548 lines
21 KiB
Plaintext
548 lines
21 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"collapsed": true
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},
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"source": [
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"## Microsoft Concept Graph\n",
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"\n",
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"[Microsoft Concept Graph](https://concept.research.microsoft.com/) to obszerna taksonomia terminów pozyskanych z internetu, zawierająca relacje typu `is-a` pomiędzy pojęciami.\n",
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"\n",
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"Context Graph jest dostępny w dwóch formach:\n",
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" * Duży plik tekstowy do pobrania\n",
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" * REST API\n",
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"\n",
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"Statystyki:\n",
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" * 5401933 unikalnych pojęć,\n",
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" * 12551613 unikalnych instancji,\n",
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" * 87603947 relacji typu `is-a`\n"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Korzystanie z usługi sieciowej\n",
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"\n",
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"Usługa sieciowa oferuje różne wywołania, które pozwalają oszacować prawdopodobieństwo, że dany koncept należy do różnych grup. Więcej informacji dostępnych jest [tutaj](https://concept.research.microsoft.com/Home/Api). \n",
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"Oto przykładowy URL do wywołania: `https://concept.research.microsoft.com/api/Concept/ScoreByProb?instance=microsoft&topK=10`\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {
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"trusted": true
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"{'company': 0.6105356614382954,\n",
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" 'vendor': 0.08858636677518003,\n",
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" 'client': 0.048239124001183784,\n",
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" 'firm': 0.045476965571668145,\n",
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" 'large company': 0.043109401203511886,\n",
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" 'organization': 0.043010752688172046,\n",
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" 'corporation': 0.035908059583703265,\n",
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" 'brand': 0.03383644076156654,\n",
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" 'software company': 0.027522935779816515,\n",
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" 'technology company': 0.023774292196902438}"
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]
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},
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"execution_count": 7,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"import urllib\n",
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"import json\n",
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"import ssl\n",
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"\n",
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"def http(x):\n",
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" ssl._create_default_https_context = ssl._create_unverified_context\n",
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" response = urllib.request.urlopen(x)\n",
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" data = response.read()\n",
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" return data.decode('utf-8')\n",
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"\n",
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"def query(x):\n",
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" return json.loads(http(\"https://concept.research.microsoft.com/api/Concept/ScoreByProb?instance={}&topK=10\".format(urllib.parse.quote(x))))\n",
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"\n",
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"query('microsoft')"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Spróbujmy skategoryzować tytuły wiadomości, używając nadrzędnych pojęć. Aby uzyskać tytuły wiadomości, skorzystamy z usługi [NewsApi.org](http://newsapi.org). Musisz uzyskać własny klucz API, aby korzystać z usługi - przejdź na stronę internetową i zarejestruj się w darmowym planie dla deweloperów.\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 20,
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"metadata": {
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"trusted": true
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},
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"outputs": [],
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"source": [
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"newsapi_key = '<your API key here>'\n",
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"def get_news(country='us'):\n",
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" res = json.loads(http(\"https://newsapi.org/v2/top-headlines?country={0}&apiKey={1}\".format(country,newsapi_key)))\n",
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" return res['articles']\n",
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"\n",
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"all_titles = [x['title'] for x in get_news('us')+get_news('gb')]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 21,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"['Covid-19 Live Updates: Vaccines and Boosters News - The New York Times',\n",
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" 'Ukrainians Flee Mariupol as Russian Forces Push to Take Port City - The Wall Street Journal',\n",
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" 'Bond Yields Jump, Stock Futures Rise After Powell Says Fed Is Ready to Be More Aggressive - The Wall Street Journal',\n",
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" 'Putin critic Alexei Navalny found guilty by Russian court - New York Post ',\n",
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" \"Supreme Court nominee Ketanji Brown Jackson will face questions at confirmation hearing's second day - CNN\",\n",
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" '2 teachers killed at Swedish high school, student arrested - ABC News',\n",
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" 'Clues to Covid-19’s Next Moves Come From Sewers - The Wall Street Journal',\n",
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" 'Republicans to roll dice by grilling Jackson over child-pornography sentencing decisions | TheHill - The Hill',\n",
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" '‘Clear sign’ Putin considering using chemical weapons in Ukraine, claims President Biden - The Independent',\n",
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" 'NASA confirms there are 5,000 planets outside our solar system - Daily Mail',\n",
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" \"US stocks whipsawed overnight after Fed Chair Powell's remarks - Fox Business\",\n",
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" \"'We've learned absolutely nothing': Tests could again be in short supply if Covid surges - POLITICO\",\n",
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" \"Duchess of Cambridge swaps khaki jungle gear for Vampire's Wife dress on Belize trip - Daily Mail\",\n",
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" 'China searches for victims, flight recorders after first plane crash in 12 years - Reuters',\n",
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" 'Second superyacht linked to Russian oligarch Abramovich docks in Turkey - Reuters',\n",
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" 'Live updates: Russia stops talks with Japan over sanctions - The Associated Press - en Español',\n",
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" 'Powers Remain and Threats Lurk as Women’s Sweet 16 Is Set - The New York Times',\n",
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" 'Webb Space Telescope Begins Multi-Instrument Alignment - SciTechDaily',\n",
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" \"UConn vs UCF - NCAA women's tournament second-round highlights - March Madness\",\n",
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" 'Bucking Republican Trend, Indiana Governor Vetoes Transgender Sports Bill - The New York Times',\n",
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" \"Maggie Fox dead: Coronation Street and Shameless actress dies after 'sudden accident' - Mirror Online - The Mirror\",\n",
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" 'China plane crash – live: Search for survivors continues as witness describes moment flight fell from sky - The Independent',\n",
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" 'Daniel Morgan murder: damning report condemns Met police - The Guardian',\n",
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" 'What to expect from Rishi Sunak’s Spring Statement - BBC.com',\n",
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" 'UK and Republic of Ireland in line to host Euro 2028 after no one else bids - The Guardian',\n",
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" \"Friends beg Vladimir Putin's 'lover' to persuade him to end Ukraine invasion - The Mirror\",\n",
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" 'Brass Eye’s outtakes show the brutal TV comedy was the tip of an iceberg - The Guardian',\n",
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" \"Vladimir Putin threatens civilians to break Mariupol's spirit - The Times\",\n",
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" 'Shell U-turn on Cambo oilfield would threaten green targets, say campaigners - The Guardian',\n",
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" 'St Helens dog attack: Girl aged 17 months killed at home - BBC',\n",
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" \"PlayStation to buy 'Assassin's Creed' veteran Jade Raymond's Haven Studios - NME\",\n",
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" '‘Clear sign’ Putin considering using chemical weapons in Ukraine, claims President Biden - The Independent',\n",
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" 'NASA confirms there are 5,000 planets outside our solar system - Daily Mail',\n",
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" 'Nintendo Switch finally has folders • Eurogamer.net - Eurogamer.net',\n",
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" 'FA to “find a solution” as Liverpool fan group blasts “shambolic” Wembley travel - This Is Anfield',\n",
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" 'Manchester United transfer news LIVE Erik ten Hag latest and Man Utd manager updates - Manchester Evening News',\n",
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" 'Inflation raises cost of UK government borrowing in February; crude oil up again – business live - The Guardian',\n",
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" 'Alexei Navalny: Kremlin critic found guilty of large-scale fraud and contempt of court by Russian court - Sky News',\n",
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" \"UK prepares to nationalize Russia natural gas giant Gazprom's retail unit - Business Insider\",\n",
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" 'Zaghari-Ratcliffe: Hunt calls for inquiry into delay over Iran debt payment - The Guardian']"
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]
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},
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"execution_count": 21,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"all_titles"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Przede wszystkim chcemy móc wyodrębniać rzeczowniki z tytułów wiadomości. Do tego użyjemy biblioteki `TextBlob`, która upraszcza wiele typowych zadań związanych z przetwarzaniem języka naturalnego, takich jak to.\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"metadata": {
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"trusted": true
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Requirement already satisfied: textblob in c:\\winapp\\miniconda3\\lib\\site-packages (0.17.1)\n",
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"Requirement already satisfied: nltk>=3.1 in c:\\winapp\\miniconda3\\lib\\site-packages (from textblob) (3.5)\n",
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"Requirement already satisfied: joblib in c:\\winapp\\miniconda3\\lib\\site-packages (from nltk>=3.1->textblob) (1.0.1)\n",
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"Requirement already satisfied: regex in c:\\winapp\\miniconda3\\lib\\site-packages (from nltk>=3.1->textblob) (2021.11.10)\n",
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"Requirement already satisfied: tqdm in c:\\winapp\\miniconda3\\lib\\site-packages (from nltk>=3.1->textblob) (4.61.2)\n",
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"Requirement already satisfied: click in c:\\winapp\\miniconda3\\lib\\site-packages (from nltk>=3.1->textblob) (8.0.3)\n",
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"Requirement already satisfied: colorama in c:\\winapp\\miniconda3\\lib\\site-packages (from click->nltk>=3.1->textblob) (0.4.4)\n",
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"Finished.\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"[nltk_data] Downloading package brown to\n",
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"[nltk_data] C:\\Users\\dmitryso\\AppData\\Roaming\\nltk_data...\n",
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"[nltk_data] Package brown is already up-to-date!\n",
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"[nltk_data] Downloading package punkt to\n",
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"[nltk_data] C:\\Users\\dmitryso\\AppData\\Roaming\\nltk_data...\n",
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"[nltk_data] Package punkt is already up-to-date!\n",
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"[nltk_data] Downloading package wordnet to\n",
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"[nltk_data] C:\\Users\\dmitryso\\AppData\\Roaming\\nltk_data...\n",
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"[nltk_data] Package wordnet is already up-to-date!\n",
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"[nltk_data] Downloading package averaged_perceptron_tagger to\n",
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"[nltk_data] C:\\Users\\dmitryso\\AppData\\Roaming\\nltk_data...\n",
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"[nltk_data] Package averaged_perceptron_tagger is already up-to-\n",
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"[nltk_data] date!\n",
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"[nltk_data] Downloading package conll2000 to\n",
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"[nltk_data] C:\\Users\\dmitryso\\AppData\\Roaming\\nltk_data...\n",
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"[nltk_data] Package conll2000 is already up-to-date!\n",
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"[nltk_data] Downloading package movie_reviews to\n",
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"[nltk_data] C:\\Users\\dmitryso\\AppData\\Roaming\\nltk_data...\n",
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"[nltk_data] Package movie_reviews is already up-to-date!\n"
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]
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}
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],
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"source": [
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"import sys\n",
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"!{sys.executable} -m pip install textblob\n",
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"!{sys.executable} -m textblob.download_corpora\n",
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"from textblob import TextBlob"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 22,
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"metadata": {
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"trusted": true
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"{'covid-19 live updates': 1,\n",
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" 'vaccines': 1,\n",
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" 'boosters': 1,\n",
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" 'york': 4,\n",
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" 'ukrainians flee mariupol': 1,\n",
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" 'forces push': 1,\n",
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" 'port city': 1,\n",
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" 'wall street journal': 3,\n",
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" 'bond yields': 1,\n",
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" 'futures rise': 1,\n",
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" 'powell says fed': 1,\n",
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" 'ready': 1,\n",
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" 'be': 1,\n",
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" 'aggressive': 1,\n",
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" 'putin': 3,\n",
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" 'alexei navalny': 2,\n",
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" 'russian': 2,\n",
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" 'supreme court nominee': 1,\n",
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" 'ketanji brown jackson': 1,\n",
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" \"confirmation hearing 's\": 1,\n",
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" 'cnn': 1,\n",
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" 'swedish': 1,\n",
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" 'high school': 1,\n",
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" 'abc': 1,\n",
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" 'clues': 1,\n",
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" 'covid-19': 1,\n",
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" '’ s': 2,\n",
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" 'moves': 1,\n",
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" 'sewers': 1,\n",
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" 'roll dice': 1,\n",
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" 'jackson': 1,\n",
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" 'decisions |': 1,\n",
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" 'thehill': 1,\n",
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" 'clear': 2,\n",
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" 'chemical weapons': 2,\n",
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" 'ukraine': 3,\n",
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" 'claims president': 2,\n",
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" 'biden': 2,\n",
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" 'nasa': 2,\n",
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" 'solar system': 2,\n",
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" 'daily mail': 3,\n",
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" 'us stocks': 1,\n",
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" 'fed chair powell': 1,\n",
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" \"'s remarks\": 1,\n",
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" 'fox': 1,\n",
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" \"'we 've\": 1,\n",
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" 'tests': 1,\n",
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" 'covid': 1,\n",
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" 'politico': 1,\n",
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" 'duchess': 1,\n",
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" 'cambridge': 1,\n",
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" 'swaps khaki jungle gear': 1,\n",
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" 'vampire': 1,\n",
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" 'wife': 1,\n",
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" 'belize': 1,\n",
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" 'china': 2,\n",
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" 'flight recorders': 1,\n",
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" 'plane crash': 1,\n",
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" 'reuters': 2,\n",
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" 'russian oligarch': 1,\n",
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" 'abramovich': 1,\n",
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" 'live': 1,\n",
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" 'russia': 2,\n",
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" 'stops talks': 1,\n",
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" 'japan': 1,\n",
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" 'español': 1,\n",
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" 'powers remain': 1,\n",
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" 'threats lurk': 1,\n",
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" 'set': 1,\n",
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" 'webb': 1,\n",
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" 'telescope begins multi-instrument alignment': 1,\n",
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" 'scitechdaily': 1,\n",
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" 'uconn': 1,\n",
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" 'ucf': 1,\n",
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" 'ncaa': 1,\n",
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" \"women 's tournament second-round highlights\": 1,\n",
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" 'march madness': 1,\n",
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" 'bucking republican trend': 1,\n",
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" 'indiana': 1,\n",
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" 'vetoes transgender': 1,\n",
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" 'bill': 1,\n",
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" 'maggie fox': 1,\n",
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" 'coronation': 1,\n",
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" 'shameless': 1,\n",
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" \"'sudden accident\": 1,\n",
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" 'mirror online': 1,\n",
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" 'mirror': 2,\n",
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" 'plane crash –': 1,\n",
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" 'search': 1,\n",
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" 'moment flight': 1,\n",
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" 'daniel morgan': 1,\n",
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" 'report condemns': 1,\n",
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" 'met': 1,\n",
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" 'guardian': 6,\n",
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" 'rishi sunak': 1,\n",
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" '’ s spring': 1,\n",
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" 'statement': 1,\n",
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" 'bbc.com': 1,\n",
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" 'uk': 3,\n",
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" 'ireland': 1,\n",
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" 'euro': 1,\n",
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" 'vladimir putin': 2,\n",
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" \"'s 'lover\": 1,\n",
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" 'brass eye': 1,\n",
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" '’ s outtakes': 1,\n",
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" 'brutal tv comedy': 1,\n",
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" 'threatens civilians': 1,\n",
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" 'mariupol': 1,\n",
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" \"'s spirit\": 1,\n",
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" 'shell u-turn': 1,\n",
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" 'cambo': 1,\n",
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" 'green targets': 1,\n",
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" 'st helens': 1,\n",
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" 'dog attack': 1,\n",
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" 'girl': 1,\n",
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" 'bbc': 1,\n",
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" 'playstation': 1,\n",
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" \"'assassin 's\": 1,\n",
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" 'creed': 1,\n",
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" 'jade raymond': 1,\n",
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" 'haven studios': 1,\n",
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" 'nme': 1,\n",
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" 'nintendo switch': 1,\n",
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" 'folders •': 1,\n",
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" 'eurogamer.net': 2,\n",
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" 'fa': 1,\n",
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" 'solution ”': 1,\n",
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" 'liverpool': 1,\n",
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" 'fan group blasts “ shambolic ”': 1,\n",
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" 'wembley': 1,\n",
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" 'anfield': 1,\n",
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" 'manchester': 1,\n",
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" 'live erik': 1,\n",
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" 'hag': 1,\n",
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" 'utd': 1,\n",
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" 'manager updates': 1,\n",
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" 'manchester evening': 1,\n",
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" 'inflation': 1,\n",
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" 'government borrowing': 1,\n",
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" 'february': 1,\n",
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" 'crude oil': 1,\n",
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" '– business': 1,\n",
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" 'kremlin': 1,\n",
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" 'large-scale fraud': 1,\n",
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" 'sky': 1,\n",
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" 'natural gas': 1,\n",
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" 'gazprom': 1,\n",
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" 'retail unit': 1,\n",
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" 'insider': 1,\n",
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" 'zaghari-ratcliffe': 1,\n",
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" 'hunt': 1,\n",
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" 'iran': 1,\n",
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" 'debt payment': 1}"
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]
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},
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"execution_count": 22,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"w = {}\n",
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"for x in all_titles:\n",
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" for n in TextBlob(x).noun_phrases:\n",
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" if n in w:\n",
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" w[n].append(x)\n",
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" else:\n",
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" w[n]=[x]\n",
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"{ x:len(w[x]) for x in w.keys()}"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
|
||
"Widzimy, że rzeczowniki nie tworzą dużych grup tematycznych. Zamieńmy rzeczowniki na bardziej ogólne terminy uzyskane z grafu pojęć. To zajmie trochę czasu, ponieważ wykonujemy wywołanie REST dla każdej frazy rzeczownikowej.\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"metadata": {
|
||
"trusted": true
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"w = {}\n",
|
||
"for x in all_titles:\n",
|
||
" for noun in TextBlob(x).noun_phrases:\n",
|
||
" terms = query(noun.replace(' ','%20'))\n",
|
||
" for term in [u for u in terms.keys() if terms[u]>0.1]:\n",
|
||
" if term in w:\n",
|
||
" w[term].append(x)\n",
|
||
" else:\n",
|
||
" w[term]=[x]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"metadata": {
|
||
"trusted": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"{'city': 9,\n",
|
||
" 'brand': 4,\n",
|
||
" 'place': 9,\n",
|
||
" 'town': 4,\n",
|
||
" 'factor': 4,\n",
|
||
" 'film': 4,\n",
|
||
" 'nation': 11,\n",
|
||
" 'state': 5,\n",
|
||
" 'person': 4,\n",
|
||
" 'organization': 5,\n",
|
||
" 'publication': 10,\n",
|
||
" 'market': 5,\n",
|
||
" 'economy': 4,\n",
|
||
" 'company': 6,\n",
|
||
" 'newspaper': 6,\n",
|
||
" 'relationship': 6}"
|
||
]
|
||
},
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"{ x:len(w[x]) for x in w.keys() if len(w[x])>3}"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"metadata": {
|
||
"trusted": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"ECONOMY:\n",
|
||
"China searches for victims, flight recorders after first plane crash in 12 years - Reuters\n",
|
||
"Live updates: Russia stops talks with Japan over sanctions - The Associated Press - en Español\n",
|
||
"China plane crash – live: Search for survivors continues as witness describes moment flight fell from sky - The Independent\n",
|
||
"UK prepares to nationalize Russia natural gas giant Gazprom's retail unit - Business Insider\n",
|
||
"\n",
|
||
"NATION:\n",
|
||
"‘Clear sign’ Putin considering using chemical weapons in Ukraine, claims President Biden - The Independent\n",
|
||
"Duchess of Cambridge swaps khaki jungle gear for Vampire's Wife dress on Belize trip - Daily Mail\n",
|
||
"China searches for victims, flight recorders after first plane crash in 12 years - Reuters\n",
|
||
"Live updates: Russia stops talks with Japan over sanctions - The Associated Press - en Español\n",
|
||
"Live updates: Russia stops talks with Japan over sanctions - The Associated Press - en Español\n",
|
||
"China plane crash – live: Search for survivors continues as witness describes moment flight fell from sky - The Independent\n",
|
||
"UK and Republic of Ireland in line to host Euro 2028 after no one else bids - The Guardian\n",
|
||
"Friends beg Vladimir Putin's 'lover' to persuade him to end Ukraine invasion - The Mirror\n",
|
||
"‘Clear sign’ Putin considering using chemical weapons in Ukraine, claims President Biden - The Independent\n",
|
||
"UK prepares to nationalize Russia natural gas giant Gazprom's retail unit - Business Insider\n",
|
||
"Zaghari-Ratcliffe: Hunt calls for inquiry into delay over Iran debt payment - The Guardian\n",
|
||
"\n",
|
||
"PERSON:\n",
|
||
"‘Clear sign’ Putin considering using chemical weapons in Ukraine, claims President Biden - The Independent\n",
|
||
"Duchess of Cambridge swaps khaki jungle gear for Vampire's Wife dress on Belize trip - Daily Mail\n",
|
||
"Second superyacht linked to Russian oligarch Abramovich docks in Turkey - Reuters\n",
|
||
"‘Clear sign’ Putin considering using chemical weapons in Ukraine, claims President Biden - The Independent\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print('\\nECONOMY:\\n'+'\\n'.join(w['economy']))\n",
|
||
"print('\\nNATION:\\n'+'\\n'.join(w['nation']))\n",
|
||
"print('\\nPERSON:\\n'+'\\n'.join(w['person']))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"\n---\n\n**Zastrzeżenie**: \nTen dokument został przetłumaczony za pomocą usługi tłumaczenia AI [Co-op Translator](https://github.com/Azure/co-op-translator). Chociaż dokładamy wszelkich starań, aby tłumaczenie było precyzyjne, prosimy pamiętać, że automatyczne tłumaczenia mogą zawierać błędy lub nieścisłości. Oryginalny dokument w jego rodzimym języku powinien być uznawany za źródło autorytatywne. W przypadku informacji krytycznych zaleca się skorzystanie z profesjonalnego tłumaczenia przez człowieka. Nie ponosimy odpowiedzialności za jakiekolwiek nieporozumienia lub błędne interpretacje wynikające z użycia tego tłumaczenia.\n"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3.7.4 64-bit (conda)",
|
||
"metadata": {
|
||
"interpreter": {
|
||
"hash": "86193a1ab0ba47eac1c69c1756090baa3b420b3eea7d4aafab8b85f8b312f0c5"
|
||
}
|
||
},
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.9.5"
|
||
},
|
||
"coopTranslator": {
|
||
"original_hash": "4087f998407d06ceb2947016ba4605d0",
|
||
"translation_date": "2025-08-31T13:15:16+00:00",
|
||
"source_file": "lessons/2-Symbolic/MSConceptGraph.ipynb",
|
||
"language_code": "pl"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
} |