StudyReportCodeJupyter.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### Study Project - Team members : Chandrakanth Yela, Ishan Agarwal, Aravind Reddy Keesara"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Importing packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 950,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import time"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reading Benign Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 951,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "db1 = pd.read_csv('benign_2013_1.csv')\n",
    "db1['year']='January 2013'\n",
    "db2 = pd.read_csv('benign_2013_2.csv')\n",
    "db2['year']='February 2013'\n",
    "db3 = pd.read_csv('benign_2013_3.csv')\n",
    "db3['year']='March 2013'\n",
    "db4 = pd.read_csv('benign_2013_4.csv')\n",
    "db4['year']='April 2013'\n",
    "db5 = pd.read_csv('benign_2013_5.csv')\n",
    "db5['year']='May 2013'\n",
    "db6 = pd.read_csv('benign_2013_6.csv')\n",
    "db6['year']='June 2013'\n",
    "db7 = pd.read_csv('benign_2013_7.csv')\n",
    "db7['year']='July 2013'\n",
    "db8 = pd.read_csv('benign_2013_8.csv')\n",
    "db8['year']='August 2013'\n",
    "db9 = pd.read_csv('benign_2013_9.csv')\n",
    "db9['year']='September 2013'\n",
    "db10 = pd.read_csv('benign_2013_10.csv')\n",
    "db10['year']='October 2013'\n",
    "db11 = pd.read_csv('benign_2013_11.csv')\n",
    "db11['year']='November 2013'\n",
    "db12 = pd.read_csv('benign_2013_12.csv')\n",
    "db12['year']='December 2013'\n",
    "db13 = pd.read_csv('benign_2014_1.csv')\n",
    "db13['year']='January 2014'\n",
    "db14 = pd.read_csv('benign_2014_2.csv')\n",
    "db14['year']='February 2014'\n",
    "db15 = pd.read_csv('benign_2014_3.csv')\n",
    "db15['year']='March 2014'\n",
    "db16 = pd.read_csv('benign_2014_4.csv')\n",
    "db16['year']='April 2014'\n",
    "db17 = pd.read_csv('benign_2014_5.csv')\n",
    "db17['year']='May 2014'\n",
    "db18 = pd.read_csv('benign_2014_6.csv')\n",
    "db18['year']='June 2014'\n",
    "db19 = pd.read_csv('benign_2014_7.csv')\n",
    "db19['year']='July 2014'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Merging the benign dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 952,
   "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>username</th>\n",
       "      <th>revid</th>\n",
       "      <th>revtime</th>\n",
       "      <th>pagetitle</th>\n",
       "      <th>isReverted</th>\n",
       "      <th>revertTime</th>\n",
       "      <th>cluebotRevert</th>\n",
       "      <th>stiki_score</th>\n",
       "      <th>stiki_REP_USER</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535365129</td>\n",
       "      <td>2013-01-28T16:43:56Z</td>\n",
       "      <td>User:Swiftscw</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535365309</td>\n",
       "      <td>2013-01-28T16:45:08Z</td>\n",
       "      <td>User:Swiftscw</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535366071</td>\n",
       "      <td>2013-01-28T16:50:17Z</td>\n",
       "      <td>User:Swiftscw</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535369287</td>\n",
       "      <td>2013-01-28T17:13:40Z</td>\n",
       "      <td>User:Swiftscw/AMAPOLA CABASE</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535370277</td>\n",
       "      <td>2013-01-28T17:21:30Z</td>\n",
       "      <td>Wikipedia:Requests for undeletion</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   username      revid               revtime  \\\n",
       "0  Swiftscw  535365129  2013-01-28T16:43:56Z   \n",
       "1  Swiftscw  535365309  2013-01-28T16:45:08Z   \n",
       "2  Swiftscw  535366071  2013-01-28T16:50:17Z   \n",
       "3  Swiftscw  535369287  2013-01-28T17:13:40Z   \n",
       "4  Swiftscw  535370277  2013-01-28T17:21:30Z   \n",
       "\n",
       "                           pagetitle  isReverted revertTime  cluebotRevert  \\\n",
       "0                      User:Swiftscw       False          -              0   \n",
       "1                      User:Swiftscw       False          -              0   \n",
       "2                      User:Swiftscw       False          -              0   \n",
       "3       User:Swiftscw/AMAPOLA CABASE       False          -              0   \n",
       "4  Wikipedia:Requests for undeletion       False          -              0   \n",
       "\n",
       "   stiki_score  stiki_REP_USER          year  \n",
       "0          0.0             0.0  January 2013  \n",
       "1          0.0             0.0  January 2013  \n",
       "2          0.0             0.0  January 2013  \n",
       "3          0.0             0.0  January 2013  \n",
       "4          0.0             0.0  January 2013  "
      ]
     },
     "execution_count": 952,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "combined = db1\n",
    "combined = combined.append([db2,db3,db4,db5,db6,db7,db8,db9,db10,db11,db12,db13,db14,db15,db16,db17,db18,db19])\n",
    "combined=pd.DataFrame(combined)\n",
    "combined.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reading user file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 953,
   "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>username</th>\n",
       "      <th>userid</th>\n",
       "      <th>blocked_time</th>\n",
       "      <th>blocked_reason</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Azkle</td>\n",
       "      <td>18359941</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Tgrosinger</td>\n",
       "      <td>18228795</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>BanglarBogra</td>\n",
       "      <td>18197517</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Tiny Trot</td>\n",
       "      <td>18315964</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       username    userid blocked_time blocked_reason    type\n",
       "0      Swiftscw  18342896            -              -  benign\n",
       "1         Azkle  18359941            -              -  benign\n",
       "2    Tgrosinger  18228795            -              -  benign\n",
       "3  BanglarBogra  18197517            -              -  benign\n",
       "4     Tiny Trot  18315964            -              -  benign"
      ]
     },
     "execution_count": 953,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "colnames = ['username','userid','blocked_time','blocked_reason','type']\n",
    "type(colnames)\n",
    "users=pd.read_table('users.tsv',sep=\"\\t\",header=None,names=colnames)\n",
    "users=pd.DataFrame(users)\n",
    "users.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Benign and User Left Join on \"username\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 954,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>username</th>\n",
       "      <th>revid</th>\n",
       "      <th>revtime</th>\n",
       "      <th>pagetitle</th>\n",
       "      <th>isReverted</th>\n",
       "      <th>revertTime</th>\n",
       "      <th>cluebotRevert</th>\n",
       "      <th>stiki_score</th>\n",
       "      <th>stiki_REP_USER</th>\n",
       "      <th>year</th>\n",
       "      <th>userid</th>\n",
       "      <th>blocked_time</th>\n",
       "      <th>blocked_reason</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535365129</td>\n",
       "      <td>2013-01-28T16:43:56Z</td>\n",
       "      <td>User:Swiftscw</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535365309</td>\n",
       "      <td>2013-01-28T16:45:08Z</td>\n",
       "      <td>User:Swiftscw</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535366071</td>\n",
       "      <td>2013-01-28T16:50:17Z</td>\n",
       "      <td>User:Swiftscw</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535369287</td>\n",
       "      <td>2013-01-28T17:13:40Z</td>\n",
       "      <td>User:Swiftscw/AMAPOLA CABASE</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535370277</td>\n",
       "      <td>2013-01-28T17:21:30Z</td>\n",
       "      <td>Wikipedia:Requests for undeletion</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535376382</td>\n",
       "      <td>2013-01-28T18:07:16Z</td>\n",
       "      <td>Maria Cabase</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.292556</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535379254</td>\n",
       "      <td>2013-01-28T18:27:12Z</td>\n",
       "      <td>Maria Cabase</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.282316</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535380411</td>\n",
       "      <td>2013-01-28T18:34:51Z</td>\n",
       "      <td>Maria Cabase</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.367025</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535382439</td>\n",
       "      <td>2013-01-28T18:48:17Z</td>\n",
       "      <td>Maria Cabase</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.282316</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535390355</td>\n",
       "      <td>2013-01-28T19:40:51Z</td>\n",
       "      <td>Maria Cabase</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.132504</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   username      revid               revtime  \\\n",
       "0  Swiftscw  535365129  2013-01-28T16:43:56Z   \n",
       "1  Swiftscw  535365309  2013-01-28T16:45:08Z   \n",
       "2  Swiftscw  535366071  2013-01-28T16:50:17Z   \n",
       "3  Swiftscw  535369287  2013-01-28T17:13:40Z   \n",
       "4  Swiftscw  535370277  2013-01-28T17:21:30Z   \n",
       "5  Swiftscw  535376382  2013-01-28T18:07:16Z   \n",
       "6  Swiftscw  535379254  2013-01-28T18:27:12Z   \n",
       "7  Swiftscw  535380411  2013-01-28T18:34:51Z   \n",
       "8  Swiftscw  535382439  2013-01-28T18:48:17Z   \n",
       "9  Swiftscw  535390355  2013-01-28T19:40:51Z   \n",
       "\n",
       "                           pagetitle  isReverted revertTime  cluebotRevert  \\\n",
       "0                      User:Swiftscw       False          -              0   \n",
       "1                      User:Swiftscw       False          -              0   \n",
       "2                      User:Swiftscw       False          -              0   \n",
       "3       User:Swiftscw/AMAPOLA CABASE       False          -              0   \n",
       "4  Wikipedia:Requests for undeletion       False          -              0   \n",
       "5                       Maria Cabase       False          -              0   \n",
       "6                       Maria Cabase       False          -              0   \n",
       "7                       Maria Cabase       False          -              0   \n",
       "8                       Maria Cabase       False          -              0   \n",
       "9                       Maria Cabase       False          -              0   \n",
       "\n",
       "   stiki_score  stiki_REP_USER          year    userid blocked_time  \\\n",
       "0     0.000000             0.0  January 2013  18342896            -   \n",
       "1     0.000000             0.0  January 2013  18342896            -   \n",
       "2     0.000000             0.0  January 2013  18342896            -   \n",
       "3     0.000000             0.0  January 2013  18342896            -   \n",
       "4     0.000000             0.0  January 2013  18342896            -   \n",
       "5     0.292556             0.0  January 2013  18342896            -   \n",
       "6     0.282316             0.0  January 2013  18342896            -   \n",
       "7     0.367025             0.0  January 2013  18342896            -   \n",
       "8     0.282316             0.0  January 2013  18342896            -   \n",
       "9     0.132504             0.0  January 2013  18342896            -   \n",
       "\n",
       "  blocked_reason    type  \n",
       "0              -  benign  \n",
       "1              -  benign  \n",
       "2              -  benign  \n",
       "3              -  benign  \n",
       "4              -  benign  \n",
       "5              -  benign  \n",
       "6              -  benign  \n",
       "7              -  benign  \n",
       "8              -  benign  \n",
       "9              -  benign  "
      ]
     },
     "execution_count": 954,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ben = pd.merge(combined,users,how='left',on='username')\n",
    "ben.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Reading Vandal data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 955,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dv1 = pd.read_csv('vandal_2013_1.csv')\n",
    "dv1['year']='January 2013'\n",
    "dv2 = pd.read_csv('vandal_2013_2.csv')\n",
    "dv2['year']='February 2013'\n",
    "dv3 = pd.read_csv('vandal_2013_3.csv')\n",
    "dv3['year']='March 2013'\n",
    "dv4 = pd.read_csv('vandal_2013_4.csv')\n",
    "dv4['year']='April 2013'\n",
    "dv5 = pd.read_csv('vandal_2013_5.csv')\n",
    "dv5['year']='May 2013'\n",
    "dv6 = pd.read_csv('vandal_2013_6.csv')\n",
    "dv6['year']='June 2013'\n",
    "dv7 = pd.read_csv('vandal_2013_7.csv')\n",
    "dv7['year']='July 2013'\n",
    "dv8 = pd.read_csv('vandal_2013_8.csv')\n",
    "dv8['year']='August 2013'\n",
    "dv9 = pd.read_csv('vandal_2013_9.csv')\n",
    "dv9['year']='September 2013'\n",
    "dv10 = pd.read_csv('vandal_2013_10.csv')\n",
    "dv10['year']='October 2013'\n",
    "dv11 = pd.read_csv('vandal_2013_11.csv')\n",
    "dv11['year']='November 2013'\n",
    "dv12 = pd.read_csv('vandal_2013_12.csv')\n",
    "dv12['year']='December 2013'\n",
    "dv13 = pd.read_csv('vandal_2014_1.csv')\n",
    "dv13['year']='January 2014'\n",
    "dv14 = pd.read_csv('vandal_2014_2.csv')\n",
    "dv14['year']='February 2014'\n",
    "dv15 = pd.read_csv('vandal_2014_3.csv')\n",
    "dv15['year']='March 2014'\n",
    "dv16 = pd.read_csv('vandal_2014_4.csv')\n",
    "dv16['year']='April 2014'\n",
    "dv17 = pd.read_csv('vandal_2014_5.csv')\n",
    "dv17['year']='May 2014'\n",
    "dv18 = pd.read_csv('vandal_2014_6.csv')\n",
    "dv18['year']='June 2014'\n",
    "dv19 = pd.read_csv('vandal_2014_7.csv')\n",
    "dv19['year']='July 2014'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Merging the Vandal dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 956,
   "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>username</th>\n",
       "      <th>revid</th>\n",
       "      <th>revtime</th>\n",
       "      <th>pagetitle</th>\n",
       "      <th>isReverted</th>\n",
       "      <th>revertTime</th>\n",
       "      <th>cluebotRevert</th>\n",
       "      <th>stiki_score</th>\n",
       "      <th>stiki_REP_USER</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alex12rocks</td>\n",
       "      <td>535937612</td>\n",
       "      <td>2013-01-31T23:19:17Z</td>\n",
       "      <td>Pueblo Revolt</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T23:20:35Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.462073</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>January 2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alex12rocks</td>\n",
       "      <td>535937732</td>\n",
       "      <td>2013-01-31T23:20:04Z</td>\n",
       "      <td>Pueblo Revolt</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T23:20:35Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.437085</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>January 2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alex12rocks</td>\n",
       "      <td>535937933</td>\n",
       "      <td>2013-01-31T23:21:19Z</td>\n",
       "      <td>Pueblo Revolt</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T23:21:30Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.648625</td>\n",
       "      <td>0.999851</td>\n",
       "      <td>January 2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Alex12rocks</td>\n",
       "      <td>535938394</td>\n",
       "      <td>2013-01-31T23:24:08Z</td>\n",
       "      <td>Pueblo Revolt</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T23:24:15Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.439547</td>\n",
       "      <td>1.999305</td>\n",
       "      <td>January 2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alex12rocks</td>\n",
       "      <td>535938540</td>\n",
       "      <td>2013-01-31T23:24:56Z</td>\n",
       "      <td>Pueblo Revolt</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T23:24:59Z</td>\n",
       "      <td>1</td>\n",
       "      <td>0.618692</td>\n",
       "      <td>2.998948</td>\n",
       "      <td>January 2013</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      username      revid               revtime      pagetitle  isReverted  \\\n",
       "0  Alex12rocks  535937612  2013-01-31T23:19:17Z  Pueblo Revolt        True   \n",
       "1  Alex12rocks  535937732  2013-01-31T23:20:04Z  Pueblo Revolt        True   \n",
       "2  Alex12rocks  535937933  2013-01-31T23:21:19Z  Pueblo Revolt        True   \n",
       "3  Alex12rocks  535938394  2013-01-31T23:24:08Z  Pueblo Revolt        True   \n",
       "4  Alex12rocks  535938540  2013-01-31T23:24:56Z  Pueblo Revolt        True   \n",
       "\n",
       "             revertTime  cluebotRevert  stiki_score  stiki_REP_USER  \\\n",
       "0  2013-01-31T23:20:35Z              0     0.462073        0.000000   \n",
       "1  2013-01-31T23:20:35Z              0     0.437085        0.000000   \n",
       "2  2013-01-31T23:21:30Z              0     0.648625        0.999851   \n",
       "3  2013-01-31T23:24:15Z              0     0.439547        1.999305   \n",
       "4  2013-01-31T23:24:59Z              1     0.618692        2.998948   \n",
       "\n",
       "           year  \n",
       "0  January 2013  \n",
       "1  January 2013  \n",
       "2  January 2013  \n",
       "3  January 2013  \n",
       "4  January 2013  "
      ]
     },
     "execution_count": 956,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "comvandal = dv1\n",
    "comvandal = comvandal.append([dv2,dv3,dv4,dv5,dv6,dv7,dv8,dv9,dv10,dv11,dv12,dv13,dv14,dv15,dv16,dv17,dv18,dv19])\n",
    "comvandal=pd.DataFrame(comvandal)\n",
    "comvandal.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Vandal and User Left Join on \"username\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 957,
   "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>username</th>\n",
       "      <th>revid</th>\n",
       "      <th>revtime</th>\n",
       "      <th>pagetitle</th>\n",
       "      <th>isReverted</th>\n",
       "      <th>revertTime</th>\n",
       "      <th>cluebotRevert</th>\n",
       "      <th>stiki_score</th>\n",
       "      <th>stiki_REP_USER</th>\n",
       "      <th>year</th>\n",
       "      <th>userid</th>\n",
       "      <th>blocked_time</th>\n",
       "      <th>blocked_reason</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alex12rocks</td>\n",
       "      <td>535937612</td>\n",
       "      <td>2013-01-31T23:19:17Z</td>\n",
       "      <td>Pueblo Revolt</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T23:20:35Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.462073</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4232100</td>\n",
       "      <td>2013-01-31T23:34:10Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alex12rocks</td>\n",
       "      <td>535937732</td>\n",
       "      <td>2013-01-31T23:20:04Z</td>\n",
       "      <td>Pueblo Revolt</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T23:20:35Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.437085</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4232100</td>\n",
       "      <td>2013-01-31T23:34:10Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alex12rocks</td>\n",
       "      <td>535937933</td>\n",
       "      <td>2013-01-31T23:21:19Z</td>\n",
       "      <td>Pueblo Revolt</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T23:21:30Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.648625</td>\n",
       "      <td>0.999851</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4232100</td>\n",
       "      <td>2013-01-31T23:34:10Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Alex12rocks</td>\n",
       "      <td>535938394</td>\n",
       "      <td>2013-01-31T23:24:08Z</td>\n",
       "      <td>Pueblo Revolt</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T23:24:15Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.439547</td>\n",
       "      <td>1.999305</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4232100</td>\n",
       "      <td>2013-01-31T23:34:10Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alex12rocks</td>\n",
       "      <td>535938540</td>\n",
       "      <td>2013-01-31T23:24:56Z</td>\n",
       "      <td>Pueblo Revolt</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T23:24:59Z</td>\n",
       "      <td>1</td>\n",
       "      <td>0.618692</td>\n",
       "      <td>2.998948</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4232100</td>\n",
       "      <td>2013-01-31T23:34:10Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      username      revid               revtime      pagetitle  isReverted  \\\n",
       "0  Alex12rocks  535937612  2013-01-31T23:19:17Z  Pueblo Revolt        True   \n",
       "1  Alex12rocks  535937732  2013-01-31T23:20:04Z  Pueblo Revolt        True   \n",
       "2  Alex12rocks  535937933  2013-01-31T23:21:19Z  Pueblo Revolt        True   \n",
       "3  Alex12rocks  535938394  2013-01-31T23:24:08Z  Pueblo Revolt        True   \n",
       "4  Alex12rocks  535938540  2013-01-31T23:24:56Z  Pueblo Revolt        True   \n",
       "\n",
       "             revertTime  cluebotRevert  stiki_score  stiki_REP_USER  \\\n",
       "0  2013-01-31T23:20:35Z              0     0.462073        0.000000   \n",
       "1  2013-01-31T23:20:35Z              0     0.437085        0.000000   \n",
       "2  2013-01-31T23:21:30Z              0     0.648625        0.999851   \n",
       "3  2013-01-31T23:24:15Z              0     0.439547        1.999305   \n",
       "4  2013-01-31T23:24:59Z              1     0.618692        2.998948   \n",
       "\n",
       "           year   userid          blocked_time  \\\n",
       "0  January 2013  4232100  2013-01-31T23:34:10Z   \n",
       "1  January 2013  4232100  2013-01-31T23:34:10Z   \n",
       "2  January 2013  4232100  2013-01-31T23:34:10Z   \n",
       "3  January 2013  4232100  2013-01-31T23:34:10Z   \n",
       "4  January 2013  4232100  2013-01-31T23:34:10Z   \n",
       "\n",
       "                                      blocked_reason    type  \n",
       "0  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  \n",
       "1  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  \n",
       "2  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  \n",
       "3  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  \n",
       "4  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  "
      ]
     },
     "execution_count": 957,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "van = pd.merge(comvandal,users,how='left',on='username')\n",
    "van.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "# Reading Page Details Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 958,
   "metadata": {
    "scrolled": true
   },
   "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>pagetitle</th>\n",
       "      <th>pageid</th>\n",
       "      <th>pagecategories</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>User:Swiftscw</td>\n",
       "      <td>38354683</td>\n",
       "      <td>set([u'Category:WikiProject Biography particip...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>User:Swiftscw/AMAPOLA CABASE</td>\n",
       "      <td>38354972</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Wikipedia:Requests for undeletion</td>\n",
       "      <td>26803395</td>\n",
       "      <td>set([u'Category:Wikipedia maintenance', u'Cate...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Maria Cabase</td>\n",
       "      <td>32754928</td>\n",
       "      <td>set([u'Category:Filipino pianists', u'Category...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Talk:Maria Cabase</td>\n",
       "      <td>34549656</td>\n",
       "      <td>set([u'Category:WikiProject Biography articles...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Manuel Kabajar Cabase</td>\n",
       "      <td>32755116</td>\n",
       "      <td>set([u'Category:Filipino drummers', u'Category...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>User talk:Postdlf/Archive23</td>\n",
       "      <td>38090775</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Wikipedia:WikiProject Biography/Members</td>\n",
       "      <td>6163553</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>User talk:Swiftscw</td>\n",
       "      <td>40011085</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Bobby Enriquez</td>\n",
       "      <td>7040405</td>\n",
       "      <td>set([u'Category:Filipino Pentecostals', u'Cate...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 pagetitle    pageid  \\\n",
       "0                            User:Swiftscw  38354683   \n",
       "1             User:Swiftscw/AMAPOLA CABASE  38354972   \n",
       "2        Wikipedia:Requests for undeletion  26803395   \n",
       "3                             Maria Cabase  32754928   \n",
       "4                        Talk:Maria Cabase  34549656   \n",
       "5                    Manuel Kabajar Cabase  32755116   \n",
       "6              User talk:Postdlf/Archive23  38090775   \n",
       "7  Wikipedia:WikiProject Biography/Members   6163553   \n",
       "8                       User talk:Swiftscw  40011085   \n",
       "9                           Bobby Enriquez   7040405   \n",
       "\n",
       "                                      pagecategories  \n",
       "0  set([u'Category:WikiProject Biography particip...  \n",
       "1                                            set([])  \n",
       "2  set([u'Category:Wikipedia maintenance', u'Cate...  \n",
       "3  set([u'Category:Filipino pianists', u'Category...  \n",
       "4  set([u'Category:WikiProject Biography articles...  \n",
       "5  set([u'Category:Filipino drummers', u'Category...  \n",
       "6                                            set([])  \n",
       "7                                            set([])  \n",
       "8                                            set([])  \n",
       "9  set([u'Category:Filipino Pentecostals', u'Cate...  "
      ]
     },
     "execution_count": 958,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pages=pd.read_csv('pages.tsv')\n",
    "pages=pd.DataFrame(pages)\n",
    "pages.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Left Join Vandal and Benign with Page data on \"pagetitle\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 959,
   "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>username</th>\n",
       "      <th>revid</th>\n",
       "      <th>revtime</th>\n",
       "      <th>pagetitle</th>\n",
       "      <th>isReverted</th>\n",
       "      <th>revertTime</th>\n",
       "      <th>cluebotRevert</th>\n",
       "      <th>stiki_score</th>\n",
       "      <th>stiki_REP_USER</th>\n",
       "      <th>year</th>\n",
       "      <th>userid</th>\n",
       "      <th>blocked_time</th>\n",
       "      <th>blocked_reason</th>\n",
       "      <th>type</th>\n",
       "      <th>pageid</th>\n",
       "      <th>pagecategories</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535365129</td>\n",
       "      <td>2013-01-28T16:43:56Z</td>\n",
       "      <td>User:Swiftscw</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>38354683</td>\n",
       "      <td>set([u'Category:WikiProject Biography particip...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535365309</td>\n",
       "      <td>2013-01-28T16:45:08Z</td>\n",
       "      <td>User:Swiftscw</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>38354683</td>\n",
       "      <td>set([u'Category:WikiProject Biography particip...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535366071</td>\n",
       "      <td>2013-01-28T16:50:17Z</td>\n",
       "      <td>User:Swiftscw</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>38354683</td>\n",
       "      <td>set([u'Category:WikiProject Biography particip...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535369287</td>\n",
       "      <td>2013-01-28T17:13:40Z</td>\n",
       "      <td>User:Swiftscw/AMAPOLA CABASE</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>38354972</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535370277</td>\n",
       "      <td>2013-01-28T17:21:30Z</td>\n",
       "      <td>Wikipedia:Requests for undeletion</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>26803395</td>\n",
       "      <td>set([u'Category:Wikipedia maintenance', u'Cate...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535370277</td>\n",
       "      <td>2013-01-28T17:21:30Z</td>\n",
       "      <td>Wikipedia:Requests for undeletion</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>26803395</td>\n",
       "      <td>set([u'Category:Wikipedia maintenance', u'Cate...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535376382</td>\n",
       "      <td>2013-01-28T18:07:16Z</td>\n",
       "      <td>Maria Cabase</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.292556</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>32754928</td>\n",
       "      <td>set([u'Category:Filipino pianists', u'Category...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535379254</td>\n",
       "      <td>2013-01-28T18:27:12Z</td>\n",
       "      <td>Maria Cabase</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.282316</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>32754928</td>\n",
       "      <td>set([u'Category:Filipino pianists', u'Category...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535380411</td>\n",
       "      <td>2013-01-28T18:34:51Z</td>\n",
       "      <td>Maria Cabase</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.367025</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>32754928</td>\n",
       "      <td>set([u'Category:Filipino pianists', u'Category...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535382439</td>\n",
       "      <td>2013-01-28T18:48:17Z</td>\n",
       "      <td>Maria Cabase</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.282316</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>32754928</td>\n",
       "      <td>set([u'Category:Filipino pianists', u'Category...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   username      revid               revtime  \\\n",
       "0  Swiftscw  535365129  2013-01-28T16:43:56Z   \n",
       "1  Swiftscw  535365309  2013-01-28T16:45:08Z   \n",
       "2  Swiftscw  535366071  2013-01-28T16:50:17Z   \n",
       "3  Swiftscw  535369287  2013-01-28T17:13:40Z   \n",
       "4  Swiftscw  535370277  2013-01-28T17:21:30Z   \n",
       "5  Swiftscw  535370277  2013-01-28T17:21:30Z   \n",
       "6  Swiftscw  535376382  2013-01-28T18:07:16Z   \n",
       "7  Swiftscw  535379254  2013-01-28T18:27:12Z   \n",
       "8  Swiftscw  535380411  2013-01-28T18:34:51Z   \n",
       "9  Swiftscw  535382439  2013-01-28T18:48:17Z   \n",
       "\n",
       "                           pagetitle  isReverted revertTime  cluebotRevert  \\\n",
       "0                      User:Swiftscw       False          -              0   \n",
       "1                      User:Swiftscw       False          -              0   \n",
       "2                      User:Swiftscw       False          -              0   \n",
       "3       User:Swiftscw/AMAPOLA CABASE       False          -              0   \n",
       "4  Wikipedia:Requests for undeletion       False          -              0   \n",
       "5  Wikipedia:Requests for undeletion       False          -              0   \n",
       "6                       Maria Cabase       False          -              0   \n",
       "7                       Maria Cabase       False          -              0   \n",
       "8                       Maria Cabase       False          -              0   \n",
       "9                       Maria Cabase       False          -              0   \n",
       "\n",
       "   stiki_score  stiki_REP_USER          year    userid blocked_time  \\\n",
       "0     0.000000             0.0  January 2013  18342896            -   \n",
       "1     0.000000             0.0  January 2013  18342896            -   \n",
       "2     0.000000             0.0  January 2013  18342896            -   \n",
       "3     0.000000             0.0  January 2013  18342896            -   \n",
       "4     0.000000             0.0  January 2013  18342896            -   \n",
       "5     0.000000             0.0  January 2013  18342896            -   \n",
       "6     0.292556             0.0  January 2013  18342896            -   \n",
       "7     0.282316             0.0  January 2013  18342896            -   \n",
       "8     0.367025             0.0  January 2013  18342896            -   \n",
       "9     0.282316             0.0  January 2013  18342896            -   \n",
       "\n",
       "  blocked_reason    type    pageid  \\\n",
       "0              -  benign  38354683   \n",
       "1              -  benign  38354683   \n",
       "2              -  benign  38354683   \n",
       "3              -  benign  38354972   \n",
       "4              -  benign  26803395   \n",
       "5              -  benign  26803395   \n",
       "6              -  benign  32754928   \n",
       "7              -  benign  32754928   \n",
       "8              -  benign  32754928   \n",
       "9              -  benign  32754928   \n",
       "\n",
       "                                      pagecategories  \n",
       "0  set([u'Category:WikiProject Biography particip...  \n",
       "1  set([u'Category:WikiProject Biography particip...  \n",
       "2  set([u'Category:WikiProject Biography particip...  \n",
       "3                                            set([])  \n",
       "4  set([u'Category:Wikipedia maintenance', u'Cate...  \n",
       "5  set([u'Category:Wikipedia maintenance', u'Cate...  \n",
       "6  set([u'Category:Filipino pianists', u'Category...  \n",
       "7  set([u'Category:Filipino pianists', u'Category...  \n",
       "8  set([u'Category:Filipino pianists', u'Category...  \n",
       "9  set([u'Category:Filipino pianists', u'Category...  "
      ]
     },
     "execution_count": 959,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "van_final = pd.merge(van,pages,how='left',on=\"pagetitle\")\n",
    "ben_final = pd.merge(ben,pages,how='left',on=\"pagetitle\")\n",
    "van_final.head(10)\n",
    "ben_final.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cleaning the data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 960,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 961,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "username            0\n",
       "revid               0\n",
       "revtime             0\n",
       "pagetitle           0\n",
       "isReverted          0\n",
       "revertTime          0\n",
       "cluebotRevert       0\n",
       "stiki_score         0\n",
       "stiki_REP_USER    727\n",
       "year                0\n",
       "userid              0\n",
       "blocked_time        0\n",
       "blocked_reason      0\n",
       "type                0\n",
       "pageid              0\n",
       "pagecategories      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 961,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "van_final.apply(lambda x: sum(x.isna()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 962,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "username          0\n",
       "revid             0\n",
       "revtime           0\n",
       "pagetitle         0\n",
       "isReverted        0\n",
       "revertTime        0\n",
       "cluebotRevert     0\n",
       "stiki_score       0\n",
       "stiki_REP_USER    0\n",
       "year              0\n",
       "userid            0\n",
       "blocked_time      0\n",
       "blocked_reason    0\n",
       "type              0\n",
       "pageid            0\n",
       "pagecategories    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 962,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "users_van = van_final.dropna(axis=0)\n",
    "users_van.apply(lambda x: sum(x.isna()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 963,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "username          0\n",
       "revid             0\n",
       "revtime           0\n",
       "pagetitle         0\n",
       "isReverted        0\n",
       "revertTime        0\n",
       "cluebotRevert     0\n",
       "stiki_score       0\n",
       "stiki_REP_USER    0\n",
       "year              0\n",
       "userid            0\n",
       "blocked_time      0\n",
       "blocked_reason    0\n",
       "type              0\n",
       "pageid            0\n",
       "pagecategories    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 963,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "users_ben = ben_final.dropna(axis=0)\n",
    "users_ben.apply(lambda x: sum(x.isna()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Merging Vandal and Benign Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 964,
   "metadata": {
    "scrolled": false
   },
   "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>username</th>\n",
       "      <th>revid</th>\n",
       "      <th>revtime</th>\n",
       "      <th>pagetitle</th>\n",
       "      <th>isReverted</th>\n",
       "      <th>revertTime</th>\n",
       "      <th>cluebotRevert</th>\n",
       "      <th>stiki_score</th>\n",
       "      <th>stiki_REP_USER</th>\n",
       "      <th>year</th>\n",
       "      <th>userid</th>\n",
       "      <th>blocked_time</th>\n",
       "      <th>blocked_reason</th>\n",
       "      <th>type</th>\n",
       "      <th>pageid</th>\n",
       "      <th>pagecategories</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alex12rocks</td>\n",
       "      <td>535937612</td>\n",
       "      <td>2013-01-31T23:19:17Z</td>\n",
       "      <td>Pueblo Revolt</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T23:20:35Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.462073</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4232100</td>\n",
       "      <td>2013-01-31T23:34:10Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>569572</td>\n",
       "      <td>set([u'Category:17th century in New Spain', u'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alex12rocks</td>\n",
       "      <td>535937732</td>\n",
       "      <td>2013-01-31T23:20:04Z</td>\n",
       "      <td>Pueblo Revolt</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T23:20:35Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.437085</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4232100</td>\n",
       "      <td>2013-01-31T23:34:10Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>569572</td>\n",
       "      <td>set([u'Category:17th century in New Spain', u'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alex12rocks</td>\n",
       "      <td>535937933</td>\n",
       "      <td>2013-01-31T23:21:19Z</td>\n",
       "      <td>Pueblo Revolt</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T23:21:30Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.648625</td>\n",
       "      <td>0.999851</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4232100</td>\n",
       "      <td>2013-01-31T23:34:10Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>569572</td>\n",
       "      <td>set([u'Category:17th century in New Spain', u'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Alex12rocks</td>\n",
       "      <td>535938394</td>\n",
       "      <td>2013-01-31T23:24:08Z</td>\n",
       "      <td>Pueblo Revolt</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T23:24:15Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.439547</td>\n",
       "      <td>1.999305</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4232100</td>\n",
       "      <td>2013-01-31T23:34:10Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>569572</td>\n",
       "      <td>set([u'Category:17th century in New Spain', u'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alex12rocks</td>\n",
       "      <td>535938540</td>\n",
       "      <td>2013-01-31T23:24:56Z</td>\n",
       "      <td>Pueblo Revolt</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T23:24:59Z</td>\n",
       "      <td>1</td>\n",
       "      <td>0.618692</td>\n",
       "      <td>2.998948</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4232100</td>\n",
       "      <td>2013-01-31T23:34:10Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>569572</td>\n",
       "      <td>set([u'Category:17th century in New Spain', u'...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      username      revid               revtime      pagetitle  isReverted  \\\n",
       "0  Alex12rocks  535937612  2013-01-31T23:19:17Z  Pueblo Revolt        True   \n",
       "1  Alex12rocks  535937732  2013-01-31T23:20:04Z  Pueblo Revolt        True   \n",
       "2  Alex12rocks  535937933  2013-01-31T23:21:19Z  Pueblo Revolt        True   \n",
       "3  Alex12rocks  535938394  2013-01-31T23:24:08Z  Pueblo Revolt        True   \n",
       "4  Alex12rocks  535938540  2013-01-31T23:24:56Z  Pueblo Revolt        True   \n",
       "\n",
       "             revertTime  cluebotRevert  stiki_score  stiki_REP_USER  \\\n",
       "0  2013-01-31T23:20:35Z              0     0.462073        0.000000   \n",
       "1  2013-01-31T23:20:35Z              0     0.437085        0.000000   \n",
       "2  2013-01-31T23:21:30Z              0     0.648625        0.999851   \n",
       "3  2013-01-31T23:24:15Z              0     0.439547        1.999305   \n",
       "4  2013-01-31T23:24:59Z              1     0.618692        2.998948   \n",
       "\n",
       "           year   userid          blocked_time  \\\n",
       "0  January 2013  4232100  2013-01-31T23:34:10Z   \n",
       "1  January 2013  4232100  2013-01-31T23:34:10Z   \n",
       "2  January 2013  4232100  2013-01-31T23:34:10Z   \n",
       "3  January 2013  4232100  2013-01-31T23:34:10Z   \n",
       "4  January 2013  4232100  2013-01-31T23:34:10Z   \n",
       "\n",
       "                                      blocked_reason    type  pageid  \\\n",
       "0  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  569572   \n",
       "1  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  569572   \n",
       "2  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  569572   \n",
       "3  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  569572   \n",
       "4  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  569572   \n",
       "\n",
       "                                      pagecategories  \n",
       "0  set([u'Category:17th century in New Spain', u'...  \n",
       "1  set([u'Category:17th century in New Spain', u'...  \n",
       "2  set([u'Category:17th century in New Spain', u'...  \n",
       "3  set([u'Category:17th century in New Spain', u'...  \n",
       "4  set([u'Category:17th century in New Spain', u'...  "
      ]
     },
     "execution_count": 964,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "users_fin=users_van.append(users_ben)\n",
    "users_fin.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### converting date to proper format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 965,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ben_final.revtime = ben_final.revtime.str[:19]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 966,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(657863, 16)"
      ]
     },
     "execution_count": 966,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ben_final.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 967,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "van.revtime = ben_final.revtime.str[:19]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 968,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ben_final['revtime'] = pd.to_datetime(ben_final['revtime'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 969,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "van_final['revtime'] = pd.to_datetime(van_final['revtime'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### seperating some cloumns to process other features in the later part of analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 970,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ben_scores = ben_final.loc[:,['userid','stiki_score','cluebotRevert']]\n",
    "van_scores = van_final.loc[:,['userid','stiki_score','cluebotRevert']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###   1)  checking whether the first edit of user is a metapage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 971,
   "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>username</th>\n",
       "      <th>revid</th>\n",
       "      <th>revtime</th>\n",
       "      <th>pagetitle</th>\n",
       "      <th>isReverted</th>\n",
       "      <th>revertTime</th>\n",
       "      <th>cluebotRevert</th>\n",
       "      <th>stiki_score</th>\n",
       "      <th>stiki_REP_USER</th>\n",
       "      <th>year</th>\n",
       "      <th>userid</th>\n",
       "      <th>blocked_time</th>\n",
       "      <th>blocked_reason</th>\n",
       "      <th>type</th>\n",
       "      <th>pageid</th>\n",
       "      <th>pagecategories</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535369287</td>\n",
       "      <td>2013-01-28 17:13:40</td>\n",
       "      <td>User:Swiftscw/AMAPOLA CABASE</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>38354972</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>535402422</td>\n",
       "      <td>2013-01-28 21:00:26</td>\n",
       "      <td>User talk:Postdlf/Archive23</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>38090775</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Swiftscw</td>\n",
       "      <td>564933523</td>\n",
       "      <td>2013-07-19 15:02:39</td>\n",
       "      <td>Wikipedia:WikiProject Biography/Members</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18342896</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>6163553</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Azkle</td>\n",
       "      <td>535906972</td>\n",
       "      <td>2013-01-31 19:50:17</td>\n",
       "      <td>Wikipedia:Training/For students/Training feedback</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18359941</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>36892501</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Tgrosinger</td>\n",
       "      <td>537167961</td>\n",
       "      <td>2013-02-08 05:00:23</td>\n",
       "      <td>User:Tgrosinger/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18228795</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>38458454</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Tgrosinger</td>\n",
       "      <td>539104591</td>\n",
       "      <td>2013-02-19 20:42:51</td>\n",
       "      <td>Wikipedia talk:Articles for creation/Storm</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18228795</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>38576296</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Tgrosinger</td>\n",
       "      <td>539914351</td>\n",
       "      <td>2013-02-23 16:49:06</td>\n",
       "      <td>Wikipedia:WikiProject Seattle/Active participants</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18228795</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>33014627</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Tgrosinger</td>\n",
       "      <td>540982409</td>\n",
       "      <td>2013-02-27 16:42:58</td>\n",
       "      <td>Talk:Torchwood/GA1</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18228795</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>38657553</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Tgrosinger</td>\n",
       "      <td>540989343</td>\n",
       "      <td>2013-02-27 17:12:00</td>\n",
       "      <td>Talk:Torchwood/GA1</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18228795</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>38657553</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Naveenchand3</td>\n",
       "      <td>531288293</td>\n",
       "      <td>2013-01-04 15:55:16</td>\n",
       "      <td>Wikipedia:WikiProject Pakistan/Assessment</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18183059</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>9505789</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Griff88</td>\n",
       "      <td>533205575</td>\n",
       "      <td>2013-01-15 14:29:37</td>\n",
       "      <td>User:Griff88/Do svidanja, Moskva</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18261535</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>38234537</td>\n",
       "      <td>set([u'Category:Userspace drafts created via t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Griff88</td>\n",
       "      <td>533206041</td>\n",
       "      <td>2013-01-15 14:34:15</td>\n",
       "      <td>User:Griff88/Do svidanja, Moskva</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18261535</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>38234537</td>\n",
       "      <td>set([u'Category:Userspace drafts created via t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Griff88</td>\n",
       "      <td>533343359</td>\n",
       "      <td>2013-01-16 09:46:16</td>\n",
       "      <td>User:Griff88/Do svidanja, Moskva</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18261535</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>38234537</td>\n",
       "      <td>set([u'Category:Userspace drafts created via t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Griff88</td>\n",
       "      <td>533343583</td>\n",
       "      <td>2013-01-16 09:49:54</td>\n",
       "      <td>User:Griff88/Do svidanja, Moskva</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18261535</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>38234537</td>\n",
       "      <td>set([u'Category:Userspace drafts created via t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Griff88</td>\n",
       "      <td>550442023</td>\n",
       "      <td>2013-04-15 08:22:00</td>\n",
       "      <td>Wikipedia:WikiProject Multi-sport events/Asian...</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18261535</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>32129897</td>\n",
       "      <td>set([u'Category:Asian Games task force'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Griff88</td>\n",
       "      <td>556398136</td>\n",
       "      <td>2013-05-23 08:49:05</td>\n",
       "      <td>Wikipedia:WikiProject Olympics/Members</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18261535</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>9810421</td>\n",
       "      <td>set([u'Category:WikiProject Olympics'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Griff88</td>\n",
       "      <td>587348043</td>\n",
       "      <td>2013-12-23 08:38:58</td>\n",
       "      <td>User:Griff88/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18261535</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>41439261</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>Griff88</td>\n",
       "      <td>587352363</td>\n",
       "      <td>2013-12-23 09:33:19</td>\n",
       "      <td>User:Griff88/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18261535</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>41439261</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>Griff88</td>\n",
       "      <td>598223958</td>\n",
       "      <td>2014-03-05 07:04:43</td>\n",
       "      <td>User:Griff88/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18261535</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>41439261</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>Griff88</td>\n",
       "      <td>610605412</td>\n",
       "      <td>2014-05-29 07:30:19</td>\n",
       "      <td>User:Griff88/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18261535</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>41439261</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>Griff88</td>\n",
       "      <td>610612755</td>\n",
       "      <td>2014-05-29 08:57:23</td>\n",
       "      <td>User:Griff88/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18261535</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>41439261</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>Griff88</td>\n",
       "      <td>613258684</td>\n",
       "      <td>2014-06-17 09:10:17</td>\n",
       "      <td>User:Griff88/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18261535</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>41439261</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>Griff88</td>\n",
       "      <td>620346665</td>\n",
       "      <td>2014-08-08 08:01:05</td>\n",
       "      <td>Wikipedia:VisualEditor/Newsletter</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18261535</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>40165354</td>\n",
       "      <td>set([u'Category:MassMessage delivery lists'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>Griff88</td>\n",
       "      <td>623962199</td>\n",
       "      <td>2014-09-03 05:14:30</td>\n",
       "      <td>User:Griff88/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18261535</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>41439261</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>Griff88</td>\n",
       "      <td>623994300</td>\n",
       "      <td>2014-09-03 11:09:25</td>\n",
       "      <td>Wikipedia:WikiProject Olympics/Members</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18261535</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>9810421</td>\n",
       "      <td>set([u'Category:WikiProject Olympics'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>DilbertReality</td>\n",
       "      <td>563757846</td>\n",
       "      <td>2013-07-11 02:33:21</td>\n",
       "      <td>Wikipedia:Articles for deletion/Chris Chiacchio</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18184225</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>39927483</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>Laurenwking</td>\n",
       "      <td>536558332</td>\n",
       "      <td>2013-02-04 18:41:28</td>\n",
       "      <td>User:Laurenwking/laurenwkingsandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18320974</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>38421172</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>Laurenwking</td>\n",
       "      <td>536559529</td>\n",
       "      <td>2013-02-04 18:48:48</td>\n",
       "      <td>User:Laurenwking/laurenwkingsandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18320974</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>38421172</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663</th>\n",
       "      <td>Laurenwking</td>\n",
       "      <td>536562451</td>\n",
       "      <td>2013-02-04 19:07:23</td>\n",
       "      <td>User:Laurenwking/laurenwkingsandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18320974</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>38421172</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>Laurenwking</td>\n",
       "      <td>539218740</td>\n",
       "      <td>2013-02-20 12:25:29</td>\n",
       "      <td>User:Laurenwking/laurenwkingsandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>18320974</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>38421172</td>\n",
       "      <td>set([])</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657513</th>\n",
       "      <td>Ddosguru</td>\n",
       "      <td>620405660</td>\n",
       "      <td>2014-08-08 18:21:42</td>\n",
       "      <td>Wikipedia:Articles for deletion/Botopedia.org</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21942853</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43508803</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657514</th>\n",
       "      <td>Ddosguru</td>\n",
       "      <td>620405714</td>\n",
       "      <td>2014-08-08 18:22:08</td>\n",
       "      <td>Wikipedia:Articles for deletion/Log/2014 August 8</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21942853</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43473062</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657529</th>\n",
       "      <td>Ddosguru</td>\n",
       "      <td>657220490</td>\n",
       "      <td>2015-04-19 18:59:45</td>\n",
       "      <td>Wikipedia:Articles for deletion/IRCCloud</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21942853</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>46441289</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657530</th>\n",
       "      <td>Ddosguru</td>\n",
       "      <td>657220897</td>\n",
       "      <td>2015-04-19 19:03:01</td>\n",
       "      <td>Wikipedia:Articles for deletion/IRCCloud</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21942853</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>46441289</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657531</th>\n",
       "      <td>Ddosguru</td>\n",
       "      <td>657221862</td>\n",
       "      <td>2015-04-19 19:11:34</td>\n",
       "      <td>Wikipedia:Articles for deletion/IRCCloud</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21942853</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>46441289</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657697</th>\n",
       "      <td>Isanaht</td>\n",
       "      <td>619902707</td>\n",
       "      <td>2014-08-05 02:12:59</td>\n",
       "      <td>User:Isanaht/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21843782</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43477228</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657698</th>\n",
       "      <td>Isanaht</td>\n",
       "      <td>619902799</td>\n",
       "      <td>2014-08-05 02:14:17</td>\n",
       "      <td>User:Isanaht/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21843782</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43477228</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657773</th>\n",
       "      <td>Africulture</td>\n",
       "      <td>623454973</td>\n",
       "      <td>2014-08-30 15:03:48</td>\n",
       "      <td>Wikipedia:Changing username/Simple</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21879041</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>7535778</td>\n",
       "      <td>set([u'Category:Pages automatically checked fo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657774</th>\n",
       "      <td>Africulture</td>\n",
       "      <td>623454973</td>\n",
       "      <td>2014-08-30 15:03:48</td>\n",
       "      <td>Wikipedia:Changing username/Simple</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21879041</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>7535778</td>\n",
       "      <td>set([u'Category:Pages automatically checked fo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657800</th>\n",
       "      <td>Nothingknewunderthesun</td>\n",
       "      <td>625154022</td>\n",
       "      <td>2014-09-11 22:14:01</td>\n",
       "      <td>User:Nothingknewunderthesun/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21897660</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43802087</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657801</th>\n",
       "      <td>Nothingknewunderthesun</td>\n",
       "      <td>625155247</td>\n",
       "      <td>2014-09-11 22:24:24</td>\n",
       "      <td>User:Nothingknewunderthesun/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21897660</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43802087</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657802</th>\n",
       "      <td>Nothingknewunderthesun</td>\n",
       "      <td>625157768</td>\n",
       "      <td>2014-09-11 22:45:04</td>\n",
       "      <td>Wikipedia:Teahouse/Questions</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21897660</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>34745517</td>\n",
       "      <td>set([u'Category:Wikipedia Teahouse', u'Categor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657803</th>\n",
       "      <td>Nothingknewunderthesun</td>\n",
       "      <td>625157768</td>\n",
       "      <td>2014-09-11 22:45:04</td>\n",
       "      <td>Wikipedia:Teahouse/Questions</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21897660</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>34745517</td>\n",
       "      <td>set([u'Category:Wikipedia Teahouse', u'Categor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657804</th>\n",
       "      <td>Nothingknewunderthesun</td>\n",
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       "      <td>2014-09-16 21:02:41</td>\n",
       "      <td>User:Nothingknewunderthesun/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21897660</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43802087</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657805</th>\n",
       "      <td>Nothingknewunderthesun</td>\n",
       "      <td>625863655</td>\n",
       "      <td>2014-09-16 21:03:33</td>\n",
       "      <td>User:Nothingknewunderthesun/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21897660</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43802087</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657806</th>\n",
       "      <td>Nothingknewunderthesun</td>\n",
       "      <td>625863894</td>\n",
       "      <td>2014-09-16 21:05:43</td>\n",
       "      <td>User:Nothingknewunderthesun/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21897660</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43802087</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657807</th>\n",
       "      <td>Nothingknewunderthesun</td>\n",
       "      <td>625864880</td>\n",
       "      <td>2014-09-16 21:14:30</td>\n",
       "      <td>User:Nothingknewunderthesun/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21897660</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43802087</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657808</th>\n",
       "      <td>Nothingknewunderthesun</td>\n",
       "      <td>625865326</td>\n",
       "      <td>2014-09-16 21:17:59</td>\n",
       "      <td>User:Nothingknewunderthesun/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21897660</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43802087</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657809</th>\n",
       "      <td>Nothingknewunderthesun</td>\n",
       "      <td>625868880</td>\n",
       "      <td>2014-09-16 21:48:03</td>\n",
       "      <td>User:Nothingknewunderthesun/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21897660</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43802087</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657810</th>\n",
       "      <td>Nothingknewunderthesun</td>\n",
       "      <td>625869984</td>\n",
       "      <td>2014-09-16 21:58:29</td>\n",
       "      <td>User:Nothingknewunderthesun/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21897660</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43802087</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657811</th>\n",
       "      <td>Nothingknewunderthesun</td>\n",
       "      <td>625870858</td>\n",
       "      <td>2014-09-16 22:06:55</td>\n",
       "      <td>User:Nothingknewunderthesun/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21897660</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43802087</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657812</th>\n",
       "      <td>Nothingknewunderthesun</td>\n",
       "      <td>625877618</td>\n",
       "      <td>2014-09-16 23:21:29</td>\n",
       "      <td>User:Nothingknewunderthesun/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21897660</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43802087</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657827</th>\n",
       "      <td>KhalidAliHaji</td>\n",
       "      <td>626880826</td>\n",
       "      <td>2014-09-24 10:41:04</td>\n",
       "      <td>User talk:Sandakelum/Boxes</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21807483</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43938183</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657828</th>\n",
       "      <td>KhalidAliHaji</td>\n",
       "      <td>626882376</td>\n",
       "      <td>2014-09-24 11:03:17</td>\n",
       "      <td>User:KhalidAliHaji/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21807483</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43938270</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657829</th>\n",
       "      <td>KhalidAliHaji</td>\n",
       "      <td>626883014</td>\n",
       "      <td>2014-09-24 11:11:57</td>\n",
       "      <td>User:KhalidAliHaji/Other/Boxes/Introduction</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21807483</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43938309</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657830</th>\n",
       "      <td>KhalidAliHaji</td>\n",
       "      <td>626883112</td>\n",
       "      <td>2014-09-24 11:13:17</td>\n",
       "      <td>User:KhalidAliHaji/Other/Boxes/</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21807483</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43938315</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657831</th>\n",
       "      <td>KhalidAliHaji</td>\n",
       "      <td>626883191</td>\n",
       "      <td>2014-09-24 11:14:19</td>\n",
       "      <td>User:KhalidAliHaji/Other/</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21807483</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43938322</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657832</th>\n",
       "      <td>KhalidAliHaji</td>\n",
       "      <td>626883293</td>\n",
       "      <td>2014-09-24 11:15:25</td>\n",
       "      <td>User:KhalidAliHaji/Other/</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21807483</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43938322</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657833</th>\n",
       "      <td>KhalidAliHaji</td>\n",
       "      <td>626883541</td>\n",
       "      <td>2014-09-24 11:18:41</td>\n",
       "      <td>User:KhalidAliHaji/Other/Boxes/Introduction</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21807483</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43938309</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>657857</th>\n",
       "      <td>Dinkjunky</td>\n",
       "      <td>621772362</td>\n",
       "      <td>2014-08-18 13:45:37</td>\n",
       "      <td>User:Dinkjunky/sandbox</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>21932219</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>benign</td>\n",
       "      <td>43594011</td>\n",
       "      <td>set([u'Category:Redirects from moves'])</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>93852 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      username      revid             revtime  \\\n",
       "3                     Swiftscw  535369287 2013-01-28 17:13:40   \n",
       "16                    Swiftscw  535402422 2013-01-28 21:00:26   \n",
       "18                    Swiftscw  564933523 2013-07-19 15:02:39   \n",
       "26                       Azkle  535906972 2013-01-31 19:50:17   \n",
       "97                  Tgrosinger  537167961 2013-02-08 05:00:23   \n",
       "100                 Tgrosinger  539104591 2013-02-19 20:42:51   \n",
       "106                 Tgrosinger  539914351 2013-02-23 16:49:06   \n",
       "118                 Tgrosinger  540982409 2013-02-27 16:42:58   \n",
       "119                 Tgrosinger  540989343 2013-02-27 17:12:00   \n",
       "152               Naveenchand3  531288293 2013-01-04 15:55:16   \n",
       "158                    Griff88  533205575 2013-01-15 14:29:37   \n",
       "159                    Griff88  533206041 2013-01-15 14:34:15   \n",
       "160                    Griff88  533343359 2013-01-16 09:46:16   \n",
       "161                    Griff88  533343583 2013-01-16 09:49:54   \n",
       "176                    Griff88  550442023 2013-04-15 08:22:00   \n",
       "186                    Griff88  556398136 2013-05-23 08:49:05   \n",
       "268                    Griff88  587348043 2013-12-23 08:38:58   \n",
       "271                    Griff88  587352363 2013-12-23 09:33:19   \n",
       "322                    Griff88  598223958 2014-03-05 07:04:43   \n",
       "329                    Griff88  610605412 2014-05-29 07:30:19   \n",
       "330                    Griff88  610612755 2014-05-29 08:57:23   \n",
       "368                    Griff88  613258684 2014-06-17 09:10:17   \n",
       "418                    Griff88  620346665 2014-08-08 08:01:05   \n",
       "472                    Griff88  623962199 2014-09-03 05:14:30   \n",
       "477                    Griff88  623994300 2014-09-03 11:09:25   \n",
       "584             DilbertReality  563757846 2013-07-11 02:33:21   \n",
       "661                Laurenwking  536558332 2013-02-04 18:41:28   \n",
       "662                Laurenwking  536559529 2013-02-04 18:48:48   \n",
       "663                Laurenwking  536562451 2013-02-04 19:07:23   \n",
       "670                Laurenwking  539218740 2013-02-20 12:25:29   \n",
       "...                        ...        ...                 ...   \n",
       "657513                Ddosguru  620405660 2014-08-08 18:21:42   \n",
       "657514                Ddosguru  620405714 2014-08-08 18:22:08   \n",
       "657529                Ddosguru  657220490 2015-04-19 18:59:45   \n",
       "657530                Ddosguru  657220897 2015-04-19 19:03:01   \n",
       "657531                Ddosguru  657221862 2015-04-19 19:11:34   \n",
       "657697                 Isanaht  619902707 2014-08-05 02:12:59   \n",
       "657698                 Isanaht  619902799 2014-08-05 02:14:17   \n",
       "657773             Africulture  623454973 2014-08-30 15:03:48   \n",
       "657774             Africulture  623454973 2014-08-30 15:03:48   \n",
       "657800  Nothingknewunderthesun  625154022 2014-09-11 22:14:01   \n",
       "657801  Nothingknewunderthesun  625155247 2014-09-11 22:24:24   \n",
       "657802  Nothingknewunderthesun  625157768 2014-09-11 22:45:04   \n",
       "657803  Nothingknewunderthesun  625157768 2014-09-11 22:45:04   \n",
       "657804  Nothingknewunderthesun  625863565 2014-09-16 21:02:41   \n",
       "657805  Nothingknewunderthesun  625863655 2014-09-16 21:03:33   \n",
       "657806  Nothingknewunderthesun  625863894 2014-09-16 21:05:43   \n",
       "657807  Nothingknewunderthesun  625864880 2014-09-16 21:14:30   \n",
       "657808  Nothingknewunderthesun  625865326 2014-09-16 21:17:59   \n",
       "657809  Nothingknewunderthesun  625868880 2014-09-16 21:48:03   \n",
       "657810  Nothingknewunderthesun  625869984 2014-09-16 21:58:29   \n",
       "657811  Nothingknewunderthesun  625870858 2014-09-16 22:06:55   \n",
       "657812  Nothingknewunderthesun  625877618 2014-09-16 23:21:29   \n",
       "657827           KhalidAliHaji  626880826 2014-09-24 10:41:04   \n",
       "657828           KhalidAliHaji  626882376 2014-09-24 11:03:17   \n",
       "657829           KhalidAliHaji  626883014 2014-09-24 11:11:57   \n",
       "657830           KhalidAliHaji  626883112 2014-09-24 11:13:17   \n",
       "657831           KhalidAliHaji  626883191 2014-09-24 11:14:19   \n",
       "657832           KhalidAliHaji  626883293 2014-09-24 11:15:25   \n",
       "657833           KhalidAliHaji  626883541 2014-09-24 11:18:41   \n",
       "657857               Dinkjunky  621772362 2014-08-18 13:45:37   \n",
       "\n",
       "                                                pagetitle  isReverted  \\\n",
       "3                            User:Swiftscw/AMAPOLA CABASE       False   \n",
       "16                            User talk:Postdlf/Archive23       False   \n",
       "18                Wikipedia:WikiProject Biography/Members       False   \n",
       "26      Wikipedia:Training/For students/Training feedback       False   \n",
       "97                                User:Tgrosinger/sandbox       False   \n",
       "100            Wikipedia talk:Articles for creation/Storm       False   \n",
       "106     Wikipedia:WikiProject Seattle/Active participants       False   \n",
       "118                                    Talk:Torchwood/GA1       False   \n",
       "119                                    Talk:Torchwood/GA1       False   \n",
       "152             Wikipedia:WikiProject Pakistan/Assessment       False   \n",
       "158                      User:Griff88/Do svidanja, Moskva       False   \n",
       "159                      User:Griff88/Do svidanja, Moskva       False   \n",
       "160                      User:Griff88/Do svidanja, Moskva       False   \n",
       "161                      User:Griff88/Do svidanja, Moskva       False   \n",
       "176     Wikipedia:WikiProject Multi-sport events/Asian...       False   \n",
       "186                Wikipedia:WikiProject Olympics/Members       False   \n",
       "268                                  User:Griff88/sandbox       False   \n",
       "271                                  User:Griff88/sandbox       False   \n",
       "322                                  User:Griff88/sandbox       False   \n",
       "329                                  User:Griff88/sandbox       False   \n",
       "330                                  User:Griff88/sandbox       False   \n",
       "368                                  User:Griff88/sandbox       False   \n",
       "418                     Wikipedia:VisualEditor/Newsletter       False   \n",
       "472                                  User:Griff88/sandbox       False   \n",
       "477                Wikipedia:WikiProject Olympics/Members       False   \n",
       "584       Wikipedia:Articles for deletion/Chris Chiacchio       False   \n",
       "661                   User:Laurenwking/laurenwkingsandbox       False   \n",
       "662                   User:Laurenwking/laurenwkingsandbox       False   \n",
       "663                   User:Laurenwking/laurenwkingsandbox       False   \n",
       "670                   User:Laurenwking/laurenwkingsandbox       False   \n",
       "...                                                   ...         ...   \n",
       "657513      Wikipedia:Articles for deletion/Botopedia.org       False   \n",
       "657514  Wikipedia:Articles for deletion/Log/2014 August 8       False   \n",
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       "657530           Wikipedia:Articles for deletion/IRCCloud       False   \n",
       "657531           Wikipedia:Articles for deletion/IRCCloud       False   \n",
       "657697                               User:Isanaht/sandbox       False   \n",
       "657698                               User:Isanaht/sandbox       False   \n",
       "657773                 Wikipedia:Changing username/Simple       False   \n",
       "657774                 Wikipedia:Changing username/Simple       False   \n",
       "657800                User:Nothingknewunderthesun/sandbox       False   \n",
       "657801                User:Nothingknewunderthesun/sandbox       False   \n",
       "657802                       Wikipedia:Teahouse/Questions       False   \n",
       "657803                       Wikipedia:Teahouse/Questions       False   \n",
       "657804                User:Nothingknewunderthesun/sandbox       False   \n",
       "657805                User:Nothingknewunderthesun/sandbox       False   \n",
       "657806                User:Nothingknewunderthesun/sandbox       False   \n",
       "657807                User:Nothingknewunderthesun/sandbox       False   \n",
       "657808                User:Nothingknewunderthesun/sandbox       False   \n",
       "657809                User:Nothingknewunderthesun/sandbox       False   \n",
       "657810                User:Nothingknewunderthesun/sandbox       False   \n",
       "657811                User:Nothingknewunderthesun/sandbox       False   \n",
       "657812                User:Nothingknewunderthesun/sandbox       False   \n",
       "657827                         User talk:Sandakelum/Boxes       False   \n",
       "657828                         User:KhalidAliHaji/sandbox       False   \n",
       "657829        User:KhalidAliHaji/Other/Boxes/Introduction       False   \n",
       "657830                    User:KhalidAliHaji/Other/Boxes/       False   \n",
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       "657833        User:KhalidAliHaji/Other/Boxes/Introduction       False   \n",
       "657857                             User:Dinkjunky/sandbox       False   \n",
       "\n",
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       "...           ...            ...          ...             ...           ...   \n",
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       "\n",
       "          userid blocked_time blocked_reason    type    pageid  \\\n",
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       "...          ...          ...            ...     ...       ...   \n",
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       "\n",
       "                                           pagecategories  \n",
       "3                                                 set([])  \n",
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       "477               set([u'Category:WikiProject Olympics'])  \n",
       "584                                               set([])  \n",
       "661                                               set([])  \n",
       "662                                               set([])  \n",
       "663                                               set([])  \n",
       "670                                               set([])  \n",
       "...                                                   ...  \n",
       "657513                                            set([])  \n",
       "657514                                            set([])  \n",
       "657529                                            set([])  \n",
       "657530                                            set([])  \n",
       "657531                                            set([])  \n",
       "657697                                            set([])  \n",
       "657698                                            set([])  \n",
       "657773  set([u'Category:Pages automatically checked fo...  \n",
       "657774  set([u'Category:Pages automatically checked fo...  \n",
       "657800                 set([u'Category:Noindexed pages'])  \n",
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       "657802  set([u'Category:Wikipedia Teahouse', u'Categor...  \n",
       "657803  set([u'Category:Wikipedia Teahouse', u'Categor...  \n",
       "657804                 set([u'Category:Noindexed pages'])  \n",
       "657805                 set([u'Category:Noindexed pages'])  \n",
       "657806                 set([u'Category:Noindexed pages'])  \n",
       "657807                 set([u'Category:Noindexed pages'])  \n",
       "657808                 set([u'Category:Noindexed pages'])  \n",
       "657809                 set([u'Category:Noindexed pages'])  \n",
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       "657812                 set([u'Category:Noindexed pages'])  \n",
       "657827                                            set([])  \n",
       "657828                 set([u'Category:Noindexed pages'])  \n",
       "657829                                            set([])  \n",
       "657830                                            set([])  \n",
       "657831                                            set([])  \n",
       "657832                                            set([])  \n",
       "657833                                            set([])  \n",
       "657857            set([u'Category:Redirects from moves'])  \n",
       "\n",
       "[93852 rows x 16 columns]"
      ]
     },
     "execution_count": 971,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ben_final[ben_final['pagetitle'].str.contains('/')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 972,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/owner/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:1: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
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       "      <td>0.000000</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4231941</td>\n",
       "      <td>2013-01-31T20:11:11Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>98626</td>\n",
       "      <td>set([u'Category:Wikipedia external links clean...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>TheWikiPikey</td>\n",
       "      <td>535906243</td>\n",
       "      <td>2013-01-31 19:45:29</td>\n",
       "      <td>User talk:Randykitty</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T19:56:50Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4231899</td>\n",
       "      <td>2013-01-31T19:54:43Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>37590842</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>TheWikiPikey</td>\n",
       "      <td>535906243</td>\n",
       "      <td>2013-01-31 19:45:29</td>\n",
       "      <td>User talk:Randykitty</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T19:56:50Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4231899</td>\n",
       "      <td>2013-01-31T19:54:43Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>37590842</td>\n",
       "      <td>set([u'Category:Noindexed pages'])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>SPSpyro</td>\n",
       "      <td>535892970</td>\n",
       "      <td>2013-01-31 18:09:30</td>\n",
       "      <td>Tony Scheffler</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T18:10:06Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.431435</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4231829</td>\n",
       "      <td>2013-01-31T18:15:53Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>4948457</td>\n",
       "      <td>set([u'Category:All articles with unsourced st...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Zjslayer</td>\n",
       "      <td>535785124</td>\n",
       "      <td>2013-01-31 01:03:06</td>\n",
       "      <td>List of Minnesota Civil War units</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T01:03:13Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.433644</td>\n",
       "      <td>0.999918</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4231655</td>\n",
       "      <td>2013-01-31T15:44:06Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>6839363</td>\n",
       "      <td>set([u'Category:Minnesota Civil War regiments'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Zjslayer</td>\n",
       "      <td>535785272</td>\n",
       "      <td>2013-01-31 01:04:10</td>\n",
       "      <td>List of Minnesota Civil War units</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T01:04:20Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.611352</td>\n",
       "      <td>1.999682</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4231655</td>\n",
       "      <td>2013-01-31T15:44:06Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>6839363</td>\n",
       "      <td>set([u'Category:Minnesota Civil War regiments'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Zjslayer</td>\n",
       "      <td>535785585</td>\n",
       "      <td>2013-01-31 01:06:08</td>\n",
       "      <td>List of Minnesota Civil War units</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T01:07:15Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.215514</td>\n",
       "      <td>2.999116</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4231655</td>\n",
       "      <td>2013-01-31T15:44:06Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>6839363</td>\n",
       "      <td>set([u'Category:Minnesota Civil War regiments'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Zjslayer</td>\n",
       "      <td>535863724</td>\n",
       "      <td>2013-01-31 14:30:21</td>\n",
       "      <td>List of Minnesota Civil War units</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T15:35:58Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.271505</td>\n",
       "      <td>3.701010</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4231655</td>\n",
       "      <td>2013-01-31T15:44:06Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>6839363</td>\n",
       "      <td>set([u'Category:Minnesota Civil War regiments'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Slesv</td>\n",
       "      <td>535870716</td>\n",
       "      <td>2013-01-31 15:28:57</td>\n",
       "      <td>User talk:Slesv</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4231630</td>\n",
       "      <td>2013-01-31T15:31:01Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>38383753</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Ashman741</td>\n",
       "      <td>535857592</td>\n",
       "      <td>2013-01-31 13:32:05</td>\n",
       "      <td>Prejudice</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T13:50:06Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.173073</td>\n",
       "      <td>0.324207</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4231582</td>\n",
       "      <td>2013-01-31T14:01:49Z</td>\n",
       "      <td>[[WP:Vandalism|Vandalism]]-only account</td>\n",
       "      <td>vandal</td>\n",
       "      <td>77182</td>\n",
       "      <td>set([u'Category:Articles with unsourced statem...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>Drloosen2011</td>\n",
       "      <td>535781659</td>\n",
       "      <td>2013-01-31 00:35:00</td>\n",
       "      <td>Coffee</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T00:35:16Z</td>\n",
       "      <td>1</td>\n",
       "      <td>0.544879</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4231010</td>\n",
       "      <td>2013-01-31T00:46:05Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>604727</td>\n",
       "      <td>set([u'Category:All Wikipedia articles in need...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>Drloosen2011</td>\n",
       "      <td>535782080</td>\n",
       "      <td>2013-01-31 00:38:33</td>\n",
       "      <td>Big cat</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-31T00:38:46Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.479511</td>\n",
       "      <td>4.998005</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4231010</td>\n",
       "      <td>2013-01-31T00:46:05Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>165456</td>\n",
       "      <td>set([u'Category:Felids', u'Category:Articles w...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>Jezzy68r</td>\n",
       "      <td>535739685</td>\n",
       "      <td>2013-01-30 19:51:27</td>\n",
       "      <td>User talk:Jezzy68r</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-30T20:29:06Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4230807</td>\n",
       "      <td>2013-01-30T21:24:25Z</td>\n",
       "      <td>Revoking talk page access: inappropriate use o...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>38364663</td>\n",
       "      <td>set([])</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>Wasahobo</td>\n",
       "      <td>534550640</td>\n",
       "      <td>2013-01-23 21:16:55</td>\n",
       "      <td>Canoe</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-23T21:28:39Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.241587</td>\n",
       "      <td>0.998921</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4230793</td>\n",
       "      <td>2013-01-30T21:05:42Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>99960</td>\n",
       "      <td>set([u'Category:Canoes', u'Category:Canoeing a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>Wasahobo</td>\n",
       "      <td>534551424</td>\n",
       "      <td>2013-01-23 21:21:36</td>\n",
       "      <td>Canoe</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-23T21:28:39Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.504000</td>\n",
       "      <td>0.998478</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4230793</td>\n",
       "      <td>2013-01-30T21:05:42Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>99960</td>\n",
       "      <td>set([u'Category:Canoes', u'Category:Canoeing a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>Ggg2013</td>\n",
       "      <td>535697462</td>\n",
       "      <td>2013-01-30 15:04:23</td>\n",
       "      <td>Rare species</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-30T15:06:16Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.405645</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4230627</td>\n",
       "      <td>2013-01-30T17:07:31Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>2665468</td>\n",
       "      <td>set([u'Category:All stub articles', u'Category...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>Jaimenandnick</td>\n",
       "      <td>535591554</td>\n",
       "      <td>2013-01-29 22:55:45</td>\n",
       "      <td>Stopcock</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-29T22:55:49Z</td>\n",
       "      <td>1</td>\n",
       "      <td>0.758596</td>\n",
       "      <td>1.989103</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4229984</td>\n",
       "      <td>2013-01-29T23:02:25Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>4273551</td>\n",
       "      <td>set([u'Category:Articles lacking sources from ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>Skateman988</td>\n",
       "      <td>535553377</td>\n",
       "      <td>2013-01-29 18:35:27</td>\n",
       "      <td>Joseph Haydn</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-29T18:35:34Z</td>\n",
       "      <td>1</td>\n",
       "      <td>0.878468</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4229778</td>\n",
       "      <td>2013-01-29T18:49:24Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>16094</td>\n",
       "      <td>set([u'Category:People from Bruck an der Leith...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>Skateman988</td>\n",
       "      <td>535554189</td>\n",
       "      <td>2013-01-29 18:40:47</td>\n",
       "      <td>Joseph Haydn</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-29T18:41:06Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.693387</td>\n",
       "      <td>0.999410</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4229778</td>\n",
       "      <td>2013-01-29T18:49:24Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>16094</td>\n",
       "      <td>set([u'Category:People from Bruck an der Leith...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>584</th>\n",
       "      <td>Delaware2k13</td>\n",
       "      <td>535444568</td>\n",
       "      <td>2013-01-29 02:03:47</td>\n",
       "      <td>China Anne McClain</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-29T02:10:51Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.634599</td>\n",
       "      <td>0.999591</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4228990</td>\n",
       "      <td>2013-01-29T02:23:28Z</td>\n",
       "      <td>[[WP:Vandalism|Vandalism]]-only account</td>\n",
       "      <td>vandal</td>\n",
       "      <td>20574042</td>\n",
       "      <td>set([u'Category:Use mdy dates from April 2014'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>Katetha</td>\n",
       "      <td>534349763</td>\n",
       "      <td>2013-01-22 16:45:20</td>\n",
       "      <td>Phil Lester</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.140276</td>\n",
       "      <td>0.995371</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4228605</td>\n",
       "      <td>2013-01-28T18:35:43Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>38298602</td>\n",
       "      <td>set([u'Category:Wikipedia protected pages with...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>Katetha</td>\n",
       "      <td>534349810</td>\n",
       "      <td>2013-01-22 16:45:45</td>\n",
       "      <td>Phil Lester</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.248991</td>\n",
       "      <td>0.995331</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4228605</td>\n",
       "      <td>2013-01-28T18:35:43Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>38298602</td>\n",
       "      <td>set([u'Category:Wikipedia protected pages with...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663</th>\n",
       "      <td>Katetha</td>\n",
       "      <td>534349810</td>\n",
       "      <td>2013-01-22 16:45:45</td>\n",
       "      <td>Phil Lester</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.248991</td>\n",
       "      <td>0.995331</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4228605</td>\n",
       "      <td>2013-01-28T18:35:43Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>38298602</td>\n",
       "      <td>set([u'Category:Wikipedia protected pages with...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>Katetha</td>\n",
       "      <td>534352812</td>\n",
       "      <td>2013-01-22 17:05:54</td>\n",
       "      <td>Phil Lester</td>\n",
       "      <td>True</td>\n",
       "      <td>2013-01-22T17:06:40Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.188467</td>\n",
       "      <td>0.993402</td>\n",
       "      <td>January 2013</td>\n",
       "      <td>4228605</td>\n",
       "      <td>2013-01-28T18:35:43Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>38298602</td>\n",
       "      <td>set([u'Category:Wikipedia protected pages with...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188324</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>521288062</td>\n",
       "      <td>2012-11-04 01:15:37</td>\n",
       "      <td>List of programs broadcast by Family Channel</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.075999</td>\n",
       "      <td>0.050829</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>12884066</td>\n",
       "      <td>set([u'Category:Family Channel shows', u'Categ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188325</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>521288439</td>\n",
       "      <td>2012-11-04 01:19:00</td>\n",
       "      <td>Motorcity</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.093808</td>\n",
       "      <td>0.050813</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>35338674</td>\n",
       "      <td>set([u'Category:2012 American television serie...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188326</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>521288565</td>\n",
       "      <td>2012-11-04 01:20:10</td>\n",
       "      <td>Tron: Uprising</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.093808</td>\n",
       "      <td>0.050808</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>29487895</td>\n",
       "      <td>set([u'Category:Use mdy dates from January 201...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188359</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>523397134</td>\n",
       "      <td>2012-11-16 22:16:34</td>\n",
       "      <td>List of programs broadcast by Nickelodeon</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.078349</td>\n",
       "      <td>0.008530</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>1725303</td>\n",
       "      <td>set([u'Category:All pages needing cleanup', u'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188360</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>523397459</td>\n",
       "      <td>2012-11-16 22:18:28</td>\n",
       "      <td>List of programs broadcast by Nickelodeon</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.039468</td>\n",
       "      <td>0.008528</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>1725303</td>\n",
       "      <td>set([u'Category:All pages needing cleanup', u'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188361</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>523397459</td>\n",
       "      <td>2012-11-16 22:18:28</td>\n",
       "      <td>List of programs broadcast by Nickelodeon</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.039468</td>\n",
       "      <td>0.008528</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>1725303</td>\n",
       "      <td>set([u'Category:All pages needing cleanup', u'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188362</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>524325976</td>\n",
       "      <td>2012-11-22 09:16:09</td>\n",
       "      <td>List of Gravity Falls episodes</td>\n",
       "      <td>True</td>\n",
       "      <td>2012-11-22T14:26:38Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.096651</td>\n",
       "      <td>0.002768</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>35689659</td>\n",
       "      <td>set([u'Category:Gravity Falls', u\"Category:Lis...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188363</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>524325976</td>\n",
       "      <td>2012-11-22 09:16:09</td>\n",
       "      <td>List of Gravity Falls episodes</td>\n",
       "      <td>True</td>\n",
       "      <td>2012-11-22T14:26:38Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.096651</td>\n",
       "      <td>0.002768</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>35689659</td>\n",
       "      <td>set([u'Category:Gravity Falls', u\"Category:Lis...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188364</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>524326242</td>\n",
       "      <td>2012-11-22 09:19:21</td>\n",
       "      <td>List of Gravity Falls episodes</td>\n",
       "      <td>True</td>\n",
       "      <td>2012-11-22T14:26:38Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.078349</td>\n",
       "      <td>0.002767</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>35689659</td>\n",
       "      <td>set([u'Category:Gravity Falls', u\"Category:Lis...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188365</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>524326242</td>\n",
       "      <td>2012-11-22 09:19:21</td>\n",
       "      <td>List of Gravity Falls episodes</td>\n",
       "      <td>True</td>\n",
       "      <td>2012-11-22T14:26:38Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.078349</td>\n",
       "      <td>0.002767</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>35689659</td>\n",
       "      <td>set([u'Category:Gravity Falls', u\"Category:Lis...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188366</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>524326643</td>\n",
       "      <td>2012-11-22 09:23:45</td>\n",
       "      <td>List of Gravity Falls episodes</td>\n",
       "      <td>True</td>\n",
       "      <td>2012-11-22T14:26:38Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.078349</td>\n",
       "      <td>0.002766</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>35689659</td>\n",
       "      <td>set([u'Category:Gravity Falls', u\"Category:Lis...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188367</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>524326643</td>\n",
       "      <td>2012-11-22 09:23:45</td>\n",
       "      <td>List of Gravity Falls episodes</td>\n",
       "      <td>True</td>\n",
       "      <td>2012-11-22T14:26:38Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.078349</td>\n",
       "      <td>0.002766</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>35689659</td>\n",
       "      <td>set([u'Category:Gravity Falls', u\"Category:Lis...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188368</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>524326778</td>\n",
       "      <td>2012-11-22 09:25:14</td>\n",
       "      <td>List of Gravity Falls episodes</td>\n",
       "      <td>True</td>\n",
       "      <td>2012-11-22T14:26:38Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.078349</td>\n",
       "      <td>0.002766</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>35689659</td>\n",
       "      <td>set([u'Category:Gravity Falls', u\"Category:Lis...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188369</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>524326778</td>\n",
       "      <td>2012-11-22 09:25:14</td>\n",
       "      <td>List of Gravity Falls episodes</td>\n",
       "      <td>True</td>\n",
       "      <td>2012-11-22T14:26:38Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.078349</td>\n",
       "      <td>0.002766</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>35689659</td>\n",
       "      <td>set([u'Category:Gravity Falls', u\"Category:Lis...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188370</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>524457917</td>\n",
       "      <td>2012-11-23 05:23:12</td>\n",
       "      <td>List of programs broadcast by Nickelodeon</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.049172</td>\n",
       "      <td>0.002464</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>1725303</td>\n",
       "      <td>set([u'Category:All pages needing cleanup', u'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188371</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>524457917</td>\n",
       "      <td>2012-11-23 05:23:12</td>\n",
       "      <td>List of programs broadcast by Nickelodeon</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.049172</td>\n",
       "      <td>0.002464</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>1725303</td>\n",
       "      <td>set([u'Category:All pages needing cleanup', u'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188372</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>524458467</td>\n",
       "      <td>2012-11-23 05:29:04</td>\n",
       "      <td>List of programs broadcast by Nickelodeon</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.177409</td>\n",
       "      <td>0.002463</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>1725303</td>\n",
       "      <td>set([u'Category:All pages needing cleanup', u'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188373</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>524458467</td>\n",
       "      <td>2012-11-23 05:29:04</td>\n",
       "      <td>List of programs broadcast by Nickelodeon</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.177409</td>\n",
       "      <td>0.002463</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>1725303</td>\n",
       "      <td>set([u'Category:All pages needing cleanup', u'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188374</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>527449413</td>\n",
       "      <td>2012-12-11 01:21:31</td>\n",
       "      <td>List of Gravity Falls episodes</td>\n",
       "      <td>True</td>\n",
       "      <td>2012-12-11T03:08:07Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.073713</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>35689659</td>\n",
       "      <td>set([u'Category:Gravity Falls', u\"Category:Lis...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188375</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>527449413</td>\n",
       "      <td>2012-12-11 01:21:31</td>\n",
       "      <td>List of Gravity Falls episodes</td>\n",
       "      <td>True</td>\n",
       "      <td>2012-12-11T03:08:07Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.073713</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>35689659</td>\n",
       "      <td>set([u'Category:Gravity Falls', u\"Category:Lis...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188377</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>529336756</td>\n",
       "      <td>2012-12-22 21:01:15</td>\n",
       "      <td>SpongeBob SquarePants</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.100833</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>2655089</td>\n",
       "      <td>set([u'Category:Wikipedia articles needing pag...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188403</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>547905388</td>\n",
       "      <td>2013-03-31 00:36:14</td>\n",
       "      <td>List of programs broadcast by Disney Channel</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.048986</td>\n",
       "      <td>0.000135</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>2140387</td>\n",
       "      <td>set([u'Category:Disney Channel', u'Category:Al...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188404</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>564685687</td>\n",
       "      <td>2013-07-17 18:32:05</td>\n",
       "      <td>List of programs broadcast by Disney Channel</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>2140387</td>\n",
       "      <td>set([u'Category:Disney Channel', u'Category:Al...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188405</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>564685687</td>\n",
       "      <td>2013-07-17 18:32:05</td>\n",
       "      <td>List of programs broadcast by Disney Channel</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>2140387</td>\n",
       "      <td>set([u'Category:Disney Channel', u'Category:Al...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188406</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>564685977</td>\n",
       "      <td>2013-07-17 18:34:32</td>\n",
       "      <td>List of programs broadcast by Nickelodeon</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>1725303</td>\n",
       "      <td>set([u'Category:All pages needing cleanup', u'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188407</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>564685977</td>\n",
       "      <td>2013-07-17 18:34:32</td>\n",
       "      <td>List of programs broadcast by Nickelodeon</td>\n",
       "      <td>False</td>\n",
       "      <td>-</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>1725303</td>\n",
       "      <td>set([u'Category:All pages needing cleanup', u'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188448</th>\n",
       "      <td>Bizzenboom1234</td>\n",
       "      <td>591321595</td>\n",
       "      <td>2014-01-18 21:02:33</td>\n",
       "      <td>List of programs broadcast by Nickelodeon</td>\n",
       "      <td>True</td>\n",
       "      <td>2014-01-19T02:27:38Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.046001</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>17631553</td>\n",
       "      <td>2014-07-22T18:25:18Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>1725303</td>\n",
       "      <td>set([u'Category:All pages needing cleanup', u'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188488</th>\n",
       "      <td>Klintrin</td>\n",
       "      <td>617665644</td>\n",
       "      <td>2014-07-20 04:37:28</td>\n",
       "      <td>Scholz</td>\n",
       "      <td>True</td>\n",
       "      <td>2014-07-20T04:37:51Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.666634</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>18053153</td>\n",
       "      <td>2014-07-20T06:22:09Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>10108432</td>\n",
       "      <td>set([u'Category:German-language surnames', u'C...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188489</th>\n",
       "      <td>Klintrin</td>\n",
       "      <td>617665831</td>\n",
       "      <td>2014-07-20 04:40:41</td>\n",
       "      <td>User:RandomAct</td>\n",
       "      <td>True</td>\n",
       "      <td>2014-07-20T04:40:50Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>18053153</td>\n",
       "      <td>2014-07-20T06:22:09Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>19251320</td>\n",
       "      <td>set([u'Category:Wikipedians in the Counter-Van...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188490</th>\n",
       "      <td>Klintrin</td>\n",
       "      <td>617665839</td>\n",
       "      <td>2014-07-20 04:40:48</td>\n",
       "      <td>The Elephant House</td>\n",
       "      <td>True</td>\n",
       "      <td>2014-07-20T04:41:01Z</td>\n",
       "      <td>0</td>\n",
       "      <td>0.179609</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>July 2014</td>\n",
       "      <td>18053153</td>\n",
       "      <td>2014-07-20T06:22:09Z</td>\n",
       "      <td>[[WP:Vandalism-only account|Vandalism-only acc...</td>\n",
       "      <td>vandal</td>\n",
       "      <td>12117840</td>\n",
       "      <td>set([u'Category:Fiberglass sculptures in Canad...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>27392 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               username      revid             revtime  \\\n",
       "3           Alex12rocks  535938394 2013-01-31 23:24:08   \n",
       "16         RevengeOfBHS  535045160 2013-01-26 21:06:32   \n",
       "18         RevengeOfBHS  535045725 2013-01-26 21:09:41   \n",
       "26       Sultymcbuttsex  535930942 2013-01-31 22:33:28   \n",
       "97      Johnny89detroit  535907433 2013-01-31 19:53:39   \n",
       "100     Johnny89detroit  535908105 2013-01-31 19:57:51   \n",
       "106         Kierankane1  535909587 2013-01-31 20:08:03   \n",
       "118        TheWikiPikey  535906243 2013-01-31 19:45:29   \n",
       "119        TheWikiPikey  535906243 2013-01-31 19:45:29   \n",
       "152             SPSpyro  535892970 2013-01-31 18:09:30   \n",
       "158            Zjslayer  535785124 2013-01-31 01:03:06   \n",
       "159            Zjslayer  535785272 2013-01-31 01:04:10   \n",
       "160            Zjslayer  535785585 2013-01-31 01:06:08   \n",
       "161            Zjslayer  535863724 2013-01-31 14:30:21   \n",
       "176               Slesv  535870716 2013-01-31 15:28:57   \n",
       "186           Ashman741  535857592 2013-01-31 13:32:05   \n",
       "268        Drloosen2011  535781659 2013-01-31 00:35:00   \n",
       "271        Drloosen2011  535782080 2013-01-31 00:38:33   \n",
       "322            Jezzy68r  535739685 2013-01-30 19:51:27   \n",
       "329            Wasahobo  534550640 2013-01-23 21:16:55   \n",
       "330            Wasahobo  534551424 2013-01-23 21:21:36   \n",
       "368             Ggg2013  535697462 2013-01-30 15:04:23   \n",
       "418       Jaimenandnick  535591554 2013-01-29 22:55:45   \n",
       "472         Skateman988  535553377 2013-01-29 18:35:27   \n",
       "477         Skateman988  535554189 2013-01-29 18:40:47   \n",
       "584        Delaware2k13  535444568 2013-01-29 02:03:47   \n",
       "661             Katetha  534349763 2013-01-22 16:45:20   \n",
       "662             Katetha  534349810 2013-01-22 16:45:45   \n",
       "663             Katetha  534349810 2013-01-22 16:45:45   \n",
       "670             Katetha  534352812 2013-01-22 17:05:54   \n",
       "...                 ...        ...                 ...   \n",
       "188324   Bizzenboom1234  521288062 2012-11-04 01:15:37   \n",
       "188325   Bizzenboom1234  521288439 2012-11-04 01:19:00   \n",
       "188326   Bizzenboom1234  521288565 2012-11-04 01:20:10   \n",
       "188359   Bizzenboom1234  523397134 2012-11-16 22:16:34   \n",
       "188360   Bizzenboom1234  523397459 2012-11-16 22:18:28   \n",
       "188361   Bizzenboom1234  523397459 2012-11-16 22:18:28   \n",
       "188362   Bizzenboom1234  524325976 2012-11-22 09:16:09   \n",
       "188363   Bizzenboom1234  524325976 2012-11-22 09:16:09   \n",
       "188364   Bizzenboom1234  524326242 2012-11-22 09:19:21   \n",
       "188365   Bizzenboom1234  524326242 2012-11-22 09:19:21   \n",
       "188366   Bizzenboom1234  524326643 2012-11-22 09:23:45   \n",
       "188367   Bizzenboom1234  524326643 2012-11-22 09:23:45   \n",
       "188368   Bizzenboom1234  524326778 2012-11-22 09:25:14   \n",
       "188369   Bizzenboom1234  524326778 2012-11-22 09:25:14   \n",
       "188370   Bizzenboom1234  524457917 2012-11-23 05:23:12   \n",
       "188371   Bizzenboom1234  524457917 2012-11-23 05:23:12   \n",
       "188372   Bizzenboom1234  524458467 2012-11-23 05:29:04   \n",
       "188373   Bizzenboom1234  524458467 2012-11-23 05:29:04   \n",
       "188374   Bizzenboom1234  527449413 2012-12-11 01:21:31   \n",
       "188375   Bizzenboom1234  527449413 2012-12-11 01:21:31   \n",
       "188377   Bizzenboom1234  529336756 2012-12-22 21:01:15   \n",
       "188403   Bizzenboom1234  547905388 2013-03-31 00:36:14   \n",
       "188404   Bizzenboom1234  564685687 2013-07-17 18:32:05   \n",
       "188405   Bizzenboom1234  564685687 2013-07-17 18:32:05   \n",
       "188406   Bizzenboom1234  564685977 2013-07-17 18:34:32   \n",
       "188407   Bizzenboom1234  564685977 2013-07-17 18:34:32   \n",
       "188448   Bizzenboom1234  591321595 2014-01-18 21:02:33   \n",
       "188488         Klintrin  617665644 2014-07-20 04:37:28   \n",
       "188489         Klintrin  617665831 2014-07-20 04:40:41   \n",
       "188490         Klintrin  617665839 2014-07-20 04:40:48   \n",
       "\n",
       "                                           pagetitle  isReverted  \\\n",
       "3                                      Pueblo Revolt        True   \n",
       "16                             Ohio State University        True   \n",
       "18                             Ohio State University        True   \n",
       "26                                            Engine        True   \n",
       "97                 Template:Green Bay Packers roster        True   \n",
       "100                 Template:Green Bay Packers staff        True   \n",
       "106                      Hamilton, South Lanarkshire        True   \n",
       "118                             User talk:Randykitty        True   \n",
       "119                             User talk:Randykitty        True   \n",
       "152                                   Tony Scheffler        True   \n",
       "158                List of Minnesota Civil War units        True   \n",
       "159                List of Minnesota Civil War units        True   \n",
       "160                List of Minnesota Civil War units        True   \n",
       "161                List of Minnesota Civil War units        True   \n",
       "176                                  User talk:Slesv       False   \n",
       "186                                        Prejudice        True   \n",
       "268                                           Coffee        True   \n",
       "271                                          Big cat        True   \n",
       "322                               User talk:Jezzy68r        True   \n",
       "329                                            Canoe        True   \n",
       "330                                            Canoe        True   \n",
       "368                                     Rare species        True   \n",
       "418                                         Stopcock        True   \n",
       "472                                     Joseph Haydn        True   \n",
       "477                                     Joseph Haydn        True   \n",
       "584                               China Anne McClain        True   \n",
       "661                                      Phil Lester       False   \n",
       "662                                      Phil Lester       False   \n",
       "663                                      Phil Lester       False   \n",
       "670                                      Phil Lester        True   \n",
       "...                                              ...         ...   \n",
       "188324  List of programs broadcast by Family Channel       False   \n",
       "188325                                     Motorcity       False   \n",
       "188326                                Tron: Uprising       False   \n",
       "188359     List of programs broadcast by Nickelodeon       False   \n",
       "188360     List of programs broadcast by Nickelodeon       False   \n",
       "188361     List of programs broadcast by Nickelodeon       False   \n",
       "188362                List of Gravity Falls episodes        True   \n",
       "188363                List of Gravity Falls episodes        True   \n",
       "188364                List of Gravity Falls episodes        True   \n",
       "188365                List of Gravity Falls episodes        True   \n",
       "188366                List of Gravity Falls episodes        True   \n",
       "188367                List of Gravity Falls episodes        True   \n",
       "188368                List of Gravity Falls episodes        True   \n",
       "188369                List of Gravity Falls episodes        True   \n",
       "188370     List of programs broadcast by Nickelodeon       False   \n",
       "188371     List of programs broadcast by Nickelodeon       False   \n",
       "188372     List of programs broadcast by Nickelodeon       False   \n",
       "188373     List of programs broadcast by Nickelodeon       False   \n",
       "188374                List of Gravity Falls episodes        True   \n",
       "188375                List of Gravity Falls episodes        True   \n",
       "188377                         SpongeBob SquarePants       False   \n",
       "188403  List of programs broadcast by Disney Channel       False   \n",
       "188404  List of programs broadcast by Disney Channel       False   \n",
       "188405  List of programs broadcast by Disney Channel       False   \n",
       "188406     List of programs broadcast by Nickelodeon       False   \n",
       "188407     List of programs broadcast by Nickelodeon       False   \n",
       "188448     List of programs broadcast by Nickelodeon        True   \n",
       "188488                                        Scholz        True   \n",
       "188489                                User:RandomAct        True   \n",
       "188490                            The Elephant House        True   \n",
       "\n",
       "                  revertTime  cluebotRevert  stiki_score  stiki_REP_USER  \\\n",
       "3       2013-01-31T23:24:15Z              0     0.439547        1.999305   \n",
       "16      2013-01-26T21:06:44Z              0     0.618692        0.999578   \n",
       "18      2013-01-26T21:09:49Z              1     0.748382        1.998969   \n",
       "26      2013-01-31T22:33:36Z              0     0.242320        0.000000   \n",
       "97      2013-01-31T19:54:04Z              0     0.000000        0.000000   \n",
       "100     2013-01-31T19:58:00Z              0     0.000000        0.000000   \n",
       "106     2013-01-31T20:08:07Z              1     0.258649        0.000000   \n",
       "118     2013-01-31T19:56:50Z              0     0.000000        0.000000   \n",
       "119     2013-01-31T19:56:50Z              0     0.000000        0.000000   \n",
       "152     2013-01-31T18:10:06Z              0     0.431435        0.000000   \n",
       "158     2013-01-31T01:03:13Z              0     0.433644        0.999918   \n",
       "159     2013-01-31T01:04:20Z              0     0.611352        1.999682   \n",
       "160     2013-01-31T01:07:15Z              0     0.215514        2.999116   \n",
       "161     2013-01-31T15:35:58Z              0     0.271505        3.701010   \n",
       "176                        -              0     0.000000        0.000000   \n",
       "186     2013-01-31T13:50:06Z              0     0.173073        0.324207   \n",
       "268     2013-01-31T00:35:16Z              1     0.544879        0.000000   \n",
       "271     2013-01-31T00:38:46Z              0     0.479511        4.998005   \n",
       "322     2013-01-30T20:29:06Z              0     0.000000        0.000000   \n",
       "329     2013-01-23T21:28:39Z              0     0.241587        0.998921   \n",
       "330     2013-01-23T21:28:39Z              0     0.504000        0.998478   \n",
       "368     2013-01-30T15:06:16Z              0     0.405645        0.000000   \n",
       "418     2013-01-29T22:55:49Z              1     0.758596        1.989103   \n",
       "472     2013-01-29T18:35:34Z              1     0.878468        0.000000   \n",
       "477     2013-01-29T18:41:06Z              0     0.693387        0.999410   \n",
       "584     2013-01-29T02:10:51Z              0     0.634599        0.999591   \n",
       "661                        -              0     0.140276        0.995371   \n",
       "662                        -              0     0.248991        0.995331   \n",
       "663                        -              0     0.248991        0.995331   \n",
       "670     2013-01-22T17:06:40Z              0     0.188467        0.993402   \n",
       "...                      ...            ...          ...             ...   \n",
       "188324                     -              0     0.075999        0.050829   \n",
       "188325                     -              0     0.093808        0.050813   \n",
       "188326                     -              0     0.093808        0.050808   \n",
       "188359                     -              0     0.078349        0.008530   \n",
       "188360                     -              0     0.039468        0.008528   \n",
       "188361                     -              0     0.039468        0.008528   \n",
       "188362  2012-11-22T14:26:38Z              0     0.096651        0.002768   \n",
       "188363  2012-11-22T14:26:38Z              0     0.096651        0.002768   \n",
       "188364  2012-11-22T14:26:38Z              0     0.078349        0.002767   \n",
       "188365  2012-11-22T14:26:38Z              0     0.078349        0.002767   \n",
       "188366  2012-11-22T14:26:38Z              0     0.078349        0.002766   \n",
       "188367  2012-11-22T14:26:38Z              0     0.078349        0.002766   \n",
       "188368  2012-11-22T14:26:38Z              0     0.078349        0.002766   \n",
       "188369  2012-11-22T14:26:38Z              0     0.078349        0.002766   \n",
       "188370                     -              0     0.049172        0.002464   \n",
       "188371                     -              0     0.049172        0.002464   \n",
       "188372                     -              0     0.177409        0.002463   \n",
       "188373                     -              0     0.177409        0.002463   \n",
       "188374  2012-12-11T03:08:07Z              0     0.073713        0.000000   \n",
       "188375  2012-12-11T03:08:07Z              0     0.073713        0.000000   \n",
       "188377                     -              0     0.100833        0.000000   \n",
       "188403                     -              0     0.048986        0.000135   \n",
       "188404                     -              0     0.000000        0.000000   \n",
       "188405                     -              0     0.000000        0.000000   \n",
       "188406                     -              0     0.000000        0.000000   \n",
       "188407                     -              0     0.000000        0.000000   \n",
       "188448  2014-01-19T02:27:38Z              0     0.046001        0.000000   \n",
       "188488  2014-07-20T04:37:51Z              0     0.666634        0.000000   \n",
       "188489  2014-07-20T04:40:50Z              0     0.000000        0.000000   \n",
       "188490  2014-07-20T04:41:01Z              0     0.179609        0.000000   \n",
       "\n",
       "                year    userid          blocked_time  \\\n",
       "3       January 2013   4232100  2013-01-31T23:34:10Z   \n",
       "16      January 2013   4232065  2013-01-31T23:00:15Z   \n",
       "18      January 2013   4232065  2013-01-31T23:00:15Z   \n",
       "26      January 2013   4232045  2013-01-31T22:34:53Z   \n",
       "97      January 2013   4231954  2013-01-31T20:20:23Z   \n",
       "100     January 2013   4231954  2013-01-31T20:20:23Z   \n",
       "106     January 2013   4231941  2013-01-31T20:11:11Z   \n",
       "118     January 2013   4231899  2013-01-31T19:54:43Z   \n",
       "119     January 2013   4231899  2013-01-31T19:54:43Z   \n",
       "152     January 2013   4231829  2013-01-31T18:15:53Z   \n",
       "158     January 2013   4231655  2013-01-31T15:44:06Z   \n",
       "159     January 2013   4231655  2013-01-31T15:44:06Z   \n",
       "160     January 2013   4231655  2013-01-31T15:44:06Z   \n",
       "161     January 2013   4231655  2013-01-31T15:44:06Z   \n",
       "176     January 2013   4231630  2013-01-31T15:31:01Z   \n",
       "186     January 2013   4231582  2013-01-31T14:01:49Z   \n",
       "268     January 2013   4231010  2013-01-31T00:46:05Z   \n",
       "271     January 2013   4231010  2013-01-31T00:46:05Z   \n",
       "322     January 2013   4230807  2013-01-30T21:24:25Z   \n",
       "329     January 2013   4230793  2013-01-30T21:05:42Z   \n",
       "330     January 2013   4230793  2013-01-30T21:05:42Z   \n",
       "368     January 2013   4230627  2013-01-30T17:07:31Z   \n",
       "418     January 2013   4229984  2013-01-29T23:02:25Z   \n",
       "472     January 2013   4229778  2013-01-29T18:49:24Z   \n",
       "477     January 2013   4229778  2013-01-29T18:49:24Z   \n",
       "584     January 2013   4228990  2013-01-29T02:23:28Z   \n",
       "661     January 2013   4228605  2013-01-28T18:35:43Z   \n",
       "662     January 2013   4228605  2013-01-28T18:35:43Z   \n",
       "663     January 2013   4228605  2013-01-28T18:35:43Z   \n",
       "670     January 2013   4228605  2013-01-28T18:35:43Z   \n",
       "...              ...       ...                   ...   \n",
       "188324     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188325     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188326     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188359     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188360     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188361     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188362     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188363     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188364     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188365     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188366     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188367     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188368     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188369     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188370     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188371     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188372     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188373     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188374     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188375     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188377     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188403     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188404     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188405     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188406     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188407     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188448     July 2014  17631553  2014-07-22T18:25:18Z   \n",
       "188488     July 2014  18053153  2014-07-20T06:22:09Z   \n",
       "188489     July 2014  18053153  2014-07-20T06:22:09Z   \n",
       "188490     July 2014  18053153  2014-07-20T06:22:09Z   \n",
       "\n",
       "                                           blocked_reason    type    pageid  \\\n",
       "3       [[WP:Vandalism-only account|Vandalism-only acc...  vandal    569572   \n",
       "16      [[WP:Vandalism-only account|Vandalism-only acc...  vandal     22217   \n",
       "18      [[WP:Vandalism-only account|Vandalism-only acc...  vandal     22217   \n",
       "26      [[WP:Vandalism-only account|Vandalism-only acc...  vandal      9640   \n",
       "97      [[WP:Vandalism-only account|Vandalism-only acc...  vandal   2986826   \n",
       "100     [[WP:Vandalism-only account|Vandalism-only acc...  vandal  11417420   \n",
       "106     [[WP:Vandalism-only account|Vandalism-only acc...  vandal     98626   \n",
       "118     [[WP:Vandalism-only account|Vandalism-only acc...  vandal  37590842   \n",
       "119     [[WP:Vandalism-only account|Vandalism-only acc...  vandal  37590842   \n",
       "152     [[WP:Vandalism-only account|Vandalism-only acc...  vandal   4948457   \n",
       "158     [[WP:Vandalism-only account|Vandalism-only acc...  vandal   6839363   \n",
       "159     [[WP:Vandalism-only account|Vandalism-only acc...  vandal   6839363   \n",
       "160     [[WP:Vandalism-only account|Vandalism-only acc...  vandal   6839363   \n",
       "161     [[WP:Vandalism-only account|Vandalism-only acc...  vandal   6839363   \n",
       "176     [[WP:Vandalism-only account|Vandalism-only acc...  vandal  38383753   \n",
       "186               [[WP:Vandalism|Vandalism]]-only account  vandal     77182   \n",
       "268     [[WP:Vandalism-only account|Vandalism-only acc...  vandal    604727   \n",
       "271     [[WP:Vandalism-only account|Vandalism-only acc...  vandal    165456   \n",
       "322     Revoking talk page access: inappropriate use o...  vandal  38364663   \n",
       "329     [[WP:Vandalism-only account|Vandalism-only acc...  vandal     99960   \n",
       "330     [[WP:Vandalism-only account|Vandalism-only acc...  vandal     99960   \n",
       "368     [[WP:Vandalism-only account|Vandalism-only acc...  vandal   2665468   \n",
       "418     [[WP:Vandalism-only account|Vandalism-only acc...  vandal   4273551   \n",
       "472     [[WP:Vandalism-only account|Vandalism-only acc...  vandal     16094   \n",
       "477     [[WP:Vandalism-only account|Vandalism-only acc...  vandal     16094   \n",
       "584               [[WP:Vandalism|Vandalism]]-only account  vandal  20574042   \n",
       "661     [[WP:Vandalism-only account|Vandalism-only acc...  vandal  38298602   \n",
       "662     [[WP:Vandalism-only account|Vandalism-only acc...  vandal  38298602   \n",
       "663     [[WP:Vandalism-only account|Vandalism-only acc...  vandal  38298602   \n",
       "670     [[WP:Vandalism-only account|Vandalism-only acc...  vandal  38298602   \n",
       "...                                                   ...     ...       ...   \n",
       "188324  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  12884066   \n",
       "188325  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  35338674   \n",
       "188326  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  29487895   \n",
       "188359  [[WP:Vandalism-only account|Vandalism-only acc...  vandal   1725303   \n",
       "188360  [[WP:Vandalism-only account|Vandalism-only acc...  vandal   1725303   \n",
       "188361  [[WP:Vandalism-only account|Vandalism-only acc...  vandal   1725303   \n",
       "188362  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  35689659   \n",
       "188363  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  35689659   \n",
       "188364  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  35689659   \n",
       "188365  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  35689659   \n",
       "188366  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  35689659   \n",
       "188367  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  35689659   \n",
       "188368  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  35689659   \n",
       "188369  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  35689659   \n",
       "188370  [[WP:Vandalism-only account|Vandalism-only acc...  vandal   1725303   \n",
       "188371  [[WP:Vandalism-only account|Vandalism-only acc...  vandal   1725303   \n",
       "188372  [[WP:Vandalism-only account|Vandalism-only acc...  vandal   1725303   \n",
       "188373  [[WP:Vandalism-only account|Vandalism-only acc...  vandal   1725303   \n",
       "188374  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  35689659   \n",
       "188375  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  35689659   \n",
       "188377  [[WP:Vandalism-only account|Vandalism-only acc...  vandal   2655089   \n",
       "188403  [[WP:Vandalism-only account|Vandalism-only acc...  vandal   2140387   \n",
       "188404  [[WP:Vandalism-only account|Vandalism-only acc...  vandal   2140387   \n",
       "188405  [[WP:Vandalism-only account|Vandalism-only acc...  vandal   2140387   \n",
       "188406  [[WP:Vandalism-only account|Vandalism-only acc...  vandal   1725303   \n",
       "188407  [[WP:Vandalism-only account|Vandalism-only acc...  vandal   1725303   \n",
       "188448  [[WP:Vandalism-only account|Vandalism-only acc...  vandal   1725303   \n",
       "188488  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  10108432   \n",
       "188489  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  19251320   \n",
       "188490  [[WP:Vandalism-only account|Vandalism-only acc...  vandal  12117840   \n",
       "\n",
       "                                           pagecategories  \n",
       "3       set([u'Category:17th century in New Spain', u'...  \n",
       "16      set([u'Category:Articles needing cleanup from ...  \n",
       "18      set([u'Category:Articles needing cleanup from ...  \n",
       "26      set([u'Category:Articles with unsourced statem...  \n",
       "97      set([u'Category:National Football League roste...  \n",
       "100     set([u'Category:National Football League staff...  \n",
       "106     set([u'Category:Wikipedia external links clean...  \n",
       "118                    set([u'Category:Noindexed pages'])  \n",
       "119                    set([u'Category:Noindexed pages'])  \n",
       "152     set([u'Category:All articles with unsourced st...  \n",
       "158     set([u'Category:Minnesota Civil War regiments'...  \n",
       "159     set([u'Category:Minnesota Civil War regiments'...  \n",
       "160     set([u'Category:Minnesota Civil War regiments'...  \n",
       "161     set([u'Category:Minnesota Civil War regiments'...  \n",
       "176                                               set([])  \n",
       "186     set([u'Category:Articles with unsourced statem...  \n",
       "268     set([u'Category:All Wikipedia articles in need...  \n",
       "271     set([u'Category:Felids', u'Category:Articles w...  \n",
       "322                                               set([])  \n",
       "329     set([u'Category:Canoes', u'Category:Canoeing a...  \n",
       "330     set([u'Category:Canoes', u'Category:Canoeing a...  \n",
       "368     set([u'Category:All stub articles', u'Category...  \n",
       "418     set([u'Category:Articles lacking sources from ...  \n",
       "472     set([u'Category:People from Bruck an der Leith...  \n",
       "477     set([u'Category:People from Bruck an der Leith...  \n",
       "584     set([u'Category:Use mdy dates from April 2014'...  \n",
       "661     set([u'Category:Wikipedia protected pages with...  \n",
       "662     set([u'Category:Wikipedia protected pages with...  \n",
       "663     set([u'Category:Wikipedia protected pages with...  \n",
       "670     set([u'Category:Wikipedia protected pages with...  \n",
       "...                                                   ...  \n",
       "188324  set([u'Category:Family Channel shows', u'Categ...  \n",
       "188325  set([u'Category:2012 American television serie...  \n",
       "188326  set([u'Category:Use mdy dates from January 201...  \n",
       "188359  set([u'Category:All pages needing cleanup', u'...  \n",
       "188360  set([u'Category:All pages needing cleanup', u'...  \n",
       "188361  set([u'Category:All pages needing cleanup', u'...  \n",
       "188362  set([u'Category:Gravity Falls', u\"Category:Lis...  \n",
       "188363  set([u'Category:Gravity Falls', u\"Category:Lis...  \n",
       "188364  set([u'Category:Gravity Falls', u\"Category:Lis...  \n",
       "188365  set([u'Category:Gravity Falls', u\"Category:Lis...  \n",
       "188366  set([u'Category:Gravity Falls', u\"Category:Lis...  \n",
       "188367  set([u'Category:Gravity Falls', u\"Category:Lis...  \n",
       "188368  set([u'Category:Gravity Falls', u\"Category:Lis...  \n",
       "188369  set([u'Category:Gravity Falls', u\"Category:Lis...  \n",
       "188370  set([u'Category:All pages needing cleanup', u'...  \n",
       "188371  set([u'Category:All pages needing cleanup', u'...  \n",
       "188372  set([u'Category:All pages needing cleanup', u'...  \n",
       "188373  set([u'Category:All pages needing cleanup', u'...  \n",
       "188374  set([u'Category:Gravity Falls', u\"Category:Lis...  \n",
       "188375  set([u'Category:Gravity Falls', u\"Category:Lis...  \n",
       "188377  set([u'Category:Wikipedia articles needing pag...  \n",
       "188403  set([u'Category:Disney Channel', u'Category:Al...  \n",
       "188404  set([u'Category:Disney Channel', u'Category:Al...  \n",
       "188405  set([u'Category:Disney Channel', u'Category:Al...  \n",
       "188406  set([u'Category:All pages needing cleanup', u'...  \n",
       "188407  set([u'Category:All pages needing cleanup', u'...  \n",
       "188448  set([u'Category:All pages needing cleanup', u'...  \n",
       "188488  set([u'Category:German-language surnames', u'C...  \n",
       "188489  set([u'Category:Wikipedians in the Counter-Van...  \n",
       "188490  set([u'Category:Fiberglass sculptures in Canad...  \n",
       "\n",
       "[27392 rows x 16 columns]"
      ]
     },
     "execution_count": 972,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "van_final[ben_final['pagetitle'].str.contains('/')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 973,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ben_final['FirstMeta'] = ben_final.groupby('userid')['pagetitle'].first().str.contains('/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 974,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16496"
      ]
     },
     "execution_count": 974,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(ben_final['userid'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 975,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "van_final['FirstMeta'] = van_final.groupby('userid')['pagetitle'].first().str.contains('/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 976,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "350"
      ]
     },
     "execution_count": 976,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum(van_true)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 977,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17015"
      ]
     },
     "execution_count": 977,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(van_final['userid'].unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## from above analysis, 1533 unique benign users first edit was a metapage, and 350 vandal users first edit was a meta-page. The weighted average ration being 81:19 (benign:vandal). It implies, This implements the feature \"fm\" in the paper, Which states, if the first edit of the user is a meta-page, then he is more likely to be a benign user"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 978,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#ben_final = ben_final[0:100000]\n",
    "#van_final = van_final[0:100000]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "## Taking the Date time stamp into account, we are analysing time difference between the adjacent edits by grouping them according to \"pagetitle\" and \"userid\" This will be useful to study the following features:\n",
    "###  --> Vandals make faster edits than benign users\n",
    "### -->  Vandals spend less time editing a new page\n",
    "### -->  Benign users are likely to take longer to edit a new page than a vandal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 979,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "ben_final['diffs'] = ben_final.groupby(['userid'])['revtime'].transform(lambda x: x.diff()) / np.timedelta64(1, 'm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 980,
   "metadata": {},
   "outputs": [],
   "source": [
    "ben_final['diffs'] = ben_final['diffs'].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 981,
   "metadata": {},
   "outputs": [],
   "source": [
    "ben_dummy = ben_final.loc[:,['diffs','userid','pagetitle']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 982,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>diffs</th>\n",
       "      <th>userid</th>\n",
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       "      <td>18342896</td>\n",
       "      <td>Manuel Kabajar Cabase</td>\n",
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      "text/plain": [
       "            diffs    userid                                pagetitle\n",
       "0        0.000000  18342896                            User:Swiftscw\n",
       "1        1.200000  18342896                            User:Swiftscw\n",
       "2        5.150000  18342896                            User:Swiftscw\n",
       "3       23.383333  18342896             User:Swiftscw/AMAPOLA CABASE\n",
       "4        7.833333  18342896        Wikipedia:Requests for undeletion\n",
       "5        0.000000  18342896        Wikipedia:Requests for undeletion\n",
       "6       45.766667  18342896                             Maria Cabase\n",
       "7       19.933333  18342896                             Maria Cabase\n",
       "8        7.650000  18342896                             Maria Cabase\n",
       "9       13.433333  18342896                             Maria Cabase\n",
       "10      52.566667  18342896                             Maria Cabase\n",
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     "execution_count": 982,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
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  {
   "cell_type": "code",
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   "outputs": [
    {
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       "                ...      \n",
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       "Name: diffs, Length: 16496, dtype: float64"
      ]
     },
     "execution_count": 983,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "ben_dummy.groupby(['userid'])['diffs'].mean()"
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  {
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   "execution_count": 984,
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       "      <td>Manuel Kabajar Cabase</td>\n",
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       "      <td>Maria Cabase</td>\n",
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       "                diffs    userid  \\\n",
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       "...               ...       ...   \n",
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       "657847       0.450000  21932219   \n",
       "657848       1.900000  21932219   \n",
       "657849       0.733333  21932219   \n",
       "657850   10822.483333  21932219   \n",
       "657851       6.716667  21932219   \n",
       "657852    2544.350000  21932219   \n",
       "657853       2.983333  21932219   \n",
       "657854       9.066667  21932219   \n",
       "657855    7052.933333  21932219   \n",
       "657856    4717.950000  21932219   \n",
       "657857       0.016667  21932219   \n",
       "657858       5.283333  21932219   \n",
       "657859       0.000000  21952946   \n",
       "657860       5.383333  21952946   \n",
       "657861       0.800000  21952946   \n",
       "657862       1.000000  21952946   \n",
       "\n",
       "                                                pagetitle  \n",
       "0                                           User:Swiftscw  \n",
       "1                                           User:Swiftscw  \n",
       "2                                           User:Swiftscw  \n",
       "3                            User:Swiftscw/AMAPOLA CABASE  \n",
       "4                       Wikipedia:Requests for undeletion  \n",
       "5                       Wikipedia:Requests for undeletion  \n",
       "6                                            Maria Cabase  \n",
       "7                                            Maria Cabase  \n",
       "8                                            Maria Cabase  \n",
       "9                                            Maria Cabase  \n",
       "10                                           Maria Cabase  \n",
       "11                                           Maria Cabase  \n",
       "12                                      Talk:Maria Cabase  \n",
       "13                                          User:Swiftscw  \n",
       "14                                  Manuel Kabajar Cabase  \n",
       "15                                  Manuel Kabajar Cabase  \n",
       "16                            User talk:Postdlf/Archive23  \n",
       "17                                      Talk:Maria Cabase  \n",
       "18                Wikipedia:WikiProject Biography/Members  \n",
       "19                                     User talk:Swiftscw  \n",
       "20                                           Maria Cabase  \n",
       "21                                           Maria Cabase  \n",
       "22                                         Bobby Enriquez  \n",
       "23                                         Bobby Enriquez  \n",
       "24                                         Bobby Enriquez  \n",
       "25                                             User:Azkle  \n",
       "26      Wikipedia:Training/For students/Training feedback  \n",
       "27                                                Netflix  \n",
       "28                                                Netflix  \n",
       "29                                            Alan Turing  \n",
       "...                                                   ...  \n",
       "657833        User:KhalidAliHaji/Other/Boxes/Introduction  \n",
       "657834                                 User:KhalidAliHaji  \n",
       "657835  Athletics at the 2014 Commonwealth Games – Men...  \n",
       "657836  Athletics at the 2014 Commonwealth Games – Men...  \n",
       "657837                                 User:KhalidAliHaji  \n",
       "657838                                 User:KhalidAliHaji  \n",
       "657839                                 User:KhalidAliHaji  \n",
       "657840                                 User:KhalidAliHaji  \n",
       "657841                                 User:KhalidAliHaji  \n",
       "657842                                     User:Kmrishish  \n",
       "657843                                     User:Kmrishish  \n",
       "657844               Association of American Universities  \n",
       "657845               Association of American Universities  \n",
       "657846                  The Chronicle of Higher Education  \n",
       "657847                  The Chronicle of Higher Education  \n",
       "657848                  The Chronicle of Higher Education  \n",
       "657849                   Carnegie Corporation of New York  \n",
       "657850                                     User:Dinkjunky  \n",
       "657851                                       Vera Bartsch  \n",
       "657852                                   Joseph John Issa  \n",
       "657853                                   Joseph John Issa  \n",
       "657854                                   Joseph John Issa  \n",
       "657855                                   Joseph John Issa  \n",
       "657856                                   Joseph John Issa  \n",
       "657857                             User:Dinkjunky/sandbox  \n",
       "657858                                   Joseph John Issa  \n",
       "657859                                     User:Guptav657  \n",
       "657860                                     User:Guptav657  \n",
       "657861                                     User:Guptav657  \n",
       "657862                                     User:Guptav657  \n",
       "\n",
       "[657863 rows x 3 columns]"
      ]
     },
     "execution_count": 984,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ben_dummy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### checking for beningn users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 985,
   "metadata": {},
   "outputs": [],
   "source": [
    "ben_fin = ben_dummy.groupby('userid').nth(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 986,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(16085, 2)"
      ]
     },
     "execution_count": 986,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ben_fin.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 987,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ben_fin['EditTime>15'] = ben_fin['diffs']>15"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### There are 5639 benign users who take more than 15 min to edit a new page"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### checking for vandal users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 988,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "van_final['diffs'] = van_final.groupby(['userid'])['revtime'].transform(lambda x: x.diff()) / np.timedelta64(1, 'm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 989,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "van_final['diffs'] = van_final['diffs'].fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 990,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "van_dummy = van_final.loc[:,['diffs','userid','pagetitle']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 991,
   "metadata": {},
   "outputs": [],
   "source": [
    "van15_fin = van_dummy.groupby('userid').nth(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 992,
   "metadata": {},
   "outputs": [],
   "source": [
    "van15_fin['EditTime>15'] = van15_fin['diffs']>15"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### There are 1951 vandal users who take more than 15min to edit a new page. This is an indication of the behavior for a feature that, beningn users take more time to edit a new page than a vandal user"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 999,
   "metadata": {},
   "outputs": [],
   "source": [
    "ben_fin[\"stiki_mean\"] = ben_scores.groupby('userid')['stiki_score'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1000,
   "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>diffs</th>\n",
       "      <th>stiki_mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.608500e+04</td>\n",
       "      <td>16085.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>9.462651e+03</td>\n",
       "      <td>0.053216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>5.189957e+04</td>\n",
       "      <td>0.067131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.616667e+00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>6.000000e+00</td>\n",
       "      <td>0.032994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>4.176667e+01</td>\n",
       "      <td>0.081396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.328026e+06</td>\n",
       "      <td>0.632488</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              diffs    stiki_mean\n",
       "count  1.608500e+04  16085.000000\n",
       "mean   9.462651e+03      0.053216\n",
       "std    5.189957e+04      0.067131\n",
       "min    0.000000e+00      0.000000\n",
       "25%    1.616667e+00      0.000000\n",
       "50%    6.000000e+00      0.032994\n",
       "75%    4.176667e+01      0.081396\n",
       "max    1.328026e+06      0.632488"
      ]
     },
     "execution_count": 1000,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ben_fin.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### checking for the behavior where, the average of the stikiscore given to user for the edits that has been made, crosses a threshold value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1003,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ben_fin['stiki_percent']=ben_fin['stiki_mean']<0.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1004,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True     13019\n",
       "False     3066\n",
       "Name: stiki_percent, dtype: int64"
      ]
     },
     "execution_count": 1004,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ben_fin['stiki_percent'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1001,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "van15_fin[\"stiki_mean\"] = van_scores.groupby('userid')['stiki_score'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1002,
   "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>diffs</th>\n",
       "      <th>stiki_mean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.619200e+04</td>\n",
       "      <td>16192.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>5.641306e+03</td>\n",
       "      <td>0.267262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>7.712583e+04</td>\n",
       "      <td>0.176928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.139955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.600000e+00</td>\n",
       "      <td>0.260055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>4.900000e+00</td>\n",
       "      <td>0.380814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3.450404e+06</td>\n",
       "      <td>0.929759</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              diffs    stiki_mean\n",
       "count  1.619200e+04  16192.000000\n",
       "mean   5.641306e+03      0.267262\n",
       "std    7.712583e+04      0.176928\n",
       "min    0.000000e+00      0.000000\n",
       "25%    0.000000e+00      0.139955\n",
       "50%    1.600000e+00      0.260055\n",
       "75%    4.900000e+00      0.380814\n",
       "max    3.450404e+06      0.929759"
      ]
     },
     "execution_count": 1002,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "van15_fin.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1005,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "van15_fin['stiki_percent']=van15_fin['stiki_mean']<0.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1006,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    13063\n",
       "True      3129\n",
       "Name: stiki_percent, dtype: int64"
      ]
     },
     "execution_count": 1006,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "van15_fin['stiki_percent'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1007,
   "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>diffs</th>\n",
       "      <th>pagetitle</th>\n",
       "      <th>EditTime&gt;15</th>\n",
       "      <th>stiki_mean</th>\n",
       "      <th>stiki_percent</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>userid</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>107645</th>\n",
       "      <td>3.300000</td>\n",
       "      <td>Wikipedia:Community portal</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284493</th>\n",
       "      <td>1.133333</td>\n",
       "      <td>Wikipedia:Articles for deletion/Urban75</td>\n",
       "      <td>False</td>\n",
       "      <td>0.001028</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301475</th>\n",
       "      <td>7.166667</td>\n",
       "      <td>Dick Allen</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340857</th>\n",
       "      <td>0.016667</td>\n",
       "      <td>Rolling</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345175</th>\n",
       "      <td>3.300000</td>\n",
       "      <td>Surrey Central Station</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           diffs                                pagetitle  EditTime>15  \\\n",
       "userid                                                                   \n",
       "107645  3.300000               Wikipedia:Community portal        False   \n",
       "284493  1.133333  Wikipedia:Articles for deletion/Urban75        False   \n",
       "301475  7.166667                               Dick Allen        False   \n",
       "340857  0.016667                                  Rolling        False   \n",
       "345175  3.300000                   Surrey Central Station        False   \n",
       "\n",
       "        stiki_mean  stiki_percent  \n",
       "userid                             \n",
       "107645    0.000000           True  \n",
       "284493    0.001028           True  \n",
       "301475    0.000000           True  \n",
       "340857    0.000000           True  \n",
       "345175    0.000000           True  "
      ]
     },
     "execution_count": 1007,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "van15_fin.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1028,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    612657\n",
       "True      45206\n",
       "Name: isReverted, dtype: int64"
      ]
     },
     "execution_count": 1028,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ben_final['isReverted'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1029,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True     136499\n",
       "False     51992\n",
       "Name: isReverted, dtype: int64"
      ]
     },
     "execution_count": 1029,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "van_final['isReverted'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1010,
   "metadata": {},
   "outputs": [],
   "source": [
    "ben_fin['FirstMeta'] = ben_final.groupby('userid')['pagetitle'].first().str.contains('/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1011,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "van15_fin['FirstMeta'] = van_final.groupby('userid')['pagetitle'].first().str.contains('/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1012,
   "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>diffs</th>\n",
       "      <th>pagetitle</th>\n",
       "      <th>EditTime&gt;15</th>\n",
       "      <th>stiki_mean</th>\n",
       "      <th>stiki_percent</th>\n",
       "      <th>FirstMeta</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>userid</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18177826</th>\n",
       "      <td>502.500000</td>\n",
       "      <td>User:Shamprabhakar/sandbox</td>\n",
       "      <td>True</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18178056</th>\n",
       "      <td>78.850000</td>\n",
       "      <td>User:Jack Odanaka</td>\n",
       "      <td>True</td>\n",
       "      <td>0.034222</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18178102</th>\n",
       "      <td>9.800000</td>\n",
       "      <td>User:DanielQueiros</td>\n",
       "      <td>False</td>\n",
       "      <td>0.036366</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18178134</th>\n",
       "      <td>2.533333</td>\n",
       "      <td>User talk:Arre 9</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18178244</th>\n",
       "      <td>1.683333</td>\n",
       "      <td>Lee Chong Wei</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               diffs                   pagetitle  EditTime>15  stiki_mean  \\\n",
       "userid                                                                      \n",
       "18177826  502.500000  User:Shamprabhakar/sandbox         True    0.000000   \n",
       "18178056   78.850000           User:Jack Odanaka         True    0.034222   \n",
       "18178102    9.800000          User:DanielQueiros        False    0.036366   \n",
       "18178134    2.533333            User talk:Arre 9        False    0.000000   \n",
       "18178244    1.683333               Lee Chong Wei        False    0.000000   \n",
       "\n",
       "          stiki_percent  FirstMeta  \n",
       "userid                              \n",
       "18177826           True      False  \n",
       "18178056           True      False  \n",
       "18178102           True      False  \n",
       "18178134           True      False  \n",
       "18178244           True      False  "
      ]
     },
     "execution_count": 1012,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ben_fin.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### checking for a behaviour where the number of times the edit is reverted by cluebot is more frequent. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1030,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import stats\n",
    "ben_fin['reverted_mode'] = ben_final.groupby(['userid']).agg({'isReverted': lambda x:stats.mode(x)[0]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1031,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "van15_fin['reverted_mode'] = van_final.groupby(['userid']).agg({'isReverted': lambda x:stats.mode(x)[0]})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1032,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False    15130\n",
       "True       955\n",
       "Name: reverted_mode, dtype: int64"
      ]
     },
     "execution_count": 1032,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ben_fin['reverted_mode'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1033,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True     14918\n",
       "False     1274\n",
       "Name: reverted_mode, dtype: int64"
      ]
     },
     "execution_count": 1033,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "van15_fin['reverted_mode'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1034,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>diffs</th>\n",
       "      <th>pagetitle</th>\n",
       "      <th>EditTime&gt;15</th>\n",
       "      <th>stiki_mean</th>\n",
       "      <th>stiki_percent</th>\n",
       "      <th>FirstMeta</th>\n",
       "      <th>cluebot_mode</th>\n",
       "      <th>reverted_mode</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>userid</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18177826</th>\n",
       "      <td>502.500000</td>\n",
       "      <td>User:Shamprabhakar/sandbox</td>\n",
       "      <td>True</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18178056</th>\n",
       "      <td>78.850000</td>\n",
       "      <td>User:Jack Odanaka</td>\n",
       "      <td>True</td>\n",
       "      <td>0.034222</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18178102</th>\n",
       "      <td>9.800000</td>\n",
       "      <td>User:DanielQueiros</td>\n",
       "      <td>False</td>\n",
       "      <td>0.036366</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18178134</th>\n",
       "      <td>2.533333</td>\n",
       "      <td>User talk:Arre 9</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18178244</th>\n",
       "      <td>1.683333</td>\n",
       "      <td>Lee Chong Wei</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               diffs                   pagetitle  EditTime>15  stiki_mean  \\\n",
       "userid                                                                      \n",
       "18177826  502.500000  User:Shamprabhakar/sandbox         True    0.000000   \n",
       "18178056   78.850000           User:Jack Odanaka         True    0.034222   \n",
       "18178102    9.800000          User:DanielQueiros        False    0.036366   \n",
       "18178134    2.533333            User talk:Arre 9        False    0.000000   \n",
       "18178244    1.683333               Lee Chong Wei        False    0.000000   \n",
       "\n",
       "          stiki_percent  FirstMeta  cluebot_mode  reverted_mode  \n",
       "userid                                                           \n",
       "18177826           True      False             0           True  \n",
       "18178056           True      False             0          False  \n",
       "18178102           True      False             0          False  \n",
       "18178134           True      False             0          False  \n",
       "18178244           True      False             0           True  "
      ]
     },
     "execution_count": 1034,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ben_fin.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1035,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ben_out = ben_fin.drop(['diffs','pagetitle','stiki_mean','cluebot_mode'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1036,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "van_out = van15_fin.drop(['diffs','pagetitle','stiki_mean','cluebot_mode'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1037,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ben_out.to_csv('benign_out.csv')\n",
    "van_out.to_csv('vandal_out.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1038,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ben_out['type']='Benign'\n",
    "van_out['type']='Vandal'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1039,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data_final = ben_out.append(van_out)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## This is the final data set that we have build based on the analysis of behaviour depicted by the user while edit a page. This will be integrated into the model to make the vandal prediction for test data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1040,
   "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>EditTime&gt;15</th>\n",
       "      <th>stiki_percent</th>\n",
       "      <th>FirstMeta</th>\n",
       "      <th>reverted_mode</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>userid</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>18177826</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18178056</th>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18178102</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18178134</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18178244</th>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          EditTime>15  stiki_percent  FirstMeta  reverted_mode    type\n",
       "userid                                                                \n",
       "18177826         True           True      False           True  Benign\n",
       "18178056         True           True      False          False  Benign\n",
       "18178102        False           True      False          False  Benign\n",
       "18178134        False           True      False          False  Benign\n",
       "18178244        False           True      False           True  Benign"
      ]
     },
     "execution_count": 1040,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_final.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1041,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data_final.to_csv('Data_final.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1043,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['EditTime>15', 'stiki_percent', 'FirstMeta', 'reverted_mode', 'type'], dtype='object')"
      ]
     },
     "execution_count": 1043,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_final.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1045,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X = data_final[['EditTime>15', 'stiki_percent', 'FirstMeta', 'reverted_mode']]\n",
    "y = data_final['type']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### From Scikit-Learn Importing train_test_split function\n",
    "### Splitting input and target data into train and test data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1046,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1047,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.33, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### From Scikit-Learn importing Logistic Regression Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1048,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LogisticRegression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Building Logistic Regression Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1049,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
       "          intercept_scaling=1, max_iter=100, multi_class='ovr', n_jobs=1,\n",
       "          penalty='l2', random_state=None, solver='liblinear', tol=0.0001,\n",
       "          verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 1049,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lr = LogisticRegression()\n",
    "lr.fit(X_train,y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Predicting the Target Variable using the model build above"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1050,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ypred = lr.predict(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### From Scikit-Learn Importing Confusion_matrix and Accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1051,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.metrics import confusion_matrix,accuracy_score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Comparing Actual and Predicted Target values using Confusion_Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1052,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[5013,  337],\n",
       "       [ 415, 4887]])"
      ]
     },
     "execution_count": 1052,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confusion_matrix(y_test,ypred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculating Accuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1053,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.92940292902741273"
      ]
     },
     "execution_count": 1053,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_score(y_test,ypred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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