analytics.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from newsapi.newsapi_client import NewsApiClient\n",
    "import datetime as dt\n",
    "import pandas as pd\n",
    "from pandas import DataFrame\n",
    "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n",
    "import re\n",
    "import nltk\n",
    "from nltk.tokenize import word_tokenize\n",
    "from nltk.corpus import stopwords\n",
    "from nltk.stem import SnowballStemmer\n",
    "from wordcloud import WordCloud\n",
    "import matplotlib.pyplot as plt\n",
    "import string\n",
    "from collections import Counter\n",
    "import tweepy\n",
    "from textblob import TextBlob\n",
    "from wordcloud import WordCloud\n",
    "import pandas as pd\n",
    "import nltk\n",
    "from nltk.corpus import stopwords\n",
    "import re\n",
    "import string\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Phyo's newsAPI key: '127ac9edf9da4a56bbce2c6ff98978c4'\n",
    "# Harvey's newsAPI key: '28e1b77945d54b00a8c16013438a09bd'\n",
    "\n",
    "#newsAPI\n",
    "newsapi = NewsApiClient(api_key = '28e1b77945d54b00a8c16013438a09bd')\n",
    "pd.options.display.max_colwidth = 8000\n",
    "\n",
    "#twitter API\n",
    "consumerKey = \"jfAlL4ZYSvAcLZjIghNjkPVef\"\n",
    "consumerSecret = \"E2Wd7Fc9kQhMC4x9bTbyo8IzyDOjH7gkgXc5ZzHKBv1na0JdCB\"\n",
    "accessToken = \"1168827517387468800-sqEsr4vVHF4ZQ0BnfyFCqTaK4H17gr\"\n",
    "accessTokenSecret = \"FTFWWelxrVTBlwfWsHSIMe4jKI5ikzkhdZ5QcsKuCNxUS\"\n",
    "\n",
    "authenticate = tweepy.OAuthHandler(consumerKey, consumerSecret)\n",
    "authenticate.set_access_token(accessToken, accessTokenSecret)\n",
    "\n",
    "#calling api\n",
    "api = tweepy.API(authenticate, wait_on_rate_limit = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_sources():\n",
    "    sources = {'source':  ['associated-press', 'australian-financial-review', 'bbc-news' , 'bloomberg', 'breitbart-news', 'business-insider',\n",
    "                       'cnn', 'cbc-news', 'financial-post', 'fortune', 'google-news-uk', 'reuters', 'the-huffington-post', 'the-wall-street-journal', 'the-washington-post', \n",
    "                        'time', 'usa-today' ] , 'source name':  ['Associated Press', 'Australian Financial Review', 'BBC News' , 'Bloomberg', 'Breitbart News', 'Business Insider', \n",
    "                       'CNN', 'CBC News ', 'Financial Post', 'Fortune', 'Google News UK', 'Reuters', 'The Huffington Post', 'The Wall Street Journal', 'The Washington Post', \n",
    "                        'Time', 'USA Today' ]}\n",
    "    df = pd.DataFrame(sources, columns = ['source', 'source name' ])\n",
    "    \n",
    "    return df\n",
    "\n",
    "\n",
    "def preprocessing (text):\n",
    "    stopwords = nltk.corpus.stopwords.words('english')\n",
    "    another = 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ns,won,wonder,wondered,wondering,wonders,wooohooo,woot,word,words,work,working,works,world,worlds,worse,worst,wow,write,writes,written,wrong,wrote,wrt,wtb,wtf,wth,wts,wtt,www,xs,ya,yaah,yah,yahh,yahoocurrency,yall,yar,yay,yea,yeah,yeahh,year,yearly,years,yeh,yesterday,yhoo,ymmv,young,youre,yr,yum,yummy,yumyum,yw,zomg,zz,zzz\"\n",
    "    additional = another.split(\",\")\n",
    "    stopwords += additional \n",
    "    stemmer = SnowballStemmer(\"english\")\n",
    "    tokens = re.split('\\W+', text)\n",
    "    result = [word for word in tokens if word not in stopwords]       \n",
    "    return result\n",
    "\n",
    "\n",
    "# retrieve the articles based on specified query and source, will return 10 results and the sentiment\n",
    "def get_everything (query, source):\n",
    "    \n",
    "    data = newsapi.get_everything(q = query, sources = source, language = 'en', sort_by = 'relevancy' , page_size = 100) \n",
    "    \n",
    "    df = pd.DataFrame(data['articles'])  \n",
    "    \n",
    "    # None handling for Description column\n",
    "    df['description'].fillna(value=\"stop\", inplace=True)\n",
    "    \n",
    "    # None handling for urltoimage column\n",
    "    df['urlToImage'].fillna(value=\"http://www.trinityschool.org.uk/wp-content/uploads/2013/03/News.jpg\", inplace=True)\n",
    "\n",
    "    df['clean_description'] =  df['description'].apply(lambda x: preprocessing(x.lower()))\n",
    "    \n",
    "    senti_score = []\n",
    "    result = []\n",
    "    print(df)\n",
    "    for index, row in df.iterrows():\n",
    "        analyzer = SentimentIntensityAnalyzer()\n",
    "        vs = analyzer.polarity_scores(row['description'])\n",
    "        compound = vs.get('compound') \n",
    "        senti_score.append(compound) \n",
    "        \n",
    "        if compound >= 0.5:\n",
    "            result.append('Positive')\n",
    "        elif compound > -0.5 and compound < 0.5:\n",
    "            result.append('Neutral')\n",
    "        else:\n",
    "            result.append('Negative')    \n",
    "            \n",
    "    df['sentiment'] = result\n",
    "    return df\n",
    "\n",
    "# for bar chart words and its count\n",
    "def news_top_mentioned(df,query):\n",
    "    word_list = []\n",
    "    for index, rows in df.iterrows():\n",
    "        for each_word in rows.clean_description:\n",
    "            if each_word not in word_list:\n",
    "                if len(each_word) > 3 and each_word != query:\n",
    "                    word_list.append(\" \" + each_word + \" \")                     \n",
    "\n",
    "    counts = dict()\n",
    "    for word in word_list:\n",
    "        if word in counts:\n",
    "            counts[word] += 1\n",
    "        else:\n",
    "            counts[word] = 1\n",
    "            \n",
    "    df = pd.DataFrame(list(counts.items()),columns = ['word','count'])\n",
    "    df = df.sort_values(by ='count' , ascending=False)[0:10]\n",
    "    return df\n",
    "\n",
    "# for wordcloud\n",
    "def news_wordcloud(df, query):    \n",
    "    word_list = []\n",
    "    for index, rows in df.iterrows():\n",
    "        for each_word in rows.clean_description:\n",
    "            if len(each_word) > 3 and each_word != query:\n",
    "                word_list.append(each_word)\n",
    "    words_joined = \" \".join([w for w in word_list])\n",
    "    my_wordcloud = WordCloud(background_color='white', width=1800, height=1400).generate(words_joined)\n",
    "    plt.imshow(my_wordcloud)    \n",
    "    plt.axis('off')\n",
    "    plt.show()\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def clean_txt(text):\n",
    "    \n",
    "    stopwords = nltk.corpus.stopwords.words('english')\n",
    "#     another = 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ns,won,wonder,wondered,wondering,wonders,wooohooo,woot,word,words,work,working,works,world,worlds,worse,worst,wow,write,writes,written,wrong,wrote,wrt,wtb,wtf,wth,wts,wtt,www,xs,ya,yaah,yah,yahh,yahoocurrency,yall,yar,yay,yea,yeah,yeahh,year,yearly,years,yeh,yesterday,yhoo,ymmv,young,youre,yr,yum,yummy,yumyum,yw,zomg,zz,zzz\"\n",
    "#     additional = another.split(\",\")\n",
    "#     stopwords += additional     \n",
    "   \n",
    "   \n",
    "    text = re.sub(r'@[A-Za-z0-9]+', '', text) #removed @mentions\n",
    "    text = re.sub(r'#', '', text) #removing the # symbols\n",
    "    text = ''.join([i for i in text if not i.isdigit()]) #removing digits\n",
    "    text = re.sub(r'RT[\\s]+', '',  text) # removing RT\n",
    "    text = re.sub(r'https?:\\/\\/\\S+', '', text) #Remove the hyper link\n",
    "    text = text.lower() # lowercase\n",
    "    text =  ' '.join(word.strip(string.punctuation) for word in text.split()) #remove punctuations\n",
    "    tokens = re.split('\\W+', text)\n",
    "    text = ' '.join(word for word in tokens if word not in stopwords) #remove stopwords    \n",
    "    \n",
    "    return text\n",
    "\n",
    "\n",
    "\n",
    "def clean_txt_list(text):\n",
    "    \n",
    "    stopwords = nltk.corpus.stopwords.words('english')\n",
    "    another = 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ns,won,wonder,wondered,wondering,wonders,wooohooo,woot,word,words,work,working,works,world,worlds,worse,worst,wow,write,writes,written,wrong,wrote,wrt,wtb,wtf,wth,wts,wtt,www,xs,ya,yaah,yah,yahh,yahoocurrency,yall,yar,yay,yea,yeah,yeahh,year,yearly,years,yeh,yesterday,yhoo,ymmv,young,youre,yr,yum,yummy,yumyum,yw,zomg,zz,zzz\"\n",
    "    additional = another.split(\",\")\n",
    "    stopwords += additional \n",
    "   \n",
    "    text = re.sub(r'@[A-Za-z0-9]+', '', text) #removed @mentions\n",
    "    text = re.sub(r'#', '', text) #removing the # symbols\n",
    "    text = re.sub(r'RT[\\s]+', '',  text) # removing RT\n",
    "    text = ''.join([i for i in text if not i.isdigit()]) #removing digits\n",
    "    text = re.sub(r'https?:\\/\\/\\S+', '', text) #Remove the hyper link\n",
    "    text = text.lower() # lowercase\n",
    "    text =  ' '.join(word.strip(string.punctuation) for word in text.split()) #remove punctuations\n",
    "    tokens = re.split('\\W+', text)\n",
    "    text = [word for word in tokens if word not in stopwords] #remove stopwords   \n",
    "    \n",
    "    return text\n",
    "\n",
    "\n",
    "def get_subjectivity(text):\n",
    "    return TextBlob(text).sentiment.subjectivity\n",
    "\n",
    "def get_polarity(text):\n",
    "    return TextBlob(text).sentiment.polarity\n",
    "\n",
    "def get_sentiment(score):\n",
    "    if score < 0:\n",
    "        return 'Negative'\n",
    "    elif score == 0:\n",
    "        return 'Neutral'\n",
    "    else:\n",
    "        return 'Positive'\n",
    "    \n",
    "# to retrive tweets from twitter api\n",
    "def tweet_search(query, resulttype):\n",
    "    \n",
    "    tweets_search = tweepy.Cursor(api.search, q = query, lang = 'en' , result_type = resulttype).items(30)\n",
    "    tweets_list = []\n",
    "    favorite = []\n",
    "    retweet = []\n",
    "    \n",
    "    for tweet in tweets_search:\n",
    "        tweets_list.append(tweet.text)  \n",
    "        \n",
    "    df = pd.DataFrame (tweets_list,columns=['Tweets'])\n",
    "    df['Cleaned'] = df['Tweets'].apply(clean_txt)\n",
    "    df['CleanedList'] = df['Tweets'].apply(clean_txt_list)    \n",
    "    df['Subjectivity'] = df['Cleaned'].apply(get_subjectivity)\n",
    "    df['Polarity'] = df['Cleaned'].apply(get_polarity)\n",
    "    df['Sentiment'] = df['Polarity'].apply(get_sentiment)\n",
    "\n",
    "    return df\n",
    "\n",
    "# for bar chart and its count\n",
    "def twt_top_mentioned(df,query):\n",
    "    word_list = []\n",
    "    for index, rows in df.iterrows():\n",
    "        for each_word in rows.CleanedList:\n",
    "            if each_word not in word_list:\n",
    "                if len(each_word) > 3 and each_word != query:\n",
    "                    word_list.append(  \" \" +each_word + \" \")      \n",
    "    \n",
    "        \n",
    "    counts = dict()\n",
    "    for word in word_list:\n",
    "        if word in counts:\n",
    "            counts[word] += 1\n",
    "        else:\n",
    "            counts[word] = 1\n",
    "            \n",
    "\n",
    "    df = pd.DataFrame(list(counts.items()),columns = ['word','count'])     \n",
    "    df = df.sort_values(['count'], ascending=[False])\n",
    "    \n",
    "    return df\n",
    "\n",
    "def overallsentiment(df):\n",
    "    \n",
    "    #get the percentage of positive tweets\n",
    "    postweets = df[df.Sentiment == 'Positive']\n",
    "    postweets = postweets['Cleaned']\n",
    "    \n",
    "    # get the percentage of negative tweets\n",
    "    negtweets = df[df.Sentiment == 'Negative']\n",
    "    negtweets = negtweets['Cleaned']\n",
    "    \n",
    "    #get the percentage of neutral tweets\n",
    "    neutweets = df[df.Sentiment == 'Neutral']\n",
    "    neutweets = neutweets['Cleaned']\n",
    "    \n",
    "    tweets = {'Sentiment': ['Positive','Negative','Neutral'],\n",
    "        'Overall Score': [round((postweets.shape[0] / df.shape[0]) *100, 1),round( (negtweets.shape[0] / df.shape[0] * 100) , 1), round( (neutweets.shape[0] / df.shape[0] * 100) , 1)]\n",
    "        }\n",
    "    df = pd.DataFrame(tweets, columns = ['Sentiment', 'Overall Score'])\n",
    "    \n",
    "    \n",
    "    return df\n",
    "\n",
    "\n",
    "\n",
    "def twt_wordcloud(df,query):    \n",
    "    word_list = []\n",
    "    for index, rows in df.iterrows():\n",
    "        for each_word in rows.CleanedList:\n",
    "            if  len(each_word) > 3 and each_word != query:\n",
    "                word_list.append(each_word)\n",
    "                \n",
    "    words_joined = \" \".join([w for w in word_list])\n",
    "    my_wordcloud = WordCloud(background_color='white', width=1800, height=1400).generate(words_joined)\n",
    "    plt.imshow(my_wordcloud)    \n",
    "    plt.axis('off')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                    source                author  \\\n",
      "0   {'id': 'cbc-news', 'name': 'CBC News'}     Philip Lee-Shanok   \n",
      "1   {'id': 'cbc-news', 'name': 'CBC News'}              CBC News   \n",
      "2   {'id': 'cbc-news', 'name': 'CBC News'}              CBC News   \n",
      "3   {'id': 'cbc-news', 'name': 'CBC News'}              CBC News   \n",
      "4   {'id': 'cbc-news', 'name': 'CBC News'}   Alexandre Silberman   \n",
      "5   {'id': 'cbc-news', 'name': 'CBC News'}          Jean Laroche   \n",
      "6   {'id': 'cbc-news', 'name': 'CBC News'}              CBC News   \n",
      "7   {'id': 'cbc-news', 'name': 'CBC News'}              CBC News   \n",
      "8   {'id': 'cbc-news', 'name': 'CBC News'}              CBC News   \n",
      "9   {'id': 'cbc-news', 'name': 'CBC News'}          Colin Butler   \n",
      "10  {'id': 'cbc-news', 'name': 'CBC News'}              CBC News   \n",
      "11  {'id': 'cbc-news', 'name': 'CBC News'}  The Associated Press   \n",
      "12  {'id': 'cbc-news', 'name': 'CBC News'}               Reuters   \n",
      "13  {'id': 'cbc-news', 'name': 'CBC News'}            Bryce Hoye   \n",
      "14  {'id': 'cbc-news', 'name': 'CBC News'}          Blair Rhodes   \n",
      "15  {'id': 'cbc-news', 'name': 'CBC News'}    The Canadian Press   \n",
      "16  {'id': 'cbc-news', 'name': 'CBC News'}    The Canadian Press   \n",
      "17  {'id': 'cbc-news', 'name': 'CBC News'}          Paul Withers   \n",
      "18  {'id': 'cbc-news', 'name': 'CBC News'}              CBC News   \n",
      "19  {'id': 'cbc-news', 'name': 'CBC News'}              CBC News   \n",
      "20  {'id': 'cbc-news', 'name': 'CBC News'}              CBC News   \n",
      "21  {'id': 'cbc-news', 'name': 'CBC News'}    The Canadian Press   \n",
      "22  {'id': 'cbc-news', 'name': 'CBC News'}        Kate Letterick   \n",
      "23  {'id': 'cbc-news', 'name': 'CBC News'}              CBC News   \n",
      "24  {'id': 'cbc-news', 'name': 'CBC News'}              CBC News   \n",
      "25  {'id': 'cbc-news', 'name': 'CBC News'}            Kevin Yarr   \n",
      "26  {'id': 'cbc-news', 'name': 'CBC News'}                  None   \n",
      "27  {'id': 'cbc-news', 'name': 'CBC News'}    The Canadian Press   \n",
      "28  {'id': 'cbc-news', 'name': 'CBC News'}                  None   \n",
      "29  {'id': 'cbc-news', 'name': 'CBC News'}                  None   \n",
      "30  {'id': 'cbc-news', 'name': 'CBC News'}    The Canadian Press   \n",
      "31  {'id': 'cbc-news', 'name': 'CBC News'}            Pam Berman   \n",
      "32  {'id': 'cbc-news', 'name': 'CBC News'}              CBC News   \n",
      "33  {'id': 'cbc-news', 'name': 'CBC News'}                  None   \n",
      "34  {'id': 'cbc-news', 'name': 'CBC News'}          David Paddon   \n",
      "35  {'id': 'cbc-news', 'name': 'CBC News'}              CBC News   \n",
      "36  {'id': 'cbc-news', 'name': 'CBC News'}                   CBC   \n",
      "37  {'id': 'cbc-news', 'name': 'CBC News'}              CBC News   \n",
      "38  {'id': 'cbc-news', 'name': 'CBC News'}       Spencer Van Dyk   \n",
      "39  {'id': 'cbc-news', 'name': 'CBC News'}              CBC News   \n",
      "40  {'id': 'cbc-news', 'name': 'CBC News'}              CBC News   \n",
      "41  {'id': 'cbc-news', 'name': 'CBC News'}              CBC News   \n",
      "42  {'id': 'cbc-news', 'name': 'CBC News'}              CBC News   \n",
      "43  {'id': 'cbc-news', 'name': 'CBC News'}                  None   \n",
      "44  {'id': 'cbc-news', 'name': 'CBC News'}              CBC News   \n",
      "45  {'id': 'cbc-news', 'name': 'CBC News'}    The Canadian Press   \n",
      "46  {'id': 'cbc-news', 'name': 'CBC News'}              CBC News   \n",
      "47  {'id': 'cbc-news', 'name': 'CBC News'}    The Canadian Press   \n",
      "48  {'id': 'cbc-news', 'name': 'CBC News'}          Yvette Brend   \n",
      "49  {'id': 'cbc-news', 'name': 'CBC News'}  The Associated Press   \n",
      "\n",
      "                                                                                                         title  \\\n",
      "0                          New tower proposal at site of rejected 'Giraffe Condos' project gets spotty reviews   \n",
      "1                                        Buried under piles of tomatoes? Three Quebec chefs come to the rescue   \n",
      "2                              Toronto Santa Claus Parade moving online, more COVID-19 cancellations announced   \n",
      "3                                                      Alberta opioid deaths double in latest quarterly report   \n",
      "4                                           New Brunswick staycations opening new market for tourism operators   \n",
      "5                                 N.S. threatens to pull funding from some nursing homes if beds aren't filled   \n",
      "6   Ontario considers shortening list of possible COVID-19 symptoms that require kids to stay home from school   \n",
      "7                                                 13 Ottawa pharmacies to begin offering COVID-19 tests Friday   \n",
      "8                                       Asleep at the wheel: Two Alberta men caught snoozing in stolen vehicle   \n",
      "9                            The 'sad coincidence' that may have doomed missing Ontario sailor Reginald Fisher   \n",
      "10                           Stolen vehicle investigation leads RCMP to drug stash in Portage la Prairie, Man.   \n",
      "11                  Chad Wolf, U.S. homeland security nominee, denies modifying intelligence reports on Russia   \n",
      "12                            Prince Harry and wife Meghan call on Americans to vote in upcoming U.S. election   \n",
      "13                 Domestic violence research to shed light on heightened risks facing survivors amid pandemic   \n",
      "14                                 Accused killers have video chat about their cases before N.S. court hearing   \n",
      "15                                     Airbnb says new portal will help cities like Vancouver monitor listings   \n",
      "16                                                      Senators part ways with longtime goalie Craig Anderson   \n",
      "17              N.S. Liberal MP goes against party, calls on DFO to put First Nations fishing rules in writing   \n",
      "18                                Highland Park victim stabbed 90 minutes before found by passerby, police say   \n",
      "19                                                 3 more cases linked to COVID-19 outbreak at Pembroke school   \n",
      "20                                               Fredericton Playhouse reopens with small performance schedule   \n",
      "21                                              Murder trial on pause while Winnipeg juror tested for COVID-19   \n",
      "22                              Brenda Robertson, first woman in New Brunswick Legislature, cabinet dies at 91   \n",
      "23     Canada denounces Lukashenko's inauguration in Belarus, preparing sanctions over human rights violations   \n",
      "24                                                Premier Jason Kenney set to respond to federal throne speech   \n",
      "25                                                                Snow cover good for brook trout, study finds   \n",
      "26                                                   Prime Minister Justin Trudeau pays tribute to John Turner   \n",
      "27                                      1 month after cyberattack, some CRA online services remain unavailable   \n",
      "28                              'Like you're in a dream': Inside immersive new van Gogh exhibition in Winnipeg   \n",
      "29                                     YMCAs reaching out for community support as finances near tipping point   \n",
      "30                                          House of Commons pays tribute to former prime minister John Turner   \n",
      "31                                      N.S. government makes licensing change for taxi, ride-hailing services   \n",
      "32                               Student charged after anti-Black comments made during online learning session   \n",
      "33                              LIVE Q&A | What are your concerns over the surge of COVID-19 cases in Ontario?   \n",
      "34                         Pandemic has underlined need for better internet in rural areas, throne speech says   \n",
      "35                       Winnipeg police arrest 8 men, find 11 missing youth in weekend exploitation crackdown   \n",
      "36                                       What you need to know about COVID-19 in Alberta on Thursday, Sept. 24   \n",
      "37                        Premiers' calls for increased health transfers 'ignored' in throne speech: Pallister   \n",
      "38                           How a COVID-19 outbreak at a party wreaked havoc on farms in Chaudière-Appalaches   \n",
      "39                    N.L. records no new cases of COVID-19, day after PM says Canada is dealing with 2nd wave   \n",
      "40                                                          No new COVID-19 cases reported in N.S. on Thursday   \n",
      "41      Overwhelmed by increase in cases, Montreal public health officials narrow down contact-tracing efforts   \n",
      "42                                   Feds pitch Atlantic Loop as grand plan for clean energy, with few details   \n",
      "43                    WATCH The National: Quebec enters COVID-19 second wave and Ontario may not be far behind   \n",
      "44                                                          No new cases of COVID-19 reported in New Brunswick   \n",
      "45                                                      Felix Auger-Aliassime advances to 2nd round in Hamburg   \n",
      "46                                                       No new cases of COVID-19 in N.L. for 4th straight day   \n",
      "47                                All evacuation alerts now lifted near B.C.'s only remaining wildfire of note   \n",
      "48                                   Teacher makes complaint to WorkSafeBC after testing positive for COVID-19   \n",
      "49                              English Premier League warns of devastating effect of delay reopening stadiums   \n",
      "\n",
      "                                                                                                                                                                                                                                                             description  \\\n",
      "0   Ten years after the city and the Ontario Municipal Board rejected a plan for a 29-storey tower called Giraffe Condos at Bloor Street West and Dundas Street West, new developers have returned with a proposal for something that's shorter with fewer units, but n…   \n",
      "1                                                                                                                                     With the fall harvest in full swing, three chefs share their recipes to make the most of your yellow, red and even green tomatoes.   \n",
      "2                                                                                                                                     The City of Toronto has announced that it is extending the cancellation of city-led and permitted major outdoor events to Dec. 31.   \n",
      "3                                                                                                    The number of people who died of opioid overdoses in Alberta has surged during the COVID-19 pandemic, according to data just released by the provincial government.   \n",
      "4   The Acadian Peninsula normally draws the bulk of its annual visitors from Quebec - more than 66 per cent. But with travel restrictions limiting potential tourists to the Atlantic bubble, the industry was forced to launch a marketing campaign that targeted New…   \n",
      "5   Nova Scotia's Department of Health is threatening to pull funding from nursing homes that are keeping beds empty in anticipation of a resurgence of COVID-19 infections. The move is designed to free up hospital beds currently occupied by people who no longer n…   \n",
      "6                                                                 Ontario’s education minister says he’s considering shortening the list of COVID-19 symptoms that require kids to stay home from school — shortly after British Columbia announced it's doing the same.   \n",
      "7                                                                                                                      Thirteen Ottawa pharmacies will begin offering free COVID-19 tests Friday to people who have no symptoms of the viral illness, the province says.   \n",
      "8                                                                                        Two Central Alberta men have been charged with possession of stolen property after they were found a sleeping in a stolen vehicle on Highway 11 in the middle of the afternoon.   \n",
      "9   A Ridgetown woman thinks she may have seen the flares fired by Reginald Fisher the night he vanished on Lake Erie, but when she reported it to the Coast Guard it was dismissed because an official thought what she saw was another rescue operation taking place …   \n",
      "10                                                                                                                                              Mounties in Portage la Prairie seized a few weapons and substances they believe are methamphetamine, cocaine and heroin.   \n",
      "11   President Donald Trump's nominee to lead the U.S. Department of Homeland Security denied allegations Wednesday that he molded intelligence reports to suit the administration, telling a Senate committee that a recent whistleblower's report is \"patently false.\"   \n",
      "12                                     Britain's Prince Harry and his American wife Meghan have called on Americans to register to vote in the upcoming U.S. presidential election, entering into political territory where British royals traditionally do not venture.   \n",
      "13                                                                                                              Being cooped up at home in a pandemic presents a series of inconvenient challenges for everyone, but for some, those challenges can be life-threatening.   \n",
      "14  Kaz Henry Cox and William Sandeson, both accused of first-degree murder, video chatted about their cases and the jails they're being held in prior to a court hearing Wednesday. Before the pandemic, inmates would never have the chance to interact like this in …   \n",
      "15                                                                                                                                      Airbnb is launching a new program for cities and tourist organizations aimed at helping them ensure compliance with local rules.   \n",
      "16                                                                                                                             Ottawa general manager Pierre Dorion says longtime Senators goaltender Craig Anderson will not be offered a new contract by the NHL club.   \n",
      "17                    The MP representing Kings-Hants, where the Sipekne'katik First Nation is located, is calling on his own government to define the rules for a moderate livelihood fishery. Kody Blois says doing so could help end \"the ambiguity and uncertainty.\"   \n",
      "18                                                  Dustin Kusch was stabbed an hour-and-a-half before a passerby discovered the injured 35-year-old, according to police, who are now looking for two men believed to have information on what's now deemed a homicide.   \n",
      "19                                                                                                                                         Three people who are neither students nor staff at Fellowes High School in Pembroke, Ont., have tested positive for COVID-19.   \n",
      "20                                                                                          The Fredericton Playhouse is preparing to welcome the public back for a small selection of shows after COVID-19 restrictions brought its spring season to an unexpected end.   \n",
      "21                                                                                                                                          Jury deliberations for a second-degree murder trial in Winnipeg have been put on hold so a juror can be tested for COVID-19.   \n",
      "22                                                                                                                        Brenda Robertson, who made New Brunswick history when she became the first woman elected to the legislature and to serve in cabinet, has died.   \n",
      "23  Canada, along with the United States and United Kingdom, has condemned the inauguration of Belarus President Alexander Lukashenko and is seeking to hold his government accountable by preparing sanctions on individuals allegedly involved in human rights violat…   \n",
      "24                                                                              Alberta Premier Jason Kenney has already expressed his disappointment at the federal government’s throne speech but he’s expected to take to the podium Thursday to detail his concerns.   \n",
      "25                                                                                                              Snow is good for brook trout, and that could be bad news, according to a recent study sponsored by the Ellen's Creek's Watershed Group in Charlottetown.   \n",
      "26                                                                                                                                                                   Prime Minister Justin Trudeau pays tribute to former prime minister John Turner in House of Commons   \n",
      "27                                             More than a month after the Canada Revenue Agency took its website offline in the wake of a major cyberattack, the federal tax collection agency won't say when it expects its online services to fully return to normal.   \n",
      "28                                                                                                                         Hundreds of projections of paintings by Vincent van Gogh make up the immersive exhibit on display at the RBC Convention Centre until Oct. 31.   \n",
      "29                                                                                                                                                                                           The YMCA in northeastern Ontario is reaching out to the community for help.   \n",
      "30                                                                      Prime Minister Justin Trudeau and representatives of the other political parties paid tribute in the House of Commons to former Liberal prime minister John Turner, who died Saturday at age 91.   \n",
      "31  Nova Scotia's Department of Transportation and Infrastructure Renewal says it's changing some licensing rules for taxis and ride-hailing services. This comes after Halifax regional council recently approved changes to allow companies like Uber and Lyft to ope…   \n",
      "32                                                                                                 Police in York Region have laid charges against an 18-year-old Markham student after he allegedly made anti-Black comments during a Grade 12 online learning session.   \n",
      "33                              Metro Morning's Ismaila Alfa hosts a live Q&A with TDSB's Ryan Bird and Dr. Susy Hota, Medical Director of Infection Prevention and Control at the University Health Network, on your concerns as the cases of COVID-19 rise in Ontario.   \n",
      "34                                                                            The Trudeau government's plan to shepherd the economy safely past the COVID crisis includes its long-standing promise to make sure all parts of Canada have access to high-speed internet.   \n",
      "35                                                                            A total of 11 missing at-risk young people and two missing adults were located as part of a weekend sweep in Winnipeg aimed at protecting people at high risk of being sexually exploited.   \n",
      "36                                               A COVID-19 outbreak has been declared in one unit at the Royal Alexandra Hospital in Edmonton. It comes days after an outbreak at the Foothills Medical Centre in Calgary that has claimed the lives of three patients.   \n",
      "37                                                                                                Manitoba's premier says calls from Canada's premiers for increased federal funding for health care were \"ignored\" in the Liberal government's throne speech Wednesday.   \n",
      "38                                                                Several farms have been forced to suspend operations after the virus spread among workers in Chaudière-Appalaches. The trouble is thought to have started at a house party in La Pocatière last month.   \n",
      "39                                                                                      Newfoundland and Labrador recorded no new cases of COVID-19 Thursday, as the province extended its streak of beating back the virus that is spiking in other Canadian provinces.   \n",
      "40                                                                    No new cases of COVID-19 were reported in Nova Scotia Thursday, according to latest data based on testing completed on Wednesday. There is only one known active case of COVID-19 in the province.   \n",
      "41                                                                                                                                                           Health officials will now only call direct contacts of positive cases, leaving the rest up to the patients.   \n",
      "42                                                                                          As federal Liberals outline details of a proposed regional energy grid to wean the Maritimes off coal, they're touting Labrador hydroelectricity as a possible major player.   \n",
      "43                                                                                                                                                                                                                                   The National for September 21, 2020   \n",
      "44                                                                                                                                                                                              There are no new cases of COVID-19 reported in New Brunswick on Tuesday.   \n",
      "45                                                                                        Montreal's Felix Auger-Aliassime advanced to the second-round of the Hamburg Open clay-court tennis tournament with a 6-2, 7-6 (2) win over Italian Lorenzo Sonego on Tuesday.   \n",
      "46                                                                                                                                                                                             It's been four days since the last new case of the virus in the province.   \n",
      "47                                                                                                        The Regional District of Central Kootenay says it has removed alerts covering 46 properties in the Slocan Valley based on advice from the BC Wildfire Service.   \n",
      "48                                              The Sentinel Secondary teacher reached out to West Vancouver Teachers' Association for help after she realized that a student in her Grade 12 class had tested positive for the disease, the association president says.   \n",
      "49                                                                                                                                            Even the world's richest soccer league is worried that it can't function as normal much longer without fans in the stands.   \n",
      "\n",
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      "                                                                                                                                                                                                                       content  \\\n",
      "0     Another battle could be brewing over the latest proposed condo development for the busy corner of Dundas Street West and Bloor Street West after the site has sat neglected for more than a decade\\r\\nThe… [+3667 chars]   \n",
      "1   It has a tendency to creep up on you.\\r\\nOne day you're enjoying evening dinners on the patio, proudly serving up the vegetables you planted and tenderly cared for all summer.\\r\\nAnd then, all of a sudde… [+6486 chars]   \n",
      "2     The City of Toronto has announced that it is extending the cancellation of city-led and permitted major outdoor events to Dec. 31.\\r\\nThat includes the city's Santa Claus Parade, which is now moving on… [+2685 chars]   \n",
      "3      The number of people who died of opioid overdoses in Alberta has surged during the COVID-19 pandemic, according to data just released by the provincial government.\\r\\nA total of 301 deaths were recorde… [+610 chars]   \n",
      "4     More New Brunswickers explored their home province this summer under COVID-19 travel restrictions, a shift those in the tourism industry expect will provide a boost into the future.\\r\\nThe Tourism Indu… [+5553 chars]   \n",
      "5       Nova Scotia's Department of Health has sent letters to nursing homes across the province imploring them to fill almost all of the beds they have kept empty throughout the first wave of COVID-19 infec… [+2984 chars]   \n",
      "6     Ontario's education minister says he's considering shortening the list of COVID-19 symptoms that require kids to stay home from school shortly after British Columbia announced it's doing the same. \\r\\n… [+3691 chars]   \n",
      "7     Thirteen Ottawa pharmacies will begin offering free COVID-19 tests Friday to people who have no symptoms of the viral illness, the province says.\\r\\nLast week, Premier Doug Ford announced the province … [+1119 chars]   \n",
      "8      They say Mounties always get their man but it's likely easier when the suspects are fast asleep.\\r\\nThat was the case last week when an officer near Rocky Mountain House spotted a vehicle pulled over o… [+753 chars]   \n",
      "9       An Ontario woman says she may have seen the distress flares fired by a sailor the night he vanished on Lake Erie. But when she reported the incident to the Canadian Coast Guard, she says she wasn't t… [+5835 chars]   \n",
      "10    An arrest made in connection with a stolen vehicle in Portage la Prairie later led RCMP to a stash of drugs, Mounties say.\\r\\nThe investigation started on Sept. 15 at 9:50 a.m., when police got a call … [+1380 chars]   \n",
      "11      U.S. President Donald Trump's nominee to lead the Department of Homeland Security (DHS) denied allegations Wednesday that he molded intelligence reports to suit the administration, telling a Senate c… [+6197 chars]   \n",
      "12      Britain's Prince Harry and his American wife Meghan have called on Americans to register to vote in the upcoming U.S. presidential election, entering into political territory where British royals tra… [+1847 chars]   \n",
      "13    Being cooped up at home in a pandemic presents a series of inconvenient challenges for everyone, but for some, those challenges can be life-threatening.\\r\\n\"There's a whole host of reasons why COVID-19… [+4876 chars]   \n",
      "14      It's a bizarre situation only possible because of the pandemic: two men, each accused of first-degree murder, casually chatting about their cases and the jails they're being held in while awaiting th… [+3182 chars]   \n",
      "15    Airbnb is launching a new program for cities and tourist organizations aimed at helping them ensure compliance with local rules.\\r\\nVancouver and Calgary are among the 10 North American cities included… [+1282 chars]   \n",
      "16    Ottawa general manager Pierre Dorion says longtime Senators goaltender Craig Anderson will not be offered a new contract by the NHL club.\\r\\nIn an availability with reporters Wednesday, Dorion thanked … [+1083 chars]   \n",
      "17      The Liberal MP representing the area where the First Nation at the centre of a dispute over lobster fishing is located says its time the Trudeau government defined the rules for an Indigenous moderat… [+5915 chars]   \n",
      "18       Dustin Kusch was stabbed an hour-and-a-half before a passerby discovered the injured 35-year-old, according to Calgary police, who are now looking for two men believed to have information on what's n… [+917 chars]   \n",
      "19    Three people who are neither students nor staff at Fellowes High School in Pembroke, Ont., have tested positive for COVID-19.\\r\\nThe new cases are nevertheless connected to the outbreak that closed the… [+1132 chars]   \n",
      "20    The Fredericton Playhouse is preparing to welcome the public back for a small selection of shows after COVID-19 restrictions brought its spring season to an unexpected end.\\r\\nExecutive director Tim Ye… [+2355 chars]   \n",
      "21    Jury deliberations for a second-degree murder trial in Winnipeg have been put on hold so a juror can be tested for COVID-19.\\r\\nCourt of Queen's Bench Justice Vic Toews told the remaining 11 jurors tha… [+2405 chars]   \n",
      "22    Brenda Robertson, who made New Brunswick history when she became the first woman elected to the legislature and to serve in cabinet, has died. She was 91.\\r\\nRobertson died Wednesday at her home in Mon… [+1238 chars]   \n",
      "23      Canada, along with the United States and United Kingdom, has condemned the inauguration of Belarusian President Alexander Lukashenko and is seeking to hold his government accountable by preparing san… [+4001 chars]   \n",
      "24  Alberta Premier Jason Kenney is scheduled to respond to the federal government's throne speech at a news conference Thursday. \\r\\nYou can watch Kenney's comments here starting at 10 a.m. MT. \\r\\nIn a sta… [+2066 chars]   \n",
      "25    Snow is good for brook trout, and that could be bad news, according to a recent study sponsored by the Ellen's Creek's Watershed Group in Charlottetown.\\r\\nThe group hired Harriet Laver, an environment… [+1529 chars]   \n",
      "26                                                                                                                                                                                                                        None   \n",
      "27      More than a month after the Canada Revenue Agency took its website offline in the wake of a major cyberattack, the federal tax collection agency won't say when it expects its online services to fully… [+1745 chars]   \n",
      "28                                                                                                                                                                                                                        None   \n",
      "29    The YMCA in northeastern Ontario is reaching out to the community for help.\\r\\nOfficials with the organization say they've lost over $3 million since the pandemic began, and the future of the associati… [+2736 chars]   \n",
      "30    Justin Trudeau says former Liberal prime minister John Turner was someone who knew that Canadians had to work hard for democracy and that it should never be taken for granted.\\r\\n\"Today, we remember hi… [+2684 chars]   \n",
      "31     The Nova Scotia government is changing the licensing rules to reduce costs and \"administrative burdens\" for taxi and ride-hailing services.\\r\\nOn Tuesday, Halifax regional council approved changes that… [+929 chars]   \n",
      "32     Police in York Region have laid charges against an 18-year-old Markham student after he allegedly made anti-Black comments during a Grade 12 online learning session.\\r\\nYork Regional Police say a high … [+831 chars]   \n",
      "33                                                                                                                                                                                                                        None   \n",
      "34    The Trudeau government's plan to shepherd the economy safely past the COVID crisis includes its long-standing promise to make sure all parts of Canada have access to high-speed internet.\\r\\nThe throne … [+1103 chars]   \n",
      "35    A total of 11 missing at-risk young people and two missing adults were located as part of a weekend sweep in Winnipeg aimed at protecting people at high risk of being sexually exploited.\\r\\nAs well, ei… [+1070 chars]   \n",
      "36    The latest:\\r\\n<ul><li>A COVID-19 outbreak that has hit three units within Foothills hospital in Calgary has claimed three lives as of Wednesday, with 17 other patients and nine staff testing positive.… [+7983 chars]   \n",
      "37    Manitoba's premier says calls from Canada's premiers for increased federal funding for health care were \"ignored\" in the Liberal government's throne speech Wednesday\\r\\n\"There's a fundamental imbalance… [+1472 chars]   \n",
      "38    Work on a family farm in Chaudière-Appalaches has effectively come to a standstill since several members of the staff contracted COVID-19. \\r\\nNine people at Pellerat farm were forced to self-isolate, … [+4408 chars]   \n",
      "39    Newfoundland and Labrador recorded no new cases of COVID-19 Thursday, as the province extended its streak of beating back the virus that is spiking in other Canadian provinces. \\r\\nThere continues to b… [+2423 chars]   \n",
      "40  Nova Scotia reported no new cases of COVID-19 on Thursday based on testing completed the previous day.\\r\\nThere is currently only one known active case in the province's western zone.\\r\\nOn Tuesday, Dr. … [+1086 chars]   \n",
      "41    Montreal Public Health officials will be calling only those who test positive for COVID-19 and those who are at highest risk of doing so, from now on. \\r\\n\"We will continue to contact people who were i… [+2813 chars]   \n",
      "42    First, there was the Atlantic Bubble.\\r\\nNow, there's movement to knit the region closer together with the \"Atlantic Loop,\" a catchy phrase that the federal Liberals presented in the speech from the th… [+5166 chars]   \n",
      "43                                                                                                                                                                                                                        None   \n",
      "44  There are no new cases of COVID-19 reported in New Brunswick on Tuesday.\\r\\nThree cases remain active in the Moncton region, or health Zone 1.\\r\\nOn Monday, 576 tests were conducted for COVID-19. A total… [+1281 chars]   \n",
      "45     Montreal's Felix Auger-Aliassime advanced to the second-round of the Hamburg Open clay-court tennis tournament with a 6-2, 7-6 (2) win over Italian Lorenzo Sonego on Tuesday.\\r\\nThe 20-year-old dominat… [+859 chars]   \n",
      "46   There are no new cases of COVID-19 in Newfoundland and Labrador, the provincial government said Tuesday. \\r\\nThe province has gone four days without a new case of the virus. There is one active case.\\r\\n… [+760 chars]   \n",
      "47     Evacuation alerts have now been lifted for the only remaining properties in British Columbia still affected by wildfire.\\r\\nThe Regional District of Central Kootenay says it has removed alerts covering… [+736 chars]   \n",
      "48      A teacher at a West Vancouver, B.C., high school has made a complaint to WorkSafeBC after she contracted COVID-19 following a positive test for a student in her classroom, according to the city's tea… [+2900 chars]   \n",
      "49    Even the world's richest soccer league is worried that it can't function as normal much longer without fans in the stands.\\r\\nAfter the British government imposed new pandemic restrictions on Tuesday, … [+3734 chars]   \n",
      "\n",
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      "17                                                            [mp, representing, kings, hants, sipekne, katik, nation, calling, government, define, rules, moderate, livelihood, fishery, kody, blois, ambiguity, uncertainty, ]  \n",
      "18                                                                                                                       [dustin, kusch, stabbed, half, passerby, discovered, injured, 35, police, believed, deemed, homicide, ]  \n",
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      "23  [canada, united, states, united, kingdom, condemned, inauguration, belarus, president, alexander, lukashenko, seeking, hold, government, accountable, preparing, sanctions, individuals, allegedly, human, rights, violat, ]  \n",
      "24                                                                                               [alberta, premier, jason, kenney, expressed, disappointment, federal, government, throne, speech, expected, podium, concerns, ]  \n",
      "25                                                                                                                                              [snow, brook, trout, sponsored, ellen, creek, watershed, group, charlottetown, ]  \n",
      "26                                                                                                                                    [prime, minister, justin, trudeau, tribute, prime, minister, john, turner, house, commons]  \n",
      "27                                                                                                             [canada, revenue, agency, offline, wake, major, cyberattack, federal, tax, collection, agency, expects, normal, ]  \n",
      "28                                                                                                            [hundreds, projections, paintings, vincent, van, gogh, immersive, exhibit, display, rbc, convention, centre, 31, ]  \n",
      "29                                                                                                                                                                          [ymca, northeastern, ontario, reaching, community, ]  \n",
      "30                                                                           [prime, minister, justin, trudeau, representatives, political, parties, tribute, house, commons, liberal, prime, minister, john, turner, age, 91, ]  \n",
      "31                                                                    [nova, scotia, department, transportation, infrastructure, renewal, licensing, rules, taxis, ride, hailing, halifax, regional, council, uber, lyft, ope, ]  \n",
      "32                                                                                                                          [police, york, region, laid, charges, 18, markham, allegedly, black, grade, 12, learning, session, ]  \n",
      "33                                             [metro, ismaila, alfa, tdsb, ryan, bird, susy, hota, medical, director, infection, prevention, control, university, health, network, concerns, cases, covid, 19, rise, ontario, ]  \n",
      "34                                                                                [trudeau, government, plan, shepherd, economy, safely, covid, crisis, includes, long, standing, promise, parts, canada, access, high, speed, ]  \n",
      "35                                                                                                    [11, missing, risk, missing, adults, part, weekend, sweep, winnipeg, aimed, protecting, high, risk, sexually, exploited, ]  \n",
      "36                                                                                     [covid, 19, outbreak, declared, royal, alexandra, hospital, edmonton, outbreak, foothills, medical, centre, calgary, claimed, patients, ]  \n",
      "37                                                                                                       [manitoba, premier, canada, premiers, increased, federal, funding, health, care, liberal, government, throne, speech, ]  \n",
      "38                                                                                                   [farms, forced, suspend, operations, virus, spread, workers, chaudière, appalaches, trouble, house, party, la, pocatière, ]  \n",
      "39                                                                                              [newfoundland, labrador, recorded, cases, covid, 19, province, extended, streak, beating, virus, spiking, canadian, provinces, ]  \n",
      "40                                                                                                                                                [cases, covid, 19, nova, scotia, data, testing, active, covid, 19, province, ]  \n",
      "41                                                                                                                                                       [health, officials, direct, positive, cases, leaving, rest, patients, ]  \n",
      "42                                                                                   [federal, liberals, outline, proposed, regional, energy, grid, wean, maritimes, coal, touting, labrador, hydroelectricity, major, player, ]  \n",
      "43                                                                                                                                                                                                                    [21, 2020]  \n",
      "44                                                                                                                                                                                               [cases, covid, 19, brunswick, ]  \n",
      "45                                                                                            [montreal, felix, auger, aliassime, advanced, hamburg, clay, court, tennis, tournament, 6, 2, 7, 6, 2, italian, lorenzo, sonego, ]  \n",
      "46                                                                                                                                                                                                           [virus, province, ]  \n",
      "47                                                                                                             [regional, district, central, kootenay, alerts, covering, 46, properties, slocan, valley, advice, bc, wildfire, ]  \n",
      "48                                                                                                             [sentinel, reached, west, vancouver, association, grade, 12, tested, positive, disease, association, president, ]  \n",
      "49                                                                                                                                                  [richest, soccer, league, worried, function, normal, longer, fans, stands, ]  \n"
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      "38  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
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      "                                          author  \\\n",
      "0                                                  \n",
      "1         By JONATHAN J. COOPER Associated Press   \n",
      "2                           The Associated Press   \n",
      "3    By LISA J. ADAMS WAGNER and BRUCE SCHREINER   \n",
      "4        By SUSAN MONTOYA BRYAN Associated Press   \n",
      "5                    By BEN FOX Associated Press   \n",
      "6             By CARLEY PETESCH Associated Press   \n",
      "7                                                  \n",
      "8                                                  \n",
      "9                By DAVID BAUDER AP Media Writer   \n",
      "10                                                 \n",
      "11               By MITCH STACY AP Sports Writer   \n",
      "12            By PETE IACOBELLI AP Sports Writer   \n",
      "13                                                 \n",
      "14                                                 \n",
      "15                                                 \n",
      "16              By DAVE SKRETTA AP Sports Writer   \n",
      "17                                                 \n",
      "18                                                 \n",
      "19                          The Associated Press   \n",
      "20                       By The Associated Press   \n",
      "21               By DAVID SHARP Associated Press   \n",
      "22     By ELLIOTT MOORE For The Associated Press   \n",
      "23                  MELISSA MURPHY Sports Writer   \n",
      "24                By BEN FINLEY Associated Press   \n",
      "25                                                 \n",
      "26           By HILLEL ITALIE AP National Writer   \n",
      "27                       By The Associated Press   \n",
      "28                                                 \n",
      "29                                                 \n",
      "30            By DAVID GINSBURG AP Sports Writer   \n",
      "31             By MARK THIESSEN Associated Press   \n",
      "32                                                 \n",
      "33         By MICHAEL KUNZELMAN Associated Press   \n",
      "34  By RALPH D. RUSSO AP College Football Writer   \n",
      "35               By WILL GRAVES AP Sports Writer   \n",
      "36                                                 \n",
      "37            By COLLEEN SLEVIN Associated Press   \n",
      "38                       By The Associated Press   \n",
      "39       By SUSAN MONTOYA BRYAN Associated Press   \n",
      "40             By JOSEPH KRAUSS Associated Press   \n",
      "41             By GRAHAM DUNBAR AP Sports Writer   \n",
      "42             By KEVIN FREKING Associated Press   \n",
      "43                                  Jill Lawless   \n",
      "44               By WILL GRAVES AP Sports Writer   \n",
      "45              By JAMEY KEATEN Associated Press   \n",
      "46           By MARYCLAIRE DALE Associated Press   \n",
      "47                                                 \n",
      "48                              Larry Neumeister   \n",
      "49                                  Danica Kirka   \n",
      "\n",
      "                                                                                                                      title  \\\n",
      "0                                                                      Wisconsin Legislature appeals absentee ballot ruling   \n",
      "1                                                                   Governor, secretary of state spar over election changes   \n",
      "2                                                                  Closing prices for crude oil, gold and other commodities   \n",
      "3                                                               Black attorney general chokes up during Taylor announcement   \n",
      "4                                                               New Mexico objects to license for nuclear fuel storage plan   \n",
      "5                                                                 Trump Homeland Security pick denies intelligence meddling   \n",
      "6                                                                UN rights experts calls on Mali junta to release officials   \n",
      "7                                                               A timeline of events related to the death of Breonna Taylor   \n",
      "8                                                                 Black man held at gunpoint by Arizona officer seeks $2.5M   \n",
      "9                                                                  Success of Ginsburg film inspires CNN look at John Lewis   \n",
      "10                                                              Panthers put McCaffrey on injured reserve with ankle injury   \n",
      "11                                                              Budget shortfall forces deep cuts in Ohio St sports program   \n",
      "12                                                                         Defense ahead of the offense early in ACC season   \n",
      "13  Attorney Ben Crump tweets that lack of charges directly related to Breonna Taylor's death is \"outrageous and offensive\"   \n",
      "14                                                                  Prep football game in Kent County will be on big screen   \n",
      "15                                                                Family of man shot by police expected to push for charges   \n",
      "16                                                                 Mizzou's Drinkwitz: transparency trumps competitive edge   \n",
      "17                                                               Actor Ryan Reynolds looking to invest in Welsh soccer club   \n",
      "18                                                                   Nike, Western Digital rise; Stitch Fix, Steelcase fall   \n",
      "19                                                                               How major US stock indexes fared Wednesday   \n",
      "20                                                                      Crowds protest Taylor decision; police make arrests   \n",
      "21                                                                  Navy releases documents from Cold War loss of submarine   \n",
      "22                                                                                                     Texas Fishing Report   \n",
      "23                                                                Original 9 trailblazers stood for tennis equality in 1970   \n",
      "24                                                              Restrictions may be loosened even further for John Hinckley   \n",
      "25                                                                 Idaho aims for 1M registered voters in November election   \n",
      "26                                                                     Woodward's 'Rage' sells 600,000 copies in first week   \n",
      "27                                                             The Latest: Bosnia asks COVID-19 vaccine be available to all   \n",
      "28    Judge sets deadline before presidential election for Eric Trump to meet with NY investigators probing family business   \n",
      "29                                                              Dietzen returns to Badgers; Pearson out for medical reasons   \n",
      "30                                                                Ball-hawking, All-Pro Ravens CB Humphrey ready for Chiefs   \n",
      "31                                                              Brown bear breaks into the Alaska Zoo, kills popular alpaca   \n",
      "32                                                                     French media: Top chef Pierre Troisgros dies aged 92   \n",
      "33                                                             Lawyers eye neo-Nazi website founder's assets for $14M award   \n",
      "34                                                                Ill. Rep. Schakowsky backs College Athlete Bill of Rights   \n",
      "35                                                               Welcome to \"Blitzburgh\"; Sack-happy Steelers causing chaos   \n",
      "36  Police declare unlawful assembly before Louisville curfew, say chemical agents may be used if protesters don't disperse   \n",
      "37                                                               US appeals court in Denver eyes American Samoa citizenship   \n",
      "38                                                              They said it: Leaders at the virtual UN, in their own words   \n",
      "39                                                                 Albuquerque aims to save spirit of annual balloon fiesta   \n",
      "40                                                                      Israel tightens second lockdown as virus cases soar   \n",
      "41                                                                Russian Olympic biathlon champion loses Sochi doping case   \n",
      "42                                                               Trump pays respects to late Supreme Court Justice Ginsburg   \n",
      "43                                                              British Academy Film Awards change rules to boost diversity   \n",
      "44                                                                  No. 21 Pitt faces speedy test against No. 24 Louisville   \n",
      "45                                                              Court convicts 12 over tennis-playing protest at Swiss bank   \n",
      "46                                                                Post office defends on claims that cuts threaten election   \n",
      "47                                                             Nursing homes lead list of reported Kansas COVID-19 clusters   \n",
      "48                                                    President's niece files suit saying family cheated her of millions...   \n",
      "49                                                                 UK may take part in COVID-19 vaccine 'challenge studies'   \n",
      "\n",
      "                                                                                                                                                                                                                                                             description  \\\n",
      "0                      MADISON, Wis. (AP) — The Republican-controlled Wisconsin Legislature on Wednesday appealed a federal court ruling that allows for absentee ballots to be counted up to six days after the Nov. 3 presidential election in the battleground state.   \n",
      "1             PHOENIX (AP) — An effort by Arizona's top election official to introduce telephone and videoconferencing options for people to register and vote in certain circumstances has drawn the ire of Gov. Doug Ducey and some county election officials who say…   \n",
      "2                                                                                                      Benchmark U.S. crude oil for November delivery rose 33 cents to $39.93 a barrel Wednesday. Brent crude oil for November delivery rose 5 cents to $41.77 a barrel.   \n",
      "3                                                                        Kentucky’s Black state attorney general choked up and held back tears Wednesday while explaining why no police officers are facing criminal charges directly related to Breonna Taylor’s death.   \n",
      "4   ALBUQUERQUE, N.M. (AP) — The state of New Mexico is strongly objecting to federal nuclear regulators' preliminary recommendation that a license be granted to build a multibillion-dollar storage facility for spent nuclear fuel from commercial power plants arou…   \n",
      "5   WASHINGTON (AP) — President Donald Trump’s nominee to lead the Department of Homeland Security denied allegations Wednesday that he molded intelligence reports to suit the administration, telling a Senate committee that a recent whistleblower's report is “pat…   \n",
      "6                                                                                       DAKAR, Senegal (AP) — A United Nations human rights expert on Wednesday urged Mali’s junta to release former government officials they have held since a coup d’etat on Aug. 18.   \n",
      "7                                                            LOUISVILLE, Ky. (AP) — Here is a timeline of events that began with the death of Breonna Taylor, a Black woman whose killing by police in her home in Kentucky has encouraged a national reckoning on race:   \n",
      "8                                                                          PHOENIX (AP) — A Black man filed a $2.5 million claim Wednesday against the city of Tempe, Arizona, after a police officer held him at gunpoint while looking for a white suspect at a hotel.   \n",
      "9                                                                                                   NEW YORK (AP) — Indirectly, the late Supreme Court Justice Ruth Bader Ginsburg inspired CNN Films' new documentary on the life of civil rights icon Rep. John Lewis.   \n",
      "10                                                                                                   CHARLOTTE, N.C. (AP) — The Panthers have placed Christian McCaffrey on short-term injured reserve, meaning the All-Pro running back will miss at least three games.   \n",
      "11                                 COLUMBUS, Ohio (AP) — Ohio State's athletic department will cut 25 jobs, furlough hundreds of other employees and ask coaches and others to take 5% pay cuts to help grapple with a projected $107 million budget deficit due to the…   \n",
      "12                                                                                                                              Defense seems to have the early edge in the Atlantic Coast Conference after the start of this pandemic-affected college football season.   \n",
      "13                                                                                                                       LOUISVILLE, Ky. (AP) — Attorney Ben Crump tweets that lack of charges directly related to Breonna Taylor's death is \"outrageous and offensive.\"   \n",
      "14                                                                                                                                                                       LOWELL, Mich. (AP) — A high school football game in western Michigan is hitting the big screen.   \n",
      "15                               ASBURY PARK, N.J. (AP) — Relatives of a man fatally shot by police last month planned to hold a rally Wednesday where they were expected to press for criminal charges, a day after authorities released bodycam video of the shooting.   \n",
      "16                                                                                                                                      KANSAS CITY, Mo. (AP) — Eli Drinkwitz could have kept private the COVID-19 testing numbers within the Missouri football program.   \n",
      "17                                                                                                                                    WREXHAM, Wales (AP) — Hollywood stars Ryan Reynolds and Rob McElhenney could be making an unlikely foray into the soccer business.   \n",
      "18                                                                                                                                                                                          NEW YORK (AP) — Stocks that moved heavily or traded substantially Wednesday:   \n",
      "19                                                                        Technology companies dragged U.S. stocks sharply lower Wednesday as Wall Street's tumultuous month continues to churn.  The latest losses erased the S&P 500's gains from a day earlier and...   \n",
      "20                                                                                                            LOUISVILLE, Ky. (AP) — The Latest on a grand jury's decision not to indict police officers on criminal charges directly related to Breonna Taylor's death:   \n",
      "21                    PORTLAND, Maine (AP) — The Navy began releasing documents from the investigation into the deadliest submarine disaster in U.S. history on Wednesday, but the Navy said the documents released under a court order don’t shed any new light on the…   \n",
      "22                                                              The weekly fishing report as compiled for the Texas Parks and Wildlife Department for Sept. 23 and also available on the internet at https://tpwd.texas.gov/fishboat/fish/recreational/fishreport.phtml:   \n",
      "23                             NEW YORK (AP) — Billie Jean King and eight other women of the “Original 9” are celebrating the 50th anniversary of signing $1 contracts and breaking away from the U.S. tennis establishment to form the Virginia Slims circuit in 1970.…   \n",
      "24                                                                                                          The man who tried to assassinate President Ronald Reagan may soon get the most freedom he's had since since the shooting outside a Washington hotel in 1981.   \n",
      "25                                                                     BOISE, Idaho (AP) — Elections officials in Idaho have said they are aiming for a million registered voters in the state this year, many of whom are expected to vote by mail during the pandemic.   \n",
      "26                                                                                   NEW YORK (AP) — Bob Woodward's “Rage” sold more than 600,000 copies in its first week of publication, continuing a yearlong wave of blockbuster books about President Donald Trump.   \n",
      "27                                                                                                                                                                                      UNITED NATIONS (AP) — The Latest from the U.N. General Assembly (all times EDT):   \n",
      "28                                                                                                                                NEW YORK (AP) — Judge sets deadline before presidential election for Eric Trump to meet with NY investigators probing family business.   \n",
      "29                                                                                             MADISON, Wis. (AP) — Wisconsin has regained offensive lineman Jon Dietzen and lost safety Reggie Pearson as the Badgers resume practices for the pandemic-delayed season.   \n",
      "30                                                               Whether it's knocking down a pass, punching the ball loose or going the other way with an interception, Baltimore Ravens All-Pro cornerback Marlon Humphrey has a knack for making game-changing plays.   \n",
      "31                                                    ANCHORAGE, Alaska (AP) — A wild brown bear tunneled under perimeter fencing and killed a popular alpaca at the Alaska Zoo in Anchorage, officials said Wednesday. It was killed a day later by wildlife officials.   \n",
      "32                                                                                                      PARIS (AP) — Pierre Troisgros, one of France's top chefs who helped reinvent the country's traditional cuisine, died on Wednesday, French media said. He was 92.   \n",
      "33                    Attorneys for a Montana real estate agent are eyeing the assets of a neo-Nazi website operator to collect a $14 million court judgment against the man for an anti-Semitic online “troll storm” that he orchestrated against the Jewish woman and…   \n",
      "34                                                                                                          Rep. Jan Schakowsky, chairwoman of the House Commerce Subcommittee, is backing the College Athlete Bill of Rights crafted by a group of Democratic senators.   \n",
      "35                                                                                                                             PITTSBURGH (AP) — The pressure came from everywhere. Up the middle. Off the edge. On stunts. On good old-fashioned one-on-one domination.   \n",
      "36                                                                                                                       LOUISVILLE, Ky. (AP) — Police declare unlawful assembly before Louisville curfew, say chemical agents may be used if protesters don't disperse.   \n",
      "37   DENVER (AP) — Whether people who live in territories controlled by the U.S. automatically become citizens under a constitutional amendment that secured citizenship for freed slaves was a major focus of arguments Wednesday in a federal appeals court in Denver…   \n",
      "38                                                                                                                                              Lots of leaders saying lots of things about lots of topics — topics that matter to them, to their regions, to the world.   \n",
      "39  ALBUQUERQUE, N.M. (AP) — Fall in Albuquerque just isn’t fall without the annual international hot air balloon fiesta, with its massive morning ascensions filling the skies with colorful balloons from around the globe as spectators watch from the packed launch…   \n",
      "40           JERUSALEM (AP) — Israel on Thursday moved to further tighten its second countrywide lockdown as coronavirus cases continued to soar, ordering all nonessential businesses to close and requiring people to stay within 1,000 meters (yards) of their homes.   \n",
      "41                                                                   GENEVA (AP) — Two-time Olympic biathlon champion Olga Zaitseva lost her appeal Thursday against disqualification from the 2014 Sochi Olympics for her part in Russia’s state-backed doping program.   \n",
      "42                                                            WASHINGTON (AP) — President Donald Trump paid respects to late Supreme Court Justice Ruth Bader Ginsburg Thursday morning, just two days before he announces his nominee to replace her on the high court.   \n",
      "43                                                                       LONDON (AP) — Britain’s film academy is shaking up its membership and its awards voting rules in a review prompted by the glaring lack of diversity in the nominations.  The British Academy...   \n",
      "44                                                                                                                                                        PITTSBURGH (AP) — The warm-up portion of No. 21 Pittsburgh's schedule is over and coach Pat Narduzzi knows it.   \n",
      "45                             GENEVA (AP) — A Swiss appeals court on Thursday convicted a dozen environmental activists who took part in a rogue tennis match inside a Lausanne branch of Credit Suisse to protest the Swiss bank's links to the petrochemicals sector.   \n",
      "46                                                          PHILADELPHIA (AP) — Lawyers for the U.S. Postal Service were in court Thursday to defend accusations that service cuts are slowing down the mail and threatening the integrity of the presidential election.   \n",
      "47                          TOPEKA, Kan. (AP) — Nursing homes make up nearly half of the places in Kansas linked to active coronavirus clusters of five or more cases and some of them still are struggling to find testing supplies despite heightened federal testing…   \n",
      "48                                                                NEW YORK (AP) — Donald Trump’s niece followed up her best-selling, tell-all book with a lawsuit Thursday alleging that the president and two of his siblings cheated her out of millions of dollars...   \n",
      "49                                                                LONDON (AP) — The British government says it may take part in a study that tries to deliberately infect volunteers who have been given an experimental vaccine against the coronavirus in an effort...   \n",
      "\n",
      "                                                                                                                  url  \\\n",
      "0                                                                 https://apnews.com/f8c8caa7939ffa6725b8e7cd145bf528   \n",
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      "13                                                                https://apnews.com/8592563f5b5f42db2570383ac9c4ac56   \n",
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      "15                                                                https://apnews.com/d2d0267c181a1f9e77030868b3a50a8f   \n",
      "16                                                                https://apnews.com/fdc3520cb5686a6ee38f3f94f9fe4c7d   \n",
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      "                                                                                                                                                                                                                       content  \\\n",
      "0       MADISON, Wis. (AP) The Republican-controlled Wisconsin Legislature on Wednesday appealed a federal court ruling that allows for absentee ballots to be counted up to six days after the Nov. 3 presiden… [+1348 chars]   \n",
      "1       Arizona law allows voters who turn in a registration form before the deadline to resolve problems, such as a missing signature, that emerge after the deadline. The dispute is over whether a voter reg… [+1642 chars]   \n",
      "2      Benchmark U.S. crude oil for November delivery rose 33 cents to $39.93 a barrel Wednesday. Brent crude oil for November delivery rose 5 cents to $41.77 a barrel.\\r\\nWholesale gasoline for October deliv… [+629 chars]   \n",
      "3     Some reacted to Camerons remarks with anger, and claimed he was putting on an emotional show.\\r\\nHis statements to me are crocodile tears, said Davante Lewis, director of public affairs and outreach at… [+1117 chars]   \n",
      "4       A group of Democratic state lawmakers also raised concerns, sending separate comments to the commission that pointed to resolutions passed by a number of cities and counties in New Mexico and Texas t… [+1384 chars]   \n",
      "5     It is patently false. It is a fabrication, completely,\" Wolf told the committee.\\r\\nWolf said Murphy was reassigned because of credible allegations that he had directed the collection of information ab… [+1321 chars]   \n",
      "6     Tine said 13 of the 18 detained officials are still being held at the Kati military camp in the Malian capital of Bamako.\\r\\nThere is no legal basis for detention of the former prime minister, the form… [+1243 chars]   \n",
      "7       FILE - Protesters participate in the Good Trouble Tuesday march for Breonna Taylor, on Tuesday, Aug. 25, 2020, in Louisville, Ky. A lawyer for Breonna Taylor's family said a plea deal was offered to … [+1668 chars]   \n",
      "8      PHOENIX (AP) A Black man filed a $2.5 million claim Wednesday against the city of Tempe, Arizona, after a police officer held him at gunpoint while looking for a white suspect at a hotel.\\r\\nThe Arizon… [+961 chars]   \n",
      "9     NEW YORK (AP) Indirectly, the late Supreme Court Justice Ruth Bader Ginsburg inspired CNN Films' new documentary on the life of civil rights icon Rep. John Lewis.\\r\\nThe unexpected commercial success o… [+1359 chars]   \n",
      "10   Carolina Panthers running back Christian McCaffrey (22) scores against the Tampa Bay Buccaneers during the second half of an NFL football game Sunday, Sept. 20, 2020, in Tampa, Fla.\\r\\nJason Behnken\\r\\nC… [+991 chars]   \n",
      "11    Schools around the country have cut more than 100 sports from their programs to help deal with budget shortfalls from the pandemic, including at least 84 at Division I programs.\\r\\nSmith said 47 contra… [+1130 chars]   \n",
      "12      All that stuff, you cant compare it to normal years, said Narduzzi, whose Panthers rank only behind Oklahoma and BYU in defense. You can go say, Were No. 1 in rush defense, No. 1 in passing offense. … [+1175 chars]   \n",
      "13     LOUISVILLE, Ky. (AP) Attorney Ben Crump tweets that lack of charges directly related to Breonna Taylor's death is \"outrageous and offensive.\"\\r\\nCopyright 2020 The Associated Press. All rights reserved… [+135 chars]   \n",
      "14    LOWELL, Mich. (AP) A high school football game in western Michigan is hitting the big screen.\\r\\nLowell plans to hold a drive-in-style event Friday night to show its game against Northview and raise mo… [+1000 chars]   \n",
      "15      ASBURY PARK, N.J. (AP) Relatives of a man fatally shot by police last month planned to hold a rally Wednesday where they were expected to press for criminal charges, a day after authorities released … [+1205 chars]   \n",
      "16      FILE - In this Sept. 28, 2019, file photo, then-Appalachian State head coach Eli Drinkwitz shouts in the second quarter of an NCAA football game against Coastal Carolina, in Boone, N.C. The debut sea… [+1881 chars]   \n",
      "17      FILE - In this Tuesday, Dec. 10, 2019 file photo, Ryan Reynolds attends the premiere of Netflix's \"6 Underground\" at The Shed at Hudson Yards on in New York. Hollywood stars Ryan Reynolds and Rob McE… [+1724 chars]   \n",
      "18   NEW YORK (AP) Stocks that moved heavily or traded substantially Wednesday:\\r\\n3M Co., down $2.83 to $159.51.\\r\\nThe maker of adhesives and protective equipment is considering selling its food safety busi… [+871 chars]   \n",
      "19    Technology companies dragged U.S. stocks sharply lower Wednesday as Wall Streets tumultuous month continues to churn. \\r\\nThe latest losses erased the S&amp;P 500s gains from a day earlier and deepened… [+1005 chars]   \n",
      "20    LOUISVILLE, Ky. (AP) The Latest on a grand jury's decision not to indict police officers on criminal charges directly related to Breonna Taylor's death:\\r\\nLOUISVILLE, Ky. Police have detained some peo… [+1047 chars]   \n",
      "21    Not everyone was satisfied with the Navys conclusions.\\r\\nRetired Capt. James Bryant, commander of a Thresher-class submarine, requested the documents under the federal Freedom of Information Act and u… [+1081 chars]   \n",
      "22      TEXANA: GOOD. Water stained; 84 degrees; 1.49 low. Largemouth bass are good with a deeper structure, still excelling more than shallow, for now. Established brush piles submerged timber and points ha… [+1610 chars]   \n",
      "23      She called it perfect timing when tobacco ads were banned on TV in 1971, making a budget available for Philip Morris to sponsor the women's tennis circuit. It used the Virginia Slims slogan Youve com… [+1129 chars]   \n",
      "24      When jurors found him not guilty by reason of insanity, they said he needed treatment, not a lifetime in confinement. He spent decades living at a psychiatric hospital in the nation's capital before … [+1131 chars]   \n",
      "25    BOISE, Idaho (AP) Elections officials in Idaho have said they are aiming for a million registered voters in the state this year, many of whom are expected to vote by mail during the pandemic.\\r\\nAbout … [+1071 chars]   \n",
      "26  This cover image released by Simon &amp; Schuster shows \"Rage\" by Bob Woodward.\\r\\nHONS\\r\\nNEW YORK (AP) Bob Woodward's Rage sold more than 600,000 copies in its first week of publication, continuing a y… [+1016 chars]   \n",
      "27      In this image made from UNTV video, delegates attend the 75th session of the United Nations General Assembly, Wednesday, Sept. 23, 2020, at UN headquarters in New York. The U.N.'s first virtual meeti… [+1787 chars]   \n",
      "28     NEW YORK (AP) Judge sets deadline before presidential election for Eric Trump to meet with NY investigators probing family business.\\r\\nCopyright 2020 The Associated Press. All rights reserved. This ma… [+142 chars]   \n",
      "29     MADISON, Wis. (AP) Wisconsin has regained offensive lineman Jon Dietzen and lost safety Reggie Pearson as the Badgers resume practices for the pandemic-delayed season.\\r\\nThe Badgers released a roster … [+933 chars]   \n",
      "30      During training camp, coach John Harbaugh said, Marlon is all over the field. Hes physical. Hes running to the ball. Eyes are where theyre supposed to be in coverage. I would say hes taking it up ano… [+1241 chars]   \n",
      "31      ANCHORAGE, Alaska (AP) A wild brown bear tunneled under perimeter fencing and killed a popular alpaca at the Alaska Zoo in Anchorage, officials said Wednesday. It was killed a day later by wildlife o… [+1011 chars]   \n",
      "32     PARIS (AP) Pierre Troisgros, one of France's top chefs who helped reinvent the country's traditional cuisine, died on Wednesday, French media said. He was 92.\\r\\nFrench reports quoted the head of the M… [+933 chars]   \n",
      "33      We are prepared to follow these defendants around for the rest of their lives to collect on these judgments. That includes seizing any assets, putting liens on their homes, garnishing wages,\" said In… [+1269 chars]   \n",
      "34      Flanked by other members of the Illinois congressional delegation, U.S. Rep. Jan Schakowsky speaks about the importance of the United States Postal Service during a press conference outside the USPS … [+1365 chars]   \n",
      "35    PITTSBURGH (AP) The pressure came from everywhere. Up the middle. Off the edge. On stunts. On good old-fashioned one-on-one domination.\\r\\nStill, Denver quarterback Jeff Driskel thought he'd figured th… [+1329 chars]   \n",
      "36     LOUISVILLE, Ky. (AP) Police declare unlawful assembly before Louisville curfew, say chemical agents may be used if protesters don't disperse.\\r\\nCopyright 2020 The Associated Press. All rights reserved… [+135 chars]   \n",
      "37      DENVER (AP) Whether people who live in territories controlled by the U.S. automatically become citizens under a constitutional amendment that secured citizenship for freed slaves was a major focus of… [+1196 chars]   \n",
      "38     Lots of leaders saying lots of things about lots of topics topics that matter to them, to their regions, to the world.\\r\\nThats what the speechmaking at the U.N. General Assembly invariably produces ea… [+847 chars]   \n",
      "39      ALBUQUERQUE, N.M. (AP) Fall in Albuquerque just isnt fall without the annual international hot air balloon fiesta, with its massive morning ascensions filling the skies with colorful balloons from ar… [+1289 chars]   \n",
      "40      The government ordered synagogues to close for the lockdown, which is expected to last for at least two weeks, but said they could open with limitations for prayers on Yom Kippur, the holiest day in … [+1119 chars]   \n",
      "41    The court said its judges found none of the acts alleged to have committed by these two athletes had been established to its comfortable satisfaction and beyond the mere suspicion of doping.\\r\\nThe ver… [+1163 chars]   \n",
      "42       WASHINGTON (AP) President Donald Trump paid respects to late Supreme Court Justice Ruth Bader Ginsburg Thursday morning, just two days before he announces his nominee to replace her on the high court… [+737 chars]   \n",
      "43    LONDON (AP) Britains film academy is shaking up its membership and its awards voting rules in a review prompted by the glaring lack of diversity in the nominations. \\r\\nThe British Academy of Film and … [+2993 chars]   \n",
      "44    PITTSBURGH (AP) The warm-up portion of No. 21 Pittsburgh's schedule is over and coach Pat Narduzzi knows it.\\r\\nThe evidence jumped off his television screen while Narduzzi watched No. 24 Louisville's … [+1098 chars]   \n",
      "45      Pro-climate activists Paul Castelain, left, and.Claire Corbaz, right, talk to media after the guilty verdict of the trial of 12 pro-climate activists of the LAC collective (Lausanne Action Climat) th… [+1566 chars]   \n",
      "46      PHILADELPHIA (AP) Lawyers for the U.S. Postal Service were in court Thursday to defend accusations that service cuts are slowing down the mail and threatening the integrity of the presidential electi… [+1135 chars]   \n",
      "47      Dr. Lee Norman, the head of the Kansas Department of Health and Environment, answers questions from reporters about the coronavirus pandemic during a news conference, Wednesday, Sept. 23, 2020, at th… [+1835 chars]   \n",
      "48      NEW YORK (AP) Donald Trumps niece followed up her best-selling, tell-all book with a lawsuit Thursday alleging that the president and two of his siblings cheated her out of millions of dollars over s… [+4529 chars]   \n",
      "49      LONDON (AP) The British government says it may take part in a study that tries to deliberately infect volunteers who have been given an experimental vaccine against the coronavirus in an effort to mo… [+4104 chars]   \n",
      "\n",
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      "30                                                                                              [knocking, pass, punching, ball, loose, interception, baltimore, ravens, cornerback, marlon, humphrey, knack, making, game, ]  \n",
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      "32                                                                                                                            [paris, pierre, troisgros, france, chefs, helped, reinvent, traditional, cuisine, french, 92, ]  \n",
      "33                                                                      [attorneys, montana, estate, agent, eyeing, assets, neo, nazi, operator, collect, 14, court, judgment, semitic, troll, storm, orchestrated, jewish, ]  \n",
      "34                                                                              [rep, schakowsky, chairwoman, house, commerce, subcommittee, backing, college, athlete, bill, rights, crafted, group, democratic, senators, ]  \n",
      "35                                                                                                                                                      [pittsburgh, pressure, middle, edge, stunts, fashioned, domination, ]  \n",
      "36                                                                                                        [louisville, ky, police, declare, unlawful, assembly, louisville, curfew, chemical, agents, protesters, disperse, ]  \n",
      "37                                     [denver, territories, controlled, automatically, citizens, constitutional, amendment, secured, citizenship, freed, slaves, major, focus, arguments, federal, appeals, court, denver, ]  \n",
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      "40                                                       [jerusalem, israel, moved, tighten, countrywide, lockdown, coronavirus, cases, continued, soar, nonessential, businesses, requiring, 1, 000, meters, yards, homes, ]  \n",
      "41                                                                       [geneva, olympic, biathlon, champion, olga, zaitseva, lost, appeal, disqualification, 2014, sochi, olympics, part, russia, state, doping, program, ]  \n",
      "42                                                                                        [washington, president, donald, trump, respects, supreme, court, justice, ruth, bader, ginsburg, announces, nominee, high, court, ]  \n",
      "43                                                                          [london, britain, film, academy, shaking, membership, awards, voting, rules, prompted, glaring, lack, diversity, nominations, british, academy, ]  \n",
      "44                                                                                                                                              [pittsburgh, warm, portion, 21, pittsburgh, schedule, coach, pat, narduzzi, ]  \n",
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      "47                                                                   [topeka, kan, nursing, homes, half, kansas, linked, active, coronavirus, clusters, cases, struggling, testing, supplies, heightened, federal, testing, ]  \n",
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      "49                                                                                                        [london, british, government, part, deliberately, infect, volunteers, experimental, vaccine, coronavirus, effort, ]  \n"
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      "                                                    source  \\\n",
      "0   {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "1   {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "2   {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "3   {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "4   {'id': 'associated-press', 'name': 'Associated Press'}   \n",
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      "6   {'id': 'associated-press', 'name': 'Associated Press'}   \n",
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      "8   {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "9   {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "10  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "11  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "12  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "13  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "14  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "15  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "16  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "17  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "18  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "19  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "20  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "21  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "22  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "23  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "24  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "25  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "26  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "27  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "28  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "29  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "30  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "31  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
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      "33  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "34  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "35  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "36  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "37  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "38  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "39  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "40  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
      "41  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
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      "43  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
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      "45  {'id': 'associated-press', 'name': 'Associated Press'}   \n",
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      "\n",
      "                                          author  \\\n",
      "0                                                  \n",
      "1         By JONATHAN J. COOPER Associated Press   \n",
      "2                           The Associated Press   \n",
      "3    By LISA J. ADAMS WAGNER and BRUCE SCHREINER   \n",
      "4        By SUSAN MONTOYA BRYAN Associated Press   \n",
      "5                    By BEN FOX Associated Press   \n",
      "6             By CARLEY PETESCH Associated Press   \n",
      "7                                                  \n",
      "8                                                  \n",
      "9                By DAVID BAUDER AP Media Writer   \n",
      "10                                                 \n",
      "11               By MITCH STACY AP Sports Writer   \n",
      "12            By PETE IACOBELLI AP Sports Writer   \n",
      "13                                                 \n",
      "14                                                 \n",
      "15                                                 \n",
      "16              By DAVE SKRETTA AP Sports Writer   \n",
      "17                                                 \n",
      "18                                                 \n",
      "19                          The Associated Press   \n",
      "20                       By The Associated Press   \n",
      "21               By DAVID SHARP Associated Press   \n",
      "22     By ELLIOTT MOORE For The Associated Press   \n",
      "23                  MELISSA MURPHY Sports Writer   \n",
      "24                By BEN FINLEY Associated Press   \n",
      "25                                                 \n",
      "26           By HILLEL ITALIE AP National Writer   \n",
      "27                       By The Associated Press   \n",
      "28                                                 \n",
      "29                                                 \n",
      "30            By DAVID GINSBURG AP Sports Writer   \n",
      "31             By MARK THIESSEN Associated Press   \n",
      "32                                                 \n",
      "33         By MICHAEL KUNZELMAN Associated Press   \n",
      "34  By RALPH D. RUSSO AP College Football Writer   \n",
      "35               By WILL GRAVES AP Sports Writer   \n",
      "36                                                 \n",
      "37            By COLLEEN SLEVIN Associated Press   \n",
      "38                       By The Associated Press   \n",
      "39       By SUSAN MONTOYA BRYAN Associated Press   \n",
      "40             By JOSEPH KRAUSS Associated Press   \n",
      "41             By GRAHAM DUNBAR AP Sports Writer   \n",
      "42             By KEVIN FREKING Associated Press   \n",
      "43                                  Jill Lawless   \n",
      "44               By WILL GRAVES AP Sports Writer   \n",
      "45              By JAMEY KEATEN Associated Press   \n",
      "46           By MARYCLAIRE DALE Associated Press   \n",
      "47                                                 \n",
      "48                              Larry Neumeister   \n",
      "49                                  Danica Kirka   \n",
      "\n",
      "                                                                                                                      title  \\\n",
      "0                                                                      Wisconsin Legislature appeals absentee ballot ruling   \n",
      "1                                                                   Governor, secretary of state spar over election changes   \n",
      "2                                                                  Closing prices for crude oil, gold and other commodities   \n",
      "3                                                               Black attorney general chokes up during Taylor announcement   \n",
      "4                                                               New Mexico objects to license for nuclear fuel storage plan   \n",
      "5                                                                 Trump Homeland Security pick denies intelligence meddling   \n",
      "6                                                                UN rights experts calls on Mali junta to release officials   \n",
      "7                                                               A timeline of events related to the death of Breonna Taylor   \n",
      "8                                                                 Black man held at gunpoint by Arizona officer seeks $2.5M   \n",
      "9                                                                  Success of Ginsburg film inspires CNN look at John Lewis   \n",
      "10                                                              Panthers put McCaffrey on injured reserve with ankle injury   \n",
      "11                                                              Budget shortfall forces deep cuts in Ohio St sports program   \n",
      "12                                                                         Defense ahead of the offense early in ACC season   \n",
      "13  Attorney Ben Crump tweets that lack of charges directly related to Breonna Taylor's death is \"outrageous and offensive\"   \n",
      "14                                                                  Prep football game in Kent County will be on big screen   \n",
      "15                                                                Family of man shot by police expected to push for charges   \n",
      "16                                                                 Mizzou's Drinkwitz: transparency trumps competitive edge   \n",
      "17                                                               Actor Ryan Reynolds looking to invest in Welsh soccer club   \n",
      "18                                                                   Nike, Western Digital rise; Stitch Fix, Steelcase fall   \n",
      "19                                                                               How major US stock indexes fared Wednesday   \n",
      "20                                                                      Crowds protest Taylor decision; police make arrests   \n",
      "21                                                                  Navy releases documents from Cold War loss of submarine   \n",
      "22                                                                                                     Texas Fishing Report   \n",
      "23                                                                Original 9 trailblazers stood for tennis equality in 1970   \n",
      "24                                                              Restrictions may be loosened even further for John Hinckley   \n",
      "25                                                                 Idaho aims for 1M registered voters in November election   \n",
      "26                                                                     Woodward's 'Rage' sells 600,000 copies in first week   \n",
      "27                                                             The Latest: Bosnia asks COVID-19 vaccine be available to all   \n",
      "28    Judge sets deadline before presidential election for Eric Trump to meet with NY investigators probing family business   \n",
      "29                                                              Dietzen returns to Badgers; Pearson out for medical reasons   \n",
      "30                                                                Ball-hawking, All-Pro Ravens CB Humphrey ready for Chiefs   \n",
      "31                                                              Brown bear breaks into the Alaska Zoo, kills popular alpaca   \n",
      "32                                                                     French media: Top chef Pierre Troisgros dies aged 92   \n",
      "33                                                             Lawyers eye neo-Nazi website founder's assets for $14M award   \n",
      "34                                                                Ill. Rep. Schakowsky backs College Athlete Bill of Rights   \n",
      "35                                                               Welcome to \"Blitzburgh\"; Sack-happy Steelers causing chaos   \n",
      "36  Police declare unlawful assembly before Louisville curfew, say chemical agents may be used if protesters don't disperse   \n",
      "37                                                               US appeals court in Denver eyes American Samoa citizenship   \n",
      "38                                                              They said it: Leaders at the virtual UN, in their own words   \n",
      "39                                                                 Albuquerque aims to save spirit of annual balloon fiesta   \n",
      "40                                                                      Israel tightens second lockdown as virus cases soar   \n",
      "41                                                                Russian Olympic biathlon champion loses Sochi doping case   \n",
      "42                                                               Trump pays respects to late Supreme Court Justice Ginsburg   \n",
      "43                                                              British Academy Film Awards change rules to boost diversity   \n",
      "44                                                                  No. 21 Pitt faces speedy test against No. 24 Louisville   \n",
      "45                                                              Court convicts 12 over tennis-playing protest at Swiss bank   \n",
      "46                                                                Post office defends on claims that cuts threaten election   \n",
      "47                                                             Nursing homes lead list of reported Kansas COVID-19 clusters   \n",
      "48                                                    President's niece files suit saying family cheated her of millions...   \n",
      "49                                                                 UK may take part in COVID-19 vaccine 'challenge studies'   \n",
      "\n",
      "                                                                                                                                                                                                                                                             description  \\\n",
      "0                      MADISON, Wis. (AP) — The Republican-controlled Wisconsin Legislature on Wednesday appealed a federal court ruling that allows for absentee ballots to be counted up to six days after the Nov. 3 presidential election in the battleground state.   \n",
      "1             PHOENIX (AP) — An effort by Arizona's top election official to introduce telephone and videoconferencing options for people to register and vote in certain circumstances has drawn the ire of Gov. Doug Ducey and some county election officials who say…   \n",
      "2                                                                                                      Benchmark U.S. crude oil for November delivery rose 33 cents to $39.93 a barrel Wednesday. Brent crude oil for November delivery rose 5 cents to $41.77 a barrel.   \n",
      "3                                                                        Kentucky’s Black state attorney general choked up and held back tears Wednesday while explaining why no police officers are facing criminal charges directly related to Breonna Taylor’s death.   \n",
      "4   ALBUQUERQUE, N.M. (AP) — The state of New Mexico is strongly objecting to federal nuclear regulators' preliminary recommendation that a license be granted to build a multibillion-dollar storage facility for spent nuclear fuel from commercial power plants arou…   \n",
      "5   WASHINGTON (AP) — President Donald Trump’s nominee to lead the Department of Homeland Security denied allegations Wednesday that he molded intelligence reports to suit the administration, telling a Senate committee that a recent whistleblower's report is “pat…   \n",
      "6                                                                                       DAKAR, Senegal (AP) — A United Nations human rights expert on Wednesday urged Mali’s junta to release former government officials they have held since a coup d’etat on Aug. 18.   \n",
      "7                                                            LOUISVILLE, Ky. (AP) — Here is a timeline of events that began with the death of Breonna Taylor, a Black woman whose killing by police in her home in Kentucky has encouraged a national reckoning on race:   \n",
      "8                                                                          PHOENIX (AP) — A Black man filed a $2.5 million claim Wednesday against the city of Tempe, Arizona, after a police officer held him at gunpoint while looking for a white suspect at a hotel.   \n",
      "9                                                                                                   NEW YORK (AP) — Indirectly, the late Supreme Court Justice Ruth Bader Ginsburg inspired CNN Films' new documentary on the life of civil rights icon Rep. John Lewis.   \n",
      "10                                                                                                   CHARLOTTE, N.C. (AP) — The Panthers have placed Christian McCaffrey on short-term injured reserve, meaning the All-Pro running back will miss at least three games.   \n",
      "11                                 COLUMBUS, Ohio (AP) — Ohio State's athletic department will cut 25 jobs, furlough hundreds of other employees and ask coaches and others to take 5% pay cuts to help grapple with a projected $107 million budget deficit due to the…   \n",
      "12                                                                                                                              Defense seems to have the early edge in the Atlantic Coast Conference after the start of this pandemic-affected college football season.   \n",
      "13                                                                                                                       LOUISVILLE, Ky. (AP) — Attorney Ben Crump tweets that lack of charges directly related to Breonna Taylor's death is \"outrageous and offensive.\"   \n",
      "14                                                                                                                                                                       LOWELL, Mich. (AP) — A high school football game in western Michigan is hitting the big screen.   \n",
      "15                               ASBURY PARK, N.J. (AP) — Relatives of a man fatally shot by police last month planned to hold a rally Wednesday where they were expected to press for criminal charges, a day after authorities released bodycam video of the shooting.   \n",
      "16                                                                                                                                      KANSAS CITY, Mo. (AP) — Eli Drinkwitz could have kept private the COVID-19 testing numbers within the Missouri football program.   \n",
      "17                                                                                                                                    WREXHAM, Wales (AP) — Hollywood stars Ryan Reynolds and Rob McElhenney could be making an unlikely foray into the soccer business.   \n",
      "18                                                                                                                                                                                          NEW YORK (AP) — Stocks that moved heavily or traded substantially Wednesday:   \n",
      "19                                                                        Technology companies dragged U.S. stocks sharply lower Wednesday as Wall Street's tumultuous month continues to churn.  The latest losses erased the S&P 500's gains from a day earlier and...   \n",
      "20                                                                                                            LOUISVILLE, Ky. (AP) — The Latest on a grand jury's decision not to indict police officers on criminal charges directly related to Breonna Taylor's death:   \n",
      "21                    PORTLAND, Maine (AP) — The Navy began releasing documents from the investigation into the deadliest submarine disaster in U.S. history on Wednesday, but the Navy said the documents released under a court order don’t shed any new light on the…   \n",
      "22                                                              The weekly fishing report as compiled for the Texas Parks and Wildlife Department for Sept. 23 and also available on the internet at https://tpwd.texas.gov/fishboat/fish/recreational/fishreport.phtml:   \n",
      "23                             NEW YORK (AP) — Billie Jean King and eight other women of the “Original 9” are celebrating the 50th anniversary of signing $1 contracts and breaking away from the U.S. tennis establishment to form the Virginia Slims circuit in 1970.…   \n",
      "24                                                                                                          The man who tried to assassinate President Ronald Reagan may soon get the most freedom he's had since since the shooting outside a Washington hotel in 1981.   \n",
      "25                                                                     BOISE, Idaho (AP) — Elections officials in Idaho have said they are aiming for a million registered voters in the state this year, many of whom are expected to vote by mail during the pandemic.   \n",
      "26                                                                                   NEW YORK (AP) — Bob Woodward's “Rage” sold more than 600,000 copies in its first week of publication, continuing a yearlong wave of blockbuster books about President Donald Trump.   \n",
      "27                                                                                                                                                                                      UNITED NATIONS (AP) — The Latest from the U.N. General Assembly (all times EDT):   \n",
      "28                                                                                                                                NEW YORK (AP) — Judge sets deadline before presidential election for Eric Trump to meet with NY investigators probing family business.   \n",
      "29                                                                                             MADISON, Wis. (AP) — Wisconsin has regained offensive lineman Jon Dietzen and lost safety Reggie Pearson as the Badgers resume practices for the pandemic-delayed season.   \n",
      "30                                                               Whether it's knocking down a pass, punching the ball loose or going the other way with an interception, Baltimore Ravens All-Pro cornerback Marlon Humphrey has a knack for making game-changing plays.   \n",
      "31                                                    ANCHORAGE, Alaska (AP) — A wild brown bear tunneled under perimeter fencing and killed a popular alpaca at the Alaska Zoo in Anchorage, officials said Wednesday. It was killed a day later by wildlife officials.   \n",
      "32                                                                                                      PARIS (AP) — Pierre Troisgros, one of France's top chefs who helped reinvent the country's traditional cuisine, died on Wednesday, French media said. He was 92.   \n",
      "33                    Attorneys for a Montana real estate agent are eyeing the assets of a neo-Nazi website operator to collect a $14 million court judgment against the man for an anti-Semitic online “troll storm” that he orchestrated against the Jewish woman and…   \n",
      "34                                                                                                          Rep. Jan Schakowsky, chairwoman of the House Commerce Subcommittee, is backing the College Athlete Bill of Rights crafted by a group of Democratic senators.   \n",
      "35                                                                                                                             PITTSBURGH (AP) — The pressure came from everywhere. Up the middle. Off the edge. On stunts. On good old-fashioned one-on-one domination.   \n",
      "36                                                                                                                       LOUISVILLE, Ky. (AP) — Police declare unlawful assembly before Louisville curfew, say chemical agents may be used if protesters don't disperse.   \n",
      "37   DENVER (AP) — Whether people who live in territories controlled by the U.S. automatically become citizens under a constitutional amendment that secured citizenship for freed slaves was a major focus of arguments Wednesday in a federal appeals court in Denver…   \n",
      "38                                                                                                                                              Lots of leaders saying lots of things about lots of topics — topics that matter to them, to their regions, to the world.   \n",
      "39  ALBUQUERQUE, N.M. (AP) — Fall in Albuquerque just isn’t fall without the annual international hot air balloon fiesta, with its massive morning ascensions filling the skies with colorful balloons from around the globe as spectators watch from the packed launch…   \n",
      "40           JERUSALEM (AP) — Israel on Thursday moved to further tighten its second countrywide lockdown as coronavirus cases continued to soar, ordering all nonessential businesses to close and requiring people to stay within 1,000 meters (yards) of their homes.   \n",
      "41                                                                   GENEVA (AP) — Two-time Olympic biathlon champion Olga Zaitseva lost her appeal Thursday against disqualification from the 2014 Sochi Olympics for her part in Russia’s state-backed doping program.   \n",
      "42                                                            WASHINGTON (AP) — President Donald Trump paid respects to late Supreme Court Justice Ruth Bader Ginsburg Thursday morning, just two days before he announces his nominee to replace her on the high court.   \n",
      "43                                                                       LONDON (AP) — Britain’s film academy is shaking up its membership and its awards voting rules in a review prompted by the glaring lack of diversity in the nominations.  The British Academy...   \n",
      "44                                                                                                                                                        PITTSBURGH (AP) — The warm-up portion of No. 21 Pittsburgh's schedule is over and coach Pat Narduzzi knows it.   \n",
      "45                             GENEVA (AP) — A Swiss appeals court on Thursday convicted a dozen environmental activists who took part in a rogue tennis match inside a Lausanne branch of Credit Suisse to protest the Swiss bank's links to the petrochemicals sector.   \n",
      "46                                                          PHILADELPHIA (AP) — Lawyers for the U.S. Postal Service were in court Thursday to defend accusations that service cuts are slowing down the mail and threatening the integrity of the presidential election.   \n",
      "47                          TOPEKA, Kan. (AP) — Nursing homes make up nearly half of the places in Kansas linked to active coronavirus clusters of five or more cases and some of them still are struggling to find testing supplies despite heightened federal testing…   \n",
      "48                                                                NEW YORK (AP) — Donald Trump’s niece followed up her best-selling, tell-all book with a lawsuit Thursday alleging that the president and two of his siblings cheated her out of millions of dollars...   \n",
      "49                                                                LONDON (AP) — The British government says it may take part in a study that tries to deliberately infect volunteers who have been given an experimental vaccine against the coronavirus in an effort...   \n",
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      "0       MADISON, Wis. (AP) The Republican-controlled Wisconsin Legislature on Wednesday appealed a federal court ruling that allows for absentee ballots to be counted up to six days after the Nov. 3 presiden… [+1348 chars]   \n",
      "1       Arizona law allows voters who turn in a registration form before the deadline to resolve problems, such as a missing signature, that emerge after the deadline. The dispute is over whether a voter reg… [+1642 chars]   \n",
      "2      Benchmark U.S. crude oil for November delivery rose 33 cents to $39.93 a barrel Wednesday. Brent crude oil for November delivery rose 5 cents to $41.77 a barrel.\\r\\nWholesale gasoline for October deliv… [+629 chars]   \n",
      "3     Some reacted to Camerons remarks with anger, and claimed he was putting on an emotional show.\\r\\nHis statements to me are crocodile tears, said Davante Lewis, director of public affairs and outreach at… [+1117 chars]   \n",
      "4       A group of Democratic state lawmakers also raised concerns, sending separate comments to the commission that pointed to resolutions passed by a number of cities and counties in New Mexico and Texas t… [+1384 chars]   \n",
      "5     It is patently false. It is a fabrication, completely,\" Wolf told the committee.\\r\\nWolf said Murphy was reassigned because of credible allegations that he had directed the collection of information ab… [+1321 chars]   \n",
      "6     Tine said 13 of the 18 detained officials are still being held at the Kati military camp in the Malian capital of Bamako.\\r\\nThere is no legal basis for detention of the former prime minister, the form… [+1243 chars]   \n",
      "7       FILE - Protesters participate in the Good Trouble Tuesday march for Breonna Taylor, on Tuesday, Aug. 25, 2020, in Louisville, Ky. A lawyer for Breonna Taylor's family said a plea deal was offered to … [+1668 chars]   \n",
      "8      PHOENIX (AP) A Black man filed a $2.5 million claim Wednesday against the city of Tempe, Arizona, after a police officer held him at gunpoint while looking for a white suspect at a hotel.\\r\\nThe Arizon… [+961 chars]   \n",
      "9     NEW YORK (AP) Indirectly, the late Supreme Court Justice Ruth Bader Ginsburg inspired CNN Films' new documentary on the life of civil rights icon Rep. John Lewis.\\r\\nThe unexpected commercial success o… [+1359 chars]   \n",
      "10   Carolina Panthers running back Christian McCaffrey (22) scores against the Tampa Bay Buccaneers during the second half of an NFL football game Sunday, Sept. 20, 2020, in Tampa, Fla.\\r\\nJason Behnken\\r\\nC… [+991 chars]   \n",
      "11    Schools around the country have cut more than 100 sports from their programs to help deal with budget shortfalls from the pandemic, including at least 84 at Division I programs.\\r\\nSmith said 47 contra… [+1130 chars]   \n",
      "12      All that stuff, you cant compare it to normal years, said Narduzzi, whose Panthers rank only behind Oklahoma and BYU in defense. You can go say, Were No. 1 in rush defense, No. 1 in passing offense. … [+1175 chars]   \n",
      "13     LOUISVILLE, Ky. (AP) Attorney Ben Crump tweets that lack of charges directly related to Breonna Taylor's death is \"outrageous and offensive.\"\\r\\nCopyright 2020 The Associated Press. All rights reserved… [+135 chars]   \n",
      "14    LOWELL, Mich. (AP) A high school football game in western Michigan is hitting the big screen.\\r\\nLowell plans to hold a drive-in-style event Friday night to show its game against Northview and raise mo… [+1000 chars]   \n",
      "15      ASBURY PARK, N.J. (AP) Relatives of a man fatally shot by police last month planned to hold a rally Wednesday where they were expected to press for criminal charges, a day after authorities released … [+1205 chars]   \n",
      "16      FILE - In this Sept. 28, 2019, file photo, then-Appalachian State head coach Eli Drinkwitz shouts in the second quarter of an NCAA football game against Coastal Carolina, in Boone, N.C. The debut sea… [+1881 chars]   \n",
      "17      FILE - In this Tuesday, Dec. 10, 2019 file photo, Ryan Reynolds attends the premiere of Netflix's \"6 Underground\" at The Shed at Hudson Yards on in New York. Hollywood stars Ryan Reynolds and Rob McE… [+1724 chars]   \n",
      "18   NEW YORK (AP) Stocks that moved heavily or traded substantially Wednesday:\\r\\n3M Co., down $2.83 to $159.51.\\r\\nThe maker of adhesives and protective equipment is considering selling its food safety busi… [+871 chars]   \n",
      "19    Technology companies dragged U.S. stocks sharply lower Wednesday as Wall Streets tumultuous month continues to churn. \\r\\nThe latest losses erased the S&amp;P 500s gains from a day earlier and deepened… [+1005 chars]   \n",
      "20    LOUISVILLE, Ky. (AP) The Latest on a grand jury's decision not to indict police officers on criminal charges directly related to Breonna Taylor's death:\\r\\nLOUISVILLE, Ky. Police have detained some peo… [+1047 chars]   \n",
      "21    Not everyone was satisfied with the Navys conclusions.\\r\\nRetired Capt. James Bryant, commander of a Thresher-class submarine, requested the documents under the federal Freedom of Information Act and u… [+1081 chars]   \n",
      "22      TEXANA: GOOD. Water stained; 84 degrees; 1.49 low. Largemouth bass are good with a deeper structure, still excelling more than shallow, for now. Established brush piles submerged timber and points ha… [+1610 chars]   \n",
      "23      She called it perfect timing when tobacco ads were banned on TV in 1971, making a budget available for Philip Morris to sponsor the women's tennis circuit. It used the Virginia Slims slogan Youve com… [+1129 chars]   \n",
      "24      When jurors found him not guilty by reason of insanity, they said he needed treatment, not a lifetime in confinement. He spent decades living at a psychiatric hospital in the nation's capital before … [+1131 chars]   \n",
      "25    BOISE, Idaho (AP) Elections officials in Idaho have said they are aiming for a million registered voters in the state this year, many of whom are expected to vote by mail during the pandemic.\\r\\nAbout … [+1071 chars]   \n",
      "26  This cover image released by Simon &amp; Schuster shows \"Rage\" by Bob Woodward.\\r\\nHONS\\r\\nNEW YORK (AP) Bob Woodward's Rage sold more than 600,000 copies in its first week of publication, continuing a y… [+1016 chars]   \n",
      "27      In this image made from UNTV video, delegates attend the 75th session of the United Nations General Assembly, Wednesday, Sept. 23, 2020, at UN headquarters in New York. The U.N.'s first virtual meeti… [+1787 chars]   \n",
      "28     NEW YORK (AP) Judge sets deadline before presidential election for Eric Trump to meet with NY investigators probing family business.\\r\\nCopyright 2020 The Associated Press. All rights reserved. This ma… [+142 chars]   \n",
      "29     MADISON, Wis. (AP) Wisconsin has regained offensive lineman Jon Dietzen and lost safety Reggie Pearson as the Badgers resume practices for the pandemic-delayed season.\\r\\nThe Badgers released a roster … [+933 chars]   \n",
      "30      During training camp, coach John Harbaugh said, Marlon is all over the field. Hes physical. Hes running to the ball. Eyes are where theyre supposed to be in coverage. I would say hes taking it up ano… [+1241 chars]   \n",
      "31      ANCHORAGE, Alaska (AP) A wild brown bear tunneled under perimeter fencing and killed a popular alpaca at the Alaska Zoo in Anchorage, officials said Wednesday. It was killed a day later by wildlife o… [+1011 chars]   \n",
      "32     PARIS (AP) Pierre Troisgros, one of France's top chefs who helped reinvent the country's traditional cuisine, died on Wednesday, French media said. He was 92.\\r\\nFrench reports quoted the head of the M… [+933 chars]   \n",
      "33      We are prepared to follow these defendants around for the rest of their lives to collect on these judgments. That includes seizing any assets, putting liens on their homes, garnishing wages,\" said In… [+1269 chars]   \n",
      "34      Flanked by other members of the Illinois congressional delegation, U.S. Rep. Jan Schakowsky speaks about the importance of the United States Postal Service during a press conference outside the USPS … [+1365 chars]   \n",
      "35    PITTSBURGH (AP) The pressure came from everywhere. Up the middle. Off the edge. On stunts. On good old-fashioned one-on-one domination.\\r\\nStill, Denver quarterback Jeff Driskel thought he'd figured th… [+1329 chars]   \n",
      "36     LOUISVILLE, Ky. (AP) Police declare unlawful assembly before Louisville curfew, say chemical agents may be used if protesters don't disperse.\\r\\nCopyright 2020 The Associated Press. All rights reserved… [+135 chars]   \n",
      "37      DENVER (AP) Whether people who live in territories controlled by the U.S. automatically become citizens under a constitutional amendment that secured citizenship for freed slaves was a major focus of… [+1196 chars]   \n",
      "38     Lots of leaders saying lots of things about lots of topics topics that matter to them, to their regions, to the world.\\r\\nThats what the speechmaking at the U.N. General Assembly invariably produces ea… [+847 chars]   \n",
      "39      ALBUQUERQUE, N.M. (AP) Fall in Albuquerque just isnt fall without the annual international hot air balloon fiesta, with its massive morning ascensions filling the skies with colorful balloons from ar… [+1289 chars]   \n",
      "40      The government ordered synagogues to close for the lockdown, which is expected to last for at least two weeks, but said they could open with limitations for prayers on Yom Kippur, the holiest day in … [+1119 chars]   \n",
      "41    The court said its judges found none of the acts alleged to have committed by these two athletes had been established to its comfortable satisfaction and beyond the mere suspicion of doping.\\r\\nThe ver… [+1163 chars]   \n",
      "42       WASHINGTON (AP) President Donald Trump paid respects to late Supreme Court Justice Ruth Bader Ginsburg Thursday morning, just two days before he announces his nominee to replace her on the high court… [+737 chars]   \n",
      "43    LONDON (AP) Britains film academy is shaking up its membership and its awards voting rules in a review prompted by the glaring lack of diversity in the nominations. \\r\\nThe British Academy of Film and … [+2993 chars]   \n",
      "44    PITTSBURGH (AP) The warm-up portion of No. 21 Pittsburgh's schedule is over and coach Pat Narduzzi knows it.\\r\\nThe evidence jumped off his television screen while Narduzzi watched No. 24 Louisville's … [+1098 chars]   \n",
      "45      Pro-climate activists Paul Castelain, left, and.Claire Corbaz, right, talk to media after the guilty verdict of the trial of 12 pro-climate activists of the LAC collective (Lausanne Action Climat) th… [+1566 chars]   \n",
      "46      PHILADELPHIA (AP) Lawyers for the U.S. Postal Service were in court Thursday to defend accusations that service cuts are slowing down the mail and threatening the integrity of the presidential electi… [+1135 chars]   \n",
      "47      Dr. Lee Norman, the head of the Kansas Department of Health and Environment, answers questions from reporters about the coronavirus pandemic during a news conference, Wednesday, Sept. 23, 2020, at th… [+1835 chars]   \n",
      "48      NEW YORK (AP) Donald Trumps niece followed up her best-selling, tell-all book with a lawsuit Thursday alleging that the president and two of his siblings cheated her out of millions of dollars over s… [+4529 chars]   \n",
      "49      LONDON (AP) The British government says it may take part in a study that tries to deliberately infect volunteers who have been given an experimental vaccine against the coronavirus in an effort to mo… [+4104 chars]   \n",
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      "24                                                                                                                                     [assassinate, president, ronald, reagan, freedom, shooting, washington, hotel, 1981, ]  \n",
      "25                                                                                                                 [boise, idaho, elections, officials, idaho, aiming, registered, voters, state, expected, mail, pandemic, ]  \n",
      "26                                                                                     [york, bob, woodward, rage, 600, 000, copies, publication, continuing, yearlong, wave, blockbuster, books, president, donald, trump, ]  \n",
      "27                                                                                                                                                                                [united, nations, general, assembly, edt, ]  \n",
      "28                                                                                                                       [york, judge, deadline, presidential, election, eric, trump, ny, investigators, probing, business, ]  \n",
      "29                                                                              [madison, wis, wisconsin, regained, offensive, lineman, jon, dietzen, lost, reggie, pearson, badgers, resume, practices, pandemic, delayed, ]  \n",
      "30                                                                                              [knocking, pass, punching, ball, loose, interception, baltimore, ravens, cornerback, marlon, humphrey, knack, making, game, ]  \n",
      "31                                                                            [anchorage, alaska, wild, brown, bear, tunneled, perimeter, fencing, popular, alpaca, alaska, zoo, anchorage, officials, wildlife, officials, ]  \n",
      "32                                                                                                                            [paris, pierre, troisgros, france, chefs, helped, reinvent, traditional, cuisine, french, 92, ]  \n",
      "33                                                                      [attorneys, montana, estate, agent, eyeing, assets, neo, nazi, operator, collect, 14, court, judgment, semitic, troll, storm, orchestrated, jewish, ]  \n",
      "34                                                                              [rep, schakowsky, chairwoman, house, commerce, subcommittee, backing, college, athlete, bill, rights, crafted, group, democratic, senators, ]  \n",
      "35                                                                                                                                                      [pittsburgh, pressure, middle, edge, stunts, fashioned, domination, ]  \n",
      "36                                                                                                        [louisville, ky, police, declare, unlawful, assembly, louisville, curfew, chemical, agents, protesters, disperse, ]  \n",
      "37                                     [denver, territories, controlled, automatically, citizens, constitutional, amendment, secured, citizenship, freed, slaves, major, focus, arguments, federal, appeals, court, denver, ]  \n",
      "38                                                                                                                                                                               [leaders, topics, topics, matter, regions, ]  \n",
      "39                                                              [albuquerque, albuquerque, annual, international, air, balloon, fiesta, massive, ascensions, filling, skies, colorful, balloons, globe, spectators, launch, ]  \n",
      "40                                                       [jerusalem, israel, moved, tighten, countrywide, lockdown, coronavirus, cases, continued, soar, nonessential, businesses, requiring, 1, 000, meters, yards, homes, ]  \n",
      "41                                                                       [geneva, olympic, biathlon, champion, olga, zaitseva, lost, appeal, disqualification, 2014, sochi, olympics, part, russia, state, doping, program, ]  \n",
      "42                                                                                        [washington, president, donald, trump, respects, supreme, court, justice, ruth, bader, ginsburg, announces, nominee, high, court, ]  \n",
      "43                                                                          [london, britain, film, academy, shaking, membership, awards, voting, rules, prompted, glaring, lack, diversity, nominations, british, academy, ]  \n",
      "44                                                                                                                                              [pittsburgh, warm, portion, 21, pittsburgh, schedule, coach, pat, narduzzi, ]  \n",
      "45                                        [geneva, swiss, appeals, court, convicted, dozen, environmental, activists, part, rogue, tennis, match, lausanne, branch, credit, suisse, protest, swiss, petrochemicals, sector, ]  \n",
      "46                                                                                         [philadelphia, lawyers, postal, court, defend, accusations, cuts, slowing, mail, threatening, integrity, presidential, election, ]  \n",
      "47                                                                   [topeka, kan, nursing, homes, half, kansas, linked, active, coronavirus, clusters, cases, struggling, testing, supplies, heightened, federal, testing, ]  \n",
      "48                                                                                                                          [york, donald, trump, niece, selling, lawsuit, alleging, president, siblings, cheated, dollars, ]  \n",
      "49                                                                                                        [london, british, government, part, deliberately, infect, volunteers, experimental, vaccine, coronavirus, effort, ]  \n"
     ]
    },
    {
     "data": {
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XqIuUTPGdUNdjtVtAXSSvDeY83Y8HX0K1Kq+O/WFX6fPgb+Gof2GaiHTWsLZJ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7gqLv82vi/J9SsLkP8nAupVk74qsrAnyr1QOHdWpXkpbujptxnCB0gAEJd1vdC9j38D/5kZKR9X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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_source = get_sources()\n",
    "df_selected = get_everything('', 'cbc-news')[['title', 'url', 'urlToImage', 'sentiment']][0:5] # returns the five articles and its sentiment\n",
    "df_topword = news_top_mentioned(get_everything('', 'associated-press'), '') # returns the top 10 words based on the count\n",
    "news_wordcloud(get_everything('', 'associated-press'), '')  # calling wordcloud function\n",
    "\n",
    "# print(df_topword)\n",
    "# print(df_selected)\n",
    "# print( get_everything('', 'cbc-news').columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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LnEJpNz4laVHEDZe/qGPU3oi6i66u7oLyL+KDBPPp/OW2QbERkanxn1SkK4KYD64xflWl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\n5RrWOzq0QJHCup2yK4ZZKNL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ySmIWitTBRv2hmOocKbnIpIsSpSNViQLA5+Rb4kLfuBV9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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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cSQKqF1RnRhDVX71TaXseCkK7cuRS2MdfP0X1bVf7w3rlQuwKfaRTr9pE7iyr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\nRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           word  count\n",
      "3        trump       6\n",
      "15       major       3\n",
      "88       super       3\n",
      "6        biden       3\n",
      "0      markets       2\n",
      "32   anonymous       2\n",
      "91     belarus       2\n",
      "92      airing       2\n",
      "21     endsars       2\n",
      "34    nigerian       2\n",
      "  Sentiment  Overall Score\n",
      "0  Positive           50.0\n",
      "1  Negative            3.3\n",
      "2   Neutral           46.7\n",
      "Index(['Sentiment', 'Overall Score'], dtype='object')\n"
     ]
    }
   ],
   "source": [
    "tweets_recent = tweet_search('stock', 'recent')[['Tweets', 'Sentiment']][0:5]\n",
    "tweets_pop =  tweet_search('stock', 'popular')[['Tweets', 'Sentiment']][0:5]\n",
    "\n",
    "topword_recent = twt_top_mentioned(tweet_search('stock', 'recent'), 'stock')[0:10]\n",
    "topword_pop = twt_top_mentioned(tweet_search('stock', 'popular'), 'stock')[0:10]\n",
    "\n",
    "overall_sent_recent= overallsentiment(tweet_search('stock', 'recent'))\n",
    "overall_sent_pop = overallsentiment(tweet_search('stock', 'popular'))\n",
    "\n",
    "twt_wordcloud(tweet_search('stock', 'recent'),'stock')\n",
    "twt_wordcloud(tweet_search('stock', 'popular'),'stock')\n",
    "\n",
    "print(topword_pop)\n",
    "print(overall_sent_pop)\n",
    "print( twt_top_mentioned(tweet_search('stock', 'popular'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{' admit ': 1, ' advised ': 5, ' agent ': 1, ' alisha ': 1, ' amazon ': 1, ' america ': 1, ' andriy ': 1, ' anna ': 5, ' asteroid ': 1, ' backwards ': 1, ' bengal ': 1, ' bennu ': 1, ' betray ': 1, ' bezos ': 1, ' bias ': 1, ' biased ': 1, ' biden ': 10, ' black ': 1, ' blocking ': 1, ' boomer ': 1, ' breaking ': 2, ' campai ': 1, ' campaign ': 1, ' care ': 2, ' carlson ': 1, ' censor ': 1, ' censored ': 3, ' checking ': 1, ' clear ': 1, ' clips ': 1, ' collect ': 1, ' commission ': 1, ' communicate ': 1, ' coordinated ': 1, ' court ': 1, ' crossed ': 1, ' democratic ': 2, ' derkach ': 1, ' discovered ': 1, ' discuss ': 1, ' district ': 1, ' donated ': 1, ' doublethink ': 1, ' eart ': 1, ' efforts ': 1, ' election ': 1, ' employees ': 1, ' erupts ': 1, ' execs ': 1, ' fact ': 1, ' fear ': 1, ' federal ': 1, ' fine ': 1, ' flagged ': 1, ' folks ': 1, ' forme ': 1, ' george ': 1, ' giuliani ': 1, ' global ': 1, ' graham ': 1, ' groups ': 2, ' hating ': 1, ' health ': 1, ' hoax ': 1, ' hunter ': 2, ' imagine ': 1, ' insane ': 1, ' instagram ': 2, ' intervention ': 1, ' jharsuguda ': 1, ' kicked ': 1, ' kramer ': 1, ' lawyer ': 1, ' leave ': 1, ' left ': 1, ' living ': 1, ' makanju ': 5, ' manager ': 5, ' mehendi ': 1, ' memes ': 1, ' misleading ': 1, ' morgan ': 1, ' network ': 1, ' nigerian ': 1, ' odisha ': 1, ' orwell ': 1, ' overwhelmingly ': 1, ' pandemic ': 1, ' part ': 1, ' party ': 2, ' perm ': 1, ' permanently ': 1, ' piers ': 1, ' police ': 1, ' policy ': 2, ' practicing ': 1, ' president ': 2, ' prot ': 1, ' protest ': 1, ' protesters ': 1, ' pushing ': 1, ' read ': 1, ' records ': 1, ' regulation ': 5, ' reporters ': 1, ' reza ': 1, ' rudy ': 1, ' russian ': 1, ' sample ': 1, ' sessions ': 1, ' shri ': 1, ' shut ': 1, ' silent ': 1, ' siliguri ': 1, ' social ': 1, ' stated ': 1, ' stopthebias ': 1, ' subpoenas ': 1, ' supposed ': 1, ' swampier ': 2, ' telegram ': 1, ' thai ': 1, ' ties ': 1, ' trump ': 3, ' tucker ': 1, ' turning ': 1, ' twitter ': 13, ' ukraine ': 5, ' uneduc ': 1, ' untouched ': 1, ' virtue ': 1, ' west ': 1, ' wife ': 1, ' wing ': 1, ' worries ': 1, ' zuckerberg ': 1}\n"
     ]
    },
    {
     "data": {
      "image/png": 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7IVIXAAAF52bT/8QJ30hovqBacvCPa1kvSvb8cqlz75BBE7o8u5u15r29ANC1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fxk17kssBcb1l1o8KyI44KLimaEfTIh+LX0gCcHqu6Jk/gaFe+O1l6SZzh4uPpTp3WWcoOD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\ntjBZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=480x360 at 0x27D1B3832B0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import base64\n",
    "from io import BytesIO\n",
    "\n",
    "def plot_wordcloud(data):\n",
    "    wc = WordCloud(background_color='white', width=480, height=360)\n",
    "    wc.fit_words(data)\n",
    "    \n",
    "    img = BytesIO()\n",
    "    \n",
    "    return wc.to_image()\n",
    "#     .save(img, format='PNG')\n",
    "#     return 'data:image/png;base64,{}'.format(base64.b64encode(img.getvalue()).decode()) , wc.image()\n",
    "\n",
    "topword_pop = twt_top_mentioned(tweet_search('facebook', 'popular'), 'facebook')\n",
    "data = dict(sorted(topword_pop.values.tolist()))\n",
    "print(data)\n",
    "plot_wordcloud(data)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_selected = get_everything('', 'cbc-news')\n",
    "tweets_pop =  tweet_search('stock', 'popular')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'list' object has no attribute 'values'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-19-792a78d508e3>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0mtopword_pop\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtwt_top_mentioned\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtweets_pop\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'stock'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msorted\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf_topword\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtolist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      7\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf_topword\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      8\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtopword_pop\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'list' object has no attribute 'values'"
     ]
    }
   ],
   "source": [
    "# dict(sorted(news_top_mentioned(common_news_df, ''), search_input).values.tolist())\n",
    "\n",
    "df_topword = news_top_mentioned(df_selected, '')\n",
    "topword_pop = twt_top_mentioned(tweets_pop, 'stock')\n",
    "\n",
    "print(dict(sorted(df_topword).values.tolist()))\n",
    "print(df_topword)\n",
    "print(topword_pop)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Empty DataFrame\n",
      "Columns: []\n",
      "Index: []\n"
     ]
    }
   ],
   "source": [
    "data = newsapi.get_everything(q = 'market finance stock', sources = 'CNN', language = 'en', sort_by = 'relevancy' , page_size = 100, to = \"2020-09-21\") \n",
    "df = pd.DataFrame(data['articles'])\n",
    "news = df\n",
    "news.head()\n",
    "\n",
    "tweets_search = tweepy.Cursor(api.search, q = 'stock', lang = 'en' , result_type = 'popular').items(30)\n",
    "tweets_list = []\n",
    "favorite = []\n",
    "retweet = []\n",
    "\n",
    "for tweet in tweets_search:\n",
    "    tweets_list.append(tweet.text)  \n",
    "    \n",
    "print(news)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last updated: 2020-10-30, 10:38:09\n"
     ]
    }
   ],
   "source": [
    "from datetime import datetime\n",
    "datetime_of_search = datetime.now()\n",
    "datetime_of_search = str(datetime_of_search).split(\".\")\n",
    "datetime_of_search = \"Last updated: \" + datetime_of_search[0].replace(' ',', ')\n",
    "print(datetime_of_search)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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