Data_collection_script_3.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## from data_collection_script_3.ipynb \n",
    "\n",
    "### Human accounts \n",
    "Details from [this paper](https://arxiv.org/pdf/1509.04098.pdf) associated with cresci-2015 folder\n",
    "\n",
    "1. hum1: Certifed human from [botometer.com](cresci-2015.csv/TFP.csv/users.csv)  #volunteers from all over the world\n",
    "    - 469 \n",
    "\n",
    "2. hum2: Certified humans from Italy: [cresci-2015.csv/E13.csv/users.csv] \n",
    "    - twitter accounts only from Italy \n",
    "    - 1481\n",
    "\n",
    "Details from [this paper](https://arxiv.org/pdf/1701.03017.pdf)  associated with cresci-2017 folder\n",
    "\n",
    "3. hum3: Genuine human operated accounts: cresci-2017.csv/datasets_full.csv/genuine_accounts.csv/users.csv \n",
    "    - 3474\n",
    "\n",
    "Details from [this paper](https://pdfs.semanticscholar.org/b433/9952a73914dc7eacf3b8e4c78ce9a5aa9502.pdf?_ga=2.185438761.1430787083.1541548886-2034563381.1541548886)\n",
    "4. hum4: Genuine users: /Users/pbiswas/Desktop/social_honeypot_icwsm_2011\n",
    "    - 19276\n",
    "\n",
    "5. hum5: ids only varol_2017_dat.txt # not included, only user_ids\n",
    "    \n",
    "#### ‘all_hums.csv’ = h1 -4 \n",
    "    - 24700\n",
    "\n",
    "\n",
    "### Fake accounts/bots etc. \n",
    "All folders from cresci-2017.csv/datasets_full.csv/ with spambots  \n",
    "bot1 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/social_spambots_1.csv/users.csv')\n",
    "bot2 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/social_spambots_2.csv/users.csv')\n",
    "bot3 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/social_spambots_3.csv/users.csv')\n",
    "bot4 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/traditional_spambots_1.csv/users.csv')\n",
    "bot5 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/traditional_spambots_2.csv/users.csv')\n",
    "bot6 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/traditional_spambots_3.csv/users.csv')\n",
    "bot7 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/traditional_spambots_4.csv/users.csv')\n",
    "bot8 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2015.csv/INT.csv/users.csv')\n",
    "bot9 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2015.csv/FSF.csv/users.csv')\n",
    "\n",
    "(991, 41) (3457, 40) (464, 41) (1000, 40) (100, 40) (403, 40) (1128, 40) (1337, 34) (1169, 34)\n",
    "\n",
    "\n",
    "Combining these: \n",
    "\n",
    "‘all_bots.csv’ = combining bots1-9 above\n",
    "    - 10049\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tweepy\n",
    "import os, sys, csv, time\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Twitter credentials\n",
    "\n",
    "consumer_key = 'es8zMLQOd3TGfwwEa5EQ8bF51'\n",
    "consumer_secret = 'Nk7SP5zuhFBPre7hFDiOIUyU2mYzKC5fVOhkFyVu1soOCEtexr'\n",
    "access_key = '424438626-l0Bic8MCWwsvhQvFr8Ickcfl8CqVNhIdgf1DRGfh'\n",
    "access_secret = 'hNyNJ60jnhT5hDG7sSHwQbX35M5TefKY8SJrrKAHjuwLc'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Tweepy authorization and api initiation\n",
    "\n",
    "auth = tweepy.OAuthHandler(consumer_key, consumer_secret)\n",
    "auth.set_access_token(access_key, access_secret)\n",
    "api = tweepy.API(auth, wait_on_rate_limit=True)  #keeps waiting instead of giving error message"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Dataset details in script2 notebook**\n",
    "\n",
    "1. (Presumably non-bot) from twitter with #IVoted - 7654\n",
    "\n",
    "2. fake_users_.csv = from cresci-2015.csv/TWT.csv/users.csv\n",
    "3. fake_users_2 = from cresci-2017.csv/datasets_full.csv/fake_followers.csv/users.csv \n",
    "\n",
    "\n",
    "**Dataset details in THIS notebook**\n",
    "Details from [this paper](https://arxiv.org/pdf/1509.04098.pdf) associated with cresci-2015 folder\n",
    "\n",
    "1. hum1: Certifed human from botometer.com - cresci-2015.csv/TFP.csv/users.csv  #volunteers from all over the world\n",
    "2. hum2: Certified humans from Italy: cresci-2015.csv/E13.csv/users.csv  #twitter accounts only from Italy \n",
    "\n",
    "Details from [this paper](https://arxiv.org/pdf/1701.03017.pdf)  associated with cresci-2017 folder\n",
    "3. hum3: Genuine human operated accounts: cresci-2017.csv/datasets_full.csv/genuine_accounts.csv/users.csv \n",
    "\n",
    "Details from [this paper](https://pdfs.semanticscholar.org/b433/9952a73914dc7eacf3b8e4c78ce9a5aa9502.pdf?_ga=2.185438761.1430787083.1541548886-2034563381.1541548886)\n",
    "4. hum4: Genuine users: /Users/pbiswas/Desktop/social_honeypot_icwsm_2011  \n",
    "5. hum5: ids only varol_2017_dat.txt\n",
    "\n",
    "\n",
    "Fake accounts/bots etc. \n",
    "All folders from cresci-2017.csv/datasets_full.csv/ with spambots  \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(469, 34)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hum1 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2015.csv/TFP.csv/users.csv')\n",
    "hum1.shape\n",
    "#hum1.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1481, 34)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hum2 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2015.csv/E13.csv/users.csv')\n",
    "hum2.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3474, 42)"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hum3 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/genuine_accounts.csv/users.csv')\n",
    "hum3.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(19276, 8)\n"
     ]
    }
   ],
   "source": [
    "hum4 = pd.read_csv('/Users/pbiswas/Desktop/social_honeypot_icwsm_2011/legitimate_users.txt', sep= \"\\t\", header=None)\n",
    "print(hum4.shape)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "header = ['bot', 'created_at', 'default_profile', 'default_profile_image',\n",
    "           'description', 'favourites_count', 'followers_count', 'friends_count',\n",
    "           'has_extended_profile', 'id', 'id_str', 'lang', 'listed_count',\n",
    "           'location', 'name', 'screen_name', 'status', 'statuses_count', 'url',\n",
    "           'verified']\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "hum4.columns = ['id', 'created_at', 'collected_at', 'friends_count', 'followers_count', 'tweet_count', 'len_screen_ame', 'len_description']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\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>created_at</th>\n",
       "      <th>collected_at</th>\n",
       "      <th>friends_count</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>tweet_count</th>\n",
       "      <th>len_screen_ame</th>\n",
       "      <th>len_description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>614</td>\n",
       "      <td>2006-07-13 15:30:05</td>\n",
       "      <td>2009-11-20 23:56:21</td>\n",
       "      <td>510</td>\n",
       "      <td>350</td>\n",
       "      <td>3265</td>\n",
       "      <td>10</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1038</td>\n",
       "      <td>2006-07-15 16:12:15</td>\n",
       "      <td>2009-11-16 05:12:11</td>\n",
       "      <td>304</td>\n",
       "      <td>443</td>\n",
       "      <td>4405</td>\n",
       "      <td>7</td>\n",
       "      <td>156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1437</td>\n",
       "      <td>2006-07-16 12:29:24</td>\n",
       "      <td>2009-11-16 16:25:12</td>\n",
       "      <td>45</td>\n",
       "      <td>73</td>\n",
       "      <td>725</td>\n",
       "      <td>6</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2615</td>\n",
       "      <td>2006-07-19 23:23:55</td>\n",
       "      <td>2009-11-27 18:34:36</td>\n",
       "      <td>211</td>\n",
       "      <td>230</td>\n",
       "      <td>211</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3148</td>\n",
       "      <td>2006-07-26 14:17:22</td>\n",
       "      <td>2009-11-20 17:35:18</td>\n",
       "      <td>7346</td>\n",
       "      <td>7244</td>\n",
       "      <td>11438</td>\n",
       "      <td>8</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     id           created_at         collected_at  friends_count  \\\n",
       "0   614  2006-07-13 15:30:05  2009-11-20 23:56:21            510   \n",
       "1  1038  2006-07-15 16:12:15  2009-11-16 05:12:11            304   \n",
       "2  1437  2006-07-16 12:29:24  2009-11-16 16:25:12             45   \n",
       "3  2615  2006-07-19 23:23:55  2009-11-27 18:34:36            211   \n",
       "4  3148  2006-07-26 14:17:22  2009-11-20 17:35:18           7346   \n",
       "\n",
       "   followers_count  tweet_count  len_screen_ame  len_description  \n",
       "0              350         3265              10               34  \n",
       "1              443         4405               7              156  \n",
       "2               73          725               6               37  \n",
       "3              230          211               7                0  \n",
       "4             7244        11438               8               97  "
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hum4.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2573, 1)"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# not using right now as they are just account ids\n",
    "hum5 = pd.read_csv('/Users/pbiswas/Desktop/varol-2017_dat.txt', header=None)\n",
    "hum5.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(991, 41) (3457, 40) (464, 41) (1000, 40) (100, 40) (403, 40) (1128, 40) (1337, 34) (1169, 34)\n"
     ]
    }
   ],
   "source": [
    "bot1 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/social_spambots_1.csv/users.csv')\n",
    "bot2 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/social_spambots_2.csv/users.csv')\n",
    "bot3 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/social_spambots_3.csv/users.csv')\n",
    "bot4 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/traditional_spambots_1.csv/users.csv')\n",
    "bot5 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/traditional_spambots_2.csv/users.csv')\n",
    "bot6 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/traditional_spambots_3.csv/users.csv')\n",
    "bot7 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/traditional_spambots_4.csv/users.csv')\n",
    "bot8 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2015.csv/INT.csv/users.csv')\n",
    "bot9 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2015.csv/FSF.csv/users.csv')\n",
    "\n",
    "print(bot1.shape, bot2.shape, bot3.shape, bot4.shape, bot5.shape, bot6.shape, bot7.shape, bot8.shape, bot9.shape )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "def createOutput(data):\n",
    "    \n",
    "    header = ['bot', 'created_at', 'default_profile', 'default_profile_image',\n",
    "           'description', 'favourites_count', 'followers_count', 'friends_count',\n",
    "           'has_extended_profile', 'id', 'id_str', 'lang', 'listed_count',\n",
    "           'location', 'name', 'screen_name', 'status', 'statuses_count', 'url',\n",
    "           'verified']\n",
    "    \n",
    "    bots = pd.DataFrame(columns=header)\n",
    "    \n",
    "    for key in header:\n",
    "        if key not in data.columns:\n",
    "            bots[key] = np.NAN\n",
    "        else:\n",
    "            bots[key] = data[key]\n",
    "    \n",
    "    bots.bot = 1\n",
    "    #df = pd.DataFrame(d, columns= header, index=np.arange(1))\n",
    "    # df['bot'] = isbot\n",
    "    return bots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "b1 = createOutput(bot1)\n",
    "b2 = createOutput(bot2)\n",
    "b3 = createOutput(bot3)\n",
    "b4 = createOutput(bot4)\n",
    "b5 = createOutput(bot5)\n",
    "b6 = createOutput(bot6)\n",
    "b7 = createOutput(bot7)\n",
    "b8 = createOutput(bot8)\n",
    "b9 = createOutput(bot9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_bots = pd.concat([b1, b2, b3, b4, b5, b6, b7, b8, b9], axis=0, ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10049, 20)"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_bots.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "#all_bots.isna().sum()\n",
    "\n",
    "# will update later for null values \n",
    "\n",
    "all_bots.to_csv('Data/all_bots.csv', encoding='utf-8', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "def createOutput(data):\n",
    "    \n",
    "    header = ['bot', 'created_at', 'default_profile', 'default_profile_image',\n",
    "           'description', 'favourites_count', 'followers_count', 'friends_count',\n",
    "           'has_extended_profile', 'id', 'id_str', 'lang', 'listed_count',\n",
    "           'location', 'name', 'screen_name', 'status', 'statuses_count', 'url',\n",
    "           'verified']\n",
    "    \n",
    "    hums = pd.DataFrame(columns=header)\n",
    "    \n",
    "    for key in header:\n",
    "        if key not in data.columns:\n",
    "            hums[key] = np.NAN\n",
    "        else:\n",
    "            hums[key] = data[key]\n",
    "    \n",
    "    hums.bot = 0\n",
    "    #df = pd.DataFrame(d, columns= header, index=np.arange(1))\n",
    "    # df['bot'] = isbot\n",
    "    return hums"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "# converting humans data\n",
    "\n",
    "h1 = createOutput(hum1)\n",
    "h2 = createOutput(hum2)\n",
    "h3 = createOutput(hum3)\n",
    "h4 = createOutput(hum4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_hums = pd.concat([h1, h2, h3, h4], axis=0, ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(24700, 20)"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_hums.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>bot</th>\n",
       "      <th>created_at</th>\n",
       "      <th>default_profile</th>\n",
       "      <th>default_profile_image</th>\n",
       "      <th>description</th>\n",
       "      <th>favourites_count</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>friends_count</th>\n",
       "      <th>has_extended_profile</th>\n",
       "      <th>id</th>\n",
       "      <th>id_str</th>\n",
       "      <th>lang</th>\n",
       "      <th>listed_count</th>\n",
       "      <th>location</th>\n",
       "      <th>name</th>\n",
       "      <th>screen_name</th>\n",
       "      <th>status</th>\n",
       "      <th>statuses_count</th>\n",
       "      <th>url</th>\n",
       "      <th>verified</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2006-07-13 15:30:05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>350</td>\n",
       "      <td>510</td>\n",
       "      <td>NaN</td>\n",
       "      <td>614</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>2006-07-15 16:12:15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>443</td>\n",
       "      <td>304</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1038</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2006-07-16 12:29:24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>73</td>\n",
       "      <td>45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1437</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>2006-07-19 23:23:55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>230</td>\n",
       "      <td>211</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2615</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>2006-07-26 14:17:22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7244</td>\n",
       "      <td>7346</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3148</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   bot           created_at  default_profile  default_profile_image  \\\n",
       "0    0  2006-07-13 15:30:05              NaN                    NaN   \n",
       "1    0  2006-07-15 16:12:15              NaN                    NaN   \n",
       "2    0  2006-07-16 12:29:24              NaN                    NaN   \n",
       "3    0  2006-07-19 23:23:55              NaN                    NaN   \n",
       "4    0  2006-07-26 14:17:22              NaN                    NaN   \n",
       "\n",
       "   description  favourites_count  followers_count  friends_count  \\\n",
       "0          NaN               NaN              350            510   \n",
       "1          NaN               NaN              443            304   \n",
       "2          NaN               NaN               73             45   \n",
       "3          NaN               NaN              230            211   \n",
       "4          NaN               NaN             7244           7346   \n",
       "\n",
       "   has_extended_profile    id  id_str  lang  listed_count  location  name  \\\n",
       "0                   NaN   614     NaN   NaN           NaN       NaN   NaN   \n",
       "1                   NaN  1038     NaN   NaN           NaN       NaN   NaN   \n",
       "2                   NaN  1437     NaN   NaN           NaN       NaN   NaN   \n",
       "3                   NaN  2615     NaN   NaN           NaN       NaN   NaN   \n",
       "4                   NaN  3148     NaN   NaN           NaN       NaN   NaN   \n",
       "\n",
       "   screen_name  status  statuses_count  url  verified  \n",
       "0          NaN     NaN             NaN  NaN       NaN  \n",
       "1          NaN     NaN             NaN  NaN       NaN  \n",
       "2          NaN     NaN             NaN  NaN       NaN  \n",
       "3          NaN     NaN             NaN  NaN       NaN  \n",
       "4          NaN     NaN             NaN  NaN       NaN  "
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h4.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_hums.to_csv('Data/all_hums.csv', encoding='utf-8', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(24700, 20)"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_hums.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "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>created_at</th>\n",
       "      <th>collected_at</th>\n",
       "      <th>friends_count</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>tweet_count</th>\n",
       "      <th>len_screen_ame</th>\n",
       "      <th>len_description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>614</td>\n",
       "      <td>2006-07-13 15:30:05</td>\n",
       "      <td>2009-11-20 23:56:21</td>\n",
       "      <td>510</td>\n",
       "      <td>350</td>\n",
       "      <td>3265</td>\n",
       "      <td>10</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1038</td>\n",
       "      <td>2006-07-15 16:12:15</td>\n",
       "      <td>2009-11-16 05:12:11</td>\n",
       "      <td>304</td>\n",
       "      <td>443</td>\n",
       "      <td>4405</td>\n",
       "      <td>7</td>\n",
       "      <td>156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1437</td>\n",
       "      <td>2006-07-16 12:29:24</td>\n",
       "      <td>2009-11-16 16:25:12</td>\n",
       "      <td>45</td>\n",
       "      <td>73</td>\n",
       "      <td>725</td>\n",
       "      <td>6</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2615</td>\n",
       "      <td>2006-07-19 23:23:55</td>\n",
       "      <td>2009-11-27 18:34:36</td>\n",
       "      <td>211</td>\n",
       "      <td>230</td>\n",
       "      <td>211</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3148</td>\n",
       "      <td>2006-07-26 14:17:22</td>\n",
       "      <td>2009-11-20 17:35:18</td>\n",
       "      <td>7346</td>\n",
       "      <td>7244</td>\n",
       "      <td>11438</td>\n",
       "      <td>8</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5593</td>\n",
       "      <td>2006-09-08 10:58:49</td>\n",
       "      <td>2009-11-24 06:08:27</td>\n",
       "      <td>898</td>\n",
       "      <td>1024</td>\n",
       "      <td>2897</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>9375</td>\n",
       "      <td>2006-10-18 09:58:09</td>\n",
       "      <td>2009-11-18 04:07:12</td>\n",
       "      <td>53</td>\n",
       "      <td>131</td>\n",
       "      <td>566</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>10336</td>\n",
       "      <td>2006-10-24 10:05:24</td>\n",
       "      <td>2009-11-17 16:32:35</td>\n",
       "      <td>754</td>\n",
       "      <td>4103</td>\n",
       "      <td>6181</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10455</td>\n",
       "      <td>2006-10-25 04:02:13</td>\n",
       "      <td>2009-11-15 02:51:26</td>\n",
       "      <td>140</td>\n",
       "      <td>222</td>\n",
       "      <td>1192</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10698</td>\n",
       "      <td>2006-10-26 19:04:29</td>\n",
       "      <td>2009-11-16 02:20:01</td>\n",
       "      <td>140</td>\n",
       "      <td>1329</td>\n",
       "      <td>17457</td>\n",
       "      <td>8</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11718</td>\n",
       "      <td>2006-11-07 14:02:03</td>\n",
       "      <td>2009-11-24 13:41:16</td>\n",
       "      <td>254</td>\n",
       "      <td>3639</td>\n",
       "      <td>8245</td>\n",
       "      <td>11</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12527</td>\n",
       "      <td>2006-11-15 09:13:50</td>\n",
       "      <td>2009-11-27 17:29:53</td>\n",
       "      <td>108</td>\n",
       "      <td>92</td>\n",
       "      <td>815</td>\n",
       "      <td>12</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13602</td>\n",
       "      <td>2006-11-21 13:27:43</td>\n",
       "      <td>2009-11-29 07:08:59</td>\n",
       "      <td>145</td>\n",
       "      <td>395</td>\n",
       "      <td>7468</td>\n",
       "      <td>6</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>15313</td>\n",
       "      <td>2006-11-22 09:20:12</td>\n",
       "      <td>2009-11-14 05:55:52</td>\n",
       "      <td>189</td>\n",
       "      <td>1665</td>\n",
       "      <td>3180</td>\n",
       "      <td>9</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>16683</td>\n",
       "      <td>2006-11-22 19:16:32</td>\n",
       "      <td>2009-11-13 08:35:18</td>\n",
       "      <td>70</td>\n",
       "      <td>322</td>\n",
       "      <td>4458</td>\n",
       "      <td>8</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>17363</td>\n",
       "      <td>2006-11-23 02:05:21</td>\n",
       "      <td>2009-11-18 01:33:20</td>\n",
       "      <td>277</td>\n",
       "      <td>868</td>\n",
       "      <td>4693</td>\n",
       "      <td>10</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>21833</td>\n",
       "      <td>2006-11-25 09:10:53</td>\n",
       "      <td>2009-11-13 04:22:28</td>\n",
       "      <td>87</td>\n",
       "      <td>94</td>\n",
       "      <td>269</td>\n",
       "      <td>8</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>25723</td>\n",
       "      <td>2006-11-27 15:40:13</td>\n",
       "      <td>2009-11-14 03:38:29</td>\n",
       "      <td>242</td>\n",
       "      <td>722</td>\n",
       "      <td>16787</td>\n",
       "      <td>7</td>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>32613</td>\n",
       "      <td>2006-11-30 12:03:39</td>\n",
       "      <td>2009-11-27 10:50:31</td>\n",
       "      <td>182</td>\n",
       "      <td>490</td>\n",
       "      <td>8384</td>\n",
       "      <td>15</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>46183</td>\n",
       "      <td>2006-12-06 12:46:08</td>\n",
       "      <td>2009-11-18 19:01:28</td>\n",
       "      <td>71</td>\n",
       "      <td>174</td>\n",
       "      <td>300</td>\n",
       "      <td>13</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>47203</td>\n",
       "      <td>2006-12-06 22:15:45</td>\n",
       "      <td>2009-11-14 01:53:53</td>\n",
       "      <td>259</td>\n",
       "      <td>485</td>\n",
       "      <td>4605</td>\n",
       "      <td>3</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>50263</td>\n",
       "      <td>2006-12-08 05:45:09</td>\n",
       "      <td>2009-11-29 05:55:58</td>\n",
       "      <td>130</td>\n",
       "      <td>150</td>\n",
       "      <td>3498</td>\n",
       "      <td>4</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>56733</td>\n",
       "      <td>2006-12-10 23:31:28</td>\n",
       "      <td>2009-11-24 23:49:59</td>\n",
       "      <td>672</td>\n",
       "      <td>780</td>\n",
       "      <td>6795</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>60663</td>\n",
       "      <td>2006-12-12 08:22:13</td>\n",
       "      <td>2009-11-21 22:38:21</td>\n",
       "      <td>2855</td>\n",
       "      <td>5413</td>\n",
       "      <td>21166</td>\n",
       "      <td>12</td>\n",
       "      <td>158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>63093</td>\n",
       "      <td>2006-12-13 03:20:17</td>\n",
       "      <td>2009-11-20 03:37:49</td>\n",
       "      <td>133</td>\n",
       "      <td>160</td>\n",
       "      <td>549</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>157763</td>\n",
       "      <td>2006-12-22 06:54:25</td>\n",
       "      <td>2009-11-16 21:09:59</td>\n",
       "      <td>262</td>\n",
       "      <td>325</td>\n",
       "      <td>2701</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>198623</td>\n",
       "      <td>2006-12-23 10:18:05</td>\n",
       "      <td>2009-11-26 07:58:23</td>\n",
       "      <td>152</td>\n",
       "      <td>249</td>\n",
       "      <td>2871</td>\n",
       "      <td>8</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>304713</td>\n",
       "      <td>2006-12-27 19:26:47</td>\n",
       "      <td>2009-11-23 11:39:43</td>\n",
       "      <td>235</td>\n",
       "      <td>385</td>\n",
       "      <td>50356</td>\n",
       "      <td>6</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>451373</td>\n",
       "      <td>2007-01-02 07:13:51</td>\n",
       "      <td>2009-11-22 10:04:15</td>\n",
       "      <td>315</td>\n",
       "      <td>198</td>\n",
       "      <td>4694</td>\n",
       "      <td>9</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>627303</td>\n",
       "      <td>2007-01-11 16:19:38</td>\n",
       "      <td>2009-11-15 16:01:01</td>\n",
       "      <td>234</td>\n",
       "      <td>1845</td>\n",
       "      <td>5411</td>\n",
       "      <td>7</td>\n",
       "      <td>70</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>19246</th>\n",
       "      <td>93055692</td>\n",
       "      <td>2009-11-27 15:52:51</td>\n",
       "      <td>2009-11-27 17:22:40</td>\n",
       "      <td>21</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19247</th>\n",
       "      <td>93058189</td>\n",
       "      <td>2009-11-27 16:07:06</td>\n",
       "      <td>2009-11-29 00:44:22</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19248</th>\n",
       "      <td>93061925</td>\n",
       "      <td>2009-11-27 16:30:13</td>\n",
       "      <td>2009-11-28 21:43:19</td>\n",
       "      <td>59</td>\n",
       "      <td>6</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19249</th>\n",
       "      <td>93070321</td>\n",
       "      <td>2009-11-27 17:20:02</td>\n",
       "      <td>2009-11-27 17:31:55</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19250</th>\n",
       "      <td>93071458</td>\n",
       "      <td>2009-11-27 17:26:10</td>\n",
       "      <td>2009-11-27 17:35:19</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19251</th>\n",
       "      <td>93099375</td>\n",
       "      <td>2009-11-27 20:16:02</td>\n",
       "      <td>2009-11-28 21:59:01</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19252</th>\n",
       "      <td>93118174</td>\n",
       "      <td>2009-11-27 22:26:16</td>\n",
       "      <td>2009-11-29 06:43:43</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>52</td>\n",
       "      <td>12</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19253</th>\n",
       "      <td>93121803</td>\n",
       "      <td>2009-11-27 22:54:47</td>\n",
       "      <td>2009-11-29 08:26:55</td>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19254</th>\n",
       "      <td>93129749</td>\n",
       "      <td>2009-11-27 23:59:56</td>\n",
       "      <td>2009-11-29 00:53:43</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19255</th>\n",
       "      <td>93139606</td>\n",
       "      <td>2009-11-28 01:28:32</td>\n",
       "      <td>2009-11-28 22:03:18</td>\n",
       "      <td>75</td>\n",
       "      <td>21</td>\n",
       "      <td>49</td>\n",
       "      <td>9</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19256</th>\n",
       "      <td>93156080</td>\n",
       "      <td>2009-11-28 04:07:58</td>\n",
       "      <td>2009-11-29 00:26:37</td>\n",
       "      <td>32</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19257</th>\n",
       "      <td>93179406</td>\n",
       "      <td>2009-11-28 06:56:30</td>\n",
       "      <td>2009-11-29 10:08:18</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19258</th>\n",
       "      <td>93189641</td>\n",
       "      <td>2009-11-28 08:05:48</td>\n",
       "      <td>2009-11-29 04:24:49</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19259</th>\n",
       "      <td>93213066</td>\n",
       "      <td>2009-11-28 10:25:15</td>\n",
       "      <td>2009-11-29 06:44:59</td>\n",
       "      <td>37</td>\n",
       "      <td>15</td>\n",
       "      <td>35</td>\n",
       "      <td>10</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19260</th>\n",
       "      <td>93229688</td>\n",
       "      <td>2009-11-28 12:04:18</td>\n",
       "      <td>2009-11-29 07:38:33</td>\n",
       "      <td>166</td>\n",
       "      <td>44</td>\n",
       "      <td>118</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19261</th>\n",
       "      <td>93258789</td>\n",
       "      <td>2009-11-28 15:02:50</td>\n",
       "      <td>2009-11-29 04:42:59</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19262</th>\n",
       "      <td>93271119</td>\n",
       "      <td>2009-11-28 16:21:25</td>\n",
       "      <td>2009-11-29 05:45:06</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19263</th>\n",
       "      <td>93314424</td>\n",
       "      <td>2009-11-28 21:18:43</td>\n",
       "      <td>2009-11-28 22:46:49</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19264</th>\n",
       "      <td>93337503</td>\n",
       "      <td>2009-11-29 00:02:06</td>\n",
       "      <td>2009-11-29 00:18:38</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19265</th>\n",
       "      <td>93340898</td>\n",
       "      <td>2009-11-29 00:32:49</td>\n",
       "      <td>2009-11-29 00:47:15</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>14</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19266</th>\n",
       "      <td>93342019</td>\n",
       "      <td>2009-11-29 00:43:50</td>\n",
       "      <td>2009-11-29 01:11:31</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19267</th>\n",
       "      <td>93362225</td>\n",
       "      <td>2009-11-29 03:13:03</td>\n",
       "      <td>2009-11-29 03:59:17</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19268</th>\n",
       "      <td>93378157</td>\n",
       "      <td>2009-11-29 04:59:11</td>\n",
       "      <td>2009-11-29 05:25:44</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19269</th>\n",
       "      <td>93386957</td>\n",
       "      <td>2009-11-29 06:08:02</td>\n",
       "      <td>2009-11-29 07:58:27</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19270</th>\n",
       "      <td>93390803</td>\n",
       "      <td>2009-11-29 06:33:25</td>\n",
       "      <td>2009-11-29 07:26:04</td>\n",
       "      <td>172</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19271</th>\n",
       "      <td>93390990</td>\n",
       "      <td>2009-11-29 06:34:30</td>\n",
       "      <td>2009-11-29 07:50:54</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19272</th>\n",
       "      <td>93402679</td>\n",
       "      <td>2009-11-29 07:47:50</td>\n",
       "      <td>2009-11-29 07:56:28</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19273</th>\n",
       "      <td>93419256</td>\n",
       "      <td>2009-11-29 09:23:30</td>\n",
       "      <td>2009-11-29 09:30:48</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19274</th>\n",
       "      <td>93426370</td>\n",
       "      <td>2009-11-29 10:04:26</td>\n",
       "      <td>2009-11-29 10:13:17</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19275</th>\n",
       "      <td>93442002</td>\n",
       "      <td>2009-11-29 11:27:25</td>\n",
       "      <td>2009-11-29 11:36:52</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19276 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             id           created_at         collected_at  friends_count  \\\n",
       "0           614  2006-07-13 15:30:05  2009-11-20 23:56:21            510   \n",
       "1          1038  2006-07-15 16:12:15  2009-11-16 05:12:11            304   \n",
       "2          1437  2006-07-16 12:29:24  2009-11-16 16:25:12             45   \n",
       "3          2615  2006-07-19 23:23:55  2009-11-27 18:34:36            211   \n",
       "4          3148  2006-07-26 14:17:22  2009-11-20 17:35:18           7346   \n",
       "5          5593  2006-09-08 10:58:49  2009-11-24 06:08:27            898   \n",
       "6          9375  2006-10-18 09:58:09  2009-11-18 04:07:12             53   \n",
       "7         10336  2006-10-24 10:05:24  2009-11-17 16:32:35            754   \n",
       "8         10455  2006-10-25 04:02:13  2009-11-15 02:51:26            140   \n",
       "9         10698  2006-10-26 19:04:29  2009-11-16 02:20:01            140   \n",
       "10        11718  2006-11-07 14:02:03  2009-11-24 13:41:16            254   \n",
       "11        12527  2006-11-15 09:13:50  2009-11-27 17:29:53            108   \n",
       "12        13602  2006-11-21 13:27:43  2009-11-29 07:08:59            145   \n",
       "13        15313  2006-11-22 09:20:12  2009-11-14 05:55:52            189   \n",
       "14        16683  2006-11-22 19:16:32  2009-11-13 08:35:18             70   \n",
       "15        17363  2006-11-23 02:05:21  2009-11-18 01:33:20            277   \n",
       "16        21833  2006-11-25 09:10:53  2009-11-13 04:22:28             87   \n",
       "17        25723  2006-11-27 15:40:13  2009-11-14 03:38:29            242   \n",
       "18        32613  2006-11-30 12:03:39  2009-11-27 10:50:31            182   \n",
       "19        46183  2006-12-06 12:46:08  2009-11-18 19:01:28             71   \n",
       "20        47203  2006-12-06 22:15:45  2009-11-14 01:53:53            259   \n",
       "21        50263  2006-12-08 05:45:09  2009-11-29 05:55:58            130   \n",
       "22        56733  2006-12-10 23:31:28  2009-11-24 23:49:59            672   \n",
       "23        60663  2006-12-12 08:22:13  2009-11-21 22:38:21           2855   \n",
       "24        63093  2006-12-13 03:20:17  2009-11-20 03:37:49            133   \n",
       "25       157763  2006-12-22 06:54:25  2009-11-16 21:09:59            262   \n",
       "26       198623  2006-12-23 10:18:05  2009-11-26 07:58:23            152   \n",
       "27       304713  2006-12-27 19:26:47  2009-11-23 11:39:43            235   \n",
       "28       451373  2007-01-02 07:13:51  2009-11-22 10:04:15            315   \n",
       "29       627303  2007-01-11 16:19:38  2009-11-15 16:01:01            234   \n",
       "...         ...                  ...                  ...            ...   \n",
       "19246  93055692  2009-11-27 15:52:51  2009-11-27 17:22:40             21   \n",
       "19247  93058189  2009-11-27 16:07:06  2009-11-29 00:44:22              6   \n",
       "19248  93061925  2009-11-27 16:30:13  2009-11-28 21:43:19             59   \n",
       "19249  93070321  2009-11-27 17:20:02  2009-11-27 17:31:55              1   \n",
       "19250  93071458  2009-11-27 17:26:10  2009-11-27 17:35:19              1   \n",
       "19251  93099375  2009-11-27 20:16:02  2009-11-28 21:59:01              4   \n",
       "19252  93118174  2009-11-27 22:26:16  2009-11-29 06:43:43             15   \n",
       "19253  93121803  2009-11-27 22:54:47  2009-11-29 08:26:55             29   \n",
       "19254  93129749  2009-11-27 23:59:56  2009-11-29 00:53:43             18   \n",
       "19255  93139606  2009-11-28 01:28:32  2009-11-28 22:03:18             75   \n",
       "19256  93156080  2009-11-28 04:07:58  2009-11-29 00:26:37             32   \n",
       "19257  93179406  2009-11-28 06:56:30  2009-11-29 10:08:18              6   \n",
       "19258  93189641  2009-11-28 08:05:48  2009-11-29 04:24:49              4   \n",
       "19259  93213066  2009-11-28 10:25:15  2009-11-29 06:44:59             37   \n",
       "19260  93229688  2009-11-28 12:04:18  2009-11-29 07:38:33            166   \n",
       "19261  93258789  2009-11-28 15:02:50  2009-11-29 04:42:59              0   \n",
       "19262  93271119  2009-11-28 16:21:25  2009-11-29 05:45:06             21   \n",
       "19263  93314424  2009-11-28 21:18:43  2009-11-28 22:46:49             24   \n",
       "19264  93337503  2009-11-29 00:02:06  2009-11-29 00:18:38              0   \n",
       "19265  93340898  2009-11-29 00:32:49  2009-11-29 00:47:15              3   \n",
       "19266  93342019  2009-11-29 00:43:50  2009-11-29 01:11:31              1   \n",
       "19267  93362225  2009-11-29 03:13:03  2009-11-29 03:59:17              4   \n",
       "19268  93378157  2009-11-29 04:59:11  2009-11-29 05:25:44              0   \n",
       "19269  93386957  2009-11-29 06:08:02  2009-11-29 07:58:27              5   \n",
       "19270  93390803  2009-11-29 06:33:25  2009-11-29 07:26:04            172   \n",
       "19271  93390990  2009-11-29 06:34:30  2009-11-29 07:50:54              5   \n",
       "19272  93402679  2009-11-29 07:47:50  2009-11-29 07:56:28             20   \n",
       "19273  93419256  2009-11-29 09:23:30  2009-11-29 09:30:48              0   \n",
       "19274  93426370  2009-11-29 10:04:26  2009-11-29 10:13:17             20   \n",
       "19275  93442002  2009-11-29 11:27:25  2009-11-29 11:36:52              1   \n",
       "\n",
       "       followers_count  tweet_count  len_screen_ame  len_description  \n",
       "0                  350         3265              10               34  \n",
       "1                  443         4405               7              156  \n",
       "2                   73          725               6               37  \n",
       "3                  230          211               7                0  \n",
       "4                 7244        11438               8               97  \n",
       "5                 1024         2897               8               56  \n",
       "6                  131          566               9               11  \n",
       "7                 4103         6181               6                0  \n",
       "8                  222         1192               9               15  \n",
       "9                 1329        17457               8               63  \n",
       "10                3639         8245              11               31  \n",
       "11                  92          815              12               49  \n",
       "12                 395         7468               6               28  \n",
       "13                1665         3180               9               20  \n",
       "14                 322         4458               8               75  \n",
       "15                 868         4693              10              128  \n",
       "16                  94          269               8               18  \n",
       "17                 722        16787               7              139  \n",
       "18                 490         8384              15               51  \n",
       "19                 174          300              13              110  \n",
       "20                 485         4605               3               25  \n",
       "21                 150         3498               4              117  \n",
       "22                 780         6795               8                0  \n",
       "23                5413        21166              12              158  \n",
       "24                 160          549               7               11  \n",
       "25                 325         2701               6                0  \n",
       "26                 249         2871               8               69  \n",
       "27                 385        50356               6               85  \n",
       "28                 198         4694               9               84  \n",
       "29                1845         5411               7               70  \n",
       "...                ...          ...             ...              ...  \n",
       "19246                4            4              15                0  \n",
       "19247                3            9              14                0  \n",
       "19248                6           14               6                0  \n",
       "19249                1            6               8                0  \n",
       "19250                0            1              10                0  \n",
       "19251                3            5               8               11  \n",
       "19252                1           52              12               42  \n",
       "19253                1           31               8                0  \n",
       "19254                3            9               8                0  \n",
       "19255               21           49               9               40  \n",
       "19256                2           12               8                0  \n",
       "19257                1            4               9                0  \n",
       "19258                1           22               9                0  \n",
       "19259               15           35              10               37  \n",
       "19260               44          118              15                0  \n",
       "19261                0            3               8                0  \n",
       "19262                1            1              11                0  \n",
       "19263                1            5              13                0  \n",
       "19264                0            1              10               15  \n",
       "19265                1            8              14               23  \n",
       "19266                0            5              13              160  \n",
       "19267                0            5               8                0  \n",
       "19268                0            1              12                0  \n",
       "19269                0           15              12                0  \n",
       "19270                3            2              13                0  \n",
       "19271                0            5              11                0  \n",
       "19272                1            1              12                0  \n",
       "19273                0            1               8                0  \n",
       "19274                1            1              10                0  \n",
       "19275                0            1               7                0  \n",
       "\n",
       "[19276 rows x 8 columns]"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hum4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'name', 'screen_name', 'statuses_count', 'followers_count',\n",
       "       'friends_count', 'favourites_count', 'listed_count', 'url', 'lang',\n",
       "       'time_zone', 'location', 'default_profile', 'default_profile_image',\n",
       "       'geo_enabled', 'profile_image_url', 'profile_banner_url',\n",
       "       'profile_use_background_image', 'profile_background_image_url_https',\n",
       "       'profile_text_color', 'profile_image_url_https',\n",
       "       'profile_sidebar_border_color', 'profile_background_tile',\n",
       "       'profile_sidebar_fill_color', 'profile_background_image_url',\n",
       "       'profile_background_color', 'profile_link_color', 'utc_offset',\n",
       "       'is_translator', 'follow_request_sent', 'protected', 'verified',\n",
       "       'notifications', 'description', 'contributors_enabled', 'following',\n",
       "       'created_at', 'timestamp', 'crawled_at', 'updated', 'test_set_1'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bot1.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "en    1128\n",
       "Name: lang, dtype: int64"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bot7.lang.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "en                    3178\n",
       "es                     123\n",
       "en-gb                   50\n",
       "ja                      32\n",
       "fr                      18\n",
       "zh-tw                   17\n",
       "pt                      13\n",
       "id                       7\n",
       "de                       6\n",
       "nl                       5\n",
       "ru                       4\n",
       "en-GB                    4\n",
       "zh-TW                    3\n",
       "Select Language...       2\n",
       "tr                       2\n",
       "da                       2\n",
       "ar                       1\n",
       "pl                       1\n",
       "ko                       1\n",
       "el                       1\n",
       "sv                       1\n",
       "xx-lc                    1\n",
       "fil                      1\n",
       "en-AU                    1\n",
       "Name: lang, dtype: int64"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hum3.lang.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
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   "source": []
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   "execution_count": null,
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   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
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   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
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  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
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   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
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   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>dataset</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>80479674</td>\n",
       "      <td>YI YUAN</td>\n",
       "      <td>yi_twitts</td>\n",
       "      <td>29</td>\n",
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       "      <td>255</td>\n",
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       "      <td>0</td>\n",
       "      <td>Wed Oct 07 03:19:21 +0000 2009</td>\n",
       "      <td>http://www.jycondo.com</td>\n",
       "      <td>...</td>\n",
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       "      <td>131516</td>\n",
       "      <td>009999</td>\n",
       "      <td>-18000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>real estate sales</td>\n",
       "      <td>2015-02-14 09:55:39</td>\n",
       "      <td>TWT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>82487179</td>\n",
       "      <td>Marcos Perez C</td>\n",
       "      <td>marcos_peca</td>\n",
       "      <td>1408</td>\n",
       "      <td>208</td>\n",
       "      <td>866</td>\n",
       "      <td>138</td>\n",
       "      <td>0</td>\n",
       "      <td>Wed Oct 14 23:40:17 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>A0C5C7</td>\n",
       "      <td>http://a0.twimg.com/images/themes/theme6/bg.gif</td>\n",
       "      <td>709397</td>\n",
       "      <td>FF3300</td>\n",
       "      <td>-21600.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 09:55:39</td>\n",
       "      <td>TWT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>105830531</td>\n",
       "      <td>curti lorenzo</td>\n",
       "      <td>curtilorenzo</td>\n",
       "      <td>39</td>\n",
       "      <td>59</td>\n",
       "      <td>962</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>Sun Jan 17 16:46:52 +0000 2010</td>\n",
       "      <td>http://www.valcavargna.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>C0DFEC</td>\n",
       "      <td>http://a0.twimg.com/profile_background_images/...</td>\n",
       "      <td>022330</td>\n",
       "      <td>0084B4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>le corna del capro scappato dal gregge s'infil...</td>\n",
       "      <td>2015-02-14 09:55:39</td>\n",
       "      <td>TWT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>114488344</td>\n",
       "      <td>ruben dario toscano</td>\n",
       "      <td>gatito2710</td>\n",
       "      <td>59</td>\n",
       "      <td>7</td>\n",
       "      <td>49</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Mon Feb 15 15:49:58 +0000 2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>DDEEF6</td>\n",
       "      <td>http://a0.twimg.com/images/themes/theme1/bg.png</td>\n",
       "      <td>C0DEED</td>\n",
       "      <td>0084B4</td>\n",
       "      <td>-18000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 09:55:39</td>\n",
       "      <td>TWT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>123222267</td>\n",
       "      <td>Malek Khalaf</td>\n",
       "      <td>MalekKhalaf</td>\n",
       "      <td>987</td>\n",
       "      <td>60</td>\n",
       "      <td>521</td>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "      <td>Mon Mar 15 11:38:55 +0000 2010</td>\n",
       "      <td>http://www.facebook.com/Malek.AlBalawi</td>\n",
       "      <td>...</td>\n",
       "      <td>A9A09B</td>\n",
       "      <td>http://a0.twimg.com/profile_background_images/...</td>\n",
       "      <td>D9FBFC</td>\n",
       "      <td>C0C3CC</td>\n",
       "      <td>10800.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MA student at JU, Interested in Juventus,Italy...</td>\n",
       "      <td>2015-02-14 09:55:39</td>\n",
       "      <td>TWT</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          id                  name   screen_name  statuses_count  \\\n",
       "0   80479674               YI YUAN     yi_twitts              29   \n",
       "1   82487179        Marcos Perez C   marcos_peca            1408   \n",
       "2  105830531         curti lorenzo  curtilorenzo              39   \n",
       "3  114488344  ruben dario toscano     gatito2710              59   \n",
       "4  123222267          Malek Khalaf   MalekKhalaf             987   \n",
       "\n",
       "   followers_count  friends_count  favourites_count  listed_count  \\\n",
       "0               19            255                 1             0   \n",
       "1              208            866               138             0   \n",
       "2               59            962                 8             0   \n",
       "3                7             49                 4             0   \n",
       "4               60            521                61             1   \n",
       "\n",
       "                       created_at                                     url  \\\n",
       "0  Wed Oct 07 03:19:21 +0000 2009                  http://www.jycondo.com   \n",
       "1  Wed Oct 14 23:40:17 +0000 2009                                     NaN   \n",
       "2  Sun Jan 17 16:46:52 +0000 2010             http://www.valcavargna.com/   \n",
       "3  Mon Feb 15 15:49:58 +0000 2010                                     NaN   \n",
       "4  Mon Mar 15 11:38:55 +0000 2010  http://www.facebook.com/Malek.AlBalawi   \n",
       "\n",
       "    ...   profile_sidebar_fill_color  \\\n",
       "0   ...                       efefef   \n",
       "1   ...                       A0C5C7   \n",
       "2   ...                       C0DFEC   \n",
       "3   ...                       DDEEF6   \n",
       "4   ...                       A9A09B   \n",
       "\n",
       "                        profile_background_image_url profile_background_color  \\\n",
       "0   http://a0.twimg.com/images/themes/theme14/bg.gif                   131516   \n",
       "1    http://a0.twimg.com/images/themes/theme6/bg.gif                   709397   \n",
       "2  http://a0.twimg.com/profile_background_images/...                   022330   \n",
       "3    http://a0.twimg.com/images/themes/theme1/bg.png                   C0DEED   \n",
       "4  http://a0.twimg.com/profile_background_images/...                   D9FBFC   \n",
       "\n",
       "   profile_link_color  utc_offset  protected verified  \\\n",
       "0              009999    -18000.0        NaN      NaN   \n",
       "1              FF3300    -21600.0        NaN      NaN   \n",
       "2              0084B4         0.0        NaN      NaN   \n",
       "3              0084B4    -18000.0        NaN      NaN   \n",
       "4              C0C3CC     10800.0        NaN      NaN   \n",
       "\n",
       "                                         description              updated  \\\n",
       "0                                 real estate sales   2015-02-14 09:55:39   \n",
       "1                                                NaN  2015-02-14 09:55:39   \n",
       "2  le corna del capro scappato dal gregge s'infil...  2015-02-14 09:55:39   \n",
       "3                                                NaN  2015-02-14 09:55:39   \n",
       "4  MA student at JU, Interested in Juventus,Italy...  2015-02-14 09:55:39   \n",
       "\n",
       "  dataset  \n",
       "0     TWT  \n",
       "1     TWT  \n",
       "2     TWT  \n",
       "3     TWT  \n",
       "4     TWT  \n",
       "\n",
       "[5 rows x 34 columns]"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twt_fake.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [],
   "source": [
    "ivoted_users.to_csv('users_ivoted.csv', encoding='utf-8', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#for col in use.columns:\n",
    "#    if russ_bots[col].dtypes == 'float64':\n",
    "#       # russ_bots[col].astype(int)\n",
    "#        #print('yes', col, russ_bots[col].dtypes)\n",
    "#        russ_bots[col] = russ_bots[col].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [],
   "source": [
    "# new fake dataset- https://arxiv.org/pdf/1509.04098.pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>0</th>\n",
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       "      <td>YI YUAN</td>\n",
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       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>real estate sales</td>\n",
       "      <td>2015-02-14 09:55:39</td>\n",
       "      <td>TWT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>82487179</td>\n",
       "      <td>Marcos Perez C</td>\n",
       "      <td>marcos_peca</td>\n",
       "      <td>1408</td>\n",
       "      <td>208</td>\n",
       "      <td>866</td>\n",
       "      <td>138</td>\n",
       "      <td>0</td>\n",
       "      <td>Wed Oct 14 23:40:17 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>A0C5C7</td>\n",
       "      <td>http://a0.twimg.com/images/themes/theme6/bg.gif</td>\n",
       "      <td>709397</td>\n",
       "      <td>FF3300</td>\n",
       "      <td>-21600.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 09:55:39</td>\n",
       "      <td>TWT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>105830531</td>\n",
       "      <td>curti lorenzo</td>\n",
       "      <td>curtilorenzo</td>\n",
       "      <td>39</td>\n",
       "      <td>59</td>\n",
       "      <td>962</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>Sun Jan 17 16:46:52 +0000 2010</td>\n",
       "      <td>http://www.valcavargna.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>C0DFEC</td>\n",
       "      <td>http://a0.twimg.com/profile_background_images/...</td>\n",
       "      <td>022330</td>\n",
       "      <td>0084B4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>le corna del capro scappato dal gregge s'infil...</td>\n",
       "      <td>2015-02-14 09:55:39</td>\n",
       "      <td>TWT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>114488344</td>\n",
       "      <td>ruben dario toscano</td>\n",
       "      <td>gatito2710</td>\n",
       "      <td>59</td>\n",
       "      <td>7</td>\n",
       "      <td>49</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Mon Feb 15 15:49:58 +0000 2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>DDEEF6</td>\n",
       "      <td>http://a0.twimg.com/images/themes/theme1/bg.png</td>\n",
       "      <td>C0DEED</td>\n",
       "      <td>0084B4</td>\n",
       "      <td>-18000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-02-14 09:55:39</td>\n",
       "      <td>TWT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>123222267</td>\n",
       "      <td>Malek Khalaf</td>\n",
       "      <td>MalekKhalaf</td>\n",
       "      <td>987</td>\n",
       "      <td>60</td>\n",
       "      <td>521</td>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "      <td>Mon Mar 15 11:38:55 +0000 2010</td>\n",
       "      <td>http://www.facebook.com/Malek.AlBalawi</td>\n",
       "      <td>...</td>\n",
       "      <td>A9A09B</td>\n",
       "      <td>http://a0.twimg.com/profile_background_images/...</td>\n",
       "      <td>D9FBFC</td>\n",
       "      <td>C0C3CC</td>\n",
       "      <td>10800.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MA student at JU, Interested in Juventus,Italy...</td>\n",
       "      <td>2015-02-14 09:55:39</td>\n",
       "      <td>TWT</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          id                  name   screen_name  statuses_count  \\\n",
       "0   80479674               YI YUAN     yi_twitts              29   \n",
       "1   82487179        Marcos Perez C   marcos_peca            1408   \n",
       "2  105830531         curti lorenzo  curtilorenzo              39   \n",
       "3  114488344  ruben dario toscano     gatito2710              59   \n",
       "4  123222267          Malek Khalaf   MalekKhalaf             987   \n",
       "\n",
       "   followers_count  friends_count  favourites_count  listed_count  \\\n",
       "0               19            255                 1             0   \n",
       "1              208            866               138             0   \n",
       "2               59            962                 8             0   \n",
       "3                7             49                 4             0   \n",
       "4               60            521                61             1   \n",
       "\n",
       "                       created_at                                     url  \\\n",
       "0  Wed Oct 07 03:19:21 +0000 2009                  http://www.jycondo.com   \n",
       "1  Wed Oct 14 23:40:17 +0000 2009                                     NaN   \n",
       "2  Sun Jan 17 16:46:52 +0000 2010             http://www.valcavargna.com/   \n",
       "3  Mon Feb 15 15:49:58 +0000 2010                                     NaN   \n",
       "4  Mon Mar 15 11:38:55 +0000 2010  http://www.facebook.com/Malek.AlBalawi   \n",
       "\n",
       "    ...   profile_sidebar_fill_color  \\\n",
       "0   ...                       efefef   \n",
       "1   ...                       A0C5C7   \n",
       "2   ...                       C0DFEC   \n",
       "3   ...                       DDEEF6   \n",
       "4   ...                       A9A09B   \n",
       "\n",
       "                        profile_background_image_url profile_background_color  \\\n",
       "0   http://a0.twimg.com/images/themes/theme14/bg.gif                   131516   \n",
       "1    http://a0.twimg.com/images/themes/theme6/bg.gif                   709397   \n",
       "2  http://a0.twimg.com/profile_background_images/...                   022330   \n",
       "3    http://a0.twimg.com/images/themes/theme1/bg.png                   C0DEED   \n",
       "4  http://a0.twimg.com/profile_background_images/...                   D9FBFC   \n",
       "\n",
       "   profile_link_color  utc_offset  protected verified  \\\n",
       "0              009999    -18000.0        NaN      NaN   \n",
       "1              FF3300    -21600.0        NaN      NaN   \n",
       "2              0084B4         0.0        NaN      NaN   \n",
       "3              0084B4    -18000.0        NaN      NaN   \n",
       "4              C0C3CC     10800.0        NaN      NaN   \n",
       "\n",
       "                                         description              updated  \\\n",
       "0                                 real estate sales   2015-02-14 09:55:39   \n",
       "1                                                NaN  2015-02-14 09:55:39   \n",
       "2  le corna del capro scappato dal gregge s'infil...  2015-02-14 09:55:39   \n",
       "3                                                NaN  2015-02-14 09:55:39   \n",
       "4  MA student at JU, Interested in Juventus,Italy...  2015-02-14 09:55:39   \n",
       "\n",
       "  dataset  \n",
       "0     TWT  \n",
       "1     TWT  \n",
       "2     TWT  \n",
       "3     TWT  \n",
       "4     TWT  \n",
       "\n",
       "[5 rows x 34 columns]"
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twt_fake = pd.read_csv('/Users/pbiswas/Desktop/cresci-2015.csv/TWT.csv/users.csv')\n",
    "\n",
    "twt_fake.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {
    "scrolled": true
   },
   "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')"
      ]
     },
     "execution_count": 140,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twt_fake.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "['bot', 'created_at', 'default_profile', 'default_profile_image',\n",
    "       'description', 'favourites_count', 'followers_count', 'friends_count',\n",
    "       'has_extended_profile', 'id', 'id_str', 'lang', 'listed_count',\n",
    "       'location', 'name', 'screen_name', 'status', 'statuses_count', 'url',\n",
    "       'verified']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [],
   "source": [
    "#def createOutput(data):\n",
    "header = ['bot', 'created_at', 'default_profile', 'default_profile_image',\n",
    "       'description', 'favourites_count', 'followers_count', 'friends_count',\n",
    "       'has_extended_profile', 'id', 'id_str', 'lang', 'listed_count',\n",
    "       'location', 'name', 'screen_name', 'status', 'statuses_count', 'url',\n",
    "       'verified']\n",
    "fake_users = pd.DataFrame(columns=header)\n",
    "for key in header:\n",
    "    if key not in twt_fake.columns:\n",
    "        fake_users[key] = \"\"\n",
    "    else:\n",
    "        fake_users[key] = twt_fake[key]\n",
    "\n",
    "#df = pd.DataFrame(d, columns= header, index=np.arange(1))\n",
    "# df['bot'] = isbot\n",
    "#return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "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>bot</th>\n",
       "      <th>created_at</th>\n",
       "      <th>default_profile</th>\n",
       "      <th>default_profile_image</th>\n",
       "      <th>description</th>\n",
       "      <th>favourites_count</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>friends_count</th>\n",
       "      <th>has_extended_profile</th>\n",
       "      <th>id</th>\n",
       "      <th>id_str</th>\n",
       "      <th>lang</th>\n",
       "      <th>listed_count</th>\n",
       "      <th>location</th>\n",
       "      <th>name</th>\n",
       "      <th>screen_name</th>\n",
       "      <th>status</th>\n",
       "      <th>statuses_count</th>\n",
       "      <th>url</th>\n",
       "      <th>verified</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Oct 07 03:19:21 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>real estate sales</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>255</td>\n",
       "      <td></td>\n",
       "      <td>80479674</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>toronto</td>\n",
       "      <td>YI YUAN</td>\n",
       "      <td>yi_twitts</td>\n",
       "      <td></td>\n",
       "      <td>29</td>\n",
       "      <td>http://www.jycondo.com</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Oct 14 23:40:17 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>138</td>\n",
       "      <td>208</td>\n",
       "      <td>866</td>\n",
       "      <td></td>\n",
       "      <td>82487179</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Marcos Perez C</td>\n",
       "      <td>marcos_peca</td>\n",
       "      <td></td>\n",
       "      <td>1408</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Jan 17 16:46:52 +0000 2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>le corna del capro scappato dal gregge s'infil...</td>\n",
       "      <td>8</td>\n",
       "      <td>59</td>\n",
       "      <td>962</td>\n",
       "      <td></td>\n",
       "      <td>105830531</td>\n",
       "      <td></td>\n",
       "      <td>it</td>\n",
       "      <td>0</td>\n",
       "      <td>San Bartolomeo Val Cavargna CO</td>\n",
       "      <td>curti lorenzo</td>\n",
       "      <td>curtilorenzo</td>\n",
       "      <td></td>\n",
       "      <td>39</td>\n",
       "      <td>http://www.valcavargna.com/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Feb 15 15:49:58 +0000 2010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>49</td>\n",
       "      <td></td>\n",
       "      <td>114488344</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>0</td>\n",
       "      <td>peru</td>\n",
       "      <td>ruben dario toscano</td>\n",
       "      <td>gatito2710</td>\n",
       "      <td></td>\n",
       "      <td>59</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Mar 15 11:38:55 +0000 2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MA student at JU, Interested in Juventus,Italy...</td>\n",
       "      <td>61</td>\n",
       "      <td>60</td>\n",
       "      <td>521</td>\n",
       "      <td></td>\n",
       "      <td>123222267</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>31.975193,35.920294</td>\n",
       "      <td>Malek Khalaf</td>\n",
       "      <td>MalekKhalaf</td>\n",
       "      <td></td>\n",
       "      <td>987</td>\n",
       "      <td>http://www.facebook.com/Malek.AlBalawi</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun May 16 19:51:50 +0000 2010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Con Dios no necesito nada mas el es mi fortaleza</td>\n",
       "      <td>3</td>\n",
       "      <td>141</td>\n",
       "      <td>1075</td>\n",
       "      <td></td>\n",
       "      <td>144602443</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>0</td>\n",
       "      <td>Santo domingo</td>\n",
       "      <td>ruthyohannadelarosa</td>\n",
       "      <td>ruthyohanna</td>\n",
       "      <td></td>\n",
       "      <td>286</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Nov 07 15:13:37 +0000 2010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>342</td>\n",
       "      <td></td>\n",
       "      <td>212958140</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>1</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>Julieta Analia Perez</td>\n",
       "      <td>July_pz</td>\n",
       "      <td></td>\n",
       "      <td>45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Apr 06 15:35:32 +0000 2011</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>287</td>\n",
       "      <td></td>\n",
       "      <td>278082770</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>carlosjaviervega</td>\n",
       "      <td>bevega</td>\n",
       "      <td></td>\n",
       "      <td>72</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Sep 04 09:54:29 +0000 2011</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>122</td>\n",
       "      <td></td>\n",
       "      <td>367651000</td>\n",
       "      <td></td>\n",
       "      <td>it</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Giampaolo Taddei</td>\n",
       "      <td>giatadde</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Jun 05 01:12:01 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>228</td>\n",
       "      <td></td>\n",
       "      <td>599789901</td>\n",
       "      <td></td>\n",
       "      <td>ar</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ahmed Mohamed</td>\n",
       "      <td>212Amhemd</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Dec 07 13:57:04 +0000 2007</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>171</td>\n",
       "      <td>1398</td>\n",
       "      <td></td>\n",
       "      <td>10935572</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>clareanderson</td>\n",
       "      <td>clarebear4</td>\n",
       "      <td></td>\n",
       "      <td>557</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Sep 03 20:42:11 +0000 2008</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>564</td>\n",
       "      <td></td>\n",
       "      <td>16119337</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>protektor</td>\n",
       "      <td>protektor</td>\n",
       "      <td></td>\n",
       "      <td>383</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Oct 15 03:31:07 +0000 2008</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>91</td>\n",
       "      <td>527</td>\n",
       "      <td></td>\n",
       "      <td>16753788</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>emsykes</td>\n",
       "      <td>emsykes</td>\n",
       "      <td></td>\n",
       "      <td>30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Nov 26 02:48:55 +0000 2008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>361</td>\n",
       "      <td></td>\n",
       "      <td>17640121</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>litium54</td>\n",
       "      <td>litium54</td>\n",
       "      <td></td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Nov 26 18:59:35 +0000 2008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Principal/Investor - Hillenbrand Capital Partn...</td>\n",
       "      <td>92</td>\n",
       "      <td>583</td>\n",
       "      <td>836</td>\n",
       "      <td></td>\n",
       "      <td>17656600</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>9</td>\n",
       "      <td>Manhattan Beach, CA</td>\n",
       "      <td>Dick Hillenbrand</td>\n",
       "      <td>rdhoosier</td>\n",
       "      <td></td>\n",
       "      <td>307</td>\n",
       "      <td>http://www.heroesandvillains-ent.com</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Jan 20 10:53:18 +0000 2009</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Live life to the full never regret the past bu...</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>466</td>\n",
       "      <td></td>\n",
       "      <td>19230427</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Ewell</td>\n",
       "      <td>ruth woolnough</td>\n",
       "      <td>ruwo</td>\n",
       "      <td></td>\n",
       "      <td>96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Feb 03 03:26:53 +0000 2009</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>63</td>\n",
       "      <td>901</td>\n",
       "      <td></td>\n",
       "      <td>19951698</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>larry</td>\n",
       "      <td>gopher2000</td>\n",
       "      <td></td>\n",
       "      <td>215</td>\n",
       "      <td>http://t.co/5tJyTXnnvU</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Thu Feb 12 22:24:36 +0000 2009</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>599</td>\n",
       "      <td></td>\n",
       "      <td>20726266</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BibianaOrdensVieira</td>\n",
       "      <td>BibianaOrdensVi</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Thu Feb 12 23:32:13 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>1009</td>\n",
       "      <td></td>\n",
       "      <td>20731719</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Chris Smith</td>\n",
       "      <td>chrissmithy76</td>\n",
       "      <td></td>\n",
       "      <td>441</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Feb 18 13:40:55 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>130</td>\n",
       "      <td>484</td>\n",
       "      <td></td>\n",
       "      <td>21196037</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>3</td>\n",
       "      <td>senawang, seremban ^^</td>\n",
       "      <td>lisa ariff</td>\n",
       "      <td>lisa_ariff</td>\n",
       "      <td></td>\n",
       "      <td>78</td>\n",
       "      <td>http://www.facebook.com</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Feb 20 02:26:24 +0000 2009</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>595</td>\n",
       "      <td></td>\n",
       "      <td>21365952</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shaw</td>\n",
       "      <td>mugenvic</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Feb 20 04:51:31 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>236 years...Well, we had a good run.</td>\n",
       "      <td>7</td>\n",
       "      <td>271</td>\n",
       "      <td>1199</td>\n",
       "      <td></td>\n",
       "      <td>21375100</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>5</td>\n",
       "      <td>Indy</td>\n",
       "      <td>Sean Bolduc</td>\n",
       "      <td>seve_b</td>\n",
       "      <td></td>\n",
       "      <td>221</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Feb 23 23:25:12 +0000 2009</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>549</td>\n",
       "      <td></td>\n",
       "      <td>21706899</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bob Dickson</td>\n",
       "      <td>BobD32</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Thu Feb 26 04:53:01 +0000 2009</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>1031</td>\n",
       "      <td></td>\n",
       "      <td>21972434</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Jerry Allen Moore</td>\n",
       "      <td>JaMMaNIII</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Mar 22 16:10:49 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spirited Artist, Passionate Life Empowerment C...</td>\n",
       "      <td>6</td>\n",
       "      <td>547</td>\n",
       "      <td>1286</td>\n",
       "      <td></td>\n",
       "      <td>25836383</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>9</td>\n",
       "      <td>Connecticut</td>\n",
       "      <td>Jeanne Prom</td>\n",
       "      <td>jeanneprom</td>\n",
       "      <td></td>\n",
       "      <td>647</td>\n",
       "      <td>http://t.co/5XqgCKvi</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Thu Mar 26 15:50:25 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Artist,Songwriter,Producer buryourself@gmail.c...</td>\n",
       "      <td>2</td>\n",
       "      <td>492</td>\n",
       "      <td>2004</td>\n",
       "      <td></td>\n",
       "      <td>26778002</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>FL</td>\n",
       "      <td>M</td>\n",
       "      <td>buryourself</td>\n",
       "      <td></td>\n",
       "      <td>1513</td>\n",
       "      <td>http://www.ReverbNation.com/Minotti</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Mar 30 15:44:58 +0000 2009</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>28</td>\n",
       "      <td>577</td>\n",
       "      <td></td>\n",
       "      <td>27662686</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>erica hartenstein</td>\n",
       "      <td>gooseboo</td>\n",
       "      <td></td>\n",
       "      <td>54</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Apr 01 23:12:44 +0000 2009</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>475</td>\n",
       "      <td></td>\n",
       "      <td>28222509</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Corby Clark</td>\n",
       "      <td>Corbdizzle</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Thu Apr 02 02:49:56 +0000 2009</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>559</td>\n",
       "      <td></td>\n",
       "      <td>28265406</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Jerri Lynn Rudesil</td>\n",
       "      <td>Jrude1</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sat Apr 04 18:31:17 +0000 2009</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>45</td>\n",
       "      <td>568</td>\n",
       "      <td></td>\n",
       "      <td>28843786</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>Liam Perrell</td>\n",
       "      <td>liamperrell</td>\n",
       "      <td></td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>815</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Jun 18 00:18:20 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>550</td>\n",
       "      <td></td>\n",
       "      <td>611238815</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>heidy rodriguez</td>\n",
       "      <td>heidyro83649000</td>\n",
       "      <td></td>\n",
       "      <td>29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>816</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Jun 18 16:40:39 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>soy orgullosamente catolica me encanta leer la...</td>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>505</td>\n",
       "      <td></td>\n",
       "      <td>611817370</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>0</td>\n",
       "      <td>San Pedro Sula Honduras</td>\n",
       "      <td>karolina  hernandez</td>\n",
       "      <td>karolynhernand6</td>\n",
       "      <td></td>\n",
       "      <td>106</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Jul 04 19:58:19 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>535</td>\n",
       "      <td></td>\n",
       "      <td>626820204</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>0</td>\n",
       "      <td>mexico</td>\n",
       "      <td>esmeralda rodriguez</td>\n",
       "      <td>esmeral46813479</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>818</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Jul 09 02:04:04 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>570</td>\n",
       "      <td></td>\n",
       "      <td>630700348</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>0</td>\n",
       "      <td>chile</td>\n",
       "      <td>elizabeth lagos</td>\n",
       "      <td>elizabethlagos6</td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>819</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Jul 15 03:30:21 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>366</td>\n",
       "      <td></td>\n",
       "      <td>635863952</td>\n",
       "      <td></td>\n",
       "      <td>fr</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KS Style</td>\n",
       "      <td>style_ks</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Thu Jul 26 08:27:07 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>613</td>\n",
       "      <td></td>\n",
       "      <td>717691526</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>luis ramirez</td>\n",
       "      <td>LdMackma</td>\n",
       "      <td></td>\n",
       "      <td>71</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>821</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Aug 03 17:29:46 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>556</td>\n",
       "      <td></td>\n",
       "      <td>735242102</td>\n",
       "      <td></td>\n",
       "      <td>fr</td>\n",
       "      <td>0</td>\n",
       "      <td>Montréal</td>\n",
       "      <td>Nathalie Peterson</td>\n",
       "      <td>NathPeterson</td>\n",
       "      <td></td>\n",
       "      <td>18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>822</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Aug 15 11:50:27 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>11</td>\n",
       "      <td>440</td>\n",
       "      <td></td>\n",
       "      <td>759191942</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dace McLellan'e</td>\n",
       "      <td>mclellan_dace</td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>823</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sat Aug 18 01:00:51 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>me gusta aser trucos en bicicletasy estudio</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>627</td>\n",
       "      <td></td>\n",
       "      <td>764770615</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>diego vasquez</td>\n",
       "      <td>OnixDiego</td>\n",
       "      <td></td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Aug 31 14:38:02 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>577</td>\n",
       "      <td></td>\n",
       "      <td>794003875</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>José Eduardo Sarango</td>\n",
       "      <td>Joseeduardosn</td>\n",
       "      <td></td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>825</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Sep 21 14:15:08 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9</td>\n",
       "      <td>38</td>\n",
       "      <td>518</td>\n",
       "      <td></td>\n",
       "      <td>837889771</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>New York City</td>\n",
       "      <td>Jhuanna Soller</td>\n",
       "      <td>jhuannass</td>\n",
       "      <td></td>\n",
       "      <td>244</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>826</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Sep 25 15:53:07 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>421</td>\n",
       "      <td></td>\n",
       "      <td>845770021</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>hey</td>\n",
       "      <td>lolipoppnit09</td>\n",
       "      <td></td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>827</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Oct 02 21:07:06 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>lo mio lo mio es ehar desmadre y vivir la vida...</td>\n",
       "      <td>11</td>\n",
       "      <td>72</td>\n",
       "      <td>1295</td>\n",
       "      <td></td>\n",
       "      <td>858707286</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>clauchon</td>\n",
       "      <td>clauchonn</td>\n",
       "      <td></td>\n",
       "      <td>24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>828</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Oct 09 03:32:03 +0000 2012</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10/3/12 -                                     ...</td>\n",
       "      <td>25</td>\n",
       "      <td>1624</td>\n",
       "      <td>524</td>\n",
       "      <td></td>\n",
       "      <td>869150966</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>32</td>\n",
       "      <td>Screaming at my beagles</td>\n",
       "      <td>Andrew Sullivan</td>\n",
       "      <td>SullyPanic</td>\n",
       "      <td></td>\n",
       "      <td>77</td>\n",
       "      <td>http://wakethefuckup.com</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>829</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Oct 28 07:50:42 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://www.youtube.com/watch?v=ESxYnlCb2Hg&amp;fea...</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>325</td>\n",
       "      <td></td>\n",
       "      <td>909766628</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sergio lucena</td>\n",
       "      <td>manguelracing</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>830</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Nov 02 22:28:25 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I'm happy.</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>444</td>\n",
       "      <td></td>\n",
       "      <td>921913526</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>USA</td>\n",
       "      <td>Peggy Liddy</td>\n",
       "      <td>PeggyLiddy</td>\n",
       "      <td></td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Nov 09 04:39:02 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>393</td>\n",
       "      <td></td>\n",
       "      <td>936112358</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Joseph Bwambale</td>\n",
       "      <td>bjossey</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>832</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Nov 16 14:30:48 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Smoke weed every day. Get high as fuck.</td>\n",
       "      <td>9</td>\n",
       "      <td>46</td>\n",
       "      <td>514</td>\n",
       "      <td></td>\n",
       "      <td>951793016</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>0</td>\n",
       "      <td>En las nubes por este yerbón.</td>\n",
       "      <td>Smoke and smile.</td>\n",
       "      <td>mentecreadora</td>\n",
       "      <td></td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>833</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Nov 23 13:26:52 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>194</td>\n",
       "      <td></td>\n",
       "      <td>966110664</td>\n",
       "      <td></td>\n",
       "      <td>fr</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SLAOUI</td>\n",
       "      <td>archislaoui</td>\n",
       "      <td></td>\n",
       "      <td>39</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>834</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Nov 27 04:30:45 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>344</td>\n",
       "      <td></td>\n",
       "      <td>973256785</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>chris siderio</td>\n",
       "      <td>chrissiderio</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>835</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Dec 05 00:20:59 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>españa/madrid</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>446</td>\n",
       "      <td></td>\n",
       "      <td>989855300</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>0</td>\n",
       "      <td>españa/madrid</td>\n",
       "      <td>claudiu marian</td>\n",
       "      <td>claudiuspataru</td>\n",
       "      <td></td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>836</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sat Dec 15 13:29:13 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>337</td>\n",
       "      <td></td>\n",
       "      <td>1013213588</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Abdulrahman Elmegbl</td>\n",
       "      <td>AElmegbl</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>837</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Dec 17 16:54:51 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>426</td>\n",
       "      <td></td>\n",
       "      <td>1017855660</td>\n",
       "      <td></td>\n",
       "      <td>tr</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Burhan inal</td>\n",
       "      <td>Burhaninal1</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>838</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Thu Dec 20 04:58:54 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Looking to become a wrestler in the WWE. I thi...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>493</td>\n",
       "      <td></td>\n",
       "      <td>1023549769</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>ty</td>\n",
       "      <td>justin ennis</td>\n",
       "      <td>SaturnBuster</td>\n",
       "      <td></td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>839</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Dec 23 14:29:52 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>130</td>\n",
       "      <td></td>\n",
       "      <td>1030686715</td>\n",
       "      <td></td>\n",
       "      <td>ko</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>채효주</td>\n",
       "      <td>mi3340</td>\n",
       "      <td></td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>840</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Thu Jan 17 14:22:31 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>325</td>\n",
       "      <td></td>\n",
       "      <td>1098285654</td>\n",
       "      <td></td>\n",
       "      <td>ko</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>K.</td>\n",
       "      <td>k_ksaid</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>841</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sat Jan 26 19:27:26 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>세상에서 제일 달콤한것은? :)</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>307</td>\n",
       "      <td></td>\n",
       "      <td>1122936860</td>\n",
       "      <td></td>\n",
       "      <td>ko</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Nick.J</td>\n",
       "      <td>Nick_DoubleJ</td>\n",
       "      <td></td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>842</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Jan 28 22:38:57 +0000 2013</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>314</td>\n",
       "      <td></td>\n",
       "      <td>1129397028</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>carine</td>\n",
       "      <td>tweetyseventy</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>843</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Feb 05 18:39:07 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Je suis plusieurs dans ma tête, c'est handicap...</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>482</td>\n",
       "      <td></td>\n",
       "      <td>1151673038</td>\n",
       "      <td></td>\n",
       "      <td>fr</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Dennez</td>\n",
       "      <td>FlorianDennez</td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>844</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Mar 19 19:19:32 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I stan for lil Kim i love her music and i a ve...</td>\n",
       "      <td>106</td>\n",
       "      <td>137</td>\n",
       "      <td>414</td>\n",
       "      <td></td>\n",
       "      <td>1281271908</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I Respect the queen!</td>\n",
       "      <td>SearsTammy</td>\n",
       "      <td></td>\n",
       "      <td>207</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>845 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     bot                      created_at  default_profile  \\\n",
       "0    NaN  Wed Oct 07 03:19:21 +0000 2009              NaN   \n",
       "1    NaN  Wed Oct 14 23:40:17 +0000 2009              NaN   \n",
       "2    NaN  Sun Jan 17 16:46:52 +0000 2010              NaN   \n",
       "3    NaN  Mon Feb 15 15:49:58 +0000 2010              1.0   \n",
       "4    NaN  Mon Mar 15 11:38:55 +0000 2010              NaN   \n",
       "5    NaN  Sun May 16 19:51:50 +0000 2010              1.0   \n",
       "6    NaN  Sun Nov 07 15:13:37 +0000 2010              1.0   \n",
       "7    NaN  Wed Apr 06 15:35:32 +0000 2011              1.0   \n",
       "8    NaN  Sun Sep 04 09:54:29 +0000 2011              1.0   \n",
       "9    NaN  Tue Jun 05 01:12:01 +0000 2012              1.0   \n",
       "10   NaN  Fri Dec 07 13:57:04 +0000 2007              NaN   \n",
       "11   NaN  Wed Sep 03 20:42:11 +0000 2008              1.0   \n",
       "12   NaN  Wed Oct 15 03:31:07 +0000 2008              1.0   \n",
       "13   NaN  Wed Nov 26 02:48:55 +0000 2008              NaN   \n",
       "14   NaN  Wed Nov 26 18:59:35 +0000 2008              NaN   \n",
       "15   NaN  Tue Jan 20 10:53:18 +0000 2009              1.0   \n",
       "16   NaN  Tue Feb 03 03:26:53 +0000 2009              1.0   \n",
       "17   NaN  Thu Feb 12 22:24:36 +0000 2009              1.0   \n",
       "18   NaN  Thu Feb 12 23:32:13 +0000 2009              NaN   \n",
       "19   NaN  Wed Feb 18 13:40:55 +0000 2009              NaN   \n",
       "20   NaN  Fri Feb 20 02:26:24 +0000 2009              1.0   \n",
       "21   NaN  Fri Feb 20 04:51:31 +0000 2009              NaN   \n",
       "22   NaN  Mon Feb 23 23:25:12 +0000 2009              1.0   \n",
       "23   NaN  Thu Feb 26 04:53:01 +0000 2009              1.0   \n",
       "24   NaN  Sun Mar 22 16:10:49 +0000 2009              NaN   \n",
       "25   NaN  Thu Mar 26 15:50:25 +0000 2009              NaN   \n",
       "26   NaN  Mon Mar 30 15:44:58 +0000 2009              1.0   \n",
       "27   NaN  Wed Apr 01 23:12:44 +0000 2009              1.0   \n",
       "28   NaN  Thu Apr 02 02:49:56 +0000 2009              1.0   \n",
       "29   NaN  Sat Apr 04 18:31:17 +0000 2009              1.0   \n",
       "..   ...                             ...              ...   \n",
       "815  NaN  Mon Jun 18 00:18:20 +0000 2012              1.0   \n",
       "816  NaN  Mon Jun 18 16:40:39 +0000 2012              1.0   \n",
       "817  NaN  Wed Jul 04 19:58:19 +0000 2012              NaN   \n",
       "818  NaN  Mon Jul 09 02:04:04 +0000 2012              1.0   \n",
       "819  NaN  Sun Jul 15 03:30:21 +0000 2012              1.0   \n",
       "820  NaN  Thu Jul 26 08:27:07 +0000 2012              1.0   \n",
       "821  NaN  Fri Aug 03 17:29:46 +0000 2012              1.0   \n",
       "822  NaN  Wed Aug 15 11:50:27 +0000 2012              1.0   \n",
       "823  NaN  Sat Aug 18 01:00:51 +0000 2012              1.0   \n",
       "824  NaN  Fri Aug 31 14:38:02 +0000 2012              1.0   \n",
       "825  NaN  Fri Sep 21 14:15:08 +0000 2012              1.0   \n",
       "826  NaN  Tue Sep 25 15:53:07 +0000 2012              1.0   \n",
       "827  NaN  Tue Oct 02 21:07:06 +0000 2012              NaN   \n",
       "828  NaN  Tue Oct 09 03:32:03 +0000 2012              NaN   \n",
       "829  NaN  Sun Oct 28 07:50:42 +0000 2012              1.0   \n",
       "830  NaN  Fri Nov 02 22:28:25 +0000 2012              1.0   \n",
       "831  NaN  Fri Nov 09 04:39:02 +0000 2012              1.0   \n",
       "832  NaN  Fri Nov 16 14:30:48 +0000 2012              1.0   \n",
       "833  NaN  Fri Nov 23 13:26:52 +0000 2012              1.0   \n",
       "834  NaN  Tue Nov 27 04:30:45 +0000 2012              1.0   \n",
       "835  NaN  Wed Dec 05 00:20:59 +0000 2012              1.0   \n",
       "836  NaN  Sat Dec 15 13:29:13 +0000 2012              1.0   \n",
       "837  NaN  Mon Dec 17 16:54:51 +0000 2012              1.0   \n",
       "838  NaN  Thu Dec 20 04:58:54 +0000 2012              1.0   \n",
       "839  NaN  Sun Dec 23 14:29:52 +0000 2012              1.0   \n",
       "840  NaN  Thu Jan 17 14:22:31 +0000 2013              1.0   \n",
       "841  NaN  Sat Jan 26 19:27:26 +0000 2013              1.0   \n",
       "842  NaN  Mon Jan 28 22:38:57 +0000 2013              NaN   \n",
       "843  NaN  Tue Feb 05 18:39:07 +0000 2013              1.0   \n",
       "844  NaN  Tue Mar 19 19:19:32 +0000 2013              1.0   \n",
       "\n",
       "     default_profile_image                                        description  \\\n",
       "0                      NaN                                 real estate sales    \n",
       "1                      NaN                                                NaN   \n",
       "2                      NaN  le corna del capro scappato dal gregge s'infil...   \n",
       "3                      NaN                                                NaN   \n",
       "4                      NaN  MA student at JU, Interested in Juventus,Italy...   \n",
       "5                      NaN   Con Dios no necesito nada mas el es mi fortaleza   \n",
       "6                      NaN                                                NaN   \n",
       "7                      NaN                                                NaN   \n",
       "8                      NaN                                                NaN   \n",
       "9                      NaN                                                NaN   \n",
       "10                     NaN                                                NaN   \n",
       "11                     NaN                                                NaN   \n",
       "12                     NaN                                                NaN   \n",
       "13                     NaN                                                NaN   \n",
       "14                     NaN  Principal/Investor - Hillenbrand Capital Partn...   \n",
       "15                     NaN  Live life to the full never regret the past bu...   \n",
       "16                     NaN                                                NaN   \n",
       "17                     NaN                                                NaN   \n",
       "18                     NaN                                                NaN   \n",
       "19                     NaN                                                NaN   \n",
       "20                     NaN                                                NaN   \n",
       "21                     NaN               236 years...Well, we had a good run.   \n",
       "22                     NaN                                                NaN   \n",
       "23                     NaN                                                NaN   \n",
       "24                     NaN  Spirited Artist, Passionate Life Empowerment C...   \n",
       "25                     NaN  Artist,Songwriter,Producer buryourself@gmail.c...   \n",
       "26                     NaN                                                NaN   \n",
       "27                     NaN                                                NaN   \n",
       "28                     NaN                                                NaN   \n",
       "29                     NaN                                                NaN   \n",
       "..                     ...                                                ...   \n",
       "815                    NaN                                                NaN   \n",
       "816                    NaN  soy orgullosamente catolica me encanta leer la...   \n",
       "817                    NaN                                                NaN   \n",
       "818                    NaN                                                NaN   \n",
       "819                    NaN                                                NaN   \n",
       "820                    NaN                                                NaN   \n",
       "821                    NaN                                                NaN   \n",
       "822                    NaN                                                NaN   \n",
       "823                    NaN        me gusta aser trucos en bicicletasy estudio   \n",
       "824                    NaN                                                NaN   \n",
       "825                    NaN                                                NaN   \n",
       "826                    NaN                                                NaN   \n",
       "827                    NaN  lo mio lo mio es ehar desmadre y vivir la vida...   \n",
       "828                    NaN  10/3/12 -                                     ...   \n",
       "829                    NaN  http://www.youtube.com/watch?v=ESxYnlCb2Hg&fea...   \n",
       "830                    NaN                                         I'm happy.   \n",
       "831                    NaN                                                NaN   \n",
       "832                    NaN            Smoke weed every day. Get high as fuck.   \n",
       "833                    NaN                                                NaN   \n",
       "834                    NaN                                                NaN   \n",
       "835                    NaN                                      españa/madrid   \n",
       "836                    NaN                                                NaN   \n",
       "837                    NaN                                                NaN   \n",
       "838                    NaN  Looking to become a wrestler in the WWE. I thi...   \n",
       "839                    NaN                                                NaN   \n",
       "840                    NaN                                                NaN   \n",
       "841                    NaN                                  세상에서 제일 달콤한것은? :)   \n",
       "842                    NaN                                                NaN   \n",
       "843                    NaN  Je suis plusieurs dans ma tête, c'est handicap...   \n",
       "844                    NaN  I stan for lil Kim i love her music and i a ve...   \n",
       "\n",
       "     favourites_count  followers_count  friends_count has_extended_profile  \\\n",
       "0                   1               19            255                        \n",
       "1                 138              208            866                        \n",
       "2                   8               59            962                        \n",
       "3                   4                7             49                        \n",
       "4                  61               60            521                        \n",
       "5                   3              141           1075                        \n",
       "6                   0               16            342                        \n",
       "7                   0               14            287                        \n",
       "8                   0                0            122                        \n",
       "9                   0                4            228                        \n",
       "10                  7              171           1398                        \n",
       "11                 10                9            564                        \n",
       "12                  0               91            527                        \n",
       "13                  0               17            361                        \n",
       "14                 92              583            836                        \n",
       "15                  1               13            466                        \n",
       "16                 13               63            901                        \n",
       "17                  0                6            599                        \n",
       "18                  0               18           1009                        \n",
       "19                  0              130            484                        \n",
       "20                  0                9            595                        \n",
       "21                  7              271           1199                        \n",
       "22                  0                5            549                        \n",
       "23                  0               19           1031                        \n",
       "24                  6              547           1286                        \n",
       "25                  2              492           2004                        \n",
       "26                  3               28            577                        \n",
       "27                  0                3            475                        \n",
       "28                  0               10            559                        \n",
       "29                  0               45            568                        \n",
       "..                ...              ...            ...                  ...   \n",
       "815                 1                6            550                        \n",
       "816                 2               16            505                        \n",
       "817                 0               11            535                        \n",
       "818                 0                4            570                        \n",
       "819                 0                4            366                        \n",
       "820                 0                6            613                        \n",
       "821                 0               27            556                        \n",
       "822                 3               11            440                        \n",
       "823                 1                8            627                        \n",
       "824                 3               10            577                        \n",
       "825                 9               38            518                        \n",
       "826                 0                1            421                        \n",
       "827                11               72           1295                        \n",
       "828                25             1624            524                        \n",
       "829                 0                5            325                        \n",
       "830                 0                1            444                        \n",
       "831                 0                8            393                        \n",
       "832                 9               46            514                        \n",
       "833                 0                0            194                        \n",
       "834                 0                2            344                        \n",
       "835                 0                7            446                        \n",
       "836                 0                4            337                        \n",
       "837                 0                3            426                        \n",
       "838                 0                2            493                        \n",
       "839                 0                6            130                        \n",
       "840                 0                2            325                        \n",
       "841                 4                2            307                        \n",
       "842                 0                2            314                        \n",
       "843                 0                6            482                        \n",
       "844               106              137            414                        \n",
       "\n",
       "             id id_str lang  listed_count                        location  \\\n",
       "0      80479674          en             0                         toronto   \n",
       "1      82487179          es             0                             NaN   \n",
       "2     105830531          it             0  San Bartolomeo Val Cavargna CO   \n",
       "3     114488344          es             0                            peru   \n",
       "4     123222267          en             1             31.975193,35.920294   \n",
       "5     144602443          es             0                   Santo domingo   \n",
       "6     212958140          es             1                       Argentina   \n",
       "7     278082770          es             0                             NaN   \n",
       "8     367651000          it             0                             NaN   \n",
       "9     599789901          ar             0                             NaN   \n",
       "10     10935572          en             1                             NaN   \n",
       "11     16119337          en             0                             NaN   \n",
       "12     16753788          en             0                             NaN   \n",
       "13     17640121          es             0                             NaN   \n",
       "14     17656600          en             9             Manhattan Beach, CA   \n",
       "15     19230427          en             0                           Ewell   \n",
       "16     19951698          en             0                             NaN   \n",
       "17     20726266          en             0                             NaN   \n",
       "18     20731719          en             0                             NaN   \n",
       "19     21196037          en             3           senawang, seremban ^^   \n",
       "20     21365952          en             0                             NaN   \n",
       "21     21375100          en             5                            Indy   \n",
       "22     21706899          en             0                             NaN   \n",
       "23     21972434          en             0                             NaN   \n",
       "24     25836383          en             9                     Connecticut   \n",
       "25     26778002          en             0                              FL   \n",
       "26     27662686          en             0                             NaN   \n",
       "27     28222509          en             0                             NaN   \n",
       "28     28265406          en             0                             NaN   \n",
       "29     28843786          en             0                     New Zealand   \n",
       "..          ...    ...  ...           ...                             ...   \n",
       "815   611238815          es             0                             NaN   \n",
       "816   611817370          es             0         San Pedro Sula Honduras   \n",
       "817   626820204          es             0                          mexico   \n",
       "818   630700348          es             0                           chile   \n",
       "819   635863952          fr             0                             NaN   \n",
       "820   717691526          es             0                             NaN   \n",
       "821   735242102          fr             0                        Montréal   \n",
       "822   759191942          en             0                             NaN   \n",
       "823   764770615          es             0                             NaN   \n",
       "824   794003875          es             0                             NaN   \n",
       "825   837889771          en             0                   New York City   \n",
       "826   845770021          en             0                             NaN   \n",
       "827   858707286          es             0                             NaN   \n",
       "828   869150966          en            32         Screaming at my beagles   \n",
       "829   909766628          es             0                             NaN   \n",
       "830   921913526          en             0                             USA   \n",
       "831   936112358          en             0                             NaN   \n",
       "832   951793016          es             0   En las nubes por este yerbón.   \n",
       "833   966110664          fr             0                             NaN   \n",
       "834   973256785          en             0                             NaN   \n",
       "835   989855300          es             0                   españa/madrid   \n",
       "836  1013213588          en             0                             NaN   \n",
       "837  1017855660          tr             0                             NaN   \n",
       "838  1023549769          en             0                              ty   \n",
       "839  1030686715          ko             0                             NaN   \n",
       "840  1098285654          ko             0                             NaN   \n",
       "841  1122936860          ko             0                             NaN   \n",
       "842  1129397028          en             0                             NaN   \n",
       "843  1151673038          fr             0                             NaN   \n",
       "844  1281271908          en             1                             NaN   \n",
       "\n",
       "                     name      screen_name status  statuses_count  \\\n",
       "0                 YI YUAN        yi_twitts                     29   \n",
       "1          Marcos Perez C      marcos_peca                   1408   \n",
       "2           curti lorenzo     curtilorenzo                     39   \n",
       "3    ruben dario toscano        gatito2710                     59   \n",
       "4            Malek Khalaf      MalekKhalaf                    987   \n",
       "5     ruthyohannadelarosa      ruthyohanna                    286   \n",
       "6    Julieta Analia Perez          July_pz                     45   \n",
       "7        carlosjaviervega           bevega                     72   \n",
       "8        Giampaolo Taddei         giatadde                      1   \n",
       "9           Ahmed Mohamed        212Amhemd                      0   \n",
       "10          clareanderson       clarebear4                    557   \n",
       "11              protektor        protektor                    383   \n",
       "12                emsykes          emsykes                     30   \n",
       "13               litium54         litium54                     20   \n",
       "14       Dick Hillenbrand        rdhoosier                    307   \n",
       "15         ruth woolnough             ruwo                     96   \n",
       "16                  larry       gopher2000                    215   \n",
       "17    BibianaOrdensVieira  BibianaOrdensVi                      0   \n",
       "18            Chris Smith    chrissmithy76                    441   \n",
       "19             lisa ariff       lisa_ariff                     78   \n",
       "20                   shaw         mugenvic                      0   \n",
       "21            Sean Bolduc           seve_b                    221   \n",
       "22            Bob Dickson           BobD32                      1   \n",
       "23      Jerry Allen Moore        JaMMaNIII                      0   \n",
       "24            Jeanne Prom       jeanneprom                    647   \n",
       "25                      M      buryourself                   1513   \n",
       "26     erica hartenstein          gooseboo                     54   \n",
       "27            Corby Clark       Corbdizzle                      0   \n",
       "28     Jerri Lynn Rudesil           Jrude1                      0   \n",
       "29           Liam Perrell      liamperrell                      7   \n",
       "..                    ...              ...    ...             ...   \n",
       "815       heidy rodriguez  heidyro83649000                     29   \n",
       "816  karolina  hernandez   karolynhernand6                    106   \n",
       "817  esmeralda rodriguez   esmeral46813479                      3   \n",
       "818      elizabeth lagos   elizabethlagos6                      5   \n",
       "819              KS Style         style_ks                      0   \n",
       "820          luis ramirez         LdMackma                     71   \n",
       "821     Nathalie Peterson     NathPeterson                     18   \n",
       "822       Dace McLellan'e    mclellan_dace                      5   \n",
       "823         diego vasquez        OnixDiego                      6   \n",
       "824  José Eduardo Sarango    Joseeduardosn                      8   \n",
       "825        Jhuanna Soller        jhuannass                    244   \n",
       "826                   hey    lolipoppnit09                     11   \n",
       "827              clauchon        clauchonn                     24   \n",
       "828       Andrew Sullivan       SullyPanic                     77   \n",
       "829         sergio lucena    manguelracing                      2   \n",
       "830           Peggy Liddy       PeggyLiddy                      7   \n",
       "831       Joseph Bwambale          bjossey                      1   \n",
       "832      Smoke and smile.    mentecreadora                     55   \n",
       "833                SLAOUI      archislaoui                     39   \n",
       "834         chris siderio     chrissiderio                      0   \n",
       "835       claudiu marian    claudiuspataru                      4   \n",
       "836   Abdulrahman Elmegbl         AElmegbl                      0   \n",
       "837           Burhan inal      Burhaninal1                      1   \n",
       "838          justin ennis     SaturnBuster                      9   \n",
       "839                   채효주           mi3340                     10   \n",
       "840                    K.          k_ksaid                      1   \n",
       "841                Nick.J     Nick_DoubleJ                      6   \n",
       "842                carine    tweetyseventy                      1   \n",
       "843                Dennez    FlorianDennez                      5   \n",
       "844  I Respect the queen!       SearsTammy                    207   \n",
       "\n",
       "                                        url  verified  \n",
       "0                    http://www.jycondo.com       NaN  \n",
       "1                                       NaN       NaN  \n",
       "2               http://www.valcavargna.com/       NaN  \n",
       "3                                       NaN       NaN  \n",
       "4    http://www.facebook.com/Malek.AlBalawi       NaN  \n",
       "5                                       NaN       NaN  \n",
       "6                                       NaN       NaN  \n",
       "7                                       NaN       NaN  \n",
       "8                                       NaN       NaN  \n",
       "9                                       NaN       NaN  \n",
       "10                                      NaN       NaN  \n",
       "11                                      NaN       NaN  \n",
       "12                                      NaN       NaN  \n",
       "13                                      NaN       NaN  \n",
       "14     http://www.heroesandvillains-ent.com       NaN  \n",
       "15                                      NaN       NaN  \n",
       "16                   http://t.co/5tJyTXnnvU       NaN  \n",
       "17                                      NaN       NaN  \n",
       "18                                      NaN       NaN  \n",
       "19                  http://www.facebook.com       NaN  \n",
       "20                                      NaN       NaN  \n",
       "21                                      NaN       NaN  \n",
       "22                                      NaN       NaN  \n",
       "23                                      NaN       NaN  \n",
       "24                     http://t.co/5XqgCKvi       NaN  \n",
       "25      http://www.ReverbNation.com/Minotti       NaN  \n",
       "26                                      NaN       NaN  \n",
       "27                                      NaN       NaN  \n",
       "28                                      NaN       NaN  \n",
       "29                                      NaN       NaN  \n",
       "..                                      ...       ...  \n",
       "815                                     NaN       NaN  \n",
       "816                                     NaN       NaN  \n",
       "817                                     NaN       NaN  \n",
       "818                                     NaN       NaN  \n",
       "819                                     NaN       NaN  \n",
       "820                                     NaN       NaN  \n",
       "821                                     NaN       NaN  \n",
       "822                                     NaN       NaN  \n",
       "823                                     NaN       NaN  \n",
       "824                                     NaN       NaN  \n",
       "825                                     NaN       NaN  \n",
       "826                                     NaN       NaN  \n",
       "827                                     NaN       NaN  \n",
       "828                http://wakethefuckup.com       NaN  \n",
       "829                                     NaN       NaN  \n",
       "830                                     NaN       NaN  \n",
       "831                                     NaN       NaN  \n",
       "832                                     NaN       NaN  \n",
       "833                                     NaN       NaN  \n",
       "834                                     NaN       NaN  \n",
       "835                                     NaN       NaN  \n",
       "836                                     NaN       NaN  \n",
       "837                                     NaN       NaN  \n",
       "838                                     NaN       NaN  \n",
       "839                                     NaN       NaN  \n",
       "840                                     NaN       NaN  \n",
       "841                                     NaN       NaN  \n",
       "842                                     NaN       NaN  \n",
       "843                                     NaN       NaN  \n",
       "844                                     NaN       NaN  \n",
       "\n",
       "[845 rows x 20 columns]"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fake_users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bot                       object\n",
       "created_at                object\n",
       "default_profile          float64\n",
       "default_profile_image    float64\n",
       "description               object\n",
       "favourites_count           int64\n",
       "followers_count            int64\n",
       "friends_count              int64\n",
       "has_extended_profile      object\n",
       "id                         int64\n",
       "id_str                    object\n",
       "lang                      object\n",
       "listed_count               int64\n",
       "location                  object\n",
       "name                      object\n",
       "screen_name               object\n",
       "status                    object\n",
       "statuses_count             int64\n",
       "url                       object\n",
       "verified                 float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fake_users.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bot                        0\n",
       "created_at                 0\n",
       "default_profile          311\n",
       "default_profile_image    843\n",
       "description              627\n",
       "favourites_count           0\n",
       "followers_count            0\n",
       "friends_count              0\n",
       "has_extended_profile       0\n",
       "id                         0\n",
       "id_str                     0\n",
       "lang                       0\n",
       "listed_count               0\n",
       "location                 500\n",
       "name                       0\n",
       "screen_name                0\n",
       "status                     0\n",
       "statuses_count             0\n",
       "url                      744\n",
       "verified                 845\n",
       "dtype: int64"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fake_users.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [],
   "source": [
    "fake_users.bot = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [],
   "source": [
    "fake_users.default_profile = fake_users.default_profile.fillna(0)\n",
    "fake_users.default_profile = fake_users.default_profile.astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1    534\n",
       "0    311\n",
       "Name: default_profile, dtype: int64"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fake_users.default_profile.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    843\n",
       "1      2\n",
       "Name: default_profile_image, dtype: int64"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fake_users.default_profile_image = fake_users.default_profile_image.fillna(0)\n",
    "fake_users.default_profile_image = fake_users.default_profile_image.astype(int)\n",
    "\n",
    "fake_users.default_profile_image.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [],
   "source": [
    "fake_users.description = fake_users.description.fillna('No description')\n",
    "fake_users.location = fake_users.location.fillna('No location')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [],
   "source": [
    "fake_users.url = fake_users.url.fillna('No url')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "fake_users.to_csv('fake_users_.csv', encoding='utf-8', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>id</th>\n",
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       "      <th>listed_count</th>\n",
       "      <th>created_at</th>\n",
       "      <th>url</th>\n",
       "      <th>...</th>\n",
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       "      <th>follow_request_sent</th>\n",
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       "      <th>verified</th>\n",
       "      <th>notifications</th>\n",
       "      <th>description</th>\n",
       "      <th>contributors_enabled</th>\n",
       "      <th>following</th>\n",
       "      <th>updated</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>80479674</td>\n",
       "      <td>YI YUAN</td>\n",
       "      <td>yi_twitts</td>\n",
       "      <td>29</td>\n",
       "      <td>19</td>\n",
       "      <td>255</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Wed Oct 07 03:19:21 +0000 2009</td>\n",
       "      <td>http://www.jycondo.com</td>\n",
       "      <td>...</td>\n",
       "      <td>-18000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>real estate sales</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013-06-12 18:38:35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>82487179</td>\n",
       "      <td>Marcos Perez C</td>\n",
       "      <td>marcos_peca</td>\n",
       "      <td>1408</td>\n",
       "      <td>208</td>\n",
       "      <td>866</td>\n",
       "      <td>138</td>\n",
       "      <td>0</td>\n",
       "      <td>Wed Oct 14 23:40:17 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>-21600.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013-06-12 18:38:35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>105830531</td>\n",
       "      <td>curti lorenzo</td>\n",
       "      <td>curtilorenzo</td>\n",
       "      <td>39</td>\n",
       "      <td>59</td>\n",
       "      <td>962</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>Sun Jan 17 16:46:52 +0000 2010</td>\n",
       "      <td>http://www.valcavargna.com/</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>le corna del capro scappato dal gregge s'infil...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013-06-12 18:38:35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>114488344</td>\n",
       "      <td>ruben dario toscano</td>\n",
       "      <td>gatito2710</td>\n",
       "      <td>59</td>\n",
       "      <td>7</td>\n",
       "      <td>49</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>Mon Feb 15 15:49:58 +0000 2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>-18000.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013-06-12 18:38:35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>123222267</td>\n",
       "      <td>Malek Khalaf</td>\n",
       "      <td>MalekKhalaf</td>\n",
       "      <td>987</td>\n",
       "      <td>60</td>\n",
       "      <td>521</td>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "      <td>Mon Mar 15 11:38:55 +0000 2010</td>\n",
       "      <td>http://www.facebook.com/Malek.AlBalawi</td>\n",
       "      <td>...</td>\n",
       "      <td>10800.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MA student at JU, Interested in Juventus,Italy...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013-06-11 17:39:44</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          id                  name   screen_name  statuses_count  \\\n",
       "0   80479674               YI YUAN     yi_twitts              29   \n",
       "1   82487179        Marcos Perez C   marcos_peca            1408   \n",
       "2  105830531         curti lorenzo  curtilorenzo              39   \n",
       "3  114488344  ruben dario toscano     gatito2710              59   \n",
       "4  123222267          Malek Khalaf   MalekKhalaf             987   \n",
       "\n",
       "   followers_count  friends_count  favourites_count  listed_count  \\\n",
       "0               19            255                 1             0   \n",
       "1              208            866               138             0   \n",
       "2               59            962                 8             0   \n",
       "3                7             49                 4             0   \n",
       "4               60            521                61             1   \n",
       "\n",
       "                       created_at                                     url  \\\n",
       "0  Wed Oct 07 03:19:21 +0000 2009                  http://www.jycondo.com   \n",
       "1  Wed Oct 14 23:40:17 +0000 2009                                     NaN   \n",
       "2  Sun Jan 17 16:46:52 +0000 2010             http://www.valcavargna.com/   \n",
       "3  Mon Feb 15 15:49:58 +0000 2010                                     NaN   \n",
       "4  Mon Mar 15 11:38:55 +0000 2010  http://www.facebook.com/Malek.AlBalawi   \n",
       "\n",
       "          ...          utc_offset is_translator follow_request_sent  \\\n",
       "0         ...            -18000.0           NaN                 NaN   \n",
       "1         ...            -21600.0           NaN                 NaN   \n",
       "2         ...                 0.0           NaN                 NaN   \n",
       "3         ...            -18000.0           NaN                 NaN   \n",
       "4         ...             10800.0           NaN                 NaN   \n",
       "\n",
       "   protected  verified  notifications  \\\n",
       "0        NaN       NaN            NaN   \n",
       "1        NaN       NaN            NaN   \n",
       "2        NaN       NaN            NaN   \n",
       "3        NaN       NaN            NaN   \n",
       "4        NaN       NaN            NaN   \n",
       "\n",
       "                                         description contributors_enabled  \\\n",
       "0                                 real estate sales                   NaN   \n",
       "1                                                NaN                  NaN   \n",
       "2  le corna del capro scappato dal gregge s'infil...                  NaN   \n",
       "3                                                NaN                  NaN   \n",
       "4  MA student at JU, Interested in Juventus,Italy...                  NaN   \n",
       "\n",
       "   following              updated  \n",
       "0        NaN  2013-06-12 18:38:35  \n",
       "1        NaN  2013-06-12 18:38:35  \n",
       "2        NaN  2013-06-12 18:38:35  \n",
       "3        NaN  2013-06-12 18:38:35  \n",
       "4        NaN  2013-06-11 17:39:44  \n",
       "\n",
       "[5 rows x 38 columns]"
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# second fake dataset to balance samples \n",
    "# This dataset is from Contact: http://mib.projects.iit.cnr.it/dataset.html  crn 2017 dataset\n",
    "# more data - https://botometer.iuni.iu.edu/bot-repository/datasets.html\n",
    "\n",
    "twt_fake_2017 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/fake_followers.csv/users.csv')\n",
    "\n",
    "twt_fake_2017.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [],
   "source": [
    "# matching with existing dataset\n",
    "\n",
    "#def createOutput(data):\n",
    "header = ['bot', 'created_at', 'default_profile', 'default_profile_image',\n",
    "       'description', 'favourites_count', 'followers_count', 'friends_count',\n",
    "       'has_extended_profile', 'id', 'id_str', 'lang', 'listed_count',\n",
    "       'location', 'name', 'screen_name', 'status', 'statuses_count', 'url',\n",
    "       'verified']\n",
    "fake_users_2017 = pd.DataFrame(columns=header)\n",
    "for key in header:\n",
    "    if key not in twt_fake_2017.columns:\n",
    "        fake_users_2017[key] = \"\"\n",
    "    else:\n",
    "        fake_users_2017[key] = twt_fake_2017[key]\n",
    "\n",
    "#df = pd.DataFrame(d, columns= header, index=np.arange(1))\n",
    "# df['bot'] = isbot\n",
    "#return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
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       "      <th>status</th>\n",
       "      <th>statuses_count</th>\n",
       "      <th>url</th>\n",
       "      <th>verified</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Oct 07 03:19:21 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>real estate sales</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>255</td>\n",
       "      <td></td>\n",
       "      <td>80479674</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>toronto</td>\n",
       "      <td>YI YUAN</td>\n",
       "      <td>yi_twitts</td>\n",
       "      <td></td>\n",
       "      <td>29</td>\n",
       "      <td>http://www.jycondo.com</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Oct 14 23:40:17 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>138</td>\n",
       "      <td>208</td>\n",
       "      <td>866</td>\n",
       "      <td></td>\n",
       "      <td>82487179</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Marcos Perez C</td>\n",
       "      <td>marcos_peca</td>\n",
       "      <td></td>\n",
       "      <td>1408</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Jan 17 16:46:52 +0000 2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>le corna del capro scappato dal gregge s'infil...</td>\n",
       "      <td>8</td>\n",
       "      <td>59</td>\n",
       "      <td>962</td>\n",
       "      <td></td>\n",
       "      <td>105830531</td>\n",
       "      <td></td>\n",
       "      <td>it</td>\n",
       "      <td>0</td>\n",
       "      <td>San Bartolomeo Val Cavargna CO</td>\n",
       "      <td>curti lorenzo</td>\n",
       "      <td>curtilorenzo</td>\n",
       "      <td></td>\n",
       "      <td>39</td>\n",
       "      <td>http://www.valcavargna.com/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Feb 15 15:49:58 +0000 2010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>49</td>\n",
       "      <td></td>\n",
       "      <td>114488344</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>0</td>\n",
       "      <td>peru</td>\n",
       "      <td>ruben dario toscano</td>\n",
       "      <td>gatito2710</td>\n",
       "      <td></td>\n",
       "      <td>59</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Mar 15 11:38:55 +0000 2010</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MA student at JU, Interested in Juventus,Italy...</td>\n",
       "      <td>61</td>\n",
       "      <td>60</td>\n",
       "      <td>521</td>\n",
       "      <td></td>\n",
       "      <td>123222267</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>31.975193,35.920294</td>\n",
       "      <td>Malek Khalaf</td>\n",
       "      <td>MalekKhalaf</td>\n",
       "      <td></td>\n",
       "      <td>987</td>\n",
       "      <td>http://www.facebook.com/Malek.AlBalawi</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun May 16 19:51:50 +0000 2010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Con Dios no necesito nada mas el es mi fortaleza</td>\n",
       "      <td>3</td>\n",
       "      <td>141</td>\n",
       "      <td>1075</td>\n",
       "      <td></td>\n",
       "      <td>144602443</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>0</td>\n",
       "      <td>Santo domingo</td>\n",
       "      <td>ruthyohannadelarosa</td>\n",
       "      <td>ruthyohanna</td>\n",
       "      <td></td>\n",
       "      <td>286</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Nov 07 15:13:37 +0000 2010</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>342</td>\n",
       "      <td></td>\n",
       "      <td>212958140</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>1</td>\n",
       "      <td>Argentina</td>\n",
       "      <td>Julieta Analia Perez</td>\n",
       "      <td>July_pz</td>\n",
       "      <td></td>\n",
       "      <td>45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Apr 06 15:35:32 +0000 2011</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>287</td>\n",
       "      <td></td>\n",
       "      <td>278082770</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>carlosjaviervega</td>\n",
       "      <td>bevega</td>\n",
       "      <td></td>\n",
       "      <td>72</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Sep 04 09:54:29 +0000 2011</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>122</td>\n",
       "      <td></td>\n",
       "      <td>367651000</td>\n",
       "      <td></td>\n",
       "      <td>it</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Giampaolo Taddei</td>\n",
       "      <td>giatadde</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Thu Sep 08 13:20:35 +0000 2011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "      <td>588</td>\n",
       "      <td></td>\n",
       "      <td>370098498</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>pirfectmoses</td>\n",
       "      <td>pirfectmoses</td>\n",
       "      <td></td>\n",
       "      <td>24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Jun 05 01:12:01 +0000 2012</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>228</td>\n",
       "      <td></td>\n",
       "      <td>599789901</td>\n",
       "      <td></td>\n",
       "      <td>ar</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ahmed Mohamed</td>\n",
       "      <td>212Amhemd</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Dec 07 13:57:04 +0000 2007</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7</td>\n",
       "      <td>171</td>\n",
       "      <td>1398</td>\n",
       "      <td></td>\n",
       "      <td>10935572</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>clareanderson</td>\n",
       "      <td>clarebear4</td>\n",
       "      <td></td>\n",
       "      <td>557</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Sep 03 20:42:11 +0000 2008</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>9</td>\n",
       "      <td>564</td>\n",
       "      <td></td>\n",
       "      <td>16119337</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>protektor</td>\n",
       "      <td>protektor</td>\n",
       "      <td></td>\n",
       "      <td>383</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Oct 15 03:31:07 +0000 2008</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>91</td>\n",
       "      <td>527</td>\n",
       "      <td></td>\n",
       "      <td>16753788</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>emsykes</td>\n",
       "      <td>emsykes</td>\n",
       "      <td></td>\n",
       "      <td>30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Nov 26 02:48:55 +0000 2008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>361</td>\n",
       "      <td></td>\n",
       "      <td>17640121</td>\n",
       "      <td></td>\n",
       "      <td>es</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>litium54</td>\n",
       "      <td>litium54</td>\n",
       "      <td></td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Nov 26 18:59:35 +0000 2008</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Principal/Investor - Hillenbrand Capital Partn...</td>\n",
       "      <td>92</td>\n",
       "      <td>583</td>\n",
       "      <td>836</td>\n",
       "      <td></td>\n",
       "      <td>17656600</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>9</td>\n",
       "      <td>Manhattan Beach, CA</td>\n",
       "      <td>Dick Hillenbrand</td>\n",
       "      <td>rdhoosier</td>\n",
       "      <td></td>\n",
       "      <td>307</td>\n",
       "      <td>http://www.heroesandvillains-ent.com</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Jan 20 10:53:18 +0000 2009</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Live life to the full never regret the past bu...</td>\n",
       "      <td>1</td>\n",
       "      <td>13</td>\n",
       "      <td>466</td>\n",
       "      <td></td>\n",
       "      <td>19230427</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Ewell</td>\n",
       "      <td>ruth woolnough</td>\n",
       "      <td>ruwo</td>\n",
       "      <td></td>\n",
       "      <td>96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Feb 03 03:26:53 +0000 2009</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13</td>\n",
       "      <td>63</td>\n",
       "      <td>901</td>\n",
       "      <td></td>\n",
       "      <td>19951698</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>larry</td>\n",
       "      <td>gopher2000</td>\n",
       "      <td></td>\n",
       "      <td>215</td>\n",
       "      <td>http://t.co/5tJyTXnnvU</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Thu Feb 12 22:24:36 +0000 2009</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>599</td>\n",
       "      <td></td>\n",
       "      <td>20726266</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BibianaOrdensVieira</td>\n",
       "      <td>BibianaOrdensVi</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Thu Feb 12 23:32:13 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>1009</td>\n",
       "      <td></td>\n",
       "      <td>20731719</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Chris Smith</td>\n",
       "      <td>chrissmithy76</td>\n",
       "      <td></td>\n",
       "      <td>441</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Feb 18 13:40:55 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>130</td>\n",
       "      <td>484</td>\n",
       "      <td></td>\n",
       "      <td>21196037</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>3</td>\n",
       "      <td>senawang, seremban ^^</td>\n",
       "      <td>lisa ariff</td>\n",
       "      <td>lisa_ariff</td>\n",
       "      <td></td>\n",
       "      <td>78</td>\n",
       "      <td>http://www.facebook.com</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Feb 20 02:26:24 +0000 2009</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>595</td>\n",
       "      <td></td>\n",
       "      <td>21365952</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>shaw</td>\n",
       "      <td>mugenvic</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Feb 20 04:51:31 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>236 years...Well, we had a good run.</td>\n",
       "      <td>7</td>\n",
       "      <td>271</td>\n",
       "      <td>1199</td>\n",
       "      <td></td>\n",
       "      <td>21375100</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>5</td>\n",
       "      <td>Indy</td>\n",
       "      <td>Sean Bolduc</td>\n",
       "      <td>seve_b</td>\n",
       "      <td></td>\n",
       "      <td>221</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Feb 23 23:25:12 +0000 2009</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>549</td>\n",
       "      <td></td>\n",
       "      <td>21706899</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Bob Dickson</td>\n",
       "      <td>BobD32</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Thu Feb 26 04:53:01 +0000 2009</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>1031</td>\n",
       "      <td></td>\n",
       "      <td>21972434</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Jerry Allen Moore</td>\n",
       "      <td>JaMMaNIII</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Mar 22 16:10:49 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spirited Artist, Passionate Life Empowerment C...</td>\n",
       "      <td>6</td>\n",
       "      <td>547</td>\n",
       "      <td>1286</td>\n",
       "      <td></td>\n",
       "      <td>25836383</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>9</td>\n",
       "      <td>Connecticut</td>\n",
       "      <td>Jeanne Prom</td>\n",
       "      <td>jeanneprom</td>\n",
       "      <td></td>\n",
       "      <td>647</td>\n",
       "      <td>http://t.co/5XqgCKvi</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Thu Mar 26 15:50:25 +0000 2009</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Artist,Songwriter,Producer buryourself@gmail.c...</td>\n",
       "      <td>2</td>\n",
       "      <td>492</td>\n",
       "      <td>2004</td>\n",
       "      <td></td>\n",
       "      <td>26778002</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>FL</td>\n",
       "      <td>M</td>\n",
       "      <td>buryourself</td>\n",
       "      <td></td>\n",
       "      <td>1513</td>\n",
       "      <td>http://www.ReverbNation.com/Minotti</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Mar 30 15:44:58 +0000 2009</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>28</td>\n",
       "      <td>577</td>\n",
       "      <td></td>\n",
       "      <td>27662686</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>erica hartenstein</td>\n",
       "      <td>gooseboo</td>\n",
       "      <td></td>\n",
       "      <td>54</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Apr 01 23:12:44 +0000 2009</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>475</td>\n",
       "      <td></td>\n",
       "      <td>28222509</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Corby Clark</td>\n",
       "      <td>Corbdizzle</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Thu Apr 02 02:49:56 +0000 2009</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>559</td>\n",
       "      <td></td>\n",
       "      <td>28265406</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Jerri Lynn Rudesil</td>\n",
       "      <td>Jrude1</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3321</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Apr 26 03:01:40 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td></td>\n",
       "      <td>1380948325</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Bogor</td>\n",
       "      <td>Dolores Mckenzie</td>\n",
       "      <td>DoloresMckenz13</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3322</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Apr 26 04:29:24 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Where Torque and Horsepowr Meet, we are a perf...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td></td>\n",
       "      <td>1381040010</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>ÜT: 48.483436,-123.385259</td>\n",
       "      <td>Louann Carroll</td>\n",
       "      <td>LouannCarroll3</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3323</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Apr 26 04:36:10 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Enjoy Sharing with each other your Tips, Jobs,...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td></td>\n",
       "      <td>1381069658</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Anneliese Franklin</td>\n",
       "      <td>AnnelieseFrankl</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3324</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Apr 26 06:01:54 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td></td>\n",
       "      <td>1381167558</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ming Meyers</td>\n",
       "      <td>MingMeyers</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3325</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Apr 26 06:55:21 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td></td>\n",
       "      <td>1381246512</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Republica Dominicana</td>\n",
       "      <td>Estrella Valenzuela</td>\n",
       "      <td>EstrellaValenz6</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3326</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Apr 26 08:15:07 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spreading the power of music through guitars i...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td></td>\n",
       "      <td>1381363692</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Florida</td>\n",
       "      <td>Jewel Bailey</td>\n",
       "      <td>JewelBailey14</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3327</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Apr 26 09:19:40 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>cul n sexy buh hot temprd teamfolloback ifollo...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td></td>\n",
       "      <td>1381459980</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>nigeria</td>\n",
       "      <td>Kaley Romero</td>\n",
       "      <td>KaleyRomero1</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3328</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Apr 26 09:40:43 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hit That Follow Button &amp; Find Out ! TeamFollow...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>19</td>\n",
       "      <td></td>\n",
       "      <td>1381512248</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>CandyLand :P</td>\n",
       "      <td>Maynard Anderson</td>\n",
       "      <td>MaynardAnderso2</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3329</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Apr 26 10:48:31 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td></td>\n",
       "      <td>1381607736</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>São Paulo - SP</td>\n",
       "      <td>Adelaide Dejesus</td>\n",
       "      <td>AdelaideDejesu2</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3330</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Apr 26 11:55:55 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The officia twitter of the unofficial blog....</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td></td>\n",
       "      <td>1381744988</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Everywhere U want to be</td>\n",
       "      <td>Zina Cote</td>\n",
       "      <td>ZinaCote</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3331</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Apr 26 13:20:56 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I love he cmpetition...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td></td>\n",
       "      <td>1381913143</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>East Coast, USA</td>\n",
       "      <td>Ira Rasmussen</td>\n",
       "      <td>IraRasmussen</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3332</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Apr 26 17:12:08 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td></td>\n",
       "      <td>1382419244</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>In my own world</td>\n",
       "      <td>Eulah Burton</td>\n",
       "      <td>EulahBurton1</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3333</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sat Apr 27 06:36:03 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pedro Lanza eu te amo mais que tudo nessemundo!♥</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td></td>\n",
       "      <td>1383712140</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Chiquita Rosario</td>\n",
       "      <td>ChiquitaRosari2</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3334</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sat Apr 27 18:53:21 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td></td>\n",
       "      <td>1385228084</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>washington, pa</td>\n",
       "      <td>Hyo Zimmerman</td>\n",
       "      <td>HyoZimmerman</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3335</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sat Apr 27 19:30:24 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gt a lot of love for three boys named Dan Ferr...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td></td>\n",
       "      <td>1385297372</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yolanda Hooper</td>\n",
       "      <td>YolandaHooper7</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3336</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Apr 28 05:21:14 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td></td>\n",
       "      <td>1386172154</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Leesa Hood</td>\n",
       "      <td>LeesaHood</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3337</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Apr 28 09:20:00 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TeamBrownskin TeamGemini TeamBOOGIE TeamFollow...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td></td>\n",
       "      <td>1386519432</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>HOUSTATLANTAVEGAS</td>\n",
       "      <td>Lorina Macias</td>\n",
       "      <td>LorinaMacias</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3338</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Apr 28 09:26:04 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td></td>\n",
       "      <td>1386549638</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Jacquelyn Dunlap</td>\n",
       "      <td>JacquelynDunl16</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3339</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Apr 28 10:22:11 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td></td>\n",
       "      <td>1386619668</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Darryl Hansen</td>\n",
       "      <td>DarrylHansen3</td>\n",
       "      <td></td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3340</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Apr 28 17:01:13 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Great Clients, Great Websites. Web design, dev...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td></td>\n",
       "      <td>1387393236</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Victoria, BC Canada</td>\n",
       "      <td>Lillie Leonard</td>\n",
       "      <td>LillieLeonard12</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3341</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Apr 28 16:57:51 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The Oficial witter Page of FollowBackTour *  T...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td></td>\n",
       "      <td>1387417639</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Around The World</td>\n",
       "      <td>Kenyetta Sutton</td>\n",
       "      <td>KenyettaSutton</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3342</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Apr 28 19:16:27 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td></td>\n",
       "      <td>1387702238</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Theodore Harmon</td>\n",
       "      <td>TheodoreHarmon2</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3343</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Apr 28 22:04:02 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>| TeamDarkSkinn , 5'9 , Tha Name iss BiiG RICH...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td></td>\n",
       "      <td>1388028872</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Las Vages, Navada</td>\n",
       "      <td>Delmer Morris</td>\n",
       "      <td>DelmerMorris1</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3344</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Apr 29 06:39:34 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Heling people find a healthier body onelb at a...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td></td>\n",
       "      <td>1388819528</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>London, UK</td>\n",
       "      <td>Pearle Atkins</td>\n",
       "      <td>PearleAtkins1</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3345</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Apr 30 07:11:17 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td></td>\n",
       "      <td>1391378610</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Cleveland,Ohio</td>\n",
       "      <td>Delila Merritt</td>\n",
       "      <td>DelilaMerritt1</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3346</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Apr 30 08:23:57 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I have been in business onlin and offline for ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td></td>\n",
       "      <td>1391497074</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Murphy, NC</td>\n",
       "      <td>Verda Marks</td>\n",
       "      <td>VerdaMarks1</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3347</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Apr 30 08:34:49 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td></td>\n",
       "      <td>1391544607</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Danial Campbell</td>\n",
       "      <td>DanialCampbell2</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3348</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Apr 30 09:21:12 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td></td>\n",
       "      <td>1391622127</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Rome,Italy</td>\n",
       "      <td>Maudie Meyer</td>\n",
       "      <td>MaudieMeyer1</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3349</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Apr 30 11:25:11 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td></td>\n",
       "      <td>1391832212</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Harriett Harvey</td>\n",
       "      <td>HarriettHarvey9</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3350</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Apr 30 12:47:51 +0000 2013</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hello!im a BELIEBER! IM A HUGE FAN OF JUSTIN B...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td></td>\n",
       "      <td>1391998039</td>\n",
       "      <td></td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Gillian Wheeler</td>\n",
       "      <td>GillianWheeler3</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3351 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      bot                      created_at  default_profile  \\\n",
       "0     NaN  Wed Oct 07 03:19:21 +0000 2009              NaN   \n",
       "1     NaN  Wed Oct 14 23:40:17 +0000 2009              NaN   \n",
       "2     NaN  Sun Jan 17 16:46:52 +0000 2010              NaN   \n",
       "3     NaN  Mon Feb 15 15:49:58 +0000 2010              1.0   \n",
       "4     NaN  Mon Mar 15 11:38:55 +0000 2010              NaN   \n",
       "5     NaN  Sun May 16 19:51:50 +0000 2010              1.0   \n",
       "6     NaN  Sun Nov 07 15:13:37 +0000 2010              1.0   \n",
       "7     NaN  Wed Apr 06 15:35:32 +0000 2011              1.0   \n",
       "8     NaN  Sun Sep 04 09:54:29 +0000 2011              1.0   \n",
       "9     NaN  Thu Sep 08 13:20:35 +0000 2011              NaN   \n",
       "10    NaN  Tue Jun 05 01:12:01 +0000 2012              1.0   \n",
       "11    NaN  Fri Dec 07 13:57:04 +0000 2007              NaN   \n",
       "12    NaN  Wed Sep 03 20:42:11 +0000 2008              1.0   \n",
       "13    NaN  Wed Oct 15 03:31:07 +0000 2008              1.0   \n",
       "14    NaN  Wed Nov 26 02:48:55 +0000 2008              NaN   \n",
       "15    NaN  Wed Nov 26 18:59:35 +0000 2008              NaN   \n",
       "16    NaN  Tue Jan 20 10:53:18 +0000 2009              1.0   \n",
       "17    NaN  Tue Feb 03 03:26:53 +0000 2009              1.0   \n",
       "18    NaN  Thu Feb 12 22:24:36 +0000 2009              1.0   \n",
       "19    NaN  Thu Feb 12 23:32:13 +0000 2009              NaN   \n",
       "20    NaN  Wed Feb 18 13:40:55 +0000 2009              NaN   \n",
       "21    NaN  Fri Feb 20 02:26:24 +0000 2009              1.0   \n",
       "22    NaN  Fri Feb 20 04:51:31 +0000 2009              NaN   \n",
       "23    NaN  Mon Feb 23 23:25:12 +0000 2009              1.0   \n",
       "24    NaN  Thu Feb 26 04:53:01 +0000 2009              1.0   \n",
       "25    NaN  Sun Mar 22 16:10:49 +0000 2009              NaN   \n",
       "26    NaN  Thu Mar 26 15:50:25 +0000 2009              NaN   \n",
       "27    NaN  Mon Mar 30 15:44:58 +0000 2009              1.0   \n",
       "28    NaN  Wed Apr 01 23:12:44 +0000 2009              1.0   \n",
       "29    NaN  Thu Apr 02 02:49:56 +0000 2009              1.0   \n",
       "...   ...                             ...              ...   \n",
       "3321  NaN  Fri Apr 26 03:01:40 +0000 2013              1.0   \n",
       "3322  NaN  Fri Apr 26 04:29:24 +0000 2013              1.0   \n",
       "3323  NaN  Fri Apr 26 04:36:10 +0000 2013              1.0   \n",
       "3324  NaN  Fri Apr 26 06:01:54 +0000 2013              1.0   \n",
       "3325  NaN  Fri Apr 26 06:55:21 +0000 2013              1.0   \n",
       "3326  NaN  Fri Apr 26 08:15:07 +0000 2013              1.0   \n",
       "3327  NaN  Fri Apr 26 09:19:40 +0000 2013              1.0   \n",
       "3328  NaN  Fri Apr 26 09:40:43 +0000 2013              1.0   \n",
       "3329  NaN  Fri Apr 26 10:48:31 +0000 2013              1.0   \n",
       "3330  NaN  Fri Apr 26 11:55:55 +0000 2013              1.0   \n",
       "3331  NaN  Fri Apr 26 13:20:56 +0000 2013              1.0   \n",
       "3332  NaN  Fri Apr 26 17:12:08 +0000 2013              1.0   \n",
       "3333  NaN  Sat Apr 27 06:36:03 +0000 2013              1.0   \n",
       "3334  NaN  Sat Apr 27 18:53:21 +0000 2013              1.0   \n",
       "3335  NaN  Sat Apr 27 19:30:24 +0000 2013              1.0   \n",
       "3336  NaN  Sun Apr 28 05:21:14 +0000 2013              1.0   \n",
       "3337  NaN  Sun Apr 28 09:20:00 +0000 2013              1.0   \n",
       "3338  NaN  Sun Apr 28 09:26:04 +0000 2013              1.0   \n",
       "3339  NaN  Sun Apr 28 10:22:11 +0000 2013              1.0   \n",
       "3340  NaN  Sun Apr 28 17:01:13 +0000 2013              1.0   \n",
       "3341  NaN  Sun Apr 28 16:57:51 +0000 2013              1.0   \n",
       "3342  NaN  Sun Apr 28 19:16:27 +0000 2013              1.0   \n",
       "3343  NaN  Sun Apr 28 22:04:02 +0000 2013              1.0   \n",
       "3344  NaN  Mon Apr 29 06:39:34 +0000 2013              1.0   \n",
       "3345  NaN  Tue Apr 30 07:11:17 +0000 2013              1.0   \n",
       "3346  NaN  Tue Apr 30 08:23:57 +0000 2013              1.0   \n",
       "3347  NaN  Tue Apr 30 08:34:49 +0000 2013              1.0   \n",
       "3348  NaN  Tue Apr 30 09:21:12 +0000 2013              1.0   \n",
       "3349  NaN  Tue Apr 30 11:25:11 +0000 2013              1.0   \n",
       "3350  NaN  Tue Apr 30 12:47:51 +0000 2013              1.0   \n",
       "\n",
       "      default_profile_image  \\\n",
       "0                       NaN   \n",
       "1                       NaN   \n",
       "2                       NaN   \n",
       "3                       NaN   \n",
       "4                       NaN   \n",
       "5                       NaN   \n",
       "6                       NaN   \n",
       "7                       NaN   \n",
       "8                       NaN   \n",
       "9                       NaN   \n",
       "10                      NaN   \n",
       "11                      NaN   \n",
       "12                      NaN   \n",
       "13                      NaN   \n",
       "14                      NaN   \n",
       "15                      NaN   \n",
       "16                      NaN   \n",
       "17                      NaN   \n",
       "18                      NaN   \n",
       "19                      NaN   \n",
       "20                      NaN   \n",
       "21                      NaN   \n",
       "22                      NaN   \n",
       "23                      NaN   \n",
       "24                      NaN   \n",
       "25                      NaN   \n",
       "26                      NaN   \n",
       "27                      NaN   \n",
       "28                      NaN   \n",
       "29                      NaN   \n",
       "...                     ...   \n",
       "3321                    NaN   \n",
       "3322                    NaN   \n",
       "3323                    NaN   \n",
       "3324                    NaN   \n",
       "3325                    NaN   \n",
       "3326                    NaN   \n",
       "3327                    NaN   \n",
       "3328                    NaN   \n",
       "3329                    NaN   \n",
       "3330                    NaN   \n",
       "3331                    NaN   \n",
       "3332                    NaN   \n",
       "3333                    NaN   \n",
       "3334                    NaN   \n",
       "3335                    NaN   \n",
       "3336                    NaN   \n",
       "3337                    NaN   \n",
       "3338                    NaN   \n",
       "3339                    NaN   \n",
       "3340                    NaN   \n",
       "3341                    NaN   \n",
       "3342                    NaN   \n",
       "3343                    NaN   \n",
       "3344                    NaN   \n",
       "3345                    NaN   \n",
       "3346                    NaN   \n",
       "3347                    NaN   \n",
       "3348                    NaN   \n",
       "3349                    NaN   \n",
       "3350                    NaN   \n",
       "\n",
       "                                            description  favourites_count  \\\n",
       "0                                    real estate sales                  1   \n",
       "1                                                   NaN               138   \n",
       "2     le corna del capro scappato dal gregge s'infil...                 8   \n",
       "3                                                   NaN                 4   \n",
       "4     MA student at JU, Interested in Juventus,Italy...                61   \n",
       "5      Con Dios no necesito nada mas el es mi fortaleza                 3   \n",
       "6                                                   NaN                 0   \n",
       "7                                                   NaN                 0   \n",
       "8                                                   NaN                 0   \n",
       "9                                                   NaN                16   \n",
       "10                                                  NaN                 0   \n",
       "11                                                  NaN                 7   \n",
       "12                                                  NaN                10   \n",
       "13                                                  NaN                 0   \n",
       "14                                                  NaN                 0   \n",
       "15    Principal/Investor - Hillenbrand Capital Partn...                92   \n",
       "16    Live life to the full never regret the past bu...                 1   \n",
       "17                                                  NaN                13   \n",
       "18                                                  NaN                 0   \n",
       "19                                                  NaN                 0   \n",
       "20                                                  NaN                 0   \n",
       "21                                                  NaN                 0   \n",
       "22                 236 years...Well, we had a good run.                 7   \n",
       "23                                                  NaN                 0   \n",
       "24                                                  NaN                 0   \n",
       "25    Spirited Artist, Passionate Life Empowerment C...                 6   \n",
       "26    Artist,Songwriter,Producer buryourself@gmail.c...                 2   \n",
       "27                                                  NaN                 3   \n",
       "28                                                  NaN                 0   \n",
       "29                                                  NaN                 0   \n",
       "...                                                 ...               ...   \n",
       "3321                                                NaN                 0   \n",
       "3322  Where Torque and Horsepowr Meet, we are a perf...                 0   \n",
       "3323  Enjoy Sharing with each other your Tips, Jobs,...                 0   \n",
       "3324                                                NaN                 0   \n",
       "3325                                                NaN                 0   \n",
       "3326  Spreading the power of music through guitars i...                 0   \n",
       "3327  cul n sexy buh hot temprd teamfolloback ifollo...                 0   \n",
       "3328  Hit That Follow Button & Find Out ! TeamFollow...                 0   \n",
       "3329                                                NaN                 0   \n",
       "3330     The officia twitter of the unofficial blog....                 0   \n",
       "3331                            I love he cmpetition...                 0   \n",
       "3332                                                NaN                 0   \n",
       "3333   Pedro Lanza eu te amo mais que tudo nessemundo!♥                 0   \n",
       "3334                                                NaN                 0   \n",
       "3335  Gt a lot of love for three boys named Dan Ferr...                 0   \n",
       "3336                                                NaN                 0   \n",
       "3337  TeamBrownskin TeamGemini TeamBOOGIE TeamFollow...                 0   \n",
       "3338                                                NaN                 0   \n",
       "3339                                                NaN                 0   \n",
       "3340  Great Clients, Great Websites. Web design, dev...                 0   \n",
       "3341  The Oficial witter Page of FollowBackTour *  T...                 0   \n",
       "3342                                                NaN                 0   \n",
       "3343  | TeamDarkSkinn , 5'9 , Tha Name iss BiiG RICH...                 0   \n",
       "3344  Heling people find a healthier body onelb at a...                 0   \n",
       "3345                                                NaN                 0   \n",
       "3346  I have been in business onlin and offline for ...                 0   \n",
       "3347                                                NaN                 0   \n",
       "3348                                                NaN                 0   \n",
       "3349                                                NaN                 0   \n",
       "3350  Hello!im a BELIEBER! IM A HUGE FAN OF JUSTIN B...                 0   \n",
       "\n",
       "      followers_count  friends_count has_extended_profile          id id_str  \\\n",
       "0                  19            255                         80479674          \n",
       "1                 208            866                         82487179          \n",
       "2                  59            962                        105830531          \n",
       "3                   7             49                        114488344          \n",
       "4                  60            521                        123222267          \n",
       "5                 141           1075                        144602443          \n",
       "6                  16            342                        212958140          \n",
       "7                  14            287                        278082770          \n",
       "8                   0            122                        367651000          \n",
       "9                   4            588                        370098498          \n",
       "10                  4            228                        599789901          \n",
       "11                171           1398                         10935572          \n",
       "12                  9            564                         16119337          \n",
       "13                 91            527                         16753788          \n",
       "14                 17            361                         17640121          \n",
       "15                583            836                         17656600          \n",
       "16                 13            466                         19230427          \n",
       "17                 63            901                         19951698          \n",
       "18                  6            599                         20726266          \n",
       "19                 18           1009                         20731719          \n",
       "20                130            484                         21196037          \n",
       "21                  9            595                         21365952          \n",
       "22                271           1199                         21375100          \n",
       "23                  5            549                         21706899          \n",
       "24                 19           1031                         21972434          \n",
       "25                547           1286                         25836383          \n",
       "26                492           2004                         26778002          \n",
       "27                 28            577                         27662686          \n",
       "28                  3            475                         28222509          \n",
       "29                 10            559                         28265406          \n",
       "...               ...            ...                  ...         ...    ...   \n",
       "3321                0             17                       1380948325          \n",
       "3322                1             21                       1381040010          \n",
       "3323                0             20                       1381069658          \n",
       "3324                1              8                       1381167558          \n",
       "3325                0             15                       1381246512          \n",
       "3326                0             17                       1381363692          \n",
       "3327                0             16                       1381459980          \n",
       "3328                2             19                       1381512248          \n",
       "3329                2             15                       1381607736          \n",
       "3330                1             17                       1381744988          \n",
       "3331                2             20                       1381913143          \n",
       "3332                0             15                       1382419244          \n",
       "3333                1             20                       1383712140          \n",
       "3334                1             14                       1385228084          \n",
       "3335                0             18                       1385297372          \n",
       "3336                2             15                       1386172154          \n",
       "3337                2             15                       1386519432          \n",
       "3338                1             18                       1386549638          \n",
       "3339                1             22                       1386619668          \n",
       "3340                0             18                       1387393236          \n",
       "3341                0             22                       1387417639          \n",
       "3342                0             24                       1387702238          \n",
       "3343                1             12                       1388028872          \n",
       "3344                1             21                       1388819528          \n",
       "3345                1             19                       1391378610          \n",
       "3346                0             17                       1391497074          \n",
       "3347                1             17                       1391544607          \n",
       "3348                0             15                       1391622127          \n",
       "3349                0             16                       1391832212          \n",
       "3350                0             17                       1391998039          \n",
       "\n",
       "     lang  listed_count                        location                  name  \\\n",
       "0      en             0                         toronto               YI YUAN   \n",
       "1      es             0                             NaN        Marcos Perez C   \n",
       "2      it             0  San Bartolomeo Val Cavargna CO         curti lorenzo   \n",
       "3      es             0                            peru  ruben dario toscano    \n",
       "4      en             1             31.975193,35.920294          Malek Khalaf   \n",
       "5      es             0                   Santo domingo   ruthyohannadelarosa   \n",
       "6      es             1                       Argentina  Julieta Analia Perez   \n",
       "7      es             0                             NaN      carlosjaviervega   \n",
       "8      it             0                             NaN      Giampaolo Taddei   \n",
       "9      en             0                             NaN          pirfectmoses   \n",
       "10     ar             0                             NaN         Ahmed Mohamed   \n",
       "11     en             1                             NaN         clareanderson   \n",
       "12     en             0                             NaN             protektor   \n",
       "13     en             0                             NaN               emsykes   \n",
       "14     es             0                             NaN              litium54   \n",
       "15     en             9             Manhattan Beach, CA      Dick Hillenbrand   \n",
       "16     en             0                           Ewell        ruth woolnough   \n",
       "17     en             0                             NaN                 larry   \n",
       "18     en             0                             NaN   BibianaOrdensVieira   \n",
       "19     en             0                             NaN           Chris Smith   \n",
       "20     en             3           senawang, seremban ^^            lisa ariff   \n",
       "21     en             0                             NaN                  shaw   \n",
       "22     en             5                            Indy           Sean Bolduc   \n",
       "23     en             0                             NaN           Bob Dickson   \n",
       "24     en             0                             NaN     Jerry Allen Moore   \n",
       "25     en             9                     Connecticut           Jeanne Prom   \n",
       "26     en             0                              FL                     M   \n",
       "27     en             0                             NaN    erica hartenstein    \n",
       "28     en             0                             NaN           Corby Clark   \n",
       "29     en             0                             NaN    Jerri Lynn Rudesil   \n",
       "...   ...           ...                             ...                   ...   \n",
       "3321   en             0                           Bogor      Dolores Mckenzie   \n",
       "3322   en             0       ÜT: 48.483436,-123.385259        Louann Carroll   \n",
       "3323   en             0                             NaN    Anneliese Franklin   \n",
       "3324   en             0                             NaN           Ming Meyers   \n",
       "3325   en             0            Republica Dominicana   Estrella Valenzuela   \n",
       "3326   en             0                         Florida          Jewel Bailey   \n",
       "3327   en             0                         nigeria          Kaley Romero   \n",
       "3328   en             0                    CandyLand :P      Maynard Anderson   \n",
       "3329   en             0                  São Paulo - SP      Adelaide Dejesus   \n",
       "3330   en             0         Everywhere U want to be             Zina Cote   \n",
       "3331   en             0                 East Coast, USA         Ira Rasmussen   \n",
       "3332   en             0                 In my own world          Eulah Burton   \n",
       "3333   en             0                             NaN      Chiquita Rosario   \n",
       "3334   en             0                  washington, pa         Hyo Zimmerman   \n",
       "3335   en             0                             NaN        Yolanda Hooper   \n",
       "3336   en             0                             NaN            Leesa Hood   \n",
       "3337   en             0               HOUSTATLANTAVEGAS         Lorina Macias   \n",
       "3338   en             0                             NaN      Jacquelyn Dunlap   \n",
       "3339   en             0                             NaN         Darryl Hansen   \n",
       "3340   en             0             Victoria, BC Canada        Lillie Leonard   \n",
       "3341   en             0                Around The World       Kenyetta Sutton   \n",
       "3342   en             0                             NaN       Theodore Harmon   \n",
       "3343   en             0               Las Vages, Navada         Delmer Morris   \n",
       "3344   en             0                      London, UK         Pearle Atkins   \n",
       "3345   en             0                  Cleveland,Ohio        Delila Merritt   \n",
       "3346   en             0                      Murphy, NC           Verda Marks   \n",
       "3347   en             0                             NaN       Danial Campbell   \n",
       "3348   en             0                      Rome,Italy          Maudie Meyer   \n",
       "3349   en             0                             NaN       Harriett Harvey   \n",
       "3350   en             0                             NaN       Gillian Wheeler   \n",
       "\n",
       "          screen_name status  statuses_count  \\\n",
       "0           yi_twitts                     29   \n",
       "1         marcos_peca                   1408   \n",
       "2        curtilorenzo                     39   \n",
       "3          gatito2710                     59   \n",
       "4         MalekKhalaf                    987   \n",
       "5         ruthyohanna                    286   \n",
       "6             July_pz                     45   \n",
       "7              bevega                     72   \n",
       "8            giatadde                      1   \n",
       "9        pirfectmoses                     24   \n",
       "10          212Amhemd                      0   \n",
       "11         clarebear4                    557   \n",
       "12          protektor                    383   \n",
       "13            emsykes                     30   \n",
       "14           litium54                     20   \n",
       "15          rdhoosier                    307   \n",
       "16               ruwo                     96   \n",
       "17         gopher2000                    215   \n",
       "18    BibianaOrdensVi                      0   \n",
       "19      chrissmithy76                    441   \n",
       "20         lisa_ariff                     78   \n",
       "21           mugenvic                      0   \n",
       "22             seve_b                    221   \n",
       "23             BobD32                      1   \n",
       "24          JaMMaNIII                      0   \n",
       "25         jeanneprom                    647   \n",
       "26        buryourself                   1513   \n",
       "27           gooseboo                     54   \n",
       "28         Corbdizzle                      0   \n",
       "29             Jrude1                      0   \n",
       "...               ...    ...             ...   \n",
       "3321  DoloresMckenz13                      0   \n",
       "3322   LouannCarroll3                      2   \n",
       "3323  AnnelieseFrankl                      0   \n",
       "3324       MingMeyers                      2   \n",
       "3325  EstrellaValenz6                      3   \n",
       "3326    JewelBailey14                      1   \n",
       "3327     KaleyRomero1                      3   \n",
       "3328  MaynardAnderso2                      1   \n",
       "3329  AdelaideDejesu2                      2   \n",
       "3330         ZinaCote                      1   \n",
       "3331     IraRasmussen                      1   \n",
       "3332     EulahBurton1                      2   \n",
       "3333  ChiquitaRosari2                      2   \n",
       "3334     HyoZimmerman                      2   \n",
       "3335   YolandaHooper7                      1   \n",
       "3336        LeesaHood                      1   \n",
       "3337     LorinaMacias                      2   \n",
       "3338  JacquelynDunl16                      2   \n",
       "3339    DarrylHansen3                      3   \n",
       "3340  LillieLeonard12                      2   \n",
       "3341   KenyettaSutton                      2   \n",
       "3342  TheodoreHarmon2                      2   \n",
       "3343    DelmerMorris1                      1   \n",
       "3344    PearleAtkins1                      1   \n",
       "3345   DelilaMerritt1                      2   \n",
       "3346      VerdaMarks1                      1   \n",
       "3347  DanialCampbell2                      0   \n",
       "3348     MaudieMeyer1                      2   \n",
       "3349  HarriettHarvey9                      2   \n",
       "3350  GillianWheeler3                      0   \n",
       "\n",
       "                                         url  verified  \n",
       "0                     http://www.jycondo.com       NaN  \n",
       "1                                        NaN       NaN  \n",
       "2                http://www.valcavargna.com/       NaN  \n",
       "3                                        NaN       NaN  \n",
       "4     http://www.facebook.com/Malek.AlBalawi       NaN  \n",
       "5                                        NaN       NaN  \n",
       "6                                        NaN       NaN  \n",
       "7                                        NaN       NaN  \n",
       "8                                        NaN       NaN  \n",
       "9                                        NaN       NaN  \n",
       "10                                       NaN       NaN  \n",
       "11                                       NaN       NaN  \n",
       "12                                       NaN       NaN  \n",
       "13                                       NaN       NaN  \n",
       "14                                       NaN       NaN  \n",
       "15      http://www.heroesandvillains-ent.com       NaN  \n",
       "16                                       NaN       NaN  \n",
       "17                    http://t.co/5tJyTXnnvU       NaN  \n",
       "18                                       NaN       NaN  \n",
       "19                                       NaN       NaN  \n",
       "20                   http://www.facebook.com       NaN  \n",
       "21                                       NaN       NaN  \n",
       "22                                       NaN       NaN  \n",
       "23                                       NaN       NaN  \n",
       "24                                       NaN       NaN  \n",
       "25                      http://t.co/5XqgCKvi       NaN  \n",
       "26       http://www.ReverbNation.com/Minotti       NaN  \n",
       "27                                       NaN       NaN  \n",
       "28                                       NaN       NaN  \n",
       "29                                       NaN       NaN  \n",
       "...                                      ...       ...  \n",
       "3321                                     NaN       NaN  \n",
       "3322                                     NaN       NaN  \n",
       "3323                                     NaN       NaN  \n",
       "3324                                     NaN       NaN  \n",
       "3325                                     NaN       NaN  \n",
       "3326                                     NaN       NaN  \n",
       "3327                                     NaN       NaN  \n",
       "3328                                     NaN       NaN  \n",
       "3329                                     NaN       NaN  \n",
       "3330                                     NaN       NaN  \n",
       "3331                                     NaN       NaN  \n",
       "3332                                     NaN       NaN  \n",
       "3333                                     NaN       NaN  \n",
       "3334                                     NaN       NaN  \n",
       "3335                                     NaN       NaN  \n",
       "3336                                     NaN       NaN  \n",
       "3337                                     NaN       NaN  \n",
       "3338                                     NaN       NaN  \n",
       "3339                                     NaN       NaN  \n",
       "3340                                     NaN       NaN  \n",
       "3341                                     NaN       NaN  \n",
       "3342                                     NaN       NaN  \n",
       "3343                                     NaN       NaN  \n",
       "3344                                     NaN       NaN  \n",
       "3345                                     NaN       NaN  \n",
       "3346                                     NaN       NaN  \n",
       "3347                                     NaN       NaN  \n",
       "3348                                     NaN       NaN  \n",
       "3349                                     NaN       NaN  \n",
       "3350                                     NaN       NaN  \n",
       "\n",
       "[3351 rows x 20 columns]"
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fake_users_2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [],
   "source": [
    "fake_users_2017.bot = 1\n",
    "\n",
    "fake_users_2017.default_profile = fake_users_2017.default_profile.fillna(0).astype(int)\n",
    "fake_users_2017.default_profile = fake_users_2017.default_profile\n",
    "\n",
    "fake_users_2017.default_profile_image = fake_users_2017.default_profile_image.fillna(0)\n",
    "fake_users_2017.default_profile_image = fake_users_2017.default_profile_image.astype(int)\n",
    "fake_users_2017.description = fake_users_2017.description.fillna('No description')\n",
    "fake_users_2017.location = fake_users_2017.location.fillna('No location')\n",
    "fake_users_2017.url = fake_users_2017.url.fillna('No url')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bot                         0\n",
       "created_at                  0\n",
       "default_profile             0\n",
       "default_profile_image       0\n",
       "description                 0\n",
       "favourites_count            0\n",
       "followers_count             0\n",
       "friends_count               0\n",
       "has_extended_profile        0\n",
       "id                          0\n",
       "id_str                      0\n",
       "lang                        0\n",
       "listed_count                0\n",
       "location                    0\n",
       "name                        0\n",
       "screen_name                 0\n",
       "status                      0\n",
       "statuses_count              0\n",
       "url                         0\n",
       "verified                 3351\n",
       "dtype: int64"
      ]
     },
     "execution_count": 180,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fake_users_2017.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [],
   "source": [
    "fake_users_2017.to_csv('fake_users_2.csv', encoding='utf-8', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tara Dublin #IVoted 🌊\n",
      "Kavin #IVoted\n",
      "#iVoted\n",
      "Tim “#IVoted - Have You Voted?” Bond\n",
      "Nadine van der Velde\n",
      "#IVoted\n",
      "Rafe 🇺🇸 #VOTE! Nov 6th\n",
      "Samira Tu'Ala #IVoted\n",
      "r🎃gue1 #IVoted\n",
      "MAGA! 1 DAY @ A TIME\n",
      "fl_brooke #gobolts #IVoted\n",
      "#IVoted! Shad Clark\n",
      "Rob Dexter\n",
      "Hispanic! At The Disco #ivoted\n",
      "I Voted Remain 🇪🇺 #StopBrexit #FBPE #PeoplesVote\n",
      "iVoted\n",
      "I Voted\n",
      "Sudie\n",
      "Nigel Huckle\n",
      "Hope Made Human\n"
     ]
    }
   ],
   "source": [
    "for user in users:\n",
    "    print(user.name)\n",
    "    \n",
    "    for tweet in tweepy.Cursor(api.search,q=\"#unitedAIRLINES\",count=100,\n",
    "                           lang=\"en\",\n",
    "                           since=\"2017-04-03\").items():\n",
    "    print (tweet.created_at, tweet.text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "real_users = []\n",
    "for user in tweepy.Cursor(api.get_user, screen_name=\"verified\").items():  #'friends are the accounts that @verified follows and are verified'\n",
    "    verified_screen_names.append(user.screen_name)\n",
    "    print('friend: ' + user.screen_name, user.verified)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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