initial_sent_analys_on_bots.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import display\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np \n",
    "\n",
    "import time as t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": [
    "#twts = pd.read_csv('Data/user_twts.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#bot_twt = pd.read_csv('Data/Untitled Folder/sample_bot_twt_eng.csv', encoding='utf-8')  # from 2015 fsf & int\n",
    "#user_twt = pd.read_csv('Data/Untitled Folder/t3_tweets_users_eng.csv', encoding='utf-8') # from 2017 genuine users \n",
    "# subsetting user_twt with only English\n",
    "#user_twt = user_twt[user_twt.lang == 'en']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/IPython/core/interactiveshell.py:3020: DtypeWarning: Columns (8) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    }
   ],
   "source": [
    "bt1 = pd.read_csv('Data/Untitled Folder/btwt1_with_lang.csv', encoding='utf-8') #bot twt\n",
    "bt3 = pd.read_csv('Data/Untitled Folder/btwt3_with_lang.csv', encoding='utf-8') #bot twt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "bot_twt = pd.concat([bt1, bt3], axis=0, ignore_index=True)  # 81835"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "bot_twt = bot_twt[bot_twt.lang == 'en'] # 48594 tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(48594, 20)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bot_twt.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "bot1 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2015.csv/FSF.csv/users.csv') # 1169 english \n",
    "bot3 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2015.csv/INT.csv/users.csv') #1337\n",
    "\n",
    "bot3 = bot3[bot3.lang == 'en']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "bots = pd.concat([bot1, bot3], axis=0, ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2505"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(bots.id.unique())  #2505 unique eng user ids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Index(['id', 'name', 'screen_name', 'statuses_count', 'followers_count',\n",
       "        'friends_count', 'favourites_count', 'listed_count', 'created_at',\n",
       "        'url', 'lang', 'time_zone', 'location', 'default_profile',\n",
       "        'default_profile_image', 'geo_enabled', 'profile_image_url',\n",
       "        'profile_banner_url', 'profile_use_background_image',\n",
       "        'profile_background_image_url_https', 'profile_text_color',\n",
       "        'profile_image_url_https', 'profile_sidebar_border_color',\n",
       "        'profile_background_tile', 'profile_sidebar_fill_color',\n",
       "        'profile_background_image_url', 'profile_background_color',\n",
       "        'profile_link_color', 'utc_offset', 'protected', 'verified',\n",
       "        'description', 'updated', 'dataset'],\n",
       "       dtype='object'),\n",
       " Index(['created_at', 'id', 'text', 'source', 'user_id', 'truncated',\n",
       "        'in_reply_to_status_id', 'in_reply_to_user_id',\n",
       "        'in_reply_to_screen_name', 'retweeted_status_id', 'geo', 'place',\n",
       "        'retweet_count', 'reply_count', 'favorite_count', 'num_hashtags',\n",
       "        'num_urls', 'num_mentions', 'timestamp', 'lang'],\n",
       "       dtype='object'))"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bots.columns, bot_twt.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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    {
     "name": "stdout",
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      "2461 elapsed time 123.20010495185852\n"
     ]
    }
   ],
   "source": [
    "# matching index for users and tweets\n",
    "\n",
    "new_bot = pd.DataFrame(columns=bots.columns)\n",
    "new_bot_twt = pd.DataFrame(columns=bot_twt.columns)\n",
    "\n",
    "#def twt_append(twt):\n",
    "    \n",
    "ctr = 0\n",
    "start = t.time()\n",
    "for u_id in bot_twt.user_id.unique():\n",
    "    if u_id in bots.id.values:\n",
    "        new_bot = new_bot.append(bots[bots.id == u_id], ignore_index=True)\n",
    "        new_bot_twt = new_bot_twt.append(bot_twt[bot_twt.user_id == u_id], ignore_index=True)\n",
    "        print('Yes', u_id)\n",
    "        #s_u.twt.loc[.append(s_t.text[s_t.user_id == 6.780330e+05])\n",
    "        ctr +=1\n",
    "print(ctr, 'elapsed time', t.time() - start)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2461 matched user ids , 48517 tweets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2461, 34)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_bot.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(48517, 20)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_bot_twt.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Initiating sentiment scoring \n",
    "\n",
    "from textblob import TextBlob\n",
    "\n",
    "import re\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def clean_tweet(tweet):\n",
    "    '''\n",
    "    Utility function to clean the text in a tweet by removing \n",
    "    links and special characters using regex.\n",
    "    '''\n",
    "    return ' '.join(re.sub(\"(@[A-Za-z0-9]+)|([^0-9A-Za-z \\t])|(\\w+:\\/\\/\\S+)\", \" \", tweet).split())\n",
    "\n",
    "\n",
    "\n",
    "def analize_sentiment(tweet):\n",
    "    '''\n",
    "    Utility function to classify the polarity of a tweet\n",
    "    using textblob.\n",
    "    '''\n",
    "    #analysis = TextBlob(clean_tweet(tweet))\n",
    "    try:\n",
    "        analysis = TextBlob(clean_tweet(tweet))\n",
    "        if analysis.sentiment.polarity > 0:\n",
    "            return 1\n",
    "        elif analysis.sentiment.polarity == 0:\n",
    "            return 0\n",
    "        else:\n",
    "            return -1\n",
    "    except TypeError:\n",
    "        print('TypeError')\n",
    "\n",
    "def analize_subjectivity(tweet):\n",
    "    '''\n",
    "    Utility function to classify the polarity of a tweet\n",
    "    using textblob.\n",
    "    '''\n",
    "    #analysis = TextBlob(clean_tweet(tweet))\n",
    "    try:\n",
    "        analysis = TextBlob(clean_tweet(tweet))\n",
    "        return analysis.sentiment.subjectivity\n",
    "    except TypeError:\n",
    "        print('TypeError')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_bot_twt['sent_score'] = new_bot_twt.text.apply(lambda x: analize_sentiment(x))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_bot_twt['subj_sc'] = new_bot_twt.text.apply(lambda x: analize_subjectivity(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>text</th>\n",
       "      <th>source</th>\n",
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       "      <th>in_reply_to_user_id</th>\n",
       "      <th>in_reply_to_screen_name</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>...</th>\n",
       "      <th>retweet_count</th>\n",
       "      <th>reply_count</th>\n",
       "      <th>favorite_count</th>\n",
       "      <th>num_hashtags</th>\n",
       "      <th>num_urls</th>\n",
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       "      <th>lang</th>\n",
       "      <th>sent_score</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Fri Apr 19 13:36:25 +0000 2013</td>\n",
       "      <td>325241478785925120</td>\n",
       "      <td>Revival starts with u, B refreshed in ur faith...</td>\n",
       "      <td>web</td>\n",
       "      <td>1120176186</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>2013-04-19 15:36:25</td>\n",
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       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Tue Apr 16 19:30:25 +0000 2013</td>\n",
       "      <td>324243400968773633</td>\n",
       "      <td>ABQ! What are you doing today? Enjoy your Satu...</td>\n",
       "      <td>web</td>\n",
       "      <td>1120176186</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>2013-04-16 21:30:25</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Tue Apr 09 22:01:42 +0000 2013</td>\n",
       "      <td>321744757602779136</td>\n",
       "      <td>Bye twitter, ill miss you&amp;lt;3 vow of silence ...</td>\n",
       "      <td>web</td>\n",
       "      <td>1120176186</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-04-10 00:01:42</td>\n",
       "      <td>en</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sun Mar 10 05:48:21 +0000 2013</td>\n",
       "      <td>310628170988662784</td>\n",
       "      <td>im chatting on computer and wana creating somt...</td>\n",
       "      <td>web</td>\n",
       "      <td>1120176186</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-03-10 06:48:21</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Thu Mar 07 05:30:12 +0000 2013</td>\n",
       "      <td>309536439689940992</td>\n",
       "      <td>I feel bad for people that walk to work in col...</td>\n",
       "      <td>web</td>\n",
       "      <td>1120176186</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-03-07 06:30:12</td>\n",
       "      <td>en</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Sun Mar 03 10:21:08 +0000 2013</td>\n",
       "      <td>308160103209656320</td>\n",
       "      <td>The clearest sign of wisdom is continued cheer...</td>\n",
       "      <td>web</td>\n",
       "      <td>1120176186</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-03-03 11:21:08</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Sat Feb 23 05:03:50 +0000 2013</td>\n",
       "      <td>305181148877836288</td>\n",
       "      <td>I follow back.. So click the follow button.. I...</td>\n",
       "      <td>web</td>\n",
       "      <td>1120176186</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-02-23 06:03:50</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Sun Feb 17 06:08:39 +0000 2013</td>\n",
       "      <td>303023132812378112</td>\n",
       "      <td>Big Loss for the IE!! RIP DJ Rowdy</td>\n",
       "      <td>web</td>\n",
       "      <td>1120176186</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-02-17 07:08:39</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Sun Feb 10 10:05:42 +0000 2013</td>\n",
       "      <td>300546075683606530</td>\n",
       "      <td>:) To tend, unfailingly, unflinchingly, toward...</td>\n",
       "      <td>web</td>\n",
       "      <td>1120176186</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-02-10 11:05:42</td>\n",
       "      <td>en</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.350000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Sun Feb 03 07:40:37 +0000 2013</td>\n",
       "      <td>297972848046260224</td>\n",
       "      <td>RT @THEDCBABY: #fakeconfessionnight - I'm Skinny!</td>\n",
       "      <td>web</td>\n",
       "      <td>1120176186</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2925</td>\n",
       "      <td>3</td>\n",
       "      <td>289</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2013-02-03 08:40:37</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Wed Jan 30 22:39:00 +0000 2013</td>\n",
       "      <td>296749382999613440</td>\n",
       "      <td>Love's Gd Love's Fine ☺♥</td>\n",
       "      <td>web</td>\n",
       "      <td>1120176186</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-01-30 23:39:00</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.566667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Tue Apr 23 20:32:27 +0000 2013</td>\n",
       "      <td>326795726413778945</td>\n",
       "      <td>wow I'm like really sad I wanna just lay in be...</td>\n",
       "      <td>web</td>\n",
       "      <td>1124249136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-04-23 22:32:27</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Sat Apr 13 21:38:28 +0000 2013</td>\n",
       "      <td>323188459772715008</td>\n",
       "      <td>Louisa throwing her whole coffee and a note sa...</td>\n",
       "      <td>web</td>\n",
       "      <td>1124249136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-04-13 23:38:28</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Sat Apr 06 13:45:19 +0000 2013</td>\n",
       "      <td>320532673082818560</td>\n",
       "      <td>Lady Gaga always beside me! Lol</td>\n",
       "      <td>web</td>\n",
       "      <td>1124249136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-04-06 15:45:19</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Wed Mar 27 10:42:16 +0000 2013</td>\n",
       "      <td>316862729329733632</td>\n",
       "      <td>....Cause you can bandage de damage, you never...</td>\n",
       "      <td>web</td>\n",
       "      <td>1124249136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-03-27 11:42:16</td>\n",
       "      <td>en</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Sun Mar 24 19:18:05 +0000 2013</td>\n",
       "      <td>315905375499063297</td>\n",
       "      <td>Roadside sign holders are secretly geniuses be...</td>\n",
       "      <td>web</td>\n",
       "      <td>1124249136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-03-24 20:18:05</td>\n",
       "      <td>en</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Sat Mar 23 00:21:04 +0000 2013</td>\n",
       "      <td>315256847164653569</td>\n",
       "      <td>WhatYouShouldKnowAboutMe#WhatYouShouldKnowAboutMe</td>\n",
       "      <td>web</td>\n",
       "      <td>1124249136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-03-23 01:21:04</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Fri Feb 22 08:37:39 +0000 2013</td>\n",
       "      <td>304872569939558401</td>\n",
       "      <td>bring me the fucking horizon</td>\n",
       "      <td>web</td>\n",
       "      <td>1124249136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-02-22 09:37:39</td>\n",
       "      <td>en</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Fri Feb 01 00:26:31 +0000 2013</td>\n",
       "      <td>297138826810363904</td>\n",
       "      <td>On the road again for another 8 hrs.</td>\n",
       "      <td>web</td>\n",
       "      <td>1124249136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-02-01 01:26:31</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Thu Jan 31 04:54:15 +0000 2013</td>\n",
       "      <td>296843816336494592</td>\n",
       "      <td>BUT I'm Tired Of Brave Decision</td>\n",
       "      <td>web</td>\n",
       "      <td>1124249136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-01-31 05:54:15</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Thu Jan 31 04:53:56 +0000 2013</td>\n",
       "      <td>296843735784890368</td>\n",
       "      <td>Simply raspberry lemonade &amp;gt;</td>\n",
       "      <td>web</td>\n",
       "      <td>1124249136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-01-31 05:53:56</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.357143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Sat Apr 27 08:38:37 +0000 2013</td>\n",
       "      <td>328065636595027970</td>\n",
       "      <td>stayStrongGDstayStrongGD we know you can pass ...</td>\n",
       "      <td>web</td>\n",
       "      <td>1124249136</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-04-27 10:38:37</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Mon Apr 15 17:22:07 +0000 2013</td>\n",
       "      <td>323848724184985603</td>\n",
       "      <td>feeling really sick... someone come take care ...</td>\n",
       "      <td>web</td>\n",
       "      <td>1124264132</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-04-15 19:22:07</td>\n",
       "      <td>en</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.857143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Wed Apr 03 01:42:39 +0000 2013</td>\n",
       "      <td>319263645240549377</td>\n",
       "      <td>ilovemoneycould never not work for 2 weeks aga...</td>\n",
       "      <td>web</td>\n",
       "      <td>1124264132</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-04-03 03:42:39</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Sat Mar 09 14:13:51 +0000 2013</td>\n",
       "      <td>310392996472426496</td>\n",
       "      <td>http://t.co/YE5DAkFGvs via @AddThis</td>\n",
       "      <td>&lt;a href=\"http://twitter.com/tweetbutton\" rel=\"...</td>\n",
       "      <td>1124264132</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2013-03-09 15:13:51</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Sat Mar 09 14:10:59 +0000 2013</td>\n",
       "      <td>310392275467382784</td>\n",
       "      <td>Dont Just Be The One He Wants Be The One He Ca...</td>\n",
       "      <td>web</td>\n",
       "      <td>1124264132</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-03-09 15:10:59</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Tue Feb 12 09:56:01 +0000 2013</td>\n",
       "      <td>301268411709812736</td>\n",
       "      <td>Omg its so cold :(</td>\n",
       "      <td>web</td>\n",
       "      <td>1124264132</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-02-12 10:56:01</td>\n",
       "      <td>en</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Mon Feb 04 20:31:18 +0000 2013</td>\n",
       "      <td>298529182147809280</td>\n",
       "      <td>EmaratiWords#EmaratiWords امبونه = لتشخيص وصف ...</td>\n",
       "      <td>web</td>\n",
       "      <td>1124264132</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-02-04 21:31:18</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Wed Jan 30 13:23:31 +0000 2013</td>\n",
       "      <td>296609587346415616</td>\n",
       "      <td>RT @stomachpaineat: http://t.co/bEgj0G1n anoth...</td>\n",
       "      <td>web</td>\n",
       "      <td>1124264132</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>6458</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2013-01-30 14:23:31</td>\n",
       "      <td>en</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Sun Apr 07 13:23:56 +0000 2013</td>\n",
       "      <td>320889681195696129</td>\n",
       "      <td>TNW: The best selling iPad app on the App Stor...</td>\n",
       "      <td>web</td>\n",
       "      <td>1124293891</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-04-07 15:23:56</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Fri Mar 29 10:57:14 +0000 2013</td>\n",
       "      <td>317591273433341952</td>\n",
       "      <td>Getting home and finding out that I needed a n...</td>\n",
       "      <td>web</td>\n",
       "      <td>1124293891</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-03-29 11:57:14</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.684848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Mon Mar 25 23:46:15 +0000 2013</td>\n",
       "      <td>316335251737702401</td>\n",
       "      <td>Schooltired#School #tired and hungry</td>\n",
       "      <td>web</td>\n",
       "      <td>1124293891</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-03-26 00:46:15</td>\n",
       "      <td>en</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Tue Mar 19 05:34:29 +0000 2013</td>\n",
       "      <td>313886172210401280</td>\n",
       "      <td>LookingAndFeelingGoodI actually got dressed th...</td>\n",
       "      <td>web</td>\n",
       "      <td>1124293891</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-03-19 06:34:29</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Sun Mar 17 00:52:23 +0000 2013</td>\n",
       "      <td>313090400397172736</td>\n",
       "      <td>VSFashionShowAwee yeah they had a string quart...</td>\n",
       "      <td>web</td>\n",
       "      <td>1124293891</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-03-17 01:52:23</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Sat Mar 02 15:25:23 +0000 2013</td>\n",
       "      <td>307874283957395456</td>\n",
       "      <td>loveitAmazing family weekend! Did so much xmas...</td>\n",
       "      <td>web</td>\n",
       "      <td>1124293891</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-03-02 16:25:23</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Thu Feb 28 01:03:02 +0000 2013</td>\n",
       "      <td>306932488142462976</td>\n",
       "      <td>how do i know this time aint gone be like the ...</td>\n",
       "      <td>web</td>\n",
       "      <td>1124293891</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-02-28 02:03:02</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.066667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Sun Feb 17 06:19:47 +0000 2013</td>\n",
       "      <td>303025936264208384</td>\n",
       "      <td>If you really want me to reply your tweets, pl...</td>\n",
       "      <td>web</td>\n",
       "      <td>1124293891</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-02-17 07:19:47</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Wed Jan 30 19:23:49 +0000 2013</td>\n",
       "      <td>296700263367073792</td>\n",
       "      <td>nice warm comfy bed cuddling up to a certain s...</td>\n",
       "      <td>web</td>\n",
       "      <td>1124293891</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-01-30 20:23:49</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.641429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Mon Apr 29 04:19:27 +0000 2013</td>\n",
       "      <td>328725190014038016</td>\n",
       "      <td>realtalki don't want to be here. realtalk</td>\n",
       "      <td>web</td>\n",
       "      <td>1124293891</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-04-29 06:19:27</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Sat Apr 06 13:54:00 +0000 2013</td>\n",
       "      <td>320534860097810432</td>\n",
       "      <td>Woke up at 8:00 had to set off at 8:15, life's...</td>\n",
       "      <td>web</td>\n",
       "      <td>1124295318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2013-04-06 15:54:00</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.645833</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        created_at                  id  \\\n",
       "0   Fri Apr 19 13:36:25 +0000 2013  325241478785925120   \n",
       "1   Tue Apr 16 19:30:25 +0000 2013  324243400968773633   \n",
       "2   Tue Apr 09 22:01:42 +0000 2013  321744757602779136   \n",
       "3   Sun Mar 10 05:48:21 +0000 2013  310628170988662784   \n",
       "4   Thu Mar 07 05:30:12 +0000 2013  309536439689940992   \n",
       "5   Sun Mar 03 10:21:08 +0000 2013  308160103209656320   \n",
       "6   Sat Feb 23 05:03:50 +0000 2013  305181148877836288   \n",
       "7   Sun Feb 17 06:08:39 +0000 2013  303023132812378112   \n",
       "8   Sun Feb 10 10:05:42 +0000 2013  300546075683606530   \n",
       "9   Sun Feb 03 07:40:37 +0000 2013  297972848046260224   \n",
       "10  Wed Jan 30 22:39:00 +0000 2013  296749382999613440   \n",
       "11  Tue Apr 23 20:32:27 +0000 2013  326795726413778945   \n",
       "12  Sat Apr 13 21:38:28 +0000 2013  323188459772715008   \n",
       "13  Sat Apr 06 13:45:19 +0000 2013  320532673082818560   \n",
       "14  Wed Mar 27 10:42:16 +0000 2013  316862729329733632   \n",
       "15  Sun Mar 24 19:18:05 +0000 2013  315905375499063297   \n",
       "16  Sat Mar 23 00:21:04 +0000 2013  315256847164653569   \n",
       "17  Fri Feb 22 08:37:39 +0000 2013  304872569939558401   \n",
       "18  Fri Feb 01 00:26:31 +0000 2013  297138826810363904   \n",
       "19  Thu Jan 31 04:54:15 +0000 2013  296843816336494592   \n",
       "20  Thu Jan 31 04:53:56 +0000 2013  296843735784890368   \n",
       "21  Sat Apr 27 08:38:37 +0000 2013  328065636595027970   \n",
       "22  Mon Apr 15 17:22:07 +0000 2013  323848724184985603   \n",
       "23  Wed Apr 03 01:42:39 +0000 2013  319263645240549377   \n",
       "24  Sat Mar 09 14:13:51 +0000 2013  310392996472426496   \n",
       "25  Sat Mar 09 14:10:59 +0000 2013  310392275467382784   \n",
       "26  Tue Feb 12 09:56:01 +0000 2013  301268411709812736   \n",
       "27  Mon Feb 04 20:31:18 +0000 2013  298529182147809280   \n",
       "28  Wed Jan 30 13:23:31 +0000 2013  296609587346415616   \n",
       "29  Sun Apr 07 13:23:56 +0000 2013  320889681195696129   \n",
       "30  Fri Mar 29 10:57:14 +0000 2013  317591273433341952   \n",
       "31  Mon Mar 25 23:46:15 +0000 2013  316335251737702401   \n",
       "32  Tue Mar 19 05:34:29 +0000 2013  313886172210401280   \n",
       "33  Sun Mar 17 00:52:23 +0000 2013  313090400397172736   \n",
       "34  Sat Mar 02 15:25:23 +0000 2013  307874283957395456   \n",
       "35  Thu Feb 28 01:03:02 +0000 2013  306932488142462976   \n",
       "36  Sun Feb 17 06:19:47 +0000 2013  303025936264208384   \n",
       "37  Wed Jan 30 19:23:49 +0000 2013  296700263367073792   \n",
       "38  Mon Apr 29 04:19:27 +0000 2013  328725190014038016   \n",
       "39  Sat Apr 06 13:54:00 +0000 2013  320534860097810432   \n",
       "\n",
       "                                                 text  \\\n",
       "0   Revival starts with u, B refreshed in ur faith...   \n",
       "1   ABQ! What are you doing today? Enjoy your Satu...   \n",
       "2   Bye twitter, ill miss you&lt;3 vow of silence ...   \n",
       "3   im chatting on computer and wana creating somt...   \n",
       "4   I feel bad for people that walk to work in col...   \n",
       "5   The clearest sign of wisdom is continued cheer...   \n",
       "6   I follow back.. So click the follow button.. I...   \n",
       "7                  Big Loss for the IE!! RIP DJ Rowdy   \n",
       "8   :) To tend, unfailingly, unflinchingly, toward...   \n",
       "9   RT @THEDCBABY: #fakeconfessionnight - I'm Skinny!   \n",
       "10                           Love's Gd Love's Fine ☺♥   \n",
       "11  wow I'm like really sad I wanna just lay in be...   \n",
       "12  Louisa throwing her whole coffee and a note sa...   \n",
       "13                    Lady Gaga always beside me! Lol   \n",
       "14  ....Cause you can bandage de damage, you never...   \n",
       "15  Roadside sign holders are secretly geniuses be...   \n",
       "16  WhatYouShouldKnowAboutMe#WhatYouShouldKnowAboutMe   \n",
       "17                       bring me the fucking horizon   \n",
       "18               On the road again for another 8 hrs.   \n",
       "19                    BUT I'm Tired Of Brave Decision   \n",
       "20                     Simply raspberry lemonade &gt;   \n",
       "21  stayStrongGDstayStrongGD we know you can pass ...   \n",
       "22  feeling really sick... someone come take care ...   \n",
       "23  ilovemoneycould never not work for 2 weeks aga...   \n",
       "24                http://t.co/YE5DAkFGvs via @AddThis   \n",
       "25  Dont Just Be The One He Wants Be The One He Ca...   \n",
       "26                                 Omg its so cold :(   \n",
       "27  EmaratiWords#EmaratiWords امبونه = لتشخيص وصف ...   \n",
       "28  RT @stomachpaineat: http://t.co/bEgj0G1n anoth...   \n",
       "29  TNW: The best selling iPad app on the App Stor...   \n",
       "30  Getting home and finding out that I needed a n...   \n",
       "31               Schooltired#School #tired and hungry   \n",
       "32  LookingAndFeelingGoodI actually got dressed th...   \n",
       "33  VSFashionShowAwee yeah they had a string quart...   \n",
       "34  loveitAmazing family weekend! Did so much xmas...   \n",
       "35  how do i know this time aint gone be like the ...   \n",
       "36  If you really want me to reply your tweets, pl...   \n",
       "37  nice warm comfy bed cuddling up to a certain s...   \n",
       "38          realtalki don't want to be here. realtalk   \n",
       "39  Woke up at 8:00 had to set off at 8:15, life's...   \n",
       "\n",
       "                                               source     user_id truncated  \\\n",
       "0                                                 web  1120176186       NaN   \n",
       "1                                                 web  1120176186       NaN   \n",
       "2                                                 web  1120176186       NaN   \n",
       "3                                                 web  1120176186       NaN   \n",
       "4                                                 web  1120176186       NaN   \n",
       "5                                                 web  1120176186       NaN   \n",
       "6                                                 web  1120176186       NaN   \n",
       "7                                                 web  1120176186       NaN   \n",
       "8                                                 web  1120176186       NaN   \n",
       "9                                                 web  1120176186       NaN   \n",
       "10                                                web  1120176186       NaN   \n",
       "11                                                web  1124249136       NaN   \n",
       "12                                                web  1124249136       NaN   \n",
       "13                                                web  1124249136       NaN   \n",
       "14                                                web  1124249136       NaN   \n",
       "15                                                web  1124249136       NaN   \n",
       "16                                                web  1124249136       NaN   \n",
       "17                                                web  1124249136       NaN   \n",
       "18                                                web  1124249136       NaN   \n",
       "19                                                web  1124249136       NaN   \n",
       "20                                                web  1124249136       NaN   \n",
       "21                                                web  1124249136       NaN   \n",
       "22                                                web  1124264132       NaN   \n",
       "23                                                web  1124264132       NaN   \n",
       "24  <a href=\"http://twitter.com/tweetbutton\" rel=\"...  1124264132       NaN   \n",
       "25                                                web  1124264132       NaN   \n",
       "26                                                web  1124264132       NaN   \n",
       "27                                                web  1124264132       NaN   \n",
       "28                                                web  1124264132       NaN   \n",
       "29                                                web  1124293891       NaN   \n",
       "30                                                web  1124293891       NaN   \n",
       "31                                                web  1124293891       NaN   \n",
       "32                                                web  1124293891       NaN   \n",
       "33                                                web  1124293891       NaN   \n",
       "34                                                web  1124293891       NaN   \n",
       "35                                                web  1124293891       NaN   \n",
       "36                                                web  1124293891       NaN   \n",
       "37                                                web  1124293891       NaN   \n",
       "38                                                web  1124293891       NaN   \n",
       "39                                                web  1124295318       NaN   \n",
       "\n",
       "   in_reply_to_status_id in_reply_to_user_id in_reply_to_screen_name  \\\n",
       "0                      0                   0                     NaN   \n",
       "1                      0                   0                     NaN   \n",
       "2                      0                   0                     NaN   \n",
       "3                      0                   0                     NaN   \n",
       "4                      0                   0                     NaN   \n",
       "5                      0                   0                     NaN   \n",
       "6                      0                   0                     NaN   \n",
       "7                      0                   0                     NaN   \n",
       "8                      0                   0                     NaN   \n",
       "9                      0                   0                     NaN   \n",
       "10                     0                   0                     NaN   \n",
       "11                     0                   0                     NaN   \n",
       "12                     0                   0                     NaN   \n",
       "13                     0                   0                     NaN   \n",
       "14                     0                   0                     NaN   \n",
       "15                     0                   0                     NaN   \n",
       "16                     0                   0                     NaN   \n",
       "17                     0                   0                     NaN   \n",
       "18                     0                   0                     NaN   \n",
       "19                     0                   0                     NaN   \n",
       "20                     0                   0                     NaN   \n",
       "21                     0                   0                     NaN   \n",
       "22                     0                   0                     NaN   \n",
       "23                     0                   0                     NaN   \n",
       "24                     0                   0                     NaN   \n",
       "25                     0                   0                     NaN   \n",
       "26                     0                   0                     NaN   \n",
       "27                     0                   0                     NaN   \n",
       "28                     0                   0                     NaN   \n",
       "29                     0                   0                     NaN   \n",
       "30                     0                   0                     NaN   \n",
       "31                     0                   0                     NaN   \n",
       "32                     0                   0                     NaN   \n",
       "33                     0                   0                     NaN   \n",
       "34                     0                   0                     NaN   \n",
       "35                     0                   0                     NaN   \n",
       "36                     0                   0                     NaN   \n",
       "37                     0                   0                     NaN   \n",
       "38                     0                   0                     NaN   \n",
       "39                     0                   0                     NaN   \n",
       "\n",
       "   retweeted_status_id    ...    retweet_count reply_count favorite_count  \\\n",
       "0                  NaN    ...                0           0              0   \n",
       "1                  NaN    ...                0           0              0   \n",
       "2                  NaN    ...                0           0              0   \n",
       "3                  NaN    ...                0           0              0   \n",
       "4                  NaN    ...                0           0              0   \n",
       "5                  NaN    ...                0           0              0   \n",
       "6                  NaN    ...                0           0              0   \n",
       "7                  NaN    ...                0           0              0   \n",
       "8                  NaN    ...                0           0              0   \n",
       "9                  NaN    ...             2925           3            289   \n",
       "10                 NaN    ...                0           0              0   \n",
       "11                 NaN    ...                0           0              0   \n",
       "12                 NaN    ...                0           0              0   \n",
       "13                 NaN    ...                0           0              0   \n",
       "14                 NaN    ...                0           1              0   \n",
       "15                 NaN    ...                0           0              0   \n",
       "16                 NaN    ...                0           0              0   \n",
       "17                 NaN    ...                0           0              0   \n",
       "18                 NaN    ...                0           0              0   \n",
       "19                 NaN    ...                0           0              0   \n",
       "20                 NaN    ...                0           0              0   \n",
       "21                 NaN    ...                0           0              0   \n",
       "22                 NaN    ...                0           0              0   \n",
       "23                 NaN    ...                0           0              0   \n",
       "24                 NaN    ...                0           0              0   \n",
       "25                 NaN    ...                0           0              0   \n",
       "26                 NaN    ...                0           0              0   \n",
       "27                 NaN    ...                0           0              0   \n",
       "28                 NaN    ...             6458           0              0   \n",
       "29                 NaN    ...                0           0              0   \n",
       "30                 NaN    ...                0           0              0   \n",
       "31                 NaN    ...                0           0              0   \n",
       "32                 NaN    ...                0           0              0   \n",
       "33                 NaN    ...                0           0              0   \n",
       "34                 NaN    ...                0           0              0   \n",
       "35                 NaN    ...                0           0              0   \n",
       "36                 NaN    ...                0           0              0   \n",
       "37                 NaN    ...                0           0              0   \n",
       "38                 NaN    ...                0           0              0   \n",
       "39                 NaN    ...                0           0              0   \n",
       "\n",
       "   num_hashtags num_urls num_mentions            timestamp lang sent_score  \\\n",
       "0             0        0            0  2013-04-19 15:36:25   en          0   \n",
       "1             0        0            0  2013-04-16 21:30:25   en          1   \n",
       "2             0        0            0  2013-04-10 00:01:42   en         -1   \n",
       "3             0        0            0  2013-03-10 06:48:21   en          0   \n",
       "4             0        0            0  2013-03-07 06:30:12   en         -1   \n",
       "5             0        0            0  2013-03-03 11:21:08   en          0   \n",
       "6             0        0            0  2013-02-23 06:03:50   en          0   \n",
       "7             0        0            0  2013-02-17 07:08:39   en          0   \n",
       "8             0        0            0  2013-02-10 11:05:42   en         -1   \n",
       "9             1        0            1  2013-02-03 08:40:37   en          0   \n",
       "10            0        0            0  2013-01-30 23:39:00   en          1   \n",
       "11            0        0            0  2013-04-23 22:32:27   en          1   \n",
       "12            0        0            0  2013-04-13 23:38:28   en          1   \n",
       "13            0        0            0  2013-04-06 15:45:19   en          1   \n",
       "14            0        0            0  2013-03-27 11:42:16   en         -1   \n",
       "15            0        0            0  2013-03-24 20:18:05   en         -1   \n",
       "16            1        0            0  2013-03-23 01:21:04   en          0   \n",
       "17            0        0            0  2013-02-22 09:37:39   en         -1   \n",
       "18            0        0            0  2013-02-01 01:26:31   en          0   \n",
       "19            0        0            0  2013-01-31 05:54:15   en          1   \n",
       "20            0        0            0  2013-01-31 05:53:56   en          0   \n",
       "21            0        0            0  2013-04-27 10:38:37   en          0   \n",
       "22            0        0            0  2013-04-15 19:22:07   en         -1   \n",
       "23            0        0            0  2013-04-03 03:42:39   en          0   \n",
       "24            0        1            1  2013-03-09 15:13:51   en          0   \n",
       "25            0        0            0  2013-03-09 15:10:59   en          1   \n",
       "26            0        0            0  2013-02-12 10:56:01   en         -1   \n",
       "27            1        0            0  2013-02-04 21:31:18   en          0   \n",
       "28            0        1            1  2013-01-30 14:23:31   en         -1   \n",
       "29            0        0            0  2013-04-07 15:23:56   en          1   \n",
       "30            0        0            0  2013-03-29 11:57:14   en          1   \n",
       "31            2        0            0  2013-03-26 00:46:15   en         -1   \n",
       "32            1        0            0  2013-03-19 06:34:29   en          0   \n",
       "33            1        0            0  2013-03-17 01:52:23   en          1   \n",
       "34            1        0            0  2013-03-02 16:25:23   en          1   \n",
       "35            0        0            0  2013-02-28 02:03:02   en          0   \n",
       "36            0        0            0  2013-02-17 07:19:47   en          1   \n",
       "37            0        0            0  2013-01-30 20:23:49   en          1   \n",
       "38            0        0            0  2013-04-29 06:19:27   en          0   \n",
       "39            0        0            0  2013-04-06 15:54:00   en          1   \n",
       "\n",
       "     subj_sc  \n",
       "0   0.000000  \n",
       "1   0.500000  \n",
       "2   1.000000  \n",
       "3   0.600000  \n",
       "4   0.833333  \n",
       "5   0.000000  \n",
       "6   0.000000  \n",
       "7   0.100000  \n",
       "8   0.350000  \n",
       "9   0.000000  \n",
       "10  0.566667  \n",
       "11  0.900000  \n",
       "12  0.300000  \n",
       "13  0.700000  \n",
       "14  0.200000  \n",
       "15  0.700000  \n",
       "16  0.000000  \n",
       "17  0.800000  \n",
       "18  0.000000  \n",
       "19  0.850000  \n",
       "20  0.357143  \n",
       "21  0.000000  \n",
       "22  0.857143  \n",
       "23  0.000000  \n",
       "24  0.000000  \n",
       "25  0.300000  \n",
       "26  1.000000  \n",
       "27  0.000000  \n",
       "28  0.500000  \n",
       "29  0.300000  \n",
       "30  0.684848  \n",
       "31  0.700000  \n",
       "32  0.100000  \n",
       "33  0.700000  \n",
       "34  0.200000  \n",
       "35  0.066667  \n",
       "36  0.250000  \n",
       "37  0.641429  \n",
       "38  0.000000  \n",
       "39  0.645833  \n",
       "\n",
       "[40 rows x 22 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_bot_twt.head(40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3532335655681398"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_bot_twt.subj_sc.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:1: FutureWarning: using a dict on a Series for aggregation\n",
      "is deprecated and will be removed in a future version\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "col_agg = new_bot_twt.groupby('user_id').sent_score.agg({'sent':['count', sum, 'mean']})\n",
    "col_agg.columns = [\"_\".join(x) for x in col_agg.columns.ravel()]\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:1: FutureWarning: using a dict on a Series for aggregation\n",
      "is deprecated and will be removed in a future version\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "col_agg_subj = new_bot_twt.groupby('user_id').subj_sc.agg({'subj': ['mean']})\n",
    "col_agg_subj.columns = ['_'.join(x) for x in col_agg_subj.columns.ravel()]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "col_agg = pd.concat([col_agg, col_agg_subj], axis=1)\n",
    "\n",
    "col_agg = col_agg.sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "#col_agg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[print('no') for df_id, col_id in zip(sorted(new_bot.id.values), col_agg.index.values) if df_id != col_id ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_bots_2 = new_bot.sort_values(by='id')\n",
    "#new_bots_2.id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_bots_2.reset_index(drop=True, inplace=True)\n",
    "col_agg.reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "bot_twt_score = pd.concat([new_bots_2, col_agg], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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",
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       "\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>name</th>\n",
       "      <th>screen_name</th>\n",
       "      <th>statuses_count</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>friends_count</th>\n",
       "      <th>favourites_count</th>\n",
       "      <th>listed_count</th>\n",
       "      <th>created_at</th>\n",
       "      <th>url</th>\n",
       "      <th>...</th>\n",
       "      <th>utc_offset</th>\n",
       "      <th>protected</th>\n",
       "      <th>verified</th>\n",
       "      <th>description</th>\n",
       "      <th>updated</th>\n",
       "      <th>dataset</th>\n",
       "      <th>sent_count</th>\n",
       "      <th>sent_sum</th>\n",
       "      <th>sent_mean</th>\n",
       "      <th>subj_mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>37384589</td>\n",
       "      <td>SAK Nair</td>\n",
       "      <td>bsknair1967</td>\n",
       "      <td>656</td>\n",
       "      <td>57</td>\n",
       "      <td>693</td>\n",
       "      <td>597</td>\n",
       "      <td>0</td>\n",
       "      <td>Sun May 03 07:35:13 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>in Kuwait with my buetiful family.</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>499</td>\n",
       "      <td>203</td>\n",
       "      <td>0.406814</td>\n",
       "      <td>0.320481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>72110028</td>\n",
       "      <td>Deepak</td>\n",
       "      <td>dedjven</td>\n",
       "      <td>1234</td>\n",
       "      <td>15</td>\n",
       "      <td>104</td>\n",
       "      <td>1150</td>\n",
       "      <td>0</td>\n",
       "      <td>Sun Sep 06 19:50:08 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>-39600.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>911</td>\n",
       "      <td>370</td>\n",
       "      <td>0.406147</td>\n",
       "      <td>0.328211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>82885728</td>\n",
       "      <td>Marcos Vinicius</td>\n",
       "      <td>BrowAlves</td>\n",
       "      <td>573</td>\n",
       "      <td>14</td>\n",
       "      <td>227</td>\n",
       "      <td>530</td>\n",
       "      <td>0</td>\n",
       "      <td>Fri Oct 16 14:02:48 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>463</td>\n",
       "      <td>185</td>\n",
       "      <td>0.399568</td>\n",
       "      <td>0.335976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>110120789</td>\n",
       "      <td>Shri Kant Kanaujia</td>\n",
       "      <td>kanaujiask</td>\n",
       "      <td>675</td>\n",
       "      <td>18</td>\n",
       "      <td>519</td>\n",
       "      <td>653</td>\n",
       "      <td>0</td>\n",
       "      <td>Sun Jan 31 12:08:41 +0000 2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>19800.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>424</td>\n",
       "      <td>184</td>\n",
       "      <td>0.433962</td>\n",
       "      <td>0.336089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>252647855</td>\n",
       "      <td>shashank shukla</td>\n",
       "      <td>creativebugg</td>\n",
       "      <td>553</td>\n",
       "      <td>63</td>\n",
       "      <td>1930</td>\n",
       "      <td>497</td>\n",
       "      <td>0</td>\n",
       "      <td>Tue Feb 15 16:34:46 +0000 2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>-36000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I am an engineer, working with a co-operative ...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>440</td>\n",
       "      <td>177</td>\n",
       "      <td>0.402273</td>\n",
       "      <td>0.336520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>290499654</td>\n",
       "      <td>santosh nayak</td>\n",
       "      <td>santoshnayak1</td>\n",
       "      <td>1576</td>\n",
       "      <td>8</td>\n",
       "      <td>501</td>\n",
       "      <td>1402</td>\n",
       "      <td>1</td>\n",
       "      <td>Sat Apr 30 11:24:34 +0000 2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>manjur!</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>1078</td>\n",
       "      <td>447</td>\n",
       "      <td>0.414657</td>\n",
       "      <td>0.322980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>303932719</td>\n",
       "      <td>DATTARAM  PARAB</td>\n",
       "      <td>DATTARAMPARAB</td>\n",
       "      <td>1378</td>\n",
       "      <td>48</td>\n",
       "      <td>1998</td>\n",
       "      <td>1108</td>\n",
       "      <td>0</td>\n",
       "      <td>Mon May 23 17:15:15 +0000 2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>19800.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>928</td>\n",
       "      <td>381</td>\n",
       "      <td>0.410560</td>\n",
       "      <td>0.351912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>349392750</td>\n",
       "      <td>suraj jadhao</td>\n",
       "      <td>surajjadhao</td>\n",
       "      <td>1444</td>\n",
       "      <td>35</td>\n",
       "      <td>390</td>\n",
       "      <td>1283</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Aug 06 01:23:19 +0000 2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>i am  a very simpal and angry pearson</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>1083</td>\n",
       "      <td>451</td>\n",
       "      <td>0.416436</td>\n",
       "      <td>0.337559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>370098498</td>\n",
       "      <td>pirfectmoses</td>\n",
       "      <td>pirfectmoses</td>\n",
       "      <td>24</td>\n",
       "      <td>4</td>\n",
       "      <td>588</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>Thu Sep 08 13:20:35 +0000 2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>533</td>\n",
       "      <td>231</td>\n",
       "      <td>0.433396</td>\n",
       "      <td>0.317081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>475732319</td>\n",
       "      <td>Nirmal</td>\n",
       "      <td>smartnirmal</td>\n",
       "      <td>1351</td>\n",
       "      <td>7</td>\n",
       "      <td>328</td>\n",
       "      <td>1273</td>\n",
       "      <td>1</td>\n",
       "      <td>Fri Jan 27 11:24:28 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>999</td>\n",
       "      <td>414</td>\n",
       "      <td>0.414414</td>\n",
       "      <td>0.326594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>616204178</td>\n",
       "      <td>Rochell Camacho</td>\n",
       "      <td>rochellcam</td>\n",
       "      <td>43</td>\n",
       "      <td>17</td>\n",
       "      <td>641</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Jun 23 15:30:29 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>USO MU  ESPAÇO NO RADIO  PARA AJUDAR PESSOAL C...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>28</td>\n",
       "      <td>10</td>\n",
       "      <td>0.357143</td>\n",
       "      <td>0.314428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>616205123</td>\n",
       "      <td>Thomasena Frank</td>\n",
       "      <td>thomasenafr</td>\n",
       "      <td>50</td>\n",
       "      <td>20</td>\n",
       "      <td>630</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Jun 23 15:31:34 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1/2 of Since Designs, Sincerely Beautiful, its...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>26</td>\n",
       "      <td>3</td>\n",
       "      <td>0.115385</td>\n",
       "      <td>0.289530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>616205288</td>\n",
       "      <td>Arnetta Whitfield</td>\n",
       "      <td>whitfieldhzbja</td>\n",
       "      <td>68</td>\n",
       "      <td>22</td>\n",
       "      <td>602</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Jun 23 15:31:45 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bref ... Bah Moi C'est Maeva , u Ihendry , née...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>36</td>\n",
       "      <td>8</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>0.368484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>616205957</td>\n",
       "      <td>Tonia Jacobs</td>\n",
       "      <td>toniajacobsoeoi</td>\n",
       "      <td>60</td>\n",
       "      <td>14</td>\n",
       "      <td>592</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Jun 23 15:32:21 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>37</td>\n",
       "      <td>7</td>\n",
       "      <td>0.189189</td>\n",
       "      <td>0.331264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>616206143</td>\n",
       "      <td>Kasandra Bentley</td>\n",
       "      <td>kasandrapt</td>\n",
       "      <td>52</td>\n",
       "      <td>27</td>\n",
       "      <td>620</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Jun 23 15:32:47 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Rio Grande do sul, GRÊMIO, cimarrão, moda, vod...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>33</td>\n",
       "      <td>13</td>\n",
       "      <td>0.393939</td>\n",
       "      <td>0.330522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>616206149</td>\n",
       "      <td>Stefania Sears</td>\n",
       "      <td>searsfo</td>\n",
       "      <td>67</td>\n",
       "      <td>32</td>\n",
       "      <td>639</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Jun 23 15:32:53 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hello Everyone my name is justin, If i had to ...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>37</td>\n",
       "      <td>5</td>\n",
       "      <td>0.135135</td>\n",
       "      <td>0.389602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>616206200</td>\n",
       "      <td>Shamika Stark</td>\n",
       "      <td>shamikagbeav</td>\n",
       "      <td>44</td>\n",
       "      <td>21</td>\n",
       "      <td>614</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Jun 23 15:32:47 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>hal menarikbelum tentuyang terbaik</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td>0.107143</td>\n",
       "      <td>0.257476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>616206215</td>\n",
       "      <td>Esperanza Maxwell</td>\n",
       "      <td>maxwellln</td>\n",
       "      <td>66</td>\n",
       "      <td>23</td>\n",
       "      <td>650</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Jun 23 15:32:52 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>i try to be the bet fo the world ! :p !</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.332828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>616206269</td>\n",
       "      <td>Janina Castro</td>\n",
       "      <td>janinahzrom</td>\n",
       "      <td>56</td>\n",
       "      <td>20</td>\n",
       "      <td>643</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Jun 23 15:33:05 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>36</td>\n",
       "      <td>7</td>\n",
       "      <td>0.194444</td>\n",
       "      <td>0.416096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>616206275</td>\n",
       "      <td>Myrtle Bowman</td>\n",
       "      <td>bowmanfdhz</td>\n",
       "      <td>65</td>\n",
       "      <td>23</td>\n",
       "      <td>641</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Jun 23 15:33:06 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Educational baby toys, organic toys, glass bab...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>37</td>\n",
       "      <td>10</td>\n",
       "      <td>0.270270</td>\n",
       "      <td>0.448225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>616206311</td>\n",
       "      <td>Genevieve Page</td>\n",
       "      <td>genevieveqkf</td>\n",
       "      <td>79</td>\n",
       "      <td>20</td>\n",
       "      <td>779</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Jun 23 15:33:12 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I am a proessional gift shopper and gft consul...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>48</td>\n",
       "      <td>17</td>\n",
       "      <td>0.354167</td>\n",
       "      <td>0.454196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>616206386</td>\n",
       "      <td>Awilda Fox</td>\n",
       "      <td>awildagxw</td>\n",
       "      <td>59</td>\n",
       "      <td>16</td>\n",
       "      <td>622</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Jun 23 15:32:59 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>38</td>\n",
       "      <td>6</td>\n",
       "      <td>0.157895</td>\n",
       "      <td>0.287038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>616206452</td>\n",
       "      <td>Margarite Robles</td>\n",
       "      <td>roblesxyfi</td>\n",
       "      <td>64</td>\n",
       "      <td>15</td>\n",
       "      <td>649</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Jun 23 15:33:15 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Making learning time a fun time and brnging fm...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>27</td>\n",
       "      <td>7</td>\n",
       "      <td>0.259259</td>\n",
       "      <td>0.372751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>616206464</td>\n",
       "      <td>Delila Keller</td>\n",
       "      <td>delilanbly</td>\n",
       "      <td>81</td>\n",
       "      <td>29</td>\n",
       "      <td>756</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Jun 23 15:33:22 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>xx..</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>53</td>\n",
       "      <td>15</td>\n",
       "      <td>0.283019</td>\n",
       "      <td>0.298600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>616206467</td>\n",
       "      <td>Iris Wiggins</td>\n",
       "      <td>wigginssfhmy</td>\n",
       "      <td>62</td>\n",
       "      <td>25</td>\n",
       "      <td>600</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Jun 23 15:33:05 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>im adored &amp; im hated. im silly &amp; serious af. i...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>38</td>\n",
       "      <td>8</td>\n",
       "      <td>0.210526</td>\n",
       "      <td>0.306693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>616206563</td>\n",
       "      <td>Izola Tillman</td>\n",
       "      <td>izolaywwf</td>\n",
       "      <td>70</td>\n",
       "      <td>22</td>\n",
       "      <td>621</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Jun 23 15:33:16 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>37</td>\n",
       "      <td>12</td>\n",
       "      <td>0.324324</td>\n",
       "      <td>0.379578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>616206614</td>\n",
       "      <td>Brian Dickson</td>\n",
       "      <td>briangq</td>\n",
       "      <td>52</td>\n",
       "      <td>19</td>\n",
       "      <td>735</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Jun 23 15:33:32 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Onerand Operator of Lizard Adventure Travel, i...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>33</td>\n",
       "      <td>10</td>\n",
       "      <td>0.303030</td>\n",
       "      <td>0.400182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>616206626</td>\n",
       "      <td>Lamont Church</td>\n",
       "      <td>churchrvxn</td>\n",
       "      <td>69</td>\n",
       "      <td>25</td>\n",
       "      <td>625</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Jun 23 15:33:23 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I LOVE KYLE MRE THEN THE WORLD!!! MORE THEN AN...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>41</td>\n",
       "      <td>14</td>\n",
       "      <td>0.341463</td>\n",
       "      <td>0.393862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>616206631</td>\n",
       "      <td>Coleen Bass</td>\n",
       "      <td>coleenbasssb</td>\n",
       "      <td>57</td>\n",
       "      <td>20</td>\n",
       "      <td>621</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Jun 23 15:27:31 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kumpulan Fakta Unik, Tips dan Trick, hal - hal...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>40</td>\n",
       "      <td>13</td>\n",
       "      <td>0.325000</td>\n",
       "      <td>0.377987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>616206656</td>\n",
       "      <td>Christoper Berger</td>\n",
       "      <td>christoperrzae</td>\n",
       "      <td>45</td>\n",
       "      <td>12</td>\n",
       "      <td>638</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Jun 23 15:33:21 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>26</td>\n",
       "      <td>10</td>\n",
       "      <td>0.384615</td>\n",
       "      <td>0.370910</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2431</th>\n",
       "      <td>1372493953</td>\n",
       "      <td>Elane Patel</td>\n",
       "      <td>ElanePatel</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Mon Apr 22 16:08:40 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Héé sou muuuito nova pháá ter uma bio; Mais ou...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2432</th>\n",
       "      <td>1372652504</td>\n",
       "      <td>Reina Cochran</td>\n",
       "      <td>ReinaCochran</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Mon Apr 22 17:27:42 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>YMCMBtamscorpio teamiphone teamclassof2012 tea...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2433</th>\n",
       "      <td>1373071759</td>\n",
       "      <td>Landon Bradford</td>\n",
       "      <td>LandonBradford1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Mon Apr 22 20:36:54 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Natal é o nascimento de Cristo. Ano Novo é o n...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2434</th>\n",
       "      <td>1373326866</td>\n",
       "      <td>Dannie Peterson</td>\n",
       "      <td>DanniePeterson1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Mon Apr 22 23:33:35 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Totally Automatic TRAFFIC GENERATION! Don't cl...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.231250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2435</th>\n",
       "      <td>1373450377</td>\n",
       "      <td>Diedra Bean</td>\n",
       "      <td>DiedraBean1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tue Apr 23 00:40:52 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2436</th>\n",
       "      <td>1373615816</td>\n",
       "      <td>Velia Dunlap</td>\n",
       "      <td>VeliaDunlap1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tue Apr 23 02:33:42 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Junior Designer walking wiith ChristBSc Studen...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2437</th>\n",
       "      <td>1373641104</td>\n",
       "      <td>Vernon Dean</td>\n",
       "      <td>VernonDean2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tue Apr 23 03:00:38 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.500000</td>\n",
       "      <td>0.135417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2438</th>\n",
       "      <td>1374094274</td>\n",
       "      <td>Maud Lester</td>\n",
       "      <td>MaudLester1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tue Apr 23 07:46:58 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.500000</td>\n",
       "      <td>0.075000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2439</th>\n",
       "      <td>1374103256</td>\n",
       "      <td>Juan Mckenzie</td>\n",
       "      <td>JuanMckenzie3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tue Apr 23 07:51:49 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Very Sarcastic, and I say whats on my mind , j...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.050000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2440</th>\n",
       "      <td>1374591816</td>\n",
       "      <td>Monty Meyers</td>\n",
       "      <td>MontyMeyers2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tue Apr 23 13:22:07 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Great American Cookies has exciting franciseop...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.437500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2441</th>\n",
       "      <td>1374959215</td>\n",
       "      <td>Long Griffith</td>\n",
       "      <td>LongGriffith1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tue Apr 23 16:33:49 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.375000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2442</th>\n",
       "      <td>1380853662</td>\n",
       "      <td>Brenna Weeks</td>\n",
       "      <td>BrennaWeeks2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Fri Apr 26 02:18:09 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2443</th>\n",
       "      <td>1381040010</td>\n",
       "      <td>Louann Carroll</td>\n",
       "      <td>LouannCarroll3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Fri Apr 26 04:29:24 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Where Torque and Horsepowr Meet, we are a perf...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.617857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2444</th>\n",
       "      <td>1381167558</td>\n",
       "      <td>Ming Meyers</td>\n",
       "      <td>MingMeyers</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Fri Apr 26 06:01:54 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2445</th>\n",
       "      <td>1381246512</td>\n",
       "      <td>Estrella Valenzuela</td>\n",
       "      <td>EstrellaValenz6</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Fri Apr 26 06:55:21 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.450000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2446</th>\n",
       "      <td>1381459980</td>\n",
       "      <td>Kaley Romero</td>\n",
       "      <td>KaleyRomero1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Fri Apr 26 09:19:40 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>cul n sexy buh hot temprd teamfolloback ifollo...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.483929</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2447</th>\n",
       "      <td>1381512248</td>\n",
       "      <td>Maynard Anderson</td>\n",
       "      <td>MaynardAnderso2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Fri Apr 26 09:40:43 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hit That Follow Button &amp; Find Out ! TeamFollow...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.066667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2448</th>\n",
       "      <td>1381607736</td>\n",
       "      <td>Adelaide Dejesus</td>\n",
       "      <td>AdelaideDejesu2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Fri Apr 26 10:48:31 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.358333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2449</th>\n",
       "      <td>1381913143</td>\n",
       "      <td>Ira Rasmussen</td>\n",
       "      <td>IraRasmussen</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Fri Apr 26 13:20:56 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I love he cmpetition...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.683333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2450</th>\n",
       "      <td>1383712140</td>\n",
       "      <td>Chiquita Rosario</td>\n",
       "      <td>ChiquitaRosari2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Apr 27 06:36:03 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pedro Lanza eu te amo mais que tudo nessemundo!♥</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2451</th>\n",
       "      <td>1385228084</td>\n",
       "      <td>Hyo Zimmerman</td>\n",
       "      <td>HyoZimmerman</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Apr 27 18:53:21 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2452</th>\n",
       "      <td>1385297372</td>\n",
       "      <td>Yolanda Hooper</td>\n",
       "      <td>YolandaHooper7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sat Apr 27 19:30:24 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gt a lot of love for three boys named Dan Ferr...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2453</th>\n",
       "      <td>1386619668</td>\n",
       "      <td>Darryl Hansen</td>\n",
       "      <td>DarrylHansen3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sun Apr 28 10:22:11 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2454</th>\n",
       "      <td>1387393236</td>\n",
       "      <td>Lillie Leonard</td>\n",
       "      <td>LillieLeonard12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sun Apr 28 17:01:13 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Great Clients, Great Websites. Web design, dev...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2455</th>\n",
       "      <td>1387702238</td>\n",
       "      <td>Theodore Harmon</td>\n",
       "      <td>TheodoreHarmon2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sun Apr 28 19:16:27 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.575000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2456</th>\n",
       "      <td>1388028872</td>\n",
       "      <td>Delmer Morris</td>\n",
       "      <td>DelmerMorris1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Sun Apr 28 22:04:02 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>| TeamDarkSkinn , 5'9 , Tha Name iss BiiG RICH...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.283333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2457</th>\n",
       "      <td>1388819528</td>\n",
       "      <td>Pearle Atkins</td>\n",
       "      <td>PearleAtkins1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Mon Apr 29 06:39:34 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Heling people find a healthier body onelb at a...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2458</th>\n",
       "      <td>1391497074</td>\n",
       "      <td>Verda Marks</td>\n",
       "      <td>VerdaMarks1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tue Apr 30 08:23:57 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I have been in business onlin and offline for ...</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2459</th>\n",
       "      <td>1391622127</td>\n",
       "      <td>Maudie Meyer</td>\n",
       "      <td>MaudieMeyer1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tue Apr 30 09:21:12 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.518182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2460</th>\n",
       "      <td>1391832212</td>\n",
       "      <td>Harriett Harvey</td>\n",
       "      <td>HarriettHarvey9</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tue Apr 30 11:25:11 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2461 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              id                 name      screen_name statuses_count  \\\n",
       "0       37384589             SAK Nair      bsknair1967            656   \n",
       "1       72110028               Deepak          dedjven           1234   \n",
       "2       82885728      Marcos Vinicius        BrowAlves            573   \n",
       "3      110120789   Shri Kant Kanaujia       kanaujiask            675   \n",
       "4      252647855      shashank shukla     creativebugg            553   \n",
       "5      290499654        santosh nayak    santoshnayak1           1576   \n",
       "6      303932719      DATTARAM  PARAB    DATTARAMPARAB           1378   \n",
       "7      349392750         suraj jadhao      surajjadhao           1444   \n",
       "8      370098498         pirfectmoses     pirfectmoses             24   \n",
       "9      475732319               Nirmal      smartnirmal           1351   \n",
       "10     616204178      Rochell Camacho       rochellcam             43   \n",
       "11     616205123      Thomasena Frank      thomasenafr             50   \n",
       "12     616205288    Arnetta Whitfield   whitfieldhzbja             68   \n",
       "13     616205957         Tonia Jacobs  toniajacobsoeoi             60   \n",
       "14     616206143     Kasandra Bentley       kasandrapt             52   \n",
       "15     616206149       Stefania Sears          searsfo             67   \n",
       "16     616206200        Shamika Stark     shamikagbeav             44   \n",
       "17     616206215    Esperanza Maxwell        maxwellln             66   \n",
       "18     616206269        Janina Castro      janinahzrom             56   \n",
       "19     616206275        Myrtle Bowman       bowmanfdhz             65   \n",
       "20     616206311       Genevieve Page     genevieveqkf             79   \n",
       "21     616206386           Awilda Fox        awildagxw             59   \n",
       "22     616206452     Margarite Robles       roblesxyfi             64   \n",
       "23     616206464        Delila Keller       delilanbly             81   \n",
       "24     616206467         Iris Wiggins     wigginssfhmy             62   \n",
       "25     616206563        Izola Tillman        izolaywwf             70   \n",
       "26     616206614        Brian Dickson          briangq             52   \n",
       "27     616206626        Lamont Church       churchrvxn             69   \n",
       "28     616206631          Coleen Bass     coleenbasssb             57   \n",
       "29     616206656    Christoper Berger   christoperrzae             45   \n",
       "...          ...                  ...              ...            ...   \n",
       "2431  1372493953          Elane Patel       ElanePatel              3   \n",
       "2432  1372652504        Reina Cochran     ReinaCochran              2   \n",
       "2433  1373071759      Landon Bradford  LandonBradford1              3   \n",
       "2434  1373326866      Dannie Peterson  DanniePeterson1              2   \n",
       "2435  1373450377          Diedra Bean      DiedraBean1              3   \n",
       "2436  1373615816         Velia Dunlap     VeliaDunlap1              4   \n",
       "2437  1373641104          Vernon Dean      VernonDean2              2   \n",
       "2438  1374094274          Maud Lester      MaudLester1              4   \n",
       "2439  1374103256        Juan Mckenzie    JuanMckenzie3              3   \n",
       "2440  1374591816         Monty Meyers     MontyMeyers2              1   \n",
       "2441  1374959215        Long Griffith    LongGriffith1              6   \n",
       "2442  1380853662         Brenna Weeks     BrennaWeeks2              1   \n",
       "2443  1381040010       Louann Carroll   LouannCarroll3              2   \n",
       "2444  1381167558          Ming Meyers       MingMeyers              2   \n",
       "2445  1381246512  Estrella Valenzuela  EstrellaValenz6              3   \n",
       "2446  1381459980         Kaley Romero     KaleyRomero1              3   \n",
       "2447  1381512248     Maynard Anderson  MaynardAnderso2              1   \n",
       "2448  1381607736     Adelaide Dejesus  AdelaideDejesu2              2   \n",
       "2449  1381913143        Ira Rasmussen     IraRasmussen              1   \n",
       "2450  1383712140     Chiquita Rosario  ChiquitaRosari2              2   \n",
       "2451  1385228084        Hyo Zimmerman     HyoZimmerman              2   \n",
       "2452  1385297372       Yolanda Hooper   YolandaHooper7              1   \n",
       "2453  1386619668        Darryl Hansen    DarrylHansen3              3   \n",
       "2454  1387393236       Lillie Leonard  LillieLeonard12              2   \n",
       "2455  1387702238      Theodore Harmon  TheodoreHarmon2              2   \n",
       "2456  1388028872        Delmer Morris    DelmerMorris1              1   \n",
       "2457  1388819528        Pearle Atkins    PearleAtkins1              1   \n",
       "2458  1391497074          Verda Marks      VerdaMarks1              1   \n",
       "2459  1391622127         Maudie Meyer     MaudieMeyer1              2   \n",
       "2460  1391832212      Harriett Harvey  HarriettHarvey9              2   \n",
       "\n",
       "     followers_count friends_count favourites_count listed_count  \\\n",
       "0                 57           693              597            0   \n",
       "1                 15           104             1150            0   \n",
       "2                 14           227              530            0   \n",
       "3                 18           519              653            0   \n",
       "4                 63          1930              497            0   \n",
       "5                  8           501             1402            1   \n",
       "6                 48          1998             1108            0   \n",
       "7                 35           390             1283            0   \n",
       "8                  4           588               16            0   \n",
       "9                  7           328             1273            1   \n",
       "10                17           641                0            0   \n",
       "11                20           630                0            0   \n",
       "12                22           602                0            0   \n",
       "13                14           592                0            0   \n",
       "14                27           620                0            0   \n",
       "15                32           639                0            0   \n",
       "16                21           614                0            0   \n",
       "17                23           650                0            0   \n",
       "18                20           643                0            0   \n",
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       "20                20           779                0            0   \n",
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       "26                19           735                0            0   \n",
       "27                25           625                0            0   \n",
       "28                20           621                0            0   \n",
       "29                12           638                0            0   \n",
       "...              ...           ...              ...          ...   \n",
       "2431               0            24                0            0   \n",
       "2432               1            26                0            0   \n",
       "2433               1            28                0            0   \n",
       "2434               1            18                0            0   \n",
       "2435               0            31                0            0   \n",
       "2436               0            28                0            0   \n",
       "2437               1            17                0            0   \n",
       "2438               1            27                0            0   \n",
       "2439               0            19                0            0   \n",
       "2440               1            19                0            0   \n",
       "2441               0            19                0            0   \n",
       "2442               0            16                0            0   \n",
       "2443               1            21                0            0   \n",
       "2444               1             8                0            0   \n",
       "2445               0            15                0            0   \n",
       "2446               0            16                0            0   \n",
       "2447               2            19                0            0   \n",
       "2448               2            15                0            0   \n",
       "2449               2            20                0            0   \n",
       "2450               1            20                0            0   \n",
       "2451               1            14                0            0   \n",
       "2452               0            18                0            0   \n",
       "2453               1            22                0            0   \n",
       "2454               0            18                0            0   \n",
       "2455               0            24                0            0   \n",
       "2456               1            12                0            0   \n",
       "2457               1            21                0            0   \n",
       "2458               0            17                0            0   \n",
       "2459               0            15                0            0   \n",
       "2460               0            16                0            0   \n",
       "\n",
       "                          created_at  url    ...    utc_offset protected  \\\n",
       "0     Sun May 03 07:35:13 +0000 2009  NaN    ...           NaN       NaN   \n",
       "1     Sun Sep 06 19:50:08 +0000 2009  NaN    ...      -39600.0       NaN   \n",
       "2     Fri Oct 16 14:02:48 +0000 2009  NaN    ...           NaN       NaN   \n",
       "3     Sun Jan 31 12:08:41 +0000 2010  NaN    ...       19800.0       NaN   \n",
       "4     Tue Feb 15 16:34:46 +0000 2011  NaN    ...      -36000.0       NaN   \n",
       "5     Sat Apr 30 11:24:34 +0000 2011  NaN    ...           NaN       NaN   \n",
       "6     Mon May 23 17:15:15 +0000 2011  NaN    ...       19800.0       NaN   \n",
       "7     Sat Aug 06 01:23:19 +0000 2011  NaN    ...           NaN       NaN   \n",
       "8     Thu Sep 08 13:20:35 +0000 2011  NaN    ...           NaN       NaN   \n",
       "9     Fri Jan 27 11:24:28 +0000 2012  NaN    ...           NaN       NaN   \n",
       "10    Sat Jun 23 15:30:29 +0000 2012  NaN    ...           NaN       NaN   \n",
       "11    Sat Jun 23 15:31:34 +0000 2012  NaN    ...           NaN       NaN   \n",
       "12    Sat Jun 23 15:31:45 +0000 2012  NaN    ...           NaN       NaN   \n",
       "13    Sat Jun 23 15:32:21 +0000 2012  NaN    ...           NaN       NaN   \n",
       "14    Sat Jun 23 15:32:47 +0000 2012  NaN    ...           NaN       NaN   \n",
       "15    Sat Jun 23 15:32:53 +0000 2012  NaN    ...           NaN       NaN   \n",
       "16    Sat Jun 23 15:32:47 +0000 2012  NaN    ...           NaN       NaN   \n",
       "17    Sat Jun 23 15:32:52 +0000 2012  NaN    ...           NaN       NaN   \n",
       "18    Sat Jun 23 15:33:05 +0000 2012  NaN    ...           NaN       NaN   \n",
       "19    Sat Jun 23 15:33:06 +0000 2012  NaN    ...           NaN       NaN   \n",
       "20    Sat Jun 23 15:33:12 +0000 2012  NaN    ...           NaN       NaN   \n",
       "21    Sat Jun 23 15:32:59 +0000 2012  NaN    ...           NaN       NaN   \n",
       "22    Sat Jun 23 15:33:15 +0000 2012  NaN    ...           NaN       NaN   \n",
       "23    Sat Jun 23 15:33:22 +0000 2012  NaN    ...           NaN       NaN   \n",
       "24    Sat Jun 23 15:33:05 +0000 2012  NaN    ...           NaN       NaN   \n",
       "25    Sat Jun 23 15:33:16 +0000 2012  NaN    ...           NaN       NaN   \n",
       "26    Sat Jun 23 15:33:32 +0000 2012  NaN    ...           NaN       NaN   \n",
       "27    Sat Jun 23 15:33:23 +0000 2012  NaN    ...           NaN       NaN   \n",
       "28    Sat Jun 23 15:27:31 +0000 2012  NaN    ...           NaN       NaN   \n",
       "29    Sat Jun 23 15:33:21 +0000 2012  NaN    ...           NaN       NaN   \n",
       "...                              ...  ...    ...           ...       ...   \n",
       "2431  Mon Apr 22 16:08:40 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2432  Mon Apr 22 17:27:42 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2433  Mon Apr 22 20:36:54 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2434  Mon Apr 22 23:33:35 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2435  Tue Apr 23 00:40:52 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2436  Tue Apr 23 02:33:42 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2437  Tue Apr 23 03:00:38 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2438  Tue Apr 23 07:46:58 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2439  Tue Apr 23 07:51:49 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2440  Tue Apr 23 13:22:07 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2441  Tue Apr 23 16:33:49 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2442  Fri Apr 26 02:18:09 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2443  Fri Apr 26 04:29:24 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2444  Fri Apr 26 06:01:54 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2445  Fri Apr 26 06:55:21 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2446  Fri Apr 26 09:19:40 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2447  Fri Apr 26 09:40:43 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2448  Fri Apr 26 10:48:31 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2449  Fri Apr 26 13:20:56 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2450  Sat Apr 27 06:36:03 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2451  Sat Apr 27 18:53:21 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2452  Sat Apr 27 19:30:24 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2453  Sun Apr 28 10:22:11 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2454  Sun Apr 28 17:01:13 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2455  Sun Apr 28 19:16:27 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2456  Sun Apr 28 22:04:02 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2457  Mon Apr 29 06:39:34 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2458  Tue Apr 30 08:23:57 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2459  Tue Apr 30 09:21:12 +0000 2013  NaN    ...           NaN       NaN   \n",
       "2460  Tue Apr 30 11:25:11 +0000 2013  NaN    ...           NaN       NaN   \n",
       "\n",
       "     verified                                        description  \\\n",
       "0         NaN                 in Kuwait with my buetiful family.   \n",
       "1         NaN                                                NaN   \n",
       "2         NaN                                                NaN   \n",
       "3         NaN                                                NaN   \n",
       "4         NaN  I am an engineer, working with a co-operative ...   \n",
       "5         NaN                                            manjur!   \n",
       "6         NaN                                                NaN   \n",
       "7         NaN              i am  a very simpal and angry pearson   \n",
       "8         NaN                                                NaN   \n",
       "9         NaN                                                NaN   \n",
       "10        NaN  USO MU  ESPAÇO NO RADIO  PARA AJUDAR PESSOAL C...   \n",
       "11        NaN  1/2 of Since Designs, Sincerely Beautiful, its...   \n",
       "12        NaN  Bref ... Bah Moi C'est Maeva , u Ihendry , née...   \n",
       "13        NaN                                                NaN   \n",
       "14        NaN  Rio Grande do sul, GRÊMIO, cimarrão, moda, vod...   \n",
       "15        NaN  Hello Everyone my name is justin, If i had to ...   \n",
       "16        NaN                 hal menarikbelum tentuyang terbaik   \n",
       "17        NaN            i try to be the bet fo the world ! :p !   \n",
       "18        NaN                                                NaN   \n",
       "19        NaN  Educational baby toys, organic toys, glass bab...   \n",
       "20        NaN  I am a proessional gift shopper and gft consul...   \n",
       "21        NaN                                                NaN   \n",
       "22        NaN  Making learning time a fun time and brnging fm...   \n",
       "23        NaN                                               xx..   \n",
       "24        NaN  im adored & im hated. im silly & serious af. i...   \n",
       "25        NaN                                                NaN   \n",
       "26        NaN  Onerand Operator of Lizard Adventure Travel, i...   \n",
       "27        NaN  I LOVE KYLE MRE THEN THE WORLD!!! MORE THEN AN...   \n",
       "28        NaN  Kumpulan Fakta Unik, Tips dan Trick, hal - hal...   \n",
       "29        NaN                                                NaN   \n",
       "...       ...                                                ...   \n",
       "2431      NaN  Héé sou muuuito nova pháá ter uma bio; Mais ou...   \n",
       "2432      NaN  YMCMBtamscorpio teamiphone teamclassof2012 tea...   \n",
       "2433      NaN  Natal é o nascimento de Cristo. Ano Novo é o n...   \n",
       "2434      NaN  Totally Automatic TRAFFIC GENERATION! Don't cl...   \n",
       "2435      NaN                                                NaN   \n",
       "2436      NaN  Junior Designer walking wiith ChristBSc Studen...   \n",
       "2437      NaN                                                NaN   \n",
       "2438      NaN                                                NaN   \n",
       "2439      NaN  Very Sarcastic, and I say whats on my mind , j...   \n",
       "2440      NaN  Great American Cookies has exciting franciseop...   \n",
       "2441      NaN                                                NaN   \n",
       "2442      NaN                                                NaN   \n",
       "2443      NaN  Where Torque and Horsepowr Meet, we are a perf...   \n",
       "2444      NaN                                                NaN   \n",
       "2445      NaN                                                NaN   \n",
       "2446      NaN  cul n sexy buh hot temprd teamfolloback ifollo...   \n",
       "2447      NaN  Hit That Follow Button & Find Out ! TeamFollow...   \n",
       "2448      NaN                                                NaN   \n",
       "2449      NaN                            I love he cmpetition...   \n",
       "2450      NaN   Pedro Lanza eu te amo mais que tudo nessemundo!♥   \n",
       "2451      NaN                                                NaN   \n",
       "2452      NaN  Gt a lot of love for three boys named Dan Ferr...   \n",
       "2453      NaN                                                NaN   \n",
       "2454      NaN  Great Clients, Great Websites. Web design, dev...   \n",
       "2455      NaN                                                NaN   \n",
       "2456      NaN  | TeamDarkSkinn , 5'9 , Tha Name iss BiiG RICH...   \n",
       "2457      NaN  Heling people find a healthier body onelb at a...   \n",
       "2458      NaN  I have been in business onlin and offline for ...   \n",
       "2459      NaN                                                NaN   \n",
       "2460      NaN                                                NaN   \n",
       "\n",
       "                  updated  dataset sent_count sent_sum sent_mean subj_mean  \n",
       "0     2015-02-14 10:40:01      INT        499      203  0.406814  0.320481  \n",
       "1     2015-02-14 10:40:01      INT        911      370  0.406147  0.328211  \n",
       "2     2015-02-14 10:40:01      INT        463      185  0.399568  0.335976  \n",
       "3     2015-02-14 10:40:01      INT        424      184  0.433962  0.336089  \n",
       "4     2015-02-14 10:40:01      INT        440      177  0.402273  0.336520  \n",
       "5     2015-02-14 10:40:01      INT       1078      447  0.414657  0.322980  \n",
       "6     2015-02-14 10:40:01      INT        928      381  0.410560  0.351912  \n",
       "7     2015-02-14 10:40:01      INT       1083      451  0.416436  0.337559  \n",
       "8     2015-02-14 10:40:01      INT        533      231  0.433396  0.317081  \n",
       "9     2015-02-14 10:40:01      INT        999      414  0.414414  0.326594  \n",
       "10    2015-02-14 10:40:01      INT         28       10  0.357143  0.314428  \n",
       "11    2015-02-14 10:40:01      INT         26        3  0.115385  0.289530  \n",
       "12    2015-02-14 10:40:01      INT         36        8  0.222222  0.368484  \n",
       "13    2015-02-14 10:40:01      INT         37        7  0.189189  0.331264  \n",
       "14    2015-02-14 10:40:01      INT         33       13  0.393939  0.330522  \n",
       "15    2015-02-14 10:40:01      INT         37        5  0.135135  0.389602  \n",
       "16    2015-02-14 10:40:01      INT         28        3  0.107143  0.257476  \n",
       "17    2015-02-14 10:40:01      INT         24        3  0.125000  0.332828  \n",
       "18    2015-02-14 10:40:01      INT         36        7  0.194444  0.416096  \n",
       "19    2015-02-14 10:40:01      INT         37       10  0.270270  0.448225  \n",
       "20    2015-02-14 10:40:01      INT         48       17  0.354167  0.454196  \n",
       "21    2015-02-14 10:40:01      INT         38        6  0.157895  0.287038  \n",
       "22    2015-02-14 10:40:01      INT         27        7  0.259259  0.372751  \n",
       "23    2015-02-14 10:40:01      INT         53       15  0.283019  0.298600  \n",
       "24    2015-02-14 10:40:01      INT         38        8  0.210526  0.306693  \n",
       "25    2015-02-14 10:40:01      INT         37       12  0.324324  0.379578  \n",
       "26    2015-02-14 10:40:01      INT         33       10  0.303030  0.400182  \n",
       "27    2015-02-14 10:40:01      INT         41       14  0.341463  0.393862  \n",
       "28    2015-02-14 10:40:01      INT         40       13  0.325000  0.377987  \n",
       "29    2015-02-14 10:40:01      INT         26       10  0.384615  0.370910  \n",
       "...                   ...      ...        ...      ...       ...       ...  \n",
       "2431  2015-02-14 10:40:01      INT          3        2  0.666667  0.400000  \n",
       "2432  2015-02-14 10:40:01      INT          2        0  0.000000  0.700000  \n",
       "2433  2015-02-14 10:40:01      INT          1       -1 -1.000000  0.600000  \n",
       "2434  2015-02-14 10:40:01      INT          2        1  0.500000  0.231250  \n",
       "2435  2015-02-14 10:40:01      INT          1        1  1.000000  0.600000  \n",
       "2436  2015-02-14 10:40:01      INT          2        2  1.000000  0.666667  \n",
       "2437  2015-02-14 10:40:01      INT          2       -1 -0.500000  0.135417  \n",
       "2438  2015-02-14 10:40:01      INT          2       -1 -0.500000  0.075000  \n",
       "2439  2015-02-14 10:40:01      INT          2        0  0.000000  0.050000  \n",
       "2440  2015-02-14 10:40:01      INT          1        1  1.000000  0.437500  \n",
       "2441  2015-02-14 10:40:01      INT          4        1  0.250000  0.375000  \n",
       "2442  2015-02-14 10:40:01      INT          1        1  1.000000  0.900000  \n",
       "2443  2015-02-14 10:40:01      INT          1        1  1.000000  0.617857  \n",
       "2444  2015-02-14 10:40:01      INT          1       -1 -1.000000  1.000000  \n",
       "2445  2015-02-14 10:40:01      INT          3        0  0.000000  0.450000  \n",
       "2446  2015-02-14 10:40:01      INT          1       -1 -1.000000  0.483929  \n",
       "2447  2015-02-14 10:40:01      INT          1       -1 -1.000000  0.066667  \n",
       "2448  2015-02-14 10:40:01      INT          2        0  0.000000  0.358333  \n",
       "2449  2015-02-14 10:40:01      INT          1       -1 -1.000000  0.683333  \n",
       "2450  2015-02-14 10:40:01      INT          1        0  0.000000  0.000000  \n",
       "2451  2015-02-14 10:40:01      INT          2        0  0.000000  0.000000  \n",
       "2452  2015-02-14 10:40:01      INT          1       -1 -1.000000  0.800000  \n",
       "2453  2015-02-14 10:40:01      INT          1        1  1.000000  0.850000  \n",
       "2454  2015-02-14 10:40:01      INT          1        1  1.000000  0.800000  \n",
       "2455  2015-02-14 10:40:01      INT          1       -1 -1.000000  0.575000  \n",
       "2456  2015-02-14 10:40:01      INT          1        1  1.000000  0.283333  \n",
       "2457  2015-02-14 10:40:01      INT          1       -1 -1.000000  0.800000  \n",
       "2458  2015-02-14 10:40:01      INT          1        1  1.000000  0.600000  \n",
       "2459  2015-02-14 10:40:01      INT          1        1  1.000000  0.518182  \n",
       "2460  2015-02-14 10:40:01      INT          2        0  0.000000  0.500000  \n",
       "\n",
       "[2461 rows x 38 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bot_twt_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "bot_twt_score.to_csv('Data/Untitled Folder/bot_twt_score.csv', encoding='utf-8', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "user = pd.read_csv('Data/Untitled Folder/user_twt_score.csv')\n",
    "bot = pd.read_csv('Data/Untitled Folder/bot_twt_score.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>screen_name</th>\n",
       "      <th>statuses_count</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>friends_count</th>\n",
       "      <th>favourites_count</th>\n",
       "      <th>listed_count</th>\n",
       "      <th>url</th>\n",
       "      <th>lang</th>\n",
       "      <th>...</th>\n",
       "      <th>created_at</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>crawled_at</th>\n",
       "      <th>updated</th>\n",
       "      <th>test_set_1</th>\n",
       "      <th>test_set_2</th>\n",
       "      <th>sent_count</th>\n",
       "      <th>sent_sum</th>\n",
       "      <th>sent_mean</th>\n",
       "      <th>subj_mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>678033</td>\n",
       "      <td>Heather Gold</td>\n",
       "      <td>heathr</td>\n",
       "      <td>45825</td>\n",
       "      <td>7065</td>\n",
       "      <td>1822</td>\n",
       "      <td>3804</td>\n",
       "      <td>596</td>\n",
       "      <td>http://t.co/98fWa0t873</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Mon Jan 22 01:57:38 +0000 2007</td>\n",
       "      <td>2007-01-22 02:57:38</td>\n",
       "      <td>2015-05-01 12:57:24</td>\n",
       "      <td>2016-03-15 16:05:16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3078</td>\n",
       "      <td>1154</td>\n",
       "      <td>0.374919</td>\n",
       "      <td>0.384953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>722623</td>\n",
       "      <td>Buzz Jackson</td>\n",
       "      <td>BuzzJackson</td>\n",
       "      <td>11770</td>\n",
       "      <td>1577</td>\n",
       "      <td>678</td>\n",
       "      <td>634</td>\n",
       "      <td>47</td>\n",
       "      <td>http://t.co/lQpx4IMpV1</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Mon Jan 29 00:54:34 +0000 2007</td>\n",
       "      <td>2007-01-29 01:54:34</td>\n",
       "      <td>2015-05-01 12:57:52</td>\n",
       "      <td>2016-03-15 15:55:04</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2954</td>\n",
       "      <td>731</td>\n",
       "      <td>0.247461</td>\n",
       "      <td>0.333724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>755116</td>\n",
       "      <td>呉⚛</td>\n",
       "      <td>gullevek</td>\n",
       "      <td>39158</td>\n",
       "      <td>623</td>\n",
       "      <td>529</td>\n",
       "      <td>42</td>\n",
       "      <td>37</td>\n",
       "      <td>http://t.co/iAhWThZnvh</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Tue Feb 06 05:25:49 +0000 2007</td>\n",
       "      <td>2007-02-06 06:25:49</td>\n",
       "      <td>2015-05-01 12:58:15</td>\n",
       "      <td>2016-03-15 16:05:09</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2724</td>\n",
       "      <td>141</td>\n",
       "      <td>0.051762</td>\n",
       "      <td>0.394803</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       id          name  screen_name  statuses_count  followers_count  \\\n",
       "0  678033  Heather Gold       heathr           45825             7065   \n",
       "1  722623  Buzz Jackson  BuzzJackson           11770             1577   \n",
       "2  755116            呉⚛     gullevek           39158              623   \n",
       "\n",
       "   friends_count  favourites_count  listed_count                     url lang  \\\n",
       "0           1822              3804           596  http://t.co/98fWa0t873   en   \n",
       "1            678               634            47  http://t.co/lQpx4IMpV1   en   \n",
       "2            529                42            37  http://t.co/iAhWThZnvh   en   \n",
       "\n",
       "     ...                         created_at            timestamp  \\\n",
       "0    ...     Mon Jan 22 01:57:38 +0000 2007  2007-01-22 02:57:38   \n",
       "1    ...     Mon Jan 29 00:54:34 +0000 2007  2007-01-29 01:54:34   \n",
       "2    ...     Tue Feb 06 05:25:49 +0000 2007  2007-02-06 06:25:49   \n",
       "\n",
       "            crawled_at              updated  test_set_1 test_set_2 sent_count  \\\n",
       "0  2015-05-01 12:57:24  2016-03-15 16:05:16           0          0       3078   \n",
       "1  2015-05-01 12:57:52  2016-03-15 15:55:04           0          0       2954   \n",
       "2  2015-05-01 12:58:15  2016-03-15 16:05:09           1          1       2724   \n",
       "\n",
       "   sent_sum sent_mean subj_mean  \n",
       "0      1154  0.374919  0.384953  \n",
       "1       731  0.247461  0.333724  \n",
       "2       141  0.051762  0.394803  \n",
       "\n",
       "[3 rows x 46 columns]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>name</th>\n",
       "      <th>screen_name</th>\n",
       "      <th>statuses_count</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>friends_count</th>\n",
       "      <th>favourites_count</th>\n",
       "      <th>listed_count</th>\n",
       "      <th>created_at</th>\n",
       "      <th>url</th>\n",
       "      <th>...</th>\n",
       "      <th>utc_offset</th>\n",
       "      <th>protected</th>\n",
       "      <th>verified</th>\n",
       "      <th>description</th>\n",
       "      <th>updated</th>\n",
       "      <th>dataset</th>\n",
       "      <th>sent_count</th>\n",
       "      <th>sent_sum</th>\n",
       "      <th>sent_mean</th>\n",
       "      <th>subj_mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>37384589</td>\n",
       "      <td>SAK Nair</td>\n",
       "      <td>bsknair1967</td>\n",
       "      <td>656</td>\n",
       "      <td>57</td>\n",
       "      <td>693</td>\n",
       "      <td>597</td>\n",
       "      <td>0</td>\n",
       "      <td>Sun May 03 07:35:13 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>in Kuwait with my buetiful family.</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>499</td>\n",
       "      <td>203</td>\n",
       "      <td>0.406814</td>\n",
       "      <td>0.320481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>72110028</td>\n",
       "      <td>Deepak</td>\n",
       "      <td>dedjven</td>\n",
       "      <td>1234</td>\n",
       "      <td>15</td>\n",
       "      <td>104</td>\n",
       "      <td>1150</td>\n",
       "      <td>0</td>\n",
       "      <td>Sun Sep 06 19:50:08 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>-39600.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>911</td>\n",
       "      <td>370</td>\n",
       "      <td>0.406147</td>\n",
       "      <td>0.328211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>82885728</td>\n",
       "      <td>Marcos Vinicius</td>\n",
       "      <td>BrowAlves</td>\n",
       "      <td>573</td>\n",
       "      <td>14</td>\n",
       "      <td>227</td>\n",
       "      <td>530</td>\n",
       "      <td>0</td>\n",
       "      <td>Fri Oct 16 14:02:48 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 10:40:01</td>\n",
       "      <td>INT</td>\n",
       "      <td>463</td>\n",
       "      <td>185</td>\n",
       "      <td>0.399568</td>\n",
       "      <td>0.335976</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         id             name  screen_name  statuses_count  followers_count  \\\n",
       "0  37384589         SAK Nair  bsknair1967             656               57   \n",
       "1  72110028           Deepak      dedjven            1234               15   \n",
       "2  82885728  Marcos Vinicius    BrowAlves             573               14   \n",
       "\n",
       "   friends_count  favourites_count  listed_count  \\\n",
       "0            693               597             0   \n",
       "1            104              1150             0   \n",
       "2            227               530             0   \n",
       "\n",
       "                       created_at  url    ...    utc_offset protected  \\\n",
       "0  Sun May 03 07:35:13 +0000 2009  NaN    ...           NaN       NaN   \n",
       "1  Sun Sep 06 19:50:08 +0000 2009  NaN    ...      -39600.0       NaN   \n",
       "2  Fri Oct 16 14:02:48 +0000 2009  NaN    ...           NaN       NaN   \n",
       "\n",
       "  verified                         description              updated  dataset  \\\n",
       "0      NaN  in Kuwait with my buetiful family.  2015-02-14 10:40:01      INT   \n",
       "1      NaN                                 NaN  2015-02-14 10:40:01      INT   \n",
       "2      NaN                                 NaN  2015-02-14 10:40:01      INT   \n",
       "\n",
       "  sent_count sent_sum  sent_mean subj_mean  \n",
       "0        499      203   0.406814  0.320481  \n",
       "1        911      370   0.406147  0.328211  \n",
       "2        463      185   0.399568  0.335976  \n",
       "\n",
       "[3 rows x 38 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bot.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no is_translator\n",
      "no follow_request_sent\n",
      "no notifications\n",
      "no contributors_enabled\n",
      "no following\n",
      "no timestamp\n",
      "no crawled_at\n",
      "no test_set_1\n",
      "no test_set_2\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[None, None, None, None, None, None, None, None, None]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[print('no', uc) for uc in user.columns if uc not in bot.columns.values]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "no dataset\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[None]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[print('no', bc) for bc in bot.columns if bc not in user.columns.values]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'name', 'screen_name', 'statuses_count', 'followers_count',\n",
       "       'friends_count', 'favourites_count', 'listed_count', 'created_at',\n",
       "       'url', 'lang', 'time_zone', 'location', 'default_profile',\n",
       "       'default_profile_image', 'geo_enabled', 'profile_image_url',\n",
       "       'profile_banner_url', 'profile_use_background_image',\n",
       "       'profile_background_image_url_https', 'profile_text_color',\n",
       "       'profile_image_url_https', 'profile_sidebar_border_color',\n",
       "       'profile_background_tile', 'profile_sidebar_fill_color',\n",
       "       'profile_background_image_url', 'profile_background_color',\n",
       "       'profile_link_color', 'utc_offset', 'protected', 'verified',\n",
       "       'description', 'updated', 'dataset', 'sent_count', 'sent_sum',\n",
       "       'sent_mean', 'subj_mean'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bot.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "twts['len'] = twts.eng_twts.apply(lambda x: len(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>screen_name</th>\n",
       "      <th>created_at</th>\n",
       "      <th>eng_twts</th>\n",
       "      <th>fav_count</th>\n",
       "      <th>retwt_count</th>\n",
       "      <th>lang</th>\n",
       "      <th>src_url</th>\n",
       "      <th>len</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>wadespeters</td>\n",
       "      <td>2015-05-01 19:22:27</td>\n",
       "      <td>@darepools</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>und</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2018-07-27 14:11:53</td>\n",
       "      <td>@KAKEnews if the cop car stopped the man would...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>https://mobile.twitter.com</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2017-02-22 03:20:33</td>\n",
       "      <td>@BrewerForKansas ready to work now Kathy Marym...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-04-04 18:41:54</td>\n",
       "      <td>@AndreMa80611906 hey cousin. ..my twin...love ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-04-04 17:04:03</td>\n",
       "      <td>https://t.co/hLeApzwoIv</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>und</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-03-25 12:28:39</td>\n",
       "      <td>@BillGates could someone help me inform the pu...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-03-02 15:26:16</td>\n",
       "      <td>Emporia Phone Bank Fri, Mar 4, 2016, 5:00pm – ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://mobile.twitter.com</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-03-01 00:03:47</td>\n",
       "      <td>I personally want to thank You David metal of ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-02-29 02:37:53</td>\n",
       "      <td>Hey world me today..lol https://t.co/ARBkOghKmA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-02-28 13:32:45</td>\n",
       "      <td>@CHNGJax @good open our eyes God....help us to...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-06 19:48:37</td>\n",
       "      <td>In honor of @spicegirls UK tour news I’m liste...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-06 19:13:25</td>\n",
       "      <td>I wish I could go to UK next year so I could f...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-06 16:54:26</td>\n",
       "      <td>@buffymoonxo Awww sooooo cute! 😍 me too! Dogs ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-06 16:43:41</td>\n",
       "      <td>Nothing interesting to watch tonight...😕😔😭😭😭😭 ...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-05 00:11:09</td>\n",
       "      <td>Look how cute Toffee looked in his reindeer co...</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-04 15:31:10</td>\n",
       "      <td>Happy birthday beautiful human being @KaticCox...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-03 00:03:30</td>\n",
       "      <td>Can’t wait!!!!! #Brooklyn99 https://t.co/20rUl...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-03 00:03:28</td>\n",
       "      <td>I’m not sure Toffee likes this sound 😂😂 https:...</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-01 00:46:05</td>\n",
       "      <td>Something I have been teaching Toffee... who n...</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1Dniallprincess</td>\n",
       "      <td>2018-11-07 05:25:49</td>\n",
       "      <td>@charlieputh No problem Charlie anytime</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1Dniallprincess</td>\n",
       "      <td>2018-11-05 09:01:28</td>\n",
       "      <td>@ColbyBrock Why all of a sudden does every You...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1Dniallprincess</td>\n",
       "      <td>2018-11-05 09:00:41</td>\n",
       "      <td>@MANNIACDOLANS @EthanDolan @GraysonDolan This ...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1Dniallprincess</td>\n",
       "      <td>2018-11-02 20:13:14</td>\n",
       "      <td>@JakexTaylor When jake likes your reply so he ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1Dniallprincess</td>\n",
       "      <td>2018-11-02 20:11:53</td>\n",
       "      <td>@JakexTaylor Me</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>und</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1Dniallprincess</td>\n",
       "      <td>2018-11-02 20:11:28</td>\n",
       "      <td>@trapsoulethan Me....😢</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>und</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1Dniallprincess</td>\n",
       "      <td>2018-11-02 19:12:03</td>\n",
       "      <td>@GraysonDolan Gray can you tell me why a crop ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1Dniallprincess</td>\n",
       "      <td>2018-10-30 12:45:48</td>\n",
       "      <td>I’m on a terrible sleep schedule I usually go ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1Nicoleromany</td>\n",
       "      <td>2018-09-25 20:09:58</td>\n",
       "      <td>#HappyMonday @i955fm its raining but its ok 🙂🙂</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1Nicoleromany</td>\n",
       "      <td>2018-09-03 14:49:42</td>\n",
       "      <td>Police say #RepublicBank on Ariapita Ave has b...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1Nicoleromany</td>\n",
       "      <td>2018-08-28 17:37:30</td>\n",
       "      <td>looks good https://t.co/Zwg0WNGlcI</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "      <td>34</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12301</th>\n",
       "      <td>zacaj_</td>\n",
       "      <td>2018-11-06 03:08:16</td>\n",
       "      <td>@joe_no_privacy :/</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>und</td>\n",
       "      <td>http://mvilla.it/fenix</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12302</th>\n",
       "      <td>zacpell</td>\n",
       "      <td>2018-11-07 22:15:40</td>\n",
       "      <td>@aaronrgillespie Did you ask @BetoORourke ?</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12303</th>\n",
       "      <td>zacpell</td>\n",
       "      <td>2018-11-07 04:24:02</td>\n",
       "      <td>@christieHpell He kept the Medicaid expansion ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12304</th>\n",
       "      <td>zacpell</td>\n",
       "      <td>2018-11-07 04:05:56</td>\n",
       "      <td>Well done #Manchin</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12305</th>\n",
       "      <td>zacpell</td>\n",
       "      <td>2018-11-07 00:48:31</td>\n",
       "      <td>@apizzle1593 Wack.</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12306</th>\n",
       "      <td>zacpell</td>\n",
       "      <td>2018-11-07 00:34:34</td>\n",
       "      <td>Freedom is separating from the military and sp...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12307</th>\n",
       "      <td>zacpell</td>\n",
       "      <td>2018-11-07 00:28:24</td>\n",
       "      <td>@apizzle1593 Your school piss tests?</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12308</th>\n",
       "      <td>zacpell</td>\n",
       "      <td>2018-11-07 00:26:53</td>\n",
       "      <td>Alabama tinder is worse than the tinder I used...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12309</th>\n",
       "      <td>zacpell</td>\n",
       "      <td>2018-11-06 03:27:00</td>\n",
       "      <td>@xDanman https://t.co/pGsOXqWK85\\n\\nMade like ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12310</th>\n",
       "      <td>zacpell</td>\n",
       "      <td>2018-11-04 07:01:32</td>\n",
       "      <td>Bruh Mayday Parade hits me like I'm a 15 year ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12311</th>\n",
       "      <td>zarryftstars</td>\n",
       "      <td>2018-10-30 05:25:12</td>\n",
       "      <td>1 BILLION !!! #WMYBTo1Billion 😍😍😍 https://t.co...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12312</th>\n",
       "      <td>zarryftstars</td>\n",
       "      <td>2018-10-18 05:49:54</td>\n",
       "      <td>#Riverdale What is happening people !!!!</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12313</th>\n",
       "      <td>zarryftstars</td>\n",
       "      <td>2018-10-08 18:09:25</td>\n",
       "      <td>Midterm exams started today !! First exam NAIL...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12314</th>\n",
       "      <td>zarryftstars</td>\n",
       "      <td>2018-10-05 22:08:24</td>\n",
       "      <td>@Fifthhardelena I love youu💚💚💚😍😍😍</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12315</th>\n",
       "      <td>zarryftstars</td>\n",
       "      <td>2018-10-05 22:04:10</td>\n",
       "      <td>BIRTHDAY GIRL!!!!! #birthday #birthdaygirl 19 🙈🙈</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12316</th>\n",
       "      <td>zarryftstars</td>\n",
       "      <td>2018-10-01 06:04:29</td>\n",
       "      <td>Birthday Month !!😁</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12317</th>\n",
       "      <td>zarryftstars</td>\n",
       "      <td>2018-09-29 15:59:47</td>\n",
       "      <td>Munir !!!! 💥 #BarçaAthletic</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>es</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12318</th>\n",
       "      <td>zeeshan_haque</td>\n",
       "      <td>2018-11-08 14:15:01</td>\n",
       "      <td>Arey maaf kardo Kohli ko</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>in</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12319</th>\n",
       "      <td>zeeshan_haque</td>\n",
       "      <td>2018-11-07 16:37:08</td>\n",
       "      <td>Celebrating Dipawali in Shirdi, such a peacefu...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12320</th>\n",
       "      <td>zeeshan_haque</td>\n",
       "      <td>2018-11-05 20:23:59</td>\n",
       "      <td>Does hating bigots makes you a bigot too ?</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12321</th>\n",
       "      <td>zeeshan_haque</td>\n",
       "      <td>2018-11-05 16:07:13</td>\n",
       "      <td>Delhi - Gurugram is lit af https://t.co/tCwoDx...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12322</th>\n",
       "      <td>zeeshan_haque</td>\n",
       "      <td>2018-11-05 15:33:37</td>\n",
       "      <td>Teri principal bhi Yo Yo ki fan hai.</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>ht</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12323</th>\n",
       "      <td>zubairniaziPTI</td>\n",
       "      <td>2018-10-11 22:33:23</td>\n",
       "      <td>@TheMahiraKhan Sorry I Have a GirlFriend.</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12324</th>\n",
       "      <td>zubairniaziPTI</td>\n",
       "      <td>2018-09-26 14:25:38</td>\n",
       "      <td>انشاء اللہ کل سپریم کورٹ میں حق اور سچ کی فتح ...</td>\n",
       "      <td>77</td>\n",
       "      <td>15</td>\n",
       "      <td>ur</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12325</th>\n",
       "      <td>zubairniaziPTI</td>\n",
       "      <td>2018-09-19 18:15:42</td>\n",
       "      <td>What do you think will win Asia Cup 2018</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12326</th>\n",
       "      <td>zveljka</td>\n",
       "      <td>2018-11-08 14:37:53</td>\n",
       "      <td>The man so used to it he's unable to react any...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12327</th>\n",
       "      <td>zveljka</td>\n",
       "      <td>2018-11-08 13:27:17</td>\n",
       "      <td>Marat my man 😍 https://t.co/cFElhrEetS</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12328</th>\n",
       "      <td>zveljka</td>\n",
       "      <td>2018-11-08 13:19:01</td>\n",
       "      <td>Come on Andrew! Even I miss you 😝 https://t.co...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12329</th>\n",
       "      <td>zveljka</td>\n",
       "      <td>2018-11-08 13:17:24</td>\n",
       "      <td>@Certinfy @KenQuin Are you serious? What kind ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12330</th>\n",
       "      <td>zveljka</td>\n",
       "      <td>2018-11-08 13:11:58</td>\n",
       "      <td>Ahahahahahaha https://t.co/Ba8KapJYNX</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>tl</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12331 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           screen_name           created_at  \\\n",
       "0          wadespeters  2015-05-01 19:22:27   \n",
       "1      191a5bd05da04dc  2018-07-27 14:11:53   \n",
       "2      191a5bd05da04dc  2017-02-22 03:20:33   \n",
       "3      191a5bd05da04dc  2016-04-04 18:41:54   \n",
       "4      191a5bd05da04dc  2016-04-04 17:04:03   \n",
       "5      191a5bd05da04dc  2016-03-25 12:28:39   \n",
       "6      191a5bd05da04dc  2016-03-02 15:26:16   \n",
       "7      191a5bd05da04dc  2016-03-01 00:03:47   \n",
       "8      191a5bd05da04dc  2016-02-29 02:37:53   \n",
       "9      191a5bd05da04dc  2016-02-28 13:32:45   \n",
       "10        19_Joanne_87  2018-11-06 19:48:37   \n",
       "11        19_Joanne_87  2018-11-06 19:13:25   \n",
       "12        19_Joanne_87  2018-11-06 16:54:26   \n",
       "13        19_Joanne_87  2018-11-06 16:43:41   \n",
       "14        19_Joanne_87  2018-11-05 00:11:09   \n",
       "15        19_Joanne_87  2018-11-04 15:31:10   \n",
       "16        19_Joanne_87  2018-11-03 00:03:30   \n",
       "17        19_Joanne_87  2018-11-03 00:03:28   \n",
       "18        19_Joanne_87  2018-11-01 00:46:05   \n",
       "19     1Dniallprincess  2018-11-07 05:25:49   \n",
       "20     1Dniallprincess  2018-11-05 09:01:28   \n",
       "21     1Dniallprincess  2018-11-05 09:00:41   \n",
       "22     1Dniallprincess  2018-11-02 20:13:14   \n",
       "23     1Dniallprincess  2018-11-02 20:11:53   \n",
       "24     1Dniallprincess  2018-11-02 20:11:28   \n",
       "25     1Dniallprincess  2018-11-02 19:12:03   \n",
       "26     1Dniallprincess  2018-10-30 12:45:48   \n",
       "27       1Nicoleromany  2018-09-25 20:09:58   \n",
       "28       1Nicoleromany  2018-09-03 14:49:42   \n",
       "29       1Nicoleromany  2018-08-28 17:37:30   \n",
       "...                ...                  ...   \n",
       "12301           zacaj_  2018-11-06 03:08:16   \n",
       "12302          zacpell  2018-11-07 22:15:40   \n",
       "12303          zacpell  2018-11-07 04:24:02   \n",
       "12304          zacpell  2018-11-07 04:05:56   \n",
       "12305          zacpell  2018-11-07 00:48:31   \n",
       "12306          zacpell  2018-11-07 00:34:34   \n",
       "12307          zacpell  2018-11-07 00:28:24   \n",
       "12308          zacpell  2018-11-07 00:26:53   \n",
       "12309          zacpell  2018-11-06 03:27:00   \n",
       "12310          zacpell  2018-11-04 07:01:32   \n",
       "12311     zarryftstars  2018-10-30 05:25:12   \n",
       "12312     zarryftstars  2018-10-18 05:49:54   \n",
       "12313     zarryftstars  2018-10-08 18:09:25   \n",
       "12314     zarryftstars  2018-10-05 22:08:24   \n",
       "12315     zarryftstars  2018-10-05 22:04:10   \n",
       "12316     zarryftstars  2018-10-01 06:04:29   \n",
       "12317     zarryftstars  2018-09-29 15:59:47   \n",
       "12318    zeeshan_haque  2018-11-08 14:15:01   \n",
       "12319    zeeshan_haque  2018-11-07 16:37:08   \n",
       "12320    zeeshan_haque  2018-11-05 20:23:59   \n",
       "12321    zeeshan_haque  2018-11-05 16:07:13   \n",
       "12322    zeeshan_haque  2018-11-05 15:33:37   \n",
       "12323   zubairniaziPTI  2018-10-11 22:33:23   \n",
       "12324   zubairniaziPTI  2018-09-26 14:25:38   \n",
       "12325   zubairniaziPTI  2018-09-19 18:15:42   \n",
       "12326          zveljka  2018-11-08 14:37:53   \n",
       "12327          zveljka  2018-11-08 13:27:17   \n",
       "12328          zveljka  2018-11-08 13:19:01   \n",
       "12329          zveljka  2018-11-08 13:17:24   \n",
       "12330          zveljka  2018-11-08 13:11:58   \n",
       "\n",
       "                                                eng_twts  fav_count  \\\n",
       "0                                             @darepools          0   \n",
       "1      @KAKEnews if the cop car stopped the man would...          0   \n",
       "2      @BrewerForKansas ready to work now Kathy Marym...          0   \n",
       "3      @AndreMa80611906 hey cousin. ..my twin...love ...          0   \n",
       "4                                https://t.co/hLeApzwoIv          5   \n",
       "5      @BillGates could someone help me inform the pu...          0   \n",
       "6      Emporia Phone Bank Fri, Mar 4, 2016, 5:00pm – ...          0   \n",
       "7      I personally want to thank You David metal of ...          0   \n",
       "8        Hey world me today..lol https://t.co/ARBkOghKmA          0   \n",
       "9      @CHNGJax @good open our eyes God....help us to...          0   \n",
       "10     In honor of @spicegirls UK tour news I’m liste...          3   \n",
       "11     I wish I could go to UK next year so I could f...          3   \n",
       "12     @buffymoonxo Awww sooooo cute! 😍 me too! Dogs ...          0   \n",
       "13     Nothing interesting to watch tonight...😕😔😭😭😭😭 ...          2   \n",
       "14     Look how cute Toffee looked in his reindeer co...          7   \n",
       "15     Happy birthday beautiful human being @KaticCox...          3   \n",
       "16     Can’t wait!!!!! #Brooklyn99 https://t.co/20rUl...          0   \n",
       "17     I’m not sure Toffee likes this sound 😂😂 https:...         11   \n",
       "18     Something I have been teaching Toffee... who n...         14   \n",
       "19               @charlieputh No problem Charlie anytime          0   \n",
       "20     @ColbyBrock Why all of a sudden does every You...          0   \n",
       "21     @MANNIACDOLANS @EthanDolan @GraysonDolan This ...          3   \n",
       "22     @JakexTaylor When jake likes your reply so he ...          0   \n",
       "23                                       @JakexTaylor Me          1   \n",
       "24                                @trapsoulethan Me....😢          0   \n",
       "25     @GraysonDolan Gray can you tell me why a crop ...          0   \n",
       "26     I’m on a terrible sleep schedule I usually go ...          0   \n",
       "27        #HappyMonday @i955fm its raining but its ok 🙂🙂          2   \n",
       "28     Police say #RepublicBank on Ariapita Ave has b...          0   \n",
       "29                    looks good https://t.co/Zwg0WNGlcI          1   \n",
       "...                                                  ...        ...   \n",
       "12301                                 @joe_no_privacy :/          0   \n",
       "12302        @aaronrgillespie Did you ask @BetoORourke ?          0   \n",
       "12303  @christieHpell He kept the Medicaid expansion ...          0   \n",
       "12304                                 Well done #Manchin          0   \n",
       "12305                                 @apizzle1593 Wack.          1   \n",
       "12306  Freedom is separating from the military and sp...          0   \n",
       "12307               @apizzle1593 Your school piss tests?          0   \n",
       "12308  Alabama tinder is worse than the tinder I used...          0   \n",
       "12309  @xDanman https://t.co/pGsOXqWK85\\n\\nMade like ...          1   \n",
       "12310  Bruh Mayday Parade hits me like I'm a 15 year ...          1   \n",
       "12311  1 BILLION !!! #WMYBTo1Billion 😍😍😍 https://t.co...          0   \n",
       "12312           #Riverdale What is happening people !!!!          0   \n",
       "12313  Midterm exams started today !! First exam NAIL...          0   \n",
       "12314                  @Fifthhardelena I love youu💚💚💚😍😍😍          0   \n",
       "12315   BIRTHDAY GIRL!!!!! #birthday #birthdaygirl 19 🙈🙈          0   \n",
       "12316                                 Birthday Month !!😁          0   \n",
       "12317                        Munir !!!! 💥 #BarçaAthletic          0   \n",
       "12318                           Arey maaf kardo Kohli ko          0   \n",
       "12319  Celebrating Dipawali in Shirdi, such a peacefu...          1   \n",
       "12320         Does hating bigots makes you a bigot too ?          0   \n",
       "12321  Delhi - Gurugram is lit af https://t.co/tCwoDx...          0   \n",
       "12322               Teri principal bhi Yo Yo ki fan hai.          1   \n",
       "12323          @TheMahiraKhan Sorry I Have a GirlFriend.          1   \n",
       "12324  انشاء اللہ کل سپریم کورٹ میں حق اور سچ کی فتح ...         77   \n",
       "12325           What do you think will win Asia Cup 2018          6   \n",
       "12326  The man so used to it he's unable to react any...          0   \n",
       "12327             Marat my man 😍 https://t.co/cFElhrEetS          0   \n",
       "12328  Come on Andrew! Even I miss you 😝 https://t.co...          0   \n",
       "12329  @Certinfy @KenQuin Are you serious? What kind ...          0   \n",
       "12330              Ahahahahahaha https://t.co/Ba8KapJYNX          1   \n",
       "\n",
       "       retwt_count lang                              src_url  len  \n",
       "0                0  und   http://twitter.com/download/iphone   10  \n",
       "1                0   en           https://mobile.twitter.com   78  \n",
       "2                0   en                   http://twitter.com   61  \n",
       "3                0   en  http://twitter.com/download/android   50  \n",
       "4                2  und  http://twitter.com/download/android   23  \n",
       "5                0   en  http://twitter.com/download/android   88  \n",
       "6                0   en            http://mobile.twitter.com   89  \n",
       "7                0   en  http://twitter.com/download/android  106  \n",
       "8                0   en  http://twitter.com/download/android   47  \n",
       "9                0   en  http://twitter.com/download/android   50  \n",
       "10               0   en   http://twitter.com/download/iphone  122  \n",
       "11               0   en   http://twitter.com/download/iphone  139  \n",
       "12               0   en   http://twitter.com/download/iphone   61  \n",
       "13               0   en   http://twitter.com/download/iphone  140  \n",
       "14               0   en   http://twitter.com/download/iphone  107  \n",
       "15               1   en   http://twitter.com/download/iphone  140  \n",
       "16               0   en   http://twitter.com/download/iphone   51  \n",
       "17               0   en   http://twitter.com/download/iphone   63  \n",
       "18               0   en   http://twitter.com/download/iphone  109  \n",
       "19               0   en   http://twitter.com/download/iphone   39  \n",
       "20               0   en   http://twitter.com/download/iphone   83  \n",
       "21               0   en   http://twitter.com/download/iphone   84  \n",
       "22               0   en   http://twitter.com/download/iphone   73  \n",
       "23               0  und   http://twitter.com/download/iphone   15  \n",
       "24               0  und   http://twitter.com/download/iphone   22  \n",
       "25               0   en   http://twitter.com/download/iphone  140  \n",
       "26               0   en   http://twitter.com/download/iphone  140  \n",
       "27               0   en                   http://twitter.com   46  \n",
       "28               3   en                   http://twitter.com  121  \n",
       "29               0   en                   http://twitter.com   34  \n",
       "...            ...  ...                                  ...  ...  \n",
       "12301            0  und               http://mvilla.it/fenix   18  \n",
       "12302            0   en  http://twitter.com/download/android   43  \n",
       "12303            0   en  http://twitter.com/download/android  139  \n",
       "12304            0   en  http://twitter.com/download/android   18  \n",
       "12305            0   en  http://twitter.com/download/android   18  \n",
       "12306            0   en  http://twitter.com/download/android  140  \n",
       "12307            0   en  http://twitter.com/download/android   36  \n",
       "12308            0   en  http://twitter.com/download/android   91  \n",
       "12309            0   en  http://twitter.com/download/android   76  \n",
       "12310            0   en  http://twitter.com/download/android  102  \n",
       "12311            0   en  http://twitter.com/download/android   57  \n",
       "12312            0   en  http://twitter.com/download/android   40  \n",
       "12313            0   en  http://twitter.com/download/android   58  \n",
       "12314            0   en  http://twitter.com/download/android   33  \n",
       "12315            0   en  http://twitter.com/download/android   48  \n",
       "12316            0   en  http://twitter.com/download/android   18  \n",
       "12317            0   es  http://twitter.com/download/android   27  \n",
       "12318            0   in  http://twitter.com/download/android   24  \n",
       "12319            0   en  http://twitter.com/download/android   85  \n",
       "12320            0   en                   http://twitter.com   42  \n",
       "12321            0   en  http://twitter.com/download/android   50  \n",
       "12322            0   ht  http://twitter.com/download/android   36  \n",
       "12323            0   en   http://twitter.com/download/iphone   41  \n",
       "12324           15   ur   http://twitter.com/download/iphone  140  \n",
       "12325            4   en   http://twitter.com/download/iphone   40  \n",
       "12326            0   en  http://twitter.com/download/android   76  \n",
       "12327            0   en  http://twitter.com/download/android   38  \n",
       "12328            0   en  http://twitter.com/download/android   57  \n",
       "12329            0   en  http://twitter.com/download/android   66  \n",
       "12330            0   tl  http://twitter.com/download/android   37  \n",
       "\n",
       "[12331 rows x 8 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "71.85167464114832"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twts.len.mean()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The tweet with more likes is: \n",
      "There's a reason I stayed home to play for my state. It means so much to so many people. I wouldn't trade being a V… https://t.co/ta5TEBP0ZJ\n",
      "Number of likes: 5920\n",
      "140 characters.\n",
      "\n",
      "The tweet with more retweets is: \n",
      "There's a reason I stayed home to play for my state. It means so much to so many people. I wouldn't trade being a V… https://t.co/ta5TEBP0ZJ\n",
      "Number of retweets: 923\n",
      "140 characters.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# We extract the tweet with more FAVs and more RTs:\n",
    "\n",
    "# most favorite and most retweet\n",
    "fav_max = np.max(twts.fav_count)\n",
    "rt_max  = np.max(twts.retwt_count)\n",
    "\n",
    "# index\n",
    "fav = twts[twts.fav_count == fav_max].index[0]\n",
    "rt  = twts[twts.retwt_count == rt_max].index[0]\n",
    "\n",
    "\n",
    "print(\"The tweet with more likes is: \\n{}\".format(twts.eng_twts[fav]))\n",
    "print(\"Number of likes: {}\".format(fav_max))\n",
    "print(\"{} characters.\\n\".format(twts.len[fav]))\n",
    "\n",
    "# Max RTs:\n",
    "print(\"The tweet with more retweets is: \\n{}\".format(twts.eng_twts[rt]))\n",
    "print(\"Number of retweets: {}\".format(rt_max))\n",
    "print(\"{} characters.\\n\".format(twts['len'][rt]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creation of content sources:\n",
      "* http://twitter.com/download/iphone\n",
      "* https://mobile.twitter.com\n",
      "* http://twitter.com\n",
      "* http://twitter.com/download/android\n",
      "* http://mobile.twitter.com\n",
      "* http://klinkerapps.com\n",
      "* http://instagram.com\n",
      "* https://www.google.com/\n",
      "* https://fc2.com/\n",
      "* https://twiage.com\n",
      "* http://twicca.r246.jp/\n",
      "* http://fllwrs.com\n",
      "* https://friendsplus.me\n",
      "* http://www.facebook.com/twitter\n",
      "* http://www.tweetcaster.com\n",
      "* http://twitter.com/#!/download/ipad\n",
      "* https://about.twitter.com/products/tweetdeck\n",
      "* http://radarscope.io\n",
      "* http://www.twentyfeet.com\n",
      "* http://www.twitter.com\n",
      "* http://www.twittascope.com\n",
      "* http://www.crowdfireapp.com\n",
      "* http://www.goodreads.com\n",
      "* http://www.socialnewsdesk.com\n",
      "* https://ifttt.com\n",
      "* http://www.echofon.com/\n",
      "* https://github.com/mariotaku/twidere/\n",
      "* http://tapbots.com/tweetbot\n",
      "* https://missinglettr.com\n",
      "* https://sumall.com/\n",
      "* http://www.hootsuite.com\n",
      "* https://www.hootsuite.com\n",
      "* http://www.apple.com\n",
      "* http://justcoz.org\n",
      "* http://www.pubgmobile.com\n",
      "* http://www.panoramicsoft.com/mobileapps/motweets/moTweets.php\n",
      "* http://www.linkedin.com/\n",
      "* http://www.example.com\n",
      "* http://spotify.com\n",
      "* http://foursquare.com\n",
      "* http://www.samruston.co.uk\n",
      "* https://dlvrit.com/\n",
      "* https://path.com/\n",
      "* http://www.viber.com/\n",
      "* https://paper.li\n",
      "* http://publicize.wp.com/\n",
      "* http://blackberry.com/twitter\n",
      "* https://www.influenster.com\n",
      "* https://www.trueachievements.com\n",
      "* http://vine.co\n",
      "* http://twittbot.net/\n",
      "* https://gleam.io\n",
      "* https://callapp.com\n",
      "* http://binary.foxontheinter.net\n",
      "* https://play.google.com/store/apps/details?id=de.mobileways.gravityforever\n",
      "* https://onloft.com/tweetlogix\n",
      "* http://erased6827507.com\n",
      "* https://zapier.com/\n",
      "* http://www.yelp.com/\n",
      "* http://www.tiktok.com\n",
      "* http://reidwarren.me/\n",
      "* https://github.com/daveschumaker/nodeEbot\n",
      "* https://buffer.com\n",
      "* http://www.mailchimp.com\n",
      "* http://www.weebly.com/\n",
      "* https://tapbots.com/software/tweetbot/mac\n",
      "* https://www.mixcloud.com\n",
      "* http://www.bandsintown.com/facebookapp?came_from=16\n",
      "* https://www.flip.to\n",
      "* http://b.hatena.ne.jp/\n",
      "* https://curiouscat.me\n",
      "* http://www.metrotwit.com/\n",
      "* http://www.powerapps.com\n",
      "* https://www.buzzfeed.com/\n",
      "* http://itunes.apple.com/us/app/twitter/id409789998?mt=12\n",
      "* http://www.myplume.com/\n",
      "* http://twitter.com/cleanycloth\n",
      "* http://www.echofon.com\n",
      "* http://ask.fm/\n",
      "* http://nationbuilder.com/\n",
      "* http://www.musixmatch.com\n",
      "* https://twitter.com/Fram_ebooks\n",
      "* http://mvilla.it/fenix\n",
      "* http://www.depop.com\n",
      "* http://www.fitbit.com\n",
      "* https://twibbon.com\n",
      "* https://twitterrific.com/ios\n",
      "* http://www.163.com\n",
      "* https://www.echobox.com\n",
      "* http://gofundme.com\n",
      "* https://twblue.es\n",
      "* http://pulserasdehilos.es\n",
      "* https://statusbrew.com\n",
      "* https://twitter.com/ktisarap\n",
      "* http://www.google.com\n",
      "* https://badoo.com\n",
      "* http://www.socialflow.com\n",
      "* http://www.cloudhopper.com/\n",
      "* http://rbsocialconnector.com\n",
      "* https://www.thunderclap.it\n",
      "* http://tweepsmap.com\n",
      "* http://www.opendorse.com\n",
      "* https://twitterrific.com/mac\n",
      "* http://www.playstation.com\n",
      "* https://untappd.com\n",
      "* http://ubersocial.com\n",
      "* http://zacaj.com/zatcap.php\n"
     ]
    }
   ],
   "source": [
    "# We obtain all possible sources:\n",
    "sources = []\n",
    "for source in twts['src_url']:\n",
    "    if source not in sources:\n",
    "        sources.append(source)\n",
    "\n",
    "# We print sources list:\n",
    "print(\"Creation of content sources:\")\n",
    "for source in sources:\n",
    "    print(\"* {}\".format(source))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We create a numpy vector mapped to labels:\n",
    "percent = np.zeros(len(sources))\n",
    "\n",
    "for source in twts.src_url:\n",
    "    for index in range(len(sources)):\n",
    "        if source == sources[index]:\n",
    "            percent[index] += 1\n",
    "            pass\n",
    "\n",
    "percent /= 100\n",
    "\n",
    "# Pie chart:\n",
    "pie_chart = pd.Series(percent, index=sources, name='Sources')\n",
    "pie_chart.plot.pie(fontsize=11, autopct='%.2f', figsize=(6, 6));\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "from textblob import TextBlob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_tweet(tweet):\n",
    "    '''\n",
    "    Utility function to clean the text in a tweet by removing \n",
    "    links and special characters using regex.\n",
    "    '''\n",
    "    return ' '.join(re.sub(\"(@[A-Za-z0-9]+)|([^0-9A-Za-z \\t])|(\\w+:\\/\\/\\S+)\", \" \", tweet).split())\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "def analize_sentiment(tweet):\n",
    "    '''\n",
    "    Utility function to classify the polarity of a tweet\n",
    "    using textblob.\n",
    "    '''\n",
    "    #analysis = TextBlob(clean_tweet(tweet))\n",
    "    try:\n",
    "        analysis = TextBlob(clean_tweet(tweet))\n",
    "        if analysis.sentiment.polarity > 0:\n",
    "            return 1\n",
    "        elif analysis.sentiment.polarity == 0:\n",
    "            return 0\n",
    "        else:\n",
    "            return -1\n",
    "    except TypeError:\n",
    "        print('TypeError')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [],
   "source": [
    "def analize_subjectivity(tweet):\n",
    "    '''\n",
    "    Utility function to classify the polarity of a tweet\n",
    "    using textblob.\n",
    "    '''\n",
    "    #analysis = TextBlob(clean_tweet(tweet))\n",
    "    try:\n",
    "        analysis = TextBlob(clean_tweet(tweet))\n",
    "        return analysis.sentiment.subjectivity\n",
    "    except TypeError:\n",
    "        print('TypeError')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "twts['sent_score'] = np.array([analize_sentiment(tweet) for tweet in twts.eng_twts])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>screen_name</th>\n",
       "      <th>created_at</th>\n",
       "      <th>eng_twts</th>\n",
       "      <th>fav_count</th>\n",
       "      <th>retwt_count</th>\n",
       "      <th>lang</th>\n",
       "      <th>src_url</th>\n",
       "      <th>len</th>\n",
       "      <th>sent_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>wadespeters</td>\n",
       "      <td>2015-05-01 19:22:27</td>\n",
       "      <td>@darepools</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>und</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2018-07-27 14:11:53</td>\n",
       "      <td>@KAKEnews if the cop car stopped the man would...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>https://mobile.twitter.com</td>\n",
       "      <td>78</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2017-02-22 03:20:33</td>\n",
       "      <td>@BrewerForKansas ready to work now Kathy Marym...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-04-04 18:41:54</td>\n",
       "      <td>@AndreMa80611906 hey cousin. ..my twin...love ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-04-04 17:04:03</td>\n",
       "      <td>https://t.co/hLeApzwoIv</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>und</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-03-25 12:28:39</td>\n",
       "      <td>@BillGates could someone help me inform the pu...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>88</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-03-02 15:26:16</td>\n",
       "      <td>Emporia Phone Bank Fri, Mar 4, 2016, 5:00pm – ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://mobile.twitter.com</td>\n",
       "      <td>89</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-03-01 00:03:47</td>\n",
       "      <td>I personally want to thank You David metal of ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>106</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-02-29 02:37:53</td>\n",
       "      <td>Hey world me today..lol https://t.co/ARBkOghKmA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-02-28 13:32:45</td>\n",
       "      <td>@CHNGJax @good open our eyes God....help us to...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-06 19:48:37</td>\n",
       "      <td>In honor of @spicegirls UK tour news I’m liste...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>122</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-06 19:13:25</td>\n",
       "      <td>I wish I could go to UK next year so I could f...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>139</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-06 16:54:26</td>\n",
       "      <td>@buffymoonxo Awww sooooo cute! 😍 me too! Dogs ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-06 16:43:41</td>\n",
       "      <td>Nothing interesting to watch tonight...😕😔😭😭😭😭 ...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-05 00:11:09</td>\n",
       "      <td>Look how cute Toffee looked in his reindeer co...</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>107</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-04 15:31:10</td>\n",
       "      <td>Happy birthday beautiful human being @KaticCox...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-03 00:03:30</td>\n",
       "      <td>Can’t wait!!!!! #Brooklyn99 https://t.co/20rUl...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-03 00:03:28</td>\n",
       "      <td>I’m not sure Toffee likes this sound 😂😂 https:...</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-01 00:46:05</td>\n",
       "      <td>Something I have been teaching Toffee... who n...</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>109</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1Dniallprincess</td>\n",
       "      <td>2018-11-07 05:25:49</td>\n",
       "      <td>@charlieputh No problem Charlie anytime</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        screen_name           created_at  \\\n",
       "0       wadespeters  2015-05-01 19:22:27   \n",
       "1   191a5bd05da04dc  2018-07-27 14:11:53   \n",
       "2   191a5bd05da04dc  2017-02-22 03:20:33   \n",
       "3   191a5bd05da04dc  2016-04-04 18:41:54   \n",
       "4   191a5bd05da04dc  2016-04-04 17:04:03   \n",
       "5   191a5bd05da04dc  2016-03-25 12:28:39   \n",
       "6   191a5bd05da04dc  2016-03-02 15:26:16   \n",
       "7   191a5bd05da04dc  2016-03-01 00:03:47   \n",
       "8   191a5bd05da04dc  2016-02-29 02:37:53   \n",
       "9   191a5bd05da04dc  2016-02-28 13:32:45   \n",
       "10     19_Joanne_87  2018-11-06 19:48:37   \n",
       "11     19_Joanne_87  2018-11-06 19:13:25   \n",
       "12     19_Joanne_87  2018-11-06 16:54:26   \n",
       "13     19_Joanne_87  2018-11-06 16:43:41   \n",
       "14     19_Joanne_87  2018-11-05 00:11:09   \n",
       "15     19_Joanne_87  2018-11-04 15:31:10   \n",
       "16     19_Joanne_87  2018-11-03 00:03:30   \n",
       "17     19_Joanne_87  2018-11-03 00:03:28   \n",
       "18     19_Joanne_87  2018-11-01 00:46:05   \n",
       "19  1Dniallprincess  2018-11-07 05:25:49   \n",
       "\n",
       "                                             eng_twts  fav_count  retwt_count  \\\n",
       "0                                          @darepools          0            0   \n",
       "1   @KAKEnews if the cop car stopped the man would...          0            0   \n",
       "2   @BrewerForKansas ready to work now Kathy Marym...          0            0   \n",
       "3   @AndreMa80611906 hey cousin. ..my twin...love ...          0            0   \n",
       "4                             https://t.co/hLeApzwoIv          5            2   \n",
       "5   @BillGates could someone help me inform the pu...          0            0   \n",
       "6   Emporia Phone Bank Fri, Mar 4, 2016, 5:00pm – ...          0            0   \n",
       "7   I personally want to thank You David metal of ...          0            0   \n",
       "8     Hey world me today..lol https://t.co/ARBkOghKmA          0            0   \n",
       "9   @CHNGJax @good open our eyes God....help us to...          0            0   \n",
       "10  In honor of @spicegirls UK tour news I’m liste...          3            0   \n",
       "11  I wish I could go to UK next year so I could f...          3            0   \n",
       "12  @buffymoonxo Awww sooooo cute! 😍 me too! Dogs ...          0            0   \n",
       "13  Nothing interesting to watch tonight...😕😔😭😭😭😭 ...          2            0   \n",
       "14  Look how cute Toffee looked in his reindeer co...          7            0   \n",
       "15  Happy birthday beautiful human being @KaticCox...          3            1   \n",
       "16  Can’t wait!!!!! #Brooklyn99 https://t.co/20rUl...          0            0   \n",
       "17  I’m not sure Toffee likes this sound 😂😂 https:...         11            0   \n",
       "18  Something I have been teaching Toffee... who n...         14            0   \n",
       "19            @charlieputh No problem Charlie anytime          0            0   \n",
       "\n",
       "   lang                              src_url  len  sent_score  \n",
       "0   und   http://twitter.com/download/iphone   10           0  \n",
       "1    en           https://mobile.twitter.com   78           0  \n",
       "2    en                   http://twitter.com   61           1  \n",
       "3    en  http://twitter.com/download/android   50           1  \n",
       "4   und  http://twitter.com/download/android   23           0  \n",
       "5    en  http://twitter.com/download/android   88           1  \n",
       "6    en            http://mobile.twitter.com   89           0  \n",
       "7    en  http://twitter.com/download/android  106           0  \n",
       "8    en  http://twitter.com/download/android   47           1  \n",
       "9    en  http://twitter.com/download/android   50           0  \n",
       "10   en   http://twitter.com/download/iphone  122           0  \n",
       "11   en   http://twitter.com/download/iphone  139           0  \n",
       "12   en   http://twitter.com/download/iphone   61           1  \n",
       "13   en   http://twitter.com/download/iphone  140           1  \n",
       "14   en   http://twitter.com/download/iphone  107          -1  \n",
       "15   en   http://twitter.com/download/iphone  140           1  \n",
       "16   en   http://twitter.com/download/iphone   51           0  \n",
       "17   en   http://twitter.com/download/iphone   63           1  \n",
       "18   en   http://twitter.com/download/iphone  109           0  \n",
       "19   en   http://twitter.com/download/iphone   39           0  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twts.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       " 0    6656\n",
       " 1    4073\n",
       "-1    1602\n",
       "Name: sent_score, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twts.sent_score.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "14       Look how cute Toffee looked in his reindeer co...\n",
       "26       I’m on a terrible sleep schedule I usually go ...\n",
       "36       40 percent of users are likely to abandon a si...\n",
       "44       @CoxHelp hello??? My internet has been down fo...\n",
       "49       Discovered this extension cord that has been b...\n",
       "50       Some of the dangerous items in the burned area...\n",
       "65       Ms. Yvette Cabrera, Program Planning Officer o...\n",
       "68       Celebrate 7-7 today! We’re opening our 7th. tr...\n",
       "69       Here’s your chance to jumpstart a FUNtastic te...\n",
       "90       EASY Secret &amp; Hidden ITEMS in Minecraft! h...\n",
       "102      Before and after took out the braids nappy fro...\n",
       "104                                            Fuck cancer\n",
       "106      I play dumb a lot to see if people gonna get o...\n",
       "114      The fact that iPhone puts “🤑 “ after you type ...\n",
       "115                       I have been litless for too long\n",
       "117                 @jayanne_w What a power move. Im sorry\n",
       "121                           We got lucky but ill take it\n",
       "142      Jose : \"When I die, I want Pogba and Lukaku to...\n",
       "156      Like Maestro @Yanni goes into the 'black' (whe...\n",
       "176      @BinkleyJ420 hey faggot quit posing as other p...\n",
       "179      Can’t believe I just Lost my Debit card. 🤦🏽‍♂️...\n",
       "197      #anxiety 😐 stupid a** pizza!!! https://t.co/Gp...\n",
       "202      I feel like a robot 🤖 Someone saw me today and...\n",
       "221      Bus narrowly avoids landslide. Ayuuh. https://...\n",
       "225      So Ucl is hosting a hallow-en night on Saturda...\n",
       "228      so I have moot on friday and all of my other 4...\n",
       "230      Just not our day.\\nPoor all-round performance....\n",
       "231      Amature stuff. Poor passing poor pressing . Mi...\n",
       "232      One of the worst firth half performance by liv...\n",
       "235              @GrimsToyShow Did I just see you on Raw?!\n",
       "                               ...                        \n",
       "12145    goal: go to a prime time game on foggy Foxboro...\n",
       "12156    @KEEMSTAR Maybe if losers like YOU weren't per...\n",
       "12158    @Dominos_AU Update: please see my other tweets...\n",
       "12159    @Dominos_AU I'm literally so angry at you guys...\n",
       "12160    @Dominos_AU @Dominos_AU That conversation abou...\n",
       "12161    @Dominos_AU the pizza is again wrong! We call ...\n",
       "12162    @RuPaulsDragRace @trixiemattel @TheOnlyDetox @...\n",
       "12174    @easy_jonathan i was worried you'd say the mup...\n",
       "12186    Me n my self 😁😀 #photoblender #latepost #yeste...\n",
       "12192    @KingCocoaButter It’s funny bc compared to oth...\n",
       "12193    @KingCocoCeniza I don’t even get what he means...\n",
       "12197    Look it me when I dry my hair\\nhttps://t.co/Dz...\n",
       "12199        omfg shut the fuck up https://t.co/I4whtLF4UL\n",
       "12218    How do chameleons have sex? Wouldn't they keep...\n",
       "12223                           Missing such simple passes\n",
       "12227                  @HighArsal baray active ho ajkal ho\n",
       "12250    @lindsaywildlife @lindsaywildlife thank you. N...\n",
       "12252    Found: Native Animal Rescue. They are sending ...\n",
       "12253    @lindsaywildlife do you know who I can contact...\n",
       "12258    Didn't take long for @NicolaWillisMP to become...\n",
       "12262    Rightwing troll army hard at work to discredit...\n",
       "12269    @queenkafi You can try green tea to help with ...\n",
       "12272    \"Oh, I swam for miles, only to realize the cur...\n",
       "12280    @lipwigvimes sadly yes. they removed bts from ...\n",
       "12300    Once again I forgot that my polling place does...\n",
       "12306    Freedom is separating from the military and sp...\n",
       "12308    Alabama tinder is worse than the tinder I used...\n",
       "12310    Bruh Mayday Parade hits me like I'm a 15 year ...\n",
       "12323            @TheMahiraKhan Sorry I Have a GirlFriend.\n",
       "12326    The man so used to it he's unable to react any...\n",
       "Name: eng_twts, Length: 1602, dtype: object"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twts[twts['sent_score'] == -1]['eng_twts']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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