social_content_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import nltk\n",
    "from nltk import FreqDist\n",
    "from nltk import bigrams\n",
    "from nrclex import NRCLex\n",
    "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n",
    "from wordcloud import WordCloud\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package punkt to\n",
      "[nltk_data]     C:\\Users\\Konrad\\AppData\\Roaming\\nltk_data...\n",
      "[nltk_data]   Package punkt is already up-to-date!\n"
     ]
    },
    {
     "data": {
      "text/plain": "True"
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nltk.download('punkt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# Loading preprocessed data\n",
    "tweets = pd.read_csv(f'./data/tweets_clean.csv', converters={'text_clean_list': pd.eval, 'text_clean_stopwords': pd.eval, 'hashtags_list': pd.eval})\n",
    "users = pd.read_csv(f'./data/users_clean.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# Sentiment counting function\n",
    "analyzer = SentimentIntensityAnalyzer()\n",
    "\n",
    "def get_sentiment(text):\n",
    "    return analyzer.polarity_scores(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# Applying get_sentiment function on a cleaned text data\n",
    "tweets['sentiment'] = tweets.text_clean.apply(get_sentiment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# Emotion detection function\n",
    "def get_emotions(text):\n",
    "    text_object = NRCLex(text)\n",
    "    return text_object.raw_emotion_scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# Applying get_emotions function on a cleaned text data\n",
    "tweets['emotions'] = tweets.text_clean.apply(get_emotions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "                                               text_clean  \\\n0       how to identify a whitexican in qatar  no resp...   \n1       gillingham vs afc fylde    pm whos going to wi...   \n2            derby vs torquay    pm whos going to win       \n3       cambridge united vs curzon ashton    pm whos g...   \n4       hartlepool vs solihull moors    pm whos going ...   \n...                                                   ...   \n129719  the coronation of the true living    ens ada f...   \n129720         peter drury on argentina s winning moment    \n129721                          argentine dairy industry    \n129722  this time argentina       quack wool chz ltc v...   \n129723  the real goat   congrats leo   twt dyp luna ka...   \n\n                                                sentiment  \n0       {'neg': 0.205, 'neu': 0.676, 'pos': 0.119, 'co...  \n1       {'neg': 0.0, 'neu': 0.678, 'pos': 0.322, 'comp...  \n2       {'neg': 0.0, 'neu': 0.648, 'pos': 0.352, 'comp...  \n3       {'neg': 0.0, 'neu': 0.548, 'pos': 0.452, 'comp...  \n4       {'neg': 0.0, 'neu': 0.678, 'pos': 0.322, 'comp...  \n...                                                   ...  \n129719  {'neg': 0.0, 'neu': 0.797, 'pos': 0.203, 'comp...  \n129720  {'neg': 0.0, 'neu': 0.638, 'pos': 0.362, 'comp...  \n129721  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n129722  {'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...  \n129723  {'neg': 0.0, 'neu': 0.746, 'pos': 0.254, 'comp...  \n\n[129724 rows x 2 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>text_clean</th>\n      <th>sentiment</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>how to identify a whitexican in qatar  no resp...</td>\n      <td>{'neg': 0.205, 'neu': 0.676, 'pos': 0.119, 'co...</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>gillingham vs afc fylde    pm whos going to wi...</td>\n      <td>{'neg': 0.0, 'neu': 0.678, 'pos': 0.322, 'comp...</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>derby vs torquay    pm whos going to win</td>\n      <td>{'neg': 0.0, 'neu': 0.648, 'pos': 0.352, 'comp...</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>cambridge united vs curzon ashton    pm whos g...</td>\n      <td>{'neg': 0.0, 'neu': 0.548, 'pos': 0.452, 'comp...</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>hartlepool vs solihull moors    pm whos going ...</td>\n      <td>{'neg': 0.0, 'neu': 0.678, 'pos': 0.322, 'comp...</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>129719</th>\n      <td>the coronation of the true living    ens ada f...</td>\n      <td>{'neg': 0.0, 'neu': 0.797, 'pos': 0.203, 'comp...</td>\n    </tr>\n    <tr>\n      <th>129720</th>\n      <td>peter drury on argentina s winning moment</td>\n      <td>{'neg': 0.0, 'neu': 0.638, 'pos': 0.362, 'comp...</td>\n    </tr>\n    <tr>\n      <th>129721</th>\n      <td>argentine dairy industry</td>\n      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n    </tr>\n    <tr>\n      <th>129722</th>\n      <td>this time argentina       quack wool chz ltc v...</td>\n      <td>{'neg': 0.0, 'neu': 1.0, 'pos': 0.0, 'compound...</td>\n    </tr>\n    <tr>\n      <th>129723</th>\n      <td>the real goat   congrats leo   twt dyp luna ka...</td>\n      <td>{'neg': 0.0, 'neu': 0.746, 'pos': 0.254, 'comp...</td>\n    </tr>\n  </tbody>\n</table>\n<p>129724 rows × 2 columns</p>\n</div>"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Displaying cleaned texts and corresponding emotion scores\n",
    "tweets[['text_clean', 'sentiment']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# Labeled sentiment plot function\n",
    "def plot_sentiment_pie(column):\n",
    "    sentiment_count = {'positive' : 0, 'neutral' : 0, 'negative' : 0}\n",
    "\n",
    "    for sentiment in column:\n",
    "        if sentiment['compound'] >= 0.1:\n",
    "            sentiment_count['positive'] += 1\n",
    "        elif sentiment['compound'] <= -0.1:\n",
    "            sentiment_count['negative'] += 1\n",
    "        else:\n",
    "            sentiment_count['neutral'] += 1\n",
    "\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.pie(sentiment_count.values(), labels=sentiment_count.keys(), autopct='%1.1f%%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting labeled sentiments for a tweets set\n",
    "plot_sentiment_pie(tweets.sentiment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# Distinguishing tweets with a very positive sentiment score\n",
    "tweets_pos = tweets.loc[tweets.sentiment.apply(lambda row : row['compound'] >= 0.8)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "                                               text_clean  \\\n99      when countries use their one love arm band whe...   \n128     viba joins the world in celebrating the beauti...   \n157     i would love it if kane wore his armband and t...   \n184     this was amazing to watch   so much respect fo...   \n188     eve in qatar fifa  eve fifa special      iran ...   \n...                                                   ...   \n129684  congrats to argentina and to the goat lionel m...   \n129694  an explosion of joy as argentina wins the worl...   \n129705  congrats to argentina and to the goat lionel m...   \n129713  congrats to argentina and to the goat lionel m...   \n129714  congrats to argentina and to the goat lionel m...   \n\n                                                sentiment  \n99      {'neg': 0.0, 'neu': 0.713, 'pos': 0.287, 'comp...  \n128     {'neg': 0.0, 'neu': 0.479, 'pos': 0.521, 'comp...  \n157     {'neg': 0.0, 'neu': 0.704, 'pos': 0.296, 'comp...  \n184     {'neg': 0.0, 'neu': 0.605, 'pos': 0.395, 'comp...  \n188     {'neg': 0.0, 'neu': 0.682, 'pos': 0.318, 'comp...  \n...                                                   ...  \n129684  {'neg': 0.0, 'neu': 0.725, 'pos': 0.275, 'comp...  \n129694  {'neg': 0.0, 'neu': 0.516, 'pos': 0.484, 'comp...  \n129705  {'neg': 0.0, 'neu': 0.725, 'pos': 0.275, 'comp...  \n129713  {'neg': 0.0, 'neu': 0.725, 'pos': 0.275, 'comp...  \n129714  {'neg': 0.0, 'neu': 0.725, 'pos': 0.275, 'comp...  \n\n[8890 rows x 2 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>text_clean</th>\n      <th>sentiment</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>99</th>\n      <td>when countries use their one love arm band whe...</td>\n      <td>{'neg': 0.0, 'neu': 0.713, 'pos': 0.287, 'comp...</td>\n    </tr>\n    <tr>\n      <th>128</th>\n      <td>viba joins the world in celebrating the beauti...</td>\n      <td>{'neg': 0.0, 'neu': 0.479, 'pos': 0.521, 'comp...</td>\n    </tr>\n    <tr>\n      <th>157</th>\n      <td>i would love it if kane wore his armband and t...</td>\n      <td>{'neg': 0.0, 'neu': 0.704, 'pos': 0.296, 'comp...</td>\n    </tr>\n    <tr>\n      <th>184</th>\n      <td>this was amazing to watch   so much respect fo...</td>\n      <td>{'neg': 0.0, 'neu': 0.605, 'pos': 0.395, 'comp...</td>\n    </tr>\n    <tr>\n      <th>188</th>\n      <td>eve in qatar fifa  eve fifa special      iran ...</td>\n      <td>{'neg': 0.0, 'neu': 0.682, 'pos': 0.318, 'comp...</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>129684</th>\n      <td>congrats to argentina and to the goat lionel m...</td>\n      <td>{'neg': 0.0, 'neu': 0.725, 'pos': 0.275, 'comp...</td>\n    </tr>\n    <tr>\n      <th>129694</th>\n      <td>an explosion of joy as argentina wins the worl...</td>\n      <td>{'neg': 0.0, 'neu': 0.516, 'pos': 0.484, 'comp...</td>\n    </tr>\n    <tr>\n      <th>129705</th>\n      <td>congrats to argentina and to the goat lionel m...</td>\n      <td>{'neg': 0.0, 'neu': 0.725, 'pos': 0.275, 'comp...</td>\n    </tr>\n    <tr>\n      <th>129713</th>\n      <td>congrats to argentina and to the goat lionel m...</td>\n      <td>{'neg': 0.0, 'neu': 0.725, 'pos': 0.275, 'comp...</td>\n    </tr>\n    <tr>\n      <th>129714</th>\n      <td>congrats to argentina and to the goat lionel m...</td>\n      <td>{'neg': 0.0, 'neu': 0.725, 'pos': 0.275, 'comp...</td>\n    </tr>\n  </tbody>\n</table>\n<p>8890 rows × 2 columns</p>\n</div>"
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Displaying highly positive tweet texts and corresponding sentiment scores\n",
    "tweets_pos[['text_clean', 'sentiment']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# Wordcloud plot function\n",
    "def plot_wordcloud(column):\n",
    "    wordlist = [word for words in column for word in words]\n",
    "\n",
    "    fdist_words = FreqDist(wordlist)\n",
    "\n",
    "    wc = WordCloud(width=1000, height=800, max_words=100).generate_from_frequencies(fdist_words)\n",
    "    plt.imshow(wc, interpolation='bilinear')\n",
    "    plt.axis('off')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting wordcloud of a clean text from tweets_pos\n",
    "plot_wordcloud(tweets_pos.text_clean_stopwords)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the most frequent hashtags from tweets_pos\n",
    "hashtags_pos = [hashtag for hashtags in tweets_pos.hashtags_list for hashtag in hashtags]\n",
    "hashtags_pos_freq = {v : k for v, k in Counter(hashtags_pos).most_common(10)}\n",
    "\n",
    "plt.bar(hashtags_pos_freq.keys(), hashtags_pos_freq.values())\n",
    "plt.gcf().autofmt_xdate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# Obtaining bigrams of tweets_pos\n",
    "bigram_pos = pd.Series([word for sublist in\n",
    "                        tweets_pos.text_clean_stopwords\n",
    "                            .apply(lambda x : [i for i in bigrams(x)])\n",
    "                            .tolist() for word in sublist]).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<AxesSubplot: >"
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting bigrams\n",
    "bigram_pos[:10].plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "text_clean\n  live hd stream   netherlands vs united states   free  live stream       link  gtgt link  gtgt retweet    like    to support us                                                                       511\n support your favorite team and win total millions of rupiah prizes become a that should be together join now                                                                                          270\nmake the best of the world cup increase your winning chances with predictions by prediktr try for days for free                                                                                        137\n for the glory of fifa the true fans of the league get all your friends to join with us in this amazing community fifan token from fifa fans for fifa fans                                             116\n   fifa world cup  is here and so it s time for chippercash football lovers to stay entertained and win lots of giveaway  kindly login and claim your reward congratulations                            72\n                                                                                                                                                                                                      ... \nbreakdown of a wonderful team goal by for vs from sundays world cup final brilliant firsttouch football with super spacial awareness from argentina with france caught ballwatching in the buildup       1\nbrazil x serbia past games   brazil won  friendly   brazil won  world cup                                                                                                                                1\nbrazil won  over serbia with wonderful brace from richarlison                                                                                                                                            1\nbrazil will win this match    thank you for this awesome contest   tag my friends                                                                                                                        1\nzepcoin serves as the official form of payment in the stunning and futuristic you may enjoy hobbies like gaming and movie watching with your favourite celebrity visit                                   1\nLength: 6336, dtype: int64"
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Grouping texts from tweets_pos\n",
    "tweets_pos.groupby(['text_clean']).size().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# Distinguishing tweets with a very negative sentiment score\n",
    "tweets_neg = tweets.loc[tweets.sentiment.apply(lambda row : row['compound'] <= -0.6)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "                                               text_clean  \\\n37       protesters who came to the street in   today ...   \n38       irans football team does not represent the pe...   \n45       at this very moment people of iran are being ...   \n47      western politics amp media have shown such sha...   \n49      if it wasn t for money having the loudest voic...   \n...                                                   ...   \n129424   best ever except for abuse of women abuse of ...   \n129427   best ever except for abuse of women abuse of ...   \n129439  to burn the west with the fire of hatred and h...   \n129468  france lost but was never a pushed over team w...   \n129592  for the west to burn with the fire of hatred m...   \n\n                                                sentiment  \n37      {'neg': 0.268, 'neu': 0.732, 'pos': 0.0, 'comp...  \n38      {'neg': 0.336, 'neu': 0.664, 'pos': 0.0, 'comp...  \n45      {'neg': 0.279, 'neu': 0.639, 'pos': 0.082, 'co...  \n47      {'neg': 0.37, 'neu': 0.546, 'pos': 0.084, 'com...  \n49      {'neg': 0.132, 'neu': 0.831, 'pos': 0.038, 'co...  \n...                                                   ...  \n129424  {'neg': 0.379, 'neu': 0.469, 'pos': 0.152, 'co...  \n129427  {'neg': 0.379, 'neu': 0.469, 'pos': 0.152, 'co...  \n129439  {'neg': 0.362, 'neu': 0.638, 'pos': 0.0, 'comp...  \n129468  {'neg': 0.238, 'neu': 0.762, 'pos': 0.0, 'comp...  \n129592  {'neg': 0.292, 'neu': 0.708, 'pos': 0.0, 'comp...  \n\n[7956 rows x 2 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>text_clean</th>\n      <th>sentiment</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>37</th>\n      <td>protesters who came to the street in   today ...</td>\n      <td>{'neg': 0.268, 'neu': 0.732, 'pos': 0.0, 'comp...</td>\n    </tr>\n    <tr>\n      <th>38</th>\n      <td>irans football team does not represent the pe...</td>\n      <td>{'neg': 0.336, 'neu': 0.664, 'pos': 0.0, 'comp...</td>\n    </tr>\n    <tr>\n      <th>45</th>\n      <td>at this very moment people of iran are being ...</td>\n      <td>{'neg': 0.279, 'neu': 0.639, 'pos': 0.082, 'co...</td>\n    </tr>\n    <tr>\n      <th>47</th>\n      <td>western politics amp media have shown such sha...</td>\n      <td>{'neg': 0.37, 'neu': 0.546, 'pos': 0.084, 'com...</td>\n    </tr>\n    <tr>\n      <th>49</th>\n      <td>if it wasn t for money having the loudest voic...</td>\n      <td>{'neg': 0.132, 'neu': 0.831, 'pos': 0.038, 'co...</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>129424</th>\n      <td>best ever except for abuse of women abuse of ...</td>\n      <td>{'neg': 0.379, 'neu': 0.469, 'pos': 0.152, 'co...</td>\n    </tr>\n    <tr>\n      <th>129427</th>\n      <td>best ever except for abuse of women abuse of ...</td>\n      <td>{'neg': 0.379, 'neu': 0.469, 'pos': 0.152, 'co...</td>\n    </tr>\n    <tr>\n      <th>129439</th>\n      <td>to burn the west with the fire of hatred and h...</td>\n      <td>{'neg': 0.362, 'neu': 0.638, 'pos': 0.0, 'comp...</td>\n    </tr>\n    <tr>\n      <th>129468</th>\n      <td>france lost but was never a pushed over team w...</td>\n      <td>{'neg': 0.238, 'neu': 0.762, 'pos': 0.0, 'comp...</td>\n    </tr>\n    <tr>\n      <th>129592</th>\n      <td>for the west to burn with the fire of hatred m...</td>\n      <td>{'neg': 0.292, 'neu': 0.708, 'pos': 0.0, 'comp...</td>\n    </tr>\n  </tbody>\n</table>\n<p>7956 rows × 2 columns</p>\n</div>"
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sample of negative tweets with corresponding sentiment scores\n",
    "tweets_neg[['text_clean', 'sentiment']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting most common words from negative tweets\n",
    "plot_wordcloud(tweets_neg.text_clean_stopwords)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the most frequent hashtags from negative tweets\n",
    "hashtags_neg = [hashtag for hashtags in tweets_neg.hashtags_list for hashtag in hashtags]\n",
    "hashtags_neg_freq = {v : k for v, k in Counter(hashtags_neg).most_common(10)}\n",
    "\n",
    "plt.bar(hashtags_neg_freq.keys(), hashtags_neg_freq.values())\n",
    "plt.gcf().autofmt_xdate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# Getting bigrams of negative tweets\n",
    "bigram_neg = pd.Series([word for sublist in\n",
    "                        tweets_neg.text_clean_stopwords\n",
    "                            .apply(lambda x : [i for i in bigrams(x)])\n",
    "                            .tolist() for word in sublist]).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<AxesSubplot: >"
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting bigrams\n",
    "bigram_neg[:10].plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "text_clean\n at this time when the world is busy with football  the islamic republic is committing crimes and killing innocent people and children with a war weapons in the street  please be our voice                                                                          1042\n unbelievable   a young iranian man was shot dead in his car in after the mullah team lost in to usahis crime was beeping in his car peacefully  his last story still is up on his profile  this regime must go                                                        103\n her name is  shes only  she was kidnapped by irgc thugs and they raped her so many times that she was brought to a hospital only to be kidnapped again i cannot watch soccer while our kids are being raped                                                            72\n a singer from kermanshah who was arrested by the security forces during protests in iran was accused in the court and he may be executed by the regime during his detention he was subjected to severe physical and mental torture                                     69\n right now at the same time as the match between iran and wales people are protesting in baluchistan  and the repression force of the islamic republic is killing people with direct fire                                                                               68\n                                                                                                                                                                                                                                                                      ... \nbrutal attack ukrainian himars fire hits russian airbase ukrainian troops move east                                                                                                                                                                                      1\nbrutal commentary basically mocking it                                                                                                                                                                                                                                   1\nbuhari expresses sadness over prince shehu malami s death psquare  kano  nysc instagram dor face benz pandora  messi                                                                                                                                                     1\nbullshit penalty                                                                                                                                                                                                                                                         1\nzionists are trying to use antisemitic reports to ban another palestinian story they use antisemitism as away to condone censorship and restrict not only freedom of speech but sharing a perspective as well as silencing their occupation along with idf terror        1\nLength: 4812, dtype: int64"
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Grouping texts from negative tweets\n",
    "tweets_neg.groupby(['text_clean']).size().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# Extracting tweets related to Iran\n",
    "hashtags_iran = ['mahsaamini', 'javanroud', 'iranrevolution', 'saytheirnames', 'opiran']\n",
    "tweets_iran = tweets.loc[tweets.apply(lambda row : any(hashtag in row.hashtags_list for hashtag in hashtags_iran), axis=1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting labeled sentiments for Iran related tweets\n",
    "plot_sentiment_pie(tweets_iran.sentiment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "text_clean\n at this time when the world is busy with football  the islamic republic is committing crimes and killing innocent people and children with a war weapons in the street  please be our voice                     1041\n be our voice                                                                                                                                                                                                      77\n  save us from khamenei  raisi and basijis  disgusted by your silence       down with regime lobbies                                                                                                               76\n her name is  shes only  she was kidnapped by irgc thugs and they raped her so many times that she was brought to a hospital only to be kidnapped again i cannot watch soccer while our kids are being raped       72\n  save women from khamenei  raisi and basijis  disgusted by your silence       down with regime lobbies                                                                                                            70\n                                                                                                                                                                                                                 ... \nabc news  came just a day after iranian security forces reportedly arrested one of the countrys most famous footballers  who has regularly criticised ir treatment of iranian kurds on social media                 1\na thug of islamic republic regime watching football in today the regime has sent many of its children killers to                                                                                                    1\na significant number of troops have been sent to mahabad from hamza urmia camp with combat weapons and semiheavy weaponsthe image of their heavy shooting can be heard in the residential areas of mahabad          1\na motorcycle driver killed by iranian security forces shot his heart                                                                                                                                                1\nzakaria khial was shot in the head by the security forces of apartheid regime of islamic republic in piranshahr on september th he was only                                                                         1\nLength: 2323, dtype: int64"
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Grouping texts from Iran related tweets\n",
    "tweets_iran.groupby(['text_clean']).size().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "outputs": [
    {
     "data": {
      "text/plain": "                   hashtag                   id            author_id  \\\n90      #QatarWorldCup2022  1594638513609531393  1548688313846239233   \n128     #QatarWorldCup2022  1594638296751095808  1539516874576130054   \n220     #QatarWorldCup2022  1594637638409109506  1093801674848784384   \n230     #QatarWorldCup2022  1594637596033957888  1571092774316900352   \n250     #QatarWorldCup2022  1594637434268286977  1573211031106686976   \n...                    ...                  ...                  ...   \n117797          #Qatar2022  1599517891011162112           2888353102   \n117801          #Qatar2022  1599517856101593088           2888353102   \n118964  #QatarWorldCup2022  1605210290056204288  1522834921726922753   \n121371  #QatarWorldCup2022  1604720293100294144  1580980800773726208   \n127034          #Qatar2022  1605188088426565640  1605176756532551680   \n\n                                                     text  like_count  \\\n90      @England Wear the armband! 🏳️‍🌈 #LGBTQ \\nSuppo...           0   \n128     Viba joins the world in celebrating the beauti...           0   \n220     For women, life, freedom #sayTheirName\\n#mahsa...           0   \n230     @FIFAWorldCup #Infantino #FIFA Where is your s...           0   \n250     @FIFAWorldCup Alireza Jahanbakhsh is ready to ...           0   \n...                                                   ...         ...   \n117797  🇬🇧#British 🇬🇧✅ Sign Share Public display \\n🔴Re...           0   \n117801  🇬🇧#British 🇬🇧✅ Sign Share Public display \\n🔴Re...           0   \n118964  CBN Governor Emefiele was suspected of corrupt...           0   \n121371  @1mfati @Persian_Ahura This is what she tweete...           2   \n127034  🇬🇧#British 🇬🇧✅ Sign Share Public display \\n🔴Re...           0   \n\n        reply_count  retweet_count  quote_count                 created_at  \\\n90                0              0            0  2022-11-21 10:27:03+00:00   \n128               0              0            0  2022-11-21 10:26:11+00:00   \n220               0              0            0  2022-11-21 10:23:34+00:00   \n230               0              0            0  2022-11-21 10:23:24+00:00   \n250               0              0            0  2022-11-21 10:22:45+00:00   \n...             ...            ...          ...                        ...   \n117797            0              0            0  2022-12-04 21:35:57+00:00   \n117801            0              0            0  2022-12-04 21:35:49+00:00   \n118964            0              0            0  2022-12-20 14:35:31+00:00   \n121371            0              0            0  2022-12-19 06:08:26+00:00   \n127034            0              0            0  2022-12-20 13:07:17+00:00   \n\n       lang                                           mentions  \\\n90       en                                     ['1903382054']   \n128      en                                                NaN   \n220      en                                                NaN   \n230      en                                      ['138372303']   \n250      en                                      ['138372303']   \n...     ...                                                ...   \n117797   en                                                NaN   \n117801   en                                                NaN   \n118964   en                                                NaN   \n121371   en  ['1411084710302846977', '1016622633679388675',...   \n127034   en                                                NaN   \n\n                                               text_clean  \\\n90       wear the armband      support iranian women w...   \n128     viba joins the world in celebrating the beauti...   \n220                           for women life freedom        \n230      where is your statement about violence  the o...   \n250      alireza jahanbakhsh is ready to ignore the bl...   \n...                                                   ...   \n117797         sign share public display  rest of shar...   \n117801         sign share public display  rest of shar...   \n118964  cbn governor emefiele was suspected of corrupt...   \n121371   this is what she tweeted    could be useful t...   \n127034         sign share public display  rest of shar...   \n\n                                          text_clean_list  \\\n90      [wear, the, armband, support, iranian, woman, ...   \n128     [viba, join, the, world, in, celebrating, the,...   \n220                           [for, woman, life, freedom]   \n230     [where, is, your, statement, about, violence, ...   \n250     [alireza, jahanbakhsh, is, ready, to, ignore, ...   \n...                                                   ...   \n117797  [sign, share, public, display, rest, of, share...   \n117801  [sign, share, public, display, rest, of, share...   \n118964  [cbn, governor, emefiele, wa, suspected, of, c...   \n121371  [this, is, what, she, tweeted, could, be, usef...   \n127034  [sign, share, public, display, rest, of, share...   \n\n                                     text_clean_stopwords  \\\n90      [wear, armband, support, iranian, woman, woman...   \n128     [viba, join, world, celebrating, beautiful, game]   \n220                                [woman, life, freedom]   \n230     [statement, violence, side, persian, gulf, soc...   \n250     [alireza, jahanbakhsh, ready, ignore, blood, d...   \n...                                                   ...   \n117797  [sign, share, public, display, rest, share, so...   \n117801  [sign, share, public, display, rest, share, so...   \n118964  [cbn, governor, emefiele, wa, suspected, corru...   \n121371  [tweeted, could, useful, save, iranian, footba...   \n127034  [sign, share, public, display, rest, share, so...   \n\n                                            hashtags_list  \\\n90      [lgbtq, mahsaamini, qatarworldcup2022, fifawor...   \n128     [fifaworldcup, openingceremonyworldcup2022, qa...   \n220         [saytheirname, mahsaamini, qatarworldcup2022]   \n230     [infantino, fifa, iran, nowlive, fifaworldcup,...   \n250         [qatarworldcup2022, fifaworldcup, mahsaamini]   \n...                                                   ...   \n117797  [british, مهسا_امینی, اعتصابات_سراسری, qatar20...   \n117801  [british, مهسا_امینی, اعتصابات_سراسری, qatar20...   \n118964  [nysc, iranrevolution, freennamdikanu, fifawor...   \n121371  [qatarworldcup2022, amirnasr, stopexecutionsin...   \n127034  [british, مهسا_امینی, اعتصابات_سراسری, qatar20...   \n\n                                                sentiment  \\\n90      {'neg': 0.0, 'neu': 0.504, 'pos': 0.496, 'comp...   \n128     {'neg': 0.0, 'neu': 0.479, 'pos': 0.521, 'comp...   \n220     {'neg': 0.0, 'neu': 0.417, 'pos': 0.583, 'comp...   \n230     {'neg': 0.121, 'neu': 0.706, 'pos': 0.173, 'co...   \n250     {'neg': 0.081, 'neu': 0.749, 'pos': 0.169, 'co...   \n...                                                   ...   \n117797  {'neg': 0.0, 'neu': 0.645, 'pos': 0.355, 'comp...   \n117801  {'neg': 0.0, 'neu': 0.645, 'pos': 0.355, 'comp...   \n118964  {'neg': 0.081, 'neu': 0.641, 'pos': 0.278, 'co...   \n121371  {'neg': 0.092, 'neu': 0.634, 'pos': 0.275, 'co...   \n127034  {'neg': 0.0, 'neu': 0.645, 'pos': 0.355, 'comp...   \n\n                                                 emotions  \n90      {'negative': 1, 'trust': 2, 'joy': 1, 'positiv...  \n128          {'anticipation': 1, 'joy': 2, 'positive': 2}  \n220                 {'joy': 1, 'positive': 1, 'trust': 1}  \n230     {'positive': 4, 'trust': 4, 'anger': 2, 'fear'...  \n250                    {'anticipation': 1, 'negative': 2}  \n...                                                   ...  \n117797  {'anticipation': 3, 'joy': 2, 'positive': 4, '...  \n117801  {'anticipation': 3, 'joy': 2, 'positive': 4, '...  \n118964  {'trust': 3, 'disgust': 1, 'negative': 1, 'ant...  \n121371  {'joy': 2, 'positive': 2, 'trust': 2, 'anger':...  \n127034  {'anticipation': 3, 'joy': 2, 'positive': 4, '...  \n\n[1241 rows x 17 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>hashtag</th>\n      <th>id</th>\n      <th>author_id</th>\n      <th>text</th>\n      <th>like_count</th>\n      <th>reply_count</th>\n      <th>retweet_count</th>\n      <th>quote_count</th>\n      <th>created_at</th>\n      <th>lang</th>\n      <th>mentions</th>\n      <th>text_clean</th>\n      <th>text_clean_list</th>\n      <th>text_clean_stopwords</th>\n      <th>hashtags_list</th>\n      <th>sentiment</th>\n      <th>emotions</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>90</th>\n      <td>#QatarWorldCup2022</td>\n      <td>1594638513609531393</td>\n      <td>1548688313846239233</td>\n      <td>@England Wear the armband! 🏳️‍🌈 #LGBTQ \\nSuppo...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2022-11-21 10:27:03+00:00</td>\n      <td>en</td>\n      <td>['1903382054']</td>\n      <td>wear the armband      support iranian women w...</td>\n      <td>[wear, the, armband, support, iranian, woman, ...</td>\n      <td>[wear, armband, support, iranian, woman, woman...</td>\n      <td>[lgbtq, mahsaamini, qatarworldcup2022, fifawor...</td>\n      <td>{'neg': 0.0, 'neu': 0.504, 'pos': 0.496, 'comp...</td>\n      <td>{'negative': 1, 'trust': 2, 'joy': 1, 'positiv...</td>\n    </tr>\n    <tr>\n      <th>128</th>\n      <td>#QatarWorldCup2022</td>\n      <td>1594638296751095808</td>\n      <td>1539516874576130054</td>\n      <td>Viba joins the world in celebrating the beauti...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2022-11-21 10:26:11+00:00</td>\n      <td>en</td>\n      <td>NaN</td>\n      <td>viba joins the world in celebrating the beauti...</td>\n      <td>[viba, join, the, world, in, celebrating, the,...</td>\n      <td>[viba, join, world, celebrating, beautiful, game]</td>\n      <td>[fifaworldcup, openingceremonyworldcup2022, qa...</td>\n      <td>{'neg': 0.0, 'neu': 0.479, 'pos': 0.521, 'comp...</td>\n      <td>{'anticipation': 1, 'joy': 2, 'positive': 2}</td>\n    </tr>\n    <tr>\n      <th>220</th>\n      <td>#QatarWorldCup2022</td>\n      <td>1594637638409109506</td>\n      <td>1093801674848784384</td>\n      <td>For women, life, freedom #sayTheirName\\n#mahsa...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2022-11-21 10:23:34+00:00</td>\n      <td>en</td>\n      <td>NaN</td>\n      <td>for women life freedom</td>\n      <td>[for, woman, life, freedom]</td>\n      <td>[woman, life, freedom]</td>\n      <td>[saytheirname, mahsaamini, qatarworldcup2022]</td>\n      <td>{'neg': 0.0, 'neu': 0.417, 'pos': 0.583, 'comp...</td>\n      <td>{'joy': 1, 'positive': 1, 'trust': 1}</td>\n    </tr>\n    <tr>\n      <th>230</th>\n      <td>#QatarWorldCup2022</td>\n      <td>1594637596033957888</td>\n      <td>1571092774316900352</td>\n      <td>@FIFAWorldCup #Infantino #FIFA Where is your s...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2022-11-21 10:23:24+00:00</td>\n      <td>en</td>\n      <td>['138372303']</td>\n      <td>where is your statement about violence  the o...</td>\n      <td>[where, is, your, statement, about, violence, ...</td>\n      <td>[statement, violence, side, persian, gulf, soc...</td>\n      <td>[infantino, fifa, iran, nowlive, fifaworldcup,...</td>\n      <td>{'neg': 0.121, 'neu': 0.706, 'pos': 0.173, 'co...</td>\n      <td>{'positive': 4, 'trust': 4, 'anger': 2, 'fear'...</td>\n    </tr>\n    <tr>\n      <th>250</th>\n      <td>#QatarWorldCup2022</td>\n      <td>1594637434268286977</td>\n      <td>1573211031106686976</td>\n      <td>@FIFAWorldCup Alireza Jahanbakhsh is ready to ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2022-11-21 10:22:45+00:00</td>\n      <td>en</td>\n      <td>['138372303']</td>\n      <td>alireza jahanbakhsh is ready to ignore the bl...</td>\n      <td>[alireza, jahanbakhsh, is, ready, to, ignore, ...</td>\n      <td>[alireza, jahanbakhsh, ready, ignore, blood, d...</td>\n      <td>[qatarworldcup2022, fifaworldcup, mahsaamini]</td>\n      <td>{'neg': 0.081, 'neu': 0.749, 'pos': 0.169, 'co...</td>\n      <td>{'anticipation': 1, 'negative': 2}</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>117797</th>\n      <td>#Qatar2022</td>\n      <td>1599517891011162112</td>\n      <td>2888353102</td>\n      <td>🇬🇧#British 🇬🇧✅ Sign Share Public display \\n🔴Re...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2022-12-04 21:35:57+00:00</td>\n      <td>en</td>\n      <td>NaN</td>\n      <td>sign share public display  rest of shar...</td>\n      <td>[sign, share, public, display, rest, of, share...</td>\n      <td>[sign, share, public, display, rest, share, so...</td>\n      <td>[british, مهسا_امینی, اعتصابات_سراسری, qatar20...</td>\n      <td>{'neg': 0.0, 'neu': 0.645, 'pos': 0.355, 'comp...</td>\n      <td>{'anticipation': 3, 'joy': 2, 'positive': 4, '...</td>\n    </tr>\n    <tr>\n      <th>117801</th>\n      <td>#Qatar2022</td>\n      <td>1599517856101593088</td>\n      <td>2888353102</td>\n      <td>🇬🇧#British 🇬🇧✅ Sign Share Public display \\n🔴Re...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2022-12-04 21:35:49+00:00</td>\n      <td>en</td>\n      <td>NaN</td>\n      <td>sign share public display  rest of shar...</td>\n      <td>[sign, share, public, display, rest, of, share...</td>\n      <td>[sign, share, public, display, rest, share, so...</td>\n      <td>[british, مهسا_امینی, اعتصابات_سراسری, qatar20...</td>\n      <td>{'neg': 0.0, 'neu': 0.645, 'pos': 0.355, 'comp...</td>\n      <td>{'anticipation': 3, 'joy': 2, 'positive': 4, '...</td>\n    </tr>\n    <tr>\n      <th>118964</th>\n      <td>#QatarWorldCup2022</td>\n      <td>1605210290056204288</td>\n      <td>1522834921726922753</td>\n      <td>CBN Governor Emefiele was suspected of corrupt...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2022-12-20 14:35:31+00:00</td>\n      <td>en</td>\n      <td>NaN</td>\n      <td>cbn governor emefiele was suspected of corrupt...</td>\n      <td>[cbn, governor, emefiele, wa, suspected, of, c...</td>\n      <td>[cbn, governor, emefiele, wa, suspected, corru...</td>\n      <td>[nysc, iranrevolution, freennamdikanu, fifawor...</td>\n      <td>{'neg': 0.081, 'neu': 0.641, 'pos': 0.278, 'co...</td>\n      <td>{'trust': 3, 'disgust': 1, 'negative': 1, 'ant...</td>\n    </tr>\n    <tr>\n      <th>121371</th>\n      <td>#QatarWorldCup2022</td>\n      <td>1604720293100294144</td>\n      <td>1580980800773726208</td>\n      <td>@1mfati @Persian_Ahura This is what she tweete...</td>\n      <td>2</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2022-12-19 06:08:26+00:00</td>\n      <td>en</td>\n      <td>['1411084710302846977', '1016622633679388675',...</td>\n      <td>this is what she tweeted    could be useful t...</td>\n      <td>[this, is, what, she, tweeted, could, be, usef...</td>\n      <td>[tweeted, could, useful, save, iranian, footba...</td>\n      <td>[qatarworldcup2022, amirnasr, stopexecutionsin...</td>\n      <td>{'neg': 0.092, 'neu': 0.634, 'pos': 0.275, 'co...</td>\n      <td>{'joy': 2, 'positive': 2, 'trust': 2, 'anger':...</td>\n    </tr>\n    <tr>\n      <th>127034</th>\n      <td>#Qatar2022</td>\n      <td>1605188088426565640</td>\n      <td>1605176756532551680</td>\n      <td>🇬🇧#British 🇬🇧✅ Sign Share Public display \\n🔴Re...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2022-12-20 13:07:17+00:00</td>\n      <td>en</td>\n      <td>NaN</td>\n      <td>sign share public display  rest of shar...</td>\n      <td>[sign, share, public, display, rest, of, share...</td>\n      <td>[sign, share, public, display, rest, share, so...</td>\n      <td>[british, مهسا_امینی, اعتصابات_سراسری, qatar20...</td>\n      <td>{'neg': 0.0, 'neu': 0.645, 'pos': 0.355, 'comp...</td>\n      <td>{'anticipation': 3, 'joy': 2, 'positive': 4, '...</td>\n    </tr>\n  </tbody>\n</table>\n<p>1241 rows × 17 columns</p>\n</div>"
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets_iran.loc[tweets_iran.sentiment.apply(lambda row : row['compound'] >= 0.1)]"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "outputs": [],
   "source": [
    "# Saving users related to Iran\n",
    "users_iran = users[users.id.isin(tweets_iran.author_id)]\n",
    "users_iran.to_csv('./data/users_iran.csv', index=False)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# Extracting tweets related to Ukraine\n",
    "hashtags_ukraine = ['ukraine', 'russia', 'stop_war', 'ukrainerussiawar', 'war']\n",
    "tweets_ukraine = tweets.loc[tweets.apply(lambda row : any(hashtag in row.hashtags_list for hashtag in hashtags_ukraine), axis=1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting labeled sentiments for Ukraine related tweets\n",
    "plot_sentiment_pie(tweets_ukraine.sentiment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "text_clean\n the bloody zionist occupation shoots in cold blood a civilian palestinian  years old in in  any condemnation oh well this is not     36\n davido and chioma are under spiritual attack click on the blue link   to watch ghana ronaldo bella the clout                         20\n davido and chioma are under spiritual attack click on the blue link   to watch ghana ronaldo bella the clout asamoah gyan            20\n davido and chioma are under spiritual attack click on the blue link   to watch ghana ronaldo bella the clout asamoah gyan gtbank     19\nukraine russia war footage today graphic intense rare combat footage from ukraine russia war                                          12\n                                                                                                                                      ..\nrussia continues to hide the real death toll of its servicemen while more troops are sent to ukraine                                   1\nrussia deploys its latest electronic warfare mosquito drone in ukraine                                                                 1\nrussia fines wikipedia owner  for not deleting ukraine war entries                                                                     1\nrussia fires  dozens of missiles  ukraine says experts in poland zelensky not sure about blast                                         1\nzelenskyy predicts ukraine war will be over soon                                                                                       1\nLength: 1267, dtype: int64"
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Grouping texts from Ukraine related tweets\n",
    "tweets_ukraine.groupby(['text_clean']).size().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "outputs": [
    {
     "data": {
      "text/plain": "                   hashtag                   id            author_id  \\\n3859         #FIFAWorldCup  1594637023700213761  1463283936931430408   \n4287         #FIFAWorldCup  1594635944161837057  1587111210809442304   \n4410         #FIFAWorldCup  1594635624618885121  1587111210809442304   \n4468         #FIFAWorldCup  1594635469983195136  1578881382398443520   \n5559    #QatarWorldCup2022  1594605756145360897  1206879133978038272   \n...                    ...                  ...                  ...   \n125811          #Qatar2022  1605251658916958211  1603711724841861122   \n125813          #Qatar2022  1605251607850913792  1603711724841861122   \n125823          #Qatar2022  1605250872971186176  1603711724841861122   \n126599          #Qatar2022  1605210155473313795  1581756660804198403   \n128711          #Qatar2022  1605098090569953282  1150996248712794114   \n\n                                                     text  like_count  \\\n3859    Ukraine war: Zelenskyy tells soldiers ‘we are ...           0   \n4287    Peace Movement in Action Peace Voices from Rus...           0   \n4410    \"Now is the time to make peace in Ukraine\"  | ...           0   \n4468    Ukraine war: Zelenskyy tells soldiers ‘we are ...           0   \n5559    Great vlog by George on Biden and worldcup\\n\\n...           0   \n...                                                   ...         ...   \n125811  #TerryHallRIP Rwanda #Christmas #FIFAWorldCup ...           0   \n125813  #TerryHallRIP Rwanda #Christmas #FIFAWorldCup ...           0   \n125823  #TerryHallRIP Rwanda #Christmas #FIFAWorldCup ...           0   \n126599  Why did FIFA reject Zelensky's request to shar...           0   \n128711  Join us and get 2-3 free #vip signals with   e...           0   \n\n        reply_count  retweet_count  quote_count                 created_at  \\\n3859              0              0            0  2022-11-21 10:21:08+00:00   \n4287              0              0            0  2022-11-21 10:16:50+00:00   \n4410              0              0            0  2022-11-21 10:15:34+00:00   \n4468              0              0            0  2022-11-21 10:14:57+00:00   \n5559              0              0            0  2022-11-21 08:16:53+00:00   \n...             ...            ...          ...                        ...   \n125811            0              0            0  2022-12-20 17:19:54+00:00   \n125813            0              0            0  2022-12-20 17:19:42+00:00   \n125823            0              0            0  2022-12-20 17:16:46+00:00   \n126599            1              0            0  2022-12-20 14:34:59+00:00   \n128711            0              0            0  2022-12-20 07:09:40+00:00   \n\n       lang mentions                                         text_clean  \\\n3859     en      NaN  ukraine war zelenskyy tells soldiers  we are m...   \n4287     en      NaN  peace movement in action peace voices from rus...   \n4410     en      NaN  now is the time to make peace in ukraine  live...   \n4468     en      NaN  ukraine war zelenskyy tells soldiers  we are m...   \n5559     en      NaN      great vlog by george on biden and worldcup      \n...     ...      ...                                                ...   \n125811   en      NaN   rwanda goat martinez happy hanukkah maradona ...   \n125813   en      NaN   rwanda goat martinez happy hanukkah maradona ...   \n125823   en      NaN               rwanda goat martinez happy hanukkah    \n126599   en      NaN  why did fifa reject zelenskys request to share...   \n128711   en      NaN  join us and get  free signals with expert advi...   \n\n                                          text_clean_list  \\\n3859    [ukraine, war, zelenskyy, tell, soldier, we, a...   \n4287    [peace, movement, in, action, peace, voice, fr...   \n4410    [now, is, the, time, to, make, peace, in, ukra...   \n4468    [ukraine, war, zelenskyy, tell, soldier, we, a...   \n5559    [great, vlog, by, george, on, biden, and, worl...   \n...                                                   ...   \n125811  [rwanda, goat, martinez, happy, hanukkah, mara...   \n125813  [rwanda, goat, martinez, happy, hanukkah, mara...   \n125823          [rwanda, goat, martinez, happy, hanukkah]   \n126599  [why, did, fifa, reject, zelenskys, request, t...   \n128711  [join, u, and, get, free, signal, with, expert...   \n\n                                     text_clean_stopwords  \\\n3859    [ukraine, war, zelenskyy, tell, soldier, movin...   \n4287    [peace, movement, action, peace, voice, russia...   \n4410           [time, make, peace, ukraine, live, debate]   \n4468    [ukraine, war, zelenskyy, tell, soldier, movin...   \n5559               [great, vlog, george, biden, worldcup]   \n...                                                   ...   \n125811  [rwanda, goat, martinez, happy, hanukkah, mara...   \n125813  [rwanda, goat, martinez, happy, hanukkah, mara...   \n125823          [rwanda, goat, martinez, happy, hanukkah]   \n126599  [fifa, reject, zelenskys, request, share, mess...   \n128711       [join, u, get, free, signal, expert, advice]   \n\n                                            hashtags_list  \\\n3859     [ukraine, germany, fifaworldcup, canada, donbas]   \n4287     [ukraine, germany, fifaworldcup, canada, donbas]   \n4410     [ukraine, germany, fifaworldcup, canada, donbas]   \n4468     [ukraine, germany, fifaworldcup, canada, donbas]   \n5559    [qatarworldcup2022, qatar2022, qatar, ukraine,...   \n...                                                   ...   \n125811  [terryhallrip, christmas, fifaworldcup, ukrain...   \n125813  [terryhallrip, christmas, fifaworldcup, ukrain...   \n125823  [terryhallrip, christmas, fifaworldcup, ukrain...   \n126599  [fifaworldcup, messi𓃵, ukrainerussiawar, qatar...   \n128711  [vip, dowjones, wti, europe, indices, forex, i...   \n\n                                                sentiment  \\\n3859    {'neg': 0.187, 'neu': 0.526, 'pos': 0.287, 'co...   \n4287    {'neg': 0.0, 'neu': 0.533, 'pos': 0.467, 'comp...   \n4410    {'neg': 0.0, 'neu': 0.741, 'pos': 0.259, 'comp...   \n4468    {'neg': 0.187, 'neu': 0.526, 'pos': 0.287, 'co...   \n5559    {'neg': 0.0, 'neu': 0.631, 'pos': 0.369, 'comp...   \n...                                                   ...   \n125811  {'neg': 0.0, 'neu': 0.619, 'pos': 0.381, 'comp...   \n125813  {'neg': 0.0, 'neu': 0.619, 'pos': 0.381, 'comp...   \n125823  {'neg': 0.0, 'neu': 0.519, 'pos': 0.481, 'comp...   \n126599  {'neg': 0.111, 'neu': 0.656, 'pos': 0.234, 'co...   \n128711  {'neg': 0.0, 'neu': 0.56, 'pos': 0.44, 'compou...   \n\n                                                 emotions  \n3859    {'fear': 1, 'negative': 1, 'positive': 2, 'ant...  \n4287    {'anticipation': 2, 'joy': 2, 'positive': 3, '...  \n4410    {'anticipation': 2, 'joy': 1, 'positive': 2, '...  \n4468    {'fear': 1, 'negative': 1, 'positive': 2, 'ant...  \n5559                                                   {}  \n...                                                   ...  \n125811  {'anticipation': 1, 'joy': 1, 'positive': 1, '...  \n125813  {'anticipation': 1, 'joy': 1, 'positive': 1, '...  \n125823  {'anticipation': 1, 'joy': 1, 'positive': 1, '...  \n126599  {'anger': 2, 'fear': 1, 'negative': 1, 'sadnes...  \n128711                        {'positive': 2, 'trust': 2}  \n\n[221 rows x 17 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>hashtag</th>\n      <th>id</th>\n      <th>author_id</th>\n      <th>text</th>\n      <th>like_count</th>\n      <th>reply_count</th>\n      <th>retweet_count</th>\n      <th>quote_count</th>\n      <th>created_at</th>\n      <th>lang</th>\n      <th>mentions</th>\n      <th>text_clean</th>\n      <th>text_clean_list</th>\n      <th>text_clean_stopwords</th>\n      <th>hashtags_list</th>\n      <th>sentiment</th>\n      <th>emotions</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>3859</th>\n      <td>#FIFAWorldCup</td>\n      <td>1594637023700213761</td>\n      <td>1463283936931430408</td>\n      <td>Ukraine war: Zelenskyy tells soldiers ‘we are ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2022-11-21 10:21:08+00:00</td>\n      <td>en</td>\n      <td>NaN</td>\n      <td>ukraine war zelenskyy tells soldiers  we are m...</td>\n      <td>[ukraine, war, zelenskyy, tell, soldier, we, a...</td>\n      <td>[ukraine, war, zelenskyy, tell, soldier, movin...</td>\n      <td>[ukraine, germany, fifaworldcup, canada, donbas]</td>\n      <td>{'neg': 0.187, 'neu': 0.526, 'pos': 0.287, 'co...</td>\n      <td>{'fear': 1, 'negative': 1, 'positive': 2, 'ant...</td>\n    </tr>\n    <tr>\n      <th>4287</th>\n      <td>#FIFAWorldCup</td>\n      <td>1594635944161837057</td>\n      <td>1587111210809442304</td>\n      <td>Peace Movement in Action Peace Voices from Rus...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2022-11-21 10:16:50+00:00</td>\n      <td>en</td>\n      <td>NaN</td>\n      <td>peace movement in action peace voices from rus...</td>\n      <td>[peace, movement, in, action, peace, voice, fr...</td>\n      <td>[peace, movement, action, peace, voice, russia...</td>\n      <td>[ukraine, germany, fifaworldcup, canada, donbas]</td>\n      <td>{'neg': 0.0, 'neu': 0.533, 'pos': 0.467, 'comp...</td>\n      <td>{'anticipation': 2, 'joy': 2, 'positive': 3, '...</td>\n    </tr>\n    <tr>\n      <th>4410</th>\n      <td>#FIFAWorldCup</td>\n      <td>1594635624618885121</td>\n      <td>1587111210809442304</td>\n      <td>\"Now is the time to make peace in Ukraine\"  | ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2022-11-21 10:15:34+00:00</td>\n      <td>en</td>\n      <td>NaN</td>\n      <td>now is the time to make peace in ukraine  live...</td>\n      <td>[now, is, the, time, to, make, peace, in, ukra...</td>\n      <td>[time, make, peace, ukraine, live, debate]</td>\n      <td>[ukraine, germany, fifaworldcup, canada, donbas]</td>\n      <td>{'neg': 0.0, 'neu': 0.741, 'pos': 0.259, 'comp...</td>\n      <td>{'anticipation': 2, 'joy': 1, 'positive': 2, '...</td>\n    </tr>\n    <tr>\n      <th>4468</th>\n      <td>#FIFAWorldCup</td>\n      <td>1594635469983195136</td>\n      <td>1578881382398443520</td>\n      <td>Ukraine war: Zelenskyy tells soldiers ‘we are ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2022-11-21 10:14:57+00:00</td>\n      <td>en</td>\n      <td>NaN</td>\n      <td>ukraine war zelenskyy tells soldiers  we are m...</td>\n      <td>[ukraine, war, zelenskyy, tell, soldier, we, a...</td>\n      <td>[ukraine, war, zelenskyy, tell, soldier, movin...</td>\n      <td>[ukraine, germany, fifaworldcup, canada, donbas]</td>\n      <td>{'neg': 0.187, 'neu': 0.526, 'pos': 0.287, 'co...</td>\n      <td>{'fear': 1, 'negative': 1, 'positive': 2, 'ant...</td>\n    </tr>\n    <tr>\n      <th>5559</th>\n      <td>#QatarWorldCup2022</td>\n      <td>1594605756145360897</td>\n      <td>1206879133978038272</td>\n      <td>Great vlog by George on Biden and worldcup\\n\\n...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2022-11-21 08:16:53+00:00</td>\n      <td>en</td>\n      <td>NaN</td>\n      <td>great vlog by george on biden and worldcup</td>\n      <td>[great, vlog, by, george, on, biden, and, worl...</td>\n      <td>[great, vlog, george, biden, worldcup]</td>\n      <td>[qatarworldcup2022, qatar2022, qatar, ukraine,...</td>\n      <td>{'neg': 0.0, 'neu': 0.631, 'pos': 0.369, 'comp...</td>\n      <td>{}</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>125811</th>\n      <td>#Qatar2022</td>\n      <td>1605251658916958211</td>\n      <td>1603711724841861122</td>\n      <td>#TerryHallRIP Rwanda #Christmas #FIFAWorldCup ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2022-12-20 17:19:54+00:00</td>\n      <td>en</td>\n      <td>NaN</td>\n      <td>rwanda goat martinez happy hanukkah maradona ...</td>\n      <td>[rwanda, goat, martinez, happy, hanukkah, mara...</td>\n      <td>[rwanda, goat, martinez, happy, hanukkah, mara...</td>\n      <td>[terryhallrip, christmas, fifaworldcup, ukrain...</td>\n      <td>{'neg': 0.0, 'neu': 0.619, 'pos': 0.381, 'comp...</td>\n      <td>{'anticipation': 1, 'joy': 1, 'positive': 1, '...</td>\n    </tr>\n    <tr>\n      <th>125813</th>\n      <td>#Qatar2022</td>\n      <td>1605251607850913792</td>\n      <td>1603711724841861122</td>\n      <td>#TerryHallRIP Rwanda #Christmas #FIFAWorldCup ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2022-12-20 17:19:42+00:00</td>\n      <td>en</td>\n      <td>NaN</td>\n      <td>rwanda goat martinez happy hanukkah maradona ...</td>\n      <td>[rwanda, goat, martinez, happy, hanukkah, mara...</td>\n      <td>[rwanda, goat, martinez, happy, hanukkah, mara...</td>\n      <td>[terryhallrip, christmas, fifaworldcup, ukrain...</td>\n      <td>{'neg': 0.0, 'neu': 0.619, 'pos': 0.381, 'comp...</td>\n      <td>{'anticipation': 1, 'joy': 1, 'positive': 1, '...</td>\n    </tr>\n    <tr>\n      <th>125823</th>\n      <td>#Qatar2022</td>\n      <td>1605250872971186176</td>\n      <td>1603711724841861122</td>\n      <td>#TerryHallRIP Rwanda #Christmas #FIFAWorldCup ...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2022-12-20 17:16:46+00:00</td>\n      <td>en</td>\n      <td>NaN</td>\n      <td>rwanda goat martinez happy hanukkah</td>\n      <td>[rwanda, goat, martinez, happy, hanukkah]</td>\n      <td>[rwanda, goat, martinez, happy, hanukkah]</td>\n      <td>[terryhallrip, christmas, fifaworldcup, ukrain...</td>\n      <td>{'neg': 0.0, 'neu': 0.519, 'pos': 0.481, 'comp...</td>\n      <td>{'anticipation': 1, 'joy': 1, 'positive': 1, '...</td>\n    </tr>\n    <tr>\n      <th>126599</th>\n      <td>#Qatar2022</td>\n      <td>1605210155473313795</td>\n      <td>1581756660804198403</td>\n      <td>Why did FIFA reject Zelensky's request to shar...</td>\n      <td>0</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2022-12-20 14:34:59+00:00</td>\n      <td>en</td>\n      <td>NaN</td>\n      <td>why did fifa reject zelenskys request to share...</td>\n      <td>[why, did, fifa, reject, zelenskys, request, t...</td>\n      <td>[fifa, reject, zelenskys, request, share, mess...</td>\n      <td>[fifaworldcup, messi𓃵, ukrainerussiawar, qatar...</td>\n      <td>{'neg': 0.111, 'neu': 0.656, 'pos': 0.234, 'co...</td>\n      <td>{'anger': 2, 'fear': 1, 'negative': 1, 'sadnes...</td>\n    </tr>\n    <tr>\n      <th>128711</th>\n      <td>#Qatar2022</td>\n      <td>1605098090569953282</td>\n      <td>1150996248712794114</td>\n      <td>Join us and get 2-3 free #vip signals with   e...</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2022-12-20 07:09:40+00:00</td>\n      <td>en</td>\n      <td>NaN</td>\n      <td>join us and get  free signals with expert advi...</td>\n      <td>[join, u, and, get, free, signal, with, expert...</td>\n      <td>[join, u, get, free, signal, expert, advice]</td>\n      <td>[vip, dowjones, wti, europe, indices, forex, i...</td>\n      <td>{'neg': 0.0, 'neu': 0.56, 'pos': 0.44, 'compou...</td>\n      <td>{'positive': 2, 'trust': 2}</td>\n    </tr>\n  </tbody>\n</table>\n<p>221 rows × 17 columns</p>\n</div>"
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tweets_ukraine.loc[tweets_ukraine.sentiment.apply(lambda row : row['compound'] >= 0.1)]"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# Emotion frequency count function\n",
    "emotions = ['joy', 'positive', 'anticipation', 'trust', 'anger', 'disgust', 'negative', 'sadness', 'fear', 'surprise']\n",
    "\n",
    "def get_emotion_freq(column):\n",
    "    emotion_count = {emotion : 0 for emotion in emotions}\n",
    "\n",
    "    for row in column:\n",
    "        for emotion in row.keys():\n",
    "            emotion_count[emotion] += row[emotion]\n",
    "\n",
    "    return {emotion : freq / sum(emotion_count.values(), 0.0) for emotion, freq in emotion_count.items()}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# Getting emotion frequency from all tweets, Iran related and Ukraine related\n",
    "tweet_emotion_freq = get_emotion_freq(tweets.emotions)\n",
    "tweet_iran_emotion_freq = get_emotion_freq(tweets_iran.emotions)\n",
    "tweet_ukraine_emotion_freq = get_emotion_freq(tweets_ukraine.emotions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting emotion frequency for all tweets, Iran related and Ukraine related\n",
    "x = np.arange(len(emotions))\n",
    "width = 0.3\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12, 6))\n",
    "\n",
    "rects1 = ax.bar(x - width, tweet_emotion_freq.values(), width, label='All')\n",
    "rects2 = ax.bar(x, tweet_ukraine_emotion_freq.values(), width, label='Ukraine related')\n",
    "rects3 = ax.bar(x + width, tweet_iran_emotion_freq.values(), width, label='Iran related')\n",
    "\n",
    "ax.set_ylabel('Frequency')\n",
    "ax.set_title('Occurence of emotions in particular collections')\n",
    "ax.set_xticks(x, emotions)\n",
    "ax.legend()\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# Loading users with assigned communities\n",
    "users_community = pd.read_csv(f'./data/users-with-communities.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "                    id      username                 created_at  \\\n0            230186918     alam_Newz  2010-12-24 14:51:40+00:00   \n1           2429620166  Drkalsulaiti  2014-04-06 00:21:29+00:00   \n2            353032173   kataraqatar  2011-08-11 13:06:05+00:00   \n3   704275542648819712  roadto2022en  2016-02-29 12:02:29+00:00   \n4  1567884749498204160  Roadto2022Go  2022-09-08 14:38:09+00:00   \n\n   followers_count  following_count  tweet_count  protected  verified  \\\n0             5117             4018        28124      False     False   \n1            64189              527        20573      False     False   \n2           420929                1        59777      False      True   \n3          1263911               45         2326      False      True   \n4            25706               50          225      False      True   \n\n   community_number  \n0                 0  \n1                 0  \n2                 0  \n3                 0  \n4                 0  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>username</th>\n      <th>created_at</th>\n      <th>followers_count</th>\n      <th>following_count</th>\n      <th>tweet_count</th>\n      <th>protected</th>\n      <th>verified</th>\n      <th>community_number</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>230186918</td>\n      <td>alam_Newz</td>\n      <td>2010-12-24 14:51:40+00:00</td>\n      <td>5117</td>\n      <td>4018</td>\n      <td>28124</td>\n      <td>False</td>\n      <td>False</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2429620166</td>\n      <td>Drkalsulaiti</td>\n      <td>2014-04-06 00:21:29+00:00</td>\n      <td>64189</td>\n      <td>527</td>\n      <td>20573</td>\n      <td>False</td>\n      <td>False</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>353032173</td>\n      <td>kataraqatar</td>\n      <td>2011-08-11 13:06:05+00:00</td>\n      <td>420929</td>\n      <td>1</td>\n      <td>59777</td>\n      <td>False</td>\n      <td>True</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>704275542648819712</td>\n      <td>roadto2022en</td>\n      <td>2016-02-29 12:02:29+00:00</td>\n      <td>1263911</td>\n      <td>45</td>\n      <td>2326</td>\n      <td>False</td>\n      <td>True</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>1567884749498204160</td>\n      <td>Roadto2022Go</td>\n      <td>2022-09-08 14:38:09+00:00</td>\n      <td>25706</td>\n      <td>50</td>\n      <td>225</td>\n      <td>False</td>\n      <td>True</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Displaying a sample of users\n",
    "users_community.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "array([0, 1, 2, 3], dtype=int64)"
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checking the number of communities\n",
    "users_community.community_number.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# Extracting tweets related to each of community\n",
    "tweets_c1 = tweets[tweets.author_id.isin(users_community[users_community.community_number == 0].id)]\n",
    "tweets_c2 = tweets[tweets.author_id.isin(users_community[users_community.community_number == 1].id)]\n",
    "tweets_c3 = tweets[tweets.author_id.isin(users_community[users_community.community_number == 2].id)]\n",
    "tweets_c4 = tweets[tweets.author_id.isin(users_community[users_community.community_number == 3].id)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# Getting emotion frequency for each community\n",
    "tweet_c1_emotion_freq = get_emotion_freq(tweets_c1.emotions)\n",
    "tweet_c2_emotion_freq = get_emotion_freq(tweets_c2.emotions)\n",
    "tweet_c3_emotion_freq = get_emotion_freq(tweets_c3.emotions)\n",
    "tweet_c4_emotion_freq = get_emotion_freq(tweets_c4.emotions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting emotion frequency for each community\n",
    "x = np.arange(len(emotions))\n",
    "width = 0.2\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(12, 6))\n",
    "\n",
    "rects1 = ax.bar(x - 1.5*width, tweet_c1_emotion_freq.values(), width, label='FIFAWorldCup')\n",
    "rects2 = ax.bar(x - 0.5*width, tweet_c2_emotion_freq.values(), width, label='CryptoSportsHub')\n",
    "rects3 = ax.bar(x + 0.5*width, tweet_c3_emotion_freq.values(), width, label='a23_fantasy')\n",
    "rects4 = ax.bar(x + 1.5*width, tweet_c4_emotion_freq.values(), width, label='M3taCup')\n",
    "\n",
    "ax.set_ylabel('Frequency')\n",
    "ax.set_title('Occurence of emotions in particular collections')\n",
    "ax.set_xticks(x, emotions)\n",
    "ax.legend()\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}