initial_sent_analys_on_users.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import display\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [],
   "source": [
    "twts = pd.read_csv('Data/user_twts.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/IPython/core/interactiveshell.py:3020: DtypeWarning: Columns (0) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    }
   ],
   "source": [
    "user_twt = pd.read_csv('Data/Untitled Folder/t3_tweets_users_eng.csv', encoding='utf-8') # from 2017 genuine users \n",
    "# subsetting user_twt with only English\n",
    "user_twt = user_twt[user_twt.lang == 'en']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3474, 42)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_genuine = pd.read_csv('/Users/pbiswas/Desktop/cresci-2017.csv/datasets_full.csv/genuine_accounts.csv/users.csv')\n",
    "user_genuine.shape #3474"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2142226, 26)"
      ]
     },
     "execution_count": 284,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_twt.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [],
   "source": [
    "#all_twt_users = user_twt.user_id.unique()\n",
    "\n",
    "#counter = 0\n",
    "#for name in user_genuine.id.unique():\n",
    "#    if name in user_twt.user_id:\n",
    "#        print('yes')\n",
    "#        counter +=1\n",
    "#print(counter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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   ],
   "source": [
    "new_user = pd.DataFrame(columns=user_genuine.columns)\n",
    "new_tweet = pd.DataFrame(columns=user_twt.columns)\n",
    "\n",
    "#def twt_append(twt):\n",
    "    \n",
    "ctr = 0\n",
    "for u_id in user_twt.user_id.unique():\n",
    "    if u_id in user_genuine.id.values:\n",
    "        new_user = new_user.append(user_genuine[user_genuine.id == u_id], ignore_index=True)\n",
    "        new_tweet = new_tweet.append(user_twt[user_twt.user_id == u_id], ignore_index=True)\n",
    "        print('Yes', u_id)\n",
    "        #s_u.twt.loc[.append(s_t.text[s_t.user_id == 6.780330e+05])\n",
    "        ctr +=1\n",
    "print(ctr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1083,)"
      ]
     },
     "execution_count": 227,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_user.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2142226, 26)"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_tweet.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Initiating sentiment scoring \n",
    "\n",
    "from textblob import TextBlob\n",
    "\n",
    "import re\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def clean_tweet(tweet):\n",
    "    '''\n",
    "    Utility function to clean the text in a tweet by removing \n",
    "    links and special characters using regex.\n",
    "    '''\n",
    "    return ' '.join(re.sub(\"(@[A-Za-z0-9]+)|([^0-9A-Za-z \\t])|(\\w+:\\/\\/\\S+)\", \" \", tweet).split())\n",
    "\n",
    "\n",
    "\n",
    "def analize_sentiment(tweet):\n",
    "    '''\n",
    "    Utility function to classify the polarity of a tweet\n",
    "    using textblob.\n",
    "    '''\n",
    "    #analysis = TextBlob(clean_tweet(tweet))\n",
    "    try:\n",
    "        analysis = TextBlob(clean_tweet(tweet))\n",
    "        if analysis.sentiment.polarity > 0:\n",
    "            return 1\n",
    "        elif analysis.sentiment.polarity == 0:\n",
    "            return 0\n",
    "        else:\n",
    "            return -1\n",
    "    except TypeError:\n",
    "        print('TypeError')\n",
    "\n",
    "def analize_subjectivity(tweet):\n",
    "    '''\n",
    "    Utility function to classify the polarity of a tweet\n",
    "    using textblob.\n",
    "    '''\n",
    "    #analysis = TextBlob(clean_tweet(tweet))\n",
    "    try:\n",
    "        analysis = TextBlob(clean_tweet(tweet))\n",
    "        return analysis.sentiment.subjectivity\n",
    "    except TypeError:\n",
    "        print('TypeError')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_tweet['sent_score'] = new_tweet.text.apply(lambda x: analize_sentiment(x))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_tweet['subj_sc'] = new_tweet.text.apply(lambda x: analize_subjectivity(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\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>id</th>\n",
       "      <th>text</th>\n",
       "      <th>source</th>\n",
       "      <th>user_id</th>\n",
       "      <th>truncated</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>in_reply_to_screen_name</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>geo</th>\n",
       "      <th>...</th>\n",
       "      <th>num_hashtags</th>\n",
       "      <th>num_urls</th>\n",
       "      <th>num_mentions</th>\n",
       "      <th>created_at</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>crawled_at</th>\n",
       "      <th>updated</th>\n",
       "      <th>lang</th>\n",
       "      <th>sent_score</th>\n",
       "      <th>subj_sc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>593932392663912449</td>\n",
       "      <td>RT @morningJewshow: Speaking about Jews and co...</td>\n",
       "      <td>&lt;a href=\"http://tapbots.com/tweetbot\" rel=\"nof...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.939322e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Fri May 01 00:18:11 +0000 2015</td>\n",
       "      <td>2015-05-01 02:18:11</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.457500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>593895316719423488</td>\n",
       "      <td>This age/face recognition thing..no reason pla...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Thu Apr 30 21:50:52 +0000 2015</td>\n",
       "      <td>2015-04-30 23:50:52</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>593880638069018624</td>\n",
       "      <td>Only upside of the moment I can think of is th...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Thu Apr 30 20:52:32 +0000 2015</td>\n",
       "      <td>2015-04-30 22:52:32</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>593847955536252928</td>\n",
       "      <td>If you're going to think about+create experien...</td>\n",
       "      <td>&lt;a href=\"http://tapbots.com/tweetbot\" rel=\"nof...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Thu Apr 30 18:42:40 +0000 2015</td>\n",
       "      <td>2015-04-30 20:42:40</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.206250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>593847687847350272</td>\n",
       "      <td>Watching a thread on FB about possible future ...</td>\n",
       "      <td>&lt;a href=\"http://tapbots.com/tweetbot\" rel=\"nof...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Thu Apr 30 18:41:36 +0000 2015</td>\n",
       "      <td>2015-04-30 20:41:36</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.287500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>593814612820119552</td>\n",
       "      <td>RT @SanFranciscoBA: #enoughsenough \"Surprise! ...</td>\n",
       "      <td>&lt;a href=\"http://tapbots.com/tweetbot\" rel=\"nof...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.938086e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Thu Apr 30 16:30:10 +0000 2015</td>\n",
       "      <td>2015-04-30 18:30:10</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.395960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>593750651449905152</td>\n",
       "      <td>RT @thepatrickwalsh: Kriss Kross once rapped \"...</td>\n",
       "      <td>&lt;a href=\"http://tapbots.com/tweetbot\" rel=\"nof...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.936634e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Thu Apr 30 12:16:01 +0000 2015</td>\n",
       "      <td>2015-04-30 14:16:01</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>593750427792867329</td>\n",
       "      <td>RT @TheAtlanticPOL: Watch Baltimore native @ta...</td>\n",
       "      <td>&lt;a href=\"http://tapbots.com/tweetbot\" rel=\"nof...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.937349e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Thu Apr 30 12:15:07 +0000 2015</td>\n",
       "      <td>2015-04-30 14:15:07</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>593742580774371329</td>\n",
       "      <td>@thelancearthur @hotdogsladies I didn't realiz...</td>\n",
       "      <td>&lt;a href=\"http://tapbots.com/tweetbot\" rel=\"nof...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.936419e+17</td>\n",
       "      <td>1.435692e+08</td>\n",
       "      <td>thelancearthur</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Thu Apr 30 11:43:57 +0000 2015</td>\n",
       "      <td>2015-04-30 13:43:57</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>593659318479687680</td>\n",
       "      <td>RT @sippey: Here's my one paragraph review of ...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.934603e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Thu Apr 30 06:13:05 +0000 2015</td>\n",
       "      <td>2015-04-30 08:13:05</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.454545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>593654865689124865</td>\n",
       "      <td>@wkamaubell I stand by you. I don't want men t...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.936491e+17</td>\n",
       "      <td>1.911981e+07</td>\n",
       "      <td>wkamaubell</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Thu Apr 30 05:55:24 +0000 2015</td>\n",
       "      <td>2015-04-30 07:55:24</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>593584377218473984</td>\n",
       "      <td>@frogtosser Thank you Becca.</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.424944e+07</td>\n",
       "      <td>frogtosser</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Thu Apr 30 01:15:18 +0000 2015</td>\n",
       "      <td>2015-04-30 03:15:18</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>593579247110782976</td>\n",
       "      <td>@MMFlint I dont' ask for RTs gen, but my frien...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.047981e+07</td>\n",
       "      <td>MMFlint</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Thu Apr 30 00:54:55 +0000 2015</td>\n",
       "      <td>2015-04-30 02:54:55</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>593578595370438657</td>\n",
       "      <td>Not only$ but acts+messages from people that s...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Thu Apr 30 00:52:19 +0000 2015</td>\n",
       "      <td>2015-04-30 02:52:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>593578251722690560</td>\n",
       "      <td>To live with untreated PTSD is to feel like yo...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Thu Apr 30 00:50:58 +0000 2015</td>\n",
       "      <td>2015-04-30 02:50:58</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>593578041936220160</td>\n",
       "      <td>@frakintosh is also a Columbine survivor. Mile...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.072947e+07</td>\n",
       "      <td>frakintosh</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Thu Apr 30 00:50:08 +0000 2015</td>\n",
       "      <td>2015-04-30 02:50:08</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>593577845814796289</td>\n",
       "      <td>@frakintosh is old skool web. A good web citiz...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.072947e+07</td>\n",
       "      <td>frakintosh</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Thu Apr 30 00:49:21 +0000 2015</td>\n",
       "      <td>2015-04-30 02:49:21</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>593577605615325184</td>\n",
       "      <td>One reason my life has gotten better is the su...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Thu Apr 30 00:48:23 +0000 2015</td>\n",
       "      <td>2015-04-30 02:48:23</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>593573786374381569</td>\n",
       "      <td>RT @FINALLEVEL: Jon Stewart got it RIGHT again...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.935656e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Thu Apr 30 00:33:13 +0000 2015</td>\n",
       "      <td>2015-04-30 02:33:13</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.535714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>593556802517671936</td>\n",
       "      <td>RT @iamsakuma: Hundreds of people are in Union...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.935555e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Wed Apr 29 23:25:44 +0000 2015</td>\n",
       "      <td>2015-04-30 01:25:44</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>593538473732087808</td>\n",
       "      <td>\"Sexy. But crazy.\" I play with makeup for the ...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Wed Apr 29 22:12:54 +0000 2015</td>\n",
       "      <td>2015-04-30 00:12:54</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.744444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>593538345298440193</td>\n",
       "      <td>\"Sexy. But crazy.\" I play with makeup for the ...</td>\n",
       "      <td>&lt;a href=\"http://www.facebook.com/twitter\" rel=...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Wed Apr 29 22:12:23 +0000 2015</td>\n",
       "      <td>2015-04-30 00:12:23</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.633333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>593538277749202944</td>\n",
       "      <td>\"Sexy. But crazy.\"  I play with makeup for the...</td>\n",
       "      <td>&lt;a href=\"http://www.facebook.com/twitter\" rel=...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Wed Apr 29 22:12:07 +0000 2015</td>\n",
       "      <td>2015-04-30 00:12:07</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.633333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>593505172678053888</td>\n",
       "      <td>@leadership_tech When will OTHS stop with the ...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.997361e+09</td>\n",
       "      <td>leadership_tech</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Wed Apr 29 20:00:34 +0000 2015</td>\n",
       "      <td>2015-04-29 22:00:34</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>593503983022440450</td>\n",
       "      <td>Infuriating to have the Oakland PD tell me the...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Wed Apr 29 19:55:50 +0000 2015</td>\n",
       "      <td>2015-04-29 21:55:50</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.462500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>593503379332009986</td>\n",
       "      <td>The best part of heading to Toronto for a mont...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Wed Apr 29 19:53:27 +0000 2015</td>\n",
       "      <td>2015-04-29 21:53:27</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>593503217167663105</td>\n",
       "      <td>Oakland Tech is once again got the stadium lev...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Wed Apr 29 19:52:48 +0000 2015</td>\n",
       "      <td>2015-04-29 21:52:48</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>593468542932131841</td>\n",
       "      <td>The Seinfeld series is going to be on Huluhttp...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Wed Apr 29 17:35:01 +0000 2015</td>\n",
       "      <td>2015-04-29 19:35:01</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>593468060364894210</td>\n",
       "      <td>@TWiBnation is grassroots media covering, on t...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>1.644441e+07</td>\n",
       "      <td>TWiBnation</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Wed Apr 29 17:33:06 +0000 2015</td>\n",
       "      <td>2015-04-29 19:33:06</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>593467561578262528</td>\n",
       "      <td>@kevinroose This got funded during this first ...</td>\n",
       "      <td>&lt;a href=\"http://twitter.com\" rel=\"nofollow\"&gt;Tw...</td>\n",
       "      <td>678033.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.934649e+17</td>\n",
       "      <td>1.881617e+07</td>\n",
       "      <td>kevinroose</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Wed Apr 29 17:31:07 +0000 2015</td>\n",
       "      <td>2015-04-29 19:31:07</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>2015-05-01 12:57:19</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142196</th>\n",
       "      <td>548944133256392704</td>\n",
       "      <td>Photo: I keep having this dream where I’m at t...</td>\n",
       "      <td>&lt;a href=\"http://www.tumblr.com/\" rel=\"nofollow...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sat Dec 27 20:50:54 +0000 2014</td>\n",
       "      <td>2014-12-27 21:50:54</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142197</th>\n",
       "      <td>548942976249237505</td>\n",
       "      <td>\"You are the universe experiencing itself.\" - ...</td>\n",
       "      <td>&lt;a href=\"http://www.tumblr.com/\" rel=\"nofollow...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sat Dec 27 20:46:19 +0000 2014</td>\n",
       "      <td>2014-12-27 21:46:19</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142198</th>\n",
       "      <td>548940367865716736</td>\n",
       "      <td>RT @80sNostalgia: RT @weesmmc: some headlines ...</td>\n",
       "      <td>&lt;a href=\"http://tapbots.com/tweetbot\" rel=\"nof...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.489251e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Sat Dec 27 20:35:57 +0000 2014</td>\n",
       "      <td>2014-12-27 21:35:57</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142199</th>\n",
       "      <td>548940291420332032</td>\n",
       "      <td>RT @Zen_Moments: I put a dollar in a change ma...</td>\n",
       "      <td>&lt;a href=\"http://tapbots.com/tweetbot\" rel=\"nof...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.489251e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sat Dec 27 20:35:38 +0000 2014</td>\n",
       "      <td>2014-12-27 21:35:38</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142200</th>\n",
       "      <td>548641841001013248</td>\n",
       "      <td>The Daily Lifestyle Mashup is out! http://t.co...</td>\n",
       "      <td>&lt;a href=\"http://paper.li\" rel=\"nofollow\"&gt;Paper...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sat Dec 27 00:49:42 +0000 2014</td>\n",
       "      <td>2014-12-27 01:49:42</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142201</th>\n",
       "      <td>548609548215648257</td>\n",
       "      <td>\"The Universe is not punishing you or blessing...</td>\n",
       "      <td>&lt;a href=\"http://www.tumblr.com/\" rel=\"nofollow...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Fri Dec 26 22:41:23 +0000 2014</td>\n",
       "      <td>2014-12-26 23:41:23</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142202</th>\n",
       "      <td>548388721020506112</td>\n",
       "      <td>\"...if I’m going to hold on to this thing for ...</td>\n",
       "      <td>&lt;a href=\"http://tapbots.com/tweetbot\" rel=\"nof...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Fri Dec 26 08:03:54 +0000 2014</td>\n",
       "      <td>2014-12-26 09:03:54</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142203</th>\n",
       "      <td>548384305743810560</td>\n",
       "      <td>RT @_Buddha_Quotes: Go beyond likes and dislik...</td>\n",
       "      <td>&lt;a href=\"http://tapbots.com/tweetbot\" rel=\"nof...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.483749e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Fri Dec 26 07:46:21 +0000 2014</td>\n",
       "      <td>2014-12-26 08:46:21</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142204</th>\n",
       "      <td>548384136524603392</td>\n",
       "      <td>RT @Buddhism_Now: Morning meditation: Someone ...</td>\n",
       "      <td>&lt;a href=\"http://tapbots.com/tweetbot\" rel=\"nof...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.483803e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Fri Dec 26 07:45:41 +0000 2014</td>\n",
       "      <td>2014-12-26 08:45:41</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142205</th>\n",
       "      <td>548279434948907009</td>\n",
       "      <td>The Daily Lifestyle Mashup is out! http://t.co...</td>\n",
       "      <td>&lt;a href=\"http://paper.li\" rel=\"nofollow\"&gt;Paper...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Fri Dec 26 00:49:38 +0000 2014</td>\n",
       "      <td>2014-12-26 01:49:38</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142206</th>\n",
       "      <td>548226517856030720</td>\n",
       "      <td>RT @DharmaTalks: The Third Noble Truth – The N...</td>\n",
       "      <td>&lt;a href=\"http://tapbots.com/tweetbot\" rel=\"nof...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.482091e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Thu Dec 25 21:19:22 +0000 2014</td>\n",
       "      <td>2014-12-25 22:19:22</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142207</th>\n",
       "      <td>547933441984299008</td>\n",
       "      <td>Photo: Remember to drink responsibly http://t....</td>\n",
       "      <td>&lt;a href=\"http://www.tumblr.com/\" rel=\"nofollow...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Thu Dec 25 01:54:47 +0000 2014</td>\n",
       "      <td>2014-12-25 02:54:47</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142208</th>\n",
       "      <td>547917035574153216</td>\n",
       "      <td>The Daily Lifestyle Mashup is out! http://t.co...</td>\n",
       "      <td>&lt;a href=\"http://paper.li\" rel=\"nofollow\"&gt;Paper...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Thu Dec 25 00:49:35 +0000 2014</td>\n",
       "      <td>2014-12-25 01:49:35</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142209</th>\n",
       "      <td>547554676565348352</td>\n",
       "      <td>The Daily Lifestyle Mashup is out! http://t.co...</td>\n",
       "      <td>&lt;a href=\"http://paper.li\" rel=\"nofollow\"&gt;Paper...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Wed Dec 24 00:49:42 +0000 2014</td>\n",
       "      <td>2014-12-24 01:49:42</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>2142210</th>\n",
       "      <td>547269778319376384</td>\n",
       "      <td>Photo: A new pet for Christmas! http://t.co/B5...</td>\n",
       "      <td>&lt;a href=\"http://www.tumblr.com/\" rel=\"nofollow...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tue Dec 23 05:57:37 +0000 2014</td>\n",
       "      <td>2014-12-23 06:57:37</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.454545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142211</th>\n",
       "      <td>547223950154272768</td>\n",
       "      <td>\"For zazen, a quiet room is appropriate. Drink...</td>\n",
       "      <td>&lt;a href=\"http://www.tumblr.com/\" rel=\"nofollow...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tue Dec 23 02:55:31 +0000 2014</td>\n",
       "      <td>2014-12-23 03:55:31</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.416667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142212</th>\n",
       "      <td>547192292537556993</td>\n",
       "      <td>The Daily Lifestyle Mashup is out! http://t.co...</td>\n",
       "      <td>&lt;a href=\"http://paper.li\" rel=\"nofollow\"&gt;Paper...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Tue Dec 23 00:49:43 +0000 2014</td>\n",
       "      <td>2014-12-23 01:49:43</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>2142213</th>\n",
       "      <td>547103991226978304</td>\n",
       "      <td>\"Need nothing and then see what happens.\" - Ga...</td>\n",
       "      <td>&lt;a href=\"http://www.tumblr.com/\" rel=\"nofollow...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Mon Dec 22 18:58:50 +0000 2014</td>\n",
       "      <td>2014-12-22 19:58:50</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142214</th>\n",
       "      <td>546867574579818496</td>\n",
       "      <td>RT @dailyzen: \"I think hell is something you c...</td>\n",
       "      <td>&lt;a href=\"http://tapbots.com/tweetbot\" rel=\"nof...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.468645e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Mon Dec 22 03:19:24 +0000 2014</td>\n",
       "      <td>2014-12-22 04:19:24</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142215</th>\n",
       "      <td>546865092965711872</td>\n",
       "      <td>Photo: Yep, that’s me in the upper right corne...</td>\n",
       "      <td>&lt;a href=\"http://www.tumblr.com/\" rel=\"nofollow...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Mon Dec 22 03:09:33 +0000 2014</td>\n",
       "      <td>2014-12-22 04:09:33</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.267857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142216</th>\n",
       "      <td>546829811604533248</td>\n",
       "      <td>The Daily Lifestyle Mashup is out! http://t.co...</td>\n",
       "      <td>&lt;a href=\"http://paper.li\" rel=\"nofollow\"&gt;Paper...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Mon Dec 22 00:49:21 +0000 2014</td>\n",
       "      <td>2014-12-22 01:49:21</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142217</th>\n",
       "      <td>546821260164874242</td>\n",
       "      <td>RT @_Buddha_Quotes: Free yourself from pleasur...</td>\n",
       "      <td>&lt;a href=\"http://tapbots.com/tweetbot\" rel=\"nof...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.468197e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Mon Dec 22 00:15:22 +0000 2014</td>\n",
       "      <td>2014-12-22 01:15:22</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142218</th>\n",
       "      <td>546784698681544705</td>\n",
       "      <td>\"Just remember that sometimes, the way you thi...</td>\n",
       "      <td>&lt;a href=\"http://www.tumblr.com/\" rel=\"nofollow...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sun Dec 21 21:50:05 +0000 2014</td>\n",
       "      <td>2014-12-21 22:50:05</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142219</th>\n",
       "      <td>546765135667531776</td>\n",
       "      <td>\"This is the chemical formula for love: C8H11N...</td>\n",
       "      <td>&lt;a href=\"http://www.tumblr.com/\" rel=\"nofollow...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sun Dec 21 20:32:21 +0000 2014</td>\n",
       "      <td>2014-12-21 21:32:21</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142220</th>\n",
       "      <td>546543951138652161</td>\n",
       "      <td>The #Buddha on PBS http://t.co/JJD0rVdNxA</td>\n",
       "      <td>&lt;a href=\"http://www.apple.com\" rel=\"nofollow\"&gt;...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sun Dec 21 05:53:26 +0000 2014</td>\n",
       "      <td>2014-12-21 06:53:26</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142221</th>\n",
       "      <td>546467411151818752</td>\n",
       "      <td>The Daily Lifestyle Mashup is out! http://t.co...</td>\n",
       "      <td>&lt;a href=\"http://paper.li\" rel=\"nofollow\"&gt;Paper...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sun Dec 21 00:49:18 +0000 2014</td>\n",
       "      <td>2014-12-21 01:49:18</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142222</th>\n",
       "      <td>546451328302448640</td>\n",
       "      <td>RT @_Buddha_Quotes: You too shall pass away. K...</td>\n",
       "      <td>&lt;a href=\"http://tapbots.com/tweetbot\" rel=\"nof...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.464497e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sat Dec 20 23:45:23 +0000 2014</td>\n",
       "      <td>2014-12-21 00:45:23</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142223</th>\n",
       "      <td>546418822677532673</td>\n",
       "      <td>\"When a woman no longer gets frustrated and up...</td>\n",
       "      <td>&lt;a href=\"http://www.tumblr.com/\" rel=\"nofollow...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sat Dec 20 21:36:13 +0000 2014</td>\n",
       "      <td>2014-12-20 22:36:13</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142224</th>\n",
       "      <td>546379158251929600</td>\n",
       "      <td>\"Here’s the key to living a good life: “Meet a...</td>\n",
       "      <td>&lt;a href=\"http://www.tumblr.com/\" rel=\"nofollow...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sat Dec 20 18:58:37 +0000 2014</td>\n",
       "      <td>2014-12-20 19:58:37</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "      <td>0.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2142225</th>\n",
       "      <td>546379003465314306</td>\n",
       "      <td>\"If someone says they have their shit together...</td>\n",
       "      <td>&lt;a href=\"http://www.tumblr.com/\" rel=\"nofollow...</td>\n",
       "      <td>27762544.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sat Dec 20 18:58:00 +0000 2014</td>\n",
       "      <td>2014-12-20 19:58:00</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>2015-05-01 16:15:29</td>\n",
       "      <td>en</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.800000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2142226 rows × 28 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         id  \\\n",
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       "...                     ...   \n",
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       "2142217  546821260164874242   \n",
       "2142218  546784698681544705   \n",
       "2142219  546765135667531776   \n",
       "2142220  546543951138652161   \n",
       "2142221  546467411151818752   \n",
       "2142222  546451328302448640   \n",
       "2142223  546418822677532673   \n",
       "2142224  546379158251929600   \n",
       "2142225  546379003465314306   \n",
       "\n",
       "                                                      text  \\\n",
       "0        RT @morningJewshow: Speaking about Jews and co...   \n",
       "1        This age/face recognition thing..no reason pla...   \n",
       "2        Only upside of the moment I can think of is th...   \n",
       "3        If you're going to think about+create experien...   \n",
       "4        Watching a thread on FB about possible future ...   \n",
       "5        RT @SanFranciscoBA: #enoughsenough \"Surprise! ...   \n",
       "6        RT @thepatrickwalsh: Kriss Kross once rapped \"...   \n",
       "7        RT @TheAtlanticPOL: Watch Baltimore native @ta...   \n",
       "8        @thelancearthur @hotdogsladies I didn't realiz...   \n",
       "9        RT @sippey: Here's my one paragraph review of ...   \n",
       "10       @wkamaubell I stand by you. I don't want men t...   \n",
       "11                            @frogtosser Thank you Becca.   \n",
       "12       @MMFlint I dont' ask for RTs gen, but my frien...   \n",
       "13       Not only$ but acts+messages from people that s...   \n",
       "14       To live with untreated PTSD is to feel like yo...   \n",
       "15       @frakintosh is also a Columbine survivor. Mile...   \n",
       "16       @frakintosh is old skool web. A good web citiz...   \n",
       "17       One reason my life has gotten better is the su...   \n",
       "18       RT @FINALLEVEL: Jon Stewart got it RIGHT again...   \n",
       "19       RT @iamsakuma: Hundreds of people are in Union...   \n",
       "20       \"Sexy. But crazy.\" I play with makeup for the ...   \n",
       "21       \"Sexy. But crazy.\" I play with makeup for the ...   \n",
       "22       \"Sexy. But crazy.\"  I play with makeup for the...   \n",
       "23       @leadership_tech When will OTHS stop with the ...   \n",
       "24       Infuriating to have the Oakland PD tell me the...   \n",
       "25       The best part of heading to Toronto for a mont...   \n",
       "26       Oakland Tech is once again got the stadium lev...   \n",
       "27       The Seinfeld series is going to be on Huluhttp...   \n",
       "28       @TWiBnation is grassroots media covering, on t...   \n",
       "29       @kevinroose This got funded during this first ...   \n",
       "...                                                    ...   \n",
       "2142196  Photo: I keep having this dream where I’m at t...   \n",
       "2142197  \"You are the universe experiencing itself.\" - ...   \n",
       "2142198  RT @80sNostalgia: RT @weesmmc: some headlines ...   \n",
       "2142199  RT @Zen_Moments: I put a dollar in a change ma...   \n",
       "2142200  The Daily Lifestyle Mashup is out! http://t.co...   \n",
       "2142201  \"The Universe is not punishing you or blessing...   \n",
       "2142202  \"...if I’m going to hold on to this thing for ...   \n",
       "2142203  RT @_Buddha_Quotes: Go beyond likes and dislik...   \n",
       "2142204  RT @Buddhism_Now: Morning meditation: Someone ...   \n",
       "2142205  The Daily Lifestyle Mashup is out! http://t.co...   \n",
       "2142206  RT @DharmaTalks: The Third Noble Truth – The N...   \n",
       "2142207  Photo: Remember to drink responsibly http://t....   \n",
       "2142208  The Daily Lifestyle Mashup is out! http://t.co...   \n",
       "2142209  The Daily Lifestyle Mashup is out! http://t.co...   \n",
       "2142210  Photo: A new pet for Christmas! http://t.co/B5...   \n",
       "2142211  \"For zazen, a quiet room is appropriate. Drink...   \n",
       "2142212  The Daily Lifestyle Mashup is out! http://t.co...   \n",
       "2142213  \"Need nothing and then see what happens.\" - Ga...   \n",
       "2142214  RT @dailyzen: \"I think hell is something you c...   \n",
       "2142215  Photo: Yep, that’s me in the upper right corne...   \n",
       "2142216  The Daily Lifestyle Mashup is out! http://t.co...   \n",
       "2142217  RT @_Buddha_Quotes: Free yourself from pleasur...   \n",
       "2142218  \"Just remember that sometimes, the way you thi...   \n",
       "2142219  \"This is the chemical formula for love: C8H11N...   \n",
       "2142220          The #Buddha on PBS http://t.co/JJD0rVdNxA   \n",
       "2142221  The Daily Lifestyle Mashup is out! http://t.co...   \n",
       "2142222  RT @_Buddha_Quotes: You too shall pass away. K...   \n",
       "2142223  \"When a woman no longer gets frustrated and up...   \n",
       "2142224  \"Here’s the key to living a good life: “Meet a...   \n",
       "2142225  \"If someone says they have their shit together...   \n",
       "\n",
       "                                                    source     user_id  \\\n",
       "0        <a href=\"http://tapbots.com/tweetbot\" rel=\"nof...    678033.0   \n",
       "1        <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...    678033.0   \n",
       "2        <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...    678033.0   \n",
       "3        <a href=\"http://tapbots.com/tweetbot\" rel=\"nof...    678033.0   \n",
       "4        <a href=\"http://tapbots.com/tweetbot\" rel=\"nof...    678033.0   \n",
       "5        <a href=\"http://tapbots.com/tweetbot\" rel=\"nof...    678033.0   \n",
       "6        <a href=\"http://tapbots.com/tweetbot\" rel=\"nof...    678033.0   \n",
       "7        <a href=\"http://tapbots.com/tweetbot\" rel=\"nof...    678033.0   \n",
       "8        <a href=\"http://tapbots.com/tweetbot\" rel=\"nof...    678033.0   \n",
       "9        <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...    678033.0   \n",
       "10       <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...    678033.0   \n",
       "11       <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...    678033.0   \n",
       "12       <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...    678033.0   \n",
       "13       <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...    678033.0   \n",
       "14       <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...    678033.0   \n",
       "15       <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...    678033.0   \n",
       "16       <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...    678033.0   \n",
       "17       <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...    678033.0   \n",
       "18       <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...    678033.0   \n",
       "19       <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...    678033.0   \n",
       "20       <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...    678033.0   \n",
       "21       <a href=\"http://www.facebook.com/twitter\" rel=...    678033.0   \n",
       "22       <a href=\"http://www.facebook.com/twitter\" rel=...    678033.0   \n",
       "23       <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...    678033.0   \n",
       "24       <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...    678033.0   \n",
       "25       <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...    678033.0   \n",
       "26       <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...    678033.0   \n",
       "27       <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...    678033.0   \n",
       "28       <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...    678033.0   \n",
       "29       <a href=\"http://twitter.com\" rel=\"nofollow\">Tw...    678033.0   \n",
       "...                                                    ...         ...   \n",
       "2142196  <a href=\"http://www.tumblr.com/\" rel=\"nofollow...  27762544.0   \n",
       "2142197  <a href=\"http://www.tumblr.com/\" rel=\"nofollow...  27762544.0   \n",
       "2142198  <a href=\"http://tapbots.com/tweetbot\" rel=\"nof...  27762544.0   \n",
       "2142199  <a href=\"http://tapbots.com/tweetbot\" rel=\"nof...  27762544.0   \n",
       "2142200  <a href=\"http://paper.li\" rel=\"nofollow\">Paper...  27762544.0   \n",
       "2142201  <a href=\"http://www.tumblr.com/\" rel=\"nofollow...  27762544.0   \n",
       "2142202  <a href=\"http://tapbots.com/tweetbot\" rel=\"nof...  27762544.0   \n",
       "2142203  <a href=\"http://tapbots.com/tweetbot\" rel=\"nof...  27762544.0   \n",
       "2142204  <a href=\"http://tapbots.com/tweetbot\" rel=\"nof...  27762544.0   \n",
       "2142205  <a href=\"http://paper.li\" rel=\"nofollow\">Paper...  27762544.0   \n",
       "2142206  <a href=\"http://tapbots.com/tweetbot\" rel=\"nof...  27762544.0   \n",
       "2142207  <a href=\"http://www.tumblr.com/\" rel=\"nofollow...  27762544.0   \n",
       "2142208  <a href=\"http://paper.li\" rel=\"nofollow\">Paper...  27762544.0   \n",
       "2142209  <a href=\"http://paper.li\" rel=\"nofollow\">Paper...  27762544.0   \n",
       "2142210  <a href=\"http://www.tumblr.com/\" rel=\"nofollow...  27762544.0   \n",
       "2142211  <a href=\"http://www.tumblr.com/\" rel=\"nofollow...  27762544.0   \n",
       "2142212  <a href=\"http://paper.li\" rel=\"nofollow\">Paper...  27762544.0   \n",
       "2142213  <a href=\"http://www.tumblr.com/\" rel=\"nofollow...  27762544.0   \n",
       "2142214  <a href=\"http://tapbots.com/tweetbot\" rel=\"nof...  27762544.0   \n",
       "2142215  <a href=\"http://www.tumblr.com/\" rel=\"nofollow...  27762544.0   \n",
       "2142216  <a href=\"http://paper.li\" rel=\"nofollow\">Paper...  27762544.0   \n",
       "2142217  <a href=\"http://tapbots.com/tweetbot\" rel=\"nof...  27762544.0   \n",
       "2142218  <a href=\"http://www.tumblr.com/\" rel=\"nofollow...  27762544.0   \n",
       "2142219  <a href=\"http://www.tumblr.com/\" rel=\"nofollow...  27762544.0   \n",
       "2142220  <a href=\"http://www.apple.com\" rel=\"nofollow\">...  27762544.0   \n",
       "2142221  <a href=\"http://paper.li\" rel=\"nofollow\">Paper...  27762544.0   \n",
       "2142222  <a href=\"http://tapbots.com/tweetbot\" rel=\"nof...  27762544.0   \n",
       "2142223  <a href=\"http://www.tumblr.com/\" rel=\"nofollow...  27762544.0   \n",
       "2142224  <a href=\"http://www.tumblr.com/\" rel=\"nofollow...  27762544.0   \n",
       "2142225  <a href=\"http://www.tumblr.com/\" rel=\"nofollow...  27762544.0   \n",
       "\n",
       "         truncated  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "0              NaN           0.000000e+00         0.000000e+00   \n",
       "1              NaN           0.000000e+00         0.000000e+00   \n",
       "2              NaN           0.000000e+00         0.000000e+00   \n",
       "3              NaN           0.000000e+00         0.000000e+00   \n",
       "4              NaN           0.000000e+00         0.000000e+00   \n",
       "5              NaN           0.000000e+00         0.000000e+00   \n",
       "6              NaN           0.000000e+00         0.000000e+00   \n",
       "7              NaN           0.000000e+00         0.000000e+00   \n",
       "8              NaN           5.936419e+17         1.435692e+08   \n",
       "9              NaN           0.000000e+00         0.000000e+00   \n",
       "10             NaN           5.936491e+17         1.911981e+07   \n",
       "11             NaN           0.000000e+00         1.424944e+07   \n",
       "12             NaN           0.000000e+00         2.047981e+07   \n",
       "13             NaN           0.000000e+00         0.000000e+00   \n",
       "14             NaN           0.000000e+00         0.000000e+00   \n",
       "15             NaN           0.000000e+00         2.072947e+07   \n",
       "16             NaN           0.000000e+00         2.072947e+07   \n",
       "17             NaN           0.000000e+00         0.000000e+00   \n",
       "18             NaN           0.000000e+00         0.000000e+00   \n",
       "19             NaN           0.000000e+00         0.000000e+00   \n",
       "20             NaN           0.000000e+00         0.000000e+00   \n",
       "21             NaN           0.000000e+00         0.000000e+00   \n",
       "22             NaN           0.000000e+00         0.000000e+00   \n",
       "23             NaN           0.000000e+00         2.997361e+09   \n",
       "24             NaN           0.000000e+00         0.000000e+00   \n",
       "25             NaN           0.000000e+00         0.000000e+00   \n",
       "26             NaN           0.000000e+00         0.000000e+00   \n",
       "27             NaN           0.000000e+00         0.000000e+00   \n",
       "28             NaN           0.000000e+00         1.644441e+07   \n",
       "29             NaN           5.934649e+17         1.881617e+07   \n",
       "...            ...                    ...                  ...   \n",
       "2142196        NaN           0.000000e+00         0.000000e+00   \n",
       "2142197        NaN           0.000000e+00         0.000000e+00   \n",
       "2142198        NaN           0.000000e+00         0.000000e+00   \n",
       "2142199        NaN           0.000000e+00         0.000000e+00   \n",
       "2142200        NaN           0.000000e+00         0.000000e+00   \n",
       "2142201        NaN           0.000000e+00         0.000000e+00   \n",
       "2142202        NaN           0.000000e+00         0.000000e+00   \n",
       "2142203        NaN           0.000000e+00         0.000000e+00   \n",
       "2142204        NaN           0.000000e+00         0.000000e+00   \n",
       "2142205        NaN           0.000000e+00         0.000000e+00   \n",
       "2142206        NaN           0.000000e+00         0.000000e+00   \n",
       "2142207        NaN           0.000000e+00         0.000000e+00   \n",
       "2142208        NaN           0.000000e+00         0.000000e+00   \n",
       "2142209        NaN           0.000000e+00         0.000000e+00   \n",
       "2142210        NaN           0.000000e+00         0.000000e+00   \n",
       "2142211        NaN           0.000000e+00         0.000000e+00   \n",
       "2142212        NaN           0.000000e+00         0.000000e+00   \n",
       "2142213        NaN           0.000000e+00         0.000000e+00   \n",
       "2142214        NaN           0.000000e+00         0.000000e+00   \n",
       "2142215        NaN           0.000000e+00         0.000000e+00   \n",
       "2142216        NaN           0.000000e+00         0.000000e+00   \n",
       "2142217        NaN           0.000000e+00         0.000000e+00   \n",
       "2142218        NaN           0.000000e+00         0.000000e+00   \n",
       "2142219        NaN           0.000000e+00         0.000000e+00   \n",
       "2142220        NaN           0.000000e+00         0.000000e+00   \n",
       "2142221        NaN           0.000000e+00         0.000000e+00   \n",
       "2142222        NaN           0.000000e+00         0.000000e+00   \n",
       "2142223        NaN           0.000000e+00         0.000000e+00   \n",
       "2142224        NaN           0.000000e+00         0.000000e+00   \n",
       "2142225        NaN           0.000000e+00         0.000000e+00   \n",
       "\n",
       "        in_reply_to_screen_name  retweeted_status_id  geo    ...     \\\n",
       "0                           NaN         5.939322e+17  NaN    ...      \n",
       "1                           NaN         0.000000e+00  NaN    ...      \n",
       "2                           NaN         0.000000e+00  NaN    ...      \n",
       "3                           NaN         0.000000e+00  NaN    ...      \n",
       "4                           NaN         0.000000e+00  NaN    ...      \n",
       "5                           NaN         5.938086e+17  NaN    ...      \n",
       "6                           NaN         5.936634e+17  NaN    ...      \n",
       "7                           NaN         5.937349e+17  NaN    ...      \n",
       "8                thelancearthur         0.000000e+00  NaN    ...      \n",
       "9                           NaN         5.934603e+17  NaN    ...      \n",
       "10                   wkamaubell         0.000000e+00  NaN    ...      \n",
       "11                   frogtosser         0.000000e+00  NaN    ...      \n",
       "12                      MMFlint         0.000000e+00  NaN    ...      \n",
       "13                          NaN         0.000000e+00  NaN    ...      \n",
       "14                          NaN         0.000000e+00  NaN    ...      \n",
       "15                   frakintosh         0.000000e+00  NaN    ...      \n",
       "16                   frakintosh         0.000000e+00  NaN    ...      \n",
       "17                          NaN         0.000000e+00  NaN    ...      \n",
       "18                          NaN         5.935656e+17  NaN    ...      \n",
       "19                          NaN         5.935555e+17  NaN    ...      \n",
       "20                          NaN         0.000000e+00  NaN    ...      \n",
       "21                          NaN         0.000000e+00  NaN    ...      \n",
       "22                          NaN         0.000000e+00  NaN    ...      \n",
       "23              leadership_tech         0.000000e+00  NaN    ...      \n",
       "24                          NaN         0.000000e+00  NaN    ...      \n",
       "25                          NaN         0.000000e+00  NaN    ...      \n",
       "26                          NaN         0.000000e+00  NaN    ...      \n",
       "27                          NaN         0.000000e+00  NaN    ...      \n",
       "28                   TWiBnation         0.000000e+00  NaN    ...      \n",
       "29                   kevinroose         0.000000e+00  NaN    ...      \n",
       "...                         ...                  ...  ...    ...      \n",
       "2142196                     NaN         0.000000e+00  NaN    ...      \n",
       "2142197                     NaN         0.000000e+00  NaN    ...      \n",
       "2142198                     NaN         5.489251e+17  NaN    ...      \n",
       "2142199                     NaN         5.489251e+17  NaN    ...      \n",
       "2142200                     NaN         0.000000e+00  NaN    ...      \n",
       "2142201                     NaN         0.000000e+00  NaN    ...      \n",
       "2142202                     NaN         0.000000e+00  NaN    ...      \n",
       "2142203                     NaN         5.483749e+17  NaN    ...      \n",
       "2142204                     NaN         5.483803e+17  NaN    ...      \n",
       "2142205                     NaN         0.000000e+00  NaN    ...      \n",
       "2142206                     NaN         5.482091e+17  NaN    ...      \n",
       "2142207                     NaN         0.000000e+00  NaN    ...      \n",
       "2142208                     NaN         0.000000e+00  NaN    ...      \n",
       "2142209                     NaN         0.000000e+00  NaN    ...      \n",
       "2142210                     NaN         0.000000e+00  NaN    ...      \n",
       "2142211                     NaN         0.000000e+00  NaN    ...      \n",
       "2142212                     NaN         0.000000e+00  NaN    ...      \n",
       "2142213                     NaN         0.000000e+00  NaN    ...      \n",
       "2142214                     NaN         5.468645e+17  NaN    ...      \n",
       "2142215                     NaN         0.000000e+00  NaN    ...      \n",
       "2142216                     NaN         0.000000e+00  NaN    ...      \n",
       "2142217                     NaN         5.468197e+17  NaN    ...      \n",
       "2142218                     NaN         0.000000e+00  NaN    ...      \n",
       "2142219                     NaN         0.000000e+00  NaN    ...      \n",
       "2142220                     NaN         0.000000e+00  NaN    ...      \n",
       "2142221                     NaN         0.000000e+00  NaN    ...      \n",
       "2142222                     NaN         5.464497e+17  NaN    ...      \n",
       "2142223                     NaN         0.000000e+00  NaN    ...      \n",
       "2142224                     NaN         0.000000e+00  NaN    ...      \n",
       "2142225                     NaN         0.000000e+00  NaN    ...      \n",
       "\n",
       "        num_hashtags  num_urls  num_mentions                      created_at  \\\n",
       "0                0.0       0.0           1.0  Fri May 01 00:18:11 +0000 2015   \n",
       "1                0.0       0.0           0.0  Thu Apr 30 21:50:52 +0000 2015   \n",
       "2                2.0       0.0           0.0  Thu Apr 30 20:52:32 +0000 2015   \n",
       "3                2.0       0.0           0.0  Thu Apr 30 18:42:40 +0000 2015   \n",
       "4                0.0       0.0           0.0  Thu Apr 30 18:41:36 +0000 2015   \n",
       "5                1.0       1.0           1.0  Thu Apr 30 16:30:10 +0000 2015   \n",
       "6                0.0       0.0           1.0  Thu Apr 30 12:16:01 +0000 2015   \n",
       "7                0.0       1.0           3.0  Thu Apr 30 12:15:07 +0000 2015   \n",
       "8                0.0       0.0           2.0  Thu Apr 30 11:43:57 +0000 2015   \n",
       "9                0.0       1.0           1.0  Thu Apr 30 06:13:05 +0000 2015   \n",
       "10               0.0       0.0           1.0  Thu Apr 30 05:55:24 +0000 2015   \n",
       "11               0.0       0.0           1.0  Thu Apr 30 01:15:18 +0000 2015   \n",
       "12               0.0       1.0           2.0  Thu Apr 30 00:54:55 +0000 2015   \n",
       "13               1.0       1.0           1.0  Thu Apr 30 00:52:19 +0000 2015   \n",
       "14               1.0       1.0           0.0  Thu Apr 30 00:50:58 +0000 2015   \n",
       "15               1.0       1.0           1.0  Thu Apr 30 00:50:08 +0000 2015   \n",
       "16               0.0       1.0           2.0  Thu Apr 30 00:49:21 +0000 2015   \n",
       "17               1.0       1.0           1.0  Thu Apr 30 00:48:23 +0000 2015   \n",
       "18               2.0       1.0           1.0  Thu Apr 30 00:33:13 +0000 2015   \n",
       "19               1.0       0.0           1.0  Wed Apr 29 23:25:44 +0000 2015   \n",
       "20               1.0       1.0           1.0  Wed Apr 29 22:12:54 +0000 2015   \n",
       "21               1.0       1.0           0.0  Wed Apr 29 22:12:23 +0000 2015   \n",
       "22               1.0       1.0           0.0  Wed Apr 29 22:12:07 +0000 2015   \n",
       "23               0.0       0.0           1.0  Wed Apr 29 20:00:34 +0000 2015   \n",
       "24               0.0       0.0           0.0  Wed Apr 29 19:55:50 +0000 2015   \n",
       "25               0.0       0.0           1.0  Wed Apr 29 19:53:27 +0000 2015   \n",
       "26               0.0       0.0           0.0  Wed Apr 29 19:52:48 +0000 2015   \n",
       "27               1.0       1.0           0.0  Wed Apr 29 17:35:01 +0000 2015   \n",
       "28               1.0       0.0           1.0  Wed Apr 29 17:33:06 +0000 2015   \n",
       "29               0.0       1.0           1.0  Wed Apr 29 17:31:07 +0000 2015   \n",
       "...              ...       ...           ...                             ...   \n",
       "2142196          0.0       1.0           0.0  Sat Dec 27 20:50:54 +0000 2014   \n",
       "2142197          0.0       1.0           0.0  Sat Dec 27 20:46:19 +0000 2014   \n",
       "2142198          0.0       0.0           2.0  Sat Dec 27 20:35:57 +0000 2014   \n",
       "2142199          0.0       1.0           1.0  Sat Dec 27 20:35:38 +0000 2014   \n",
       "2142200          0.0       1.0           0.0  Sat Dec 27 00:49:42 +0000 2014   \n",
       "2142201          0.0       1.0           0.0  Fri Dec 26 22:41:23 +0000 2014   \n",
       "2142202          2.0       1.0           0.0  Fri Dec 26 08:03:54 +0000 2014   \n",
       "2142203          0.0       0.0           1.0  Fri Dec 26 07:46:21 +0000 2014   \n",
       "2142204          0.0       0.0           1.0  Fri Dec 26 07:45:41 +0000 2014   \n",
       "2142205          0.0       1.0           0.0  Fri Dec 26 00:49:38 +0000 2014   \n",
       "2142206          0.0       1.0           1.0  Thu Dec 25 21:19:22 +0000 2014   \n",
       "2142207          0.0       1.0           0.0  Thu Dec 25 01:54:47 +0000 2014   \n",
       "2142208          0.0       1.0           0.0  Thu Dec 25 00:49:35 +0000 2014   \n",
       "2142209          0.0       1.0           0.0  Wed Dec 24 00:49:42 +0000 2014   \n",
       "2142210          0.0       1.0           0.0  Tue Dec 23 05:57:37 +0000 2014   \n",
       "2142211          0.0       1.0           0.0  Tue Dec 23 02:55:31 +0000 2014   \n",
       "2142212          0.0       1.0           0.0  Tue Dec 23 00:49:43 +0000 2014   \n",
       "2142213          0.0       1.0           0.0  Mon Dec 22 18:58:50 +0000 2014   \n",
       "2142214          0.0       0.0           1.0  Mon Dec 22 03:19:24 +0000 2014   \n",
       "2142215          0.0       1.0           0.0  Mon Dec 22 03:09:33 +0000 2014   \n",
       "2142216          0.0       1.0           0.0  Mon Dec 22 00:49:21 +0000 2014   \n",
       "2142217          0.0       0.0           1.0  Mon Dec 22 00:15:22 +0000 2014   \n",
       "2142218          0.0       1.0           0.0  Sun Dec 21 21:50:05 +0000 2014   \n",
       "2142219          0.0       1.0           0.0  Sun Dec 21 20:32:21 +0000 2014   \n",
       "2142220          1.0       1.0           0.0  Sun Dec 21 05:53:26 +0000 2014   \n",
       "2142221          0.0       1.0           0.0  Sun Dec 21 00:49:18 +0000 2014   \n",
       "2142222          0.0       0.0           1.0  Sat Dec 20 23:45:23 +0000 2014   \n",
       "2142223          0.0       1.0           0.0  Sat Dec 20 21:36:13 +0000 2014   \n",
       "2142224          0.0       1.0           0.0  Sat Dec 20 18:58:37 +0000 2014   \n",
       "2142225          0.0       1.0           0.0  Sat Dec 20 18:58:00 +0000 2014   \n",
       "\n",
       "                   timestamp           crawled_at              updated  lang  \\\n",
       "0        2015-05-01 02:18:11  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "1        2015-04-30 23:50:52  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "2        2015-04-30 22:52:32  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "3        2015-04-30 20:42:40  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "4        2015-04-30 20:41:36  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "5        2015-04-30 18:30:10  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "6        2015-04-30 14:16:01  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "7        2015-04-30 14:15:07  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "8        2015-04-30 13:43:57  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "9        2015-04-30 08:13:05  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "10       2015-04-30 07:55:24  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "11       2015-04-30 03:15:18  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "12       2015-04-30 02:54:55  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "13       2015-04-30 02:52:19  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "14       2015-04-30 02:50:58  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "15       2015-04-30 02:50:08  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "16       2015-04-30 02:49:21  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "17       2015-04-30 02:48:23  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "18       2015-04-30 02:33:13  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "19       2015-04-30 01:25:44  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "20       2015-04-30 00:12:54  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "21       2015-04-30 00:12:23  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "22       2015-04-30 00:12:07  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "23       2015-04-29 22:00:34  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "24       2015-04-29 21:55:50  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "25       2015-04-29 21:53:27  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "26       2015-04-29 21:52:48  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "27       2015-04-29 19:35:01  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "28       2015-04-29 19:33:06  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "29       2015-04-29 19:31:07  2015-05-01 12:57:19  2015-05-01 12:57:19    en   \n",
       "...                      ...                  ...                  ...   ...   \n",
       "2142196  2014-12-27 21:50:54  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142197  2014-12-27 21:46:19  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142198  2014-12-27 21:35:57  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142199  2014-12-27 21:35:38  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142200  2014-12-27 01:49:42  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142201  2014-12-26 23:41:23  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142202  2014-12-26 09:03:54  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142203  2014-12-26 08:46:21  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142204  2014-12-26 08:45:41  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142205  2014-12-26 01:49:38  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142206  2014-12-25 22:19:22  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142207  2014-12-25 02:54:47  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142208  2014-12-25 01:49:35  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142209  2014-12-24 01:49:42  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142210  2014-12-23 06:57:37  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142211  2014-12-23 03:55:31  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142212  2014-12-23 01:49:43  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142213  2014-12-22 19:58:50  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142214  2014-12-22 04:19:24  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142215  2014-12-22 04:09:33  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142216  2014-12-22 01:49:21  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142217  2014-12-22 01:15:22  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142218  2014-12-21 22:50:05  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142219  2014-12-21 21:32:21  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142220  2014-12-21 06:53:26  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142221  2014-12-21 01:49:18  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142222  2014-12-21 00:45:23  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142223  2014-12-20 22:36:13  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142224  2014-12-20 19:58:37  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "2142225  2014-12-20 19:58:00  2015-05-01 16:15:29  2015-05-01 16:15:29    en   \n",
       "\n",
       "         sent_score   subj_sc  \n",
       "0                 1  0.457500  \n",
       "1                 1  0.300000  \n",
       "2                 0  1.000000  \n",
       "3                 1  0.206250  \n",
       "4                 1  0.287500  \n",
       "5                 1  0.395960  \n",
       "6                 0  0.000000  \n",
       "7                 0  0.000000  \n",
       "8                 0  0.000000  \n",
       "9                 1  0.454545  \n",
       "10                1  1.000000  \n",
       "11                0  0.000000  \n",
       "12                0  1.000000  \n",
       "13                0  1.000000  \n",
       "14                1  0.500000  \n",
       "15                0  0.100000  \n",
       "16                1  0.400000  \n",
       "17                1  0.500000  \n",
       "18                1  0.535714  \n",
       "19                0  0.000000  \n",
       "20                1  0.744444  \n",
       "21                1  0.633333  \n",
       "22                1  0.633333  \n",
       "23               -1  0.600000  \n",
       "24               -1  0.462500  \n",
       "25                1  0.300000  \n",
       "26                0  1.000000  \n",
       "27                0  0.000000  \n",
       "28                0  0.000000  \n",
       "29                1  0.166667  \n",
       "...             ...       ...  \n",
       "2142196           0  0.100000  \n",
       "2142197           0  0.000000  \n",
       "2142198           0  0.000000  \n",
       "2142199           0  0.000000  \n",
       "2142200           0  0.000000  \n",
       "2142201           0  0.000000  \n",
       "2142202           1  0.600000  \n",
       "2142203          -1  0.500000  \n",
       "2142204           0  0.000000  \n",
       "2142205           0  0.000000  \n",
       "2142206           1  0.600000  \n",
       "2142207           1  0.550000  \n",
       "2142208           0  0.000000  \n",
       "2142209           0  0.000000  \n",
       "2142210           1  0.454545  \n",
       "2142211           1  0.416667  \n",
       "2142212           0  0.000000  \n",
       "2142213           0  0.000000  \n",
       "2142214           0  0.000000  \n",
       "2142215           1  0.267857  \n",
       "2142216           0  0.000000  \n",
       "2142217           1  0.800000  \n",
       "2142218           0  0.100000  \n",
       "2142219           1  0.600000  \n",
       "2142220           0  0.000000  \n",
       "2142221           0  0.000000  \n",
       "2142222           0  0.000000  \n",
       "2142223          -1  0.200000  \n",
       "2142224           1  0.800000  \n",
       "2142225          -1  0.800000  \n",
       "\n",
       "[2142226 rows x 28 columns]"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_tweet.sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [],
   "source": [
    "u_ids = new_tweet.user_id.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1083"
      ]
     },
     "execution_count": 236,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(u_ids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_user2 = pd.DataFrame()\n",
    "\n",
    "for u_id in u_ids:\n",
    "    new_user2 = new_user2.append(user_genuine[user_genuine.id == u_id])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>NaN</td>\n",
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       "      <td>2007-01-22 02:57:38</td>\n",
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       "      <td>http://t.co/lQpx4IMpV1</td>\n",
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       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Blah Blah Blah every afternoon on @KIIM995 in ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Jan 29 00:54:34 +0000 2007</td>\n",
       "      <td>2007-01-29 01:54:34</td>\n",
       "      <td>2015-05-01 12:57:52</td>\n",
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       "      <th>2253</th>\n",
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       "      <td>呉⚛</td>\n",
       "      <td>gullevek</td>\n",
       "      <td>39158</td>\n",
       "      <td>623</td>\n",
       "      <td>529</td>\n",
       "      <td>42</td>\n",
       "      <td>37</td>\n",
       "      <td>http://t.co/iAhWThZnvh</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>どうでも良いですよ！</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Feb 06 05:25:49 +0000 2007</td>\n",
       "      <td>2007-02-06 06:25:49</td>\n",
       "      <td>2015-05-01 12:58:15</td>\n",
       "      <td>2016-03-15 16:05:09</td>\n",
       "      <td>1</td>\n",
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       "      <th>3111</th>\n",
       "      <td>755746</td>\n",
       "      <td>Sarah Friedlander G.</td>\n",
       "      <td>sarahfriedland</td>\n",
       "      <td>18035</td>\n",
       "      <td>1620</td>\n",
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       "      <td>http://t.co/laTO6ixXFe</td>\n",
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       "      <td>Wed Feb 07 05:21:24 +0000 2007</td>\n",
       "      <td>2007-02-07 06:21:24</td>\n",
       "      <td>2015-05-01 12:58:39</td>\n",
       "      <td>2016-03-15 16:09:32</td>\n",
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       "      <th>3370</th>\n",
       "      <td>785080</td>\n",
       "      <td>W H</td>\n",
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       "      <td>22496</td>\n",
       "      <td>821</td>\n",
       "      <td>552</td>\n",
       "      <td>5897</td>\n",
       "      <td>29</td>\n",
       "      <td>http://t.co/W5BvFqvbjX</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>writer/dad, nearly bald. strong opinions loose...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Feb 21 01:08:16 +0000 2007</td>\n",
       "      <td>2007-02-21 02:08:16</td>\n",
       "      <td>2015-05-01 12:59:02</td>\n",
       "      <td>2016-03-15 16:10:50</td>\n",
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       "      <td>806585</td>\n",
       "      <td>Christopher Mahan</td>\n",
       "      <td>chris_mahan</td>\n",
       "      <td>29997</td>\n",
       "      <td>558</td>\n",
       "      <td>674</td>\n",
       "      <td>6414</td>\n",
       "      <td>50</td>\n",
       "      <td>http://t.co/oRFLhzMoQS</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Married 46yo geek with wife and son. Love to w...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Mar 02 17:27:49 +0000 2007</td>\n",
       "      <td>2007-03-02 18:27:49</td>\n",
       "      <td>2015-05-01 12:59:25</td>\n",
       "      <td>2016-03-15 16:03:37</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>2819</th>\n",
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       "      <td>Mrinal Desai</td>\n",
       "      <td>mrinaldesai</td>\n",
       "      <td>28400</td>\n",
       "      <td>8375</td>\n",
       "      <td>503</td>\n",
       "      <td>2497</td>\n",
       "      <td>535</td>\n",
       "      <td>http://t.co/lh101quor3</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I am CEO/Co-Founder of addappt ™. I was Co-Fou...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Mar 02 20:00:04 +0000 2007</td>\n",
       "      <td>2007-03-02 21:00:04</td>\n",
       "      <td>2015-05-01 12:59:49</td>\n",
       "      <td>2016-03-15 16:08:04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1123</th>\n",
       "      <td>887281</td>\n",
       "      <td>Paul Youlten</td>\n",
       "      <td>Payo</td>\n",
       "      <td>626</td>\n",
       "      <td>236</td>\n",
       "      <td>300</td>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "      <td>http://t.co/GipGLa4McM</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Along the wiki way</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sat Mar 10 22:25:08 +0000 2007</td>\n",
       "      <td>2007-03-10 23:25:08</td>\n",
       "      <td>2015-05-01 12:59:54</td>\n",
       "      <td>2016-03-15 15:59:27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>2485</th>\n",
       "      <td>1382561</td>\n",
       "      <td>jojoko</td>\n",
       "      <td>jojoko</td>\n",
       "      <td>8236</td>\n",
       "      <td>346</td>\n",
       "      <td>1235</td>\n",
       "      <td>1744</td>\n",
       "      <td>10</td>\n",
       "      <td>http://t.co/FtcSFWCFy0</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I follow drag queens and gay porn stars.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sat Mar 17 23:24:35 +0000 2007</td>\n",
       "      <td>2007-03-18 00:24:35</td>\n",
       "      <td>2015-05-01 13:00:21</td>\n",
       "      <td>2016-03-15 16:06:21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2834</th>\n",
       "      <td>148022818</td>\n",
       "      <td>Nadeem Mirza</td>\n",
       "      <td>nadeem1885</td>\n",
       "      <td>2496</td>\n",
       "      <td>222</td>\n",
       "      <td>237</td>\n",
       "      <td>79</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Associate Producer atCapital TV///Worked with ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue May 25 16:51:09 +0000 2010</td>\n",
       "      <td>2010-05-25 18:51:09</td>\n",
       "      <td>2015-05-01 13:00:54</td>\n",
       "      <td>2016-03-15 16:08:08</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1143</th>\n",
       "      <td>1813221</td>\n",
       "      <td>Morgan Johnson</td>\n",
       "      <td>Poormojo</td>\n",
       "      <td>20225</td>\n",
       "      <td>398</td>\n",
       "      <td>301</td>\n",
       "      <td>8486</td>\n",
       "      <td>21</td>\n",
       "      <td>http://t.co/F1TF8XTcFV</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Writer and editor. Stay-at-home dad. I post pi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Mar 21 23:43:40 +0000 2007</td>\n",
       "      <td>2007-03-22 00:43:40</td>\n",
       "      <td>2015-05-01 13:00:56</td>\n",
       "      <td>2016-03-15 15:59:33</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>2770511</td>\n",
       "      <td>べン</td>\n",
       "      <td>Devar</td>\n",
       "      <td>38140</td>\n",
       "      <td>1098</td>\n",
       "      <td>525</td>\n",
       "      <td>4264</td>\n",
       "      <td>68</td>\n",
       "      <td>http://t.co/Xq6nagn6rr</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wandering Japan for a while.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thu Mar 29 02:31:13 +0000 2007</td>\n",
       "      <td>2007-03-29 04:31:13</td>\n",
       "      <td>2015-05-01 13:01:22</td>\n",
       "      <td>2016-03-15 15:55:52</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>583</th>\n",
       "      <td>148061189</td>\n",
       "      <td>Michael Wang</td>\n",
       "      <td>HT2theX2SG</td>\n",
       "      <td>5838</td>\n",
       "      <td>274</td>\n",
       "      <td>1150</td>\n",
       "      <td>639</td>\n",
       "      <td>7</td>\n",
       "      <td>http://t.co/dQ9nnkqAa5</td>\n",
       "      <td>en-gb</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Singaporean Values. American Dreams. God is ev...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue May 25 18:52:10 +0000 2010</td>\n",
       "      <td>2010-05-25 20:52:10</td>\n",
       "      <td>2015-05-01 13:01:25</td>\n",
       "      <td>2016-03-15 15:56:43</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3417</th>\n",
       "      <td>3873101</td>\n",
       "      <td>تاتسو موناكاتا</td>\n",
       "      <td>xpavlovx</td>\n",
       "      <td>106335</td>\n",
       "      <td>720</td>\n",
       "      <td>530</td>\n",
       "      <td>12004</td>\n",
       "      <td>65</td>\n",
       "      <td>http://t.co/YgNDqNOLFO</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>【カジュアル釣り部】 @We_Are_KFC</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Apr 09 07:28:52 +0000 2007</td>\n",
       "      <td>2007-04-09 09:28:52</td>\n",
       "      <td>2015-05-01 13:01:50</td>\n",
       "      <td>2016-03-15 16:11:04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1918</th>\n",
       "      <td>148404674</td>\n",
       "      <td>A D</td>\n",
       "      <td>catch_doon</td>\n",
       "      <td>32334</td>\n",
       "      <td>557</td>\n",
       "      <td>349</td>\n",
       "      <td>318</td>\n",
       "      <td>14</td>\n",
       "      <td>http://t.co/QA6Qzs2SD3</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4G/LTE Engr, ARMINholic, Foodie, Gadgets, Tran...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed May 26 16:21:18 +0000 2010</td>\n",
       "      <td>2010-05-26 18:21:18</td>\n",
       "      <td>2015-05-01 13:01:56</td>\n",
       "      <td>2016-03-15 16:03:28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>894</th>\n",
       "      <td>3888491</td>\n",
       "      <td>Linus Ekenstam</td>\n",
       "      <td>LinusEkenstam</td>\n",
       "      <td>7621</td>\n",
       "      <td>910</td>\n",
       "      <td>853</td>\n",
       "      <td>804</td>\n",
       "      <td>58</td>\n",
       "      <td>http://t.co/T8IAXypCO1</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Founder of Ladda, Founder of Copygram, Partner...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Apr 09 11:04:29 +0000 2007</td>\n",
       "      <td>2007-04-09 13:04:29</td>\n",
       "      <td>2015-05-01 13:02:14</td>\n",
       "      <td>2016-03-15 15:58:17</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2412</th>\n",
       "      <td>479908486</td>\n",
       "      <td>Janessa Mc Kell</td>\n",
       "      <td>jannytmack</td>\n",
       "      <td>328</td>\n",
       "      <td>193</td>\n",
       "      <td>378</td>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>http://t.co/M5cJpIzdw2</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...lover of the lover of my soul, Jesus; multi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Jan 31 22:26:29 +0000 2012</td>\n",
       "      <td>2012-01-31 23:26:29</td>\n",
       "      <td>2015-05-01 13:02:11</td>\n",
       "      <td>2016-03-15 16:05:59</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3389</th>\n",
       "      <td>149038171</td>\n",
       "      <td>Aditya Banerjee</td>\n",
       "      <td>wsrgo</td>\n",
       "      <td>10549</td>\n",
       "      <td>146</td>\n",
       "      <td>519</td>\n",
       "      <td>1242</td>\n",
       "      <td>4</td>\n",
       "      <td>http://t.co/zbsnMREMEG</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>@PaddockScout writer for Formula Masters China...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri May 28 07:26:08 +0000 2010</td>\n",
       "      <td>2010-05-28 09:26:08</td>\n",
       "      <td>2015-05-01 13:02:24</td>\n",
       "      <td>2016-03-15 16:10:56</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3359</th>\n",
       "      <td>480104212</td>\n",
       "      <td>Daniel Vecchio</td>\n",
       "      <td>vexingquestions</td>\n",
       "      <td>1055</td>\n",
       "      <td>308</td>\n",
       "      <td>1006</td>\n",
       "      <td>392</td>\n",
       "      <td>3</td>\n",
       "      <td>http://t.co/3rQRZikBzs</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A doctoral student in philosophy who runs a bl...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Feb 01 03:55:35 +0000 2012</td>\n",
       "      <td>2012-02-01 04:55:35</td>\n",
       "      <td>2015-05-01 13:02:25</td>\n",
       "      <td>2016-03-15 16:10:47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2470</th>\n",
       "      <td>4121091</td>\n",
       "      <td>Jonathan Louis May</td>\n",
       "      <td>jmay11</td>\n",
       "      <td>44839</td>\n",
       "      <td>2162</td>\n",
       "      <td>792</td>\n",
       "      <td>9428</td>\n",
       "      <td>93</td>\n",
       "      <td>http://t.co/i9sxF569qj</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cover the @memgrizz for @3shadesofblue &amp; co-ho...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Apr 11 04:04:38 +0000 2007</td>\n",
       "      <td>2007-04-11 06:04:38</td>\n",
       "      <td>2015-05-01 13:02:41</td>\n",
       "      <td>2016-03-15 16:06:16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1101</th>\n",
       "      <td>149245813</td>\n",
       "      <td>Osama Ahmed</td>\n",
       "      <td>Osos4aReason</td>\n",
       "      <td>5025</td>\n",
       "      <td>129</td>\n",
       "      <td>249</td>\n",
       "      <td>66</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MUFC for life. Gamer, I'm told that I'm funny....</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri May 28 20:11:00 +0000 2010</td>\n",
       "      <td>2010-05-28 22:11:00</td>\n",
       "      <td>2015-05-01 13:02:51</td>\n",
       "      <td>2016-03-15 15:59:21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1875</th>\n",
       "      <td>480748987</td>\n",
       "      <td>Briana</td>\n",
       "      <td>briiana_27</td>\n",
       "      <td>10862</td>\n",
       "      <td>71</td>\n",
       "      <td>181</td>\n",
       "      <td>3501</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sports fanatic. @Dodgers @DallasCowboys @Sacra...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Feb 01 21:11:14 +0000 2012</td>\n",
       "      <td>2012-02-01 22:11:14</td>\n",
       "      <td>2015-05-01 13:03:00</td>\n",
       "      <td>2016-03-15 16:03:16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>149421076</td>\n",
       "      <td>RASPBERRY</td>\n",
       "      <td>ExplicitLyn_</td>\n",
       "      <td>63388</td>\n",
       "      <td>2166</td>\n",
       "      <td>1996</td>\n",
       "      <td>4139</td>\n",
       "      <td>3</td>\n",
       "      <td>http://t.co/zf7G3hhvbF</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mrs.FBG ❄ Future Put Me In A Porsche... ️#⃣RIP...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sat May 29 07:12:01 +0000 2010</td>\n",
       "      <td>2010-05-29 09:12:01</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2016-03-15 15:56:18</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2625</th>\n",
       "      <td>5445622</td>\n",
       "      <td>Silly Corgan</td>\n",
       "      <td>lalochezic</td>\n",
       "      <td>25167</td>\n",
       "      <td>699</td>\n",
       "      <td>359</td>\n",
       "      <td>13544</td>\n",
       "      <td>36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>My mind ain't nothin' but a big ole collage</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Apr 23 21:55:23 +0000 2007</td>\n",
       "      <td>2007-04-23 23:55:23</td>\n",
       "      <td>2015-05-01 13:03:23</td>\n",
       "      <td>2016-03-15 16:07:04</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>691</th>\n",
       "      <td>481505805</td>\n",
       "      <td>Jake White</td>\n",
       "      <td>JakeMWhite</td>\n",
       "      <td>11631</td>\n",
       "      <td>1467</td>\n",
       "      <td>363</td>\n",
       "      <td>1466</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>$outhlake Carroll - Kansas U - UT Dallas - Rea...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thu Feb 02 21:01:23 +0000 2012</td>\n",
       "      <td>2012-02-02 22:01:23</td>\n",
       "      <td>2015-05-01 13:03:34</td>\n",
       "      <td>2016-03-15 15:57:16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>149512577</td>\n",
       "      <td>Hannah Bettsworth</td>\n",
       "      <td>H_Bettsworth</td>\n",
       "      <td>47956</td>\n",
       "      <td>1299</td>\n",
       "      <td>2001</td>\n",
       "      <td>3538</td>\n",
       "      <td>37</td>\n",
       "      <td>http://t.co/03Sn0AIGgT</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Chief fangirl with a smartphone. Scottish Libe...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sat May 29 13:43:27 +0000 2010</td>\n",
       "      <td>2010-05-29 15:43:27</td>\n",
       "      <td>2015-05-01 13:03:44</td>\n",
       "      <td>2016-03-15 15:56:44</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1943</th>\n",
       "      <td>1664238487</td>\n",
       "      <td>sniz (snail liz)</td>\n",
       "      <td>childrensatlas</td>\n",
       "      <td>10126</td>\n",
       "      <td>269</td>\n",
       "      <td>183</td>\n",
       "      <td>14472</td>\n",
       "      <td>30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yuppie in training</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Aug 12 05:16:47 +0000 2013</td>\n",
       "      <td>2013-08-12 07:16:47</td>\n",
       "      <td>2015-05-01 13:03:45</td>\n",
       "      <td>2016-03-15 16:03:36</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>5812422</td>\n",
       "      <td>Beth Mansfield</td>\n",
       "      <td>BethMansfield</td>\n",
       "      <td>6641</td>\n",
       "      <td>1471</td>\n",
       "      <td>1977</td>\n",
       "      <td>7841</td>\n",
       "      <td>52</td>\n",
       "      <td>http://t.co/v8KKlBs3nS</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PR &amp; corp communications pro. Feminist, wife, ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun May 06 17:07:22 +0000 2007</td>\n",
       "      <td>2007-05-06 19:07:22</td>\n",
       "      <td>2015-05-01 13:03:50</td>\n",
       "      <td>2016-03-15 15:54:49</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1760</th>\n",
       "      <td>149587895</td>\n",
       "      <td>Anika Ahmed</td>\n",
       "      <td>annika_ahmed</td>\n",
       "      <td>460</td>\n",
       "      <td>73</td>\n",
       "      <td>473</td>\n",
       "      <td>236</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sat May 29 17:34:17 +0000 2010</td>\n",
       "      <td>2010-05-29 19:34:17</td>\n",
       "      <td>2015-05-01 13:03:48</td>\n",
       "      <td>2016-03-15 16:02:39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1636</th>\n",
       "      <td>1664307984</td>\n",
       "      <td>laurel daniel</td>\n",
       "      <td>_laureldaniel</td>\n",
       "      <td>1770</td>\n",
       "      <td>179</td>\n",
       "      <td>132</td>\n",
       "      <td>1224</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Aug 12 06:35:01 +0000 2013</td>\n",
       "      <td>2013-08-12 08:35:01</td>\n",
       "      <td>2015-05-01 13:04:00</td>\n",
       "      <td>2016-03-15 16:02:01</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>27372659</td>\n",
       "      <td>DayOtraVez</td>\n",
       "      <td>DayObama</td>\n",
       "      <td>16004</td>\n",
       "      <td>590</td>\n",
       "      <td>894</td>\n",
       "      <td>806</td>\n",
       "      <td>12</td>\n",
       "      <td>http://t.co/uQTNU9MLvJ</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Spreadℒℴѵℯ #TaskForce</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Mar 29 03:36:16 +0000 2009</td>\n",
       "      <td>2009-03-29 05:36:16</td>\n",
       "      <td>2015-05-01 16:12:50</td>\n",
       "      <td>2016-03-15 15:55:48</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>616602934</td>\n",
       "      <td>EGO</td>\n",
       "      <td>Ego1_</td>\n",
       "      <td>3839</td>\n",
       "      <td>226</td>\n",
       "      <td>419</td>\n",
       "      <td>1197</td>\n",
       "      <td>3</td>\n",
       "      <td>http://t.co/1BTRQGN4M8</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Here's to the crazy ones...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Jun 24 00:17:11 +0000 2012</td>\n",
       "      <td>2012-06-24 02:17:11</td>\n",
       "      <td>2015-05-01 16:12:52</td>\n",
       "      <td>2016-03-15 15:56:09</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>2349866700</td>\n",
       "      <td>Francis G</td>\n",
       "      <td>FrancisIs4Real</td>\n",
       "      <td>1157</td>\n",
       "      <td>135</td>\n",
       "      <td>108</td>\n",
       "      <td>2309</td>\n",
       "      <td>0</td>\n",
       "      <td>https://t.co/y7e0CqStyx</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>~~~~~~Your girl's MCM since 1996~~~~~~ ~~~~~~~...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Feb 18 09:53:17 +0000 2014</td>\n",
       "      <td>2014-02-18 10:53:17</td>\n",
       "      <td>2015-05-01 16:12:51</td>\n",
       "      <td>2016-03-15 15:56:27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2552</th>\n",
       "      <td>240362521</td>\n",
       "      <td>Kiera Carroll</td>\n",
       "      <td>keezykc</td>\n",
       "      <td>11256</td>\n",
       "      <td>322</td>\n",
       "      <td>227</td>\n",
       "      <td>1086</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Jan 19 19:09:46 +0000 2011</td>\n",
       "      <td>2011-01-19 20:09:46</td>\n",
       "      <td>2015-05-01 16:13:23</td>\n",
       "      <td>2016-03-15 16:06:42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2909</th>\n",
       "      <td>2351779201</td>\n",
       "      <td>思齐♥</td>\n",
       "      <td>omoimi</td>\n",
       "      <td>1523</td>\n",
       "      <td>42</td>\n",
       "      <td>203</td>\n",
       "      <td>525</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>mostly crying about fictional characters and o...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Feb 19 14:28:07 +0000 2014</td>\n",
       "      <td>2014-02-19 15:28:07</td>\n",
       "      <td>2015-05-01 16:13:20</td>\n",
       "      <td>2016-03-15 16:08:30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>781</th>\n",
       "      <td>27493957</td>\n",
       "      <td>DiEzEL_THEGREAT</td>\n",
       "      <td>KUSHnBelvii</td>\n",
       "      <td>19549</td>\n",
       "      <td>323</td>\n",
       "      <td>204</td>\n",
       "      <td>2587</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>sɓuıɿǝǝɟ oʎ ʞɔnɟ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Mar 29 20:13:15 +0000 2009</td>\n",
       "      <td>2009-03-29 22:13:15</td>\n",
       "      <td>2015-05-01 16:13:24</td>\n",
       "      <td>2016-03-15 15:57:43</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2754</th>\n",
       "      <td>616973273</td>\n",
       "      <td>meg</td>\n",
       "      <td>megs_meow</td>\n",
       "      <td>29467</td>\n",
       "      <td>937</td>\n",
       "      <td>314</td>\n",
       "      <td>29569</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>canyon '16 / soccer &amp; track</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sun Jun 24 09:57:32 +0000 2012</td>\n",
       "      <td>2012-06-24 11:57:32</td>\n",
       "      <td>2015-05-01 16:13:25</td>\n",
       "      <td>2016-03-15 16:07:44</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1489</th>\n",
       "      <td>617872589</td>\n",
       "      <td>Sherie</td>\n",
       "      <td>TuckerSherie</td>\n",
       "      <td>849</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>47</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Jun 25 07:31:12 +0000 2012</td>\n",
       "      <td>2012-06-25 09:31:12</td>\n",
       "      <td>2015-05-01 16:13:33</td>\n",
       "      <td>2016-03-15 16:01:16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3333</th>\n",
       "      <td>27570114</td>\n",
       "      <td>Kristi K. Betts</td>\n",
       "      <td>txlibrarylady</td>\n",
       "      <td>1335</td>\n",
       "      <td>246</td>\n",
       "      <td>164</td>\n",
       "      <td>499</td>\n",
       "      <td>7</td>\n",
       "      <td>http://t.co/Gj1pTdUIyj</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I am an early childhood librarian. I am passio...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Mar 30 02:58:51 +0000 2009</td>\n",
       "      <td>2009-03-30 04:58:51</td>\n",
       "      <td>2015-05-01 16:13:40</td>\n",
       "      <td>2016-03-15 16:10:39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2841</th>\n",
       "      <td>2352634238</td>\n",
       "      <td>Nashish</td>\n",
       "      <td>nashturbater_</td>\n",
       "      <td>3357</td>\n",
       "      <td>273</td>\n",
       "      <td>238</td>\n",
       "      <td>2996</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>#StayTrippy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thu Feb 20 03:24:39 +0000 2014</td>\n",
       "      <td>2014-02-20 04:24:39</td>\n",
       "      <td>2015-05-01 16:13:51</td>\n",
       "      <td>2016-03-15 16:08:10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1110</th>\n",
       "      <td>240561724</td>\n",
       "      <td>Paige Reihm</td>\n",
       "      <td>PaigeeReihm</td>\n",
       "      <td>8017</td>\n",
       "      <td>328</td>\n",
       "      <td>330</td>\n",
       "      <td>958</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Be silly, be honest, be kind. &amp; keep on dreami...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Thu Jan 20 06:08:47 +0000 2011</td>\n",
       "      <td>2011-01-20 07:08:47</td>\n",
       "      <td>2015-05-01 16:13:52</td>\n",
       "      <td>2016-03-15 15:59:23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1813</th>\n",
       "      <td>618739366</td>\n",
       "      <td>Nyalong</td>\n",
       "      <td>balangchuol</td>\n",
       "      <td>7698</td>\n",
       "      <td>535</td>\n",
       "      <td>331</td>\n",
       "      <td>4470</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>good. better. best.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Jun 26 04:44:10 +0000 2012</td>\n",
       "      <td>2012-06-26 06:44:10</td>\n",
       "      <td>2015-05-01 16:13:59</td>\n",
       "      <td>2016-03-15 16:02:56</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2147</th>\n",
       "      <td>2353354449</td>\n",
       "      <td>Falyn Mapel</td>\n",
       "      <td>falyn_mapel</td>\n",
       "      <td>409</td>\n",
       "      <td>137</td>\n",
       "      <td>242</td>\n",
       "      <td>1050</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BSU BFA MT '19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Feb 19 22:01:03 +0000 2014</td>\n",
       "      <td>2014-02-19 23:01:03</td>\n",
       "      <td>2015-05-01 16:13:55</td>\n",
       "      <td>2016-03-15 16:04:38</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2596</th>\n",
       "      <td>27582887</td>\n",
       "      <td>Paul</td>\n",
       "      <td>knoxynz</td>\n",
       "      <td>36913</td>\n",
       "      <td>807</td>\n",
       "      <td>907</td>\n",
       "      <td>3262</td>\n",
       "      <td>9</td>\n",
       "      <td>http://t.co/8g4jDhVOXh</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Proud Kiwi.Love my Twitter friends&amp;Music. HALI...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Mar 30 04:20:30 +0000 2009</td>\n",
       "      <td>2009-03-30 06:20:30</td>\n",
       "      <td>2015-05-01 16:14:09</td>\n",
       "      <td>2016-03-15 16:06:55</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>874</th>\n",
       "      <td>619201618</td>\n",
       "      <td>josé</td>\n",
       "      <td>LastKingGomez</td>\n",
       "      <td>22993</td>\n",
       "      <td>504</td>\n",
       "      <td>43</td>\n",
       "      <td>10968</td>\n",
       "      <td>2</td>\n",
       "      <td>http://t.co/jBiWjXWXmh</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Too blessed to be stressed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Jun 26 15:59:06 +0000 2012</td>\n",
       "      <td>2012-06-26 17:59:06</td>\n",
       "      <td>2015-05-01 16:14:06</td>\n",
       "      <td>2016-03-15 15:58:11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1472</th>\n",
       "      <td>619384294</td>\n",
       "      <td>Towela McMahon</td>\n",
       "      <td>Tow_Nao</td>\n",
       "      <td>53</td>\n",
       "      <td>126</td>\n",
       "      <td>366</td>\n",
       "      <td>163</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Filmmaker, Pastor's Assistant, Christian, Soci...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Jun 26 20:05:29 +0000 2012</td>\n",
       "      <td>2012-06-26 22:05:29</td>\n",
       "      <td>2015-05-01 16:14:07</td>\n",
       "      <td>2016-03-15 16:01:11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3239</th>\n",
       "      <td>2354237761</td>\n",
       "      <td>I support Mer/Ellen</td>\n",
       "      <td>superfosterGrey</td>\n",
       "      <td>70392</td>\n",
       "      <td>1035</td>\n",
       "      <td>1454</td>\n",
       "      <td>5965</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>I am obsessed with Greys Anatomy , The fosters...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Feb 21 04:34:43 +0000 2014</td>\n",
       "      <td>2014-02-21 05:34:43</td>\n",
       "      <td>2015-05-01 16:14:23</td>\n",
       "      <td>2016-03-15 16:10:12</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1369</th>\n",
       "      <td>27611640</td>\n",
       "      <td>Sourav Ghosh</td>\n",
       "      <td>Sourav_Ghosh</td>\n",
       "      <td>523</td>\n",
       "      <td>120</td>\n",
       "      <td>137</td>\n",
       "      <td>25</td>\n",
       "      <td>2</td>\n",
       "      <td>http://t.co/30VbO7wT0R</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Developer, former MicrosoftSP, Programming-add...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Mar 30 09:48:38 +0000 2009</td>\n",
       "      <td>2009-03-30 11:48:38</td>\n",
       "      <td>2015-05-01 16:14:18</td>\n",
       "      <td>2016-03-15 16:00:40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1049</th>\n",
       "      <td>241106682</td>\n",
       "      <td>ηαтнαηιєℓ</td>\n",
       "      <td>Nattie_Best</td>\n",
       "      <td>72088</td>\n",
       "      <td>1004</td>\n",
       "      <td>509</td>\n",
       "      <td>463</td>\n",
       "      <td>8</td>\n",
       "      <td>http://t.co/Kb5UMZHbTK</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A gentleman and an Old Trafford faithful.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Jan 21 13:39:52 +0000 2011</td>\n",
       "      <td>2011-01-21 14:39:52</td>\n",
       "      <td>2015-05-01 16:14:26</td>\n",
       "      <td>2016-03-15 15:59:05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1170</th>\n",
       "      <td>27623289</td>\n",
       "      <td>Rick Grubbs</td>\n",
       "      <td>RGrubbs1</td>\n",
       "      <td>371</td>\n",
       "      <td>106</td>\n",
       "      <td>266</td>\n",
       "      <td>111</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2011 PVA Winner for Best Male Performance</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Mar 30 11:59:07 +0000 2009</td>\n",
       "      <td>2009-03-30 13:59:07</td>\n",
       "      <td>2015-05-01 16:14:23</td>\n",
       "      <td>2016-03-15 15:59:41</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1584</th>\n",
       "      <td>619528467</td>\n",
       "      <td>Zonic</td>\n",
       "      <td>ZonicZoneCop</td>\n",
       "      <td>53599</td>\n",
       "      <td>755</td>\n",
       "      <td>318</td>\n",
       "      <td>2785</td>\n",
       "      <td>12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hohoho.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Tue Jun 26 21:46:22 +0000 2012</td>\n",
       "      <td>2012-06-26 23:46:22</td>\n",
       "      <td>2015-05-01 16:14:43</td>\n",
       "      <td>2016-03-15 16:01:46</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2676</th>\n",
       "      <td>27679500</td>\n",
       "      <td>Luke Atherton</td>\n",
       "      <td>lookatherton</td>\n",
       "      <td>1474</td>\n",
       "      <td>110</td>\n",
       "      <td>98</td>\n",
       "      <td>185</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Graduate Plannah</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Mar 30 16:55:45 +0000 2009</td>\n",
       "      <td>2009-03-30 18:55:45</td>\n",
       "      <td>2015-05-01 16:14:43</td>\n",
       "      <td>2016-03-15 16:07:20</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3240</th>\n",
       "      <td>2355847777</td>\n",
       "      <td>TeccaNina*</td>\n",
       "      <td>supermanplusme</td>\n",
       "      <td>6939</td>\n",
       "      <td>435</td>\n",
       "      <td>296</td>\n",
       "      <td>12729</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>stay gold .</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sat Feb 22 05:33:00 +0000 2014</td>\n",
       "      <td>2014-02-22 06:33:00</td>\n",
       "      <td>2015-05-01 16:14:46</td>\n",
       "      <td>2016-03-15 16:10:12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>917</th>\n",
       "      <td>241157629</td>\n",
       "      <td>Luke</td>\n",
       "      <td>Luke24_</td>\n",
       "      <td>2995</td>\n",
       "      <td>94</td>\n",
       "      <td>334</td>\n",
       "      <td>83</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>- Dolphins - Dodgers - Celtics -</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Jan 21 16:07:51 +0000 2011</td>\n",
       "      <td>2011-01-21 17:07:51</td>\n",
       "      <td>2015-05-01 16:14:54</td>\n",
       "      <td>2016-03-15 15:58:24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>620078665</td>\n",
       "      <td>Caline Abboud Haddad</td>\n",
       "      <td>CalineHadad</td>\n",
       "      <td>410</td>\n",
       "      <td>85</td>\n",
       "      <td>179</td>\n",
       "      <td>133</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Enjoying life with ups and downs, with the cra...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Jun 27 15:07:58 +0000 2012</td>\n",
       "      <td>2012-06-27 17:07:58</td>\n",
       "      <td>2015-05-01 16:14:50</td>\n",
       "      <td>2016-03-15 15:55:10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2803</th>\n",
       "      <td>27746415</td>\n",
       "      <td>Mobi2Go</td>\n",
       "      <td>mobi2go</td>\n",
       "      <td>1081</td>\n",
       "      <td>594</td>\n",
       "      <td>1408</td>\n",
       "      <td>171</td>\n",
       "      <td>8</td>\n",
       "      <td>http://t.co/MfvfbEGGx7</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>We help the hospitality industry offer online ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Mar 30 22:24:54 +0000 2009</td>\n",
       "      <td>2009-03-31 00:24:54</td>\n",
       "      <td>2015-05-01 16:14:55</td>\n",
       "      <td>2016-03-15 16:07:59</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>2356425746</td>\n",
       "      <td>BenEWriggle</td>\n",
       "      <td>BenEWriggle</td>\n",
       "      <td>10423</td>\n",
       "      <td>169</td>\n",
       "      <td>313</td>\n",
       "      <td>6879</td>\n",
       "      <td>1</td>\n",
       "      <td>https://t.co/q7IjRLgzrp</td>\n",
       "      <td>es</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Soy el Indiana Jones del fonendo y el D´Artagn...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sat Feb 22 14:23:51 +0000 2014</td>\n",
       "      <td>2014-02-22 15:23:51</td>\n",
       "      <td>2015-05-01 16:15:40</td>\n",
       "      <td>2016-03-15 15:54:47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1894</th>\n",
       "      <td>620404975</td>\n",
       "      <td>Dave Craig</td>\n",
       "      <td>caffeinatednz</td>\n",
       "      <td>3806</td>\n",
       "      <td>2746</td>\n",
       "      <td>2547</td>\n",
       "      <td>2901</td>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Retired coder. Used to be addicted to coffee. ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Wed Jun 27 22:28:57 +0000 2012</td>\n",
       "      <td>2012-06-28 00:28:57</td>\n",
       "      <td>2015-05-01 16:15:41</td>\n",
       "      <td>2016-03-15 16:03:22</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3121</th>\n",
       "      <td>241240275</td>\n",
       "      <td>#SaveAYear</td>\n",
       "      <td>saveayear</td>\n",
       "      <td>9369</td>\n",
       "      <td>17392</td>\n",
       "      <td>17414</td>\n",
       "      <td>61</td>\n",
       "      <td>131</td>\n",
       "      <td>http://t.co/5Fu4EJ5LbW</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Artist. Techie. Music lover. Gamer. Gardener. ...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Fri Jan 21 20:04:11 +0000 2011</td>\n",
       "      <td>2011-01-21 21:04:11</td>\n",
       "      <td>2015-05-01 16:15:43</td>\n",
       "      <td>2016-03-15 16:09:35</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2550</th>\n",
       "      <td>27762544</td>\n",
       "      <td>Eddie</td>\n",
       "      <td>keen_eddie</td>\n",
       "      <td>7201</td>\n",
       "      <td>442</td>\n",
       "      <td>177</td>\n",
       "      <td>489</td>\n",
       "      <td>37</td>\n",
       "      <td>http://t.co/h0dC5l3LuV</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Writer, graphic artist, geek, #Buddhist, pixel...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mon Mar 30 23:43:44 +0000 2009</td>\n",
       "      <td>2009-03-31 01:43:44</td>\n",
       "      <td>2015-05-01 16:15:42</td>\n",
       "      <td>2016-03-15 16:06:42</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1083 rows × 42 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              id                  name      screen_name  statuses_count  \\\n",
       "2274      678033          Heather Gold           heathr           45825   \n",
       "257       722623          Buzz Jackson      BuzzJackson           11770   \n",
       "2253      755116                    呉⚛         gullevek           39158   \n",
       "3111      755746  Sarah Friedlander G.   sarahfriedland           18035   \n",
       "3370      785080                   W H         waxbanks           22496   \n",
       "1947      806585     Christopher Mahan      chris_mahan           29997   \n",
       "2819      806975          Mrinal Desai      mrinaldesai           28400   \n",
       "1123      887281          Paul Youlten             Payo             626   \n",
       "2485     1382561                jojoko           jojoko            8236   \n",
       "2834   148022818          Nadeem Mirza       nadeem1885            2496   \n",
       "1143     1813221        Morgan Johnson         Poormojo           20225   \n",
       "413      2770511                    べン            Devar           38140   \n",
       "583    148061189          Michael Wang       HT2theX2SG            5838   \n",
       "3417     3873101        تاتسو موناكاتا         xpavlovx          106335   \n",
       "1918   148404674                   A D       catch_doon           32334   \n",
       "894      3888491        Linus Ekenstam    LinusEkenstam            7621   \n",
       "2412   479908486       Janessa Mc Kell       jannytmack             328   \n",
       "3389   149038171       Aditya Banerjee            wsrgo           10549   \n",
       "3359   480104212        Daniel Vecchio  vexingquestions            1055   \n",
       "2470     4121091    Jonathan Louis May           jmay11           44839   \n",
       "1101   149245813           Osama Ahmed     Osos4aReason            5025   \n",
       "1875   480748987                Briana       briiana_27           10862   \n",
       "500    149421076            RASPBERRY      ExplicitLyn_           63388   \n",
       "2625     5445622          Silly Corgan       lalochezic           25167   \n",
       "691    481505805            Jake White       JakeMWhite           11631   \n",
       "584    149512577     Hannah Bettsworth     H_Bettsworth           47956   \n",
       "1943  1664238487      sniz (snail liz)   childrensatlas           10126   \n",
       "204      5812422        Beth Mansfield    BethMansfield            6641   \n",
       "1760   149587895           Anika Ahmed     annika_ahmed             460   \n",
       "1636  1664307984         laurel daniel    _laureldaniel            1770   \n",
       "...          ...                   ...              ...             ...   \n",
       "399     27372659            DayOtraVez         DayObama           16004   \n",
       "470    616602934                   EGO            Ego1_            3839   \n",
       "530   2349866700             Francis G   FrancisIs4Real            1157   \n",
       "2552   240362521         Kiera Carroll          keezykc           11256   \n",
       "2909  2351779201                   思齐♥           omoimi            1523   \n",
       "781     27493957       DiEzEL_THEGREAT      KUSHnBelvii           19549   \n",
       "2754   616973273                   meg        megs_meow           29467   \n",
       "1489   617872589                Sherie     TuckerSherie             849   \n",
       "3333    27570114       Kristi K. Betts    txlibrarylady            1335   \n",
       "2841  2352634238               Nashish    nashturbater_            3357   \n",
       "1110   240561724           Paige Reihm      PaigeeReihm            8017   \n",
       "1813   618739366               Nyalong      balangchuol            7698   \n",
       "2147  2353354449           Falyn Mapel      falyn_mapel             409   \n",
       "2596    27582887                  Paul          knoxynz           36913   \n",
       "874    619201618   josé                   LastKingGomez           22993   \n",
       "1472   619384294        Towela McMahon          Tow_Nao              53   \n",
       "3239  2354237761   I support Mer/Ellen  superfosterGrey           70392   \n",
       "1369    27611640          Sourav Ghosh     Sourav_Ghosh             523   \n",
       "1049   241106682             ηαтнαηιєℓ      Nattie_Best           72088   \n",
       "1170    27623289           Rick Grubbs         RGrubbs1             371   \n",
       "1584   619528467                 Zonic     ZonicZoneCop           53599   \n",
       "2676    27679500         Luke Atherton     lookatherton            1474   \n",
       "3240  2355847777           TeccaNina*    supermanplusme            6939   \n",
       "917    241157629                  Luke          Luke24_            2995   \n",
       "274    620078665  Caline Abboud Haddad      CalineHadad             410   \n",
       "2803    27746415               Mobi2Go          mobi2go            1081   \n",
       "197   2356425746          BenEWriggle       BenEWriggle           10423   \n",
       "1894   620404975            Dave Craig    caffeinatednz            3806   \n",
       "3121   241240275            #SaveAYear        saveayear            9369   \n",
       "2550    27762544                 Eddie       keen_eddie            7201   \n",
       "\n",
       "      followers_count  friends_count  favourites_count  listed_count  \\\n",
       "2274             7065           1822              3804           596   \n",
       "257              1577            678               634            47   \n",
       "2253              623            529                42            37   \n",
       "3111             1620            591               361            72   \n",
       "3370              821            552              5897            29   \n",
       "1947              558            674              6414            50   \n",
       "2819             8375            503              2497           535   \n",
       "1123              236            300                16             4   \n",
       "2485              346           1235              1744            10   \n",
       "2834              222            237                79             1   \n",
       "1143              398            301              8486            21   \n",
       "413              1098            525              4264            68   \n",
       "583               274           1150               639             7   \n",
       "3417              720            530             12004            65   \n",
       "1918              557            349               318            14   \n",
       "894               910            853               804            58   \n",
       "2412              193            378                50             4   \n",
       "3389              146            519              1242             4   \n",
       "3359              308           1006               392             3   \n",
       "2470             2162            792              9428            93   \n",
       "1101              129            249                66             2   \n",
       "1875               71            181              3501             4   \n",
       "500              2166           1996              4139             3   \n",
       "2625              699            359             13544            36   \n",
       "691              1467            363              1466             2   \n",
       "584              1299           2001              3538            37   \n",
       "1943              269            183             14472            30   \n",
       "204              1471           1977              7841            52   \n",
       "1760               73            473               236             2   \n",
       "1636              179            132              1224             0   \n",
       "...               ...            ...               ...           ...   \n",
       "399               590            894               806            12   \n",
       "470               226            419              1197             3   \n",
       "530               135            108              2309             0   \n",
       "2552              322            227              1086             0   \n",
       "2909               42            203               525             0   \n",
       "781               323            204              2587             4   \n",
       "2754              937            314             29569             2   \n",
       "1489               13             12                47             0   \n",
       "3333              246            164               499             7   \n",
       "2841              273            238              2996             0   \n",
       "1110              328            330               958             1   \n",
       "1813              535            331              4470             0   \n",
       "2147              137            242              1050             3   \n",
       "2596              807            907              3262             9   \n",
       "874               504             43             10968             2   \n",
       "1472              126            366               163             1   \n",
       "3239             1035           1454              5965             8   \n",
       "1369              120            137                25             2   \n",
       "1049             1004            509               463             8   \n",
       "1170              106            266               111             0   \n",
       "1584              755            318              2785            12   \n",
       "2676              110             98               185             0   \n",
       "3240              435            296             12729             2   \n",
       "917                94            334                83             3   \n",
       "274                85            179               133             0   \n",
       "2803              594           1408               171             8   \n",
       "197               169            313              6879             1   \n",
       "1894             2746           2547              2901            14   \n",
       "3121            17392          17414                61           131   \n",
       "2550              442            177               489            37   \n",
       "\n",
       "                          url   lang    ...     notifications  \\\n",
       "2274   http://t.co/98fWa0t873     en    ...               NaN   \n",
       "257    http://t.co/lQpx4IMpV1     en    ...               NaN   \n",
       "2253   http://t.co/iAhWThZnvh     en    ...               NaN   \n",
       "3111   http://t.co/laTO6ixXFe     en    ...               NaN   \n",
       "3370   http://t.co/W5BvFqvbjX     en    ...               NaN   \n",
       "1947   http://t.co/oRFLhzMoQS     en    ...               NaN   \n",
       "2819   http://t.co/lh101quor3     en    ...               NaN   \n",
       "1123   http://t.co/GipGLa4McM     en    ...               NaN   \n",
       "2485   http://t.co/FtcSFWCFy0     en    ...               NaN   \n",
       "2834                      NaN     en    ...               NaN   \n",
       "1143   http://t.co/F1TF8XTcFV     en    ...               NaN   \n",
       "413    http://t.co/Xq6nagn6rr     en    ...               NaN   \n",
       "583    http://t.co/dQ9nnkqAa5  en-gb    ...               NaN   \n",
       "3417   http://t.co/YgNDqNOLFO     en    ...               NaN   \n",
       "1918   http://t.co/QA6Qzs2SD3     en    ...               NaN   \n",
       "894    http://t.co/T8IAXypCO1     en    ...               NaN   \n",
       "2412   http://t.co/M5cJpIzdw2     en    ...               NaN   \n",
       "3389   http://t.co/zbsnMREMEG     en    ...               NaN   \n",
       "3359   http://t.co/3rQRZikBzs     en    ...               NaN   \n",
       "2470   http://t.co/i9sxF569qj     en    ...               NaN   \n",
       "1101                      NaN     en    ...               NaN   \n",
       "1875                      NaN     en    ...               NaN   \n",
       "500    http://t.co/zf7G3hhvbF     en    ...               NaN   \n",
       "2625                      NaN     en    ...               NaN   \n",
       "691                       NaN     en    ...               NaN   \n",
       "584    http://t.co/03Sn0AIGgT     en    ...               NaN   \n",
       "1943                      NaN     en    ...               NaN   \n",
       "204    http://t.co/v8KKlBs3nS     en    ...               NaN   \n",
       "1760                      NaN     en    ...               NaN   \n",
       "1636                      NaN     en    ...               NaN   \n",
       "...                       ...    ...    ...               ...   \n",
       "399    http://t.co/uQTNU9MLvJ     en    ...               NaN   \n",
       "470    http://t.co/1BTRQGN4M8     en    ...               NaN   \n",
       "530   https://t.co/y7e0CqStyx     en    ...               NaN   \n",
       "2552                      NaN     en    ...               NaN   \n",
       "2909                      NaN     en    ...               NaN   \n",
       "781                       NaN     en    ...               NaN   \n",
       "2754                      NaN     en    ...               NaN   \n",
       "1489                      NaN     en    ...               NaN   \n",
       "3333   http://t.co/Gj1pTdUIyj     en    ...               NaN   \n",
       "2841                      NaN     en    ...               NaN   \n",
       "1110                      NaN     en    ...               NaN   \n",
       "1813                      NaN     en    ...               NaN   \n",
       "2147                      NaN     en    ...               NaN   \n",
       "2596   http://t.co/8g4jDhVOXh     en    ...               NaN   \n",
       "874    http://t.co/jBiWjXWXmh     en    ...               NaN   \n",
       "1472                      NaN     en    ...               NaN   \n",
       "3239                      NaN     en    ...               NaN   \n",
       "1369   http://t.co/30VbO7wT0R     en    ...               NaN   \n",
       "1049   http://t.co/Kb5UMZHbTK     en    ...               NaN   \n",
       "1170                      NaN     en    ...               NaN   \n",
       "1584                      NaN     en    ...               NaN   \n",
       "2676                      NaN     en    ...               NaN   \n",
       "3240                      NaN     en    ...               NaN   \n",
       "917                       NaN     en    ...               NaN   \n",
       "274                       NaN     en    ...               NaN   \n",
       "2803   http://t.co/MfvfbEGGx7     en    ...               NaN   \n",
       "197   https://t.co/q7IjRLgzrp     es    ...               NaN   \n",
       "1894                      NaN     en    ...               NaN   \n",
       "3121   http://t.co/5Fu4EJ5LbW     en    ...               NaN   \n",
       "2550   http://t.co/h0dC5l3LuV     en    ...               NaN   \n",
       "\n",
       "                                            description  contributors_enabled  \\\n",
       "2274  Comic. Writer. Speaker. My heart is hardwired ...                   NaN   \n",
       "257   Blah Blah Blah every afternoon on @KIIM995 in ...                   NaN   \n",
       "2253                                         どうでも良いですよ！                   NaN   \n",
       "3111  Marketing for @WSystemsCorp, @NCFitClub, @Duba...                   NaN   \n",
       "3370  writer/dad, nearly bald. strong opinions loose...                   NaN   \n",
       "1947  Married 46yo geek with wife and son. Love to w...                   NaN   \n",
       "2819  I am CEO/Co-Founder of addappt ™. I was Co-Fou...                   NaN   \n",
       "1123                                 Along the wiki way                   NaN   \n",
       "2485           I follow drag queens and gay porn stars.                   NaN   \n",
       "2834  Associate Producer atCapital TV///Worked with ...                   NaN   \n",
       "1143  Writer and editor. Stay-at-home dad. I post pi...                   NaN   \n",
       "413                        Wandering Japan for a while.                   NaN   \n",
       "583   Singaporean Values. American Dreams. God is ev...                   NaN   \n",
       "3417                             【カジュアル釣り部】 @We_Are_KFC                   NaN   \n",
       "1918  4G/LTE Engr, ARMINholic, Foodie, Gadgets, Tran...                   NaN   \n",
       "894   Founder of Ladda, Founder of Copygram, Partner...                   NaN   \n",
       "2412  ...lover of the lover of my soul, Jesus; multi...                   NaN   \n",
       "3389  @PaddockScout writer for Formula Masters China...                   NaN   \n",
       "3359  A doctoral student in philosophy who runs a bl...                   NaN   \n",
       "2470  Cover the @memgrizz for @3shadesofblue & co-ho...                   NaN   \n",
       "1101  MUFC for life. Gamer, I'm told that I'm funny....                   NaN   \n",
       "1875  Sports fanatic. @Dodgers @DallasCowboys @Sacra...                   NaN   \n",
       "500   Mrs.FBG ❄ Future Put Me In A Porsche... ️#⃣RIP...                   NaN   \n",
       "2625        My mind ain't nothin' but a big ole collage                   NaN   \n",
       "691   $outhlake Carroll - Kansas U - UT Dallas - Rea...                   NaN   \n",
       "584   Chief fangirl with a smartphone. Scottish Libe...                   NaN   \n",
       "1943                                 yuppie in training                   NaN   \n",
       "204   PR & corp communications pro. Feminist, wife, ...                   NaN   \n",
       "1760                                                NaN                   NaN   \n",
       "1636                                                NaN                   NaN   \n",
       "...                                                 ...                   ...   \n",
       "399                               Spreadℒℴѵℯ #TaskForce                   NaN   \n",
       "470                         Here's to the crazy ones...                   NaN   \n",
       "530   ~~~~~~Your girl's MCM since 1996~~~~~~ ~~~~~~~...                   NaN   \n",
       "2552                                                NaN                   NaN   \n",
       "2909  mostly crying about fictional characters and o...                   NaN   \n",
       "781                                    sɓuıɿǝǝɟ oʎ ʞɔnɟ                   NaN   \n",
       "2754                        canyon '16 / soccer & track                   NaN   \n",
       "1489                                                NaN                   NaN   \n",
       "3333  I am an early childhood librarian. I am passio...                   NaN   \n",
       "2841                                        #StayTrippy                   NaN   \n",
       "1110  Be silly, be honest, be kind. & keep on dreami...                   NaN   \n",
       "1813                                good. better. best.                   NaN   \n",
       "2147                                     BSU BFA MT '19                   NaN   \n",
       "2596  Proud Kiwi.Love my Twitter friends&Music. HALI...                   NaN   \n",
       "874                          Too blessed to be stressed                   NaN   \n",
       "1472  Filmmaker, Pastor's Assistant, Christian, Soci...                   NaN   \n",
       "3239  I am obsessed with Greys Anatomy , The fosters...                   NaN   \n",
       "1369  Developer, former MicrosoftSP, Programming-add...                   NaN   \n",
       "1049          A gentleman and an Old Trafford faithful.                   NaN   \n",
       "1170          2011 PVA Winner for Best Male Performance                   NaN   \n",
       "1584                                            Hohoho.                   NaN   \n",
       "2676                                   Graduate Plannah                   NaN   \n",
       "3240                                        stay gold .                   NaN   \n",
       "917                    - Dolphins - Dodgers - Celtics -                   NaN   \n",
       "274   Enjoying life with ups and downs, with the cra...                   NaN   \n",
       "2803  We help the hospitality industry offer online ...                   NaN   \n",
       "197   Soy el Indiana Jones del fonendo y el D´Artagn...                   NaN   \n",
       "1894  Retired coder. Used to be addicted to coffee. ...                   NaN   \n",
       "3121  Artist. Techie. Music lover. Gamer. Gardener. ...                   NaN   \n",
       "2550  Writer, graphic artist, geek, #Buddhist, pixel...                   NaN   \n",
       "\n",
       "      following                      created_at            timestamp  \\\n",
       "2274        NaN  Mon Jan 22 01:57:38 +0000 2007  2007-01-22 02:57:38   \n",
       "257         NaN  Mon Jan 29 00:54:34 +0000 2007  2007-01-29 01:54:34   \n",
       "2253        NaN  Tue Feb 06 05:25:49 +0000 2007  2007-02-06 06:25:49   \n",
       "3111        NaN  Wed Feb 07 05:21:24 +0000 2007  2007-02-07 06:21:24   \n",
       "3370        NaN  Wed Feb 21 01:08:16 +0000 2007  2007-02-21 02:08:16   \n",
       "1947        NaN  Fri Mar 02 17:27:49 +0000 2007  2007-03-02 18:27:49   \n",
       "2819        NaN  Fri Mar 02 20:00:04 +0000 2007  2007-03-02 21:00:04   \n",
       "1123        NaN  Sat Mar 10 22:25:08 +0000 2007  2007-03-10 23:25:08   \n",
       "2485        NaN  Sat Mar 17 23:24:35 +0000 2007  2007-03-18 00:24:35   \n",
       "2834        NaN  Tue May 25 16:51:09 +0000 2010  2010-05-25 18:51:09   \n",
       "1143        NaN  Wed Mar 21 23:43:40 +0000 2007  2007-03-22 00:43:40   \n",
       "413         NaN  Thu Mar 29 02:31:13 +0000 2007  2007-03-29 04:31:13   \n",
       "583         NaN  Tue May 25 18:52:10 +0000 2010  2010-05-25 20:52:10   \n",
       "3417        NaN  Mon Apr 09 07:28:52 +0000 2007  2007-04-09 09:28:52   \n",
       "1918        NaN  Wed May 26 16:21:18 +0000 2010  2010-05-26 18:21:18   \n",
       "894         NaN  Mon Apr 09 11:04:29 +0000 2007  2007-04-09 13:04:29   \n",
       "2412        NaN  Tue Jan 31 22:26:29 +0000 2012  2012-01-31 23:26:29   \n",
       "3389        NaN  Fri May 28 07:26:08 +0000 2010  2010-05-28 09:26:08   \n",
       "3359        NaN  Wed Feb 01 03:55:35 +0000 2012  2012-02-01 04:55:35   \n",
       "2470        NaN  Wed Apr 11 04:04:38 +0000 2007  2007-04-11 06:04:38   \n",
       "1101        NaN  Fri May 28 20:11:00 +0000 2010  2010-05-28 22:11:00   \n",
       "1875        NaN  Wed Feb 01 21:11:14 +0000 2012  2012-02-01 22:11:14   \n",
       "500         NaN  Sat May 29 07:12:01 +0000 2010  2010-05-29 09:12:01   \n",
       "2625        NaN  Mon Apr 23 21:55:23 +0000 2007  2007-04-23 23:55:23   \n",
       "691         NaN  Thu Feb 02 21:01:23 +0000 2012  2012-02-02 22:01:23   \n",
       "584         NaN  Sat May 29 13:43:27 +0000 2010  2010-05-29 15:43:27   \n",
       "1943        NaN  Mon Aug 12 05:16:47 +0000 2013  2013-08-12 07:16:47   \n",
       "204         NaN  Sun May 06 17:07:22 +0000 2007  2007-05-06 19:07:22   \n",
       "1760        NaN  Sat May 29 17:34:17 +0000 2010  2010-05-29 19:34:17   \n",
       "1636        NaN  Mon Aug 12 06:35:01 +0000 2013  2013-08-12 08:35:01   \n",
       "...         ...                             ...                  ...   \n",
       "399         NaN  Sun Mar 29 03:36:16 +0000 2009  2009-03-29 05:36:16   \n",
       "470         NaN  Sun Jun 24 00:17:11 +0000 2012  2012-06-24 02:17:11   \n",
       "530         NaN  Tue Feb 18 09:53:17 +0000 2014  2014-02-18 10:53:17   \n",
       "2552        NaN  Wed Jan 19 19:09:46 +0000 2011  2011-01-19 20:09:46   \n",
       "2909        NaN  Wed Feb 19 14:28:07 +0000 2014  2014-02-19 15:28:07   \n",
       "781         NaN  Sun Mar 29 20:13:15 +0000 2009  2009-03-29 22:13:15   \n",
       "2754        NaN  Sun Jun 24 09:57:32 +0000 2012  2012-06-24 11:57:32   \n",
       "1489        NaN  Mon Jun 25 07:31:12 +0000 2012  2012-06-25 09:31:12   \n",
       "3333        NaN  Mon Mar 30 02:58:51 +0000 2009  2009-03-30 04:58:51   \n",
       "2841        NaN  Thu Feb 20 03:24:39 +0000 2014  2014-02-20 04:24:39   \n",
       "1110        NaN  Thu Jan 20 06:08:47 +0000 2011  2011-01-20 07:08:47   \n",
       "1813        NaN  Tue Jun 26 04:44:10 +0000 2012  2012-06-26 06:44:10   \n",
       "2147        NaN  Wed Feb 19 22:01:03 +0000 2014  2014-02-19 23:01:03   \n",
       "2596        NaN  Mon Mar 30 04:20:30 +0000 2009  2009-03-30 06:20:30   \n",
       "874         NaN  Tue Jun 26 15:59:06 +0000 2012  2012-06-26 17:59:06   \n",
       "1472        NaN  Tue Jun 26 20:05:29 +0000 2012  2012-06-26 22:05:29   \n",
       "3239        NaN  Fri Feb 21 04:34:43 +0000 2014  2014-02-21 05:34:43   \n",
       "1369        NaN  Mon Mar 30 09:48:38 +0000 2009  2009-03-30 11:48:38   \n",
       "1049        NaN  Fri Jan 21 13:39:52 +0000 2011  2011-01-21 14:39:52   \n",
       "1170        NaN  Mon Mar 30 11:59:07 +0000 2009  2009-03-30 13:59:07   \n",
       "1584        NaN  Tue Jun 26 21:46:22 +0000 2012  2012-06-26 23:46:22   \n",
       "2676        NaN  Mon Mar 30 16:55:45 +0000 2009  2009-03-30 18:55:45   \n",
       "3240        NaN  Sat Feb 22 05:33:00 +0000 2014  2014-02-22 06:33:00   \n",
       "917         NaN  Fri Jan 21 16:07:51 +0000 2011  2011-01-21 17:07:51   \n",
       "274         NaN  Wed Jun 27 15:07:58 +0000 2012  2012-06-27 17:07:58   \n",
       "2803        NaN  Mon Mar 30 22:24:54 +0000 2009  2009-03-31 00:24:54   \n",
       "197         NaN  Sat Feb 22 14:23:51 +0000 2014  2014-02-22 15:23:51   \n",
       "1894        NaN  Wed Jun 27 22:28:57 +0000 2012  2012-06-28 00:28:57   \n",
       "3121        NaN  Fri Jan 21 20:04:11 +0000 2011  2011-01-21 21:04:11   \n",
       "2550        NaN  Mon Mar 30 23:43:44 +0000 2009  2009-03-31 01:43:44   \n",
       "\n",
       "               crawled_at              updated test_set_1 test_set_2  \n",
       "2274  2015-05-01 12:57:24  2016-03-15 16:05:16          0          0  \n",
       "257   2015-05-01 12:57:52  2016-03-15 15:55:04          0          0  \n",
       "2253  2015-05-01 12:58:15  2016-03-15 16:05:09          1          1  \n",
       "3111  2015-05-01 12:58:39  2016-03-15 16:09:32          1          0  \n",
       "3370  2015-05-01 12:59:02  2016-03-15 16:10:50          0          0  \n",
       "1947  2015-05-01 12:59:25  2016-03-15 16:03:37          0          0  \n",
       "2819  2015-05-01 12:59:49  2016-03-15 16:08:04          1          0  \n",
       "1123  2015-05-01 12:59:54  2016-03-15 15:59:27          0          0  \n",
       "2485  2015-05-01 13:00:21  2016-03-15 16:06:21          0          0  \n",
       "2834  2015-05-01 13:00:54  2016-03-15 16:08:08          1          1  \n",
       "1143  2015-05-01 13:00:56  2016-03-15 15:59:33          1          0  \n",
       "413   2015-05-01 13:01:22  2016-03-15 15:55:52          0          0  \n",
       "583   2015-05-01 13:01:25  2016-03-15 15:56:43          0          0  \n",
       "3417  2015-05-01 13:01:50  2016-03-15 16:11:04          1          0  \n",
       "1918  2015-05-01 13:01:56  2016-03-15 16:03:28          0          0  \n",
       "894   2015-05-01 13:02:14  2016-03-15 15:58:17          1          1  \n",
       "2412  2015-05-01 13:02:11  2016-03-15 16:05:59          0          0  \n",
       "3389  2015-05-01 13:02:24  2016-03-15 16:10:56          1          1  \n",
       "3359  2015-05-01 13:02:25  2016-03-15 16:10:47          0          0  \n",
       "2470  2015-05-01 13:02:41  2016-03-15 16:06:16          0          0  \n",
       "1101  2015-05-01 13:02:51  2016-03-15 15:59:21          0          0  \n",
       "1875  2015-05-01 13:03:00  2016-03-15 16:03:16          0          0  \n",
       "500   2015-05-01 13:03:18  2016-03-15 15:56:18          1          0  \n",
       "2625  2015-05-01 13:03:23  2016-03-15 16:07:04          1          1  \n",
       "691   2015-05-01 13:03:34  2016-03-15 15:57:16          0          0  \n",
       "584   2015-05-01 13:03:44  2016-03-15 15:56:44          1          0  \n",
       "1943  2015-05-01 13:03:45  2016-03-15 16:03:36          0          0  \n",
       "204   2015-05-01 13:03:50  2016-03-15 15:54:49          0          0  \n",
       "1760  2015-05-01 13:03:48  2016-03-15 16:02:39          0          0  \n",
       "1636  2015-05-01 13:04:00  2016-03-15 16:02:01          0          0  \n",
       "...                   ...                  ...        ...        ...  \n",
       "399   2015-05-01 16:12:50  2016-03-15 15:55:48          0          0  \n",
       "470   2015-05-01 16:12:52  2016-03-15 15:56:09          0          0  \n",
       "530   2015-05-01 16:12:51  2016-03-15 15:56:27          0          0  \n",
       "2552  2015-05-01 16:13:23  2016-03-15 16:06:42          0          0  \n",
       "2909  2015-05-01 16:13:20  2016-03-15 16:08:30          0          0  \n",
       "781   2015-05-01 16:13:24  2016-03-15 15:57:43          0          0  \n",
       "2754  2015-05-01 16:13:25  2016-03-15 16:07:44          0          0  \n",
       "1489  2015-05-01 16:13:33  2016-03-15 16:01:16          0          0  \n",
       "3333  2015-05-01 16:13:40  2016-03-15 16:10:39          0          0  \n",
       "2841  2015-05-01 16:13:51  2016-03-15 16:08:10          0          0  \n",
       "1110  2015-05-01 16:13:52  2016-03-15 15:59:23          0          0  \n",
       "1813  2015-05-01 16:13:59  2016-03-15 16:02:56          0          0  \n",
       "2147  2015-05-01 16:13:55  2016-03-15 16:04:38          0          0  \n",
       "2596  2015-05-01 16:14:09  2016-03-15 16:06:55          0          0  \n",
       "874   2015-05-01 16:14:06  2016-03-15 15:58:11          0          0  \n",
       "1472  2015-05-01 16:14:07  2016-03-15 16:01:11          0          0  \n",
       "3239  2015-05-01 16:14:23  2016-03-15 16:10:12          1          1  \n",
       "1369  2015-05-01 16:14:18  2016-03-15 16:00:40          0          0  \n",
       "1049  2015-05-01 16:14:26  2016-03-15 15:59:05          1          0  \n",
       "1170  2015-05-01 16:14:23  2016-03-15 15:59:41          1          1  \n",
       "1584  2015-05-01 16:14:43  2016-03-15 16:01:46          1          0  \n",
       "2676  2015-05-01 16:14:43  2016-03-15 16:07:20          1          1  \n",
       "3240  2015-05-01 16:14:46  2016-03-15 16:10:12          0          0  \n",
       "917   2015-05-01 16:14:54  2016-03-15 15:58:24          0          0  \n",
       "274   2015-05-01 16:14:50  2016-03-15 15:55:10          0          0  \n",
       "2803  2015-05-01 16:14:55  2016-03-15 16:07:59          0          0  \n",
       "197   2015-05-01 16:15:40  2016-03-15 15:54:47          0          0  \n",
       "1894  2015-05-01 16:15:41  2016-03-15 16:03:22          1          0  \n",
       "3121  2015-05-01 16:15:43  2016-03-15 16:09:35          1          1  \n",
       "2550  2015-05-01 16:15:42  2016-03-15 16:06:42          0          0  \n",
       "\n",
       "[1083 rows x 42 columns]"
      ]
     },
     "execution_count": 240,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_user2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "user_id\n",
       "6.780330e+05    0.374919\n",
       "7.226230e+05    0.247461\n",
       "7.551160e+05    0.051762\n",
       "7.557460e+05    0.294229\n",
       "7.850800e+05    0.231719\n",
       "8.065850e+05    0.183632\n",
       "8.069750e+05    0.274638\n",
       "8.872810e+05    0.223443\n",
       "1.382561e+06    0.176554\n",
       "1.813221e+06    0.143897\n",
       "2.770511e+06    0.219893\n",
       "3.873101e+06    0.152174\n",
       "3.888491e+06    0.367853\n",
       "4.121091e+06    0.194520\n",
       "5.445622e+06    0.250332\n",
       "5.812422e+06    0.307066\n",
       "5.820222e+06    0.235017\n",
       "5.856182e+06    0.183396\n",
       "6.296742e+06    0.287958\n",
       "6.775342e+06    0.299120\n",
       "6.834152e+06    0.224348\n",
       "7.004532e+06    0.305537\n",
       "8.548002e+06    0.242927\n",
       "8.657052e+06    0.222337\n",
       "8.711952e+06    0.236745\n",
       "9.272142e+06    0.159781\n",
       "9.427822e+06    0.196571\n",
       "9.605632e+06    0.176171\n",
       "1.035258e+07    0.102345\n",
       "1.086625e+07    0.192308\n",
       "                  ...   \n",
       "2.321395e+09    0.293887\n",
       "2.323069e+09    0.160633\n",
       "2.323691e+09    0.196538\n",
       "2.324053e+09    0.307924\n",
       "2.324541e+09    0.629630\n",
       "2.324994e+09    0.045556\n",
       "2.325932e+09    0.262991\n",
       "2.326385e+09    0.301813\n",
       "2.326631e+09    0.245646\n",
       "2.329808e+09   -0.017757\n",
       "2.331546e+09    0.182222\n",
       "2.331599e+09    0.262295\n",
       "2.334889e+09    0.146561\n",
       "2.334998e+09    0.123177\n",
       "2.337494e+09    0.093750\n",
       "2.337517e+09    0.314397\n",
       "2.337952e+09    0.086592\n",
       "2.339483e+09    0.102927\n",
       "2.342766e+09    0.134341\n",
       "2.343129e+09    0.223881\n",
       "2.347556e+09    0.194022\n",
       "2.347978e+09    0.069484\n",
       "2.349579e+09    0.041148\n",
       "2.349867e+09    0.220000\n",
       "2.351779e+09    0.213502\n",
       "2.352634e+09    0.061943\n",
       "2.353354e+09    0.301724\n",
       "2.354238e+09    0.046472\n",
       "2.355848e+09    0.192279\n",
       "2.356426e+09    0.048889\n",
       "Name: sent_score, Length: 1083, dtype: float64"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_tweet.groupby('user_id').sent_score.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:1: FutureWarning: using a dict on a Series for aggregation\n",
      "is deprecated and will be removed in a future version\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "col_agg = new_tweet.groupby('user_id').sent_score.agg({'sent':['count', sum, 'mean']})\n",
    "col_agg.columns = [\"_\".join(x) for x in col_agg.columns.ravel()]\n",
    "\n",
    "\n",
    "#grouped = data.groupby('month').agg(\"duration\": [min, max, mean]) \n",
    "# Using ravel, and a string join, we can create better names for the columns:\n",
    "#grouped.columns = [\"_\".join(x) for x in grouped.columns.ravel()]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Library/Frameworks/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:1: FutureWarning: using a dict on a Series for aggregation\n",
      "is deprecated and will be removed in a future version\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "col_agg_subj = new_tweet.groupby('user_id').subj_sc.agg({'subj': ['mean']})\n",
    "col_agg_subj.columns = ['_'.join(x) for x in col_agg_subj.columns.ravel()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [],
   "source": [
    "col_agg = pd.concat([col_agg, col_agg_subj], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {},
   "outputs": [],
   "source": [
    "col_agg = col_agg.sort_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Float64Index([    678033.0,     722623.0,     755116.0,     755746.0,\n",
       "                  785080.0,     806585.0,     806975.0,     887281.0,\n",
       "                 1382561.0,    1813221.0,\n",
       "              ...\n",
       "              2347555622.0, 2347977979.0, 2349578599.0, 2349866700.0,\n",
       "              2351779201.0, 2352634238.0, 2353354449.0, 2354237761.0,\n",
       "              2355847777.0, 2356425746.0],\n",
       "             dtype='float64', name='user_id', length=1083)"
      ]
     },
     "execution_count": 244,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "col_agg.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "metadata": {},
   "outputs": [],
   "source": [
    "u_ids = new_tweet.user_id.unique()\n",
    "\n",
    "len(u_ids)\n",
    "\n",
    "new_user2 = pd.DataFrame()\n",
    "\n",
    "for u_id in u_ids:\n",
    "    new_user2 = new_user2.append(user_genuine[user_genuine.id == u_id])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 264,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[print('no') for df_id, col_id in zip(new_user2.id.values, col_agg.index.values) if df_id != col_id ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_user2 = new_user2.sort_values(by='id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_user2.reset_index(drop=True, inplace=True)\n",
    "col_agg.reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NoneType"
      ]
     },
     "execution_count": 270,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(new_user2_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "metadata": {},
   "outputs": [],
   "source": [
    "user_twt_score = pd.concat([new_user2, col_agg], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "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>url</th>\n",
       "      <th>lang</th>\n",
       "      <th>...</th>\n",
       "      <th>created_at</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>crawled_at</th>\n",
       "      <th>updated</th>\n",
       "      <th>test_set_1</th>\n",
       "      <th>test_set_2</th>\n",
       "      <th>sent_count</th>\n",
       "      <th>sent_sum</th>\n",
       "      <th>sent_mean</th>\n",
       "      <th>subj_mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>678033</td>\n",
       "      <td>Heather Gold</td>\n",
       "      <td>heathr</td>\n",
       "      <td>45825</td>\n",
       "      <td>7065</td>\n",
       "      <td>1822</td>\n",
       "      <td>3804</td>\n",
       "      <td>596</td>\n",
       "      <td>http://t.co/98fWa0t873</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Mon Jan 22 01:57:38 +0000 2007</td>\n",
       "      <td>2007-01-22 02:57:38</td>\n",
       "      <td>2015-05-01 12:57:24</td>\n",
       "      <td>2016-03-15 16:05:16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3078</td>\n",
       "      <td>1154</td>\n",
       "      <td>0.374919</td>\n",
       "      <td>0.384953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>722623</td>\n",
       "      <td>Buzz Jackson</td>\n",
       "      <td>BuzzJackson</td>\n",
       "      <td>11770</td>\n",
       "      <td>1577</td>\n",
       "      <td>678</td>\n",
       "      <td>634</td>\n",
       "      <td>47</td>\n",
       "      <td>http://t.co/lQpx4IMpV1</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Mon Jan 29 00:54:34 +0000 2007</td>\n",
       "      <td>2007-01-29 01:54:34</td>\n",
       "      <td>2015-05-01 12:57:52</td>\n",
       "      <td>2016-03-15 15:55:04</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2954</td>\n",
       "      <td>731</td>\n",
       "      <td>0.247461</td>\n",
       "      <td>0.333724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>755116</td>\n",
       "      <td>呉⚛</td>\n",
       "      <td>gullevek</td>\n",
       "      <td>39158</td>\n",
       "      <td>623</td>\n",
       "      <td>529</td>\n",
       "      <td>42</td>\n",
       "      <td>37</td>\n",
       "      <td>http://t.co/iAhWThZnvh</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Tue Feb 06 05:25:49 +0000 2007</td>\n",
       "      <td>2007-02-06 06:25:49</td>\n",
       "      <td>2015-05-01 12:58:15</td>\n",
       "      <td>2016-03-15 16:05:09</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2724</td>\n",
       "      <td>141</td>\n",
       "      <td>0.051762</td>\n",
       "      <td>0.394803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>755746</td>\n",
       "      <td>Sarah Friedlander G.</td>\n",
       "      <td>sarahfriedland</td>\n",
       "      <td>18035</td>\n",
       "      <td>1620</td>\n",
       "      <td>591</td>\n",
       "      <td>361</td>\n",
       "      <td>72</td>\n",
       "      <td>http://t.co/laTO6ixXFe</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Wed Feb 07 05:21:24 +0000 2007</td>\n",
       "      <td>2007-02-07 06:21:24</td>\n",
       "      <td>2015-05-01 12:58:39</td>\n",
       "      <td>2016-03-15 16:09:32</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2651</td>\n",
       "      <td>780</td>\n",
       "      <td>0.294229</td>\n",
       "      <td>0.349963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>785080</td>\n",
       "      <td>W H</td>\n",
       "      <td>waxbanks</td>\n",
       "      <td>22496</td>\n",
       "      <td>821</td>\n",
       "      <td>552</td>\n",
       "      <td>5897</td>\n",
       "      <td>29</td>\n",
       "      <td>http://t.co/W5BvFqvbjX</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Wed Feb 21 01:08:16 +0000 2007</td>\n",
       "      <td>2007-02-21 02:08:16</td>\n",
       "      <td>2015-05-01 12:59:02</td>\n",
       "      <td>2016-03-15 16:10:50</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3077</td>\n",
       "      <td>713</td>\n",
       "      <td>0.231719</td>\n",
       "      <td>0.418896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>806585</td>\n",
       "      <td>Christopher Mahan</td>\n",
       "      <td>chris_mahan</td>\n",
       "      <td>29997</td>\n",
       "      <td>558</td>\n",
       "      <td>674</td>\n",
       "      <td>6414</td>\n",
       "      <td>50</td>\n",
       "      <td>http://t.co/oRFLhzMoQS</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Fri Mar 02 17:27:49 +0000 2007</td>\n",
       "      <td>2007-03-02 18:27:49</td>\n",
       "      <td>2015-05-01 12:59:25</td>\n",
       "      <td>2016-03-15 16:03:37</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2957</td>\n",
       "      <td>543</td>\n",
       "      <td>0.183632</td>\n",
       "      <td>0.348462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>806975</td>\n",
       "      <td>Mrinal Desai</td>\n",
       "      <td>mrinaldesai</td>\n",
       "      <td>28400</td>\n",
       "      <td>8375</td>\n",
       "      <td>503</td>\n",
       "      <td>2497</td>\n",
       "      <td>535</td>\n",
       "      <td>http://t.co/lh101quor3</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Fri Mar 02 20:00:04 +0000 2007</td>\n",
       "      <td>2007-03-02 21:00:04</td>\n",
       "      <td>2015-05-01 12:59:49</td>\n",
       "      <td>2016-03-15 16:08:04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2760</td>\n",
       "      <td>758</td>\n",
       "      <td>0.274638</td>\n",
       "      <td>0.291756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>887281</td>\n",
       "      <td>Paul Youlten</td>\n",
       "      <td>Payo</td>\n",
       "      <td>626</td>\n",
       "      <td>236</td>\n",
       "      <td>300</td>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "      <td>http://t.co/GipGLa4McM</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Sat Mar 10 22:25:08 +0000 2007</td>\n",
       "      <td>2007-03-10 23:25:08</td>\n",
       "      <td>2015-05-01 12:59:54</td>\n",
       "      <td>2016-03-15 15:59:27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>546</td>\n",
       "      <td>122</td>\n",
       "      <td>0.223443</td>\n",
       "      <td>0.296293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1382561</td>\n",
       "      <td>jojoko</td>\n",
       "      <td>jojoko</td>\n",
       "      <td>8236</td>\n",
       "      <td>346</td>\n",
       "      <td>1235</td>\n",
       "      <td>1744</td>\n",
       "      <td>10</td>\n",
       "      <td>http://t.co/FtcSFWCFy0</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Sat Mar 17 23:24:35 +0000 2007</td>\n",
       "      <td>2007-03-18 00:24:35</td>\n",
       "      <td>2015-05-01 13:00:21</td>\n",
       "      <td>2016-03-15 16:06:21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2832</td>\n",
       "      <td>500</td>\n",
       "      <td>0.176554</td>\n",
       "      <td>0.316370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1813221</td>\n",
       "      <td>Morgan Johnson</td>\n",
       "      <td>Poormojo</td>\n",
       "      <td>20225</td>\n",
       "      <td>398</td>\n",
       "      <td>301</td>\n",
       "      <td>8486</td>\n",
       "      <td>21</td>\n",
       "      <td>http://t.co/F1TF8XTcFV</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Wed Mar 21 23:43:40 +0000 2007</td>\n",
       "      <td>2007-03-22 00:43:40</td>\n",
       "      <td>2015-05-01 13:00:56</td>\n",
       "      <td>2016-03-15 15:59:33</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3023</td>\n",
       "      <td>435</td>\n",
       "      <td>0.143897</td>\n",
       "      <td>0.362329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2770511</td>\n",
       "      <td>べン</td>\n",
       "      <td>Devar</td>\n",
       "      <td>38140</td>\n",
       "      <td>1098</td>\n",
       "      <td>525</td>\n",
       "      <td>4264</td>\n",
       "      <td>68</td>\n",
       "      <td>http://t.co/Xq6nagn6rr</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Thu Mar 29 02:31:13 +0000 2007</td>\n",
       "      <td>2007-03-29 04:31:13</td>\n",
       "      <td>2015-05-01 13:01:22</td>\n",
       "      <td>2016-03-15 15:55:52</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2624</td>\n",
       "      <td>577</td>\n",
       "      <td>0.219893</td>\n",
       "      <td>0.344033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3873101</td>\n",
       "      <td>تاتسو موناكاتا</td>\n",
       "      <td>xpavlovx</td>\n",
       "      <td>106335</td>\n",
       "      <td>720</td>\n",
       "      <td>530</td>\n",
       "      <td>12004</td>\n",
       "      <td>65</td>\n",
       "      <td>http://t.co/YgNDqNOLFO</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Mon Apr 09 07:28:52 +0000 2007</td>\n",
       "      <td>2007-04-09 09:28:52</td>\n",
       "      <td>2015-05-01 13:01:50</td>\n",
       "      <td>2016-03-15 16:11:04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>138</td>\n",
       "      <td>21</td>\n",
       "      <td>0.152174</td>\n",
       "      <td>0.145376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>3888491</td>\n",
       "      <td>Linus Ekenstam</td>\n",
       "      <td>LinusEkenstam</td>\n",
       "      <td>7621</td>\n",
       "      <td>910</td>\n",
       "      <td>853</td>\n",
       "      <td>804</td>\n",
       "      <td>58</td>\n",
       "      <td>http://t.co/T8IAXypCO1</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Mon Apr 09 11:04:29 +0000 2007</td>\n",
       "      <td>2007-04-09 13:04:29</td>\n",
       "      <td>2015-05-01 13:02:14</td>\n",
       "      <td>2016-03-15 15:58:17</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1854</td>\n",
       "      <td>682</td>\n",
       "      <td>0.367853</td>\n",
       "      <td>0.354134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4121091</td>\n",
       "      <td>Jonathan Louis May</td>\n",
       "      <td>jmay11</td>\n",
       "      <td>44839</td>\n",
       "      <td>2162</td>\n",
       "      <td>792</td>\n",
       "      <td>9428</td>\n",
       "      <td>93</td>\n",
       "      <td>http://t.co/i9sxF569qj</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Wed Apr 11 04:04:38 +0000 2007</td>\n",
       "      <td>2007-04-11 06:04:38</td>\n",
       "      <td>2015-05-01 13:02:41</td>\n",
       "      <td>2016-03-15 16:06:16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2956</td>\n",
       "      <td>575</td>\n",
       "      <td>0.194520</td>\n",
       "      <td>0.326113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5445622</td>\n",
       "      <td>Silly Corgan</td>\n",
       "      <td>lalochezic</td>\n",
       "      <td>25167</td>\n",
       "      <td>699</td>\n",
       "      <td>359</td>\n",
       "      <td>13544</td>\n",
       "      <td>36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Mon Apr 23 21:55:23 +0000 2007</td>\n",
       "      <td>2007-04-23 23:55:23</td>\n",
       "      <td>2015-05-01 13:03:23</td>\n",
       "      <td>2016-03-15 16:07:04</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3012</td>\n",
       "      <td>754</td>\n",
       "      <td>0.250332</td>\n",
       "      <td>0.389855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5812422</td>\n",
       "      <td>Beth Mansfield</td>\n",
       "      <td>BethMansfield</td>\n",
       "      <td>6641</td>\n",
       "      <td>1471</td>\n",
       "      <td>1977</td>\n",
       "      <td>7841</td>\n",
       "      <td>52</td>\n",
       "      <td>http://t.co/v8KKlBs3nS</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Sun May 06 17:07:22 +0000 2007</td>\n",
       "      <td>2007-05-06 19:07:22</td>\n",
       "      <td>2015-05-01 13:03:50</td>\n",
       "      <td>2016-03-15 15:54:49</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3071</td>\n",
       "      <td>943</td>\n",
       "      <td>0.307066</td>\n",
       "      <td>0.366774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5820222</td>\n",
       "      <td>Andrew Sullivan</td>\n",
       "      <td>walkoff2</td>\n",
       "      <td>7141</td>\n",
       "      <td>180</td>\n",
       "      <td>327</td>\n",
       "      <td>1533</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Mon May 07 01:58:59 +0000 2007</td>\n",
       "      <td>2007-05-07 03:58:59</td>\n",
       "      <td>2015-05-01 13:04:19</td>\n",
       "      <td>2016-03-15 16:10:49</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2970</td>\n",
       "      <td>698</td>\n",
       "      <td>0.235017</td>\n",
       "      <td>0.330606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5856182</td>\n",
       "      <td>Fergus Ryan</td>\n",
       "      <td>fryan</td>\n",
       "      <td>27226</td>\n",
       "      <td>3420</td>\n",
       "      <td>1519</td>\n",
       "      <td>8380</td>\n",
       "      <td>181</td>\n",
       "      <td>http://t.co/DPA13NH2hJ</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Tue May 08 07:32:46 +0000 2007</td>\n",
       "      <td>2007-05-08 09:32:46</td>\n",
       "      <td>2015-05-01 13:04:46</td>\n",
       "      <td>2016-03-15 16:04:51</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2939</td>\n",
       "      <td>539</td>\n",
       "      <td>0.183396</td>\n",
       "      <td>0.296794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>6296742</td>\n",
       "      <td>Nina Walia</td>\n",
       "      <td>missmodular</td>\n",
       "      <td>24072</td>\n",
       "      <td>2245</td>\n",
       "      <td>1260</td>\n",
       "      <td>4402</td>\n",
       "      <td>153</td>\n",
       "      <td>http://t.co/Z6bCiz7WPi</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Thu May 24 21:05:26 +0000 2007</td>\n",
       "      <td>2007-05-24 23:05:26</td>\n",
       "      <td>2015-05-01 13:05:15</td>\n",
       "      <td>2016-03-15 16:07:56</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2674</td>\n",
       "      <td>770</td>\n",
       "      <td>0.287958</td>\n",
       "      <td>0.336291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>6775342</td>\n",
       "      <td>Chingching Bungzen</td>\n",
       "      <td>vangief</td>\n",
       "      <td>1505</td>\n",
       "      <td>66</td>\n",
       "      <td>108</td>\n",
       "      <td>296</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Tue Jun 12 20:02:33 +0000 2007</td>\n",
       "      <td>2007-06-12 22:02:33</td>\n",
       "      <td>2015-05-01 13:05:27</td>\n",
       "      <td>2016-03-15 16:10:44</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1364</td>\n",
       "      <td>408</td>\n",
       "      <td>0.299120</td>\n",
       "      <td>0.397192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>6834152</td>\n",
       "      <td>Tivon</td>\n",
       "      <td>Tivon</td>\n",
       "      <td>136700</td>\n",
       "      <td>2135</td>\n",
       "      <td>1799</td>\n",
       "      <td>2361</td>\n",
       "      <td>70</td>\n",
       "      <td>http://t.co/0oL5mGZ68T</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Fri Jun 15 14:09:19 +0000 2007</td>\n",
       "      <td>2007-06-15 16:09:19</td>\n",
       "      <td>2015-05-01 13:05:58</td>\n",
       "      <td>2016-03-15 16:01:09</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3031</td>\n",
       "      <td>680</td>\n",
       "      <td>0.224348</td>\n",
       "      <td>0.311126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>7004532</td>\n",
       "      <td>hamsterwatch</td>\n",
       "      <td>hamsterwatch</td>\n",
       "      <td>90601</td>\n",
       "      <td>62370</td>\n",
       "      <td>427</td>\n",
       "      <td>16576</td>\n",
       "      <td>1547</td>\n",
       "      <td>http://t.co/6MjiElrzCT</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Thu Jun 21 21:28:11 +0000 2007</td>\n",
       "      <td>2007-06-21 23:28:11</td>\n",
       "      <td>2015-05-01 13:06:23</td>\n",
       "      <td>2016-03-15 16:05:13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2926</td>\n",
       "      <td>894</td>\n",
       "      <td>0.305537</td>\n",
       "      <td>0.367171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>8548002</td>\n",
       "      <td>Chase Raymond</td>\n",
       "      <td>ochaser</td>\n",
       "      <td>3396</td>\n",
       "      <td>104</td>\n",
       "      <td>386</td>\n",
       "      <td>73</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Fri Aug 31 01:07:06 +0000 2007</td>\n",
       "      <td>2007-08-31 03:07:06</td>\n",
       "      <td>2015-05-01 13:06:47</td>\n",
       "      <td>2016-03-15 16:08:27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3075</td>\n",
       "      <td>747</td>\n",
       "      <td>0.242927</td>\n",
       "      <td>0.354995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>8657052</td>\n",
       "      <td>firebelly</td>\n",
       "      <td>firebellys</td>\n",
       "      <td>8652</td>\n",
       "      <td>541</td>\n",
       "      <td>467</td>\n",
       "      <td>483</td>\n",
       "      <td>26</td>\n",
       "      <td>http://t.co/W9IwyRcDun</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Tue Sep 04 21:21:46 +0000 2007</td>\n",
       "      <td>2007-09-04 23:21:46</td>\n",
       "      <td>2015-05-01 13:07:13</td>\n",
       "      <td>2016-03-15 16:04:43</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2901</td>\n",
       "      <td>645</td>\n",
       "      <td>0.222337</td>\n",
       "      <td>0.333810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>8711952</td>\n",
       "      <td>caseyalt</td>\n",
       "      <td>caseyalt</td>\n",
       "      <td>902</td>\n",
       "      <td>144</td>\n",
       "      <td>273</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>http://t.co/GwdxvqOJdE</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Fri Sep 07 01:05:41 +0000 2007</td>\n",
       "      <td>2007-09-07 03:05:41</td>\n",
       "      <td>2015-05-01 13:07:20</td>\n",
       "      <td>2016-03-15 16:03:28</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>811</td>\n",
       "      <td>192</td>\n",
       "      <td>0.236745</td>\n",
       "      <td>0.337711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>9272142</td>\n",
       "      <td>Darrell W. Cook</td>\n",
       "      <td>DWCook</td>\n",
       "      <td>23729</td>\n",
       "      <td>606</td>\n",
       "      <td>270</td>\n",
       "      <td>231</td>\n",
       "      <td>39</td>\n",
       "      <td>http://t.co/qWeq6lt4JT</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Fri Oct 05 22:41:48 +0000 2007</td>\n",
       "      <td>2007-10-06 00:41:48</td>\n",
       "      <td>2015-05-01 13:07:46</td>\n",
       "      <td>2016-03-15 15:55:40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3098</td>\n",
       "      <td>495</td>\n",
       "      <td>0.159781</td>\n",
       "      <td>0.377809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>9427822</td>\n",
       "      <td>Ryan Stenhouse</td>\n",
       "      <td>ryanstenhouse</td>\n",
       "      <td>36166</td>\n",
       "      <td>828</td>\n",
       "      <td>289</td>\n",
       "      <td>474</td>\n",
       "      <td>57</td>\n",
       "      <td>http://t.co/jcQKgDZpMa</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Sat Oct 13 21:17:32 +0000 2007</td>\n",
       "      <td>2007-10-13 23:17:32</td>\n",
       "      <td>2015-05-01 13:08:11</td>\n",
       "      <td>2016-03-15 16:09:23</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2625</td>\n",
       "      <td>516</td>\n",
       "      <td>0.196571</td>\n",
       "      <td>0.379055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>9605632</td>\n",
       "      <td>SeasonOfBytes</td>\n",
       "      <td>SeasonOfBytes</td>\n",
       "      <td>8641</td>\n",
       "      <td>393</td>\n",
       "      <td>985</td>\n",
       "      <td>4128</td>\n",
       "      <td>34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Mon Oct 22 20:22:55 +0000 2007</td>\n",
       "      <td>2007-10-22 22:22:55</td>\n",
       "      <td>2015-05-01 13:08:39</td>\n",
       "      <td>2016-03-15 16:00:20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2946</td>\n",
       "      <td>519</td>\n",
       "      <td>0.176171</td>\n",
       "      <td>0.348843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>10352582</td>\n",
       "      <td>Shuvankar Mukherjee</td>\n",
       "      <td>shuvankr</td>\n",
       "      <td>135552</td>\n",
       "      <td>1585</td>\n",
       "      <td>183</td>\n",
       "      <td>9616</td>\n",
       "      <td>65</td>\n",
       "      <td>http://t.co/yb7wpsZbDz</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Sun Nov 18 10:54:15 +0000 2007</td>\n",
       "      <td>2007-11-18 11:54:15</td>\n",
       "      <td>2015-05-01 13:09:07</td>\n",
       "      <td>2016-03-15 16:09:47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2345</td>\n",
       "      <td>240</td>\n",
       "      <td>0.102345</td>\n",
       "      <td>0.311156</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>10866252</td>\n",
       "      <td>火</td>\n",
       "      <td>kannibal</td>\n",
       "      <td>30710</td>\n",
       "      <td>135</td>\n",
       "      <td>404</td>\n",
       "      <td>1147</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ja</td>\n",
       "      <td>...</td>\n",
       "      <td>Wed Dec 05 09:51:50 +0000 2007</td>\n",
       "      <td>2007-12-05 10:51:50</td>\n",
       "      <td>2015-05-01 13:09:34</td>\n",
       "      <td>2016-03-15 16:06:35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2730</td>\n",
       "      <td>525</td>\n",
       "      <td>0.192308</td>\n",
       "      <td>0.368980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1053</th>\n",
       "      <td>2321395147</td>\n",
       "      <td>ZayasS</td>\n",
       "      <td>jaja_zayas</td>\n",
       "      <td>1432</td>\n",
       "      <td>108</td>\n",
       "      <td>105</td>\n",
       "      <td>3786</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Fri Jan 31 21:42:58 +0000 2014</td>\n",
       "      <td>2014-01-31 22:42:58</td>\n",
       "      <td>2015-05-01 16:04:13</td>\n",
       "      <td>2016-03-15 16:05:54</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1276</td>\n",
       "      <td>375</td>\n",
       "      <td>0.293887</td>\n",
       "      <td>0.326282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054</th>\n",
       "      <td>2323069159</td>\n",
       "      <td>It's Britney B*tch</td>\n",
       "      <td>JessKurchaba</td>\n",
       "      <td>1521</td>\n",
       "      <td>100</td>\n",
       "      <td>103</td>\n",
       "      <td>1064</td>\n",
       "      <td>3</td>\n",
       "      <td>http://t.co/UqEEFuptwL</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Sun Feb 02 00:48:41 +0000 2014</td>\n",
       "      <td>2014-02-02 01:48:41</td>\n",
       "      <td>2015-05-01 16:04:30</td>\n",
       "      <td>2016-03-15 15:57:26</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1326</td>\n",
       "      <td>213</td>\n",
       "      <td>0.160633</td>\n",
       "      <td>0.414246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1055</th>\n",
       "      <td>2323690855</td>\n",
       "      <td>hector rozen elijah</td>\n",
       "      <td>bornthismj</td>\n",
       "      <td>8096</td>\n",
       "      <td>642</td>\n",
       "      <td>1996</td>\n",
       "      <td>7114</td>\n",
       "      <td>3</td>\n",
       "      <td>http://t.co/h4VRYlAYYq</td>\n",
       "      <td>en-gb</td>\n",
       "      <td>...</td>\n",
       "      <td>Sun Feb 02 12:11:45 +0000 2014</td>\n",
       "      <td>2014-02-02 13:11:45</td>\n",
       "      <td>2015-05-01 16:04:54</td>\n",
       "      <td>2016-03-15 16:03:11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1964</td>\n",
       "      <td>386</td>\n",
       "      <td>0.196538</td>\n",
       "      <td>0.332938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056</th>\n",
       "      <td>2324053074</td>\n",
       "      <td>सृष्टि महर्जन #Nepal</td>\n",
       "      <td>twity_seestee</td>\n",
       "      <td>1266</td>\n",
       "      <td>183</td>\n",
       "      <td>188</td>\n",
       "      <td>1085</td>\n",
       "      <td>2</td>\n",
       "      <td>https://t.co/SoRvoKvl5F</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Sun Feb 02 17:02:03 +0000 2014</td>\n",
       "      <td>2014-02-02 18:02:03</td>\n",
       "      <td>2015-05-01 16:05:06</td>\n",
       "      <td>2016-03-15 16:10:39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>997</td>\n",
       "      <td>307</td>\n",
       "      <td>0.307924</td>\n",
       "      <td>0.392551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1057</th>\n",
       "      <td>2324541288</td>\n",
       "      <td>Sergei Mooha</td>\n",
       "      <td>SergeiMMusic7</td>\n",
       "      <td>397</td>\n",
       "      <td>187</td>\n",
       "      <td>288</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>http://t.co/i0Yxv8GiCT</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Mon Feb 03 00:28:43 +0000 2014</td>\n",
       "      <td>2014-02-03 01:28:43</td>\n",
       "      <td>2015-05-01 16:05:10</td>\n",
       "      <td>2016-03-15 16:00:21</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>378</td>\n",
       "      <td>238</td>\n",
       "      <td>0.629630</td>\n",
       "      <td>0.541225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1058</th>\n",
       "      <td>2324994222</td>\n",
       "      <td>╰•TuneD•╯</td>\n",
       "      <td>_SAMPS0N</td>\n",
       "      <td>8019</td>\n",
       "      <td>205</td>\n",
       "      <td>191</td>\n",
       "      <td>2616</td>\n",
       "      <td>0</td>\n",
       "      <td>http://t.co/LNI36ygt13</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Mon Feb 03 07:01:46 +0000 2014</td>\n",
       "      <td>2014-02-03 08:01:46</td>\n",
       "      <td>2015-05-01 16:05:36</td>\n",
       "      <td>2016-03-15 16:01:53</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2678</td>\n",
       "      <td>122</td>\n",
       "      <td>0.045556</td>\n",
       "      <td>0.309931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1059</th>\n",
       "      <td>2325931652</td>\n",
       "      <td>Kang Eun Jin (Pola)</td>\n",
       "      <td>DreamCatcher810</td>\n",
       "      <td>9576</td>\n",
       "      <td>97</td>\n",
       "      <td>158</td>\n",
       "      <td>3523</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Mon Feb 03 19:21:01 +0000 2014</td>\n",
       "      <td>2014-02-03 20:21:01</td>\n",
       "      <td>2015-05-01 16:06:10</td>\n",
       "      <td>2016-03-15 15:56:02</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2521</td>\n",
       "      <td>663</td>\n",
       "      <td>0.262991</td>\n",
       "      <td>0.325992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1060</th>\n",
       "      <td>2326385024</td>\n",
       "      <td>Yeth ت</td>\n",
       "      <td>yethHer</td>\n",
       "      <td>6804</td>\n",
       "      <td>931</td>\n",
       "      <td>1385</td>\n",
       "      <td>1773</td>\n",
       "      <td>2</td>\n",
       "      <td>http://t.co/yxh4I93eiB</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Tue Feb 04 02:58:57 +0000 2014</td>\n",
       "      <td>2014-02-04 03:58:57</td>\n",
       "      <td>2015-05-01 16:06:45</td>\n",
       "      <td>2016-03-15 16:11:09</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2041</td>\n",
       "      <td>616</td>\n",
       "      <td>0.301813</td>\n",
       "      <td>0.386222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1061</th>\n",
       "      <td>2326631202</td>\n",
       "      <td>Nat the cat!</td>\n",
       "      <td>RickysVLine</td>\n",
       "      <td>77869</td>\n",
       "      <td>4941</td>\n",
       "      <td>420</td>\n",
       "      <td>39704</td>\n",
       "      <td>34</td>\n",
       "      <td>https://t.co/uzWMqdw7qC</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Tue Feb 04 06:46:53 +0000 2014</td>\n",
       "      <td>2014-02-04 07:46:53</td>\n",
       "      <td>2015-05-01 16:07:23</td>\n",
       "      <td>2016-03-15 15:59:56</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2182</td>\n",
       "      <td>536</td>\n",
       "      <td>0.245646</td>\n",
       "      <td>0.272923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1062</th>\n",
       "      <td>2329807592</td>\n",
       "      <td>d'Juanae •</td>\n",
       "      <td>mostH8tednae</td>\n",
       "      <td>25931</td>\n",
       "      <td>555</td>\n",
       "      <td>365</td>\n",
       "      <td>1600</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Thu Feb 06 06:03:27 +0000 2014</td>\n",
       "      <td>2014-02-06 07:03:27</td>\n",
       "      <td>2015-05-01 16:07:48</td>\n",
       "      <td>2016-03-15 16:08:02</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2309</td>\n",
       "      <td>-41</td>\n",
       "      <td>-0.017757</td>\n",
       "      <td>0.263963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1063</th>\n",
       "      <td>2331545711</td>\n",
       "      <td>Sean Keegan</td>\n",
       "      <td>sean_keegan24</td>\n",
       "      <td>798</td>\n",
       "      <td>248</td>\n",
       "      <td>342</td>\n",
       "      <td>1415</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Sat Feb 08 07:29:18 +0000 2014</td>\n",
       "      <td>2014-02-08 08:29:18</td>\n",
       "      <td>2015-05-01 16:08:01</td>\n",
       "      <td>2016-03-15 16:09:39</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>675</td>\n",
       "      <td>123</td>\n",
       "      <td>0.182222</td>\n",
       "      <td>0.311761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1064</th>\n",
       "      <td>2331598592</td>\n",
       "      <td>EpicFruityPie</td>\n",
       "      <td>epicfruitypie</td>\n",
       "      <td>217</td>\n",
       "      <td>25</td>\n",
       "      <td>68</td>\n",
       "      <td>176</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Fri Feb 07 09:37:14 +0000 2014</td>\n",
       "      <td>2014-02-07 10:37:14</td>\n",
       "      <td>2015-05-01 16:08:04</td>\n",
       "      <td>2016-03-15 16:04:30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>183</td>\n",
       "      <td>48</td>\n",
       "      <td>0.262295</td>\n",
       "      <td>0.315305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1065</th>\n",
       "      <td>2334889399</td>\n",
       "      <td>yala</td>\n",
       "      <td>frootcker</td>\n",
       "      <td>14197</td>\n",
       "      <td>713</td>\n",
       "      <td>932</td>\n",
       "      <td>1128</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Sun Feb 09 10:12:31 +0000 2014</td>\n",
       "      <td>2014-02-09 11:12:31</td>\n",
       "      <td>2015-05-01 16:08:36</td>\n",
       "      <td>2016-03-15 16:04:51</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1890</td>\n",
       "      <td>277</td>\n",
       "      <td>0.146561</td>\n",
       "      <td>0.354036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1066</th>\n",
       "      <td>2334997532</td>\n",
       "      <td>Haruka</td>\n",
       "      <td>Jo_haruka</td>\n",
       "      <td>950</td>\n",
       "      <td>34</td>\n",
       "      <td>73</td>\n",
       "      <td>82</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Sun Feb 09 11:53:22 +0000 2014</td>\n",
       "      <td>2014-02-09 12:53:22</td>\n",
       "      <td>2015-05-01 16:08:47</td>\n",
       "      <td>2016-03-15 15:57:30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>617</td>\n",
       "      <td>76</td>\n",
       "      <td>0.123177</td>\n",
       "      <td>0.339038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1067</th>\n",
       "      <td>2337494094</td>\n",
       "      <td>x5SOS Imaginesx</td>\n",
       "      <td>imxgine5sxs</td>\n",
       "      <td>36</td>\n",
       "      <td>223</td>\n",
       "      <td>166</td>\n",
       "      <td>864</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Tue Feb 11 01:00:08 +0000 2014</td>\n",
       "      <td>2014-02-11 02:00:08</td>\n",
       "      <td>2015-05-01 16:08:48</td>\n",
       "      <td>2016-03-15 15:53:52</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "      <td>0.093750</td>\n",
       "      <td>0.254948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1068</th>\n",
       "      <td>2337516668</td>\n",
       "      <td>#MikeeTea</td>\n",
       "      <td>mpldelaraftw_</td>\n",
       "      <td>42562</td>\n",
       "      <td>2734</td>\n",
       "      <td>997</td>\n",
       "      <td>6099</td>\n",
       "      <td>4</td>\n",
       "      <td>http://t.co/0UA7QcYeao</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Tue Feb 11 01:19:23 +0000 2014</td>\n",
       "      <td>2014-02-11 02:19:23</td>\n",
       "      <td>2015-05-01 16:09:22</td>\n",
       "      <td>2016-03-15 16:10:15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2306</td>\n",
       "      <td>725</td>\n",
       "      <td>0.314397</td>\n",
       "      <td>0.217232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1069</th>\n",
       "      <td>2337952426</td>\n",
       "      <td>seb oliver</td>\n",
       "      <td>seboliver1</td>\n",
       "      <td>514</td>\n",
       "      <td>190</td>\n",
       "      <td>228</td>\n",
       "      <td>490</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Tue Feb 11 15:55:47 +0000 2014</td>\n",
       "      <td>2014-02-11 16:55:47</td>\n",
       "      <td>2015-05-01 16:09:32</td>\n",
       "      <td>2016-03-15 16:09:39</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>358</td>\n",
       "      <td>31</td>\n",
       "      <td>0.086592</td>\n",
       "      <td>0.262835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1070</th>\n",
       "      <td>2339482580</td>\n",
       "      <td>hαrpєr✨</td>\n",
       "      <td>hharrperr</td>\n",
       "      <td>2581</td>\n",
       "      <td>406</td>\n",
       "      <td>401</td>\n",
       "      <td>8443</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Wed Feb 12 00:33:38 +0000 2014</td>\n",
       "      <td>2014-02-12 01:33:38</td>\n",
       "      <td>2015-05-01 16:10:07</td>\n",
       "      <td>2016-03-15 16:05:19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2050</td>\n",
       "      <td>211</td>\n",
       "      <td>0.102927</td>\n",
       "      <td>0.332304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1071</th>\n",
       "      <td>2342765528</td>\n",
       "      <td>Kube</td>\n",
       "      <td>MurderKube</td>\n",
       "      <td>32686</td>\n",
       "      <td>290</td>\n",
       "      <td>444</td>\n",
       "      <td>15580</td>\n",
       "      <td>13</td>\n",
       "      <td>https://t.co/BPdP0tM38k</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Fri Feb 14 00:24:24 +0000 2014</td>\n",
       "      <td>2014-02-14 01:24:24</td>\n",
       "      <td>2015-05-01 16:10:48</td>\n",
       "      <td>2016-03-15 15:59:00</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2315</td>\n",
       "      <td>311</td>\n",
       "      <td>0.134341</td>\n",
       "      <td>0.334942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1072</th>\n",
       "      <td>2343128508</td>\n",
       "      <td>Tux</td>\n",
       "      <td>WetSeaIs</td>\n",
       "      <td>5850</td>\n",
       "      <td>608</td>\n",
       "      <td>262</td>\n",
       "      <td>2784</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Fri Feb 14 05:56:18 +0000 2014</td>\n",
       "      <td>2014-02-14 06:56:18</td>\n",
       "      <td>2015-05-01 16:11:15</td>\n",
       "      <td>2016-03-15 16:00:01</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2345</td>\n",
       "      <td>525</td>\n",
       "      <td>0.223881</td>\n",
       "      <td>0.279996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1073</th>\n",
       "      <td>2347555622</td>\n",
       "      <td>kaitlyn</td>\n",
       "      <td>allmylovehoran</td>\n",
       "      <td>10253</td>\n",
       "      <td>2951</td>\n",
       "      <td>2145</td>\n",
       "      <td>1054</td>\n",
       "      <td>26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Sun Feb 16 23:02:21 +0000 2014</td>\n",
       "      <td>2014-02-17 00:02:21</td>\n",
       "      <td>2015-05-01 16:11:49</td>\n",
       "      <td>2016-03-15 16:08:15</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1974</td>\n",
       "      <td>383</td>\n",
       "      <td>0.194022</td>\n",
       "      <td>0.299760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1074</th>\n",
       "      <td>2347977979</td>\n",
       "      <td>Brandon Vizcarra</td>\n",
       "      <td>BrandonVizc85</td>\n",
       "      <td>4265</td>\n",
       "      <td>171</td>\n",
       "      <td>129</td>\n",
       "      <td>1838</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Mon Feb 17 05:39:37 +0000 2014</td>\n",
       "      <td>2014-02-17 06:39:37</td>\n",
       "      <td>2015-05-01 16:12:20</td>\n",
       "      <td>2016-03-15 15:54:58</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2130</td>\n",
       "      <td>148</td>\n",
       "      <td>0.069484</td>\n",
       "      <td>0.279835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1075</th>\n",
       "      <td>2349578599</td>\n",
       "      <td>Mark Malek</td>\n",
       "      <td>mark_malek</td>\n",
       "      <td>1428</td>\n",
       "      <td>89</td>\n",
       "      <td>66</td>\n",
       "      <td>861</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Tue Feb 18 05:00:51 +0000 2014</td>\n",
       "      <td>2014-02-18 06:00:51</td>\n",
       "      <td>2015-05-01 16:12:38</td>\n",
       "      <td>2016-03-15 16:07:36</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1045</td>\n",
       "      <td>43</td>\n",
       "      <td>0.041148</td>\n",
       "      <td>0.310704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1076</th>\n",
       "      <td>2349866700</td>\n",
       "      <td>Francis G</td>\n",
       "      <td>FrancisIs4Real</td>\n",
       "      <td>1157</td>\n",
       "      <td>135</td>\n",
       "      <td>108</td>\n",
       "      <td>2309</td>\n",
       "      <td>0</td>\n",
       "      <td>https://t.co/y7e0CqStyx</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Tue Feb 18 09:53:17 +0000 2014</td>\n",
       "      <td>2014-02-18 10:53:17</td>\n",
       "      <td>2015-05-01 16:12:51</td>\n",
       "      <td>2016-03-15 15:56:27</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1000</td>\n",
       "      <td>220</td>\n",
       "      <td>0.220000</td>\n",
       "      <td>0.354902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1077</th>\n",
       "      <td>2351779201</td>\n",
       "      <td>思齐♥</td>\n",
       "      <td>omoimi</td>\n",
       "      <td>1523</td>\n",
       "      <td>42</td>\n",
       "      <td>203</td>\n",
       "      <td>525</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Wed Feb 19 14:28:07 +0000 2014</td>\n",
       "      <td>2014-02-19 15:28:07</td>\n",
       "      <td>2015-05-01 16:13:20</td>\n",
       "      <td>2016-03-15 16:08:30</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1185</td>\n",
       "      <td>253</td>\n",
       "      <td>0.213502</td>\n",
       "      <td>0.392697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1078</th>\n",
       "      <td>2352634238</td>\n",
       "      <td>Nashish</td>\n",
       "      <td>nashturbater_</td>\n",
       "      <td>3357</td>\n",
       "      <td>273</td>\n",
       "      <td>238</td>\n",
       "      <td>2996</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Thu Feb 20 03:24:39 +0000 2014</td>\n",
       "      <td>2014-02-20 04:24:39</td>\n",
       "      <td>2015-05-01 16:13:51</td>\n",
       "      <td>2016-03-15 16:08:10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2357</td>\n",
       "      <td>146</td>\n",
       "      <td>0.061943</td>\n",
       "      <td>0.323444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1079</th>\n",
       "      <td>2353354449</td>\n",
       "      <td>Falyn Mapel</td>\n",
       "      <td>falyn_mapel</td>\n",
       "      <td>409</td>\n",
       "      <td>137</td>\n",
       "      <td>242</td>\n",
       "      <td>1050</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Wed Feb 19 22:01:03 +0000 2014</td>\n",
       "      <td>2014-02-19 23:01:03</td>\n",
       "      <td>2015-05-01 16:13:55</td>\n",
       "      <td>2016-03-15 16:04:38</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>348</td>\n",
       "      <td>105</td>\n",
       "      <td>0.301724</td>\n",
       "      <td>0.341302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1080</th>\n",
       "      <td>2354237761</td>\n",
       "      <td>I support Mer/Ellen</td>\n",
       "      <td>superfosterGrey</td>\n",
       "      <td>70392</td>\n",
       "      <td>1035</td>\n",
       "      <td>1454</td>\n",
       "      <td>5965</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Fri Feb 21 04:34:43 +0000 2014</td>\n",
       "      <td>2014-02-21 05:34:43</td>\n",
       "      <td>2015-05-01 16:14:23</td>\n",
       "      <td>2016-03-15 16:10:12</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2948</td>\n",
       "      <td>137</td>\n",
       "      <td>0.046472</td>\n",
       "      <td>0.295785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1081</th>\n",
       "      <td>2355847777</td>\n",
       "      <td>TeccaNina*</td>\n",
       "      <td>supermanplusme</td>\n",
       "      <td>6939</td>\n",
       "      <td>435</td>\n",
       "      <td>296</td>\n",
       "      <td>12729</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>en</td>\n",
       "      <td>...</td>\n",
       "      <td>Sat Feb 22 05:33:00 +0000 2014</td>\n",
       "      <td>2014-02-22 06:33:00</td>\n",
       "      <td>2015-05-01 16:14:46</td>\n",
       "      <td>2016-03-15 16:10:12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2694</td>\n",
       "      <td>518</td>\n",
       "      <td>0.192279</td>\n",
       "      <td>0.391476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1082</th>\n",
       "      <td>2356425746</td>\n",
       "      <td>BenEWriggle</td>\n",
       "      <td>BenEWriggle</td>\n",
       "      <td>10423</td>\n",
       "      <td>169</td>\n",
       "      <td>313</td>\n",
       "      <td>6879</td>\n",
       "      <td>1</td>\n",
       "      <td>https://t.co/q7IjRLgzrp</td>\n",
       "      <td>es</td>\n",
       "      <td>...</td>\n",
       "      <td>Sat Feb 22 14:23:51 +0000 2014</td>\n",
       "      <td>2014-02-22 15:23:51</td>\n",
       "      <td>2015-05-01 16:15:40</td>\n",
       "      <td>2016-03-15 15:54:47</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>225</td>\n",
       "      <td>11</td>\n",
       "      <td>0.048889</td>\n",
       "      <td>0.179582</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1083 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              id                  name      screen_name  statuses_count  \\\n",
       "0         678033          Heather Gold           heathr           45825   \n",
       "1         722623          Buzz Jackson      BuzzJackson           11770   \n",
       "2         755116                    呉⚛         gullevek           39158   \n",
       "3         755746  Sarah Friedlander G.   sarahfriedland           18035   \n",
       "4         785080                   W H         waxbanks           22496   \n",
       "5         806585     Christopher Mahan      chris_mahan           29997   \n",
       "6         806975          Mrinal Desai      mrinaldesai           28400   \n",
       "7         887281          Paul Youlten             Payo             626   \n",
       "8        1382561                jojoko           jojoko            8236   \n",
       "9        1813221        Morgan Johnson         Poormojo           20225   \n",
       "10       2770511                    べン            Devar           38140   \n",
       "11       3873101        تاتسو موناكاتا         xpavlovx          106335   \n",
       "12       3888491        Linus Ekenstam    LinusEkenstam            7621   \n",
       "13       4121091    Jonathan Louis May           jmay11           44839   \n",
       "14       5445622          Silly Corgan       lalochezic           25167   \n",
       "15       5812422        Beth Mansfield    BethMansfield            6641   \n",
       "16       5820222       Andrew Sullivan         walkoff2            7141   \n",
       "17       5856182           Fergus Ryan            fryan           27226   \n",
       "18       6296742            Nina Walia      missmodular           24072   \n",
       "19       6775342    Chingching Bungzen          vangief            1505   \n",
       "20       6834152                 Tivon            Tivon          136700   \n",
       "21       7004532          hamsterwatch     hamsterwatch           90601   \n",
       "22       8548002         Chase Raymond          ochaser            3396   \n",
       "23       8657052             firebelly       firebellys            8652   \n",
       "24       8711952              caseyalt         caseyalt             902   \n",
       "25       9272142       Darrell W. Cook           DWCook           23729   \n",
       "26       9427822        Ryan Stenhouse    ryanstenhouse           36166   \n",
       "27       9605632         SeasonOfBytes    SeasonOfBytes            8641   \n",
       "28      10352582   Shuvankar Mukherjee         shuvankr          135552   \n",
       "29      10866252                     火         kannibal           30710   \n",
       "...          ...                   ...              ...             ...   \n",
       "1053  2321395147                ZayasS       jaja_zayas            1432   \n",
       "1054  2323069159    It's Britney B*tch     JessKurchaba            1521   \n",
       "1055  2323690855   hector rozen elijah       bornthismj            8096   \n",
       "1056  2324053074  सृष्टि महर्जन #Nepal    twity_seestee            1266   \n",
       "1057  2324541288          Sergei Mooha    SergeiMMusic7             397   \n",
       "1058  2324994222             ╰•TuneD•╯         _SAMPS0N            8019   \n",
       "1059  2325931652  Kang Eun Jin (Pola)   DreamCatcher810            9576   \n",
       "1060  2326385024                Yeth ت          yethHer            6804   \n",
       "1061  2326631202          Nat the cat!      RickysVLine           77869   \n",
       "1062  2329807592            d'Juanae •     mostH8tednae           25931   \n",
       "1063  2331545711           Sean Keegan    sean_keegan24             798   \n",
       "1064  2331598592         EpicFruityPie    epicfruitypie             217   \n",
       "1065  2334889399                  yala        frootcker           14197   \n",
       "1066  2334997532                Haruka        Jo_haruka             950   \n",
       "1067  2337494094       x5SOS Imaginesx      imxgine5sxs              36   \n",
       "1068  2337516668             #MikeeTea    mpldelaraftw_           42562   \n",
       "1069  2337952426            seb oliver       seboliver1             514   \n",
       "1070  2339482580               hαrpєr✨        hharrperr            2581   \n",
       "1071  2342765528                  Kube       MurderKube           32686   \n",
       "1072  2343128508                   Tux         WetSeaIs            5850   \n",
       "1073  2347555622               kaitlyn   allmylovehoran           10253   \n",
       "1074  2347977979      Brandon Vizcarra    BrandonVizc85            4265   \n",
       "1075  2349578599            Mark Malek       mark_malek            1428   \n",
       "1076  2349866700             Francis G   FrancisIs4Real            1157   \n",
       "1077  2351779201                   思齐♥           omoimi            1523   \n",
       "1078  2352634238               Nashish    nashturbater_            3357   \n",
       "1079  2353354449           Falyn Mapel      falyn_mapel             409   \n",
       "1080  2354237761   I support Mer/Ellen  superfosterGrey           70392   \n",
       "1081  2355847777           TeccaNina*    supermanplusme            6939   \n",
       "1082  2356425746          BenEWriggle       BenEWriggle           10423   \n",
       "\n",
       "      followers_count  friends_count  favourites_count  listed_count  \\\n",
       "0                7065           1822              3804           596   \n",
       "1                1577            678               634            47   \n",
       "2                 623            529                42            37   \n",
       "3                1620            591               361            72   \n",
       "4                 821            552              5897            29   \n",
       "5                 558            674              6414            50   \n",
       "6                8375            503              2497           535   \n",
       "7                 236            300                16             4   \n",
       "8                 346           1235              1744            10   \n",
       "9                 398            301              8486            21   \n",
       "10               1098            525              4264            68   \n",
       "11                720            530             12004            65   \n",
       "12                910            853               804            58   \n",
       "13               2162            792              9428            93   \n",
       "14                699            359             13544            36   \n",
       "15               1471           1977              7841            52   \n",
       "16                180            327              1533             4   \n",
       "17               3420           1519              8380           181   \n",
       "18               2245           1260              4402           153   \n",
       "19                 66            108               296             3   \n",
       "20               2135           1799              2361            70   \n",
       "21              62370            427             16576          1547   \n",
       "22                104            386                73             3   \n",
       "23                541            467               483            26   \n",
       "24                144            273                28             5   \n",
       "25                606            270               231            39   \n",
       "26                828            289               474            57   \n",
       "27                393            985              4128            34   \n",
       "28               1585            183              9616            65   \n",
       "29                135            404              1147            11   \n",
       "...               ...            ...               ...           ...   \n",
       "1053              108            105              3786             5   \n",
       "1054              100            103              1064             3   \n",
       "1055              642           1996              7114             3   \n",
       "1056              183            188              1085             2   \n",
       "1057              187            288                 1             7   \n",
       "1058              205            191              2616             0   \n",
       "1059               97            158              3523             0   \n",
       "1060              931           1385              1773             2   \n",
       "1061             4941            420             39704            34   \n",
       "1062              555            365              1600             2   \n",
       "1063              248            342              1415             0   \n",
       "1064               25             68               176             0   \n",
       "1065              713            932              1128             9   \n",
       "1066               34             73                82             1   \n",
       "1067              223            166               864             2   \n",
       "1068             2734            997              6099             4   \n",
       "1069              190            228               490             0   \n",
       "1070              406            401              8443             0   \n",
       "1071              290            444             15580            13   \n",
       "1072              608            262              2784             1   \n",
       "1073             2951           2145              1054            26   \n",
       "1074              171            129              1838             0   \n",
       "1075               89             66               861             0   \n",
       "1076              135            108              2309             0   \n",
       "1077               42            203               525             0   \n",
       "1078              273            238              2996             0   \n",
       "1079              137            242              1050             3   \n",
       "1080             1035           1454              5965             8   \n",
       "1081              435            296             12729             2   \n",
       "1082              169            313              6879             1   \n",
       "\n",
       "                          url   lang    ...     \\\n",
       "0      http://t.co/98fWa0t873     en    ...      \n",
       "1      http://t.co/lQpx4IMpV1     en    ...      \n",
       "2      http://t.co/iAhWThZnvh     en    ...      \n",
       "3      http://t.co/laTO6ixXFe     en    ...      \n",
       "4      http://t.co/W5BvFqvbjX     en    ...      \n",
       "5      http://t.co/oRFLhzMoQS     en    ...      \n",
       "6      http://t.co/lh101quor3     en    ...      \n",
       "7      http://t.co/GipGLa4McM     en    ...      \n",
       "8      http://t.co/FtcSFWCFy0     en    ...      \n",
       "9      http://t.co/F1TF8XTcFV     en    ...      \n",
       "10     http://t.co/Xq6nagn6rr     en    ...      \n",
       "11     http://t.co/YgNDqNOLFO     en    ...      \n",
       "12     http://t.co/T8IAXypCO1     en    ...      \n",
       "13     http://t.co/i9sxF569qj     en    ...      \n",
       "14                        NaN     en    ...      \n",
       "15     http://t.co/v8KKlBs3nS     en    ...      \n",
       "16                        NaN     en    ...      \n",
       "17     http://t.co/DPA13NH2hJ     en    ...      \n",
       "18     http://t.co/Z6bCiz7WPi     en    ...      \n",
       "19                        NaN     en    ...      \n",
       "20     http://t.co/0oL5mGZ68T     en    ...      \n",
       "21     http://t.co/6MjiElrzCT     en    ...      \n",
       "22                        NaN     en    ...      \n",
       "23     http://t.co/W9IwyRcDun     en    ...      \n",
       "24     http://t.co/GwdxvqOJdE     en    ...      \n",
       "25     http://t.co/qWeq6lt4JT     en    ...      \n",
       "26     http://t.co/jcQKgDZpMa     en    ...      \n",
       "27                        NaN     en    ...      \n",
       "28     http://t.co/yb7wpsZbDz     en    ...      \n",
       "29                        NaN     ja    ...      \n",
       "...                       ...    ...    ...      \n",
       "1053                      NaN     en    ...      \n",
       "1054   http://t.co/UqEEFuptwL     en    ...      \n",
       "1055   http://t.co/h4VRYlAYYq  en-gb    ...      \n",
       "1056  https://t.co/SoRvoKvl5F     en    ...      \n",
       "1057   http://t.co/i0Yxv8GiCT     en    ...      \n",
       "1058   http://t.co/LNI36ygt13     en    ...      \n",
       "1059                      NaN     en    ...      \n",
       "1060   http://t.co/yxh4I93eiB     en    ...      \n",
       "1061  https://t.co/uzWMqdw7qC     en    ...      \n",
       "1062                      NaN     en    ...      \n",
       "1063                      NaN     en    ...      \n",
       "1064                      NaN     en    ...      \n",
       "1065                      NaN     en    ...      \n",
       "1066                      NaN     en    ...      \n",
       "1067                      NaN     en    ...      \n",
       "1068   http://t.co/0UA7QcYeao     en    ...      \n",
       "1069                      NaN     en    ...      \n",
       "1070                      NaN     en    ...      \n",
       "1071  https://t.co/BPdP0tM38k     en    ...      \n",
       "1072                      NaN     en    ...      \n",
       "1073                      NaN     en    ...      \n",
       "1074                      NaN     en    ...      \n",
       "1075                      NaN     en    ...      \n",
       "1076  https://t.co/y7e0CqStyx     en    ...      \n",
       "1077                      NaN     en    ...      \n",
       "1078                      NaN     en    ...      \n",
       "1079                      NaN     en    ...      \n",
       "1080                      NaN     en    ...      \n",
       "1081                      NaN     en    ...      \n",
       "1082  https://t.co/q7IjRLgzrp     es    ...      \n",
       "\n",
       "                          created_at            timestamp  \\\n",
       "0     Mon Jan 22 01:57:38 +0000 2007  2007-01-22 02:57:38   \n",
       "1     Mon Jan 29 00:54:34 +0000 2007  2007-01-29 01:54:34   \n",
       "2     Tue Feb 06 05:25:49 +0000 2007  2007-02-06 06:25:49   \n",
       "3     Wed Feb 07 05:21:24 +0000 2007  2007-02-07 06:21:24   \n",
       "4     Wed Feb 21 01:08:16 +0000 2007  2007-02-21 02:08:16   \n",
       "5     Fri Mar 02 17:27:49 +0000 2007  2007-03-02 18:27:49   \n",
       "6     Fri Mar 02 20:00:04 +0000 2007  2007-03-02 21:00:04   \n",
       "7     Sat Mar 10 22:25:08 +0000 2007  2007-03-10 23:25:08   \n",
       "8     Sat Mar 17 23:24:35 +0000 2007  2007-03-18 00:24:35   \n",
       "9     Wed Mar 21 23:43:40 +0000 2007  2007-03-22 00:43:40   \n",
       "10    Thu Mar 29 02:31:13 +0000 2007  2007-03-29 04:31:13   \n",
       "11    Mon Apr 09 07:28:52 +0000 2007  2007-04-09 09:28:52   \n",
       "12    Mon Apr 09 11:04:29 +0000 2007  2007-04-09 13:04:29   \n",
       "13    Wed Apr 11 04:04:38 +0000 2007  2007-04-11 06:04:38   \n",
       "14    Mon Apr 23 21:55:23 +0000 2007  2007-04-23 23:55:23   \n",
       "15    Sun May 06 17:07:22 +0000 2007  2007-05-06 19:07:22   \n",
       "16    Mon May 07 01:58:59 +0000 2007  2007-05-07 03:58:59   \n",
       "17    Tue May 08 07:32:46 +0000 2007  2007-05-08 09:32:46   \n",
       "18    Thu May 24 21:05:26 +0000 2007  2007-05-24 23:05:26   \n",
       "19    Tue Jun 12 20:02:33 +0000 2007  2007-06-12 22:02:33   \n",
       "20    Fri Jun 15 14:09:19 +0000 2007  2007-06-15 16:09:19   \n",
       "21    Thu Jun 21 21:28:11 +0000 2007  2007-06-21 23:28:11   \n",
       "22    Fri Aug 31 01:07:06 +0000 2007  2007-08-31 03:07:06   \n",
       "23    Tue Sep 04 21:21:46 +0000 2007  2007-09-04 23:21:46   \n",
       "24    Fri Sep 07 01:05:41 +0000 2007  2007-09-07 03:05:41   \n",
       "25    Fri Oct 05 22:41:48 +0000 2007  2007-10-06 00:41:48   \n",
       "26    Sat Oct 13 21:17:32 +0000 2007  2007-10-13 23:17:32   \n",
       "27    Mon Oct 22 20:22:55 +0000 2007  2007-10-22 22:22:55   \n",
       "28    Sun Nov 18 10:54:15 +0000 2007  2007-11-18 11:54:15   \n",
       "29    Wed Dec 05 09:51:50 +0000 2007  2007-12-05 10:51:50   \n",
       "...                              ...                  ...   \n",
       "1053  Fri Jan 31 21:42:58 +0000 2014  2014-01-31 22:42:58   \n",
       "1054  Sun Feb 02 00:48:41 +0000 2014  2014-02-02 01:48:41   \n",
       "1055  Sun Feb 02 12:11:45 +0000 2014  2014-02-02 13:11:45   \n",
       "1056  Sun Feb 02 17:02:03 +0000 2014  2014-02-02 18:02:03   \n",
       "1057  Mon Feb 03 00:28:43 +0000 2014  2014-02-03 01:28:43   \n",
       "1058  Mon Feb 03 07:01:46 +0000 2014  2014-02-03 08:01:46   \n",
       "1059  Mon Feb 03 19:21:01 +0000 2014  2014-02-03 20:21:01   \n",
       "1060  Tue Feb 04 02:58:57 +0000 2014  2014-02-04 03:58:57   \n",
       "1061  Tue Feb 04 06:46:53 +0000 2014  2014-02-04 07:46:53   \n",
       "1062  Thu Feb 06 06:03:27 +0000 2014  2014-02-06 07:03:27   \n",
       "1063  Sat Feb 08 07:29:18 +0000 2014  2014-02-08 08:29:18   \n",
       "1064  Fri Feb 07 09:37:14 +0000 2014  2014-02-07 10:37:14   \n",
       "1065  Sun Feb 09 10:12:31 +0000 2014  2014-02-09 11:12:31   \n",
       "1066  Sun Feb 09 11:53:22 +0000 2014  2014-02-09 12:53:22   \n",
       "1067  Tue Feb 11 01:00:08 +0000 2014  2014-02-11 02:00:08   \n",
       "1068  Tue Feb 11 01:19:23 +0000 2014  2014-02-11 02:19:23   \n",
       "1069  Tue Feb 11 15:55:47 +0000 2014  2014-02-11 16:55:47   \n",
       "1070  Wed Feb 12 00:33:38 +0000 2014  2014-02-12 01:33:38   \n",
       "1071  Fri Feb 14 00:24:24 +0000 2014  2014-02-14 01:24:24   \n",
       "1072  Fri Feb 14 05:56:18 +0000 2014  2014-02-14 06:56:18   \n",
       "1073  Sun Feb 16 23:02:21 +0000 2014  2014-02-17 00:02:21   \n",
       "1074  Mon Feb 17 05:39:37 +0000 2014  2014-02-17 06:39:37   \n",
       "1075  Tue Feb 18 05:00:51 +0000 2014  2014-02-18 06:00:51   \n",
       "1076  Tue Feb 18 09:53:17 +0000 2014  2014-02-18 10:53:17   \n",
       "1077  Wed Feb 19 14:28:07 +0000 2014  2014-02-19 15:28:07   \n",
       "1078  Thu Feb 20 03:24:39 +0000 2014  2014-02-20 04:24:39   \n",
       "1079  Wed Feb 19 22:01:03 +0000 2014  2014-02-19 23:01:03   \n",
       "1080  Fri Feb 21 04:34:43 +0000 2014  2014-02-21 05:34:43   \n",
       "1081  Sat Feb 22 05:33:00 +0000 2014  2014-02-22 06:33:00   \n",
       "1082  Sat Feb 22 14:23:51 +0000 2014  2014-02-22 15:23:51   \n",
       "\n",
       "               crawled_at              updated  test_set_1 test_set_2  \\\n",
       "0     2015-05-01 12:57:24  2016-03-15 16:05:16           0          0   \n",
       "1     2015-05-01 12:57:52  2016-03-15 15:55:04           0          0   \n",
       "2     2015-05-01 12:58:15  2016-03-15 16:05:09           1          1   \n",
       "3     2015-05-01 12:58:39  2016-03-15 16:09:32           1          0   \n",
       "4     2015-05-01 12:59:02  2016-03-15 16:10:50           0          0   \n",
       "5     2015-05-01 12:59:25  2016-03-15 16:03:37           0          0   \n",
       "6     2015-05-01 12:59:49  2016-03-15 16:08:04           1          0   \n",
       "7     2015-05-01 12:59:54  2016-03-15 15:59:27           0          0   \n",
       "8     2015-05-01 13:00:21  2016-03-15 16:06:21           0          0   \n",
       "9     2015-05-01 13:00:56  2016-03-15 15:59:33           1          0   \n",
       "10    2015-05-01 13:01:22  2016-03-15 15:55:52           0          0   \n",
       "11    2015-05-01 13:01:50  2016-03-15 16:11:04           1          0   \n",
       "12    2015-05-01 13:02:14  2016-03-15 15:58:17           1          1   \n",
       "13    2015-05-01 13:02:41  2016-03-15 16:06:16           0          0   \n",
       "14    2015-05-01 13:03:23  2016-03-15 16:07:04           1          1   \n",
       "15    2015-05-01 13:03:50  2016-03-15 15:54:49           0          0   \n",
       "16    2015-05-01 13:04:19  2016-03-15 16:10:49           0          0   \n",
       "17    2015-05-01 13:04:46  2016-03-15 16:04:51           1          0   \n",
       "18    2015-05-01 13:05:15  2016-03-15 16:07:56           1          0   \n",
       "19    2015-05-01 13:05:27  2016-03-15 16:10:44           0          0   \n",
       "20    2015-05-01 13:05:58  2016-03-15 16:01:09           0          0   \n",
       "21    2015-05-01 13:06:23  2016-03-15 16:05:13           0          0   \n",
       "22    2015-05-01 13:06:47  2016-03-15 16:08:27           0          0   \n",
       "23    2015-05-01 13:07:13  2016-03-15 16:04:43           0          0   \n",
       "24    2015-05-01 13:07:20  2016-03-15 16:03:28           0          0   \n",
       "25    2015-05-01 13:07:46  2016-03-15 15:55:40           0          0   \n",
       "26    2015-05-01 13:08:11  2016-03-15 16:09:23           1          1   \n",
       "27    2015-05-01 13:08:39  2016-03-15 16:00:20           0          0   \n",
       "28    2015-05-01 13:09:07  2016-03-15 16:09:47           0          0   \n",
       "29    2015-05-01 13:09:34  2016-03-15 16:06:35           0          0   \n",
       "...                   ...                  ...         ...        ...   \n",
       "1053  2015-05-01 16:04:13  2016-03-15 16:05:54           0          0   \n",
       "1054  2015-05-01 16:04:30  2016-03-15 15:57:26           1          0   \n",
       "1055  2015-05-01 16:04:54  2016-03-15 16:03:11           0          0   \n",
       "1056  2015-05-01 16:05:06  2016-03-15 16:10:39           0          0   \n",
       "1057  2015-05-01 16:05:10  2016-03-15 16:00:21           0          0   \n",
       "1058  2015-05-01 16:05:36  2016-03-15 16:01:53           0          0   \n",
       "1059  2015-05-01 16:06:10  2016-03-15 15:56:02           0          0   \n",
       "1060  2015-05-01 16:06:45  2016-03-15 16:11:09           1          0   \n",
       "1061  2015-05-01 16:07:23  2016-03-15 15:59:56           0          0   \n",
       "1062  2015-05-01 16:07:48  2016-03-15 16:08:02           1          1   \n",
       "1063  2015-05-01 16:08:01  2016-03-15 16:09:39           1          0   \n",
       "1064  2015-05-01 16:08:04  2016-03-15 16:04:30           0          0   \n",
       "1065  2015-05-01 16:08:36  2016-03-15 16:04:51           0          0   \n",
       "1066  2015-05-01 16:08:47  2016-03-15 15:57:30           0          0   \n",
       "1067  2015-05-01 16:08:48  2016-03-15 15:53:52           0          0   \n",
       "1068  2015-05-01 16:09:22  2016-03-15 16:10:15           0          0   \n",
       "1069  2015-05-01 16:09:32  2016-03-15 16:09:39           0          0   \n",
       "1070  2015-05-01 16:10:07  2016-03-15 16:05:19           0          0   \n",
       "1071  2015-05-01 16:10:48  2016-03-15 15:59:00           0          0   \n",
       "1072  2015-05-01 16:11:15  2016-03-15 16:00:01           1          1   \n",
       "1073  2015-05-01 16:11:49  2016-03-15 16:08:15           0          0   \n",
       "1074  2015-05-01 16:12:20  2016-03-15 15:54:58           0          0   \n",
       "1075  2015-05-01 16:12:38  2016-03-15 16:07:36           1          1   \n",
       "1076  2015-05-01 16:12:51  2016-03-15 15:56:27           0          0   \n",
       "1077  2015-05-01 16:13:20  2016-03-15 16:08:30           0          0   \n",
       "1078  2015-05-01 16:13:51  2016-03-15 16:08:10           0          0   \n",
       "1079  2015-05-01 16:13:55  2016-03-15 16:04:38           0          0   \n",
       "1080  2015-05-01 16:14:23  2016-03-15 16:10:12           1          1   \n",
       "1081  2015-05-01 16:14:46  2016-03-15 16:10:12           0          0   \n",
       "1082  2015-05-01 16:15:40  2016-03-15 15:54:47           0          0   \n",
       "\n",
       "     sent_count  sent_sum sent_mean subj_mean  \n",
       "0          3078      1154  0.374919  0.384953  \n",
       "1          2954       731  0.247461  0.333724  \n",
       "2          2724       141  0.051762  0.394803  \n",
       "3          2651       780  0.294229  0.349963  \n",
       "4          3077       713  0.231719  0.418896  \n",
       "5          2957       543  0.183632  0.348462  \n",
       "6          2760       758  0.274638  0.291756  \n",
       "7           546       122  0.223443  0.296293  \n",
       "8          2832       500  0.176554  0.316370  \n",
       "9          3023       435  0.143897  0.362329  \n",
       "10         2624       577  0.219893  0.344033  \n",
       "11          138        21  0.152174  0.145376  \n",
       "12         1854       682  0.367853  0.354134  \n",
       "13         2956       575  0.194520  0.326113  \n",
       "14         3012       754  0.250332  0.389855  \n",
       "15         3071       943  0.307066  0.366774  \n",
       "16         2970       698  0.235017  0.330606  \n",
       "17         2939       539  0.183396  0.296794  \n",
       "18         2674       770  0.287958  0.336291  \n",
       "19         1364       408  0.299120  0.397192  \n",
       "20         3031       680  0.224348  0.311126  \n",
       "21         2926       894  0.305537  0.367171  \n",
       "22         3075       747  0.242927  0.354995  \n",
       "23         2901       645  0.222337  0.333810  \n",
       "24          811       192  0.236745  0.337711  \n",
       "25         3098       495  0.159781  0.377809  \n",
       "26         2625       516  0.196571  0.379055  \n",
       "27         2946       519  0.176171  0.348843  \n",
       "28         2345       240  0.102345  0.311156  \n",
       "29         2730       525  0.192308  0.368980  \n",
       "...         ...       ...       ...       ...  \n",
       "1053       1276       375  0.293887  0.326282  \n",
       "1054       1326       213  0.160633  0.414246  \n",
       "1055       1964       386  0.196538  0.332938  \n",
       "1056        997       307  0.307924  0.392551  \n",
       "1057        378       238  0.629630  0.541225  \n",
       "1058       2678       122  0.045556  0.309931  \n",
       "1059       2521       663  0.262991  0.325992  \n",
       "1060       2041       616  0.301813  0.386222  \n",
       "1061       2182       536  0.245646  0.272923  \n",
       "1062       2309       -41 -0.017757  0.263963  \n",
       "1063        675       123  0.182222  0.311761  \n",
       "1064        183        48  0.262295  0.315305  \n",
       "1065       1890       277  0.146561  0.354036  \n",
       "1066        617        76  0.123177  0.339038  \n",
       "1067         32         3  0.093750  0.254948  \n",
       "1068       2306       725  0.314397  0.217232  \n",
       "1069        358        31  0.086592  0.262835  \n",
       "1070       2050       211  0.102927  0.332304  \n",
       "1071       2315       311  0.134341  0.334942  \n",
       "1072       2345       525  0.223881  0.279996  \n",
       "1073       1974       383  0.194022  0.299760  \n",
       "1074       2130       148  0.069484  0.279835  \n",
       "1075       1045        43  0.041148  0.310704  \n",
       "1076       1000       220  0.220000  0.354902  \n",
       "1077       1185       253  0.213502  0.392697  \n",
       "1078       2357       146  0.061943  0.323444  \n",
       "1079        348       105  0.301724  0.341302  \n",
       "1080       2948       137  0.046472  0.295785  \n",
       "1081       2694       518  0.192279  0.391476  \n",
       "1082        225        11  0.048889  0.179582  \n",
       "\n",
       "[1083 rows x 46 columns]"
      ]
     },
     "execution_count": 274,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_twt_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "metadata": {},
   "outputs": [],
   "source": [
    "user_twt_score.to_csv('Data/Untitled Folder/user_twt_score.csv', encoding='utf-8', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "metadata": {},
   "outputs": [],
   "source": [
    "test = pd.read_csv('Data/Untitled Folder/user_twt_score.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1083, 46)"
      ]
     },
     "execution_count": 283,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# we have only 1000 users, getting more users \n",
    "\n",
    "#user2 = pd.read_csv('~')"
   ]
  },
  {
   "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": [
    "for ix in sorted(new_user.id.values):\n",
    "    print(ix)\n",
    "    new_user = new_user.append(col_agg[])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[col_zscore] = (df[col] - df[col].mean())/df[col].std(ddof=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0           678033\n",
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       "10         1813221\n",
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       "12       148061189\n",
       "13         3873101\n",
       "14       148404674\n",
       "15         3888491\n",
       "16       479908486\n",
       "17       149038171\n",
       "18       480104212\n",
       "19         4121091\n",
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       "22       149421076\n",
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       "26      1664238487\n",
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       "29      1664307984\n",
       "           ...    \n",
       "1053      27372659\n",
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       "1055    2349866700\n",
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       "1060     617872589\n",
       "1061      27570114\n",
       "1062    2352634238\n",
       "1063     240561724\n",
       "1064     618739366\n",
       "1065    2353354449\n",
       "1066      27582887\n",
       "1067     619201618\n",
       "1068     619384294\n",
       "1069    2354237761\n",
       "1070      27611640\n",
       "1071     241106682\n",
       "1072      27623289\n",
       "1073     619528467\n",
       "1074      27679500\n",
       "1075    2355847777\n",
       "1076     241157629\n",
       "1077     620078665\n",
       "1078      27746415\n",
       "1079    2356425746\n",
       "1080     620404975\n",
       "1081     241240275\n",
       "1082      27762544\n",
       "Name: id, Length: 1083, dtype: object"
      ]
     },
     "execution_count": 229,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_tweet.to_csv('Data/Untitled Folder/user_')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>text</th>\n",
       "      <th>source</th>\n",
       "      <th>user_id</th>\n",
       "      <th>truncated</th>\n",
       "      <th>in_reply_to_status_id</th>\n",
       "      <th>in_reply_to_user_id</th>\n",
       "      <th>in_reply_to_screen_name</th>\n",
       "      <th>retweeted_status_id</th>\n",
       "      <th>geo</th>\n",
       "      <th>...</th>\n",
       "      <th>possibly_sensitive</th>\n",
       "      <th>num_hashtags</th>\n",
       "      <th>num_urls</th>\n",
       "      <th>num_mentions</th>\n",
       "      <th>created_at</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>crawled_at</th>\n",
       "      <th>updated</th>\n",
       "      <th>lang</th>\n",
       "      <th>sent_sc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10373</th>\n",
       "      <td>593940855339155456</td>\n",
       "      <td>RT @YVNGXJAY: Weirdly fuckin with these . http...</td>\n",
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       "      <td>Fri May 01 00:51:49 +0000 2015</td>\n",
       "      <td>2015-05-01 02:51:49</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
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       "    <tr>\n",
       "      <th>10374</th>\n",
       "      <td>593940537029197825</td>\n",
       "      <td>RT @YG_Tooly: @ExplicitLyn_ as soon as I got h...</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>Fri May 01 00:50:33 +0000 2015</td>\n",
       "      <td>2015-05-01 02:50:33</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10375</th>\n",
       "      <td>593940235404251136</td>\n",
       "      <td>This Nigga Norman tweakin Thinking He Norma #B...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Fri May 01 00:49:21 +0000 2015</td>\n",
       "      <td>2015-05-01 02:49:21</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10376</th>\n",
       "      <td>593939459164360704</td>\n",
       "      <td>@YG_Tooly lol I didnt even taste it</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.939391e+17</td>\n",
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       "      <td>YG_Tooly</td>\n",
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       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>Fri May 01 00:46:16 +0000 2015</td>\n",
       "      <td>2015-05-01 02:46:16</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
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       "    <tr>\n",
       "      <th>10377</th>\n",
       "      <td>593938981290553344</td>\n",
       "      <td>This Nigga Sent Emojis</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Fri May 01 00:44:22 +0000 2015</td>\n",
       "      <td>2015-05-01 02:44:22</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10378</th>\n",
       "      <td>593938617384325120</td>\n",
       "      <td>@YG_Tooly that cake was good</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>5.939382e+17</td>\n",
       "      <td>3.331303e+08</td>\n",
       "      <td>YG_Tooly</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Fri May 01 00:42:55 +0000 2015</td>\n",
       "      <td>2015-05-01 02:42:55</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10379</th>\n",
       "      <td>593938126952792064</td>\n",
       "      <td>@VLungz I can hold water ,thanks but dm me a hint</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.939376e+17</td>\n",
       "      <td>1.646176e+09</td>\n",
       "      <td>VLungz</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Fri May 01 00:40:58 +0000 2015</td>\n",
       "      <td>2015-05-01 02:40:58</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10380</th>\n",
       "      <td>593937986590388224</td>\n",
       "      <td>#TBT #Turnabout2k15 http://t.co/u5mjyv2uGz</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Fri May 01 00:40:25 +0000 2015</td>\n",
       "      <td>2015-05-01 02:40:25</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10381</th>\n",
       "      <td>593937447865618432</td>\n",
       "      <td>@VLungz lol shut up cuz now I really want too ...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.939372e+17</td>\n",
       "      <td>1.646176e+09</td>\n",
       "      <td>VLungz</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Fri May 01 00:38:17 +0000 2015</td>\n",
       "      <td>2015-05-01 02:38:17</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10382</th>\n",
       "      <td>593937248288051200</td>\n",
       "      <td>Dont Really Fuck With Basketball, Im a Footbal...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>0.000000e+00</td>\n",
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       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Fri May 01 00:37:29 +0000 2015</td>\n",
       "      <td>2015-05-01 02:37:29</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10383</th>\n",
       "      <td>593936683667689475</td>\n",
       "      <td>RT @Its_Koi: It's crazy how fu mfs can be smh</td>\n",
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       "      <td>149421076.0</td>\n",
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       "      <td>5.939356e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>Fri May 01 00:35:14 +0000 2015</td>\n",
       "      <td>2015-05-01 02:35:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10384</th>\n",
       "      <td>593936487131062272</td>\n",
       "      <td>RT @VLungz: @ExplicitLyn_ we gone run into eac...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
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       "      <td>5.939362e+17</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>Fri May 01 00:34:27 +0000 2015</td>\n",
       "      <td>2015-05-01 02:34:27</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10385</th>\n",
       "      <td>593936449730441216</td>\n",
       "      <td>Why that girl go with yung thug</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>Fri May 01 00:34:19 +0000 2015</td>\n",
       "      <td>2015-05-01 02:34:19</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10386</th>\n",
       "      <td>593936247523045376</td>\n",
       "      <td>RT @Meyonce__: Lol if u blocked me after we go...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.939359e+17</td>\n",
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       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>Fri May 01 00:33:30 +0000 2015</td>\n",
       "      <td>2015-05-01 02:33:30</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10387</th>\n",
       "      <td>593935586337128448</td>\n",
       "      <td>Jaquees uglass always fucking up my songs and ...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
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       "      <td>0.000000e+00</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>Fri May 01 00:30:53 +0000 2015</td>\n",
       "      <td>2015-05-01 02:30:53</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10388</th>\n",
       "      <td>593935354006212609</td>\n",
       "      <td>@VLungz -_- you know where my locker at ?</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.939353e+17</td>\n",
       "      <td>1.646176e+09</td>\n",
       "      <td>VLungz</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>Fri May 01 00:29:57 +0000 2015</td>\n",
       "      <td>2015-05-01 02:29:57</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>10389</th>\n",
       "      <td>593935202772230144</td>\n",
       "      <td>RT @VLungz: @ExplicitLyn_ Demo with me tomorro...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>Fri May 01 00:29:21 +0000 2015</td>\n",
       "      <td>2015-05-01 02:29:21</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10390</th>\n",
       "      <td>593934455909285888</td>\n",
       "      <td>RT @TheyLove_Jp: The Bears Shouldve Traded For...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>Fri May 01 00:26:23 +0000 2015</td>\n",
       "      <td>2015-05-01 02:26:23</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>10391</th>\n",
       "      <td>593934029013024768</td>\n",
       "      <td>@YG_Tooly</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
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       "      <td>5.939337e+17</td>\n",
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       "      <td>YG_Tooly</td>\n",
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       "      <td>Fri May 01 00:24:41 +0000 2015</td>\n",
       "      <td>2015-05-01 02:24:41</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
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       "    <tr>\n",
       "      <th>10392</th>\n",
       "      <td>593933759709376512</td>\n",
       "      <td>Treat You Like a Real One Posed Too</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
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       "      <td>Fri May 01 00:23:37 +0000 2015</td>\n",
       "      <td>2015-05-01 02:23:37</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10393</th>\n",
       "      <td>593933563877335040</td>\n",
       "      <td>@YG_Tooly who yo algebra teacher</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
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       "      <td>Fri May 01 00:22:51 +0000 2015</td>\n",
       "      <td>2015-05-01 02:22:51</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
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       "    <tr>\n",
       "      <th>10394</th>\n",
       "      <td>593933197928505345</td>\n",
       "      <td>@KinggMikeyy who yo teacher</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
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       "      <td>Fri May 01 00:21:23 +0000 2015</td>\n",
       "      <td>2015-05-01 02:21:23</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
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       "    <tr>\n",
       "      <th>10395</th>\n",
       "      <td>593933097005121536</td>\n",
       "      <td>@Kashoutnhy_ @lul_dope yall have the notes fro...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
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       "      <td>Fri May 01 00:20:59 +0000 2015</td>\n",
       "      <td>2015-05-01 02:20:59</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
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       "    <tr>\n",
       "      <th>10396</th>\n",
       "      <td>593932881887649792</td>\n",
       "      <td>@finekiara_ wow get them from somebody</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
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       "      <td>Fri May 01 00:20:08 +0000 2015</td>\n",
       "      <td>2015-05-01 02:20:08</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
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       "    <tr>\n",
       "      <th>10397</th>\n",
       "      <td>593932430395965440</td>\n",
       "      <td>@finekiara_ i need it now...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
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       "      <td>Fri May 01 00:18:20 +0000 2015</td>\n",
       "      <td>2015-05-01 02:18:20</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
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       "    <tr>\n",
       "      <th>10398</th>\n",
       "      <td>593930966177026048</td>\n",
       "      <td>@finekiara_ send me the notes please &amp;amp; tge...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
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       "      <td>2015-05-01 13:03:14</td>\n",
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       "    <tr>\n",
       "      <th>10399</th>\n",
       "      <td>593929511797923840</td>\n",
       "      <td>Future Still My Man</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
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       "      <td>Fri May 01 00:06:44 +0000 2015</td>\n",
       "      <td>2015-05-01 02:06:44</td>\n",
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       "      <td>2015-05-01 13:03:14</td>\n",
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       "    <tr>\n",
       "      <th>10400</th>\n",
       "      <td>593928703635226625</td>\n",
       "      <td>She gone put a nigga name on it</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
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       "      <td>Fri May 01 00:03:32 +0000 2015</td>\n",
       "      <td>2015-05-01 02:03:32</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
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       "    <tr>\n",
       "      <th>10401</th>\n",
       "      <td>593928623368839168</td>\n",
       "      <td>RT @PromPics: They got it.</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.934123e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Fri May 01 00:03:13 +0000 2015</td>\n",
       "      <td>2015-05-01 02:03:13</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>10402</th>\n",
       "      <td>593928392216547328</td>\n",
       "      <td>RT @Adorespecialk: Ur bf/gf don't have to look...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Fri May 01 00:02:18 +0000 2015</td>\n",
       "      <td>2015-05-01 02:02:18</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>2015-05-01 13:03:14</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12412</th>\n",
       "      <td>582264925755695104</td>\n",
       "      <td>@blackmigo50 I TOLD YOU TO CALL ME</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.822646e+17</td>\n",
       "      <td>1.936301e+09</td>\n",
       "      <td>blackmigo50</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>Sun Mar 29 19:35:50 +0000 2015</td>\n",
       "      <td>2015-03-29 21:35:50</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
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       "    <tr>\n",
       "      <th>12413</th>\n",
       "      <td>582264215425159168</td>\n",
       "      <td>I been with the gang they luv me how I am</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
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       "      <td>0.000000e+00</td>\n",
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       "      <td>...</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>Sun Mar 29 19:33:01 +0000 2015</td>\n",
       "      <td>2015-03-29 21:33:01</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
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       "    <tr>\n",
       "      <th>12414</th>\n",
       "      <td>582264149603979264</td>\n",
       "      <td>2mg I Forgot about my Ex</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
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       "      <td>0.000000e+00</td>\n",
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       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sun Mar 29 19:32:45 +0000 2015</td>\n",
       "      <td>2015-03-29 21:32:45</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12415</th>\n",
       "      <td>582261352531562496</td>\n",
       "      <td>RT @ThePrettiest___:</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.822376e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sun Mar 29 19:21:38 +0000 2015</td>\n",
       "      <td>2015-03-29 21:21:38</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>12416</th>\n",
       "      <td>582261245954420736</td>\n",
       "      <td>RT @PR0MP0SALS: Me at prom http://t.co/DMOTzndRXK</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
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       "      <td>5.800382e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>Sun Mar 29 19:21:13 +0000 2015</td>\n",
       "      <td>2015-03-29 21:21:13</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12417</th>\n",
       "      <td>582260779031912448</td>\n",
       "      <td>@GGEDLO Im finna hyl off my house phone</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.822594e+17</td>\n",
       "      <td>1.494211e+08</td>\n",
       "      <td>ExplicitLyn_</td>\n",
       "      <td>0.000000e+00</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>Sun Mar 29 19:19:22 +0000 2015</td>\n",
       "      <td>2015-03-29 21:19:22</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
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       "    <tr>\n",
       "      <th>12418</th>\n",
       "      <td>582259500629016576</td>\n",
       "      <td>The park is still by my house...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>Sun Mar 29 19:14:17 +0000 2015</td>\n",
       "      <td>2015-03-29 21:14:17</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
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       "    <tr>\n",
       "      <th>12419</th>\n",
       "      <td>582259430605107200</td>\n",
       "      <td>@GGEDLO I Went M.I.A.</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.822560e+17</td>\n",
       "      <td>1.432957e+09</td>\n",
       "      <td>GGEDLO</td>\n",
       "      <td>0.000000e+00</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>Sun Mar 29 19:14:00 +0000 2015</td>\n",
       "      <td>2015-03-29 21:14:00</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
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       "    <tr>\n",
       "      <th>12420</th>\n",
       "      <td>582258540229894144</td>\n",
       "      <td>RT @GGEDLO: “@ExplicitLyn_: @GGEDLO I MISS YOU...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>Sun Mar 29 19:10:28 +0000 2015</td>\n",
       "      <td>2015-03-29 21:10:28</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
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       "    <tr>\n",
       "      <th>12421</th>\n",
       "      <td>582256059579965440</td>\n",
       "      <td>My mama n little sister b in the hotel every w...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
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       "      <td>Sun Mar 29 19:00:37 +0000 2015</td>\n",
       "      <td>2015-03-29 21:00:37</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12422</th>\n",
       "      <td>582255914750599168</td>\n",
       "      <td>@GGEDLO I MISS YOU TOO</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.822556e+17</td>\n",
       "      <td>1.432957e+09</td>\n",
       "      <td>GGEDLO</td>\n",
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       "      <td>Sun Mar 29 19:00:02 +0000 2015</td>\n",
       "      <td>2015-03-29 21:00:02</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
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       "    <tr>\n",
       "      <th>12423</th>\n",
       "      <td>582254973435572224</td>\n",
       "      <td>I cant wait for my prom seeing all these pics</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>Sun Mar 29 18:56:18 +0000 2015</td>\n",
       "      <td>2015-03-29 20:56:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
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       "    <tr>\n",
       "      <th>12424</th>\n",
       "      <td>582254869328711680</td>\n",
       "      <td>RT @zeezeetop_: Everybody Parent HadA Picture ...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>Sun Mar 29 18:55:53 +0000 2015</td>\n",
       "      <td>2015-03-29 20:55:53</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
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       "    <tr>\n",
       "      <th>12425</th>\n",
       "      <td>582252754191552512</td>\n",
       "      <td>\"@cheraecherae: I use to have so many friends....</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
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       "      <td>...</td>\n",
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       "      <td>Sun Mar 29 18:47:28 +0000 2015</td>\n",
       "      <td>2015-03-29 20:47:28</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12426</th>\n",
       "      <td>582252729122189312</td>\n",
       "      <td>\"@YungKDGod: Where Ice JJ fish been at\"I swear</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sun Mar 29 18:47:23 +0000 2015</td>\n",
       "      <td>2015-03-29 20:47:23</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
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       "    <tr>\n",
       "      <th>12427</th>\n",
       "      <td>582252626579836929</td>\n",
       "      <td>RT @DRAGON___BLOOD: I ❤️ this picture. http://...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>Sun Mar 29 18:46:58 +0000 2015</td>\n",
       "      <td>2015-03-29 20:46:58</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
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       "    <tr>\n",
       "      <th>12428</th>\n",
       "      <td>582218178916454400</td>\n",
       "      <td>RT @PreciselyDana: 15 Days</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>5.822157e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>Sun Mar 29 16:30:05 +0000 2015</td>\n",
       "      <td>2015-03-29 18:30:05</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12429</th>\n",
       "      <td>582218150055440384</td>\n",
       "      <td>@PreciselyDana dm me ur number</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>2.293443e+09</td>\n",
       "      <td>PreciselyDana</td>\n",
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       "      <td>2015-03-29 18:29:58</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12430</th>\n",
       "      <td>582217967787741185</td>\n",
       "      <td>I dont even wear Gym Shoes Like That but I wan...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>Sun Mar 29 16:29:15 +0000 2015</td>\n",
       "      <td>2015-03-29 18:29:15</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12431</th>\n",
       "      <td>582215995114299393</td>\n",
       "      <td>RT @whxsper: A black woman was thrown in a men...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
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       "      <td>5.809449e+17</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>0.0</td>\n",
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       "      <td>Sun Mar 29 16:21:24 +0000 2015</td>\n",
       "      <td>2015-03-29 18:21:24</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12432</th>\n",
       "      <td>582028782296543232</td>\n",
       "      <td>Really need to go get a my card tomorrow</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
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       "      <td>...</td>\n",
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       "      <td>Sun Mar 29 03:57:29 +0000 2015</td>\n",
       "      <td>2015-03-29 05:57:29</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>12433</th>\n",
       "      <td>582028656182235136</td>\n",
       "      <td>@KnownAs_Diamond Same</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.820282e+17</td>\n",
       "      <td>3.823304e+08</td>\n",
       "      <td>KnownAs_Diamond</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>Sun Mar 29 03:56:59 +0000 2015</td>\n",
       "      <td>2015-03-29 05:56:59</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>12434</th>\n",
       "      <td>582028392469520384</td>\n",
       "      <td>RT @___Brookiee: Once class of 16' graduate hi...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.818959e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>Sun Mar 29 03:55:56 +0000 2015</td>\n",
       "      <td>2015-03-29 05:55:56</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12435</th>\n",
       "      <td>582028038151471104</td>\n",
       "      <td>@KnownAs_Diamond WHAT YOU DOING</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.820277e+17</td>\n",
       "      <td>3.823304e+08</td>\n",
       "      <td>KnownAs_Diamond</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>Sun Mar 29 03:54:32 +0000 2015</td>\n",
       "      <td>2015-03-29 05:54:32</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>12436</th>\n",
       "      <td>582027689588101120</td>\n",
       "      <td>@KnownAs_Diamond DIAMOND</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>3.823304e+08</td>\n",
       "      <td>KnownAs_Diamond</td>\n",
       "      <td>0.000000e+00</td>\n",
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       "      <td>Sun Mar 29 03:53:09 +0000 2015</td>\n",
       "      <td>2015-03-29 05:53:09</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>12437</th>\n",
       "      <td>582027268865724416</td>\n",
       "      <td>This one person stuff so irra</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
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       "      <td>Sun Mar 29 03:51:29 +0000 2015</td>\n",
       "      <td>2015-03-29 05:51:29</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>12438</th>\n",
       "      <td>582027159780212736</td>\n",
       "      <td>RT @_ThefamousReko: Want my hoes back. I know ...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>5.820269e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Sun Mar 29 03:51:03 +0000 2015</td>\n",
       "      <td>2015-03-29 05:51:03</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12439</th>\n",
       "      <td>582027121054199808</td>\n",
       "      <td>@DamnYou_Pretty U look cute girl</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.820268e+17</td>\n",
       "      <td>3.133598e+08</td>\n",
       "      <td>DamnYou_Pretty</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Sun Mar 29 03:50:53 +0000 2015</td>\n",
       "      <td>2015-03-29 05:50:53</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12440</th>\n",
       "      <td>582026879449710592</td>\n",
       "      <td>RT @Tkillaaaa_: \"@ExplicitLyn_: Yall needa bea...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.820268e+17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>Sun Mar 29 03:49:56 +0000 2015</td>\n",
       "      <td>2015-03-29 05:49:56</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12441</th>\n",
       "      <td>582026577715691520</td>\n",
       "      <td>Yall needa beat yall niggas ass or sum cuz the...</td>\n",
       "      <td>&lt;a href=\"https://twitter.com/download/android\"...</td>\n",
       "      <td>149421076.0</td>\n",
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       "      <td>...</td>\n",
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       "      <td>Sun Mar 29 03:48:44 +0000 2015</td>\n",
       "      <td>2015-03-29 05:48:44</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>2015-05-01 13:03:18</td>\n",
       "      <td>en</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2069 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       id                                               text  \\\n",
       "10373  593940855339155456  RT @YVNGXJAY: Weirdly fuckin with these . http...   \n",
       "10374  593940537029197825  RT @YG_Tooly: @ExplicitLyn_ as soon as I got h...   \n",
       "10375  593940235404251136  This Nigga Norman tweakin Thinking He Norma #B...   \n",
       "10376  593939459164360704               @YG_Tooly lol I didnt even taste it    \n",
       "10377  593938981290553344                            This Nigga Sent Emojis    \n",
       "10378  593938617384325120                       @YG_Tooly that cake was good   \n",
       "10379  593938126952792064  @VLungz I can hold water ,thanks but dm me a hint   \n",
       "10380  593937986590388224         #TBT #Turnabout2k15 http://t.co/u5mjyv2uGz   \n",
       "10381  593937447865618432  @VLungz lol shut up cuz now I really want too ...   \n",
       "10382  593937248288051200  Dont Really Fuck With Basketball, Im a Footbal...   \n",
       "10383  593936683667689475      RT @Its_Koi: It's crazy how fu mfs can be smh   \n",
       "10384  593936487131062272  RT @VLungz: @ExplicitLyn_ we gone run into eac...   \n",
       "10385  593936449730441216                   Why that girl go with yung thug    \n",
       "10386  593936247523045376  RT @Meyonce__: Lol if u blocked me after we go...   \n",
       "10387  593935586337128448  Jaquees uglass always fucking up my songs and ...   \n",
       "10388  593935354006212609          @VLungz -_- you know where my locker at ?   \n",
       "10389  593935202772230144  RT @VLungz: @ExplicitLyn_ Demo with me tomorro...   \n",
       "10390  593934455909285888  RT @TheyLove_Jp: The Bears Shouldve Traded For...   \n",
       "10391  593934029013024768                                         @YG_Tooly    \n",
       "10392  593933759709376512                Treat You Like a Real One Posed Too   \n",
       "10393  593933563877335040                   @YG_Tooly who yo algebra teacher   \n",
       "10394  593933197928505345                        @KinggMikeyy who yo teacher   \n",
       "10395  593933097005121536  @Kashoutnhy_ @lul_dope yall have the notes fro...   \n",
       "10396  593932881887649792             @finekiara_ wow get them from somebody   \n",
       "10397  593932430395965440                       @finekiara_ i need it now...   \n",
       "10398  593930966177026048  @finekiara_ send me the notes please &amp; tge...   \n",
       "10399  593929511797923840                               Future Still My Man    \n",
       "10400  593928703635226625                   She gone put a nigga name on it    \n",
       "10401  593928623368839168                        RT @PromPics: They got it.    \n",
       "10402  593928392216547328  RT @Adorespecialk: Ur bf/gf don't have to look...   \n",
       "...                   ...                                                ...   \n",
       "12412  582264925755695104                 @blackmigo50 I TOLD YOU TO CALL ME   \n",
       "12413  582264215425159168          I been with the gang they luv me how I am   \n",
       "12414  582264149603979264                          2mg I Forgot about my Ex    \n",
       "12415  582261352531562496                              RT @ThePrettiest___:    \n",
       "12416  582261245954420736  RT @PR0MP0SALS: Me at prom http://t.co/DMOTzndRXK   \n",
       "12417  582260779031912448            @GGEDLO Im finna hyl off my house phone   \n",
       "12418  582259500629016576                   The park is still by my house...   \n",
       "12419  582259430605107200                              @GGEDLO I Went M.I.A.   \n",
       "12420  582258540229894144  RT @GGEDLO: “@ExplicitLyn_: @GGEDLO I MISS YOU...   \n",
       "12421  582256059579965440  My mama n little sister b in the hotel every w...   \n",
       "12422  582255914750599168                             @GGEDLO I MISS YOU TOO   \n",
       "12423  582254973435572224      I cant wait for my prom seeing all these pics   \n",
       "12424  582254869328711680  RT @zeezeetop_: Everybody Parent HadA Picture ...   \n",
       "12425  582252754191552512  \"@cheraecherae: I use to have so many friends....   \n",
       "12426  582252729122189312     \"@YungKDGod: Where Ice JJ fish been at\"I swear   \n",
       "12427  582252626579836929  RT @DRAGON___BLOOD: I ❤️ this picture. http://...   \n",
       "12428  582218178916454400                         RT @PreciselyDana: 15 Days   \n",
       "12429  582218150055440384                     @PreciselyDana dm me ur number   \n",
       "12430  582217967787741185  I dont even wear Gym Shoes Like That but I wan...   \n",
       "12431  582215995114299393  RT @whxsper: A black woman was thrown in a men...   \n",
       "12432  582028782296543232          Really need to go get a my card tomorrow    \n",
       "12433  582028656182235136                             @KnownAs_Diamond Same    \n",
       "12434  582028392469520384  RT @___Brookiee: Once class of 16' graduate hi...   \n",
       "12435  582028038151471104                    @KnownAs_Diamond WHAT YOU DOING   \n",
       "12436  582027689588101120                           @KnownAs_Diamond DIAMOND   \n",
       "12437  582027268865724416                     This one person stuff so irra    \n",
       "12438  582027159780212736  RT @_ThefamousReko: Want my hoes back. I know ...   \n",
       "12439  582027121054199808                  @DamnYou_Pretty U look cute girl    \n",
       "12440  582026879449710592  RT @Tkillaaaa_: \"@ExplicitLyn_: Yall needa bea...   \n",
       "12441  582026577715691520  Yall needa beat yall niggas ass or sum cuz the...   \n",
       "\n",
       "                                                  source      user_id  \\\n",
       "10373  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10374  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10375  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10376  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10377  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10378  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10379  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10380  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10381  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10382  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10383  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10384  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10385  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10386  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10387  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10388  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10389  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10390  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10391  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10392  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10393  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10394  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10395  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10396  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10397  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10398  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10399  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10400  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10401  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "10402  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "...                                                  ...          ...   \n",
       "12412  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12413  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12414  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12415  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12416  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12417  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12418  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12419  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12420  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12421  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12422  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12423  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12424  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12425  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12426  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12427  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12428  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12429  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12430  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12431  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12432  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12433  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12434  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12435  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12436  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12437  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12438  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12439  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12440  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "12441  <a href=\"https://twitter.com/download/android\"...  149421076.0   \n",
       "\n",
       "       truncated  in_reply_to_status_id  in_reply_to_user_id  \\\n",
       "10373        NaN           0.000000e+00         0.000000e+00   \n",
       "10374        NaN           0.000000e+00         0.000000e+00   \n",
       "10375        NaN           0.000000e+00         0.000000e+00   \n",
       "10376        NaN           5.939391e+17         3.331303e+08   \n",
       "10377        NaN           0.000000e+00         0.000000e+00   \n",
       "10378        NaN           5.939382e+17         3.331303e+08   \n",
       "10379        NaN           5.939376e+17         1.646176e+09   \n",
       "10380        NaN           0.000000e+00         0.000000e+00   \n",
       "10381        NaN           5.939372e+17         1.646176e+09   \n",
       "10382        NaN           0.000000e+00         0.000000e+00   \n",
       "10383        NaN           0.000000e+00         0.000000e+00   \n",
       "10384        NaN           0.000000e+00         0.000000e+00   \n",
       "10385        NaN           0.000000e+00         0.000000e+00   \n",
       "10386        NaN           0.000000e+00         0.000000e+00   \n",
       "10387        NaN           0.000000e+00         0.000000e+00   \n",
       "10388        NaN           5.939353e+17         1.646176e+09   \n",
       "10389        NaN           0.000000e+00         0.000000e+00   \n",
       "10390        NaN           0.000000e+00         0.000000e+00   \n",
       "10391        NaN           5.939337e+17         3.331303e+08   \n",
       "10392        NaN           0.000000e+00         0.000000e+00   \n",
       "10393        NaN           5.939334e+17         3.331303e+08   \n",
       "10394        NaN           0.000000e+00         2.308359e+09   \n",
       "10395        NaN           0.000000e+00         2.275130e+09   \n",
       "10396        NaN           5.939326e+17         1.618695e+09   \n",
       "10397        NaN           5.939311e+17         1.618695e+09   \n",
       "10398        NaN           0.000000e+00         1.618695e+09   \n",
       "10399        NaN           0.000000e+00         0.000000e+00   \n",
       "10400        NaN           0.000000e+00         0.000000e+00   \n",
       "10401        NaN           0.000000e+00         0.000000e+00   \n",
       "10402        NaN           0.000000e+00         0.000000e+00   \n",
       "...          ...                    ...                  ...   \n",
       "12412        NaN           5.822646e+17         1.936301e+09   \n",
       "12413        NaN           0.000000e+00         0.000000e+00   \n",
       "12414        NaN           0.000000e+00         0.000000e+00   \n",
       "12415        NaN           0.000000e+00         0.000000e+00   \n",
       "12416        NaN           0.000000e+00         0.000000e+00   \n",
       "12417        NaN           5.822594e+17         1.494211e+08   \n",
       "12418        NaN           0.000000e+00         0.000000e+00   \n",
       "12419        NaN           5.822560e+17         1.432957e+09   \n",
       "12420        NaN           0.000000e+00         0.000000e+00   \n",
       "12421        NaN           0.000000e+00         0.000000e+00   \n",
       "12422        NaN           5.822556e+17         1.432957e+09   \n",
       "12423        NaN           0.000000e+00         0.000000e+00   \n",
       "12424        NaN           0.000000e+00         0.000000e+00   \n",
       "12425        NaN           0.000000e+00         0.000000e+00   \n",
       "12426        NaN           0.000000e+00         0.000000e+00   \n",
       "12427        NaN           0.000000e+00         0.000000e+00   \n",
       "12428        NaN           0.000000e+00         0.000000e+00   \n",
       "12429        NaN           0.000000e+00         2.293443e+09   \n",
       "12430        NaN           0.000000e+00         0.000000e+00   \n",
       "12431        NaN           0.000000e+00         0.000000e+00   \n",
       "12432        NaN           0.000000e+00         0.000000e+00   \n",
       "12433        NaN           5.820282e+17         3.823304e+08   \n",
       "12434        NaN           0.000000e+00         0.000000e+00   \n",
       "12435        NaN           5.820277e+17         3.823304e+08   \n",
       "12436        NaN           0.000000e+00         3.823304e+08   \n",
       "12437        NaN           0.000000e+00         0.000000e+00   \n",
       "12438        NaN           0.000000e+00         0.000000e+00   \n",
       "12439        NaN           5.820268e+17         3.133598e+08   \n",
       "12440        NaN           0.000000e+00         0.000000e+00   \n",
       "12441        NaN           0.000000e+00         0.000000e+00   \n",
       "\n",
       "      in_reply_to_screen_name  retweeted_status_id  geo   ...     \\\n",
       "10373                     NaN         5.939385e+17  NaN   ...      \n",
       "10374                     NaN         5.939391e+17  NaN   ...      \n",
       "10375                     NaN         0.000000e+00  NaN   ...      \n",
       "10376                YG_Tooly         0.000000e+00  NaN   ...      \n",
       "10377                     NaN         0.000000e+00  NaN   ...      \n",
       "10378                YG_Tooly         0.000000e+00  NaN   ...      \n",
       "10379                  VLungz         0.000000e+00  NaN   ...      \n",
       "10380                     NaN         0.000000e+00  NaN   ...      \n",
       "10381                  VLungz         0.000000e+00  NaN   ...      \n",
       "10382                     NaN         0.000000e+00  NaN   ...      \n",
       "10383                     NaN         5.939356e+17  NaN   ...      \n",
       "10384                     NaN         5.939362e+17  NaN   ...      \n",
       "10385                     NaN         0.000000e+00  NaN   ...      \n",
       "10386                     NaN         5.939359e+17  NaN   ...      \n",
       "10387                     NaN         0.000000e+00  NaN   ...      \n",
       "10388                  VLungz         0.000000e+00  NaN   ...      \n",
       "10389                     NaN         5.939349e+17  NaN   ...      \n",
       "10390                     NaN         5.939338e+17  NaN   ...      \n",
       "10391                YG_Tooly         0.000000e+00  NaN   ...      \n",
       "10392                     NaN         0.000000e+00  NaN   ...      \n",
       "10393                YG_Tooly         0.000000e+00  NaN   ...      \n",
       "10394             KinggMikeyy         0.000000e+00  NaN   ...      \n",
       "10395             Kashoutnhy_         0.000000e+00  NaN   ...      \n",
       "10396              finekiara_         0.000000e+00  NaN   ...      \n",
       "10397              finekiara_         0.000000e+00  NaN   ...      \n",
       "10398              finekiara_         0.000000e+00  NaN   ...      \n",
       "10399                     NaN         0.000000e+00  NaN   ...      \n",
       "10400                     NaN         0.000000e+00  NaN   ...      \n",
       "10401                     NaN         5.934123e+17  NaN   ...      \n",
       "10402                     NaN         5.939254e+17  NaN   ...      \n",
       "...                       ...                  ...  ...   ...      \n",
       "12412             blackmigo50         0.000000e+00  NaN   ...      \n",
       "12413                     NaN         0.000000e+00  NaN   ...      \n",
       "12414                     NaN         0.000000e+00  NaN   ...      \n",
       "12415                     NaN         5.822376e+17  NaN   ...      \n",
       "12416                     NaN         5.800382e+17  NaN   ...      \n",
       "12417            ExplicitLyn_         0.000000e+00  NaN   ...      \n",
       "12418                     NaN         0.000000e+00  NaN   ...      \n",
       "12419                  GGEDLO         0.000000e+00  NaN   ...      \n",
       "12420                     NaN         5.822560e+17  NaN   ...      \n",
       "12421                     NaN         0.000000e+00  NaN   ...      \n",
       "12422                  GGEDLO         0.000000e+00  NaN   ...      \n",
       "12423                     NaN         0.000000e+00  NaN   ...      \n",
       "12424                     NaN         5.769483e+17  NaN   ...      \n",
       "12425                     NaN         0.000000e+00  NaN   ...      \n",
       "12426                     NaN         0.000000e+00  NaN   ...      \n",
       "12427                     NaN         5.822010e+17  NaN   ...      \n",
       "12428                     NaN         5.822157e+17  NaN   ...      \n",
       "12429           PreciselyDana         0.000000e+00  NaN   ...      \n",
       "12430                     NaN         0.000000e+00  NaN   ...      \n",
       "12431                     NaN         5.809449e+17  NaN   ...      \n",
       "12432                     NaN         0.000000e+00  NaN   ...      \n",
       "12433         KnownAs_Diamond         0.000000e+00  NaN   ...      \n",
       "12434                     NaN         5.818959e+17  NaN   ...      \n",
       "12435         KnownAs_Diamond         0.000000e+00  NaN   ...      \n",
       "12436         KnownAs_Diamond         0.000000e+00  NaN   ...      \n",
       "12437                     NaN         0.000000e+00  NaN   ...      \n",
       "12438                     NaN         5.820269e+17  NaN   ...      \n",
       "12439          DamnYou_Pretty         0.000000e+00  NaN   ...      \n",
       "12440                     NaN         5.820268e+17  NaN   ...      \n",
       "12441                     NaN         0.000000e+00  NaN   ...      \n",
       "\n",
       "      possibly_sensitive  num_hashtags  num_urls  num_mentions  \\\n",
       "10373                1.0           0.0       0.0           1.0   \n",
       "10374                NaN           0.0       0.0           2.0   \n",
       "10375                NaN           1.0       0.0           0.0   \n",
       "10376                NaN           0.0       0.0           1.0   \n",
       "10377                NaN           0.0       0.0           0.0   \n",
       "10378                NaN           0.0       0.0           1.0   \n",
       "10379                NaN           0.0       0.0           1.0   \n",
       "10380                1.0           2.0       0.0           0.0   \n",
       "10381                NaN           0.0       0.0           1.0   \n",
       "10382                NaN           0.0       0.0           0.0   \n",
       "10383                NaN           0.0       0.0           1.0   \n",
       "10384                NaN           0.0       0.0           2.0   \n",
       "10385                NaN           0.0       0.0           0.0   \n",
       "10386                NaN           0.0       0.0           1.0   \n",
       "10387                NaN           0.0       0.0           0.0   \n",
       "10388                NaN           0.0       0.0           1.0   \n",
       "10389                NaN           0.0       0.0           2.0   \n",
       "10390                NaN           0.0       0.0           1.0   \n",
       "10391                NaN           0.0       0.0           1.0   \n",
       "10392                NaN           0.0       0.0           0.0   \n",
       "10393                NaN           0.0       0.0           1.0   \n",
       "10394                NaN           0.0       0.0           1.0   \n",
       "10395                NaN           0.0       0.0           2.0   \n",
       "10396                NaN           0.0       0.0           1.0   \n",
       "10397                NaN           0.0       0.0           1.0   \n",
       "10398                NaN           0.0       0.0           1.0   \n",
       "10399                NaN           0.0       0.0           0.0   \n",
       "10400                NaN           0.0       0.0           0.0   \n",
       "10401                1.0           1.0       0.0           1.0   \n",
       "10402                1.0           0.0       0.0           1.0   \n",
       "...                  ...           ...       ...           ...   \n",
       "12412                NaN           0.0       0.0           1.0   \n",
       "12413                NaN           0.0       0.0           0.0   \n",
       "12414                NaN           0.0       0.0           0.0   \n",
       "12415                1.0           0.0       0.0           1.0   \n",
       "12416                1.0           0.0       0.0           1.0   \n",
       "12417                NaN           0.0       0.0           1.0   \n",
       "12418                NaN           0.0       0.0           0.0   \n",
       "12419                NaN           0.0       0.0           1.0   \n",
       "12420                NaN           0.0       0.0           3.0   \n",
       "12421                NaN           0.0       0.0           0.0   \n",
       "12422                NaN           0.0       0.0           1.0   \n",
       "12423                NaN           0.0       0.0           0.0   \n",
       "12424                1.0           0.0       0.0           1.0   \n",
       "12425                NaN           0.0       0.0           1.0   \n",
       "12426                NaN           0.0       0.0           1.0   \n",
       "12427                1.0           0.0       0.0           1.0   \n",
       "12428                NaN           0.0       0.0           1.0   \n",
       "12429                NaN           0.0       0.0           1.0   \n",
       "12430                NaN           0.0       0.0           0.0   \n",
       "12431                1.0           0.0       0.0           1.0   \n",
       "12432                NaN           0.0       0.0           0.0   \n",
       "12433                NaN           0.0       0.0           1.0   \n",
       "12434                NaN           0.0       0.0           1.0   \n",
       "12435                NaN           0.0       0.0           1.0   \n",
       "12436                NaN           0.0       0.0           1.0   \n",
       "12437                NaN           0.0       0.0           0.0   \n",
       "12438                NaN           0.0       0.0           0.0   \n",
       "12439                NaN           0.0       0.0           1.0   \n",
       "12440                NaN           0.0       0.0           2.0   \n",
       "12441                NaN           0.0       0.0           0.0   \n",
       "\n",
       "                           created_at            timestamp  \\\n",
       "10373  Fri May 01 00:51:49 +0000 2015  2015-05-01 02:51:49   \n",
       "10374  Fri May 01 00:50:33 +0000 2015  2015-05-01 02:50:33   \n",
       "10375  Fri May 01 00:49:21 +0000 2015  2015-05-01 02:49:21   \n",
       "10376  Fri May 01 00:46:16 +0000 2015  2015-05-01 02:46:16   \n",
       "10377  Fri May 01 00:44:22 +0000 2015  2015-05-01 02:44:22   \n",
       "10378  Fri May 01 00:42:55 +0000 2015  2015-05-01 02:42:55   \n",
       "10379  Fri May 01 00:40:58 +0000 2015  2015-05-01 02:40:58   \n",
       "10380  Fri May 01 00:40:25 +0000 2015  2015-05-01 02:40:25   \n",
       "10381  Fri May 01 00:38:17 +0000 2015  2015-05-01 02:38:17   \n",
       "10382  Fri May 01 00:37:29 +0000 2015  2015-05-01 02:37:29   \n",
       "10383  Fri May 01 00:35:14 +0000 2015  2015-05-01 02:35:14   \n",
       "10384  Fri May 01 00:34:27 +0000 2015  2015-05-01 02:34:27   \n",
       "10385  Fri May 01 00:34:19 +0000 2015  2015-05-01 02:34:19   \n",
       "10386  Fri May 01 00:33:30 +0000 2015  2015-05-01 02:33:30   \n",
       "10387  Fri May 01 00:30:53 +0000 2015  2015-05-01 02:30:53   \n",
       "10388  Fri May 01 00:29:57 +0000 2015  2015-05-01 02:29:57   \n",
       "10389  Fri May 01 00:29:21 +0000 2015  2015-05-01 02:29:21   \n",
       "10390  Fri May 01 00:26:23 +0000 2015  2015-05-01 02:26:23   \n",
       "10391  Fri May 01 00:24:41 +0000 2015  2015-05-01 02:24:41   \n",
       "10392  Fri May 01 00:23:37 +0000 2015  2015-05-01 02:23:37   \n",
       "10393  Fri May 01 00:22:51 +0000 2015  2015-05-01 02:22:51   \n",
       "10394  Fri May 01 00:21:23 +0000 2015  2015-05-01 02:21:23   \n",
       "10395  Fri May 01 00:20:59 +0000 2015  2015-05-01 02:20:59   \n",
       "10396  Fri May 01 00:20:08 +0000 2015  2015-05-01 02:20:08   \n",
       "10397  Fri May 01 00:18:20 +0000 2015  2015-05-01 02:18:20   \n",
       "10398  Fri May 01 00:12:31 +0000 2015  2015-05-01 02:12:31   \n",
       "10399  Fri May 01 00:06:44 +0000 2015  2015-05-01 02:06:44   \n",
       "10400  Fri May 01 00:03:32 +0000 2015  2015-05-01 02:03:32   \n",
       "10401  Fri May 01 00:03:13 +0000 2015  2015-05-01 02:03:13   \n",
       "10402  Fri May 01 00:02:18 +0000 2015  2015-05-01 02:02:18   \n",
       "...                               ...                  ...   \n",
       "12412  Sun Mar 29 19:35:50 +0000 2015  2015-03-29 21:35:50   \n",
       "12413  Sun Mar 29 19:33:01 +0000 2015  2015-03-29 21:33:01   \n",
       "12414  Sun Mar 29 19:32:45 +0000 2015  2015-03-29 21:32:45   \n",
       "12415  Sun Mar 29 19:21:38 +0000 2015  2015-03-29 21:21:38   \n",
       "12416  Sun Mar 29 19:21:13 +0000 2015  2015-03-29 21:21:13   \n",
       "12417  Sun Mar 29 19:19:22 +0000 2015  2015-03-29 21:19:22   \n",
       "12418  Sun Mar 29 19:14:17 +0000 2015  2015-03-29 21:14:17   \n",
       "12419  Sun Mar 29 19:14:00 +0000 2015  2015-03-29 21:14:00   \n",
       "12420  Sun Mar 29 19:10:28 +0000 2015  2015-03-29 21:10:28   \n",
       "12421  Sun Mar 29 19:00:37 +0000 2015  2015-03-29 21:00:37   \n",
       "12422  Sun Mar 29 19:00:02 +0000 2015  2015-03-29 21:00:02   \n",
       "12423  Sun Mar 29 18:56:18 +0000 2015  2015-03-29 20:56:18   \n",
       "12424  Sun Mar 29 18:55:53 +0000 2015  2015-03-29 20:55:53   \n",
       "12425  Sun Mar 29 18:47:28 +0000 2015  2015-03-29 20:47:28   \n",
       "12426  Sun Mar 29 18:47:23 +0000 2015  2015-03-29 20:47:23   \n",
       "12427  Sun Mar 29 18:46:58 +0000 2015  2015-03-29 20:46:58   \n",
       "12428  Sun Mar 29 16:30:05 +0000 2015  2015-03-29 18:30:05   \n",
       "12429  Sun Mar 29 16:29:58 +0000 2015  2015-03-29 18:29:58   \n",
       "12430  Sun Mar 29 16:29:15 +0000 2015  2015-03-29 18:29:15   \n",
       "12431  Sun Mar 29 16:21:24 +0000 2015  2015-03-29 18:21:24   \n",
       "12432  Sun Mar 29 03:57:29 +0000 2015  2015-03-29 05:57:29   \n",
       "12433  Sun Mar 29 03:56:59 +0000 2015  2015-03-29 05:56:59   \n",
       "12434  Sun Mar 29 03:55:56 +0000 2015  2015-03-29 05:55:56   \n",
       "12435  Sun Mar 29 03:54:32 +0000 2015  2015-03-29 05:54:32   \n",
       "12436  Sun Mar 29 03:53:09 +0000 2015  2015-03-29 05:53:09   \n",
       "12437  Sun Mar 29 03:51:29 +0000 2015  2015-03-29 05:51:29   \n",
       "12438  Sun Mar 29 03:51:03 +0000 2015  2015-03-29 05:51:03   \n",
       "12439  Sun Mar 29 03:50:53 +0000 2015  2015-03-29 05:50:53   \n",
       "12440  Sun Mar 29 03:49:56 +0000 2015  2015-03-29 05:49:56   \n",
       "12441  Sun Mar 29 03:48:44 +0000 2015  2015-03-29 05:48:44   \n",
       "\n",
       "                crawled_at              updated  lang  sent_sc  \n",
       "10373  2015-05-01 13:03:14  2015-05-01 13:03:14    en       -1  \n",
       "10374  2015-05-01 13:03:14  2015-05-01 13:03:14    en        1  \n",
       "10375  2015-05-01 13:03:14  2015-05-01 13:03:14    en        0  \n",
       "10376  2015-05-01 13:03:14  2015-05-01 13:03:14    en        1  \n",
       "10377  2015-05-01 13:03:14  2015-05-01 13:03:14    en        0  \n",
       "10378  2015-05-01 13:03:14  2015-05-01 13:03:14    en        1  \n",
       "10379  2015-05-01 13:03:14  2015-05-01 13:03:14    en        1  \n",
       "10380  2015-05-01 13:03:14  2015-05-01 13:03:14    en        0  \n",
       "10381  2015-05-01 13:03:14  2015-05-01 13:03:14    en        1  \n",
       "10382  2015-05-01 13:03:14  2015-05-01 13:03:14    en        1  \n",
       "10383  2015-05-01 13:03:14  2015-05-01 13:03:14    en       -1  \n",
       "10384  2015-05-01 13:03:14  2015-05-01 13:03:14    en        0  \n",
       "10385  2015-05-01 13:03:14  2015-05-01 13:03:14    en        0  \n",
       "10386  2015-05-01 13:03:14  2015-05-01 13:03:14    en        1  \n",
       "10387  2015-05-01 13:03:14  2015-05-01 13:03:14    en       -1  \n",
       "10388  2015-05-01 13:03:14  2015-05-01 13:03:14    en        0  \n",
       "10389  2015-05-01 13:03:14  2015-05-01 13:03:14    en        0  \n",
       "10390  2015-05-01 13:03:14  2015-05-01 13:03:14    en        0  \n",
       "10391  2015-05-01 13:03:14  2015-05-01 13:03:14    en        0  \n",
       "10392  2015-05-01 13:03:14  2015-05-01 13:03:14    en        1  \n",
       "10393  2015-05-01 13:03:14  2015-05-01 13:03:14    en        0  \n",
       "10394  2015-05-01 13:03:14  2015-05-01 13:03:14    en        0  \n",
       "10395  2015-05-01 13:03:14  2015-05-01 13:03:14    en        0  \n",
       "10396  2015-05-01 13:03:14  2015-05-01 13:03:14    en        1  \n",
       "10397  2015-05-01 13:03:14  2015-05-01 13:03:14    en        0  \n",
       "10398  2015-05-01 13:03:14  2015-05-01 13:03:14    en        0  \n",
       "10399  2015-05-01 13:03:14  2015-05-01 13:03:14    en        0  \n",
       "10400  2015-05-01 13:03:14  2015-05-01 13:03:14    en        0  \n",
       "10401  2015-05-01 13:03:14  2015-05-01 13:03:14    en        0  \n",
       "10402  2015-05-01 13:03:14  2015-05-01 13:03:14    en        1  \n",
       "...                    ...                  ...   ...      ...  \n",
       "12412  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12413  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12414  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12415  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12416  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12417  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12418  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12419  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12420  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12421  2015-05-01 13:03:18  2015-05-01 13:03:18    en       -1  \n",
       "12422  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12423  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12424  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12425  2015-05-01 13:03:18  2015-05-01 13:03:18    en        1  \n",
       "12426  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12427  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12428  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12429  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12430  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12431  2015-05-01 13:03:18  2015-05-01 13:03:18    en       -1  \n",
       "12432  2015-05-01 13:03:18  2015-05-01 13:03:18    en        1  \n",
       "12433  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12434  2015-05-01 13:03:18  2015-05-01 13:03:18    en        1  \n",
       "12435  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12436  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12437  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12438  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12439  2015-05-01 13:03:18  2015-05-01 13:03:18    en        1  \n",
       "12440  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "12441  2015-05-01 13:03:18  2015-05-01 13:03:18    en        0  \n",
       "\n",
       "[2069 rows x 27 columns]"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_tweet[new_tweet.user_id == 149421076]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'text', 'source', 'user_id', 'truncated', 'in_reply_to_status_id',\n",
       "       'in_reply_to_user_id', 'in_reply_to_screen_name', 'retweeted_status_id',\n",
       "       'geo', 'place', 'contributors', 'retweet_count', 'reply_count',\n",
       "       'favorite_count', 'favorited', 'retweeted', 'possibly_sensitive',\n",
       "       'num_hashtags', 'num_urls', 'num_mentions', 'created_at', 'timestamp',\n",
       "       'crawled_at', 'updated', 'lang', 'sent_sc'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_tweet.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['', '', '', ..., '', '', ''], dtype=object)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s_u.twt.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for id in user_genuine.id.unique():\n",
    "    if name in all_twt_users:\n",
    "        user_genuine = user_genuine[user_genuine.id == ]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3474"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(user_genuine.screen_name.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['screen_name', 'created_at', 'eng_twts', 'fav_count', 'retwt_count',\n",
      "       'lang', 'src_url'],\n",
      "      dtype='object')\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>screen_name</th>\n",
       "      <th>created_at</th>\n",
       "      <th>eng_twts</th>\n",
       "      <th>fav_count</th>\n",
       "      <th>retwt_count</th>\n",
       "      <th>lang</th>\n",
       "      <th>src_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>wadespeters</td>\n",
       "      <td>2015-05-01 19:22:27</td>\n",
       "      <td>@darepools</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>und</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2018-07-27 14:11:53</td>\n",
       "      <td>@KAKEnews if the cop car stopped the man would...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>https://mobile.twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2017-02-22 03:20:33</td>\n",
       "      <td>@BrewerForKansas ready to work now Kathy Marym...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-04-04 18:41:54</td>\n",
       "      <td>@AndreMa80611906 hey cousin. ..my twin...love ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-04-04 17:04:03</td>\n",
       "      <td>https://t.co/hLeApzwoIv</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>und</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       screen_name           created_at  \\\n",
       "0      wadespeters  2015-05-01 19:22:27   \n",
       "1  191a5bd05da04dc  2018-07-27 14:11:53   \n",
       "2  191a5bd05da04dc  2017-02-22 03:20:33   \n",
       "3  191a5bd05da04dc  2016-04-04 18:41:54   \n",
       "4  191a5bd05da04dc  2016-04-04 17:04:03   \n",
       "\n",
       "                                            eng_twts  fav_count  retwt_count  \\\n",
       "0                                         @darepools          0            0   \n",
       "1  @KAKEnews if the cop car stopped the man would...          0            0   \n",
       "2  @BrewerForKansas ready to work now Kathy Marym...          0            0   \n",
       "3  @AndreMa80611906 hey cousin. ..my twin...love ...          0            0   \n",
       "4                            https://t.co/hLeApzwoIv          5            2   \n",
       "\n",
       "  lang                              src_url  \n",
       "0  und   http://twitter.com/download/iphone  \n",
       "1   en           https://mobile.twitter.com  \n",
       "2   en                   http://twitter.com  \n",
       "3   en  http://twitter.com/download/android  \n",
       "4  und  http://twitter.com/download/android  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(twts.columns)\n",
    "twts.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "twts['len'] = twts.eng_twts.apply(lambda x: len(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>screen_name</th>\n",
       "      <th>created_at</th>\n",
       "      <th>eng_twts</th>\n",
       "      <th>fav_count</th>\n",
       "      <th>retwt_count</th>\n",
       "      <th>lang</th>\n",
       "      <th>src_url</th>\n",
       "      <th>len</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>wadespeters</td>\n",
       "      <td>2015-05-01 19:22:27</td>\n",
       "      <td>@darepools</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>und</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2018-07-27 14:11:53</td>\n",
       "      <td>@KAKEnews if the cop car stopped the man would...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>https://mobile.twitter.com</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2017-02-22 03:20:33</td>\n",
       "      <td>@BrewerForKansas ready to work now Kathy Marym...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-04-04 18:41:54</td>\n",
       "      <td>@AndreMa80611906 hey cousin. ..my twin...love ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-04-04 17:04:03</td>\n",
       "      <td>https://t.co/hLeApzwoIv</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>und</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-03-25 12:28:39</td>\n",
       "      <td>@BillGates could someone help me inform the pu...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-03-02 15:26:16</td>\n",
       "      <td>Emporia Phone Bank Fri, Mar 4, 2016, 5:00pm – ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://mobile.twitter.com</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-03-01 00:03:47</td>\n",
       "      <td>I personally want to thank You David metal of ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-02-29 02:37:53</td>\n",
       "      <td>Hey world me today..lol https://t.co/ARBkOghKmA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-02-28 13:32:45</td>\n",
       "      <td>@CHNGJax @good open our eyes God....help us to...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-06 19:48:37</td>\n",
       "      <td>In honor of @spicegirls UK tour news I’m liste...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-06 19:13:25</td>\n",
       "      <td>I wish I could go to UK next year so I could f...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-06 16:54:26</td>\n",
       "      <td>@buffymoonxo Awww sooooo cute! 😍 me too! Dogs ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-06 16:43:41</td>\n",
       "      <td>Nothing interesting to watch tonight...😕😔😭😭😭😭 ...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-05 00:11:09</td>\n",
       "      <td>Look how cute Toffee looked in his reindeer co...</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-04 15:31:10</td>\n",
       "      <td>Happy birthday beautiful human being @KaticCox...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-03 00:03:30</td>\n",
       "      <td>Can’t wait!!!!! #Brooklyn99 https://t.co/20rUl...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-03 00:03:28</td>\n",
       "      <td>I’m not sure Toffee likes this sound 😂😂 https:...</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-01 00:46:05</td>\n",
       "      <td>Something I have been teaching Toffee... who n...</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1Dniallprincess</td>\n",
       "      <td>2018-11-07 05:25:49</td>\n",
       "      <td>@charlieputh No problem Charlie anytime</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1Dniallprincess</td>\n",
       "      <td>2018-11-05 09:01:28</td>\n",
       "      <td>@ColbyBrock Why all of a sudden does every You...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1Dniallprincess</td>\n",
       "      <td>2018-11-05 09:00:41</td>\n",
       "      <td>@MANNIACDOLANS @EthanDolan @GraysonDolan This ...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1Dniallprincess</td>\n",
       "      <td>2018-11-02 20:13:14</td>\n",
       "      <td>@JakexTaylor When jake likes your reply so he ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1Dniallprincess</td>\n",
       "      <td>2018-11-02 20:11:53</td>\n",
       "      <td>@JakexTaylor Me</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>und</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1Dniallprincess</td>\n",
       "      <td>2018-11-02 20:11:28</td>\n",
       "      <td>@trapsoulethan Me....😢</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>und</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1Dniallprincess</td>\n",
       "      <td>2018-11-02 19:12:03</td>\n",
       "      <td>@GraysonDolan Gray can you tell me why a crop ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1Dniallprincess</td>\n",
       "      <td>2018-10-30 12:45:48</td>\n",
       "      <td>I’m on a terrible sleep schedule I usually go ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1Nicoleromany</td>\n",
       "      <td>2018-09-25 20:09:58</td>\n",
       "      <td>#HappyMonday @i955fm its raining but its ok 🙂🙂</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1Nicoleromany</td>\n",
       "      <td>2018-09-03 14:49:42</td>\n",
       "      <td>Police say #RepublicBank on Ariapita Ave has b...</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1Nicoleromany</td>\n",
       "      <td>2018-08-28 17:37:30</td>\n",
       "      <td>looks good https://t.co/Zwg0WNGlcI</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12301</th>\n",
       "      <td>zacaj_</td>\n",
       "      <td>2018-11-06 03:08:16</td>\n",
       "      <td>@joe_no_privacy :/</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>und</td>\n",
       "      <td>http://mvilla.it/fenix</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12302</th>\n",
       "      <td>zacpell</td>\n",
       "      <td>2018-11-07 22:15:40</td>\n",
       "      <td>@aaronrgillespie Did you ask @BetoORourke ?</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12303</th>\n",
       "      <td>zacpell</td>\n",
       "      <td>2018-11-07 04:24:02</td>\n",
       "      <td>@christieHpell He kept the Medicaid expansion ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12304</th>\n",
       "      <td>zacpell</td>\n",
       "      <td>2018-11-07 04:05:56</td>\n",
       "      <td>Well done #Manchin</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12305</th>\n",
       "      <td>zacpell</td>\n",
       "      <td>2018-11-07 00:48:31</td>\n",
       "      <td>@apizzle1593 Wack.</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12306</th>\n",
       "      <td>zacpell</td>\n",
       "      <td>2018-11-07 00:34:34</td>\n",
       "      <td>Freedom is separating from the military and sp...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12307</th>\n",
       "      <td>zacpell</td>\n",
       "      <td>2018-11-07 00:28:24</td>\n",
       "      <td>@apizzle1593 Your school piss tests?</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12308</th>\n",
       "      <td>zacpell</td>\n",
       "      <td>2018-11-07 00:26:53</td>\n",
       "      <td>Alabama tinder is worse than the tinder I used...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12309</th>\n",
       "      <td>zacpell</td>\n",
       "      <td>2018-11-06 03:27:00</td>\n",
       "      <td>@xDanman https://t.co/pGsOXqWK85\\n\\nMade like ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12310</th>\n",
       "      <td>zacpell</td>\n",
       "      <td>2018-11-04 07:01:32</td>\n",
       "      <td>Bruh Mayday Parade hits me like I'm a 15 year ...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12311</th>\n",
       "      <td>zarryftstars</td>\n",
       "      <td>2018-10-30 05:25:12</td>\n",
       "      <td>1 BILLION !!! #WMYBTo1Billion 😍😍😍 https://t.co...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12312</th>\n",
       "      <td>zarryftstars</td>\n",
       "      <td>2018-10-18 05:49:54</td>\n",
       "      <td>#Riverdale What is happening people !!!!</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12313</th>\n",
       "      <td>zarryftstars</td>\n",
       "      <td>2018-10-08 18:09:25</td>\n",
       "      <td>Midterm exams started today !! First exam NAIL...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12314</th>\n",
       "      <td>zarryftstars</td>\n",
       "      <td>2018-10-05 22:08:24</td>\n",
       "      <td>@Fifthhardelena I love youu💚💚💚😍😍😍</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12315</th>\n",
       "      <td>zarryftstars</td>\n",
       "      <td>2018-10-05 22:04:10</td>\n",
       "      <td>BIRTHDAY GIRL!!!!! #birthday #birthdaygirl 19 🙈🙈</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12316</th>\n",
       "      <td>zarryftstars</td>\n",
       "      <td>2018-10-01 06:04:29</td>\n",
       "      <td>Birthday Month !!😁</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12317</th>\n",
       "      <td>zarryftstars</td>\n",
       "      <td>2018-09-29 15:59:47</td>\n",
       "      <td>Munir !!!! 💥 #BarçaAthletic</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>es</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12318</th>\n",
       "      <td>zeeshan_haque</td>\n",
       "      <td>2018-11-08 14:15:01</td>\n",
       "      <td>Arey maaf kardo Kohli ko</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>in</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12319</th>\n",
       "      <td>zeeshan_haque</td>\n",
       "      <td>2018-11-07 16:37:08</td>\n",
       "      <td>Celebrating Dipawali in Shirdi, such a peacefu...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12320</th>\n",
       "      <td>zeeshan_haque</td>\n",
       "      <td>2018-11-05 20:23:59</td>\n",
       "      <td>Does hating bigots makes you a bigot too ?</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12321</th>\n",
       "      <td>zeeshan_haque</td>\n",
       "      <td>2018-11-05 16:07:13</td>\n",
       "      <td>Delhi - Gurugram is lit af https://t.co/tCwoDx...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12322</th>\n",
       "      <td>zeeshan_haque</td>\n",
       "      <td>2018-11-05 15:33:37</td>\n",
       "      <td>Teri principal bhi Yo Yo ki fan hai.</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>ht</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12323</th>\n",
       "      <td>zubairniaziPTI</td>\n",
       "      <td>2018-10-11 22:33:23</td>\n",
       "      <td>@TheMahiraKhan Sorry I Have a GirlFriend.</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12324</th>\n",
       "      <td>zubairniaziPTI</td>\n",
       "      <td>2018-09-26 14:25:38</td>\n",
       "      <td>انشاء اللہ کل سپریم کورٹ میں حق اور سچ کی فتح ...</td>\n",
       "      <td>77</td>\n",
       "      <td>15</td>\n",
       "      <td>ur</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12325</th>\n",
       "      <td>zubairniaziPTI</td>\n",
       "      <td>2018-09-19 18:15:42</td>\n",
       "      <td>What do you think will win Asia Cup 2018</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12326</th>\n",
       "      <td>zveljka</td>\n",
       "      <td>2018-11-08 14:37:53</td>\n",
       "      <td>The man so used to it he's unable to react any...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12327</th>\n",
       "      <td>zveljka</td>\n",
       "      <td>2018-11-08 13:27:17</td>\n",
       "      <td>Marat my man 😍 https://t.co/cFElhrEetS</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12328</th>\n",
       "      <td>zveljka</td>\n",
       "      <td>2018-11-08 13:19:01</td>\n",
       "      <td>Come on Andrew! Even I miss you 😝 https://t.co...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12329</th>\n",
       "      <td>zveljka</td>\n",
       "      <td>2018-11-08 13:17:24</td>\n",
       "      <td>@Certinfy @KenQuin Are you serious? What kind ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12330</th>\n",
       "      <td>zveljka</td>\n",
       "      <td>2018-11-08 13:11:58</td>\n",
       "      <td>Ahahahahahaha https://t.co/Ba8KapJYNX</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>tl</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12331 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           screen_name           created_at  \\\n",
       "0          wadespeters  2015-05-01 19:22:27   \n",
       "1      191a5bd05da04dc  2018-07-27 14:11:53   \n",
       "2      191a5bd05da04dc  2017-02-22 03:20:33   \n",
       "3      191a5bd05da04dc  2016-04-04 18:41:54   \n",
       "4      191a5bd05da04dc  2016-04-04 17:04:03   \n",
       "5      191a5bd05da04dc  2016-03-25 12:28:39   \n",
       "6      191a5bd05da04dc  2016-03-02 15:26:16   \n",
       "7      191a5bd05da04dc  2016-03-01 00:03:47   \n",
       "8      191a5bd05da04dc  2016-02-29 02:37:53   \n",
       "9      191a5bd05da04dc  2016-02-28 13:32:45   \n",
       "10        19_Joanne_87  2018-11-06 19:48:37   \n",
       "11        19_Joanne_87  2018-11-06 19:13:25   \n",
       "12        19_Joanne_87  2018-11-06 16:54:26   \n",
       "13        19_Joanne_87  2018-11-06 16:43:41   \n",
       "14        19_Joanne_87  2018-11-05 00:11:09   \n",
       "15        19_Joanne_87  2018-11-04 15:31:10   \n",
       "16        19_Joanne_87  2018-11-03 00:03:30   \n",
       "17        19_Joanne_87  2018-11-03 00:03:28   \n",
       "18        19_Joanne_87  2018-11-01 00:46:05   \n",
       "19     1Dniallprincess  2018-11-07 05:25:49   \n",
       "20     1Dniallprincess  2018-11-05 09:01:28   \n",
       "21     1Dniallprincess  2018-11-05 09:00:41   \n",
       "22     1Dniallprincess  2018-11-02 20:13:14   \n",
       "23     1Dniallprincess  2018-11-02 20:11:53   \n",
       "24     1Dniallprincess  2018-11-02 20:11:28   \n",
       "25     1Dniallprincess  2018-11-02 19:12:03   \n",
       "26     1Dniallprincess  2018-10-30 12:45:48   \n",
       "27       1Nicoleromany  2018-09-25 20:09:58   \n",
       "28       1Nicoleromany  2018-09-03 14:49:42   \n",
       "29       1Nicoleromany  2018-08-28 17:37:30   \n",
       "...                ...                  ...   \n",
       "12301           zacaj_  2018-11-06 03:08:16   \n",
       "12302          zacpell  2018-11-07 22:15:40   \n",
       "12303          zacpell  2018-11-07 04:24:02   \n",
       "12304          zacpell  2018-11-07 04:05:56   \n",
       "12305          zacpell  2018-11-07 00:48:31   \n",
       "12306          zacpell  2018-11-07 00:34:34   \n",
       "12307          zacpell  2018-11-07 00:28:24   \n",
       "12308          zacpell  2018-11-07 00:26:53   \n",
       "12309          zacpell  2018-11-06 03:27:00   \n",
       "12310          zacpell  2018-11-04 07:01:32   \n",
       "12311     zarryftstars  2018-10-30 05:25:12   \n",
       "12312     zarryftstars  2018-10-18 05:49:54   \n",
       "12313     zarryftstars  2018-10-08 18:09:25   \n",
       "12314     zarryftstars  2018-10-05 22:08:24   \n",
       "12315     zarryftstars  2018-10-05 22:04:10   \n",
       "12316     zarryftstars  2018-10-01 06:04:29   \n",
       "12317     zarryftstars  2018-09-29 15:59:47   \n",
       "12318    zeeshan_haque  2018-11-08 14:15:01   \n",
       "12319    zeeshan_haque  2018-11-07 16:37:08   \n",
       "12320    zeeshan_haque  2018-11-05 20:23:59   \n",
       "12321    zeeshan_haque  2018-11-05 16:07:13   \n",
       "12322    zeeshan_haque  2018-11-05 15:33:37   \n",
       "12323   zubairniaziPTI  2018-10-11 22:33:23   \n",
       "12324   zubairniaziPTI  2018-09-26 14:25:38   \n",
       "12325   zubairniaziPTI  2018-09-19 18:15:42   \n",
       "12326          zveljka  2018-11-08 14:37:53   \n",
       "12327          zveljka  2018-11-08 13:27:17   \n",
       "12328          zveljka  2018-11-08 13:19:01   \n",
       "12329          zveljka  2018-11-08 13:17:24   \n",
       "12330          zveljka  2018-11-08 13:11:58   \n",
       "\n",
       "                                                eng_twts  fav_count  \\\n",
       "0                                             @darepools          0   \n",
       "1      @KAKEnews if the cop car stopped the man would...          0   \n",
       "2      @BrewerForKansas ready to work now Kathy Marym...          0   \n",
       "3      @AndreMa80611906 hey cousin. ..my twin...love ...          0   \n",
       "4                                https://t.co/hLeApzwoIv          5   \n",
       "5      @BillGates could someone help me inform the pu...          0   \n",
       "6      Emporia Phone Bank Fri, Mar 4, 2016, 5:00pm – ...          0   \n",
       "7      I personally want to thank You David metal of ...          0   \n",
       "8        Hey world me today..lol https://t.co/ARBkOghKmA          0   \n",
       "9      @CHNGJax @good open our eyes God....help us to...          0   \n",
       "10     In honor of @spicegirls UK tour news I’m liste...          3   \n",
       "11     I wish I could go to UK next year so I could f...          3   \n",
       "12     @buffymoonxo Awww sooooo cute! 😍 me too! Dogs ...          0   \n",
       "13     Nothing interesting to watch tonight...😕😔😭😭😭😭 ...          2   \n",
       "14     Look how cute Toffee looked in his reindeer co...          7   \n",
       "15     Happy birthday beautiful human being @KaticCox...          3   \n",
       "16     Can’t wait!!!!! #Brooklyn99 https://t.co/20rUl...          0   \n",
       "17     I’m not sure Toffee likes this sound 😂😂 https:...         11   \n",
       "18     Something I have been teaching Toffee... who n...         14   \n",
       "19               @charlieputh No problem Charlie anytime          0   \n",
       "20     @ColbyBrock Why all of a sudden does every You...          0   \n",
       "21     @MANNIACDOLANS @EthanDolan @GraysonDolan This ...          3   \n",
       "22     @JakexTaylor When jake likes your reply so he ...          0   \n",
       "23                                       @JakexTaylor Me          1   \n",
       "24                                @trapsoulethan Me....😢          0   \n",
       "25     @GraysonDolan Gray can you tell me why a crop ...          0   \n",
       "26     I’m on a terrible sleep schedule I usually go ...          0   \n",
       "27        #HappyMonday @i955fm its raining but its ok 🙂🙂          2   \n",
       "28     Police say #RepublicBank on Ariapita Ave has b...          0   \n",
       "29                    looks good https://t.co/Zwg0WNGlcI          1   \n",
       "...                                                  ...        ...   \n",
       "12301                                 @joe_no_privacy :/          0   \n",
       "12302        @aaronrgillespie Did you ask @BetoORourke ?          0   \n",
       "12303  @christieHpell He kept the Medicaid expansion ...          0   \n",
       "12304                                 Well done #Manchin          0   \n",
       "12305                                 @apizzle1593 Wack.          1   \n",
       "12306  Freedom is separating from the military and sp...          0   \n",
       "12307               @apizzle1593 Your school piss tests?          0   \n",
       "12308  Alabama tinder is worse than the tinder I used...          0   \n",
       "12309  @xDanman https://t.co/pGsOXqWK85\\n\\nMade like ...          1   \n",
       "12310  Bruh Mayday Parade hits me like I'm a 15 year ...          1   \n",
       "12311  1 BILLION !!! #WMYBTo1Billion 😍😍😍 https://t.co...          0   \n",
       "12312           #Riverdale What is happening people !!!!          0   \n",
       "12313  Midterm exams started today !! First exam NAIL...          0   \n",
       "12314                  @Fifthhardelena I love youu💚💚💚😍😍😍          0   \n",
       "12315   BIRTHDAY GIRL!!!!! #birthday #birthdaygirl 19 🙈🙈          0   \n",
       "12316                                 Birthday Month !!😁          0   \n",
       "12317                        Munir !!!! 💥 #BarçaAthletic          0   \n",
       "12318                           Arey maaf kardo Kohli ko          0   \n",
       "12319  Celebrating Dipawali in Shirdi, such a peacefu...          1   \n",
       "12320         Does hating bigots makes you a bigot too ?          0   \n",
       "12321  Delhi - Gurugram is lit af https://t.co/tCwoDx...          0   \n",
       "12322               Teri principal bhi Yo Yo ki fan hai.          1   \n",
       "12323          @TheMahiraKhan Sorry I Have a GirlFriend.          1   \n",
       "12324  انشاء اللہ کل سپریم کورٹ میں حق اور سچ کی فتح ...         77   \n",
       "12325           What do you think will win Asia Cup 2018          6   \n",
       "12326  The man so used to it he's unable to react any...          0   \n",
       "12327             Marat my man 😍 https://t.co/cFElhrEetS          0   \n",
       "12328  Come on Andrew! Even I miss you 😝 https://t.co...          0   \n",
       "12329  @Certinfy @KenQuin Are you serious? What kind ...          0   \n",
       "12330              Ahahahahahaha https://t.co/Ba8KapJYNX          1   \n",
       "\n",
       "       retwt_count lang                              src_url  len  \n",
       "0                0  und   http://twitter.com/download/iphone   10  \n",
       "1                0   en           https://mobile.twitter.com   78  \n",
       "2                0   en                   http://twitter.com   61  \n",
       "3                0   en  http://twitter.com/download/android   50  \n",
       "4                2  und  http://twitter.com/download/android   23  \n",
       "5                0   en  http://twitter.com/download/android   88  \n",
       "6                0   en            http://mobile.twitter.com   89  \n",
       "7                0   en  http://twitter.com/download/android  106  \n",
       "8                0   en  http://twitter.com/download/android   47  \n",
       "9                0   en  http://twitter.com/download/android   50  \n",
       "10               0   en   http://twitter.com/download/iphone  122  \n",
       "11               0   en   http://twitter.com/download/iphone  139  \n",
       "12               0   en   http://twitter.com/download/iphone   61  \n",
       "13               0   en   http://twitter.com/download/iphone  140  \n",
       "14               0   en   http://twitter.com/download/iphone  107  \n",
       "15               1   en   http://twitter.com/download/iphone  140  \n",
       "16               0   en   http://twitter.com/download/iphone   51  \n",
       "17               0   en   http://twitter.com/download/iphone   63  \n",
       "18               0   en   http://twitter.com/download/iphone  109  \n",
       "19               0   en   http://twitter.com/download/iphone   39  \n",
       "20               0   en   http://twitter.com/download/iphone   83  \n",
       "21               0   en   http://twitter.com/download/iphone   84  \n",
       "22               0   en   http://twitter.com/download/iphone   73  \n",
       "23               0  und   http://twitter.com/download/iphone   15  \n",
       "24               0  und   http://twitter.com/download/iphone   22  \n",
       "25               0   en   http://twitter.com/download/iphone  140  \n",
       "26               0   en   http://twitter.com/download/iphone  140  \n",
       "27               0   en                   http://twitter.com   46  \n",
       "28               3   en                   http://twitter.com  121  \n",
       "29               0   en                   http://twitter.com   34  \n",
       "...            ...  ...                                  ...  ...  \n",
       "12301            0  und               http://mvilla.it/fenix   18  \n",
       "12302            0   en  http://twitter.com/download/android   43  \n",
       "12303            0   en  http://twitter.com/download/android  139  \n",
       "12304            0   en  http://twitter.com/download/android   18  \n",
       "12305            0   en  http://twitter.com/download/android   18  \n",
       "12306            0   en  http://twitter.com/download/android  140  \n",
       "12307            0   en  http://twitter.com/download/android   36  \n",
       "12308            0   en  http://twitter.com/download/android   91  \n",
       "12309            0   en  http://twitter.com/download/android   76  \n",
       "12310            0   en  http://twitter.com/download/android  102  \n",
       "12311            0   en  http://twitter.com/download/android   57  \n",
       "12312            0   en  http://twitter.com/download/android   40  \n",
       "12313            0   en  http://twitter.com/download/android   58  \n",
       "12314            0   en  http://twitter.com/download/android   33  \n",
       "12315            0   en  http://twitter.com/download/android   48  \n",
       "12316            0   en  http://twitter.com/download/android   18  \n",
       "12317            0   es  http://twitter.com/download/android   27  \n",
       "12318            0   in  http://twitter.com/download/android   24  \n",
       "12319            0   en  http://twitter.com/download/android   85  \n",
       "12320            0   en                   http://twitter.com   42  \n",
       "12321            0   en  http://twitter.com/download/android   50  \n",
       "12322            0   ht  http://twitter.com/download/android   36  \n",
       "12323            0   en   http://twitter.com/download/iphone   41  \n",
       "12324           15   ur   http://twitter.com/download/iphone  140  \n",
       "12325            4   en   http://twitter.com/download/iphone   40  \n",
       "12326            0   en  http://twitter.com/download/android   76  \n",
       "12327            0   en  http://twitter.com/download/android   38  \n",
       "12328            0   en  http://twitter.com/download/android   57  \n",
       "12329            0   en  http://twitter.com/download/android   66  \n",
       "12330            0   tl  http://twitter.com/download/android   37  \n",
       "\n",
       "[12331 rows x 8 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "71.85167464114832"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twts.len.mean()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The tweet with more likes is: \n",
      "There's a reason I stayed home to play for my state. It means so much to so many people. I wouldn't trade being a V… https://t.co/ta5TEBP0ZJ\n",
      "Number of likes: 5920\n",
      "140 characters.\n",
      "\n",
      "The tweet with more retweets is: \n",
      "There's a reason I stayed home to play for my state. It means so much to so many people. I wouldn't trade being a V… https://t.co/ta5TEBP0ZJ\n",
      "Number of retweets: 923\n",
      "140 characters.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# We extract the tweet with more FAVs and more RTs:\n",
    "\n",
    "# most favorite and most retweet\n",
    "fav_max = np.max(twts.fav_count)\n",
    "rt_max  = np.max(twts.retwt_count)\n",
    "\n",
    "# index\n",
    "fav = twts[twts.fav_count == fav_max].index[0]\n",
    "rt  = twts[twts.retwt_count == rt_max].index[0]\n",
    "\n",
    "\n",
    "print(\"The tweet with more likes is: \\n{}\".format(twts.eng_twts[fav]))\n",
    "print(\"Number of likes: {}\".format(fav_max))\n",
    "print(\"{} characters.\\n\".format(twts.len[fav]))\n",
    "\n",
    "# Max RTs:\n",
    "print(\"The tweet with more retweets is: \\n{}\".format(twts.eng_twts[rt]))\n",
    "print(\"Number of retweets: {}\".format(rt_max))\n",
    "print(\"{} characters.\\n\".format(twts['len'][rt]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creation of content sources:\n",
      "* http://twitter.com/download/iphone\n",
      "* https://mobile.twitter.com\n",
      "* http://twitter.com\n",
      "* http://twitter.com/download/android\n",
      "* http://mobile.twitter.com\n",
      "* http://klinkerapps.com\n",
      "* http://instagram.com\n",
      "* https://www.google.com/\n",
      "* https://fc2.com/\n",
      "* https://twiage.com\n",
      "* http://twicca.r246.jp/\n",
      "* http://fllwrs.com\n",
      "* https://friendsplus.me\n",
      "* http://www.facebook.com/twitter\n",
      "* http://www.tweetcaster.com\n",
      "* http://twitter.com/#!/download/ipad\n",
      "* https://about.twitter.com/products/tweetdeck\n",
      "* http://radarscope.io\n",
      "* http://www.twentyfeet.com\n",
      "* http://www.twitter.com\n",
      "* http://www.twittascope.com\n",
      "* http://www.crowdfireapp.com\n",
      "* http://www.goodreads.com\n",
      "* http://www.socialnewsdesk.com\n",
      "* https://ifttt.com\n",
      "* http://www.echofon.com/\n",
      "* https://github.com/mariotaku/twidere/\n",
      "* http://tapbots.com/tweetbot\n",
      "* https://missinglettr.com\n",
      "* https://sumall.com/\n",
      "* http://www.hootsuite.com\n",
      "* https://www.hootsuite.com\n",
      "* http://www.apple.com\n",
      "* http://justcoz.org\n",
      "* http://www.pubgmobile.com\n",
      "* http://www.panoramicsoft.com/mobileapps/motweets/moTweets.php\n",
      "* http://www.linkedin.com/\n",
      "* http://www.example.com\n",
      "* http://spotify.com\n",
      "* http://foursquare.com\n",
      "* http://www.samruston.co.uk\n",
      "* https://dlvrit.com/\n",
      "* https://path.com/\n",
      "* http://www.viber.com/\n",
      "* https://paper.li\n",
      "* http://publicize.wp.com/\n",
      "* http://blackberry.com/twitter\n",
      "* https://www.influenster.com\n",
      "* https://www.trueachievements.com\n",
      "* http://vine.co\n",
      "* http://twittbot.net/\n",
      "* https://gleam.io\n",
      "* https://callapp.com\n",
      "* http://binary.foxontheinter.net\n",
      "* https://play.google.com/store/apps/details?id=de.mobileways.gravityforever\n",
      "* https://onloft.com/tweetlogix\n",
      "* http://erased6827507.com\n",
      "* https://zapier.com/\n",
      "* http://www.yelp.com/\n",
      "* http://www.tiktok.com\n",
      "* http://reidwarren.me/\n",
      "* https://github.com/daveschumaker/nodeEbot\n",
      "* https://buffer.com\n",
      "* http://www.mailchimp.com\n",
      "* http://www.weebly.com/\n",
      "* https://tapbots.com/software/tweetbot/mac\n",
      "* https://www.mixcloud.com\n",
      "* http://www.bandsintown.com/facebookapp?came_from=16\n",
      "* https://www.flip.to\n",
      "* http://b.hatena.ne.jp/\n",
      "* https://curiouscat.me\n",
      "* http://www.metrotwit.com/\n",
      "* http://www.powerapps.com\n",
      "* https://www.buzzfeed.com/\n",
      "* http://itunes.apple.com/us/app/twitter/id409789998?mt=12\n",
      "* http://www.myplume.com/\n",
      "* http://twitter.com/cleanycloth\n",
      "* http://www.echofon.com\n",
      "* http://ask.fm/\n",
      "* http://nationbuilder.com/\n",
      "* http://www.musixmatch.com\n",
      "* https://twitter.com/Fram_ebooks\n",
      "* http://mvilla.it/fenix\n",
      "* http://www.depop.com\n",
      "* http://www.fitbit.com\n",
      "* https://twibbon.com\n",
      "* https://twitterrific.com/ios\n",
      "* http://www.163.com\n",
      "* https://www.echobox.com\n",
      "* http://gofundme.com\n",
      "* https://twblue.es\n",
      "* http://pulserasdehilos.es\n",
      "* https://statusbrew.com\n",
      "* https://twitter.com/ktisarap\n",
      "* http://www.google.com\n",
      "* https://badoo.com\n",
      "* http://www.socialflow.com\n",
      "* http://www.cloudhopper.com/\n",
      "* http://rbsocialconnector.com\n",
      "* https://www.thunderclap.it\n",
      "* http://tweepsmap.com\n",
      "* http://www.opendorse.com\n",
      "* https://twitterrific.com/mac\n",
      "* http://www.playstation.com\n",
      "* https://untappd.com\n",
      "* http://ubersocial.com\n",
      "* http://zacaj.com/zatcap.php\n"
     ]
    }
   ],
   "source": [
    "# We obtain all possible sources:\n",
    "sources = []\n",
    "for source in twts['src_url']:\n",
    "    if source not in sources:\n",
    "        sources.append(source)\n",
    "\n",
    "# We print sources list:\n",
    "print(\"Creation of content sources:\")\n",
    "for source in sources:\n",
    "    print(\"* {}\".format(source))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We create a numpy vector mapped to labels:\n",
    "percent = np.zeros(len(sources))\n",
    "\n",
    "for source in twts.src_url:\n",
    "    for index in range(len(sources)):\n",
    "        if source == sources[index]:\n",
    "            percent[index] += 1\n",
    "            pass\n",
    "\n",
    "percent /= 100\n",
    "\n",
    "# Pie chart:\n",
    "pie_chart = pd.Series(percent, index=sources, name='Sources')\n",
    "pie_chart.plot.pie(fontsize=11, autopct='%.2f', figsize=(6, 6));\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "from textblob import TextBlob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_tweet(tweet):\n",
    "    '''\n",
    "    Utility function to clean the text in a tweet by removing \n",
    "    links and special characters using regex.\n",
    "    '''\n",
    "    return ' '.join(re.sub(\"(@[A-Za-z0-9]+)|([^0-9A-Za-z \\t])|(\\w+:\\/\\/\\S+)\", \" \", tweet).split())\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "def analize_sentiment(tweet):\n",
    "    '''\n",
    "    Utility function to classify the polarity of a tweet\n",
    "    using textblob.\n",
    "    '''\n",
    "    #analysis = TextBlob(clean_tweet(tweet))\n",
    "    try:\n",
    "        analysis = TextBlob(clean_tweet(tweet))\n",
    "        if analysis.sentiment.polarity > 0:\n",
    "            return 1\n",
    "        elif analysis.sentiment.polarity == 0:\n",
    "            return 0\n",
    "        else:\n",
    "            return -1\n",
    "    except TypeError:\n",
    "        print('TypeError')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [],
   "source": [
    "def analize_subjectivity(tweet):\n",
    "    '''\n",
    "    Utility function to classify the polarity of a tweet\n",
    "    using textblob.\n",
    "    '''\n",
    "    #analysis = TextBlob(clean_tweet(tweet))\n",
    "    try:\n",
    "        analysis = TextBlob(clean_tweet(tweet))\n",
    "        return analysis.sentiment.subjectivity\n",
    "    except TypeError:\n",
    "        print('TypeError')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "twts['sent_score'] = np.array([analize_sentiment(tweet) for tweet in twts.eng_twts])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>screen_name</th>\n",
       "      <th>created_at</th>\n",
       "      <th>eng_twts</th>\n",
       "      <th>fav_count</th>\n",
       "      <th>retwt_count</th>\n",
       "      <th>lang</th>\n",
       "      <th>src_url</th>\n",
       "      <th>len</th>\n",
       "      <th>sent_score</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>wadespeters</td>\n",
       "      <td>2015-05-01 19:22:27</td>\n",
       "      <td>@darepools</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>und</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2018-07-27 14:11:53</td>\n",
       "      <td>@KAKEnews if the cop car stopped the man would...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>https://mobile.twitter.com</td>\n",
       "      <td>78</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2017-02-22 03:20:33</td>\n",
       "      <td>@BrewerForKansas ready to work now Kathy Marym...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com</td>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-04-04 18:41:54</td>\n",
       "      <td>@AndreMa80611906 hey cousin. ..my twin...love ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-04-04 17:04:03</td>\n",
       "      <td>https://t.co/hLeApzwoIv</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>und</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-03-25 12:28:39</td>\n",
       "      <td>@BillGates could someone help me inform the pu...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>88</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-03-02 15:26:16</td>\n",
       "      <td>Emporia Phone Bank Fri, Mar 4, 2016, 5:00pm – ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://mobile.twitter.com</td>\n",
       "      <td>89</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-03-01 00:03:47</td>\n",
       "      <td>I personally want to thank You David metal of ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>106</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-02-29 02:37:53</td>\n",
       "      <td>Hey world me today..lol https://t.co/ARBkOghKmA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>47</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>191a5bd05da04dc</td>\n",
       "      <td>2016-02-28 13:32:45</td>\n",
       "      <td>@CHNGJax @good open our eyes God....help us to...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/android</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-06 19:48:37</td>\n",
       "      <td>In honor of @spicegirls UK tour news I’m liste...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>122</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-06 19:13:25</td>\n",
       "      <td>I wish I could go to UK next year so I could f...</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>139</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-06 16:54:26</td>\n",
       "      <td>@buffymoonxo Awww sooooo cute! 😍 me too! Dogs ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-06 16:43:41</td>\n",
       "      <td>Nothing interesting to watch tonight...😕😔😭😭😭😭 ...</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-05 00:11:09</td>\n",
       "      <td>Look how cute Toffee looked in his reindeer co...</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>107</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-04 15:31:10</td>\n",
       "      <td>Happy birthday beautiful human being @KaticCox...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>140</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-03 00:03:30</td>\n",
       "      <td>Can’t wait!!!!! #Brooklyn99 https://t.co/20rUl...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>51</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-03 00:03:28</td>\n",
       "      <td>I’m not sure Toffee likes this sound 😂😂 https:...</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19_Joanne_87</td>\n",
       "      <td>2018-11-01 00:46:05</td>\n",
       "      <td>Something I have been teaching Toffee... who n...</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>109</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1Dniallprincess</td>\n",
       "      <td>2018-11-07 05:25:49</td>\n",
       "      <td>@charlieputh No problem Charlie anytime</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>en</td>\n",
       "      <td>http://twitter.com/download/iphone</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        screen_name           created_at  \\\n",
       "0       wadespeters  2015-05-01 19:22:27   \n",
       "1   191a5bd05da04dc  2018-07-27 14:11:53   \n",
       "2   191a5bd05da04dc  2017-02-22 03:20:33   \n",
       "3   191a5bd05da04dc  2016-04-04 18:41:54   \n",
       "4   191a5bd05da04dc  2016-04-04 17:04:03   \n",
       "5   191a5bd05da04dc  2016-03-25 12:28:39   \n",
       "6   191a5bd05da04dc  2016-03-02 15:26:16   \n",
       "7   191a5bd05da04dc  2016-03-01 00:03:47   \n",
       "8   191a5bd05da04dc  2016-02-29 02:37:53   \n",
       "9   191a5bd05da04dc  2016-02-28 13:32:45   \n",
       "10     19_Joanne_87  2018-11-06 19:48:37   \n",
       "11     19_Joanne_87  2018-11-06 19:13:25   \n",
       "12     19_Joanne_87  2018-11-06 16:54:26   \n",
       "13     19_Joanne_87  2018-11-06 16:43:41   \n",
       "14     19_Joanne_87  2018-11-05 00:11:09   \n",
       "15     19_Joanne_87  2018-11-04 15:31:10   \n",
       "16     19_Joanne_87  2018-11-03 00:03:30   \n",
       "17     19_Joanne_87  2018-11-03 00:03:28   \n",
       "18     19_Joanne_87  2018-11-01 00:46:05   \n",
       "19  1Dniallprincess  2018-11-07 05:25:49   \n",
       "\n",
       "                                             eng_twts  fav_count  retwt_count  \\\n",
       "0                                          @darepools          0            0   \n",
       "1   @KAKEnews if the cop car stopped the man would...          0            0   \n",
       "2   @BrewerForKansas ready to work now Kathy Marym...          0            0   \n",
       "3   @AndreMa80611906 hey cousin. ..my twin...love ...          0            0   \n",
       "4                             https://t.co/hLeApzwoIv          5            2   \n",
       "5   @BillGates could someone help me inform the pu...          0            0   \n",
       "6   Emporia Phone Bank Fri, Mar 4, 2016, 5:00pm – ...          0            0   \n",
       "7   I personally want to thank You David metal of ...          0            0   \n",
       "8     Hey world me today..lol https://t.co/ARBkOghKmA          0            0   \n",
       "9   @CHNGJax @good open our eyes God....help us to...          0            0   \n",
       "10  In honor of @spicegirls UK tour news I’m liste...          3            0   \n",
       "11  I wish I could go to UK next year so I could f...          3            0   \n",
       "12  @buffymoonxo Awww sooooo cute! 😍 me too! Dogs ...          0            0   \n",
       "13  Nothing interesting to watch tonight...😕😔😭😭😭😭 ...          2            0   \n",
       "14  Look how cute Toffee looked in his reindeer co...          7            0   \n",
       "15  Happy birthday beautiful human being @KaticCox...          3            1   \n",
       "16  Can’t wait!!!!! #Brooklyn99 https://t.co/20rUl...          0            0   \n",
       "17  I’m not sure Toffee likes this sound 😂😂 https:...         11            0   \n",
       "18  Something I have been teaching Toffee... who n...         14            0   \n",
       "19            @charlieputh No problem Charlie anytime          0            0   \n",
       "\n",
       "   lang                              src_url  len  sent_score  \n",
       "0   und   http://twitter.com/download/iphone   10           0  \n",
       "1    en           https://mobile.twitter.com   78           0  \n",
       "2    en                   http://twitter.com   61           1  \n",
       "3    en  http://twitter.com/download/android   50           1  \n",
       "4   und  http://twitter.com/download/android   23           0  \n",
       "5    en  http://twitter.com/download/android   88           1  \n",
       "6    en            http://mobile.twitter.com   89           0  \n",
       "7    en  http://twitter.com/download/android  106           0  \n",
       "8    en  http://twitter.com/download/android   47           1  \n",
       "9    en  http://twitter.com/download/android   50           0  \n",
       "10   en   http://twitter.com/download/iphone  122           0  \n",
       "11   en   http://twitter.com/download/iphone  139           0  \n",
       "12   en   http://twitter.com/download/iphone   61           1  \n",
       "13   en   http://twitter.com/download/iphone  140           1  \n",
       "14   en   http://twitter.com/download/iphone  107          -1  \n",
       "15   en   http://twitter.com/download/iphone  140           1  \n",
       "16   en   http://twitter.com/download/iphone   51           0  \n",
       "17   en   http://twitter.com/download/iphone   63           1  \n",
       "18   en   http://twitter.com/download/iphone  109           0  \n",
       "19   en   http://twitter.com/download/iphone   39           0  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twts.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       " 0    6656\n",
       " 1    4073\n",
       "-1    1602\n",
       "Name: sent_score, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twts.sent_score.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "14       Look how cute Toffee looked in his reindeer co...\n",
       "26       I’m on a terrible sleep schedule I usually go ...\n",
       "36       40 percent of users are likely to abandon a si...\n",
       "44       @CoxHelp hello??? My internet has been down fo...\n",
       "49       Discovered this extension cord that has been b...\n",
       "50       Some of the dangerous items in the burned area...\n",
       "65       Ms. Yvette Cabrera, Program Planning Officer o...\n",
       "68       Celebrate 7-7 today! We’re opening our 7th. tr...\n",
       "69       Here’s your chance to jumpstart a FUNtastic te...\n",
       "90       EASY Secret &amp; Hidden ITEMS in Minecraft! h...\n",
       "102      Before and after took out the braids nappy fro...\n",
       "104                                            Fuck cancer\n",
       "106      I play dumb a lot to see if people gonna get o...\n",
       "114      The fact that iPhone puts “🤑 “ after you type ...\n",
       "115                       I have been litless for too long\n",
       "117                 @jayanne_w What a power move. Im sorry\n",
       "121                           We got lucky but ill take it\n",
       "142      Jose : \"When I die, I want Pogba and Lukaku to...\n",
       "156      Like Maestro @Yanni goes into the 'black' (whe...\n",
       "176      @BinkleyJ420 hey faggot quit posing as other p...\n",
       "179      Can’t believe I just Lost my Debit card. 🤦🏽‍♂️...\n",
       "197      #anxiety 😐 stupid a** pizza!!! https://t.co/Gp...\n",
       "202      I feel like a robot 🤖 Someone saw me today and...\n",
       "221      Bus narrowly avoids landslide. Ayuuh. https://...\n",
       "225      So Ucl is hosting a hallow-en night on Saturda...\n",
       "228      so I have moot on friday and all of my other 4...\n",
       "230      Just not our day.\\nPoor all-round performance....\n",
       "231      Amature stuff. Poor passing poor pressing . Mi...\n",
       "232      One of the worst firth half performance by liv...\n",
       "235              @GrimsToyShow Did I just see you on Raw?!\n",
       "                               ...                        \n",
       "12145    goal: go to a prime time game on foggy Foxboro...\n",
       "12156    @KEEMSTAR Maybe if losers like YOU weren't per...\n",
       "12158    @Dominos_AU Update: please see my other tweets...\n",
       "12159    @Dominos_AU I'm literally so angry at you guys...\n",
       "12160    @Dominos_AU @Dominos_AU That conversation abou...\n",
       "12161    @Dominos_AU the pizza is again wrong! We call ...\n",
       "12162    @RuPaulsDragRace @trixiemattel @TheOnlyDetox @...\n",
       "12174    @easy_jonathan i was worried you'd say the mup...\n",
       "12186    Me n my self 😁😀 #photoblender #latepost #yeste...\n",
       "12192    @KingCocoaButter It’s funny bc compared to oth...\n",
       "12193    @KingCocoCeniza I don’t even get what he means...\n",
       "12197    Look it me when I dry my hair\\nhttps://t.co/Dz...\n",
       "12199        omfg shut the fuck up https://t.co/I4whtLF4UL\n",
       "12218    How do chameleons have sex? Wouldn't they keep...\n",
       "12223                           Missing such simple passes\n",
       "12227                  @HighArsal baray active ho ajkal ho\n",
       "12250    @lindsaywildlife @lindsaywildlife thank you. N...\n",
       "12252    Found: Native Animal Rescue. They are sending ...\n",
       "12253    @lindsaywildlife do you know who I can contact...\n",
       "12258    Didn't take long for @NicolaWillisMP to become...\n",
       "12262    Rightwing troll army hard at work to discredit...\n",
       "12269    @queenkafi You can try green tea to help with ...\n",
       "12272    \"Oh, I swam for miles, only to realize the cur...\n",
       "12280    @lipwigvimes sadly yes. they removed bts from ...\n",
       "12300    Once again I forgot that my polling place does...\n",
       "12306    Freedom is separating from the military and sp...\n",
       "12308    Alabama tinder is worse than the tinder I used...\n",
       "12310    Bruh Mayday Parade hits me like I'm a 15 year ...\n",
       "12323            @TheMahiraKhan Sorry I Have a GirlFriend.\n",
       "12326    The man so used to it he's unable to react any...\n",
       "Name: eng_twts, Length: 1602, dtype: object"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "twts[twts['sent_score'] == -1]['eng_twts']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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