Data_collection_script_2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Details of datasets (data collected) in this notebook\n",
    "All data in: ~User/Document/NewDS/bootcamp/U3Capstone/Data\n",
    "\n",
    "- users_ivoted.csv = meta-data collected via #IVoted, \n",
    "    - 7655\n",
    "\n",
    "- twt_fake = '/Users/pbiswas/Desktop/cresci-2015.csv/TWT.csv/users.csv')\n",
    "    - saved as ‘fake_users_.csv’ \n",
    "    - 845\n",
    "\n",
    "- twt_fake_2017 = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/fake_followers.csv/users.csv')\n",
    "    - saved as ‘fake_users_2.csv’. #3351\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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": 3,
   "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": 51,
   "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 this notebook**\n",
    "\n",
    "(Presumably non-bot) from twitter with #IVoted - 7654\n",
    "\n",
    "fake_users_.csv = from cresci-2015.csv/TWT.csv/users.csv\n",
    "fake_users_2 = from cresci-2017.csv/datasets_full.csv/fake_followers.csv/users.csv \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get actual tweets\n",
    "\n",
    "#DT_tweet = api.get_user('realDonaldTrump')._json\n",
    "#dt = api.search(tweet_mode=\"extended\", max_id=1, q = 'verified', count=10) \n",
    "\n",
    "#def print_tweet(tweet):\n",
    "#    print(tweet.user.id, tweet.user.id_str, tweet.user.screen_name, tweet.user.location, tweet.user.description, \n",
    "#                             tweet.user.url, tweet.user.followers_count, tweet.user.friends_count, tweet.user.listed_count,\n",
    "#                             tweet.user.created_at, tweet.user.favourites_count, tweet.user.verified,\n",
    "#                             tweet.user.statuses_count, tweet.user.lang, tweet.user.default_profile)\n",
    "#                             #tweet.user.default_profile_image, tweet.user.has_extended_profile, tweet.user.name))\n",
    "#\n",
    "#tweet=dt[3]\n",
    "#print_tweet(tweet)\n",
    "\n",
    "# checking if the screen_names are verified by twitter\n",
    "#for tweet in np.arange(10):\n",
    "#    print(dt[tweet].user.screen_name, dt[tweet].user.verified)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Run this in a separate notebook as this pauses the notebook when api user limit exceeds. \n",
    "\n",
    "#verified_screen_names = []\n",
    "#for user in tweepy.Cursor(api.friends, 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": 84,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "cannot concatenate object of type \"<class 'str'>\"; only pd.Series, pd.DataFrame, and pd.Panel (deprecated) objs are valid",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-84-4e42c784bd86>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0msearch_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mapi\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msearch_users\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msearch_text\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcount\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m30\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0msearch_result\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m     \u001b[0mivoted_users\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbot\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      8\u001b[0m     \u001b[0ml2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcreated_at\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m     \u001b[0;31m#print(len(search_result), 'names',i.name, 's_name:',i.screen_name, 'counts:',i.followers_count, i.friends_count, i.statuses_count)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/pandas/core/series.py\u001b[0m in \u001b[0;36mappend\u001b[0;34m(self, to_append, ignore_index, verify_integrity)\u001b[0m\n\u001b[1;32m   2154\u001b[0m             \u001b[0mto_concat\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mto_append\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2155\u001b[0m         return concat(to_concat, ignore_index=ignore_index,\n\u001b[0;32m-> 2156\u001b[0;31m                       verify_integrity=verify_integrity)\n\u001b[0m\u001b[1;32m   2157\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2158\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_binop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfill_value\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/pandas/core/reshape/concat.py\u001b[0m in \u001b[0;36mconcat\u001b[0;34m(objs, axis, join, join_axes, ignore_index, keys, levels, names, verify_integrity, sort, copy)\u001b[0m\n\u001b[1;32m    223\u001b[0m                        \u001b[0mkeys\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mkeys\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevels\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlevels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnames\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnames\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    224\u001b[0m                        \u001b[0mverify_integrity\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mverify_integrity\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 225\u001b[0;31m                        copy=copy, sort=sort)\n\u001b[0m\u001b[1;32m    226\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    227\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/pandas/core/reshape/concat.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, objs, axis, join, join_axes, keys, levels, names, ignore_index, verify_integrity, copy, sort)\u001b[0m\n\u001b[1;32m    284\u001b[0m                        \u001b[0;34m' only pd.Series, pd.DataFrame, and pd.Panel'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    285\u001b[0m                        ' (deprecated) objs are valid'.format(type(obj)))\n\u001b[0;32m--> 286\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    287\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    288\u001b[0m             \u001b[0;31m# consolidate\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: cannot concatenate object of type \"<class 'str'>\"; only pd.Series, pd.DataFrame, and pd.Panel (deprecated) objs are valid"
     ]
    }
   ],
   "source": [
    "search_text = \"#IVoted\"\n",
    "search_number = 2\n",
    "l1 = []\n",
    "l2 = []\n",
    "search_result = api.search_users(search_text, count=30)\n",
    "for i in search_result:\n",
    "    ivoted_users.bot.append(i.name),\n",
    "    l2.append(i.created_at)\n",
    "    #print(len(search_result), 'names',i.name, 's_name:',i.screen_name, 'counts:',i.followers_count, i.friends_count, i.statuses_count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [bot, created_at, default_profile, default_profile_image, description, favourites_count, followers_count, friends_count, has_extended_profile, id, id_str, lang, listed_count, location, name, screen_name, status, statuses_count, url, verified]\n",
       "Index: []"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ivoted_users = pd.DataFrame(columns=cols)\n",
    "ivoted_users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols = ['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",
    "ivoted_users = pd.DataFrame(columns=cols)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "bot = []\n",
    "created_at = []\n",
    "default_profile =[]\n",
    "default_profile_image = []\n",
    "description = []\n",
    "favourites_count = []\n",
    "followers_count= []\n",
    "friends_count= []\n",
    "has_extended_profile = []\n",
    "ids = []\n",
    "id_str = []\n",
    "lang = [] \n",
    "listed_count =[]\n",
    "location = []\n",
    "name = []\n",
    "screen_name = []\n",
    "status = []\n",
    "statuses_count = []\n",
    "url = []\n",
    "verified = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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    {
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     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-90-d8763891690f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      3\u001b[0m for tweet in tweepy.Cursor(api.search, q=\"IVoted\", \n\u001b[1;32m      4\u001b[0m                            \u001b[0;31m#since=\"2014-02-14\", #until=\"2014-02-15\",\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m                            lang=\"en\").items(10000):\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m     \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"gathering user...\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mcounter\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/tweepy/cursor.py\u001b[0m in \u001b[0;36m__next__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m     47\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     48\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__next__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 49\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     50\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     51\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mnext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/tweepy/cursor.py\u001b[0m in \u001b[0;36mnext\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    195\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcurrent_page\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpage_index\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcurrent_page\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    196\u001b[0m             \u001b[0;31m# Reached end of current page, get the next page...\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 197\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcurrent_page\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpage_iterator\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    198\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpage_index\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    199\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpage_index\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/tweepy/cursor.py\u001b[0m in \u001b[0;36mnext\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    106\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    107\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m \u001b[0;34m>=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresults\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 108\u001b[0;31m             \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmax_id\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmax_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparser\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mRawParser\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    109\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    110\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mhasattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'__self__'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/tweepy/binder.py\u001b[0m in \u001b[0;36m_call\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    248\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    249\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 250\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexecute\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    251\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    252\u001b[0m     \u001b[0;31m# Set pagination mode\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/tweepy/binder.py\u001b[0m in \u001b[0;36mexecute\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    162\u001b[0m                                     \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwait_on_rate_limit_notify\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    163\u001b[0m                                         \u001b[0mlog\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwarning\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Rate limit reached. Sleeping for: %d\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0msleep_time\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 164\u001b[0;31m                                     \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msleep_time\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;36m5\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# sleep for few extra sec\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    165\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    166\u001b[0m                 \u001b[0;31m# if self.wait_on_rate_limit and self._reset_time is not None and \\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "\n",
    "counter = 0\n",
    "for tweet in tweepy.Cursor(api.search, q=\"IVoted\", \n",
    "                           #since=\"2014-02-14\", #until=\"2014-02-15\", \n",
    "                           lang=\"en\").items(10000):\n",
    "\n",
    "    print(\"gathering user...\",counter)\n",
    "    created_at.append(tweet.author.created_at),\n",
    "    default_profile.append(tweet.author.default_profile),\n",
    "    default_profile_image.append(tweet.author.default_profile_image),\n",
    "    description.append(tweet.author.description),\n",
    "    favourites_count.append(tweet.author.favourites_count),\n",
    "    followers_count.append(tweet.author.followers_count),\n",
    "    friends_count.append(tweet.author.friends_count),\n",
    "    #ivoted_users['has_extended_profile'] = tweet.author.has_extended_profile,\n",
    "    ids.append(tweet.author.id),\n",
    "    id_str.append(tweet.author.id_str),\n",
    "    lang.append(tweet.author.lang),\n",
    "    listed_count.append(tweet.author.listed_count),\n",
    "    location.append(tweet.author.location), \n",
    "    name.append(tweet.author.name),\n",
    "    screen_name.append(tweet.author.screen_name),\n",
    "    #ivoted_users['status'] = tweet.author.statuses_count\n",
    "    statuses_count.append(tweet.author.statuses_count),\n",
    "    url.append(tweet.author.url),\n",
    "    verified.append(tweet.author.verified)\n",
    "    counter +=1\n",
    "    \n",
    "#csvWriter.writerow([tweet.created_at, tweet.text.encode('utf-8'), tweet.screen_name])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "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",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [bot, created_at, default_profile, default_profile_image, description, favourites_count, followers_count, friends_count, has_extended_profile, id, id_str, lang, listed_count, location, name, screen_name, status, statuses_count, url, verified]\n",
       "Index: []"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ivoted_users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "ivoted_users['created_at'] = created_at\n",
    "ivoted_users['default_profile'] = default_profile\n",
    "ivoted_users['default_profile_image'] = default_profile_image\n",
    "ivoted_users['description'] = description\n",
    "ivoted_users['favourites_count']= favourites_count\n",
    "ivoted_users['followers_count'] = followers_count\n",
    "ivoted_users['friends_count'] = friends_count\n",
    "#ivoted_users['has_extended_profile'] = tweet.author.has_extended_profile,\n",
    "ivoted_users['id'] = ids\n",
    "ivoted_users['id_str'] = id_str\n",
    "ivoted_users['lang'] = lang\n",
    "ivoted_users['listed_count'] = listed_count\n",
    "ivoted_users['location'] = location\n",
    "ivoted_users['name'] = name\n",
    "ivoted_users['screen_name'] = screen_name\n",
    "#ivoted_users['status'] = tweet.author.statuses_count\n",
    "ivoted_users['statuses_count'] = statuses_count\n",
    "ivoted_users['url'] = url\n",
    "ivoted_users['verified'] = verified\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "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>2014-09-17 13:47:20</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Retired Public School Psychologist/Admin. The ...</td>\n",
       "      <td>13054</td>\n",
       "      <td>656</td>\n",
       "      <td>1338</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2814934842</td>\n",
       "      <td>2814934842</td>\n",
       "      <td>en</td>\n",
       "      <td>7</td>\n",
       "      <td>California</td>\n",
       "      <td>Debbie B. 🌊🌊🌊</td>\n",
       "      <td>EttaLnLavender</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48062</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-03-30 05:31:53</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Retired Military wife and mom, Big Island Girl...</td>\n",
       "      <td>289</td>\n",
       "      <td>1428</td>\n",
       "      <td>1563</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27591409</td>\n",
       "      <td>27591409</td>\n",
       "      <td>en</td>\n",
       "      <td>59</td>\n",
       "      <td>Juneau, AK</td>\n",
       "      <td>1uscgwifey</td>\n",
       "      <td>1USCGWifey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14735</td>\n",
       "      <td>https://t.co/AOj7SUsr5x</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2008-08-06 15:43:26</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Question Authority #RCTID</td>\n",
       "      <td>63957</td>\n",
       "      <td>265</td>\n",
       "      <td>214</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15751317</td>\n",
       "      <td>15751317</td>\n",
       "      <td>en</td>\n",
       "      <td>19</td>\n",
       "      <td>Portland OR</td>\n",
       "      <td>James Belcher</td>\n",
       "      <td>Satorical</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20323</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-04-20 13:07:49</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>122</td>\n",
       "      <td>133</td>\n",
       "      <td>660</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33505373</td>\n",
       "      <td>33505373</td>\n",
       "      <td>en</td>\n",
       "      <td>4</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>Paul Bazely</td>\n",
       "      <td>Pbazely</td>\n",
       "      <td>NaN</td>\n",
       "      <td>719</td>\n",
       "      <td>https://t.co/Z09xaGx47G</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-01-14 16:05:52</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Vocalist of @ShipCapnCrewIL. Linguistics/Anthr...</td>\n",
       "      <td>430</td>\n",
       "      <td>375</td>\n",
       "      <td>156</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18980973</td>\n",
       "      <td>18980973</td>\n",
       "      <td>en</td>\n",
       "      <td>19</td>\n",
       "      <td>Logan Square, Chicago</td>\n",
       "      <td>Roger Alexander</td>\n",
       "      <td>_RogerAlexander</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7181</td>\n",
       "      <td>https://t.co/sfgBHkpbmV</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2011-11-16 15:42:34</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>.NET developer * US Navy Vet  * Democrat * Lat...</td>\n",
       "      <td>10860</td>\n",
       "      <td>719</td>\n",
       "      <td>981</td>\n",
       "      <td>NaN</td>\n",
       "      <td>414059980</td>\n",
       "      <td>414059980</td>\n",
       "      <td>en</td>\n",
       "      <td>27</td>\n",
       "      <td>California</td>\n",
       "      <td>Tomas Vera🏞️</td>\n",
       "      <td>dadkind</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13226</td>\n",
       "      <td>https://t.co/YAIcPeYmvg</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-03-09 17:44:02</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3082043729</td>\n",
       "      <td>3082043729</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>CR King</td>\n",
       "      <td>CRKing100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2008-07-07 05:36:56</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Founder of Rusic Records. 🥁🎧🎨</td>\n",
       "      <td>7829</td>\n",
       "      <td>9389</td>\n",
       "      <td>1037</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15339207</td>\n",
       "      <td>15339207</td>\n",
       "      <td>en</td>\n",
       "      <td>249</td>\n",
       "      <td>Brooklyn, NY ✈️ Nashville, TN</td>\n",
       "      <td>DARU JONES l RUSIC</td>\n",
       "      <td>darujones</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32679</td>\n",
       "      <td>https://t.co/uQiJ7AvUy9</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-01-26 00:16:52</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Home of the grassroots effort in Texas to elec...</td>\n",
       "      <td>1870</td>\n",
       "      <td>1051</td>\n",
       "      <td>184</td>\n",
       "      <td>NaN</td>\n",
       "      <td>956682313668194304</td>\n",
       "      <td>956682313668194304</td>\n",
       "      <td>en</td>\n",
       "      <td>3</td>\n",
       "      <td>Austin, TX</td>\n",
       "      <td>Texans For Beto</td>\n",
       "      <td>TexansForBeto</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2115</td>\n",
       "      <td>https://t.co/xzTmLds6tO</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-03-20 03:02:26</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>28 year old solopreneur. Saved $200k in 4 year...</td>\n",
       "      <td>11188</td>\n",
       "      <td>3954</td>\n",
       "      <td>329</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3098686285</td>\n",
       "      <td>3098686285</td>\n",
       "      <td>en</td>\n",
       "      <td>101</td>\n",
       "      <td>Minneapolis, MN</td>\n",
       "      <td>Gwen</td>\n",
       "      <td>FieryMillennial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5659</td>\n",
       "      <td>http://t.co/WrGNIU36fq</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-04-09 16:27:05</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Big heart, real, loyal, give 100% in all I do,...</td>\n",
       "      <td>5471</td>\n",
       "      <td>2777</td>\n",
       "      <td>1039</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30014725</td>\n",
       "      <td>30014725</td>\n",
       "      <td>en</td>\n",
       "      <td>48</td>\n",
       "      <td>Miami, NY,  Boston</td>\n",
       "      <td>mandi miranda</td>\n",
       "      <td>mandimiranda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15033</td>\n",
       "      <td>http://t.co/ONeya53KP4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-03-14 16:47:22</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Scottish by blood, Canadian by birth, American...</td>\n",
       "      <td>170890</td>\n",
       "      <td>8842</td>\n",
       "      <td>8389</td>\n",
       "      <td>NaN</td>\n",
       "      <td>841692239562653697</td>\n",
       "      <td>841692239562653697</td>\n",
       "      <td>en</td>\n",
       "      <td>8</td>\n",
       "      <td>Texas, USA</td>\n",
       "      <td>Teri</td>\n",
       "      <td>Crowntiptoe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>138788</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-09-30 03:04:27</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Raleigh, NC. 6th Grade Math &amp; Science Teacher ...</td>\n",
       "      <td>1580</td>\n",
       "      <td>611</td>\n",
       "      <td>458</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3820420235</td>\n",
       "      <td>3820420235</td>\n",
       "      <td>en</td>\n",
       "      <td>28</td>\n",
       "      <td>Raleigh, NC</td>\n",
       "      <td>Hannah Powell</td>\n",
       "      <td>ohwowmrspowell</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2335</td>\n",
       "      <td>https://t.co/t8emO722ek</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2012-12-04 15:10:19</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>[enter witty summation here]</td>\n",
       "      <td>5343</td>\n",
       "      <td>466</td>\n",
       "      <td>767</td>\n",
       "      <td>NaN</td>\n",
       "      <td>988964851</td>\n",
       "      <td>988964851</td>\n",
       "      <td>en</td>\n",
       "      <td>31</td>\n",
       "      <td></td>\n",
       "      <td>Christine</td>\n",
       "      <td>ChristineRaina</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6563</td>\n",
       "      <td>https://t.co/ovkrwax3yo</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-03-19 14:54:10</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Enthusiastic, creative communicator who enjoys...</td>\n",
       "      <td>81</td>\n",
       "      <td>444</td>\n",
       "      <td>977</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25309984</td>\n",
       "      <td>25309984</td>\n",
       "      <td>en</td>\n",
       "      <td>10</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>Timothy A. Nelson</td>\n",
       "      <td>TimothyANelson</td>\n",
       "      <td>NaN</td>\n",
       "      <td>510</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-08-23 23:52:50</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>6th Grade ELA. Optimist. Forever Young.</td>\n",
       "      <td>527</td>\n",
       "      <td>236</td>\n",
       "      <td>318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>768234574128218112</td>\n",
       "      <td>768234574128218112</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>Raleigh, NC</td>\n",
       "      <td>Ms. Pozoulakis</td>\n",
       "      <td>MissPthatsMeee</td>\n",
       "      <td>NaN</td>\n",
       "      <td>627</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2010-10-29 23:53:25</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>✨ My Official Twitter Account ✨ Scout's Mom🔸  ...</td>\n",
       "      <td>80467</td>\n",
       "      <td>5928</td>\n",
       "      <td>3061</td>\n",
       "      <td>NaN</td>\n",
       "      <td>209810887</td>\n",
       "      <td>209810887</td>\n",
       "      <td>en</td>\n",
       "      <td>137</td>\n",
       "      <td>Los Angeles, CA</td>\n",
       "      <td>Tai Babilonia</td>\n",
       "      <td>taiskates</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12825</td>\n",
       "      <td>https://t.co/5FBeNI9egB</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-10-12 07:39:02</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>105307</td>\n",
       "      <td>4350</td>\n",
       "      <td>4996</td>\n",
       "      <td>NaN</td>\n",
       "      <td>786108904509935616</td>\n",
       "      <td>786108904509935616</td>\n",
       "      <td>en</td>\n",
       "      <td>21</td>\n",
       "      <td></td>\n",
       "      <td>SME</td>\n",
       "      <td>LetzBrealistic</td>\n",
       "      <td>NaN</td>\n",
       "      <td>146662</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2012-06-26 06:09:10</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>22. Augusta University.</td>\n",
       "      <td>115</td>\n",
       "      <td>125</td>\n",
       "      <td>37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>618785210</td>\n",
       "      <td>618785210</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>Augusta, GA</td>\n",
       "      <td>Alyssa Hamer</td>\n",
       "      <td>alyssa_hamer21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>810</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2011-11-16 15:42:34</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>.NET developer * US Navy Vet  * Democrat * Lat...</td>\n",
       "      <td>10860</td>\n",
       "      <td>719</td>\n",
       "      <td>981</td>\n",
       "      <td>NaN</td>\n",
       "      <td>414059980</td>\n",
       "      <td>414059980</td>\n",
       "      <td>en</td>\n",
       "      <td>27</td>\n",
       "      <td>California</td>\n",
       "      <td>Tomas Vera🏞️</td>\n",
       "      <td>dadkind</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13226</td>\n",
       "      <td>https://t.co/YAIcPeYmvg</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-12-20 18:03:32</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Lupus/SLE Survivor/Advocate for Lupus Awareness</td>\n",
       "      <td>22465</td>\n",
       "      <td>272</td>\n",
       "      <td>99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>811270828205703168</td>\n",
       "      <td>811270828205703168</td>\n",
       "      <td>en</td>\n",
       "      <td>5</td>\n",
       "      <td>Davenport, FL</td>\n",
       "      <td>Lynn Williams</td>\n",
       "      <td>LynnWil07599335</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10393</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2011-09-28 19:27:17</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BIG CLEMSON TIGERS FAN!! #ALLIN\\n#CLEMSONFAMIL...</td>\n",
       "      <td>57889</td>\n",
       "      <td>971</td>\n",
       "      <td>1928</td>\n",
       "      <td>NaN</td>\n",
       "      <td>381690871</td>\n",
       "      <td>381690871</td>\n",
       "      <td>en</td>\n",
       "      <td>34</td>\n",
       "      <td>North Dakota, USA</td>\n",
       "      <td>dh_1973</td>\n",
       "      <td>dh_1973</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50702</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2012-10-22 02:38:17</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Ellis, ex-librarian w/ eye-strain in tiny rura...</td>\n",
       "      <td>55951</td>\n",
       "      <td>1078</td>\n",
       "      <td>2302</td>\n",
       "      <td>NaN</td>\n",
       "      <td>896598403</td>\n",
       "      <td>896598403</td>\n",
       "      <td>en</td>\n",
       "      <td>9</td>\n",
       "      <td>Willamette Valley, Oregon, USA</td>\n",
       "      <td>plaisanter 🌊 #voteblue</td>\n",
       "      <td>plaisanters</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22501</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2013-03-11 02:46:31</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>shipping + luxury cruising GA since 2003 #BLM ...</td>\n",
       "      <td>44710</td>\n",
       "      <td>1746</td>\n",
       "      <td>2526</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1258428798</td>\n",
       "      <td>1258428798</td>\n",
       "      <td>en</td>\n",
       "      <td>15</td>\n",
       "      <td>usa : gadevoted.tumblr.com</td>\n",
       "      <td>cj bleep &amp; sylviecat</td>\n",
       "      <td>GAdevoted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>77571</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-05-16 19:28:09</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>5695</td>\n",
       "      <td>700</td>\n",
       "      <td>1338</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40525535</td>\n",
       "      <td>40525535</td>\n",
       "      <td>en</td>\n",
       "      <td>40</td>\n",
       "      <td>Santa Cruz, California.</td>\n",
       "      <td>Jesse Kenneth Cotu Williams</td>\n",
       "      <td>Morketiden</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16043</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-02-28 02:54:43</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Not a politician, have not written any books, ...</td>\n",
       "      <td>97047</td>\n",
       "      <td>14390</td>\n",
       "      <td>15193</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22221695</td>\n",
       "      <td>22221695</td>\n",
       "      <td>en</td>\n",
       "      <td>253</td>\n",
       "      <td>Earth</td>\n",
       "      <td>Don't Go There #ScienceBased</td>\n",
       "      <td>bigal953</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88876</td>\n",
       "      <td>https://t.co/iFVRnUhIVB</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2011-09-18 19:54:12</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>America. Not a vegetarian.</td>\n",
       "      <td>1351</td>\n",
       "      <td>228</td>\n",
       "      <td>201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>375817905</td>\n",
       "      <td>375817905</td>\n",
       "      <td>en</td>\n",
       "      <td>4</td>\n",
       "      <td>the island where Lost is</td>\n",
       "      <td>Matt Boyle</td>\n",
       "      <td>BoyleTheBromigo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2895</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2012-09-14 16:03:24</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Activist for Mother🌎 #RESIST LibDem,7th GenTex...</td>\n",
       "      <td>81026</td>\n",
       "      <td>4503</td>\n",
       "      <td>5002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>823541330</td>\n",
       "      <td>823541330</td>\n",
       "      <td>en</td>\n",
       "      <td>6</td>\n",
       "      <td>Austin Texas</td>\n",
       "      <td>DeLiz</td>\n",
       "      <td>DelizDear</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55201</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-08-04 16:29:36</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>CHHS Physics Teacher🐾 #CHPantherPride\\nUTA Alu...</td>\n",
       "      <td>755</td>\n",
       "      <td>117</td>\n",
       "      <td>135</td>\n",
       "      <td>NaN</td>\n",
       "      <td>893509234142392321</td>\n",
       "      <td>893509234142392321</td>\n",
       "      <td>en</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>Stephanie Schroeder</td>\n",
       "      <td>StephanieSchro</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2012-07-30 20:37:35</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Official account of the Personalized Academic ...</td>\n",
       "      <td>1556</td>\n",
       "      <td>1764</td>\n",
       "      <td>256</td>\n",
       "      <td>NaN</td>\n",
       "      <td>726805380</td>\n",
       "      <td>726805380</td>\n",
       "      <td>en</td>\n",
       "      <td>10</td>\n",
       "      <td>Texas State University</td>\n",
       "      <td>PACE Center at Texas State</td>\n",
       "      <td>txstpace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4986</td>\n",
       "      <td>https://t.co/TS7H4pw0ta</td>\n",
       "      <td>False</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>7625</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-03-23 23:26:06</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Seasoned communications and events professiona...</td>\n",
       "      <td>132</td>\n",
       "      <td>240</td>\n",
       "      <td>1098</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26119829</td>\n",
       "      <td>26119829</td>\n",
       "      <td>en</td>\n",
       "      <td>4</td>\n",
       "      <td>San Francisco, CA</td>\n",
       "      <td>Jenn Soult</td>\n",
       "      <td>JennSoult</td>\n",
       "      <td>NaN</td>\n",
       "      <td>557</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7626</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2011-10-25 22:06:44</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Host of ROCK HARD with Jay Conroy Radio Show o...</td>\n",
       "      <td>13080</td>\n",
       "      <td>2219</td>\n",
       "      <td>779</td>\n",
       "      <td>NaN</td>\n",
       "      <td>398322691</td>\n",
       "      <td>398322691</td>\n",
       "      <td>en</td>\n",
       "      <td>8</td>\n",
       "      <td>New York City</td>\n",
       "      <td>ROCK HARD Jay Conroy</td>\n",
       "      <td>jayfnconroy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24956</td>\n",
       "      <td>https://t.co/peZgHv6fIT</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7627</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2008-12-17 04:42:23</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>née Smith, now Wilkes. Executive Director @Ame...</td>\n",
       "      <td>4789</td>\n",
       "      <td>10683</td>\n",
       "      <td>905</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18182408</td>\n",
       "      <td>18182408</td>\n",
       "      <td>en</td>\n",
       "      <td>198</td>\n",
       "      <td>NJ 🔁 D.C.</td>\n",
       "      <td>Alex Wilkes</td>\n",
       "      <td>AlexandraCSmith</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9663</td>\n",
       "      <td>https://t.co/5bzCbm64gq</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7628</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-09-06 21:40:51</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>101 N. Franklin St. 813-255-7473 Lobster rolls...</td>\n",
       "      <td>328</td>\n",
       "      <td>169</td>\n",
       "      <td>435</td>\n",
       "      <td>NaN</td>\n",
       "      <td>773274789033209856</td>\n",
       "      <td>773274789033209856</td>\n",
       "      <td>en</td>\n",
       "      <td>6</td>\n",
       "      <td>Tampa, FL</td>\n",
       "      <td>surfturftruckFL</td>\n",
       "      <td>surfturftruckFL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>255</td>\n",
       "      <td>https://t.co/Ug3r5b7LqM</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7629</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2012-01-08 19:11:36</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>🖤20// yee-haw💫</td>\n",
       "      <td>4297</td>\n",
       "      <td>1167</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>458607931</td>\n",
       "      <td>458607931</td>\n",
       "      <td>en</td>\n",
       "      <td>4</td>\n",
       "      <td>TX</td>\n",
       "      <td>aly</td>\n",
       "      <td>amberleeona</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16169</td>\n",
       "      <td>https://t.co/NT6TDsC9pA</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7630</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-08-21 02:00:00</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Pickles and Diet Coke addict. Southern as they...</td>\n",
       "      <td>53</td>\n",
       "      <td>19</td>\n",
       "      <td>184</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3433746580</td>\n",
       "      <td>3433746580</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Dallas, TX</td>\n",
       "      <td>Alexandra Iseli</td>\n",
       "      <td>swissiseli</td>\n",
       "      <td>NaN</td>\n",
       "      <td>637</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7631</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2011-05-22 01:37:50</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Brand Ambassador for @Embrace5B Competitive Sh...</td>\n",
       "      <td>145</td>\n",
       "      <td>203</td>\n",
       "      <td>483</td>\n",
       "      <td>NaN</td>\n",
       "      <td>302945663</td>\n",
       "      <td>302945663</td>\n",
       "      <td>en</td>\n",
       "      <td>7</td>\n",
       "      <td>Mooresville, NC</td>\n",
       "      <td>Davin Vesey</td>\n",
       "      <td>shooterdavin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1561</td>\n",
       "      <td>https://t.co/gVwrNh4l5T</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7632</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-12-27 13:50:16</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>1474</td>\n",
       "      <td>76</td>\n",
       "      <td>283</td>\n",
       "      <td>NaN</td>\n",
       "      <td>813743804603891713</td>\n",
       "      <td>813743804603891713</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Denver, CO</td>\n",
       "      <td>Jessica Moore</td>\n",
       "      <td>JayMoore1201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>339</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7633</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2010-12-15 21:21:28</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Member of #gigeconomy. Lover of #superhero #co...</td>\n",
       "      <td>12344</td>\n",
       "      <td>3988</td>\n",
       "      <td>2879</td>\n",
       "      <td>NaN</td>\n",
       "      <td>227079751</td>\n",
       "      <td>227079751</td>\n",
       "      <td>en</td>\n",
       "      <td>7</td>\n",
       "      <td>MD</td>\n",
       "      <td>Kyle Johnson</td>\n",
       "      <td>kjohnson284</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15601</td>\n",
       "      <td>https://t.co/NwoHB7xUse</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7634</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2014-06-13 18:59:33</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Homegrown 305-Miami girl w/ Brooklyn roots,of ...</td>\n",
       "      <td>2275</td>\n",
       "      <td>94</td>\n",
       "      <td>350</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2565746178</td>\n",
       "      <td>2565746178</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>Miami Beach, FL</td>\n",
       "      <td>Joanna Palmer</td>\n",
       "      <td>thejoannapalmer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>803</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7635</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2008-12-13 17:19:55</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>'SHADE' is out NOW : https://t.co/05VZgc8KZg (...</td>\n",
       "      <td>11075</td>\n",
       "      <td>40580</td>\n",
       "      <td>3070</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18101319</td>\n",
       "      <td>18101319</td>\n",
       "      <td>en</td>\n",
       "      <td>826</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>Living Colour</td>\n",
       "      <td>LivingColour</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31977</td>\n",
       "      <td>https://t.co/ZAQ6hV9MKs</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7636</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-06-15 07:48:17</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>We VOTE #BlueNoMatterWho ! We hold #LGBTQ Righ...</td>\n",
       "      <td>3437</td>\n",
       "      <td>346</td>\n",
       "      <td>583</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1007530215789088770</td>\n",
       "      <td>1007530215789088770</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Nevada, USA</td>\n",
       "      <td>🏳️‍🌈 #IPledgeToVoteEarly 🏳️‍🌈</td>\n",
       "      <td>LGBTQUniteBlue</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3235</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7637</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-04-05 02:52:59</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>retired ER/ICU RN, avid gardener, naturalist. ...</td>\n",
       "      <td>24841</td>\n",
       "      <td>6225</td>\n",
       "      <td>6774</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28926547</td>\n",
       "      <td>28926547</td>\n",
       "      <td>en</td>\n",
       "      <td>60</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>Kathryn Warner 🌻#Resistance</td>\n",
       "      <td>tooldtobehere</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32852</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7638</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2014-02-01 15:11:02</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>🏋🏿💪🏾✊🏽✊🏾✊🏿⚓\\nTrainee at Booker T's Reality of ...</td>\n",
       "      <td>958</td>\n",
       "      <td>299</td>\n",
       "      <td>873</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2322469890</td>\n",
       "      <td>2322469890</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>Brandon J. Williams</td>\n",
       "      <td>BDub_F1tness</td>\n",
       "      <td>NaN</td>\n",
       "      <td>223</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7639</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2013-04-23 03:10:18</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>I'm a Photojournalist working in Atlanta for F...</td>\n",
       "      <td>15450</td>\n",
       "      <td>1256</td>\n",
       "      <td>1339</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1373674610</td>\n",
       "      <td>1373674610</td>\n",
       "      <td>en</td>\n",
       "      <td>71</td>\n",
       "      <td>Atlanta, GA</td>\n",
       "      <td>Jim Zorn</td>\n",
       "      <td>PhotoZorn_FOX5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12129</td>\n",
       "      <td>https://t.co/ZVIC0egZ9N</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7640</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-11-28 19:51:02</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>I'm an average guy that loves to write.#PulpFi...</td>\n",
       "      <td>5970</td>\n",
       "      <td>4995</td>\n",
       "      <td>4474</td>\n",
       "      <td>NaN</td>\n",
       "      <td>93247577</td>\n",
       "      <td>93247577</td>\n",
       "      <td>en</td>\n",
       "      <td>201</td>\n",
       "      <td>Galveston, TX</td>\n",
       "      <td>Marlin Williams</td>\n",
       "      <td>Marlin2002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30248</td>\n",
       "      <td>https://t.co/YaykNGjPJd</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7641</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2008-11-30 20:38:40</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>God. 90s music. Basketball. Woodworking. Good ...</td>\n",
       "      <td>395</td>\n",
       "      <td>276</td>\n",
       "      <td>672</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17762229</td>\n",
       "      <td>17762229</td>\n",
       "      <td>en</td>\n",
       "      <td>14</td>\n",
       "      <td>TN</td>\n",
       "      <td>𝖅𝕬𝕮 𝕮𝖀𝕻𝕻𝕷𝕰𝕾</td>\n",
       "      <td>HolyHotDang</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10099</td>\n",
       "      <td>https://t.co/VO1Fv96GLL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7642</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-03-03 20:07:00</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Atlanta via a lifetime in the Bay Area. Now: H...</td>\n",
       "      <td>2149</td>\n",
       "      <td>4188</td>\n",
       "      <td>237</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22670108</td>\n",
       "      <td>22670108</td>\n",
       "      <td>en</td>\n",
       "      <td>198</td>\n",
       "      <td></td>\n",
       "      <td>Dan Martinez</td>\n",
       "      <td>dmar</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7915</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7643</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-01-21 04:52:30</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Love❤️animals and🐕dogs. 🇺🇸Trump Supporter🇺🇸Bui...</td>\n",
       "      <td>24927</td>\n",
       "      <td>49973</td>\n",
       "      <td>41651</td>\n",
       "      <td>NaN</td>\n",
       "      <td>822668168493576192</td>\n",
       "      <td>822668168493576192</td>\n",
       "      <td>en</td>\n",
       "      <td>16</td>\n",
       "      <td>United States</td>\n",
       "      <td>🇺🇸Tammy MAGA 🇺🇸</td>\n",
       "      <td>tammy_maga</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49448</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7644</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-09-23 07:02:22</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>I am here😳 https://t.co/hSVLwiPSdF</td>\n",
       "      <td>581</td>\n",
       "      <td>3</td>\n",
       "      <td>252</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1043757449252163584</td>\n",
       "      <td>1043757449252163584</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Topeka, KS</td>\n",
       "      <td>Margie Faber</td>\n",
       "      <td>MargieFaber2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>147</td>\n",
       "      <td>https://t.co/hSVLwiPSdF</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7645</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2013-01-04 22:50:37</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>“If I didn’t define myself for myself, I would...</td>\n",
       "      <td>1012</td>\n",
       "      <td>168</td>\n",
       "      <td>355</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1061624492</td>\n",
       "      <td>1061624492</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>Dallas, TX</td>\n",
       "      <td>LaDyrian Cole</td>\n",
       "      <td>ladyriancole</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2427</td>\n",
       "      <td>https://t.co/54KSpQ5zWQ</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7646</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2010-05-18 18:07:26</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>All the lonely people, where do they all come ...</td>\n",
       "      <td>73636</td>\n",
       "      <td>127</td>\n",
       "      <td>564</td>\n",
       "      <td>NaN</td>\n",
       "      <td>145329747</td>\n",
       "      <td>145329747</td>\n",
       "      <td>en</td>\n",
       "      <td>5</td>\n",
       "      <td>USA</td>\n",
       "      <td>L Robbins ☮ 💛🖤🏀</td>\n",
       "      <td>thatwasmejpm</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44967</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7647</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-07-06 14:18:38</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Trump MAGA Persist VOTE-GOP KAG Deplorable Dre...</td>\n",
       "      <td>21914</td>\n",
       "      <td>6714</td>\n",
       "      <td>6629</td>\n",
       "      <td>NaN</td>\n",
       "      <td>882967026200965121</td>\n",
       "      <td>882967026200965121</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>SaraBeth ❤️’s Trump’s Agenda</td>\n",
       "      <td>SBluvsAmerica</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13132</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7648</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-03-05 12:09:51</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Expert in 'let me Google that for you.' Produc...</td>\n",
       "      <td>18373</td>\n",
       "      <td>3519</td>\n",
       "      <td>4985</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22911403</td>\n",
       "      <td>22911403</td>\n",
       "      <td>en</td>\n",
       "      <td>175</td>\n",
       "      <td>St. Petersburg, FL</td>\n",
       "      <td>Phil Ammann</td>\n",
       "      <td>PhilAmmann</td>\n",
       "      <td>NaN</td>\n",
       "      <td>134530</td>\n",
       "      <td>https://t.co/tFiDBCNNdj</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7649</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2011-04-07 19:56:51</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Susan Garren Photographer, Illustrator, Child ...</td>\n",
       "      <td>24029</td>\n",
       "      <td>1155</td>\n",
       "      <td>854</td>\n",
       "      <td>NaN</td>\n",
       "      <td>278699225</td>\n",
       "      <td>278699225</td>\n",
       "      <td>en</td>\n",
       "      <td>254</td>\n",
       "      <td>USA</td>\n",
       "      <td>Susan Garren Art Collections 👩‍🌾</td>\n",
       "      <td>SusanGarren</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92275</td>\n",
       "      <td>https://t.co/9oU9bmLmGl</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7650</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2015-10-25 02:25:15</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td></td>\n",
       "      <td>43487</td>\n",
       "      <td>334</td>\n",
       "      <td>58</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4035773955</td>\n",
       "      <td>4035773955</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>Ettari Wilden</td>\n",
       "      <td>wilden_ettari</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37011</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7651</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2009-08-19 02:09:55</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Writer, runner, functional introvert. Politica...</td>\n",
       "      <td>14726</td>\n",
       "      <td>653</td>\n",
       "      <td>299</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66878859</td>\n",
       "      <td>66878859</td>\n",
       "      <td>en</td>\n",
       "      <td>52</td>\n",
       "      <td>The Sunshine State</td>\n",
       "      <td>Tess R. Martin</td>\n",
       "      <td>tess_r_martin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9668</td>\n",
       "      <td>https://t.co/Lbjhw6Sdni</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7652</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-04-18 00:26:14</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>aka cracker barrel cowboy aka Skrrrt Kobain ak...</td>\n",
       "      <td>112</td>\n",
       "      <td>15</td>\n",
       "      <td>28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>986400474143313923</td>\n",
       "      <td>986400474143313923</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>Elliott Queso 🤮</td>\n",
       "      <td>ElliottQueso</td>\n",
       "      <td>NaN</td>\n",
       "      <td>134</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7653</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2017-11-30 05:09:08</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>It’s not who I am underneath . . . UCF '19 🌶🌴</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>936099754169204736</td>\n",
       "      <td>936099754169204736</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>36.178173, -82.712448</td>\n",
       "      <td>Francis Freeman</td>\n",
       "      <td>SapiensFantasia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>106</td>\n",
       "      <td>https://t.co/NBenojmFVb</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7654</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-31 06:18:37</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Seize the day!</td>\n",
       "      <td>26143</td>\n",
       "      <td>126</td>\n",
       "      <td>181</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1035411515258679296</td>\n",
       "      <td>1035411515258679296</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>United States</td>\n",
       "      <td>Keep the Hope!</td>\n",
       "      <td>MD_386</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24706</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7655 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      bot          created_at  default_profile  default_profile_image  \\\n",
       "0     NaN 2014-09-17 13:47:20             True                  False   \n",
       "1     NaN 2009-03-30 05:31:53            False                  False   \n",
       "2     NaN 2008-08-06 15:43:26             True                  False   \n",
       "3     NaN 2009-04-20 13:07:49             True                  False   \n",
       "4     NaN 2009-01-14 16:05:52            False                  False   \n",
       "5     NaN 2011-11-16 15:42:34            False                  False   \n",
       "6     NaN 2015-03-09 17:44:02             True                   True   \n",
       "7     NaN 2008-07-07 05:36:56            False                  False   \n",
       "8     NaN 2018-01-26 00:16:52            False                  False   \n",
       "9     NaN 2015-03-20 03:02:26            False                  False   \n",
       "10    NaN 2009-04-09 16:27:05            False                  False   \n",
       "11    NaN 2017-03-14 16:47:22             True                  False   \n",
       "12    NaN 2015-09-30 03:04:27            False                  False   \n",
       "13    NaN 2012-12-04 15:10:19            False                  False   \n",
       "14    NaN 2009-03-19 14:54:10            False                  False   \n",
       "15    NaN 2016-08-23 23:52:50             True                  False   \n",
       "16    NaN 2010-10-29 23:53:25            False                  False   \n",
       "17    NaN 2016-10-12 07:39:02             True                  False   \n",
       "18    NaN 2012-06-26 06:09:10            False                  False   \n",
       "19    NaN 2011-11-16 15:42:34            False                  False   \n",
       "20    NaN 2016-12-20 18:03:32             True                  False   \n",
       "21    NaN 2011-09-28 19:27:17            False                  False   \n",
       "22    NaN 2012-10-22 02:38:17            False                  False   \n",
       "23    NaN 2013-03-11 02:46:31            False                  False   \n",
       "24    NaN 2009-05-16 19:28:09            False                  False   \n",
       "25    NaN 2009-02-28 02:54:43             True                  False   \n",
       "26    NaN 2011-09-18 19:54:12             True                  False   \n",
       "27    NaN 2012-09-14 16:03:24             True                  False   \n",
       "28    NaN 2017-08-04 16:29:36             True                  False   \n",
       "29    NaN 2012-07-30 20:37:35            False                  False   \n",
       "...   ...                 ...              ...                    ...   \n",
       "7625  NaN 2009-03-23 23:26:06            False                  False   \n",
       "7626  NaN 2011-10-25 22:06:44            False                  False   \n",
       "7627  NaN 2008-12-17 04:42:23            False                  False   \n",
       "7628  NaN 2016-09-06 21:40:51             True                  False   \n",
       "7629  NaN 2012-01-08 19:11:36            False                  False   \n",
       "7630  NaN 2015-08-21 02:00:00             True                  False   \n",
       "7631  NaN 2011-05-22 01:37:50            False                  False   \n",
       "7632  NaN 2016-12-27 13:50:16             True                  False   \n",
       "7633  NaN 2010-12-15 21:21:28            False                  False   \n",
       "7634  NaN 2014-06-13 18:59:33            False                  False   \n",
       "7635  NaN 2008-12-13 17:19:55            False                  False   \n",
       "7636  NaN 2018-06-15 07:48:17             True                  False   \n",
       "7637  NaN 2009-04-05 02:52:59            False                  False   \n",
       "7638  NaN 2014-02-01 15:11:02             True                  False   \n",
       "7639  NaN 2013-04-23 03:10:18            False                  False   \n",
       "7640  NaN 2009-11-28 19:51:02             True                  False   \n",
       "7641  NaN 2008-11-30 20:38:40            False                  False   \n",
       "7642  NaN 2009-03-03 20:07:00            False                  False   \n",
       "7643  NaN 2017-01-21 04:52:30             True                  False   \n",
       "7644  NaN 2018-09-23 07:02:22             True                  False   \n",
       "7645  NaN 2013-01-04 22:50:37            False                  False   \n",
       "7646  NaN 2010-05-18 18:07:26            False                  False   \n",
       "7647  NaN 2017-07-06 14:18:38             True                  False   \n",
       "7648  NaN 2009-03-05 12:09:51            False                  False   \n",
       "7649  NaN 2011-04-07 19:56:51            False                  False   \n",
       "7650  NaN 2015-10-25 02:25:15             True                   True   \n",
       "7651  NaN 2009-08-19 02:09:55            False                  False   \n",
       "7652  NaN 2018-04-18 00:26:14             True                  False   \n",
       "7653  NaN 2017-11-30 05:09:08             True                  False   \n",
       "7654  NaN 2018-08-31 06:18:37             True                  False   \n",
       "\n",
       "                                            description  favourites_count  \\\n",
       "0     Retired Public School Psychologist/Admin. The ...             13054   \n",
       "1     Retired Military wife and mom, Big Island Girl...               289   \n",
       "2                             Question Authority #RCTID             63957   \n",
       "3                                                                     122   \n",
       "4     Vocalist of @ShipCapnCrewIL. Linguistics/Anthr...               430   \n",
       "5     .NET developer * US Navy Vet  * Democrat * Lat...             10860   \n",
       "6                                                                       0   \n",
       "7                         Founder of Rusic Records. 🥁🎧🎨              7829   \n",
       "8     Home of the grassroots effort in Texas to elec...              1870   \n",
       "9     28 year old solopreneur. Saved $200k in 4 year...             11188   \n",
       "10    Big heart, real, loyal, give 100% in all I do,...              5471   \n",
       "11    Scottish by blood, Canadian by birth, American...            170890   \n",
       "12    Raleigh, NC. 6th Grade Math & Science Teacher ...              1580   \n",
       "13                         [enter witty summation here]              5343   \n",
       "14    Enthusiastic, creative communicator who enjoys...                81   \n",
       "15              6th Grade ELA. Optimist. Forever Young.               527   \n",
       "16    ✨ My Official Twitter Account ✨ Scout's Mom🔸  ...             80467   \n",
       "17                                                                 105307   \n",
       "18                              22. Augusta University.               115   \n",
       "19    .NET developer * US Navy Vet  * Democrat * Lat...             10860   \n",
       "20      Lupus/SLE Survivor/Advocate for Lupus Awareness             22465   \n",
       "21    BIG CLEMSON TIGERS FAN!! #ALLIN\\n#CLEMSONFAMIL...             57889   \n",
       "22    Ellis, ex-librarian w/ eye-strain in tiny rura...             55951   \n",
       "23    shipping + luxury cruising GA since 2003 #BLM ...             44710   \n",
       "24                                                                   5695   \n",
       "25    Not a politician, have not written any books, ...             97047   \n",
       "26                           America. Not a vegetarian.              1351   \n",
       "27    Activist for Mother🌎 #RESIST LibDem,7th GenTex...             81026   \n",
       "28    CHHS Physics Teacher🐾 #CHPantherPride\\nUTA Alu...               755   \n",
       "29    Official account of the Personalized Academic ...              1556   \n",
       "...                                                 ...               ...   \n",
       "7625  Seasoned communications and events professiona...               132   \n",
       "7626  Host of ROCK HARD with Jay Conroy Radio Show o...             13080   \n",
       "7627  née Smith, now Wilkes. Executive Director @Ame...              4789   \n",
       "7628  101 N. Franklin St. 813-255-7473 Lobster rolls...               328   \n",
       "7629                                     🖤20// yee-haw💫              4297   \n",
       "7630  Pickles and Diet Coke addict. Southern as they...                53   \n",
       "7631  Brand Ambassador for @Embrace5B Competitive Sh...               145   \n",
       "7632                                                                 1474   \n",
       "7633  Member of #gigeconomy. Lover of #superhero #co...             12344   \n",
       "7634  Homegrown 305-Miami girl w/ Brooklyn roots,of ...              2275   \n",
       "7635  'SHADE' is out NOW : https://t.co/05VZgc8KZg (...             11075   \n",
       "7636  We VOTE #BlueNoMatterWho ! We hold #LGBTQ Righ...              3437   \n",
       "7637  retired ER/ICU RN, avid gardener, naturalist. ...             24841   \n",
       "7638  🏋🏿💪🏾✊🏽✊🏾✊🏿⚓\\nTrainee at Booker T's Reality of ...               958   \n",
       "7639  I'm a Photojournalist working in Atlanta for F...             15450   \n",
       "7640  I'm an average guy that loves to write.#PulpFi...              5970   \n",
       "7641  God. 90s music. Basketball. Woodworking. Good ...               395   \n",
       "7642  Atlanta via a lifetime in the Bay Area. Now: H...              2149   \n",
       "7643  Love❤️animals and🐕dogs. 🇺🇸Trump Supporter🇺🇸Bui...             24927   \n",
       "7644                 I am here😳 https://t.co/hSVLwiPSdF               581   \n",
       "7645  “If I didn’t define myself for myself, I would...              1012   \n",
       "7646  All the lonely people, where do they all come ...             73636   \n",
       "7647  Trump MAGA Persist VOTE-GOP KAG Deplorable Dre...             21914   \n",
       "7648  Expert in 'let me Google that for you.' Produc...             18373   \n",
       "7649  Susan Garren Photographer, Illustrator, Child ...             24029   \n",
       "7650                                                                43487   \n",
       "7651  Writer, runner, functional introvert. Politica...             14726   \n",
       "7652  aka cracker barrel cowboy aka Skrrrt Kobain ak...               112   \n",
       "7653      It’s not who I am underneath . . . UCF '19 🌶🌴                 2   \n",
       "7654                                     Seize the day!             26143   \n",
       "\n",
       "      followers_count  friends_count has_extended_profile  \\\n",
       "0                 656           1338                  NaN   \n",
       "1                1428           1563                  NaN   \n",
       "2                 265            214                  NaN   \n",
       "3                 133            660                  NaN   \n",
       "4                 375            156                  NaN   \n",
       "5                 719            981                  NaN   \n",
       "6                   2              8                  NaN   \n",
       "7                9389           1037                  NaN   \n",
       "8                1051            184                  NaN   \n",
       "9                3954            329                  NaN   \n",
       "10               2777           1039                  NaN   \n",
       "11               8842           8389                  NaN   \n",
       "12                611            458                  NaN   \n",
       "13                466            767                  NaN   \n",
       "14                444            977                  NaN   \n",
       "15                236            318                  NaN   \n",
       "16               5928           3061                  NaN   \n",
       "17               4350           4996                  NaN   \n",
       "18                125             37                  NaN   \n",
       "19                719            981                  NaN   \n",
       "20                272             99                  NaN   \n",
       "21                971           1928                  NaN   \n",
       "22               1078           2302                  NaN   \n",
       "23               1746           2526                  NaN   \n",
       "24                700           1338                  NaN   \n",
       "25              14390          15193                  NaN   \n",
       "26                228            201                  NaN   \n",
       "27               4503           5002                  NaN   \n",
       "28                117            135                  NaN   \n",
       "29               1764            256                  NaN   \n",
       "...               ...            ...                  ...   \n",
       "7625              240           1098                  NaN   \n",
       "7626             2219            779                  NaN   \n",
       "7627            10683            905                  NaN   \n",
       "7628              169            435                  NaN   \n",
       "7629             1167            379                  NaN   \n",
       "7630               19            184                  NaN   \n",
       "7631              203            483                  NaN   \n",
       "7632               76            283                  NaN   \n",
       "7633             3988           2879                  NaN   \n",
       "7634               94            350                  NaN   \n",
       "7635            40580           3070                  NaN   \n",
       "7636              346            583                  NaN   \n",
       "7637             6225           6774                  NaN   \n",
       "7638              299            873                  NaN   \n",
       "7639             1256           1339                  NaN   \n",
       "7640             4995           4474                  NaN   \n",
       "7641              276            672                  NaN   \n",
       "7642             4188            237                  NaN   \n",
       "7643            49973          41651                  NaN   \n",
       "7644                3            252                  NaN   \n",
       "7645              168            355                  NaN   \n",
       "7646              127            564                  NaN   \n",
       "7647             6714           6629                  NaN   \n",
       "7648             3519           4985                  NaN   \n",
       "7649             1155            854                  NaN   \n",
       "7650              334             58                  NaN   \n",
       "7651              653            299                  NaN   \n",
       "7652               15             28                  NaN   \n",
       "7653                1             19                  NaN   \n",
       "7654              126            181                  NaN   \n",
       "\n",
       "                       id               id_str lang  listed_count  \\\n",
       "0              2814934842           2814934842   en             7   \n",
       "1                27591409             27591409   en            59   \n",
       "2                15751317             15751317   en            19   \n",
       "3                33505373             33505373   en             4   \n",
       "4                18980973             18980973   en            19   \n",
       "5               414059980            414059980   en            27   \n",
       "6              3082043729           3082043729   en             0   \n",
       "7                15339207             15339207   en           249   \n",
       "8      956682313668194304   956682313668194304   en             3   \n",
       "9              3098686285           3098686285   en           101   \n",
       "10               30014725             30014725   en            48   \n",
       "11     841692239562653697   841692239562653697   en             8   \n",
       "12             3820420235           3820420235   en            28   \n",
       "13              988964851            988964851   en            31   \n",
       "14               25309984             25309984   en            10   \n",
       "15     768234574128218112   768234574128218112   en             1   \n",
       "16              209810887            209810887   en           137   \n",
       "17     786108904509935616   786108904509935616   en            21   \n",
       "18              618785210            618785210   en             1   \n",
       "19              414059980            414059980   en            27   \n",
       "20     811270828205703168   811270828205703168   en             5   \n",
       "21              381690871            381690871   en            34   \n",
       "22              896598403            896598403   en             9   \n",
       "23             1258428798           1258428798   en            15   \n",
       "24               40525535             40525535   en            40   \n",
       "25               22221695             22221695   en           253   \n",
       "26              375817905            375817905   en             4   \n",
       "27              823541330            823541330   en             6   \n",
       "28     893509234142392321   893509234142392321   en             2   \n",
       "29              726805380            726805380   en            10   \n",
       "...                   ...                  ...  ...           ...   \n",
       "7625             26119829             26119829   en             4   \n",
       "7626            398322691            398322691   en             8   \n",
       "7627             18182408             18182408   en           198   \n",
       "7628   773274789033209856   773274789033209856   en             6   \n",
       "7629            458607931            458607931   en             4   \n",
       "7630           3433746580           3433746580   en             0   \n",
       "7631            302945663            302945663   en             7   \n",
       "7632   813743804603891713   813743804603891713   en             0   \n",
       "7633            227079751            227079751   en             7   \n",
       "7634           2565746178           2565746178   en             1   \n",
       "7635             18101319             18101319   en           826   \n",
       "7636  1007530215789088770  1007530215789088770   en             0   \n",
       "7637             28926547             28926547   en            60   \n",
       "7638           2322469890           2322469890   en             1   \n",
       "7639           1373674610           1373674610   en            71   \n",
       "7640             93247577             93247577   en           201   \n",
       "7641             17762229             17762229   en            14   \n",
       "7642             22670108             22670108   en           198   \n",
       "7643   822668168493576192   822668168493576192   en            16   \n",
       "7644  1043757449252163584  1043757449252163584   en             0   \n",
       "7645           1061624492           1061624492   en             1   \n",
       "7646            145329747            145329747   en             5   \n",
       "7647   882967026200965121   882967026200965121   en             0   \n",
       "7648             22911403             22911403   en           175   \n",
       "7649            278699225            278699225   en           254   \n",
       "7650           4035773955           4035773955   en             0   \n",
       "7651             66878859             66878859   en            52   \n",
       "7652   986400474143313923   986400474143313923   en             0   \n",
       "7653   936099754169204736   936099754169204736   en             0   \n",
       "7654  1035411515258679296  1035411515258679296   en             0   \n",
       "\n",
       "                            location                              name  \\\n",
       "0                         California                     Debbie B. 🌊🌊🌊   \n",
       "1                         Juneau, AK                        1uscgwifey   \n",
       "2                        Portland OR                     James Belcher   \n",
       "3                           Michigan                       Paul Bazely   \n",
       "4              Logan Square, Chicago                   Roger Alexander   \n",
       "5                         California                      Tomas Vera🏞️   \n",
       "6                                                              CR King   \n",
       "7      Brooklyn, NY ✈️ Nashville, TN                DARU JONES l RUSIC   \n",
       "8                         Austin, TX                   Texans For Beto   \n",
       "9                    Minneapolis, MN                              Gwen   \n",
       "10                Miami, NY,  Boston                     mandi miranda   \n",
       "11                        Texas, USA                              Teri   \n",
       "12                       Raleigh, NC                     Hannah Powell   \n",
       "13                                                           Christine   \n",
       "14                       Chicago, IL                 Timothy A. Nelson   \n",
       "15                       Raleigh, NC                    Ms. Pozoulakis   \n",
       "16                   Los Angeles, CA                     Tai Babilonia   \n",
       "17                                                                 SME   \n",
       "18                       Augusta, GA                      Alyssa Hamer   \n",
       "19                        California                      Tomas Vera🏞️   \n",
       "20                     Davenport, FL                     Lynn Williams   \n",
       "21                 North Dakota, USA                           dh_1973   \n",
       "22    Willamette Valley, Oregon, USA            plaisanter 🌊 #voteblue   \n",
       "23        usa : gadevoted.tumblr.com              cj bleep & sylviecat   \n",
       "24           Santa Cruz, California.       Jesse Kenneth Cotu Williams   \n",
       "25                             Earth      Don't Go There #ScienceBased   \n",
       "26          the island where Lost is                        Matt Boyle   \n",
       "27                      Austin Texas                             DeLiz   \n",
       "28                                                 Stephanie Schroeder   \n",
       "29            Texas State University        PACE Center at Texas State   \n",
       "...                              ...                               ...   \n",
       "7625               San Francisco, CA                        Jenn Soult   \n",
       "7626                   New York City              ROCK HARD Jay Conroy   \n",
       "7627                       NJ 🔁 D.C.                       Alex Wilkes   \n",
       "7628                       Tampa, FL                   surfturftruckFL   \n",
       "7629                              TX                               aly   \n",
       "7630                      Dallas, TX                   Alexandra Iseli   \n",
       "7631                 Mooresville, NC                       Davin Vesey   \n",
       "7632                      Denver, CO                     Jessica Moore   \n",
       "7633                              MD                      Kyle Johnson   \n",
       "7634                 Miami Beach, FL                     Joanna Palmer   \n",
       "7635                    New York, NY                     Living Colour   \n",
       "7636                     Nevada, USA     🏳️‍🌈 #IPledgeToVoteEarly 🏳️‍🌈   \n",
       "7637                       Tennessee       Kathryn Warner 🌻#Resistance   \n",
       "7638                                               Brandon J. Williams   \n",
       "7639                     Atlanta, GA                          Jim Zorn   \n",
       "7640                   Galveston, TX                   Marlin Williams   \n",
       "7641                              TN                       𝖅𝕬𝕮 𝕮𝖀𝕻𝕻𝕷𝕰𝕾   \n",
       "7642                                                      Dan Martinez   \n",
       "7643                   United States                   🇺🇸Tammy MAGA 🇺🇸   \n",
       "7644                      Topeka, KS                      Margie Faber   \n",
       "7645                      Dallas, TX                     LaDyrian Cole   \n",
       "7646                             USA                   L Robbins ☮ 💛🖤🏀   \n",
       "7647                        Virginia      SaraBeth ❤️’s Trump’s Agenda   \n",
       "7648              St. Petersburg, FL                       Phil Ammann   \n",
       "7649                             USA  Susan Garren Art Collections 👩‍🌾   \n",
       "7650                                                     Ettari Wilden   \n",
       "7651              The Sunshine State                    Tess R. Martin   \n",
       "7652                                                   Elliott Queso 🤮   \n",
       "7653           36.178173, -82.712448                   Francis Freeman   \n",
       "7654                   United States                    Keep the Hope!   \n",
       "\n",
       "          screen_name status  statuses_count                      url  \\\n",
       "0      EttaLnLavender    NaN           48062                     None   \n",
       "1          1USCGWifey    NaN           14735  https://t.co/AOj7SUsr5x   \n",
       "2           Satorical    NaN           20323                     None   \n",
       "3             Pbazely    NaN             719  https://t.co/Z09xaGx47G   \n",
       "4     _RogerAlexander    NaN            7181  https://t.co/sfgBHkpbmV   \n",
       "5             dadkind    NaN           13226  https://t.co/YAIcPeYmvg   \n",
       "6           CRKing100    NaN              29                     None   \n",
       "7           darujones    NaN           32679  https://t.co/uQiJ7AvUy9   \n",
       "8       TexansForBeto    NaN            2115  https://t.co/xzTmLds6tO   \n",
       "9     FieryMillennial    NaN            5659   http://t.co/WrGNIU36fq   \n",
       "10       mandimiranda    NaN           15033   http://t.co/ONeya53KP4   \n",
       "11        Crowntiptoe    NaN          138788                     None   \n",
       "12     ohwowmrspowell    NaN            2335  https://t.co/t8emO722ek   \n",
       "13     ChristineRaina    NaN            6563  https://t.co/ovkrwax3yo   \n",
       "14     TimothyANelson    NaN             510                     None   \n",
       "15     MissPthatsMeee    NaN             627                     None   \n",
       "16          taiskates    NaN           12825  https://t.co/5FBeNI9egB   \n",
       "17     LetzBrealistic    NaN          146662                     None   \n",
       "18     alyssa_hamer21    NaN             810                     None   \n",
       "19            dadkind    NaN           13226  https://t.co/YAIcPeYmvg   \n",
       "20    LynnWil07599335    NaN           10393                     None   \n",
       "21            dh_1973    NaN           50702                     None   \n",
       "22        plaisanters    NaN           22501                     None   \n",
       "23          GAdevoted    NaN           77571                     None   \n",
       "24         Morketiden    NaN           16043                     None   \n",
       "25           bigal953    NaN           88876  https://t.co/iFVRnUhIVB   \n",
       "26    BoyleTheBromigo    NaN            2895                     None   \n",
       "27          DelizDear    NaN           55201                     None   \n",
       "28     StephanieSchro    NaN             109                     None   \n",
       "29           txstpace    NaN            4986  https://t.co/TS7H4pw0ta   \n",
       "...               ...    ...             ...                      ...   \n",
       "7625        JennSoult    NaN             557                     None   \n",
       "7626      jayfnconroy    NaN           24956  https://t.co/peZgHv6fIT   \n",
       "7627  AlexandraCSmith    NaN            9663  https://t.co/5bzCbm64gq   \n",
       "7628  surfturftruckFL    NaN             255  https://t.co/Ug3r5b7LqM   \n",
       "7629      amberleeona    NaN           16169  https://t.co/NT6TDsC9pA   \n",
       "7630       swissiseli    NaN             637                     None   \n",
       "7631     shooterdavin    NaN            1561  https://t.co/gVwrNh4l5T   \n",
       "7632     JayMoore1201    NaN             339                     None   \n",
       "7633      kjohnson284    NaN           15601  https://t.co/NwoHB7xUse   \n",
       "7634  thejoannapalmer    NaN             803                     None   \n",
       "7635     LivingColour    NaN           31977  https://t.co/ZAQ6hV9MKs   \n",
       "7636   LGBTQUniteBlue    NaN            3235                     None   \n",
       "7637    tooldtobehere    NaN           32852                     None   \n",
       "7638     BDub_F1tness    NaN             223                     None   \n",
       "7639   PhotoZorn_FOX5    NaN           12129  https://t.co/ZVIC0egZ9N   \n",
       "7640       Marlin2002    NaN           30248  https://t.co/YaykNGjPJd   \n",
       "7641      HolyHotDang    NaN           10099  https://t.co/VO1Fv96GLL   \n",
       "7642             dmar    NaN            7915                     None   \n",
       "7643       tammy_maga    NaN           49448                     None   \n",
       "7644     MargieFaber2    NaN             147  https://t.co/hSVLwiPSdF   \n",
       "7645     ladyriancole    NaN            2427  https://t.co/54KSpQ5zWQ   \n",
       "7646     thatwasmejpm    NaN           44967                     None   \n",
       "7647    SBluvsAmerica    NaN           13132                     None   \n",
       "7648       PhilAmmann    NaN          134530  https://t.co/tFiDBCNNdj   \n",
       "7649      SusanGarren    NaN           92275  https://t.co/9oU9bmLmGl   \n",
       "7650    wilden_ettari    NaN           37011                     None   \n",
       "7651    tess_r_martin    NaN            9668  https://t.co/Lbjhw6Sdni   \n",
       "7652     ElliottQueso    NaN             134                     None   \n",
       "7653  SapiensFantasia    NaN             106  https://t.co/NBenojmFVb   \n",
       "7654           MD_386    NaN           24706                     None   \n",
       "\n",
       "      verified  \n",
       "0        False  \n",
       "1        False  \n",
       "2        False  \n",
       "3        False  \n",
       "4        False  \n",
       "5        False  \n",
       "6        False  \n",
       "7         True  \n",
       "8        False  \n",
       "9        False  \n",
       "10       False  \n",
       "11       False  \n",
       "12       False  \n",
       "13       False  \n",
       "14       False  \n",
       "15       False  \n",
       "16       False  \n",
       "17       False  \n",
       "18       False  \n",
       "19       False  \n",
       "20       False  \n",
       "21       False  \n",
       "22       False  \n",
       "23       False  \n",
       "24       False  \n",
       "25       False  \n",
       "26       False  \n",
       "27       False  \n",
       "28       False  \n",
       "29       False  \n",
       "...        ...  \n",
       "7625     False  \n",
       "7626     False  \n",
       "7627      True  \n",
       "7628     False  \n",
       "7629     False  \n",
       "7630     False  \n",
       "7631     False  \n",
       "7632     False  \n",
       "7633     False  \n",
       "7634     False  \n",
       "7635      True  \n",
       "7636     False  \n",
       "7637     False  \n",
       "7638     False  \n",
       "7639     False  \n",
       "7640     False  \n",
       "7641     False  \n",
       "7642     False  \n",
       "7643     False  \n",
       "7644     False  \n",
       "7645     False  \n",
       "7646     False  \n",
       "7647     False  \n",
       "7648     False  \n",
       "7649     False  \n",
       "7650     False  \n",
       "7651     False  \n",
       "7652     False  \n",
       "7653     False  \n",
       "7654     False  \n",
       "\n",
       "[7655 rows x 20 columns]"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ivoted_users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "ivoted_users['bot'] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bot                               int64\n",
       "created_at               datetime64[ns]\n",
       "default_profile                    bool\n",
       "default_profile_image              bool\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                           bool\n",
       "dtype: object"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ivoted_users.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "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>0</td>\n",
       "      <td>2014-09-17 13:47:20</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Retired Public School Psychologist/Admin. The ...</td>\n",
       "      <td>13054</td>\n",
       "      <td>656</td>\n",
       "      <td>1338</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2814934842</td>\n",
       "      <td>2814934842</td>\n",
       "      <td>en</td>\n",
       "      <td>7</td>\n",
       "      <td>California</td>\n",
       "      <td>Debbie B. 🌊🌊🌊</td>\n",
       "      <td>EttaLnLavender</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48062</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-03-30 05:31:53</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Retired Military wife and mom, Big Island Girl...</td>\n",
       "      <td>289</td>\n",
       "      <td>1428</td>\n",
       "      <td>1563</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27591409</td>\n",
       "      <td>27591409</td>\n",
       "      <td>en</td>\n",
       "      <td>59</td>\n",
       "      <td>Juneau, AK</td>\n",
       "      <td>1uscgwifey</td>\n",
       "      <td>1USCGWifey</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14735</td>\n",
       "      <td>https://t.co/AOj7SUsr5x</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2008-08-06 15:43:26</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Question Authority #RCTID</td>\n",
       "      <td>63957</td>\n",
       "      <td>265</td>\n",
       "      <td>214</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15751317</td>\n",
       "      <td>15751317</td>\n",
       "      <td>en</td>\n",
       "      <td>19</td>\n",
       "      <td>Portland OR</td>\n",
       "      <td>James Belcher</td>\n",
       "      <td>Satorical</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20323</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-04-20 13:07:49</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>122</td>\n",
       "      <td>133</td>\n",
       "      <td>660</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33505373</td>\n",
       "      <td>33505373</td>\n",
       "      <td>en</td>\n",
       "      <td>4</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>Paul Bazely</td>\n",
       "      <td>Pbazely</td>\n",
       "      <td>NaN</td>\n",
       "      <td>719</td>\n",
       "      <td>https://t.co/Z09xaGx47G</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-01-14 16:05:52</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Vocalist of @ShipCapnCrewIL. Linguistics/Anthr...</td>\n",
       "      <td>430</td>\n",
       "      <td>375</td>\n",
       "      <td>156</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18980973</td>\n",
       "      <td>18980973</td>\n",
       "      <td>en</td>\n",
       "      <td>19</td>\n",
       "      <td>Logan Square, Chicago</td>\n",
       "      <td>Roger Alexander</td>\n",
       "      <td>_RogerAlexander</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7181</td>\n",
       "      <td>https://t.co/sfgBHkpbmV</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>2011-11-16 15:42:34</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>.NET developer * US Navy Vet  * Democrat * Lat...</td>\n",
       "      <td>10860</td>\n",
       "      <td>719</td>\n",
       "      <td>981</td>\n",
       "      <td>NaN</td>\n",
       "      <td>414059980</td>\n",
       "      <td>414059980</td>\n",
       "      <td>en</td>\n",
       "      <td>27</td>\n",
       "      <td>California</td>\n",
       "      <td>Tomas Vera🏞️</td>\n",
       "      <td>dadkind</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13226</td>\n",
       "      <td>https://t.co/YAIcPeYmvg</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>2015-03-09 17:44:02</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3082043729</td>\n",
       "      <td>3082043729</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>CR King</td>\n",
       "      <td>CRKing100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>2008-07-07 05:36:56</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Founder of Rusic Records. 🥁🎧🎨</td>\n",
       "      <td>7829</td>\n",
       "      <td>9389</td>\n",
       "      <td>1037</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15339207</td>\n",
       "      <td>15339207</td>\n",
       "      <td>en</td>\n",
       "      <td>249</td>\n",
       "      <td>Brooklyn, NY ✈️ Nashville, TN</td>\n",
       "      <td>DARU JONES l RUSIC</td>\n",
       "      <td>darujones</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32679</td>\n",
       "      <td>https://t.co/uQiJ7AvUy9</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-01-26 00:16:52</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Home of the grassroots effort in Texas to elec...</td>\n",
       "      <td>1870</td>\n",
       "      <td>1051</td>\n",
       "      <td>184</td>\n",
       "      <td>NaN</td>\n",
       "      <td>956682313668194304</td>\n",
       "      <td>956682313668194304</td>\n",
       "      <td>en</td>\n",
       "      <td>3</td>\n",
       "      <td>Austin, TX</td>\n",
       "      <td>Texans For Beto</td>\n",
       "      <td>TexansForBeto</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2115</td>\n",
       "      <td>https://t.co/xzTmLds6tO</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>2015-03-20 03:02:26</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>28 year old solopreneur. Saved $200k in 4 year...</td>\n",
       "      <td>11188</td>\n",
       "      <td>3954</td>\n",
       "      <td>329</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3098686285</td>\n",
       "      <td>3098686285</td>\n",
       "      <td>en</td>\n",
       "      <td>101</td>\n",
       "      <td>Minneapolis, MN</td>\n",
       "      <td>Gwen</td>\n",
       "      <td>FieryMillennial</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5659</td>\n",
       "      <td>http://t.co/WrGNIU36fq</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-04-09 16:27:05</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Big heart, real, loyal, give 100% in all I do,...</td>\n",
       "      <td>5471</td>\n",
       "      <td>2777</td>\n",
       "      <td>1039</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30014725</td>\n",
       "      <td>30014725</td>\n",
       "      <td>en</td>\n",
       "      <td>48</td>\n",
       "      <td>Miami, NY,  Boston</td>\n",
       "      <td>mandi miranda</td>\n",
       "      <td>mandimiranda</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15033</td>\n",
       "      <td>http://t.co/ONeya53KP4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>2017-03-14 16:47:22</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Scottish by blood, Canadian by birth, American...</td>\n",
       "      <td>170890</td>\n",
       "      <td>8842</td>\n",
       "      <td>8389</td>\n",
       "      <td>NaN</td>\n",
       "      <td>841692239562653697</td>\n",
       "      <td>841692239562653697</td>\n",
       "      <td>en</td>\n",
       "      <td>8</td>\n",
       "      <td>Texas, USA</td>\n",
       "      <td>Teri</td>\n",
       "      <td>Crowntiptoe</td>\n",
       "      <td>NaN</td>\n",
       "      <td>138788</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>2015-09-30 03:04:27</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Raleigh, NC. 6th Grade Math &amp; Science Teacher ...</td>\n",
       "      <td>1580</td>\n",
       "      <td>611</td>\n",
       "      <td>458</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3820420235</td>\n",
       "      <td>3820420235</td>\n",
       "      <td>en</td>\n",
       "      <td>28</td>\n",
       "      <td>Raleigh, NC</td>\n",
       "      <td>Hannah Powell</td>\n",
       "      <td>ohwowmrspowell</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2335</td>\n",
       "      <td>https://t.co/t8emO722ek</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>2012-12-04 15:10:19</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>[enter witty summation here]</td>\n",
       "      <td>5343</td>\n",
       "      <td>466</td>\n",
       "      <td>767</td>\n",
       "      <td>NaN</td>\n",
       "      <td>988964851</td>\n",
       "      <td>988964851</td>\n",
       "      <td>en</td>\n",
       "      <td>31</td>\n",
       "      <td></td>\n",
       "      <td>Christine</td>\n",
       "      <td>ChristineRaina</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6563</td>\n",
       "      <td>https://t.co/ovkrwax3yo</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-03-19 14:54:10</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Enthusiastic, creative communicator who enjoys...</td>\n",
       "      <td>81</td>\n",
       "      <td>444</td>\n",
       "      <td>977</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25309984</td>\n",
       "      <td>25309984</td>\n",
       "      <td>en</td>\n",
       "      <td>10</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>Timothy A. Nelson</td>\n",
       "      <td>TimothyANelson</td>\n",
       "      <td>NaN</td>\n",
       "      <td>510</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>2016-08-23 23:52:50</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>6th Grade ELA. Optimist. Forever Young.</td>\n",
       "      <td>527</td>\n",
       "      <td>236</td>\n",
       "      <td>318</td>\n",
       "      <td>NaN</td>\n",
       "      <td>768234574128218112</td>\n",
       "      <td>768234574128218112</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>Raleigh, NC</td>\n",
       "      <td>Ms. Pozoulakis</td>\n",
       "      <td>MissPthatsMeee</td>\n",
       "      <td>NaN</td>\n",
       "      <td>627</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>2010-10-29 23:53:25</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>✨ My Official Twitter Account ✨ Scout's Mom🔸  ...</td>\n",
       "      <td>80467</td>\n",
       "      <td>5928</td>\n",
       "      <td>3061</td>\n",
       "      <td>NaN</td>\n",
       "      <td>209810887</td>\n",
       "      <td>209810887</td>\n",
       "      <td>en</td>\n",
       "      <td>137</td>\n",
       "      <td>Los Angeles, CA</td>\n",
       "      <td>Tai Babilonia</td>\n",
       "      <td>taiskates</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12825</td>\n",
       "      <td>https://t.co/5FBeNI9egB</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>2016-10-12 07:39:02</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>105307</td>\n",
       "      <td>4350</td>\n",
       "      <td>4996</td>\n",
       "      <td>NaN</td>\n",
       "      <td>786108904509935616</td>\n",
       "      <td>786108904509935616</td>\n",
       "      <td>en</td>\n",
       "      <td>21</td>\n",
       "      <td></td>\n",
       "      <td>SME</td>\n",
       "      <td>LetzBrealistic</td>\n",
       "      <td>NaN</td>\n",
       "      <td>146662</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>2012-06-26 06:09:10</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>22. Augusta University.</td>\n",
       "      <td>115</td>\n",
       "      <td>125</td>\n",
       "      <td>37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>618785210</td>\n",
       "      <td>618785210</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>Augusta, GA</td>\n",
       "      <td>Alyssa Hamer</td>\n",
       "      <td>alyssa_hamer21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>810</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>2011-11-16 15:42:34</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>.NET developer * US Navy Vet  * Democrat * Lat...</td>\n",
       "      <td>10860</td>\n",
       "      <td>719</td>\n",
       "      <td>981</td>\n",
       "      <td>NaN</td>\n",
       "      <td>414059980</td>\n",
       "      <td>414059980</td>\n",
       "      <td>en</td>\n",
       "      <td>27</td>\n",
       "      <td>California</td>\n",
       "      <td>Tomas Vera🏞️</td>\n",
       "      <td>dadkind</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13226</td>\n",
       "      <td>https://t.co/YAIcPeYmvg</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>2016-12-20 18:03:32</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Lupus/SLE Survivor/Advocate for Lupus Awareness</td>\n",
       "      <td>22465</td>\n",
       "      <td>272</td>\n",
       "      <td>99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>811270828205703168</td>\n",
       "      <td>811270828205703168</td>\n",
       "      <td>en</td>\n",
       "      <td>5</td>\n",
       "      <td>Davenport, FL</td>\n",
       "      <td>Lynn Williams</td>\n",
       "      <td>LynnWil07599335</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10393</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>2011-09-28 19:27:17</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BIG CLEMSON TIGERS FAN!! #ALLIN\\n#CLEMSONFAMIL...</td>\n",
       "      <td>57889</td>\n",
       "      <td>971</td>\n",
       "      <td>1928</td>\n",
       "      <td>NaN</td>\n",
       "      <td>381690871</td>\n",
       "      <td>381690871</td>\n",
       "      <td>en</td>\n",
       "      <td>34</td>\n",
       "      <td>North Dakota, USA</td>\n",
       "      <td>dh_1973</td>\n",
       "      <td>dh_1973</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50702</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>2012-10-22 02:38:17</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Ellis, ex-librarian w/ eye-strain in tiny rura...</td>\n",
       "      <td>55951</td>\n",
       "      <td>1078</td>\n",
       "      <td>2302</td>\n",
       "      <td>NaN</td>\n",
       "      <td>896598403</td>\n",
       "      <td>896598403</td>\n",
       "      <td>en</td>\n",
       "      <td>9</td>\n",
       "      <td>Willamette Valley, Oregon, USA</td>\n",
       "      <td>plaisanter 🌊 #voteblue</td>\n",
       "      <td>plaisanters</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22501</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>2013-03-11 02:46:31</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>shipping + luxury cruising GA since 2003 #BLM ...</td>\n",
       "      <td>44710</td>\n",
       "      <td>1746</td>\n",
       "      <td>2526</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1258428798</td>\n",
       "      <td>1258428798</td>\n",
       "      <td>en</td>\n",
       "      <td>15</td>\n",
       "      <td>usa : gadevoted.tumblr.com</td>\n",
       "      <td>cj bleep &amp; sylviecat</td>\n",
       "      <td>GAdevoted</td>\n",
       "      <td>NaN</td>\n",
       "      <td>77571</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-05-16 19:28:09</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>5695</td>\n",
       "      <td>700</td>\n",
       "      <td>1338</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40525535</td>\n",
       "      <td>40525535</td>\n",
       "      <td>en</td>\n",
       "      <td>40</td>\n",
       "      <td>Santa Cruz, California.</td>\n",
       "      <td>Jesse Kenneth Cotu Williams</td>\n",
       "      <td>Morketiden</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16043</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-02-28 02:54:43</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Not a politician, have not written any books, ...</td>\n",
       "      <td>97047</td>\n",
       "      <td>14390</td>\n",
       "      <td>15193</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22221695</td>\n",
       "      <td>22221695</td>\n",
       "      <td>en</td>\n",
       "      <td>253</td>\n",
       "      <td>Earth</td>\n",
       "      <td>Don't Go There #ScienceBased</td>\n",
       "      <td>bigal953</td>\n",
       "      <td>NaN</td>\n",
       "      <td>88876</td>\n",
       "      <td>https://t.co/iFVRnUhIVB</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>2011-09-18 19:54:12</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>America. Not a vegetarian.</td>\n",
       "      <td>1351</td>\n",
       "      <td>228</td>\n",
       "      <td>201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>375817905</td>\n",
       "      <td>375817905</td>\n",
       "      <td>en</td>\n",
       "      <td>4</td>\n",
       "      <td>the island where Lost is</td>\n",
       "      <td>Matt Boyle</td>\n",
       "      <td>BoyleTheBromigo</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2895</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>2012-09-14 16:03:24</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Activist for Mother🌎 #RESIST LibDem,7th GenTex...</td>\n",
       "      <td>81026</td>\n",
       "      <td>4503</td>\n",
       "      <td>5002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>823541330</td>\n",
       "      <td>823541330</td>\n",
       "      <td>en</td>\n",
       "      <td>6</td>\n",
       "      <td>Austin Texas</td>\n",
       "      <td>DeLiz</td>\n",
       "      <td>DelizDear</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55201</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>2017-08-04 16:29:36</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>CHHS Physics Teacher🐾 #CHPantherPride\\nUTA Alu...</td>\n",
       "      <td>755</td>\n",
       "      <td>117</td>\n",
       "      <td>135</td>\n",
       "      <td>NaN</td>\n",
       "      <td>893509234142392321</td>\n",
       "      <td>893509234142392321</td>\n",
       "      <td>en</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>Stephanie Schroeder</td>\n",
       "      <td>StephanieSchro</td>\n",
       "      <td>NaN</td>\n",
       "      <td>109</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>2012-07-30 20:37:35</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Official account of the Personalized Academic ...</td>\n",
       "      <td>1556</td>\n",
       "      <td>1764</td>\n",
       "      <td>256</td>\n",
       "      <td>NaN</td>\n",
       "      <td>726805380</td>\n",
       "      <td>726805380</td>\n",
       "      <td>en</td>\n",
       "      <td>10</td>\n",
       "      <td>Texas State University</td>\n",
       "      <td>PACE Center at Texas State</td>\n",
       "      <td>txstpace</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4986</td>\n",
       "      <td>https://t.co/TS7H4pw0ta</td>\n",
       "      <td>False</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>7625</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-03-23 23:26:06</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Seasoned communications and events professiona...</td>\n",
       "      <td>132</td>\n",
       "      <td>240</td>\n",
       "      <td>1098</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26119829</td>\n",
       "      <td>26119829</td>\n",
       "      <td>en</td>\n",
       "      <td>4</td>\n",
       "      <td>San Francisco, CA</td>\n",
       "      <td>Jenn Soult</td>\n",
       "      <td>JennSoult</td>\n",
       "      <td>NaN</td>\n",
       "      <td>557</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7626</th>\n",
       "      <td>0</td>\n",
       "      <td>2011-10-25 22:06:44</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Host of ROCK HARD with Jay Conroy Radio Show o...</td>\n",
       "      <td>13080</td>\n",
       "      <td>2219</td>\n",
       "      <td>779</td>\n",
       "      <td>NaN</td>\n",
       "      <td>398322691</td>\n",
       "      <td>398322691</td>\n",
       "      <td>en</td>\n",
       "      <td>8</td>\n",
       "      <td>New York City</td>\n",
       "      <td>ROCK HARD Jay Conroy</td>\n",
       "      <td>jayfnconroy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24956</td>\n",
       "      <td>https://t.co/peZgHv6fIT</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7627</th>\n",
       "      <td>0</td>\n",
       "      <td>2008-12-17 04:42:23</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>née Smith, now Wilkes. Executive Director @Ame...</td>\n",
       "      <td>4789</td>\n",
       "      <td>10683</td>\n",
       "      <td>905</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18182408</td>\n",
       "      <td>18182408</td>\n",
       "      <td>en</td>\n",
       "      <td>198</td>\n",
       "      <td>NJ 🔁 D.C.</td>\n",
       "      <td>Alex Wilkes</td>\n",
       "      <td>AlexandraCSmith</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9663</td>\n",
       "      <td>https://t.co/5bzCbm64gq</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7628</th>\n",
       "      <td>0</td>\n",
       "      <td>2016-09-06 21:40:51</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>101 N. Franklin St. 813-255-7473 Lobster rolls...</td>\n",
       "      <td>328</td>\n",
       "      <td>169</td>\n",
       "      <td>435</td>\n",
       "      <td>NaN</td>\n",
       "      <td>773274789033209856</td>\n",
       "      <td>773274789033209856</td>\n",
       "      <td>en</td>\n",
       "      <td>6</td>\n",
       "      <td>Tampa, FL</td>\n",
       "      <td>surfturftruckFL</td>\n",
       "      <td>surfturftruckFL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>255</td>\n",
       "      <td>https://t.co/Ug3r5b7LqM</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7629</th>\n",
       "      <td>0</td>\n",
       "      <td>2012-01-08 19:11:36</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>🖤20// yee-haw💫</td>\n",
       "      <td>4297</td>\n",
       "      <td>1167</td>\n",
       "      <td>379</td>\n",
       "      <td>NaN</td>\n",
       "      <td>458607931</td>\n",
       "      <td>458607931</td>\n",
       "      <td>en</td>\n",
       "      <td>4</td>\n",
       "      <td>TX</td>\n",
       "      <td>aly</td>\n",
       "      <td>amberleeona</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16169</td>\n",
       "      <td>https://t.co/NT6TDsC9pA</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7630</th>\n",
       "      <td>0</td>\n",
       "      <td>2015-08-21 02:00:00</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Pickles and Diet Coke addict. Southern as they...</td>\n",
       "      <td>53</td>\n",
       "      <td>19</td>\n",
       "      <td>184</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3433746580</td>\n",
       "      <td>3433746580</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Dallas, TX</td>\n",
       "      <td>Alexandra Iseli</td>\n",
       "      <td>swissiseli</td>\n",
       "      <td>NaN</td>\n",
       "      <td>637</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7631</th>\n",
       "      <td>0</td>\n",
       "      <td>2011-05-22 01:37:50</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Brand Ambassador for @Embrace5B Competitive Sh...</td>\n",
       "      <td>145</td>\n",
       "      <td>203</td>\n",
       "      <td>483</td>\n",
       "      <td>NaN</td>\n",
       "      <td>302945663</td>\n",
       "      <td>302945663</td>\n",
       "      <td>en</td>\n",
       "      <td>7</td>\n",
       "      <td>Mooresville, NC</td>\n",
       "      <td>Davin Vesey</td>\n",
       "      <td>shooterdavin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1561</td>\n",
       "      <td>https://t.co/gVwrNh4l5T</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7632</th>\n",
       "      <td>0</td>\n",
       "      <td>2016-12-27 13:50:16</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>1474</td>\n",
       "      <td>76</td>\n",
       "      <td>283</td>\n",
       "      <td>NaN</td>\n",
       "      <td>813743804603891713</td>\n",
       "      <td>813743804603891713</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Denver, CO</td>\n",
       "      <td>Jessica Moore</td>\n",
       "      <td>JayMoore1201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>339</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7633</th>\n",
       "      <td>0</td>\n",
       "      <td>2010-12-15 21:21:28</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Member of #gigeconomy. Lover of #superhero #co...</td>\n",
       "      <td>12344</td>\n",
       "      <td>3988</td>\n",
       "      <td>2879</td>\n",
       "      <td>NaN</td>\n",
       "      <td>227079751</td>\n",
       "      <td>227079751</td>\n",
       "      <td>en</td>\n",
       "      <td>7</td>\n",
       "      <td>MD</td>\n",
       "      <td>Kyle Johnson</td>\n",
       "      <td>kjohnson284</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15601</td>\n",
       "      <td>https://t.co/NwoHB7xUse</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7634</th>\n",
       "      <td>0</td>\n",
       "      <td>2014-06-13 18:59:33</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Homegrown 305-Miami girl w/ Brooklyn roots,of ...</td>\n",
       "      <td>2275</td>\n",
       "      <td>94</td>\n",
       "      <td>350</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2565746178</td>\n",
       "      <td>2565746178</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>Miami Beach, FL</td>\n",
       "      <td>Joanna Palmer</td>\n",
       "      <td>thejoannapalmer</td>\n",
       "      <td>NaN</td>\n",
       "      <td>803</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7635</th>\n",
       "      <td>0</td>\n",
       "      <td>2008-12-13 17:19:55</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>'SHADE' is out NOW : https://t.co/05VZgc8KZg (...</td>\n",
       "      <td>11075</td>\n",
       "      <td>40580</td>\n",
       "      <td>3070</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18101319</td>\n",
       "      <td>18101319</td>\n",
       "      <td>en</td>\n",
       "      <td>826</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>Living Colour</td>\n",
       "      <td>LivingColour</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31977</td>\n",
       "      <td>https://t.co/ZAQ6hV9MKs</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7636</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-06-15 07:48:17</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>We VOTE #BlueNoMatterWho ! We hold #LGBTQ Righ...</td>\n",
       "      <td>3437</td>\n",
       "      <td>346</td>\n",
       "      <td>583</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1007530215789088770</td>\n",
       "      <td>1007530215789088770</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Nevada, USA</td>\n",
       "      <td>🏳️‍🌈 #IPledgeToVoteEarly 🏳️‍🌈</td>\n",
       "      <td>LGBTQUniteBlue</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3235</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7637</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-04-05 02:52:59</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>retired ER/ICU RN, avid gardener, naturalist. ...</td>\n",
       "      <td>24841</td>\n",
       "      <td>6225</td>\n",
       "      <td>6774</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28926547</td>\n",
       "      <td>28926547</td>\n",
       "      <td>en</td>\n",
       "      <td>60</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>Kathryn Warner 🌻#Resistance</td>\n",
       "      <td>tooldtobehere</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32852</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7638</th>\n",
       "      <td>0</td>\n",
       "      <td>2014-02-01 15:11:02</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>🏋🏿💪🏾✊🏽✊🏾✊🏿⚓\\nTrainee at Booker T's Reality of ...</td>\n",
       "      <td>958</td>\n",
       "      <td>299</td>\n",
       "      <td>873</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2322469890</td>\n",
       "      <td>2322469890</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>Brandon J. Williams</td>\n",
       "      <td>BDub_F1tness</td>\n",
       "      <td>NaN</td>\n",
       "      <td>223</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7639</th>\n",
       "      <td>0</td>\n",
       "      <td>2013-04-23 03:10:18</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>I'm a Photojournalist working in Atlanta for F...</td>\n",
       "      <td>15450</td>\n",
       "      <td>1256</td>\n",
       "      <td>1339</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1373674610</td>\n",
       "      <td>1373674610</td>\n",
       "      <td>en</td>\n",
       "      <td>71</td>\n",
       "      <td>Atlanta, GA</td>\n",
       "      <td>Jim Zorn</td>\n",
       "      <td>PhotoZorn_FOX5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12129</td>\n",
       "      <td>https://t.co/ZVIC0egZ9N</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7640</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-11-28 19:51:02</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>I'm an average guy that loves to write.#PulpFi...</td>\n",
       "      <td>5970</td>\n",
       "      <td>4995</td>\n",
       "      <td>4474</td>\n",
       "      <td>NaN</td>\n",
       "      <td>93247577</td>\n",
       "      <td>93247577</td>\n",
       "      <td>en</td>\n",
       "      <td>201</td>\n",
       "      <td>Galveston, TX</td>\n",
       "      <td>Marlin Williams</td>\n",
       "      <td>Marlin2002</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30248</td>\n",
       "      <td>https://t.co/YaykNGjPJd</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7641</th>\n",
       "      <td>0</td>\n",
       "      <td>2008-11-30 20:38:40</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>God. 90s music. Basketball. Woodworking. Good ...</td>\n",
       "      <td>395</td>\n",
       "      <td>276</td>\n",
       "      <td>672</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17762229</td>\n",
       "      <td>17762229</td>\n",
       "      <td>en</td>\n",
       "      <td>14</td>\n",
       "      <td>TN</td>\n",
       "      <td>𝖅𝕬𝕮 𝕮𝖀𝕻𝕻𝕷𝕰𝕾</td>\n",
       "      <td>HolyHotDang</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10099</td>\n",
       "      <td>https://t.co/VO1Fv96GLL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7642</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-03-03 20:07:00</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Atlanta via a lifetime in the Bay Area. Now: H...</td>\n",
       "      <td>2149</td>\n",
       "      <td>4188</td>\n",
       "      <td>237</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22670108</td>\n",
       "      <td>22670108</td>\n",
       "      <td>en</td>\n",
       "      <td>198</td>\n",
       "      <td></td>\n",
       "      <td>Dan Martinez</td>\n",
       "      <td>dmar</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7915</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7643</th>\n",
       "      <td>0</td>\n",
       "      <td>2017-01-21 04:52:30</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Love❤️animals and🐕dogs. 🇺🇸Trump Supporter🇺🇸Bui...</td>\n",
       "      <td>24927</td>\n",
       "      <td>49973</td>\n",
       "      <td>41651</td>\n",
       "      <td>NaN</td>\n",
       "      <td>822668168493576192</td>\n",
       "      <td>822668168493576192</td>\n",
       "      <td>en</td>\n",
       "      <td>16</td>\n",
       "      <td>United States</td>\n",
       "      <td>🇺🇸Tammy MAGA 🇺🇸</td>\n",
       "      <td>tammy_maga</td>\n",
       "      <td>NaN</td>\n",
       "      <td>49448</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7644</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-23 07:02:22</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>I am here😳 https://t.co/hSVLwiPSdF</td>\n",
       "      <td>581</td>\n",
       "      <td>3</td>\n",
       "      <td>252</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1043757449252163584</td>\n",
       "      <td>1043757449252163584</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Topeka, KS</td>\n",
       "      <td>Margie Faber</td>\n",
       "      <td>MargieFaber2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>147</td>\n",
       "      <td>https://t.co/hSVLwiPSdF</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7645</th>\n",
       "      <td>0</td>\n",
       "      <td>2013-01-04 22:50:37</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>“If I didn’t define myself for myself, I would...</td>\n",
       "      <td>1012</td>\n",
       "      <td>168</td>\n",
       "      <td>355</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1061624492</td>\n",
       "      <td>1061624492</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>Dallas, TX</td>\n",
       "      <td>LaDyrian Cole</td>\n",
       "      <td>ladyriancole</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2427</td>\n",
       "      <td>https://t.co/54KSpQ5zWQ</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7646</th>\n",
       "      <td>0</td>\n",
       "      <td>2010-05-18 18:07:26</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>All the lonely people, where do they all come ...</td>\n",
       "      <td>73636</td>\n",
       "      <td>127</td>\n",
       "      <td>564</td>\n",
       "      <td>NaN</td>\n",
       "      <td>145329747</td>\n",
       "      <td>145329747</td>\n",
       "      <td>en</td>\n",
       "      <td>5</td>\n",
       "      <td>USA</td>\n",
       "      <td>L Robbins ☮ 💛🖤🏀</td>\n",
       "      <td>thatwasmejpm</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44967</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7647</th>\n",
       "      <td>0</td>\n",
       "      <td>2017-07-06 14:18:38</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Trump MAGA Persist VOTE-GOP KAG Deplorable Dre...</td>\n",
       "      <td>21914</td>\n",
       "      <td>6714</td>\n",
       "      <td>6629</td>\n",
       "      <td>NaN</td>\n",
       "      <td>882967026200965121</td>\n",
       "      <td>882967026200965121</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>SaraBeth ❤️’s Trump’s Agenda</td>\n",
       "      <td>SBluvsAmerica</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13132</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7648</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-03-05 12:09:51</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Expert in 'let me Google that for you.' Produc...</td>\n",
       "      <td>18373</td>\n",
       "      <td>3519</td>\n",
       "      <td>4985</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22911403</td>\n",
       "      <td>22911403</td>\n",
       "      <td>en</td>\n",
       "      <td>175</td>\n",
       "      <td>St. Petersburg, FL</td>\n",
       "      <td>Phil Ammann</td>\n",
       "      <td>PhilAmmann</td>\n",
       "      <td>NaN</td>\n",
       "      <td>134530</td>\n",
       "      <td>https://t.co/tFiDBCNNdj</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7649</th>\n",
       "      <td>0</td>\n",
       "      <td>2011-04-07 19:56:51</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Susan Garren Photographer, Illustrator, Child ...</td>\n",
       "      <td>24029</td>\n",
       "      <td>1155</td>\n",
       "      <td>854</td>\n",
       "      <td>NaN</td>\n",
       "      <td>278699225</td>\n",
       "      <td>278699225</td>\n",
       "      <td>en</td>\n",
       "      <td>254</td>\n",
       "      <td>USA</td>\n",
       "      <td>Susan Garren Art Collections 👩‍🌾</td>\n",
       "      <td>SusanGarren</td>\n",
       "      <td>NaN</td>\n",
       "      <td>92275</td>\n",
       "      <td>https://t.co/9oU9bmLmGl</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7650</th>\n",
       "      <td>0</td>\n",
       "      <td>2015-10-25 02:25:15</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td></td>\n",
       "      <td>43487</td>\n",
       "      <td>334</td>\n",
       "      <td>58</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4035773955</td>\n",
       "      <td>4035773955</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>Ettari Wilden</td>\n",
       "      <td>wilden_ettari</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37011</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7651</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-08-19 02:09:55</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Writer, runner, functional introvert. Politica...</td>\n",
       "      <td>14726</td>\n",
       "      <td>653</td>\n",
       "      <td>299</td>\n",
       "      <td>NaN</td>\n",
       "      <td>66878859</td>\n",
       "      <td>66878859</td>\n",
       "      <td>en</td>\n",
       "      <td>52</td>\n",
       "      <td>The Sunshine State</td>\n",
       "      <td>Tess R. Martin</td>\n",
       "      <td>tess_r_martin</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9668</td>\n",
       "      <td>https://t.co/Lbjhw6Sdni</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7652</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-18 00:26:14</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>aka cracker barrel cowboy aka Skrrrt Kobain ak...</td>\n",
       "      <td>112</td>\n",
       "      <td>15</td>\n",
       "      <td>28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>986400474143313923</td>\n",
       "      <td>986400474143313923</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>Elliott Queso 🤮</td>\n",
       "      <td>ElliottQueso</td>\n",
       "      <td>NaN</td>\n",
       "      <td>134</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7653</th>\n",
       "      <td>0</td>\n",
       "      <td>2017-11-30 05:09:08</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>It’s not who I am underneath . . . UCF '19 🌶🌴</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>936099754169204736</td>\n",
       "      <td>936099754169204736</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>36.178173, -82.712448</td>\n",
       "      <td>Francis Freeman</td>\n",
       "      <td>SapiensFantasia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>106</td>\n",
       "      <td>https://t.co/NBenojmFVb</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7654</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-08-31 06:18:37</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Seize the day!</td>\n",
       "      <td>26143</td>\n",
       "      <td>126</td>\n",
       "      <td>181</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1035411515258679296</td>\n",
       "      <td>1035411515258679296</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>United States</td>\n",
       "      <td>Keep the Hope!</td>\n",
       "      <td>MD_386</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24706</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7655 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      bot          created_at  default_profile  default_profile_image  \\\n",
       "0       0 2014-09-17 13:47:20             True                  False   \n",
       "1       0 2009-03-30 05:31:53            False                  False   \n",
       "2       0 2008-08-06 15:43:26             True                  False   \n",
       "3       0 2009-04-20 13:07:49             True                  False   \n",
       "4       0 2009-01-14 16:05:52            False                  False   \n",
       "5       0 2011-11-16 15:42:34            False                  False   \n",
       "6       0 2015-03-09 17:44:02             True                   True   \n",
       "7       0 2008-07-07 05:36:56            False                  False   \n",
       "8       0 2018-01-26 00:16:52            False                  False   \n",
       "9       0 2015-03-20 03:02:26            False                  False   \n",
       "10      0 2009-04-09 16:27:05            False                  False   \n",
       "11      0 2017-03-14 16:47:22             True                  False   \n",
       "12      0 2015-09-30 03:04:27            False                  False   \n",
       "13      0 2012-12-04 15:10:19            False                  False   \n",
       "14      0 2009-03-19 14:54:10            False                  False   \n",
       "15      0 2016-08-23 23:52:50             True                  False   \n",
       "16      0 2010-10-29 23:53:25            False                  False   \n",
       "17      0 2016-10-12 07:39:02             True                  False   \n",
       "18      0 2012-06-26 06:09:10            False                  False   \n",
       "19      0 2011-11-16 15:42:34            False                  False   \n",
       "20      0 2016-12-20 18:03:32             True                  False   \n",
       "21      0 2011-09-28 19:27:17            False                  False   \n",
       "22      0 2012-10-22 02:38:17            False                  False   \n",
       "23      0 2013-03-11 02:46:31            False                  False   \n",
       "24      0 2009-05-16 19:28:09            False                  False   \n",
       "25      0 2009-02-28 02:54:43             True                  False   \n",
       "26      0 2011-09-18 19:54:12             True                  False   \n",
       "27      0 2012-09-14 16:03:24             True                  False   \n",
       "28      0 2017-08-04 16:29:36             True                  False   \n",
       "29      0 2012-07-30 20:37:35            False                  False   \n",
       "...   ...                 ...              ...                    ...   \n",
       "7625    0 2009-03-23 23:26:06            False                  False   \n",
       "7626    0 2011-10-25 22:06:44            False                  False   \n",
       "7627    0 2008-12-17 04:42:23            False                  False   \n",
       "7628    0 2016-09-06 21:40:51             True                  False   \n",
       "7629    0 2012-01-08 19:11:36            False                  False   \n",
       "7630    0 2015-08-21 02:00:00             True                  False   \n",
       "7631    0 2011-05-22 01:37:50            False                  False   \n",
       "7632    0 2016-12-27 13:50:16             True                  False   \n",
       "7633    0 2010-12-15 21:21:28            False                  False   \n",
       "7634    0 2014-06-13 18:59:33            False                  False   \n",
       "7635    0 2008-12-13 17:19:55            False                  False   \n",
       "7636    0 2018-06-15 07:48:17             True                  False   \n",
       "7637    0 2009-04-05 02:52:59            False                  False   \n",
       "7638    0 2014-02-01 15:11:02             True                  False   \n",
       "7639    0 2013-04-23 03:10:18            False                  False   \n",
       "7640    0 2009-11-28 19:51:02             True                  False   \n",
       "7641    0 2008-11-30 20:38:40            False                  False   \n",
       "7642    0 2009-03-03 20:07:00            False                  False   \n",
       "7643    0 2017-01-21 04:52:30             True                  False   \n",
       "7644    0 2018-09-23 07:02:22             True                  False   \n",
       "7645    0 2013-01-04 22:50:37            False                  False   \n",
       "7646    0 2010-05-18 18:07:26            False                  False   \n",
       "7647    0 2017-07-06 14:18:38             True                  False   \n",
       "7648    0 2009-03-05 12:09:51            False                  False   \n",
       "7649    0 2011-04-07 19:56:51            False                  False   \n",
       "7650    0 2015-10-25 02:25:15             True                   True   \n",
       "7651    0 2009-08-19 02:09:55            False                  False   \n",
       "7652    0 2018-04-18 00:26:14             True                  False   \n",
       "7653    0 2017-11-30 05:09:08             True                  False   \n",
       "7654    0 2018-08-31 06:18:37             True                  False   \n",
       "\n",
       "                                            description  favourites_count  \\\n",
       "0     Retired Public School Psychologist/Admin. The ...             13054   \n",
       "1     Retired Military wife and mom, Big Island Girl...               289   \n",
       "2                             Question Authority #RCTID             63957   \n",
       "3                                                                     122   \n",
       "4     Vocalist of @ShipCapnCrewIL. Linguistics/Anthr...               430   \n",
       "5     .NET developer * US Navy Vet  * Democrat * Lat...             10860   \n",
       "6                                                                       0   \n",
       "7                         Founder of Rusic Records. 🥁🎧🎨              7829   \n",
       "8     Home of the grassroots effort in Texas to elec...              1870   \n",
       "9     28 year old solopreneur. Saved $200k in 4 year...             11188   \n",
       "10    Big heart, real, loyal, give 100% in all I do,...              5471   \n",
       "11    Scottish by blood, Canadian by birth, American...            170890   \n",
       "12    Raleigh, NC. 6th Grade Math & Science Teacher ...              1580   \n",
       "13                         [enter witty summation here]              5343   \n",
       "14    Enthusiastic, creative communicator who enjoys...                81   \n",
       "15              6th Grade ELA. Optimist. Forever Young.               527   \n",
       "16    ✨ My Official Twitter Account ✨ Scout's Mom🔸  ...             80467   \n",
       "17                                                                 105307   \n",
       "18                              22. Augusta University.               115   \n",
       "19    .NET developer * US Navy Vet  * Democrat * Lat...             10860   \n",
       "20      Lupus/SLE Survivor/Advocate for Lupus Awareness             22465   \n",
       "21    BIG CLEMSON TIGERS FAN!! #ALLIN\\n#CLEMSONFAMIL...             57889   \n",
       "22    Ellis, ex-librarian w/ eye-strain in tiny rura...             55951   \n",
       "23    shipping + luxury cruising GA since 2003 #BLM ...             44710   \n",
       "24                                                                   5695   \n",
       "25    Not a politician, have not written any books, ...             97047   \n",
       "26                           America. Not a vegetarian.              1351   \n",
       "27    Activist for Mother🌎 #RESIST LibDem,7th GenTex...             81026   \n",
       "28    CHHS Physics Teacher🐾 #CHPantherPride\\nUTA Alu...               755   \n",
       "29    Official account of the Personalized Academic ...              1556   \n",
       "...                                                 ...               ...   \n",
       "7625  Seasoned communications and events professiona...               132   \n",
       "7626  Host of ROCK HARD with Jay Conroy Radio Show o...             13080   \n",
       "7627  née Smith, now Wilkes. Executive Director @Ame...              4789   \n",
       "7628  101 N. Franklin St. 813-255-7473 Lobster rolls...               328   \n",
       "7629                                     🖤20// yee-haw💫              4297   \n",
       "7630  Pickles and Diet Coke addict. Southern as they...                53   \n",
       "7631  Brand Ambassador for @Embrace5B Competitive Sh...               145   \n",
       "7632                                                                 1474   \n",
       "7633  Member of #gigeconomy. Lover of #superhero #co...             12344   \n",
       "7634  Homegrown 305-Miami girl w/ Brooklyn roots,of ...              2275   \n",
       "7635  'SHADE' is out NOW : https://t.co/05VZgc8KZg (...             11075   \n",
       "7636  We VOTE #BlueNoMatterWho ! We hold #LGBTQ Righ...              3437   \n",
       "7637  retired ER/ICU RN, avid gardener, naturalist. ...             24841   \n",
       "7638  🏋🏿💪🏾✊🏽✊🏾✊🏿⚓\\nTrainee at Booker T's Reality of ...               958   \n",
       "7639  I'm a Photojournalist working in Atlanta for F...             15450   \n",
       "7640  I'm an average guy that loves to write.#PulpFi...              5970   \n",
       "7641  God. 90s music. Basketball. Woodworking. Good ...               395   \n",
       "7642  Atlanta via a lifetime in the Bay Area. Now: H...              2149   \n",
       "7643  Love❤️animals and🐕dogs. 🇺🇸Trump Supporter🇺🇸Bui...             24927   \n",
       "7644                 I am here😳 https://t.co/hSVLwiPSdF               581   \n",
       "7645  “If I didn’t define myself for myself, I would...              1012   \n",
       "7646  All the lonely people, where do they all come ...             73636   \n",
       "7647  Trump MAGA Persist VOTE-GOP KAG Deplorable Dre...             21914   \n",
       "7648  Expert in 'let me Google that for you.' Produc...             18373   \n",
       "7649  Susan Garren Photographer, Illustrator, Child ...             24029   \n",
       "7650                                                                43487   \n",
       "7651  Writer, runner, functional introvert. Politica...             14726   \n",
       "7652  aka cracker barrel cowboy aka Skrrrt Kobain ak...               112   \n",
       "7653      It’s not who I am underneath . . . UCF '19 🌶🌴                 2   \n",
       "7654                                     Seize the day!             26143   \n",
       "\n",
       "      followers_count  friends_count has_extended_profile  \\\n",
       "0                 656           1338                  NaN   \n",
       "1                1428           1563                  NaN   \n",
       "2                 265            214                  NaN   \n",
       "3                 133            660                  NaN   \n",
       "4                 375            156                  NaN   \n",
       "5                 719            981                  NaN   \n",
       "6                   2              8                  NaN   \n",
       "7                9389           1037                  NaN   \n",
       "8                1051            184                  NaN   \n",
       "9                3954            329                  NaN   \n",
       "10               2777           1039                  NaN   \n",
       "11               8842           8389                  NaN   \n",
       "12                611            458                  NaN   \n",
       "13                466            767                  NaN   \n",
       "14                444            977                  NaN   \n",
       "15                236            318                  NaN   \n",
       "16               5928           3061                  NaN   \n",
       "17               4350           4996                  NaN   \n",
       "18                125             37                  NaN   \n",
       "19                719            981                  NaN   \n",
       "20                272             99                  NaN   \n",
       "21                971           1928                  NaN   \n",
       "22               1078           2302                  NaN   \n",
       "23               1746           2526                  NaN   \n",
       "24                700           1338                  NaN   \n",
       "25              14390          15193                  NaN   \n",
       "26                228            201                  NaN   \n",
       "27               4503           5002                  NaN   \n",
       "28                117            135                  NaN   \n",
       "29               1764            256                  NaN   \n",
       "...               ...            ...                  ...   \n",
       "7625              240           1098                  NaN   \n",
       "7626             2219            779                  NaN   \n",
       "7627            10683            905                  NaN   \n",
       "7628              169            435                  NaN   \n",
       "7629             1167            379                  NaN   \n",
       "7630               19            184                  NaN   \n",
       "7631              203            483                  NaN   \n",
       "7632               76            283                  NaN   \n",
       "7633             3988           2879                  NaN   \n",
       "7634               94            350                  NaN   \n",
       "7635            40580           3070                  NaN   \n",
       "7636              346            583                  NaN   \n",
       "7637             6225           6774                  NaN   \n",
       "7638              299            873                  NaN   \n",
       "7639             1256           1339                  NaN   \n",
       "7640             4995           4474                  NaN   \n",
       "7641              276            672                  NaN   \n",
       "7642             4188            237                  NaN   \n",
       "7643            49973          41651                  NaN   \n",
       "7644                3            252                  NaN   \n",
       "7645              168            355                  NaN   \n",
       "7646              127            564                  NaN   \n",
       "7647             6714           6629                  NaN   \n",
       "7648             3519           4985                  NaN   \n",
       "7649             1155            854                  NaN   \n",
       "7650              334             58                  NaN   \n",
       "7651              653            299                  NaN   \n",
       "7652               15             28                  NaN   \n",
       "7653                1             19                  NaN   \n",
       "7654              126            181                  NaN   \n",
       "\n",
       "                       id               id_str lang  listed_count  \\\n",
       "0              2814934842           2814934842   en             7   \n",
       "1                27591409             27591409   en            59   \n",
       "2                15751317             15751317   en            19   \n",
       "3                33505373             33505373   en             4   \n",
       "4                18980973             18980973   en            19   \n",
       "5               414059980            414059980   en            27   \n",
       "6              3082043729           3082043729   en             0   \n",
       "7                15339207             15339207   en           249   \n",
       "8      956682313668194304   956682313668194304   en             3   \n",
       "9              3098686285           3098686285   en           101   \n",
       "10               30014725             30014725   en            48   \n",
       "11     841692239562653697   841692239562653697   en             8   \n",
       "12             3820420235           3820420235   en            28   \n",
       "13              988964851            988964851   en            31   \n",
       "14               25309984             25309984   en            10   \n",
       "15     768234574128218112   768234574128218112   en             1   \n",
       "16              209810887            209810887   en           137   \n",
       "17     786108904509935616   786108904509935616   en            21   \n",
       "18              618785210            618785210   en             1   \n",
       "19              414059980            414059980   en            27   \n",
       "20     811270828205703168   811270828205703168   en             5   \n",
       "21              381690871            381690871   en            34   \n",
       "22              896598403            896598403   en             9   \n",
       "23             1258428798           1258428798   en            15   \n",
       "24               40525535             40525535   en            40   \n",
       "25               22221695             22221695   en           253   \n",
       "26              375817905            375817905   en             4   \n",
       "27              823541330            823541330   en             6   \n",
       "28     893509234142392321   893509234142392321   en             2   \n",
       "29              726805380            726805380   en            10   \n",
       "...                   ...                  ...  ...           ...   \n",
       "7625             26119829             26119829   en             4   \n",
       "7626            398322691            398322691   en             8   \n",
       "7627             18182408             18182408   en           198   \n",
       "7628   773274789033209856   773274789033209856   en             6   \n",
       "7629            458607931            458607931   en             4   \n",
       "7630           3433746580           3433746580   en             0   \n",
       "7631            302945663            302945663   en             7   \n",
       "7632   813743804603891713   813743804603891713   en             0   \n",
       "7633            227079751            227079751   en             7   \n",
       "7634           2565746178           2565746178   en             1   \n",
       "7635             18101319             18101319   en           826   \n",
       "7636  1007530215789088770  1007530215789088770   en             0   \n",
       "7637             28926547             28926547   en            60   \n",
       "7638           2322469890           2322469890   en             1   \n",
       "7639           1373674610           1373674610   en            71   \n",
       "7640             93247577             93247577   en           201   \n",
       "7641             17762229             17762229   en            14   \n",
       "7642             22670108             22670108   en           198   \n",
       "7643   822668168493576192   822668168493576192   en            16   \n",
       "7644  1043757449252163584  1043757449252163584   en             0   \n",
       "7645           1061624492           1061624492   en             1   \n",
       "7646            145329747            145329747   en             5   \n",
       "7647   882967026200965121   882967026200965121   en             0   \n",
       "7648             22911403             22911403   en           175   \n",
       "7649            278699225            278699225   en           254   \n",
       "7650           4035773955           4035773955   en             0   \n",
       "7651             66878859             66878859   en            52   \n",
       "7652   986400474143313923   986400474143313923   en             0   \n",
       "7653   936099754169204736   936099754169204736   en             0   \n",
       "7654  1035411515258679296  1035411515258679296   en             0   \n",
       "\n",
       "                            location                              name  \\\n",
       "0                         California                     Debbie B. 🌊🌊🌊   \n",
       "1                         Juneau, AK                        1uscgwifey   \n",
       "2                        Portland OR                     James Belcher   \n",
       "3                           Michigan                       Paul Bazely   \n",
       "4              Logan Square, Chicago                   Roger Alexander   \n",
       "5                         California                      Tomas Vera🏞️   \n",
       "6                                                              CR King   \n",
       "7      Brooklyn, NY ✈️ Nashville, TN                DARU JONES l RUSIC   \n",
       "8                         Austin, TX                   Texans For Beto   \n",
       "9                    Minneapolis, MN                              Gwen   \n",
       "10                Miami, NY,  Boston                     mandi miranda   \n",
       "11                        Texas, USA                              Teri   \n",
       "12                       Raleigh, NC                     Hannah Powell   \n",
       "13                                                           Christine   \n",
       "14                       Chicago, IL                 Timothy A. Nelson   \n",
       "15                       Raleigh, NC                    Ms. Pozoulakis   \n",
       "16                   Los Angeles, CA                     Tai Babilonia   \n",
       "17                                                                 SME   \n",
       "18                       Augusta, GA                      Alyssa Hamer   \n",
       "19                        California                      Tomas Vera🏞️   \n",
       "20                     Davenport, FL                     Lynn Williams   \n",
       "21                 North Dakota, USA                           dh_1973   \n",
       "22    Willamette Valley, Oregon, USA            plaisanter 🌊 #voteblue   \n",
       "23        usa : gadevoted.tumblr.com              cj bleep & sylviecat   \n",
       "24           Santa Cruz, California.       Jesse Kenneth Cotu Williams   \n",
       "25                             Earth      Don't Go There #ScienceBased   \n",
       "26          the island where Lost is                        Matt Boyle   \n",
       "27                      Austin Texas                             DeLiz   \n",
       "28                                                 Stephanie Schroeder   \n",
       "29            Texas State University        PACE Center at Texas State   \n",
       "...                              ...                               ...   \n",
       "7625               San Francisco, CA                        Jenn Soult   \n",
       "7626                   New York City              ROCK HARD Jay Conroy   \n",
       "7627                       NJ 🔁 D.C.                       Alex Wilkes   \n",
       "7628                       Tampa, FL                   surfturftruckFL   \n",
       "7629                              TX                               aly   \n",
       "7630                      Dallas, TX                   Alexandra Iseli   \n",
       "7631                 Mooresville, NC                       Davin Vesey   \n",
       "7632                      Denver, CO                     Jessica Moore   \n",
       "7633                              MD                      Kyle Johnson   \n",
       "7634                 Miami Beach, FL                     Joanna Palmer   \n",
       "7635                    New York, NY                     Living Colour   \n",
       "7636                     Nevada, USA     🏳️‍🌈 #IPledgeToVoteEarly 🏳️‍🌈   \n",
       "7637                       Tennessee       Kathryn Warner 🌻#Resistance   \n",
       "7638                                               Brandon J. Williams   \n",
       "7639                     Atlanta, GA                          Jim Zorn   \n",
       "7640                   Galveston, TX                   Marlin Williams   \n",
       "7641                              TN                       𝖅𝕬𝕮 𝕮𝖀𝕻𝕻𝕷𝕰𝕾   \n",
       "7642                                                      Dan Martinez   \n",
       "7643                   United States                   🇺🇸Tammy MAGA 🇺🇸   \n",
       "7644                      Topeka, KS                      Margie Faber   \n",
       "7645                      Dallas, TX                     LaDyrian Cole   \n",
       "7646                             USA                   L Robbins ☮ 💛🖤🏀   \n",
       "7647                        Virginia      SaraBeth ❤️’s Trump’s Agenda   \n",
       "7648              St. Petersburg, FL                       Phil Ammann   \n",
       "7649                             USA  Susan Garren Art Collections 👩‍🌾   \n",
       "7650                                                     Ettari Wilden   \n",
       "7651              The Sunshine State                    Tess R. Martin   \n",
       "7652                                                   Elliott Queso 🤮   \n",
       "7653           36.178173, -82.712448                   Francis Freeman   \n",
       "7654                   United States                    Keep the Hope!   \n",
       "\n",
       "          screen_name status  statuses_count                      url  \\\n",
       "0      EttaLnLavender    NaN           48062                     None   \n",
       "1          1USCGWifey    NaN           14735  https://t.co/AOj7SUsr5x   \n",
       "2           Satorical    NaN           20323                     None   \n",
       "3             Pbazely    NaN             719  https://t.co/Z09xaGx47G   \n",
       "4     _RogerAlexander    NaN            7181  https://t.co/sfgBHkpbmV   \n",
       "5             dadkind    NaN           13226  https://t.co/YAIcPeYmvg   \n",
       "6           CRKing100    NaN              29                     None   \n",
       "7           darujones    NaN           32679  https://t.co/uQiJ7AvUy9   \n",
       "8       TexansForBeto    NaN            2115  https://t.co/xzTmLds6tO   \n",
       "9     FieryMillennial    NaN            5659   http://t.co/WrGNIU36fq   \n",
       "10       mandimiranda    NaN           15033   http://t.co/ONeya53KP4   \n",
       "11        Crowntiptoe    NaN          138788                     None   \n",
       "12     ohwowmrspowell    NaN            2335  https://t.co/t8emO722ek   \n",
       "13     ChristineRaina    NaN            6563  https://t.co/ovkrwax3yo   \n",
       "14     TimothyANelson    NaN             510                     None   \n",
       "15     MissPthatsMeee    NaN             627                     None   \n",
       "16          taiskates    NaN           12825  https://t.co/5FBeNI9egB   \n",
       "17     LetzBrealistic    NaN          146662                     None   \n",
       "18     alyssa_hamer21    NaN             810                     None   \n",
       "19            dadkind    NaN           13226  https://t.co/YAIcPeYmvg   \n",
       "20    LynnWil07599335    NaN           10393                     None   \n",
       "21            dh_1973    NaN           50702                     None   \n",
       "22        plaisanters    NaN           22501                     None   \n",
       "23          GAdevoted    NaN           77571                     None   \n",
       "24         Morketiden    NaN           16043                     None   \n",
       "25           bigal953    NaN           88876  https://t.co/iFVRnUhIVB   \n",
       "26    BoyleTheBromigo    NaN            2895                     None   \n",
       "27          DelizDear    NaN           55201                     None   \n",
       "28     StephanieSchro    NaN             109                     None   \n",
       "29           txstpace    NaN            4986  https://t.co/TS7H4pw0ta   \n",
       "...               ...    ...             ...                      ...   \n",
       "7625        JennSoult    NaN             557                     None   \n",
       "7626      jayfnconroy    NaN           24956  https://t.co/peZgHv6fIT   \n",
       "7627  AlexandraCSmith    NaN            9663  https://t.co/5bzCbm64gq   \n",
       "7628  surfturftruckFL    NaN             255  https://t.co/Ug3r5b7LqM   \n",
       "7629      amberleeona    NaN           16169  https://t.co/NT6TDsC9pA   \n",
       "7630       swissiseli    NaN             637                     None   \n",
       "7631     shooterdavin    NaN            1561  https://t.co/gVwrNh4l5T   \n",
       "7632     JayMoore1201    NaN             339                     None   \n",
       "7633      kjohnson284    NaN           15601  https://t.co/NwoHB7xUse   \n",
       "7634  thejoannapalmer    NaN             803                     None   \n",
       "7635     LivingColour    NaN           31977  https://t.co/ZAQ6hV9MKs   \n",
       "7636   LGBTQUniteBlue    NaN            3235                     None   \n",
       "7637    tooldtobehere    NaN           32852                     None   \n",
       "7638     BDub_F1tness    NaN             223                     None   \n",
       "7639   PhotoZorn_FOX5    NaN           12129  https://t.co/ZVIC0egZ9N   \n",
       "7640       Marlin2002    NaN           30248  https://t.co/YaykNGjPJd   \n",
       "7641      HolyHotDang    NaN           10099  https://t.co/VO1Fv96GLL   \n",
       "7642             dmar    NaN            7915                     None   \n",
       "7643       tammy_maga    NaN           49448                     None   \n",
       "7644     MargieFaber2    NaN             147  https://t.co/hSVLwiPSdF   \n",
       "7645     ladyriancole    NaN            2427  https://t.co/54KSpQ5zWQ   \n",
       "7646     thatwasmejpm    NaN           44967                     None   \n",
       "7647    SBluvsAmerica    NaN           13132                     None   \n",
       "7648       PhilAmmann    NaN          134530  https://t.co/tFiDBCNNdj   \n",
       "7649      SusanGarren    NaN           92275  https://t.co/9oU9bmLmGl   \n",
       "7650    wilden_ettari    NaN           37011                     None   \n",
       "7651    tess_r_martin    NaN            9668  https://t.co/Lbjhw6Sdni   \n",
       "7652     ElliottQueso    NaN             134                     None   \n",
       "7653  SapiensFantasia    NaN             106  https://t.co/NBenojmFVb   \n",
       "7654           MD_386    NaN           24706                     None   \n",
       "\n",
       "      verified  \n",
       "0        False  \n",
       "1        False  \n",
       "2        False  \n",
       "3        False  \n",
       "4        False  \n",
       "5        False  \n",
       "6        False  \n",
       "7         True  \n",
       "8        False  \n",
       "9        False  \n",
       "10       False  \n",
       "11       False  \n",
       "12       False  \n",
       "13       False  \n",
       "14       False  \n",
       "15       False  \n",
       "16       False  \n",
       "17       False  \n",
       "18       False  \n",
       "19       False  \n",
       "20       False  \n",
       "21       False  \n",
       "22       False  \n",
       "23       False  \n",
       "24       False  \n",
       "25       False  \n",
       "26       False  \n",
       "27       False  \n",
       "28       False  \n",
       "29       False  \n",
       "...        ...  \n",
       "7625     False  \n",
       "7626     False  \n",
       "7627      True  \n",
       "7628     False  \n",
       "7629     False  \n",
       "7630     False  \n",
       "7631     False  \n",
       "7632     False  \n",
       "7633     False  \n",
       "7634     False  \n",
       "7635      True  \n",
       "7636     False  \n",
       "7637     False  \n",
       "7638     False  \n",
       "7639     False  \n",
       "7640     False  \n",
       "7641     False  \n",
       "7642     False  \n",
       "7643     False  \n",
       "7644     False  \n",
       "7645     False  \n",
       "7646     False  \n",
       "7647     False  \n",
       "7648     False  \n",
       "7649     False  \n",
       "7650     False  \n",
       "7651     False  \n",
       "7652     False  \n",
       "7653     False  \n",
       "7654     False  \n",
       "\n",
       "[7655 rows x 20 columns]"
      ]
     },
     "execution_count": 102,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ivoted_users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "for col in ivoted_users.columns:\n",
    "    if ivoted_users[col].dtypes == 'float64':\n",
    "       # russ_bots[col].astype(int)\n",
    "        #print('yes', col, russ_bots[col].dtypes)\n",
    "        ivoted_users[col] = ivoted_users[col].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['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",
       "      dtype='object')"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ivoted_users.dtypes\n",
    "ivoted_users.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "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                 0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ivoted_users.isna().sum()\n",
    "ivoted_users.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "ivoted_users['description'] = ivoted_users.description.fillna('No description')\n",
    "ivoted_users['location'] = ivoted_users.location.fillna('No location')\n",
    "ivoted_users['url'] = ivoted_users.url.fillna('No URL')\n",
    "ivoted_users['status'] = ivoted_users.status.fillna('No status')\n",
    "ivoted_users['has_extended_profile'] = ivoted_users.has_extended_profile.fillna('No extd. profile')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bot                               int64\n",
       "created_at               datetime64[ns]\n",
       "default_profile                    bool\n",
       "default_profile_image              bool\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                           bool\n",
       "dtype: object"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ivoted_users.dtypes"
   ]
  },
  {
   "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>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>2014-09-17 13:47:20</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Retired Public School Psychologist/Admin. The ...</td>\n",
       "      <td>13054</td>\n",
       "      <td>656</td>\n",
       "      <td>1338</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>2814934842</td>\n",
       "      <td>2814934842</td>\n",
       "      <td>en</td>\n",
       "      <td>7</td>\n",
       "      <td>California</td>\n",
       "      <td>Debbie B. 🌊🌊🌊</td>\n",
       "      <td>EttaLnLavender</td>\n",
       "      <td>No status</td>\n",
       "      <td>48062</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-03-30 05:31:53</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Retired Military wife and mom, Big Island Girl...</td>\n",
       "      <td>289</td>\n",
       "      <td>1428</td>\n",
       "      <td>1563</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>27591409</td>\n",
       "      <td>27591409</td>\n",
       "      <td>en</td>\n",
       "      <td>59</td>\n",
       "      <td>Juneau, AK</td>\n",
       "      <td>1uscgwifey</td>\n",
       "      <td>1USCGWifey</td>\n",
       "      <td>No status</td>\n",
       "      <td>14735</td>\n",
       "      <td>https://t.co/AOj7SUsr5x</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>2008-08-06 15:43:26</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Question Authority #RCTID</td>\n",
       "      <td>63957</td>\n",
       "      <td>265</td>\n",
       "      <td>214</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>15751317</td>\n",
       "      <td>15751317</td>\n",
       "      <td>en</td>\n",
       "      <td>19</td>\n",
       "      <td>Portland OR</td>\n",
       "      <td>James Belcher</td>\n",
       "      <td>Satorical</td>\n",
       "      <td>No status</td>\n",
       "      <td>20323</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-04-20 13:07:49</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>122</td>\n",
       "      <td>133</td>\n",
       "      <td>660</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>33505373</td>\n",
       "      <td>33505373</td>\n",
       "      <td>en</td>\n",
       "      <td>4</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>Paul Bazely</td>\n",
       "      <td>Pbazely</td>\n",
       "      <td>No status</td>\n",
       "      <td>719</td>\n",
       "      <td>https://t.co/Z09xaGx47G</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-01-14 16:05:52</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Vocalist of @ShipCapnCrewIL. Linguistics/Anthr...</td>\n",
       "      <td>430</td>\n",
       "      <td>375</td>\n",
       "      <td>156</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>18980973</td>\n",
       "      <td>18980973</td>\n",
       "      <td>en</td>\n",
       "      <td>19</td>\n",
       "      <td>Logan Square, Chicago</td>\n",
       "      <td>Roger Alexander</td>\n",
       "      <td>_RogerAlexander</td>\n",
       "      <td>No status</td>\n",
       "      <td>7181</td>\n",
       "      <td>https://t.co/sfgBHkpbmV</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>2011-11-16 15:42:34</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>.NET developer * US Navy Vet  * Democrat * Lat...</td>\n",
       "      <td>10860</td>\n",
       "      <td>719</td>\n",
       "      <td>981</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>414059980</td>\n",
       "      <td>414059980</td>\n",
       "      <td>en</td>\n",
       "      <td>27</td>\n",
       "      <td>California</td>\n",
       "      <td>Tomas Vera🏞️</td>\n",
       "      <td>dadkind</td>\n",
       "      <td>No status</td>\n",
       "      <td>13226</td>\n",
       "      <td>https://t.co/YAIcPeYmvg</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>2015-03-09 17:44:02</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>3082043729</td>\n",
       "      <td>3082043729</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>CR King</td>\n",
       "      <td>CRKing100</td>\n",
       "      <td>No status</td>\n",
       "      <td>29</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>2008-07-07 05:36:56</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Founder of Rusic Records. 🥁🎧🎨</td>\n",
       "      <td>7829</td>\n",
       "      <td>9389</td>\n",
       "      <td>1037</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>15339207</td>\n",
       "      <td>15339207</td>\n",
       "      <td>en</td>\n",
       "      <td>249</td>\n",
       "      <td>Brooklyn, NY ✈️ Nashville, TN</td>\n",
       "      <td>DARU JONES l RUSIC</td>\n",
       "      <td>darujones</td>\n",
       "      <td>No status</td>\n",
       "      <td>32679</td>\n",
       "      <td>https://t.co/uQiJ7AvUy9</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-01-26 00:16:52</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Home of the grassroots effort in Texas to elec...</td>\n",
       "      <td>1870</td>\n",
       "      <td>1051</td>\n",
       "      <td>184</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>956682313668194304</td>\n",
       "      <td>956682313668194304</td>\n",
       "      <td>en</td>\n",
       "      <td>3</td>\n",
       "      <td>Austin, TX</td>\n",
       "      <td>Texans For Beto</td>\n",
       "      <td>TexansForBeto</td>\n",
       "      <td>No status</td>\n",
       "      <td>2115</td>\n",
       "      <td>https://t.co/xzTmLds6tO</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>2015-03-20 03:02:26</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>28 year old solopreneur. Saved $200k in 4 year...</td>\n",
       "      <td>11188</td>\n",
       "      <td>3954</td>\n",
       "      <td>329</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>3098686285</td>\n",
       "      <td>3098686285</td>\n",
       "      <td>en</td>\n",
       "      <td>101</td>\n",
       "      <td>Minneapolis, MN</td>\n",
       "      <td>Gwen</td>\n",
       "      <td>FieryMillennial</td>\n",
       "      <td>No status</td>\n",
       "      <td>5659</td>\n",
       "      <td>http://t.co/WrGNIU36fq</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-04-09 16:27:05</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Big heart, real, loyal, give 100% in all I do,...</td>\n",
       "      <td>5471</td>\n",
       "      <td>2777</td>\n",
       "      <td>1039</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>30014725</td>\n",
       "      <td>30014725</td>\n",
       "      <td>en</td>\n",
       "      <td>48</td>\n",
       "      <td>Miami, NY,  Boston</td>\n",
       "      <td>mandi miranda</td>\n",
       "      <td>mandimiranda</td>\n",
       "      <td>No status</td>\n",
       "      <td>15033</td>\n",
       "      <td>http://t.co/ONeya53KP4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>2017-03-14 16:47:22</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Scottish by blood, Canadian by birth, American...</td>\n",
       "      <td>170890</td>\n",
       "      <td>8842</td>\n",
       "      <td>8389</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>841692239562653697</td>\n",
       "      <td>841692239562653697</td>\n",
       "      <td>en</td>\n",
       "      <td>8</td>\n",
       "      <td>Texas, USA</td>\n",
       "      <td>Teri</td>\n",
       "      <td>Crowntiptoe</td>\n",
       "      <td>No status</td>\n",
       "      <td>138788</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>2015-09-30 03:04:27</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Raleigh, NC. 6th Grade Math &amp; Science Teacher ...</td>\n",
       "      <td>1580</td>\n",
       "      <td>611</td>\n",
       "      <td>458</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>3820420235</td>\n",
       "      <td>3820420235</td>\n",
       "      <td>en</td>\n",
       "      <td>28</td>\n",
       "      <td>Raleigh, NC</td>\n",
       "      <td>Hannah Powell</td>\n",
       "      <td>ohwowmrspowell</td>\n",
       "      <td>No status</td>\n",
       "      <td>2335</td>\n",
       "      <td>https://t.co/t8emO722ek</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>2012-12-04 15:10:19</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>[enter witty summation here]</td>\n",
       "      <td>5343</td>\n",
       "      <td>466</td>\n",
       "      <td>767</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>988964851</td>\n",
       "      <td>988964851</td>\n",
       "      <td>en</td>\n",
       "      <td>31</td>\n",
       "      <td></td>\n",
       "      <td>Christine</td>\n",
       "      <td>ChristineRaina</td>\n",
       "      <td>No status</td>\n",
       "      <td>6563</td>\n",
       "      <td>https://t.co/ovkrwax3yo</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-03-19 14:54:10</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Enthusiastic, creative communicator who enjoys...</td>\n",
       "      <td>81</td>\n",
       "      <td>444</td>\n",
       "      <td>977</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>25309984</td>\n",
       "      <td>25309984</td>\n",
       "      <td>en</td>\n",
       "      <td>10</td>\n",
       "      <td>Chicago, IL</td>\n",
       "      <td>Timothy A. Nelson</td>\n",
       "      <td>TimothyANelson</td>\n",
       "      <td>No status</td>\n",
       "      <td>510</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>2016-08-23 23:52:50</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>6th Grade ELA. Optimist. Forever Young.</td>\n",
       "      <td>527</td>\n",
       "      <td>236</td>\n",
       "      <td>318</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>768234574128218112</td>\n",
       "      <td>768234574128218112</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>Raleigh, NC</td>\n",
       "      <td>Ms. Pozoulakis</td>\n",
       "      <td>MissPthatsMeee</td>\n",
       "      <td>No status</td>\n",
       "      <td>627</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>2010-10-29 23:53:25</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>✨ My Official Twitter Account ✨ Scout's Mom🔸  ...</td>\n",
       "      <td>80467</td>\n",
       "      <td>5928</td>\n",
       "      <td>3061</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>209810887</td>\n",
       "      <td>209810887</td>\n",
       "      <td>en</td>\n",
       "      <td>137</td>\n",
       "      <td>Los Angeles, CA</td>\n",
       "      <td>Tai Babilonia</td>\n",
       "      <td>taiskates</td>\n",
       "      <td>No status</td>\n",
       "      <td>12825</td>\n",
       "      <td>https://t.co/5FBeNI9egB</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>2016-10-12 07:39:02</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>105307</td>\n",
       "      <td>4350</td>\n",
       "      <td>4996</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>786108904509935616</td>\n",
       "      <td>786108904509935616</td>\n",
       "      <td>en</td>\n",
       "      <td>21</td>\n",
       "      <td></td>\n",
       "      <td>SME</td>\n",
       "      <td>LetzBrealistic</td>\n",
       "      <td>No status</td>\n",
       "      <td>146662</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>2012-06-26 06:09:10</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>22. Augusta University.</td>\n",
       "      <td>115</td>\n",
       "      <td>125</td>\n",
       "      <td>37</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>618785210</td>\n",
       "      <td>618785210</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>Augusta, GA</td>\n",
       "      <td>Alyssa Hamer</td>\n",
       "      <td>alyssa_hamer21</td>\n",
       "      <td>No status</td>\n",
       "      <td>810</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>2011-11-16 15:42:34</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>.NET developer * US Navy Vet  * Democrat * Lat...</td>\n",
       "      <td>10860</td>\n",
       "      <td>719</td>\n",
       "      <td>981</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>414059980</td>\n",
       "      <td>414059980</td>\n",
       "      <td>en</td>\n",
       "      <td>27</td>\n",
       "      <td>California</td>\n",
       "      <td>Tomas Vera🏞️</td>\n",
       "      <td>dadkind</td>\n",
       "      <td>No status</td>\n",
       "      <td>13226</td>\n",
       "      <td>https://t.co/YAIcPeYmvg</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>2016-12-20 18:03:32</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Lupus/SLE Survivor/Advocate for Lupus Awareness</td>\n",
       "      <td>22465</td>\n",
       "      <td>272</td>\n",
       "      <td>99</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>811270828205703168</td>\n",
       "      <td>811270828205703168</td>\n",
       "      <td>en</td>\n",
       "      <td>5</td>\n",
       "      <td>Davenport, FL</td>\n",
       "      <td>Lynn Williams</td>\n",
       "      <td>LynnWil07599335</td>\n",
       "      <td>No status</td>\n",
       "      <td>10393</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>2011-09-28 19:27:17</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>BIG CLEMSON TIGERS FAN!! #ALLIN\\n#CLEMSONFAMIL...</td>\n",
       "      <td>57889</td>\n",
       "      <td>971</td>\n",
       "      <td>1928</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>381690871</td>\n",
       "      <td>381690871</td>\n",
       "      <td>en</td>\n",
       "      <td>34</td>\n",
       "      <td>North Dakota, USA</td>\n",
       "      <td>dh_1973</td>\n",
       "      <td>dh_1973</td>\n",
       "      <td>No status</td>\n",
       "      <td>50702</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>2012-10-22 02:38:17</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Ellis, ex-librarian w/ eye-strain in tiny rura...</td>\n",
       "      <td>55951</td>\n",
       "      <td>1078</td>\n",
       "      <td>2302</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>896598403</td>\n",
       "      <td>896598403</td>\n",
       "      <td>en</td>\n",
       "      <td>9</td>\n",
       "      <td>Willamette Valley, Oregon, USA</td>\n",
       "      <td>plaisanter 🌊 #voteblue</td>\n",
       "      <td>plaisanters</td>\n",
       "      <td>No status</td>\n",
       "      <td>22501</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>2013-03-11 02:46:31</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>shipping + luxury cruising GA since 2003 #BLM ...</td>\n",
       "      <td>44710</td>\n",
       "      <td>1746</td>\n",
       "      <td>2526</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>1258428798</td>\n",
       "      <td>1258428798</td>\n",
       "      <td>en</td>\n",
       "      <td>15</td>\n",
       "      <td>usa : gadevoted.tumblr.com</td>\n",
       "      <td>cj bleep &amp; sylviecat</td>\n",
       "      <td>GAdevoted</td>\n",
       "      <td>No status</td>\n",
       "      <td>77571</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-05-16 19:28:09</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>5695</td>\n",
       "      <td>700</td>\n",
       "      <td>1338</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>40525535</td>\n",
       "      <td>40525535</td>\n",
       "      <td>en</td>\n",
       "      <td>40</td>\n",
       "      <td>Santa Cruz, California.</td>\n",
       "      <td>Jesse Kenneth Cotu Williams</td>\n",
       "      <td>Morketiden</td>\n",
       "      <td>No status</td>\n",
       "      <td>16043</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-02-28 02:54:43</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Not a politician, have not written any books, ...</td>\n",
       "      <td>97047</td>\n",
       "      <td>14390</td>\n",
       "      <td>15193</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>22221695</td>\n",
       "      <td>22221695</td>\n",
       "      <td>en</td>\n",
       "      <td>253</td>\n",
       "      <td>Earth</td>\n",
       "      <td>Don't Go There #ScienceBased</td>\n",
       "      <td>bigal953</td>\n",
       "      <td>No status</td>\n",
       "      <td>88876</td>\n",
       "      <td>https://t.co/iFVRnUhIVB</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>2011-09-18 19:54:12</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>America. Not a vegetarian.</td>\n",
       "      <td>1351</td>\n",
       "      <td>228</td>\n",
       "      <td>201</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>375817905</td>\n",
       "      <td>375817905</td>\n",
       "      <td>en</td>\n",
       "      <td>4</td>\n",
       "      <td>the island where Lost is</td>\n",
       "      <td>Matt Boyle</td>\n",
       "      <td>BoyleTheBromigo</td>\n",
       "      <td>No status</td>\n",
       "      <td>2895</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>2012-09-14 16:03:24</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Activist for Mother🌎 #RESIST LibDem,7th GenTex...</td>\n",
       "      <td>81026</td>\n",
       "      <td>4503</td>\n",
       "      <td>5002</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>823541330</td>\n",
       "      <td>823541330</td>\n",
       "      <td>en</td>\n",
       "      <td>6</td>\n",
       "      <td>Austin Texas</td>\n",
       "      <td>DeLiz</td>\n",
       "      <td>DelizDear</td>\n",
       "      <td>No status</td>\n",
       "      <td>55201</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>2017-08-04 16:29:36</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>CHHS Physics Teacher🐾 #CHPantherPride\\nUTA Alu...</td>\n",
       "      <td>755</td>\n",
       "      <td>117</td>\n",
       "      <td>135</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>893509234142392321</td>\n",
       "      <td>893509234142392321</td>\n",
       "      <td>en</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>Stephanie Schroeder</td>\n",
       "      <td>StephanieSchro</td>\n",
       "      <td>No status</td>\n",
       "      <td>109</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0</td>\n",
       "      <td>2012-07-30 20:37:35</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Official account of the Personalized Academic ...</td>\n",
       "      <td>1556</td>\n",
       "      <td>1764</td>\n",
       "      <td>256</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>726805380</td>\n",
       "      <td>726805380</td>\n",
       "      <td>en</td>\n",
       "      <td>10</td>\n",
       "      <td>Texas State University</td>\n",
       "      <td>PACE Center at Texas State</td>\n",
       "      <td>txstpace</td>\n",
       "      <td>No status</td>\n",
       "      <td>4986</td>\n",
       "      <td>https://t.co/TS7H4pw0ta</td>\n",
       "      <td>False</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>7625</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-03-23 23:26:06</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Seasoned communications and events professiona...</td>\n",
       "      <td>132</td>\n",
       "      <td>240</td>\n",
       "      <td>1098</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>26119829</td>\n",
       "      <td>26119829</td>\n",
       "      <td>en</td>\n",
       "      <td>4</td>\n",
       "      <td>San Francisco, CA</td>\n",
       "      <td>Jenn Soult</td>\n",
       "      <td>JennSoult</td>\n",
       "      <td>No status</td>\n",
       "      <td>557</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7626</th>\n",
       "      <td>0</td>\n",
       "      <td>2011-10-25 22:06:44</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Host of ROCK HARD with Jay Conroy Radio Show o...</td>\n",
       "      <td>13080</td>\n",
       "      <td>2219</td>\n",
       "      <td>779</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>398322691</td>\n",
       "      <td>398322691</td>\n",
       "      <td>en</td>\n",
       "      <td>8</td>\n",
       "      <td>New York City</td>\n",
       "      <td>ROCK HARD Jay Conroy</td>\n",
       "      <td>jayfnconroy</td>\n",
       "      <td>No status</td>\n",
       "      <td>24956</td>\n",
       "      <td>https://t.co/peZgHv6fIT</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7627</th>\n",
       "      <td>0</td>\n",
       "      <td>2008-12-17 04:42:23</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>née Smith, now Wilkes. Executive Director @Ame...</td>\n",
       "      <td>4789</td>\n",
       "      <td>10683</td>\n",
       "      <td>905</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>18182408</td>\n",
       "      <td>18182408</td>\n",
       "      <td>en</td>\n",
       "      <td>198</td>\n",
       "      <td>NJ 🔁 D.C.</td>\n",
       "      <td>Alex Wilkes</td>\n",
       "      <td>AlexandraCSmith</td>\n",
       "      <td>No status</td>\n",
       "      <td>9663</td>\n",
       "      <td>https://t.co/5bzCbm64gq</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7628</th>\n",
       "      <td>0</td>\n",
       "      <td>2016-09-06 21:40:51</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>101 N. Franklin St. 813-255-7473 Lobster rolls...</td>\n",
       "      <td>328</td>\n",
       "      <td>169</td>\n",
       "      <td>435</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>773274789033209856</td>\n",
       "      <td>773274789033209856</td>\n",
       "      <td>en</td>\n",
       "      <td>6</td>\n",
       "      <td>Tampa, FL</td>\n",
       "      <td>surfturftruckFL</td>\n",
       "      <td>surfturftruckFL</td>\n",
       "      <td>No status</td>\n",
       "      <td>255</td>\n",
       "      <td>https://t.co/Ug3r5b7LqM</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7629</th>\n",
       "      <td>0</td>\n",
       "      <td>2012-01-08 19:11:36</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>🖤20// yee-haw💫</td>\n",
       "      <td>4297</td>\n",
       "      <td>1167</td>\n",
       "      <td>379</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>458607931</td>\n",
       "      <td>458607931</td>\n",
       "      <td>en</td>\n",
       "      <td>4</td>\n",
       "      <td>TX</td>\n",
       "      <td>aly</td>\n",
       "      <td>amberleeona</td>\n",
       "      <td>No status</td>\n",
       "      <td>16169</td>\n",
       "      <td>https://t.co/NT6TDsC9pA</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7630</th>\n",
       "      <td>0</td>\n",
       "      <td>2015-08-21 02:00:00</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Pickles and Diet Coke addict. Southern as they...</td>\n",
       "      <td>53</td>\n",
       "      <td>19</td>\n",
       "      <td>184</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>3433746580</td>\n",
       "      <td>3433746580</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Dallas, TX</td>\n",
       "      <td>Alexandra Iseli</td>\n",
       "      <td>swissiseli</td>\n",
       "      <td>No status</td>\n",
       "      <td>637</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7631</th>\n",
       "      <td>0</td>\n",
       "      <td>2011-05-22 01:37:50</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Brand Ambassador for @Embrace5B Competitive Sh...</td>\n",
       "      <td>145</td>\n",
       "      <td>203</td>\n",
       "      <td>483</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>302945663</td>\n",
       "      <td>302945663</td>\n",
       "      <td>en</td>\n",
       "      <td>7</td>\n",
       "      <td>Mooresville, NC</td>\n",
       "      <td>Davin Vesey</td>\n",
       "      <td>shooterdavin</td>\n",
       "      <td>No status</td>\n",
       "      <td>1561</td>\n",
       "      <td>https://t.co/gVwrNh4l5T</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7632</th>\n",
       "      <td>0</td>\n",
       "      <td>2016-12-27 13:50:16</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>1474</td>\n",
       "      <td>76</td>\n",
       "      <td>283</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>813743804603891713</td>\n",
       "      <td>813743804603891713</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Denver, CO</td>\n",
       "      <td>Jessica Moore</td>\n",
       "      <td>JayMoore1201</td>\n",
       "      <td>No status</td>\n",
       "      <td>339</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7633</th>\n",
       "      <td>0</td>\n",
       "      <td>2010-12-15 21:21:28</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Member of #gigeconomy. Lover of #superhero #co...</td>\n",
       "      <td>12344</td>\n",
       "      <td>3988</td>\n",
       "      <td>2879</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>227079751</td>\n",
       "      <td>227079751</td>\n",
       "      <td>en</td>\n",
       "      <td>7</td>\n",
       "      <td>MD</td>\n",
       "      <td>Kyle Johnson</td>\n",
       "      <td>kjohnson284</td>\n",
       "      <td>No status</td>\n",
       "      <td>15601</td>\n",
       "      <td>https://t.co/NwoHB7xUse</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7634</th>\n",
       "      <td>0</td>\n",
       "      <td>2014-06-13 18:59:33</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Homegrown 305-Miami girl w/ Brooklyn roots,of ...</td>\n",
       "      <td>2275</td>\n",
       "      <td>94</td>\n",
       "      <td>350</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>2565746178</td>\n",
       "      <td>2565746178</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>Miami Beach, FL</td>\n",
       "      <td>Joanna Palmer</td>\n",
       "      <td>thejoannapalmer</td>\n",
       "      <td>No status</td>\n",
       "      <td>803</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7635</th>\n",
       "      <td>0</td>\n",
       "      <td>2008-12-13 17:19:55</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>'SHADE' is out NOW : https://t.co/05VZgc8KZg (...</td>\n",
       "      <td>11075</td>\n",
       "      <td>40580</td>\n",
       "      <td>3070</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>18101319</td>\n",
       "      <td>18101319</td>\n",
       "      <td>en</td>\n",
       "      <td>826</td>\n",
       "      <td>New York, NY</td>\n",
       "      <td>Living Colour</td>\n",
       "      <td>LivingColour</td>\n",
       "      <td>No status</td>\n",
       "      <td>31977</td>\n",
       "      <td>https://t.co/ZAQ6hV9MKs</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7636</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-06-15 07:48:17</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>We VOTE #BlueNoMatterWho ! We hold #LGBTQ Righ...</td>\n",
       "      <td>3437</td>\n",
       "      <td>346</td>\n",
       "      <td>583</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>1007530215789088770</td>\n",
       "      <td>1007530215789088770</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Nevada, USA</td>\n",
       "      <td>🏳️‍🌈 #IPledgeToVoteEarly 🏳️‍🌈</td>\n",
       "      <td>LGBTQUniteBlue</td>\n",
       "      <td>No status</td>\n",
       "      <td>3235</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7637</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-04-05 02:52:59</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>retired ER/ICU RN, avid gardener, naturalist. ...</td>\n",
       "      <td>24841</td>\n",
       "      <td>6225</td>\n",
       "      <td>6774</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>28926547</td>\n",
       "      <td>28926547</td>\n",
       "      <td>en</td>\n",
       "      <td>60</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>Kathryn Warner 🌻#Resistance</td>\n",
       "      <td>tooldtobehere</td>\n",
       "      <td>No status</td>\n",
       "      <td>32852</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7638</th>\n",
       "      <td>0</td>\n",
       "      <td>2014-02-01 15:11:02</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>🏋🏿💪🏾✊🏽✊🏾✊🏿⚓\\nTrainee at Booker T's Reality of ...</td>\n",
       "      <td>958</td>\n",
       "      <td>299</td>\n",
       "      <td>873</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>2322469890</td>\n",
       "      <td>2322469890</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td>Brandon J. Williams</td>\n",
       "      <td>BDub_F1tness</td>\n",
       "      <td>No status</td>\n",
       "      <td>223</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7639</th>\n",
       "      <td>0</td>\n",
       "      <td>2013-04-23 03:10:18</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>I'm a Photojournalist working in Atlanta for F...</td>\n",
       "      <td>15450</td>\n",
       "      <td>1256</td>\n",
       "      <td>1339</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>1373674610</td>\n",
       "      <td>1373674610</td>\n",
       "      <td>en</td>\n",
       "      <td>71</td>\n",
       "      <td>Atlanta, GA</td>\n",
       "      <td>Jim Zorn</td>\n",
       "      <td>PhotoZorn_FOX5</td>\n",
       "      <td>No status</td>\n",
       "      <td>12129</td>\n",
       "      <td>https://t.co/ZVIC0egZ9N</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7640</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-11-28 19:51:02</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>I'm an average guy that loves to write.#PulpFi...</td>\n",
       "      <td>5970</td>\n",
       "      <td>4995</td>\n",
       "      <td>4474</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>93247577</td>\n",
       "      <td>93247577</td>\n",
       "      <td>en</td>\n",
       "      <td>201</td>\n",
       "      <td>Galveston, TX</td>\n",
       "      <td>Marlin Williams</td>\n",
       "      <td>Marlin2002</td>\n",
       "      <td>No status</td>\n",
       "      <td>30248</td>\n",
       "      <td>https://t.co/YaykNGjPJd</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7641</th>\n",
       "      <td>0</td>\n",
       "      <td>2008-11-30 20:38:40</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>God. 90s music. Basketball. Woodworking. Good ...</td>\n",
       "      <td>395</td>\n",
       "      <td>276</td>\n",
       "      <td>672</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>17762229</td>\n",
       "      <td>17762229</td>\n",
       "      <td>en</td>\n",
       "      <td>14</td>\n",
       "      <td>TN</td>\n",
       "      <td>𝖅𝕬𝕮 𝕮𝖀𝕻𝕻𝕷𝕰𝕾</td>\n",
       "      <td>HolyHotDang</td>\n",
       "      <td>No status</td>\n",
       "      <td>10099</td>\n",
       "      <td>https://t.co/VO1Fv96GLL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7642</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-03-03 20:07:00</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Atlanta via a lifetime in the Bay Area. Now: H...</td>\n",
       "      <td>2149</td>\n",
       "      <td>4188</td>\n",
       "      <td>237</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>22670108</td>\n",
       "      <td>22670108</td>\n",
       "      <td>en</td>\n",
       "      <td>198</td>\n",
       "      <td></td>\n",
       "      <td>Dan Martinez</td>\n",
       "      <td>dmar</td>\n",
       "      <td>No status</td>\n",
       "      <td>7915</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7643</th>\n",
       "      <td>0</td>\n",
       "      <td>2017-01-21 04:52:30</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Love❤️animals and🐕dogs. 🇺🇸Trump Supporter🇺🇸Bui...</td>\n",
       "      <td>24927</td>\n",
       "      <td>49973</td>\n",
       "      <td>41651</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>822668168493576192</td>\n",
       "      <td>822668168493576192</td>\n",
       "      <td>en</td>\n",
       "      <td>16</td>\n",
       "      <td>United States</td>\n",
       "      <td>🇺🇸Tammy MAGA 🇺🇸</td>\n",
       "      <td>tammy_maga</td>\n",
       "      <td>No status</td>\n",
       "      <td>49448</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7644</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-09-23 07:02:22</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>I am here😳 https://t.co/hSVLwiPSdF</td>\n",
       "      <td>581</td>\n",
       "      <td>3</td>\n",
       "      <td>252</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>1043757449252163584</td>\n",
       "      <td>1043757449252163584</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Topeka, KS</td>\n",
       "      <td>Margie Faber</td>\n",
       "      <td>MargieFaber2</td>\n",
       "      <td>No status</td>\n",
       "      <td>147</td>\n",
       "      <td>https://t.co/hSVLwiPSdF</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7645</th>\n",
       "      <td>0</td>\n",
       "      <td>2013-01-04 22:50:37</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>“If I didn’t define myself for myself, I would...</td>\n",
       "      <td>1012</td>\n",
       "      <td>168</td>\n",
       "      <td>355</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>1061624492</td>\n",
       "      <td>1061624492</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>Dallas, TX</td>\n",
       "      <td>LaDyrian Cole</td>\n",
       "      <td>ladyriancole</td>\n",
       "      <td>No status</td>\n",
       "      <td>2427</td>\n",
       "      <td>https://t.co/54KSpQ5zWQ</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7646</th>\n",
       "      <td>0</td>\n",
       "      <td>2010-05-18 18:07:26</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>All the lonely people, where do they all come ...</td>\n",
       "      <td>73636</td>\n",
       "      <td>127</td>\n",
       "      <td>564</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>145329747</td>\n",
       "      <td>145329747</td>\n",
       "      <td>en</td>\n",
       "      <td>5</td>\n",
       "      <td>USA</td>\n",
       "      <td>L Robbins ☮ 💛🖤🏀</td>\n",
       "      <td>thatwasmejpm</td>\n",
       "      <td>No status</td>\n",
       "      <td>44967</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7647</th>\n",
       "      <td>0</td>\n",
       "      <td>2017-07-06 14:18:38</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Trump MAGA Persist VOTE-GOP KAG Deplorable Dre...</td>\n",
       "      <td>21914</td>\n",
       "      <td>6714</td>\n",
       "      <td>6629</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>882967026200965121</td>\n",
       "      <td>882967026200965121</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>SaraBeth ❤️’s Trump’s Agenda</td>\n",
       "      <td>SBluvsAmerica</td>\n",
       "      <td>No status</td>\n",
       "      <td>13132</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7648</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-03-05 12:09:51</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Expert in 'let me Google that for you.' Produc...</td>\n",
       "      <td>18373</td>\n",
       "      <td>3519</td>\n",
       "      <td>4985</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>22911403</td>\n",
       "      <td>22911403</td>\n",
       "      <td>en</td>\n",
       "      <td>175</td>\n",
       "      <td>St. Petersburg, FL</td>\n",
       "      <td>Phil Ammann</td>\n",
       "      <td>PhilAmmann</td>\n",
       "      <td>No status</td>\n",
       "      <td>134530</td>\n",
       "      <td>https://t.co/tFiDBCNNdj</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7649</th>\n",
       "      <td>0</td>\n",
       "      <td>2011-04-07 19:56:51</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Susan Garren Photographer, Illustrator, Child ...</td>\n",
       "      <td>24029</td>\n",
       "      <td>1155</td>\n",
       "      <td>854</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>278699225</td>\n",
       "      <td>278699225</td>\n",
       "      <td>en</td>\n",
       "      <td>254</td>\n",
       "      <td>USA</td>\n",
       "      <td>Susan Garren Art Collections 👩‍🌾</td>\n",
       "      <td>SusanGarren</td>\n",
       "      <td>No status</td>\n",
       "      <td>92275</td>\n",
       "      <td>https://t.co/9oU9bmLmGl</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7650</th>\n",
       "      <td>0</td>\n",
       "      <td>2015-10-25 02:25:15</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td></td>\n",
       "      <td>43487</td>\n",
       "      <td>334</td>\n",
       "      <td>58</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>4035773955</td>\n",
       "      <td>4035773955</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>Ettari Wilden</td>\n",
       "      <td>wilden_ettari</td>\n",
       "      <td>No status</td>\n",
       "      <td>37011</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7651</th>\n",
       "      <td>0</td>\n",
       "      <td>2009-08-19 02:09:55</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Writer, runner, functional introvert. Politica...</td>\n",
       "      <td>14726</td>\n",
       "      <td>653</td>\n",
       "      <td>299</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>66878859</td>\n",
       "      <td>66878859</td>\n",
       "      <td>en</td>\n",
       "      <td>52</td>\n",
       "      <td>The Sunshine State</td>\n",
       "      <td>Tess R. Martin</td>\n",
       "      <td>tess_r_martin</td>\n",
       "      <td>No status</td>\n",
       "      <td>9668</td>\n",
       "      <td>https://t.co/Lbjhw6Sdni</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7652</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-04-18 00:26:14</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>aka cracker barrel cowboy aka Skrrrt Kobain ak...</td>\n",
       "      <td>112</td>\n",
       "      <td>15</td>\n",
       "      <td>28</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>986400474143313923</td>\n",
       "      <td>986400474143313923</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td></td>\n",
       "      <td>Elliott Queso 🤮</td>\n",
       "      <td>ElliottQueso</td>\n",
       "      <td>No status</td>\n",
       "      <td>134</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7653</th>\n",
       "      <td>0</td>\n",
       "      <td>2017-11-30 05:09:08</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>It’s not who I am underneath . . . UCF '19 🌶🌴</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>936099754169204736</td>\n",
       "      <td>936099754169204736</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>36.178173, -82.712448</td>\n",
       "      <td>Francis Freeman</td>\n",
       "      <td>SapiensFantasia</td>\n",
       "      <td>No status</td>\n",
       "      <td>106</td>\n",
       "      <td>https://t.co/NBenojmFVb</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7654</th>\n",
       "      <td>0</td>\n",
       "      <td>2018-08-31 06:18:37</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>Seize the day!</td>\n",
       "      <td>26143</td>\n",
       "      <td>126</td>\n",
       "      <td>181</td>\n",
       "      <td>No extd. profile</td>\n",
       "      <td>1035411515258679296</td>\n",
       "      <td>1035411515258679296</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>United States</td>\n",
       "      <td>Keep the Hope!</td>\n",
       "      <td>MD_386</td>\n",
       "      <td>No status</td>\n",
       "      <td>24706</td>\n",
       "      <td>No URL</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7655 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      bot          created_at  default_profile  default_profile_image  \\\n",
       "0       0 2014-09-17 13:47:20             True                  False   \n",
       "1       0 2009-03-30 05:31:53            False                  False   \n",
       "2       0 2008-08-06 15:43:26             True                  False   \n",
       "3       0 2009-04-20 13:07:49             True                  False   \n",
       "4       0 2009-01-14 16:05:52            False                  False   \n",
       "5       0 2011-11-16 15:42:34            False                  False   \n",
       "6       0 2015-03-09 17:44:02             True                   True   \n",
       "7       0 2008-07-07 05:36:56            False                  False   \n",
       "8       0 2018-01-26 00:16:52            False                  False   \n",
       "9       0 2015-03-20 03:02:26            False                  False   \n",
       "10      0 2009-04-09 16:27:05            False                  False   \n",
       "11      0 2017-03-14 16:47:22             True                  False   \n",
       "12      0 2015-09-30 03:04:27            False                  False   \n",
       "13      0 2012-12-04 15:10:19            False                  False   \n",
       "14      0 2009-03-19 14:54:10            False                  False   \n",
       "15      0 2016-08-23 23:52:50             True                  False   \n",
       "16      0 2010-10-29 23:53:25            False                  False   \n",
       "17      0 2016-10-12 07:39:02             True                  False   \n",
       "18      0 2012-06-26 06:09:10            False                  False   \n",
       "19      0 2011-11-16 15:42:34            False                  False   \n",
       "20      0 2016-12-20 18:03:32             True                  False   \n",
       "21      0 2011-09-28 19:27:17            False                  False   \n",
       "22      0 2012-10-22 02:38:17            False                  False   \n",
       "23      0 2013-03-11 02:46:31            False                  False   \n",
       "24      0 2009-05-16 19:28:09            False                  False   \n",
       "25      0 2009-02-28 02:54:43             True                  False   \n",
       "26      0 2011-09-18 19:54:12             True                  False   \n",
       "27      0 2012-09-14 16:03:24             True                  False   \n",
       "28      0 2017-08-04 16:29:36             True                  False   \n",
       "29      0 2012-07-30 20:37:35            False                  False   \n",
       "...   ...                 ...              ...                    ...   \n",
       "7625    0 2009-03-23 23:26:06            False                  False   \n",
       "7626    0 2011-10-25 22:06:44            False                  False   \n",
       "7627    0 2008-12-17 04:42:23            False                  False   \n",
       "7628    0 2016-09-06 21:40:51             True                  False   \n",
       "7629    0 2012-01-08 19:11:36            False                  False   \n",
       "7630    0 2015-08-21 02:00:00             True                  False   \n",
       "7631    0 2011-05-22 01:37:50            False                  False   \n",
       "7632    0 2016-12-27 13:50:16             True                  False   \n",
       "7633    0 2010-12-15 21:21:28            False                  False   \n",
       "7634    0 2014-06-13 18:59:33            False                  False   \n",
       "7635    0 2008-12-13 17:19:55            False                  False   \n",
       "7636    0 2018-06-15 07:48:17             True                  False   \n",
       "7637    0 2009-04-05 02:52:59            False                  False   \n",
       "7638    0 2014-02-01 15:11:02             True                  False   \n",
       "7639    0 2013-04-23 03:10:18            False                  False   \n",
       "7640    0 2009-11-28 19:51:02             True                  False   \n",
       "7641    0 2008-11-30 20:38:40            False                  False   \n",
       "7642    0 2009-03-03 20:07:00            False                  False   \n",
       "7643    0 2017-01-21 04:52:30             True                  False   \n",
       "7644    0 2018-09-23 07:02:22             True                  False   \n",
       "7645    0 2013-01-04 22:50:37            False                  False   \n",
       "7646    0 2010-05-18 18:07:26            False                  False   \n",
       "7647    0 2017-07-06 14:18:38             True                  False   \n",
       "7648    0 2009-03-05 12:09:51            False                  False   \n",
       "7649    0 2011-04-07 19:56:51            False                  False   \n",
       "7650    0 2015-10-25 02:25:15             True                   True   \n",
       "7651    0 2009-08-19 02:09:55            False                  False   \n",
       "7652    0 2018-04-18 00:26:14             True                  False   \n",
       "7653    0 2017-11-30 05:09:08             True                  False   \n",
       "7654    0 2018-08-31 06:18:37             True                  False   \n",
       "\n",
       "                                            description  favourites_count  \\\n",
       "0     Retired Public School Psychologist/Admin. The ...             13054   \n",
       "1     Retired Military wife and mom, Big Island Girl...               289   \n",
       "2                             Question Authority #RCTID             63957   \n",
       "3                                                                     122   \n",
       "4     Vocalist of @ShipCapnCrewIL. Linguistics/Anthr...               430   \n",
       "5     .NET developer * US Navy Vet  * Democrat * Lat...             10860   \n",
       "6                                                                       0   \n",
       "7                         Founder of Rusic Records. 🥁🎧🎨              7829   \n",
       "8     Home of the grassroots effort in Texas to elec...              1870   \n",
       "9     28 year old solopreneur. Saved $200k in 4 year...             11188   \n",
       "10    Big heart, real, loyal, give 100% in all I do,...              5471   \n",
       "11    Scottish by blood, Canadian by birth, American...            170890   \n",
       "12    Raleigh, NC. 6th Grade Math & Science Teacher ...              1580   \n",
       "13                         [enter witty summation here]              5343   \n",
       "14    Enthusiastic, creative communicator who enjoys...                81   \n",
       "15              6th Grade ELA. Optimist. Forever Young.               527   \n",
       "16    ✨ My Official Twitter Account ✨ Scout's Mom🔸  ...             80467   \n",
       "17                                                                 105307   \n",
       "18                              22. Augusta University.               115   \n",
       "19    .NET developer * US Navy Vet  * Democrat * Lat...             10860   \n",
       "20      Lupus/SLE Survivor/Advocate for Lupus Awareness             22465   \n",
       "21    BIG CLEMSON TIGERS FAN!! #ALLIN\\n#CLEMSONFAMIL...             57889   \n",
       "22    Ellis, ex-librarian w/ eye-strain in tiny rura...             55951   \n",
       "23    shipping + luxury cruising GA since 2003 #BLM ...             44710   \n",
       "24                                                                   5695   \n",
       "25    Not a politician, have not written any books, ...             97047   \n",
       "26                           America. Not a vegetarian.              1351   \n",
       "27    Activist for Mother🌎 #RESIST LibDem,7th GenTex...             81026   \n",
       "28    CHHS Physics Teacher🐾 #CHPantherPride\\nUTA Alu...               755   \n",
       "29    Official account of the Personalized Academic ...              1556   \n",
       "...                                                 ...               ...   \n",
       "7625  Seasoned communications and events professiona...               132   \n",
       "7626  Host of ROCK HARD with Jay Conroy Radio Show o...             13080   \n",
       "7627  née Smith, now Wilkes. Executive Director @Ame...              4789   \n",
       "7628  101 N. Franklin St. 813-255-7473 Lobster rolls...               328   \n",
       "7629                                     🖤20// yee-haw💫              4297   \n",
       "7630  Pickles and Diet Coke addict. Southern as they...                53   \n",
       "7631  Brand Ambassador for @Embrace5B Competitive Sh...               145   \n",
       "7632                                                                 1474   \n",
       "7633  Member of #gigeconomy. Lover of #superhero #co...             12344   \n",
       "7634  Homegrown 305-Miami girl w/ Brooklyn roots,of ...              2275   \n",
       "7635  'SHADE' is out NOW : https://t.co/05VZgc8KZg (...             11075   \n",
       "7636  We VOTE #BlueNoMatterWho ! We hold #LGBTQ Righ...              3437   \n",
       "7637  retired ER/ICU RN, avid gardener, naturalist. ...             24841   \n",
       "7638  🏋🏿💪🏾✊🏽✊🏾✊🏿⚓\\nTrainee at Booker T's Reality of ...               958   \n",
       "7639  I'm a Photojournalist working in Atlanta for F...             15450   \n",
       "7640  I'm an average guy that loves to write.#PulpFi...              5970   \n",
       "7641  God. 90s music. Basketball. Woodworking. Good ...               395   \n",
       "7642  Atlanta via a lifetime in the Bay Area. Now: H...              2149   \n",
       "7643  Love❤️animals and🐕dogs. 🇺🇸Trump Supporter🇺🇸Bui...             24927   \n",
       "7644                 I am here😳 https://t.co/hSVLwiPSdF               581   \n",
       "7645  “If I didn’t define myself for myself, I would...              1012   \n",
       "7646  All the lonely people, where do they all come ...             73636   \n",
       "7647  Trump MAGA Persist VOTE-GOP KAG Deplorable Dre...             21914   \n",
       "7648  Expert in 'let me Google that for you.' Produc...             18373   \n",
       "7649  Susan Garren Photographer, Illustrator, Child ...             24029   \n",
       "7650                                                                43487   \n",
       "7651  Writer, runner, functional introvert. Politica...             14726   \n",
       "7652  aka cracker barrel cowboy aka Skrrrt Kobain ak...               112   \n",
       "7653      It’s not who I am underneath . . . UCF '19 🌶🌴                 2   \n",
       "7654                                     Seize the day!             26143   \n",
       "\n",
       "      followers_count  friends_count has_extended_profile  \\\n",
       "0                 656           1338     No extd. profile   \n",
       "1                1428           1563     No extd. profile   \n",
       "2                 265            214     No extd. profile   \n",
       "3                 133            660     No extd. profile   \n",
       "4                 375            156     No extd. profile   \n",
       "5                 719            981     No extd. profile   \n",
       "6                   2              8     No extd. profile   \n",
       "7                9389           1037     No extd. profile   \n",
       "8                1051            184     No extd. profile   \n",
       "9                3954            329     No extd. profile   \n",
       "10               2777           1039     No extd. profile   \n",
       "11               8842           8389     No extd. profile   \n",
       "12                611            458     No extd. profile   \n",
       "13                466            767     No extd. profile   \n",
       "14                444            977     No extd. profile   \n",
       "15                236            318     No extd. profile   \n",
       "16               5928           3061     No extd. profile   \n",
       "17               4350           4996     No extd. profile   \n",
       "18                125             37     No extd. profile   \n",
       "19                719            981     No extd. profile   \n",
       "20                272             99     No extd. profile   \n",
       "21                971           1928     No extd. profile   \n",
       "22               1078           2302     No extd. profile   \n",
       "23               1746           2526     No extd. profile   \n",
       "24                700           1338     No extd. profile   \n",
       "25              14390          15193     No extd. profile   \n",
       "26                228            201     No extd. profile   \n",
       "27               4503           5002     No extd. profile   \n",
       "28                117            135     No extd. profile   \n",
       "29               1764            256     No extd. profile   \n",
       "...               ...            ...                  ...   \n",
       "7625              240           1098     No extd. profile   \n",
       "7626             2219            779     No extd. profile   \n",
       "7627            10683            905     No extd. profile   \n",
       "7628              169            435     No extd. profile   \n",
       "7629             1167            379     No extd. profile   \n",
       "7630               19            184     No extd. profile   \n",
       "7631              203            483     No extd. profile   \n",
       "7632               76            283     No extd. profile   \n",
       "7633             3988           2879     No extd. profile   \n",
       "7634               94            350     No extd. profile   \n",
       "7635            40580           3070     No extd. profile   \n",
       "7636              346            583     No extd. profile   \n",
       "7637             6225           6774     No extd. profile   \n",
       "7638              299            873     No extd. profile   \n",
       "7639             1256           1339     No extd. profile   \n",
       "7640             4995           4474     No extd. profile   \n",
       "7641              276            672     No extd. profile   \n",
       "7642             4188            237     No extd. profile   \n",
       "7643            49973          41651     No extd. profile   \n",
       "7644                3            252     No extd. profile   \n",
       "7645              168            355     No extd. profile   \n",
       "7646              127            564     No extd. profile   \n",
       "7647             6714           6629     No extd. profile   \n",
       "7648             3519           4985     No extd. profile   \n",
       "7649             1155            854     No extd. profile   \n",
       "7650              334             58     No extd. profile   \n",
       "7651              653            299     No extd. profile   \n",
       "7652               15             28     No extd. profile   \n",
       "7653                1             19     No extd. profile   \n",
       "7654              126            181     No extd. profile   \n",
       "\n",
       "                       id               id_str lang  listed_count  \\\n",
       "0              2814934842           2814934842   en             7   \n",
       "1                27591409             27591409   en            59   \n",
       "2                15751317             15751317   en            19   \n",
       "3                33505373             33505373   en             4   \n",
       "4                18980973             18980973   en            19   \n",
       "5               414059980            414059980   en            27   \n",
       "6              3082043729           3082043729   en             0   \n",
       "7                15339207             15339207   en           249   \n",
       "8      956682313668194304   956682313668194304   en             3   \n",
       "9              3098686285           3098686285   en           101   \n",
       "10               30014725             30014725   en            48   \n",
       "11     841692239562653697   841692239562653697   en             8   \n",
       "12             3820420235           3820420235   en            28   \n",
       "13              988964851            988964851   en            31   \n",
       "14               25309984             25309984   en            10   \n",
       "15     768234574128218112   768234574128218112   en             1   \n",
       "16              209810887            209810887   en           137   \n",
       "17     786108904509935616   786108904509935616   en            21   \n",
       "18              618785210            618785210   en             1   \n",
       "19              414059980            414059980   en            27   \n",
       "20     811270828205703168   811270828205703168   en             5   \n",
       "21              381690871            381690871   en            34   \n",
       "22              896598403            896598403   en             9   \n",
       "23             1258428798           1258428798   en            15   \n",
       "24               40525535             40525535   en            40   \n",
       "25               22221695             22221695   en           253   \n",
       "26              375817905            375817905   en             4   \n",
       "27              823541330            823541330   en             6   \n",
       "28     893509234142392321   893509234142392321   en             2   \n",
       "29              726805380            726805380   en            10   \n",
       "...                   ...                  ...  ...           ...   \n",
       "7625             26119829             26119829   en             4   \n",
       "7626            398322691            398322691   en             8   \n",
       "7627             18182408             18182408   en           198   \n",
       "7628   773274789033209856   773274789033209856   en             6   \n",
       "7629            458607931            458607931   en             4   \n",
       "7630           3433746580           3433746580   en             0   \n",
       "7631            302945663            302945663   en             7   \n",
       "7632   813743804603891713   813743804603891713   en             0   \n",
       "7633            227079751            227079751   en             7   \n",
       "7634           2565746178           2565746178   en             1   \n",
       "7635             18101319             18101319   en           826   \n",
       "7636  1007530215789088770  1007530215789088770   en             0   \n",
       "7637             28926547             28926547   en            60   \n",
       "7638           2322469890           2322469890   en             1   \n",
       "7639           1373674610           1373674610   en            71   \n",
       "7640             93247577             93247577   en           201   \n",
       "7641             17762229             17762229   en            14   \n",
       "7642             22670108             22670108   en           198   \n",
       "7643   822668168493576192   822668168493576192   en            16   \n",
       "7644  1043757449252163584  1043757449252163584   en             0   \n",
       "7645           1061624492           1061624492   en             1   \n",
       "7646            145329747            145329747   en             5   \n",
       "7647   882967026200965121   882967026200965121   en             0   \n",
       "7648             22911403             22911403   en           175   \n",
       "7649            278699225            278699225   en           254   \n",
       "7650           4035773955           4035773955   en             0   \n",
       "7651             66878859             66878859   en            52   \n",
       "7652   986400474143313923   986400474143313923   en             0   \n",
       "7653   936099754169204736   936099754169204736   en             0   \n",
       "7654  1035411515258679296  1035411515258679296   en             0   \n",
       "\n",
       "                            location                              name  \\\n",
       "0                         California                     Debbie B. 🌊🌊🌊   \n",
       "1                         Juneau, AK                        1uscgwifey   \n",
       "2                        Portland OR                     James Belcher   \n",
       "3                           Michigan                       Paul Bazely   \n",
       "4              Logan Square, Chicago                   Roger Alexander   \n",
       "5                         California                      Tomas Vera🏞️   \n",
       "6                                                              CR King   \n",
       "7      Brooklyn, NY ✈️ Nashville, TN                DARU JONES l RUSIC   \n",
       "8                         Austin, TX                   Texans For Beto   \n",
       "9                    Minneapolis, MN                              Gwen   \n",
       "10                Miami, NY,  Boston                     mandi miranda   \n",
       "11                        Texas, USA                              Teri   \n",
       "12                       Raleigh, NC                     Hannah Powell   \n",
       "13                                                           Christine   \n",
       "14                       Chicago, IL                 Timothy A. Nelson   \n",
       "15                       Raleigh, NC                    Ms. Pozoulakis   \n",
       "16                   Los Angeles, CA                     Tai Babilonia   \n",
       "17                                                                 SME   \n",
       "18                       Augusta, GA                      Alyssa Hamer   \n",
       "19                        California                      Tomas Vera🏞️   \n",
       "20                     Davenport, FL                     Lynn Williams   \n",
       "21                 North Dakota, USA                           dh_1973   \n",
       "22    Willamette Valley, Oregon, USA            plaisanter 🌊 #voteblue   \n",
       "23        usa : gadevoted.tumblr.com              cj bleep & sylviecat   \n",
       "24           Santa Cruz, California.       Jesse Kenneth Cotu Williams   \n",
       "25                             Earth      Don't Go There #ScienceBased   \n",
       "26          the island where Lost is                        Matt Boyle   \n",
       "27                      Austin Texas                             DeLiz   \n",
       "28                                                 Stephanie Schroeder   \n",
       "29            Texas State University        PACE Center at Texas State   \n",
       "...                              ...                               ...   \n",
       "7625               San Francisco, CA                        Jenn Soult   \n",
       "7626                   New York City              ROCK HARD Jay Conroy   \n",
       "7627                       NJ 🔁 D.C.                       Alex Wilkes   \n",
       "7628                       Tampa, FL                   surfturftruckFL   \n",
       "7629                              TX                               aly   \n",
       "7630                      Dallas, TX                   Alexandra Iseli   \n",
       "7631                 Mooresville, NC                       Davin Vesey   \n",
       "7632                      Denver, CO                     Jessica Moore   \n",
       "7633                              MD                      Kyle Johnson   \n",
       "7634                 Miami Beach, FL                     Joanna Palmer   \n",
       "7635                    New York, NY                     Living Colour   \n",
       "7636                     Nevada, USA     🏳️‍🌈 #IPledgeToVoteEarly 🏳️‍🌈   \n",
       "7637                       Tennessee       Kathryn Warner 🌻#Resistance   \n",
       "7638                                               Brandon J. Williams   \n",
       "7639                     Atlanta, GA                          Jim Zorn   \n",
       "7640                   Galveston, TX                   Marlin Williams   \n",
       "7641                              TN                       𝖅𝕬𝕮 𝕮𝖀𝕻𝕻𝕷𝕰𝕾   \n",
       "7642                                                      Dan Martinez   \n",
       "7643                   United States                   🇺🇸Tammy MAGA 🇺🇸   \n",
       "7644                      Topeka, KS                      Margie Faber   \n",
       "7645                      Dallas, TX                     LaDyrian Cole   \n",
       "7646                             USA                   L Robbins ☮ 💛🖤🏀   \n",
       "7647                        Virginia      SaraBeth ❤️’s Trump’s Agenda   \n",
       "7648              St. Petersburg, FL                       Phil Ammann   \n",
       "7649                             USA  Susan Garren Art Collections 👩‍🌾   \n",
       "7650                                                     Ettari Wilden   \n",
       "7651              The Sunshine State                    Tess R. Martin   \n",
       "7652                                                   Elliott Queso 🤮   \n",
       "7653           36.178173, -82.712448                   Francis Freeman   \n",
       "7654                   United States                    Keep the Hope!   \n",
       "\n",
       "          screen_name     status  statuses_count                      url  \\\n",
       "0      EttaLnLavender  No status           48062                   No URL   \n",
       "1          1USCGWifey  No status           14735  https://t.co/AOj7SUsr5x   \n",
       "2           Satorical  No status           20323                   No URL   \n",
       "3             Pbazely  No status             719  https://t.co/Z09xaGx47G   \n",
       "4     _RogerAlexander  No status            7181  https://t.co/sfgBHkpbmV   \n",
       "5             dadkind  No status           13226  https://t.co/YAIcPeYmvg   \n",
       "6           CRKing100  No status              29                   No URL   \n",
       "7           darujones  No status           32679  https://t.co/uQiJ7AvUy9   \n",
       "8       TexansForBeto  No status            2115  https://t.co/xzTmLds6tO   \n",
       "9     FieryMillennial  No status            5659   http://t.co/WrGNIU36fq   \n",
       "10       mandimiranda  No status           15033   http://t.co/ONeya53KP4   \n",
       "11        Crowntiptoe  No status          138788                   No URL   \n",
       "12     ohwowmrspowell  No status            2335  https://t.co/t8emO722ek   \n",
       "13     ChristineRaina  No status            6563  https://t.co/ovkrwax3yo   \n",
       "14     TimothyANelson  No status             510                   No URL   \n",
       "15     MissPthatsMeee  No status             627                   No URL   \n",
       "16          taiskates  No status           12825  https://t.co/5FBeNI9egB   \n",
       "17     LetzBrealistic  No status          146662                   No URL   \n",
       "18     alyssa_hamer21  No status             810                   No URL   \n",
       "19            dadkind  No status           13226  https://t.co/YAIcPeYmvg   \n",
       "20    LynnWil07599335  No status           10393                   No URL   \n",
       "21            dh_1973  No status           50702                   No URL   \n",
       "22        plaisanters  No status           22501                   No URL   \n",
       "23          GAdevoted  No status           77571                   No URL   \n",
       "24         Morketiden  No status           16043                   No URL   \n",
       "25           bigal953  No status           88876  https://t.co/iFVRnUhIVB   \n",
       "26    BoyleTheBromigo  No status            2895                   No URL   \n",
       "27          DelizDear  No status           55201                   No URL   \n",
       "28     StephanieSchro  No status             109                   No URL   \n",
       "29           txstpace  No status            4986  https://t.co/TS7H4pw0ta   \n",
       "...               ...        ...             ...                      ...   \n",
       "7625        JennSoult  No status             557                   No URL   \n",
       "7626      jayfnconroy  No status           24956  https://t.co/peZgHv6fIT   \n",
       "7627  AlexandraCSmith  No status            9663  https://t.co/5bzCbm64gq   \n",
       "7628  surfturftruckFL  No status             255  https://t.co/Ug3r5b7LqM   \n",
       "7629      amberleeona  No status           16169  https://t.co/NT6TDsC9pA   \n",
       "7630       swissiseli  No status             637                   No URL   \n",
       "7631     shooterdavin  No status            1561  https://t.co/gVwrNh4l5T   \n",
       "7632     JayMoore1201  No status             339                   No URL   \n",
       "7633      kjohnson284  No status           15601  https://t.co/NwoHB7xUse   \n",
       "7634  thejoannapalmer  No status             803                   No URL   \n",
       "7635     LivingColour  No status           31977  https://t.co/ZAQ6hV9MKs   \n",
       "7636   LGBTQUniteBlue  No status            3235                   No URL   \n",
       "7637    tooldtobehere  No status           32852                   No URL   \n",
       "7638     BDub_F1tness  No status             223                   No URL   \n",
       "7639   PhotoZorn_FOX5  No status           12129  https://t.co/ZVIC0egZ9N   \n",
       "7640       Marlin2002  No status           30248  https://t.co/YaykNGjPJd   \n",
       "7641      HolyHotDang  No status           10099  https://t.co/VO1Fv96GLL   \n",
       "7642             dmar  No status            7915                   No URL   \n",
       "7643       tammy_maga  No status           49448                   No URL   \n",
       "7644     MargieFaber2  No status             147  https://t.co/hSVLwiPSdF   \n",
       "7645     ladyriancole  No status            2427  https://t.co/54KSpQ5zWQ   \n",
       "7646     thatwasmejpm  No status           44967                   No URL   \n",
       "7647    SBluvsAmerica  No status           13132                   No URL   \n",
       "7648       PhilAmmann  No status          134530  https://t.co/tFiDBCNNdj   \n",
       "7649      SusanGarren  No status           92275  https://t.co/9oU9bmLmGl   \n",
       "7650    wilden_ettari  No status           37011                   No URL   \n",
       "7651    tess_r_martin  No status            9668  https://t.co/Lbjhw6Sdni   \n",
       "7652     ElliottQueso  No status             134                   No URL   \n",
       "7653  SapiensFantasia  No status             106  https://t.co/NBenojmFVb   \n",
       "7654           MD_386  No status           24706                   No URL   \n",
       "\n",
       "      verified  \n",
       "0        False  \n",
       "1        False  \n",
       "2        False  \n",
       "3        False  \n",
       "4        False  \n",
       "5        False  \n",
       "6        False  \n",
       "7         True  \n",
       "8        False  \n",
       "9        False  \n",
       "10       False  \n",
       "11       False  \n",
       "12       False  \n",
       "13       False  \n",
       "14       False  \n",
       "15       False  \n",
       "16       False  \n",
       "17       False  \n",
       "18       False  \n",
       "19       False  \n",
       "20       False  \n",
       "21       False  \n",
       "22       False  \n",
       "23       False  \n",
       "24       False  \n",
       "25       False  \n",
       "26       False  \n",
       "27       False  \n",
       "28       False  \n",
       "29       False  \n",
       "...        ...  \n",
       "7625     False  \n",
       "7626     False  \n",
       "7627      True  \n",
       "7628     False  \n",
       "7629     False  \n",
       "7630     False  \n",
       "7631     False  \n",
       "7632     False  \n",
       "7633     False  \n",
       "7634     False  \n",
       "7635      True  \n",
       "7636     False  \n",
       "7637     False  \n",
       "7638     False  \n",
       "7639     False  \n",
       "7640     False  \n",
       "7641     False  \n",
       "7642     False  \n",
       "7643     False  \n",
       "7644     False  \n",
       "7645     False  \n",
       "7646     False  \n",
       "7647     False  \n",
       "7648     False  \n",
       "7649     False  \n",
       "7650     False  \n",
       "7651     False  \n",
       "7652     False  \n",
       "7653     False  \n",
       "7654     False  \n",
       "\n",
       "[7655 rows x 20 columns]"
      ]
     },
     "execution_count": 135,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ivoted_users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [],
   "source": [
    "twt_fake = pd.read_csv('/Users/pbiswas/Desktop/cresci-2015.csv/TWT.csv/users.csv')"
   ]
  },
  {
   "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",
       "      <td>19</td>\n",
       "      <td>255</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",
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       "      <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",
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       "      <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",
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       "      <td>0084B4</td>\n",
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       "      <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",
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       "      <td>...</td>\n",
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       "      <td>http://a0.twimg.com/images/themes/theme1/bg.png</td>\n",
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       "      <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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       "      <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",
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       "      <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",
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       "</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": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>name</th>\n",
       "      <th>screen_name</th>\n",
       "      <th>statuses_count</th>\n",
       "      <th>followers_count</th>\n",
       "      <th>friends_count</th>\n",
       "      <th>favourites_count</th>\n",
       "      <th>listed_count</th>\n",
       "      <th>created_at</th>\n",
       "      <th>url</th>\n",
       "      <th>...</th>\n",
       "      <th>utc_offset</th>\n",
       "      <th>is_translator</th>\n",
       "      <th>follow_request_sent</th>\n",
       "      <th>protected</th>\n",
       "      <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": [
       "<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>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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