qaJl^t5?=ptXpRjSX&0zgonls}# zo&*;;uNI5(O_BVS;gr#xNTqBHK!b7mHa02=KO+c*%Z%q zD>5m9(;&3PXtyt3L{b`)hDF(;+MZ5eUW#9lBMQTzIT_>2lXH>&Gjum&=yo>&i5_HaV2u*Rs&u7s5O6*?L>erfJP{?DI@r+#n)!TYp9gB?v;E;I<@ z6_CrD-}t(c!O87}Tz>pMSs|5l)s54i>a%|t2kv&S(^F-|rVNZu5f+6Z1@Wqk^f4~6#Q;4zr z$MFe@M7oy|3tTb$K0vSBD%4g-K$hb(u$EQqMehhNbYLCmyBOqa>jbn2o>jSJu?WfK zOH@(W2SjVT6^AwBK7?x;GM>h4NhASJprh%|?={I?+X2FL!lH+SIp9iNFy`Fz)Stf%lsx7c6LG6rd!GWBuJP@Aw0a|N z32fM-c}f(!jj>4lbV_i>{t(_bD}A+yr7pDJKw4#R_&mDDqj-@rtWqH4->0CZkb)b) zNwm!xn|7UCpg^#;KnfzwGMn zRKYK>U)(OIlbGHC+pUF>HisS6+%Zy^irK^oc9XXd9ol(gCB^*tQApF*-$}(W->nZl z!K-1k$*4N~8(4>Vf~6egpv)Uv7Hd3$ob&04=ZEm2EL2wqudx)|a z7l<^i4pTg0qM+&Ug-TVa=!D)C*#cvyp!r?uLfI0R0P zV|bH-r9h8n*{eAPsTzh>eRR*_*0HimzC@XGi1Y!8JoxNqbADFW=&C9OEodSGs!e#V8148R z_+8(@tp#E=_IL?{Hxo@W$<*z7;n$_<%p8gK(ez}9FAyz+(LRh=hi<)Nlnt)g#9PH? zHP2TKVr!Y9w!MquP2PGK&aMJ4NG`{C7x`3ezE6wJ0|3rl(`;MmU7hUqz?Hxfc>i0f zICP>NeM(0l#Em0Y9nz)Ah^xDq(3DOf#)QkN(CRW&e3K(72XHGAa+NX;U20!-%vacv zxxt+0Hvk)8>Yp-gFJ>~o(!$?JP3@=F)Kka@HfKjeM*Z|#={3~$SK>vkg>b8kl15xs zH?;9hpg#xWhgMZqq03xHy%&rxvj49w+F}MI7SNs!7(cJyapI`9wbY~VT_BfB$2}Xc%6L5RIceCAvZ+=M4s8k zOjyJL8%Ub5t)#>Nsh3O9@rvfQVAhiq?8~(bkB4|Wm+25sJ{on@?um_b%tEKZ!|Ztd zhCwQ@I>-Rgps($n7|5Hq7r?Lsv4Qn=<5xz*05mF~3N}$U zh(3+$+G4$KT62q6cQCdh`}3mn`(a!Ubt;zkoUXW&g1fcuBRh2_Bh!C_4V<=@2*!sd zeZ~+x_816A4VIf&N%Oom;a6K64h~N8aV?T4j9?(oy~t>AmWn(~1%$Z`BtwXloV0Ml zY-=dV>p9+C5a<7gH*7D(Ucia7hs6=CjHt!eZ05SD+-IG}U3*^N4^(JcyRMvz)Fb{) zjhqmIje^oAoFuH>E0egA`U*wT<+7oe|1ZE7l-k?-*;5o?heW>5w-161k}ZP;c!4cV zRf#Z?nC2jasAU6mkA*qytk0CGpD%hq`qF+X1%ef7Y%YDU$8qI^*i8a?Cg;}?8K$FQ z7}9|*%WzT=_e8VVE2>wc_zCb7QI-cuOt=0rH>~M-?d>k2&Pe{}@AUAhr!->GUV>EO z46MMu7B91c1J8Mh{7iQQr8Zi-rCMBuT}Xgr(cuvej*ajvEnF@z^N+V=utUX__BNCq zh~2JPL1*i4KECKkjpWoO*?Z&105&ywVxej!W~i@#Far;PmM6#6bsm}`aKeVXeX|-5 zTDJ4x`XbfMvD%T*GWow|D>)+2pvF^RDqrArvL^iMEP{h<|IUNrd5I(dkO`9%wXYzC zn*IouE|>e4Svh*}ID3+&OzQkc9e{uWVlBLL?6BclI9uYOl#@KNy<60(mVNxl65lxmVzaNw z23He>Wh7A`&^iyJlZwz}OzeXSC|2@92h`;a-#@U`_6&FMl6i-ON=SrVK2^5Q)xxsx z$tb`2_ZGlYkyDd0=vYn}U7r}_5EgU$agd(7=|Q}cZ6?VnHz`!0UP#>_o>;M0QUYuSdlAA$-_eGkiF(rqN;zKbp!P>n5FsP|wn zrgZG;&=I(N&3}3`TTm7X+qT@_*!6}KZwvWN@hk=2o|j`+eMS74+tcVz+V}eQ#!=*w z-8JgW`U>c*;UhS5Xe3+hn#t|jZYm2$E5=~I-DE3lY%t)ls;SFJf{~JOcYAfj=vZFr zxas8Up!c_tFvPtDqWrZM9Nhf`gH(0UW#mAx(F;6h!$Crg$hB2^3M#5k=#4}D=S(;1 zjJZp8EuY-;{bbM9DmXXW1C$~b5{hj+#Ln9o%Fl$639a1zrYUqMT3wYt*e0a~+Qh=v*My+C-tj528{P)b?IzW&*Vig@}{K2251 zzuLzNSf~JUQVYo__MU&Fgow;ih+P8Y8PC2bT65+0L@jhP_2B|7ff-IRX=C22>j}1a z2B5f+47mgLx}Fz=v*`9QxEaAhj_4r?`Oh04K=-$(UodK5D=@3}pvv}Hz@bv>vh|Xc z*O>Y0Hr?IP+7ZdLpv){-7YGBu&1t}u0uim3PunICT@kY2O*E)VFNv2!mFQH(TRU=4 zOe2I?4IAH%N>hde4!n5?8JdYfZ&x|2lNqVs^KK4zoKY0+gNu0|=II;?t>Q0k4GfyT zMcQMl7~6V+_nOFxQqIv6lR4^=*W?$9qD+djt9HEhp4J>u+=Veud_jY9@>J9XDXk9- z4edAovZ*3J=oo|k>q_Wx;2^j?A-}WRGs!bkdv^>ZFdsbOZpIR}0eLyzeEkgPItC5D zpnFD9N)Z@NztAeh6n@upL1Vz0j&U31BDEHEW33Pf>$^b+GEeNYHIwpd#siJ zHB+-h9eXe2KPU_Vj4{zr?wHRDv)%$boU5r#yuf#^J1l?U|A>C;LQN0~p13-32bJDa zju06ukDARE13kpQ6Z!he_1r&yS^)yP^Sqk*<7pcucU-ecN@jl-Xa!?d0PaWG^@+xU(!x}MOxM+ zG;vH8Cf=2=Jtng_i)ZgT!)SyM;aIV$)5%o5;}=WY%uKRudZq|`aa@X$mQFN zxKbT4|18(^Oe|b$FQX=I%zJAMvjv7Bc{)Oxch~T#Ol|FC;wl8{P_Eop9A5(!$B5@; z-h420@u#zL7QgE!liB~`!Xo_W%&RV3Vr%q05acwvhtg%x3ose4);J0p>fU)~l7xTB^=E$e>$|X+9m;4R@3`p(ymQ&st8u%Kx8O=?i{I_1w;?W*NG!XBwk-0gk3>{24 zTq@{7WV4EPBIL)kS9#X?5W*d+Ai*bKAY#e) zcWN`Fc#(o?dg$cU`EKF(+1A28k9QosbqX~(JCIlriQqqC_h@E+Y5)OO)C|0?R+uxs zt^Y!zO?Hxu%+5&bX%ea4u%u<@<iU;#p=f>fB>@6Qdo)&+Spd$<9aT zAY_QXK?dLsp26ge2|H5}op*C&p>~o4C-(FTAQt_M?hRCC)=M0r#PHMA{rV2X=k?c` z{~JYS31$dVh4V?#M@XKk3d#R;>^WGLl2K2 zync#H`vqNtLUO$3KAOR?IVi$zHeRRZdnHb(hd8(t(ve z?e3Kl?xT;}$+Df82`k*Hctjp!%Bi54UR@ohF+o?(3YrMUGeSVAK=Y!-Q=*v~C2rVn z@${g)oM;UH<~0>xlA8@xXPTMpBarWBr0C&ACaaL+Zy!6cC_9t3f#`1;B!P&Ow>FJH zr+0}_``%$}E@No}lq1z*qsoWM<_grG`ZVFsz^Kt9q9$^|5#wY-X6kRioWcCReUf9hoK2*rt+n!Ta1+(OfNSLJCVJ4BS zbDAMQb~orZO3=A5k@k$J;`*=k85ZeS92d`!=JGSs*Kg{_9ujq8gRWp?Mx|ReI< z=VV7&p~M})lqau?S*mr=lOb&YEbM7HalM}u4SsHhMHP^2!M5+vR=p9xh_gj@K9ML* z6g5(i(D$|-wNNPV_*)mEPK0GJ6A+<938y0OnneJ#vQHO@xz}s#N{oOa+Zxz_qF)m2 zK_IsS^gS7d14xWi)}CXz+UJSAxm{L>-)GKGX>JdeU=aaCaB|C1{Oa{%SB5gin)4iJ zvGQZcvG{dRb1KVsBzhOBo6PS$mJ%U*FL@T7h6c4#}#fjlo30&SXz3LYqPy?E0XN%3E! z`G~0YOhGaEsC(ekVXH0aH!#B!Cl!}Wk;qFG8?>eC zl~{Z_;f)dd13TIoH6~6V+W^Z_7mQ>1P;>`SB#jb!@4H1<0&_xkZAP2g6RKr}^l5LF zn)B$B8?5_?D`${ZG3!Z>B_isprr%QGDOeD5;0&3EF|^26E$E-Qcx-jBYWv?}x_TQkIR*u-3FiQSTP|{BPaJOX?jVFje!h5Hul`wl;c{|>#EqK$ z1?@Q0*jop%?{G|yE)J=X5lMV|p4BQ+@>wV(tC}lnCd1#ZSOTfrDzEQ3TEPU5PllsW z28IaJH*sGYA?UZ4HvPQI+ySk2qE2q1>1_%%+pDK^Stw$F;_P~l!-&pci zDTu_Uv5elmA@E?gMIMqxbWGSWX$Wb|ZCr$#$xyWmz*>>lRN)6krz2h@!v;dNu@;*+ zrQPfFm|Q}b70o3Gwq^+pK*Sj0_4IC7*ID}J4yrn=Om{o;NQ6jn;q~ic7gP@h-iTdi z*57pbBxGXPrMD6YCn%84@Tq%j4ta|p^78DmZK0hS)K+U&rDG_(;$Mh?tNM(}nv6<; z-U+%yAb|Ll^h()klZ<5!&nnlgOkp8RT{it@%O;uQZ# zckagSDu26>D#Y_!)i3JKMa6_YNcv*P)u(r$=H)VH^zY*Gw=PzI`Oe&0u1QKMGx7yc%8QerEYf1lI`y-H=3GW#BWQ=6d=Rk11O`@nn zcf;hN*C((G)u|W7X?9a6-8VuWq3XF4f8YQI%u$E4e(&Pbo@U|qjJJ)T5#^KSqS^>~ zQgcN%U7)X7dkeN>Zio!ywVNX{5^aQ}DXG77&qrF5wRZLr+B34E9%@fCS|%tqMqKzT ze};p#n!_1}dT0rSa#e7w=#89^IgD#rFS)Gf5;P8v(BeFH;PWG<9D}a7(0NxL7iUn5 z*YCmu?s(#f{t{6mu8pO*1n6Rw?$dsMYEXWIFP|O)5->U0C=#V66J1NOLArox#lV=b z12+AMf+nBe4pqA9aU-k2RS_wMy1EG;!MxFH_`}e@`jUQv z11|g$oX$gr69L4e+x6tVH7$_nU3X3%XW-9l=qR{%%3IS7Cjq(i(pQEt(7~({ai&B? z4OR%8Uw@c`{l|r9dGngYz96^Y6a}6Wdz*V%oaw6*2#?G_1>CsDx}lf*`GvG5XqE9- z#Voo3cWE}0_miacJE3(pZKGv_~YYN zu|G<^O+n_tg3Mp5S#*BTfN_J&E4UmO@ZKzn2YF{*WZrp)8sV6@cKt1}m6*6hjI-yI zemOba-T52cG=!;Bsg{SA3<~=jm1u)%;1zGs$^llF^Kdb}rn-rmHQw2s{9+{m2)vgO zAQN*w6fMBucoMfFC4KN81lA#j^IEcx?wZ2}euHC)M^j*Po|n~LwL;D?_reRBM+G8< z=H@1(LdMIKtA)p{9l!GOa#`JwKg0}3Fgo-n=d?)*d>lJWY`>HkL>u+3c(DS> zK8nUcvcI>dq4Itb{gl>nMLIZ#-f8C#6#nLNrx`R=Wn&~`5|j*H{Wuy{iU?9O!fF9i z5d?zENie7BU-&s%SYJ#?=Jvc+t)=4|Y}x#7RTQ6qiHBB4@&~LgV`%ctXvF3zdxe&* zlWA6~cKvqD=Hkw#a?xa^v$(vW%^9Q!@>I&#&Q^r%u!+ESCgC<38~~Qr5fv3R;h+YU zUqFx+7hPTtdc?>`6A)Q3Z@B?Y@!@pCf4frDoOL8u6t4?UbDQf3d3(w#{!2K*Dxb1X(n{?nj&$bY!lQuYF)uC04;Ov(LA14( z%?bw^`hFkXsk*%g)vOL2K{wq$U@`?syBFE;6)Q-utn!B(zpjEL|HJ79hQwuOzhD;F z*^Ph`ppO$+Pm13P#8T_9PG@k5o7wo}W!sguB%^LF4#k2q@x&c9aj!T2Y1)t+*7(Y- z-T!UufOCp@D5|bLIoO)!Kk$%fVYI6`bZgTEY%%Pn@5&5+p&|k%3uQh^FX7HMP%j^w)PQ{P9(GFn%jEM`t*zD&V%A zEq@VNF-*Dm%4B)(MgtV6^WB<{q92lFcY~}VfJ}z2u5SKA@u&<%1l*B6|DMZ*uy^w~&c_D9guGj*@MT z+!Uw|gbibuTO)Z+x3%5tuknktITg*J%8iNw#u>^sRjqD@(1>t;QEe?V;F?rRfRE$m zzM8m5XaAJSefOd%s8J%$zsF|09=kXY)5gA}VDSpBK#FA~1q@Awq~gvRs%Hg_KRGFP_WVIuB3TM%95l6314)Y5As@K14^r^} zJ$82WajlLLH>77)+C3Dj)1GBlFZ3&`aZZCj;)W-wFIkYnPO4FM3;NR8IYpxo#>|>( zFn7a^5Zw}SD>FA$mDTiIX6x5yUaWyRgdUe);UHz8WJ0?GY?{!_^y3N=`wz{w8d6ns%x6SSB7ur(ETE_f248IU2BO{;xE>tmSy2dx12)a(;SeZcXhM zG0ma}s8jNW$$*BTpTnV{46p89i*UDnL^)9w>hlg7ve%Tg3dA|+>CU$!*I@lAdBbm) z(8DlGf~w?$qgME4#`KNG9AUZ)Zr_JD<)GCvi|FTBjrdUbzgza`VHh0jIWSbl?Vvbj zm$C?=gb_>XV?-|AcgH;rBQ|A&Nda$EP>LH)IBaL7>LvpLfD>Y^k%W*5+e3G6l9jyBuJo^RdC5D!oOKgi zY{GJNE?gJKV>{*;h9z_B#i{_<^k$tMpAc?08SWxerW0`*20hCko3)LQouo842=TR7 z@Ofh4Q5$3n=RsIH^gDJ2Qb#U3%2=JPq8t-nogc?P>BukJgVUa;x79}8rmIzusX zH)gx%LHB0F)_vD$mK5afuX2hK2TYTk-v)COH%AxIWXLN1wsk8gI0A8v^ao<~h0LT? zdZi@`V94rae=gL|yP*q<_8i>`P^c{QXl9GHr`h0v@VFzfd6w_Gq)I97E3GB+9F0}p zW+^e&8uq3iry)I(536CTA4R4IkOI=;1ms7=!8~Ad58J=Q_#UB*GlBAu##(*j7(!`+ zLBkWutWKeYBKEXkje!+feh$mqIL&a~8D25fTgzEM$lFZRg@rD#wEW_Nv4RE@qM9Ey#}Rt!$6&78d-?Rcc=|@fpq<7e+IzbM6iCBA|6`V1TMb zszsKo9kc8?P+Qm?mX#&??jBY?m`mE`IqjknQR;f`y-EtXgjhuEUY%2*kCaX}hMg(WtZJ z-wPX$NkQCs2=ID3VM-yNVYQvohJd!h7q__m)ANSLll@Ns4Za8%rF{5}H9$hYBJkM3 z2Of)wX?#AH9Z5f8e+CW9QpR`#On(;j9tG|@mZMFOlal+RL&6#NjlBp%LqdM|!d@xZ zHU++rWtd=rFFq~ji_4$yG(hx})28@QhH+;Wp|=4r zvC+)_ykh%p{MxX!#gvv$B+m|Q};U3_ko#RUK5!_&<2m*%Jl5U%X1~7m0$jzE_ zN*E2+sMVF!PxGy{tSVAwb$YN2_`l{t8Ap@fF!n9QJc!qs4v>deX|}RZGsVC=(X}Vm zx0v;7I=&b`E0}*+yX^t*7EYm96#Po^{8FTRNKT&9A0phei$h^toMH<7f%?UE`VEVX z1oyjxgulA|gZ^_T_^7!VMcP@W|E5~fXtd#}qo#`xlha9vik1lQK9L9!+3Yfn^S8gIM9 zGgOW^tYv^Jndn04fx#tR*A>U+#b5d+8_hLSlRR-~XHib+#g^**`*XX{fvq^6#Whe| z-Ft|Vef;H z!4D?p0G$bZ;19GzD2~Dew-c}IzP1phzDS4F%d(r5P=xHxCWH&##Q6ErYmhej(Bb$WF>S6k&4RV|4A(Hsn*`#`6! z^taZZYYS*vLt-nx-UPAE^jD&#akyt7)VhV0E1K!?hq z2bJ7vF!O7)2b00;_5=AA#@JM8t}M4LKXk06DKZ0j_BV0xQcb(*&{%6nI7)qBfNT11 zcc|a$X7W!ub}U$?q}v=UKWc}Go0QRPTw5xMa_;)kiyr=-lOvEAPG(rhkLD+@VMlJD zOYmgk*XsY3Czq`2Sk$xt{8YOco;{tiTpD^2&Lv6#?cHgK5Gk1LlV%!O)fyAIlk}OaLgWWSXQ_uzG z!(6*K-Oh27qF$;2po37*p8TMLb&Vm$*G$ttys6Qckt@dpDLzPx(VzZ zWoQ;E8I=6)LhUdFv9Z0Lzq|}#@2uYhUIArb)`fpPk?9DLCmx4?D=o&`d0W3yKA>|( zms&?diOzfV03-4z?&cRI=sg(s9>(AE5IpsM8wOhtImT^@=s;bOceZfhn|_TC8p?p5 zOzSPdHj0-m)UZmLEx0Us)IR8{nrkzb-wy`(s(yd!;1}u5HG(Fp;~fuye`-mMNp&eH z^AY2ska3-2&t9W6MgIxtq(y(IX=vf6q@t0wZU%XI2VFB(9S04+gPD5+C3iKx_9B!s z)A^1r%&z;R2_cTFI4M!h^zb4Fk3X3vr<0J^QRFtq2^X7Ymtdv|b^tXIm;1{eSA>BUbqbyu=0JZ%64qnFbpY@=t zasvhCH;`i?M4fuLL1mK%`FZb84hzMYre=C9_u4fu5eyjCPT?K~$gw2t_L%Enkh`A} z;7D1`P;%^))6ibFlu0qNhMqXJ4!TrO-4yM`AH^k>S{yeh+_cEKX$g?3v9wTn#oZMi zDCK*IuMt*%+=;UGvi8jF;-uX-*!T!9L#Li`>%y15YAAcw>s@b(m8U~TZ|^BfNA87Q znczky%Z!y=w6)sKCSYL**mAGbA-D3otKpB+Hs_`bKz=UJyk!YipeXeyTc~k5r+85- zH}#2TAUBh#QCMRzRzgD5o1f#5tO)=gSQB0$5e(RV5yj2y@>B$EYlI=oi#0c@JDqN5 zR)I#+u$F!D%1Hz?ihY-()vb6u{UTT;D^i|{I5oiL?3@l`HRq;9g`>n7x&nH-ThyoJ zjvJ>`R$x7*C}zPl#mG^P5RTJt3rrG2qc~e{w;Zzv1#nB_f)dVfT<4>}#})Z5o- zgnt|}MztY98HLd(FJ#xJ==s}#lnFHtCYG>}Bd8*q>Sn_IO3;jo2YD=6*2;KbMQn#j zH3p)0J}B{m$xrBO41vO%zus9kMYsyov^z~~HFL+Hl`j)Rwm-ed#KX2t#PGM>L{pV5 zEuuUG$q%aXI}wlBBL=-e8XMk0iO;hdf^3f0SdI2Ds8m#rU7*Y$wf$oW>WqGVnejXh z8)*a6P4JmKM?lent9$3FfY)sw5Vv?xfqpq4Jy=T3=_0~)hq2-4WQqOFoWD+xLElA& zwwX0(*Qvi~qlkCk&~lvPvQ}+DfF}FtVBXFYA6FQ)IVM0c z!dZXoLF6EY%ywDIvmY?Fk&)Jh7X^<-2;@#dpgS`tc*;Jh$GKLw*w4Q;2|9%F4Aab<<`2)@y+np9vvRv_;2oT)eHX0zf2KV3) zY|nqrtaZ=Botf8utW{mrUDaP(cKkYsWNS3eM(lyu|C7XI6G*D9ym1CG)|whJ);?z) zDY1{|Ll3js!B&i44E*wjU0{|;gKTkuM~bY$0`+U@E!=Oe4N%N|B8^v~W@iP_#rZzu ziW`XzViq&;4JgO-`oT=x-pOM}43&)Yp>#o%F>BX|oj>qtQQF)eu9$FozxkUi; z1jP0Q=Bur*UtNMhQ=p-(M$xKZC9px@+^+b!!b11Fpkn*fY6eYOcu|!&(=85jp0pd* z#pAVB_h2S#hFBh5YkG+{^UKs=NkV~erPIq_SFNH?8a^(g=O1Qok>N{Trish{!Vc^=a++!F~EBl;fc-{3$$Zdn<$0cC`-IY^OQ>z&#Fns=k@x`_b8#NR_MG;8i zkUcg~r`A_Uv%s@<^a?hw$Ba~;^r|8gzdJB1MvOeDM61y<`#OA)@bH};rvLs-kw+_= z5MzMZQitZqz|F@6K@DvHZ5B+}F|9Av#&0z4`rgXku2Pb)g?=Z#YcrDk*droxXm2#7 z8J!ep>XUgp78^1woaV-xZFC7V+c6O7X2Py>Z#}8rhjR*B-|_zKc?fJj`Qo@4(v|YAUtZ!>`s*6pqIr0h&|@V>DIRsy z-NWTEQu!bzK4CLW7o+AGVu>ce`?`f)M)~59+?DQ{ffPH-5P2?;E6pnB7O@H}u`kl++9~puZHwd{fn7?mduS91LG$mZsp@NfM zRo-6vA6U_Gq&4lLke;jms=Ec36BZM{Rg%a>#|Lsf7rpk#R)= zW0jI9!=8`C8_d(~`T5?D_M7dV>mSH+%VwI%j!hRRjAISOBC~)tj9Ou}4;GGg^@8^P z^9c?He1wpsBqaJLfZ;NeOGD6C77t#8f9BgnrgA;G5M}!!T9-%QS#E{Cd?Vga76%#n zjcAy-iAFU@{_&jP5kKb$%?Mdr%`39f=s?=!@YAMf>5YUe^LV4K5eEhyu<`R7%~`pW zt>(BCQ+f)SX0a07$RM3d{mMs;wB~cewoi;LmMRdw2}=S9Nd{Tcg`WBKbfmt^9W?^* zAz;(nr02kUW`=X7E&zHF$Xy40$k@crSaga8mx??&;?`}{JQmOx2VhyOS{xtM)Bq8g$G zwE5{?@=ic~^Ier`Ys-6`Lk4SS=zzS&-1L6OIwZBnau|9yKEE*faay%^tEN9|N=~Xw z*qa*b*T!>utwFa1CZ-E;)suF1;PW{rKg1(Rf22iPoLp=nI#55UCb;VYA8>_`q32i( z1t4Gas?ObgM^?<8VU2CO5#^&Cmhc-T2YCl&kh$R6CO89<`@ZsYf68$NLn+D2^NlY2 z>K1qhghNGRnb1>UD5F*k*QKUJ4f4F({xaSXt=>tsPY2}wo@;oT5UGX>(2l= z9_Q|R)#VB%ABg;{yMAM(P^h7CqpF!QR|u(}b%RNTM@rqfk$io)ErLxq@-)y4xDEIA zTjyHR{TGiY&9Dtpgi_j9h7gX!s4f4XSyrqWL}J4mh>6pytY$$S{OS3e=A8MR;+uUm zIvtxJKIFFs7}S3D4Uq1^w9urQh)Lsh)>Hl&Rk%^NhxoO4a2e`r8;J(keT5xj1BE%8rDSew=~=28mqDmwK7ZYkJaDB`0Av zYPPj=5!nOmU102b1X$O(!(TYFj<6__zJCVRLim+js4TJck8R1ynvKI5Z1(tOQbv8L zH{F+@;Ow6&^}%p>3!x_L*b`#etlIxvJ+5^HVW{|NWR#Ug7>2HJDzW**s(oqj(G??b zwp`S|b-u?Aa>v2R93e-9R`b4|qK-PCSqAc(hPc@22`D$I#foJC9_^e|eH@qNBLDspubM$jXcp=tqK*9yeHIXQ2JDBUKX!$4KBZ!B z1@L?5jOCOZ)xo?+L#|Bnm&+-s?eNDam2P^kHf7VC=+M?Ul|Rr(sDk0xqku(!k~u{| z7*=Y{cUg{xs-vcl!CitvhSpnsf`(C{VAfmy4pBi(7{U_T4xm9Y8`F@}@vh~R%XJoc z%j^5NwG3N9&z2I?P=Gjo|Icw;qE)d47o=BPpN&XLHT%#U)_9~5Su@$f+w1~j>^p+# zyF&Im>_6AxN~EHZ)Z{j%Widf^@OAM9|E%9uA!b9`@UABPA4(J{=p5V<6$FyvBUs}W zMLt~LCMZ0Eua1Xv`0H?&?+^ljv@UArBbZ>vOrehMu4w;z?TdS9aHmLnF7;iUmHHTt z`eU&3*(%K5C4IzwZoiAtv~B{IQ04PwQzj8A9VV)V@uE~yF+2GpX|ptAF)hNv2W049 zo1|pA?yIxH1*$jah76ezU1v{(21N5r`>WTZe)D_j2xfx34)lQWj7yDQy4*O&OcDyg z!$#*Y!>aDsjgf$?#JK$_=!-b&K25|oULB4n2WRO^UL*}n&J}JD^0CCZ5YpJ#1job81gr1hDt3Uⅅ4{$&_ogZ@P@|qQ?xlHPTL?IgEgXz zt^z(DHHJNG7;c;}jBJiUjN)#wLEn= zIzVM^ZaN%d!x?-yHL@OL`VAs>$byu) z+f(<6++|$vo{i<%4jZi;#~gtc;w7!?GIp08&VuBlifLiPjWENwC)$j;RQSINusC8~fk9&VBP04A+_@ERI zp1o5fI}Ua!hWR{2=c1fO?t3P$Ir?THB*KtmSEcEX8cIFbE-druYjqO}>i)P5g!uz{ zX}yfK{GZkXAL<=pSm{FP1o{x%nr&^b#a7h7n_|rD^zk1KunFG+ZuV#kNKcq^NPnu3 zjoCtaTf@lcX_=&Q<#ICb+9najYw5YQ%^wHYHn0>o!cy;Vt`Q;eqJ_f5OW<1~XWDcQ>!j{INTuZX2OJ$3)E&UfNfp|;p*NrGRyUG)j-yxUu z)2K;x1t#K8y&qZ(3JBvy?bO0N4)$NYEfn~OncH-ke_~@=nSRFOp+om5RcG1$`r981 z&WgeM2(KXWvi8FuW@Jx@Kv|~(CnSj-;>Dy_@@Ki?c)V=;QJ5 zy<%S2r5|#q1WZQ6`v&LYIK0gD*^7T43wyh75RcUs9{T>WXfJm^=sLmNC$&23u>+AO zk4j;Ll1v-pt?(fx|LhGzL+dt?Z-Thi*Imcw^rPqu@v?JpPNYO2e1uLCb_!_+m4=QO znkAl1pc^ROvJ`Sy>3DgE!Ea#R<2@a@L>s z_ru8>q?U{@I6dz_#cMYFr(pT+XE%u=I2XA>66fi%-B845pfk-~YnWjfR>f`XHfX-E zgQDq7k`Y-$=a@JwacLN(Kt9q17Nw%SJwzY;oLzQyV&M+^9Tt-Y>o2>M;9zZTM=dng zj+signg7%Wu5#&53^wf)x!a4?vYru<-jRZG1CzDgdS+(VohrAbvkIAA z(zJQv_E&J_gwUWbXKLb?KYOX5ckr6738-BwBJlQH2OjX8DqMAl*>!nw)(fnSNVMo| z(R=R?q47LMOeEZ2cc2Bc{1zkGl0lO(vP&R6zAk$$c?~&ytvvX^&X5l@K$&y7-+Dab z!O9;>44v?VUsYZu2OjFq({#&nQ_&{ct_MFQ=C;P3ViO^Q@QgXb>ReGraU-2Hv5a(PEKTG)aXCADolC8yDkOayfV1=d`MboA^6}V zbGE*plEP_+4PlUZ(iE77oNhx_aKTn5(CH8CG^7c^c6Ygz0RYffs=?a-&y(tHxb{H< z|31)7=YGWa3oM3O2#d@93aCn5o8$#Q|CWUgRMEs4tDi?Ku8SQE8GC}$v@h6=qfWn-|K1PxJKaD5S@hYc8JBE{?(w|a-%8h>5WNtE|`-?S= zLygN;3?U1YoVRD8ePiCTEGmvX%ByNf&nU}-ezRwM@WPS=#-Oj~78~QuU__tL2C+x! z=%BqUqqHS=LnYH5%Tgf6+m6w>hN)@$r1mc4sZlI)aQqL5FtIVN$`j*y{X$~W#Lzh* zbvciZS3%W_3`7;vj06X_^1OO=GA^%+?*esytuRfDQ}Qc`k8si35*&_oK(M8+SjB!< zejV*hRYm~tc`qRieGDAeZyn9M8d8!iYuS2)17T|cH`KwW$0+dcP*zqJgPF7D{kwk3@@@%@lteTB7)964p>rtjTPq8yw3*N zbKZEph>(=slm3`W24#xh^`cdJ?^g0#s#kpo7uyKMh$2T)D>P!W^-LVu$4}2PZsoci zjA0s4xBPGn(rib?e|7r;EZe*|NK+IzDOQ#4K9&Q89g54BMcMCElWWYz%(T?P+`~s2 z=1vhf-9oju|CH-;@_BA>!F;HLX(&abdqzO>Lkv)nfez|9rHuL_F_mo;nbK$P<)adXIF zW^r45%MqIlN_@6d;Ifm?^5O%wnUdv3k<>}5=NXMHBa^-ibZi-s(4ZO5Boi8L$jD;W zkJ&OxQ~UWLDnhESuQZ)26kT^s2QOP8c?C8!8;VCenwBUlu+6gamlFjF$i9omSnH#) z_g6Kdzhh|ZQS8g?$7!oaqdn}bmlc&(Md9h++0?osdJt{OpZp*)R-Qo;-{Rdl1w{<_ zE@Q8VY5kkf1~+adVl+PV&2l*>tI((qw-jpxiu1jD*dLN{BA17UjbHQyi9s{RxNP7xBxe z4ggm18T6hvTlXSNhj<7KH*Lslu`^BS1fA>&-LR=y;nA<>Nm#U+k&;#n%*OX=G@8{1 z5YvA~4t!kp6si4|CMSE*N&??i>=K2YEKr)ncplP9apnavp>kfPMP#AM7^3RTT(4jq zgH-jWm7WKL1~LfKi8I3dDMHKOL<7CaXNG0 z>xR+<55rjqJpG-~Dg(vCl53+AbxTI@l&FUrvgY3}(6-e6ajT_yES`^t8k}`Mm?W1K zD4Tso0Ik|eslbJ9a++YdcrYYR?U;vl!$@5`rpN3mAlO*@DFYExrgl-`hwC_~dg`m7 zz}e{>HUI!@MRiS1MdL1RH14C~gfzYfb|SrXj^L@F*brwwNz40M6&G@Q%#K%5VAYSZ z39@-w@cXnppx~3-Ya7;a*O6IzPqQviW#hZS`!qcVkJxEN>5sl{ZuxO#`f)CCdYktS zdGO+U}iT0#1vH}*6P{<>hI7O$(T(49Tg-#yCidBA8mk+bIQUHv5g>7v6xR~XxD zYtlLNFavx~85OHYkNevKzC=fL@KRjLq*kz`$EP&j?(gE%U=a7~m)AAfnv>H8&GtIp zcQFUv*5{5lIC9yEJ~^5&SPTc}O`+Jp-LLolvRBO|Q@Bsq5k{x9J~JMQW?xS?JKQH- zn=h(&zT%7V0ryCi?{#ZNFCcKQ&IfaU6im>+>EeQD6)lBPnEB~Ea3NI$caZvEQ0Y+4 zvRo87MKrse%0ZMXooVz!LeDz1R%VIM_(f&Ci(cqU-jcCCZtIkPC1?a9*n{=>oQSz- z8Wg6oh)$bBz`9?F99}V;kK;NOo5>CFxBmJNmtXHD$oP)fF}Bh1lp>hG!5J~-t$tqJzg<(ajWVp&mY4!BfSqG zSUWggKtjc=hqbfC`X@7h&d&e!N9UYCNJh*f2KN>tJP**Y7dhyoHA$ciGOm-H9Kq`av~*&WE@-N6H3#(z;(DlNO*LNW(95+;?={zo1SQ zvpbd|yT;2gXwqv27Y1A-_)5?F>GfUwEmCnKGMigg7m7GH}FPV{pA26rdQfYZ^b! zURekwt)v|Z0KzSUQUCy=b1fv)9l>c|Ry^iJEj+ek!s=Ncb4;hP0qSP&X(@(rZy5}hdRiVY4DdQ-1<-$r*}nCf zZf90RXm1N}^6OcAgH@Bc8P)4zTuF!a?uWO%22R)HXh;%6_-laZ!i`?wWDjP=Jldc{ zCeNI|_bDW?Kr&h(7j;%kAXhZfth05a%I>^;vn z$oomi;XdFUEuthio=FUo^={8s;5cqnAy3YN0`K9mB-(r3?-_*A6qmPqllNs=d;o*+ z+}~8<`ZG7xxZR)}Z;DzA4?94!O z;kSJ9p;L`xzkgxy zNR#-OSy388s|%{eS7XjDlO4_+o)s}K@MjKfPbbjoG3uBYj5x@q)d!V z*FWUmB!Z6TC>`>$28vkm3p7SDw>afOp7x1T66TG|;}yPrw&1{kN%x(Bv?Go_C&wB- zq}g>nzGS0G`Zo|E=(a*Yr9YprG&9F|()))IcGtS{hi{dYlC?MYHg^fpD9<^N+DBBa zZtGAFshhY6Wjn-Xf^f_c3DScANLRVb@dN&2n4oTzkf)u~rc(w&wRv{WpB}+smH|Sx zP7CJXr^&gmSSyU;|IxEjv)P@0lx#(mEFMGO5P|V?XB!#Of43J9-t6LyF-uvP4W)2F zO~}lq*glu?PO{37VmlYZL*LjJm(tERJwWP(+XM-p@Ur_C3o=fq2zAlBVT=InuxD+%*%3kT;nl_C$oV!?+R&{L4(Cj)`gQn8Ndtl{tLOj# z@k9Q}KjiARbI2w8m~k8M)ct8amaaf>jM|Or9zy0OddV{T+dA&-Fvj72E6opAoOM~{ zymhizdpGr$Es2ZQm__WxTMAk_XLoQz|5if}+i3)osfEU0c4H&6Rh=pK(|Sa>;-p;Q#Yg+%Qwt*+ZdcsJ$c~Q zgN6(%Cy*&?P7P+ZQq#oRg`lK3O9+;A%?VdFk(UPhyv&a$blqk5QF%dtzg_8P5Ouwn zo03Niiw3V)a@c5S+quO&*+mrG)>T?FHstj}yBj%B9L`2{ru;^PP3QjuQ8A=P@BYxR z`rx{Jv3|)cFu{$M02M zmgiQfHzutZ8G$`-wd3KU%=vlRRyUgi^A*Gf8m`x~&@0txZx$V&Qgl%#-^SeZ-D7X+ zN)g26704#_RoJ6@_h3@eAJin<;~6gbpFVcwa`Ps>JnFC3BLF&R{X~@wE-)lfpR>Q_w$>_()kWO~d!k!}5>mp@eIOn+*)_Z!9fLYI~hW(JCsT zs8>;Fe_UZOkbN$B1?EWSaZ5ds)vj9JZ^brbVOX>j6eS{B9|z@>{`c+q@6u`-{((`w{<$fXO)VLVB)fVi*A3~!F9KbsIgN=f%1|K}&p*)0i=KPH<0;uQ@6 zZUIF_qlI*$?36Ew`R0zZVNdR3g0X-eDgSO1Tl`X-?n@A}jQ>z*S8)kQB$h*tm$Q4q z=IQj0xYS~~yY_rpnW6XYQ4t!@(tsPj^DGENLDhJly)=k=`GC{JF`2PaX^KSbiPly; zNMJIX!M{f(6S>Z=sZataZd=txSqg#U%8eVm;WB*rOdt*RZ5qiw(y!F(S;NjEF2&kb=BgYaz=~XkY?bn77^zyAN6H0RVvi0x7vwDF6Tf literal 0 HcmV?d00001 diff --git a/translated_images/km/mountaincar.f7b7a7f6d4f9933b.webp b/translated_images/km/mountaincar.f7b7a7f6d4f9933b.webp new file mode 100644 index 0000000000000000000000000000000000000000..88d3dc0e572e8e2405f01efcadd2cef0ce0dd0a8 GIT binary patch literal 7306 zcmaiUWl)^Wwl!`+2X}W3PH+oOa19n9xVsJzG&qC11%hR82n2Ts4k5U^`(QKQYu`QR z-1Fl;RjaD2>sf2}UTb%2DZPCgMga$>FE68^ry)$^{l^-&7A_B-4HNMNUg9-LtQ;L} z5w8DxF&adq#+G0S)yofcdHV12+6YwVx23x!boghx_ z-%-Ohq+8|_1q);x@BT03_X}SI8U*^T8pUg-F~kzLvow$2T8@`b<%s_a+0&_sX(oOM zfxsYxYr7k!$$vvb{^F@b`2WT)kL7>k|D!ctr%pgxqdKa_VRnR=$0pmflLt~jpBGaN zL78LDdjB7?f0n45Y0kf1*FE`$W8}z|@}%(yfj-vl%^s-b|AVYa9(=$XQkT|_qnz07 zr=y{qcSV8$|AWHTcUY+z6F~wURa8#@bw(#}k(%?0+Fsj#Nd7Io@Y=1L9id7Adz7>Z z2b_5RpZqOFRego=MUh(c5DX2l*6=`N6n=><`R~cczM=b+-h}-x`vX_7h1XGvOMlxY zQm_9JOW?AZR716vQqNo8f3wZ;T38n}eSXF8{qnEqOz3e!eWcF?n5F+Y<6lF+=Pi!$ zEmur_k4~afva>YwhXV~i=GtiI-@X5H1M}OKxl0qtKif&B#}}k-&_u5CPcTsHWm@L& z@4-BHAR?6-L`AokFSq6dCGk_mO=wb<8~__#S(4BjDNxg&7qLu~p5_>{=wR^X)qzy; z;056VyKV(wU2!DNB7;B}QZBSYl6k zHt~x3Wf7{*!*jDXN56?qZE)@HaXq`Ig)iSDM~CN3;iuaUYSu)OKUmz`Q$_m96N&Xx zJvI|z_uVtQ_FeBRI=I+&T3zZ!P2j&CfqH2Y4o~WNWml%a-O|5m|2-goPR)PA01gfc zvyg&=3vjkE#8Td8mwUPqR_mU3Bi;(R&OBE94g2m6Xa!E+0vWWLS;v&OVi>~FZmPS( z&6ITQp_(CeN)LgHKf@Xv(>U| zK<-@CQd65>cA<@$a#s4%KBS1_5e6hKkI#z`j+YR*9%*~J950SUm1pICc}9L7-iHwF z9iHL&U4Uv;Pbu;H$R~LXQ4vDg5=cu|^ddh!irHgXm~N0v}$`R69Q1VNbLE;p2^DV`5!*#OG49SeqlU%GGH%%smyNK6F2|; zaVu2~il9C@03EEJUevGPq#~k1Q^Qqpw|4*W-jx2OKzu3kTv{+<&os2|B!8&Q+FBqQ zbhuJ2O2IVL;-U{N8Q~k$sA#*#T zp#uI*H}M9ym1l)Ko3v54vka3fDHBhmy>FT2sAg=P4cCSoR)SiM!=V~vLYSZV%41C? z{K5s|=;<_tZpwF^zmpSs+kzI$8QZAH>#4F)G8jMzhQs5LkudX0l%r+ zWNygwH{7eUYWj;L>bK${Lq(KYM>wvd{0vpwnpvXn9QT0=+mPCd*pn<5444*9P! z_=5%LkNb!Me^b9DU;%8j@1&5}DAG~4EQEYBh?M}w3XmI9+@RcAjhF@}xU4NNjY!IW zn=CGQ7j5|!spnle;B11xd%bGZz#mM(0EiUBlrWMrEiSHPb7K??l1zY`g(D5ZYxZ5q zuBha3V3b>bxO>P}GBL%v^pl@YjgZXiWRWIbshP9pSwpcnwz6TooAVC2-5RI8eBXM-qQ! zO1q+wkgh0nLjW}0W!<4f)g**n;)XzNRSr` z($SG0JYDAQgyuc~BB0``nf1(;7xRr7Ph@G$>ST_q;Ks?>56HugtvYyETaeuCL)xK! z{{})TYw@0_4MfDEe>Gl*5(y28Jkgju8^6Va8FHvgurCT8y*-#VpMU4lJCwv{CLJE=M*~t)oyg@5Iu0p#tSnIGYHF# zaDFq7&8RrCOYIcSl*Vcdj{CA2D18m>g)#)^`h5V#-d|~%o^PT;^|q3?AvGgv{u;{p z&RWU>l}WRjRN7T^SB<>(t!8l))x@bakt%;P+A()nyl41=hEnp0pRXc(0Tz1(BXnaaspQx^!NM z@~T+}?cUw~ME4ju2FA0n(2DOoISby&e+lhFtH!9s$Bq#ZQ9c+%a zQ%ydMMq@e8cU+1a!w~{ZZ1mP2Q7RY`hea$o>edu&Oq??_+>bT|>u!)+izbJtGy?Ev zKwG`v&#P#-bgMgq&I9i6-Gpq_DToY{ZficgH7;{pGHA2X-OkdII2D5o6Z&MjCOo!k z=-d`JJ)yULPB(Z~=nfN{N;YV^qBVUz+W+&@CRAn0S~RJ+C{2yKG34A^obc*X9d5UW zpU%a5q(xGTg>5hzr3*>q_)uL4Vy9@BcAz~|eq4csuCyPYK#OpP8Aj#oCyc~pjKU^` zp_Mg{R=Oae#V@S{E*Y)WA>D53Nr0whv!P?_ad&%3(L2(k5$lR!7 z$w<6|;mvG-)5!C{^K}^L+KJ9;3{Ga{Oij9Ot^Crur5b0*Xa#)CG4y4NLHSfwwU{?D zsK&Ab?kEx&E`!8}rE??2U)W+Gd?o65n@28=pLqIVTq>cx$hc9jowV0O?b9Z!)OE9P z%9A-VuJ?*&4B~I%@mMyQF=9(8U4Vs4&rARF1X*jY)foL5>NiEA_d?B>#0H!-IFL5_ zOZ7@yDEpqhyQ~o|WxucHHq5}Bf61Ge|Fb~jM(v1Xotsf>#UK$g)N-F9y0UqUt zGmdt;U!}~exY8K=TVI{p%=AUnQ8$}TBD_f(G2Ztjbw|^mJeA}En}ZWLo%?hv_hzl% zm+$erELxIU(Fduxuwq{df%?0y@^ubl1xMXS-Q1bt@jdsZ{Jf`%nv7>hw*ZhjZ6*Z5 zul;5-6#cPp;mLeZV^p)AM^WK~DKlRN)eX(c`e=&lw~=R{ z&}7Vr@kF#SHtU5F3s#Uc?Z_UDv$iN}<+&p9cgmO!8b+k|1RjJCA+ZOH1HKt!s`M#z zIB5~CEouqfiW>!GGX+{zgx6)gD^kk*ZP$XVH1*lwhStPz=@e&6{SB3wLDWHyy6z!^ z=n?4E_-++`I2ZmayJs8tC7joqLl-tx#|4+M-Tseo84Oh5EP$v0Hr?bQ*U$a|*2f!; zt`lhsNcF8?uQ!ToF!GChrt}1Pugu5czFpf)HGe=?s3SqVA$eyWjh!`EID29DArC?AIi3ftnf=%hR+ ziTBh>SEyW#jd3~C-6K{I4Mi}T8;OS-2cCZ_qbpyZm)8Z54>JTZIZxX$kmBZEL&|P~ z!z*1z-6td(3lC5EQB{i|lrZ$1A}Cza?v;bDw3*3WPVLIff>9G{T_EzT`}A4~4^me7JQ=0CJg**xT{OHsU8q z{rV(tq|Z9_cO?{b)1t}|u?5Up3qOvJP#AudSLb%CplQxeQQ7}2@t*61PbRi0BhaIH zaeIyQyQF&$4o4n~O-gbC#|?$o+e(SAKJbBZ!XCp8LK=;FEJfUJdz>kTjVTqH(oRyG z($5}_9CWXki#6oS{UCrn_5~w5;p4(Lc_MWi_qSad7$Z4Zjs_!kVRR;NJ1+4-I1KuB z*Hfw|=cG23tp3 z3@mEQEAFxvs1PlkbX)Ku8vOFiRNwMMku{|6uG`R3n-Xx};*HEjE?n!Kl}k{wQes@wor)>? z>*5#91p4&`SZ?7xlfYgSBz4T{$9b7P+%EPi<%JDd46aJzxHv_F+>P1ypjO5entm20 zQj{7M#cp)z-;2Ug^Qhy~)x3E>F0hqMz50?R*`x!c(t3nptuy(&qP(0-BBmY(Z$I`N zlN)*Z+jV4)#eRr|sA0*w7*1G4f7Cc47@%(=7K5r#qFC^?OpfmV4z%~osqUSj#v7{p z9Uj07x^Xg8e-3j-`^g~I>oy=ADrGp$4eEA zaH(XjJIq%i?r6zeU5vYNiWxdpe&frW5qx9ask3csG1sVZllZ14V^xACed04tUuCTW zP40me*nhl0i@owomLo{xF)uw|_o8jNZRI5<*quUqgmy7x#HKs*t2}5Y{DO4ZRLKgUPZ=mDr)gBYBG8R`d~9r5dumjPJ6@uW%ge*Ir0?J< zd1vaqNZpp7h^eIlBYr{pa^IWPKB%;@F4=ZPzcp`{M#BFgP?Z@VyA#(W-MR?0U|9&5 zp_3+@nhMx@P5U5~>NBjF`nE!2N@&XrQu> z^l|~byS_gh6Zgl&KKxB?h&Ex%J$mQ%_$vl*8s{_qzDQ4P)(9g<`z{$;#RW&JVsFuO z<^z_?s(%~SDST-tEmaEBR5_~&P=U9;9>s-W7Y0cK7H8VC>3QA=EoE2_&j(0an0QW} z?beYUgEtlR=TId$8-z`4we?1EXA+InVnJ@mE;LFXs@;_Y5@OQ=KYm zlgJ486AXuFl+J(@=mxf7F$_n0YQ3M9+3UUJ!=Ed^6~Howg=V++Lu=WlH)+2D00kLg zO|0{!^(OdU^ug(_&s{0z5$q0xmCO_|)D0vQOOd`A0+}1A7Nf~7}Yu%)P zzyb~_TN=^&zi?ofi=RVCT8)rB?VJ~!sOA{yB`-x{BtP?N)}@Wvhw$$&XG~9&Zl4u} z>REH6I}DEm{mQp{+h6eFO!i4-<=ZWd;k!n8=#%7@zxNs=n1pW_BG{LgZH8KPRZ9dK z7*_p?`XjBr&{aZP3qNpLpX8~t%FGdFPYGOk=Wb2a9DFSx;#tcEAiPD${4|(3+rD^s z$RLj-XO!W8o!eP+*s;)07G6kwOU_DO;iG)s;N>%p{nU^9)p(P_k5xNJ7-|e6U7m{; z9xLxzRxx@r#Nz!{$16YDw7iPQd&3WrMO3W&}# zZFU`Zo>TZFj^S!(7CfU(Cfwqj_^JI@Pl>DQ2Lq$nW4J9zW#1g~o)}<`3GXC;z>Xqg z!t@|j2;cR=3ogbIkoy!3uun_wpS)C9(@v>gcQAnFe~FVQjwT7G^$VW}%$1}lRhV*l z_fGfWg^kTQxjd!syHe0Qtu%%VQ+kTg6_w8bLdj#3k&Z*JSIAYLd_bXTNKx+FfA=OkWdm+;Y}Yzxw$(JQJp#BdOWr3g%7lWP3>tLumOaiKi7ftI^zz zna^>eOcLKtXTx>ch-7 zY%2rGI`hg)=WR%fsyKGs;~<$ZJUBSp9Mq-AF>j}yxm2`JufP%J2@q{vYSi#WNY`G% zbLSnc(kTvGpd9uu=~7p6SVt$WqvkRgKUm8ya5?gxG~`!g=fol(SZ5EiFihJgHNvm-HOrs2!^Zz zl{E})G?~PN8S-4i3-PW42KG&;&yvigxrDJbQ#B^|alt9uYWXgKm4vXOj^-ayAnSXl z%f)kG-ve-Opu{C`@glqhfq7i{evUm?@Wr&C0B&M>>SSYx22o+F-OC994t!CI*4e%~ zYlpV$n8-zn#dCS8TCq**r}vw6&A;!Pv*e>#=U{iAgd;aN6?M#EDqkV-Ta2d2eKW`L zelpJ!H@{y)>%(Y9jTQK;J&cUPA@My^{lg>6jxpe+?;+GA$>Ae=Ayr~^`S+^rV$3Pe24kR(d9No)ZGm6^PM&mmg9?gX#MH1SlyS#3r z-^VoTADy{AKi@s0xQ}*K`f|I3_Rj6JhMdk;Y#^)NRJUp24?SWfqIM!sIqG>;p%|N~ zsh||7en_ov{9I-T4sPNUG|nrUS4DJwWzcg$a+0`hX^CX^^kSK9M$X((>G&o5IEQ?~ zw6vw<4CP|wGo}CdZ={I>z8z>{(=@G>m^_rU@q|6zhRsD$sO*C~-AyLtAI zaUSU3-fWL>-P#gF?ajCU^m#)WESGbkeS)!iaiqBbpnDy^ z{3Uu;k3&%8c8sUl)-5Wl;ePphLW|;@(TKGN`+-6af`58Qfd~;CmYC#Ae72q3K@K>$ zn2K|wsvh}T@!(@<^c{S0(W^*l>0Qn-e43*cbWo0ZHK|jvY&{9$D* zwv^KY9l3pedBI7E>3Y-e=x*MQwKvt-C+*+TW^^lCvSu@a$sk2KaiTofdRt?SEP0j8Xgy-}NxIDi%QKN1q*mMu zFI#9QA#7*O=Pt~Yz?RZc#?fjcEl0m5yfC!I-f|kjFd5`GOu{~roCUwopjE_Kd9K_3 zO@c>$o%Smeh8i3k+)1y1Lyo3eDI~GVo>+2T$x&HnHatG1e{Debl}>pIB19@UMA{`I w&48V#Ur?@BN?u<}u5f`BcbF?ut#k?vAMxd8@W>i1F~w-7fKA{J!9TwL2Sgr>LI3~& literal 0 HcmV?d00001 diff --git a/translated_images/km/multi-layer-lstm.dd975e29bb2a59fe.webp b/translated_images/km/multi-layer-lstm.dd975e29bb2a59fe.webp new file mode 100644 index 0000000000000000000000000000000000000000..1bd1d4dd22934a92aa322b028d94a62004256979 GIT binary patch literal 12316 zcmV+%FyqfsNk&E#FaQ8oMM6+kP&gn6FaQ8>)Bv3UDnJ5t0X{JpibJ9yp%H0?NFW0Q zvbTHx{n)8ohMfVdQ`Ff#{xjFAEY^+K9C#{ddXDa2qkdKT&&w|(UBCHX#a}Hr3U}^Z zeBb_e^K1Nf&#(7C_&uKG5Iz^_=|Q{l~YT>%Wk`fB6OQ z59{BtAKCwDzX!1I*$$+CA^P?9kL+KxpW**{KK1`K{#)|v&p(kL$bMsd0{$udZ~C9* zm-lbpuXJB%9w|EKm@lP2FaH<)r~DWE|L-Qh}=l`#GFZq5g|8W0->;?Rf`EU5o@*lWA=fC;??fT9CKm3>a@A_ZyKmY&#`1|@F z_)qx%=07HW!atCIKmSer=DesJiE zoAZZ6T--?_eBU8Ou;TNJ|4&nb>RGVZCk4?FYcDOD52GPjl7*k~U$)Y&d`c79om>9V zeeygRtpB zrrIzoW8eA1Qf!9$25KDpAtvfQD+x)5*S@2&=8d$md^K@_b%6+y>6|(uqe-%aIGSLrrYlDc5Ntx z>HduZ7mFlKVzJt6EX9ao6W-t{9||UKVF#~uG*gBP2D)ACgD%a*KQLyi?HmwuwWN~L zddo2J-j<@$PqNXh=2@1xrpWWev|%cSSX)NUI%T-$@_nLKq4mm+(tli*)QaD3=1d2VXo0sx;&aQ9H2dy0E=K|g->fZ#={D^?V{oc&hG>L~p zy@H`k-r*=GUyJ6+5;lA~_FL2J*@6?M_GV5{vOD;9HP?P{=z{BT`P4BzsN7ucNt9W0 zesH`~<`4NwDPF1JZU^u{VQneDo5Kj{^-&q%ApV+pM1N;2%Epxq1J_c$b2e>9-{pTqpV6>)92^P|q%Kk%L!aP@G1cfIcUpzdjX`7gq{i4#S`MH4xG-=dX>4xol(@ zHEl-uS_Rk86UCMdueh|*5z3Yvn1sYFGcg|RcQn{3Sffr6gvRh7WR%h>=k!DX3rCIQ z2NmWzF)pfEAerTtR6)CbCg0XP%UET`i0L81FU$>}RY zAd&_%BFnh|{Lz72Ptp?pqO-)n8ty!!zqme)@M%eY%_$a7r~4!FPvVVwMSC$TsfH(G z>WuxGQeU%2n45w_*uK7BtO2j1@9-!6hPr*Fp;ZBWff1nkz*8QSr4M=k$P?@-9tjXs zDUl0}^qo=Xx0VEtf)DWnk$6}J(1E(Swtoxc0OD>b8P~wIi-MjSi7`QEpV6}~3@P0! zQUc1o&O698)0ZjkN!*=H`&s9u*wqu*cj9HPqlHQNNI zkLcpou=h&tj!TfJ_0XBe<#G?l{4C52f|y{d;ubY!*hFr^z;{2<$8LC$l=a@cqwba))?Eq&YZjf;!vK<>gOx>J(_9@=E`YO8!N!x%svR{^xgv zk{Lj%MA-}j1JqJP5`*W^K9z#7J2c<6lpo(gBJ|QH^~94_V#J(MecSE)U3gLO&|T+p zuBg%(JhPEHOi&2y%iBP=Pfr}_H(AY8J&Qy3{u23n+cwa60k=NsCMU`LEou_mtYjKk z2&`maVEF?q63|LAj=djU(0O4Gj-_5t`&`g9G=$6-%bQM~u&!s&f=xe*vaGGTVuc)L zgA3z!2%5s+qLYo+{^F~&>*Tc<`I_L{KwzJA44gEW9CYzV=b<|h}> z8520#5MPmFOy+j+X6u>*BDb5u{H~+fd5|h|gScE3C7Vi>)DlgA!ce;~kiTQ;iE?6G zH=_h8@xf#sd8fcF<)?P6q7?K*nEWY>jMP1aFt!SAky;31qA)9VK|utAZ|`Fc31OfD zGJpU80B*CC5&|_7J_sh^_+%^2pEoi>YV8OU*JX z&E~(%(rW1iU&2mOCEUQ0FR&^eV_LB7rXfNdyF?s4oJOhF@DV##6xPML64V z=`M=2U4XMfaVEanKS89vE-_>1lF0n70006K?%!jRP+=nxsptLhY8Kjt&Y@K}3|QJu z`8^GKS7nISpLDi04q()Ri=85eHw~$){8(urHX7{jbA~9Eddr{3KE!r2D&KZS`3}~D zPNT>`-l?n$16g_bU};Q(=&Zor(8r<}38m^WY-8->(22i|E1S-GASZ!k_*J46X|3;r zCHu7RN*A}ZIo~H47{0=&yY6csxZ=SfGWcRDMP2)2X&RkusGu-wb6oz(7dMF*uSOYW z-sG3|4ECFj#*BV;omGQue%uhnsi_m*7Po33+z0bT!}$wm^S6fRSgUCYG3kAbZUj=4 zP5=ZTBFW<@5LDPnYVLmhQZ2JR0>O>nq~p4Nu;(FoCxOocb4AOv6jXasg?GXx_L=|Xv&lNgcR!EHu+QjRi-984P zeeFjO58oIXVD2Y1?-XMqcE+di6!!zMm^B`_ykY#OI?(uPm0o*m41a{2N+ZrjG8G$AIuxM%m(>w>O|~*r+9)6Z zoE{$Zo{ZDwBf80gO8LF~rEnR4M%KHc-GD-?F6F+^_s3ESbt;fFF{dn{{#8OGIv3vH9YidwMN(tD8c>!bY?)D44^Ena=K63> z3lm7`DNXGA+b?3knk}6c6je7xsUq&2`HyqsN&0429Ic>ULZ;p84`;yovFpc{RwS;^ z^Fd(iF_ucGikgb6Ipy8q*L2ThX{UMINvi7h>n^UNx7YgRQb9K&g`Qf9FpI6hvhZ&c4rmU~S6ft4KXr6U262$IgxT zO`1~Z$i78;5MBQHjcx74-niZ|M6p)yl%%1Qqks`a^kY$LC$d0%k>R=Wynm0*uY^ic zcGcjbx9@x~5Eh4~B=xet0@n07)i#_1n1#x25J$&NDlvh1>iG$)yE z<8!i__Hxe52y*d1(l zB$fftkfD=H6NFqcjW4uw4v-V4;rm}2-tW-=Cxj64DK^|Rl;)(7QhUwf@xHXR8^8zx zX5aV9>*BHEenmgz3R)gS8>#H_8<{nQ-0UUwHuhXn}6>MwL$hF?pcbh;W_ z$UPVb^Z1^rCz82AE#>7v#It|uwBVUH0kFxm zk(nTZ8V!hQPG1%V=$t4Gj@ie5K@^HY0!$JWKTIV{kcB^N{zT{8r-`v2nY|kTe0@|X zmP|jowfh|vm&7N$H!r%o?C-ACU5zvOTrhYK^=O6Ww7l4_Jj{WY2lg7g7;Nf^2NNR- zn0Xzs^%K8kh=4Rd>ChNV-(y&hUVkqA+^58h&I>ce!cZbka%s&-1RC3Kj_Y1KEKC-- z(!HUwM`K{oMM7z{dNc&kVh*?G0Yf<@dC?zBF2R!bQUz^C`uV6Qy7|VHS9|F5+_xE{ z9@W2M!(?gDhZc*1{$f9G33FBELCsOQArRGpv&A^+TMy3Vj=EMpzoJ`0`cNjS+Df>K zq{4dN)I3Uo+)QO%v8myu%#8%8t2SBdc zoRn>@#8mHs-5}6aoM`pyPxA1qqV^q1{A8p9xI7Bz1tQX6K9@%>saArwl^gve@E<4! zxcm-nXeuC3s2{A6@5(h%fz`g`7m(aR{y##t?&Z6=)r*Hba@wb*CoT3sE%z?HUSkK9 z+TG5jGXVt~8#_%w*<R3&lX(pd_ACw=$G>0^hI5=^(#e}lOD@3h`rqbu< z_7VV)C)*G1+Ow%x*Rk%|bn54Vteeuz+E3W&RnVUZU|zK6GAGBcN19HutPbAO0Yjc^ z^0rKjOMRTEPa>O7h4%bb&|-A7YOJ5Z;?>DnuNQg3kF8KnpuMs8#W6W1!R^In$}2MU z+fOvaO`l%A+(5Le5+MK&Pbsa1yT&TVPm@kkeK^U5@Q~A)0}eh z#!BH9axtXz0w&?0=iyGOsiPp&tlIF5kEL1~@CzMrbNgbF4b+yEijb9%RyGJ~Web_1 zHFf!{grlr_YRb4~0MNgUF(4KPHjCS96CM=@6^Vdqqck*B(jqKq=q_HugH=#(25~G- z7nkbTncF`&-8ogOYH`!8 z^Nl01^P&Eu5Z<)Bf#>JZ({Ou__ryr-p7^aWc2wfk;Np}1R&l;-vuVjxgEz2&QMaHM z3p3w@-ce6w89O;aL{R(Hd(0pG%wjVgE%p0qgr!W!ZPnI zDtvB$00wZX((VOC6s@6p?5xyY?ZdcrI#*@LER%y*As=}4OE#*e;#QN=Pi8^m4Rj#? zjfT)Jvj(gbM^eYwdCUy*{w7*BFoLa;a1cnR)rN>Zy#Tt7|96_SGMR@g`G@JA$=2*f ztz!6kM0Ncl$VrqpCTb`#rrwjwsX3F;Z(n+*jIX6TuB3Q5@lik|2rKGaF|JG66r|up zk>kNQa`_ep>3#V^Gc*cLX$F4&)%0!+KTn!?A5rZqd}FKBfFanBdjA-kz!U#NQ&!X7 z6Oe-UF+WIm)^5fvo7lBIL=ZdljUAb^u-)FhdPC`{NBOX2=iC>s{9MxR3yko_SVq92 z6s9W522Ry?YqD3it(?DDqPumNof%|f;6tu=^8;82WE^xG(t&Gj;1uv`IyDUGO%sJ% zeSW9cZ0Y)0k*PSFn!@#;ifzv>t%iL)OQF(dD(2}{GwPN3tNk-RgK*DFU_QlIDu(W9_aK2aIC{kV`$V8Q8a=wG;sYTuW7h8viqn;b+C2KrlcZ`fbp^tHCez~EAd{6VP~ zt_g2de{&tN-VNzAXz#fq;S(kwNSbwbs^m}z&|Iy}m5>Qc?LLmFv2g1!u#X%h4tDOf z21T!=m+gVcHw^8v6#0ad5gUUtT|_H9_tE#^Y` zPVx1s-hZa3;6SIti~dy3KqC-sk>9LroWM=s*nY^8xX(`Il$PJi_2A!Vp$rM^#ox`; z(2Ur07jxBP9MaP^SpSk%sp^*q`;}^j+}x+}o+j5pqH2@?Fo*Fk8Bj*lBYje9hP;V? zO?MG){sHbH9_;^Ac^>rW-@}W!HxdPa=pR?#Ft>v&gqYlvh#SdD_EL8$2{|P-ROU)6 zS7iF8(_ubd2IE)QD9|!EFYqD}sLX`-lH^0HV*^JurY0mTAq6Q6syE3A0|#U!Pc0YO5Dy6paXU;W+kliSH^8eU?4jYh;@%;&$1{0HlsuP4%io*Kr(r3bWHv{%11SLESid@1yEBs(!SA_r-K-r`#qYy-@+aip8oGZpOEW>Otr zOKhWh)fYqMPFgMy7vtSJ9&+_xlYUW0^CaUZS=bs@2;|#g?v$};HUnH)YZw?z6ww^k z!3vNU*q`xJt2>ws5Av-cEbP6b-CQH4lqaGI*H>k0>})U>|9OHH6LtKY!v*=~6NRCd zzM?$goPAEJ@~ie{T(!Igzh-?ff6MN^YVa>C_#{jWzc67lMwm8JOtD_1->fyzj^-0r zS7TMpPzNhx%ccRlzXd}U0nua{JV@GN=vE4?$fbjL1r_KS3B6ZsdJJS(Ejltnll;+K znYdyuQK>=XSS!4+MD?b5cFY(7G}Wqs9H~O}V27Z}9)>jS-yr94AUDuURf5xlr9I8z z8n+84lNd?odsj!}K;lNyACALm$sG&>H7YHO7$eaX~7KvoM>Y%tJKnhY+GC zHJk5<@W7xSiuEK$wA!eixryjg$?-=QnR_OMnH4U*&V9i>K#q?5Oi6|V(L_cYsQk=f zHrTYatotA%d-N{4cChUCD5smtwTDxl7e`jxU0`0|Tl&zQVEUp6Ev4lehZ}_44c!&i zcm?iIQy*xU&Ky1u{3rH=0Ua;5i_?OWd3G`3P|YGaj0iWs?X$9nF5>PMniy!=Vjl2PYVOha~EC5_o zWKhzPR`dFRZloX>x->pYxYq`fnSWQul8pll#b96S_e9#l&O|Be62?~k zmd^X0cv(x6gfMWU$8G*A)}?XA;iert?7~$d;+kij<}XWIT++T2ir5*P^foY26Uzq{ zIn8dC!8StW!G8Y_KQhmUN-or=7Uh@eBvy>Z|Mqd? z;*E&4x^UhT4LS>yo1M>}l1$_wq*pm6PHsbnWSy(DWL(9rG3?#>mfFfs z=zf|jbx#M1YQ^+PKlmZ>nUMNx(1AN>~MkbP5Nc#N#1|W za0ky<(Aa+I9AnqLNY490Su-4ep2O9nQMh8?hY23WAWeeoZNF&NvHTn0DVrYH=qBym z%(kmza$7{LyQ%FqUk~~vi=+Tv9E#DUUKN)xVwib~UVBtJM&&L15GQgj*QcNIhtm2S zG1cT~R=B7WSDWnVlRqapwiWc50I%97lRn!C&t4AkkAL*93XTD20=gFG)gXw*8HfNT z?KViJK>d^0n!6F^$BRP{$ML_SBd|`7ZFRuCo?rX&J0Y`XhIXAx*L7#!^GH)ghiH5y zVk!0ucBhI?zrgjtCnEurCqzZCm3Ara}Tk{o8J^013ELWUAQH<7;adSe**x%!g zjn+KY;9o-uUJ^NcABi-Hpr;E^`gA%7T8@>*%AUI##SnhBHN<-?W8Y?~4LLO)D2-bK z+RF3f04w^*GS*8}MLY1DuyEHP>r$_B6W-<%NGJDu;xRdZ_l5kkAvl-@sRz({v{7&) zyVR+SacXYKJK>Pxmw3ap)Z1D_3<6Wd@vTJP(T8Ym9~v4};0^}#QWJ{Ili}B#av0dT zxnkL390Rx2aXFU_>1+$fDXzVQ>+B*=ivoLOn6=1uv~*}KYH4X$hkS1$JFH1|EmySo zC&w#vQp`|il-W6|S_ui+bU5#ds6W;eD!Q}@vd^QERPCSz$iucBeF8tm-MlTwQJ(Xj zSU7R*(XE`~qJ+>=?i1`lRxLDni4k8{=s|)8E*t8M9*W0q4Bu(KI4M)^qIUI&wWE!$ZRB0#`|uck>^r+uX0_T1Npd$#QwDeeuulac$8t7-n^2dw zlxfzVdqEohnqydaCJ{Wv?y})XJ3<;YVwiSZ1;=1RrUTr0MaBSqDA&!J;ft@sSGcIO za47GbWP%n|Z{%z`{Bs|xp$Av^IH$KIKz)FkuCsG3gtggFMg<6I3-x$DNlrh)TK!lY zhf3EUkK(&OiEJBIG!-wWazFdkp(w+la__JHyx-Dz6$N+&$pW|qG$p4GTZ05~EHreq zt&rr?_#)&B+wu<)(ieHJRs?$%+B5&=s(^vHIcF^Ol{1H0NnFU@b79R;^vm*d+LfPo1AFDFuqx$3c zDdD)vkXL9YReAJncK@^EBH?`VVsbAnS^=#*-f)#$njex}k!0zDXzR>fZiLcz-&5I^ z6pQ{7T%~&ZW+dLd)fF@DJArsyX5ek)7GN~Amf)L_R3PsUcsCa~UOvj+w&Bw28F1t? z#!ueS^*U;xv#_IA!^`e*F(?tn+}4;F8gk4}V1!g`$bL+y^lWMAENS6yUh|}104k*0 z5l5$5Ek=!|suOygYDqD-i(j(6SipusyaH@^IK|jv01xV3<*Y-lE=1RElO6A9yttW1 zY)yKSyAV+KtIh)Z;*{~d=*xNsT>!yH zq3Ha$h|Y57HNlHo@QHb&9L1>c3Y;p6#|&;O7yK#WRvXotMgtOZTY^&F6T1vMUD76f%2<*8c!swv+$$4Y;)5h z$QSp3c5lwk`syFMQ@vnfli+1Ppqm+z3W!LTL8&Ty5;sC8A1eJVR7K!Rx9*Q)f5Va) zWj;&(4B1ApI<1X^k_K1}Je09@_%2^An9mAoAM=EUh$f~o+gwUsm2~8!Q+CATJ6*Wkw$IBS1VL@o3J@6>ocSK9c9sOO)=-~DGuRI*oQj3OtH>m`h8WS!qMV(O-Abx~&oH%~kwk@`P+2PBEu{`k zpR3Q{@nT>=LQp{}L~>23u8Ojc{uL8IZvWpRnUE^1!6ygiHC@P!tVA>|mAC)9~tb zmRt$z=V$!hL4j5)5Ndrhk{NWnPEqV-NN zh*}El00nFg_*P(EYjy;d({mv{jE2F5otaz%1%O5xJ#=TIrbA~W3Kxdlg@^o?fLEf} z#;a^7Hw3zquW@LLMIP}drQr^8(Ri;fzpg^~ukLL%X`jbV5ie1Kb|oPH16~f~5s~7d zF&!Y)y>HHgl-_UpXw*nTFDE4=SC(p$4A zX2^Vp9YN(R7{#puY9@v9JVz?2AJP9)~1zXSOM4f#x<+`h6nJcyzqm#u|UMzaCtKStnWd` z8O&Z#|LmJ;YBZ1DOdZmlAXU~He4yp5VHn%r-UEG<0xjJQsRCot$)p;^f7wY05f;+4 zAg4mau5l!;@lj_@Y-K{LOM3rhFV;UvKpDu+myQNWRL@pT8kF(P<-4*abc1LH<5Jx> z!HO^kFXQme;=g2iV=5aq$C(eX9@#fzZ^Y0AHXi-i(@iy-R)$L1-Q2ypBm(#*aNtF) zt_|WW2pxmo0(VjZzK#%8--QPN-T;^YU6%3-z{)+8A;Q7jE49PoZh68!3Wa1|-H5ZYlXAsH#(p7^Woz1q&znthv0ghrKiUx;}+)ttALCTC9{?*hAkf>4P@hcb*aw{?P zc3?gQT76kxQn?E1<|nXEG`AleCx zBT#TP>wkIx0aO`j@ra%Ydp%XK8rPIjtA?+~Sgy5*KF?!B3TNQ?QxQ;JtQHJe3_+pM zMm(D__T{q4gKK3_3KL#-q8Ts?hn~2>{dS!I6DjS*gD|EHf^ilHAjxEzG4xo$&%=>@ zBUj~;fb$#9V=^_H`3}JqjcH`v`cPNj_B=i`0^|^&Z4UTtNUw^614s%gcw#O*9{|6l zZuv!rivo|3QC?xbpr~{THNH-}p8=v#n%(ljAbe1c-O}=_9(|DK zQ2MQ^Vz1gtOjX_ic5Glm z70%@U&dYq4IZDR)a1G#?7wkX^F|6*(%fm~c2^5)FxL$>QHWA+wJgO4(*kQgDnP;V| zLeV!uM9a&?qI}pekc#OmPL-WkIb@avn;=0Ol`em0pGe!odiL)t5vuQ`H;ERVHtdso zG#THe$#u9YkVdVC`;|dj$2dg?7f83Wg(zs9Vxi%H;jH)o00>6#5>TEi<*g2u%m9O2 z_B%Cb;IcJ#e}PWVZ0}urwW-uU`h%Pawi3$zKg~Y$IOkD=5a+hD>fn8JDN9=6-&Hgj z$8Kh9ZCQN)+CtnYdlI`5RU;eE!QU3sj*lVSLzI;&!ldVxr5x0|Esbt`Brd~b3u_#p z23Q?j&?Aw~J6pGBZ6A19wMs2BpfOUDILX&3%`DuKSB;gO{M@&n(&=um6a%V0{Oeh@ z@+7C>u{PlR3Y2OL?RA&3p=all*}+eN0Up;=VjUePn(BW+;7UycJxBrQ930@^d?nBT z0FlJlu9FHbw#aR|tXwI*L(NB^a%(Lu_0K2K4}YF+yncO!N#vl!Wd)6yF%3XK?LSI^ zY*>=y+}~6#&g5=byYvk20XLl~^K2Ume7_?4Qv)OSN<|wooY-&>;xD-dP$dUu1j-i2 zwfhxmy()EOdRZpAS=R(l-99>runz+LBHU!Q*Pdq0%98=AmNdY#lwjy^m4lew(G1Info748RZQJIw-92sFwmogzwr%72=H2h!=R2qBPp(z#s!CF+ z%AJ)gMM*KSwMYO!O;ku;Ri2Y@>Mw0i2bu*!O%Fi}%EyEmDMCz?M@&4s>Mj5YV`jTi zrGntzr*_3Zb!YT;X7*H)8*{?bpaO8Uxp&v}x2&Po1?@$GTr@b&v>c%}a``V75Od;6NDi2N1xm9Y%Xa7j>Tl6FzF+=sro_p5K5s z{0AMG9@nMsJswb#zILC-2X-;f-zSbky77)676`6m~ly z>GZEE-c6sWuaWmf;1W>oGh;{Zm0upXIMrSwfUpDH_O|1H2L1tN-GY75e3@P5G+dWL z0f9DrNj`!uvKc-&-{%jV1Hhp#uQB7-R~zD+DQRY% z+p$2=FM{Wi551uhH-2&-@Xz;WguCnA;fI{7?L@sje&8qnF5c_30>T0RJpYhy%xA+_ z6L9-V?>g|3e-q)F;JN$s%g#6U9p+2n1Nc$$f^ZAG12zMJz}4qLV8bTVbx9qL8xkf`X(NNG0~8pb|x{)e%$N}2%uSV{iOfoNaSe;?`n_P4ZwuBTvD7EE;l zsKs%`=YQ`{1?>!XWP4F~mYFz1D$-(9i?rs)D{lK=>$-PyB zfx4q8jQ{^d!(fv~pUI!^qMlRIuco0RwG`u7Gub%!HzK#1wh1n4U|LQ7AD37Dnd(XKL zF8JUfJi}B_&)jnjnrwJAfQiT9IFctvP4UI~7UlRI-5s$L{RJ5Zt zVbVQEmHNnTR6ZjiSF6Vu#P`C@Es{ zSD)pcG)Nf#%5khgdl=-Sxvqsfo3c@)GGxNksug1Gx(d(f+JT!N?YVI<9RIbM3O{VL z>L9ql>u2Lbc~jbr_)(}a9Ni6+8e4a9Crmw5`yJM*&d!neA8XtrfTZ3b8tWcpZlbiy zvf=u;f-yq(n7@oRsB@6IZ#xFn@nVi!gR_VDuzHR4s~m1qc0Hjn`akEtgPg-rBV{$i(J|>BxHM}34-@B zUywOY!M8$y-Gv{9*`42OUdAFm8piR&kN+JkC{5P0+nP$frHHV~@tOwuanvePHZ4N3 zh?JQKna=OD(l@r3ia%l(8gHiJADDLK`h6rApqb3YEN@ey9`26VC8eCmn!w!8$~@DU z=L;+vXHhlnrJpoTSX%5Y|K z`8xMWC#)4+j)rQ{ifYjhrt2Y2mosGS7o52RmXTb-pBhm_oAdlExxE%A5YVD(e2gUS zWeHp@jvL>R>OrLyLy76(OHX#9%YbWw{Hdh>HGSB|6@a!(KIV@2H>rf@v%^cRnk6aT zQqGnffnO`~Tlh!JM&Ax-=)AV`lI)8X*@KNf8h&Uj&4MAj{-|h@;LXJI1jGyq2dlk3 zXuUD}zY&Cr-7}3zoT@Kh#EGHH-je%p)G>L*Y1rfk#i`JE{9X0f@!4VeYyGY>ED-%K zOQ@xPs*>s0!%f7N5VDx%&q*B%h>M1=?tH`HEprDE(DOpMwU`d-lyp|LPB^ zQ5QXY*x8%!ONou0e?&Vp_q^;+h~KUY*HPH`ns?_n=UK}LwRL-(J+WZ+Ot&0En1U;UVwF!hm zd2?f2nEvX$j?$xO$j>M1lavPg1WEGnV@3cf#h8eBWzg;Qz&e5^7#&T;^D*pjlZ7PK z_9?Wi;-aFJYFwk!5WU+Pzv+wA`fTIw-W=!1eehNqdx%e<(g1afQPmN8O=$3C@e0vW z%bXQD)O44Y0)YY-()(A&n6e&8bX?}xSmz{qdffl69Q)pBm&<+nlR_w`DGDv1KyZd(x$ew`rdPTSa5u(Y*`Eg(8WJ7tk4M%R651npl&t=q70sd2QoV;nAVE&<5? zwW<;Z)IM_gfiOh{tDTm2rn`#my2}78(--!-=f5m}P$9-5QJ_@-uXHZ+k&Z3s*egE< zFU=?rc9&=o=wB1J!!ba27A_)#|M5{U{%5;#k+&L^rRNkhqD4zNZXhp?3aMqz7R)@* zo$5<|^d%*qa5Cnlq{^{qCuViU1@e{Zmuu2#Nt?5*TTT+MgZ3MpnG zVj>1xamd(pD{{)ZBFxx>QPB6FegBRAjD5;0E@+6xYvLX0G3n*M_gk)zMYFiHC?4dE z?<4D2LFXafB+&I;*ip1MILxz^2Vd zkKWWIdl)_{=fD?W|1ZWlVUtCS?9lfiJv8%IlJD=SYu5G|9!^-2Z6c&Ys$kV&HfFIQ z2$WP8fyDI%^#GjX2t*d-P~jbZS}CGKR5khVAfP&e16OK^f4P; z&vze8a$nZBp=IC7%S4}tHhCK#RXaytK~&Dxu=%ZANU)$xZRx{^R=O0`yy7Ei2``VP z9d+W7(?t3yFV*o~`gcUf_gPf-VdnW9$t^E7{BG2a)2*68L6koea_5#Ebp?s{taH^wmUG^#KM3gnQ$ zW%9Xn!pXUHN|Zy%fu2LxVz}OC%C|q&^en~FTk5mfFL$cLnuNNz6z;_b?A-i9w#6P~Sk^kscFD2DU@%cEGuq1|pSws;>t0IN{Bg;etrg$rvK%{xTEeK$pSb9Tzko=TE+*>&{-IXH~p_dA8mkgsWJf6hb?l&dd>tg8TuN!l;Pg>PeXr55qzeg-+2G z2zD+Dk+Yrn1^3J70L7my_y9b8v+h@jpBaTea|qZ4`uJ0Zl6yy)?0oAX*W)-NI-*aF zw6B_iQ)Kl7l~MXZw^=GaTDQS!@G8O`@lOFb?}T8!#sDoHy%Hn)I?Zo^iufCsFZM)L zzxM0ETKS|NPLBz(uNubPq+0}I+7hPC9aYLKG#B11d(?~AN7sD}paph)pM0aCum~V5 zNN9TQr4609VBStjUQ7|)!j;cA)((j%26ML~itbp~98Exelo(n&n?TdEI*BxYJeL{} z%~q(YYdl%6vA;FOme5q~@yQKrEmtuTwtZ%6Ev@mX$7myE+~92LWN?^^>4>7YI%8B0 zPBr{k9*|s(7F=B-%Ri%cawwpVq)6(!$>nTyFRtpb(O-?% zje2c=RtIZUMSkLNC!PF?wgQsBG(#KZGn49b@H&Qureq5e@bDcc5Eoj0Y_PTF8_&g} z4U)Z!xHBptUqUQ0KB8LQ1=1B!IV7JCJ%UNj3FE&oSn_aYh$j@F-m4}HN2{=1H%S(y zE6hW^R=_aWeBc2La!Hl0C6>>#z@RK4FI0DU*&cuaQl%#xGkqKhQCrD*&P1bu!6=qV z8aGLV^;=rDqnyy3c)nc9mvr3@;KWouZ94G^@v)73&o6fJuk6}u1iX5MmM`B~L7&2U zOQD7~K`bK%B1jM^oopLRF@q9rT{{mGss zR^q}*96Q@g%b74?qWz1-P!A*@A-#tdD;aKQ`-zc3pMjg7%y#z4Fgx7%RnxF@Q9peK z;|N#;{s@5{jb;VEVq^@5G^u-G-INY_kOr8L*srZv_z_7$>2I;OeBg`+uS~x;D;6Hp z7^r0xJ>W$S7!*Ia{}=PiJ361yY!G!Eb!OhT+#KjAk{{mZv-xelN*q`@Ygi)SeIBAfY#>U^6U7lL zpgMR*66_my*v6a$qs9Id281ye(toit=Cq14zl?`6o&3&G*47mpOJT#8p~iJ=entk} zPm(X+`%$?q@;NI;Q+X#q9C2_$3Vj}Qo7pX*c|fO0c!d|3U#U{yZ#D{wF52K)KDv;kpG+Rx6fFR?s@>nlK|w`2w?jR;$Oh}zd+l>fa7n#_B3t$Pt*YS|GvBWzgz78 z9s2MCd;w=k0RJ>yjHyuzhbeuOzcd)|2|Drv0T%ipQj@;VaINKFyQPh)0qtG&%?d5p zh5jJg_=91i=+=|;r3?9&Za5!Q)v4}_nnDV{Z~ZiLi$i|c?}e>Wx{hVo$u#di4~C}^q(C;X|7bS!H^$YpjXD56%-Oq711d)$K-MM0NLrpi4DYsxK_OeHunl*t5{V zKf&u^{uuspyb8XW&oc z!ASp7T|bX52jQUTfqbK${G}*@}(rz#`5Zi zci15#OS=JD>$?U56LPFYWCnGRBm~KOSX+ug9U^TfL6hrTQ%=6RKC;#IL@5L|_b-A# z!DjoPyRnL`IgU4j@j5q}o{XTrSkX&r!fAEyB9o0sMs#54UN`v?p}Ot;zVj`&@YpTHqEuKMs4jT*h%jjvt zMDUQC)`ziN`T;M_^jX7hP9#hR)fiQQBoklzdkB&d~+ zIL}9#%kkT-I{4St<~UuKK0tC<#6Fk}6w!E9ZgM8@618j(7UkCxUh87Qqd$Rowy4yq zsdx*xljd1C#CASS_gUwQ1rn$PZ&ue$01KTAAf_h<=XJ*D6LDyNq5LK7`I@KzCezt^ zXD&F(SAE}Vf!k_l2w=OBpEF26Bpx?bIo?kODOa?2<@(d;J@c2>X5TU%m0k}6oPn%w zSw$y9$=HQG_}dvNnZV!E_D_SvEg}chp+Y9BTN0*7tQc`zx6(Rn7wrl*`d0f%5xQ}? za196cgHpfm&%>7Pk9<>&B9HmKZe}j-PdWa3sMwL&N?-nQC`^L4_Ui2ibl>xBEUT6b z+5=7ArR;~cbh7wqQa~=XG8a!CM#^678y0Rsa4MwYv^A$ZSojZ=_z_hYOE4>z3z8c7 zcKeh!@GPq9ig~gT?zj^xli{H(nLc-K26S(rbH6aipgD+2?mrx7yS29=GAj2u%7}xC z+^uNRulGcfYgj56Pv~s~Up^&%@|;Viov1@bVuXnIEcd{H`eTr4B&u(5iJ1n`@;Y+% z%1NW9YBdyG6h_cZ=P^KTd?UR#(WH1B8&EKzlDk`C9`+WlxeukEv@8JdI@u3_A5}Pd zhBo@=G$0z*%{X{nkkwWzYS*_LQyGX2{#tD`Hm-mwds*H&mrNPsR(3Y1FcWdnoT5-n z)IC-O{G%z8{`FyFE7Vf)97~7tr{s@4DtX&3 z`^N82E1uzbxCI&%x9;S4z*cm)1Y#>)vuxV7?`z+tlZ1ODU+`J`G z^;w&6Kb0Y{-!C`{vGgnA{p|3k)DLjo`9}ejBU~4?h{E6~2o8tH`nHAg;H%glaLu8g z^BCfCa7;)_(%vP(hKyOvq76R2Z&LI~s zjW~-zm2O(5*i`KpF)Hdy*2$EpW8Fz_6+OJwyz~OT%QtzZPk(YzWPt211KvwRO;mr< zVxC5)GRAEKqM_dF|C3159mfB9FWX*OOHvWTwM_A(`A0FrbKVbLjSAlVfY?S+gSchJ*~T#5MLo*A3vs>|DrfVbaIdeI8U{#R3mX8{j2GMPz2Y`epW zfudBZnFY@mJu^>p0RKU z1Xfo)n3opKD(}en-qOl!HRn#&Q(G2?tQ;}Q;K&ejId&~@PqPH&?hf+rB4JGN%C()j zbNVIVqddelFx-qSTB}avDkB>gO~np^bUy_^8gc=kO!a5A6q}vHvaK>3aid-M>R}~4 zAF9Z+uJ0$m2?d%1my_`B}M2es9AV_r)5;8f}X~zbnJS3xgb9DGV@Fy(wxo}HZvoOS{r4LX45o@KHAAf51)AW1+<>K3+2o{@r&H9eXb*3fa) z8FC0xupo`l|7GSSEQBfsK6LZ0GlsfN!9&HyGAfH*JSi?&{1+1vV|3Xxyj@1MA_mk~ zH@JwGW*+7rwOmZehdj**E;Zd~+9lsER2=mY5A zMt|l$l-VTcvW0ij^+MIBugcF-d=Yd`AwK@by>YRLCq>xuZljttZrOwg2waqS4{+VO zpc`yGrC5}#c6oyQ`#bSNc$Od$__I(UFlgtQFq49Wik0j`J!T+hZ5qG=B1k3cz8{t zW+YQm?mt$;uaP2R#9z<{y_vMf+P|SY#lpCcnG@y<8+jOq1QT2>X zKVpGTZ^dP$7^6awN?9vh#~AR0!oO+-1=nB@ zvvjfHk`k*;oXB78BmPRh8DUBer>28t~<9-QLEBO3j4m3;%>0-nn|^Z@ulQK zv_n2vW<+AGIrRR~YLWG0Ju4nfl`VUmGLq#{DUU!$2)xE7Fx9e3>ohuENZ43-Pn3jAy9-7p8ZXD>u+*51Q5m8vRdj@Cf)lxkrd$ZLvFSh?E;)d`2QgP+s9k_U5mfQm}FSRk=cmUSJ;R z%My0jL^lN|5gmwH!eS3I6M8cNscK&Y*|s#ogL*VshA}v8Az8An1x?U zciqPAZxR3izX}0j*DqvhNF$h2tAO*&W$i@H$?DyQB70L;|`e6ZXsV z)(0W^%(y~4+0i_Qf_|+BA_wagSQhlda_}ErgznE4YJn6Eh7}{5){NyL%KO@%V-=>q z$G?|=CRs^n$mF!xA`EpM+i;~T!wq1t;UX*h?R6pP!79t7e5Ud>w{wA+>mzU^?H|*0 zn9Lm#Xorr&eH1$LGhR}i<%Y9X!Ss`md(v^f2_Y)+Xi~x|38uTT=>_gUL5MnrH;#1o zE~m-v!HeFni6llz12kIdS%|!r;o<@s1abtEG2Ux_5@Os|L_oWx)8ZS6J=!I^<+k-S zjBR-lH@7RKS1JkU&PwCCQb2Sfi_=VFfLER<4!R&}rQzh~1ft|;WpD6IQ;0^eXE=^H zVA9I14cc6jLn}pUNx$H;0?@;SsS@KZ_w3t#S)RzXuaFrdmyJP3XEEf|cR2yx((#J$2|-O-(*MGHfg z^E8(zM)bZk%T_M)#lm0-DtKuOp_EIf)6?m>+HnVxoB?!a633 z$?0&z_|6}X7|Bc%!4?k~U0Bf|W>o~gYrTNrA(sGknI^qaISJSHh0n5c)xzwVor@|~ zl6{41U8nL;KM3b+GK3>I-m*Ww@i=OU!x=)*a;)m)5Y5C(LlmGr?p6orni7TW>cG^1 zi&+@6a3T@o-|I{KoTz-t?<%7@R&^aybj2;%_(gqQulO@pB&sGVH%j{)?hND6%d#-V z=~?3R+yvp5CztH~V(T)Wqv4(suQN!<0AMj|lff4t<1$P-5Kg=5f(9pEpYaPjEd8ef zj__|`a!Qx-j|Z*VKFcCbrWCs+3k6vi@uqnMQU1 zpCdm2(&uZ?NJo;pD~nC6-)kV(T6>{N761|MKy1_$0Pt!yA?lcizqJYfa0h;Ay{XBW zrW32=W*>v~J%Jvpvla$$u8x*DuMqA1Eg*V8N$4|@cW~dYDTlhiIuMpyQ_xyry&TYp zx$EmDr~Spxxbd;D_)*3GWaPz4U8mFbE+EdHuC?B~kr@{d(w4 zb;DQQ)UjbzT3UE8o21%Yd#6BMj}y_SqnX=E!Sp#1we!M3)i9?`O25>!Qs9&DO099s zA!7*Rd~>wU$eO6y{fQ;$$?cYAu#Cvb8tGZWk5_*;o42_cC1}{Oyvvdt^z@BU6l~tu z@ddkD)T|o2l{A%$q8!=Qk7~KCs%|6Pr^xG3#H9}IOA5Lf*6)jm+d%mFTc}x+JLhbN z%uuuI2p~bpKqhkCfRVuG=G(avMVp#$OG`GmYZj=Wf7TK31IAR_XZ(~P1}a~*GTC3U zl1?_AosGM?W=C~L>aK0MG$`uvAo2|Ad7$3?Yf8C=(GhJ!+?v3GhMF{9nwS}qM&+WBH< zoi`FlZ-!TNY7R{{g}u^)n%%)x|1|LBs~NKd5&d{yIb3QX1h3%E?6lA~3{~!FhNRwQ zdB??@(aA11QLTjiOu{CZ8m5V!8K|Jja?y?*KX`D$7qrChu$~*7T1rhZ*I4cAeA{v< zNE&g~J!vQ4ZQGUsbkd|sKg-NQ*?nTGpPW^M8iN+Bv^h4rn(C`Mc0f_wx#EZ%Ah?aX zPP?Z)*f=?>DWcwo9KQtq!7F0t*4(iUuV?!ins9PZA}-peJGaNuwQO5AVHa49z`l=! z*>o>$3-U0N3J54Q4~!RA`}&o;Q6UsX2YW*v}td zeHwvuZ50ooI$B!%%>c5S*;J04Pn;|gn^NJG*DaE4Bh~jxrXUPOcT|f#gyN44i=x-r zuQQ;&m8$g!biUx;i2Fg}NJ#i7zP~IUD})7m%D2tpfX#ZfwjCCRp8IZ(^kpL$0{C2f z2%$XO*4i8kRPFPFGS`ZFX@=3oNkR)f<~M7m9?o>J)H=RdNqsj5Wp^Ne9_j!W-+7!dt>=|N-Ai8pwrOkC;a zGeE;=vnUu|BA)eORL`0-Wf|9p;A1!KQ(5Bz%#r+}Q-y{jWjWX(45scAit4478~lYLd1Z$t%Yp=|XN6fzp6z?U=bfz}De8ic|sNIHc(~ zpOw3Qu?(CpaoHl3s2|*-gR;#sREf{=_SErNTy|aoNh_ocuI}vBcK6A4jS#n>+_j*VZ#jlSm9;VMQ1H!I1&n`k(X`Hm zwlc#fvcYXZ0=rz1|z$jLihGX;4pi1)2EysN}>9%(!n3dkRthHZ)o5HNASM4hnR>WnOz3Z%Dbj z9;2dWvPZm(?z86DP9VonfKm?n11$bs?c9QXC#!G0 zsS{({KA`OVs*%x3cr-bEtLZ_SLiQ5HK7q!SI?<@P(4KlC0T^CxZbafj5Ell4Z~wAr z70SaOBDL;aD)L8q^5UfqBQdm7M>u3rdWpRQxQ75P)zlD}sDJC(h63^TGb%3d1>q$M zl+F;;%{WfcmAH~RHtuAs+R~L9`3q&e(@p@hr#!ZO>J7&< zRqbiE`3U3aPTz?K0%NvE>FTr68`Eb;c8yHMn82M35f6d_8OnTnC#OA$Yk|Cgn2xv< zGkpJ#^JH3rLdq+6?XIiRCnDOjPw`cWidjrTdjr@v9-?-HP38vT>SXJu9j0NeN;t`) z!=(Uq9snx6C#!tl6sY@S7OE?ntl~nZi`=?o9S8zH-FJ?9If<$VCa^jk?qk zb?&+zm$P_;%Xetn8ONv8YaqB?DPf-iRlVk{$!?bMy=_#63d7?vlvd#*e@O`2qbW&3H3!duI4WZT$as{&z^VQRYoJsxmQ?C zQ2%aHrjvl?4`;VF3%!c?2|?KZH9t4V3HK*ibczM2kG}H5XBYqIgh!5)0ylgt@CMt& zeF`<_-gdDdo*yVfuAda>rh<&|6Hs+x2%Ra8RL*5fzK*b{=p6}Z;WtB5 zZ`{W<6l6xRLLV)fggk)1S3Bb6XrY6|;5{Zqh3@eywh*@`ND{xD9I2d^iXs&+rRTwSl5lwkt)xjH z5|v=b8^)K!VD0IilEATFJvTaMg%iZ4w{;)htk1EXorHb~Zv>hUyk4p3#_5hJ7_SC< zi9&rrz)hXyW&y0GPQ6MK!wbdXE^eBL0((NOsOM=ZH2T-2@-?(1MULS(Jo{zr3SGi) zbo!sd#Wh0mOG>ye7a}_X(D3)G94+-q+{LA(zab-EfM!ABs6yS$myx5fPp_L9DQS`c+c3V6+Kc)G|j@84yHsXGW4KJG}YwXh|ShsQx224g9H$Ol}73mmV@ z7Dh?349ZPVv;?DKm@%-lj+kqLiYeukDcf05slSNHQ<#La>&doy9#`9(lx>=K)$23Kq)Ogtnpnn#UQD`Kyv=yqcsznb5 zNYDpC`t2iT2BVl%Vcn2&Iewmj^!e}gR@Z2!x>~67OFF{Jhz1@$CEv#y)wvoTy$F%v zy;_dZ2T}7Q#~fRhRMqfJ`opWE(P@ure>Nos= z_r&B_)MG9;Q^Kem6knfyJ1`{JJZJ3J$Ad(}%ZY@kGFA0b1^h}tT-cp$?b)|BGZTk%IvZXgP`A(vY_O>y6NqFk9qJfx>wWP1CNd>3N#|)3 zyrX?wOc0jZ4X4A5Q)Aa+LKE0tV0-(gF1x?#H=|Li<7lLHHVz1)D8!kR-C%Ph&z*R9 zt6D5R57joLQd>0tBxa}&|518@hcL>{`rB1DzA#h%nCAtYYFK7W1{mvMxKR`_|2jPg zUxBlVX0{m@040BiC=tDVOY9^xT}I;pj6;Af{e<>=Akn6*tK?S@yglF28Ght-A?-!P z-4cD@gF@-NhRJ%WX_R`ctaGS=BY`&~0Q)cB(c z#6rBcYARJC0Kf^j&rt6>ChD6GAo~W5>(8fP$6+m6Q_2|Lb)%(D95-KV{whbsRf-W- zvUU(VA+|E8lTUUNv+hy_@F7p_sa>KcX~2##V|On?eATr!9IVh@^SUFJ<;0W#8uB-# zOZAFBq9^kC&q+Y%aftDWL!Ex4rDju-9&mJ+K*&NLaEJAUy-o3{IlP;2!_X)!8sV-; zg*OKp;m4rdwT7*vNf(MA?pcPpTfn5woX=fHk4!S?#Syr9bZYTE2%=9L2}Bx(o}Q`% zucJbI^n2KY)2LvfSrmyu4)(C)l=8jarqvSSss+bz8U)rGv?=rPp!d&v&{xk%lqxUb zQ~~nVUjK|p8*?JE+Vhv7Pt(Xk3^1H0Y38I&KIn@u$$i1#uy0wg6yPuSIAB~}?@E^K zT0OhAY`^U$FBtGkis)ZSKB_xoMgRUG)1ZX=wbSgyuW%UOA;j~Qn)mg4InTlQ$*1GT zg{ASJOZ-T9a6ThmO_9fFTx-X@9C_tRy71Nt$K#^zI95uU-eggbL})pGH;u)X@n%|} zJlm0)9*(}lkVc)VHikvA!SI(cKl}ZJy72HDe)*N~73xWF0msghh^hJINM(r8QoM0* zAbRH`t2wWCqLlcCg3(-oPz!IPFa(O%)*cDgTviQ3>WB^FxI^E-dXEUa&D0XJ0OMq)caOI(9hKMRWGVLB9q#6EEmth@FY)9K2J%+7+_wfxWGM=5N%t{l~|R;Yl*! zNLu!$m@W7n@x15*+zRwEi6p)}J_CHD0eRSzPtq0oS`z67L|E%=IGapCA`_2UQJZ@D zaQiV2jFUKQ!Xz)zd#&3#>#Gd48Avm3%9}Fy(>4z~c>+Xk{!Lbq%%@CFmZ%_8CxR@(vZ^$RLCWNTgt31X|1|@ur z+~_v^>I$)#YHdvI6z!%yoOF4V@VlZ4vTpJaQG(RFciT#(8y!wBW!#^)iyARIYY>tf zg}QUj@(!;SbdcV+-7@1-&uuDdsP1u|s10caD5yVqbSeVuG-K{a(gI46+ao8pTBZ(RZ957^pBo7*Y;6+FkUTGic?U^i4E#fiilMf=O;&W)KSl#r#j1wM%g`QJ zithR(y!Z!oyju#_iS0w{CwRc-Y_E~-XaD9DECp+%0oquE{fAXOGdg1Y(AuU<_&m5O zB(vX!Nn~kKlZfY3@vc%h6+XO3@P#WIex|c#<=s52J$@KoCEAxG)x%M~F(#+92o7U` zHbm0r$~tyw#Q8$qv9kcM`M^aFF1TQu4XXH&2Ft-D z216P;VG1VpBPPZBspa=b4%;M_tRSzgi4ZNt+w$)RjyD3x-J8M@&-p!j=PnMQF(K$9 zf6@wtQqoAA>nEwo)_O&ldcCiFj>}Oeumbubqut033G`!(N_iZkgDbR~kE1L^q1JQi z8HyyYgfIMXYBD8p&{)33Mr23DQ8O~VaM>o;FKW)^7PPz3A_Y7NG43`-urcZ)W(E3f zIV(v%7~!pbLkJqzSnpRcVW)t&5F-`{9sc7*KdDB}N!xU{DCR}=sCut>kW@Fu7KN`wlNB!{d z>W%t`v*;bnkDcWq%X5$m22uq)MAm}0j%TdSVpEQ<5GGnfWaYFy6H@y2_H@9*%b%_` zyWH!M#j(1wwv6@0Mg^)0WIzo*SLMWG5=bJ~BUoX%MLXh-Uw>m|#p^QVB0cLN8j~lM z>Y`yhcxORU+)X*H3OIoiqrV5xR7jIX`(9qe$-sW!!%hDdN$&jdEIkYpjpJHPj>Dm< z{i+h*>}E_vqdFB1dUL_VbrriF^E%x z)a!Swe8_UW1XWQ|eEr-#Y8Pz%n(HJRO>+A3ZODliy;Y}t!U0@N2wf+@u*`Z~ z2zke@+LT z9P6?@`yU=x!(oetpUG{-7|qh11#OodGVC!`>kICwFL8dqX}-g3H-4hSR-HCj!IIG6 z_}~PERWJ>-G2tjP%+0u|Pvg;t7j%Eb4)IpWIP+#}$qnJlocTK@>LC0gLz(0K$a5O3 z8z3L;;R(r*69gH(>amip;o+14R;ApvhgHfU3s)@Z{;VKai>@SBxakRC{pkyG1E4qk z{^E;Z-r1o#C-;B4Z5euT9zbAgG$-^ve<)}<6Pk?w@|s}k=e)Y!dc!txA`qU3AY@$bT zUZv)|{V9=j=H3%Yf#vUYP~Csb_K~(PoioDWHJrIw-d|^UWABAKb!y_8@%0EWO41gr z83(En0H-q$;l8*EOrYLae&TACGIrEu$;3;b1Z1|?J;Sb;Nqun0gB1KJVnHhVTPLWI zD>|7ygT_c=rx}5&AijdR#0U9=ozeOJEsrNH7{&N`U+obIgWaMkC*gbVL@sOHqWqLF zls%Fbu-Xd1At7SONTvWM75=I1n}%3Lp)z-HLFrPb4;C#y1fb#BIHmZgt4KiE6+0ol zAQ$IpGALN?^h|<|$Vxaoc>c4#5YVvi*Ni~osUpmZA0v`-)by0KWD0SCy>dQu!%tfT z%LAW2{So)1tbOnVk`so~*3(g)C>)?}KqWdfxg|7S3?cUrNDOlwqMS&%&vzbUyh_VL zH^2G;BwQ((y0(5G&f`dPPL@eTn-15IXHQXc`T%=J@Pmnl#snKXpszi}mDVZ(r8AZ5 zkR+hOLCaLH_Ai%d)^`X&uwroLiR| zhUu6zaU<8Krr=ZD_{z`OT#`Hu?V$*eWz(hf4E?Oe-TcLR(2z~i^*|NMEQ28$H&tf` z+urE#XzgKPQIcUuj5hDrD5r7)RatO9-0}IejQyPi@#7U|?+v9d@Cl>Tt*)7J63qu8 zHU{hKIX%ZtZ!L{+o`=u8L3lRY6erl=NOC47Dsiz|P`eLyg;G&=4wHfO5_!eW*)|Rl zBQs8w!|_w#W`6&Wz~1>_qDnT26jdlksI!D{o4K5w!;B_mQ?qE7+(|P;5&}ue9$ebV zT&clFhCNOZG@XlAQK#jSF#>&(KQ82DP}XdxIX|78DB^b}nc}q73@r#~X?lW+Ykb<( zTxX$wH`#~eW-MzP)XPdMM;+ThSVOM1ts=b*H2Zj7H?Cvu-PWw1r);s+y}LRlvkElc zpP{(?6qb@P={0|WcHQG3{N(9PO1M+Mep8Y#*YQO|;3_8)H+~GEuI@Rzb4E^RghhbQ zWl`Wl70O7*vbam8ZTwf7hc=gZVeOsqUg^$^h4Z|v&%jUh>RJIDX#tbI!Vh)lJ#^{CtU zTd%8Cp2p~-A5kEaPS}MQJhyrQKeA9*yND&`a(%od<+oob2k+6oL2RA!9f4n~7T=i` z%mp06Ksf*1@6R>u+dTi@RKeZDtL_iOAHS4Kau6&u8n_y+srFNd7$XSz28h&+oyt)o zJt#*I_$WD@9U`sUWYP`%`p~&%!k6W%0R`v2Uue|x4bPElDgGaoO)=5Kq3@Uk9|~d( zcw>-zS*a81b+QUebo13}i9jN3H|0$42Gd?9kQ$}45v>5|SaE)Yf$wB8Vy85ZldP^f zy3}lNPpQS^dHDd|${HKjVfLA=c4H}l{FHpFSaEp`hI&*qv11rZi)k`?JYwRgb^!oD zpd*tK%(^2!7x10>w`D8`3!_KW5FjyyiVOhZ!sESPm>rkqgiHFj%(S6agUzHrCGW9r zNrZpzH>?YG{R|cB9Ea0eR12EJBGd2Ks$fL@@Z!@`bK16#gI??%;QE@r0u{+59wQl% zn=Hlu2R%T-zsl^UBO~bW`W7HF#=LhsyZN6IV*p<7p`-ScA)Mb= z(|+wdeipW5&R26gZuhCqnb_ZD{fIID(r3HZNL(%(7{b5;$dK%e;}tb&N^-%D|1S&J zIhiZz=VE_=4Bs0GpB^XbJN)DDYfw3w+~&EHK*!2@pylJk>o>VEs114@(tedpDbT88 z<_ZGa*R6t7A_*UYstMijFJ*z?geB%{lH&4r08`FIu^shHhgm6sbV}FUGIb%J08=X)z;_u*lBrCZ1C*sNmv$#QSz9rAq~&%yRs1v_>*Blp17s z2DgsBgMD_yAvO+35Y*{k4MQ@$!;_nsWuy{po{fkB_;C!|Gbd|>266g^$ zd{t=h@a$!9M)NGd@S#X7kqW&V)Mwiq+4u)YtLST=PIw`r7I%BacVFqYg@Au;%UO(+Wl0qs z;C7oB$Y?K2l9(r{S~uRd2h7e-nYTY8fp@MI7elI`)^EJiyF^)Znc^>pTYI1ee% zHvj1;>l?m41PE=EeCVYM&w_W{VS9H(uj#e4we}7IS~Fp;LUFyG7-6I+=43UfgZXrI z&lxnVkHO7rMU)Y9FYho_5K%C~zCN+U@N(`vE9*trrc}(MpjiWHQn0e2?_-24Daw>$ zo?#j!!kh-FKd_&jGLCo^EUE@aTzl8xZu|JT)Qp0me$NKGx4`5pl4JQsy*}ueVi+2Y zFr%4h)gysT^#hlzrhinGkY-CxRJ+Tm>gE-=S3Wi*7q=TVsG03W1eHr!PuhY(zZv5- z^}g96YjuQh3F}kf9b!giyk9(n>;4OUe(Swy)@}-crJ=k$&jgY(lU*3c)K9o9l9cqp zIB8rl+%puhhjd3Wai802r80b7s0SH@nextgl z_3g%JC=7Jabz6uzEr0@I3Oj%ReJ9@SX+rJXTp*JjvAE6;za*ViGnqE?EzUPJRN{fy z0JTC6Fj7#C3Rx~pmXwoX??2b_%DHcGodtZRCOH^g;c~1K)sLH7LZ^WT=>V4{hPh&K zh^l;oM0#f^vq~-j9z%Hj)8XOG8arwX&`08s39w-8TaWlk1nh+eikaaKL5a*+E#fgJ z%IuzTCY~qaI+IJrv%*}iIy){%A-5QXWI>T*Y{^s9jX7mg6Bc|T$j$+EKQ4c~jxUc< zOc3fN^vYBI+vPkO&3`rA5@VbH#~B1BszcF7x%;URpb#3`&8nobZRfcZNR?z?Hm zFKAjhs8#_9H?;NAoeq^JKZ5cQ0JJb2yw?=6mMbdnvB*{Z{(2NYT5wL4rZ58@zwJpb zPLm?sDI?7M^MTH_|Ltm@<|_?|+LcFf@ZWX5%z=^)qgiy}G0IZ5ztP$ur~6}Pu$-=rmJ z`UghZFwh;R;Up@PGLhD=H5g!{e|n(f3EdJRTf?0-37yGP`p5SqIZ4J8F~t?(rcY*S z+GGna_0ePzzPDEKNYQhU_4nI(h|%7dT|Y62nAuK|J=kyM0mD>5>W-gFICMZgQw~6> zBLHPE3T&*J^f>2Rp62ewt*(@F6P_QU>gGF40`y9wV{Ia*nu0|ax`zWi?Rplc)lGmfSdx48j)Uq{; zT;J7LP7coTGHcrbFJS2OeD#BkdGMnJiu6KlxT>PNn-T=(kL;8YDb~RB@j?0hlk8lx zFv5VrsH|fP5|e1uXK*JCk0;|MuiC_n{YlF=l~ZyUIk8iKrde-LLJ`j%^9~Ln11@(K zGXj=~*3cWkZA(5xsdryz<2EI5;^Z<#puFmOrcau?Gzr`K{n*mwH#5m8wpwgxbG0Ha z&m6l)$WiIqZe2i$&UseyffhgXZWg}%r}2sW7K4v_|5j74a!}%s`yO$q!v@7-e#tik14mW-QHYEgLcUtMRPRl%2?g~1U=K!WeBKUCULje;fg~PN1GL1SSqgh zjYcGXNst_GL)qK-B0+LXID%2N))t8OL$rHae#DIMVk!2bk*8YZznv3#Q+xJO$0|v% zK8;4t-sqAfpWX2T*V*kpw#*)JI)Nl=@u8QIdoWLj>IdTg&Cv04KRgW3Lq&&TOPnyZ ziS9?s{b5H#8ik6#ZXYA|K6N zugS@|s*(V6>Lho^y+Fhaxc=SDMwX z#aEEnbt){5^ak|s4|hu;|5mK-R;ofsvI=VBRbPuWyk*h`1rb0n5wBBRd{|caiRacd zC@D(XUpUv)9eD~zU|xvN29BlA!wuH~$iNme`d{1MC}8g{w&GPf1SF}vh5&e=KLXk) z>%~`M9_pm{$(d$P@qn5Hp>`~vrZbR=V~eAmS@<|jCdMz46<5lD1PEH1CH-J%OdmVy zd1oQxG-OO$?6s^b_yn=h(>%`aJ!dMG{MmenWOq0kIIIB(iBv?3aUTw=Ljzbvt4XUP!#uG}8x(k*~2gQM8UO2Gi|SNPaA-rS%-_n)>F z!KM*-{?87{d-zpFoG2<+v^9JHjyx1DD8lh~Xk2Vxa(XDm@c+`&mP+%cr$3}v$D3fl z&Qm?@LQ*3u#lQef`A(((M_iI#`2A7xJX~wicZ|m_A?#92&9MV*#TYbTyjZVqy3$jN z^+DA%A4dY0UesQ@Cb?o^GW8N@Xq{Yt^cGDYAucbvj)^pzhr-KOlQ_*ALq>*PwnKAg z2cT0uPFR(svGfTg2g_HqAk^gx1{3!E3$PoIEw}Muj&l2hx1BJNWfr}m4?yV1r9@SSF+U=KcaGUzplr-4s^xo~?76+@F z^;b?rQnn^u$a6Ui|F31H=S9J0B}YPC+VK>Qn)Eu;zTH4V;}-ax1^1aSom+{&VvM*a zq)QA3>rl5GO5G!-HHEH~vEsnm!wW-0V>qQbGg7!%5$Gj>__#_>)e(sZt~Oc5JGuq zfv>c=Q7L5Vz6?r+=e2S~i~-ePf5JTp>+l4C1QbeIB3A*g*rX{l?;&OC(2s~FFNta= zI@tZowzH|vO~Gm@G;7j=3|^(DEy{<}?&TtUM5URo%Dck9UNJ|Jes`VwH|5Q{B>Bmh zRKtgCuXz?EqJoMz8ZOy5UrGlPDXc^wEg5t07wcZ7isR`rL_w1gZ}xOFc@FOxVl((MU>2(J6b zY9qI{?vRf{m97;i8+&2@Tb(v%Z?vqL)k;lz^0^$>3TeZi+7Y{?&9K3Q`TLIyip7PP zs=mA|SlW(7ip%P8QYyAKd-lpPd$)X?IUbf{aBDGLGdUtn#3>;|m--f0+HBX2q-M#+ zSLvR_L>8#*q5nz4XJfZLzb`` zN;3_v*yVN^3RD4=?hO9$j2iZT`c3u+f8Svhc{4)XxYx#Cq_4?pa0+jZzB5wK>0n zdZFi%-nh)zEQ+)zlN;+qXE-6!-w#xIJIF&J$(4iUlArSD-ZhZ}o8-Sdn#R+vsv!*S z3<(!)M>!CCoQM~v25D@S|C4?QrGYjm%At>r_td~U8kud+3%2d{tuRQ#1(IUTPGtGO z+L|4%NVaDo=;#UZ1}^h2(AA5MJ3&hFpTG#nH!;j#EWL}Qt;b3zeJ;#*(ijV)#X$;s zv{C%VIr#CYlSv!>@Kx}u4`Hc*$XNbCithI$eE&xA*9<%&E_ZYC@(E&4mCr-#3sphDP$d zq}`E$fQ=}SwPovXwL9P`oYZ6Qg}cA?=hKM!7!JZ5d1^);^KL8yn?7N>q$Iz7$$nt( zT0jr2MN4r`G;`|r!56a0kIqu>&fFWF<>LWX>&G^UIDWxRae`X*hRk)4SVRs8#r>x@ zja>UIh(Mg>z_I}}RjZ6&ZZqZMu{nw&ihw}T#k@y^Gy}HI$XNOmgd1N`uE$oY*<7WJ zB6R257g{NE8&S4*tE#Yunbqpe0B$b9D~M<`?|XDgjvxy^YICnPUmV0plA-2hrzHQ{ zVDN3CY>J&Uz^c!7Fg`cI1iJw2x4U(l^feF!(VFKE4(A9VjwW0SGKGXfxjeTI{2ZC5MDhK#@?YDDA+Ec#~>?$AO! zI%9)pi>M7bP(#-BTRES&n*#hDQ$xn+XK8%ZU;+*keQXSa>DLHS*kj4@QYnpTaEQz+ zra8SwuJOoP(KX?b@URk5u~(Y)Ol8>U=gWVr-opWmLS@)sn#?D#1VJSEwYP|DU?RbA{A`?G=)e z)IeW*dO3>I$y}0DF)uslKln1LO~=tWzcYHPO>0}D(Os%MOVjp>+;Pv&;nEQ+nT^Ko zpN$9oDMR5IAc`-?dkUw1^jsw`9*ky3S~&EpZNrXB=YbRtwKQ++y!LT2UA{JO|K+*d z`HVg4CT~vW#tZ15cNxnk^9LtyV7?Y=DhK}#AtzNzOLl}FhM(oPU=;MIvx4$-d(2V= zp9inHx=ko6;KH9et#iRg53ks>lUk>C>TT?j1n8xU@Y7B-z;sc!5R8nL> z+RyAb;O86{?_~(0{q#;nnm4aqz`z-P1+k26s zm&+6)sud)GH0mur+4nuYgi|N%#7ebhRZ8KGWG?!(m`qZJE5zO`NV_P$8$@#DZrj*- zQ*L$O?ZO~PRiIG$-KK$Me#)Er{d)0qj=K1k0w$}(>!T{_tNpWsAvCQ8+*|&EyOAl! zwM_=NO_!JpizVqI7mRyD1MZO_TS&^;7jKLq z?k@7@ZH3jT(zgi(Lh9nUwc?4g*E49=jgP zS$(Lk6(t|5Uz)aE+Thy*=kxI@fSK@s=@MXBQ+TDQD?#~KR?y=2Fb;k4U-S5bT>dm} zg!5Unx#Yhme>cJkIG&tvY>fD(h`jCPiM>+hSr>ZLdSG(b?iXp zm6wDr3h)ZT7!Dw?1f<#b;wEh8e7&trc#SL*HbeagU@zuy$_GBixlFSZ8x?pugOe$S z?Qit8NyZz>>Ie6C&SD{Ht3O$*OT~FD7XLe=lRcS6^ky_(<9L<=%4`Mt%|4gcTEN}I z3D6mXWzPdRY~j)13&xaEzwv2bPWiHzm%jWi;cQ4;<2&NSC9WBAseDCJe=EkjGx?1T zQ(vr+y%IPrrB&Av>ucp1>u_(?T5xZDh~apMPx`-LKna_Im*7efg*8f170T>hl*!t06P0sz)a{tts4goCbZ4xh$*Zai| zQ6V;0j8D{OgWuTZfakMNpl+&qbP8K&m-zc)L{k-msc7i?qq}@^F&kDaBh|Sjk;SK& zv0q>I#RN36?M?NkM93BeIp?->4g-mOqj;) zpjl62j`!!VuohH(Ug?VVuP?cWDRmcO3%8S;#@;f&k_@9>NJ4f{6FBdz5c@FUg~~tB3qNO%PIkU<$|KM8qrA$T63_P5*FtalEJR zEG7PUjF~aP#+ESb)l26(3OmW&iWJbPyrQc4B!(#_dRn-S{F{7%jd>T$_R8iC7qKS z&w0aKEdJ3%XroMoTMZ)CZ@4~SbS{DFTA|gP3y&9`%%keS2ee^}D+p6dmNt-HT#Af+9oj_zo{G^DFo61O$Siu^oHq}7wndDHqPj!~4 zmtc4-go*GupO7W{{_y3P&JMs9#DykcpLT^LKuII{_l_3ey;~QIy_F-~7_M)aWB>fc zJ#km{EaX!P;q+vP*O=n5g~m}JRQIsBd>`CisS%NXvjIjbzC;%Ny_@_kXD*c{N33x)uXQ;VmO@e^J@_Mh;KD&iGy6Avl^dQXgG`0 z*HWVhSob>Bi@!lXWQsm%L?l)PTR5zsP=;p34hLi>e)-j3HxUN(Y?^Vv1x~gbY#N9C z)Ql4hEU-gpYb~KAipV>?Ep}7~1aCisk^lfW!=x|5;YIC%8`AOFv0<3*KPNh*QX2d; zV{-FXi%fIzL(Ko+y@6vp!ucVD-vy{bG-PT-N{P#;RfN3YQMV;Ynqbl0jh}7YUV+F& zRr}mlCmG(VIZIaC7}tvXw9Z8Uv?>(18W&E95)bJ)+)z}-SU7(;14l7yAE$-E^t#qb zh(mzbW(6SaJ|Ab|fwTqk`nc;6Qitg^Go7f$zqyBVc4+RnJk1f$ts}UPJ~`DvhLiPo z2W36RKchT;=phUoIfmm}#Je;`5N@UZ6n=2!s;Cpd>&58c{)qYd+v?^I1iD9x^WIz0 z)QUeDx1P9IBYknQN_xv<`}TLLpz;>>-VusUA%zct;NVRzG~#;}$oYZ1>ayN7X~*3Z zc4+t{dc<5|VANMMhY``_D-ICoLFylrcb8JJydY-5R+Z=bMIDTF3@H|@Qf)^VGI`?7 zo$D~v9VGoXn#qYIDMzfk~NRE5*t4W3^vZlU zBf$=l@Aq4I6qBL|xQW;_L%GZihRB)B%@$onFYX?!slzdvz0a>xwZf3<;ou=U<2?qg zUai$muL;UKvi`eqKvm5}ype%jj>we8J2CLwknB8&kO$7vVoAFDb!FW1$S4SfSxVdY z^HFVWeT?g;O$dF^C~?}l9k_JqMZxbZcb;tDNye@Ph#IDv5m72nT$fq?Unw!Pd8E*7>%M3;@-&#a_nNV*B? zSp9YC#-7Yh@lEMqZ;UrTvH)a!q=sPjN&O;%h0q?VDj|Dcmz9f1{vbd3;Jx#Yr z#pxunW0g_y?tX+@Yc1}tsvK;98gVG_Yw3tIUpO<1#MBG znEZ}K<_yrv3_dO1N=HEv!Up_mGFvY)?8kX#9(q$$es_`w(&usV7AV!--U67q2TY`> zCmKOBtIl0JyjTbh@Br}_XM*sUsJT|>{NzKcDQvVi6{rdX$Qdl36{9e{*r`>I#*R0e zFlytJ$nKI(zh<}~bb6$lvKY?arUo!lgI}2hr^M^J(#b)9y^!+gc$79E&4iqAKAVpf z+U`)CTe`YG!guj5OvLo)TBBLEP|U-!!3gi%q1yPhRO8nHcC^z&wv~%J)C#jCOsC`d zvjLt+k0dLS-D%8Wd)3i^-&z<#a9fX{Cn>a9+FskIG1z%uX;V6Gf?xwya!G)HG z2#inswX67AF1yDFnxF0!r==@9-n9NxbcCmct8D=DZcf?-w@L3=dbXaF z5BZHgxga%5o0VSVT&Jt+QPcQ~s|XZCfM|S&X~Qwud9t4yMBLn`7FyD6Me1i(0}0e( z))|A_Ahcmwy*H;1cE}7G;2hvc{~Xpj4?*(V22igOn=~Ryk<%TPc+UX0g)k>G(U64P zDq=Y;VC*{TVD>FYycjf#iHe_fhEUp#3kv;=gew3%4P{g1jDoln=k79pYg~fYWa$e?3nGB#I0JumfKktGLn<}NI# z6col0;75Bh>qk@)iRWM`^qx0w0YWmO2%-Us_=NL=IMwwN!MgyCcEG-j*-chm8G;)_ zS#UfJf$&o{Y5*yWN=HHX;y?g9_3JSbN@6Dor1J zb2&gd=5(=I#A5R04p)+4%)c1eXrplWJxa`{MYI|Zt&&m+uM6sl?=@dHP2tBc`tVc6 zQc#54!4}H+E+hrEy%ga+GCW5xXcx}@fqQIAbm5{*@Xs!b5QG=Ys*^J7KOjc671DYb zJE6_PFr^43mKbbzIxE}nhJ=AAh|+7GQpY09fOd;J<;(*2QZs--zh3g3S%hkXO98&n z`^MUn2}Un#H%ve9sa4&W^0hv zo*S^WJ@C(vV=`@A;CsaQnge4#b&J?(<~A6K?}T4h`10I?O0)aS3ko+bNFmw;+gK^5 zX&i#tj!}*YFE-U~;Gs-uQsuq>QjV1{q9fs&Z`#=N<~lxXbF)!OOZwEr+AXC>#n^OQ zqc+ju@(~ha#i70JJfdo>{X`bSvF{VeNXq$8+QS>IkmbuTlFzJit3RTN4CoY&S}9Dw z(&!&F_54G zv$l|G<5v|jb2$7XGFosFG?_I9mucHRUS9onP!e0Sjkg9)k+s^Ier?+HJWv<-)*o~3 zP<-Tm6T?vTJs~`dCb|jNA2}+@CUih`WAR6*eJYV$0Ei$&>~L_cO5ZB5i{X!(q2Olm zD%YopMfV^%UoK^{XSbo{(Ct#U2Q9b4O){PrPvG~-BJ6iVkH|wlD&I$5NlVeN^rH}D8p7_7@|PJW)};j|&%7LgOSZmmU>HC> z_*f{zK&M_Fk)@Cgw@e=a@qJ&Ff136mvoQPr>`yw2yUEtI3fYPQWus)*dBl8uhcL&SHm!#m# za1uTvFC0z7-+_?V;;g#PRn}A>Q|l90X2-2pGx9AYQV(m2K2!Uj{fFt01Bw!n7h}-+d`slw7|8lz(byg0(k*{J|k-QAluIw7B=G8l{ z++nZctexD52mnTT@|pMscR812WxDDpi&W3tP9s2UpF2zs@Z^Jw_eqe6iA8pX^3?75 zvCKP{;RNbzRX_^x6Uuyt(qGFzAtIy49r07QKOSRarw9p5SEQ=2 zB{zLg^%*bzV^b#x2~2{G?ZD?FJkxY;Px^v*suVM0(Y%zAi#nRuuW>kP>1QMfFkt>p z>j?Of(527SCWh+Lpzjo9*vnnP`r0w|tnc#mv!FPjMJO^%#nRWPrM5g51*tKIOV-w? zeqpuUr@##vm_(va0AGcFt!-G0Rxjh5lQ7ct^7_&ykUvIwUaL9Cp@ZP+F>aebND&@N zCligaC}2s2pyv_;&XlV7u}&G+`YGE%=l?I`{)tprJ#@36X2OaFUve;YBu~e%5Rq&- z1wMtln)?Hy`BGV6a?q5Ez&fZ(aF0$ge=TQeFp^-kNC}U~7DVbc{vX*nxLHEI zZRp<2f4JRm&*kzbax(tob-p1E%r?yrn;2f?oS#4Lo(lg6G&=ojILcyJYdiAAvmr`f zY-5ikW;!S#*O;bQ7P)qzUCU4{@;jyNMFS#c56K&j?~$Zmt!EzRtWP2MN)lu0NGP@t zURVad>#4M1B_lkg0;TiUj^%s4-Us6iJZ)=K-+`5`PS$2hzAX_Rdou>PwlSj>i}w8} zLv3C%COfZ{g?2=JIy#Za5yDX2DU}%JIt{5XLuhL*HB}0lWGyhV=KJt{;yKFib>y93 zOG%hm&57#76l>01#>u@+KkNVikM$`oy@DVm7*2xtm>kX;UBA)hKDY1$ne~G^ZQaB; zdZq?Sc#D8!hEFiP7Tl2Ea^M^&X?m$Rn%W$q1io~wU5QH;%gJbcwnO%xx_0D)+q_Ou z-_mgUsgbI5oO6TLz0r<1OGs4aP!9$s0e@;H$Vf@kzqet%=^r8cF&zAfCXwMSeNFZT z$r>pF6jId7i52&oCrE1TBnJQqxSu=RM9+czMe)*=ya;~!GXm!L!W>Xf$?F(rB-*uv zRi2>eN_09BFy(T7Q4unSBE}`bbWkwx!fnzK3`k^lf)ABpk$uRw$Lx8gyJ!B?4qT0PYBZlKg_qN-)Vo~)FYQ5 zhj=u@mIvn^5WPXvFE{*d_CC5>#SF`p8+g4Y>YdY!CEHgYJR9C1FW_)$oAPy%g3JO> zQN+PN?G#H5U1dx1K)K-214%mB+)Q%<3&|+tlG=Q7wo+6umt`D5-N1y9cKcN*$L37I zFFY5(33_OVZW`Pc#QRP>FWZ;mS6BKVow~}~#J*oY(nCO7R?4E+YWA>oW z<#3n7ky3=9WRd`P=j?*ri1{FQ8(^cT+M}Cli}DALcGnQ&Ut;~^aq=1-O4ryRMzhpj z$(r(%DHOc?j35uRce7TaD-_iw>R0uxwpKqEB+mIlFd~sv8)k+>5hGxWx~8&C9}`e5sS{;T5!wb z(15(uc`u_8Q(1x5XZm_LZ$N773}~rZnUH`gax|^~%KuAXg^r!}l^C5+-|&VrN7G}k zh`8%GJV z0Dx3zq2`t)0zs|x0>yzSJK>bVPOp;3Ber! zsIo)LAH++&ng2a*AI)`jPy?zOI*JkeNe^IMYOu>iJFZx>GSfaB(tym}5e!I&>QcZRQBdzwoc0U!SC8 zrN5&QF&H=ToICRrQ*?;Hncr30i3zH@S!jaZsNB(H$~{>-C~v1UI6~M{Nt#0aY^e|#GXcp*B|yvuk{E;q@=tncy+pX}ZSY@l z_vKYFP%k__E}brS*b;&oE&?(g9J()0M(pp-LEfIZ_woxgwr7!$l) z!_9KJq>&gNp3=hWYi>FKsk84BA3SXmwyq=sM-!<@mVRVwkExC%jOFM%cX$V3c76^l z-_b!@%Z<00<;ff13Y%SC^-tjIBo@`^s${bq0PfQ`Ra%k~3>IGUx7iWgM<|x(VLNtyQ@E;FT9u)XwF${69N)S?7~3t%%C~wNfDD=*N_O8f z-e@oCUfJ6D9JAD?W#6#6Ck9G((3TB&L^14^MZ!+b3`Sgw0(Ck=*{W>7-KiP!B{(dM z=5-W0>vkl`zM`)Mwf0%_G#rO>s6C}?PcS56UQduE5)PB$F}{v28$t8ATla7C`ZkZ; zH0&o(ea<%;Ev>32g#{wKsl{DAL~0+sH)snp*WkpAEZ|!Jh6-3(qI$aGO=~ao+w8eN z#*^HWgq1D}CQST0uBh2CD>nn>z?$5^8HVhm4i<5FVF)<9|jbC=36a{$sR(oCzpFF2&kP@XhYvY9*<8!VqZqxQW|27b6xkJ>yLDKu4F2ZkQJYq(gm&$@_u z9;QC7{3nw^Eb`+XTFEpOjX+Y9{DJi3$~$?unQnOvG(otjWO`&&!mPS9Grq#0YXmX+R(-d|%bt~}Hyz=>D z2a2Z+U z?B@KDBvMeQDLYvRnNbovhMFgNmVS~yHKx}n1GYvSs)VGtl6YLhB%+Pll2hG%gGh(_ zti}c$L%_dnM*g0d{MEE=hQRqFn80 zbe_L8ZM2J1#sF~Tvs0@`=me=GPqleZwXmN$gUtB-^v-$cE`i3wlx6(6E$fR7O}QT0 z;5(eIKjs376VsQ>=9s||qXZ*}unJ8A5h`|SiP$~8Ksoa)v9@qpkKz*bg#oaEb@6E0 zbNlg>;zkOaPS%zkMfw^;sWE9g8uhw{3r0zA4wxvg><_cE*IWXsc^5G-hE-l30d)xZ zk8$6uYy$7WD#K*}0c0^C#qA@`(zd@>%+n4{R*wE^rR=UG@vq5WT_Pe|BLWZ?)aF zK)0F5%}Zk>*23w(f(5_oL=t{j7C|erUWv8$V|}-l0FVlxmlw-@a!?a9%%&iJCNE|P z1%kvxqUoKW0qvN7_VNvDH|jCaZm{9&4^5s~iNBG%_IEBUrz|3QCjZJVtK?*GDIh6~ z(mSh|3#eY7GJ(>MgqP2$ykkhM{l!dVoe2v2OZ6l6T16ylAaqaX3fQ{_io_%e`=UJl z%A=3DpdIBnt+tH*UojzboN>Yg*hkXgM%!V@2mpOVu}#B1u-^YmaoK}C3u2?7nYf^#m|K52E1D8jMm;_lCH)wo)AUXp8@;54q8@irmw2ZBZhu2Tztu^ptG;~< z3D{;3=q`8*=uqh&qay)pS0s?0t35S38JCW|BwK%|qEMyVBHTJEKTxKn@bZ@xo%P-c zZb+vVj+!CbPp)`+H_k5gD)q1QARFiS%!)e*FTkOmiRwn}V0p=wxz&i9yGLo{=HtT( z8$z1NfR$rKGv5#1WFromjmW;bGvErX)KUrrl7B>WKq*OYxg_e2hk&}q5_-D)#sR&aQ(M)3 ze8qlylb=w)Xju00Ewdsdv_t@7ho=yjb=FRraOO&8u98CGeD9hR&JtBhpHO)b5<0Fw z4FW~zGP~~^7fXlr5U-O`pAAwdCGB~Ado1xg)}km$gPS5z8P)H{cBpI z_O6AS>qCrN#&=^78TyM~ZVHT>$W$ zPx(7>{Y?GtBHFXNAPs;2(2M^|pS|eNi2$)2AK!udbz(SUT_4p~x^Wd(3pJE_=v=;F z_7&EeAlxmEaR%wIv0RP?$o^CLJ|IOq@J7pzvA0W+@%I&wyWm~@^n=aNT*RrMS z9|}O$;mJHWQ(>dbrgy&6LP;6-4ZL*8G)9z}%bZ{t6`0_jFwgvp%7s6e^70TH(ixn1 zVFy2Vh%({Fnn{7msDx|GadW_g)H=#8fbeFZk%9{3p7g4^Kni$vLZ!tim1im9_li|7 zzSeI2>37g<6~WtfIBAW+DNGiYI;XaAX~F}R9UglNKOL!5YMGf$lr)n9O%(pdKl33; zLG3qK3l8zIH=q_vs@!QhZO`0Cyq!<)29AoJA{XT{N+#ftxP9D=^bE!C<7csJb=7X7 zL?n=Hr_18xi(wri6=9New65Ha3OMZ%zwfq&B!NnXtDS1pKkK}OShc+87=> zbZ|Ihfp&Ngif*ESCq1OzA0G+|vA+yXeS#h|4!&^mx2c>gx?dwCO5QGFW^Hpgi%-ucklvebD6{;2nm@qrrA7v)r2`^wb|8zNA7h> zpp56gt?az{m1V7v(z_Fn-829w6t@og!UkAgQxy8kED~eDAgbmEgb|@&*2uMhov%Ny z>`3r1x8?N|!r*qGF`*%!+A84z1mYa4G{c|5()Pj4kwBU6O=w4VLsx#K>@KQzl(om> zwUbuU3MQpX(0=8mIHAa1K^`bC16+_m`)_h-7#-M`JNxt^A$g8hx+RMn8u$dW#aMYhn?0EX3d6m^|gR?>-QTt(+H-pl68&d&RaxE0F$ zqvRm#a{?qQr31j6${FLz3Vkh=i4pGM8Lv0{uv*Tvj?%dM=4|B}gb+HyhbOs~XLL*n z%L)5~Xf{VM0KNUsG>$Z&dW88J5TkmRN)Lj)ZRO(?4&rU0!j(KbJy1gg5K46fVZ%XMn<;K z+NoktBHH>!?0ocr{K>%2C^>HO6fy#TRpG;XD?!y54=w8QkgtCA)=CC@nErDYM526 zntDYeG8>sUM=*V9hy1p&-(q%vZEd-4&Xg2%(j&f-+FO;$;uNHc9zUao5K0L8G?sMh z%!xs^wEXWN(&^j}D$#uJ}vN!ot#%ilNkC}y&4Naf! zCm@bwLE2@Jy9Qqzy`P>}KFZ5vw`wRB zTYm0qR{}o}gRvIO4LvP!NZ8!?CS0ap1jjvYTS8h1_pyL7T!YIg>;9roms`p(YGIfy zdu=gvTapkK6hwYM_fBG2dM;=1){jmF+@p*w)t4laU zD-;gMg;XR_*nNFSy7Y~Qq&Rpl)uSGFZE zcNrG>ZYAj<`&Gr0s|wmQ*f4xd4u$c^%K!Bm=(90eRelBYB_YWZhBK1Cq1Z3i|)L6gC{l~%DWDMJ&zsb)7HQN0@ z+534w0d=KAKha?)eqMG7)P1!dxjzF+MSq*|@u#)fPLMRfV0S{u;tnrCe(7pLoj4dV zo&tO)3(-whZdrp1SS3ua7*jK18)I^^R8z!D-sL{w#EApdTK{x~s?+#B0IDzh@}o9X zK4^V)Vxc$c=!P;i^f!?FRy>2HH0a+orfuN6Ax#Y+g0y$L?qR<_Jk%T-ii{fdWM#53 zz%u6p9beMit>N)}jXFlKU4nKdZK5+|K>MxR800N@h&s z1E!g4PXclm`TZ}p#eExr^^W6CpLC$`=&BVsW%5!wDdn2j%+s%D-1&|@GuOfEs#%UZ zhOHYz%J`}7kuT@28~R~z3G7Gz=aNZi^ky=|VBDVx(<*u<_rQ~hGvXTo^zj=0Wi`E` z5=)*wf^jk=TOK@Fz_`1L2NWF zhh-twpaZ0U01394#sB~dOo53I2y+O?N&-KXAT|}4f8jF$l*l)qM62Bo`=r%y7edrI zL;L_dK&`9Fyc(<9voR_QY{%zg$2&j*&cX3~L=96#9vY(31|k+~zG& zKx;qfCI~{`O&|3;$@DXq9#|QOcUtqYxc0IN619%rQ6PFy@`lwQN-Fw~VxH!lSA&L{ zuoL;=-d+BvY(?xdRlooM000Cafco@lIS3;hcF@@rw}H8%=c5RBGxQ+YSR{jT2n$MJ z`vwJ^#}sAHi!mD#1R5N6rB2EYkTPk7QHY@o!PqKMTbXjA+dUcm*Fey2-7mUHiR4D# zirU5;r_}PkDw(HO1dkKfg3bbd(|Y}HWq^VKOyg^ec=a0{3Dt8jG@vGE&`S%6C>oTZ z!c{K?PDK9EqeY-C877NXhih*$WW00NXDaMODVbCh)YOMP2|jg{&Y3DylXPl8=$Xg z-dABPHV%4V;X!kJV9n3Twh`a`MibDBo*;jOMSrgeqLQnrtXfID{)AwtZbO4M`7P<|(7 zcQD>{`HbO(7P7^z zg$eV-oc_btr;DJy$NNc!Gt^^ZynS#`^K**|_3pvCR%)-JD{w>Gj9x9brZT(bD3zQt zD;|~$K3vQ)r`jpYd2d>}Gs$VoZ+jOWKufn{Eb?r}$Xd7H)XN$%c(Sc-89aY|eo5!3 zyeIU^o~w30sWFixC}1nYj3_(XU*%oK^!c{jKc@}m^3eDaCA4vM0mW=n0l8FMDe_TR zHYfXf8KaYzSxBKAk*VlcPYV5>G$3Oajj=}N#1sBS|Nc(HXPg;$u}zo0G4gtAfV-h+ zTdJzM4B0D#I6SM4{l_ROpk=@vh5{{Ug_}7;0D&Q-Fp+mB9!R179)LsPzAP$}@R9%j zJ^%T8{2Kq05BzyNl-UOQhdB6Y)t}+3h+Aw3j92rNOHEeTmZNsx~1Y+Z+Ff0Tm zG9PwVI)*T>7Izt31jzxAs;)X8gd$ey^E%KiMM{G;rw27IqFDk2O0W^I9;pz&@iYA{ zBsnE#D91qzL>SgH&{ubTFAjmO%GX;aC=RtBfVS(+Tu&2(g1RVnvNDe=*W0gbVpcd` z;QB*FX$=+!^YVhhxWriGntxWZ34CyxTgv}>vYMZ&wThFo^)cE7-@4(Z$^vGezrQn* zopZGuX4mCCY(w$OMqqaq_1q9W*|mLoXOR=&3I@?l8MG+*P&vP(9_>`2fN-z2){rg? z$@pl?rs-Y%6R9^e24b($eIqu2001cKTDl6|^CL-Zdiq_RdKN*=$Wa~myTCLoNRVs+ z1+NW2!g_|G+D(geFaj~^pRY=o007m?wiaJ&h;^krYgNC`%k2B+FnU`MSfbacobDAY zpNGWDm8N3w9YS=OIN$(6Y^gpk?(+xmdoh6ep=bbESCrN#BQyyb`uf># zW^i!!sUbF*WY?3$U$*n*TpvBlGcEhS{vTZ-e6L6GWTPGSi@%MBs(lEi2tII|>>8VQ zdUfD&`pw#(`6u&n+OC{oZF!P$>$H`n@iX(RA#GyZ(1U9r{m0@npF}w`Kau z(kx}uiM!=m6<+_M3Bl%|S;yBa9?=H??+z!9=W}16=2a@og)d;IA>(&tL1EGmn}Wc< zle6?T)O1-tLb8Z^6!e$51$j0pIgc|^j--?yw)4nL_@3|!yQ00_y0`&_Txq|fyQ7dm zy$?E5)5Ue`5tF3=S`)T|@UHp>Uahs_6R&T`K-dcH0klpW0(i*r*h*Sa$d>L$I71}sKeSjOI`5AM%f{f z6M`bqP2U?K?>jgD$k(1Re3#Z0W4lk!gT5&Y_KB>7`r_1oF*!y`ucn7`^eVcXFBeOq zDk zJ(G}Z0*O;HNZyALYv%G=3QRX5S*;4^iYjQ=!ZIsD&Bgwj6kfgKKfy8SKZY0s)Ifp5&r*)lUNCIq2D5iB|Jr%` zb9XVadEXt5)u({M>5E5Cq2zZzB^OFcUmsubGu0wi|Dw8aqqdZU|%HKVScTeHC(7|58ZvX%Q b000000000000000000000000000000k(R(l literal 0 HcmV?d00001 diff --git a/translated_images/km/navi.2f20b727910110ea.webp b/translated_images/km/navi.2f20b727910110ea.webp new file mode 100644 index 0000000000000000000000000000000000000000..1a9adcb533971fd17e677d83eeda352b2269a737 GIT binary patch literal 16222 zcmV-kKcT=A$?*;=ii@=D)rE&wq#i|KL;1zw~eM-|s)r z`?-JD{f+ne{cHVK`QPyW+`d4+lK)-*k?mpY8~wY~ANh~@Kl#47U;6*g{4M^}f93xt z`|I>6{P+8({h!bOkPrU8pdb7?)B5@TkMSq<&*X2C|FZnP{nqve(m03u$ATZvKSX~o z{D1BDr+RDfxlVbJup{{$zh<^3wH>w-4A~C~wGmiGN1_AK~^3kP*{$%-Hzv{17qCFgDyHb7&;$woHinQiVV8+8E$N0 zBd#z_5{U=g@%A1wZO{Ys&XoIEz=?4w1MZ0!m-+hLsgZGkqZ-}) zAe)0hiPt-@!GyxEY^i1BXb<-YvGOSM(eVGf_**NFEEQ=U592w%G*G_?Yds3|%7r%x zt=e0N+CJ~0lQHGf?F6JAndz(h7@DNtH^&Xy?ecxbhS=XOJ{(nufgf2P`cDt`_4rU3NTg0b_Wc zB{^u6NG)|m!#ct1nyb&K)+~NNGTfnpES{m3u7{%zD`g-vKK~L_>;SiUOeqC;}viOe_9DPnR<;XS8rvkNj>T>6l=cEbkLt4rM8}B?r5)C zX!r9LLp~=~9SJl6T1ReQ*@$dFCVJ|Mv^(V4{pPyPL>mUYCk%W}^ywSUB)oqFM~g0Z zPJrGGe(J}(V_FnWx@n)}{#Uqe7W1)O>Fk7;UQBx-ycE2}TLrw4$tnesK?0aE^!Cy8 zA*8aCLYTWuA0gTN1PzVbJsd>^cZjC62$OUb`lzjGY;B-u&phZ-I6V3zuO@qDrZXOY z62_2nrePzD`s}8q1~oorJ%VE~0+a%me}y;1dl>v*(XfytS-$^C&I*=kF|=@AXhl7{ zvwdo9xfmY-mW$0FVVsqqE>>u%y9~ogOD&f>1}`q-Gmo@I&Ya}y*&nq8Ni!@2goPqVNJa0JObxWOcjXpYfxwMQm2Z8X`P z5hTOok6`Rcw-)h4}%k_tm;zjqV@xBxCMGb8Jq^Ylg8n{^sJ z)3+*h$nWkvTa4;QUVSkVF*HX`;_9Jw6wld3w<&POhbWNYBg40z8LD-R;!OF_8Sr0T zaz1z-FfFlTa;hR7^cyW1m;FZe)EbsG#RSxluj;RQ^KNwq4(o-BFLth_p`)CmGJYtf zmtqJ*H*?u-YAOa{eVbuIxUM?U9^QDFA)zmW30x$D7W(LxG_I}cBQ=M@Nx(A?iKhq<;t-{cx(vSjeo}oiF zKYyCEF~wfT+}GF2t~nW*IS3-dY`T14R)-TFeK1|q`3=2#yzx}iWeeJ1S{Lyh!$!JH zPr9%?2wY_I^15icXsA2py2 zmSZ#OA4DA7)@@9UG^`(5iuak7G~MH=8ZKfkRX@HIE7E*M#4TFSj(CowVijg+jul6O zzYVnKSOh-4q&g{Cs)$S}3B{7qHr_!N#`Nd|zyyL@_k>I8WCC2B?rJ!PK_C%~5wTYl zW&dD=!%4xja+IkHD*!CbttS@gIE85#*~BUtd?vIT*=z0_@0MNO%BZKNb3@~X)5vlW z1R2FrsIrV`&GbpJBk_;>*Lg(H1QeyKM2ep@MLQZ1=Rv#iY+`XbnPvZbc;2uy$pgRO z>i0=kVCkMUfAx(d1yVua3x|o}8uFi#X`x6D`9dgjz3PZoVzL-F2DvX0V;?5Fz#oG| zDv;ErENB>0qBqXLxB$F2Xrs-IX)*?uZs99z>sc)OJGQB2?i7y$rzM}~blchRRd+9l zTHlPz5i;nj<=9t!dd7UMWks)8P;f+ocB~g^_TU0#c+JO`0R$|I&3eXstz|{}TGm|5 zj!X{1%>|7Y@#tKxXSR}$>t|Zwx4@|OAq~1M-W01p!&>uX36j|}N1=AQ(G3!P`Dmyk z;elZu+dN=)TBvo{($HAYvSKn3I{>hA7A0=SZ|wk(@yn=P?8rpiqC$uDwXiqCh=&v8 zeqJ?K+`*mNQ0qXlAq1x+Wrt!a^99K>qo~z1()ig!ICaZSqjI+eheNoLmWP~~mwh`hY#Uk}*W?WD#WBq{|6bFFA ztHHpZL+lgQVIwqmc2qtmvT(3-B>}lpWFbU!ohA`;kaF6HSuf6Ps4Qq=sA4_>;DeUR ztZMLEcGEUUsaL;`wZr|vIY?FId2c#U#ZUb44Jb^CN%x8VPE#y63HU+4u0-M0>KrQK z@k7xtxj08opWv|a3-$rvF9{&(=DC2SlfC#Mdet@51=-Gsi zGv9jHEpA17nw+MIs<69k=A+GI$H<2s@j?hT{n&};g!JSNX&>yF<0<$)u!C8z{dG%Y zI#qg?yzBNmfDAGP;p<<#1JqhgnIl5XHm~|ySU0r!T#Y9~cqs;OG*DQ(7pdM~MxVYDJBZpUi@yKTX(- z{mwooZ(}jQnyJe{D%Ml;>BGQt*+0ZFXsWZ@&f9@BDwrm_rJ@A}I=#}s;E=?o@kz*2 z??~Uw-lsCy?%!N<(N9Vmur1+8MsgjrMhX!MgR$2i?E>HtA^tH8vwuf>rc92CIpinE$cOB(a8+R8A zr%c$0D)gnLpkvDSjW!Qid>nLukAgKA)w6&%85Aa%)O4L zvRrT%xZx7kzGykI?JtJu_;+hB3GOvv!mASHQ8z7f+=(>8#i(!MWX*}qf1eP8R<1_x z=ZjC8je5?T=|<={sjaH-%>#(_Hk-AqlINEYbLct&e7|Tsu@5ipnoV~Hq zLqAI$>6ynYSPf(x`{n$KNz0y245u_gOVk?=DBPU&R6g$($)GVry6F%!qcvO5Q50V$ zOgLZb4!>VbQ1)fHp{=KP`3$1UUCtkG!F#6&0{UTxf*_5-D_^B}k_LU5W z8(71nsW^u~b%=fPV+(av(W$b*X}a5xjQtcoyT`#_bIZW8uX9e?^pqHgA=n?HnM-xOB$5<9=sv8 zD>}!ZZ^R-)i_EyGbyO$j{_sv76}(T6r$2&12^|;ceyVtw(9gNJ{v@-5|EVIN^t5f=rmmA`8h@do-XOq#O&jrCJKk7{+XW0zh zM7bTcgruE+5J%x1|BI{P_SI_{n_6lstLDv{u)i-5&#GFx)ZL$NdL0xEC{<~)G4-bi zVGESz7%ry5tD@NX9>FkM55Y2e#xcHS7Hbq$55`&=;VP!30AULzTOxaOm9ju2_JTBp zLA?~U3$JN$m!(b5NZuDwG()8OCxFasBc1~GQ| zp5n`D*E+8cs(ei)Qq(OHTCE;JY~s6+pU%#B1W0C@iPqFQ7GZ!zKwHxke&ssX>)Zi# z4!{*RXN{LqS?i@&wS};b&0&jP4SNqmHal9XF&l~~4_AB?YNH$mi|e~4@hnm((1dv1 zKU3Ih%pvD;iSv1_hpgbr5pd6xVj8&TRP#p>riYn;$vNS(*pbR>F7$(!% zq(7l|K7LKmFF9}Vdf5rkC_TEzUDglY#o^D_IeUH%S}`EBY!^$wKt|Zd-zDrMOM6Gk zT9WQM*GXzM7Mo$kELdCUg$##!H8 z8--M5*_Ow6U;9Qi)aI8eYCmUIYic%IPoprGp-+i=n`2RNbNz6;aHun%%BVmr?R*>qg^mA^786~ z5^VcB)uat!lV(4 zU4(^^W!m5siy&0}I4;R`l((U_3PZ{SCoUd2F(i}OeedoUPQS(>@3FyUcYG9P(0aAM zOU!|f6+3HfnybyRVD)>9R#7nq?79AZi8n<{(f^`v$libROa<7^eki%=+FKX#ASxVb z*b~PaqFv0$;K{{v;6zKUJ9`=HcLRFo-L8DDn%UO+|5-7Ogh}g6_A7fl*b`aLcP*cP z>)^=&r=&?`Dx^B5gUJKH3j36F;uds8O$Rd^w&Fpzh1Aya1ixR=Tm(r*^~1MLq-!sH zh_iXSo$I6%q}vAB0!%K;&1hp4GxMGj+0x_;8Hrh4?WfUg&;Cgk2UjJowlnka<@PAN z|7E6Wv{LOTtqI)6JTbTWUP7*N(mHU;2 z%OabxGJvj;iE_y-4PXChnHZ5C4X9N=j}KIG!OR-b7@Q?hkC;Xo0`R-NcKMd%&YIS2 z-_DnSj0jWR#$EFMB)UzW2AhWrcFbsT>69;jeLFRB^4%3i=`MP}Q$6+Yl@nv=!@$Fh zF7yos^mXmj|P4@SulDowbw($3Nh zx`$;48f?(l2J!AOuD4yB5`&fdt~2Htas{g5hYVs&$mfQF4w2V7IohrG&#>!9mxiH? z{=&In(>V424q{97lxo||bR0qBZ+8-HXy*PM*`?6>d>yE~Nm(<(6tAvL@IbTRvqrwl zURydqGd`<`DVh9Z@RsK9GPAHe;!~SRSu->v{v8ae?%vMnF}URAT~B{$i>X7}T5tCL_w}EF2Fz88P`$aa z?0{ip4^9vrhick5*`V4U#D!7sp0$Zf+{xcvmxN)NHtMSikoa5%a>MX~nK(#i90yMc zQA%0^q*qP?o37V!~U4E!#fHM{D#nynXU)B#CGmaNT?!Iums8<9=jbs-Y=*4&~}W~ zKY)j{>7O>6S^igTe^5pg%FBMT{S#QGMBXW zDg*lAi-#B;$|SE6uVaPUwTQwBQZ!iXC;4yTGH^gLAz;Nw4pLg{Gz?Xd7XfWZ+Uhvd zHT+X74f03P+vli`-PF{Ef;vPN#Ipg(+l2a6*^(Gw+IBV%=f-HEK)JI%W9X1@lB&Az=GEMGUea8aur?n{XM;zQ}Ha}w} z++%#XmQ~^&XXcEWg&^53lQGZ)*_{@2S}QNbM*k|) zUBY$;(|deF7+t|WQ%@?OLemVN=6pZ%qBESC7IjOV?{VNuE#+}04T!mSZ3xAk6xQ0R zI0#OMloS{Tbs`N)_r%Fnbho>d6{Du%_d@u}hIn)kG&&=TXJLCzM^PyH9-BHvRSP08 z+6!q62P23NuS|OdGlrjZhjIuK?)V{2!U~j47ZxQOk-i-JWG?TYRG<(?4FNT&GjhOW z%m)l#>sBOw$S3}JG0e|kJh4zNAs6cq*5PbKCj{HJyb4%K&u6+qy=eU#)G)F9T97i} zO~FKvEhROHon|IejChPmG{5?KCbN07Yq1s4)%`DekvHDHYlk|4I5eM%TlVNI$e|Ri zK|XAN+Xr)P;CI}eI3QeL=wb#qR+hfDah+|bRIMv3h$;8R|89PaowS*ecsjp|sXx%v zJ5ff%kuJZm;?c#V+!G(5Ovy)(=?y1vxzY;ueF;nmJ?0lFhi7lFg0Ydk^@`wqX{3Ix zq(m&ng-+u9zmT~}+Pl@j$)6ll5vo7KJve3%%kMp0f)R(rx=z-^oU+#-$0MWcKa_ql&}OOEK2UKFB^e=emjDy2j)PyK9YZ)LWB%gCns z1Z=a}w@J~wE^AjPXHH7jK~YTZkY&q(Z2xk zlEFm@@V0jY8a)xF$#4H~AG2cLObah~U5YQ{;fP0z-e-rc|MQBP@=+H3F@9-OO0NGdw?kOt3=JtC|n5`8mDlJ-g%c1X5fP@6ha4^VDm6`F2~PL&Azc7W5OU}$8bmHN^olu|)qb=N$as;hABcRzinmg? zO~@v3M;}yZUtE^0m?7;(ZL0F5qS1wRikLCqpC#6~T%g#^ecw!2FP^iQB$H9mo^V_%MP4~u_%e@Q3zaS+9w?3J)vP-@C9ciHF&kK|WGZN@Tg zd$R753-UBd4@dG-%*3)ZN^eqjTz)C0|G6wS%t=c{ZDZoTCXd(yZf%p}2}Eh$qC|^M znv{ZV17!gyt^#|d1}_}uetVI`cs~Bxz&i}p98ZIc%D3s`$7)yLgVE^5IeFeUn<9i+ zOH$J@LAfGI_XF@z*nFx9ZU>B5r;I=DfQSWI>m#j~ixeK{(j5&u5&+<~H)V{fH7~6` z@{Au%l$Y6cYVL@V7ynFs5-^fXWl<4XR!_0m#!Mo%#imPtq;A~}>#}_4JK=UZ`bc9X z95y%fvz*$&MNM8OWPftzcq{8wy0YA>^5vL;0Z!;h)^f4FL;xHK#{7WjHM%Ar)nx{2 z4=xxWkjAlTWk~0KnoiTW*kU-|0&4y$u4-0w*SBpL2M+u>NZM`(-0|{V06YBLOmIqwK_EQ-%9;;o0Qy;*XXf zA=ovljw zWqm(5w=i{y=wEPqY6Fh3L*Rf7>x9PY1256au{{Bv4--YSdr43|ttwv)jld+yqvW z*7}+$jDpvU`vVIWI}hO>48d8v52vc?ya)qDWF;EKK|kRUKPkbajT=_~yho;#9mE2v zqM?%2J0u0AfR5u0b=)Fz3Zi#HVt|*njMi%F0$f43%ln5-G_^X6?$iye&xN3W0SHyB z9f+E>t;>IXKg6&%Ah7n@LZVT8^qsX5z?SH$M#(B|Nw3&O5QP!X$_Iu%jGHoj66oh; zR)~bCYJbZ&#K>1ztFvg`iJaM&~Higd`-NI%X4 zldK4s;`G%q7W`Q!5$3tSDf~1rT5Fkx@Ai@7#-7R5$&A z1|{U+iR)9=>ntWaWd65c939VE-pin44FZZUM>T0^)gufl+K#PPi(4T>QXk5*Q5O;t zB2)gV`fg^-DZ3n`pD-#N%Pz>uIihR58nU&%tu~k0Zc(d%r`*{1Ijs+1tjJ5fR>`^p z?tq(m%#j?$d>i+J zg1H~qzBW2`zg&u6I3`ozI0Bvep;F|ed$F_M0Q_e{I<8`wuG>2&?${~zFoLUdh?KK9 zi^IthheqnYIoFQjKC{pN!6s1Mv`Q1|j$rS!t&CNoJySwS=&JER6f*uex_LVtXc&;B z-{oR=e7Rf#9t|b#?WL8BP0lr~R1>vC$#QnRU!D3WCXKSRxVDp*^+4$%v}?8DAF7HP zWJpe(BGOAq$%DC_v7Pll&=!howa+8uLk3M$jlu3}Qs5lXmAEqzu23+@idcRiFDcln zGN{Myx1ifyonc|$p~so8YFByb=zLNrwvp@g7k!iIXo&a=<=M3h=oep zE{|3EA)kh@}PCIN1HJvL<+;tyuY z!lop%oZbby>PEK>^{rmRnJd)^B<9Xnx2KxVw{{#oa6A{MwlgfQ90W@)BmIBUIHo7Zz8 zoi+5pnHU|~6lIOE?TRCdef_3d88u{p)|VXvEK`OUqz=K)jb(omF;01U=g4T!%6X2r zZJL_r5*Lp&94ps~JC2t~;V4#nJN^md<-jz1C-kx?Ncq}6YzLY)Ed{mbhm>l{^Daa+ zWz)R0FTI>AoL=rVOfu46iw&*#p0%j! z_@fi9-62S*0*Fpyn*V_Jd|^c9#vZ&`y2RSI8rO=RF)x_^%Br> zOuNphsf^=Y^r__*4nBU)HXICx9^?KMrmP5c2Nrg^qNYo&4>87%xg?BHQ zQ0a~ytS5{CsoP=MPX|@Ly^L=`LA3O{wV8`b$4D!(WN=LsL%NCSgpQ&Prl*tVmjRey zu3>&u&f7oU-^8c6^!pPM7(sndOs6$*Y~5|QP_#4?A*#ij0qm zFwVCHe0F6;rME840We+ag5Y+tu)37ly@HIGP$v1ct!($yJ{`sf@p&k}apt#p*|z>M z4QARhKc#nUF43zmoVLn-z|(5W_^Nk1poqJwtG6V^MT)1iaUD0icOP%Dn8A*pHlefL zygLbw2PT#(uAh7Kc)&vrH`<^8eSKkGwei*dSS@PW>C#Ju0NMQe2q|`!H zAm6UeVZF%gkRbWcsiLU>FVE|&J9{2HuY%=bKMf?>e-BoqkLe92<<|w03M*?AA(lM+ zW~?QQ3%lv%_`0DWBirpb_%K8Q!UxMt_yS8N8(B9~e;j5_>bncVvEO4-HprP1B#t5~ z9sOGYl{-MZE_!m-0(GAA4J%hLuIiLuLZKJhsl(BaFV)PfBLs0kt>_-RUladW#is!p z_tB{f;jtGDKYAeXv#9zU*P_IjUwM_Sh)xpYHcdw}p%il!^DjMQ} zZ@hs-3}r4ouuf4A{R|ZgK}~bfJy!RDmUv{JhniXtw2i{MkG zUnP`Ln2&B;^}{d!?lo&$-f|Nj^yg13Hxzt2#Og~JU7(PzPEi!iNlysc#B4ZD1MUS~ z8k}GX_&YGqp~c~!2|WwvsV`}l{fV7dW}EjIMM$PSIMb+@{n*N8%bvH8{IN!`YSVxE zU(e8?U4RS6gmLVhiany+X<^kAywe}^51aH*_J*$j(e$hvNERRk=KFdboa z5i4Ri*!4S;2T>3rfJhYtI?^vT{Yi-G@UhX&v4RI;5L4^7bg2x{lML$P*u0iq zF1QdFH7~CWJmmi*5W0uu&%C@ce&*Ruq`%{UdzINxneUDQ#C*L=G{-6DnGfgs%yDao zgWH(vF4D`)1^nkv*Vy!PrETJl)fZ79h!+nhDGu_gqW0ira3#^k1&%g5o)x<}`(EME zn}q!Dhq?f;`2m#~Uu$<)7U!{hJE?PYH`ho9fScFg=|d~MMSYzG{x6Rqhkw`9q-?7M z)p>PsFd`|HALJ(PNF~!}ewJbX>B%~L-#~-5m_i*+$guTW3UJQv0`C(y5*Zx$Fsr15 z${tqJ1qwrjKvNC35K-C&0AD43*YH@nK79|7>j&E|ip2d0-rlnRv6B7_&qn;_t`?mp z+5FiE(`QDH+?&5;D6U42XCUJb{Hyu=ddA}Y|C}E~9meLO5(x(GW>z)liq|57+1~$Z zMY{u5}7qhyTuQ2osN3Wc!T%eUll@6B0))ybR8`ObQ_fCmScR3ZAP1fRV2uWoH4eD;&_9e|%?e3J6n1m=JX0XIg>dY% z0DifK1OZJk88`o#o{{ZD7BM^C!}umgQu z9q7^sc$c&`0vE{}*L#bRUZhPI7p)NT(xvV?kqId&8&IqFd81p$a%%BVx7vmWkNuN9 z6s903s7FDyni?op5QGcld(X#}UF@^D-W`KqRlDYH8`b0>1DamcM(|2kSuC6*Xqy&t*HWl!B6ZJ);J4si zl`;?4-O)+gG#orv7+kw~9V`!H&iNh>)AJpFEwf!Igb|VytyHQ-A+eD4SMV1Uo`5SMPMLFRvk*~l&KZOGxc`b_qeJi?O)~OOrFwUeWYWI68%7WeSWV{ zh&VUOhmM>meh9DIJ(2?M6anb7e!zMN<+7n9OJj>0|^Pa%r69>lC63L(C*T_`C5loL&<5%SB`{=t_Wv9TSiXF=GIQNq&x&x zMpQm#`DKX`nT2gyLkyQ)UnwUDKg26u6T{W-R`+0%Bb#cY&F$1I)ezbijnvwW2xoP@ zwE4de#!GU-wXk)wvMNB$M2Y$U-(s1Ry?TlJ41}&?5iQ*lv7i6St~X|SPAATtX8C4UK;| zjS;(}l{+4ix|S4T23JvX+inW?Fgn=h#^r7K)lVHvkLv<9CP!|BTiwv3M{(C)t=N;3JF#5`_WD@PeP?1TW$crtRBz*H9J$d;wl;~Ts++Dh z-_Y1FRHTtEbY!HVqNiQwBvCONxuO;SH*V9QH;!uxGC z&wO#LZ$j@YUgP_(sh2p$PEDzDj_Z#H&sAb{2dse44@x*OITf@2P4;?@GN-h1F$N#o z{D3o6gftKb`*Z!4k&S7{yTUV6gDXT?1&;NgJzSTBn4+nUJ9U)TD5nKH2>?1>k;|NY z*=f|ffInW~7UZ04IPGjbLhVnye-}UzL3SJvfMYVtZ(N8XxK}`s^?NtJOko^F%x-zc)3qACXoxJC60y8(;VN!$0>b9%r~MQ^nq+ zsZgAh0*w(_WzG;!&{qO(`2^jZyLg19>vGcPhH0uzMLrb{M^~D{NidhM>|Zf?23JZc zf^3x^fK**kX2LVO|1rajx4M1bw?q`V?limB zYuIaGVak^_W4C)KZa9efnJAiGP2ixgdl?E-L0KygMx(R%r%zNoOfITA8GQj^wm1%V zH^9Qv;>Jonn;hlL2&p!nZ-6IPKN_?hQ{gnqbbjKDEWN3k0qfi*OIG}pUtA8f%&{hA z(|pZ8ox*(nYC-|T{QzVP2wP_e=?jE4F^GSZHK_u*o;D54jk7U0oYkb4VwSZxX4z=O_7R#27<;SVQK~&O;wVm zG(u}t?YV?&zhdXXuZEKW?>lQWK{F??1yJzW5jWv-Wog0iz$T)SVT0ZURVPk*B#Axn zsQ0B`J(S15+Caq)KV%5W}H!LcfOZ%6rfz8fEXh9<~JME>~mkrujm604SUO8%f-MN(Fo2wt2=Hu<};l zsT3+5dh;;lK}nSPvW7+iyZcyyGwu^Ns)t4UmsmV- zVg4hYTzsu2>z#W0zZ4Pz7d-m(Ymk+(MDU7m{4D5x4V+DY1n-OBkYLtYhYRW*By1+- z7w0Yi^&s!yoRb7Aspsvr|^!XQrKYr4q$f#&Ce z)Y->^%lcHnFQ#JLKk};|@iF)Jglo(DJb96dQqfiG+^JQbcR zj1NE&gaac=Im+o*XXCr!6Ib2x29wV^8H2aPN^}roH2e*N^hUe z0QU8}tRchzQQk}Xj{7c++7+pDL)RB;UXaKaCJ-C>;uA7iZDoHV#Ngifem6p+JFabO z`_>{VepY50M=aW+_V6)>%gWW)yups3<`6U%EiuczJ{E1RT3gqTh?Cosu^RHsNRxY6 zp-nPg_ra-%4{KQe{aFO-*gsXYfas26DzopRfO6+%03Myv5pS7}Du_a(OVs#!D2-CH zp*JJ{1+iP8C=V|#;Y77F(dZMe4{c4FA$4KYagYpLV+Y45t2zn#vbC+6UQ2l(aU_T& z8W$lOHB6_aQZyd=t-u6NURHn@)&{x$hkn+!eLTrGhWL-ySQioYK{UmIIuY>IM+_Uf z7FhP1%b9ipODN&}S~UP~!J+;z{iK9T3)F9{3TW#xVdh-&n|u!i&XG@mHPlg6>RuiASrugtj};gVs8bZu6%seV zX-ZJIkdgn_fwu@JDPqix0qrW=+Ke4Y=wgi~4zrHvdJ4`qBl!Kdg=L*Og{Rpjiq+0u zspBP!gapnCc#u%Sp>~yYm+xi#?5yx;~+9+AnX-Mto^(FhVQCq z%)o4hh-bm0D;su7iJK}b9KNovNSWK{SZY_}?CZPpvbA($J*SFvQ?7DcG`J*OpfIC8 zCLN^mZ$C4c`GX2mnQ3shW%_4DmnLlUxKkxr%5?+ME?^ulFhNu4bq+ zm4p40+F3KBKgLdiSgV13L)<}TXo{xlgR1tNDahrSOGDAK8Ca#3)4JJlAa9*nmkOB4 z*D?)X6R4jla*!W$7}nx`G5jO64sYg5c{t~w^7d~#g(z=Nh|&#CWD&mouH`USO9QA$G_63lh>ZG8WTyaV<(pdz(8 zMG1{9H!inecjIm6@W6o0LZAT>(!cQ^Ejb3!$J{ITUG%%z_!1ojMXg%b?C>1!WzdEZ zW4?fhRaJ(8svllJvzfLIa82FjCa4Dt)ARmTu9@M9#SSX2)T9%7!Gp;`k$vS0;Z2A zQ&=x)mw_l>C9VWTeSrCGZs4L)GY5k?n&m^fId)^zFH2~g11oWzo2%tF1*iK&w|WCw z-TJ~xTpb~ktvG~wxDmkcH+4M5@(3(&bzfYl;iy+N;D^d>BqA_P$LA8r!+F6_H=7E5 zQRN{wmV0;nTp{gRjZ#$PVd?H5g=*d!HRD?u@~Y0LnzEnwYrs;`f6g+sLq+I_41 zd=bx7?Vj;8y74VyBzJ45w$QaZA%$ppr5=62HY>r~yLb;k-dt8!SOPUnP)7Y&y4^Up0Ud z;_?qOKdPkZ$!CVptN;y2p;A3Q6pQ{p5cE>q&rg&3Ud#x35l5TYHC}e=KMQsunPgJM zQ!{vm8)LXt7@zz6^)U1Ka)0a^P&*rQGID_YBg9QfKF`Udw1}A0(Oj?tf$c2(o=imk zf*zF0S{XJlZfS83Z6npEhh^cIA>n4jl~x59a8@T$Sx*l?Ig0)O>Cp$cK~B&*001%P z4P2;}L=E8W+C|jpb|E2rUl!_TJ#5AgcPakZfR(4~NA$9Op%Q3<61-u|Iml;yL`Ar; zQl(B;RR$mf3rtU`K}*nieGbaDy5k~BQ%1n~nC`j60-rhL^V^zvW`(N4N95*+2=SHW zmId@?jvmB7Yb7+B?ra7{ul0uiq*ajcp~-NmoZJao&r&`HgHYsNuxm_{z&mX6w)A)+ z8C`i1%v0I816D0Z`Lm6;9|J4;Z`0u=0qJb$LM%^!9?Ab=xusjmq~hMUNk2*5cxljbeB_i_s+1vsH+M645%DEZ0Pkv`LHO{mfpfw3W3;#`l~?vCzYM0& z-$sE?5%4-AzezOVu>^YN6yQo6MyEPnFd(W>Gyg z6OFdnRD{}%e+U0%-8k^f)!)d9r7y4PR=kIW;ZL@H3^2jiMFwg5pxZXS1Cj6m{{G#5 zY;xEF`JbBGiitEjH>o-Z+sP&M;)jo1(S7>G7)kw8`d`yG!g5QPY@jhJBp77O$PLTe zYl|Cy6A*S&o6igJX3JKAYN~x2Zksm-%g_J)%Uu1X@Y~mF=N2N@^D9f|ZxcdJdI;J7 z7xTrITPuPC;RcpzJ20D-du4yKnEgVivl~$9aA#_N)a@!gf4^@+EqJgA)XXdL_H%Xs z3KL__!`rJx-ow8h##Y6*eejp|pHR$FYY-es5wl!u*#;L&j%Cb0w*W7i8x$TZ__fD} z1M%g3rZE6QsO4=^x45?>0)sM$gB&znuo|X_RpZei1eeigOzwNJ~VPPR| ztKVZeDk3AO;}%}imG75z3bqQA-P?dh48W>^j8t`nRje>;KA9R{vL3fsD4YP_nhpcjlG%)lMD5rey@DNV1pJkP{Ms)DQ@Xgr&Gy6(?{6}dwRtIo zES0uCg#hF+&_>Q5%X~F+{WARRODqdf8T9q{T7uDL*XcaY6t^GoaW(>4cpoFb?B}+2 zzt20HcocbLk}Kzpm(sWQEtt3DpR(N(jvDEDnZ>>^z6H-3;?ar>EKntU53aquKAAIb z(b+tB=$PaPXmk{x(S-@?8_pC>!s=E_YGk+Psct*k#-8$)j{eRw3O>PkpFwp&JT)=wu1P z<^BUHPxyM#W}!#~lY3KGG58J&?i?8fF|{*Enr#33vZf2l*mDjN6^8KlS={JmB|{@x zYRC$g8xx1>x+R--e+_Wo+jeWwbi!ln24F+vp` zcN7Q-?fLL4auibK%DtJTr>r><@MZ2htg~VO+4Q>+n8QmWd03v6m^}p%aSkE8yk_=h Kt+4kWFVk*jcz;GT4%#YuaV4!Htw=Ksw`)pA9#2Wf?nmTEgyaMYVGYUZhEP|X7Deo zzWx}Tbn}$qE&0OwW$z*Nnebulc4A)V`1RVu_epf`wanA%4Z)d7cHYNRLjBuNRs7 znH!$VuR+g?uQ)eAPoWR0_m!t_kJ##Xc|Cv3eM)?$#pZ4B?0Bxc1A0+>{`|~)-*KUH z?>XW5`g(rX_!RlXd#Q8mdHovr`g(eFNqgRL!8_zx@?7%zdWZ59`M~<{cDr5A6VIsE z*VoFEnb*i?Jm0mJ)qb5y&zlb3?%gUXpAdlW99Wb*AEIk#4Kx`rg4#QNVF3RT@E}UF)L!pqb~D)w`t9})$FsXcB89LDL|Xq3W2)}`{`70`0(=8688qeT#pe#6njGH# zn*We>BAV)ZRc{b${=b}zJ%8R1I+aiGQ#bI=TeJ`w34R3$S?=3^i4Otq<<}+o1dr=s z$e2|N0-k1mWX)gi&Ce=^&B8J<-jY1N!)yEG365GJ;<4MN8?wt$49^ z42>#{kUNZj{#Yu3c^({SgPSrnb$hSm;4E$m!st9&s-z~2FeN~h*rE4}JQl&usAq#8 zVosv)Dz#Sh+%-(X&qp6e+u||$Ie`ZoJVDHjiNm-!KDTp0P;r&pN z##ZPmt+AysvWDzMmX=!Y?jrQ*n90gF#g9^8#vzu{0@jjKOA%uj^N^_-G&i$PVQ9#u0 zG_BZ_6$o-nYOQjNC8BM}_?+gZRCHqKOV?F)H!|fg0@9n09hUk$ra6iku z6spnN;0M+^)Lo0)g+L%>+|T(MvL5< zL|PR&;V?Qm3yDSG3(diIr_+>>WW&h$x5;QLX_&fcfSR0$($(>!(4cFEHb8>)H6iIt z=}7VicT$1H4?pqXf1_tp;->n)@(;VxJ4920VdCr0%1?>xEq>k!#k<5!8w*SL_R>nttS zRsiqU$ot-}m+iiv2BcBP4fo8~y!2f5JSopTE27TWAM$d4eH- z#U6Lo{U?Iz$gfvM{w-LVH1;-m{U;1%$+V}Ap-~4zFl7)P!O!uen|}8bKP`Cn--7)& zpsq?SAJG2uf`8&08-&CH3wp7E&j$dKU4;rS2^Kq0IOkmvuSvDNtA&8Q!%*y&+@prb`oBTNrx}NQQ|0akUPwt<kaMyDtB+|ZX=^Jv?DrdDs_Ulsaq2K(o5M9JO! zS4IHE>K6F=bK%huZT}m!qnO_QLn{A!w17vAU)(9eB9?4z_Mc?~umskBQ4Guwg{TGw z)es4mWq>BE30aVzRpj!8o;D;bK;nCRGo`J{cKMKIOe3-7?}r)@%14+{f1_0XCxzcq z?H``&mlRAsw)N4(bN|@h-)?KpA_lKe47xw_kD}v8>Ay9J%Vpg11&P*QXYmu}{( z@M|jndyxO26j+8(enaKIsfk~!Ut;}tB`96E0%H*RMxB4E`2Sgq@4f~g;nMimt|4;Pm*&Xj%u(yyo}edn+R%?hUM?-4wa3XLIZ z+}q@jYEF-r{CN#!i$e81*$2rlUj)QLl0-vr49P}#w(K}*x8Lq}e-HJ6Lib?j?W2=0 zO6}ywJDU^6h^NP1O@xWiQe%@fajOQ@q#w)f+L|0-R|T~3a|&Uf9b*lG6Tu57-voAC zCsiMh#~Bx(cFvt0nWe!{?~POPu{Vi+so9JmrK6RflUk#W>qVZc{g$cjq4oPDj2b945HH&xe<;4rE=ac1S zfl-z~($4XG;IhiUTc&>rJK4Wj;xOn!1+d=q<*}49m z0syO~ux_|VC3?BP7C00WN&RuOeaKG&%|a+D0Lj8RF-K0+0ZOC^I-~fp@bn~@1Gw{g zkEwW&X7s6^w|)==Xz0_&D158wz!lB12(mcF%KWK8fNB%|ePwYv;n-K#cc8N}K4U)I z+*<5#>g8qGh~&M{6nq#VnvAYYw-y?F;3N1vy(qCqL28`+I<>}8vbMh% zx%!PJa|4Ti{88x$Z3ltVu(*`Fos_5Fe?`mX07sTbwr(0NULJ_y9V#hPeOBvg2t=#f zUfNzgkInc-&%CxYT4@GS^)%UcV$zNY>iNC6Y_J%3(Sz1CJp9AJ9FAg$Xtt5oU9)@O zd-G+}aEDcZmJ_JOQvh_@D%8#?oRsgroyyn??l&*$RQ1u=ppRK?2?%6C&~s%6U2W!6 zmZA$$`&;X3pw97;DwiuL!IY}?g|QgCCRP$4&Q}~Z@4&EHJK*HNXPlt~44in* zyxbChRXFYR#k7z+khRwBc}IEsGSITAHD}qAN&vR*N)XFwy($B1kS0aTLxCk=gwdam8viIOf{J^G_M0G%ryQ^xF7-%bJ}jGV^ao$*cv z>YO|alc?f|Fy+Z&;Fqzdgd3dlPwAwR%-tKSAXVY(DW<+PbU3uV`z0eLFjj$rX1W^VD-{mkLmWXfzy@v2cseb%eeP%P!g)Nn^60(+a-EzR2&m0; zG(dJb<&Ujp*gbC?L%biL!-V9EFPwEG4;!PQa=s2C*4Z6c6#y2ABO^2m1=$yt3m|h_ zTRLCegW>mcOViL7=HY+36h8TmV$BH2CvWTcyWrXRG6oK>5HmhOKI9kR>sPiu(L5o;Bl?~1g!N^>` ze4RTIp9ps*M>^M6EE4EMv9K1iz=lrBc;myRD2kvI^z={A+NNsMoyyG8Fw#Q3IYrSr z)5*3tAuFM06e=8(sbGqETTh_u@kj-ix6{dg`7l*d$HI3$~%ztccpG`X0e zyn$pzswZ}I{DHP1knNaM-`68QDl_ua|IS6+x4XjwipYKs|%A$!ocx;4> zF4we@$A>LL{;J>p-K+uK)c-vX{$x!|ttGEbcSl8y8?hF&#yPMEN}vS(Up)=A;>xwR zwlLPOcINN(N!hzx@cT)jgg1iIh!3iLn=W!GJm>W=KurajOeo>mq7{McFi#uv?F-+9 zwS_(j$e0ei=KNR8@HD3*>#>I&P|?<*eC;>8N;*ZCb#TPk%w45_4P9kCxVY$_4LUr! zGnk0s>VcoiByb4c{$MurH|dN~t(CJAL%Q&*=@Bd#o}x+mrEA=ywjoW#GJwZ#=wyF> zz_+Qxv&|#+);JOLB{e4(pV5WIN>*qPH3m; zXCFrM+c}@*<#v&g%KwvF1x=!Cn2%|^_DgK+fQnnq|CA2@V~wp<$h}3$*5@~Re~Z#v zmj8YdSA6JC&*)FW_YWQ%{qY|qKy`~(*vTxUp8fZ`f>b7gZM53XoRTvWU}%ik2Auj_ z>kqA90Tu>&U6UHm1-b21z^ep(wo~USpyKE0_k9TQf7X|VzW+;J{Mjx=`%~*GyN%_0 zTH_XF{W{+?UQV~L9E)ugWZ}x3$2CL&Qj&!!ixSmBTAChDsbh3Exbx^DPmY7pDx zW?@^=3cQeY%^XwQ`0L41{H+iL7iEe3D`j6DJr6%rEAFuUvB#FR&=eeH^l8^9z64zwEMAz@G zFXyXKls6+%$kyQyB3s0kRzVdwidoBT%Pq_L;QMKf-20sqplwq-j39=U;dUa>Q093d zAE9UeSjc&_wzT|Qx$i~U6ImhQ!OnVOB*9sbU+bK>YL#^yo_V7ZI9|S|qV|tl*zLj% zov~ek`>Q)+UTbOb(4?0cbA#()hwr-H|GC%XWBVtU<0tOm`RjH6!HXOMefM;{JbZh+*||jdA{v!~gPt z*D3_J6P`^x|31NplN#Z!>G92^wcp#dyE=yMSJI((|iu_s`m;p5m$FhH6-LH=AXAk$YrTd9-zhLt3 z4*3e0v{x@7fZlB~3NLc}+b$9;2~_@rd-UhS8G;NB6o`MG_g^FRN0j=5So!NL{+~Bq z{+o0EzuITDCXmuMrqTY%tA`8ENdIz+-^K>?fXVaQHp<%uN@%W-+CP)fp9ecTCB64- zGv82_0y^W=`l&A1v7zSinyMmRF_TTa)Mh6=7T$)WtSMgPnOk%c-GXTkOhU~*3Ck87j275yH zOv3BRqPk;VB-pts0YM8q{l2di1rNvW8XYa_dk9jy^IZUeTV-Z5Btjk<-*GjP+vEzD zL{wA;V(SM&9y&Up31V9Z-LINP;egDiUPW5sC{W;+kNp2_DQO1KH`q(Tz|Om;7_3zl z|UR5(BTADF#kE-f7Jj&#r z2^2L06onih+xNhh^;13v&AuQ9v?50MQ)v$tuU{aPu3Xo*|Eo3mF9`>n;{`p-gB`Ge z81=;yIzfU4Ubpp?J4%oZg#q^a59&!qgHV&o_^_zNe!Lo-KJ91HtqYc#%8A^*NB zNpgPT+|uy#i`se~nldLJvj1#Eg8l!X^8Tdn|7|S%SzNq1IQW2<*KtR{&liY|R_ALK zb(9!>MH)lX-pcf5OH#VKeu|mh#w*{XjvJ#!U}A8}_2Qf%21E0#A2usB*7mw;`|vQO zuCCWxn-jP4In-2}htrQAor#_B8|uh+?#AREY$RKVhJT@|s&#u_f^)(gVDjFUTTn87K>*ViH|hW?)VwhNdVW3WX=+y%a%Y8XUP*`KTS( zsB=UB0IJ*VNAS+ouuoWH762sJ!wD1=8ih2C#@6N&xv0uHStJ9*$V+o=3RWIJ z)F`NSi^h8}tQYq4l8}6)X3kd&SQrwUEx)!C6==|tY%j3=Cs*jtq3kH~8b=vm3iw{Z zW~PGsI-vB5WB@=3iuvHjIio4lgsok|owF88S+0`ea9)tB@d7uMcjab-pYr4xi$0xY z5WyYYPN6&v`)W&|_Ak{N3p>UpDXl?c?j5|lMP+jvgDfp`B45uzHPlKF&tCd+zTM%G zn#P2tsv>Ggu*ViVydy3h!K&TdDe_o@j-bv4>5VSv3g=?Wa>t;qiK`&KiKi+R+_e+W zET^C$(i>coTOGNs@5W|*Mq!}h*MqFl1CFk}k`8aw7#ICisPz7byv_=>aztOU0?_cR zIHb1(Y5~7}L=N;I98SfwnjC>04O8Djp3>%kV=df z;yba)lyx&-o|lfLG>6kXQ)LQBJ6WrQ!~xGhBg@1=(@n3G*ZP`%M9bp4gvt%?KnYuD zL;!S2`j#K?hZ^-tWu|I0GXB*W=T`l0Ub+5)Ev_$Hhb|3C6?f4qW`(!R(!K8l<+^t& z235pEA}4iQIAwCqjy^I<(T| zB-${0`AH=pjV?tO?_5wftObQQg=F>8+=~rQz)vG8Qm5l;r4S8`UUly@LsM#3L+=u~ zV9g~`)WfnFlM|+Z%y>|ZrQc=FVe6UZkW-I;o1_jN*UpvH_itSM4qCO_fJNshZ~~(i zhQ60a38co7h~~qTTjB&$D~#$4h|+3vMa5R}p}+;kj3a0qQ9YrojPov{|9-o?*qfGK z&YFKn6Fb0UN%FxvpNa6u4yOb+=6YL>O1Q;Okd?I>HrHo{`_(dGtMw|XULmZ?wK-~gfP!wi@$6|MI@Jd@;Y1w+~y<22=J zS86o-z^EpUR5R;y4Ylx2n|`h6%YhRY>@#rl%zkAmvMZg>diY!w>&w2m+OcB-Or z*hU$KZt>3TKs~elbU|>sYy>XPSm)iBDZ$UK2|c*vEhO7X-B-~O1p*F{2UN+WW%+PM_$|5|T1oq2=QIaJ`n{*e~F~iYw9I zb=G|mE5f%Sqjmjox^hdx!$Mf}SZl9<^TWK0vxatYL?>+FQa1%^1^3kMag4x{@yyqg zHqr$0*d*#omw~+Af*3`h>)4dr_v>M6qsKfNTLIHCkSwNw;+ zU-RruLXcz`BZ7JP2fpui+2p{(h}&%xi{JZqB+~l?sm%+$oU+yCA->sG`JqyfBN&Ht z*?#EY5F5#yHl=5cZw)(>*R#0c%}<@Op#)h+KgKFexyMR5&b=Zf!%D2EgpZJ@7fsnK zxs5yluz@b(swP^xKt}K_KOG(Gq_Dxu3RGL1j>wjz6J&|0*_~1vhVfm=&v!9iYPK##Fy%-RR4?KEKiKenZ z6^+guC}49!953L)0bf)1vE39QUR5j53piZSQJk>u<_fSlq`E+$@+E1y7=tZWCT-#amvy31)~t*Jg*nN0I4|W$Inomls~! z=7}Bz+c9Tny9Md4i&l~R$PhuTEleV5@I65|F~OO}Hyn-k%}z^+{n07OT5AqgTPUL17oxY3y||P zZ1VI$U$_TrIf*pZ6s2fL|vY$PeGy1yoOyC0AwjwIEl{r*E9!Qo>NXSoD-DDA62M%qwWGof}I6J0cCdFFU|P zfPg(?^3sJT6mfDSaYQ-FBO?TL(`PN!efrqhC5V}M(Y8nbvae35bsv->UtV=B9-&Ku zJfn^iT5e$WX4q9e z+!uAL!Q>_EvVB;|+3noCn=ZOVLqY4ZVSTb@8pRr{v5Rq01Oa#3TLGJ-NgbBmH0+LK@V~4)!^vB?t%WJmywOOF$ zVY})Oiw*WBx>%4Mfj_8mKCB9T^9I2`7T$i{=Zq@lMFD=%`@8@Jjs_&!pNsO+wL0nY zDYZ_lSrPNh2e+UN)L#F7iV?XbYHk-;cDFVe7 zg&hL>tsy3%`yEPP^7F!jXb+PHo`f0%aZoNL+d|6k1pw=vtCM%Q=7ppPqQBA6NyJyVhg3rlzQ>2zIUh5 zElbR0x;;2sgm6`u^Eav04>ske9Ivv`Sba8G&BL<|NDyuo|DH*|CiHw?dyW(}5Cx_b zhiz4~o%RtSj>t3+*Stph&W>stCRR|^5+U}8L_V!-l$`Q@7!5Nl0T(>f5wetP#6{Zs z+qjK71h{F}0cC!WpA7h{oI6|1L z#U|h`0-vN%uhC;NlP&7NtJ&4Tn$UzT@!9z6`|Ohv8^W38{P!#Le9&I5n?yaam$-I| zRTdaSNGvQw&K9b$`Q>1?6E7x>79PdGY6g8#7dD9X;~Uo9-kTusIe%7;a0u*N4Im1262PSb2=`8>YcH}d??zY##rNYWXzAFWy-T% z{(Y5S`mPU4Xfx8AH&MFgMdIP;O)eRO$9#aFz*4ASv;sPNHUZ~%t3Dwv7nXZ`kxC4m zm=w4x3dq@ZA@O}#)M1SmTqE4_X4L{#300>7-69i%>Ij-`TgH8)?ZlkaYKBdVeUC;1 zW|EARb9RRd=y!#8ZS9GON;_kAj9KA2?}TM%UmnsdzM$+KO?GKpV$u)y-T?$oHzhRU z@}2}gf0J4p(QamibqV>3wNtzn4ds&F?biT+L_&8eo_x+l#u|+jtX5KK*~&RemEW5p z)W~Lo!KsKU66T9EkBG!u#cb~EB-jI7XLg8t3CC$kIic3R7z7lc~B@NjUm_yF!?Q+$-vCiv7x>ZE6pAG;bs z;5VOd!5*&5e~{wJFWoqU-y=!AQGoz)3vd04DJJr!rZ>!#dn>zw~C4-_on378L4 zIaR2_&c&t)lpWi}V3mCIogByHLReexHaz#p9#?Z3JyX;li-?REKuZ%ZAJguI16I_J z#1oj5FPaTJanT~6+ZW75LG3V+5ZP7^Tvec~dgoxhINHRFeEI2 zr>18nwYSGobG-*EHrqynkHl?1V7k>Gg)xHj2A=J@<0yiy!s%u)@dMuc)u)_`Lnae3 zBvicq_8=P+VxWH&jo0eJJ4Ru-sAoQ=>v$n@yHY@sz=R zC1r5Y^Cx$_?mV;^DF|lrT8Cfnbq1$T4mw1f{)DEKHNtVQ^$aNs#jp8FtA*}YKU?W^ zm`(Vlu%4D%H`PZ)Cjnm%G!hR0=3hzz=|9S?D9A*$ZqCH8YxYQol%5KW;4^$zEqeb! z!)wvR!St!)KrjUQJOQy5Z-PXkKeFk}7NMq_)PIUU*L!iy%`iL4j+*GA|I-J&_YL5Q z=$^xx8=&Yj_@?vd_K02Lc-o*Sw$)(>>b)jyuNDe*xNS?>`U^RDx+F(k$V z=fcA^1)_`Ue>txusyPQ=D-Rec3DgQI z(e>IF3LPLl>QIZii1!LC2y$#eY0L2WMd&9lDp9cuvZF|G@jHszaTqu{W-D+L(y|?6 zI)~;8?daa&xL*&fl0W*k0Rf-htM{RjFTS~wK(1|VxJwmJp{ukzc}0ToI1O}7o1>E)J2H+B$WBg?yhhgA=Pk$-3_uJ zN}Y`+AK@4_sZ;x#s8YZ^W){|?pv^iGhW1Nj)8b9c7*Ahq@OP+XgbaL{L_Z84iu8yJ z%8I}JzmG9r$SuB5rd;0Pjm}U)GSgaI9w7RX!z!@xEn))zh`9RpZ~#oL5s}=^_6PvL zy=;|G{WEB9u_eyi{U*@dvDCIS*~Fa@?X&t++80lpCA(3;Jl6FU^z94)7#VznQtRSs;?Jo z#pGRUG1d#_ zJ|PAJ>C+`#3h!QOg)S~%BcB$yny%-(1r(n}$Ut$R4VIBpE_>^429%gva*D?7Z3wHMVXSXn(*8tEp^-N@+(pG#c>z_y7s#ka0MgXL36xs zFVIq-iv-DI?IqtlaRIRj-OG>M9!Uzdpc|j4N6xAJ*1eMx;=>Q~B5vWQ#Fn4$)3ZJZ z&9$5Ch1V<6QGmm#drhs*mkp*l>;nKe_U8z>MWfMMG%VlhuA`D_75db??-N-*N~SPlyV-pn_tA&BI=BK%>Xr4v>=;=H z?1~#;#kzX(fmMLjO(o}>E@C|kh9^kSjoWP7|F%Rr1C;>WYH0TtPtFH zkd+nLD+bZ_?K`Puu-j2|+z~W_L_n}ENB=@49dJ(IB}i;#j;f+nQ=rRNjUKCYde&C! zxE**89&i;SOrwN%MIZ~fPGfFn575ej7f*!*>vn6%)muQkU-aWOzgPzd7U1+7XZ=V? zfpw#@r0JQQ`?|86lfB^I(HaN5xXp$=?##e-kZgu32<0xD*IxRj*}eui=k=2ku&H?aH?wlm z2GD`NIWo!4+NH+?95_P6LSJwZdIH%@GQ)yyr2za=33ou)VhwEkHuxE(vu$TFCAp(X*K2@Rrj8QikRYFs z>auy>#O3@R<0@zESOEmcjR7O$EeoKV7anWQ#HGQ`8nQu2Nt4Lu;@#Iici&4G7Hs(OYB z&7sF4-UPJS#`VR{ES|^`{wdg$A49XiFr@rP6aR$uOB;a-nN$?=$OQEoQCvan-N4Yf zyQ6@pYZe#+TZy#cG$O&Yj9A5lM{z!n78F-2^_nJ`O}}_j<(dw3dmsu=$PmdbZ8sH7 zMeh{9q4_|;De6qz7sGA?B{0RDIuGi6Znh2O8KA zB+#1N0oxf=KBoZ!!_}lmvwdWTAf5H<9>SdSCs1qVipdeRc#@9=XSwYInQ<2*k?{pR z2I{I-Sm#i!r`b$?ZQt5*i(<=P z?Vj-I_6c-~+jF7wrtFwWE^r40*w2fVE#-~ij@s9;UzB9V!PWHd703*l3cSnGg?Ffq zpI1hFs^}25RVQ8yzX`ERzO~r%8X_3y47nG};cZ$HRkjCHX6aCt#RK}i(qB^q6zHf_ zW=wQ(%spRzYy^yYFT-i@2H7p#{S{aOp+gcV(A`P@kSE>^=D>@}`lX=i?fy*7A zK22iO^HjSy834-)gt&AgEfna!;FIV3t#6Dop@J$jRWdj^ASpa})I@caH(m|6W z_mHV*f>gli)u^8s0N!^jxzS;Qww#sC(ike@Y4|c#|YHvaU~t{0t7ls9a8&#$J`=3k^6O& z6l`ooZcBJCH_Ph-9e{x)UK%Yw5DTHJtD;oULNG#HRWa+DyHl~QM9$ZI@&~sgVvR6~ zg?tKo_F=Q^E{XZ7LkTS)ASUrl?)6F`zs}3hC*lyk6#C;NCAjvJ91r5P=S0KlRK6}c z-_)d|VS52(H!XyLoYm&TXPV$yeMAqmEz#m=E5w^wakBWBxcQz_=JB=zjdYgpgaz2c z#QC>RN8QTZErksz12<&w2It9G)!^e)a2EI)&}x-`jr~1^B;$45W!f=!*E@qhSvedHkkH>AUsH;yeEkZ zA7zV1T&H1&1taM9iZ`9oy^>pwfMB^@gh$G|4bjoD?b(wpzq6P`o2lV{k~H)}&%L^0 z@oHfDQVIuRtt)K8oKa4Q7YE_mfTO5UG{wa*zdbiN$taXRzT^sXzxH+eM`AX@OZq%e zZf&J}5y~BNa`t50FljXNnNR^#567$Rb7sQucY@#t6+)B%4=o}(vRyQIV?BRoHbX~;HuErw(gIvGl+VATQ<&Yf{jafg7iy*u-`GHBW zcn(J`%D)DESlMrhJ27mHmSHW~QfnX5yP`|VR8I#F>AvZH%wo_aMliO6U;Wa#-Gc2T zoduaXu~*4)@x5d79;-lL&&hYbli&0 z^{b|vwc*`@S@}Ni&eFXd3sD72jQ^_0Xm(S;kvfSyJ}C%V2nD zHViQ*)_mzX);A30p|;~V9HI;QLUAF)Vg`MF9TN2v_`zI))|xhW`$KFCGDa0HXQNE! z%Y}#C%}I|a9*{k#sM+R{Q(J#CYm8Gk1{}#J;3x~Y&*PXmuEry-l$b3)Na1Em>9iNB zvV>K+l+446hpB1Z&agp{*Ifk#|y=?kgnWI^mCg0V-XOksy} zEPWK~&F+=V+_U$l4DPclT|z;2D9JaKhy8X?GlJ)1WmSI&b*W3}F_9dAN4wuZy0R+7 zWAQ+1q)#B;nk`6Km9GNSO6UkLK}t7_(Y9<4Ud6T}d1#Rb-3H>g1p$rm<8WA}-+gyt z9r4BcF)LGEJH>-`s$zfxEx`X#I#=~j5XkLLU@U2UA;5P zEZe9xaUbUw4v1qF{2HP&PoB*d^Lkc+wx&5fBQ|yeb}A&N8n>%d$iWC@GZt{AY^%|9 zHu1yM3U7B4vV_m&=xVTu%|K4cfsFJ@5vS`z)lMiZD6mwT?1b6tuL`EH8VJ*4nhDC) z3mg!fI0GA`JZhpbqk}U)3w{BuQl;fwb}qAn3N{!=Lw3+Z0JNL;pVS0d#^}wFJYnZ& zi>vbm1%Qb_QXimv;~U~%gTPiR!3(EtBv07v*emX5S|1;0&wFN~u|O z1&9xQeM|%ID4e+odu3Xy;rCd2hDoz)3I(Bc>9uG{I>6KnUFCmsW8j9G}ojWaTVjw0d0%u7=cuh{xJP1H@?~p zzT{_covSmjZY!!D=$)HP%tz$9`{1lEV)zXv46=bAX}FRtJvUGt?ih*DhJq@qIf961 z8Jh0C(6rK|sBB_|BUk&x=HONJl`dfQ|KC^K@3b(Za&}8x{>P{TypfV-&tXc zx7zduDvf+K|{;H~29qu|QfArb3e_#8grj~Kjie7u{xO@-m zin3A@cMtKw6ZQOb*sz)d#cVE%gD7drpy{TUVlZFs9kpNNu=131UUO@6R@=!&OIJ3r{~;z*?0F7 zIA=4qB6OiHNh$LXdw9SIcEdT4RQQg8f$c}> z(cgX)eCM*J21a5W-T`^1zV)3jBgPva4zk^Dhdt)gx!}d4*-aMKJK@QO3#hAwMu_dT zJ6gvw@b}LSKNP9vn-P;KR!G|Vm6P0r53n}rEXjgE%GB!B!5eHCX&x9&%+Jer(Fti< zv4@Z?dC+s9{p&J9i#fM$Y4n>}<4WL7y`@dT(^9iAMLP)>cW$6zLOqFj^PF@UO|MGw zr*Mus2t3&%1K*8&eE2j6?pxj8;j$SFhD8^4lVcNN`i=7F$b|}i%U@cizP)!%z=*L% zcZmA_F8$$#iq9TYP}Eu_R*OY2H81si;qJ1gLY9v^?u9BUcp61@I^hYJqZ+%NL0_Mh z#qp@kRXi`_1slTbh{?)51EOeNZ5o?yR`ne0OPQ;Y^0y#=EeSTGCFz7!8N=Ckgw6zG zC$DO}$e+fW%a;TvF0*NrpLS>~7E%l%g9Q*WLR(y^o&q9`QK^bt z!WqbWvQU*lA8DqqKc?>3HLxS${D3Pe9QxvjwqBKKow`-)so{_yA}gb#NOG-jaYXMs zPA4+Wk_t1re492-I^x!Ltt zu1z=#Su?-`0Nw$%(~vO^Qg!yq^Yi5)KpQv?4uy0Y8kOfdd|+^X^ui%=0@2z zFz1%ha5sc9<$0?Xy~?{aw?Qny@2!hu%5Zp2TRKSb(fh;LAy{rPjB~+ri^^(X?XDX0 zj-X3nVmd|(W9RkY?K6K=fL4|ss7n&{7N>V-8CN09v4iLDWwSwjHFR2t zoFw1o$ymO*_9cd$NUOq@dh!MG56cU*5uEK(91+aI{y@21`aQ;7D?uUVE<#?x{w z_7#dP(B0^xxIE@a^!VOAyj*j%^pfNpLWY5EwUt}V;hv`Kh|_z`niB-ELGl+RrAY4? z@T1%XK8Z|tKb^(}Q%jT9LEnc~eu`~6qZ`b<+Qg^>tBni(g6R)==`-o}aMQEePZ|?UQY*5fICH-ZE_P2hJ-=h;I})CW-*Ey}i;A-8Q_v=xQ1V}d@zVsYQP zJ;vqtFIYnfmSl;?$c+8t3zg5Z)>qb3O1**I!k*bm>cPG?j+KFiU-u?NiavxhJCmn&rt#Or6u zjGx_`PF1T}SWLU&bEN=Wa-EE?peEWMEj@L`9R-erELN6%6gjg3Z?*}2DIMpq5~-Wi z1n@(NG5&VQHsv_cJ!D=sH@Ye76w+WgB zCkH$88D%Y%JwA$$k>ME?FXJ8i8Te7SY+g-n!IMUgq&Jk;ygihS%Z%Ztlgfi+k5&w* zZH6_}%%4HiHsqV_kZgbSQqV#pZ?^Vq#51mLapgMi4U^09hRP7H zp}uNq!Z}nv+;x6Z!d%VNS?kGRpZewzY8N&$`FdN`U?ZMlAGQk{x0vm6p5*Ehvi~q@ z=MyC-gh_hlOu&4in`W{~C&0)qGbNf1N747_-gaI1wGYQWM(ogJm1T3o9|G>e38XcN^NX;Hrm$bfK0lqK`vWh15eZHKknZHH_aP_(=YG%mG7)jAfZVF<#* zsk!1@O1td;P|)Z``5X`z<^Avy6K(KqD|naWtY=$Pu;D`mz>HQ#SLR`7G2TifP?A7NVkeX zW|gmtL?TwzzaGYDZq*2#v>%=V|4iB>w^$ zNDgw*OHEiPzyJDxCCv(_gxdH|?Zj2LnUP^%`~r0jc??Y(#;1+R@`5VpL7GeYW!uCX zBDsGjHOmc*=5-}5wdUj5%U_BvOmMo z)@E{2FiPIFswg4IIWO-fEfPj|>tH?ZYP>Pc6cv5lE+hCgxV%M2Vp&|)PXSIZXsEaK zUR;E#D$5&n*B8cZI9Xt+e3B*jK7a!cn|yi&$-FKyr1`KcA}>FahfQmy&G9V?V#)0~ z4q#D`_$N+P>?VxT<`taKKR+IEuvFAe0Stv~$(t6sd#mcv6*T5Fx2&WI@)=7y)pm=8 zYdK~(v^Jc_Rl_k9!Tbe^2rK$3KL`^Nh865}a?SCI2}Rb*c={dCewJc4<3w73R`3Ji z3$xXkyq`+Vof^N;O-+jV2ROuUI)$QcNJ-xIJFaTwmx-ol+(R>|gHDBs>L9BEaRT9< zkdCI1V85~#V>5{0gzvQHGBIKznRhoJoi80c0=o*JSGIK2Hp-(eRkTq&lyQ_GtQtJ{ z>ZFYB<3csfSnS)PIl_ya(i@3Io%NrH_C9zim5+>>gToPeP(75=(P|McuDAHWl4S39 z$u4iuwQR*+Tk%64A!r!|fctF%K1cce#bTPI1S7!fFT+@yIYIZ#JYL8CC{u+i2>;m7 z^96O{M7h)?VMnqh**cm|OfwDU9M8Qdr8y1Yq=(1QznEe?%E-D3GwWxYCPk2OngSBF zm?;{il~+_~>x?J^@7X+%Tz}>_5qDzQ`38Ax$z2~T%!aT?EF`@kFiZd}1 zlwOt_PT~z{mOey~DJ_*V-s73_-I!QQ&6tDE>YgBv<@x{hA<=BqlyW>URnj!w#Zz^Q ziUp<4Z3-)+@Hppe1b7?pc+#ANg?!XTsgl=6?JzFPz@y)c`M+9?7KC)qbIf`r%OG#@ zpehnD!#2D)7U~N<~(vJQy8{vODb`Tz`nwqmQmIYwDwJklZLT{4vJ<=pqzUABQ zM^kHJv3a7=3RyALG?U$l<^CyvDey$)X7E+1K5He8nToH%rO*8br3)T%t+e(cE?G+x zN3UbjLa!ggQHB}ho9ymbRk^PFtI6#=gZ}C|n?ZKeBIuHvLa)TBs^98oMXQHs49O4Y zA*2UE?`YwpY+Cju+a;+n|Bvj_4!kE1>0gGjMJS-oH^m{pZF4>;;YZNsMy#B*5bROA zI6xw6Qa94**`yZTXPLO~!3m79CItv6&Dp-~qLKBU4d%in#+E#ajdxYvpxxCkf9Gro zlM!It|JwmK{dv1TYFzm~L0u1dzMT=3gzk0|MV%$v8WRPAL%Kh4+X_%2&TzWuOM#K% zjYF^e%2ix)a!3E>Rzpw?mJKyJK7yUyK7-*&jy3LT9ogEYH%^D@!1b>gNRF~&+Wj+* zI{Zxs^>xT0FQyPL6M;uOY$(a6t!y_s&garA2J^ccwTLu9uIePspS| zAr-Ig&&{dkwPTPnOhe~y?O?w?>AK;tJ)@=MgJ)UpmL}-T*o4cY(Tw3(r&5AD8Qso7C(Z&4_WnrIH1Wmpm+NRdTujFxktiA{t zPX|%T0$xm}1?}JZa!Q0T>Uvh6II0h}>2k6jv~&_!8{z2&@nBm!Le-B8@#fzSaQpUc z>{Nb~j=VqgxQGA=f(Vbj6TVjh)IA&(T#g?XjppM84njx6*Pd@hRAa~{ap&+r3iaI= zIR>Ivq^JmJL$n#>u>8M_bc*nwF71<5eJrB*Uj{k%Ayrn#qu>WrvUdaP_mf`EGk&r7 zV_EYVSKu}gmqzVZK=ac=FFlz==;Te^Tb3ChmFAd-X3jt=_xK9&I(`Hc&Ate`;6(K)&=vg@}-|#(u67KFLS8px&72GPj1j6|C zoxvEG&3@tbLq6=UvUvm{6LfH>tJCBv5wZ=AF+1*+;CVu91y&U7?E7F^XL>P9J&lrY zoaoL#xb(7FBUd>ap-Wepz`R1y>WRM4P+{OhwR4XPrgb_c2;T+l4Yv$}Mvi38 zPk3{WCvf?CvFCt@kWIfzk2LeD_l*dFTX_j+*A~#Q(I&mwkpqXe* z&!L3=fySRD?ebs6`x@wJ=(}V}xk+*w=rnTdY*e%Z6HWPL@*`&Qdminw+^~P~73z^v z1`FDdVN?|$C``f75-_`2Y7!q6bwA|)5$-XpAUmHNf7axF9#dTD5>zRGJ#ibC1>Q0K z0gJ%~woyWHHi-`3vb%R}cx^EoN#-Pl=ZObA^vHftA4Mc&RJrj+1$WkSp+rcqd!*vFUT>rL z<%0@1PJC}s2gSO~l6_jq?QCpc|F&HCQxGt!$;>bjZN__E8wSa9`JRI|KoBTnFBJs+ z|LC)%>PYN6*Rbpf#ihxL#i8%C6#qQ?8ZZ{_{Zw*)8*6m4_lHh%kZ;XmslzG$S8`?Z zN>xJuv<*%^ZFLZeU_G2b)S>+oiWQ}@-kuum;;g_xZwapL3Wg?~Yd$IE(JJX3T-OML zeK5BR2q+TnW&n1&%b)&;`%{+m90lgR=vRiy(NZZlkF(oz2S`j}f7NsA->$5#9z+F$ zH`QMX|IQlPkGlAJ9y7>8X1?9=3DGpeB&r|!$X7Kg1UJt2%0CNFq|fK1ufXyEg9+po z+P|6&cw1>;6_?~E=3|;bMR3V&Zhse-0Jo9nD2c;5{a#;JDtDvu9e}jPFyQaYNjwx! z-n5QgQ;_KpPnGvd8jHN?t;Qw3d&E5!}G(zfNYbnUQgi^(01`>@ErYF z>v)G0`wPttqe=q&es?KQfLv+-K70LjVZYe;@=5$|y-uUbRCt+`*Kmdg2wtP#1gZ07 zOo8;540er8dh_5^7v?IL4DNxk4Yo^n>bD3XwQ2ZDa&FV|-*GICIodQ0S5Q8mgvU%R zd{-Ey8Y*Rvp2t83iUeKWF~fWq=J;j&fD zY`INsP&P%w2_}m|K`)2CTNGFvJ}(n`u_M@USO;X->3x+HyXi=Bb&#l`-*^Y=V`8DE z0-eurHk$uvJ#ztvmP{OhmvmPfLPC1~j+N4a%Z_DrkF)!Oz@Sy- z*~^Wwzez-7YofT-)L~%<&?0l-Sjrv>p(t5s5Kp1GwrI+2gJo73&=SLxPg>dsJnYHx z@_R28onY9yTSz+|RL&oYrF{lG+m?;aM54=ZzDbz6>(MO6f$Yp_jVhLmYKBp_tx(4Y zsB5XGFGs%>_338)2q`_S4>Dp0N+{h%H%PxmqpUbI7n)Of24&{{CijWMlAqT_0R|M}2Z5d!8HP?Q?C zVA60C%r-16;1ZOE#HKz>om#h5Jqm$&;$#{}K8CRarH~nW(m@NAcBqa>k9#mt+>ZLA z(V>A0j=M8$5Svcw8cm1UjW;eUsEHz+cvOJBHUdRfQ;&8Vehi;uA)TE~*b0rv{Jg!8 znVz*9slkog#~HguKR5+o#rfibp-f`JOLiWBy-&lNy@VDexaM7bdJZbsZt3f*wJSh# z8f0#X&5d`ExsmxnDDWVXkKl|3e9?JK9IUy77ye*BXZG0*k2f{&07aM@5k$|(2a8ko ziwgKntrc)QU>~}E=%wXt=LQdp;z-rNF#V${_Dv~%K2!TIY9fgQ(lE+FmWG&si^A+r zr$b#Y8~LL^qA<6z>XA74X3Y9W{ywi~o5vaR#XT@d8YQV14rc0Ofdm<>gKo@JOvVj85l$`DkzvZ-$Oh|C)0giU-|WK9?f`dpFgJURN8 z3$bH^wd`59&FjxfBt=`_=tAXY`gB;2?dpEc1V*-$L>;X!1O!ZUI?j{uZ8{YrPIH8D zA!gJBOSq!PeL@GTjz{VVVS4o?Axioe9GyGBOMYG-HU{`%1+grb;aayS>N6)jsStuo zSl+1e25o$M))2YSo5GZWxHa+DLIa)DuD~SE^Y2BvO%FfGvIK8DhVf*aq3Z&4GF$Ej z5PIsOpbecZb-C*NY~jEDSvuuJ5vYhu9=Cl0E!Q#uyjW}{*~<{+%_yLl?1x(LKPXMX z9;a{b*O5kH$ZBxnKNiwIGeh`$dX`9MR$-#*S~%Z=@j1M~Mu=_N*E`s6$z>NkajFg6 zl@D|0!f|>+ZiUFJ>>KMb%1q3KNQ+_WAFdY~a{zb-f5u#GKsDoq( zG_9QqiLYZT$^8dkr`(E~2YAZpVR+0Z!_sIYQ4MUtP7{~*?UURFgFvkWAXOGu<@+q$ zsB3z#J~ed-5a7yn-5=*mw0p3^v3yx=_KAnzV3h&MWAJji4@ z8ZAC?20~{snY?PmSrZ? zb~Gn5c~ZRD$7YBmX%rq$CT?UdK9WdJsuP>uX~R|=dAqQGP4janKR9}M5_fW$4sI3K zT}Bsljp2?+H4MVcRuQP-Y&BmK0$hlB1q_%^`goQ_Rg*f&(+5 z`tPmBw~D7TQ>5v-fk96^fxcrL%yFlH?>vyndyn52NHsJDOU`P^p_D?sdno_GZb0Zu z99Pb|Th!1cq>xT!sft4pST*w*`9jfBdSo!*eyRjur!`B|fRf_?)|3V2CwCFA^Q1>} z`OcJj2zKs_40d_26bVZ<`av;`CE||qrpqREhLssbH>DKvKDZR7gTcX)2zM3NlKryM z&G!=Z0<(9pc~j_GX4lsCRur4Znv0rQ6k6F)2~N!_lSum9&>^m*7efCNhRLv;?|ypkk<`k%AyK5Jl6?0?;`>}l zBtfX?Dayg5&O?hS-H=83^&EaXLHd$V6XI8HI!C@Wi@ud0WLfB>SM#dELsoT+*B4@` z(R0ck{a|{b;<1uJp}$$EDV`!(8(U)sjO}FGl~~6Hzz~BSuZ%-Qi7lW96_%k#e*!3C zlY~eg1b`Nuk-1MS1Igc9I3Vx5WCGXz>vXqlu5NoXpucNfpb#%t80|?02cI)G5$D#c0jL%)?k_XBIRB3BqZd*I6 z0^(J0StpOHx7z0Bd#SgyI_<}{0TD{i$a3RN=6pisV*Gm<6}+fHLf^Vfz5 zWVA~@2p^#Ajo*X3u|Eju@uJ}nbBW~sHWr76%Gd?a3xCOWL)$8@0bBE?Z1*w^J^PY3 z=j{E7oI{2gEcw4HrX$u5#BKiY0000000c?hv%B>YSqYTy+(uuJuEbEgIB`M`lOHkl zO|?OryV`&3H=Ot;8bD{)2(iB}klu!hOY60g^OuLA(ZX&+rssb@nv8MX@`Tj(H?WT?;v!T&P3-z!_dUwK0af`J@_Ht2!p zv*d#W$y0cr zn#hH$EP~DyTBnXuMlGC?>xKS=rZgMhi4vcPV7BUFX!0ce)dkMMns;A8zS`!KO#U%pQ0R%`exn|jP1kzVmg<5qKmcwEZD+?= zUlG4_4!{I0tA*JVH%$AYX8cdE>m;r(`T55!*QG2nL!mfN`^FuQ~r?`}M! zrHjO;#o^j=37Ek`3-M)R<0Jy{lUn(fDdDfPpRpjz;9lywh{|shsDb!H6MRg0Nn;QeS%@#}@Jc_s$#<$)5r^S7PHbZ+ z3-+r0CBdT$QdC)GY>5Ue9ZJ(Rk!0^CSIejJk?h_wjVV9MLAf&S-U1KlZTd=+#AH=j z9`?+0^?hDj%rG9}R>@}O3%4I`V&P_F{&C0fOV0Y-DrhegU=-VT9@s{Sp%=-qoLHfd z*0@=jlp)>K$UYCNKBdz}Ew>S%I2E0FD}&_Yo=uXY&w>wuEPTs?x&21FhMEYWD|gM6idoXvhEIWxZxY3*w0gdM8TZ|!c%j#) zx*?dWrhx`5p3YN>#@m-0JzV?{Q;Pe_+*gAbgQyc+bA4Du^4CND$vZ-r5(u}v8{5=+ zj_%M*KwFNNyFBgdtOL*X0P)&z8{QKGc0RZ;-=o2v(Z2+)U|@bI2d@pYqkv2Yf?!ah z>HXgDkMr7vNv67Hp%_M!Xw|?xG)NdmE&r5}kkzebCcnqf!fo{PMZ5<+*J5hzf5|Eb z!l;(5Xu?P%-iu6iqE^Z~hv-Qry~rc$CJj=UE-oWEsx}jAZl?l5L>_cvdGY_qA++^i zs~;-{$_z$7D)wD=4aW^qQPL4~lLIeui5sDhZ&%eg8Xj!d!bT%l`kQ4sCfI?lBeG`! z(()SKpras*t_xcRc%JLTiAwDyV_1D#!+SXbr_OB&>hNm?-m;MuXX(#G6@s|r4urheuk@)gPc zGN7ENaR|7Hk{|PR(^v)n`>q+$Cb1kx<2em=>!;TP<`-g7Vz$w+UinTY$Dzx) zTKfzGT%SwldHcl`;so4zwU@HstfO)nfVQHg0&uOR6h2yq2u#Q?H5jj19a<}a(QC0E zv(U2^(O`WUbgYV$@#8X8M!>WU77DM09M2@e!H*Q08?v3d$=n}b!UsKX!Thx+vGiumFrTg`iBp)t z=NjoG?D3xzaLw!ZQ(l7q5&7nA2eC?J*hK}q*ZGw}W|rH~1&`n2!kQ#=XDKXB9@d(P zWBFY>q7Tj%Ub0F4eHJAk${gaUG`*da+`8Pf{`~N+|JO6XiP$a$UuR|2JN=3J&Wv8> zz>uVA2VjJnxtYuTHzRskJnalN0U`kfqCCf-aph2fQJxP`K%?9BU?2MOBb6AfAN8sa z+Gt*plgRMER~i!w!ty`9^v9@lj(pf8?E9H{pA(!cJ=at1V5sePs!98d;J_Q_7r|N7 zJoI|30RJsv)D$#)!A3M-e7J64cVtFQP4ybSxM+{^`tE&en2+q}*YWrVI(aQptt4?q z%27P~_fvo=Z*KpgAOPxE-y2d3BC+q`c_jMH5a*I`aNLiO`UMjyBVLSAAef#~kk+1< z%B(K*WU4a8m75qnQIJO47tMYgqBN0l`sk}Xh)<^UGt{efvins3;?m!k)!nZ}L``Pf z!#_nAn6ySj36SZfHfQegDqtY-wnI>QZEQ=dz=}wE%08Y;*U`9xOgSx4Yywv`hyaZy zwd(>2+@aA&rCv_lYs>*{JInL0GDc;&fQgzhrIY2ai6daTJ*=;PV zqb!92$HsZVeRcvg5Z5|kuj8G)R>;tdAR@!GZ=JIAF8y+OAYL}g zmJWSz)2Q9zZjsU_EVwo9G%}0}`Yc0F!BXV^|I41|#1)8&F~s^or?e&&FF@khk5)U) zVMZSy0}pz~6KU6(V!b?d)A~zE>c95CH=X0pS*>%0>#PR?_lU3XyPbEe3qi4!vYrQw z-9tT^BgS?z7M=1W4#KyM&Qhj87^#0LWfr3J+Zj4+jzo~#nXCk!Kbrf1xa%Hc7`poP zDo^rA$EZfG#X}?6x>OVwCMOO2?A?df1zJ`V(JTw_eVmv*@};JPMmM@6cgOTRt{?fU zdd!Y9Ck?}SuH@O}=47h;_IschIQ@q+3pMVWsh{Gm1UQW~;Gv;SrzWExiCz~^{;jD+ zz`{(aL(BpmGxqkMR^W?@59Q|-mz;{R)-Gk2+k-tmsIITAw?0%pk8N}MBN|8+OG})4 zj4GF~xl41{lG0|JcKB+DuX8F_e%ms>l>iW+ z@mEJug{43`*D`vjd%oo$s&LQU&+bP!oPJZ_fB*m(rU#$xVbbogX4_dt?g3ocL3uKP znIWo1>JB>qxsP7S(CZz2Jc-%+eJP9YS4EOKKg6!A07AO8Csy$FB*ZFp0qDpquaZ1q zAqPbBeBv{S!RHNUZv;hn?WHmtPtCg#tmO7?FQhoWXM*9yw+b6Kxy}I8rr(9b4Pk>S z1&?Ah8Dt5M6iY>pSy{j>gmK#ZZZH!cr;cS+-E|u)&2VHqOH5EPW*4;9J#LI zQ%(7CcUNvFz2f!fx3#f!U@qzkGOp|6_-r#I+mW3moA&S~y)$me|N3qg(R+Psf)`1_xZk3VuW6E!Y%)T;+!LsYM%|6oY09HWcOE3c7>j@B ztEV-bZ)`&rh^}j=V9jF+g7rw2Q_uQ>!KqeRN0XyvMC3FJ`o*RK|I9dJ{Up|uYfWdJ zeJ!kBrtAZ}7e{oUwnoRywr)lwSk5zIBpt>UvS+6#sM(S)u&yT3F0 zR5)_0>aF=a%_w``5JJb#fO}RBJK&!&04DldSt@qFN!tWjTEkz zowey>dy?jvnD?z9Vq^`te{{L+u2U1;&6dBIp#7^2gP4XL_^RSrSjYKXIB>}v5v(2O z09ZNQ-+iREu~e#1--vA&&%1xYRsc9D*CUwT~7%?A9>@Qa)9Xb#17Od#rF(XJTaM1 z6tM3*Spm}K?pCLDvULnaAk=puakdL+;CehJUOApIqyn?15joN== zk-`d9{Rh+-@ycr8XA<3EZ^-%>-SrsLc?m@q2?E;V)EIM@hW_=4#A?_wU2Ro}9c#KK zK85-U6~Jf8s8IT~*X=$R<>o%|f%{OE5XRhFD$g|GWDR8GWbkcWB*yt5|F&?6|@bApE;9OhcLObD}#pP$210 z;fNuFbP!&W+>-2o^?jIuGm(6W?e=81UKw8T!7&E>aqDxv3xw_L_t}mISqt=*@5<(M zx;a=R5No+C6Q9p3RwTdx00znM987(yPlh1rzbcYcQ7GC`mAXFH!;ea)r7EL+uoExU zq;9E^u?H6;vWq=%O@3Ny0zAdZLtpuT6|YI&S-TXj$ozJn{#Y@h=M|~acAv+SBV(lqAeKF z1Q&=`N)mP*LUPk)?4e3u>5mbGQ`irLQH-^3Q|E`W=WZn&G_iu<)!Xt%jNN%2){1uY z2+j@NhLPiZ9**+SudWJHDMm%liXjodat^1EO1%CZe^+_JVg9(Gk*|26VXQS-kg*gHS{lM!&LiB|v*c z1c6`~EMdX$>}ku$pv7M-W;6R5l5>neqD{#l-9ycW0+pqbRsap{ji8B6B8;$edw3e# z$v#YnZM;}=i|ZzvZl?Bp_x~DVq?&Z*jS^}hw`GIP{#XD23Fefdl~4cxJ1|i8fCKTa z7w|5o!Sw>G1?2M`1-+ZB*m$gTsei9zVZn@i8#S%)5~%A zo;|3-@0!}H5n#(flrzjI)?gBk3bwRPe9*G(P$9E$b_VXqwv$nVPf^%|@pz2}m>?E} zulBoYa+&9n>WGkwg+&2<*nsgiKu&Ein`(Ha_i>A}1r|Pr&B53k zyCT|FP2=HiqD22bzpz8#4{_PjBW$8e^1gOSARH7@;3z^TerW^-VbR|c26O!Euv5})u_jEj zt&8!R{>L9RR@iys0000000000000000000000000000uAa9sE}X5jy%z@QhMk+MP$ z@{nw76ebJ+00JJ!_W3EVzr8D{Q|r2k%?MB1@y=^LJAq@+&19gA>g~pqR1=g8ckJ~^ z4&+-g7h*4G`tTavb47phv@MjYUFG3mP2Nx7aF&`B0YO_7SmhB+K4E7#!KqIF~5(@LC z8;W<{?20W2#AX5-epwHGkiq_bDqoWAAO{IT)Ewy)^OC!rGDMxCfVLt;Jop&2uFO~J zrpqrSTtBSo*B+l=3^c*Qa@r7=-~a%|#WQk`xZ0$v$@10Sjvj2Wa#s9GD28kb&tI1Q z`*si&cy`%Y;cx>HQ;OrN5G1eK_spvs`989TNwevZGc#WatxgtpdU!__A-63yy#9Tiv#>Y0*p!v zSGazksczW73a<2GhOZobBZc63hN+WNTCx2Rxim=(_eUn-4odLLg3?b{9>$JJoO1F#-v^L9JdD(!Ije=WqW(I=e-$$hSf=n0byNEkdAKA{xzZz z&7aqeD~w`(Frs_!1vSb!ifrlUxEA06&Xhtr;vQ55sWtyRQ6yPNNL9A41|?lzVZM{a zhbpDfuX=bU#AIIXJcaFr$34Ck(u3VM7zp~(G zPAq=?I02_2mmZKhQ7MV5c8=o5%zA8ChEWO*yvzE6qN9#1bz<>YE#BK?{?IImo@mBs zq7JEM7eDcn7S6!cF(ZBh3|G7VBs3)xG7_^I%%s>`)GT;GBUw~22jW84`JH;npJwm+ z3(4>sO5TGo-#?R|MKO6^n2zqZXQj$Bo+kO^?S_UrQ-Hn>&%nt@oMUc;$7&8=E7(l7 zXRuDLeZWUxf{i5<>1Hj*PRj{|pNia^TPP6&XZRt0|4~)dv1EA@+ZZ}+9ylz+0>%+HwUGsv(NZ@R*6N?_bDVM-Z zb414+4Y^~?zJBp*c2PI6QIw(P0=Nw=?Ay~&v*zazwZkOtfB2VD^x93{@KQTYq`pTe zM-LSU;=(d~;~d!{<1K}E?>$1H$kSWgo=GAp5MDV#Ckq#Nz6gLtCdd_(j(bknpip{} zM0LlWFd_3Gj0glG1~5fz5Dr)$S_E~=^abr?BUAr4m28E#xO2oBn;W6}U{IDZ9lVgd zTrSq0X`<#8_s_uO_P-;>4O-iC#wKn#Mq&;9iILsXaT0EMtKvoc_l?JZ%8}hc?0-G% ze!1RO@95~bg>{$4gPG*W&QG?wJvz@G!Hdb*jC8`bMZyZeF`V`UC~o$fdZQyEPP)bv z#SGpuq~x#m`|L=63XlUuPsndz%h-fYN@<1Tzs&I$Mvl9ZX650sw!{1IsdFxJAqtB3 zm6B2NBY7T=P`swSAP044=e6WM%EJn{;oawL0 z#lpQpZ`)IfGVCTKqFiMEP3 zg))|}K8Xa#00Afo#dU!2hqj(7ikFezNv7LFA{O~m^(JbA>KPKll?K(i%~I4aW9Z({ z0+#&DJtsozsV?VXeV8&f<&+m6vsrwS)GulFVc1tHtp@wG{Yg@NU<|9} z(hKvK2&Q1hs%16YYOWE14~13mNEUK*NfMpAr~&8gC|Ed$fB-55T{?%lO3ttra?@7H zwYVO^=S9BNaF$Hx|E-8`29rZWk=F#mlZ70(K(}_5y$m!2y#Y}?C*8~x{F`V&rSP?9 zF7u=t5=R^l^(~1&C&hKjDDGUO{F9sUsQrX?7TVm@*eba)KIuYcOG3B)p$)Fx>|XAi z;s$x5cPm60#sM2=R95Vbj}4G}3Z_c1Ip|inVMdI5W=D<$6A;lqNU*qm2e@qLh2OI` zQA34x5QZo5Ju)tJNo|F1(N5iu3cJs%GJp@Yw3GqisP;0WYgnj#9za$92a>&8urX;lD(`Mym_PNy~{Ft07hRD3?khn=E^vie@ zW5_6jwc8?~Bf+-`x=$XdYO+QC#cRLS4xt(2AwsTts^4j+_7N;>@I_uz5h)zAI#Bm! z3=m2lXLnITgwvZy6ApwNnFL4L!Xj)MljNWP2SlS~izB$8cWvU-z$NvmZLqhGB# z;)8Yc)2sPU$ufM7eLJ6z(03V=zz9DYHlPBGH==9TCts@I-qYhV=grDGC)&=a)N!C4 z@jA-6EV-o=8mi&g*0{Pm>lY&wwjoJT+2=nz<{tfh9OdpI8BIW|BCVylGtVqI3%Z-d za6JMF!eVDwrA2rFPxq^{EQ#*0gJ+N)g1c!h8k>E`E9B#dNfdHW5f#%8ADUJbfWTV| zv8113l;n25-s0W+3k#+(U7e3P6gc22)f4pi039jFmM|&Ki1K(>V6^|fRIE>d`k3{x zt#|cov|nbo7{d+ZOaNusmw>cI=*mwIgYkT@-*ak|XMZGMlG9Yr z@%yyu%xqvIVPu?gC+vT&yq1<92A=llm)vd{ujT835}JHst}3CGfmm48fPg=n(f3Q8 ze`=acnkqkdnCP$Z6llYGUWmbD1?ANjuVxbwsLjhJt24UK;&}JEu4p2{d? zDRJ>EeIOtWF=0h@MNUl^ARr*5e?KM+&^r*2kgTGl+CK>xkqLl|9Hg`vjIv_vFt~y~-9dKhTl7L&8&kdI2In^Y8c{$Y{7xK(T+@qtwlvQ=Qm! zS&s`K{s{CX{{>K|SMTNP*S2>Zo%8+tmCvOoadW#z7y@7eK<-z4@nyZlr|t6luK-AY z^Z}S3`I&_GeJ_BP*S>Fw@7=Z^T%*Y5Wy zPz&h$Zhb@hY5Oq-V78e5GxBo_*ah4G0I$?PzCT@nxfX$+xotpr-`(zWpTl=`-;+0x z|JTdl4=`YpY{1qUDCcb&`At{HDgpaFOoIIyQ6M``5 zQG}s%O8;BMFDmJr*0Y26_>ZIzY#Ql!moixhQiny-KmGq22^;WM`Tv(SMSaL9LD6vr z{#?3xaM|5^9@H+_trACdmC+AR`L>2jqJ}D_zRItXvWygfJJPfNMp8 zs9X`-f)=X>tLwL3qJnGrm5DBETXvm=M?~KEJboof<+=Z(8YAyGFAA-_!}U$8WOVay zeou)5(l0V`6`zwRMUWdDjfm9Qc9$bM2zaRlt$y%HJ>MF}-6EE6>cy=MdzGbW%KVgFJY6}L$3Nqx9Gb0vQf1HO zMuwdE+*8#TuAjhEzis)Yn;8cSyq)QUS;8u^+zsm=HiGZG5B57c?Eggv>&Vqs1O58@ zS+uGq^{P30=ERMbyY0Qo7`e38%@TZ@sEL6j!8Z&%mOywvQ-Vj{;UMH;9wb zj^mT~M?Rv0*O$mt=ocnR1f&oczN!1xzw-fS7n{Wnjg6!-1xn)gHh5Lb%Z!60&vK%m0m6f90+uX~^ElIklnof4l7ns}pV46_^By{9MA&k*;eAQ1 zLW=N&-@pz4k1{||yxMQNsqDfymkn&&isXMWhM`(+x3eufR<(Fo=SZ`fKV7CN1M(zr zyX^pD`WGo{5ypRcC1ZuB*KE%J87QCqc7aS<(eC*NanXQS6ttEWV)rwpIB{*s^b)89|SJZMgs4Uu@oUc zD+xNEcf4tDM5)P26A;q3*z<%@It1(^SZ>!*g9+`;b9+wzb7(gVRNag-zuvQVi-VLa zs^-oIwcf0ocW1QluejY<>_g6QVLy-?_hN-V97OfMBTSh5;NU&ce1FtXUSHCbWiQqw@`l;=5^otXI&5<42gQU!15L$ zZz(B^-8W{18VL<#*3n`fV(afKCPEP-aSG-{%*4mk*brU-jPgwh9=N^lRufaM5WU$( zlyDT=zbI2w(qA0&oa}qNpam31Tb)q{KyKaamT-oQ^A#y*k2wcci!Upek3d2Fi;U#v zLC~@17sPIr3QI~H9mR$~8D{Px5busNeewoiDf;1BgE`=bnxX16{PDt2{!;3B}YPt zx#_8)U|A3a8?&#B)g#2FQ;+V333e|M>F|Dn7tS|ALt2u-CP#vw(=RsXDzPDe3IeA^ z4&Ysgd+{-=OT9*Do?c4pODz?_qr#f}R-ANXW>{*bt>xP~ilhp#Pl}ZZ%kO@T>V2Ij z12%lxoCUIICzxoMIM)MlY0@e|O3GKVj_S3ZY&SkZv6?Xt$Q872)_ZUqd@3zUFqdDxVl<^( z0=M}s(;mJNhNEnQHm~FTCG)2@>Eu|NKD_yrIT1$wa;Qka*fLGhr(;d0=G38A=zC= z3olh7!t*cFLt9J>Ws_n+*6nrT+g^q6!EJ;iMjF$eSTn-FDnXXjKvIVqwVE&u$lZlr zi3+m4#x&i0_dohiO0yYnFrBSNGr*Llf3>vv#{-qdDIf?%@yUA`i|KrEWW=w}G(O|g zflggSn7AXxszCYeDf5+%p7$r!QRcO#iJ~9(}?M zasMQx{0_4otqO5{jI^KzMm?^tGp$jQuM`0}-(#1SU{mgM_6#v(!nA@n{h#6iWiNXx zFGC0VM%EW5__2=u8#oJ19qHfLuG)+!6IZQ>g25{V*KG?KIvc0~qBiUvDI(o3tbrqF zGs#cbT4k5~HWyH^8S~DcttY4eFJzG~U`v*{wH^uKlSaUZQ_%~RwX9`xv8d`%dr~{ZN*r1xxrEW zSWAo|bidIMx-)B=Q*FFS|BwX6YZL7Lp+FBOAo7|+R9-pBu|m(@i_Sxhmy<1w zXn0|ZCO3I%ph&W00TZq2W=w{iI0mT1(UcuBmg)k}3sGQRT`Hnt@f6x{!`K28vND0>nE*K>>pr%~>!%6{SKXeRvxaJTqI zlzO4oOowry73Wls{fT(giQ4Zngl=46f(gO8Ob+SRxXHLQZnVEo&|DX2@7)G`gvlxq7z{7WU)uJ;VVEO-1douwhHx#k=DS8XX z>dyLjO;^+aT{xJ_Qq0`dI6|tn@f7>ArbSVi3;53&3?)dOMS1vZwh*$}z5oq~)-V2W z`2H6mbxFZRMwK^li{uxNBBHbCWIR3|_+RJw*DB#f#Qo!G>FdTeX15YX_w zxhs3g({Gs3Frj+41xgX^p!I9p+(!@k7>+BF5BZJ5f*^HR5j-eRQ*O(C&9(ANl*1>w zrO_?Kn~F^DkciVX4tWXue|?+6Eetjr4`0`5D7wf|A57n(%LBE7mnS+9w{4R;VDDui zDQ(L-+lus(^3G3S*+t(2&6t2q8w_m(z4QA00A0~;aN{Ar@Rgso+9NF-xk zHscIzPIrSHI6kA2MEzH-BMqLn`3b8>DHfex8{fed3!#tHP1r z|FN%P^dB&Cc3OP7{{b6Y=Sm^u`QCB**@quueDj*IJ|_N(##j5ouI{BsAs8!##hHC}w6D(e*axITa4j zeNOQfM&1+7b=;ad?u1{tP9=9>fB3v6OUb&4-+A)K3~)Uw)Q39mYV&j_0n5e|$(3+f zT{a9@+%DMNeZ*k%LP1_jpP8(_%ojPg>dB?xq+3pX$Qhb68}TtZ>6jjY_f9&x2aqEZ zj_whJnB*fnL_Ys-SnBA;A3tDWMuR+&IBBxvr_JC*y?5yxf-e{GTimi9Qmzp$=vy}Y z2gU8w-KcaY?*#?Veiih0^O{fNY{xd-j?4h31)0tTL{kv8t^#^|X!ThVl88(tjAk4E zX|@LW!#`vwPy&I1eopsHaj?L6!ukIh82GCmTCRIC68sHif;dxjU6~o|$L+A{GWY#1 zIy`QFpZ=>Fgf_(2>)M>OVdQ5;n(yK0p3zGXRlZU{JZhBMy5chO!$%L}g)O1cRz(QC zLKPj(tzSYZ)IuxAUS{bMTzP$A(f;}N76+FEiG2OGdv{8L^M*oZEKaZGJg(~K##t}I z7eE}=qwEPyeqR4F6(v;)%`+V}pgNH@%A@KvNf_C&VO_b{U&a@Y49#Z973{Lse}Qx& zUuBsm!hoj7W=M>$-FE5_e+)4X?dmtYruS1j5A6Qn%y1yO<*|W*2$*{h^3bQLU*L%; zTow@01g2yn$41D2Q_E^xZ;F*Lpeoz9geZlVgviP;cTFI5tI%V^qw6BxEm7m9eu6{J zqL&5soAH;JVG=DuAjN4a9B!mPG=K@mo&DP?LjKb!jrBx(si8{qP2+rw~}nhw96~Q-q`>8jLRQ0x}^vrH-!px4fHmX`;#4Uj9}(y&wUU zBicD!2k~u|7z6QPs0+XNjieA~d_jRC22{l$K(3O(Vk0)gO`vgxg|A)h6_;SV&l0>kd?*vn^($*Hozb z@Sp`f^P(RZ2HR@$$tnN{xI47y`ay7|xx0Z0NQ*0hUfUgNXR2{rihzyGei!EX-zygL z=Hqx-brwIjkkJE;b@Lgxe(m-ruUXnw2KY3c8|^mHpcz8*H6V`~d*|$~NlmqwVBqkV z7;;|NA`$F<01!2M)3DVW)lTrQZnM+uW0^iB)xRt%m9t%Zlaf3HuF2sf1?AbR_UX`) zmIm`f=xQ7SzZm4}LVt>_uh?CI1ZM?-eR4%_K2|c2P8nF!93((an@Ly~M{su`ODkHr|M<*R#7yYD-7}&ZFDPXT8MA4r&ry?!j!J+5KyJ*OF zdL&w><3>1 z8^UhejtU6ro~_1+c!SM<20|Ec)Y`MYERj`Sh$*OPZJZs2oe@AXz6bY7L2QJqed(m4 zqUJiH2t@cFXotD0U>3V(T+gov82tQ{P^AB2eei#5fhGVoLj%RK6aNtnr%~}B9R9GK zq9P(Bj_BgACddJj`B?Z=LU3jXDO~U6`TDSI4i9e2m0TY+(#-h0oy|qqza<~lbMTvw zEUGmU(ICrPr&$6Ml11*R_Q?_nbeM<}o!G&D>O`RQc2=!k#862gmbgmd%XpQh5I0TD zKebcyTEz&lNxPjxp6Mwsq(6z?+)1R`lO7IXcH-4|*V5zn$QLBhBk)-mBLXImnQS0K zFgwZs@=Ksd0uJ0m!nta0a6v1IE1!MlxTrQ-UKG^;en&M} z;bLwvR`pDBJ@yGQ%f%$IAb})4e4y6^zSp(5W6{vvWWMD5iA=Uk7b+8mR2>pGW!#u% zwP{`j&8s1}L8)&eLdA5))2CX-LA)S)t{<(dVOjmjZ#6d$!avy2xQDh6b&-*9Y6%!d zfYL^qYc-=DJAsfNn1@4)IP1G$9gsVz(VlyuOAL>_*#e-VfBM=51+lGO8e?iv3rw$x zSDR7L7WY&;yTOk*c>r2Hd#mJoyeK?$YhG0{wocGBs zg)X0bsE^T*_=k_J<+rxe$1n0kru>j=v#n`RVXgAI$WE~5+KGfN@Q}7V@57Vw^lYj8 z8zY>0i|LT~^lXbE?;!o!M{}nh_lSO5?%JJ{KM+jd>WE%nLgj%f=7UP3BK92TWi~GB z#na^_r`P4~3O^M7A1GS$vO@U{Uo**I%_Of=FF^3tcj&=EklQl~M<7M& ziBb619~%U!Dhuo{jTt~A##@Oo26Qw!y@Ew*UhM0?UHfM?_}@0h8G}%=Q|8vEht=TB zLej++e!uVNv@X}+akW{kAR;!o&>~M(Ia#MVQ{fG7dEaq(V@D=02uh*!x&_bFd?@c3 zO~9ENnhPyG^KB6!#G&6re*O%8=D!Flqu0;4zoQrI5#b;pQmspru7pv+8~Cn<2yNal zRbT>FiS($pnV&&l)4`EfsN`%j5T9K{NHp6yP9jVnvyBr$%t3U%4l>BXAjX9X0)d$h z;!n-3oZ-0&VDp+u-C*YJj^2QuQMI_pca=5@jEIT9A~2*4Bp57ey6=LNGRFl;!rNl8 zt#i;`QfWXC*z8Hycy8GaD^GoP0)64QevF+!%_nkhb3%VRD4J;8Rpim+jO!$oGQemVIP z%Dn0<`P1axm{iH5M;zRS*G&hOj_Z-kLzg7o2p@~wn(mNUu~^8vN6V+T^SOG3t)vmP zDNk*CdskPYjVu>@$P@#hFx4&idAoN{rU4N++YoSO6Y*T!jYt%FgXp8zQnoc%kz%%_ z1P!aU)CRjHV!cT1s`$K0J&4#e<}9U-i@<^H`+CzuL%6vG`q6psH$>D^4-{<_m?HS6 zci%`h*SH5%V(Nz&?TP|S<>`KzA9el7hy9u`CfN+1a&RU>S9x53GH!dyv-})MF`rXa zx{Na=K{^iwM+AO85%Sor|a?Y9X)5@wpj6e zH~_*nG?Y1X^)JLN$uB|2O;hDZln38b}_eAMgiD)~bF zex#R_-+r>+=%0lOmpj_RVh$3zhsyVmvihIN%>{+Z zPm6CV%|Jy_|NM;VLn40^;ttv;=~sTkQV z)LK=h4<0FT3BpL*qr0`j2W1$8OMjY_*IGl~8VbRR`NL3>+u9T-F3;O))wBVL;ia*En)_3-aANeY4T4p? z92|^BmGwL$-8r&_B?1p~>7E?^MA-s=A{$4qA!I|=iNQAAfV>|zwDkNhwvJ?HQEWV-=qfe zipVNrd_k;={w}Jln^*0N4%}`Sq>m$*lGS*llw5Nm?{rQs2M>2WF+zgc^n#K5208Ak z2yAzedY;`h!A3^4pwL!)wVpBr2sAoXQi`rH&=l~V z=KYtulSi+eofF(z%$&+wrH9${J!-%@yLq$9&3Lo|g)v5}JO2`4#_!CIgxaO|=A}XP z?%Yw|Nm+t!%;7D>nM(Z~<1%)ZYJIq@>xr07;*XFhdTA~xMhkSACy87HGsDJ27#lm` z0=S%@mazwI&a)lzAv-in5>$wFOIzOMfD#jc& z0o5Esf2cBWnOp+5M58vsO4iv2+MkNA4`mx=JDY5VUrDqA2g)W|L05C68GXi;kyNF- z;}@*I)<2r8J8Mics(sB|l<;W}m)p-z-nT)Vou%A>T(f4a{B*AA3{$NT#rL|L5qHe= zJrOIJh$>-A>oOf9U0*^m*wBsvBMcJu4}{%trCSyo{XqQPtT1;0dFVMWBaS;*(`Zey ztJgDXuSj<8YbF+;%b8tb$RrpmVR8RR+cd={D)$~-&wtm{yOV!b3+;&HCoF9O;E6ss z9&}})GL)kH@tr&`vUQK4pablnN&)A|bo=d$Pq`FEV&s6qXf{#39<{LwLgdMKaOb$Iyq?@BA&$1Gz*ER(U1)#DWM zViXT*y3bN#mjZFIU=&LBvY?E}dHK91$EJ*1SqwafiI_anorjUI(IyKRLuK?QQO++A zC~f!H47&Oev@w17q5-)giW8rRK5kJe5zIZNJc*;RF7}FP(6=_7?o|sS8$ZT!RM@iK zhz76G(#f67YZQ87EuUURt}JrjO_t(q7egOEC1-}IuK{J#E#O2&B3_3}kj{>VjE*mM zEM|V{h+ap$%db1*HU&mDWElsCIYT(p0u6Ccrztv1Z-a_}yHzK57#Oz<(vVhuJ$G|; zV9RtOEz4_+VH{f&W9Y-=Z;QiDv_Do{ne&)6N%QW9V*mIQ0pS)qUM$GJ&H*T;sq0wY z(xMPJ%{!yvHPJ*#r{Z^ENMBNeXGz{MzIw^0sOw-}9z?{NWtDj|0S8IRL!Htz_no+H zK)90aG(Ls%#NX>S*ScMk$Q-zXh?(kGMDsk*Qoeq{g_9Jl5zpM?C{Nudgc1oX9qbq^ z(2zWshiXoaDpG16$4ievSSHZdRWZ=5r!dbIQIm&IEZ1SU%?|ncpH6mla&31|5>KU# zqZ*E>XzX6tP#6p2=#yX3qAx>$(WR`}u3fX>q;I2R@DfAye1J2;-h|{ElwvH<7 zK38Cx(ItXOE=^N#NyIlwkwpy7Za(Xn7!=rP6g#R*o@=FFn`5zQDcK=}Qc>n8T=BW_ zc`4;yZSwWc1DmT%B~!9EwT8LEs22FF+BbSs^r0rv4Ki)>0-0>7Y0eQht1*b=i+XIN z>J)4ToU;MDKuBzSMF+W}1C}A$$Chqm^#z*n#0>4?eE@1GVLL)~LLQd}B^k`!gbw!? z=HQnzTWf}o4X8*IHj%H1iZ^8HIg4HL@X%*TZ~Ww1r@~oqN*(_+FBo$1BE7DaOd_BN z-q_L=b57G5hXKW*elNF>#AAfgs3eGh^z6D7BV^Y?!7dIHkcQM`#HJ+rTk&EyP%K-`5oI`;c#^wY;1P`= z@xLI0NJ}B+o85@XW7v4-*z--V_R+e-?+iXEnn4=ZOTexc@N2gIm9rtPH=gRKIHWSU z6w$A%3ERGy@!f+Sz=Qe2gg{MuM=19mR`?owK(o~#05+>t1pqN)?QAjP*oL01@CP|_ zgJJFNvC<9qQt!8k?($tHl>$!Z4qM!)D0AhPu@8IYQ_v4P87o)4BAHGs&M!Y9~C)SP9FGW703+@sL>wcR>N+9!`20vDCGwqcu9?5402g_!5qK9Hp-Cm-F{%07rbH z6*p;^?tQ)>N4AsSLQtsn)sS1|oC)(rFxRRh+pP`%)$&|!S>6h(xUl?4#0mxTSuH}2 z@OE2PE@vJw-X$n!89xvNocFe6Kz62TeV!FMOe~dSp>w%sDR7f{%KLdD@f-#y6BYjX z#FqRUr>ST#Ybz-!$(h1_dZE)B+7c@9IjuT>-&0+eJh^1iA|9JTSd5H|j^1kQ`B8Px zN`~1jO*_R&0Xq!UdWrj=u?k*tD$F@JowSByI^l}^zZFk4bFBvA?#ac7zn$o8SvF1! zFf~np+M(vpkpfOP*IA6FoF|~!TasI94Dri`E~ChifjGFd4qTmhf(=zQFu{Z1lt;dl zC$+x{O*&$uU(75Si-`>;!lx8;EH1Z(lCD^88|L4ThZ@n~m{h!MkY1PpuV`$sF)UF5 zWr@j6INd)gmBO}t)g^wvu_ z{+=Efocaa)&Ye@+q#U7h$ko;-L6h-`e@$@k0nLM<4(6iN1xf}mot@cej$5uKX_LQz z$ZW8~^jZF9;2Fn=MufNs8;N7u(QUz!u_vw74io80sc~n*AbKe5&3|xwB{Y^Znk{QOOJ^ToEOlb7q(=ky^nRLe1+5m**)U@Lf zJJz#>rc%j{oj%_=+09C&PN1l6qh56CcLehujX%YSQ6lPN_o(G^!gFO02gA99R1-cD201c67uA237i9k*enp@GLWCr}TP%BZksB*(sAyIhPCuu4CG;%u~ z57qISuUYhz7mJ`(XJ&Fm_#swJNL*8r()d4U66~kd7^Qp*;#g9Xq$cZ$>Egn6*p|~h zx?$#(VkMf_v{3!-SZDc6^v2)8k?)8>PH&T(IV+v5F$xDu zHtO?S#Yi^lYtqK%j@5N?y&>@XGQM5(F48guwWY|9K(1tvHsd^Otz$3PN~}ZpDe4eo z1j88BD%pJzm%$c=sBoOaCNWp2i|Dz};Xu>_d*qSM5IKSPe9gsZ1UCrR@3~%d^K2rV7l$is6Slue#a(f*XKS45JZh><5H}H z$kX*n=X{&%8UsxPQtf3?r4$3`2zL=6aODlj8+%#g9hZB*}(w#WrgaOy3U;xX=Xh@y+g2`X556Im%Vu0=NQ( zacdh42cu)S?(GB0_qb*Stas_G%;-`2lwXAucWc$#C|mOX99$w!7k3+wSKo{ic51i# zK?*Q$=PGK$zAsA-$*3S#8Wx~!QL7&yIr&%N=!BDpbDzb0{*d3yD_0LejJd0V=mwH8 zjU#m`GR;P?oS^K8YLWkpsebw>YSV`S{^qG>U4EUBgX&nSv>!T8w#H)|$|FcdV|>Ax z#m^+Lbr&QS5y&l9gQ#mzt51I0Pt2nz6Nve|$-aZtCVk1p(`p*P_%1yV-FGHv$uc2k z@owvOOl2wL_im_49e`KR#+0ZKt{qy^qfQ$Npezz5G5Go>#q7vze}YA@*pWD0J7(Tm zn}8kKYj)Is+ZHHD{BaBBag3g7QpziYhSXc~1;uGRXRSlpEF1K4qm6OUp)x;S= zSY)rZXO7?q)ckwq^_3#cSuLH+>ziWm=Chf=h`hQTg>3z{y}h)Gn4a>=+oX7$e?Zf56W z@#8~@75K@ENaj~Ci@n*XDLo{+lOH_DV%3U|Kem(cv`CZg7erXJGzdonb;l)gS-NB5 zfLOX~-wb+y# zLx&*;@)Y-y>n_K0)69hIR1idPZC5cj=7RbeaVhQ}Ja$iE^e!PbU^w66aKCPE0O5&tN;2h1#$4zsf&coz9H6B-9}%iJCm=4(s znhoUZg@W!!^Cc}3MTa5}#D5z<(7DSWywY#2M-b13RK^V%ty*0Wr)C%;a|-ZQBz5V2 zDZHP$!&eEHeba`*ydapL>M~%dK&JmqZ>)|q4ZmtMPX{K&&q?8^FkM);)$TqP%Jr&l z&<)Sm;=XM7o0Vyu22P=7X{QF4rB@;I*(QaLlW269c4E*u2APg%lFlFm-U=}Qcg7CH zW6n(udEvaKSNj}h5RQ{OLepV7Ol7IRkxejrckD=}(+s&UJRehGMyM8TO_yQ!0$ zfZ=AJ`-SY7p7Rs}s@IVzH3B4e^deqaA^1psKOGACyOI1y+-miKb(?%xktSSk&sh)5 zs|KLEpVPvfkFE{OI5BwCu4?wC^Hkl#v?hUkv8xP|_8UE!6GB3!SfUTj39ti`$o7%C zpAjyF3;glT2SYcYgy7Hb1P^UUI+4a+t$Z90 zIngDBG+pxGubh&)(X8!e^@syGs&d6B|Hen1>fqv?d}1CeDDywM!?j!+c>a|C@XStENHNrK|dA1uC(xlzI8q~pMy zQmU4);l30@2wWy9%VVJ009Ti|7U2cTkNTP_=#G$0v$GX`H2g4RUl3`)iwR{R?xe+g zwjUX&*vyWD)`xrpX%e$YrTe2>ZFWfE`XVp~6+R&Vss!>e3{)`xNURV3s)L6}9Pm4< z`vn2y{VW+R`#R7ka)gR)x}@6#u>WgTP@UA{J_E;M+AzjeT5viLUtzHE;}nEPUeYGi zaeIgGe#=RJzFPzdY#QnM9viuH0M&%bxdKcie!f%=sHSP(wp&$tt=0{dJ5!6EqA%)O zuR+_t#x?y>0wJAxry|t}r}~JAs^Lrle_7S*9L$EC3l5ov=KA#o3;D^DxO%Jjs9ND! zVqS^BbGL7K+j~Z5iK@r#pADa^_K#2u0xDyYyE^%;A%7Wv?Kq=MTj<>(|nqh|qMRwH1ih zNZacZ%bV;(rlUsk^U62XWxNcUb>K^rKA}o~M-6AgMV-LLma#h^7)N0yrhP6jbb4h7 z%oHrQ2f0ga6OqRe#yRk@bpq|Aw(&fz&yS!zjgfvuHz2#0l!{j$EnR94&-cfQ>g&P% z=|^31o@bf`-IkD@}6epOLU2p*+p_nU77){5m8$DAou+_7bC zBI&EbGu21j`GoN|(AK*vaNaAb$vidK#S?lFdQ+E?#r{FIH3S#fpioTxlTRQH^IOy- z-{~CF2&4M`>(#Go8Rwo#%?}Bn!*7WwS7JSh%?7H`V4-qMO;umQ%KFaaXUO)f3j2F{ zJR6O_L{U(K$DX-!$A8IMuMAKy4K$++tZuH2O+nK<+Z%!P(dkl2aJmyrs&%ws7wDnumy%zlG}d9kcD|E!b2kS z{0`&f>&YEF%Dh5J%w43P4Pf~Ghyh}Q7JI|{15X2$X(RZC$K9CkG` zjsX+Dh2Q2q(A7zlB09OMdzChb5!8F&$5IbM~n9@+pxkHH+D`4Pm2z)q0>2+oK5w7 zRQjZwrm?$5arS}Jx54`2NQV?$F)s6RcisluYhsN8R~$$vacu6BHukO$URp3F!)7|h zN&*YCCif95dUj0bU64!ZOJCx%=00b_*yS#8{%Obk&Gdr@`dP7 zP}<=J52O*emZn0PFbMHCPBMBDGxfL*j=_5u{QgIIzw~=yczQNrAo!B4PIK(&Men4} z!#?hf{E7F=muL4V_RqI!5^isov9ZqOAAhz-`n%bL+<^>qTIJ?-M3i|Rl|!^%4rID( zQ`mK7TD^bAI@1)g3U$fkES=D557Fk?i9?X-()1m6{n@qht%1hh2sd@GZX%V+K9>2S&W_ zY*dMHjnu${9ahpQxTq;MNiH-H)q2Gq7xKsU9gt_3zAM!DU4RXd=k<++}iY7V|FZdAD zriUYFf!0$=^Kq|H+J&?#k#?l&&gR}D&PEbPrX>20&Ap-tex`mY|DQ#{X%*Zf_@?ob zv)LB5`hZDkL_rW3eD44-6)?DxmSz_z(}wNyQQGw^$I3<*3_?^pdwYKf)YXIF8h-_2 zDMe+QI{hcb3jZR>D@b1Y!xL0`H-GojV^%@&gl7U(m^k6v9(pcG=(K1z;ywzqD$K8t zm(x>w!Al)~N-d+u!lzfQLBAbgAhv4qtY+vtH!0C?%^?&Ql0whMO4Anh^+4Edm(+S& zg+g{v^e{t%=i8QW?I`fB2|zmkF7(88HFNe);%-Eqx8`R{c+a%o9|LtZ5?h=s5B~<8 z-`T$lv(}fz(1qgHPgYAKWkoiL*Lm>3bE^f`0s6ADHCarF4Ut^M`+u24Hfl$PUC9_k zpMlUwiEp4|Pk1K2%sNnj3aQS^Aq+0{>ivF}@dlw4!%lpQOzNQyr;=n>b7(yF3+#UH z4WOwE@_5n(ALa0qBS$5Jz~E?J`lgN_GoA&-yo`um&C(7q9qf0hS{v~wfSg}256a*v z@7Ek?$8)zZB-11H7I|7{DJmlm_$yc{7)t#B!f8c}ZNqGLjwsD(h(nR#9m(S%!xx=V z58v7bYjKWYX{gp^$_vH`4V!O1^?IOKb(-zayrk2FBRQCX8Dk~ z2>-t+XG9?FX{{LD z_}6)Nt0V80ZD zJ1jEEz@hVcgd1R7=CaNE#xR7}8UB1Mf7!~{S{gL@2?KXvAGm+A&Z>D=15f7A&EHp$ z@*RQ!u0Tf?%#msyoJc5 zdi?!o@IOTNI_xtI(shC6ld| zF{fjrc%KAI7X_wtw3{86Nm_{PxjiXd3lpXYiefWih&|46ik3;t_BS>aKm|tsV$0?K z3(3Z*4f^14e9Sf@%-~rAdoN=^+w7K(CUEFz?c@}+%4nBiz4{>5nTcbL)Z)LRL25W* zsbzxb8G9Wb-#Rn1^_6tf(ryLDicHgNFy=Qc9)kat9s6rGr!5U)Gxn8(bFhaWV}RLv ziAHM;Fvd448|PJ_8T$THfzIag-rS?^QZ@tE7VA>P8t67NkN!JQIg;-gXRcASJ&31_ zHKvQx56;A0wF>eIb(xfW%0d`UYqSX#9?Qr+b~W*p@;yR;gUn@4yBpma-&g=Gh)J)? zETsT#qfN|8%$I^EJ(}$dv2=D1o=(uoT|wA!ZAODXK4q#@ZQZOM8H8GTd-xWymvY}$ zk`Y>9H?##7@?p%XtYJ(p(!o)_V^vMBNI*ePZLGL1b{8JJI?GA85{LfI=c9h())&6n zP#`*@Z(M(j>Fkkyi!b;tKW{L@*dlxB6SuaP;f<**FmcUI}3nFyVW)%(qYs_ti<;TOhK z=@zN8PGSjH%k;-ILAk2J54R{-jAN4swK7g@>VosOx$><;aTSqLz!W|=;d`$Uvkp+@ zPP2tK6yajkaa+(k4OTr~uEpxwvhW2J8rIIU-@x?7@LM^KZ_~6y7I&QD-wRD^IBA)9 zrfBD8VX6dG)>ur95Er&aGV$eFu}3!MY|#Bz&6LRTLMT~|e2d#s(%-+Rf&E7MguIqq zSy@)QwLq{#U{pS=!-?kz}Uz2`MC6jz5x@H*j z^3D|+7?iMpl=9LovqJg$X^WMGsrlJNtWx}^>q+dBI}ZkdJ=AMu+4Mk}(qx}jwnl?J z91?YUq_?;0Q$w;1__i^)!}D3Ux?0>$N9La=2-=4+pl4~L*V`~d?fSYDzaL1iLCAzI zvRpaYSk9B~0fXDE^zr6|%FTq@GFp!yH6}TXn(;nagM(h`Fr6g`gW+KL@J)Yh&*a$9 zJ)e0obkGw*CNPbJ@ytr@Fq7(*-(5tn{!F8YOftf`oIcMvHoD=w6JYyv&16`0$db4-{q((Zhoxw>Lh)e=m)2Ll#M#Z z{7~U-D6hWabX3+T@0EC`2o-JAP0Wih?~0QcV{~m7<>F=T+pTdEG(5LSD+(imSO?#` zDt&l8#n1dpwUagCDo?qx4ljScAEdR@m3N@GQd$M2vJ!>T=zu$w4W36K`r%|gHLXO| z<%mR=&x-wDu;wj{a{nN;dh5`$zA=3;wpwq~vR{5fX3R;TbUlWcwR zTZIf>GMeL}e}M~ED!i*<9yw`7g(2H4M&6YtX=4;Ca!PWm<#{XdNjNm6(ku zDNEHh@8<{Dh2oKSFFJy2X7HuYLn!sfKnYfT3R=jQJGkz3eVMUr?;3Dflik{pfL>JX zVPn71tQgXCKA1wDHg)y_&h7en`5(ELD>4FRd0*jg_Q#@9dPdcA9k50!p}Mc*k0D1a zP=HqtG=72>@o_ExPXNdsH{l-&$xhR0G6P$AacZ0iSnNtsBMx0}h{J>TkE38WCJ6q? za6FV<3pqF^w^Bye?TR1^4yPn^rT=n zYxx}3G*sHa)zclyS{6UD&bjJ0BXQ)+VM;hT=jMXbV*M0he~zIU1`U#w{0JtBfHM)# zmY_TeFwMLTQ*8_!RR!b%bKEM;xb`k7;V4Ij5{*H*9!`UJwYz7|=j-`THr;u(-7P|= z;N?8CfAl>-eTAgjt6mP>DQsR==2RBuC&m@QAVu_InXOeBk{s=$`4n0s1eL>ra_?h|-l;~PU%KEUa3K<)*_{W=wGrU+}GOefT z&xC^h_$A#Tz7g*mWeMl*a}XSKZQJ3O%Y6Q~UdA;PUkf|y8F5TTRtb%qZ4>8JC>f!` zH2q84bCNk^YAN#4>JeS_F3HC{63*G`Q)N&Ds0D&juI}~EpoxJrU8H*{9*4V0D(@Vx zv;T~ui^b4aUHQ!EA3_L7!c?0v7-L{d_B>l0G8my~WA-d{B`=3H@vS|wRjjh7vmX0s zh-H;8ojcx~yJt-|A4i4lV5bBZWFfBDL03RFg2@I*aCq828L*>=@Or zTuIxv%b<%(<&pV+09#8Pe~FcVzp&GJlTC3XD1a_CB2Zduw9RisjHQqLX{awiy6?Fe z@lRT;rjR&b_jLd?D8!r^Sm2iIsLPEm|F=+89ZWAN#jC9UtlZGu?rn{@19U}%BFc8U zm)Sl#Lzrg$VxgPJj}l|q>J-Nr{{^e8-_taPZknqjFf8K!NfuZT6E)5)PoMx?Nbktv zWi{7TQ;7JHY-HoaV(MwpxH(bBrNJR{$9nnKA2H$#KV2-wP3^PA4EjI zz^1O)5-&Udpixa)Yu)eKpZS$Lpp z0kiWy7j$p%&MeX+PXbOo$zC^SMubwU{DUy6`YRRg%|vUsa7k8%hSA|z(8T$y7Yyu1G87rg>8T{KhC=6q9C`@U zl^Kl#hN+K>wR@=ATLbx^@{Np6wGxGWc~8oe>L9n(-|uI^9owgL!~Mgt~*iL*Pf zMy;n+(jg2|D7hdZTRUSTn5GYv8hZmIjnK2#yV*Z_%6yzK{&H@c`gchiC5q?3=4WG3 z@kLdN{~HHxylzJr?LQoi9~+9(x;`}@u%plHkotj%-9PQ2!|q{r6enDurp6ZI%AxK5 z5+6sKW2yZ8IT!>tax)%AOsCt=Jo- z+Zc8OAn!mh$@FcEc=Fn#-ZA$chHJ2ny1UeiCAW?}|LLVJ(2PJfu}G?@70cSL%7xBz zzq88g;du4TfGWHVyP0k8uPKD52T-==u;L}yivTA7yI#${jd#5Fr-@Js;Y#?`!d3C- z0on&mC(!+dMYT?eq`X4R8o{Qm z*&H~Yvz_&&cA3Hm?y+sS-e4rOE5BL-Y%e$D75IgQO2q|fZOCp?Z#|4=Mc}$D9uPM` z3Y^DEA}2SQ0;x`B2fHDa>5)UlLmtqq*vV<2+h-DGH(%;Y!#6k!Q|o}X>y5yh+aVjSb`ZyUd>{oz|04_!q&D;v2yqK>pBJ zESGf7IEU%Nc;_ed0D)zY7w>F%J^<#QMFPDHYp?qJFr2&<<0SVsYqXMXna-=ODOm_- zAOqG0-Kp@ej{aV^k^Lte4Auj49>sP((iNtWVMRL|kMSSjv^wvt?HV3QOp#O{l1y-r z*5i^6KKyT0B@%Y_rtIN@MLP44znIK^39+SncChaQpt5!wW@DT<+m0%Re~avxb2@;M znyO4Y1GI%lEGgZRlh|e6WBAgt6UM-3^g-s3p4REP&5KelbYmI-JqdOI9mw2KKZdGI zo|3EbOF!oRD`m&BvIh40xZwsX|4>=sg;mVv>YC=_ItLL|0-YEh#oRLZGA<@EY?H%X z;|+o0Pn@7U@a7?<(sUB4)oyN7aAmu7dsBv@uArL-nCX?+g4^vSQRWo9LWBJwlF*3d za!1 zUVdd)NYUn^=X2r2Q3u~AKJ93_XGQ;&+j^y^RJk4J>Io;kEl<9*9h#P23J<1@3Hcd! zwVPq~tXlXYf=p{3n3IH;nV9)3fccQ z-4cEQuWz5*b%1SFIQ+C)GG}5zGLSm{LoOSk$5+To*nr{n z7HM4MME60fz`}O4)x|L|t_G!5a+Yl6dLwcY&0ouE8BL35T0mIwmbz<=Je11al2uNJ zFDmE9S}G{v$wF2MQT>^HP(3>tQN`3ENyDu9fz?-1x`F_lK^2nVaT0(3Eo&cj-wrVu z_YB0XXXwV2+wWF~Ja55A9-?}`ilwg`(HD^pN;tvow?to0THkCxTa2v!7apgKmWhFP zh5y>99V4nBPDBZQ?wUCYYP7~ptGoz#oNo<(3Ewjj7rQI$vlBMvyu(}Z`4E{n8*v?> zig7zbEHOH-xI>`0PgDtvLGYQh=kB4wa`(z|g&^*zEF5wk2BH!SMwL3MRd0%tNKfU^ zCrwfszemKOVS8m5;Fv?~+zROqN`z}8(#F%>+-g}Nn3q~D1AR}=AD~sN1q+GE`s4e# z&vD4~yHVGR4CwS>|4bHVr1AnXPZp3*)@{~E#(Wg7{km9LwnR6*fRwxkp%_5#ne(3n zbN(X;=OV8DWG`6%^;FL+Jw^&2<5>W*uR7JypoFCUN@B7sxErBsL>C|(WSIN35%=bC zl1@&)3~@RKC+L3kK$iRHczgpC}MH46?ASvd2)JC#b~A2y2$)P;i13?!y* z7nS0WlY1A7nRQ(@QQW5sdL_k;18>fUq$z9--Uh=FEm8_Kj9n9mH^)F3{giICJ|$#N z$=;4SR(F@-O|wl7cO1;hbcIas0Kc1Hua-SMg({gOzaD=91t9QjA)iv$;*36uR&}v_ zremGy>rV!|pH=hgekp#cGE?OeosUYW+1T9V8Zi&Gp({F(t<2-dprc+^g4=q|H2|hU z`NoM>Gl3PJhF+2>6?fk_1oa5OA13cd;}dezR70pMNt^Y{id8b#(si z4O36}?7L#Q=V@C=9+e3F0eF&jmz1Ia&1mw)B<dPRj|!nc145~ONBgJ|k78v~7?@O&ocP!bQEz8@P=>CrSI%G*U;j@vqo zwPyA3>5c?C_NXPSs8p#)Om>-x&!8hjf6cSkhP7{(vm;PW(<=3s<0f0eF=hNi&c){f zAO0YH6ar(t!-`Qy$zLliH#mT};nKN?YjGCCmu&05dnA22?RMOR#$!ByrYb^t(8i*4 zzsPZIs~rW0C=_f?$Q{zQI170fbKs{}EuK^jpXC7Iya64*ITrgHVR!K{}PXh>M?+<~bxasSdbMKQYtA zUU&oN*6$1;du6y(PQ1KEx>Umwkm;{xe=FORn^unmJVs@qJKL_Zz8SYOH|6`{Q2hR5 z7{$*c8#Jh&DaRDKZ>NUZcX+iXOWlMxr95bS;7ETMR`+osY-Jqegqcn~Fxy3r`%ZK? zkW!k{wDcBO5Rv_8^ojJ#R-%HG&rgj91+{mkijbKf`^U|zpfW#aqdfhEk|su0CgD6 z!D&H*K$%z|5G@Tj-K`fq_4g7JWOsb1HMx6Df$_W3{z?@7BA5^;fBr6H`m@IRjs~}Y znJ0d`{2Ou9nW+bZF6`zJom3HLuM=O)hvV4O(dd^QTfLriX+sxSqyNfMOG)}4X<|lro^JWl-kY9pA*E@8g}soH<@fpNppAKQgT>B0 z=RrJ&Z{ItIf#5?xbMH(Lk@W$ejS1A(m!RVCEN$SY?$g#!&AVGMgc!<`R5V>tH@+ z3D1LQW8ehOg``g#zn1k@-0e0$5u;Yxe}n}C0jf3%pThIn4la*pHk3EJ;kUvf8TON+ zB=>@F`&i4ie*+!y%EcAtN?n(7eBe!hz8(p&6AI5G?h++mUB6$9w_3N}+^-<=@r8V; z*e_6Xr&h^1-RCaAw#cbb^he-JYs=?-s%y4;+zJmW#GakYkoK6rb(APoxH z;Dnw4r<2|OUI1yRJs$!h#!R#2?3WX-6cg233+e|Z$@b>xXgP%ERW^PDnm(7!usjqU z9BnMOP>ioxUwBl=!s@;GX5q@NA;G0XBz5Ryyl73;+PZv2_Nl_?dU@ zLZ@LE_>!L_b}L5@gvg9u7&A}SXJ9pJY1o2#!{KZsz@W>+X{=9Smqg|@ z27MO_g^K_`at;#j>5vVYh{5f!j<;+oH)yDjak=x^491>BHakRAR1!VS^p(ec)ZnEH zwQgNtHsb~mlJ>>RUcK>_aY5|U6Kh+@a@B5}0aB_t)!0mO`*rd!YiwN?<~(TrTq+~S z*;F+!nCFFk#aS*Wm<3(Q-6lQ&H^ur1Yv1(`7ebjzUe`&&@Ey#`YCuH$t!Q>y&kWeX zyQdc?hqT*Y>3J|viQMR9qHKydzVwW^eL578iw0Nr*kZj+2vM@@Gar zlxN+^K_jZXbU3&>+pnk*nme*Xc}g)zA}@nV+Zt@m;l2S3BnKT{d=Kuod|o}Q|6-L- zXSnSHbUPE7uj2!w7t7eOn9}g1?=ddENRL<#cF&#UOo5tvqdTBYW_hzSHtTfHF9WA& z$YKBd>XQs)&K$bU;>DtrM}{E~uIrWL!m>L82Qvwh?ezwdu(IM)L>NimYK z3(3mMV_sk)BtXUlYzclztsff<+*a6J_%9Hk0HB)KpG}ij+oKhu4%B;b4g`5&y=0Ya zfZm$EE+mI{;`RcM&DUm)4e_>Q9~9QgeG*9{ym58}S*g<@*{vp;%?;pp6P6(QI@mqG z1paenMM#B$#NXcvx@l0(GXsWRy@SzIJ4Dd_b@q~}90}stlUd|iW- zYV@Dk_AV=OJMg=P(ts(0LW^^B{;Jj)5#^~xnOTN5-2xkzR-7Zv)-O&2N&<^ljFOr*5_5!k^xTPgIZxYOCynyYqRIc&nI-)H~`2lEbxH5-e; zsgueYYan9=t_yu15%Xu8MI1f<%cm?4_1BmycyW81CI>EBA`S9@q=CtL)F)3sv758NClg6c<}bn0l^& z1T1}BGO;dJ!2#=3yDic$lXEl|RHwiy)&_?7{%k)b#EPo;n0Z9mUC`R`VM6wI%giIo zl{cYG^RwY;lRT|6*t&yfuL*-nt2yldn|w%;-(W5HU)L^tehcuo?8qmj(ICB`O{)Ph z!ja=WL6DYrbG&h1Y3FW67a~)n9Le)qERgFi?;|-m_0JnnGA< zM`eZvHWzh}u`yQC1Q>)HapC^30z3=!)TJ%JvRn0S-1HGpNK_1McRiYN@=DM-4oKLB zap&Rz9O0{e@+m4*dYGNuiC&x2zx{I)jOe*sZu72oM~hET^&PFl;qliiI&WTW(Q$y^F{;=+=UkUw@|uY~qremrLxa;jbTYC8 z?GR#jvZdE2o4h*?RnkKDW!3%i{WuGAKP?+k=5FZ7CeAOQ&0o^)n(@Y)%vPX+ zAS^FIs{t?^N=*=!7$)Z4iK~S}>UL*^_;-XG1_3j8R07i@?*0A0J?Z#TiMjcg+t5t&(SpwC>^p+ZkKyoV9i^5o zK9N~e&tCPl`NLhk81@6s7q~P?N=n`w+aF8L1`iP5xI(^ICwg|k`oh5PL;lbp&VbUw$DC z$ukzdQQ$Oet01(>fBv7DyKriVGigqyuRY>)Zn$)@bZvjtd&a_Ux~z1Rh1JA@o#xA0 z<`{hGT}aV0-_5`@RokH_C=< zpTE9m<-&SW>$;&&O8_chIA|16tK$3Ut?wEm)^6_&N~$*=`5WIvF)p-iR3ugpllAHZ zj8HI9ZCuH7fE>3xUK&Lzo*n4pm>i-Uo*qlo1xs%;ibN?i_~?EV!MojDKaWqi{SW1h z&WN|oe?7|<;wi;BeY5n)TV&$l&oXwRbtA|wgVU6Aax@r+Fa4fiJU6_K_YaBC1x0c z0qje$59hAq9cs^eP)Qm7C)>~aqkXO_qPxj zCg0RS{v$G?!oa`+|AafPFgP9KCn=Fg&brz>eZd!-HcVHjw3vI z*-Wpj`kjdQXc)>pzd!mc6u1Q*96aiez93Qp{*Wlv!rRmm?dQvbS|^Cq2f8M7Z)YI$ zIQ|Icg6&~MSkH-Lky850>#9zwAh_V{oh`_lzW3ES08FGa4#|0nky@1!Ct;R(RrN-3 z>G~E}8V~`S=V$_)3uH!2j}UIzu>qrPzW)}XM$s5I+TQ~AdY=x2Lhni_eGyp9!@0@y zNMB%-&+hFh1U`*?u=mUt67Fu=Iy&6+sZLodTr8B135HN<=n}SE{0|jh%Mu6|{kB@} z=8}>jj^Aq*Q!W(B4|-JVudEdqgCfO!Xfi;ZCrVdQovja#wUTRr&iWv0vy-;Np_sz? z1!NL?$pQrU+&6)!11(6@l}SoO3rW6%u|9n4k^Su^`4$7#Sd7PRgB8_&CrT?*VLR`c+R|NEQNNVBb$nvv^`L(#5uFYLR^Q&hKPOg^R5 zSH5o{l=EV+NMxgR%0Z-Sb2Q}I+QU9yI`_f4jt!10gNSsE)YCouAUqV~CD>~g6ew3f|eHFq7$75i@+#*6$rp5 z13ck;MmTzX;4{hVs=kB~4wmqn=bklxkGw&s?%pypz6_8edpdl_eLM(^CcUtOy@mzS xU+Vj+pFybt^XnB`u-Oo#x6j&Fi(`~w`}0ds0^4%u8>8 z^vGb0TzSDjZfcr0-Kz&LqB{@chWbHnyM(t~ zUq|W~O6b6|n*5qHNB=a=j=&a}a-53aJSTDg$!P#T0L5Ro3h5VI>xA^UO}WAlExbKf z`F;%s{d&Jii3kH203gJuj(xd=AxI(QbuJ)InF@d6kLltTPfBgV5ZWdBQ(Y4y`x8N~ zEbzpbn~%lg`^rxfAvnWYYL?Kd#;O~%>ZvgP)Hrn2bu@#UIhE7+oWlE`=zXlGnwgwA z>!t8Z9wJ~W#G->9uqU&btU5}TqG7;vpPee3q;C|5+cJwvubL5hXA*`XI4NkhAYrCc zsk{pdWy_u{On{lX zBg^1*wjPI2_6)yS&N9wfSTASyWY?&#mQ-s8(Ao@PPi9OoVqTpgjelGj-SeK*45mLt zj%aP4=>Y~nxp_;2gvqW@0^C~b!Nd)VvuJr2K^zTB)K?iZcGts(L8smaqXOq&dIv7k zPK)zeSP9<}!iC+~A$7G1$cMvjr@v)V{q&gAhyl!@cjFUi8SE#jG1Lt9TRtr`%|T)jT0 zMAUu>%Np>f0fw9rQwTeQlJxX3)D*q+dPy?tKaL~v9vbUi1F%mJ?9poLMqw)NVh+3W z!ecYP_5RN(^H_NmbqNMG>GHR4(kV7um0@O}`)44H`OL2R#ZH6yv1Dr<@H(jpeo=a~ z--Iv#{{MC*;CuWPYpnwz|JHsHb`UhftP^FaWeike$bB9ZA}}=R+?8#DTJXkl)t#Rh z4hhK?wXa_^qumBW#u;&wEoR4L>#>exxe5rHRPXL0I;~4Y)Smq@#=8~yuklS!p0Mu( zr#C$PWG&MXoAElx+%st?aaCOyq^G^65B#p)A1#a-#SJP}8q-uo>+RUGeBn5+J!p|p zuH6cy(0DAbQ^NX`icegly`uhl$pO4Gg}A)RQ<1MhuBduz6Q^Od;gbpdGG%u0XE^>+JSbbZhH-UR|FQcD(Wa{apDj z+vo<<9#7XjwM$lSqvDhuw~Y^$LTagM;{-C%Bfr3q57v0^cpA!)v;BU^SNOtfYV5^` zdFe!PF%he|boy1QZ=XF~&izW?{vP_Nup498+OW=W@wi9%LPk(wvEa&*l#4l^qKf$T zJzOA@OyzuUhE`@Nd_m;feOe+PnhEezy1S5qO-`|S9u}askc#TD=ub^i+;{u=i3_o> zTEW0HJ*XuK)+CEqgA9x74WmjtwoAJHaa`ww{pt(lv&ZXLm293rYwy2f&}++ktZC!$ zZ5O_#E|9)WPwc^PSf^OM&HYZNoTqXU<%^dC8St)-8~$=^TreA*P`f8e*YJ6!OlIJo z&SojHqZVyKczm~*1p?6+3;QoX<6cHoZ2QdFJXAA|c*!?D-<^zDrb8fL@L$wIui#(* z3I}D#TZH5#8B+KiC?4X}KRYU|JZ36vbx_O+cNnKto=!dbmoL2=+00?CK2AE8an!0x zku5h0LEmcQ%9Ig3+oK=I{cBq_>V3D#-D;`ka+yM!vDCcvuu7-J6a2hMb7XNz$m&lA z0oGfUPQXyz|9uRMcg{P%;=U}i!>PPS4>-K}%EoDAt@vfcoq*&!jR^&C>su|0y~j-} zr8`g`9U-sOEJ%zC@J>C>Y^(_D%BMGnZt$Ymrr)8w`|g*G?)=DA`%(Uce$4$`e#Njp z+C9a5H5&xA<-&nqJ^h2Vn-;;dae;rVuB)=RR*$ziZ;@!|b)X&s#aA8^H%JT4!=94n zc_wViWBoq|y#(>fuc&c^ z_|?hywLOc^#XnJCU5dT&a&|M~zm(it9m}eSu_u?C7vC{COnQ54RVpX!V6|Ca;vc(O z8~n%xQGCY=*-0~*5I=${GCn1~^u)LN0I;aTXKk@|bA3dLI>ganIi~q+FA~}T=S$?K z`7iZi&R84uy3u&{_>3MhL=~VtWEQiz3Y+Y~y*zKK}volSvQ7$~;#6lvCZ9L<; z3;7+@EV6iYUGkJi?|Mnx{H7BO`$s<2XJHBYwgQwYF~kp@0}O34%f)E(4D z?we@X5*`;~ZNRPzwgx8Dh`XTs+8Q3MuDe|A$NZ$HTHp+^sVO=6Dkz_vO00b`l>qrY zYf?fEn@*C#hZ8SJ&(ANFw8Mf|k_75R79+*1vakd!l@4@97HmoDLy*GfgvuDSWqXOG zf`VvMd?j5i+cUHCpRKm|f+Z($$=t6t#eb~bBrEo71m~S`@>fA51%V@m5XitEDZSDQ zpZnS0&mJcDrF+dqj@?6RO7EB6f5kg0i4SnHvgk~Rrv*jB3np8mDP2u4+qHnwsS41L zwx!kbo9bc&$sMX)@dmq-$%45s!*+Iio7nsp)Knk@yJD#2(DWljsjH47it!yyiB8(sR%-z*BCao=}`Mu?ZLj)}v?RjYpOfYewy=rj3Dt*x5jK(Fv* z=q`im`lH6*)D318E5A>?h~Z-=^Yj!JpDz~LGJcz@Xsfl@^qv>Spo9V0peU;B0y!ae!i=Jh zvV&8}D2(uHv@`mpOU(R=nO_=>8T!|~_MSWcS;c|Zudn9m)hSCn!rp$8T#Tc$(#m$J z!(91;Y_5q9A^4rPUZw2FI)Wf?!v6KKl*V(2x!~g+>6p03?Yk7!f(PLSXgIX6B&zw} z7^`EpgB?c56|dC5X-?R`ZAoGY$vd`Y@h;N^#dSeSxzju0@jB-wKEXewpTe&H^jkOZ z8bRLPScpws^%)_MwH+$a+?1OYlTwlIPx|cd{vI{W{qL3u_T9D$sM|O@)FXh0?cn@2 zPIP?*Im=eGyJlnm>UO{2^jH)LJU1{koEz363V5y1fX^vSiA9fnc6ZF%-t*@ac|H6* zay6-bRqFQ%ac_5E`=W<7NdMo7^TD%qqXJKHa>6h9&qO=4SRd8geA_?%yK`wf036GsxP!(0g zL4tgBemN&F#W-&GD0QLQ5;`Yhuupf;QieU&e|5jAaKs-q@?ca<)?T}avaI)o7#p_6 zh+>O9`;Bc6tHZiJ%0^)fHPlvb{Bn6tE^#JEk48ULRvUm?F8*U~X+ZXcPL?n#2aZ<&!B7>nlMA*Ub%&=b)U zce2d1Kn(Ut42)a8?LtYL-|0SkG|-L;q6O&V=+azPZOU($A4+Dx0(4hX`%v(9BxtFr zI|&pda%f4oQ_|CLsR+2X&V@Occw08Y+G+9b_yX{WYYuq%P`ePz_zv|-SNZS#l*K3W z3})XTZ#ZC0W?%W(IMp;vVCL7`9H&GnK1~^@=yKuq1!gwM9sJvlhsK9iL3Bh{wj%W3 z&MtOY)qGF*8+|j!dW^E7!t8?VwHjmfxOBJTvj;+I}v;V z${1A2S+0F~XMU;!G3Y5vVb$q>WuP-C;_1f(EJ00<&{}NP;c&N{O?OHYeFcVzF;NFL z7n!-6F+L}Y@LW{RmqPPXHZY_AZ^*M|XROkapLo!);9HbVCSy;%mi&lA2o-cz%KT6O zsh(>ke3bYvDzp;msAk?&kFBMTurSYk&Yr*J9$?G9kiVneZ?9cPA}#lGKAxUy=QQu} zBa%Zqct;Xkx+2Ypn71vLcp>vr`Am;u;sFi_7H;It>S}+N`92|{OKBRHa#!3t$fdrw zR2W~^5`ORo%7${|x)V_cv0iKWb!d~a?LZ6OBS0!tD$NqinTCLM$BDDV3y=(KH@OQ1 zO#4Yr)A@V^EyFMRLQHVtkcFbh_)W}U_?Ug@Y4Ki1qXaFp3(RYR97oA;32C0u803HP zix&UB9wJ43>M|ji9St=fuw6K^wsc*+kx0S3jlP`M^s>+LJ~VDOM(Hjwv1E->^F`lU z3`t+G-Ys5B1sHdXrwdEc3eVr3Tm&1BlNjiJG<;uPgdmWGV_avE@j%3wI9o~4})O2TA#0LB2y!Kc56|5JCcB%wpsfz4!l&7XA|xb$+CRYsLe-*0rG;Em&IMQGQp`mxBT8D=uJ8t11j$n zM1+0pF6b+9D%PuvbpA{IdXB{J7l{-E=yn*hbFWxxx~xJKWeuRqgaQxsz;wKnzXXaQ z24L+ate%IZzY$!Xzla#c{5q;UP!p(TU>P+~Nc=TDKW3Yh+Kg9pZRF=e5AxC4hP4X3JB!mgi1$i%+;{VWuL#@-nj3Pp8K5>ai(;wa-o z?O*zA26dFrKu=m@x&H+Cb7OK~Zs;`VQf0!pCPK(EeQ> zta}joG8XK1W`7%5#1x8QSFvP^V}VWLed+}|F*T1;rt&A4S)W-=4#dPwsH-Elm>7ca z|A>T9k}L0qgHpoX7F#lkeO9*vlV;W_uP|h`>Yt1!D{>LPqLCn?=J+jr_rixR8l+ux z9p3=xcQ-^+??;uI@tqEC9IB=b#JRg6gP>GniWG)Z?o%PWolyg#nNU%c1QvzWw^jD* zj0)YMORs_D1fW1D@}US9lj$;_>gjNVbxUF)UG9~iQXjag44kbO9E@D~TW$E054S+ihZ*dzYE+H{b_`->6 zg2~ryXf#Q;A=^)slr)_w%Gx`?`=+OH4_t3l{f-S_j-N1dJU16v?7f$>iMHVSQM>t%Z zwGYX;pClj-HQ40GS-=wl#ewHeue+djeR3=e}I2+TB1Q6!2KgF+JjKQ>rgveUw&&om(bQdvpWef-CctV= zCg&(Dbvt`&^XTQ6XKwbQa+rp#2eW2r3tu7Q23I>2cke(sov-Q@RO+i~TAEz(JmV7O z6>(Fb*;X4bc;RxYqFrZSKB+$ljP}wkU#0A)X52fEkxXdcFb^RxaldXZVapr~idWk~ z&QX0m^!~fjRi3 z1NQ;pLu7%RsAGZ+9qHtlp)nWRCoY&|d-OW)(BaoLH_|szSNJRs+s?)6&A$Q3DVmF# zv48ohBT6E)ulAZ|kO44nLrS6FmLgf&(5n1`WP5mR=yoJT$>;G-x& z8#|=32Tt8P?{#f*|8s>i=6eWe8{lDm&#ToCP3}jvg3F2a{2o(-JQMxQGqDcq^|Fvn zX58HiNJlK?x5AGxKsisz^X0u1J85 zGaNR}VW^T5O6a6oBO?EEk@I^jvMsMR-(=Iuq6C#ybKYNV(jQN{p&ZJSh^Y|Ma*=WWbo;UT^hxJr%1hXvq2*qC1`0qr z-lZ?c*^|sCp+W`j&?;8lbjSC$tB{iE6H~YnD3XPbxJVE`yAgDvY+2kkm03-_o4_nQ z6$l8fKE(8_zHIzDtE2437>tSu17)jzHB(lq$8qw-WJehmlIiCwX#F`j%=JS$1J62=1?GxK>EO~tVX*a@VKuBoPFk`1ljVOfd z8)H4?ZH)KY=O6O!>;c{`CNWYf3&>`$9eIm>nvEWweL#H0ni{C1T@t#`XagRvYvfHU zu5G|DW1E|!?=5;H&;nfTK~JiIc}29TQbLVhF7JjTO~Bkn*1J6KIfP4iys#P}JZ~<* zIg+{1`SUyHu)S~CQFKN1q!vy~ld0v}8W@lE5&*gp&4JmA<|b|~HxIk8#lfQ$88Nc? zny~>~_1wu_jUhNj#R#uI?j^y8e#xndjmrlZTU7NrRh)*3W)yFmQmYSVsn|K$2Hzni z&k(mcTV(Ds0%nD@K!Gr@IZ2XjqI;#z!?H%txkDUgST=y8?Id^)Igv{;$aXT}!8A>h zTF~$<9=534vjzsxgWf1oh&*!v*O?d5L1T<+#W9<@16CJk+v(o*VrY6Vt3q}Yu>0*J z8#B59?(`M~nCrF;T{cNYsq4bTwRsfbB9PY{X7}g4jVrsY1)$2ICommQClaOwbAhQ+ zBtAQzCaxPvm)PxY5Va)jLk$|MM)EO`rdQ^hv({)~qZkKj)SME0*+k=eLu)STz8p~W zbgsN}eM>?}ys_xyRfnu6u(!YR!ZPL(yw9A7zcUS4c&*Y^ri6zl7)6t8g5N^rttS-3 zu$ZOv7*b~w%63vfmb9~eK?>S2iTh(qoTsM|LS2ekvf>u)Wi#(xNl=#?5D!@!laYUF zbKbdkF1az)pPo*e{?;s8agyGe(RCawjfGUvCGi+2iQbnUmzTU=llgh^L006#bcuzj zyP_JlO3yR*oU3nVp#Qv?ibEoCHWo7U1P559#J`B*yC5+URd12VK|rKHdWwbk1(RJo zLpfF60*p&FZbn&`fC9qAJ$ipXVeU`NtQEfxz+_2g!HcWSkP7}fjfau-E6ryD-eTno zPE%aJ@*DqZDxH>0LqxUKOST^@uu{aU{Xp%4J|K~mYsq>$C5rC3oY`HxHPc-G02M&0 z8C`s73ijBZBC|j?YnZk-9M2<$XIs*NtUB#bz9-EGvmoV;Z-(Z=arvky3Csq=m!2r2 zI12k^C7yg%x0&Vyj@U`$8>AL#Tyrq9 zQF^DZ5@?IDIMPNz37KszRHy>(Y3lg=7cE)2e!72pn8635O0dtJ2dtOWI{?@Xt`+qJ zNlfl74RI6he<69c>I1;j^vynLO0iGSM2pT!Qf82`;72q<6!4KX?Z0001x C{*vne literal 0 HcmV?d00001 diff --git a/translated_images/km/overfit.a0bd57f717c15769.webp b/translated_images/km/overfit.a0bd57f717c15769.webp new file mode 100644 index 0000000000000000000000000000000000000000..8e30e2edc878d8a89b025afde06c4c2d4fbc3da3 GIT binary patch literal 31258 zcmcG#V|ZQb_XQf;wr$%+8{4+k*lO6IvEA6V-Jr44*mkmSd(LUk`RV`V-kT5m$$r+_ zYt1>wm}AWM-D@jJOGu!20s*Ouizuima1lZL_UiJo#4&(2SQA4vfBH9Z3|jgsLh@s0R(>=rTkV&f6D z-^|}S#H7iq>k`fPdz{-XSF|A2Veb zrw@1pcwH~teqCU65Nysq6IAjA@~!k+2CzOaU9|wL-xeMLP8-vLLw<_@ZGh+w=)?Uj zVFzFX@Y)qi_}CE%Xa#Ho+RngV5nl*jW3>dI07rg)0-pp;0mps?07Jm>f#_q`o#1_T zR@aGuzu+1Ga0dkN000(2?*VIqC4gPQj<*SKwDY=)t~G##V2j_$HR*NivR}(vpPv?B z`Ym=>8ShQ^H8~y7=lj)H@)_~r{9bU&&syLVz`r3ld4Be`DIn}e_U8B|dX@0Je|EB-8@hEurBR@aD<6E#F?OWLo zT)H05Uj_F70KoS1G~o73`|c}1y@m4#@Miz@BHBfAzLoS?7x}g_{AoeV$2w1-VVY3u zAhzQFqXRMzP>xOi^SVsIHI95#^RCfrbN^=y<^5maF3E6il5F51$?&MjnErd9P4ys4 z0%Lpu*o@ZycUG{8XypWru^-g`SDM-hjn!@)|93SA^4bHw5C0#<8gJs@C)gi>gpr2( z-)G4dWbYK?qy8h3R5`B!`E0Zg%129Hs<0bUQz=i}YgG5Ho`2#~$6g*F_NnLp28_9# zm&=DND1Cv5xrZ^2b%h=QR*c06f=pyYU<`KkxWVxuN zsQQIHW~(&OmNaqDzv43C3yLH9fH%t!FADiriObjBjsGT#QCJ%kDXXSBM!HSqB^>0J ze9&+Sv=O%MOc-iVG=jLHU)9jsMWTQG9p2vz)EG&fq7lEHw_`H+n}o1lpWs#5yjp(& zG8x2{kIhwm)Y!RdJB`7AU%=x-sMsnV{hPUU#3yJ4|5+o)`4^%7jts|RW7T}uBdouv zJ~I+l6=KD59sXC9X%ppl^f&Vu z)cJrOe;5C+?w%Wo?lmGw2QYnd_(!ocEk3ud68x@>cwImq1;$?QPlA>N&)!&g&CSbg zY5uy_9y>e6(=S~9LJaF2rtOgF3c;G0GQcJ_g-c1w;J3CAWKXv8b~FFhobi^fU9vbq z29x)C4O4H9-m@5f59H)0mwd3px2Yd~wQ>0va>h)&>0$|o3eY*r5&b%dYza~ zK`!QhA*|N7^j2chb(`-$s{OMMoN+fw!+ATM8@v+7wg&=Ymw^EQwyJ!__J*xc=mQ1w-#030{{u1OUMi~d# ztWX-_Z(U9$g0A*ET{|ica^v)Cqbf15Br`F6ea?RSDq_xrvDXwDo*5me(EjU5z zUy?r6yd?7a`yRPPH(17vP^1hK5CaCidLZ#l9QpssW_qjl9ade`hQIs2pVKQ=$LZ>aV~Wo$j{&R^G7CH-t|ybR_QDRMuV>7jxDrh(|nG zLlg!=Cxw4^#Ge9uXhA%>(mVVQ*2NV_$Mm=f;R!2))?R_@|LDWAnKl1nvb_xKkopOw zY|lTr))KW5F!}y(ajbv-=6$0H<5%nZvG;5%b(GQD*d*a+#PR>^_9@Xi&Ro{sUm6BW zQd0Sf;bQw!J|b}n0?%j*a^bX*Xn)-EC*@dW_cluY`T1gW|Ik5FWS9H@lyxmAH?tcG z_g{?9bqxPlGtK@}xy=YxQ2I14o#kZ^x&CNz@v1ia>R+Z?x2Q;lbyoqLG*Zj59br0) z<9H?fJH9`GV|Hp2XsNPD`_*jYVbw~1WxyoUUU&%l5LESNzelDB{dE>WwomzohS*jr z>7msOTeN2bEJ86};Lh}o!*c4sHP`2t&*`9t7!m=p|8!V>sA;CJ7DgmCE!L1G+GNXIQ|r7=Jab7 z_@5v}eNd8NzG5t*KYS}1T=z9aq!oa8aERLZGtj?%<7eR-YK{eMM1CfF*iT-cBS$(G zSOdGOG$p8LrgYL5+~`O1my)N%Ad9WwqHLe1{+Y05rs8hJ&&<^_TJTKvD(jMG{LE^e z^6f%u)%pgvtPGd69RHT%U%6E{W75{xB*^}Fp8`9qaD*ORn#yn0Dk92S84diQ$@d4~ zBAe|qS$fdS5_*mVXI0wPMfCc48XTSd^+?r!u#6zr6BEtnXY5;Nk~{(Rs;De}A-O@b z@h`6MJnoz=8LGd#{x@>56{d%9T2IqWVxG-PsaJ*#BnFBKs}4O4Ch^irSqle*KQs_c zslow#iq-rN@R&4)@*Lbr>1|>e8+`u|`|(mK!-z6qk83UDv5Vut=tmj6^0 zPB--%T*c%JL2j|bi|^FlrFbkrCL42pysbt*05H?ig)K_?JZ;YJLhFCi;PEGLYHo?#jE1uJUp@g|yv{0ls?E zeZ+&Dyr$q^UTmownlLC#|&-|2(7>v-)lvJcwpI$MQeA>d(+mh<9ar==1YO}n)Mn?Q zJ)e~y4p=9WK`~7OPdxMTYhJ9wq)4dk$kldbr<`_M7N`&U`up!=0ixVv_T9Iito#%+54?9(|ImAJS@6aELUo^IYC=$Jjyj0cwvub}2S~3IubWwS# ziYKl=)-?h1RP@9@M3~8lpKp?^_bS>Em0jFf^jBEF>-E==lGHnK&R9s$5^8*xAuT95 z-xAg1QYLq~mgFXle@k$fqgAf(-Qn-fld2t164z0*_QCo=g3jjI3L6e-NT~If6tL}+ z5Byng(=x|A^ENboF8{QUf83Kfi@TT8`k0xi3m%eV2Hr)oFwg5%rYqfL$qj;>_vph% z*hYy5eGoj{UBJiRt=JOeEcvjbZ+9Q%qi4)YknnY!m#@;80QP*z}L7LZ_bD5C@SMDCIm5wzeAYUHZd+;j zF-$Cf8xbt*hj%-vAp^kcj#m_Ty>Pi}Trn8WIDO>2GRkB_f4b#=T}sYE=`>sq>R}bE z5pK(@J|zFhz@n?D2H(j0n$4i2QeJ%SEOl= z`Y^{|S)uc5Z2I8{Fm;wcYx0)sz2=K;a~Et)5n)@Op>i`4&tk~U;ND7oie=U>ZxX>&Vaorw>0d?qqm%!L@duCpYsMlIcn=P2cl5k_5Bu7ZXZtN@ zURnRIUK%S=g58;#a{ri^t#eI-78^uDJmMIK_f+bnR>CmM;+hcXCP?k@G}9zjx$4-W zn;p$8aUHhDXE?S7QVVSRB3b|cIgNA+cPwsavQ7Tcn=@pY>T9XQJ@nRtFJajKyBEIi zW^bJ9#Uy`iX=x&!5KvEiUap$hd~0dYPw#nkw(8;xdfJ=wwTHZ&D1BK+JdRU2{ZfeW z@!uB1{~e$Ij%fr2|EfRG8=y%E=#M{;@bjJrUNudaUdgu)qea(CLuF3ISOx^ly6E$U zfn!`iK_EW!LQ9f z>^`JlR8Lqw_x)Iv3lTa;q^VBdDLnNf4_A1Rs|s^)Y>br$nX~`2Zfp{>fk)onId1b|No1;aFT@6tn!eVacJ zjcPkq;$vhRV}1!-h@6uZVH+^-`g$_?GjZ3drS0ao#p?M!;|v05kki#nJ1qkEL2D;L z*+lJiR@AYq%1J6cQs)PS zEJATEr$=|Dr+t|%+zTK^4N7auVqa9LfF7n82K!7Ql&=Uek0wq$Sr8|3$3QtiK$BEm zAV)wnE}b`XLzw0Vv&Z*S`Ke7PAnoE+DOmnsesSjkYlfysrE7K4%!FP~T|=g{OnRJ) z7&gLX4^{oki+4;9ue!n})ho5da>|}MPsYj-B956TpQP%qRE$_bUid_v`xfAR=W~vt zjSl@FuqU6dsU|&y*~RzDQ6I1RA`)a|#@v1TPQLfYG+}(iMcw44Tl?B5P6Tv^BMJjr`(Wte1c?s}yME@mX@bXQs%(j@wjbzTv^$i&;kF&e@Znw7m&~3V z{N^pP73Qn))-66Wg!fD%;=i{yiCXH)xb$O~TQncejUi=`YC#gqHI;GI@b6bC++rv0 z;vLM4Ymu9lGlJKzL&_DC2{veDtA_`rvSF5lLHDadiNDyHgPQPbekWymS& zbd$`VV5p{*O1CLKn)*OTm*+tbF97ht2j@ogr!7xp&^)VnN^Zkm`H1+10mZnW4$Tnx;HvPO@X~M;5E66kN;x7{eVV|`q zAiBlmZMEsODpLc9+m&uVUVYGq5Hoc2buLrlauDRq%aSV>i()%P)^U1IwiDD3>)+@v zDWPg>57k{veMv?}Y>D)dC-ZD9)^MlSD=ojvoN|N!1WRCf;Q5j4_4<2X%{JfD3F~Ja zk%1kMavDlKl1PErzL_#b0=S)i6HG_7kJyqCl`{?x2}%Vo%HK=ILW!l~Xd~a)jb(-N zlR|RulUfLZNV*Yq$PME|tnf@E-)vOB-ZXotGA@gqv{WD?$)mu|;SjsM^wN7Rdir5=Cgfr+zHl0r)f(zg8238r#j~aiat0LNNrVRZ z3#jvR@qO>Ww!Fw|(Va9(GuN1-ZkVH6JErG>)R4crf02s#0z1<2$weilR48^N&t`#) zCMpMsBJUmYPMcLD*$sG7+S6SfApyD4CUd3E84rA#bFI_w z^S9r{Zl*#d+*Wsp2+WpI%^; z$$%?^({qPb^{*lYja0a>6~I?nk3=I`BOh&Fy|CNs3JzLeS1T*|zc|CaaGp%Z(jx?z z-$z97ttG^Qp0ro#DfwG{O3wj&TzMB4VZ$G9B(%}$4>P=O6IO@b5R6M@#z?#=HW?b89*RrnD@p^)Yt;Y{&7C`=imZn zn#x;-VLCh`t1G*yRxC z@kaNZDV)3r<3v7nHeEEiFER)2?$FqE)wRyQENoV%Ozt2iGEpg!T6BKaUaX^1hv)=? zwRP#v-%x^dB2%XUJ^~j~=Nx5ZCv_KM^`?bI)GC=wil? z^tvYqN8L=>06fGN-Eq@{$@V(nq`jJq1XMB4^-!OxK(dhf`6(j_CuBCls^pDgTtYNl zNS>b&tkdK?vwenVj&>;^yIL>WPLosdWLHJ=v`}|~cCpsl>JWZwgGKFYZCAsyn8Y+%@xFg-eGgFq$XJ^SFC&rzc>T;q+6@iyfEaijoy2B zm+cwANf0sv+a5%|cr;Tr9zGqc*UyZl+kAa+vRMPeJfQll|DEdPnGmL&SnGIsI?E($9T-_h6ey~yQ8 z@N9FrADD1jaa-MQ7}|AYZXYR3G@$H>B3#pWv(|Fny!!}JwL?w`hl=BH{T-ANc)#j$ zR7DtNP@*201-neiF_*Rk5w1A>Z^d5V^C`E^}HD0q^*r`^F zCce_|koNizI5)6aBA z;~yM=YnRvna8Yk%^a-_K6o?ncj{eL@bBcC^aXLP|r#u>L-x^Ip?vkk@_5JB4HK?$^ zt9K!#m0rw!$Y+2{%)>q2V+o|Vpqt_87HPv(VP%Z1Sn%mA(t`my#&}gf+G?pe_%!J> z%5si49D;1kIa&ZV`Jms1WadJLXpVKE3PfxgTD}PB366?K8)03cTo& zQZ2#aIxyHL77ZnlaP>-=n^XdcMMd zxp>gV%^!4hEDX5P4GYBLzQsu#rItRUQXBXjeZx|_&q?kWQGQ4KqD#Vni=Wv`G?kXU8|GeBAhgEWF4vd z7fLAXy-#MkR}99j$F{Z1eLqfddDoK=AlNoz+_HHjZaoV8adwpMuqO@}ZWw!!;*XlHZwKzv2nL zBX0(SVgLbJ&(x48V`$>0_moZ*I$%8rXcLRR?=>w4*1%J*s-}EAuV}GKd6;NU9wxX{ zA<|aZYhoP4K_4~ubx6U2#n>BB@ThErO_*s2zD%hD<0a9C@1*;Dsd*sMBzuTM`4nvN&KY8D=7v8F3@)sc*BI{o z5}|3Q1OH%p3XV#=iB=`MrWb|Qx~r^e$`nW{^J7DHteM%zHdNern~JDxSpho?7CG^- zn(w&$gX}J~WYGxKsuvP=&w~BHJ_4Q1nFVaw-h~ndflFSGE@Q#{!D{BRr3HEnk@kDd zd<^IVgRK4h_W%$ewLY{2>`(U6^;bQQ*=ST7Lcl!DJ0QJR!^WF)ecceyFQNL;Jj7#r zrWYkIiMYe7(;(aZfEWkH>GryX1&b8F7ftHA2mQl`31{gVF`(Ky<0vren=F<@TOezf zF~`rB3_JCDqYQFHRp!v6U!B6^yux0&c2kfE9T{9we5T`BIz7{qcKZ0pzqKr(J}II~ zS`%h)d_F?hP$uj-0cYgi)&{5Y>j#MYm`pPVDrEcAqrAhBG^tf+YUMLqGUK>y*1?`2 zU%*om{E+HQdnY}fe5>#fmX?5g?6=mY(xImjOMn6qyG)VVAnPc0OWTeS3 zO%?@ApIDm(Ei(22Il05fCV?E_d1zSGcyGO!IyFvWN!bC&DZRY5R(LLWLRVw-b2oYt zIap@nuuhDST()vt7I{AL=?J-~u< zVus5jpf7VGyV{+kuD?nrRr50E52J9$BgtP|zwfUJqXm$|mwXlvwdiCLPwd&2xR3A6 zL9pmiGJPP$$i0C>{rAq+xQ4+shMQ?$Hn?}_ef zHmwe|e?r}4D;fZ-#|mU*Q|&T|-JHV_X#>MPw@ZoAKGn_et+wHwS1{naJ(gMpv1&2S zOBo)$V1j~sR((3+^4F6FMmjlV1+^!HqH5B_4EA6p6ZgW{lfMbHbm#|3;`{4Eb4;upo1m4QrT9*!sfCA9c2SRJ5yzCN zJeDmKJ{K_Rn?m7xtXCp86u{#URRBQqAAGv)VnL$NW%|oPoJ&!>ry+U7SgG9{uc~j6 zEycD?P{BsOG2@vt04JaYr5_-NS5~I_^I?5H6PBegwS419fTlBUXtx>J6O7_bfDvUR z@!SE3B?06t+&?|G2%5k~CxpB7d)(#fGAZV-E3khi=d5%v;yE8`szjc$1S}8Pm#H;uO zr{lPC-dweoZOid~U*{KS62$RfL=2+w+}ch(e1&<*ZEvy^;Y;Xe-|x0;VgwCzYRkIa z)`W8<7sV_?Lx~Q=zMYB{nr(W?Znu}u2Fujj%JPN)FXR|6WfxhzQ`PU#pX;-F-<-ix zp@H)*gau8q$lVf}Xt*(m4uX9fXWJnDBQvU(E(KJx92opAWIjJ2@+(Ql=6+q$)BEA; zO$P2dRL){xCLnNG@qF_Z_xa|t{9Iccm%-!L#C3-&-a{TcgRl2-*ccE{5nR*uo9ck6 z(Y)Pkv1k@qYjYx8C2fQZ{;mBd;kwtgNavdfGBj%y9<~s-jh%Gw7sF&k{6ggj~ zTdJBK>`t}(a6Atl|5^&FMm%aZ$Z}j-uRQ!(km^!F25G!iNH*KnI@HI?AE)VEAv2DY2vxrG zVw@<_$gK&le$y7K<$j|eSpNQ6@_k_AY@B?EVm4^|NzJ<@W^ywTEK5C|vCVjqkKO64 z?X|OtxBxYzVlD0dM*|`Y%gIGgWm|xZ%=WN{OpRPJo;sVeH>Hx`YVjyB1hBEd{vG`0 z?sw7~?Qv+5a#nekKBsEDm|~MB?HdMa=eN;h>yY=Hu0eJmrQT=t)@oPe;$P!7hNN-z z!#vJW7$VI&GI26z3W7I+`1duj57Q zU#8!12E&p&cmxneD`R>^XgTDP%NRXp|tuX7cl8}^>Ll%fi;sZjL)Y{F*BmArR3=w zMZxy1O4-twlRu6tKk?d1Q!d}|jzH~YC@74=rKOIG>j>M2Lkf~}N!uPnIACt+6F}0K zIU_G`Y-Nh}1i^fL-%oa!J|SUFv22B`84Rhg?l>94pM&0UYiU=r7%_9oeR&9-+d+Z|}543ZUPX znh3}v}MuLN)bg!;k8 z+rlA$!nH~Uwf3XZdksp&xS!TgLrh~7z=p#>3n==4P4SeiSArUGbF<0{4JYI>}duPl5$oqapi`hd53W5jI79D zm0lhj{1D)E00coBnoCgvN_B)J7JmuLU@>lf4-7=Sq6pLBjxer>bMM2+AD48M{cO7+IBjVIpq|^ zV%}ZBZ+^ZM#{3q84jA-L3Ohi9gBF%*s6uh`MN$!+%Ma`?llq>3Q-m(HvZ5QjuLnd3 znxNQ%U0d^l7{}Ho?ngOv7dek4UDgo(s;V%Z$bq{oeniA<1GPT4_FSIokjDX; z&|hVN`wSI%U2OINo1b#VMtOdR6OuFu(wI50uSJiZhUL^!PDUSfPW62QW43Q-Dhh3F zI9~SNsl3J`+{F8m!~@#Sxqh97ls(COEsmDVM^{nykv%MLb^>?_{ZRd#X5Sk@!+5gf zu@53M{M{WNA9q=j22$PcntnWS#6iwAB4mbL&fiFVHWxud#M`jMg2RSFa4S7VhJa&i zf~bdyBY4s|*MK4_rwU24N>T+8tr${C5@{<6&0$sH-K3dnZ#ljOi}|+iwjmC$BEQLL!@noOoh+> z>ZWV>ls9`J>_n8g!l3U8z7Ql}4NU=vwvfF4;1aG!Xor5KPgSk7c!F{vLv3p`yYup0 z6ynuF6u`ax#g zt~sN@wuyHxH(bDUYS>(zlQwKmyAZ*QW$>#mcv}f@{q&WoZA7`0Fq#Z3J8l{|Oghk0 zJoply-R@h|k@@|>?~>gJ-f*mxlpIhE;`C)vAbAo&ns_9odY|9OnUTS=PIR~y3vA`s zHARxHVO0+Ezdyycdx~0fg{47bNmK3sa&Bd#R_bmCO&sG7?mu6pxQ2M6Z_+*Hxn^O1 z)?Er0uPG!BypgCutm3#PkxAG+B621isXCtSa@!1G@rofj7cb&YW0iN607VUJ*Oo+N zY$hrKPno)Vl}dO$t{2=^7FK+~oU9u976(_JF6x>@&Ixho$hNeR)4C9eb&8Q0SY;3= z_Yo8=A*`}{zsfMrLLM2)9Hn>mtl&Ld4JG@N-_rSp#KdFbOa~D$#k$ZMGn?o zdSi)Z3+tPr<@ri8b`Efy?D<+{9Tay^y;L3?S144~NKYd!! zWjI!LoP(=(1=qEP@G65#>E96^szhb(j`oMX6FC2Rj?wjrPfUG?tX7H&(aY;iKP9D7 zt2gvhzsh&j4sL6~&ydi9)x3VMOepS{grTJGz~m6HPSO~J6(>n!+SBz=4(YQ4E4_HkpEHbrk-|WZoXQDs?XmJFe^3lr zfV7|Epf}Gq$>8Zf_T`lgw5-HmR=XG2#RtpuU!~iibL}HCOAIh7pbucW>_>{O5$?J_ zV6-xsJGrw9F@n%OIJYxX8hsVqzk0N#oTnY9h%zYjGZWw5+~;*CR?+E`Xwa$liF5$k z>zO_s8wOi#cy9#3RSg^OfA)Mq3_h`7;s69fa)P)?1sm_Ar}voKDdfY+Bw*Foz7<*- zbcB4ed~C#_w0KVk@Wo>!(;po%NF(BN}orld*4VGS~wKS10)Ka^o^iy5K@Q9dnLJ&Kt3QIb)*r0CfPi zvaZ3yqauizW@{Hq6l(b?6gj)kv<$1a;esxmvCt}%5fFUyl4Ja3(K5oD^s0PN-Q(BK z__!jb-FBJ_6vK>{b=Y4J#z0Yv-MT&V_xl%}A7LsV&c3*aj%>wdJQXX>7Omw$X&F3J z1m`}Qkta$K%$ZRZ-eqW@B_m)s4DP%j(FMjT!L=0_XXCz*fo~*zwTrjOS2!W9ajl51hocrv}qzFOcRH;lZ zI6-A8O~MF#9g1>w6KQwCi$f9{15HNL&TYtiGrbg^F?#{>;v{LMdS0Qx< zV&E)NU|Q%_)}3wd%Zy+n4s~J9|`*npS47>(!2KVx$j~IE!hX}N>-^cEtttttUn@!C~{aB);`8YK_X_Xj~uTFZJ zMdKW>TI$7@x|q=G&gv_a;Q?pyr8uwyjR+G=b?1wA!BeLHiyhvlSxRg8J}VY$C5hb6 zCFzJovmEjvp@m^rbS-QJsnhP&Iks;Q(3i^;?=APh=S%Ih^X#eH{7}eK-D^6kf>;ls zpHDtZg`Ite0&V&fSZePHocT$q7>pz+PgoE?fcGTPh6)2E2KY+fLS;bIW|M};l)DS2 zo!vv)xis`ml9FX%TM_TgM#EL#CUjpG2ZaC%jlFk#L_#^%^Aca~#}h+id*5J+$sZeP zcad0Vk3U|JgmYoz7T65NKHQ3QzfC`9O6ei;ggAeqWPstx2G^&4pPLyDz!Xi30vQMi z!E*f8t|%{i6qQn2fQf2;#$`ChKJS`7ahuXje_++40$&U45V%LIp>8zz`BevuDMuLn zHorOqw3@dBZtM%b2Vo_SH^Pk``qrT(> zR}7LY`kWOqppITTz91*QOdnxht_G-M>P^thL-jZQZ+vyx&YMvZV_FziB^0~OX9<=VK_=T5_L)a7 z{$Mhg%WqM3yAKt|4k>3`<01#{I9JLWL{(0qG(sxE@3Y}|9PR6RHw_y>MyrYiX)7Wp zpO>(k0?R;fJ0A<6>+G7(jLBSVU2 zARBZhaparadeKQfa|9BBeuisv)>ULa4Z?O4Y80yD;%G5#9EOkisQY#qO$Kd4C#sOI4n1D6M`3tc&ctErO`M7|Oj zyZSGgFr0Ru^qeB9q%w*n_Cr$xdB!xs$}N!J}YrX^kB_)U~BdKsYyRuMz`_^);GUgw4KM}X2# zj+Gf0f-%j_s0gv~k34Yj;u$w@qV$+>+LcRaFBZ+_Y9SGVxa z*;f^o{)!+~0>2;QM`&Lw(F{a6DMv-{a^F7~KlYx!J*CET6q#`UF$pRkxycl<(V=O) zcZQ9G#7T>$8LbFJzztUJdW;T)0c38_x_|AMHH8srX=^U*AoW#OxjlVPN)RL=J6Ix5X5}g@g}}O>&|q! zY=Q-ZusBTfx%(yS>cc&w6UI}ng?VqmSiFVQ*4Q?PmVp%P<7JRgKr}U!cjNmIA=z-)qPQLEaO6AO>erjcvq`=@!II zO^L0aHI{gXmkalCT#!?nGyChIYK7Yk)=G4^J1(*^ScvPCp@v!iXaJpy)fB?^UVHeD zXSe!-M@b+H2k%_4XlTOM^k)lY_a7B;R#eNFy6;AGS3?8_Qn>wPfr5_i5=@zEV|A^! zkzy8c0H^Nc=1;!9HGZ5~%%oi(Kh{oFP@NRhn4HY}g{f88#vvcJ65%Od4tKOC&0%Ck7KCPVrLg{P7=KY&l5J~*d;8ln zoP327y{BXQ;kJvB%SN}94F_x`AGf7xJz3DVTHumoSu1N`s@F78Y)Ocz3|J60lN=`8 zxWzV6Svovycap_Br^3Pu!D>S0k|J9teEP<)0PxP7{;!;|7HoTiT0$;ig;@e11+~5A zsm&zi7U^9m>(6-o+-r2T2SC8W;)exIbegO%dm>WsAe1jF&ky-+$=8nWJFyU0Nu*hi zumk)I#43%8<9t{w^t=WOu%Uz^Mn_GM)ckp+zt(s%W!w>7u0LPw!pmDoc+uF=)R8g{ zJ%mma1lfY7r{k_Vy(hc`UduX#{7wJ{Z}nrMZtyuzXZ_ssV>9W@7)%}<#@dWy1jIS2 zIynvz<;%fBKq<@RFw*Tyya#XC@SM?MRBA6f9?wIn8J1#nb=_Bh9N**IrKRFj|7PR| zFEYFL2n98Zvd!@3UxNqB#wNMdRj++1PPG{bQ3u&=Sk6ODnxR8aI?H{exY20MXGPz& zy|TGix{~G@kZ2@xmf%{H^NdMjsSFBa$`rNWI#A(Q<&z6gaW!f~JX?R`zz!51e=g2H z){nJX+tYsNV&hsZPJN`pr1p_JW4*kKQ?wr-ZSenejPnp(Bx>2Sr8j9 z5gM=61qEJ%T$0Re9(6Q=6x8PH>~93)RzRM5^MRl82sZ+nX!*3;Ut={MnnzP^hMNBJ zJ}1;Iuxk^JjI1C2Lhl_V$`@;6%E#+r=E-j^*n0+gjC7xIA`jcDpCnhX4aEvtK#$l* z@Y)cSqy3y%8BpfIlqnxZ%1Wk^O~-qRpxxPz!f8aWF7VQ>n)`Nn2rrG8yZ0wk&8hu3 zjHW%9k1V-B=9+r_9Y8!Y-cH1B){=I8(nIhk=td6X z^b&9bD_}*iu(u1Ji=`dnw{+l5$+o=X#FVjVuFG_RQHtdTw&2&0?As`F6S3bh zvW8Wv5{Jk<0Mb+I^ja7&KFq#5dkfeO2^NmbPGU91h&!2^B5#4=)=ou|5BBw^<{``r zS)hWmo4^1AVi+ZYw?*|;4n*Q)&!{wkxAq*&(nQewR`3S345X@A9(V(<(E0osY45ntJ~ZbqQ&$P~E08!#QF=lZza%9fM5~26!zV4ZS}sw1TG^4!qH`UkIewX*|6_k!ymmX|ShRvL`LpGp>6eH)o-B zV0me7$viRK>lyKF0r$Kwnjp&TV3f`=kc=Da)wRGLkdV1mP275SAliAe zxZKnJAge~WU#2fR+};Z*vsj`8Pg(;vX8`Z9sYT*|a_DWKPdLC{Lz#;g>4q5SCA2+* zT>FM+QiW~Z*ly1tYv1LApl`R;HDg!QuvGH(bOJ5w#N^&eUO!GFLn65|*w_pUP#L7~2$6Or z8Q~9)Zp3DG!2+lxkdj%k)CyDjaHcjWRQanM0}*>%{)6OsC|icZ#uT2eF#_}yDo~9O zFi8U$oZGCnN~*2>YTa62pxCQHF<#~tBNSXK*mB3!>@eLvgIyi88yfjf`)j;P6pri4 zsyqkIMM(>k>10eJDpq7p1?iA6xg-xIl9u{pZkz$fAW*T^?97|sDM-PoEIDS@kFCiQ zc2I& z6PF5oJF*Hr&8#pp=?m|vH-FJzgxv{7L~pPCJQ>A^1O$XI;GRic2-6p(=>5IEMQm-~ zP*Mcd8fa@le4si3Va5PYVe46N2HJte86WPDCv6>luqa3=Du`jy`g(Y;MS5l@a%EqX zMT!-zMiCYV9>*d3qeLXc9#|8{c*ooaM-joG&)I@wZwA@&+PzHTYCZ(u(eJDh_Je^- zF~ljfY5EKo9iBScEuGc?`)pBW`M1^vB^Gry-?kDJkiZS;BZD6s-md7?mGu9i`ur&*y-s;r*l!_no@G#FwND3%aD!K%^o7*N!laZs;@6~5uge_nkb85^0I z3pISLMU1Hy*&)>P368=Ms=AQcaVqkJrsbm{{sV~@=mhyqSXewm_H?istwwEjB;cl@mmOkkSQ2dYW*UPn1|SxSC()8}Nw#D%1OH=@dpwcPm*SeO0tC-GIm5^`mcZRlbKTqV zva@-a3e7h2fyHjoVV*RfY%B@wWBVGscCH09jevivz1A+SEvuywH`O49t{;4DCPWm` zm_Lm~GghBT%2jBS9TCxF7%L(@F=;;;iyADImYTviYqr(@go zg<|5h9u%Cp;HciWGAHI5|fb!0MyOpdmTraa*H57iGa%DBU{B(Pho`A}M~R zyXO`23^BH;p%rK4anN8!5RMT>B`eU}ZQas+<>FkU>a2I%mlm>%RK}XHL7Ai^J{PZJ z`*(LfWuI|V?e^!D1-RmF9ZR*3`Nv)l+3Xv^AxxM*L|Uh%BCF(){TFl-NNT7s%lBSc z`P2vShF-I9M!30Zf!rzb?~;w?H#u6RFI=9P(ozK1C>#~hUBZC3Yv8z$!+M$H!UdBE zPXb|Zd6E1MNG%%GuzV4T*(JpAk|d%o5Rpt;*J|U!j++0GZrq1s+A!M)=Xd>j4&24^AEu>V?yy4)~%@n!e_*vb7ROSG->ux0G_LEn5 zY0(X6LC#s!z}@|ajG)%eH6`=;<@2ByNg2Y<81v}7jTWu{-u_EI@RI^ltM{S+E-`I& z^o|Eab~cpyX8I+ErOsg)I%<7qS71FyE=|u@lR%Ph_R2wpw*lt>G&=1uXLa)N>DEGO zY|GacO^2PGi-kzw0+n03jh<2qZQ;a%;E&L9N8>w#oteF&+n0eg89lGPO8%^EscqVI z3y5zTX^k2%Ja(b%T!ktmj06C@2Fs)Z{O9wscXkbW_oLfg8_Vj=sup91W|tPGw5T8+ zCH>Z6OgBb2_EGER(X{$)&c|Ke*FPV&TOooP?+CDZRtGggtwPOMBg%gW% zZXem6Omz%XKWAm7yg)J=&IcB9<%QXG69(3&d)tbUgG{l*9a^+pt}W6gM_&3tjRtr} zrs-5zOD%dXl12C+i`|;tLZphNI@j;5GgJ0o*A(J}GD{-ay9nR)rL(mvY~b0*dzL# z2vA{;@aA-;z0^ysB7a4SctT*jTBN)$(rBmVYAZkOMP<`wqB88Kr_7Eb>{d*GQ0H52 z87&O&kx2(WTFF6~ZL^8Ng?QJsLaE(tH2n6t!y*}rkmI0t#lKA43rSy_GtU1}DmIPM zp&j3IIl$A_9}S@hq}=)CW!o%SDI{xcTh50eKtCkXM7cQglwZv5dtnEN66#ei%`rv{ zhhM5dIpI}kb$Hq;@4Vta7Uf5Hl{T|$>^ld|q_@pAI^s_Ggc&lol-NOJ=yWN)R#TeE zYVlHUZYCUG^xkgEX$RVcWHd3ptKRNR+B8E{Ke;)jt>q!7Kms95A^*4nM*4_wd?6jO ztLig*SsY&Vq}?``rKJ zJQCpbNdq+0Ib+z2#J1*lrl$}PC_IKz4lb>%fYla;q==bWrD-(6A0{Y$^uus?SQylP zMBs8c>PZn&1#&g_^H;4Ml^FB&7+YBVu3R-HnPg$M+_=k!m$p_Qvp0#|B_pcIQbbpcqP_-)5Dt zyd8vYhX!WWY0?+lI{bBRdOKXGhESb5nQTDHnH0SSP6B2b)a|jp4iNVq#M!OO)UkLp zRmg)35D-0F9rc861>_-vx~%jEh?Kx9f-)_E^o{&_N_$I9>^W4SN~yTv_u{)KAt4VI z>57?RK19jIrJ>BWJ}0Q!HEj0MQWH}^#$Q|k*H0vSYz=6=Kj2@3Qv>dHkhQ%{3}Qs; zjzi280W+fb!rqLeRj;$Wh=8+T0LM9C<%d!<+ zWNNzqV6!$3E;6~i`pmjY&H61mQ^`%|L|mD4e=%qp5_3ol8i&S;kvIt)S8$Nn!T#c& zksyl%I+Jq1N>Y0>oevj5hvf?ZUVhNfaAcg|sO@!nY4mLBqP4#h08Emd?UwS2+Q*8c z067r$diGp(>%S7jXVZ2jrEsF~E|5Vh7-Z=ah>e^&F_CqKffQAn07pWlEJVT|oYjs_ z8x?Aw>Widl;=6xu%KeiOXRiB;;?j5gFe@TTslQ`CTGD{bdf7VkQ>^}TB}GWt=-Lt3 z1R?fW>Rcw={;{I8hob8>DCTW^q2w%o8-IKg=-@26Z#B zm>$I4^RR}$a-}F0SUHmxJ7+ruf#6WQ1;SB)*PmXpiN@R|UE=b;Kk=7D;h$T`)kEih zWrmh9A?x1$>VQ4_TZp}IN5j!B31~q4!7LH2F#;Z%@roqb`~@|vrB#m{nVfd?hO;qf z5t&TAS5-}1UBrx1&&ar^pV6CnXpr0C&NA%&%A(V#gq-b^61a&iizEN-k&akQ;3uit z_q<%$%?D$;N9b&xEw@KET0(tb_|MF$rt5p%5o?XZgcI%57VTd$oMVM#7pMrp#wX2R zt}k_CjlBT@dSPm+M;8kU6OA)VUw{lcPDj4?^gr_TK>kCl&KYZ@{&#XHI}CqDwbj~< z^bn-C%b$qn4&qA6I*VLi2NOi^e0$}NlJ3A5*p5S06(_@PX56ca^OYMWf}i<-=ZvMN z7v)y$cYHV{#&VhNfxMU1uNVj;q0tVGrYjGnsO3F%M=(766h;w`Em1UrpB&@&vJEdZ zt~qc)ckuykai_P;4)5we_o(3eak@tMJ((%@qi_XXPEf{l2UJidCzpbkYH7`!TG1d! z{Pnn=dEw7aU7iKF%%X zcHG;vG|_DkBXGPxI6&=K_T_s6Jr@xZUridY64zfTAHzGf38WFRD@cK)W?EP4E9$8X zBd&a+Ts0nI7IP4yCVt^>Yh_{mKq_4dO86GomsO-onr7Mur@AS43C!0ICw9om8(+q8-t)$;8bIcOtHfLfg-OngIe|xmBkb9^AmgzQw_PuPEmPP(JjXUHSjT>K<3tp zCtkH~pA$W?ikqvW5pfN0K7#0%7fV@LPkuiM^i&`0N@Yd-o!e3|=9FR6I8k@ddt0-P z=fO}0inM8QlYry04mvD}`D0CGbLqdeL(P~uO29Ci{6YMe^ z4*8>ZYOnk0TKM~|j9H=PR1LaB0rWWW(kGSAN9@4frs6+NKt{B}IfBh)Y(N~Ji6&2J zzJg>M*S%DF?{JOOCc^f~xOeKvvC4U7<8Ddu{^xZ|(Lp}yIoIP@oGE0%a_yR~;@ z7JIb(pSc4FXLfs~gL!6`Ke8_(>5h&70Lbtr%Oc{d&pEW)fsj|ipys+|@iI~kND&Am zx@LI70t)b1Q>XX3&d9Y!YiEo`No)+9kK<2pSE)U{2})IzO;Koyu6X;e03rFi`!tq8 zR`{pvZTclFqjDr0%Y6(<$I_Sa*7hId112!nw#GRvmiZ(+e2PoBL#Qnl2619kgNz9D z(kB&1E2C05J{b{B8Evu_8wm>^1Y@o^KSoXCSeRXCC)7%%{9kb2|5O`~bR%o2DxA^v zmF?IZNLh9Dr>}{XV`B3Wa}rbS;ISslVCFnGK>2j1(&YO|u3|`502+n?Ldr15oz+Y@ zUvC1_{E&3YOTC`j8B<@KNno_Vm&nUrEoLcQTrKg|HBMH?D?9d!P3?`VDfjBS@wGwA zhISkJFbrcN8_nmS=EwYD4Bn>P!W%!GK)1w(R+w#gh6-XNZ_2i_pao|x0 z-XYq^Y{cOcXq3NVw@K}wCxH++h&oF#y{vB2QoUia5Mm*hN9&fX)m!ZL3mSf+V_#<8nL?;BDx>;;wOyhWsq{L2Tmss2Hq#olK? zYyzMGKX&WkZuc&CjV9uzNi$iPtSC~U8@w}>$O?=yQKiNNYWbyDISF>6`k*t0FZ7Z3 zU4uoRam~A6xinWQupk4%MRs2-6mEpW@?e!cMjGp9z+;egLk*3Np`f>{!^q(~!C|D&m`Ri%+GXBH*7RAVYz z2+{r%n96`Ro9IhVtYoH0`^NriIR-FK&m60;7>`_y1ld^{FDvQc%(|&H@=7$O-WV&7 zIPPWCR-`{K><2odLy{NVX6v236~^mGrk%!_`JxMB(^PZ@1nlY`-WUi{-?)WIU}x*T zyou@hSTIiHyiezJH3SB)6#XnNveQ7h4n7p<_x%Vmm>)YPV|4MKLJxO?`%mJkq;^E2 zyhYMx9T%CQaFsrS7%j5^lN!IQ%1knGR{D?~0V`3o>yH}AJd2wA`z4fj?C7Sp{lc^D zVbyrkgX40kYIJ5;KnfAgKbqXkSXWS_=8S0QcpB&QaR(psbK^fwsYkNYOmbX1=<0w@4ty#k4fzZsU)o@{9?hAI*xEQ?SNf~t7Cm06u&X`ore zDOz{4DKp^vbPnDn7X)L$giE$U^t_CK4q$I>+;DdL(jGG8-|QId`Wm3Sseeu!bip$g zOAdHAsU4Fn2sVZSO?@XL&004S|MaI?)7oU$DK6;`0o1Ew4b+B=e5hGC6CGffAvq~6 zsLA!$?ZI&Rp8uIADVn2?7(&V6S>FnJiyTd<3*9uQ2nonPCZcJD+jiU4B$2T<@7 z!TRdBQMJv8+25KTsw%KMX_bxQWR*HkhDJ8Gd7JA%WgIe+nxnn(=`i;RTr#N@5D%@- zB$kbVMbqO8Oc4M79FozNp zhg&EQ>6>ZGV80k4lkzefIuP)o)5kt3UdABN}5 zBv0MuyG6zbbAU$uM|EC6qJ=mrqJT$ zAi|{lpx0wz6_OqA#h~x!qL+8kzgCW{hx54iLMa{d$3ZMdSpJ0WTqk1OyKgOXsgc3- zr7??%{jf4pOYJbM1_bU?Rd1RsSvBx@n%NVp=l0z*JAx(=!NAEG8-BiUt z(wHcsk@2*L#p23X?B8;}8~B!drDq(25}YSRzRUNVnOXN>n&>?%fkZHmtaviE=vf<2 z%+FYx(*z7gv8{48(P(6&yK=!v@YdmwwgRQT$Dq+kzfEtd7Y&j(w~6ihgPK8EKzSJ? z8MW>kV-pf%uQxr%|2w~@oS5-K+31YWqU&3NSw=?fUgkEzP!=vM!b`<#u`nB^7+ECfrJ&p&R#4D2Zn%Cx{5~=OxXa2r zgTK>c*vLK^o`{el0^V!-z13*3kLkg2iEO@4^OoHwUD$a+Ej)l~y7@MC4{{t0ai|=} z1)-)#W#FTQx^hc69a)b;GwiSUGBUCEsy3f|WX%UKO-O};>&%>^w4KgRb)==kRfTg0 zUwxC79$5#22cMWDM8JWbX@x`Vb5Iy! zHONN|>^~i+Q&&?lvK-e2gmyA+cAS-(A_eaWb7()Ps)gWO{IxT+xl<}VYXYM4S3s=y(osrVuUUX^fbVEJc4-d6tDQXp2Ct{hI`?P5 zmwi3Q^FxF8(J{t0)d)y9vRwjXZJb(EN9afB6jyGe@p|;`YVzvgZhjTX!(`!z#xLyk zclDMg;~+gV57CVBN~4JBujdLv;iiDO1T^HcEqH z3iC81Ihu??`WvHDm__Q{!U~8{;P{0u#vLj`IL-+>`qWINimv9MP`| zgHx}5Z)NOqC|qhJexWArHA@>ffO?z+^5wCv?!BYqqk_*JsxqisSr+^leR+tjn&`yAV7MQbl{(f)|SeVEMvw}~;ePkUKXBNg6PiITAg?>;@ z>kIf4~2nYHM z8w$Sd+EK0-exEp-HKlRG)8}?e+V^nO^~rD2*E^H#Dih`A@D6LwV&%}!E6O;5^Sjde z)5=1}V}!q{h+(N2L-@p9$2{UEw%)Q6A2)~Ej;l`-2K&PUvZz)r$wF`|RYSBPg!6;Q1tpe@R&k0dx8l`pxVXz%0n6 zAC0@Gn<3yRlj$$?%OKI2jlPs97=Y~7hXD0JmK1M-$#?}T`!oeOzghR0yO%V+&lqbS z$dqho$|CvyPV5jOEz0B3Csg>zax@51CPc`oD6f;R9eZx^5`iPqD`>?wthLMf$g}*r z*VUIiX!~ey?76U&4lhi{>&A*2^q{jJ5vUwu_nW36a*d(Wo{_ee0IHU(#O z8XpP3jyGA$g;_j;GW!&Y&U{My!?Ut#iPmZ#AV=iD@5_0M?PYRf7YXOJS6t!9oT95U z*>>0tRKk07su&FgOv>GfGu6Hjnu7Hi++00(wsd|z-_3}GX8SK zfBRD~W;ic3S2|`DyIwUKRdsk?5)jx%h4W#)o;{^jp{M@F^k$)dTvFb14?lu^Fr~wU z##(VFT3*s79DYc`wStv+IS6klCaU+{92Bo~F`RHN`%g~sH~LDm3k)>9gW&{1R>t5! zD&**W`_T!iQ_l_!Lyt4S1&-DcnN(o-H=OnJ_zd#xBHR>=I+%FpVKoHR~ z-xM^Cg99YB>oPmX`m*rS^4=oywk8y`L=oLm6-7+j*v1o&eu$XB9n*X+LkySvY4B$d zdKzFnJdM&^fE4mHEg7z_E8_Wnud*oj*In_FufAcV zik381KjRZ3_%M{ugI4X%rJ{~DKfFZLr+J<+9G;e&E2SDDYbAdxe&t!-Ce^+SU>8mdBybvAL8**i5^@T8y9|mU zsA28!IOmRk=b>N@er|_Qb^4DB3De)5?m4dq6XxgK;Xs}*TQUfT1sW_q{XwA7>MAF& zqDfEs*3T_C(?xC-@wX6{=3+#a@bu(EUTd4Pn+-`sc)k(&ehXsONmHmjUA*fq$XKMd z5B9?ZOGLE519|<9nUJKWtpQcX$5QI;tgd;`f(-}pfUl-ct*_p>5ECq(1e@eKxarQb0qJ=-x#cXEV7H6 zk9id!8sCfylmWFT4{lDfE!DZn56V=1wfz$%0`ciqvg~8s&bTwP+>uAC1y0xhgHi)n2?~QJyRL(C1=mUNj^&MI`*l)Ct#xO%Mq$CG!M#v zngGR_+mHpPM!M1UH7o&WR5t<03+6-$rmR@5Vs?Knc;~h${Fq`&m3#r9xCNN+qG39r~y_+b{uKE*qM4_Q%gc!HU!n=L?AmBq>z!>T~|$M%{XYl zt?Y(Pm$bF=D~JXK!=z<3MltmP6WGY`%Ypz18Gb*od6SW(tu|Sgc@~J%bDyQ&r;(C= z`pMm*-_6FCePfaQH1GxuA%eGj9&yFw;~?hCl^k~kraJW{3mJsAI?lRee{md^zxei> zu}^&?ML3E2C|B&}gw79!)-oR3!+ix0zNE2Us-Y$0&aZTaYo+a+mBZ+6frUN`Iu%4X zY>v2zr!a5&A0#Uuw~Ni#3!@>uYt8pv*t%X(<>lU1`jqDMGr^3a*iUt~cS#7;I>Nci z(bt}clM^LtfGmSojvJG`Fm3X(h0_+|kd@X}XPkeOxrM=%r6*lw2EYG#b6IZ1yoD?` z4twKzSPDDIMCsKziCNe$Y9q3e@8sN6mze|it12}n0Pl~n??E?ZE^NzA82Z>w2-u!s zsPG{yRZXac=I2#=(9wmMh*Ly*DDIAm-aJqk*fhVqc1=+v7$uSKcuGu5FhFG@`-4K_ z@DYbm{Pc1-V0381rr-ls5M*1Du^~78y0iO)NN6^WRap^C!?;78@T-_8@#4h8psCu3 zfOsFf4Qa3g!=ObgEZFPN9i9u~82$W$BC%%PT@(uuA)va0Q%6*&>;F|pFbjMrOL$CS zY~LpY)J`lXghxf1s41S~A`u7akg&gBj_$w?WO>InE)d2BC%52#xzY;t zdkvO6#+k((&YVyWXc2tPsx40n( z^{w#V6Jk9fwDc2CZZUwTqtI>42)y|*qt(7?1^47Ih!2=cFr>uvMQf|K3J{h2fi*^T zQJDk%CO12Kg;0Skb?4uFR*-ue5}F4WZ#Q~{z1m*}R>X&nW+5{qMrikh7FAT^+1P$V zsI@cUcOHCi8dl>u)tp5_ryu1|6pvihTPwn_ti5?dA3(g@NQ|FnXzBx-r_qj+IgJC< z|JqBMwjLeG;qcc2|DUIG9X$ri78_D$*$5-$Mh4_E>>KLiKM_}WZ8VJIaPNo?f!uPau*ZM&`A=B4uMS|#DKGlHd>D#B!R#CtSfU!nlV6R=Gx0URLE(+ z-$|TSe3F8Ai9Lt4$4g$In?LGlyfp~IM0nTzN3;i1(^j@#iObuN1PkORlU zqbQ?Ls4NLQ1T<`xitv{|zCdkl1X>>8gk$~#X-Ca!_Gd-a!=5E8fdjKgGq-OsQ&hVe zN%s`5CnbR^WeF+GOGoKeBE>3xeHhi_+UT#AtS{k{T+Y3-$me_& zpWXbCr|RdDM+X)FT_yanN(R@QfdG=SDW$t*C9wW$=x4^MXxdQjEo6_-Gx(xukJOA@ zn_dHgE0R7^_Y)QYrw3XFQqVoj8uZk_ay}TW>u>6o=^g-`{}J)=D6%&9;!jU0+eoFyu%GkqNC2ck@ylFR)u0abs;jQg6d$U^I}ang?!dwdIf+9Ykqz<5nq);ctWJ1wbZ4V3*a-k7VT_5bhAI+}wej z$a6eNaFi_GlL zD=^FI+mic(JZr!&dk1bsJMFw%m4`#D&M7;qe8Fq{J?ud^;~>u*k%kb1|E{}{&XlPM zJUC^hhhfrq!6ER|nAk!_&K@~dgeHd`AyGk+B-M_)x+K~`?%->*a~G9|S=l1b`$>PtJFJ21n%4I7oK1It_mh;#nyFP;ZQa_q8WE`Q+5! zvf7a!3TXNm2eC^>Em^AGuZnV5&xbhY>!@DIFQCITP5&%5YgyrMZ@G9m&$! zNrjr91;IirDitzN*!~&>+iN}~DWq8Y?OB*!!BjFjJ8`@5cgNYCy|brCK%0J%H2UA= zFsjDZd(5?sp?z`KgmzKMuY+O~2IzzNxHFHQuk{L5g;E2KnK} z3GntwrF@=!D&(lVtwx0u$|aFhp*&wd?jk%Mey}ZG)zL|>!8LhtLxi%v+l(+oATI+3}Vy^SZ}NZOme@8Glr?wP}p$^@-6GkQzuhOH{8Hm2}W-IuI_W3M?d(Vr5JPk(TE=37vc77pusI=3gucGEEfshoH&ZBlRKy>8LFMctNS%hY1*5zkJ2&jkrvwH22zis^g1l8%vHPg z^RPxCSRd&K(}B)yt@^Spjf2XG z6u-B|6PFmY>E3A&HbAY%k~(W~Zpo2QEuW#R{?^tkYM9MfN^GxY0@Nr2jw|7($U27R z!Z=J)B)fWIyc`NJv?|A@NNyo9-N5}V2M4y;38qNuHW^lpWnP~ zZlaQ&N>t4q6yut)kyRo*e2TLY!G){;))d@_`<}yfXC%H{b;ZvZq(iwG2vqDUl-+q} zDWv_5-_c8ZMSk@fD1B=;+b6@H$i3SfW^N*cPeyV;&`zn)v>ebAAV{q zI}u!uokKOsKjJ^d)O_kC_T;O5ce@U8)76i1P1DyJ9eci{ z``IGefQm(5QFAjE1ZF0$+%V4#RaUKk6^vvL+Z&IJSh6Dss)rIUkQ_xMj*;lh;0K9f zw*@H>8jNRvLbH*0TJSBYmfa(aD!VQ< zNy%lAhg;a>lI(`p6A`%Q_Zy>%%}lAA&% z2gk*qDDTjw-JJRyUNI^@TB7x@4^#(_Tt@EAo)ibe7(`#*Va3m{gsjW7z6ZPy8nGyc@Z|~r{&2mL(G4?ZeL=bV?s{oV+&2t6gZ76OKo;Z>T zD9-Zl$Accu8+o3^`2W`l4MihFk+W%x97al8uK9|pOql=Xb7i?)w@?UtL87ObY;*C@bh0>q)Y*{;s`W0Sa;M8R8z}$O<#O zP-16`XHuiUi8fp8V&M*Iy!8Q$owXk9+(tk=I=>b^Vt2!CZtM%TPrB%}QuFb^+6V9=}C){quSdi*-3LI#9qaMrchg z%Efjqq<&>_yp5I~D9k!!J}W;$_0>(wy|~WZgra1Iu|zPuW7HMPZp8Azdi%nSW*^6N z@qE|4P8SxPl~mi#hMTff*y-|g#HZss*X=hv@0QPRUs%2E+K6~_8gZ(NfgECSx`yS7 zBFb*IFNIH_n;W}ObT8Hr-0H3Hi&tGqR}%4&EhK~UH4nk%F5Ly5=4dqiI|U8);Qozn zl9^HtJC_i%9ATROg%wy?P;|)kmPquDz2^C6qe1nEdIBOy7yu{2r~N-b%itaj`9NpN zBGD8sO8nL&OFmbrQ;Lp%;5?=^$5~eftNr=@p&~D$Ee4+Ty#8-rB0oX!H1|EK) z4J!IOq1pof%l6jX2P-oo%)Q^M)&HpS*H#=iU80p&Q@Q3uJG|?s9=kViAa6X1KKoC@ z^!CU8>JyhXaRE7ZiKZ_;Nin_;6#egMa$0M+m5f-sn)DFvMy8$bWqBB8p9<5;_1nV# zv{k~FTN%nkb@aWLa9w>8@Sf#Nwiob^$NvDnO?RV$;>E23{hu@lnZ2RNW#Sz98#5xS zw?JNhv9&6*mQ+74#LLRJwS~M+1#c1mX5`O(`OZZ$3G#>TE8}v_i(`7Ye2S-TgDR)29#FB3esc(ERbulVHUEQ)J@m zT|iu`P|b^fkX;;>+o|Itj)QX{_9wo%KEIZ7uD`)8!UN%QP`+#y%k7jVt0`65f4|0` zApNEozc~*8++Zzc0K(Scwz5PVRH+{w?;Sba&p8-fb%~jgHQ6T^O%9x&3c*7!j^u{Rj=J#fR6NV6EtYNAyk`TKr=2>_KLpsV z@=u-)lzN}gA;nm1|v#7QMhPaVy88(58~`wXLuEBrF{prZc~4xVNU z%;sb^w>zOY`I%}{O1DV1m4+Os(JwvL$0cDu4`!g|jS&;_iU1igGdi*=!rhRztZ8-w zugP#QdHY`_V;3mLcA}B`8mFICUeOX}7Xgtt{fw=r=ruToX?#}?btgI&BWbDNQ0YlA zWwsp=QYQ!7hw5A@y}G%}F*_(@9ebw(hhF9CY+}B!(P!dkKFqU`T|v`oc%>N zCc?J51rZV(@(G+tU3xYj{W0Ib9zT~OM`4b+nmI~*r@7xh(WlGLLx0W?gp_Q) z@O^_;50&;@hv$+K61);m{5j}_dMJX9!7iFm4@~waWUZNiadR}2e(jp7qZ2`@W1cb> zMUCNQ?-jSJ1>V5uCdJVom}xvO1-_}n8USX`cf_DAn0rAg-tcWD5h z!F}B!@0Tb(u9V3TrGn=Tj4U_apd7pgFW950eb)4>y`F%F`dtwlYDH%ts zww!w|Cs@ISOeS;0kSEl=qk3E0k(AO@GMXZu-QIWRz`*|sY!s**iV|LCB9V_v*55T^ z(Va>rcTGt(pnQx#n{4&I=-szi<<4v6;%<{!<~HH=fQ?7g&!*w9pMKzP*MmoL3|8C_ z##2}E>Omb+Ya+@0)}Q6HjYNCl%1=kZHay!%%@@`3#Bfy1=zC1Ax7DEw51V!jK3*f_ zE~AWG9jqt6sxHv8S6b!hdBMD7QuZ{Zet8hPhB@vnK-f*Z=J(RYXrf5!>6+$E(eQ@xK zbPKrtK;F8gOoH-4zUv&`6`6v%L!r%S1g?EpXDDKkVQ>#x|7^_PDz&#Qw2rS?3#s?K zc@vKz{!2q+dHJ9Kf4V(?zB`{7)do4;jP;1PzffiXj4kBOWF*quly8d4;k+dSdG<6b zS7}_pR&^K6|6m!uFPTi5^uP_GZIVr*pSc~VUY^6uvJdfG{s04VLs5LDmkj({)g+81 z6EIs(=@Nc3a%+!y)A98Wfdu3YmilT)w~y^B ziE}8bYh3a~{4Fy@xL-g>maYqVU_L3c5}~{HS*YKV3*`D*|4>RoB13MinKLM(K^DK! zO;e|02r)dd!2`6eq7_4_5$g<Y@F6Hz8Qh8cYw{aOdn)P`G)E=Yr)Jl9+bs8v26!VrqoTT}5u(Axv{D4D- zE~Xem7F6ZeSjH`8af3yxg&G^($~onlidqpY>Ay7J0!*atsGrCRIyHMnhh=+79J}-f z-Q)D37|WdgLC7IG(l|d-`YK`o5?eomPr+Jvzdmz70xT^-JtKzSBV$R4#ABZ3tnSB>J$;jl8%jHCR#7`-A@LT?)KB`uU~?ruFoz+Jt&UY=LGxD^EK@N&oReJb{scA$(d@!m(8z$p&e%{ALS1+n^+eL`3b&1&`OhkhGyr z?%h@CcxZGhJ7w|;bLNpxvIL?u4-QhJz}@yPX`QXF<9l}$ml4d>imYH{*NAXx?w!j= zsRni3ACxpmD=~I3VZCaXPLR(lQvJr=?wIFwIde5t@Ob}g%34oIjCWVR_M63BD6>~p ze4^lMrp&c1PD=51-jvS%?h* zZcT6-`xLv0V6cdu{{DAH=$cq93N5)~^~W@{D+b453RHKMYmlvTx?i89+l?LjJV!`* zxx963n+sMUjqzVTiC5^{mnDFD@llKJ^UXx6Ya!+SIJR|ztuyVPL62zVc6=YufudiW(>!?PRXRW%aE zZ!`m5ILvk9U0h>0B&D>$#7iZw590E&bRYe|W|{&(b=8_%MQWesagC+pYN@DAmU&pi zb?@~tSa#W=e$tVqokt*Pa(rQpgo4Cxf%Mhz<+7aS=7y#B6-++2q#;M)#u{kKbRw!` zKwX~fT5wTy1LRF4|0w+I2tXRsHqx(AzgTrg$F^Jqo3^RND#v)FRTtfc`6^e5Oz7DW z*Z5dqPoUKvbIh>-e2ME;Ohp-{4}=wBOkH-|;y7u&2sy-cUle2DWqGv2?SU6E2O&&P zkwnwkkqM=4uNRy;09pE{fbtVRhw_2>S2gzC1(Dn3%ss~=Z1W0$#N>_OU0!f4%j2-l z`cbc4AA$4L23Br%?W?L;ZPzDMXv1X?!Yqg>(=e#i26|n|;dt82;eMg&M$19L4xpjt zt^|-OvX2Yl@8QVyWy9+(e2Dg@j!<|{Xlj&=tD~4jpAoDRDxzz2*`Su z_g$Cc7c>izYhajRxJ9WZ6(%Jmu(EwTCK3F^JzqRgy-(UdO}_9ChTx%e?T0m}WiB-D=F2COHF&mWXMChuf*H}%M=noCs5%%+xf)RosV z6%0@p?HlZr3w|Av=2Fh4X-1y>E|6}3>jL8;?fg0Sin?d}xsmdtMx;ry5?;~6otkF* zlrrZr7h2FP(ZCXqxehrE1U6#Vq2{uu!pxA}nU(0%1i079v;7&>@bW=pSWEa-n zvWR`Jr9PKb!+n?zNftsvv_1;2UwF&HG8_O3O|_~ZmmgE~tsI}jVV8qB zLV?*D-x1m&Hg=7?IhMn&)Apal7}v8-1i!0AJ+^29HsB}NP!9(R_^nLR_t_ozo-4h4 zAW#S1?mhV4w#`^eiA&Yuvh(9h%fzfWxgNp8F{^Kyk}fJ8I=X5zu~$zy1tI1`T5+9Iyz`(aY!!Xr>^XYi&CeX9fsr>~00 zrRpK3^d^1+0d*x+T%SIN^}^c^)=m152D{DmdU=U!n3WXzMMy$^7zkgRtt%qhHIR0JnVfGP!k7^F%_MufZhr&0Ey>tcni1$K*+ zPnImf09#^~etl5-qBGnoZl=2?o|=3KexRk*{ooxuBWjuaO!(2NK&5_ZRPGi1jj86z zNmcLZh6+y3i!}}2v#ARwJtviUn>?AU zUzif}fKHy$5cmAHvrGBT+oH-Z-o1@w6&OG4=(#?$yP9v97~_2S>o!>Ar|&nB`&Pi| zPR|9^sIm{%<*EsVY6+54&O-eqf)BTk?FFq9 ziOK{E;e317YceE2T9AhQyITmCHS<`?T`5+9rp+Bs&-c*cVGyoi0`Pz`Kx%^ZEG*J(;?X*34_aBWcnPc9mYWqA< zvCM#4I2Aq=N{zj9n8V273@#%oLuk~d(XjU5W>q!dW&-x!izHb)* literal 0 HcmV?d00001 diff --git a/translated_images/km/overfit2.131f5800ae10ca5e.webp b/translated_images/km/overfit2.131f5800ae10ca5e.webp new file mode 100644 index 0000000000000000000000000000000000000000..8dd690b9ec66ea3e314f6fc5299476abd71c43b0 GIT binary patch literal 10654 zcma)gQ*b3})a>4|ZQIVo*qIm;+r~^Xv5kps+sVYXZF6E<6DRwgbN+kl-pBhrb=6wc z)n8Zl%Tke%luV%q05l~;l{A!i$s+#2Xq|v;AcHl;2~e0FFH)R>JfDJmv2|4h2HxEE z-8+46$cuCtTmt2Go<~q#Cn$CalKo@)rg>5G2wsWJC2v zK4(4^+hO0g|FAlO=X-30di_Gdf^YL5;Md7VT`(%xZdLJ>^u_SKdxrD~dNndIxyjs;RI;Fuks1- zDf7Ye$+|&0+H>_T)ou9Mvx@kl`2>0~Jo01oWdZGg314b1&mRB-r>NEpB-o|#7Wi*4veqj z*b9jE;5|3-?jLw#t#n*qyn;NH=x8fH*2Y6~u$h_Y2x_vIj{hI5YJN4)o~Vr+^rspgNTRGcDI58vMt-0Ed%5^B>_e#*R#$_i5;*$s?Z(a*&H0J2dHNjaSIgKdiuN z^$DO66SRL#Eja5h#P2xK;8nq86y(J?+J999HonXMw?}!V!4)J&iiJ)kiz#-1Mh8uKyczhd`TX9Gp3n@wJWnapA*{$TSQX9`?@ ziGuo<03~*S*-;HvkB7r=tMDjh}hBfWpPDe93`8ixbXE1MCD{Qi3eFL^1v5ar`PM+87r!4bd>2YUqFOc?#^Y09tA`qFm|0;b5;@%!J$VxuZcl!> z#MWF5MzGRD*qU`*SJs9F>3wmMlJ!52R1AvpJ90=HyRbh_j;x!%}rX?=XeCJo#BipOT^`WPi^H#-!%2uUF)p# zMnOUgbO3(?bQEa++J91{h4^3DoD2wMvN?$>(hroyF!d#+3K&~HSM;u1zQa{GN}nz( zyE4lPW%zB>#PYiV_|wuAVgr7{lA)e%J{xFdK8^o@JPE_+JLuvz(HTkrV0A}#5pIyI zx1@EOaAe6zFcbAy08>=nh*6Q8w6;Vb;-;4-7BikgMya>i;%wujpnZS-p(V?_$!KmW z9Ges&LZCL#wy`Mfj%bNEpbA*0#F@^F3#y7c=PZ46uCr`nuydxWJ!f#|P3~KW3`MFH zKcAuBeobEn=Ih`ikAR_q4Nx1fw0*wl0QiDCQvFuhxmZ>Lk^X0dG2+jGgl!2Oj)rMAcH7KJ1rMq{3>|gZJ_MJqy_eN% zN|F$d4w9S~Xo^)rH9Fuk|GgKdEXZX>B zejcz6hekcWnw>qKn7x)<3x(zm+H$_rsx5*GkhK>W*6mu0*Eib+XEkZ^v2&&#gn|kP zw64_RB9eaWrn8@K|Eda$D9fw8LEbT3p>E;;MjOE*_+O;%@lIc1#K8qk1IlTMLqDN{MzT&oBsuL%*$1rQNk|0wUnSi+; z7DtnMRA;h8c!IZAsTkUwiDH6bxY%c&g*aQ${CZ&4UkQeR1QRu6&NF6hPsFx0NuV3) zRM=54DU@Z8k&aL`NkjTmF|YMu)2L(OpkMV#hX0K=ceD#uwN`@fU0zc$lUCgq znfqZVgQv?KGs)&(nUf5U6saTC0;yOl9O1el@55}&qS3v&dBH5i0?!&rQ7R68G(6;{ zEauO808JqjW)$cO(1SAUCrGY3`XUh9W)whN5(<(z^B7dzGxKmEb1~?5-^7jR*oF{y z{sr($pTt|O6frmmJbHby_p=#%s>Wz3`v!4iW-C>QRMnTHWNcAjJ!|LLR;#Ma9pvUaE)F8Y!9qtRC_rCWt{ypuLZaIVNu1#)j=`Kkml*xw0qyKHE+H#$SsG9WLx18 zy1hk}RKpWuOP_!7dx)th_0djA&VR!y*bDUKDlNU4=$t>o-qbhwFm@aXsxt0)i6#_V z4W8uU3-)3<+v8S9A>5sQdfo=cCO^Vs%jz-khMnRhD{!JXRCm6?!7dnf!L>Ky?@roK z&pJy4mrQGK2TYm;Vxzop${>GOU&>Be!s+2!lg7Zh9czj%1Yc9P7MbOo97tdY!LMbL zE$C%BF7Iu?827}7c>P4vK2s7mpEiZGo-XNM@mX0y4f14>Rimgd!0@zVWU=FVt9Q=p zeTIbxF)5n^Ba9G)ZxdA2VFX_!JoFphzh<>TezO5tNMH0jAx{uaL@)H%kJ$Y{h&byR z4clueA|wMfRc*J7H8IUgzmjJjPo5N8f)973fT)Q^LARwEZ@zFfX(Fl6tb4g-7@Vuw zEW{W*$qA)knsmIbmaCQ9#rDi+UmdPgGi@8y4;`>A?K1{cEGuKfDZ=p=O6RYacuR+( z96#WUQkD(dq=xie6Zw>vo4(=vdi&}Ch<0?cSe@G2>L6PV4>ZDq$gGBE09@X%cZXyv zOxWbkn)y>qbg6BjTJR?WQ))td2BrH9c(|l*F)Gu{zJ$ay_vCFgBlH>yW_L=#D6L4x z6Wgq@mF%E8y$i*V;-K4Hk9_~=A*myE=?~(hn=r&txXJbTR5sl4n&{8mo@7ZNW>}`d zDT1xW*weD<;w$lIpPRzOqf!U4)jVi;pFnouqju_Gc+ zWJH*S7iF|&E9db;*DuAo?|M%#FWki5C13j%fo2i%)uYqD!pf)n{@ZE!VxXj`*tI%b zvsw_RyRpzGM%pb^ZmJcGi)1~PJdu}=q*YBVCWKL0I^sHshYuVI*)PJI95-3(pCODF zP@7YO31HDud^>(7!#R=Kejpv`?PVX~sXRAO6@*Cst?3GlA%ifcs?R6NRx4{DF-fJC z2JGwknNwp3?PIrGuYZ-GA!1TjPK*W75P@zV%W+<+7M)7z^K$``!9gCC`VBq6`;T_o z^#?)v@O3R(sjFC{U0FYI_Qn^9DN-A5JodL(AK>4|q#p*G$&XZg^ak2$iZQOoVJO#6 z&uwr?Ox`Y13(eu_t%?zQ&V%plj~V^c7F6W#Ho5I>^c0Z%^bRG4bSUVC$(YWaHxOJ! zo9dg@Na)%&P@zwk=X_F^omb|!f8oF$3Kw{O?7D?#2+Lb%Wh#){@nGQ5_NAx|{4?^T z?>W)2hkf|7vm405m;NF>M#01(kcJg2*RU2{XXE90PXn%Zo*LhIj$5N!I{#_}$bm*{ zpA14{GDayDv9TLOP3fs+mfH~~A--|@^M{snH{Qg5wcNwBWT`_H{j^@-^)GB3Y4d{t zW>9+*#uA<*B^>S$TSEcYbEzH%8{G3_H___P-jnPhGHW-zp*3B!x}Hc`3gtCMI-lw3U9x zd-g57*CG7(a&(y&GVre$t>rC^qlr+_E#^f~6}4L0fCgVcdpkj8HsBUHG@wSENT5cn z@!}(@OBD?-Md3iqbpW-UUb=_3;Lc)NiR&ur9)I~D;m%xAbs-LPq@AIo4G^PDl- zLsv65V9nW3+{Uj+!5kdUFK@E z+k$Da9idd8e;o}FjvY!2qW=wTC^GisvsP3~v;IpL++P;SLD4(iH|IrcI0{1E^Z26- zIWlADd)47vS4S->vSP6t$=Y*Sf$v|9k}`_QccfYBA7m(Bwwb(CwTw_<$MVA#>`E?y zQJRM?`0Uc0ACo%AMRUEPrZSc+7q}4F1IZdgsbPS};n)U6;C0C_BXEEvb2UfLrv*}Y zWuQvV=6f%20^zmVMvdo&BwSw^pdOG~+aznp&|JgH23P+D1_a3>$D5f$iFx>1>!jzy zu4;(BTxl+3O8tc4`)YxZ6$~AZN&XSo(fx==u0aQ*a})1>-hYI?*{LBdS0NjXFy_G% ze27Nrx2{#&PJv#6RUi@DED?m0xPk2kU*js_pDpLY9hZ|)evb;%{9MzioAkVD3mQfN z-ZC=i(98hJOQt!Ry~*)*E1@PT#`6V1=}mAjQHniR*A4N4!ScXUtyQ z)DMsFI0UBsKVNf$g7C5FolyTK2gPLyb=V6&3BRKe?gsm6K00N98X;ysOs|)oD5uds zl?Z;;dSU+^Zo=+YjQxFG_gF6&hyg#1x7K^f{U;>?az&sWk^Y zXE@>gR4f?0;`MnC5Bk!Mm=W^z=cIK+>}P!$S5VKQsK?0=+4NYAaHd(ppo3aN1~H+~ zh{?wW;o$l7cGVN^m8@pD$@$MH8^g1cq=LKHsI(mcXCvF=hvPWDMW^obB=4`?s@P>5 zI9D$xJkBVde*~^1qfUz0x$|dp+=&N$Lj5_XXJyyQ_G2g?iXz$SIQzVJqMT{>>UwVx zlOe3Tmi5O1?3RSh7x1S7^t9F z#U_7z6W{V=tH?(UO1h0}xo+Xu3S_1p!#Drv!P>l4h0q}lswO;R{$7r>RZ_}TOfO2{ z5@p&@Ssr40We{)3iq|$x?}qn>XIkXg^fP@oW>LPLYrxBRxZoSn|x9x*$k1pSB?9ZNwE|lfe0$gZH@dd z`$`LCcwT#2u~y-Q4HQxIyPhDle5bwOa_L_^)V*G!r2|zZE?OaF)ypf#20vcS#0%~F z4hEYN_!!0X*DQ^W?SImXAF$Bf}8<&S0yWk=v@t z4CjRgR1uor$M6B=hxT^Z)&p>5;TtM`>@;D%uzqbf&)o%b!psW79dI*%?rP&NZ1nYj zUD{VWR!jOcQ)w->E)Vt1)p4ij4${I0(I_#T5l}~P>qM@M_|GV|^Qfwab=6&v$pnyExGKo&ye;zA0k6;kAA;1&dAfavzS7= zIHoomp}&v#z{0ze+HS&3*B2@IO_8^9R}Fw}37YqtPPQmH3oC2IQ7$q${eL9L{l#h@ zmIPT!K3scrM#c&8-CX8hhW7p~Tie&yTP&v<${sz=HKKsKg_mdzEyr=j^G&YZtB<#( z9%D^J9>nJCb5`XRyAgW}DwEciR?c+U*LODi&34@~rib~ON_ONMtp~r8shCK{1o0{$ z$M*X~G*)3JE7wJDzmec_by{;?1g@d4yIkkGFk0YV1yR)?e)CLw2b)|Z##t0YONpBx>>X|OX)=U+&$c-MeN{|4{~zI z6metI4du`O<#3>_b~#ibQ1-qwNh>@$byiN=eHDhHe!cifw-v4pIwEDOoSBDRSfBV_ zPgIri#onn-dHILhS{;9Z@793|&Y-tCY4;p;V{^09Cn}S|DUITlj2U*#ptV*=CuxZp zQ2uA@Al|AoDJEHp#I9i$2u}u7p&e@A+SD(UDQ^RFBqR(s842H{rMzrusD|oVE*$?o zzJq4RKzvO^vTKPVk2Kw|K?EpJsfj1iZ_N_EtuFx*#FqCO$MC!tkvQM#k14IIUVsjy zWB9I5W#G!M-v2#*<}lS9MB@Fl-;_lF{aM8?4rL}Ibj7b##2oe=$a5ME&fl43GXaSR z)ODD91do{KNAMTGNO9aWx)HP^(bt-J`|!-N(x8%CEtz%UHLpyn25qy@o3r~?s1`X| zmyCZ0x(7N3s^MXapwMh)V1iqpsiu5X%5QNx6So-{bre~R z1$Kr0lKq%L5($5*acJCDIqUnvvpnN)k@KpEq3Kic(fT;Vef)_(4T4VWAh?x{G@!~P z#@3}K`5~~1G3gfnDyfTCNJBd%Ba{99=;`8E6~?>@mO?+}{u@uoeFh4dNh06@8a8_y zvVELH#W9@X!c?QMB44W##wxi3S9-o>#u<}HoDx(lkKJYKuppc#oX7OoI}4@Y!r=Lu zBy?~dyoTad=I;3j+#L%|NK$5+YNH|Cyo`+rUXHG%!QVlI5utJ54F$@9%5)A}czZvY&PHF^I;S`yt7snUhXx()lCM3=u)@5;A=oqDRrT2f4(Ye z9)I+__|bk3jZv$Lou|{OF->wu{DJCO*2{jzUG`1YMkh(eQOKUNyx&EB)lVUb22l&qZGTh*Tskevej z7Vp?v8fdv-MiIGn$e&>;vvUQhbDznJItSnP85&495i$m?bOI7T{>n@%L++M)^SdTEEQ49?&r!m`hJjkem!%psvG}onOYq`LSnTkP;*Z8u=nTA?5PXS zzR;M9YA~Bl7C|5({u4yvX-N*KM00pap4jrtT6N>tvD=i|Ibkpm~1je0>KdKX#A9)rm2;jz8`@ zTa_w)ZU!aFzD*#9}V% zBcZC??=g}|XmII(nS|rbZa;x-6g!NO zKhzq9fr>wHalW#pRz;aJF0`65^E`F@4Y5Lf*w;+@eqz);Ay^8*;w$D>HewuE)YED# z=iv{Y9=(z4N?|37`?WJF%+ds@Q#b8TJ*O6Z10ySsbrmtaRvsfwT*8jm#9|>fV4R8O zo0LV^*kUN23F@O(Gbn0i3&D=eQ&Z}D#;}ce?SRY{ra7D|Y3z^OE7gIF&K`FdIcyH5 zO(A>-y1R*9{FHP?R-wJ6dHiYew;Qi%<|gq&On|S@>LZGVk$z<_&f8reZT5;`f4d74 zF{M0yQewy)Z1%9)hTY>RRv?h z%Gap8iTc$Yk;{5L)iffhh2zH1`veS^YgPKz@BjQu2VvtXD<1dr9=t2Drn*Zv#Pp+P zpg59UV)2Smn^+>1uI+dT&1)_#q#Xs?2abb{{Ff<{p`jQ206~WEo(IqHn$!fO`>gy% zYm?@U3)Mw>=X#ZU{-Op>5fGuqo~q@Qp757PkFS0Fj~eyH_5>j{0hBUvsA3l?ZyXu!xz0Ch9szJz$Y6FpNHg=q57CU>d&S@*&A{4+mVx=V zmB4y@`z2g8W!>24%U_e6L*33Fa0=(p=rQ)Wi&{UoIp+BJB`_(+$CYrPa%6&aoONoY z-IYZ%UTQBd6CHP1wTfV~E4yaM*=ztC{Wq#aE@#yTZ?1#ey3U}+e7fM<>#iAXQ z9Lay;Jea;>p_lS8%}Ez6ZFyw^^m|w%em9?R0qwvU5>~!W?>%LClP2_9q}{|Lr7@Ja zRoOq(t-gc%_|iinTlVQ(vCagkGI_a)0>(hlBK;pXoLdWsaT2X5oS|z#@2tyJ_6ggQqRjOJ z6*CL$C}4io_(_}t50%^WypLAtBA5(i3h$AwDnw(xB8hd*cozPw<^ovtZbB{;0ogzW zS+O&~`igf}C}%g2#=pV9Z1jFtmJ96vq->q*eQj}4FqIk>b2Wj5Q6-_my-3$TFo}tf z=;jp1kB>`5$d#nGVr;>cR!tm2{IZdtkO#X36L}$!P2&HkWKa4n6BdQ!8BYLrM7k%q zuV{PaFNNjN{plo%tkZza(W(LGaKTzdO-Z1fVZ%tIt+K4W_f->8Z&np5#>oVH;w(j7b5}}kfAGYZu z6Qvt^w^9Nn<<=%7cQXPHK|zmAod=@{>bSD$v?N~*F)jWRR1|q}s@DKk|Mw8VdmI}K zSA*fl=0HkstNNix7&7C9`AI^GF45yY0Os|yj*G-jlIg2bScS|2Uy$ynW(yM#Sid(g zSeIZ+lFxg~AYf~`dgj&d!P8|Fp0U7+1l7 z{XV5q+T3Gcj8bi%K+wSyBHr9upvZbt(cBl3bF46L+Zr;O#N%fzKKljtvt6IyMOsuL zJ9LFYuLlHI1yuyhNMLv*VCegUAQO_2hIJqSyEw`?^_rzGL0+5k?Yb})Q#=ap9=|JV zRGJI`yUV|iH-s+bQwV6;xzb_s+7sHMHboQ4KtaIre|KCp zI4F*yT5iJBPLe?5--~=XJ!KEMIjRzgS)-M7`jw!!L??dP`fVPML2ZW5(P==490ASi zWOlTtOsiJEB_O7IcCdp|qf2#aDENhw3deB|qvH*_ zniLWz>$qh=AX#}m9+c0agBrh7x}67}2l57cMK47z)f3M{;9C{GuMazYBoYCUCHqxy zW4j9|QtYHA`=@7I!un(cX?@ zdYeVNS5zTg6Rlj!64Dcj`N&ETGUUf^&`bbhtv5%cu?t;b(tZuM5UUym-7^Aiz>-lC z5$)sy91@v zJdyt!-srHL&icI*`AuJ|HUyoPM+=64)b;@KiUMM#$V~vV2OR*#-h*X!8Iy!uQz(Mc z{rtxB+=z1PE`gu4&&hZCYR^HC&e|UYlLBy1W~p^|Cs7`9cb7PT`RyO?G-SArWF@V-Yg`-j^=QuZ(!kmQ<}9iSlWF`nT~@mXKjijgtkTnje?_I1CpK zH91W~Vpr%NmLrO*l$<=B5!o?>KMhc`{0^*UPX4*li=;@@$%cmOK+fS(?fWQYHj*>N zEW073$a|Yn2@iSGs(T5w_>)XEvH4#>R(P*_OVTN=q8j4QnxBp!T$?m|QavkuWG_;9 znx7*!Fs99h3yRCbVbGQs)OK*RMZ+Zyiq8i8e-DdkcwMc?xl2wqaTV$Zu;l^TN4n^9~CRodCki?y;z{vhJiGXE_4b7_#obrGE z@$3EP|E_QUd#YLX>(q1?)eU#_=h^>BIDh?@{kQgwo&4MT7y9q<+~&B~^B?g)+yBb{ zy#FctqwO!~|LOn8`3?Dp^dI#<;Qj!Ak$*t{Fa5vwcl@8r|MZ>89l!lIkPrW!+JC@5{d80F@6Zp*zqJ4D{{zTh%)RKpr~TRZaPzy!-?{iD_}}}UwLj+Z zSM^`@eyhGpe?R`~{_pdL{6Emo`*^x|U;KFvKiAS<r775& zGtzjnSqOwjP+Scn$(eDKDko=m&&K&ko&GPr38H2KN=sokP7Z^hrOC;M+uy%(p*Md% zn>->j;a>#!zsaJlBmZpvQkt#%kd-4=fV)b4hM~NaRuX*(#u8jSl~4PR05_ur-W`F4 z&;1ljIPr)KuckxA^BO-}VA>+Eyu2ZksOVK_UClqgJ9~})mMoz;HcsiDHX47%yfloaXlz8wL-&Wqr`uaE{NZ$G!na>4bBxN4H#05`w$=m9$UW`FKljl( z*^M=qeqrG!6Y#OXx9Z{A*qR%MEda5=rT22J+dx?M#{$m}KF(nO`*}}3 zvXIraz&rddT1Z-4U=Gl$;n!?1XT2M|IO^4=yS!<@VGtd0TPr4a|Brbd9Wxsl3~;*) zaJUziWxVdo_A((;K7l$6*e*sh%{FBOfeQ>sEbe}6ur%0S+W8c$?ie;zMAkUY&kj!`~3RK?@+q3>fQK ztvfOgT!0IceDLv{D%Rotj~J^*xUZ^IiJhP?lE&&kv5e4_4W%u9^t#fkzjd#$z{||DyR2hRJeSaQ zG0e?`b)!oiU$954snTL^eCpv==iuSY+HAYMUO%nnZ}%MKL$FC=kUFdWWHP7x{6M5R znx@GI+(;465QpqEPhxhD7%(y>z0#li^t!; zAo7~$u1W?yF8`QIEA?hq{U{Zw23~BHMwa4;(}?zvULNGTI~NyZ3dXiF^kFFv#*7wD zQJvpTB?onLzZ4M3M$p$#&qN^BHj`uIMFvZ@GXv;k#}<$|$JQ=1xHxl@Fw7wHHb@ z3W$5mjLD?we{o*|dAx@cgKA(`hPu@GxUlKjq-l8_ZonwgsD8ERN?Azv|wy@R*d2tfn#>wO;SU(VzY(*ilt zl0%U?KU^cSkd?KW;YU{WBc+h>M#ugq{?uL%@yLqMkUe|RM^SXjdO5NpOr_OWBdhG9ZR^ecNLIw zn3#x;+GK`<<3h`>+4FTZFJxsS$?~82d-qo|QYQ81EJwtZR99mLa*I-e2@F z29}uJsffJ>G6O*k7K-AQINhfiF)EChW7J&M?rpjmH-4k-~+t-CX_Z&jBOLD7dUw*=a+OP0l`+s8RTzMkXbg zu;_O{y?z>DH^&$kX5n}Qw&FJx&eg-|y6f3n8?FTHl%( zhr8k}wzA5E_A>jnKwB7Dn;470@HqIlA6~+86QbgTu;B6HG>HB z=WrX4mK1b)(zX`#<1{DOPnDMEDzVDvwTu0u85x!VKyc0|Ep$Wln@h6x7@)v|=&TG2 zT^($}mE!9L6ulRFYme-<)Y(p*5L&sVeCSmvdRw4CD7ET6;n31=Xos-nY(Q5yuE^_? z{@UJ{Z|qvyJ__N4)nzUc`gh2t>Kdg8hMIKI)~}}B5?CI@Jr`|A-+4^O*>J(#2l+fB zxm|(fV~$@z7B8vuYPS36?pkE|{0nWjHP}7m*16HS{2gYkN<`1r5DqhE*fZD7rOo zk>OGVj4Sf!#~HTWVZ-NnTy0C&P(53vo#RTZv<70+2XI|s*fEKJ$kcaDSDH-f8P4B1 z(e$RKG=Q3Q$q?H@RsXaNLsUQ7jXw$u&KN7DkuByJ3m+YyTcP3w+90a6_FAAxk^C;p z9A}%e=n1$a^Rn&sqH%BAVd#@a>Iso(`?n|ZYKrzNMd`0-J+E~Kc+PsQ#{&eOcKae1 zjt}Q^XOA5viVzz?A}0GpOffUrAJwtQlTPQN;N;1^nKEJ3ZF4=as6Q!e)=hX!hW{LK6R>#vvOinuH`A?1gnR^ucYePf zdgm_%R#G{CA(UW2{To?XCP^~yRd0xxQ58$#fyg&1->FLjX$HE0Vw8GcM^V_9u$s+OxuHwbZ|8*U> zZzDM)G{P&3#4Mv)&k;6cgGa_xJz#1TQ$&sS08PVWS=V}RS_KI(lg#Rh^t!g)%F!6u{Kyt zNKjYXH zv&3Zzcy4nhJ*nvEPl;nN?^eBb+%Qleb$P|4$9kvBlB&~pptaQCWKWJ6wN0yu4abB+q>iW#Bzpkz^58Ft83fjrcYwaNi7%O98y# zKzKoA4cYfPk|t}D`|Q~+px}V+2SzRva-DMZAgmaLNq}S(+p8S~54axanh62@wW7&6 zW4c-DW38i3x!?pCDD@+Rh^Sg?jzq(@fX$)CGV9h8VuEdPKzp?mKCTLlj;~HwrWHrw zKF3gx{KSEW!!0T-8ln9jc`8$>sP8w@sk^1f3+3xS965#A0@Oga%?KsclpJI9E7vXn zwJ<4PamltDkBdPD#9(dJu6xLd+2ehIIYb*c_|--3Ledro?v?D3mqw4O>EV)5$BsCkhPWVOaF!iRS~gBgKYQHy06_%&X$yz(XW}akxDaBo z)48F$5Qxb8Q10sRM7h97s0-2!xIYAs$F}bQT$d{IC(=lu@2AnOc};s+ow(%fuubs3 zxg*?HBx4WKu2eD&Vhq+96S%_IOC>ZjGD&6Anv(wUhVp;CQ+2j|rdDK_W$B-UzJ zPXW$7m0r3t{Zm|?y}#?ZY50kNSPRfdp?k&x!)4bj^c2oJ_H#%%heFn?oZ1TDbMAl$OZQlZT(aA3 zs+GD!3ZSn02E*y#@+?{45xTF~VElWAZx=sK|2wiDlWL(@JvZ#`W?zjsFPZysT(R#= zn7uIBW*BxB3^^eQ&|2%^qyF$fklr9yoQn?3kVwD?0_{5124O|`bw@62(&}6E49C8q zhk)^iUtHWw@Ab+bZ@pkFXrO~q7k0lLXh1dI*di}pcX<9ND{F4Lu==Qdo5(*#z+_?f zTzcyCYxmwI9+g!8qG*h|Aa`Ag=kzaQ*xAUui(@p75I-sFH8eID!=Cu7_vR#R`?Oz7uArg7GZG#JSoCm zJ8n2`TRK4~gH{l9O)>7T(7l{aEyJWK->urWfLu|M#l<@~=UVW|XA{CJ!ew29&|NUF zx<>sYya8yax=|qEXTDs&ubNkAW@raNQ_y&s3Qb^_zwfExeC|REJKB@4AsNV0UN9$x z-kuOZ_;Ma&Y0-$`{axzmqMgn2ws ziv<%`{o4|uwBhE|ds;N7GO1xLF(?xc5Vr;6@X<4lq`37cX3RqCL^@L*-kKWAvpxW- zbfxhRe7#s$%#P;(VxdXGA8NilX+$Y=Tx%(zrA$KoB1KWM!u|$&>)Hvk^yh&x7qFpf zn+^DxOJ`fGy{ZS2!&U~}IHZj9)7DQR*gra3u2*$CU-n>+BFNuJ(Hwy^9ZJu8E>}0D zQ^dscXwJO;Z168$Ai~7-l9i;{2TZbQexUgin>B|H9*|Ne!spB_UgvrZJQ9Sa z2)5!mXIH!8G0LdbeD2z{WZ|c`KE=Z*3f&kPQyg{kpwrnXojp3-dLmnJX>g6l?HJ~b zlW#Ry$LxrcF&VQZ4mmjfve}CGZCQ$aszV?L&;v z;{Jy_N}7-!^S@J+*W3YZ@zSCOVHUko3!&nKZH+|)bVxGDk*;6J+kO6B-Qwx_y(~k! z3|AD-Qih?VT4U%uUbl5lxFbagPM?Y>mQYM3|B0XZJ$I;&B|Ln)$$lLy#2Y|tK@Rbv z;my2bkRLT4{$0F75zv)}j<3~=#OLWMGXD%i7=~$%Dee>6U{dfr-W(~VtiYKtlCe0r zK*rMH0k7CELRx?EDd>sH<((@uEP+x{zR$tVYL>^R6XSO&7|qQ7;dTQS12$ zbtU(D8k6&*E7(eAvOK|!Ns0wZMlk+DC}D#L`|zV=&K*S#r%_o$Djh#7BY;#d^MpC>dpw$;N(xMSB8i zAv|zTyc=)3g*!mE>Ca7jj0o*J8DH~mvK^FthTTV*pid%7=dMxjMaRJamx*yh8Q*46 z;X|^i;?JTgSD*d&cW{24O847TzGsXBt2n;-n|#XF(tOp|n22247s_VMBQ$y?Pz)D+ z0gL)YIpgR?18cghT|t+{AyKc?X4M7`B=DqKK%l1UJoRkjjzt*>rT$ zxbioLm+#0-joMN8`8R7n+%Xz30FGcM8-;;>=7lV-L@x`7$#Oe< zu)4aGsadRzCEok$#m=B!&lU>4M?kIclz0pap68O)Z$x6`4O@Z`F;NJlkdiTc)c$`NAg2t7Wj* zy`eDN_iq;Fdx7ZH;SZ%5wR|{FmS8nj3tgmM*4&XYpJL5UWW=0~y3XS#7(H9B%Ka3# z{+OjYr`q+A{#>b!iys<@YTayA{3@i22sp>8K7=ktyPYZAxtl5(ax( zJFp8??Ph^H2FW!-a%Yltq_|}Y^~ye+@J#|7IOAXd*9lt)xw894X1-7vY5fk7KbskU zbXnVgR7*+`5J|VrN@XTv(=OI@ee>880KYkI3bZe{7hqQvRQ!GfW=67On#FtgJugBX z8Elndc0N%xEqouFi6e+N*jjk>_wjXb5tMcecJnmjM|D7HlMPMoDzqOtDi!)M?0;P9 zY`zX7l}qi3=b&^e-?J)jq{DnSqVYcBn#r5x%+0CZUMBXbXVz10Qio+LklU zDzO394DH(HJM%OBc-_k#C+(EwZYLgmEo^V$^qKdNoj)J67T^wqCq*6a!90%XyG&Gr zYk03292?9bygzYt#-JW#)SDqkzwIZdJ+At~4y`$R@On#(bSWjET~Uy5jMi=B1h_4W zjF)zxyqU*gSBqR63rC;dBNV>MsbslcZ}TT;x&aDufk@M+f-Oi^OR@KfADaD5_@%Ht zEB2gQvxV_+8G7(SvO0A1@`D{*mP6qNVeW(_a1DQcQ>pAYJCB6pca^3q5ghs^Z=NLs z2)*5WgcRpCuHt8??TzhWusn$xPXj$Tm4iLRYR{6Z2gHeZKb+a@T@5)`f$@G)Nszp# zMeOIv-h1f|Xc;iMGq)jyw!OPD#LdnLg1m%bP1`N$Ks0?Y)oC_-VBz&*SdQuPVkizt z42Dnv6yMYIrV8FK8-J_70q^Ytz~md)Xr<*w4bsv(MR+Q|DyA3!S)neoEu7HSnwq)O zcns0T^qbuU#Eu0n*kh;psvex_wy>iAx9lVrikoD?{tClzBTtu{#e=bwDw(Grp?~I) zvQkqMk7B*sm6Q;tTx}L$UM+S_*4G>kpfZRqJ)ud(UOOemhPOHfPwj}x>fBWx{xafYIODof7`N4zt;3hJIg_3+o zat+zUk$SP6M$=M<{*IKnfx`2i&D1HczgGu*XIKdF`dHU6bUQlPh1COMms8cb>0DBhuThLU*Z$JVB;}`*bpfkCJ_c9~+{Rux6*(kqfxuSyOSv|vE6e*zKABL%M02@FEoFg0dw)sC;c<<7uQWd*TY zp3Klqp@0unB}B}i4o=jK*NIv+dPaQ}HZ34)H9k6I+v0MCO{2CE0sOgN@OE&#Lm$=O z1}X=eU@iAGv?kh&58XaJcyw_)&B0}V~Tj=!#+|#>vD06Cc&OC z#$4ln_&7S%6#Y9SG6|r9Q%rc_*$SUz(Y@mykm4h#^vP(vNDrmEjGZ;@POwU7sE4+C z*Qi6Pl6zVcsx-XV-xs8_U-KW+NGS0=^l@nXTJbA0WY23puJ$y=WGBpcD<*^H2Mi{2 z93YB|%6L?=uK^osAnTd_ZPLl^>WnZ>0_AL3Qyd*b4nx*aV9}H~JC^FtpMqxqZ<^M% ztX+Yu5+iedl>#jEgcdud(6Z_f@jJCLc_a^Ver&>E&D%!dB1b{`!ABdFn~4>A_1YaT z>l}sM8br6?gQnOy1weQC1L;V0h!S3*xaUj>MXNG1=zkS)8RgAmy@LFrPLVdO`s>O_ zQ?k1YXLwOX#TPAU%!jSpWM~*b}ip0u&k86&w(#Y}a&$ttqaKJZU zc6PyRha&<4YB_O`>lXIyh1SH<|Ud!?>&168Rgd zN(993qqt&69uZEx$LEEssmjt6RmUoxwP}tRDnCUv-2p$3MonJH>t6MPzC#!7Yx31I z8SyYxkHg!)qh@VGtrl!-#z$!QgM2po&`wL%#!9V_+lzYjI9%a1d1`_k)0s<|E({Zc zBrPx$>>8{vu3g?KIWM?q1XiTmA-Ab8@%V+v^aDT{@-Y^+I^>uRiPi?O*%YAG;c$#; z0IeoX0e#Nr40dfd=exa=ElaupB-h`k;pkizJ;W#)4iIge$wITZWR}cyv6Vst$v6?8 zZx|+2v5^2rpVG!H%_)`i%DcPv9kI^>At4vHgJjuo@8+?+ll>~FR^nG z?>g=xY6WPJiWp7dLxLnJMmM4YB9Fov@4&7ac)O3x3s6H<b=Kb z2Pl)!CbwPw#g`dA2PeM@8n`5kYb5j`M2*Pi35;g85AN|Y%sLsTThC;SjR z+fYiNrpY~=Wmv&umNRxiq*@hf5k0HlYaevBJxaDj7)!-)v#vrs(jbq<0F?>bX0!Br zgTLB{Rt{851$P&{`WV)~-UoLXBfDH4o1473V>~Hbp0HOE2XHe1d1pXFD%{63Yzfi2 z&T90KZr}Zs;kHsxEe43Y<2{Gt1ua#O)<*#PrU5xZ?ooMAEL`WV35&?O&@tY_lmFJ; z76idu5s*WrwV5hFjh0i-t2cCiCZg@0-kZeWl055VG^NyH%m)*D772{#%t&&4ee`yKt6_R|#|9(kKlyf6S*-~U-`Mex?IR-rd1cluIxny++;3~zKq zqZSz)$f@3Hrgpq{xt#{{`WAm$`j{ZrtQZW?0!(cr0n#~K+Y7mK>s}|T z?_x_pPD?A};bJKo7-S&>ukx~|WBC^dtAfw$e}z|LaC$Ap%?cQu;MM>E2ZDj*J}qCh zb14Z-CsKeFxD?-Uu$d7Tcw!61BZm`t(+%ajMb0zU#F1PY02dAigSJFiY~|Z}x`k%0s2*eH6x+b)BYR1p``nb>~`B$gK^k$^Fm;n_ zZa+LLW`ot$>206Wl}0mwig)Az6(b3H)TiyosF%A;FXGdayBAI%D&%yfEG*1vVD+bC zjq{Rcdg|0K6%R&sJ7dEgTv1h(tyPz83Y+9j0_Xu{ z=ML??J`1Wkv)_Ev{^RU)^U5p1dFU2qddEEe4$Zt%xHUZ6lH&qU`C$tz5NqEBmCQO2kdjET-o#W$Q5`)G4FZ)G!%2=MI>u z+3vpHW|VQqh%P>c%MJ#^*a+nrW_<}@rdEwMHnnx3*QMtgoTjd z{2ZG}5B}I@rmDI-UoK~MLEwmp*Qc-xeAke^vCSHD_!Jz1%)5Jl(;#)m4RH-Cp`m!C zxaK|M_gW1WqN@m{=Ehz3)(EcH(~NICxM3j;UBM0N0$K%JMq7bZ*#)1vR1_!1PwyG@ z*m#dKedE7M>M#3m<`h{Tf8Y~rO!019o-ZZp1^6a1t&7D%xEN1lUm!(LNylaF2D?}m z>_LPd+ckAbMmo?=t`mO)T_-Otrd5P1aTg-I6(tTxw_?5XC~<5)rW72;rB_QS&1xT7CQ!!g@!lsC1pw{6On+ z0g_4j#gly3ON#!+!4Gx*aR2g^*rpk9d}u-N#OH{p@%&dx<4(I$ar}2cbi_(twYrp0 zQ1WBs=AI$CZ*F9A6d~ZbcTk!FbUct)>yv z(<6a7sxIXV5V6v6j5&%;rNrNr>xE6sBhlrxFDR4^UL4zB^U>9_{ajKGq*%^EW5Z4p zJByPvbiBL9*|5gb;Am<-_(YVqBD(OqXlzp^hc_szO|02t+3{Tv!VvO`mZYxWDaO6% zWxkA2F*oukOo&>eo)c|PBczD!3Pa;GbP~S0EZUq51RXCan~W^I^GWd6a^#KL(zUan zY>#hhm}yE6k3-9sfrJ(KLkyr+$AfB#N&u^V3XAgtGbsh_|G7T$Il1Y=BwZ?+i7jYm z$I{<{4#>!#rjGh;ltB{bPn{l_`-I=)Q{bLP2ACe{)(p=K-5BlUp5t(9SG=#1>#?n{ z(j;)$G8?7Vorh+33_W=9&0LAbf{93VPwQzkp>#U64g~2}h2-5V_wM-i&?(7)NOmWq za6U?S%k_ceAq>)TL|~JFP8L6Lvt0Bfg9n~~`68BtRa0SWeh*gL5`$9RNwUdiV${gs z2hYDYa2Z?=?g0}Z+_0Wo{{JIE6Cy?l5rG&IBKjxNfSEe*Zmk;Ote1aRfG5k62be7 zsC~j6+(4Y^%OPMZh@;fStbJ0IBG{~?3(R@1f!@KV(p^er&x881;$c#aV6kXN()9Z9 z-xy1v+>y>`&p_JN$u%ua%@^GrCX_?(Wi69y+NBLjmW*2*fzrptx^O4j>TVZ~1i522PmeWJZ0o_tc6{)n zzg$5V)R#Y6KZX(j~L}-tdMij4V;giws&H${H6FlblzU&^~W|t+|G90-%d)#Hj zqtMhv4+T!^wtEA}MWDjTTZ{oc89 z>QPr8E;;6XUbWE@i67J5LV-s5u*70H?at0%lWle$ys*3;u+PDhPm=UGC}r1D!?Z@{ zv-767tlYDeimx*%38w}!?HxRcMW){#DYgN2a(XR(a(PCXVTITqV95Gq>Vt5)d}l^{ z(|!e(?6=?&N5;JIKWXA&ss62oct3tc*kfHT5+hK(DmEBHIzLF3ne~74enliT^;Y49 znLzkyR!-}hN=&kmZdSS$ZF-!=1UH(;e-a|SQC3-+bm-qg4iFWY6r@t4fT65)XG_iu z!*j&Iy`u&cW4d8wuX~B!&@-qtw7nHhy10q1(z=~E#d?XR{;Yk97>B)+)Ibm&NyPbmy%s;&otxclzC5*%k{K`1{=v3PV&a&=;$63Yt*DqyX%Btl z{^I;jxUJp|%jo~+3)jM8Aj+V0<(oPxdpdZWRLepFlhE&PUfqgFhb7S+KaM{qxjb*t zhmw){@PSd8-+jHU8G}Q4XnBcMrLBFc8mGIq>B>Cyj_s;MBGdx-N>L9KzA9Bs=V!a1 z$9mLN6b<|U-g;vCDfhmh)B%Suih^fpG27>ZVI{^xBOQe*fgaV}0{FrODU&Dw8NZ#G z>A45Yc8-LdSX&o8FTUQ&K&nv4_R-(p~XOgz(lqXBl zpE$X*4IVgE$*EMQv&PozQ()ze+|i(E2X2fY?IF429h{}INa zV}ywr&}XEW-*9v;3(B=B@6w;=FtSa@`f9f#7SThCMYTqymLqJC3&Rw;9Ux#edx}fL zQgHj3{GauU**&c&K8#LE2(`>RH8x)K>u|q?5!YY~tzh;7dUiBFKa+BOW1-)z0X_6Q zLD74cM|Mh2zm-Y@t-DY_DgUn4lJFP$#^meTgb*)vN@q0iweOw|Q{#X9>!@z~ZhD^e zYShT>C?b2jD23$^gqP3@DQfd@{$(j+ zl0hs%gAY5CWoYp#{s{=cbt5oD1>0qz{hEB`x@plXzJx&khZPd#w3q9?QoIl=QtJ9;HWVs zv*K^pP7O`aSmeP{8I!18IMX@68;ViqOB&Q|x@|?#Cv~f{AB{Yct!&dpLyli4b4O`Y zY;#$d-@`nT;?Mong=*?rwf;7^r3n`iwrwobt?{VUdG2}&+JY6)41NfiNU;0TSyiZ` zoN>^TVy^1x`!@^Mx$CiY^C#HAdJPi3n4n;mE?Z2b#-Ag@1v$-ATjLpRELw)Bi^~xT z6X&{kOIKd2&>Cg%?(fW>%zl(e%+Y2Jq?g3M6GpPB)HRox5PLik12ufANClrmrlf+9 zdLVVV{^N2A+biX_Su;@DDvSvoN#5< z{zPM$$kwO+mpW-Pg|^(eaz$}YYDRUfdtyPm}|Nnv=1)N1wVA@gy2-1~hd7Ammp;AQ;0R)cgpSR8Q z+PvJg2~6!zQpP9!>5c|5!tX12+MvUc*D5BK{=a8kHxV>^>*=k!sL&xZqCC`Hxt zBPF8cUbytV?cl4uCMjEBZ|C$X-V*O4zx|B+<{#E>gR78FgbdCo%WE#9Crq5-HoAd> z(b4ejnFPd~A`(3)W3N0(Ss(vN%jGU(8?=l10F7I)e&L6iT_m$zSHq3@ISSEf2KL}T z<4pEL7AbgF^sM*IZpmp&$&hXj7UmT_9~5Rry7U`W$?@ebo@$x*J!<_f=4}bYXoXd( z`n%2SD2cMnK;gt~M;Dj)s~m?LGa%!590;~n``}f-w>7^u%k24h)lHj0_EAQuPd%bR zk{UqJhKU75#U_W2 z#AV@}k;?zT!)zYo*-hK~dUU9EZ7N$%|q& zo{z$vIAS|$Tsu9;SA+dbR)Ki`8uS@J3a!n4De_KENbpO-boV-QIibrvQ%8)NKfb2c z!vhU%$#i8o+K;G#v4ce@Fezq|-7%FOPiCl0r5`6h{a$qZ@u+0;qFV2MRj&xaxro*v zmm(RIPNDI3CTG_9#!&ly3Fb-9p@}BE30gM{AxnVbF9*vYoUBZRUk_r$_YV<;GK^sx>v16Q4rhMvhbGnE<1*H#kY@#kp zD{ywk|F1_5^Onl>mIm02>v3wyL$K$bV2Ms>NZy-`Dr`l9yJZyYJttc|sflNP;twH? z*>sP;P#;eEfG(hM0OqcL{w?ih>f~%!51q(qtbV-9fC(S4zgJC=7u@$68xdqR^Eges z3x&qOkICLey22krE7mWv*9H$Dp#?;;M0<`xsm^f-?8?1@FFV}Nw*^YSo;n*D52+d^ z|1|e%BO+Kx>!pv8*?z&6pdVt}PNuRN}WrIrSbzQ04Dxb7KbB%>Lf z7DH?;g2myZ6%fe_D2r0U-ExOEiVh;BFe*fecqjyEQ9+E6gPXx~YfF?5=V{6T?QEVh zFOnQNN|CjV3+Uo-Pis9cY><3u9b0glPa$vt(a=Z}%R82No>a~HU#*8RX1qzpD6Cdo_h zrRKM**>WnW4_<5TZQP1KNY(9FNt&#v8a?g6;cf7OY!#rD*p$3$naGYfP*^_7CMXVo zKF|E)7pu~nWhS+Pr?bzfWd?9Hexd_qn-nMNG$Ib$VNu7$)mrzZgVdU7O zwIzC0@zdP06jtugP3%W8(Gf7&ODjo*zikD7ho+d9V{^K#Zo+`45jqlZ;Sy8&)4XXezK+wMp97eR?CaCo?=`55Hh12GD%j-za z^L`J^2IaxzAJ&-4!2&e6{deT1Y~GL1A`rB+yyfvPFjKs=4Y8<}` z{3v~FM`6c9PV2ifdB5_%jS0=>01BsmK#%O*&SllU%e4{k?Tt7udI_&cqeS+6>r?r< zlqsD5a}Fjck{TM|g#J~0k10lunUVHiw&NZTHb^}6Zy{N8pC4(InMd_Ww^gr&nEe4Xga08<9T|Wf1OwvNY>bx+OR$|1#mcZPsW%kEB+GdY`9+S?W(Nk6GJ?G8Jy7yf@snRUvUM6 z+pg9&Y)-kd`=Aht`12@u*svzZC@l?1ShW!_e)#M%c%7YKD2G*ls<*=2|C>P$*H?3C zwNP~~>sy=uG%*%0>;gOd(T+CwtCs-9 zj=7xJ!Lqiogy|Of?fdb^@#VrFelf4l8i3&jO~~g2c8<>Bopeq@Oy#>Ku7zgYo@F`nj0Cm1CkSotU1z1hamLQi~%nOFL05 z4k>%=UW85CR6x+6*9O)^l1MiY_{-+34TWh9$KP;$x=Z4K6ZSa2W}(nvW?k`FR{5bd zUtNj+GLX>cxEyR>{$Q_O8h^7Ku7dHx`Y=#g;HNf^3eS?5!7+%XQV5uHGqUgzCk7M^ z`gJiq^I!FMc3Gsn@utBklbJZG?WYK%C|sSUdFV-5Zw9t{=R08?Z4UOiZP^IOdp84& z@&tQy^WHZ)^{qrq4@$O_e}Ou8Z+ zBdlaaYF@==kE7Cf?RG8xZ_8DWitbx9OQARt*1>IQjk>~e0rOT32!Wv;nsdvGL~|)e zTwdjtd$2}B%%w_7<$?RO(1|2StV(aJQ9sqTL{Qh4U_{%y|K&}^z>O}nV_vOVS#f<< z!#LSJ!Knl3d!UKV`9gfVf+DPw7M)vHsZXzIc;}1biKN7_ zA>A52FlP^-uZ47c)1*v@=1pW>jL-0BP)Wd@8+8Z?ZN%j)BI1Fj7bx z9iP!zg2jj|!3qYM?7S(FJgA$nf-Za1Z^FSV)8Zp5o>UXDAokK}e2=j20WKWg}9+!9~AC>274*Kp`UzPb;@0ipqAK$ zRrqpIKD)(9>D5>FS~-TFs$rI~fgT*c9 z=+f-%%*DnEx&(D%Z{XtpBr%A7qCh`!IxI;_g{WVYx%^3myW<1Gu)e($*Jh0Lj)wTU zVU!83PP-W{c1F`uX3{|~$OTwI`PADMOnY{iqi-GSfqg^+3-rYEthsJ4**mh{a2To{ zk-{XA-Us{01g@AyUE7CPE*umIu9cznkH>1ny~_T95s0WNHD)`J+$se2;cQ(b@jY5^ z0L7M~1Fw=jqL4&sZH>qtBj;&I zQi$jdS>p$2j^%|VQ+&r-ucW+)tIFSSyq2Bh=-j>GD1*VV^%t|qv8EJ?Ocm1fIjgd} z@T(ouoiIrU5V6ZxV$Q;H^o(jgs(tkTjh!r$5_0$L*Iy}X=PA|yR&WB!L_h4Learak zB4FI_0bqI--TeSVbUAt@wWx-(A?6t8HQYhQTcij6Ez+mMneoE4$Iy!|U-pa>~i*Hp3-lZu)&MD4K_fxR)G4NcQ z=45VLD#m~o`zt0bRY_GqGc`*+8`)B6(tsj)tml%n*vt27mj86sw#QCGV()v%5Tg<* zAoV?Cp}r1ivs_jaq8(S69$_@3u1zIO0Bw69xDUaQlT+%SvXj(#dz+EUUI9kaD&TC> z6W5GK7;`N&_ZPt6jd?4BAsBfgf@W6{& zZ+9B)nY=S4tkEz2PUw8;K4H~Zf$G;89>f5MD$yqK?3?#5Fk$YHG4~c^97j1QllTE) zEyQ?xJSEgcpFImSJk7Ka3!GU;E&sPAu9*!9dOR97-HRg}=}scvcE=OmR3nOW5?{Et zELs0fz2z`~?V8ro#DBCjAS2jgCrAKgFxaP$_@Z|_k=Ol4YUp>j*bM`K12(xTF~*Pw zoV96-qDLc*dZXiC5u-~=k%MA_Ub@vEhv!}0Bpgm=$g>E|`L`F2kj5%X)g(`==+}|| zT{alVLGXtSJMfyv@-5s~o2I*z3;>#N5C6uUDweEH2=kEl8If zh>`J8_zguPkRl&LqY37}=1>CKfI(623;ui3$Lh*AKk3-AU=91@m@St46><7(Lp_L8}9EBYeqrsk+ zEeBD(SOJM$5>8nWRPg?E+a@|;LPzhz9-$;g^wIDl#BUT}JRfbS?x+w3H zzQJ`?qOD&;t_vqSAF-`r$Gu#jk}A7FwvQ9eHVGOyHykgSJ_#KwU-N>tw~t!%CA`~R z)g}PrOkhUa6>uLM*Hd8e zX&)bSy`@;mJDUA}ovHNv`CrP&&e#k1p_V=t2{*AJOz@9Ty{BU?dH7;E(W}iKE35w; zt3(5Rvl;6%p_eC~lS!vib){%5RfB`3USrlJEo8iS!TSb||B6u~Tj6shK4)xndQ(y8 zzP`Gr5wg<8fRyCHp=r4SBuYnZ0!)tn=KZRrBy|3Kmi0x4eR;RRmQoQS7~N0r2&sU2 z57v6YxIsmDoX9L1o^^((#)3Cn%C_Rmaz#X(440zLWsiC{peU|`bNI1Hax5(?ptS{*eCEmoGYvd_<6 zFRuVGcCa3wA7Qu|EAf8~-qT8E z!;Q=}D1(@`%yr4j785#8Oz+tO8C)hB@ZL9Gujei~dnShCrk{bJ?dXW1)j|yz{J7H< z&vdV%!uv-P2I;i)2Go#n1BSYa4m|Z&Ou}*@<3kLHY_O!4UQ&9( zvV&lp7<@AF2bs)oJmyaR#AnN?wh}YjT_{r_a0LQz52NmGv6wzt0Vj( zBtG*iVP29HxR7fLGw9#LFm4yh4E{-r4w=kvb8Pw7qNI9GFB1LK#J=nP`c5dp`~9qs zKmpNuQf0q6jRB!3W(Rm^nQtc=4_&I%LyXnJG$vURg}`((2V9mg5?#bLt5xd#(Tng3 z_VB$AJN^Rb1nY}}pTW_X0g5vZx?Q0}seZC;XspEvIpQ^r?GC~Ce{M%Qi5BGU6tm?} zwv`5h3wgWn`sEbLHWrr&9x>1i5h^PDI7ioxu|!D@uvT6;jH2NsAg$4(GCtcP+gO_9 zhEz-~Cq63E<_$zozHPA|bGRj*0N5sccE>3!Y@ege@Z?^r(z4_H!?B?~5dJCx5 z$ua;kmD*8VU*Uw9{j5ZP>z9^>QW{FoNhK3rdTPi+6GD{Tv+&&989Aigc=g_bhL3;; z9UoAbnyZ+nzv?Ts5_2k&;6( zou5T()Eh!n(Q`$L=FmYAy5ZfV=&f2>bG~R(h$$vEe zCG-zHFA8NGobJTo@PR>tb!nG)NQSYdo}@4hT`vBtC+!btjtsMo7=~XmWWkT_U`~W9 zEGU-+;iVt^%iR!1tLh8seq;H2Hy2W-hUU6sa=QtF^=&QU6=-_^i1)z;)62FG@@&Al z5R<|DZ?*7haU=b_bIRtpl6+L1&q({Wn7wtlPRmhvE?DlOdRbt2R>r6O04dh8(BfxU zS^`39!THS6YRZnmmExz09GYtKBPrxtM>N{0@E`_m_l>SWxZZHkMvB4ulF96{`I2g; zA5pgvU60LOy6HjpH|nV%!++Fbhe1>$^3Y=F2I~t3qVmiDowkV^a!pEJ{6rP{hlx&T zg+C>cw0h@J@@Yo2)@t6f4q4f?G}!P>sttSUx>k|yV$$?}50RHb?h2Q z?#_pVH7Z%*frpT&?v;9L534#*T`}!xv>*EGwxcmb+|&P#C1%DgK5QcW6|?j0v5WH(<1C-303gw@)t_YM&~WRS#Y|7edXBZG5$kB5x@ zCw(M+2*{6pXoIq>3z-eal;&d;fa9{gUm;b7U*8w^qjw|dT;3Z{L?Bk;>d1;91(rs& z*DcNiO&y$1*BH;CKQJn85Ohno*4yP5vD^-qZ#%~4U{THTg%8q}5Cq}YNJMs3oTi*X z&t#NqC=nfTpY8NS?~0@wX;+3)mC^A)8A~#qP=1KA3t);muX56JXlD}~iIc~uWZhs; zS{Wx|#VX1+wzu9qkiyV0T>qPM0oC610r2KGSs%u~b)WMA<%RDvl_gyeF3l>}Uf{n1 z2|s4mZFrsdVilCIZZ`6%s&2j=A5|Hz)m`=OVFbC)7ZZZcu%kDZj!cw9`3YCtfpA{4 z+_NC`e-7_jOly=Z5-G!9&|lsXAV8EmWXRR;V4lb;}P)Ysm*g`A7`J z2w4`2nC&>9zkC_9g$wy`jB~`wgC)FkA?6fg&#gyXe5p=)u&RxU+~a0ui?wwd23Gj= zYEWU8sA$By#>@ak<-c=~K%puErmh(K7Kk6cqb7pM5IU@t;gIc18JHD~^^B_ogGif^HY!lI-W{Gf%@XlUaeYK|J!AQ$^SDa&~Px~)IwIPOW{xa8(@aQ?xPaonAyptPMo z4+Jfoy&Hyv6t-jS!xb}a6#dIR)Nx_2^;x)@@qFZRaEBb7L`#=oymOaq^BTEybEEeUe3A*b-pRuhxUP zVBSqT>v<2^rUH#agq{~|7hkEhQbfq9{ByMxrjj5LM*d0kuWyh>S4wT{9~Bxq>8 zfE7n+V=a-AGjjGEif42ZPwx)~m%JVDgL~(rd=KC{%1Sj7q0+4r zfz30*lSHZoH#H~`qtgsVBCgEl>G(<}?soNSh%{I!ls41Zdk_eIH0`NCc@BgqD(PLE z1cpH5g&&FttCi?Z$kg`;3vlF?Ze`|Iq-u|iWiE#{(V`?Hz0xbG%=g^jAqPzS^+pz{ zK<;v6qg^(?$g#w%ig?{b9R<~UyVyf(LT?7^eq z4EES|cCWT+?X~&(%FKs`-KUX^AG z+n7n@VHP?GPZ}6r$5=hYt|3GUM_iNv)nmSp<|)-d^7CaZTz4@hgy{SMAQi`=E{p_Q zhcm6%%+faF#aKKtNUEwk05goaRedO|5bW&OJH-{zs{NCh z*q%-$klSH%)`qy5ku9c#srDBshADsfO{|4B^c*)PPS~oed=6sIEf)U=)+$0mnBIPS z_#`7Qq`Lxfq?JFRa8P3X-4}@CR8?g&#}lr%c8+eF1{?%z6)GRGm5@d~N(-e(_XZn4=f|`%_yU|C*V$klJf&KPL zWdjG`PU(s?U$Kk-TrtoACAtpqh(HVyA!>xYy}sKY-9J2w|F(F?C=4ED39CZXc z?S>#lYA|SwLkb4k*63>5E!nkjHAZ;!$-}6O#8n0~Vs1%iGCO?14e=oW<#obAodi zWVLkE0KeblW!P+-GXMM|rBC&FI|C1Taq1qyw&OHAF=ho{x?CD#Pdvt@6Tol8NpzRv zaml`(cR_ul0(6SPlt5!2^W5VUQDw1(t8YU;)N?a>`(7dj)5s=ZJ?Nkm)5Gc&M~4k3 zIc;1the~k%!KkRi%kOPkmvZwLX?7f%ni9k@2HnTJurfZ-Gbiw^W|}XfstD5S)gGP+lr?Y zy!QhQJOd{0uv*}f zqUheA(73K?qjV?g&+WbdGJ`P=;f}r6zL(cTrMzRufRsvV^3(A=wO=wn!6@13bQ%>Q zseS<24XV7OjI*C@L(gF$*n^{O-;sL4BUcQF8h0H5W+X57-b3x-_S4o57Ove(ridM) zV9ne27fjp7*}~*g2Es2O(m;Fk{kNrg-`WO=I;zdrE1?S6REkR;l2nI)+H64$(#Z#N^~tN%Lg$PVv%H0_br0 znZufutR#sHt=T8R)}CQnT;=SS;OVROhR$CvHF8hI)_E7j5`nys4K5GK{5=V}8Ij%t z`771KDcX&}AhA^tKvwrELD_cq36${#y#4gHy6lr0I^AUo@UM{L{msk6q#iq-Wdg2q6;)f&<>{hvV1IVOju;ma$*?KqVjH58>i>zFKi=kB&PzozzUc@=Z1gB4lOy zD%yW_z1XHx*u!)NkiugTLQ&*ih;Ne^PI8Ss@W+2{)il(;+7%42GxK0~RN`B=WBjsL zB2*@vm#<*BJo6~|bieLul9Hr{d-uS-K3uvr8x(`q+e~a>7&{!&6=G`GwR&uHI`rYc z%4G5+J6>2OO8#AQX7n}D46yENH&b(>Q?a(t%!$bvR$BAymE{ZWdq)RvV~;ZL;;XEX) z=$%+`B(pngPSeFnU1jb~1Mv>Uezbxr4?Rtbw10$eZf~X@x_YJx(rZkoFWgQl5Zg@l zr7S`Pnx0-p16?en2o)_QPM9zgyFrkkuA?Ru5vt+nKCaNU<^8FG-?uPicD${eMS1{Z zh@i~E(9puRn!>3Res;Hp^dCq%?pQ(k>j(1A`GbKMKNOkCZDci7F&Fq#xI7YF^-{{y zO_IAy;jXrhxjSKGINJxe`{%OjLO_B=K=mO4AI#%5_s-pjuJTzDAn_!X0vKHZh@i?g zcjACmAA*vynQf;?0;vdLpPf(|df87~?7wP(V0nwNr+b|Q88BV3dQ#g|-&?1kczI|8 zCRdq~2>Hmy$+(W4)~^K3wXNRC&_lxc zfI9LcMq^!pMQfpD)7RUEmL|ik0CY7%tdiz52y!*V8Pu*W+5@PO!GgTP@bOs>o$txT zN-Zi-dY~#OgH9ShyrX1)NQutms0A2fE=o2r6hd$Gv9Bb;k+VXGGkT?kAZ&*mjSUgs znS~gwaBy~>a8J=uLc9$>ri0feFwhh|2qFkbN1wUU-rq?$>uD?Gmm?>FKTZ`9Dk6s= zHrF5aGy>y$;2)A5E~jChApna3p1BC8&B?)lB?)D5UA$xeTe?A$;3imr ztgmi@*2pN%xIpi2*dx3;k#;O$-7M1>{DP(L!@NwHHZ1A3mwEClq!wjuVNgwhG{TmqgGV)G7%cWQKMK?#Iy?moB4t9aX-{7zd-YE zESZ2r&K~*x%Y`Kei(2x}z(gZ?I(q zff*iV$@orv1W4$0d4NJ1WWpT|NO@nR=XucxHk;DYQimb8JlryNeJuB~5P5P6{5T!cmM$%v_wLdj$UA#|eYD#Ocu9-<- zNXg{qy8Bvd^zo-80TdaYlSPrBE{ZX|;CJwxUfaa{@7v&`O1i#2K>2-1Z#;!RqvNaD zIr89{)o)JM`R4G}!3D71Vzc%^6N@T68 zsIO!OxcXF#RfW5nBX=99nQdzx5Qk*|o9FNDQk<}eSW7zK|Av&1&SJ$9FYJlVVNAph zRE^5y#>4_iSDw{#;FKX}9KYX%qs8AnQ0{yGP94dYf&lKMlRZM6d|g>J)DW*NT9Db-nTx2+=8@Gn+bW%w z#3{YGH_lF<%TGt*X~YPuFDo*1Ltn>nt*ueZ1ZR!u()9VAptkEXJ;`B=xTJlh0#g~c zI4wqA#pQ0qHeUE=uu!Kk@yF6CJ^K>!d#Q~Jszn#Eh#^xTMp3WA{^=bBm?DV?h=M&r zh8R6|n~zvMBNTnvm@!nW#feOY$&RBA>Zyzk1lSm=0y3~@vTER!H@PeqEry@MScHAC zKm8J+8ynH7nPSbyUj0p#DqtP=$TJGC3P-Y?I^j2C$Oy_mWAYUm+6G4o#hFYBI$=ix zI@GPNl}@B9(>~3_^zoIpu0Mvt7`bwe+h)~gKAORGjA=^Y{Q3YCAWIexM~71(x^WlK z5z+yOF8;N{9wRpJxzNPT%{Rh_E-0AAjPmHYR=xOABB!%!W#aeWQKMq~T@3h%TjBGEXPi1-BoMlD7;BM?neE*1y#7lCoQA#fL)G;ZsW!oR=tco&!B zVtFXZ)t;mwUcQr3QTzCahsk@aLbeU+l{H7VTGuYoj6O|q{<5RJxh{a95?*7N9Wb6@ z-#cI_$ud)Aypq4m>(N{Pb}Q4ogY@BIC31j>g<4a(mZ)R>;3_Y*;lze?H2TvYt&!K` zmOD48o__XcLog~I>e-UCm4+&n4q^EI*xFbo5dc7z7A&`r@6EPc$l!$0j1dH8->>o@qSZBATYVk)XAmQ;w+3BzpKZe``+Sn$>+xf4NmqizJHuN~6vnti=#ThzPU#iJBlYlG+7+@9X^IJq!E9 z5@%%vc%X*RICv)oU90_wq0bn+GXzu3e5KXPAMKa-3Ckv)hxdb+RUUVxH_1;mg}16X zeaN*MT3_6tw03Ra@BzkO9iAb-b_ibGfRVc)R>dvgD$AM~KC zd&q2~?nS0S8AT|)_$aR#5IZV++4Xk(+uGl%oDx&D2@)F{QgZVnIF8bYsNPFu1^8G7ANTR3tchmd32*RduPi}e{uCI0!Y}EZ3 zpC(6CcR$$Mqeare+RP}^jT1da%efVM7T4o2^Vbt#k`b|9`F|p7A%G<`t!Wx9CH6JC zy8HV)p{_8c2*nFlo2zCNV|^NfEs@x&C3CH~kn6h8isUNLBIEHU2cM76ybBIXysmLu zM11dHZaADd+cdzyn<%APC5(AbW(&}*2Dw-u3eHV#tCxghr?L2EjO z&+Fe?QO@E%*iBR6+u?tpD&7Y3qBGZK^~>ovt$OdVT5m zxTt((eEOD&-}iJ1-s>WV)sVxZY(~ocV>1^lS3HrD6g*(EGiV3}qz+RzFz0JteLS7* zg&IQTX<$(6K{bsSxz9xCOU7EZt&x?15!Ji)Ip7jPSXe9$?fZ&Q=_gUn^F<5lc(~UE zMm@fAp>NlkGei+?flJ>gIHOS+7iZ1zO>*WRu7Y!#$Z-qsfAgXr=60=53nCm zL98gb=qP;jf~e3V)UYA(ja`K%OhUi-{tdKOg6sm5p&DN-9=Nt40M{b*<{6dZOGrsp z1U(T1sK2ON)1lB2Qyn}?JjXT&=i{BO`+Of7uf*VGha!YHpN$0ie0|l$knSa?GQ-4` z*kJbr2TtT=canNYqdvmgizfxa00gt90?lON1+=vjtA__n`D?fkMHN<*C9PHEh2OI2nr|g@Nz4x+7l#U6Dbq}0R zV5P|bMws~#McF@!+1vMvY)gpQ!034xuB00=e%MNYf{>?dHw+F37vm%HW&8jd(w$!` z)H^KU5aDo5)8Y>douZG+Q9)4|WTydl;HXWjzSR9x6O1M#PL!8qQq;!VXbK0lNSjWO z)}$zr8>Gt+aDji~5u6m33^qD4-qR2q5_sRJ9B7aBrF56z@`zyC}H%lvdM&b(I~b z3pm`JP&82F#QL`ckIPwZ(tGe9-hrg?dpj}vtg~)toUyppk$`G3n^JIler*hHMlA*m zgTs=RO?T?qS|uGtmTRb-`*>G$(29{=xjNHTaDPnPFzkUs+6eIzZ!6?b3kYV<##q{9 zC#@h_N8Abg>=8jGP_IMdC@KdJenoE~L1KQ$cawfLWJ&3q3VwC}%wVG47 z_jMRu=`DDy4ewfhazGF9wakOPMSnId_7a{WuXGTzVayqrV7Xjbnk7+LM5a0jcP_4$ z5gqy;63Rm!^D_z-1FzUv+ILr+=|fh2zJ7@9zQF<#N!y4%I@?+@_fDjo^U#-OSTT)+ zZU??efCcMeJ-z%gxJNPjf1ATu&|_HSD6b775(v8kv4KBPF({QU51>wAd$d%SxvX2> z6b$GT=zFIOWGAK68~sr3FDi<%j~%5tC!Apz>|g`TKjOvmxCpx)1%fPd;yU9#9QlNz zec_RJO727Y!*sVjOrqqy(S9} zbZU~XIpM8WPWvx|l>`Ri02j2sTh{dKWh(Rxwal@^2BUsdLD(^nu92n4MvF}_VQ0Md zr$;tUk@ZJo7ZeQ4g=Q`xWnW3Vivfld>)5VLjDjtRN;&kmc+>??bTn?};@ImyEN8}@ zzkMY8T1zoz9NzSlu;k%3N9i1;+K`D4gtrP!`)=(3C6BZ?!f~01DSkTtO<&vwCY36= zu01sL|3H=yr0$|bHi!bG$;Gj51RVBc zMF0CjC5`lB6R=d<-hI>1=Gy?j6WO3LrWY^>?71x0aqArcmhfeXGcTT6^;pyvv}DzL zgiVeKDc;T2$kU;5mjvqG1oOT94>x+={m*skwxTRwwvkE*ppVc9j3Ev%m|;~LN6kgI za!a=JjHQ2crkVfOufE|d12l7EaiW4~O(8y76JR4XOTA#UpbSj<8f~vDNPjADXk0{2&g%OJQ-rWhdMJG-c};gu}{D zU*e;}vJ0|gB#ai@T@8}s{ERCTPFGanlJe8|^#^Q*6bYB3FO>8WdBe@2T{MJTbt2kc z0bf*qIIij`QdnY2xqA(h^BiQ-C-93)3m3Te{0%T46xtc$h7SV4BZgoSSVF+DC|ia5 z<0&Yq?8$DQSktcfRZ?K9cA&riEtkQ=RW08Sj4bW^*1Wqn=T3PeNSDHQB-6!)UFl@f z(Cx!LMFZc<83!2nI>(S+bP?10T-kJrX*0 zJAL8IAm9k&;T*{er>LWFGdJ0d+qqBILFkqF;{A#K69w2$MCGa-*?F8@7t+@Ml5QUZGddE zI_mTe#7Zz5$qHQ7AF1-}?V|)_-*IVPrCSh)h&X7Rt%itw=9k=h;yp~ZUdpJ?+XXHu zGeYWy((^x>=nM0-k(eWm740v2TCa+M3WN$h%1G|hjseeH1khA{QK(|})=+_lM;yfP z(fgtJ01n1@8e`Vhqop-um813-fn-8;cU-+LLtB%|q5LxY)VwKIl|Aq>_%#$4`8;s0 zOI~Ex;P*%evck}0i7BHkLW1#(U9!YVdeCH!37FJPcX<)hr)4(x4R;L9I5t>QemLE8 zILH_+Ceh-{to|5Y@L8^`UK}=5Gf|_ z!60Kt)qt~Yx}=+9t29fQm272(ykphFuEe6Ao6z_?W_tG_1=$87c?_+(^v#(e+9qy} zEH&Ka6K7YX)isekc-mzO_$P+K5lEU==8;iE+#v$cph1PeTvmG%?s6nqUvf~<@pOhm zj0;Tz6lYqE{cSUBl+9|17N$l07@WJ24fBX)qr--+*`dv({+G7w%&2T6{n;x0=)l{n z35a`&2<4ffk_>f#KH`0AeChSHp^Oj?LBNCpkBFfN4RAg}gO$RM;=PauE#YDtreQ?P z9UurQ!q>p0AR2HDRAn=%lhg{i_Qshl+k zq3yOCVKj-b2hATf0!ZD;^T$no_{$F}9Ez#Pr{%7Bam%}Qv|CkHeyhfyAlZ3|p!`$h zbQAg4s?Cpj4!{^pWgwN2rAG#>+7JVT(gKp9nLLQe)z2ueao!5d^jIY;CgIMy1t&t*zp<~1#GaF|K|x5gnDVUX9RI3afY5J; zEEXyHqM)uM3mB`CTAj$HV$y(L;bwX zRQ)gj#$Q5VEGIN(v<&~Cq5hHZ+nr5_vmp)hw=FbFe)W6wS4$`=PIa%pR;7T%C@R(m z#XBcLRV9NclxGYrmMn+W7m65dp{FcH1%@~F$JQ#PU=cO&9a1!cz#PdCYN*N%qV=Er zqN7L~of&cwj0uJmJ0l(+c=$@Dyo)3rC3?3K8klYcfeQ^`8C#mNy}gY)DZkWY#-Oo| z0;1cTkSZQ+ka_<_8ZMdf^+Cp7H*{+5{{IH^hm0(8S`OW_a=%WSM#la_=!<=2X#LVk zmdJ(lR+V;G7C1>!_gmf2gH+)X&%9pyu#6K(cl!d?q2$a?6XG>1k)(GRDhxwu{vDzn zkuV*QF$CW(E7F~kZj%Cct6-{$`VSE!`_kPF#S3eLQrzJ&B-NPDb-t^z_ojn%1&p3_ z?NJ1wjZNu(vam)R@bb-}mPY)C#197b2-=~Mq5sP1Eb*$C5D=DLQ*b(~6wvctf9%+; ztm}WX;h_{ceHb@wAcEhH1a9P{#GIcZNF2(>wK)Sz$VzojPY~c79E{e(a5IOs` zdy`6@w|i@eJ&zgTJMggAVDEjrm-aGcDY%fb?hB%d%6vNLM=v&G2E2U zr57n2BXL->Bc7tu%*0+LzSf$X$yqFyDJ$DVTmMMcTBc5#oC20ub{v8Kdp0|-l^iJl zgcP!;FSNFzl}ip&l)$27HPG=QuzS>R)Xa@uEgoo1vOms+FcAeD{!8yct{aU)B!isu ztr%3h9p?m!dCj6;pIdB&Z_K^;R8fXOdjI(@54j@AaVHNOw_$J|qYEB6E`XjAp0u9x z#EU|=yRi{~ez?5L2AFr2Uf66Vg;i#bd(1Y&zJ?`MnI(8p`kXbn+xhdBGqZ;BNc5;8 z$5z z-oTV;(zLQU(X594F8#hNm78E0>pjFbllpiPs~QlY{iBJwMs&PI&vh;@3;LFP40Iq_ zg;2XJJ4c+Ndr{61Mi~K4mnhp;6oUAXpG5Xr&wRl9<$yNh@0XDJRv@9d{!_pQM)D;) zw&)yRIkrSse~7k0j2(wS8FrM)vXUkE9?!`AR~&Sf)|2jLH`AVpkE&gGJ$^jZxf*{E z*z9*zL~YjTi7PRMS&k~smcBh#YO#!eP+^gasMt2m(0NRH5j+j;i;P|z#X$fgp#H&C z{+?{^zA_X+oZ>=!{HnQ`7kB#L94G9EUdF0So7(7AL_*c6ys&E=gXgb| z`8K8m9Wy{U4{yp0b^*TbPwWg20QKo`#;j$hUu}XBs7uGVD`61}N|8)-`bVUo* zqoT{L#UUlDYDtPBqap;0!R98@0+C})pAuKY;{^$*WHj1cg2h;NHaVunGI$T)qP8s{ ztqCE>j&ccMBw5+i>3~oC75I9f0kWC#W%iv*AJAhNc3Xn&?SWJh_u@AHhG)LU0$guy zioTFrB_g$MU8IXy`fjz`k>-`=xfgjN>ya86az!X|nZ@u)y$^&%+q~-sS$cfPOL+A~ z)CfELzZ1;^BEU$K*UVbKmBG|B$w%Nmr*?t2*k2>TZvv-yjxTup^RPb9xto+{I|!^@ z-XN^PC|%{0cn117Da;s31TqqR)oPK#ry)tIP*zT$otAZvUCVJIx8`f5OnRqql&K$# zZ7x@54>qc~`oB2!M+H{UNrs6U@Dz*roSl-!2{-uDTLBLo>9mp+FoeoXu1=zVIoSjZ zUtc9(zv(avFWoRY;53Os99Dr4{)XXCM7^-9BvwVm4|d=^Yfu1vU#GRV7?rOb3fnjl zt}A(HAtz*&-Cqz{7Dgt=K3xjc%D`>$$Jd1}s=lllCfi~74o5yH2#Tra)WfhCfFQsPvh96V!w+3?`8t&cDtGyzVZ>mk5`PZ&TD`hfa8Frs zGn<}>k={8w;t~Kee7g0zmNU$LGepIqRc{vB?1K_IM*(9p`*mqI)9@3A!Lg08K#pa^ z@G!ah#-x;9g`a;3NUNy^A5E*GUwP%^zPv3OF3{%UjjaH4`pT4FV=;UyK_VJklBj{$ z<{!wPu1rn0W?L|3Fp%wKG_*`We>g$giw54!pNfiVf$Yfu@naF|FVC(E)XJXre_(gv zcI~7veTRauN%lUI+I301VtDAe&T5<0-ME4yIao--+XQ@I1$f@tN$xV;5;0)TmV&+W ztYtwAnew@q#Zz97Ln+UWHPQ)Jz#+;(T|HOetI=Goooiyu+KIS=AAcrr&lgtD2Rxq! z=*7cnybTW^x;E3l?Jy;vv)>s5?2m=)ud9eBu#0k_~0S%|B6b^bJrHJ=~TB68!T6 z{TPWwSeswUo6;^a1K)6m0o|Z9HkaF=vEkW5x0;`G`ByRyG`|tL*4l0v0P%=BzQ91k zerh^!?LdT&C47a1+d;0*$c?7`IrNa1dslBbk4oV>Y@UP7IV+=f{p0tkh*{SXKjBAO z$m};%If=1oB;x}ft3*Xn1XS|MbAA>zOxwW&>6T%p$haI1^|)`+gRB3%=DnY82Mlmn z5bQ=W+{&YMG8nA}(;c{phxa|ue@o3p+q_+6mhrLh;aSdtS?(8vV|IpH=H zfsBD5C__h4bi&%sRkiT_pSTN=kbI17^M*ZluUiH`$-Wl74c8iaU+?l8%xJ18Ae9;o z5aFT*_x&n{7fwoXn&>80FW|j*a|)Ex@cL>o&P*o5WZlU#aU{YP@?ri9J)Y`u?{{Z; zwgMr=+B62u*=})m)E*X5$gg zKD6#&BeWXK6jsn3-wT~5RiF{IclB&!@RX&c!v;?Cws=7TduAxO zsAm{ohEp5;Eo#3%&P}|J2-CqUw;b{yLvSNK-`BJE3jTZC|3|XZbZ^=TSz%#ZTbR8x zAX+YCT6Qx7x8MJr@@(G)!;Dc?9{SB6DawB%RKMRM;J?hdW4F5_d&Z&zA-vR5OtyKW%`-K!PEeu2lF0sro>wZ;+ zkWExIdLn1Hq%~;~=t z&b1?xkjhlL9*{j5wClZfLOf1s@{}?a0DEI+Gl-;k_Rqi0M?Xv`0{LRoLc^V>jqQ^h z>obWaIa@A<8f6PK*GQ<4d@I6QKj}RFE3jGh)IeP+g8xmS%Aj6>WT715w`v5bn(N59zmo1fylRC@OGRCC3<{8T{;QC_=Z+%Oc#K%$Lf=QZ(gr zgt+CUfKeK0L?f=%h?`!siWq}EUnk2I-~%66 zb@7{_=?=9Iav(pRYmR>T$NKS{s4_o6Adad2$eO2dhgl-)JLODCbcu$VXY>I^LS}&!bS90zLKg+XN-iH){oPMle=hBOoTS_HHPr~I?uMZ+8ixTw-RE)|sKG%T2HoJk*IoO1V1gt&kqfv_W6QAUjkM-yAqBV9?7~p^_ z@%gfr1$p(y4KEl8`1ii0n}X$9mU_ zn&#n_053<6zUY{cvzj(EVG(=td=<+qruBhdq-c0!g*pi%LvGFl=n%HIQ5YEkUM@TmCya`HsPuAQRv0!5s>K=Hmf*S!xX`%L~1 zVP$-vb;&=27X@OMyq3ks*1kF{4Ccz**DJ2lAjV*Z^FHVnGfw;@Yf!P0E`yJOyw2}N zr;SYR5ECo5-`dFav*loTDXh!Z0&At2Sl(h`xSbilSMzCJTG0lAS%lh@cw(|Oddt%E zJ+GRjj8iAbb`cT@kTRsmO4;j9k^JItJ+=fW$8xXT=waR+z>pDkfPDjfx4h^)GAQ?z zPx+*;JB6Zmgi;71Qo1k`(dMIZmiAz(tiV-JUN~W1kj0_9=iJPPmfV|c8*zC{w&0SP+&$`^^=#8%;MO+54JlV|NYC1VwkC*R=K(I&ERdm z=9o__uvLF>=1F;LJZ&<&%9|r^@Gx!fm>!pXeBV)gwv&WWjqN*pX(V%&dE8^@0(d1+|TUEB=(|ZI0 zl0XMS5|d6%de}WnTkwQpB`BTde4K%T;HYJScfS$Q<7)p>p?(fR$q~t=nz3tLm2j%y zr2)v{7Xc3UAMsknhGbB>1QBm_o8m@;Z5Z>&&RVoiEdx&fI229*t^C@SXlDnV$ovky zSGC9Sw;R{9R<^k>FT zD3!wmpMrvR({fApk;GK%D7y~o&Rx$WH$t2k>Yp<7`FttDNZRwemOQ|DCV7m@kE=q{ zdy1u%7@6Uy^8IP`M2=6a08I@+fw9+eueC{C1*SL!`V`25?S{x(o}@K%FWy>P)pv4osfc+KC#%^J= ze`BlQ1_**9qR%4!H+gn(uK9v`Sk+;AVz_ea@9yxg%2S~S0(2r!x?|M$P4QFA4|}YP z9BAwHD3ea+B(&FzA$8hQtK{3@nHRP>HuK>O8RhZJ-Bb2dK6D`-C(9SyK6T7imtq>- zs^!1`CXX^A0i6p_CihhuoA@DY{cuR;U9{0Ts@4$YGv)OdUM$FH~wX+=cq(ik$ z&JD|)GydBiw30hvT4HW0qHEukK84iBeP_@WR>#AKO|_IjU~S<_-cI2X)LcwWXpdW+D@#zLukS32e=x(2;;N%slTryN*Z%K(4e@Wiy095w45YEjc6u(*ip zJKLElhoep?!U&n!?K<34`#sS6?cag9aGZf48HPtmZYJ<`?(lI(g`_Jp47V2Vgfv$} zhsMCW4NZ`g3s#UI+=K$=9l&4ET==)liO)3OJLhWLm>~Vp^-izC;!S!z(iU; zHK6iGi7&hzY&(X$_aLeFRI zrn>nkn{Ht#BwEnUwGD#ehVI%Ku-2qr^S%y8F}{Ppz4c{r>{+;)U%y>C_0r={z5A6Y z$fr@BOWy2dA~k$T2@MxhdbW~R*z$4gTBpf15`%c`$3dgblDoBjt$9Eo`}Vx> zQ=OX`L3TI;AY;&2atkQkim45wJew$dhc<=tvznobifYys4FED8l%8MkJ~w|?%g;Qa zMm26#0W#5w+ar?NQK0=DV6ZLSv4b$DYJ?YbLKci7VSQF z@P(alBgtL~{FFiIl@udz=5;0gT%{C)R9WX5;rv|QZ*Xrz2UlmA$=FOrqdHpJvdaLz z6w@x7Ap~$}{nfHIH={<$?pKz0v#C*7VgsmZnt4J3fKW7bnGnRN@M$}wD;I#2%0crr z5DeGD7_?WjSBzA6wQOU}-?ylC9`1QC1w^o{F-YbFfB(Uil;gdKYm*VG#HU5>&6U-=i=|s^%^jMHCJklFeb>Z zMym7C{IsdsMOSjOKF(y+vsgpb7Cv=YZdwV9 z^<-a?S@=~ywSV-D52j~>(t?f>x|MGJUAhj^rteCIwDS4?$gE4H05RcDs0B|U>rHvaZVQ#kHUt7TFG)&8+8ORQFEH{vwMN}KD85H+ zrq(>gPlKf#c80f7CW$X0GDA1;t;LvOg?j#7Gz;wb_Q*yn`Vw!2vid)${|f9x3Pxbg z(|78%=0)RUBLecAr$?Ro%QI32lpZ{qVsMG(jT_voZc5}w6)#})j`ly zA1bsFHxn#2C*{x*bFuISAYJ!Bzed3Ts|<`s&qp$ zG@$8(RGZ<+5tLO|b{D~$0ybiF(O_+nJ6o>kclve>pHU%O!99mw*ava9vd3h_@A5$q z>dgOMj_bu*yKBgt$EG+bXVSOW!<-z84h#ZX3WF|1!VHJoRHHtUUX{N)2WnVoZE|Xc zVbhuothQZ9s1RkKJGofG;d=gBqsW{twX_~JP`u!C@7>{U!OySYQ>-h&F#eZC2;&^< z8(a0ykkxv4Vls@^VhJVy|FaBu(BHy@j$IMp<&ndVHubrs%qr_UBvLPwPHzCtmT(SN z5~rZR`aYN!Fv)`oT!zqhA-PI@BOB1wj5Fe(^tM|B3gKWdYy9$serm-`eB(}I#+-g| zm^dCQEt&yaW(u_X(e~FxzNM+V!VK${5+zpl;SK&!aNbDa{{V^2rqxq*MlEY9>YRS1 z+Y^RtF)k%bc6NSc$;*BqP#SLHX?}+{hm9NRB4g6{6htTU;Gn#hNuW%tVWcd&lmY^@ zM83FrA?CclK0(Fi1;Tsc-Xhag-ENN-4lD|mjs1+Hb{Wcfw@$&{Qud~%@QBNY<@g6t z{Vq{sNMMUkq}qJrZMLu*xDFG^>J-ddi>rgBQ~o8(d{{V zB5JJ+w>SA!Bo;60Pxh3c@#9`xfl4J(2m(vgcFhSmuCLK~MRjM0U}ZedL&Xr7$v%M= zsq}NPV#`7u`STsQ5}mLshGYw@m&Jh>n|mO|Vz5WisnSnlWY0Femh3O#OS}w*x;*4G z>q$NZm-5HQD2))(p-411qOJjo_zii|xNYAaKbbx^!Aa0wi^Uydsh82A(VERA4W-g$n zpggZ*%D8ko)J7#WW9|@JT`QRg-%IoMX$!hFR4kSmxz(%Kuo4eKkt1?dd{_z~QGNfh zyf6!>5cTI0I+uU=-P=tIANW358?ykQ+yq(UFzPMksQ8_L*FPa=_mHR zx&=KR#Z_vp93yRl1=+FCR}E@}Ka(tVOj!_Dfgw(TXw%ocyg)>1+2oNy?@WCkf@*)3 z`Z{R(65o$wEV-Lqi9=oAd5SqX_jTGpSd&kx5!`&t2k)U4AN8wIPeCh;(FPA8e)XMk z_B?S_K1_6}lYzfwDq(LAZ$x69dYd}dCVtX@7%|a=FeEMX@=b3e$i*v1`;r>xsbQVD ze@m{_S@<|4-VYlOh1(73%WSHaf|kUWXjML~&~VFKuW7&D5d&vXO0HH0cLDPI9Yq;S-5qi-pb-%fYoP zO!tU^*TAkeY01QkGO&J&CkEX)6u-34BD4T7@?TGslRJ57U^!4Xu z=|G-^5rJl=D(a{W@^R)86Erlim|_<51)$Pxp8QX}-Phpm%+S1F8#@r2d%;INQ`EIf zOdm|oyF6x#9B`ZM{uo|1M}#q8F@3_~wM@poy4IR~+k1^MT|BxT9io_)mxg11*NhOR-|*+cQY9zU zl?dbYDVN6*7V*XmGMR^zD*>Bgm##;M8iuC ziwL)aWN9Qx8+Ufqxkw~>Nb>CBtK%pMH``zJid^JTTJg=vc%?M-t0_&wyzVXtWh916kXo zz>o(csNd<0%U?2cW4%}RY-rku{1F}jF$42WJH@!<%}LT zWxkZn%9Q)Q)hH<$c%RVH$nI8Dax}F#EOFDP39zaM;@lz#-2t5<+xpFgM_Uj zwe+jSR!xr|q1f~H;A7YUCtgv-f3;t8ybluGae1wQB|-ts3eeCF@bP^Ly|ZnS+pcl| zT|g>+IAYqpV}F$C$d&^j@=H~(EXQzB`Ps{GtpdSz=YhO6U)bvM7QWY3SF1CHXO!&9 zcC!_qiq=hbc%2340f_pyNBm73`BvRb>=Tbzy9_+xj~Lc%fQqnbLX|eo#ofKkwz)M^ zkW+6#zS}aw26KA@$cLEwO4vGz48SbL1AnJb^|p#oKO^5US3B-%L^9lFS`-QDX9vvb zf0PVtT6zhF$#UI%7x&m?C@(z$eEln1a6RMobJ@9|Gi=v*b2}@~u zL(@Cy#w$qe&_QQ*ODn{hs1KkhnAS#!<58fUxm0|_RkL#tE36(ry`pHg{&$XkbCr$| zvE6ZcI_y?)6GmQ4ywux%GhHQ}(W)(aj@x4Qm|D*V?Kg`<%v)?|!DinGD>v`_gVf8F z^@U53O2f=i)cgknp3Vv1v7VdsjKge=NQV$1dg+|rl(^+bPf)f57Q9`OwllfHaHv3KWbP(>^1vMp{7l@DvziO@6{tED0mZqB*%b z(v3vhsh6F4M&vQq`);$$8w-uHrd=a~_IyU}fwIEv^0&L+(`sF?DkwxfJ~SwJc1R*CYMJwXS^Tl!vT zv!qWTg$mohFu%!XcqpJFx;?6c*|P_omrzA*fKW6Dxr`hErI)nOi@>AiPQeM?sQJhL zN%Bw$hrdGRuvjKWGK!<#!iRkJuD(tKcmx15%VCKjoUKDl%N{$Ds<;{fMx2K z`~F(HSP;G2^aNQ}R$M6VrXXF3M6k|tcdDqJ{Q7Y0?NC!-Pw4as10=xpxh~w}9bEw% zWU;1*Qp;CCz|2f#mLsl81D*N8`v*B7pHxz4GF*;l!OvUGOJ{J$K2OuVXEOYz-QcUn zBsyjt4v>QELT%)^CKo@SoiIvj)!34twU3z=37h&u)^iF7e8Alh+!jcMvJ}$6@&F`w zkIX&(J=E;IogGqXwa|>W z>2m=IL8UcakuUT>r5;w=f`K%cJ=0d?_2AUCWICdW4ZZT9K9TS48D;Uw^cKZpQe{l12x?)kZ(9%EphF<7v8)TdsV(nvo$*Y;U0%FZ&Q?Ko~B<;er{#TEf zrnPf4Kk#ReRkz)Lg(~5b)B#+ZXVwm-i&~ABwGfCKK?&Kn9`ibs;>ymB-UTAAMqDe; zi$&QVZkBJnpP^OgYt-m_caR_|JI+P4uymYv%>L&s?$QU^`gfLrufL{UhkDThj>d*juGHBo(Qz1K_d>`8&{6=A$9 zA%j4yXlMGmS4xQ1Zq_-1iuKr=y7sSIlTB+otb0SLir?Zq#6fAdO#HFfxY zoE7N5Z1|26)_NvS#n!KY^UcFW&tQ9--tMjN39vNHA61WDR-OAbM3BMn-Uu&`X%76H zv-Chix={=Jv~hIB#@rw)Y0+Hn3GhvCH7D&W5}{b+0@#pIUN>fi8cR;XAHsJ=WOMjiR8^dx!Vxc zwbNyl-?R}z>EN&zQ$4h3eR)?ywuxx0kT0C+;Thp>U8}nm^mcqMiO=%2F2Kn{SC5EQ z)t9#5d^MdcnubR2I|=Z(r7vngG8@|X zh_~4H$@1i|Y8$NZVoC>W7RuWkb-GpV;5o7rRpYo{s0k`RkWxP@*T%B*;K#KsF3jV=QQQw<8gR z?+{I+%2{%;@Jd&%{bQ3H8+MUaj-pDh99^dslO`7gzd@Wa5;-Gr9VwOZ*5;rR9D6hp z_6sW`OW`+R_J>js{63!B_Rpfju?tUI&gc=3lhTeL945I@3j`iY&O?h*n!7wwqAIN{ z*8R>yO*{NZvm&lB!>dit8XY+PXS*oRd+HI6dn$-APv(iwRS%M8R=Gh2o~|-A@mlBj zLv7oFh>V|SH^IFUi*R%by@O9%lTMN@@jY*!!d*mXFnDm@fmb=izShD7Mfac-j6my1 zj^P$O?`(0a2@$2_5Qjfuh$O|*JjaxM>UoqP!I4HyZ}nnZbjX;DRcVe?2i2I>$h?Ng z676vSSwWbb?E5gpt|$~XQ^wKRZ<#<=n5Yd0?l`VW_4h5HaHVSAQ9$iB7ES?ls8IP(cV#l3m{xR-p#;t8i1o1H)zK; zcqqSnO#arj!x;9Lp@$+>x<&v3KWyS-1a!F@eakuU~xBAu#Rw^$!U3(c>m5GkI|m^#3V)(*ZP`mC9fyh=?C=^}`U}(*z-ao~l}U z>yuEw-bt_i%V^a{39-(g3k%Cj)Chp+`k7pbQm5?Q*y$XDw$RsQo!P=6=ILyr|BaQd zzQJ_<57mRPCS{)Kkj)zL+2v7U(wIjy@J2w`FXyK%oc%gbl&eKoGb~8T_u1Myv-$)ES9Tn?%(k zd-u*6z-6^z!EHn|6uD;YY?wBjz!0Wb-HGeT1=Xw&!4#)jXJ4Qb;nYh#M>ShA=lD^z zFOCT}S%}}}1aU);BQvr@Cpua6(;|RzGFbVO!33)X^1bW&f_DE{V%B zoxH5b{c4NmKq}-m!*8nGqZiFm;By3UhusS)wVQBzkzK`X`1Ys9W684?G#zl)0x!z8 zPs6}!1R(^XMuiQ23Ouw&FWLwpssa_xsgy^vq{_TfNCY{=?njab^~8s~c`qWjpK15- z$q67v>^A;((C2q)3J-g0DUs6WW183R)}aK+(`Iu;R)st?oK!tQ&{EYZbpgsyl$-i4 z7b-Fc8MUSVXMf0zFQlhQAm|nDurOhlYEpkmXS#p^P95R4wk!a;$TpVb*)26G>P6Lr z%v+kd6k7#lR(na#0L@jUTy#go7P@ZNG|R8!{G*%`H~`?5uyIo6?hKNbTdogNZgel- zDZwB1N-~-)h^5SDev2iP46q+KV4Vm((9DV;pHen)Z7xZXswJqZ+TX`PN#7@VbckN- zY=LRZ8C;$Rh-B&_hv)=`N46kTpz3*?6UlgKSSuDV$fg*XG*faJ34(U{4_}Y z&$|b4Cd$6wG=-;+dmgAJ)14&SR^tvHpm3Jpux7i~^gJ28gu4H~CT1v^fQaKU8S@U; zJ^ACJ4{?SZgAYr+E`D60vJAM60%%mcnYDrV--yN1`-^+ZElzQ+Q8 zrcdk_@5eJ$+lLeJ(Mqrx<$u4g3799!1p264)^LAuE2_@GFJd=?r0j4w+&W3@0a{fE2BqgQN1+)*hdcFLf zvwQ!EzBDK@2^V75 za|t_YZm?UK&d27F=xZ^R+H;YRO~02IPcG@3IPA2q_jN9dyT4+vlg7rD6H5=NH%c*`So5h({K)D$zKq=6*^GCwj{!V zy7xedALA03lePb9j8-jZp_1!v;nGj!2H3zqSd%@2gjCSA;lD5m1gwjDXcEG{r+(rS zQnzOLSI#i)rl27cJ1_sR01S$7OP6rpenQAZ)ft^Tv5HI#^#$5KzYc`zq|FKc1srAK zLgO78U3k4dR6_?K%ye%IdDZ% zo#R97&EDq1oBXJdy+M;ePDvAcjrSLZRc2}#wuIB9y!j!f?Kd6au3;BeT8Ns4kr5!( z%P!8qlGKiiU7#t`x&wdRgBpHag|Z5<$jExXA#zr&+t8N z3>mKZ^!L+gH6+4BV+-@@gmzqi>Jhi(g?ET(M73yHNXeUGYoExIrT?hg>P1w?#>)*C z>D)|OX+EbwlsKWb%}XrMmTd;oT6&TM% zIgxP5^%NHm$RwR;7{X2KnEnD|Enqh@jW?U1t;_C=$a}YEzc`67&w1_T$|gQH<^sIE zDI}Kb+K>!U$(g2?G=vQ^k->>pMqXdkGU`aQZV2lKgHbfI<-~Fh+cK(~FPxr%S3|B0 z3sR2kpr7gSw{9D=(U|e?#apVLTU%?a6+kj3#!Bg_a&5inh8?!AnV8k@k}m^ zDd}nEJ9Oz}z}aK0E4mQ>##67>_EVG58Sa=Rr>>NcxtKkM_&xo8cUe`V)nG3^!oMQw zG@n|XUrZ;)if*Ye1MPwI{I`z1>c#s7D2ud|QHVIA*1JXw!o2VXY?^mCS3>7MhRO6P z+38wIm~^7W;EZL7r$NBBMT$hZk#0cbo9L%E-#gX2|+el%ymjx*i zPxXAiqp6BNu?-@AYaYeZ8!K+BR&FS)leLS2Mb+C8!CPC=8%wn;_X3U0>0VzsqINd@ z=L9rfkDg$b1~2PmvafvbAit5NM-$670VJ4gmY7y- zR+jlix~-{wH6;GeM2sn7V(sP>R}EdmK3;)G!OpHVeREdJDtpU}Wx#d2tCx3w@<|3Y zO$a)loID2TCd*qtjq~eNMj+DlvDNqbmKCBPz4_jLa$$$WuOjp7X{}0Ym3DBFqcpxr z%36|rJZJD3v+K|vTc{07Hjht1Rf7+B>K_zurA+L%y)s{{(x}!UTftxQNIyU*fJPVi zSEA5X;h+F%13c*bL(RG5?o}lG&6e$y0Frqy?|o&x;g7@T9@iKmVgqo64^ zw{UF=#yJkkdn`hOMWK`VO;_~i< zLq;*1=_7Q1PDho#9AOvh^SB2E%@Ddlii+P@I$<^PW*E#4Id8F`5T&1*n_$4YUck8v^gK6#yQ69>oxFT*nkcoEb1a!2q3U&qrD1Auf z%LBHjS|QZ zzZepIs$ETh{^*+KsRJq{<5fFhy~e_GY%qIWF5kNnWNqeF3cAFw%LKlG7bVYsHJXKKr&K`t z)rHXtNnX&tL;)>%hpQr1&0Yn67wRYn0>3qSJmF2>A`NhQF``&xTZIXq-_OlRv>F%G zNB-o#Plf)m^r7s5(duVsTDPrEu-5(S+hwp-%?;pxpzGo4y!p_w)3e-WaZ>Z2nZ^(c z+&q&18)lE!XfS~n(R_Tkl(+(yG?kHqNMPtN>teG~r2G&_tCckO?ah8xO@4MgReS3h zpeO|5kM~mik_h0}Huq)@>MYJ8xXZTzBs%_WIba2G#RoT|Z4mg!)T7KIdpx7muF|N; z?aDxm3594;l(>DAg8_A+CyG2OQ?V8pM4OJ-Pf=CpvRo@6FxRkiPhZBBoGey}_=)dM z^N#eH7P<0)r5B`$g?oZ)e^zKV?=F3Qf4iX~Q@yA%c*ZI6o*}yMjmM|5wY~dCdSteV zYnt>n+hovJPX(jdkP^HTySz{#oR^OLqH`q;o4Bc;psk1o} zsv%gXZ?ql>toX-QfNnwtvXjGBPq2K-sgl#y&2l&s(MLAGP*CsopG_(RKHwEmBs0B^axY@TOUQW@Pu*1#??#-o zO8SpaiP8a2`~1~PDq(Jf4js1Y1a%NO-C_}rEGv5j6sZ_a`vQ>iVCx`vz=NCWG3%JHP{{h5qb zo4dchbkh0$Otm9XdN3TDm}5>TH_Wo80CA|uSdfSm&(=#d2i;w$!xjcpFfm}d#P*|E z%7zvienFlZ#}y}0ULdtgkQimMm#!_$=?`0=`;Cr-pUqvrwhryD&L(O;QA>zJXd(nR zEkv0CL5@2-x=upQRYxjpU@|zivKh{5y1vNsmV9&_Ev)EK%x8#(TES6n0NM{}*Xc8jH_BU1umS6^ISY0JU#vIFduHL*6V0T%KG2ot+#SXm>-Dn-Ynf;$`RD;uI!EhPjR6t@-Qhj#$r}X=R`c6uKz5y7ExniWE>}pwPfm|DlsA&gR;tX#Gx3#Ha-a9G- zm&aju39%R(1?=>`K5@!puPBSinE9E_1G-wu;%txxV>scMDVksFuE-G74Q4CBWcza} zn)U40KV;dGQ?(tQH-8hg7EmWiU%$)oXvGvH3yM2t6H0=G({@*lR-D=RJ9K^xZe1J= zp^v%1yzyBg1I)6DYvGpQ5JOi~rs~hkxJv=iYymeZFV^nwT7$_$jer$xIQS&RQ8rn> z6iCCWEyX{Jn?#wDL&H4BNwu2{9)7>@8OUp25uU0Kt;IV`0N8PyjN+6eN#nB3_4uZ? zZSaq=5Rph4EUn^BAq@&CyNeoJ!kY~6zQV;T5Y1-J70D>P(Bmv2p!*n%5c%24O^}qN zBz>M>=Ea^t$SDX%%}|lU&9>Akoa2NKo~c0VgNs3^+LreySjNY-v{NX#PXDbUiAV)9 zN?NQ(L938-5BM^#$0Z8v-Gt#DN$&U~VfGC|@ z#9|XbhV@KCDZwI7v+fuuTJuW4UBH)uUOy zhyau+04+e$zb!CUCERyI8Y*P_28|+HruTZsx@cKD%Fq|Yqh_TPHh|c!g>)-3t_0kg zU5}iP_ETJhy`EtS;%>Qu^ZDs3n6lfG@t&MQ>3{i%Gi#-Nwo{~%$bhtObNkYEGxHcGNdSMN!@UI0AZzl`wQ&zx zwY0~au^~E1Q6hG7nafZ#KHyIi4)HX3iog1XSyQ0&S&55Mr};#M3#CE0Nvx#c7(P0@++eZCy!zG!bPUX;>tt?^ljIG^A z{9S0D3C<+?0Auq+#6^<45k4Gl^$4=W35T*wLyyd3wf1sA7AbCHH80y33P+wOepMOW z%$gm8U<%Kck`>r0cugo`T zaw<}%rPd801va|L#a@Nv(He}jCb!B6k{_Gk-JdR)6!G8q_0h$@u9c+5e;j}K-vcvUcBNS=j$wvc% z>vXv8`Hp1n(r-UR)rXR9A(*qN>I1H=jz?5_KzG#3<4DDsxOLNu7}x|19~?Qv_st4tJPRb!Yq6DF2XV2QZ#85` zv2CzSIyRg)0grqVUGbpO5BzrGy=ebf4ak1Dxw|M?7ESg#e+|l+j>4Gdz7eex3`Egk z|L$iCOs*5+bmPT^2d#%)94mu5B((>)!FQ+tY_T#!O+zpi>v9QUw%7HM_WtxzU_!gP_7OjeI)lq;3D z-W68ltDG}USxoqR7q)y4K-^7JwQnDpkyG0}+Bxu02(^hD7BaxdWoXdXNEVR!e`-E_ zK1MNQKM&WZp*kFWyw&USS0Z$t^1^zkDyZKFS*rf6Q%D4aGjJZG;Ly=j{>W$EURRqK zbA{H_-?IulFJqlm8pA5j7AR80C!*e5!DcE81jbGqX%C9Q0OW=@kR0GZ%eHG3fI^e1 zGfx)Pq<8S_2mM5~UgGQG*P5o%WK@)TUSyyT8+0PEa`wH!D^AN|VkVVPobU5cTw1om z;l#U}S7sUWK)=%@GKkAQNjKEk9khsGO~@SJr|#XR^j$%P3o+KLIkA?^i!xfA}c!SNTtsX>;!x@F+>xi=mYcki# zZB@J%Q_nKB`!ZU&dvYw;;YtbcCw$QiF?soMCw+$5F2m50VRYqV;Uc?j*vJbN+*yGJ z9@JyTc@NrYg>B4J6iH06H-Sq(Up|erOtu*2az0=P@wg4ne46Gyr^y@a;UOnNkCV#s zl#twyV7-K7DSk`|R%e90g&Qnim@2=o%4s=Fu#gVO{wr z_T#7T4G#@h85%{31+bNVNEz_m$1MJqZ7tyM1hl93-3H(!;%H2l_(|d|+22AxM%-eVn=T6%27q*l zpaqlpDzp=ts*>aCS~OFpt%UK$|Lll`I1=l~7_H|7rB$Skpd8|0)u9G1$J zIK*LHKAcz-r!n|e2VK-W3tk6+(d89S1ETFiB50&?Air|wyM}l0vxQ_bEaLpMZ%9u< zRqls9&Xq$+7vjg{2qQ&*0>FpnTUa!9Y~@*yvpEDxAQ|zt`>mtFcnq|^v(1s(%&c1D z&}E09x;;ZsDSFhc2svA?{1hi>6G>5W(BdMEt~zE7I}LC@#e!l@&J2FK5QP3|;xhfE zwo}$GsNCH-9i*o5KWcRhB@mB`+A$PwgrsEC5(T$c#TFe@6hOX|Czp2I-@vr zpS_j!ed6(kldEWF1Sn4S&KuEI`mQ_c9yRi}{Ul#1h`4G0RAEXQlWfp`AV-i_jZr^J z+A=0P{*V6y;4tqCp%`CjRG9WhfqwWX92KXrEQdpQ`@^;F+ymnx0T^J#qaOK{@_gF~ z(154Gxr1@>ZX!0~7NJOgs&mdQ_s=L7o1gzgQ?JfUyu9f+5E#RrCX`+``g}{D)~<2@ zt?{!c16(#L@%CL59>X@|rGfx7$@m)n2baapt?av-8(D1)g5t?&IN|LyzjI6noOp}L z@z6y5P^Rt{sNILe8nKx}`INYUWg|rkP{&?pcu16e@Hi0=)$cSRCR477^vqLE=f)rT z{q#~+BR%E+Y$s18DX)5{2hIQU^$bRBC0}OQ;*Ei2k%du{-#s$n%EJ;LiI&2Azd8AumV9k{P zVR9pC1i3@W{p?{a0XeqsU&pBSE(E%rcqM!*!_wlX%!Wb@byXZdzXgY4@Bm6Cz8ViR zm;ygFBnCiuX5xh+3A#QP!Oz!K0Nt5uRgGPr5uAiN>3KduJyfjOv;+4w@sgMyLNT7_ zrwW5B-9V=(@bug})e4QD{g6p2bl<#B)7PD~4rlF_S7?UG?c3I!S2dK`PLuDsF@E?B zvd*xK4m@+QuEPFTLBeb%Ye$UK{SDG8UDeR_7(Tx7V*3u4G!~ByOxw~8XAuub!1-=B z4O@gG+a$=2QR|6X4E?S-Xz@{*Lmp<<R*H9U2KA3?+q+ zVd*#8-Zs(?Ko_}V8jdRt=Dn9n{ZU<=3@-@|)p=C4gD+If_Gcw?EwVX{QC`F$sXeOu z=L+e7rZSw0synkj4oPk*V1E0v$W7Yr3z~I9a60b$wzg@)P^*0UGnH{wWSVCdXWqjE zG+5SwAsMkhqS=@QQBz6s#Ie~%EXERG2#3#JtJAv%!q1oqQ(Or8tJr14*DyXSz_ha? z*jTAnAgBZU&VBzAF^+VIivXaaAe>&oHdahG)K$(l-EIdw@MFg7y#~>-A~^j{^I~w# zgo|9izR*DRGtru^kV;&HnLek2X%SUT@4d-#Jm!VMPo3%rE)X{;|80oxo$ zCnSo^UjPJP5C=LmlwQ6!@}E*$QK{&&5H_riPt!Z94}0=W;@_}*Ha7qozy38<%8X3m zjBdWfQ4$Pxir)jXirIF6pm^UcLjHpSytfWVon17wx1vx0F4_B{61dk-P&kKE4PXy8 z*V`KW{(u&> z_n1CDon^uSm>3sGPd2x|7aX>ur5{`t_2~q0D)?E8N!z)Gg0Y!oHy2}Hg zogLlx#DvnTV+Ae}z8Iacep|%UjPM^iUIBl*`JUxxKn9}Sq9e3~hcKP5My;_~6;4=x zgKt7XrEkhPQTCvyTeMCP>C_`#hwSFsSByXnatBA>!DSZ-{~~4CNIT3-v9)Sxhq>diM zvWks~7IJd)q1^bzv{S2ok~_~)D~BtThk>^vFOftU41~DSu%nshXyZ6z*GUd~-tHRF z4;k0!v4)9iJAsZltht|)uEDkF$(at>iuO<$thQyp+l=HkHc3;DJ%t`EKrBtV}XktdiRu*kC>SV3-}|tpzMwxl&8} zQvbXN!YscWJdX%!$Nk8KW;Ngnm=CYVn}0;jt4AgoF0hFVqo>d+a1#J*g~|9_cJ$fY zH$ola>!BkIVh@->hO8VQB2FhKNJ18^xYtP!eAA%7m02`^bb@D#Hu3WC$*R6sJX170 z@&{A{)x1xzDSjk{)&R}zyZTX8eE`V?!`k~~WN(d4gS)(2>U&^@bRta~J(uPRx80aQ zN6XeM=_tZlGGD^lu+wX#7Mo%4QW49DHfj^DgH9m%gAC^E?JPk8jbRtf#E2@yE$jw7 z&hG3`SFmBaVU|((uyl24wZ*%IevZ+d%~6L{!vh$fp3)F?-KbJp%@F}mw%CIOwlH9h zKeeW99#`=b!HdvE&o=@YKwH1X5viq0rioGbSQqG(rGX;L8&Se3)P&6)>%9~Gvrw)R zNk%k3I2Yd9LW8Z;n0>v;0(GpQxvNIinaJWA+}5j0rJw6X1C|(zV&DGsTWALpF9#|> zcS_PM+#j5=dCpuUl516GY&R!{L+@znuNpcvElM-VT2%z_0PatzNz$$0N^05mKW;No zauep`UHugHGjU?-A9_bN8aWN{ia&8Ql|%lKeC_}Q={hI|;K!dnn+^6tcOrZ9L^2)T zc-yjEKqN0%vG5uUe_=}U5NTuviTsQVV`@1&NqYvaH@yFW2+J4zeYRY{0Mk+N?WZ2x z7Zz+)dU1^jSqGFar{O&Q7?cm_W=b(8ETO^X{aHhN=o`!!2>XG?497W_#2^dq`cEN*H=YjX8-z54#=D2?!?4&0%*BwEI9AAQJ z3Z2d~Tr@x0&OzNs_vPwV(6yZ&BualsmrrO`{FMfqrk1jn!^tHAs=~MwZR7Zk_CLhpWOj$u) zxjI4@e*O?OhLa0pNzj>;pO$k(SecjI@P3O?fnH2Z;Tv8=G>4LGZkYMX zhLP`HIwEC%vVClMm;CifoH8ap%vQA(te8qA1w^t|XkDlo&bl_`SLVy+3V~B< zO=$4|%>0viQ@zphWcuTr-2cfX`n~q|kFQ#RVH?-BvXJdEzLid>&T)jtEn6Wg|5>?m zTLF*EFSqyriMB__p;vU)Ypv9|(i)d<)1<=f*!-d;t_AGaqh8IjZE)YZMwZY5F+}B) z5A_!ouh-Po4vu~QBT;MqF(Zg^#n=prtZjr_PnqH7_jfz0UujZd2j%R1P88!mv~I*y zGg(tT#xw7*5Ci|}b3IR9hyeZjRZ2ONKh)UE#^&W%JRvR%=tq2Q+#(>q?k!tGrLMuO zB^uL(3Vi;%xvST~LOzpGl7x4KfkD6(>pZ{a2ROWxI}~`*{lvEt0Q+B+K;S^)=Q|XA z*DHg!uyy`7&+2pVyJpJ8Q8!+$LmM(3x38f|L}Ty345{!v{iz?E8!PZ}FxhOL;#Bx* z#FZBn;yyhf&;Ko7e^;@r1HY{-u!0x0j2Ii`-{>il0>=G?*5mINQZ_8P)tRyHk^Ad9 zN*?wdBw=YcYd_j18w>)cK(EtV<_cVr5mw&yuV7;?xj>klyDlcU9D_Pn*sY~E4{%({ zA9RQxW9HMP~=!*x#*oPzs?JrP1(IsX$7x6LX$-k*pJ4}JzHpS8&CU5dB%vI9p z0AjOFPJ`d?A>wTN+FCkP%O3$5u~WoP{elFQp^S_B#bDPw)4U zqlFjl7}m$`>{Dt%ekUZK#O2a~g%a79IVrn^H#-1)(8Ei(p~5(-^>o9c>7ZD{^G*eY z7Me}6R67@L;5zCwm|o&tXy(f~)w0*dkYkkqDU*Q0Mv{b9UNpliXigUmIV`m%*#ei` z3VFO!WkCd2qNI_z5uoylcU9W1Mf8a1-cyH6nCXu<5}D7)nHAd^fke|Fd(@?TXM(o1 zV~O17F2S?BF7F?yh*}rRh2j+3q4JjZg$yh_RyTO%7LNw&%7YUdc50KyGbHivS-BdU zoFhJd^r@2a9UfQ%%wn(0kd(zIyl>5hN?+SwTv?vBbULgLorANaC zfoIeU#Aowr|H5%X%Ty5+XNwE1)6wR)xr;wI3w?t^kc@U z|62TUXn37Cq(41v+OV-y^}^2@99Gqmc2GWLvJBeCqh~#S>Z`-qeS_4zP9zPe-d*$P zUR3o;Vegwd#zjP5PH7vQ-9GAX!CH?)x<=u*bjkA{8kcrlvIPSgu3mYp@_QMP^{?K4~> zLxTj}RiKGd$846tO_d%pS?c4NR5yf$P77YMOzTxfpqme946`-||6hK-Gq!VjeEV=a z5im;V+~%mZ)|l=eA%?t^H9k}6?31-zcA4ffIky^E;l5gwI%i6KXnRE6f}a20RNH#-Ni zT1iZqj1k-f0&seq9 zweR}%>bN%@MwJw+Mxmw>z4ye%E~C{}bwrt+78@JT*m#XQggM2Tf$gbMB61HPa(ayq zgg|J8s{=SP1@@wST*w+-i#@0Ev{x&^07#swICX9ze^S%DkGb3Fn1QRQ5H80fia#AD zEtl5FdyaQcSI3499DN{G5!B^3G$_89`}&BQ7G%IXh%C2t)z*@}5iH|qIt{&L*Vn(n z83Ojze4K6=yAyIE4n8?=KV9ducZ&peS_=lFsH?{sSbgd|;S~YU0urcn*VLnWPrt5K znQdCyswKd%;#TFER@#M2p!J;7l37wzUWr@pc*5m8B^~?7oO{;Lhil7+1$*tqgrCT>UG5#AEW%N7L#N-{CEf*&1qV7*Ns70#oIZr z?FGb?LA91GSVg(?pIUC4jgXijBXRmZS6_KXE7@i_>-pC_i9Cb(!+%4uiS}eL%QyE= zz~ksJr_@ywGD0--e_hGA+-@nqX&Rx&c8F~3YDbkX7`#zOaJ*KL!7#bkOrP5PZ9l5_ zFIw771~|LCP{5{)7xkK0`>HkvK(Uw{F(%WI(TS--)?><>lLaoaf~mB z%m;b&1>e+<;ub{uxzH(SK-R&KVD+pD^?A1KAR%4`w86i-`;Qcd7X8?Mbgl@n&Bt*O zTXiI0SzcjtdXjzX*7A(%vMU@fDy4FbVqQJf^RW*;o>H#q9IDCr+yFeitmPKmDUX;v z*I!649MhA4osG)F0~YANLOKOh)vLMd)OPkYq593vC7mbe`)2}*z~fCLG9Fw9KzD0! zmww$G^k-kddN7UT4Wz59LVa^Lmklu20{JqJ$$KmyrwBCpyHLJfukku!Ix*BmMS%j*o6I&be=0clg%Vy_zViq=~*{3ex3%*+&J;Ar9aVpn@@RWXtX zK5XDMdarEAl^H2WO`bhEUUK}{j?J};|8Bs>Cr}1*J=8R{sE1+{wv_xW@MYN`+cvJo zI&uWUHTnl-G=hQgyn>^g?>V~E=`OVXZm19Mc#GDX1aSthP(0)x`o#*Xk^B>k1Z(7I zDwOd{`w2%#GYz43N75H~dHf@=$+Fd+XvRHk+8gsc($98Ra#r~X0><58rK_kumxKWC ztR~NrozVu3miEN>b|EscSf{S^&3eNdao3fc1G{2U{aUSB_{S=I!mOGMJ3}^X93qh$@Qfi1E4O0#jcUzz>pNn$vhej|?Ys0?&Be%Oobf^noS{}c=zqi$FAtYULx59v>%DOh@9vsZDDKc^iz+cNU7 zifYS?D!T5xY|?V?=MPj4P*BHy`FhiNZlAU}Y1b6>n^v-XOsK4=Zw-^{UNq1h3>am) z%5DWkqAbq-_$AcMn*80x+x<%J%C>-{zX2Zh*ALR6T{j z`E;+(;EVA>C#e7YtFw6ppw-wa zq}-=w)79i6tGJimUhC(MZ&OcjEzF?8Of1X_x?$0F$E74|1AUY>`BqPrDTweIy9YU+ zYNTJ_)efH!|Gm6oL58DqV>JswtAi7&S(TRW4p1A?B2;7-XGq9YF9md?JwfjFz-$f> zb7~+qM-9c{bMV?~4&!1X>x_UW--F*-QH!At2L)rZtB;qQO}AL%e>9poPqM zN|_RpqFAn!?tG}~zkr|6QZV(n%a`X^pqIVWYcC7kU|7rYtbIH=8&bPVvz~O^R^u0I zQp@BYmr5=tC`ggtc`F4O#FMv=YVXf{(wCEB>+EdL@q_OXtSsfVrUzf++l-`z({Y&-iir!P%@CQC5A?C!KR!8C!)^@T813Y1yk$Ob{N~6ISn})##f97KmxJlZm3(3qZfYW!7vj;Lpbhl_s`Xv9J7^39Q*g?$e0vInk*d0%g zIKogG$PLjnDI=G)S#0JhQYXCR+=YIiu&)Cc?0%|<_x8AQE*}2xa3}-U9DR--%1dwi zAD0}<5?yFKjMwbclInfjidclz$NlEC;A4&m1&iNVoT94UF=W{lV0qdxI^q_xh77WY z_F&vb$x6#jgVv%k&1m_>Af^N|mY)YQ&;3podO)HQillKN(|2=Pzlj|CEXm5$rB*VG z+yea?-j?ST-Lxk4G>Obz#Zde-c<|t}uC$?5Gnm^wx@l|ex<4<@St!%%V?AP-Z6H!x zI9D+*07nu5`{*S;BJn@jv z=`5|;SE?1uGqk*z%{CM#utrA5FjQ%Fq0o)8sZiJ)T@s=vdbJz_jt5}6yMf_Z8=ea7 zM>ck@)fzL5l6s8}H|ajkVnmSR79yr5j@KKxmJbI7Da>uDuaQ(}93g6PhnDjpX3};v z#mM-jIGo76NBZrJ)ecgERh+Dsa#%~hePG;?^U;;c`FsjUA-;*h-IA7nS}fWZ%%7Hp zb9mnL;}Pb5?oU06Z#O=9inoS1TS@$Gzy7|00@%s8gX$_3GI(|ArS@6fzr+w=KHCE85W)eOGnFhlu{wCAPT{av2 z?pT79XWP-q?6pd#_5)uE7qii)Mz_n7<{eh%i=IbA$oKZw;0Zl~2D7qQpQZj$o#|<3 zi&$;)$xrtUqIjj`R`@}uwRO;&=<+W<*3?QC`bb*LjbAMx9McDp_vm8IefizprTWXx zFtgw4dC{!h-v@x_o)6VZrh`zUnL{LzYg6a86o6~yx8|4i!-q?(!=c;yZ66=-%F3Hv zF*IuU&x90cWU@@I3ansPdgN1);yq-b{%Fw)7^RkgIY2BCR6;qt5|i|O$-6`2u`&H!Cd$L|5s=4+(iQHEJ#{` zRSx`)&1tOVT8Z$&5@Z3@S6RpBjOl)2BL%y6CI+x++&sRve907HpaZGy8}FMa+vt~; zJS1^qdPVg>voGjcBovKUX^dY`8|}Z(vntWG#pY9_rbn3#$Z20@V738HdX?@oCiR`J zpiLXR5?25R-L_~J~m|1?&LxLxCvZ+BkfR@$!2AoTQL56I`p_&AJlh;!L zh>3fp`20Cs_~BMDE$>Bs2mbXvj=r#aUt_b2m+4Qc9;-3(g`x9qRC~MyTUBRf6xis5 zOfZvC;or@ME+a+tSn`NnL_Y5!4UL zZ^~vcs#D+`5pre(oTc-e5}Sa-J<^7-u(EZP!_4Uy;|7GNvb<&=_wper651)Sx2zqh zxOm4$SDg(d@nHByCTK2Nv*PMHHS;&g6YhykONyhNu-QOXwCJ%u*rWu#fk_Lca;{&o ztAN_44h|^5Y-#K^0RA1VWgJ6ZjjjObDR$zERi3;RjlqQA=vkeBjcF~{hckbDbH zLQDrvXY@TcpUWa5#|qDUt{6)n(y-U%uv_@@bPJ%XNpfZ|ZlmX+>+*VNTcBU_*~q{x#u>Oa-KKh3sKHe){$_hcxh@MUbRuGL)ZzYt_SaB{Zsyu$o{Mw z;&Kc72gprZ+Dyv^FW6$w4j8n)h+W~5%#DNP7z(6^!vwHdOt?&Kle~V^oD+Rf`ooHC zQi`C=gg057^n*Lw{h0P+R6|*a^Y(Zc4e%3IFsxq0*M zBjgjZGo=k@Lek(y0)P&0NLCOrF7XR4m{sBRuG+sgC9!Cvv3Kkrny^3(Do$0{p`&0E zm_3(H+|Sw__&@4%GKSnOMfbw;Oigh`R8N8hxXNa!+cZtQP89oVIf$K-q78xZ6lNf| z*{%>c8~Hx`SMwKqr+nGMvd?uTp9oWVP5$-qy-P@{PkoO?GRE>Rb!hKB_(R)KO8Ogc)7Dxy3KwSzE0+ch1BbXl9x33|gvVfW1|_ zM7fUlEAB&-Ao7_)=ZtAG?9Or24D7I?o=5+J9iRele3u8a&P%Lu#O-c|FB(>0t2-?qz zRmUjqe(A6HklJwAvC8nT8QEl~z_TtP%C4!OCd7UvGMBSdEE@HcT$3oDhX~)LxHrC(0ji|p^4&J*MCG=|_p#>9vkC-% z{YOZBP-Wz@rq2k)Cx2^(Lc~ToVRmG_J|`4>x6BK3Db7V+Pb%HJJwVy0XX49>Buv~R zkGMW(QDZ1&u0jUfZO^>P^|capUIaBUa7FrZiHU<|YCquzkP`qEQnC6nY_Y-92&F>* zj^csu2hZ`?w%oXiq z5WOB%AFK)jm@KE<-C|ayk|VSH@LKgv+5Hf=WyPP=g-AyOq+gq0({G$FY9wsto3Og4 z8L(uQji+rPjYj*+(B?-lva6gHfZN&kH2s0DWu7c7?h!9NPc?G{blrspr}Bc%bhzG+ zV8foJEEh1t)EcKhnBRK@%>Ja?bg2zD!dgM~iR228aA*q66E3u)+>|JxkXs-vw%T#K zC;>+hMvEI3HJ%mhpM$E#05YIb3uM}Up{vhd2+KXGV{*X#K9-ck&&V&j#cA!l^o<7!m&AI@7bvR;?qjUb5*}|a_1t>5+}5soeq6Bg@>Rf> z6*Jq*rP0#^H(vCt?$-GjYqzN<_IWV_1Z*SW5F^_AKrlQ`1!y*g3OQ_-%S z47uULWW=l}3gpu+?-s1he-M(oKg`)=`E&nymRk?)%tBLXzHGG1u3v-&x7_O^4NzOC z3;-c7%IAPw8I5O9-}SOQ&dZbRcz0zXO_l}$K3Cv@_M?x_n1jz`NI@F7gmqG>6@^Eu- zg?S+`k-ciohBDhW@j{)D7sj z2SazRgoX!vighTeo;k_PNK~>vNBrh}D>n-g<_wEYw@GZ=8l|2`xY5osPx~-=$Z-=- zgc6BKL{xCK*o!Au>eLz7+%_<7Xj2wJ^BpPkUY8g44k%;aO)no6zhFaZ$TPlhb>$on zQuV6W80ss~l;6pRBGrX`c9NZCSkx?!bEY>-gd89LLBx4eu`_2TY~Gb2;Mv?4qlK}5 zj6BQ&N+>ud97Qfvw%h_Dc`1K5$pj&re9K6)_fGw!*oYQdOh-t3Cw5`Kxjh&=5M4dy zsC4tUQVpvX@V&qyPntfHK3zpSiYA0r)3GxIAUY{Ee8Iz~Wo=d)Dk$tJDK0z2e1++T zc0U|xhODR=byoVdh`&m^(6{p@?!6ws!=+7f=PSkjJOoY(r*mbW{lY2%H*Kui{kSq@ z88imDWClIlemO_FLSMFp-AjK zw}hlC`ANvKnU(L$nh}*MR!18>8=_|o(P;JF^u$mJ35L66phQOZYNm2nR2gd68xoT1 zV_;r!vs=B0wVo6fD=!d#Z>XS&axL^8J!M9(;MEbv!dNhJr@w8=Fr7mwCJFH&CU>`( zaW>Ml07fnBS*+=Amg+)xgc;7ZD*&J;>Drz3I@jZen@?NFH6fu`hmI`qSD2H`H_^1s zM@;jR3c9H!|3Jwu<@x*yf4?na9C&!j9W66%-n>#0rvI)cpyG`PIt|Z5K6`6y8KE&YQ-I*DAT>P0tim> zBb~@ygNcWp1kSdPm6saW0KnAGit5DwLsk09{bJr5d{{l@;t~qBAC{4_Z9QfQ}8j$ z3Lo0PeE`4=Y_b=_p_hdv7ry7;TPRjU798nBG9l=qtRF9}e+i;cv-!F8w-rF(SA@iv zcrNbdhW*rl=B4_v^P@HwRin*)YXMTmFBtO;A{{|S5-nVqP3b^Zv7&;7um{bQe%KMo96884K(hN&I{P5@x14O~&vGNe_y|m>5mIbskBjI)UFK0 zZ(5Z%F^y3AvUZM~VRO6}oW76pAubCqyg<0)rzL1{9^emL?e*Uu46Z_J_O($*9BUQm9GV4@I;${7VdR1BRguxOSM-3J^yzeL zN<8-oj}3iGWk=55su})KZ1CuIZ0=4Sk#KQOwGtq&4UjSk%Z()U#>g8zG(&FE06Pc$ ztxaCzd$YkkdMMbFzw$)qKBV9H%(x*aMo?#dac%6EJCAP&PLv^IaoQW7e6hvRytAc( zY<|B>uJ<8~%4zz2f#|gfHTiL!K1MptBVg=3Dscs}NgvY^9!SZ#Bc;2{HJU^}8FLaz zo`I@&v#Qq*XSlCz&RX(c}I7st`Gb&Xi< zqUj&x=;EAYR{!!F!eRi4A%N1abZ*&ptv{ASY^6w|%~-2BAH%?AC6s4d5p4Dt+!?=b^BVjWsr7jdKLTy5l^; zW|*1^#MuD+x8p^*nnDUN;1l7iBRZAC_05NM*krZ+N06jzM^}_ZVcXNu9eU#!LU7i; z)rlZt8GqxRr`y)JGybS4x+)<`OIunrIi73|1Slc+la~c0o2Nh$UGPoi^N&E&uR~ar zj{5EVn#>kX@`3_2GYGtJN^6zw-}WCvY+Q!ryB7?nbbvK~!x;1*>R%t@g-EGtM|v4- z`c>MQ$MMbLOe_EYq}If7#W718bdyGcpo$_{Nte(AwOHHeKv(i(fSC3L#ft0pEgV9@oo^4d4lUHXJOI}XRdf2b9?`Rg9`7^1$hH_}sg zxq=S-d%fI=yya3-9{v~HbscBwI}JKN`(+KJeP*Mv-abk-q=2W{D^Sgol^9Hj=vgHp z*y5@MOcwno`6Bb&>y40Y=RLn1ktTO3X@F8UEw~_B2r2ggC3ZZlv9()^{nl2AW9qrZ zejdtn7HI#u#q(CANlG*bh_GrZ2Ar!8Nyn`ZfnAcZ))`rQ(cUChr|;hHhbjNKq3;rB z$8Kdpjwq+_?Hq(;vi~7FMg)vQtxoD5$-OWp3M?tmW7FeGRdcRL5?F9_2Hh}5fv{lZ zAIYdmPh;Enc@++?HY~<=8Ov2H$XIoG*mKc0)+!tDOaQ%oWDEy&Z!K4mWPQ=_nLq~& z@-}@tvJLKP5Y7wF$jp?I zI)*aOcvt{AK*qnHv+hvz8@PVnaZ)-i;xi2Drq1FoD$N>9Z%Nhz9;gB9;#LvXJoxgq z=rJ=vco*mZ3pPdI_2$4#>hvd!9kGN}E^kI6(Fqc3>x?TV6QJa4_D5%M^1dbX>d>s- znyp>f$|hFd62Uy`+cPIJ>d3aw+TyE8aEsNLD_CFOBZ;+)Wi~{g|#}$zlX&+Y9~(Sx;gtG6gBe!gl-bt>~R3tPPvdSf}AFBu3nOt z8YGK~hlh4qO|;pd_^C-hoW&3ZnQd)VQCiaO!?pdb9aD+S>lcok&FyG7Y|i zbzhV=)uG6NsPv3jz*hdJnwfsSLyV7naa*tL6x0Q=I~XGiJef#S^3vnS;D`*cJs=vd z4|AONo~u6wmbCxY^9nboe-aB|2-3jCcHxz1I19@xV8>_2)>WgBdt(drLVSN)$cE>P z$wuUFZS&g&7m4A#cJatngL9OlXM6H==-gE8n;$H)$F4bt=Zur5NWV&nIV7&#XuO=& z%a!*JiF}_LIAOAg|Ccwq5JKG^6v&N_9S}|Tf64aqXqiwF5f|+PeLAr7Pgdjn6lO3l zHB@DKFfKD6aATlF$fWhRP=#>z>K7m9F!WvcN;lPELQXo*bFGk4*dm{j+b&T4`Tw+? z$X`$1l-*B7GuM-T?-VtpP9G+k&L?i*1g{pCk>0G{Z=XO{+IVDrpMdVPsesNU)AG>k zLFrnZ_YH6O&d-LD7&RAW6rZ1uLM~G;F0$sX?8?68`HUJ3A7mTzPxZj?iF_)Rt0bnY z=aLB;aR19hWOD1!MMkY2eZJoJGfiD!WqeYuAR?3~9P1V^)@3Jxtavruy?Qb0lOldX)ph z+Wn{h4i!p55x}(Tcezqzl8#I??0ak`No!QYL^mL$dicL;?(($Tg+V|hdR{B&Et~-z zFL<$=w#kN-^=QV)zX)lPVaaK&nnXfXdca207b`MdzB@Z?Dll)- zfoSrm{i}zXH>%U0HrubmW#j5oHM5c(a|aQ@0gUN54rxxYG)Se{E@qT!#nSD;Wm~Z^ zxpGiHjRKubf{1x~>cd@aaE6@)esCk#@%u=LJpMcidzDA!QHU~OlYoe)tdE#yA_B8@ zYd0#D42ha0bh2#t>8kayzdP5;7|!P1h3x}E zo<-=*>1~-zsWds-^!%)OVHe;gkFGren*PQ4Z~uhwZ`i_#APi9Xj3ud}KLEP0P7AR8 zx`pQm!A+Cv!V(6vSF@e!LJnma9-diGR?fYQfc{rdQ2i$6v~#=sOzQP~aJ@nR4&wxw zHNixEo!ek;M$Rk6P)=^Stou$e$DxtBzvo)N zfRPE$ZI0ATg;Ty@{dLKq?uwpB)rxB1r@WUzWlti>!KcN=1>m`KJ+VQYTWRG@~jHi zHP$=?ulYCoA@5&axYl*#k+#LNcyezDy~GL=cWdv@MVJE0codPRH;i9+3H|pVmLUC8 z7bE8?sUr9}@Gy!_rJmF?PVx}Jpock%2gE_08`=cSApJrB&lYG<1f1{ML8^fM192ec{@-8I2dlI zt%c^ee4Z#Y3CG)?^txzmGk|2Eh-E^n4!Cl5wxc2Rh-!@-CNy zo8!Wt!J+U}MI(V+A!3Og)y^j!uu>9)>v-|wBqW2{Wc~tH$3xb>Oh}#O@Bc#8=OKNp zLns`TZi8(%dMr`a1sQo(d`p1VBB7avSPl=xvepB_0BRATV%P-#`a$BUKNa+-5&Wfi zZu-?lZ&;^(j|z*aK)7Ln7_Eo8<=$;#pv~d${cWM>Zp_}L_Q||Vs(M=D?u2LbL>^%_ z(ihuKU=8(Z0SNpYxEdwBMi6wRP@L0NdXh?^=9}OMo$GE(loj*ARk>t~y3_HQA&W&&`BT6Og1oFUpBV24!lXP@lo;R7g086WaYS5p`;NZGgsrRyKy7`3L)vlkTwB*^opboc||pZF1p|9odF`@(1g^|ISF;FHF6Z8yM1_rFD;&$XhRaq2uQS)Ap+yp- z2&oVKz$Xhz3ASdvX6A2k7W+-_lr@y za;)V+dQW{3>5S9!#j>Z{c3AV71ikNA4pZv-;v*7IZATZTjvkB77pVyQM1+gEWO+D3ayZAGNW#el*F^{ zCy~RI6w}h^5jfP;@WF!xrY=QF+EG6L8AB9c#L$9?HKh9?;lxQ9oe`JIJ%Z>ai>)wz z58L?7g2kOnoJhd=iF>YfT6wAJdz(E5y8OjaO0vFGp=$H280to-g*cIpJG8+~fF&fk zxsmBH?+GK=J@=Sn+^HB=I3eGcuT zqBx+~*mX`^Lw9K#UO(vAZE$beqqKj=Cw+jI401Iqk$Q@a*`F$@1N_4FsD7qX^Z*FJ zx>9BiIl6DXyZPOAOcGK~NJ2leIrEs2j_n@VTF{C>`#3h+yHnJ=i=zZ8$GO&JxrGYL z*F)7=J|?oq7(>8jUnOU_lOAb%R8B#j%`%>^mC>dmBDJq941u;F&e4m)8bZ6X1yu67 zUo;;})tau2J##1F98S@Z53g^}=);2$FP2BZvr+SRz5~O&C|n4Jukuq_6I4uRv2AMtb_j z#yNM4EmGi;TL(b^8xyBCTmrg1%wO6d`-k=5x!Hwbt{gV-dS}|Er%n_mco=153RtJ$ z|N8POm#ZRDne%<;_2&op5dQVOWSx$n3w93WjroJc^$Im_6g_8bDjPDv-~$dgo@T+P zh9%S<|AKz9R13ur=E>A2o31#hT_I>Jz#Iq73rqcV1!?44$q*rEh~(KDFwY_ty2iNs za{cOtYoH6E*ucao^uDi;A5y74!zpZ8F1MuzYvKEO^j_9>$^Y*ejfI}U@~e$_ z?pst*W$0%|p;^1sT2r=-lAZU!Y>YZbX&pSEd__|6VwV}Jg_I5+d(BE~foFmRKPWW= z+ccCLHbnujMd95^gsUDbyzN^I_n~SLqNdRk@bxzj;Bs?`>B+CJmD&1oRL(FEox$`~ zSt&d=zzmdHNP4TaLCGc;blOdpNlD6y3(j|=nW*i$ zC5??P{C@N%A{p|g`&L5H9waAf6DK`(dzp4i#)Zhg2PT20{6@Ge4C<8-lpb;y%WP#x zxeEUWujv}mm;b(L&W1#JtrEPif331EV}xpaD`CKUlbo{70Ie7S~8-4GruE znW;Mt?fV#igk6sAD+C^2sRo|GBA>X~>YeI?>NmW`GRj@Zc~4NSrOvsy?ds;Nud-_q zn~N)lOsW;O08y&95n}bp4#)L*?5Q7CTbx-0F|+y8pdosp_3qeoHs6fi6S5dnl5T?p z)CDIvExm*sHcvBR4lRgSCVF*H)zyct^_C-U65HzH`IPv@ms+F8{OXJ-RE4dcVbX)_ zs;vNOawY|nciAA7=#om|m_(s94d2qxgzY=17-i;HMZALc;YzMFBHN)LPa!d*eU$)* zBd3)-!)Suw_?LU+d)xHSVP4K(vTUX3w`TV(_a7YCtDRs>6sB*C+%NH$5qc`yv8a=; zWG_4f*%kz$0+pNLc?^i>eJ%&TpupC6@#hzJCy!=IT}UU&FdDcCtFm?z4m!WdSaAJ6 z*GaOY8X5E*Den;Kt2+WdXMW8RJ)?g2Z5YVg0b$7b`|zIr&&tt<*9g zDjkm2pU>{mDuNNdQ{eTyQE+_YuBG7_%|U@QFo{dt0R$$Sd^QR?x<7}pFAvZJN{aXf zaQl8t{zp2*Hq>*C-^Mks6K(WjF|2aJVyQ?5=3SOP#xval>N>Q<7~TJs)zUOLwtWHu z{sO`k*FdKJEL?OAG+oyx4lYnEt-r+Su-qOKu+=+V;j!37yw++WcwGV*hJ}d3Qt9BR zB?8@(H;FUOlg`1}3%V)#ehnpG0-{z6J0;HXR~t{7|Bs)K;5^5>Qo1uI`ZHvNv4TfY z3RGJ5%{72V)`p^vTzv`-4_UZ+5m>3PlW_c1LhnJ+sEuO0hib+O->e?ZjRs~SFRbHw z!-Q$%mhAUmVM>Go=MY>m=GO%@6;pkN>;78Deh+3-wMg{bFm4S~xMCe4Fc%Qxi9Wc2 zA_avj5Yr#AUyh_LqLm-66^+KD(~QOBI18^dg=?*v$G&b5w6ZL%?FoKTi5ATDvv^Qc z?91Ri{Y&eA74RQ{*OIH!UNsHIXzlM#gB3-aem(63Y+NJK$6EG?;xf=QG~>ecl}{n4l4k-iy)Y+3&|%=h;Cj zXFd)5#~N5WGhL(h&P1)30EzV_;Vvfwi?pjdS*|A8;Vb^_lFAHvtQUYx1g}51l9CW- z&Yrrl5F^!~04KVz#-u;`Xo|vkPy#y}PL>X{*Jrb)?VZ!O9k;$ORwl(*B+ImKk)QplnvMu3 z7HIh!D~gGztfx6Wy;ESCzu<^)uNm_O>2-Lc|HRZco)^OysjJ}OA4@NQ zc3XfHlSJ7`lV!7|*#CG&*pm&HsY6>w7mCO0(9a>`B-3La&R1Z!>EW1Q2bzK@)WIaF z-}Wx0qVV0`is9GLl`hQI-2qRgO==N<%ZiTt?3qS-n5N>9I01t6ToOEGi>%z9_j8{Z zikXL4b8;dv|MDT)YY*rXLVHih_hVk?LYa`XBrqZa3o`PEaeQ}#kXz1uKj~7Vs;{qVEVg0yQ&6%+RjTmPNwjTvaDy7py*!Wl%3Nhwl#TG%NR5oMdhMw_TXoMEnAj$}Q8uSc>%P4|HUhc;BKDS@^B zRV!asBANrzQ@ybBKF&Z#uR5$9Nowz5`Fc>YWupf8}d{ts{am3QyJJcL-U8+)?<*l;pnOVa1e?- ztcAYd`sDb(x=yVBnd1@spU$lk881IIf3**@oFWCzqFmL0?;TfhYsE0?5n>g8d7Uw?x8hm~i63IEW|su#yZoEwG9Wz&`D%dk%DMS-ns1KaYGljRwM2cS zvhBK^0v&5644^}K#Wg$IoIDjwtp0e(+l&i_wghE{KLXUCbXU|JA)7dt%!$(j@Dmv} z;soP(+O)&;5zTt@7rjS|3Oo5c5yzuS(59up$z!kfPK7@xDg}k5VKDHta_%7JPWJo+ z)u->*D)`y8$Bxw|^o2+<798&JR3eTX*g^^zNtF@dTzAC6DY{5U8VT;eI(ugVDsDW% z&ei%p_u^lPpAsjdVa`fLwL<0baln-Z*B+V7+mr4Hpv);eQE-Bk28v^~CB7`oEcs|h zvBSi}mgYJaH3SWefp*{Acd|4F1Z}4D8N}lpv^OnlPlE z-WDzOI3eOLH};fx(TK-?gmr^RXrd1ocALTaCsKT@p1&LR`tw&e16k>t;;O4>#Zuhv z-`VpFaVj1f#k4>{4=1>A51g}bH@stC-Q}vTasrkFqa6Fe?8Ge=w6z0{@&M%b1RYGx z;MpRY^S7hETU{wJ@-pW7%-9zITAhEb+NEWo7QZfJ#EJ+6l?c%c2EWyT^r1)Rmd|C} zr6}Z?G2~`#$vkWiv0xPg@Q!dYeb5IQuiOF*gX6G{mBr6mpA_zk;6ma{U%u`b5PIntaQO@NzeV;x7qz+x$FOGp`ucj{9BuVLsztsbc zOi~39_f?VF9S>cnpj0k=y-LqvfDdV_Qd&sjVrbsjVJjFP5wf>X!K^buQ}=flpLF~r z!9ZhRbYUg`CWX}tz&(0NlQcnD#_TLm z!Ekm12Nl!B^uP$O5u^)bQZWbORQz7xW`cYwaL-bC?}g`$cJ-P&*m_611hDDuj|XG+uA8%R*E!R z*L!0S&m{!5OOLCe0*`@F1|Dk|D{{+$D7u*Ip>=TKWN0dZ=n!UfDVV?5$?)dOrxR(5 z(5E-FsMTYBaVA@FrWee9p5GM?aUVKj2JztsPeNw1m76B8 z&mCT=w$WJ3U&m%b*troCDn=x(*B0&f%g*C%JC7D5#0l7GQ zxc<>5dA2h!1Nb4&{1Ad924h zBDaO9Zhg1W%d)eg@T%}==rN=qK8^d9?fKjZs6Hz4e$o2W^W;UU zn1a2+uDP4^b-XI(mi5IqI|NvI@0&^Ewkz?cRqu;~oMFW-T2qN{6st@NrCc-B`syFo zhxglu>3k#Po#uGtW=p&|W!BesU85RB7DsRU09t5`(HvRBL+(e~=iu8vi7l)y1lQ74h19bPhYz~f5n&kP_}SZYXuat6kH{(U zUK_(}19~;>m|`0rnFZ*oENCFlc%) zd$h=LoxG>@A}le^Oy(!Rt@?m1!ZWa6CNBvVtM#CTx$eN}yQWeU{S*gQbWV9#)pBL) zx0$(_vOyx?Pw`2xU)tH6_HpjHwvU0XHxIK3@<3Ita?%K%_JJt@TRPH^q^*<9ip3wR z&zaNLj%%ZE=Ail?R};C8$;=fP5Q(PzF#P33)wd}X0i7ol$Ga6rkTb%;UeSTV1wf!* zwSkg!o0NT`MfvIYXo&U*Jh@pv8-FLS&PI&?Vd*;6>YT{v@0do-*mLVCBL)HCm$*lA zbQzTgz$jU^QaQV!%8(BB>2ZvbHo-~(oPSkzcX4vuKB<-F(xiCR2Ob03`ridY3rAbV zUz-eh$J{sxCkI?T`f#Go!6=PNG(*Xs?Ys4;@#*c8p^JiA46~OoyDkqXfBmzaGF0gy zZpb*^fy_QZl1XwB+m!D1#E~bRi=B;|o>hUAV3QdkV)?x6uLe@oRUkW&B}+#&ovE9z zUeU*uPPXi$I23tyQEc%rz=(~(0Z1Kbmz%48;DDYz*ALgXj~*!21y0E7^Pwn|8swaI z0#!F_G-(ymwY(%yWM|ZoXmDR4%N;N<tYy8oo#p z@S8`+nR(z4w~jDWai&}|;fI8xhj8N?o*A z41SC##!p`j{JH4M%NmE#3L^Z5RDM_=$C?m18(S^;u8f+Fa=b`JxIhSntWjJsmf{5@vss}kh0;l0{zo`2}b!rvyKkhcLZn+ej@P7++U+HgRwos=}mzShdYgDiBQU-1<)c`o~a$+pSRwzGY8TdV{ zsqyo=>CS723pho8YMMG=X~YY~eD3f`9;3Zb&*&*=!cy=^(A>DvX^wcj0VqSQA*?22R>6r#N)hLy-DY?^ zB+X-Vdrwy9cJ$*Wwyr$kHj|_`wYMcm5VlclM31(7Bi-EQ*1+J(GV)ScvPqgx^oqNVAx`vrsZHhG|;$ajaHZEiT9nG3Rs}}n(%D+5PXv0_HP@9 z_RoKJ_*s?`EgV;~lzC5|d9dYFzx7mPW~Wc{lv7@x(M$Whw2T+aR}j>^Px&wjq{E82 z3<&&;&GbNx-9(1b4(9c0eZr~u$s=jXWR*k>c%ng_T)(XDFD?@1%#$wswz8fi8|9i3 zrPYj6v;GWk7eUqo&}+v40Zebt{aRIOLHFPOE0U}Jp==}2g0qVW7qw%%hbDuX z$hGlMHwLLx->Dp00wI;L+qjXvqM|Zv3Yq@ng@9ftG75sgim~uX1%SzaKr%|ABuKYd zuh!+chGXui6(G2Mzz6I4$2HxzG|6te2v~u4Zd&^KNbr{5i!1?z4-T^QQ+evYxHkJP zGJ>p(_RrNVZTUeb5epqCXc0#iZ50~p)@KEunC?qE4lrh~8EGr?CmL@3@AHS`*p6iH z#XnukMLKr{2}=n^d^tB)OB$jS$lhAD3rlUTfRJE(l+w1qMwHnquYE*_iovbZ`^WMR zz;-h`5TU(-J3Wru=Lb{r*R1n@!VNmUXPQbw*Z+H}28Z)Qf@836oFDveb9Ug!rF~ja z8HET)CD( ztJVw?kuFr*(d$i&IS@nPQc1Ar2+U!eGMv)p6!&-1D{$%*9Rw9>q^@U6!LeYu(BVQ$ zUc9qg>BEzMBdv4`TN-1P_IQl^+4v03zI(hV_vgJdR`Ra9C*pMUO;}uFxrd!lEp)dn zWq*ld(UN_1h2IVF%+S?14Hz$C7He{a=Ny6T5i;#wzNokE61vV@R>k5*bfYLNW#A4N zZ?$j*)%~hW05p5sUtu`lMP8xeb%7ol-BYzdiCUePEdd??O<@5{bB`NykEO?~R^P{v zsbJHcHD=V*8?Ql;|0@85%_v+9(N$O8nJu!E+zCLQ6806o6EEA3$+ii~z>d{;S%m82 zu@BjQovYZAM^^M8riJ0jf|LZG9BLS^TQF_?hYS|(xtdM1u3vNrjTj}9yW&aKNLCI} zb57;}*g+xTFdU8kx1|GGTUOq+3G|D>9TrpYnYKh!PXX(znko0zAb(YvRs@tZPh{-T z@CI&Gl>zzI+a77o(qQ2Xa^4xFLU8SFu!u{<->o`7#%Is2g(!QooNarX4!{v2EKObC zZoni)%Pdxnl{evip<9EUqqChA=oOG)0y`$-2S^W4;EM1XMnz#5aV3vG^K>DdNLq2q zj6{bD3g*S8r*yK&6|m9rfSCqpm>ffaRGs&vf3k2rWOj3f_tD-AlGM{b*}Bds>%1H- z&8lZMn~cUXK!U{6$FtGVk&$x93cSdfgEubLBZE2?QiJYQ3qeO~MHF>Bmc&M!+gNyw zq{8x^SW(ay-BM#*9G6AvLVR8Sb+DN7%_%PrCp{lXd1K0?coa)}LMpjKTLJ4kZ(WTY zgD=UaGu|Ze_Z0iTMy4B)}ak;h^;$0$%9W1M(W3N0_{FMd`2)1?u`p>`sHZ~6BsIwdIW%1+0Nf1t9tup zqL7|-?gaOmqL!L*N0*g_;_w~qZ%gnA#@6dSXu$!2E4~~t!8@W~s%f&XAQ}u@CYKZ+ zSF7o|t&FfqeFYT>u^8{t;faX6*#BjOr*BPP_fn5MWJGA=r0*RW5?I=KtVlWe;1Cm; z9MIt8Q`TZ@e}sY2;*vlu!{kL0f$F_r9w{dsrZx%h)#?TZJ zoeMYt4xDx~#UHNJPJ(2eBT1KPtlOB1wl2)mkPB6R`1^Za8jns#x>;Itz_ew9ihZ+p zDkDO4KVUz#wf7)jJ*qlbWQTWBuj0{@UWH?uTQEp-h}Sc1s~~00hjK98H*;EY@v8$^ zxKAFH$y^jDEJPbM#9Ijo!Pb;+HRDMk zNr!^HvF?Lk)Vy`PJSt8~r6-phW_bp1!-*1nEj~F3_Q7rbePc<&aj*noLHaOu!@DO? zq)F+5zu_Fcm97)hg{jY2YduwHskIF+e~i+8SN}E+wy6hcp)bnoV&x9MluGO= z;5+!zlb7UY3sMhJgF0GBCFd5OLpAWGk3yUd3T!|@x+xL=VoF6YsStsbYCEl*0BR-T zfmThR+WwjK1g2s8&<(Q5!f=+tl!@<*Xf;C>AU+*W3i%HE{*lUY6@oTvJWK8aX#yEc zpr{ANY+0yC0x##iyoIy({&b22BVW6jddD_(j&W{aFL%?dsXM_+y=pe3xQAGI+o6PG z5B0J-^sGl#YDqFmc zCw|dVgr`UEP&^)Peo60LcyK#oX38D3q>fG0Qlh;9)F12JB(f{l4`vvUM5{Kp4wnE^ zCi|13aNeR``55X$IYqM7dq?k?QK-Rj$IvheE5!6WS9rZNUvSMhNF;s)!D{g*a0+0p zir9-DaLv^8O*c^dVls&c?h~}zzpk^_LSvYEJKc?%UQ7|* z!E+`r#jr?%fN{T&29O~nx=m&HF9oK^vO8JX#)7OwV(!|rU@@%63z1Dl%TmCvSI13J zZin_!jEkq%^}9=GxKL_JgmhJA>0v&<>Kgt{;L4U2+?HZ zgoF=n$>U3lW%(qfP{j}@DQs|yH+4+!fKSx8_KeJfQ{#jDiX1t-4FwL*U19-DfP~X@ zq#sLg{Yk*tRoAP2-`xz@sOXKMRNt2r))gbbm> z`KyRmVy;R$72=wAsD^b4be-5Fx;g8o zb;EG}8=K-_vebX2s_`BHr0jq>`Avh_7HM8J$uNxPZS`GKD0UWG+0-rmn7tD983Vsk z7{3{DusoSE_I2hS<*6O#`V+^qeGQD=Ym;S^+7#~r&XBmZ{8xRb!WUfv{?I}7-zvn9 zsRfLb_1Xl#d~PKB;Qjm@b=$uYzvmmNZPVa!D0|g^V?l@>!@!m_Aq>ep3dBeHf2#qb z++iS)vbE8tU}7vlk~gBB`#;w|cGd-bsg38qOxV|fSgVTU|RPt)MtvnUvey?y$iNT=8Qfh>k z`6ep9qzZdNUnCtjL+^ZEv^P#edq2R0R@imZVUQV3c3b^G)3z;Obo7!i!Q@a z`hPCA_s<2gWWKHydyguakX9j&yj2gdMH|mZ zrLMP>xf1gCsV^iuF?2J8jqMlG&1)AQvg5n)%AkYPL?{cRD5JzvopePmcz2_nkYJIz z)}2XfxhFgcr0m8)qrZt!p|mtHYb6|{MebRwE10san0~KYc`@4z`hvz2cx;*K^NyYpSVXe=jFpO&?SF;d&sd_w)EPXOV?4JhOWg67A324Jtz7N#ujZQ*aa;|Ul1R4;WG43UD}59bMN-A^4#zG8ha z*fJN6>}*K9)y!fK1`s`uIh$BPRc%1PY2j1p+pP;INYWDlF65yJx}t=#A?PCc(=dUB zo?A4^8!`(;d)+ve$6_6yKrmMj*T{%aY>A9$2;3BMD7IVRX0Lsgp-e^AGtJPC13KdX zXyaDWc=#3FjDf&oQBf8ASf!doO^!uQ8d)?EZJP*DL3K0whbq`xWOd!cORhPy>0_O} z$RotGPm?a%yGC75%bTs+Wfur+&Y(5cd@ik+Mu8f)Z`>Cka-wJGrrIBK0l5a(aNa%l zK^M`E-abeT9|&NaUX5-GUk+ko3q!zLq5MW*;-smA_;?Z$mZ{kxeTKRZQFUo78ZLZ4kzQbO<3`! zh66}Hu+G2eu-uxQc%=i@HA=bcqa%jD$m7m+HsAGM^i+-UtZg4Qv~I`oL>azeX+*Ds z2yxQDVsjaGbKV>kI~iVEj=D((xo|sqiNDXg+WHZt6d{gmpBA|w zDSXAo;`w9Ors_?gTzB--bKz+ociGgDU1Ku$hpGG5NBSh$AFa(6d$@q`>(oV(U{VIz zm{ljONX^%tnAY%U8ix<+w^EahW-q&b6vB&Kwvmw%vpvT$AA|1^4aC#U57;98maT!J zCNu_{HGD6%^yP05X+Y;H*8hX&uM%qAy>1d6{20=?vO||#6|=_SWZDV$It_?ueTRZ2 zkIdbN%R|6G`ye5WE{;49s^#5AOS%l^NuS2K;+OxG9ue(6R~9>31@)L_x4CUMTrit= zRZ-KVQYVpGl>6gow*9EDuq__tC4M0{vmYv&`J#VzH(MGjNxb05&Pqk`ifnPE*EQPP zqVA!axvh87XCc)Po|h7*LM-JcnX!) z33%NW0<}*fE%!M^DqA<|C}eKXtP?BSi6<hxteq}$Ex#qAZsjG6A9^NZq_~*U3BWkhe%Umdool7&8P#o79mIl zVy%`JtCtB0Vw`>bolMjz+Z?q;OAxMjEB2cKg4jpBtfSa_6>g3VOuhF;p&c|;!b1ha z{HVqmV)zfC5}bifRhLih;e13gePn0_k2)>uc<{|gTtrdu_XE-%b_w zEBk@DeI2R-7TRDQ**1hANj}(fGl)>I0B6n2c~CE$yxLnN0%k1FqTuHc(FAdv=N7B2 zyk-Ij*+pULio_2dgYX{FFAnB_k8Xos245qw3TVf1t)Mu9;*S58o+WZ%CQmLxeiSR( z*5kPTy6u7)uBz)^!7r5MBL!QIdc%0I;<$r*Cu%}Cf~O3Z8VnZ(%>sZ=KuskQe_H5x zF{5nOP9+ljv@El1&zf<)Fa)h^=sq1uF{UQ(rXiZOcMYf3MCtD(lQ3mCWP7!5?yrtE zHoFB?g3^&|qBtScsdo~G>mx2b1RR1HVwZHci&+n#B;e~phf#71Yl0q0B#VSt5Cu)EN6XFfZ2Bl3 zvID{VZ`8}`k;WPn_G{cnzl|sAs|2ScUyO){;2S7;4V0Ltt1`~jdIYNJLQ0g@JP*cH zfIiAp0gY#31qyqId3k{NQvp)xj$E2c80ctGmE<|qcR7$pFO@iCbWFY0WC7i?i=gK- z+@)EE*BxOO8lgweX0E?q!q7UW{Xy)Zhvddr=3HG3G{Ai!$LXz12DJgQ zpHM-uv%I(yZ+;bADfZ^Q_}8A*Qc(@$4TCntx*%UeTKDDu7F|e?OOn3iHw#c!#G1)e z$bvB(r>5En{bRDx(=5HQbld%SXVN{C(Z@dq_sVk_AQ5yfX14-l-1miU*csKJ;?5zEn|})JoLkXCRNQ@mFlKu60L^ z&~>)o5Ldz0T2uaKK9vgWZ4qHq8~&r)qxl#Coj})kYEVP0`zXz=8!mKqU-n7zp$`d~ zs8Kum-L&mQm#$f{K}7slD`K6bzj>8+J5W1;YA>Hr{!)$eK?8eErhJRN*P zNh&}+pHXfT6KP#MT(9ckmz4;LpqpT-8`|cO12Pp2wxqwdq|rovm#Gq; z)8qrQCSogqN9wtY{2o^FcNmr{riaE*+0+jb=-tQB#knc8$c?s1(2QdN8~YR6ht)fS z`JEz!_Ln*_@*U!Kr4SioctI0q0tBjNmG$!Ik6*6n!(gaWh$FCKAd-$4Sj`_;F}|Nq zI@5TTMbJ;Ur&b=v&o90`ebFPiwWk8r;g|2P@r;GG2?5!c$*S)5-?P6tGl0t_wVW!| zKn-u&0_o`Ck~rDS=Bd<+l~Yt+gfQJ&L1Am4h{<}!sj-MUY^LpN{K_LRD-}pY%+}0t zlJus?9_hEJC9bb7h+I%76N8CB_n7Pv_J@h<;|(k0)3F-Dr#+1l=Lx3(Z zJAuTbqazwb(+U7;q5nFPygEVG>^x4e3w>*!y4@ zRqSEMi>AyQ5jQqj91Z+Q%)_`)F0hQh%pqQn)yylJ90Ywzs_Qd^oled9@{#P))Z1kT zTUmgUT$MnG-Q{Q|M#6!p5}CsuxK{hh;O6e_nac)mUk4N~VxM!KraBhSEyzrrp4ZP_ zy^ea=o50oy^W&tUnBC%V(#Q-~p2qjP8{$GCqKPf{QPDHEVZA>GyBlx{pB{o5Ldj(R z6!h?DqZ!Th)Dqpd2#1f9!$zchK%2zOF;m+Z>M=S=C_|0ns(2!i8q<}oMieLV`d~iU z&7UDmvnGaU3q1}TD2<#J0Itj8WAoqJMGwX;30~pzHO($>GjP;#Fnc+fdmMK=#+4{D1o=lV4mm8{ zhbWK>Opk(_Df0mx@5CBgeMj+FR&p3e_~o$%zhHUBJ=fC`RF#9$le>T|maxXGycp7h z7tB4zh4+|{8yZg4DXPe!yIz_KO^eDTI;5M$#3qE!`lO;xm*g3>Xmck}_2Y^mBCu;a zTb>BkF({9kcJm?}9%s#1fdt!oR7-kV+ldw{24#7bNynf$uZv>XqKk^Z8x)usVz)3K zEE*p>whT-0OSw3XU-Q?cbCKU4l-5;fE6d7HPxi7|8_|2Yqfj1bg_GbjX9-G;7AO|! zBh;2_R2MYo`15Iy6@XxfN|uamp1+`$<6I`bDlZCVOdv>dM#S1_bh+oiJx8Ice>m_y z<#sPu5l@IFhjfm{SeadrU3Y41vcgLByVd^cMkH}@jg8^<6dK;tNgbhqa4{#cLwMTX z6N4@N3R^u{SxAJkqB0$)+9$!%v|rEiv<+lV7#p6Qs|F~PHoH-VC6M7qa2JY`I41IT zb>tTK1q1b^h3}dg@TEF+&P_Xs+z6b#+b^^zz(WO5+cdw3(23n2lovxs-s18aF`}*R{u7jr0158TK{4%J^9oo9Th=RWmOR?QDCnvvd|=;FQ6r)e;?G?_(U4BY^ZBza$_cbyF%{J6m-A ztEq>XC49fJc*I|N^Nz|m9Y6vVU#_Xu3TsF^Gbi(r1gh~TsQS?<$YW&ZpKyR*G0)q$ z7B3r{Oh#(3$T8IyMGTn!Vn57_!TnhT!8SrIHI8Law?6}Y;(57HWOD$9c)fI;fV(hK zBGzv%h!bWCPjKWVvc*Q_uaI$X>r=9xhdBVN(oW1U7${qb2f! zPvsJ631KrlaF-%Kde&1IWEDFcc=bUpz@6a8q6DF93Gg=r2@|y5yMbaD=r7Syt%(CP z!gR5BLwZ6Ee}B@_eAz%MiIz}T1_K@(|CC2+i-I#$=D}~39fB+;22PAo5_7V^=Y5d_ zsJtu|`k!?s^dP|b6$KM5;a@OG95H3dkO=EBBir-oeO^4`s>KU<-}V6^;>1(RBv=7W zmq_z|?-#HRj^$Vv)qF)^oh8SiEva}ul?*p5Hq13<_w5|~i-^6SE5$J)H-55Z_@+Y# zfeC8D>+eyS_GcD)mYgn+4f^XFkWxY^#8YtdiiT&|vM>x!oG$U7W-#BDr)FG5^C?Cv zxVSfaxg8xWA^SJ5zCRvU)M;K6^^R`#dGJ(J)v8(#)ac>cViYR>{UAFsUfA`82qy!4Fn2SaUo zt@lAQYR?qpo?SU>M;7ToEp+&K*%g-G6Im36dOn_XeX2`wAMN(87y08&NRoTlCm9xL z@IgrGZ5H2;u{DKg3qA`)?hbL_Ka}p8!b6wl%vyP{0tYOVJJA<>ZSPsTz34y#GJw$U!yVW_xhFn(yfMPuVP7jrrHvUyX#rVtIU8_ zgqXMAod%Z!YAqt&4d6crP5x9DAQ0(j$b&?L%~UV*r+a0Qk_0DzDq{;nvT(E~)>eVOVZv zAYf0(L#&EqZ9eTy|I6=X$BT9t43krqU*h1c$? z=GO=mK!#1z>ltWO$;~WAj=af4NvOwN?fR=N9Z7(^fC|%q3ApvsIGSFV_()`~>Wy!B zx=J;S{TZa-m9*f$yLR|~>|j@3Y0THGdwvfct~qb7>Sq1YfMh)$Zvm-^n*`VCk!lN! zTkt(Coe?tDWacvbdU`Hlc|WO0Z)UwcmyT@Dme2 zHIj^cJ{I!I06B}yp8fgVScN!3_w_6dGN^^ccXf~nVVlXcRx9-yNf?r|{!$Q@iN~xh zxZsAc2-Zr)0_0agqes9fL7d%KWBpwzAP+~;9L8S*vzDf?oO1p9Q`H19-+z+5ZQ zJ-hSQ)#%Owd)k&;S}(h33Y~17{YFvv(;-twnG~?k9*NH7owW;KGjg!P#pSAfaN>kq zXnV!vf<={glf?0_=7ZB(5&dOM2fyD*Wvjntm}=s&Bo6|aMl;5tI}emk;c2*-ycaeq ziJ5oA482;tcJBGJ+B-`2o6zr@@PNig}Z^=ezmjY-Ag^ruIG6A?MA%^q5v9H&ov zTYZioL>{!3N~q4%cb`zIfii&bm zstum8T%PN&V1FkXSquM3a44vtG#hw;G-eZcVMiZ>C*|2b%&|eoT4I&f@WLw8fcl67 zmTF`gzTE$0{iKS1J`&0~Iz4l<&e$JKWg;&+NzhDaiH#^%USxJ>;_=*fk)!%NT|eQ) zuD=6wd)inO*nHXayWX%~PuAO^-5q{+Vmxg^Mi4TTCD?QF;604JY1kG7m&srKzVHAc z_L_v5$vIrrlh(hena)&7b1z=**cr0fl3G==ACwg^2L#Xa302n!;EI&=7X zMR4?QXx=ge=@m;>KCL5hPB-SfmRA~QN5|!W$+XmYeHW@3)^#kf7MeqLz-BY!NHfei7enM0P!p%gQeI&)juu21B2M=r+qetTh?$qYgZC+ zQLo4Y*F9-`r^L^V2u~lf9nI4l+fQ$jPjC&O@M+YYVEEhwrz)c{*8LyL`|;i;NLiq)v?T{97Tuq?C7y`{H?-5@b z1XKU804UB3s~vO#ocEOHK}%{#{to04H7jifZS%$Qr^i9ldNTF_d5r+zbpQ&n6-dyn z`%%s1UKacsd)H-=%AU5O@iebh={=9P3)Yg zcRvgou4GYFH+Z;w5%VVD~d7JfJH#P)@jk!H=fz^uR z%5Z05cZAqr0aUXSPJGUsJtD@*kq9osz1BkbiV+*w%|jS*vE&jWJ>llOo5;1w;!-09 z_ZY5GVf*`K(#w2OI|yO4*(jY#{VW7v6{0-P(|)ScdWPVi}tS z#RFlE7wl@S7S{KQ=1M!L5el0blj>vryyMoEpP1`o<~eQ(r;84nx<5c0;X+{GDV z-?$qWnT0$+@SVXj$2tIUv97s4QL(rp#%xbFoECNsfiK9~!#qaz;dWYCleOXWXQdYjdWVfzHdNK{8hgI@hH8T4B!8 zLgWu511mH8W5I*ma_1Wk>$sm^#VbM-nmyPFNwYJ1I2eM%RgNaBi&{)=&Imm{<4Mir z@VmABJq5>M?%W18>4#=D!6F~gvH_5^O+Kn2vP0Sib7W+BnD;spEA1!XdL#1_#06A0 ztJfAnpq-9?|LZtR4ia_pz#YQtv!nI2mNKYNrN@nms-2TZqF+_sq#g1GUez+wyK1}6 zdGyW>8s#$;r)ZF8^Uwjed_1Z4+z+h1rdWjiBv#-dZTefcI=0S0ILG*)+w@hYtF+Mn z&nY?Od@QPN{Hm=!iEec#Z81cJTWzz;!gcgw>fXF&fzHHRybqgn zgSh{PXz`6Hx*fV8K7+W=?kYdI~$b^M4f;eWnI$*l?W3`896@m##k}B<4RFjVk$Lw#&R*XZsL6J|XV}~yn#P#~(RxUw(3yfoa z@F;#cF4mR?_^;%~9I7*ARgv(?*#EhrppF$WzM}y3n)r67oC{R*-n2Qg;e2jv1M!eY zVj}`rfccIs4tnLzup4&hr`FRXW5e7p9bJ_h-wUw);bwm{vDj3fzqFN>6f|S+hU068 z$DxwcUbZ12bIRs<%1Q3Ky4QI#jTvu5sS=~F`>DR^4=4ihFe=OvZ z_E*0Ec|oH&Rycp?P8)GzZYTZfgrrdB*!zDQ0g)vft=X{9jZe}bzw9f520>_&{dZn@Pq{Y!4NZcxd}jer?m!93!5M4g z3+^+bCs9E*V|X?kDYlbBzf1gd+l7=%%^VPxfax=8g*S$6WhV zA;FJzrRZ%B=WZ&C%PTr;M%KG0t56{7&YFXOdcZTo9L;73vk_mAly=johZkBU%Y}jH zoYdE0ml8c#ia_mMzFoh6{UlWX;C)&X(7yk@<8hWcS_qGkt_jJiuHY1yF)c_YcAx4j z=8elQS%?Xk-uI)+jJu&4BJcp;hu-SWGpgUb_gK4%gz2P=5a|Di<$V@0ysuk*?3G$P zGe(MzjSzK%P@P(R2fv)a$)sg~`S~`i;wl*Xm=k^nw9sNLrTvFbT#7g=!&qgK5O{=vPi1T-r*!17zym zuEjUQ&;)VNUSN%;rn13|ZdX?b%~nh^<0zMlh*5STxorZ)MOt(l>Kq?#r0B!I_@qui zUW4^L8aq9VVTe2MaK)EpP80&3yrFH%0?h`YtBY%QK zJ+-J-*re&y6Q!~`3|SPBdpwYG?RKD372LNr*%TX^R@6N+Nf3UwqI-=++T)kmoQ+{= z)i$1-c7DKX0Vn77#t+rEu>Z#ST>l+Bd6`t zNH+}K&p)~A%~+M$Z2?;a4fO|Z&7F?vNqBt(PCXFPGE0PT@TSfigq*kWTb5Z3R{>D> zzTM)XniM=PHX7?-TeH4L(K%#MVles>+h(l~u#6qD69Qt!O*Jw+_E#jAinx_lrr@wx zR+l`3x#GmlrQhM@PF!kY>#n28)^{|`3-YhGt-_{plNGI%t^3-ZK=0x6hH>d~4qLXB z4W*2d?AMoaqOsIWq`(>l!yIHZ0+azk7#TGRoayyml9Zb;0On+XeI9{L4ZCP3aWx^9 z6@Y4nzM@%BNY$;WQ&&XQAP<1z5$XWBH`)sX!_tT`JG)nLSSmHO31T)#=345}HKZfobL|j<@MK3(H*$I+%h#qay zVKJh2l>-*=2NY@3jxdr$T~#*`Egd=savbpZ5+rPm^<(bppU3#H>1Fl_rb*e6dn$uO z3#t_|FjO3HHG~;~QF-z<0Y&~TGq#2hetvM-ZZR6VH8Kn-i7z$w!ko3G8Lhja^5PTD ziCHB;hOTD!?#;LgU0)KI=97@J8S~v0isPwulivOWr<7Pr9}^|_o=&8d^wsgxP*^CP zI(AJvdcN(MC{0j7l?|mbte^U3>5>3VWumQac*iKgQQaQw3tHpo6@y!N#~kTlvlK|T zjI`745xVhBAxB7Z?7@#b({*O)WTvMw!nQ$&cG~c)xn>_s_Z4S@ciKJZ_r(wplutx( zHH?qv3Jn?EC7FX}wm-qIQ2ZY?!EaR8$n?;4ocPNA#y9~KvXJhTmhufQTgJ`lgW$0kjmmdAddwtUsii$F2GPJ~pkxmP2uIz;&Wl6lOywHD?d!`uIA zGNR;h8mXGvX=9I(&>TN8{3A^g3!WJ7{603h0KSC z4h-7)r*Ci!;CuYJT^2g+pbIWJY?>;3Qm};c)ch~WlK)Nembbn7rHt{YCH*WPmje#U zpB_Np<7#L1eSL+sls~3LKwg5{x+(^s(G0zWDg{hQx2@a5X-0+(ID6s)t4O6J6AuYQ z$?qqU?C%=y)vOfeBW7?YuI01%3@2YR7a{$ATy`L$XChv?fVg|YSD8}B$*+b%sC7rX zFmp(7Kk}RE==bae*yxwD;^zULrymuDU-peb zDiP;K6JKK|$6q@6ZQl^5N4lXGml=@>R3?SRSM!;v$qWqAjnvE|oDD85dt2~asEa7! zTXYc2Uc>riG8SV;Xwvm6y9qP>3N8KF@H=k$x(jsoFx0E(7B^I(zNlcgqKQ>itgUQ! z$}^L+QKawMa5)a)dq1}*U6YNlr`3KY(%Z3(Qm*~Jwr-m2!~NuOo|DRBQFZk-U6QB~ zW)ZprIj*{#A$PXfyAhu;6WGf-9ZalC;yc_f^X2>xt{MZpKwe+Wsg7=1E6*)-D*}@b zSvB4$fzDK=R0@F)r>A{v^+wdFA3KYo$eKvieAWB0EJQAY(yi9_ zAk!7s4Pb?57W3yfI7fyB?~XlKZm{XRhy z{H!Lg&)!n8FHSZnVr?WI1Y|x?M^`RJ{*9b=4OOMtqIq#Gxn6(0390W*cPpeJ#%xY8 zYs_;z=HV)73=1GH!7eKVk~+G;rS|8LsUZTizLVhxnm;A2OBw>MoxDnB z3_>NtoF41=pJj!tm(|%o7(TlcK^ngTDByN}GGnF?^2-Q>#=D;+~|=BsR6J+PjrS zfmid^T&DHh^d&kGA{oeTb6wCb|F7kPh%4yNK!l0)`oPXsGw%;)T$6*OZ*sm^z8U9# zhgV8@RKGL10aIh*S=c7~%aJG+GMVVCe13Z5|3vc5S+n)a=f=Yu)~PDLWI6k>@gx7K zqZO3S7g}fjYsWJ<^)>;;(?~HFzs|z{3OM@Vj?TG5M=96L!4$^s(iWA|QVYKD5JThs z$|LPrQ36q5uM4L{r!4f$*Ys97MQA@l#I`>rrEvahnGKlMFWmY0M-maCd(IYNyGaIa z8cyBZz=_+?y5h$$8TnRk`rT4PcqQ=e;mYbiluPE&D{w-*h<-k>JJIB;=xGCK51_`Z zUcpi=X~|(SI2B|EEir}zD_6T^1yhY*a-cV_)lQ;11MW}_)x%Lhww{Z^b%XX(EDriI z^)@08N1@>`e@>G#^3nk%Bq71@bEDmsRgYl)Wy$rPmS38jXJ9OJ#JLL0-}#a*0VWOB zSjVGEOI`uXL#$G`pr6LXrd>&!bom7iDEAPg)fDF&NjY~&L;mxU;lP^&KMm5DOMx}K z2TsDJuG5>e4HeHfy(ont6t1aqBX?i)tr|lH;WOj@JGSlnS%^i@U3h(V{5lV2Eb?H8 z{2~yJ`)h=Kv?Th7i#G082TpRA2~qr-Odzo_31^F5eu&oiyLoNrrXsZ3V?}<&^BUuqEC=GXGuf(&P8U)-TcY7mrk>v#F$p>&0)vVr^<+I0nNz zAPOjAH*JA@vSA_TEzI*sHMlx=94Jvk`X17o7vz5}tQLYX9sW{mxw<*xW<>UN9&~*+ zAyO{QH@kB4XY-*(Gm&O5bC=*HRHBDEPvr5H(U;^T@!f=yBO zF&rhpTRn=kOlq3QyMYgmQUAD-7gZlUNAC;G`OU@?Gv)LGrVduru%p?6d*OGOtI2&h zZKqHGN`Dz)xjfKN5{@@!Z*4;j7}&$CbPBKo|7KC3UUD1J&&14MFUH3N1`P@-Xkjr= z%EvSwsR1ypTzz!2s5G(_Q zAHH^2tQv4y$;G|}$j)$dk7sIUt(dM;@D#vG{TMFoQiil$#G5-Qlpqi+J?Xjz>4h^! z6`xBR#m(USm@)1^6E-lo0dC)Y_M&{%($it_^tQ$UVF|pc93R6C`i+@gm^RnchjW68-EYA|jjaZR#MS%3zsvL0<3x+$rK@DVqSzl;g7yM}L?U0ak z#D~<|aoE$SF4o30e3>TywoN&VT*9gC{May8T2?$*;pdu>Ko;?KHOungV=3sc?Bpe6 z(A*=zVxB|GM!36#K#t>V zA0To2`H2~V1#_I#QR(;HZ$SvBgPX3IP0=MBsw`?(3`0-7D9euPAUJ$3@%)NT@%6Fk zf(_G|{WvR0upTZXD9#;qQCEs(G+F?oiF%@Cdf&QI_y?^hI&s!2YEo_qqAxA>Se?>a z^Qj5RCozp@$C%Cyp!x5ZGux2^v~dZIIJ4vq_JN%KQK9Q1>s-O}hThdMB+qX_Q_zH| z`&VefmU8nQ+LSeOY&_NBWRL6Z4W5DN49PC!NCwg^fBj!*GJl?vN-yRH^|=QcUUFU3 z_+S-@`P@`OgzOI8tdmK`v%Q3t-6YV#(JE4s=`#Fa)eSpJD%-OB2O?wtkae&D5maWr zid(J5wKNQOk{f`!*wz<+L6A5Mts+%(>!T$%%pREwdDNOvlZE|~;Mg{VKj!=Zjq(Cn zMQC&w2xHszYAVKQgA@Yjnz`_D9))Bc%ujQm2hRE|F3>GqBay6sUA~~U?KzMZMbMaK zf}KcpfPYzNO2IOGR)}L=>Y&zDf3XK(E5#||4(m#Kynt>H(HM^U6x(@EfjBn^l8qWz zZpBYGg6Kx$-yAOn_$pQ%Crq}t`g@FHsNUQK*e`vY`VVOzQ_x4j?4g1>_duMn!f3Lq zR!`;Or^Bm}Ni<3}Y^Ce?kp%BbiX$o2G1yiOT<%8z3>;lE(H6q9j^Mq0kjfQtz-bze z(`|~3w7|trAnRtEB^GYEY9!TxZIrne2)cHHSiaufBFOwx3Z%OY|D*5-aVoBGLP1=U z<8?aS5`PE-W7bkR8l4$;^IR(>3_5M=Afac#SwH^Z>%@<3&RfC8gV-8_0=L=B_0 z^~~wlw}1l%m11JYsa9uksAkRC6f z+Fa%*v~S|-y!ALGsTr1376b>o%ee z6~s|_&kRaqboXfS(nwSN$mC#`Ma5$L=`bpZFF8lf*@Lq#(p(G-OP|rN z4~;@k3~*vFBZZd=0v~e(8eIS_*fSzBGr_QMV1yPA*R|fc3*&o69GayD|H;76=3HGv z_x)&;O4yov7*c5zGd=`aWm&n&h(6R7FThjQQE1SX@F>vrc zU`_IG0oTADeWEWq9`o{`doiVCz%2P((^rmAB9p*zR42T~A6WF~3|9=NAy*~#6GWFr zbZ3@Fv;({7K1H*J7g_&6*1qG!?l+z-CDJt}N`ml%uwVOpZmWX^r9t>M>~dgTnWt-k zhNUDe-|oIeQ~*{W)~7hLZ?Sg+>1BejZl9}%sAmYM2hrl)4Wzo!ybG~w3Aus*&hnK5 zl#C#DfM^aW2inN_k%L;g3zPENzo*v|&cMY^av}L{H{nNXhXD=e4w!Ms{P8qbu@?DwxH0l0YP5{>WEr# zSIed55s;bmmKUaoW9)|%CDAQ!c0yytkDf_6fL2Cz9))#;SHq`G4-)T@Wh}@MGNu}x zagPgJ9M*I^DKZdBjKwv%9Dgx@&L{bY=}K@QIyEAy*C(=LlPB}Bv@l0>QZIF|xyFa>`zjy4bX$sF{xoxF;&a)&N7S4#q z@NI!nkY_`C3W2L0J^Z12z=&I$(XwnC;}foD-KI|NXw0SC#DLTJ4kJ%|pqQ7Dg)^s) zfkw6ARs7eK_9WWJ%%S9jl{-2ykTarcqNV7cYQ4($mmeiEQSAeZhYMwPe-&=hhiHOWD3>$lc^wlWO#5fWYQbzbtc7$4ERHJ- zd)vV8bqS2eLZ5d^j5Rz8vrFSgWATFe@X22PuFr(86U*y?xy7$55%)=T%jpq@^vdIS zNRI!ykoxV078C%qFksx(T5#592(ai~S4ehjutD z5)g0ZV6zuK!}IqkLv0dxFqT03;9=r4VlV0;fCD@j@1P8yj`sbR*I#WjO@R<7ejkR? zV0I!Kp~|77C54LeG!#BSYbY>qLtXy|pjP`$@%78N3-l4JtgkjrsWLXN@DBn-tyely zM~)|DOSW*XR5s@zHg;bZ@w!ohF2WgRYdGLK01H^)D~8pC%dZPqI(%`~Z%C~J9&M5{ zqt>OCvL_3OfS*Xc@&I$RBJ}&&=jYO^%C<~3(kMH0H6#;O-Xhh?D&3{c_Zcz!3MvFy z0Z|K7Q61nKVKBIOk!lT?ufA&uUjd5oc5YwFnacwO2W=ave62q-AwfH5QYDP@eph}6 ziL@67gik`D>(4_L)wr*&Z72tE2fnJU02O{h=TW5K3-HQZ@MMu0du~65V#Pg!Bgf?f z{SYjqwT#6cQUQf`8;Uu2|FB?e^xtNQ3?iEDJymX_63XJvSv<$6qbq zOm%>hr$P%EXcf2!+EWd@D{eiAh9Lwdjn{#!S;o7Ow1knkXp9_P{o&{iATprexw*B2 zMSBNV3X5&cUMhqI(v@&AP@xx?&?i(ojq;bn^&8NfVeyohB0QUwwN8Uob)JU#omFHT z^6|Tj;qNn~7t2$%-iVv$?LqZ-7f7APAHRt$t+{hwQ@X;f%*6k+a)2ji|Go{i^B_HhP&JyRtu9C2ejfnQ)GSIzjq~)k*)U)oK{5Nl zYZt`La<(iAi3?v%3UCV^c&i7CoC8CD6eXS8N+ML7n`pJ@!9q}%`4jNkEi6)z`}TS6|{_+rI{ zn@8ex*g@YrxPxAg=bN_Wt<`IaTMMdYX;6tYnB7{Mqe6VU>&=8X^eTmkPMC$PA{>{e z=8L=@ByrFg6E|P*9_Q@fh_gUDWz7eV7}zxIAA*e=v6X~rsFfV8;Z808fl#CzjegyF zy+>{;hv8ygf3V}_R34JsN`(7Z{U!A(7P(h;Bd6$Cr%caPnp9LsYuB0j1Vj_e%j`dZ z!G@YM!WX9O$iI&3=BsUNl6!ZUHUeCoF$c|!=9p1wFl77A_X*V|H`h@*2+>#uwoVYd#Qdc(oacB!3s&8u zEK4#KodN#ynl`SDS4G=_8pLDZdUA{UqRN%yJ6GrEbCvwl3vsoK51}rVMog`O^FS1a z*NBvYcgCzb2nDPZB4=biS!nFgOoH2F^2Q)a{aXOlaUbl!`7)(of=Bl$sGQTjj6ep}plYU6tl9{pSCpY4n27w$zdM;T zlSzYCb3q?upWxYAJLv{cm!t`v4>yJkeTSDz1dNW7-dzRt*q&GXjw6+R0}?P<|-TidyNZl-au`yhVt_`)d*IU zXuAk<|55?U)w|ldZtP;Rq=Zv(mf5B?>yKrKjQLg2R*xeyCIB$04OhgGGcS`c zT&Z3wmkRh7<+r1fu$s6g-LS6F)Pz!O)TS@&T5(V?)sdU7F}%^HS?0k z%Dn>KsXWCObCM&3y==khJ9X_Gt#X1PLz>}5da>DyMKrL*xe2GZ?ZKjee^yZbw_I5I zL+}Fz>PR8n-@-Y-omG&d-U zD6ht0^`dC5%|&R{|B$FL2;|ytq!^?S4bOf|z(7@#Wkf0bcR@c@AV<~_3IwS}9{Uf@ z(Oec`KuA`-ERXHT(R5a}WZ(a4qzE%;)LeQ+KCH|w(kL&x;pH;n<{uU6IK~Ix4(%JT)Rx`;cE2 zDnsk-r!=DUSWG?i;Qe|ILIVWrQQ&m%IKA)Oh2b`x0#+9Fu<3kU=WQnMM#I%}$!Lf+EN7;tWL z9#T^DLY*PWBt7JG5=MzIHud4iP?mjD0*I?%_(ryz_JGpvvTc&F3Kp_G^ou=S8~qC z^BzAc610soqPI2{`Hr4nl5Yd>BrjlvL+(k@GI5eZ+<)lyM38g+&lpI>sUJ7Dp3zR~ zrE#o_8mio20JQkY$^oS^=2cDL(R52T1rv=X_j}9FTxs2O3s<3Kw{<;;ik3R!P;u6$ z^-q+eE*-2ihr{FaubKewl7HkUr^sNs37L!aS+ouy$x2qwJWt7&ub_Rli4m%u$#8>h z9tvqf{$qPxUJw4ZjsL?Te3~15%FWmg@Gv`K*1m}Vo>`$GhJoRgT)0C`ofp5E@ZWgn zbx?e1!XQtGPOXyFCl%2IE?rh)9~F*RL~flq30`qCP7yl$~}dMv5{wRKYwdW z>VMDI?0H?%_vIxR*$%o(sc5(h1^{w+EPg|EAWbZ%vVF=^*y-lgvXi9Ual)g{-x-DpqH7yjt1OS z-d@x?brQz;%5(woa`t4HQzr|QaqtJV`fM7w1Yaf$}F9l>WutS?_fw8dJ z9VAT6#vtV%1psoviQEXwhvKW$(maj~$K7=OV zc+NqN$M`G!&qADwm?5i1d$)ykS=J4){$>ykRvLrN^##U%=pKxn);`b6RzM0qwu3UG zeR`=6ll6+7Cs+nnw|#Za@8Vl1z(oZ^=F7sxVbe?xle;MAXMv3VGV}Pjj`B9R6M524 zJmllQYV?GH?IPS=T0nL~}GR2osk|N0u zKaLc$O?sbgE-gm86WJt2%)RclJfa&|+nfMs`W^|JmG5QSn)V?fbpCsoB(`t-@jW1j zoJf*y#`1uBCG}9@e+fW0W*GfqQActCcr{~45XJ=-NiS6e1b~Y-P1NX=n!iBp%NR}g z>Op~)7lt57%AM!3YEvrGF%Zlhve5fcrhSTrT-H;~sBL}fED0?{Hv@e;40G)yT7Qq6 zGOoR>htZ1~P(ZnulGLIm;*B;kr2+W?RyTm-LgRh{@s=A!{pliZEi?9(TXmih&cP%tMd9b()DfVTsOZaCH?94&S() zl`Tp0iy%Xm%67T|dAgwo^&V9Go`;UFSK=wrukLNN+`^sTeE<@`@h(8%K8PMUfJ3+f5u^MM216%mDS0)nQs~d{^`G4v1#2>GyqIp zyc6tmd#L`q$hqL2huJS$OvAwZA%w2#MbQ0p@A7g1=?Ux=1n1?u$7OxFlEv})u)}}X zfmXYM|7$6&>cRQ6yQ-svbEbxJ4uAm_*)KPW%fZh;e8j6synVZ$rcvt0YrZg*@QEcZVd?iz=7ny3{y$aD zwN|&z8^7PLN56S@7->WLQxs3`y1>eIf{FQoJ0C|D3tOcq)oo_)^{AWG2oOc-N=W z*3F$l`>>x`>WUY-spbtm?Oz>e85y$;KrnW%X$=2v#8YUfbN^y4LXD7AKYqDkcvW+8 zI5{unmyIS`OWnVa0nwGo%nkoWqj!<{zAlC$1(a6r*WYQ$z{mh~E#PP%jsr?8UE7Q4 zH$M1>$rOb}zBNkR8X$r+&{`L|$ks)^pvbBFHXb=>`O7p$cCIOeZf%#P^txLr?c6$H zHeu2r9>ZJpPuHdICyTcr6llp`Cy%Xk#}e_jV?8G?%4EaVn_y(Ci?CRw^pAChev4bK zNe^_XHNoGy&wNPy&rO3bBrxN8Gv7jh-A$D3@(ONM3N@YbXaE2Q)&K~5@&B2d@>}gk zWd_9p1m7uYd%8q>Sw`{lVw(+-J?^mRWpG&Y>UlQ)01SK=LC3dr-YxpL(Lq>2!j717 z)uXU=-qAlO=rEC#|JNtWMArRV zvXvEghdlT;T;@Q?Y${D<)|oAX@3}U@>w5rWjRFF~f8H_KA-+#k5)!V`5%BFGN3?m( zOtu&w+_vpBWA35~xFwp*Rxr*I`xsdq%zY9DwtBj$?ygAXx|_$&OH>NsZ@mh*i)^x0 z-<`RUc)ly2ixsuU6JgO5iykR5YpIoI0E~Al-amIC6EpJwP4QMCoe#>2IVAe)Vsv5R z+i;GTm2n%b_4CA$bR|(Ho!j?#wV+|55vQuZfiqmQ#Pmg2iTGpXC}14 zpQuv*4MZKsJa^a^vxqwLv1#dXIk}lUL|tUJ|$`rXW?>NipTsxCbc6h2c80^05?F$zdm%7ZHM*sQp42n zD!a^Gt(;3N2KoKI3ArW87BblUE9#pSIxwa`Iq*IZTJ1x{B@pd>BBQ=bXs8?!N}2i| zNkyOyXLOxB-Ozw+=^Sal4=tG}W?e*wXfMLpq8C|E4%Y`VU=Z+OqGw~QeEO*}5y_dh z!P3z5eQNnfzE13Auvlhz% zBkm*20ZOrl-$alAq+yKoa+P+5%6Q~DM3^BmtO$hi>IieB>5oDXf7}{}{?HZ>>RaLZ zoFRm}-dvM}7Y)j9Fu@z9i@jRXSF)X&VcG>G`aMorZcwudOh|#yCAO^|uW#;bfbq;$ z>f$s*-SX2L7`LC15!r5Ud1*3Sw2tZC=@*o!dkl|ak_H)l?E0707Ugx`aELp0^lyR} zGjA54LgK3)rr&C|nwfD>R6=}rZ31uMD@fO4!q7+QF%7+9_RjpSTg=|d?bxJTL&N=- zV>g+1ofb}zg|wrW6_>=Bu%61LbCRlnqv&?v%<8M?}B+RF{Qwd0avtU3X4g(hZ-S(-d5S14g!IR@*n6`}m|-zq{9|6b9&g zVSD;GDXf>(1pkWd6FEM;TA)LZB?(2fkD7ekXSgMejX0Gg2gQy3%CE`d8 zna-7_le*k2T|F+mTtyx2e5$!IfPsj^1%z?572`(-tYD%qhr_9E4HBly(GWC9pu=pm z5PG~0i!yPeNO#RTqEEy4wX1D`7A=?q^O$kn7N&yF(zXD`rc_EAu1!ifov)>ty?C=2 zVV?MG-0rf>IZaXH2bo#x6dH@UNPvh%TWz#~g>F&q7BtU?3ab2a(Gi{%$&|>BFCQZUa3~1XO+b1_Kt^aX*#)2`?w*NwH5T&<=_R0sT1%=;jZmLN{im&MMLlJuKf}Zm0)s7k*;}#PI`e8R2Lj>04D6Nk zH4NJKGFV_9KL&H+G#&jEJogsIFK)ce#D7hYkdkB!JM$+w)sH$Gu05?7mCL{C?vif| z6v?C0X7yTZfUNsU?g!G?7QuM9wctU7}HLMv3>+N!PH!guNU1k zabRF>=|Wg)Rt&Sc(q5<@j=*;ZO95`KxXxHUTOHRQ}`u+1hsQGa!yg(J3F2q$UaNo z>i_xfdo3Cq?|KYU;~y=a%{;ScK!V?=48?YKEaqaw002|mZsy5q#9}ivSnq`TE#&tS z26{BMwLmVR?qDB5w;Rj4*Z`^s9kwaDiiFjrI>2W}7hR6zU~@;v>N``F`4MwN`Tr2h zMbHUPQ-rgwk*Yf%ix zrI8kJe7N^BP253_E_RxLiUgn`SJ~1)3)P)wv9^Z~BleF9JM^kZt8l8;$5V)1i@Arp zx%P;u|1B|k4SOpOnEu-7(-0}DANsRk=CL|{H{|iNZm@L_q2?-y@*onJ!wb8EIM{ED zXP_2;1uuOqt*V4bFxvPBC+Zk@Z21_+g?es)Xwxukndy|zUZ&)IP2-m#Ur7Re~7 zxDD1pPjv$v9z@j~)^zD%{z(NeN?O&NsY)BE_abhoPAMrog}(x!b=aUz2SBr7u+44B zRHSd)r$sc2b4fpU*5S-RM0~~N>dS%j>&fy+1vJgg57QWduzPB2qoFz)2xm#Gou$2E zqeC*UjZ9l+yqJVT$MHL7@WmmkCAm!-9aA?*7~MmnHq-((KBq*-*C@jMMGcH#D=SJh z^MDu7;a^BSV#}{EdX0E)9eMV>(~DLmx0EsfX_h-FOuG8jSS?C44LY%BLq-4;Ed}Qe z5Cq60O%2LFz(w>hXuYWsi=Pbiz_)zNq%y=Qvkh@NGflcd>V$v%WMWaxNLVqh zqg(1>pYxv%;1x(IRb>bk{DqMu+@VKQfyigy1LHYdA~$kS<*}rqA;vz%#~q0OZ^0tI zd~mP&o^>+;MMTm~q)>6Qxi_p>x|?q%bpo+QC8(!>0c$Mro(J;LIeKfxy&q!3wzPc;1O^i7FrJmFGY7BC*Qo;0!L8jh}1nGY8w~L>7!Ca7($O2`8E(Pt2dY>MwPV;gWq?vlgFf z05ZCr+jy7sJ%Py===_F|n9_fxMO&oC&ymy9E(_|K(F=1b zjgLk&0}wgM)$c?tJWSvc6ytH`o=(&G^SV@D{E$PEG9VSP&AbtQ<4Q zz4b8DhW-FlS(CkIrR4D5!l2A`Sz2p`KP1WZL}u3FdEQjyhXDLoI$vl!p*R)n%u(ePL3L4593XT)$S zm>k{{p9w(FeS4hoh)Q~fw%Dx7*2#NGA2jz5;bKJNJSz5Ffxt~ggp$fx%Ss#e%k6DK zGnk1(>~W=;jAkh{#ideS_+h@%B@V^RwR~g?D(jfA#J2V1lJWF5Rw2BYNZ{XU;fsk_Uu-r^vKJ|yMXvX%`G)o!pIk9N|GfS%Y=Kg9G8qH zPpWJd%W{`eyVv{E%!0a)nJmV@@O4=@23`5u+mt(6%c-lb!rxvO&u5|U%nvb5ykRYI z-NC>2XJxA6jhY$QYqZlqMDcj>_#i1(95->HE#E&%1J`XhD<`Yq z4(y0__=i$$ZzshK&hk{S5Y_Pnn%77PacGUzl}Hi8?Zmx|B(FkGjx?MDD3_v4zt%nG#g9u_aPXB z55|pqx{t!{*-jf^Ev+J$IW^OQ;qCWk8*Y`igH;Z{GkqO*gw?vG>kGKlZbntq0|esW z)Ex5AG$;0P=K@V!py#g#cfr2pBa2e0QoIw~jd{A(A)q8Ky7lFmlP-qR2$OO#T$W&8 zryO5D?^JysC;6AOV8P_K($uU0Db`_-NuXs@7^8xZxeCsj0qv`dNA4vI5pWhORxoHn zoK3;jB$BQh?2a!32SDO%I~juFg8r}lS4(Ph>y1agn24;pJl@Gm$>;JU8B$eZLl=`!N(z+&^x+e zp(Hh6U60HvQlzq@4wkB6RctN;q4203Gw@ZT48zAPXCo=Ix0#HZ!~QL}z;qTW#~)>XI7-Fvcm~i@JbJ2^9J9r+YwJ@VHy*STtSl(S6vCnB2}~CIAf>W zsCLG1K&--ydprE6g3<#of=Op6Unqw#&+eH{mfVB?iT_E2M5I)&CLiE&Y?E|rYY`Xe zo^;J+sQvV45{!ZqZK86q-Fi;N{~69~{qynFg<>PtTU-yYQo4AW%RpWrEJ+3(O4YTc zBf<&6fAXI~lJ>equMykiY$NFYPw+NdDsIM5KyQ(Nb(ef6RciLhiZcm-O{)<2eD7}J zXj58iq4%1;$ie%$h(k^f8VTcVIr8?bH01Z|3}_U;E+nMoDLUzt{+?S-f{O=S=>I8C z!z_8muo+qDCFt5KrdVw|HUOR=k0AFMQpP&vTlVdkdTS}8E98-go0}lLdn4`OOdD1r;QP{iBv5{(q-G z!n+Xvx@;W5(g5+DEw)g@+NZQDAV{sxFN__eFLigiV_zm@uH))b(DNO#7H%07o<>?G zM5~)@t#9Bhrqf(26-cWvk1;cOMc{|dV@fdIG&UFL&h-SiOm$G_%(ue;G&d_1bbxC% z+BFu@Ew0P9-8V4#o3i#>>*5=RMh`({A``QVd?QpAe7FSa;YF2B0&hsT`bn1>nq&Z> zT_>NwObq8$CA?MID}XOY;AmvA4&FKv5N{W~ux&cb_DHkpK&cUvQQD&uk&)!y9RR}T z5$FH_4cQy5CiH3PsQ$Q&f^{2mo=Z_gMPW;?8oA*3QE==r=zJ%ckjwj4XH+s>Aq^J| z^;rZi{bI`xeLey*y64dQAWVP9!NrggJ1I5m_{pCfj%(}p{$@m~6GSvbC>35kHGusA zkf~p)OLxa15mM$eZmZG&L9I=6CM6jBYtHPu3r@`i9RlhYy&&-pf7#4Qdx~cG`<04c zDdWkwej-jU%ZfZsQ5SuBM~UQXT5NI64|%`>_L6yyxW&q^-ea;SQylDLiw2jUWO2#? zb(~bC4f12{rBy*C5#7~PvYW1}VNU=w5HKmjSkMD(BoP;E04mOs2irz3L#M*&H@+HWUFnUb5)@ z?-!uCp}A@Y?Ep!dizNO5PWS-qVX7GHP0{6;U5}m7e@D=Wjq#tWEKwaFvEG|k%WP9Q zlvoDS)(<7$zgf3Z!{MK{_`Q9%xPBFpX!Ykrss&d9+-`fJ+R8MDR_qgoj@;Q{eZa_p z#oMk?8U;18yIAaTEVweYJJ7Bug1gQwgV6naby!8&!zE)M+!wrU%`aHQ>)Oopby?B_ z8fz!90oo|&mPE>t_IlW&$WN_JwXEOLGUFU0qg=|vwfh_wPX?S(`eL(cE9gK@o73$$ z3KQx!5qNSAa7eS4TPFul`59#Ux+Vm1QxZxudvc6eu_|dwA9gFa&jz-1SKoaKYi_|d z84vwCvZ={(VX7f%8_yhjL`ziIrsZh^tq?Ub0OQ4{gO=@AzvXj-;sK@V#@M2+v2dE=rTmhWgLb>7^`MgC(tv`e!S)XWe4-(WcrZ)-<9^B5od3r~geOTweVA z@T;hl*8h+lMB*Kx8K}S)a+C5_72Io24~oOF`_gbnP$UZwnkoFNea;V9d^6}I3QXy2 z@#3<_V+;XT&`W8)osDNe5C;Jpta(xhr7S`QNmNo{=se5OaZu`5bhkkjrB?V^lYBEU zwQ@5@_RmjHy;ubQzeS|gu+S14(~1H&DUM@j4rCZ59#~ux=APpab#+j37swIKwa_t; z#lK-7(n<}4VW)PqZIyM~?U(5B0ImSWgeI@VpYh9AFdh03h3DB{!0BP=`rx3Ke%2X> z!zpr4FB6`6LWj&~`f@ESPuz8Z}RpTN0?xA zO-xwUF~-CjuCJT{Z;qK<=p3sqN8?sO;L4hB8KQHVzKHv)xdiPB5Lac>ccr%$eHM>l zC*rqI;5-O6Ca<&(_xWs)wTHVOieT`;L9pBwK%Fq$;|Rb>6BUXk=E=Pt4H(z=CrXP>39yZy~W|J7HY zV;R1Lh)oQyDxKMv3p9P*BY3X?!c(AZOD@X0j9Ll@}2AM;p5Yg*uJmlL-l zI&9Dz_4G$F#gPfVGkGOF{Ju4CXzzfK>MY(Hc@s)vEbTN7#+MJ>J}ruK zYYv3%>vxpIBsk@t4{$s(_KusCGfgK4CT^Pii4L4nS5JA6#}!@e0|czK@cyxEjz0F$ zm$cNbZyg@&rt4cGtSNY}OC^TxgHpRb^Fp)8|8~jO*{^UTy~WC+mGvtTYN}PVw|E8- z3o>uuBYwW`2=;EAE#`}?DJPiU@Iogv3G4JPg2RXshLmrV~6rwV}QV^?{e4vS)LPZ7ea(d+%ijCIF0TpY~FxY;$ z^tRqQdq4kNzvMm^41yYVa^t27g=iano4F(IGY>b)EW&j?`rkTF^xOM0@Ser-$`;*R#;%ZzYYw60TOt_`=^e-I zt=a1q9Nt!phHg{f#U9Dihu4OT6mDqx?gw&c4b*`tB_aq)n#3*whoI_Kl6((R=)ttr<==x!$eSM+ zCYYs93_p81-ld%m-awM!dx3=P^w&|8MGWmM4h2o9Hps8*BfcWeut1xjHnLDbENM2X zx`lT|3~aMgFTjzCSYe*JAflFMIQEOUMKw7f=%|EU+hn0B5+FGVSAAorItXw`9 zbnVcY^CFjnaX~s+f&%giSK#RR7T(8n8GohQSDD|v>DKq$@pqgcr_}D%IA8=Y?R{9C zA$3K;csK^Q{_W}QAU|BNHJ7oIDmwAheyRg?CEQP09C46Q`X zo)!At2yjacXrHDevL9$(g7Ejm*;{4M^55L`dvG|>+VY!i#`$R3E_nC*rC(M0R@n&~ zSutlZWgci)%<8zzWKY9_^P09|+Vop>uUVKpk8|nz*fry&fIj}&C-=i06#0^|0U7zw zczYU5GANGNkplyqmXjV@5+e7$SC?@E-H|qi+qz!43y%)08f9?r_!ZbU*br1Mw3!8h zAV;-Rsv}K_Cmoae{yF_)o20sg@=N`F4t*auCM_g65q*8&Jy+?f6y`IzjSv6itkp)uxfsmrXHUK9_iX0`0VYV?>z3}pm5yf*dbQvLp z7!~V?=-z#!F2?Xpiigeun}iM z+NRr+6$``qbu;RuThXnctT%LQ-Ub!XyQhzp92p76%-U5*aWue(EJ{A7K0)hAU29-A z19$b)+zpc|%OSA)6EZNvYZVb)DJkH&54T-HcA;(f;1Dzd)I-xAs%}*ggc{?Z6rOw&Pnn zdH*f-34$4wdkfbLdz4FJ54$6uuId3@i{ar_8U2ZEBtWdT#de=IDXVI}R0Bzo&C|`3 zVT@!8A>}M^1b0h`c`XLg#M}oJo^b%x!4)ieVbBpiKUiV3IGSAQ*vM?<6?;dd_Y{#^ zEsU{sf_nU@kq^b4XnYl%>Of-|b&u4ZX`Cj&k{6u@!A1Ju3Mi==t{j4a!<5$aeQIeN zx^VGU<%`@u{cbtTy#SD^~Y z5_?wKQPZ7BsGbDuY*5xIO1y#p<3-tR)zwhk*_$X@;#+tx@LC)YWv*?880qhMs40*-!G*hpgdjnwlWAvAA|AII ziqjkgv(EtZRu2sqvi~3F^p$~M7lx=Edf3s}^q1$M4m}Mp%{q8Q0xCR=+5e`FH*qDp zD6FqsV-F5V;YnDY1*YL0e8(7MNYpv$Si>ZZ=-N3hz>7fs2LBvDqmDX>AVYod-6a#bQJwLLg{ZR>k z;+-8;YsUrx1vp|2+0{2Udoi!Me!`{>l~BC4qtjz@XP_mK&g%YXc_8if^v0@8z0eOf?nG>#2A#)v5&ZC4hFjeEZixHbMq(TZoOfY|p*NUs}^-U>&fH4UBU$&g*n4f$<>o&U@m~=xy|AX9pJ>iT(x45Qxf= zAjSpWtf(0ijr376BB)cp0|9v*rmDTpgG9M7vAGYI-85e)6o=Z# zQFpp@&jZmOhVu=#$YAi@ESK0aG znjHq_&cO-M0=2#9)Ch>0p^LrDfTE{*`81gcl*4lAU-b@9t^>|h>URQy#l<;k!r_5T zexNEJQF8r?>2set69(CB@Jgu|77LPNhcj+G5jfL^Dl*-!sjTe8W1C2x&fv* zjS)wNO6eP-mPL`8(e}(Ft!GXXn;mL7N*l2AiO1tfB)h1cfyH_MOV(_aV7t@#c7(0c zq09D){`M|cdU&}Cjl`9E-x5vw6qm>8yjOMkoU&K>iyv{y3yyeJ+zWy6tg)QIj#pc8 zc;w7^#r>QYJ1>8TZW=>z_Y8dwuAkh~Y8x+{C7RP>sT}-GCI zz4We=b{QI^?N8NBglAyS3ZeyJK=r?jL0?ZNHq^wpo@UPOG?AZnr+u-9i`$fYDW=+i z_=D}?C-nTkK+~~>zyN-ZJSsnQI01pjTi5(SWWB28g62GgV0-u&W>j^Yr=^(hNSz#& zuX_`=^uMFgD1ZA`WGHyuUP&(TVi+^>jjerQPRw}`q953t5CO&Sx6X9#U-)TuUfxkTXLCG?f_?v>-{p|0b zpfyo;<;Jfdrx40|dRbgR!4J0GYM*sClBhT*G1TQJ6h7gW8VU&WQjOYcgN@cYw15e` zkSSp&WZ?d?ABp8d)g|!ZQK;qLSjyV&SGpWRDDH@D~V0Tgli=w7IQ{Cmrt7p$XD&`$o< zWDY>Bvzspww=QWI#wA|&6QArh%8dq|*vk!yHVH0bULg2<;mxq@)$m?V)OsM84UVOuCu3!W7Tq3V3 zU=5wp9a3yqg^(t}<=Zqi|DoxJij_Zn=g(JiusEuYt~mI?+~vZ<^h#$qfW#Z_K1_Tf zhXB*^0GM&*hT31lGi;LRy7+KxRgtkqz~*N86V~`q|qhEu}bP?drXyv!d8xtFy&%mA<(PLNGMBK|lwS=T-Oh-W9Z&)V!4 z;=05JCCwqWw6K8B{X8j$KN_^Avl(U6SX=1=78FJJ69&yPNj+hp2!_TK&Vle}Ypm8B zfsA$TT>nQP(Zl}?cd2HOZL!dmz&DZnk;VZeH+$w8M zj_I}n{NBWzK?O5?|>=8?5vQk>S%#Of3tsYnhOTL<(U7%T=q z35TVn{hECcnvEV<~Vlx)msX%V6K8ovs@`?Sc}c}rYqSP z+5n637y;EBV=kNC0QH#s6fMy)I;%=RfNTtJ-Nme6eaQ+l&4B-kHXVQ+;!blixwyw8 zol7H5oZ_veSVJ^WgCd59quP#~mD!#uA=4dK9%1>&NJ zbQPFf0<83`egPB5)QzTvOyi4fH4%(!0OTCj&Qf&Mo{EH2Ml;t@o8awJyM1FdvPS_$y z^%{H`W#l&?I=|!2VGvc3Jn+z$PrDb$e;3VWz{&c^NaW@$jCQLLhOP7q7~< z$9m*>6xxw~#G7R3DzXZazab?Mki?Bs1xsI=48W;O#&f;r>|%0hxeBg+Y1OdtpuRGA zDxbcb3oIKhe2U(od>%{q3Wj$y>L>lTS2?LdmBp;c@%gps0+qF>M+Mxz-i{8c#ytcv z7E}g&8@gKY9;UfF52Q^B|3<224kMzJI|=xHpwp}xXbj644+08P-+IC0jBly-DQ+12 z3qN5@8g$S(au@>M-5dR>LjnM~1QScbi3G<({%3>2$s_O?jf;#R`8*d$I1cgTp{ek> zK}#m#E!^6+(Q|%-zUFmcav{Qks_)Le>CCEq6OFCJ`OyoB+hChmx&z(LQNQ<%_T3+07>esK4iAW%*ATvrBF7^<)n_T?htzze$8m6fx}bkQcl z1j>-Z;H;y~Z4*mkq~0GH-~;2ze_N9 z4@IIW{Pa(W?KGvJ@7vXg`ap-+nw{bG*Q``DoUB`h^*_W=t4cbu-AF+I7ML^pS07mO zaulX{L^Kr8wJ_bUSJDg|22Oo&p+yb!j2AShB030qo5WQb$NkzW%4r&BChBnGcGg^D z3B5~pjqTe7mENExAsnUI=f{J(Z6nxi1jEdYzE1Xm*_=fJa>WsH4gxv@d~Sm~mqL?F z|DxKlQ9XjQot*`8EUGkrvTF2B$ZAAVIibOXo4xgALzFpLM7h4epzwwtzt#cJf7kI1 zc6L7UT~CYzD{=cuhT_-eU9l$atX&ntZhkM8OJpDxi?)capKJ*fXqsnLT{^Xz;F@sb zM10R!h3BF(s*~ND%P&+6*^}FeCFj?!7*sZ+*it4Pf)`_H5S4chLb9B{%b8p0uj}wj zyx~Cyl?V%aTuR?tyRuOKS@Gl7zY?N=VAkA#-Uwh^t>|7EdPAh&DD@-mB&`BW*MQ*% z853DAXdI;jq8*>_^QBme>DY^!DjaE{-HUyc#>a&3C5lzM++kD(ydNn-au(7p<5r%K z#pzZCR{+@wXP>cHzN03;dqHvi?B_45g(8bxRfXJ%Rlm)hpHQ=@K#VL?2hcV*V5x{T zi`?z`4Nx>z|84v^s<=ZhGL?l*zi|VY>x(&XF&bv>Im@#(n&1!T?9gBrg@7~X_+Krv)8|MLbwH2LjfB6od{?o1g*oN|$+%k241obWdi`^7L|i_X`O2W4y#czvk$9c zJM`ZjhzV!zKz7<;4Zlw7i7-9|HLlih2uv{BF7A4TDuZV-(OY-X`Q{LI5L7gsyl*4! zG@**eA{j;h^wh>j80aUxT>IWZsR7vE_94aU4(yvou6v-Ru|%N1kqZ zEgtE6xtEgkhRNE5K5M)NzMe`3NM{Z6I%*_Oc>^-iH%b*Rq#v^h4|@v zRGdHEAn|Mr%C8&oa^q5}O&?Mu^<=8uo$8#IwldF0K5FfZCqkE!l#&{#ECWb*K#e&= zy6+q2KgLtSZEiiiW|5-Z9{zD5&Y0!^Qr_{Z4-kE66m6jtEZk)>5a~#;C}b6CQpi!n z@BzxnyW04V{ur6IWqf8tojNc`d^Hn~UJJ@2!z@ZOPcXMzc6tp}yboV=#=NAvobnmG zb10gzkv^O#PYec={oG<{HyT`P@%c(>i^5|!9r(Jm-wBZi*R`Biykp4SQA~UzF@buQ zSC@#g)Uhw&Q&ga_vO3V#QG4L0u93Xu4~MTi{43~?&77pdVbpb2G=&?<8rFXyRF;=f{{}rX%0{# zx0>_+YT=!c{a(gc|O+oie^3O;25Gjj0HQ5G2@2w?yz3)(t@@@J%SLe{75} zgp8ChiP*m%iQ-;9ohL0op0|2*Gljeoar^Z2WNW)_qS$*ri$Jr^!4}t%=SZAXA7TTj zE?z{%Y8j-d?W7*h>Llgse;()r=ZLP6+t6dzR-tYWQysZ|W6A1yCXk>}qv^^c) zjwqi-jKey3=m`jfYQ@{-*>+qGNa3kHNW<_3@WegAlP&lK3}~_rMRG1w7OUpS`!)fi!j0mV^>tCen>3F3{f;Fz;0wS2888>!(*Y23-2k&+XNrT&IWWqZ-^_nCFuFE@4_uhaqWjYd-J%hM4Krnm?@M$*vdLZ#= z+kBH8w_#YA%)c&WI(>A4Tcv>9sx=d=66{D?m~bPt50u^&0z7JWMamE=X1PRzH<(Zq z)LM>d!Ve|Ao|dVfnB@kx4Q$<7%*?e9+=Gv)24IZi-{{i)_0-CBhd*i9>-^uw2DmMn zGX^7LvL22U_OVvEePnMTS`|lQ=|zFlC%4~L=`mUgzCHPJRYkI=q7*7cYWElB$|mCf zR4uaXGxJ?>y!$d?$s3m2yx)!U#m=)Q@ab=lH-+LroIa6;Tixe1Uu62V^bQ2PeMh`p z&gXmx+{75o%Y{&K+2psV@v;1SlN|)c9bJ8eFm{GwNK&3tkvygP0sb9|Gl?iQ@Jd8G zM1F~#qW%x=p)#J5o+3~LwCS<1baDdfRWt+zteL~Y4_b{4 z!ZsZ5b`0E10j|M=8xs>ZX@{w>T>z6F*LnknnF1ZWa&k@^XRnV9<0B7@app1d(Q-3V zqp81IVZY_w9xTk*Q^lPs@^h$+b%d!73Wd@sSKm?3*3>bnsu}Z9kOu6;br<}z80E|1 z>z53&us~>~@iIvQ8GHCWUsQ=`0)1Gketvl0IaqCB>uPGK?RG@HoEnVe%7FZ zOd?-I7D-9L;bJ%>c{!voj0QP2NC<|Q3IAs%za$~C5~ppJ8;SJ{!5RXe5L{E_vbd_NEW+G1z0;+2LhftWE zYzw%^8y{xC-mBf)c+-Kt&i^T1#|33M*eqj;kkAKg81Vg)e@8;d1zX^kzi3p^7oFCy zAy@@sTvv23UGjdC)cTQzbt&o@l)u4GL&Z+nv{Izsfc`59&{mdJ%*3GKO%Fp5XC#tO zGM*L}R2iUT6{}j_FE#re9dB4jkN~1c5pMu&1XlEu7bbXQ`RQ6FRWE9>7IQw&DHmO5 zM=Wp@=EjdYG{!$!AH^^nQ2gMyK(#PXkq`^Vk0;14H-MPw?_AGK;oqvKT%j?UVX}!& z`0ce?i?i^9wOAIzFzcddSIAtCC>r5^LeB<3HB5)f_`xuI2kQh2k_~L%a$g2gH zgSiJ;f$SrbsKOr$xmQD~2#GSF#zEU^RoFO;Ii6hWj%Vnc$&?VIzq;P;dc@wW_wOe&UfVHBdNw^52|KZG>}pH?R5g#y?n2#;B@ zDA27RprWFX*q6M;A&*jYMNykt+`12yI9g+SQ9d^YtHX=pU1Tu^rmJe#cHBMr-r{13 z3C*2&Zg~3)nvut)FCt3OswzGZ%xv-MybT99n^Z0aIbh^6@Y-(OK!oQtz6huljZjq~tN%p`Esm+Q_`NAi z4LT&Onv9$9c904?1S(uJOU8?HaD7pRmZtMhx$gR^7S;Zp^*Zbdgx>!u#oLIiTgyfx z{AFY0sG7ju$5Pw<~?3`D3=G1v9#i6sO7`+AZj6z|pW`Z2!W6K}c0Jrm!fl9kx zSllA)Dg@N>%ho7`pym;aMf_^UvW~8m|;UdMgeY{pKMpFOI z*iavATV9|1|4j#feWv+QsiOqtYB8_TWD|)E}N>Wa$kklHMm5l zki`9HUDn-GW^Ww*?l^+hZp%Eyb`I4^$B*xS!O2LseAm}U<*S`Y&mz$E90!^vM{)qd z2}yYWBVRASLsG7sOMC3P`=C74?iI>v9Re~j)OEI`C%pr@R3SOG1)C7ByP*z-mGUT* z;-)uk0hh0Njn+uq8>UL4+28)4ulE-+T{nHl!(n!8h9Lj9>uENb*W23o;?7z&N&(b> zCq&iB-L*r~-Ar8uz3Pl?+o^obeeCsM`H1D3iW?D2WKB(C*0vCe5U6)~0I^ zl?_M!ps%OD6RTmC<&a7pkoLSIhC<}@0v_Gf?zM2av@ZpFmN-PN?z>foESIBW-qpGGD`>$r9eLFgr~t&zcm2;jk^6omoblP23~taOA4PLbcdh8q z-7@|R{K8A%@rXB=Cwi^QPt^@KXrr7Da?qV^ZN6lx7l9^E7C~Jut{86}<^w1GhG!p6 zv8j*?bjIzpX&o?z%($vwIT&9&5XQxuw!E$D63PuZ-K%bazcTEb>VAo_uE1OF%k(HN zl7dGN&?i$9doWHgGfOVoluc_s8E)v0eOG}xTj?%eln!|YaVfs9AbPKp&CBucqes0! z*WW3>T8FWcpNU_PdN^nW2gw;Z)BJi%KUQe%)`d`1y}w$ zd$VJ9T)K|v;He?s+2xCDXzRarTd8Wj7PIGyZvqLTcG{Dbx6ond5txPI!FX9S+9HD3>!|U@!Is>s-E?R_ zl06}}hdqK^gUEX-zqbV5+HLN}W1M$qGa;siay&*@jxK@WSDev@>sK>8o!TYnm0pao z6N2Rdy4*NHLUJK}_UrD$ zzYr8Xyy9~h%cNG7{FqLC2%uw3C4o2}Dhh901$S80nH|+n>tFB{ST_^TI0X_6IS5pK z^GdpQx;14$PX58GX(^**NZ46}j35G+5NJ`W7cS~j!OSJ%A1}OZDz46%f)@htKQWn0 zd;5Qzwx$Q8gDq7QVylAPYRO^&uw3lu*dGNLo^tIEDfI}mC>wpys0PKh)XDbS-89mx zXkaurX!|xP~HBEHCc;HE5j*h%&R5D4BApxTG=*Nyn)MheF4OYEL(Ab$q zGh_D0S}z0g5mxRMh}m`Li@4$_SnQTAa!SN95luIQ$EE~M3U)A9Bf4QiTo8qou`Z1l zK`2@Y(9~k$Ixw?ZcR#()L^h6AZATRmsgeI!NDfjwn|%=pde_z9%I=79ygUkp^J)LA zq5aGqMw9@UKBnGFpAUO~_~LI%9V@o5#qOLBJbCY@tf4ZgbVm^1yIj}tHy-SYA1|o> zn=<)8aL5Owj<*+cRSgwG0kC7I<6w-^vKKPr2UF$j@ZG~WH7tRYNwLaF$d}-wnUyP$ zda<=pWKzFZsG0U&L~DQhD>#?jfszur{7Q_qQsFkj(2f+2ZVo~g)ylvWa#vB>TXe1e zSxRfd@U~9tEi;VP;r_c0txtSx#XtO?O8~CpXvtv&a7>>)y4B|U{+Bg%c}Cdp)6(M` zpl3N1Y7@^)_l&nY&Bq(|dRSj^juTJ@43fDN3GgvTRyLFKXo?ob3%RCo@atF~A|S1a zEeQ`l{$Vn2y5ypH2wEY>|e7u zwKJ{Po&rv@lcsl$+*V3C8~u9EYLx<5p0xU8KBXa#JlVdijc#+U=@F?*FEYp)rl1!t zm5+P7>>21U1C;a%0#@I_-3Id+CJq+OUM3Mza-|J{q8~ZZ(FMp4CD66%OjMb4(7_fz% zZbYjUdLp>wAguw-tH*9>yHX#V;%YUjZ;i-fg2PM$jQpo@7zdiwsx{T9**w!LLn?Z9 zf-x^swIIlF)8gyP=_ooR`NsoU3Q?+UamjrAN?40gTyaPuz%;*Q@YHlof#Ot0K0Kz5 zS^+tlUfvL}?6_&3cSF$-u8A-D2;{awUY{8^P;aUHfCH(lgxu=b%N4k-FboDzT^CxE z1;k!}7VZ&9@Gs%W*V$53;sM}r2020`LF}xd#Tpg~1pUy!3Ub8QF}DAQ!|zdPcut+x zmlG;ndYXzU{487>(^L5PoeGc*ND)0k*>M((4Of(jdYCZfOv^o~%vJtq=2|S+$xu51 zei9e8MV!4Mz>O70FBzzzi|#li2g+Oc19Z^-%03kqzn-s&$-na86(M0k#KyKQu_H3% z!U%&7)ANlH)<8?&$H;JX3)vmr&1McJ%{zRE=sTJbR>{xJ(T)GK@ z*%3G&HltYSo@me(vI1 z&0P7xMWk}BIVwtJ$QglP%ImRoWXi$947gUM+6~L$%E|CIq@bFs?$Ixl;B9C}gn>BG zMezfE2FVMknFqpY-xngJB5^WNeL5qxBlhs~SYH)OALr+sEc#5zR0OItsF~16!d!Qm z3~o2hWwHu6tSC_$S;cc&T0)quU!Im#*qSluleZ(UQAR?jDL1YJF83SQXvw`zk-!H) zy>0Gp1qx>!S>k2OL}{~X9+EIk3|rk(%7zflx9lU_o0PF}W#??7AZ94vIrhE{?H`l& z`j83Kdi$f)Dhge`U06-+F21p+msy)_jI|2<@gwg&sryF&;iC7*$sc3O#JzZka_}qM z@aD#&VA04@fL2|mn#YCyY8m@}9HSXFuhLjkcjoukYzFVagZf>tG9(V_H*Z7i@kXj z;|LS&19Ll*c>;MiRXIcQL$3i#!KlEF69=*sZ>_NQ8*JOTy}^7pqkb7t5!nIv_+O@v z^&sd;QU9+jHs8MEJ)HCa>CsR#&ws?6n+A7eS{_EOS}8?QZ4~M)0Gp+b)h|H#9WJ(s@1D4?0*4Rd1 zbvD$E5pi`H9=DRx$$a5yYJaTxEm!%lT1F{ctO~5qdr5A z)TOwcv~Ro{L2m6UNo-fd0PCg^_c(u=nzRzjEVI>DrGX=J<2sLDmzoAz1h!~Uj+Z|F z0{X74f8bN?iN*)rzsR>OB?z66t_?!VWDDkIBY$|UwT&6nG0O2Gi(ula`wz@sD`6G6 ztPW}nO?&4kX)3u1TptJ&Fh(4RwlQpY0!f>ofnN!~PH_dPQaqN|zz*=w`w7ryz!BYQ zEx>WrLFJ+2LRG(Vl;Exh(kIt5FyABbCkHl>wyd67X9Pe1PWRAyn;ziXleE$G5KU1c z-gA=I*4S%E6nWP}T$Ug)71NQ(-PhfY*!e&d0vh z^3wnTWlV|S!ECH&NojQ9);03H>=Dmh`>+T?!KB^wC@wPTjvlP;v+6!S>SDmH@y&O4 zR-g^Pg{cYpkE3W62E(nE|8Pw(@ywI8$U;M+#iu)4OEZ%w@kI}!@$0%5srmaY7tel0 z{tun3Lgy336r7?}`ojPL@bICUx4%05bP>6%EZXB#DcJiW=Ta!-K zVQa~QGOiiLjuL?81urwN$8S5FXtWZz{P>W-ldktV8hSjbc%-s17GJeC&O0jlwKswG z_sg9L11!au)IaBX>EPJmpaQ`i7L1Eayc1csv3V0^F|RIMqj*>WZsgN#dtFnVF~cub zJHrqYNfEK|)nAK?xn?fdw}?weC{}La#sie?+&yEIxN+XCg({ULSB9l*%NKEyz;!fv0OI;8-a-X{xOSwTtd02%m6dP5W3H=8`B0pI>KRLQyv64A z3O+~&8-pT;hdVJY!N(lr){z9|y;ZM4LTiTsJZ}_Q+%j66Tgw7f?r?}t#fo^mX>Ons z^UQ!t9Moc?ig6U{i*Tx5if=Y*_W|@{=APPaSNZPkOz<;OwobK3p(^yJyUCQx83m;} zfPUk9`eSk!13K3Jz0xk0VeT$-^oL5PF8GgtefudO{Plsdd0x~l`JiS%vvOpI&XCRH z*$YH`vR3;TFGjPAgC!D7!=8k@+gC;FfVw@H*8C79OP7nvjCRo2zV%2RuaH7Up*ELVlP%Wf?+U z@?{Js+wAIYz?^uXN<%z9)h|1!xyYZx%DqAC64vOXnSk#`18xk@t*w2Q3eRFC(WD;f zCmUD;Sq`cQ(FrV%k&tUhKYLMP$QhaT!wZJ|^< z5{nL8D_}1)&EUm+cSgkxG-CJMXGVh=sJsq<|IrRP&7*HI#*;tI&<^B#oJ?ttx z4NMdp-5wBCRD;5U1j75>ypXBL?*|wR`9=oi`en?Q^0&S|C@q44g#VYuZbRX%CN#LZ zC>=HXlSX4iM3c;|1)zJ_K)0pO-kSnt!I*UPm8R|b89 zocJ8$DVTPJEhs7`#I(k&*KTXHp*vfL*xAOKTwB)l6)PO}nBX8bgie8F;Y*tbPWLwd z^hU9BrfQL_jg_NubH4(NgR)RyJL@JzJ1@m6K@=$fBwygYm(f*+%3W2hmve7>668`q z7`k#oL%(}fjSuxhQ-VgL8>TaNXG1UIj^is8<=V@76s{!6WTI{QQtE{?twv!~i76@T z)ox;d^0~TmXMEyapAoCpxHSxWi8G)CBX}E3^-8#q_Z9}QW>V0DCUD};%1H~CyhO+5 zIj2#L6{==|V$^+N`N-C)1!vhmXEjVUmf;+He3uR#nM6b zVj=T9TPEro}#T>pmV4Y4}8_f94Ur?6#pAkTB z6}xa(K2rmkfW}^er|G630vGs8NWpNI!fo3e3__$cy?Jhyfg`bDjH8XtKh6bG(bNrd z`Hi1zzL1ft8Q`(yi@<>|TJHJ8GP%0@c(FGegE+MtCPQ( zWX1*gPSoVR2X&}M_YTAT)WH}4N_0`yecnvB4SBeGCf>dXkGpl@hzF}qw!*rkf#X~j z7Xp(;@a%`Nq1!7kcp1bFmuE|}2i{!e1nt$?7YTZf{@yA1XWh(6BQ%ZCOQ9AybT z@J7~IVhtnB>cT9d-`j7~Q>-o4nU2Z%zg>uZ_B^~4cg#&u>>P_jv^L0nb*EXiM-^}@ z6d!!zdAXzn#=grHjVrLN{Q6Q8kby=Ax?zmpl3eMYu(zHn)0JtfY5io&L~Y0GJK=@; zvsG(-RcC5mJ0K!w{FW%()#!Z3M7<}j1z2$1FQlVw5fQ&Hon5PMeguN)1+D=6>YWV` zxVoK(M_>QI+du*omQI<@%0-GwL<_FtB8>P*NneYImXR#(G0X%11X^Oo)09@58W|5^ z5QMDGhpGl_^;M~yYHr^SI4GoE79JOq7K81dnI>1Zxc5sNFHN<7jcdWDIT<-->oD+L zRWS==>F*qytQD~dw=)B^Y3!u$02$jT!2okMk*c%b_Vpc|lcJFcHF*Rz=xx zEe@$khp*`y)RT^5Y7sqM03JBl&4&gzhiuzIVVM0T&?H(`@(!Ta- z??$k68MiG&|Ai!E7BCF&I23&~%TR&uR8bp|UYSo+m?7mlm7?H)X}x9pe=Ms;nz5JV zx6O#FmDT;hsC|K2R{NTVzxlK7Ct*4QxjDe%t!D2ze&{}+1jEjBfoz`DkC7-DK<5G<_5209eEfP93x=ix$d+339sc}3IR;>tB3rNQI#?C zp}nED@CNFaD3B-x5#NG%cSylxh-#@>+iO!Rh@P?N7hNAVtMN6RseKTRr!}Q!mFSQ2 zBZKAcdW2L-T}SvvSpILjGo)JLSMCnipqRs&073XGFk1QF_Q9c(wcXsiD{~3i124P< z@iJX+PC4gNK`*UP9#>@JO+r3L080R7VfI#O!pG-&7RPfw@d*Q?)v`-Qkvt=cyZ5?6 zl8T8e^kx@qOLFT9GNimx%;7SGc&OcAzkg-wq~Sy%IqB9lX35HV2?Ba&&%+P(ephVb9n-s%;M@;|vt{Q-cV@XjnY=xtiB%5mH2l%)v#!PDy`x`2 z_tT==l8zqQ`ZR2CS{C<;n;dy-J;s*5k2QrROI%l%r;?3I=nX6(pGS9+h_SLWy3{!@ zXZ@9=FakiVVLCq| z(D_PN)r}uMY5Vjwy%)3;feod!a_0 zRq4eDGwAkj`xDV_6rV_4an@knsM3iP6bNV!N$onoWW4Og){C&M0BCd+exUls0Yvhr ziT=miJnu$0?RZ6=3q&&MF!rWbSmDgKRi*1&e8j7F=KD~9J3!vmVuM9D9!u(*UpWcT zRb^I;Pz=1K+RrF3lQ3I|@3%9}4Y^ESktw0*{sKHn@pw-IY~1m8_V{eI_WJL#QzU(R zPS?3O@*dx?x^ur(d+_Pz=O)Wo9Tw`O$XTL=3&Tk3;?-ziM zmUf?aVgl=DF6w!1@A$dJZxbWR!cI?r53?&0b;Wr6PQl(INrOzH9bPQ57JNOvm%erO zE(<-8Dsg@;*6BGwwu55HTaU|TeA)pc8lL3C?N4Vy%us1Po_!@%asLr|t92WKgHGPN z!90I4O`IDs4|m_=DPSRANGgm)*l#@~f`r^i3Z9IbAxy(^s%$ZB!;Sr8!O~7Jtj~Hl6=9aCt{MzpbVkO%+%jVY=OE; zaQ#r6=yUmvyv&BmMBTE(SXi0hP?Jvdi=~HR92?AV>I`V0s%a|1O5U&5Jn`N&5kWAN z5Umx|#txgZNv@n#Y>rOU@>{w6e4#Is8O|&B@PIlCo{@p+XxA$G8Y|{xlVOlxBMnpd z;uD9#h<)7*jLu7Lb<&A=^=|VV?%FR|Fd(IZc2`WZgpBN${BO(UvoUL-Y-?TL z;7Zla)wd+ao-0u>_wVG>L+lVAp8Ng{|Im2QFmGVH%Qk3U9xU4T-f`M*Vf(KE_V6YD zf(PVZCSKm6^NVef9y!{#OoSW5w(N$fOh~uKO1qX45T->RKI~$tDxOLt;m1fJci~(K zT>k9l{ONc?onr~CWB#2gSnJ+BQbMk*pBB~VkL%@4jkbFCBZI7qw|(Enah%>N4_Qh< zv_&MSN0O7G^Ivu-zP)5u{1iJbXAfz@?T@_-`{7EIX=JWQBikXLme7qg7)ax&iUD;9+jxcWAN@UY zvE6?&u#tK>e|gW^lrP@~5HrZ%_7)uH{vZt*I#?N&RA)^<$r6$!-`*IR;h)&EJBJH0U)cSzWYxcz@hqON8EaZ>dmWBE z=3`97{oazqb5gf(S-`o&;%(*|G@mcRO;mbTy$1KS`De~4&K4QU-WqbvNjeJ3bREEh zVwGJQmmWW~TBm{>y!Y}@=~gkjr;PuGtQUnEV+;RN7(l{0{Zu<2i?#gT+;`9JFjesj@!)^KtT0hLtu+SaHj@#*2tSK?7Jjj#J_K9 zC!inKA9|JOK;ye+xz@Z7H=iGMf;l0c_36nhK`eFs!J*}Y3Cf;z?EM)&*jUh{_)JqN z=6?$RH%s$}@*^V7Ppl>-BNBn#)kFK1-xxC%`T!2u31XIvE{_PnMIyMOTVj+SgPNH3+4_*&TsYI>RJLHxVdb25JzT5^K;e0r@t1 z=wO%#^XIA6kpcoC!27BiE52n5G*dF|X;X|8{LKMAx06LY*9X5(7GmMj`$Z`HJtjJ% zVDc5|W(}OU!(PeRk~oW_mgT&5wgq37Y?MF+E2Gs+Vyiz2{2T!A-7d$^XOAOG)=Z!K ze&RL^Z9ioYt$5jIzPETBI6+Yd2-lCblQzyQ*s=rw<}9ZInm0PyFWJeOx})`T2bb;n z=}+L~PgdL(-LdPzRRgv7OLGiyxyD!2)@-h~83rCU)@190A6tS)Y+yoHqti~VNVl251-nxwsyBeH;>l3FU!JkSW?Y3O4^<$ zGb+W2fI5QM5yJ0oehai6>W?yR1E`{4Eck1L7D&LL>Y4+uX{ae;YQbjB<8!)c19sth z!&Xi>aG4wyXAiIeCg%o~Yr*i`mH@)AVxEJamjIQ}iYCIhCy4)h6A`zxV-3Eem(0X% zy!HT$?Q|ylOlk;yL}-%Eu*B{c#~X$U+t;cVPFf{(W_fE@vqA2jyaKn^CA-z6Dqodx z4xRrx9bsULvq~*@UjPZ%0%coK>vz!m^Vl1y5Q6ZA&QeHS$%TK?g7DwSV6-|xp}YU5 z!;bM@cX)Q3Ed4*_^y%`CV;_V=_0#HSD{NJI~&#f15xK zkU>FNwReF8I5Hkc^pO(^*Pj6-{^7@F62=w&N{={}l>Mi&T3J3NJKh#t#i;aEG`_|m zfB{_bTU8%EkRLE_2*H|j?0!9`Pf0s7b;KhCc`uyo>lW;2ukg2PufTK-IalTX6pX~H z-+^;I?ke_q?Os5ziFU$OVHwN=8sJ%+`Pa=u%h zukL?*YbO$9N5-@?B|Nf-=ruGxg>!H0VDH}$Vx~C4_!^>no}M@~Ez!8k74vPBE3@yx zk0Fp38q0{^*5wXwU&CZ-(vA~TtkQp&_=k%hH-;>|9}q-gwxRABX(1>t2gsi{w~k7H z4$fPUZGd=?pS~$wMu8K^y*ZIzi2!)=ILr$RqsRku$r0z3K?6RB9waYG z>izJ3H94MKV>%_}eB{;4=Et1yzAei_wC5~kWCO00IviTcx&@Z4)R2z4eUr5H|^rQjhs7wVfQ<= z@P_~AVzCKpn+?wi;9_a{d=wc1C0mIXjR3-RF3WQ~;}R^$I4hNS*BUMGZtE;EXb=!T zfK;kk$|@iD4im$b37+l8?`_2VvVs;g<+ zgv(7B>=3hnW2a0igz-fb8_@}55DT{RuR1o5*VCP;9=FJIk)>MKKBSq#WGWW1Wk5`o zY_>c@(OF+5SgL!!&dwq!_Lszb)^Qza<$;&UXiyYq^`k6`i1ZtuL9A-DuPlO;=LqC? z?EkEgjQK(xXN}!-mmrw*;P=R)X=p_ptHODu0BB8#5107HRewQfG?ed-ael~t@qcWU zYnQQ5r=0!T$>h{n;Tv5V{y`zIxXlZyachCfgV@`#f{BTJ1$jtL+uCfH`T$&;7Xe(? zEHM35E%zrhf&?2o&@Sn3|Gy^5BzGYwoP+u-%!tLsr19l5n&fRfv|4!+pN)=CbGAneA~@9 zAEBOFDBMlc>82O9-N;#eY4(O;xH0~_0@ZXCS@RJ=F;?1R=vMUsFUKo!*1PU$5^jlg zOFrdy8G}fa@;*vXji>(?a+X5Xt6TSA?0FfK+lxw5q%xFwq$e5O)`$hD_``H`%mo2<+dIOZ4~-9@wU^WOfZ&e9Yq8Ru)G}c#u;RK3)2wxo_AK` z>@PkK;6)(gvaP=flx%TqV)xAUX*{X4JOA2R`4+cGlW9Hv^gv9%!(q`eSCt@^AM<%b zPNL~Zw-GvpsHl*#q?r^s>oO&h0U#j2oOOP9+U*)gLhi*nfg&qje4Kn7XIBB>wOvdE zem1wAqpL#{20XlFgGbM0ZiwcHSaAy3RA=-2E%O26zF%ciDZn@jx)Z=P7r;hz6d>Cz zFtJB?;GjeSQ1%e0B50pN)K+4yf6nBm+wcUB5pBkqo|T%*DxjH2Zze2fW?(b+!XUL( z_pD*uM4cPCL9MUB8?7;<=${F%k2a8b#~}GNzv!X4+?lI~OV$5Obd)mCaXn&qWtfV- zy$fJh$netaFEP206(RE1txi)rtdYRPFyz(Lqi@k1>PSeL7*wd=Vjj%^-WnPkiHY?M z_my}svkmFQ?uhH|3#1#vzQio3KD(ueVQR4Cq~G|7X{l`xDmrdJeUDyE3N)YJp)L(V z!I{P_B<-s%b>vXIg_ccZ)GNldNvj17-2m-C!|k}454%?p(O8ib;mILeLlvD+@6G>59sFuqDLsysDwJHYs1x%T{l3M69kLkypge^fg9 zoApj~=5bV>zdh0uD};Uu%dV-4JD!}07Y)yL=S=*Iv$Ea>mopl*4Ovn&W&IyU(F$^B zMhFcIfaJA-rC4so9s;d8-oz4P#k!*K`1&T4As|5oe|I+td&UlcZE|J3a7bl4PP~Mw z<)=&2G{2awEeVtC%|NXBr`n%p^D9Bw;l(E@iP;pxkpc_7g6jEz-odpuX%J5Z=a>t4 z5-ek7ap*igs^Qc=}!>t9RJe53|h#!Sml18X;1K;_p3t+y#Q!0RQ&Cqy#(bG{eb z#IjQ#sqW13!k#=TFjHp86%h+QbSXB|q&}@QYoIVH?h%*@c8)CJndUlSg|ifY@AO>9 zh+mHv17X~XZIWC;Brsu332J9}uAZspjh7u7q!}e@F z*1EzmfL`#f#-h?9#V0kF_yr&cYbyyl0va(_#NKB}*a!aUC$a#p6()`}eQ;1?g7OON zlTi(Je#QwaVM~%IohWcrATU&Vjq?tjcr$toXPTz zSSs)z)8qAH<$rCyvw-WhHGJm@`Vv4#7(R=eF_6qQomdz019Fpr!N;p?j~q6hwg+?> z1XaxP-?lsOg8I_#tsDv<}@U{8w{1c@XNPQiiF)Q2C~ht|mgXY75^LY*~aUI-oY^yZ&0G5#E z*(m`sE4NF8eu`_fZT7HPP|gNR;qUcj7A(nj$vvAtKLMOxc5ylg_Hg7%%oyMpe@1@P zBkk`8?ETcMPYYxZ2&{x2ff&(=ot3@XeI$P{6a@8Pgq;yOlsEBeHmgZq?9Nq31tFv@-@U(Ut=qQ+~JFUkz{E;8SxW+ZsRbS!%)Y>k0X-_uZQ+9N|- z)e%k`kL+%imq|ol9WX53J=WPJj7|1 zfITy!?>rdVT)YV15C8AGPF*{)g5&Lqu?Xs>%+iC8?GaEkjH+D*Qvbyn1)Z1=9e-re zMs7@;4R7JC&NLo(MVsR16BEL`R&z}rO`!^OO@4|#^IcJZ_>d>`38Yr!Q!{7La9=t> zChCbXWDZA!(PyXqo8lp~*7N54zTpYJ#|}&VnD-FSZI+?Y?0m0Hyz8&YW0O5c1oP8J zEv6Uo@*x~&?(x>Zc@W1Vy^K6>khOc5Za0>BaL@?=*9-=o^sIkLt4El&>9K%*z9vp# zymoUb#K!(C^k@F`W zE}h8jc7SlwmPBbh&}z=J(IAB!$8oe)LgHu_r8c)q%o)YS;SseHb3zGusdK`WkyQg) z1)}`1wq{QqUpJ4dm~oPl=4Mmf*wXP+t;mPNGvCoV(Ft5N1Qn17*zWab5KCMJr5(gD zi7>5p3*|gM2c#MtXarEIR6koJv?+>|pK2tlP6b#R0AX%$e>01S6dx&UTbX zdV}m=eVgTzR0N}ZJ5489fAiH{WuTjLp5>}q;|0z?Lvoi?f@)wZ0RaLs!yG?4G64&> zVQ0Umz=1hQxkC2a;g2cCn}mkJ0~Vm5#ZS^IqBA;erwq3jQm3xy^h~y>hKAVKQ{k6 zZdSqUIVsHHEP8DO(j@m7dB{qPE!*eQ)d%7LT(~iCRofx)KroAK1qW7b^>pqLN2WSU|c`od1QIP^)v$ewxs2^{UBpO2y1SfdtU3PlW)?KLT zkFhrwZ*vzffSbG)t`&6~Oi)86b;LVgd>5+X-M+|9S6S=9ps0Xc9hx~L6>PGk8D(?6? z{cUYKCyGS!3?2+p#%0QZEW7@oSPpQxs8D=lj|WvQ|A`j`Q3JF*&}M}yCZC>3(|S(d z*R!*NN${fNDGF_oGxT;*{CTcc;QJ-=hDZSb6-4`hG$al;CJi@bd9- z=Gs2X6#DusXQ?@^xkXWcLhEU03j3|>vKHusI&9XbCF@QD6(RwiV+KndnRzh zIUaYkdZ}xL=HsYfvM6GNGFX%xi{P=|&K_EO8Wi0Tzr(Vq1zKZ80x9X}WH-s^GxGZo z{gY`2z{k%ku;ClSt)$VkOBc3J>--Ho%(t{{II{hbRP9pm%T%>$x|{8ZAlFJXT9OK` z2X15G36LvF^KKHXL=O(9;PmJm2!u!DpX zJLSSzAZGD@Qf0>~Zn~PY7Vgxraak9-V zwZJgKw|$D|Sfkpf6~vK)u6H?J$03i1N$rnq?Ew2&4Q%q}8#jd0bmLB9eeI%?%r`Io zY;V6dpfn@A3gxrRvg-76=<^!nPAeepo`Ed*VEEC>_yAC?!Q3um*~hkqAuYk3C?Hj8quR&zu;q2CncAd%`9J zAX=uvU7#>l+T;FK4c$SdHn&9IAL2S{xmpgT^{}V0-(Bap;&cH|JNZ=Q)FpZ?q;V7# z=6WCi(1#}5`0S&5eGiMHbuq|pY^#wogbsGdId;*}Q0!ji_VgPrp;Il^fv(9nW>6BHel1laANg++ z?eH*hS&rhk<06HJKW_@V{Rzi3v(P7dIc|X|L)D5=Ji+ z(7+gQ1~%f&@k8EMup+WluA8_X?pBK#2ew`#IwA3D$F9i?{Ex( z=v)#H)eBPGG={ZqXT#s-z*{wnAIZIohA63f8iPD@be+5R)d}B1(kXe4f}R(TuIiEh z(Am!{d>U!FNWBwIW#PfJ`zP^1Go)8vzbqC#g1`NsW2YHc=;qD;a~0=DQIsnxN<3K?68GIi zW10hqsg^R@B1U3HQ{X73z1&j(U=7pS9D?3Oo$#|JTX#ALB|miW&om@rHXT*;8*pD> zgk>BR8vVow)} zCCMEBn|Ot=fnFbwzn6t%ANd_I`-S3RZxD}!LPnSU5)H<%ol3yUTnons8>fbw5xx(` z`oN@)2jEz>F6Zq5U)BvaY*9fnlAF>7nT`7L@73wdO*qCoc(}o@c`+C*=fb*kY5&`R zT$zGDx$?T~>tMOiar8JgYgeTa_w@e?kCms+Zq&PreGhC}6o_ny4KDqZWg{d3<aT2MWVnswbB?6!FJP z3XfjQ3TYc(HyqXtgsZ&yd&?+X{v|MWOw`v+A2ChJwP}|;_(sB3_nwNY1=1e35LDjQ zBR4l_L3=2D4v(d>I3w%tg1V3`WwK9MV3LkFZ_m+ot`Md-r#pbXrbgs~uviACR?kya z2i<=2L)gPHkkq7G{5Pl1+4RM77&xEG?cpT#B$ohonfK*?Bui=>G!o6xB$__kN~@e*I-U@V4rBhTg@ync|w4F<#^LN`F_Yr#Qg@ceKuzdsoFhNY=q zHkA?GE=jO8$J@KdO$Q}YAQa#n`KMp4?XTHR=_#a`0Wf6$kCAa?06&3%G$XuR1(V#= zoX1{ykN~h4fLZafj6qEw?Ryfh9r-_wALXG}K`wO_C*gi|&nhNkVB@F~r`_zW9LU_Gc3`@`5))@* zTHfEha7#dTK0UI3ihqGBw)G4$D#tE_>4H+)y^J749Wwx^^FQJ<&n15sTi_I-j-b0I zqvF}s0Rma&lpWctn*j@o36aib7$Q9dW708Hi4WMzb?t748^|)LmNf{g7d->c7PE*x z0*aB(bq<$}nT%uwKL3^E$ckR{pCLRxBQ56bq-$dPodhzl!IXr8RE9^nHO?(?mYd%H z1Y@G1G99-!b-Vt?=Crj=D%pgqTji<`Xkx5*Q=QbaS9y!Ck{yc?B6@{baUi(<*6o3$ zWORgJGD^o@B8n zuI74sZi2zoh9?D}7{||08WkV(?1i-eX4nANKD0+bVEIPqv?D#Nb6h-$%AihI={by# zd&GJ%)KY6&KaXBk{4rw~6q{WK*@P2TVR)5jWfk#|C{-~|2;KdQ%B;x6#qZ-|7_nxe z8EzvO7R)kVhRJ=9qZJ~|r%=IA|IDV&>}|?w?f*Fe)@ml#|EIgMs{-|DFO9p8c(!Hb z5u^JOuA4S5lMLP2tV|tQeI9g&3Pq@1@v8>?!~aH|AWlDl6Dp>(`7#JySLwh(PWNjGWe&7TRuq5Or+d!YVJx{K+6wSRSl~Ub}2L^`VwX zE0ZvtvRki3_4FciXizO#|6XY3mdu|lAcI~ehAs0&&1FBzPr2{E57i*;4b(2%MAQ`U zGE~Cwm33~nF?-O4o21WnhK%HErK70+9Y*}2bXNSROv+(t4tWw4ds(82f#jv&Di zq+}&fD3zwW-(8;N%Qc`wL%Ze8pdb9LnLSj>HhlK|X>*7^9TvrD?!5Zte{>4Mq$O%KJkQ&3iF(x4kT)y9$?%)sBHj)d}8Fa3aK<41g8NBNx&e zPwfQF)w$3HXcHx1kq7>n|2F#X*9AvA;<>VQ>VDiVezo_`v$pClBP+39!!rGu<_G|3 z@fXPpO6Q<4=1WMScz%RWv-P^y67BUl%N$@uP~*bGC&5a#kou6X^Mzwy4c7Emb5>-U zVwdQgTg!-2+v^{6Du%x+_uqW4OZxFOC4c7vp4p&dj*?wGse0`DrpJyL)hIVaT3!75 z;jN$nMH9=X$gU#GNu1Lu>!Re+0vcIru08(M%FZ%5DcSXA8&?rV=H&e;T7xPJM&pD= zM!A$GyW}B3PzCSQ4Sn{kjS+4&MC2zHQee;Z17)SG+g3O}_A_qN|$^hzD9m{x_>&YB~ZT+=Qnb%FVjywE$Zgf}j(UG#5KU@qx zsPCSX`>ksm{16@?`8t!y)5vcjJ~(&*6^F zs-&5gMHZr#E3laMNem>o!=F){OmhQMo|=9OppYKof!Oi^06Rd$zisDzhFk*%{jD|1 zOecRe?RS0!ca|D#CTj|JJU4QSabVp7?Pit`p*)vbzHx;%Cxd;RYBnIoY*6g|UZ+Ok zJ3&8&{s{;!1g|9^uvOOMxJ6fv37))~6xQ->XXNXohq;!^SG3uvbIt;jP%v%+`1ScQ zQJB?#&t)Vxq8`{s+6V+@!jSll;`LefSw2i}R3*O&i1wm zNbc0pP1?WiA)O8yoi?Z=>)pe6PIDimtUR==4sl2(wyL1V1C-v7g`U*VE0oNPIui}b zv8iHlQ!da60!rgsysu!?)IChR5M7d+&q^FIt$ugMW&gH|+`0bDErlLEcV-T53r6d~ z0A`iH7Rs75#M!kHW{~B2{GcJYPLi*iFS0~A^Iu1~D}{(2Q1KbNX~W%~gUn@l53bv{ zm>oq6NSUd{c1j`sm(QJo1c`+(+#(@VA-JObQ;Ie6nP5hSq=IO7#b%X32Qf#FYE1_R z|8f=UX#J>FNV3Ut13A%`iX#M_3GebfOng*PY_4Gky*K&%3U0N?V!^Oyj9W_efHGJh zm1F=mK@CL4S9ZN(Bkz8Ju9rZ+AZ@BOVn~VNA;UzmXE3;2hph|ZaL+u}!V8mZMehNQ z;BbRMm%_V2u$?t$=%E*1$?(fhsE6Xf#y`R&SkN%h)L_bk5~-`zj)He|LR)IXN4_e^ z=o&v@$R}vXQwQ(Ir82G_Z0afoypWfjhau9Btz?k`%dDxxaqq{FHBVmUPXMKF3DP~2 zc56kpw94B3CAjFD*sQx+?wrqAXsEJMd=RV$Eq-s6O?liu*)u{uL|>ox`|<4KxtY-~ zQQ&R;ab+*%y$ZROZb!{Y^UjZu!HS%SKS^z?;Iy2*@`R?sr62_va3?f*?qjdb>V&8_ z;gF`lvq&?yuu(9F`YQ$FvO^zhR6aeWT-0c-P|_ywAsc}mz2lLrOL8(xwlS0C?rZ%{ z`d%Kt>g!u91JIS%g+^}T)*W`m*?z~^a?7Bk>C!7!S~I5gkNY?Cr^kx1Fy{2179`rY zjnMBAD5kKCGs5yYW^#2{DeHA7(ZUe93>l#j_RCtUqO9Ck>~7Tc`5d9bW}cBV2ITd# z^+MdCIK*lyLdlp7P43?QD#Df1n3c}dy=SUzdU#6w)3ls`@^1TBcGvMfC zqD=?>t3ZhCFSsg|m$?yWuj;L@(kEEns2UgYx@~n6CN^^_PrKH-KK(nVjsjKBBSLze zb9a|?MWu&7RKz=&62m4WMCp0lD!gcn;%-~(2U7ioW?8+2+8Uh`Kt;3PJy^yGrxYWG zvGR%T2GNC$4Am8ac{=U?76fv^S89D)H%&KH{mwxekWkZt%tF7ZlgxaI$ARW$n2Ro~ z2+Y@r7RhD>YeSrl0qGHH*AER?rU(O83Klsi8R3_pwQj=jX z3}w(*3H0EKXXeI}!JNPuq5}cL8gzU%$k+#@QVkkT(LS0YiI1y5-WJ8>Es1aQmuOX* zp@##Kh0p}-OjY#jj4ZLZM|W$5xfKZ4E7_RE1wJ@_Q`T?li_+*Vg@cFNg{4ILuV$o2 zA04m4=IMRdSSTs~h?+|4{?|}<1Ufd{4y%2#SKuYP)6hm$aVQjwH}uijfw#OHz1s@# zgnUfCAcD<_E29OEZ;U&W)IbFZLk=d_EOGff&7~(QA!cKX5&Mio3e$41K5VMNr#h zlrsjHj>u1-j-wegKv*-QP7gjZlPr%{Fe^{-qFyIkf=j#UcetQ7rNqKe>pcxVv?tSKG-2S#aPXz|c6xlKg@`hhWZv zIau2dgZ2`ou~?<1LTURTrG0k6V$jFJ1z~nPFMJA(+I|*+C<&AMk~<0H;Xq;7J<8{O zGeM65AeuTjbi(P~+zx~{?#lZG)G{%YLaqHXnqAk;&Ir@{l$PK7H)-YkB<$!}D2(Jp z>29uP%{SUc>A$pEVZOum-9U^!10GB|YytEX<{ZX2^5HRel0ZqDy%uyelWTLs{^egM z-J81VD7mN49Jf*_#OP2-)$wlt>jt06IX3$WVl!FiRQ2cqL~uWIf+N0ay0{&Htq;>~ z>_y`QEzGunS~)#s4pdBOWpmr5W(btahmDs0bHXlomE7sX?Komom=X;m=2xiYnVi>zsYlC8eXpd$R*~XY=7+!h9EK6v{2?*v zecto~LNonM27%czIYk1txt1z>b3$TN5L-JDb#|ai{79ucuQLQqH}OG`?f9ScZafFY z83J0V#dNqfLcqzEL!w%2l5MDIY1>+PbiaGS)m}i(nf)JVyi2r+F@ZE~`pd}17}r9d z?hHT@>t=e$O)?6SSAs`97B`@+Bek4G>KAS{tK2|D?)Lq5gqGU`O@g(fsJct*LcD+P z;XTNye-7Y1-c;6fj2%*K-a)U#Phj}0Y}UtS7d+Q%%m4(bxM<$HJSJHD3mxHlsy9|5 zFsNG8CBBd3#mlI2n{nIZ*@G?gbobg!NY09ARWir811z)^WMu)Hn9LyH`U-xLz zAYGQGiueR7UKcf!g&KQ{{tYXqL-r~4PoA#b9Hy~+4^}iO5sQ`O;DmNl_;pX5E0Ce3 z`j;pS&Vw?;w|t6*uDxHFxV{^&j>pqeCLmZcTB#WSlmZle#okt!?pzi7JP^|ZWWL&{trPpxJz zVm$}Sc%`o7!r9w0mAx6wR4cP}XRVd{%VjYYf4hl)O?VOatEHBq7`$l*Mf3272SZ*B?E&cA#k{^!^EP8WjI!4&{s$%kZ!{~@Gn9@a6#b%)FBE^F z8T1}X2*y@{7+r&({M#(m%_>^Ub?tZ{GIQAfxy+=+jjkt3VX{05Xd5eHB}v&4;;UL+ zhQCGFm5SL7<_|S>5im%Q%Kg`QqWldDiMSNl&kXkFGk4YOv^x>TpA)4cTPu1uf?D@6 z5IV{$i??V}uTtxRMCKw3qD~oUO5chcj3Xl4E||DpC;+`NVELWd29x*}p`i(&XPpHC5KHDyw_!6|*p%M$siN9!+tIjBUN}nSUfg6S)0^fXsUym za7D!};#@JF{G-jh#I9{f+oUq@o120j`TgBZkjp2RYfLpG3G{WWipKH3Z8y`H7`&}$ zY@)AC0|drI!+@`r+if419~2AfC-bJx&u&kNXD8) zWyUgtc?!{-aoQF3z^aEOoBcm9%DZBh8z{W>Mb^0%4aG>;P8uC#Vny{jzD-e&!}yef zs@DInnqF;s!o?KG02zzb}brL!$Y8EDW62y6Z2R*@XeruRb8S29@81iyjOI?}@ zjF#1zAPx2k-?oQWbbx`cuaU~*%St^9K_pw9wFtto*gP%4)Q^K16oU`8bD8QT-ra5n z)afxM?882D6uDFuxh~zpgE*Kp#?wb*Wn4r|A^IblHl-lsB)wfqSG`rreVF#LG$K}#YI@qY<1XYm zI-WyN!d+BcuH~+_2ky88@SadVfFJ{`LvM zkn@N`a4ons0L@;nc!uPdEkYD4&mw#<=7oF+Y{8~!N_RJ`8(I}r??k*&i zjSKD|4ED#}t&8ZNa(tqU6BujMszEr8YuJo%WmN~n*NnJWE&BgcVWe;8N-MT^N z7N8yD{dZ*}fAEF}?72(M4!w}uwz%=6@8oYjp|i(fAkkkmW)~lDQWb!l_Q8TglGOU0 ze6@czTL-(a-0;%CxjKrHdVe>Fkfz&4;6gjipOH4`q>tIm_UbaA@OAijGB6pr$>olb zoDUX1LPSC1clHIqI@3PCuu(-n(=cm!jz?d%&WOi8cAQ0=Q3U=cyGQbxGBwDrw;;Bw z30Uv5Q?V_uojpcGPoSJLVB}x5uomxVF-iKbH#?fQYbR37a{AJV;`bKen;Cek&95+d zLq`X*52r=ObYTRflL629*s#9IS0d&rSO|1fg%buv&uZ_0UVaf8yWSWLWI;;8VQ=3= zliXpe7~W|DmZJIn{$`=kJK0kmTNvA zJ|nM4Y^&LbCz6QRkHcB3gud!P>e_kP=rfH51m>l72$srRTe13nWqOfj(`On#QISwokjGjtVt z7Wn>|y~gumL4_Bb@bl-Kd$iv7wqiSwwU;VUX@Joj{teS_hbjo*`S43saj`l48`3A`Ns$Y?Z5Hn^;v8#2}I; zmO}kv`D^>q;wQCNI~G3-jJUf-TZ-#K-rysbX!5;jybyJ}_k_0h*<5m5k;&$pA%7<* z5)bW&=1pIx**RmW(U=|hOR5Qq;^b#Aoqp=$z@n$)_N@bmP+>bM{5-d-Zr!Lp`DjG< zOuOce7=Irhtnr>+GQjzD1!!!2}Ix6(=>jq5fU9oA+AYSNrA3&SB^? z5l-P5bwU5gI~vK(y%Le&2N<0E(n~>D{<5q{k&v_7WCC@b(x{+g{`kh`tz>beG~dEv zcNnJ`y0@0?zK0BU88<;>pif);xWA>?+C57tC-;8YWQ!@i%=GC}_oRN4<%D;J z!gH^}WUhOnL=_P+Ie>N0wEgu_0#tZShX535uU8VD8eCT`F@%kGICaPGvvEQ-ShZ5~L4I3l8nj9q=TaWtkGTfgE~P z2CeU8&u#a{>h#hs^NPE(gz*R%qu2RhzwH`XpTw`h4Cd`##`B(!$WphB+mLP|b6jOi zk5zrf+4)FWrLC9C@WPTa63_xSK65(p1fkXlE9EiRr#{bS%K~KTpm*T&@`Tdtb8$Tb) zTfem6501VsF2KQ%7;OL6#6CXIw%GNf@@CnRQ;a_=YQ>m21KcJK|P?POTCycQxCLvnCdLO(;mm2$tYlA>|t`P8B8HW$Gu36!0MZLH`6;iO|zSxm4XB3W}XKa;UhT^AMfL#mFExt6i}|${GzHzU^hfW zTLlZf$jvRcwQDVx4|oLFN~~+-LdwLZ*Ub7F6~Z)P&tnJuMw760eGel@hJc-%(^|h^ zV55~oUE#=|%3T#Z+O|1_hT)zA5TNC2m`Bm5=@OFFdizDSN?dO(DoN8dVr{*0*8Ks4 zN|MRzAASw&?38{|-Dj{5tkA?;THa$7jP3Hzkei$d39RUj>74ZRyZ=P24_HEHBn)Xy zLP=7HD~qeaPh@v{#?3^dI`LNBi4>u|C7@(-=`KL1!i&+32wN^LK_Ldylq{FqvU$t{ zU||M8_rHQ`eWFeXcaP_wzK~i)GcS$~7)j3phU|)80v(H9EC?Sj;LsWncYA4%yYRne z+xBBW5EHGt?qA-ct8HC<`2zw=@-5_3$T{%>xlm-E;ii9CXjEY96H3%y!0f*UV2`89oQ7jDe+9u9v1AYp*eCiqQyLIm_1ud z2R%9#z$`?jude7f_S!Anz0q?5@pYNV&4vAq>n*$LK}($?aMLH?XiknrFC(;}qaDa# zTY)-Ai^Yt8wqYEle8>n_jK<& zWfKpv@)_6pgrqNGwF3GJS5d%uFA7oF^q0XVtDO&u+u@ZcFeVXh0x<`I`VieQeT=g1 zpn29DBWlx&*v`$du<)lq`C5sH%v+p~X%(l1{=`);7GLB6RU_ojVb;IN?n)*&86;f(m(ND8(*- zY8_G7jP5HsBHe;3%lCFzRrf0)b z^6`L^G`i8@+Hu7?h9R_e-_MpJsA=`OJtk)53dsP%^98oGbGQyuTGPNTcI03t^FLb^ zWH$r=D4vOR@I*~q&9<|0$ieX@DCr#3G0*^RV`_xMfl##O&-{s;_G-CpW$t!`I#9A@ zPk9LBxKx((GRY-MewzI%v*I-Iw>j6-Z^zo`{2LiQ2)V(@W|&;2cvm37vNA(Lv2H@g z^w9)NTbN)O&-wY5HK)d{%o4~<%&NhWeRo31;HwV~tTO&yc0usCO|I z;|B3$_BZHqP_hGx%O$q2@pGi8M3kujUGNabBl>Y1F-n;v=Klrf0g_}eU28&jw29S9 zY|rd@PJG-EGjb)0PdmXk0O`$eN%aGU?0q}qnp)xR+iMAV7`i{Z+hv@5mJqwCkJPDj z6v;1Yje=|NW97lJ{*~;TK}x^!Xj=P{LAcRuI@%`7SD56L>`4CIa2AY*Gk0Beaq$n~NuJb|ukUuB=Hbd1T zUo9CngGBd;iJ%`rj{uq3+K8Jh8uYe-vMGk-SYiPgGEZISRBy(WUn9q5jiK^ z(#yYIzPULy=1%Z-@xE%&&gad>F1x#sa*+ELen_-YYH+L~f<)lB^pU1^{^{C$-Zk++ zCy4y8I5_H{9LDK6IH#o>LW!98cL-2XB8a|C7*|u6J#jIwQ9t^5cNYAf`{#1o8q63@ z%@=$-P8V_vLA~r|kX?wS_;t;-m4GqNtiDEaj0>`30E;9tBh1m>D{3$`T)!c0)cjoI zD-uGu-jL)xH;O6UvmO+Q-No=Hm(p?mW@;{JiQb@z>G5Cj#%{XR4J%1VORE8P{ozbI z0H7s}9O+B()+JqTV^hfb5x|t;r(x?2s+~c*3H2?4Du~#wF_h1H|4w)`A77}zs>J#& z?oSrvLH3;AZ$9wykDH%Sgu})X>V)xND(VTTXS#P z{0#2vz4Zvg$P14xx0IuxQq%*1(F9CojnVzV$ZDjm`i;c<+J5X9AzJoM+>~FkDX9|NGNajQ zg+U^E!mngrVp_sUmSExg-r`=a4a$qh2;J;!+Qm4sn95!t5^UEi#M5t|=cJ>J>x-Jvl4nFrfup{mn1$Flb=0 z&=ALn0Vc7}!mK6KA|p5P;z4TosxIcd zX5SsaD?e`K3>zv*iN!i@<)aCod%I)sxHi;WPor~KBhHMCLTG|Sf^h}pFvcrAZ^EL2 z9XV_jF<9kBNT4zjoD7^aQDG0Jgb?nyAo(ViE`SeBB3U3`$g0t?>9YBnz zZjnD5!7{nFxbtNTu3iE5>JLWqb#VbA4}J}J;}^vQL$(k*un+o2#uzJi1H*<^?fT>m)DHpF$A2LAJ+&eyT-`V6e|FqQ>Ok7OO!Gry@tg zyYj#2DY*yND@;&_t`&wUh|Gdm_c-p$s&pW`r!g~m_0K2Dlb2Cry|p_Y7nNgo-&hFa z*-fZ4-`@UzwY-MkSCbLtt{2veF#m5uAOJGjs}i6?18ey`qgt_a+xHzK$rQ`Gu5nGIpLwlXX|#Z9{JA9zd_!{erY{OMgF3Hk*Bdm{}_L#RsLS|VNRIYNCFITgEPi~K1_gADFJ3YobF;F43;=wxk!u6@VwJQ@P$)-aq z4UpsFr0aLeJy*1yrK`!U5@mw7EyoOa+V(kD$0RGJUdAh;WvpaM#%x`D)Zj)ZHy$PP z!>f#(-eST4V=Z@WmFMR^u@|rqxN{WmY>)xR${6n@BxLi72T72pu5D2#A(=3vAm2ICWc{($FpAl#7L~*B(cg_ z#^d_MYl2J~*WO!(Sd%4)pE3GGv}~S753b+1=JxSLMm;d1|YSp6ov<$_a9l8AUjal>n_4p=Zh?#37^ek@O(YR-%) z^NUi$&5-D+dF7sz>{dugC{Jt9LWB49T$-ypn=?ewvTRj?l zMUfeDU3S$}X{{p9^HWu!XYkiU6WM{eW8o$pqxwkeOFnu2KjuP(Nx51W5uHvr7V!u{ zoPCIBE)f7jm(ZNof2OhAo{x*UV1hv^gGRKX(S%Ej87CDHN?CEA!Q$<`*<;mc!cr2- z)=MQ_{W{Eb(WWI_*3G=79000TaW^J$LUg6e2kD!iBcZB8h337ml1M4d>_83 zV3FR`S9k`5vkWAp{hy^&l~_Vdofk%)lY?|VFg_W=>N!BB{jTQSkp(0^|4w)oHZ2r1 zeWDJEnI7c_v_9W}M^tKND1=I>w> z2AhbHDN3a7Q5$U%M5Ha#Yd1J;OgXDvL;wjK$S2@vnNw?I&bv}b=8TfI#4v`!!cYG? z-aJGFMrObmMCRSlx#QVIQBjX*=Lt%{4x&31VGlis&G<#u+-7<^JV%l}d;^E#Xnv$z z`p0aft4aV0kF^^mX*Fl3SV+utq6u-bz^kH1TNGdOX6gzDMb>NkJX{9X2bGo^A?>GrC3XB zNh~1S^EhyKt`B6l_#8Y7Y7<}iHM&_?ymf{?kfjZ6D@SUum>{WM9L}ST@1bM0lrga8 z^h`u_5PZN~RfNqVRC$c#SpAgCkGfqeoS=f+RflwbKFAnuLvoLastkelVD!f-@Lib@ zL0SnBrt`e9Qvxl2Y8T4Ke8yWw@BVnsi+&{e&^cdDZHaOePB z$fpuKnB6oMuVX*(Q763zBAiZhp$baRo(wADl^BO&_(^ zD2%1})M}OH`03$+mJZx;gf=&K!yYKNTI!_uQg|n0NVs!yOFe9OY{y(gY_n%MM_J59 z1vopYX^kl4un2E~$tLYts)2W7vT)~*U^Zvo-P}gTU zuqgC>toN`@3CL{-7nKSS&@4F~gNh^UBQYo5!z+=kH-RtStmY%Jun^)!BRkdhHLdRz z+Qv69ifAg476tP;m43tGsn{4PhVLG|BRe^80Ar)O`BO=}%htgdLe>xURvP-?Wx=zR z?_>ld-wdHd>qCB-`+CnLeiWc_c+QVHz|)Ar2LOOoQ?|_3s3^_v(EE8S?mV$B;s7 z;`T_XtPA2bKGP-9m(&D!()3-IEV!kp~V$hgd@@)q7|mrw+Jnd40~HlL|*C^ zGn{^$u5G3qe8gYx!REAXdP=`0NAb>AfXxxFy!m_D(Fp~4ToZDG(#WKa6$vNjnI&kQw&DY?w$Q8H}7)lsXKP-{EU?8&8z`H40SdMTkB@$ z8?{Tt@AB-H6)~eI_dZj$iCeRG8nEbf+%S5!V2%{_H$MCV5xjiu2=$z*mS3XlJWf@+ zF~jeXt`b~)3M zU8SOOLzxy3Bi>LL-wm}CqZylo&%jKj`g|ELX}||uC02$5Fs(LZ;zbxv>}|p4Qe@pk zJTU=icB#|wU*qNHq5X8^AO{ENbla}3z3=Q!9-k+Fw%mY4T+z&3)sz+$AB}Wmy~WG( zj&m*u=Su<;IaN6&P_%@8_T@|aCd z(5-mqxqVz34PIFZZ5_^o%$}g{8Is+vE!CL1F54|(`&Z++8PTRagkqQACr%x7$r{N3&POBtC#q8y8xhtUb5@15c-JjKSMBqNr zUyW(u%1^!&sSt|bY(i)mfV#I!S8-Q0j{7dEcCLwTY=;x3VczI8A^1ru4^8Hw<}iEW zn#Kbq!``QxWAg#=?f6mk_`NGiz%^=qAzrr3!>n*65T%rNi{hBqAHy53-8f4n5%ii| zUhXabZqSwX%5G6yNvG*sg5U7CKk_|Z?WaDML!<-k?RU%pAJ^lfX@ksa z`-CA*sDjMlrTJsFiv}o|7Kq#B=Rjv*$10=FTd!Q|9EnLf>e9(dDE5(N{*D}~`2a}? z_WDxC<;%o86AOaDlo#@``hpz(wn8AKshZ}rQvM(yVymZMn@Ltzplt`7tA8GHk<(T~ zzb7L+K*sfrSd-F!#0xvHSSm8 zpac+);5{IvWS6bIO#}eZYOuoUis}t z95xI!UJjn;f(xcg@qW-?W1`4g;q6J?1!uR|2tS>*VVzau*dQBhc4*lF^^C30G*oaO z9I?+$rcMF0tdNn?P!QLU|0x&Ryy0JXjw8E4yqqnr5HE~glBO^m81ciopNXN0ezZeF zRJSiwfUps&WRUCnmzceX$|(`V`LIH0Z|} zaNt2C8}$Did0;}5qlF=4$PO+6pE#x}8$$l_Ku(g%EdwR#P4Yft^+uGIuN@}*See4T zvWYvUUCR;E?x+R98-ZZ0da>3(h~Wh1{lTX(Af1M&DtJDCU}L^^4x?EsM8(tqOmuw= z!0x}YBRKI~vzz)7bUq>?kY20P=nT2hqCTH#Fnj2rx0#rls0+0B799y`1As&UgvERn zG?@?<>PKu^&e&iN6OWg}GdO0VCM>o}@NaX|9{_jO*|MwR5m4p)9qULJwTGC@+}ykM zr}B4-?WgWgWQE?bnG@A|Is5Qf_Ecwino@RY)J23hfjnV!p-9#xJt4&hN|IObwT~0e zA(Am`CssXe-3rDaSk+CdhaubSu-Vq;3M6Z9jR-ROPTgy+x|{k%Gj-hzm%LB6$BR2O zl(cV}O4chzzBY1WSzk2j3f~EsX7yK!##$Uqvcuo`gwP^!UN5i!<8V`4gPw5K~7{?aXKuU6mUFx*&ZZ)KkLWge-xv><#JV?j8{6BJS)tTB~#&5_0kcS%qzCnE2*>ZlqRP zhR*B-LgT9Jpqk`v+?YhOp(zimmm)Z4-P<<@^Ll<;a5`kGiZE;}v?x&JizC9%Q)DLn zB1~HCs6Ol{^R8wJd~s%fVKMowR>`>a2s&w%uU;fAp)XG7=Rd~5##;}Ww5g~qTx4eB zX4V4pQDF-J5(*Pq;t}33(v|+HU14m{()^sB&`>8V+^I$dve$n2yuRACm{6YwZqTfJ z^FhrtLq*cw=|~Pq_2{L(wgJrvgvS$}r1E6N+GFPpsm%e9hRMPgO&7JVmbd8-ntfNE zW#f)ptesrP)+>b{L6h7)h3EERH}l+=4}@%!r6NQzNM``+Wr|bu*UMd!cHvOk{HN#P zyW3SYNvpAW(d}Lf=@#s#esZ{tYCiXUlAaZ7wt&f6Ite0zdBU1m@kmH6azoN=1ooym zs5KZDTX3>G%so_QaWb@adENWsOumM;@d-O5X#L8&A))|cl}^Rn`bXs!XV3J57PO;) zS7H*a9<+5b+S?u6EDXbQ2I8oQyE%tKFUCXl#Ky@hi@dS~X`^ow49oUZspBd-5urEf z2>%VN9LH-8E7^1sUcpZGB#%$;rK2oDHut7MaCX!shbS;m;3zt+kcGJ2oDW=CSu!9q zLaWJt`c%P!fN~flh=?8LS9nX*kSfaw9T$r7JXaxz4!LpiuMMsdCrdoH_y@l|!BAil zan-+xRd>E#`6BBI%R)%$ON0KIm(TYT;H_WX8W)?``yYSjPE!f-Jmznr$}j$P#-PnReHYeeLor zDA+WUfDSe3Xvb&Z88Vbl^ensab1c6cfE7OQ4d_LKk!W_}oWlqR@$x;)rT?h+@a(HH zpB56&sKo9pMl3dVme_;Wsb=)>u4M!v)-zc=fw$7TfgbX?C!>od|HM6}yRscykj&lz z$Mj58CBqXfqqed5C3l4gP}EmqDA`U)SB2!M?UWoV5?+tx_H4)LmQF?}KIHtVA))^i z%3@TZ?j(ou_&2Q&v^(YH&O{*{Ni}^60q{f#M$4yo@Qyk5(GHlUJ($8>!^n=;wJZDS zDn8wAYDCVx-QytxxX#G!ta@45d_}8^mR0VuGWE8n%Z6+Ey%!#^m}_^DaJ0Dyv6Y6e z(;lE{QcSi77K3P+OiJv;yh7J`Hnp-kP;}9V_H>jix@jvhtezGcX@$aH{gWPKiihzs z9c7k3n4*<~Gnl9k=jx|u;zcN4jQpcNW=hn_Sotl4R`UVo*ED7UO=R*NCo$kas+u{{ zL=;(HP1h5S6l908o1Vf2k1#}M3}CHWyEt2U85^YKE0))L^o^bM1No&yB?n`z5kaaY z*jw5pxX$xbA+4x(GFGv18%D#ufJ$mhD8p>Z;oTRF7fLtvofG{jy;!GoXEV`_SfU7 zY+jIap%{*w2IK=ABU$FvV14}G=;<)pcifdp(5mp~daFXDijw{&)pL6bL>_t#noKXxz0>@l9{si5 z(qXn+%Nd}2gud}F~z7D)Y=Dt7&%t2OOYbX&y?DH845JV1Z`pSWoH{2NSW4*LRfJH-r$T@C+gbgR*6pA4lG44P=z+z z_C%Z2~m|QV6{w zzvy0I73eYx<>!x}(#sflb1R=LA)uGV*U8sQTc{^$K}C!OVuVC!hq1~1rj4=7yLYto zV2DO$p#Hg&jj6N!PKTq~+vX3n0@FuUt_87zVVagMo>MLyAuQx_b_p{wx<4okN4BF3sG&#?^%a7qW*NetNQM3csS-L>$uw!H8?g!QJOr@#5Dp z+=RorgkM`8!d6{h$NsybjNpH1pp=O7%jnqHF;j@s)B8n2$1_ZSiFG6yiD-bBVmzUYHzg|?+T#B%V`!L=OcV|owI``|O=7%F{_iTf4CW7Hn z+OEAqIC@uxrZ_nqdKk4uG=&^;J9)7v}cu91J=I`#aC|M({b1%m)=`rFVui$ zIws)c+=O9qYy9CidWbWW(vbWAswE{>e?5JKF5%$OBnv}g$AP55K+jag+v$%koy&`z znEGkF%0lY=^7~)8um>7k!5|#kPX{2|a~5PF>oZ$%_zfxH2(P|lXi}Q!V7Hl6<+InJ zhH$PGNJ6I+S5GLE{V9O*Nh7?*npv3hEsM$uY-Y=I)L<%aBd5EYEG||r*9v>o%MB!F zb}$XtRr#sZ?HR4SCT#*-RVyd3I6FrZS?sW?O8j~0B|uyONYy~gV)PI_tSICLST=gy zj~sg5$0u%?*S6Lf{dirN^js67{)4do<6rCc3ZV`bFABkiD~s$gPIE`^b>ju=Nju;y zgh5lCS3dUXCY4&E+)^?h=it9w%EKtf3Gp0|&KF}BJ}g1+k!KB!?uXNJs{h-CE?e1o zQy2)U?_}OqCA4j2B!>9ZA__=h-&4AcBgJRz3JQ=EDJ`H;D7W?snP?T{>+wgX2ulLI zF#x-%9VkwjR7L+kI2ezdG%;yI;-WM9tNB?<)}WtkP^Cu$)cwgWY7Dxo6B#bzL0Bn4 zb1;?dd)~-OOLvve$Sb-o^mPW&w`Xg3def$si-^~>%5Cq43vtfpf<*Cp-voL=|KG#9 z#5^o!gxUFxq-tv&%R}mwZF(t2Y@ARa?NNa9k~$j%s!C^_L%a$7%9bvXqV;c+R_(e? zr>SbXj;!)=!sj?G!3sGJLQ$`v?%6&spE%0jau{OoC18MQvT9@-%(1@OJ9!msDZUEkr- zbu!8jA4uyVq_P}otpW>l$R&s?SE(KrOjT4;;SW4Tr9DOn3Ue=6BPcc863U-1ngBdg zyXAl$(ouvyYTen+1YAB3XHhjP`txhVy`K7$g+%M6*HC+ikbUshp?}E?nPoCTm*_eU z>Wkr>9q6k^TU57&Us+ZJ$`bY1!68IIZ78{CIZk?zTl(8JoLEKpG zo%!Mi3CnQ(gf_z%WC_|!t>;Q_N4P|yLONdi*1&L2iVp6`XC|FRi`1J>I;zBh4yBRB z>k0XsnFC_*sCuHME8ZnKz}jsRbm1CZ>GU~cjagtFLZw`b=z38#kwfB$kTk|YhHZOe zRbr(qv%ByQ;i?vku$^s$rllnOSblUt&mRd3-+aR|`0{lkUjZN=W;fqjUaiNkB2fn@ zhVstBrfZ z379IPsKe0+V*xFgn-7|~Ypb^iJ8(51GQIVq@e`SK=i04%3fGFlRcr67kYX)2hRMMK zMCo|C;)ax0bnXDto4%BGcApCjB0O>0Y78rDua}d+#AQS}Tb<|_c4#X%py%&u#evJd zQBPw=O~x4+8p{3AV6JWmGf{zfUBpp5My8YIXYySCXuy6`91jgSuQqCCJM=1z9%Jy%pCRtx+|J*DMI!a&%pMHssfVO1H4tws9-(-4h~8EUIpR*@rb=6)#gA2ySX4JSTQi_%>uJy ztu8%9=T1k3m|4a;kCg3P0T-&3jPq?A>~z9| zwKRue(<=%I^o1geRvY`Q!BgnNrR4aRlp?+Lk#DxhtFAZ?3E%x>A_~vJ_CtVU^^VXL z=A_knUYQe@DF!}7z%R42Zm$6H=R1b{TVTqz7X0DpGb_K!$ky85#9<*u+(#20f@>>^ ztQ;}IBH;BwFUD`psSmp0L|(NQv@s+gnCMtwRQ^BO)?7oGs?mN?3~lG&|1B#Mw1#U7 zzg_nMD{7%l`#IV%N=V_;$v%4hM7x)hG~4{&V;R!bB_u7~fV$Pzib7(JWt|K#|6BZG zIk*>weHx9j==7gj37K;d3r!hWq$B9CFK+=i=`o^65=SwPe0`p_gV2PUpCqr+_pkk= z0iP6L>jQ#k@7U=s7q`$1s5jedn0iY$E&MZ_<)KDQKq`j(z}G$y@V5@+w#beNSgj+s zoN;pRmWepjuWcQd7tkZWbd;R8<&H^I=Cax30-WA3IA$9fq>bidjm-oB=uwGUkgt)_ z@^aVt1D9@bJDK^@@DJd>WO{{AM0wrXkw#7Z2`4*-Lmi~}W8jxyQsIy>5XbHrQ(;*n z9c7y`TYl<0j+y>^UZqBHew+oTS=8pl6EC&!4r3U3UFJ~&>XlRW2)vCQ#w?}!dtN_f0M0`JNBH(s`u zpS-_R5XLsAjI{}m9nh45Mg}V*2#5D#;O6)JIIewr=v=(TlTQ~}0iV5;-Y^jkN* zZ9&+$<80k=Axiyv$+(M=@#O4a!L%cMhfv7tx2BNiy7d-#-zHH|F-uS76EnCL)jw?m zf*pb<$$se&%`46ty@N3BhK;hDvQ@a8RCb?4r-nyR6{6(9aBW=Gte#L;cT&nYE%Uet zubV8QQ)!Dee|vTuV=AtN3 zU%)ye>vwe#f_q+qRd^Ek<%$q^Bu0HX`O_1UOFYZazIQ3mHB|CyI>To$VX3x^qb78* zQw*Z7HfDsD++3zZ5w-W+nm?0_zaWY(>|QSSf|qVsPA>9Cx_TQf&C)s~<1Tb>gWj{d z#RDC9$h&U_D<(MtG5R6(>DQz5gxM-83^vKE5nk;CtQ~o(TupJi?X1gEwqY|8vejye zBywRTp!?GH>fDTc2(|o5fpM4|)E2ys_-!-}<$YGVe^kHrWVSj%FOwS0(?>3QSyvZ2 zReY*)b=1Ho#0SsO6&_Cw+4wzln9Dw}G7-2Si#S+kIpLi7XtP_sgZU8Tn^)>)rF zS`^M)GPvz>{cLys7pO@v$ClDa_K3OLJd`=ThEbB{wAwL{P%cN3teQQy%+4C^gFZMhwfxBAM6q*CT$q3hMKi5J`c?N=d{y{ zlI?asIAKRC+r%yteVqp%GU1X)_Sn8(^L1XkKL?T9xn)X#MaPcnAMj3#cU$}X2Q2^@ zG_@S5YB?n{@@Q{+Ix)L4t&g#Al(Y26;6GTfD9~8&B95)k4FTh@d#kwh?D_G3Y{7wu zdBdznL!1$Lzm#2dPWY40nM!4aVSmjwb;Uj*SI_+ZyJo5_*~&7N zq1}(kkgtLmFUF*tx{7gzuieZk#u9=CdFE&r1N;q|&P(Q?A~KLYhk8aAwN-(5@znW! zs6SF|S+o&WNxZX!&rdt(Pb8;1M%C%~`76yloR)=D3Ly`7*9)edIjTlp6eTC34wkU# z73R1c>uK$fuFBL;F}@|S^5k04^dmYVG1i%=HO3s5(fWdvAT0%dJrs64GnPWDJIS+q zn34LHu^#OIk=!69!50CN)~yNf)tD&NX3kxtSlt^<(Dxf?3B6!Nz3lPdiMr?_U*<81 zKNle&%G#=gl}Ern<64_dtL}aA^{pOO%Iir!J;4a};xyBOk5m^loP&x8`J|F*b44l! zx0C6ZrR{8w`^v^10yo|!Sa+b3qa?e1=wh3e0T{xwK*IuGK}vHtWunsk6Tyt}w4g~^#C|~> z;Hu+V0E{8Ug6xNay!Ygd7WnW*m=7{~PENPl7mHWh=3bNaM&X4rjY2td1l+$Df0f0Q zYQ!~Pd}3gcatN$;s;?Oe5?C{ku(goY(S70m6aN337v%6aal);?r&*6Og%0fs**eu% zGHB^uC&(U$NqK+VqIbtZ9a2mEK$dotqhBhRn19R?x%<`zx=o0IU&jSIVbGoE!KX4j z$9VV-eI)AzXyMw)ON?T&D2%m^JaQ$><_Zz#^>Y;s^o=LkaRB`M$ZKW`89-ZUdrZWL zMpwK2!S!*d<;MCHcw~$rK{x?OP2QjlppR&mmBBxR;A8>;valcH6}yDiYc@e z&AT=5pk6k^w0!j}@Z$Cbc4^hIA~EIkW&5huR~oPJlcvW^9tn?*MYoKnc9tzEs}S12_CzHd?E!7pWN14fBDj`rgY|EZaV25_;dpF6_U_^`P%6P}gsqBUaiQ*N&OIRuc zOzcYzPylsrBez~UARvM)G!_d7GpILB`F?pd1BX}pH<72s65D_*tBt|U!aWRxuoJ(> zHtK+g{Q?jrZiqZs2SN|dv>4k+YmPW>Ef}{e{K5l(9JU9=+0v!^M05{<_yVp=<9{LI zV4mW_)o3MUL;jeCxA2I{pxEn)oI-sFfRYWZz=+4YXw7FrzwKm6n4Hdtj5l+Z5L@Ma zAVWbX6L~8~sE}4%<1aJjk+rj-jD^MjhhC1A`+51Al+^n?;9YL-DXwj`{8r6lHt|%k zGWAz@kI<4p69QJu!A=Yo_F{_!mP@fceh3jO z3t}p&itIdowe5AhqzX-FZDYd_M0ehouM$E+yeLg`k}yv*eB9 zjVtqIm!U0{voWgEqZ)1okiuDOMzh34PkWA4KBa$_B7`}hcxU827F1}Q z*6tt;mA%PB2N=Cm#-T-dGQv!^3+Ac`e*1WPr~~}7R@S#-LA}Bwg%c)L_FbO14^QAJ= zGFnRUi_!%RwinS~>o|iFjFO1;$r;Uar&+E{x))ij5)@Vnl3?_D7lerMbcSj5aP}_S zycuM@4L$o~5|iC<;D^WNA?CS>#ykE~M=Xus_-YyhM3~;MPt7W>3HwmQkVl)Dt>@yx zx+3t0rFPXsWuw4q4uA`R07PNf4yZ!79RbRrxeMFIq|FK}Aqmg$3kW0;uYNIv*ff?k z9$M;ukZ>2)rVEqwFbF+s&%I{sWEF8E4G}BtazJs~O4mR#iCwZ5U4HrJ6tf}8NaivK zXP~6<)E$W1w>pJ3(;7M#@yK4y*r+)k<=k)M)HQ1BRqF39UZ%wFP7wuQ>J6J#;_)Zl z8K2AA#E7AR%>;q<1`ehK$rnGR30n>Dt<5hcA}`7>xSL+S8oK%x24w}Iybh~ri`*t; zq1&tOdt6L}CJ27Au2lNHdgnQ(2N$)9dSUtuo7302YBypXi0L;=n#vVHigdynkb>^FCoX2&2I1iy=oDi2&DpF{ zo05Kp&^GV46r(?}#tanC&jLFXX@I?DqJRN)vODZuxH35Orp)Ts3ZC1vF+>x6?xy8W z`0)IBr1RjU#!3Hfl|k_3YP+F}HX-MPIu~*^BoNEvo%KVLf6%a}G3!5wZ)E-2%HEv@ zbim{yEe~EMK-W`>)jYRoc=CWp18}Mi5hNWlUt9D70HmEmqjoB&E?3QAoX9tHh0S2V zIH7_??aedhiwP#@b+Bow$aYq$q=@ZZj%s}Vc1~>XqGfW&6IICoiEFR>yE%p59Hpwb zEhiVR*8sN2tc|K<7gz_Y@^SYM>&08x4t;Z`9fgo&5V2{SrtBI^CX94wfepf7(v4+^ zTF;UW!S`7Vu0o8OGS!&qr8d+lERomlN-)1X3}`8|)hK243QruO(E)<&?!iTm(tCD< z;w7b3Iw%>!x@^13bw&F;&iahbk>>u1$qH*;(Ai;ni|EcYwPtG#pVc?HTfsWpjuA7v z5z@}4gtpeo+q=Ibghlj3cN0Pd>5#mz9JE56g|Q|BBIaYK|Gyfh&&Ys$5Hk2`jV2$T z+Zq9W2~irrDu>ti^8ZXb-MX@n03zaCI$2nJK^7ul{>>dKUMa$2?TWjtmc{`PN>N{y7}RMyFv`ltk(_0oUBRbU{Nq{JyA^*OftdB6Okg5^7M8Jw_Otkt}?f6FiJ)j-QcQo z!@|IF8n&kg4O55G*H>60LVt&Els>b}benF^hgl3m4G!SIeP>eCtqZ-TrFf#)wgm;) z4ExUk=OnYZjegSK!6gN~FW9!0=L~6Ie}(=W>|Q@q<^3$OErzj^3GKzbAkz85^>pD( z`N@Z26oZ~q=;h)8k{h0Zz?#!R#C^+hfeI`xijxZNO#lnxf^3A?E>Olsk-{IerQ5eM z{S)JU9H{2pRpg|FK3<3qH8&D?M}R5jE^$HLDFBI;uA??OdNp-Mgh15168{A;8+Qr> z8O(#Z4SAU_(r3>zuNu|c?;c$Tnk*aq+6LKigO*EoeZnAvSRr zk{?l*H(~9XS%VDi2vvHG0rn(QgEt!7uzmQUg_I%beMys=y}ej+Xw`ild-X6wU%|gP zTfFrfB(JFqH{({j7k7JM5G>Q+20gh;gs*Ga{TNVe6$zW6lODMZw|^8S=Y*>4rv&$X z21Po=AeDw8$eK-n0wq9~ZQm>$tGRU$;1Yk~QZAwRKOsuJJGvl21WTO^J>uv~5Czd! zGwt61aF>!B;ll@fmp3C=@WfRLW{32@B&?=i)uQ9WTqn;ks=P#B+Fw{P(4{~g%&S2`1`m-W;;YBZU-c4yxyI^F!qz33 zYhDxIH<_12QN4d=t0qExJiBYwuUaj?W*_kaKcv>wLj{6|Mc-2~DN~eMBfi}g2JdSWw33PaK#7q z%rv`H;=tNGJQd4x(Eazw#G6;PjmCs|E$4f^92W^;zS)~!dxNlhq84fCN`Dt748A_% zkuY>}bPurUI0LZv%tGm%PbiOC0}R!by^l)il$jDIDQpE)&a9|H*~2rUCQgww+374! z)Nbq^x6FM~P0@L&vkUvseUnljR94EEJ6~u6~m;Z)>iZw+WFB;)iKo$n?c<|e0&&5iY2M9 zHx!7Us0T0_L+0_P#me*UfvVNQeB~+RSKG)`{pmxTj16#zE`VCFY#9&D{4N?g4DJhL z8+Sb^At(N4BRT`gR<{>vuh~SC;h&+GG1Yg@=g2gn+P6QSs9N3*P?V0n1j^2eq8FBr z^$4`T6un>5DG|hhIAw{gn*hK!-c%N7A6ygw5C`Q43)y*C_B2NlU j1NXjo2@j{zNtPlm6D1RzGxMvW)#}v9A6YzVkKh0Rrk{`f literal 0 HcmV?d00001 diff --git a/translated_images/km/photo-cat.8c8e8fb760ffe457.webp b/translated_images/km/photo-cat.8c8e8fb760ffe457.webp new file mode 100644 index 0000000000000000000000000000000000000000..2998a3495c19b9aa77a0235a475e2f80392a6b02 GIT binary patch literal 34276 zcmV(lK=i*-Nk&H8g#Z9oMM6+kP&gpag#ZAM_5qy%Dv$v%0zNSqi9@0xp%UpWj35I9 zvbNYVQuC)Cz#AinPn_ru^jam?98>Y9z#Fa_;Ijgs50%i(NIG_7e}v|r*6xG-_xO)E zJ=At5n3qfbp!~`BoBLhwm-#39KVsk4zuA8`FNU6a|93xdz0P_J|LFDYdQ5q;|JeQ7 z_>KL>{oeMY({1;6o==PamH$J+U&#KE{TKJI^1t{0#`}cm&$B&6{%QEr`TycQlmA=$ zL*)p|4XK;+E4Z=V_%lYMV@2Q43Tp@>{R6& z>68uJ6}9#+At*UfI}Me;?-O8JXnjDg@tfeaS&+>IRQhv4sS)oDXyC_B&~$u#4$Cj` zQ=b8KT(onDCMw`XKa6rPG_v+{s}1EO0lngjTVRgm?yMIZBr~-WL(y%_+$LgU_oqi& zQj&cUBM#NOF@$hQ2#*Ntsga zVs%N5XZHyXv=>nNfRj(jk1mQepdi2QMH$j#k0r zIY-HYzwJzjo`4>>`qPvk87(V6Y&I&cmX>A(ChjSi}%Zj^#&+6IX4mZTa7^Nf8@RAF(@PGS1TmhhSrGG z-4^lw<0UCB`J1iXDN{)J+gYu0J0A4xu;e8%>E|}~gc$eG@BeHuVAuW^Xt*KXR(Taa zA5JCRZH@6diQz_Ky1QANqW=cFgLF;pgvuLlGrF6Xm>^L3lJuHpEXwQr$<^E0&$D-t zAg9y&I~ILU=MJ7#WBfw72e4b&{K0@d=&Us#p*gPqwN&Y{lYivC9w~$&4KoNXrgS5) zxS;sgC!knJ#|bvWwQ^e?#29q-v0~`3BN`V&_beoAqA|1h8GuJ_A-b>i9qKPE6aVr3 z&ZZ|0j6U1`v8e@T)EgaJskPddjL3bAisKK~Tf?*6>7fV~fPp(^MZ^H`I!dhm#8t$j z`6)+g`nEdzzxHA_*v`63VXCv&_9uQSps03e%VK@rwoxeT&~k9@a~acGhtj12$qA^%9v{Q-jOVPUD*f{Uo2a&;#4g7%1+;!IaSA2D1I)& z5X;&Wn;phgk0<}4RnMQV9SEb$SKWIW!>aaI)G-8;O+a?D)K1zm2aP~wSokpg<%o*s zZK0d(B_?pFt#k3yf&%FP+}zJ<*knr6hy4u$o}OIzUPbVmyo9YQ&TQd~Bast|Grs$t zKwC?9o%hMJYwv7!e>#KTO1;}6(_pXzf9N3gP}Nw@W(t8@RI<{L;*X@2y^#FQ|RuGsjk?3T}S<^uQ76Df(^AavNyCB6purC?JgEKoc=onHYX_ zk$r35ROkV0HQc}Tzts`bwM7Tb);Bxz&@6h$*|vdE@SFO@9*^^ARbzmAYHhA`f~YFn8IGV{7vy@p8QuLT_>!1YL{Qb_w%)q4eT+MRel10z=$;eOH99wkEsYgb9Ch+Nzw)&m#BNZ(EdnJ2tC!^4y3@C=+m~9v7?$;=K7k zQ;zK9Ky}2Dtcj!U_paXBozSICKp(kCfDEz!$5y!V(EGRDuqj*8OJxNr1d*|-JDP5| zBmgZaaGss2<%<46RdppknGRIRRFQOSh)>L+-ZFx2e=q`hKf`tA$30!&5n*4;hR!@c zjpvt1kBSjpFZvMek;PKyJA=~Jldaqy^Q_uYmdeUKUk8KlZ9`AwL!}N4G$$r)B0gJg zAw&em>K4uijk|aA_dOWFR0~CKk)y^A#4?i-v(MbaV`09d8@N>Z3IRX?UG7UcX05&l z$x5xrc7>9a2O^Qi$rgwj9Sy1s#_j;ZzO~)f<|jtb#VAZ+%dM7>)q;1r0>2k;p9>MF z!kifz-)dGXTMikzppQ6Z5T3RQin05%&4_1^>w!Gq$mk0a4VtW?bwO_za={=5zGTTK z$dm+)uI-W>^=;}hHM}D1$Qg!&N7LujPoo`${bxo}CZPzgn1Dy?#p54-B9w!n!(r?> zPWc`Yh$=Dk6A0{mRDf&-sLitu@Q(f&yv4FRBp6`aLaihd2S6lerc-oN!&cHAH(_CF zz5ObJd6wr%kDHg(lGa`+7Babz!)HMEk*oM^WxIjBAY?rPQav}h=yBaTXtK7a5AV1N zEyLJ87-#&XEoMJ}(ydehj~W6kmpa9t@N`JwA7!)m@^9~X6Df0C!%rB8>}raQwxnp6 zBez->ELp@icyz8MCqlVFi~CUWm*1tL*fsJO`mz)w{T-vqL`N97pOfN&du#q!D$QpK zLJikCzA@j2O9KU$Am&|2*cz{4mpg0UEJ{Y^s0GX_D*KT|d#}Jqu zVl|pJuaNYv%s$`L6+>%mVGt;4=BNaF%Q>a_-9s{#rsdCq)EcOUUkW}Xd?$uf^cckd zg87(2<((s;!Cl@tmvTRdO!*QW!jQan0{^@vOZCTsT-k@feIK8+{QUDRX(M7Xt-du} zBig#pXtjhMM?suL=RHV27xG|t_|2d+6l4XJeIiu<3S8$@c1haA@abhvO3r2`;1_F$Mu!k$)zs}G|C5B?ffl2i~htyN2V>D&bC?wZl3_FSN97w z1f)9Y==}ou_FV(4`xtA?5>zca1FeirVzs(#z=Pg(p(Ss4;>g&ATE;sM}kS3lPUJB zPtttG0fY5V3>ksT2NVB7!uuF#JXyfH0a9@oOeCt4Yf^MkKSYCn?u{GEPyvVl6;~e96mO=BXKWv|$Oh zC?gH048)hvBs&8L7fI`E2P$j2K7d_qJ3+stb z#coF44a76?fk#ru9Jl_^=nK}NGg}Q}o6f~;WetDwnmzCU3WQ`7+U|tCM6ohJGm4Fw zd5-hKF8K==Y|9C3Rzc!&_Nv<-VWJuVSp62_)NmD6+`iAWXubBfST_3VC$|xt=YJxo zOzI8>Y^>V**G&y1C`BY)!$S>aK5X9z$Ckfm_}G+LIF zoa7u-&Q+yTlB}U-Z`Y|Q?kgmWrpj#5^J5(R*fGJz;8Tu+gK?+Q=dOJxr0==B=4vCD ziM8mbqM( zB74YpQ)T?$&GctNLbqFCqk`NH@=u$qTkkY^L>KLpMOqiduluoh;()$xye+S@HZA@iEh%sL%6(sBN{*4~i2(JY<~nSSRBVIk zPDaMjR&eP(REuEorUY2(&5~gt`U%Mq7%W_!>*}}#y&q$H2(^F{RY-1LttC1?`f^mT z?_t~N>M$qOxV{&|$g&`iGV0O_&+LmCtei)#ia)yfbZ^&vZl|$MK6W<~rj~UctkH`A zd^6|#K2g3^A32L8+9JM|hQH9lI#VhTHc-sXp?hQLV6KXtyb)=$yG=LS!A_>&18)X) zjHM^tI^^j?F`^u8ob5MfXNe@}-HLrafqRZMSOY2!H}MmSG&B`%@y}ARygM{5!WCQ! z#ivgSh-FU`+(;mdb|eA&5edj}74%xr)XrmGaoRDlkrpSqGtF#|t5~Jk* zbJ5VWFuBf=Xx}C01Pu6vg4#Ps!P9ZoS{aahW z0RHrC=vV&u{?sh*{_uOx^hDhM{2;$y{~)t^k&XY{NX5Rcn6q zUm3dsq>lN$=p4}TT+yGEAt6dt+Ba#H(2rF??h6g1{AS?0R!*6*EQe4_76ZQ$BjKf^ zVP3y@5mbAgeZbp@!IO zFz+h&h3HWpCS1R@*w>dW#!7!HeUb}LHN=jvdi1!% zwB-GYD6l~5DEtRzHdvP({|hhsaxF))pvz{A@23>H@J)cYlp?((O+2H$A;O3QBcACS zn(6LC5!?U(cfMEf{Yj04@pVKzei0Y}&j?ej_C|;Sg1H3g(+KSeTn~UIW8BLYBt`)qMX3mLZF^=0uJafEgv{E=8O7jLk4|M`nJ7#CQyn>Y4dkL(K>W^PmfZXAwBA+n z6uG!M9zRYmRpu;)uLBK4U_!t(OT=EVa2qGD>T1RU;2$H<@m!*AoM>)KyQE_ zvARpz0%(KxfLVhbF_l zCfjBKh4voFK621Yz%#F$W>1V2Z6XyS5g6@B==+KYXLJs5Iy&;zV<%@!FOYNnB=)k9 zgz%MNi+H|2tz7yFO1>7v}@Ni9!KbSvAyMz|9EH0ZW<|%-DRSX77CX&@I27YHJup&>doCFy{S|{fV z$OgsY@^Y#p`Zx?*`G*n;OC0^*Q+!;h0wEd9hFD>*izb)e`-3WJwr(lkOQp48Rs+v{ zI-FN6>vn}o2sd5E6cD{iVeUb%ASusLKtlpUb@L`C4S(g81Pen$3}&H3_`GW~^1rUt zFYDArixwLR)TxvgdDvp>@CjH^G#sl`@EkZamjZp$&yJ8WbjuyhP=cwcE3|=s zlh2?F#f;{ult#4#N-v(`<-1B31SgtyTO*!kG5%-&SMlA@IZunyvffxfPMhgxl6 zFnB=?p4!1>ISy<}#n)mWGMQCea^ytVqKo-o8Gc!k$JQ6`piW8sw7V56{f*Ke%$(nP z;<_^`%oyVVl(*A=^y7*ZL$kFcygASSy$q3M`B-5Rn7v_k_2JjD??e?&pmH{_)o6~x z!BR=b>r79P3vC;&0nhGs_7Y5s%ZxAuIyuFgS_%ppsS8+-E{ve1gO(eh4|! z6}&29Q3WE;dN|9X2`28}W}iyzSL-jrd;&cb!K9j0k@5zQ|x<3)dImh)OWieGVfejUZ&pDEY`jV>nv#FMVj2 zXlPA)C8`+*7;N||)9hu)0B5Z`XjW3hDfI!Os5Qx1oA+0wBY~(3`wL)rB2~+U_DtYL zdg4LpGm=%OCNAyP&|>d1Lr@>om9`4V>!Jk!c;Ef*64gS=Z49&!cd*l{f~{NDL(0g_ zT|7Z+pMcJrQ}q2=T$`oh1T@eGI|9405+I?ySP!us2X%*yEj1!=pK8DpNAbiqxoRFL zBCQheaND4TQU<~sfx~{Uj$*{}!kW%7K9t%XO)E&*Aght%US*c{L#;v#lq|iWcq>~j zaKB@{6D<5F(_nS1)UN!ZPqyWy{q_u#bpZkWx(Ub(A;-0%s{1TFD!(K}+4a~oGtEYT z_3HjCAqsW-Gh;28Wj5bB3~gN5RWD;+-hx@!K|_#p;ECp2iYzarlN*Hc_e+l8lVp;2Z4#UZK~yrr`q`?7rrK{ZHCcX19GO4hBC2xG6Et*TvyHfktO#W;wll%sqMot zw3B}Hw{QA~AvR@d^Bllf@5%UM`(~U};`qD9?razIJ`Wy%7e}ZLXQ)|`6)WBam+_TU zHA8XQ~1{XLQ#78EAkDG4J8IBSm{>2ifbocHiP#Oyv${ zP&je}I*ZL>EpjpWgMGZ4W<%T?EMw@Iv~?F=Gp>O-$8rr9>*OClTF$~P^2v;E>j_`C z&idG9y~J_9d275F%@N9rT>?)$_9440h8Aikxo6^zdIi*ur4Uovpi<_}he}`d7OZv0 zECih&UN3o$T2M#&X;WToGfT5x+mO}5naUn7P5Q%_Ipxe6m7 zV-D@~sKXXA{AIidbH^8Q^nDi8=f}w?I+QkcJ_?|Qu^6=kQN#vGDp9{(4d%Q6RDCG| zxAQD62^R~u;7Jg-cvzCs<@-KTBc>F>`7z(4ZRt~-zruUOe9x2R<5ew{8oMV+&??iK z^t{zc!Ck9ueV2dyvQET6O?%i~<8~v9E+neh`78n4@)X58YYx$|&zG3v zU!mtZT1Y`w@E}*n+BLDaBEAfE*~BuZus_#-o-F!x`MK7+W6BUg<-DwL>Dyh!5D%!M zD6tb({Bp`(jvd+D4S)@p7>(#MxCtfJZE^O?xHYg#VwO!U)fq-fTJ<@5toELjfmHIb ztX{vx-SCTLL6-$)iB`&wOIP|Exi_yy$&SVaVGml zspo@jO^;Un?~w~iq3TCrOiLI~&ZeO+NwO**(~JX~V#;rT2V}6iqJ?_THN32JdV3qz z&lv>AJkRS$@j}R2tTI?Uh9oe<=o{)j#t7;xq5v6{mpb)VA1_psif*CXgu9d%{6Fg3 zyyfpzTa}#R1hQlm<0=M{Z5byA)w_7lnW3As6i3E891xLH$VP&>pqYYXH(Yy0%z9P4OSP^u)c7 zv8OoB_#%KIGdgYJbzr(+97Sw*`*cwVNAs4(GSQAWye~C6z?xe?>>U?tpe1;K_iFGe zItuVgP`zOH9#Si;%z$$X`-M%5cpf$e55*K2tC&Q$;Xf`Mi)*XGWerT_5A=wrNP!Z+ z(d)&88jzE(pQ4L|;dEy)U()Uyw~X8(e}Cm730mHLYK|MkRO25AbfiD$f6u$PkvF&} zp--TA$D<<8&u&-MrsVzN2`pLWo!B+YHN#FCnWywxLBcjo;xsAvnnJ1!q`3JN!Q{Jx zD`ly*{s{D=nzLAQ*G9}$lA5}o0N)a$Dm=k=%}q_$aSaE@KSM7+W_I>(P?b}1i;Po8 z!NQo+1x1k*_~lS{w^6iGOz_~@3+&UNn&d!VyN|w&jseaP(5~)$Nzv7S?oiPzZt8em z2|kCR=|mCteCJo=E9?lO{hR&Lve~(F^t##)MoE-gC1`p7LM=mz$J4VJ)0j?^_6vf4 z7?k~ub*n*S%w$VtA|UN*WXZ`a^NM(H)9QRp0`>!yrqx&?pje^CMn)r51Q*UP&?o8Y z=4LTN@M`z%d*Jwb?<*gBcgz}Wi1AdOf^1=YftoodJkHKJ-cJ-l)I9JG2-;aOPgPiC;{ z-yK0H9xjG5*0uq+3w91Vfv_~67@axmCjS417>=)VmraOj(nW85U?>38lQpV48BK+a zD8T~I&X#*r9usV*C4sFE!t}cGN=H1|0ZR+{cqt$DRg5C%B$(u5V(To9dtTy(kBtmWz+%JF@v4S^=*^lOSQh=O zgSE)s4G9F6k7H`;cp25IA-1)uooWiPzF4i51!Yj>DdB73t<1HsVtCJxWZu6k_bbmy zN5nzZZ7><|b58sn5UarIbXStV-g0x$XRwNaK*b^!h$yJmY>JP_Wbx24^3=rot^dmv zDZq4m=a%WU;U>PQ6YCdP?s$+MZ~i&;==!Dx2=(`t!aqBpv5OIIER8L-oBXsH#}#ke zn@Q4#Ic&<)*bLro)we)GveXrDf4 z>4N^d{S74@tQVCy=g~D)pLu0~qIMs0&d)=Z7V}>#=#hUXj7iK_OfasuL-L?4nvrW( z0y+{g{yEP%)|LDre~Aetcw`{fpX_Z3FbKy4W2p-Dw2)3Lb_>f7}9y@&Mz zt0IE1Y#thrzx);&`@pSlu8Q{A@OZxOE*rxJ2QMOE&Tp9Lb{t*zumcXE;R}KV&dOlW z+j3CU^gC2jY?$Iw{3+FC?SSU(dns@p^HWJskijD!ZXr9~XW2-Z-JnX$Q*q9vwWz5D z+tLn?QzDjKFcrbTn+Irx9hV>5@YP-~>H2XrpM&}I0M4i$2G?R-_vKi~xPWrfA~wtw zaxmaZmtfIc-Uqoe&Hb1sQG+?@vwL1v|&ma~@)S(BE$5R;;0)JXEst5uD9 z^Em1)vHJ{N%T*CAe=q~iX;N{uDC2nls(Fg?E<)er^fvpagM#D9wQX3;mDU$GBN%B) zC2{nwA6u;Rq_?8@GtEITf;ufL2y3u^2OYKV5ROB=PQu>H^jg2=d=xkew5C~>^GjqK z$PXpBUc#0tRd%!e8i*MaDGxDO8pR}jCOWvR6Ci2>Uh&1#?}JO(zj2J8#vMGiq$N!o zdvPr^X}GZf%6#bk0PT++8KGa}VScuRuInYRX}$Rwj(8+f(1wczyy+@`Hae$ZUwxbW z-IL<0_w|?xSoz5qCU+FzGGd8fQm4sy2(D}I6e@4c^vgq%AD9;!@Pk2;qZ zL`O?$Gy289`8c2F_xjXwz#EpFn`6a~RuHN?&?)*%n({m!dw)j_^PEDtqYA;tw1n~N zV?^KKm?Tk+3F(<|dY7j5!KcKhSA+yl@+Ft4!S#YyAI*1ix?x2_cd;6SEBRhOj8_ZV zxU7n{;*NZfU&!G7H(4JzTj0vFbeDGUD;l$?KsM*^4pS^`GggVR06oyMlNuHbjCZ}K zXW+q+YVBbiclYmU_PDV(uwQ=;vN zz+<+mL7S{SEz-1!I?__s>(|CGO#1B)U>}Lbe~XGyCbO4_^BvT)fXw$GQ+Au+M);V>w1; zpB4Aorfcc>N!tL*f@?EOY(ve32n6LeE)0prKYDAdd`7*$p6$!aP6||go0Q5?V#^4K^~fbAj{lk zgj5w{=5WePno47N1TQ%azn#M5vbIUk1}ov3Iv{E`J{C{}SP=%5aZq@?Ym+&uq-451 zq53|B4jZ=#>}39}=)_n=DZE5w9NWCr6_bbuLZE5^FNIum;@^Ix{KdoIRShsv=CHN` zjMtv-&T)JrS6drpZE!dtz*Jt$2xNLS6vW1LSyD*kRgBoIt#Ix_qHP91#vi{J##+sSke89vt$Ddf0d!? zf(nz!*mKt)twL0zWdm}OXO%J?Bpdw#kCpHo_{h;}koHs)ldrCxdLXXy;7)5g7!b>+;%Q+1Yp>gu@YM+1<_Qc_E0XrnH7So#Y{pK&qmeg~g`^SDMp4LL+y7T!((T;- zMfeM9RTiz-5ObsqLAvBBHj7Zkhc|{);=a)RrP&ej_DY>h2K>BC zHp>YE^HbiU#cnG^6YYYgx6)vU^%h3|FY}S@b)WVYPUC))@@Nb_Qu7OVMJJk!*P!OZ zu^|~&qm?yj);>f+w7P$r<^I}ZMJ(s8a2Bgpp za!poG8c~`omVq5S*aPO02URO5w`|{gIzq7$9f&E|!5e+_{~$=*^`fnX7yzK>?uY(s zo7D81xOPg`$0D?$F-1wW8MeLg{ z_fZu30?Sr?BAk%eapO|VNTe5)P{(45;||FwG(t(b7wz#Tc*D=Z>m>v`CUHREl3ED% zA=ZuwdRv+#__W*OdVmijx~9f1sdJfwv$O8`gCmu3rr0yB%Un`kV5xOyAKYmnqna$1 zGIf25@2LPYnGe*L=C8q?C4x|Mn*^+{YSv*laux({;hd-Pwupi+2tB%CVc zfz*#0@}d3`=zxAXl7TdW17X|faPH3L0E5-$sEazw1EmUUmF%618qKjb{xFnJgVucg z`&-I6rG)bRG0(N28hFOGxu9|lE7|9uG~qBekKRozCvOFkBA+8ewxWfMttg9T1t+sUe-f-2hX5 ztwTF9hnV*+N|x;o8LP&9`};-jTLuZQ0ZDFHYZdX?oL=;`VRqcJu?7)LGi06W1NMM3 z%bYJU>^s>m?5RCo*tA`>3BbkfyXJM+~3m(1|>12`65l)S42Fx z&&5oL5ZDzPwS=#B(! zBPDk>&5X6dIUAj`uX@fxV`5HrzP<%j-#TX;*}n?&;HdK&`kYAg*WdblmQ_bo9WwU2 z3x*uCF}}S8u%iTIS%U}m$BGonnvohtGItaL?4B^D6~g)|*2+EsRH_gjRoPLoUVX|; z82elJdb>v|TXc)Imzm?<_kIL-yKxaC?XEhQ@Mpg*5H2jC=s@EI)FbzpZ1us1y9`er z05*(t9{r_+<+}ndy+gg5F+7-bTffPFY-Y+AY!Z%^+Ap&L#RD&sVwT~PgXvAwopi)0 z4vgSo+e{FmM`fq4bNLL6DU^A5m=f8aRldV6oi+rfJyrJamJM>Ux&ni6yV?F0%xMLi zg>(%Puxg$CK8p|SuqVm+Sm7?sfa%G-NZfpZTnG_GvWLuWVFl%?`{CPoU`IlIAZbS5 z{8m`=1uCljZ{2ZKm*U86jJ1y%!-OPCUUw+L{A#b*yANUnID58->`%>L^;q-xT+Eg? z^6x%N!TWvfio_Q7!18d_Xa+L*P%6iNq;x?=rf!+>62HlnW#BDZt%h(0g0J2eXaGS0 zhTW<5thKKk^z&()2WG@1C#_)G91Bu~I37V`T82FOr8g1rv*fBH8njK;y0^fs2#eKQ zP=i6Kie+v#IwS6+FtQFtk$JU`9m@9SJQ)j^&M)aI87i`+x1=+oe$L1S;`N1<#utvj z!X0}BWBU1+np+{BWpQf2aX3=r(YJ7uIf++SvWmUU-@*cPbhYxanLEh`>B}tbbeux& zn8c_~zF#kSa#S_JvlyKrNvDYYK~Dx?LnHwIjgF+#PaO;O1Fg0)pv)t{T)K$`(?d;I zQ6n-LNrFgpfkGkHB4HSzPGVsEzva5QEIyH;sbTZ-=JWl`2<&?+_aw$N6M&Yr(bF5+ z9JTxKHr{k<@A6D|@G=VmKjj}1;4DT=x;M@yv6begVj2&BDfe)AH>c5jbGkZqSY}(Z zU)0c?QFweBNT>bVtX>y__i8=9Mnpl!zfObsR5=IgAW-^RnpdF}qwW6T7+wAQ35BR| zJhh?qwS)Vi9)Qi>DWeHJxBuc_fPSc`qAKW}PdGHfLjQXh`48rOmTTqHO%?pZ#opY@ z#&BTkluTYXme}=YD9wGz*T!`H!Nm6h@w_%HGR_Hw{OQtfnu5#$asSs-6`WDDglouT z-HXgXx7|8c@U6`1=_G?S7?Vk5xDkJ94Pkq^f_ZWM@y2*) zm80F2s9N@IxpjJZwdF=y?burRShu(;T_72$22X&cx9vepe3?<9PL+ne@o#zppUW<% zdCWqw!pY-9jJ?O=HBn8b&a{7%59ZdxSq_v_q*>}^ld0jU&-vT>dA2shi4^8NK66?u z=NqvQFt6L|l@wcftOigRgY-1dBpv<3C_gW0Fu0-e(La=a$zhHX4Ygi6>HF93nnP50 zgpWY08YZx%8dKvF3-%eRW<|5iKXk67{$X>lR#djNKKd!hW|9&UxJx!Gqqm$xPT~2C zG2E4Fc~UAo@16e<+}?1#p?L&jrR;$St)>HIvn~*|V^=TQkbK~@nv`CO%9dBzdN2I} z-lBYBOoB!N6G8}pySg{kiUe4pGM)gf@2y*{8P#D2%{YlyCyCy?j|6-mPGD|Ey_+cIw+s&+O9`c!GP0T+vHDQuz7D8 zz)0Mgf7ZN+r7^RP7m(gq9y>cy4cs}&3rza)&Uamf+-7f|slj8X@B=3-kOic$Lf;<< zK(|iu!{-;ApmwCk_%ebpji*t?+j z^6cQOP`utiB}Xy0$qyDe3oFY^#5Lnvv1*g!GpF@2|7+r@QG&#LL!H>D6i3Z0H5-^U z@kae~7>o%(WTD^6QwoEx&5Yxsqedgi-3#fs zUu<$G4&Lpu8D&MfRZKb-lUC5S1cJ9GNaix;3attIj9Tjk(*16ZKA280JMB41mC%P- zu2;`fQOBxrbRhu;Ri1{CL+Nvh;X>TZgm0AF01i+bfQSIrA6!i$wV_jXr=*#`CDgkM zA;sjOt3q!_C@$KH^IGj7*31FX}`}3SM3D zUZEQsalef(ul-!%(l`8cVS4gLV$Gz|4jyoieM#6qnYfqEFUjWH=K3X=D#K#*akAcx zs;a!PPM3dN_8ObQ@_swqZA3VhZ&Gc<^Hx1b#<&iJjB?cTR?{!lhd=MxQh=W-BLYyd zezlu?SM^BBbc&BX&_H_DSjL(02yCvt4^xZ6c{~Yg-gcmbtU{M3DJr`2j?nR~kM`Lf zBks8^hxdCQi~jjeU4Hx>_Pe@5Nhwu+TPSC8>G0ti1q4|cu&-l}rgMgY^n8E+;(+g!+HlN(;fh4JCUl`Bz{o0pERC8KvYUL~RPFaqoVdx$ZA|fH7k$64heKvB zaooN5kdBOtDIY>s=53dnRLNH6arKadrUeJ1r|<4$|;HKk5KO{RHs7-a}>gYM1N7 zJ$rjeI5#r186|8rZ2_B7YOwUuYdP11t1sTj>61%Cb+|;W2*8DyNs#M7RW;d0Gc0$a zeQ}yTNGFH*7B;!;SG5L2vcN|j0PGSB`gVJ?Tt2?d2z7Mq3f95Ths8%@uWq^p*hwxT zj__P?-mWG7L*dOmK>(Iyxf(P=gvrU9=PeEWEV8PM&B+Ug^+R8m7d^xxQn2KtWl`0E zxaACAmh9sP|IBj@JDo zf>N@oa&@IGx+lT8d#)-lOd5J%Qhg>2U4@v-V(@8`wzG%jW~^Tdr9#O;7DAPY-7C$RsT4+jPE zuK}Pq@KS%`GkeE?!WMD)?3xX~E9iKai(7nLbkv(Kvor3@7i7)+=09$LD_EPx@JQ?n zDgYAh*yi8eDUGWJ{fkxJOImKae|yW=&I(KWqiY%8JeKhlbj_iokw5mMTAXl7kmGY- zYh@S!WqQA3@meSV&c&zQ;|X#r(RNtGZo-T+pEr#{bb-}OG0biwszK3<3PHzow&b{^ zg|TKa=nF7XN@A$vD=RQMGK7QpgLmNWnQ@e<7NG68n%i$%0ghMO6JBvJcnw||qqN%f zAY?ERss)AbL`0?_bC1oFsk?bp-QVk$E{*{!!xFpW>+Z}YY0?vJjb~``k7uJ_Zcc#& znvKn|SiQ(8bx#_(vpf7`Y*YIIb{#Fo16r{8DeCf2y8et+*Jw4>5nXph4wJX%k1D(! zaCk+*87Kl9nK1zGEHin}{KA(gFnI4hWA~eovz4f{UG-@J5nvqH@W+KO2~1~2;10{>LO%9RDz2xiwZY5EYPRRmu6{5T`nWd-MD|OA4~=r z=SPoZ{c`utiVJIl<~>P)+?`u@QyYFMIMY@I1JaPP@ydzvhKwB5%ox+NMt=c#Et-=3 za7r?DYEv)k?1i;|Yja?uW}?Q+_UA0D)@K06>^R3oQ1lWTDej(@oLle6J~w0hgesiyOSq1NryzE&}CK7_cEJ z7o8peUi2WmDY*BsVPzOoa?<2}h*EvRS<*b=Y|R%okb3BxWvyJ?DG%TSgGxZ7|(q3#) z8Ef3}cCES4&r|*deSToMA9{T~s-`6Z22O|sovLdvS@00u!QsqwwaJ5!qET2uJQ#MR zp~1T-_xHZx)H+z8OXJ6#VDd~Gq|A;pBT9?a9?IJb=^?3+R`7Sp-jto<6WfGQTZ@zz z9cD4kNF-*FMOpGCS4&4tE)SiykL*IFfa*`&wUol|2Qz7lERJeI#9Jtzmfzg|VXk2h ztLfkpnesf%GIh(W{V#Oo?3@u`sEO@yXWw4v-(v+6b&4)hyu0RpkkO5GdQ`6Qud1X- zyL(LEG+QH1&q9Tx&W1J0HjFdGO0z%UH;(ZVfVE`88KhwJWdAwo+k7qx&+$U|hWl*$ z^yG-BdZwSfi3U`84Ui5`pi=ab=kL`M!qBAER!n|O>c5;Di++D3yX;}*3Y$_YylqrQ z!c8}(VriYwr?kv_?FaV|8rm48{epfxc=@vyt9-#w?WJev*O8jX8vWD$U-tC@?~xD%CyB3y zvNTfTZL}l9IK+xJZSZLq*x;N|8UJoAZ|iTq`mASK6b`G?;qdy<*__6({ISE30V%Jl z*iWQ+I7XtBz_gQLAI2$!paJLD;dZ)ltdh6zY+-#~rF2U7m0D3W`d)C39#VQ@aKCoo z8IWHQa&s{DG-_eq-u4LLlnukCb&%zk3Bj=<9;4mF>F2jpawEsmlJhqVe^V55h@ z^^YqF2`eQ!j%*n>Zc?H`8RgTcCkF2zJ&LziCwu`SE)ziTPkeJfPuaEYN z{0#k>XUFRHg_tahEbQB@IuYuI5vax>WjsE@i^01+T{Ox3jM_Y*x2&s#{iO>XalE*F5E`UH6{>uQaT{iuLPUUw4er&ow-~LeDEn7C zHDfYuBv3LEqeyJA$ij2(Zub0di6#!Q~FnVkKHDdH5+SYf;27W1gpZ9 zjrmZ|r804osS9F~DE5QkC%p?EaZ&gzKl<| z?o#- zha4hfx2j}!m#>HF9Gg*eoZ&Kr6H)A3VYU2RO{%ubahZUx=dSO}Bvp)rBxgG4b#C4w z!8u-@2tL-a%xIb4kGKDR-9cVN{pgp5hpgpmm5owH%SM}wu`10VF@F;~WXoM9>r^7s zNN^&PQZJ%X2su<`!HUcNSMR_>@-*;0*7EpJwN^cdt;fF>!jSNH>UZ#Ku`UZN>$IJ7 zdK*F6^_iA65H8H*9$k}>9*9-Wz345pceh6$bDz0ZnA}rDk9L~5@%0UN&aQm*VO|93 z9t|`pRN3XY3JHX0IYA{io;xAw0M=IQXcis4)TS~T)~wJ9olO|-r|cAcW2aN%7i7;-- zuhAHRXcr&zwZ!E0|0tuZ+LXVFj^(_@>KjZK)8>`^BrGq2mVjGwBcwVW*o13|k#WYd zwwU&0e=vx#lY$-BW>VH2h&6F?Aba(1xk7Z8_j5%yuc5Jnfp^UETHrr@KB>L?+q)_2 z2TtG@g_#9t>@MC608DzxNQaV!jg+QIRw2VB3ngR!5jme3Zo};0H&mza75SO?)F-vN zlmZ%*xVW!ZRG)oOZ5e56oPM<<=1+XILnQMJ>=&#r%_Q(w-jtqq#UuAjy8k=)y!Vh* zoN5(o;5m+Cw!v|}42qm6Tn4;0T@eJ8kk=0!>2&JJ{eqW2B)T5wlU(+|K0J8|tf?*2 zjvhcp{R9+G5c}C?5g)0PY@=X;6xVn>+~y`~0}6E*KY0@}!yDx=_$!Mw1Lhta&8p$E zoF&{~oA<<;=CP+@W!Zn`F*C~jAMRSyvfk-#cq%dRa zZlHN-koMH2b|B|A9LnnXub!we2nC>%QSsH!mD7Bk6^}Lwa+tc5T=V87o`r15cEsSZ zz`I}h5R}q^-r^K)B>O?s@Ju>znHXW*!|cwqx>4EesCft0oNS2to4_+T$3;)bKuJKJ zgIl-8!}c>-@C>>@}_a(FaWXVNmH&_OM=B8BCvVW`tm~ z_e;@&Q0)mI?w*j}$LQ`PjIa!8a~ndK8uCv&J?dp}y85xLP;s9-;W+?))jyjT^6 zNE4HbQv>U{ai?uJJN6u4h9TiZYc3@UEw=h^Jv~P(RhCsgqt-X+rR0_n*OAZdOXZdR z=cHM#Wb%c_!?wCHxcwZZ9j7) zM*8u3?ms;|&-(Is6Dyut9~gD@p-SF)TRTXSh-Cx0%uVWLldy3C-C$)3w~OnqF~S(C@Pr&i#y0omX@^~d)OivpQmxxIQesX9zJyAO>>JXl^pHmZZ*F!ok$=S?sce*|K_=b^*N*2-q5=##1&_%y`XxiC z0k#&rTkS*8Aq|hmTwhUz7h@85B=OiXc?qDFM|;3x^b_zRIR`9bJ&%bNhti$QJ(WWD zUvhOBhzXOx1lXEh&M(T*4BgD%O;w7}=A~QBMQuezsfh;cvWJsI z5mHEi{{W!QX@q-ZPbc?3$>6wXxncQ!1W5&gG-ysWEagFW$QR>T?u6clll+z58e@g_ z)x5{vf>+BR>txQHv!&v#u=*gAd)T!ur@a3p%@pA<#A_yKRa zckjrDu|9GN;~+XW1TgXv0M|H$KqXz_JYqIeP9523 zLM0?8rSvb994g_o`LYwJ9}~LkP?uT6KB@qB$FV)-GHN}5|yXV)X6Uy;26 zs6xtbf>k7%GpRmGJFD@)B>9|l-kceFI3#wG&gp=d+HTw#07SXFk*;a>O&7tvP~fr* zJbON%3T_RyhebuGiF{=w%{T1@nr@iWGBlvJdYjeBR2TfsAy_D!Q8B+KuZ(d?qNkYH zz1iQ%@LWWqXi=SLW;Q&P1jVh}ACYCAgHP{t1`@DW7-yGg8ojSC^ao0dCCwusrpy=! z1KTsf=CwTg+8tK^m3})nztM^4KMXA^iR|8>$dd**ewyr>7b?|QiCw5I_Jg)6;+4`_ zLK*8o14h01;Jr%)RlJY}h7}n-qp1B;!<=3Nnh+ln<*4iS_762dMY`0d;ZW=#(y;H# z8?k;3^$orj7N9m` zpUs%IleZOozOP(ytZU>~F%?Pw2C>~amsx#(dG-Y1Yzgzj@n4ag1i+_EA1cjnrP;La zzc1R9{i)Z?zqJWy|)fSDzfFZ81+n|!pcxu3lSF| za`<=GJbATX-6t;*ssVu)^bd&1vDpld6T4gZkhcTPxLt4~WSIKFlYf?wnJ<Y2?lWt$%HlVLQpx=K8qNi!8|H zHjzN*3;EUYIi9z=g?)!9lNxeilXK*LmV9}SFDCuI%tm6?Q{j}}aUTP0YcHxEuQ}24 z0x$yULV46mdM*sKKzsLJWOG>#(rsT+06Q__H6a>-9B9zs0V#r{&73a7FeiJ zH@Bc)V<^f9vV<1t)$n)NVS0v-Yk*EJzE;mmZeshbb4p zAPWA~$khj|_|KQ_KBBt0!cd@$WQTHFsp1aUf zt)c1<7iP#X*xKASf0lCP@|(lNlx6)yilI=lKUhR1t{}AA=D2+g+vOO7__+ntQelFv zi6u?xC64a&=BUFo6cQbjyd}p~lHP>WE-5yGTh3P7*;FH}6SAiZip^FY`NH9$GQHAh z9KKEI4i~~H9_v%BQ}O2qvkE1Dr@j8YOQ_!_F z2B#Ca$eIZ@gp?K)dMU_J(2R|3jB`ytkq9A?LK34vL2g+1p3o~=tkKY-{@1*h6n}UX zI7lR6C2gf|)-QdBULpH%!=5Qkkg?_!=&};?q30%bm3agHqx&xe;mN9^U_xrMB6V+Z zz1fesWo_KuJRkDB#csjXhT89B57;qNz^5T3+W3I7pUFX8lUmjP>#ZwUFa0UxuXCIhUZTBMTTE#a z+*%1tHsQIQ!H>wB!f+K-4j_hNtfpx($`Qky_ZQ>gA5-1&5DD$3JqXQd^%WA1)F0UM6m1ad%e*TG63=rVg=Ycj8w+#282x%8>uuXw^ zM6_j|@}N+7`JSe%08f!NL{|D$7XZzwJ0wZoh14j1-p&*ePo49t=GO5L^5gL$(jVV% zMU@K1{iZ!$E<^Mo`86ltx_V7jmVJ(iFACFX9nxrOfFXo61B>^yG z+q91ZmDk-_k5{KSxMU5Muo^MP@lS&J^QFkWTqMnw1=Y{MqnV8ugYe7`0a-tg&f-CA zfy=o9MYlKtlMgpxXn75tK6f1^Tfw169JbYbL2_8~e^6K4@%}6(3oGPQ=0+Gd@4*a8 zo7t}9gESu^sa&(1r~-2c=*w?E<~&RJC3yqim1X~rzUEfSc+l*P70o4u&1-PI_Ebc} ze-SSCH);?pyRqD0?RkX&8!}q^Yoo#vZFTpKun9Q1X;#+bbWc->R2$+G&UD_7f*+c_ zSG$&cR+K*MI;mtm%%SKVLjpxs>Rm<4g6gS~lX;aZQQ*yM)#I`VRL75uYbsnWiYApU z<&bf4f@34^m$Q7TshgZ!xVHTwAnu=r(s^mBUrA`iGps{6CI->@1#1YJr*7%XrqBmB zOWHu{F7PokO~^AfD0^dADkb>vRUhz2<1)S}oPv-w&? zS)?VRiakH}&`kuzr_;KXfs)xN{e^UXGnTYxZZyvxzE;GsE+pt*eMnIVMTZ(q4~-vH z6b{}DvxvqBy8%@1VP@j4m-DU&>#3#yo4aKMr; z_^VaU3n1H_gBWsh1lg2@WVneCX)WT}M$NO3QWDGN#$~zCNmOcozFq4j*XY*U4!9Pz zpU@<`I71yPUU_A}8bC88fAz@{lyhy0VB4>d!^u2OUc>L*Fqhb&dB1S-jtGz;42eaF zQ1B(J5wvpldRY0ho%=LE(PjGj{Vq^FHAooj`F?v z_kOFa1WetMJ|C!#J@!r=?I)P!6F}SOkFaET$C`TrVhpP?tPa9q9d`e<84TNM&DF(Qb^{CatyBtI9_;cm|v0dnZMfavF<3gPrG&4Jte}VVEpvuaFd#rTycK3sF zLWe3js&nkssWbev;x=CSiiq1C6&B{gnC6hWTLC%$xu7MA0hSitmH}qrraOG6@%YwI ztUKPg|I@C?!`JS2q(d@UHpa?=jk4bpI>Y(9S=!p1xoD35LMp9PJ5|Z;-A<`)T8O_N zsRN-Wh0JVgIuU#k<9Uyy<}V6-#AdHZRHt%bP@7wm}=wZ~<%CFlIn9@A3Xv0svLO77fg$ra+SIS9dv zp0DyZ(d*d)bZsYeED1Voe(u$x#p>~mM=+8;{F0%^4#)R z8O>NHFT}cmJ!o7YK(X_yLGY*^R(M;bM+g!;azl~iS@b+e%=W0<2z>laGJaAxZg%C2 zNK>T8g~4v{fBxkvdNsfowrvrZ>FPiVi~xFc^M7}c$%e)qOMh-egMSfa|03 zd=t<2biN3z4%48xhGnlqEx_@@pz#{L^1BA?w{fh?61FYE(pQj=x#N4#Wnxm`yD%=fI0Rku*8Z4_7-culk*&RD^ z-niPW?0Feys!y=O{@+7K+Hxo;!`ws5J1JF%vbrl_mha_vAYBR7mR#R+)W$arkfx_%}KhW zjokdq+x@QM%+ZOp^YRNR^ukFL3VR-j`?W^*5ObJADarK}KMZw%r8@ z37Cu+@sn4>qi9D*hg9yXNS<*3FNXDez7}9F=DE=^ZQ*ZyL{G1a z0vBAZH)R{9Q9)mvP%D?--g7cJN)`=@;2XRxaImY1lyD$utoc;l5wT-Sp*cUmht@F8 z1XK8>80Zv%by3S= zIs%bV+r%-ORvv^SibSq%mQ@O8|3y9sHf6FoWeL&m=zN2$So-$7qPts?g!D4DmAMvG zPjh?@(;!=EaN2~YGufZdUO-hRCqZ}|{5kyC(x$34@UJBc7(bpTwmzz7Nn;%QwX|RH z_wo;p!A>qARbCfZ|B}ATE3NXgH@CUbyR6iE?CHtUlWc{U1%c{4A4<(${ZDPnlk*Ez z%^B*Pt}qZwc+fq-7+aD=?bAkcmHH)_;(l$;6Y_Me8A5V*{5g0B+sln%FeCQTC5Ge-9jN`N@lNHtwEPi#1u- zSX{YIQeQFbO2QHT7nVxI7(pLjrr7V`r(514u?>*`)DC-IdOsT^I-O$p!o870s}<#W z^FUJEEWSqA(G!3GA~IDpMvyFi4)(3V;RJdD?9wiD$`Ri7vt*Oh7kn#(l?K}QhsXP7 z#$b^>Q_a237DV5)WpM@IwF3%urT91J?!2P>PwXasre64DkRv9C4fUsp4n0!DeLF`z zJ`Rz$D1Qq+*ckXxCPt5L`y5BTs9->qy;R^X_bkEIClo7>Z6OeR#oT8{`&H8gjcpby z;zRW^Fh57t$r6;X4EXy6>+#zOApN+&Mj*3(O7Q|Z^Emo~-RNN~uzjWUgG!idd*h*B z0a)j<*xy^=%J=d%RuQKz3cLTNPq8pXy`&4V@C8lS@&jDyZ>m)F&aHQ}lFqh&75<2C zoK>@)Czk5Nl8Ko%K(*HC_#`PFQzS+D1Y4R^MM5tWU8dK%uy1p8t0R^3g<1jtOU^ju zoX7+alr|iiJ@tomn2Jp>Q$YLubu{)C!JkjJ`?NQgk!IdQb^y)U0z~Qyzrar|RX=eu zC=hRrfN%S&0I|GOxm6Y!N`<1sJpe=FC(_D@C<||gPlzZ^@4Nh|Bq+80Edz(!6U)J! z4#2UhT7#X>@x~9GE5vR3c%=v#zQZobBEK(HCem;8!!OaV5ZVHRHrxl0|7zmOX@)LqKRJ>yi|^XE)> z4mmKol!t)-@y_B(Y8PfXU-K8X=N-F88O-|=)G^5IAco0KJ$(hc2&E_dn=jXP^9gI8 z7WY#ZXXvRS4V@`!F15tc_1CaEsD12*$ekxREg-6&@X3~u2YACS9EXWl->?L6Lg zYbL~a67eRrvT*%+yutSM1QbgE-^eRbcJfcpcCqBq)5w-qKv@NK?;x^%Yl7mn8!UI# z3ZJ`=XDcvFgJ@H>so?HJd&@pwO|I>b6JGDw~TEe9GLL%QAgJn%8n}AnLJJYCyqw z9avE^W_q%E7Ns3+Ng`4n&4m#T_Zai9LPzrH?#+%|wX>{OZ#-mM+VDNs7GYWcp1zBb z$z^-H*m`lsrQ~3%ZFdNVfTI!cb$=buiCUOCDCeMBM^OzBr`kj7I&eU|uVOE!npb~kTFG33qilxl)<&3nxU zO-tLyAQoazmU-``q144tCUAjTI}C>g){^@5=`(VEd3S{$?Jdn|?Oxn6%Suk*bRy=f zle;Y274$QPTop&NggT<~)hkca*Jw(H9S$crGKTHGZ_dG}visTSV`xuKio779#fAm? z3r(8Yt~BLP4atI``P^G>@~-9ts*Ntn&c4I7#jL}W47?%|Zl*Z>{_9ynVUlZgIMH2c zRm)oOprc&WAC!m9YWYrY#HH;F1tH||$5G1$P=dvpBtu&Q*oDxSU}CMj*jtiZ7G_55{mcYHC%30 znPWpX7D+t2-|KDbWxAQdF@y4g|UHBXGNPWLdJ3rgy5&l;JZ z_quZ??w5*OI_Yos;Q}LyegPjW^cu_T;9!W7hcLFhoUr64*zJ|Ix2MP)fqDQXYJ#4( z1o240Uj|u?G*eONbnL|q=F0M_9)gehz9n?A;AOy}*1m8Lm4;)Y1WK{X69I1l4i^-5Vcr`}3-??+-+K>NS=%133n;`On*S9dwD}KFl~N+D zA>2#!v&G@10foMmO-*Fu3z-*@wC%muiXe9tMfhDQ0ZVA_S7MkIQdo%w3s-}(fAd$v zk7%mFd4NNpp_5al_bICkrbbZT8C6qKr;E4si_P-!4Z*^`{fp_I@rz=wU-^@&B79gt z6(Hk*?S>zx#@rasz;7SXIzuH1nnb#J=)ko!jFsA5+nM<2l%=!~g;2v4I*EC|*pqtO zZeo@bV<=vjxSv8MefvkXXQk}VqQyGU^nI3Zi6?<;OI;iMS+v>^Y5F@x_$zh^c5n_K zgZq0LV&^<49r;AmH`-7&E*qf2^vET+EoeJZk?c%(|5JhbC;YEWdn`9;a*|i!xt9uR zu~(gHpAx*Z2C#fsw($s>H!=ewv6Ha?YZsozoW!z^Hx01HU}Sak!iNs5%;7`OC%SMb zf-qfO`kC^KgJlh7Ly$&2{S98k@Pn#*?0jQQIAjg~F{3H3dyqlmP+MUL9jUdTw%u>V z(j={+VPDz+Yf!-vX&?v zgq>{F<)OS%K!nV$xUv1OAlJ0oA97#C13NXv%U`Uis7o=9q?c_EJY*j=jmAz3htrKw zNy>HhioHmq4{EuRa;EBvwhDjRM^f|DYY=^-BZbwKScZkjcx8%?=W2gf<3bC2ihh0( zF!p77U09|bKfWtTjarV;rM3)|B~$M#pz~!6bVL0f!}+;7wZBElcRU+(@+qTAK}PIs zer&s$yBx70f@htR4T#XTM4_azP%sn~m5*l4ZG69Olc;A12mh8#i*FQ^DET0Xn2&fP zX9|<`;kmtI6$C}z2m!b^CxP#y7%P=5US+1tuKSaFq42nBMWe{LIk6# z@Z%-U4+Hs$HQx|drJFoel!nQT!^~BG(mr@T$UtT2)Bym%11xwOd%He&+ZXaMFS}}S zbQw83(Y$C+jz1yliL(>*c$E|Uz1^&R)zVzxaU&?g-228xY?{ocnr4#zZB@Q zT=Wb9iPluJ0Om%6Sg6^$*K}lsuS?$tFs6>b8h{%ge7=3xQ>sFqqHgislPM1}vJZY8 zyDO6z{0wBV2Tn@8h3o@|2YK?9bGKBpk%1^y@=FJH;b}uYK9us}43Cknh=0QoJDLeB zob0GIc31?beJ|+G%+kNs=~-S;-?HhjidamqdE?yGUE>av$)wZpd#uYrx6s+_m$vZp zlLif_e1Y(}9b=gCsrxOb9l%tTZ{L!pE*TvoVdal6Px@Kgtfmuz4;PkwCUjfW>@dw1 zWQYQ8B6%Ie$i+#6;FG0ohrUH`HlDGoyF`sw%iIA*D-}4hK z-Ug14sei;e1!)88=Y7B-7?IzXdIxN`-Y5I%unb)RMD205Vu$WnOL zN`oH;QOIfbgp=_2*9TFMQ9cvh!x{)FAgfT{+z5n#I;-v2`@UP3PqzF3uqE^Hhw;Ct zt-{odYlNAwJi(`pl)o!?hcRPM6T8(dDT>b&KIpU?B2jihTkmp!g$jI**@|pLBn1H+ z;!h@-psi_Tc_fQjAEh7Es*}o`7oQ{<2|_+5zf#i?!C6lDksN=onYNU1OfxI;KyMA) z2*{*+4-6bi@-s6Cdzj|jLHWhCFa5;E{v%&W^!H1ujm;bojnKIx^}`HnqBXp57Q+t0 zV7q-0y4U{`mKaMs>h~aOr{Pc%XroqQbo92uv7r!jFPh<%@mgg`Y}ahLQJZbp3UK!h z$~t`SI+`V%0^#b%4b-?Oeuy>t+*EC7j0)1)2v2mXsm-jT;1_BlW1JZDmOlje7AqXt zp=u_Ov~0QBKhx=q~qCN?^X-S?eLLYB>QrS43>}Z>XO{ zIY^m9rk+ld>s1&QFIg-+{&V>^X9B|GB%M0EXAUZu{LxTH9~IFl2*y?{aiB^6@jJk2Z^HEUvkBTxO6b?@1zHPd0x45Xu5;@4oSq^;rM3vPCr{uwf9B z2!*A&D_2z#@ZoQw3cJYqEU)=FbHgw_avf2xh>2LW#ff*uz5X$$$U7bNkI4Zn=beX> zqdirFFH(+!283sI57BHDC9xPRsX+Va_Va7I4EkcLuUN$W#eQVAr|Nn{%u9e10EW#f zO=xLa<9aobGkCJpUys`W7yVRGk2(L-_&*Hx~3)+;HlxL=Xh<42)RT_4fXfCVg zA-2z>Z-kpjkW@;}GLbso&f;&GE4uMggQJQcee^XWqU0~Gh8(p#o~N8XvgnisN7(lb z2El>b9M-HX(JI(-%=>xJ5f4#msmIntqqSBs5^(4EWu7Mi_Qbn1;LU(LSV5g*DwEK#cy746chmk_uF3S(|SclYaaB)!16u1j_|? zI+JyB<#qs)UaA)(i=EwTIYO6o;}XM<|Gh-JkGoKi`ltt*wveF|2HG)nW9zH7Ls0FF zX0sl!I4%}3AK7hTy6_%7eYkfyv@5;-=; z;chX9n<8ZNA7dO;>X|rBo@k>*Rtzj*MIO%c?bap9@jYa)3VNWAP4xHI>SvOZ-xS=f`H1o42bi#tKU??x z4&suP@epr=R+4lIrvbSmOLW>&dLDqy3YM0-Zvmmae|cXS9pmX~NA7)St5-brkF8BB z;cOnJOMG44;a?Oj!O?JXt_V@AygM}02|fCh;-enQ7Q$1XuHglkWbMj_R0^&8&h?v_ z(M8Yu*Tg)qPiUN9^3a?!xgfJ$8#*d9jMd10TFD~0ln1Fp25#zbV0*Z&9`<`L&6)~R zio#3$UMR{!e_vUVdj^7G(7$sNizzc(bk^-L8;E=nfCVOJqvUNwC$nA0wn$u+X9|sV zkl;e7TBP|=Q?o^++l)MhkD}9cbu3S0&FRF{cvRa}*muKJHz;@nh;n~JXg4Eq=f)G; z$xoaSji>r;bN+2j^1J0R#y3J%y#O71id6(<$^ZlO^y!;jnXiOQxxJqcn+^)JpL=kv3NB6FisZghE6$0q| z;Jo?u<>~D;1;C@{U*)Z#1gtTZcK5eH+0r(Ve$y8K4Xdp<3}|u>=%GI(H!6lLsUKNn z1jrMz!T__VRy*f@%{p#%b!_VuKFzYTm9oDQ|g*uebVc$72xnF=P<-i9%>XkVj>#mo}e)tKOTLuM8_g zj*Pt}?=}k#t4Ff#w(Gjzt314`%>(ti81T|gAUtQ!lrj@ozxvIG@}C#hZ>z!yA?v;h z>Rml=tkfvMa~65^Izg;O?TX8V>Ej99c}b@jRjU%`NZ*dr|}~?2Ff67?RmfD@Oo~ z#=t@d-!HQ$GXOYhPjn0!=BG3wh7(GM|J_GV5`)BITs2XIlE|yVQt3qZwh+3~V#8;q z*ftQM3SKe(YyRw~o>7%QY!0^T(U}IIG6|tOa?GN^ydvLh{KmuVxlKB2hKkPySrMY# zOf7Ix#IR+2+(+*4J^k#!{^#KE5($BtQ$t1-W~M%Vt&%H~sIZDzL(*OfmJol?rVXr! zV;`a*JU}>K*(EnQ3ZWm1@d8UQAvaAH$|!Kmr2qu7Vv%+jD3Uq8gcziQo`An)G$fXZ4YbbJ_6%BBif{~C; z#|W(U!6Os=d__YyoTx6#Yq?9KVJG847BZ9`2pzNy1Q$zdIGadIN&q&KQq@G~Ag*IF zdX%9CA3K^g)7^2cSn+8jC1?V^Cvp1!i%f-X1wh71%~Y`?25mLCtaVMNU3mt|P0;@X z-geM9sDj-mfz8)O8a|%Cfc4w`<}Vm9A%`nX{xs2B^h3acba+Yg4tnZF$-FE9iB$FU z>?jPo$cW>saDo`99s^+CJF6YO(QH(nOial-H2-euyBWKx?L{9;Ym3)#fP+WO1gP{; zD~&cQt_~p(T3U>9sDwYFYdkg_l{uN&eR4h}hLeT7>&i;rc5d+e4ak|HNzojzAQB?z zbaI;O^|N^Zi?3!EUi*UN*~fg9add7E$gl3paV z#xI$TUVQV-YL#sm{~QFi8-XLQlGX4khIS{^g@;ot9x{7MbPa!^!cX^Kv~*Xpak!rXII+mw&YP5K z#;*xyNYI+?;vq=B@=wR*s2WWM@RhsAq6&|R6%~sw_j4R3Cjvi*X{zrx+L#d9U`*_s z)>AA^9*7Dtq4C0&@OxsR_*^ubSu@JKxvmmOn0!M;lp>g_Zf8vp&(i+>MV|K=p9hSb@rOuD!&c?+r}e z@O)N;7VZ~=nHqC2p$oL`Q)c6lI~IPmT==meXe5EV(jiolmhak0|6~Y@%k;Lvsm&77 zG0M?zqp(6&P;?R%Jos>;>7GJpCHUWo_PdIoz^)s|Jt{-3cd=vxZ7N&0SDwC~yVC6vM0z5E*EHnyDV>KTL; z2&p&rLDvgz7azuvt?~Q6uMUVR)d`4K zY~FkbUXvduL;x$3gJpmso;y-83->Wngj=nqJsGx-$KQl^Tj*ISnd9XF1jTr^H&k`W zWKn(c<~2Ddq>*tcmAU*!!kgdA>aVWCp{kjxtu-s3xt?ALa^Ov|DaYMoNixCu^p+S# zLJb(ZV~6><%u3}}Xs#TB@s^8ZVu;RZ4q3Oaucvew0Y}VH!;M_WD_1hfLL-^Kvn*~phT`Q@Msyhr<`e$9n!ToE3QBRe*%=DRF55&{$-Y~yY z&K3}7)Aeln!MQP5wDPw@0bB0O0E;B>9JObq(Ane^mL0AKMPwBE=qQXA;l1 zi86V;he+`z5)oH5DK0g=T~n$LbERSG*|j}o651wq#7#YF;NKb**Q!AJKo3GtkLwNn z3ixf??I!%yuc#PeLT~z}w|GC_oLPDEsD{vkxH8ApDE~TT+iXnwxq+>%Ktwi^4iZ-H zr;p?)RmBIvc`J}oGL(U0HH+Cp9QGePlXhpZ3XIr@Z=`$?WL1hffppR8x%opl2)u}J zIyWDJ?6NOQ(`W2wA=*uu9Q@wU>Mi$oNj$;kdiOb>x{t8yecz=GP2ovdSOfs#*sGIv zMCmo|tGFL76tUwcS#M#dOSO3}fKXQPGENl>cj5@w*8dGq0*7TVz|O7dLzir)*2m?{ z0*LLLx|g{Utt^VE{x;==pP_T8#tbaY5*IhUbG#$YZa*z%`JT%sAjLc0BLZ++P zzRQ9!+?6BPx1H%h3&{Em0I?Bv8$Umd6)$^{f_%`&#bHnJiloB3&1yqjyocFQF6%l?wYht#eP^3@oM|^6dY5sdYH6)I2iCe|j*K3s%+1>9%#8g!=Bnx~x#nyM?b-M8uph3UFU zk*^l-0LAE{^A?*%P>rxzPA~1E&RrY=!4MP5vG<8CkFbzZb5AXttM~m;e4gvm5z)}i z5j}9LmuiasaG=A}h!x6O0S5Q#4Pj6tDI2K(S(${M@Rt?BX!Xj$2JLJZv3s^c=b##F z{-pm8L2Dv)(igVa#coH7jM;a}M+oc%M;j@=Evm+%T^1{UltE3*b(1@Y&`7rM0!cGU z2l9!iYqtr-Ue5-ZsVCFNXBt2$Zt7_XBB}T@@D4)SU;LxsZDhxYzLnH%wqFbdb_qH4 zLVl8EV!+~G(LBA<9jeP9I7yznFy{$zNG=glDhM^WcCUqbxtyEsLa{rGQWeS%GVHjU za)(;NtBDWTd>ryH?2C*sBT=(IF2AHd3of!JJA{=|jZJdoE0Y{)rPj*!p61|5k}SI?vb!-%JhwMNWG+Doz<>kJGumNQoMzDO-Z?T^ru_J_-BpkV)Eoel{eQ2?a09SNc4d@6) zJrFbdPcZ9H^tqPAgE9U5kKghm0VT)!^P@)Dnz(E`7uT-)HvU%}6r~+Q%-|9IUhDAj50iXq6`u3{E~2s%cjypbXwC9E~R`kTNmhj6;+4Di!Ag5sWl zTX$+XAPOol=jQ|zBh?p6i)scxEGG{s>x>{gWCX}Bk>Iz*)`W(AZ1Kts)KF>G^`TZF zz6Db`T(-E~0sT+-t|Mb9o$`E<;XZ3i&N?mMMxrAN1SJvy7LvJY z5lcm}xsWC?6m}jKlgNEGj_M7~4;lmDJ24{M6!x_*udyk{qWh$#32qZf7GBRAI?%IW z7p_x~IjR4b8sd3^skNl0J<*-wRKM+08xGYA)dSZ ztzXWVMihF1rB-O4(;#`8DBKqsxr4KeflpO8p2~9lB-^FR&X`1Lp;htXN`2dh3}lYb z?HR0ku^UseEQ%H|6p%P6UJG0bT(8pJGo(b3OTgVgYt6{;+Z}_wx3ks8{+;Za1 z1J`V7qOSK+xKm(fRE>@%l1v;V1j3t8>~>_2xq!~W!KKhc2rohe3;oRK%94G)MTS(7 z5V^x_0@B?%esmGZ_-qjWDm{nRI~L2-gK~)>V5Ylc>!p+Tg>K8W91^r|KoZc zX=9bTiYJZw7&b{9?m8oOil>3a=nxxpBD>gm!C9l+vK~oYUG8G zP6DOeuxKs>E$vR-Gv$d*c+;_glC1aR;e(xdcC472SH4&YRh|tUiDVCnx^qrzp`Ma~ zpWhl91lSDzY`no)yg*^FRjw$Rin5T2;=#`W_8UaS=B7~ZSu;X&xMF>gb#-w|#!mR% z(Xjwua`9im(bFLgy3XebPfP*RPP3U4-@iQoewcAsNaxbb>AEgx^J%chIIeP}a0J&0%2HCgx z4SXKO(O;Xg#K+VcjXE`NE#jV4Xy|hOPM4m@i(z{UfB}>Py-dj?Ld;iakb!)_END`^ zp{^ataqzaTki0M|&g5Pc+j=z=g0hLQ=Of(^jrF=j8r;stl zaJsM*rYts+>z^3UBTP#p;s)~y+cG9t)Ow=zbd$SRYq`>QY c5)KEeK9=59D18?Kruf9j+1REA?nD3p0MYIZ4*&oF literal 0 HcmV?d00001 diff --git a/translated_images/km/pos-embedding.e41ce9b6cf6078af.webp b/translated_images/km/pos-embedding.e41ce9b6cf6078af.webp new file mode 100644 index 0000000000000000000000000000000000000000..fcf330d75f0d23c649476bfb9381565d05625516 GIT binary patch literal 28202 zcmb@u1y~$g)-~L?ySuvtcXziS!3hL+3-0dj1PdBSaCdii39boFaOod%Z)Wb?$-Lh? z-~Saw)7@2dYM*`fUTf{${h%T(Awg;b0BDGdD5)!Py@3S)0Lah3yO01T2!ODhlGGv; z006=%RP2}53P5$GeTy0zN}S~$y;T=QF0KBgdCjag+YAg%^?k6>#`Ob;*9&#O5xCj- zXo1S$mgW_u0gzT@N*7^KsXfjX?Uz%(RB%bKcGJi$YNIXv#u&s|FqE^>yepn#%5X9P6NnS^VY{dpPtq&bt&gEkihymYs_z_Jtz2sdJ4At( zSj7H;lPHhbfW=ztdg~t}y`U93AT29G^ng0kr`$kW$d+Xvl<{RnD0p@Zv9f zJ6k#Tp#0=V=obc_P~;(#|uSe?JFsz)4<&wjqm zJyHJiuxD#sCI)F2J3~JY*CQ!E)PI3_F=4CSI(S*%@g^I1o6T0bX0LzAJC>f)OoryP zrtuhk|7necXR_%b&`j6cUwUjcb=#9(Dnox?G+e@y_gx=adzV z)jiy@c-NE__1UWrwr+$?#oeEtSLLsl2d|G26`)X%X(cYgb3k=~b>MM? z=SFjwn)d0R_@R%B07Dv0W-6gT8g04%2}L*of?Fb!e7%e`I*X8ZIFt9ng+##Lb2F~1 zHN%#d?|S#-dWElf#e>>&z2WTX_tScwYkk+ZE77msQt$Pf9;NDuzH#icJ?;7YX2^wXg{@55~j@aDI>Z7Fd%H~UqkL|WYR+WlYed;|S+b$*7)eUYEHLddaW zwCCg2(Uv2k^Qqb0gQWu0?}xR0WP_+35t=aX21;h^`P6J>|A(9ZVUex*)oG(3J^&w4 zf9=>O0_K%R|LxBAEdre`#Q9dpia>%dJ_xFdn|0+o_^8`xucfE(#2-A zkkMk2%{J&^(aB%2Q3h{xv63x(pN6dmx?Ks`vW7m#xM7dOkamTw+!cqMMN)S~JAB_F?0YTU;}ok+bjuVT z7US^Uh)6=b@p2MrD~_J@F-e;U$n`Z18m zgwQD-7$tE}YDE%30}X3ql*(gr>TYtw)%S>romHXv)kIZ4qXP6TW(D9aDiat9OsJ46DicU2cxY%+7TMce zjaa71jJVi+adL2X5SZO<9XXxB&q}F-3`$blr0AfH00>75M%u9%O!{{gFmQ3{Z#y$n zBO>4`L4)P!{YX$*ncftriT8!gMFvX^PZ%f+_4cLBfQE?Cc6DaPM?}LF_=kwmY<6bG zM#P}yLLkS*f^^Y-pcOIUfkE+85DH{?7mkfHh)r%)P!%4ps7fjKhC-!xP>kHaD>FDE zF-<}wNDWo3OpctC-m0J?JXsN)QfEOVCp0C_7o?lxt8U=Pk|qYLktrm?u&!?4=#nx9 z=SP<*lylNpX+q2jh9^3YMMi5bMWEx8t5X2qj3#IeD; zWb?$yZJcMMnG)@38KF(hlchPh?>QSF?b#2%I3XBXx-Q;BJZJ9*==+zX=Jxbzu3s~c zSvaW!KK>T1UtrC2?(P;gjn~1(HZ*o{K$%xfeDV235vd7_!;FHe{Z(}4au{@aBz|oG z?bK?VBX4N&^I0BBy-Uw$A(2`=pXGj{R?|whH|G)4@O@Vc0rmleb`O#nLVy`NT#S??FZRv5L~1bbntHqDA}}AU2hk^x z2gzHFZ81Oq$iu5su*-ypy;P)iB446nq6wa3LBR8m5V4~V-2)(4^2zq*!yW(DW5`vE z6rtv^k9Vt+V9>Ils+;G9#$LOb{sHh3=nEt`)%c-NL3LSvwpJz346M~V^J({)xrBOr z{pfNu-weDbS}Av4Tjm!PZ19-`0*}0a8o=i*p!~f3p*6~<066#Zaup0Hc@omCcvb%J zG%VQs^47ht5AYHI1kSZj`|PbntwHlH-L+o>7j2ISvz{0(Y?lS8d|H9ufmCP1kFNs0 zlmkEP*PpF@$##EgeL{LHx{g_Hk7}RtR`K!uQNFcz?(@~h)~DZl!pqN_`61+<>I!Lz z=#;1-YmZmOsr`D@x2@C*?2+o)XSMw}D{*b!C+1TBqWl(Etg6f(uBu+1D{Qz+FMQwq&1tV9Ar?W6ZH>gYBqKug@Bg;#U6(?V*WXCe5T3>Jt{x@y~H{(C| zlYCq)q=9DNJf8iz7-LYU4GIkygZVM5g2QDPX(F4mcGLfhwQ@2IyA2a{9UaL;-NlM) z1&_AD@$fK)YpKkBdq_X3&^Elx0eu_r9$O@rF<}FT;(xi=d?ADzwCZ;p8_?{0XyVlg zFaB{L)eO(vnNe6h!~is&8*i2c8~&e6>~hTPI>-I#lq#`{Aky~&KcsqHP5bZ|7KAWg zLNE!$_~=1$clL5=&~UULiE)JIkmCR7MVcgp3Id;;Hw8!TFAiskl_yXQ$kXROpVQ)n z%*RQsY`(MV_%e;vI2{Zc2!Dw|Gq4fb z8`!LEFZdtYS9eUkem4u`x@TDQFDqGxg;^S$`j-^k;HH$yT)V^g8khT#fA(w+>aav4 z{v~g%jP0QwS)xU+lHPm^Wj8AfuD{3#{!0ee$q%6t6Voy?V5^@g^Ztm*byHCrz%xA- zf*{`7+7MJG087zD^eagX`_|Cpi_g|8`ZqwZ3AJ@RP_rThNJ65`SB9i~_~A3T^%EVi zV0J4s`0E}#yQU6Or6*R0OqBiwA;w@0#Cy&25it)|lP@~R-M^Bfk>y^npvd}#yH67= zG^4_CzqL2f-rm??50yyOtzg&5bx8hOo(HQSMZh&5CyyC0`&W|wM1g3H=t7}kB_uyd zTP`4?PPug3Ee<^s!@uAbzh$uYZc7$OCY+|g;__M_#zKvATkn0w?ck(ot{m885gaVN{wfJ)|aF@IU11#RZ zuIfJ_bfOT}7^i2_Nw!Vx9nXd(C!y$ni>$7@I=uUD%B?2FFUt-JDjI5EtozH_{?F*F zV_AQd62owcYL3ybHx%$#h?RLj|$F%P)+fIT9;*a zV9CcANJeYgl>T{ATHpGpjZ#Cc8c%*4*3Zk*`ZjFePu+_6j@>@&yrWU3v~SS<`tzF2 z;=x}B!&sxbUWQhw<^KeGV(B zqoXQ2TQCIX6Km!Q%PoWqY)^ragc%qS>=TQ6N%&mY2%xB`XIxPly!Gh=EWYi&k z5^H3BSdR4zuRf3YYn=F`sLwB?roBd5*a%AD$v^*7LQ0r z>+NX*_#WXkXH7lVIlb`sG0^v!A<;r78P}CQ&ZiZ7$not!SY)>ab$i4_G4*s(p7KL6 zu_5`%aI!D3|owk)UAK7W=q9?5E;KoK-~%{#aFN#xduMsQGmWjTsBxv+{-EQbp+ zjX4UnJ)7`*!+7SY+w>C!jx-5alOx%Cu;L{1keX2&?~tfP9_2dl!MVE8IS!qVn#^BC zMN2MuTFBe@OopHRcg=Fbr{z=Uv4LSZL55=fip7sB@|}1>Y~`zyv?8Ed1G|!8_(;|7?@%I)(j{#{(C-$};vbrm&H}SH zm%I~r%ceaKH&&=SXY3USn_WLSv@x)1XK%Oh7gV|<4(9G+M{8-CKXVnA;OJ);GJxr4 z>!9+`J~2&hIIa)IdUEY=gSx+m*j`xbF;H)ROtGm0^Z$au{WeOaR)oT$kk@&$dgXl~C8NB38?ZS{$I^>@@eer9Ye`3QwE%AQ= zg)9sJ*B|~Kl<9ae$g(mqjt$|@oNi=&2D9U(U!e8nS}6I$U-0W0VG9)_cAx$gM^*M- zq()E}+hw}krZkF2UCI!;bfyg|v*&!&AK=Rg_s5&YOU@R5VDv9M_3YqwEgPfM#nMO2 zLm10LH8inj*>AdWMz(QA)uTgn{PGJWH>%zN)pz5 zckxfm)y$M@Vl4YUz{wN#3L~v&IPd$$jL-iw`Tzf;a`@e)rk1#W^%mwoxa6Pi{~KYw z(9<|;;>(g}LV}tCo*b&si(lC1f4t&W(;+&gr9)8frx%|1Ypt~U7nu5urf;zI zyZ)P;`&m)p*Hpde$Y130_gW0YJ}~unik|)%`BZo324<&zrv?fj{vf!Q(EMw)mG^~; z`e(F$#QNQmF5)&xJhRW5V`|Vpbndgh$fu2%BJ(l#!3M!n8P|$xB(1!POtaAVEfDjhnbzQ85}oZSVX*y#<$tQR407X zWy8g!CBq8U;BhE=D|7*ioRq7Puz|PAAM@JIKx$=xGrc5uC~wavUIIJ3Av5Qv%!<@|X3wnJ+Gb|v+;Vyy7w_%qI?P)XgZQ(N zoDD8{dYsK}lPArMj#K=K0cgaLZjZBk#>ryj(PTu}aSMVVY6O{C0N!WbkX{-Lzv(? zT+~_2!xx~T-E??qc;Lt|zqAY9Mid+^^zSKoHqAOGFA{ahvTWmokZ+eh;OVSE*C<>r zFQ{QW%f5i*w9i9-ui2hQaXrgmeAb97!!2hP4KKX$E6M3lU+UJq>)7An$vTF)@gGw3 z4;K7;1BP}BhUs4s=x4Wv>rDjJGev!lE6xAwt$qQ44D27$^`$ufYad5kN8zP#Goq1r z^)IOQb4>2qD%Lh1ZcSL#XG;1vkVRhjRW$q}q+ej^;tP0oANA{RT6gJUdVeb>{@^pT zB=oURUHku|A1LQsodNS+zW{OjtSV2evgx*q8pU|v6&T(^at1f z9VSbJ|ELOHl*PX{$Tr%bR({uS_)iG`vu9>Y$kvVeSGxGqvCI9>qWT{J@oSZSb>O;s z%u@ckO20tUt`e8xpG`R&Lt(`DI#jjdb{vV(Y@qdSs6Er;sJ2Ze67FBxLHK_pz`s?G zpr2W_6B+-kU#SiG4!bVUj@;UL2^R+5W2{6vsj4C<9*>rK6=J9S!%zQ-mHz5&zJ55d zG%Pr-1P&CtsqT2QXXD4BjiT$HChcXlabG+tvRexp` zVIn4xEwLJ4v;x&XyO%#j?{Aj)uN+u!Z^O=`b#pf~ccGGHU7d6Q`9`zAbMYVT0`A9c z{M=`j`g_J8`nW++>-@3UHmr!{WMd=EY*2~ce8vb0$|wf4z^LIXOr{sspSXDlpg8`t z`IowUsUH7a<)3R+0AbS<|GPA(T{Du!`N7X+IL=Y>jtoI3eo+nlfpoVC`C6<3N|-J5 z&+7Y^0Q@5b6I#%}{T&isqIDGVrF{Q;CO+pA^plfju0l*<1eOC`wK+~Ap4*jD__jvx z(Ao}}%O4EN) zBR~BEh4?;cq2b#8IZF~_HRV^PxtV?{`rih|zc;4S4<UZnxfFt#prpO}L;@kJowe z85*VQHVLJ_2#w#Vqo2C#XIB0*w;EDh)GRphZm6pm2C1~SEUYLRovjtHjlzBf>+gL1 zPbB{{aY0=Jtyi;M(W7l+n1_DY@_!r&olB#Q)gT7uR|FpF#8Q%<(5CQI|&k zRB->*#|8fhM}C94|G-XZ9&wr9=MF*}tT7K8%c>aFP9~&r=hUMw=Q?RNmVdHip&t8XX>Ns%& zA%ZtuP?Sb5=fL6k&gv~^2wQxNmXy^(|LRPSm#>Mmeu!`BtnYb8Oz9+V=_XL&+tVvN zS|LbEE2z-(Z3Z61n0zq&v=Zvgl^ycv3F#=_VrhYby=}kPM^V`KJHu;aX59}|WWC4S zmLakQGheFKi=vWZEM#$aX~gHKNO^zAKPt)l$fg zET#Ow(fgU$7{k<)v7mL`;E4m4bXXr0?f9M5`;X|h6c^7bTsSif2wDyr)M0AL9mXAM5-KOi?a&~JS*)(DX-)I$}8 z<52SQo!GkSc;!C7Xmxd0!^}yE*tU?ws@>>VuI%wjopro_pc6TLX7} zwit%L#l0N&`*Gi?TjQ!#Ld-)QD}#LXSV^d!8uuUc?F?)%3kIJ6^x`7ITTP932;BO#<6;FCpP*WZ+R2-1T@L9AaZ&8Qlcav{&EjBKG`^ zuu(-kB5Pgtcq-Pq8#MGxx}rCQO<3-n$>{K4sclAw`69EA(dS&NlI(PAegp+sVk^;{ z0rYQdc!I++B{&2dOVS2+`g*^qE2JOR@bq{ zK8daAmJ}GeRz#iYp_2BUXT!KPS?Vfp&iGjF~$4? z$2PL-DFVUDd4BD9sDpX%20dOxGaQk>P*NxS@{JPDMLZ;T$b!&)^r}mm3WxG}f)eLI z1AUW^K91QU6f63aN;2qp2djH7$lGCFBX{LIi0~tZUU6ULnHzaDOn!$jxceLV%R9XV z=ZX*8r3;tVn^n6l%?kNtQNgX9=@AKYbLmBiD0Oj&&JI`|#dqJD;o5qV@xm_T2{!Me zIrwySW%{NJ)1jsECy;egh!$%QmH$8j1CB6H~;Qe1Wf7P?CT13G2%FNI%q zaXC$O<}7uZsqD1r@9;fMlssn{G*xAk_h=A-4;NkGjL4HOAvF06MG~!U-|U)418;>i z8aBO8DxnxPbN{XmHFqCGO0g=p_}7n8xt$;MNrpJns~U=x)+?_KVfvjgq76Lci{%O1 zF<&3?>l0r;3e1v}TE)BY@nSLyY2L&1U4FIgvecsIL29hTjSO-^Eh#JS%Z`2e;@ix( zGt*{7Xu@smqJW=(SwnI{W`yf9-~!6Ph{(kgNd&WA-~ZRX~x6A)Y9c>4t!AjMWK zPcw(@W(k}n*?_S5JU&f=zWooc=IJ_mJA~KL#w0f8G2axsg(NREyH}2FZDJWPD>O(uTv%cq zpB2P|XK5d52LK?+JI?g2R}J^dKp>F45|&(U+zx_0Z0ipx&zpsba-0o27Nsz}S#%tA zY)k?vhTl}mZb)@YsN`6M4@w(j^<`n3Xjn9DmKNxz0u&G@iU12`*@*WzqF@Sg+dqi3Gi2Hzn|WBk(17l5-t-S#Oq zRf_WRT6BMJzxg97Jn;|*lAIO^q?BUvU3x6-$S2Yw^9@9+As0Sb5NcU~d&dRqx%_BJ z^0!@^ok`Tk?N#B3IgDvbpGPo0mR=I%1D)XUCT!P7wG^&sUaCMj1J|`^SYC5Kd@aX0 z@T}f+?|I6yt+UyF`@w<(J&6|E@U2SWkeb1_${l-#16A_sx*i>vnTtdb zylB6u*s@qZ>SUm18<2Tdgozpw-h^~1(Kz`;uL58S*|4KKUk%?E5)Rj_9p*)q|W&H=1&@i_c0J67D zhK`9%2ulw?G}6O5?k$P!p#BXxztPN>&1`b81bm#FFFsd~ODb_WUgD>UMbg8ySlfym z9WBI^Nhu~Hqd|-h(wk%+JRgsmpY(glss)TXW}<8!33ExB#5r85X_q2zzlruahKVqj zi4ROck(W@5DBWx^CgJ(cc- z=K93Ny_{QyoV6MGR|#JcYTQ`;#eOIy*$^mcEs)O5`NvAPII|`Jf>?$xhnCr?RPfV6 zs8~+vVDr|QRq8WB-2gEo!27Stw1tWLir|bDpkNpqh=X7p2ZWnWQwl?R)|@ z6Q^gKN%`Nyi9C+9@`}zg+TU5i=c=R17?r*cOG%$JV*ovAfREfRcLkuGqDFg2-3KhM zL7tc@tlK2t9ef2t6-(K+W2mS4(fSM83W{|I zkE%0Iwn&5)^u^iR#*D%Y_6xnYjw>}0c$TOzg-)#av$dBEbXP9lbSwFF5}u^BPQs7i zW50u2ePYrnLzyj$SMeLS!J4tZ6>k`W*OnPS8J;JVNeg`KL-%U6chH5>OZCU1?h^}{ zd<2qK=iTcQ(Gx4w6qO9I4v!+N)bD}(Swp;KMl~tAWV6iL#-a*Y#qR~QFlb%8KG~Ts zd7zJAgjX9VFJa{{yLid!iq|K5`C+bQB^#6^)n0uRO`Si9=ni%#7h1kyGw~+KzR(4| z`7q@rmy3L#X3M%oPEH}dsCg0YjKc+MXxQ@Y<9Dt7r=}p9V<{t^Pj+hVXzTsg&G%i9DQtWWEzZEe7#n5g7&p*|q;e~Rdpl<-k-WKOR&SZZ9Y`RKF#_ssM zYX|S&uzCl#v%c}22KS9{2LQ~Q+PGQ=epmov7h=Y#k<~)h;zw53@dK_sW`dw)Jh)DZ zP&0_o6^xksD6({wGoi`?sp1yg;pc(jtA{Cm-zp)5%Dr!-+a$&odfzV5gmi1vZLFc` zhs_`IG7`-nIpeGHaZ)g$fzVK=Wm0JVQb7ZB4N;Fy8aso5lCr}~uOYaurVwSm`p9ZdxoGAw+M=Rc|Csg@m~u5| zaN#$7^Ta6PGpb0+N|9dsEW0WR$!uu1ig(iCTq z02@VCa)tz+BGb zn=Jz5=Ch#;zoXR=nO06P8YKF0+AKW|8J6ICzov|nK6t`L$jTeMKWLn`s}`AXhfl10 zBPW$GhuYLgs21*n*TLDeb>txN$<5z=|Ezg?3QH1Fgt-Gn)4QHAcb5)*jI(PjcI6~M zCvmyV3+AD`ot%YBB7Tqo`?2fwl3c8Q_EHf;e#2}EZ+Cv$9F|Kq(DGo^ay*@qD*3f##{J_!e*fV;|beqYlY@2wE&iV0+6G;5l!*rpbg z%pPhl735~yJgyjh9%(+TF$bv-er%_0+AIL-f&7WHB+8BS+wq3+>_iUK=^_apDTc%S#N3!@L%P3CA&SiPZZIdmJ&ItUr8aU=wBIt_my_se;cMB(QZ71ygCP0XPw` zy{EUQ{?U1G2-TNuPJMp}(OzJYAHGkT7X=pm?)|8PwOqHqy*u^+#vU;-xZ$=h*)^{#8gc%8rMhjf{E zw`o*aG?NsNhZRm(&{>z8bz`jT-!q_N2xAASUogr|$frgjUjJk6dWPFe|Cr(= zbSCT&vVu|}I_bVoMew?x=Ua?O9%T=}_sF*G77X$a!1c3sA0;*F z(02dikQwR@%YYAHwPa+{N(Z2A%uO=;kGm5u?=sD*GDktf+Hi_ZJWOg=I`*bq_b$_j z^P*1SkhEG)$^5`p38Z8KSXxP_RcnXHo3s%~1ZGksqX;RfdP#GDZ9}r+i$@kPdmLUM z8nZ}tbO6_Jju$o;N3?;weq5Cx?H40VdNR=3^kFhsPo3DTX&H~EmQ?vnw`{LRuRcUN zOI5_A<{}C@R#IAy#>UAfIx(+GwuIBDDtNBINua88@iiw;bGuuW=(OY+XI}Jv3j*;U zdMiPewK2KY#|aU5V1g&al}&_H-Jsy&K}OVfZ-Lgh?d`ORY$yZ(WZW0}7ijb-a==<4 zvnnfj3RT_A_$jg(c~ZDSApunfJ<}8FX(=Y6jJM5T47|2b@@6O->Th_#o%n1wKV(X& zw7n_=RNU6Nh#;Zo|hqdItEI)GuEWBqyC;3qH(uWG!xB zSII~*;?CYOTNML9)5&2*?LadTO_<8uSms7NrFkS+iY&U1siwIs*#n|At(@hv(GA;k z)LYOc)aMt~(Zq`B1&2NJDZo1Tu;vpDo=sidg7qzRthg*QfUSXQ!+rmcbSDNM6F@m3 zXQ1PG$d`=(pS&FE4IT4MB(0JBw_5Ec+0^}`9T#}(j3)&Cm>i^?=W!on>15UwxUqu>C zBnbDaOg-?ZSoTe;YGZMj*OEJSP$;`ZsoF!rL_df7wn#sa()(yA<9rXq5}JCQY&z$) zO=V)t$*i&Z=4xBGt~1AsGlEnqUJ11)jy#7Vj8s~^%u))`skB6D?AzOML{v4b_l#XB zQ(-Kc1F6N)b|ixtu9Wd+?ZHA~(bx~#+wZ;sZ~A-O1s`vPdPo8AaSL3@U)07x_T!?@AJfQpX1T;iKqm;Bd{U%PWJbwT~r$mp+K_Id! z^O;r1{@uNk;M;T>iiOa15*gg|g7lzA`am7hZE6bo88S7)6zKLfJY|zy+*0%g@c|_n z&0_tj0r4(I5r36Y5q5PNyNJiLT1*R+O5cjYgZLH6R@4q;>(;|)-HL#b%?PeGAC{*E zO`H|-G9kS$Li_j!Yi_%U z*qp>_rS^i@h(Mhn@PhO}i!zlBtotpCKaFaHg^^{4yVHdJ(usD5p8jxhRcC~-dSf3muxl)KX2Z7Rf(C8`GRVR&&&(VUus?A4`i<=f* z1_HRw6QufF|Fp>YZT)EWN(qc~FW!MKdP9;t65;m!t-igy+F%yo0c2ZCuYNtWyGZT{ z(T5uVfJo=!^>)m{!_$r7iCEtso)QAk1w`1jeBBm^l=LC>t(;6RBsck-0H+cTMZFGi zjSFJ`&QY-}TIKq>)kZLh$&_h53LUhX#3Fj~G-nbYCC?X<>0-c2#n8{67fRupaS7b@TkMC zgoiFd`c8h{IQ99|a7Os{J5EGJb==w$xFZ!F=U1BG6_nOOu9K^69()r+65ZtB2ujO= zx*s>{s-~8EBKP#7o%s?Gj5=hqNeB6I#XKrLadRTrWEmc+j}V2&5m>HQ#d&j%4=$i} zZ&4ZOkeda-<^oc&iC6qjP3H!`x>PYxfcuD;SNVmsm=eDFz!ftG4(hD8A2NNlI~6G0 z^;~sWbbRd8gGgQ)4imh5^{UI~18${XSH1XZa+@LCrO~R#of(}?lpH#AkWmS5osJ-8 zew~95ino}A{36Pu5m8$6Igz5#(Z{!$neQ{l)rm;=N?PUPKi+8G>{CVrXh6RLU0NR0 zc_U&(pcM*u(8lm3W23peQS2dNPu4qnuTW=MOl7VQ5+PW_d$CX1>Lv01$OJj2h1xNu zs0XwOKq`oYD|J}O#?O8ZB`9T6oI~3cYF*Zh97`OCeJf86*N{noqomkyG%dh;#+2#N zP<$V$GlNZFl zS73O6hy1NXEIiRvP>xyT6^$As1|C_(C{#=Pk8zK;BcPh+=kG2}``7h3ceclMstpEI z7mTL-8NzG)2K3=*4cH$p{fA;i*uIeS5KbXMjrd)53~cDKR$HEDZ#HPLP=Iedk~lBu z`igd5+spx04C%es;iae6e+HfM%5r8iTHorT=#$glO5WwQkwt8g#pP;Lyn(po+BLqs z+tR1JZex#~C!=LuQr(g+4BXCRU^_Q`7C{9@4*$lcp`^K5>M}GQ$q}7{Gq=47m9lID zu&Leqp^$Y-r#kTd>U)>u+5>o4F!<{+`WhUKp!5fB-zx{%8ZKC8f+{$UJ1)U0->>bi zh!`Om4Kf*8?Cp8329$ycp?eEDkM?7Gk*E%`wW~$e2;u6I?^ofxUS;Dx+@DM1^l4I5 z1w9ZtoS#FU=zXa0Nz__FVFov3;>^l0?|dWyvm|UYi!Y!cT4DuK4^PB*Od7yhBW?jA z56SWOv3G*e>S>VlOp4F@oF+FrML(ck*X(*mEFaqg0&f-%aduvLqkd6D9XcVVB;BTm zEs-vWnhp76mea|*x?_jcp9Iu8q!|Wy0U*dQ#$6e<}z2bE+A{J}y&$#&}lRqIW zIs+-bB2Z-;AVHH@BlR?$>Xse38lKQIU|QF9!d{j#N?f65Ku7WI+rA+F?#%paXPWWu zPJfc_d437-G7h!}2rGA3OFgF4rFl{q3B;fsd8X@>K1{aPzFe}s%3hSMMIyHkKMZ65 z849}BcohL4ku~SZPwn~$vW*CPv!9QIe-|~?*%j!^{KR5_F zFO{p=@{O%Ul*vMR0}%^C+XT5{yl%7YeaR`k2d*Z<^aW2P-fkT6_w^_hZ3|s9eNic; z+8K6n0Jz(Ze&a}r*{X;a_(=41V_%+Y7|^)4mNWdxtD6G+?uX->LB6DXV(+SLO8Da} z`))l1V{vjP%+iNt1GUixS0*e;g-C@ajzG3P`lD8ddmOp?;rcKgA(Uucgo%<2<`N-saoR#@}BbyTY! zJ-T)dqJhSwf{Ng2jxnQfND`OW4QWBj#d}1^gue0uY~cD22inSkK$TkcY;E6Ak(|H z=Lw(Hb~JltQ#&aZXjKcCFW6yayV~6+ta8Y^ZExq1Cg@ztkmy!V5h&SUm%swZ!t+j`c$0So0vi&S>n%kG!kKomk!D zdEG|fPT8Qdoz&~9{5==3oCm(vuk7a04nMf)=*&LUyKlJ|kE3TV`)3#uR_w~#mtD6b zdMg#tK5cjbLd?~mLbqe8`M!wkzvuA=CAStZL)uCh)T9dP6F5SLvD;ks%XA>o#`eY2 zVJ2R#(;CrhL9_7%0n4{Hn=I-Pvlmz9^AH|K#%8r`UVw4yEpTAlg#P5eIi=k6KrZTd zfVtv|0v4KuO;dSE+&bDUXwuyO3DS=2E-`ZVM|jUd@H#N)3j8KEYCsqa$CV31sOmUB>GKDb=Cr8i@|pknm78Ux7CeOzCv?P20 zx#|x{rm}TQd{73Qa)b%;|a8=I>s1yjvUj6pwplx zZ1WkT6VYpGx<@o!Oc>8$G~xrcEG&N$pQ~YxoByk;=5B^VaDQ{HP*L8qO;!k4hXJ}^ z3_nl`{%u1-qM6wo2&Q_?W0>~`t?%UDnvCgg^26R-F{uM(qs|-B7;K6N`nJXs)@XH_7&lD&=f#3H)B?(c zZNqN}W@S?Qv2eNu(3@gwC^O`Rg=#qL1GNDYXb*M)1pNgyn!eiSTzYDXO z%%RaMwO**s>=M;tVDZxG&7i$=j1Fn78APxti8rdT*IW;lBa6CQ*`lc&;zwQyim(Dr zOT$wc91)RRc=CYA)hR=_@|7ZrPsm13#6c3haf?xakzSssS<4Z;Vj+YeUuI=F!)jKD zzwXNspj8sT=GuCe|6{b&@!aOSF%t}mM<;Q$#}&{I1;$<*(LrqR%o z2E7unON3Uid2*_fFrvO_q*e9icyVBU$pX;pt}z@CO5@LEPiM}Qa_{auiNM{eKTfGY zP&n$HLAua=FjAtoi%E7=j0K`g+>97L`)SbUKJskuUHV(lQk+2V>gLw3vS19MuN#%K zZ82FYzYjD?MaQX)cnngq!fcD3m5$CJJQ1{g?(pPVQX7G`*uFG4AH4WPK%*M(hDME8 zqa39=q>HYeM9(vJ(G)&YFpAk;djJ+$%Uf1N0&%HL5AnSc9%}1-bt0p+{rhFDOm0q@ zKHLiiOm)+yjXrU&Cn5*82I7Os9WF<)I~6P`XL&2UZz@F+)K98*P3HwTG%88Vm$a;t z45(Avhbnw z$X{Fe91%U2m_L3{pf>;(R$ii@8LwlvP@&au?}tu^1lP<53{3)-Xa+j)I(N)`t3E(qQ$nP)P~)3r)zDqWcbf9|Q^wHm#0bsQkd<*Lmx%LNM@5B5o(>>h&>j_Y{KrAtGTK0mH&ssra{gS&;&skZyQ_14P1!ppQ} z%ogeSY5}j)6tC~V&JqD7r1G@kUsvALV=|7-6ys+Y02YT@TREFAN`Yp25|SOfwrbr% zAjDsf!bqSRYgPg3g@4Qn(r*3d6NKmgAO^T&dVT;ivjZR*C@2@8&o7%vtZkwD5kGkF zMimlbk@gL0jUs@8yF05g206piPoH|io1hst+(on!;6UZH8zpd+#mHYomkEF&VB2?M zdr-2n2C-VNK`hwaP;ZjEyq;KSVtID}+V9)Q@?Dm?B@~&EB+}EzkK$_ggBD`=9QQc?w!zhSxiNJxQ^lS`s8-UJQ+-a+Z$2K$s{`E4xY1^ z4vy2=bJ=lO*Up^l`uDddp2aYr(+cdlXlP<*i0-_h~^3x6Ph-xi*8Pm|V%pZYH)QBeM?Gxre}`nSqg2DVtEFK#a4 zx`*HItu)(Hlj#NJJX<)kTj%_4f_{?yxedhb5j(Ow&^6oo5W%D7_ux1BK7B6$-Qloa zQmXiE6Fu#7A4*JraXX7)eJ!N;h$e}6;JXzX7qi5x#7rhov?kLs&un9Jnf~> zkJ|<SYO!CpesZS~?^z|YvF@LcX&b!zSR)ZKvNP@JKXp>$F(&7MY zw;mlD;PpBJ+di1WQNUs#Rny6JY^X9NsPCtV83fa|`!J0f^|Z=tqy`1oK#+IUlyCR# zWTn+Epcq`WhPss0%yY#%@lM-AuoG-ru#;3sd046kg=Ux2`RXoZwPBc2Fi!wT3p44) z9(8or+^dzr`peW;aeaYVU&{F{*#XG3p zzOB=Kfsw1)w7bIWCzV5qYv zijshiLI$7P|A2@DFX3$^f}zHM-SH~^M9Z=D0ls0&|G*iTd^lU1cK>1bmhtgYV%oxz z9e(YV5R2-;KTFlU3H6CVoF;CrQTB~9!eR~j*MNG;+*Vn!zY5Yz(DF==He7zgbPKM9 zlwqN%(h5^e7qA)K9@d$;&KoX&sI~%-hBm)~t}ZrKN^f-?Bq%D4-n%>7?r*n+D{?kN z9J_vhX->fs$FqdXiY<-$cX6u@)H;0}7-1kkTbD(S=VzEfY1OXa^aU{*Yvnh=XBKnKt+5V*Q)kxTjsU1@qMn9 zIUYl{0sEhmf_u)dcIb4Yk{HJB=N|8LGEg2qwVK;8-X3ebIy9x=txVgsB^!-{g8R8h zBty3qt8^K#q3OH)jThDb2pY`WJ^As};)jEB%QW?N9CCCGu9 z9`S?U_D@M=A2bPU0_A^(>eAG;)$Vdq*Z>AZxLLFEj6`ya{mT6@PM>u-_P+ThJ-4yo zZMXU#j%OQKXP!5|`AwKd^n4tuAT=>nd~4C&iFVAr-2Btq&)#AH3;6pqqt)O zYfub$+w~5&OjkG~Cee#V27vO;@>0LV-c^)63O2=w@qwm$eKoOKb8sFWak~z-M$=uC z{)ErY3a7d_L`s!N=VH}T(;#ncuJRJ8LCF!H|0H{N3gzd3+;huea#I*P3|>7p54_X( z11<<%VeY6Gqw9HPBKcc-GnL=5%RhJ)SHX-{qjNuD4p~Jn25{ayvu?A!Fxwpp1nbW`k)+Wshu|dy}a0Zs>2|Iw~C#Wwv*fpiB$v4qr zTBN9*@=98k8$U-VQ7r)Rzt8r9tFCr7LlAO=ilx3+yT3}vh&aQFYwyWIJP_OT*$IT! zV>d=;RmjuE@eZb{}-!NJ)$Vc?!i0IiavE3Q#Sef}_zST;tJc{X6%}PCO!>@oTRR+36#6i!#G~lNHcp)_oe}RscIc_R1ay4>- zn4886axGMG&}jgjoOyC$XjJ1oQ@{tkV}9XAaVOpk5*m|YZR;%LDQHmhRS@a1#Q?Gq zht4b{YukL?T5)BCd~loz?s-p;yh?Hi_G*1Ffu-x@MsJd<%%Yq@>e-S+%SRgNlcHw)eVQeNtyu%rb%u=||%Z8YaE z)!udfCDJ)tZj`ytW)QE|3Awh&X_O#Ip`C3%ZO9I0v~!DW?Qk(v2LNxXzln5OxD3ThhL&dTIP+kSxS9$&_4w9iaRgA#q6kvmg!t zN4O|Q8aspeX+PLx4Z$1jEw~Z}KSV(J8}&3+8A#+Pjt++C@xe zT%*q0L7bk3H_QEhC5EV;Y6r={3<_S??=!4TkiPAPy=BeOE-@Y_5L2vw6I>2E#0pF+ zMduyHmVm5 zKiSv%>VaSGGI=R)U4C+!$f9C?93YMHB$>WOPKNbg9j1FTpKE*jYJ)4G^eYfX^!!BO zwqE;;WVFVHtRNkZL6}juuF1O&qg9_2%@H}Jk!6yF)y*?`mN67m$qnyJ`=<~dcWNBK z?qpffo0nBo_j0HwI_0Y6`{LWR@VuFY_hyn)nU7+|KJcR-JygHgqf#Kg_5=fMd{X(K0Pf`jYHJbn%KG(@-wa97R28Mnzb2o=F7Ur+ zK?1qfe2FFuQQ(pKf)KXhDt-r|7YoYQLl;QM?GR1cYYajv%#@Aj$h`6?)27Tpct|yS zKy%|3gNy;aub@}Iu9AJB3Msu_n^k0w%U0qW)UadDNGI7VFXTh11*a_E6+z~j+XUTS zqOAW78*K!Y!Kq~oU;=Xa)41T~^oA5EKwUN%>++?VJ1zlsJ;LlKGF(kss|He-3QHR) zVzc*1?ORCcMCKW=R#n1nv*^UMdkBCPyRvL>*;;Dx4MkK34H7vCIKB5e5>H#jwXTwx1*zI|8A zlubT1wWuw^-&&i*TcFAkef5$mNM3$Oo+$cojiB^jx-f z9$VLD4W?r(2GM&fb=Ds~0ga7ixsc?=L%t?B(NSRUQy90sev$$|l@Z`h+QIjj_4h1a zdW-4k!G;cEzx9t3y`G>L#{VgqH!*9YDm_GMjN1prz(#EoJ+ebO1()U|f$wE@s^j`x zlsDNm<2SO?C?PawhM;i|&f&wr2aP6doB;!ktJtcvWdVm@9?8ElAYNMGZ1HoZV`&YR zq5!o+e44vM*5mwv0I~+0g`&^cY5#@|?Xu4I1=5=bi`Hyt%ax&OaFjDpCjCr>R{|Cf zO(I5}k@LXcf>h?O+o~2^9giP^`O7>jFuFV5w2))Jr0v!Yt2X9IHD-fh*QdS>&=+1O z|7R^~b4xW*c`&+pn9GvO_uoXC%!;1VQs>B5o$WrnPm|zqdjY7ba#x;y;tq=skMyaioGFCz25ps7+xKF8dh1$a{{HB`SPEA z?3Tqp>za~;3lU;1KZtA};FEYVY!DXm7))#?@p`&mEto-4w9u@Wp0ckz)s_YL0KRR$ zE-n_4_~as+SJs6w;YM{_xrQvm2SzWe=n_HK%-U&S-)*9B|L9*#U;u7! z;^WL)@Cj*_8p{tg9m~(I?ZL(~y2mRA@TC+WXuQ)$~GNS*Az+gUh_Y;+IzQGmcc`J3Jpk@gfr`d3{$<)DjuJ0 zUrI-it~~<}VbBC{^!3bT=luD{g#(h!Vr)y}5l+nw#z$X9tWZ$sgchk3&qriID|IjZ zoW?H|VS_VR$72!clu31rmET(;hFN6HQiGNSU;{=Q)|KlUX z#bxgcqZYBn-C)AT%BuB6-I2eF#fB8}!XSG>tIdr`n~|<(XF_A8Uz33dDJ>3zPns6)21w!gS13&K=6D)VzACyi3K`Rc7L?n zUsfBeU!Wj^G+5NtFRDtlC@R&}KFY{HtKV)Y#tE#aTQysQiZjKsUWD3jy+U!_{H3RU zPkFHw_l8Fz=Izk5%UL1zYPGipn5S>ZJfA677N^z(HAp-;xGxS`3nZO(=QV&7P-INz%E9CoVw5n8?%- zPr~~Xy&dHS3OP;~FQxW)7a82fvZ@FW0-4)}oOw|y)#fSEJc;rw^}KUY&6x>p3LAG) zOs9(z)@Deon^lEM=!$KA1rs9suCLMGrSM4)ZFSxzHN>5&*3@Dj=&X@i5`B~|OF7bG z{4#Ct_<+6j9Ua|SgN&?5yC^H`Qe7}+;{*1fmB-8$|hyL z$tBlw87D4kRyrnUPL!!V7upWWTK&zMw{BuFPp#L#S=W4K*fW1pCdm|^L#t%B7KWSy z_Uo$Zh!FgRiHSIbcjZ1v#v05>fu{qJ3&4>@AZ<77Q-A;fVbSW0fYkgh)!-YPZ<1pB z@!;yj$vZ7NZfe85<%d+yI?MFcPSJn?g@6P}-!JV8%~nHi$x8Tw>dj=3TYLO~E_x*A zEBy+bmmeGRhg-a-OyK>@fk36hUUVpjQ_r&^^%IBk1@|^4000000002x8~^|S00000 z000YeaU6TE7iFxExKd;M^_HpQf^bJ>hYjYda1Ga8XK&VNDWMU4j48hxi#vX^Nlgfg z>{_r|c2)E8GjqA;l4R^3f6KI#ODw22wC$NTI?ZHi%pEWOaaBrT=3-N{wkk(HeE>aP zfe{}Y5?w?&5&o?xg~E^sk|c>DNRlLpB1n=Xi6TgnB#9zOk|c>D7B1KTu^a#Z zZm8`b00L}K01tG)2YBEBW2OLF4gdfE2Qc6O005yB7+l`DqKgBRO^fq>5w=s{s>1wn z_6JHO`yQtqvLi^dp9~RZ1yvgV-00N|lJi;TfysP<{)_%5glMMDt z&CLB_lcXdRxpp}LyJVY=|J`Yrt z@L*UnW;O}u`u)406-jNkCe72b+>q^RUF#mVsCp_bLB-Aw2Srn=Jw$sxnuFqP^)isf zwM2e@D}Bo1MqGMjq^JbgQ{VsqLkbc-ryFTmd9iHBl0CBUG2EBFLdrQCRR~^KcxV=P zXuWV#;+z8gnf{!8@hU#B>2f@VMuF}Ukf9F+8m$Sxw{qgMZ#?oGD(yy^))Q}950Xq? zmEQV5HDIH{o?xrNhR?%Xmn3QM0AFROsgK!)GB8`(pyjNJ%=R|Qr`wliavEO}&p+jimzVrcwsyeu&{+RA{ zO{n{0<^thaoDY%l*??V8=$)#t@}d70IL5}-BvU%ME+Qh@R#cH;E?~&Sg`e1wx~ToD z+(-s`niwhxp1O5u$Eu}PY8AVKn5$*{%Jf-VA7BuWD0_8o2@X~XkbnRnMH4-Bdp@NX z=JF^r&dCSYf}~&9KV8&?-HZS4VXCmba8u%p4j7sKo0b@EHo-s&eXF5-LH+Rnceqck zzcGqtYdxxxRrb~?pE3HZT%7(2PES3D(8CJb5Hm12o!l``3 z>I`!Vc{81A0V%XVyMJTn@cmprz{z&6v3f`pVsVV#O6ZC;b&vpCS1~W7up0Jy2ffU} zN*s-7F*9jjVve3y^se<*AK8Fd8Vm}P`5Vo~Hn~0Ag61CaWB>qljwE|dHpS$6mmz8j z30QERcEAWkPU-T;;QaM)?>>)dInJ%vxW&PVxe+@o2*p|w6J1VU|31$cMO`=2V+3r$ z!i1tL72_Fj>s6cViNMf>DC*MP4oPcuY#UqMIgpk{2ON8jQ}AJ=BCpP*P-W9@tLHDN z$T2%_j_0}KF{n*sRZ~v}q*(7RV4dE8hG9C;9obg(Kh~mn*Ul6siAliTvxd1D(cdn0Du%ocARaC)$R$j>puk?dS#@agT0i4gU9XbtJ&|_wO%L87?5bS&gJvqZnRq3 zCzPQzMKH^~-IH^GatLAHx6eF_uc-@!5GLiLPXAK{zh4vpOjB8?RXcwT{t2nj!-Oh| z)ncC@^srUe#wBc11>)dz)7C%h$AQg6bs0Mw&<6Bfs66X}g{3@ys~Hm+oc7~bh<^6G zQ#E<0rV|-QYuQXa*I@~(fG|!Bmhxn>di%-WuqBeMZh>!xk;Gm!^o*^|s2yK001Co* zO1seiZ)L!Q6@fTER@&XoMu<*%qYwsQ^!kvbsrzcde%i2KwyYQJs|F*(NS}t$Fck4u zRe(WCZgA#wVPRAl_eFSY(i+h{uqO@8T2}kiBp`R~xGd{MB<|fFqU)o5@~2ga9i~v8^jR=Stthqz?M)B1A#1{90vkfKsXKrvVd?L31tA_ zM1I!A_fQny5rufRI8K?PSvSOrI zqLqV=vRxd!w(&CkY%8M$*Sa0|if z+FywkXj0#{fN}Ct3~blTqIur%SHQFmmwSmvKzB190sgUT@+R3#Q{qkNO9fefET!hz zVUv$x3Pb|cdJ@VLx7rzo^ z_3MyMxcPa*rIM@mn0ybYaljiZT6|?sg_7~4)p+8}dbO^&0kWZI)27J(K3h@J?j8l! z%?fAZ=JMJ0%YT@eO3JVOh+a~NFBr0W7gw>F8?jp913lOP001{LZu%`b#3;IojLfmk z!b{-%;Qk!6Te;GL91wzd{zsy*_{u9OUu#>)VpboYbgcsb+jLB6v9EDoSHNk(AV50# zI*;)Cn>$+p@y2j{NH;GaAEzO@Kt3MSX;UEocpBZ z>~WeVyC>EC2ui0ZTb;o#>!uEGJu8`UUpw;FiH# z;lTp&r_5{p6`fSF9*uXFq*#dS2clrxll(j-aSk24^l`DeeSk6weJ3p3$a_Fs2|&p| zH)Q=)N6p2D$;`IOVxpTK0woNqL_< zuD}2Q007RWDKt>3@hGCp8`lKa(!=|(NbGJ#9XBml{ve@lafig2G{38-*u7KHE2ZE6 zT0)zE6!C>8{aIAByjm7yBQhtCA;5zI7DvimEHHHtWFg1cG>vlk@m#Xh7` zgAer@27PguGBhV2M=-H+vokFBx@8u*~vajk#HUVs1q000lM zYbGNN9(psf&vX;QYBl%HqT~)ps!NX`IJ|-60qCwi+o}I-_OH1Q_pAlfZ`KFM4r>4a z0000A_tH*qUtkab0000_?*IS*000000ldi+0000I@?*a*Yc$82}001X% X>9W)T#>}7q000000000000000yyCIr literal 0 HcmV?d00001 diff --git a/translated_images/km/protege.274177ceeac13b38.webp b/translated_images/km/protege.274177ceeac13b38.webp new file mode 100644 index 0000000000000000000000000000000000000000..40a0fd166340be4423e9c2952976bc24c05a95d2 GIT binary patch literal 57960 zcmY(oW0)P$)&|&0BW>HZ&2-wfZM)O9(zb2ewr$(CaVE*V-<_F%=c!Xq)!uupSF04n zMMU)WfPhqm1?5!aI0%&f{I0P8%><^Z0+R*hW5fs(A|lKsBC3Uo5deoWxB0SYDb_Lw}u2c?Eic|A>FF{oGaujNXB{S6Av1hymUAd`&NI&whgVNPJlX zpzi@OptD)27kPxoTL|zR@4oKeeE0yAa{ZA^YSoYYvz|~U-I4(G4^apl|%o(O-Ov+YerT-Q_+@fYB@9H)lZe>h`D4pL+q_ z03rUB?k&I>!1x{TfclOJXufYh00p?zb>G0hWPf@2^1JbFzRiE;-)V015BunTReo+i zUVp%U`P^@9e=$GkE_b(obpW&h$6qej__xsqJW~(Tuk=3w@m{{~=+D!4_!mB{-Y1^} zpZA~m2g#4uYr6ITmQU07?&*gV`IbE4A#V_i2z-#q;_D=V&&U7CG0Qnd9XUG#jK$rN-lSeSNx#>8&3_8$^2r9Yer^K*pMdD@6o4y0|BL=(`P23$8vwZT_WSc*+b_-c>{s1) zpB(@IaP?jch<*11I36!w!hcLp0rG7Zr=PMjeNO-U3HW9}s?26z0Iq;;03`qM23M2= zjMlnifW_$L+6`+on)3Q!awUffwQWGG`uo6EbsZApT^K5ah`T(rIO=TAe7~(F&Go8^ zEbG4)v}7BIuw%HPjbU6tn^4>|hfz%=J=FHRH^3Znb8qWytG*cQM?~X8##?O!QS)pu z@C2efNv$5Cz36D8%UV$P^O6M8!n{P22imL|qIK&^Q8sD9e=48tiadTS;znaNzBRdO z@7(H{#rU{e$|THGRE_+ww2T5FL3xW1JH^d-B~)CO8WJpj?li%V-@(8I#q=`Wvsq8)=a*F}A45JBo#w z{Gc-~7=6467kjQEs?bigQv2m6*KeIz)RE{cxXt09bp1|;!uTR5ovMmuP?|_|&gY{Z zn5^OoEZ%YK#rNXJRCICNol0*TD|qNN%MLni1m#jl^)X-a9>kHWp3uBrxI#Y|d~k4?U( z85KII5N`9FYMqR4)eib8oDaxvMdb>Hs}-avD9&+uPs$&2GRM;_y2aTY6JJF0(rDS? z8Kc-{k58$4F<`7Mo@pFwv}inrurK#&QR;)qvhE#J66aD33)9Oam-Q|h@jE$*XDwNM zzX_|Xf&adS3GUwbfCaS;&E%6?ix5MzO2PJa(YYYIXd3yTixD1~@xxs8*C$x|31_p? z!yK?;mNtovZ~wJwax4Cf7YZ-6}zlX-6wDl`Lq8UNiSpfTv10{c2>l-4gFp+o)U z@srTVMO&%IZKOWw#CMJ>5VPJlnV#?*f8mNh;-ZQyi@P{5 zKkRHZrhS=krh4tjUogSIIfi8q?UZ2qc(#m8ekA1QtCdqI6^U z`4XK1RZK)5f%Nj;Z@+JzPc@kQq`NsAI6S_9CmJnG)DW;l_x-V%G=__t$>MU!w5#Pw zwq0t3Ze~w+)yFmeNq39lGx<4;-}rOS*}Ez91m-h@y~u0weazo4mxe04L;fA_S{*H% znglwadyu9}D7E)As#eR#GptM|1sE$cLqD-dTK^+G(--=}y3A_CCv(Q*>CSwZTtM8X z)9v!6Nee;U$yL3_tF2EfiD1Pq8r*yLKKnqrj;=DABv%pURfNLfmgSMBh{SL7wK<#Ut#)X-W_IS_1TKi|SO)Xt+m)F|#)A!E(F57~8R5^0J(& zLZY5M>LID7sW|r*wnE^OvU`@^vcIo>47*DK^hYs1Ioj$|a2tE^TVK}AFO6yV>??4Ie+R26ci!O7dFHFaf!-=mc*BusoovcWTk$I;xsJU+7;3YwzdRxz%cb5c}M zPLD5e31G?KUC$E}r_WOf8(L_Pr3b>!(Ik{8q3}ajf8~>t;UjlwX5fUdV3VVb@E!dc zRYV21sRpImO7@r9;=>;-*ok%mk*VsD2zI zP{bs8yplOSua&6T{FLFYP`$nB9*wBWtIFV<9DBPSaak?qE(=l)gM`t+38f9U2&KKIX{MiEZlie(!Rb`kT%d4B) z&S6AARWP_3o1@SicgoI+oq5IhAc0EHHlNR<57{W&1GKdW-5Xs@@&T5GHGjQJIw(<* zq$EZxe+T07BOH5ohiq^5#$B+v_xWc5>1>gBuxqX&^jK_+(c8VA+%8f6?%bzd_e zFcIZcG3)Dh)%=f}2&x+mR}zRX@=Jwo&gD-s+YRm0z(EN|4%4|w@K?^~xbSUWwvTjx zhgc{!Tk@~GZ2re75fsO`8YK!y5~vK5>KleSB54p>840N$!^m)+n`TSvUy_!VNM&3~T25<`;?e!4WRZh1Gb#m?`P$Uce zWnnb1O!Fw}gho|sm09b3Dnj2Q$o&iQV#51w^ygZ7R6MX{R#6O2C# z2)7QO;M{JfA3~@9XTAnHH`+QhxQrwmCrj|>EAck(tZ2&8 zxN_$^Wb0*V)w+ZOF9HkKd;P7Xo*HJ^O_Uz&>DXyMT z;mZGv6FnJ~8;?G+eu|>f&rh5QyFCeLWJlR~u={Z;zBF4A*nbs9!0S#YL%PB4MoY6M z{#2UvGS-TBLo!+e)nWbg-Y>53R-7I#`hZ9}jN6 z-)c9@#_OtA3mwFG4ea&zKo}+qsRghHZOTl$v6zmW0lL*K{w`nCKEx=47g%FcUkQN- z|2Cg!5$u?nOiuHS;7!5>B{)3#q9hM2}K6^pn2gX#s_C60oJ%o8i zE^DH6ipQ?rVmH}5`cF##ncHcMd6YlA_J=(42%7k_Yf+tGE;Fj75Up-1H3HGM&&y>% z|GcyJc=)aI>cB$k1rpiMD&p$5TQAFpUIm$nEaRy5Ui7MuOQ_qH_@AwAy>5=G!uY>J z{Vju6iXuB6a&*uIHyeqVr*j$R%gb7~=Ysl%Qotw${ulg^t3Z6`Dk++jfpM4;F9OKB zMH+1g-A+ia=BH8zbtU#(+-W1pp_u4y5n>udf#|ytP**sI^;RmedibCyw?bNgyuM`f zUxQFoeT@xbjv02VWe^fixMJsmi@aB5$VBB&g~R!3vPcn7*hjYx?H^U#tdR9Bx=`8*)2)* z5B4)Z@EtBiQv9WlVf`%C3emD6zDeHTdi&b6EyeHN;OllhiujN zb6@hC^p-}D2W}QTt|~f_BB&)vnMX9GX?AjD>6C@lS=6#w-LA;`>>clynv*8!6PV}wUHOpjqXuNk%*g?viohon@-nVRtDs+&lM8}@tz1GrT$Xq zMk!lNqVtN1dLp8Hc!(;a)PLWhezs6oTIS(QCPZ9IXjzjTv!8#bZjei^azXznSu|fW2A%>IYQ^ zo#x^W*74m))IB$LyUnHN2<(_L4GzMnQm--FvlZqLbrp_r!F?P`qC(=xPt&en&DEEp z>B4qSAdFc5$tH7i1EK7uYtNi4@U1do_6qPMxe7?3XE$x97f}eAP?CxhYbsd;SiHyx zJIuR(93Lcbw*MziS%eLw>h`25`GnA8I=&n*36=ZzSU z)=Zo@WJtb$5>zW#cs;8bFC9Rn#w{noMXUUeF*~ZDsX{CXV?oR5@M}*;DU|x|lqtb~ z=$|e~j9e0MPV}&Avml6O+#rmd0$t(YL|#;uWHk$`KVZjQAi1EID9ZFFZiq9Cg_8Zo zc;l*p6~WjfRA18@%!v_&TGy&R3o9y4eEb)KE=qq+LCC3}42D#%q2{g=g@ zjP&L5!L*M{jB1qGnauwYT`1j$0}Hh+YWaB+w+j~c2y!lYq^X`c>XbTQA%71Qixk<1 zg5b~jS!!j!(9b(=2NDOC3Kwjknp?FhiX-i~-&SVl{b0f~k0!t=zgU^hz=XO-M^fI* zL7b!fFtK`j;I)c|$(k9+5@oc3d&ij_XikwR;_7W03 z1Cl1p+X`%K!K|k~)RKTaX(xBLz0O3xKXCZh(Wu^djW=SMhW2*GAHAo4#qH|vlk2=E zY`LyarSg&mZt5+O%nR0+N*fn@iYRGzROd=DF1rUk7=jD)yNHR+k|muY{sp$fWSMSA z@`qmZGdv#!+f#lk3EKZmxx`+@yTXzF9n-qwQ(C!WMWV8WHt);>v!}J&Vh0oR4 z=Qq98??j$;wNBt^h{E#{j=`w;kX?9!7EJ}&I`C#?F}?8jg@^(1 z?lw%qnDj$w6HJ;c(dMhQ{PPM&l2ThA&HoPXRHGn|`e;<#BlQO~V=exfp`aNx@u}H$ z$#nZ-OvrYi<0J(^-C&07A&0gs#j%m?~u@OdCf*Bm{Kk`PF)Z{u-DN&1B z5)6$lk^HZ}BTmA=U~Y8vLPcWMydk znF4w@GLI%tUkwKv8ogAp9=?1yCA+z@dldxcbmBvF4#~AUK!^(5EBN{>_5%X&XV&q@ zQT$Co3)aI;BakMEjN1G?@RI*kG%A}Sy6ux2M!?Zs`#XW57gSSK0TOy6N=^KP`2SAf zEDJ?@AvZyz>iO#pMA}jOcedpY=vTbjq7obB9;NRTqOMGV?mW43Rh=|d`Q;_Q@LK=J z-${eG!UZf(E_Myt))QcGv@-j+?|e8JdA=8>9Nu-!2$OQ6*t?=)gV9>z&F|pF!EoXj z`5QmmtPbnga4*JGo4+&Rq;K@FC-WT7my;f3wm0~H!-u3l_KI`&mN1b^_GFJMocaYu zhMbM1tK)xC$A567HxJLIp)Z|1RG|%TLxLdB1p&Ykit@&O%ur7r_3Cip^lZCWvo{-? z0wwktA>kwtV5F_a6&-XeXDyEyR$*Xf%6tF$5O74dPpbHD%(ThWrI;4+TcK`}&!lCW z`k#d*XNhOe?J}|AHKn41B-{NAQ_keFhec6W8b|s!8;S`7`%HzNb33#Mg6tTQbc>sR zNR!inAd!y|=5Yia=1|s;?Yl);vN!D7)#}hz+dC_C&^3$P{TK7>LczCs_6N|zNN%eC z&m(&#is1{l)Xt}4YY|u)Jz$--HSOG@)!iX8;{40tzL2maI*M^seo6VDoqM)<1K!ZE?>-rya4!qZwoaS1I=|zIa)tOvMW(_P49xHh^7C zrh4&!gcuvV!2k2Q27iUMR9J5oL5DExmAH^iVo&E-`%Xoks8o$x3_zJ|-IL?EsHjlR znR6Nu1RaQu+d+3w@J>KmFkPHM;X@$cqg6S^;wBKWMwHr}af_6E`yHiB8VsLfeASZL zWW;K!qu5SoxA)1)u&C`{c#(*RNXwsvMDxJ>7UA~Ky36_kecgo9<;)crt1R(KcwGm^ zw6%Xy*^zTvVPz9&$)s%^%(fV1k(f;^k@q3pZVX|_soe$~S?2Tiua-J)qKB#1ZX3}a z{$yPcN4b9zJ+n4fdp2?KdQq`;QlQ+Lzkj}M=?&vHDiIJV6@98Ko`W_QdEh4m-$u$f$bfXX;&+G|C}P`gE&fwTEfjlzoVJpDV(H|HNmM1w zCR0YR?8impMvKG(l3GB*N=7{_>+(dqO0$j3&0@@GXQpaoIkzlp=1-$uw@Z2;51gOW zj3UV(y|-a$Vq0xi=e;qnV1xS-CX*WIT^dASNsiVW8`tl*lJ1#zB_5M+vGC1k?i^WbeAlsTA$K+6J7I9~ zgW_@?YH9ND@!&*o+Ef(uaIO@6TI2~3cZ2cozB<6)3Y+5W>6@nrn9EQ&N=5S-XLdaSr5&prc~%UhGcD`+%1m*A}6l`=>o#7veG%d!Clf;ac>>@ z2L1aj&kZEK*WX(ahIb@3j%F_z1(RvM)KC2DANXn!;C5Vn7Fgt+ODs5f z$TohXLSRk`l4aqE)M%-h}n(Taa+J`4g(5v=m4A{)ASA@Vt8 z2L%GYX;IaeI6jq35!8x8dRg|iuLJaM3>aCZ^fh2&$gbzRSY&9ijB}5rg#JkI9XJ0` z&^fpzPfI?o<0P$aebBrHg|w-cyiR_yKX;ThE+ojxmSn^WevZVCWEPtbXg=XSkco9!C*o zAUWJUsp^>&KMX?Q4LQ(@I6mnvMMPDVl0q6~dL#>1U&N37Lg8X6PBMtsN;v|uz-Q$% zvRQc5aDROH(0aecdI%@b-Q&~H^PbBZLbR0RXw~6NhL5_R*1Ozbs3txPwy!e5o&C2% zxoulj7oTBP3+LjZ1-YUq`tHQ}eg-E7xtlN)U`4+wb>`A_V{9c#TZ1sxx!+}nI^@nx z$m43dWH{47gMA-j7&2JLv<6+Ttclylam1UF=n#=Vd>e|8uY#*I`=j%I$De<99;)YC zr^A_|!E6te(au2oi6G6pcaQDw+A%t`O%?SejE1L zfU_8cin_WK!tJeMZ@0+@Kb^S91*+Bd7D>OZ^^h$?I+X7vn4;k%zbPoYyDlF+(n^7*xN$WfznJ3Ab+VK&buXuS!JLhi3eoi>w(N;_?EF~qI{HT9J1B|;ylsaEHU2%!|BgRf+XPSy!>R=%&!O9gX();D0q z{8CZVP*%QM{$(f0nwhXVZeo<9H4&&!U%Y?g*wk&AIY?Y+ir#*4p9)7)@r$v_A6iw= zkH(YM$1Q1s3DlTIz6$8lj{wPk-=`3<0<-qFy)ep66}2RL1(RQV@hGLh$F%ks7#qEt z!i10-tv@@Q>de{&TcB_d$hxK=e6xG=_w}qK-carEIv`<0F|0I3_ohI0P0#?VC{PBd zxy>}p%c(Y^`*w203Z^7^2aK^QK4ea+EUY8RIOSFJNSsf^ftcx=pLEi^77}CLq(VNO z^5ejfG29@}Vhy9uYEYO@#vbi$g^l!OO!)a$DN8RiFRJP5kvY)w1+`dis_N7lJtk(b zDyNro1*QT*1R@J%hP}ARs}O1S48g-KEO3f358$rX! zuO+6k3>^xF@4i6ujq)vTA^zvG(KDYtF^~P2iF%4{hGlWQbZ3#d?{KNWy;^& zNog(0-deVE`b{HIm%m=C(253CQ$Or$%?3~_?&T4LemhOPoN5vJBDvPhLo9G5ERrP68&^haxR6f)btIY$w2~ zo8U@a#)Gpc>;+1&4f8hLSh|jvrGPi;=vNpv+${*?opYW+T9-?kIG!^<^wy( z%{DB9ZtQ@JBp+8tA$;5h8oFQou?AFqeZO_}HT9P9R2miEtrv(CEA5nWV*ym=$j9VlQh-@q&vuHsDVwBc-UHB#1(;MhL)|&Ndg|(g?NjRNR^Yw0wwAO(j5%gPho&sN z)g5?ONeWpvJ-2QQ`1MnF*F(FdZ>OfZlSMYL`#C1*_X+OXl~aS7R=p{FyGoFC&Ty8@ zrK99ADz1X-fnjXPDk)6BawKZ*`MBJF1ZXmCv4Hl1WHtYz zROeUh(2Q~mUeN-QUNHyB(f*c+Zv=(8tpirdUSPF(Tb8X}@EK;S*E6DId5S_k4quZ@s^cNo47{1U}Pb9dC%4 z2BmLnls;-0IooCnEI^_%q``Hej@qyC#_l;F5b}^NwLx8stUfl6ZUU~#*z9kO@~1^! zt|xh{B!BdGNfdcY7}}A|W`|uarxXopOy7qkr$|*_#Dw1^L3C{7yX!|%=BnC>Ag6T4 zAoG1-eAh2Hz4}gN@oCChi__L5o!jPkijMnGD{j7!a-Jd+0oRyj&x@OU=kZF+JaTd? ze|2|=Rn|hNgJZSye_K=`6ER?Yzh9;07WG*)9bjx_e?KH+FyhN z(F2-OG=Jz`JXSxosQ8u3!+CCIPlGK}cK!#9@(}&L1BTfpaMl>_wnZTY;k>PAER^9u z+VcZ}TVV3&eA6VHcP04Q3FOHq^Gs)_Ge#MVfLh>bqOR+~F%UjM|B^b}O$2^wr-9jT z<2}h8e6Vk4>*@$?rrNErUY3O~c>zS%oL__sD@%-+%M{#Gqyw!+=tv*;9?DYafEiv) zRA*I`hTk!XQS;TT(|wtitJcIzZ# z39I&K=XQ=qEKV#L8@2)QEA_@n?c22VT9#uE(Hh1~z&jM98F`f&_4d#)gZrx>MP`NN_V$h?u^M+;+e zUp`-@&g*8Al;eup!`rf)tx zIy`_mTil6cKcn-bVoIoaB^C5>UgOsFQ2YBM+wjG{SbH}&%r{JXQ(<;_NQshgKM|UI z1<53QHh~``3SQs5s@RUW)tL&A@Sx<~Dauq`w(F{*g0q$Qd`+q~ajo6!FnvouW5^JK z4LWHI;AOg+X2!FP2E#bknJ3?%Ej3nmxM;)Gfk6C9St{NWUf7_FCM>g5s%Y>&cDYMf zqFu=` zYkKL~*u{GFvqbS- ziisnX0q$e{bMG$^2Jc~4*0$Br1%IeHpyygCNx6wBDm?888Vp|{-MPaVjv$!4gm}(} zK#Fd~C6cNRI0n-cu(6nsfr=4)A1%(@Wvw!=^YC^h>^V^5mU$nmUGjA8lZEg}D1bAp^5o}BTSAF) zzvVxTth?+dmu}w}UQ5#+`SUJm%$WMnY=2sUM_RiBy?!4~xni z5^j&vE(Uhb`_8OI$gj|#>7f%jTN?`g<)BW~>A}B7VTOPrSt(&&m#17c$kxo(XWJqp zFBKmjJHOqTQ=PK>_laFrDIs81jP+Z({Yr0H`6-y7mokd5u7pqCJU)W0ubl^IOX`Ts z=N42D-?46iFxUD5M>n-Cf{iosY9Vq*Y~Cy@ogCd+$=a-fQPPhZ;Mg9lL??)p?DM=^w&atdS#4z zL8P9ef}W;)sxHR-8Q~E0w}Km1U<~o(|MIjm9A1X~o%GtE!44m4r>K?)7Wy)N)zw1r zz#fpxAP;m21KXiki%LNea8*_pa={6Sm%U7Ulmzjho9U;(Yw>XH176j zJnQdQGpyP_ZI#tTpi!KYdBAu%9)j(TZQsiQdDkNtZ?K&mMQy;mpa)8i!706cs~W_h zJF}@qye(eSN%gqKVADQ#Q;1MWv`j#1Pj@AwWC*$<&&1H$#XWWF@Md1$b>w=O=@(mq zr^TibEnV6L;Yui+f9LF6vCd1ti(u9i;NXWrESB=XW{9j-8=vJ1f5@a>SU_k`H_f#$ zNe4;9Wmyg^JufwtH!cYH4Il@k2SPZOV_IKmraKcaCw7Jk8Kn-1cg^UQMIbNVvPxhc^^o8=GXt9CTi zLHg2sTiUc_TX+Wd#E;;Lx&2^J=)IMos?YERxXtGQoiS5{F#7m>OgQ@_A&PX4YsQC2 z=(WsE4{eHxq&FY7SJei-My(GBxRw$T#i5#B~$lk=5Rv0QQY18^*FD zc@$zvJUg)kG$2%|7;*FGO9ew+!s7gQr@N18W`EtytjNG$kr_{7e$Mdgc6stfX-`uX z({20eTyvNGiJPl)QS~qaU@OY)pOl61Jj1}>Wm+N8yeKI=nBtJaL_EFuvkUn$YTa>@ zYozD#)4z-(Q*@0rO^j zOJldUyNWXi?yLc?TDGIw>$>MbCN21tDB@MD&w8f#12#$l?g5cqnO$O>fiLoea90s; za;@@Y-*(6iVs2y%@H;1mR?sNr+tMM8e`b?&A8gmQ_2A~x&sG7ei=LQrH7cQJ?nKI< zJbhR-6_ii%e_PWwSi1%!HrJi{5=w4Av%Pv&?Zj_pu6rL=MU{jK;H4a&=eaY|YKy=I zcvitrnf~1A0f8detw>KH3Si`tyseuA3#GNccH|OzDRlt7Jwn;Nnfc7It8#*=?06nO zi8CbB#>V5ymHGi*cbMCK7*u-UOakX5#v>>mZG(W5ssOz-CNK<4Qqf&U--r1X1k82_ z);(;wEF$8rE)Jt+A%*TvIMadhtlYxq6j>n9m5Z@sB!B!y^_?%r`FuKo_dRYH7Zp-C z$6*2jnV0vxcG2IDP9@*4)fBd%p>*>b4(j{62vSLeGKu`~rYi2ZI4VgD0W$Ss?Fd;; z2ATU@KzD#whB;o22zU@65k^y*UN092;v8^`iDh|$k8Ebs01V0dc*nYuogfD52X7Do z1VcbtTF33sK!5~^?{cRzcVB5vU9~hXNA4h%f7KS!N^lOYWaVr=`++A7CUUwRxxVHp z38mgKcz_oWp#LfX+75>`hv}#1JQ2J3$`wGr8I>ZfUp?Nn#nT{SGYK|G z0B;yQOY)Mn?@@h53Snc@iXBcaGp(%<=0Q zI0!xcRH$tK0QwSaeRCF^K0v^?6ZLWbBa8dpOyWz=E7l4IZQ2hZ#|v*(!j$PI;_UBq z!6V`K7IIX18Rrq>)P9xH=z*gou^&rqApWs4PIY+A*xC5MV;Fu%unRrJvO-Wa0V`SWTOOuN2}{NSM3C2aM7B6Q<`)Q*QBDJ?4jyb{Bz@4kGH^6; zs+LcffuB!r%@UKek&>>(%_6G=G?U%Bqp{KIhC1A5qW;a$5tWw2oNz%cY~c*aZXB2n zYS7s>qYM$G=Nz)lB8rx@s5ojF1_zN@h(X1yhlBmRZ7z-6oY?qCGE=ZCc@itrOj`_5_Ru%rCJyJ_)As+FdgQq3S#&VgC;g>kn; zU;ZQ?lXzM&a*zd)d}_@D_E-2LIDFclq2V%C1)#v45GxHQd*~J%Tpkk_WU}fAb{_2b zx-J;~d84bF%~x2h#i}VMqsk&5XfLi@4~=c;F7}`UE1{nme7p^m9g5i|rt&U_Hkplv z>!J4#hJtF;qoTRrdNc)SVq(BAxZq~GY%M`SUWdQuF~=QGGDi5SgrJcQEB9_xn-itL znOf!0 zR{T|QP6m-q#gFAqK1)!8!$H{-7CpLNcUrg+*;1$zxG2X>>)rrTyQX`CE~k7!@(D}_ zfcx{M%b~x<%ORYsCF;W7MdIQ!yzh|{$ zl?R+R#t_@UjWx@fH|i`411MgR)5-!B&P4lTOt7uvaC(@_tx)N4O1wlcqaTa1q+)Lq zwICpQD0u_U%b7Scb6uJ7hH8Ivtl zAj1cy5#qJ|Ddzx9`KXCj?vG0-AWkHeQqiRl!_mj$c_f(v8DNbs9ejT|H@Nx>hNb^< zXaBiV%MY?Zhc+bBU$o>P*&w{8$%AS6_sLnxCDYqL+fX(7*!XG zy8(+2E=}UY&v(^m&niigaOlD_Q70d6U4Me#Bi;J#8>%~&cTA>=zc?jcmH!TvQ342RX=ex>gIg5cF@@YJ%J)PK4#Bvzs5E(3 zRhExmuED7B=xb3r&Z$QbVOS(`!J%udf~&kuR+L7CIp{Wton4u22pu5TtQoq^^uFJt~Pd$ zT&BcD*-hltdc;1g-{^r&P~!U?X9RAu;wx@m z8pX#IpY_Wj4-93sI@B}@C=c1P{kTR7bPprW2x<%ODI=v@#q2`MBZcoP?jb>A>sxTH6 zNhky_y`dbK#J~(X$x@D-%i(x4!I0#+6sV?=s73Z-5W_7-5HR;9D0g=8xvKtLY7Gt< zJy{XqU__c8ekSRN_|S@O{un3M(`+YRd8Ws{Lk|uu`DNHEG4}C_de+*9=1Q66L;#-= z1?gJ=sVz1&!cz2HRU+x|Ct#dIA!l8)9>6KsVzZ%xJt#7}@8@!$0JLaHycKLPuSeK5>RKsj zl9-HlFMFm}PwergLSG(S^jHaEPTkzgJ9o^Gjq200uQ!M!J1LPgQM$OI6o$`&)4|TX zNb6bN8k>)t@(H%FCvA6z7G8<_4RO~2W&IVz+-BgHjNKb_1E=)*a=Lo9q@x<{ZKyRe z`ZPq?;$n|Gqrc>}>|NgFZ>Y7|`fsD;iv=Ah9}o#JHv@C=K6@}YW_~SHthpRYoV(D} z78j|0kbhN8s&47Dm{k-&r|kWJLtcX;`AEj6?joIxRo#WR@)c1{vr@c!P+vCGkWXJ< z#Vb%XyBeX;;u43wSoM#hnKY@1$PTdzoDz{1Dwn(}@6hc`?uNZ-9MZ1pmRYJF8Y0sj zOwb>{H+CZRi`a(xs9kBaCgfo? zP-y*&sqCVaxYx0%*~Aw8S^Duvc3Fd684d?b+SoP8G;!bz2h7qGzGbDS9c6yogAgO4 zX2=M&ncy* zp7PAf7v=~_|FUMq+zNS)E**%MRfZML5O1-WIy@sXX^Zw*OkPMoP9z>m!(x*$uB5d2 zutrYRSP6P7en7obR9`cv&JVJE#AWs)9D-jNrbn4*^B$0An+cthbpg^=pg+yS!5cR* z@LHR_hd`>(Al*qO?JoRA9vD&?s`uq-i!^n?3P7cziK|iSc-8TQ? zAOgL;l05zMX7sw8xC~1U$TtA{`wDGu3}(zB3RY#g=r4<9#bu?XEp?Owyb2bEz3E*m zltl^4c?hDikOI|gvgAL?_3e5#y|)($ft^KSM7Y|y7EF|d3`oJ|(tIOO5CBi5m>pR4_>QIGT7FNXAZa z@%Xy^YoIbXUlbO++d}8!#KnY0lzBl}nL^)pNdgVwg#PK2?lIJ&cYiiPd1~e8e6-+W z5;+Ml3`9T>_tK^aU7&D+);FMBu76%8lU3NHXasO=WMGMvy=sVV80830!@zmMxG61to!PZXN6Xt zKfz$a;Bpr?fG}noC~)e_9cYVr!-5Op+6RoatztALaI}eXqG6E|EQ$d z*gaR<$=L-4eb4t2e#>&JE7J++BW86?EEZRINUz_fT7;?Rrh@X{Li5UcqbVvZ%NZuE z?&%un@~(euk!T|#Aas7%`XCn^+<>E@YYyHxI~#rP3TkW|Oexbb{v``?;AJ(I$q~O* zTvhD^wG*Ko`@kfKb9#_T_Sl3xiQ$D?xNr@n3WTtLww4idZeTaZoqsd|yw~10|HY0A ze#6%^52`gWNo_dQ;n@-@6@T=qvlyPMR^|u7_G#gbzg93mBOx&AF=2Ye9~Fsc2}~>$ zHy~yO^-!~DCZ*8={VurbMejwI%{aY?sPXnFbY<&R}8jsw&_W z`kCzH4Qc&RROAr@`C+cPSqM>la9}skv z4es&9`@3e7q%wEzSC$hN>B2>7B-55)%6_-CQ@P||0zLED4iF$&+LwbuZ*-BL)nma4 zT-45wRpDlr-C>^==9J|8mlOchFh?fxVXNmp2@lQu~V(F+* zykFP}Y0`=cTn?Kr2%q)u$7O0PcvTIeAUDv5*61z~GL^7K&cr<)hk%P-+{julFxa;eN__-4V8HE*>S+!2vWsb*_R&I;lMH=Dj+bB7)vxM%p3jC-Y}E>! z5=NbA^mj9SE>>$LH-dHfrpU_KSq(JtU#X8qO!ptWV>RSRid8JWA+VKlYGCpd>wo# zHSSVoDZrk(Q7xI>LvRK0xu%I?N=J<-?WX#Fb4){vqszO|Po}lKytPJ>yhdlF z{D|3>LH^hO01(1#8VgnUiGxFc2p$Bdw7>u4kh33nySv>^gB&eIm~N>3yBslnE}PL- z!V71%pBUAf1Wg*{UZkQ=#PN6Zx(&sp=c#ba$i$q*2Bs{^i?Lt;k=FwuI^+h$94Ydl z-lA8-rF?G)aP-9-O(tt=;XmMSrp?{7eg_?BGn~@kgut9og5ZNJ2R*LeK9ww56Mmgv zPtHoV!U;l<1_Y+NVvHx%J~_F8)4}LG30^I@Aw8ICH;E{|+yO1OR(LDHjiE50i(Hqo z18i*c&@jQzfg$modkfR)m>(uc#5&a;NJr2e+i9IRx|DQw&{58QHU5h(PFP?E&KS%`+5 z@yj=35+Hofhvhz%In9Bg_a>I3VX#1+C%l*uovM%93}plSCl;`mT<9cjY}dnBc`bn_ zTuZu=+XF-*{$0|!PN}_*nhgf#lS9)dVG!Rvw410f9I6`-at;1Kud3?_C{0cm>$O$8 zcBQ3Z!M1P!y<2M{7tDV5I2g_Gul=`2p|+R7J*cTQUdcbtM32C|Bqy;6ZP+Mw>Z^r8 z%4)Z`@HH}&o<100xmwz z)mj^wkE9RObv?bSs_g*$A76`SYgDhqFpASe1o}_qcuV=o5E}59Vj=kH zsY4n@dqL}4$Z6_wikdz94|!IlKY>$>DX36MjH1TrxV>hZ@P}{uGteD1c>`id7lN=N zZWUCHsz$Nck@z8?ak~QCxf@Z4EOx*9GpJ=mZoBy^dFqYfZHO^cJVXWUQgmBpO|TFo zxz_>y;MM1Jq?U_-N;5Q&=3D%uIkP9?UZ&8$$MxU;!uO+#pAdj!P-KkAlIkbUyr9gmGrrrA+hh)A%o)h}7uR4d<;DnB*pc`n22q zEsrxBK__mCtd+=buV$WAA;C$&xC4b9Gflyapx!L+r1O|@)(C`H)lH*cJ^-=#&v zKNSFcue$Ptl=9tJP{C22@fF|p_GNs+_1G$vw_*J;Vvq=6G!`iBSlZM+tNvs!&>!Cv z8me7e&MIJLIfM-uW)wN=9v!aRAv7h%2ug9IIJgXgxJ7#6a{i|H%A#D<$XFjz{v2JG zu-nogWbKwp7hdqrX_kCV6pevD%O0S&*ne&MY}_A@C2Cs%xe+^gOz-o(QV;lS`;x?1 z;%;|UW?l9nSlEpr;m5W#NDx@Z@}N|7$sFlDg|JmI9lC(>v|x<@2?seKr-$x{ewb@a zF|#CxFsg+JXNBdd<1a}9HXR- zGteY7b(+qbe9eM?Tu1ASnYl7Wy##BeSbTS;Ks7#~U|l@n!0R!TrtX{<*)U~0C^k+v zzKw7g+I-qC>H05y>)Z)c(pc`8u|Foa_L*dJ1}1n8N4>A`eTi&a6_E3gw5QKQZpuza z&D!o#(EAt>VvvbSnT7GD`fw&dN|V+hB7C}fc5li-L_G%%YN&7E8LMu)bU*!aX&;U+ z`sZf(F7(=i#o?~hW=D0*0?5}XrtXne=-vYvVN=W9F}`+P@{kij6q^ZDqy7?I7T)(D z;bU3UXXnOyHo}GIQB;tO9;^&-av*+9mT0xY_OHNIJK6T+|CHM|E|IdnpdCo0BL8^s zDJvxq4&thhO*1no8z;^W!yi*tO+2(OMV)LTcYJqOnBvcBI+L1CKH1vm@ycuUCHFD@ z!uO@!ikqC^Y%CLUOXxwfbRiTF~&ZoD+R0Og)ze^ zw}r2^4!P}F9CQ&M_OkWw(ie=dSFT$+@&Df+nQrlPKgxa~35A?Mrlcr<DWsPK!!{7HBTt;l?TgD0B0}in^jCgA&TNpX)3PpG zGS)au5R?b5z78K3Ix*G4U|cz+l9!WEz%bwpI+2y*_E)qB%|U)cU0Ms#^7ex^k9>+O z$uoSsN~eDMkRd08q4>8Cso0sg=9uf5fy9d-w5|aWYxb5*9mzJ-WWgJ zO9=SYYv~2vOEhg8)5b8eJ*)&R@itgk))3S9V!mqH$((s+I>A?d<_DAz{#FyEFaEko zlq6SmVJ4^|$!uR3}vu($cyTUT?pQzUB?y*<)k@Yfe3B z1W9o9T!o}@1RIQvV`|J4^dI@%FS>RYWp@(HcBp{8f_|VD9~mM9M}4v!$f=@YL|fn3 zUz@1D#&UV9mCdp#viJO9fbSlFpx{>rWYXiJ457Z}@$>-S)yDg4CF%-NdQCFfCnl=w zF?$K0vyEHoK{{}&7ETtVD!wN%t6Kd6-4Gq+o~VTRK1U|%Od*u_4aj^Y562KRwmDIfz+odk|nh}3xs-?oHhAHyE=s3 z%cBeejI`1>og^*A!bdT?;jyem`d|55$m&0PIOdv|6%|dIHA?y=>IpnfDozeuOXA|i z|6mfSBCF^;(1`_|7gxKj*y)XCy8r+d7qd@-2gHj)aK@?0w zcvN+Zhc-FDv~X-!%@sl!HQ$~T5_={8hP?3(pB!2K#$R^R`WbQ!gV|pdC&I2pl+zJ+ zokPBMan_PS@QU8gi$Et0%@n)*UE72;Su_`@jXm8GByO<60Rd?)ibskl!vG-524V}u z9}gW_rEQ226}5LU1mcnAI|N`eZECJ#!fhY)msP|BS$mv8dZPUvadTCNre5ydf!DnY z!4=c!tqvYEx~={<_VLx^8MLFZ;Z|VEd7%f48++W4@M90oUpos0Uo$IuvatGp%U zZ@}!9i^WF~Mif@0q+!e%i zT05v-*(OUMZ61yh9jl(oDb%O%Obht=0}t`5xk6>;v?opPE(UVLDHO+#)a%2B$ZFx5 z$M9l}CZ8Hi*zoT$^gr3Mij-$}#j2C5EU2&ft`G7r>05ug>o=)mGV{{9cPBwIQTMj>}ig2?Xi|( za%Vn{?S^6Z^Kcd!%Hu>alpaXDKOJ{Ek~15)D=2#0I6;nSt!B`gZ8mm%Om9P^j*EMv z^$E87Q3^IH#U3G37j3T2z#W)2HyMhj!F9v9yycW+HkU`Ecn&f@{lM{sVw*ZMJ$zE! zT7$Ibut?VlqtK@H=U(?KSe1>m}taOgEXOgVtFJ&{2E11J>D)4D%a}+ zg)>X}^+>u@FH{)I5(ELMlpb~&qe)=_0+&TFSUMm_yUNaITPGH`lr0OrV8nTKn8RPh zcrKv!`)`KH72Tfv>!?Q)otJtA!aZ*A!okw+8U^b~UGhcr#Wk+D!c$)+usj%~H2U!n zI%IM(%T+{bUHKl<&bpZ(EnGwfG7n<@M$}Q}5AO|6<1{?uQs1Q@7#f-)IQKz4K$pn= zIOsNv6}VKcz1^XSp6qlh_F`70>dvXXNDqM+$mb@D2U2Iu-l7%@+Q8$nAkb9pva$C< zG;m=XrTxW#yRqz2*uKb5LV09Mon;m{U*T1-q54HpZcDGQZ!$aR>n$j!xz!BUvQ-Zhe=q-!TxWd!bCjdM$adB8IX?qJ#RiwmvG4j(er>fFrP@DL?cJ z+|TDt`v1ZEQuk*%j9l5b~U)ijbfIoy;u?^D~`fOzTe>flRronVkpL=$7 zOc%q6LabkxOGBAU9Un6gT_&O%5GcK1B7cZMQyYY`827&86dviQr}qqtLqq ziiYzu`8Vq3^Z++zJDHD@E7vU)OuD7u(C(uJ^N2@c3=%M!Gu4K2J0p?i=PF__|H))M zf%r4+<K$J9q`RSIs?Dr+fX*{j&-m|Qu_tf_R~1! zml1ov85PT8<^x};2kgD&6T1r@{g_cZ7tc*>$6gB^Z({EnLH@LapUXR86-r{?gQx9l zGPs?cQ{e$-$BW^dP@g4fcRqsBB60@o*Uto7ZKl7RX28kW}D_Qm2F0IyM888atumjx40f zWQl=7niohDI(lzpew8q{YI-6!CFJq4@0G<4b!Mlu|G2Ge5G4*AsvgtlHixz zqUp-Y>wVNMvh4%NwS|fyELs#*t9&e`BD9S$MA6*BOQErCD;2J0JCbVHB`Q#sGg^a?%DZz=y=-sT)~{{QkL)kc(;F=}wF)nV-h`gGSEdc|@QSmwn5M;r94jVdkM`SLms$q9YEe(<=@ zEH?~rbjbKXNxo*&Xw07SU)XDCXwM_mW$hy-Yz|`T^2JNX&BZsEp83 z`Q&cW;PPkPPGoTq>L+{PlaID*C9Nrl`*Wx9*-OKUSJ zMaALkeTYgeO$U`BE_VYLg~;R2Rd!IQLVBlT*y3(G;XuSuTVf#8fXu(-qBv}>R(0s| z6jZ|bH8|j$EEpUQ^4Tc+HKPswopk!3`8iyJj#2cF+F(tUh<^&*p0)yI*2r}0TP%y? zvvpRO#Q@L?q>CJ&WHD(PF!)0=_u^ZCBODgtjI;$#dFogy}_NUj#hYgW_c**zzrwp-Lg&v`rDaWW> zaSb-co2v6S8gaVH55{y#P^_diCi1gSSbi(aDVljs+0@_LfRLcx#rlfhAcdTGPi?|d zP7YT<*T?Ud!!J3C@L{wj%)9+5%V6_TiMhZyN^mSgdNGkPng{aekilIPX-u6Xb@-XJXvRuS#&-Bi&D=4{ zOdQYKJEs_i2(IB@8rg$y)PVm7y6-GBkyH1=1Z@WKbVjvgCx02uU+g%GNz2CYo>Y zFYO~knbn-X^BSVfuhY?|BSG|L;MP>y#6xqimQN^EIx`;4R})$ve3>kj`rc&-4mo*> zeu9Gh0AWg@9h94eTD8B0cAhl`r_ln(W}!nQi}}4)*7pOIXcF z!OL~#KA+?{uOJx&OGPHzZh`*uM&X+&Dyfn*K!XEl!*6{nX?Ed#5djy}(oZ&*#1NwUht5zI}F5~!e}a=-0X$5Z#{;#1r3C}}9% zY|@6AYO){+JmvjES|HquJE}>o|Af1{cSRnf)$ylX)7DeIErDHTri&&RW1nyWcM}Xe zmO}vmN$XY@(k%;V3Beg88V(>7qx{Z>E_PWoqm4luvu9WUTjYOr+^)r(&$&H^wlz~N zC66v1`f7;z2H1jh7)|ShIg+}~%v-wGI+7#2Y^(h^oEi>Rq@Dz?78;T6d+_XS^^uy} zX7S2h%|zC^G^pqzHsoM3AcDu`2Y(ZXZQ2UQ)s^Y=)R*3zX%{HS@>CDW1Z(A>=%koo zOosV;QhXbv0IBhI*+q9=x@f-=Gbq)_M&7`%c_?aYoSu}|aJ0zs@WsCR19n6nqWUZ% zJ^$p&aCxA5p&dO+$pdx-*(7R5M1h=Pt``z+wV8-Lhf6RvN&;Na)+;HhwQ9F<`0UPV zxXr(LqCEJwv>WRhAQ0PX`72l*2&;8FVK5Qq#eo}yP%e#CC`cmNUudA;jktY6tp-_2 znx$iGbkweMZD;Ccqa2z9jM@<^a89 z71SKwSBf%Q_mr(d@Dw5bKf2Rv!U`~gW@3C$W`U%`-HjFC&9ffYJR7|`k6SdOb!O9F z6KRWz`79O~69@(+IsinyRsdV480EYg&qM(U6h-iIb>9c!mq8vj#$=QD#5aC72ibOl zn`j_~PIJqm%^inoA5cj;>QmbE2ea4nbI|SyZKh(W66F|!5CmGjmFOIdSe4WJvg$zv zjTiABbryKB-t?^N5LsQueFTtInl&_^X7K!rg)(f%+s5% z@u`Ey-S!@I5%;FlQNS@WqDfl043!idTsYy8Xis76VL{sJ%3;Y+0RfcTun=Rtu|Q8t z#Yau0nYyT=)J^^v_p;@zQ4!M@YstTJ<=t;Hq$LRC!Hq3`22cjPnuAdhiU<{Zfm-7W zC=uY&)*LK8S~^Cnr7JIzMSvjt2}&oq^|qIy1sH#S&0j4pN@YojfM=X&O02_qgpf|! zCBIH$=?gkX+kC_ObCqrXEi|7YZU_Z|j1)`h=yiNAG1_z6f(u&0Oq5sW6C6_9Zc$E$ z=%b8gC+zkR8CnD(2$ypfSm%b9p4jovK=L@_^k(q_Y;y=!Z^VJ=qGy0wo_mi5y}Y<^ ziWr2~i}-fjQo|jKbB>k0+q*iKoYoMzk$?ys}h3!y(DFl zl}ag=7Yy)%UULX+W8+wf}cJ3q-d zWj4_fD4<)?1fVj~{*~0I95+(NlOO!6{_FSkmJQi{efY1ND(#KU^DX_(S!hPJ@F_?G z?Yys5OUJ;-Gw@cIhNV8W^aR@$iSk~r_nKY>sLi{lr`e0OJ@5 zCoJ%(!&Z{eBXV2&`_dTrk^)t^?BOeaNnbTz|0SSMD3CJ%0II=ZNWqlNwL0fe)5fhr zJFQ+)a17p7S;#JRIY3)_UG9S|$BTVo_{Du?wjTAAopnW^?O@K{nu@F?d(Hk$MNaJp zs47S^S9}jM+bDKF&H2G{#(6LHol7uyY^Shsc?9P#?*q$*A+7&LyR}j?7~&j{ziPwZ zl-P%1ZB(2DR|2lolh-T8I&z~=4@K=d#iIm)=;&*!P#MwJi}N;Sb&(()29E1T-LtO^k=63{<3Hp2OeOc@)#qX?}IL{_l#$vRK0%jZ3SHC0Xt4tk1!=u&@ zNmu(1;L8mz<>sc3lZzg^WlEa$uR-ZnSeqY6{9WPq79{6Rv^U<6jy!D;&>yZO0uJC6svv@Ld$Pe`+=!q7Y*ebL@eZDebHh!l?H0`*kUZ}+J8liNtgLyT4&y(C zJf?CW$L+;q%}9#A%11vN^lij>@QgYVnScB_vALlqNlz?L3$gyVfrG z#FgKQdhQop5?0!%TfEyydMYjFLcuhSGSDLmoJ?t1W0Z19jR+)gM=U!Q-tYBfbn2}7 zH0P+a&7v*?(JG|PD*!`T zuQ5|q2x$lipF0#R{b1Xoxccw)Rxik2MqK>lMj>$;&uk)30m|gPEwTqZk#iH*-fFt7?V4N9;nJdlpPHa*@t1`-Qu0W=CQJAfes`kdo`QXaov9+ zDh}ILg>#8}Hu z=sGPx)6%rb*djSbhvB^lAfLfGu=N9hGzvKgRzJk}6tR+Dc%9)nKy2p%sRtiEE0Y zng&5hq_7Le(UaC;AF>Hvhd_y(ewP!^XF?^-HY0il4z^Si=ti#8TkTAxbs%5!0}T%XZ_FQ z?m^L`c&kI!*%!{(j0ERSr`Tns%&dyPZGP3tQ4z*5M`@xoeJK5)PRY=Uo;NT`YaX!c zN;$APCa5kMlVql82#}>T`;h!+u?YayNF9vEY7lCqIYRmLF#XaCwLD)inW(mej2(H! zcY4RN-7f_kl~`Yvup5k%bbbbV(QNOLAefJ&;6Z#Uq^xf(jCPLbn9w8%8oq|Ek{%Ud z*{Z^*2;a7YzEgfaI_0KM;={BWhxk=;)K7xhU9J8h%#g5B@dBs z%Odv8ze9sxf0Iq1H+I4_0@BLsxK43?ubRH3BEP$D^fh$r!DLS<$z6h^-!PVt@sCF9 zJ-Y40vZvOtr&~wP0^P-v0K^)o@nPPE=?)Ev5Yn-el*LA7H0FD7=ZZ4VR{!*2c!C|R zX*`SmMJ8E$UCBtOL#I`Ql2rMj_j_&$+lmSGx6qCS86!|bm|zNc>oMBq&B;ihxk~fh z`T641*dikPIc0I+0dTHKf}b3uzX9%FuFt)Fs2w-3>D?W`?Aqn$`vXg@y+qjdV1~R` zY{-yP=ztFY0IIx-4qb(;Q8_elt!Ucj80y0J)$J{c&;p*dEW^BKA+I|#Tx29JDak$2zXh=B^x2V zt<|v|7F^w|{+c`7$<$jK;V16IQ}AMyz#a2 z?s!T{Ur&V!9q}Qu^+guNCuV~f69|N(Zk0tLCal$TDz#M0p00qB;x&v5~tLir4k8a-DhSd z+8AyS+p3q&e{l}-X*-;c@aJU5Q?J_#Dg8j)4hUqtPQK=V+#Izx>AxUM`bBhn1xEch3_P5s)hyQ5wg6I$7&yev)NW-U?uSSboLbs#7%~pkuA){+t=NJv2U!C zSZsalk^A-dCx2jGMZwiNP&pd2&>Lj)&e-?U{~xR2wkwxAaoj#Pj*?`gd8U2D4f55wadD{- zB2w}BgG}!Hk7I6k@|K9Nz`HFJOI%-#t`Fy7tH~D$5Org_15#z2!|t{qEQCGIJI{by z(u@qE1A6;44zA+`oKk3`aq(rYZbk!VC_v$$>Z26^3P%kDxu9pXWd>#}f7m2oFv^1;O0MzE2~$4Dg=zC?#imyC4OW%8(&(#X?Dm>C)DmVi$1i&`k)rZ zu5^-X!GP2RoYFbTb-#TG(uYT?hZr#MZ#x;=r=aFfdDHcSE9&Q*byA_Z3njK&;+?x@ zJAUVG_Bv6x{Lw1zmb3KmPAPR<$=PyR8uQ!HGI%Mj3pInc0r}yKbb!{3Tr34)ghKs3 z5uj^22;FYiP#2&T;t8`d`2!OPw)THuOtu6;!MUj-(O2izO+N)1X%K{n2dA{xl*sTN zPps!2Ny-n-;v+$Qhfm9Sfk1aNkqJGaFEm0h)~Z22rY}Qvas32eqzHKn24S)ejdiv*ikZiZ|EL(Dx(hS|NeLtk__BeruMkE$as<-WDz1fXFx|Lvsx8n2LC#TE=%Xe- znYYcFD}C?6|5XW8jb|*|V7^FuKeHexwfjFS${jlRLR{XCo2s%PRv%GUfk9*(!oo!Z z#xI)|Y>*Mj0iY2*_9GsWCMaONb|b&BiDK!BUUzKFa?~dA&aYN?Mr*Q~R++6Cx~Iau z(4IgN)FBD(%gm7lD}Wr&4k1vQ$bNDIJT}o_uk(&L8PHV>B;8Wfi7Vs)WQ_SNnBnQP;}k%DAr_K%$}!>h!GpDWvp7exG+?Gp;_lu z-aDQO@TO&&N&iuuD6o!ys`AvfvnposNq)TB`KAdsjFU$jC4U{B3QJ~!(+4BSA{2B< zZ57Mwg!Zipl{Tp#Ase!`Dc^QY5g3~^ZlU%{Ml~-Hh^q(Q}uI0I|em|DO zb!4Uk8U95m=a&kl!(-6nPc=OOXt8StJql3~MJxf^tW3gExkJ7pye~l0^=ev6Iwk~K z06=BTu9f@wu6yrbeEZ)kgT7K|PW(+gLWw@)%cWN5f6V7T$d1#75Cv(9?r;^V#0UnR z(7orTY`STCGb!Q;uT8*h;N6t;BOM+!RmS58jGM?<*{X-P3Kg zpl&F_EnxNhB)5Ovj55Im6pl0Z|D(8Zbk7!m>L)}I!~5fvm!|C_WBvJhfcVrKQJH{x z*p=n_5u&0xjNRL6=0G!So1NQj*(>Pa>gcf?TQteeUix3I5dk2hxwXy)gQMx4i^w2@ z5}ouFf9v}NUQ>(!O0y+P(}sp4t*-}!>HVTshX)S=jRK=tGnV>5I7Z2ud)(NXFiiNC zWR2h;x>>@gtp54?AkM@zDt9@3&;Dr5Yf_H!_a?ANBGg!;D(Xqj>r3 zVm_el8(whMH~mI_LK4a6UOak@v>0lmfKRG3pvqYR5%cEnUw3nzNRE(1LjNx^e{=c0 zkuVpAZt$5yY=(h8+&jM=&8OQ(`7z}6lamTVE-Iba5b)ef*VcJg4EXdcLOIh$og z^0y}&_eIQXXm7_1e-*(8($m8V$p4cDaxofW_}Msyv`FeKfa7X6%N4n4ojhDr$dX=chrIkFHk&|z??C`_fgv7AS$e|z$_{1R zxk)*h&29oD8dv}cT5I`+>ikEcGfWgI|Mke6;^Lv@_!4C)^Z}S##HiR4B{R{9Pc%Sr zSq`p#jM!r!j9Z{#_( z*-vKGW$q!0+QcZI=DRyx&?t}opQd8^>clJJK1jiLv0*1T{CB1Jnx&L7(^+OXhKK!O z$xIm3oLT_Pvl(5YYZHdr{sPl3p7S>!%RuCCMt;#kC&R`!K!I2$Sde)*!hrZz=lbpC zFfiu8E0`CjWAB`IP|)ggs+c+7(W3(d9UY;C(vr5l`wH@(hjtqrU?_yj?nM0~iC!8< zLcnEGBuVb+*xS*I9`Jjzi&}|IFd=wzIZAY^CHs^1-EIaju%#1M#GQNhmbfRZ1$7Zl z);xWF#V&s?k5+*hy*N=acwk8{VE z`$70ef}KG^Ua_)4Vfk0FPrRyCv^nmu;6Q^6rldaP*$fdt889g(1th?u81S??xSnfs z?08Ld#YbljN7^IKq(CC6dBTWLipO;|Tdbvh2u@x?ab#{&ah7{|sbx&iDqQTrRION1 zH2)$i3Xn+%k`wl_^8Pg*^AVp*1aaC$D3a{WTIzM-(o4%1BtKAJ#XP3>1^h>ED3AMi zMQM6fskJC06EI@|#NKwQOP0@@C0=6%@@2YSRcv+@Jra}#E!_J*k2_v-3)U#pRcRW* z>x$H@Fj4+@eYjzfdHXC@07p)dg?^?-YHXbx`va|XkI4#(n)`!#BKQ|+r;>X+-KTM! zJd_kuKesd{uA#8&@6702-P(k-Db1pD0Vb&ojAq)&b5|qy{4c0Dpo=lAV{MFtX1dFg zK$rNKEaTX3Kgg3`WK#*!(SlEQ{(bIAGg0W5m@pxTq^;wgu;SBmUIjwK9XIlfLHXQ8 zM4eGk>@tab1F9;!a#zr9t7!d$o>};QS}Q~8gL<`D`d?iyncVlHm#udMCF)C@CH6_` zGo$LEvvWN9rZ5-sSN>0#m~oMi9(0gMx>vNy;kkPKbjnGvvkleTnu_9w9buje%TWu4 z(3dzF1&_$_w#(C4Xsk^C=2psw4zs7CbdB$(Y&BV2?>(7)xBV00s<_4kSH>v#Yjks` zhmkTSPBicTAkHK1QH*%VhIyjfsJyG9r?0-L12greX**slw3(WNOllf-N1xkWddJ;$ zucAi1LdnMij6GuBxYACIvjN^}820U;GJ+la2l)qxD_<<0ZY^HomlpG(q=|%l^(~Y? z}wKAo8G5Brp@}HHOCHHWm#W1CyfK4UcQWv;Xv(1%t=+hDMzgqwp<8`Br89gpWC7zXoxcDK$5$KQ7b2{z~VuP44 zYyqL`b`5++=P$ubyn#9ufQDDc@`~( zZOLrXcK#7eYkmOKxo^GV%4Uq+wXkLmgvwPeQgQ=4wZfpRJ&3Tm7SN6zFNT@$JaJq< zATrI#3vs+x>EpB2FcbeV#B>V%f$4v0ps+#{-7<5q$-9;V@ZgTDFk#_E=34Y z0)4`_GUCd%CsuspOrijJ^Xn+!dqsS|TTA@J%M5WzpRKuC>0NNcZ3%}Q7RO?mk{ysJ zJ%{uFTTbdCMr{V&1s@iN+YSigas#X%noU~d6}7p#8Y37f5dy;nS26lF7JLx=H>;uA zOF6)pmG}RE4d|=+CdYM0O)tY}{=sf3loKhd>VJ|K{+GQ*Emy__v-rQ6A z7ySo}jiLATa|o$NB5D1tw#}hd0y&Y<|D~6=xuDTItKqfJfQA`(tvUY-A-|%!5&p^p z)j`i)q`e~Ujc8k#fdge^aCnzrB}NT^iJNJ4k!d|`I+d`iCw2+J7J3v>D`b67fD*?5 z**t)bv?;2)Hnv92&(kiJ^VaU(YuUQLDMiwIJ&YQ`^f1m5AG|glv*06m zzByEUT;)9Cj8?7{GD@qId#8yQtSmv9y9t!8DsLy_ zv8&JPwfaDhb+G-LHqc*KnLP+{#~TR-Sp-U9Bk_O1sjGR~J+ z40eU#ap8YQ`p@{Tp41>|C;bZnPR}KX%yK3v<3bit)Z6r6_mu%Vrv|R(E|eOsUH?n*Bkc6a=%eYw(0ufmD@;QIhse6kgeNV%mt$iY(W7*N?)mih!zHd z)DaXR-CsgRC%1_FinR!1SO(B?U5LxUd;rK_tUj=Z7`)8*Y#(HdMAGH<5KiNSd|cTpPWWWqg~+s->Q42kpsBu z6~wUuWj3b$^X*(cu?#@lp92T}9d<<1smNYaRrgu#haS7i`|Ii~Ctq2o7z5r8>W}k& z)bQgQG#5Syt%ZqbTV@bgE0uC(3mF!mV#UA)mW19LWq0>eN=m&XzKPFD%+0H^+8<`@ z`{TEOK+l1fj^v&JOfNtsri|Iqm1=+>`&A)5UA8TWmiIWL05!0w0;@&ih=q6`|If+NNk}xRInmb!k>r zN}pv`W4vi;F%@siF(4mrqa8c4ne zUOgsUci;hKfJn34+F#x55={@Uqx|EO+#{T=l{|IF@{!(TP)SKBLv|*o?Y~FeXNm54 z(xh~78M^PKZn%mBkUzG%IDb>^jWQmLr1=8^n|(zENsL%8n6Q-2^$oenit*4_lmP10 z3@XmP2hEt2SD$(Q**z7_`Hc}j;jo5fUtwgYvy4EZB&%8;seW8%PT$vAE+l|F&Xpq5T|OnC$I`X%u4VW;$8TPYl+2F9c?Y( zL(f?*lQ(W6Tps#3DhE1VDoz0-z~pDW%reI|IN1 zF5jxGQtJMpvzNU3E z7#g>W2xuE^?^JDrDhGPV32sJw)e*%9U#EJn82;u+!IuK-atDwAJ*ita4tt8imA#yX(YX`#iTKG4eTa7txfho*diBw@>cNhVQ(!D1_L zTd7yzJ>My#UzH-A!gi}VomTJwQ9!Q05a5OcSOP)08Dm69YL_U4f{oLqGreZ<-d+pG z9qQz%mM+(fmRa$oLi`x6OJGJxVN8moV1}~uPQwu`YB;aWtG668R&0{~ES~Or@V6~A zOOf=5c^iM^I1R$)u!A5Oh-Fp9k=McogZI!?YYbOI!!-X7ke@UGNp83pmQ*(B4xfTO zvY_i^MEJ3w;tv1=Y%ax=7wZbN+taDU36t?qt7})`%jOD$*i((X^iqdILU9$iMieH# zq;aBIZHv&7743eFq;pTT20!`*CYwrpx47DjZS!#00MeA3>H+R3u?0cVeFSl3Gi67B zLXLTkYbe7yL0R@;rxK|p%pfeN@CZ@P4+=KS!mX2;ejLak{CCKXS>>K8wKe0Bry{w@ zQ1R8C-srm&)MCgWSBXgM7lk`Xv6K6OsIJV{<#KZr?mEcfrp__6oMOejL7Fs6B-^+s{QeVj2^Ot->&* zQq7__mWr642ik;i!W`2Q;YIU4+@3w7@Bk3Y^K0x3M!=+oc3_hHV+M9qcmyctlW9za z`~R!&)O1R70OKDxYRyTj->5s(yCG*JXaV*{uhtH2&A*Pg-u!haWZ{}EnAjNER7p{aYJ(`0JMF!|&FL*L#h$RKgJ0R!EHxNZfU<$wOx%X)@wj;j#t<165oZBsOllWwi^ zoGTjI(dwOJ%8p@gIrGn5gl+ zUOIk;O;V*!x(~uIZ8=A-ij{wo(si@#(jrb{B1OGn|Bf(XykKDteX}qb{|XX zy;i=x%5_#0-z>Jzl{Io3N^MH6#<0S%GNUhDz<`W88sQP|92LsfMnz&ab%Rpq2BX`T zm1s+GHz8lMHP7KL<(bm{A(fqgQF;0TnxmRE72?OtT-Q^wv{ELlApb3qBeQGf(dVC4 zc)A+d5D>sAl2ae_>Ecqx8V#;lTo*6bp$rP$lEk-NN$Nd(la6!N+QxXX=%L>A%CdlL ze0v0Gu^C^?4{vP`Zw#DJ>f%-;gm>S}(qVXstKjVTz*Dp$c16bH~ zmL`oB(9@x!Za;L1_vya+XZ8v1fp(U45s?ZsX6|Oe=n5znxwdRJf9V@+>;-Kj7u2$f zX&Uf-ZW0sYoi9NtD+ivGTR%|#z8Fb*#kD>p(NnFJOPxx+nhaTKRx{&c10>C7=)oMV zFyvej!jXacDF+kp)a7@$CW%)SP1s&Dv$CQs42Vkk=6+HAFRoLyrM1hjILwTsea9_= zhD2LK10(3oSnu=*$e~b#sQbyn5A&=LEx(}Z74SChux+SKii5w}?e%d-b)9I)Gs5PZ z5xoNkTK;CPCWu4vEh4zdxp7}-AU%SKwBmeu!$gRV&Rg6fwIGR9hbP#$HLn6`ZdJNT zkQRMM@t-RYbe2!i%`;XaI-vI@-(#ikjpYnvU%Rlgg?2+odH~Y|Xl&I`YBQ#|-Q4nE zhdKNQa!jsXbe9A}MThsIwPdOhq*laC&NBrQVsTy4KARwMU@@EObrY?FC-fp5&WYYW zfNm^tnxPu`xM}tAsF9>OfqM~(eiQIlk+s4B`V9mE0#n-MEC#FOxun~1JAmEbp1w{se4$`G zdEZXV((TQ>n*Dt>K3DNIw5fxmQusv14S^p%>GEvu1mn5<9q%6wB35M^>&6i%ra2s# zb}bJSX0K^=Co^P-VR#Rv!*}E>)~A4nv_TZ+OA5&>Y_B~l46@~Wv1<%CED)qw&S6L@ z35sFF%JDuGs;sOzNs2%4<}4x1R!|3s3vjA8rL^H^v%)C|=3?sc09c3?tQ?VUJp_`_ zsUndmwIYd_>DbgTyN^*7NQZFpY#8)u7Z;q_@)Wq4M=QiXmbyg{C-7NY&`HD-+QccneV%G#Z4s1v0hhr&Dv7;a z-C=UpMLZ0+Bu2o{bD4y%%9yWKS*d8?X4ADC8LsMlfKyrYE4Fj=Nn1dPW6~>|?@DG6 zU+NO`l|_tNjYZqA_bE`(z!=9BeE8T1590N#3Abt(s|~rpu%v>8^d=j)$hZ1L*NuUw zFEFQP%47v&nm!cTh&WA3UN?vE6vP;cicAuM`!T@q2QXmXRQxPhXvHZcm z?`J3Kuy>u}sUO^PHk~Ns*Gpp7O(?dvhyrmC0-M+7xd4iLl7sApqQ)IWHDwktLi<4I zmFpEAhO6el4D8x~6H<#923dHh!i~DxwLw&*iB!*h^~@N8Xi4e_aU>H`x6Ti{FE& zSHRtbd^Bjl3hw9$5dDff_G1Iu*g5>A=}{3@{OszTL|utFqfd?$gV{1|xLLAh zIE_P3BR5$jRGQM(e&p)QR0>w<{AFAM$;&kJx3dd#4E3^}&Mb|hJ)f2!B>bw;bn@bSh4OWA=d6uy@x*q&&8F8Ia6E}w$c}Vtyb5|PgPZU+ zEC=W4q#fBshYPJeER#V;^U=7-CU(gn_`IfY#CsH za0;6-Nh{XGLC-Q3Ph@2r4Zn7;A1TUG56i9c++|S6YIe?>62g99r_3XL2!Y8a$it^) z+Z=nVo}|$F{ZXA81uWWjY&P1qSa7MN0Ud+ph3W(v=|EW^2y#)IlH1gs=j1)nELkHd8j) zsJ9x2ZZGfxocHFr2(+d2y;^zyl{1&|aIZ?L=V=|SDHX05#)(d7S;UM|*fs4Af&z1N zHw-z7R>~0~BdjOH=}sst;d8XGu}qO$U@Q|M)?no=tC@N33|TrWl?1&drkNj{ zLV!|%r$5|2w%zPT*cpruEqBe%98Yf>%{+Nm!)014dvs?CYztUmlsQLzWd(2`soU0+ zCQ$|ik}5U3BmWvKxMa*ErVxC zQXlsi0m(6cc6*t*B>DOXm@U9L&LXdyVhG!I5A!z#&C3dbLF0X%qS6!+em11VCBeks z>`emctxvHzh2E==XHgt_{jnlAMnnZ8LmG-th6Bzlr&}tuYG@1|t~0}(ScH>fqlzhq z+3N`GhEmTlcppYg;NQ&%S4adTI_y}H7d_|8FGl9LF~YLLL zNWFx}T;bnv=`<28)BD9q?Dal#OGg7;!l!ZPi; zU=@i9Hgd$ipo>Ebe-Ng)Ie;qUeJZZt{IYww!4QLIz(*q*x>0b)<3=i14jP2n`BbhX5Wc3cs-gYd z=5*kf0n1vY-9mi{FYyq&G*dh8iXHo=!~J?KT*xX>94GMK-7|%jev$~?M_XHBEg#EW zGxn=HhZ{eq4PzW1?sPhBCGG2MS-C0NJpU0)Mm_ORhI1}$YTtg;<-Ui?AAp*W+>~f? zMB>5?jlZ}krr8y*jW*)p0Hu6;fGtl!S#qu#DcD*(*pLt7=H;I9QvGtEw8-lS<@%5u z@hDK=Hd)A|)-XJE7^p{UY3+p6(Z=<>=FrOxsqdPc+3^yyQ?7-_ja35@FqL-*@7Ub$ z^h`eB28##jmGC-F#4gT~v3jUGpxJv>Hr3n!0Q*k(!=(C1GNIzHMoBcCb?y!jg!^I0=k*OoiMW5K@yR^Px%f6`!; zfc_4S=Vfx=Q?er*cm<3mPF-04uYjJUb?=TIw5Ve00Rq4ME@Iu*jGXN&8Q^|7_-Er}v;HFreBM>!8SJrR4La|32dE}%L|Ef8sWBx|% zea;O*ZX8^Rkg@Lm^#xes6E86U9ScrBUcl&Y(5QYz(E=+)WF^Ekwl5-sWIo7NGN0iv zt!Lq*Nqk&Zo)cU#%YJ4wT!=FME{p^#5R)gCC|_63ve}VI3+teD^y6eRN_M|0OpIg@ zE}6@ZNKEh{KsVo{IwdQa;Y-CndqQPzJN`=c7A{Vp4Y>P+X`5$>Ez{OhYMYi3R0#Q& zb$u3?oqJRky4fJ?Z++I0y=eq{>mx>UC&g_r@h}L(M_|jQr@G6k?*dZ1krjNZm9PP8 zLQg%~hd6+ktLBX17a+IfXxU z!@2xD;bCIX{6qve&SaSzHARBp_WjnBa>d8}H?#I3JZP*WGFu3X_^SFbivqgjzXK|C ziK9zs86DBX1rL$x$4P3De-rbl!{%x%;vzb=cU!U0SX_=*VsdP(J^CKB*)~Ia_ z>Lq>|_JfF69Z0p5_W&j^GkzLdc_cnAF{c)Gj#Qf{4f96a;uFX#9``i8OXQjzCbzF= zpBc(lJPzoYPt=SK^67gwTg+y8Yvk zwSJ<75XtAJP3qXsf-hJ(t!u>j4QVhg54#D?|Jy2s&rD|3EKzS*3dg_VY`;wGnuWd4 zp@YpDw4yzH-42b?e^h@>6WwwbB;e;`-kg&Z$Th>@`^kxUcnt_zxf?~~ml6(H96H7{ ztd4sBeH$3~mC%=wW-pFH*xUcbtM^HdDHj$@X?T1~vQfwBokRN0(e_*gCr|Aj`6q)# z=d7i?Jk7W&BG;_Ane+KD{Q(%XFV`kD3+L@jzhiCEZ1}LO`MVkehQwMz%ND}3@T$&B zco!7T(*|WL>#+KGS(ne8@gRG#I{2%laut-K()f~%NrU}ESJ3qkP}Ak0_AJ7V0RC8N zDH|ZRE9P5*bx-5~uouqk;)v9kTvpu;Z;j96fqYhwJ^iid`U5g3&K7L;VLaq`i%970 zdYiIGcbXfq`xfiSEvIyHM+l#MN~LTdgZh6Psu{mlY6=?TZl#{(q*GnHQ| z1=c{|?TlB8D^h=G{&-@Hg{%d0k0FiXNmp%QO}z|cTHX|A|4)2Io)_SeQ$;Y`^7W81 z_>?HWb5OLjtP*5^pUcJVhY*^I4u>u%x0$ZCC@xcP4JpkA` ziuD#ni>oQ5@3GLcdmo_m&6lrRoK`5i&#NpsfJj_-<=6rK%3ch_Q@of4VMgQybMt`p z8jZpC&}{deNJ$|(?LQDi_i3@Ox5UcyI(Y?GnND6kSi4ynp8p4eBVz_vPJc2^F5~cm zm>AU%N^s2_qWYGhj}JE=f(LTVB#3qmU7qYn=(Q`-zA9K(K}Zn&u<9W&AeZTuyEC}! zE>DY4J`65Uurc=22#}ew)8oMa_M@gQ0)=8=?=I(uLLi*)JUaicE(~06Fn7aA59RYD zk%pe5*S!IeNl}&WPN!FRm%!!Q@|bIidfGFdiIm{yc0OLYzm*~8inBm0S;W{DtB$|# zF92QrA5;QaoAmo!i>B-_-UaGDLFc893lK|ZX1>*Npd|a31}CoW2#>RahJ;&VecU;{ zC10ds1x-d}f3?f+lY(DKi(Spz1HDbS!-cN~fHF&w=w_qB7QU~7W4kbl#fePkRkCz) z)X@yFIRgnyQcY;pqx_zEyL=7pdQ>%vUB=z7{{csQPXH>;S12apb2L(UwC?W-omuvT zJ1i^3Mk=f{CFbxnKa9Cp=HuLgDkExz5CP3iN|~<&df(pNACSjIUgObh`D9}mkY4lA zhG{Lot-1T+ISmtv1TNxw zi(7F(y3MtBnJfZbbGe(yoI!i10R1oB$LLx~$r0Aa>_SHRoK<31GQ%)d?4r)=F2#7{ zGT=lX;)sRG7U8yW{#<1eUQU|+BYI>N)qrPSChrZiABmRLZ*-RxxP-IHlETxiyJfTT zUXm%l|-2Y&t9~7-nDz>xtkIz)IW_k?KZJLAxr|6dZSX zA-9NPHM_-u{cs)}xDxzyi4aLIJS*&UEPm+XT2fSt;(2GY3oN^~B>Mw~lhR1Hf%TL~ zn-7+Y?i3U3^;8b_Tqpnl0q;VP)U&-v&jMOIffHE~51j#xrLxM!(vBR{;!aF5TOJYy z2h_D2*haNrNet|}0aHG_*HO=hDq-jIHG32C*KZJ!U|W0dadLcl#lbR$GmHl)7LC;6;*mSu?9XG43v@9`}fYE#$ zXFt7Lg@WxZ7o~Q{D-l*>hCtJYD8pga0vsQLra3u756)bDkJ)*bc1j~}7ql-liq|{h z8&aT@9Su%Pc6J$?O4sjrTglnD4Y7oreJ4UYC{wG8o$^+&wQQ13iVL0XCBp2XGv&R8 zhvCosHNf{tttys~F)jKIzY9=Ygni>W1pGu{|Js7FSu;J9&fLTHm3A4goaBD6c1<_T zOQ-NpI*#LkJCS?9=F^}}hp6ISFW%t)L5rbpyZtg>4@egWE7^PSsndW>Bw zkHOsz)7hua!{JwiJDkg>uKe)Lyi=uTBE)p8IWZOl@@q*M;j1GOjl308cO@g(wq`4G z@3r+d*ms`HVI36~yTPtV8&Y2cESr;-u17)tpsCmD-YPSZ~gf{Q^W0zYQsLs zZe3Hpv%GgujqRW`@gYjLmZ{H{QOkvb{xlV=$8G$UPmlKhKv161a6Cb;{0$KbX9I9V zt+jcv=xQ3rXp&5LtGdy3%N%arpaW}Ewn{?}p}4&_y*knBt(I0d(craF*_qK0^M;6! zrL_PDo5m{N4Y^2=qKRx6R14HaPcpNeiG9=~u2r)4K8TEL6HdFEy;vlMuoiP*(rqpL z@eY;f!)dqrdd@}i780vKEYoroRn{amGU z|3O4r~16pXV&S#&0@=e^EIT$dD9m1TI(Zh z06VUH@6=jjYJ0m_MWPb+;W}fKNC{!I5OLgb@ziQDvOAD4T-h3jr+WrCU$1i-s)`ZM z1>&@I3h*Z3SrAPD9Iw_;yhYGXP>}Jd!^98IyMGXCZ~Mpv0h2EBk?r%;b9Y5MkOe~u z-Q~0Cr)FxA*znp$cJK@>m2!tNUVIt11Lp`nz&;3WEIhkM8$BKkqG%{D6n+5B1F9{5 zRRsBK;M(l>kowL@=4CQ!iH)rq&?W)P>?vWfja?5g-5#e+rF{Hyfo#KNeba;OWc7v| z(!5-y;)8Y6ybSFC05+A0{5^dc_JhfuLg^~l@O`;LbQT?j=I_?FG)~Q&RLQfA4zALW4;MxUX31FvVdW!Pe zLb>J~3P_J^g^^wgm+plQ5EvA*^~Yga94u8`+Ls2J&uJO$)~szln>uxPsl}8}tViIW zZ-+7Z{`r>zMP(xuZ#bi!fw%2^J%5Sc_=G|IuzNXaBo2dNj4heyyN|jc^`qt0Q!|Pv z_R|*w!^hJV(;aj>oS?Wle|RK)Nh@vjR(*Ab9MZA?268z>oPvVYD^?~2|psAvZnBpXmY7k4qP-Y(Sk)kIO1zh3M9V)KM0VDIkWU` z*_?gv5&lQ($#%dMp>*Z!!Q2!=GmJnXn+@$DBcP$oIT7}$f)0Ct6`f^%{0l3+fIf_R zJF%hsj8Sx(@;!yVk4q53T)ElEwi6qH^@eAPLhsw8cU@)QE)QhxYqX>M z5}TUsZ(H zu#{{V&h^^_oD^f=;jZ}J&d1un@I@SYXo)q+tdB}ZMt}U*nOY#*g=cMopGc?cJ4*({ zttooAvfEc|N#hO!H3`;J@Hf&C`&*791mRoF*?^!x0!jD^;c_?VP`=B({T$+EtG%o& z+sVO%&ct)kXPSM26{X_E&>eR4Q@KU4Cek>=2(N$#f$!LLUE-G~yrdmNnB!UZuEg1R zSjsnCrGjo|_l8N~Qs;?T6)Kl(xoZ-OoYe%WxpA=MdqPC3OZ4&OK)n>hRCByk4S`!(=N#J%e`w}t~21Osl|CDULcVrR;3&Kj!QCOn$w9Kq*}m{lEIKDt%HEfSAps;%h2NJN;Vjrme*Y zl%O1nq%O#_uwbaDoss|I;8thiY&16pm!slEAM?M6oREn`I(qEl8tWFzyy~6(BRh~< zd6Gx>T~ZsK_&5!Ho}S8?@~E&?hnA8K1@xy{WYjyK`bL`3s9XfO=QKl_?yygDKu+mZZbN3u8b>1)NWG4N4+n?ya~pWEt~ErQWvfEc6;m_X!TlEv^4gn zo?3Vvkb5Mkvg9Rwb|k*}6|%RFr`e?wp$zW4`J11R3IFQE1t%gkW@%_v0Jne70fGmaty zgm~atXPl&50DO*cK;Lh&)UO;23B|MY=A_Ay{Anbeke9m4@9_9RKzcinz%96E<1LnE zFB?&==(u$vRRO5TXgE^QtI)bprFiIpWoI3i(m9wd5-nTmTa~XRogQD{y(qIQ>^&yrd{aPx0gWmPQMpxM zv^>^H)*zpJH_M!kMTV?dm3XTkquy>{t4u$|=_Fo|xqwb-)WNk!hKX-P1c&%ZZQq!9 zA*U)H0FjY&R(Q>u;t=V(FtfRL3vqPwV!`KYu3Mn0D7rz78^0v9p7uBqJ8#m`B$F#G zNSsk6@J+dL5^la^jdvBFq2w7BFxlP#em`OqcAJ1RVq8H1@0&C}=bl06v zSzS?Han6?fLW!Q!qj+@OCe_$ZrqZ5c*tdv0>zaY!YgOWCqTWD*taZ1NFaEqaPaLD@ z*eBY&UeGoO7zbM-OpBO74E0z1j|JDR1it(pHoe}Cq!rpz4><`p*5|fhq)I>S_~b4c z_&>ty9&J5Eqi-Aj#G(Si-Fsh5j+v%$2~UYs>C-+55UHkZL4_b;xRt<1w-3=eqys9G z8(}Z$LkoWlJN?iVDmO@z?Qoml@8ujcXw0b~`dJ^(Yd|{y8>AJjCaO)Cu=y_jY9H)r zJpwB1By>Kuz%YK39ieu0CX6;C)piaD%tY=?;nzKvcL;CAQ@;u4FQIpSH< zw88Z`scVUkO9>B(y$H5I`eU$-0q+aw?Y)6nH5BMQMH|(Uvgv5cTMbyw%m+zaJy+c|c91VAu1r9j zXflCrT7Ux|TBBqaA; z$?m-0)bEZRg4=FFI0!~w+!p{y4Cla?BEy1TnDsYmSr^<5JIO`lqwf!P&8!l8bbk*P z3Is@GvaF#<)H=7*%{7xl;93dnO>$J|d9?{Z4-?7gmb3@}0tYxN!-DQ?pYiwn1b#Ga zcmLJIsV)5;8%atPgIiMgq1=Kpd?5cPimCfW&?0mXgQGS&Fofzvt@b6T`A39!PH&i{ zXy6E)NL~?(C=^Me?^YgI5L(aiH3?JL_2J<-ScBk1Lb~5nMGB z?u1|%?{Ru2hj$~A&Rivseb_}-xdp!?M#~f=mO$)3 zkY+6MHRP1!#vst-eJi}`er^jzKl*rAC|q*B*1mtfSfgh)^~)H{^))>8VNE%9YLi^7 zRK*G4r!2K_;MlBElTLmkym2eWQxtx5DzCZ!TiwwdZQuCqqKZQ!R z^G^5wiNvo^Avsn&L$^cU;SDmOLVSm){r>U|^Yw&Hu6>P;RU74Dg3_$Z_REL)!)VhK z=nis$o%RH%zGpm@d|f46Adyc5^gx0r%iTy2=rDgrGxk&UMR^vCpq(BQw1eo~ng@ zi8NG;eQ!U!8Sh)4GCzPM&`l>_T=hG$_ct%hs|ZMpg`KCne6Te%Dka3RUM@E%rtTVS zZP}CGG(_CtSt*dkxjVJj{WLqD^Ut>6*#q0)hp@)uAJY4l@Xv_8Iv-C!sqHSn^Cr3g zJxsb+kgMEcr7`_Y%f{i}p}}P6w{@&1i*%ren8i5HrV$q%WccJYStNBR5rhAq!##`$ z1*K#}^a&5FH2ep({TgG1EZETDgybFmq|2dIr@+g7d`k=6vC-L>DkTC^sjyw`=z2Y} z#A{oT|M)!afa**^5YFGDfO<6luy8#0ckOZwXAG(8q}Kl5t2F+@(0XiMplNnTfs|EY zxQci*E3>35$An<*q9H>3B?Mp-o{z1_BEzS)&{vSF+;x8MfeaF{=&(yx&T!{WZ}2Yy z+siH9Am&;$6($`YKMF;amXa`b$T*No_v)M<{5BpDf~J?;*;>g;F+(}U&L8~#8SG%X z=49BB2lztPF68Y$bNAG>;r(P|q9YAxx5A(OGxknXBJpK(6aX^wlFv#WB%0#b%H`q% zpeeAO3Y}Vx1gz8Qm;jme#T?|aBI<^!_=3;sndr7-xbBH6go&|%ub-**#+eUBQhWKj zp7{|&SjELz05qRM>?v|Bv2@p|lV*dR?0xV)H&1*ouK)TwUD{(0v`dNd8)pC%suoOX z!huJ&;q>^f!AgN3ZER;(`-oQ(d6_ypK>t7NW!aim^Ect<5sXbv1m3Zr;6ma1bmD9I z8nT&n0U!b$VKA9Zgmpz18>S8sv?RugwAmJAcxK1WRNIL7EF~HZAq+E~g_iB}5J(D$ zuu3kqHd)Vv0i+$VIjqP=@zdB#mQqvyh<)mrpRj@e)~&&OxyP%je!01J6nZ;J&z@q{)jo1w#j@_0K2GOqPL|bhdl$ zWD4$H6xFPB^+{dagl5T$g=FGC(diL;sV2I@mhU8!BA7(Nw+82(^@ww>t?p-vN&DvV z=v;5RE>6ZZqr5Mi`4Q-MXYO|a4r|H%_JtQXWc?IAv0&1SOCfkyPbA^?Td#!1%JF5T zfrUL}oPv;k?l!KFRemH?zN_fbKEeQKKq5Pg02|~KagV>!IZVySqBU) zc4D#3fr4TBKCNbFjqc8>*@ia8yqCNW9(HKtf0_5a)2WXZe6~8-UF;oUT3FZ|58pLk z5CqV2DTnQd>9UN3t%sce(Va&^pivZlmpTgej_MqDp;YS#Zfxl)>%Fv|u(7c*Gh8 zqU;lLF{6lDS7O2{5$kOsg+`{MNd;$Y;jfPpcbOAZJ;eiq315BxnMVlP^ws#3xV`Pu z0UfX?Hkt6vCQ|9q8=>myRT2&$LMFyXFtc$4D<;fH5a7ztcC(2cOt8qa#m9;aQ0OXL zJN;p0{X{@h{%~a0z$i*vG1oaSTvk7!VlMnQk@w5ES4~u{I{jqVz11%m1kqu-SMM! ziFX&-Ja;4oGe}FofEMi`sGzu$C%vjNSw-K)u?`;ZH%)gdynTb&R7Hyr)M?u}W@}h= zZj`Axs3$y;%i2~BF#|qoZ}Np;#T$tkC!I}oxqvlw8o`9awl%>?AP-93NSGS`(0yDY=f2iooxfMqoDv z+HlX%9y;mn4{*8FE?9r!Q(IK)g0c7FHELYSeZkrh*|Oy>J^TP|p7vZQ zKe6@(X5~RRh2l9;E8v_)6i;vPQDZy1(ZJQ!N-@VY_m{^(|BOzV(>P@P7D{w;J1AKF0Kq+$*QN!Kkm2n;2pHV zfXqli+l_T@Kl|}H96s8u+xn7G=~>J3pX=CWQN-!lqX9ew+X8KYHo%)#m&nOct8i?C zIg^2n_!U4F$xzu67OjU>KOdT!fh1kZ;fwI$my zU)V3~7xoML1@$xGgzwb|bz`iZc@0f;Xf(qB6yNdfim z-CQ-Dp}hywY}4dCq$oFjl8%?rjR#xwJ`u|x{O6T*0LcxVjFkOoJGv+j+mMlm(zBlZ zPr@`U!THJ&gY;*mB{A)gO*TBdq{(xy6jGU}#2;x{n^=cP|7h1GjA=uK3D<;a*iOuN zL`9e5nUJV%DuC5fM_&ic3RbFEYN3(s{k5s zO~WpWf^w@-JSHGV_aAa~K5HL=kPR}X+JA!`$yRoh6TfZva8~DQfIp?cF z+2?!N1Gwy6M3w|xV_UGbin~gJZ8@aNlZ!3Sw0wfHk!P+`H( zaU!0Yd+7y}^H&ixUPr1lA#9xNWG%znyL7u0uLpYqzOf$=K14J^ABNbwcIIdb)+0Ee zWC`+?!f5ye&oA1(2Wf`})(;4jQ`{8xmYJ2Un)JRG?iA43Z(>^NH)&S~nw<9xdMGZg zkr<>u!D3o7`KOI6YF>lx@OUE+gT!}*R-#UdI*;~y{K7Pj-t{FGPMT_E>smr05MMXX zT#o~Ftig1%WmS0_#+BD{iKjk?ZdGj|F-o5HoN4}&%O_5ZW!0#l|Gf~h^fZa zA`}tj74&xH*XWI0R<@w|dTski`oYAaigPkh=$ef9#SE$5cC|Vfrqt%LE*j6Wri}mP z2zEYGKm+;#p))u?^DXqbrB;DX8es-%QTA=?v~puDs;R(8mT){-@RK0%FlAD!bkGW2 zj&Mm7cp8;)O4LCuS(VW6+#LU$4XDbs3Ba7Ha1te)4;FkR$UICLRI1$>x)bh-pxY=d zllH3Ikb~_m&h`0R4q5~7n`oo;!RI>PX#bP?ox9{-#^I^W(ht@ljxD9+iZ#FHfZ}n5 zs|CzT!JyklBx>aPaCCG{OEra@E3_-mrsrmv2Ysz_kJu%m^4A1>h=Yq}QzHe<0I0B}Jh`-(-`4%4xKI$pSXx=le!etqn~)V>c| zK~1#G)l7lHB1!n+o8Z+qv>DwsP_!TRswVPCWRof8m9JTCfP!qYWa2T~@r9tfDD2Va9!dXNF zI1S&qu@UC*Luo8;7BBCITZe`#3OV81BQRzNZNlJw_y_>^eNq%M6kvC>+krg58!>}@ z!85~IB`fDpA9zipEx>J-5@!QjNJVY8!~&@R3F{u&914s9|2O^&?#NzVnlI)yRx+pUg=!|U>gS+G?iI7bV3R{V%a?|=j7*-U zaH?7YE*CCKr2z&)S5wE%C?az8M1uIm#%Lc459FZe-EY^&Bm%MTVUz18k^|`ZGs(|((iU~hr5+7rRTTW6?E$0~bvs{SS=P@rh ze;dD7@QZve@r!Al&zN!S;!bLxw^H3E-N@6Os0wMven=x6TnKG((mPxgH3!d6dg|bu zHYgYn_f=RR6L|@ZBvk{U*>i84%!plr>e|7EbYADw9od0;9pa(qubyGiyMArd^Po6V zmc}|A<6VpjSRamU(4_EFj53Fpa~ayTS4_2*SC1LdL%ZKnL}?48m#S3%R}bKC=}?hxGASxr&2F6Y@30@w?D##We~zNWy-d zw_x`}E1?~mQRqS=$}y!8A9@+}StYeG64mn0nEyXq3?2hN&F2yT)|w@zA!LsU!u6o}nn7k5S_Q85~OVsySBK4r3a? zfPZWgxVH=e&i)(2>1dYZSVG{?B+?7wFk>sOgm8$0@LCof;nmQ=iw%Jprf`F^165uK zJPZLu|6~YsWFkV5Y&~HD0JmtNY*VN191BpzdDv6uSe?D(z=vYo^s1Y&rcX7u>=C%K zQTW=<9Ix+1=Nl0DvN>Yx*jXh}I$v1HCDKklPYwjI1ijY&Ru*Lknf@h3S11CXt134< zlcB+Yg=36erJYtjttz;>o2)PDoXacEOX1<|3*{BszMyrMv1GM;n*HAyf_w`^en(gk zW)Cv^{|Mp0bp^(igXw6n>_8jOfEq!9gE7_?mn$}$D0A2Z4xaeJCGZ4CM7cST21%O? zHtFg6zeS>o8UR!}zU!k!QlE$AqO?AkH>*{jrS;PJozHqHde?A5UZlCgUu2%6RxrJ3 zo&hh~L!{L1W;CUQG$ePCRVg7FWo`7WJjd(Jt~yWKIAUAeL})eL9T;a3$*4l z%myW&6$o_VY3A>G8F>k&>-q#5c4pGw3$tT9_6xJtS83tK2kqRtmf5Xa8fx&yfzc%^ ze#%M=@nsnMDDPmpGK+*w{KmSw_FbsecH9vB(yEZ8(aFPD)Gcbvr?IPRe6~!m5*|dh zH?aq&uhV&=4MF|`^)a2Q%p1*qIb*c(>Evr|@x6#mcdvNCttK;cq1N!4=anwU4<3ay z&)Op31(Cj?@Y7EgP3eJ2+B!z514w93drO1H4DWb=M@?5++D_0WL_aEIyy?)?esIh- zJ?ZqvCq4K(A0j2s5oq)$2Rr+^C>7sa9!7Wb{Gsr$?ZB1diTk6)kiw#jQ2YBb)^A87 zCD`*UmI2WpF5qoLl~(4D{cm}(t>@6d%G8y>5ekBunzkFyRkuDxcf|WaT3RP~d?Xjk z(FFv0TIF;jqDHjsmd9W6{&Z1EOx+xYU2)5tllud_viC9?NxR7$H(9XI^OK;$3wi0j z;BV%(m*|7FodeguPYU`T7I2W^&h)FQM6Y%;)JO|q?AHYIWJtNdL-oHX(y|5UYub2U zlQBKR!RW6*bgtkE_6fCdJW5IXt$E;U4+3+*XwxncdTT`ae5`;h?W`3sfat2EUCguF ztMzU|jTa(2f;G;0CB{ZiD&np&E_Gh(F8ACJ$1LtQKE69h$Wos=r&S5lrWu@odwJarKcNqNR_0u z4xC>1zI0%rb1*3eSZK$;(7TLgH}~99%`zQ30aP<6VFeyqiQSk)1^F_^%NFvVYW3A zF$MHZcQD)y`j)jgh?au7XqwRc#r^WRl0Yhg=$Yj|BCjRGha29B$XL08XV!>u=CQ1h zAE0aKbv;Qbs@kniA2-1bZG}a&Swo6pYx(JLH&2&;=2_6NRH&5+yASo~wQZXH%{kKR z1FP~FNBFSR(SW)WE&1>eP5s_X<=WjsbY|v8%~4)C9oCmvmp@|<@(gE0C#uh+^u4SC z(>*Xb|2l1`L{oU=8_vb5P+QCTLh|?1Ek06T@?^YhP)Ed`Mtj!h z%#YcR#_s&hD`&*7Sr$##z0lhjV0(VBI@7d;-%kLl#-IbxmZ9`zYJYH0Xwu=J2_{X^ zA7;%~P=^Eod|7@An0i0oMf&IPg^_|(0b98oReAYVNL!8Kzez0S_kK}=zA+R#*k|#- zUDYf**3=wzAk~9RXX!Kyw3FH~=iaa7BT9&_LkMuUu!ra%WKn6~N*$;_Rh{5Qa7@@+ z`rSUHgIx^|U-;{gm(s3_knOrdbQXb8PX1le_E;dPM=1Wv(gC47i-+8d;}$k8*s;jo z!PG0@ZPmVW)T0CMGV*$3c#_zq{n^jenRFwjkFX{T-~yvm5Wp%*>^W(tKpz7Pt>DLn zPacc|$8b43YlRzU6Hc9Btk^hb_H><8ASE+g_$^;2kjZ5S=mPGj=+eS0P2kj8Fb@k` z8OMhs7FC#(@%{&bs6d3^i#-Y`m9jpko>aEg)>3CBUy30z_|HI_RB>Swnm$B9Pj`B1l$$z1jBAsk@=r!Jx$(BU=i#*}mI=jAB>!MIotYiy%uPjosnRt`K#~0GXCY4_>;?B&IXD zam~Hf;215d3noolM#ec|LMa`FQe&PUAsnWgzmOl5v0u6){unt zTC^?GyxMqyYl~t>b1Tr$oa8A#k(^Hn^3Wps!{RVNyMVCLB;B%UwVks&jM{V_mFgbwdA z1@syD*qt%U`p2}EL1()h6x=*JpTh7`)7Wwa2x^I_5X!!F5F`CeaW!3`$bDF05x4~R zz4D$mlJ@K10XpFXyDZu68ah1^9>e<~Lh8HNZ^Mrknjlnk&bK+Bi$j!%;w^{s;RFOxlsv_CQd%{*tY)1c)}! zt7})`%jONJ(;X(gyu~jHxM@I0Z~bjwZ1d|c*H~h|W0@{b9vdL0;2CYS@O~FaZgo@> z^WnH$!h6~nXF%v-CT|3l(SF8OM3}X`S9=(%+^vw;5ty(3o0s!N`x#jhV%GIqMx`8j zh7IrYPxN$6Y=Xy5{ba>Dj6E`z?ZpLpu@>?-x7&y>TgI~5t%nWOFN|(ToIZx{&|;s) z5T3lWp&ct<>JTx+QR&GujhgnHNM}k79{-f?yPZ3MVILQ-iZ;Qi1S|V{`%0vK;$Qb6_zpd^9uqGB(oU78s`l$43An61hXS|XqZ|>y70SUgJ+qP9Jv3^U>N9S= zqQLTPFN5m=OTFc7BNHd%e3(ALBYw3W{g>CtcIdS<0rr8Q*$~FsB6&8f_z9P3f5ABd zOXW1Vo<2kS`*zbTP?+~-i-A;0=n}00RVwRDzsRF>H1afUBz}K)`{nRk+R<*9b!>V8 zEE(_G)(&hgv3${csjposf)>pcifX;ck0XG@i(ngz!}Pwt3^CfY*SK5A)SKd;2Mz1k~jj$sp#UXLLOx`3qhz*xZi z+HA7lTwQ=VR1yrqi6D$%sVD_Ih*1^WJzOOB622`^D9t&bQ56?r``JOJG?4v-i-aXd zQSj#ClCGjqrCXp#FPY+PImVgl9|)TqZ!^DxOD9m9KM=_L9%nm}ujFUSKKBsZUJ!F| zy+C||kZ?{e4L3l`ZlOF~Mli(ekSHIxvYQAK#wSO^qeBF-+i%I}l097Svp)0mUmz0c zxpR+PpS2ovJY0jriUdimAuns;!{!jN4TeN_c2Jnpkk6Z|Q_9ka?8`aKo z1yd)(;QxWc%v;dpa>}EiS&fcz`eQ|-KmIp(^pw@gV>jw>e;4>K`r8TjJdEFc) z!D@bUjZ}1voH+j7%g0x(5@+%y*k)K3r9_Y7fj9L3o0cIE@lAoIksuOICX$O zxT~eh5X1?4ZKl-CU5u?vD}FihNwd^4wC4L6vS@zQ5uc5fAwNJeL-~jF<->D13lvtF zgP%O<83@Ua!L<9{SUMQ~NHvy_YeRkTc}D73B5gcN9pYOz5(-Allz`Sc-=yI*HS3$D zymq2Jtn3u#=o5;&E5gZ4MHLr>U}$VJJY3=iL5){_PjsUmcElaPapl1~&BL(NU~4^i zO!4}>RhQhp8-EvzhECYmKaWlZbb3gsh%Qk>MpMj|9q5&Cv%U+%GW$E#>OxONc*mOT zZDA?^bCgmXQnm`~_T^LX{940gz+eH7lcs*meBL2kZUhBxtsqShiitJGRfN@U*yWA; zP(_^+K#}<}sm8rCpnS)XGb*!)*;FJS!#$?}2k7}uR-5+gu={grzy~Rom4$$PBfQ!- zW0!IHtTU^|EAq_XyL|92L%Xz2uX|j(;F*N{b9f{X`L=r*Eq&+C5VyoA3;=jFO}Ukz z=y7t$BBo;FKT1`wsVTzUs@G1ikNd3zp&897lK~O3I%!Mc(ve6%4q?&(Pc_SH3k(H4 zEno5JTzK{gPSTsUl#DSYGDQUI3YD3CNhE=ptXZe{1g|D#AEfM=e}7>U8=3Z9<1&R5y|Fxm=I6jcE#u4OEmkC z8|xMC_F2{q7tij1!1I_QmR~c`sAL^gz3B~SE{kAoMENE-WM}$kRycxOS05oJVWwPw z!(rAF5<{gV`aM_lLjSFgZ@JfWip%Mf24YygvHt;9BWrON5p{wFaGV0g3@iC|4p`@k zqq^K@n)?$Fr{h2(Rujs68V1BM)btnfxa^V^hqf{~mtth>`rZ*w->WA(sAU~hTma7TJ|nWnN6-z8%jCAt4_E(a zhzrz12IGEDw`F--`#ZtK6bY;~rEvz5BXn3>A{|=3>`-5-TdGW^zPuQ4tc6o>rjor7 z^IuxQ&s7<+5LMd%?mM^v-n0o@4h4_r-4RWrFrbjJ1G@N`%p6kzWkWo(jcQbyX2D=x z_j&2xiO)=6Et}rLf3WS|nI)Kp<*0NKs`DG9{{T2lI6tvv-u916sK;q|FsI1Xmlx`?bTYHFy&qWtX& zDJNnx&ahG2pUi@B$7guMM$nKD&rwi-2>IuNO#K*A+Rndxmb`sK#-Bz2T{n zYjK3d8+0r7Epn=Jer?CxZ+5o<6!#FT&a4s=Oy_dmeIaB8DkYbxC{CQJ`XiZ4P&SC| zXXkwu4I6~OhXZT-Qy58Or#5X~l5|~G>sELmzB{@loTvRR?{vsYm#0TFZb&W5VD9?r zkO5T`1>6MVCGM<(MB{7WgN{LxYY6lNh8u@q3kS#Hn(BYnk$v_ZB1?9@YqW2a47a$4 z;oVf4VD%GhGH$gGa77vjbuWAhbu?OlZrUZkRBr)$NM@Vr*u1b0^sa z4KYEbjC`K}S-b=#c5)Tx17OAyWFY00M!TvrTfLxw00Y(fx5Mpqw=N6yG(!}sXsENH zq4b5MvbTSl!J*MH}Vt<9$~MOTzLmO?_3qY~*$v0z_=3Ol7A}D6x1ycOEr~Xf#u!9udKAb2Cv^p9ht5O$ z&5iFH{d%NZ(#=V5|6-W>qWa+5xySRaGB4LPG~@9q98z3A*rmLUR`Lr%n&t-`gz;}2 z5c3$ItvzLUn3xo$Imcq5<4c-ESBv${O*C+SCSY<}ChAdQhM7G&5Ga_m^jmv*IO1Oz zJQ|7aNvCT@6h1bx>CR<2o+%rAEB9z)Jw=|iLF~Pb(7QUNoVcFEW+{GA!*IMN85f_Y zlgc+U5Bc)PXdDk0d8=uwuoYFReWO$c6VfyH1{Y>ZPkXi@nZ>IiNh(ae%VgaU z9rmy62ke-8V@+25f?ui|QFs81Kl#|F?K*JO{@Fvcn`ms_!6#RLr(}#LAf3z;n46=P zuuaU=7iZ;40p^_UIt=vn*9+!ool9XMqWRle);x4(ftQGXt?*aY=(f%@d zLgjB@bRhM46hpwzv^D2GtKVRm=hLl5T+4YU=$e?`=j>PntN@2!#glvh=BxlUO-TG4 zIhh^{VTXcQvg?a|&37kvk?a?%osb)UYtYC*1_zZhm+^3~N~-5+9jz$v@C48|sWzjJ z_6eao*sO4+<~HF#5BQ}Z)TXad%-l8`<_4YXDNc0?HBD3fPMH}+@nFP)FoH%>066$td8%??>26*Fne6!sODBweQD;|3F~6+R zTHj7un;no-0bnkq(KIq9sBpc8i}y%ffqHV>^zFkts1>>gdf{~(v!KL|&z$6sB!YKz ze0P)Iq@nWjS%@fsTYr4v)jWT1w*CrXt5zS7=%-otOBn#BYG4X8l^El;S{t0(3H^Xm zqz|jsGIkd=)^)X}4jM-<{!SvaXNW0oOP=V#@VjUFfi4|CWZ?@JQAcH8^JG+$MQ@0k z98%twWRFpow2XQst9e(BTYNI~f)5EvubEQ^QSq)i!yd6CE(Zdir7)M@<4i-x!ytUY zANan9D0hU{U_d@%)$RcmUJ$?yeGzwNQEcS%5Q3DS)`7GwNZ!j4pq)4v%m=P%=}|2L zzBB8-4eh6+pFVS2PTCR~!tdTbSj$hROQ=R-=UWGY2PhbZ$` zVaLoC=f7>=>pmLaYlKWQXTz0xN44uT4Np5DHaF=LvQz1*3^^k*&C6)f#9C7)HBA+S&$?~(tfzuw>*{8FnFOnK`L@@b zWP_=#Et*mYj}aT$6)#gr=cb{#?0rTTe}x)GB(vCPX!_BL$EJy&WWHY%piCzPaLBfA z510VohlmE;Ajn&6^7^I)kgyDzdY!q$#eb)xqNTkyRrrZSVz%_o>g)EX2FxOjkV0>Fb`{A!2)kTb5fE@_!8 zW02~)<5KgTl%ql_&fxsK8xSYc4aP|kDmGj0f>(IUl~4Iat) zsu~kH!((sU6SFV}xc_f@{Jd}}G|s(ew^H@k-8Gyn-TOqufZvD4^>P0O)y5RietKh| z`EvMFAlEwwmspQKML*0%gg?BnQ3i89(EnzAg^18>l9&hD(^5SvtWASa0G0tr1w!Dd3Ny`jVfsnk`UipPobOk4wQ zoy(kD0Md`V_wQ7tg_ECZOP1(bN|!z*1W;hVJz4o|?O^GJMgV2CB|n|}_VWO0!C*!B zN5H+(&tCHQW4HFO@S(H2M+pisE3X?7OW5z7;fA$*1>75`JhIu0GgStVoP#SADG88? z?hoRb^Htaai^o|ufYV9UH=^iLGNR2(T+Q%ObH?f&cw)*-42UHpAB)i~Y-+b={h9U_ zBSETEoHvjFJqS)+cGHr*>=(L|qB=@L9I-Y{^=XrD;?2aekS=BEVgJ!1?mR~kmd8oE zIEzVBvLVH0tx!r^ROD6>qY;qx7x{ygw=L^PbA)tqv-SLmS&CoSY@xgv?^~ZTKW0B0 zyYpnZtLIx9=N?n)eFwZL&43m3f{!_7oBoJu;=0W~q1j}Jlha}FPhdb-Qb-w&_drz3 z$<+oZMWr`F+^%XfFyD>JkUrb6U>}lq9wvY=E3T`;KFDICiU2J+9a*~jC1SScim+`@ zc~1Hr8OYYfQhL7Pgv_nZG90X&r@U}Uegu`J&Le1`@(2`_AGhcpFIWkz$s_Tp6yof8 zH|!D;1*+C*OGY!hP|4uU=+jMZ2#%T=Wqsy4o}cV+%W2CE!*}OrrSBUcSZ_!NL_I@* z=%oB&^x}SZfS#)L;dE6;%D?xTr%C2`m!sEpYW$TMBhjpC7T5o9#5-9EM^CUvokjb* z5g`@m4b)mmqm5-JH|fgbBzGMn5=TFh(4*pK>vnik6C09|2%i*EbN&UC)~JqCd+KnYVi-mDRmk%#>IhV$om&Ko>H2 zP5FFTb{`3yr=D|h|MJN`!QZA9Tf7O^NVgh()3vR;?OtX0@EKalG;UD*`BnIP3E}Pt zT%WiYZVUu8Ifq&`bvW6_N|+iH?tPHDTc|tCOdG9UgY_G4rarh!= zp#PJZY*#hBbju{bWZqjHgoWj56uRcW8(1tfL~^Bsvt@l2CEj-ik2#+)eqmSidFgyk z-1|u>oe+dUmRK71GNS4VVx!bEY?w?-Wv;Nw|3b+K{TCyAU{g?jugA$fka_SwD&P^B uMR=L}T+(cyPocS2vj%z_bMDX%3+IHwc>qk6Ja5X%*^uJ#T{B;EUcSa0b31+{C1SJ6Lfl)t$zdr!L9cOvsXFzbjRp4FV2Xz~&bPQ1_ps)nDHO+!sy&;u&B9^4C!basPMVcLd=7 z9eLmJrFiUE(C5bYbnW=M|I>for{)s58Bx(s`W61Jc;DYaxFzWE`vEWqKt93F0cL;i z1-5@h1aW^ge*lluUxv4u8#Q-$$kz?)feU~z06akPJMuQNqyJ4Xo#5HO9bo)n{%d*- z`%(Ey_*l3PunimweEMSjZTRXZzLoe231s}8{3ZRyylHqB{0+3}-vS&0WWPoMs5=d( zf#-r(fRdjx05bq^kNM&FT=)#w51bF&1|a`e6U5!hA4fOC&VInp5lQ^ZGk{2Bg!-_eQM%@(JGObrGUd z&R?6zq8oR|cK_mu{F2r(cA%Pc2HA2&FUdj@e(FfU#D#n_6Nf7(kwnoz7HbIS9dRZ; z^uHiCg8vilM({w8U$U{4KVV>;$4bf3-j0|cH&hw0Lv(tkCYp@T$BkTP%)=r`wK|`7 zs;}GJ@Qvl6x5v=U0N|@h`NwsoVA*`SOjg=S>RL5$&uWam9h+`mvS)r@4gO8$>6~ifggED_5s}q?vER;+WBO@%^)O7sJD)sGEr$w-+P>-rwcw0oj~w86$}?&ny|xTUD#}HD z2K-df0*W2PVTBPBuGbe;jG_PCxQVa+rg6>lmeB|N%iq8ADj+g=fWdAmX{kd&`*J2y zgN!uds`}F|+YPiJz80?n@y;mNQ`sr}FS_HXrg57oWR}(}Xf&da*{t1)k!|aYRc18D zka_UwLIX;?-n*sNNBJG@e<1&SM=v}p`z-4Jt9@z!bOMy5pT(x?jNVPvj z-6C0v`NHbTBq6QcpsV?KFEgF620w%QA3-PV0aX+%RJ>;}(du#|Z-reuV97 zv9ZBd6DYkSX1ngO(#%MzorIF`jdNSd@u3OjkvlKbxNq5rp!`eZX5co*$?x*FVJ%hD zWCk>*t%Z8|)7a>SM*)H2ln)*p#G}#u+Z{h0LY&ozrtkqgo;6M$QT0^$S>%2JcT&{) zV;YmZg0Q`=-h;_V=Cv%1L9VB3B4Er6nXKil|7j+LZL#-?g9C1g_f5Y+4W#dL)DIZG zVVc7qvH>*Ii2@xkB2zWp$iE2DMs9U2o4>S5I_8w_OR|fauLNbh?BnGEkDeC#eR1hIaHq2#(CjsIkHUVwkyFO;DGMtZwm^Wq-dL{6}mBjA5zgy%iv*}rd z{q4~&iWOd(Qp02YF=fQp)4W>Zr`|qb(zsqoqs`-ntpG&|1raMS&?bqnQ`@DkK71H3F)Rf7D*Da>c-LEIMwJ z^1dR?J`iAG>NFXZmg$HyN=-hFKbzBoyjDaiqj{*<>P5dwqRTF{aj^QeixiisFRgaj zEFE9bMt>a@&IsIe@2yF3_+#LJ%EfpBiRY~=zRVNTv~&x99TjvV$vb>@k}XfQHi*(p zotS3gvsO5~2|msmA%K{W$$c+r0Tgx4h(DDlvl5`4)TrrYNGErR5LTR)OcO7`ZMj)F z68qn{POKtf=CKo7D<9)Eb)EZKVh2oJ_XtL=tfg9QdZ1Lf1xrTzu0~woOY=gR^aNZh z&JNtaw4le*;3;J8bsRRwnf=aVQ#?|P!-lROdHaWC@VT^KZT?3Vj#~k%o|kBd&ty>G ze@}>GwJ=gHHjL1WRV^)@e0d4i{i|vi9sI!eIO0jkZI%>|4}o}fL#MPw(&a!*X7cx< zKY>UQU`lyFRvJnyJWyv23oJ}i5@_YhE?nJaQ5d>uC5vZB$^b2SNkp5Giu#y=1?rQX z$x;v;vS+*$$@29;#+xGI(9>72Qo^R}Q>xJG;>gC(nP1^-74hdh*`O+a>pi}bsVCtL zJ586ebNX3Q{+=qf0-S6^LS>7-aejEtd%hp*=j)t8eRcHVa562a^LO~~$x|3l6H2c_l~A+H% zG`DUD{PS=ZBgwc}c8Ap>g|=4*85@Mov?%`{XUhi{+_-h<;Bp5oU?|B{G(vC~L}}&K zz$Qu4{h>qEM>+!dz4QNb_dFn=-(Tq<5YhuiLY;-pPlTN2Ycz|%ANw0ArOX1#goBw| z7vJejq!77^J35^|_awwfFy4|t>?`Nf&kmE$$tP;NtP#~J4*yb#hrKd?=6IOJg}a|% zhBq{4%a7=*BL1)@TY5SeMArfDptSlTA7Gb`mREKEgnEs=L3qn@1#>1`|IE|yCqn3j zze+3qY2eV<9_hx0cDqYGCivmJ0E2YVvG| zCW`6KKvYKcRp(83H;_upQaS>_ZU)nLpmKBiIS4-=*;HwAjiG8TK38{;h3xuU$m^Zi~#+7EOIIBM7!=oz}Yg{}|s9!_A@OW!%1Ypgn= zd;8S=TUJJ2bTBGLle@LQU)0I9;2X)GhCOa)FIuSP2{~zFV85O3EKTy&V7$tTUyaiQ z{+q`r(?j`-G;_)vem35GTDY(4ddL4E*rS3l8oY8y@7uvJ{e!m6_Bg28l;|)(`rm~<;A4FmHPWS{wggT&WtHqSqbK;zk3_3;TF2+6Z1jM_T9nkZwPT&J|aC@o*&Idcp5W zNp>h6To}{ZlX0Pf+JkI(_>Q}x2qHlQ`_1-yXLWUu>d_Wb4WR@;KaGk9wpxp7U3bAW z(I@yoSPg{CJ<5=w4eI}+s}Ngf_dM=u+FtXg`ed#Y6-=%9m9uF+V~=G0yLWGAZxlUv zSxj5TWnVE?1#nk0o5NJw&9I~F_ffR6AD_8*W~Ko-pI+44Pw76n63amHLsv}47I+lo zJT~^V)+Ez_-BrKQfo>Z@%XTY(*>wnFe!;i=%82fs&NqK^U$~nVqCY$C1Wv+o+_mfC z=`$SQ(R{=r`BtyCnV%>z_hNXj(S`5Dc?um!TT0hrV{n=?$HZhk=CQfl-{filGYM?7 zW?Gv>+62)FOSNUEQLm_#KK+1xaJVH+D?bB-E5q->(vbuaKFKk&Ri3S}xiyYM{t5^| zsl=%DvF+SqTThDR>t72lV+@jn-0cn4>#)l1@Z-CY5|DBa4;W>uTR8ByUR z{~>%O?t1IiuIX1;tU2bN_?h8Q`nBagiUb$8zKffh*R8)UArfZzvO0x!Qm1p$bgwN} zqp(iD0V$SZnq)OgLaUk7Ek~?A_<+9K4M^ffrq!1I;Kf>o!s$@^+d)2-bZ=e0j!K;B zq}tQ^$$N1kjj0sT2bcdq@eS`MQ6|1@`yU)s$BiWRqMF+4-@eU6C=;&fTQou{F`ZBm z?uWpSG@f1=eKs`$fllt|EiM?*k!q3yOPIy(ONiS+va##O%<{+F)|#MzBE}>-e}jQ; ztx@*S6BjUzt>V|fF>VH1DA~4Fx5-j**ymgw240PL(8U2nB&MT|)7M$po4T>Iya$8S z&sD{gQ9-Ld?}WEVX4II%Z`*F2VM~sKrN4e?M|5neZ9K%m)4IA?wjMkn_idy)*0Dck zce5AHIt@o`lVuuNA7(s7lCgJOvVA>Nhxi_qb+YMitEO0G_GP6bU!J-a=>PT;yI5}$_Ya9%TmITGoU!cVC{*gls0WcAQLlGMmpX|u*13K=A*!L zVXVPx$PXfH{?;Uj65cq=Y~aYh@2eBTDMD8D1%?jQz$+`{r{Taf!moi(Rz^Vhrx+O#%7fcrN$|A;6gnu1%fS zZb0XnF8%rAP^K)$rIXx06;@fHSCZ26PPf&_7hEYr@brTR3|tB~t?!>EXjdrDdGG;I z8QQ4C|IHi1sa}Z?VNtfeC!@8M{c?APCqSA`*`p1IY&^jughFjZEphdW26~`P_Hhoa zalDgtB(p=2D!=n81@c&aw}GwH!eu)RqaYu>E*-T7rO zNYGjf-e5V7Lu%d~DBIqKRe)`_wsk4{qD@~8n~pGh)-b{Hhcw9s1l2DmPnPSI$+mmZ zOiaROXCTvN#asauHpdbJwqkPP9PGgTu*aBbZZ8<>Jb>W3@axx=7>|ZML*A7aRkLY- zaFO%$*BX>J{7BZq#R(9P%Y|)ZAUJH*LjuDSNQ3pjO2E~})a=)hndbM(Nlx)VZ&MvP z2K`;v5hcn#cO_l|iI8#+rCEC-HC3zXnS#N;vaAuCd(zR8orGX)mH#>4+qIcxZZkd` z0DT?*QI%eD8LLkoK?T`mh(wlKFAND-r<~<+H|(glJpaxblN58aXZo(uZ4-%~cj(je z1s`?U)_2BK_`&G_1-h?rZKnBdAdnyIxoebJ?WAL?Y5UiC*_!N&-$l`8(+v{D-*Z~~ ztG~#6JSE{vh${>Q1$lPXqbLR;PrR>YUw__4&0l(h(#Z3B4i;A?^6$XkMaTZvkOrJuNvfl+5Y94RTPXh@Sw%5Z3xdi~^9Hpr!!1TRKU2}Z8W`QnmM%mg7o zjaO1I&2OHP33*rOLZ!k?eM6z&xA2fNH9HW!qpKX2_E2Rh2TWcIsii@e6O6dE;3~h_ zESQD#Q}06nq%+pa-o(LyZrjxICd}0R1qPtsh32Y~KRg`T)F0`;vpBTY`aEkj8qLnC0#%DfoB< z$vbHlwKs4JThl9FwyziQNU(Me2{*}gWRyDijwd8QHF_zf*cU^Xhua35MJ{_pSuP>| z5SajL^@wZ=0ydReh>N~WLgwp1A+N}Y{A0R|UFvA)u{}On9HkQ{IZRW|MP1eB5Qo&y z;T_8{a8bl4T;aUqbXF7}830mI6tru=N&!`m$G)f(p3(J|A<|uxhj~sy390XjQzigBb(?cs)hxP2r|i=c)u5@-rc$Xb`$jjI)~ zYm|<6Z$@NBx}?0Y5Lq%BpxIe5}5^^QVb> zneTw7s#%YFX6K4&WSl_37c;bIrTr_rEtw=ABc{NJF6OsZN+m7<@+dq`^d!<4-i{SL zPGXQ6`IWAeNy3WH>IV*%6fn0m0)6gEJw(xk%hi{q{sI)NtD`Tgh`^c4gi^8)CKGSI zaHeHDdr#?WzN~;^o_yF1ZU2KFFf48CUDt=Xh`=|oXU|Q(Q~D$yIYtav!&vIpMI+fj z(VZ?$y3OKfnD}O)4@udr9AhtkBl9OLQ7}hh6IP8X8qj73qp%|p+TCKt6WpkPAfKeA zC;Ipk*N)lK>gD?;WszTe34F{GpgDBfI&a>jZ%;4ghM6J{W^4h6u7ufY=dK)lK(UrL zX@uZomex{40DWR9qjU@pM4?G+)`%Q<6Am(LO2l# z99#Ew)U?+P+5}G)@w?{bPZ*1o??hUgb~*V_rSiO0j+d$xKW+G)ig%&~%0B;3r2&a% z>2?_)Qj=NQ|!> zBa9FE)^0l1WzRayLgg&y7p_s{pWH9m#=>p+pT=L^WGLcdc-@Rc{`a%S@LO3U?3RSw zzG2y(Qr?`B!5l7`!zWIBt`FKZ^wJJ=3R&?(w7^<%W;wS)8`ajtw{Q4lEu`z0hN2`j zVFq{H9kMKBTExO57qjW!pm*EUWKE5{pl9^n<~Af!X0vz z=O_>arde9}JU4bcl8d-7R*WLuI0>4$>DD&3WWyBrNpSuGx(pwLB_46NbS+1z0G*A~ zUv_PE$~X!Mh%JapR6(?-oRCuHZtPikp`DM_S_=&?&y#qx7C`i%>|ZfRudm*G2`kXLD_n6?4OVp6-63TK9haKKxT#Y1{85$L5J4iS~MF7L%?h9)ZxJmvBNMR<0xBnuzP zI%tP$ef)URI%@~=jO%tAZ_yV7z2FVOeO#;}wSm51Kel7<@61f;OqbqafRg`;+l z4ZhZUZFCBH5~0Ue9SasCb;f@1Rg`QE>qJpGAgRiLsfY+jHJH8HyM;rb`{jGKJRBv%Am_MWjq_~YtB}VkYy)mkzP|s%Vf+!4aS(6QbdBw6B?RTP}ik}le zON`eqg(+1|L+Y<*@n8=U4y`4kRpWo~Eos^!_O!kG2uNpW z~N}lMG-P{iSQk(9oF;&vvsD-m$rbi6tTUa<=oJcAvE8GxN-{!t21_#`L)q@EnBU6?^t3VJ|%!wCj z#RmtzOn#)J`Ih}o^Uq}Zrvi$w3-|nrKgTb9Vw8SNU-*SyJvlP@ysa|+9#!|H$xKyw z0;Vu9EYZ0$oox4p{-XSqi0TIsn#E{Q5)gZ;Y2fe=wh(*f(WvU`h_Re2{4`$cRB2VS z;Wl+=FuD;wgQfuLKY#hSMlmB3rITCJ;Q@y;%mbnG_oQG0=OTuun0oKYe zGV#ohF8MiNQLi$XGf|37|3EDA0uP;Koq8xBY|1I?thJ^RSys!HPH9WMQalKn>XM6YuG4RdAy6<^$9zxkKIENzS(hK~ z1Py#O%9mjS+hA!qi8gHz(l}5j~`1FluvBO|qSQ)pfaiB)D|`{f^;i;j)YWH=xa2fZpN;yszcv+F*|lzz;D zt0OO|EVSm&jh-r_(dk)zibg`EKF(VZtyl98gO=SDA~?!<*WuU-eANtt%u}(?%=V>h#NAp+I$2X6yHKL(eJ?S;MQa*|*_G&Ju>pNzSv4GYW8Ezjw=(4IW9 zX%lT#h!*rc6H_Dr^jnwOrv3iIPQz-?q5Azbp&I09bsEq@x1A>|Y<2+SY{TUZx| z?|VqNftsE`srrKH2j(*=I?vt$d4PL7%ir$cD;W0A>51UIo73X8lz$aePcgrsp;6oJ`QOw?qdET#UEdDaJ#CVKqQCPTgG zQwtI;*ID-YZ(u$jmlc0b5ULR1VYM7M$WkT$b|NYK>AJBmv>!alCFAIlD)5;N7>T?S zgUsktlPw>wNLnKFqth2-Iy-O~e+LcAyhcfU$_u|AT+j4ZuU#2cj&{{_;4k?%;TX)` zv&-$5h20wGZa3kB_^~qQMvvTTK0vF| zMSu1WnAb`1&yC>HMp$VlfEBi?Cmo&;1Up;LZd)H2axN+xL5n+Ulp3l3Vz!v(F0b@w z;!8^V`Y%QQWh(B|i*=50ZvVD~eFBwjG*Ls}ex|~FdDn%2O1c1);&?dXgy5?{C4Wi# zDZF!F9&B7|1ruvEat+fKe4hh{_lIv>?fJ7`+_X))9{qKIdG6 z4q<@rKesCAaBvB^HB`hB?C5zXt7%0xUi=LFK_7pI=LGHM0}kOaPB-WK=n8+6H2$Y1VB#ivn>CeCKkWg37Ni@a^L3Tk;^f&<8kp?eC*mG=B3&z!f8*lwXt|g8ZPGSF}4J!2unf0*~JwN3E%Qw5lyi`pTwbAM$nV?z%&b!;93(TSv7t6tG|x7}+% zhaw+T(?@OO34K?>u&$jW3m589!Q2HAU9^F7=rJ9&EI%9g4r@dm3&*^^fmM9K`LBYj z3ki@aZp$+&TX~^|t69oX)(jjO_cC%3p=#L3@L`3lp!~+?ZdJMtCwYgtw z0T=Iwz|OE8lscL8G-Vny>0x;I^78!<>YHcvB=$}bQ{dw$LT-l2#k3a#>*Vm=OnBM` zW+8lNiTmu%kL&uF`&!rvdr-6{;0KfZ_*6yEtJ6bKgUoZ0cyXN@J#lzJLu|i5_^m(F zZu<^;33^jvcPwy#oZnKO9>ybfuk71uQvO zHa7mLS?=3zc?=KmE`-?tN6Y>K#yQ*footu&*ZkRmKyB|xak z49=Lkf4LixN?(PMu` z)AbqqQ-b{o(pObX@)=$N`4znyU){|UmdN|Ld^6x`7{(gM#xK+fh6b{;W=69XJ1Vv5 z;1)>AePX9S#Vj>kA2M!dTpVw!0T}kAX(B+q0a*5@b?LHNGb5B7(&Hm!RCmfsikAPO z%jBwf_Hf5IduE>XJ&3RtVfp1ncRJC;w=ytuBuoqD^Q|zJ?k1LZz0JJhr70itCp1ul zBO$<+xjeTE1Ov2^xm*Z^(=F3@DG!u8V7XZ)ymZExj$q<2HmH7R@96zcxH`p06aS7f*hi-7MoCz`bmQmE z#`M20$(aebzd^JF3&5z)l43I2U!y%B{u?)?0Rw44K1@4)lKWP*&$jrb3F8X8W#D(c&faBTepKnd6_ijE z`R9U9uNj<+tSpIDWzvs4kGl2)C{a;p*5dPGyuc)MQgjLY53*V(u0 zpWfuBChsHbI3WOIas0zi5b8GuI{%k@0e74Kz6L)|U*DI*ikl~n04<;Z9_m4^ zXMi-^CQ*RtpGbB=!YgCL9;8miJ8pVsxsNvQ+%l0fx;dF;VQ!By7fhkts*1x-?pxD(}*C+x

    2. 6iI_7$-6E)ZVHX1r7J(pp+qBEXq&bd1q$5MPqVG9 z4UEfI$7<5>>p2PF@#P1;nt+5GG(oWFrZY}4Sn+7A#Qdk&^W$(UdJOc_Io0Vinn>5F z{1yU$jEJ*%MDX-nV3d9}uhsY-9PQhD`NXDy_A>NX$if0v=WgiOC(N;F?^aR<@KYGG zgNoSDNeS`W?y1g}9+}Te{O?PD&B1shQez&Fr>K2oJ8#QK3il`I*oP&dL%fHi=C}}+ z*JBl%Ih`EOf)rUHy=g^sGL|r^`?LFS4RHh~TG1e(2cfZY)CMyXUIB*}1Q&MRwh0e& zcqRaSq08qJ1kR6hZar|LdyG7SKO)G+WBsO*^|^vN{SG0c+z0X3kmT2Ds-FZyjcPyh zJk6d_T3c=kc)~klaet;=m;TW-G`Sy4XN>_@G(*~uB1R`FbPmpG*+H(i_6={fSF6y~ z6mB2-qiqd2A0CB4Ir@#Z-}&C9Ew~lj~sfu0)T4yv* zIbN)B;;ZR*!9B+?P2TdR+W-(6uuyr1`u3-s>}ABRH_x7pwGs@|Uwv!MaJ?{T`^Iik z!hN+*;T1@@uVs12jfD!`%uXvkoz`JfCX^C>TOTy;0!msNmy5Kt#|iJvh+nPDa{Wx8 zs08C9v)V1^#!)mngrMa_#1@c%pDv*K?GCU3duk@p1VoO(n&;b@7k10EUti*2LlwyE z35>!tl{~NcRhuaiDA#V{$(;J(^^CImMDySF&nJV*=-%^`iK7a0R}VnuZWVnu6|+1L zh$HwF-*M_>>pN+s2f=(zQWxZ>6trqGt}zz1)qGre$Ap?gUz`EVDz97D8m;ouPtz?y z=B}4VXlU%HClhn3O#EEAb*w11k0(-Xk?DTZF=p^bG>Frpud)f>K08qpL~VC+A;)GV zlolvs>RWk7u4lhird|7nk;Q41m1aq25!55m21Y!yYjV`@s2s~oE7(N9y|yKi`$%K> za{;t{*PiX8x%lvuGK!*)uvscR@54?Fo}bKjMtbQwrYQ*_hMlc57)52Z)haOklbYA; z_E9L9>Ws!;Z_S*JUpskHopt=n34&|yT1jyYj#!gBG!4&xK{c9pO89062-~ByUsIc$ z)%UV~+mV|?g*BSjG(N<=@jS`J@seb9+9!d&PSxN$)qr&o{=uc=f{pZPPvbgja^6T}96$?igUTLDM-ozBZn>fnwi7 zj37&B+Lp;wY;nOE+r7YqbkWWfyVlKR8F}g4oLx>uo*3-dp(jc^rTX$aT}f97YG+MM zSs|zUYI(S&!~C+7Xft~{{I$-ivYU-$Ud z-r3GmIk|6mmt4#bjcXOh+|gX%uX2S*ND!9%3QWsDN6Tw~M_G-jK?xYqbBxZ>|UDm3pOs{@y(KC49Z^QI7^~2s+EpO7*2kcd;;)}eFzm@ z9Wf1nhiq0x+r_h6#>*BEpv9&C0rm*a=5+jWP)`ZnOAsv~H{PNLe!M*)Z<#d=joFE7 z*iVeNWcjHA1jT@E0>*Ye19`HDI^j$DIU8ZOApBsKI{!}5&Kk10`@sC=EItmAaWKQe zUa7Z0zm3~utcRG;+QWA8eu5=`!H*QAm-IT~^+$LjC4myZ)HA!49Gy zx-O9OXK@J4NO-JqOwiHqNp#xlt+q1saK*Ndw?}x+v6qx>;lvXX*Y$IDBgR27I^!xY z^F+aw=B0zk$8yVGc!N?l%G{W0(L{zBS<&|>=Q>>h{z{VlEp6Jmt+{(9!yG!bhTomNCu88vR~XmJlZ#fz#Hcghps{95|7qX(6Pij&LYCJE z3#RxQwG(U@e7hbx(*VCt_x)t#yH77l*KVaLius=YWGwsGr^I^+GGo;0CA;|DqAjIk zhLpboVdaaj{+=qb%<3GHC#&Iu@7xDfh-Pk<^Gavy0YV4UxMS+u>-6xAMqz`z(2I7Br5NMp}FJ z3NOt|Q7g1fPWs^w>UNA@XbRV%Htbwe zZaEo>XXVf+nhBHp|Aj&3dkrbp1hJXQUq6oXTc;+xXKo=CeoV1qtj|ibauq*LlmE@+ zMrZ|Hw3xf%FeS8Wbv1rx^$sTQU`n@K6jCAo^v1*V%*ziQoN(yEu*j&_I)Swfi*rHS zPc|t@I)VaDLJ41sF|L*sk=O?BKF1%TL0-&7kRVG??qgTQz=eXalC9L}DxDa5uxF;W z_fC$Pre5`Jz|UkQZtBJ(SAkP9W23a(x`%Sccru2d$i2JOTcWZE6Cuc*r0MS}AlJLt zQP-bHG;W#5m3APGLFe}>KH)cYp?QpsPua7-1E{1_Y%C>5onCMpF>(V*G(im)YUi#O zGl59O1CEq>J=pFOugxZv!IL%T{YgvR-Qx7ys)VSehTI)sOO%E~Pp`rDe1=^=R?yqI zcJrD|=mQ5rp$Rrw^-Or;0J8+lfkJ#oe+5@d&?WfmMxA2^e74o`sCAXSfa{tW=>`Yz zCv`Q?=Zlr(BLV5DpZh~#oXVJ+BAJ~zv~qLOvo~|zVT2$!7qn-N?N*Vy&fm6 zWWjd<)Kh$Fx?Gh^ys?A=0sltWFcT8)DF_)tzsULpNxT_TrFKE>jCb%=ZL;jk)lpxJp9e_)04^%T=z zjTA=mk*tH=Sz-AAm3IVk#Y9RikC%K&Md;%Ov z?_Gqx${f1oETi#yQ#X90#htyqj$KHA@9w0(mpO6;U;yz_@>5&QZ(ObP!%b!49@B0 z63Sbz@(_uYn@vv84*SXV89qYuOTr}wOc{Jl#Wor%2Pn_hgtI$C-k|TIbJOR@%$^15 z{GRw8$1kfegr?ISWjtyx)<+11OkdY-Rb|o7puuY^GY`Fs#@<(CvfAp#v*APdl98&=3=O}Vbhn?N(*^R^C59)w)(0K(Zun-IFJg4vnbZwzk~B zudcS8UqbmYp$&|toc(7@-yPqk&6{QxD9AZ4Nk8UPk&kfGJ`pq0 zAIGmk_ZCpnwOQbEF9^dN8AuvKT@IkYQ+MW9@+nlF2lh3Vg!f96ByoSZxRnh$E-w$? zGZ}0HZ__49N8hHT?)VV}I^bg2Q%$o#S-koYVFE5PmV#c$>MY@JKFfT@oXMxVL@>HL zhKD*eE4OKK==#R2!&LqqYR$a4t4c03c{2Rk?B4ZTP}L6(>pM7+x|PbW(`3o@aEfiG_O+jH;Ewo!^$&tS2XU=zYf8)Wz{^V}jcbn$vBCdA(8m=Jvi|zmtjSxk`Or`-q~Vu2hd(#Gxfa{)RIyGBMK71MU45r02F#L+5|){C)R-Ne0B-s`+wNhffsz`c+bnv+301 zG#RlA7~$V8f<60p__MGu&92EP1Dn-!+lqtm%&{(-pj{rlNTWQM^(ZSRF5u}=2 z7cGy*s(IdZhid!e6Bvv_Q)tOv z6snE1)GxgnrN116AQO^dJzXj7%e}Mjun9J?X4k&8|NY%X>qxyEb?)T75T(efYE=?Xm2l6;%Z3GE8k!1`KC>@Az6K$F%`h50;3pw`nm}{I z8-|TAG{xa1J0(-X86xN4bA)_J`j+#}e(dpUTb=9<^SS>@FMl4NOt|}ph6=Sqr6LdY z4W-II26dcOw*HBb&`;I@pIE1zCUH_(x%t2qlI%KbWAu}-_E+p1B1@kvD`Om<-kF!` zz=(;LQLM2sZ#ET?is%>F(2XagkXVtW#m-HggiPMg#Phf6u;f)C_}eX?ldQH<6B#pW zSHWd0xRBZw;o?46y91wcRUKR_1+^oN>L}pcHrnkv{DmIj?4=P_sWo30#sLDj_?XAU zayE4#rpC-s3T5RY9(FvkcN7a1)^nb_{l}`+F5UBr>|> zQltWF)^?9{Q1!D-^kG@LMB70OTg?LpKpsfrbZB`{=_cj(hfpV3|FO(><22hTuUWd- zaQXaaB0c#Y^-{v+l)2UG@v%n>ZT6K$sgnd6SQY7nMvFuRVQ(akLNVXcpBWvC^y(`d zv%0f06=5>Hm7w&hi#E*?T$U&fVZOys9!8L`raRNP@FXxMm>SXjE)3CVa%@zJ zDWzs0|MAoo77z?%QlF&z{$#g5N|p#+tVorcCUngk60`6!`d1%o!A;m+<=GMHuJA7c zkxH39G5Envu|zO7{Yv*2wn1m)Eu|{j(69+zA;frZsas&$tSf=jPG7^C>m&VI6s1Dddx_Z9CPGm z2)mI@N^t-2`=HDuD@B{xxfj&~YNlp1(+-o`*wjH0Em`B~>QCYc?wJoc_88%?;~w(2 zs>dw*C~P7T-ZiEMn``I}7&3|&E1lt2RpQu8HG+N<#x?yQaaHgUOsamW<3m(kS;y^t zmC>$4{P^0=(uopS%#0?lyZC9MwU;v2uM7JUCC zX%d~nul~TxxAXs?fOdcEPr&G{tQb$l7he z(+HCi4MpFPyX2ioQ9i<~r@f^U3uxLg{-mH5pv0t=+gXR7z5vK3a5wYWOD++YTFAHB z`X!er`u=Nv=1|WOc_pj!j9d02+kd9{_f)U1yj}wv>b8?EBRuZt_A`U`o~SgIZ+)UP z$sA0gQE!qX?jSc$ITF|02kq-D^y#JR;aP~99_zfUa{wDL?I}iId%w{;OfzOrCL5gH z9-Bl;EK^^hOKB3bhagbY5G-a~{7Mrynz9y~Kl_DitKKtD+AM;4wNZv6LCNzr)|6ko zeM45)sUe$`SJ6|*o9>Wak*m_$uD{qaBz91jFGK=cp=>ykFkU*t9=6Lt_@3G*V`aTs zGpL03!kf7eOPNpZbc#RblH|8KxO_90@ip_3M5s1c!8^mc4*NWDw4)8tYuUqkwFQ}0 zhcXkjs(+IZ?ZVd1gf(Acs)fR&xMCN#dT}H~;zU-`*IkY98pJ_%MQQzmA(u5-cg?58 z1MZ<~f2Z3|+a>IG3;F)G#RwS+izS7Fh>PX_wTk+KTfV zF8+qr|4L8S_u;=1JpDabQ;8P1&|S|D*wZq3p3m7zR|ti*fauw7?#6;YH} z4~1;V*AY7Bsf((EAng*3)5DrIn`Zgc_eR{et-S^_-*xHvo#?Ey^>2~p9*}gGyLMfj zaZ!bC-A%TKgyH|7Q?%RXLJ`y27TBGE1CA zp?KZ4v3m`xKId@wF>+0Q9Ao*E0HPUibGY6Ww9!{i_JT9dOmvg)_0FY?4Xz;nWF6-| zx32P(@v@ecGE)mCRms8sjje9o!?k`-=HF6M^q}q3racjcJ){PAtiX>g*@MT{6eH&u zm}M){>)(K+8VLaSn`dHtpNB`_^96%QUaiY>ha*JX51Lyv40)U$Y*k%2%ETa|1u$86 z?%{mzsti5l=HF?~1VN3CNmm%Dmq`ng|EUJ<%jpU9V8Nu9F(DzV+|5Jo6Uk0DpNk|= z3bu@29NI3|Yx~xIU(0uFWM7x!A1ledSiq}Z>RbWImHP(~b_;;<vQ&#d^A%PA|lm6!bRJ``JK zT0WGThTKYF^zK`ADJ>4@u5&dHYuiv?*zOQZu!WQbV0$i=(e*Xa$CW*c{{PH2=q3RG zS_iAQKoI{LTt2-)-=emyFAQNeXbTRFAzwkQaI4aL-1goW;*DlbQ71VVO8gb+Q-)AA za`D=}Q{v{&EXs{RSi{K4?7@B6cImGgJmcl#6W=`?hN5zA1kK zg}m^{bDOr`n-@4g)7;0t<+BdW( z`D+D=P>Bblm{n*eb$oU8J`-T8O$)$?PIjgguoah1H)bgmpAc9FZFI%{t-aJZH4**l zjxPm~P35Moox5@=voOr*Q@43T^+l)#Tv-~<=y^Tl8C6+zUx|z|^V@r)*Qv;eZ*f0F znwM_69-lQsTNHAzANZ!H<>G+nDVrSko6NZL*pg%r@ps2sD^ms~D7^T*@dA67&8=(x(B$#jUlx( z>7@L-04wcd4lwMLi#(Q`-^wyH$7i@Spu*>xv*%j6u_My#G6@xd4=y( zTW^OgYs%=H4!zbmCT3MSkMi)@#0sK7WPFxIlL@K!^=bm7UPdm94p*&U^S0L-=tf$R z0XVa|D=TTYkbQF&!BC{AIJHPWSzPgM;iLDUbxfIlJ%q}mLn5T|18-fh7J|Nif30bS z?#tAZSHo8)dCbNPO{gb<1(`taa)|`^@8>@PnaCyDcz?loV;W?aBK;k2-rb_%-L1`} zQEcekdvi?skau)}$xN`&k$eK&{(@9@oEE3E$ zkdZYzLc>c^rZmVsR@ZNSrR9D7wp&=#O*rBul88J8%5y`f?Yn9H@W1zJ+1T%b`22Adj)27v$=V+18TP z(bX2?oeaGC$ThKPRSI0NF>paz*SntD)QKgm6TIk!!AnqUhRqs6x2k_9U2=X--!QAl zeGPwl3y>Ae(wix#TJ2otU+fr_?#5Z@AkEaG9&^IniE}N{(Ul+JXQQp zkoo5*k~Yr46V|WLZ~xVC_-kK-VDs6GO55EJ?3bS+XsYpm9J*y+yJCkrS@RJ{^5dHx z3&cZJGvzR~&3-e%2^9_N;18QPcQ5Q$(7YS4##jUNqaDNep( zF|{$7)(ZZFfBngHw#I`~E8KQ3q-%rM(fVYa93=vfKl{d`PBm*3-0Hxy9<8rGU>=T= z-5%j9dN2Y$ekF`DL-E6~{@5&`Ncj^0(oH7P2AJ^s>rJT&oiZk10sGS|XX>sprn3v*ce09(RwNy zxmUfkm+{_tMT_(Do|`os;rvbYuriy2{U$TZRQl2hxrcN}!VTsJ_$Zajj?EnXh&;{< zAtUCuKx^%66iWf{Ht=u1X%m0V?Zmf9&vAAnh;3N?9vl5%HDU$zWL~#e8>Fk6ZO(UX z0e3@fe4mpcS5so2-<_sl%=i$fAk+Qmh+wi!`9|mTS;RSwQlR0^w*S2&X=eV9WuF#o z-8|!a>z7C0sKjsatdPTCc!?!9^fcDo!ep7r;#6*Vv3k|Yn(O8IiAixQ6gFc9K2%y> z@lVDyf}pCI6LNA*MHUrQ@>Oe8XjYfySFTnafl95?smvd}<8YB8MkHuFgxfD6ZSf_W zcQvy7N@6EM#TpTM&?+6aNJA+5bw;^9NATN(WJb%98g{*EW%`y}ZO3&mhJzFE38smu zAWyK`F|Cd*b4Er?O$Zbe+~!CiA(xwucs60q{&4T5JmBuDdci0H*Oub5v0+Wx`UW~+ zVPTK-SFZcdsQs5eK^C=YL=j8h%pT$X9(z1j%Ov0y${i)LqWkN+-Z-?y<>|R2(OtJl zvC=eeqD*dU+u1{0-ERUgkdSF481-|QFi5NQ6_J^ijFQHjUavrXffF)ruK&iY`tBQF zkZVW##nQ)Xmhn#-$JUC;!C#VY7Mre%!1l=F3*j`XXL(wc;<{2CT_ls=6 zhRruL{fT(#&MgThyGN-zl-hkC)`s}`ZH3xs2gbe8pFfX6G5SYwS^BqfFo262I6N@5 z1H7A&N&!(*%C&1{A=rCe1Skp?3*E*;lMh2a{HkRmdXCPfQZ4PB2{a3Go_fz!&sFvQr@|Bd zxW{qbVcrQrAE&*jTt`$1y}MAl7&88v%|MSq3MJNy;@Xg{g}DXWqS_$sat|938S9_} zm#NMlWH#Whzq=}Zpv?-trA(cQOzyYS9tNd=q6)gLF^O{QBH|pfrf*o;G+OVYlOcxW zuwPtJ+V9`26*dl0#)WPbCu8+5S{5S~gJjnV}n95{5ZJICCyti@pv^x7nYW{^} zHDuXmr^;m3bZeRDBOrES-C5HNks1POYD9E}gnMdmV<%m<^^kP7E$i)*P2K^9%GZg*9+P7~)^?a-TA43xZ}9J!)biq+K=YCTh``sxeXsd& z_e9qnp4}ucM1OYe(zh>|S2 z7zZeh^j9Li)uB5S{`B?`Q6YoX;px}}CjFr+PFzN0Xbu7ElNqL0u0NH9kByGBgMffW zc=*FYZFQSZ0%I}y-3)%hHd?_!hDUZS@J=UW3aclMeFqkjKhs%3lU<=91)(W_Om$vJ zDK?rZCDfg@uhILRTwM9;_B&^5UKGhrwyRZ*q!D;G97Vt$SM&Z?2rlWAzSF_LI5D-4 z`}k1l&4S-Ed~}G6)U|K!A|$VjG`#){xzs#tl7g?lc@P?OlpUT9XEm3$s zF05xSUEZv&oK1<1d?RKWg7fPo19p#8#=^mjvYcM|_y`Am)4CjYU-ZI@ z<4>e5ptF(?xDz&3!5=<%ELW;Z(-+)+@fsQ9Nt6-Sg3 ztyz!lU&R)@>rr4_lv+MaW0~83v?HAf!{fSLdMUXC|GmA-iL(%@Zl9w|)$_8EfDpZ^ zTu9v^j6i=L8^l=g`-+mcubJZ+hBt6*ERw9u8WGEdk|UkS6{95A;GG*Pkd(e3c)Dv? ztW8V(t624;m7f3kQtT6lbRoTB;g=a`e2NRfx$!T-U70;{m|!K?_PzOcp&tQ)aVmwf z^~Oh7(91Jh`ZI%?KhY-9R*j9d3m5g#xq@YDBQPHz?08Kt|13X>*_Tc&UrURORQz+H zk4AG#VI3=AI_-xmk{6XwCM>l(-|6YQ4*T4PAw{F zO$`%Hglpk*RK;&q5!t3=PFX>br|xh6N_`tzpjEt|+CGM`fPjlYBxv=>)#W|By#@!+ zBxd#2()Q7ltYK=X*_bOs$H@rIJbh4pDd42Hs19^O{N&x9IF!f{=EegY6sNCz6Mf&a zfalYctP|R}p`&yV{~OZ3CeF&~jM?YC6Muh8i@+c%MYHW#(UH#tOXHbiX}8C|7xN`Iq=u0O*C>lGoO85AR{0yNyiY4zzG{wL=?b$iA6g@lnK%+ zRDW_hz1hhX!A4Lg;PY0n9UFYbtw`4SO1GNLBEX{kd-Bbic`EE9s>D+Dm;K|$itbeP zz9Q@?^`fyQ@An}u@ckS-IzTKDWvDhOQsF+lHkhnMh@hrf{3&j7Kl5=c@`%WJo;h{-T2g?maN}a$N{B{F5fI=>4#>}@^UM2Y&7S+w zl|cIBaaLag9&imL{zMMSSjCfaetXZ%48gg231qgdYmLB zNnM>sN`4{9+JK-{#Xbn)5-6s>?`2jovYg0|cVpTMNen0=EjIlas1W&7)Q&;z=OlMy zxTPh$;#9h-XGEex3e&|#s6|Y> zg|+rdCf26% z>s%|nCb<8%vsu42WQEWW#eMW+e^{Eo(BXh-DJ=(%+#nqvI`;PZT_=^R!N`eWKZyqW zx=12B?H1$frr1AsJhHPfsPK=rsE6s>C}GS$z)NJyyoa%FQ7!y_LBAi>3XvxrYaO;hZmp>d&ExqPlh%8;=R?!-bl2Anra#&8gWpB*hHhB-2RM1<1V_{XlGB zK^;L3cP%i(6-R;~6pSMTYLYcAAJ>rHG1E^Bd@%7Qb$u$NX^V-tzOo^|icd8}v*(u| z8wI3sxL3q&9Xk2U&I|!~qf4_c9(`{MN?$I&Kg7-I`0@tc@aBs zSB_F`)n&f<*Vj)|B5)_iT0<<4woYrloweejP(fs5!9T8jRKWQ<3=xw(n0%Y1zT+kC7%H8AUt# ztQ2k!kz6xGN|vdr)G*gL9t8nPnQ0m<`TVbsAdqSE=ASV|Pq@c_6*bQt=XV2#`lt zCr3j1O@o*nOB7^z@jV#jn^4*jC2uBu@|;}LAkBi_V?x@BN#Hk(N5lBZMn}h{WVjo& zC~&aU#J?MI zCd@R!=l_Y-??;slFGv~`J@IMG$q$6Ydip^yK=+4HDDJyQ z`?oVjH?YQ@Fk_l)K7(9Tg0|4S7Aavrl>^OP7F4`0q_ESLq_V7uj}$_BUJPqJov2fg z{j`rXy251kEz{C`oKIizGe-TVO!M*5LZPE%uzTz2A;r3lX-Uy=6;4dF8=1!-k1DSV zI&Yb)D;b_A*cNI{and7&Vq!qeF@sY+PsPpRVW$^c8PvS=W&8@{a;D^PQYJ0F)ev%c zDeU|8Wc5WQsD2`mlb!f3_go?dn+i#S@PqiYYgI!U`2Le_Ai`@(tHD3J`~Iy8{&muI zu3pEgnJTNo058j83rZOtM6#e>BGuM+y7oUwq<^fEl`WCTq5VUtoq>ug@VeV1PeT^$ za6-wWVl~f;>X?F7fjfKj7XR}emTXzwNOXr;D)F-m`B6qrI#E|{FhyFC{14t$xBG#e z{+2Cihk$Zf*9DyA`^nDedV^(OB5q~y2>V(3x{FJo-$g=vf7bTR3tqY<4W)P_{4M2P zSFKPFDKie#ukTE?uL>*Yi~60ZG~soq-Mvu)?NT^0E-GE1W{z%Uwm#irUDene&b&8e zC1@mI&yJTEp)r<8V)~oWA7+6q$k__xom%ue2#sfAwemu5$bqFKgrybm%Fb&u@aXB(I@)#dRuCr$Je= z8_u&iTK8v#_ZH0z5}$n~(g$*$LdnSFE#lNlEDoc}x_?fa_8z64DqaRIo=19qsVd&@ zqQL3a{i};B%>(+eNVN*twUQFUlUSj2t16{*K|!@l&E{n zs`fX?lB1N3hXU|U2?Ur3j~~TXXtA!DyujBPdf8(Y8nAe{2)$=Y`(p7#rlG0}qcPu8@ zepHs_$M0+s)i}m~WzjC~WM8!L1RjL2@v)~sq+XR5Uewcl!mZ;BLS%%kn$-;1G%Z!H z^aQ9CtR)NVy8LE;*O%6-rEj8FP!eSwL{E3Th76@wrcO;3Iia-NM)$uE?89zo`lQ|l zC&3SU?}GAxFWH+*Y~+2DXlspJHc2ta#-Ub7q5Adkj$2eQm?{{mGo%Y(qxnHJOxjw9 zg{rkJgcp#DraF20V{w44{I$_n2RrtVT(=3qH!*7RX67gdH(5L?VsmpUZ~ns{UoB03i*EbA#4sQnZ?_S!Fyl%vRwp3%kNG~h9=2jNJ zb`7^!h=0+jdqx&T;e~C_FmgB><)A~BK7w@$m^N7e|7yX~dt7n+gZFly;~wQgw}#$ zyGEvZB}ue|!(s%*nbxrINSOdrwDc-ql3FeQU24ttXXT;mQXzGaYc~mpIIyv@v%QL2 zfyq{wjxCT#SF~YFVBH6~FtRKzu!n1vKUz1@*@EDXkij~1*$&tW&*(3GWkZ#35r~Ky z@jrG;>mwYg_?*SilH3Dq?MgdUMXq=a=7}6Zj|pz>N37gNjqMf@pg0QJ0cz zeW0H%mL(>44VLgj#%c}08j1L_rL9>QGF3q*!On+Tr(KB$WhBl~hQWl*S^gV^6%+gA zJ~-XttH}?^8c**E6`o~H_>P-0q?gqJUjm@sVjSC0vIg^``Gbf>RW0G~(iPUWkbbM75%TM9>J(zwq9qCTN3Qi;JC@n&dwkv@RAJTlDI zj4yfP*OD;Mib1Tfzyv{1p3X^rZBJ+<%(b7OSARyq89M)!-!e20K65Ea7;eZK#1$CD z)|i1ToTuRZiN`i*mE>}UXvoZ4ZftD$wBB})C^qP(ZjoF}PzhUa8Z<~d@w;!ne9p0o zQ%4=L66kFxRZJ+OT4jTBcRXWw;Qfjk=0She1^$CR)4C21VS(NgmoZc-h~|H90RQ8w z6pj?;-UM?`bYmCn9U5RUA&F_zp`rnHGg&C~1W4|+>+5qRq{ub~0MALl&+l4-QxiiWPBtAn{UF!v z4n+Yd)?WDD)}Z%?k|jTr(xJ4@p^y;xJDy`C`aJU(Okzpu8{Ehj?n&Rw`Qb=5f<;lI=;hQxh4&iYAA58Jy_98X>YWRq5g{rq~Qv)HTE(ND47PzQpxq z%#}iwlodFQ+pX|KAlreGT+vFNb`{vyP5KX$NUID4fbyjjPCYC#kT$VMaQ#@RMFlep z$3;9zD+LvN8@e8DqI*R{NtbRtp9BG?^7H-AYS2efS;5Au61KlbFEc(JH1QOqkircD z9+1t?nyR_`2Byqpj4Y2k%m#28BlybWWj(g;M5FbpZD7h8tJpTUJTxqe9O~!w# zB8i&>&P(o%Gx+HdwlE^$h{&D6+MsWK@r{!)XiZwdaZzhI;Px;2ptM57Z0{#E2csvJ zUkO5@U8ExVTw`6IISp^e|Kjeg!sBR?u0b){0?T4%W@ct)W@cu|VrFJ$W@eTwW@ct) zSz6hCXTF(l|J}>I*u1FDmb#y+%Fc?6JaOVgVAlFN*AB?Duv@`uK{B-#`>H@u!H8AS zt<2>?sa~5MakfoJsY_TspF`%bu6?xfPWiZ31V-v9x3TJia-e2Ek1# z9jl`|!I{DCj_Z1$(2sY!t`Q>vIpl~mlb7MX4=Q|9thHInWfZZuk(J!)MR8{L_$S}oD7m&= zZ{9o5(mSk}VF|~U;M0!$5S|sUof)Bg?ZHkl>jQS(>0~%rPJFK&0@n22!yP@xQUBau zN|MHHj)TEDu$@X01j$F=>cVZLJSp zzZAR4261A80WN^LwQ=iDX8S5}my2j@qX8mNUT?H89MKkQs`+{!RY~GjQJ-`wljBjw z4rr?*({8e0+w`YTeOId*y~@T-%LtEqn;Ci7tHTV)@8aJ+opgKS2KaTyQaGXUk=4e5 zo+yvbRz`iT&g$}Zv~R)1E$eplIU!*}_#4vgeTDt_=)jsYvkW^}Z zO>AdRvut=XfwXkr)N@99*`~M2q8E#1?mC3Ik}qoIg`vZjXrf#c%Z9wl zNW|HQ?Jh#~9CT^~(+0zH2Aeg$LBt>Ba*!Iny#7(s_XIUrD`=N=<{S@I7mJUTi=}1Q zdYL0y4yQSZlqq@aa%~D^^ij>}CRnW2T&|9~4?jUJlCspcXni&O1fIfsAw3l1OgLgg zO-}pNVgth@15rpt3d2!TDdjgm;j z4L$@nBu(r+-8F6AZd+YpFHeWNYG_1Is>%-+`>5;_bIjM{cLb9Lm0ukITbR;P9vW`# zLOmWMeii8mww)#&pjOZl4Zauv zjvKsRzy~%3Oxe^=)RLz6Ii*Bz4f3BU?c|b_=9!LtWm9+!=rZT31e%W$N}$Fyk#eD( zd3+NVuFwF@$$`5@LuBm>1|sJY92%xx`_AK_!s@39C8~iB1gsHjLH#C_B-C>VChL@G ziP03{mJI_zp!-#gu`5;csP@K_zI&H20LaLB9<>6Q4^2YY6bzBJPDnyZ=oJn`$&Ykk zeSbK$OZv%mxeZ-7r`=1$Wo z36S#(?J}IZ@LT;5gh^v%i^^p94&^-SB#5>brm9=k1NKP{o~6b6r#s{DM(+u&d`j;i z|2p+;i#BNbYbhB<;*Yr&?qzhzSl`5sDA{buRlgdR512q&yydv%W?YmXcZ#oD$lKH% z%#&WBRv13J1n^k-Zya$k44-Ft?DBO8gEwCAO$n8-Sx(;Tio0F0t6;$_p5ZE@$PzCK zWj9WK_zFNRnxU_rg=i1vq{Tevi$YH7x{2C9|(U_DG)4=AQ=}PLtG&zqf*Sp_HH(DF;Rz zM-}A&^s2!RL(5?jBgUwaRlhFONAxF8b>vc?>#inv)ZeAVNvqt;`%DcEiHPnQm_1cV z*js)`cBI(c_Me}G3`k?Uk-5{TuOR9BZYR~!`n8Hza3v}(cBHQt?fwJi3p;c7>0Y|mj9BwcQ4WoC+4Eu#36XRV;`q_(tET<# zk^y>nXp72zdw_C)3@f!s6F>_`Cc&IFBhXvKJni2)kBdPY@N+5gpZm~a)F3-l!ig(% z0envEi>b;T*DY5{iUKTo#xFCEdHF24KRUKnw*410#dqkcBtXdR`Kn&}_LT~=D8-*~ zsn4WXKPk@M@ku`A&=X!5y|?*!KT*0cJ<7T#b-4`OYjWKJ=e9W+1bJX*7H9LZZaJtL zkx-Eq-czrv=$9Q4uZg}5-*Yu-g1m()b#W=-zFq|b8X1AJjHZMe<0ZG*fO24?UelwV z2CA`GC7gMt$2T4<-6(^%*COdUurgO&f?nCW^?=PRI9n+2+8z=z&cA z(X)bp@;o`*o2EbA#u8dpzj=e#n6xK&a1a+=B4}`-jsg*qnfZAr4_eyBq zPw%=kyV!4#Kjnie-1>Hcbqr|1NL_}g@v-4%W8Z7$j1wZIp{g1}k6`tY2c}$J&^~fA zz>8nh9-~hxG$1UOVwUf<5HJ0NZ`{Z0x2SMIeu~xxIs5s3)c%pr32FtleUn2NtryCi zipdT{?euhZ5kbbfO>G2f-yYG3zc-jMYWs%fsk%-atcN{Yw#axkINSk11*q7}>R_Cn zI)<1Nq-I^AbX(3(A8HTvQCPpuWJrRZHp?|q62<#I-CX!C z_PbQ8A7{%`hlB0MdlR4A8vhGC3KWKnhINS!%+5KO0s6deqc3qJYL?=?^LSAfV?JtMY0;raV)%+I2tB0_ zz;d>JEvJf+E~`}*zAOWwGOVw8^JdM%{%ZsI`Kmvz17(Vf2CZz=!j=q06XlIe8A}R1|Oez!uOWPzfEOD+`uOjLS&5D3i zZf!5Q_m{+|gj8dI#*)N?SPQtt>WY84pb#*rPYRR z*f|n9Mu-B9O@PpjaKl*Y9-bI9Fl?-Abx0cei!A4|n(|?9Jke|ry@5-f(Dp!Rh%-7@#LgauHWh2p=?b~1&DOUEhMvL$Ppr_N`IgSkj>M8bQmC9% z$8C=&Q3So60`gAB>gmYscPgH5(8r$C=`17*K8&Tkbi$Qe$?E2?>g9Wfxi#E~xQD9^ z0i`YP|+M=L7q;&D8X3(U9OAZGb2tWoOM(Zf$$keqKWk|IA~Zp3Q)D2MFlEuQm7L<3vyWVZd=4_@a-2}6ohqL{1Rb*+xsBfJfs+?|)5-B<>cEB^s z^^$XBH{%Jq9fELo)8%t(HO>dTX>`r0S`_~-ft^u(-$%asEMMkhkGQ3LBbQ6RuvJmsH1m`Qy5L@H~_k(NmUrg-(A^4wLY{BT;!g+sL zb*y3CkBTyPuYqE^y|q~XzEJtTs_$7^s1RBg`VhsTB(#VGmd3bLPt?_VNegl}_yYito~I47Ey7JPds^o2=T2JIu*HAZ0M=s4;4mptsQHoO)UuGLka zy;47ZRE8$y?yj*qbu7DgD#ZoLm+*_E=6Ux#!$i|8ENJ&HBT`@rA3}`(Cp9~?mUHu$ zw7iYOCReM#i8l1vNr%)MBpiJuGH&W#m*N6-SRE}I1VdS3%QfPVSV$@b3(7;$j+^(_ zq^!bg+vlD6vFbJ`8pB+xBO>N8$6}SH zH7^%Y)E5NaUXD9Jk{)>YS80GGfT#@nn?JbYT8zQm%Ao()m~}}2TeP4Jvj<;R0iIR` z9p(%uC_;U+TowUvuzERXvfnf$9FjDG@^o#<7qpy z9!@?0A(3Yb{Lx^xNY^#}lq4qn{USEH&{cndkUwb1|M9RXbES2YnFLi{HUGMqeCXev z3KHt@tq(h!znB}UHD!ClLd3{CIv6&!%6^FLNHMYU` zx&WtJGyGC|Fg)480liAs<3qryJja47m&CJPuDFAfk%irh2R-!W4|fY|8I?WR2$;G#J>~k zJyJA3aY=K@=Msomp22f(KKR|OaOdn|tK&QRbw}8HFZdyA_fY0mNwB2=)@*OyP(Or9 zX9(_if+a889x_2^gGUMHK1CTK-R6{l#bexd3A5x?RJT7AIXcOFD~HSYJRW|a1i|nw zM8R1o*4nBq&)}A8$=aHy)7i-soiFfXH8xptK3*FudobY!^lU$4OR#j3{XHG(6qqeV&4po+vl zisjdS`hQ2${s~DaoEReg&e#8Js|DVwV{#kuzri%hA~qV2#Q&RJ{r!i77gqj*>C(!@E|ZO+5kL2@0T^Rws|!a4S=BFsz2~m#>7ksT~YufT66x zfp8`jc3tFuBoM7%_0Mxcur!AR{w3M?7sk`UbPH3mwg0XM{@NaKbpPi<6Odp5U(7q; z<}IAZZQr3N`gVa{2PdV6Dz$QMjx@fmG#j~*zCVQRjU}|(&-2r&?tte^)t!VEdD}n! zEbSM>VZ>JiHy!Y#pzv+@i)*#Do)E@C#o^DLO^5i445Ro*mebWAK#6GoCWKuaQL}`$uHt8gLmn>Ms^aniu)e-n-s5%t2A8E}d zsPw{l7Qz1j#--(dhw&0n!xoJ6XHWmHexfuI6hxQ$Ex8&=+8=OzpZZB9Vo)BX+$#46 zdoaY>+Cv^jM@|K(gytpJhpc`*Qv+iO`1c?ox>mG1Cm*cv$W=^v>MlX>|6~nH46aW( zab>((@o4PZRP#9|9(PGkH;fmmb=Gk}&-scy{)dnAUtPD%WN$l}=O78%=TXjNLUI zN4e4H6{{t<{<0gv|8HwT*Fyh4imiw<1%Grgv|q7)M<^6kEiTOU!gfQjNI1s2h=ul< zFE}y8N)av{Q~4#xLRU^0j9j{SCv_`%cI!l_*K>Z1|jMapCV&*ld>)Ub0BH0NS-+_en zoR$VS#u|tQ69h%qrd4CL&J$YzaTW|a!$<&V0GYWhnV$_m^^zJXejNS>Rc{wHCAskw z?|1$HmnG8gXK3p43OO7}ylE^I*QEE}X-$M$LUpG>m(EAdV#GHIF&nG2i|#K2z00wQ zg=g!B6IU+++E$UFX6TphE_dKLe$FcPPo&Wa`bY}$BsrVW4%Z5Md0%~set4`<{A&^T zO(rgpq4DWcp$|Bjy!l3cY@o1zf$$}Qn_)47A&sz}!?{|Z_jWKgeAN;25~#ynpj8yA ziq(Ksbv%263b495<9z_FZ9;&)H>S$!U!_T8w;C0g#%qUSGwCgH~- zy~c(!DB zKRw1me-&|1-{yb`&xHjPAo;6Bo13~P_9e4_ZVxos#T{Jm1EDeYn%~{>Zhi%gUJK0PtVdGp737 zeh_5?0tYw`Y47CM|7(>?2H3W{#Q8$w(o1pV_ePG`61LGeL3KuC^yO52hRZE)aFh|8 z1xYC1%tC+$0H|?KR0`@onaL_`#VMy(H7>AP_)ik;YA+&mEE63*TYKHnf2SS%UPHKf*mi$~=F?l`T5U$RRwNaHuOAHnV^Dn6 zoJ#>CBE>b+RCL8{J|R7xU_9Vmy&y4C#{pnfXoUCO2ft^GWV6zGz1G!$^?2%6j~UOY z{QIE&Yc~8&D`5)A+!F_nRFz_6c!R$Cu!m&k?yBE)=?fbWUbQu9^SmU-|oY6II zdegQD3QHG8>w2O*vW?Axk1*so)k7GPGB2xAm4PWG>9{~u~C2}cH$63 z=P}T_%ICxVyD5nO<;eiIChD1M;bXehpbV#~*B|8n$s?k%gih&TGX774Us8b=g#t#r znmm>R#+Hl`c2-Uq#n7YZfg4{;2Q_3QcPV@m9o$>`PG|lG>*|9Z-T_R(0EV09b+c~a zAN7nCQCq=yK)$4Rq)64wdY_|*RXEP3URma-`8I8&Sjx+M2V3&3P#mj*f9l+eWbVDC zQRqi{JJ;0TMexrt|7Iy8T%}^crkTdZewgX7#x{Mq9nv%HNC!*t;e*#ig0ayyk=A#t zb=*3B0P0DNoW65hv&q@@TfXsAjxsSFzx!Gu4SyD1lN5R{b>;fuU3Zi2vG|4QN){MI zCF=9ZA;Pa&?zfx6->&w(cIf|{xhz~CSEnBHr%)rkvIe;fi>niQ{?kqYivex`X#6;_ zw=u}Q6L4@T8C6b+gCUhW!*UroMdv1-Q~tJ)&nRiEuwp~Dv|Zi(jXlp$Q0NDrRveSM zNK4yl^~xUWwa*lx;x!dz+E*JQ(2uP1{hC5nS~!3H&?r2jZdqbw`XRX(Gh09J>3>a? z|9NHWYJBJV%B9|3tUTLZYF5d^OnV;RSaP+LEZURC0_Gb~YxhkGM!VK)PW_fqN|FAg zNqR%71tJ})Hi{EDr2wFfzf7oXt1rRjoarzv@*VMjQz_^>oqgs3IVXZT(b+{N)bx)F z=xhmBmsd;66)oc?6+gK+jcR%3SmLwMB3TQw@g7Y|0l;C(JNWG)i*>`-Ef9>A+@&Z= zaHLO+D||iLQylg`v(gSGuG$E^`C;ZrI)$^nm*4TyoHQrB_{yY=>L1`3E7pF}!P{h{ zk@j1mC56kw-cVpm!4`A(2*Am%i0M*!(h8V6Ha{w~yn4>-iEjrR2sL3+onh|e-o|Rm zxklO+(RAdVh5!6D`9ZcvV=z$XeK0KfuXJmL3yQ?d=jWd-icC?=dOHg>@xbE>p!%4N zEE}C#zXjH(CzR8&LLhIgp&skVtr$jk=_9{#p(6BRlFIuEEp_A}b6(Se*I&C7-3>(` zV5dp`>hhsm^Fu;lp?j(W9L2#=LBkKve=*jTn*RV};(p8?*DN3GlZ}aV>N5XSJ?&wd zloWsAi+8Dhm|fEsz*3#YCzTMoV_uYYSr_r^&N5TJV-a~RjTn`^ukE!hWRT3z2CGu9 z`RG9B^t;hp#R7lQCS;xtOfHz+m()0G_+jX?22H`6a<{gAS#>p zB(b60v4=qBlAFy^7YA~+x~+L3=0aN#E`uY48e`UA_KTnLg8(7&z3T=3w~&WJ`VaWJgzYY zJtVyw@eYNbljdukFQ;t>c(BsD6vYJscBWoyzKpGU^23@FQ@K$Yj6Ae)6P;-sP{)#6 z@q&e6x_Qa_B}498{THY!53rwXO;o9m4TYb4x+NwJeq~xq^;E9+Jd9E$JVlj@y zPQ{B$3o|Q{xFUz|V8^{lx-#1&mz6eFZRa-E7kQQ~595uy ztq7)wy+OjAUG8isc2U*Ay?Ql})dCu})IN+f(oc{IC1^&37%>>hj@uL9C#tz) z9F7MZ;!>g|#J-soC|FV0L{TY}z*3w6*6yUKs*XCn#o2HwT>a=UIkizz>c!7(Qn1&O z5OFD7G$_?Ue&eY#7Ocb*Cf_bWUOCf0;ap;G-$a8U3Z!crtx>!ZSPc^*|qin#^BsZQ`a3ZJ}E zi-8O)#fTVkz14U8hMmf{#|K}s zVm9j&BwckSH;=$M;Gs8jVg7lk3it2`4cInrS32sxT-LAZa`L}AJ&KK4WaH3N=BSE7 z5MZJdJ!6O-xp-3}wss1_xOJvd;iUw*vq3r;AE)rife-_yLjDnY@LEN*@s()qk=#Vn zZ3|bV8h6${a<7am+kX$&3ME#+qk0%mjw;LMimtNkO)W>4S34lLt;DZZ9~^j&P~rwB zu}``5y=7+RmvUakCI3Z?%8girzbKt)UG}N1NfG4e$eDMV-kEBg!lk{AEaQ!c)H0i? zqUHR-bThJ?vjCB$;V?am^!S4)cWBZY3@8KJjzImBF(g|Z5r7D}EWnFFmYw_tkFOWR zYdQiQd~^uEK0imisY(NK6n@0zV$snPL!?!0yJ0)OXyryUzt@k935OTiK5*$#AlmKn zlFdYAlr@fXRKvf%G?IJuRfgOj5O1d-@@zG%75ygixxjv!T3}Uz0tTTKIkib%jZQnJx)*G{pE5dz@OA7d1z+1 z6WC-kz>z;;|D~$rReLJ31hy5a-bQnb?#CZX{jNj+iig*I49=Vfldp*~ir@z%n=M zNzeHmT{iX5mxN6pV_Uj1#x~h{eHQw5$uXKuy=Uep~96kQy(j+qe z7wiy|O(mUCKd?D2%3UD#vP9sdwn42-{&p+*sO^==P~fSY>UFBTp{V;-BJpbq>WxN! zvhF7YfrQI4Y5zuBFwBUvy*h^d?-t5b(%=qVl-k7(E;E_bmfnV)sM#biY{W6 zTFUuek@!0uPf8h`L==;wR@WWI?aH{|G?E>hIMC4)|4(mven2&_HSvA>yp$~G98 z=I%~hd;c9waPp_2^_amNAr&5Cxt+KmdO7cs^P>uOZ z)8!Eqib&#!TJOk@d*h2Z=5#7s#^Nv8Mv*_q&6S}IJDc#&z;8-gfd*=74Ace$92&Wv z(^AylCk!>!<-$qE(8f|EPC1rT#YzSgk4-nia3?*;Kz`bqGI|W#1T;EsIE2$BPYWC{ z?P7a+?5geS)rp>UTEpZ+K+P;tJTSe3ah92>auk(FMNuOfq1DKaxp*7 zWr=V3$%bo=fR0;zYm>xREt)3!UjYd+EuBk2$x5txlLSV{z548mKRB?#T}dQc5=t0x z%0|!0J+nRzXHHYKK6v$*>Hkw}WchfnPm@VEN2Jf{uOI9VZvC-SHS_B3iBkOBwcow9 z+XOb(X_@tF;oY2a&f$|7t9gEbLiAT{3fa4Hv7j!CP+0LT=Ks+=Ku1#i+n$17ezi^5w}q_Uyr`U=;+SW(;;MF z`bPX>j@NP7_2#7($al3_Ckz?JiuFkS6F2|kVqQk4q@*tc)Y_(`B$)j!DdoRT2z>v3 zsnEX`*mx@DVd=R|qMHEv6^XKwuW(6MGJvogz$0-T| zubEkty%!j2Zwps(UkxS3htSkg@&i&Q$1gX2qTodGctjU>4M*WeH0p3vVSb#^MJ$+z z;R#a#nz^Zs43;$9QlInU$0fltW*d}8AGaL)_BBk{TG8MFoiTvGe*-w5SAG_+DkLGN zE>4R=WNs7{P^XbQFv6V4&67SNS`O2hLuvi}$U}yO5b_niW-@0lgn%1YTw6L$4(}3p ziu`xf;D5E+0M;4kxjbqdlR6AEvBp9!vfm?HNt=?~j~Eu+2Wks&kR)VOet|yj3neYO zvUJABb z7*x~zI$Vva!NY(Kyi>Uu?Q>zMA}G~8;M%5)v9Dj0_0;;8edCRy5Ex|m$x=hnP?d8H%myso{t`I zWim^^NenmMC%qA6Lxb*x{JUY{DZdDWd&TI7dy5U<-Jlx1;Kcc3T#>4UOli*lNND=I z%QxJ#zAA-N*=bHo$jzD4=G$JY?`qn&@aP_uba?91xx->Jo1>9a7FnuMz+%>XwX9L4 z%p0r8hAZ|a)iFW32cGP#O4cdyCet2BzS+Ad#Cz!?qKbE+w=hRuJ7%2wfdr9JDXB#0 z0Mgnz9{~gL{GD6P19qhs+}Vjwg988pv~{}T?qi~yAl~4)DZbp`N$W>Gfr+A46Ao5WMtAy`KVrMw$kW_?Tr-R*mTH`%@m<`8ylNNPiy`;0g+ z<}Lcp7OM#hxZ=ZN;U(>YbW-~r08-55A_CAKwOAavOB?-`UnZ?P%Ou5ygXrS)!d*^X zvgr7Mn!Gfp2wOHH9qoUeSoly-teO(Rrsvl8A_@W@7`2;a8a>KthzMMD0F;hV`71Ij zu+xFoM$9U`&POT|-=CmR1&v=aJ6jJKr=cjEoAaX+Rle{%I|n*+5A?s#(m#8fQhUja z`?{W+?2e)^0vY&#B%yuEX6;h_&b9_wLzUbd3|UVt>e&N0%h&fQdJ{%VS+{=OStamY zcUIPCK}3rjJA)%bRFT@ zucm!{K=2rT*&M$>BWz7Ul(njo&{|<eBkM$;TsUogO)%2v$cEd5N6{a+$S|3q*O zCgLiztB=mywat(gN1a4y_S9OfGb?dGQvq8|x_a}5F?ZZ0m7w!r=Lg_J=B)DVXz-2n z6)G?dl=W#s2~|v5z7F>PB+fV|j+&gL?#F!l4$ZS<3YY>U5JK+4>#F< zP;I`2uJ@0F<|coX`YpLOq*bk6T7O+o57}_tixei%Z~MeI>#nVi1VCIBUYsq8@@BEi zYeyLtI!P*KTaH8c6xaTLZhcB+!f;e-kzF4obOD&-G}FxnL^3z* z*Z9VqR41`fVN=i%c+;AntdgMBU_^6wCTnMtuZ;kw*`E2|J zN_UX9xe%kzIss6XfnC%@AGc=xt}Xb)*sd5l6&oi(6RqW7Gl`5nQ#jUYivGivfD|%P1~rZ*KkA*Z}D)0l;eNHr~Dp z3wZ>k_$Kl~ok{=&B`1?vOuuriJfji0QpR=uO0=L0A7e88Wkwz&o}BTKQq~qxi&@n$izA~Qb78B+ zW@lvZbL}b*EyMjU7iewa6>(8$-R~%j%TAr)3tSZVhH0@r%b4>y`n2pICc>HHVV=O$ zK;eoHqLFFW$H#0<*}^_=2DUCXh~!r&1^Sx-QPq?`EnYc=fqo_siW@9X>3PkGGa&`b z!(_8UT{cWf#jwW)7-V9v=h=pK3$GN-(LuUEAaB{cYSk_Ivt~#~*B%k0;9O%5Wd?0n zgY-`fR!wdnNP5-~;Gj*h*R_G($`E$Uu==4MYjm{umiJ<6Wq@~Xi8eFiQI)pX7BD!f zrlqg#he|k~Q=#EaS2+GRQQ)T10`Ia!V~A_q>H?{Uu(V&3wG*yLCgE&(9{}V%!{5O9 z+X&0oys;oKpZ18w^YdJ59(2TGt8#8BbcG)dJ`!NTW=FH#i+bF}<^#j1q-taP_8U%( zl$zrcXcARNaV@{fRRHoXK#K%)IV^C@u7Aw&+fg$9bcg;lG>H;Wo9PDl^Z#<&eh0s9 z$;Hl#3AH#lJ1)riH;A9RNDX8RYSyEmlvqJk-&91ls!0z!Jx?QlFrP=yczR9_H2#>w z&}fs?LB={k^@tP+|2Gujr(UG|RzV-c3y3%1zS_ zi{a&COwsGCPJxN~V3ppm%Ola_W1Z8H9^gWm`hQviu6uxow{d+#Y7tb>y6!AMi#IL- z@|tec+8i)vn=bjNZ`Jup_kJioQB~9DRSziI>zvhPU?jigx&NHn$5i3>Ge_u|+^|5X z_~D=C{Wd^s>z(V4)di|js~tQDRrE^E4SA`K{!!d4pAq#fSiU&fJ8ro{LuYJI^t8gH zf3P|h$jeFGubmtz4yIHEA6Q50xIo}}R2X3_i^ATAuGd_y`l_g9saM^bE7n_k`Ue~G zxqm9Voyc24k6llbhWrx@Qrt4aTYzwaU=UEE5hWH~ftXIQB%+BI>%vM??XX=+xf#&eJtV}T{9It8H*c(fdBf;PnHT$lewp+6>IOMzp7f(P!VxeuK(hf8OUdgUGl)qY?*|vVtUxGy}&BbQ#h^(Bb&K zn=2?nn*irV35ja_45}E{LXk0B#IIvWW)RV3! z6d(5&+W|BaRv6q7rBNfI8ZZ!KuIz;UMBuqoGNeC=H+`E*0($#GyA zTfo=C`WpVX*!O>~PNQ{a`q~zNza^hXTO2MCk&G~7K+jR>CGZJ<0M=oeCi*&`)EBFa25>A@hdR>0Lf2C@ zENhUJ7H24UeO9S0A`$#vgeI6mp;T!OFZr&dJyyG4jqI=$=VfpMcXNqKmxaNT2e`*; zy*R%#!Za;PZ{Ly54k2dhoveBqE5AQrNB z4DFxZAe(6${IfHcqp7DuQKuUD3Z=NJis}YZ5 zwR%-4?7Ommhx%^(J;a0rd#FC!E9iwL)q5R2q*0JS_jReYhP|x^;lC6q{=*>sXIJ5h zEj($4wm&u(HtW9l%m9XNMt`l-x6n5vPr4|KLxMPy>xQT}qYj&v$l;pD>{S3;%JXy$ zS?yR{5z&zIBlSWdU_qAq}w@Q;=TX=rdxsf-(Z5 zo&pAXf!qIG@#+F>$jbUR^UU1=+sg{zMEutn7py{LU9fm2lY=Y9R@KA}kZFe*M}L_B zq^q^UZ`Z)x{ErKcKa%w-PMu+olM`h zwS*55O9<7^nNt++`+2AAqd8c7mg;W=^kkG|x4+fFB*{eae8A^ElZ^DyRh)Pt`?mED#-srJNoL7+5bpzbyKp@77*>#kkInqQrdU+d$^7<`4xlC z^@02DQRtX5(FMs6$!|gKp$?HoX4=S@bkJM4uhUPM)L~lZd zmYP(2X_NH52-8+%U%>Pn8hp+1VAEGw^yO||+rpefb|;)nUwuiovtx2zxc5^^Wkf;^ z)7!tpAT=A$6SEkER(KRPZUo~2qyyiaGRQheI1@ti~7mwDa&)AeMs zI!}t3!Vumymu0a=CVP``PRJEVU`eo$_Q@?3e(mb_@7JW2-VeVBS;FAM8K;1mpQpq0qLGrHMoq*^V%-m$oAR7@Er&;yoZ*mfUU=hMvI{w} zI&eTTf8cV!Yp6>k2>yn~y!SIUX)RN10%xOgq9+VHe{AR4YWsay88RT|OzLW(SzPH9 zA%@Mb8EeHBmY%8cn73#hUh__HT{`U8C%@mZbKrD2s15_HZ)@cE! zCl;&Ko(wDA)vMSP@XI<#pUFrKQPmaxyD!^xE!rFGQ;lxC3Yg2cluM0sXqSb0vSF{$ zYAPlqi#C7{=hY|QCUFazqR*-<^93#>t0`>NEM<8Pln)eTy=0U@Ie(|Xoi6#u%hazJ7zh3V^vci3R*Zk7X&EZ)OG}UNi`6+&!wWW^lx@} z(^6!SrWy5JiJ@8n&Z&y{4kXugsDJC|LCj-Aguj=XjrkDho*9JyWRMe0N|Ko1upY!s zRqu+@^_4uRNC*{OMS`(zBMzVytL32)r~V%r<#^7)>yGkT-)w8pf*`kk(B0D{zR}b` zPkx^TLCZ7q`)q*o_<$KEaQ?#pMo5vw8P`S`$Z%|;#?Y_Deaku!GDjnZo0z#e^;grA zEZ(Sm?gUKJIwYh08!u#ol@Uwc{1}cYZKz5~N*y29c1&n#ZcfHchu(?SW14-Es|TyY z$_6m|4HLgf-q2k)Q2h~FX{78fIN33q!Qdo922r@G^~3Cxk_Cl17Hf^UkhY7=d>_h_ z(^&>d>g&(g^nb2)pM7b)Z-+oV=7wLsEkFT!0^Y{$Rpc9t9b;T&nT^=R3;n6kmebT5 z^}8G!-gM$+m!+mQ=t2^*V$s6{x7p@x#d7i?3rW7)PLA7|Fwtv_nSq@)-=LVgUk@D+>J?U zraMWU0cB$ui*p>%mH7h2JM?^IVS)74GOr80)~ANQ1u6dS-Twb_OzsAF|24D)@UI4V zr6^Mteqk-sLqBA1p=jfQM_5dfsbMx_b}tyZ$HQaU0oMWrxdB<-tcgE6)_>7io{26N z05Kq-*nsO4Te3#&+sr;@J0D&vCEKZjodXj_b87-Z&WBbN(lNKWyj8KI#tm zrlVc>HSlF?i;#=YN`eN~ht_ z;6)t31Px$XjMWUkt-g>6p1v+qh*tGmz|Q{YIrk}HTK)@Dv3sM8ftjiem@Q_LRhwHU z9CW=y__4~@+$z{Xpl?1fbkutmy_POC5BQ{kd|kJADX5zQQjLAT_?x%sAcZ=_!LvIL znt;&g5($4T0#$WhF+OdODtu`a6&qRyq8*dFZDLo z*AM&Oub_sTRcgprjFN%j?EKmjaJN}(;w1yP3&jGxAXaqbOi!nIS&35WLZ2;0E8j!HY?unV?c3n+U-0_) zX2?n|GA3>!ZBs>v8kF^v5gQ)ZBop?>x!rQQTs3l|eqR+R(CcSy$#|M_hkVXSHUKr< zpIhxWLc*Y$8+Hg@UcgwD=yER@->-8^^R0f3VQB&dtI%mf5*&r#WJV6HCuuXCnvRpc zhab^$%stL2xoJ9j(_{~ApWz?~cyhCARS2{Etl7oy(=I%iaNx}qqXGGJz7ka^>riqd zy=_x}c0uPa`aR4posNxFo51+4{Y|IW_sio2R3YG~_$6R$anlxk{HR0IqS(i5_LaZv zL3{rAna+i4Pyj}MW@5rez{zQk2dpl7unMemw|wQo_&Y^jQl+%0z-k^Lmm3-f;9#&9 z^M+EBSGR+vDAvVSt8W9{0pGtbOLXI)F_|(;-!<$g1_Ws{lah}fxG!f~FCeGmmEoIu zLn35*uNk^nJ0WF)SD6ig9!80&xw}uV(ab7=Hi+ra5qK z`eEp_P{#aGph08b?c^Ia>OPId0F{(N67&&CB>~PozpCA>u5TG=5ds z<5!qiaDdrqZqvN%_~WOU?^5036zJeuAN}`qktwuto2b+o9Z>)<@YWq!zfJpt`ArfI ztN#l@K)%2IZQl(J0FYj$$66c^uNQ3q&u;QVu&UM9|I$G2D4%lbF_y;9zz7K*!IQsM zz09;ZaXEdLvmz`ZF*BMOFAMEK%I-hhw@(ChjM2N`3r2*$MjqUtYBb@?$2dosx(KYR zSL?*QUDIJ%a+Dv~Q6KI`jM;Fomg2=rrKoPXJV5 z-PKWxK-tOvZ1?4MU-&NO6)--4Yi)gXhh!RuYL8AMLGIv~a8RUYN!!;KZF(N(?ihSu zv)@+gTcP+Zo!@UvLVlr4+M!@Jh0sbY-fd^QA8Qh~>@g$ONEQXgDB%hZ>@Hu9AH$2h z*8`N{U^_6%7G%Cb)8F((U%^o+^O~=o02q4EGBsZO-DMsnzg#!gDpvpgZ?`ISZ6z1g zIs(J@O3Q4Z@F0x0?94$k>d+TOH8BN>c&D$G63*4H#*Zt};}Oph?`%uJzs8RJ<_~Y` zfDM=|Og#LiwdwjnM_Y-8xoz zxkQ?s+7I3w)|?6@{$3wx9-Bd;2Dl%!1g;8Z^e9%Ab7AOY^6#Pf3>>Cq-CK-5=TuSo zJQr=tTs&R$>h$m_!U!Ut@SHtd1;2iU!7mt|uO&LOiQUBH#sYHS)=I z#je?I+Vpb*=;LCmi)I5Qo#gR%b|dumi^|)OhU(&WV0W2ZrDqC7lv0E_!eR~}U3b*e zH_oRoO3=TfcU6NCe3g2N6kf?}R1sVMpP7#F74g6Y1ynimuW&;8Giv7UVb0XHeRbjeq z-&t%iWZ0>#5C20&6dB~~T-w?J4tz;)AyCv2Sl_)YRegdH!FjWw(M8t-SCqJR_IJ(d zxXdt0gNfW+YaF(V7VHNy9xIH|VRW^l0rzoA8)G_&{d~%Fddv$8*Sv_-qSm((l;iR! zAsazeX{8tQi`6$bLm6*eO~G;eZ|L9Y7KM{}8s)%iMJbvhi$#nnU-VcjW=F|GRF6G+ zDBs7DH(}WrXR3NX;qZxQH6AXyg)(FyaQ~o(zQ` zvwuX}4xb3I^0nL)zxXZfh5kx~Pq6n{t*Is=jw;Naxt_|0N3?TlZ9W+O7?L;jkj#m- zXPsUwLKnRuAF^oA++z(+#+ByjwilOXP6Fo^Kkn+d=2pg5**%>du|-~qugER(Kw#b& zG4mGCVS1wtZE>}r2E4lDR3;0%IJMMYEogxfA%;M{g>rxR`AdI&Q#l|UV-~r1iji{I zcpruZUeIZ*9{8i(BFUa75bxA{UQq83%@`x42=j$hj`Q9LEPsj1-;#77PU}wp0|gEvoKZIH`2ZBX)IPR~Q4P>PVL*@u>vF5hvrGq^x=@43&3loo zpP$ix7gK4ikk=A7^U!13Fl_z&c&z!bGMNWS^*NfCk8@?Cg!M=yDn&BpNN80Q8d4l| z41%bqGFdHrWHV)E$z>G;LQle`nBYA0a%(8W!)}g#j;B!mxh|-djBP?iyDsE_1TP3} zQGt)2OgY~{yf}ojKdHFC8`9?=f+bWirvn()md^4WpBfzkVrbR$iHIPl|HZ}xX2=HK z+qOhowOaM>SJ8B3@f0tz3NsXi&-M7zL3T$87tN6F!)PcN;G*tt?g~gXMUBeG=Qm#q z^6awa(Pk~IukdafgfyJH_iD;|_jjdr8DUD)fKVglnh@L-E^eiJ)1Ee&8g^6*HVp#} zH!-laSrZXcwk)8Zf+{#ofT}$=M*ldFg+Y)Qqs;9#70?HljwD1?B+_rx+cdVwa{loaOAU_|~U(E#?y#BjpLv zFFtM!jv?f5t29hXO8FK3xYY}PBD4+nev3N46lo4uw@*CLyweAh-b2OWAnVBSgy<|U zz+_NMEYVI+U<-vut{6={pP{$vg7rdxRV#q|O;?G8`A8JDOj8JkY{%~)Md_v!)u68k zm$|I^7P2@BVD3l0oGer#+}~B7C!bUKGnZIWR$R051%Jj+buA0PWA)Vtq?WFQ9Eqp7 zCxRJ4b1r#(ty&x@V@e0Dn(xqtJ`1(yK(g;w2#$oUMk+OY;Q+Zl7+I~Ia%Rhn4w-z4 zBe4y2l0<-t7I;9-t>?Z3;nq)Ft+b!arO)qXEHvl$l$>x~!M^y3OnNCr&$`;qJSyR9 z00*7y7dW3k9H6|igyJn8P+?#b1Cvq>d1HzWD7Z^%OdD6rz`p3)@5`}7EWuA^YC(z2 zRfKA;5$DCj#FVmj|H;Gx?A5@krX=cv@pLR2aD1Vg=o@h7gKljLnGApep*qG*WDAVG zql$+uIbBh`SQJ77V#@LG8o_fozm2bWak@J)rts`}QwBuMnsmNm;KanM7O#_+R%k$( zd#52rbViaPS8qjiYh-)KYV*WB-Ytx?Vk18h3f6Yx} zqx>L$i@TNx*b^2IVImg%NlpEX#_gWxyURJ$U_9PHTE1*P5<`w|R-VS2E*$c@Yk&>F zCwn`6_bsah)d=p_u>R#ea8+h|>?M8sM^c6aix)&wAUv6ZVqlB}db~l7dgcNopB=6ccJa(6DO8ZOESnSJt(CJp>5D?4Vj82ilZ~( znhs`<86NiG&3h)&-P9aZV5Kohp1bV-l0|bvmdkJud_D4J3#+&O&qJlUkvoF+H{`k> zicQPbz}~Ft5k?{yxwvPK!cLwhf=r!3k$v#<8O&wWr_4OW4ft|nr>4b4f!X3C#50j8 zl!O8|xu7}?=E%cqin`+Oe!t1r?RTfR^RWC@|KJ-atL|A;-hI)U*VN~`cXE?&>GU|Q z4SKqCSfgElo^^b?{#M-lLOkK?V_;25boJdj&+B75ju|GIC){3NNqaG!$t7N|y8w}c zYnY$yyC$=jyp5J#OthANFQ#0f-x%s4U^(m5sYfRA5dKP%;I(8`yku|TXrLk{#NVrob$Oi6sYpDpS>!YnE2H!8r}6sQJs|Af?v<1QlYmNF1X*WoU^((CE?7 zMUQ)3j40YzV}NGnO@cGT4j7xAT?i{afh6Q}e2!W`fh92jClfnK^2zx>tGskzhPIJ{ zuq>l>zj5~q-H6_y^nuX7{~stY32V1yt3qdG z#`*sDv5`(YR<4dvRw-5kkHn?p2Dn0{2k4^LS7Dq`1Gd#m|Jd#J<_C=(FyY^ z(bJsZ0vug(6dV`pIWu|LD$DZR$)eVdcU%Q;;1kthWWk;zP+@0h;h% zZwJ2YV`s-A;f5VY8tSiC;(z~8a!|cus!a2Hr+$eAN`|QJo8%Y@F;F(KBxa39?644| zTnON?nJ+e;%{31#V4gqlgI}$Y0@5yy9kh8Pa*GiXB`@*)7cqXqmuxRL-7L_hxS2vtUa%sYL{Qd^E8IRz2R*auRfex`(vo|s~vP87VYld2pDO|Z&Ev= zH#-D@l~wP3TMopOY4cSNNnS*31syf19J{vMXS)%Q@C3 zAL$3;6QnWTg6p23%F&g|&%wa@8F}pM+{;3W$Ez<@FetauoL%i}Ub?HEs4oR4++RM< zDgWJI048$h`?wSXe|B;^{f(~1LqUM3B*mpfRxuZ?VB|R+c#(d#eQS#BThKJk58uNSMZc0CWTu0xpd~klpl3 zRQtb+sehIJ)>UOIj1#U8A##Y0yP;!C46Rb!9t1nShy705g(IA;mLFqsp9i_NV2&?3 zFn)r8g9k#KKQ8sLvTS)@FTAnKdI8N*+ryfCOLIV`Nb8B{CT3MC9;OdM974j^$geI~ z3WaZyPH&V2rxg|jY*PlqA*41@hcX?|^J0888^!$OKLH2H=|*C@=2~!xf3@DEmfXav z$b1~Q(lO>;ifp++_%R3R1=+?rrZ>HS&-^Nm-Jj>vvWxU;uSRokcL`e1VyZqY_?jO zY@>S;!a4=!RaQl;8oE{TS3kr(R`YpTaT4|R1lpk38mjNMKsVx>MPXHFA*)VP72#%M zq0?`5u2qMy#b2e`yKC?{k3C{kDWRhyoWpFZenvG}6r(0|J9|TjD$R5QFaQ8R?Kc49 zook7Y^1r)QK0qS{xK1dFH@KNvBEaq3<^DJA$%EA6u!$o&pU&M44z6QW{DGI8=tC|1 znH)0FMKUPTdD$%G0d}D^Zr*#NPaA!1ik)Y=g z0A>==fro#p!vCs3AeO|%k;Y&9MVDn!z)Y$r|F@kA- zUYH*1HI$x4!8f>at*UWyx$KcE&drNQomXQ~i&5x5;gfutc;lAB7+26vo>>18(TD)T z$l==5-_kv|jXZEA;1m-WcVR-xkYU%i$6ix}XnX`<;nlf<#t6MS1yY4Fe!=dj3k zCH_FzrV}1Ofx*+-jL_T1y$!0Xnz4) zTANk7-$CZCq@di-LeoK=oV3;`wu~32E4yACSzUV@lqNXeYqh7>uUJHaT=t-(2T_y6 zQ&^2wi3JH&Y*u`r2q8gav-9gh@=w6G>)0CN)O)JB*>><1YT0|ZG6-wi*C-U#aQ|v zNc+*ns1BXtgF1xLM0I!MAEZBarrdtqB9h8bX)ydzopwtE!@MW4QHeHvEiRVcB-V|e z@A5R@baaq=AfQd7x059XEFq${2uyhB1?-2gJl@Ug>1@7N6a5Aw1hMVMxlvPTzjA=g z)xYEP(k0DEX_po>hdWm^bgY#U$^71Mb+eALqr-7b1+B%ku(ZV_#Ho1t*GWnKwUa(* z;liQXskdyd1!z#(W~U?7-pC_l+HPjA@F>z4g&*QOmj}VUX>u}PR)ap64%WwG)KEam zyfIWpKGNY2V&{dZg(qP-_HIb=uWr*_Mb$E0F($ma{-#j#1Zj&Py+VxD=b4ON?oHd z0#SWDn0?~Fh1ZcULCi*7|FFSTlpdVA66vL+_e#2778|;>3D(uv)3P_M9X7wHk`+|p z1rG^WE1zJ1L64pC z(@yxaIAm<6{dMVTG`|A-qQ88O+R9KDLt-+xX;me4kJ4AgU(>sM7t4PtI{;8Pk)YYf z^!lHQoeOtdMFo{-(=&&Q(DGeyv9rLMD6C(S5j061x|HnX-QdyNJRO~Scg}^D$!~xF zZ|J>RPf7wtfsxe1?{JYpJSjvm+Is#7UQs`+nO@7$400Ju#_zxut{il6mfVt5cu`O3 z;yaU_X#DAM1eHqgN@48?x~ry_1Q%IrPx*5lN7o?w%v)&*h>)Ap#pD*R!FcSjisCe! zRJ^MP%nV19YDLMv{Y0zyHNZ*o#wA}4ZeZhU6Q{+S+vIb-VDddJT-9yR=+nj?8`F3!rkG*HjDNCatvR)fBY2~ru|fXqt&G%(Yl=-wVA?qUg$25`NWEY3y@ zQ!@cj3W|`mvBAhf^*5)a+_!YZY!m4RXlpn}(zT*8=Y1 zTPs-P##z?ZY}|0Wm$)r1grY6=kI9Vdk9zM=YV`=m%t**grJQ}&Fpl$-`Akmk!bhX` zK`4KWd@yGHP;6{nLSkf^WJwbrXicWLjUtZsu6_iKryUl8JTK*a!pH!Cun!shY_<#oz3l5RWFckNYadGxWtx)bb@* z@8lItRB7*}j;I|vIN5tLqF->r&NIs^HGXBO@aX_IT(K$)Wj2p4XU1_iUN&Ztpg^v2 zkC!6UFs_d}6P=F)OJsAe$V-a#zkc1;d87da_+_{7<3C3#AM9v-jhGjZX^L*!s&Z4g zHA>Nllag9)dgwWs6Gh%CF=6QPE zxuCylS>$!lRi;hRu~20be3?EWhl-_qW|^VcMv2iz(9Ld1U)RbNaPJ?(lM z9lzF#+DlR!bTA2X>pNd22j@QcXc)5@dlr^^9UA#STUgjIC+fQbUM*w9|Io^sLQP_I z7WlT=zr<&g7qQWhgZPw`_c~giq9}pB$838v+L>}_gwVpXA3H4RopIse7a0qKjKoOxk4c&U=0Qw|L+vfhHcaUo`*Nv(b zMU0%CuyKcWfh^7UJm5T0Cr#PHWz)DRc$AR6a=>K@Z}J~vSc}`I#L!LS;}3DPh$u)O zR{`Bm=m>UN5k5iuR$J)nykKa#p&@1NN{&bDQiw3XBt03i%HsNQc^aq;<+*wCWMnNV1) zxvo5dtXaQBhY|9P@%|vuOP)|D>FuxnE9THHihV|RaoWy;x@)!`pwNNqh1UYGzmq^F z9^A+eB3g|O2K$d4FJ1oLqA6#Gz-||z`z`zX=V4_hM{XVU(akd0UEamUS>Z?IPk0VUA$A~%iT;~2s6FuYb zX5n?waaa#3q+b$c!)4gGW7d-lI7aZiU0a0z8%+3hGq7B0-JkP zlM{oJu<-;gPNk7m+cZTlXC@uGlmXh>^UZHL9xsCz3_QqD!C)?7pZcMbzz<4;>mUfY zihE#VTJCv9@QwsxveZ&;k9ZZgUAuZK(dbIK1uHHcprB%V(^S|%r?#LW{U8$>snW_m zpIfxpR4p{^6_8II_#^~CuQ>VOmQbke5)>8#Wb%hE2OyDMr<<(qo8?=T4m!O#w5G!3 z;NV}W#sQZ|PYMFcE^V>)=!5YUt;S~U1q&%PAlg6cpbHK!+d;-R-f5=+V57 zx^swyo}^BK!Jj?QJ^akm4NPincH#?8!B&lgIAlV2gH(JD4M2SiOp{k-6{7k9S<+cT z^pb~2pXMSpuG|LcLL6V@@y8yT$jlG@`QZoA><4}Do!j74F2?u~9`1kFN+S_LJ#B3o z=Zo(;-J=2!-qe&!I4==TMRrWV0C;~0QzB!xou~axWz3Rd(?!-XNR_7Uuxgb?$J>sv zh@E7mc%lMglB!2Jp-iWdWEsp%LsWvuh-9S}x)MLEjVg-FTY$Rhi?&O z^bC#5AU1L(lC*c<$6;JMy}jML=CV&?zu~F$< z?bk*>iC_3`eu zLr-7-Gl8&FiR&zaRW)7`mxCry+uXK6In3Hzx8n?G^G0jWa0$PaCd&zDYKf516I6wS zmJ#&2cgddWd(k0otL@aj&Ul$Sn&b(6^I5f;IcnYkfWS#z#ZFgf7h{5Ue)56N9LpM9 z_@|vF1zdI@j`uZAPZY?sN1*r%+)!uG4(nsiC?deMgb3mPFMT9H zxss@}+xAQ!*3#!0Z=3btgrrSL6l=ko^CMR|don`*hhf}T8Kp~b*L7dAQ5b`!i@SwQ z4s3t1{x(@y8p|Dz$8=bL2Pg#%pXh6Yty3B`%(QcP2F-u|tp0xo?^{X_)KI$+A=aP9 z)eynC@~kX&-b1?3UeQNQgeKP(%#(bd)_({n=K;abLx#kS*ePa?7pZY^^#0NAWN2S9dGK{$tj^66$x*iD38c>bcTa>`H zX2||h#pk&I5h5sV$8^}pZHS9l{l&uDCtSG)?AxzZEc|NNy$^KhZefGAhCl=5G`qG! zG^`ENK|#4KNYRq?%K1D*>NPqRorNh#2ElZ@DFlZR9;Dw8S^pR3w>1=`f^dv73%8%* za}K>qBl&kjS_+!u3Z=B8X|!GT2^UV6+hW(f1~cEn>8R|I^_2rt>7)KBqxI4!LU}Bk z%iGA4lb^l^97xP2Hb*lO#Q+_01xsvBQfbXHGr|ov7mT?&Cj`{Yb|WM{&U`m;b5(SlQn}RFpc$pY7wg+abB#Ns z1>o5@vM82we+U5!BzvNG7_D+-`M=`ncQ7H@Po2f=6<449Py|>E$VjjN`^>m^XP)Ni zCEab``ooTm2DVS| zHU|DrVtpoJy2@2J(zN8e!}ol;7JkML;>#c*|)_tI= z#7H=eO^cW7ytV{Bca*LgW5VL_k$(L5|Da|#I01UMuJ(y0)KebVOG#h*&K*SuufD!%fIllIk~Fx1m=Bi2;K;XytG1lRE?OOjEYb1d6AULDLW3krCCeB@^=_ErhzOKbEfTSE4qnF71M z>uHscA1k8sc{)E)fMGeBdc+vyECulM0rj$CWA?UsR}xGhSv{Q~&BiE!m2hz^lDEF@ z-wlFSpv4_`wH6=IbTRTiNdonMN3HC1LA}Np@e^N}MCqGg2OKJ^y2u7oywvQLWKcF3 zenPP92^4)-!B73&HWB$)}}+Xpw*xWIC|mnEGfCzJK0O%BpN zZ(YSgYOp>WFKsroio+tLvy=`h=Z&tWcTUU&7x9#q)HZcriZ;Y%Fw>qRl>L;DwyT5;$6<9#xIkK> zOp!(kMr+g37#Te&>5ktUBH}=vUol8ciA5#9cj3RB-0)daAVUKhi69_q zGn3wFxUm;EN54g^t9^u@wvq3&SGbUI)9)%Y@HuSMCB5j z19d{c0W@04tspQ$l;F`3kN{)XL+?jAEMJY^L#&;!yQ|vG^HZwI0@wyoWRY;_wdPuJ^D6Lm=Y}Gz1DF*Y?8`eZ1II51MrZe zFu!%B0xV!(jt7%BbIaJ`>Be=s&*!?X4BCA|`3yP9%g}2G&=pe^fd$9kSJKz=WTHIH z6WNRt{wW~|&E;Nw$te;bMyM=hKt7~6VobPpi2{m5{V53w$Oa;GpI)H~{a6uBB_){Q1AR#SchmBHV=UF85m{#rlAV$7e`82*yPqaD z_w{gF3V6Jn2uVmOcK-YfqN6%hqR-`f<}hp)N#Lbf z0VO-%j&f`$K)Hk_q~3TyX~2~7GE$|*+PZN2b6>OreTgZ}NFyHFZ+?g0X~nW40HNnrT-qts3TE`DPxczYP=LL}$5Dp3OzDlh-onG!!wnryJKVKy zuWSH1x~xh*IF`+`94$!B`e+`4wvBlmM2id9GIdD$yi7mq+s{_y(NBQ*J0>_+rL$Cb zX5NJ$9T0c3ea+RZ3`962|aRZ!Ac{_Wm10=#?8nVN$o(`vU&{%uA4 z8PU02zk7(RU7ls?lM;16$ho#)g$Q?x8JzdVd>#x;NZ?EnWK8FIMM0w+_))tCYH34r z;AW_tKhj_D(D14e*aAuIj2k`!r~=VP;j^pXO>Jh3uJJ8B1+f=JCpr^Wg4uq51Q)}0 zSTB1~V{zG5KZ&lA@#Nq@=VN2YhOm~va|`2@`U6*$D&q`qE)E_eX8OYHcAlT7@7ALX z8o47$WerBUg`@AwPm5kROpJ|T&ZRazq^rlpIre27t>QXI1WUac*}@A~uN>)|S|E0< zSHSv1H&>*l?)Ey*p##ylMUFx>t->hNW)prwqmJmk(CNIayY67pH(_X1PP z(YJ4OAzKNHQz;OuW7A&`H;ztoh{?B;0mE@9Z3Sz11p+jM#MTSG?c?-GR4<-}+JT

    1d5Fc57Jdq|fW`NJHpL@_&#mjiKV|43Kfyq;+*z8}urCDeGiz^41o3*at zNMzz0ZjC5WjgAu~C|)9bjCO>P$e?a(X{0a#QSrdn?GKZplZ$o+U3H2^xY2bP0A&00 zM;cf0Lr%=*Z|vO^W8z-rQ9#EB*V?j!^45O!qnT7HT$XEGE2@Q)v6GtqD7bSIh}%`* zqA&{J8A&ypVmuMehE1h&TTb3v{pX=lik2UG>NPQxdIf3R$cupQ(7tDO$CNi?>+G8a zUDWEC+UO-O_oo=(SRiR6ONp1KH|0-wG2+M`X#9wAxK5qn311DQz+tappOWQ3HRm(Z z1_O;qgu#6C;8gHSqzBzmU;>L0#c37-?nyQ*EMAWN)1lHQ0O322t&JI{iFS!~f$^ct zD$d}&e^jTeL0eZ~7Nv0oTGg?rb9#@A;B1?JvRuMU?f#~~?}*oeX~O_Vj|Zy;*(%3r?jZC595Ey2Wx=27mBuaT5r zERr$J%%Pkw?zX)CeDw_Q`7mS5*%_FDsRznidQF|6COSd6`Qj^W_5j*uUS7A)iZ|~4 z9P$M$M1q!A6fg`^qFHP0SQBD*Z5qRVTm8mmfi*Qi-7>8at^bY+nL^n*Ns z!_!Lj*8dUL7w@oY6%H^2!Ur&ik&tidsu@-bF>=G8FEPgW$q+UW+)G->Wk>c20FMR5 z!(YD(mPTz=n#QHxrOeOTXrps72BX+fpu-3Cwd=FJKxH)-FpVBm`g>`#3U$Zjf}oLI zZpwJ0!d1!dCn?89SJU22lLoYJ+er+6{B)M%+YQBbg5sO;XV732E$L|G=Zfu14@_mH zgmFcA0J0{b>AI%ifc9thOO0!CG(Pe^f{V=d&#D6%JzZ-zrs)>cHAKWdTo~e&vb_4> ztU@n55HGx@X`SF&e4bF46^HNbu_vB~ zW@^20jYx;x5CHsP-V_r8aXC?V%VrifLbm;DY1p^vB$!b-4DdT{ zThEG~0wRdwupS_3*Z7y{A0qySNFu)xVuKEwR!MB#{n@jgLq_L27Cg(QZXSMn#GK8u zLlr$`f17P$p$%4W7P3V-y}a(V5Wr)?$+m@#CXKw;i1G!u%9;AYeBj|5?@|x=PEoWcVcx9d%2-<1m{|upHcs=c* zY3l{Leic&8`Sdy6zBu9}A&Oht-V!C4rOv8Z{7_z2pF%f3gHn?|;tU}5el*~#d1Oy1 zywN5Fe`@TSVSpCMo%aj%;-og+H8rxIOFk=m=(xV{tjvnxF~6`!#SEL2oFCKy8QeO^ zBpQ#d22zzVR}+w@3O(tg)e`$?Sa+B}sX^xs&u4?z0x8-j}-Kr%h}!?)wNQd;%^cF=U+6d%Ks3vPf@O4QDHd4m)bL0 zhb&kZstQ6+l`ND*JhQ}G=6+x--Z{c|XizGfv12~bR5UWGEPFMfZ?mFV&@Ma zeQ+KwqEB%Q6Lv%l%9xo)FMyk4OQ!xC05subc^*wLP3>g^%pRu}bq_=3t{%5Ke%t5l z@^Ery_T`n975K!`3#7IGHoDJeqC-Xg{OkW)hMlO*NOeyWKf*Byay&L!GZ6jSt~Wl6 zlpFyJd=p*?7~leE%3=(E24n8lQ`GyljTrD2xGrApQDkarjin0~vd=&u002eV|NLN6 zjB%BVjazLY34$)UJur%_rLO$H=hEGC!Cms~zDksW`iN+DJ=JFNS0+J}R4iQY8Ylii zt*P35aSL3zABo`9pMUZYg7@t(#2`FUret|reACU`6%HXiIhLpDsbrjBgdw}74DXum zm#wWf72{@GPCd$37Y2ngEUU*>cNr$TL^JI9#*st|+*-#i-!qrVFIZ|6;jI3Qswi`k z79?R_R_VFT49imRLAI-TX_nLm!RT+PXp~eCSFskqpy<_xu@Mz-kWWG3JUK|?L~~bX zr|B~CZoE-<`ho)^Fx;>tiREcd^PJ}=_)o_!vte-#fGAKgH$q>yapAg7JjL2tNuhmxEX?p`rGB!{PMi;By& z80&h;NzMm<(C5wuKdSxGog*F`1#c4((M@z$&}bZ~jh20!nJgcYVUwOCr1io$K$B44 zZ&*f{iB(wYZ7>tlW)Wx)G`MdKH~${wqHMA^-i(CB2XSTov!1BTNs(s%fEZ5hbd`mS9`mW zdM772LJ^~yx5m3gNm_vMAjady+lmMjss!6O{QwrWolBCkSG~6_p;fN%08-thYbRnyua6Q9-D}p!A+T+N z9c!~*)Dx0_TM!F;VNuihnEU9}VgZvoC(TQ9MEIwcb;PNIj%UeVA$YjF$N*?(DbDBNx)@ zk}at$#Y$#6f)Ta!Jq4^8-aJtT^aGCI)5?=CFV1(yTxeB< z3v#ggCvb(?m>e_ghgMewbI|M$FTaV5Lr6flP~gIFdV(DMyk+5B-Iu9A1hw!}QgLJ& z<|Z^4*^C1y-LpD%V6-ggB4S^B6KDVd)tHw)H3|QkJXCw9t`!Zwcpw?$sLvj>povQ= zGm!P=l+>H#cye|zG|a9=*anI%m2W9ROp23W$%AS7J51NSlfI^F-MoQ*dVRggl0Q+p zt-ejGmX$C^F1R!Xp_7_e2W^IiaP6UNI9b8~JiC3PH5<&T2fNSpv|u10t)&0Q;~x zD@p*^ElXluNu*?c?9p2u-M&^Zn~1@c3E&G|N4|sw=_zj-40+b!tlT?OGF~u`R6ZBj zoUU@;L6T{SF^shox@fJ*RvQz)!2m8)j6jl=ft3v!>CMETAC6tl#ps+IqEX!6 z9L_Y9-LO+lBC#_fh)PXlqo^FQa=0L@REvMz@@xncwQ&~BzIG@aK-$kd*!2&IMt$To zC^tp~G_`eno2cS1_ii zycio#h^zmT2fuyumD1|nli4VQ|<(>4wg;Ha6&a!1{5nA zwpM-RKj!Tgv4VcQ=B64t7BG+7czSsJB0$xmIUI;e1}E6_UUumA;3C`9v>My z^3~Kw+mrWmRta0yj=0$R|7Cv*x+)dX1}RE0FcBRYKHJ|7fH z*y09&WG=;h>ZikvP!us_#NYx1 z(CYJ1f{4OsgsdVC)+lE+ya!f%68;@!&@1hifrNaJi`}Q9zI2$l89goFhR0;l!qWx5 zAyW~DOPELH&3bYfNh1zs`2P?R+i+oGTlh)}*a(ZGd5_Ki=J3^@cde8DMlO;ZtQ)@0a}h>9YB90LOg+0Rv6~KQMbk z9ug{nN}$w_p1lb>2tQCBPna3J$XN7ZiRiaRoNvUw5$?({C+`7saJzvT8yD}9b@hX5 z<>q;tBjl1GyXl6J^Nt>MG|qNe6L56>Sv=F9D^mma)DjC{m8XTkVQX}L#V=A8ki=o{ zg9b~~ueDkN1%?nXRFV%%6v4|~dOw3Jg3LjtL<98s8K`M`YbYG!Z+{ItdPs=_>6ZgX z$!N_csi);|TRO8TPu=<{@zsd(R?5I3H_i?nqySRf-!(#+kz=1P@}hh<*vsWzNO89tI~9nSs}AV#Tm_8hQ~`Y2beB)`oP^N_vtVZW1Fmuk z_GW0?BbO(p^ql8GHzH&A>;Mvqj#amD>C4q0U>&6q<6QhBrQX<%bt46Ow5jsf(>B`K z>-?G=g90C)>znzCo~3c_+8d=VYh%LEUEmM4sF5^1Xz{0eMYFtN)OUJ5U$=DTy4K_i zae=Q-<3?i((Gz1SjE9gpVS+WN{%nAx+o3wR6&NHqj{;!-hgYm;eW%oGg+?^jrIu#y zoeNogo`fj~c&Drg#<+}FWY_oIr8Ou*IQ3PR?@Y3wA*dpSbJT0p@X{RG^ayxC0q$bv zfLxEL!+w`T89j85!G7G%H(GhsxCD6mzk=D_0%j;75`zhaQ-&$zJ#EN%xiAu7q|mXA zGTNA)FzP<+7+hknk6&^fSaTv?MrQmLl*U}+5)v7^6JnaN)_)F06VOtYz({p9bH}fP zH=?e+iVpHm9fRWj;2S^Y!v>*7`9M(%Lznc}5xn`q;;nC=z`c$!;v*;tboNE>)9sT9 z-gEk>C~&)$?W!1B&EaIcos=+=k6G!1?(I}e~-}kM~tRrqviX~j-h4TuF=CCj$;OfA3|0Mwyf#^pyj76 z9)Xza%Ka4Zy;WwWfH>dIo^s5n0y*yL2=Xmp_Nr4QxL?!~q_Fe3FN1ax+MUB~iys6G zY(5Nx2*cX*&Ma{z9v*X+fWy56eF~U zT?S(*6Oebi66}Ryoo2TYtiR{oxjN|7L)fC zsOKS-s`;7^ex&rQI^(WeVq!$N7XG$~=FR!<0`PP6-!0d(H-4epWwK^bL#({s2MtJ7 zE&VD1XW@05mQ$Ju1RWeaGC5zjDG-WFVuLda^)r)PN(y}PoJjN#Uj%zG@Wpw0ZH&I; zsqY|m3SH7Mj)pYk>YAZBQpS_bbLT!@nEx}nwI#YGcpUeB+~H8P0TTjjh%ht$71k`Z zxXdjj<8vMyV@>eN{s4{{S4;o5CsA!LPc;IEE|wn``9ohv(;mha6_wfZ!lJJ{CHbRr zhOb6KmGKTx&5lv3B%#Y1?KzCwM71%7@rV0k$a_aIx)J{Cwg@cd1}erhq08!6@+CeE zIGWw}uBd^U+!XLygE_?x%Q)w_1kqNF{OFg@nVCB+vC2q%007j%M24EQvV@)#bq=wi z^c3z8j@J`}ShOz6xBlV`U4BrWJ`#Q$5Y(U7k({C<{6yr2y=XY{o0=z!+7&QPCbEEv za)>s5#)COt@jWA@vC~uGw`#fHuyV6UyqBgv7=g+0fq(-ic~4fed1T{E(_vd=%~RB0 z=-4t%uG57qMK@?d6kO2r4Z%kXm_!G~+AD#v>up4&s+uHC^~gz5$t_8);#11YP~Eds zxh!(8Tp+v|ZU<$l%luiBAllU?1C5Py!sD)TEZ7%8C3Z?Ym)wE*%~3F+2Ln6W@-70S zAT?p3Q+6wrktY9Z23U}#@HYKg17u=O=M8o$EAs~1ZI#U5BL>2w4NE_>Kf7Ni1DfO> zVs#~9si_dnhKxSNYeRLMgVH)}XkMP*p^cE@XAE$OO3gXTCX(2UE%!|<&ULj;YiREB#>kmIUc`54kq>SnAT_UHwJanucm_xyY3!3pRelan69N)ACDc z7}B`Eer6VIjD|B2J97I3c2qPnae_q}NHAZ07hJK=CA;jq#RzM(nqv5T{Hit}mj`45 zt9oF6er0a#)Z^#imk+4Vhq`5lG<6}%^aoGi)GUP|j=Pds5aqVo6f9J423uH42NY8< z=hijmSTZABEZK|7pRj0N4ImO)2hLwvD!oRMa*AR`b)$SVrVzk)>UbhiQ zhTo4KH=v$cJ)TcN(ghKvULJ^>Jrh_`3WNj^N4ESRyGf3Su~Q?&oSnVR^wFO3c1TV}A0jk(Z)tYCV5OB$ys212NjSYAL zqCPVI?pNwebzqvf4QFIo2*x?u|mqTn+YH&FGQ>8h2 ze6UK6YMpC-asT$5OM+&Iyhq`3$gVxzgzTsDe0FegQsEr9wi%f0El^#v(~nj>!5ywM zQN6)}Z>n;|H0?-HCeLDcSTpcpmaUj+xE*ABS-&Ol)VDD& z%68$~*7sGOYPAhQh`!MbI(;}KQHO|NuA7v-P>4?ea-}XA0ciW_&emxQXX6d-tr#}s z*&~MO6V3zW--Z@qc_rUq`}2t2ZtIc zwnB0^b0xR}!a$T|>&UnGF23sRv$mfU-Qnz1KPZGQQ*SKO0<`5}YLTP3M042PC7qCjoRc<5}o{D%k zF}!#!L*-NCb?Jmhp-h<}Vt?ezPs2zgk00N}*%mu0La|b1V4fEvzUFZE-B$c5YaV`m z{(M)MHd}wt*7|DzO+d20BcbsCbg_bEq%5e9D@cLPkz?8-+oIX|_21fIIObcXytTaV zz7d0NGOx{i$=I;TJ4=%>uqRTIaEA5JQ~!T~>p;#4e$3wIm5bmSjYB6V)1odw{ofy+ z>*nAK#x6JlsTgkNIIk9oG8QE)g#~di+S+WEzmQY3n4ohyg_|EQQ|JA!gK*I>#wLll^fihNBa52`WyNWjL801m@dsML4 z08`1ey3Ek-C3s{ys{}g3uU6xb-Tzqp_V1_Y@|!*LqhA?o{fl*jD^TN{pjst!D>JDt z;!XBKKetQ9kKeecBrSt75VrqB0Wtq3@yT{npdEaf?PB}0gP>D~uU@q`)`^~D;Cx3* zRZY^DIvVG?n6Pn}(2KkWKkW~Wr5hg6sVV%xnVj+4+I7b-wdbCFZ~bpaM25FJ5=44B z!49yeI-N$7lq>w8YAGDoTwi2X2E7XTuvHrly&nyuX3~A+v$YkhVX#}*x3R>unH{A7 zWU4l_vP_dtN}s zXp8-|RXdZ>hQ=~g+;;Wv<)F#<3Gjw0v^e$sODJ4?Dn&#w)Bj-As=2UWWXez>=cA1)kA0ad#t>N!g z&-P$D{SG^SzwLB4ElC8RSf)xvQGYd4ghI(JqcNm%YH5OFr6-euFDt1FezUz$WO`bP z3LjoS{toyK5Yb;-4RAh)=2d1!twRf~oMu!|fZ^fHmVLGZ9Zutqa44*-ve(y)wzRCT z$j#>&&23T+?SSc=td1N;`zRC6#4&5>^g)s$VX#)j`RWmw*}s7Ey2Ur-{i{AE{Aq z0m|YEA`(&W6ieC*+u-K=)=@!iu;YuhH7Jz8MJ?ytNdG+iC<3-S`#-ajRfzzBVB;KO zzhLDuUlhcucFyT%HpdA8Kg`_a(Ywy%oi0h3;D?L}P+J<;N%Bz9VZ`~$cEvSe2AFC! zg1^j29j`qJ~b`SY;EbVlzDYh<@ zgsK2$z4ibn*3T9DPO3-5CPftH-%32a?nuD&5xgKA=;dzqV!gH+;ByEnG7~3X#J2v6 zaAP#1YPMalO1ItVPXECWtEk`PXu9pSjNQ{+yg1s*DzdEi)E7 z9XC}@VM|oR|yu(Yu#zqGSItq6ahu)n==iXET!bqqGpAnJ{<*_ zShynH)L=Ztk3Y(Md@+OfXh1KLr;qKg#MO+4!@Xsb$%`H)qIW?LsYY|Gluz&YzpLsS zUS8EQ`)Yxy*JK``+UhRWNyBRN9?4ey^k<&pW59h&`!P-m_kz^bF_&NmE~u%nq;zI$ zrnLvmN}N1jMdeNKf|M|a+^Td3>NH*e3qbRnUI1Mq0!DqAMtHh>)0-=x5wXNRbvR3dtsWq@j;!mY_IVA}W*s z0bab-ovW%EO^Uju8hJx+p@?eGU}tFNFdi_E0cW&l9}VCWqUE0i_gNMAkqIWCeBp?r zPo8Yb8SE7Hj&XCsp?if!^7+K}O-@rX#V|UHZ6|t+o)@y{k!Y9w~7qex?kAgp}m~ieVsVBRTEE_~%S5ws` zXnfonkl4i;Ok}6n4fXb))22a6G!7JR3fI2Qll{mGjG<`eXIK{cPk@8>n7*+;lfk+whk!|mFNAby3mYqG(;b{6%&r-upH%>Rx26N> zxctFb4;Sq`Dq~)OAYy8Nn;GeeRn9YCc;6i=faMv%hy%!GHpnMT`sLLKEKDZEnjL)^ zBz+OJR5tn*sfkX5xq&GuV4i=+TikCV)zY)NS!~4gQOVY$42|ic^xbWaTUrbgF$qZyL?UgR7idP}; zw%gYDTyIep6>1xk__?!^7asBY6Gvgke4d7AJyc-^naUNA@HDcRpN zLcc=&3i6!mm!<*w#~mk;H_KzxXfiZgq86Fa_RFOEVinzyD<=$}*9T${ZuTE8y(ds8 z!39Z&u9pv@sXSanli}a-+1TP!kSWwoJvj?6h4$4TvPc=EClM(VhkOX)c&)R0ME;`k zyi}n%;QhMNeu2V!S2&&no)oji5y7>@vJXv6VcKrzzkvD7Pzmn}FTrQA#=G?#JH6|Y zy^@#Y;+*+EB>{()^Tbsdn4JPv(!?CZ&`v0(KMK0{dNPOgh1J8SA!o?WL6#ouC88Z8 zpH(S_JC=K#3y}+~JNLNCV|CFJ)x#;Yu%0{Pes>j!69PGYQAN?8iCFR_PN9v6O%ZX@HLzDt#*aa~`v&sHEO0gtntJIHDs`!&MJ9`@n8`BLe&Aw97O!L&r#e>9- z)5chQdZj?hlmca*Ghv?l6o^l;)D6|DO}w3w&x%7Oxw=`*5)Umj*$K3dieaI z7zUA?UUX)Z@4$k2$qyV0i44sd_I`KIF|ZW?x7~jU6k>hj5J%jIEi_0;fmxM?Fj^XqXO%6Stj;w73*vyLY%BfoRqcrEr zRuEXju6FgC)mhkkCV0Z3B-+1&c!K zLw{%$T@cTb=g1RoG1t~Zniab4R7Tep!SWNx9g;=7*95Xt#ei9wj6#xHv)^w~lQ*W< zI#S8H#xJ& z-*>82#R~509ojp}!ZUQ=(ai9WewB=qZsYzHV+|=vaYuO1kBq>OP*j4 zNTY|YZ#?JS5JvHOsxn+i(hkpYWl%41ZQo~Htd(jYRQ zL4BZnfNJ=Vxn2^t_3GrE^jlF@eD$M0a?cVJTRYbL(&HEFV$>$+T<3oSM zpF52$ox*qN-y6GVf&GDp#n``6!uWZx&wGTpS)M~qrm)g>-&u82pZHP7l`xnmeX<2J z{WYqIq8uE_$E`A_*JeWOssWW+?+l|Nqb1Iau%Ii?~a1sNz~M2!~jg|1QW{5(ua zshb&GukU$`r518(P_USJm3puE(Fr>^U^y^_WSf#sdOLNmk6rCcYHzK7=wM0r&O&Q= zwf%;G4ry^r|5N4;<9TN_$mubMrO@V0?>-k?o5=5-E9zcf z^l;Ac?G>JL8LU7HZGGPBzPw-CHOI}H?|{>2zqkSPDbKMxr*lzGyKxI^qc!zn=vc&v;90_&Xy(ea($EKRpY98#*m|4*=A0EIV1<4TyZ$l^ho2P zFQ_haT_Wk^dh~8)rAj_3UX`J)1zo{{0s~%)`%9N_eFmOA@hYFivPH45@i6D0 zd1+~4RDE+(Gd&^nWh_Jg&75??yR5|2e_rJ-7uikN*}$>mVj)_9(HNSs-*Q?asz)vanv=o7;GW}iR!*h%JzpC@LQQ#7x#zstMXFQ|56qEfodMTG8rr;w>OFHz zd->g>kGdMR6KZjasJiBLDbGT}2Z%305S;o198o2CGRz5Qxc2W&^0N(g_T&i~(!N5r z226nR-?>qO&&?d*qf!5VKZY=odBXxpR&c!Z_7$UbplP<<)hfgFT%Q>AMJ=ho0pKG!+vKeKB<6jbZ7m|2JF*ypgcBK8Nw(&KS$Y!-P7sm_wdTgOp z`eBJ?ydk%-d8Y#S7iuh=$^;t-n=3Jl%f!!>jzuWv3WEau5M39`&T?~Onp++z zJ*znC1cqKno&&2jSh-7`H8xkuE^F~mSMCO*0dG#BNWnrsGgkJ1>#M1^u- zj%^aT#1TRH#iDRB(sr}Ks9dA9ig1XUby5)`H7>^&YB4i-{4rqbVFfbADiM>fXRq8DvHyRWLoZJcRT*~mfvc#w#jQhBNm0j}k9q;Cdta;B7$+F8O09(j=` z#wSk7Bwu0p)VC!BjMw__ZPV3yy@}r4GN1^d*xT*0*kvzOl`-VNu}E}_jQZS6z8(-7 zQ$kO7xX%O#XF1gJ zfCnIOM|dTN(uSo1#?CuIvWc}}DmmU=?*^{_S99JV*Gq)5W`8IARuwp;l=c0HtDjB{ zMux1gIvN z6EH;h`xw0prMzIEHR5i^NYS9xXmqy>7dD1|gjlNBp-FNXG}!k8k%kR5HFKTqq%$Jw z?#4^y3jneHnc62($)RulBrR^fEe1&#lKk=*>9rI>WP5Dogffjw-Y_4=;oSIOp4r+- z80pqp%YR0h&eSA|{05hy!hPDV(05>1R6=n5TAwx{#^QeH${5CO8t+f(RzLt2D=5n0 z5d8nlOve4>ALLypWHQ8{CT|g_QIn#Dnro?+G;Q;=bQskB@LYA4h7thDF?Bu<&dnB3 z%g=u`^ak${;$`(lkG__ZRGg0q2Mb)IH;3nbaTcs7Jh<92ZX6&k`U}lKTa>J-KD_Fs z3t0Z;xradV4aCbO55Okmzf-<#cqI$$yf?zu)8X#v8rugP!T6=&dQLC+Nx(x592|Zk zrcZ_tH_6pZy&+bwCUE;t9z;=}JfV^pkWw!=EwF{r-sE7TI|bzDJB*`FPWRu;+u_W| zY#eNFxoIwjyImXNU5#(+WSM>C{f$I|DTA?rF9$goEovva;*_lgrxt*qlf-teoS54@m>SC zW>?Cu(HfaTiK0mBpKINhV|tyu8E~f1gTYA;`42*38n~)F|t0Oz8!S|On8HwK_ie9I7?WK9e3VnN!|Bbk>ZIf_?$9%%73SO zp6lm0Sgz#6fPt3qfoUEv_(RWuJ{=LeZFbUex*NhU7~43Cx2+^Z8r_Es9k+HoQHtkg zkfWplb~{IQ=@6KQT0U>%dgPO^ZY{!vBac*_W7gOvw0ySCBb>Bf2nvE4wQ`uJxh#!KMXF6VPduB&&JKyEPN zjqB|MjCkTWYM?|exr4>~Zn%JCxySJnq8xKgC_tB@hz_lwEGyXo{pQWXW=u~t^z zDq0r+d2^`iJ21k0So&E-swZKi!$ZnPs$_p(g-Un=5#uSPom})Z_E!!EC4NoomtVI5 zDR~6GFI@2ZWPX@^AI&kMpytWzvZ;&-z?h*1K>Li|Xrx|D-_R(fx`bagp+K9h&9oL>?GvbWE z-M!6bc>~{Whb#6#QuX5B>PB+zb^-4f(3?AsAm-0xZHt>fUN~5ClwMD275n`f?3=Z2 z*O&)cSOQm%)b z%gP#|g^WOx`Ob#rzw+FrqhT*Qt_YJFXEm<~U^#$*s0H)N*U`FjrRxKwjq{NIML;ni zFdzlHV22;rw80sw^3YZnJWq$>UC_LLMA$R#XA=QY9mD@RJrwI#Y2hKS{A;+|xxG-d zVsrl`y{vHB3&v!?=y_6)JO+Uh*<~CwuJPz#LzUxZh7cG*z{oU#)*6N&YvpR=wH`?$ zDc;as2XlHR{i@SZtY|+%++`;AyaF<%<^!F2$q$~h|Yix z+w5cK5zcO4+zj$h!~0*A&2FD z9KR%_8OCDTEnBqV_aP&vZSyN}&)rE6${o9Ka>d*yL@A=)m8w zllJn@lxW3~2`5gsGFo_+f|MgcwBKty#-b27sClI`UET@x%xeI~KwVy;n$x8} zZiqMluI^D?t&Bvc-`j-7@4~W4K`J6Wy`!bF(sD#wvYH@;>>M<>jd)~Fd5uASIS?69 z_}>qkC088jo535scrCe-WqTORbn{m_fydVG>oBT`q-n|+JB#h#3%ukgeibdF8rsKV z#gk*G>281G<}SI=(q4bYZX0*u##g3F7}|Te#m9C7Bxzu73b-~T1*AyGRUTh{SR?PR&)kCCZ;2@QFv7yYH4A zac&{Fx}?a7B>RktD71J*t8|!ng7;CVW$Ul{ORPekC|v*24!EoFLnxZ58hGo7w8+Qw z8iZORzwwak%h_g)EUh`fi|pQROR4Gt`lDI6S;7PO_Tv4#bLEZ}-@u!xQl;GFnN(*# zy(^PcZc=c4_@;>+8W8U+H@P8n*QmtvEHRpi)j_X1?N;(Y4c^9a#sVJ;j)S67+=!MC z;6a8WmqF@E*sl=*kAkDK3j+Z2xm)!Q=(hz(oy(YDnIBQ!v~+wUaetcMZ3{`yVU8^3 z-}}7ea$agxw>M%vUGueelvKyHsEQ|uDd{F9WMn!hGG)E}z)7*50$+iG zY<6(H1nTL)>oVz|tq?oDb}s$YC{fpxWNf7=G%CIBA~!Wn&wqE&NH^#!SnSWFxe#`b zo~Celp10ja+5#SwE9iF})jVZkEMxmDH2=m@Rp}o@f+ip+4CF+Kl%_{7hVI+1_pF9o z{*+AO*&$*oeQs-y!8At9{rw&}mfx2E&s=;xw)YBcf$nWlR4kMjWZsIoUDQHkAW!k-Nn*0xgYC-U@iK^br`k7PmW2&jABossvXO5`^Y;Nb#B(@Dn`kjDtO+Y=&; zO~Zi5x387TMneCc^-;FaI@M^eMac^#{#Te+Ym7Xc-XM^-5ZAoz1YN2~?k(JlRtda- zp;Tvf@0+t^ISGMn^rwk_`LYl1JX!qqh1ttZd0PwxBd#EZ}J3PTR#B3Ouy5nX?_v{Z0EDdi=Oa zAzK89T6$&7?N#KOYl7jC+iM<8?(a(Y%^|xo~16;{sQYY z!W5~=5m&yiJy$4vMHrrOY>JXzRzbT%DQS9hBqj?8jHd(?D^If$D6jZ!S<;o8O+4-g ztt3Dk@P}j$RA0RN*PRyjxd-8Qv*YN`Vz9whFCaS$f@~ zQ)a3S79J0D&JUjQ{V4=kbVBG0DRzx2JK717trA-1#*Q5+!Ybt5I9QJQfzd6U zQTC1gQRCh|c&2>;QAfVVy~AI@huux{xA5H|i(BVx)RI0}qH2cOUmaxRb;JKc*zpdT zjKP;iK9HZ`YxGX)@rq?=p|rK=FhOhJX~m>_H3{olC&^{w|C&rNP@lgU%v?Gc0|gHI z7XGFytZ>ORKWQs)9^hfkK+LSear>a4Jcg`A)47|^@bckb=35tn&lH%n^qB>-hLTGN z##6e$@qt-Ur(D>y%`Q^Qpc5QV*j-J6-kVA{h^`{CoHFnz#K6p#p z>Q9FQLD=&4Kg?YbmS6~+oi@J|%$Y$;1jUntZou1hPuupXQx1W|Q|050m$u2}PdAT0 zwg>NSPlTBvcCsAu{HVgq@lk-dFl~xP)TL<`gMqxh8m!i@Dbz)xGlLkaaFS1mhD@u| z#vxf6i@9rzel5%I9f~KpEW&46V@ynREMSka3(LufcJSt}VEtZ6>E#P)m{`#Ivs^W1;0U` zKdrxhZV-U?s z*dKww;Ujx48G3kE7kEKUt85g2$d)+n5wNzvpL~iCZ=QcQxt7ru)~#P>(3bL2`|y=4_p7vcDc3LH0Z@F0J7Ya6kydA((bH>sK`h;O+~QXc~9Szp2@QS+F4le zwkWJ&NgBwW%-Qr3+wdpx79>=x7g05VW!trV z$_4Ig7>h05;-2@wlaX|n(1K6rc+hEikUYd8=GgEpjmj}KIw;ii_0ng0ibxaIoyyPf zXUt9Y;H3O2ZP9yJ%6NOV4<(K{@q1wrI*_OkZVQAkcXZp+z zb+)6w1X4?9CPcK2((~_!+*S5sEKEp2d#dJF-Q850TZ3|hL1U&1|K~Vko!5k&&e1&y z3)|S$B@7hWms4402gkOmIICmuuv^sTbcT7@Z8B6jHSvLbV^HJTu>Bk!F_&vRS=M0` zlny$op$7`>E=|l7owOs(A`~ByvS3*!z}{opjk<&A#NYtS30*;N>X*R_KbHsgxH;jp z?QI3i&~iBu`;kXOXVtWu*|}HLBKGe}9Ae%os=SHM zL{tF++Qt){?q_x)hgmae~x-Ds!%rhQNF$$584@NmHPkU0!5b{gX!7YU;7;V|?{YzE7 z@!MA)mqz|aTn%f6)#?_)lX#`@jSf~{76h}N^f=$Y#(4XZAGn@j`PdNoR(AjOV@sm{ z$D0+Goi=<-{fOUlCw(@4=#i5R#;6sqn33fK3E zh@`f5Od2n@Prv6FccB>HLT5vwS@!}fGcGhIlZw~Sc@I4OTFB1k8&S8}p|7uCri({h z@U%379mK1!gli&qDQ`OR_9p{oeCb*<{W`g^;prkHY@2b*r^G*EX_DrU_Tw(pTs4gM zG7B>^F1*AveoiQ57UQTLxU$PEHpgui0)7B?NDQX&gbgPb4y?0C>nW}k3x8E9C}$8I zX5r%lS1Xx@!_rYtG8&e9zt%wVU~Lv_29$4)uHKc5L<-Mnp=hON{5@0Le{-uC1m8X! zqRr|bn`^+8E7DXLP72_5RV}Kx10;G(RZ$U@?j)UJ`DkilppxQllpBaB+qtoj5LS9* z2@JQ4QvgRad7);mw#RV&70GyqQ`TGO%n$5Hm!9*OkXh@zG@9Lp`VJG>fSJ$Cr*?3r zBXApNjD1}1T1JMpC55V|Tn76#IwGTLZ@&rJxDrD83%BQ)q$Qra%+TavhrRt5Z~BfF z#+Im!Cq7^C7=hM@HBMGo$yv%+9W7R=dQNR;(@<(8j1DT0QSJRXzimepzBlXIp#5JVsN?9|DLO0 z*-V(0(oj+%*=xb zlj$J;qn^+^jCEbEqG&-#=*IDd%t?qt?DPzamqOtMr@(!1OjE}IwUrNkQpLvO(pA*R zJCaZSt<3*gh<6>Aa@RA53Ste>Z9Wd%sy;#K4QGunnbgp;O_ic+D!lIE9bYV3G5u>` z?pIO+qD`a7+G6WKYA6=zr%8L2awZYF(_i?mEjfv`b&GAg#IA;AnKiEwqaTUaR4^wm z_tz;VZTq*Wak!Xf6&Mxt2fpKBpYpx$KxvI}>{h;k>TnU* zL$ZVV6b%$2`v$ap$#*KMpV<`FS1-bGN(~-DA>ZSYB;T%|zK^BLc`~k{uFj;Q$?YH2 z=|QC%FVVs#M=~s}r&?{1jKbp4pl!H$l9W2bffPpkT1KQy0>zx+RbXVCj9RyQlFKRo zVMa2SY5rc%e~0FN=*dR(zTGJ*dJ0E{`#U^U-k9;Xz@O`urCiDU>q{?qlzcKj+SHpn z5>}vzoSboI1Si{o$sIfnqb;xbKjeww<-hZ*$z2cgmC|GLSeF(m0@A^wg#if@S5uJ?yxf4j76$3UCK$dM~7v7`;&R;fSSc| zXf3ZYGYe$#f^M$BJaXGmc6t*i*>WeCH;&54^hJ$(Tj`9;9S01w50u#U1sI}1sciCQ z&_0BTelgxOcOWQ;!jIBl*_OjiMdWD~MpT;ZA*Ed56S4{OFJYMv5l4~> zi`9J!ID>%@+E%8FXDnxZa4Iw=vd6qP)_)bnZB(nm;@B=4JGB|1XtVIu53M6E9}52{ z9r)P#NA(ZE1P4Qff-OP(-?DqRAMhvBljYvY{JZGM&+y=_33Ih%fG!V&&h37AHsb4@ zE%miibHdfy2&qj8*-XiwD62*jS}dHdi_L&xS+?1RF9Ml zerR6nHQO`74V%&~i_pB3xrt=O>J~Mcwp|pYoLE>*wA?m$g@_%uO{qxy4DpSadyjP~ z3(slO$q8;|0?DbF@&^;Xc}s`lvIF>%|BwiSg*8ZZZS4CF`WvwXGiYYlK58yonn|t; zexX?z@-}Np%fA3jKXb>s{%$sPIM6%Eb6?AT;eRW8oz8-QZ%beAOR7J^j}3i5dmA09 zpT1KB$g%?yXm%`_bxD>oMHDovX*omTQznCM%OnvS?K2Uf?O^jm>vWy%~pTD;#}rrj5!f7?k0Vu zPyRd}8P_OdZSgq1Z%4I(bdHoGK*LIi@*_!^eMc^6OMIHtl8qJjbe+3iL9?Ab!RX20 z;J?55&4XwvDz}ruUdKcg&Q9m5q8`C94;{m&O-(IXx@iqX@`@YjOQ-1;tCU&4>U#idAih$dJn30rt**V z#Prumq*SNan6=zS_9zy|5Lg}uPzD4Z+!Nx*S-t!yE)kU_sej$r#S8d`nQhz0K@2qC z%F<~pX_aQClIG5sv`K2O6anhaD5t!BEqfZg#i4s2i{rb_Y~@3XCLuFkYXBv?t1AJI zpJr?D1Q{(_4)3I~OV>n!>+=wm&fWi6A~_uv!OPj$8LRI6w&Ylsn&1af=G1mICSJ8b z5O0y=_}*fl0eqoDWHXcOld56J6C?!C}f(obhTn~ z^&1KO2CtD=sb8BxX04N3a=l+JwGabctR99=G>GO=n8`8*8uy`V=JzA|BJ)eX;KS9p$bs5>)|-YnND8g8OAzX%EuGU^e9l9%G79$(2V>J%=Hz&nR+C zUprrB0-*SfSx9(2ngfe_j5h__^4Ya6Mug}!?m@_9k*rUa$k$B0IR{kxR_|3EHaFxF zS;uv;>B=Zn;3aD)!9ox+mxkMBUeP?ExEhp>E5XsjPQ}E(9A>$ixrCk<^?$ureOt*G zVW~6)O@0Q2#_Bj^z-*5DlgdiP-c^RS%u*>sP67oj1-mXChs7aCL%1rlTZZ$bduL+` zpt>|z?a8o_zJ^g*h~cp8N^I%DPOe1d0q_PjK7)}X)89C}Ayw5&pkkx~|3d~3x!9q* z$nW5j((XH*RDVYGf)#auZ8krEUy1tON_Z%E+P$a$g5ezyU|kj{Id>-)va`1INh^NB zEJjf5kQHbM0B@+aBM8PNewd6bc|l#%CqlGjG~So5BzT=^;%z5^ZXZ75u^Y2;T}XHdxp!|8 zuTr^bEQRO?uJ;L(?hugEJU|D~z}0wZ9ePdOL^$cF!VFmMV7-Zg%*Q*@hiKb=Y~D zcsPMPsFTT=h>0;3S7^rpHx_N2BnC$z+p zs?I$hrL;~Yc~*R9Hlv(Lhs(u)RcE}$;AD&57m}U<)Mks~!38s}`) ztWvOEnu;mT5i!Oo%-ao~$3ZQb>d`%3oF(yUKK5$Z*y79qs>UEW7G87BCt%r&PZgKmOH>PRk)aT(+ZbB&%fukahw7Mg70~+kP}wrJmMAz z^Brqt$k8*2_GsyMp*9~Q>X9Umlv{F_3wY~3%AnidN*vd!?ekP&TX`>@Ob z9BPZVkH(sT=kVhfAP`qiSi5eJ!Fa7v>79545r%V-uWpgC6G=1W>p6~>dG0W0+CVlR zrPfhVt0pP9O9t9nm`9r`-q!g$Vl)eX%LNUb^K*ixK}~y&^R!6V?75oUkyJ1lCpRmjuW<=iC)r1){&xvU zmIv!a+octq&FoGbpqBSJJ^xZN*G6;j zocHyGhZb3NW!&I@rR8do%<_rWMaqQGU0j%^jBnFf#a6;y)qSuTV#2-^v=WXTR-q?6 z?(%e_y*-Nda`45hdwI!GuBBvXz6G2VCMqbzz*iOk91qdHwu)n%&596yz(-< z2;z|=`^Qa~OzDlEMJ=tO(;^n5{9$mzAHl5Bb|! zGlbzYxq=hx2ld>Cah5pICy|qkOsLS2J1+N1YAJ#o24ElqMksf((IQO;>D*u94?1|tP{AjCJ5yA-$o)4{Aq?jT+pQWzHQgp_d#oK zh|wbu7Dt9nfHuVN?ZqZ@A%X&|&4jy2*vO+Ly!tGnE{g>02f}@m4|At&yP;P3D0t!E z0R?HxLTYG?GhF~?1xMv?!(1pXfgm6)e;v~|eR;K4C(67c8&(gU(MA|MjF#2iL}?4U zHcXJU7Q;7nQj4fhtL@G;Ygkv&VeyJmPTuH;vcFOj0P6`xQUEi5$v!HJmlAU<6OHmg zMZR+&e!1Qikua&Gx{{eD_F&ACc}LpsM)+mGbr4OskB+86NW@HpHT8=(d}FYXQ14*3ISk3MvtXqqV6sPSU>+F~rSC+QL1|pl z;E}-n_R#A1dE>fr?2sHTdZQ+~+&h;0+i=3EChli;Hfj;v3*UZ)2IiP8+-v z1e$Vpfgl~Ez|484*oTtGoS0#1&m+Lz9SI7s0-p}}6e3inYB2#tKsX10kE65L3WouG z*DiRg)=x9<0K3;C51yr^UF~Z27$@~)0$pn(WXdwqTo02^R9 zRF)?UIuaqc+b~;zGf{L#N)~OivLO#xDYo+oq7XhSt~8U1^0&}!M*IYUizciq4H2jQ z|C3%FPACUHj^u8>d&~SO6jS{l8ObP1`S&e>PW;Y!TDcG>VHVSxMv2rIrGx4Hnb598 z+w2||k(PsW$I3)H;)gEW!qiefifneaIIp=9Tj8f0hb!!%Hn%Uk(b!_zT?Insv2KGo zvo^E5Z5TrFjaKu2OE)0dFM+wKsm zcD2#qE$Ml+5F`K%5)&6MB1za_6Qj3AnNdH(fP0*Hu?rJ?K+~ zO)y_F=NUcCt8nFe78_I_IC3g(-T{$l6zi2PL;~Q@ zkC_l}EIF~2pw+LfemYEq%BLXHp1#UR=nno-n{DN&c6+|AGs~Yqx+bWfzlu5Vec7DD zdJ-t7afJ}o(l2oc%x9(|FWq2>mY*qLJddUF?$bJj`2&kNh9(56@M?SmJUzCEseq_| zBtN;)vpHQeX4`xM%0oYX`jc*oK#Stv+D9F$v48%S5WEt+lvMzjHu7&j0p3K=T{Kx$$7Av)g7{Ta=6Qd zrzMcG7l+_>2Cai**CQS4O7%8MtIfe+G#CUq5X}=4czu*HqQVrA_*`b~J`ck0c;{a< z`=8%6C<6&MN;zdT=5j}L6ffw^e`BsfRZAa9W;ys4kk}_bevmo-<*U{4!tnlSPOrV3 zTF-!X?&6AU{5S$F18ZKbg%EiCKdz24Kg>8CX)mQfpF^STuy=m+pZ%xeztA3k+?$c{ z9Ro%5CWqU~Jmd(gM#5ULsA5i$OwB%x1?MOmB!*)8)1D$- zTk32{P0kJmFphspLIA-w0lqeV@eg}Zm>B${aNlEv0j06*#@2uA{HLv7SR9@5$hgG+V(#Kqa=8Tm64;Fo! zD}?i-GODh%0Uk+omvE9{0)38c$#ee_EO*p;yQNe6MgkVK9ah>1h0?bRkVi7LD$n=?$%9_HVunT%aiU%wQ8^0%pkgWBuZvs+PRAsqlf-$RfcvM>Mvilvu0cC#mO7 zcmF~`HSwSn^9GrD&>F8Q)>@4SdcW*oL^I`eyB=yrQpE7sqADB^=jG!q|0aAYV&*71 z73?01PJJ9Dj2nmp!*f(Y#FNsK%Eq1F@@YzwXA& zkMs<6t3~a=_+WW@)G54TF9ReY9KUHEXkwe~Xfd(*yQ?z70?GOH;v^w9@A1Mxjh9mQz^;&wdIlzl6jf=fmf z2(A<(kK9)Rt;GsQWcfDdtp@_iJu4%N#hRyIpNCFYe)R+$y9I|&&!E3+l*|BoHwKC~ z7|xiAPl12|`zZTi#=a7q6s-qN4k{DfoOL6@`{y_0X=b{+&a5n#6yMu`l~sgzX`GlC z!2?lCdNC}~>dD;SsA@%HO))h@BD8x>hUPFDi{U^c%9m+(ZxK573-?Y1#WC#jU=7Nx zQ{?$G3^d0sO+v^^le@|sSL>>hQ`9qJUeuv|tX)8=c%8AiWvySt@|H)eQjRgf5n*k9 zRy8TMSmr)xMB{*{8RvrMJ}73$VRJPM9T_x;^CJ-5V}}Q;g~@kcH&rq z^8Y*BwF4dE-~*N^T2k&kkq+BCr6LKW?8c+!EwH_W(UO`DRi^((6R%2sn|k5>h^n12 zfHlE-%A&UoqJ<;>#}>Cu7S&^M``cy2#BH=pT;}vFn9#Z$GSN@tq{*!P`3fvx$X;QB z8m-y%Jf3J|5J;%{TK)mf^khuAxcy=lCjp$Tuy6N(1Yx=rSbTT7Xrn9%){%^)a@^*D zoSGe&)K(8vruOAMGVu(8kRKu7z>Yg{ZR^ z%eR~E?U(4BAXL;oRoF~h7X->v?Ao0wBcinEX7HAE1Le&6E_912x9*$^*KvO2Ke&ND zk@Gv?*?u*>$jUn=dYN-JqgAS{zP|E-49+xL-*bjLBD1&840jyFbI?1VcL#7mKA=p4 zW$SY()vq7_p>u^b+Z42gO=VOuiggmo?X{ep49E0hD0`sf?eEfnPPZ)ij4`AWz|S{= z^+IrBR~V)i-&R#om5)bEaPJZx26T*M^~Ex~BplDCq3WEL*9g|ERTSzZpvX#E9k5;V zJy5_2uZ8r(%dC0`Yb(aH=%f)KZ;M&%$0=im?vh^>y-Bz-yAj_wbKIU(@AnZ?Cv`K^ z!1Ua|K&K^?Xs|z?6yDQrD`{%D-gJM`>aQ0rHwVnOZ6(7>f-7$9-^?E5zIUESCrLAp zaI}S^g64b!Tr#pBIh0=&{7;)ArR|uzQNup^)osQ_ai zb}hZp3(LPac40nD4Ughl7WtqEve+kkpwuTSsJb&llqByeOoM}D?b;%uLSsEwG4l<; zN4o^(*U`fSK;N;bHwf+gCobqM0g3ebbTx(aAx2G6n88eaY0XwBIA4TsL{Z$|@Zj>B z-{Gd}`LC{=%1o0Q0N>zPR~Q}EI!hjtZ!3XMmxIfSK6uGb%WlB6TaFasJm6qY=~mHB z?NrWH!w3jqzimNoHyOq^kh`1r+rnJiElecQ2D;#TJg_#NMXOYO&&zd~CV) zKX~)V;I6ojmf}JvFe8Yne=_!~dUZODfq>&qvEuVI#qG?Z^_6%;Azr-G$`^0q#fv@7 z!Rn80vu43sHaj9wJdMR!6kLZHMvqXTmkdA*X!pF)bg+#k!q0Ie2;y;q#Q>F(6WeOQf=t-8e-$Of@M{724z@DW4aaL+6&*CA7M@GI~Wr#}RHS1pag`rV=OX`?~L1e@n_q7prZ&0{$YtqD0t*4PGO z{uH4Ib?l|G*%Su4z%*JlT?ViaI}I_0vi*K@x!rDJ*9s%=+q>ojig5aN_G&NHAG8?U^zYBn*vCkHiB9bJN#v7RZSwfl~H(@?z^~ik-%%8cqZ09 za2ScQOEtTqh5_zka(GypY%@5EyK<7Z zS8TpltmIc0APHMtY8p!huRqt~im4FI{l=7?zVC1*m3H@=lC{Q*L^GWe=JyW)YN!R` zoEKD(bt*3-F90}AHL2}rbhVxt(~F1NmMYx)Vo^&Jt{GD34)sO6-JCQ2XPv9}UY?LW z0FI}8F9IfU&Ky?_Amu4k^Cqy{#Zq54S-z@Hdp&<7Ou06n&zR+ zMPfO>hIb}|D*QYRA0n(N_Kb>9Mqb>*p6m7sXPfivsr^=6c%vKZ7_UK%?IEKo%j6Xp zd&(`=D1NU+)_rZ(TX8x#6GiT)Mmg2}=;-)QQ>hQ~Bg!612BH9@)OfV83|D<$DHeLv z`(uDu)ewf(R%X!u&!mvprs^23QMKw#ga99o6XfFnI!rGWG?Txg6L>OfD@gMH?`;q! z0|QK|kvp>U9UW?3*2mLKV^MuRY&~XlGLb%C!Z%g z`yqBBys~S}8+1RLROv0Mz!l?s0!zrRoWS3|fJl^tNUCoKAg=}|_@YX~k-DEF^ICDA zNpK|mOB+aN|QsG7>gg+D80to^=2#hiBzm2OwBI4WbYprpcK{!%|SNLGU!be^yB zPr670?1!63U((Hx z7N@u`(LbH0%{banq{q==pMih=@3+jANEa}Z%=jqb7E2cqaiMnCF56|MVr`Ir(plrQ z2T}aNR>N~dVWokr0nZQye?w~KVX zeB_tlu;cJ`WB?IkvR1VL@%rltzK{lkxu*C2_aWPc{&tbbqh*K`6)G3iFS=B8;W(|Q zCve)z(&gejPgd~s@r_-WV$gwU!Xg?ZN3PE!Re)HD2Oh*E58vB}svKC37F~!e= zaMDe*wXxBZdWic2q9Ko$E1X|iox2YlC+hK-PfF)SSY3h#AUx!oM_-tx-fqfkFB&k0 z?E>`hG9Azn=tb!i9@;M{vm4i$S_=7+m#es*d)*~q5p>DaI7O0r-+{-EYn<9fc%@)eKNe#E_-0?~R=Jqmlztw_hVrj4L%kkr!|x%)ep zhI&r=={Mt=p>BhmksiRy!J%m@k&rQ2uAI;u?LQbhV`MG;Mn8;*hmM!nZJDxh@_td+ zU9=ZqGn4W(>vgCL)K%PH(it;Jkr!koauSEOGVLsD){u1ng-AJ{rG8CfNvJ?F1M75> z=;D-FBwQ>MBAzIZqh`bZ7mJxfTXMXp(1y;tl};11YZndZ`aot+ZN1+=>T)B8`4an- zdOO<;mx&sCoEsqWQ)3YuNa#w1JlhwF(5i8uk5B?hu)x@7@qEOIYc~D`%j3JV+Jq0p;3SEVri;+ z&BZjiAY_5yHOPW!CGLUu_+3pva_^|^-I&?Y&i+d}Zgr&y!V2rhL;(H=MOW~@aIc%J z@ngmS;%u3VwpvJaAycsTYVZ=+sjk%oZ5N=CY&(*tK^I3NU?MYTAUUX4`CA*SrB zgYALVt17eK9`6JA5euuJA(-V^Ca`3FlIDf6VOZrHE`1>?_>O=f1j)j0u4sQL6+3)P z*rHRBQB&!kp6zR28#@1()FaxlN)0jLF{Pei?$#wU8}%_FE@_KR@PK}>efkY$&rYnB z>6oJeAN6<3?L0u|iSrdW*bm0IZ9D@nS*5K#_b^O->{*wIq<7PcBg1L!b-i{gA@Djo zr5)lqVSdaFa{Q!0GLTIxmd?I{i3^5l!u1&2%(XzW$WxtIaZ~`P+-eSQqW87)?k3aD$e=X)wLC=YDR}#gIeOy=|dWo~L<5?$9q)#}# zzqOiHTO+p_$a`NNsSq#aCJHCN2fTCa5R|GK0!MdKIY@B{4(AuI!wmCac zBYV-Th4Km~$bfo3UMAr>!Zh8m*+2M6x>Jq1ddHHwS+1F96(uGg+`@q{MZ$PH#%n8Q zT1~CD+dIpaKB0EqnXn5(d!+AH>?L{tnCrb#aO;Dk+`BzD1Io)iAUTx6mH^St!nP0V zC)FVE51*Z_w*}Dd+eX4&C{(04v0P?#U25gV7IsYEcZgS@qdM`7c8%2+p&<^oH4ain z)vuk<(!7GTeyK6tr5=M zBC6g=F8}+k-lzN6tqA#~ZRX=G_<4e$hPj+4@LYu%As3)&s&C(+JAkm&zFp zkrS8`eV}2(?Sh2Lo?{TAEA~WquWm3Q7m@VA(-vVonszS&709e5*J+SZk$WAu;?O!g zrbSf~n~Ecgljsa3QC%}87O6uTf9MuUpW>}dwlb;JBBP-wnT-rt&_Sx(q^%>@G3Rt$ zG3_avHyz5fveV_VUX}1bocMCYiF&H)=GkQ@AhR2sP~+^7bs2RjWq=$5#=sU7;BB9y zkZup-%q2#mO^CnPmGv3D)dqI^vblr`Lfuu^YLNV?<8sbl7*e?D&YPYR-Os1I{cysH z%(pKQ98j@{Ut)E@@# zGo^~f?h>(ep7mRDm=WcPP}Oq99f0-{toi6E+9@Tz!<%7}ClFqPy>cytOmq#u zsS;{ic7KCBwS-h|vb^u^h>^23u%`=#RNL%BuWjB+6C64e61LuZeMqoKh+0N4a@%xk zSlV^PYl(xv@BGyHGNAbTb|T9xY`|D6AKN4)FU25LH-2-|Kn36Pd5}iO$n$MJ2akdX zVqD>LG89kKs+py>2bGX!K#D1NsFWTE>Cz+l8wjrx2p%Q=WBrbAY)!DVEk3xInr&9j zj!&U_Thh~dCL$R{&xH_CFZ|*}Gmztwb`e!Dq>d18Ge$x|iXRnO@TRuW|2>v&^J@uo zT;!CrpF{T-irf z{Vv{Is?8yOmoVYLJ``a}>Ywp=rg6;p{!-3(1D zLgA>>yTQWN6wx*ociV9Q-FdNMl4?mF0QSK3_WI&wV_G1^&0$f%zB_!EL3PGiIw+t@< z?2AH_J3Pr4TaA<*m_;Km^{DuzJKr6w=vFejUhL#qzLXc&Y@8ZZ(RtZ)Y->0Wto>Bl zCiDrj#*Tg&+#^&ASmf_8YXi?n*_7#3UFY0~^OL^VJh4;!X+<7A?#VSe!ij2b_pgJ)ms1f!H_*t+|Fy2OZK`|7Uh*AU>SF^u7|VhAd5%5)I8+4 zfIQMA#YxK8S)k*Yxg*s^l4io7gxe9tyr|_7MsijY&AN+Yqf2ga(;^R#h^NAPAG9Xe z*{Zc&ro}7gQ}`RxLqe1!71qSCzxGWWTphs=w{K_AgE&D*9;)_wUZ+V{V)TrHw8qGE z6!YAZ0oq3j9$RQAX*qvGI&o7J>`a4nT^+wON<*bG6k3_^OzN90TP!(|A#yBnXB~@J zxq9%~WCektc}8J(f6Hp=SdOqb*{V>$&TPFSg-l23tQmJ%+se_DgGVmh`7}Ymv)^5F z)orQ~nhE3?R>PPLCE-wOJ7X0gF}BJ*K|u2kq%1<#TK$s^Jl@XF?2Qpz7gKH#7fwRH zDpJjSlk`8cyyjbVwd*Vl-FT^?=bYSrD9V}OuNjXmQSthHw%p@yVKI_Z0K{K^yLDEP z+@5ZYc**~#`aYr>OVHtk0;$lVBUhpnd8sf2`yWs6l&Xt8Hr17nhniTe8`Miu`H5V9 zQ{ad2o-{O|3tE;}2-&(He8Xbc1CYSnBYv@r>K-M^R)XDh7Vjp-w4!zyN>zdR)?G4C z5dTsF0ioDv2Dux$sHYtW14XTBCtFSrX==r?Q$R6-+(xNg*2Q>7#X@8RMh3Z18vlQR0qzu}mW% zzl3A3%jO(C0{5-+O-_*85<%9pYkYENfa1ysdOjEwnrXtv6t?_#gyhXp!dH-o)n9v2=8l3ByKHnE>8{wl;!i z(}Rau13D8nMLSpSwhWigxV7j4BfkJshRo*Y$(`Be#yrEF=*y6B7puV_mv|4Xx36^G&w!{7b-6O@6-zsYm_c+n_#s^U}YT<=d%L-$##+`ui%mMLaj zurmRzMN|d}hH!{(UC;<9Wu_v#PM9;WQ8o23K*#%VXm@l`+2rWlA*46+?*k1>L;x;Y z>7m3uJY>XFQw1hzbf=rG8;eQ^cB3Pz@(l=|V+Qqi3|pa74iJ@ML{al}Ks<0}aRlh6 zH8|=aHDQLAhwF?(gwkA4@IfOTpzg@Ig2}II6>+$GwuqC3om2uY(fni8s;*X4acQlL z-7|}6v3u(Pg;=S&xwHQlOON02LM-y{()aFpZ_j zYoT8)z48gVt!4zlxw0TaP#nkT9SQ4u6vua3CqfD)#UxR$PKBx3=la7-H!X|`DfW_`KcIz~^c9_ej z9>0B82;&-9HvrI)Py!YXJ^worCD-#!N8rYdhK>MZ5h;F_n2K9(3lU=Jb@ zyYi9XR^9%B0cxY51S$47ViqMgYTQw+ZNgPoVqjrnL)!{z^elQDtfV6(ASw)$2mPvV zNjAx7H3zI!pAkIzQpN77XJ18miH1G?A$}M@BS{1g0XIi$UI$m!r;B@8gcspK8JR5v zCBz%iaEpSRimo^=Yd+3B^Ax9lC(`q+^i)-X0>tIQG7L13YkEMi0{Fy{2ImvcY*Jvy zGTFOK9Hw%=7M%fZBPsY6QGXV&$-<@AipxLzws8Ep7P0K zT*zq}A;{yF6W3dbRxW{w}VbW1s;)%T=eT!Kb!ZRj`%n$_d zfXjU1wylLvUF^h})syDT??JTj&XB|EdfRVvP7`&BGv8m-&JsQazTpT~*lG6Tjcy!* zHg3RPq*8}{rE>gOa2=LWi3U&iwkJIj4%gC#jgmDq7@`h-h|O^VBtzY=0F|6<^7R+t zQ5_-dOQ@w_w=GfW*!=6_q-0Ta+Qu;9FzRyi;I&_`5v`A;Qsl7nY}ROKu0uAv5K*i0 zQDcvdci+v9K>19LqN^SmsBw0c->SXAo&&TaTf3R&06$_xb&-?&KrR_P@0Xr18xmR% zx@;;vjCs1wZGK)7(XgeXmT{uq&feCY7Md$UOVsc${;uH*V5#YV=;2DzOqxav$P!aV zwq+QvAHg(2F?-;0v{7#J!`xM<$RuIOaV zCjMOO)<4Gp@kB=V@rcV35^w&mz23)2VLB|N`nodA`c!3kf>kAZJb~V9)WYY$y%vG_U!8yjUyS;&&;rxHDU-h%U3H zF{WE0BPi3p+ii}BzfGLa?P7RA95^3}vP&4Fo3x9I;(}Q@Ez_;T&}1v}a|^HkF{W&R z|JCI<@HyCd%cak2WofQo;I{FJU;=p-*Nr3lF94@NGgV=Pg2|VjH!;37vbOd?4_~RW zgLa@pqoxRxxrRLu8A-ppND;?v?CdQ~dQ^{0UoRx? z{xgsK=pA7Zj2VkMhdL$k@_rrcUDCxE75+4s%2QH-8};OJ(5MUS+b_=*=!Qzw>Wo{A zIfnc{%9HO4mjV+p$|e7VDu!?c&B;CC3`NQGrYhmv#={1SH8gYyxTD}q;7PAQ39@u` zt%r6hp=dhix3h8_AXIark}Z+6wMJIPhsMHe=YOk{`0Q%wLH^R~TYU4(e^9#Iu70As z9LT@ui{gq@nC0FBeLD(^!+N{*voEf^>$1fouhzi(3P3IP*a0bys7E327~scZQ`EC> zBohN6xRjgb%kkdni&$M^rw*EVKD&`zZ_v@`rs%TsPHTiC$5- zvl5WOe^^l6D6KfAXF{7jf>LFWEeV}u@F=O1)z*>4zME+EmevPt z*LM{S<5Nprthk(w|1yh+d;2KX7)AXQ#VGK1@Bt*g01Y5d@R88%27CI<7g{BJyhRc2 z@WNfU6#k3SSB#8=h>ay3ME4Y_x9=l~yEy3JGO)qp;*<`O5Pt(gAIo+b|CJP(Arc`v zct)a+bSSqc4^|GU95c?5A5xd@py22%1+C9gt!oaM^OmL9tgN?5)-MMH>${lIY)cqZ z(Ao+EJdjH>i_GGqEl`{`t2R>QhjC3w3L3O<;80!pqtqs`(EPwOLVS83DW+k+pR^=5 zKh5i$xI&l=r}LGAjM;ul-<%2e&c3AtfU0q*TY_LJkEg!2PAZbL<&EG-$@ror_34Tr~!O;=#F&3}6-YbUQZEN}&!Yxm#nu zyjPyw^C`i|IUE;?_>7s4{#SMq<0hrD;W+rFiu%bTTIeQAwbNyDW`S!jdKjoQ?XqA& zL{QeO=2iP(qX8I^j}sz`RvumeJ{U0Glm`B7wwMrF;gJ7N5S$_Q}bO*bE|G=*K_#PYm{HgN`92faeZZ z{eVWkCtA*QpK#KvwFcPmmvmEN{){v$C5|XJhI!9u@3e!MOLTWKWN|itJBU~*YT(Hi zip+mv9a+L)qgV!4pCVfgiK?0-uo?*PJ&5)xsAz1^_<>eyHAAL0u97FUmU#O}4ow&8 z?0Juh8{cy*zsh5hTZq+YY&?#*pK`*P%Zv>UX{~k^7xlL=`lWb8)5~h zO!qcyaChutrP5MWN+dkmJ)(49q4oZpPS1QF*cweWNTmv;6b*;D>wBiL{j3pE&FMp8 zZsku~8Co~vY?2}^mNY?c^;s&8MKSDgdz;4$5E|s#M953=Fym#{gfJC)8;z{8z^g-) z7s|w2Die7m>q505-cX9~$&8rp6l1Av*q5~!(-0*K)^*@3zlivJtncd&#+-yoBkZh8 zHqBLx-Y@D?hp|KfdF_51pyQ{H8YEYA?v#Y|*qUg56O!da8Cd{7rRWz-n}~mH5gj_z zxfGkg7gQhuy=|4e1#z1YeUueXPN&cNWR8Z}F625Mc79h4`pCz<_~Fh`uF7Kyx&kp3 zad)M4BCVLH1b?&vj#KIGzz0YjPNepn81@_bN0r~wy0Izjda4^`mvp|ys%7aLG=+8} z1vd9d17lO8dJN(=qfv6c5>-53R7RSfs>?1NWthr}ETsOWO5axsTh`#9`A>?bs*RuN z26ue@pkly7QvkJ*Ov1$pe&K}zen@7!bmD7NF^>`m3bW{Du!+ei3ZW>eyQ^KCWS8e8 z6-(^mpbO}K4N-UPXmrQAXO0fbrC>%JjwmFEC;I$~h2++TpJI{f(FZQ9H!v=Pot|M? z8V^5KnaV-iMC}qI_SM3LgUMR<2E95@38m=5A(sTI!X>yk#}`3F*r1gRr21ByLnt!K z{|WVHM$((Y^POD7v8KUP2rLCe@f}Q4U1BQ=*hw#PBe^c+jPBu2 zk{o&!6sU|J7sD;tS~%zrUfe4C@1a?yW@mekuXK~F4a|I5m148je%U^k1w}_5HdgU7 zDZnQJZJ}-74%cH|88m93AHtWWqf~7=SFE}bz3E<$>9GW zjOsslhEQ|GR~OQm?J+)Gyh8p7aBb;G3%WoToJ1of-&gaoUIdN{u^dfkqxXnvY3K$h zqsCyUp1CQX#l)5pxiu7bQFxwt+DcSdU_Y}vWJv8*gD2NAW#l2~7xPJN?LRyz#alvr z%b~JJpec@Bk9Du@iK0`1B}(<>W@G(p1CpHROll0oNCw2<@&F{<-@{jmU)fjs8G!eF z+we#d;E#$Da*K%PrknG!e-u#x)V}I7d>*{L<(kkuT?GIJuVhhx>ni@AZH1pyqASSF z@7Yg8K2^N#Kr-Qq`O;Yf4cfmo$<%4)9ekNRahRRFwE?(x7b-==kMD#(YYogjZiu6H zx0Sa3+vcyG#+#L_K>y;E6*LG~B4_}@70`QC8%VU7M=9!5hV^-lKbq&L392Sc?ETqO zoORuz=}N$PLNfCuA7MJ%gJpz!Mne^dGMdTm)?MuAy8Ns;rSvz_t!NT3p=C z_Usm+rGn=ZwACwoJC~dMNmA|JjMf!iL2UGS0ub?d1Kv2mn-G9s_QuME8{44B-Vsl4 zFc)GnXf#4x%cD@Z2DvGR%XrU+Zz=_hUQKl`qx@f4)Bi7pPU{W}?Q_=>yw|Ry7O7)6 z#jK1$!>TZ}i?>G(SH?~8`R#rTx9uvCExS>SpOZ8cpfBpIvPHa)-BUiH=A0ljC!Lxa z+}!dd3R9}z`tY32Ap!&)0j63Io(Cd$uR6P7anJ;vyVYJpmFjdFc##UPD=+cB^VvQe zSE~$ZonzuIxEenDe_L+G%svDZ3uU6}>EI=KZaVW!X}6w}0kHGYQ8B&MUegZX2V2siLndt&W0Hn78x}w@V7LRm!DI0oO zfaxcC1>H-}`BtprG+K6~vu9>wCvQR8g}JMxpNJ#*#Va1W+czB>`n4ZC>4ET|><(6PtRX!aNW0waRO6K?3itNkU%s-}IleX%Obs?1( z&I9gyimFc67)y)6xl6D5yr)-NIIvMCCtLKrLn81#k0rw8e}xb}A&D{tbQ|6X=K1}D zfpx_NQ+md78s0r8QQL7Eq)H-2*e-0}J4=yxCOfgx|3bG(>r(|D1#r+K5how$B8#+K zeM=}#2(D2+&+IrE%_U!tgPC&qE{wm!Q~rLBtuHX6H5PZZCLNR4P*Bh5pUq{dq~(!- zd;>akMa1bV|2P1MmR4_Qjzu&v)$gWJi|NDt#(qHwc)Mvn{b}34W2?ONQ@YBWEalxH zP0G^z)TT9U_R7y;T@|G=$#&N3N286}oEd8Uu(K^w9aOJvjduD1qnxzq-)s_VxZ(|9 zlu|1$JDM6HQ^Zg76(O}=zsd!ia6h9gt9k`tQ-`I7s66(%f~X*5rbEk29p! zj`eP7O+K`83mfTAQ7uolETZWW5p@~i-F6L&x@58p1c{!u#IRpnNn|!WIFXUoZ(@DL zHlX#jGqHVnUL%Js`S3bpr*O)~8@L(!H-8oi^cA1RHV$%W`%I?%?<6Cq%HGX_OX6aL zOIKzd%%e%Z(VV*Ti@pTO-N-C{tA_q&hG$*@gb&geb?7qu6ulM55>}Y6DQM1A!EL05 z3cH&rH;k83-r0+d)ntcnN=!X#VI_9-)ph%k+{boxQ*k{l6`2%aJ=wgw+cGr55&tTH z3>CAxzVviwx7TDfHNY~trp6dwvyk^%DeZd3gxs1B?o2(PjVT`uCv5JT0nz0Q7+*(#Et@m%peB`{5qE?bJ|^^#1ME z5-d;e>Gbl<-0M}lNH?Da zA;?E8TP(B}HJC=E!QK<+ucfC>_kG^PMH^^CfG`D2fzx7uq4@O^kPx0d$V*YzYD z{f@z3EB`R_7M7+WUgpF}Fe=$?AMU+}HZ?uh7!R$fLVDrm-Kz8Q1@_8) z@_4{^UfM}QFj@<3$j3*0gp@`yR;23f@&af9u0}P;d^cLX*oM91v1iOyco?-#iFw!C z6nxk)P7DI-=@x*Y#uN!zTf^U^9J?l&lv%YCximM_7ERDX=t0(`s;1(;nMNh}A_3&b zAOi=RNnL!7XhDKYwYia9gkYR`6lPiS8O~ zatY2S0|I%jRlO$;q#=HkpYVRW_wr->n1BXqB;`%GIzOD5o6fMmHYyh|{GLTA_6P7EY&q^Drk2G{_c?d3 z;;=K@Y%}L)c!{{He_@_~%>fn+$Jv73FB_EAcnS#`s(H(o2ZuIv`J2W3lRg7gd{~A< zM^`dOs&NT=_{wRJ-DaHo+`tGnylq72Z#rsbX$eF5p8QJ)vg6mRrP&DZ!F!;V^XKiJ z>IB-2|(@fy&UtxdWosB9A1^Mu+W@lvI+U& zFT>d`*5a$Ir$UQlDN>QPP^p|+yKJrfMvyLYeW$C(Jr1Q~{0igioHQ`%o?hJrBzFz# z2+Ddvs{-tq2W_O@szuWEv`k>w&j1}^M)7Vjnm%|buu^G2zQ~x#=VC1kC;RR72WJPv zHG2eroV(ojB8>1xt=8}E8kF|$$If4f#`iW)pgvW)bznv?C@qXmPKI*!8O81}qgXLy z2+2cfxIU_VmTX*&6w(MB)i!^+GON35f&)MJMEn4BoLa`Aj2}otJ>U@UG2o#-0OE>O zKt1Nz@N5C+_g2n@?#HQCG>+^>i3N&ncldxhe-%QjDYLw*hozq|OSbAUx9HFaV04S)6lFtuYHB?bEvrpsK^(NO^FEy4 zs?{i5cY}UrAtls|Ysuofz4FM!)i!$%G3ZsYbeyP0yz)EfS98E}S+fxmCs;g=0 zMjCO-=u@1O{jd$u2&2(a9DR%l!y{NBL*SWkkreU$l73u3bJ=UU94%bcT3j?4C=W4< zWUn%+D}lE=qCl5=dWUyG*27Emk78b%BSO)@T~1iz??(^(@Z@DUhWG~wd^Uu&SVgq~mX$mHaLuuf zD&9w8*Lh2;R#eZ(TMoqBSr-1#yhfJj6o6g$BUY84)T73qJ7pn)@tDH=9lw?;n{V3F1q3LOsgFd`tBIzp9=gw1o(Z|`_yxbn;# zpw-h(ZE7!)Cy1EeU48tr{MEeStBAQK;~M;-j}u#;APFE3$}B`wf5q001GR3l>VtY0n`% z{%szx8|Q~~_Z9urNGNRO!u^QHPyU#Y_;w_{deCiMMe-~a@N)l1>5>+~1VY26(0H_f z0L~T385t)T9SV2Np3MWS%zk{ zGO+skPN-FSr6CsXO_acQ5JZX28HD$9+I%wKM{)e1S-2BO^!LTA7HQh!+V!qy#6vt;)5r2k?@ zdqr1tTmgoYnSPA{V1Aes!~Bze)EPZGnOfJ5eBozLDeF~lV&<{l-jWAd zEZpOi&l-h+?ii2W{#Dcx{Gz&(e}N^}Alplbajp=Pd2gmg!akZDLBs4gOA#;*aX&1z zSJl8`8Y`$uA*AV6^5MijL>xl7Axnq-8v$sBbGz|)rR`tQIz+Ije}OEYL}tX~=W0|1 z$=vlZ@N^#QYn|9VrhZx9>-16!3HvV8nrbR63vLET1mP4}5cAdHc6H?I6S}OL$-gBp z93LL&m-=dRld!+V(e$N_XDpUzG%#nV&wwA_cWp6dxT1%$SvN@WJB)COLfHuJ6}(!P zc39&_LF;GP3p0^V3R%{`V}yeI-hd_1k5v)S#9!*#mO}2dKzfsv5@H69^swi`x9$02 zuYm=m^yjI{bF~};&VD%WB+SIyzGcX&<;yBMuPEnT0B6I=oo3U6oPadU zph!(v_4tV78VPJi)rqPs% zYF{|#oVlmz^~=IuBJwA$Q!0_LV%eo!3uuNIg~$tMW1>i60Wh1x9>dgNj;#+N$G@_31@*f;yP;!L2JKR94N9^eseKeuJ2cAYR>*i zLI!?#fM?f8Zz(p_iV&a}7fW~+Jv^yV2K&g5yL^Fx zKn<86tyo#(@dWLp74V(VsG$hSx)<*+ zp?cXZ!>54wV%`Rw>xtSQc+#G?&sqB?RvHoS0uuGnorFE|3nX+!RrY66CzhsYtg-Za zhWItH9<7A~x$%953Irs~aA5e$^ARE6 zV!Yq6+_5xd2m-h8(UMbz7}YN6G}+JjOc_;h8Ay;!AfU%N;9b_-ik`)QpUmBzEE*ZQ z$5{U@UzdG*(NlUdo2=Dt(L>Jev9#>P zel#(XvcxBBs9yyQg@DAAq@Hczrm3Y1sApI3*3Yg_mK!kV5{3noij=*G^ z^@(7$8&S63u~G%6TwNV&#YZ}+wxh1V9)3_|oO(9ABIqAAK?-Gct02Zc!8?5PyYJ0A z$5Sv>mZlbO9IMxuc!ybVz1#-QU8!}ry=}K5j+P3omfxVG!?M2zAo;5cHp3h@s5-3_ zrX?TLH~>+5>>$hvoQzrNO2!wdPv$jg4`N#nqGVdcr6N*u-*i%7I4%Ey&8!Pkoh1^? zDjX_H>R9&S<3Rd-^0H0V?(+olOkootaz2dH0xTLlQKCIROJX3Ir0DRh$l9;b34leq z#oaDGjS6g1ren~Fv>cqw zcbV4lg~0R)FIdR47|SVOGyn(m02erZLV}mjKlRlYg==+O3HDAiDyW@^&~|t>5!_=J zkCub3R~^)(3llbiIA^kLH5(2)<*H>k`lV`nWSxd%*P~Sl2X^v^nsg%%2q{eB{6%3 zBY?>+)&7{SBS{weR|Vx(e zQA=*`PVWv2?Q_?qRPl(2du%?#8&r3>*FPf=^j+o52dn5^T7?d?vQ#CB=%FqsAhZP* zk2AKay?Q!(>sL8s>mjUA-DevdqLVEp^ar|P{qS+l%kOB!fB+0F1i9-74C8B?@Q(p6 z32^?}7&8<3M`c_Yx#zkP?-3pjFU*EM?h+<}NX63#5GBLF55Ck(9G#m`8bc1TcW;AT zc>|0iB^7MdhfLCyhj*^|ApMv1+=M`28p*OY70s{A1$0JDeUGO|vobGW zC-0>DR=gSTXB|JF6g5r(d@ZacSK=B z;*38A&>e(M^8~v{`E$GTgS{o-;fdTtzJ(|tkRK1ww+5CVkfg5MYSj{g$0HFgl~s5_ zxl^%L zz1`;y@f~iL--nY&DrAFN5if}neHp{SRMp4Y0QP!XeBmTZB*9UF3pU_&_SDfVf4RahXVBx6Pc=xw>#(~qXqZK@VWWq*SQLh-}I2EuL?qc z1ZXUV*i6{C@Kz*re?plJq$bO*+2}V;8>150B15*45E&sKcFXY3>@Y9XA_;5h<@svn zd_fZN!S}%GGybykFr7e5ptc5_poMfS8D0Y*`x+Haqn*+x|L{S3STN~D zzn~VsBYCtk%?#erXO@i|xAr&;OXDDR`zC~yr(Rg7JSDf}uyt@NM~kp*vtV5-lpmOC zS>ps-GFjjFi%UCfTd~;rQUs(-pM76@Z{QB+=r(}eY%8Q8Qx^ReL*erG$s4xpecLDj9l`>fG1@v6&?kf7$kKv2luvD$Km))Uip+WTtr`)jdYZ(`d~mcmk?#R zm7yk$O8@R%s>6s-#jpH0ygs5}>lkpZf`g@?`p(g>Md-5Z=`#fMXvwc8Z85kS&xUWA zNZ%7cN*2Ngdd^26-uZ`>cX7-kW|})i;K1b=@XO@uUc^ocE{?eQS(ldP1K1B_c_s?y zw|m-HJ!!d)-ZEnd#rlDwIS>5EjwU1>nVo&QW6M@k_|rlGJ)X&^-r2Jr=BzUUN_mS!i z8eJuy$3Bd4Ru?HisCo@)YSb>nn&pZ)*f&M|AUrP}FB|q_5_M;#M-VRzXDMLhR&D=D zEXd#*;c6Dz75mDOG0$&*E0S~%l(rfIwD9G(L0u)bN5dN6Fz$qG-MYL4t#pZqu1ivAr*Hl%w$^eW7$%nO%efkR ziUyRj0SrIJt)JS@!zEN?F!_Z4R{j2M^xLU#O5}CI=5L z>N$S=V+APcL=N}3r(;qJe z?I_<|F1Uk#mE4A_4JI}RoX2-gwss}s*z>#s;y^LI$&AmDR;bt%dIpo(`eG)_ywZSp7~fn6+uB z8FT8&qYUzub_OAfJq$P;!2Hg9CdiN`f#=Nc|{@tAS zpE=?;W@Yv;nHyQ@Q4Vv%>C!4GMry-ayP7`VO2&r&ZPHyrRq6lsyMZ^Q8_4W=!VeuU zKTWctW=}hRc}xweTZPz5_oYL15bC6*no5|RQc*SnqGC`K{CHqv-er(u@xX)@P7_#(03P?*w}33pAjrym_iY zO#ZwOzm{*>70*JG4$y#K{XK3+Gs|ijQ91GsAgoBOl*8<;@L-#%tmBwE9+7S41RD3EyCtL z_xAY8#bzDUlRhC_bUv9+Nm#iFw7f;8TCOkgNNYApI8HtBAs@cIj*eQm`+#LH9*8Vo z8Ec9m&Uo**;V6q`sm=d#X7X+rJ1tt9E`>A>K@-9q3WS2gTihVOtz?H!mrC2|tV(3L zmJBXp;mFj1=@y!S=N|gv4T_i!4i!}OP|%+kzndQ^`Ft+Chp#Lq+s?rEVE$R^cXhfq9Rk>HAK0x6VqtW=sXqlMCJ|Y==9Bm7szd+u zvVxJ}+}ATK#QGth=9F_~Nw*z0k5kRpa|+T-gOF?}B{P7C0K>$JY4aD?F=CCo*#Vd(L)*AyvWP&IKlD?VGmxPl zBS?mN444-HG~aGYfvW!z%tErx+z|qmuXt#CqZVoX0g+|Uup;U7kW#1W!+g5ow|H81 z&tsu(s-7=wD>{7NSCOU_=d0= zflFi$76fVVy=ehAx#w`CUMV|8#Cw{&uMiGaC6d%JCv;~MHBU$q6pLm*^I<{R6{^9z zq{mN6jqU&i$W$`cBGq?D=3NAc`w}VE8VXYTS}2)`!Zu9b*B3a*8KODQWT-NP>UTMr zFmI3a1q*Up-oJtaFtb6*Umi)I88aWkzN>4W{L;LE9c8yEu+SLB_-2f4)!%}}gs2?Y zj2Fj1+xVS;8#$J6#z9N_Qnz1%C*^~rFb;IvP~5i`XXhbwNGvihI=cVe75pBdL_Ova zKiYl}mD>8(1K7$R1-8m-w5}f?i0V>7yLxryD9E@lmO}G}-Ds z@%zxOyI_s6vv;UNQwkV2>oL@7azGi;6HY@?e#0$Fg77B*wfoic)5DQnBmshHxa^}B zg2k;^_=WRxo^Sc?DCs^t!|!a&KiVDJXrddJLR{Z~X!l9L$T75cLFl-*rJpn0;703> zxk6FWvrglH#?d1UuBtt(f@5cha~*@{VpbxxI6OCL%}~`*Hb&rhIzmo&zqD<-2dC z#n5!tIq6en4s+PqKOUoXf2~>X6(}U;pe@W@u~OwY?w7_i6t-dGc(psYDZ^zO6kP2k z_vY`6ZPlJ3R*6qEJufK`*yK-h(xzr*Udm5uC2J?H*W`c;;Wy8cK<#LXlWwT5=l&WS zqGGlt)mi~kBud_9`;*q*9UQ*?tu`g>9P~42^*fU^OuVX`BP(9S-41{FK}c-D1VO}h zGSK{+#N%I?TguVahRMA(R!pxr4_uFyz!zXYk%?1@T0eheDEkT|p9SqHRWj4BQ-dS2 zRtjuI#i<2Su@LgBX=#hpa1DO7#JN6ZS$!F4k~H=Nl_25+mX^^rN=*@qyo2?%==op8 zRCRBMFMwOFfzF%mLVEm4M72x~^7}2>jh^BjQXrwY6;Y-uYG5@{CnGNssr!Rxe(^i< zUK48)htAOk8R=!QQ4pE}4sQ=>#;vfNI9&K6`o<7GPofh$c6ZHS$BhPHBhUAe2bV$~ z`zu$OD5@Z3*2`fkVf#`rBg*fK+(-IPqEsxiZ-zk{S-Tj&@xj5Fpvs*H5nax(1heRG z3ntA^&|37BR>ge=%q_)|sQK1>iWJQdKoJZ0Fo{*CwimlNn=tQS000003qVapWSUuI z;>(s1pO_&RM;(iu*i!6JMif@nxhXth`O6AQxn5{hyz^Xfpk_h$vkq&~f#eDHVH{Y` zIHt_#6Nop|8J`zwZpJ0rL`*i02L_Qa#|?34{(jY#xm54CwK_3 z>7ll!cQY&IfvA&HT8^%()U!!`qQfROJi1=iAC%!dns^m@*Q~#Ou&c9!OFsYDkeyzH z0(J7Y`K<^}nF*(sFldMl2so2*WNpZ|VcCL9ec>)rW#8p`{8sN^Eoc(%H}VZD`h0%Z zGYHV3T<&juYI}#IyU^RB*$T0bgw18~L|Q&*JiT)0jyYwWdDyg7a%66IE!TSSV`E2Y zQ4?<|Ar*aXmc3Y7;KI0s%=eQe&~Px78;ZOu^g28f(F9Cswb8IW2FqL9pZIe{mMxl2 zX>vEI2_)EGKH|m~5OKB-89qFWD<%sFnL@cOO^bDZPBXvERlf0H-I$T#A~j^JC8YXF zK{f}{G|jiK3s`1M@xL<4l$dZnXG1Zm7t50w^#4}5>#`Fa60|&-eNhn|d=Bal3trA8 z82f&I32=Rd+Tyq8k>uMl*Pix#hAokgFOcN z>R6=aA`u@MS7qj|2y0lRyC$Lg3QmT~l(L!nhJnLF&BpM(VsHfB7nywyelV>pI%EmE z;5%>G$MXWnsMdfCK&+%$qm5QWN3dF3m@~#>Xr=!xnKYc_4lbIJ?y&2kEI` zO6$UE!t}+-!c^Edhex{nU|8t@anzFK2;;_m>!nezg6`9M167SNYT!gip2tBrS_}Hu za*Pw2i+~sQkmK?hemET1 z7w4dOMCd51urfjF{ktUqI43`Jt)#iPu8@(KL*9aK3Z0X{J!}xC5ev`ds%%P0Cf=h~ z5ZvfmzqfWeY_ww_1PI{yC?;*Y>{mR`l2jAy~`4|+UP|J3MbCHmC( zTk_gq%GE&h7Q{gnOxQx{fMA}O0001akKFG)D7}&=|C~anf2(O;D$a=8g8^4VrfJa{p@}NEe#p90Ea*f#H4%O2rZOA2%Ny)}Z_qZx|a%&KEZ`9jkx&!^7;yg1dH#_*p zcdrshND7se;+C>YcO%ncDbH6bWX#c*|M2-!wj+I|;Jg+g@49{L1vU|{9xK4kGs5oO zVKh8!5t;YL=!4-d6rIeI$70qWPy%hq5WjKd<)8vhPo_C5*L(VKzKjGRnm}$KdV~n| zoZhMYl=D@~#5pd6i1M>>l^#lG^h>kMJ@FToo!K#4ex%^(*+zYztl({RfDtGFAZ400 z)@UtDURzGYkl^G_s4I_6nkI|9mPI4bx?n0?i@rr^329t!G+b*mRFiuz>byB^^eebb zJ$rZO!)$ehi<{-?GQnFH%T&_=Q+b*;uu@zfx-9!~y66>GcrZQdK5I??YW=?4D0eVd z?_G17^i8_FtapD)U7F-#N&q*j@3*ymZvs;~*Hlp@)HVCMNG_2N2nuG1EmTpjYQcH( zZc8^0o=;0sqw|VySmo5nx1jBndIXT{24H7edk`c*^k;!gBR(N}P;YhbB-65J{UVeBWLZ8NDR%MI00-hbwriB@XN=w( zb_i*Db4GTAUjRePc!~L_1*3)C{XlR2Bl=iH2wq80Z0EAIP|Waj$zqc{8FLaa03(~2 zW7qLSs!I)iD6eJZ*M?gFM!ojRLbYnLtjUKrh$md+b8)ERbKC4Xctv-wh^Gs>l5!}v z1%dE0V&_gf`!ZiZ8TR zA`7_)Kk;PeWPdH=TM1uuZ5LiBUR{0qOzWHu3P~+bhx>sTfm(+Yw@TZaXM!G(Eom4( z0@LjgN@z{2tb-=gHh;xj8z|QN2otyv$opIg0<>Kn<70GU@Y@+f2iz=aTs5hd!lCy_ zV|I)#@O#y)Uz2MCjg-WEoj=j9|9Xp`ffkmy7bAit~K1FzVbq- za!v8KRZV!GnYNcG(*(5bj)`Dh&QCV^sF=St;cQ5@eoGvQbqsO}imX49KV>oR=S%BE zg@5nX7!4`!a7n30$ioZ`_juK^^X83a!^~G^b+H@$-Lu>(p^8K?fF6bF|MGlR(;g&g zsn2kRh!2(98%^2A1PC*lrL5098?>xr??{kJT6ur0Bu%wio=IDPG-|yq_MV9?>*2G= zVd#cI)&j)zKn|+x1qXJD=oyhJmdea3bc9B!1DZO>cafV|S+EDNcJY_)9us}Jt6Kw8Mrq1FRAfB4>3F0u@ruW`8GcpJi9MpHiao z?G|Ma^Upr;u8U4Siz|j{MqSx&s}@Hmu!q8{SNmbDA&)}5Wlnq0HzUOYZcYL_+sdE) zD`z6_4~ko;?L7~TQ^ZlSWM|#@lCm$+bP6s$Nblm!E5w+)(*3!O0H|fdUe-9_Y&aRD zHA^*gaJ)xFipe<)rz_0d7~13ieW07skg&Ni|*Kx;-H6P*2iF z&$ih?KibR9k}fY1{~XVSTXG4q_^>L`yW6Odhk!y&olS|k@kIt1Y46Bb7vSfJ_OhdJ zElrI3Y>h@{8tR_^BFY7l(anB#HA`gaDj37J<<$-cePyr-Lf8dN>Fb=;O?EW%7aUAq z3WC%mNn@CjUwJk7K816}I8lWSi-BO7-!Dq&PKGUNXY}kCebIQ1p|uzGK%7RF#|?bpez9%odP>JE1w9ePUS4xb}m)6ZYu)r|J6X{6+vz$CjW&wIEo z)+t#Z7jKhP&$m~GS~Bm|GY0P%Yv;Vxm@5%Y^TwLKt-al%l$c(VIniK~*o&G!>S>Cu zI|CIQPGkiAGoY8bZTtyFX*14f!_E~o!?&Go->)mu;hm8~07|{I2?pr-kZ*8Jz{gw^ zX7jHvp^2>myZ`_NsE5)cW;T(TZf)EP>FHO+V5u!3*w7{zp_n(RAtBCUPHTFB+-X>4 z8!kAgs#Gc{Ti06*zHnscaCZ$R>g@v^M&*UI3ebH!ki;=b{T)i){sp)6|{ia(K+0yLREve-^00TN@PAS57ieuW?uc8_CGeK3Rt$WWB# zp$6mq1#7xr`hYmG6y0LlxD&(y(^6;K?8sk_;i&G#_w~b zDS|A{Ia=c=KgI?8<;E-9Y!sXARF}Qu%8!;Y$1h87oH|K!aynM2TDG_#MrkhkPOApd z{W%e+ww;`wqx%iTO&rq7y`0@)qnU7;HQg*hD27WQ08`M3gkwY5vYza7`^Q#y7&Jk0 z;M$ivi#ja9>jmRAsIQlbYUnGdS*2S-<;NNQdDpI=dy~^=X43+qh@@HL7x_jM!qu(q z#)7v7z%q%7t`uymy)Zpym`uynjB~kgU}Xq^{uYgQ6xn1qPHG*^vAeta zS6WmrOiVK#bbh1eAhFx1ZKLtxrv%;j^8;M)=k|`qFCMF^gj$`%viGt9+~ITwHTnul zb%IWEJbS4O6`LV|RX{9VBBQWFeWih)Lb&pnDfTKS`sm_8sPp(q1o;}u=hdF#8VU>6 z8_>kJ`mceOb6}EyTM}uMYuX(Qqs0kL+WQS(UDC?5GLQpmOtshg&;S4pCYFaiZ+gBL zA9?_Z%DqCIhEF+*wje8g(SmSMnQG1tuVcL^hg5S3Up|t@`ZGA<3X0P8@aV!EppS-P z=ma#)s4MzrDOtRu16uI^A~jl1);Iy1qS4*%2Qt#yTw(-N;I4$_xeAdd!;Vw!rzAB# z?3MdT!)a^m#^X1QX@#OsdUjOD8Vw{-v7jX%Y`|?jR@?wKXo8QR@W^+Gu41Y~Q6N9b zVZ{J5p{3TTH=CM1;m4D;PC{TM&6f@5=1wsn;~2oM8sX#fWlEC>^(A%!A1a6Sx+oD9 zqvmCFAq8%(W$6))cOw`be+tr_#x3P8k=6OXmwBGv_V1glFFYvse7g-0d=lrNuuLbb zX_NyF0Fd1QUyufst>uU&c%SLXZ;F(xwB3Gu6!NatUVD6BcEA7^ZWKp}^defuCtaC_ zJOv!Dp&#i{ca9!To5+~M5f+KRaZ6uFtp9wa3YEvmSNe^J+i!(+fB_`4^As5RwbpzD z|LF&9Km=;-vyKwV3mJK`J}!AIhmvV!X5=8!oUUQ=w68|HU~N836Wc|J??iL58>l@x z0Cu|lMvA=3YqgYErAVbM05*P%RkLw6ojliM(W8ciAa?>THR;c=2)3R1#ue#w)^w>( zlRCqL@lF43XcOiJ90UJc!`COxdwn3O&bXtTJihHRsYr`QUZXi z24*ymn{fQfKVx(Nh@kNhak1);yOG&msVL$UfPm<^p-}x#pC~gS3f|t7M64Xou$Z-o z*h2&Q@NAsCCc%+!AAg4J-#(tXXhCun_Zr$QO6iS54|lh;FR@&6dS|R z>1Bt>I*)WMw3arI%ts;x3gf@5d)VGZv}bPGvPXhu3`lH{*OSp|Y6NgDCbQJVPWpUO zcoa+|f&WWfUx;5(zdGcmzMd%fC z&B=kOQPLdgJ#eU3_oYRKkF=G_Ieke z3f?K9>gkQ~ycOk>;PhSX z*?TohoylWXa$n(>?E2IRbX;ACq7-gmmF_TNdrR(hwZRl%6s5y;dW?8LlR}m;-<~*a z`u1{lV%B`8^7$|Bv2ZN(?h-R{JJqE}{39**)<18p(hU3L3|FYvs zOeh@T0DOeU(@iG{&K0Qp>%Y~kIM!>-gxSq8v;FANWUQf35JCbkTA%=F2qL!UTx|hD z^Lvc5pdRDTypl^HO@Fofqq501l{)6y?qXKbmtX=UWQsF?WY*>bL@n!VGCX$wp6wdS zT8Cx5%x17Hy&tJ{qRaeg=S9LOXR73%W4;5?ZVbzWnlLOK3&irOHm;yHLB=y+Ii`C* z?3MbG$tDlM0>NYuxS*8uH#0-xfd@)L&w2yq3tQ-5Ql`G`9T|x3)UskPc*ib6d9)F> zacQ?X(Mo7KjU>v#pLCrU5v|n7Z@FlXj7zKt@I?j5a(NFvt~(b-Ht5-+btFO7K|j5;>CfwfDG}BSA@;*NAnt(~a?T;C#9?GZd8`f{6vd z$~lh*Rx*<7v%jw}n1E=6iwVPol;W$Ox5{S83@tyOGTp=014RlF;ZNmFE>weU zU8LEFJ;6c}@hC0eF+vYmmxw%gr?!+@H@9IUBVVOgAZ+?!G|p}|SP9F!p!K&U_E6OA zT~n5d_#R|A1ckJTv9$We&Eiqg2we2aZSvBQ{rS@xf;{D(zfk-)0$i#zY@~(N{!-@yt{2F(f>RBx0L>uNAQPS@eyMe0 zbZhr;dlDts6@&?ewvGW_DzrrueHtBy8rAXbzMv=yX0j#^W@Z=LGzH7*HXzmtJvz06 zB<2l|579AMO~WVtbx+<>u5?LRDI-qgGyPIXT0`#HfLIwbBy6#d*v1T)zj6yT*Ys?; z(8H$;RvRu?h`IKK?gR9msYN_%z`h%B6uBu0;lGjvAORMmjDeAHBsoV&=-DL=LoI@l?o9C&!&^NJVlQH5a-G zi^jNGdENE(@6=tm(qFp#<1AuFzo+raHp%}SdqLC%GxCbm2tTN*4Xjh3n&{_#1UAnH zEP7yJ-%C*E%h5{^7cg!zrowo(_sYe^#>7&iolbPTGx#)Z;~WqA;B_s3@2BQ+;3tLf zasvj`#Cs9v16y0Nzx(`HGxu(8`M=Yzaq%@4nHfr3|3mbb-MoCcss~4ESFb0<$NldK zJM=s{t-bR!a3}m~6d=J@W{SHY)hUf}5&FuOMXv>HME9sGnyqzJ)-!Db#i~zBEe}Qk zwfF!400E!#(ld;lTjlpFIr!w|tf^Di;c8o(?D}RtB%rY-aVA(xwh%ugc4F;p9@?0fal&t&;ar}`+A*`+xdLZK=xEe~ah?}i;Sy{;jXa3p z?6RVhvy#I`AlY#15X-f}b4iK6^;1N>xnSBNL9xI+5=q{{L=$fngd0`c&9n`+sE&^# zbv_P}xb|I7)CzL%B4h5&2j^FAR65+!u{X9nQz1&dn>HDI1ceL%zDQieF!@q==FB{~ zyl8Vv7dS>P=Mj5NWlgFVJ(Ox~V#n)1esmT!u`|@mQ!+dSYM4gj#C`X#r=l zZh++jRCo@^GVNN~i0jz*z$IS-!kRtC1YHkwO=*>Sw&S>wros}>FZiuCqDr3tv=lk( z+82fc<%M!K26WWVl9TaZwsMw>Iw|2BKxSU`;_?8x3!9@$NY7Sp zrR>=bqxEUwhV=Q8dHjhe6ZJFN-1TUUCYcAZ<^6K^ zp6=`;DDr#;S4(92ZggH;8bCQs7F`d>mg^0~Hy=|+O+rt%2Dyg5SIo*|{w_;#qLIRs zWgrub)gE_p+1&WF*|#TG4rJgsx)>ck?RAHQ5ycxQvzo0st^d7&&-wEqz5E;5<5etS z%6mJ&sh(eh<+_)avQLF)+5mZpIed9?>ul?H&0SeDw*uYK2+xKrms;-WzI9_@ss%{9 z0ELpBU}N!r`h?e8>>w9qw=3jxCHe-e=tk=^WA9?Jae>MrJ?d3)-L-v@^DR@90_mms z)+il1j~w=rfzmmDx@pbInqq<_r=7S(p%d7MMyYF5l)cWS9uqPkZMdlxejV_3aP z>p#5C(I;l(HA#5ItIlh4;B{}y zNqBVWw+0;7|GWjxHfGQWmYH-n^PGZ@o)5oMj5vS*06*mI94BY!x2yHKD7>gPO=!^P z4PBn?Dp@6V)%dmdUj{umyhKAPs=duoP9BArJw7!v!4nHs3)~xw(TA|COl_R(eNKBl z>Ap_Jh#hhwP?c9;fl}0;$Md5mtX4OBT5N|5$)Nw-;KOoxFLOyrG*U3VSbcX}1uTtwGY%Gnf4wQklel+OJI z1eU__rt>))X+Ug6y%uygJ^Fjjyw25U4V53W5+%$r`ii(&u>OD?%QYWQ zScqYIk2LmU#7U;?Oq!{8{3u3sN8`p&Z+zCsta%crJ-6BeAf9^jz)&gZW;L^~XqaTF zdsjRYggLW67kyr%E8QE;$vsl2G!N>?33`cu>IJhkV$*JA-&|(X=5h{VVrW1!AeE$O zu&BtAH8Dh6#Z+0Mg|9*Kej&)``8gJ*b8DrUi~Ov2ykY3;?kiv=7$*1FVRA=Jj<>AFwL z4e)MBNi_FtBH7BGYncY#dp>xMZ;!D4WZMW#hKkw6JpX`IDS&n{y!&AqxeEtLO2)gAAeyJNa;Y6MO>Rp>sQ18|58fQlCI21@`G= zP`4qzwFQoz`21)`VPul$k$AWGm;t6pT#bL$`~hrATh5{LQ^Z}eewCU^BLpFRgqR7{ z?T*v@?)1LlBDJd0|7ZwInd9o580Hek3`=KL+3T1Hud5KB>j&oY&elZnHFe%w%h)kMO)God^AD_b2jR6r_18q`M&VyBAT=pw?iFz zZY6Em?(Fsj*{B{HdS^X9W^i{ra9ZR-aQ!WveXM9+FL8L!fhCo9~u4p#ekwsOvIZpmWiF~OlLS8v=u z#R7W>!DwKNCExZX?OU|8AYim{zx;G*a~})&R%om2r(W@rK(pZo^PB952%~blHb2Z& zIIck3n;TF^-ICsj=e*_31@p7{8-=`Pp#;}Q*bu=nJD$6;G>6j%%J!HC>acUO8%wqBiLkkgQ)p14x>dk}^$Bc^I zF&W)hleWJT3CPhnm~Ej6;5BjESDDYVbv~*6X(_(ICire7b${R|tW90@BFTIj z4LS)R$eST*Ft{-=KVk1;KuS7i^{)DS83WR`I^EeOG8idGUyptjf#!hENJ-lv{aH)l z_S|Zh;Lrj9h?a7I7l4!@NE0s%HbF6_p$t&qWBs*aPy&hJlDSnlO;%Ty0gtR(FvECr z8$*jXi_lvIc^iX-)&{ds?YUI`QxO2o(3)`%GRca#R|AZIy{AqVLW(2a1yG>~6Akbu z8=UgNxEPE>D|or8ge*aEoh{aE0c0P`n4z1up2H?ii=08k;S)Y=jlxTEs%bauWR6W~ zAwN8HyseE7TH{f6hH=`*%FRJU^J8+esb2Q}SA9z|r<-OQ(Y&apfW+9npZwNRbZn*9 zRRCGnpS0(w;(1vI+bf3S^6)qcEJ27&ZSLhOp~S{{G_$Ap)PN)Q}fw;GKL zo=<_la5SXJ1h@JFaC4f7Ezb+sp})d22@SlI`ALXE|I}G&9r%OhyEtZ*( z66y=08X$2g%hovIB!Hz}UH>*xQq*hNC|v&akVH>(S42g6n3sl!s+2cT-_TXp;4H^_WP=n4#`h zh(T}A>wGAJR6(j1&L)>(^OSFt5=sPD)R}Zb@rxknMYqWXT#=o;)EGS1fBYB#eV<0vCOXoO zbbTnWqrd*nMav&$a6d4L2BZtCyg>XY00N5M={bowGzxipycvxceWw{ z@+3Et`-0s|UIhu>NCojo#dMtfCarS>8)2%gy7*;)jMWr`oRGiLX=j8>wFa1{>t?2$k6lUoY0k~j>y=rxXO>+;s5p#qB-v=Du@)o4bd77 zToZl9eG5x*T=!j9vz_QvGxD72Ha|M?npakH&rP8?xLA=7t3tQS9$xBVs!ex6vf4f)vh}hdjx5$$$S)N7ZYIoAnal4b{ zn>vwC9%f(Sn!J@?JFFL*%xVslG+!I(k*W;N9tI_b@Xto|b9eQa%wNW5B4$PJSs)&% zDI^FZ4%IhOPzSHNMDZi+$thC7CeNB-SxcJiduc|~fGBza#U(Wm;|XBEKscRX0>L(a zng$K+8elh_)#;!g>$+akRvWJxH7aNk&=nto6uq<7Nl2s;{ zKPkiceSAr;nr;^zcsvm34GTxUo5TskyR4-+c4(@`cj$r0wpV&q1%!!#)YUry93>se zTiy$}uMXuUod0?4(CEC_^e!gWHO&0McSVVV!+@lck)DVzWnb5NKWQ?>HhM9JZd)Ob zapKRG(%_usNh#6}7#70NFBEE(P5p}DIHQrrfPeSNYP-xO#Mtf<2)R2kMyK3V=PM7- z%cNdI>ht#ftZxr~o-nI{acYY1+&C2;@ZZIP?tCv?VWR31TX?cjXUD)@SU7j@%xPuLWavm5niL5`wW$yI-|8Bf$F&%lsjab_MNVG z}I>1JV&&Qrx72BBpxr~w{W!c1{ry+keK2+W*9 zwJ2t1rH_8SriDQoAS09H`&HOjKC<3>72S2kigBLXFPgQ9Tf{jjO`unvJfIPji_N$c zW2Mn|eho)do^1am%133-qm0?WeAfy4V6qnrS(n?^z-6^Q{#jBTAK^IKn zsC&vV#?AXg5kh{XXc;KBR2vB%hea<>XZwa|1~`!cQA&yUbU;UK^xV8yKTLHBihc@N zq8+Z~J`}&!+1>PJ6zr{n{5B8ncHvy&a4RBy_Z=8FTWzD7Fo}G4>(-C)N|b~M8SLQ=z!imi%d|g zM(!l~4e8@JbzPR!Vp!k5UcY1DjiDstXyZShFv%g3(g9QYtwo6)RM}2aQP>(M^eJ8 zIO1i;_R4V;!eAz)qkBE9&Tul<@La8^bKT8l;$_ zK4|2cq{P**6UY$&U@(hUlER-YfPt$|bYc=uV+pyZ>qOSPW#Jyc`KRHJwi&FRZObrubLhY@_EcXO+5mFt zZeI4H06NDH^0nSmqhFZmUawdd76D)I=v~HL7kO0bq|p!{9!K}BW1zZtA+(wac`Y5q zL&mjcvY}O);(8K~PFfBsK_;3%;r^q}-t7mdV2g{3m%J(Us!-7)9%BQxSeTiSY>oXG zvE?U3l{F`wli34#rCCIJysHSh!EwIS&DmjZcS@tPki?y5L+QDNkRFma`>Do)&X~OS z{j=_y2ZH}wgB-~&^>W<(0<*oCxwBkDn}A|s8iSOw)gxuM>qquunOwEZkyVZOz^xVNvbD*hw{U!df33IFdUr>4SpcQH@%g$0mDmBi)e2n z@(0{$9FlgZFj7d(zQaYzYL}U{7I#NuZcIqo)7+6T(95>Nft#us`3}TN-@4ZnBUY;* zj|7)$>P(j!%f0J3=coCTBn>5*%Ox{?o2!GFj9Jj*Z<2kEagMC@{Npm~Ki1G0T6w~SME<32t#mgA0G?t(H(uVxiLF~6 zpVvV5?~oifqFqt%4}f5sN5`~_HJbcqW)J`jy3Du^hHe`yVno$GgKX&JOfDo!m0>Ld zg}G@e2PtE>pa%Js0CT%{m&*4sba9uPQOG;HLv8P%5LT;^>~~7;ab7q%A6<#y3}W|$ zfY9Ll_&|T*CnMd|s&(9D5Ug?Q8#?{wH35+^tgy5%S@73X*QLE5A~&3Kdql{wdBGYP zrh5r8*V5VTBF6gNzXo|j^6^xY-w2uduA@B|6uzWU<$+T(uk>)}cz^n+B@6&@fKz9r zkyQ03p`|q8Mw0kmtoq%kopRrI=IOhL)^pI9-vQ{^(g-~m?8B&>QDz1wQIb0wxAl)% zc<9$0DURYe^zMpo1YI3e%7vF6DSn8)F0X94^(Ft85F$>N*vQ=H-4 zKc}&z@cF-SU*SFWf-7RYDWSXLe#*6~B?~xAIdN!n9}-B3wce(bDZxXzK8@e?-hc3; z8WZVJxQ~KwEJDAWbg*3fF?(w?aR|k)3JnT2ax7$o4^ji>*H)FgM zbwQfmRGSHuZTX&fJ5!njZQ{Y6M}F#lEgj+Zk7XQSY0}`lyT*QZ;|WECdf{r|!5;F? zIj%13BgCIG>wvw{n2|BdmJb)&$hYhPHyWE;xG%ga%ZZKNO=xso0%cRC9jtYa8>j1n z`wguf_kN;y+}dDVZ*0r#7>wnUWl_|j!6-R`n;k>`05V`io_QMD>T){wa-P!8&y(R% zL^|_q6ENUICy$9xvPuAD(*l7z_l!zUlMRbI1PJFTjCf~k#B60typic{{AD^=)+{D5 zddm5Syh3f*YB*#e`ARsUk~bluF5O&B8QyEZg?vk!8N07JU5bjW{6}2tVf)zFkTZwX zlyJREsfo>UL0uRReti*~qf7Vm14waJ8`?vCV-Svwe>oJ3y8 z@HKt=pD`?y?Ghy9U1W^Ia6iT|!tYPNQ^*2?G1yb1vRpSX+oA`@_

    2vg{!{m74hX^UAfQh<^d?1Szag^{J%Gb*f(NP7zCx;Au|N52(*DrW z;@i;CHom}w;wR0LmA?KM?#n$7E|m`K`C?Qq>sEAy3Vc-Wi=v;fArCzd@^kStiOIgSk@cX=q!EJ1E(kubXC>zcxZpL#h1N=DHxWRSzpGXj*!KrcMRn&KG%Hs+X+$r z1G6B>fhkg|!g{L00KPc%>NNAB0APpxNr*bn64D~w9S{eZ+(ByaWlq=Xt8GGUC-KYTkOlO^4-tfebY+=edBTJKCx{RUj@39=4Fzs$lqY47 z8nw~sdMq^w1=*a=TjaNRP8M_Iy{h74ocmcoJe>B!Ef_=&tj^iW__q>Ku`gjg>X~v) zsWm6L7AkDYQ-S$a(*b7=Q@}!I(S+sWKx2MEZJm>M0b_%omcbY)a(onYl4DU~Jvhi* z1Z7%BdYd{lSqCt@z`f_|+?KZ5!YM1Bbsic?*Y z47QzL(`FHiEu3O?xTiFMjZjxhV1#{_UeRMCK|i|va9wsDtV#BjKpF>YPCWTEKE&12 zt(R_tXOXkC8A?;JM4cszduDwuD`@Y)k&`#|At%4#MKm*q%fI5V@*h()Kj0$0v^iZm zGIKvqNdRr|pRYKG_Z_nBCkEWuB4*KF08}xQMkv>jbIziSMMFB@;SK}H^8t%v9t%RjU?i0!o{e1`2QbQVf`(2B$938ozWomWrSu&;u? zWW=WKN{#6}4@z6152fa1zTqxkBxt&$rZ+@fd@440rBhl~NwYsc+6^XO%>S&Imhmak zlJ6k2>ToK?qhhu_Ln}qHE(104B!@%Mn*(clA*%)oq05GPxT_Xl_`yfKbgN%m4%QLZ zQ?|_CvESMr)4KPXHI&v-tFt{uUX0^D1>zh?NhO#m+<0MuTR%?P!Y52&u%9VOMaI8 z^wZf|0Dm9ommu$br%8kJTiGcw2KM(mcOv|Fw%dUT)8>yJ4SHVXobV&R9y(lN^rFAt zT>`i^z6<2G4}MPH{{%E)R58$Wf|B~s*B~qyne)S`rn?Xz)SUG6*HhZVnUk&jA)VpJX0~0Z zc>mJ&AysY4QIaI9{AX&y@j)uGq`KUmQLaV?>Vs*?&&oZxrkThC5m~W2l zdj7@QPF(C=kO^DH01d}u-O>z(&5X~KEn=qa{2X)SqOUf&$^Z5&*;9s)b ziNljH2S_A6wLqP5hUL>sl)Cc3Y=%G|+Upk$N_Kf%%~Bn%%8~Y{65m{`0fXx=zzyuU z_vMQGO@7og2Rb;ah9AB+ax*XF;O`1Rb+rMK1r+-vbSjX6U2zzGM9M9fi4_Fcz zitJd=HhZap+ei7D7wTd9af5PP=oPZmw}`!;JujB2!mR(9CR1kJx_Zjvrm@GzgiyZ@g z`A}9NewO4+W=5> zqOBH~U2e~cmi#83yDn1Vyt=H9ZtV|ogk&?j+GDt8sccvQG4@-Ez+BnAYvz7Y^S3*wTTa^U6wkSI0%`ZB|)!`Fxz#?nz*bd zrI!VNzRhhvHArl9YV)?Er=ta>Kq!poRk<~>_;c`WXXpf6!{Nejl})PX)jn)LY1tF5 za%eq`U-O1WO*t+vL26>!87>JWGw4HTc5h)NT+(!#{s?)$jKR2A}_f$a9 zC#&scGbPkAKbIaty`T|DF2`roV1YQWNXLE>FlZ?0NDhe+P&J+f`_pE0)zwM{csp3I zV_AeB%o(&l!8=3S&Hey;2e2ajT;73PcCCTqD@G4PemUQ-?=zEcE^zDMJTHIC+23vL z{d_wH<4Df(8oi@KSb_|6oRC9tVuq$>gX{^8mRxdjg@ztcjD>wWLi~dJpm4;evy@;Q z+ykS1Yd3*Hc~q#*3+3PPzr|JPqK)F+(hdJQNXkH~M^V2}*5qAtZ+%LxI5XwX5wLiF zLRNYaUSM)Op=OTvlw>6{KQ=r&>PF3UC_pr`|1zy48u+n~;tk#KHSR81?eYEFmQ|wp zfzU2Mx$)OZ1qUq(N3hqEqdbpRWe1y7`fwaFNZHU=5g{c$tC7bWThv}PAa-1zPG0)y z>1#*&SOP(+_HK2Hx`%cVV|ajmjaE3>ydz|m*8GO_*3i0kM@FEn5#Nt7D$)?3`Hn81I^8sFZ>-5Eta0nO z1-aym+o-cW@EG{gcOecY5`lQQb>MZ8Xtp@&8-6(^te}(m4`GGp37NBgwr_hlRt<&p zD~oxxX7>|v8qZt~y>jD{=&V|IdY=0f?jL3>p=bbr&q1f~#Q>(>lqOm56z$&mKJpe&goNk8JSsZXL;Y&i{0 z)mFvUeSi~uH;9PM3^!djpz5Gf)ppw6k(%H7F8)f@w!+HrC~0coP`m~=C#GJm{&@^i zJpgJMgL~>h8Vjyct-9TdBx@r#S5wP|qM)2Q*CewqNxcOQ6h~Q^_W)Gnmb_vY(b;v> zQI6(5mo0dC1Nc5ge|8Txw2T;7KPF9|mEb}!>Vx0%MR%f$K zAOfZ)1)t*uzmzhLChC>LNariCw6BBvl++U{Jb(*sTxt^DuIa%3aQ+emXjTuCL=WCS zDi+Z*e?C6GFTnj_5fR>bIStMr-&Y z-j>tny(L{85sBeG$(hQ2msWXMAi0Idr&)$J$Xh9#2$)LpsYIPe5AGtmJV4tsW@fO4 zl!@r5g@Ib}PzAeTbIo-b`D1F*5Tg&d(h6)oCD3EW;eskfc7xc^COUL#G-O3sT9a`& zPwLU6;wvD=Z@EBT31Iyc`oU$Z6-6JF?)V_ilN-x5~? zL(E%iBKwZR^a|79$-$9HG&*M$=sNnFUYk0|uEMJV%o@Q9-i+9xlX5aRa3T@oRr4!f z=B4c!>>->Tyr&Uz!a{=qppD_C7NHT_oaCU+Zga{?J69?gBD>N}l#+Z5#nRQOUM(fe z-OAt1b_jYdRp=1{4JJiBzmavEN(#7e3%T#>eR_vQ{wOy00$<68rDK(ti$lDB2tlB3 zYqLV;q-q^*uwAnxp$-{ug2x4;MdXczt1qH=@b}0eMa?`?5F-{RCYwcS7*(W*Q2@fh zFBt3mysj8$6y|_VPP=_ZIIjahv=iTFV?S>6s6ez-o$K^Qbt_{DnWkPo#wNm`qkg}Z z>9UUT2NJbMb5=Y9Ml`L&4j)h(uErdc{pk?h*!ua@y`JE=MADDhHjJN#0~Z}hkx+a5 zx+9XlAMUaQD*NFyw}syie2AwHj5|Xm!4A(67-1 zdx^;`RuqMD$8|!3VEqHgbL7HSBfUFUZpkouPmqZEiCs}M>s+Vj!S=Ei0{LC2vefgY zp(iXvD`j;b1zucEf#NGP=E&7!bML%bHy_j zc&DRA-%zng$njHUY4ORx4gpL+U*v_w4q>iD=>$7vpB{=L6{^J?ug$K-6wz{+62m0| zo%S6Hhoy?%wQ2krR)rVeocXL}7hpXt-?cGb5fI zNsnzKRxd+iE!%Ek4C&;L^h@*t;CwfHq9e`99wuqLbWw$xG0brte09ucf`md$Jm*#dI#NTEHhD5XD+~0?Kz{VQ$ z*JDj|;)sy&O?qa1J<60e0J-O%;s5|p+@h7qobJC)lfj>HK||OjQhJ-^pG$Ov z*waB!YHCQi175=I$J7LPa8YP1bWA)M*o-Vz2M`jX+Is=KK-`8~lw8EMUv(Jg3gq7M zoN+IvZBnO0V2k}TOaP!TLte_aVTrTNX^#vyA%iNF=acDaQ5wO=wLH&C4Hu=q344}9a=(ms=OwfYMp?&rS;=kI z*#4eISRHx2&y3Ys^-Mp4by4j1la-r1EN7ckPi$<({{a;h}(7Q;OewJl~x7ko~sX9g{K$~cnyu!m#d_)_Z!!0-1?YRk0FA}JC)=_L`>v*yN zD+k!B7cZ_m%C}WsYb!*`Lp-+C2Xa?re=c%IsvDECG_-(oY{a&zll)%POJuHks8*t4 zczQbxIhX(H7+Fs8%2|rLHfO9M_W-MCb0(eyqi383ABL4Eo)5YDK;~75RIzoBR__fV zxPw8=gZ?{0G@NI+O8WCe&G*2+U(AJjO+4f{cK5mNjw=t|$@``T>~nMzd0At0pnd&w z_!3cw_vPn+Y7I@I#7}aTQCmlD%*(g2^~q_%+9&*8XuqD>8qvoVooJk2>kLgHewEn6 zbWvBMcMrjMq*&oV6Jo)qLNAfT3@X=|5n2z1-+Sf6Z=tT->3|4Cvv)`U|Ag z=XCNa(u~XEyi55os@QGZ3RUai92<*2Shi>h;UZr9KkowL`pQm2)&_&jsdUS8j+DWz z;tqkBuC)zptO5SEaAyMUmaR>(Z%2p7r6XhZ@eAB-E(qlbh5qhSi0H@WZ$Wo8oLT=| z5I@%`vkE)8WMy9YwB43v^A?HY`c45?aL%qRObqp^(Utz)zm{r%EB_Vb#@;mhX1`(lIG>EV4iJ_# zYJf(_TM`e35YnKf-MUD6tTFN3Zm%jEv@DFLXZJ$Ja;FQR+?pPe5lM~~7CiTf&04t? zyyTvGNGb*uEuIS;=PCjnCQVlR(zbels93R7&Z-d4 z+b;)!c%FSX2$Tk8h+UuJ5*hk&-=EBTZ<*`MwCu-%cRBN74z$cfOey&uhQkRuftO+N zGy4TS;qcQESdeKLDE9|UffcTa>i>xYs%e`w4QzO%1B{?x3zG3+$7a5) zCHvpgC>*MFSM}PLdD2QsUA{L63+lCY7?gGi4~aJ;{m6FKlN*@)3EOyc^}EQmL;*g~ z&7$Mx+Gsd$!232SvG%^Q<^8@=Q>Muev`p%}K-0&jY^VhTPKiWr5Uqf6Ys&jZ-9&ut z#zy+qSrIV|<90M;xWc1XMXz?lpzIRUq5uW1G+~>@?8x&hYq9&Gd4h!)4`HKx@kHar zw*UeJKo75D>dh@Axo8%w%Ad=n&ccIyY)IvHR0*tx{k<|fwbNGHP4iPD-okI-*x~|m zLGnsBVwbaOJL$WZ+{Rx;U6_QWOnaLH74IRZ6dzE=)+q=Mq29bc! zKm6=ErOcHKnZcbjhGdxJ*5WSBXvY5@KPFLFIwD75zYp#~9(nKJM^E3Z-aAbBR{Ja|_a2(u%U`7_VuWh@PL^PbQes#q^0dMLJW zGq3$ZG9vQ@*O|1_TYS=Ru#zVH^rwLIK?*?<2HAI~w1xlJK-6@z)CItk0H{B59Ss{P z7IJTs7F<;DxS|L~;4(J$64SmfpiwadQf{JVA5Wf$_IXSo4lty zuLwELna>O~Tkr8d64+Udn$*D?sMO*ol62eSU%y@e89sv^u&?6Yn#NBwpmbb{?I3^! zJx7)gju1I;%A2548nw_KVd1>R(W;}iq-ota3MU?;kyfE)zSA5NUzOYokY$(7j&-Sa zD1IMN{bW|9CgT+|{4|6`+fJGXN`T**m@Bu_DF4B$?LX%d-EF_k-O%o0^}NTYP6iJsZqf3M|)WK?5-wmu3MPlZy_=G{bkG0^keFX|oDbq)Ytl zURLo(z&9WwINs9T|0XGx3Gn-X4FTX?aOfxHXD8s@E`rEp*X^Ad(()@|BC-n>R&*D^ zOYyMuUe@vC#1r6!bj^eQP#lx_=^Tv+nVEtK$Rk5p=&$Q-uk>abqpf_&mh($ literal 0 HcmV?d00001 diff --git a/translated_images/km/activation-func.b4924007c7ce7764.webp b/translated_images/km/activation-func.b4924007c7ce7764.webp new file mode 100644 index 0000000000000000000000000000000000000000..66534366bb880c87ba0248fdee9a21e3d8e6a478 GIT binary patch literal 1156 zcmV-~1bh2ZNk&F|1ONb6MM6+kP&goP1ONc=9RQsHDw+T?06sAmibJ9yArfg_h#&(5 zw15j}c3l0t@tdx5zP`6-75dTjugE{iO++8y_r~WH2y8?TqN$M?u5G13V0LlXQS@M;tAbbCO|H@b+7Zd>e45C z2vxd-yhE?!(&*x@3O;^DzZS^u#9PhvRkZ+!0waRg}WYONXK$}iQV4wUc z4>h2%_^@omEWn7|M6hSD8;=q8AV0 zy!)-pX`n40z_Iv6t-;Kkwf;43FZC48H;0ZenN?LNb6phrYM<~iHv@I~gF6UX{-Ae1 z|Kjl`sQ&q_SKjuXyW7Hj13$z_&_d_-*ZV2~HLbM$h;i}2JSZJLGQ`8& W{9N^Z)gU#()z5tf27Szo0000xFIjc~ literal 0 HcmV?d00001 diff --git a/translated_images/km/adversarial-dog.d9fc7773b0142b89.webp b/translated_images/km/adversarial-dog.d9fc7773b0142b89.webp new file mode 100644 index 0000000000000000000000000000000000000000..8816fc847dc72130c32b12efbf1b57436dff5bf1 GIT binary patch literal 8126 zcmV;vA3@+!Nk&Gt9{>PXMM6+kP&go}9{>O_g8-cYD%Swk06sAmh(jVFAr?x_SRexg zvbAFv9l+p9#M8fMef39AEck!{?tAG^JRY5P_<5uANc6|%tNsJ7%h5BYe;Vg;d0_cg zhxuRZS5beMeoy{~o?Z|9(9~1f`{;ZJn5C^c*2=-259579JZW_EsF9dLsB$~~#5*O# zRghtde!NVyWp63C%QbdH9Q5O~9ls~HCJzI$)f-)N)cbuss6PGXS=L*p^bsPSrv9sX`(-%klwbO9kMJ(R7M%zV+VU@Y6IHv zRr>QF;_IH!LEOvw4A(RtLAj>ktP9s5)lwb_^Ac=RXn|q7xQ9VVAhbAotq(Cm0}oLj zSJ$ch45w$AaV;`KAl3ah;V~kossbR`e4h8n?A*HE#k^oz6PvE?a5JE(JUWU#+UjV) z9B1l+ZzBYfrNdtc1?;6~ni{BMi%l5$jY`4t%S(gY>T zX0h+M#;WDm185F$_`UXQc6UhI9PK#v0M0|Fe~8WrOFue(dZ(fVgKaIvYp3J+mUOny zPD==ai|zYP2xQLz-#TC)|A4?%_IT0Vxme?Y5aLw_L38+*9leCRJpR90&c~0B-cgCG zh>!H2p5UOnj&^e6*@p*+&%-(dIDR+E@Xkb@kceMG%K!Um3X+R%(iIGH9xEWTX(CNO zE-DxFg^ZrM;nJ>34|+uas!U1#xoB&ylX6H~p)`a~o_z zI{dN@k&i%59!Sduw!l_96pR2%qc4lPFwj@l06o$#nskUnu)PQy)oA-i`nTm5z^9%7 zHd*l_pzs%CjR<=#n{U^glt)dR&|$KG-K)lQuY;vL(Y3T-!6ZP|V7h{fZ~*@QXk)g5 zU;F#)*hiF|<^rHBEBE+pWBxv!f8zW%T*dXGlAxOs`Xnh_c+*G{wsh2xa$D^lVT$4k ziVb#0_%m_GYag`@WA|_aFb60ri+xRxw0(fQRUQ^TP`DgO2Lz^(x~jIZje4`W$3&xG z&cB?kCtAQ245wh`&uI&FV_!7c%l z)`scrzo-@fy9}p_oMi8>+J!RL1TGWR%5`MUnvEUi$xaIS({;0|>j_>vzgt{dR<3is zmD%FKTv}n_UKovllcFX!*Q&@1K~^19lA2G}@O~irAKfMJ#HBhAcW7AL?}IqJF59a-vp)%;wZ?)j7-+sU$mlCPN+1h@}jIlcA-}$M}dQ8h=r}* zGGhidef*VyTT936IgY&B4od7+=hztY=L6Euq<3}23M(unfrW2eGt*t7PMK z9ie|2g)Xx!4L59RVJ;Vg1&SJt*6w@~20I4TL|>wz)9$bDw@4|dauD1U{ zkeJg27m?LHgbKkN_GU{`oxRYrg-I^owHxjDpg~)eVDOuw@hD$Cj67@hN?{@R4Ft-!RXaI2J#;(EyU+ja3K~DeKe6EOr(Mw?) zLD@PMXzAQBW>CC374A~xg2YYFGC!^r&#=zh>d7Z;UXaR$W-x#`VskQH`$jd)JSMa3 zgzJH{Z8w32=g%>fX>Ycj)th3FGD(glp1=G>#H+VH+zWA$34W2GA-_NCNygb)Z94sMCeXl91;7TRO(U6!;rZzk5 z(mWVO&AGZ+b}?AP4{7ffc?8#Im22&X!3rr7!j_%iG<2UXL29_1b_Xcpq3F!px}aSl z#rd&6N88GedJLz$^@xN-YWpUwzASr@hT18BtN8;f4^s%H(2=n~bownLQvb?sHICvau?C&ve1*xt%=Yf1&A8d((z`|#_ z?sh9ip{4YB-Y-_>z<``;OrQ<{=+xblNGfNx{kmnDvrI?+DUX-<>TYK0n6aB&4;t9{ zL+mrLd%8_Yabl9UiG$O^rNYMO-GUA)OBh94zBAY0^@cll%>^6+f8W!-uk6`Vuj{3M z%W(?TBiycNXzn?9-e6C3NgS3&8yrx%s|4Y7Xe9AgKWaSUrI7zSAiKZ<{G|C#5pFW& zefdJjuZI1rk6ex7d5pG+rB6Mfwf-TMQ_b72L25bug=CQ!sJLZRK#Ll&ugcf%hHeL& z@mq~{NhW#+ik#zoEwa|e4c)a9WZgk?luJVwh8+{OSMe-$atZcIjGr0$pq!klN@YLl zEy53dIP=p!UpCd|7(+&@Y#H{IZn=PZ@BKyDbQ%K^e0&%hIR*fKL5mIsf?x2fF}q@HgQsJma}$S50F;eN4?3Jr+`=5D{Z7YJA;Yd zY&u9Ma0Dc_EpW0_w*6}p^D)d*{ za+xyBO{V!onVa@4wyx%^==GlGGubF!13L%CVO(y&(9ZCD;;|h=?*=?~DDzTshy8xP zoE&I4*56&ph`;?wx^|Dlw5+xaBsj4u{J}4v%OSkhvK8s?W7!p{P27x+33}Jpu|_km zCa1;5LptqC@ntBy)+NP-i*(596Ma#DfHfmX*-+2vU6)g%)-2Vb|v!>C6o z`iy+^m(cY>UxBI$JGY{PM|ffXZzuDOXOA8=%hwGf8!5l2$2x|-R4X*K zP_f^R(D)(Ys|HqOQ8$sr~2rl{=+<0YJfVxb*Is|BKSwf(I3qJZ*iGx-H9Z%aD`Qvig!Lr?)G9V-2ofSZrA^nz;AHazB?@PG~wma8<5 zs#1%h3)TVMgGAh;q9*;qCDxzJH0a}k6JYxp8;)2CFWJlzK=x(R=l%LHfx0qv%z0xb zd&5$aAw_=}^Jj1iR4E9s;rCn9iz0h|dKveEx$~4@(lW^=)P(*ZarsA2#a#{T(R=kj z_ilds-krGkqB%aN4X&64sS*CF6A33%)ySS?J~h;|=WDwo@@_lnBtmpqon7xa8JN{DP#* z@OA`9>LhQbW%ImV+gY||K(!l@6MPnS9WpL#M53zyKg>%qoN@`GIO~~wR>8s5>zuv& zDmPP5Iz6DcGw%cKRIX^#H+dwn!DuZ!$a*Y2AZXEWkFAg9z9ast(!eEFZw-)ryI0(( zux)$5(LiRiCv;;OBM;AdtXz{N?AQUB+&Q>S7;gx-)5|7pk$MiZTjmB$WX->ae86;h zL1a7lA_GJCFV4lX4)~)rh&tILpPeK^KF z%3bCbK$Cg$-}&sX}i3&Pb6nBAQo-Y)=0@sH0TbzH8v2v ziP?&Erx{Aph9+xSMN%E!oF);5uj>fB=2{?UTD;?_ptqX;!bjS+44EdV{$QaIPvLOe zk?5SYnD!6ydRsv8-(2aYlG#Fg3eIzTDCDUo(1|bp6oTT&xR!SJ&q)gksMPpt4|m1c zXc~tzF@6RiyNyp{ID99?t~%{QnhCtB%cT8)=Wc&IJzxSWy<6sUk@}mC{eA*qx%wlt zEdkfx;>%xbR?xJq9mq6j$(Veay~Sobe0)gR0mEBRU|^P}?YDByi)TKa0ov*PZ$#u7J_=qYPM zADEN^g_Mx9YF}YkZ2_j_l-z@wh8+LUJ*{Y{n*elLv{~I;8;P?L7Jd=CqS#+fabE}9 zsA-kwyHKnUX`ap>ZbKQlE+ZEtagc@`Zizn(f`!Pv(tHD2&_ed;janqNL01gdH3dy@qM$&JLE+_*XXZl3MNx|km7^XfYt zPcEC~rS29Sk-)~>AD(EK1&9{4n>dt&aihXX@2y#Od)Yee$PKf0B-qiCs@a;3nxf-Q z^AWmN&315>)9|;CwU_@gjhy&>O;n+lbbBt_-5Y@glsVGBHvsp~nR$CDjAp}GCVKOv zMUI5{Z>dSql!SUgDY77vBBF}BGM?6&1U79yItn687Qf#Tx-XVy}F7`SJe+7bEYH3RD1|j zQr-A!1jUn^E4B?=gE`8{#KV0Ll?R|jw%)XFz%vb=lw3x?Ls~^Z%U)!&lgYu86Ev457`9S?Y%!?LdGL0NzH z-@{*`i>XnC9pAfrT%Hl|7aBqbR7cbk6w~q6-aQ(?>3Lpzho2qLd_JqT1hNT@lcSxCjGVsDnA$9xh6F^ z=5;6Y(5|$Xvsf%TP5Hp;oD{|*uZ}SK?#8j;OLUF?^ZJ4;XwBo?{;nP^a z6H0-)y>x0t=*5L`jc~t8Dfj~zmPt#bkT4~K0&`i}owIL!>J02x>VOS#;HdVg86!`c)1F@VicI8)EQ1&;!)R3gys ziYJMQ%>m37#@B}EY*Khr6h2+O5{MW~P2+-~?L^yTIvhy*e!LTIkmqBK&`=PNs?FJ4 zGZo>sYBPl262M*|v8x7i7tIV*jF-p-WHr2`_|=>j5K@y79t@plh0tU2QW6ad?(?rC z%HjFBi)sxd%~-4lPO<;_AnJA4L8&}$K12@LvLzt!Mt#Z>(|b2nC-)nYPAcN3PQ+(L zI?!e;K2}Sf>RNpQ)Pk!tY=fiS!F;5^Yjs8Lbg43gJ^;1kKv0j6fMfy3l@()pfMbQs z?8YFO<0-7F^HwiQSJ|%`B5MGh)IRbV8RO2$EJAxyC&BWm8ItR(ZFJ)Tpeb5BD6xj> z{OfH}J@E6V+!&?lWqSvm6)A>ELTiAU&MZ4XK^40t9vZ>p`t4N52$%qg zmB$Bv={Xz?-4$xo5G=d_Ql2Zs@G;&3IeL~o(pUK7<)xJ;PE0IxpQi_!W$j3I)pOag zM@Ja}Pdtrcg(Nxv)HK3)B(I&XBg}4Y_4yBq(LvZQ`8=7`+tW-$=|X6;a?~b$?ad<`;0H&;L(Bzy+315KbF1ez%|wO*Go_X7@t3yG^An1&cY#~hJTC%&#-*lV zar<gnaYwxS^JWqFp_eh7D8t;7CGeS-{9~35% z;RrU68(v>?5ezr5d%*&^KfU63^grN*y-?$Ora=*YI}JL$(oZB6TOKSjsu+wFzpj#1 zoYr|Rqwxj3ay)DM(jiZA5XUh&zv&rCBA=UD|0ay#uj=pNXzoAECUaaPiJC_XxMFLh zYg&@Y>4hY45C2`7v3^4t7Vq6Z1-*dS7l)o!Mm_$T5M|HA?m(?Q^ zD=Jj0=X0Q)`O1?xQO25WKo8j}lH4Z41;(habeK(Du{NmC5{|VjIrYVMx&A+kNHT8y z9MQOB?sN${r`B^8-KYeWS*64YhZ=F4|?%_y39N+QE*pTMuA@2L=>X#c%>JINV% z8(?YC%@38ZA@h#$Rzp2=m}C((D>_uM(l8bhIlI)cCpB8S=U z#~^r%oKBGaXC7wWxc)-5D=>P|_W9>3lHm1{ef%0fJTJQ65nLJXl*-;MPPrO|_x8K@ ztzI$gl*VlksF?MiA(^uedss5)L8!nh{(-I+l0L1P4hiaFnr%5^JIvH6fw%DFF$qX5 zT8C4NvEDk^qZ{@=d=Lyv&+E^bCpNnz@>V)46i>pQx7zwZ zA_oDy{P(Kk_cvsY#xIgbumWn1=)EoR75QixXWjNJ{7>RQ2Sh>Mn+v^8$#JhI)#QR2 zRY6Ip;2H8450sbU$#mZjd+G9TVHkwL7XhC;W&qM4M!Xc${2X=?Bh1c-TDPz$%i7hJ zE9#9O#C1mQJ&MMg9!6fe*oIB9_$Zp@?HxHid!HBy{43dYTCd@R6*Q9OgJI6=Ody7Dbzkfj! z8j$ek+C6K~*?LncI4#LMaJ z>YxV9sJb)^dEZ-g?h{982wlh$tUpl%{NJY}HC6PfV0IEXy(6j-B7{ty)ywNNCXD-K zb2N&~0w!iSw7@{R*s{2iI37C>R3H*F%ln;2=RsMJmZ=m};{=3gH57myhc370u7Upij4-jm=b_<F3rPRJ3=R z9ifT{CNJPvkD)WCe~B^U6dbL>^!iW}vnqI$SL0it!8=BidI_*2=>9AS!;y$ZOFX^m zBGBg90}HBKd=m%0W!Lr-m>mUne~9M>odwc!pRZV>VJtEL-!xoFKaGpZ^|S~YQ9P1kS2p0 zwT?nt>AFia%%Z#KzMo(BAkp`Q$K`Kyzi!RG+5SBFUL?Oo%c-Enz$rKXncQwq)Nbp2 zTLpM!_n`^f-}U<4iAJXD+bi?-@?3W6Th(+%11{F!q?zL3Uc(kAvwecwST73+tA!Db zOQk;_mn()jqzah@rtCqM`~}BgA$ti8G?O@g^W$BbFEN3?R|#$R-=*K;J%V%P}x;JP|EeVi;uM}CNj%4<(kpP_~a-p-nPMt6K02KBmtHL+#4Nv_|e)b z?yln>s1DFzEAFH7BpW;hS#mb8u(X)}l70Duu8>M&=eu&oSU;RajPNk6FLgZ(Y*NVu zJKS*G=H4s2uxv-(w9aSaxYR5=*;6Cnp0UyT%2SN8cgGhh@!e87YXM3_sKl;OmNy7_&FE>W}I-*Jkne; za@OImLNM^=b}uc5fVP#yCu_RitwwoeU}uUTGobI5VxPC>4I0$!RRJ1a7Gww6Ttg)~ zR_1^@!xJm|kQy~f;ZoC9tEfuQ%#)xvG(ZRfS%1n>$70^Pnr10CPYfhZ51H~P<@ z+4ms}j|;$Tpu#W)yArn(7aI?PW1u3?-3<-!0;KS~u~C&KxF$FU z*aQiKAVHwl&T54tz;@?3C>LZ40__BVs#=Sl8J{~rpj96@fCfk#RP~nqasdM2>%W1v zK>eVL+o`vRHxNkwKKmR1^u+*u1<`;4UN@dEfPgCjf5E30a}XHl;28Yae!FuO&;W`6 z;lK5~47^;Z2vz|sfG0qiSBd+HXT5eH&CSFDs0Hu?1pihB?0g}vBOU~lgJfP}k3{DH zb)X1f)m!o_;Ii{saMPFa)%?_aRj?8C1H}I}0CImpX$DLJia~_Hk++yf!Kdsy-@ezK zN6;;37c>FtcwgO-x28qL?d+lVCs~2;feJ4nz>T|XBVtY9#VhE!^Iq_{6A0M4-C6Ej zeSa-pU?))jqUsG$9i#or6G;40^my?=ya8|lx(JxR=|3slZkz%706>uE9qh6G7GU~) zYXm`zuY#cW>E#Fx3Fd;rfoDLKw}*#pQ0D^x9ApfFdu zT12^KJO&&K{sN_dI)JS2`wQqN-UDsFznKCk`SkztK$(%kArzkkM3g`w#vEjvQ5-?O;1$ z4W1qE!{o}wF2K09{|o|jE1q6X^Z#db^7l251<~@ZYGnS?spCwRK~b<#zsCU?Pb+O7 ze{=o+zt8_Osm_OqJe((O+z#Bc*uva%@>PWy#oT3r90{nVgsG5@^;>x9lVlZC2-jRb zy=0bjewD=JZk3amP-}!f4G>NAUB*kP@{>f$WcuB<)Zl|?^1$AU(H>pELr`B}=o!ra z`i2VD)fy1&1HG!u*NvQa_BcrX#m0L!4iFSWE!2Z6IkfN7A^@{}Umq@rdb_K?7cFYK zbDbQsh*Q6ZmzzJiEd`ojCZR!M7hm?L7?*6R3l`#lT|TcQ|m8HV-HrM~&C&8q%RO=SrJYA$M*`Stg!wUJUG~5sk>+e{SA`R&EIj3>aQW*TRmtMQQiI>N9s0rk8%=>yh@b|4_y=;w zVL1`Qg3Qxif^M7CK(%4o~>!Q^})L87r!O@f6iD%N$>p9lWmq8qCTcxbov{hxj)ni8g>N4DA;}ZT_ zVd9^)K(&X4YoT*zhNKF!3C3s4Q&^x5+eAmDY@(&VS45dk5_pXR{>BgUUef$hYZ5x0HS3sfm=II1z3ceY2+@8n3br8?T=c)=Kg? zqI{!LWx_p>FJctf_nNZoWlYt7DKyz)=sk!~R0geqJ)fE^%Okx?w(bb-lB7}80i z{j~q2XdPeKwnq+>C!(6W@yUL@3*bbpC(*pE<#TG?lG243<*};)!$#};B(hn$|5U1f4$?p6Eg)Mh*$cL`am3@VTIOs$Y3aH* zAJYcG5SuGKIbRJE^)Vq$Z6cnfyzysQEK9a1r!K2B;C=+Owe8J_y3aIBUTeNMWQ7;F zQOs6^&-C#zxGpJ1<2-_WZ*|z~R})NJvT+9Jd>f@_9<5InLxP#I|A}xec|#2G&>8=O zkq4BDV>6HdLsiTc<=U2s0;g*-(BWV`(NGVD^m;Ik8hJAHtJl{#Uaqx2MVI)8cNgN^ zz$aU$56nBWzr__e=b&X*319PuS>%5+SjHbll8+d0R^VOPDCTV2!$gfZ_55n~g>eA% zu%HDzoSBmw(Pkfx!2aiyBHOiUrzqAu=yCHEPS&pJ6k0hy zGj(sH^0?39~9U<=!pfn6`qW-3zT?`X8m7K z2b!37Wo>JUWWpjcCQ&i3KuYp4qdGLxYQv08P#=>n?Hbp9HwJc*M^kzGU!2coLI6x5 zk;ht*slzZ#9gJExDGb8DX?Wl*OYMdGpxhVwpGi*^<*Ut^C+Z2(l1J zz+zkJHIZx~-P$M4pu@G>5JYjoe+Lhgn&hMm_5ACpjxw3U$0zcKw*Dxn-Yx0Ktc-_9jiJsP1$%-n` zX|K7X4B zDvPNi^DYUgv@_#WDYbD^`Kq6Y2?+IMwuF(W3hF9ocxlk!7P?3T$<_PlQ5@;njt_cf zDWFjS8bx%)@_U5}&JC<9?!r+BKjp43DLbly|*k*J7v5hiqK z+y`E2Cb_&H3FBY*5=u$7@8g~6)oi0`u87f*f7?o|^NT%SGH+pEjUsCQ>p#k83ny5+j=5)?oha%|kb8zIkYmqt$3;A5r zTxCB`oMAR?65L`lFVZ5C5b1G_OHftkU5(X@X&o>?V6% zy6;O`a~_Q4kFY`?HdDp0XK>|-dxr`dOK4r6gj@QcwP9cA?={i@El~;aD>4oR6ziFc z&*=&vNg|XTGw6CbF-ZyQ^MAF6C{#D2&?A88fjvuVABu(1g| zF$UJH3#6!7TrC9Sw>vEH+M6?7MeDF$Hc(^VUr5@5ca<5Fljf9aE}2)y$)dh`t)TBg zq<%xj`sF|Pb9pq;wJNPs5U9zu;H<#AiOPYx&_s`45i4vFiecD10rT&!wB5rY(p75V zxh(Xv$?nPPkr;GWhqKp|U;N7XN3|5nYKSg%EX>*iEvfffx(@Wzf6lt}&Pso~N&#;M zg{Vzg?DBC)5*r{a>AlP<6iuB5kof<*|NW#aR+l<07H(?fqO}O_F;c!VNL;(R-aRB+ zYmqX{mUK;^pj{d8e{Gyy*!ShVG`HM0v5HOv>G&h*( z_W*{X(o9LB;$j{3GVK>=z5mxA{Z$@Ox>adiZXO%{q07Eq)Z5yLxSHazJAs7k`jP}o z^lM0Emk4B7?uu6}M#rpvjWi!2`wBfJeMq>k;}sU7PuWfi@_zbGaqf~J!_DytPB;YN zgY}vZ3eKf3v8u=y>Jg)2MV&$jwyO!2aWa`t;mkz+kFPw4SJ{W1F@$b$5-jx`3*Yvi zBI}Th@_j>#=sNZyzhz_Dz4MCxxzMEJ#LSPm|4))Z&`sqO2ul^58XU3&Zc$i}(E-8e z=pQ;Z;3=PNX@iD}JTg&u$%U!<5u&&pDGK&K9Aa?YFL|v`VU0j1lylD(dW%9zPwf8pwaLRZV*z-pB@Rora6?;eTZS zf2hrcp0Z7DFT^xm)PH__YKj&&=ahW|Z1uM@lD$(`tS~me{Z_@cIj7Jl+4JEKV+sFdfNoE39j=RAc3`x~)GIIeW;IhbHA%iB#SC8jg>M+2+d zD)@FAwi@k-=u;8>-bpr282;f*f0{?IwURd*bIKwJBZiJ!{QL$Q-WTHR;@^y&v#9Z= zTJ|N>(EXZlo(J^-wbSz#N90LNTwH#p2t^^$PC!?EoB_W=Jl5Qy`?p1I{~K1RG*T3^XOrpZC>jQrP3^wsNzC; z$nBaGOTfPN;RVLp2V~)JHR*JH&pvJ>;RD-w9+1MR?lHr?TRwFqYs`~B1JyO2=<>N|4&@%!`Vva2V+^S{a^@H(aK?3+^e>U0en8;iRI<9S;dxs>GKW3#H+((awuz#G{?iT4V35$TZRx+lIhP)jNE6F$v zrfcHXmsdevK)1mb0(73RRpqgwm)F@d!RZphmWshs+x=AsowW(HT#z==GynV2g!ZXD zQK_%qdd|S6TLd*D(KW8^T!03&;SC`)=~jhXb6xUX7z&SM$Np&9{PlqaOz!4``UX4^ zXCnXjZP2)wlWBS7XG14UcxTcs4YO%14`-NAcSl|HZ9BULkvfmXRV%U8=g(xN;}ME~ zQ{3$OkjGcbI1SR;vLS2i6LeMx%B;c6NiU)^{Fn$-T6s8g9 zB^HXX5eDM`H-1o(-#jgeJ3qxm8x#5{_c3j zOTJwYLaAkvU<3Q&$2>QuH4BZ)hKG@1yZ09td{q-g_(^GQ%ri{g&{v}& zGD+W-plqPvRLFWW&A~0Lw6mTzspqBxCaK3@dHdo|5gCLJ3;6B_IN@|+1 zZ-QPo z{uwjUk8wO5Re{fOmiXeXhWdET@|6Kvd%NH8<>Bl{?&}$AY;-d!^ApM|npVnZ;p0bg zYBIIaXP86lejIUYK8{T{+s4Qs0X);b43-t_G(EE(ci@?S-D^-l3K4hrC!jb^pXI5- z1)1qTwbEjlY*UDo{|qnhOFcU#F&>qb&WF)n zy|o0pCA^H^eyX^Q_)g#c;zYzIU-x0%>rmnH9s=8#MSo+Z+o;+oT(eDl<^HvR=85im0_wr)`3| zx}sX>3iU0VT;??{yY|nDyhPJsOkHBD^L)-p4YcTjga&j9F+sn8qF0a^f z!?=fVQHSeN%M2b|y92`$znW`FmR+?CsK zNG`;0(IzgFt`^vCXUTGE{2>7O;ki*}%Q0ys-a}&vvQItqt;eO;30ZMD(A}cDnV6K` zF1VJ=Bm9rBg-^a=xn>9`F8rQuE{~1Y<&Z6nWMU&K;gB+BFAKk+EDYGRShciid>F+e z*KH=^KVy!v&uk(5sHEH78QV25Ca|d+)tLW~cs(2MNV(lN6 zAKr+SQMEE1nDc(re$MC}qbbP!=y3bV#_)6GbmUg0(Z0AT1dxzOPqWKD2B zJ3#;$4DvAZRdktcR!XAH`n^@p% zQto!(qfqhRo!CEW@s+L*CCFuk=OW`r9}i*9ERz>C9scKS5h?$q3JIn*LrThP(|eK% zM?5v=xF|h)7v2w!giWQhLt@^;EAvsC^yXiR{}E`|+Kf??z<&>2>?s=Zt@Ai$!_fa% zr|nRxaf0aGYYFb^an?HWol(;iwmB$2&9*YevFJR=F@paCkd<%>N?XqA!o`Tvma+LO zsyY)D9@Uicq`R>T3p#FHYaVcg^=Y?7D^bC6M3)*mKGfnLsXM<8(|e*7z$^C=0kWb0 zPlxDmALltZj$_(9#1+J;J3;P#hnFkq_Z6qP(@tBW>YVrWqFckS6SAIaOmg`3%!>J6IQSnY{J&)K z((8?>muhfEy^iY(NiX^BG)@Tc|_NwKmYe`^>LS)|@|p98s^;_3qixxcq3942}rL zcxSNV+WII|7cZZ`!x93C3>Y7>78@u_Q#~VI2TLtRdD;2pi*8H(9*^`zjT5RcWH@CZ z+QD_opyg^V7#np*sAi`JI6U9{82IO0JaT>-EZgQ#!bZfxrb%kFax6|GJEyuLxrHIQ zh|sxhN9EXg12eV~P9`T55Z5Vg6GSJ%@$v^Zi;hUujSfNy$T-Uz?~$s*JHJ?-2-<02 zYwiS*cQr;5uaLHS>b&6JgcTo%CvGULG`FotGxkA7?hV`pV*oj%&JQ6BbR?iOHMNEmM_f zu%@w?9?&>u=XyWNH5XdE`vXB$2I!vJdjmwh`>}H-Z`Lq0vBC1Uc5GeH;ma&~v_%7y z5*r)Jmh34G6O6C5gS9n(MH*C{3|knnlUeR?&Zj{xc{MI_F3e`k#?s(DK!2jTwiG{rS`O23$7C8u=PDT@fjpr(MMIZA~Woad(fl;M_y zpj5M12E4KaSxk6kW@*kB?aRYP&#~5Lm3lDt(F7o;+4VrqJ=+}{ z=8RISg9AllCG&3`TU`cP^b_!#IrnUV?I^Fq01JErt6UFibv$!zLvCzpvmb){2!BmSFhUc^aH= z3^|I#>0mN2e__Dawda5JRnKa3=vlssj7pDQf%R`^7p_!N*N- z4+_RI3O2s>He5GVPjRW*)yO7CYaPy596~l@7oN7j_FOHd+wL`yxFFXn{E zrxDhP)~wjvBH8T_=?`dmzahYhQSom?d4(J&8G4GpnVi5-T7$JLNnf9(2!8qgGE6`o zC?&LG-Zx@o?yB3Qc!zm1>(-%E;uA%y2H>Sg@}$RtIr1_jKKgwP5zmvGAND&8Fd&OO z*A`8_y%=4||E%z-q5mf@TVS?I5AmUXXxRjxblgYsg9n;7zU=z`P+V>-0k2+0^Ws25 zaYZ_oD$S^mSl*RpjtPenj*tZ;GYFf#Jc=_j61rb~x|J0&)MRIz_z&dBK0*_yV@ICD zU)qm9R_j2*K$kr5CWkh{b)HlEIsi$|aem%LQ~cb#h7pVv{?L<=SYhFNI6JH<9~M;9 zzpRgs1TM*`KIVr@4L+OGHaY`<)Rj@Q(@fI>P>IV`+dU(-wi1LU5QVs7@mtTpNs&Fc zk29B|NX9fkV|;-iquR8Zd?eAGtGzFqm4A6oUmP;hA z2rZim7yq;Eew02|b1WW=z>yV7FPujn4u$_78RPJLfQT^I&*sury`gCQRn{Sl)&8Z4 z!QZ5M&zK!fptdtt7!m5~`X>k?Br1ad2td_dB(LBGgn5QD-2Xnp4T~l*Em|^{M(M#T zi}U>@>k>bJ3418DRO#Q+09$Y*Vb~sbkZjNjP>oA6C~k3|#wTY`3hD(^5Qx>ay!x21 zQ*4l7N5yl)$!{RfP{5aqbB-hwB1)=0W-L_sRt!i;z?TRYCDredqIPRUdWn8 zobV@B{Lf!TTa6O_n|k_$_}zECJfqnCb%(x&Tb#1o^-3chGg|t7KsX@zZg!DFJ+VYt zg^}OPJeXcyL@=uD8}<(o?$WOl!Qw}1FRx-pTU+29 z$${$pnCpB9v!7dOl_C%Aoqbveul-LPpYE40wxYg0PxV3uC`8rcdr1n9u)axC5bA4d zrZGm}7VFQNfrj6517$sbPcTRn>*i59ecz7Z&mBPl6?Vn0l%blJ6@U2ABb%}cv7vj& z`>;1Ge7zIcg9!?YMDEQYdQjea5!4S?u_PiA>`1qML?fr^Mx8rFtcuk-I7PRBq~F33 z8^rGTcFW#UipNoH=--2iuXR8-&qO zPuUJxm}n|ghWdnnLpTQMCZkR6*)dGDy2)U#vRe?V^Ybc7$@9I7JFynJ9<)P)5%O09 z3gS@63Q|OFeaF?6hvpLF8mMHQa^KT!_HOt{{u(b|1y{8Y7mC|}9ORbLo9vP0bH=;` zs=0OCoexV>shMyIrj6)n|JLf2Un zkwd-KM%qK>(JzCZkRmkaj=)w7t_;7$0DY~9nZ8!SkgLG(cqQ6#FB5E|HM1jvaJ=NXjO^*@&WZr~F|*$Saed!9k!b=x$3ldfF-` zu#Ssu=uypVuYq^nMxL?a4%$WYaV@P8d`+(k!IUE@y;PqI2N@}^)P03FMU~#{6Z*XR z?TWDU@C874H0t3aoD9Wpw9S6pn^drM=BCR7raK=@HyLrbADJ1X^r>Q8WDCqj!hShf zUMpj}I96+$;)3(XZV;s^CY~}aWiGRpj8~;lYPu}Q!?VbHcOIR=ZmtqX26vMECAJfN zRY|bCMVk~%pIRv@?|8lhSDW!k4B?4;W-%iYW1V>=u!*5vvB#*8rYjEUy5zQNp+Mqo zXHgS=bogxQiyayW2HfSR0e5Ymk<_NJnfj1thnLQnM5d8jNb?i zbA#^7AT4CQ19HwGl?y{z`z5qumNp6LD57hvBH`<=@S#iXy zY^v}p&abULg@oI7wjzlX+?VK()v}QSS$(TzzB^CW2oRR3 zdH;CwzgJycMdWDYL$Q07|OKN&rU2u9eHc{_Wpjop3n%EVcb)~N%JH!6RB|A4Wlv>6)) zsKRtS$1qN*Tg7T+#fIs;xn(iJKwkTy&~;)c{vmz>SspB8Wh3`YyYiZKRG+K7f<}tU zK&#-ZH_(dfT6ShFqdIZh^l#H#NfHxuG7Z^uemT0Q1wK6KOQ`0E!(ly~ zzxY}Gr-;jNn4!Ya3tWLP4h3LEy9I&G10C(Y7Dg8XI>u}xD$m+uza5UkLZZyUu#NJ( zkLnpa+$Mm&tUjsTc#SyD|}U3crQ)OgmqpB~}2_$bO-2#X*Ru=e)r>g)>Gy@y>+yT-tr*vSkEP#6m&|4VJ>! znCzf}J&DVvBR{Jemc;0fKcLVknFdn#6(v8nO>X_#t)LPzfZHm-ukRuaeD^}=FcQoA zvhbt7M(quR8nHF!zMe^el$kO63k^HXh?#Q>*&0PosBUI_NL8xyeBr<)-SfFUU*FK& zp3%jmxejaaED&oo6@S_Kw}Y49d7VOh`%B3&j_%K#?l%{6VB+YYNr?Kq{L{9+dT>tR zT7<=}(qkoyiijD;7Z7U>>2Xm5TVm3;;Z{@3W?I=;W=d~iGe0A1-~ACapWx&W?ei#| zLnVQ{eysmus_$dz;7P*Rk8PCZtwXEJf1B5MBT+vfARh1n%vu=?GR=(jP^P{w3Zt``8?JNilI^oj=4@1~O> zwzB1XR#hp7i->O{3Z+kz2p$^P;Nr> z8#&{E+sHYk4sfi0MfR~~*qx7&e04fVT;{;Nh2#vt8raOd(?mp0AK>731fjDQ#_ z0_So>zgybZJN?=7SuzN%&B=HfDkSpMQ3sWhSz~zoPa!&^LZ*Cwor;TH7__RRIvp0X zTHcTMa|}kG$1P>q$y?g*I6Erefb{7G`uI2kDCY(4%gsl!CmN_?l>!f^omQ?U{umM2 z&>uIL)ycWjcNLj_jIGI?4hnVkQ^P}xd+(Mg6-Yv7BGEUaiZ@r*3e|~V9apC97cLj# z95x`_c#h>>q%1gpd$(Q+RxB%GQm`PA-D=S?7b+WwMayjEw`eJ(;(}M{)-S*lnMAHz?_sosU{ZMMcJZ zomVNIU@9&xNRd0FN?u=Uj(S_}s9t$W+EsK=Xg0T}U)c!$Vy597^MeRJ(}oQApo>$B zZv0Zi;^E!P?%9Z0C&g|*J1~vzh%XrzUt~2HUx6eBCmB$N8=rpf|J|zJ{Q-HLS4$aK zY#67LDbShRswJh2OLGmooQctNvw_o`4aM9^V*kf%^X~9VQ-hQi$->M+hH~Rb+m;Nd ze%g$O(Bu^oUVBS17WI;JcKFP#w2QywdOlP4)($w!;U*Vdt&HxBDoa!B4P{WDQqPT# zpRGhYw0q6@%}3YUu4VaoITo(R{O4GSQ^%-7M&T+BXv!e`Cl| z#U3FikHf@lHMH#ob-!^Q88%+~$!KEiFd>0s({z6KIR?1<^mx$YvQ@+{j}G2iY3hPW zNoQxO2kqA{aSys4h2}w1R+#__wwdu)PY@N|vO@#cdlfXK{=Ba=~Nv*2Ezoe{<8|#+`)z&J0@L#Fp z?xa>K+Lqs`%mgTY8NnK|1X!@q&gdbSnta3;>yMvDBY=T<^D|a}+a8Q|1(AP4V>%Ig z%07*>kBP2loJYTdZ`KRHgpv=tDZu5SRh67V>R2A(8Z=|~Y!@{UbPJMXYt*TQxj4O= zA0R$yX)?c|vN<=ZPt8r8SNlSa{{7WWnk#@GKD zr$H?JG^m@+tG(()B2Tu$nKd9_X~Z9{lP>i!6Fh7FFRL_Kjt2V07JovDXuJURS->`~#&@<0 zJakSUt!sB)>~iz5%?zor;rYExAHjY2I_=p54pHdBpD{!%@ty0WFrVlUhCh6SF|-bQ zvhDfCr(I0kl+`AY`!5?bPIbfj8YwlbYsI=;#|rczYPckuD`{4ufIR%3yR_F4tq^+c zXZ1L^ub+mSS^{l%Kj+7PdbzH{J)i+(|Pe z7w$j57`W7bb#QU&Voqc4A=d239)>`kxUJ$BQp?O=EA5Y6f@XA@xW;$b-^UV(GiSOr zCoRJ!HhxW44vgRnYmVQ$b6&yt)!Uk{Sc_!ZeTR1VU_lgp*;}f~HRL(L2(2uCN=s^w z37AWy;?G3VrHaSt<7hNbb5O;v56{3TB5Il9_!;JTRUOIDR9?Nb5tKA$yF(hY!mRG- z@i3KKndeBFu3Y{KJoPD&!?E;JPRyJ#9?e0#d!1;U%iMz40++M1GtO+JU+;@IrE;)c zy8Fw6I)K3_b8=LJv1S;-+9c6$GlfFPnk*HJ7o_f_@ zZ;@z7PRN8U3L1_NR7qE-SoP#5$?e=bdsKsoi8J_@p0HP`R_S5-cfX06tm)i7-NI7Q*^ z?6s4yI&anL$%hp&h2DvyzrEXdq{H|PpjQfba2;;Xm8LIP!~~yR(`y@QCr;pV-!FK8 zRh=ufH+n`tvloeCgr%op20H^D1>57>DI}MdLs^JMI^W4-P0j% z*1F`dM1I?;^!wx*f3IrK{c$k46sAQ?)(xWT8(M)?7(ooU5Ak@j+<7(eG0GeNLOvKC z3ZS1v?CHtBVZ)Qikm^!|tG`p%XHgvHiv)Ni$s8IyqS=7d%A*{~CI)JArCF@p=?F(Yg6it6>F!_%o(kV*+q!{{x=dmyl;GhpN&e>IBWQN0d8uo7kb+saQE8c9x zxR#VHA|##Fpp!CW^tQ1M;_6Muj6U}^tuPq|+1n_kwzhwVU0L-FAqr8?r@y77|Et;f zJ4g{nKi(2ydzw$>;0oQ+b{ucHj@+CIo5>u9pwPRD43jZwm6ydgDDa=O#biGPuwBZ* zVl}9IS{;SR`}gSpk!qB(iQk=eQ|2aZ^u=*j`Z~?02k@L?Cz?7Bgc=t`kLiVKj3gyx z0zDMGp2h}f$4O3zLki5!AD`rr{Q#gX@NhgngR8HrQ1Y-+xs;6z=_IYQ2ZA9Yw&6Ja ztWc-JZP)!GV4jwgMIPtHYI|oBYx9*&sa(Ha&8#m3|)y1lR93s z>5+BYxNdNJM9he5hZc}U7A@L;LLmZbxim5Ju&fgmKHMWPBG(?K93RY~^LILL1`JVW zX_lO!mfzvSp<1^(tm3QRahKtr`TSotZTGde}iAKZFXapMC*w9$23eR_#`*K z0B;xfX~Ln`Z`w_IVgITnf87RtunY1^yr_K1Ke;c>^K0mb4t=K$$i4B3bYH~%{JF9ZEoaKS74BslN&hL=NA(nf)LI~4>`jT+si5#b=o6eVFiZ!^9cTj-h;BU<7eB1fw zvh`n=Y$2QR-y>hH{(xAMxkd2YvvBhNk^LFK5H}@C{Lm{N=yfB#xD=jJ4P!ad&Mi6} z-Y+|_imYAgBjL0+g5og4FV&xUe0bC=*f1jNqUN2eywBp5Z59$1GiAd^(iS9UO0qTn z`1^j(Z;GFfWdd{&1ls}K>1q{}ZEK8Paw}rlxWM+WREcc1$S(_7-j(=uUKLaVQuZn9 zE#I~V%Iy>L1C{K1c3H(v_=ZVAv#Cafnp;~r)cn7obq)$&za(%(f(Qwy^HAAW_7q%Z z7?FeVrgXO2`i6S!8Kkr3A(Qn_^ht>AYAa47rpwx3c7Ms1{&$4*;+#shZns@# z49~3+55Gd;fn)={DulKAH%cw9xYAnPg~8V{XVtZE3?hHIFkO=b( z+JpE^O`A$$0twRCf;wF*!RqIN$bPsQg9r1x*k3wWnArantLhT$%}d?IRY8MqAf5olNsbvU9{8POi$FKu#$ZbEy*Gj`Razbj$g};*11!BS z?d3hVizfdaH*1%Ymu$RIeA$?&7e&e|Bv5XUx&26IygxDpZ=TJo-Rc;VlG5K5C%mt@ zA{7q%#P3=aL2meCzK*t7Slo*nfnM1aC7vN7v+}#OM$_uH@mJ+3)_0EwbLwH<-Ps)G zrRv}af&*iFyCcyiF!0yB;*Uwm#h=hso!V`Z)yS%!1n_fp@!h=$lz5pkY@P0Mc8{;a zvLSc-V&>&Cy3{d7Gu|X{^m2JnomDAC`UZ@h<52rPM4fJtXeyDzD_L88j8#+FE?8@v zxMHQh@QEI2|F9b-*AiYvE^WY{6X6Cwq*F44MVR8XWK57#&jqs)4+@zW9Ex9r*#T+aRv#FdAHHU2w4b|k!*JOMT+;zsQTt_VUfacVJ!pOzM&Jmr z?vGHBR_FvdSs~iors%#2C=QqPh^cjmqU$5y?ucC;E=dCd{KccX>36m4_O1My@?^Ml&Sub@PgOx!I0iLg2GlgL-5Q5Zf6 z_9$MQ{95tH@tdx+a~8c-k0n=(nO?2za3&B$Ag#0Lw{Yjx>@3CFy^RjNKFAOe?y`7x zIj+NgbZwlm7!3w% z_Je&xsP25>;(WKdAU?457CJ(dA}1Z(2=sxe&l6U-%3uq_ICfh;VNvsIN`rPVA_$y1&uUed2_C>+lU>Eg2dkgALcTX3BjR!F z<&SMWAh~faEjnlYJ}>^vg5QfzVBRUddxX2n(n=gX*QS2V$DHH~_wj>Get?Z{$#zl% zB(H(X&J~WM{l9zV^j^Ie_wkajtIo)lC6Tr;N4#zQ$~op}wf+tu*#YtOzW;;>S(7|> z1QNp`F*0f<4UDvu2d~I9cgVhMp(rUD?Pg9ond|h^+9BcKVBa@vwwqZW^pb`z3YnXFa)>#(2x>8yVFdz?c}(H8^gX%*&>F%{yFLO?Cu@4-tI5?hvOiSMb9mPuDUCWJ4t>VG1ORh(^e z%%xmcs^Bqf!{{+XB z(3@t|Q_%fzvrar^+&!y`Qm*SQCU10eRB>EesBR+CfP4II)}2ev=T=)G3DFK-c^AUUZnT~^nA_)vh1FcwHq|4$b5T|m9azO#+gsc}SW z@4H8%JLXWwQHc>TK5V|9e}mll;wJau>w|SQq9t>Jmj+s*U*tzF%T|T+;VMUd*tiG$ z5{%x*C9uV*whwNGwM2O#Z#rGVG=xxiB9S3y=>d-NM>w8UWS#Pychs8UTY?EQtX zv_X_Jc|vNA`io5>i1dXXbHCW0@4=Hu?iUb-ta9Sh!2Q0J^fD{0M8m)RxNcc^eLtu% zm-^JA%Hsv9rL~XTp0l-**;X)%k6*Wqx!O5@(fEkylVZu`7pqO4NE zMgD?r2-~|rlIB^@6pn{1E`~v#nq5T#T`-uy>z6?C|gv`LY>R;K`s>Mdz=ghEdG0 zdLK)W=Yu+2jHXd7NYG{kTpMNa1&ur-W5V-bUYHva^X6>3Mj^!dGg+luucjQh*HUHG zD-v?F5e=Ze2GXQF(f8(q3qk!!17AGqY@xQ_sD7e(zRf&o64rhAJ_z|M>VUFAcIb0} zbWG@4=MS0J@jB4DX%N!!>Dr8_kRq}uo11*Gy~YCVq z`mse`e8cqqbAjLf{Lx+{Rbw)(%{c`#uRI~SKaknxE|z>Jz*oYKmJV4HCXdPuh450n z{^DjFf=eyy70(e!1BwK9)~}+*vlGlTvT<+7cBV2)m9>H?$4ThvbyDP#B4kXe=8j+~ zYpTbxSLXOxO%pB^o|W6tEkF0o#)Mht!};Al$v6@n>Vu6@72VaN7ncEH)OYJAXgz$C zWsBhXLfjVauHHlQ`0~{uHUi%Y)Z|0kc!SW?_Nj*0TPEW7Zb&{rd|Sp2ZR}=R!-Vzv zV#=}hKspz^+SOnE4VI7;owp-NC&SH}cDzutW6dcbU~xQrqmIwY3|rT!-KkB4D#0zb z_XXNXpcQ&4nQ=BO?%Ty8`S^>UmIfBsgqgC*QmY}Za$QChzRl2)6&zJf;dzLaZ24cb z=?_g=JA6>$r+;VNa#Bd-to{f`5ZPCM+|7Mup~#b6soB|+}}w{HS%ojvA)`VrraT`p(rb>tv$1j-sCQcfCS zi@NnDKtUul!zh*h_q@5kWFuUj??<5u7`uo%+Or6CX|20>dGvQS+I{t__VjyO1)nJ+ zm=$^vy1I&f0fipb$7-Vs%`UM~i0hy8Mj4IIq{@|tu+!I8nW}sKG``I(-GGjUUZ<5L z>xw}o8v<<}`2WM!JFsWkEz!EMoph{@opfy5wrzH7+qP}nwv&!++sR3P3wxb?&QEx+ zXTGyWRgH1a?dfhc7^oAjW|%wtK;$vmGRuPkrT^RwwvWRbjtU;FWO;pJ+MGesPn;%+ zWPJsjGUqCcuF@O*Q%?XnGvygaqBJY4NSU4Wv~5tTC_*bQ{J+~Y9;P4~k^t>^(^I7E zZ%s|Svv5gQ1U(7(x$zk>Q5=x(>}$266ZDlWxJTn3`p_9yi6rmDi_22#=7baVUX1sC z*_tY$yIz?wWP)*9AnwG2rh`j0ShOipMnC57>~k*!iNM6tKSQR}Hse4e@KV0+Z~Z$n z)y8S#eHjQ<79hGnc)xwW5^lT*98>aTfuhnZ>;x`!KyN;g(Qq3_k(v)rj_&ewU|E~C z7~4accVhUMK8%q!)tf94=nh{%p+56ol8l@^5ohpBrdg$tQvZ{+p)SrskY{W4E+{I+l^iSrx8(yPT4n)q>EktP$(qz51Y6K zDXM-{hUbrI>BB-5cS`I?>s^iSM}MSzp_&o3BP4|r&c@VqZ(Rh{HzDm ztPX5nO_}fI&-W9~NEs?aW)jbq!8ySZ5p=x4-Ki>r~e9-O#nlN71#Qb zV}Clz(8MSHy`#s|`4mWlU??(L$PWwSIDmAw2fleg8c38jr-XhUz1Jn2+h|S%YgYX= zmG?(OcVDOJrrN=@x)5r8P}jBFYJ_2eX_;+7HjO{{zfJ~agOl^IL_119 ziYSb|v5=sBVr=L6#EUtWv5fu|D$l+1l(Tvv=?%J7O_@TDHVWd_R@4=l3!@lefAs|9 zF+9}^WuF+&HR7Sy2diOD-+wBSH(s%YWFue>V5FhzCo*R)}>RIdNs zh@`(nffq5jVJ1caq|hmVMd=nQvw&Da7v_Xsx(>|1H|}^OlClHA4+XtIo{Nbx7>BML=D(n$#815inlPm(BTS%xcbQ7akLsj|IUla%CPYz!ua8&48C+QUsfE;qu>T`Lr zNAbP#;W7yBXkOG-1F$NO)6BY&uUFw7&z0kLznm1tDuh?)(YtNPrHCh3N3d$bA0>#h zk+%yh+JFOuVWT9y*OLj8&u|%8vQiXuiPoPxH1mKAGbCapBY@4KQ;@=l@n7i`LTA67 zJ81&Zrp|TdRp|he7|{*EqHk92&v%5fHC5d9A|Z|(w<{2-F1g13V64gh)iUJ2)e+J6 z(`5L4I&%I9GU;zSz(8~r`=L9#W(qmw8KaA_z)kr9_VzY94_JMQN|5?|gkc)>l+80L z4FOrxNpEx%-08Q5xK=F>b@XF^qG0-n*jit~=r~py7j{jMD2-}$aT;hm# zlN$(yVx#fnDz4z)kW2Tri$Z4q4GpKwA3%%ZI>sp9^xvQxr}9QO9rVYu#MjeNty_=j zQP7FeW{7&G97k8lQ?kuW#o!&H=ank<#LMa|o8fw(T{>8Pb|=ZAFP0~8$y+WH2J_#*)>RjKql zZUbzUbce8GQ{U=QppCUrB=6R!H6Fweq4v1&p5`%izyKPb%{U91A<8Q9{}fc3PVg7CYJrdGHzDS)fur>r+S%Rfdmm1$;}>MC)-3;RG_MyjKbZ?nGf+w2 zcqU^_ex~qF7p<|=pM5G#p+imorH*fl%!Jz|x?$4x3TjDQ-6~icOMzL=b5@8j1V7#V zbDn~yjv^8lphhv4$h0$8*o#vU#z3q9+df(ao&hn}qur!8Ux1&DYxY2%0^mjBD!G%5 zV8-sm1Msi}sfrs%tM5na*WJJ8-w3es{~qZEA!OA~3iIXvL!bFOS)I4a`kls3eRxwo zGsfkQnAOKuX_)xFj0scX_{9PpWl8h_1#p9?oJ_$%vsQ0Z4x;6EFD~=8v3ESEFOc~~ z7AQ@|_YNygd$H)%j!$&6f8EyHy(ZmcJ-rz2O0Z|~ityk9=cj$&iQ0gwLfaYMDGH@S>kq72%C^fszYjo%o9-pX7-@u6kA`$PWJN_NWDSS#{)ZNZRCDd9^my_moy=z|7O97 z{Xwx3xDD{^KZSzlVl&Z;1(kj?!DmCYemuETt3Us@#~qr!2;E)YIO9fWDs;1jH}|fa zF8etYxIt!xTXc>9CG&;4(u9qSbOlG?&S_aETS>`XBeLp!W!J@tQY$8MEy)6OC2@q)BK{#)KgK3VCwy#+=r|bK_M{n|Fwvqk#*NYR+G>%tqFVK2LT*Oug7i;N zwSCbEhq*0cKtzp|+0?-~C@^|yV^@THLTj{2?G*8QGLdUdPFLd*Sd7J(;0QlG3Z~mIOflcp^u6iMimy!1P|4O3` zkcaEDnAGXt2dgz;T1VI{`n`mbfOx*IP&m+KY3Nf14keo^R}?s`tzO$enES{GPinr~ z68}A!`n<_);{{)(GfN(C)yumdhb-agn%^BhtkJqcu__;9=rpkJX|6!;tY#-m7X-pG z&f!bf)S^lk&pw_mTrRXAnMCG+ZmKNh=&9reqX4Ok6YZJHQF4{Jp-*!05JgT5qfz1R z%VJ8jFy1%SsX+0N+>ItD#Y@|9Iw#RQCx;W@OMSTVRf;2?xQa&?30esvSQp01^349n zitN#ek{<$+o5=CM{`{Sr?b!i*Ykim8VQy&Q*t6#6d*z^vt;L|95k8GskVSYwFyzTo zW2ZKw$sPSYVuCP-U@!LRG;w6Sc_Pa^+|xKOZ&TFMnr`Q@W8B+$bnVFhiSpY948D}g zMb%yc0;{kMK<;EneV5Spv)#kb{e%HdrEphh zRkVO{n@BMVuoslQOK>?s2z%X5iEt5e4m6#|rq*HJ7GLYA}Og$xOtqPE-+MBdB3x z$BOdd9$o>=GxYbW1&l5>uJG4RNd%4M&lREYM3UP<1s4?ZZ!m$Wl^ zqiz3LAq`SB94ix`T&5++KLyNkU>OSmX9{3dYD~$;;nJw2>ji8Tm{f6iQVO-1@!egn zqya;#;5$n`;;s(T?qAw%s@(5KqW=we?^-U#FPG|>zvD|`#1TTm?~Wca^tLbf!w7X5 zqjzqD5w`%?$~*xfMok}VamovvL0_ULBtedO_w?9kW{A~EZgV9aFA{6eh#6pHDkU$Y z^A}a$%~Rg{mh$YLm->}MXv)N^))sgUIx^QQOX#d}5~7T4Ip9HSt++EXb@SUkn6VT zY~`nsXVVEKIha*jOMp^IEb1d^B^V3dm|-%R##lj6^G=z{LTJT%pCv%`5QCkABgHL4 zD(PdCL}xQ?MsaJYXFuw+yo1{C>h6ruIXa7=*NJB|UwQaAF z793Zf*LTrQn?gB1B)(7(-InGUQ$R@f)!Pn}+8U~ znl@ili9mnsu6x-e7>V`qRwJYiTAtR2Sj-zE3^TxK+jag>n9}gNIN=DDSu9pS=rdk~ zBQWa0A>t(%2_n2oJM92?uA#d+#>4H`N6Go~VMmn$@NgKh(@piQON3(&1rVf>z=Gc*=MT)&(|hAnvfqd}e%g*h(0P=YidFndD- zfgWM%8b_#~$6Ow=^^$gI$dLTPF!r0w5#9}GO||gNhyZn*P5JXbus0zNPF1T>ZJs5_ zd%a4?h2@p(*{E(xyy5p2D2zg^JB<$b%Ngs-yWdm5!dA9D0w(xeb2u0Lnde;oGw53b zl((s0`!=jFXhPZ+uQ-g0hxa{q#2wk$wNQC=i8S-%f~(DNfYR{=)iLXn(zAP^nWJVE=M0=BjBAK7+Lm4};VVj3g`4i9q4`T`L8=H9l>0t9G*76EXRejQTm z?UH5GO&aBpNA-~D2OAzwvK}K58iN-0<7r`juQ}7vUwFeM1qc__#&&-xb%-YYn>Prb z@-lYippCi9vJ0qrzbf_x^9%iQ5Py2nddA>zbLe=J=qk(B)*Sf+*gmL&eeqZ{g2$98utWy(5(#nf$dL}H)ia0ikFu@=7S zes$YHX2u)BPd~ zUxA4*Tng4 zFv68=X_6_H6M&@S0mu30$M&4H2agEqHidYXR3jn@k~+< zy=3#(OV@Qszi!$?5ENJb>;vEFYMJFUGkF#4Z5G+fv?BOo;k-p+bq2SY1}2A+FCnI; z;PQ_m4Mtgj=0h#X-(^BF*rJi(JisD+!4@#-2RSB>6frk_Iy5-NCUCH<`bBO5o_$ON zB+Vy~qGuEDXi})%%+fwz|5oh)XV_-C{~yg0`DiNx5Dgq*+(EwieWd+zb6*) z0F(_4gn;Ovo2QfV^mrPJ`I*`pSltKEhd>cVJ;@J-cL1SJBFu16(xRlJh{9miJelSl&uLy)xKbpN4&VinNY>l?7QCZ0HhJ877|@v<(I`4iFB| z%{b~4o0c`}wxlQ1Ze-^K5G8e!a}A7zumVd%XPWM-p${5E6_JO|FF} ztz2w=M;$ee_&4!xj%bT%(ml)NML{rrW?t$Omc+u~E>k^z53A@dY3%4lOjPn#Ofv|VG4n;> zIa^gP)k%kmU_$oNzP|RA`1)enw*>0y=eS6d^Hijn_16LVA8SlXV#za<3`KD;f70z3 zi|>j_P$}@KgY_~p6(zf{0%gq@^h>?+B$9cMrb{|%Y|2i##@{vNaB0BP?)hg6q`rJ{cRTW{$8f^fKbWxblC zHotPeL0&x|hP141``k$1)Xr}n6DrWpGLHwXDOZGV96)oJsj!>KuBEX`;=KL6%_fNhB{M(LiJZ9|TFTi5luA(Pn zQZpoBU9~C5O4F|NU#yJOy?Jpo^jPpju0A$5tvtrGWqj^g%@BHE1XMo%L~zdAzZTp=w^qA3pWMpw_PyEty&DPJRmrEaB0CzW z){u3fLs8-}(mf}p>7ss)(FHSq{u&>-LMIFkLY$Khi`0Aym`B2`f;wGxFt)4V_sqSy z%Er^)4>G*S5}PR6w`zc6(HG_U8Yu-mWFxFph0SDfO4SG!|E-F*9zV}>^caW(A@$G7 z=D+5gjxYS1f*0fBPb!kO{U%EOVCtZvGojO1 z&x`{&HBTOXEYkMerm5g=$Y}(*jAUyJ5r|P5#*KddIc@;$Hsk!t;?jTjrIW?~YL1Y+ zG;IDunEPMuu?oRbvW?byk4Zbc?R&=4lIcpRl>sYhT#pVs#~7f+{i1~2gl z-x>Zu=W3^iWw4nml8y$S_F0v!0kU99msKFz2&IQW@kw;kIm06xjh%0L8m@Il=&69B zq{oTmhsjl4ZT7>-Z(!mo{wJ@y;lpvFLXO*y=oZ2C_M~^oYz;K;*rJ@{`0tSv>YuWI zD6rq>i6XuEYHCe_3pShNOp^dD5eJ#!nSIr0G9HkE`iqp_`T*hh zPG5aPDgH5105CJgw56DKq?g zjrDI__0@Zb3gLFqCWLBX!l9~Ca3=bf=?SE9gL0SH#>xH0g4W|q# z3eK4+?2UNHGDy_3=n$Ca!4QK%-#g8nJfB&+7O}iMKYm6RugWuM15hUga>CWBLAu$} zxvsT5X6>)r4Wfs1%zDs3rVe_2L!vC~=7gX#S;{SDNs-*Lw_$lu*4NS;hEVoDOW)M`~ z`)qCaYVdRi@hybJ56v2@?`jEDV$rg4^G^i2^hscA5lhHwAoRu(Yn=_|x|39%O{=v= zi{kwVCBDAslFw`*Zl~pk+5RAW2~km36~mTZta_8y@8Y{PX48JG4vWAPGN}}*1I5Y3 z%Ht=cI1|DuBanrw$3cxg@k|Dynh9LBaJ>_RowM40!RIHcEQFT=1fx^z$_^6$N&jNB zCgbFt`ZC_F!fI%3y(o)$aXpl6dpbEzsie7gN6a*!bmzUem%UjIt6=GI@XP}cmfltk zASx$a*{a3+*S1NJAFELI1KQ3G7W>uF7H5`zY)ercj8a@JZgaKbxDo771ms`-LI`^1 zww^EGOqPpTNMHjr!Y&^!CH5TTqQwbAzbW{>;P4^$%Fvp36P(El(>&0Vk}8n+ocq#c zh-C!ohV@0KpEMsYl|G8-oN%Lf?>5i1HxRXP(L6HS=_l#!mVNR(pQxPjnXFj(ENjx` z|30(-s)G;8&DS#IVWszU8CuJhK=Ji)r-AZuk2X&)QlRl0>q{vLEx6Cu&#$H}`0c-D zz3`!f2&T#5?S5NS(>&GefaIQup(MOYxQ;l>HNDT!XVT7^3gHDQ$4(ue^0=Lm$vw~1 zqa%kdc%8M2rb^tgt0;m;${!9^<4xNAm=`$K_~B2~N4QkE4=huC`EDoKaMsPPM$te`3fx0| zCq+N~jv7u;X*GZBlmL+%pX7eDwDon-@|+`CK7m}RHmc36eOAF(@%J#TQlKB-Wwjk^AiXZX8@ORlRw z*HQD$xk2bX3fVRFNp|zYSaB^9?K@U2ZSk<5*vMx;%lC=-v!9F&uS z3zi-tNhS%mkcu@tbhx~OuE;b>ExtjEc5^e8{K{1Je~)!I$oj9(?XOT#k4s|J8)>Dy zzvw%K>h=R}F*ye`y!W~9fsfRD#o?Ufe_@T04NRcJwu1fy4%HM)Mx(>C8P&fxgHT3W zZ*aL`qI#thz!C)FNv@5J^P_?@68m~BfpxHRIp;RTk6%9J9kXyd^#Fr^t-!7NFhMr% zpN)3pQYjOqF*eXn{bPef(m{$frz)?YBbKvTeVyg9psL3zQjT<*C5~*snTQUJCgulv zqB_wVyv~hK$ZDBmd}8dD{94KT`n~n}ADPxFy1l476%OH=u)1rV-Fz13n}vTo8_Q2M zs)sd=V^sWA^CPg=-(@n4aXw&`YBi>HCu^gp5?WQA+jSL^41RDMrSs?jsP{54b>;JY zNR5Wu|Eo=PrURHqck}D((;TdHBwo)?vF_YQwsk)7e?0W*8=n|-tOA^Qp$dF;JM(A{ zj3y*yhFUMa)1liNE*fz-IF=_-7!HN_6>Z|Oo*>=zQm!mqhGT8cn&EDlI?6ftr0&rM zc9ZZv#Eiqa+QlBvz_f%e9PW^S%@9$xhK%Z<_je2{v7P)T@lWx4WP5$XwiryT@#a8Q zf1IUBNY=z;wZ*Kv0LLzs2UG0byRrFhLDf9a8(`f7a8pVE9p-Y|rD8*IO&>Q;@pD3l zwiRt|o2@tK>a*TwRZI6hv}H6A6+%#5d&21%wY6?h;5RZ3=Gi*8Hwd z^}g%iHaL94PVERY)4%P&-^>?%Ku+-m$|*qSj7ky(E=1<%JDd&6Zp2 zwVN59fBbm_&T6VX_l&jJBz;%}5LOIcv?_+kapItP>o|#Udh2iCoY0?w!{ryK>Avu& z%pJ6O6D*_QwON~&P|ZE!nfK%Wwe#gkR<>cU2@%OqGYrYzE7=3hVQtwR&`=fd0`*qU zOg^<)Z79xN(wYv7V^j$KA2w zP)cq4N9!KpNfw1&L908y2G#paivGzIHu@hOMmJV*q=bD!$pUVvq3NO#jB%x_lEOBQ zFZ7I7wRcY58`>P>cx2VH;VgztC$!bM(koCf&-E{SdCR!7Mk<7Mc4VRB2Li0>nc21% zi(v#tah)OL+RI_cR+BZ7q>?NK$g=1->bdi_eoT?Z3}2^JbsSy{YzQ8l@LH#bPSCaGBe(PISyqu?lIm#jnOX^L$ymVDA^CZ|EGwBz4WBC90W33F zJBbz{@3{B(_8`u0B%*yV(x-$}hD&6JUaZN`fl$5~AtzOHbBg*HwC9AdQ4X#L9DJ`M zu&VN0gS{m$(31A`0NhUGAB3GR4B&D?FN)3a*~rdm3@$9Fj=#DShfRF2DQxeNAQbk9 z1YHX5F|Bu7xH0|QTO3=6FqPo<4#Tw=hU__DCR`dGhsk%wRJCtCF_=T1RkiXK&k4{O z4ga*eLe7uoP=%~;Kyn*V^EKbG+K9kCr+~&r+U-PI?cAVJxN5nw2-KP?JcYx@NW5(V zXovRy0#o5Jb`ly0{M{C<9zG%kGm1BfzW4TYUaeAvoS{;8b<4Rg+fyyO6Yd8E(6?%7 z2B=KoENz{X$c~N|;3CwFXsT3+dU}HW zJ-ir#eb;1lyM`*xJfYdE8)aEc&3;XlPx5jJHG)YDfVW8?_EuT#7n_#CP%#n>P14k$)0h zyYz%Py0g{~mM^*ToQPl|0}Kmes(ibaM~vH6i?%LbN)kjulHbuQ&5 z+55?v;W~#|7q!9j)=+k#Mne!VNXw=HL80Q~h||Ha+zp}86MiBWqQDpgbVpa%(GwH> z+@nK$P9oJh2Mhb7Xh|pwAin7WoL7{V0mpnX`LU|z>(U$|-W;?)ex6Fjepb6;j+`Bw zvmVCGA@FKWzhRV;w22H`zG!#R4*H zytJP9p04}5K4pa%$E1dAqV`}o09~PuNqilSrP1{8;AOPb<7MqJiv9RX%&(C;1Q#7P z^9Up6hb634R+-oY#ca!(E5ufX>lfU7WTdq6D4&?Lw1cGL*=qtwiSkr1NP&i$$(F5N z4Ky8!M08j~LX|G^S;fNX>b#Ytf0X2R_s@NP)tku^852iCCoT9a)rN=w!Craby!H4eIT`Vn*o@TI=?Tsms zfNcmAe0y@nY0m~z`>jG(^GzrpV_SlP<7P^92>wX;d@7%5Mu{QxuxW$jbKJ(B0tU-2 zv^MagP+Ty7$*GGX^#*8XZGz-7(6L=WdzS%Z_g-JG?9m1e)w@_Q;Pq=Qq>G|~FY>{z z2a$gPc*A6CHOG~sHZ^aVSGKWasQa2adlntJrPbkjf1GG;=YdYa?o%n?R8~KSaUeu1 z&m+5orX~f*=@YV~ICHqvn5L)Ni9lNgu_(dezYX|=NvEifcsg>@eR->q187z&rpFNd zI}3tbNCXVXi-}zFqKXBLU*=)Rz-SO-WLA;K9X(CX-!y!u=9$bQ13M*iCkq`&gx-St z$X6rVQADWl_%w6;N>}A$ZW>7{R%d72*e@13euC$J3Y65?(3IL1r<;%h?PL-77Jek2h^H*Mv9HW z@JM0rV1h{vCn$lE0jRq|2#I8}aKOYL8!V?Oz`vW=L>qKHZ2kV4+Uw8mB!9kZQfK<@ zvQng-AZo{>Yzf=>p~3gm;=Uw=FTM_fche^rbzJ(Mg!FZ1g!UX^E(9nd zbL0iAbu+27ROpxK*h+gJt}TrGV^aaIPHT65ti;cLBcf{6t%DJI`gJhH7gPJnQtM%Z zrd1&xa>Qfq&y<{b8SdQ_Cd%7eCo6^|6p^^il&2qNo*)ikV z*TXf5M&%uzUITQH4yAWR&rM~Lf?xE5mqhV}{%gwot)3gB2hbu*iwBBU+hx?^g56kJ0eI3ukr=GgU3O7|A1nEUiLOR!zTvkziY71|SKG{#CV6*;n7^^%|81 z)buNb1RWU6l-mSRon*etSGJ$dt+*1Z3tzi5db5ueD8ODCBsVF?o^>Phu!f`E;%VjX zO?Rfe?7sihlcKQI<+kdn=oyPXfVtc0W{(5&sRSidI`h6SG)9MG;KL0&@+EQta93Gbu$<@YUvPPjZ*@C@DOK`d( z{UtHT5#Re5NPyP~PCI&^y9KksC9xU8fQ#|Z7b=E%)t{=phs1ms2|s_DQSCI^%$0*q zOug-@qx>?%c5HX@C6328x#&xKfJos#$@&A-YGt_*UoEixg;Jo3uKSSSSg_ddb5J!z0Gfs_d@6E2jQBT|B~>K819ljl;fBI1U) zw?2|pqggfIV@mH=5)k;kx%kyae|&?M>VsGS;LmI6cWm}2c~2X=P*}8(OePt>6v?@I z%p}-;t>N4@zI}H1zlf2vfR3vnf@}_R**m65r!Moi0S_0n=6Lf7JTL{*grRz&)?=fp z@6+<+b_yfjmJvX`iav{na-oj)SW2S${HGfAg$7mCcZSkWdg`3U$|~%1%CjREL6Pkb z6E%xOIFH0+qtC>2;urahDY$mj*`y?}N~%T%tbj7&i$K%NOoqqaLHqo**`c#$taMD^ zgg3jG4p$~^aK}xs{;NYL7aUL}AklNvJrPO7rm2oFSMD+H50?ISb0e|wTiO@33UFk5 zsgeMsmGjY|lec=+MI9gE|GHF)GM9*J8^W2@6womKLU=>VvJtlg);zZHQ=4WmQ;}68<>&QM=5v<=RKGfQ$ zyd&^54x2O#)yPm)m=Qe?eqgSF#=GZKA~C&Z(AuI08&cV=E{dGmi_N;qPOsHPJ+h$C^-{M%sC_b$*KO+Cl$Y zUO|4C!-d7Cyz~^wU0k=fuW!pt^%)_6)@863{gqSS-@4phFYrkvT*sIrL(8iLW%sad z$~rE)8AuWou4fA?JMiNRIcd534BZ+DfWuVXPNK7+W8y;H^oY<7O@qLfZ~<(49Z{Ec z7A}d!`HP31`5rjcPjambO{L}Gh$hy~e_X8xbmB7{=yQEaWEW&#e!K;O!h_8uBw`Ir;^bopoZ3Y*3~=_#%e#Cs3Qj*0p9+Ug-83_Y>)sNs{hcd)uPXgUYpT);ufc#n|2KDQvY&7Q`PvM{>irk3j=vxG$FOb-HqN*FyJ3ZW8 zHVaKNoDaOO@5BI2u)phs+fb1elBjDcv7!ylVI{UVWUM-bU^Pz3S{o)Nt=desFtz8e zYDLbLX?cs7tQJpXfTmDkp|1i{^9$7OH1OQ>n8hsui^#PFg;mo`vuK}JxM`*t|H?!v zFpLPG!9e?db#n!l-C0iM&H!V>@!G_0$s|`_E_+*5fPacwDZ#}KPbH?>OVBO1#)5Y zjZy62rYr0&J$dB+GB#^X@s?pixib-Jsfn|#NB_~?;FQ7Q*A8xG=(}*wl*J0&zI3?OX zEV>rP>-m)4hZ6zoL&<7%Zh9QeB0s>V2|wu}7ZhDrcwD7Ci;t)O7d}(__6b6tUtl`~LGwb*DE#=bT8mf0m zTK)7%%yjrZVCd%n>G9GO@+^>X-Fy3jB_kzzubm~5i=o~?W_O+qg2Xf9Zwt#RB+uvP zhbaZt;^dS=X@BAPbGMjYT#<7NVD;c!{LYDCMycq0(FYcUpkLoUAP7vA{97_&u zvS~C(?vmB-^K7%?Qy!)X6>)1v3nKFT1sp>g0E__deu%6}Y2jt^68)!zjZ(O@1rj<;N;~+!hJa&uMGmI}B2WTWBl_X84c9K0wsM326#XZ+L=u0=(&2?RaCd+$+Bani+=UZ`4!l$)n;q!$fPsQ3lG&or zni-deNbli*f1u~7zihDf+jQ8Y1JfIRHBTut$eqH_&jFYEPX@tgwlIc__ZTOV-E7DB z=S~(;`osJ_j^-IyNi+1HF$jkIR{45$(>umB7b4`#*2$6BEV`f7_avsb#8SO@Tv2%~ zSw7yCp}>^Wogb1~YQ^K-R5D*T?VrG;bNx*ksMvt=$PM|sIJR( zx#fC5KDdc-*UM_UPcnw>w5>kIG4s0uicZk@J%B6r;}+-F7)xFaL<^X6Bybci{SHE+ z1qwZ;Cdcp{3h(e8gmBOPIy*0C#~?hzM@ff6&pV6vM!7SIh879-`MJW{ECptfIAdk= zWBEV6LBCki=&oOiyBV8>k_ORO%XEevR6!L!R0l85jQjo9bqwTUY1j|Uv$7m6t2<*44SlB|0voc4Si_{(g8)ruST8+! zlnLQe#Oc}HmoEkiJbySafwK!SsZ*ygBBO51+c8je zif#im@BLDdxKlk*LWYt@;ChcStB{B*QQ)&bcbQpPay+L$S@9|}jS+mn829NSy=Ci7 zEqmu0pEt_OiPnk$5BT!OROb0Fkws!D3O<|JrYkS>x*Rb@C3rpJe9G>EtVFtqw@*R; zIfL*sWVj%yGg3Xtb~lvJ$iTe`ho`3^c;f+5<{zOTyXZg>?JTGS_l|9LOQIP`R`pP8 z>8|xbR#hOZ9NlrFIeD!3P>$auTFaNK(*yof(hhUmkxP<#5Fdj~V88I*Bnifu{=|7- z{A=>r!PV}*yGRFcl1w@VQ5{Fj;5NcR>TwdsToBl~mugEvx#2hsywN&JGsVc>duK3Z zJ_;yr&7AOLPbfEY=-EoAE4fWZVDg7=DZg)!8^;#^hr4Mg`La#O?Q3k=!9+lGp0j$N zyr-naiH4YFr{o#&#juqygYe+7wLQlJhVen13S^{j2O!-wCA`V~1Wj^FgQFvE%b%KO zz~1v+;Ck3%vFtgMWU}mkS&Utwj+Ry`*ZXz6cX75TxPxRFBu6js*v)A?fA;?85eT+N z>1A=}^B6Gg2*qX_B|vsJ&84xBH*Hp8qCNYt1rY+HtF^T4^2NwtY^u&)nwWQXem|Fu5J5| zLo~Xe&6mp0@fm=##b1%7$4>bN-*rWMpiCH^bsu-HAmm|LO~x3Tz?7K3WHq|JoQB6x z`^Syex}<)i%O_b(L7Ou`B*D&Wh97Q5)lH3oz8esmNr>Ej8G6RTvzfdwp5+cMHR(b{ zyVJb|fRO8EZt?YM5SgZcC9dG}lrEhMMDv9dD zexe{@@8xM#GrNtYyi^d!e#^zj$i`?lDJFs{XU86Mt?oWBWrHm!Bs9e4Qr0$|BowM* zEEmDL+Xr1b&9W>_u>QG8$BX=jGp{jBCv-B7wK#eJum!KQ zi7G!)ZS=+&QBtM-lY$kkJdPDc-gqdHN9Iopk9NwuDWKQgGc}BkRxC!Q&KKjjSYy0k zITSV%bTJr5aP4?Atz0141z{EGbOp}~QCY>YDf;|nUezFS=VnKXA~XV@=nGkw$eYK5 zoiDXBIyaxLiq=c+KZ5l`~1^ChE!#BZ=450B$lQIbwx73ry|azm zmL`eEdJd*GLg)stS|HYM?-+V#-nILb-{i4dnY*!rE{zxN@!B)a%EqhDIgRJ(`R83c z1e7*K@iM+wC^*w9&R20!08@X5fH@0`&g_z%nPTM8IV`1~2~*=J6&}WG+mHAWf~M24 z8foM^sfd3dk-0BjD}tlzo{t?yhED#_GKi}Xk&{{dGBPvZj&za$i8?%;3f6oHrjogQ z=)79TF$NxI=Pu=}o~VjOOt--XpE^A1&&DiVP}YdYSq_yWtDq(jCu?xYGBrUq(K0UI zCk?jY{iwz&Jvm+Qm#FaYxaQFT#2|TT*9}(XQUXPLWvkp#CRi7l6=tn+;Jy+ZU*Gt+ z-Q-CUeAjo#e^kSn`&y(*;yru0voixf3wE0cJ5>Hh3V&z3w(xnCX<3*A9yVo9Q#15% zGgV#&j2QV(?ksy^mb5dflJDfa5(%0NlA(yuh}Jac8ex@TTMO;_79xF9b(bt9Mka^k zhC{0Ab|e|ns{M%`QL}-UN^IpEWNN3STT9N{1%q#LDLet`3C_ty#vAWx#V5b$2`>T8 z9vR^v(ADm?oWd7Xz=XE7A8+)pdQdcmrk&cSRPr`H+fhEyaF$@a4e~p8P&x%u@%Y46 zvDM6Qelrzd%|d`DT%19eC-3qQ)|~sD&qoz;QVR^{B!duv;j>s?ArZxZWu?}xz;^By ztk-mVRjnp5>5~>?74mJNN3IJWQAkgCFuq5VKTucBR|s#=@#(2F^!U_JkB(EVegGyI z7k(nujek>!;z~4W*Dz=S?`(tI?|pQxTM!DDFhq%Yw6}{W_RrEL)VrC7f{#|C8N*Bv zK6o|YHcNngvYrUTgY(M!#Bwq{mb$~nxqa%wI&pOm7NA%Dxty6LJYhQ3WesS4xMRAF znFb;91osXF9))o|h52OsDbo*^l92`xS14R;i&QO+x#8kd^z)qc%c(?6>3?0&2qlV_77Q@RBK2dvlwH-7%A=jn~gO75+POB9}*4q2p< z+Q=iwBywCTDIu#y>YF5FOAM=LDGLV44>}&Fs;r+PW(t21T23`gqfyPD5^??5b7haP zp^!G%NgzajGEo&RE#2&hE8&%LX1!p}K4LgecvT>+6_n}>uu2uejuy^BrsX{?O}PPV zBRKG9DQCC`->92F0(E)|6XtId zUF!Q`bxbg202{6;PJrpu%!_6TM=3Z8>9Q0^5$}@@xQfpeRf@Y>|BiD13W#c^aEcn1i5h`YORtDJM?Zb9;vRj>ACx-c=8%`V5E#;r z`=AA=ArGz`dR?h3mO~334b9R%H_&SI3iil@{gKF- z(wA-ztnlG7uP1bwLh9Q#moa_j=Y5T1d@nb38s%j5@|0IuHJE(JYx}^sQ3mW@^pv8$ zJz10*1xdT{WQEA{7`dxpJ7(hM_VCR+r@r~hh|K|Bbl(}ge6&)R)MNwTSlI=B?Zn@p zNq*$(1{d)N0;fq^FkSjizyEm%DnNg(JAfaW!I+!C{-HR}%hC7#CMctk93`(VT)Zp9 zYrq+!`?Hr;?=||)*uF>LUY|2Qf3d$FC#k9V(q#&7pY%QUQpVtN%GHq2KJG5nG>n7x zwiXXWJ7;vEG6UdVl@}pNQXf<4-Dcxv4GRhMWOchP3G}Nv!8`oJjG0h}u!UGVAcS2e z)y4&;G|#FVOhO5dC)1M;ZSu$FzkF01x14Ujy*$;n;mz3d3inQo9Hp+u`sz#U#8-KK z4#Cc*@*s(`QaLEzx&@nYF3?|ssROJ*cLU*F8LL2H{@}Lvl;Opdxo6;LL9Z4@XXK@< z@v||Clb?$Qq=rS7Vif^d>&$`nJ0FCiZN%q$Ht)+S;;g|@qK3!hsm~vLYYft{75mhY zwgRVJrkvGSf>+%O(zi?TbRL#Ekk?UYt&bz(Kn8ikO+m~|NJ7N9Pi^`AxdmY8QZpGX zvqktr*?u0($S>lW>W_G*^7Cle=J;fE()_DF(Hu6f6MFa>>E5^A(s!hu|Dy zUQk~|I4nc^sdrIPxGMLVTPwiMZJ_Uk5Y9Y<{5Q#(b@`&bp(ylvgyU`2AWwxK4PQr#0{G&{8B!3Lmo{ z-vr=5*NXiaOHK?v&?x^^ho0Y*y^4s>u3(p1nm@h9!NW8wIRMqC&AhHJ^xXgP zw%-N&^=+vV9K@pzF#;i~y<_ii%b?TA3t7%Hc1F%iBrd^Jj2Rc2`!SGlU}QA@%#TF?41HD>$a`!*tTukwr$(CZ6_7mHY>JmI~Aj%ijzMt z_CDu)H~+d=7xQ9rppQQK(;5(Fe0p+FrGO5sS^Lua2rtE(q7agEeOL zu>u|P_qvyCd8Z!LDtTvKh^T1&{&fsMJALX4kCg&n!6a#*4En&}Mn+c99_z!e?$4q2 zw7WlG)|W8u7q;IF{%-jr)l>h=_UQQDdRJ-QOgfQ#i*r#Uz@KC3ZkCxu3*m+YarrU$ zaI#vn+trVEv!B#|n-)=9^JdCCXXd?ePE8>^ON>8s2ZLFX=Ho-_aFwq*jd?=ba0EI-M1akqHY{5Fa%rJ>JwaRR<%MszO}p8 z5oxGT6KA!k3Jcl?XKhz_zX`02P^sY&jg?pkwQq3Eg3&z_ans;Ll#((yM7cRIO)62b z9svc&I!GbBv~Xxbh=w0a9)dX`wBY8x{{QXWh2$kf82jjJtz*JXvCqL_A z$%bj;zr2Bg60g?oSqpp8H^j*^*=P^=>p2HIJe82wHjT)kFIt8kNKPfbJ>Yz+jBfJh z+DUCsqiwXjD0^fx9hfXNQtj>ocmb{COoK-|FQd1)o^RI6sebJl&Zf?{z4Whe=M|Ph zc|WAc!eKQ`j_|VX|5CfRi&lr5V(Ysrz?3&kLfueNL$@b=QrTMP8Uljhdol!zJ>X^L|jtR;x`S!TqLO*Yi zPmS|Vd5yxli(<2ovqfFD36R;utFmLV-tyoOt+bL^dKA;1&8~OCJdqd#7(Ru zDlm2fkk(6t@$u0zyo4d42&^y()eV>JfPZQG*F}GzvpqgmEvfcKgjP!aoXdl) z^L&}XaBPBuV*Km6mE_FFNC)Amu*=9SnkyFcHQ(p)b;Iu!T1|11giC1q+mP`ew8Fz- zpZ$;Q?AKDv`;R5{$LzmvuB52q1q5e14h9O{%4Jl{Zy1(XkjfJrJ$?T2AT{N(1zqZN zV+mQpr+IkXOKaHW9V{KSGocWpMeIN||-kLs2Fdd`3qId!=q&UPqX_ z_ow?~R|Fe&AMiL^u2Mbw|Ebe-<1hyJ_S#5R^m~~#ru6&QX+1NxKX*p?xg?2S#tE|o zB2CI!HxB@$73o(H@5}kiRFy7L+`mzmW2HI{g#?(u_Qo(|>S848yAT+4#)t*eh|8HK z9sbrH*x4NahbzZ%2D|vb3H=)Y+M)^BD#$xvq6$9O_Mq5*()^#vwvKFJN~tZ!zr`I_ z3P|Y_zsM1huc?RVx|%n??iDX>x3tcekCPgA(U8$1auKWw`cMOhFcE(N)K|1yJXC-U z3OJ?vJP{)_whKEI5Z~`Os>%rcXW8_Z$%p&0e9)~^)D7l6FXAVJD1gx>)PF0lGLxO{ zR`7_mbO!$|lLriM4q*n1jNxoR4*=^1H?#SUm0bK_V?L$a8;KIiZ9$ar zs^U>sBwcfM{}t!18O~K3?5l%+Iuyn+lG^Ms6M$U3dUd=@H`n^YPXYdKi2G0derLrY z!s#+_96|TOg0zvLx+VV9>`Q}h2<`(EiaR!8P?G!?OAvQh3a0^w(oW1l#ZD+mm}~d% z>ObFX-n{N+xgWRB#ev{RXgF%$?Jz}n%g3i2jGhsn)61A#3X1` zZ0Z&N;;c^r=$SaPL@t?SZ1&q_EF1L^^r!vaQ6k0B_4(pAR6u~ zNyOnRG&;vmp7>29(Nx7Jvh}JeFP6tX*i4-JylTBdvqlI@Lqf|J-;+?NAEm4Z?Tvub zOf)2@ydR@}MAZKb>kc6E9z}UVCdO9j`>5?}>isMct#6ZEClixP zT=TqK-QP&a+h|<+qs!499|MFkzS+?BwE1g=J zbV+?Zw`w$1#Q=Q3<66X@ri)I~&142tU4SWOO8q$eMQG}i-~1|>LkWd8)jPja;k zVN@S^JO@7vgk`S&JR9Nz)Xf~2x$W@v7>^ru#LjLwhTnEEmIu@5w z6)U&wH?F}rI8Y2$oLqNKjI`tYQmf(>HLGL>oH>zD_};1qNNgEV32VVJg~M2xt4D9= z?S1ccsUB(|WsGMg#0sSCQmfAQ@L%Y-SaA8mdEYQ;4p|rOf}`NKO;4LD{yim99Wm^# z{{!xOA31jEWQvzHttB-R2<%UViv~-E{!!QW!~DI7XYVp&KsLD6Try#KskP56D@+Y> zD0j1YQau1oq#+XTgT6gw1;>_xZWiJ}+X!YR|LXjrdp7CxYNFccLaQO}Lbr%Y)MjC2 z-@=cg3XqLmiMSYp&Ju@hLm7Dm6YN|iVBIc~z=_zq>v-{USFYEM4n~QA9K}$dCvS&) zJF*r~EbR*2Bo&au(Wz!OhPsRDGmV~&#fitc2NLPb!};Jv*73HFSXj=Z6r$Y1|VLg2$0~$OQ>A zq1jxjKTs9;vpN?HgqRmQu;9;p+$Q1oZ??j%zSF2 z07O|%z~4CLezaQs+P=H!< zlmBYp{I8Mj|L@HI8HfKD9{aa8$Ny;p|8tf97xDZ1O1*0U0H1H${ij1@Ki<*0E%8cY z8dh#a9a@S3{{Df2AG1w|w5;as^b7mkz=nHce7sML;CwqE4>&}^vJ_=4#LVTJhG~rZy4(6JaI&4W_gT!nS39%h?B;`f^%&O z`hW3aJLTQ!ZIr`pzS&5HI8>_i;YJrIAyyws0uPpUh~4jX+PaHA@0liVm9zr9r{AjK z^KBYYDsgyWB!ITR0E&K5oj9Gh_2$8B!r5*54*))T7Iv59PQcptwr!bBg`@=!iy;nX zQo^yeL0+aGZ?aV=^7USc0vk}cy`Km3xjQ+w z4Fx;gX(cWPi9zbL($ra}{~S{;Ave8b$a=P)=4C_~9C$|>Zw~4xU=)jHHgwPq^$%6- z3XRiXUK#i$DYfct)QjGGL^+AEDpkYoJ?;sg!{H-3 z|EOR21nyQk6L@L=IV)!`4n&e6EoVYSG{yv05|eF(w4@L(x!WDUqPlC zZF}$qnqbBa!u(sa|;U?r@J>mAjTjUV)DXlF3nkB(^ec z8TF6HNMFAUO9cEi_~9pfhYz?kxbggyADk(#kzpJQFIDCThe|3Z*_V9lST05AWgAEN zsrGc?m}yalPaJ|)y$|E1*KyH$c8nV=y*CX4UvH)Q!V}nDANZliC6oxDVM@kfuoCJH zt`)KE-TChR47S2|o`&396W~M_tXD|3EV~s}7ZNxGgHm=OyL~6TIVF+&3!vTWE#QAQ zEaZv!2G{xKNT+TiEM+gXF^YKo=#wVG=@NGMwA}wqHedP zX@hcVKV(xS%JnX9^E>(rf;kqi@^(MeB*3P_aAuF$;^ts1X#2t!r~7ATzv9OhKuw^< z&?O8OZK}aHmdbjVGJk#&Brf!#iYkBb=!#3*(mwATo>WmdKiOFyUt7V{k6@(} zHjlLLvp0A&KFF4KLtR4q4Z@}kdY{-xJSsKT(3#hXB2+el^p$W@TP3?XRE)~&MNcCT z!|TG@Yam%QJM$DU~YVwYAdJ{TY4Ofa>09l9cv9UxDsE42+Wt`>QdYjZYi>dcl^vXTtogy)Z_< zD3$Tl5F{aB*7!h(4@a>HxI&;4eTazab+`KYdnU!ul6k9gzEE zp0MEb&LQ4>hFRZT-FYpVwYzO%3yK#bBYF)T#=9i`I32oSwEu$^(NU)->xCptm`9zDjC z2v1A|%O@vWRPYq}2zh1E;HI2Ft>GK|@BJKY>l-hjZ5*;R*1i04VINXKw(^^B>&+pF z582*914^oRTsPtnCgbpgBPzGuph1&4cqDjwIoc>=WYC^$@RK@n9{gbkdfYsgJdxtu_8$4m)Z zA8d+P2Db~mD&Kf+6Hn`JG@NSF(VvVgSL#I1&c!HjO|!-dnT>*-y+a5TqS;rlu5# zKLuBXUT^FkS%5(CDELLKMRSd@`U@AR6*lsus}fTmcLR%{w{K^RNG!u? zqZZDoNOJ zr1ANvEm0&kH7?PvcL6fq5~TjMEuVd4k0t;z*VTnz+VD_``FJJB0P^tbK`Q%c+^A)G zRvoS1=4INMJvAvvG>fcQ?UNk=)XOMH38w`!7;|D-aVw=Q?tx;k;Am7csywL*kM7wL ztLMFL)By{_4w=EU<4JxC!D)mU%=>4kdMQTpWVMOsEK8pZHc4IOa zS`9%X0OVSQ9gSSL?fUtOVoVBo#Fi=#tZ?xey`Uoj$bu|BgPs)=dUS1?Pw6=wXCr_| z0Jxh58I7*F_iN?dHuX}}r3qF6_Qh^&gA?BUQwP!-=7XFtP1}uJL91|PW28MFf3+Ea zkFv*=QuU!O^5?=Y8U-`|bk{mmu-tlC!oH_~#m0=*QYGNH!E-|GRw2S#99-`kIsVAI znQ}A69B4ywadm8a7Q773mHY$5rb!dYl9*jdmzq!hcM*j)c;S;E@Dx0xVzhKSWc``0 zY@!uZb9_|=hvxy8(TELIcAM681spUCR(giy+fz8N%fAskV+|E z!i-C+jAX4eYU>^Gnu@dFMeWP%gI%n>OhJR$8ZMNmPc0{sU~IY^gT8_=bEm2CQU{BS zHFUIbg1|wmblgY|3WT^B8P_55uP`G>MiVGg$>(t!q4orbKE-*vKHGX3$P#|0*D;fY zgj%SQbN85fPRJZq>L{7ggQ@%0rwfyk&KyubyUO#Arl+vNe} zrXzXLYFhkhMOc8Y4P$8Xk#|l{CJB_5qke&fMNAP@KRXRyVCN3ix8~&FEb(9H9F@+$8=e)M*mHk zJ5Ij`a1rhO{AM*lOPLCmL>&Q{~}dhnVoS{XEEmzXn`&1oi`sSuf<7t=%=v z+65|a`$47u4|^=O0K3Z8hPv|9Y9%%^_Wo;WxiQ~#;PC_;;ldDLG-0}Y<+e58<4 zan`8ntFfLT z!1Ec+ez(w`6K-!3`$;hI%^d3e4Q#_a6Y9$z?0Me=zs{I__zJcJMYQk`i3gY$Z`Z+^CR7S{&|Ozu}A#W4K9JISZ55IfpY9kA!^LES3=O;IkUsP=;*~YY!U8)xb><|!I8Tf|F@6()lbk<&sf+GmQb;Ga}Rj+hT#w`GL zKO3#mPzYEx2tJ2L!Lg(?0XpGoAh9>)>$6(gQ@^cCfpB&cqHSV$L$+*&=N!b9|h)9qPljs`q9kST1wGsh z;vL4X(L$cacipUg%)3tj$lklM`#Q`bZ<#+yeTZ?+{`nMh6g#e_yVu!}#;rr9)6nkX z6>qwL`s1h!wp*B2pd-atKCQWf^;)hx+{TtqS;K~c?+JCSqN7ztRQ(c&)IZyImAhDf zGHJQ{@WH1M;GEl_Rvk#@VmzY8O1ONXDvgf>6y%PE)Xm=DZAx%t2>?Lap-yV2IRGGj z)69?*aBiPz{kI#ME|Lx=CB_zPainu3*C7s*gXn47t*Aw(l=DC+Je?)0VVfBpV>T_e zmxv1@ugvaaMN|`HVDBQ2?Ui@S7?G>zyBTL1)iLwD91pnU6I{S8@&UyUj=%Ok#xbI9 zL72xE9daDAXHv8mHaoI;!2LN;NRZ?#WwzCTwh6hJd6vvZc$UBQR2v zuMH3oHX;hb5XuCzTIB97^4Bi5VZq(GiIEXDrbMxC$i?5XCpCueM z5^$a5P@6;-e=1{(KzP1Z36dnBl)SlaL8oPl zGje!7IK%c>+-{utI}Ms{m0GbE-%y{aetk$Z_9B3toBfk|k7B~MC-?^_mlMB^ zvQL2(=^IQW0PzJ&#Pl15$K3vIv)Pmx|6$#+Tq6BU!W2M0g*$ql4z>X6)8fb098Rjt zNwA6KYD88t)B+d$xGp+RG`OI#vQ6o|W6$ujjva-r$x|SFY55)Ua=_<~)I@9x2&Gz* zu7`uBc}2g5h~H6)e#j7XOWPxUpQ#CuSM7ApxX}$oF;AFMpEg*Z5zaxs%IT9AdP_V8F*~B% zFrOm}0UdQSYKKxs=a=N;3q>&@e;6B&TzG=0On>lk-M+z=jDg~!?Ho$o#y6%v6+e2? zRl1221>|tuZ!?@swl%Ju1=GH5N^-#&P?ov<*{m!uiKoBtlLFCTGnAH?YKPJE(LoKUT^1z`=ib z5MvmRW;Tmfu#Ntl(^BEvMG)o}bUS7){T7n2paLxjItq>0*(`vPUyH>XPUyK*)Eodaa}mhGiYe?Ttmr*Bc2Xbep8QwpRV zrl0_15hLMB|AHhdIU4w68!qQg|Lm;-xB4<>KZFBoqVrZ%M7a^P^?=E$p@B3J`WYGh zYvA2FOLV~jWy_^WwdE2mv&0eV+*5v<>YZ`Gca645XL8wz7ibO zjKl7f$IsUvuF95Kn|7lrWOZ5UVKf~jcxJ0PT4tEoK>8g31vzAwz`{r9Qa?v5z;u~S`w~x}drHT~H-0gi-ps5} zzG7L#BX2s6>5NwjL!0lUTbAy%oO7n=bO{(Sb4uu<5TJz;)}I;Ih+5^7(bCD*8#8#m zN^dEf&q~wuR_ZmoagOFME)>)$qE#M&kM3w7zi+?z>GNads+}&1Wo%B4?GLi+r>wP$ zMi6-Z5sD4^xi?4IZ^I(0TYYvrm5;gz?$L+(aqHHlmFoU6 zjDn$gBgZ7UP&Qhz(S!6tl)l;RIOhf}K4IDD4}LAG8IVu*Ip+V~Q&jz_}eUJV<|NzohP~8VYkF z_Ew8QnnR>K;ge4wmthNPO7Om8TWc@Y8Gn?DLw@vl*mLBaorTGeIJ2SjSk#oX^uE{g zumr;o@LryeTxFB1N6Vg^(KALhrt?V&!@4SKK)4|lqq$?&BZcXMuGJ&D)Y^7_@ks3? zlIPCjVO2?1iIYJ?{UvW>zP$uOI&d#92=)}lfHMOZx3vyMd5;;<@|#ysnE8!~L4S8* z;(V`t_IM$k!`f?8lADEU@VudrnNH6C?D~yT- zVKd(XcSt`D7YNMavnNnxgVmT6s8zvOx<$n`^58TuOwTc87{fFbs$)^yshjp&OK3$TW{4d>0}MbN$6i)vvsC9JK3%Rs)gD5oU`w^__BEe;e~O?DbD2VS=89@wM_B=f zm#X)X_$Uk@f3Lus7l%~q6E4=~P46g%dYSBnn`lOWOSq_l`68eTb2zT?s=;f~jI@Up zI?X_*N_2QSAr{v2bf4DcWc|dawsd)iK@3Xx?mT-B>3gUwQNi6>Rz^U?K$;7Z(gK^g z(Bzl3wwWi~*lWdTI*-=zy82Zq8^rAhrHX9nLw_lRby=*e^@Jdj`dz3AqJbQdzT%sf z)Sc*`fEMim^~3@SP*6Y@^!-vk@x28f?$PJ6QUVAHR+t)x%{aWs<}P${A_39)2}%dB z48ZWzET~tENB;G{!3UTzbr*Y80)v`BK}g#_R=BbrL+vXE<^!cD9$q~d(*tb~8V&af z%0;zB;(dkSD5Gbt`JGNe&|vhq4rz2n;_vfpjVMkhQV9upLE;vEuC6AnvUyc&%cujb zw3G_0S&fYEQsI$6#RFPpEO+$e3#=K)Tpxq^YP&=Bn32>nmI}K=lBQDW9`57@sQWu*O z+Wt=RksQ49IQ$gEIIsJ9Id>~=s4X)_dHlg=To~K?w}J6!##SKmYKfMjF$wHB5Q+F_ zr0Y&^48!UoCxI3Ce+pOlJaMAD%xATcOg-xBlqk=wO%Sl4_CP)fnIm$=<$xffz}6U` z6GCJNRRi6YF@!kp#%OPmC{;qEUa+b*4*P~T4>u;%FKab+nXzW8A|-yPf&TQ%&(-(B z%R2U^*$A0@T$r!8*BIb}i?kV!T#4Xew5HI;0_sSXn{53g+HGMRajuP>1t(u(u+M0a z{+fQ1gG4q2lj<>0aK*r^BAPhaVuI-0kUb`suBPzuXu;mby=qWEEMZ)knGF~1d=_q` zmwHBk>NPA9wrFPGq4F-03@O_Um>kKQgQchR-c)$Zy(5IXX0>WCQb!(%VO__IbD_AY1 z>8ct+5?lnqw{7^XnY#gDk;7d|Q&_;|Kn4=&#fdC_OT6dA;PvF~oGg>hs}ppj$aiz~ zq(KCp^`cc1kt^SWrKVwl4G>C!2fB~^1L={}(cj$Sr6M&$dbQ{6_S02s`^8Ry*i;Fy z=0UW~{%MQ~vcSbu_9;HG#KkrMwdVc|@_<+B#|Do5RIM)G3TyjB0%g)oVQQu!Y!riU zvQdJn^33G&DDelXm1N8BJQ-sfvi{gC#$^|TtPad z*53jYp;@(TcVRj1K=uhMTxP?Vs0;1*Rt9>wDsQU1`q-&=`N$!kY2imrWoNHN0Gn-? z^AE)mgm1BX_@(PMTj0A9njPRn0ARIvDo2QoE2nhc3;BmE+!>uZrYtB5#n5fHs+YRc(X#;gkGgjcFV6EX{{7(Q~KrB9^(pCu|OOK6=GCIs#s(q?-CL zaw~_z+=&O<^T#;xgF19eJT}V?R<60Gc_l#REJXXxg7GTuoO={@SPvUnVkX)1yNTo^Gl$2A-?(X_2RY#xeYS9N!-ow2H7--2TrTGdVDvI6ltZ$W|CbbB~TN?gmoku;vOJ zjx7YKUpuy#>gD+E9V@h@B?Vkp4-|t!;X|$!?zU6BdGM@;{BA>0{D1%}PXA@hJP6Rn6;kiZG|ky5TH#UyKn!Oa zB30;`*F)>+#?6F_yu2@RL2}T+5Nd%ms(`|(n6T3Mj~L`n19nSv{d>&SQFS;mmU4v> z@7u1!)xw#1z5yxmf|SK0x#!gIK4BC`PuU-(KH%Oup)eD}Gd!_=t={-+cZwv;3thh1 zj>vE*k=uC-f|*>^c703a^WOC6>hy?&4_lbS7h?8TQZ7bHpJ(W-awSVtPR!i*+RrZz zW!&Jk>U~+fX1bp(m4ShHI3z(3_@STO@;z!A?Z6lDW>zzh#wBI==qvG(tM5qDSRNxR z9G|yIibICD;Rk909b0C^n+D6OTO}DZv7m$@g$l-8``vMuUfi)EYPLAZd_E5nx~Oc; zyNAIr^99X{2A1jhwcl=F2lKb&SHE|fjTQSZzkRgSnpStxGJ;$Q&(f@3tMEQ~VkZDs zO&7&7<)viSrjcaaqsYAOZB0%u$2(K`Sz#T1#jk2E4Tg$$X_)Md~-CwtUr}oqZT_=vuX0nH<=E zNTW*7tp=(qJJR?DLL=?#B|Yo&kls4Zfp^J@!3}$TS(59wT1Y`~kD!(nMBoCe^>a|n z(|>Hz0m2{QnH>Kf9W6#)4mp}#t)Kh+#BWf?qMETFA7|W3!VMP*4VUuedq-H9U3rZw zY~#y%z-^Ok+>z(af3gvs6W42{4Z})XsT_ zt*h7QlQFUuJZFq8VOAJaZeICl!?A(xIJ%JH@rs?Jba#K3StHU>kPIeGQMRT zAVCxc&^>3HAoffu86-E}RN~RNbgPM(*7c&}p~7cbP?9_n3akloR|sJ|ZY2I^uS305 zl3!NGl$GgKw0*ZiM2)24NR8E6uS&mJ9T6x2_3PEnZBrrHTH)q5FKGiid?#zBE*QxY8x76FF{Mk!@0Vz27_N=Gv9jk02hzIr%fjVPvL;O^w0(R8^P*Ho&^lPZ1#8mR10)jx7m z6HK<`O&~-N`qhP}fZEGEakiAn?)9G6YQC!9VhNzu5ZH1l8R(7go1kE#lSg$k_I4!6 zgl=?211U6aSHs`(%#+wYy*~3>Jj2L@ljbHD5xHg5#k6Top>43bX0nU~V>A*9g;P#4ZY*8UCveBoZVfJw1nrBOS#gr65-$4FIrdfr&oMXD)hR(q}a2go-7 zNb-nLvY7LwopkbL4U&#fe}s7XBiB8w$t;)Nd=W;L;+biNGAcZ^tzEaPoA*hJ-AEhO z!sW+v|1^+$M(0ceUKgw;mXAZU@CvM&FUh;A&EB~)=lvGWMb&+iUNgSkV^VAV)mYU_ zeJH;KT8KQe5GDW-6;zI*^h594m@+CvM92B{3Dso3OmubacH9jFPlokrKLZeUoIaMv4_F+0b30?7xqQB zR#gJCU4FO zd&vLm&%~Zc<7~OS+=MOG2Z-#)-Qv+7&>X8dx2{p!*v+iZp6q};c}&GWP`eB?hy3Nm zU1wnSH5zBCaI>iZDfwic^J_jz%I2^u7*!rOX+Y_?)~5L_r!)(9VM)>q?;ulx#NWIp z%9sF~T-jnnIxcQpmKcsDjoLC8Y^?tr)AtslDLVsSMX=AAPj`m*XV(e`u>*50cZ=nt^D7)G5V82 z`=Li|f9^3N+jJ|Q_m}i!E`9`NH*|vdRcpRUEvg4m^>pp&r}_UV5yVF+UbFG_e|m<2 z(@+U(GAi3c_D~B3L-`P>>MC%tD7iWm$x5$SU};15eS&_(UBll4(hs(bB`&rmzrZS? zS`?mHxksBUS=;Y~-aTf!mP^9@g$fo%Tf~83ROJB1#=G>Xk~Ai`2jfPS2Jz9`E83N^ zNG}wvfZJzn>a8=B7VLaOZ?MS0W+X)+3Y#bS*3AOlrB-c&P)f_0v%ho5e}u&jwBQ`&npq7_w-h1=@Uk z2%9~VU)0?ZH~A?;i_JC;K;v0Jrn|`I85ooZQvaT0Z+5)otvE%|+XDtAoaCV(n?y0@ zBhR6k=wKiObGm4}d5LK;&aK9?Khpe{oK;Zj6Vp@1&C@f(Twb!nQm`@SPp_k2dGZ~n z6l>1sdG6tk_Uav0PVzHo&_Htwn)^|!g06qK#n2$xEhBN~Jyk6nbdUrSiDv4Mb@J9T zX+x8AWc1RPSY)`2bhw1U!&pkUf(e|^8YhmzfUiEW5-$dTxc@VPbpMbeV8nSMZK7t~!oRGbbvDE&l(s_#mY;1NOPDHZ@5!z;eXO{U%txUiqB zS4wNo(TX5Ug?;TxO=Fd5J#|x4sq^8+93%EQo{KA9p+|$b)gxn|j`*i%_R{-$ETudC z8Y6!mrQwgQS0y`V_9ESdiCdcyUmk8iJzW5MNIa0{d%c#_ucSb!cII$ZD|I^ z>{tSW3r5a@hLt!6;?No(+x99ud__+4WoQb&r(ChQqs=ilFWX}(Zhuu&T+F>(5nLHZ zL9Zx}OO!!!6TYp8tB>B&0B_5ESCD}y5b-CJuY}_8v06RiTm9xo?$%2oOWSAtB4xn6 zc^n&QtQasj{KUvFCtbV1$Z(SOf=IcCU8u&7^K;mZ1i3c89e|4#`-%CfSJ^84ZW9G- z7Yu5#s`6N43cfWGKAu?xI4ZgNr6jm9Y@W#7i#W z$o1PL7Vb@IOtupx*@SIYC!?(NY0!BNZK^g{NgeZJO?U@s*~Q{3VZ37Bh&rFx%-?-I zO$NMihyI8$5hCI&nrIE8Ev=uW1Kou|u%lVmlrsZf{0}4$B@Be86i=3RxQdLPgor5g zDmH{#)3jvk`KHD1)GnsC7-w2UYqIwFu%B5Ni1 zwGxXY435o7wZi>omjIs{I>w-6W-#c1VxP-o0TryPMlQJi2MRMz8WlV|yVBwMiXp^ouUW3od=C^% z`j2~Q*h)iJHEALo{UZOFQv(362WGLvZ7z)ck}fq647Yyg#6QO|gjB*LqWu21UAg*z zrq7AV{F(G@?vzB)K!@B&FGsc$!oEQF0mmKU@W3icbNgW0vJs|8vN^E}W%fd14#7OK zafE|XXrPVbKoSiHAk&^nUOGNPBwy91FOGQCQ5>~6x_3F!h*${(` zMc*0Mg9Tc)-hK-Sy0`tuN@v6ZuVLUC)#BfTMWk`ph8A1B1gvlJU~zJF7|LPhl4gcb zoV8U2>qfhk03`DF`_-)+bYqvV*{|X3B#^8J$p-Xe9vXq&q%PQ>%>eDu>V z?z+Z+_!Ilg{8Ce{$Ia}D!vYIk8}%qc01~H`^3Z6XIhhx_)X`ZM%UOFUTf7^(PZ56P zRxQZur{3+M230k@%gL|6ZOK@b^xu|PlH_R18^$yeNkWPC;>V|~Ed-S?T`5o7<>Vcj(NFqDSpBtvtaEx2Kx12-y9}TU?V% zK?jWa@cktt(Z<-foJ;MH;79C;fGKp=Ln6+42%avb7DT<|Bq2n#Y0%w;RvnXneXVGV z(O!)SrGl+ay4GDQ}*QZ!&l)5usGjf0%7c!nLO_ig!tQ$ds3)4`L$jl~0^TZnD$2G}gBXADel#bu|dvE~eK1>2Z>Y}l9x0ZYI$a=bHu ze>_wwvnDTlJ1G9v{*mhkfx;7WTatnN7WRbNZP0EH)$9*?JxW8!BoYGr>Ki&Xh>yGm z&41@l3PPfQ8I39sihpEyn)=Qug2sSXB~5>1Dv>H_YN}&(*~G3US3PvK3FX{N5K}6Q z3^B2-h$DlQt?KUb%vztn$|)quh`Ld}+c0vSV?GE+Q44{N>CUPxhI3%ale{5IPctuOjh+|LZl3#bBrCB5fun%2V#oGYz86VkS8wGx8pSQ?Z#)vO|4PFCWKP9PG8G ze+A0XQXGBxaB+$>sqgVKsOn^ui3gw3Y^IvQM3T2(7~4eFp>|72S`x$V9h)hYioX2%g zxXus;ptDWy6}YZAfiiZq_9n(N2;lj&dvs#=75){}j;|Xsr=Z>R1oYndi(9rX5z| z^fnWfS~cOeJF+;cnCoLkuG%5W!s?ijvtpnzs(H@i4@|KW`y&6n@*oB`Xcl7Va!-m& zgK(BtUIuWFc2hb^_5zLcuaQ4#SP{y*QKf+i5z7ytJRXp}Y4uJ!F;IWMbfLdNY-%E( z<||jGc9bDL9uH9HTWTF--{+6~?AUP<_V+ZjFxJlTS}JovW2@Y3jU*~P9e#9m54AcGo$QY^wp#fz^o zFUOycivx-(#lgHwG7SrA>tjLxIb79sK$e#;zT(k&a^}wg*B>d|tqz(&jYVrZ!V$3W zy{;nA6-+T~)l87)@LJcnH?bAql^_|H(fFP>Q8uBdjiY zV{ahIl(z@!%4oKV33`tJkA@S`f-)*rQ%QgQS^-oD&&f+6EH_!M5%Q-8Z(>a~-Oikw zZTmYmZ?sQfoi?UBxAkw;ARRy0gd^1k#U+_r;Em7m01`8sq{1YC#|VK=;$L@p<$ zVYt!zrbRzrC;Caxev$Bb))i~cQ&Z~GTgKYAOwJ&f=1!39%!inCUFoNsjgJ*Ztjb;; zhHy07&zj7Kq)>W@@0t5-1W%QJ%%D((Nvn-08eqi3?1$1LEk@~jfP5}J`s#yDaWBZM z=H!Q;Ds4Crkzcr}{9&m1lO*g?9+dzWhi9kG^mbTNxW$U zsgZpAN%OQJuJ{_k;#Ec&%Jk%%ZjXa_USu}i*aGI>jrKL*9QMRqoz|-7c$0S8gH~1C|TfU zbE~=>B9?C&trV)GiNzY{W z-=lo^Qvd9#rdmhO;EC>QHZHwtMO(r?Vu(Jh0HKpKYI1s_p@c|wHIZ8YDLSO>WwLaI zUx7*W3e5I7*nY9UmMsai68zSx3e!JS9!tHtn%dJRwj;R6KPo_;1 zj4IC0xh`O%xB;H?x*)M2@SlbbxNU9O>wxwtrS02nOB#Zj0Ca={uwytQ{mj^PMl%!^ z&{w#__;!tz3@#7x)vX<@W`B(8jKROL1%RirBWEh_p#X-P8ac`wrUJCDk7#gU3Sw|( zpO?c*^`ls$ph+NKE7RPt1;({5<|=Pr|HyM=w)q{s*-A4$vv7JQWH{SVtK6n^Y3x!Km64KzE2?3(KK-(2H zMyf;Q0j=3ED>!cJvYK4RO5&g2Zv=6q5aulXMKWxuZxZAz9k=;Xj=Z^$V$z~wjZX{$ zR)G~6=!2PGz{Mz!AFoihuwpS2p9#TLyMu->P-VoP?fw){YhCeeRtqh(0I;oFpXYnY zW*z;6g1`$GW2e+E`EBmiOoJ39xUOmpjgx zdUCkBrW4iD)LUQWBO27Ebaa8|u6Iz%E6BP;kOmM9S+!cq!xo%4h+f{< zPkzvuEYKOa;ta9E{RP+jIJJJ@?gr{l>UA57;Bg5cLyC|Y!2XtzWRY~TYO}F`c;YRk z&;e%>?<8z$@oNOn^j({Y`a0)5ur!BD*#uk=@Dj4vyzb^XE9q1ouio6OWQtO zze||R?fTGVa?5eiU$lJW7DF~0fojdhD(d^5nLHp7!sJ`TUX#kpAiQJD#y*=KN?Aa* z4IT+u3CQkI?iN$YGRQ+G(QDpeH>&XZB4+;U)R0kSNH%j1^OOA2T|)@6g=&^E7GH-3 zrsF}?KwDW(5?k7W(vsy14^ha`kPAJ|EPnXdn*4VlYY_o^nre-dGIM{fLAg(5(5aa2 zLgWO^LP{j@B1-_}=6W}AlP!`jUzip(zQyE?AT z&UYz$@N@KGoQl+9`R@kz3&yj-s99^jr2QMgo^f>{i`8CSd6@JkU9Vn41z_LB>-hI3 zxt8vD--xd*6qWPD8L5?Vb^5omx{-@Y3^y_fbDf&Hx{OxH5O~ea%oWXO5vGbfOCl0> zx_klQNB9#6T+pcmoWF}J2m)0AQX8fGyK0gBvtr<*iC2o0CcjQ^1xljnlGNP2a{%V> z2vup9gYNEV6rms(oQJ4O5{|wkd2Wz#!^u9L;|Qjf2^{otS6g57pLBYlkA+-N6FAQ= z8o|a<{}PUPiUcGX^3KIPTlE z<5F}UX-rCY-#eYTcgtPf7^RBOUWm@%Fqv`F<$7_F1^{qhi46rnYTtn%&rI9 zYuP-o#On18G_J(|yB|bK$(oEGZI$bto50d~T51JJ--?HW(ju4dq~ZP!R%u<<#DX0h z6_o%i3RxHsuxJ250PWyfRr44|?U~p5yWYeCfzJ!Po`F3^IUQR}lj)y^!-Zrfw=-RY|@UOa?ZADd}^%7QKD$qoAf zeQz)K6-vIWL9}ixJ1*j6PAF1`g~>N)f04MynuyHjFm^wawMDM5Rv!CAJwOB4<#DF( ztX^I#2D}kK)!TGrmh}Nb&#bwav0kqcvq9ivhHqSn!XG>c#$T6xsG6-m3C=7v98%8v z_B2M2e`0Vy16qMp-A%D;u5&RlPi~{{6sOkf)}g*ELAe}&9}#r zNoZaq(bHi=N|Or_ssp#w+Ou2SxIT>mAYaYtEiJrO(tZg{FSuz0VDRczFnm*}lr-n4>TaqDROf`7l4$#Cro(KOFnIM}+_)EveyB5b4I5w8iw*_2; zrzBRm(^}h)W^5y=l~VPcl7}`j*Z|+e!z?*G^RcE-qvtzT9{AnbxH39l&}{Ju;&z^^ zxXsJ;^;`~6WowX2#nXn^ZO#ZlC$q#X>-#eS0i2E!m&xdneA9d~bh+zo@Kgp#gDKlm z)dD~V26?Lzua7_LUL6`JjA@21Q0AWLYkhV<8`ZgO&}3}1W)96!fhI|ig=$Hbfs3dt zNJ|N`A5VF}-6O={fnEhDf)}n6j&NAl_BP@l`$q}obzkFQq;wkfH+|XG6nuUU@`ZEk z05~3u5`@uXe+ZRW(yD0JU7DP_!;F#Q91zZIB7xXbEiP6GGx;&92G*k~dGSe-dBkyx zzMyBCEbqbflVvB!Hz6f@q5_GT_{xf%e|2uNebkH!vwI)-ydRS8_hYwLJ*U{>$SJJs zlWq#vbG2J-g1ENtaK~CrlYAdqDm&1N0WDG5TdUAG6DSg!-*(%Zh^buBG9?27RujST zd8Mb`K+zwqbo5YI&fJ#pp3VSziH0hdk46nboXfkGpHYE13YOv`7?`nUj$D!|Tjo&@ zCLl{VauLNbksO--WOuPNK%~d-?I{pikEjpeFQ40i>BhbV6Gc1hG?na{6cUP_71F5f zcO~vb;BnQfj6Fm-a^%uJL$7u0SPyUzKR*MWB&ZjM_0;Gv*!#{tAEv zEmK^(ZGREaYSvi1(z!*$71D?j^twz3!#rOM>(_pvzml&94Hzl)InWiN!BNx7X1GO> z2miWE+RxRtOi%>paAOON%Z}Ltn~@ zX6@<&@Ci+QL{JJ$HJZ5lVbuyEZDpmGG(_9#s;-#qg*olgN0-e!VdrDWIua&GvOyN+ z?It69vN_lZcU_0~xbrm)IBJL{FSoef&lQ%DK{sgD<1UWjvT+*wVpuZ21+~x%V{(_k z1(kv&MYl@41&)iZ)?g@b|CNrXH3a{X+l6q`%o-mgd11hIN#$pxI?2<1qc*~1VW)p> z;-~iT?v;0H%Z>J<;1)#I-<=o3x3YdOh@s+_HG-k%U5Q7kjdrQ0dHcrj9ov^^QNi8Z zFlA3>z3EtfeW?OP2Pa>f_|yW9P~eoWZVn!yh!Col5}^Amo`CnouHEJPlD;K%vzpM? z)sCYA#UV;);vCf@dddpn1?#1wbvHFy@KCYACo6zpOLWHi_bEC&*=`GQESD51N7I{# z>E#;KzP3b)QgK!`a{KlM2x~6!RgKdtkQ$A)2`K*}NbLc^x*#Ob)o%8^Pk)4pB{cDy zaHF3FeCc!z`SAUOHM*}aNy*1&l@*?TjFCEd2s_<)Xd&7?!^Yws;_wo%Hh8m-;r}ib z0+p(Kn2FiQhSAtx;=-j8a^DsabB4!B9ax2&zKn8$M2rr(i>JuH+bmWL=3S9A zw@_dqlN>&Pl&Oq@I}BkT<)LzUzOkl~X62^#i>gji)$kfYv)m~*q|wsa7}wx#y9Tvc z%JOkS)a6Kn2aFCZn{oUK$?Km1Zf3siDpPW&_n+>9oVVKl2s)Fn*-D=FPw$t8(52+v z?k~v8GRoZLDUv43mg^xk5h*&!x4$S2eKP)XV*FP~2xrH@ee3Wy)Qun@NXFZ3q8ukAe_f!5Zn8N35CA_4)XyX$q~Y`s0bcAv zs%yl@1w~_Uk;>xpaTZv_IPyj5@lQ_F)7K9NeINKlZ*i!ZJ3j60X<7tBXh+O2NyD-c`L#nUtD-+Mjp3jGZfW-FO znrpYES0CHp&Fu8Eu2+)!RQZ_{=PS)5n4;ogbAW@$x^l|CaqUNoIlDwrR<@9U-iYGF zfWkP9ysN;yVhJ#XzpA&?tq*85+@S|w726c#%T@M)mAK4RMT$Icf2Y?KGH+G~nEzpz z-;wHVf49mpkhgSWwM9xwUbj=|%0@mv`h%41B!1X1 z4)@wm!_ht~ksC1L7pNFYGPrYt(3TT+=CdhbMGX_s0H!Wan0$GmrlayFO8_Eq)$Ah_ z8mmpx{Bv5nLNnlU-sB^hPY)#^m%Li#!8^-chA?Q3H&Lt>S2nRk6dgCSJ3?a-g{Gca z&gL_l-+8~6#vQP=Nmwjk^E$Pv5C7>AtYL0BAwyQ_O)3EL_t00GA=*L?Fjj#gP6nuRq}b8BK@*bo|9%-U;#)R_Jw{TV=sQ}<Jiu|5N2_XX{5)j5}$T`Pj|r^2n`?ak2TmR&{^cU0ZIL& zp%jMeW*UoR-*E0vE$XI@x0eytxY%q=f*@|nP(e%q1t5{{``D^gfdQFVJkMV18RdrX z$M%0SS5c30)wt$+%D(U@I}7oAp#C zT$qyk&S`TyfvdfLkA?3}R&GRe1B#!h6xP>-2h06YjJ3kBDfZ&pp|gM+B0IvOblhj~ zp$*}TD_Vhls-+4wa;S_40ZPfQm9%7jFb^v&2_W*lkSML5eIIxL2*O0Qx8aYO8a8n$ zY1u=tw*g<%mkb)-OMK}rIYSKqcW1q#%j-fiB+FPs-&Dgf$UHb##I(Tp+Jdrx_&5Wi z^%<6*JIEEE4%j&~3mHw?V4XAg`E7Om2;5w1)NFdX0`A4(f_|`7|3oSP004zSz%7@q zVvsY&Zrnni`o#0p-Sl=4qRwwit-#evOJ=xc(B%_)y9d=(kGkU%x?@IX^SeY<(7>x@A{>J6$A;n(i|RQw+3dnH zRX&a>u@WnA>nJE!Wt)U{ zt!uI|0^|a|N>ECVPmTu|*%gKb4vH`* zyXJ_#vAmO1I2vz>e$?3L6?RTyz=)6cW1AvdAM=~!UJkKBr=Ty;=H2RBRG0LRi6>i^Vs5-bU z+jqLI@$&P%!DVHB)Q2J=NsaenIo_lE&Nd96THgdZhFv2L5+LqQT8j_B!}TO~E-z%- zpt#}(J}AO(rX8h1VH5pkAB{EuXV<^ZBhikM1)*-|_n@BW{M0REHH#%>pp?A>Ae||3 zwHTKI36iGyUzuhqhV^Z-XfYda$h8D#G`~#g`4@{b#0il3=jRDlJDr%5#OMu=DA{u3 zJXarnJHirK&Q2 zTZ5c^*KV`*66u+tn7emr}fQ)lGl|)T|)tm7Cm^ zn~S%m;}a_2+tVDZ{gyrhs*{BQ)#6B{6qJKs9s;MN36;8w24zjBE=OC+jx!|MP z62?yN?ZLEHQ6bTEw=&&#xqM{-C|6J3ZSMi!7SCbeFB^F62$u+_f2fy}vr?SMn@hjW zynOp-nsUEfO1a7R_!xfOYR+*%f2?%qA%AGH-u;5+G)X@~S;37yiRS=d;iC5Q!dOb| z>y|hEOguTw&S=vlY-ojH$%zb~4m%RVf*nn+O4;(a7t?e-(W7IbaDlb&M80d-9+D$e z;dNu!K#?RhEbiy+p&=@NnVFz&0~12f5z)N>zS8z4daYwG|0x7Fx-~)~{N#wf@|PnK z+YPUJauc2^gh0qo!|~HQn|qUn%4&5*W9P2^V*OK_cKeo7d<=*Bx@>F|>8=q9IyBmK zW$Zpk^*&e9;l(ZGbco1}1lRQ+f?1Y-7t7PI+`v$yMfUr0fQS9=B9t2LT9wKE3arUG zY^x(CUiVHD;1_FUL?AxRMLszmz2$@Jjq^zZ1gQP)UmbZQn%5_h=JE@E*%V}z=-tn# zbshXJv%%Nkbm{v8PgJazrScUy`(3om`&d5UZIc8l`p z8VQRKF@_t@((SE3Ihqw)Ba5y{hTy)14hT04Y+IB~Y;Rb@P=3@|~-myOW)Ne78eWsFjz{EQDTIRBr&FM!EQylW;x6qD5`lZ3eg z#lDI(;5(S}==c4$4~fY5o*~GDG@83>F*Ks7xev%&K9fp4fYA7DhCGMb+eB_x-*|+{ z&27e&Y-FKuuw>uPXeOnk$!$MMt7Xv-g$$(^LB-zSVM}08$s=eZhII@+2|v^YSC$`U zNlavKcmMzZ3>DP+Y1i+5+X`dqa%H{5a)<|e(nUO>J8F|`g{-AyiPOq8EjZPwRqddg z`Nr&X)i*8awPZ|XtT4&mSM%_Fh-#x#CO`9ZU0pKjDO!LAI)4Kk8b+xxQ8cJSq8=Pw zKpe&7(>k)gIb2Py-Uu#A*FDp%@BxJb9W zAbLQz)Z7^{$nk(9aYn8?WHrt^SmH$`JXUnv6FYX>D5|~zQ%uoe_pi|Wv7Lr>MLI46 zrm07y9RzU~%0~+EC(7$0+kO~2J&J)^DQA`82*BKt&lkg6<$oHE#7RvpigC|)wsS*%{ORbw1z0xF? zaUfrM<97xk;pqz5c8L|F$u12B8+zD1oqfqt6GG2tLa!8k5S{iujexG1Bj^9xBt6IN zoCbRFrL;Mbb6M(d6$EXDfVDpG-mkOu!2Mc+at-I?Ao73(7eCoWw(%Z?bG>kP4?4wt z_x99r>ckZT2NR>A5AM@dy~-!d6}u$%IoJjb%betxyoDR*9je#Y9u4Uim6YdSJ)T>C zVG=!QFMBonV|41ScFbWCtsGSc*>G!VykIf`5za5a&A`aMgUaxx)~BMaY(+5l#D?-4 zfvmME9T4M=Z=`8_h0J@`|1lXr9)bdsdl>y&uCz+ik#k z0Upn4?}I2X;oW8~c~Tp9X7q}=$LZlcDBBy;{Gw>17i-GR*g1qeTy>XVv5c zr<)sp$Hr3fwzl`ZmTQ!}UT2lWCPhiKS zjM9cm;BnQ1;{Yqmy14dWh%Cw7C;^in2{LJw`|#cMuENm4RPjZZlW(K*@#H$A@!M%H z8W(q%yNP^`&DSMl*IpziT-(0Q3-vqugBK&-MzJSM|EWP?-_17e2c7v0w^S9{r&^EE>6A@`X5?zjnuX2v3 z_iwriymA&IH)^Au@O}t&hyJ{YeT}!L!Om^=CeK(vEZwow47YMZULG$76@K>3sl3X2 zE2a1*83U550QiRv8L>Ldjz{tlJ?1M@y$g&lhuxLvg)h*#d=t2T+|jmk<0b6{RGxw4 zm?kK-a9fu*VE~O2A{S-d)X_RtiKE2qjrwkRh0u#qerC{|N9U<7vQhQI0=*1}7(nKj z>eQ=sK_YBX^b9r=K|rL1sYG>T=-pY(yZppS(J(|k`S?!Lwy_W^tZ5^}%E&CNhXZ?&Mj&>1#=z7nP;O;I2=S8dk-M)aAgGGML)7Cwqyv41-XK3# zxaem}K{@!HTZ!9axegYFzdXLlcKA8bGM4Ycz8YW+zFiZH18};YasVL;*1F`78hjJW z<^PXhLd#1h#`V6DfeCY$d&_>0j3qp@Ue1O6BUcL(Amc@exBO?E)O!A%v+{OBCHs{k zLd<@!-T#U&OpedM5Eh&amIE?V83q{AXp0(jP7?r;u26pngC`i$5Ldo9Qx=5hfxaTs zZd>>gfb$tfqJ-+A0>=IvyKr0W-Py1ES71n;0)-vE^eky7ip3 z*atI6O&F+OvgljGB2&qy{?Rq=q)Gt0lG{L^T6yYe>h>_mu90(6p4e=S=Cs>J?1D_k zf|4*=Q5sX^z_UQSgTkiPHWbk(78_PAjZRo5*}FdJeeqh+x-#{xB7#lHSlv*05hjy_d~gT`nwgSM{yO~lel8&G#%ezf1=e&7o~ z`6KXTa{aKx2(x6u$V1K_tSO_T#oW!Hd5tdn*;!nBRWMa>26Jpn1QvGIB^B~?c3w9% zY+)9zITjdF!f*@3SVI>JCYnwWb0BHG-||>3=6*Cy|Fs&4vY!gKziF?F&};j?1|tc3c9tCDto7ks&or#2nU(a^j}Iw#T#6xr(Lx-)Lns^6IK(bvmU z0On9JO6mO9b^uY}h_CpYvbpj)e7^jq8JmtlRkGB#yh$OQ6w4x{&t!b(&|OT0#vz`^ zRIOUvUt*^tI#Sl%T zGi4hOW=mrcgN^dY&sx94@j38Kf3B*~l`92QP>p)%ZV%%QRAf|h@s1cz? zTwt6pgqDZBjGJ%Umu&xOmrIRu6Cc=l#^V@p!XL?Jjw5j6rZk6`TgHBcnQxL z2}1SvRA48BfI_=v;X3+D0s1`#_10hEaY#H4i6~l=fg(KslD65t6JP~!FLfGR zv}MGZvLIkLqQd7*V6<>icKRmQ>A>S92K9&52Iqid!grn=28$}n++R6zi1k_^f@w~i zMWPVM)7Y>AD2B#`Ef=8{FO`}9%Xms{Q8G7aF~gu$9>_P(W{?VAY^RGPnRb!}Ubvy& zxQ>KSig0!>o&cs#WtG|99e@G4N6L|rAREK9kwVO=AOsDcjg-fH?j@KHESR_ zKxb=;k8xu^ZygHhJ4&AZ6})pr`ogHlo(kGlwGZph{K`hFR;ghY;;bgN`jnG9y_jHP zy>q)u$@A{v<*x2}>hv(@ zjC&KN10@4qBMOW6-tCBfewJ#W^ZY-|KMX*<;t%6=AHjJAv3EZ|Aq8Hhk%Y&T*#Uo(g5K3~!vq2_h zO)7Sv6Op6@?R=;6tYp`(lqhIR51Ot4OEO1Idb^a4?ZJ(&kwj3B%PXk|SM)hCDMY;ZpKeJjgwbVHu@iTFrMV!yk!t3+ zaJ#opI;ZRKH&oB<{A4)XTWC8z1)!e5=6K7zbyPH*Mq#9ni#N|y&uwxZ-~F@AzWt^% z?!=iED>aQ-FfihvQm#{nG~H_BMO^o`k9pmHmiCdi#NOLJ*-!d*4FQUB7$01-Tib)g zxyc$B69gGY-ZpZ+2ft&BDsM*-{x0owy-Y_)YFW|?6{Zhx9@*o5Wdnc}qUL2*W+aS5 zmj*8}?)JLrF56gvGL`G#7;BVjNrz3;+A~6&@+1Aw8#h+}01aLSmnz~rKt~h2U8tz~ zU~Yp&fzjz^WroJTe*(6}R_<}ApCCz3m2rOXF<@e|t z{YD`xLs;{!b}#x3B$nqz{bJfoLS|Zq$x&hU)Tn?bD8A$L0VTd)#NRy=ln>iKpdbQa z*K3Vf_uX(`-Ey(urL!?LuF)KSny_L)++9tTwn8Hv-3dBpwai;a z6KlqLwhcDIXnL#~!bbIz)FD!u=O-X=J1pI+iP%kzC*MWx7b2T6uKv5&=k$9OiVrt8 zuLBz6B($HkLCi1wC#&A(2xJE8Zk5NA1n4qjG(^O_6=t_x0;Av{v`%h3Et! z`)bjyvn2Z}%U6p;(6&m|6k$@w{i{&XQc@tHCg$cX0ZHm(zD4Rs?kP|xKNnYgFxN%r zg3um7-orc1`~1IW?`7cxFwLc?{E;TOLt)8(%`2>FN;vF<;VH(oMs}aE{%N;0fYtrs!eAB2oz^c|A}Hw$ zFyELwNVZs!CGYsgPB=kF*maC@&WF-P&Wy^1`*g7JFC)A`bIoEEhuQl(W_2rkMxfdN z;3|N;lz88fXZ>ST2Nix6z5tPAXc%38HO%~$%y;9pb zV?@v6>W0Uty-b$BL(HpEa3EmI!1qLFTYKRXSx>qd4nTVPHxUOhL5zlyQ5(Qg$X|T$$t~_RV797aDXOX+JNCNA}wg9H}LCi9caIqIZ%DnMeVtm#|DTK;v|q zGbohCSahIgx%fN8=WUfzB2*L7F+iKu?eLGu;(buWZ!(BD zt}Q^lQ5b1_NY6{zS@?5c8l$yREJE1^n6MR`AQX1+J8FzvDlXgZ%*kng zHYoYexhS*Q`faMu&1I;+97|q^8;}hh_``Dl-mWqhT;Yf@tsF5*2D8ihi)?Bo1;Ue1 z4OnrZbTWu1=&AdxRD`agCBNUOgWeYoDi63`+VBx7>Xf)YmFWJ>^il#XGO2UIwCkdAj=){1Vbu(9vZH~5w43QNZROa3xcDH?4-j0LngpxeuA2V>&YIp> z>?D9f3Ta2kDE^jRiD$vVTba73R`j>EY#18@h7>KQav}(ZVhO7(Uox?{8i@MZZt(dSu?d=gy3=E+)2#uWBJz`zmFC zec>KqA}efCyexK?5TXeeA~|+44w^CRciax%Y1;B?U8oeurb z?2=SK00000005<%oPrNLi(9u6;|wC5zHR%e0?}Mltx|fi-CIrb*qb1f#yrs)9;3x- zlzU5k9R}&S}EvAi^5Hf3AQQ z&?KLllHu-_;Fug;%*#8lIHC6N2T<>rVg+QJ=%C z(cHa1Jc}7Bp)k0M1XoaVy$Y(dvx|NOopgVsMO)+WL%mWPv`#Q2rnQ8f2~TZl%l)}& z){{!Ee(9g0$3(5xm26_zPqId6LE^FcIWmcKr8m`&;qopiZ6TPsoK9K8WLouJdQnWsvEN6{{7W1#rc3Inh|N9jzRd?p-V4^b31K=UN}BC6hTefa|>n}n7D^H?lSwV+&!vzc9nJ`b0Hx8x9FHUJuJVC zbyn=BJ&#eh@pepa#~mP`SWc-_(vIB-t&f1OV+UWW?&FKSC)UC)hEMsZpu%sKOgtnven%_ES7ySBk=q!%Vs2S)tp?#FQBK%SD zQON#B(~{^{3K@(1I>S3Z$Se6GRX%p zd5N6Aq)`?f)as=9>rY8)T{?=pR=ltsEhwgg9{g`nt#EQ(NdK~hNcJ=fBI(T~EU*dw z9fCRSIu*>f4=`yM5YkAqkVEe+mFNHI-A4MJiN&-Mt=v}?%t7sxUVfq4hP_UIv|57c z@91H`je_=yBR#F!^oJ`SMbJi0co;iGK8<~=xJ{s* zUn=PD^T=h%dtY8^1A<7NfKRzStc7x3c2rFqAYWbNj)OUSAP`Gj{^+TDiOH>)Lsla| z$GB#OtwDc}b3b{5iEaZ?We&k}ROYiJ z(Agf{B=tn_JC{YLMay!gf)flztO5DSe$Pc9yC?;R5pcAfVp(lt-B@87TSPe)g*jlR+>plqY(X+Z z;jrq&mK`12Rc^Mn?}SEk{q^FzL|qM86j7>tNPAjdWhzb2DG6XY-PldnrMC4bs3^BN zF0zm>`;_W$M|-~;W@XjCdt_HiKa`t}n!KD+jS<+phJ&Xl;1Ala*9m=*UDC|wzzA3J z5cj>ChMxLhPlg4mryR?lBTLKR0m^((_;H+~VzF63oC6{fYpEaV@67lO{P75P(o~Y= z_0WGOP%HCY786@RM+shTq9C~z%FeTSrj?; z?Jp(!e{9&qAgM3Iof&9cGf#!Me8~(-NO$J6>y9jCEL86OuW<9Jdd1Ng)Fpio_8)m0 ziMnk{%A_9Js@855M*a-(^}B+GzK*2HFf}VbOK+6!aL!$@a@%SjTt`7WHjnk)<+hTW4MrL7yTXo3?%tC{@JMwn*v-Tr4zE}}t_kQR7yNIn}A_$uO zsfspsuhw>seGdS@S@{szv-_z3BaEd}kE^_nL=}(OyJaV2CwE#0G)l-he<(cF7b-W` z;9(ANyn8APj^W6k>q>`_iMB^S>-6BAWPzR1L&eol;t2u3YnLSW=VOBEKhV=kb3OyC zh&Rq=6Ccl@(A9G&=I2sb3#QG^L)p=wSNO0)H2qhPf*^8q)p$g}0~mXom}k)Z(?_c( zkX_N|Y7#&eDwiU)VWe=(eiR$>gqD zq&hssSHO3RBUibRi)XUw2rGJm%eOc@qMD@;(s-TMe^VFlCuYCQPF(l2pXXhB@B-Au zqD#J?a|4t9Ekkcm5)X*Ir1gqwJwVb%I}AMYfUlQH$>C{ip&nCgU4g$_VyiJBu(XB@oXLMc zB~*~z06{>$zv=X4+HJ^Zgw--P0T|$UU?)cd3&aCopFS(N2yms81+k2$$Lc28YvS<^ zc1&QtS2za-y3c9!RpQ76;%cd;AK}qO=iCR;*^Ut8FfkThlf?i0F?@xzyWlkUGeQb1 zDWE+|mRI{{z5-g7Q%5MKt%6>REKeRWdbGBUJ`xM5b|nicv?3mxUpUp5as-?&9M1=W z+Td4}dzl=6z#M#pL8Sln@MHtIKnW z`6uL6Ia0cVrXFm&Q;@|6*_0!sONJ%Ffl`#2E~8%HM+c0(ci~ig8T5y}b(se%8;7Ck zr0;2nYa`we4)=2W#j4vyZ=sx#%~OaI2g)kO!iD%=O4v!u0`V^NEt~GzM&VF9q9YiQ z?vySpuXWWnZ%}|<)q)=%dw<{=25b1?C%2Mt%B<6=&-S=WW4{K;;RUS$w0EV6XlSkC zXn{#EYIE?``^#E*GQ?ewLCg!Bz%QqlsoLq)#M(P((9lNV=34E=>($>|A&G`pI-+(V ziq^E4Q}op|?*wX)6EdjHKq~BXAXaDowh1&eZi;A)5TEJIARISHNEXXg5O*|?rTf#j zSEU&n0nxhw%#txQ6L5#*C8eAuCi!D|ACY|x{Fgb6jnZL@b|9s+V;MM`hJn9R~+R|Pfy zzz_F;XPrJ0E>&gIVI}hZ*(~-5GYl7(3Dq~0e|iEIW?G)#Y>G%vRLc&i>pZCqAOH9d z#7|HLatb+Jz9`cgh2aL%$1nsW`k5~E*I&WI<41zq_;fK%Jucs;Q-MxUjE!1+?`KS) z#CR3c8?ByZ*Fgq7?MqpCJL*tI2CIJTAZso!$=(3ZPo9(btWQYNjv^vJKrIUzp z$ie)2M-Y#hQwxHuM+)V`TZP}-F~d*_F^psqYv+LCg}rfa<`{df`|OAj1wCrLTlF$1 z#mKCH9M$XE?y{*YUXOzmk-s@GE)FRNlD=kv*q>a3iac)&e`8mpEQC$11M0ymM(ye! zX{WFvnk7>gVXG<8r&N>S0Gt=+;Q6|qnFV?&_1DGI6bXYfRu%ydOJHU+TwqFz5-$_J zG~cy(J=iKDD8CVa_yeD!BNLPkgnC^w(>w1i-|wgI`~~pay|Ag`Ja4+k8Xae@(QaYY zIO4mQ9caA}g87G*QuJs)0#90?m0T zt=ne1ISXR=o;Fp-pw7`&WY@q`h48Y$y(eda)P5XC1#G`Wlgx-fv@GW2VlzNovBF0L z;1f&Y;j98|x=$ZDpJ-{G4za+5Wqw(N(QidVH<&jv`e2DhlhWU)WmFOITeRq`PG1$w za^k`1lQPkgD!aPHW!wJW z&$!f=)*1$dQCfCb=@7AQF-oM&Tq4CR{9QHl<7i#z0nlTEoz3TIGn!pO(1US2$2L79 z`e*WT+LRr^|I?3{JBRs@^a<#6iKwT{frfpisNBxNJ8))2-MtMC=(vovNu6o~zMw#g zUmcY2WeC_NlmZGA(9ULc6mLCmMu1+cCK@A5of`6vn=4-U5@%2HY1L=E8IqtnCX}fF z5}ZvsWou(^+QJ0f<;On#F1|HF!6C2L04fP9NRNHDiB;fPoj0c9j;;=9PTfs==n=U6pioPF+^XzeVu8r2??v zotiB9Wc)tu0wiXFmFGosk>uJ-N6ZsNP#z2;s*e@I-u$39l^?)iaFvc zbC3c;m1+gO`$*feLaum}MNN4<3n+Y+UF=s5a8`Ab&WhvH#m}q|FRt zCKQL>+v7}tRWC)}uc*0)seQ`cpO-@A?@DO)mdwia(ntbn*2^#Dy-54qYsqKBIGm3h ze!u}JJWDvM>wyWRegeSOI;f4~Gw+q`1Co=ShuVa9LgdtD(D#{id?B)M;dX@+Q%a|$ z!DN57dGc_;P|r5sTchyh3c6rdxxX~P(ul+AXrCjbD0F$Nw1ku*j^NN^caS+oU5Db| z^cRwq>J;f z=zA_;vTyxDz{Eq6iYoqAb(UEju%rpxzD(S}3=M;kZy>1x>JJ7)ko^2IVQzKesIm6( zZ?EFho?L8cR`%<3ockF=9U;1&?)MT$cle$!$J03e{L&k9q>UO6W`IG;)&TD64v)%3 zLG0s~e#PG@M4I%T_6}2WZ8Jyy;f&F?9-ZA`_QkL<^hu9aHCk{N5wN*nDJQehkr{HN zK3yC02u$D2txDU|7X?O0A{fg&tCYl7k4SDY5L6KC33$zy45f?~2m_jqSQv!Z_Z81^4x&=ciO z|I=QQY%kov0k~|&ZLIQsN3Hc9WeG;6-AP+033%$KgdMTow)3%f>>=v>=pgx?Vlse= ziTcidi=xv3NUSb_8WHZJ%S57fdP4EaK82}o}+8PS17G3p%lQDP;zNp0Ypd9M9$4aPK478UO;#dZn(0dCl+HW4!AN z+CVXYWq2ESG0`~M8_qGb=sb17kCIgg*p)G#JQWi-d91eid6qteuh5Wt3d`|$WtSUs z<=dD--zeol6@;6C1XM%j&qT3waV!y;5dvw@*%vm_)Q*OF!`I`;E|^Mvuj`XWIs!fY zA^eR5A;9qJ76_iyGh(du2a*zP4^O%D>-&%8;oQOR!H7wUDn&EgM=3b=>MHenxQZbT z-DKeBfnJn_P)ZcLg09Nq-x0)+*r1-~Zr%G5;Gva8Jymg}G*d2V*8;3OagafIR@Ncw zMyI+R3BR4&bkB#YqP6|KTHessD*THyvVy$b*W~t%KAJO=S z1@^3mO;wbCFt%zYW*-R*hmse8r#Hs_mq5Mu#^1lMantOMT$7lIl5_ZJ9VI|j8&Swu zBRliL_=Xm^(s=ck?{*;b55slO@?Y$fB>b;#(xnCvn*G!3XY%y6qgJ*`KUl*@OfEJ8 z$28##K=jNzPG7pWg*NW<~c^YR2lClQR4uD=<;k zaB*b#9%L9pO~>F;XX(URr5s6o4MkM{418$idKJ*Z%-rx-u#Jc3s9QqWy`b|QCF~oR z9d*O>aUL?_QJw>;=8vzUJ!Qj>EDOYV8YW?_&i&~k!P)v`cuGo9?S3tI zG!4f4s1|!*A6X@NJ7YUM1F30`!t=Pgj#)BBHM8G&sh~9+qAyq zyG!ub4(lefjP*P0j^+W8CcA@sOyS#V*SMM486SdFh?}ctA$%t!L{HZj;(ibf2%XgA z*{Z+H2*xXYs>s{C7FRo1{y1Ow#};XElJJO z*;%Y;P;~E$m%fw1kS>~|XZ<%6b7>9Jn^y-m+g*W@Ry}bG>86s4Bzqk89tY;!Tm3p82f|MjK;x= zc&ThZ_Q)Hb-jbC@C_Mv4nLGp;L;D8zQfkcnCHu`c1Qd8e!C*xr8!0C**H9L9EF*fo zcy#ZXKSAyke*ng}tw9w~tXZ!q4RvzAn!oW@U(s|e!c6u(wL}X?R(?}JNR0{yVGLB< zzIB!7K%BGfb%};HHA3bR01m-$V?Eeut$wc4K9j#d{2Br(O_1uFeI4MUe7X{d);eKY z5l?-#{*H|9ep9O;!5P5H%Bz=7DqXN}BVg5>^REu5oZ~NmN2s=$7^)^~9%lv$L^PnQP=*5@0tGqCHBWNn#wl zv93knKXszQ1L`l;F>+*Z^^8&f2v6tHrVOdP^^})QukRGn12)c%hWS)04kTb0P1b)0 z+wKhyoCos+^n^&+#8aEZ8ZndSzb^!`;6Y(i_mSfHOB9D~g`V9*PSMarzzln|j&q2D zOO@i=`WX!z7FJ)hi@Iig6`%d_qm_Pd-M59EpJ9dSJwysLX`?8jql(_2Gq8__4fE8F zP1&T;$jdeobd8PWz#L~$W0Gf}+$3$nm57D9uPAn%uNEJ8IgoHrG{?P!YD$Pk{?$v# zHp-$zAT+_5BZ~JIYq92QI^n-rJjc$5pkvdO*c|yVlXp=aVt_Fur_op#U#aZLips>QMbEapK zJGR#OYhE&)S(4wCM!=O{!3g9GZS*g+y3%9n+_@LY5RTJ^y$eAdwZb(HM#E)H9;#<^S+k zYcNvvnfXpxO}tA(mYSE6q{UTupv9TmI(V3tRz`As?47EqU%K`#bX%Qs^*Q5f9H_sM z7cU~4Np}^G48PF`U|wiPns%lnze^ygHvB5sggAxzp-#32tkAjn20Udl4Ilrr!N!E}K{KuOAJZKN z^J-udKXs>iCq$vp|DBXbj+Vg@gHjJzrR6(|Jq*nN+coLR_2Wg-4jLt^N z#`5>ya9W*Aj@zBJFZR19r2Ms}U`&o{7@j}@8yj4zgy zhS#-1k>j-EduxwI+$pBEgvtSE-^#t2cy@)!0^1TgbMvx`C4+xBsuy5)u0J-5+#2y% zF=d)B(}|VkWO){hE@@-g&QrlsGa8H38$C_WRflhZilAJeq1kjF`WFfI3elm_;{7Dx zRucGlIYjw_i_^6{Tsx@nxi*z507B4hY3tz?u+SFA&uN5J6Bi`6W%}6K2UuwvhFR6) z)=R`_H%;I5n5X&S^3T_YM8vJ0r#c>io4~jf9~7*OAhbY6i)3E}{b!bBL}|t$eHk`g zwXDO`JzIVLNe~%ZuTULD5hmtqf7AUI)WkR=d1dt*CN$cwSBNR5Yis@qpBz~h*h#C9 z@Y3iiY8EvEu#g8@X6jaF6R&2HSj}odkU*L!KXGgY{H~e=Ap>e3ieyvYO}{Qv3Z~LY z%(jFZ@CqmrluQLMre|fQ&E46q!SOTaBT4Q(V|Uf2Qm?K-E2-l(6m?HrbmUiWB|qk! z&dr7yfsQvXd$P&9J}-Sd@ONafT3`Ju8V%*N&QvuV(52@((z$!2Ih_1Z`r`}NtW{ms z6V6UVW5@w_Jz-vO_ok~J!j*174f|+U$xy$ArN#p4fxERS@mo(PX&xf<#f)^$VtI0V zYW0XG_dM+fd#W%`Tex83&9nsP52~m&dyi%ytl^EJZK-n2O!`wbS?~8l<1@AwHh~bN zQ93(g#o05iH7+4>FbYglSp3o*Cj*9u=ZKX%_hdLYV{@|BAEFx zu>=$HBl)0WLSeXkSIMi0S(Kt`o3N{fQ7T>OQqiPSsa?}Ti9J@{C9xsq`f5P% zq^O4>mV3LMl7aFi)_G6ABLP$AUqX2|0Lg;l0@1Yc_CK6;jd9EM*5XV;_rN$x^B!%f zK1?AtW}kIf+>PK-hOvPifjXkq8bQ$na7rv%#^DIOm-o|-1(Z(xb0g$C9|MH?Ed{dC z1cnHeW+V($%c8UV_Mx9%VL^cW3bC0{aNeoOJkmK$ba+dP*cm&G3|DS6`!RGmDR7{9#m$-G1A>@a)q&!F!NxiSe!)f8I6EF@AHas))E=ACX1_P9KJdfmgV|YQD z!fQsPf4)6Vz4`si8(l3As-3GW^fQ-V3B`;6>jsV+Hn5b2#R{K5=rGea;8JVOF4vb; z%RRU;i%}eXM`O$Kz`!DuTdLr!&`qFiS{lxZr|K$+>>g!EA~t2l!0rmJCJIfmmNWqm zn&zAXl;4qRLK8em^%8TdKFIm`!qc2iI2~ObYU=5_az$T^wK zCE`HI8X3=Ol5qpTlH#Vg8r3~hj9_5+|z98!p*&}z_vvU{gv}D1k zm8Dqmwy6O_Qg2CfrxlWWge1G1F0s=bq{r5}?6UQN!X-yOv!R=KHr^c`oILRdzCCvV zX?Ux>SQ1~9vwEUiY|~Q2BswWavheg!ZjK#AR2t!rLN?Vv_Jv3CMhU|50xj^Mcx`c@ zHy5iC8u0>e2&@Tfq+ODCb!csUw#EYE-HKu1%p=_cv+?Qo`fgBv@F>Hg8^+7@kC|@) zox?MG+OcPqo14Vjo`LUBcKLvNamT}PLY?}Pcgq98i(*9y5X8C4F~h7*3wh1!eV2lN z{5%yEK5xJ8otE$fpI1lP!Yzy;1KUIR3W=<-1{QIpu3&ETFRwCAz$vwDHQ}YQ%%6<_ zL)6SUz9j?2r3Nn0(oFG9X5%vpWOnLY#y;kT0#D_|EE5tD*?)}r?UOLmiMdb%+9zZN zfPqI}-&9$KG#P0xll{Ca#7nkrW2vx)yp!JCRS7YC$L8KHk$K}Y1*()vDarm+jk&9C zAVv;%q7YFMs-7z#{zl8ytRQ?DP|m*dFeIxJdO7sAB0Z6E1{!=LR6 zybyw6Upikx`|E+_uz4p81~8}bXQ`j(Q5dJL84j6$0_D|Q9j8%`eRd8IqFN0#`I4P` zJj9pAbgIb{=c<$(x_dF*h|#qb&a?`(JKth4d!*+;3REv_iPqH)#5vAOA@d}2DGDZI zwf8R3VP>8Av{gY!|NXHcNC4fu96{P;&5fHTz|_@UuiMCJpE|F!+mJm6=y+NC?d}9) zU(WIh1d0z&seMf-0mU9{!T*J6L?@BpcXRIALbyj*wcF@i9a|<;{<0wNI^mQxIl?v- zto$d@D_~dh8VE6cr2QQRHe+>z!wIT4Bi|`1?x5=LnL-Z!HtE=RClAx}%ESd^T3(pC zF^LLjohFWqS%$QKGkx9Bga4_hxzp+Hcu~I5HeRwgeBncA=vIo0t@7uG{pSB``)f9> z`LIVbqmd}3@%tX74IuYn=IU^C6+eYhgAZ`^*Bwsh(&)3E2fz=W8T|vT;YyG&j%Q{m z3*N~LToepNEsWy@tr{ibS{3|l%BeLYF{HZA2_XX_*D_3tRAUACPw}uN2V1Vs`PkOO z{=)oSw?O3co=so=9PGqrsyB)QAQ(dR6Vm!y_f#`B3KXg6)wbxTS^PE{P%`g$&Qo&57x@GWo#`&M&x*HiR;|OIsC+Z|9T>h|_^4u(0=&ry@z@rXX?6^ZDpebqr5K!>0Sl zW^+bVPR1ir{!$k{L?F;v6V{FNvCijUklcSh%|)XY-#F7HK(e!*5Bn-{o-Q2WuaZBBfT> z&R2D9t(ABx%njD1!}IS|jSP>e2`8MLUO_kT)_BdKPh*${ZGCSw=Fix?3cV=nf|_Xnty%niiqd6jsIZKK*wEfx z)yBV5&>7>{3Erc<^v?F9tz<&Q;o+L*5;X&I$rlEG*1*iilik`rG2bWh0LMd2NgyFc z#rNB)d%joR&~L{w!RdvT7r8Bx+&-};J$sR7{p>9U7)2nO&ieo5dNh4$AkH`<8`8v# zcNTpdx?1NLnNF$3_w0!&;;el){DK=sfO}Ae|3ASy-jIJ2z*!CZrmp92#jFq#=}{y< z5$!J1gyDrl-I>jYyH@kosLlFS6W z0jZh-Rhrmm$W97HD&u10h9d6zaaVYhjP}=n;H1}b!+R(1oN&MS%GL9;5-6wD+}eFE zqx4-Zdre2aOwKwj0{4&zr#P&heVL(^T*Btb(Sy_1V$J)LGjpPpWZ;MvD$eNKN#;E# zArlHrU@(u-+p;`$ZsVlc=A>Raw`&z2C$rGnKkN4WrivYK|8XnPwESuPb?Nfq3HqfA zGauind$Trq%AILD{U$>-1B!b5SPvM1cq44?P&1`UP62ytP5sQLMM5NZr8S7%UW0O+ zj6)Ce(UD~i^9XH1K3UoWj*BZ`g2ra>vOEuCm~r-R5S}?Y6Gaw`!3Q`V0HPHfTvc51 zTl=xAp}EyjT6DrZ1{W8XY=}W=HGN{l?zwTv^tRc3=&lTdGnLRtZREytfE$PonUU** zbWGeR68-ydW2*1Og27pIhtTm*e}I>~TII z*%YQ4R>EQ_yngClrc28RLa707b*Pb9%$or=axl)FT$3mzR&r==RGba{q^z+huYCsK zSDx)M<1;!*kR`vF$o)twK6c9>LzGW5h4Ly%evPf=nw`o|F2NUYn2pao_(5+&@NLEW~ z8UHdCU^K7Qh_>If8O&QU+S%qr-x*Vn8h)jz3%;6Wo?Wd8vb;v+Vt#%5w-Nf=3trJi zxE?BPL>QgPl<3!UwVf0%s2$v6%4u#jCe6EKF;63|PsxiK$c`K6(%8Awdn14+`C$pf z291$(33!HyzMxk9KHQ|InSORf4Na|Ds|y(vC8YLLC0cWPJ@2m9TeGl@cwoAS zzfmM)1EJQAs~SXmY9QbD=SYYw9n`X-(^D7TircNHmq;-xITHJmg0b=7~R zr{EjpdZ>(v2FTIJxHH~dP(yh-3e6tO-sn5pqdLOD#!yV`eVQC#C?*04RRU}g<`ahM zVv$--Ego&?T$0T@QtA=EYRX;O{8~G=b!Yq({Od)Wrv>UibZ;j^EQy%ci$n|_fPj(7Kb&0@1 z&*~~~>N=nadvgS_HLdwdSwe4nyTu-sH@8xmjLJhq1Xz|)+5b**2w+XQX6|q#yF0Hh zYk}F+8Uck&RP>umTll6xk~3TpDAWWhb>5wfE@1MA$eS|Wq?+yD7=EJ^3p6I!f+rX3 zAHbqcpjRVS#(eo`fZ|?EOXYUyQrH3GzJlWBebh=nqYdb|!?AD6^O4;LFO(;PTsScT^?R(G%xqtuw0eyM2(8?zbcx#TvK2-=+;o;&0 zx;3vSlEP!?yX0spmCeUaQMGy-Ik+)%Th`?y8L8!Dm(KIxwKL?Qkd!J1@sU0n;$BLV2`0o6BcE<9-nhh@T zK|C4H*jgjJuFtN%{J5!?F^_~eb6$O;A}O_k`7aCVmYiX(+4JIlmWyu?2Zx{=vTji5 zToN}-3($G;%j?4yoGJx_fgvRE9SwaoHwVI!$o*vEs?vExyRT-I&(4={vRq=~Xtm1w z9M5{}Xfu>DJh=7qOZ5|+f324DnAu^ahZ}e)?oj@RER&HC^pP2)m^B2-5as&+yh~a$ zhy)d5>7iMzE?GbF5Of_I@5Ymp35wVyUOB?R&Y8&E(;FC&+u*4eLo{akoGA6j zPmGG{nbjfmP9>2s|lGdV$l)rlov5ayD0rda-auA>1qiu;w@Y~Qh^ z-*;BfPC(gQJ>adV8%^JNErQWUl!+iiK^S@7aoP#nB2urc7B(V}MAVv&_Xyr3 z&nH@lp4B$cMPVUj@&(OBJ5~k07Cjp6VJkM_e_lVr@=+Y08c0^aPg&g-mZ&L1MMOd- zS)wsXa(AfZ6*oG+gER?MXPxO^u?9r=>z@D^w&js%n|=fT2;?7 z+$ncW1r4XJzx>H~bu3#``(+lEWTfcqrqIATHkQNCO*IE7sA`@9jS4b3IX#LYtQS(F z9#poz`f96f(*b#YQ0_$!zEp*#ws|UkAp?G)$sk~o&F=wEZ=XCQMu!>d+H5_O7qtCa zl%U;CNwmt~4m(dq?QbJU9OrczNE#A^mjfOtv01ZB9J#X0w+sG_w;m;$lw&lx*R=l+ zE@T&LMs7u1sA~Ge=51U($1&5hf>p}I<^w*M-W4OdK^E;!TDFT6Y$c=a3>lyC?+E!G zTU3gBFgp4=gDh$=+FhSUU~zGtUvl*B37a_4nAn0-<&1J1cV%J*jgQJK=s);9P>-<& zD^s_9V?u^j7*B?byC7c9=(8WgN>z5x#%I|PS*r$29S6e;j)SmBpwNlyZ0*IUh4Zqs z#7B(Zn>mzi0hEcG28(LSwZ}h8eH5>eX+TUpfQ)d6`^duTL1B7USt)=eZai`;Bp8J> z9qMYB;o4iaqeH=@XX=8b`sqZ?t6FW}i~-&Q>_L!X6<~qEwwr(5?_*NwxJNM8FtZHf z@YW8jBe{j;R@SR03iOFGky8&Rv1shyhl*EX0#s@r@N*5cS<2Sr-(>|DW}IM6E{2XI zb4FB|yS_{ke6jV@Km$mz;A_>PqUoc`jf6qX-fyz72DRMcLI7^Q9JkdUArtKQ0+sO~ z@1#(q7TJk^O%8A>PR;-=<6|&oj5(D1+$re-{Zz-<9_iyo z6%1D2t}JcCgFGFNW9*8|Q=lAod-SKJk_wNphXIK~`g*QN@j~^rFl&k!mYdFadr1@~X4xI>>*w z`h2{~lqurFrNy^BToWX9aT=xz#^2yqAGOquT=G$S$}iKvxH+teXQx812ancME0EVF zU3+ED-Y^uS{-bC@fGHHl5~oAk3*Ut$FaPcuBAad6zxW(V1$cr^XTQu#-?c$x`fJP z$%mBm9^`^_T>W1AxyMl2GW>m_i>BG5YSR?w5QmTF2-8_>+#v|I)q;#k2Q^YjWI)+K zrbC~rfBku0<}uP%$&UlTRub7QCD^%+jMz3O5|R#{@C(47iXR?$P63W-&@PjwNWe!7 zXwb~mSl)x%JWX^4`9RSOr7IRz>VF>6N^=&#nZ=3~W#|Ijq5@QGP>7a5f~zO*?{GCK zgD8*CzB2ar5kL462WD$wW!}MvGT@zad?fn7UJJnGaGkG>eExQ)@h~zhHa>NM_zB5D zmgT7k(fMyH&6Mk}3G}V@WZ`ea=pMLs>-kH5_OVsN1S=-<{R#_AO=Hwktp614zY-fz zO`QiWQvs~qjXlu~oxI{{6l_v8Q<>afKO~2zPynKn;chfy za08_4tf07`mpLOxFE&2CXB@Qf7hXaNQOlMfB5xXSgAh^n<3a!{U4i9$%XC4Q>><=#l4SR6$HNT2ccRlt{_ukP zh!VN%l8Xbfc1|hVSCkrmdr2F@2fdt@0pcCTlvBSKc>rs%kK+#Zu$*_kXnY~oZ;+r0 z(&^G0Ot2i!e-|WNp#M+?8#uZNawfyvCuND_rogF z+MisXQm>BD;}T; z3sNE8S)a0rT++OqV$+MKQ&%RTMKPxH{p2)65Y|<(=bMR>+E%@_%b^(ca(8I?J3QeY zOX#**G4O|9f~B(&cbTt0j!Knrz{Cl|i-TjZz-s#%ji-xBesUlFsQ-dN09b3#Ac_`AgCDs7MG zdX?lt?AykY+w^d!D!;9&iX#R|81-n*`9CK!1!ar9 ztGzRmKG*|OCKTJemaWYHn^K6v_GYS%irJ?pcE#4B08-;4YV?)2E@@h&8|Hytt_uTp z7N-6q6t66I3?0(ye!~^AFQ5EJ(i#`osb5y!00MensmPM764u_0aVB#2mO|5w{AP#s z$r|E3z+UMAhSBQqbJ`6rTeF04L{rF_`<$Uf!}8d=naW(*;gGLw2oHM!Z67sXt%{-k z`!#4IMNcPkMtrlT9GM(ShXO4)fi>k}RKIrA2(^GYvc{2U(#3O)`+}v(#_p~9OYJ-)b3(wFXQE;=(7xQ~i^>e3sXD^5aSyocj~DI`^#t z0=uF9RH3g9+yIGwGDbaZGyY4UiUn}tAVHZ0IT?iYHTJJDG%WHvxWy9jXfi)^$C}{U zKM_&6REcZpCmn+!!dGDP1Xl5xeA>Ax9OFM(QbzoRNg_GhuY=H z+uv+aXZpcq!9c70&0SH!fn2z%Qw;FNkBR8xt(%|o@D`d;{g|;CXhVCQfn6?;!D3{i zE#Vh+Ub;d_5sS8F2q&r5fUbzh&fJ8!o7&w?Gb-`jth-^J;ceiUi)hI)t&vHJa5u!r7O8+2jwe0=3^%o4(ny1&+(Xa@F1Z-K-pyd-4d=2xnvw zZJ!$%?yhtzI0xf{3)ow5W*aZlkte+iLcd1=lUFTL0)reVh+JhIkWkl#(oq;*Xv1hB zw6FjG2i#jUbO-mah;6$6Av7Q{?TR0@agFzRu*($Qts9Ay*ZzDTgtp=N6wjB?mSldf zkf3hcxT4TC(H+-qTgz|S>a6oUNP}}r#Y70{{Av5jRk76QJ97pN$TPNPjQZKhpmt~Z z`Cc8BkMhmE!w}_cmk&n=3-OK})Ja!a;CUTpqT}S@wDkWEel>mZho{}5+Vaw_4|mY$ zPsNmnA2ffZq$JD~`5=FkvuKQep+$sCa6V*Nv(L*BvIwSKVs_QA*05nKpiYD5Rnd$9 z9IjGd>eY&D!9?G3j2g8hEH=v)YKws>wJ%}_&i0TgFHVkutr)zs6mpCZ_ZzZV1neBX za}2zRc+gcwW&=B*L1Vj38W)l&m{PnAqu=|>7@eEaVM+53DT=pxuU>NC2Vu+)x~qvK zX1!*I_@fW|AgPHvzG+w!Q9zH498&Sylq67?HPoLb$<-Sp8BPCSmY%C)m;$Cl+i5Pb zosw~|k70h$3MQc6un|OGKGM_8xfvhBLQj7{&->jEM%B*Lzq!R zYVOyn)D&)6_3hm6#owg(1XAR*zeBZv?lfW&2JzmM*~=z|%6IYyGhTARk?06u9d0>h zLG{bxCtQdM09=hFyK_7izOcwai;l#J;ov^GRb&GeYv@nCiU`U6#WEwR-Am>ek~3X< zT{m9U-I5@JHeK#gY5)K;L|)u;1@`SRG6@9K1-cIAXLBhUt6%5dwYAX<%|`wpMR7St zqzB23)Xu{(t1HXos?_dY(}FbXG#jW7TM~NN*$M$Rvk% zKQg*wr;i09+-zF_<(p>J#QgYKY(giPE;fye&g$IHB%w)Mpm9Trh0#U+G8p3-*HYJ0`aW&o)Q2cD*|2VxO|PV&lTz*8Sk(A+ZXFJ!3(rCX zJv#a(j?mEQx`s|XMs1qWZUUUz0D_X^(#&zN>oPH+*g=r`Ul6zDNl^=@sqJ>L$08f) zvFaLV_qeUf%_z~jVE}?S&T>C7In6voPj*+ZK(XBUXLgV{t z)w09DC+*eq2=*HHw>D`V3Zr<~N2h--^qcH6G10epm@4baSyGIn&s8e;RUcBqm|rwH z6A@@X@8oO|K;gHn3OXg)PJex4=XFID{`7?oYm>*Sz`%Y37}f&!!-%0xg2M#kgkW1f z$|glxT-v5sAN{0tiL|?ckWz4{FLBF$SDFcuX^Wv}k|UH^;a8q~Qlke^BeZM5;&2(X zboM!;n4#fRFF)a+N0}(U<;C3^J2GdFT{wwPo#5k7i^;un;r}~^43>4@a9}n5Hj%C15pY-3z6nOsjq52OOV~v>Bxz}2WyFf zaj3Yo)RGRI04g3{NL3!8SoD71&P0AR;m)l0yQx_BN3O^svjSu=;GE1J<_>s8r){cZ z&>(Xdda&4Uxh@7X>fY~inqTAJ)?$t8TWa-~yQhsWgtw944Ny^pXI_&u#44(lPhx8r zFtUowiid-LrQutotlY3q|&DuOnY567gR5)6xIwijWP%r6K+HzN}TSJTx2es4e# zzIzt#^{LxK>R979E))!kXQ|=Rmk03VS+B}8!h@8}U3t5ZL7(VOIglU^pKl-^E0%rt zJBLt@c3&+b3TID=l6hr zalZG>98)|eK4J>UJl;rHxx&Nv>7Y!nn0~998s*k>;gN;v8%hY3RkJh{Hr|njDg&=5 z({ZJUG>$m*Pi#v0T%>r&Cu#9eO!~*pjPWSYSa0U*HJN&a)Dz=({I6=*eFU%0Vdn0u zx3K~*k>!}TY+GXXmoXuw1%&uvvfC0uCE1VM$z#p)V74tz?6kq>b{5jXhU=2pk8XvL z{%^BKR!qz1P5)7O&Mn+>evIrScpG8<5}KLQ-(7}pU?{yyj&}YVnWUt1!Sh)I0!k#G z&P|=r(28b1E0?a_U{M)D%gY2}7v1{w=fM(>jq&}vMe(P?k74EejYfi7sD_R(51$@k zM{vPXk+q;=SGoUoFjLHs+)g}$=woOTLll=Sqtpni>ZI8aD1i8-(1x(+jxOhA#WM!b z^}9bC7-v~%{{az3P~!uNRt<=Y-g|NKO%Oyrm10Qxlo<)1^tC_xrY2DK&l*O~&eCU1 z{u&g38HVzL&4vmGmbURq)Ab_z-C(pig=$WuWroZCkY^Oxw{CqH|D@lE15&9J!%?%v z@lRaJ804*rzha13Ly+x6>{v2f=Yy#Q!4=0~>3!v8}PET@H-BIx-!w1!IH1#sB~S00A*4#>OEw63Ula z#m4>+VsE?kma{E}+^+{r64}0cUhCR;`8ED`>i_)co4km_Dk(v_8nbT%wcO#K6raQ{ zo;FWXX6psb&i`13aC?+C#oUM{k;65y5mRg>3DErmVM1x1!V>(Ju_F|rVLG`+6&h$1xx+4;7|DhDTFmw0Uw__jP6F#xK8FRm)C>Xoix_ zE70sxE?=5jH&~?MHWIH3QutEY|L4@9MLW61Ds{!8Z*j?0ThISR8~i~L8@&`|a*{gZ zHwadc&WnHK8jAz{&tb`Rk0?WdG=feqU~GRmt-%((yLh&NjIbCw#P$vqjl%si3I~pHb6F0-)j22>!5wjzHUa_9NIs6rf^J#7zBj#uk5j!;tolEVsaE+3{I^A1j@uM|^2Vh?AhNJt zqB!6K`$DcRn>Lm-R)1}Ez1M~6U52g`!=l=ht8oSJIZ_0mvp?aDQ)+(d#wo^CA#vGqyq zwVreid{(J~;%C;LO{v_pb&o9uHJ$?f8ztEB%HJvJZJ8O|A{3yZgi&3wHImkZ-6)~~ zUyMcH_ns$!fxs*mu-JHYOftQnw4yG?7YAE#VxrTkS` zqzHt-?$;P^b6F@yP!^$Ct=4hpFJ!GNUpVyZ{lG(=`Z@-@e3ccRbeWGV?3odhfB$s@Z_b0Ebu92w zi&{H?oMB(BZjj5?giJeRD0rOQWgN~*44eW=S8yW1BfdUH*Yw}4r%gb0gCg<#lu&b& zf9%hzp>9D>&#Wk7rSv7=>dW$N^OKMGc{*Ru+6jZyRv%DAJL@8}?lCEg!KyxgnZ6)R zUxnjgq0BngEN6D*C8`A6Q{rm`Q+(7+#aVo}0i-#%!T{`SL#@%~#3sjA)k@ut5}IdL-a0LrMBD;$Vx$$f7%0V! z+XXv=M^QSrMUw7054Etn`u@^T^!DPQx)V%~GM0Nu@aGP;3BY*vkm!1wr_tBwEo&xrT|l5 zDBYcyJLI+&vu_3(XjnGr|C>FD>v4mD2B3# z^2Fepwe}T^-Xc(X{;Jc=8I%c!6YWSDQrGgeU11cu3(7ak=%q%M3bjDbC?U%F5xRq>l|HHxNOdCe;n_LIUg}FX1RB_Vf07qLETyolCMwLn zzGIK)hgOEeK%=6*k)#P5F9x~FFCMQ*i|1jp6#ta@IZO^~OR^+o8}gmxj+z~NEbrs~nMvsflp}7`QoC}e zPFIO;Kb2!X$%TOGS47^OdVacKgsvN@8o}>s)$2D&UOr05HqP(=iI^?W%b#@fkkHuCK^8Eohwa|;MlUeC_(&!kABXT3* zB_mAr^f&;LHiHl+3f*QYH9E(h<@!QRIe|%!Pz%x!0#x-NmZzq6+$v}>a>bENn^*G8 zB`WOPm9OYY`0k&T!KRF}uShgeYlD;FYiNBq7mEnqK#W;OIf#o?@jg6=-Cu7Wnz^;# zj9ey=+D&S$o1C@SdPwdNUK6MSN3v03Xm6}iIvCXMGgLxTrAny^Z?7$5O}%%tDz{sT zv4a8AglKQ@7jF*$SU-ziYkO(oDQ7I)m)~RKqj1o#;_or{SpA{5N{}A!p>v@UU235 zxNK0>=2&us*;f;Be(dm-&mkTj;Sz9C$E714M>mhR$`V3QMXCd1pABgS*mI!7+jX#@ z<=L1eJgFXsL&ByCSqTZqv^o&($c&v~9Zo5Lr`U3*JD!ja1NA=~%+%)C$548LfQ>xM zVM!xs&K5)pm*%Yf z^fdw>y1?m^iY!3XCuthZ_SoHxS0je2Jark|lb!+85HN*2zyhHRO48p-(~kcmY|Vw$ z5MH`K7MT_+^A;^oIec#h5#kIj7m&M5k@5r*8_fagqmwGpDzhfiY}h56)nbZ(-&Xk> zBtH5K1mz5E#Fo;!MkN8))keV?2S?h8WMr!JZA`;=xyvRD`5AmMTq#Q_2JWjq8nMJ%|$S=dXY+mp8UEzDwYubD~CJW&I?Ot65ZsyQ&zT{(zguO-JOd7mfL#(xZV+S}--pXjFSJ1pBnhikBYQd{Gk3GXS6X!&b6o+yw!{n)U z+#e;UV-Rgkg+>(7rfw>mLrYKvNJZKIFdP$roMknPSuX$gR%?WFH(Kl2oT($@AXXbI zWCw?#$OE(U;F!q7!elh5*L0R=iBc0EIOL6+sTbT+a*E0%(|=g6XhMUB1SjQRov9RNE5< z0|}iPxztNyS;!750WcUc3GG#{D>Xwg0Q} zJ}oLm2}6^TpvIWV(y)*c7j(O+}1{kf3BIGRkq;n)p=Jk63{5 zYIrcEgZj6zpnG#lEV?twnzakBJFi- zC1T1G=s87Z*Mx03L>4=GzxJo-pK&X(FaF&Kybl!H*$_VTbX2WP3-+gq6%vD?qnYOKa>Zwj1tX<%Sz>q zHx2m-y->z5a8O_5=u}Y-WA!L#{RZsv62p-wegVz_k)DAdY?)b$r zp(`M50>-Vw2EYrXka(mYqt*F*?^UbBSrUJ^M?~5!t>o@X`OFeN#i~z^E69~by0OQMLwK=Xw_>(XL+?W zGgJ^I@ubA-gp2xOv0T6ek6H2l;0GY@fY?imb;^?@3UTh2%7MK*VTq-fqVXChDZl)1 zrr7an(u%M;+8}oGRzK_2eL?tjk^!8xxha7>Py@bT<_<#%6u*&KYu1?jH4`B2Xg6?RPliykMcLe`8KW`JQ6D&9sDghUFNYxl-q;6E_m{{C)j*~4j!(V7L+ zk6b*cXaq2MYbQ2V$k}-n5jIpM2Hn9A{>B1Wfh+ycO6*>QXCD`ow#Uuu zR~ohaDFIP`PL~14&8Lw;gA7hHgk_Kd?xO6C>BqNlwthjHz&Hcu)swWM)yE*uD-by! zyV-?AFW-?{Je|{bBV{rt-MNhYdb1`={Lk}cv%HM5S3q!GYAnw;FWj9)ro2p3LC6&# zmV_M?kf8pldR-s6jb@&Q5D8_HToBtKrGNHu#Fe^A&{JC>u}4}Vk{2*rtBA)lKoV6^ zB#dgZ`f^b|UgM@|2A7Psi3%;b!ovQqZ7$WiuYR;k`xak_A9Zuvg%|`mHGHMc8G)AO zYulSWbB|Eo_bhz9K7{s0-0c*glRQM-D%8Mz6g<`QMG2a%ix6H+}T#BHq;ZQDPOU=W~_q` zzhPMJQ0^@2rX_Q8Qqhh9US7gHg><$HEt*B#Wc=ePim|F(V3yEYMG{y{9IVazKb;8% z3#*`rBEe$oPlo&Dqh=Rhz~TYXMEmSLhRwSU(N*Dp^d6taEauv`)I|oy4WXj${r{fa zG)1&k(&d8y88JUkES}#?6O+M`=E0>v%Ke{#1Oy6rAiMg3P`$1DImzy88CJ8ugXJ98 zE*ZP3Ky3njvamA59Cm8F1~?&?tZ@H$Y-$SY`Ltgu6hm@nL6DmTSV6B`-mnorYn8)9vujY6gOE=K8EH7Aeo}f%6-E~04 zj|3t*M4SE+AA-xq{i*K~+;5Qc42BKXAS^F53Mv=8e96t)EU3-Hai{|cG>S}O^XM?U zw=z&M`=uE4$GrY;mlE{Qcr`MvVWJ8c7vubk) zTGvdU#ncKex2+@z<0*sL4r3#s-7{3L9&!WsrGFhZ8vys$w3CjvjH@ClCe1{-s~Z(D zcZofZ>sp>5!}$=R^0%b_QPxV3hL3iMseb!A_Upo3C#PM`@VuPktn!T#Ptwb-_$^$HU)#5X~c9CXV+ZVt)3I!Q2cttM+QmG%^~C<~TzZW6=n77x8a69HgR?5>kL1{z9P2 zbLbs!7^Y0bL)>J*R{$S=l&@I}E($h^R=Snm2m{}`>GDe&02vH%OzN5-ftDFZP}|&~ zfk8$`z0OBDfp&)M_8z}+oZK-&MKoa{V+75xG2(#~jQt#Jdoa>NKx${i9JWJ8g3nm* zFs1ug?H3nmF{`10-lf@qoru!FuxE^gx*>!z6yfc0bda|5x1Y;S52#4FCxB}NQzB6i z2m-mmoQgS}cUvdUsOm?EG1O~PEIxC*OwE?n_0vt>_O1#cP^n|a`Lmu(g3<-%dXw2( zrLyIAV|(cA5i-f~H#`&sD`vIg`8*0pTqdxI9H{H_ba#Kxh%^%!sz!@~h&6w4b<_br z*PnE1gxPpgbL%lKHJ7I!4f%};YLh!4__Y*E=1luNaPb%^?dD664m|RU+(oOyQKl3l z8h{ckxC?akhEv{YXhS{-%`Rhx9TdSbdQS!(L|fPHFoR{qMUU)>#1L@m6J1Mf5}$Td zt53&1@fUH7YuPJ=Afa<1-H3amP&58BfW=ZOni`$k+%WSO4%6s1Q^erALE({$r*(*f z#KVYXV~at@z{sP5;aa?In{rc309;{$JTXkz+3P;1(j0#1Z7f;)G!(v$YeUksdFe*& z;1x#E?SEps((T;gcAK^!U<g>B-awJbjRm*=B{x?@Ih0=mF2E&lxZ+m+-8*0PFK$`raIs1XuF@27@Kk$u!E{+{U%h2XeGm)*k?=EYSBJJUE?}V z9RQ6J#DfN>t+F&z^nwRa;R;m;3L(-2fb*YaBJ}RWm5$vM;!EZWg1bB{fbq(qMQvi+ zUqvuKmwyi?z)b{;3=m1j=Rm?q=6|Jm2gY3T}cwyAgc2fqgo|9y&5FO z9OdIj1D~zmLXy4<_Kk^|H;j5;<484^UWq}4e~24exjSO`abGiI=AF~Yhu%^}BSdAU znp0u^yv5_rpA${?7rDbP`SKBOCqjO7eX69KIn zO2AN?ZBikAHgJZ=3rq~vnnBcS4`zc;fhhrw2D4UmBtt;a;$+H%mD@wu zab$qeO@LBe>-qW~A^q|_W@KyPv3tLid+#a}DU-)n$O?oVih>(QM|3XFv0jnoR5%-k+5n`DB!-(a)FdMJCfG-EpdJytf|ESCqgRf=H3Y*wQM4f2-fdGJ9b?33u%3wE* zk-w;8M>bM00m!@eb>fC8vJY`ypB=rJd@ct_v|59}>$A@BRfdoO=R}3)I%O@GX~>>n z?6N3(5qeLn9eFj$;UcC(e5aj#-`NL?i|r5Qc7^Yh%K#0)cx>PLC;XKX`RMZ*Sbw^h zEur;JBJavmbq3`0Xuy;`iNf>#c9^H9_#xC$_+ZCuU*Gpnx$PhEop&MY^qu#g!Ti>K zHm&sA1HWUV_BGXaMvEF6B*#W`B)ZKTr-CDXn5y_V{jSdh6C&E3`t9|o!)}Z|U)M?w z{k53sLH}U_tN_n9&=Tz0Dk_G@V{9L%fc1n#E&%601=Y)0p{!5EI4)Q?z*+n5^jQm2 zO;Hb)Ha`zj7}{N}zVr0429facftw@12XG09>?Mo~HnKXK4KMN=1rRbw>6;WV`SM^f z*9*qM({2Ypq#jfEFxxgy1E`ob(p+YV5Z%|Z^~{DRM+QCir^M9NJkp(UnS4}r$(05s%=*3;x@-p$7{XHry>s!g> zcwL4cMV54D;_O}W_?F{pRSL8t2SL=BL9rPCeh7u03!gd z^;59HaG|Hz1qzOAtj)*bk#uZ|>BCs&x5jTrNr+|2K+*R-F8?!bC)WF1-}(Hwe-6nk zwuM`lLlGZ0!p5{jmeb@apEumPT&7yd3Yw!5DGhwX-2VCmvd-ISB}#!lTa`@rQ#B4- ziv{AfAZ4FesgX!6R6Rg}YvTnAd^7}FMB{#_m!8~D+E?Bm3Yt%MVP0)-wqbk49`<>7 z7Sxtt;dy499Gl%YnK*%O5)`))Hk^3nwcegQ|AoQhKr9BL&xv1B_09SNNz(cI+F9`_ zvk%}YA)TZ}>Yfwie6Q31XCYqaV9($A8+`%B@=2bg>5)B-N%l>m&Y+!6;ClINs09v&eI~Ix+d6oB+Dw0dO5T&lKtF;Hwrkg21tcqQG2)29r7MvHEpb1mc^g!{{n_Kv3MvXfcI*+VfrSBmEhCx5_XaZN z_ziz-w=I52&Wf#+H&<9tCw~-ZSZf$4+GdoUrU^yKPLvMYaVG-cDPA^_<`D&`xTIE^ z^^nXB_uimhoQmWPo9(R>{5&_D{4QRdwJ(*>|GET`*|m~rPzQqg8|NKKCO36i(ZaMw zv5LPI$yzvn^T0O|(_uaD%pfd?*~`V<+j4Y(EvjS~v`fUJ=9>lvFI!!G{acuza74rW z5Zysqw#nDN2{evF;8KXIHAK86Uc=cw+@p$z+PX4mOZxwhwco$V6(Ua?RN1zO3@mPN z)=gBFGyP+RM&F-o&)BMIM$>)ecLRR?P9T>-6h9qQk4&FN&50ba7P{OHLqNb5lYeP%67J|g5`x*Ypv3TJy zb&>?|J=AT-$x-kEnN_>MZ9OPm+Nzq{0-b3pVKxXSn|_DsG2 zCt+v4byOe>hHNm-`%0(}@r*7;&3s=>a(VG~P=jrpBsm2_`SGbH?`~2+{ z>z_4?*zv{N@$*J*iAwzl``{vKZEtJa=m4uBG9`FY`^%lM&XxK&abdm7;I4(!j}z4L zivm1!sYK=k*ozfQo(LHwrMMT12)(wYW~;c-goY%s01{V8MNk$n$%!032R|f)+1==$ zs0IRljeC&cP4Jh>YE4h*HaCgM8hk_54=?B)cAvNg;fPM&;dI84MX zZwvJ=XPdVKtWd+{axq{xq)bZ-G;ngb2t7vOn;Va%w1N&H#0!QUK~HSnXb+L4KPo^*}zC|-av@bs$D%$pG>bK&vk5%g))rM?K(Fo~)8EW>B%g*Bgd7OFq^h;%RysFCZw`Oa`vFDz|L_C0vm@fbIbOj0S z3!&l!=8ud9S&r7{_^)NJoeEl56P#~*B9@ojgnO`(wBl8G&bR*RrkBX&4V_YokU zEC|>Y5+&x5#$7$heb&RrgV(#O^qU`;0@@|BK8wIK4An_JI-1)Amrr*M)_Ahk6fQJ2 z1&L~eFv0TN?Zt5p(V#n1;2QhT~Wp*_ghov**5l^XBai97|HT1_iKk zZoto5mH+*FxQR8q;E>9m2vqm7zn=(!?8v3TF z>Yd|pDDb5(k4rV%{E|k|B0BeaR)oEIPY;|kbespF%rBY#&!m&Q0p$Z6VyaHc8IB?FYx4`D(}d!c5&+XRcSYDj4{t>> z7~jdFm=i7S`kO5OdL4*?5WzYJU;$(CM<@0*Y>P&3#1;wp=>G`?(dC6jccEt>HoF`s z9?c95AX+qdJ6p@s5jyHgZ8znNA|QPhj+lF70@$<2*RoBV1WqKSf;8ukE!^1NM#3S2 zIyLu#xD3o7x5P+_3_dx1tl#CUe*3%>TpRbOS+4?m;6=55RLJX6d$sPL;Q6ND9=uQu ztILqX$xJD{OpTCKqWS_lL`^s#R0~QwB02tB><`+*JEKHrKvLW#%a;%yN%7Ou@umHub z@0L6&Z$3liE2lnK%$dFXw;eO6l0aHeAw@3~x-u;qBQCW=^-`7{GdVt&lP|DgF*R4i zz-Z*jh;*iv;iNOTxH}%|muM1Orb-BJ{YXFK^cb6fll97Wep(gjLHS&%Kd50nIXyuy0n)0oHwq`N6Y~cc%+%lgh_a8Qx&fSJU>Fh%E-=b43)Xu<{$ahd;Z30Nf*e2n zTh@8-7HNF)Yq)`!DNyT~~MmVYHNO;vqxdNa$!)5wpSIbX~&(8lSq(`UqPgRc%Y~NDa59 zCl9>){ag}%RzS4josc%Pn53L=rzG-2unbD;LiTrUMzwu(UZ--7!40M1T$eR6o#mjv z|KL>q=o%C&Ik_&2ccDiT=g4|AvBe=nuFpx%{9dC{4h3Z>TJ;7VGR}$kx45k?(ZDeX zuD+aN>LDNiFjlb6&#BzsI{+l{RCt9)$JoiqO_#nX5{UG=K$fM|q>N3)b31lWDe@^e z6JtK$=VRkaAB4YYb4ZgSJ6{}LV@HVCvz|wX$gF!tluxJYId4{WSUU9ng*cg_&fn-o zNPe1bm`pxj2@p!B3zrONH|+T+TcL^?92X8BogMDPr@2uUnKjvV_RP7$8qNQiK|j~3 z2imMJm;g7m)x0cG`svMV__{G-mOTl9w@sghb?{mFo_-q^SdSETk}P?VV}(Ukt^Egv zbYbS9sA#~SN%Dx8`-DwnTA0k8k&dy`648{UA%1&La(d2h9>LK>o{;n>A8W26{X@-G zWN~h6-|ys-QWYT^4Ttnqq8B@p!23PD=(^bW-Kx<8ADH{=s+)lZr>ifZQgdRgzU`;~rb$m&$8NV6n*$1T$& zkRzk&6|p8xD`0 zxGy7V0|~o$_e8PK^M-6TzqTvt5>AFQTx;)O%atF zK-1=MsQI?vQo4T5UH`nA#UdG~B@SgB2eNcMyF1EeErs;3=+1GN=o2~@huP40;Hkb( zGB`JdQxecar+dpWEA6!hy7=n>5D?KGgR95l$1aV>c08dKOhmb#TxYj#*l-EBgeZHY zGf#`UpLUGfN($A6iEPF}tYRbUOafg2vfoCC?M6Br$&~s3b55FD!%#jINcQPw;4hRl zHTRT`FjjGY?$Up##uZl&E)(~p;#dAGk)Mp{Vl*!ss)l=#k8gKRZKe$20Y9j&)GU!2 z2o~;-2f#$+#(zI?4!k6tNMV+S>JFs`xIiUr6m4s7#}g>G9(}J9`Xtqw3kZfxyjoAdh^ssJD#>*0}NAX%)8q zHXUhn^d+e&hj9DH$%B8P9|Tp8t5|h-3p%YQ$gt-cJBjKEyVClu)tCE=!dizwM(H)F zUx!Em=kf=XofV={z$=_!zRz17@d#(U*kRtXFoFlbq~t5ZAJ@^f!5yhwk={!f*g-Nn zggm_;fF(qJy+Cd2&;f9%^JX&3?8bE&x0G4}6%dAP#oNaV22*_p7o$=n*Rq^^yUb^| z$|%EMs!hSOh4jNc7-zT5H*owZ>rbid8tw3g^5ygQL^}?3<{RgG5P{6HUn7**rG%*# z`SS3P%+A3kBLxH!n1F{M%Aa}&!AlDKLBO3asZ5pC)Z*$MMTIW^JH>tBfX7JOtR zmCx15YeWHNi0zyR3*z0f();w;10|2Z7L?^p?dzcajrM@qn<4o)*)TvRb22ErnW4Hq))qNPuBI&4Vg*9j)ej|XACbw8+yBuzoE%wi zpRt$uE$TM;I~~AHoQ|5!P$R!&8gbNaGOq*TLtZ1c_HEaXuT@q)`3kZbvpSJ(f1?kY zO;}siUy*XR8!*Lh#~;&NC4SSrlCBswL*Livs7m1y=2GP4*uwK_UMxVaC+coH*RueZb`g-#-X%ZKx)k~1FGDbFK8l;FqqbiwOOr^LnDVeLRG?a_`#8HX zPk@GVPQQ3D=#c-VOF9a^#Xr%g22KV*Zjvb`-P1a!D=y5@8M)Ab+Jk--c$=v(7D;=N z!S{vX;FRu6Q&{%T;ukE;d**om==mP)GJa1Na!!Y~Mhy+aI+C~U+&b(Q`Q6Q!wFy4K zH81#+C>|koduwa1mW2((e{)_QoMmMTsgw@8_ikWW$ShspKMm(H`)ZnHW+b)n7mp@> z?UNz6Ng4kYo4D;Afd6N;+fxSJ*Jj(B%bFh+3lW?zQrQ@f{@(wL{3M6rW@f@2A>QX7q;e%Ktgt@l>e3@W5AEk{ z+9{9)*~u<7E=l)W4OHQVuWZLJkIbjpOC%b1fOLYRQ5mzA&nvF{{8Z-DpcM;w-&f`G ze$!-wVUMW#&tc!QGejj}tXE`;j}*K#RlFPGs+b}xetB2IxOu9U$FRvr0)M$xZ52}$ z-_pl~CJ{O{2HdA>kg}Q0mc6z%9nh!14<&Tgy!h|jTRm>H!H3nA+VI}ZCM20^)4gk*+t*FldFuQPa|XF#8UlhR7O#C;Fb(*0@m?<%YqYQ61;H3*Ub9_aH*A{X~X znstPdx?@fGwVz;;aQ3gQC+Wp)2Y`FFFCNgP4GU{ue}R9%A<4uc5;-uBBUiJZG-PdQ zL8j17*VOLl69}=hI@@H(mt!a!K zKz6Yz1iTK(f&lznPz03{U377Ve4hVHO}u&VXkf3EooeiAgkXN@oZ;g87P_rxFgFL& zX-1TSHzegU6>ASAWkHn%LjS?oudXcvp#>dMrMQsMB|fmz5tn59L1r`%Lkh(P z=|eGxix$HKNH%CW zoDF8pWYV?7f!Mw?aPDYk;=OD@raG%MlO}sPnbi_#D$Xow)Bz=E{PkTrBUKCbf5#Aa z(~tkO^_+_8IY`%K@*VB0$42KpTAHnIaa;G&*nhR(ML z63IS33)K(;r5G!^eb^L^^>z+4$~zx^!5m3?K5K5V&p7T{iCnJ)IAF84d?e^C{>c`77Ywr0A(t6n+zi_3DuMrE z$sYN4F)w$Sm=!Ct5)A435*$}r)K2n@tW6#bcsa_aCBk7kTU$z!*oaZR(k63sR*RgY zY(Db9BTxwn+PI5^L>sR--A;G7Qv49aj3H5>SA;G7sH?Q> zmUMd5g%j;3Lk%m-%q)BrwCgJTGHP#JU~lXenXUeLFQ>c`_129Lv`%`-tybBBa4}SE zC8NB&Ij^Qj;6H#wxL0cNYU&nAIb)8|jN7L0Jv7ChEG&>A@9l#?#iR(bJ}W?*kjTKg%th^M(iHJy`jYfGBw@Qg)Z6N-P#rre;fYdz(r4cC zP;(WW)YaQl*8V6h8t`UMCoNVz z5=b6(5~@93NQXKGVAo^iK@PcYY2%-M`r&6cM^GUk{AP;s|GUU3Rg2frbn)j2T;cO7 zi{Pvli`((>9~YlD)k^I<+VkTJH zIt6`gTOP7WS*BQmQr#4z8y|U_Haz=F^EH$eLfh+Dm3`nwC5*L-++%Hm^?d6AlNFes>wDD?iD9BSXc7Nd>VZ@*Q{G=ckqYQ(xG8cpV{*@E2`37ctqqoM<$qn(i}f+^8p%>vtD+`LWkGF0edO> z*JzBPDwT9BIjKZ<%H0sTZoAtzQcdpl^V4HUIvN**3^`X*$u3oYuTAPA5bO$)xWLlZ zXHNqt+3W|xTUV&Mn9Z7}`ucO2yZB+3@PlD!ca=2jRzAk+T`1|9ZaIbze{N9!<3>~@ zzAqk5#f4Jq_kk1Q_G`w*ai*v4;`aRQS&U zU+JEW70rZJWg8vPVMM96y+yVdHAp!2!X-w1OLys*Ig+OCoNbHj^B^nLu~;Xx*^r+6 znwK5RT5+0t$A3<`OJWp{;M&bnab-f`P8@*EibLr|7Y6{Z#8^jop@V59wSs2(UhG;d zN>njd50^Y*dw(|FaT;WDYL&5lv2*)nT6fID0({m$)VqfccAk8;@a9`uQZba)8tkh}zBLS!~eL1Vqqr zQ?1v-Y{+CEpWge&*@SrU+X&8QYn;duB{9~eO!NDOMva|VeTFVURy@VSy|ao`*@%T_8YFmN zi7`;KiP}}9QXX81h^zot1>H^X=HlUmH;3AmycFyu5c|86fGaA`^EAtN>d7l2^9;6GRw7Buu zVrf4+;J?zaYs31pF5RM_z$?Z@vJ8RWrzUAE%(C;OL%+ZcIU!lK*D8TDc3oj1g1u$_ zhp!Harv(IzL4~!KNSxbfrcUpn%;!lC}Sf$tIx!cwZlwp=q&SX6D?a&|gG`Qk;Ih@cg ziREf!RFn90vz+(o^fgrmp*nF^GBApUrikn#7ShG!Pray}5w&XvvJRrtqNn9OGy27w z_#jw+iuE1A);yH{m+!fb2dygwpX~H<$FSR5fyQ2u{q@yq+MZuy7^9Om02jDX!aa3UI)z0d_f}s|M!`3{s^DxzNmC+(q1QJr%PJ?H~i2| zN09|eePi4f1=Q45C5O0r0b)VRH!~a4J&q4PPw5MwE{1(6x+zZkKd<)r-{f;KTs11@ z$B-mz^@eGMg<;rk$V1!}%IG?2Yl`aPw4sAy%M(j_xV7TRd~@`1>JQ>1+o5LPmvEsN z9reu25Hn8M%(_AVG^?{1-)Mars1&NiZHwR9t^J00-!l2DuE93BOzX$?d6`5|FGLXk z%}MO|XJ^Vpj=9t!;{s3Mz*`^sb;EFv9Bv08Velk|; zEQL$x>)~)5YB;TVor5fwsB1f7m2H`4V0gOJFJq}+MwMe9%#SP?*#o>1EO4UeeX0jz;MOf z(n5wM_*QrbHnp3_Gt>Uefg2qk-e= zb%oz+fCx24X)scI1<9tH2Jh`}CYZaOpCnH^|Gr~6XAQ6R>VEDgmM<|R(t`$+gu&o$ z&e++RMhL2619%Y*u5^SP9w%#KE*-|N1NaMMYnPdJa01TYkZ}#{w|xA>W_Y0J^LkE* zgOL+Uaq&9mxe$HS!bEbz>=10jTyQljrdZZcr|a8t`QyQ^?hTYR9x7{yO_Ml;zY`}c za{~h1ZNdw#nSZQ^lBsfD0C6o?V>Q~w#B!7~4eCH!z!cQ8c?@w*Bw+VEJjUA&cHP2I zZ-~iasU>C>RiQT&bE9WMzLJ>8lz3Ezo&MX`Urztnzixweg>l{EoZ{AuWuaaZWhyjhjxxrAS0ke%dgx@p6)Lc`$%!c*-5*s zbFi9s{!1dh(oJo0YRmnQ?L0sGtoTE)rkTl0;eSjJUS?Sr_d6?u|LHiMH#-HPjmryy zz6H=V1O#z2sl;5{TI+shaVS7swFxtC{0U~hb?N32u<^LCmS9DPAI162zfqmuohDe1 ztsp;;U($#BmM;%fj&t9DZlHL=;=`anBe};8o=LMV=^Yg;zdIekmoCl#+C=tz(M{x5=zZh}=E%RX12``x0k5(J2+hb;v`l7x!uXHG6o|`cdc)U86*~ zHKNl9V+o5D^lA&&Y6}~6X7Ho2QQ2yu8Zh46KqH}6tuBj8E#GI?&9EGHfJR?vLcIn< z8^3lCDHwT|ei0cRz})H7N;!Y?gixBCtQ_Tl5+V1}Ke4WnTq;VtPM<5B1dsBhf^;OJ zkAAO}6?L5pQ(FmaPo&usz^T9!+fw~w#Tr^A2yx;#Y&A^_inQjPwMPBbl9CfU*u>Ot zq$cvU>VVbFd22Xxu20~FsRpzM_X>M`=^3>co;gq>PcQF{0dWwPwv8{ap!`qepO?@H zwZ*4*g2en5T6+>dJ|=)>2JvJ~M0-V3{5yftWjE}@oHNVmWu-R(V_yKkXFH_!$rC6m z#yewisVQT7Ji{kcoJ&X1>^|DfZh)UkbjCRbL#&`pIXTvj5CXMV0-b$gqa+nO>Jy?J zmXr;+x0L^E57Wf*K04M3GT7Chbtq~YGW3=CJe-n$jGw5!tpTeTY}$}+s*{)z(`(~X zK5m*qLH|Nq^$PIEIreieT&^St3+-1p#yuXHV?SvD0n@1&<>fmd6bxGld>>3xAVl;q z<%|FnN99Q%P|B!@;Z)>U*-`?T$prHvoO3RH3Z(?y&`dM*R9XE!ct(i!auYZ(x(U`> z%IivkxKZ1QQMOfsIiFL89u~#)Gqh)4vPD5>pERj>g(0aRpzxx9jjH+I8ZfyOP(qDL z!C-b0=rC8d&1H_aka}kSp|}&3U-bsdVVyGdDlx5VY8saqiZRzlTV12R0yJs$y;%jJ zC!Gi>Dx6p75zPMxr2nU_+5sOJ>{NHUrYDF+ZE8xPEg2ZsuvYStiQ`b0_nSsJ8^EIM z93Xy4BK|FA$1ICRhX%r038LemppRn$fme5$LK0>2HB)qIyeu48HxyioI`!uir*>!<_U1GlfYq;bcKtQFof1<+U8ETNnE zE!JKx8rnF~PI`4B;pHKuv7%yvst|xdSE!M5Ep(iuctkUzT4IOTb$KgCZjg@vDL~f0g=@x=;YS1; zC#af07%mD(NwJ!W-cVWh&NsWEEIRALc*Ek^LX~8TzzDga)HG(PLq=BVfV{rwvn+mF zFPX+(mtowb;y&72Q+G{ptGb$c^&}vA{%kFD*jA*NSan3o_<4zGS3t=rsvXXa1&mhh zb@l;!WJk~2%Pwj`>8YS3FDppQ(Fq;bK7>(iFA?{H44bNIBbmzocaPf!n?dV zBz2r^Re$ky8*uOg3bU$ihbg^-q_4QqbNUS1%B;Fd%I6)gc8d}0hJf; zuoS7IV2T(4I6p%j54uP}h5K$q2cido9HHjSaNQu-*=^j9d)pB!$f>JYgPs}DfV4~h zbkPh!xTVe4jx%WK!`QNcwU)V zptwW{xeip7JhcfIOy-<}Z`b z6qA@+JBk36)dU?I+}nnI?*A&W{=KzjlKHFRsVY7(qyPLY{l9ZR6Spaq(R3Ob=Qw{|Oqnao^UNWdd!-ml5!#|t8*YE$=mD^wWp&Uz4+-R8PfIEopnmqm~sUqJ> zQ({DNVRz%Nyx`9pyAk-yjatsX!+s4qx=SZfkVk3-s?IH7U3s0Q?UO`2B(5YN%bQ7b zDC;!%uQf3Z(B!!V4EsQEg8aPg1FV_xLSk^#UX` z6C-rd=omnxj1YrcWp4$2)6Xcg!f`QW_Qvbqw>fLIh%>TTMBT@@dPlFZe#C?wKJdAA%wyyb5 zaipALQ#%!aBPVe>{jEUw`U^g({_;D`mWiDcJ_vBq+O(rnMI>n=&D7cs&d|^lsjE%n z-mC(>Uzp-PxW}HID!jxoY+x18wUrP#mQ3}hba|H=469$=2KUF22|uZG;_+KG2{f1mcb3I=ZQAis8`r&>%^mmVF2T$ViO=7ak#duv2Gu0MNL0()k>(t_bjqMx2ARP;Q$; z!Kqz6M~dSNJLl5{9|6dC5hY4tZC{Pvo#Pn`Zj$R#TDl-Yjk_IS{wk_(?bOYa-JttizXp`SIV{6^HA1bRb9aumTahY$I!c6m)U$r>&V z#bf%(#CAuJWM`FAb%Fp~yUKEUW&<@l z&H(ZU&pRQ7G?bhcHM3|Q45kG^@?@c6`-`)Ue@7qWXSq{ywogPYX_LZQLFy24*!r81 zpQk^yVH$8o>!52S3Cy;+(~7B5LS^(BrJ0yVNOU#?50-mmMEy1q0k9${YC?U`HDBe2 z;-^4j%?%ajDt+Ga7~8wZtVu-&rh3$<;n>nxiNj9|kA=W9ZRRksq_J*sQeMG%BUZ@K zK(KG*IsSTvs~0ffXih9E8Qb+c+Al%1_3a}Fl008*Q5FP)AJi^N1QM+FNBK<{uhy_L zFGQg@?=!X1E$?frSp^~1 zex&c00i4LLC`|0q2X+12`?n~vV(0l+8IpxYS^Z$sG&(IHuT(?_SKwe8Tj&%uwFwfe zEcEaZX-zSm84kX~;&=CkwW2?un;CKU8b@fJ(R#z7_y>VV^y0LV}<-}bh zhQ6-B>IFp?*6zD$@E@g!>e%kt(69vBPQHUgFU^8eJZ@F)t$}eiW!cwYu{M0Htr!GD z$-SMTuyHIx2>;TBdUsDk{UUPsLBKVP-hs>l|09N)gdu0KS-}`!-ni`8Lon~uj{1)RPwzGhADJy`#rS1l7+-Fzc@*PK+jVWF2Y|2`Q)M;;t+X6?6~2pVVFJH$QK zS0;%luvyq%V>SJoLJPY+l(|RQ8(+bBK`vTifl<|;3YtZ?OY}9#0)(1bIh}@)^Jw{B zXk(wH>>tia$p1~pB&e_f_5PTcOu$_It~K^Ns1S(O#u1`%XgXnT?nzViQmU+g%1N^x zIV3K))m@GqKcJ=eIn`gIj#48q^9Ot+beMN3IAxEnX2jz3YACm^?g>RPV4a-_+bDU0Z{XWXa#MKzxkr9&Um~3W6{97xZGgR)#TVixD z)*NvlzggZG2M(0Kyx^k8P!htGDHX)tI+?rDzT(eMM<=2&?7@4_iMAV8)ScS*WSvYv z^Kh`iB2fp4n##xrF z4gH9`1R()>uH%)rYGD*Es*l0~bPd!hh$)Aii3}SwU(ORkI~Z)uiv#XLlM+dZaO2j& z?0iU?;&zO^MsYhIPg>9Ow@q7C}GAdB!U8&a{>LSmTp{{o`p!ye~u8S{NbPIB_$w* zLH;V5N8(n+Lh(ib<4cu;F+Wtz3|5phnQ#Rlbqk3UNCDMi1LnSHI@htcgPbysU3;Z# ztauDkG-bHwQA&k%7Kg1x7%!Q+uK+MdT^CS0a@wh)p0-`YEQ;FVlt6`-I8Jw>KXn3l z6jH^`9a~r(JKzgsLz$y~*ZY@^`&3D1;L7#HXZs9w8fbK&N`e&NQ>79Yz^U6{3abqG zPOhHlI6~3dCkS~diHPr&kgh*Q0oOm>W3(B=BO=L=2lH_4Fc2Lb1yi#0)s}^kb#O|5 z1!#erL`Z)&Z<3W)HTN06)8?1M9WJ@XTefsGj1Mj) zNOl=hc$C!3POq|N2HWU#n+%>Xeu*BT<3zIYC?7AO$igX3u>V3itSe!(@ezhDyd~AH zdt)T|<8Jp68Siuio+(hPPM5HhME69;| zW{Cllq0Bje*Ff-)j2d}?^4_!WE|rKQFw=GCoA>mUn;D+DAYIX24K;i}{2`l9bd zMr`My`yFW3`CNPgjf%#->FxoCz5Cs7;8_I{l%MtlVu8yjkM5scm2{ciB&f7Lk$B7; zE!o6_jZ;Q`mZO%?sMkr^*YgMs_uzQuqH8SX7}Q$^+Ild4`rv4;Rc}Jf-1iDm;)hps zwoPi^Z?9QvI<=$+Pm){XpQ6s&T+%Q>L;m8=CD7`&#%=OMC?|>a6%~QLadr--)T-$H z()I=E3}J6iew`vLBiA36nRm-hG&kDMp9VcR%L%fuM}KSDiu370&T-ol9{R@`$wfNh4J7q^kP^ zF|+&GcL-j${le21%H0~(^%E1WwUje&1$)zf1ZU>A4vT-{Bo*E#a~VUyXR~WL6NZtc zuja5qrDvSi2}}-2Dhyi7?+kGfu_*ikrHW;ivVG*F3ar1z{%$L^|*VDSbf2T$b`tJeF6U`b<2Y zqJ6UBAKq@K?B;PSqz=0G+MCz=*}DHKaXg5FyDXNyEFE`p&bQ>yB=MYWga_vFR#0~+ z>9Harh`K%T8o!*KJnwOw(nu4(vpfD1o1jB?B$tF`SxYZfq6B7D(T9>rknd(Q_(coZ ze@s!ZS8|xjSyV2TSvB-dO3*6~fh3e6!jQ}!QT!WamBN(H*Td&b-dO{OeMSo1YiWl9 zOZ5;YU~Fq=ZUOIT-*jGi__tVKU0oeT8HFu7Ero2iS=9@NCJLhQ9s+lvYs>x% ztNobH?$!-1i*L<)QP}?YDY$ihTN<)JGbr-yp`Z%YCw-NfL1;10yK7yif~%1i`~QwU z8wqO!RpjE-5@D4-3Hc^%xZHqR;_*)pgHJLr_8wKaT+VItY43?!<+0Rq8+l_|Yn7oLvQN=%@J(NN z7QIO3V{Hz|S4F%~L|TG{LLF<;&JsFd*%%I(-4Jfdo(AD!ENhwaas+{SME+b>vd{p@ z!}P2}7oZg6Yt0|94HE9l@rI88M6opa?tK>t;PyrvRrv`~S*g_(ad$AUQH;XwLW;(D z4~6QzRXNC>koJqQ2N|kQ;xW~d4?|;p z_X;X?m#$`jqICdKjUvd+dAl+J2eDBwT0iqTywzZgscPg^ky8`vw5Mjr9VwFWp$`(K zli_R`@0NCrT$_H(iboz*KBsd_Sd64f@>QNS7hE#4rRC`BMUn3pNcTcdR@XFGFEN+| z*H>s(Il1jlLDlt7^=^YPgtpY@r-yJaq{Y`QlmoTI#g}8hm6bL{r>8Yru&Y85lofVu zP5PwmWTY8$z9Ow4aA3uRDDQuPjo`fDht1M;?a$hJqoPqJCey>i#Iw+;crwLFa$l z4TjHTmO=DmenoLLIHFD)dA4UK2?zjm7l%1_$FM@RfKwdLlpGo0=mG8rI$6lPk>rv( zWa}66-LMJxnY^s(JQb8N<6yX-8 z=ojY_!=5^7W^U1$v^pyX%#-Z24pMMx+8b=q^kc`{am?)N)#POBe*!5g%ZmCDbfHMu z8q?6Q&iHKZPo-s+S!K?1agR=)0DJozWAdym({Gmw&Tveb9WRw}6HyjdCy1y`=8H}H zm>FbE4RkHnlDacgPC8!2~wy)6}K5YLWhk?O20t|2Cq*x(qC zu`a`gHEWb=`uE3^K!}5r%h12=xc;nBOnSqA1BjlDnHPmu@FvPby|3jWnr;v^H+@-^ z0=BSii(D!;7=R;8S`?m#5-8u~yr}lWzD93H&ND17eoqjl3U;XsicdTF=3l{Qd|0hU zjUEQ|jY4Z142=8}IKZGkzq9k0l zN*Fx3F%BJR=~wM}F4yNT49x<>H{ix(c6bo(5ipH8Tit_Km^jc>>iGFOKT5`N*Q=^7j>M&-RKKi z?7EV}1-_iyQuaWr;uj&>S$wD@`(bw4d?6?Rc95IN=>NjF+(1!0bWjjmy3scbXoJo# zUu1EvWF1hkj)~R|JGlKo<^Ok$>R_EJAjxtHCklLW)Red?zX>kErPkd3Ui1sN`@?t2 zzNgxX{*VWZu_WAk)mE8ak4qop+n7uD_$(l|N@ZT@(eDn8LNCNc#FExDAYXl!#8VF}KCfKN%GtAO=i;CtmZv%KV7tPz0 zr$NNV7R5*;x>)^s!Jkh9)|G_MG``UJ!Q?YnF3A(vnb3dOvpehuSI1gfh|t)NJKu9E zaJ7ale5)~OTNh1B)b~09otZ>01Ts8KJp_&w7DLklZeqcD!wFC$vfKW|?(s0)`&Ei$@ZlOod zhb0kJ?S+bL0x$nMr!|wh_mb!U;GS6hVSl~5^_-L+Xpy6Q>#0poyuQ5>yFyq~62Juqcx)Q(-EN4xjP10B9;!#<~VV z+Hr12@ixDmve>&Bus91L3o{SJSoeC`87a$vd5%RQypBJ^ z+ff0~v(jX)pQP2#emj~?)MNZ#4{U8jj3L@l_vCN727SRKz7d@((5n#pMQxA=TlRU` zt;X9>#2iljO}m$TE$G>M6(8;a20uVDwlz ziB?;IfB?Q1VS<|e7Z2W|q& zF4{sj?BC!Rg|HXM9OAr9JN*axDRye-LssA(x*I-4P~e~Q1Fc`EjB7H4AWEF`Vj;Rm z4DrKZ8A@ zm{55%m5TWHJ-lIFU*HI^z>iG@C}E}N$D@;vc>;K6cNU&yjrPHoVGen32v3FI`W7*u zA<>MxPx9azv?R~8+}x957&YjWl4O_P_0%y~yOmSz#ZMt^{VgN2@MkZZR2;Ci<>AMu z+KF_^y;BA#Zq@!RzrIR;SoPhVjkpn^mXBMowYAk@iCie$TEH1Qx^icvKB&WKd^a{X z-rO81V2#hW!`jwkBjW`$vm|Z{xuCS#| z%bZs3CVB|3KN|gkkpl@M`8;|1X)F?UA~dELJ(^+FtqmW%%~RDgHjA$wmvD%zPk?((10GCL1CZh zynpGk54H0q3(A<4*LAdQ;6(x&euUKDKIYW+2MjIwmMku(`UYS0q#uxe4=P)6zH8k> zC~abpZOjPYfRw=Pg_l<#Q=sPf@7F_89i!lEGa-;W003eF9)|DHpR3#N&tD2_)xVProowA~p-r7O>Ik+>N z3313A)!MFV&#_7j^vxbElmb`@BSsBzp`GbA`g>%W;j47B7U~fpPhmpPIZnO1Kojz% zU2Y@(OpI^1^VE9OM205ZG(J0q!o(LjjyQ{l2Tge(1?z4V5e1|Qzb%Aq!1$LtCN^K|N zdSIG~^w{vJADc7_D(fu;1AK;hTF7Cq5hLk4~ zrvYYGI|NX7WB%c`jVQ^bYa*N;g+&<01QWgE5q&a2`!V#nnr-6gqFI35@_u}Jig=p& zRUpZalzHv5mG`u`m9HwP^!+LGhQGYpXqs%iw-P;3mut-DnM+>?mobDkb66T{gkGhd z?gFr>1_pb+7s9GclQmhhL}dVDFP7GfT5`1oDJzz)h&Td1$ylUwb`Q*NeDu4f29^D! zlf~jMPfILrbI7roNfV(U3a@#(k`{GCd+fuZHWq3Wx6IfOrCp4d&cV8jPU`O-7=$q8 zlgWyQ_1LJIe=41;f7D~h$SK7x-dHvKivqbL8mSvJ*>%BQ9R+HP7A2sAPe2r1H4Y*< zmb3oMNDYj<$9Uzr$|f=2T?h)?;}8qty6(5N{_@Y8#(;kNmqM@^J|R>QcpfuIlgV_ zgJe-l))C*c;lZ#Bva!F)p3@kB~ zLofX{m2BMtBpeD$-u8ZfB{O;k)tuk>BKf+F$JK`(UR}hAM(sc?Jl$6lazuau#i?qm z<-NBfv!EOjtGTePq3vOANYAY!g?RhPT3C|KrfT#0$OdkH%l^p{D1XTrCdUL;)>zS6TDOc-FhIlEaxGa|o? zrs;%M%NAPByMKp|Im+nmlwUi0+Nz7L?ger?MAQ_zoEDn=iQ()?02h*B`?1 z)Ego6$M~YUhfb40N^b|8iWZIoJ`RqqqD!1+VC7Cc`DIExEU!_yGPE7$NTgW>dKqdokEOFgtNBV z8PjD`U>Dc%{Ao0rSx52`V3V>X@ttuwjV$#ffRcfw=DoqIQ!x~mL=Kpv#4u0GLLot- z?b)1^umI0XV;^WpIOQWlW>H}j2}PW9y%6bNA00nQifA0kh}T-CbIHr|JTUOyR}iB? znHO@od~O9vxpprRr}BHvsWbq{MtVOm@G>f__gxXD z6Tm%6xcyOYmu7DwtOznk_Gy}Lx%T1f$T1U?`Q(S?&ULowbElJBbq`+1aWZ=cI}_d3 zzQJ{MQ9v0D%1=pkly9R$#kD>W-{7EtR0m@PMq?U5!P*eIQ(!ex?3R$+_}AuJq`{lW z6WxUwodrpp0Fmqq85a19aM=k*|Hn_6UdaR?J}RsiCp2Qdna=iAOfyG9DBx7lM2$|L zch&oM0yKp6*V~tMl@W^~h@sKHF#yG@d>v-Py1X+Sz#>*EN<@gHYB%RPkE!q-;+i4{ zu-L>IWrML)D{WJvj7J>gQr+^+eaPt z)P(h93;Ws>p$zG!{nouWD#c6QFfkY#Ar8J!cO?gq_*>Rf%0^sgiFzMfzW)m zTaAh>eDsddl+sF~aueQpuhQ!th6nopf)Wo`y+U!Fz|Mh)m64=6#XZ|I1C!zTWUyJv!clBh!&1y`30mjS}C+y z)lD#s0%+ossSE1uG7G57RLjVK0(O`llxNAl)eZSlt+4x__yRD8!_Dib*}ase9aU7= zH>7wPq1#5#`dtb#lMv^v4X@41WVyjcaEU&GSQg0_DrU)3Dt}}pmO3v_2`*99ed{vu zd5wxMz`(~%Pf!LUUnF@NS`k1I1ANrSS-6iv%2TEP;46t_l?{9XN#g2U3|$YCi!qP5 z(b=4WWY#i#DBnxnEHwHwdofN)Qr%M%)!X3bw@_G@3i340_mNdr;^^^)oQGi~-*8KB zof){1tPd7KMIp|_grK!S->Qt7qNBGS8Z{|AI~iOZ1d5$w4kdixro`Ol;LnTXC6f$u zv#XIU-Kybi5=4SUD7Tp#_ovmhfcI#$(?MziL|#UFSiEuM6Vj{zNzJ9oHi#{(6nn&E zscTR_P}TiR0(0-YEz|<2ORiOKLiIwgM#1 zjn9fwmhmO*t#`OzcSsGSzRS<}GWXZJOJO1~?;!eD!Fiyyta?jsMR?hadu>=iofRz{ zpBf$|NGJbbivUg~>3IkVZlr5}^ecG&-IE_xKMqR4v!aH_e0F`Qz+nZ55 zqvkBRle;|@UL+L}h&t(gIU~dC_p%)HQUt!$t~gBl$YS^E#{utVvBaf)m6HUMYLo_T z-eyOys!+25Erm|*4}jXr0)&hCL(Z;&J+nG@k?;A2A;LMWdUuNCK;*TVvCtz=RCBIe z8C>_Gx6NET$P~PQX}$y0vBxr?5eB$%oY=qa)d**Ph|c<>t8ofoh@XvdA~cKaMvG*= zoLkukZtQ_{rvXTtbmno^^si^8<+ zbViak$%~TS{q{K7{;RIX0SFj0f8oTT?UiaNCp}Kz+l(8GVhU%aq`tK7U$0N9a?Gj1EA89 z9CpV`gxSLrz9*`-UMy1H;DpH5USNAWCUNyLJ(v)hS|g&lP&jdtP+O?3kNrB=?xQ|o zH=bNynY|ZJ;-1bz9ZdTypZ%pjSfv=a_FFIK6virDZepSrg@Ik;z-mT8pOl=tEn2i7 zRR&5p)jp9jqG|mSY7#gq`zr(kHsN>NfoH{}}@{&FB@;ZzX~(cE$+dB;bV)>Q_?--?O8M8%es%9&}{0~Y~w1OUe; zDL(dJzbM5*3@Y=$z!-PHEd;5)p5o@@ctgXhNZ$;_Bp@yo-C1$(XL0opq)krLt;P!p>nP zuw(jId$d*ku{f%1*^#o+dJ}JKfcJ0ZEQ04yUk0gDwxuu=y)dq%{gcDJ6b?YZ8)s-s zS?H~A^u(c5Qr@H}B>1qI_Awl#-Z&AR{p_(Ze`6h$6;QV@4q!nU;#Rn@?SnQ~edrnS zY(c&HC-3MKc=Xs01)MvV344q=xy#&S6H*{ZQ2&G?ea81Ek$iJH-r4D*>vX@iZgTF~ z8iQPm`&nnUod5h>r3A>LUWOItA2XWeej{k_0bU0Cw0jfHZ-zH_+xm3VBhJOFMR)Cj zr0PAgr_^2b%1w3R?_bsb+8d5r%&{b1wMsL^RK$JDtK4vlu6BQIJFa{+z5cQtPgHQC zZ5BL^0oeeSQzdaRAu>ol3=G(QUWl8F^e_G?xF+k)hyX~2dQjn*XcAS#xITl0Yd`x5 zOUCV8vZaN&N$I^W4qNKQ!}oIf_kpZqc1n5ZOYV^`E@&FWN;4e$1o?(bB0$Bgeo`D) z1``xB@GVuEcQG2)WfZgr)`%8)&fE_U08)h08~IWGBeHk~X?wK$vO;mfRc9(Fv$#8j z{Z+KBj17G*a?iuPRw_trf~ZH6b;Ky-xLyV_C_})5Tqmi1{FWbYK1Z_bJeSwu2br?1 z$OuG8E#s5INPX<*;FZ3%HJb6F0kjDKW+lj3aqKv8(RsJt7VMd)cw;`jL%2?^s5$f> z1_N!BNzhhB7e2e?RcB_r-eXi{J{PJVH?kG1L z+ENntGaLA(tSkbOa4A;9?0K0!a%2UjDFvtf0%P=BYoGi1-{$kP6`m%`$`E@g=2(!f z@OvG#K4?NV`-V{bg+y{ghTS0YHxZ>U(^M?Nh=M^+#1=@0U&kv-f9(8NB0#Fl>7s&j zrzt*5XgFze1Ro+Wj)04Y(k61Mh>&+S-N?YlS8N%b*vI+0?$^BzNpb52FX@Zbyd^U-1 za;axhgZ?B8M|B!jjmnBeb#=g^TJslEG)I;#rYAD>xZww>+B2UI%!99x7|4rMXd%h( zu9&tz>kaRPQYQi~Hn{g*6`+qvp647XtlAs@E1@J+Llv8R>FZG`zc;}n1H;??|GGi= z!DS4?BJZoXEBUj@(deliXH~Nr1%G zzm4*M{y#?Ybfm#p7Mtps1c%Ep!_(ps7!E1W z${o&h_Dy!sQx1Mvv}D%2VMX#cJ|E_jk~5dcR!wFH(f;8ZZNwSk|GGDJpaTr|J8|_~q6yl_gFVU`OpK@vK z%us7UE$IZ5hj=3BS0L6NM}Vh^^!Ob&i#oaa+K}BIy@$Lk>cpU45->RFZt$?wuo;`C z-s4;M@GbDmN=8raF2{?eCN0R0x3g%jF!)IlEB^GnfC03Q#C2C;94Jha5%q!8OM)*B zmsWemk%*}<0Jp8{qM?FWM)b`9#W%JykYA_ea-LG+WNa+HoZU2my=>eOJ9d5)JlqMr zI8|L{7pfy9%10X|8O32!{w5!$|INE1%{Qk6Cl_fEB}+N^{&O(UM_zZbTub4ob$?wv zG#H*Z1gReLAjsg?MHQonPXF#c6w>+`R8~14rSuT?RgSEw(|;}_p?EqhyXIP;DJ%-T zu8Xy{hE$shh>a5h=Ax&&b6>ldTf;QsTuQ+?Qf>YZFOhw@V|=vj6}!k;`BmZm@e^o! zIu>@-WTn8=_q*8Q63gq7PTh<$47O2yG3S2o`u)bS_Vx`v*X2K5dY{=U#h?Lwn(!_H z?Q*#|;i=TeJZ}+0oAQotu#T!f2R?;IU7ww*@D+^!KV*WghJ@x&*x!-Q_J`T6+`tSQ zHvlVE+<=(WxDM1Iy@W_8s!3inR^pz<@HWQKYwOtM^4lDi495N5jwa-p{6=}>D?!D) zDuodq@J_u-eID@4ibGJyrCPH`{AY{{Ru(&#@enzjbu(Q6VnNYnDh5?@v2F6O5()iS zsb`ZutaFm@@;&T-;6gKSYL$@|Vlr`u- zas!Q9a4|Q(ZSj4pfv%rm$^fkr68B)WNH3JHZ%Im#v(8X6fOaC*hIw0U@awuG@b>6w z+kEExk-T!>DiNs8*EBX=P$tK~wQ)!r0MK{xZpLV8zbdYkz*RHc&5rb1HWU0c!Q=O7 zd&2!?8^y2}i}vXnZL1NINI{xL)H3Y&t(Dx7A|({`-G%;zxn#4M&V}eJF9i1j_mrl! zRLxm;ud7codeAy2#idHX9N4~TKOZI0ka13=yHI-~w;<+M#Pe+IBzB5*mOK2T%X7Ky zt(HjDU!W=X%9SGcVN6Sh5i@Tib^Yr&^{CleY0JV?#tZeMSuIg4IXR=K&&yS~J-NyN zgDkX`4a&aEd-`RK!XM__TWmw1D>ljx_%65s+R_AcGAh54UMiPa_4gk z#n6Q8(vE@@C6vl1&)&N!&7GBKnu&VL(1O3q-l7AKpM?*d`-Z&FuZ-dlX!c7~sldPq zA`iy*BU}3>G&BeFEya$UP<+((@>MC$HILo;w$6WFV6ORD6pvoDc8zCI1JB%aN)-1F)cO+ooaGkdeEm+tG!>_KMg?dq#huapnqH$iE5Z)u)rqlA$H2Waj-EbTr!X+GpE2g z+SoISEOpEbDBmF~MrAYro7hTjZqJ;cC45&k!$nvYGL;FKsDZ<6@nHT7+4hwyXuf(GDG(=lK*cC%ZON+}!eotB^)YFct$!!9Mz2m)i~lOA0w@Ij3dgx1n;(%dLcNoi0|o=VKjgg=EEP)rNIv`(8^G@YxnbR z@gYMQLc21^zK}n}HPR=Lf;12>2vQYcLP8Pf*Zj$=fILnKBBpFy{Xna2a>=v{4*HAS z^co8w1)nM^$RH+f&0+sVzIc%_!6ZM!I9RC?p-qJra+*(fm2&T`Qv8r+((o6cR?wcl zRwxkHl&avygVqnxpqS%p(TUy7AiAg@DNW_(FL_4plHeS62v+h7cH=I0!Q_Zw`o5t1 ze?Kp*&*|I$;<`rApu*Eo)?41PMaY?JbNcI28qYQDDH9#NpE=uhSAOQ;C_zJ^#pQ0auQx=&O7TN-Hik=i#T7bljLEo;@^B0ubCaz4|{{H};DCa$<6NH<+>!Fmy*00mc*`v=4Ak+YAbe;Jq1+>Sk?iJ$b_sFo>&3vWG+d6UmXkEvhIcM?8Zk!hUxsHSwD zRBC5uBVfUo?M$ic6*ETo_R19I-#ETfEgt!-IfBu-2u=O;Jltwv=G*VYOx*Yja~*3i zvmh~`q<2GATU6`Utb%h30+SA&fyQ{L+r2O{M=_2*}Ug~F>ABL zDm`+suu0_2Z%el9Sup3I+=Ht>FM&A7a)O}-$-5BE|Eo+6D#+}*Glg`|t{Bc_&K4Y} zMQenVsuU5~NZB~WDvdp9T_>abF74#GYn@KwXVJEiTjB#Wc-m8fU)4R>egKAe51lKHs$|T(I=feP z=WPlpFtg%sE93%C5t$BxO1We`TrEi<4}AZc{S5Ag77tornH&_eUbGbLU%C<0}z7n8@4BHK|Ys=#AiPNMxTs4EYLtQx&nW#mwhL1~Xxt{_SUN^D+a z#Y{9>%ONRWWHVFUT?RSQy964C6@5qL<0R|{;;^*zcQb?cXp}rYGP^<+QV>5`@Dbc= z`+}fS#Bk7G^n7Hpsg=z%C+K8tCXIJ+{v?n;`N(L2`9lwh=JaA{7UQvC4iq{kOy0@y zJd6Wt` zmO+!L8S0yz8CmW{NVOwy*1=&s?<@R&mRNo@nQf96WBlJ6L5jRu(A%DWM#Zu0-7OOFDrKC}AW zBgbz5;WlPg|#c}{Z`q`22DJs5R&smX@{sy7Y4hKst7-Hrg3sp?OwrXb>} zX|;|hC*11O)$Is#xJbG|&rl7>s(HO{`0w(fXaWN*g&L8H>B@uS*g>f!~M4D7)U*gE=v1RmTu7rs3ZD^ks(<_9Qs^{OpWbByKUfct_?i>t4G@ zvC|%360LiIM-MfwBn6l+Ljw1W4IYV<-x|)UsJV(7(fuWfxH@7X!D?A0{1$p!9V%nJ z)3OZgrd%Iv=T0i4!d*J<@wLT#Pq1_|VTIik(6tq>;#CSFK5UFH^56r@c+O?xxrgj5 z{BY=Fpb76A@m9Heh%XowT2nF1cqa|r_+jT$+ZD*Yw#S-RziRUkSj;hG;-VF!82YgjH<@T~6;o#esn)o4?U zSSfDAqoey@;n5;Cw0i6KOi&(@;3q+Bs^5nj<-kl{E?%Ma#+WCx&X=~CnSM(-Ngyc+ z*Sgdq37R4+p`tMU2*yAaek0uzqny6Jw+Roe`$Ved$KcLD$_W`~Z~&;RAyJH_5M$So zOJqwXR<3uWL23s)jA1Fdz~6qpFU!VvkcH4AXtcB1+Q~!N^#C(K%)gzsB$@ybf34Ry*ep4I79z#c zT`R|9R1tO_pIU8_=&wk)MS?!lHC}4T+Dz|GUCZ>(3Q$HVu?4K0zUwdmYHn7hG`8FN zxLjC_8-O0J%~oezy$42#{=dF% z9B=+C6b4kH5zeuRgr&V0E#vOIcd={dzt7kX(Ls#skbfb%HOAy3Xtb`#zdJsxt}gMh zf)8@&O#G?sHEZB&%W!)o2zA8{grdQ1;s_)$99aj{dt!ega(75YN$KBq?wxt#vqj=G z3?V|&%w|pWaaW8w{5u6ND42{VA7f?31sQL-T#lGpIT2ja!iE@}WRV>o@ngU}=sjM( zdpi%I?^LHz*)lObumYzLaIXa9ccNm1NhIg>*>iVpmql6`{pPQs5+IyYS*l#Z(#TL- z8&20#d-^FYKoDK+G~2?#auz)sHnjckMWlC+ZJ0qngRyI*E^*f&~pNfdz_offtm=H#f5l%+l`)kl`9|aVuIRa zx#6dYeA3>w@yWl~Z5OJ%Dh2eYgIzhWZ^Ihri@v1D|42VlSgoXTZj61oz&!L1`6xz` zOuO=r%&xfFT^Zv#$7JrGk}#OVl-3*j)3K?21oRTvacYym2oBa%YVzyL}WtbR8(V|{5%S^+*jjnQ)H4hk|l^V=L zP_k~NI(a<4pYXI2Y8eSrJ;l__x#NbLB&(=xVlzXX;}Vj{ytIfmf;!5{ksKXE#eUV2 z5G6=@ZH+c>i!yK6Go%(7p4B)kae>h33o7AU@U6V}3+j(lvs!RmhTZ^VwfnJXSvB?+ zAkq9qmcG5w;DT7_7j(P+O$3%UXp!N5aRO-;-+2oVoK@m5)Ik1+)nAp%i9`4Jk_Kv% zjP>~nhVYpIN?CQi%_u(4Ln@c2|AwkNY{AE|F=<2l(of0=)fYLFybiE!b=Ji2JMDuz zW@3nWGS25`>?1X?v3rUdnqpuQjB6g7G^rgFdfMgtd{WfntcWO!#QHcuub}sT59Ju# z?X>NYEuKsY@#A296IQsP@b)}}B&7-?e-HVe2!G#v{3mJBQXJ{t+sPmbw=Jgq^xLf-={8f&U4RkA0l>Yb*N!1 z112}hDh$E<>Ek$GOE=pJaTlQDf=hCc2)K{ceRg7hIj&zVwE>1naV0jR-q*@M%t{(#spVwHMBQEYMCM-21a`4Bbqycy!Ij3(DPmz(=|XwkU9{8$4cet1kd_(;=PZu-Os=zg1ov3FN7Auz#0toA7be^}MF z%SclbsOD`6A=JPaBsk2|PIQ=PBtUj+S&pYoyB#tPw1y5J?l4%OF98#C9O10~GI8}2 zXbM7IQPP*=LVVKXiF4e-0z^QAjSt4x2d9X!MbZ7*ZFnMGP6etL00kKXQ+TNOv(n)I z&oQRq$R#3xpw*4SKYx_~aeBnDuKPpMY7+E<&7FEUKkgQwasla!`sr~d=UFEh-$ zG9Oa?LrFa{*>3;3tj+FYy9JetKR~zmwTQS`N+o|rtCzimCG3N0c~@2SFJx>^yCY^g zPvlP$3lv!wV*A-vS&-fTX$<_P(iIuCvBUrYL2zwCo5txTJqotF&7DC$$d6Wa-biZG zehWSetR*$hFULn3h1S(GTVjFCCbm6+{)?tRfNu=>>9YW?g9yx0)3C<$-mrU9-#D*a zLA?E-MG4T15a9vwoDec&uEk`$dW`rXX0r`N+Z~QY$G6>hq@_s2?SHFT6Yq73QL808 zjKbyl3+NaA!2;82@{AWyGb=`8%Qp&ZNFImO?oSV2GH62J-;H)23U$YD;d{G#uBMU2v7dSFfU?I-Jo-j(|;R( zg?L)StHo>H3g0!DE{DRRxm4=y`Pt^xO?@gVjLT_XC}*V54LLG0$AXpJH33)VyMi74 z_mI%+VDUA{uM)oiNmUi&d}3s(q(R7(2oQor+B$5O)2U@80{7hQSM@&S-P1xuX67|Y zwC7xbOEIZQNf%Nf1}rb>$iMKRGb+4iUojx_^8&%hwXA>lT~|o)BKt0S+OVP;?-1}^ zciz2W0PZ?maCJYy+KUACp~$T$(~TSu-2WTA_77OJd9a(F2)puezc{&Na>Q%Sj6~b!TP_S#Q9Ie;k1_r;K8;^-Hi6wY|-O9 zfZ^+7jBk^ZE_BbOhPVK9tF1^Ec|NPdri-y5H%iQd^3`bTGstm?uI(0U`rzS;2l!`v z4Ntc8fdHj}XQ*|qU_hVSCBm>P7j!t;D*rp>P*oe?wwBJnpOeLbpC1z?gZ((}E?fT_ zPh-pSU1{K4wtu0rH2eSSd{K0!dZLv1ti2A({>X#pqsjh3^NHvcQHg1sux+wLlALWd z9iyqb)hXe!U&s80*q3=S0I0_*AzxI&jR60XN53m;-09vs9E?tTwXNOjr9$8dEcCPj zY01`0(1HAN=c3nady4=F21(x^{>Re;DMI83n*g1(pm9_Y?aSPlWwR*~*VI8P_k{~Q z7)KlrxGv~h)7E-SRZ&#j ztS&)$DbaK?hPq*@Idyf%OJ01u4ZB@J3IDsPUeH5t7M$i2I7AC4VQ;`49gl!vIyX>f z)v$p|Di8_KptSR`D0kfP6IsAuUCi`@8UX>~GR15O2BlOK}S?&xWq+rI6T8 z*3@!M`p%!>6 zwp`g2*%Zz;yC}BF^7?)2Om8-=(?!xvW}E+B(Viy0;P0e34w#F~2x4IBzYLVa>NaCE zj(u=_#COKkkS%dT_cahmQ5H=}^O;cUFH8vf<~w%aw%ijB7H1E~Op#hMm`&xxaQz}7 zgRpmfR0hC^i&_$l-Mo{b<_yRC?u9JD%E7`%;B0!Hc)dxyiB;ssJ{o#`YP z(43zv@Lh4}&7V6SV9!uR%23QrKTv+dZ3if?gghEmA0RlqkViz3qvIaZoSE^dHbk3ObOxxIugiX9Bc2%La!iB(bve zq2zP)S=rNGlG=AKYrjyo?r}fjz+j+dm~C?Z3Y>w!^tCA~YUjqBMF!R9niS-8T%SLA zX9ktX_5O{;ZVt!=IaAScnT_l5@)!_8Heaj!dUMesZj(NvN(T<7xCMWNQ}GuiYg%3> zM3{Za>A|n6`*oRz(3$aEx*Vh`4f)UI!8S&4L3b1m_<7_mP4zOMgh)>=m&zDG^ErjM z-KJ)b$ll`zZqFf@1h*EoSDFUx>(bI<)F9Oioht5RyxNB1TNCq)821P%?bxZ;Y#mRy zR?P@7^TWy-2rYnZO~0Rgwrf)C2hT@Sxh^wR!n7KHkxz~8++EBU)~g)7?D088vh<#P zBPL6Sd|%8wJtqBe96p<+vd7se)s+TT=WN;nY4Fq?jG{tsh&k@SiVmDh4 zrX2=fOBH>FFsYeS%YK3056GM>=_Cy<^J*@eI+!JyEaDhxveXJuI3+U1=WNx{>{Tq^PGbB?8Paknge zT4NB)Rx#4s|9_z5HgXF*vCjV&rMqiUgP!XfshH0i+hc}J1eL6xTr389Oy>JXZGV+* zXk{d_9J3jV28;VCZH@N@1gDyLxR-CZjO(b<&f0VSvnY+bc~#}et?w{iH%7Bx7kY?j z84*fpqiE7kvznLeA?zvf#PS{s1K>|OY!EF{s8llev^4B1=|5W=+dm>HM-lXPA~8Mr zh_;lHG`NIgpj8zP{6rd5LmX1t!45UPLk7TldC^&syv#)%8*aDN^Is|dh@p^X#m%|8k=!O39{h47Dc zY6bKh}ve0BqB7|c}VEfMIrmg7>shH%}HfnU;!Vb7uR za%J6AEKL2M!a9APJl_dR$Zp>&W6)cfquuiqj2Hz9i23#BbdB->QB_GPo#46eA5c;; zgAb*INoAeh+Ln`G(`1KhedLSmDx*x;1vP!A?Xp2i9BDnP537Vc=pTvyWS7P*e$}Fu z0F(J9+j!f@hcoCt6h>MdhJ!=2 zhJisXGSzao!nyRHA2MlMYNYOV<9P0BwZ03^`L*<^d+ZsD7pAxrnw4 zNZG7Sz-X)z?7=b~$n=%a><8rDvay-?~430t%W)Po!U( zu&ZMX>v6U>LdaH!uQ3-8YOac;0UogVfY8yv56rAFvS48Ziz66XjNP>yzLy2{v@gD+ z1yEIGyYG&@4ZmXB4kH<7NYWwSU7H67rMr>KD~+F)BG{$ z2TDI^SO}LQXlh`s6PL7Ba!KnqEIxs`-)AC^2?^(rCZ*`<5-6Zkg?G{`J4sOSds)bs zO9p@wbveIis~qhGOe;E6O$Wh(lJ|eMU4#&mnhB1G%D*m0*KkcPcSx_O>87@;Eim1W z7RnL2SnC|^fp8QM)_V>spAjSF|AAh^{j`0a+0zx2gzkO+0I*y&B`9Q26*Xv$)xLVy zfchkuD=QBfr=k=yS@N$H{8?}3H4{5Nz48zDMZCPcgtE@L1+bLv3HN=rGvCz8?D`%P z;vYtkI(|%0TRK|2x?bG@C0;uJ)B|m!3R=Mb*Euq1^090A70eB?m zaKLcPM>e|?T{tOmCNrmq;}I1zs&FG$eb`bRtf(i&XE!`3BKj%w_H_m~WWq5T7?Vi8 z%3EQ2nR1mbU=Ei(LGttv<2l5;TtK|u*_N;zJa|+lPw>qOAtWLZlp>?KRUbD_gj99; zR^h>8<f+??g^aHxQ`pSfq9G;hcjRZ~AJpo?2qlc`G>(KlMb9gJ<)9>4{l^-6TF-RTw zc>WZ1D=(wAH+{A-3tebg9(aF}5{!2qglYNG)!N&dm5mtF(0_EG8vefET`_cZmGYkq zf8LA}k%t(xiAKv@6lDj(-VDIqYbWkr_E1xh+?0Ssm`TK7=IxaQ+VOvU?pP^QuIwu{ zN&V4Yt6t|isR({EW5}1Rtd0-8$7>Z+meJQ9#HO4?O7Zkxon@XT&P$xr5Hup6A*v|K z1UVTAo3I7vu@uP(C${TB5e%)=Hv)1@*M9#9LXw=WVSUu&zD0IqRuRUAFt!RfYy>uU zKSHv;DjRam%clkSmuh7i5c{NU-ZuM{Irg|>o z-CEw%;%QwALsa_}{%6)Na2Xk}r=RUlk1Y7q6b*_sIO9w~xmtM73cq1x71|$^K{9!@ zzsgk2caVDH23PC>uqJ2m|44XZt6ni7h>^acXeJtwz22F9AOYH6F!eU@Ff)F=ccBdQ=8`oZRwMj83NY{X$V(;6rt0gIx1KHIp&vUg4y+^g;4BQCB%BbQLw&Y9vdVjyKM~os>-)Z~RgAFD+yI?#*Pbzy!)nz6`2P)VwB6F+BK;`AUR5UecnEP=?Ppw@ zRiOo1JbRtblY36?+VvE($!L4VJ2xcJEVznl|8*>KC7@w$1ELUcb`d#Ow68RaLqOK) zpaged5CL4%nFsT=j+Cf@YWj106dVlz^;Vv@m2Lk7*);q>)U6inp_>36pv!w-pw{uG z>x7G%gDsPMz2M2pN~&gn=AFy8U*_B^R~6GMr4N`Zgb%f4vUpEdI&8r#42B*Pxzyyy$mH zx|#ydSCca%CUUu&k$Br%&FoyrKlcZPvuzdkm)+ttd+j3v-8Stwp3W$umY zZd<`M4-2@y{FI~8V9gB-C(^>nekkgUd=T2KnO=wNWdz_z{E(m)Yy1SQIPP#ee7EPL;>14aVRKVsx;_@)n}$kVp(5e4dkgh# z2!BiPb@FY5gB1!$R0!t$h?T~*iB{g#N1fJ0r|Q(z*GrwP^lH-c#dz_J@=CI7N44Z0k~vL{36HacLRM_tJCmvt-+qOz|Ae<1LL>-(VyaUB;SIzblDTqhRz)T&K0i z)q^^h?;B)n*Qz^#m}b2*yNC#Zq}MDGg95v|`UhjyFTT~a2R9SU&Jy?pvBKkO#=aD8 z>J`c#Ri}gmV11SEHDcm6L|$xHfv8UO&}xb(gi=9uJwNNG7w?fv+NJ0~!|C#f{bMWN zdiLMH=NM(doSD1z%UJlcUsq5lq4e*Ng%kb+USC9^531~60$yCqd1UMGJ+MlqKsox!Y2&2@6;7Z6Km#1Qg!!ahZS2nfn%xpQe=UmtD+ccTIJIdsC6UBw2m%l-le?bEh^x zA4RFu{nDkD*_W3TBk-L?3V{2)k{I(C&l*3F2;&FWAVr*lg}X%|6}_{6i(zBd1Y6_$ zu87Aea@t+SzlYP4@7D!!;IaP^)x8*l;3DQ*`g)dnEU8Zu2jSORfQ>(jhpz7kp>cnG zfCZX-#`C_%7ET$y+dfAM)b9&8 zM~A*rHwRTGO`m>>Rg~dC-xXTjwoPvem;8>-O^B&ah)78+r85uFDm`~E2MM(jvsUgg zGO(X6@K~Pf$U}s8P^pA&V7Ua52;GjI{B_C#d&250`=JwsZZ<+B7&;D!@4)u zt75yrP!#05#Gu`S7Kcs#9D+@wwQq>k^{KvZ4@;9SyS+1M!2YL)@XOG+%UehCKEA^g zk2Aq!Ucol&74WG{3sxkVD8b*5&tMYvLFE1Z&VVYy>ryYEPpN*$!>0r8f*_r!HjA^E zQP0Nu?IKT_g^k3sX*L5a{em-5v0Q%I9*iuJ)E6WHy1T`@h@qDSK{_4;-AU7V+n7M{ zTFb7OHi`#iGT4_g$U;$09c}6kiJ1&n{a!R<#sjm z5ICf9B^^w^{r;+@PWeiDfU|qOVFtjUX**7hBVh)+_>n)%%L$=I z?Z$u-OV9t-b$GO#U0^=$2X*>1j7Zw7L`p-t#j_H7TvnxMsirDsvVArWS@i$J76TbEpeaj-V6%?aA6^Ni*Y9 zN4|xT7iU}z+XQP3-X^ApA|D_Ko@b$a#&pv7xc`AFGtpr14FXXCM>VHIi}YgBl~6D2 z6s|5`Pqt^U6Nkcz!Kuf#S}AfKaW^_(^yt_#LhJ?BX{%iuC6!jaxk9axY;BesnuNqc z+b4358)Ts|UX5eTvG(TiWcJ=zem?nKPZs1v1}(|b`zuBeDtrmC2s zQS*8eVwJT`#@irzBB)8(>sWIWJfc6qKc7kjA!fF#u1`tO*Yih_cir99vBd0)G7*Jb zpKj&tQw8e!2heh59Wo)GUV!9CTcPaL?!SQNw$s^PBHTYk^HGrW`G(8FkKpLD7yVF# z6@38{p;ih|3ayI?c=GY74Nl$@&|To4cNsaU{I_kwr|Hfkt9j`WWwIEGF!XnZA)4E&sQE;|C4GtgI085ODHs)+oQ3 zf8R8k=3}%6QRMEWkVEom?}I^SMUIepxyq>TJ9;b;c|;7Z9(H`f?k<- znva-7h|`48r0`Ucv3a;YP6x@=x}IUttpk6(`)K2@NaXGn;C%nG4zgfPVhs`&}}XA=wi z-L6+kvMgsGp2QWU7>QgH6pQ5$W5;OP3!wPqfTq7nagNwv7Ru{e^C~@B+v1xoMQIWB zox2BZ=rlQC9~YP%RwXe3IKX8u?@d6=1;Y9G9F&yaB2vSDiQvv5p5Ybi zu*X@SmYH9(fFcJ30p8|qNM$~hD!)tg$&YyoqR_`n6U1~2C$8G~!$-iHxZVS0e(^su znAut+isttVw0I`Rj`w-7;%hhqVqW4wmYU!btVtk0t5p?F=cPWf7a2 zvSXR`*YAFXU?gl8MXi`ulQ5;Lvk13NeG55dahK(2M9|bmgkP#IC(7{M;1{ME2Wk3q{Yx&s@BpEMJ zb$4HReYQTB;MTBeE?WpLywnTmb9AARGR!=`BMI>B>*vl%r-8~5ycq*=? zhY{$DbK!N721oo@9(an-|5D|_G!H;bUOo9&p0x-eoYy<>YYd6CFoApXd&0Fi|cfVCIjmm4X zojI~+uLGmUYdaj#?5iq zA-edwNCfWRiGEj}Txg+kMn-hwIF`^um9K0LU-1$nvhnlnH62jgM;w>SoR~xk`9#7_ z4&_n<^*m5`-QyiHumv3PATdv~bf63^rBNp_d+~LUgj@ zt9Q4v_d#V4b}UClrB!y&_g=Uu3_LMVX@2HkGt);1SETmC-rIq?+R)d|>USrOgTP{X z5wMD^%?vYz7t53We=zxyUmy zU7-4s#Vx;SIBcY<_j9ci3SHQyMm6pfr~5bC41~wCOvL-}&-G?x3%<4Sb-R5Idey0_ zXKmmqLtajW8@XQn@`$!EQk0Un_u<#ZHz=uqsSQ4*)u07Boz!Gj|q^8uP;&|Brf{ncGh$44}&{->q=*?*1?uYhPWi=b&JEK<0! z3dO!!k*GncAYHbrr~y?$CNe=EE|Hu*8I|mdQC|=nfru*?FXWzNlsH7I+(S%Vb0*!H zVSO|h@qkW}ty(>hr6(ZnzzI#E08R+Fv^+A~y3cMyd}9^FZ22#8=|AIn4&T-&+IAAz}5BuTqoP6C!NQrn7SYMrnF28#;1&F2KH7d^7TFJfJ-mqAi=& zPKU&yu%5R^wmmljyCf=6VN&xUlc~C`R^~q{8e{OObU07*p%Ou7 z$9iqUctC$A^Z)aEZ%klGT|rKE=)`2C#OBl;V0oue;+x$crJ7o{Xg@2@igkx+D^MPf@2J zYgDyZOu51vG0+4N3))065XijbX?B6_aqU{R24&4ShLQ0)CLdFgpfp#Cx_z@hp#u7lFSi(Dz!YS4K-)`F84YsVX5qot*z zSp}=stTcfUh|>HlWYZubM_~nYI5YvSn{B^x z5wkUF5wVG^m?SjEOTg>IL@(1Me%OV@xKKJ&Kt-%>_~b5VGTyrY`%gI?l(SxH-1Sv$ znqMDEmel)Z*ZlYtDqhcxqpitHdHYh*!vRcIs<6A2W1~$u9jdDPqwK}J3b=AJJLa4G z7x;eqk)~9MEUaWJiV!7D2?Cm++gGaFNkA5rynTNsBO7t6Vi7T>AMyQD*c=(C4RQ;N z`87o$Es&(t$V=&=g@eF-O3LKzk2qUS@&CsA~wJmgA!b~3(hrB#t(w&VJ~aBPWbfLBkcN8q1ZNoqbJ$A z1tTg&J@R*P0ebBEbsC2&seG9TkKO;ew-D3+(d+iNQ-ZcgDBrW`C!`xvELjh)-k@BF zmGK^ux7xb=`2I6suzuQ@re3jd&ReA(b;x0bcQo_j(q(@H%?6x;Z<}g*dw)rBKrL{Q z5iAiImVk|W;=B>6oTxOUdsqLLmbc!Fsu*HMJ~9qq*BGt(NSJa{br?!iT_yl$VxBK8 z%a1g1w^Q)q{Z&&8+MRfw{_GsbROF98wSwisy{OSyVqxb5DL<>kS`hecI5_T(;Bz?` zQVmVnRAHTx*(1gg5U)mM`y!c(PWE*C$eU*yzG_)<@s=;+`+7%O8;GWT_N0nmO`q>*d?ClgNBZkOO*UAgEBYNwO= zDO`uSK)b?LPLxGzjWmYJjQ+?ZOjtDlkS&dJ!v1;DhF`NYM*J=JqRAQNP(-(^-A7zL zm)}Pt_v1JX6<^pqZrs}=KyZPDi#M$3P?Q7l?{n?;T=_r}nhqfZu-DN<@?bQ8&c|On z4ga861Qerne$HnvR~bC;bi=_YT;8=yK_U;r)h;z*i*&ZN2=*!{X<-Y&x_UR9LFpG* zaeKsridazoDo4+vG^5IHGN0(sO~UI^>Y@@|EPSb4&_S4M0c?*$AK=h?Wkmec@wd3@ zuq3svsn7)`)d@Bm5#T5@qs_fV{}87YqE`YS@t;#i(g8=m?p%TZR{|RF#?Sga$67yN z%`kC2UomDpHxz;0oZ3hv@s+kq4GTJN67$0b4op+a#P15rJa5eGX(GHESKYnOPgBF_ z2C@IEG#rlFId0_4XOUZzEm+*q)MBaduSv#KiFGAL4j3g340&&*jNuzT~CW zml+;^`!?J~A}s!E1ITb{Lp+}xP-_z?>og85BV7YHWEDKb7Mu8?T)U{J%eTrRk$;7< zd3XP;4}%N%Ta`Q@2_TUe5aw7MKz4iWap^UqiFME)z#*arU^AjH|1sEV<7QYfc(*AA zAKBO+WOC-9cW3pUa^T!m54zk54(#No=)*_|Mgoh-3$&$U{Z`&HBj-qidmfa(ULVfH z_^7^ojk@$6dew%`Su2#~RodX3M2vg)WJ-ZR08)?t+D;oSY|@!f53 zy0_)DFft%a0=g?m>j~qj@e)aI0+aao1SND@+f8@Egrk|S`e&uPY2+(Nf^#=8jl5n! zqjlj8f|aq+fA4G~3;RNVi<@X~kvi7mPPeEEvS%ghYgM}Dam+)=-GH-?AsnhQ`53Gh}?l7_zs&>BO69nPK> z_1cV!+r~Gc142zPxB(N=6|;VP(V4uoNi>7?JkT-`6Iuzu^B6)*yjHc>eV0l)h%m<| zpXTzlBa%r?%pgLdmJVNC>3^2E9%y7AwFVk2Pv*h{jCYVZGK2UHWSbSi1Vpi?Wq)YT z(dwpA#y1{|6aS)fQB?QDIV~-P!S^?mOFKhVu#ELzY-6m!4FlBhR?|<$v*90{~C~vB_ z3>;!8vhrZ~8Lpd#iS8GQ5=3>c3x2E^COG>$&~4p2xXv;kdCb_j0gDjY6VL>C?ya88 zALCgzrrvKDuD5y^;tx!sb=+1)nCd+S-|+~!7ilSBvD zW%wigtqa}bJ=BEu*||3b1ZGU>y$Ot+v?(yOh~HLBI(_vW@Zpfu(mwL~pg{uGZ9#_D zjoGYRz!ngZMA5awOM2dWa8`IE4}c*)oMA-9w4{(T`!hbsc#!>yK%eOTO@;IQDrOCi zY7`NNL!D2S9g?a7Y<*cr8+Pn}0B2$oA?1s+GQ&O2nT=hl^m&{nGY@4RQ!9rwXS=S8 z1ehey&7A9#(dbb(Rp#HcN3HEtZ9~C>(S$)(rH+5%N|*)|%k^8b>p__oub6jTYpYLK zgjri;^So&PL~-kX&4B&Lpnm#;sLdJV2RiYj7`?4L)x~+~YgX&h?Ru;ITMX@>lVpL| zFHsNBGy=Fl64)4EzlrQ+UD53jGIj`^C3FVIHw8s5>}fVFY&$8x4b79waXHkkUeY6` zu+W6kg~l9m?Fco!ryhma3za?>it;YXoiVU_>x zQ-kK+_9ty!#3b+cO4#<3?P!dZv5!>BX|Sn~jj2*C7*qm95*um$y+%6WGw62IKeC>o z2ybEn!5{FwI|!JE^O41=(6xj&H~*O)t<79nva!yI__o3KSa>v2Nff^T7dnK5)0U^U ziBzFG*%%oE=XJ4*p}+-G{H9QDJSlglnwtw%aP|zi7!kEFiV*>#wiN)Je$LDTaRlk zZ~qo>!vX&1rB|08l|#J2PM1tI;TA_&58whJ67;NAYqRO#ROhTo(i6g4wv*l9v09$a zHgfsK;jPv#@~~u@{R5rr`Sm`MQmg>B2bB3&3`g~7I`)(7+~H=0a-}jvH?_hqQPna; zNgzu066jBA%vemqFiy5iSif+G({ft-lKx7XDX1OJ;g@ykxw2RAY6YjKpGcRMN$~L+ z3kK^K?BN3{9NK@%O66SZ@8DpP*Xn-a#};UJ+P#SvbkZ*)Ty&)YrA5Tl++YnTyKjCW zB>p^njy_Hvsg@fHMIY#z#2e_T9&RCe6@HV2?=vOMo&C2uQI%TsZya5oiAYad4n*$F zs0*D^plyuu>iyph_0XpW{H>gmQTIxOYn9qn$i5(f5ybBhv;B2K4f2{S@ze|J9*Yos zJDED(s#`F6(<9XSij4y_FXeG!^J{)nkqbakeD~GNiSs~U^S}U&dImSX#hw{1pboHS zWw`U>6Jif(n0!$PAqIGyf9!gKvUz-h;wpb(~s?ObTl{`3u4TeQT(ZN+;Gd*1FPCgY7JjC&C71{6`!_duqFn**z)&ZJu z|K$>QhDis(?X} z&8B`GU>j`gFqc$FdY$VdT7(q6DH4IR*gY6%DqdSeB@M~ae<=2&VP-!(L`gD49}?tZ zhb0ty9n%4VuUS97)?`$0JiSo?U)N&{W~JVxCiI7epJ&X{xV8}^ z|D3Dco>@|v1|}j>=(AeW*0$U^r^p;ia?F@}_RPC4jBB<;wTROI^K)hzP6J8W?!76D z8f7T?Bh5_|Y@))q8$<7O$38^IU)1yEa+f*B#Fz)4?r=fW>n{cWKa(;)jh3Nm(M2{S{sp~8|9E@k`=5Xn=ba9cmO6!qfU7uW>rO?I9{0s8hC}4%$fbhpM=U$PA$#6 z_YqkJ7c90wd#L4@a=?%T~$URux=o7exI?22qUQ8eLR_ZGVzbG@QURs zFlnbFLo@y#35vV_%-ew`DA*V-=3S%mbYUQw0?s0|+u!^k%r$FS^NA;!h>#u4gYJ~y z>5WfBKZR;IZn&P%dmw&#BXgmpmsxDf*o*prw_p8iZPRZ`1Ut>Dv@I+ya|YNq8O=D# zi#mM!T{DeTLs? zB}YjeFlIV#yBa=c;ngR(gb%n?wO=?3y-t>}GQv9LdaM^VDLdswavKk1C67BVw(G0d zjf$=crhRoVZVFESKL@yeTU}wfk8t3lublS~<-jY9hc0lt-j@*eF;oPp^o#q8bUa+@ zl7mNY{CUg2r02R6N2o9L@0SOEO1>dg2R`Z8QY#Q5L9=ZRJ>t|hTR%g|S-?1`G6ke= zq9Pel2XUk28aQV&e6NyB_XOohYYnQZlH=edg}_@Y++-_j(jViQ)})Ikt4laSATCE$C@@p%{?SN!FGa3wVg}&B3>3=`hyo1y^V2Rf^&c9 zE)A9}F2G^LUS;Ek6v^5%i}y~Y2qka6A74B%vF`y($D)ELUe!RW7(W-i=EHjVdGfy%+R^$fS*GITgipk#c;kmQ7sH4QO3l$GNBb zc9Nwe=lZ5I;U(E3DkYTpXN1&&v}6nmegQ2}g!$}$iebecZG6ORGLfUuHRI2D+~WIy zfITE8@>4;k#g@|aH$N%tx@e25#fg(DGCm>I~>0ND`I${#3FFfKpbl;Mp3f==bt-ni5c8ntWWq{H^H9ZP%Esj6J*`(EJ`V6 zx&DbjTr3S#rOaL_{baq%D(BaV44lGGz1NtusY*^-w!4uIgEI@d;safPp}MaH_k&D%% zE|Hz`>~nYWlGhxFkQ{m)AGW%@huwBKfVdGMeh#;gRv&gYE-H7;d%DiQLD6~R9nbzyymWHFA()6%_-H2})C)^`QiKc)3 zWO`%#Pg3Jh#KxDuyNt69=UI|G?w^$A!D1{sY-yZ29h~%6r(=67aqP2Tq=#?iq`uI4 zx|;N4UM_cIS&aj~lJ_e`7c`fE%g8B=HUPGB9g%CEZ2-@#oqtHzd0PHOvH(9oz`sn< z+Y$#&g5B0Zsg3*!%%Jb7DAIXQlZZ)5dR($7!Nwu#DFl}Li5RhsU zMOUK?BuE^f(t*!A-akpHw_@z_fT*cN{l@S{ha!nTh%OgVYY~e@(FF}odl5fSW5{|R z%Qio?^+zm{}B4Z4!oA<1=yL)`aB=0_lSnF6kO36e#(U(En45fDdVho@6c<=vO+Yo91lpt`mi<9CS@@lT0OXBLYs$XIo;>kDXSpZWG)Nh%uzpgY<^E)ZKFB4b!823}gwCLm zocr)8D&oC|?a*#QJD;1JyEUY1-Fm%eT>W*gGAVa)zO|NxBv+vfX#CKfJ{R88{i?)^ zB3hOfRz_nhl6Ya69n4GE{d$qs1@;HMuKM|~O%UR-s4)6|pSJ0dra2(F;&y{&<_N{Q zayKw40GXCqVa5ia??f}da^vPj3bu%P)(<4`S|*h-t|@}N; z{HuD1t3p@Po&$?fhD!t&0Q^POpLa8?%>rHG3A>~?12#@9Ip__Ihk`ej-$G}DGegkR zcN(3U)l$fnIrlTlpShc!&En5BdCA++h`s`yqAbDYWt-#18MUty8OGX+84(GcSFqPikv6%;pzM9~WP#-tjr^Ro2}L)^46VE1&8PO}fapHrpgY%5}p zdL$nV+SewJ4%mb8*a(E9jdyY<%L}`W+0{z&vYSwgYRh4=$Pzz1IjGVJDhwpX{dIWE zZLtR#DQql7Sj%F?J8Yi&v@lPmBS%_}Z%?K9Zq0aaxq?QRiYAEv8z{GKv2r8Nfb^0T z$e5RyjT#?yY~%wXU}WH@|H;;gsUDhE<&;1Np^!6?ps?m-EoOTeGw)-`{ad$Wq#$?0 zTSQHi0k7lh57lu3hg$$d?krj+WP8rt5@M@*N-zrOX^Al9mt8}PrZhT*e5dG!`NdMlUw*am9whRN>jp2|HTeZ@%%{?0RfI%4 zX@XIw?o0G`@zw)+KG8-aCY&*dzQ&SDr%+;v9=GBXs{u;c+KZPGH;!FEXv7Q&{JGQD zEj4GO>V3=hZ~sbc)*XsV*PTK6x!(u3+uW3L3Z-81ok zU|3=-@w+Lj;P3}_aH@*@$6Yred0`2tJ)K~lJs7a;ntP6j#)d2K%OMDMu@dfk5!1KC zIGkNw3V<>5&H7Q~xyr*DDv#Oy)OKYL577vf0g3n_L~#T%r3XiAIl|ai*hnd&lh5cKH-%5xGNClvi)Hh4 z69d2|Kz`j;~1UdUdZV>kqOyc8|Xm%#hk?S9LAqQ%Rt+DKZBTG>+9;NDp%>kdw=TH;RL}#C^%O-EO81?*U2WU{nZ9kAqLq7dTfsFN?GDADeXPy-?IMc0? z2(EI1^zh1oh~ISi49Fi*-9AoTh@*`c*jY+OVerC4AmnU!Wcs^*=NVJsWEDl01>CA& zF!KdKji%@AW0$jSy7L$p(P8P0X8~A`!;`$qnz(v)b%<*Sj^*JB?wg@JsQdZK)t$F0|c5W4w$U!7~Mw>AbVu6DUsl*$T=kx@oAg7QYCgB zD#7M!cE9aZ!s`6zyEY4x)>NUfzgy;7E*bmzwiMMaYN-TYB={f;nM4<{9QT=0wwe77 z-UywgxXq@Fi6YEAsTM8|=}66?Oj9<_sCnCsk<61dQHPNQFx?MU3-OpUHd6}dk8aua$r>;i&7Sn05XmC8)H&+=o813-3R7FA}^Wm6URb8-s zoS}(6*$LoNc?T88JDNdnLqW!-N_5{_Db7fOLzN0c()3gMoC5^rXab(EsNods#(s~D zFQY>6f>5>%J|FGBn`~e^-lNOi(Gsr>^L(?sgI}I;CER9i2wxJ{%N4&_b2?QhY+=tK ze}~L4v^nz*cd&w$O?nQ~it%D@)Ol&AY}(5yXdNN?>s9}xKLvUwj2+Lup-|AJu_-!m z005%jC0XDF!cEY)W{=S6