From 9241533fe2a8fdd44bf657e1af1564743cc89722 Mon Sep 17 00:00:00 2001
From: Mike Clift <cliftm@rsc.org>
Date: Mon, 19 Jun 2023 17:11:18 +0100
Subject: [PATCH 1/2] Restore gensim import and w2v data load

---
 lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb | 10 ++++++++++
 1 file changed, 10 insertions(+)

diff --git a/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb b/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb
index ffa4e533..c8e9c49c 100644
--- a/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb
+++ b/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb
@@ -292,6 +292,16 @@
         "> **Note:** When you first create word vectors, downloading them can take some time!"
       ]
     },
+    {
+      "cell_type": "code",
+      "execution_count": 8,
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "import gensim.downloader as api\n",
+        "w2v = api.load('word2vec-google-news-300')"
+      ]
+    },
     {
       "cell_type": "code",
       "execution_count": 12,

From 4e8b11c2ce625d05f2865d2fa45121a8e7a0f7c5 Mon Sep 17 00:00:00 2001
From: Mike Clift <cliftm@rsc.org>
Date: Mon, 19 Jun 2023 17:20:10 +0100
Subject: [PATCH 2/2] Replace index2word with index_to_key

---
 lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb b/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb
index c8e9c49c..ccbecb75 100644
--- a/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb
+++ b/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb
@@ -419,7 +419,7 @@
         "d = np.sum((w2v.vectors-qvec)**2,axis=1)\n",
         "min_idx = np.argmin(d)\n",
         "# find the corresponding word\n",
-        "w2v.index2word[min_idx]"
+        "w2v.index_to_key[min_idx]"
       ]
     },
     {